{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "Jxv6goXm7oGF" }, "source": [ "##### Copyright 2018 The TensorFlow Authors.\n", "\n", "Licensed under the Apache License, Version 2.0 (the \"License\");" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "cellView": "form", "execution": { "iopub.execute_input": "2022-12-14T22:04:09.042118Z", "iopub.status.busy": "2022-12-14T22:04:09.041632Z", "iopub.status.idle": "2022-12-14T22:04:09.046115Z", "shell.execute_reply": "2022-12-14T22:04:09.045153Z" }, "id": "llMNufAK7nfK" }, "outputs": [], "source": [ "#@title Licensed under the Apache License, Version 2.0 (the \"License\"); { display-mode: \"form\" }\n", "# you may not use this file except in compliance with the License.\n", "# You may obtain a copy of the License at\n", "#\n", "# https://www.apache.org/licenses/LICENSE-2.0\n", "#\n", "# Unless required by applicable law or agreed to in writing, software\n", "# distributed under the License is distributed on an \"AS IS\" BASIS,\n", "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n", "# See the License for the specific language governing permissions and\n", "# limitations under the License." ] }, { "cell_type": "markdown", "metadata": { "id": "8Byow2J6LaPl" }, "source": [ "# tf.data: TensorFlow 입력 파이프라인 빌드" ] }, { "cell_type": "markdown", "metadata": { "id": "kGXS3UWBBNoc" }, "source": [ "\n", " \n", " \n", " \n", " \n", "
TensorFlow.org에서 보기 Google Colab에서 실행 GitHub에서 소스 보기 노트북 다운로드
" ] }, { "cell_type": "markdown", "metadata": { "id": "9Qo3HgDjbDcI" }, "source": [ "`tf.data` API를 사용하면 간단하고 재사용 가능한 조각으로 복잡한 입력 파이프라인을 빌드할 수 있습니다. 예를 들어, 이미지 모델의 파이프라인은 분산된 파일 시스템의 파일에서 데이터를 집계하고 각 이미지에 임의의 퍼터베이션을 적용하며 무작위로 선택한 이미지를 학습을 위한 batch로 병합할 수 있습니다. 텍스트 모델의 파이프라인에는 원시 텍스트 데이터에서 심볼을 추출하고, 이를 룩업 테이블이 있는 embedding 식별자로 변환하며, 길이가 서로 다른 시퀀스를 batch 처리하는 과정이 포함될 수 있습니다. `tf.data` API를 사용하면 많은 양의 데이터를 처리하고 여러 데이터 형식에서 데이터를 읽으며 복잡한 변환을 수행할 수 있습니다.\n", "\n", "`tf.data` API는 일련의 요소를 나타내는 `tf.data.Dataset` 추상화를 도입하며, 여기서 각 요소는 하나 이상의 구성 요소로 이루어집니다. 예를 들어, 이미지 파이프라인에서 요소는 이미지와 해당 label을 나타내는 텐서 구성 요소 쌍이 있는 단일 학습 예일 수 있습니다.\n", "\n", "데이터 세트를 생성하는 방법에는 두 가지가 있습니다.\n", "\n", "- 데이터 **소스**는 메모리 또는 하나 이상의 파일에 저장된 데이터로부터 `Dataset`를 구성합니다.\n", "\n", "- 데이터 **변환**은 하나 이상의 `tf.data.Dataset` 객체로부터 데이터세트를 구성합니다.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:09.049862Z", "iopub.status.busy": "2022-12-14T22:04:09.049447Z", "iopub.status.idle": "2022-12-14T22:04:10.971557Z", "shell.execute_reply": "2022-12-14T22:04:10.970830Z" }, "id": "UJIEjEIBdf-h" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2022-12-14 22:04:10.000151: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer.so.7'; dlerror: libnvinfer.so.7: cannot open shared object file: No such file or directory\n", "2022-12-14 22:04:10.000238: W tensorflow/compiler/xla/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libnvinfer_plugin.so.7'; dlerror: libnvinfer_plugin.so.7: cannot open shared object file: No such file or directory\n", "2022-12-14 22:04:10.000248: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Cannot dlopen some TensorRT libraries. If you would like to use Nvidia GPU with TensorRT, please make sure the missing libraries mentioned above are installed properly.\n" ] } ], "source": [ "import tensorflow as tf" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:10.975801Z", "iopub.status.busy": "2022-12-14T22:04:10.975156Z", "iopub.status.idle": "2022-12-14T22:04:11.319549Z", "shell.execute_reply": "2022-12-14T22:04:11.318906Z" }, "id": "7Y0JtWBNR9E5" }, "outputs": [], "source": [ "import pathlib\n", "import os\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np\n", "\n", "np.set_printoptions(precision=4)" ] }, { "cell_type": "markdown", "metadata": { "id": "0l4a0ALxdaWF" }, "source": [ "## 기본 메커니즘\n", "\n", "\n", "\n", "입력 파이프라인을 만들려면 데이터 *소스*로 시작해야 합니다. 예를 들어 메모리의 데이터에서 `Dataset`를 구성하려면 `tf.data.Dataset.from_tensors()` 또는 `tf.data.Dataset.from_tensor_slices()`을 사용할 수 있습니다. 또는 입력 데이터가 권장 TFRecord 형식으로 파일에 저장된 경우 `tf.data.TFRecordDataset()`를 사용할 수 있습니다.\n", "\n", "`Dataset` 객체가 있으면 `tf.data.Dataset` 객체의 메서드 호출을 연결하여 새로운 `Dataset`로 변환할 수 있습니다. 예를 들어 `Dataset.map`과 같은 요소 별 변환과 `Dataset.batch`와 같은 다중 요소 변환을 적용할 수 있습니다. 전체 변환 목록은 `tf.data.Dataset` 설명서를 참고하십시오.\n", "\n", "`Dataset` 객체는 Python 반복 가능합니다. 이를 통해 for 루프를 이용해 해당 요소를 소비할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:11.323748Z", "iopub.status.busy": "2022-12-14T22:04:11.323338Z", "iopub.status.idle": "2022-12-14T22:04:14.676201Z", "shell.execute_reply": "2022-12-14T22:04:14.675536Z" }, "id": "0F-FDnjB6t6J" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset = tf.data.Dataset.from_tensor_slices([8, 3, 0, 8, 2, 1])\n", "dataset" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.679672Z", "iopub.status.busy": "2022-12-14T22:04:14.679188Z", "iopub.status.idle": "2022-12-14T22:04:14.693222Z", "shell.execute_reply": "2022-12-14T22:04:14.692650Z" }, "id": "pwJsRJ-FbDcJ" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\n", "3\n", "0\n", "8\n", "2\n", "1\n" ] } ], "source": [ "for elem in dataset:\n", " print(elem.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "m0yy80MobDcM" }, "source": [ "또는 `iter`를 사용하여 명시적으로 Python 반복기(iterator)를 작성하고 `next`를 사용하여 해당 요소를 소비할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.696632Z", "iopub.status.busy": "2022-12-14T22:04:14.696005Z", "iopub.status.idle": "2022-12-14T22:04:14.701287Z", "shell.execute_reply": "2022-12-14T22:04:14.700721Z" }, "id": "03w9oxFfbDcM" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\n" ] } ], "source": [ "it = iter(dataset)\n", "\n", "print(next(it).numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "Q4CgCL8qbDcO" }, "source": [ "아니면 `reduce` 변환을 사용하여 데이터세트 요소를 소비할 수도 있습니다. 이렇게 하면 모든 요소가 줄어들어 단일 결과가 생성됩니다. 다음 예제는 `reduce` 변환을 사용하여 정수 데이터세트의 합계를 계산하는 방법을 보여줍니다." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.704397Z", "iopub.status.busy": "2022-12-14T22:04:14.703894Z", "iopub.status.idle": "2022-12-14T22:04:14.736482Z", "shell.execute_reply": "2022-12-14T22:04:14.735817Z" }, "id": "C2bHAeNxbDcO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/autograph/pyct/static_analysis/liveness.py:83: Analyzer.lamba_check (from tensorflow.python.autograph.pyct.static_analysis.liveness) is deprecated and will be removed after 2023-09-23.\n", "Instructions for updating:\n", "Lambda fuctions will be no more assumed to be used in the statement where they are used, or at least in the same block. https://github.com/tensorflow/tensorflow/issues/56089\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "22\n" ] } ], "source": [ "print(dataset.reduce(0, lambda state, value: state + value).numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "B2Fzwt2nbDcR" }, "source": [ "\n", "\n", "\n", "\n", "### 데이터세트 구조\n", "\n", "데이터세트는 각 요소가 동일한 *구성 요소* (중첩) 구조를 갖는 *요소*의 시퀀스를 생성합니다. 구조의 개별 구성 요소는 `tf.TypeSpec`에 의해 표현되는 어떤 유형일 수도 있으며, 여기에는 `tf.Tensor`, `tf.sparse.SparseTensor`, `tf.RaggedTensor`, `tf.TensorArray` 또는 `tf.data.Dataset`가 포함됩니다.\n", "\n", "요소의 (중첩된) 구조를 표현하는 데 사용할 수 있는 Python 구조에는 `tuple`, `dict`, `NamedTuple` 및 `OrderedDict`가 있습니다. 특히 `list`는 데이터세트 요소의 구조를 표현하는 데 유효한 구조가 아닙니다. 이는 초기 `tf.data` 사용자들이 `list` 입력이 자동으로 텐서로 압축(예: `tf.data.Dataset.from_tensors`로 전달될 경우)되고 `list` 출력이 `tuple`로 강제 변환(예: 사용자 정의 함수의 반환 값)되는 부분을 강하게 느꼈기 때문입니다. 결과적으로 `list` 입력을 구조로 처리하려면 이를 `tuple`로 변환해야 하며 `list` 출력이 단일 구성 요소가 되도록 하려면 `tf.stack`을 사용하여 이를 명시적으로 구성해야 합니다.\n", "\n", "`Dataset.element_spec` 속성을 사용하면 각 요소의 구성 요소 유형을 검사할 수 있습니다. 이 속성은 단일 구성 요소, 구성 요소의 튜플 또는 구성 요소의 중첩된 튜플일 수 있는 요소의 구조와 일치하는 `tf.TypeSpec` 객체의 *중첩 구조*를 반환합니다. 예를 들면 다음과 같습니다." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.739691Z", "iopub.status.busy": "2022-12-14T22:04:14.739231Z", "iopub.status.idle": "2022-12-14T22:04:14.746765Z", "shell.execute_reply": "2022-12-14T22:04:14.746103Z" }, "id": "Mg0m1beIhXGn" }, "outputs": [ { "data": { "text/plain": [ "TensorSpec(shape=(10,), dtype=tf.float32, name=None)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset1 = tf.data.Dataset.from_tensor_slices(tf.random.uniform([4, 10]))\n", "\n", "dataset1.element_spec" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.749586Z", "iopub.status.busy": "2022-12-14T22:04:14.749146Z", "iopub.status.idle": "2022-12-14T22:04:14.757042Z", "shell.execute_reply": "2022-12-14T22:04:14.756502Z" }, "id": "cwyemaghhXaG" }, "outputs": [ { "data": { "text/plain": [ "(TensorSpec(shape=(), dtype=tf.float32, name=None),\n", " TensorSpec(shape=(100,), dtype=tf.int32, name=None))" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset2 = tf.data.Dataset.from_tensor_slices(\n", " (tf.random.uniform([4]),\n", " tf.random.uniform([4, 100], maxval=100, dtype=tf.int32)))\n", "\n", "dataset2.element_spec" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.760029Z", "iopub.status.busy": "2022-12-14T22:04:14.759487Z", "iopub.status.idle": "2022-12-14T22:04:14.764835Z", "shell.execute_reply": "2022-12-14T22:04:14.764215Z" }, "id": "1CL7aB0ahXn_" }, "outputs": [ { "data": { "text/plain": [ "(TensorSpec(shape=(10,), dtype=tf.float32, name=None),\n", " (TensorSpec(shape=(), dtype=tf.float32, name=None),\n", " TensorSpec(shape=(100,), dtype=tf.int32, name=None)))" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset3 = tf.data.Dataset.zip((dataset1, dataset2))\n", "\n", "dataset3.element_spec" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.767801Z", "iopub.status.busy": "2022-12-14T22:04:14.767343Z", "iopub.status.idle": "2022-12-14T22:04:14.777822Z", "shell.execute_reply": "2022-12-14T22:04:14.777295Z" }, "id": "m5bz7R1xhX1f" }, "outputs": [ { "data": { "text/plain": [ "SparseTensorSpec(TensorShape([3, 4]), tf.int32)" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Dataset containing a sparse tensor.\n", "dataset4 = tf.data.Dataset.from_tensors(tf.SparseTensor(indices=[[0, 0], [1, 2]], values=[1, 2], dense_shape=[3, 4]))\n", "\n", "dataset4.element_spec" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.780809Z", "iopub.status.busy": "2022-12-14T22:04:14.780366Z", "iopub.status.idle": "2022-12-14T22:04:14.784022Z", "shell.execute_reply": "2022-12-14T22:04:14.783490Z" }, "id": "lVOPHur_hYQv" }, "outputs": [ { "data": { "text/plain": [ "tensorflow.python.framework.sparse_tensor.SparseTensor" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use value_type to see the type of value represented by the element spec\n", "dataset4.element_spec.value_type" ] }, { "cell_type": "markdown", "metadata": { "id": "r5xNsFFvhUnr" }, "source": [ "`Dataset` 변환은 모든 구조의 데이터세트를 지원합니다. 각 요소에 함수를 적용하는 `Dataset.map` 및 `Dataset.filter` 변환을 사용하는 경우 요소 구조에 따라 함수의 인수가 결정됩니다." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.787121Z", "iopub.status.busy": "2022-12-14T22:04:14.786714Z", "iopub.status.idle": "2022-12-14T22:04:14.792556Z", "shell.execute_reply": "2022-12-14T22:04:14.792028Z" }, "id": "2myAr3Pxd-zF" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset1 = tf.data.Dataset.from_tensor_slices(\n", " tf.random.uniform([4, 10], minval=1, maxval=10, dtype=tf.int32))\n", "\n", "dataset1" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.795492Z", "iopub.status.busy": "2022-12-14T22:04:14.794993Z", "iopub.status.idle": "2022-12-14T22:04:14.805902Z", "shell.execute_reply": "2022-12-14T22:04:14.805254Z" }, "id": "woPXMP14gUTg" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[6 5 2 4 7 4 7 7 4 5]\n", "[1 4 5 5 5 8 2 8 1 8]\n", "[3 3 3 4 8 4 3 8 3 9]\n", "[5 9 1 2 7 6 5 3 6 8]\n" ] } ], "source": [ "for z in dataset1:\n", " print(z.numpy())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.809169Z", "iopub.status.busy": "2022-12-14T22:04:14.808656Z", "iopub.status.idle": "2022-12-14T22:04:14.814306Z", "shell.execute_reply": "2022-12-14T22:04:14.813701Z" }, "id": "53PA4x6XgLar" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset2 = tf.data.Dataset.from_tensor_slices(\n", " (tf.random.uniform([4]),\n", " tf.random.uniform([4, 100], maxval=100, dtype=tf.int32)))\n", "\n", "dataset2" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.817306Z", "iopub.status.busy": "2022-12-14T22:04:14.816806Z", "iopub.status.idle": "2022-12-14T22:04:14.822015Z", "shell.execute_reply": "2022-12-14T22:04:14.821485Z" }, "id": "2ju4sNSebDcR" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset3 = tf.data.Dataset.zip((dataset1, dataset2))\n", "\n", "dataset3" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.825018Z", "iopub.status.busy": "2022-12-14T22:04:14.824391Z", "iopub.status.idle": "2022-12-14T22:04:14.835914Z", "shell.execute_reply": "2022-12-14T22:04:14.835305Z" }, "id": "BgxsfAS2g6gk" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shapes: (10,), (), (100,)\n", "shapes: (10,), (), (100,)\n", "shapes: (10,), (), (100,)\n", "shapes: (10,), (), (100,)\n" ] } ], "source": [ "for a, (b,c) in dataset3:\n", " print('shapes: {a.shape}, {b.shape}, {c.shape}'.format(a=a, b=b, c=c))" ] }, { "cell_type": "markdown", "metadata": { "id": "M1s2K0g-bDcT" }, "source": [ "## 입력 데이터 읽기\n" ] }, { "cell_type": "markdown", "metadata": { "id": "F3JG2f0h2683" }, "source": [ "### NumPy 배열 소비\n", "\n", "자세한 예는 [NumPy 배열 로드](../tutorials/load_data/numpy.ipynb) 튜토리얼을 참고하세요.\n", "\n", "모든 입력 데이터가 메모리에 맞는 경우, 여기서 `Dataset`를 생성하는 가장 간단한 방법은 이를 `tf.Tensor` 객체로 변환하고 `Dataset.from_tensor_slices`를 사용하는 것입니다." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:14.839022Z", "iopub.status.busy": "2022-12-14T22:04:14.838502Z", "iopub.status.idle": "2022-12-14T22:04:15.486488Z", "shell.execute_reply": "2022-12-14T22:04:15.485677Z" }, "id": "NmaE6PjjhQ47" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/29515 [=======>......................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "29515/29515 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[==============================] - 0s 0us/step\n" ] } ], "source": [ "train, test = tf.keras.datasets.fashion_mnist.load_data()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:15.490341Z", "iopub.status.busy": "2022-12-14T22:04:15.489832Z", "iopub.status.idle": "2022-12-14T22:04:16.359853Z", "shell.execute_reply": "2022-12-14T22:04:16.359197Z" }, "id": "J6cNiuDBbDcU" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "images, labels = train\n", "images = images/255\n", "\n", "dataset = tf.data.Dataset.from_tensor_slices((images, labels))\n", "dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "XkwrDHN5bDcW" }, "source": [ "참고: 위의 코드 조각은 `features` 및 `labels` 배열을 `tf.constant()` 연산으로 TensorFlow 그래프에 임베딩 처리합니다. 작은 데이터세트일 때는 효과적이지만, 배열의 내용이 여러 번 복사되기 때문에 메모리가 낭비되어 `tf.GraphDef` 프로토콜 버퍼의 2GB 제한에 도달할 수 있습니다." ] }, { "cell_type": "markdown", "metadata": { "id": "pO4ua2gEmIhR" }, "source": [ "### Python generator 소비\n", "\n", "`tf.data.Dataset`로 쉽게 수집할 수 있는 또 다른 일반적인 데이터 소스는 Python 생성기(generator)입니다.\n", "\n", "주의: 이 방법은 편리한 방법이지만 이식성과 확장성이 제한적입니다. 생성기를 생성한 것과 동일한 Python 프로세스에서 실행해야 하며 계속 Python [GIL](https://en.wikipedia.org/wiki/Global_interpreter_lock)의 영향을 받습니다." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:16.363405Z", "iopub.status.busy": "2022-12-14T22:04:16.362893Z", "iopub.status.idle": "2022-12-14T22:04:16.366378Z", "shell.execute_reply": "2022-12-14T22:04:16.365823Z" }, "id": "9njpME-jmDza" }, "outputs": [], "source": [ "def count(stop):\n", " i = 0\n", " while i 5:\n", " break" ] }, { "cell_type": "markdown", "metadata": { "id": "LmkynGilx0qf" }, "source": [ "첫 번째 출력은 `int32`이고 두 번째 출력은 `float32`입니다.\n", "\n", "첫 번째 항목은 스칼라, 형상 `()`이고 두 번째 항목은 알 수 없는 길이, 형상 `(None,)`의 벡터입니다. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:16.475977Z", "iopub.status.busy": "2022-12-14T22:04:16.475497Z", "iopub.status.idle": "2022-12-14T22:04:16.498750Z", "shell.execute_reply": "2022-12-14T22:04:16.498203Z" }, "id": "zDTfhEzhsliM" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_series = tf.data.Dataset.from_generator(\n", " gen_series, \n", " output_types=(tf.int32, tf.float32), \n", " output_shapes=((), (None,)))\n", "\n", "ds_series" ] }, { "cell_type": "markdown", "metadata": { "id": "WWxvSyQiyN0o" }, "source": [ "이제 이것을 일반 `tf.data.Dataset`처럼 사용할 수 있습니다. 가변 형상이 있는 데이터세트를 배치 처리할 때는 `Dataset.padded_batch`를 사용해야 합니다." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:16.501887Z", "iopub.status.busy": "2022-12-14T22:04:16.501373Z", "iopub.status.idle": "2022-12-14T22:04:16.547517Z", "shell.execute_reply": "2022-12-14T22:04:16.546843Z" }, "id": "A7jEpj3As1lO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[11 19 8 10 20 4 1 18 0 27]\n", "\n", "[[ 0.296 -1.6191 0. 0. 0. 0. 0. 0. 0. ]\n", " [-0.9099 0.0773 0.1758 1.307 0.5378 1.0263 0.0662 -0.0732 0. ]\n", " [-0.3888 -1.8515 0.2199 -0.1618 0.0995 -0.6854 1.4288 -0.3155 -2.4344]\n", " [-0.5124 1.0701 0.8894 0.0828 0. 0. 0. 0. 0. ]\n", " [-1.4451 -1.0792 -2.0013 -0.6358 0.7133 1.4312 -0.3078 -0.2276 0. ]\n", " [-0.3596 0.1483 -1.3678 0.3725 0.2422 -0.7689 0.4281 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [ 0. 0. 0. 0. 0. 0. 0. 0. 0. ]\n", " [-0.1567 -1.0847 0.0424 -0.0319 0. 0. 0. 0. 0. ]\n", " [-0.3635 -1.0749 0.5421 -0.0264 -0.4954 0.1571 -0.5282 0. 0. ]]\n" ] } ], "source": [ "ds_series_batch = ds_series.shuffle(20).padded_batch(10)\n", "\n", "ids, sequence_batch = next(iter(ds_series_batch))\n", "print(ids.numpy())\n", "print()\n", "print(sequence_batch.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "_hcqOccJ1CxG" }, "source": [ "보다 현실적인 예를 보려면 `preprocessing.image.ImageDataGenerator`를 `tf.data.Dataset`로 래핑해 보세요.\n", "\n", "먼저, 데이터를 다운로드합니다." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:16.550995Z", "iopub.status.busy": "2022-12-14T22:04:16.550398Z", "iopub.status.idle": "2022-12-14T22:04:19.671829Z", "shell.execute_reply": "2022-12-14T22:04:19.671083Z" }, "id": "g-_JCFRQ1CXM" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/228813984 [..............................] - 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1s 0us/step\n" ] } ], "source": [ "flowers = tf.keras.utils.get_file(\n", " 'flower_photos',\n", " 'https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz',\n", " untar=True)" ] }, { "cell_type": "markdown", "metadata": { "id": "UIjPhvQ87jUT" }, "source": [ "`image.ImageDataGenerator`를 만듭니다." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:19.675814Z", "iopub.status.busy": "2022-12-14T22:04:19.675524Z", "iopub.status.idle": "2022-12-14T22:04:19.679267Z", "shell.execute_reply": "2022-12-14T22:04:19.678678Z" }, "id": "vPCZeBQE5DfH" }, "outputs": [], "source": [ "img_gen = tf.keras.preprocessing.image.ImageDataGenerator(rescale=1./255, rotation_range=20)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:19.682434Z", "iopub.status.busy": "2022-12-14T22:04:19.681791Z", "iopub.status.idle": "2022-12-14T22:04:20.182868Z", "shell.execute_reply": "2022-12-14T22:04:20.181908Z" }, "id": "my4PxqfH26p6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 3670 images belonging to 5 classes.\n" ] } ], "source": [ "images, labels = next(img_gen.flow_from_directory(flowers))" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.187426Z", "iopub.status.busy": "2022-12-14T22:04:20.186732Z", "iopub.status.idle": "2022-12-14T22:04:20.191324Z", "shell.execute_reply": "2022-12-14T22:04:20.190546Z" }, "id": "Hd96nH1w3eKH" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "float32 (32, 256, 256, 3)\n", "float32 (32, 5)\n" ] } ], "source": [ "print(images.dtype, images.shape)\n", "print(labels.dtype, labels.shape)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.194393Z", "iopub.status.busy": "2022-12-14T22:04:20.193909Z", "iopub.status.idle": "2022-12-14T22:04:20.219897Z", "shell.execute_reply": "2022-12-14T22:04:20.219117Z" }, "id": "KvRwvt5E2rTH" }, "outputs": [ { "data": { "text/plain": [ "(TensorSpec(shape=(32, 256, 256, 3), dtype=tf.float32, name=None),\n", " TensorSpec(shape=(32, 5), dtype=tf.float32, name=None))" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = tf.data.Dataset.from_generator(\n", " lambda: img_gen.flow_from_directory(flowers), \n", " output_types=(tf.float32, tf.float32), \n", " output_shapes=([32,256,256,3], [32,5])\n", ")\n", "\n", "ds.element_spec" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.223196Z", "iopub.status.busy": "2022-12-14T22:04:20.222585Z", "iopub.status.idle": "2022-12-14T22:04:20.764583Z", "shell.execute_reply": "2022-12-14T22:04:20.763589Z" }, "id": "LcaULBCXj_2_" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 3670 images belonging to 5 classes.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "images.shape: (32, 256, 256, 3)\n", "labels.shape: (32, 5)\n" ] } ], "source": [ "for images, labels in ds.take(1):\n", " print('images.shape: ', images.shape)\n", " print('labels.shape: ', labels.shape)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "ma4XoYzih2f4" }, "source": [ "### TFRecord 데이터 소비하기\n", "\n", "엔드 투 엔드 예제는 [TFRecords 로드](../tutorials/load_data/tfrecord.ipynb) 튜토리얼을 참고하세요.\n", "\n", "`tf.data` API는 다양한 파일 형식을 지원하므로 메모리에 맞지 않는 큰 데이터세트를 처리할 수 있습니다. 예를 들어, TFRecord 파일 형식은 많은 TensorFlow 애플리케이션이 학습 데이터에 사용하는 간단한 레코드 지향적 바이너리 형식입니다. `tf.data.TFRecordDataset` 클래스를 사용하면 입력 파이프라인의 일부로 하나 이상의 TFRecord 파일 내용을 스트리밍할 수 있습니다." ] }, { "cell_type": "markdown", "metadata": { "id": "LiatWUloRJc4" }, "source": [ "다음은 프랑스 도로명 표시(FSNS)의 테스트 파일을 사용한 예입니다." ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.768589Z", "iopub.status.busy": "2022-12-14T22:04:20.768016Z", "iopub.status.idle": "2022-12-14T22:04:20.838553Z", "shell.execute_reply": "2022-12-14T22:04:20.837672Z" }, "id": "jZo_4fzdbDcW" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/7904079 [..............................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "7872512/7904079 [============================>.] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "7904079/7904079 [==============================] - 0s 0us/step\n" ] } ], "source": [ "# Creates a dataset that reads all of the examples from two files.\n", "fsns_test_file = tf.keras.utils.get_file(\"fsns.tfrec\", \"https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\")" ] }, { "cell_type": "markdown", "metadata": { "id": "seD5bOH3RhBP" }, "source": [ "`TFRecordDataset` 이니셜라이저(initializer)의 `filenames` 인수는 문자열, 문자열 목록 또는 `tf.Tensor` 문자열일 수 있습니다. 따라서 학습 및 검증 목적으로 두 파일 세트를 사용하는 경우, 파일 이름을 입력 인수로 사용하여 데이터세트를 생성하는 팩토리 메서드를 작성할 수 있습니다.\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.842378Z", "iopub.status.busy": "2022-12-14T22:04:20.841661Z", "iopub.status.idle": "2022-12-14T22:04:20.858858Z", "shell.execute_reply": "2022-12-14T22:04:20.858004Z" }, "id": "e2WV5d7DRUA-" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset = tf.data.TFRecordDataset(filenames = [fsns_test_file])\n", "dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "62NC3vz9U8ww" }, "source": [ "많은 TensorFlow 프로젝트는 TFRecord 파일에서 직렬화된 `tf.train.Example` 레코드를 사용합니다. 검사하기 전에 이를 디코딩해야 합니다." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.862226Z", "iopub.status.busy": "2022-12-14T22:04:20.861564Z", "iopub.status.idle": "2022-12-14T22:04:20.881349Z", "shell.execute_reply": "2022-12-14T22:04:20.880570Z" }, "id": "3tk29nlMl5P3" }, "outputs": [ { "data": { "text/plain": [ "bytes_list {\n", " value: \"Rue Perreyon\"\n", "}" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_example = next(iter(dataset))\n", "parsed = tf.train.Example.FromString(raw_example.numpy())\n", "\n", "parsed.features.feature['image/text']" ] }, { "cell_type": "markdown", "metadata": { "id": "qJAUib10bDcb" }, "source": [ "### 텍스트 데이터 소비하기\n", "\n", "엔드 투 엔드 예제는 [텍스트 로드](../tutorials/load_data/text.ipynb) 튜토리얼을 참고하세요.\n", "\n", "많은 데이터세트가 하나 이상의 텍스트 파일로 배포됩니다. `tf.data.TextLineDataset`는 하나 이상의 텍스트 파일에서 줄을 추출하는 간편한 방법을 제공합니다. 하나 이상의 파일 이름이 주어지면 `TextLineDataset`는 이러한 파일의 줄당 하나의 문자열 값 요소를 생성합니다." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.885218Z", "iopub.status.busy": "2022-12-14T22:04:20.884483Z", "iopub.status.idle": "2022-12-14T22:04:20.933209Z", "shell.execute_reply": "2022-12-14T22:04:20.932386Z" }, "id": "hQMoFu2TbDcc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/cowper.txt\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/815980 [..............................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "815980/815980 [==============================] - 0s 0us/step\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/derby.txt\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/809730 [..............................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "809730/809730 [==============================] - 0s 0us/step\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/illiad/butler.txt\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/807992 [..............................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "807992/807992 [==============================] - 0s 0us/step\n" ] } ], "source": [ "directory_url = 'https://storage.googleapis.com/download.tensorflow.org/data/illiad/'\n", "file_names = ['cowper.txt', 'derby.txt', 'butler.txt']\n", "\n", "file_paths = [\n", " tf.keras.utils.get_file(file_name, directory_url + file_name)\n", " for file_name in file_names\n", "]" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.936771Z", "iopub.status.busy": "2022-12-14T22:04:20.936105Z", "iopub.status.idle": "2022-12-14T22:04:20.949288Z", "shell.execute_reply": "2022-12-14T22:04:20.948475Z" }, "id": "il4cOjiVwj95" }, "outputs": [], "source": [ "dataset = tf.data.TextLineDataset(file_paths)" ] }, { "cell_type": "markdown", "metadata": { "id": "MevIbDiwy4MC" }, "source": [ "첫 번째 파일의 처음 몇 줄은 다음과 같습니다." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.952634Z", "iopub.status.busy": "2022-12-14T22:04:20.952054Z", "iopub.status.idle": "2022-12-14T22:04:20.972058Z", "shell.execute_reply": "2022-12-14T22:04:20.971407Z" }, "id": "vpEHKyvHxu8A" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b\"\\xef\\xbb\\xbfAchilles sing, O Goddess! Peleus' son;\"\n", "b'His wrath pernicious, who ten thousand woes'\n", "b\"Caused to Achaia's host, sent many a soul\"\n", "b'Illustrious into Ades premature,'\n", "b'And Heroes gave (so stood the will of Jove)'\n" ] } ], "source": [ "for line in dataset.take(5):\n", " print(line.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "lJyVw8ro7fey" }, "source": [ "파일 사이에서 줄을 바꾸려면 `Dataset.interleave`를 사용합니다. 이렇게 하면 파일을 쉽게 섞을 수 있습니다. 각 변환의 첫 번째, 두 번째 및 세 번째 줄은 다음과 같습니다." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:20.975410Z", "iopub.status.busy": "2022-12-14T22:04:20.974784Z", "iopub.status.idle": "2022-12-14T22:04:21.021752Z", "shell.execute_reply": "2022-12-14T22:04:21.020910Z" }, "id": "1UCveWOt7fDE" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "b\"\\xef\\xbb\\xbfAchilles sing, O Goddess! Peleus' son;\"\n", "b\"\\xef\\xbb\\xbfOf Peleus' son, Achilles, sing, O Muse,\"\n", "b'\\xef\\xbb\\xbfSing, O goddess, the anger of Achilles son of Peleus, that brought'\n", "\n", "b'His wrath pernicious, who ten thousand woes'\n", "b'The vengeance, deep and deadly; whence to Greece'\n", "b'countless ills upon the Achaeans. Many a brave soul did it send'\n", "\n", "b\"Caused to Achaia's host, sent many a soul\"\n", "b'Unnumbered ills arose; which many a soul'\n", "b'hurrying down to Hades, and many a hero did it yield a prey to dogs and'\n" ] } ], "source": [ "files_ds = tf.data.Dataset.from_tensor_slices(file_paths)\n", "lines_ds = files_ds.interleave(tf.data.TextLineDataset, cycle_length=3)\n", "\n", "for i, line in enumerate(lines_ds.take(9)):\n", " if i % 3 == 0:\n", " print()\n", " print(line.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "2F_pOIDubDce" }, "source": [ "기본적으로 `TextLineDataset` 은 각 파일의 *모든* 행을 생성하므로 파일이 헤더 행으로 시작하거나 주석이 포함 된 경우 바람직하지 않을 수 있습니다. 이러한 행은 `Dataset.skip()` 또는 `Dataset.filter()` 변환을 사용하여 제거 할 수 있습니다. 여기서 첫 번째 줄을 건너 뛰고 생존자를 찾기 위해 필터링합니다." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.025533Z", "iopub.status.busy": "2022-12-14T22:04:21.025015Z", "iopub.status.idle": "2022-12-14T22:04:21.038698Z", "shell.execute_reply": "2022-12-14T22:04:21.037825Z" }, "id": "X6b20Gua2jPO" }, "outputs": [], "source": [ "titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")\n", "titanic_lines = tf.data.TextLineDataset(titanic_file)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.042003Z", "iopub.status.busy": "2022-12-14T22:04:21.041536Z", "iopub.status.idle": "2022-12-14T22:04:21.060273Z", "shell.execute_reply": "2022-12-14T22:04:21.059511Z" }, "id": "5M1pauNT68B2" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'survived,sex,age,n_siblings_spouses,parch,fare,class,deck,embark_town,alone'\n", "b'0,male,22.0,1,0,7.25,Third,unknown,Southampton,n'\n", "b'1,female,38.0,1,0,71.2833,First,C,Cherbourg,n'\n", "b'1,female,26.0,0,0,7.925,Third,unknown,Southampton,y'\n", "b'1,female,35.0,1,0,53.1,First,C,Southampton,n'\n", "b'0,male,28.0,0,0,8.4583,Third,unknown,Queenstown,y'\n", "b'0,male,2.0,3,1,21.075,Third,unknown,Southampton,n'\n", "b'1,female,27.0,0,2,11.1333,Third,unknown,Southampton,n'\n", "b'1,female,14.0,1,0,30.0708,Second,unknown,Cherbourg,n'\n", "b'1,female,4.0,1,1,16.7,Third,G,Southampton,n'\n" ] } ], "source": [ "for line in titanic_lines.take(10):\n", " print(line.numpy())" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.063177Z", "iopub.status.busy": "2022-12-14T22:04:21.062906Z", "iopub.status.idle": "2022-12-14T22:04:21.097482Z", "shell.execute_reply": "2022-12-14T22:04:21.096699Z" }, "id": "dEIP95cibDcf" }, "outputs": [], "source": [ "def survived(line):\n", " return tf.not_equal(tf.strings.substr(line, 0, 1), \"0\")\n", "\n", "survivors = titanic_lines.skip(1).filter(survived)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.100818Z", "iopub.status.busy": "2022-12-14T22:04:21.100198Z", "iopub.status.idle": "2022-12-14T22:04:21.124971Z", "shell.execute_reply": "2022-12-14T22:04:21.124109Z" }, "id": "odQ4618h1XqD" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'1,female,38.0,1,0,71.2833,First,C,Cherbourg,n'\n", "b'1,female,26.0,0,0,7.925,Third,unknown,Southampton,y'\n", "b'1,female,35.0,1,0,53.1,First,C,Southampton,n'\n", "b'1,female,27.0,0,2,11.1333,Third,unknown,Southampton,n'\n", "b'1,female,14.0,1,0,30.0708,Second,unknown,Cherbourg,n'\n", "b'1,female,4.0,1,1,16.7,Third,G,Southampton,n'\n", "b'1,male,28.0,0,0,13.0,Second,unknown,Southampton,y'\n", "b'1,female,28.0,0,0,7.225,Third,unknown,Cherbourg,y'\n", "b'1,male,28.0,0,0,35.5,First,A,Southampton,y'\n", "b'1,female,38.0,1,5,31.3875,Third,unknown,Southampton,n'\n" ] } ], "source": [ "for line in survivors.take(10):\n", " print(line.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "x5z5B11UjDTd" }, "source": [ "### CSV 데이터 소비하기" ] }, { "cell_type": "markdown", "metadata": { "id": "ChDHNi3qbDch" }, "source": [ "자세한 예는 [CSV 파일 로드](../tutorials/load_data/csv.ipynb) 및 [Pandas DataFrames 로드](../tutorials/load_data/pandas_dataframe.ipynb) 튜토리얼을 참고하세요.\n", "\n", "CSV 파일 형식은 표 형식의 데이터를 일반 텍스트로 저장하는 데 널리 이용되는 형식입니다.\n", "\n", "예를 들면 다음과 같습니다." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.128561Z", "iopub.status.busy": "2022-12-14T22:04:21.127903Z", "iopub.status.idle": "2022-12-14T22:04:21.131922Z", "shell.execute_reply": "2022-12-14T22:04:21.131103Z" }, "id": "kj28j5u49Bjm" }, "outputs": [], "source": [ "titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.135130Z", "iopub.status.busy": "2022-12-14T22:04:21.134624Z", "iopub.status.idle": "2022-12-14T22:04:21.150216Z", "shell.execute_reply": "2022-12-14T22:04:21.149441Z" }, "id": "ghvtmW40LM0B" }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " survived sex age n_siblings_spouses parch fare class deck \\\n", "0 0 male 22.0 1 0 7.2500 Third unknown \n", "1 1 female 38.0 1 0 71.2833 First C \n", "2 1 female 26.0 0 0 7.9250 Third unknown \n", "3 1 female 35.0 1 0 53.1000 First C \n", "4 0 male 28.0 0 0 8.4583 Third unknown \n", "\n", " embark_town alone \n", "0 Southampton n \n", "1 Cherbourg n \n", "2 Southampton y \n", "3 Southampton n \n", "4 Queenstown y " ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(titanic_file)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "id": "J9uBqt5oGsR-" }, "source": [ "데이터가 메모리에 맞는 경우 동일한 `Dataset.from_tensor_slices` 메서드가 사전에서 작동하여 이 데이터를 쉽게 가져올 수 있습니다." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.153432Z", "iopub.status.busy": "2022-12-14T22:04:21.152929Z", "iopub.status.idle": "2022-12-14T22:04:21.180252Z", "shell.execute_reply": "2022-12-14T22:04:21.179497Z" }, "id": "JmAMCiPJA0qO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 'survived' : 0\n", " 'sex' : b'male'\n", " 'age' : 22.0\n", " 'n_siblings_spouses': 1\n", " 'parch' : 0\n", " 'fare' : 7.25\n", " 'class' : b'Third'\n", " 'deck' : b'unknown'\n", " 'embark_town' : b'Southampton'\n", " 'alone' : b'n'\n" ] } ], "source": [ "titanic_slices = tf.data.Dataset.from_tensor_slices(dict(df))\n", "\n", "for feature_batch in titanic_slices.take(1):\n", " for key, value in feature_batch.items():\n", " print(\" {!r:20s}: {}\".format(key, value))" ] }, { "cell_type": "markdown", "metadata": { "id": "47yippqaHFk6" }, "source": [ "보다 확장성 있는 접근 방식은 필요에 따라 디스크에서 로드하는 것입니다.\n", "\n", "`tf.data` 모듈은 [RFC 4180](https://tools.ietf.org/html/rfc4180)을 준수하는 하나 이상의 CSV 파일에서 레코드를 추출하는 메서드를 제공합니다.\n", "\n", "`tf.data.experimental.make_csv_dataset` 함수는 csv 파일 세트를 읽기위한 고급 인터페이스입니다. 열 형식 유추와 일괄 처리 및 셔플링과 같은 많은 기능을 지원하며 사용이 간편합니다." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.183412Z", "iopub.status.busy": "2022-12-14T22:04:21.182900Z", "iopub.status.idle": "2022-12-14T22:04:21.236459Z", "shell.execute_reply": "2022-12-14T22:04:21.235497Z" }, "id": "zHUDrM_s_brq" }, "outputs": [], "source": [ "titanic_batches = tf.data.experimental.make_csv_dataset(\n", " titanic_file, batch_size=4,\n", " label_name=\"survived\")" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.240892Z", "iopub.status.busy": "2022-12-14T22:04:21.240210Z", "iopub.status.idle": "2022-12-14T22:04:21.301930Z", "shell.execute_reply": "2022-12-14T22:04:21.301056Z" }, "id": "TsZfhz79_Wlg" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'survived': [0 0 1 0]\n", "features:\n", " 'sex' : [b'male' b'male' b'female' b'male']\n", " 'age' : [17. 19. 28. 39.]\n", " 'n_siblings_spouses': [1 0 0 0]\n", " 'parch' : [1 0 0 0]\n", " 'fare' : [ 7.2292 0. 7.225 24.15 ]\n", " 'class' : [b'Third' b'Third' b'Third' b'Third']\n", " 'deck' : [b'unknown' b'unknown' b'unknown' b'unknown']\n", " 'embark_town' : [b'Cherbourg' b'Southampton' b'Cherbourg' b'Southampton']\n", " 'alone' : [b'n' b'y' b'y' b'y']\n" ] } ], "source": [ "for feature_batch, label_batch in titanic_batches.take(1):\n", " print(\"'survived': {}\".format(label_batch))\n", " print(\"features:\")\n", " for key, value in feature_batch.items():\n", " print(\" {!r:20s}: {}\".format(key, value))" ] }, { "cell_type": "markdown", "metadata": { "id": "k_5N7CdNGYAa" }, "source": [ "열의 일부만 필요한 경우 `select_columns` 인수를 사용할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.305469Z", "iopub.status.busy": "2022-12-14T22:04:21.304964Z", "iopub.status.idle": "2022-12-14T22:04:21.337347Z", "shell.execute_reply": "2022-12-14T22:04:21.336510Z" }, "id": "H9KNHyDwF2Sc" }, "outputs": [], "source": [ "titanic_batches = tf.data.experimental.make_csv_dataset(\n", " titanic_file, batch_size=4,\n", " label_name=\"survived\", select_columns=['class', 'fare', 'survived'])" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.340939Z", "iopub.status.busy": "2022-12-14T22:04:21.340309Z", "iopub.status.idle": "2022-12-14T22:04:21.387296Z", "shell.execute_reply": "2022-12-14T22:04:21.386294Z" }, "id": "7C2uosFnGIT8" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "'survived': [1 0 1 0]\n", " 'fare' : [ 7.775 7.65 133.65 7.3125]\n", " 'class' : [b'Third' b'Third' b'First' b'Third']\n" ] } ], "source": [ "for feature_batch, label_batch in titanic_batches.take(1):\n", " print(\"'survived': {}\".format(label_batch))\n", " for key, value in feature_batch.items():\n", " print(\" {!r:20s}: {}\".format(key, value))" ] }, { "cell_type": "markdown", "metadata": { "id": "TSVgJJ1HJD6M" }, "source": [ "보다 세밀한 제어를 제공하는 하위 수준의 `experimental.CsvDataset` 클래스도 있습니다. 이 클래스는 열 형식 유추를 지원하지 않으며, 대신 각 열의 유형을 지정해야 합니다." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.390867Z", "iopub.status.busy": "2022-12-14T22:04:21.390108Z", "iopub.status.idle": "2022-12-14T22:04:21.411272Z", "shell.execute_reply": "2022-12-14T22:04:21.410338Z" }, "id": "wP1Y_NXA8bYl" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, b'male', 22.0, 1, 0, 7.25, b'Third', b'unknown', b'Southampton', b'n']\n", "[1, b'female', 38.0, 1, 0, 71.2833, b'First', b'C', b'Cherbourg', b'n']\n", "[1, b'female', 26.0, 0, 0, 7.925, b'Third', b'unknown', b'Southampton', b'y']\n", "[1, b'female', 35.0, 1, 0, 53.1, b'First', b'C', b'Southampton', b'n']\n", "[0, b'male', 28.0, 0, 0, 8.4583, b'Third', b'unknown', b'Queenstown', b'y']\n", "[0, b'male', 2.0, 3, 1, 21.075, b'Third', b'unknown', b'Southampton', b'n']\n", "[1, b'female', 27.0, 0, 2, 11.1333, b'Third', b'unknown', b'Southampton', b'n']\n", "[1, b'female', 14.0, 1, 0, 30.0708, b'Second', b'unknown', b'Cherbourg', b'n']\n", "[1, b'female', 4.0, 1, 1, 16.7, b'Third', b'G', b'Southampton', b'n']\n", "[0, b'male', 20.0, 0, 0, 8.05, b'Third', b'unknown', b'Southampton', b'y']\n" ] } ], "source": [ "titanic_types = [tf.int32, tf.string, tf.float32, tf.int32, tf.int32, tf.float32, tf.string, tf.string, tf.string, tf.string]\n", "dataset = tf.data.experimental.CsvDataset(titanic_file, titanic_types , header=True)\n", "\n", "for line in dataset.take(10):\n", " print([item.numpy() for item in line])" ] }, { "cell_type": "markdown", "metadata": { "id": "oZSuLVsTbDcj" }, "source": [ "일부 열이 비어있는 경우 이 낮은 수준의 인터페이스를 통해 열 유형 대신 기본값을 제공할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.415058Z", "iopub.status.busy": "2022-12-14T22:04:21.414306Z", "iopub.status.idle": "2022-12-14T22:04:21.419827Z", "shell.execute_reply": "2022-12-14T22:04:21.418991Z" }, "id": "Qry-g90FMo2I" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Writing missing.csv\n" ] } ], "source": [ "%%writefile missing.csv\n", "1,2,3,4\n", ",2,3,4\n", "1,,3,4\n", "1,2,,4\n", "1,2,3,\n", ",,," ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.422707Z", "iopub.status.busy": "2022-12-14T22:04:21.422446Z", "iopub.status.idle": "2022-12-14T22:04:21.445356Z", "shell.execute_reply": "2022-12-14T22:04:21.444514Z" }, "id": "d5_hbiE9bDck" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creates a dataset that reads all of the records from two CSV files, each with\n", "# four float columns which may have missing values.\n", "\n", "record_defaults = [999,999,999,999]\n", "dataset = tf.data.experimental.CsvDataset(\"missing.csv\", record_defaults)\n", "dataset = dataset.map(lambda *items: tf.stack(items))\n", "dataset" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.448578Z", "iopub.status.busy": "2022-12-14T22:04:21.447973Z", "iopub.status.idle": "2022-12-14T22:04:21.467642Z", "shell.execute_reply": "2022-12-14T22:04:21.466825Z" }, "id": "__jc7iD9M9FC" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4]\n", "[999 2 3 4]\n", "[ 1 999 3 4]\n", "[ 1 2 999 4]\n", "[ 1 2 3 999]\n", "[999 999 999 999]\n" ] } ], "source": [ "for line in dataset:\n", " print(line.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "z_4g0cIvbDcl" }, "source": [ "기본적으로, `CsvDataset`는 파일에 있는 *모든* 줄의 *모든* 열을 생성하기 때문에, 예를 들어 파일이 무시해야 하는 헤더 줄로 시작하거나 일부 열이 입력에 필요하지 않은 경우 바람직하지 않을 수 있습니다. 이러한 줄과 필드는 `header` 및 `select_cols` 인수로 제거할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.470747Z", "iopub.status.busy": "2022-12-14T22:04:21.470485Z", "iopub.status.idle": "2022-12-14T22:04:21.492243Z", "shell.execute_reply": "2022-12-14T22:04:21.491472Z" }, "id": "p2IF_K0obDcm" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Creates a dataset that reads all of the records from two CSV files with\n", "# headers, extracting float data from columns 2 and 4.\n", "record_defaults = [999, 999] # Only provide defaults for the selected columns\n", "dataset = tf.data.experimental.CsvDataset(\"missing.csv\", record_defaults, select_cols=[1, 3])\n", "dataset = dataset.map(lambda *items: tf.stack(items))\n", "dataset" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.495846Z", "iopub.status.busy": "2022-12-14T22:04:21.495179Z", "iopub.status.idle": "2022-12-14T22:04:21.514337Z", "shell.execute_reply": "2022-12-14T22:04:21.513522Z" }, "id": "-5aLprDeRNb0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 4]\n", "[2 4]\n", "[999 4]\n", "[2 4]\n", "[ 2 999]\n", "[999 999]\n" ] } ], "source": [ "for line in dataset:\n", " print(line.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "-CJfhb03koVN" }, "source": [ "### 파일 세트 소비하기" ] }, { "cell_type": "markdown", "metadata": { "id": "yAO7SZDSk57_" }, "source": [ "파일 세트로 분배된 많은 데이터세트가 있으며, 여기서 각 파일은 예입니다." ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.517814Z", "iopub.status.busy": "2022-12-14T22:04:21.517338Z", "iopub.status.idle": "2022-12-14T22:04:21.521555Z", "shell.execute_reply": "2022-12-14T22:04:21.520807Z" }, "id": "1dZwN3CS-jV2" }, "outputs": [], "source": [ "flowers_root = tf.keras.utils.get_file(\n", " 'flower_photos',\n", " 'https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz',\n", " untar=True)\n", "flowers_root = pathlib.Path(flowers_root)\n" ] }, { "cell_type": "markdown", "metadata": { "id": "4099UU8n-jHP" }, "source": [ "참고: 이러한 이미지는 라이센스가 있는 CC-BY입니다. 자세한 내용은 LICENSE.txt를 참조하세요." ] }, { "cell_type": "markdown", "metadata": { "id": "FCyTYpmDs_jE" }, "source": [ "루트 디렉토리에는 각 클래스에 대한 디렉토리가 있습니다." ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.525066Z", "iopub.status.busy": "2022-12-14T22:04:21.524596Z", "iopub.status.idle": "2022-12-14T22:04:21.529325Z", "shell.execute_reply": "2022-12-14T22:04:21.528587Z" }, "id": "_2iCXsHu6jJH" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "daisy\n", "sunflowers\n", "LICENSE.txt\n", "dandelion\n", "tulips\n", "roses\n" ] } ], "source": [ "for item in flowers_root.glob(\"*\"):\n", " print(item.name)" ] }, { "cell_type": "markdown", "metadata": { "id": "Ylj9fgkamgWZ" }, "source": [ "각 클래스 디렉토리의 파일은 예입니다." ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.532953Z", "iopub.status.busy": "2022-12-14T22:04:21.532486Z", "iopub.status.idle": "2022-12-14T22:04:21.582376Z", "shell.execute_reply": "2022-12-14T22:04:21.581588Z" }, "id": "lAkQp5uxoINu" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'/home/kbuilder/.keras/datasets/flower_photos/daisy/3720632920_93cf1cc7f3_m.jpg'\n", "b'/home/kbuilder/.keras/datasets/flower_photos/daisy/5673551_01d1ea993e_n.jpg'\n", "b'/home/kbuilder/.keras/datasets/flower_photos/dandelion/4528742654_99d233223b_m.jpg'\n", "b'/home/kbuilder/.keras/datasets/flower_photos/sunflowers/9558630626_52a1b7d702_m.jpg'\n", "b'/home/kbuilder/.keras/datasets/flower_photos/daisy/9299302012_958c70564c_n.jpg'\n" ] } ], "source": [ "list_ds = tf.data.Dataset.list_files(str(flowers_root/'*/*'))\n", "\n", "for f in list_ds.take(5):\n", " print(f.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "91CPfUUJ_8SZ" }, "source": [ "`tf.io.read_file` 함수를 사용하여 데이터를 읽고 경로에서 레이블을 추출하여 `(image, label)` 쌍을 반환합니다." ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.586276Z", "iopub.status.busy": "2022-12-14T22:04:21.585589Z", "iopub.status.idle": "2022-12-14T22:04:21.656887Z", "shell.execute_reply": "2022-12-14T22:04:21.656212Z" }, "id": "-xhBRgvNqRRe" }, "outputs": [], "source": [ "def process_path(file_path):\n", " label = tf.strings.split(file_path, os.sep)[-2]\n", " return tf.io.read_file(file_path), label\n", "\n", "labeled_ds = list_ds.map(process_path)" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.660387Z", "iopub.status.busy": "2022-12-14T22:04:21.659916Z", "iopub.status.idle": "2022-12-14T22:04:21.705582Z", "shell.execute_reply": "2022-12-14T22:04:21.704881Z" }, "id": "kxrl0lGdnpRz" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'\\xff\\xd8\\xff\\xe0\\x00\\x10JFIF\\x00\\x01\\x01\\x00\\x00\\x01\\x00\\x01\\x00\\x00\\xff\\xdb\\x00C\\x00\\x03\\x02\\x02\\x03\\x02\\x02\\x03\\x03\\x03\\x03\\x04\\x03\\x03\\x04\\x05\\x08\\x05\\x05\\x04\\x04\\x05\\n\\x07\\x07\\x06\\x08\\x0c\\n\\x0c\\x0c\\x0b\\n\\x0b\\x0b\\r\\x0e\\x12\\x10\\r\\x0e\\x11\\x0e\\x0b\\x0b\\x10\\x16\\x10\\x11\\x13\\x14\\x15\\x15\\x15\\x0c\\x0f\\x17\\x18\\x16\\x14\\x18\\x12\\x14\\x15\\x14\\xff\\xdb\\x00C\\x01\\x03\\x04\\x04\\x05\\x04\\x05'\n", "\n", "b'dandelion'\n" ] } ], "source": [ "for image_raw, label_text in labeled_ds.take(1):\n", " print(repr(image_raw.numpy()[:100]))\n", " print()\n", " print(label_text.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "yEh46Ee0oSH5" }, "source": [ "\n", "\n", "## 데이터세트 요소 배치 처리하기\n" ] }, { "cell_type": "markdown", "metadata": { "id": "gR-2xY-8oSH4" }, "source": [ "### 간단한 배치 처리\n", "\n", "가장 간단한 형태의 배치 처리는 데이터세트의 `n` 연속 요소를 단일 요소로 스태킹합니다. `Dataset.batch()` 변환은 요소의 각 구성 요소에 적용되는 `tf.stack()` 연산자와 동일한 제약 조건으로 정확하게 이 동작을 수행합니다. 즉, 각 구성 요소 *i*에서 모든 요소는 정확히 같은 형상의 텐서를 가져야 합니다." ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.709403Z", "iopub.status.busy": "2022-12-14T22:04:21.708751Z", "iopub.status.idle": "2022-12-14T22:04:21.728387Z", "shell.execute_reply": "2022-12-14T22:04:21.727786Z" }, "id": "xB7KeceLoSH0" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[array([0, 1, 2, 3]), array([ 0, -1, -2, -3])]\n", "[array([4, 5, 6, 7]), array([-4, -5, -6, -7])]\n", "[array([ 8, 9, 10, 11]), array([ -8, -9, -10, -11])]\n", "[array([12, 13, 14, 15]), array([-12, -13, -14, -15])]\n" ] } ], "source": [ "inc_dataset = tf.data.Dataset.range(100)\n", "dec_dataset = tf.data.Dataset.range(0, -100, -1)\n", "dataset = tf.data.Dataset.zip((inc_dataset, dec_dataset))\n", "batched_dataset = dataset.batch(4)\n", "\n", "for batch in batched_dataset.take(4):\n", " print([arr.numpy() for arr in batch])" ] }, { "cell_type": "markdown", "metadata": { "id": "LlV1tpFdoSH0" }, "source": [ "`tf.data`가 형상 정보를 전파하려고 할 때 `Dataset.batch`의 기본 설정에서 알 수 없는 배치 크기가 생겨나는데, 마지막 배치가 완전히 채워지지 않았을 수 있기 때문입니다. 형상에서 `None`에 주목하세요." ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.731803Z", "iopub.status.busy": "2022-12-14T22:04:21.731307Z", "iopub.status.idle": "2022-12-14T22:04:21.735559Z", "shell.execute_reply": "2022-12-14T22:04:21.734907Z" }, "id": "yN7hn7OBoSHx" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batched_dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "It1fPA3NoSHw" }, "source": [ "`drop_remainder` 인수를 사용하여 이 마지막 배치를 무시하고 전체 형상 전파를 얻습니다." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.738904Z", "iopub.status.busy": "2022-12-14T22:04:21.738373Z", "iopub.status.idle": "2022-12-14T22:04:21.744429Z", "shell.execute_reply": "2022-12-14T22:04:21.743819Z" }, "id": "BycWC7WCoSHt" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "batched_dataset = dataset.batch(7, drop_remainder=True)\n", "batched_dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "mj9nRxFZoSHs" }, "source": [ "### 패딩이 있는 텐서 배치 처리하기\n", "\n", "위의 레시피는 모두 같은 크기의 텐서에 적용됩니다. 그러나 많은 모델(예: 시퀀스 모델)은 다양한 크기(예: 다른 길이의 시퀀스)를 가질 수 있는 입력 데이터로 작동합니다. 이러한 경우에 `Dataset.padded_batch` 변환을 사용하면 패딩 처리될 수 있는 하나 이상의 차원을 지정하여 서로 다른 형상의 텐서를 배치 처리할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.747878Z", "iopub.status.busy": "2022-12-14T22:04:21.747252Z", "iopub.status.idle": "2022-12-14T22:04:21.789581Z", "shell.execute_reply": "2022-12-14T22:04:21.788913Z" }, "id": "kycwO0JooSHn" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0 0 0]\n", " [1 0 0]\n", " [2 2 0]\n", " [3 3 3]]\n", "\n", "[[4 4 4 4 0 0 0]\n", " [5 5 5 5 5 0 0]\n", " [6 6 6 6 6 6 0]\n", " [7 7 7 7 7 7 7]]\n", "\n" ] } ], "source": [ "dataset = tf.data.Dataset.range(100)\n", "dataset = dataset.map(lambda x: tf.fill([tf.cast(x, tf.int32)], x))\n", "dataset = dataset.padded_batch(4, padded_shapes=(None,))\n", "\n", "for batch in dataset.take(2):\n", " print(batch.numpy())\n", " print()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "wl3yhth1oSHm" }, "source": [ "`Dataset.padded_batch` 변환을 사용하면 각 구성 요소의 각 차원에 대해 서로 다른 패딩을 설정할 수 있으며, 이는 가변 길이(위 예제에서 `None`으로 표시됨) 또는 상수 길이일 수 있습니다. 기본값이 0인 패딩 값을 재정의할 수도 있습니다.\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "id": "G8zbAxMwoSHl" }, "source": [ "## 학습 워크플로우\n" ] }, { "cell_type": "markdown", "metadata": { "id": "UnlhzF_AoSHk" }, "source": [ "### 여러 epoch 처리하기\n", "\n", "`tf.data` API는 동일한 데이터의 여러 epoch를 처리하는 두 가지 주요 방법을 제공합니다.\n", "\n", "여러 epoch에서 데이터세트를 반복하는 가장 간단한 방법은 `Dataset.repeat()` 변환을 사용하는 것입니다. 먼저 titanic 데이터의 데이터세트를 만듭니다." ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.793274Z", "iopub.status.busy": "2022-12-14T22:04:21.792783Z", "iopub.status.idle": "2022-12-14T22:04:21.803402Z", "shell.execute_reply": "2022-12-14T22:04:21.802660Z" }, "id": "0tODHZzRoSHg" }, "outputs": [], "source": [ "titanic_file = tf.keras.utils.get_file(\"train.csv\", \"https://storage.googleapis.com/tf-datasets/titanic/train.csv\")\n", "titanic_lines = tf.data.TextLineDataset(titanic_file)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.806691Z", "iopub.status.busy": "2022-12-14T22:04:21.806433Z", "iopub.status.idle": "2022-12-14T22:04:21.810311Z", "shell.execute_reply": "2022-12-14T22:04:21.809679Z" }, "id": "LMO6mlXxoSHc" }, "outputs": [], "source": [ "def plot_batch_sizes(ds):\n", " batch_sizes = [batch.shape[0] for batch in ds]\n", " plt.bar(range(len(batch_sizes)), batch_sizes)\n", " plt.xlabel('Batch number')\n", " plt.ylabel('Batch size')" ] }, { "cell_type": "markdown", "metadata": { "id": "WfVzmqL7oSHa" }, "source": [ "인수 없이 `Dataset.repeat()` 변환을 적용하면 입력이 무한히 반복됩니다.\n", "\n", "`Dataset.repeat` 변환은 한 epoch의 끝과 다음 epoch의 시작을 알리지 않고 인수를 연결합니다. 이 때문에 `Dataset.batch` 후에 적용된 `Dataset.repeat`는 epoch 경계 양쪽에 걸쳐진 배치를 생성합니다." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.813422Z", "iopub.status.busy": "2022-12-14T22:04:21.812917Z", "iopub.status.idle": "2022-12-14T22:04:21.979544Z", "shell.execute_reply": "2022-12-14T22:04:21.978703Z" }, "id": "nZ0G1cztoSHX" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titanic_batches = titanic_lines.repeat(3).batch(128)\n", "plot_batch_sizes(titanic_batches)" ] }, { "cell_type": "markdown", "metadata": { "id": "moH-4gBEoSHW" }, "source": [ "명확한 epoch 분리가 필요한 경우, 반복하기 전에 `Dataset.batch`를 넣으세요." ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:21.983084Z", "iopub.status.busy": "2022-12-14T22:04:21.982440Z", "iopub.status.idle": "2022-12-14T22:04:22.140681Z", "shell.execute_reply": "2022-12-14T22:04:22.139786Z" }, "id": "wmbmdK1qoSHS" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "titanic_batches = titanic_lines.batch(128).repeat(3)\n", "\n", "plot_batch_sizes(titanic_batches)" ] }, { "cell_type": "markdown", "metadata": { "id": "DlEM5f9loSHR" }, "source": [ "각 Epoch가 끝날 때 사용자 정의 계산(예: 통계 수집)을 수행하려면 각 Epoch에서 데이터세트 반복을 다시 시작하는 것이 가장 간단합니다." ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.144524Z", "iopub.status.busy": "2022-12-14T22:04:22.143748Z", "iopub.status.idle": "2022-12-14T22:04:22.182889Z", "shell.execute_reply": "2022-12-14T22:04:22.182135Z" }, "id": "YyekyeY7oSHO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(128,)\n", "(128,)\n", "(128,)\n", "(128,)\n", "(116,)\n", "End of epoch: 0\n", "(128,)\n", "(128,)\n", "(128,)\n", "(128,)\n", "(116,)\n", "End of epoch: 1\n", "(128,)\n", "(128,)\n", "(128,)\n", "(128,)\n", "(116,)\n", "End of epoch: 2\n" ] } ], "source": [ "epochs = 3\n", "dataset = titanic_lines.batch(128)\n", "\n", "for epoch in range(epochs):\n", " for batch in dataset:\n", " print(batch.shape)\n", " print(\"End of epoch: \", epoch)" ] }, { "cell_type": "markdown", "metadata": { "id": "_Bci79WCoSHN" }, "source": [ "### 입력 데이터의 임의 셔플\n", "\n", "`Dataset.shuffle()` 변환은 고정 크기 버퍼를 유지하고 해당 버퍼에서 무작위로 다음 요소를 균일하게 선택합니다.\n", "\n", "참고: 큰 buffer_sizes는 더 철저하게 셔플되지만 채우는 데 많은 메모리와 상당한 시간이 소요될 수 있습니다. 이것이 문제가 되는 경우 파일 전체에서 `Dataset.interleave`를 사용하세요." ] }, { "cell_type": "markdown", "metadata": { "id": "6YvXr-qeoSHL" }, "source": [ "효과를 확인할 수 있도록 데이터세트에 인덱스를 추가합니다." ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.186389Z", "iopub.status.busy": "2022-12-14T22:04:22.185851Z", "iopub.status.idle": "2022-12-14T22:04:22.212589Z", "shell.execute_reply": "2022-12-14T22:04:22.212009Z" }, "id": "Io4iJH1toSHI" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /tmpfs/tmp/ipykernel_161777/4092668703.py:2: CounterV2 (from tensorflow.python.data.experimental.ops.counter) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use `tf.data.Dataset.counter(...)` instead.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lines = tf.data.TextLineDataset(titanic_file)\n", "counter = tf.data.experimental.Counter()\n", "\n", "dataset = tf.data.Dataset.zip((counter, lines))\n", "dataset = dataset.shuffle(buffer_size=100)\n", "dataset = dataset.batch(20)\n", "dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "T6tNYRcsoSHH" }, "source": [ "`buffer_size`가 100이고 배치 크기가 20이므로 첫 번째 배치에는 120 이상의 인덱스를 가진 요소가 없습니다." ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.215985Z", "iopub.status.busy": "2022-12-14T22:04:22.215422Z", "iopub.status.idle": "2022-12-14T22:04:22.244759Z", "shell.execute_reply": "2022-12-14T22:04:22.244119Z" }, "id": "ayM3FFFAoSHC" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[19 80 77 52 22 28 91 70 35 26 44 49 13 58 11 66 40 76 94 7]\n" ] } ], "source": [ "n,line_batch = next(iter(dataset))\n", "print(n.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "PLrfIjTHoSHB" }, "source": [ "`Dataset.batch`의 경우와 마찬가지로 `Dataset.repeat`에 상대적인 순서가 중요합니다.\n", "\n", "셔플 버퍼가 비워질 때까지 `Dataset.shuffle`은 epoch의 끝을 알리지 않습니다. 따라서 반복 전에 놓여진 셔플은 다음 epoch로 이동하기 전에 한 epoch의 모든 요소를 표시합니다." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.248213Z", "iopub.status.busy": "2022-12-14T22:04:22.247617Z", "iopub.status.idle": "2022-12-14T22:04:22.300143Z", "shell.execute_reply": "2022-12-14T22:04:22.299538Z" }, "id": "YX3pe7zZoSG6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Here are the item ID's near the epoch boundary:\n", "\n", "[460 615 472 416 161 609 547 589 432 425]\n", "[519 570 525 487 504 587 491 252 528 627]\n", "[394 588 604 515 601 626 584 558]\n", "[63 64 72 75 15 79 57 42 21 19]\n", "[67 43 36 7 73 3 70 46 78 45]\n" ] } ], "source": [ "dataset = tf.data.Dataset.zip((counter, lines))\n", "shuffled = dataset.shuffle(buffer_size=100).batch(10).repeat(2)\n", "\n", "print(\"Here are the item ID's near the epoch boundary:\\n\")\n", "for n, line_batch in shuffled.skip(60).take(5):\n", " print(n.numpy())" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.303528Z", "iopub.status.busy": "2022-12-14T22:04:22.302860Z", "iopub.status.idle": "2022-12-14T22:04:22.503408Z", "shell.execute_reply": "2022-12-14T22:04:22.502735Z" }, "id": "H9hlE-lGoSGz" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 75, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "shuffle_repeat = [n.numpy().mean() for n, line_batch in shuffled]\n", "plt.plot(shuffle_repeat, label=\"shuffle().repeat()\")\n", "plt.ylabel(\"Mean item ID\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "UucIgCxWoSGx" }, "source": [ "그러나 반복이 셔플 앞에 있으면 epoch 경계가 섞여버립니다." ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.506851Z", "iopub.status.busy": "2022-12-14T22:04:22.506366Z", "iopub.status.idle": "2022-12-14T22:04:22.561368Z", "shell.execute_reply": "2022-12-14T22:04:22.560706Z" }, "id": "Bhxb5YGZoSGm" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Here are the item ID's near the epoch boundary:\n", "\n", "[557 450 343 538 529 16 580 2 611 623]\n", "[459 620 4 567 561 359 536 34 572 518]\n", "[571 40 542 39 38 599 588 574 261 316]\n", "[534 606 622 52 592 26 41 550 464 424]\n", "[ 49 303 564 584 373 8 591 46 20 523]\n", "[582 551 374 457 597 17 44 31 66 27]\n", "[ 54 7 590 42 63 441 514 625 417 595]\n", "[578 531 28 71 462 69 11 70 91 10]\n", "[ 23 76 59 442 6 72 3 617 627 528]\n", "[ 81 543 596 80 19 96 43 116 50 99]\n", "[537 97 104 93 5 14 25 587 430 111]\n", "[ 73 127 13 62 78 82 121 624 105 103]\n", "[ 74 92 483 55 64 143 37 142 106 18]\n", "[484 119 51 145 131 128 30 60 87 109]\n", "[101 122 67 153 114 22 98 77 110 1]\n" ] } ], "source": [ "dataset = tf.data.Dataset.zip((counter, lines))\n", "shuffled = dataset.repeat(2).shuffle(buffer_size=100).batch(10)\n", "\n", "print(\"Here are the item ID's near the epoch boundary:\\n\")\n", "for n, line_batch in shuffled.skip(55).take(15):\n", " print(n.numpy())" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.564665Z", "iopub.status.busy": "2022-12-14T22:04:22.564227Z", "iopub.status.idle": "2022-12-14T22:04:22.777013Z", "shell.execute_reply": "2022-12-14T22:04:22.776328Z" }, "id": "VAM4cbpZoSGL" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "repeat_shuffle = [n.numpy().mean() for n, line_batch in shuffled]\n", "\n", "plt.plot(shuffle_repeat, label=\"shuffle().repeat()\")\n", "plt.plot(repeat_shuffle, label=\"repeat().shuffle()\")\n", "plt.ylabel(\"Mean item ID\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": { "id": "ianlfbrxbDco" }, "source": [ "## 데이터 전처리하기\n", "\n", "`Dataset.map(f)` 변환은 주어진 함수 `f`를 입력 데이터세트의 각 요소에 적용하여 새 데이터세트를 생성합니다. 여기서 함수형 프로그래밍 언어의 목록(및 기타 구조)에 일반적으로 적용되는 [`map()`](https://en.wikipedia.org/wiki/Map_(higher-order_function)) 함수가 그 기초를 이룹니다. 함수 `f`는 입력에서 단일 요소를 나타내는 `tf.Tensor` 객체를 가져와 새 데이터세트에서 단일 요소를 나타내는 `tf.Tensor` 객체를 반환합니다. 구현시 표준 TensorFlow 작업을 사용하여 한 요소를 다른 요소로 변환합니다.\n", "\n", "이 섹션에서는 `Dataset.map()` 사용 방법에 대한 일반적인 예를 다룹니다.\n" ] }, { "cell_type": "markdown", "metadata": { "id": "UXw1IZVdbDcq" }, "source": [ "### 이미지 데이터 디코딩 및 크기 조정하기\n", "\n", "\n", "\n", "실제 이미지 데이터에서 신경망을 학습할 때 크기가 다른 이미지를 일반적 크기로 변환하여 고정 크기로 배치 처리될 수 있도록 해야 하는 경우가 종종 있습니다.\n", "\n", "꽃 파일 이름 데이터세트를 다시 빌드합니다." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.781090Z", "iopub.status.busy": "2022-12-14T22:04:22.780548Z", "iopub.status.idle": "2022-12-14T22:04:22.807200Z", "shell.execute_reply": "2022-12-14T22:04:22.806481Z" }, "id": "rMGlj8V-u-NH" }, "outputs": [], "source": [ "list_ds = tf.data.Dataset.list_files(str(flowers_root/'*/*'))" ] }, { "cell_type": "markdown", "metadata": { "id": "GyhZLB8N5jBm" }, "source": [ "데이터세트 요소를 조작하는 함수를 작성합니다." ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.810893Z", "iopub.status.busy": "2022-12-14T22:04:22.810331Z", "iopub.status.idle": "2022-12-14T22:04:22.814799Z", "shell.execute_reply": "2022-12-14T22:04:22.814027Z" }, "id": "fZObC0debDcr" }, "outputs": [], "source": [ "# Reads an image from a file, decodes it into a dense tensor, and resizes it\n", "# to a fixed shape.\n", "def parse_image(filename):\n", " parts = tf.strings.split(filename, os.sep)\n", " label = parts[-2]\n", "\n", " image = tf.io.read_file(filename)\n", " image = tf.io.decode_jpeg(image)\n", " image = tf.image.convert_image_dtype(image, tf.float32)\n", " image = tf.image.resize(image, [128, 128])\n", " return image, label" ] }, { "cell_type": "markdown", "metadata": { "id": "e0dVJlCA5qHA" }, "source": [ "제대로 작동하는지 테스트합니다." ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:22.818229Z", "iopub.status.busy": "2022-12-14T22:04:22.817579Z", "iopub.status.idle": "2022-12-14T22:04:23.039747Z", "shell.execute_reply": "2022-12-14T22:04:23.039101Z" }, "id": "y8xuN_HBzGup" }, "outputs": [ { "data": { "image/png": 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EbSdoyy5qXpaIEGKCYNSsqNTmeJ3cfjvE5xw2+2Ery9ubCH9NaGtSfW0h7jAtUeTx2HjkCxi+F8yiRxaqbffGg5H3owKq5HFCZyP2HZqzOypRkE+psQV9+PSyvpfPJp/ZKCxegdZCLRm12pQuTekHaGqZA8RjLYxVwnJ7DzfbZUkq0xJ3hsMSB/yHBUZyZWKmntSTQEhCCh4dxJiIoUUzCKqGipEFVKx5PYBBVCPOSlLDrm7Yf+dD2G6pd3fUN6+xaSI+/4jz2x15mlnFREiCSOJi84jzi0cQIqlfeSI7BfqzNXHVE7qI7GayXUGtdBbo+sHPOc/ugakStrcQjBCTw0ghOKyk4pGCtWS+CBU9GAWVtskFdLk+yzWU5jkuCjGIK9UgTWm3zarusUkIHj10qSmUgCS39Faqb3BVNBesKqKu/EX9M46K3T1iU0XnEcsTVguiGVkgAqontTFMFBU/H2330wTMCqbB4S7pQCPUCFaQENCQsFBAAvXUEDiucQgYZLkmDULwy5Q8MaviSXmbuB1f8s2X/xsvtx9wdf2cN6+v2G1ntFbKrJgaNYNVh/OquW0Sce3vUCfE5EYKob2nGfIcsJIgRIIMBOvQnbF98YYr+4hV3aOz0dUzurRiGM4JErEyU/OIoUjo6GIHAkVb4lykQUsVQiB2kdAFUt859NguhEQhWIAo1OX1IFhqIbi48aG09aX1YMzsYAgW7813lkPC1tAAPTphTfurqu/fEImha9ffYasYXPmrVjfK7ViYkefJ93SIpLQiNnRhgSWtGqEZQt2O7F9dk8eZ7nzNkCKhb85kEE5s0EGWKOE+Wvjt5TMbhVpye57J84RqIcVISrHhtaEZhuZCBWkFK62aASHFE6+VxT443u15Bt9Y2rDIxRU7eJBY89hiizSEPrqXnWIkhoQBuRS0KiowepkEYhD9R0JW+n2hz8r48Sfc/oN/wPzyJXG7Jb1+DXmmm3Y83N+5Eu97bBUIqefBO+9z+c7XCDE5lBUchgmde2lVM+PtDdPrkdglNmdnpNU5pRbGkKhaCdMt3e0rpM7E1BP6NRISdTdS7raQEmHeEcoEMaIiaMNytRT3kMRDeQlN6SeH1Qwoh2qiSOi6ZnQDzAWCoNNMGSf3uIeBuBo8P9MlYhfdw83ZPX5dPtND/qAefZkdsWetmZJHTCs2T15lVSuimWgZVyZuFECpUglS3HhZdk3bcgAV9Qoj7SBGRCKU3nH6kNDUI9Iq2Bbj13JJ4BVuS57JK4SkRZIdQsQUsu7IAq9ef5t/9A//Dr/+4T+glMx+uqOUzCHvYUapQi0RVfEcinokZ+bRc4gQoxCiL+y5QKkKCjJHpHSYJEQ3xNhTr+Hqmx/Bqx2r6Yzp7gV9XnF2dkF69Azpene88owJdOfndBeXEKLvLwtYCGgsHilJpOsG4mYgdJGQgivbAKFzGJUEpVX1eaQQHEIN5pVg2R2A2hw/h3GPVWgS5AgB1KbMRVs4Ky1yg1qVWgpVFUJPTMmDeoQUI2h0G1Rabmk5TvW8WJ4zMXVsziNp6BEDbTksMUVyIVCpuuVGFekSm2ePiWdr+ujXRZbw7UTs5HFfg//by2c2Cp5U4uCpm6rfhPb7g//fPDTj+HxMN53IiZMnS3L5EOwuf3XyxhZG2iGcPXoy/nBv7fApZoeoQ63lH82IhnvJpRByxfZ76s0N+eoK294h129a4rmQavGoIwlqkUCk79ZsNudI7FxZt+8sST3xmBVKpY6Th+QbT3KKa48jpJFnKGMLXyKE6ptdgpeozhOSHYPXEDwqMENzRktxXF2bpQsL9NI8OG0eneD5l5PrhZ5AcyFATITiHqcFv6fWICYtDvNY9QcsHuTxuWW5D1CRtYjhFCKSVkjsZcyemNQFLsQanGAOl6AQtJ2nwzKi4hADhtXQIkpDD+tsyYs0TD+EBkH6aybiyeVljVVFUeZ5z83NG968fs4hv9GujrRciaksXwNTd6wFt2OmC/omzQttjpAaqJAsEi0SJRGtI2qHlEDdZ3LYE/eQbzpk3lOqov0K6wasFjfEAqSErFatJDchkg5wiqnn2ZYE8OKtOyR33D6LjlyuFaFZtQYDyQIF2hEOMrNP7e1lV56q2HaMQx2oHc7LDvjnEkkcYeElb7FcZ6RFPQvKYAtw3I7ZDJK0smgrFR1nrFTK5M/utHASPbb/fb+w4fRLcYTL3vr1iWH5P0Ik/duNhv1hlM9sFOZpD+CYJhySfUcvTY5hu3Gs2148EwQVKFYPyP+y+Dz56AtO8ZsgIXrySAwJ4VBtIeY5AjCohVpmTIJv4ujea62F0qpbsnnY3xHYpJ61RGR/R/noE/TqlvmTj9DbN8h4i047ctkjtZAlkeMFFhLDg89z9uwnCf2KcP6IvRWoSlWlVoVgxK4iUak1k8uIamaelXIDstsRhoF0cUHfd9Q6s5sU2090KTN0e4IIdUxo30PXk87XpPA5LERKncg6efIyV99AEojaEu0xEugQjR5cpaYgtHg2WgJYRFLbnLUZUkBKxmbfjFozlkNLkmaHhIxDktkVtx4ihdqUudbsRk4rou7NgfqzleZIZKzOTWllBCWgBPFaemlKmUVZLGl0a7CVeNQgAVfwnDqEDcgUMA3UJRHd+mIIARXPy1SMwsRMocx3aPWodzmGozMt4m3HXsrpTFvNPlCKkbMS1GGYqi26zZFUIuu04icffpF31s8IVUijELKwCSveLU85m9fE7Ux68ZqwK+jVa/ZvXjPHhIaIiuPq43rNvNl40v38HDs7g5RIF+cEWSMaCDc7GD1irDeBmgSIiPQkibDuEFnDECEGrIuYCNIH0oMVFF+Ldacth1HdkFtLVyw6UY/K35bIHlA9Oow0SFmacfL93KIPWaKd5i+IYTRjoGBFoSp53BNiJOAFJDE6tFo1tOgyINX1Rb3bc/vxc8LVwHC2ZnV54RF0e5wiE5/+6XcqetLHEWM8RFU/LvKZjcK03wLukfiFaKE9Xnqw5BLcJizlka6EvKrAceisbhRiiM1xawm0BkfUZhxCUF+QIRIwj1aDIBaJS8VLLZSZVgJ49GBLLZRaUYEpRLJ4vmKVBi5TT8k37D74Dvnb3yXfvEHfvIDdLTqOlLzFaiWnB8zdJaQ1Z0+/zIMv/0FiPzCXiV2eUVXyNFFyRkSJfSF27vHUsndIpQj73Z5iwtmTJzx973MMl5fsdrfcjYV8M7KOGWImimLRsGRIv0KevEcnAxoS+3nLNN+iauRi1GpN6fmCDDHS0+CD6FBaQNxjy61UMiX3m1u1VmiRhzuLFUOorTjHzA2rY7/QajLbSlgihpMGJy1N4StBC8FcqRgF1OEY0xmtkyt5U6S1IMagB4Ng7Xd+Vkt5YiWoG8FAQoK6Q8Lin/NWYYNKwGhwZIwOu4i4QYiJSmW2LZONzPMNtY5+/gvOwoK3n7jXx4DIawXMKLOSkyBBqbU6tGGBVRnoa+TB2Zr/25Of5g+8/89Qx8ru4y3zzUwfeh6US4axJ998wv7Db1Fvrqghcpc6RAKxXxNXF0iIlBjIMUBK9J97Rv/+M8LQ08lj+njpeYy9R1iKUSlethl7+uEBMQ5wuUGGx4itqH2ixh4LgbBKxNh5NdkbYPJ7qNW8oIAF0+ewlwVp+QRfK9gxEe6Ri7YihxZhtovnFYGBslSnHCKaliuz6tBwScypA4wYE5vVhq7rD4lzVxnSahaMcrPlah6xJJw/fUKUSLfqveFxyVXCiXH4bFkFM/seL3/JtdRaKaUc/t113Y9kRPBbye8APlq8tGYE2sU4TeQcXjiBeA7vOKlsMFs29bGSZfnbT4NHJ2fC6U5VWxKfSxKTpX2CQ4nTcq6qSFHIBduP6G6PjROUcqiecT8VLCTo1kjaIP0ZaXXmCWHM6+/bZ3uJoLrya9CJNbzU1KhVyerdtZIioe+Q1EHssJhQy9QyA9U3Ym3QRS2HTciiePV4YZo/tlxhj6gAkQWWOQnV2zPq11jC4oG3yK7SEr3WqrI8eWwtISgHrXuI5Y4woqlrywOecoSN/LMbBLXAE0vpY7uHBwip5X2OG9iOEIaFZkQqZrGdxykmcrpO/VjWFLuBQ2PqsJRRvbTTskdGLdpZPu8AgZosuuutBblcigUmCng/QqhLpZvQkRjoOA8DD+OGEgpCIanRa8+gPb32UALTnNFpBAlomDyCLkYkeQ5FoAaBFLH9Bhs3YAWmFTJ1zW5m1FxJqbUikDRgs2BphUSF3dpzAdZjKWApAs2jVlpJ53GPLdfeFujmLZf7YCXaj0enYdl6h3vR3r4gA7IY3VOE2HHepiLUy3hradWJejzuQd/IIdqwotSp+vabZodXY/ASbGsdzscyyeMHnpbL/hbyj4ONTpPxP27y2UtSG1VEjJHU6t1DU7a2YJnN6h8XwomIN9yExaKq+za0CAEce48ptkRXJKbOQzPBm1RoSs8cnshaqbgHso6JsPIkUyQ6nh+EoeuwlAjbke0H32V8c4u8viK+uSFNFapQw4aaAsYZKpeowerh53nw7KcI/RnrR++h/RqCVwp1FEwLwWaSuMKu8y1lvyNIYJV60pCY1dDOCKr0Z0Z3qaRLZf35hzyy30/d7pk//gZ33/xH2HjHgLIShWGGeY+ljCSj2+1YT7euPocVlnqPoPoeiYkQI3HoCSm5/YteFeM9Dr5fay1M+wkznLqjHzzaSOEQZtdmWvk0xsxi8N1kehmheRkhXk1FzW4E1SE9bwSZQT06oEFGbnJrgxePRkYwh7plweXb68FaP4JHg+59tiMtiptFJ0lLvMcWuSq05CytukutkPMdY71hmm/QWhCL7n22MzI/OCANTlnWc2saa2XZtXhewz8tkULH+2fv8LnhKQ/CmrMXW+Y3v06dFa73yD4TVhdEetK6oxalo7qRXkpHRUhkOjvB+tVAC/LiJbbfUlNkPDtj3qyb5zpTa2nXsYBVSkjM3cr7Pi7OCe+/i2zW8PQxfOkLsFnTb84JFw+RGFBxx+qQ61lgYFsUvnvqy4KQlAgaEVOiBIK2ghKrDvchLSIMBIQUO6dGkej3aaEdIYD4dfRUmFHniVkr2nV0KRGDAMEr9VKHmlHadRFgKaay2z3bj18R+47h4QUr/DylC4QU/b7J/3EAKYRASq46Y4w/VlEC/ABGIabFKCRi15T1oiTa5l46aoMJ8RSTlSW3EB0fNKO2CiHMCG07hiB0XX+Ap1LXEyT4YrXK0Xx46Vw2Y1QgBkJckdYOpaSYDtBK6gZS7JinwutvfsDuV77Jaso8vrpjPVVP/IUNkno0RrTvUIms3v8qT7/yB+hWZ1S69gChMMSKaSHZDhX/LvvtDWX7hq7rWT14ynq1ZrJKtooYDOduFLqHSjp7zObZu2g2Xv69wstf/WXyzTWXqgyqsJph2kHKkIyu7pDxBmIgnnWEi+QJ4vUK6QYIgdD3h4Tz4v226ldMjVJGxt3OOWr6ASvZoafOSxoBqlXq4uUvnvxSGizSMOAWk5l6NLFEIKVBgEs5pVWPnnRGUKL4w/MRrcO5eeDS8IkFFPJz14PhCAscZIaWpTfCMw9+CDnmTWOHxK7BP+qRbQiYJk+Ia2bON+zzS6b5mlq8c9qdVU+AmwpaWoPiW0pEiCEcvOearRXIuepL3cDnz97j9z/6EqvROP/2lunFq9bnUQhqhIvHxNUTYjijy0pnijTOIVq5ccfaXz9UQVWsGPL8Fv2oYECNDi2ZKTV753jA6Kj4jmntHYCcXxCevYesN8SvfIlUK+HxQ+TZM9L5BSFEX8dtHx+awhczqYpJ47eS1nwak/dEqJKkEqo6zGdeNr0YVjN1XRA6LAqzJG9CNWcjCN7m7HurUQ3UaU+ZjNr19H3Xqrs6+tVATD1lSTCr5xdDs1l6s+duzEgKnJVKXA/EviPSYzG+nXA/jaZ/ADn0RIUTxOTHTD6zUVjIv44lfnKAW46h4Ek82Dy3A9UFR91yFDv8fwGhFqx4SYQeDnHyNweoKQZCDP7cJUKfWnIxtv6F4MU5pshcWjJtd+jQtbbIJQ0ESQRpTWqSiKsz4rAmDiv3MDW0cPh4bh6Oe9QgNSNlbuV7pXWILiB0gTJh0w7dd4gNIJ1XlKSE9IMr9zw7kVjVA12EWIE8IfPoJZp1JmjxkkPfeS209r4Da4rtqCXlkOuhJXJd4Vb3Che0B7ClyewA7TQPbKkyM5pnr8fjNMuzQEN+jLpYI3+NI0SzwEqcwoWHFeDXd/nXMdrXw/qyw88c32Un6+0ATXF8r3KIfMwqWjO1zk4Z4VaJA8x2uEx2SKN8z74/eNENblPvPMeEJIlBenoqsVSYJg4JCfOIyuG2pWmvPU6u+eJEeYc0zTgolOIlv4AGQZc9WGavWDKjWuGYX2iev4H1G5gK3NwSd1ts1WNzXkKsYwVgkENRwekePYX83na3T2GloyMoSCscOLmGpxVIJ+90pK+dZ7sBCzyppVJLwSM++9S6aMdoNB1WFBPvddGcqXMjD0zRG1iXT/xd0OM/jsZgkR+A+8gjBZHg4Xu7gdqigyXRtCwaaZidhKWxzXBsGNwDbdgvDYZoyqi2jboUp0qLSJZEdDGlmNfpDw8e8+DZU2LXMVyc0Z+feSBfnXvIpkz98A36+g5eviY9f8Fwc0NUKCUySYR+Qzw/J4aOfnXmjWmpp1+dQRqo6k1AXe/nIRWkGpYr5Bvs9jkhT/R3r5HtNXEe0NQxlcJUMvNuy1wy4eo1d28+Yl51sHkMDz/veK8ZT3/PH0LHHfXDb7P99m+AGvObl8zf/FWH3F59l/D6E+giNt1Rdw+RrkPOHyLDmtAluvMzpG9ssAssTsTZNAMxBIbYoc3r1jI3LzcRxJeBN4812GaBYVtofgR7FoipNZ4dNq/j887LMDdFnj1awHMsupQg1oLUejjXI7vGYsCs9eIJJkopi6E6+X/rjTk4HAtGbK2EVFopqh3Xn+rMWPfsxltupxt249bXUmwnUY95pWqe/D5prVls6mHdS3Vj6xGkUBFsaxAVmSqhFGJoGL9lsIrqjlJ2SNmTdaKIUo+oDODVetolJCQkzwSdMKuUkim55Q6aMRGESCDJQNXKfvSO7EAlyoxQ0VzIBegGdJ2I33oEtw+wLiKf+xwSO1KMDGdrrChlt6fk2fEcPTplesgHLTcs+HXQFpUuTlYrOa5aWx6sdWEHWi9S48U4xP7i+iC68ZGWuKYq490d0zjR9ysCEVlZK/n15lnvsPfcF52XjaPGfHXLtRihS5w9fcgmPiI0J4zG43biXQDfv+lNPv0P+/E2CPA7gI+M4yY28w5OoN189yDFmoezYIbBK2AW1NadhraozUsFl1JXx0Zp3iUEDW95IVUzc50hBC7PVzz7wnuk1UBYDYRVDwpxX4lTpZYt++dX1N/4ELu6Ir14zXB7Q5COEs/QkEjDOcOjnyT253QPH7J+73PEfqDs95TbLaqVGIW0at52AYqX0mm+pd69JMwj3faKuLuDbkJTYiqZaZqZr26YxxGRzPYbO2Yp2NPPYz/5M3B2yWp9wZOv/rOIGa8t8uKjb3uD4NVr8ge/7jTfrz+mv34BXYfWEeY7jy7GibA+Jw49KZQWgbjHZwgSnHIahBS80c8kUK1QqoffIoo2jgOvIqoHB3wxDAvOfDAKtpSnNsChFkqZMVWCVaIu0FD2xxLdNVgrVI8uBPOmvBOjsJQ1e2AqVFUvj1VtYXtbCxIgxMPfWPNePVJpH79sdBHMCrVG5rpjN96yHW/Zzzsq9UAWyCE/bs0o+L+PoNaxbJWG7PhaFqoI1QTdtV8WJdRMjDPSuJ+8PHdPrnsoe4rO1JPrv9BQaAxY54lm1Ih58gq9Wsi5NO++Iladcjw55bhZZtoru30mSWETdnQUdJyZdxmNHawDw7cvCNsH8PAxMmVkMGJKDGdrtFQ0T1T1HJFocDqUFrHLUnrbjHAwo+hCk7GUBvv1VvWmODHniLID0eVi0Nu1gmOVkHlfiphQizLOW4oaq/WGoV+TGn0+uI5BFZudPFCWiqFqzDd35P0W6RIhCquLxpMk3uj5aTmNjd42Baev/i4kJH4E5DMbhSXJdOAieesiNjkJ3TmokSN29xbr4uGPP+UBtvccHkcfsr39BF4IoXGyp9YVHUAUmybK7Yje7NDbO+zuDnZ7ZC5O6JYC0g+EtEKGjfcfDAMhxgPuTJmxMnoUI+JNZSiWbyHfYtOeMm3RaYflyUnMNDtZXc3tUbxXQBVnCB0xMjbu0P0dSMBCBxtPiJo4n4+FgJWC7XfupY976jQhWpFxT9gPWKlItwGiK9upR2PbeDG1+6VI5MAqu9yiQ42VAQttCLSms+YOv1V6bcf/Do1mRyVvekhe+PFsSQUvToAdjrGsiiO8dVJJdLKq/DN4ay0clhg0L/lk7Rwch0bmdliD/qyNEE61OjzXFJbRnBM5rttDJdfpOdkBPPFjni51z537X7dIUmozMssZyPI//xKHnIn693SKBo/CbenfOXzvT8FLxxt5+PJLiXIcNnSSiDYTtThsEhOp82q3GAKhFiTPkGeHoyaPCg60GIvTt9y75aIvG2/xCDk9v+M9O+5va02Ay2VtRuGIMp0c8CgLVLk0qx2uV2vq04PXIHxvBVBbQdWaESoOJY0TpkqKEeu65vD87kBJP27y2XMK0a3rUk/uSyEgYdnkelgIx4baRs1gjnuXaii16f6lusVYMFQD36xAsEDCW/aXBe8SCOJJ1Rh7YtcTu869RjN0nLj91W+w+5Vvwe2e+BsfEj56RR0zdrVH5kgYLhje/wrpwRNiGhiGC2Ls0LJn98mvYFpgnmDcgSqzFtQypoW8fUXevcbKRLh6jty+AquE4li/aY/uIlaVWryZKwUl1kwsW6JO1Ovn6HcS1q+ZH7zHdl+RkBj3O8qmb/ZjS/joO4gp+e4NZXuFpMiQJ8KbKzdqD3fI5gLWA/P0EM5XhK4nrs+Q1CEroL9AUsJCJWvjnWnJSDCvhG0KUbU2heqvLxtmKQBTmjJt0JFqaWya6teMpfpkqYSpBDlWFx0IDQ84+pIRaRmHVpPq/RhOl7BQLR8Us2ckm08aDmvnUNSm9YSuQQ5fotaCAHMZmeaRaZ6Z8+ycP0vUGtz79F6cVg1VvawYwyOBxRuuAuruTpwgzkqMSoxGkkadXryXQ8ET4KFDpINJMcmwL9hskIEuIf0KQsRCT64Fqeowm1P+EAP0XTOSRbDiHnUQgRjoVmuefu7LyOoc29+gL76B7a4I6zXh4UOv3X+0JkhF8o5w84r80XeQ2xvCxSXhwQOsj9ht8KSzKlKNsESPqX33hgQsxmIpA3djm9GqSFXC4mT4RXXG5HAShh7cxSMd99LfQHE9EZseCUXJt1vPi6REWA0HnSStWc+C5zEcPoRYHIqaXt1wVSpx6Dh79pT1U48ypWuMy7xlbr8nGDh1bP9pkM8eKbQb4G3sjTJZgCPVnf9/cUAPHmlzOm1ROn6Y0+qG478dt6QaWGocOebT2mzBjxsraoiE2LVIoTtCWnNm+63v8vqX/yFhN3L+8RtWb+5cmUwBKZEQN3RPv0D37ueJIvTtHKc3N4yvv0Xd3xFrIdXZjcK0Zx631JIZb54z3jyHmhnmLV3eEQS6JMQgmK7QuEY1UM0pHGIwYi2EOhLrHt06HbWGnrwvmG0gDczzSB06LBnMe8JLn+1Q9jeU8Y4YAmma6IYb6FfIXgmbHXY2kMOMTWvisPaa+X4FcfASyuT0GsVcqSeqK4amgLXo4dqfdqW6F+0XVoLTD2gtB8NQa/buV3ED4J5hbc1g5tVG0tT+CRXCQoS2ePiHbuRmNCpKrj7LwNfGaSRxdDj82KHlp9ypWDh8zBZKZmlOiBuXXCdynsk5U2rBqBDUj7nAUwaxYeBVnSLc17z3YfvxTpRj9T6FGJXYGzFBaMyyal5uSega/JAgK5CxqUIxhyRTgrR2A06i1ma8ayW2qCAEIyX3nGs9OYeWIO7WG86/+FMMTz9HvnrB3kby60i6OGP9/lPiekUdKlkKlkfY3lBefoLs93RdIDx7iEkj0GtRSmyGAQFrpItYOOD4i+G1IGj1xlGtlaiQdOkT8AjWGjx2CMMOId5J1NFyCa2L1SuUFqOw26NTJgwdXcB7fkLwPEHLIS3QJtVLhU2NfHNH3u+IfU8aVqwuziFZI4wMb6+t9vPJWX1mFfnjIj8AfCSH54XvxZYdaqe/Xy7sKefJ4SBvl7otCELDGZfKHhYPsB3PjYwd79hpcL9UjjROIL3dEXYjaZwJY0ayl/MZwTuF+46w2hBaD4TUQskTooWyu0N3O2zcewUN1Tts80ydRrRkyLlh4s1zNW+9903acg0lozKhTnbv57m8VwOm4p5QLMeyTsw55fsV1ECcM6HRQhyausx8TkGYEYQ67bEYsVix/RqL4pUXQwYSUuqx+EugcdZiS8LXfGMs3eeHpjOadyQcYAo7NLW1qpmF42apY2/lpodqluUOHdZIMwbtu5z2Di25C8PzF2qNQkQry3wMafd5gXFoPvvxv/ZhJ8viqGgWtMMOiuxAuY4cFMApUvK967+d9PKehpYFhLM08LjvuIwrLvo1Q+zpBGKjdXBj4NVw0p4PxNK6ODwRQu95BBPH7s3XbQ29w6LmSsy5rdr4zFNYtxnthTRRcWZZJVCqF3RoUa/SQWCekf3WQ8E8stTghuQzN4iVaBkppa2P5oWjtNb3xaU7rNHQEslLIcmhoojj8xIlLMc83Cf0ABexJLRP/3opZqmNK6mIz15p0Js243SojlqWQyPxs1Cp40zeT0gqxOBJ/QOk9X2xpO+Ft45f48czevjs1NkLLbW0rbiUyS1dsUJr7GlNaLIo+aNhOF7DhdrCF2cMR4MgJ4NyZGkMMU84YqCNy8Y9xLbh1CifvGb65CV6fcfw7Rc8eb3FxozuKloE+jXp2U+Qzh/RnV3Qrzf0Anl/w91H36DubrGbK/STj2CeiEOHrHv3pm9umK5eY7UQy8S5dmCx1bUH1JQ5T95VGjJWryBuEekIceNwVxFqWWM1OfxeM4SKlkIRh+fi2SVnPUjNrG9e09c3gFMEBBwes2lknncOD+kM2xVhtSFqJmzOsbNzck7IOpPCmvCO93+YGEUKlUzUhdba68PLAcL71H5t3v0y53hp8Xdag+rfwWqjUK4H+CeKG5RAK8s1r11fjhPFjgRurUzROYkqmUq1wr7syTmTQmToe1KI3hy3FDOoteSkk+Utbp4HRr5GPTl74nyYw05d7Fj1KyadiQv76KJU1dxoLyVXLVo6YP3L7wowK13s+D3vvM8fevp5zsOKL4d3eSc8JuQRme+Qce9J6OB9MCGt6UNHF5zgbtIOKz3GGZIeQdcT84jULZhSQk9OZ37davFy5Kqo7lGd/L4ZhJqp857pzUtqMcp+yz4HSjgj1MB0u/N81CqQakC6gLx+Q9h8AzZr7LKH/DlCv2J9viG+32O5Up+/QaebQ3e+X5Ml59EYgsVnhQsQQmpwi3oOTLw0dokuEWeylRigOFyMLbMilnt7BBW9qnjJu1QfW5Gh7HZuIFPCWo+OpOhVeSEQTYitCtJ7/7ykd//imjwX4tCzeecx60eXPrO8606qko5Rw+Lg/tMkn53m4nRIuQi2VA+cWmQ5GoHQEkFuhOUtY7x0yqp6tyoLcRltmhrSSPAadbZaa3Rzo/TWfwKiSr2+Y/7OJ3CzJb26ZnU7ormyn5W5CKx64oOnyNP3ScNANwx0YuRpx/jqu0zXLwm3W9KrKyRn7HyDhHMkCLofKbc+gL4LwjpGzAITnUPLWphLZq4GUkC3EIQYVwxd5wnsKtTaYzWiUrzTN9A8OveuQr9hWHWEmumniRSuQQWT4GG9thGXOnvYaxmmjjidEeIK9hWbjNpduBd1MdMvIX4wVApVCmbFN2zLDykVA2Jsm/XEuweO3rjhXqZ6RGTqZHciznMkCy4fxCmT7STJbK2Dndak1tgsD/X4LUIoVilWmWtmLhOWOno8cW7SztXM/e82+U5MPPpp6yGKQys+5KY0R28ZwQQpRjo6UuwIrcN2OcfjGFIOpZh28GZOjEU1KEIi8P7mEf/sO1/iLAw8LBdclDNsSuS4otJ5lBp6iAkJTlLXSaASQROmHdiAxXMkDVAU0VvQSo1rpu4CROhqoVefgaCzoLOfaMB7Q7TM5O0ttYoPCqpCkZUXO+wnN2I1sYoDsRjhdgtvPoFpgO0XvIeCnm41kPpzbM6MN1syDS5WO1aKLTkADYjo0SFcElCGRzdLNfpSZrrsbfWsllYPQ30saz0mlxe9s+Qqg3gxA4IVNzQmgnWdd8HE4J3iKTpNvkVCY2hlGRZVjel6y36eSauetFkznK29Gim6c2CHO/02S9J9TuH7yHEaE0cCOrUjRe6yuRuUdOxvkQME1A7U9tyCL0qrGgonCsL/0pOYJ398gJSs8bQvsak5kf1uwnYTOldPaluAYeOsieeXpLMzwmZDEmC/RcctdnuF7LaEcU8ohSDRKx2R5sUIUInBk14xuEIygZSS88hYh/SJzjzxOteZasVDbI57xMk5PLiq0THrEIUYvRcixeRt8zUSUzpWDS0uS0OjluqdpUFOm4crLSHpF1iwUqnjiKaETpNDVrXlA1rN+aEf5CSKOz5b87gdJvLBa9q8t9aM1WCck2F4yOkxFmjsABD5hy0fdyAZM0/oT5o9GmkGZhmreixaacc5QF2tYHapODrh05dAYzHl4EQE8wqbiI+GPUJIgaU88lD11H4+MQnNsRHWqWcjPedx4IKONFVibNd3iVAQ59AK4rBQcOz7kKTH0Jiw1BPSitStkW7Api25VFfm5wP9oyfuNOy32LgDKUjqiKn36x9ApByu/eKyHSLuEAldQpK2ooyESfTvmYuPbN1PsN2DBh/RmjrPE4RACT7BzZYIzeDAd9VmXizVPMteX2ap+8Q4a+vmWOl2vPdvw5CnfEnHCjR/7zKCVcF7SgTv8m/rPXBkdT1Ari2qscUwLd33uVL2I9PtltB1dNEpdj4NIy0p5lMDcXr+309+1GGlz2wUcruZnptpi6BK4y/CvbbmFiyDLuxTl/GQtDGgeccSAiElYvBTOVTtqUMVzU3gMJc3esItBCViLSltcL2Dj95gtzum6z11UiT2hMfvk84fEzdnrD73RbqHT+DmDfatX6dcv8ZuXxM//i7d/pYoPV23QbpAjZX9PLVJZ5mzlYAGOlWS+vyBNJyxHnoIkdivCKljmkZevfiIu9srxDpC81jUYGpfvUQh9wFLwrAKbFaRsEqs+p7zfuXU3TevKDE41NSMhoqQ1ZjFCKIkMsGUqJmc1UcGZCEus6PHGX3+Cm7umMrsyUVVqlXGNjmPIMSmcUWWcYjLTfJNVPLsCcQlwamNkygoIt5olpLjyUuVES3vEBYSPnOICXwgTRSfj1Cql4ZOWridd9zmERGv4Am9s75K9H4KZOnTbZ3PXorkzUwLHh4TISaHMk5yU6FFCmaJIfQMOtB3Ayl0BEkseRYxPXLrNM92oWxxbleHRn/y7DFfG97lPHR8mTPWr/Z0oaCxYwqdkyOSsG7tHeFd52MwJVF0hqrMVin9GSUMrM6fcHbxHnFYcbffc72dUM2c/eQTHvz+P4SkjvE732H+6LswzyQVp8U2j0xNKxKEFHxtSDC6EAnRSENidTmQBighkbvOS6xLhbs9YZ6pL16jH3yIbM6Rp+8iTzbQRXIf2a46pFT6sZBm9VGh0wy5EPoBufRGO0OosUUA6tCkGZRaKbPPdC5l2dNerZRzaXmE1s9gzcwfcll+P6L4Ou1ioGglzzPVKok1w2rd1p4cKqkDJ5Ge4mNVBWxyYsmSK3cfvWB/c0O3XnHJ+6xjckckeSXTQVWxrCE7GJofZ/nsOYUTTywtQ0zMm1vAvArAQtucJxbWXXua6T9a1+X1No9BTqoAXIscx0FKcEO0RCNR3DDIsnjUYD+7YbjbUfaZXPycVmcPiI/fI2029A8e0V9eoOMt+fYN9ZPvYrsbws01cd4R+wvSxrlzqo3MdY9S6VH65IsslrY4Al7id3ZGSB3D5iHd6ozd9o6b6xuELUI6KFkDSlOLRYQ5BTThk7KSQBdI/cB6dU7Qwq4bmBdvS2AZM1jEKxgD1ugPDFGfJdwmXxKaUdBcqbd32DQ1VVo82mgzzgAigSjxeEu+J1LwKqNSsheGNAYLL9m0gwcfl8lezYv3FOkS0QAcyxPF4ltVQVWVUivjPLObR2IQNquOmEKjVYG3OuDlmDD3aGzpsm6zO7yUqI0udv8+tORutEAikiSRQmwc/7G9q8FDS4Rk3ogZOB4HIEngcb/hpy6ecC49T0qg32aiGAyZ0hXvuJXoc7fbMCNpsGOtpRlno6YeDR2hP2NYXZL6FdvQM86FWjNna3dmQtdTtnvGV68RAiHPdK2nxvKE4pVTcbnu7Z4QIl0S1utIGgKTRApdy4WNyJxRLdjtFnt9A5N6p3xrEiwpMCefV5IMQjGfezBmT1SbeOls60FYBk/V4BMxDChmlOIjW5exvuD3Xqvv8WWttF+4xrDTHhWPRqMEqtXDDHDpepIZ6fuo68XDx5ZZHTRCRbBamaxi+y3D+Rmbp4+gVC9RjfHwt5+OBU7wkh9b0/DZWVKXkNyWIRxyrJw5XD05bp4D9kjbvAs+6Dc8iLRk40mXKHC47A2GOkANpr7cl4WioHOhbiesKnk7Mu9GbMxI7OguLpHOq400gFpB93eoKHp3c6gmUqteSBEDVYypzoBRKMcKmYWY7ACjuOKrNSPzRKiVEHeAUec9nhsZGr66DJcHC479htZdTAysUseq60gpkaxi010bWjMSWlIX6bzMNVRUArUbXFlL9m5ZXcLm1sC06ombFSUFH51aMjVJG7LDaWx9COH9Z2/wairR/1+r88dXn2+w3JfTuh8zZwz1JXKECNSMpEsuyI5Reasi0QYbFVPmmrnZ3vFye82q7+jSBV1aHa6/2z9t63CBGpfIclmA0vokltJJP79lTR5W58naq1UpuVKq02mU0spI1a/HoqusXbbOhM6EVRXOMmzE6LJ3MFsAOk+SqhrTNJF321YwscHzH9ooIbwbeVitSARS1zknU3aFFSQ4xFOq83XFmfH2mu3Na6RkUi3OhkvwcUQNl1RJiHSYFFSdPVWt0WQHIaSObjj3vh8DY/TzmWbq7Y33Rey23qeD0HWJ1fkZMmX6fSWq01OXm2vq3R1xvaGm6LBZjLAkfUsh1iVXcOIcnGhZB//a3liUBZ6PPNxWli9Ha2Bz2MqjOk9KUytWSnM0PNowXYA0Oeivo4qxhuM65Eou5Jst+653ypiLM8LQSBVbddIphPg7le8PNh3lh8XIfGaj0LUzVjPnX1G/pdJIx4K5h7p0CYZ2Vxdv/1DOqBUJgaHrnTqj3axSj1jjoaNUWp05Xn/uYFXy0Lca9XYif3yFZGX/8RV3n1whuXI2nLP5/DMsduTNGbUzqBPlxYcEM+r1G8rNG+q0pZYJS4JJJFMZyxYtgRiNGJsiq9XJ7pp351izUsctWiYkBHLe0/U9OXtFVtdf+HWI7h2bGRYLKjNdNzB0a2LXcbY653KzIa3WyO6WenvtnaZ3b0hTC7nDhry+pAJzLMyxEvIEdy/R8daZJqtDVLHr6B9dMjx9zHa3Z7q+Zs4ZWQ/IxcqT3hGsFVqY0UYh+j+WuQpFy6ERbJpHcimHAoJwUoFmaj5QvnifgitUv5ddWzeCeMd5XIakKKVm1IzZCiOVm3nPtz75iG9+8iEPL85ZDV/mbL1mqUzRBj3FEHythXCYi3za8bz0XRxzBYcYoEFkRgqBnkRAyFNhv52o1ZhmdZihLcMFR9amzVYWWdfAisDjSXg3wAZjlbPj1LFDukpYQdHCm+srrl9/TNcPPHryDptNwhPq1SGR1QWX548J3RojUqc7n9A6jyTpCTFgu4nx+XNMhDff/SbPP/hVoinDw4c8uLjEqjFPQi7tmrAixDO07sn1lpJHUu0x6ZAgdOdnxGfvY93AfPuc8c0ezRmubrHwLWS9IV1s6J4+wrqe9WagX29gPxHuJqTcUO5uGb/5TcaPPyZeXKDjjvTwATas4PIB9D2xmENNatCMrupxloYP6nEOp2UtBXy/xcZybKZoXjx+8Uq96jokNmg51IJNI1q9pyn2fo2rnIxXleDszHCAtgBCVmfgqSN3H3zM3Sev6c83XH7hXYYHF06kt25UMQfEg5PV8enXfjzkB44UTL1GWPXABHMSah3BkgM/GdaaojiUnXlkKgfmVXsrmby4Zseks9kCSbwdUupc0O0EcyXfjczbkaAg647+4hILkZo6cgApFd1t0Xn2SGEeva9Ba8MPA0U9Uqgm9BIOA84XfBz1Kp3azqnUTNHSFKWCzZQiQCSEoeHgBc8At6R8UEKAPnak2DPEFil0iUqhTHfupc0eKaAGXULjxiOe3tCkWNxTt1ee+Gv9fphgIRJXA2mzIswTZZrI40iMkGrXmtCOUMgplYg1tklvTCs+G6E6tFOXoT+SsOC5g2WmskeA5RCm10OH4pLsFGJYMP4jhYPSCA7xnML19o6XV28AI+eDNjhWoIiT+Uk4RgqHVWbHqGUJHOLJqNgjMXeLUpvB0OpOTqlQcjv3kyq6xZNdlmY6RAqwycYZRshe7ug3qPVPqLKfJm63W1ZVuZydY4gFxmsJ4mG9Jg7nlLkwjTO1Og9YEO9dsFIpuy0KjLdX3N28phMo52tCPO7A2iIFI2LSoeR2L1qk0CDI0HfE83MYVtR8CyRMCzrNlNsbpMyE3RadJ0SEtBro+jPvtI6tAi5n9Pqa8uIFNs+kRw8gClKrz5MOghQjtMKHsBiDT7nKvmTbvRNX2KGdp/NRifOm2Umk0NbdMpZXWvRgIlCTRw5ekshhZOihJ6XB19pKptVzD6qF+WZLDTu0FDZPHtBtVq6n1BpRH7+F/v/eXywOyo9qwvmz5xQOWKC5t9a8J2lh3xGRaMqisW0eh6Evnr/3MRwgxGXTczi8H48j/Y6drCbnIUpAhFGRNxOSK10R+n6FaKsOyhkipJUPPg/zhNxN1OkWLVtUsivXClQPw+MwMKzOqCHSWSVp9dGSNbIQe1SJFGlJNYI3qDWsveSMWqIfemLfL254W1gDEleoqecRSNQamTLcjqPzwm/vCLc3MM/kaSarV6/Ik3dYP36fKlBtxGyG3S1y+4p6FwhdR//ogu7BI7rLNVoKebujjGODD7xmXLXRJrDM1274eVu79YT5NJfcogU9jEt1g1GxKpi7WI7vmxtMGlizaOtlZKMeXnLseaGcnmvh1e6GN+OW6+2W2/3OYZxayaVSsjdNqSwww9JB68fWA+x1jBQIS6WTNC/0WKpqGFX8nHGkAa1Gg/jbY4GYmsKSY/8hBn2FwaBTiOp5lSDeo+PVmA0qAfquY7Va0aceqU7BYj4Q1JPkcY3OEzF0WJ7ReY+WgtSJLgaP/OYJefMGCcJ6tebxF3+SoD5r+s2bl64ES6FPPSF1pCA+2jVA1ycQnyng3b7+HY6cUQGTBNIYkG2GDDfPv8v0vwthteby3S9x9vR92I7k62vqq1fMb14zXr9ivH2F1JHpg0h4/Yp0ccmwG4nrjSfw0+B73vvA295d+pFa6XKIvmYaU7IarcDEK8pqda4qAcoCxS45hvZzrT6CdHc3M21vUIHV5pzV+WWbX+5Ng4v6XiZBmra+lFayLSLYfmL/2udsxNXAql4SVz0hRVLroP6s8v1Gev4oyGc2CrU0bnIRUmsqWzY3NE/ajo0oXh/+tncQWtNZaN6b1hPv//CuhYxsSRw1bPjwhojFgUDEbpX44o6QK8MYODt/AFVJCLobkcFYDT3x0QN0e0N+fku++wjNMzXsqX2BrEj2WvX+4gHpC5+D1QrZ3hEblKP1hrx1BVPiQIlrsIDW6B3EqjDvqXkidsbmwSX9+pxaYN4KJYNIRwhrIDLXPftyTa6FaRRurq+hi2xevuDsk4+RnNnNhX0NSL/hwZd+mvPf98+hGOH2NWl3Q716wf7VR+RXz0nDivVPvMvmc1/0ub7zSHmVGcfxWDlUClZ8+lm0SNe8RwviRHoYuWSyOiPpnCdy9Xt+oKhoHbMiTuugwX9eKkcAJMTjkJtgTgstYLLM7oXacObtNPIbH32X33z+EWOeeX59xVgLYymM08S4H+lE6GLLLYXYEs9L1/MxyjmssRi9tBA59p4hKJVAoIpSY4HodetlNubJ+bpKK4RZYgsRo0bIwY2QVNhk4dyEVTRSWoYHmVebRjz5XisRWK9W1IsHRAJhKg5XUpjYes7KAmebp54LmLaU3TW1ZkLJrFPEiIS7W/j2twhdx6MnD7j80hep056br/8DvvWNX6ELkXcfPOXB2SWhW5GiEKhOsHq+JqknmDVGcqvbX25nlYiFVh2FEuqeqns+/t9f8e1/9PdIm3O++rP/T37iZzbYds/uOx8y/uZvMF+/4fqjb7B//m1UEvk7H6CS2Dx6wuOf/CrD+SXDxQXd06fIMBCHnrgakOjNf7XlDEJMxJgw0Ta1zdpeLwRxR6QWdzAViI0M0xPO1kY/VEoe0SK8uLniO69ekmvl/S98kS/+5Ffoh4GEkIIXfViLAGmwqXN2SdMsQs2V6zmjXWR1ec7lF96lP9/QbVbEh5fQL+yu319+VA3BqfzAM5p9VGZLEFtjPTJpsM+xGn0hMTuo9oYtB+RwUw45auNTm/sEr5O3f6OHowSYDdlmQlFiFVLqnccmO6OiaEeMgb7vKVMgW8bKHqvZK3BC0wB456OkjnB+7mMLUcK88zA0xYZ/gopTB5gFTCNIxOf++tmFZKQuMKwTZRbq7LQWIaxI8QEiHZpvsTJRbUIrlHkGDaRxZDXukZwpGpjbCELOH9A/e49qShe9LE/mCVLvIyljJJ6v6B+eocUoo3Poa87HznFbMF0h6jGkXqgnFpivtiai0oaTe+MbLYnX4A9zKGzpWPVIsZUsH2ZmSIsUGtYvHDy82mgsci3c7ne8urlmLplxnqnLWMda3VsLzlBrobnszpfcOI6UT4fqElrX8ckaOwE1fSpYWBafLcSuHAhita3p5boEWrTbGt9MSCpEr5BFQqvACnKYVrlECjEmuq4nqCGzNYbPTGGmkKl5xkpujxkre7RkRK2NoMQt1XYLfcfw3lPCk6fk/Y7rENhub31GxsVjb8QLyaOWViYcU8Ssw6u93UjKsuRpTagSvZcCn71gtbK/vubN1TVpc8H4lStsmrFxouy2zHd3zHe35N0tebyl1MCUtxQNSK7k88ek2XMmdn7m+jYKgR47UH7IEVoMwY0Bx2ITj1aXHgc9GAXPKjYFLsdrrVpRgXHcc3X1hqkULh89ptaCaXeAKw8w4KKjzBwytdbXYeIOkRZK8wzWuwfE1PqGloj0e3T+287vqWH4fr0Mb70ip4f74TAmP8A8heWtx4lKh6/QcMCG0Hk00Aasc/JekTbXucUCb0cIy6stMQnt74VaK1MuXs48K7YvBAJn5YJZLry0cLVhdXmJ5Yy9eUPZ3hK1bTYWnHhptDHvZBV969NFBbLALFgNKAmkImlFWl9iVQnpnJDOkNAR148Iq0uoM+Xuu9T9K0iJbIkwKqYBCYnURUwGahxAemQIrB519FIpMjLdXGFWqLc3bKeW0H3/izx474vQ92x14uZ/+btoLYy3L5l3N5S7a/a3V8wmqERK7H2CnBZizYS5kMzo+s5vc9eB+IQwb/B081q1EX6i5FLIZW70HQ64GkspKAes3G+oUsPSKGXtnr3NK7RUGYk4v1kx3yRjLkylcjtO3IwTt+NM1sqkRgmB2pRGaIR3jo27QRCKn7cdie8WKEJw5e778bjBGozs3uECKZkSinmOgECQxn7ttqTNCWnzmdUVbW+RszBwLh1DGtoM8YiqV3hhBmVG6ozVTDLoJXm12RBJvZAtkkt241OV6eYVtt+R64SWbYPhYnuIj0tdddB1BKuE/RaZJ87XG+qzz9HFxPrxU+KDB762g4BOSC2Q96CZWqCoQBLSMNGPlRCMGNcMD9/xUaF2TbTXqKj3BCDOUDpP2O7WqefHiTgW4lSJuRKzJ5JLVawKMu0ot6+ZdabOd8y7a6TriE+fEb/wBaenNyM1jt6iTnUhKq1IJeEOxoIrO9TsI1XckfEV18bzqkeLtfgo0T4Gnjx6SDHl4mzDIe9VKxYaT9QBG7RDxCRLjqmVfYtpg/tm9q+vKPuR9ZzpNgPoClJsc83fjrxO5ftkGk603Nsv/27Mjf7dlM9uFLoB8CogbfjfoawUPHnZuIjCctsXy9q8yCixQUeAHrrWD0k9Nyt2yCUs+Yq5FK73e3Kp1DbhMhA4GyJPV48ZUqQ7v2TYJGzcs3/znOn6E7Sc0+efaE3R0phVe1AhSvrepvYqMPpZ1BzJdJgYcbigu/AmAI2XaLxA+jXrL36V1Xs/SZ133HzwD9i9+AamypwrdVcI0tOFnjAMVFkzhTOqDMQHiYt3B6QXpg9/jfiNb1D3t0xzYTtlZFjxzu/5fTz7uf83pRR+9e/8f/jm3/r/ernrdAV56/TSU6VaoJD4YjcgwwYpe0K+w8aZvg+s1itiFGpMZHHyNTUahxCNc8iNxFRmpnlyIxpanesS+7XeA6vuWkvgyHW0GP32X2w5C2vlqYaRq1KqUdS4mWbu5pnbcc/L7Y5X272TCsZjB603sDnkpCbkhb21+qJRWyiyvR/l0Jx2DA9aLmEpCiiOVQvNWAshG70GViRmYArajIe2xD2uPKq7Oys6HqQNl/RsujWpXxFEmKeRnJsi7veQBqwqSQNrBkIMrHqnYJjLRNkrlAS5sH/5IZOZV4Sl5kHHwRlTYyT1kf585VxXlgm313S18uT8AWc/8TViipw9fEh3fu7jOu922LSHPMP+DvJMDrDfee/AOl0QnxYEI/WX9O8882j87gP05hbV6iWyBJKBjFvs+gVsJ+LtjrTL2C7TjZUyV0SNrqj7V7vA/OpDdLuilErOPk/68mu/lyfrgXRxiXU99AMqgawBKR4BBm08Z6jnW6x6tCANGfBSPs9LaKHkjKgz9uaSUVM2feKL772LxcD6/IIg5jMYGr3Lods9LMrc8PwaPtNdvGQ4LizA2x23s1PKXOyfMpxvPIcz9HC2BgnEJeHd9AgnPx1JH5c814KIvNXzf+IE/3DIDz6j2cCoS4FQ++WxFdz/6QbCX9HDG5cEEywX53vNpHzqGTxZnUsl10rJSpmVQCCnSpWASkRiIoYOTdmVd5kg995LcThW4NAd7X7tyS1sRqg2l1Fb5BNiG1Le+yKKAxIHQrei21zSXz6iTG2GQb+CUtB5apbLkOgzo6tEZ6yUROwG4npDWAVKSoR5dGZWFU+mxYRcXDK8+z4yjxSr3L76CJ12hHyDlB0mkRrPqaGnRIexpDX4Wa1IcSqEEIWQokMwHJiIWjWPQyP+WCCZyrEkuN2BY0UAHOgIOESB9qk7t0CFcAIPmjXmUyPXylQrc6nk2rw9abQQrWHPlbrDOGYLEHmokzokxA0f3H6cvKY+UMeWL9BgCKs+OwFaHqw1ZEmgC8kjp4MlWPoweIsyISL0IdFLcow6LF3StN6dpcKuHiCk0DqgQwyEFAkWW24kQs3UefRhTJ030fncgbRcuTZgLnhPgtU2nlPpYoT1hhAjaTUgfddyPwrqsz8oGUp2/j4Vighdrt58pgYSCN3g163lgcJxl/g1LAXLk8OVpRCKtiFCbdbCoRPZEM1oHqlilGlm2u5QM9a3N9g4wjC4Xki9B5tLTlKX9SINYqoHtGehzjgURizreKlg08YMa0qQxGrokZRIKR0i1aViErHG7XWSLG5R5eJASPveYoYWo9bJr99+pM4zde6deE8NwqczWkc5RgrLjvv0bzmA64fN+ENiGT6zUSgHkiohhOT6spUbInCYsMRSq97q0TQcmWyXDW+0UjQOkcIS0nE4RlNGxqHjNRevSkghESXSDQP92YpEpLy+oly9RKc9435ibptR0QMjqIQBSReY7alhi4bqUXrnm5EgvkFzJsTI6vzCPZaa0e0NqBGTETpDQqbefML+uz6+UG6vWbVwGioihRhWDW66hNSRh545RmrYw+srghTG65eMWtEU6d/5HOvPfZFwds7mJz8PyZXAhWTelUoRJYdICW6E1p//Mv2jp1w+eMxmtSZMM+PdHdcvPmG+uUUfXlDWz7A0UPB+Ale8J/e1FnJunlEZvUPWnSlfumbNa/OmoGCLwmtv0KN3BG5QtcE5FpxnB3z2dsnZ8wAlIiXSWc+z86fUdwNTKbyZ7ribRyBSYmTukkchdSlLPBIZLMObluY7r47zyDU0j1DaPAU/TWUhU0UdUuhj5PPvvMfq7Jw3uy2/8fw5827HW7mwdg1EhHW/4mn3gAcycE7vNfJqlDwxzrOPxqyVbimhtgljpFTIuy00o0eMdPEMCROxute+zALAPBQWmdx7HndY8kbHMkU0Bb8X00SaZgjCXK7JKbT8ww4mhwBLqZ6Ml0AgESUQTRs9SWV68wnX3/51tBbWacs6zUQzkrmhjBJgt6O8eoVsZ+zmDttNMDanp3XFS1iYjXt6W9HZQBeEbpUxq8S7K7a/+nVktSZvzpjPL7AY0eD5DMMTxnVpcuWYK1rWlbZoTzGCtY5xa7mnuba5HrOzKMdAmTNhGvHxs4GigRAj5w8ecXZxeYQ3DUSOHdTanJ7DhNQGcefbHW++/SFpPbB69JCz954Rhx5LEU2p6bBwMDJBjue+6LTT7yMnL/2w5aU/u1Fow5ijBFLqjx3O7feBpZfBa8/VcktEt7JBwCQ0RtCldJGTzdfKBhcPwGjjEiFXjxJyqSTp6GJHFzqG1Yrh4oxOYffhjv13PqTOI/luR2lMlH6TPXqQuEG6h5hFanxNKcUzVn30Gu8o1DwDgc1Zx+bijCDGOO7YW8BUScGnXyEz8+tvM778DqiS5p13tppSqWgohBiI/UNi9xQbYLqEsTPy3RXlkw8I05Zpe8WoFUuJx1/9Ck9/7v9FurggXZxBX5Fx5KHMqGTmULkJkW0cWF085HO/7w/w6Ku/h47ABR1xPzFdXfPRdz7g5vVL+s+9x/rZBXHdee7APJy3IFjySC6XiXkeG0NpaZFCg9tMPOo69JcYS3khCFLDSS7JM3P+jhYopg6iD0BS3ZOz0y9brkhWegt87uF7PL54yu2041c//ja7yTmDckqMQ6Ir6nMlqrqybyy6ZvVYKmtLroNmDNrzCfYbWvOcaetvKcoQE1/9whf5Ukp8+/lzPrm+4er61nH5GJZcdYt0hfN+zfsPnvAorHiwM2Q3Y6WSp5HduCeERL8pDG2wvDGi3FFrZbufmedCt9pw/uhd+mED046QR0A9UrKKKUSbPTktwcMUrWgQZgoTXqM/YAwtAhrzHXMZvRw7F++EDx2122CxQyW5kguJqEoIlRAyu+ff5pP/9R9Rxz3PPv+Qs598gqRAR2CIvUcut3fkjz9Gdpn65hpu906elzNYwedAeIl4DCtWrBnUZ3uQZozMdP2Cm5cvqAjjgwfsHz6Cvmf9znusn76LxEi16nxTAko4sCG3khJUfVa3qDo0LQXB+2nKlD0SqNoidEGjUJMHIndj5nbKpNTz+S/9FKuzlXd0t671xSA426/nGiJyoNAxjOnqhru7GywIj7/wPkMXiWcbdL1CzjbOIh1s6do9AZI+LXI0BnZ45YcmSoAfqPqoPR9COZ+49n3zJ4dk8jFMWv51grixJIBPXuJ7Qi3zVxaYw06PH6S1+uNJp5zRXPxcY8JCdFikZIeRxCmMpbFV0hAua7TdKg1eaV5pCKF1ucuR4dEKYk7HbHOl5laOWatP22qsodJoHax5QxqUGiolGGLOfW/jznlnus7ZHi8u6B8/Jl2cu9NdJjSPRC0M7bhJvLY7pY7V2YbN5SWxKmFXIBesFEqemecZKcWps5erbdauZWjVQkZtynUZsXm4oYdI7RiC2+LefGoBO7zi92TZxrIMjmlLTEgE85r0YJFkjuGuU6DrvDltSD0pODd/NZhbmXPfzts37PL5yytLtLCAWNqCCqfskEOjnjjG3OAoVAkhMPQDq6FnPQykZU2zYL6uGBYFFUOgj4khJmIoji8fopXjaj8uXY8a1arzR1VX2F7BcqzXd/j14JriEFAbE1qLF0uIUC1TrBAwDl9LCzrvqXnvkEYr4bSoWBowvPPqSFOjDinlmbrfkW+vqPsd+qSH+sj31AKZKeicKbsdsive+FmcUgJb1rlTZyRx1tYYOqIk739oM6epM3k7UtTIAXKKMAwM40Nv8AGPkJoDuVQEnqrWpRKJ6giEBjcOp7Q3VhWbCwSo0afmKTBNE+NuIvWZkufDPmjt+36OdgrzLHffDvinqpJzRoG821OnmZoSISVv2jvopQV8fHuTvK0m5eQzOFWMPxTy2RPNrQbMuzytDU85emgLwyRArTNlYTg1axfJccpDp/Npqam8VW/Ufk/zCsEIlKLkUjEpWEiUIMzTRN7vEBWvC1+vsC7B+dqjkRCYbu7Y//qvEy2yKgPd5pKYlK5ukDihRTwBWwXrB+gTIUXfbNs7h07uXiPbF1AymhPzzvn91QZEewCyVAradlP1Gv1YmdKEdXt2NrO93TJJpty9hvGGWPYMT55w+f7vJ6w3nH/tnyE+fAIpcffBb3D3wW+iN1fYd79NXzJgxG4ghJ6wOid1A11KSBmpd1fU7Q7b37JeDeiDB8j5OQwDpet9bkN2haRVmWcnlCt5piwVWtEhF8PLRq3Y4R7SuPS1jR9w/DUiFogkOumJRLq4YtWf+VyM4F6kAWepIw+Dl/zJRI7+mUV8RvRN3LN/NJLiQOqNV6+vud1dcZk6vrBZc5EcMkziFSlzLezzTDUlLSSN4OdatekT9dJZEZTOS4jNWn26N/JJnn1958IQApvkMzJmvG5eWvl1kEAk0JmR1AiloGVGqtJ1ifOLC/fEY0ct7XpVMA0OR4RIjK7wp3FL0UqXZzbFSBoozcAprpEXWg+zSqkO6Y11ZqwzC7utkxIrohO9luYY+ThMGXwGcVitiDGx6ldOyDfesf36/4oFYX7xMd31a1LNxPESzdnXxH5ivhsxg6vbCZOPCbOSPhqJb2Y0ewVUb5W4uaT73NeI50+INZByR1ChlCumvKNqZVRlV/cUVcoY0dtIGHvC+oJuuGgNZj4mFhGk76FRx1cJaBAnTJxGSi2kAOvY5mYURRu9zn4cubvZo1aJq0ha+xja/W5ktx1Jw0Ce9izjYrE2BVF8yx4g/qZ/VJtDuUTLNWMY+9fXvPjmt+nWK1aPHrJ55wmx60hna7rzTeuiP5i4gxwd4xOD8NYPPxzy2Y3CSSffMixlKfdqmTaWua26wBDYwSEX5NDdChy9TjjGT+KwEYsJWaa9IeSqzKVSJJCDL4yxEY5FE6IYab1CgNS4hOZp5OMPv8XVqxcMwznvvPs1VhcPkcnQek6IIzkHMoFaBRlWyOBsltSJeuc9DXb7Crl7DmWkbgs1FJCIdE8I8SEmQk5GjT5RLHaJEJ1+e5dGSrdnP2/Z3r1kyntW0w1xvCJp5vzZ7+Wd//v/g/7hY+TJY+TRO9Q8c/vdj/job///4PaGBy8/4LJmhOCc+/05YX1JN6zou4TulfnmNfX1GywXNquBlBL54oJpWKF9j80FLY51l6rkMmMotczU6ooxxY4Um+LMrU8B977FXBEp0vJJHgl4rVFHz5okiXU842J4SAwLQ2zLIXVrjFYEECc0+WdqcDjruh8Z1ejX59xNN3z75W9wtX/FuxfnXHzhcwznZ6Q2Y8HMmGvhrhmFVerYpOiBXzGvAmprCCseCRpeJqV492yb7hVmV+yhFFYhsuk7ZvVr5JFT9MliIRAROoXO1PMJeQIz+qEjrbwxEXpvymxlmqdGISVX/ON4B9OOjcFFFXrz5GpdnC08KQ+4wZ69OmufR/ZlcqUSBYuOVnTRe6pqVeY8k3MlpJ6+S4T1iq7rWG/cOGxfveHNr/4K826P1ZGu7JAIcf8Im2eqJjcKtztqLry5vmN3uyMW4XzfMcyJoCNd2dNZZdhsePJTP836/a+Q7yb2z2+p+0wdhfn2Dblmdqbc1T2lFmTfktSpJ/YX9OnCy3qloFQkBuJmTRwGqsAuRaYgaM3cjVt2JTPEQE0dffDqpdCSRfvdzIs3r8hlZnPRc/ZgABH22x3b7Z5uWDGPu6bcW77gODXo6L8vBQpaD1Q4WiuWZ8yU3as3jNOe0CUevP+e7531io1Af7Y6KaY5ybUdfrK3rYG9/fsfBvns1UcnVnQJszwMO3T9tBrT0+7jky/7lll8CyA6yEl58snbvzcMW0AObV6fWnBUu1Hexq4nDkPjXMEpL1KbM9uGnHtiObbB361UNqbD701PPlcVtEB1Qjvq3LzCgsQl7C+tycYHuNAiqqKZue4pdcTyjJTsvC1dT5RIXK9JZ2ekszOs77wcr2Z03FNub2F7i84e8hKEOPR0mzNS45jxpGmhzhNl2qN1IRWL1BC9jC9Eb+qTcEjw16WhzY4Rm508YKnGcHrtpUnrCIkK4fBfJFibO2yBYG4qlgUvh1K1haunTZKDNjRIGCSy6QbOhw1VZ8SC15/XRq2tCiGQ1D3pUpUpZ7J6v0UfoyeZOVJHH3pkVBu1hXvwb5VKt9+JGSk6PKRSvGflrWW6bIBljS+DYXzdhc6bs6w27xM5KdZainXdR6y1NDgoOLxzOPbpebed1nif3LNVH1XZ7qE2mMzCcl3xvF3wMl1idJbPsNTaKVYzdb+j7PcI2SuaRPw6VG/ss9r2clVszug4ITVQi6BVnOnV/L6JBELsiF1PTZ6P0uY2mkRMEkbyHorWerqUcQathFKdNNIKQkE0kObkzXsi3psRxA19Kc3g+7pGcKeklZki0mhZrLHfLsyp7tQ6VbocIKETRdVgpLdv91vU3Qs+aK0TevbO/zJN5Gnyz24t8XKSMz3urN9CfrjsAfADGIWTdPxhoaoV54Y39STXoetZiKFrzr8dA4GlWonGjrgcUpdRjcfF5vqkbWARQuqJJiBe0aIhkk0ZpwlD6A2fYBUCujmDiwtil5yBdL0iDj19zJjsUGaKBkrtkW5gs75ApGMOwhjFm7nSCut730T9imzmnkPNqM6EaGzOeobLS+8AHl/B/gbSgPQrYlgzlcrNy2+yrQ5vbdSbgtaPH3H5+Z+m26zY/MQXiI/WsDZsfIndfBvd75BPfpN0/QLdb8nTxK1GwnrDg69+jUdf+iqpS6xSpLz4hOnNa64//Bbjy+fQrbGzR5BWbnhWZ8jqHIszSPQ+itHhI6dv9k5uwRu2dHZ8tAuRVeqIAVa90EVnst1PmblUQkys4poudKQa6Gafixu0YjqjUts9b/htzUjxSIE8u6H2xQIiDAG+cPGYi4ePebN7gOqe837DZoiMJfJyN7OKlYvey0hf3Nzw6588Zz/PPLo44+nDS/oUOe86zvuudagqoVTPFdUZk9oge2d3XXoYgmQSytOLC2KKXO137G/eMM+N+VW9zLXmQh4nshgpZ2ojrus3Z/SPnwBC3hl1dMdlrpEyh2aHPLKqWtmXHdkqxJ6L7gyJiaywzJsJ5jQifnnsUOK7ipFOOsBI4rxLCEwi7E3QlJhWl5SQiMMaWW+IqcO0EK9fk7QwXV8z5hvmOhLwwTVBAyUbeZ/RbDBm0lyIubLRyIbhQC1hIVNUUbwRjdwzbveE6yvGmxuuX3/MtNtRUHJ4SO0vScOK8yFiKRO6SOwiISbOY8eailSlTlt03hME+rtEl2KrbfKWtk6AIEzBnb7hLBI7z/N06xUigaxn3M0XTHmm6MzV1RYJwvmDR7zzzhfpVyueXDwiqRtJbSwFGA7bWcvVtOhBrbKUJhOE0LWRnRKwVmk4vrnhWgJp1RNSYPPgAus6L3KIqX2D0/8vWaum35aff4isw2c3Coe2PT1cLG8gcg852pEUL4TUpkwJSyLOjfkxc+AMoi2R15JrbpDbxVssNe79xNQRTbzWPyRMAsWUcZ7wgQiGpB5ixNYbuDgnpsDFZsPZao31CYsFY+9GwQJFe7phw/rBE1K3YlczY9k7zcLiYdeC9itKK7OtuVDmmdgJm9QxnJ9T68y0n7HxGuk3iD0jxDV13nL76iPe7G65SBserJ6yiSs2Zw95+DP/HN2TJ8QHPfHh4NDG81foRx+g2zvk+beINy+RcWKulaKBvt/w7k99hcf//D+PTSP5ux+QX71gev2S648/YPv8Y9LFY9bDOWk485GN/QZZnUOcQIIPJ8l75uo0EakPdMmnoGl2jqQYAuv1wLrv6ZJwvgmsh8B+KuSyZZ6UEBKrsGaVBkI1YlGkQCjq5G7i1RgSWtOZzkh1fNZyhtxC+AYx9UPP5x495f0HF7zaXrKfdgxhhcrEVG7Zl5mzLhFF6IPw8vaGX//ux9zuR959+pAZZTX0PLs4Z1gPnpDP2ojW3Hut5tHisq4C7iFHEZIpTy7OWW1WyE3k490NlpfQtVGAlEyeJzJGlzPFlBQCaX3G5vEzzITAnrmMXgqqkTo3L75Vp1TN7POOsU7EfsM4rAgpUYqQoc2gwHsBADnkcCBJbL5Zyz5YpQpMiE/1Sz3l8hG6OiOmRBjWpNTBfiLevKHOO+a7LdN8w1wzSXqQFUigZnWjkBSmQsoVirLRwIV0IEYOlRocjy/We46mdIzbPfHmit31G26uvsO4vYPhIZy/B3FFKgMXqwA1E1MldkqIwllMrFqfQ9nvqNsbghlrMQbx4TxaKkGVvkukszNy1yFrJXQrRBJpiAzrAYmJWWfO8zkpT1xdZ66vt4gIz559gS9/8cv0w4ru7MJpXgALh0nzDmv64ljQpEM0uBTE+IjcYwMvFebrW2ch7js2Dy7Qz71LK35rg8Pe7uGyk59hwU2OHVM/DPIDwEftQjof7WFjtd9+z3ul1ez+1l+3YRECS73wIn5TmtVe3iOcQEluv6spWSvRjA7xkLJ1PS4GZvkzL0UcUVnKTgVJPWF5dL1zxmj0qjJVaq4+iEe1HbvDQmaZt2umaJ3Rmj3h3misHZ7xZzEfSRlDoFut6PozuvWa2HfEPoFVyn4LUim3V5Sr19TtHXW/bVBT8fGSsSP0A7HviX3ntAq1otPkj+JRm9RCaVOpSinkUtBckOLwl1XP9zgjakVV0GWTLERAhivfFEhR6ASiVZKpD5kh0Jnz/wSFoO7ZSuvRMEqr9DIsNt9Il/xTozpeSkgXsEdp888CvSTWceA8rRnV2M7KpDNR8ISxNJoEq2SrTKWwzxkV2E4zd+NECoHBlL4toVbw4+tsgRCWvFajaU8p0gueV3kLtjx2pC7i1BvayhjFc0yHhcoBUnWlslzreuBsUvU52dWszcHzLmrjSLFx8CZbI27SI3PwsoWOW2RpomtQW/GyaFPQXKg5Q/Y1Uc2oZodeFD18mu9tHz7jJZ5iRvR6J6Slw0Ug9AOhE1I/uNHMM3rgcpqRvjoBZgxI7JDGmBrCjNjU5hh4XsbMsJK9nNT0UIRiZt4w17ri4xJdxujNdDiISTdBrAQtdEHQGOhiJPnsXlKMxJB8jDDNUdUTyotP3dsjDbsddFEL1/wzRQ5ZZGsstRqEMs3M+z2qSgJS631aouGjnvytIfQfBvnsRgGn18VqYzQM2MIz00p0oy1wffRhLtAw/+ahnRzNa87bi1JbLkEPpadII9yTBmscHj4IRRG2YeJV2LNqCc9Nv0FCQLOR7/bYOHqZqiplvmP35gVzzqT1Gatn77O6eEwc1sSLRz7Wbx5Zx0BXM+X1C15/8h1s2hPubgjrx4T+gjDvfdaxCPO05+7lb3pFzd0enQaUjjobDJlZjbO4IvXGxZN3efjTv5/Nwyd0jy/o1kqwG8YXr9j92ofUec/uw++y/eCb1P0e++QTwnhLlMDw6An9g2d0Dx/SrTZYLug4Mb2+Yv74BdPtFXU/QTHmaWZ/d4WWTOkj0yeP0bstYhOie7DKOO2Zyg5rCiTPnnRNGNFw2G0VeXK5IVghTdeE/Y5QIqIdOayJFunHQsTJ3sK+etFVyFiYURGvZmrDfKRmRGc39rVN0EIwPOoTUcJuRuLIeja+EB/xYDPwndtP+JWXv8mHdy/4/JNLHl2sWQ0JhoStnKX2Rifq1WtiDHx8dc069vQp8vnHl7z/6KIN1Yl0Jyp14XBcqK5TCGziioSxHvdI8H6LNrOMJEIKkdR1RBLZJvJ+Jgalm2Fde5xLaotqQS2jjJhsqVad3oLMVAu5TuRamEtm35SiLoa6QalFvBPfUsBWroguCpyVRqsQqnNDGfQWiSbMpXL35podW/oYiF2PhEjNI2V3i+SZu5y5q4HZEoM50WASoUpEQu9UD3PFbndQjFA6Ip0TSKIoE/2w4dHjz3N29qjl3yrTm1fU7TVhvKGbt6TNGcNKiYMgaUVMj6EU8viKvHuDaWXOe+rdld+HMvksB4xRlHnJfVWn0IhlZl0yhIB2HeXuBk0J+p5ps8FiIvSJx0NHST2degIbEdbDGVqUIgViptHZQpcgtdxEcGh7GRLlZIvH52MvDiwVlS0E9cql2bj55BOqVNIw8ODdZ1w8fUpIkbh2pthF98lbzwfv5IdGfgCjcMTHVIN7SeaUEQGvg44mjUckHKqVfEJbC5JOjKOzpTpp3jL60fMUravQq5APeN8huVzVk6kI+zBzFUZWkrhIZ0jyzL9WI+9Gn02cfSbAPO25+/AD9tdvWD97n7N3vsjq8inSD4Szc4daYmQwpSsz19Oem4+/Rd3dsYmBs+HS/dhuRPMEWpjzFXV8ASrUeYWWzstlizpVtRqbMLBOgfOHT7n86tdYv/85JGZimsDuyK+/y82v/EPmuxtuvvNd3nzzm9g8c66F81pI/YrV+QWb975AvLggDWsvL51n8s0t06vXzLs7dMpYNXKeud3dkMtMGXrGVy+dRlxmQtgDimqhamvoKwW0OLdP9PsWE5z1kcfnK8gjdTtSt9ckGxj0EYQeq+Ilrlp9oMpUker5H2tdxCRP4kMzCnV2478ke51+1ZPOorAvSJgY1Hg3PuDxcMHN7ZZXb/Z849UrUgr8NCB95w2HQ0CLsK0zt7ejf2YWKMLQdZACl48v6IN3tw+kAxSzRKgsE7wksI6JTgJD33lSvq3VhZ4uhUBKiUhiUhinTAzGeYaqnpfxmQzVDQOTw5VWyXVH1szc2GGLKnMtjKVVYWljBDWYzNihzsqbDO19VgP4eNOI0S3QnAldhVSdij5v79jOlRp81GuKAauZKY+YVrZV2VUn5jMiqbEMWIiEBsuSFdvufTZU8Oor11uKkgl94OG77/Lk2U8w7Xe8efER0+6WurslTFti2THYxNlgpI0Q0kBKPVYqu3JNmfdYmcl7mNqt6ILnDVSMErwoYKnulhZFpnEkmFBCYOwCNQRKl5jXAxoj8dFjLt97F/qOIBHrVyiB1bDyMmHUjUIIJ4OaGpli8+jFpNGyF0675n3JHL19saVvptGjmLJ99Zq73R1p6AkGq35F7DuvqOq7Y2T3Kc36wyafvXntU2CRR15vcwdx8vOpAfC/l+OFbG97u6Lp7aNYMwj2PZHWUg3QFhBGxtAQnJ9IBKEiqCeEQkCjP0sQYvAEneERTLC2EVpd/TJXOZzY8WIwqjdOOdvn0u3bnnG+oig9mtogDmtVKes1MqyIXSTvb5CrjhBmYhgRK+TXryg3t5TtlrJv0+CqUw+rtKEknZc8hr6HquhupO5HyjiR55naxqMe6Mxra/+vPvy96oyQkZpBHIt2w9uqWVrneHV9Sq6Fcdyza5O4ZBxhykA8kH9ZtdYoBTYV6jhDUQ/tY2xNUPHQbCbaJtmYw0zWJvdZaGOt1BqVqs+cpqiHiNU34zIFba6VsRaytcFM0qCcZb20FRatsiszN+OeISViHIjJjxVPCh4cSWpNbQ0TCAJ9DAwpEhYeJcCkQT1t3ZXW7aoLC8cCOZjP4jYtLWpozYEc0pYH0RO216rN8UkB63osQF4lpr4pzlkJ6uy3a9OGx4dDKF2rUtoI1YIyqzcTWnXYCjVmM4r5mlZaMRZQSmUeZ98vpTi80/J99RDBt1uo3uvia9UhSVua5hporrVSp53vhSpo9YbJkIRutUJroGSHNt0hlJb0lQU/PjRFuv32Ew1mLb/XFHagDbyokCdsmhz+IhBTdDbksDiYSmh/K6gXxjRWTmssvIeqsk+h/0Zboye5ThpEfXB8q/p1CJU8jox3W1LfYV3EohNyxq4nxO7kuCfQ/Ona+D8BXZJF8f428tmH7LTOQ9U2PH3pW1g+Y9kY7dpZ8X8o1soPzRe/KkEgpUgKslDaHCKBBb9dcgILGdtSSaoNZzSDKRRuo5IjlPWauH5EQqDMUJ1mow4r5tWAWmZ1saK3NWkV0LJl3L0i8ZBeHhFih8RKHwYsCF1aEbsVtfN6+FfjyDJs3tTLNC8ZOA9KlMhqc0nfrakxQT8AgW49cPb5J/TrNVPe8eLrv0QuI50V1joTrLK7u+P2zWtKzkzbHSUbqDCHwBgCXdcTHzxg8947EBO63bH/5gfMNzfcPX/B9vUVWmZqNaT1BuhcUZ3J457dfENJBTSDzh4dRA6ltKFWn4sAVKtMBmMZCd+85tqMHuMBhQ1KlMIqXZKCE//ZPEKtTNst2zdvqHMmrVb0Z+c+QCV1SD80b8zxd8ywolhu6yLRbizY1udLLPOSp6rUsTDEjvP1BkLgxbhjvCu8GXcU0wMMXhZdkoBgTLHy3ds37L89skodX3j4kGcX53QxcrYaGFLnpcHiic7avEM16KXydD2QqEy5sht9UlqWyj4UOhH2VPZaiQTGUqm5IhiaJyyP1LxnnreM0x0Vh0NmbGELatMHlVwmZ/u0SK7R8yWP1sjnz5E+cMPIJzJRa6GfR/rplqEaXwiRd71Y2JPSauxrZTePjCUzS2C0TAzxgHubKbMau6bggxqrAKLG3c0d+t2PQYTxdktXXAkXLWxlcogoV0+Ij5X91TVbBk+8322p40idc2vYi+TdltuPf5OQOvpuYN2fESTQbYTVg89jWrl99Yb6+g1alSLilOmo9zE0i38EWQxtOQ1TsOIJfCwTbCYEh37GXLGuwx49Yf3sHSx1SJ+Y1DmmtGa0eKQQBO9Kbw4M5gOzrI1EPShS8XxbKUsiYfESaGXobixi8GoodOb2oxfMdztPQD97xOrhBWkYOH/2lPXFZdNysrjIn3KI4fsnn+3tXNin/vLoxp4e6dPHiPx28tmNgi4Na36yERwmOEnWLAr8UNcLh9/bkhPQJVvmE9gsuH92iD6WvxdgIeFr3mkQT9x6kxwUlDEoRKP0PbK+8K7paQ95Qmqldj257wja0a06YumhD2jdo9Mt1rdKlZiQ4EyrFowYO0LqkdQxTjNvxrldA8/6JYQUE6vglQ9pc8awPqcSyEQqQjesOH/3XdYPH/Lmo29w/av/O7cvP2RVK+c5k0yZKuyLUQ3yST6liDAHkJSQzYbh4UPMjP2bK/LtHfPdDfura3a33nUtZogkMMGKD/0peWbKO3KxA9Efps7R3zXK4No2YfOCZ4xYCvbmNXd3t6xiRDYb74+IkVXf6spLQaYR6sx0e8306hPmaWQ4uyBaRVIH/YDUVmfeJpMB2FzRvMxK6HzjWsWmDCqNFly9Qmqufp2HAQuB63lk2hdus5O+LYGkwoGbTyKYKK92d9zs71h3HakT0ioyWPK+ihBbT4N7jz7YxxPASSoXQ0ewFTc42d3/n7b/erYty9L7sN+Yc661tjnuusybWVlZtruAZqO7AUkghaAYpERKoXdF6O/UgyKoBxJUkAFKAAESphtty6W77txjtllmmqGHMdfa+2ZVE1kUsTJOnnOP2XuZOYf5xje+UXKdJe0yA46BQq+KL0qsUbrH7nPJE5onUhqIqSdh0g7JSR1NKosqeS6RqJlUAlMWihPcusO9vIG15zg98HacmCKojzAdWWVopGVLg1dn8wgKDCUzpokpT6g4DhRjPZlWOqgFabHatk5t3bliXb+x3IEIMWZCpcRmMoNMJvyXFRNfLUyHI4N7IMVoGW6VmCnF+lDiMFDiARyUzQXh8obQGFtv++wZqDJNkcPDo90HZrFMozW7UiHISuXJKLEW7IWK42MzH5ricM6CiWnKlNDA5oK2a9Guo+BMel0VKQET07NBRI7ate5Ma6poqSq3lR1ZzVsudZhPraPOE7+NLGD1MYmF4BVKpr974Pj4iG8DMY3EqafdbFldXsDlRbV0nrlacQLZ52wX+MBl6GLvzT5+iNzUn5xZ7PPX+N0gqu/sFJw7wUImXWuLe8aPpUYcp1OcvdpZ1X7WvZ87BsHgDs65HWeaMPXfwCLtvMg4A1JH8lmUWxhyJIsjUAjYQw+ho2k3SFFCu8WFieJW5KjkPiJdsshAzTDixaQbWk+zatDS0EQhuFy7TY1vHkRpnCf4Du+dGbI4UXzArTqa0OHbQE4TcTiSxx4XR0KakCpRrUUrSmIRZDl7iMEH2q6hadc2xzbb7+cpkseRPE3GOCp1HtVc/BKrnamD5JUmmA6ONYCZw53hG8QiHam6RkUqg6goEYcTT3ABgkmFO2kru8o0lpjM+OU4mXRAyZRkGUoJkZITpGz4bZVBsg0tuCxWT0gRJdRu40rdQghNoPXCqqy42Gy58hd0rRBLpkyZMUWjZZ5g3uVYUvuagSZV+imy6weGYLN6hynimIvr87qtwYtztF1HFsegigwDqib02Ke4BETtakUjVotaaKs5k1Mk57jQq5e1rHK24Q0OSzVaLCLW3S0gjRC2Ht0EQmzxqxU+evLNinxY2bQ+XTHRIVlJh0wejIk1qL3m/Pq62BLbN0aQszi01DVXMIy8ZLN4uuwza8C0QK/Uv5UFdirFMnonFuDNBBNVj8gsg1MnzsXR2IK9Z9xX5dw42XlVBCDV5x9+A2T7UBJnMS2zKdCqd1UKLhcQE8rLaTL75BoT6FNn8jt1oqCXOiBKHS5LTVjPG9Y402GaYUxdnuey9BbtnpplqDB3SheBNI6Mhx5V6Hd7fGf6a75b40JzspO/5fjQObC872/LME5u5du/9bsd39kpNE0tNBdr4lKtmcLsFHKpOLttbp1v1By9IQRvU8AcGOWz4pNL/UHmQd61SI1Q1NLCGCNTrC3nkmsjnNI6aJxyyCPfjDtacTzTzI0UvBc22ye0vkX6AwwO0RtGVQ4PhfH+kZzXrF70NkPWZWTjQAPtzYqrjy6JPWR3YOwHcopICbhidLfLds1FtwK1mcbHocdvtqw/+ojN02eoFobDHf3ulvHd17T7exgPFIWxmAGKKgwsbNaaETk22yueXj+lWa1p3Yq0Hyk5Mz08MtzfM/UHpqEnJtPCcZIt8m0clytBG0ezhbROjOtIXwpjzlZwU2OwQH2WdfhMDmKRUIEiLWOztWj/4jnr7RUuOvQAcewpsSce7tHYM/ZHcrSsYTompqG3bMqboq2I2BAZZySEbbdl3W5APBqh+AyhQZoGQsCFhovtBdp0fByVH1/8kFW8YpfueTN8zXA8MvUjqSSrkXyA/doSFDBDiwnrvX7csxtGnAit86b264Rt62m90DYtl9sL2qaleM/V02dcAPnujre1a3VXIl/uH7ig4aPmgo8//oTWtWw2WzOoOTL1R4bDjpwG0yByc7ruFjp3LUCQcBzFV/q2qbuKV8KN5+J7K7hquFDHlhUhJYYngfyyoSShT5c85C3pOPHmb77mYX9ncJAWGuOEkYs7SdUvxf0ZmoBYP+DUpQtCzmbMFUiORUTQ9qnHqyMZIgVqz9ljxfCknTGm0mhaSlrIw8CYbbRqPAQO7w1Tn2K0FiNgiIk+mjvrgIYZgDhFyAbaepbhTWp1vlIVfF1JNJrQDIfjkcPjPaXrcKsNvtuCOBNZnCbEiTHJgknStNoRSlNhqjLHJhZlV4PtvMk9LudzhmBovYfW3YwVrp1QYmT/rnDc7wirjnGa6N6+o9tsefrJ99hcXp0pLMhsBpmN+gfOcYmv/7bY/0NXOsvM/67Hd3YKwc+yBLpIJagYJxhqgOfmB2gKlfalLEwu5+o4Tis6GJR0/sypTIB64/OMkqnVNFLVr5//wgkmkAZMJfGQBlbiuBJboOJAug3BNUCHrnp09MRpJB0eGKcRvx0oaUJLrDQTK86FTWB12RHCxGovdE0ka7TFp0oQ6EKgazaUkujHnn480rYNF+uW1c0VcegZbx+Zjkfy4QE/9XTRZj2MahBTRGrR75QZiUDbrthurwmdaQqVybjmqR9IxyNx6C11z9k6W10dOCNK1wiuE3ILq7YgbWbqjcqbspqQmNiYTM1lwU8zjjw/OwkkD6uwQrpLmvW1GeBdtGxlGpn6I2XqidNgEX+xc4y5R1VpXCBVrf1SBdy897QXsCZYT0nxFGcPWXKyYqQI3WqFW224zBPP26fk7Cm7SH+YeBgOaMynxqL5mNPrunvmlZJV2Q0Dh2Gsu7dAsWLy1aZh1Tg26zXatGyco2k6Vust3gfuxxFpPJocQ87cx4GkiafdFdv1FZ3raNrWjFTOVaF2sP6VUpgHtyzRUd0fYLTqbBYEJ0Ko0JdbO7onAblu6Zyjcw2aM5OfoEuULEzTDX28ZHzsefPla16Xia7ACxwX1QEZ3cICtZl7fw7TWn9EFSsoilCp4Uu7ipApNq9YT1FxUVdZVrNRNKJFIeNCgxPTP2Oy9ZXVMqcioH2F+RBjkTU2myVpYcjGgnPOVWTiVOS3f7mlreBcgqLSDEAy3mVDHmJkGnqyZhofoF0BSsqZXFGORguhZLz3uODrILGT45xrXTOG5GZWXXVW5jfkRJgpZZnu5+ZZHllImiij4PuW7BxtP7C5uubq5hlsLixaEiu2M9+beR2frfDflhucLfrT7/0tWcd3PX4H9tHpK4PntKo06in1mc/FWfOaUAOj07VWJ6HMAynUgQ1hnWsWlmLnMj9AXW70PGg+uzkSrOflBL9q6bZbQi4cbt/x6uEeyRk/jbgUkWmAx7fIcc8YE2k62DznQ0t6+xV+eCRLwbmEkIl335BvXxuDYv9IO47klOog8VwdwaHq1AtcbFg92RK2F7jtFtpAmpRdv+P4eI8eHo2mqjABPWBjSpQo9ugDniCeIIHgWnzo8L6xuSujDXqfhoFh6IlVMXIWCLHNaVlVztEiV820QZDGM7TgG/vd1brhet3inRBSwudEUeU+TeySwR65GNbep8LuMPJQevxUaAfrds3TaM4hRnIyqKhkYw65mvq5yo4RWKajSVErqveDyQB0La4FtBgmPZocB4Kp1aqQSmZKE6lUFU3vqjrmHEjOMA2nGuBs3JwsUV+pFkZnfAllyJX6OSb8seeYCsFH2sGi/Pv90abDARFlIBPEoY2n3azoXId33rLjbB3+dv/t2cxwqBOjf+a6tucA2DLlAlWzyFVRyFyDx/XmkuebNRNw0zxhvNgTsvBRuuBZ3jAdRjIdFy8/xfUTq7cPhH1PSpljP5FSXtgylQQ8i5ufuYjqK+c6YP2ZwW+1AKzzT6RCnbUGUOpwoErCWB6ESN37tp/roDKQudSpVhvM1gjr0UXpVmoN8vwMpZ631Pe1U5JFknGRPK8Ow+WEpMky1Jwqo2g+n3p+Z9edUkYlLpR6zE5XxKPel7J8dbLFOrvab0GF9WcGATirgaRMGSeSH5hc4HD7HrLiQiCsOutpCB7ftZUFafdS5ozlA0ssZ59nj/1tkOnDQ3/rd3/z+M5OYan5FjPShjnamECofqHmUTOFcPnBPIZozu0VU3mcF0aVQtAyU81gionDMBJzZoiW1oq3jRMroJh8jTqcsHp2yc0nLynHA1//xf/I7T/7p/g0caU9Gx1xJdOkEZ9j7fI05lOK7xgOX5OaAGWEckA1UYY9ub9HU8T3PReHA6UUejwDnohw2+94K4H24pKXP/p7PP3Bj4w+ut1Quo7++MCXb7/g9utf4+NAM/S4ApMovdTeizP9kwtp2EhHGxq6bku3usKFFiaY7g7EOLC7u+Ph7g05TQzTkUSqRS9jrqgWYpynh624Xjv0siFn5f6g0MCzJxt+8PwZnfesYqKbEmOK/Nm7N7y5e7CGneygOGKKfNU/EHVgXZQXqbAtShoHhsOONA1WN5lGGwDvhEZcLaYKIZsImnqbD02GMfVM+4gPDRdPG9btmlKywUJjpLlU2o/Br1tUhX7q2fd7hjigXnBNICerkZSsy9qcN4ORkqyom6s0cnSnIGbG9V2xwqRPBTcWXh1jlWJxRqdFiGQGjaCwJ3PnJqJAvmi5fPGMtWvRA+gxktNImgbG6YgWCy7mAKnzDY0LxJwpOgEGf6TJ5i14761ArhC1MLqCD46nL77Ps89/hoSOUASfjbO/1kCnHs2FYTcy9ZHh1Tve/Nf/H3Z//gv2j3t2v/6Kw8PjCRKh2ACdakyziK0ZcRW+nPNVM78FIYowLtm+GSDTdDUxv4JWVdhkIos1a9DkFgNctEqxYxl2OzvnVCjF9naLZ9U05gyKNcg6TG/J1zNqMKVaq2u4mhnbtRjWXyN9LYQ4Qr9DcoO2LSVvwdlI3OzcAmBIDYDSMCCTsYe6VUsIYdmbVMc2D/Y9caJ+Sy10ju5LgSoFjtj4YIoS73ekQ0+835N2A81qTbNesXn6hGbVsbrYcPn0CU3XIt4jTVUblvNFfuZ4zv797XP6X5ov/M6Zgtn1yjN3cwrFB45raQiB2pg0O4WZ01t/XyoTyUZlUTNdtFi1f4om05CyPY55IElRamG0no8IYd2yutkyucy+f+Trr35FiAOTHLliwIvSOSU4rUNeGpx6StqTjvcW1eQeTQ9oifaRBtCCi5kuZjIw1YarjNAXGIqw7jwvL7asPvnEOqpraBNFeewfef/wlkYL65LxQFToRWfFfJPXwIqNvjKgfM0UnG+sGD1MpGliGnqG4Vh7EGw2LeIWHNJ48xFNhUYTXSNI6+gah29sk63XDU+utqxDYD0mNlOinya6O0dK0YytBooKLhceh5E2JhJwLbBCrUt2mkhTrDQ/KzSLOtzcD6AOV/kVBknZGpjPPTTG6/az8GGM5FRwK4vYJBjOmnJiinVGh7PgYF4HpfDBxvxgvc4kBrWZDaUGJDP92YqrJtFhmvnTsv4wLTxc6wgrw52jzplCtkxhu6aVljSaAJtmG6ZjRWaD9VzdD34pwla4xTAQSjZ5C3NiFlkWVawOL1xsr7h89hmh27AOHSvfVUM4V94sIADP7ldfkX7+NfndI5M4tHmNTeEwgzbnCwGWSHuOxa1XYM7w5rVUHevMLsQ2XK5rdY6289x4x4wayLKnlzJjrWFVjVxE5kK19Yw4540+q2ZQl4J8fUlXrzIIVmeUk7Ccr+8569CqmgKrxIl5UJGNlK3XeZbJlBqoKjY/JARPU8JSaJeahlu2o4sjcnKCms6X30kOaCZzKFLcQqIo42jr3EfyZHBbu92iIrTbDQJsLi4WqRU3F8g+MLSnjO5by/6DQ3/L9/5XzRRmwy7O4b03Lzob6JpWineVGnliK9U7ZZtxKVbZ60mly8nc95DrDGHM6os4RLyxgqhpv4Kb8ahis6N9Ze9kL0jXcPnyY17+7PfhuCO8/hum+zsCSuuNkeTV06jW4TCC9yaKVnIkpWhGtURyMtw6ayE7w4CTb8h+BT5wefWUm4tr2osr1s8+QdoLcskcjzumaWC3P9i0Ji3EmuI5rLg3VojAqz0ED7gQWDUrutDRNG3VcXJGh0yZmCamODEkY/tkzab0iFYUzyiGYxGyE/yUae4PFmS0a77305eo81xm4bh/T1RjAW2K2DyBoFxetEy5cBgS4xRJtTnKp6ZuuKrnkyZcyXhKrZOZLLd3vk5PE5tDII0ZiKoXZV2jJq8dmha32SDrFaKCTAUXI5ITWQopQK+R98OeN7s7Dnpg1EjSbFInNTtHTttkjtioP1tm/S4bVpfS12wO540mp6XJ+X6bDd4E9AoOx4ixfZraoONr4dNxMn6zBpi4qqyJs74I7Fk5B42v9FQHSUwoUlYNq6eXtC8uWV+sWQVv0s+SatVHoQyANWox2qKSh9eE4Y42HWnyCGr7qc5IWxyASZzb53kynQkGWpjixeGr0YyqjJUC7jADruLwPhCaxpxDM5FFySpoidXpfjgtcc4atMLEQkWRsYy5q9+1OosxaOeaYVOzgVZkOa9cMwVm1t38LCtONTdlSiloSsQYwWsd2mNqp0Xr/WYOZOuz4gSlzfObjTjhFps8B7d2neY5PLLUJWTGn6pzX2aLl3lNFptip0IaR4b9npTSKdtedfi2MQVY5whtQ+haW0/e1zEBJ0d99un/7+O7y1wss0edSS1rjT604oVz48aclp2Sg7pN7IvZsNsv1k3q7AKN45xr9CdVbVWQfFJQdUVoSo1CnDKmDD4zCeTW49yGl3/vD3h+dcn07hWv//Fb7r/6M1qUTZWXb2hYs6HVBucdTQg4J8Q02GjDEsklEXM0XreD6KxYOq42TN0NzfqCj//gH/DRT/4uru0IVze49QXjcc/tw2vu379h//4dx7Enk4nAQU6Lfh5q1qCsVGkEQtNxdXFN16zoug3iWxQ7r34cGMee/XhgNx4+CGct+jL211DgoTimLOhuQr96i9w98vkf/z5/8p/+AevLLW/+x7/km//vn6HHkRA2PAlbAnDVKi8/uuAYI8PbO/phR8ge0pYQO3zJaDLJaEoi5AmvyaKhYEm+cw3et1B19iXY1+I7cPa1+gA+4JqG9skT3M0VGjP+/Y4w9Li4JvvM1CkPDPzy/jV/8eYL1CdKO6LOhrXnXJtMv7UbZgi8FLXpcULtYq7rbo6hpMbDcv5vO+repmC1LQocpXAvmakUdmWkLxEvjjYnmpytJ6N2iiNaC6YOpE6hE49KwTsrfocqxKdYnekoGRXl2c2Kmx9/zPrlNaurGzZdi3iHo0dkQHSC8hbyLUwZbkf0MeG+eWD18Gsuhjv66YjTXBlYp6JzW51CoEqd1/g6Z2UsNsO78x4XjLk1amGXDALsCLTOo94TuhWr1YaSIyPZtM7yyBiH2vVvsEzOxajhzi3MzTlX87ODVvDe0YnBUQOOCXOWKycEB0EcK3EmywHkOiGwVL2opW6iGc0m6Gd1BSFNI3E4or6xDCEEHBZAoTb7O3izBc5ZbmuzymuDG4L3gaZtEefI2ZzMXA8qpdQ15vA1i7Wkr9rMpQbCktpqVnIZERcpKRJjRLxnv+rYvXuPb4JNdrvY4pvA5vqKy6c3hCbgu5UVss/qIvNxvhXk7Hu/WYv424/fOVOwKnylgqlCnRQFs35IjcDO9t6ciunZ13P6OkNC8/eq72CO46TCNct1Kae5uzPHX00XvdSpZ+snTwi50Afl3aolpsmUlNRofw4l0BKoQ2EcFfOrLfulKonWbsUkYp30TsghoO0KVlvWzz7i5rMfmR6+hBqFjPRjZH840vdDhb4skxmlFunUPs+aKob2WgrdNB1t0+J9s1x31jqgPEdiTsScgIKTOUqaYTwlAoMKg0KJmXwYrGszOJ598oSLJ5fs/qph7Hek/ZHYKnTGvGhXyroNFF8QX8hEshYoCVe8vU6K1ginBVfy8lBcZY2Jc1WIzLBlCU39ukVcZ9fUNhAaXNPgug5pmyoGaptZSiZjA18mzezGnvv+gG+UxmXEm8Gx9WR4628s9bqWypx96wyL8KED+dbnJYOYk1GtMhYCSQqTUwKOiULSYudZ5RNclUL5wMlU+NSJMLOM5kzkRIE32Wxbxwqtp71c0V1t6FYtjZ97ezLKCAxIeYD83jqV+yPsRzgc8NOekEZ81baajcZJMWAGWs4+14BrvqfFGwqgWCYe1ZxCg9F81Tmc9/hg/QZ+7k2oYzFnTtiiNkotSnOej7E884XyWfdH4pQpWLYgeLGALlR0Qpy9VilKXCLQuqdql7oU0yYqpZBTMnszwzgCNt/bMlwzM/N9tkBX5nne8/Oq2mBayROn8r2e3dy5z8pQkw+Xm87RikX2tfeIYjYM5ypxI+GCpxvXlFLwTSA0gXy5NRQmnGzu+Uuff/nbHcKHf/K3Hf+LtI+Wxg44K65QpYTn7387KYfF/uuMF9ZMo9i83JxrOiTOHticGIrphszdC3q+2Gcp4qw20xshS8voN/TNBbvtcx6vPyWkkRR33OWBlsKVjHRkGhxrbQjFkTURxRb+KI6jBIoI7eU125snSGgp2yeUzQ1htSW0HVN/NBZNaE1QrD+wv3vHu9dfMR3uOI6jQUXzxl/MuN2g1jdch4bOeS5XF6xWa9rQgRNj3GjhoX/k/vGBKQ7s48BUb76b77/IAhCMIhxCoA9QwlxUE+76nldv3rLpD7x+c8v793vSrueiFdZNQb3j/gr6bYULVkpz09BFzyUdN25NmyJdmvC5mhkxgzjnkIhJFsWqCWTU3bN03pVqKA1i9K7QxEioTKZp6pmmI8NOePurv+Kwf8tf3X/B/XHHpIVQionvFa3yKObQWZzjBwt2Sd+B6h2qp5jhoQrbLL9fzv7k7OVmHrp1Zlv6DjYbIWO6OyYKOUu0zBCqx3mDQJ2z6X6Kpw2WMRSFWKzAmxQmLda7EHt2hzvyPjPlwKQFcR6Je4gHpEw002t8fAfHRP7lgfJm4PC25/bVLbd3j7w/TBxjsuFQqrUJrQZimNFSjAqqmH5Yqj/PS2Zxgo8cjk7McCJCSolpmsg5MiUzZFOcGKaBKQ0mpb0ASVURQexaZxbYTF4ENdyfyaS6tdCI3e/GiclHiCDe6PAGPdUnrp5GK4xThJKNGWUKBVZr0aKLU3A5IZqgOOuRECpjb5YFF3LN4Jxz1seAQxMw2jnlXGc217Vk8+vnQHem2Z9M87KUZoREzgNko0dLLssa1XGiJGdrAoOV95Xh5UOg2W5oNxvEe5quI3TdyQ4szte0o77tFHy34t91/A7so/ogZ2+s8/VZWr6kUebwavGHGumf0oYltZ8XasloSmg0umZBljR7ZnSBDbgw6mrlGSs1zbPu4JQLORp2GWVFbJXjauT25nPefvQzGB755vbnMPasJHHjMmsnrNXztLR04nCalshl7zz36ik+8PLZ59z8+A9oujX+4gK/vTBcr9ty3D3gnGfVrWmalrK/5/arX/LF3/wZJY+k2qxmRep5IGGNghA27YqXmxs2vuHZ5VMuLq4JPjA4Rx97xhR5/fCGr29fk0pkjEcmSiV1yZlTsExh7xz3bcOh8ZTWJtQhwjePe/7qb37Jat3y1c+/5Msvb8n7kRJ6xrCH4Hj4yLNTT/Qg28LquuNibHjutnwatrhxwI9HJGbsiuxDxVPEosQpCw+xkFRpSqGjVPZxRkjgHJ6Ac2qd5+NI6JU0TgzHHf3xkTfjPf/97gt+3Si3euCbcstAMumFyfosjM9eVU/nOHiOTGvQUZjzUzM+JWllyS3J6aK99UFIfXbMRU4EXBB8GywydoWUBhIKdaKezmFM3RuuSm07HF4CTjziClECXpUpF2LKFu2WzEEyUYWH4YHb919zCA90F3es0pe2z3Y9cujxObLt37MeH9F9ZPzXj8RfHbl/iPz6r3d89XrgGJX7odArFjXXe6GwMHaKKlPJtc+nMKkZrICjUU9CGUvhmCNePJtGjFnkhDFGjn1PyTZ4KOfJWGLHPWPsEU0mdyIWBUuNzoPMoGcdyWm4MOgItU+hFWf0VIHWC96bjRGv4ExVwHhItZBdSa65QE620nzTItIg4k01eYpoLviuxae2EkIKTq3RL2aFmgHMbEnvPa20OPVIjkxxMIvmjDgAlj2IrxRqwTr7har3dpYjLGhJXYBQHYs5WpeMPaXZBnmJCKUfiEcTFRzuH9i9vbVGu8sL2ostvmm4fPqEiyc31YF5g690XvC/6RSa/zWdgv4tn0+eiWUznjzU35Lazxu3FhiM+1+YJS/qK58uZTZ8TqjiMcseXoyAGoaMExKeJA3Rt8T2gri+pmghuYasYvo+FGKFnlbqsNnKhVYs24g4oncUH9BuS7N9Srve0GzXhO3aoiV1JvHgrHilQJ5Gxv7A8bADNRYKsBTPCrNDsMOLZxVa1qGjCy0hNNbVrUoq2RRL48hhOprz01QjLUup54xs/pwFonNM3lFmJhRwnCK73YFpGjkeBsYxkcfEMUX23iGNY5gCU/QmvbBy+M7hcbRNYBWCtbcuYXT9kBPFc5ZOiFqVZEudsVHm7VD/phqCothzTzZn2iS9E0OJvJ/2fKMTuxAZ1hPZmwHRoh9sOlt+jspDrQvvW+mynr51vj5l/vm3F/nZIWe/8oHMMjNLJldj4s5NQD03Y6lIhY3m3/LOGsBczSioDaEzFDqlyDD00IM2BbpkzmnocccBnxJt/0g77NDHSLzbMd0eGHeZw75n30eGDDGbIoCZIT27ptNVzV0uszw99TnOzzKr1QcWrGBh7VijlqnxZmNR5UxKNuTJk5d+lRlimbv2FRZW0gyhLrPe6153UMkKFmTOzlzd+XqvgecswZNlsSEnKMiiUC3Fit11PoJBZm6+KutjmLHGedOI1HpBXUR1HaN+CciYz0VOgNLyv9k21sB2dgzni80i+hr9Sj1HTr+v9Z6UYs274v0iiRPahtVmXW1QJeuqn6PuE9PzdGbf6fjuTkFPEdcMH9X3PjkEXS6zgj9Uyd75NcpC1UqVajozBObj1JxiuKWhA6UWtC3ayJa949QGkWsOdbpUQV1B8LjQ0W4uefL5Tyk4pvs33OcdfZ4oZWKX9hzLxF6VHYZVbkPLk80lrfM0l0/43s0LfLPi+uYFobIA0uFI2u1QlFTEohMKr/LIqIm7x/e8eXjNUQfLngCsDFxZIJyKfSJsQsfN6oqLpmPVrOz3VDkMR95PPUOceBj3HMp4mpaGGZOGuVAIc0909J6yCugqMLjC43AkTUp+JaiHVduw2gvf//gnuCeFME6kYSK7wt008v7xSAkQNZCKY5gK4zQypgZJyah+alfjq8NPmJR0RnGrNReXNxSxztaZ/ui0wRHsuTZtnV8BUjI6WR1hte1w7TXrqSc/PDKMPZNmtK3KvBi1VAXDmP15uH/KRKlwmp9TemWhOVc/dhZ6nBv90yo8BSRKnapofBc16CDnREqTSUVMQpqEPI1QSq2rCN576z/AiqZurj2oLl/7uq59EXx2pCI8/nrP3/y3X+CvWy4+33D5wwucF9pdptnZ7OT+4Z7Nbk8+JB6+PHB4O/B4LLzqE7epEAsM6moAZM/BVehCnBgkIkKq11/czPRz4EPtKzFqbKwsplTyIs090zMzhSlPpDgRUzRGXHUrKrpoclnT3Jzhz4XYkyNCZgfJ6X57i8TdnBqG6hTEGZwm/gNSi8uzzXD4psEEt2rwMAcFpdikRLUi8hxgnWQmBBHLrgs22dHVLns/MypFz853DmZnQ2m/49yJBTfTjE9rrIZHpU7lQ2v2Wv+mdsJrESj2hFzJpuvkzFnkZBMZS8qMh2MNViz4UDAm52xX54gR+L2PPuLfdfzuTgFOBl9ZNFJO8eLsIMQ2ULYP5hxAtA69GZmiiZI1NaJcCs4YC8D5YEavFnyLFqO+BdvoLuUagvs6VD0TgimvhaaBC8+Ln/0Rl9/7EYfXX5B3r4n9gTTtuXvsa0ewWPepCC+ajh9e3rBt13z/89/jpz/7Y1brDWUcyf2ApsR0e8d0e4vmQswW2R3jyM8fvuTV4ZYhj7w5PLArvWUOMwVOzzp9MRWXFsdFs+bF5imX7Rq8OY9UCg/HPa8e3jGkyG1/z2M+1mY3c5pOoJPTA5y31xggbwO6bTkOR77eP9Lniff7A+++vmflG/7+kx/yxz/4e6wk8PbtG96+fUOfR96Ob/hyekQDtKUh5IZNTPTDmiE2uDQSijkGL8V6Pupzn7QYxXaz5frZ95Gwokw9ZThAUYJ6Gurc7q6BNiCi+Dyiw4R4x+Z6w6a94t3+nrz/ksO4Z1C70JkNlOoaaj0oFoVb5ml3QWTO/qUalqoxNRWq+vsH0glGs2TZPHNiISyBK97V10Wtmx0h54kpjkQtxBHiQBUGzItMg/eeEIK142Qrerr64SmLcCOqNFnwMeAK3P7FI3/z5j1lDU//wRVP/8Mrms6z2XvWO4efMhdvHtnc7olD5tU3E/fvI4eofLlX7iOoznRxoeEkHImrPQG1phC1wkrS4MSctvgGDQEtmSRW6yiYlEzMkeT8UhvIJTPGkWnsmfK4OIWZmosYK24eVCTUvhHOnLNg9RhXLGhwRtcVL/ggSGMdxqWhamh5G0/rbO6Jr1lDyYGcDQ0I3lcnV4u+9X01J3Kcqjin3R07iXkY9kwG8AavJeuZMTgrmGMQIxMYD2RmRs52kprpWDah1UbWZhST0RGxQLcY3d06uHWpz85oySkDBxe9ieeJEPsR/A5xjsPdvU11k5nybyfzwcjbKrkB8Hv/0X/477T13519xHzRH5SczyCc8985pStzMwpQIwfLHkoVYjN3YY8H/TbUNLOTvnUS52HefBPmj6KndN4FmtUWFUfc3yNth7qAiifXKKmIkCtbJoXGmEXdCr/esrq4Yr3eMuojuR+sqD1NxL6npEwqNmhljD2H/QOP+/eMJTHmkTleMp6QzKzqOeGtgmye4BqaYB9JZphJbSpXnBjyZJuRqgjqTTMIahNPfdHZZRes9FKc2MAczYw505TIIQ5klylXwqbbsPEtj90e13Smn1Qa0FBTP2cZXtW4yXWSzEmlti5ZsWecseEnzgkuNEjTWpTjAlDwWG+CiFTmR31u2NAfcadCrlv0tObOIV8ZZ3q2+U4x/vmmrMHwB8tk+cdynzjDj8xwyvnv1eyX6mBmuOJMlrOutUzBWxd+pgpF6rff8pSBzI6rvkFFRJjRZ6mQW+ozR+3JHbT3gXYXaKKHQ4MMDX7M+H1EHyPTmNn3iccp0ycYCkwLamPvs2gNnVCR5TqrEAdz8XlmSyn2dxbLzrMRT/v/XHuolGKS03oqZ3NaIR/eYT09Awswl1M5/W2NwqXepLl2IBU+qkVLFlbiDOPo3AMzz0twJyKMzObCsj307GtkuVcLc4xvoSPy4aI5ZZVn0MzZhel8Keff//AlTs+ovuAp8NbqHE4ZhmZZhEBt7dW9hJKyZRNFq9SIqrEoq+rtudjedzm+e6Ywex2dueHVAOmcopx/qptXqwZ5rqPtqvcqpZBGk34WpHKOTywaRCo9rjIVpEY31FaXOrvZO0GDUAK2YevEq6hqCpEloToRyoTmgf3wyLvje3yJrMKKlfNst1e8eP6S1WrDzXrLy6sb1k3L9cU1+vjIuD+wf/+W3bvXpGlk//4dh7tbcimMqvaRI++HR445kmpUJWI1BpVaBpU5WFDa1YaPL59x0XY8uXqOv75CQ8sw9uyGA1OKvI0HXsU9Y048uMKhC7gmsH3xlNX1JTpG4ps7psdjXVNG3T2ocjdEDgLHAs16y3a1ppOAcw3iGrpNx2UbuPANcvOcS78honxv/Xd5XEHUiYf0hn2648rBSsS4+llpMZkFqGJ+KPtSuE2ZUYXVcc/24T2+WdEgtM4yAskTUnoUpe+Vobd1ummFdVPT5PvRmrjGPWsyN+uGYxBG5yrXPlt/Bwa9JKxDvJRMToZJO2fwg0XFLMUbH6RuvNqBqycWi5RqlqrQ43mNUOcQ10DuOkNErL4zTcbHT6BFbMpayZRsViGmBOLwAo06vLOmsbm64BSCVLhJFJVErtFnU9ttH+4m7n+xw688HzdrPgogpfBmH4m3EzEqu6FwVIv6j1hdiWrItD4vJ77OM3IW5avWC2sQhNZ1tL6zvefgKIlJswUj1aoF52yKncAUBw4IKY1MZSTpRJFkBAIRk2dXi14T59BRFeHD5qF4LFD0xXoWRBRHwpVivQvF2cwIPPgGGoN2sgRyrT3k+hoGfdkDWzUNN23HJIJ6pXeQKzw0mywszjHoReY6hFvqQOcWTRCzO8UyGMGyEK2vw9lvzxBQrhq0WtfWKUww21iZsBWN0rqPsfNYIC+tp6pIqXMb1Dy9Sv2dlE+Opv6N1jGzWl/0t1V2/7bjuzuFfHKDiw4SutQJ5hu7/H4dajEXorQU4jiRJxOnyjFTUsaJkLxbMDgntmQWtE2AWu23jVTwVYVEHZQAGqRmITYCccqOIQuSE22ZCDpB7nnsH3hzuOXCBS67DZch8MmLT/mjn/0JT6+fsW4Dl+uO4IR06En394xTZPf6S959/UumaeB+/8DD4Z6khQNKL8a02ZVEX5JFV2KbcN6UpT6seXO1qw0vX3zKs/UFT7dX+Osb1Dn6+5HbXc8QR16Ne74ed0yaGVph7Bqa7YrLH75k+/2XpMcD/ThwfHy0+yJGedwXeN9HHkpGWk+7vaD1xuZwdQ5vt11x2TbchJbr5hJ90kFo8M9f4p5+RB8P/PmX/5wv3v4lHQMreU/KB6v/qDHLZoptAXZaeBMjx6JsjzuueUfjV1yut3Sba2OPlB7RR0rJ9GPkfkrWBX25xbk15EwZDpRpJBLZkHm2aWkEds7Ze6mYEVYLfhrN1j9QMilaoTDUfpK5iVq8bQongvPWxZpjnfMtsmQcSo0Sa81iCd8XpyCLUygi5Jxt6pgWchKjQ5Zoo1Sz4cwx2iS34GqDpPdIESSbtpIDGnF4KXhXUDESgUimwdLGN7cTr/5qxK0c8WOlfREoufBqP/Hu7VS1n870buaIupzqfQ2Cl0CgDsdSEwFU9agaK8pLxzoYgWInI3tGJjITls0jppTchkAQYZp69tNE0UTMA6WSWq2Hyc6lzB2a87lhBnwWEw9oFfkGX1jkL5xGxCmBQJMb63dRQXyHNO1CZiiYMXW1pmTZtz30dbfi2XpbJ9BN3JdxCdDmTTmrwYLxmVytqZgMyblTEMtUi1T9rEozrkN5ZtbbkpGoNeFapH72Mku6al5b0BoksNync2qpKEg5SZBort3gpdQgEEpKp0zprPg9Z/WWOPwGYft/9vgd4KPzxPDb3+XDtEhPmcIMH9mYu/p5rozPhlJPOeWyOb/1fgYj6YJDihrUgsyNMXNaOBezMfxwGpHxSImjYYPe04SGVduxDh2bbsPFasvF+oIuOFaNt1Z6epN5GEfiODAOPdNkHZtD7R8YpNDXyCdqIaNVl4WFRaBn17Hcq5r5iPdkgaEkogrHHDlmk7EYSmTUTNRC8p7SCKXxsAqwbtApUIKQZ248BlMlhSkXpqh4f+pahSp8ZlSJpTHIO4eoZRFNs6HpLgniuHBrNrQ0FIK6M4ymXk/VbrLubGtwiqqmKJoTjmgDZ2p0Q7GmwFIySTNJC55T8yFqbf8lRnCJxkMnzvjq51loXWcnhORsRS73nCWFl7OfLXFaDTTO4ae5JrhAK9/+mF+3wplKLZRqLTTO96ieqZ4ta12y6plxV19UZthGzmyGPbe29UgA5xKqmVyk0qAboBDFcSzWWAdaoZM6h2B5rWrQxKRpgniCUxpvG19zg2ZnnbdiRtGuTergp7NCcL0Ji7al1qE7OkuYLwDTsupn+Gh2BjNMVJavTz+f8xYUvGo19idWG3WIj/UenGM3Bc2zW680pYV1JB8a5bN18+1jvl3nsNC3Y2utONIHa07P1qCwwGT2mPXDNzwlCUumIGevg/zme37w/udGktNrz70b8wVofZNz+Ot38Qq/Q59Cwt53xh5t4S+9kfPCVuMLl2TDyuM4MY2jKaDGRKlpvlA5vvU159f23rpri9auxFqAOT1V63pVFFxAvUe9I5GZYo9zEcaInxKpP3L7659zfPuKtH/g84trXv7+H7FxDR+1W7au5ebqhqv1JZ0L+JzJuyNZM8e7e+7fvWMaR9493PG63zHFkcc08Cg2GP0oylCdwsBJvfXEB4KZjSBL+AlDzLw5PNCnka8eb5HXBons+yO7fkfMiTf9ntuSKB7CVYt/ukI2gePVBKsdaThyWGWGtTMqXrJs7n5M3BF5cEozNKxixgeHbwLTqiX5wBgjWRNFI+6YoN+hrqW4FSW3SOq5eph4ufe4wbGZhC5bNFdQohQmLew1ETWzL+YcByx6j7mqih4zaTrYkysHJO9REYZ2Q7ncgnP0wVdZgipiVqyF6knTMvpAkMxrJvZiBdqgM9yAiVA6IbhAWBv7QGd6M7ZZ67LlvGvBeU8wZbVlBKdgYolSH1NF4ywTsa2F1My0iHU3jy7RFoj4pb5TxFGcyabgW5y3OWJjKkRKHSspFO8rhRITlxTFNYmA49lHT/je9z9CV4GLq0ea60dkJfzox5/ykx+9ZDxE3ryF/ss9ZSq4XnGTMZhC9ji1NMcFYxituzVPrm7YNi03q45PLre03nN/u+fdqwfSVFgFjwbr+8gJpmzaTmgdbVPrHdTGxQJkKaimE2ymiVzsKsvc7T3rli2WRJf9X4fxWW8CYmw6gUa8BQzS0IUO365wbQPdGtd1OB9YhxXivMmuTIP1OxVP0oCqsI+Z27hjBHatMjZWZ5snqzmxTkWzozO8M+f1tQZ6VrfKeWlERkQI2Si3pQa8gPUK+FkY/EQJPaeWGnNKzkoJZ7jPXBOlUlO/lWUtd1B1scfnv3Cyk98KRudJcN/x+B3YR5W6gVuqb+d8Z3MI1f8XJSUrJk9TZBzMKWhWqIM5vPcVu1tiAQSp+iPeugrn/HcOrOaLneUVnDmEEjxJE1MaDO8eesLQEx8fuf3Fn/Hm53/NNjh+cnnN82fP6VzDE7emcw1t07BebQguoGMkH4+UOHG8e+D+9pZxHHj3eMeb4yNTjuw0spdMEmVQZazR1IQJmpmuDLX+cXLqdnV2IWNKvD0+sJuO7IYDt/sHUs6kKrJWgL4UejW8+erSs33ZwTrQX0ambk/uBvouE1dCiUJMULLykDN3ceSewqptKFOm8R5Zt7gMqVGGmGzwSXHQj7jb0UYWypac1kieuLqPuIOD0eGimB58NucVpTBqZl8SY8nsitKrOYVWizmFosTxwD7NIFNEJYL3hNUF/vIaBfqUmLLR7dqc8MXS4SeuwQVHYaJlQsiGM1cpCZdrv4BCaDyhsc04TYlpimZ4ynkmYUVto8Rap2rJhVgmshajuJ4CeMONxSiLue4n79TgSjE8fCIzipC0TjlTDBDxjeG9vkF8A3V2cskJnFCsXZcyy/wWg4xcI3gHTz96yvf+7s/wFyu69SvYfAMr4Ud/8AN+/Hd+xOFx4E//7Xv6i68ofSb0GT+p1SGyx2moFE6Ttl9frHny0TOu1hueX1/x+ccfsWoafvU3X/L6vreaQHDmFICUhZiLUVFLhVZwFvjWbnUTYrRgscw9JpqIVagxU0hSlhpCOs+uqiheUBaq7BrHSiyrXSG0mHNdh5am7fBti+vWSLfCNx2rzQ0htOSxZzrs0BRJGaZkQel+HLjtB0aU3UXD5FuKOGTWpsKZU3Dm7M0xFGbszRCMUzA6F9QBxDmatv0NpxDkBDr9RiG+dis7p4vTZoF7znsKZmLOrOZwssHzl+fveZ4BnNv9haAzKwX/z+YgHx6/s8zF0iE6//8cz5zTvXK6EWWW1Z2ZRfV/p6/nf+niaGZ+75xmLW91fsEKc5OL1wJxIvcHVCHtHsnHPePhgIuRlQtsnGcTWrZNRyueThpasZTaVfBfC9bCngsxRWP/xJEhR8aSmTQzVfR0nlo100R9ndzkxbEKgeBsbnOKySQ4VIm5Ft60MCXr3hxjZEimaZTRupFgwobvOAfJKdlbDwaSKGpnkV0he4tixno+I8aIKtgw+ZRtgblU8KlYdJdnmeNaEyrJuhxyMu2hXHBZCdURLFmOzIzzWmzVWdjPKHxG73RLfbfAAi2YCmc5FfO8wQClhmBatEIMavcToRVHgyOI3VdELBJXxbkKUCgnNVQRQgh4H+rPTnBiKRXmkNMmXzBXTujYaS0vi81eS07AyAyW5HpNWiNOrcVKk7Q4y6jPMt3Te+nC5JmP+bdyKUwx4acIa+haD52j6xrarmHqMs2qpVm1pJJMwl7LB9cy71V7LxsMZRz9TIw2gyMWoxFnxyKRLdhaTVoW7a/T2S/tYsu9P79nfLBd5xnQs56RXesyi1xPMbnHlFDzXBDxwe5haPFNZ+y4prHehGWA12wg5vtqdci5ZyaqMlGY6nvOz2+5L8z3rIA6iuZFrcHN6SKKFRHq86pG6NxBnEfzM/a/CNXN9+LbcI/qYgdn2zb/4gf3kjlcnv81Q0On3/3A1M9eZMbjPvj+d8ePfodMwW6CzSypJMs65IQKI83CWnGKTONkmUKMxGRZRuMDYZ5Zq2Yq3IJxu6qrMl+HcaDTrG20pGDBJnIBjRjk4KaCvvqCw6vX5Gnim69/zbs3r1j7lp9efY8//PEf0WrhukysNeG00KSM02iRpzOZ6jQW+sEUEN/1e744vOU4HrgdH3lXBqN3csoO7F47mqbh6sUzNteXdG3Ds6tLtusV02Hg4dU7xv2R+3Hky/2OQ0yEPPLQC4M4jmkklkxSZcLkzjLKEIQhCNIKxU1MWXHJ0Y4Toe/QMTHJQGoLg8J7CscCBwq9GOODUtBxslGPOdPmQmka4vMRa88sZIlkN+DItJppKqe+idCMQHR4aZBmZbBJaq2BLsGUhSFDkYZNYwynS9+xCR0BZxx3jK7Yl8yxBjdXoaFZbepaGdEUkWKNT95ZZL6WgNeGx8ZxvVIOIaFSGSji6Icju8OOXAX0xinhvePlxy/45OXHOOfo+55xGMg5czweGYeRlAuHcWIcUw1eQIszaCiZfIihCVLRPgVfA0hswFQSGJjYaQ8lkMThmxXeCR0da2/OrfGWNWp1gkWERGZIJv+9CMI5219iaom8e33L6/yn6DoQ/jBw/WmgvWq53DTWXd51PHnxlE9/9H3Gh4H9/i3D3aPJZaj1Q0iu8aEow97xwFty80j/7j33r9/hnefxcORRIrmDzsHaUiv2JbKPo9V+agQ7s3NcCMxzkXMp1eBZ4RW1fgdVZ01tauM8JyyLLBhJINVNboVmk77AB7xvaX2gW19z2W1o25bLp1dsN2vj9zeAFxyFNBzIHCmpkGKhFOGQMvcxMWnhVjJ3rRAFYrCxweoqu7GK4uU5i3VGZSVZkdl7k8eY+w2WQi5mn3JJ9EO/yF34EBY4fYngqw072eK51lAN/wz016CDM6dT5uLHWX3kQ7/yrXrEuZ2ef8nVYHu2m9/dJ/wvEMTT2cvaR5515EulR6lFx3EyJkaKiZStQaOp2DaK0VQr9rtEj+7EkZ5v8KJWWqM6Jw7nAgI0GmlLRHKGh/f0jweG44Ff/+Wf8vNf/g0vrp/zv/2P/2/8/c9+hksT5f4N2u/RPJHzjpInS+Wcbfw8Kf2YmWLibjjydf+ew7DnMQ3c61RVMY3/D2JFXLXB5U+fPeXZpx+zXa/47OPnPL265Hj3wCvx7N/e4Y87vhh39DkSirLrCxOOSdNSpJ4wGCYLDF7oW3MK2UUmnfDZsZom2sGjUUkuUtrCIcNbUR61qqRir5FzYaoihW0upv3TZNIYza05pUgiy4QRaJNh9hlChDCCZCHQ4EJrUum+rfouxVheCSQ0rMIF4ls2LrByDUGEUZRMRksmqmNXg4dVaNB2DSUTEXJ1CoWCl4KIpyPQ0XLpHBdruGgzrmlpug3iArf39zwceqYZ7C2RJnguL6/5yU9+RAiBh4dHHh93xClyf/fATnZMMbLvE2Nvgcqs0iuVxSOiJ7G1IucIgkWixRrBRo0cdcBrQ2JtQ92dp5WOlbfN6NUa/XSJfuc52ZkxR6Oquto/kHVulOXu9o6v3t1SOsfnn37Mj1efsrlo2a4amhBoW7h+esNH33tJvz6QfrVn0EdUa48LxsjxyWTtpqzsx0J2ngdxvBJvTJw2kFctNI4B5YgZy2NJHOYZ0zN0xIkcIUVr45UZs9lYmgHwNUvITCgJYaRw1FwzBllqNB7Bi1FYW+9Zh5bQtDTbJ2wvntC2DdubS7bbNUoilwElWr1yOtbxp56cbCBUn5X7HBlL4d4VHhuIAhIq1Fhti1TpipyNMaVOQB2aTASvCaU2zjpTSKgU1fk1csnkyRQE2rararFmtGYZbbMQp7rATGSYm8vm31iOCqMvM0Lmny/86FOPzvx633YL53mGVFaTKiZ58e/DKZwXg0/FjOVs7IRmDFfnH57Rq+TUPHP2qsvrzI0aojMs8JuptX2ulDEFlwsSJyQn9Hgg7x6sJjAcKWkiTSOHwwP3D+9wOeKOj8h4tPGR/Y6cRsSPSCzgGvphz+PxnimOPIxHjmniWBKjlkq/FPKchn7rARmH29MFxzo4Vo1Du8DFRYebNtzLhL+bB4/PbKFzdsfpttnPatORnCKIGbwotXZTrQoaDeNN9TWtY7oKn4l9NplwUys1wfsEPiGo8ecR0EKOpu+uFW5BTxCCzhlS5T1bc9P8Pm6BS+xh6emizgCI00/qc66SEVINqNHtbGiN08KqCTy7WVEuHKnAmE1K3NVmN+t8bwgu0DaBy6tLnjx5QtM0NE3LarVmHEamYeK4O5gEgrNOY+cc3WqFD8G0l8aDNf1AhcTOU3dAT3IJWa2LO+osoT1vaF02vnKCnXK9V8mZoZrqs5mRhDT/XTlJwZRUiMfM8d7EKo5PRvonA0OfGA8D09Guq+RZZrEye2aKZn1uc7DGDCtWjZ1y1lEbsWsBU0zNar8bmGGjM2okp+wB5tqOnGCTet0z+cSLtzkMgtUAve2DIEIQm5Vw6VdsfcsqtHTrlqYNNI2vEhen9T9vkNpLSSnmaIqKTTQshaFkRrE5KMlZP5OfKfNna3PeZ1bgpWZsJ8NtopxugZvmFTz/dTXjlFJwTupecAtycrJgZ0yguh1ULesspdJw3ZwVUHW9zuA6+duMegWQlmX6bdzodJ6/i1f4zk6hDavlNEp1dgvmJdiUssk6Okue29UhhOZs8bhlUhvmnI3FUDshhSp/LaazYq9epy3VoRo22L7FobjjHf7hNYwj6auvyF+/YphG9PGOrkRSf8+/+vP/njevf0HnHM/awNZ7pnHg8fGecewp4ojeJLLHNHGYjsSSuB8eedPfMxXD+qPDrqGceWGM/x5EuAyO561n23qeN8rTkEhXDTe//5IYn+K/fMWfP7zlYTgQVGwx63yFrsoCnApzkcJgMRgrhVCkSkYXi7ScwCbgsgOXSe8nIqauuK6bce0cV7W+MarS50LQjPQD+WFP7iJNKjTrFtGAxonjwx0lRoZ+x5R7pER8mRBNFApRhCye6D3ROyZ1NMHRVp0f20Klzo04GTi0Nvxgcxm0TGhOTNOBoX/EaSKXHq+R4Bs2EmhK4ZPPPuLFf/yHlB8+51dff8M//7M/5/b+gdBEunWDBMf15ZYn1xdsNmv+6E/+iH/4j/53rFYrcjRo4fHhkf/2v/p/8/D6DhXlYrMldCu2Fxd89vkPuHnylIf37/n5X/4FD3d3LHhzhuLLMrB9llMQhEGV9yUyqXKXJu7jiC8wpLFKI1T4yFmD38EpI4Uhw50Ghvo8fTTd/z5DjglKqRIoDTEJd7/o2f83r2gvWw6vPMN7GMfEr//lr/ny33xNOk7Exx7nbS5ALGbcG7DBTTWjDcVqM1EcGZvfFosy5Qia7LnUbvZ9ifRVyzRIQyuBRmwe9DRNNIJBvsEt9wMtpKV2VihekeDwDlbdiuerDS54NpcXbK6v8N7ThUAbAh5hlYVVth6YrXesqsP3bSbLUJ9HQbNSspCSo2Qh4unVFArelcIXU2+ZzsqzazzqHJtW2DRW5yFb/4DWa5i7pdV6YvGuqtmC9QI4QaVYliR+CWxnI19KIqbRAiMfQMJiGyxT4FTPmvctEKfIw8MD4zAQmsBqs1rqYU3bVdTkdI7fzhSW4yxIP6fAWnPmb6/7/LuO7+wUGt8AdRDIXKi0MzHnUNQcQ4V65rZ5XPgg4ponIehyQacJbiesTGpTyAyr1SElTvB4GgkW9U4T7vEB7Q+U198wfvFLG0CjmUAmT0d+8eW/5Yuv/5Jt2/H5k+c83Wzph4Hb9+/p+55IoSeRsIEuvUayKqNmjlWswtX5uiIQVEz5U0/PwomwDo7LxnMRHFdBufIFWs/NkxvUC/c6svnThsYJri7AudBm0dwJOywYWyPWqF/V/sYVu3MZ09d3q2AbOSWyj0SgpdL7BC6d50Vo6JzjIc8ChBnGCT30aFJ8CHRtA+qJQ2Qa9iaHHAdymaBEiiZEK81QrAM9iZCcffh5AztXy3O6FH91jiCq8xOtaoaa0BJJcWCajkhJqI4ETRAK0ox4EW62Kz75g59y8Uc/4l/8acdf/uqvuHsc8T7TtMZbv7q+4uWnH3F5seVHP/4hP/s7P2Oz2disawncvn3HX/2rf0vA1HDX3Qov8OTJU37045/wyaef8fWXX/LNV6+4v9tbPlRsCtpcyLbIf+5+Fqai7NTqErscOeaEL9bFHFOsWYzh0kmEHuWIMgjscAwFJJaavWEGNRXQjIgjSECzsHs9cuiPhHWgkQ1ds2KcEm9/8ZZ3v3qDxkLbK2E2NrWobzU+0/HxapRSr3Yu2TuyWgPYUOWbvUY8CVGl18xIocZBtcHOWUCiNi6SJlRK+UwZdwi5srUKxQnSmJjder3iydU1TdPy5MUznn38EaFpWLcdq6a1zHZIuClBybh0hDIYHKO5hhiVbpwVzZCzI2esOU1sPT6Wwts0cciRqWuZvAOvtF5wwQy95rwU5WfFZahDd6pRLSWjztXExKCmWXxrYQvNTkHrBMCahbhZpRW7J7OURs5z17GAgylN7HaP7Pc72q7jUi5pu9YGbDVhyc3O0RWRkzOyLSXLOc2JlH19gqKYncK/D/jIGB1m/J3aHMQixShdBdPj8QWttK9FIZBkG2rBXOzrBY5CKi31xG1g/slM8ZIZsgBfCiFPSC5M/YHp8Z4yHJjGI7Hy5vOcd9QHUhRSSfRxYD8K4zQy5JGxTERRRnJlLOQF35+HjszksFnMbkkIRWq7vpJKYegHjo97/NQwdmqD3IND1wENDl8i1xcdL55uyUMhHgopqQn8YU5iwnRrkhjcMA8BOWX/UvVxTum6OKMdUheliDE5WhE2znHjPSvnUC0c5tdJkV1/IORE6rrKOvdMeWDSBlVjONmzS2iOkCYoFsm6ojZbWmcnZGNFG5TWCZ0L1q3rnc2YUHNlogm8Z9WscMWZNASOVOdwOzyqBYcjq6fgyKmQdkfi3SNyGNgUx5WYTtSDZBA1iYQpIWNE9j1694gOkVQcuQj5/oHrpuP7L18y5sSjZnotXN08YXt1yepiy8XNNS9evkSBaeg5PLwnxQktxvG2deotknOey4sXvLz8iE3xbN5AfgeaCylZzamaGptb0ASaJ8/ZbjoasShyBGRKuOMIMXO8f8/0aiKPVYG0qm+WVEhjoUhmdzfw9utHYiwMjxMygSQqVfjUwTzPZAZbLyo2F9wBAyaJYX92YkZZvcSkEXKlZJ7CPlvnXmzoTeM9XduwanwV/rMO8iYFtDPV1OKF1FoH+Ha9YrturWm0cbTOhi+ZvHaqkFw9I8molAV8UXEnFo/YSM8sRgdOFA5FudORSeGxRCZX4aRZumIOPHOuQbp+UCeqWM+Hx0JqOd2FovNgnRrGLXFuqbI/Jodeiv8t/QKmCVbB39pFrTSNp+s6XHBM00jKEV0r3WpNEEx8sB9QVbxvPkRdFmv0YbfywpCqXy+Zwr8Pp7BaXQKYBs40WfG3ZIrUQt/ciqInCqqqMiWT1J29vlG29FR156zIPsMzsMgp2NelchyVNk1s+h1ME++/+SVf/PW/IQ1H3OGAy0eywpFg21GwzSXKlAfePr7jYe/NQUxDdSLQixnnJDDWCH5S60M4RbwZAVbYrFhBSWodpDpNvP7mNeweuVkFLt9taLctdAGuV7AKdOPEH/74Gd//7IovXu34N3/9lsf9eKIEYkXmI0ahiw2kIPgASRxJBVcElxySBFccLtgwb19ZGcUZTnvlPRvxfNo0/MFqzYV3fDUIxEgshenwyF998ysumoab6wueXF0hEjimgSHt8aXwlEcuXQ95oowP5L5HsKlYoHQ5c6VKo9CpcollZ+vQsV2vDEpq1vh2A84xBM/gHRnYp8IxF0ryROk4hA1SElO2/o4kLSvpCLri+Bi5+7e/4nh4pLy74/Ox4crf8KUfODo4usxqyPjbR9x+pPzVr0ndBVPT0O9HhsNAAv7OxTWf/Rf/J4458avjnrdTz3p7ycef/ZDLJ0/Z3Fyzvb7muD/w61/8gv/hn/z3PL59i3iHL0aFdGHNanXBtlvxs//N/57/4z/8T1irZ/rH/4rpv/szSj8yVUltY9oYZry+ueblf/qPuPq9H6FtS764ojQd9Efk7j06DPzqX/xL7v+f/yX9m5GJUqe6CdOQOeZMOST++l+/4de/2kGB8X6ke3TmOGo9QLUaRMzgUwvEEeEBJUhmh3KbTZVnrQ0XrsM7YYoZjQNoYSjRxC1EEC2L9PbaOS5Cw6pteHZzwdV2RWgC68sVTRuY8sRxOpBKtGCn0qvbEFi1Ld55unXD2kUDsNJooD/mUMucJ2u0TA0bnKvYfOuZeTYSuXNHhpJ4Ox35+fGefZ44euWhgewCvvU087S7nJmmwRRVvfWpLDHrmWOYYZp5VoTIXER35oKsdfqkfismc1/iHDCW+jczRdsgIOcM6SgKKUWbi0Dh6vqC7eWGY3/kze0bjkPP06fP2Fxu6ELD/nHHq29eM02RJ0+e8vz5RzShOdXumGtcpyrH/FVWPTVxln9PTqFp6sQeifisqGQWGqrUVLU5U0FV457PN1iljlGUcvJsS3Qri49YnpEo8zwr58y4I9DkRDce0WFgfLjl7ZuvmIYjHRaxKg6byOwXKAMx3vVuGGqxrZAqNBSBXgzfzyJEcUsz2qSWYZqcQY29RHCiZ00qIDnx+PBIs99TOs9uXHGzbWDVIHED64bQNXzv+QXPG0+flfTrd+ykUBwkb95+UOjn93Q2N0JmrZ25K7E6B9Q05V3jccGbUBsGZa2cZ+scT0Lgk6bhJnhSSrwVoQfS2PP6IfPYeCafKJ0gLrAvhWNJdKWwoedKJpQJTQNlPNaCumGzTVFWlRjQqbKp23fjhcuuJYRAu7mkvXiC+IbUNqS2JRblm7t7xocdUhyJwORawFFKrOyjQCKQaHB95vDNLVPu0X7kaQqs3YbeKRsZyECTCm4/IGOC17eUi69JztO/f+Txbo9fr/jkT/4Ol7/3Qw450d3fsj3uCKsNVy9e0G2v2FxecnVzQ07Ws/Ev/vn/xJgFnwXUelnErWjbC1brC17+8Pf5g3/0n7BSxxc/3/PVP/s5KRWm0VndBWWgWFfwpmPzs5/w4h/+fWS9xT/7CLfewH4Hb19Rjgf2/QH+8ZpILTpjgVWKhTEVEsrDbsekOxzCpWvYSmMZprfAwlg/84zkOaI0J9HXXorHkrkrkRHliTo2YoXYTKHkyRpPS+Jc/lrUpt21zrHynnUTuNisubrc0KxaLp9e0G06Up4Y4sbYOWoDoVSNyBBcLToHT5BsEfbMKjzZNduxc/MYWs+izkbwK5CGlAeOEjmgvMuZXw97HmNPWTfoqoXgWNV5yk4EipKKQXriG5yvctlzCC21LDzXC6qNcG5mD2mV5rEuaKQhYJIgNlvDmGzOCzm7xUYg/izDFMgzsSLinGO1WeGcI5aJQ3/g7uGOdmWUbxwMU8+723f0/YD3gZubp3U+B0vd45yOo2efZxh/Lpz/+2EfuVmm1tWbOMMaZ1UMmVO++r9q8G3YtVLczF6QWlKtErGzc8CYDHO/w/lg+mBPCx2PHO9vKcOR1O8J1Ru6+XyYOTJz3CFLeudrQddiXfv/TEVHOCueV5iFWgiXE00s1mXqMBwx10zxWAqtKE0Rjk44Bm+wTkmQlSEVDtExaaC9aPn89z/luk+83x159f6RMSVyhpzn5ig771wdkrWqA8UhxRmvWjOqEVUb0g4zbbIYXpwz+5TwqvQlk8VYSj2Fe830WdFpIPV7kMBjSuzzwFrhMiWuSkZiRHK0WQBgmZwYVzyIUJyjESWUZAyn5GyoQ7IRnbkqVw5jYPCBqEp/PDBNPTEnQnBsNmvQTFM8XhPrZsXV9jmX3RZ/09G5K3xqGScIxyNhUq6T5/N2TR9aLoBrUVbiuO4T/nZnUhZToe1W0HUMQE4jvRZyEELX4IIQ00gZ9iaFPk6UbLIgL148R1MmSya5CA4+evEpP/nsR1xfXPHRR9/DhxaNylEz78tILiNOjaqoIkjT4NqArFpk3dlH5xEXEe0p4x3p9gvy4wPp/g0lTXOsTAKS1PGtOhctT2y1okb3Ra3rmrpn5sE1M8V5Nh2oaVAdsQbMDFChoNZ7JsmMVe1oBnODOK5WGz7qLlj7hmerS560a7omsF7VwqhzUIppVqmp1orUHEWta9gaTCsMlQu1odkkbL4tBaGgxUNpUBxRa/0jJfb9jikq+xR5O/Ucc+J9GjlSGF0tGFeGnc/WIOprsdjVGkEuxZo0oQ4bqudSA9NzqX5Vy/asYKvMJ36a3jZHsqdIfanncD7VTeuzKaRsfVDO+zrG0yinIQTatiHU+d+qheBtb3jv6bp2GTRlgbPOpbrF/p4go/mj1EL3qQbyXY7vLohXC81S1ArIc89qXYwwy1xXg1ovwDlPU/VfSpGq6KjEYqwjwRrXqHKxTo3BIkVBMloU75SGgmhm9/CONz//U+Jhx3D7ik1Op2nBUmme8/QndWQNaPEElICjFXs4bilf2WGbSZaRmfOmzMwNN3YkLQxqUVfnPI0IA7YQD1npg/AyeFbrzgR68gBjps+eh9Izesflpy/5L/4Pf4LbbPhn/9Pf8P/6b/4nHu/3DFPEkhlzWJrMbVbVaqsj5ICPrTnLPKHaV3aDyWOkohxyREW4VeVLhHvnuC0Tg2SmULglcswFX4TNLrGe9hSE28FxPwpX4ghNxzY0tLmwnUa6UkdCQi24F9YeMyooq9TjGWnKgExH1Alxf09q31LE8aDKnRq2/aDCoxqjbL1esb55joiYkqsIl+sLfvDiBzy5eIL6QmoyZSiwe8f+7R3SR360bvnR5QUShDZOrKcRr8rzdz2r91/gmsD65QvkxXPiuuGdKzwMD2QnxE7YrLYkVfbHO+LufdXmsoiwWwX++I//HuPv/ZS7hwe+efOOnDP/4I//Ef/5f/Z/4emTJ3z09Bldd8UUD7wtE38R79HY86wUrlUgeLhsCZeB8PwG9+waeX6Nk4L4HVIK6f1fsf83/w3x1dcc//oL0nFvDWhOGERMOkUtAJCaPeQaTkVypZCe1qwx+WwvjAJ70dorUBhKqn0CJvmOmFHcdis6H7idjtzpkVIKGy2sCax8ww9evODvffSSVWh5srnmcrVBVGnUJpKJU5giKU+IU9pg9sHiFzNGDkMJUEz/bFH7VCNPVHpmygXE45orxG+IKuwTDEW5Owz8+evXvNvtGR0cAkxiEt/3Upgaq01KTla4LybM6EVYNw3SNjgR8jQZ/CpC0wRCsGjez7MX5HyWYSHnimzIDHubHW+K6amrztkDtScnIiK0zrL2WfGhqNqo2XEw4kBoUOdpxNk+2KwpZFarznK9ElmvW16+fE5Ohc36ksaHk/qCzNXOir3rbPvMNeRyKqiXPNcx/ld2CjJ3Ip+LzQPVK9SfVc84822RDzIFcZaKlupE5hRXqzdfJGmrw3GqqCgBocMEtXfDgcPdG8b9I+m4o6kR7CxcZrfkNOyjaFV+VAOjGuZx8/U96iWcF4YU+YAdNDsdrZ8TWtlfSnG2KQ9VWK0phb1zHEIAFw0fzZFeHXtJjN5xfdnykz/8nM2zJ3y1P+D/+Yp8HEilkFyqfQi2aWbt/4LpzVMckgNCrpnCxMyJnxdGLJkRoUd4jJHsHEcSSayIfqTQV350OyXaPJALvO2V277wxHlu15f03RotyrpUEqPWZag2Kaup0VWjlil4FVxJVpQWoUwDOpru/TFldtma1Y5NxxhapGlYhw3ddmPzMkKL94GL7RVPPv4ez66eE9NE3+9IaaKb9jQHoTkWLhrPk25D03qCDDTZotDuGAl9D01DePqcdrWmdA29KLdpAO/p2o6maSgxMh0H+mE03LUK9ITG8fLlR5AK3esNh0NiiolPXn7OH/wHf59nT5/hS8aXgjJwKJl3eYA8slLHFpOCd12DbDrcpkM2HbJegY5IOUAZKcMt8fUvGL/8FfH9HZqmGm1asToBRWfe+7yybaWW2kgJoFVLp4JOC615wrKISZW9GpliBhwEwAmtN1qoOhjUYJ9WQdRkqG+2Gz55esOq6bja3rBZba1p7Ggy5yYRHdGc8cEwe+++pbejlhWgJr2isdYWl6HNiqZESRlcg3VItxSFMWX6XHgYI1883PPl/R05eMZ1Q/aOFJSxq2wnUVxt1nSKESJEaJyjaFiMM8WkLHywnH/hCp1h9XZftTrhmtVY4oPq3MOzXFy9/zYuV3BnCgwsvR1FMzGZNldRayj11faEEOjalqbxhrioTZG82G4pRWnDqkp6z42VM4Nzfv0TzD1nGjODU6uMzHc9fgeV1NOLzqwXagFjbjqb6wEW1FpeY7BTjXSKLQShWGdyMTqV0wqJUBeI5kpNm2wOw+Mdx9dfU4ae3etXNvlsipDykpZqhatOzAvHDD4VLYuDsoKPLClsva/f+tDF0J40b86yivp7qV5TrjdSMaz9m/1omY9L+GZEfCKtAmMbKMExtkpaT5TNxPWnLb/3Rx/z5HbD11++54ufvyNO1Fery1OsfoCv8tc1uxLvcdLgmkIISmhsI5i+kmHau5xI6hiCUtrKs65zAUQgdI7VyiDB4FY8dR2XGa4OShlmJwiRqjNVz6tUB6R6atoSKlxX71nUwpQiCdjnzD4XJoS9wiFnc5b7QCixSii0OO957I9QHG8274weO/bknOh379nt7ojjkVWTkUePbz0MI6Xv68yOgkwZzTAeB6ZDz6gZ1ZbQdBSBccoMUyalTJoUTc70qcZCyTUbLgJ4mvWap8+fkXPh8urSxjJCjQ4zLsCzz1/w03/4d9DjwNM+cTUUpHH4mxWybbj43g3t6gjxGxiP6P0bdDiSvv41/f0Dw77n0E8cis3oGOrzy9RMVWpQoqe5Qcs6hcUJzHCsr0HZhCn3JpTsLXoXx4K1u7alNMEUW50wNys2oWHTNlbsHAa+vn1HGxou9kfWtRO9DAMaJ4IX1p0jBKu/pDpMaJbMXybU5VMPU05lofqauqyynzJ9TKgXRBI4I4HclcxRC3ceDts1iWyU2jaQvaO4gvpZjbUY3KPKJBiM5ISmlBo82r1xYus/Y53fZvTnynMdx1mDxnkuDMIyOZCiNsfAuToe1x6I1AY4I9tkUg3uYrLnlOrgm6b2I8wjMi1w9ngXyDGze3hkOB5xEgiuJfiqpTXbAz0Le5eAVk/3vAYGC7Q/w2Lf8fgdnELF01DEW7tVzqa7XsocF+gp6raqrBl/31CpEYbbFcHl2nGpDleCaYxogWJDeCRHQjxCjrz/+hd8+c//KcP9vTE29jvIGckTrZr5DDgaNYPpRSon3Sh4sZbNZsE6wwPN+8+b7PQhSyQ116FmnNeu/3QkVciWc0wIjQi7KTO+fuSvbw94X1itMiEo7dMV25s1zSpwc1EYbw6snge+9ycX/J9f/AfsdiP/5L/6C96+uSM9RjNMikXf3kETIHiKeLJaZiVtR2gCzZDp1sp6lfDJagolK4+l4NJEI4JvA2HTIkGW6WHqobsJ3NyY0Nqzjz/h5vlHtMfIzb/4mvTXt0hRRrFU2GFKnB4bLJSzwRmOWjuABV8SgX2OPORIVOVdVt4WK+w/iLDHZjuUwwOlYqvSeFNRFc+f+7+gdQ1Sig0s10KbJ1apJ2hmNV7gUiSEQJkm4jBAKaRimkzaNvTvH+mv3pMu15TPrunWl0w58/DwwP7YW5CXBYonTZlxl0lTNmfbmsDh+voJP7q+wXvPJ598TNuEOs3X5NealfB7/9HP+OgnLSVO6P0Duj+Yw/UN3nmai8D28j3S7+H2nvxnfwPv7hm+fsfDr75kf7vj9v7I2xS5x7SsRpVFZjtKHQ6DmgwJp2FwVvPKTDXe9VWWwuiaVqDWef04t9BJg/f4iw150xGdIz8KJUcohfXqgmfba1rg7eMDx/fv8OJYh4bON0Y5jxEpmYv1iu+9eM7Vdm0G2FejW1h00aZs4pLz7AlDnYWEI+OJRXk7RG7HRAmFogNKRxS4L8lqBgFuXzyhf3plGlK+rp+SURt9R44TeeqhZKJGRk3WNe49rs1452iDow2GHkS1IWBOapVRa+1B1IZkqdUfVEvtw6kz43Mh6WSG1tmaFanNfDWBiCURNVVRzIkUY/2dwKpb4by3WSZYhtL4lhIK0xj5+quvKFp4cv2Ujz/6lLZtcdh7zzYYncNUYa6olpxr0++MlswdE7I4oO9y/M7aR0snoMyxilb8fp4WYMfsmJaOxzp2cO5hmGenLv/NQ0qKmnPICckR8kQ87Hh884rj7TtaVVbFoBQr6s1mes4ODBpSZr549aByaid35cR2mv/yPEv4227ftxOwrHMqbq+XMUxf+siOicbDJitNgM02m8PxQgxK7hKli2yfBz5bPeF4jPz5v97aoHKZnefZzVx0oU4ZkHiPBMEFbGaCtya3OVKfUI5FCQIdHhccvnGL9Dle8OtAe9mwWrU8+/iSTz57hn8ckb98vxQsDT6rfSIzdLYUwOdsSpdekvm0oxaGnJiK0tePCRsZeai/N8WqhSMVh/c2pvI+23PyKKEykreiPPOFzkEOHjmscdUplHGsWWbliyNMw8TUj+TGo4oJnSnEVOiHCYcQtMHj0ARpUtJYkEZM5MwJTdtwse5om6Y2xM0JvF2pC8L1xzdsn31OSRPD3S3j44MNvCneGsfaTGh7SDvo36O3X6OvbsnvHhl3B8bjyDAmhqL0UKfM6ZJ1zXIi6ClLmIOYeU3OcwusLmcrOWI1BeEkCULw+KYxFksTKMHbnAFXN4QqwTu6riUUIwUcd484YO1NrkK04LJJmU9xy5OrLas2WBY+y0kUKMmKoWOKHOJoaIPaXlcgSjDRxAJ3Y+F2rFpnscruAw9kegrJwbDuDCKuBXgVQVNGp7g0thUmW5tFbLa4QKxCgapaBQrn16gQlphCqzgHWhZ1AZPQzswVXYNNsUi96rnB3KR7ZqepfQ3Z6PnTNBGnyRhHPti9936J3kXm5k9PnAaOxyMpRtbdBsCmTlYY8WSE9MMsAU4F5gUmrBnOWZ3kuxy/Q02hvmg5bQkzBrMFm0+wRtcLPKOnLENnzo9lEN7ZCQcfcC5ALuhkjmB8vOPw6tek4579V7/GD0e6kghaJzPVi649vyY7bb2+1oiGLCyjBQ4qmaxn3dILJFLVLJdXY2EYzb5Ylqs5fTYHZI5kAGbNoUxt6BKI4mkcFO/YNAXXZgY/ss8HfBIyDlkJQTO+Kybe5avwn9TZws6adtRJdQQNzoNrFNeAbyNdm1h3tRg5WtE/ChzFFnJC0ax4Sz8gVO2dLhAuO0LXUnxmSnt8irRSCDUqnMT6ZEN1ggGTsLbim5moyk0iFShiRe+HXLivG/JRzREYBViqGqxFa7FmmOYELc3P1QB6PT2XhBX9TbopMY4Rl+26VGe5bFujOSr7ux0PrqA3W8KPn7E6PMGhXLcOd70iJ2UcEilGomZSMcVazQ4dE0Qhl4BIJKbA+/u3fP31F2zWazbbhs22QaQwuZHJm1hb2jiQFaIOrx2NNggH9PiOdLgnv7tlevuG/PaWx7uJxz6zj8I+C0eghwob+YX5li0e4Lpr2IaWzjk+Wm141q6h8eSrLWWz4tgPfPnFG+7udjXDtfGlzs2YdllgWV8cd73g60zlfR7IG48n4J9uaJ9e4nLhcdpz2Be8Kpc41ouUgmVKMY90uwceqtRDI5XRo4LW6GTIiWOeqp6Sq2QTRwwrUlihPjA9+4hmc20Uza5lDIGkmZgn63uo9kMA553x9Z0jx0wUg5mza/DO5ldoHtDUG9vQO8bsTVZGsOy21hpC7SGQin17TH5kDjY9DnX1+3WNihODc0U4n8ZUciFrQhVijMQYmfWszIjKMojH5nIbVNX4wHa9ZdW0SxaXcuJie4kXX1UBCrNUhuocis+2yC3W8GR1q4VSLOP59+EUXNUeqoVuFqGLSvWa6aiAMTnqTc5qrKHFU1Tv5p0lut552tASfIOOiZSNE//4+gu++h/+Cfu3r3FDT7Pf0eZZdNfeKYtx+AvCpCZTYT0GxtzQintbr5yScyJV9oZFXVbSbpbC+JyeW0QR6q2c2UjzUTg5hHl4SKIWAfU0TarBcSmBzjmm4Nl2GVlFdr7nNr1nmka60LLermlCIawzvsEieqo8QRAkWGOaOKM5+nZtRb1O8K3QdhPbdSJvhInI/pgWNtZQL2KFEseMT4p09pqNc+RtQ/f8grYNlHbiON7SxEJDpmlWqCZ6salagZPDEwRf1WpRc24FYSi5whaF+5y5LYVJ4QF4wBqpDgK9M+hxquM5ASQXgxZRgp47WeuBaFWIVR9nnEYOh4HsA94Z9mpwb7HaQlbuvn7D11+P+KcXvPzhU65/8IzcevxF4HrVcRxGXr254zgeidmatlIppEkZJ2to3EyBmBpjWX3jkJhYr9Z88v2P+N4PPsYHOLgDvewgFJrGE64vEQItl3S6Rg9vmX75r0i3f8P0zR27X/yc6Zv3vD8E3u5adqPjXRTui/Bouw2nVr1JrpBDJnjh423Hj7Ydl23Lf/D8U3765CPCdk330+/RfPKML79+y//jv/xv+Ze7v67F0Eyse3amysZcmNSgjEM88u5whxOhbRzdkxYfAs2n16xfvqDEyO7wnq/eRbzCC/FciUddYcqJTKQdM+/fjXTO1eDKpqeJOoOEgUELB021+F37iMST1tfktRDWDZ98/yd89NM/JKuyf7yjP+6JOTL2B8ZpsB2vNomxbVo2mw0hNMQp0gejEpeSKHnEZsAfSeMBNJOJHLJBsmNRQip4EVZB6LwNNkKtNyg4m8o2Z2TGSqq2ogoizlCS6SI5tGoMx2Td3LkUjv2BfugRETZdR9e0iLPJko0PBmVXPaXQetZthyikHBlvnpBLofEm00IVgVRN1XzqYuOXAP0c616sWa0rFK302e92fHdKqlBhoPp2Op/QWZYwn6iw6IgwV+F1Tm/nl6vD1Cs7ydcmLckZUiT3R4a79xzfvaXVwiYn/Mn/La8xKwrONNQZ8jgBS3MBfHZl5+qFsiQ586juM4GAD+CkM7RpOU4gwqkgK/Wzq99rxV5hpA7LcYVIYswTbQpWlHMti6DSknjVno1F8nemn1lt5PQhiM82e9qbrs2cltrgFHseXi2NLmKyJPOiVyfQeKRxFIpRC/OsO2WF7YwQ67UmtXs1z7O3R2+NdVqvfaxY9qDKoNYdPiJMFdJLYp/NqVpjIVjvg+jpudVe16WQagNajMmWS7FpdeogWAOWUQTnAmYmjhNj3BMC6LHHjyNOGjoXkNZbo5EzoqcxzE0iJWlhKvZ1kMIUClo8x/7A4+6BOI1c9xtifkJxwqQTg04IiguO4BpsuGSHZ0UePWWayIc96WDDn8bDkWFoGVJgyI6xWBY1y1HMq67U/YSDVeu4WTdctx0vL7d8dn1Fc7ll+/ELuu99hGTlcr2yCWAzTVHPoVxdCB9gektjnSFxETqaJkBrc8DdpkEniI3Qi0GQk4PkjKgxSh1ooyaE2TBrGsz7yOEwDZ+BwsG6KhhxDNTaWJONhSOO5+st7slzg4FSJKdISY48jRRnlHaKVfycC4RgshlaHMEbHXTeD4u6b7b51pq1zq8odZqjUhw0CrnWOIqb1021raoLMcUQhVldYS6XGmxUztiYpdi6zLkQk82ScSKUpvnQ3nwLPjcxvTrLoXjEu6qgUNlGeoJrT5Zn/ko59Ul8+1AWOoL+5k//tuM7O4VpGoGaFk11KHvKzNpCTs4q3HKqQVjmU41MKUuzitUEDMqZOx+nfsfDN18xPtzSv37Neoj4mZIn5o2zE7LzRqfbXrK9vDKjcX/H4fGudkli0AYmYCecFutvu2+uprwnnFY+gI/OcdzzRMzZ2ywQ/UyNXWAlVY5TZsqFcFTu75XsHOt3Wx6+iZQxsZOBW8mkqfDu1UAcTSnWN0aZ82FuvKlNTPMaKIWUMDx0yvgYaWMkqLLqOoprOWjmtkykokyp0GvGuWJyGQgxZl6/2uOdsmocz9YNT9eBVS9s9o7r0oI6cumZqrLkWOsGvnpEX/E1qQvzqMpOC5MqB1UGFVLNEKzTt0JGZWYv2Z0UwOOZdVbd/FFfe77nudjrjSoc6jyGVXbgAk4U33jaVYfXwk2jpNEhvsW9es/jv/wLuOgoP3gGLy4NEukc8uyCoU+U0iMhQYI4mM7TNIy8P0w4lHgYiceJtm3Zp0dud2/BFd4+fsHt7iu6ruEPf/ZTfvzDz2x0p+xJRPr+ga9e3fHwizumuz27gzKmwEPyfJWUfS7c1SK8Ikxo7bdn6UtwInz8dMsffP85l23L84sVfqO4bkKG93CbkIe3+DwQGhO/I9cu+Dmk+ZZR0SrtImLRvNNEzMrb4x3be4FU6JuJ5vmaznmuL57wfH3BNE7cvnrL9Lg7af8vQeK8R8T6ljDnMbNPk3hGaSC0XH30Pa4++ynt+oKL64/Q6Ov4z4bgWtTbrJIUUjXkBs3grOuaYs1l6uo8t1IJuapWm2pmjYMGxxahIMVmd4hgMt5OEGeogz9DHsoinW4w7iwP72pxea6fzcxAOQ+UpNC2LVmzwUNtS1PrOKUoMRrbLhc1Cr5zNMV0pEqlj2qFTU9i5IZZzOZ/aUaTU7VgQbMwVtc8Ne70xL/b8Z2dwjAMAKSYGKfRpCtKIZfK7J+xNbAHJLLQVVM2Wper6Z8ZNQthFYEykZ2wP9zzzS/+mt03X9I+PnJxHGmyYxBhL84iEx+YmhaC5+LjT3n2ve+jKMef/xXT/pG8SAPazWlqSuuZvf7pLpk9k5rkGtujdmMsDxhqZCwzpfp0exdHoCcUbXYIBXOIaagjRR4Tm3cjQxSa9Za3v5gY7hqmaWAYCtOU+eaXe8ZeyUmQTggrU5l0vqqLzg5SC1qEOBnbJk2JMFoDV6MN6/UGvw68Ggfuj5ljTqYto7YZXBJ8EpyHNEVu3z7SBcdn1ys+uey4jIEXDzf4skV1Ihahz4Uk9W/EoizJJoqnAsVbwfmRwvtSGLXQKxwxRzDUTCFDhfrmBW5WyeEIGmiwjk7BBsR4Zu0Yu7lZLWvpFR6yceojDlwiOMd2vWK13QLw0dBw0a5IXnn45Wvu3r1Crtd0/Y9oxheEdcfNx0/YXm44HEZiVrSZkGEiRoWSOR73PNy+JcfI3fY97y7fE0Jg/XXD5i9aUo784ld/za+/+AU3Nxc0//f/Kz/4+AWlySQ34cWxO7zjr3/1hi/+7DWxjxwflDS17KLjdVL6WOm6Ss0qlSOJAgRVvCrBeT5/ec1/+Pe+x6ZpcNnjcsG7ETm8hvEtcvuIzz1NJ4RcM6c6gY2zfTGnvkWqQrFAIRPLRMjCF/vXjPre4KDWs/p0y6Zd8fzjz/j0yXOO93v248TuMJqxLzUYUoPvTDKiflCFJasRnSRwdB2uXfP5Zz/mp3//HxG6DYUtGj0lK05bmrAGPE0YrBGLbMQOzdUpTORkdFb19j1b4xXYDh7v1mYDQjDIBiVPR/I0IKKoKxRXza2zdc3iFFg6yQ3NEJrgbUIfslyPiGmQwcx6tEC3Y2UkEBFWbUsbGgQb0FOmebRANqkaZ/OxZ4j+ZPzPvzKjZeBL7UGo+0ZmiKvOLFedCbUnxujvgB59d6cw63vkkim1UWvWBfnwqCuufntpX1+iwvnylniFeXBMLokYjV7YTJFWoRVPFsP5RDAue7dCmkCzvWB1c40qtNstTddZ+pgzJacKc1RuMmce9W+5xhNsdIKMZmbR2ZV98PczrDQjaOc/UaVOp4KUlDjBOMLYZ8ZDovGZYUzWHDVl+qNR2GoIArWOgMz39HRfqf0BYplyhdZMpXTrAg0ND/UezDYh10KdZkyHRYVxSGiG6B1H7xnE0RbIsYqB6Sy6xtLdnWtmlWvWYkbFoLukWo2+Td3K1REU5pm9LFHjXKOab9wpoeb0/zPYEsUitDnqRBE1WqxWuqOKLves8Z6VD0Qy9AMpDjjNlN0B3Zvj8KqId4zeWeNVkDpFrfL9i1oheprwYcQ1R7z3xOQYRk9Kkdu3d7x7854cI4fdgRhHHJnWO7JzxDRwGEYeDhNpTPRJSUXYZawLvsBQTs2S87UVLAsNFpyy7jxX2451E4iDkibj+2tMaAIde9Bk9b1zKFfrjlsWKkviMLOailr9DxWjkKZC4xxNu6Fbr1i1K7rLFd3lmhQTvmuMillf28qFMwlyzhgsMjvRuq2LXX2A0BJWW9aXN4R2zTh6pumkSOvqJEb7MEbZ0rhFdT5FmGeAM8MoZ2HzLBwnLuBDu2QbMmcWUjMLWWLUJdMpS7DoloxgoQXOzLv6Uz27r/N6XQrKtbjs3OkNbLDO/C52/3KZA2pdmGT1X/WenqCguZkV1SVDXx4qllmr/nbI+7sc3z1T6C1TsBGbcZkYNHsplKV9veQ6EGNxCNgFnT0wuzhL3ahYYLPZ8tGnn3HTdazvHnmia9rDkZ0mfJmYHKw/+5TtT35E2G64/v6n3PzgM0B5+oNn/PAnHzMejnzzy1/z7qtvoA6fD8VOUGqxe84QFgdQb67oqQ9zZiVZtmowxqmOYh9+ubIZi5wx4FOvg3cVyy3QP0JJ8M4NtOEt6/UjxyGzPxRiLLz9coemqrQo1JpCvXdzVjXHXiJUmhJN49hernAZbsKG77fPuPArLu/u+PqwJ05xyWAWuZY8EwRsdnAujn4vPJhNIU4eJIAUinPkyj4bsJGUTXVcDdRZFGb8H1TZcyr2z/OsJ6wBbpYlj3W5Op25E/YsXK0GeWoPiVo24oplbEvHqVgHqQJSMj4boyYflUOZbB0uiEkh9IlOMyX2DH/6FcfXd/DkEo4T8vIpOSt+VFoE37S0Fw0lKw2ONI5M00gRRx8jxETMni4FVAuXV1f88AffZ3vR8tDf8q/+6n9g3TW8vLrkZrPm3cMbXh/ueD0ciEPm0EemobAfhLdHxzBBnkoVYBR6B70zw77eOq4vPDfrhtWFIG1GnTKNI/1DRHJhmDI+Fe4ej9w/HniYrBEuns8O0Hkd6eIk7NvV4UZgUFyAq6uWT27WbFYrvv/9H/Hy5fcICOu+0E5KvHBcfHLN4BT6iXL7yNCPhALtAn1UJ6A2aa4XyOJwVzdc3XyPsN7ib14whDXedSRngqkZo4YG50EDXXUguSQr4qqixUb8zoXUuaN3mclSN+Vsb4pa/cTwzoBr1wiFXEaKRusFmu2SnIxiUSArPptkf8TEOaeUGGKkqOJDQ2jG5W/neFgplWFUw5zZMS9r2IrHZJPIMVXWeX/r8nxmR3DSZDpFqCJGcZ8v9LTe65jkGdubOerf8fjOTqE/9lBv/Nyd6L2nacwbapmzB2qkXpbK93JIFb9TS9dEzfBpLZo22wte/uCHhBcvWL16z/XQ0dzvucsjpAOTwMvf/0M+/8//E7qnN6w++4j15y+BQvrF58Rf/pjD+3v++X/93/GnD4+UmPGj4pLxhWOuksBqEsNzVFq7aapRsmMups5FWq9/++hMwSiUfomSDNizGm4x6m2G/gHGA8T9kcP7bwjBceyVx30hZcgpkZPpvsucJcySATVi1yWOrP0GztO0jufXazah4ZP2kj+++IhnYUNw8C9fveFQTCemrxAYRZAsFmlVYeQswjF67nfWzj82DrEWadR5snNLNClaaGv1sxEz+Ae1hradKg8YPj4X3wvmHCb4DacwM7zMLZSlrjMXLh3VKdSsb47+LDupo0JLldpASKlnOCo4IbRrmnaFlEIzJFZTYnqY2N0+cPAZ9+KabiqEHxzJXUe4vjR9+6ahaVYIns4FUjTNmsdjz/1+Ty6ZaWqYguIdXF/f8OnLK3xTuD+85p/+6a+4WHX87LNP+ezpE97e3fH1/h1fH3eMg/J4KEwD7Ad4txOGCL4IQe15D145BEU8PL9yPHnW8HTTsL4SXGfY+dDv2d3uIWbkcYI+8e448v5hx904clQ1J6PV3YrVbUxYUeuql1OUO4EUxTfCTdvx/WdXXF9f8Q/+oz/i7/7Jn5CGiW/+9V9y98uvyOK5/PwJ5XrNeL/nYeoZp6PRUUuld+vcS2DdxUcH2Xs2T55x+YPfI6wvCU8/oQ9bnAtWL/DGrhHnaZwN0iqhxWk2qnMx6MQQhdHE7ThLrMXVwUYVU5/7liot1BhzrQkZaiZPNtjI17+ljtT0NdNy1dY5NfmMBtuX/TiwOx7JJRNCQ2ganBNC01SqrBFEXB06NfsEqTZwgdZLsWvi1Ik8C9ktTmH2AbM9YM48zO42KhZ51ntuCaEuaM6HZfLvdnz35rW6kD5U2zul/b+No3NKDE4nJN86t3nIBxj3t+lWNKq0q56m6WjCZMNbdEIddG3HerVmtba0ttuYgFTZrtHLDS6ObDcd21VLloSmhKaMyIe00m/DQEvq9e1z19+Ejc4/fwAfwQc3X6h2e45Y6jCUOBXGPpK80B+V/jCPIbUs4cMTmw3hiVV0KkCd7ql3QvBC64VtcFwEzzY4OrEpbFnm1JYPGveMT07lb9dRJw7Un/3K2efZxxsbyJRjkmrtDanzfZefn+CQOfY5h0hOvSbnz2BRxFoytpkZNjPVXC3+2X2qf1PFFdE6CEXF+Oql1rOK4rKZCUkRmGDdUXY9eddb9+1mjQQbx3iahuhsiHsI+GAT+LQGNznXkqqYdo0LVS566gku0w8HDkPLcTwypMhYC/BTUcYCU4apKFOBBo9vrMzuW+hWlghuLjsurzsu1g1NFypHyqLMXGpGHiM6RsYpMuVMLGWRxfhtx/I8VT/YkFKdbxcCF6sVl+sVl5sVVxcbonO8Dw5PwUlBPeRW0NYhncetGohqciH5xBK06tAsWOkgNDTdmtBtcKFF7RVrSKDLxjHYR07wi847y8LhRQX07KLUYf9brqnuTD2zX/8/2v70WbIkye7Efmpmd/Hl7bHlnlXVS1U1uhs9TXAgAMkhOQJS+N/yCz9wGQ5HyBECHADsQaOra+nKrFwiY3urL3ezjR/UrvuL6gY7c0TgKS9eZIQ/D/d7zUxVjx49p7wn/fcew0UKjRbEsMBq+mcKMGjPQlJmCoEpBO11iChbCIPEWFSeBYfSTee9nA/R9ygHdJS2LveSVD7bo4byfD0On/940hjRxnQyJV3Nx886y3Nk+b3j5Hs8vv+cwvzS8+AGHDA/pW7phiFDIpBS0MPLFtoXHCLo4XRJaNQ0SlGzLpMXJ2Ab8mIiVguMnbBGOLGJhck0XU/46ndMd+9w0y3kezAZ8+ZL8sNL2n7Pj68qlj/7iGE/8PLLd9y83hDyYQ748JneJ7geQtOjQ+lxb4HDIQXHQDDnI0ckNR9LSQu2zrjC3cxZ1EowoHiwFcKU8WNSxpHNOKc/L2Xy02BxVUO9aDEWxCX1pDBgTAJr1IkqTlR+IuJw/ZbWBdax4+ki0yfDQ5aDBaMktKeAyi+rDLPyx0eE0cJUqedEQC0WU9GzSSkXvfmS0WcYJLPPWl73WZvKWiHkeSrkQLfUQJEO4UDppkduhTqOHSs1vQI6s7Goay6WKxrrED8ivSrEHsHAmWdeAnzwh9LZpURrDVXOEC3rZPE7z/aLl+zv70jnp+Q/8JjzEzyWLTUxG7piKIVxnJ5dcHb1lJTh/vaeu5s78hSJkuhDom4zT84tZ6cnWAOv7u64ubtnc9vxpu/YSvHvyAaf1K9jdvhbnq64enJF3dSsnzecfbKgWVh+dLXmD5+dsrTC87HndhqQKdGJYVguCcazTXv6fs+3Q+DGRx6iQjZR5DBXNEOHh7GnrNWUlHLMGUtjLau64tMnz/iLH3/OycmS55XF3V2T9wPLzYbT3Z5xGHm9u+a32x0L43jxB895mj+iv9ly99s3jJuuzADpwu8QejEkqTirz1ifPKdenNC4U0xQ45wQJmJQCinWYOqKnASbG20Ih0SetJcw9ypkxvfnMzHnIkhX4NZCb86SVFgQwcd5VipB9mSKq6LPeFHfiGyEymil2pYm8ziN7O8eCNHjY2CKWuuerFdUy5ZsDL0f8d0OI8JqsWTZtiBCmHnBhc00VwoxHlUBZh/n90+m4+CvzorqCW+TLTNCQohgfCxn0YxVPDrPxCDWYWZB0+/x+P5BoURfETk0UI4fVAPE7LmQspCifthYMl0AsYLYwruNerhkhCSVCr1ZgUWG2pMXPbFqETdgMZxUypZo+oH41VdMi5o63IHcIRbk/iU8vGLhPZ9fVnxSf8jmfs90veH+O18aL+W/x82ZfMxK50t5yEjK998PCPPfzlBHevQ8xRWz3vtiFlVVhUoZhZSEGNQ8JUcIY8YPGhRowKpIYgmcyjpyrqFerBCTENeTRGWss/J6SZLwcWL0IzEbnGxp7MRJ7Hm6UB9bk4RdmbTLYyL7WZRM5cmNJKZsGYExCb5NBAJBItFkstHy3UORatbP69F5hH1WN68eYUI9c3OZHcnkYh5zrDAOlOWSqwl6f+fmqgbEYjovqumzcA3nJ6cs65ppt6UfhrKGUqnKVBZjvr8h+APEUFlNYHLOtEFtE3f7ic0X37H/JiMvLjGrWh3gsnAXhREhGkewFRjL6dkFl1dPQITfxi949fod3k+M0bMdPQtvuLQLVmdLgp949eotm/sHhl3gbadBIYgwZkNIwph1niMKVCdLLj//kNXpik9+esof/eUlq5Oanzy55I+fXeFiZPfvf8Hdf/glaYgEUxOXS0YG3qbIXd/xaopc+8BDLIWSO1bpsxLODExkAWO0h2BEcNbQ2ppl1fDpk6f805/8mNWixlUWd3dD3vcsNw/E/Z67vuP19i2/2N7xwcklP/rJZ3x4/pR3X77muze33G8jDqEuiU2PpdfxQ0x9ysn6Gc3iFONOkVDpCghZHRpRv2mxlcqc5JosCUM8SFMoQUEKqYRD5aCtw3TIx3NJRrPMugOzRLceotbmUhHqYKukhDOANWo7agymsjgj7MaJ19c39ENP4V9oz6CpOLUGrKHvJrabh8M507gKjBDSLL8tyhgoQSHMZ2BWIT/yXHnqc1OKhXmlQQFbzl9J2JQPlbESvtUT3BRjn4PooQGp1KP6+z5+wPDanO2XoakDJWcODI8BjUfPn4OCHBfoo5xaF2p+NKAkQjKWaC3JOVKlFp82Oy00U4ZxAkmkbk/Y1VibkaHDhBFSwJiE1IKtDa51VG2tCq2h6JEwD7C9Xyk8Bn+k5K7Hv3m/Ovh7l4dS8goqEV6eeJhtMY9eTt67bMfHsXp+VAbqBrClGT+/YKbAA3Pj0FrEWbIxTDEypkCWzKJ1rF1NlwzraHEZRibGcSoqlnLAGY6VUS7l7WNQ7XiPjyU3hTia/wGoiPeeO2c+71/x9/GNx2tiflu6r4/NucM1QeUByFBlOUynG6tfGchBDq+HsRirvtDRGFJUDN/5hE0RGTx0E+xL09A4/TkrII5ZKuVw40SpwmqLarFOJUmcU1yZQhmc5Yw1Y9WaMiaV6kj5uGeqyrE6XXB6vuLkdMFy1bBaVSxXLYvlEhsCO2sZYyIGnRGKXhh9ZIiRIRefBGdwTVlq8mgFl3upJBrdj642VK1qZp1UCy6aJWfLlvXpmnaxpG5rjFMmluoZJZKPpBAIMeJjxOfIRGAiEh2YZU110kIQQvG2za7WpKZqqdoVtmowrlbEYWY+zO9vXhXzmVLWYcoKS4WYiqPjkcRyACDz/MvjE6YkQnNlmnTiPQvHmZ9yj6RUHdEUuFFQpdMkhBLA59manEGyStuHNN/r9IiJVN5bfu8dFvc2c1jHqezzmc05+9XP70n11Y40foWXzQFmVnJM0WEq+nEiqg13kL94j/Dzjz++f6VQ1+i9MszibHPDAxFCCAetDxEQpzvzwKjkMWygmGjKiZgzY/AqWoVG7mAsVduQL09wBlo/se5r3bwReOjIexjyA2H3JcZl6mqiqiYg43MkukS3jCw+u+Jpu6LrRnYvb+jv98xWgAeBphkZY4bJRC90PizRvwchZY4TzCJauCEqR5Eq0SlbC1TpQObPtlTtjdAsM84ormz35c+tMi8QIaaE9xr8rBHaplF+do4l00arjRA1mz4/o1kLU5f46nrioe/Znjp+/NNnfNgYbl3DZ9WSIcEXv3zNr/7DS3xIuJQO2XhjIksJtBjI6vsbE5AtVmqyRCIRf6C86ece0YGywCzhrBthFtJTPap0aDo/4r0cWF4GbTOHEhAGVLupFqEWBZN8iGweNozWcmYrPj59Si2GNiWWUWdMnDNUlW66vhuUNWcEu15hly3Je4YHmFJiKYknKdNmw/QQ2fzdW8bXW+RkSf3iAhaNWlMmbdT2+x1vK2V8BQKn52tyTqxOHItVRbsQnj2zXJypsFk473DJszeeXQ2jjMSU6YdEv1MWV0rKMHvy7JS/+Muf8PTFJavzxOkqUlfCwjRUnEDybAfhm21H2E+Ed4l4l5gmz9vtjocQ2VTC+oOWjyrLNEYeHibGMZKiUqJzylRNRXva4CrD2VXD1YcNbVvx46cv+OPnH3GyWPCnn37G4sWnVM5iqohxiegeGMLf8XC3ZTf2xMFjA/T7nr979TuuH97houXiTz/iafyE29cbXv7mLcN+4urFx3z6439Kuzzj7OlnLM8/wFQNkUpnyHMx6MKiuLoe/DEmxkk1rvphYrMd2Hc9qus305nzcWPOGH354/kYPAg3koschlYTszmRoLMgUs6DIekaNwb6qGfYmCKyWOKqihACISj01I2Bu4c91hpySOoJYrQPpcoOHJOCdIRTlSI+Bzw1BMqPKgp9TlKGUvmMs9x9ZYTKap/RGs1bAEyZ2jaixBSDKDRm/T88uPufeHx/QbxqDgpygI7EOlWeFCGkgZAmUlJdEbWV40DLyjkrK6lERI2CQoiZYfJMIRKtDstEa6ibCjlb44xQ9yOLbGhCwKeBabcnExn7e7qbO8Rllk9aFlcN2QqjqG+tXwjNRxdcnjvs3Q42PeOmV8nslFAWvX6e+T9TsEeZFxvHZF4OENTMUdYbKKgej4hOSKZKoBatWFTBT1+gfDMNFC0zqrFUlHGuwnRAJudECFEzXxHaqiabQsdLaubh/URMgcbVmNMTatfi3+357tu33Dz0LC/O+eRHV7iLlu1ize3qjD4JYx/51S9eEXJWbTxUFK2WRGsijehRHlKZhUCF0iIqhBdLKU8uk9GISlcwVxfHzfnYSH42LMm8D8mZw1U1BGzBjKPascosZWIJIbLzOwbg/PSS5+eXrKsGQoDgIWeaqqKpK83I0h3JR7CWdrWmPjshTiMMHQw9koWLlFhmYbeLdF/dMbgH5MU51dkKqdXL18dMEsPQ79lZ7a8kIienK0Tg7HLN6cWKthWuLhNnJwk/9Uwnd0josNHTVlFd+nJkHCb2fTpURMbAxeWan/3JJ3z06XNifsDnG4zJNKbBsiJlz24S3uxHpm2HfzcQ34xMMXIzjmxjZKodi2c1z09bup3HF6/04EtQyOBqx+psSb1wPPtsyec/PWF90vCXP/oD/sUf/ZxVs2RlL2nslcJx1YRxgSkIYxQ2Dzv2fiKOERN1qPXr65d8Z4UXT17wZ3/0T7g4vST87Ut+890dm2Hi+ZPnfPaz/5KT06eY+gTTnIIYRq+Ha5obq2JKhVz6VzHjfWScPMPg2e1HtruBygmLUuEYowOVc3WgycqczReIcvaMz7MoYBnrmnPCEkVMWZsp6fpHspZ0kjWBbFtcaoijMp9SSvQ+YnY9zhiaytK4GmeL/wlyCAAzxBVTOqgrz3sjpUQIQc9GHlfY+XBt5gAjCLXTPWJMxknWYFFeR+1y9dPMdmWEcOwJf4/H94ePHgEryLGchwP6wByy5fCc8gFLBJ/LwFktdYYnFB+kREjNLKNxhLaFmAhJ8JXavCgGXmkZHgU/JvU0GEfyqBeoM8JghESFrFuW6xWTM1QnLaZ1SBRMjpg4C/fJI3xI35TKXOkjUcbXjbBar1mt1yDCKMIkQkiR3b5nGEeChVxR9HhAbNKG3qOEpm1rrq6WtI0hpYGbmz0hHKGqowbsXFoW3vEMRZRVYoqVnzHa5BfniMawT5nBR3JILBNFT0gwTrCpbKKizVGJsDCGWgwXTcPzesFaHI3Va51yPG7YQ14ljxbv8V7+Pnz0+1DSfJHnEDCvGXn062ElyVEby4mlEovNUkyaynqKkWh0UDEVPPpx1hgzJeIa5aoHNXgphCR9ei6zEiljQ9SMcQrkwZPrkWQt0TqiGMJkmIaBZAwSVAZDRMgxqVqngX7v2T5EwjTQ7z1jFxn7yDQkplHF9vL8NgtzRQxkH9k97NncbohsiewwJjNUA/EkqNsZmWDAi+oJjTEwxUSXVCI9pIyPasU491J0clblsBPqKle3lnphWSxr1usFJycNq1XDonUsGkdVKmUAooc0kseRcZzYD54uerxXKFbIhALTTcHT+YHGdwSJ1CctiyhUywackE0hNqSiDiYJ6wqzyNS4SitUgoWkbuhtuy6JkuNs7HFVjRAxojrIWSI5zzXo4dYfzhwO50+BUErFcKgkyi+Pd1/Oqbx2LtlaPjCztC9wlLZQOLD0rQrzae7dxJwLRDWziiie6xqUwnwmpkSYB4IPn6QwouaOpZSdU9zlbFJnSk3StfKZ4bDHcjvKqkrk4rPwfR4/oKdQChCRGZgkZ1EJC8pYuOjknrKMStM5BGIsDJcU1Y4vUyKtHnyusopdImSxhCSkdk188RHGB+L9lsw7qmGkDktav4Tk6caB7e6GJAmJDzBMBAs3ruHe1ixPT/mjv/iQz3/8E66/u+Hr/ZbbOCKDx9zskUEN6X2aPZ3RbqpAlRNrNFMeUdXUum34L/7ZX/IX/+KfUzUN2TqydWwfHvj3/59/w29//SsGidxWnp0tLdV54jKDC7ogP/3kBf/1//YveHJ1yv/wb37Lu+v/ER/2YOUw+BbLXQ0J+nFiu98hRghFxloM1FWDsS2LuqZaLbF1S3fX890UGLuRq+3IcOdZUpGyJ668artIJNuMqYSLquHjquWkqviLy+f8ycUVNmbS/Zaw3RKzqoVmUxWMX0v8XPDOhDabp5zLDEKxgWRmHB17DnNgEMpifnSGzxtSDU6gFafT2VJz5lYsTY3kgEl6z0LO3O+3DKZj8gPD2ENO1FaNYIwItTFUdU0WYdd7/LglR08avLLAyJC0iVnFxMKj8u2bnodvrxmXNf2yZnuywDvL1BuGjfYFamupjcMYYZsiY99jTOL+9YbK7clpYtzf4scd3Sbw+uueu3eeMEIOavTiLDSFXLB7d8u//r/8W9YnS1w7UK866sbAz+FpfYEBBgLTqqaPkddmx02Y8CHxMCV6r8J+/qEj+hE/6doxrsJaaJ1e5fVVy+WHDc264sPPzvnJjz/k9GTBh0/OOV0YWpcwuS8No0i6v4fdhvHNHa++e8Ov39xzkyO3MtFLwpUTpMpwu3ngl1//hrZtsXHBR3/yKSbXnJ1cMpgH4hTI04pMhzGO5XrF6mStxvT1FVXVkmJi97Cl3/cFVjO4yhCjZ5y2hDix3dzy3Xdfst9tGKcNXf+WEEcs5qBqqmQX/cxprhDg4AYHc5NXV2V8nJ8nz9x5FKOpjRW934KAqXGNTlOnnOiniJGIsZZaLBjDGDOMvlTDj7uYhfWXMr33JRjkw/f3k6lHDmsimlyKUIfMZCNGDHVdUTtNTkwJXEZEvUkKY9D7kRzG733U/+BK4TFnPmfK1FyJymLKhTSI1VIwEfBlkC0UBUEoQSFrjLG23Mws5GiISYiVI1yuACGZhrwZqezAempw0mCiZ+xu2O6FmBOePT7cMxnhu3rFW7fgslnwx59e8eKf/yHyu1PW/+NvqF+9Q3YjpotIEFLWMlhSObZEo7pj1vI/so6WVcXPfvpH/Kv/w/+exXqFdQ3WVVy/eUPY3NK//Y599iTbg/HEJExBv1OonGR49uySv/xnf87Hnzzn/kH47/67X/Ow6RGjVdJctKRSvU7e0/UDxkpRU9Vr5pqKunI0VY1tW0zTMDrHKx/ZDBN971lsI2sXcW2gToFkhVQorVjhpK75YLHkom7486dP+ZcvPiZMnt+MX/Ly4Vb9J6jIxpUezCxmrdqikmcvi/nrES+dmYIqhR90PP4VesuzwCPHFn/GYKjE0ophYWrWrmVpGnIORQ5A1TV3Q8cI9FPHftiRc6YRR21qnDGcr044W60gQz8Gdn5EYqAaAzbB7BUuRGw2tCGCGIZuJF0/EGrLeLagM4mpcYwpM0SFfRZNi2kXGCNqFTpYcvb4/pow3iE5IrlH8ki/i9y+GdncBsgWUl3gBmHVCpWF/n7H3/7bX2OMYXkWWV95FkvHBydP6X60xTnLJInQVkyT59Zkvo0eHzL7AIMv+e5uhCDkZEm5QazVflFtsSKsT2pOrirak4qrZys++OAJZydLrlYrVo2hMpkUJ4UIY4DdNentDdO7e25u7vj2bscDmW0Nk4NUgXO6j7ddR/emR5zw4ZPP+ePP/4CT5QX4NX7cM4WJFCdSDFhTsVjXtEtHXdecri9Yry7xPmK4I6UtVeW4uDpltVogJuNsREzi9etvGUcPvCHvI7suEoJa4Bqj45A5GVIyR6RiPmb10CrIRRGfY8b6tUpIyRdqKyqvA1QGTFVhxYBx2Lqo9U4jY5gUAUhZq0gRppTJXqsMUyYxDltAwKdI7ycmH0hJmUgz9Jo4NqhnwoAOPGnAi0aH7oyZpWOKPhOaWFtjcOQC2ydC9NpD/Z6P7x0U7NwjKA1m4cgQIXNwDprZMseHPDoLNNLNcMSM288NFGYV0IKfZaOZY6oEv6jJJCbRJqEJkOoWUy/J2SB2BCaMFdZnp6TTE86enVKvDMkOJBnwcWTyE+I9NgVMSkWnXDHutmk5bZeIMYRpYhqUB+9yghxprVClgEwdMgo2BmysqcPIZVvz4eUZmzCw9Z4uTEUqu7RUM4ex+7knk2eY7bBWHh+SR1mHmBI+eExSM3VbdFWcq6iqClfVVHVD1bSYuiJY0QnmGHnoBoKDuhWarSNZNSapqxpqhcRCDIRoiUFhmBy9Ko46gSg61/CoWXfkUujjCA/9w7DR42fLox86zoQ8fi29FzWGFs28TKEfplTCUcp40UEwxWYBqyy1LJZZsCyQGcuU/Zh1aMxw7IulYo5ySHhQKMmmjAuZyhTXtwJjWZFiSg85RMauBxGMt0hlyTnie08YI1qKqNf41Gfl3NviIVJpYtVUwnJlcVY/2+QnQKiSaMOpdkQrDCaqUVPtcMsV1gvZ1UxZjoFYoK4rLp6fsbhY0HeB6zcd+13Q6r1oOlmbVdvJyYGOqfCGJ6WBnA15zDBmmAK525G6ntiPeB+Zks5AZOQwmHmQYymQBSkzhYl9v9U9HQLiM6QKazLW1EqaiAPDMBBjonIjzo4K8aV86K/lrIe7KQeDSMbahqZZ07YdIfQ01boUmbnMrcz9hCPvf05cj5DR+wtz7jdoUJhZf2VKGk2G5z08Q9wA2ZjCKIFojPq2Z2FWbNXVlTDzeynXKRRpC5WjUIDi0I97vHfk+D96NkiZK9LPE5K64Inov6Ie9GCD8pLnWYfjDMQ//vjeQaFtFuhbmhvNlGirV9pYh7WBeRAjJc0mddq8UKU4ziwYKUMnBnCmNEsyjoDJmSgRLxq/xzMhhhPMuCTsBuJDh/We5J7TVFEXs5wS5YZq6Xj25x+x+rPnNOuGq0+EUV7ShTfcb95yc3ON6SN1N2EnReyyaFT94MlzfvbTP2e1OuHuzXe8/fpLxqFnEwbuQ0/dOBbdHfHlbwiLFutqnK1ZDT3/xfMTPvvLP+HV/gG+/gXTzQNTYQKM2ZKCTq6qG5Vh9FnN42M6qDBCOsBXFkdlLSKGcZwIDwlXO87rM5bNQimMyxWLRcOqbTi9uOJkuWBzPTC2NdtKCP1A/80bqsaxuG9Zd2vEWbrtyNX5ObGNuG5k0+2RaWKzuWPXtgVSCayXFVOAaZ+ZJk9O8ZGs7/Ew1yAwN5SPX6F8n/feP8SUnrObeTsktEV2RsMlNZWpqasK4xyTD+x8JMRQGuCqgmusxa5ONFHJSYeCRNjkTD9NpCzsQ6YvjfW1NWRxpRorXrxZrUxthjpkToZEFQ15LXTGqcYNxfs7JfYPO+7ut6ScMHWFqZxmjkOv9qAxMg0jcRoRESrjWC+VGbVaV1SVoWks61WDc4bb25GXL3eMU8I9XfP06pz6tGU8M7yreqrKES9OOfn4J+TVjvirPRuuCfnoU3Hx5Ir/6l/9S3765z/hi9++5P/0f/zvefP2G1aNZd1a6spQNw11K9StUSp3GMke4ugJbqdsldsdcrMjTwn/xhNuAv1tx243sAmZzgiIo7YG61Cp7gpUYE6h4ofNHb+ZfoEzNbVZ0ZozrGm4OPuEJ5c/xtiWXZ/peo+1DacngfV65Iv2bQABAABJREFURDDKnKkqsA4fHd1gcE6PV+cE5865uPicyl2wXJxDEoZxS7d/YLt5S4weaxPWzhNEc7MXDlLi+VidKtMpEpIvvQf1fDbWUttKdZikZOUzk4gi2VPV6i0uGV85dqCYf4wHb3FJAXIsyPuc4GR8CGWADVKcJUfkPY24w1fWgdZcNMaKJy4Bz1jYVCrtrYFh8B5XKou5If99H987KFSuPvz+QDHNIAUHE0lFTjYTAoehi3wg5M8NZT1R5tZELo2bbLVhYiTimNUL1ScttRDOFjqOawzGJ6x31JxSM5HTyOTBeKjqiheffMxHf/ExphZYeAJ3TOmebtiw2+2wYyZOERdKVWP14p2fnPGHn/8hFxdPeO1q3P09nXXUk8AYcM5STx3p7jWxb8i2AVfRpMRnJws+bj/i4r7hr29/y+/u1cJwQvHNmIVY4KGMsq58yAdhwYPgXipqsBRvVhFCiIxDoE41OYsajFQVTbOgbVratmWxWrNcLqkWS0Jl6a0o7HSzwVhhFRpOzYitLePQsFosyS5jR08/TVQmMAwdY787lM1NrYJ4hkKXK3isNurmeYHfx0HnSeYZNpq35TGIPP4+c730Wfr6RmCJ45QGEYe1DnE6WzCmxBQjJkOd1fK0cQ2LZqFYagzE4At0mRmCQk19EoasTKtalNIHlpzKCGICiQqHuQSt1wx6iGoCk62GLyOWmBKbybO5uyfGOShU+m+OgeQTKQT6XWAaAnVtubq0tMuKphXOzhzNQmiaivW6wTnLfvAMflSxPJaYdYs9XeAXhq2bqG0mrRa0l08ZWZDbJX3WzDSiJvbtes0f/5M/5l/8r/6SxfKX/N//r3/FOAUal5TGWWVslcohrg1oUoBoyGEievVINpsb5PoGxky8cfg7y/QwMA6eIamnBsVG15ZE2VrK/lcYphs69rsOMiyqNevmjMo1tMsG3FOMiwx7y7QXjNSEUDF5i7WOxWJFUy8QYwnxqP1VVVYH2syS1eoKaxaA0O02WLMsXiQ3SuUmYU0s6XWp1DNQHO3mFThX5ikVfxhygUkTiDp8VOKIxVTo6EleDm+j80Gggn6UPWFCQLz6QGizPpTZNSmqr8qumkXs0kGgUo66OIXPrw1kDQgCRapcs6KYo/rUAFas+jELBAmqDm2Euna4H0BK/QF2nPPGPezxQ8PwkOXNzKI0d/tnuKl4pgmKrT96jprhaFlfOVgsLHUl+JyRGAg5kEwmhES2meAjw+AwE+zHQJp25DDQT3sG31PXnpPdPYtNi6kF6TPiMtuHPTlFqtpgUiIbVew05QCWLEhKmBDUsAZYVRW2rpmSpfPo8NzQEzYP2KFmkqJvkhPJK0MkdztaC6erhj6rcX3MiTzpgEqMie2w5+uXL+nHjnfvboghHjH1It0iHNkElXXUtaFqa6pFg13WVE3D8vSE0/UKkzJ37x54SPe8e3WD7yYk5EO5m1I+ymkkYRo805BJIRNDwGflad/5kTf9Hgv00TOliM9qrZmkyGsU21Wh/PII7vr9h97Xwnw6bMXj98fhQKdqK4wVWiod4xdLyqKc8BwYwoRPkZA1AZmZRa5uWCxWGBHC0OmhkDPZWh36E0NrWypTY3Ok8TtsHEjJ46eRkDTf8KUfknJWSmsUbMq0WZAkej+L+qgaTBXYoQQeMmQf9f9jCYuin8/7yDjqYdoPZXYjCllGrDN0w6S4clIJlGnvGStL9zCwu9lhreP62x033+7Z3e+5u9nr/Qyz+JmUvdGx7zb40NO0lpPTlrbSDDVlTTQWbc1y2bBeLlkvz1kvahq3R/JOWT9eDaBin+h3nu4etpuR/ejpMgwpM4bMNCa1rQ0KTWHQgb73zgqFqVIOxCgM05Zd9xZnl4pDyRJEiHFiGkesjcWz3WBNwtoGRciznhKiGboYC8ZR1UvWJ0+o6yUhTGw27wCDkZ6YPDo9J4e1djy/5ihxTF+knEWHQ98UP74yGzRP3JPlIOw5E5TmF0+pDMGFAh/mdIARFQFQODbDIxbcnBGW5HkODoff8/d+n+fNjfYq9RwuqsHl3M2iVbiJRQ/sez6+f0+hRMP5QJ/vuikYWsyZGGIZxCjzCGSMUZ2O+SKkNB+OnpzUc7nKaqayXBiefVazPDWMfse27/Gxp9smNrUyN4ZFTd+2xLHiZt/xbvs1YegI/YYw7Gh7w+6bgYcvX2OdRVKNyRWb73bEMHF6VhFtZNhl/KjKmm1WOQXrI67bU9U1pznBes1UWRoZkTEjOVDfXdN/8Vu8M0yTZ/B6s+cGfJKJqwY+/+iSbY7EOGByYNd5Njcdwxj58uYl/+f/9v/Boq55+/WOvp9QB6Z5hSm8JjFhxbJslyzOlrhFzcmzc5pnp6wWKz748FOenl1x8/INf/Xf/Btef/Et02Zg92qD7TNY9UXAwFhFaCLiMt1uYPcQSSEhQ8DkxC5lfrl9wPmByhiauqZyjhQyQRLRFjewogOvE6HHiHDM+ilTlo/0sjgqns69k6OdiG5JZwwniyWLumaZHU1cIakm4Hnod4w5EJIGhpQSbdWQmwZjHcuzC55cPcMa4f76FcP+npTU/cq0NdY1XFy8oD25gjCR7l+T9vcMU88+DuyngXQICsKYMnHyJBOpp8BFEEI0vB1H3g2dThD3RWIjZvw0EkM6NDHn9C/niLWQc2K/n+g7T9VYpuioGotxE7btEAubW8/QR8KU6Tee+1d7pq3njX1Hkxw5Cb/4q5f86q9fM3QT968e2D+EMn+pB1S367m+ec13r0/Ydm+5uKr59EdPwE/kocfHSFXXPL865exqzSfPP+Sz53/Aum1Yjl/i+rfgB2K3I911+H3g3dc9777pedtFXj50vI4wJdjvAqOJ1AuVggBlCbW1wzreu/85CjH0pDhy9/AVPt5R2Zbz5T/hfLHEmAXTuMWPBmsdKXliGnCuxjhlJiZxqpFWJCXENRiXWZ8+52R9RU6Rtj2j7we67oFheEPfP5CTxxpNDiiQTypZ89HpI2Mk4IyiG8lCEm1ST9kTYlA6bVFPFW14QhZcmuecIKd46FHG6EnRlzWh0KuCJqV/ipThWEEw2LnHNns3UyCjQ3DQTTbb1erWK8KHJVpoU1xfP5Y+mIgQcvjPAx+JOYSoAmcduzQHOGmWzz7QvigSsjrIMfsEQAQJB772bH1dV4bVmWN9ZakmIe08kx/Vf3XwWimIZcyOUGeureeb8YGp35G6jtR1LIxwuoks7jS7MtMKExv620EXTmOYpsxgdODKlKkQAUxMGO8x00RD5qSpCZIYesfWKLxh+g5/d6troh+I46i3taoQ58g1LM/hYrlAcmCREl0WnEmknTaG7voN0xc7LML0YPBezULnXs2csVAO18Y5Vu0Ct6iply123VKtlqwvzrm4fMLm3YZ3r2754m9/hw1Qj2BLkpIzYCCMCel1unroPEM3aDYb9J7GnHk3DbyME7U1nLFiJe0hqxJRjaVDxXe4/wVhlbKo8/tCgvPB8NjTeQ4OoE1S0OG51lWs6gVtsrjimZdSoPcTfRyJpAJLlvkSa8E5qqZltTrBimFX3SgPPGtvxjiLayqWJ6ecXj0lTwO93zPFEUPCi6E/JDYzHRhywYNtyiySEJNgQ8SPI1MIBB8O1XD06gfNofIt1ywfYcFpikrBTwlTCVXI2sCYlB48dAkfVAPLj5FxNyEps7vpuF9tiCHxzW/f8Kv/+BXTGJARxJf9V6639559t2W7u2Oc9rQLy/nFkqkzdNNICBFrLatFy+mq5Wx1yvn6ilXb4NIrpAsQR/I0EQeP7wL7hz331zvux8RmSOyyen33ESY04Qje4ELGWcGKVc0gmb1EYMrxYLnbj4GYtlSuZeE+QlYTIk4F8fyAs466MdiqcILSRKYpcE3J4otkvJiK2lUs6hYjwnZ7T9ueqUfydKvJaQyIyziZV5+UQzQzz9trpVp6oEaUQWSKPlGKyvvPBQkRdK+WzF4hHV3lKSZy0s8ZoiYxmskX4sF8VpYgYoqA3dzIFuRgc/seWadUCAc0IZdKgXnATX8ozaSVAtmbEoBy0Grt+z5+gHR2QYcPb2ie0IslMsb3utwHEbwDnpcJQecUVGdEsMVXl2LbFzNMITJOCrNYZ6lMRb0Q2lXCVIkuekLeMMVIl7Zs0o4pdaQ8kMTjMWynxK5XuMfuR8wQme4m0j4ik6FxFe0HZ/DMqnAXSudypwtu9rdMvleGURxJBCaTmKyW/Jvgcd0eJ1CPI5VXi0ubAiY4dmKgqmlWjrOq5vOTM541lu1+5PzJlm7wuJipYkYi3H038HrXMREPGuwiILaI+FiLqWtcq0qpl+sTzk7OWbqaxcOAdNcsr/d8xgq3fI74pLanIWEbQ7XUTKuvYJsgeNXMry/U81oprRVVyrTbnt1uwKHet13ymHTE7qPkg+/uESDIR6hL8kEkUGORHlcCpUlbAsej58wPAzixOGtx4rDJYXGQDROJLgc9aJxupdo5FlXFwlW0YqiiipktgVPrNJFIkTQOhJQZ9ltM/QBhUkmBYrruUb9nPSL0Pfmsipkxg/iA6z1WDHVG/a+dY+inwzDmYbAJbXTPdnS5pHQKM83KmDBNZaLWZHLIysQZBZOV25mjMHaaZd7f7HDGEmOmexiQYDDJwjxxmwvUgeB9YnO/5frtDfe3G/phh/c9xsLpxSkmw/Nnz/n42SdcPj3j6uw5TX2CM46hz/Rvt6R+S3royUNgnAK3MXELPBjBL4ojWgQzZWwoyYuS84gB/KQoQWFQgkAKOoGvcL2QoiHkxH6/4za/xRr1/rDGAo5xBIiEOlDXygbMNCxyjRiHsVDVWm82lWHRKpZ+erHiybOnLPc1yIbdfqGVVM4HaQuFi/V9u6i6VzlDKJI7KcFoDGEmHqQZxs2HoK8p7NGsN5U5pAPBJuv+mSUqHpv/SJk/OiQOBX6PBz4TCkenfJDhBoW250Cgy6r8Xma+khxdGvO8M/UEniGv7/v4wXacMxSXyYQU8T4cxrRD1ChpzFHmIiVKQyUxTRPTpIpBRpw2r00GE4rSZ2bfj6Q6Y1ygbisam8F5goXJR6bY07+9pptGbvx3fBfeMcZeecYmscBy3rWsbsDGRPV2h7tPxF3EX0fM3rA+O+Wjn33OycUZyirQCxnfbfjtl1+Qu4nzRcOTVYsxsLORXW0JGYah5927ESuwTIE2qTm3tRZrLEFqWFxxdlXz5PKMn/3JT2ieXrAbRt7cbenHiThE/G4iTpFf/tVL7q9/g7/vcU7piZokOJAKqSvcekFzccrJeslPnr3gsw+eYfqA/fIOc/2Sy7uBf5GfMV6dEIfAZHqij6xOay6fL6kawxe7LX99d8MuBtKFkK4MpjZcPTnl6ukZeQpc/4evePu3LyEFbByxIVJl4RLDSgQjOlZvCk4uZdE/zoi1IpgPfqVxCoLLCtXNYcJImY8uVVotQm0djWtpkqXOLbVx5DyyzYHbNLB0FRd1S20d66blcrFgaSvOrWPlI04SZENbNQQTePCezTAQXEWQms3gUSFeT20c0Th6DLt8ZE7p98SUAkmgGUZWdx3SR05OKk7PT6gk0/cqdRBiLCY/2jdTy9KyK5Mcg0Gp2lIQYpeQoWC8B7zYYnONM0IcM9vbHlsJ+9ue11/dkCPcvPHIaHHRkJLXaV7QQyobhjHy8ps3uLZnu+m4v3vLMOw5WZ/x4ccfs1qu+fnPf8I/+5P/OU+eXLJsTjhtzyFF3twlvvjbV0z7B8wDmE1mGhJf+cQrgY2D/YVRaekpU91Ess5bkiOkSZhSIuagMKihzLjm96oGiXpdAhPv9q+5jYKzS64uR87PBBMdIfRYozRrAB8GlqslJ2ctYitck1mcWKqQWbQVp+uGyhmkeoatfsbQ7bC/mri9fkkKFnJPCj2GRE2gQifXFz7SBr2GwahEzSTCRgyjihYhRaDICVTFEjhg8OJKY93gKWY+ZZJch9NCUQOYKb96RJsD4loqhFJlJxsRScSknhVS5rbmakJLkXIY5+ORr+zJ0ofMVgOoHJUhZjZXlP8MQeExXJQf/VlMmhnER/oiBvuoUkilcacNsRACs9m1iukpL3VuVPuQsD5SmUzjDNY5qpSpg0eqjKkCIe/xqWdMe7rUM+ReJxhFUcIuJPYDOJ+pHzzu1pP7ROoT4oXaVlw8Oefqg6dEOWqQPIwTt/2W6WGL4YSTpaHC4CXjreCTMMWADDqM4klMaFZkY8EtA2AzVWtZn7Z8+OETTj56zm4YWV1u6SfP1Hn6+4Fp8Lz+ZoNtLOIEcWDcPBhYUPiiLe+amqptOFsseLo8IfuOYTvi39zT7mHNAtMs8NnT1TUhB07blhcna+qFZfTwZdoSA4hzcOJwC8vT52e8+OiSMHo2X76hl1wynwgJmiw0WJwYbNngpliX6v09fpl/4P9tWfwODpWCEQ0Mx1G4OYAYrNiCAVsMDozBkxhypBaHWIOzlspaGudorVM2UdL8rQWwVjNRP5GnUS1k+w5MgzNCVVkqO88yCKUdeRDsm4fxUk7UIWKHgM2WalXRVBXR6NzOTMm2zFURxfHr8caRYyI1txx8ntsAhwyuEv1cRgw5eqYxYkJiUB4kOcGws0i02sdjnvcpgQdDCIn9ruP+NtN1A+PQE8KIsbA+XXF2esbV1RXPLl/w9PIKKzVWWpKfGIfM3W3HuNtjB4udLN5nHlLmAdgZIdQgVenvVwddTA1+CXLI2nNS71REgXIqK8UUSfQcKFpCvu+I/S3ODayWz4gnAzlXpCD4ki2PY4+rtQeTCGAyxoKrFX+vG0O7NDhnWZ22nPfnDG3NcnWCtTUilcp0JKXLCgFHUAJBCCyC9scCliQqItfnAmvmjGg5iJVMRS56XLZANUIo1XPOKvIZcjzMPMywjjw6xGeomrLWTDlRlWI9P6f03bKBXBRRH/eJ54VEaW3MaIyU+jtTzMv0xUod8Z862v/e4/v3FMohfxhgOpTFHPi1YosMaKGm5pzxUfHXVCZIjdFoZpzFWqubMEMKGRkz+weYvPKfdw9JtYOcQdySymRWy8jls4l2ZVl902BqC96SRAPTNMH124GqVtx2+c7TPARkArsF02XyXcfvfvsd7263tCdLTp9fUC1qmqsTnv35H5L6CfY9bzc7Uh948BOdUb+H5qyiPq2AxDB0DGNfBo8SwSfMMOHud9hlpk2J7a/+jsXdDWOM7LyKlMUx47tE9ImQPCdn6h4XUyBG9YdrXEPlWuqm4dnFBR9dPaExlv7ra3739TV272m+vMNd77Gjod5UuNFSJeFkuUZaQ1WB3SfymDgPFX+8ekKfIrGd+ymGq+mMy/050+h5HU+p7QleApNNBKuH0T5pa66CYl2ouKU5LuMDLDQXrkc2dzpUBq78xFy+JxRWiuiIfgoJP3lqa2lWK07ckk0XYWyIyZHF4BJUJJoYWfjAIkHFcDwkw4jJ5f0aS+MqghhGPzLtH4jW0Lc1qXL0flIl2JJMjDkfvB7mYl0noHtcjrTBsDAtuTjcGWtVP4ugPYzDz5e9WQShHsNk7+2pR7/PJFJWvR+JERmT+oQU2OEA2xYighXF78kaiHJWy9jhYWT7NjP5gAuWhWl4cnLGH/34M549e8anHz2nqQ3gmXxPCDcEP+JlpDq9JBrHpu/ZbAb8lLhOwq6pGQRsA+sqEySTW4OMEeukCDjOzJ3SNzSZbDlQzy2lfxeUSUgSkk/kqL2qGCdi7MkSDnx7EELomMaMSOD6Xc2u2+OcpV3UuEalv5uFUDl4+/aOr1/9Lbvthl1/w/pkTVNbpt3EtPNIjjQmsLSRysLlquFUNIHYBM8QI1GgwZATrJcLXlycs2xaKmNojcUi3G72vLl5YPSBDXCPemLkrLKPB/DmeMaXXzQRmu+pnZl8BUKaw8JM41fYJx1os3O1Mfc35urhYDaXRdu1h56C7kApSfn3ffwAk50CB6HiSir9WgYvitSjmNJWLNLUKSXGaWIYBgDE6BCSMQZXOVxVEaMwDiM+RHzKjEGnLSOgKj+Bs6ua55+uaFvDxYXD1dD3PV99vca2FTJNpDEzBR0G++qLDW9f7qgiXO4z6wFcFNbeUEfD3f6O795twBpefP6cP/mXP+diecHq06d88uc/xRnHF//2b/ib/+Zfs3/YkitDbhymsjQfnLH49IxE5ObdG+7vPNOUuL6deBgCzgRWrzLNuMG8uaa6fYNZK4/dLlrEOSQ7JDeQDWPsefJiyelZxWY3cL/pyBmWqxWnqzOWiwU/+ehD/ujTz/GbPd/+P/8dv/3rX9MG4dOh4jJYaqmwZk0jNav2lGdnz1g0K/phz8PdDT56PlgseHFxRbaWYRHoxEM0LPeXLG+v6KaJV/4dX9W3SJzo3Z697RlTxsTMSGIhQiUGa0rpm45dg9kFVgpDaUY/TeF6OPRnDXp4mRxnIiAZwSaIY2DME4tly/r8nMvTKzYPBule4uMesNQhs5DISgKnZmRtA7X3MHa6iXyPyQkrmcZZVmLxOTOMO7r9A8Y64npN3bZ0fmTIiWAMPic6klKhD+8qQ5hodluayrG+MJyaFc5ZFs5gXUVIQpzUAvOYIfEoKBzwghIE5L0gcSSFhKLLD3FCnQIPMwB6aKQcKVYIOGOwots3Jw0KLkZ2r/fkXYd1hqataF3Np09e8L/4Z/+UH/34M+rGsVxach7ophsedq/x08BgOhZPP4ZFzxdvvuGXbzdMPjFJjV83JANVC5c1+Dohu6BTs5IxtmDnooSEbLLOIzmUppq1b2cSTAOMO53iFSKIZu/e90x+g7V1obVayBE/ZMh7+r7ifrcBW3NxecbnP/6E1XLNYi2sz6Bymc3wLX/1y/+W29trTtyaq6dXSIzcv9xwdzciaWJZZ85cZuEcH58sebpcMwTPN/d33Oz1nFqWt/7Z2Rn/y7/4Az56ekVlG5ZujcHy2998yf/33/81D5sdX+fEXdHiggjZlzNQHi8F5tLwQMKYK25KsTiPLgsHu1dNBkqDeh55pkyw5wIbWV1zgvai9Jw1ZWFpkj6TP77v4wdUCnPn+zEl6qiWeWh0QLF6LLBqVsYIWTTLLGJ5B6MeKWV3yuQAadCF5DMMQTO2dmEgOgSVdmiXFRhP3VbYymGcRYzmaDFCvw+Me7UyqHpBvBqxuKQfN06BaafzA+35knHyhJwwbc3i2SV1XSOnS7Ypsh0nnKm0+WkNua0xpwtdsPuKbm8YcuJeMrcp4QL4fqLdRQgj2AF2hqqpac9OsFWFNQ3WJARLypGmsRign/xBM8pVjqatWTQN66bltFnQ25Hpbsfd796wyoZB1kRpSbaGtkKsUDWJdV2zahfgJ7Ye8hRZNIZltcRUFZ2b2DORs9DElmZsMd7QphZnGiyQpCeU2zlJPrCHoqDMH+FIz3tUJzzOft9jIRU2hEFx1UJwLhCTPienVPj/GVtV1G2LG2pwVkvjrPrwNgsuJaoU9dzJ+agCmcIBp7VFbz6mpBCSHzDJ4UMN0R6EEHPpK8UMoVQyRzXmjI0eKxmXAxWpBEaKwumM4ep/pd1S9sqjKiHPF+dxbTX/Tv88o83YlOQoLwJFi7LUVoV+KMIjmqEcmHxxDEyge6OxNLZi1S54cnnO86eXpBwIaSJGjw89w/SA9z1RAqZukRrG7LgbEt5HcgO5NmAFcZnaAk6wLmFdqQrl8eji4ZjQ961iqEjS4EDMaquZNHCIzYWmHohpUujUlln4nIlxQnwkSSBMmSiOdlGRKbLyVorBUcaHjrvNW27u31KdfsjV8gm2qlTKOinxwJKpBGqTWdSW1aJGJqicYI1Wr1W5rKva8fx8xcfPzqjNgoU7xWDZvnnHqbUEURLG8fY+0jfOs4TK8e8fbYzjPpHjTwuPX2uuMI7Vgcwy2gUImw/i2ftl1gPgkeoAh9f4z1EpmBn9QtkPJmOyUFUc3KXmJksuizRnsLZC+0WCtRXGFmHeXMa8S8AwxeT6QBHLDicrEg1hgNu3HVWduN+/4eb+a0Y/YMXxF//0zxi6ka/+7lu++fIV0Uft6kWlOdqlxSSDJFRmO+RCO3OQMrv9xG9/8x2vrx9Yn7/j62+vcXXFq99+xcYnBucK8DdhMeS4x3tDlsRDNTGsYayE0AkpCMHCfkqMG8gD+l5qwTWJRW+wlaOpIstGcfNpN9IPE8FHEGG1WCAYzpslT9ySOjt2X73ht68f8Js9+9c3uDJ5O0pgy8SYE3k0NHYk1Y5L3+GqGp/8YcgrJUMcdTOabGlzDVZoRkvjNCCfmYYn7QnbUHHjd+yH+dBVj4sItGR8TtRZWKLS23OmorlJnhNETD6qPIoY1TFC6YE254LjGyLm8PNIxseJh4dbbEw87G5h9NQRnHCAFVJp8Hkdz6EyVjNoAWuMVrF+ZEgTQ0rsiWyNatCHnKhjZIyJgAqckZU2KCi+vzIWJ7BaNFSnC2xlybXBjwM+alA4OV3S+MhghUHkENRSLINt6Fo8bkfljRs7V9Xzzi048COYIMUEotOobVMBMCZPjqH0MhIh6vFhijqxsUZNdJaWs/MVP/nDZ1xcrfjks3P66YY318L9w4ZXb64Zp4lm5VmceSBwvbnl9etXdLuBN/dbdmNi8plp8PicOeCHDsKU6e4j4157B6Yu35NCRJL199YXKMlzGJykE5q+NN9dILqelCP7/R3iLNbWrNpAW01Ya1nEWieZXYtrK5ytqAQkqKXsuB+4yQMiidubO/a7B7r9PbfRQB+wgO+uETdhc0AayK3gXeDBquFWcIl8ISxPltjKsVyvqZqaDy7POTuBynTkcWB/80Dy8PD2FZvNPdvdjt5YvNEAISlpRg+lp/CIB1pOfFUreKx3pv9vSvWtc2z/gLrYo0P+CDSV55bkQTWRklZpsUxcFxjpB/SZf0hQKKUqSalSKeGcRVxFphzwXjXmE6mIOxls1dBWjW56azHGklJmGj3BT+UCCMZUpemsn95SUYv6t077LW++viYx8N3b3/HFt39NiCM/+fzH/Nf/m/+KGBL/r+Zfs73bMfYjYYjEMeGMwVUNzjnER8aNjuqbbHBZddzvtiM3/+7vyEaolxWLiwbriiiYj2RXEazHM0IWdjFzP41gM2MzMp0LfjJMkwIlIWb6IZJ2Uau3B8CCqz3ticdVlvViwpwZalcx7EZ2XU8ICWcaTtcLKnE8a075oD4FH7n/xZd89c0rmALuvqPyCst0TGQiLhi2YcAZg3fC02lLXTnGNKn1pK2IyeCHXKiEljpVGGuojaMRpd49NQs+Wl1y5/d8eXfDptNR+Vg7Fs4ykMkEFimyzMIVhlaUalonzZId0KAM8FnwIgFWKhpjsajMstMjE48pswragM6SmPzA25vX7B/uuRv35G6gjVCb44GaxDJiy2i/6u3rUK3DSqPue2FiFwf6lLiXxJ3V7HSVIrVXuMZjyaaGHJCkGq+NsVxUFa0xLNYt9bMVprHkWpi6PZOBylRcXp0qY65y7K0hhcQwTPhJGXkzuizz5s1a2ldVhSn9N+Wwc5A90ORPfR9EMtY4louFVtWpV0p3zESf8EEnwStX6QSwc7SLFat1y4sPL/mf/Zd/zOefX2Fqw75/xe++fc1vv/iO/+Hf/YqH7Y4/+Okz/uyffUS7sLy8ec3f/u637LcjL99N3HYJP2W2+5GuK/CvlQOOHX0iBzCV+mebWiFAl0pFmMHFYlzTZ8atzsQ0o2U56gnV1xOx3hG9Y3Of2Y47nG04XfWs2nOcc4xTq8ZJ7ZrzZs3CLWkEJETyGNj3I/c3HTFOvP7uDfd373h4eEd3/8B1+g4LnJodZ9WAMxlZCGkpeBO5tvfc5w2mcjSXS07aNWfrNT/5+COuzk5ZifDEJVrZ0HUDD19tmHaem6/fcHv7jrv9wLZeMDVLvBEkpwN2oiqtMz3/ACApyaY0qY2Yws6bTboUNop5prHOgeBx2k95rbl3pQOUoI1uMjpjURLs2Z3tPV/6f+Txw+Gjku0che1K9VCm6WbAoKBlB5hIp/WsfuXZkq58CEooK40R/VWbTRnBB9TAJvVsN3vu7zbENJFiYrVak1OmbVucswRnkUqwOVMZlZe2VQU2kEedLCSpRHfOgo+RbpwIKeEGSxMsxhlqqWmkwSBMwFR4xEMOmDSVqcFEqoSUhOTQL4SQVO4kx3JzTSZFlQCIVaKRSGwjMRrVm4mqDFkZZUZVxlGLpc6iE8Xbnv31PRIiqylT5Zm9Mzc2VQsoJaVShvIV37P3E8WeAZJgY1HsjIKNKhRXYWiso4q6LELMpEKo8qJSFVOBVxwo84KjuuP72c+sh/T+IJstX67wqedJ50MZXfpR3k9MEULwWFR/yM39jBl2lKPmUpr/jbK5pFQiPic85UuU5xayKqEePUCKiJkx5GR0ottYWmOonEVqVSxNRsX4YgSMwzpLNlDVjrqpiVZ7WjFqbyAVIyPd08LRQOI4qTqTMh7v2aMZzAwTlT00v94M3zGLFxwPELXLtVjnVCxx3RJyYBg7whC5u7/nzdt33D/suXpRM4yXiK3Vm6Tr2Xcjw5TwEXyZqRiG+XAraqiZg5dlNkpYOLZTZpg5HxGlAGnS7wQdrAQdFqVQ3YOfDY0SUz1QuYGUHZXTSV0XGkjl0M2JFCLRB3z0jNOIDxPjqN9DmEghlrWTWTQT1Kk0vw1YSAYmEwhGcBba1lCta5qTmtVpo/IgKWGD10TXD0zdnmE3MvQdk590iNEqySAd+mvHDP5wP49X5b3vh9+X9Vy2xHs/93hI9PeTfZn/Wh7PxMxVxXxDjnMS3/fx/YOC1SBgSzTLeZYoKGVLosg06PZUfuzvv0ghLRqDcU59jQ8UJjhyP6JOCpbFdvew5evv/o79cMf13be8efuWmDx/E37J9t0egK+/+ApSYNE6Xnx6xZOLc4xkTNbsT2LGDAEJkWE/cfvdA/1uZJqEbm/wXqGHaYyYKVGRaQpzJraBmINy6rsAWx0Is7XB1g3RRjwTXcyQDKZo98QcmbqJmCKu0YVincDkwe+pnGWKQo7Ky1mZJVfuFIehuu3ZPzyQxoBcb1lNYJJhmTOtgBPDEkcjlkoMy6qiNpZFtnS7npvJ4iMMUyZlYVFX2HaNtRXWpJKl6kHtjHo1mxw0mgVPCokYIElmkuI9UXRdBqNj9GtjMBhcVO0Dm+YJ5ZmUoHRPA2CEyjqtJHKiTokooILnesaMRYdJHFStY1m31NKwOl0TJNNGz0noqVPkBANEQo5sQ6KbIgZNBGoj+JS4mzruY1DZbI6aTS7rGYFon0W7t5FkVmRJLAUuEWoRhoVjX9dMtXA/Ttx0e/Yp0TvPvgqIsZxdnPLhiw+IIfLu3S139xuCD+w3W+1ZFGMMXerFejEWflPSsKYSMBw29Dz0lxLEqBVO4gDOI7YMzGX9rCF6Yk5c3+7YdSM+eNol/PLXax1wsto/efnyli/+bsd+P1AvbmhOYLG0vPzdLa/fTYx9YjdYkjFkm8koZDWzCg8wCJTJe1CGjEJHLqlvg/hE7FUF1E5gB200V/FYVYbgVQk5WrxRf/NoQ5GnSDjnQNbEVJOBxf5Bq5QwEoKnbhpcLTQLi0ii7/aM3cDYj9gk2GRUx0sCO/HUWWikYlFbTGWwp5a8tFSLltOPn3BxeUGVMnf9LfvdNUsMT7NlkQ33b7Z89/Id/cPAt3d73vqJTY5sU8JHXcuzhlJJk5ECH5nHF20OloI2gAWQMggsc3JcaFszywg4BIVDLiHlJeVR7+JxX2IOND8ANyqP7w8flaAgBuTA0Z7Np9WAPNhc7BKT8oN5JHxHLpmdfkjjnErSZsXiNMqZUjpBzgaTdH5hc/fAL//j33B7/5p9f8fD7i0xBd5+dc1f218gRqgrS10bVqsFP/v5x/zpn/6EROKuu2M/7jCoE5cTw82bB+7/rad7NTF2wj4ZvBFMSrghIilT5UCdiuF11GxfspB3hvRgsZVhdd7QLBqCDUy5Zx8zJgoLaalsS5wmpn1kGiO2WAlblxmriX6fsEZwzYJqscbZihOz5kV1jovQX3/F9tffkKeATIGTSVQfSgyN0aCwEg0KtXGcVwtaW2FxbDd7OvFkqYimBbFUUuPaUx0ICiPZD+pVncFJopKoQSFM5OiVLltkFMaUSEYbmF4y1kI0wlllMMZQTQl8LO7Kliw6kZBywlOmNsVQW0cFLFKilUQgM6ByCROZXZjYB7XfrJ3jpF1SNzUnp6fUTU3uN8TNG7Lvsd7DqAJ5o+8Zho6cE62xtNYRMrwLI7fB48kMRq1LIeNSpgGctazqFY1rsA7ahRrG1DGxDh6XM6+WcNMI2ypz0wXePGzZh0BoRnwzUtUNn3z0ET/50R8QQqT+4hvyy9fKqIuBqWSaepppjyV5P+/cwxbOWQ7Y8Fw4I9p7CzFpJZjTwWNERJT4kDLTEIkeBh8YhgljhLfXd7x8/Zq21QOwah3GCg8PE2/f9kw+MviRLlzTtMLmIXF/G4lBiGNFMq0KwuWsQo/5EQ4uKOvFlOOnVPwmOepkcGIJfcDfZvKk/ac6qb5PnbUvBVkZh9mrv7cpMipmpM8w+oHKVSATMbXEFGndCXmKbB+EN69fk0U4O1/x/MMr6sbRbbf0XcfQ9VgO5Cf2JJXRycJCHOvGYlpDumywFxXmdM35H7/gww+e09/c8+4//Ir9q3ecmJrRnrCSiuvvHvjyd6/Z3fd8OyVe+cQ+Q5ciU4g6eyGRTCx9g2PvQHulR0XWx72k+cxO818Wf4YSE472u3J8rjkc9seJZw6/zqmP1ub/U4LD/wT4qAzqlDetQWCGlOQo+jR7KKjH5REWKhCRPk8Xx/xcHRYp4EPW/kXOmRgmhr6j7/YMw4CflM/vs6dLysI4OWmpqhbIGGtwlZqtuFoNrK0R6qqisoaqc9iVIIvChFlolmKj4KI2pV3JNASg0dUsVZnFKIecyDy2qRc/leukkMSsoKoGKhJ1sltvUGaaojKxbKbJBpuNzvwEpYDmMRD7kewDLqKCfRRjE+ZpSN6/9szt2gLflfeBcRhbaLGuUsmBaA4ZSo6BnMKhPD9kG2WdpnTkRQdbGsQCwQjB6HuKcgz88yOJQjTaQJPDbMPxS5etEb0P8wBjJquJUOWoKkdjLbUxJGOUD868sbQ5nFPRwk/pYDoTeLyh9N9zBbaqjKUyGkxbq7RN6zKtyViTqbJWxKY0/KaUmFImZA5S7ylnYgyY5ECyYvpWpdubVidxm6bGN7VO/IuQQiza/enIG8/Hiz0PIQkUTPgoIHmAZ46ok26TQmWcJdh9zpioVbdsPF0PtrLUrfaQ9vvAOEZCyExjoO8iMcE4CN4LqQh6HnX9dDjuwIL5hw6HAhCIUfhABJ0EDpCLttZjaHHOeg3qjW2MKYnhbHITIQV1YIyhmEB5fJjwRoHcWA68cXQMfUeMjmkai2KsQr2pnDcpq2SJ8k8KfIiKfEpdlS+H1A6cwcdAP444yexNTZbErh/ZjRO70dPF4kFU1tl7zm6PoLxZqC7/3rXSG/jo/wsUyOGvMrNBTn4EzR6/Px5FK4d+nm8E/3BT+e/BNv/pxw8ICvP3Y3kjZfJMcsaYVA5Jlbk4vEl00QkzHVXKRYxKZZt5tFmzJcXHEj519NMtIfb00zt82hLSnozXSdfC9kg5lZJSZTR2u8zf/McvePfmAVsL7XmmWkNdGy4uKnAWu9ry9POB5syTgiGOFTkKtalZuAVWHCY7TKwBYRTPwEg2WdlMS3sY409GDz+xovpsRmhcxSI3SrnbG2WnmVwEvRI+CqFXaKo1hvVqQZMrwm3H690G4yPy7k4tQvNxuenlFnV3EmEyBY+NiTRmnBjOVw1Pnr7gpD0HU5FliYhjeXrO2ZNnWFfh/Y5xEnIKjMMD09t7xhTIvmdVV/Q5UM0KWlkPnCiJVCpVMTDkTCcJa2CyGe+k2P9lcg5k1CY1ig68JSuIswozGIshYDM40UN4Bh2zKB11fXXBxeVz/NBxffsSP/Qs4sjZtKVKARsCNng9TPxIjEGni8WBsRiEtViemrawnJRyWrmaJ6dXnC61Ols3K5qqZpp6uu0N3vf00fMu9MQceTnAVx3snOBPWz788Y/xRnh798Cr23uC73j59beM+xFrHa5Z8PEnH5Bi4oPnT/HDiJ8824cNY98z9CN3t3eqslqu7Ywiye+xTnKGaQxsN4PuPxsLC7BAOeWwZWY/CmWyUK/n6DM+gvGZyUdEMiFl6lqoGlguK9aLiro1xF6nxn2EqYv0u54UMn7yOqH8+J2Vil/mYOC14mRK5MHr5PGYcVEgGyrkQGkugNQhoWkV3CVhiWmGTRKSFbKaQk+alGll8g29G1iuT3ny7CPaxYrd/o6/+du/Zhw7vnvzG8axZ5bin1k3KcMU9Jo8bBPZRJqV5dkHK1arc6qqZrsPvHp7x3i7ZdNnhlAxjJnrhweYMtubgTf7wODhBsOttYzoVHxKepYJESnDhehHBzSoJjkOex4GykiHyWjK94xSqMtE2KMgoxXinBcUPVRNRkp/1+agNrDlHD4OSryfrP1jjx/g0awPYwxiHSKmGOwkDQo26gAb6YClkQ/zFvqz1mGd0UMGT4rxEBA0OFhEHGSY/I7BXzNOD/T+HT5tiHnPQUYDS0QZIwhFGXHCTxO/uPmS/+C/ZLGq+PznFzz/dM1iaWhWNdXK4pYdTz4bOfvAY01FZRuMOBbNCafrpzjXQGrJaUXOwqbvuN/viClpxoH+e3030PcTyeQiv6AUzdZWLE1NJmKcHCjLqYj/pQBx0mzgohFOUktjaoabN7z53XfkKXASEyeFvTFn4DmXTAfN4CYiSUCIdMEjOdOcPOHs6XOeX3wI1AgLEEe9WtGen2OcoZssaYpEP9B/94b+7WvV+llaVm1FlwPOWObpel2kWhOHItI1kOlEx/6dganSoJ9SVkomHCS0nahVoVhVP5JJGWCZhMtChQaPmahg6orV5QXnHzzn7u13XP/2Ox7evebKwIlTnrnLiSqlMq0ZCVFd9LQRqutjhVWI8rAEM7VpeXZ6xenlOc46lvWS2lVsH2755u1L9pt7dmnkbdzTJ88rJ/zuXuis4fxPPufDH/8Ymorh17/l2zfXjJPn2+EbXn33iuViyc/+yZ/xyccfYkq/xSAM/cDbV6/ZbjZs7jdM06i+uTFDSEUP//dpiJqBjqNXVVQjtCtDuzKHQEBWSQ5N1EqWWKxt56Cg8SMjomwmV2fqBdhKWC0r1ssVdWOYnGefJ3LMhG5idzcUvf8ZJqLAIIetrch5AvEUn/NEDkn7i9lo1Y2hIqtn8AwbHSoFS6MuJYSsXzkXgTkUdpv8gM8RL5HkLZXssK3j/PKMi8un/Po3t/zil/+Rd9evCeGOyQ/Mcyqz6nBM2rcKGTbbxOQDS1/xNK9ZLZ+qesLO0w/3hE1P12d8qNjtRt5+s6HbTgx9YtclvIe9NdzVOilvs8HliCRBpDiUC2Qj5Fyaz9kc9pKV96/f3GIwGDDq+zzvnyxocxw0ILzHRpiDgkL7KosBZpa/KBCVwA+qEuAHBIXZ+xQR7IyFzVARM2zyPoyRJZeLJYfncoCOiu/qAXg5btyMCkoNY0c/bpl8X+w9c2Fj2HJBM3nOYvIRg5umxNjroE+/9/Q7D8nQbVWJMSWvshol0taNSm40raVZGZwzquaoFS0V2iAz2uPT70mYJm2ui816c2aucU4lgKTj3EhGI2QSZf04i2SDw5J9Isegrl1TgGneNo8eBzyyYJUFwqK4OKn2VGZIkTFFxhixknBG/z0xFmMtYtX6NIia50zRM/qRkCOSGxpb0RSz92PuMpeux/dUJuqLNaAeRmYOIuXzzlBXEv03U4F+5oblLIZnHn0Jer6lpDoyKc+0OosR7cbOg2JHhsssXiwKk9UNiCVnhxq0cNgYVVMj1uhhmhNT8uSQGcLEEANjDAwp0MVAnyN9VLtLnzXbnnxErMJHs/VhDFEllsUyjmMxi3EHuYYQgq7fdDSimjesEU0a5ms948dlNx/W9MzWlrJ/5sfcmzwuk8MI3eNEsbxkPhi75KyqptOo/+OnTPDqvzErPefiqjhDWYcF+Ogt6mR7uW+Jo9Rszkey1aOveSvMr1faEmUoUZvyMvchcz44/kVR5hfiS1VYvBCE4lfuSNkg/rgs5n8wl96MJqlCyoaUBD8lxkEF/CbrEROJu4FxCASfGKbEfozsh6hy+4mD/WnMup5NOYf0Xs3sIzm8f+ZzqtyLlA/LX/urWQqFUyG0VKrHPCeC5XPk8meH60/Z/6QyGZ1VFbqopiYUipvh5Md79x97fO+gsNvdA1A1LcvVySESW6tR0FqHtVqiqmhaQb8MSBmNlTLiKJKprDJ0mDHEYs4T4kTKgbvtO3795d9w9/CKu7s3DGECa3Cmoq5VX91PA34c9MObRPC6qHIwmJiJveX6d57+psM6+GaVqOpMu8xcPhUWqwXLk5rFixVVU2GdI7uB6CZi3BHSrR5yZsQ4bcxWtsaYqjTQJ7JMiA2sFsK0cCQP+92O7TgwjYFpmlRbLmvGkgxcnJ7w0YvntHVD3o70376j8wGz2VNPAZNymSrW6zbTNh1CayyL4iZm6hqxjjFGbseBPgR8v6X+9kvObx44a855sf6Q1i1YO0d9odDNLk687u7x055hd8OwuwagOXnBx8tTaus4dw2tCCEL0WgPwRqoKp3sZh7YErDWUNcVJmsFFb1ukMYaWqcH52QcvVWYpClT7SZnauYhn8wiwwAwjby9fk1MATtNPHvygg9OL7H7DeHuFduxpxFDFlugKb1ARizry2ecPHmBOEc0NVGqeReBwJQid37Pq80bYtLqMsTIOAxsulvGOLDNkXc50pN5yMIuG8Yo7N/c8e1f/YpcWaZp4HS5JDYND9uebTfgfc9vf/0lN28fFCpFqaQxBKa+I/iJvh/Z7zr8GA9SFPYgdq8nRywCkzlngk/4KRZIRGcClN5N6dGoF7E16fASc80xUxxn+4CMEH1m7HRfvns14YeMtUK/T3TbSIyZsS9Q7iy9kPIBNpybqA3ao5EMVUwqp13IUceAkXks6/D4aMpoguWyZsALH5HsycYohydDMpkBU+DSxJgsQSZ23R23N6+JIVBVwp//0z9jnHq+/fZv+dWv7ug6ndaPc0/QKLXaYRDb0jQrwPDqq1tuNhut0uYPMAV46GHw9NvAzX1g2GdiEjyqfzZh1PEOSBKJcKj00rzWcoYUjjB3kQAKedb+0j7hnFBT/BTyHAhz5tAtF0ii81+635y604nBuEhlItbA0gYaE0lJGMbI5JWenE3LDzFU+N5BYd9tAWhzolkssFKE7WQOCppti8nKqim943lF5NIzmI2zXamjdGhHI38ikrwn5JHN/oYvv/k1r9/+jhBGpqALxtmaplohGMZBQOJhkjR6NTIh6P2NA9x9G7jLqhsT4kBKgYsnFX/0T1ZcPWsxoUGeLYvLUyS7geQyIXvGor4UxWOsB4S6XlI3S2ICHz0hB5DIYgFj4xhT4m7cs99EsoegdrHkmImTbqj1+YofP/uYs5M1b//uG75+/Q3TrmeVMidJXeisKXIS5aEHAjTGsLAqUZnrhlxVxDBx7wceSPTDnvD6W5b2lg/XL7BPlpw1Cbtac4o2wbvouR42DMOWqbvD729xxvCRPOdFu8aI4cxVtAiTwCAQC0RmnaGyOuU9CHi0j+KtSnXEoDRRcibXlqrRxeuTYdCUnWj0A0rOVMkwT3A2QJuByXN9e81+6nnSrPjo4hmXzYLdu++43dzSp55kBGdcIQHOlZBjdX7Fk48/xtYN2dZkVx9TMwObfs83X/2ar+6uGaaRu4c79kNfCjl9H7ucuSYx5MyQocuqkHv37oF393ckKzx7csLzp6eQYb/3jEMipZ5u+w1f863etHL/jAiVFawRYsiMfSCGjLWGpqmoKqcVp9Ef8SEyTbH0G7xOux/WgC3VslpgCoI16qw1Z6xpbvY+riKKNkkMmRhKA733PLxTJpRK3D9ebQW4LMrHj7N9CzRiaA6Ypn438F51YJjFELWXWIqfA4d/lkciZ3KI2BTIxhBFf9KbzDRPp0siJ0HEsu8fuLu7JobI+mzJz37+U6raUlUjX375V+z3BcdP+m9mW+ZZxCC2oW7WJCJvXt7RfbUjSyKKMrtMhiYpbXnsMpsHmIash2plCywkpKAfJklGTCpBofCNCrlGP7DoLMdsxpy1lJKCyplySOa5Tp5vRFZqNpVG4VTo1whUVQ11rVazJCqTqCys68SqUiq5jIEcINuKWNX/eXoKrtKnGquNFe89Ik4nneU4ZEMuevuiH1U9ms0hKKQD7W4ua8oKLjMJMSnTQPXIS8QUwVg1XDHWHRaYEn/kiCLMOdJcPmbNujRTj4Sgg0XTmBm6TL/LLE4M5AZjGmAiRBXS1ucWW9GcS+VTMDyjN9JVQl0bSLBa1cRTaOpMHIM6rU0QXNbBnQQSFDKpjMGPnt6O+NFD1PF43SRzU04OstOH/5cy+FVqyowhi6ESR+NqGhSnHbOHMOAlYpuKatFgnCWHSDRC8J7Je6agcMmYAjVWzVFyxmVojWVlKxyGQCg4cGErZWUVhTIAlgumbRBimv0ElK0TURw1ohOXs7uZPGqUKvtIh+NMgXVi8PhpIrpGK1LjsLYCV0PVEIA+azaqRMCEydpb2Y0DJkWSC+TgC2NI3+d26Nj7kT5MDMHTF7hoBjEzwkjG58OsFSHr9HWck48sahgV9BRNcb4upf/yiFrK4fNZsKJ9hPmvssIC8+Rrkb3SvzcFmjnsk5J8JpWXmandKc6Lf/7Jw9Z6/zG/QKkYIKsxzlxgZB5r9x1/7BHUJTMMJccBxDk7nvcb5RrOMOeBlnn868PneVw5mJwxBW5Vf2wVUpSYDuYxSQIianXp/cA49lSjYRwGYnJ47w8Q2xyaDlCV6FlhbUVVNSQSVW5xOZSW7kQs7nCxaAeFNFPu5e+982PeXaCefDzv5vJsbgHkrG3j+T4prPPeBVGc+hAU8uFezZLjx5IP5gmxuRpzJhf14oTh6NNsstLCf5/A8I89vndQePHBMwDGKbDv9sSYaJoly5VRTSNnqJuqYOgl2omo0JTSDvQQmXHKR45CMXLQcunGHcO0YQwdVV3TLleFxhdLhqG5Yc5RtRlm/zof1QovloNqvrFRiCWTSWWSuu8TL7/x3N5kPsun/OhPn9O0p/h0x277kpg9KQSS14hdWcPCOUQE5yrlh1vh9KSlXarm0ZPTC2IvRG8YthbfW8IQ2V+P+C6SpkzYJtKU8WPky998RQwZs91jvfLrV0k4zSUoZP14RqApmWaFcIJhnTTjl+wgVSxcg7k4oTOGYZy43+65nTY8XX7I+Y8/5MX5B5iY8dsdKUV223s2my39tGM77NiGPY2xPJ16zDDShsAn1Zo/PX3OJk58Od3zNnRIykTvyVFFLMayNoxwGNenNE+l/EWVDSlBnwL76HWehVzE5DJVsJiClzYkNV5MgWm/I0wTQzJwLlgqbLPGXT4nLtfs+i0vt7eE4A9HjwThu7ff0Pb3YAyTNXirgnUqaixMwfNuc8+m3+NTZO89Uzn0R9HG7YTQIXiELmV2OeIFBhSGyCkz7AfuCmQzdOOhT8CMq8PhdJ37LxQ836CZc0qJrhvVlKqCutGkI+cyzW+KJo6ZewCJaQjlZfWkTjETxkiOBdqxRytJ3QfzDp7x6Ew+0Mjg6LN9xKvnwE9Zh678uC09tVpgVak+VEiJPib8QZpZM16D0IhSQpAjpp5zaYiiiY6bw0NO2FRgH6+fS6xRRd3gSEbw1pOMYb+vuL99w9R33D9YXr+twMDLl98QfMKaSoX3SkQwRudPqrpidXbGxdMPQYR1eMoUPSENbIe39P6BFCLjMDL5cBiqjFmTOZvNMSAWgk8A/EE5wB4O+kOCA1qxFLREe0tFOVg00Stl6rHhUrIKh8U6q/4VhWWZASsJmz02C40VVrXBmUzDhIsBoqpCu6CSGTMU+fczhX/48b2DwsXlOQAPDztu7zZ0/cg6C+1ihbX2IIetFVI8GEw4pxqYOYNElQHQoKAyE8emmFJXB9/Rjxt8HLHO0bRqqZeKPHCMPTHuyDlqk9nM2Y9Kes8L+pC5lYh/vOAwjYnrtwFrMydXhpwvqKonTGOk677DxwAhIqEIpC0qmqYuJbstmYvB1hULU2HEUj9ZUtFAsqRhSfYV0z5w/2rHuJ0IXWK8joQ+8e237/ji1y/ZbvZciuGFOBoxLMSwRLWEDp7GWTV/KiNUGRbJsMhFXyZZTHa0tqZar5mahne7e17tbrmPO8Y2sf7gCZfPPmR890D38i1+GOj3O/ZdRzf13I89t3FgkS2DH5Fxok6JZ27Bj1YX3Pqe69hx6zttYEW1HEz5UOUesjBA+yFRN31VGZYpKdSUIkMMmCxEMYeegisyCZFEDVQUNtEwkMYJX60ggsVhqwX29BLbLuhJfLe5po/TI6tP4K4n378lAYPVL+WyCCFrg3hOTiKZKadSEWQ6OBjueIwyeMj0OeIzTHI8aMdxZJcnXU/Tow2dOFYKcMBS5qbi/J8pwWUaPZlMFaVksqjlpKlLVj5XVTrf4Mdc9otmnDlpw5gEmKM43jwhrQmoso/0cC4B4TBo9Ph9zq/NI8goH721U+ltGaEVw9IaJmB89CKzNGKZ68eJFNOiooHFzDFTxo0tVYsQS6UgGG+UlGDV6U3KsIt3RmUpxh3b7R1hHPE5qg9CSuy2b0khYbE6I1NOUTFgneAqy2K5Zn3+5KDBpl4oO8zWY4aJafKMU8ATD5VuKsDQfDMtUMNhwGwsmfjRw1mw+ZjNU7L92ZI4laBAUdiV+aCaG9PlZywGawXrRLWUSp/WSEJywqADoYsqKrU7ekyasBFsNNhoQOxhuPD90uQ//fgBgnh6422pCFIRxAPNwAEd1iof6CCjfVguFIZK4eLGuezKB9wSwEiFNTVts+Ls7AnGWl34UReq9zuGsVIGkYch9aXp+3v/lhwr6kP19ej95HIo+DGw2wxs7julZWaVdEtJp3op0NHhNSUWvwAhEpUWi6Um47KHZMlTgFAx9YHdbce4D6Q+ETaRPCR8P1LFRJNhZWvOqiWtGE5jZm1Kf0kUdhHA5IDJUZvPqEqpJbMwQmUUsw9JS+06aiYmgJ8GHh7ecetq6EbIATGZSGAIk0IoKTLm0thGN20lhtOq5mmzAhEWtsKKFqYzdMSjc1AT0Hy48IU2re+1DBL5lPAp6mF7cAWZsefZ21mzMOWtq/vZGD27fsfGVuynPd04MIaJJMJiscQ4RwpHccXZyDyjm9UnEGNY1C111ZJyVqn0ELWCsLrZvAi9EYLMxvQKg+Xg2fuRVIx7Dvvq8QRyWRuPJgr/E9uvXLSyIGfUZ/4+Q6uSlFU3w0WPnxPnc7xklraI9lVORfaaRYurKsZh4vZuwzCM5b08Pv3h0H1Gj/LH73euRGZyQ1UOcYsGqKpUGLNfhC3PMwh1IeI2YmjE4RBCGULNzIDOfDUec9qO70+B0QKnpkxVZDEOVU0uc04EiuUbM4JgjCnqCyoFMq/EGBMpgTGOumpLUCiBk4i1DYZarXVlwkomGT2AjeQi/c6Bbfn4DiuyX6ClR1SwGc5+zPxxIlpBG8NJXdNYCymTgrJRfEoMxe/eyKEGLu9Lr56R47VKSSfeEQ7SHjELWcoEv1EXzFmr7vs8vn9QKCLji1XN06dneB/I2ZJSUCclU5XBGtFOuy03Lx2zdmcE67RxFMaAD1pRhIN1naWpTzHicE9XnJxcEWKxU4xK69tsb7m9fcM4DXybfsPd9T3TpOCozIdSCUqGjCkTuEbXxmGoLsUIIXN/u+M3v/iW65sHlueJsw9OqZoT+m7Hw8MDwYeSiSqffL8b6XYTMWb6DoZBIIGJDhN1IEGihajzGHNm4MZMs81Yn4m95yIkLlzFp4srfrr+hJWtacJEGwYdyTcqzJZTpNvfM/QPJBJjDnQkFmI4qyou2iUBaIeAHwLTMLGMQodjc/2av/p3/ze+Wpzw4uQFn198hmsr+u3Aq+6WzbRjN3XsSIxAyIY6W2ox/Hz9hBerC74dtnw1PvDtsCXkxBDVh+LvJR7CwavZOoMRzb63PuAETgJsYiZiGa0BV+k0fAByUk0ksSywjCJsDXSSuRm2/N23v+Ha1YwkuhyIklk0NZ9+9COMEd7cvuPbt98xhgmP8uAzZYIVWLiKP3zxGT9+9iExqCjcfrfHVBX1+gTXNAQjDJUlGMPeT1x3e4YQeLm5x797zW4aiTmzj9p0z4EDo0MkYVxJTOZzi3JeHa5RfhQT5Ji1lJ+JEcaRAhUlSFP580wO+iIhQ0wzc0UP6UXT8NM/+IyPPnpK0yy4uHrBcn3Ky5ev+O//3/+Gb755eWjGK2SbDjRuxZ1LYMjlfTHDUFqEr7OwKsfaLEZoBCQkpqhqyHUSHCqNvpIaJ5YFjhNqLIY+j2zpy7rJhx7EnIXru4JUTnGDHvR1MqyjpUborTA4Ycpy6AEkMWASjoDJiapKNLXDmnRINiHjvafv9ffOrjk9fYa1rgQFoR+3bLs7euPBTCysw7mByUVyNeFj1MrWzuKejzSJsuCyKwXinPBoxeCLNpTOcGgPZuk0YJ42DX9wecXVYkUMkWGcCCFxN/R8vX2g8xOVCE5KZ8bMPSetKETjMcOY2YrHifpMR2mVbmsdsbZkVyNVg63q73vU/xDtI10wde04OVkQY2IcI/t9IMZYONta75pMMUUpfNkygq96eEZ3qyRSDqWRU4KCCJVdIlgWixOeXD3DGJ1Z8EGDw/XtW6xZ0PV7rt++JQZRHHEud0s0N6KECzGPFn5Z/Dogoh6w3W7g9cs7dv3A04+WrJ+dURuHj4ldt1dowOtXCom765H76x1hymzvI/ttVulalaXX5lAum8yA1AoLNAHOeqhCZoXlTCyNsTyv13y6fM7aLbGhw/odhkxjDI21pBi4nSbodvgMPZk9AaHCWcva1cqRH3TxLqd42KT97oGvfvc3XNsK88nP+fTiBaZyTEzcT3sexj1dHOlzLg1bwWVlF31YL3jqLLW1XNQq502OSPFufu9RAgLztbd6eERJ9EE9GfoY6JPBkgm2KTpEqRCDinGOGCpRT+xAYpTM1ve86Xt2CYI1+NqRrOGD9ilXl09o6pqdHwnXrxlRuGeYM98MJNW7eXZ2xc8+/IzgA2+k4V7uqZqG9eUV9XJFtIaxqYjOcD90rDb37KeJKSde3l4TmOhyyVaTLq4c51JOMDYfySVlsOxxaXrMkEueKfqLMvI4wEBRSj+sGMofhztK5lkOpbmRWFnHhy+u+PkffspiecKLD3/EydkTfr1e8zd//Td8V2CrRNkMc7eYfDTxye+91TJfon4kTYJlPmaqihgUv/Wseb7LChg1WNamohZLS8VJbpQGmhNTVi6femKnAho9LryOTWHJGVPE19uUcOghO0uhQCJLIONBEkbU9N6ZjLOmHGuaCuac8CHgfcK5jLENy8Up1jpiErUyFaFyJxjZ4mSkLmwuMYHR5oMH7Szj894MQREC1Pc9/71qOUVbms1ZxQAFaK1hZeCyqfn89IyPTs+YfGDfDUwhUlvhut/howaRwwikqJUx6AzPTDAIITOMUUkortJgl4UoFamyYGvEVlhj+b6P7x0Ufr/APGohlQUmaqgtUmimRa/lKCcrJYtXjrp1FpdBrB7OusoNiRobpVgR5gJFeJIBIVJXS5YLrSbWyzNO1mdUzhGGjjB2yqnOx5J7xvRmfPbwltH3FkNkv+3JkmnXwv5Bxbf6nWfoA36KOlw2lo0wAVHnKxTuiEXoLx1G8FLha+vfuzLdmolloWdjaWzDwjjWzZKz1SknbonNC2xa62v7CeMnIkIlDbVdYIkkW+NMZOUaWqlwRZWwSgmJkSpFHbbD0CCsc2adVVnVOEGc5mXidUguxXRg2RRVgmL6rbo0kjImJdWoOeDM+jicfeXaHv9ODn+ei/6RzzpY56TEzsK/1NL2MV9EH/NAXsyqLxNEG9Q+a+U1TAO7/RY/VeQQWdctlbEqv+wcyExDhGXdMIbId3d3+OB5t39gM+wwcWLhDG4aiFaYakc0whBU+ybGSI3lqlnT4khpYptGppywpXRHHu2N38eM5Ph55iAl814qycn8s4WwVX7/aLfJo59XLJHKOT65OuP5+Qlnpyt+8tETPrw6oakXnNWJBQMLJmpi6bVk4oyxM3OPeB/mKocu6KEws+BcgfTm5vDjBGv+PGVOnRqdOzhOLxc2EenwOdXzQg21XH7/nv/9U6Y8J2d1UUyJKhmkzH0Q1J+kXtQY4xCzwDr1Ovd+wvtRzyH0fFm0NcYkfOhJ2RGj0laDn8hJMNkRcyAFCF73sTMWKj2PzAwPYg7vVNeonjkhFUiNMlOSlU6m7RwlrFyetDxdVFwtT3jx/IpnZ5fst3umfsBPIxICNufSe9EAkCWXa1gGN/OBYYzPMBYDKm8szujVj+JI4kAcf28Q9h95fP+g8Gh8Wg6DOYrHQTo4rIlASJEQvS7uZHSKNuvFBIOx0FiDKwNrturxPpGzo42npew+KqxG4xHpySlytnY4aZmmgWG7Ydje0XVbrt98y02nJiTv29FJceuag5OubinUwGE/8PrrG2xt6YcTbJtZnFbsd3se7ntCCMQxEnutePJkkLDAxkyNV0liSYwmkkwsk9BKg63E0pgVta3BeiYZmIicugWnizPOXMOHFx/wkxefcdacYFyFrRpyjOzffMv+7bcEGVlXZ0irl+9qWSGtpc5wGYWl18Bmx5EQJk6i5yQLnVgus+XjJJyJ8MQI1UKQhSAEZL9Huj0hTnRZ/REmI0RninZVxoSIDRHnI3VQ3NaByipzDL4Kp0u5tMfj/bEr1D5GbkJiFEtXZ6JxWMlYO+GMKUK0M5ddIcUpR0YxDOKwxuAJDKEnkrCbiAkDtXFYsXx6+hQRy2J9wuLkFDGGINqXCDFys7nnd3/7H5li4H7csw8DiCHdVGRjta9ghCiwrhdcLc5obc1prvmzy0+IKfGr/S3j9i27NDHFxBRVZiTZwinXc/BA7XxMJzyQH+b9dAgMJbCmssfmqmt+3qODW6zCOqdnLf/qf/3n/O/++Z+xbCqeni44XTTaJxsnUnjLTb7jDM+azCjgiUXeOR/kR2Y/CikBwSbtI7SoJpFDWCI0JQM2c9O6wE5SIKymBI4KYZEzjoSd9a8wpBxIRDKJ2lhaUylWXpzKDhO4HJOOeeahiiUxyXDiddQ6hYltvyWbzPnVBZfPPmaxXGDt6cHP+v7hltu7d4QQCL4l+EhVNVS1Z9+9wYgjeEuMhmmaSJPgWBGCMHZCt48YEZpmwaIBMUr9nPuTudBUfVRPB+1VTeAnZZhlg42NQujRk31k1Vb86SdP+ZOPzjk/ueSPf/QnPL18zuuvvmH/5g37hzuM91QpU0shRQSv56FRzSaVvrBgrQ6PR5h8xhkDUoNZkDF444jqV6pB+Per+/8/jx8QFEpGA4eMX3dw6bJLxlmtUHPUZuaxHtTJx/liGgRXmAUhekL+/9H2X0+SZfmdJ/Y54gpXIVNUZqkW6AYWarTYIVdwl+qF/ylfabYPFEsjbXZmAQzkAI1udHep1BnK1RVH/PjwO9fds7qBqTYjvCwqIiMjPdzvPef81FcYlQQWB7kGsaQkJVoLMOpmM5G20ZIqNAPnZ9dcnj+i9jWbuxs1kTn0cSdImtE+/7QhKH9f+h0hRMb7CBbqueH+dsEYarqu19lBTMQ+ETttm3ipcVIdNkRlIBlLOHhJqH9BzkIlFmcqaqc965FAIoP1tNWMeTXjbLbienXBRXuObRa42ZnOO7Z7BvMOyNR2RvIR4wztbEa1aPAxMd/tqdKITUoAdCnQ5KS68SiS6VwMlwJzW+ZCFSqaNY4wKns8oCY6yRiyVbKNEgBVsdXljE06cHNWB13C8TobTLmc5gMp3+lnMjBKVkVbo6ZFokOnwxDMGjmwYUEzsCj5oMQajFUEUFZvi32feQiByjouFxdcrc6pq5rz82surq4xzul8wQjbvuObm/f83dvXjDmxYaCTQALGrJWLIo7085P5Be1VjWsMc1dzPlthjeUujSz2twV9JXS5mNyUpvhhbZXHtEUEdG3KEerJt35WvoUE+mDsYE6ez0LTen78g+f8t//2d2m9o4oBlxNxGFnf3NGHPUt6WonUUhRsS5+bk18Dx+fmUAmorEtbKoWKI3N52j9G1JRJqwQNCpPoXSWCQ8pcYJIkyQWckfGmorW+DGdTgeSfNpIOlwCDuvRZUUOnJgtjUlvSIfUEiSxXM5raMV80tG3NfN7qdXKRYVwTgiUnle7wrsK5RAhbwBFHT4yOWEivVmrIIzGo/EflDW3r9ayygrf50B5SRVujXY2onZGUUF9rwIgexspDiaSsc8KPLhb88NkV52fXfPbpM64ffUza76mNQN8VvpLoUFk4IP1EMrnoKmkrSzFhIQsx6rx2lhyj1GAs0XiysYefsx9e3n/w8RsEhdMbpumMc466qVQKmMxuv9NWgFPoJsaU4cvkv3wKQZ2yTCUmiRcQdb5SMRiVRDZGEIkkE0ES1iXqWoNSDB3397fstmv6rjtixU8yMCn/m8r3YwXBh7V9Vt2XYaseCsMQGLuoQ+4hE4dUssDCvMwQQyLFfNBVccYgzmBrAx61AbVClshyVnN1vqK1jufn5/z2kyectTM+mj+jOZthnVNVyjiQY8J4x2y5JI0VMGClwxgVgvPjiMsJLxFXFIhceVdLX/HZbM65NVymTBWUBJhSIA57bculkSWK3xiMoRPNCL1MFPt82JZiUBanK0Qlqy0hEXPoH8khQeCknXIMHBOeeyzZeLYenHpkYwpFT07+DRPcX2WOR8k4gYhKY2fUg2FHwotg44AbtvhY0XvDzqg444AwktmPA7fdTlVASQQRkphCepsGnsd1EXNiP/S4rNyByms77sLVPGuWrFzNLQHDqJpIOTBIOHIDpjZRSYp0eZwi5E6/NsdPJRBYb/TDGppZQztvwMDYDQz9QGUFG7awe484B2PExAzDiL17wO067GaLKeS60z0xHfzffngUZumMYWYcS3xBH8lh83s0GABM7nY6Bp0SA5lKntLsKGuIVGyXTFFD1vGyKW0SMRTU2Yl7mei/tLqVNNCU6qRylkXbkqwwX7Y0s5q6qbBeAw2iYId23uKj1/lh1J58yiPb3b0Sb1lgmeGsoW1meNviXUUce2bNDJ3ERAyC5MAQA0jS5lhJfmKKhDS5rylm1wC2EowvQJsBJEDTCrUL1LmHfsP6xdekux3vv/maTbdnL5kuZ4KIrlEUEHxQHCntODJFHrzMHIxjckfPcqQA6G3XynAiSH6Xx3cXxDsNCrb0EBslreWcWW+23NzckHPm7OyC84sLrHVKHjtkOua4SYK2Fqwx1JV6IUwDYBElqxkbVBdpGIixx0iirhK+NowBuv0dX37xd2w3D4zDDkn5sPhzaWdIwSIfoCHTxTJodQJlIg3jLrJ+s2d48Iypoy9CfGkU0qAb2aaMScqclCAHursxqHm8MbhZrX4KAJIJMvDk6oL/w+/9AZ9cXfHo4ys++/2PWaxmzB88Z+89djBsX0bWXz6oMUlTc/nRc4gD/U2kdz3kwtDd9zjJtGmkEoXFCqqe+tFswdNHz2C2oN/csXn3kjD2jOOObnuLjXuaYcszIisrVKK91AWONkEeI8mBMcpUzxayN+RKIanZZtJ0AExNe725eiktZFt65bm0jwQ6FD7hrCP4GvGzEhQm7zU5/JdR0k0QYZDEVoQwZZYl1Y2S6XLAGFj3mdvQqeft5h2+qhEMO0l0OakLW79nnQbFrRRuQsIwlutW7iICDCFwu7mnsxXtQlhUFywrz/fqFWYl7CXxlR/4pR/oc+L9wz3dek2aCEgFFn6CTjy00U6Tq+m3TpfPFoa+bx3V0uEqx7NPr/jk80cY4PXP3/H2i/csXMbv3yDvf4JgYQd0gh0i1c0Wtj31q3tMp77igrKXp0phmg+cvpTaGBZGAQpXtuHaNhiETkZGUQXeVqDNOuyOoFIjohwRL0cV1AmhH9GsOZGLUipYyaQUdbgrtoQezQOz1cPBpMjE+q0RGqPVTiUJL7o3Vo9W2FnFxaMrVpcLZvOZIiGTQpOr1nN5fanyOTEVfk1m6La8eXeLszXny+csWk9V1cybK6yZkeLI9cUVIQwM/Y77hzcMw56u27LdPTCGgaKFjw7wI1l0/4mJB/Oh+lzwq2IrsAczGM4XmZXvWKQ1+XbDVz97Sdgb3q63vHz/lncxcJeFbRY6ARELxsNBTLJUXllJsMYYKlqMbTDGI9SkXOn+mI41oyfDPwokdVpApvzPoGJ41poiR5Hpuz0xZWbzBcY41c2XE/q81Y9Jm2UqR53TYYgU4SIpkEeXy9KyEdWISFgreKcROIaBzfqBzeYeI+kwBPugWpjS1dMKYfr6tFIQyEEY9xFJmZBPMoAg6rmcwSS19kTMse+AorN0YyuJz1UlEw76fPO25nsfPea3PvqIy+9f8/z3P6O9mMHLAWyHbBP5JjCmkRwzjXO0iwVED7sGWzmVNY4DOSi1ypNKpaC8BQEaX3G+OKNenHETRzprGMtGjKHHWsGlkXnJjbfA3BhaLL4EUTHCoT9gFJ2BO2rBiynvX47rYbqe2Ryz7tNKIaHD4mAsyajxjz6BVgqnggnTV7lk8uGg9pgPB5sYrQIQ9ZIeY9R5hunAqAfcNid2OSpbWYSxVIzxpEJIx1t4eMSc6McBMZHYBKoMjVhWtuZJvaAjsakcb2uHSQG/qwqKSPig5PjW7vnVgPDhY5K9tt7gGodvHMvLlkfPVxgMu/dr7itL5QSbOqS708NpY2APZojYhx1uN2B3+w8qhdO1P/FYptaWoXBjrKFGPT7m5f6EHA/MdfXxLlmo1RtuywzkgK4SKbMKU8x1NShNR5JKpeRDpu3KyrVGETblh8ra0EphInIqdyHjnaGdN/hFy2zeUjcVvtE2UEiZLAnrtMoSyeSoplwpJvb7Hftug3c1i3ZQOLGBpm6o/ZKcE01TkXJgt63Z9+uizuoYY2IY4zEoMB3URc/Ii3qoOINtwM+1unEUZYJGqG2gkpGhD2zebNndjNyNkW3X00liEAiiNrbKT5im2xM/WhMtKZQ6vQFq6KUVTAnNItqyK5vQ/Moq//sfvzF5TQ+CD6VYDZamaTg7W5FSpvKeMAzEQp6w1h7aCjIdF0aHNwYOq7Qf9tw9vGXo98TY0Q8PpDQy7Hu2mw0xRI36Y2IcR168+CUpjxgjpSyVQwl/9HE4WWjTuj3p9R4ONkBCImxHZLBgUxHtM4SkJCI9qbSaOUwApyfLcpibEEaS6KDK2xIwiMhuTX6oybeR9AZS12C2Rs/HGbhlprqE3BnibmC77ZAwsN+v6fdrTIo0MeKz+k5lKyRrSDhy0yBVTTKWbrshjIHQ91R1y8xayIndu9eId8SHO5oUEBIL4Mx4WhxVFiRGTeDRCJ5K+6bPiVhaSZPGlSkHwul91SVcsl9rwKqQQRXBJt0kliNE2Zbnq4AzVyksVSKbZKmyWmK2WfWYEpYxyyFgxBLA4mHRl02DIp5GSUrzZwoA5jA7SCWjjeXwOqwUo9tvK5EBYZ1G7gubW6xw5mtaMlXo6PotXY5IztQzrXQnKTnJwjgGYowfHsq/7mFgdTbn8UfnNK2nXXnml56q8Xz2/Sd870cf4YzlaTvnx8+esvKGTz9dqlptENJ+QO4TYx+5vdmx34y8u+/ZhaQSHuYIKdUW0FGCYTrYW2OYG50NtAJN8ZB25cU7DEtbcWEdUYQNKi2uKBuOOl3mGHBSObqmP1Pum0JSDa1vaH2LIAypJ+URRO/1RNxSaIqS9Jq2oa3AzVvqtsW1DcY7Uk7EGFXPK4zKGC5oIWMKO7rMN7x3NG2NNTUYCDEg1hFcwBIAwXuPN45h7DBGa5yMJWVLypMs9oFpWM4yy3I5Y3XeqlfFY8vsusj4rHekXceq8gxV5n0YGVLiDthby4MxPAAPImyNJXgVBNQWvL4RYwQ3QYlFGc3GWLzzVL7CGVdmffl0WZWDTf7h9fetx3cOCkd5X44tg3IoOoTlYkFVKdN5GBL73RYwNIuGZq43IOVEllRkeAtbz2RM0TLf7N7w4uWfcHP3mnHYst29I8aO3XbH/c0d4xjY3I3cve0JY2LzcEcMe5xRBmBOJcs8QYB8cDXMSbZWen8qaFjIIEOiv+mxFtqZYbYwGOswkzieqP5MDpoxH7iYpT1lAIkwSkSiofKOxbzFeY9hJN+/JqUd0TSE9gV26fHNCjO7hLrCP2qYdy2xg+6LPevNO2LXsb17ze72NZUIT5znopSUyVqStWRnSXWr6pIxM968w6RMritm8xWts3Sh4+aXf0tMkXHYsIwdrSSSqYFaDc0j5H4keQEcxjpCznQ5sctJXaa8khQnPojGw0TKsWShxyGk8w5XVZrndBEbom6vCb6c1d/CW/XrbmYtUtdsJVLFjoesYoESAqRElyPrKIScGCUpPBWF+o7lXmQglSFdQANGRnWMtL4SJeqVn40lq51Af6BInV4yTgzLsONVd08Xei5mSz5qzskG/mZ7w/r2hq1E8rxhsVqpV7hT0mEMkfu7NTHED3KTbz8mD5InTy/5F//2R1xcLVhdeC4ee5rG8ezjx3z82RNq76lGix8tPo5c3b2kWr/FjCPhfgcvd2z2kS9fdbx/GPnlrueuC3RoMLTWUxmLz5naqOudxRQIvmFlDOdGXdLOsrDMalq0NRrAvbFcuTmfuJYuJ3LcErKi0Sps6fvrUNoaUwJyQjvw5sDC7UToiBhruWgqVoszsgjbbSB0aobgmQLY0bGt8o75qkHmHrts8WdLzKzBNTVjiqRRGIeBvu/IOdM0nraqdU+G6ezJVLVnYRYYHMZkxrEjWcHRQarwlWfetlR1xRgCxjVkapJUhGQZ06RGq1XYlNh457h6/Jjvf+85zcxx8Sxy/jiS08jm/Tu6e2iyYR8jXwx7xgAPBjrvuImJVwi3kgnW0ntPshbvHM5VelYah7XF914iOUcMhqaqaepGZwtiUKJMmftOSdJUsn/Hx3d3XjtpkP7KVwLeO4xtyFkIYU+Kuhlq8Ydoqq2hWNo6k4x2PnR2Y9yy3b9jvX7FMGzYbN8QQsdus+X29pZxGLl7N/D2RUcYVetIhfc4vA44aRt98FpP38uv/tEApKwKiYA4i23tAaN9wvkpz39sr+iFLy0qg/YvOeKajdOblYee7C1pN5LWIzk78ioj8xZswjYONy9taRvV/CYM9GGgD30ZvoJxUz9TVVKztWTnEeOQNJLHEcZQNF8WUHkYdoy7TcFuD/isY6wGaI2lxhaTk1xmM8eqa/K1PZitlNnQ1O4w+YguMxx71s4YKjfp/+tinfzeTTmM9MOqraD3mKoCsZwZhfeKicScS3WQ8aZYG073gmOrSdD2VSqvPZ38XT40qEwJJKZ8/9jxmXhiWeRwmPUS6VKgNpZzUeFCMQaXhTiMRAmYtsZXqt5be6fvubQSv+ujaSuuHp1x/XjF+aXn+klF0zqePj3nyaMz6qpiaVuWtsEMPfz8AdloRZLHQO4GlVXZDdxvA5s+MsZ8uAZHGpR8kNUrQUodA6tSKVRQKjMpRlh6yDTWs7A1EKgO4OMpmzclyBw9uPXvS1CYFgd6bQ0C5Z5bkSIQWL5/4K0cvcitMerZ3ainsvMVxnuMtaoEmgwpJz38c0ZkktzRcnYyN7LO4vEYcZAgJYW56r9LiBzXombqmq1PtdVR4kXXW+G0IwbqumaxWjKbOS7OA5eXgRQdZqyxyeIChK2wHRNjhh2W3hj2xtABfVmzqSAARUsd3T9mCqzT4ZaZFKhd8VcxCZ3jHe7YBPI9XPzv9PgNgsJ04nJA2zCxMcshP1UQyr7T4lF7bAMxjby5ecHt/TtSjOy3A0MfSCnRDx0xBtbrW7788qc8rO+IoaPv16Q40u97tg87Yojs1pFhH0kxc/LLi5zGCStyuhYnEfLw5WnQPGkfWczBtN0lMIO2DCbtc8rnbE/bJsenO/zKIhSXRej3kTjCTe74hb9laHc8CQ6pKhYLS3O2ZbbbY31DHJ8Q2opkLHFmiG1DApqLx3hvsTEy7rfc9B2urpktltSLBZIyqYuEIFjbYi/qsiASY78n90Lud7QSqUwuaqDae0wCQTRzm4a42kKh4NHLQZ5LfzjlA/JIe5rlcPcVBsGLUCWdcTSuYm4aHJZZ0zCzmaX1fLJYcDWraTI0uaW2cmRCixLwQs7MswbpsZjObLIQxNCJJWAZjGWUY1f3eI/13esweaoUOMhfTM2iqXU9LYCpQ3j8tvCQAi/GLes04Kua6zhgjaU2lkeVemtvEmz3ezCqpeSt1RajEZpWDZlSUgObD9ad4TBgns9mPL5+zNMnV1xd1zz9aEZdW9oqI/cbojV0dUuqWnLfs313w/6bd5jdiLvZ4NY9t/vITzYdX28Db8bIpqh3qrKn/tKpvYPRdvSksdU6w8KppMTceOZ4IkXPSzLWOOa24qxqcckxj3tm0R14Cgeym0wdcIMzjow73J9MyfrLbunDwM1+TRZhF4YSiLXiaMXhjaMynso4ovfYSgOCBgOn/faiQZWMYLB4r3ME5yuV9UdISVt5CFS+om09IpbY2yJ/Hkl5IOYOkxJD8GQjJMk0swWLDGMcqapaZ3oliExCcwrBF+7vHvj6qxfMFh63qFld1zowN+qdkYPwdp+ID5HQwcO90G9hHxP7DMk6lQgy03l0/DCH7wjGeFUlNhZtCBYouKFY/urXMj3RlMR+x8d3HzSfiINP5DK9IbZETvUkpVwE60YgYdweXCaEDV+9/F/46c//gr7ref/2hvX9hr4PvHuzZbMZiCHS7fSzFL9Xsjp5hT6Rk6gUQChsaTNlFnCwqCwPXfhT8Doe3Aew5WmAmNodFHy2GHwAdgVi5lRl8dCxdkfoYc5yeJrDFwXOEk1mGwKYxMtt4s+2I994x2f3BhkM53PD4mzO+fUZrqkx5z/GXF8gbc24sozzFnzNrG1pHz0j9XsevvopN+t72srz0fkl88dPyPuB8eUdfd9TzWva6yW2rRgfbuhefUnq9xgZmTMyaRt0ePVEQBgJICrwJ9NBVej7TsxBoTwnKT8jOngup4tzlrqyOGuoUqJJCSfCyjZcmDk1jsezisdLz8J5frQ859mipRKovOAar/jsEDAxEHNilhJDloM0c8yZ2ywMogiZPY49mc5ImRvoHZiyVuBEB0kO/e2pspju2LQWpophOryKYgnv0oDp75gZh/cVz2ZnNM7TGsfz5oxNDnwR97xdb8kIzup1MEa5OLNFQ0qZvhuKheRJclICgrWG5XLJJ88+45NPn/L08ZxPPzmj8rB59yXrN79gTJFhMYf5jHHf8c03L3nzs6+x+8jyZWR2G3nTJf7jbc/P1oEuC/c5F8N4PYineY8tMzhvDI3TzwtvuagcNZbzWLMyNUEyVRzU28AIS1/zuFnSxoH3w5Y9w2HP+PL8k9wMxrIstrm9ZLaiGLnKGBq0S7AbOrbjgKCw3oBQY6jEMVfhaFrnqV1F9BWurTGzGtvUWOexRmX4cqLAYT1Vrag/79V4SXImRqHrtMHYnM+YL8/ICbZjJORIFkNIHcYYsgmYwTBmrVDnizN8MyekkbZtSUkTXEmjzimSqtfmGHnz5i0P63vmS8/i+glPP3+kEhwWfGXZD4mv14F3ryNjn3l4n+l3BXXjrM7fzNSa1dpkqqwLXLKcdf7gvGeM3tlpXZspez0d5Hz3eAD8JpUCx8Pv76fml/8kknPQllAasTEwjBu2uxvuHl7T7Tve377l4e6Bbh94/WrL+mEgZ0gjB5kIk7SeV6N7DvDGw4yn9DvNVKScVEhTFvgPXo8pqzHHoOClaI6IlHKs/B75oIN2rETKL/sgKBzj58HDoZfIgwHrLGctbLcGn416CjQGP9a42R7HiFhDsDrYNdZgm4aalmAMVDXB2kK/rzFtqyeYrcAExHqoaqjVnS2nSAoj3kacOcocHLUe5YAek28tJiOmIEvM8f2XCunbVdjUBqqs0IjCD+fGscRRG8eZ81xWDQvnWHpPay1eNINy3mES2EAZoulz2AJLzQhOsirRUjzCmRAuKs8Ry2txh6bFcZgsJ62i0/X7a5bDYXNNPxsks0uRZDP7HBhyPLBaa+dpEGxUx7mEILYcxNbgXF0c0U50c04qk2meYK2h8p75bMZiPmcxX7Cczamc0GPI3UBKo8KCa8sQR3bDwLofsH0iD5EwZtZj4j5EbkNUnf/p3lhDVR1dElWuRKitofEWbwwzX9NWNQ2WevR4cWQx2HSsvr2x1NZT20RlHBW2ZPZFQZWDf1hpIekhFqc1d1he+pwxJ4LEcs1TOT3MwWBKZwtWUYzT5Lh8HCZ6UxYs5Xpad5h3HQyhipGRKdm1zvgAoyREFbhLiCSFteaIJDWdMtYWq2GvPuHWKfM+Hc+7aZAbxkCWCLYqgqG6okzZx4Khj8JmVM/nzRjpgyYStbU4M7WLOPkQTvld2rfVyuAA+BEOh5OUErT0bE5O7e/++A0E8fSzmDILEI6kChFi2tHHB2IaeXHzBV+//DkhDPRhzRA39P2eX3zxU16+/JpxHFnfb+l2HeOYGHplFMqUppXPRRG3fP+Y9R/UHOGACc/26HT0QXw4CVyYD/+tQWitZeU8tbEsxfKIikoMnYxs0kAymWhBHIcs+tB2mJ5ITr4//dX0WsrC6GLiJcK9MYSdpX5wnA2GWT+w7DKuctTbr6kfKkQq9l9H9reRWip+cPmU1fkj6mXLI/kRFxdX+LpmcXWNqZfUqzkXny/IYyKGHcPuHXHdkfcbaonUbmJHHlte05BYRF3LIoWEV/R8jFF5Eme1pTArMLmJPGYEJGddnFkrJmPhcdPyX52ds7KeVfZcJE+F5dw4zsVQJ7juRkUjIZgwklPA5AwpYHM8uJHlQ6UQGVOkk0woGadBaMu9HKe1KNM2mKSep3bRFBCOlYIYU5AwJ0FAPryHE0luTyJk4Zt+y58/vKZ2nvdE9hUM3qqJ01gOBymziQzBxAPvRgxYXyhcxUmsspa2qqi85epyxZMnF3z09IKzZsT1b0BG9m++5N0vf07Ikdn3n9FeVjDL2Msa93TJ+DDyxasNu/XI/ZB5HTK7UvkEo0Hz6nrBb//OM84vZrhKqBod9J81K67nF9TOs3IN567FBmH/07fsf/qe/TDg7nryeku2hrqqWDQNYuGsmrGPsRykQUmdyAdBoirXM6GS2hhhQ+ZOUhn0T3cElTxBg8nM1JzTKjm2nePrhtRajPMHqQ61jTNgctEbUv/xymtQ6PuOrtspzygG9UMp0uJ1O1NlZxOIKZOJjHaEbDE2MOak3udDYL3uGcfIsF/TVjPcwrDt1uyHPfEDNJ2haWraecN86Zm1FU2lQWjwDnGe7CFZVdlNRlFh01g4Zm15OmMK+urYdCgeizhKUDcFmVQuRS7y9DkXCZMSYFzhfeQyK/yuj99YJVU3X4kGhTqvZLM1Xfyaftjy5Zs/5U9/8r+y2215/eoNb1+/JYTIftvT7wfd7CGrLHAW4qg0dCkfTJ8LN2AKGFNAtCXlkFT+btrFk1Qt0wDopJLRlceUI7vy1cx6ntQNC+u4lIqPpaERw5uw46sw0guMlkM2MAUAvZXls+HguTD9rqm3bQp8bS/CV2PEAg/W09eGZW2p/ED7fod1MFsEZmd3GPEM7y3De8fczzm7vuDz6wsaDNcXl8zGSBYpkg+Zauk5e9biKs/m5Re8/tO/Zf/uJZUIM8lYZwnJ0E8eAeYkc82iKBFJyhPJAlOP32p21GCZi6GHgmYpmVnMJSvJZfHCs/aM/+78CU+ahuWQOBsSLgs+KizVZGjiQL0fAJVDyWhWZaK6Uk2ZXcrCmDL7pMPePcJIUmtQY5iLZpN7kwhi1C9XjjnV1DYp7JdjJWBM4VMYRShN9/EkoZoCxSjCRhLOJH7ZP3A3dHhrMcsFZrUg4giDOXAjde+pQKTko5y79Q7n1RXNeDVqaivP+aylqTyPH5/z8fMrPv74Gt+/wO9ekIYt25c/49Xf/g1BMo8uPdVvXYHP2Osa//GKXdPz07/a8PP7niEK74Owm3L7MuO7enLGv/nvf8in37+iXhjaS4urLU/OnvPp5fdo/IzKzPB2TtyN/Oz/9sf8LPwn7HqDiw/ErQbRtq5YzVqcs1x2c8aYCTmwDYlRtOHmyjbTRELvQUKHqYLyRd5LYjwcdPozMwwtYI1lbmqu7ALrPW62wrYNoRWMTyRTsGI5TVAzJCkzz1Y1ta8wxvAw7Hj37hUpJRaLBcvFHO8r2sWcZjHHDhHsnhBTeR0D4kSBCuOObKDbjdy8W9N3I7WzzOs5y2ZOTImUbxmCUBcrTGehbWtW5ysWC8983tDUGght5chVRXaQndGgYDUoRPQ8NQfEpFA5hQkjqt0FOus8QHWNPUGDFhsAQSUxkg7TW1cdDIykDN+/6+M3GDSXT4bDqXjasolppOs3dMOG7f6e9faO7W7D3cMNN7c3pJgY+0wcSzaVjgd+/oDtdPyQ0z9zUgGYD1/T6eM0S//gm+b4YqdhljWUHqdqnLdYWlzRcrEH1NFEfvvgd/99L+G0rXTygiYUDwL7JGyCmn5XWYXfnBWCHQhuhxHH2HvG4MgYlbdOiqeeWYutKp25jFENNuw0+9ByPceRFAa1OrTHWciBrDVl1pyic45B7/T1T0FWESvfemOFSWaNoTaW2hjmxnHmKi5sxdzCilw2fpFIEMEVZVeQg2mRZtn5gBLJUmYFBfkUy9xgQkM7DI21WAxJlBM9oVommYSpOsiorhNTlVMyNDm8k6NA3AdidByDA4KyqxlxYqlyQ4UcWlTfvi6CBlxMkVxoa6q6wjiDKaqbs6rmbDanrTzLRUtTO2oPhojEjjzuCUPH0A0EyYQwEkuvO5JJBoKBvcBWMqNw4JKAKYQwQ91WnF3OuXq0pF5a2iuHry3XZyuuL1e0foZlhmVOaAbaRYurJv+A4/uaTJZA1UNbW2HIJSE68hGmD5XUMKUKUPgrQpEXkZPrP21RbYdU1qt5lK0w1h1w+pgTpCHHto0tCQ6idpfGQE5RPViS5uLeeyWVOoezjlTUDCRPxkwqU6HmTuVzHJEUIAWMrfCuxheoqFoFFP6HE5xTJJA15mCHmmICk1GNTnPgT2WRw0zy8Ia+teeOWnFTe0Q++Hs4tsgoP6f7Rqv30xbpAS35HR/fOSic6sEbWxa+ATE6aHn1+mv+9D//f3jY3vLFi1/y9Vdf0w8D67sNcUiKxkiaGeiN1E2YTWlrlCDxISO0pOVFnfBwRezJxTnZkVP5P6k/ThdOIV1MzHRaHFfWMzeaAZ8FoRkTrS3iV8aWbmk5MBK4ERX784Zcrpo9qR6YDqzpQODwFx+8PgT2IfN2G2i8YTGDC+/wwH5MuIcdiCF1jpw829zzJ1//Fa/v3rEwnh/Q8hF10TMJSE7qvlXpa+8f3rPerxlLiR6CZmRjjuxzIkmmM4ataM95J+ngPxCQAyNZo1jC5kwrlkXRqHeig2ZV1VQ3sifzJb93+YiLuuF3fcNVb1gMET8Gcj9ALuzLMqPIWasndUrT1zTteZJ2Yh4i9CJ0GbbGMhjHiGBEIZPXVcNH7QKsY8jKYUiSGWNkjDpenoKKGEjOkpwlIjykxF4yg2RuJKoUAoWzYKZNVDbnhORgksXQINuNPbJWyGc39qV9aA6b2KAlvrOW68fn/Mt/93t8/oNnGBexTQc+MLMLzqtH1K7hR7/1lPPFHhNfEzYv6V99xbjfcn+35nYwjGKJ7zdsvnhJTImvfvGa11++ZbeObNOAXVl8MtSjwUT1Em/rGZWveP7pEz7//qd8/wdPcbWlnqvN49JC1b3Q1x1a8jgjb0bk3TeY2xvMeo8fBhrRtfB++8DfRT0QZ77m0/MZ23FHSh2SxkPbaCKzTYGgxXBmVAjxzFiWxjJwtEFV2W3PUpy2sWZnXLdXRAMbm+nSQJ91XVpjCptdM/zae5q5x3lL3/fcv31PSokxBJqmwRjL2dk5FxePqLxntVixaFoGCVRiIESUK52INpFSoO/WxNBT2YrPz2b4izlZDBFLFriYzxhWK8ZQ42rBNdo6tcYw9jvIlldfB5zfYS0kUTOi7caw3wrDTogF8+HthMhKWJQ5Pxf1F4lJ6EVTluw92cIEozAF+Xk8nctZ9EF/W5Ot04nEd3l896AwvQJTeqJl42RAcubFq6/59//h/837u9fcb9bcbh5UYbTLxL6ghTIHMS6VS9D3EETbR+RvBYby5k4HvGXOos8hHHxD5HgSH7TGjSmG8icYLwO01vLUN1xYTxUysz7iU6L1gm9s0S0yxz51Bhf0+bI9Pp8xGZdP+tTlnX07Azp9CNCNmTdZFUcvcbhFRYUhDokxjEqmCw6TLCYZ3n55w5/0hjPj+efVJT92K5yBilxMvIUm5yJoF5DUAxmTE32x+RvJdIodYi/Czmi/cieZvrzSydRQjN5TUsKmTCOWBVq1uGlkK+CTCtV9VM/4108+4dlixUf7geuHjllMyBiUmyEqnmhc8TnIuQy3y9fFe6M4LtGL8JCEXRYGgW2Bn07y2jVw6ec8X1xR+7qIkgVyzmyGng09STJBMjEnrZbqCls5ehFehYG7FNlKYpcy3UlQiCWbNekIBZwy74hlEA0K/TjQDfvSu6fgyOUQVKAQ87zj8ZMr/sf/07/mv/5v/xDjO+zsPcbvac0lZ3xKxYLG7ZhX99hwy7j+hodXX9Jvt9zerrnrLb0I23dbmi9eMIbEF794zcsv3hN6YRMtduVw2dAGh8+Wpm65XF3S1i0ff/YR3/vBZ3z/h8+09WAcBsHtX+I2v8DEAdk1yK4lbyLy9hu4ucHsenzfUwuYnHi3vedn+4Gzes5vXX/Mk+Uld/uKh/0t/bg/zBOmytKjbOfW6IwqIpyhRDmPZYcwGin31LOUmpWdcTk/53r1SMEZ4x27ONAnixRvkmyUYCgkZSjPPXXl2OzueP3mBcMwMl8sWa7Oqaqas7NLri4f6zC/aZjXFV2yVAKMEcGSJClKcujpb98x7tdcn1/wvU8vuFyu2ITMu31kSIJJLXZcEVOLzASWkE1mv96xf9gSBuHl1zt2e73/89Wc2axlt4NuA91WEC0iqIzOvqpSSTdimYnTuWbODClpdW+ErD6oh6Cgacivti4OCenJoWh+5ST6+x+/Afro8DsPbZSp+jEIMQX2/Z79fkff94QxKlQryQE19OtaE7/u+7/2l05fnrSspqqA8jwfdG4+qGW1vLWl8FAW5iQLzJGcxlSInPwSOOD1p69LF+iDVsP0+OD3y4ffnP6YBTWPFwgJxiJWFqIQog7OvJjSE8yEmJAh44xnlxt2zmkGZrLizIuJdZr6cEapWUYm28B8gGfmcvgX36pD++NIAJNjyVraMErdOZEcKNetNkUWobTeZlh8Vi5DjvngbqeRVbTNJVPmdIoMgQPXJE9Gd3Iws9NNoVG+KpaNtXNUxp5ALVXT8iD1zHHkbOAwxBRgZhyj0ed1J/f51wXw06WZOUJfoyh3IqOJwoel7IfPZK2lndUslg22Sth5hfEVLRVLampqJOwY+z0S9+x3O3bbgX47st9HdoMwZCFsA/3dQEiRbq9uYikpCMQ3BpuNWlomS9NWrM7mLOdzVuczmsZTVVaJhhNoIyZkHJDQk7tE3gTCJpK6jhRGcghIygewRMw66A+l4hSUi2Enm06OyeOUKBmOEGAp9+B0/USjjnutqZhR07oKjDKih5wYc2LIkZCV8zDt86mNrfPMSDDKBclF5dcYoy2j4kZmXUEOHbSE9F4dJk2iO8NZYTFvmFVzLs5mXKxaLlYtto/0WahCRipL71XXNVt1oNOnUAkck4Wxh/1O1O3N6n4cukwsQqAUJKqxBm/Uka0y0BhDU74XoSSdx9Ws+7N0MKaD+PAwB+QVpWU0qR7/o8wU7MnvnioUhSmWjS2BIezpxh19PzLudZBMgDKD+kAvf4os2jaSQ0b+wUFrmc6lD7532H+Wg6WgssrKYrQ60AEwVvuqXgyLmKmzsHLCwmRmknQwWQbm1hhqHJX6pTEdNx6YZ1V7TRGyzWWB66Ey1QYHAtW3AhUcg/ZUXcWsB9e2E8xtRP27taVigLk3LLzT12Z1IhAkcRt3fJMjtYEzA3NrcDkTcqlaphYIBiu5COZpa2jQS8QOYSsaHHbAgB78IWdCilijRkEKXcxleKuzgZn1JCcscTyzNQscn0lNe7dFtoGuH3m/7UoVkfCFpSo5kqNqy0yCdAhHYIEorDSLCtfdiSpFagbvyNYwr1ou5itqV2FzJo4DSTpSSsQYyJIZUmBMmkeOkhklYzK0UaWfWyyf2QViPa/zwIsUiai3gi2bu8wvDxmXmYbHmMOhF0v741AlThnSocQtpuoxE0Kg79d03S0u76mbW5zfKwzT1GSZc/P2Bd/8zd/Qrdds39zx8OUNfTfy1y86/uLrgT4JvIrIcoexgrMRb+ZUNSwe6YwiRsdm3TIMnmcfPeLf/qvf55Pnj3n+8YLLy4ThltAnuodIDolq85r6/g4zdvQve7qveoZt4Obv3nF/f89uiOoGRmmNGd0DfY686e7opGeII9nDbD5DUiKNIylnemAw6jSYEILkg1T5ytTMDFxZj3U6P/h0ds6z2RkIPIwdf3r7JYMkbnLHRkaSqRnCGSY3WByVrzDeEoeRFy8eyDkRUqCZzWlmc1VqPr+iqmra2QxjLWIMQ1JSWhey8mBKOuHZYQQePVnyh7//L/jo6QUz67j2Da1xbO+3vP/mln4/8NX7mr8eLNvesB4Cu3VHzFnl9gc9HFMWtpuEdZm62eOrkRAy67tAGnTG0jiL95aLecX3Hy04n1VIH8gPHRISDxHMoNWycrSy6vDZDBP6CCmdC6MAiDJDzDkzjiOSE+MwkOIEp/gvP757UDj5+oC+KWiP7AQhMASVmx6HzNhpS0ix/uYwsDUlfZgi2lFoTjfWYaZ+mnhxDAwaXU9e1EnVMOHHRU1myzxCYWE+CcsMiwgLEeY205DLoEmfS/mBk+SD0toFDShqCiJ0SchBD19XIvqEg58sew/ZpfnV1haAiFEYozHsemGIin23TpQoZ8DNLfMSFLCan0bJ3KcOl3paA9laklUfhJi0fZSNJZiKbEyx9dOgF9FhrAYFDkGhKxWDh9JuibhcSIiHK6DiEN7AzFrEWq5txferJZem4koc9cMe6OlD4KYfdRbhLLPC0AwpEiWUQ16vlYjBBAtJndzGglYfgY0o7d9a1d2y1tC2Mz66fMyibtltH7i/fUcIo3IxivvVKFldxoABnRtYFAprRKhtxZWbsfBLmrjjj+2amI5rbxKAPVV7zYfZ0T/cGtRbbg4JjzoHZmIMDOOWbrinMh0u32Nlj5hEpiabltubL/nrP/1L7t/es7+LrN8EhiHzkzcjP3k90od80HuqG8tn35vx7OOWqjIsLoR2IYyDx1dzdtuajz95zL/9d7/N7/7O59TNwHK5xXBPGEa2t3tCF2k3N8xv7zFDz+ZnNzz89Vv6beD2y571uqeLGqCn/SXoXGWQyLv+gYe41RatU3G7OAYNzlmJm2O5htlkUmnRZeOZG60GFq5l6VsaX/HZ2ROenz9iH3r+8vUX/PL+NYHMzgqDEZxvaWKLyxUO9Q63ledhs+P1u7f0Q89iueD84oyqqliuzjk7u8D7iqbRoICBkIWQsr63rO9Hd28PBK4enfPf/A9/yD/5Zz/GdAPmdg39yO71Lbe2Z1hDKxWvb9VTYbON7N/tGGMiGlPkUwzdPhGn7NzGw/AZyUhWMmxdWdrK8uis4Xc+u+Cjixnd7Y51Toy7gQroh0wv0GfoYlY/Ey+cGFscPnlnFaoqQozaOUgxMvQdMQS+6+M3bh/9ml1w8rXmTQdyE8c2y9RBOPyZUgzlYw/28PMnTy2/5utf+/vlW38ucUFRMY7WCktrWFmhNVbNxktrY4oxrmDHK+PwpugenXyAyjAc+BD5JECZX/8af31XrLxLkQN/4DD2mA6kkhlQiHweNb1X7HzGinoWFxCPaiJR0A1G3d9Ob0syh9hbPswRcfTBpTOH9uD0neleTRmxVjOK2ppZRy1GdaMQSDoYssiJOF45rKWgOkyBmGOpnMNNMtpTS0IEKW/MGKicx1moXaXoj4LymBBUkxlPFrXxjKUamVpmFoWW+rLYpp89zoE0eueTNXuoAPgAy3C8XlOZfvq9Xwn++jmEyP3dljev7mgWA+fsaRY9o3UYu6ZiYL/fMYTAGCN9yOxHYRxBbEXTeqgEGXriMGCzpXYVs7rF11D7hLdJBRFTJo2JoRtY32+5vXmgaUdi3OCrwH49st5oUBgetoz3e0w/sNv0bPcjwz4yjrmISppDO/UUcK3tz6RMZ6soemuL2qzVREzvSz6ut9K2qV2N8zOMsTRFpE9dxjIxjoQYCClqACQzis4dnGRsTpBUbNLEiDWaDHEguDllOruCWjq0gXVtZYy6sIkhRW2eGpepHJytWhazlsurBYtlQ9tWSIq6BlLGxAjjiAwDMo7kGJHip9xYi7WakCVjyCLsYyaUBNiaoiys9TtAcXVzzGpL0xq8z1inlYW1UhReOcnAv/X16b6d5qYT9+hkPRozaYs5vuvjN0AfHX/T5Nds4ADLMoYCjVRN8UPrp/Tajj9fFkkqGVgu80X41mF0hLh9uxsmp984ue+clPyIHvDPXM21a1iI4RPjuMyGkBNd6gkhHuQcjFgW1nNVzWhdxXvpWIS6BDHdFgmoZMTHTDaFcFMMMJw1ahSi6+9EOOvk8wdHcPn6FD1VSGZiYMyJfa/Y5PPBsKLGFhe6NYkRbWlZowqViPbXBUMSLZWnWYhB+5PRqHR0lMkx99AY0MBnVLHUWa9DYW8RZ4lWGFCt9yEJvYCh4qKueGpbqpSIIbDPasNoHAUlJOyTlq1dDnSion6aiRsqV/HkbMnZ/EKZpbFnTAETE9W+I42BWVVzPZsz8xXLpmZuLJVkjIVUqfLpMEIXVSZ7Q2JdCG4dQo9C9HZWqHOiQRhTz9Z43udREU1F9ynk0uIwOjzOJ4EbjptUmbP2sNFzyqV3WxaknARTEd6/3/B//5/+nL/8y19yce344e9WXDxyzLzlYvYNlTU8vNqyjZHRV6wl8mbIjKNh8egR//R7T0gZ3rx6wZvXr2gay2dPnvCDT6/AJkLekuiIY2T7ds/bN4Gw7kibjqvLJRePDJ/92LE8M4R9ZHjoyWPCvt9hXqwxfURuOuRtRx4y270j0iKAI6tUuCnVsmjAiCFAVDjqJOthUPgt3pJSZAiBKIK1Fc7VOOt5cv6EJ5fPscbysL9nvb9HcuZ2e8t2e0efIu+7NXvJBJNZk+nJuDww9Hsql5HBQNgiXuGfy+UZGGjalrZZKKjBVCoIKFFF8Eo7ue9HxjEQxhHshvly4PJizr/+lz/ghz94wuXFGU+en4GNpKFneH1PvN3x8M1bXv/0a/b3a96937B+fcduCMyx/PB8cdzLSf1Lvur2vOiTvr5Vw3xRFwUG7ZO3jeXJRcWytawagzRbdnnHKIFgA9FlojNEC1GM6iI5T7aGbOwh8bYHzpEpZ7Meuoez2TmqxfJbZ88//PiNg8K00KdvKnhzGnAIZtIXP4lmUxVVxD0Vw5uFwrk4kJX1KSdavSnZ94nO3/RFPr6WKfgcqvbDQ+GvV7biU9+yEsf3bc2j7NjEnq/CyDqOWCzeOCyG1jhWvmbuG5axprWeIBmwGLEkpHgZhIJsKn1oU2j95fVN2bven+OVO0nej2guAcknIbdAWsOY6SWrFgw1Z6ZGyHQoWiYBewx1gWj6Q7NHA4O+rOPVVNmvicg1NYTkUJkZKCxIV+j8VieY1pasOxWP5MxYBPGWpuLS1qQ4ElNPSAWyY02x/SycBBG2ObBLgTxlk8bQWsej2YzZ1RVJMmnYIWFAxoALARcTrfNc1ktWdUtdqRCdR/W1krdEDEOCvQhRElsSmxIU9iUwGKOSzV4sDQbyyJhGHiQocshquywaiHK8RhPE+FhPTBmfypU478qGCDo/m4LC9C/KPV7f7/mTP/o77J/C0+dzHrZPePp8zqyJXC4H6iqTdpYYPcl59iLcjpEQLJ+cX/HZD34LgIpI3D5Q15anlxd8/PgJWSL3W8OuE2zo2d/33L/dsnn/wKsvXuKc4aNPG37v7pzLxxWEhPQjxEx6NRK/6KHPNH2m7QSbDKZ3GKmLTWaiIh18mnMh5cWkTTpjdF+r1pNnVjd455CQCVFnXRU1zjZYV3O9fMSPn3wfZx1fvv+CftwyxpHNfk3f7RlFWEtiICub3CT2JuOyHtKVy6QRwihkB4vFgqtHVzR1g3MVvmpKq8gTUy58gUiqDJKFYdix3++1UjB7mtnIxfWK3/+nn/Kv/uVv472nrVW1OIeR4XZHeLNh++qO22/esL174P6hZ3+7pQ+Zy+WcR+dLvLOYADZCnxLrMPLKgHGGxbzi4qLVroJNYDOL1vH0UcXZwlFJQGRHn6OSKa2Q3MR+VtRdsobsVBVZVSWOG3cKCmZac3JMqK11VHWFc/+olcJph+Y0I9LOQXHEVNyu04pg6s9MENTp66n8Pz3Qp9bEr32clufywadf/RclS24zLJOwkEyTM5UYfJbDQepQxIplMh9XXL/H0BpPNFnp6BMNHUMleqA6OCiolgTgcDOmgkeMHA7rD0o7c/Jzpxf2pP1FyfJn1nNhK82mUwSJVGiZOhjN+Otfc6NOCUWnrSPh2EKa7GmmDH76VxOy+cP2kmrReKNDrcp5KldjXCaZMhSntAVFK8pUIKzToFGMKlVWVUXja0SEYejJooPjHEdIUUvyqqJxDidZ37cxiFOymkT1WCAp5PYgl+AcjVU/ryFFbTfI1MKQw7Azlh7gwnquTE2fEzkLg8kHxNOpqOlhWYkwoV4OcukfLEs5XLvTf5OjYtWHLrK5H2gaS5hlKom0VSb3ltQLKRj6IdCVoNCPI8PQFaJSwHuhqg3zuQ5TxzDw7vaWh7uR7TqSkx7Otgiq2Qw5Qr+N7FuwOauj4aEqEjBqd2pFEUyV2KJrZLDkA/IMU4CNhftj5UMW/yETygVeicMb9WBXBJBnzIl1v8M5lSBftgtSamhxBFvTpcR63GHjgCntp0nUMErGJPX1oAxVrVehQiWnVVR1U/SKnP7OqZWVFIUTU1BBOyL13FI1DYuzCt9kjBuAcICp5v2asH1gXG8Ydlv6fqQfAwY4a1oqLyzquiQqtnTOdCDvjD3soAlwYKxqY2Eyo4MxWMZRCZx1OYNigjEJIQkh61pPk/r0r25xyu043oRJ6ryggQ5w/O9eKPwmQeH4UibDjFMYXojQdcK+18y/arWNEji2UuCI1Mi+8AmEA9dgGjZPm+30zZzOI6bva1A5XpHDqykHdC3C4yHy/RBoxHKZhblYUo4ss+JpKqwuXiwrjGL/JbG0jo+qBXvXsM2JTY4EEebiGLOi9XVoJEcN/xL0cgFr60Fb0EnlPZ1CXzl8LnC9kmEb0AG9QGUsHzdz/kl9TsqJFz28H3IZjWX2kqiMYbCe2hSon8ihbTSJ/U2HnJjJeUx7wAEYUBHAZKwawVuHSBmU5uOhZ41h5iqcdazqOavZGat6xeDqYhU6EnMgpoGMSiCMxRc5kogm463j+vyC6/MrrEDqR16/+gbIiIwgAW8rHlUL6naJS5l67Mj9nuRgGHX4HIce9nsNFinqYjOwmM1ZLBbKgN49sN1tEJFDBYDAYDKVTVTG8iO74BM74z6M/F235i4O9MAmT+v1eMhLKWtPQp/+TJGo1kB+Usqe7BkpyLrdQ+AXf/3A6y93XJxbPv3YsZhb8pjJvRrMv3oXeXkTCMHg2jdUTYWzhnG8Y76MrFY1n372nN/57T/k9u6BP/uzb/jTP3pPSkIcPeercyxCJSph7oNw93Jkdz8wX1jOLxzeWZK3pIVFvCFFw5gtNhvOc8uCtshio6J/GgYQo8Beb4ongRGyKcabGUzQenQmhpWZY6whVDPG2ZLsPO/7DTcv/hZvHR+fXfLbT3+ogSMlbEw8jB3p9S+4v31FIDGYyA6dKeQwUpmMszVNO8c1Fe1iyXyxoGka2nbOfLHCOnfQzxIESSNd35NzZD+s2YUHqsry5NM5l5cXXF3MaM+3DOlrfBD8JmKGzPDlA+uffcn+xYab92ve3dyw2Q207Yp/8vwJuIoxjPTDiGShwuOtp5PE3Hgchpy1ZYXV9TklSV1t8OLo5paZM0hraV1D10fu9wNjl1kH6LJjFIPJBp/1cDugamU69+Sw2kwJIM7a4uNikCSE9I+APjqtDvIpWaBsjZRhDDCOBapZ6UZIxV75NJ2Sk9aKmRbTSeZ/6E7J8etfrRLKRv1WCWNODl4vwnnOPCZRSWaehVosTVm0AZUKnqGRfoZi/i2J1lgufEuTky4qlEJeZ8vMqLFHFFPkGBQMkAyKYnLH15VO3tgU2KZX/0HlgP7bCVJmBDAZZwxXVc3n7VJd08a99tERbshsyUVsDFqrImQiemNPVSsP1YAcvYmnltL0kScT7TI9nyTSD7wMY6itZmCtr2nrGW2z0IPW9/rchYOQJDHkwE5GZSxP79sa2tmcq4trJEbutq9Z399gJFO5iLMZX89YteectXPyMBC6PXkcSQ5MEd5L4wjDgElH6JoxhqZqaBYrAsLt2GPYctDzL/cgGCGUedBHVYt3ljd03Aw7ZSxLaUcxtTNP6oApuclwcHH4lRzmW2nZlPAYGPaJty/2OAfddcXczRiXXoea40hOmbt14m4TCREWD2tWt2+pvIW0pWkT84Xl+vqS588/x5h37NaOL36+xnnP1eUF88UMK0JdJMzJI7vbjt0mkq8q5kuVsMjOkBrtT4u3ZHHYbFmKx0uNFcET8cYWMJ9mwYbiiGaK9IUpYiICRL0fDRUr0+CtY+9bNnVLcJa7bsfN7h3eOj5aXfD84gkzV9NiaDG87zb8zeYWf/8OixCNam55ydiYSBYaqZhVFb5tqNqGum1pmobZfM7ybIVznhiiqpZmhSmHEEgpMMSOIe6wtWd1fc5Hn59ztvDU84EgNxAiad3htoH47oHu1dfsXm7YPAw8bLds+8Sj+QWfXF7S1C236w1vx3tSztR4alNjbaJG1VQlZ7UE6DVAxayQ2FgbZt6SgyHWnrmZYStPNwqbURiGzC5ZxqwzBScovPswq53a69N5cuxFTOY71ljlcUQli37XauG7+ylM0AzDt+oVfUwTducMlbdUitWk8lDXlFZIUcERCNHo+hEwSQNDjpnRJnJQ1I0Uhuu3C4dD1XJMzzRensCYlGWgTlBV4SlM4nRThDHoIeWdoiAwMMRBHZwk4QsayWZUCqFocdjye067dKrzUt5PmZo7b2lmDaZSvU6FNkqRpC4Hb4n2OgMo/mAimD4hSRBb/Aq8wxlh6T0XrmYvOlClPKeQC+N3snOQ03HLt1pHR62j6UpMbaT0rZ+dDjmDcjKMsYh1auCei5Z81paKsQ4xECURcypIIP1tE2lJ5zCoKmoWjGhlZsg4yQVlkjE5ahWQVahPKMGmuMKpxo3KThtdJiQDYzlcowihOOBNrmt6n3RTSoEGkvTaV5K5rFtwjtsUeRgH+jwxT37tjmDakmaaSyCHIHq8t8eHASrvOV/NaFvPfAbjIGwJSMxIUBj32FH4O4ZxjOx2vfasJWJEcC7y4uUNP/3ZL3n37o779VZbDBmGELH9WNqgehddVrN75xVVZ5JFoiGNhtCBDOBGSy1edZ1wuAnqeLIOdB9OznVy+G/6uWmNeCkuYaV9Oh1S3lrOZgvqekblPJeLc2ZVS+Mqlb8xkKJntNCTGaZgbqZKV7ApE1MijAHjDKEaGfpe96Vz1H2N8173UwHA5JQZh0BMgTAEYgjEYFR2RwwShfXdHhfA7iP16z1+M7J9veXNXU+3Hll3CbK2w2bNjLOzC5p2xqYfCSEwhqgoKSP0khFvmc8bohFMlcHlAwKTooMUojAGsJK5N5HeCft9ZDMKY1Rmf5AiQMnk0Xx6Vz5cXZM7m+FExYECivgge/6HH985KMRQbr5DTTpOzmWDwTlD0zhmrWe5qjg7q8sNEXISwGLtDGsbcjaEYIhRF38OkKMw9oH1zYahH4ljZtwHUqn75YC5PL0ex6FEPplWT+zKymg0XlqrGWbOh4N56rdV3rOYzWicJ8fEbXevPcCqZd7MqYzhLnYMqWPMkSyTwNsx6EyHKSKkDEUHi/m84ennj1leLkgmM5biUbKFVOlQOU+sQ2EcOsahI8dEfuhJMpCNpZ5VrBYtJiUkLLlI8JADm5BZJz0oUk4Ec1x4R7mBiddnDu027ajqhlPvYphsywMKJa0KhDNPSAYUstvaCm8bVnjSmNjnQQ9q67EeUjR0aSSkkUECQ+kIz4ynKaJ5LmfMGCFGqjjQZO0fVyivok4jbug0cMZAlkA0CclRIYEkAg5v1UfaZCGgQ7p93xFTIgpsQ3+oiILR9xxNYpWjip0h+BAxklnWNb93cUWqa36+2/Du7g2boTgBnKy3ydSJcr8xRofzBR+eZLJ1LNVEARFoBSus5jN++0ef8uh6xXqz5s3rl3TdXr1DgoFsWHeGOFpyhvV9hwxJ/RmMwVqo6o7d+Cf8yV/8nG4/8JOfv2IUi0lC3uzZ7HoaJ1zUQuuEee1Y1hXNvKJ2FtN7ZDQMd5H1G5AeLseK8zinFssKT2ss0eSydnJ5u04tUhFda0Wvp+LI8WmzVt+uIGRSGbrV3kFV8cnFE55cPafxNc+aFY+bFcZYRpsZnTDYyENlVZqcyL5I12cEGxX7n/YD9mHD2HlkHHFE6qZi328Y4g7vPfN2yXKmcjBhGLi/2xDTSD9uGcIOkyOMmTo74jbwd6/fk7oNaRsYvt6SHgbGm8Dub/eEu0BjHUtbs/KOJ5dP+cFv/Q6z+ZJ1H7j/yU/Y7neEumGsG4WlLjzPLh8RJbFPW/rU6dkwCGRDSsKuy4wjGMm8TgkjljBmhr269GUrZJcRY2mNQkMK4neC90ynYGFwT/BuSvEsxRXRT1Oh7/T4zkEhlUrBlb6p+aCfrwexd5bKW2Yzz+qsxjnFH4sIxjicm2PdnJwN43AMCqHXYVi36xn6ASn4j7HnoMQ6gUAMfNA+OjxKtji1XiaobGUNtdPLF1HzbjlUOwbrrA49q4oud+xDR4wRZy2VWSoSx0DKQc03OBLsNBkqUDzRwfNppVA5z8XlkquPzohkehOJJiPJI7FGxKokRIE0dnvHbpdJITIOkbgbEfRmt7XHRstFVdP4BpsMTTwZZkkmlQOskLuZkNEfZHtwGLYeMeTaEpyysVOXsun/mgVCaxyN9TRYJKrswTR8NcVpK+RYnLQikXS4ac4UA6MsBZWQsJLwaGDziF7HnLApQBghpyJYl8kSSWlUdrRT9y1VKbQlm8z0caQLUclrEsv70+ppNFoTaYtL7RRzeb6m8ly1c/xiwUYy1dodZOE/WGsnJbtMa83q4F3gALWbitJDbie6Vpq65vH1Bc+fX2FeCl/+Eu7vgupcBR209QlyLFLTXSSPyrtVyYYaYyIP2xfYL74kJdjsRCsFEdIQ9LMX5gi+AqSm9jWzSpFlJljNyjvDsIHcA2KZSUUjqhLsjTlZO1JQcebwOZZqwVFalUYHzx5LJfbQ25bSznDWYJ3nenXJD599Tls1rJJjkfS6RZ9ILhHHmt4ZdiQ6MsEc2eUx50J4jIzdQI4BZ4V9awmxIpOwXnTg7DxmvsIYo5a/3UCIA2McGOOostYp48UwjombNxsebt4TNiPrLzYMdwNpnQlvMnkrXLcNy5WjcTWL2Yrr6yfMlyuadkY/Dmy7PZ0k9iYh3iHNirPlgiiJ1A+MQ6d6RwWimAWGIKQoxAh9l/Q8FMVOiID1grUKY/UIuRwsx7r3WMvr/NAekpMD4RJNWoz5R0AfvXz5AoD5YsbV1QV1U6PjyogxI6ul55PnlyyWgcurBVePljhnyDIgDGSBbnAMRa8liSlTdYP1utBcbWnmNRjBVQ6MIYVUynzdZDlk0lAUNgtjWuQIrTwgmspBVllH42swOv1PRi0Ba6AxFKidKT1iSzaObPVwHGOvw9ecmLsKbyx90WSZDlQ9XDVITto6vgijNZXj4nzJ9aMrgk10LhBtJo2GsXNIgjgmQh/IKeGiwwc14Y7OHujr0TkGp0PxytU4FxkxXPiGS4kkhCEnguSi+6OvbXLDOtUB0vbRiapi+RmRTBcH7scdjavI1pAcdBIQETV0N5bGOVrvqaxFTC6BVm0NRdRJK6ODcDgGSm0baYsjhkTfj5gUkVQqL0P5HVrhJbSy6iRwK6OqoObIIFpt+ZxpTMIg9EWfP4i+N7WnBzGGgCkVUSaIat+rn4RqJy2sY2agqmcsXI03FefWc2E9G+cJWeizIoect+qJgJrEx6xogJyFVFztps34K+1bc7zWupgjBsFbj7e1Yv8zWjWiLGEL6kznjoE9pOL8ljMul2RNikonRnkmBmorIIkUMkMn7B8ieRCcS9SVrq1xHbFjxkbKfjCHgHB8veZAXouSGYrNUhZd45psAaJEwbEM9TRIJ0QMfezZdRuIPW57S/vwjnnd8qxeMauWYKBH1V53eWA0QqwUndTUDuOF2azh8eMrFosZTes5O2+pakfVWJqFx3rLbNayWi7x3nO2uOBieUVOwvb+hpwGwtDT9SPdECEH1vcD9/cdYex52A487APjLnK/zfSbjO8Vpl5X0NQVbdMwq2tsTnR39+R+ZL/bMYgwGNiSWeeoem+dykwmyexCYAgaCHI2UMAnKRXZ7nSE5ctJIWpEuxs6d9VzyhhbXNfKQ6bzr7QuD23+CTE2QT9/ZUX+vY/vHBT+6I/+F8Dw/Pkz/uAP/4C6qTAMCDscAx8/a/iv//UP2Q+PuLp6xPXjxzhnSOaGaG8ZxsAXL2559W7DOGh2msSQk8VSgbM0tuLMLEixIYbE2GlrQnQPIVnoNiO7+44UivpqECb5gWyPEwayZnCzquF8tkBCoh9EoYgGVkb725VYnWckSGJJviaaTJcT2/2DWj1a4VG9IJK5Cx0xdhqNC5Zayk3wHJUyrYGLecv3Pn/OZ7/9KYOPbGYDwWf6bWR7EwhDpt8MbG/3xBDJdiRTk4IlNQOj1aFvX1Wsm4ZZgssmsxorZnnknUlY53hIkV+GHXcpUaPmHTUaFJJQjkiVtQNz0LLXZaLaRpIjt/2GX67f0vqaaxM480tu0w5ILIyhdo6zpmHWtszwREn0DAQJDLEn5USXhhIYlA1Rl4PF58kO0tB3A/d5g5NEPYZyEMHMGupSGQYiIwO3MvJ3cctdGOlR564gcG3guUCDZSOJXal+LOrxa4BkM51Rees+KxMcBDEe72pa63jazLjwFVVds6gXVK5m42d8r57hc+I+Rt6EkdFkmtrTLmYYa+j6ntT3OlfJCUmlQpiMp9Dgo2Q3KTwetIzMI5J6LJnGt8wqoUuBPvWkpKZIde1VusB7Kle8joeRfuzBKFPfn8gneyt4Z1m0DU3l1bCoG+hDIgeQbsA7DqJrDnBjxvUqvrjwpng0q7i9cbqvFKrtyZLpc2BP1nYxWhkoCk9bc9mi9rImMwA7Ufb4bdfzargjWcsLibxOI6tmzr/46AdcPllhrOFh6Hk9PvAmrln7SD+rwBkuzhpcW/H02WP+zb/7l3zy2XPmi4pHTxa0M09IHUPakCTSVjWLZo63jnm9YFmvGPvA5uYVf/Gf1uw3e27vdtyvOxaLzNePH2jrmjEOvL3Z8rDp6B8SN68C+5vMJY4fuprV0nE+n3N1vmLZ1Nhx5O7nv8Q6z82bNzxI4sEZ3krkTUikaMjDgNxP3smJbKYZmCq9Ss70UfRsEzmOOjnhGEy+5dPgOFsc9oSwphtcyIgRsnWFO6JAAmsKqzvDh4zf/z8FhdevX4OB2bwlxqKjIQnDAGZgsXA8++icPjiur5/w6PEzrDNEa9Tfdui567bc7pT17CqFTBnMgQFrcdSzipwsPiVcpUMinTsU9nPKdDtLFinU+okYUV7SyWs2gHeO2mv/PlkHRVmzMpSD05RoWzJp49QjOQf2cVDCWl3RuoaMsEujtpNKCTiNIgtnC1BTEQHqynG2WnJ5ec5QR+xyIPhE1Yyk2ON7xca7nZqXu8rhap1W2FIpiDEkaxm9DncrV7Nwmp2duZpzaZRoFQxDeS0RObSO7AfX5JTgdipxoZVCH0fW454xR+qkOjO9qGFlRTHScZbae3zWhR0lESWqC1yOxNLqmdgZE/pJuRx6k1JMDGbES6YqlYLyRVQ5MxsdNCYSnURu88j7PLIHtTMFsmTORKXAe/LBVnPinEzvPxpzUIQN5X5ppWDxrmJWzVjVLVWlPePKeM6M58zqx2hV8ymKciDqpsJYwxjDoa2ZD6ZBIH9PlT4FBeVyqLWgEcEZh7MVxihQIGShdprQ2AIycN4VprscqhObvJoqHRNDnDXUlbYaMxCyJcdMSEIXYpFontRhoRUKN8dSWajFlOtfdLxKdae6X4ZolMRoMSV4aBaaSrCNpVLIVsmCW9Gk6SYGXueRYMDvFrSbFWeh50fhOckpK7knsksD+zwyFGKi9Za6bZgtGq4uL/je9z/jhz/+PstVzZOPlswWFf2w4WH/jpgGWlczr1qcccz8jLlf0O17FvOKHEfi2NN3gd1G51Ob9cB63RFiYL0bWXeRfp+43wu7rVBXwMxRV5668mq3WdfYlOgfHgBLv98zkhmMBsF1zgp/jlHnoIB1Rj+soaq1zSNASoaUKMCT0106dVyLk6D26kuFcDIbKFXClBRLFsQeuwNKyvz2qfhffnznoPDN118CsFosGAc1Trl7eMfr939F1z/w6vZvefH2JWPouXnf88Uv7nDOsrrqWF4MDGFkfz8QdoE0gEs1tXE6lMm52HEmUkwHyeUjg7QcciI0c8fiotGDxYdiNiOF5FEOoKSkHR3IHN24qrLQE9DI1HdX9JHxFS4XMQsxCIlc2LxRMhIL3j4nqnJzosllOxwjkjHgxIARxm3PL3/yDZv9yPzJnMvffcR8vsBUO3a+J7mE84IvgaCKjjh6NbDxDuP0AN9I4E3qWGRDZSL4TOcstVtwJRVx3NOGPT4NWPT9jegA8CgNfWwi5W99TN/rcmAdBzpJyO6efeoZUmBV13zv8hEYq/jvbk8Up+QwsTpDiIOyklPAyZH+Zspvbus5q+pCdVgE9c4tA3bFXUGPIRhDEMMmZQYJ3KVMbxzReSrjeWRrMJZVzsSY6FGBv7U28bh0FQu3IBnwsieJDp1HkxjQQ1CMw9qKyjeczc+4ni2UgV1ptT23niemIdtItvDWjkTRFsJ8Psc4q/ayu/0B8fYr4I6pF1C+loIxH/rIzbstJGH90NOPA0lGElGrDFvQNqL9cz01ClkOoz1jo4APsbqITdnIJgth1Ma0F8Ns0eDmDWdNxUdnc2aVI+164v2aPEZsFlzMBRXmwPjS8MtKWhODw+HEFSizihZOMuVTe3IgY4xyIjYCNhs6ETYiBBHuyfRGK9htHrkZN/QEfnb3gnnlwRi+2b/nVX/P3bDn7e6OPg/YZLEDBDPy/uEdv/jmbxndA7O55/Kmpm0dfdezWW+IIR7mMkYM83bOql0QQuTLL94Qg0FEB656yArDENhuB7JJ1E3DeQU+Be6rhDUR5wy+gaoCW0N2iWATd7Hj3RCJWfhqv+N9zGyS0JmjxtjpOSxM8jeCS0IyqShDy/FgL//o23L8hz9O66wEiYN5mLUHJegPZCSm8whKtvrtBfr3P75zUPjz//QnGAOzuqLf/TeQEt+8/Bn/83/8v3Jz94J9eGA73hFi5OG9cPtW8M7xu79/xY9/54JM5v5mR3ffaSUQaxbOEzKEnBSnHXNRWsylZHKaYbqMqTXsuqqmWXrtFd7s2bpMisI4ge0F7JBxIWsfGzWxmLJVMQqJ7LOibKgM1jdQNYxpxEjC5EQ2meBUlKvLgS52CApHbcumwJpisK2oo5wnu0ftbW/fb/hf/19/jjQVP/pnP+T/+L1nPHv+FN+/Z13fkVKgajLNzOK8h1whsSFaR1V7bGWRDO+k46fhgYVYRufYNVoazt0lK+tw+wdW/QPtuAPUucwUprOiQCZhM8WSq1X55KNQxvqSWacBEzbYYHg/3FMBbV3z9OqKHz15wnYY+Or2hrvtlkEs2+TpxaqhTQGf2jzgJB8WlqCopdX8gidnn2Mw7De37Hd3OkTOOsSMxtAZRzKWToQ3Y2CL0AFr6xmt58y1fFSd0RrPMO7Z5zVdDtyJ8A5FaZxXM65n12Tgm2AIxWd7nw17NAlItsK6hrZZ8PTyCZ+fXRHSyC6sCWnkwtb8yC55ZNQ57RvXEyWynM+4vLrEOkcYIg93a339UFyxSpY2Ef5kqsnKnhbYbgd++Yv3vH75QEqJEJXHkSSTbeH8kIlZ+8jJZkIugcFAVTcFXhZJVucLPmqgJWX6bqDvDctZzeOrM1azhk+vL/lXP/icR6sl91+/4dVf/Zx+s6MfArt+ABFqV5NNTcZiCzxYJFMRqUs9HEXYF/aGR7A4VUA1BQgAxKSpR89RiXc0QldmDe/jjtS9pR4927DlZzdfkSXzqnvgXbeml8Tr1LHJIyZDt93hesueNfJnd1x8M6OqhNlCcF4YN7B/Z0gD7B4S9+8DOcLZ2ZzLiyXGGrabHWNvITcYRoXblnvx7mZD1TrOH8+5Pjvn3u25aXu2dsB5aOaGtjX4Wog+Mlh4s9/yxX3PLiR+udvz5RjoSlAIpjAGpBzwhoPGmzEoI7tk97kkRaYEjEPVd3LuaqIvh/Wka0rbytMZaZwvNqD2WJIKhyrDeJ1TftfHdw4Kd7c3GAObzZoYAjkn9vsNb959w5ubL4gSCDIQU+bt24GXX/R453j82PH82RysMO4DcYiQPSYJ3liyUUVNcj4xbRdl4k5CWxMeHbRH6y05C9XO4WrNyhWfS5klfFiuUzJXV9o7HsGjYnOadinjzJhj44HC3sylLB6yWr83QF2CjTfaCy+dav1XMlUOQhgit2/u6DI8+vgRJlpmruCyS//VOR1gyjTIdA5x+dA+EGAgsc4jSSxraubWUFtoq4q5a5iFnso6ZVCW3rqIDnczk8LrSZl5+O+YiQgQJNHlgBXF+7ucEWa03nM9X+JEZboljGSxqi2TDcmIoqoQjKRSnR2fV3VxappmgRHD4Nb6WgoyTTBk0aHwiKEDtjmzFpVfDt4W0UHPwjUsTMXaRbZlkDwY6Kak3Doa32gVmEolKpovTKY9YiyUaqGtZizaOUOwDGlPyoHaOFbGI6ZiaRyVKcYw3tE0DdY5vPeHgd80U+KAVPr70j1IMbPdDgx9xNiMddpOVRKYtrakHCQKANAxhCktL2uV/p+ttpM0G9Te/2RaNBH1mqZisWw5P1/w7MkVH12c0+4H+tmMXR9xCaJTqWtrbBmA6uFxZN6rWrAp1Vwsb0YQrMmFFa+fI8JYWnQDWsEd9LZKsjrkyDYOVDlgU6YfOnLOvO7WvO83RIRtBcGV8UssvJYu8P52pM8O5zNVE7AuE9ae7k1F6iwPt4F3L3tiEM4vFlxdL/He4Z1TnaqJl13OihATXR/A6exmNpvRt0mr9AL/tR5sBTgFE0QyuzTyvt+xHiO3Y2Cb1PMgSlFp4FsHu0ypQbmvIoUZz+Fa/ro8/qQrfhIQyvMfD7gPvv51T6ACjv8IlcJ2s8MAt+9v+OqrX+B8JkX4nR/9Kz779MckIlEiISZ+2rwgd1+DZJrqgtBXJIls7jP3dyOGRFN1eK/T+KryYDxuTIx90gF0Vg0QEfWTcMVEfMq61OXIkGKpsDF4rxnTDEfjhblVeYCclRDlEWUbi2GJHuoB6EIgiiGmpAJUHuQgnA2V9cx8jaDYfTNNhQ6633J8YUYX82TpUJXK0Cch7wNxO2IizGYz8OBsQkwghoS1mRxHrDM0y5b2bI5NQu/gJnWss2HX7/hlr+5hz9yMc1tzN+wIMdHg1dC9dHmTlM3I0XlM/3hEHx0Cg9FqYUwRZwxN5WmtoakqzBjJ2z3SdfiQqHPxaVCaa3mGfAy+TN1mzVCc8dqCiLpwrauo2hZyZAyRFEcCwn02ZWBsCbbGY4s2j47GtznxxbimwlFZoV6dUSM8DDvGfkMWoTfQ20khXxhSYih8iwMrdxIXK9mDojoM3jkynpmvuKgafIIlHVXQg3HWtJxfXuCqivvbe+WoCIg1B8tOOQjjcSj5nbO0TU3l1ZIJUQKWTNBco1bBko49YCnuUUYEnNKhtWWg9P8sQrJoNZFUs0iEA2Htclnzh7/7Ed/75Ion8yXPrxsuGnAXNfbJir6x3G33vF2rLk+dhT7tsaLaR14sqWQWzlXYDClbhjwdcFoOJaMHYjKKKBwnCfLK4huPc5YQEzlERNRsZxsC1hiiFXoTySKsU2CgwE+dwZdWXlWBd4J3wtgldkV003sVRYzbxHBvSINh7BPW6HmRY6Tb9jhnaVpP23gMsJo1tFWlgXgUbt91rEZ4/mnLanZBWjquHt2R9oG5N+ydcJsCuwybERyWl9uBb/qRXUjcp3SQjdGAMAXNkyHndDADkiBlBXfYXAKEHGHuZSuW3XOcx1mm6kMO8wZKdWCcO6QiInr9LaLtxaK9848SFO7fP4CBFy9e8Fd//Wc8bN/y6Okl/+5f/l9o5+2hDTGMI/9+8R8Zdv9fhqFj1qgnaQhw+yby5m2HdYbzC2E+H7C2pmnOmM1q9vvIfhMZy4xhGPWz95aqcaVEKsO6LKRoCEGhXc5bmqrSVkVjWYjhTBw+GVLJeisrNM5QiWZGoxi2CLt+YDCR0ViCcyTndaaRI04SjavxXt0MJAUkjSQEk3RgON38aU1M1YI6fRVj7jGTHkbG2x7j4GxxRmtmNPNItRgJUQfrKY6E3jO7jMRBkJDYdYm+3xJDZrvp6LYDS7H8yMx4SkXOiSFElqamJ9EXTwGL9nQnjocvy+04bOZgKGPQSsFkoXKOqm5ZNS0z47DDSBwfkDBSDSOzWKKeN3qw5qyHW+lFT51paxzOVDjj8dmTo2Zp3je0yyUpjez3PUNWl7UXOXKbjBrh1HNmriFLxNAhRG5T4JfjhiiZz1aX/P71M2ZVxdu7t3TjlpAzWwtbpxXSTjL7GAmi9pEHyQ/nSN6RvH7HZB221r7CuMyqTjxp5qzEcSV7Giwew3Kx5PFHH+Gbmts3Nxq0BLXj9IoPZ+oVn+SB3jnOVwvm8xkhjGw3a4agGXoueUUSR06+/IuJSSKI04RHMyJTOCiKcAulFeqiwaVp9iY4Mh9dzfgf/7c/4F/9s8/xg9BsEm4UHvUtz793RVrPeXW/5st30I2B9S7wsL0nJ2ikoU6NVnCVxVcNLltisnRMpEdNPZJAhylYMymVGLSt5+xyjq8d/U4x/yll+pzYDBrwHhioypocS0sTC6YC3xqchVkjqo5ghG4T6bblQCymSWkQwiYjUYmyzmjiF8eRdVAXwbNVRY2K5l2fnTFfrBhD5Os373j38oFHTwzu9xdcrZ7iY8vzTx9oqowdA+v1nu0YyGEkdh05wU2feLlP9CmXynYihh4z+Qm4AiUZK3tQOUlyOOgni2ALJxIWxyphcoWwou1uUxbM9PfGFHKaoDPZVFBOU0o7Id/+MYJCKM49Q9+z227YbB64enzJ+dkTzs5XTDIJwzhyefEFq9Ulla+p/KgQvByJwTAOCecNKUZythjjsFYPfu/Nwe81FR5CmbPhUunhI/oGy0Wf9t/UYnKmoCmMVRik1uJlw+hZ5lBSG6ICcuRMLkgfseYAJdSHKaV1yY+MIZkTtMAH+N8PL/x0UzNgciYOgbEbyU3G1x68IYrBpwzO4GuPq3Re4muPq70Sy4ZUcPaRuzSyjj17sVwJ1Gi7x8tU2xwf09E0mdt9UI5+6wO0tE1knKgCZeUdXqwywbOaitgsBbTIgVh4iIYcB8w6y9F74aYaJesNMNbibQVGSNZqdo+wE9gKzAAxDm8qnAGTtSEVyOxSYJDEYDKm8vi6xnqPmMIsN5NvhBQyXiaV3qpFgQtaLdjjPS7Zl8LzDc5aausQ56mtx1uHF20Z1XWNr2ucc4c2xCTz/uHVNUzHgjEqMVFVXq+jKfMnQdV3hYPBD0UiwhmLMYIrip9agRqtQjHHw+OkULUGKmtxBhat59HljI8eLZBtQIYOSQlfg28rcsxsx5rlosZWhj5nRSdMMMmor95WTtdiBhntQS9r8veOaB89lHc7FTviLKayWO8Kku64xoJMrRRtuVASk2ku40yptK2isJwt1ypqEJpehAjkQYijIMkcsmg7Xd+YtCpMFskOJFM5S1tX2u9PMPaJMCQkaaPMWU/deNq5J5GIRomhIUEfEinCOgi7lBhy4Sn9urbNtx4HGuDJhjtsHzkKV05/bX7NB6dVwuGJj5IW+m/lSBycElVOZS/+y4/vbsfpSynswVeOqqpwtkJyRY516ctbnKl5/tGP+Of/NDMOHda8w3HDvt9wv7nhfvMKY7UchIQxiboyNI0F8ZydNVTe0/eJlEbNXkWIYy6wO4svOva19SznrQ5srFU4VsmedHEYTLYY8RgyxqtnrBOok4pMDSimXz2MVYtHRMlJY04EEjEm4rTsc9RBNN927zreaDiKhk0XeHOz5i/+43/myy9ecvW9Kz75F5+wWK2ALfswkCXTtJ7l+ZzYRsI+st8FckgkZ6GtyGOgGkeqOGITdCFxn6BCWKGzDoUJHxfYWCSURY5QTZWz0EN0LB/TotIDFCrjWdiGWrGNhKjiYjWeuUORWcYdHLWm66GZqhT4oyjsVyiy5UmhkIsFbjaniz1v4obXnV77vuyMylsu6opHVcNDFLajMMbEXAyXtiaiXsv7PJKjkHJkATQY1HVCDXcyaoZkreN8tWI5n7OwNef1itZXVJUlp5Fx2BElMOaOICMxRUytePLV/JJPHllamzg7P6frOhgGReAxyb3kY3pXSsbpcDKgrlwEAj2B8eAOZ4x69B5PRd3016sFz84XNJVncbZieXFGFnjz+j3v3twypIjEgTFKgTk6Wmc5m9f8zicXPL2Y88NPzrjMe9Lrl8h6IL/YIjtlyY90pCYz+/4FH/+TT4nW8ni/5/luSwqZ7k2kfxvBeJ5eP6W6uOJ2u+WrP/8jtr94IJUBcp5etpfS6vHM5o1CaIG+i3RdJPSBIYkS9E72SyH+HxA3tigDM6DuaFYIo7aTFMhrdI5yItKlEjlasFsxBfmmroCVU0z/Uira4HHZEu47NvtICBm7DyylwnXCy5+9QoaBGAa67YaUEmPK7EJmHDNxhF5V3dklOcCb8we7/wQ9NCUJJcC5sj4mxLKDA5foeG6c1pcnbSMDpEQeR7COquhIGauzjwMCDg4zKTWB0oBsvcqWf9fHbxAUUunbG+qqoq7UOENiTQ41OI9BM7vPP/0Dri5/mxgH9pufst/9nM3mPe/vvuD9nSdLwvoMErHG0zYwn6s7kiTLfCZsNgPDfkRi0fUZVNen8hW2OKE1vsIv52rYnpVprL23ciyLwYjDGo+xqsWupZiymREYs6HJmr14VGRJMMSc6LPaAo4yMqQREGoylUhZpMegcLo0jrokQoXqldy/ueU//D//CKkc//S//yd87w9/wKPFNVmE++6OmBPtoqKSFXFM9F1isw+kkDDzGlPMUaq+oxl7bBB2OZFTYo6+n3rK1osqaUYKYUuzGSP2W0FBGIChvPgkOoB3CJXxrGyDkwyxYxyCDi9NhfU10UBnp5mFVnZqw5nLIF9oBGboc7aSaXLEectidcb80ZKHcU+3ectX90VgTVN16spy3dR83MxohszNIHQx4q2htS1iDDPj2MaePYGURs5K5diIkIvJzsSYcN7z+PoxHz9+SovlKlhmyVJZR0o9Qw9RAn3S4BDFQlPjGsPFcs4PLp9yXUNnhP12T4iBvus0AbEF6ls0LQ71pVHegLUWZ4VoRkbJjBI10QC8VR6NM0a92JPCQ79/veKfff9zVvM5Tz5+ztPPPiGmzB//yV/yp8Nfs+0Hxg62OWEd1AvPrLU8e7zkf/+/+SH/9IdPWbrI47QjfXVPvutJXzwgm5HRO/q6Jree+e98xqN/88+xqwVx3BCGB+IQePGTW1797S3GNnz0+R9w/fGPePHmHf9+/ZL1F3+nZD1T1rwD0wjGQbv0PH58xqxtuL/veP3qgb4LhwE4QDJHG1Vdo3r9bC7zkwy5N0q4QzO8WEpP8SC2VAQ6WiEFSCOTcvqBVzH3jlVRIaizpxnV8nXYbNnGgSwGFx3nNJhd5su/+oqv/u4rmtZy9ahhtnAMMXE3ZrohE4djUBizIvyOfLOSCJzOBowpnAEKD0cOCen0vbocwEJBpFJ4NByDgpuK0KS6T9ZYqrrGW4d1CgE4hUXLVAU7/XvrHc5XuOofISgcAp/V/pS1+mJiiIxjxFUWb/UwrquG5bIlpQHSghxbQmhpmpqm8er96i2mMDfr2lPVml00rQ6QxjFR1Y4YlYYvRdv/qAKIRsHKkbMhJh1AKfJtWrGHFzylbFpuoXMJ4ERgqtzQ0gopPEFtQ4hyFY4921N9yH/4mpmy6FOM7NaBaA379Z7YB9KoSqgTSck4MJXXtlbly40sLAsDNiuKwjo9RKYIeFiYhy7mtOFKJmOKWQfHBfjtD/ggAQOj2HVXgqdq05syJ9Ch2pEjPQXiU27C8c8gh3aAszrQ9VWFzxXiHEGP1YNe1YTsqsoC9VIWqhh8cW1zQmES6z1pnWr7V7bsztIyUlMgS+08TVXTiKUWldLw5SrlQrxLMRAlkIxHXIUYi29qlmctubakYc96v2EMIymVq2k4ztqna2+mfi8HFJ1VwBPOW6pGp6jT63LGYrPgU8Ybw3LWcLlacL6Yc31xxuOrC2ISLs/POFssMdZRxwEzaGvK15a61ZbH+VnDo/OWNvdUY4TQI11P2nfk/UCez5BFC7XHrVqaqzPc+ZIcLGk0xCEwfx9p3gesaZg/umD56IpliszPVzTLOTFGhdKmpAKZzmAqsN4WWQ5tF6WU1UNZl8CR6c3hW+VrrQQO2fL0T0xpEZnjvz/8o6ltNhVpctxvU+uyQiU7vJRZPUBI5FGFDg0WLzqLGPYjaYjk6Alnjrq1xc9ZJ2UJUbfIzFFj7XSzf+t7f18LaDpn3MnHxHGRbz3HB60jShSyZW0zqa5961HW48Gz2SjYw/5jQFL1xNLz1fmE9ZH1+h1/8zf/Ge8bHj99xLNPnlHVld5gp3qcxjyAbPGu56PHZ4T0PW0RtDPtzVZqlFE1LeOY2a4T4yhs1j2r+YyuC8SQGQfFtMeUiaEM86KDWJFzxoUAIWCyYIvqas6WJJ5IjSWRnSI+jAgWbUtVRtsOUQw7q1P6aT6iblmJIImh1AURGJnKtSPbcAoiJyDFco+k6NJrZmCzcPfyPX/8P/8J5399wer5nIsfrLhYLej8wD4PRJs4Wy0JVxBjYuh7hmEgekdYNMi8oQnwNBnODbicaMehmM3owpharz3ax43l9U7kNv2zIcpxj40l1HkM2Xqcr0pIUwSXGC1brfVAZkRRPdMMR8ThTzb3aISEopnmrWF20VBVjR6EvcWNloaWZb1CJFOX67QSj3QD3WAwaeBKLK2rPyDcpXEgrkekeCL8+OmnhZNRaYDJwpWr+MQvMM6xGBNstnhX83h2xrP5nGXKVF1gCD19HLjd39PFAdMsMCuPqTxn14/4/T/8IcOy5c9+8p/5yVe/ZL3Z8PDwQESlzeWkbeBKEHDG0NSeyluaecWjpysWFy3OV/h2gfU15IQklQavUqYJiQrD7z3/mH/+/e9zNl+w+ug5Z88+VV6Mb/jk4+9z8/DA//TH/4E3//kvqFvL88/Pefbxkk/OW67PMnM2VHHAbTYwdAx3Pbf3W4btyOzqmtXv/wH+8pz6088xy2dQtxh3hq+uME3m6gefYpcjhorzq4+Znz/l8XzG/+7//D/w6HvPuLt9z5//5Z/wzTdfYL2nWcxxlUcyrB86Hu469nsFT0yH/ZQ4SNkTUA58planHOCccpI654KNPcA67WkSUkhhAiIquDgrh9oiZ5Yp4rLB5YiLqtZLSrhcyJKSCju+VJVJ0VTbu8g46P6YzZe0M0O/GbHdnhgSzcmeCWj7ddpvmlB9mCA5dOanHQqV8rcClUiRopHiCV7ef/mYgoZBQSK+BAIrKITfGCz+ACeeWkQqjOe1feSdVhZ1852P+t8gKBSkhjU4n3BV4P7hHbe/eEVOht/+r37I1aMa5+ZAwtiIkRHMA8gG7waePb1gefYDrHMsVuc087luKm/BGcYxs9tGwpjYrAfOVwv6/UgImaGLpJTZ7QYe1ntSyphC+MhZoB9Iw4gkwe0DuU+kbEnZk6iVYBMjImpFqAQdwRtDgw68Kk1RtQTL2pNOORElMRRy1mm0r4xmI9Nq1wWumevU65t+3skkMQx337zjj/4ff0y1qPmD/+Z3+Ox3/jWryyUPbGGAYBNnZ2ByTQyJ7W5D11lGbwmLFpm1LDw8j47HxhBDUFjtt1KYiOL3J0nsbHLRq5kW3gkKCYqktkqAZOewvsaIIRod2Jri4VxZD5LpJZJElSYp9ZPqP2koCWT2JSg8mlnmFw21b3DGYweDC47WzFg0K0xOzJJaps6yQfYDXR7BCI+cJbm6BOhAlsxuDNwPI8nA8yef8rvPPqP2Na+3W15uthiE/x9tf9Ys2ZVkaWKf7r3PYGZ3cgccQACIQEZkZEYNmZWZxSp2sZvdwmaR0sI/wAc+8O/xnS8UCp/YpBTJqmZ3ZWXlnBEIBEYf7mxmZ9iD8kH3MbPrAWQgKBIHcnHdr9s1O3bs7K2qS5eu9dy3xOYMdUI7FfRhi+9WvDh/wY8vrgjTRNi/Zhq37KaB6/vXbKeB5vw5/foS3woXL97lkz/9M+T5BV++ecWb16959fo1eY4GeRkd6LBJuTrT4L2jbwNdG9ic9bz//hVX75+xvjjnvR99zObinDlO7IctOUW6VFhPiVbhn3/wMf/qhz/lbLXGP/uA8O6HIIGPPvox+c+Ur9+84dO7V/yHv/lPrHrHRz++5A//6AXvtY53zgobHnFpxD08wG5kuh15ffvIdhd5b3XGu3/yL1h/9CGyeoacvQDf4NSkmb3C87MVF5/0lkn7luBa2hfP+bfvrPkv/lf/ms9++XPS/+k1u/EzQtOwPr+g6VY83O358rMbdtuJXNRUTYU6zyE1m9aj2ZQcMfnTamsZ/NL6c+W4vg4wUb3ND6xwDLfvnfUIN1rY5EWQcbnDrc/XiVQRv4JWv3OXLbvOWXl0CdkV+nXH5TvntKuGve4o1zNRba5q2TgHbB4jA5NwkJoROVbRi4JyQFiJ0FWiSijGKlr6LIs32rcFBY8p0B6DgoIsqg/WWxDvD9PNTvwhOIS2p+36b6srvvX4/j2FxbDc2TxA0zicREoeiEmJaccct4SYSXVmIeeZcXpknHbENNRmpb2ZqpxsH7arGH0pJnlx8Biow011sE1LoWTD0UtaeNwW6Q9NP1uZlaEkZCdEV3ncUm+navwheiz1Tweunha4C5j0bWXvP3boW9+PGU6OifFxIKZEGiK+iBmbVC/bEmrgDUZ3DSEQQkBDJjSe0HoC0HhH4wVXHCV4vAaSKk6PtLXiKkSk1duY7/56Ah8h1WjlCNc9KYXluBEuI/dHLGV5PhtoOmSBznBW07OKlJRMqbRmzSvMJL5TCzHL3IM7ARmolcKi6lnEgtgyG6FqPahcCq3znLd9bTbXmROs99JSr1OxajCXRMqJlCqRQOv78sEG1voe5z0pZmKMluGf5MFLZtgGT+sCTfBcnK1Z9R2r84ZV39IFR9c42tYbxbpp8c2aopk+5kNQODtb0a8a+q4xfbA60exUUHGsnbDpPGdnDaszI2dcXq04D0LX2MCVONMHK8lkPkrbmI/HqsOtNvj1Bm1Xpt9Ag/m/2o7rXYM0zQGKESJOE21QVq3QtWak5apPMvW6L17EKeWD6ufp+nkb7jjM+nGEW54sH3nrsSfH2zCL8hSWEU5P4Hgmy4CqkS9OJaaXm1YoyfYozVgS5APB+9ovsIx/2fADi8shddb79NSXpNDgTi/L+UlNLI/U1LdhptP36N76GSfPbSiROww3iqsdzYVBKccB4O97fO+gsOrNGv7ifMV7L875wfuX9O0NRR+Z55kiha9f3REazzDN7KeRlCI3r7/i9uYlMc1s9/fsp61lnN0aFzqcd/hVwLWOEmEeTLZi/zhx83rLNCSmMbHfzqRUmMfEMETj+joTmgJIzsT3bOELTeugeO6c44sknEfHZg6ca21G1czIqRI00xSbK/C5TkeXfBgEWZBKwSoLv/QldPEdEBb/geUDUz1dEvUDXYJQLPA4wZSRu4S/N9pfl3tW5xByZo6OaSrk6DgrK1oRomvJz3a4lFiNha5EApnVquH9q+c0Irzej+xu7s0XNgja20YcZ2A6buTLuRUEm0FWEiYelzBxtLNit+XoHXNTl5pY6DDZZ7ulkxaKhFr+myqpQNXQtapslzP7lAgZ4nZH3EWSKO+1ns37P0BTRncjOkV8yrSM+JiIJCadSTlivsMWKM66jo9W54i36fZPX35FRng9zrwaJxDPu1fv8vuX76CiPJYdgw6cO8/ZvKe5B+ZImvfMOTLmyJwjsVjXMlZKahFvYo0KWmVY4rSAcXULUNtT+ybw4/ff4cMXV2zWa370yY958eI9Uhl4mL9iTA9IHLm7fcXd+MA7z875ye99wPlmTZMS/RQJBT7wZ3Te40oiv/qa/PlXlKRMbyamm4ndtOOTzQP/9n/9A9YXHX/2bz7hJ3/4AzYK78wQMsyvb7n96oFp3hIvNvQ/+Iim6dj8kz8gPHsX6a4Qfw5yDgS0DOQyAAXn7vDOZpElD1BG4nbPN3/zC17+6hu+fHXN45sbVDdMo7Db7chlxzhEpilVGfqnh4JpO6keiVqn1UG9KZd15U5+b5H40NrJdUCLqRwXNRVjisHAa6Uq88JAqWQAM/0BARdQ8SQK+xS5X9z1lhMuBY0JVJDc0fuGTdMT/WTilDwdKlsBfaVD39W1U5a1rhYA1jjOELwKK3G0HN3rSg0h1qs8BgLFgkg4zBwcE9fDY8VEGn3T1Gn3Wilg8js2n+COT/o9j+8dFPquAeB80/Pu83Pef/eC4O+Z4o5x2qJyx8s3v0SBh+2e+4c9MUZev77hzfUtKWW2+4lhjNh23FDEGqf9eU/TB1NDnQTNMO5m7t/sLAjsI4/3EykWYyNVFzjfuKq26mhXLc2qNcPqpiE0AVHHg3N8E4TZCR/vPF4Xymq0D0PBa7ZIXhxejO9PzRYLoFUAz6F4cTSHbNioj3bDH+/ik+3iyRf1ZiFm9FGhKchDJtw7Qh9oV0K/CXgtjEOm3U1kLwTt6SQQ/US8OoMy0w+Jdl8Ic2bTNnx0fsZl29LePvDLxz13w2yiab1QglH5csR6LvXGAqmBwPKOpUrIWEa9Uctl1DtofK02rLPisEapWMefWHtOqonFkXkC9hgbal8y+5QJKNuHW/Y394Qm8O5HL/j9d9+hxMLebZndRI4zc4KsI1qs4pzLRFvhuoBw2TS8f35FCIFfbHf89euX7HPmPit3Cbq24/d/8Hv88Ye/B6J8vfua6/ENa4XNvKcZJ3LOTPPInBNTTsQSiSUimknOg2so4g4bleZilcKcEF+N0WvF6TK0neeH7z3jj3/6EVeXz/jjP/1XfPJ7P+Xu4TV//pf/PV98c8cYJ27urhm2jsuLhh99/IIPP3iXEBPNOOOKsnmE5l6QOVPeXDN/9Yo8zGy/uGP75QNjk/n4Z5Hmn7/H+nLNH/2Lj/jR732ES+BuQfZma3kjv+RxLrTPN5z/0U9onl2xfv8n+It3kO4Cm+s/Azy5ZEraAxkJD3h3DxohX0O6I+4eePUPf87P//wXvH5MbG/3qK6Zp8jt3SPjOJMzpKRHHcCTKuAo8/AkcX+yWT3NjC1yaFUUPZTZUqFbJ7X3tdCCrXpcqd27WZShPkdwYqY7COIaxAWSFoaSeKzrodZLRmipehWSld41rJuevd9TxHpw/uQ8W8yDYoF/Fgn3BbFyAmscl2IyNC1Co0KiMGDBROp70pPnNfjIPEyOb90unJFjKnnDe3xjIwG+QkZgk+0ietBD+s3IxvH43kHh8tIaFau1R4jkPJLyWGGhwTD4ZIXibj+wH/bMMTGMA9M8k1JmnhNzzJadVi12XwqMJqqmGXQWtAjTaFlHnCJxTqSYyek4uQiCOGtoO9HDxr1gl2YebwYsO030ajRMu8mcQUlqTUJXA4UTPXyacsAhT/P/5ZD6/9O4/pQv/G1U1cNNr9ZjcFlJ+5mH63ucE9LzFr9qbd7DedN+8oL4OgRUAqEJhLahKUK/7uhnYRUCmy6wbjyb1nPWe85mj9t44qUntg7tCgS74fNUyFOufROjgirG5rKekTe3MrWJ7aX0X5rqy3txchDpPfyHyCETXKQ2BHPNiqnOWVdmkAAlJ/I8mx9BsaljnLGvHA25FLrcQak9HGc+uRIaJlViKQw5sy+JoRRUAqsm0AXDyVOcQApBC2txrNQM0MmJkjJTikwpMldtq1OtrQM8IvZuFl8E54xx4xojFEpRJBeCEzZdw9Wm4+qs43zTsdl0xNiwDoG1VN5aSiRVcpopal9IofHGbHOaKWOGKZP3O/LjljTMjI9btttH5pUiTUN/2dJftIQepIm2C3uHOpO53ufMY0x0MeFioo2RNueTqtbUjNBCKRM5DUCEsoX0CDpTxnt0umN4eOT+/pGb2x33u8w4mnBlzoWcTVXgoP7yLfuHPl1A3/4AOa4ZefsfTn7majK30M+XasJUHWwvgKoQXBloC6RiulClsgmr7zhH+BFZAteSBNgelFO2ivAUNq2/s9BKTY6/+pXUc2hqIGgxOrhJldtve+Qw+OY4QtRLw/nbkvsjOGvfD9DQQQlVnvxcfkuFVPgtgsJ/+d98BMCHH/WM8Utevrnn1Zuv+OKrT9mPO9PZwTbj3TCzGwzu2e5GdjtrPI1TZopaWQeFghBTYY420StFkOShCOM+sr0fmadEjsVwvnq1DtFQHE6s+x58Swi9TUOnzDgnSil8kXc85pkfZM9PpecHbYMU8Mnk40qxDaMvavIXS56rCdFlPOXYDCq6bIT2sboqmoemQ9Msn1y3Q4VwcrG9FQl4lDc//5J/93/+71ldrPnk3/wTfv+//WN83zA0W3wH6gVcY7z52dPPZyCJ8wQ/XD/ng0nY5MKHceY8Z1rXsS1nfDgEhndb7n+yIa49cczMu0SKha9/vuXzv30kjtlaLB7ECetNy2rdcC6BySVe6kNVPC0266G1wlCrjRtswSGeJGZbWvRYccxqjThUuR9Hru/vaSXQC1xenKEUtg833D58g8PT+Z4gLT7A2bMzGndB1Mh5OidqwjcBv2oR77jfbvmL21vGOPNNnPk8z2SET86f8cn5CxrnkXnH33z65zTe8f6656ddZ8FhHslzZIgz3+zuuZvM+B2pVo5dS7dqadYNoROKi6ibkZBpe0e/CnTr3gx3UPLjnrwdeLYJ/PSDDf/qJ8/ZXFzwwQcNz54rQR2f9GvW4YqXZeCb4ZqhDDw89Ly8/RTp7ngmDWeyolMHN4/sf3GP7mbmr26YvrhmHmc+f33P52/u0cuG/vxjzn72gm7tmS8fuGfE42l1jaflPj7w84cHvrx+oC3CWdPRnG/4vbTm4keP+PUKNKGMUGAeXjJtv6bkEaY3ML+mxJnh5g3j/R3X1wP/w3/4nP/pL27YReWrXeFuoiq9muXqUhk82YLELu2BZvodgeE0aFSDvqfVQcXjpVYCbVUjcEUOm3SLTcZHUVbiTUEYS7C8C2TgpiTussngu1K4wiMCob5GRpnUVGrnYeb66xu2N1v2u4GS0oG+vswkNMBKBQSusO9LTw6sOfxCGi6lqZCSrZ/MMkjqMeykJgrVy2IJhQcYusJR9YcsEdg5h28NPtK8iIka5T94m4b33h16wt/n+N5B4V/82XsAdH3DnN5wfXfDm5uvefn6K/bDnlhgymKiZFNmqBTSKdqmXwrMUQ/lpTV4rJGcBmOUCA5fGkQd425mv52JU7IbKS+StLVkZwkKtcvuGoLvECDPI3G2YY9Xec9ddqi2PLqO2DRmcF48ookiQigGqwSn1V9ZMU0ji90LDdKCwvKBU7v8gBov6bQ6WD6/068jvcwMTlxR7r58xetvXuFXLd075/zz//rP6P2K29DgGuO3awhICWZXOq1wGjlXx3tXaz7Whs008cH1DWfDQAgNO7fm3egZf7jm8Y+vSJcNwxTZDjPzlNinwi9+sWWYFrFBJQShO2u5uFqzRpjGwvW8o1XhAmG1OHLVHgFY5l7E2TWsUiDgiLWpHTEISVXZzTN32y29a+hXa842K1KK3F+/4vrhNSE0PL98j836Au8b1hcbVl1H0cx5PqeUAqsGvVyhwfH6iy/5h6++4n63404K15LxPvCzzYY/fPEBAfj5q1/y2ZtfsfKBj97/hI+7M9DEnDJpGpnmievdAy+nHZ3zXDYtXRMIbaDpTO7AN4K6hEpEQqHtHG3v2Zx1nF1tEJS5JGKcOFs5Pn5nxT/56IL+/Iz184buQvGT4wftit6dUXLGTRNjfGS767h5/Aq/2dKGM3z3jJbA9HDN+OXXlIeJ6as7pi9umabIy7t7fnn/gLgVP9p8yNWPzmk6JYUtW64J2qI8o2HNNm35Yrfl5/dbmlxY42hWPeHyB/xsHtjoBDqjukNLZpq/Ydh+Rokj5eFr8uNL8jRx9+U1j6/ueHUz81d/fcP/+LdbksLozftiyW1PEaG3D+W7g8FpWbA8pBx/VBNgPawfo3faV6M2g9BiG3QRZa6/u3aOjdjwmu0RwaRiysR9mhBgI54NFZ5xRqaIFNucixLHmfvre7wzReCScp2j0YNqQsB6Gc4QJ0uMag1RCaM8k4ZLGvPFLvnopy5CkIKv2lxCNlkeqVTceuG0bkl2kSxiLKqp4qrsvjiKZiPkVFjJJEaOjKTve/wW2kdj/eBmCjPOCQ/bPeOYmKZMwtXtomrbNOHI/9VCLook8/FdbpKyNJ10ebNiAbDY351Ukx2b27a9eiHaYw0kV+W1VdVKPNRMerJdtLlCRCPKTpQHZxXBCrPiXPREFtpoUJvGbbBSL2Hy2FInZ04v7TGReTpKsryF04DgTn7HMP3K7CjGgJCYyXM6fAnQNgHnhJiEVCdbvPdoE3DZRL+GGHHjzDRNtNPMNEXGMTHERIx1plcKeHBBcMWDl6oVtFQ8Ct5x+fyCj3/4glURLm4jYZvws0JMlLnAW++dinMe36ccyt+lN7HQ7JbsSQVSSUxppuSIOKFtG7wLRE3s00iUhEyu+kMXNJvCZpFIaQrqHbsYyT6gbcfKC+82lhGuQiBnE+5oUM59oPeBANUNKzPGyBRnppIJobWJcO9YtS2d90hoGEpiShMuRc5TRlIhFyos4AiNZ7UOOAer0kOTeOdsxdna07pC0Iwb98jjA2wfKfuBMk6oZkIT6EKHD4GYzK/6UfZcD4598cz3D4yPW8p2ZtoNTMPENCcesrL35vEwFYiTNVKzmOxILMrjMOAeEw/jnkkKubVgvZ9nHML17QOff/41232qEBmghfj4NfP9GzSOzPd3xPsH0hy5f73n8c3Im7vE45CZc9WUOlQGetzU39r4fyNkdLiRTv4o9V46QT1O/3z65AsRJC/Fa50B8MDaNVz5noAwi5EeVBWvUpvUwpVvOXeBgjKoqRcs8O4iVrc8uRSj6749eGbzAwalthylwh2m6xZwdJi/OmjdJ23dmMSmnLCR5BBel//ryUVaoKNTRuaRk1sO18qGQF3dH5dq4TssAb/l+N5B4cuXnwKQszLPRindjxP32z0pFZo+0K5XiHf0m45N06HAOESGMZJSJpct07yv1DWLxraVVGSvCJocWgQpnjZ0FbrweG8UuZwTKdrovG8aw3VFyCmye6wgTy5ots1qFMWJp5HM3/uIY+YyFn5PHVfZNPEbMUG8jsymUg2HDM/w9Bg8tDth1SyTh4uFZAaSujr5CBPlkLGcVgennOPFCrSoYdKalPlx4vHlA2nKhFZ4/uycXArbh4lhGylOCZuO3IDfjrz58muGV3ecx4I+TFzNma/GiZ/fbXkzR0JfaPcdbtMS1VE6T3GO3Aaic0Rn+Keo0vUN//Lf/An/3X/3v8DHwu4/f8bwy1dwPyJ//Yb4+AgUkyOoN6dTu4VdzVgEKMUxVh74AOzrpjA7C2ZFHI/jlmk74QX6vuHj8w+YcuLlfsf93a3Nrjx41BsOG4otxuwdcxMozrFHSOcXtOeX/HBzwcfnz2idQ4Ytbx5f4UvhmVc+ev4eQYQLdWy3O+YUefl4x93wiG9ari5f8KJbE7xj1QVCcFw7z8/He7Zxy0f379BsJ7qmYxyUHD2UwNnlig9/74KuczzzGy79c67ahh//cMXGzYS54D//JXz+JeVmx/7nn/Hw+TXpQrj80RU/uHzG5iLwsIvM+sDt9ppf3Qy4qZA/35P+bkfZJ6brieH1SMrKbRe4P7ugXXecbYXV5yP9WmhfONrLnnE/8c3nX/D49Z6bmz237UR8r2E3K7u7R1La8Wr7l/ztZzvabs16LWzOheCUJj7Szg9oStzd7Lm/HUhz5uF6Ync/s58K//Aqsit6CPqH4c0Ft1YOm9OhOtBfDxbAcZM/2fiXYHD6lFI5m6e0TC0mjifF9uxYX+dCPM9dQyeO3++u+Fn/jIDj0+meT6cHYslsFD6QhpUP/GzznB/2F2zzzF/uXvPF9IjUhNDhTD03HVmKbRXWbBW6up43IlyIN00vgXUtfRrX0dBV9pGnV2uYRzGRvVRTshnTA4viaz+mzkcpT65zqBfLgdGn5xmvSplnNM6Vilr157xp07WNKcOu+hVN2/7mTb4e399k5+41AMOYeXiYmaOSiyMW82BaiyOsW7wEmm7DenOGIjg/IW4mxsjjNqKMh8ohpzp8UUs8Cmj1sxN1NC6g3rRrmqZDxBHjjIgZtLjgcY1FwGlOTDEesBuhZsPezHJ6KXzjM2uXGYvyAQLFI8Umcp0obRH6YpIWaxU2mOLktgq5LSHscF/raaPK+ElGNROiHBlIpzTQpVJY+M3zEuSzEsfIcD/YB/zc+Oq5FPKQiUzWR2wDGhwyRR639+xefs2YlPM9EOFmP/PyduDVlFh/ELiaJpqEDX+FKpvhHVmEzDEoSBP48R98wn/z3/4bdIr8nbR8rkJ+vWP+5ZakW6NmclIl6CH/t8pH7Jqb25Ywqx6nPZ29riIMcWS/v6cLnvOzd3l+dcnjNPDZ7pZX+1tTQ8VE8gLCSs3PIIkwYs25cHFF++IDQtvz/tV7/Mk7H9E5xxdf/wO/uvkCKZn3Vmf8eHNhycFUmIaRfZq5Hne8Hh85lwveXZ/z7sULXHA0veGv9/PA6/09b8ZEM2z5aIzoWIhRKUVAHf2q5dmLNZu15+ML5cMLOHee97qGXqyxqw+PsM+U2z3zy9cMbx5Ifs1m84L0YoUPiWEamWImvrln+uw1ZT+hLzPl64iOynCbGW6NnJHeOSf3K7q25XEUdtczZXLM54F8Hhjmia+ur/nmyzcMY2YbIvkiMNwnrvcjw67w1euJ9NevQR0Xl8Lzdx1No5wRuSCiufDqTeH1dSFG2D4o+625rj1mGGsJLFXLyDbzqkR5GDyoee4SFN7aS+StgFCRlENQcO6kb1pvuMOqWyqEOuf0pDErwpkLbFzg/WbNj/srPI6bNFHKnZEW1GaCzqXlJ905Pzt7zvU88Pl4h4lJGqtp8W6n1NmNiiAIy6yLBYUOYV0HFhtRurpL9BLopMMhtMUqmKLKLMY8ipWBtMDTAVuPaVFjxpLNhckkUmd3MMmZksx1r+RYlQx8FcGTKiUTCKEhhIa27Wi730FQWASVmiy0nSJOyepwxS5V0zqk0nh0MRFRqk5KJCUDEpy3fDknKNVIxD7kUqEjgWwDTrlqj5MLImZCo1oMZ1fBefDe2C4mb6T1BnOHG9WZ/i6IsNPMTZ4JCnde6BvDwrvkjPUhZlDf4WikziRw5A+jnPCL7eJZuXhsDp32FZZS02GG9GuMUtmwNM3q4rE4yMPDji8//5r144Zzt+H8ao2gqGT7cnrICLT1xMajjcOXwk1MxKFwHTNbCoOz69bsIs2DMOXMkBNzhO3thGZzd3v27BlXzy548eKKZ1dXeA8ahG7dsrnYEMdCacJhMMcOPeC8UMtVbzLlipCyTYgnjk33RT/KmnRW8uZSGOPEdtwzRoM3Vm1HKxC8zZ204lm7lkYcM7CvE6Cx7ZjiTCqZ+90934SOToTH3SMaI64USlOIyaqZ+zjzOEeSFkLT8cxfse7PaNs10nRkp4xiCqu3JXE/T9ylme08MaVEk9PhflRVU9GMkSYpLliDvhNHiYVh3uPmgtzNyGNifBh53I3cTzO72JCSQjL4LjuheCElRyyOXBwpG0xTcmFQs3m0vME8sGOE+/s9dy+3TDvPqm9xGni8G9ntIkNMTMlgQ/HFlI2Do21MzK1kk60vxR32XS0wFxvYSnp0dEgKUbXKoSwg6dMOwjK5f7zzj3/8Tgjp7UqBY5WwfCEYCaJCIkFMhN0lhRMJjUUpoMPR4WjVIarEYvCpqNJRpcjF4UXYBLunFv+L40zSiQgdx/MPde0u9NXOGUzVU7WVsAZvcOYD3YijqWxIX+Hn4wBo/a9OeruTL5AD7GpDp2/1ZASDjnI2JmUypQbnl+DsQOvAnJhKrHwr/vbdx/cfXjs7s1/oCr7LlKwkdQabqCDBIw3gMjHPpJ25Uu12I/vdaFOsqnRdR85KKbNx2jPkWCUoakCwqcJMnJIZZ/hE8Nk2RK/4xt6oD47QuDrFCilalDYMLdSg0OKcYfBfTgO3ac972tC2a26bhssJPo4Nm+JpVLiUQkdhpHAb7NNoitjAJ+afG+vNqGLZq2I6P4mF8naEmHqMpnaG4z1pWIkja2Y+YStFEVIp/P0/fMaX+0f6ixV/9r/5J/zpBz/Dtw6YSH4EcXTdiqbpiJp4uFyxP19xW2ZebwfCzcS9Uz73he0K+nnm8VcP+JvA3V3h1UtlGpX71xNxSLS+4U/+6I/4r/6r/4Lnz8/543/2CW1jbfV33r8kzB8z9Dd8tfmCqfYPltV+sDcVRZ2jrVguc2AfYVTzV471fhw1sU8TUYWQM6EopSRe399xv79HxdH5wIeX7+JCoNms8W1D33Q8W1/QNx27nLlLiakUPn+45q9ff8l+nog3r3jTfEojwsU0cTGNNAhT6bjPHbMW/mF/z+fjlk3b8U9ffMAfnl/hQoffvIM0G/ZMfK6PPJSZz6Ytf31/zfU80j/c8of7HaxWjPOEJvOVGMaBm8dHora4j8949/0X9LkQf/mGl1/d4YZE8/WAv515PUQ+e7nnF48TZa2kXaIMAt6RkjUJp7FlyB2pCA9JuZlG0pQZFYamJhx5pIyJDk/+u8xuu6XfeO6+WPP8/Z5hHPjy6y13j6OZULmC75S2F87PAr0XthT2D5EYFXJL6zydsyRtOwklw16FuTGiwOCVHcYqK/iqL6UsJkDLbnVKxz7EhW8JBqcb/unPTnK3g3iiOPCtTWh75+nCCu8CZUzkeU9OmR64qBv2cxxXBFYEXC48znvbbHPmmTSoNFw0HWeho3WeCwnEFIk5EtV0zTzGJmpq8Fvgm3ZBQxB6J6yD/XlVCutUZSxcoGms7a3aUtRXYgzV60EMaqXUgUghqFUIrdp1HRVmsrH2OPbhDx4mqhYISoGUSeNEGkecDzStISzuILbY4HzAiVkNf9/jeweFBZNyXnHepCiyClG9NXuwgRHFaGqlRFMfnCamaao3jRBCg0jBu0wS436XrKSUazpkvYWczMcg5yp7oVYBNM6+nBN8EKsUON5UoHhvAcNVrR4vZrBxXybuU6JI4WVY4ZxNw77vnHXsxdFjk8u9OFqBKAWvC2hUTe6pfPWqvqr1tBfTn8JR9TFg/YNVHWBZi2esWUmslU0RIaqyfXPLcHdLf97xwz96B9JPzECGTHHJgmLnaPqWPDTMfcOuD5RtIk+Fso3sW7g9g7GBKWXS7YQfIq+/SXz+i5lpUKvSohJCx0cffMC//NM/5dmzDR+83xK8udptzlfIu5eEXaTtmpM1rCzjmlLlQswCsaZ02ZlvMkdPZAGiFuacK+xs2VvRQhondlMihJazi2ds+g1N13J2eUnX96y6FS8u32HV9jymzJs4MeTMXRyZx4Ht/pFJlbuKBX9Cw4UEG1AKidFnBs28nAY+Gx95R5Q/6dd8+Pw9smvYhzNm1zIX5U1U3mji6zzzatxzM+65GweGOLNKkZQTWozhEWNiP06EFlzwbM43tDGRY+Tx9h63i3QvdzRvRnZz4eYh8nrM+HFFOyu++gRk7N6LyTOVhqSFbXHcJGVOhVGFsXp1qyZKNHnH9Svwc2S1DngycYhMaeJ+a9fTieKd4qr/Sd95QnGM+2h6P7mABoLYcNesYgOD2TD67DH9Ijn6bXDIa62iOuz5p1IRxx9993FSHRz+LEu1f4SPzHxLcA0E52jbhuBbUoHsHEUyTi1b77HJ4XXtA0pRxjRbpqyFNaYP9Nx3PGvWeCdW2ZVcGUEW5jxWeXQ8rfw7YK2OIDaVfO5MQbhVaEl2HuJYeatbYgnEbFGuVPxHqThQtVZ1uVYKYtPOwThUBxOj5fIITxEI87K3v5QYKTEZ9O4zONOEW/Y+54yd+a2Kqt9xfH87znuLXaoGs0EVYArGhgClVIZOKSZqZxpGdoMq4IIBKkkyMXgLBFqqxeZyZ9hVWCCJpfQpxaSxU1IkGvTRisP7GjAw7Y8leSnFWjaoab8vGxHAXgsv80TKSizw3EMKELMZyDt1eMphGKVD7EYTK61drYv9YmBDZSpgPP62LpEe4cIFNgjnODbYGD4IY/2AF871UpVrgS4LIYFOBXUFzcbgElVKmsizQzXSbjpW714wJc+2uWdQ80YYFOYMZQbZFtysjPtiZiSlcrIboW8UVx7Jw1ekbk0aVqShI8+Z3f0d9zdbxrt7UjTfCwErv6l4XS2DS81MjCosBzjslIWVi5XzguDVmBxwzCxLKezmmVkcvkQGB2Ha07Yd9/NM07TsS+E2RqaSud7eoyURUFYinFVWyYVvOfMrgnPsRRjyTBTFrze8v+m56nr6rgMtxJK5yxNbzbyMO361u+fVvOX1sGNSc+3a7nd8+eUXPO623Fy/IedoSU3wdH1P23e4pqW4QEYZIsQxIWMiTAk/ZV7Fwk0s3CVF9hH/6gFBca0QNpYJD/cDD7cDcZzZbWO1ma3yzt4bOa9RtFXTHQqCiJJz4eFuIhUla2Qqgmqw6141xaad8HBfmPeF3a4Qk6MUYY6w3xXSrKQIMXpL9jIHHr5UT/IjYGRb06F9YLfzAVQ6zHx+27FAQvL0Z0twODSZvcMvqEBQfLBMO8VEjsBkSqdeXR0MW2TWj0NtbumVAZ0LXFTiiwKPaSQ4R3Et6hpm26cPSqQdgk2giLH3oL6GEtS8S9bOZLlbUVoxQkSncmhGazkqEy//p0JMXhyqtpYCxj4MOIrYTIv1J/X0kj1hPPkKSbk67axazZBF6qS9aSAtmbJ4j/PNd3wov35876Dwi8+u7Re8p20bnHOsz1acX3WEEIhVyK4UJceR3eNYjTVMbhlxhNDgfWuCWckGx5JkUjAYqWIydjGCoWxa6oBMzJWpA3PEhq3WDu/bepd5c4JTm6xMxXLU5IoFFtOrAJRUIkN8oCnCj7RFmzXvBc86ClcEQil0mllXqte5eK5cYFZlIjFpsrJOy4kcsA2+eIyN0wPnzvHD0HPlA+usPEtKV2wcf4Y6vCKcI0Q1w59ehS56uj3wkClRKClRiFAgjgWZ9pSUWX9wTnvZcdPf8uYvbnitj+RiJvAZ8NvCQzLa57BT0qhoVrpW2HTCelUI6QvG63/PPvYMF5cMZ+fEIfPNr+54+Yst+dXMvB0IvjdRNCkGE8mCRltFps6SA+98tSytfYW6608lM0QbMNNSx9u0zoAIaEnc7R8o49Y0Zu5sMrc4x+wDxVnjel8q3j2P5DSycspzdbyvgV4cH7UXfLC6oojwD3nPL+Z7fNPwyQ8+5k/ffcFaHM8QtCT2ZH5RJr5G+GJ3x7/7+lO+3N0frCG1cXzz5iX/73//7+i6ji8+/xXTvENcpls1nD275OxiRVifkfyKjOP1qNzdTpR9JN9PlMeR66T83V75VVTK9Y74F59T1g2r85bn769pe8/j3ZY3L2+Yx0jaFdJO0Sz4EFh1LThBVwVdK42HpnM4bz2TLz9NzDOEDjbPhXa9BmyiH+DhOvHFZwO7h0xRRyrWJdtuhdcumrkVnkJb56IyTkv1BTYxvIVCXk43OT3B/uvfDxTzk+NJj+A0KJxUCc5b/8A5sQHCxuOc0vSZ0FjgGu8H0iS0GTbJ0dCyATaidMAKoVUTT/elIMXmCi6blot+Q9LCm2nL6/ER7x3PmgvOg2erCk5onZEaLtRzVk+u1CotqNKo3fsX4nnXBVrnaIvQ5UWlwNhKNtNUmCuyYAmzbW3OefOdKSYV74olUqkiEp0YZf50Y14QB2M8GZ3WLc5r2OwDarIrvg3GyGwC2gQkNITQ0zS/A+ns+1opNE3Deg0heJq+mkR7Y944LagopWRStKDgfYv3LSJC8I4QTIPEB4d3gno5NkPqjWPzaRUacrXbXpvRFCWJieGlZIFoGeUWWSoWg6Rsx7YIusw+gBCrobtmpXHwxvd4MW2fy+jsA6aYEmnNQDs8ImbVueCMS5AxXjL14z9+X2Fl5pVv6LVwRqJRG+hqMGjFKgVqmWtfbRF8UnRS1FtzfWmYlVTIdYClOWtp1h3hZmIMnrv6wsush8wmvwBCnEyGxCoc6BqhC1YppOFrUuhIw0AaRuYhs7u/5/52Cw8ZVysFR81uRECPurLKMtlsn+NplZDrOZmUslUKTaleuyz0RusJDXlmrpvZhFlWziiPVPvg+r0AK4ELZ9evR7jA0eM59y1nzZpZYF8GvsozfRB+sl7z3jvv0Rel2+9gGkmq3FN4ReGbecfn23s+f7ih61oTqXOB3bDjq6++JATP3e01pZhnnW88bd/T9j0SWooElMguKndTJo+JaUqkKXGT4TbBfYK0j4yvH0mNcH7V0zTKat2wvRt5uB2ZxohEZ19a+2Y+mM9HU9CmELxtojilzMrjfebxPtOtPKFtaUKo1HVroE77wuN94eEh27DiMv8Slf2+4A3/sy/qxlNtcA3xPkqXHMUYjj2EAwyk310knAaE06Cgy+8e/s0QAh8sKIRg1UKJ1dBrULx6fPG0OFqxINAAQeWQlDmtDoRiDnttY72l19Mj2zTh1dGTaRzEynBajJ06LDiomAOJVhlsX1GCDlg5oXfWUO7FIDWHDaRmICzwKjVQVkDZ4Fbb13xl6y0VitbvywzTyaU7VgjY77lFGRUOjfLTSgH/VqXgfgfOazEuG4DipozPih8S/T7RRFDvwXc4D2fnLV13XjOJgDiPqqDqKepwMdPNiVzAzYlYp59LUlK0JrYu9NQKLSzU1YXfudxAim2kTjwhVF2dbN4BijE2CuU431GW0lfAmWDbN2pWiZPCSpSVGAzj1dGqslbPJYWoxu2PYuSwojadqJhna6pLJtWM6qxina0e5XVFjH7WiUfFkSomak0ua141KujjxPbVHbL2jM2O3E4ISnGm21SSEveZPBXG+x0xGsFNxG4akTpVPNvCS9HE7FQhZhgmY4l9882ev/+bG842Dfsxcnc/EMfC5z/f8vqLgeZBeT4JZ86EAxvVJ9DP4skQFNBlEGdhfy0bh1iDvgaFxaN4yWatOa/m+6AWSMwY/shgWlhMS3ejx6qqRgTvGnLoiOJ4SeZhfiQL7EW5Wq1YtT3n6lgNiaCFfY7MJF7mxOf7LZ/OE6/3W8ZoIoneebquo20bxDmGYUQExjEaJXVRonRqjDiXiG4mEbmeZ77YjuR9Is2ZnOEhw07re1OhyjwRp8L+YSZPmWmXIHm8qhEu1CCGlNXMo5wgs+lX4SGFQBJHjDAOsNvDnAvudWS/tybwAuU83Ee7D7KgTmpaa/e/OlCnxFiIQzQolIJTS7imVCiilKrSJodPvh4nwUDf+ic4gYTc07/z1vcTtMNgr4pfee9pgkd9phHj8C+Yf4fBOqczQKWYL/ecEwPWoKZpCTanSpJCVBOynEsipkQpmV4cl75hLZ4r33MugVQSQxxJJbN4ji82mp06g4vEsXLWNHbONt+E0BR3nEKuIUHRSrIxNl4ptWGMGQRpZU6tK3ik1MlmFs0kakdHDlVg46oHcwg2xew84vxhcM3V6v13Mrw2DHY7+KjEFHEeUvEUGWlac09bX2wIIXD1bMPF2aY2cqseTs48PO7Z7UZiTGQEHxrmOVKyTWbOU2IaZuaUTDG18rKkQhSHTlQNCCIerUqePthIuV342ggvhZxmUragoDmjCWv04MB5brXwN2VghfCxOkQaLrzpqbTF0ygkNV2mLEAQpLGmUcyRlCMFZS6FqFalTBSyFjYSuCiwFiUU4zk7MJ3/4OgEXCnkVMwBCsPnXRby60de/e2XyMozvJOIVzaBmltHDo40Zbbf7JnuZx6+3jKNU608TDTOe2GYYRwLMVMpdxZkh9mGf/Z75a//6pabz3Z0nePDH6547wcrNCv3L2d2N4nLFPgX23PeDT2hFNqs+LLgrXLwHVA1z4pGxeY+8Bid1iRAYimMaTbp4QpPgBLRg1XowLESmLCfzQgThs8GjNZrDluOMw0mddD1xH5NFOGzOPF694CI8OLiko/On3PmW97Ljmf3A0kKr/zEg5v4Yt7x/331JX91d8dYMo9xAjX/is3ZGatVx34YuLu3vkpOiZTlIFYYfMGHTPIzgxsYGPh0u+U/vd6aoN2uwFwYi3CThVFrMMh27YZt4jZtCa5exxwIGsxrpMKgORamMoIY7dGrUrxjKsKYAtMM9w9wfWsB6vZ2wvujUIQAMSnDpKQsSBAIIEHRBoq3Ano3Jh7vY4Vxqxi8YmtIjKsvuiDcSyqwND6/vZdwGhCcr9Pzp1XByZJ23kgsJqVVwGckmB9x3wZcjMyioDMrNX3XFZYctDXDd2AoBZmhZFKe8c6hXUvjDcqcpTBoxBXHPs6EOJFL5tIFunbFOrT8YH3FedOzG/e8ur9mPw8EFXogoGwQzvD0eHqBjSvWywgNPrREhIfozAESu56KQetzyaSSaxW9dCxMTC+IYyOeZ6Whr5VyFEWFA6QkGEElaQGt1rZti2/syzWNeTL7gPfe5hWa9ncDH6V8rBRw5owUYmGabQMMPagEcC1dv+bi8grvHTkrqVRbyaiMMVvJ1DY0yWYZQgj44PGponFaDg3txZfZc4SYlqb0ooi6MIeOok/CUY+llr6V8aNFD7c1YhvOvSYGhXMCW/F4dXRLKaeGU67wBhOJw3lLm2ZVohq0NVUGURbLpJPUG5aFx3wss129AdTZh93UxoSyVD6gY2S83yOzI66UsrbsTr1HnUdTIu5HpseReT8Z5Zcj9OYQRK1ZmdKhyMd6KkCxHsj93Yw+zLStQyUS44QWG5qaHjOiLalUoTqn+Hykxy2bwCIJYEnoIjMuR/KAhQeymrZL0WUxLGyupRrQQ1WwfL3dsPa13G5wBF3ku71JXjjhIQ58k0ecCFfuknXTsvENKxXaOaOuMEniQTJ3JXI97Hi9e7DqRKRuYo6mCTRti4wjcY7Mc6wzChyupTiDCFSsNxZJbGPidozkybzFpWC9qEo9LNT72kFOyrxPpIo1ex8q/Fa58yx6W3atXJ18ryKv9hVhnu0LlGnMFfKp5ylLpSaHrXzZkI1ObJ9hzsX8Oxa8bykLpByw0QUwXO6kejvZo78jKBxOo96XoE9gJIOOazCQ5Z4x6FcO69rjXanwiVR5CQ4e3p7qH7Csc0zhVwU85p2gshBpC7kGvKTmrFhKoRVDG9Y+sGo6Vl1PKtmw+zq0GX7tq84diTV+rTluNFR/uEjHVrMFBmM72VrVA3zm6vdQq4+imGqzGOrg5QCSQF0nAmbJeagMjhWCaTlV050ne+NvPr53UFiM7sXVQSUviG/ANYhrKARycUiB/ZS4fxysUlBj9JRcSMXhfE+QzOYs0HUbckqs12fEOTINM5uzB8b9zLCfuL/dEycr2bUUKNaIMuaFDb9lqtwy6fCng4CdlOMGLMbb1uqUrbU/YTeH3dl3ZD5zkY0YpnhWjHZWHBS1Tn8rasEMG2Ayap81oZwu7G1bfg3QiqOTgHdKCNavGDFbySkrsWofoctUtAWF6WHg+ssb3CbQbja0z1d452ikpfWBlAYeXs5cf3bP7j7CoKwkmDBXtOdN2ZgJx2PJ7hb+dfU8UIhZuX3MqJ/NHW5XKKOyEcV5Rx8aXC40LlcLQbEsH5s31ApZ9W3Pu3LFShOhJMgzGWVT3BHzrbgqUHHrctiyFhb84e8iNFWsDBXGihfPWGXhVGiz0M3GWgnrnp8+O6dxjh91a95rAmvn6YNAA2NJfPb4wN/HB14NA7fzTOLYB1mSlPOzM87Oz8gpc+cfSJLJUg4DRY1v2LQb1m1HisLd/cj+cWQko2uDaWJ0aBRSMfhFVY96QZboHdzwfOdZ9Suc9wy7iWkYEIGf/OQH/PRnH+GC8Pr6muvbW3LKlDFxfRdNLkYzTVcDxxKEFUq2ABQE1s7Wzrr3XK47msaG5OJg0K3Mdv8e5g0OiQpH2EiPAWHZ/w/B4DuqhEMSV3/rlHkkJ4nDYgpjVFTTZBLMOyWp3Ys+K63qwfugkSN05GtAMAJHDV5a3fXmPXHnyaoMMS6rDFImz9GGwZJJycdYuJ9nJhy7OPOomaEOsp7RsBJYiUNzIld3SEcNWE7MOVGFIpkZQw9mCpFyCPQViTsEDwtkFrAbFXq1Ib1JlOKUIibAd6D+1gE8aQJN09O2K0LT0LY9TdPThIa+W7HqVwTf4P2iu/D9jt/CjtM+dec9PrS44PChQ/wKMyMxfZ1cxPRcqsMa4mpXDBSPa9d4hNXaGs3CsknAfj/y+uUtw37k+vU9Y/qSWfdoTOSY0FJsMlOMyFwoZEnVCOUoSbdEX6N9WQZQnJJ8zcJKnaCuGPtcrLR8RWHrIgHhXD1Xar4F5xK4JBgdLSfaaNzOXCKpJASjqoFluyImdrUC1hJYO5PDcrVckDQyxpGhJGbkoHPS4ugRyHD/5pGHYYs/a3n/2cecffSc4AO9W9E1HUN0vPrFnk//42tIIJPjwjdECuOcSFJselX1gPsuS3oJCAB77L37pEy3kdtH4353alXMJjSEs8BZ0yEu40qqE8n2u1HtptVKLD8LGz7erJlQzuNAP20t44oRH809LYh9LrbJKIuTm+NI8V2qEe+gbRzBCTEr+2QMeetFWMblUsSXPW0I/Iv3PuFPfvRj1t7zbDdytR+tLG8FbZTtGPlP16/4f958w74UXkX7DGzNWQDt2pZ3nj/n6tklORVev7xmnhOlJEodOuyanqv1Feu+JU4T37zeMmwH9hop50JuHHEKpNnVJns6BoVSagUgxHrf9n3L+dkFTdNQ8h3394+4IPzLf/kH/B/+j/9buq7h//Xv/oL/8O//isfHgU8/fcVXr25RVRPl2ywL1WDVlJR5MFOqxgvPGqH3jmfrhg8v13Rt4M3dxJd3I9NckCjmbXKoTo5rf8krlsCwfHsSGN46DvCQyMJefvJvh8cs/4nWnoJgfVJLCvKYTdRyzISk+GKU0E7k0FMwGfpF+LLUe9xqAorwODwQ5gEFhpIOlWyJiVzGqqhgEXQqiVd+QHNmiiMPJTOLcuYcz3zDldi0tMZIxO577yoBw3ma0FlAdhODJgsKGpnJJouj1Td62a0qccU8GGwq+xyT1N6LkkMhidaJ2Ko15s2214WGrt+w7s/xTcOq29B2a9qm5Wx9zmZ9VqUvGn4nKqlPPsilNBFvX0aFsI9DIaXCVDIixf5tgTTqQJk4G2Jrgsc5oQkB7x3iA/v9jDjPbjeZ4F3w1dfZfGoXgawl3hzqWeHofibLrX28FxeTDVlKNtQirx6ztQmTq3DYQJmTQuuMS7wRDqqJiweyLAyHk9MAw31Nd10OJa+cZMfU8jDrQlmTw+97bJGVOTFR8KLkKUMWJDsrW7KjJGHaZ4b7GY+jl5aAOzSTC/p0sR4CA8u7B+xeS2Lfp6gQy9HKDyGLTWJ68SzDagvrAbVG2OnLeOfpg3krrDSzyi2pVIOSmuX7ZB4WWml4Xu21PCdzDfWcXQWlizMlXHGGtReofRi78ww6MHbbs82GjfecxUI/zvX6K0kKk2bu48z1MDBhsE556+KI2PO0TUvwNg36JOGoOJ1ThxRHjmq2oZNp4lvUMzpjFmekB5ETJzLlKIHM4U71LhB8MPdAZ3DExeWajz96Qdc3vPPsglXXMw8ZVcc4W365WjnarkJFYgNQiJFDpJhkyKoNrINw3jdc9R1d4xkapdNE0WyqrsIxICyX43QvOeQXJ5HhHzkOcNBbT/PWo+r/5QmsJAsclG3miKwH18BFOmZ5zNsKxVqRgsVFu+RELJUEIstr2ps12LVS6WuyGHMmS2LOufazFBWhcY5OnA2PnTgKSYWvDAqrswNIhUOrLE7dJ05z9uN5L1oBetgzFkbjcl20JrnUykqcyWKbr3tTK4JgA2tV0SGEwGGz/C2O7z/R3Nvpm7REg/O+liytVQ4+oMXeTNRsrl1QG8H2Ibi6wJxzdK0FBe8dXdfiG88cExo8rm9ZPzvnw9/7Ac+GiTIn0jCjpZgNnbfNyTfmRIZILcGsCpiGmXlMVV42HyitWWvJV2ozOltZptjwSRKItXrJ3iQGggpjxQE7hVAKF3UQzlE3rcPNYYeegqk4RL3BVHU5pdp8VxxBPGfeWkiitgAKBU1ViHxI7L/Zcv331+DNRDQJ7G/3PLx+rHi+2kAYgpdlWdh5ubrpyOHWO2L0sGwC9p5b5zkXZ5AbBS+F4B2ubXF9j6QZlwakXrdCseBWIik5ijiSepAG54RV03G17lAnXF2c8eziHF8K7vU1cn1nhvQ6g0ayloN8sYJtpljzPYp9z1hmbQ15OcCF3llfJnjP7/cX/HDKpnybMgllKJlf3V1zHyOv48yreSA13qqoXLOwZbEBOSeG3Z5dCAy7PfM8E1MkZ5u6z7nw8otr/tP/5x/o1g3nL1rO32mMKPHo0dijyaZOS4FcG/PqFmnxCtOoQDWJmaaZh8dHmqah71t++tMf0XWBtit89vnf4Jzw859/yqc/f8njduT+fk/Rwvos8E//9Dk//MkZKSbu7h4Zholprzy8Uqad8sN3L/jXf/AhLy7XrNs1z1YXBBe4v9ny5uUd4zTzd1+/4T9/+ZJhjjzGxGOMh2phGcxUahJwGsx+DTY6bu62/msgOWQox/CwUDXtx4tOD4ZHZqFkJQ6RNCdCKqwyNDjaSmNYttRyXHiHAHtaDZv4o4LY3Is4Yw+az5w1dB81Mmom58Q8F3L2SEn4bEhA0UKrmRVqDdymxSGsUFqKoR2hQUKwYOMgYfefJQUWwJyjKiQYIUPquVYhB0bN9auwRxm0kEpNqGog801Du+oJTUu/WbNar/BNQ9evaLoVTWNBwrnmuPJ/F5VCu6oL0AcLCs7U97quN49Q79FifggxVbhHDdfOuX5UlVvrnKPvWprGGsz9pqfpGptCDp7gHBdtw+ryzITxYiaPsVJVkykDqs0nSJ2mTimTskljPNxuSdiAl6ZU2UiFpNEaS1lJaZHXts1MFsmKmiY/kCh1fH0bHVPxrItwXoQfFHeYmjRM8En+dHJTCqjF/qJmHVlQYl6ajkLnGvrQ48QxppmhTKRSIBVCFWDb/uqe/T4TS+blw467/QCxwHY2DwgwhzQ1WY5671gGU8+qFlgABxc526COolwrCVx5Y0yrGKsqeIfvWtx6hZsdbtzWRW+5WFYl5sJYTB22lAbqwlmvzwjPL/F9x09/+hP+4A9+H18Kw1/+DePf/RyXImtNdCWTyWzzyFhMdNyJYW2lKHG2BqgLAde2B8qdd9aYbUXpqjRC5z3daIOOb2LmBuUxRf78+hv+5vYNW+ALD6kJFRNOh51rgTtyTmwfHpFc2D5uGceRaZ4PlWWJyuc/f8U3X93Q9g0//icf8KOfvk8pmeHeU+Y1WvW8DDayylNdVdFVC/zWVAAK7IcRQWmawCeffMDPfvYjNmcdfZ/4h5//R+Y58pd/9QV//VdfM4yJuSSyFtbngX/5X7/Pf/lvP2S3G/n077/m+vU9+1t4+XNlfwt/+rOP+d//7/4Vv//xCyRtkPkKSiDf3hDffMO0H/i//ce/YxhGbnYDX+0HHquHhSscHL+KLGyakxvo5DhST+XQgzz0sfT4a8thFYmyFPzLhK4oaAKNSt7OlKHQq3BRHGsC3VJ9I/USyiHJ4fCq9qxLEC7LI7y3uRLMrrSUwqiZb3TmXiM5C1MZSSKsgXcwlpOq2ECrKKvQsunPjIWWo30BNC2E1rTYnJhMNsbeWiQuFr0jh5ElzLlRiGJmVVJm9nliK4kBZVvnsoI6E+QTV9meK5quY322YXN+hg8NTbfBd72pozYdvk4xF/3+AQF+m55CpbmaLkmFENzS3a6bYLGtMVc6qBYbIqvogX1EIjhXiN7VskhJOSPZeNkqVnpbGWRbWomZHBor21IkxROf38o/Fp+QKLWC8FVSw3og4msj0zskm6+zuKM8xpLW6PI+asmXar49scwtiGXCdtc9gdT0JG06Zj9yYAIdMnM9LoylNFzmCkRqFllxBad2/fKYSNuJKWf2d3set3tcgT5bww04ekovZcHhNU6+hMOiOz0O5yN1WpIF5bef6ZJhLeyvpfbT4zPo4j6nNT2uWberxISmbehWK0Ip0Pe4vsMlz1lJrIpVlpJNvhwEX7VqcqrBVBQXAr7pbBhHjkGhEaWTI82AaAEt58ycC2POPMaZm3lkAKauQYM/4BRy8v4R68OkGJnnmRTjof90QE1UmabINM80Y8PuYWLcGTspTUrJQilyEEYs+usjX6pPb4ZSism+1JukbRvatkE1Mgx7pnlmHCbGcbZM1pk8jA+OzWXHs/c2dFvHzXXHPLd4hfHSETI8e7bhxYtL3nvvCo0b8v4KcjB9svGBycFF19L6qiu2dIgPefcpdHFyw3zHcfj10wee3ppv7VHHV6nfT9YWRc2/G1PhXbj6cvIby/Pq4X/Hp7ZufusAAQAASURBVFqu59M1VynVkonYgOSIsq/rftbaZ8Mo4suQppdqrCOO1nm887YnSTqcx9IfWJywy8m7e9uQamFVIkfZeRXMb0H1oFZbdAls7rDv+hDql6/002C9BhcOmkeLCJ58j8/s9PjeQSF0y5s7qSX1uDGkaCboVnIe8uRaWZiBRM6ZXEotxxIxK0UyPjnwy0C4O2S6C42r6Tyb1QqHsB9Gdo/FnkfMYH155+IcLhTOzgXvV4YPns3kZGqraYzm9xwLcTDvZy02JawKKUamabTnTopLJquhxQa+6iyrSdbWN+5qX8DaWsanX7xWBVg3Hedhw5wTZR7Rks3Cb9lgNTEmmxYfSmYima0fsMYa99v9zL4UZi2UIdGkiqUeQOoF+y/1JtKKzR8b4Iu3LFjGtwhugdGL5bDZa73+DsUTVXhMiZtpoo0TFynS50xQ6NUGdEaEuWY8NvAUyTmyvYs8THdo45nGe16+/JzOOd4bI8/7QFM8mho0F6Qk2tmMUwRjFbnahEuuLjaxZnMpiZgLQ8pVmDGSi4kKJE1mQoJykzK3ubDLiS/HkQcVJhGT3lCDwFrnCMFRKkPE7GRH3txcs3184HEYUBLe6UFC5TTuas7cvLxHq9Pffrtj3A9GN91l0my063zgxNWm4nGZ2NoohXGO+JR5+fqW5m8/Zb1q+b2frjm/3ODU4IHzqxXtbGKSSQqrizX95gXd+mPED3z4sXBxdg5TA5+cI1PLD997l6sXL6C7AL/CuQ2aPPFlYvfVa4b7Bx5fXTM8bhn3E2mOLNDnEhFkWfTfUiEcjgWqX4YWD9DRSRxwSw17+msnEKxA40Odys5kbwycXl0dWLQBTzkkYcuf3w4UcsC3pFYWYL0xJ968mKH6SCoDyr4+Y7V0QTCV4w2wcY5107Dxnt4H+uzwxTFmYcoGTz2Mex7mmVGV63FgzpFcV5J5TAutejqVyqozsc4oMDqDSUdRHjXzUBK5NhMcgpj+Oeo9frWm25wZUtNvaNseHxq61ZqmX+F9oOt6mvao9/RbxITfoqfQ1Vy36GEA7PBKCmlO7PczWY162TQGyXSdp237ml1NaDST71ySMQTE4ZOAy+DkEOEUw+JQaLrA5dmaxgfkXthPE6Rs9Njq+CXevB1CUZxf0a8to7NAZHSzMpvmUo6Z+XEmzwY3jeNMTplxu2MeRpizBYW5BgVsGjXiDHqpkJUUOWykud5cFhgKWY2FtG56LrsN+3lijNHogwi9s016KokxTibt4GCs2UKnjpV6UoGH7cx2N5imvRaaZaM/5B8WhJBygMiXeYcDqqiYnAEcKqDjuloqm3JYVVoDYKpB4c08sokT6xRxOdGoY60NoRLd9zhbTJXBESncDHu+frMjUfjyi1/Qdg3rtuN//slPuPzoRwTxlMkkDMiJNmdCsqrHL5WSOjNKco5BM1NORC08jBNvdnvmnNilgfu4I5fMWCbGMhtOXDzb4plRvimJ+/r5RTV7RUHonAdn0iepzKgq4zjy+s0r/Enl6AIHi1czXzdZj5IKb766483X93YJq/KvqonMlbRc26dJ7PIBHJKq6h8Cwjcvr7m/v6fvAv36E37843dw3rFabbh4tmaaMzY/ndlcrOnP36PdfEK7Guh9IL93ySZs+GD9AZvmjJYVa66ADik9tBtIjnlO3H3xDbs3tzx884b9w5Zxmkm65LTL/Kzdk1JplcuaP7yVk4r5QKY/jR96/LElQiyKM8dmdA3UokLjG/qmBc0Un1GX6dWxKp6+bv6u7kVSL+axzqiN2dpfsAp5IYKaJ0Nw3miuwKwGHw0ou6WSXs4T81I/A86c46xt2IRAp4G+WOUyFWGqsyjfTDu+yDOTKtdZmWpTpqXKU+BoUXqM/9Rg3tHqlOKV6JQhK/clcUckqKdVk5cR79GugxAIqzWrs3MLCqsNXbcihJbVakO33uCcp+2s5/DbBgT4rSip9n1pPi16G7kY9HMsse1uUD3CKqq/fmpWBsmhLyB14MKUUSsxsSyvXb2YnVQ4wtukvnMEb1tjzja0UzC+sFa2iqLV/lkrtUfQbLBS8cZoOJzHoiciy632FD7Vt98DJ5xjnhTA9WY0OCaIM8MLDgQ8FlMNWa7lAik8Ka1rdVaOZ+AOlLZj9r9Q+p4celqqPu0pfDsXQWsWa5vl4gthzd5KO/219398fTv/GqAWQmDOpDTbAiyJmDwlRvbjwBgjKhlvpRWSzQdZStWtqbo9RQtJoahVSlNJtpBTZEyRKSf2MbKPkaSZsSTGEslqhjyDGnfdAnbF9pdLK29fnwotqEGahp+bPtfx89X6q0foJ+difTMx+SDnOQ5fftuKPLmpDh+5cqjuUspMUwHNDENkv494bxL1becRL7ShQb1wfnlG160Q3+Kk4FoTgFi3PWdnK87bFZIa3KDmdZ1mdBrRCHHYM+1HxmEwqCxnm6l4cjc/uaW+Gz76Vkjo6Q++4/ZGv+2XFySCCrVwvNfq3N2vvfQCDT25xod/Ofle96njbEylxWuFc+uvt+JYiWeN0LlFVWGJ7vZ1NCKCSZV9TuY4WOFD2wc46BmdGuose41CdWOzCf/EkQVp10BYhjjUSVU9rXBRZRo5v7COqlx2/X5kvP365/ldx/eHjyr7KE0wT5mcBR33JiXtPLiWJnQgyzSdXft5jsRYMTc1Voxzjq7vaLoG3wTWm56ma3HOEZpQ5TFsU9FiuiBxtvF1iuNstaEo9G1D37Wgyn63Z9jvbYFqpCSDquaYbIFnJU4GH+Vk+vM5ZvNtmGKlphWaVYtrPGUuJFc9HpKSYrEMSgpOMl6hw/RQDAm2LT7UrTVQWGNj62cugES2dZAvIjTiUZRYl6ABNkJTA+pyk9jkonJWKb+zmMnPMSRJbfBZYMiKieDp4udgN5evAQqESY8y4kp9i8BjztUE5LieNpqQDvozaCfBjfXBxYJrqTf0WJQR2FPYS2au783EyUr15bau6q9evcTN2QxLMrS1N3KlsK4LphFzmJty5G4amXJi1MJWM5HCPmUe5kgqhbFExpzIWACZizfZDPXscaapJBzVT0Uprtji1JoPO6WtvQpRhZyfznjIAmfasQwcLvf1cjEXuuy3pmj61vflrye7pVJd6jLoXPj0l9fkrAbBevjgwxVt1/GDH3/Ci48+5OxqxSe//0MbCvVCvz6n6ZXe9bQhGFY975mur9EhkW8i8UvTZnr5d7/kV7/8lMfHHd/cPXKflG2BSY4nqVpVbE+j2OH4lghxLIyevlc5hXaWRMLkUezlDLNRVeI+wlCQVGjmhCvlkEItfg6ngdxV6eqjw9jCRrTDL1R2oOTErNZzakriTC1pey4B8b5KqVhT9wMX+KPQ88J53vfWU5iLgDhcsNz/IUVeqzIUE1Z8rVrVlJVIpaSLpxdvzKkq5Gf7pEe9ZyJyk0fuNXIrM1Oosi4qODXRGIKn+Cpu17a0qw1d17PanLM+OyeEhn69oe3XNpHf9YSmsddZpLS/5/FbwEdSL6pNUKYspDwwjBMiwmpzxdnFBu9DFaGzTC/GSE4mYx0a42GLONquZ3W2JjSB9fmatmvxiyy3dzYBHWsvYJqYdwMlZ4TAerVBxLFZ95ytV4Byi1BiJJGYdKakmVwDwVwZSOMQ7TlTIY21p5AzOlf6KkroGnwbSL52CLKCJpusBKzdU/BSlRC1sm7qAEW2O5uAqaSuq7FOxrDErMKMDeAVHP6A29pU5rLuBgqDLAqsno1Y033mOOiSsYlxhGqFCrGYICA1ZBwmPuHwWkHrkqyb0QJt79TgtEMQASbNuE7pNyYt7BtBphrGKrSWijJpNrc1Ufbkgz6LdSaMeBC1kHPiy9ev2N7c1yBosiBrF/hht+Gd0NvkdmgJ4nmcR77a3rCdR2Yp7CqFcFbzpChwYPOYRArkKkky4BhwVUNGKE5qYCgHTSaj81oW1jamGVVSrnpZS0Zpx+mefqiAaxA/BIhy/Pu3lu2/qZaXOjtSVWV/9atbvvrinrbz/OyPXvAH//RdLp9d8j/7X/4R/+zP/gzXesoqU3ydum02rIGGhpaAF4jzwHzzBflhx/yrO4Y//4Z0P/L66zs+//wVj0Pk1TbzkAs7FeYF3mGpXsq3VDwndfF3MRe+5dFLln2KQi3mVEtQjTFSUsQXxUcTMRTkZCZh8QqvZjKVzHHS4eY0tfFi/gxKYSoTczLboEYW3SThmQ84Z8NjzzSwwvFRaPln/Rnv+5ZOZ5yO1WfDQWMr6wHhTVb2UniNfZlCgq0xMJSgd02VsPDWS8OTnUeDZ84zt3nkTR65D4WpKSRnlGupQaEEg1DVO1zT0vRr2n5Ftz5jvTm3PsJqTdv2iPeHoCDO4dsG+V0I4i3aGc7VkL8wKtS0jMyRKpuK5+Hf7HY4+CWLrzom/iDY5E9KIVkioTOnNCeAK0ilJ7JgnaogNpOgi8qgE5rgDY/21ZltWdAHAZ3aKCyY97PqEU5fbtKT6nO5aZe/2+CMZRZ1ssBKQD3K3zpMLC0L9L6hEXcctlmey5mXa1NNNnyJC1B02ns0JcTKTHDiWNzrUq24BOPrH85Q6iDXyecmJ699RFl5snCXny4OelpvjMWVq/XQBWhDhRHrlFNeWBJondy0Dds8rI+Zmr1ypXMK5kGs0XI+PcoUDDmxl4Sr9DvvCrscGUpiLIkZZRJrpkdOtITq6+nhzzz5uUmeLLW8LrfS6WVjwaJP4cDlMzm9Gw4B4GTjP90DnzRVT4/fFAzefnh9fMpKydaHm6bMOCZWc8a5wGq1xjXCGGaKRFSt0Z+09s7GgiSH3j2SH3fobs+0Gxj3A3E/sZsmHubMQ8wM1RRm+fxPT1yXy/Bbvofl1771B29BaE/e+MkaPXxs3/rcx58ukznHoHCKHi2wkjs8Gha1A1tDK+/J3tGqsFZPr8LKBzZNyyZ0hILNLCgU54i19zcCgxYGLUxqXtbm4FZhIpHqC12lKagqx84sfLNmRopJYUglqDiDwN3hRjV0xQVjGTVNS9N2NG1LcyKAZwqpVRm1yo8bU8njwu9AOnu1aSvW4Nl7R3amH6Q1XYxxYhh2OB/ABaSOVgfX4VfWPG5ao1GFJtCvzuhWa3zwhHaFq8Y9+KbyXzPOW27unKsNvEyMkXkeQJUSR8rUVMNsePfqjLRAIFpIMZPnTC4gGXw2u0GykZ0WBo9TK01zMc79Al2Zb7QJkXVqMtjnvuGdpqet2ZRmuwmCejo1Uaq27wkhcOF7nvmWtRqtFQfFKW3TcbXaUJzQTjvK/o45J0Ys47XsN5sEgsK5a9i4YFh3SWRNJrtNIOPrTSZ1FioRpCC1mllEw2w/1CWesqzKE15JHRKDVuB5cDzzjvd7xw82wkfn1nfxvUdGTxbYZcvc78hca2RXF8UsSwYPWbwND6kFOcGEyGJJVfveFvekhW+i47aaIy1465wj2zwSSTUYVN0m5QR44wBxLEFpkd+24GFDV4sEdA5K8XX7yLbwnDONJfPdtqxs2Q2X5MbKg3KoEr61XwDf+fPlWKCQOm97+g/H97P8qA45zkn46sst+yHx7vuRf/5nmdafIUGI7pEoiZQyd/f3uPGa7ZsdX/3nlzy+2nGhykelsFZleD1yf7Nl3iX+5mHmf9hl7ifly6TsRJhdHWasma7RJE/S+l9Ll37zIRzhm6fZvMFwhp3LooMHuaDR9hVXhKDeqtyT5GJ5ZlWbVK8p66G3Zs9tLyXesmXVYn2BaHnNygd6F9AQuFpvKG2HL4VuToRc+Ljf8KPnL/igW5Hinnm4J+fIKIFbL8zA5zHxaZkYcuKuJPZq7+UCz7lY4nfmOtahtYDgHLNzDKq8YmRXCvc688ZFHkikYDNcrXdGy1bTVu5XazabK5q248U77/He+x/SdT1XV+9wfnFpe2QNDD54Vmvz+nDe4drO9uXveXzvR3a9TeqluTZ9DwWD5bYpzUzTYE2O0Nco5WlDQ9eaH7IFBU9oAl23pu1MAMw1PRKs1BEfwHlEsw0paZ1iloSSyDkyjSOlZDQ5dLZm89XlGVcXZ+bSNs7EeWZ2wuAcc00dXRFcHRYqCq7YptTgcKpEtSlKKcUw5TroZiweocWx8YHL0NICmUzWTFYjvQV1NL7lsj9n1a1YS+CcxnT/AarAVWha2tU54gNFvXn9lpmCTTPC0Qva8HXPmTQm1VAnnos6kgSymNNZqt9HERzToUJYFB2PAeA0h1rKoqXZZRu5E2EVHM8ax/PO8+7K8WIDpQhj40jBUygMrrAthQfJ3JPY1VkFE+mvc1nijarKopJ6pO9alWAw1ayOIU2UnCoMpJXfX+yzrtvkstCPjXM5bKIWHAy2eqK6Ksu51C8POVBd8+oGKBWTrl9JXCUo1NfQBTI6/vmQRcPJrMpvOpaQ4GoKICfPwiGDPt34wJESvH418ObNjsdHx+N9Ibi1SU67oQ7dZYbHHenhlpe/fMP/+P/4C77++Ss+Xq/Qd694t2/ZPmRu7hPjWPh0H/nroXA3KztgEIPXpBxpnocK6/Am//F3txBM3r6/Fub4U7mP+l6XN7xIf2TrJ6AGnRqA4g7Pf7yDn1aHh4pvqbilVhM1a1ZMloT6WXfOswkNvmlZrc5p1htjNcoAMfLeas0HF1d8sN6wH1vuyMxxZivKrViF8MoVvsozQ05MRZlKlbcRz0YaWudY+ZaVaylOiI0nemFfIq/mmZs8syNyL5G9L3jvaKu8j+JAjQLfrnouzs7p2xXPrp7z/Pm7tH3P2dkl682ZrWG1a+GbQNt3rNYGJfm2x4XfgR2n5mO2ELynBEeSajKjNryU4gxVerqowUKl7Z7oFEkVTjt00IPHBV+bIbVz7ryxXYq9blm+6jBcSvbnJGZyTYF5zoyTSRGM08Q4jEQzEiA0vjavheADJSbmpOSccFrwMSO5UHLGVwaMz1YhUNQ483KU7fUsDeXlvq+PwR4T1HBKU24sZFI1CqqtYa24v9imH3wwtkGOmJe0uUB1aoyloBVY0kX8eFEQxQTQ3OkiOFlwHOGjwnLTHPHWX1vfJwvOGrZmsrKbZh72Ezolw++dMAnsS2JXCmPJzJoNSz0p6stJb+mgvgk1QCxSeMcJ67KwsNBDXwo9QkPAE6zb3p8ersihOjl53icS3LrIp0ttalJz9WWX0sPn+Y/vfnp4+NOffL/jdEP71t88gWr09FxUq5ijVoXN2mCtm2mOhYf7gf2bR25udmx3kWHMPJB49TAzj7DbFu72iWlS7ubCWOmUCTmwzOXw/9PX/g1vaEF15XgZT4lAy58O9+fhOi+PWLbzWrvqApC+DeAdvy+BQE8eI09O9EhfdSfBd/ndSQuuZHxOlDTTzAFflF5sj3PiatO/2DpIiTFF7lHuyAyqbOPMXAqpFKuw5CgLsgzADppAbaBx0kxUx47E4GxwLlUCimU7T+m1VNZTqDIWXWeTzKFtCaHFeW/7ab3YDo4S2mKMSu9+R9LZ096aM5QVZ5s1pW+Yppn9fjAK3Rx53A6W/TU9vl0RQqBpYOM7mywOAQ2CNI6w6mk3Z6a22hvjx4ujdQ0ex5xGpnFPmiLzGJn2kZwyw5DY7iMlZ3JwFG+l/zQX7h/3xJh49c1Lrt9c48Vztr7k6nJtF4eAwzNvJ7Zf3zLnkTJOxPstZYwEzXhNtjkdfKGhJ7ASz0rMFWmt5r4UMR39jGMWSJVhsC7KeTLmzZj31hTNkaYUNpi3RNyPFGeCgP35JZ7COG6RIeFK5kI9F4Yq4rVQ0nTYLLPYDETbWI8niaDVLGUR/CtYJtyKeTrYVLY5vCXRpxng6bJScwa7jwWyojryl19eIw97WvVcxJa+9bwqkV/mHTfTxF6F+8qqWgTLACLZhsk4kRnAKqDB2mgH8xxBcZpZpLPzaYBwSyDjEBXk8JzW6De3O2FEGbBAsBdhEK1MJGWqrlcJpUTLFtNBL6xmx0WOYmcnsInUXW/57///43TO9fsEE2Xhty0bpkfofGATWsTBEANTcuyvZ/7T//QZn/39XzHcTLz+emC/89w/FD77aotXYZ6VcVJSVm6mzHXMzMWMW06Hzo4vrycnqb++Oy+PXwID9SFSz1eWjX2JEFoz9WMD32FqAQ3G5ZWqm7b4Jpz25JZ7O3Hs/ywsMacFVyyYWI/P1aExg0QXSZeMEIuy04mcJogOlwZcaLgMLT/dPONsvUZCw+M4EyK83j/yi9s7tnHkVYn8Ko8MWtimmYd5oqjZhLY4vECWwo4ECi/TRExKcsIOx+Qd2cHUOJJzRAUtDV4tOVYFcjGhu9DhfeDi8jnvfvgxq37Nsxfvc3Z5RdO0hKZFvE3/W3/WEbynCQ2h9mrb0OKb30GlEKd0+AD7rkXocSLEOYLCPs8Mux2pFEJrMslN03BxeY64YpQorws/Etc0hK5DgsN3Vi55cTQ0BHFkiZRoLKE0VmvDlJmnzDRlm0tIpcpswDhH8EqMM6/f3HD9+jVd03G2PmOz6QgusGpWtL5lCnva65HRFeYys99H0m7EYZttxqQVmppZNs4mX1sxMa5WhZYlG1rGvGwgxavQFVjlUpVHk/UqNBO00GIfeCyRQkbWgXa1QhwEnZHJbty+GHtJ1aR3o5rd5qJKKgLBQROsNJ84bhrLtiVL1SLGKEl1E87okWp9uuDr8i0K++oZ4Uvk85tH+t3IWWj5cPOMi6bhXpTXeeJ12hPxjDSVTWXS2MIyxLcM/B+ztHRyrgUT+XNAi5p6KgubiNonWWYLlsBlz7RUTUtFUDB21oj1ESYx86NFumDGNrBcHbHEKaW1ivOU3bJYrEqdsjqeuVUu3w8m+u7j14LKEWV58rMFojq8oBzz6UY8nWvAKT47JArTY+SzT9/wF3/xK8oA6dZRRsc4FO5uBuZpMaDhUKXFejn15GWWd0v9Oafn9dZpP3knJ0XFAYnDyodjKF+MifT41pcqW49t/mOGz6H3tBzl5OVKDZmqVYvsUGE4GlmCqCUeuT53UWFGeciRXRVgLFVa+/3VGZ9srmjaFvAMc8KLcj2MfLnbcT+bidMv0p5B8+GcBFjJMRAVlAmrnq/LzIMmooMHcQxqcFbnV4S2qWZiwQYqpb6ZAs4bihBCy2q94eLZc1arMzYXl/Rrc7kUww9BqkBoODqueTFST1P//n2P7/3Iy7Nz+0DSijg7NIMPDavNBW1WCD3SdORScKHFNS0hBFPwC742lBt829K0be05GCwjBaQoJUV24wC5sL/bcvPyNdN+JM1m01lyZpgn4miROTcBba2bL6XiwupxNHhprTIYC247gSTTOpFAfBjI2z15P6LTjJRSEd4KGaHVEN5w5Y1vOA8d5+KNWiaOQDGlTrHtzT+BlxQvS0PSgsPiJieni0xgLomHmJidMqTZNlE9giPL3n0QDWMhuh1NypeRf/umh8Vk/gRy+L6sWu+g9YavL3AeCimam5dzwnrVc9F6LoKjW7eENqB4HkVJJXKvNjdgXspL/lyb5PV1FhbSKRhzmmgujeEDPKDGaDr++2F9HFQelyz0sF9imb9JkJh0wYQFnlmVJMd+wuEcZBlUg6OSDgZXytNG5nKcbpjfv3/w9DgMRR6GlvTphnvYKKUGgGUA7vhiqkKMiS+//Ib//Bd/jXrlZrzmcX7k9cuvebgdKJMjz0qq7mwxGwEg6aLNcwwKC5R/eh6/Fge+IzB85yWQ4+d3CAgn713lWEEs96qpDxh0KwtrUN9+TrufRI/Q0Slb7wgp6eGxy7ox2qp5HgQfrF8ombgEBSxgDiVzF0fW444ZT5CZjThezTtuS+RRE1stdQ6hrkmpFYgIsdJjs9hcQ8JcWXfFILoRZSqFUASnpuLMAmvK8tnbl/PBJpNDS9utaLuetutomvYwpCa+ejKLHAbWXIXnpfo1swzdfc/jeweFf/p7vw/A3UPhy68TQyz0qwuuXryD9y1ZI0kjC5+iVJZBCG2lTHlWZ+f0qzUuBPp1Rwi15ZYLkgv7hy2vPvuS/f0jDzcPvPzlVwzb4UgpVXBNqEwlTzjfsDpvTeICTxAHJdC7c9ZtpC1Cez0Trm8hF4YxUmImjpH97Z5pnNE5I9OEP3gk2ObtxbESm6n4sDvjh2dXnInj/SRskhBKtsESNRnfDsO0e5RWklUEavrsc7Uk1eWTd4IGa+rdxT3/8PDInoSkCGmqzdhFYMCCDGLQjNFYa0afK7hQG7IZRUuiUcNFbba10GEuTsva7xvoVpisSNfg+pZSlMeHyPYx0XYNH33ygh+9f8V5cLy38mxax7yLfPblA+PDI7s0c6OZfV2AuY7ZWX+gBgUtJwHjaUBYAsdIqZWDlfxHbwV3CAByiAIcUC5jNtXqQGFUyxi3KFs4sI8O/Qrh4A7nTr67OthT1HpMWsdQBXfYiHSxOl3Acn26xr5PgDjYJIoQgg1oKgpuoW+bDhcY2855U+tJySrkSnxCCzw87Pm//l/+7/zN3/w9KsqQBuYyk+PE9PCaNLakubDfJdKUmWZlX2wTOw3Q+tbf3w4Mhz/8WknwHcdpcBFMVUA4NPCt6VugTogv0I4olJSYUkaK0uZyitw9qQhOISw5/HsN6kvQYKka6pSP2ByMApvQMaviSqakzE6jBcolkOWZv7l/xdePt3QiXIqnRdjlxE0cmUvmUTO3YhWqOSsafDOIZ65TxLOH2Rll+z7CLtn+MBeDgAMQ40xbQS1faec2bFbZmqsNF1fv0HUrLt95weXzd+lXa9ZV4sK7gISAC+FwX3lfq4PG+g6uBobfyUTz+89f2B/KwDfunlJmmrbn8uoFTbdCQsEF43mmUoglV7XJTEwF5zz9qme9WSE+4JtgLCbFJhYLpP3A7TevuHt9w/2bO776xRfsH3bWaKkbdL/ZsLqwCb7U9JR19VFyHlcCXh3B9bR+TaOFsI34cSbHRHzYEoeZmDJz/S4FXJVWsLTUFmlAEDHBqqum591+w5nznI+ZrtIpS/GH4Ndgm5CxfQpBkg3+ajHzjmVnOmxw9ud9jrxKD+yIrIqyLvYcizrjgsfaZKT5Pnd1GmFWyEWrE1pl6Gg2CAdOvvSJR3QIEFoQD37t8ZuGnJVxyshO8Y1w+XzDDz56l03jOF85ukaYb3fcvL7nNk/MObKjVGG949ZS0DpHsSzTX99NTrO6GZOhAK1zHjX4UXN4PZnxWChviHlf1OewSWrLhnc1KCwZca6bmhNryCtUx7+qmyVVLVWr/0GukKSrm5kum/YRXzksr1ox/KbKYZGLX3DfJSjYxllATDOqLJBdfcxyj9g8zhEmGcbIX/3V3/N3f/f3tdoyn/S+9bx/1XO+DqQ5M8+JGJUpadXu+h7H9w0Ap4//lp9pDcL2FhaKMYcsWEQXJNma/rkQZxMpXDzNl2M5nXJYEW8f+uRxsiSm9bsTaMU26841dL6QJFGyZ6qJxZJgqCa+GR65V9sDVs4q8gQVirQEZMAEGkUcwVUnN++IdUByG2DvLRl8zLCvy74UWxNBCi5XH2nnYIF3xJhL6hyh6ejXZ/T9mtX6jNXmjL63isH8Emx2wYVg8winEhfB+gl2n/2OKgXJ9lCPp2kcbesIjSBLF2gZahIQZy1dVRCXEV8O/NlFatucijBI6HEgT5HHm3sebx94uL1n/7gjzcmyNMHyBCnkaSLuA9nPDMGb3n8IdE1D2zTknJm2A3E341Kh7BM6ZjQmGBPMCXLB5UJYhmN0+X68xVxdyF4EVyW7sxS0UDWSlmlKu32DczRq8xJeDsvZ2Edqwm4qBuQ4HwihASf4WK1KtVJGK3fP+ivuABdZ9WITka2YsNuEzS0k6kQxloU0CL0IK4UVSqc2O7DCqLVnTeD8rMU3Dn/e4856coFNCVyWwKZr+ajp+YCGJint/UTRiG4nXALvG5x/G1NYYKK3d5TT+uD00Qv0c9ysYr1mFhT00GBcvltlbZtpomrQo8aSKsfZhMXe9DCIZbHeYEqpgVRAS0GK5ZWl+nUv9Nzl937tvejTquf7QEmn7KuDfMuCJeryvoSmNflC722Bg60PXei5y8Nr1VDy8bobLu/p+xWbs55xmBn25hPMUiUur/eP7fr6Hf/6XcHiLYhn+ZnokdZ6GE0QTAKn6pUd7LccLGKMT1SYT55+ubfKWyfx61udHirRZSR0LpkxzSBCLgYwHf47TB5zcDc73pNa+y81CanVaBT7WiqXTO1vaU2DFMZSnRwre64WnocqPzh3oolWIcwqfeFCRULajq5f063WdKsFPuoPJmfOefNOaFtLPLw/VKRH+WyAEyHD73F876Dg5xUKNFrYrAPqC+1GcJ1CU2wwy8uxPK569SUrOdtN3zbdIZoFb96m4zxx8+XXPF7fc/vmls//9pfcvrkhT4m4M1XVxVwPqVpKuz2IY3h85PbuDuc967anb3ooyrzdM+9HNCtplyhjpuRMGfeUZMb0bTmRla7fi9pmo9RNuU5fu5yZ93trgLsOcR1ehKYEXGmM0eOMTd16oRXLzoVCKqbprxIovgMJ+LZjvV5TnKMbduhsg3Pqnc1oiNAQ2Ig3kS61k3PiWPlA6zyTZh7jwJAjO5QHCo81l9oIbMRzgfJuUXqgUWvuZYFPzs/4yUfP6VYN7lmPe96TM9xd7ni4GFj5hn96dsknuiaPE/ffvGK4v6Wo0GRH32/Q7BC3P9QKRzSXZYkg1cUNKjxSeyWL4FrGFs6u/raJgVkQ6DFtJIPmlpzD4YJlmkkWFzbY5cy2ViijWuVwgEYq2iDFNiGAIwPGbFGdWyAuWXaoA71QnwDuJ/2GJfN96/iuxZdzRkQOQQHAeYcPphXWdR3rzRrvw2FmQtXMoEoZTEG1vikVG8Jc+pyLSWVY9Vxdvsv771/y+LhjuyvsJws+lsQsT/DW3LI+/b7g9P8Y4nB6VQ68siWxEp4MhTqEJWF1QXCNbVa+zglRFHUZlczbLK9Dt0qNNVdNfzlQVw+V99P4ZJCmiSg+xJEWy+pjVVWo6Rlu4btV2Dhh3imF6lWiSkCZMVmVDAwOdr5WF2pS7lrrE63suJJsvS0VsXhbC60TgkhlWgYCiw5SAHE439J0a3wIrM+vuHznBev1GVfP3uXi8hlt19M1LU3T4rwNtfX96smMjRNn7CPn6zml6knx/Y7fulJweJpgDByrFLSyigRcxW2DI9SsRwP4YlHZOytnlgazE9A6cPN4fcvj9R0PN/c83DzYIl46Yyf5Z6ksHDDbTykJ5zypjeQ2QYG8nyjjbPMMu4RONoymMaF5YVEdoZmFD70sFcU+uFArBVElp0gWj4YGCXar+8MABjTOnNSCCE8odGp+roZpO1SW+YzGtNHnOlq2QC4Lk0AcgWDPlTlUJq0LtN5T6kVIajpDE4UR07/pxIS9VsAaE+6b658L8Lxr+OH5htW6Ra5WyPOeUpTLSXiYPb0EPmo7PqBhTDPjw8Tu9RYNAbfe1EwlspjSHFejHgLCkk0/MQzXE6BJpEJNNbvHNvMZC6jLolxu0FA/I1/B6CwcKoWoJl9sdp1HbaiTl62+F3K41laUFbIsYAM1U5XjPvMkaz6+0QUyWt7bgSX0G47TimH5u9QNVEQqxdCc66RCSs5V86ny9A0tDfjjuTkcga5fsTk7IybF+cYChihSGVbHFu2vn/PyDg/v9O1i8K3H/trjT87vVKfo8OBaKXjnarN/SciqTL48Pa+3YhV6/KTqVn48l+VxFtj1EFgKylQyY4rmcuZtfR0F9p4yoxa663LKS8qTtEqrSJ2Ud9W+t2hltelhuBEq+oDBXa56bkvdUxonFRKv2mc1RJ1WCj40NG1P16/pVxvTNep62razpLsm100wS+TFOGi5h32ds1DM9ExPmFK/6fjeQeGrL+8AyK1yfnbOWTgj+w25VVSSiTXV0l4qz3/JujzHC0XFTh8f96SU2T/suL++5fHugWG/R1CaxltQ8JWZpIY1Lo1bauOv5AxzRFxmLILmgivQjJlmyjRZ8UnxB8DwmMWyLH49hpzTQSq0IKWgDqacGAqIZGbXGUe61r1eTC/BE2z20hmEM+dCLGoSD85UDl3XgjducetMwXAlgU48rQQKwq5YhnwpjsOcpi6ZkWmjTM5uxCJwGtASpt1+gaMXxwZlJYVWQdpAt2oheD7qN7xHQ1sc22Hm8S4Z9XYSnrk1QR3zNvH68YE0jkw7hTkgyeE14kOhG2c2GQLeBOpYxPs4Xl84YCunm1ipm/YycEf9nazH6+/rBrE0DhOLWYpt7UmVuXpv2/BQzdreCghPssjT+FQ3/HyAjY4Pts1+2ZjqRq5PYSJVXQzmMIhETn63/uZvoK8qdRANiHNi2A94Px/ORVWJ0/w0INRj6b2c5uuaE4/3O960nv12j46RJmH+J+XY51nCdosZ0bvlXPRoAnRq2XpIyE7+fBornpzd8nlK/exqTFgqqwWWFYRSbBaoGn1DXeeZJcwtUE6lli5VH8u9v7yf43kchhtrz6IAE5l9ScdGrsBcWX4mDGmijcppH04O93LGTKyS2PkkzA3XKoVjLBOOQn/HhNPes699h4NNgF0M67sstsLi8KGhbc0gZ7XecHZ+zmZzznq9oe97SxxqM9lVXSPv3bFSqBeiJHMMzCUxz1tSmupV+vjX7qW3j+8dFP7zn38JwHs/esYf/usfcvHOmscpcb2bmdNAkYZEayemGZOwEYJrqrlLvYKlMI8T33zxNXdv7hj3A9dfvmJ390icDRBYrVqb2Kzlp5aCJlskaY6kEs1xa07kZD2HyU0GSym8MznOo6MvQhs9IXtMemGRi6sRVZbpWssqFizRTOILRbMxozRTNDKJY+t7ptbeW+s8wTWYFEWDemNDxzJSSmQswuyEFMzn2J+tcU3PShrOnDnJXbmOC9eRXGanmeuUcMAVjoy3SkGsV6FSmHwhB2cOZG7paZhr2KDKGcL7Engmngall4wX5b2zCzbvvUPTNnx00fBjaZGk/P3dji/utyieF+UFz/07lJi5f33Py/s3SMz4h4yMKzyZZjfSkQil4JOQtWFP4Q4TrHN1McCSPVXmTg0aSzm9sEmMqXY6Y1D19gSj96n1C0xtdbEutSnTuTqvTWr006K2UA/HSSR4mnvaUVStsfxtN/zJD+WwSZ9krXqS6deNDqgSMAv0kw+Q2bcdWowzRhbGPDJP8QSSqth49RE+PXWp12GpnhaQokwjr75+w8PdAzpndDuxmtVEI0upAUgPg2NrPO9KQ4Mj1f+M1luYdcHmjxV0kioafPKZPSmS6udmO2E5fBZOaqbspPLmbZBqPyT21cbUFARqn+HkvdrI5pIQLDRWOVTip18WiBZDIHsSBzyqqSA7EbxmfMlMWkg5WvKHHiTmzRXRBBnBKOcFE68bxfySR5Sx1KrlwGbjSV9yqTzECc3SBBajxLpaKS2JtAUKYwk1bc/67JK+X3H57F1evPiAs/MLnj9/l/PzC5qmsWBT77u2awiNZ3GhFBFKSgzjwDyMzHHg8f4147it5/Un33k/Lsf3Dgq3N3sALl6cs+p6Ls7PyDLwME6UkkkYTqdyxNZE7UoJtXqotMwSE8PjnoebO6ZhZP+4Y9gPlOpR67197L6WeJqdES6L1ohab0A1BUnFJghxiaKCxoCPpkXkixnyHJvIS0bHk2R2yYgOrAW1jF9xxKL4ogTxJv+MQRGK4ZRCVYCtE5kF0GL+C0WCffjOIU3AtQGvgVY9fpHSFU9T/V5tA6QuT60MjiProgCx3pwHuh9yMMRxIqxwnONwWNPZIaxDw/PVmq5red4IFzVIh5SJaUTx+AY2oSVq4nrMPD4MuKysp0KbPKIFpxmvM4K5UhVctRxcGnZLhnXcrk635G/7Wv6tyLIBWWOPCjGoLBmkErBJ6KjFvJsLB2XKWkx+J+Tx7Vn7t/Gjjid22KTl2wGiBUqyx8phcZ7+/B87SuXk55wPvYYnZ/RtLypLJn0Iv/Y7pTDsR2JM+Kx0cyZk0/iiVsSnMhAGMRrlMmLKn4bWLkz/pzDRacVwnKSpgeAkMMhyrQ6KtFoz9GO1UEEDUqpU3JMXOE0eTL/q2Axesne7vvbz47SzPJlHoWL6ZoCTcSo05rphU+31RZeqRFhIDYtrQw0y1OAoShKppk/mXeIW+Z7lXOqFWSqWU6XUJ8Zi9UIdKbuu3jueUFVQu66nX61YrVZ0dT4hVLVTqQHnYEBW7ztXn7PkRIozaZ6Yhh3j8Pit99+3Hd87KAyjfb+9GfnlP7zi9maLNo7QO7N9Cx0l9CiOccqMo2Vxw24mp0LJyrSfiWNk3I+8+tXX3L66IcXE8LAjjZOZl8dqrOMwDq5zuOBwvV39nDJ9TJaJZT2U/1kgO2iL8O7g+XDytAU2gxIqn78lUDBKYtMEfDXzicmyMcPmFxgk4NRyMV+bUEUEFY/6YL0TDTjJmMKjR7UyRiopNCJMOCYRSkmU4QGd91z5DV0T6KThrN/wY/8D3ikzX+3vyNsb0ELvO5qwst6GFAJWvo6a2M5WGsZS6nlAh/UQNhh8dImzTXYxaUCrE1piTjBGBSkwRdrJBuxm2XHLDTkmxu0DZd7b9HVWUJtODhrpKag4SsWskyZc9R+wjb1md6qH5u5pvnwMvnZ7W9JwQFZxdYBsyUqNEVTNXmq2m9Rolqcso9OG568f/wiO848cTzLh053xrccslYNVFPJr/YN/7AW+NSx9R0ARzBgoiE3VW4tZ8ASrrpPYXEtRXHVDFOz+aTji+CKV4aWKX8K5WF/My/+PuT99kixJrnyxn5rZXXyJLTMra+lGDzAAZ0bmCxehPIqQ/Gf4f1LkfaEIH4WPbxvMYDCNAbq6a80tFt/uYmbKD2p23SOrGsjCexjMrfaOyFg83O+1a6p69Og5Ql/8O0waPS/04Zlz8M5yDrT67BXWc2IhxeMIYgkUmIwKF2yquulqeX0jVX66VCicDaPqBu5LNVCJj0twrJi+1D4Sdn9K7SEUOQxVgto5ufz7NaDVCmks731UtVmYkpxYhXDWadLyMdWAXfoGNQgg549aKKJaNnMJga7rCKFhe3XFixcvWG+23L14wfXtLdvNFZvNtvyMX96fiNCvWvquQVWZhoFhmpjnieP+geFwYJ5Hpnkkll7qpxyfHBR2h3Jzf7dnSr+jX3k+/80L/vzffsX6usf1K/x6TUb48OHItBuJc2R3v+fpYU+cIg9vH9nd75mHmfsf7znc7+1SlMExhSKKBtK0uM7opm3T0a9WeOcvqgTIUyYVY/RRbEPvM/xm7/iXR4fMmTyfbGoZWNFYs9Y3XPc9bWhMOmOYyNHoe8eqfYQnq7H7k5rrW0JIzpNCSxZBJOFTtoooN5BDUS9tTeICOImxa8Y48bg7Mmnmy/4l11cbpAncbW74P65vGUj81ZvfM54GYpq56ta0/YYgQqORFlNtPUwjb+cTAjTqF5vPtVpWc4vwmThei2cQ4cnponWU5tnKX5fYO3Mj0OPI+pCJKXOc7znNZmZ02u9Iw8l0ZXIiYjeSecyCSIs0PbiGmAYcc+HSW3DVsgmZmJ9t2LHccNW3oTAqMXkQLXIEZZ2VAFOhJClCYbF4XKZcZCsom9Qf3X//ccHg8tefBYbLY6k0rbIE46EvldEvoAH+3N/9ODCc9VVNe2uFnbOVBnPzyrJwcrPm0nOxXLfRS7cyC8ItFhgCWvyoi9ZWYbCAMueqX2XGT2PJvmubrt6L5xNSt2djcGmR/s7FCxuEVLyu6/zOZZUOpdErFrymi2AW5DyhXwOEVxvutMTiPMXgS+Bcelylojb6ecZjMjY957VZN/Tal5qAnWam8prGChktKtHl2S0jWFR4RYTWC03B+p131h8VMTmBQibBObI42rZlvd3StR0vXr7ky1/9iu3VDV9+9Stev/6CzWbLql+zXq3xhWbqChy3XjX0fSDFyGl/z/7xgWkaebp/z3G3I+XIGE+k9ElTKsAvCAqx3HXDKfJ4nzkdhKu7DSRzrvIiBG+SEx5rNOc5Mg8jw/HENEzsH3fs7nfM48zp6cCwPxk1Lbjl5q/lWr2hRIzXXKf1KD7OANllsqQip2wbUZdhNQqbINa/cNPZFg8zx2kKi6fzgZRtc0+lF1L1+BVHUndRQpbXVUo9G7IoNncqiNp7X24CjBlTZZunnDnFiSEnhmZiLn/Lu4Zt29KKsgkdvTgmHI2UARQRE/nSmq1nphS5tCFEDAoweW+bru4w4a8KkxkLwSbHY0pMKSJk0pyRSZEEcZyJk5aKbTKmlmbDvcst25RzaQvTKLRO/fn81JuK874m8JMN7llmqSUDLpmfKoUzbjCd3YBSsHDbReoswrMK4Z/xOAeAP1JO/KOe9Pk/y7ZWYA4t9aijFaHXck+ooNnOz1x6Zeg5677MrP3ynLo8N0AQR1OCgpOMV1lkyOv59vz8eS937TkoSGnUIsugp9ZgoM9/T589R5l4Lv+om7svUOLl1+o6W+YeMNhGVRd5lHrmLn+uzsCcz+3z15JKZTSrLv2UDIVZZH0BPn4P5YlqJr8M7S0XUS4e536CiYc2tJ0lwOv12mCjvivSFo0ptzpv24+zasR7sw4gC6qJOI/EeWSeRubZLAZinIj5n6BSOI0WaVK2TS80wtvvD3z9N+9YX3W0m5bupkVFePduz5s3O6Yp8XC/5+nhwDxHnj7sOTydSHMizvF8AVULzli/YmF7HiMpFs5vTPgSZcXbBfHqCWrtp7ZtzKchKv5+JO0GfIKNawjrwJwTLhqv3ytM00RKschyW5ldtSiNsmb00hoUhHKRi+eDbVIB0cb6FWXyxW42h5Ng+LeWjBxl0sSokcc48P34wGMa2EflcTDv5bf7exuAE89KldVsTecpDRzyyKwZl5QrGgs0Csfyqq/Fcy2e167h1geuXWDWyKhmYH+YJt4ddoh3vDlFvj/Y63o4Je5P1ovxWQjZGdhbqEGOcs7FNvtTWf7ZCanUBW818oHErrjl+XLD1CadYAY7sQaLpTFngn32d5QGk8m4bEKXdh0GDZw3hHoz/m+0/f7jjl/wxy/3hV/ymuvGZfCJ4skEhDvnuHXm8fGCli2BLBS1XuWoiTcpEdV+foMrVVmBYQR6FTI2aSJqgJ7UzXT5mzZhmzBCBqrLkBflGtrrq5l4gW84w0WDOo4qxCwMKXFMydbDXFfER6dVzn0MWw/2uhNWPdSN3F18/XKTXz7KZTJo8jAr37DyDbNmBrXEb1YlqrXZrTdnFcGMVQu1itDltZUToIWJXyhW1VGtBqUqRFx7FCLLmBreefrV2sTu+hVX13f03Yrb25e8evk517e33Ny8oO/XtNVlrW1KU1uhJEg5RaYxMs8T0+nEOJyWgBDjxG6/5++++R3v7z8A8P/4hDX3yUHhcDIxgmEUhpNJPqf4RJwTXe/pr4X1nQMH7z8cePvuwDwn9ruBw34kReW0nxlPRkGTKS8SBl4tMFSOgeLQCFOeQSKzE0Z/sI0kGL1TRNi0KzadDfy0XUuz3dCOiZAG4uMBj+emv+b6asUYZzhkfDbZidMwEstN4NQ0Ti0TKiyS0riBYjyjFAaFR5xJbkhMF4CyCVuJKqHwJAIJR0bUyvlBjRr3IR6Q01saH3iXRr6NBiv1ajIWjQtcJdiO1g7bxSPv47Fkep5bWgaUJ408amYtwleu4Vocr13gs6bhzgUOSTlFeFLlMAw8ziNJoJNEL2YtOEVhmm3zvwrC1huU02VoskPLe3bevI6PJGbNRHEciUTNvNGZHzSzJ7PGcVX0mbKYI5ydw0TMRgrQQr9zQJNsjsVj0NSZ7VJxWs6b1EV2WbO5Z03Of7bj4gWI/uRbdcOqLzXz6S/Zw9I7aMs56kT43Ac+94FePF9Jz520pv0kiVGUD3nmiZl9Fprs6NWXYUDzJnZgfiQaS11sWkGCkEvlJ1AGrYIx9NTqX7QkSMqi+1Vp59VC0mPVhiDsVHifnSnVTpHjMBOzPmdmPcumz9d3vjyH5WNDDVg/PVcVampKMPAiBHW0aq9nG3qu2pXRqJNHs2fIiX00anPC+gcRCwTjEhA+MgcquJfzjqZAQ9mx/Iyn0OkduOJ9ca5VhOAbtptr+gILvbj7jL5f8+rVF3zx5a+5vXvB1dUN6/WWtmnp2oaua0rynFC1zD+niXGOzNPE6XjgdNgxzxPjeGScB97fv+P/+z/8D/z2P//NJ6+5Tw4KuU5LqW0OLptn7HE/EeeyoXoQpwyHE9MwMs+G10+jNZvjnEnRdI6cnlkD/MxHQ0sMC69R2co1h6jp0ySfjK4qhjOXgG0XLFo0dZgERaxj5TVvzwaLCP78e5eHyLPXdC4vpQyhlYZR5SmUAaGlTBVZMgTHmceOCEkzpzwzk9nHgd10YtIErqF3zUUmkg0yyom52FQGZ30EKZXNhNJjBuQrcfTOm2heycbN5N4odHssWx9JDCREISZHjK5sFplGMqFk5A6DIxzGpzblUWESYweNJfufVJcm5KxnbNYXOFDEnudyM7TNXJ6d34oX24akCy5wuZhrBvvPHgc+9RCe6Td9/F4ufuxnP2/lPNHdAa0qJlxvUs29CGtxbMXuyywOJ7ls1HUSnMVDvMpIuws45CxtXrn9FxPePIf2XHldlxCUPXdZ+WUSPGAzM4IwIjQVesmKplx6MP/wVdRyQi75/3Ud1YTgZ9dEgW/MBU2KUZZbPOKVjM/Okjsxwkbmst9Vq9UzdHzenJ7/sYVVxXl+QuA8wCeXD/ub3nmCb8xvuelo256u6+m6FX2/ou9WtFUN1btFvsIJZ+VcNWOwHGfmebYB2xRJMTLNE+M4cBpO7HY77h8f/8FzXY9Pd14rQUG8M/MG50nR8fSY8D4RDpHmabYJZ3Gsm57sM/EUGQ1RJImSywSKqCulZh040nIWM5VKlktaVfFlBNOqybYkp6jsptnKsuGEe3piNcPrw0QvgQbHOE88qDXMphztOTAGklJcjVwwpoDq4pAGWnRSLBh1ztP5gHhP9M6maUOZGEVpSk9DU7IG7TQTxHPjOhrp8Kll7z1tjsyaeEgnUsw8aWQiE0XZ68yYU7koZtUpKPs8L1rwiCN7z6SZU4KDZtbOc9X2vA4tt+JoinjgmIR3OfM2RXaiPGhlclj1Aja8lch4UR7zyHVMpXmZaMVUXWJ2pGhATtVyCXg6MWw7aWbWs7BdzhkvwiZXKM4CSJUPSGXo7OzLa1RCMDzb2EVnWmS6qBAqHHXJXPmvI0LUFyFLIAjowhRaFy0rOPdcauCtzWNXoAkvxm13wFWBBb2Czxlf1sedCjcJWlFuXGYj1qNSzTQlUN9mx6x+oYbXzXQR1sM8thNKg9KWjS2qqd46xODM8pvW+K/N1fqOTUzSYzMlobz3hkyfq4y0MIljFNjFUkxdnK5np698LheB4PLn6q9+DBnVCqItSZjNApnM/do1rFxrKspNwxAckypPSXnQxEBmr8oRS2hmvVQ3uPjzdQ+iNHphcZSEGoRqQmSOZ+KsHxoac0nr+rUNr3Yrrq/vWK03XF1d8/mXX7HdXPP5F1/y4sVLrq9v6buOvmvxPtA0niYYdDScJobTgZQix/2O02FPnGcePnxgt9+x3+/57W//mu+//46Hx0fuHx8uTvQ/fHy684KeN0hfXH1Syjzdm2CXuhPqDzinvPzsms8+3wDKEI4cSsz1zoxhLHV0mHu6kmWZI8bZBItNYBa6qTy78wUpjfSJkaGUdlkCSQLb5PmLw4aVrHHAMI/so7FoYhXDKrxhhGWYxolDcrZIq0rKiZRLy9l7Gm+Naec9szeJi9i0aKlp2yB4DynOjHkm55nGeW6bjq1zhJQ4hI42J95PO74/PnGKI5OYkXcGTmqBywFJPbPY8FpWo+DiDMsXHxg1cswmFX3nHDddz5fdmlWGrgj9DSK8yZHv0sxB4DEbPlq19S3mmgSHB25y4jpPeJSVGlwRER4zHMtladUW/hWZrxA2VMaR4a8zykHt78cCI3lsCGkoFMFaVcC5cW3XxUp8hzLreTr5kqFS8ebCavyv9LCbN6gUyEe4c4F1EU9cJLJFaLVy2Q3WERF6ZxpXQYRX0vKZtHajzhPE2SBKjYSUCCg3PrEW05JyWZcK7kUWsjpmgYNYryFD8fm2tfMgFhQ6TDDRYUJyUbNVJ1rhGsE5tWRKrdqtIo61T+ExbTQv0KpjrcZn0igLG+9DUSRezDF/Dnkraf9FMflsS9OaXMDCUjLoSIrzmbCWhiu/ohHHJnRsGpOCyN4xBGHIwtOcudfEqIknMoUL+UxI8bJJLOVrVczzWRNZzvCZBQ2rBsQ5my9oTcJke3VtshVtz+2tmebc3t7x1a9+w/XNLZ+9es2rV6+52l7hvaMJpibdBEfTWKRMceR4eGKeJj68e8f9h/fEGBmOB8Zx4P37d/wvf/mX/Ie/+g/ElDhN0/M38g8cnx4UlhMjyxAG0XxHc7aR/xwV57XARFoGVYoRtWRy8UHWyjV0NYOxjPJcc13iOR/f+UuKUmQNzhcyFZobmYLhVepb9ZGuTy3nP7dkaZWZcMZ9a/FcQSLBboYhRxBftFDsfOiySM7vTVwJPs4RVM3gAytjc+F/p4vlXpUdBeNHD6WJZ9JS9mor3n4e2LKT4Qs8Jg6iWiUwYVmPbcLFilN5xvFXOb/feNEMPiuXKgNwKq9DC1Qwl6pjYWtdwjwlW1ygouVx1pepSiwVjuDZZdclc/4ZhYdnz/tf62GVQmWFWQbbXux2Wq5tS7UwlUVaoUdYlX+vls/r+atc+zM0ZM3fKquhZTbBpMhbXJm8rnl9lZU+QySXnta+fD1q/bw2kn+qyF+fcYFLOM9B2AR6UbzVCh/JQlGuwnkfFww/OY/8zA4g58BA/ZsluQglEam6Qq7MBNS59UgVTjSjnKlQqCuxQS8el6/hJ6/ivIGcKwXOe8YCIZdZhRokvA+lcmho24627ej6nr5fndlGTSAEX7yVzxPTWuDknCMpzsR5ZpxGTqcTMUaOxyPjcORwOHA4Hjgej7Ynqp7h6084PjkotM5+tHGe4KzEVVcxOS2exh1I5v7tzHS6JzSOm9sr/tWff05Kibdv33L/8GiUtNGRI4bliTtv7pWuVqAH1XPzCgzGykUxUoVlqUoEnwwP75xn1XU2ITwZziZisJeII2lCk1nlVZc0pxByJiQtZbBDQ7dkprUP8mb/SIwTvQv82fqW1F3ZaHyCpgj4OR8IXclMxFszTuzRi9JIi/gWG7E/33AR5VAWX6OQxRg5N85zhSchPObEfj4xaWbM6Uzn1ICjZSBxTyJK4g8kHsqcxFxOWF20dfLTbmIr/1cIG+rw0blPMKmabaNz9C5YlZSVtynxULKsGsxaMd0lj7DG2EUGoUAjtvGgefFciOX9iiitWrNTqZCAMye2i8yw/t7PB4Sf20L+yx6hzFs0wA2OrVi/54UKa0p1o/ZJ5d4LFnAb7Fy1mulKxt0UZamkmFtYtjtFSCA2pRtV2Wdj9ByzWY+OwLawbp5IHHVmIhtVlTKEJec+XFQL/EJlipWgIOYbYM1bJdg02JKM1KSp+im3JYhUWnRVum3xTMA7TNIdamJRn+VnIPuaK1boqHyjMoOcQuccGx/K8KbnSj1BhN61BvciHHLkYZ5JouynxKGQJe7TyC7PJDVpjwphPuMKVJLDxeswuY5a3bLsRVJesBMTpPMFWWibjq5bEZqWVb9h1W/YbK754vOvuL19wc3dHb/69a+5vrnh5uqK66sVfd88y4tTHJlOAylFnh4/8PT4gXEYePv2e77//nuG08B3333Lu7dvORwP/Pj2bZHvYfHy+OQ1/Kk/WIOCNTpNCtdlXyIxtsmO0USuhoHHDzu6vuHzV5/z53/6Z+Qc8ZLJ+UiOmdhAnpUsJoOcxJOSMs1Gh9RcroQCOCg8bGJCo5bsSAzUU2y8fLZBnNZ7+rYjp4TMx6I2ydLciSmS04zkZAtacmngZEJpgpmjUdnYU0KzTVq/Ozzyw+E9fTBhqvVqSwdcT4qPmCSD89C1RffeSudGqkuT0rgWJ415TZBxhQFi7J6aAdmm3GEGIdcSUJTHNPNGTQRj0sq3rqIgDSfgGzJ7Et+QeUQXgw9KdlljrEIxNZHFfnRdlBWHMrQzo8xinrY2M+IJzhNz5r3OaMpMxYUKbAbkygcr5bNtkiIU1dd6B2mRCimUw0IIQNUc66imQrXJrUtVVOU8nh/y0ef/PIFBsBuqUaVDuHGOW/G0WA9gXV5WJd3YtbMsPmAK9EIJoGVtBqwaX6rhgmFYZZBBhJNm0EhSOGWrAh2ejfNclbP+VkcUM766zIyl0K+rjzVaqwYLbqXcx6HPmjuXm3hdgxYM7b10QF/OR4ewxTxAbrAm+aKndHH+LucOLk/qsg2U7y08kvJba9+wFs9WPbdqvURTEbVuyDGPvEsDk2bep4mHNJHEEp1YK6jyN8400ovXouc3a6fjLOq3ECIKDHGWOqlidcGqgW5F07T03Yq+27DdXvP56y/47PUX3Nze8uVXX3F9fc161XG17WmbYAhMocvP48hh98gcZ3ZPD+ye7hlOJ969+5HvfviW/X7Pf/yrv+J3f/c1MSVrPGc9vxb3TxAUhJ970p/P2XJhaqZZmafMNESyJsDRhJYsGZeT6RUJBO9RZ0KJYbZp1RyVOFunnVo5fBTBnXOo87bZqTGiOiyTNbxTi0S3lXG+bDaIQyXgL+lP5Ms0zhb9RaZSy/JZMwORnIR9nHmMIyscffasME6aaZHYdGgqOZXHBPQ6gc4FOt8wagKdiRczDtVLWSmqocKS1UXVRVpAkWWSE1WOOfGUZ57yzC4n9ho5LnaYlyyTWivYNW1EWDlHA6zUsaJCPHVKV4pEQhmOE09bZyCgaMiU5lrJGutNJBVSW05z+etyzsaW7OvjR80OL772x/f6i7v2n/moWXPNnAM21e2Wa2WVIdQK8VIA7hJMKZuV2hqySrLsywUyokJH5VcqDLRAn8pieVnhqSQsHsgVchEuoMjyp+tzmCpoNT56/gr/2KPCOZdsJSkQRoXUlinki+f8uct7uRYsMxeLCnKWycjl/oDS4C2swAqRzZoZ1bwVJjXlgiqemH8uh5B6nX4KI8lPfu7ih0vVVTeNM/OosJ58oGnaEiTOukZ939OVOYRQeghSrm2tDlOMxAoZjQPH45FhOBlMdDhwPB44DQPjZHJBueCu/5j06NODQrbLW0fJ64I+W7MnvLMLnVMgp540Ct9+/cDpEPFBaHu42X4BJHI6kvOID57VpqPpAqqOrAHFcTrNPDyOjFNijolhjKbyWPTYEcG5BucbnArrA/QnWEdh/RQYDhPkTBDPtl3jcLQ0hORxYobYXuCUJz7EgzWHUZIrm6FXXGki55SJmkiaOWjkgYjPGbd7y5t54Ma3/O/7V/TNNUGElbQ0LhGzgibmrGx8wxfdmskFQuM5MbGLAx/mPT8Mj6RCNbwq8xKVGhhV2RNpCoc6CXTBEGaXQLKZfPwvpw/8zbRjoCiWauYpz4xqgTepNYKr8XmHsWK+aHu+6NZ0CHcpc5uMTfQQR/ZpZgR6ModssNyLZsW66XiaRw5x5pSjDUepsWUkw6iRWcC7Bt8Y58Zn00eq07BBKmZ9npA1T+mL/FOEufQ/0t8DGtnxzwsbAUs/YCvWP1ipUUiLY8Yi6/HstZZ/eyn9KWzzPQ9sZSYpcJ5WGLDMD2gZrtQzhTTrmTyqKKqJIHDjGxrxHNTIFJNmgjh6se3Z+kO5ZO+ZqHatDph8jA286WKdchkAvNoWXPsn9qiJhEGCISeSwBWw9aZabLM7eTkNtQLUBY7hTPcUhwuGTKSUieNsemqaeUgTxyQ0jefzpqWVwEkThxyZNfNOJ34sw58nksmtyEJitKVWouBlcPtJQKhVgJx9vi/DZHWVM49t81p2PhRxuxWr1ZqXL19z9+KVNZeLjMV6u+bm5orVekXjvc0iZGWeBg77fekX7NntHpmmke+/+5avf/e3HI9H/u7rr/n9N39gGEYenx6LbwtL36W6P+aKjX3C8QuCQskwKx2g3qSFhSBiEA0AyaPJXNd+/O6JH3+4p+8b/uwvvuDF3SvEJZR7FEfbBl68vGa9Nlcy53oQz9Nu4LsfdxxOE6dx5ukwEFPCtw2h64zq5TtC6PDZcbuHm73Qjpn+dGScT9bs84HWN4gKbXT4LLQhcNt2dD5wP+95igcGjYuwnrUzMjgt8wgmBhfVtJEeiWiC4/Geb05PvAxrvnqx4dfdrXG0HazEM0s2nwFNrFxD01+RQwsOdunIU+zIJN4OT6BaqIvGl54L7h5RTqomvCdC9o0tnKzmHieZMUf+enw0ZygxFdVanleGhol62Ufju9tQ1GdNx5+vr+lFuJki11Mk5sQ6Zx5yZlQTTVsBnXhe+o5Nsy44qjBi/YgeqzbmcqMrytoFK6FxuDKfIqpLFq3UMl3wWoOC3WC1qWpsysoW/6/7EKATYSNCq7LMFVRRwHTxc/WoG2GiyIJz1t5xKLPY76uadPNQsvxOPU1JoZOeqzVX8n9H3VyNJnrlA62A5MghG6FzEX4RIZKZMWmWPTCVoDCXlM+0lmB1sVnXSsDp2Tq1ziwEOAcIVToSSWHjlI04VAzqqoSEn4T8i0rSiUnbNI1h9HFORTgzMZJ5SpkGuG1WuKahcQ37eeSQJkZNPOSZd3la+le1fHlmqleq18v+cb1WWkqxjwNCrQp0KWcF8ZWIY1LYzgVCaGnbnr7fcHv7gs9efc7t3R2vP/uc169f0/UtV9sNbd9aYqUG08V55liG0Y7HA4f9jnEcePv2R77+/e84HPb87uvf84dvvmVOkXkyGFovgpWx957Lkf9Dxy+YUyjPmm3wS3OFaC6vYr1xK1jBMoOVkjKNieNxxhXrPUioeuIMKUmRoTWM1Xvoe2eBIhjunFI2g+tgC9mJLJpAksBFwUUbaEs5LyPujTNby8XoQkwOG7GZgep/CzW/kjP0UbMKKXLaostNOKo17nqN3KeRt/ORlZjNKM5wTxPQcqWctCZ2I8LatyjKNvRsmx7nHC22iZhAly5l+5VYAziLGdTn0iDvnaMtN+GE3ZhzacgsfmJi2WQj0BXj+mvnuXWB3nleNz2vfEOHcOWUTdHBn33AaTKf2WRKsQ2OVhXJGZd1gePqcF6VBumxPlNT+j1a5iKqF3alMF7OHNgmYs3J2lSuOjPn1fV8Q/1JOc9HCOOnLu7/rQ+tPQBr1Lvyai51dupRCRaVtSNi1VIoGLArNqamq3Vu8MaLZ6lCKlLWQq3AIra55HKNanV2Tuust1P+V4KXVQVV4iWhP8sAW96HPv/3c+jouQgf2DVeOesvNGrOJX/vqdSLXFyqVHTGeaPGilpQFDXG3j6beN8hR6N4qzWVlwKtbP5aP1689p9bS3rxzcpahHNAsOgtzyqJKofjvDdBz65ntV7bY7WiL5BRaEJpSHurMgQ0JqZ5QlO+kKyY2O93fPjwnmE4cf/wwG6/M7bRNBJzst5DeYM2TGtvUKgDc3/vaX52fHpQmMtYtcukCXJ2pFqnYKWlczZdnFJEnWXe4jwiLSk73rw5sjtEqyr8Eecm1uuEpA3pTgkh0a9PBjV55cvPWpSGOTuG6MkqHMfI/hRJOTMeIsP+aAY8DyD3wJyJh4khznTiedFuuA0rFCF5K5XnPPMuHpiniSGPjGkmW2e7aL3YTdGUO2hwyugSM2bOMapBOQdM632X4P+z/4Hvxh3XEvhXYc3nvqX1gavVirZtMa6oNWa3OP50fcekiU3oCL7hlGemmJhiifbBSg4nsHWejXMMaeZvD/d8P+zoRfgidNy5QEQYcESEXZr4fj5wzJFZHKN4Usle78ThRPiLzQ3/dvuCjQt8KZ6vJBBUaTnRykjSzC54TrrilBPfTzMPMTI7x36OjOlAk2Y2GSKe4MxjVkXYusCNb21TyZEcZ5uxyAmnmaAGsfiyBaXSdG5x3IlnK+bkttPEpLlkdz9VyKnVxmVGB89phfni3/+lDlWrNCMWwOdaC5Qd9Ay/niu5JdHEJBFuQ4MPPY0IGhPE0u+SjBMDbAfNpkVE1ZgyqsGqMI7MgSSWoOpppKER4XixQcySGdXOcHsBdTmsKrTZGVvv9VxnvTznZ+aR59wvqBWCLwGmwabuFXjhW37VduyB0wRvcmTJyD7auJaksuCpNlNUqqCspGABc0yRUZUfdCQO9wSEKWeGnEiomeyU6LIEqHKdcu0of/x3uagkpOyxVera1S9gm7/YD/lQHdG8TSj3a/p+zWeff8kXX/yKzWbLV7/+Da9evWa73bLZbmm6ltB4vBgEdzrteXj3lmk4MY4jp9OBeZ757d/8Df/u3/879vsDb978yJs3PzBNM7vD3vYMLTMj3p0hSjW4PRQLgk89Pj0oFD3uHD05lhkAHEjV91bEZcjZ4CGZy4kLiDRohsfHkfuHEyKZ0Mx4n7jaCrdXiS4oTZtxLtN2StsFNtd2wjItUVaoOu53A/7+wDQl8ilymkZ0zOhB4QmIShoic0w03tETuPErsggjNlswz8rjOLKfD2SNRE2lrrES3pq4xRLSCeqUWRKT5KL7YzzuI8bhP+SMG+55O+x44Vp8c8vs12y7nna9pmtCmcSOoIk+BPp2Y5Re55lETPZimplGE4R2nce1xlPe+MDae/bzyPvhwJuUaJ3nzjd80ZiHRSq9mPdyYppHgkYmMfOfKM68Yb2jdZ6/WN/w39x9wbVveDFFXszmRiU5I5pt0wnBpMRzZqMDH5jZq/KHFJmi4jXRKazK2L6YbCOr0PK62dCJYz8eeJxGkprLvCs3f3MRFCLn4amteG7EG3+8KMJW6OUSXqjZZ93A6td+LhDki+/9lzguA9KA8eBVzjajUlQ+pWT3VU5cYGG+eGm5bRqceESjWduWZ61iIZPOjGXVZszB66xgK0Ul1X4+IKzEmrCNyDLbEIGBtPQvVqqlonD0+MIQs7XuLt7f8kmFXJbKQJYAUVVcTebaeguIsHWOl6GlQ/g2Tsvz/jFscKkULpSYBciN4r0y58gktlbu48xxmnBqmEW9FhUCs6Bb5m3qea8xW37mb8JZz+MSOlpeb2UamaS/KwHBeY9vqsfyipvbOz4rEtgvX33Gi5ev6Fc93apUCyX5c1gf4eH+Haf9nphM6C7Oke++/Ya//Mu/5PHpiX2ZWk45nf0dqJWKs2CQgdJ/bXxRmP7E4xdPNFMMRMh1YKmeTWfZsLB02yvWVj2OshZLQDG4SNUxTcJ+H2nCRNvZxegmIWdYrTziA5qUlAaSCvF4Ih5OhimeRhhm3JwJs6NNQpONPts2nsY1OF+cz+yq2QamfrmAqhnJRbOlQDRLeZ0TquYlmzSTl6b6xVHw+hOZQCKQuCeyJTLnic18Ijm1155MTjjkjtat7dYpMxGNhEJWz2UoLxNTRLKVwlMUDnFkztFopJgRysZZBTUhJJVF16YUkctzda7hZbui94EXvmWTYSVFq/4yE/J24zR141Jh473JMKuyysKgyozj2tv0ccQYHsu6yHnRlW+8txI/m+BYNVyvycxlpl91dCps9nFJf5G4nfHsy5+5vLGxrLZuOv8lKoaa+Uetm38hXnBW+6zvs0705rJBBaQI1Zk4YcpaBOtyEUDTJYAavcMGIy3QmDaVYPdm0kr4PY+q5WzTxV6x5rKzQcxjxY4WKFiXjT1jVV0dYGtEnsNPWnWqLiGjj60ypVCSbQNtxdEXempR+fp7grYUaMsg05gSLtreIGCDXVrZRnbOUwly9ls/H2meDVpeXLtz/+D8hWV3e1Y1yPmbtWKQImPdBLwzGmpfoKK2K97KTWOPUAbYvPkrq2aG4cQ0KqfjkXmaiDGy2z3x/sN7xmHkzZs37PZ7jscT4zgRY4G9y30LRdupBC3vxHp45bz/Em+PTw8K2WZcNSlp9gWX86h3RRgu46RFC97ngzVgUoakM6pWBadk5zKmBhEhRsff/t2Rth1ZrwKfvepZrzwvX7RsmhWdtsynPbund8zzxG43cvhgQSHuEv4p4iNsditejD2tOjahZ922NOLxTc9cAkNuGlNYHTNN7OkkEZOD2TjeiLEcVICcSKPF4DmNjHk+Z69apXnLe0F5S+ItmRuUwJEPJK6i5/3jwLXzRFXGIhl8s77htX5O13QMObPyLY1TZt8wdS1ZE0/DE4fjjqiJXRo55ImYE4dpoEXZiPDatfyJXzEpPEVlUDiUxaHOuOdjnoki/Fl7y3/z4tfchp4/Ec9Xs9LFSCsZ7xXxFtMJNkDVRPNx2DiHk47b3PGoypxssOraO1ZNw+AdD8ORb/ePDHEiEZl0BHE4D9tVb7fnPBAnO381KmQ5UzKdmDfuWnzRzjlLJ3wcOCo9sgrFUe7NZVMueLhDF52farj+T3kohmvvqI29Au+oSVpXvZ76nir04lTYimcrDa04GvWMs1En92niKU/ki8zbI1y5wEYaECmGN4ZvxxyLjIVtkEqmz9DMDpFE54TPXUcU+CHN7JLBhVUIThA2anMFislcbMrG3jhHcKWPlyK1vna4MklcqgQpU81aqKzOhBqdE25c4DMCK+pwnSy05nMVck4HjC2nxBg5nZRpNL/jpm0MtiznT7MSXWR2Zu9pp79k0LBIrqs81zVamsRLRcLCTLeJcVMJqFTXKpN9jgmyaBy1Xc9qtSY0DXcvPuPm9hWr1Zqbu5dsr25Yr9dsNhvWmzX9qqNfd/R9w+m0582bHxlOB6bTicPTE9M48je//S3/7//uv+P+4Z63Hz7ww5u3zBUqsmwAX4KQE6FpGprgcTh639I4T4yRw+HAOE2fvI4/HT7S0hDKYtlgUtSpySDX5S3GenbO6Jw1a8k5Lxo2eelDeFDPPCunk0Em23WDaOBqLbQe0hDQriWdMuPjjmk8Mj5NTPeDSWkcFDkoPgnd0LCeTVVy07Ws2nWRfWiIRWpCmwCNRzTgQyDEACTi7FgkBMQYL5rzUiGkPDPnuEhAWAhcKkgbkCEzYpOkN0wkYJsEmSd2Ksw5ccozSTOfSaZfXbMWyKVKCCJ4l3DOmyHGoIzziTHNvJsPvItHVFkay23ZGO5cw5AN3gKloUwvOpMfiZqIKmxCw5+t73jVrng5TdxOE0HTeedd7h676btSLUQRchPoVfCq3KTMlJWuCYTVminYFvfm8MSQLTONGk1o0Hu6tkFRhjwbHFcy0EqNvdzwTZZBiDyXVvi4QqjXwH/00hWgZM31XqdkU0n/6WEkgyqgziFcQknVvesyKNh1LO9JHJ0EmwZXmJOdy6cceatGlzanNLv2awk0LpREhjJXAnM2plzGhtQyitNM0kjGEQhch4YswlO2BKeelPppQFgvCrbuvEmIL6ZSJrVQNancUuGwqNdYtVDIFVLM651Vt1vMy7zDLdXexcvgWY1YKhhza4umEdUG2rbw+dU2anVKlkwSIV9SbfS8VuAs7cLl36sB4ePCQitkdM64pQaF8vNLU7kI37WdeR+sNxuurm/oV2vW6w1d39N2PW3X0XYtbdvSNJ7QePSQ2T09snt8MPmK4USaZ968fctf/uVf8uPbN0wxMc5GGg6hIYTG/m5ggW+rUU9wjnWzslmoaeR4PJ1Vrj/h+AXaR/UU2gIAKRIVNl1ZS8haTkrRYnn260tAuMTloPqqpgzjGPECT7uRN++PnMZEHGemyZNyV6b8ZjSBxIyfMj5Bk5RO7cYxnRlHkEDrW1rfkVAToIuR43zifj5wSEdIseaTOIpktBo/PJGXRmjFqutE7R97RJRdTjTMTOpYaWZUh5bSH4GnNPNmfKJPI0kcqQSiUTKj2EzEw3TgMU7MOXJSC6qeoosjjjWWUU9qTcddiuxS5jHP7DSzU2XA2C8J2M0j3x4eOM0DThpeNJ3hzy5bL4hs1aAYXyb7RBK3KNW6bJPPGzyTwCNwHI/sJtiPR6YUTS01ZyZnZyynjM4GeMQUDT5ULVnpeahuWVdFUtgpRXTtQpyM80ZaF+7HEJOtwTNoUE3Y63X5L3Fc6jrpR48a1CpM1GHns0G4dS03TU8njilHxjjZuhNovC9QjtlHmnS2iekJllioE2OluUzEpC9SsZY9vy5LfXwRqutQ1uW19AirAj+uXKAXG1WTHAklnRaxHmJWGJASAOFS5+jSXAbsOlpymCGbUGCbsyU3ehn0z8ye8+Mijb/YizXDPKeqLE9OljmnlJ83BD7afpZrcrmgLj/96OsFDafuV+d1dn49dbrZO7MObpqWEFqDpstzmh9JSUS9p/EOcuLw9Mh4fOK43zNPI5oT+92OH777juPxwPc//MAY45KsOm/sya7r6LsVzrvFmc3OSyLOMyqOST0EtcqCfyLto3o4oZRRnuQEgkVoKSOCplgKkFmmDnPh8qpDtAyeLRFXyNlK1TnC/ePIbj+xO848Hma6LnDVw8vtisb3xMmT5kyaI+E0Ep4muiRsNHGTM61T1tnRa0uQhnV3Q9dtOMwHHh/f8P70gV0a+Xp84CkN9Oq4VVd45co62QKPJdMyv4DMrJYF1keFKaIrk8elcXfUzLdx5C0TaxwfxLMpG8C2NAMf454fHgdc0cCfRRe66aEEoSnOjHFCVOnJdBgG+4qGVxJYS4PLwiEpDyny+/nE+zjzRid+n2Y+FIZULAv96+Mj/6/4W658w//15Z/y69df0IYWSROSRtBkUbmEt+ith5KzInMk5MxaHV9ow7U6fjedePP4jm+mgWOKHObZhoMk80QyvnpWmsmAgUFzof8alDJx3qyA0n8IdKFjTDMxO4Zyriu0ULnvi9aOnG/mSi80rUXDk6uHQCpBfrrcJf4JDqVMHdcvyPNv1oCwKZ4XVwQ+p2dF4KZt+aJf0zjH9+MT7+eDMYNCYB06nJhExDU2IX0dhU20qX7XNLjQmFijmMvgmCMpGlxnsJolCK0mumyb2Y1mPhPPJI5OPZ14gjjufMudb82zI47kONmbkRZcYCTyVmYiker/3Em2SkbPvg2yJHvKqFYpeo1cYQqsq6wLDLtI1sjzE2efVTNRMJXQzClNJV7IkunXnuW5TLSjfqn8+vK9SgGG5/Gg0kPrXMLyEQsIVhGVCW3vaJoG5z19t2a1uiI0LcF3ZVza4X1DU6qEVd+y7hrG8cj3X3/H8fB07umo8u0f/sD/87/9b/nhhx/Y7fc8HU5k5xFxtCEgItze3HB3c0cIoVBce2KMvHnzhvuHe5wIsYk0obFpaMCF5pPX8T+iUmDpwquIiWqV+s/2+cqT1SUka8n8KM3cUnedO/4FEM5ZGcZoXfgCU4Tg+eym5apd41pHzjOarfkss+BHxSeldUonWoaynFUKBNrQ0rUrhjwxziO74yOPOvEh7rnPE1cEOjFLkqDGvnElEzAVyY8qheVReSAWBJfyXeFJTbfmhCCSOYhjjakldgiaZtJ8RMnMYgyVLHBQZVey47qQPfACG4rywFoc13g6zI9iymag85QiH/LEvc48quHaXGRsj/PAN/PA2nn+9c1XxLZHmxXMhcKmEXKDOMuvVaxS0Jwhp3LzY5mtBlqOHIYjH4b9RaA0fHjMJqKWUiKp/e5cYLYkVbbj+eqyrMsRnMdpMk0sflopNDzH5C+rhAor2b8r6+W53MI/9ZHri/noqK/ZIzbvIY41gRtaNhK48R23TU/wjvfxwIQ59TXiab3pja0QtlhQWMVsg3GK9c58KHaZlUGnRSn4/LpqAzZoxum5UjDJab9IxKxcoPeNuSGmyHKmxYMEvNigJUJxX7NJZ7+c64oX2FErBbNhzbTZEqigF4SCypwBzqWGPMvgtezouUzx25fPyMMzEshH8V9/7h8XeOLlVrQQLypkdFG5WEVTX7cWr+RimhMamqYjhMYYSfW1OYf3wRRSvScEx3hK7B8fuH//hqZprBcRGp52O/72737H119/XSairdkndX7LefquY7vZlN8zqYxpmnjvPHEy1qcgC2Skqgb7feLxyUEhePtR5zzVTUzFdH5yPZNVSEQuSrSLsnDB46Tirlqe037SCQRvi7ppTHK7aWwiEGf+z5ocMiTcmOgjXEkw9VF1xevZhsNaH0wOIybiMJKniBdH13S0SWmTtxJWzn/fXnjNPCwY2Pj/uUKIzuCeKMXDtUwP5zINYyiZsXZmLPtPmpkF0EQjFVG3kJJUF//XOugkBSryYh83GKVwhaP3nk4avPMccuIURz6kmbd54m2eecAGzqrKZZVjXhq2qhymEz/sP3BqVtx4z01jIRSZIFaeTLI+kiScS6AZh6MpWc3GO161PQfNjOI4OEcUoVWlVy0bykyOuej3VO2lMwxXkzbhvGml818vQeF861drytoG8RebwWXwuMwv/1kmoT/akBxVPdQG+zYSlo8badhIICCMaWYu+dRNaOmzt+QjpbJxnsNbdMIUKv004+Jsw5XJhBudCivX4CjS3VmXXlSP0TuvXUv0wRrzyfICh0GvXRkMqxMIBhV7snNmb4nQqz1XjzM4CynyKeCLyKKtPUfVypaLhu0SBKD0Dj7GvfUs1VB+Zjm9y4Zev/ZzV/nv/5pw4dZYFGOhBoTLJLf0PuRyqLWIzZWA7H2wjVfOQcpIFJk8j8ThwMjMwwePTkdOxz273RPDMPC023E4fss0R77+wx9IOdOtVjRtR7/qcc4TvCM0JoHhxXE8HnHimOeZaRyZo1ly2qCalCAVUNXix/L3DwleHp8cFLpQ9Ct9YxlIOWu5TOOZRXE2qKhkKuaW9nyiro5gL2otAr6cS++ErnV47+jawHa9ogkNXdeCWxvDYtojjxN+HLmeHF/S0znhJntCygQynfNsmg7Ek8aZ6XQg5YFOGrb9lhgd67RnzI7eObzHLrJi0ywKqQxPzaqMopwEZoTBe6YQiMApm+hcLht79YWo6GpWE7RymvEk3mIGOpWZYdnxecNu1dgeHtiIsBHb1LfAFjNfuW46rsKaSZW3cWY/j7zTmf+UTvyYZ/Nullw0i2ANRYOmTGur8u74yL9/8zuumhX/6uWX3L78iiDA6GAKqCZymiCZC4OGjHM2eEU2aeeXTeAv1jdsmxXHEPjQtUzOofOETgOaE8Nw4piS0Wup56j4OZR1VX13q55//Z417c8BszKONkppuApdsQqdUIZSbbXl66YDpMsU8LKx/KOOXxJWfvpXPMJaPL0IKwKvaFlp4EZaXvmetQQikf10IkvGk/lVtyWReZwHHqeTwU8ScNZZZPKeqXHG3EozMk+2nspmHkS49T0aBMkRHwckJzYC1+JpnLDtNny2uiaJZzeOPJ4GUGUrno2ahaXQIGL2s6MLxNLf2IgFrGsc1wRucDSYHIrJ0ctSOfgCF1mW7XG+sWQsuWVzV81L/wP5GAG6CAY/e1lKgqkff9N9/INcVhYiWmAgG7yVSlEqeheCJcGCKxVBqSQq+15k6SN43+C9XRstwcOjuBxJw45h94754Jge3/GDd8xx4nB4YhoHfnzzlv/xL/8db9+9Y5ojU85sb++42l7x8uVLmqZl3Xds1j2o8s3v/8A3v/8DKUaaYt6jqozTaKoN3tG01sxOKRLTTNZP5959clDwrg6pVXzNKoT671yapZfnf8kExeAjQZbva+V9Uco1B95D8OZgFoKjCZ4mGOVKxbIVkiBzhinTJsdaQmm6yeLo5DG2gyKklG2qllQYMYGQg/kYU7BPsQVSYa362j/2a00CyQnJu/J1R0zZ3ru9Kfvdki0kbHOrtMuhAN9ez9O4Z5y8GqzUzNI8eAOwKhlYJ6a02vhAzIlBM09p5kkjjxp5IBUf5VK0iW0SlaVTL80wj3w47Zlj5JReQShZTmohdUiRCdfC4hDx4Nwy+CNA7xw3oWHCNGnmrmP0nuic9Q6SIN6TxeYnlknjBf+9gCOBOmxU66hLxU97EZT5DBYWTk8t7W0IzGQx7JY/4/sX+MA/Kir8r6sz6tYUpGTgZTBshWclnl48nfNkUmG4JbxzrL1JpQ9xQop8sjhfslpIQVBvu6dERVKR2lZTA3ZO8BJswhWWjSqI+Ts0OFrXQNOTXSBH5eRmNGcaig8GRjcVoUjce7KYs1lTKoP6sS1BoZGqg3RWYK3ElFopUKxGL5uf9f65vET/+CBez7xcfF6PS9AxnysCd55FqJWILP9VfHwpBJaNrc5kuTIDVZ+7Vgqo7T9pGpaEyNhbiXEaSWnmab/j2+++45vvvqPtetbba9q2pV+t2Gyv6LqO7brnerNBc+bN9z8wjiPzNDHFmRCq5GLdn93S/FatVdqnn81fIJ1dPko9UWUjk2piX+ciC0SQtZQutSw0bM2MvR2Nq45EQtuGEgwcfecJXgihpW8MJhFgnqKNpE+Z9Sy42bHJwjYXy0C1LSVrYsymQCoSEDFvVFEhTpmplNcb36Gd9SA2mJZ95xx9GyyoZG8qpBjFQXOZTFVs3gDbhJzziJoSodbVpMtZWM6HyvOTWQNmBUdcwWS32KZ3BWxVS6VgeHKrVsWMGCz1XiM/6MQDiQOG2ydsDTgttFUoBiQGQwWMpbCbTmTN7OLMMWcSjsY1hGZtPQRxOAmgE8QRclzKbVWlF7hyjskpQ4rsDiM7lCnNnOaRlBNTHBnVoDKDjOxcjMBctH1MVtqgsxOZI5mhAE0iJWiWXGKNibK15T2t8Qsd8hxQDLpTYEKYS93mix7UL99onuesv+SoW4QXocOxEgsGa6zHVEUEAyA5kfJM1EgMHoJ5AYxoSb4c6+2WV5sbFHiYT+zmAbISNOHUIKZIRhR6Gq59YOVbOydxQkXYlIHHRoRRM6dpIIknxwmXTTZi1syeiFPTsvJeSs8rMkaIhVp9lgevwQF6Man1CjHXoFilspNcBGouhNr+eBnwR/79R3/xZw49J32k8/4lF+wnLYO3erHXUWCiUumcNb5YYBrnAsEHfGhoQkPbNHhf5vXTjEaI45HxGEqTfCZnG0w9FdhnHEfubu9AHG3bsd5c4X0g58z9+/egsFn17DZrUGX3tAMt/iZaegZynpeoHjDjNFmlEBMx/RNQUpepweXECFrwQRWLRlkSKs5mErIW+mEuuGDh/BZrurZraUJDCJ71ekXXNngv9L0jeJswdsmCiCoMgzFx1qfI9Si0k+OlOl6UgBDK5p1V2MeB47wnSMNV8KzbDhcdc4ocx4ksyl275sZ1+BhphxGXM21o6Vc94j3HOOKiIKbmh0ZTsZk0c4zR9GaKmJWqFhOe2sqzAS0VfcaLrrMNCcoUogWZtGTAwkscPeaBvC2aM5u6Aarl+0eURzJ/0JG/y0dOAg+SOck5IFiFAS8wMb22BAYP6DzzPj2xnzveTyceYmbVwNb3BL+y/sF0Qt2I5BGYIEXIZggkZK4EPhNHI/A4Dbw/fOBNnDhgxj4RxeWMVxs+uryFsxOSk/OQmhoOvSfTERcz+brprDm/nytqleDYulAw8FwmcHVBEjLCIOZTPaFlQjstr+GXHb/8Nyo0uDCOJHBNwxrPNYENnrU6OqwP43IiTicmnYmuZSrZ+dHBLELjPDcvXvKbr/6ElDOnH77hh/d7SJkuJZps8/Z1EOyFeG59x6tmTRLPGCOZibV33JTG9UNKPBwPNkORMj4bhDPkxClHRIQu9LShNSgrTxxSRDQhOT0TMewxZ8GtK17TWns+giNRCJoMYgnN5Wm93Ijt6x9TCOpRv35OuM6f/9w1KFm7nNvs517BZYIrpnKQS2CowUqwQT2pSZJbGuJOfGEfNTStNZe7rqXvWsPzRWEeyRqZ9g8cdSTnxGkYmOaZOSaeTgPjHEGEr778iq++/HWpENY45/nD7//Av//3/4HD4UDfdWxWPU6EYThBviASlNF97wOhsQpzjpE8jaScmWbTivvU4xdTUivWdm6mnCGX5YxToYJ6M9WLUxzbnJQufKBpAl3b0nUt3gtdK4QgZ15ftgwz5mT0yKy0WeyhxtU2Y3G7iqo2sKUp2uZDNpcqrKkbcwZXFDydGJMCV3B/a9CI94ia5rutPTVsSxVNeVFJreXa5Xs87x916vD5hrJsjnL+rTr74LDSvqPOWpyDRbvwHVgsMo+a2ZMZlIXdUzMzoXgUiEFSrcp5UEqVMUUQx5gSY074nEm+QV2wQOgjksvNJAaiXrIugqg9t4DPmXkaGeLIUWDvKOwSy+o/zvHO5+5MNswX7ysWGqVl2edz0YkN1DXYxlM1lCKm3Z8u/pbNJpxxbfml8FF9ov91GMZFpnymyFbDogpfVrVf1UTOiajJBs/qNS1wQFMghZgS4n2BIrRYgNYpZl2kMFpxrCQQy7h6FmPlNVJc7bKaaKE9zZI1JzIz2RIzMuKqH0dmygnRVCTBefa4FMVzAk7dgijU4bGK8i87w997fj8ODJeQEM+/9tETPf/JAk7WgCCX3z/vTSIVyKwAJM8+XgaTCoXVa2MP81X2depbM2RsIG0yNtA0nhiniTllhnFknCNN07Fer2lCS9O2rPq1MZacYzidOOz3pGlC42xQfc7La6777TnpdiURz8b+K4Y71XTnU45Pn2hePjGLOBEbLZdlGE2WwF0lbkWEIAGRwrNtOprQ4Jyj67pSKQTW/YqmsUqhaa2n4ILgG8Oxc86kbJnqTdPyQgKdKFdIKVelaPzYgt7PJ44CIp6304ngWsY88y4dOLjSJZhHiJGQMr2WTCbN7IcD6oQ3OfJjnhhRxnXPan1NI3A8HvGnExTZ7KixVAWJMnVVZjJ+5iIsSMQZmGwFrpxl8rdqXr495yE1L878Zl1LFOG9Zp6mEw858kETO86OXFBhI9tsb8Tza99xIw6yGjYNHIGDCJNmftzd8x9/+B2btudf3r5mdf0Sj8cFM8cxWZNAzg7JmazFPjQrTc70WVln5RrhiAE0hwsYP5ZPLvfYmjBU6e22sFEOeS4DbolGtXgcB77wHRtntpZrVYIau6UtvFabjHW2IcrZgWwvmUPxtJgvmSu/YMF/hPr95H38secUzH61LdCR0S9zgVxtkwpBaPuGzjd4N5CjJ2lkSpnjOKAivJCWV+sNjfM0w8zX33/LlBNvdo/s59l8NfSM4Tflb6/V4XIm5xmync+s0ORMmBUv5gC4dcbeOxUtsASMORbGinLImcd0ImlmnydOOtOoIiX7r018Ry4Zd4WVTdFUsAnt6r0twZN6I2pocrjJ+lSpElIKHKLPzvDPQUf2cN7bsJhYQphz4bhpHZ79aVJ2IeOGkPHO0W08XRfIyZwiU0wWKFzdz2Qx0DGfBJsoFl/rISyZymcRDRvazDw+PbDf5SL1YzpU4gNXmytuQsMwDNy/fc84jjRNy2q1wXnP44d7M+1qWrwIeY6L1pEvvg2hCYTQgJTkeZrIak5tuUDlRiv/JwwKFghyKVtCWQj1QenHuMLTVZqmowkt3ntWqzVd1xl8FFpCkZrtmp7GNybG1oB4y+Q7F4zOliMaJ0iJV33PF76lE7gR2JSMZRLLMrNk7uc9b+LBVCDVvI5xDt+0iPdomkjTjpwmOhxXeBocU4yc4pEoyo8of5DE5B3bzS1Xf/IF6hz79+8JHxRiZBon4wWrSSlQnOfIIFXi5/JayOUn9ujFcec8PcJnSXmtltl7MZ0ZJ451s6Zveo6aeTcd+V08stPMDxp5lCofYue+Opg1wCsX+POw4jMXGKNBAlGVt9iA2Zwzv394w8Nhx1W3pvOeL+5egZg8sXOBPEMu8uWigssJyTOalS4pGuE6Ky8weYqs8FhWS8QqmJ8uxzLUKOBLsxVVnuLEg2Y6hFsMMnvpOv5Ne8uL0OFV6TBphhQNg89ZeSITxLLrSWAUim/0xI7IVL6ez3/+Fx2Xk9M1072cXP65pxSEThwrMbpmk01Z1nyns13fIPTrnr5paWRAB29DezGyjyMiwr/ZXvF/2X6JF+GvDu/5q3ffM+TEQ5x4SnPpGzV4PAFLJgLCFR6viZxnJEeabMqZLUpIyWZeWs9d64nOs29bpO2IItTe3JwTj/sHHo57kprM9kyi18KUK2dCjHdXWHWF/eQ9rW/w4nEZfNH7lyYwrxtbF7PHHyv92pHEGwyd07Jz68UZfX6W7fveN6z6tc1ppGSYvSo5z6Q8/SQwXO6PlezgGlhde65vGqYx8fRhJp4SVQHVCUXPzRVJi4DzNtPjXTj3cXNGss11VNG9lCIPT/ecjjucOJqux4eG9XrLV5/dcnVzyw/f/cBvv/uP/PjDj0ZDXW/x3jMOo83ZdB05RWLRLwpdwLeWXK9WPatVT87K/nDgOAw2F1KQFdUiSfRzSeofOX5BUKhlFEsj9YwFnkdVanlV9bt9gYn8AhfZm2mCJ/hQOLiGzeNYLDDthNuEpYqCWjuxcY5ODL9stHgw19dS2D1Jk2WHKAdNnDThfKANdsMomZQTmiMeTxKHE4MtRk02xSzK7A2jVe/wbQve4duAC6WNNtdzA4t7TK0GLrJjygZ4htnKOStlvGWT9p46TEa68rhd0TVBzBVr0Mw+J45kg1o+uk61XK9470o8a7GFnbBma8V3E8ZuceUuGeJMLBIIARbYyCjGslz3uhYq5m/idJYRt1gfwV8ggD+3HLX8nxODG1SsCVmbZh3mDbARz9YFrqTBS6YpQSEKJpksuTRr7c5MF2V+xn7OzI70vK38PVDSz4ETPxcU6nt4Bgfqx78ni21mhd3qo8IU3tlUrM37GGtMs03nusJYuvKNwWAFchiymcdUVlxlFRk05ZYBzvPfPL8Ho0TX5rvN9FQGoTrbzHKpAxI2bT9oIqtBSnVy35b5BR+f88DaOeX5+CvWJ5ldsYYtG0hljElh8cnlRdCLT8o9ZIqkwYZB2471eoX3DSnNTJOpjsZk0ipGjc9lgBZIl/VHCQoBQiu0vQPJNL2QcvGwk2LM5eWZn0LVO6oQTj0PFMFHLWsuJTPNGYbBEmVXoDzNyzwBqkzjyHA6kVJGcUuQcyLgnHnUQ2kws/RnfalewCQ+tFTzWgNCfeO/IBH65KBQGxWCEJwtgIph4R2qnpSMguj6nrZrEIGu6+k6cxbru462aZeT4cum1waPL74F6gUjAgiuNFdF1TIOsYneK/GF2pdwpVw7WzYqoQzO2FBTZMSE7caoxDzS5MRWzUnMAbNGULFFjy36vm35YtWSm0DTd7RijbzeC9uuYQ4mG+29wWg5GUPJMoYKcVacUur1LK9KFrOSjXheSmCD8LmDL531FCYJzGLl/FNWTvHETjPf5pnvNTJiqqgfH76wS9Y4rn3DjQg3ZXNKzuNzxZ8tyMxkTjrj8sj7wwe+efsdq9Dwoltz3ZjCaVKHatHCkYC4iHfQO8V55a7p+M3qiqscaeLEfj6yz5kTyoEztXTpJVDhFTMQuvOBxjmuwpZVqZpe49mqXeuvpGUrYsljSnYTecFtepNgTjM+TiZeqGbQbudHOeVi1KPWj2C5Gpeb1+W/K7tElu8tSQfnoFCpygoLZFXGOFBqMxxWpe9lfSIImkGNf+M1sc7CNjsaNUnyvRpTa4sNtLVJyZOpDHVZuJWWk0tMOnFSpRXPS7/iT9xqcTVrxLFyjpehYeUcyTtmbz0Fr0qTLYiKMxbgLPD9fOK3054Tppk1ipJy5jieGC4gEco56MWxUWGNwZ0dSiM2a+REitbYbIlFNp2ihPD7YeCvRdmhvBkHFNvgvFOCT7bhtYILjpyVcVJiNIr6etPQNJ6b22v+5De/5upqw9X2ms9efUbbduyOjzwUNeXD8MTh+GjqqseB43EkpcxwigzDbG/FKYjSrzwvvnLcvBA8Pb+RW5wE0pQZ9pk0K8MpsXuYmSe1hm5oDSJrGhP7K+8zTSMJGIZToZwmTsc9w3Aysbp+Q+sbxnHm66+/xv/hW54ezHu5aYJJaZNtrkAUCYJXBy7YQDnQrepQmwWkcbSG8jhNTNNEnRE7P36a7Px9xycHhUpp8s6VvoFdzMZbYxbNZO/J6nBNi2+Mu9v3PX1vXfOmCEJRbr6qQmgn1WYdZq9FO8khOeDwBJQGK7234rlxxu2WZMIKaKGNVZqcVltHJRMZJXFS5e08ssMGwX6F40psCnpSy30mii+BCOu25eb6BmkDU98ximmI9I3jqm+I2eMdZgKUMzFGckyXcCcizspL3LOLlLOSykjvlXg+o+Ea4UsVfuVtWnRHw04DA8p3+cQ388BOM7/PI9+qWQ7O5UzaYTdsI8LWt1yJ59Y13IrjVmwmcxKj4QXMN7rYJtl0Q1Le7t7xewls2h7/4gu6pinfNw8tISMS8BJonNJ70715KR3/0nt2mpFhz/s40THzRME5OU+E103FYdXFtfO8aho2vuFfbq553a3oVfhMPVsVmqSsJtNeijkxZWueDV2HrldE52nHATcYgyenyJgTg1pVVYcLRc9N78uH5xwIls+FMqBZC8DLjJZy1sx8RqW8tzLNnrD+TiPQqzGnWhV61QLrGcSQJRNyZpuFm+xoslFy9yRWpZfS4egSpNG0h/okvJCOI4k9mUfMbOl1WPNn4YogjlXwNM7RirKRTIsykngKnjkrIeczgaFkupMIx/HEX50eeMo2fT+Xaitke501iJulZ5XccGwQeoqCq8gSFGJWxjiTVYoGl9GD/+408D9NB/Yob4tURQ0KeMUFaK+EZu2IUcm7TBqUZuW4+axlvWn4F3/6Bf+3//v/mS+/+oKXL17wL37zG1arFW8/fMfvf/jPnMYD9w9veffhe8Zp5P37He/fPjHPkceHI0+PJTXzijgLCq9+ZUFhs1rx1esvud5ec9xF3n9/4nRIvP/xyNf/6YG8m2l8Qxs6c1jzDcEF84tImTQNpJS4f7jn/unR9oacSSnTd5ntFTjfMJwGvvn9dxz2e7MPjpG2bcAJWpJYEQuOYD3WoHa91us1m/UagNNw4jSYf/00jkzztPRTqqPEYgz0iccvho8uGUXLzVVKOikwjHcVGpIFOnLOFT/SkmsVNxtHFZ26QFcEUHnGGDnrs58ZDvWd6sUNW7O5S1nluk/btKyaKunCoj6zNijlojXIrUmIOPOAnRMq4FJeXot52VKG1c7ZYoWLzufHzpeF7PJeFwhGaIvXcpvdwqoRLLNLqowY0+ioqRjcVPZT/QvnFPgZnEGtuFj4/CIVBpIFCLLixm7iw3RCKFBSSoWBJJgseuHyqDGRvGQQaJ1njQWAK99w7RurhsiMahCcUVNLYlHe90ocGx/Y+oZtMF79jTeZ7uvs2KjD5UQrQiVEz2XTzmJ9glkK1CdaNjNrKs9qbLPqI17XBDyHgxZ20vLxPEj4cSVxFpko0JgsheGZICkGhXkKbKTPGToL/FSw7sp/h/PQHmV9B4zFknNt4p5purWB3Ymj94E+NGYh66RASQYftlKZ+fU+kCXAsbw/gx1iTvaQKgFeuBMXr91zvn6NiDX9P3p/1dt8uT+1TqwLoyrHHDliJkKu8HalE0IDrhH6jaPZCHFW5mwEjn7l6TeefhNYbc2VcXtjj811w3rVcEwNm1ODGxqG5OlGB42jOwpNL+DtYzMWqydnzCrfgW/tETqhXXu6bZncPvb4JjGelM12BPWItoVZVfeokhDkjESDjGKMRgvNeZF0yWDVbMq2iU8j4zAszyNlszjPNJVrJULhqVkALfsppSJIKZFTKrBR9aN+3kv5JVHhk4NCLoL0bunGG/RTpxaD92jXmYtU42lab9BQNX4oWcRSljt3LtXr16Xgy1pEvUo5zpxw80SIkTYlVt7RBU9ONkBfHaAUm5FYZ8dVFjyZtcChoKAbiahmtghbgS1WPg4Cg8LGd/w6bGlcYEA4HCNpiKTTwPjwZCyfOOHmCa/KKittyUSnlJmzMTyGrES1ka1UBIsFK62R4nMQbRvxTcNV6LkRzzoqbTZxsYPzfO88B038IWW+ThMnzeyK+ulz5Oh8900oH9LMIUe+8sLoMBhKFBVr/mcSSU2a2TYfD1l4N+yIeWbT9PjQglpgvBPPZnWN5JEwTUhSvFNcm1FfBhTV7Ce3Xc/d1QuOmvkxznwTJ8aceDodeTgdQZVt8KycZxMC//bmjj+9uqYDXqiwVdPpuZoSXYy2yJNR+2bnGPqOEeUbjfz18Z69Zk4pcYiJqMo+z+zzzKzKsQgT2qyAsVzqxlY3Y1N9clz2SnLBg1WrGk+FTWrALoFAKgqhxeJRyKEhh0Cj0M5KiFaZddhMQoO5n9UEKDlT2o2uTs5bE3qj1mNyGjmlEw6IacDliR7l16Hl89CzCQ2/vrrhbn1NniOH3SP7wYydXrc9N87zIJ73CJOaLWZUCwQpJdI0MYtBXF82LVea2afEPlsdWauKgEmMdAhXCHfAjSpbkSLnDY2YD0fIShKzpMw4hqykWMxyXOQkmZNTuBLWVw7fOq4/X3P1ssc3wuoq0K09MWae9hPDEAmNZ71taFrPi9cwr3/kiZE4/Mj07huaJrA/PfE4f2DKE0/zOx6GN0zjzGE+MsmJ5DJ+nYtbYTYzopxxrbHWpgzHOPH++IFBjnRhwxd/8ZrWrzj9mfIv/0VmOio/fvvA7377huE4oSkzTlbx5DyTs7F/DqeBZANJhLYxMxxxHA5H5nEmzcYOakMoEh+FNSXWJ6D0Em2KXWibhq5tbeBXMzlFcrbq4DRYdTLP8wLzVxtbQ3Q+6tP8A8cv6CnYHwnCBTe38JER8AFpbCNvm1CCgpignfcX1UTZIGsDB5ZXXZ3M6g2ovjSj5oyfJvw806ZE7xx9cCYzoXaB602KmnBcVPOJXYktZMhs1MD+LTbpu8Wma3cizALXoeXX3S0b1/I2n5iOezMsSTZOHlGys5LTMvwi8QGMqkxgWWpReM2oLTxVvHO0jVVPOeWi/W6yHleh58YHNppoZrsZD87zQ/DsVPnDZEFhJnOkaCzZJf/oKgmTWlDwKPcEhiDMmP2hOilNzNk2oNLV81iz6/2w493pnk3TswkbgrZcNS3XV9d0qxUST0g6WfXgMk2TINiMwAaDCb4MPX/ebpjE8fvxxG+HA8cYecMHfhgAMi+9eRBftS3/h9vX/O9evMSnhNvtcMOAS4l2jPjZJsdHLR7HwTH0gaODb09P/P92D9ynuWS/RpAccmRIkWoyU+U9bLahBAg9Z7wrHI34AnPZjTlj0FOdR19qYzmL8dXZl6UKKUFBmwb6npCULk0EnRcpiJ6zGU2V+k4Oohf7iHl4OEy9tEcQjQz5iAApW1AIInwWNmy7NX3b8tXtNXfXN5yORx7273ganmhDxyq03PmOqTzriNCoeRZLSWQmnZkRWgdfhpYjmfdMuGwWoDUgBEy621zZhFvgBoPHerGAYCJ59jvZCaFpUefROTEU/+8ocHTK0Weam8Dm80C7CfzmX1/x1Z/d0LSe9aalXwViSuz2J4ZxLmWdAwf9GuL6LU/ywH5U3r/LVP+WXDb6p/mex9M7CwoxMjGjDsLKE1aOnIVhTEyTIi0kp0wZNM58ON2zV+HzV1/y+Z/f8uruM+TU4R+v0MnzP//3v+X99/fE4cQclXlUclLG+cgwHUuSZJP1znlC29GtejRlDocjj+Ns8KkIXfCkDFPJ9E1gzyHeWXXuAiKOfr1mu7nCOWE67RmPe2KMjNPIMJxIFcIuUJ/KxxXxpx+fHBQqm8hgILd0vZ9t9ktn/vJrFWj6KZ4r9U6TczQ4TyFefu88RS1yzvKUM6xQja+fm4cbn90VZkbvTHFoBcVE3thLoeDHjfhFyAu1RlvSZIyAZDeJeRhb/e3VBvFqme1YeleInsGdqsluk8+FDFAYAalsQpNag69Oex40s8+RvSaGMsxUvQXO7dqfP86w0OVn51kOrb9/ofekcPYd0MQhTuzmAUEZc6JaNboyzWkXKJfeiSzTlY3zRiV2nk1IXIdII56xXTH2NqZ/0wSuQ2DbtvS+oRGHk2xN+QrZiS3sSdUkPFB2CA85cwAec+KQE8ecLKsq62AucJUWmvByDThXCJcQiJczVFRL/Pq95bzVSkFZEpd69rX8fKW7puXaVkbO5Xo/y3hL+e0K2ahmg39wi7KtA1BTBbAfz0UJ+DwI57UMRaXInAuEUCHecl/ZtbXqdTE3qtBXqYpMgrsMhJYgZudCl/NVh+6M7SXLPXbJMqrvuMJUevE6DGoo6872PFyj9giKBMP5cdYN1MrtLjAlUqoxTUzziLqEcxmXEmcZi1KJV1MnTNrfB4dq0YNyDSllu7+zmj6UuOevuywaFwTXOHzyhJVHvadbB9bblnFoOe5nplMhOeSyV6DndKSm6LWfqEa5tQE4v+DLUrTF3LJ/mmlPaDpEzFWtQlU5l8G0VF0tdWE8Xe4OdX+t8PynHp8cFFalsdE1Hdv11qS02wZCY+yjQo+qctp1IyyI5bJszmnXxZMXjFsoQyKIORW1pkvuc8JPrdH7gvmRGhRgWa5WOpYBSMVsvLxuoFdl7QKf9RtCaMhpYh53jHGi9Q2/ansaH9hqS07RGn5p5D4OnNT4/GDrudXCBqjvI5WhOSnLWE0nPgA4E4vDOYvkKTKnvPQwROApR34/D3xwnqeUeS+2qP4qRv7jFDlp4l0cGKjDeRcn7dmhy2mtmZ1Hjemi0XoT5RElgS99C+eYitdtJpBVOTnH357ueTtPvOzXdL2j6QIhRzoXaMIK4oybkjnXOYc2JponYrChQ3gZVoT1iqjKb1Z37F79ClWlJdNopnHWuD+MprvjcDjfEUkcu8TsYZdnvp0HdjnyLib+borsybyZR75LM6e6UZb6KV2obXq1ytZhTd/q6dwW3N2p6fR4zUsAUa30TrcE4Mp1D5ikytIXKOu7RchiP3+YI0OxuXTJGDkNVp0sHsbYpHZKM0/DjimOxOnES/F0oeUmO7ps0i2aE2MsgUQzPWVPTZk8J8Y88P2Ht/y4+wAxwTzThhbnG0bn2DthL8pTTjymGSdw7e16R3XEbPeKT451NjhYtSE4Kc30SFSj/V6p4xphDYV1ZAECHKkkDFMRzUt4Yjaa7SQwt+YGp0X0svFK6DO+t8Bwmg/cP2UbzHooDKaUORwnpinigqNZdbjG0zSe3eFECA4fSi+ibKTOGYR8OERSdogEVpuO1doGaPtuTdeuiDHx7u0jD497vBfarsEHT2gd3bqhX3vCqmOWxFEHHMl6aM6xfu341/+nr9g/veDr3/7IX//ltwzjxBzNHxuk9E/NFCeXNUE2yRzvql6X7RciQtN2toH7gGtaxDm2V9fcvXhF0wSO+yP73Y4UI8fDntNhZ5BRnBFf/Bay+Z84DJ6vhmht8IR/Cj+FbrUCYNXWkexmobqpwzaGooFtfQf30+ikz4qC59taOTmuipy5YFO13uNTxLet3VA+XDQCy8ZGtc+0G6ZDSCXDM4tOpRfPF+0V1/2a3XTkm/nIk2bW4vi83bANLRqVPCWGHDnmkac0cSpCY/aXbAOonaBcssKEUfyi6LIZe7FeiWsbpAlM88x4mq1xRpUvEPaa+C6OrJznMSvvsV7Ef4onfjsdmUufoHLDnyuYfBwYLoKClKBQQlBSkygYVUnObj5ByN4Ry4LRkrmMqnwzPpKOj7yer/iT2ztepitaVWPFBIdkweUBiSABqx6cg4KBehw3oeXO9eAcc+uZ22AbzTQS58mGEscnTtMBUTWFT9cwiPBOPYeQeRfhr9LIhzzxY5z4T+ORp5TKebFrcKkCe/mosE5VVl0UaMXROEtjJde5gQKDimWLrdSsNy9NOynQDnXtaYU9zSw9gvnozlOpYj1BPEFrVm0BIZTqJOXEftgz+EBKI7d41q4tazaXajYxZ12CwsKgypkcEzEqH4Y9A5EOxwvXs/EN4gOTc5yccBDYq/UJOueZnSOIEJMQVYglwVrhFvXexjkSmUOGgbkYLFlQWGHKvVXCnBKSE25RUs045pK9zk6I3qaWWVSQIXQZ3yrSZMZ45PEw2/00ZvKcSUk5DTPznAltYHW9oekanBfC3hLI0HjaPthGWzdihHGM5OLy2PU9fdfjfeBqe8NmdcU0zcwRptkqidA4e97g7efXgdA1zC4x5BEh4iQi3tG/cvzpv33NdIzsDwfSfxgZ04mUhZRLjzXYrAFg08XTtNybXsqgb0k4xAWaprPpaGe9GHGO6+trvvryS9qu44fvvuP+/QfGYeB4PHI4HGxyGUp/tjaqbG+qPVzvHI0PNP7TAaRPDgpNsXMLocEXRpG6s8nOYrZTd/1nGNE/cOi5zLKnkKWZLc6qj6QsYl/G8KhhgeWjQTUFQ5PCkMBK4kYsa845gppdZCuOXjxrPGsCE4mTmq1k0nPmLUX2+/y3ypBNabDa7kLZo7UgM3qxZ/8RSWC1gblTwW9d2aS0UCltZkKfK6w+e4KfHsE7Vk2g844VbdG5AV+0450qZ+jEbtpJLwZixJquE0btPOSZx2ngfjiapEhlMalthuIS6pzBEaIc88zjaKqrzrUEb4JfUw5MyRgdMY7MJSjk8UCejiaglgySG3LkQxo55pkPceI+RR4XKM2gtkt3usvTUaFFB4QapPXjwlTJ+lOa3vOrVK9yWQQXroFnxww7D6H0ZQLKSkyLqa69CmlewkbLbaEGT0o26HPlfIFnzkHB2D8FdkAXdtMkEMvszKTKrJngHCE09L6jCYHsPbOzftmMFmgtk9SMoiprKi+fy9JgVy1ECNRMejBKatXQqqwtSpWUyj2pWJWYxPpAWZTBKWMhPUQH6hV1dg1yKX/jrMyjcQDznMhRScmw+pzt8zgnS2aSoOoQb4w3cZC9w2cKMw4Q2+BBaEJD05hvcoyZ42lgng1/N7gG8z8ODhd8afAWpMOwYBO3dEZ4iMxMeWTKEYKy2vTkDNOpyqlUmR+WreF87escTNm1BAtmocH5QGga2pUFsLZpidF6jNM0E+NssNgzcTs5r9pl7+QiQMiyfj71+OSgcHN3B0DrA+u2xzvPTDlZAsk5CLVSsMbP+UVe0Fc/gsPrRovW8s80WFwIJksRAnkcOeaEi4mjwuwDbbBsSbWEikKHBaPr1TnzW7VmNCjTtOdDOqI5cY01eF/5nt/Iims6fswn3sUDhxQ5MRdBt1J2LTuzLLvQpU6jMaCqkFsF98rIfplQVRFrlhVdCgX2MfKtHm0TUWgLve0pz5zKuZXShFfFJhWfn7xnu+Jm3fOnX77idrPiTw8zd/cj2ykzOWUlZiSyEce1eAbggcRDHgG4CoGNb0g588jMg86cpgP/04dvuT/uuGt6/s36FZ+1a1vcbQ9dw+AyjyEzSeK7/QO/vb/nGCNBAkECinD0wsGVKeNskASa0TijaV7WhpS+xjFHZs0MmnlIk8k858w+K3M5w1q6tQWdRTCfh96ZTEeravIOYto7RWgBzQahLTo9C6RZE4HiAFAyOicOlgrXgM5GbeDMi2MrLRvXocCtS5ycDdhpjGhONGJ6TYFavViJrzkyzcrshDY0/Kbf2N/KuugxjPOJcTya0GPx8sgiHELiGKYSTDM+C23bcnfzil+tb0AzE4kPmrlPwiMzTzrRamCPN8c/zh7jg8BRSpM9JYY0AUqvmS1Kh/CZCC+cve81BomJOCbXLIOWk1SvEWGWTHbC1ArDyjF5eFRhVJidEhO4veKCkGRmLBtgGQdGsVlF1JFm5bgbkcOMeOsROAeh9fTrphjLBPo+4byjbVs211c45+m6DV23IaXMmx8/8OHdt+Rs/ta+dfjg6NcdTd/QdELoBBcECZRGUiZ7SI0lpPfzPd/f/8hwGEm98mf/5k+YT8rjmxMPP9pUckozKVl9H6oqASVZhKJfFEzdoelYb29omo6r62tef/Garu/Z7554+/YN0zjx+HDPbvdAnGdimg2qVVvL1YfbqoxibFR6CQBziuW1fNrxyUFhs9kCVlZ2vrHFq2bGLqipiPoSD0XAVfT7nF8t2+plYLjY4ayRbBxc5wM+BAsKzjNkMxIZgeQDyYOTwqYulYa4kiGqoEVTf5udMYLIPM4nTnOiFce1C3S+5aVreU3HtXbsdWLMkX2amCVRrQzPAANQXL20VANLUOCCp1ILh9IktOZybZZJiSu2oZ1SYkhV3/RcXejF4EUQlmZRflaBLKdu+VrftXzx+o7Xt9d8/n7P9vCBVZzonZmrZ0zzfi3WSv2gkSc1X9dWAhsXUBIHUT4QGZPyt7v3HA47Pu+uecmWXlcQHNI34BueZOYHN3Ai8dfzE//9/Tc8jQMBR4OZHT2RedK86OlXRzX5mfdjoMk54FY/Z61rS2pgPldzNRNvxbEuQaHJ2SSMKWwQanP1HEwC5x5BXZeObIYrWKJyzonrq1C8VqE7xxUNd9KCCNuQmLwNLO2zcsqJgC4WlZZLl7+ZE3Oygcd1CHzW9HS+IWZT802aecozA5lIJkoxMXLCvc/ce6sktmpwTg4N2+01r65eMeaJ+3HPKY3sPRywqm/jhJOav0Bl7CXMqntyJj8x5syk5pW+UWPp9QLXItyKYdVdtkozi2eWgIovTD6rSkyGxJKaGIRp5YgeDkmIqVz/pDCAeCV5mPP58lYI3M6/VRRxMvl658A1DnHQtMYcc97RpYwrTeW+71mtV4TQ0LZbuvaKcZzY777j97//AeeEFy9vuLreGIW+a2n7ltCCD9kG2zyIM6ZddmoQGLBLe97sfuC0H+jbl3zx6y/Q2dPyRD4+Mk+R0+nAkGxc04sr8jqWRGsJpj40iPeErme1uqLtVty9eMmvfv0bNpsNX//ub/m7v/3P7HZP1kc4HsgpURvTxmdIVCEFU3325X6oqzYvhJlPPT7dT6EMnbmieHqpRW43T/n8GZPoomRaSvDynY8qhuU3ysa5ZGoLM8ay6zFnDjlCjrScMVa7mW3DDsuNrDbcUyCTAZN26PCsJdA5j8dxzIZl7vNspbhcNnTPW8H5pZeSrGzS+dlPPkfNqkphNR2XkhJf7OPl4/PNMTSOUN1lUqksVJ8/+bMTWHBx52jahq5vCI0vwy0ZyUYdzUAnjk4MyvGlorLReJaZg0YNY27ATFc0stbIo85ca2ROiWEciS5zIPLBjTY5O44X8Jsu/1UJkVShn+cv+9mn+tHjvFaUpSN8Ae3U3oGDZ81gV35Z9aycevn8Ur52Hlq7qDqUi8GkjDy7YhQGkAW9VhzdmQdHQIqlqDBRB9bOlSTLvy/Oe/2eYNcvmC5+0plxGsxpzwvJnxl4Ppuky1o8W+dYOUP4Z80MKfI4ndjHgd08WmZc7ju7zlIIEhXqsUGxWGCrXozZtBYLOh1mChSkaCo5mydKIgwYLDUCOyyw1KBgz51tjgflRKLYguAbQRpj+PSdp11VNuN5aUu5uRWrtmoACI3RNn0w7SgjxBkTSxLEGJnGmRSVlAbm2TFPMyklQqjwUK3wS4la1lXK2Rr5qV4vo3LHKREjpFnR7NEcIPsFlajaQyZ3k5frLJS/p5XJpnjvFyvNvl+z3mzo+jU+NJxOAzlnjqcTc5wXllEu8ww2gGr7W0VjzjdQ2U0K3IjqUp186vHJQaHtTBPRWyu43HSl9FazCqQIatUbgJLhLmYQ1GzsXDXYP8sqqHQsL3bBC/1xBk7ZKF/v48Tv5yPrOXKXMi9Qw7nFNF8E6DF5jAmzymyd8fdbHIMmetdw16xZ+cCUE7+fnphz4l2OfFCbtpzBcEssm8ruMk80XchZTZbZMgCMPQNFFKIMsMVoLAwsOBpmX89RvYCX243inHB13XFz1wNw2J047gfzk6jn0M4m4GrKDaq0bcP1zZoXL7es9yMpJsZhQlS4Vk9EmKVh8j1H4K0WlVeFGDMTpsV+rY5OGhTloJFdihxT4DrteUqB+/HI347veEoDlT6oKMdh5BQTimOG4qIGJ6xhvtwqZQesSYJCJSEu76x+lBIwFciSeTbCjlWGpg4Km6xsCzwzaV6mvwdYKL01QFzG1yDGTrJJYDW+fQ3kz9r7Bh+14tn6lhbHnTS8IFjzWJQkyiiOzEjCNlcbGbQrXgc+E+b9kYGJRHSZ7JXb2ys+++w13jnefv8jq+wZ48x7F5kk4lTp4sx2jHTi+FWz5bNmxcp3aDZXtvenPf/hww+8Pe3IyfDotryWpELMQnTCVKxlDzGxn00i+wbh2gUaFV6pcIdNL187z9oZfSFic0KDZt5o5JCVoxM+OMcoVnkMXgv/P3MaE0mUQzeTesV56LaO7toM6W9ebtneruGi10GRUbcquyScGAOx6015OabINA/knFAycYwkSWg6Mk+2gab8SMqenDLDeOLqekWVnc6F4pnJqFhGPY4Tc0p03QqykSaGKbJ/mJjGxOlJ0WmNiy3MHTqpNcbHiTQOZTDNBi+rI1pTzlulALddz83dC1brDZvNFa8/+4r1esvxdOTb775jmkYeHt6zPx6Z5okpTsRkdqmCxzlDK5wY/GXU5VSq4DLlnI0k450u0PqnHJ8cFEJTyGcKLsuFQJiVRNUb1ILm2SSlsnZ+/rj4qWeVhizPZxQ5Yc61JI98SBPHNBOycFWiZEvlnAsNnlDksMcy1DKXss2UQxtuvQ33fJhPfEgnnuLIk8IBG2g7AxPllcpZ27Jy103nppSEJdBVaMDmFUqTTLHG+KWqYtnXns8dlL8qQt833NytDEuOE8Op8O4XJ5maLTirPMpTmER5x3rT07SBlJV5iogL9GJNwS2BK2d+CV0JKooWfreWwGoyFKMq73RmpwnNEz/kkZwHvp/3/I/7t7yd9ubqlgsLKIPPdi0jdbbCsOrIsyte3vmy7Z83A0q2XhKMup4zJfY912jA5Wq+I3QKfZF2j+hyneZyXXP5/BnCKhRqZYGq1PoReXllNYzXNWqQQC/B5LHxbIonRA32J+ABx/7inVYplapKowUWsteYyQVu6dc9r169tGbxcWL6sGeYJg4y4MRcApuY6CKsneOu7XntTW6ZDMc48zif+O7wyHeHBzqEG1yZxhZyrsNyYswgYMT6CKoZ7xquXUsnwovseIGxlfrC2kqYimoWx5QTT3HmMUcO4niHN7c7UU4uE50yauQ0m+OhtooGE3prOmG1djSt5+p6xe3dNYixoRIGuaY0kTVSrS/FiTXTVyuCDwzjwH6PNWHjxDRbUpOzJTkqwjRlxslWVvCevjdRTuflXCmUaiFrZo4RydGavNmqvxyV8TgznCLzoBBbJAdIAY2g0dhgOU72sc41lfvZ+6JNXDLA0DSsN1s2V1dcbW948fIVm80V8cfvuX944OnpkdNpzziOxBiJy0xCxmmhOqhQlZZtLicvMt45J0ip0FLlciv7B49f7rx2UddVSqhD0dKxL+ufytE5Q0j1d376POXMLaXQmcCky7eMdSGo9xAaJBvlqs3ONgRnbmCCgHpykXRonNCbkEPxCwbvA2PXkUJgaEH7O7OZrFziUnK5fIZAXCk14xRJ07xEZNsGhEspwqqiXYODK2/XGU/VnNuEs9xygQO6vqVft6YIed3iWyuXfWMDNBq1DOnUc1xLUUfXBkJwdOvAJBOHfKSViaEB6RyhDCWB0IuyLtTYrQg3LjBjTJ2YTf6uV6El4CTTaMIVbPJxPiHO8TgdmVO6GMS7vLILILZsypdN+Z9bUucKt/zuH1nEH3/dvK2NXBDUnPS0BLkaDEx3p7BhOKu2Xj6VYBh5I+fpY3N204WmacmLsWt6F2hdoMV8P3opomhOcU5pxHHXrsjem5T7PBGz9d9ykdI+9zhgyonDNJA082H3SP/uDSEEHg9PnNLErJEQPFfNmpgzITm6ZIGpdSXAZGUY96Qk3A8Hoz+LcI6hWrJ8Y6FN2TzLI4Z2hAKgtXgaLTi4OOYygyFiFXLEcRLHJI6j2DDhAeWg9vmg1lcYStU0SWYqDB4BqjumjVXY/TWcZo77EXFSmExiUhRxKjg6dgVF8C4yHBPOeeZ5YjiZJ3iMM/NslYVvhdDaeo9ZzQcGKpZXTogUppG7GLotfgkOc6jIHqIjTzAdIuNhJh0VmRt8zKRT5rA7kqbMOEzFw+AcCISC/5cZirbt8KGhW/Ws1xv6fo3zntPpSEqJ/WHHOJyYpoF5nogpWtZfe5K1fyqXq7fcWZU1VvalmmPz0Vr/h45PDwrLhl9uD62ZfFGTdKbjYovclQhrmXstlw0+sYuhdVNE0MIjdV6KhL/NOixTnVgwyN5D2yLrLa5J9Mlzlc2Ry+WIK6qLScXknkVYB0/vPJMYj7l3jtHDfecYvTB3Ad12tI0jxBk3DUjOSEq4ItMs2Txpc4rM7x6Y3j9Yg6cELVc26JoZVNEygFCaQM4LrglI8IyTmFgWClWG3AuvPr/iV7/5jKZ15DCS/UCM0ByF9uRJMVv2M11q8mf6ruGLz2/Ybldc3TY8+SfSfGSUA6stbFLDTXTcTI5QBPv9PFk264Rdu2LQzC5G9nGgQXgpDS9cw0ETj5rYlUzy7/Zvcad7hhzZz+MiOFeZPDWQV8z8clOumyClAlhWLizwV40OzwJIvZH1/FGwCkEwuYCtuCLQZpCDQUbKvvz9AcO6uXgdBXwrDCPoXWAt5uNwp45Oba6gqYG9zGE4HDeu5dq3dOK4dT13zoYrO6e0RZxv02948rCfR/5u95b9eKDhEj6yOYEssJ8mcr7Hi+PtacfX73/Ei8NHc0oTcfTtNX9ydYUqjO7E5AYcsBIh68xpnvnmuOMhDUYnjqORNvScnCSMAj1hk+qnOBd6b2YjJne/pWGrTZGrcBwK/n7C4VWIIuxdYHSOJ5QfUB40cVTlfVYGZ9d7cpC8QX6x+KQElCZZRT0OSg6K95GcjwwHmwNwbUBaZy5o40ico8mQRDUKq0KuTIWyIASKEN2MAm2faNfZ3n8LvhUWCh8KZT9wIeCCxzeeEEy6pwkO55RWVriphaFhfhzYfTdweBzJx0DYr/GT8PTukfvv3jFPkXE/k6J5GXhXe68O8Q3ZBZqu59XnX3B9c0sTGjbbLW3bMU0T797+yDTNPD49cH//juPpxDSPDMNghjkFksWZ5LnztqPmksRazzGiOSIU+nkZmHaiF5DzP3z8IyoFlhJacM9iReX1SrpgGtWHVJmBSieUZYNQAS0Lb3ksv6vnSsEJ6gPStFbA+kCXG1oFSRMkqefHrr1zNKHDhQbvHGNoUO+JXhnazC5kWK/g1S2ua3HzCMMBcrKgMEeDgNKMizMaI+wOhg0vcwxn2Kd+tL6CLINVqfw7eONBx8IgWHqmYvvNatPx6vU1bec5xEeOcUBna8j5pii7LmyaOpOhBO/Ybntu79a0G2VyIzkN9DJxbMH1nu0ohGhZ8CpZMy0AN0649YGjZk4xEnNhXbm2MJHOInAxZ/bT0Vyz1FRnn621Aomd4ZYzfr9oU138rH28eIaa4Vyc0WcL6dk3zhVZEBs2s8HCc4USsUBQK4b47Nc/qmRFaMR0kDqEFWZT+cxnWjyITdSvXEPvGpt18cHkOoC1KL1AdIJ2gT54Guf5wzFYhs7FfAAXlUKKpELN3Y8n7p8ecSJsQ891mbhfB89Nt0EUpkmYZzOU0Tyb9EOauR92/DjtyDiS80tGKQWGU0yfK6FMWRnLAFQWq258qRRadUWUUpjcOYg5FWZxHMUxOMc+C3uUnRbP8DJLkjBoKjsKx/98rX3BCmNSdFKLtTKTY7Ym8rrBp0BKmfE0EeeZlJRpyoXuqcQpk5NJ+TfBNuCcTfpBgRSFrA7vTZPJhyW9PGfQYr1LqTpuXsrQl8M78NIg2UP05AGmp8TwOOMmj59adBbiMbN72DOPM3k+m+FYpVDkM5xDncM1gfX2mtu7V3jv6bueEAIpJo6HA/v9nv1hx+l0YiyVwhzn88Yv5+derquUBYRVCXW+xMgINRn/BRGBXyKdLRd3ZylJK38eMWOcvNDIpAx81RdWS9hzIFhStfLORM5vtvadnxlFYByQ3LekF1fElDkdEw/HRJuUkHUxUUnOo+JR55hCIHnH6B3vOs8+eMbWM1y1pNbBqkdub6Br8HFmPa4IOZFPJ/L+gBausRZZWsQa4IZr2wXIVArYRRUFhYxZssysNpSjCjHTOrsBKevGB0e3cvRbaFoYDopOprlkHtWQcu1N1PNvpzAEWHdw1cNm0/DZbcdq4+mOe2I4cZDIpvGMBFCbZNVk92gnjmtxBM08LDxAEG+ZVFDopWGTlRHTRaqSfF15v4EaAEp/pVzWig0vqq6X17x8fhlEuPjWs3/U9XJRPpj1pOGlHXVO4dK8vnhX8zwoCbYpeczy9cpZX6DDhN7a8r1ZDRoLdumW33NFFEcEgrMg0oRAFxoahF4zKzLROSZpwHkGaWzTKnj5XN5E0cVc3ublI1GHGc2K1ufEeNyxczaZOhwHM1Qppj1o5pgmnnJkVBBRnBbpED0zsKJmRrHJ7CQOLwEBRiKHel3LGrfhPIVs67uVhiBGIHjKiaMmDiku8uhVr2qpBOst4ljuf8smrB2WxvJtp0jK5FEQr4SIKfBqJk6JVCoEW3oOSSXxzApaDKvE+gi5bMpxVKTM5cQkTHPGeaHpIXTgQ+C6C/T9iqY1z/iubUzKxtnwa57hw4+P7PzA7t2Ezo6GnjQL02Ekz0qaE955NCgxm2wI5/0b7wKb7TX9ak3b9YSmIeZEyom5TDnv9zseH+85HPYcT0fG8WRw4zwv8tsW1Mu6ETVIDRYBwAobLV26sgZ+CWxUj0+vFC6CwhKlnMMXjQ0EsiuLPEcqJdSpMR6MRlVuAeUMH9XJwYLrufKwnp1pv9Rx7iQQbzfMn/d4hQ8/PCDf3tNMiW3KbLVQBUNLaDpmEe6D6b8cG88fti33fYPbrAhfvMJv1wZHXW0hBJqceJkiKSdO796zy98RxwniYI1AVVwIxiTQiuEVyExswxaMDYPaTR/q0FRMzKex3DTe6IPeQbDmm2+EqzvP9eeOpoHhhwSPE3lKxJiYkpKy8cLFW73lSDhRula4u1I+v1Vev+z5t//iK+5uNrybv+N3f/2Oez8Rmpa7bWCFjeLnbMHravJ8NQcOKfMhjkiBKlxj9qmteq6TEnPgkCOneOKUEy3CWoRGraE8kZkpVZLNejEqjPl5A7lCPwuCJBdwkX4UEC6DATz7Zo/wQqQotJp5jcM23FEsII2cm8vR2TVyaqSETuFKAn/abHnpO3JOxDiSs0EVR51RdPEl8ECbTXtICy2z8w0rF9i0K666tfklx5l1SiQnNL7j5ALJJ7yEgs3bZh1LD+oyl0vlDaayyQLsUsalye6/eYCnD8YWypFT6Qv5shFkzUzJ4KBGlS1Kq8kCW6mcMuY0KAita2m9zVc8pMy7FEkoeye89+WVpYzMmSCOqyawcoFJM/dx4pAj4/+ftz/7kuzMsjux3/mGe69N7h4eEyKABJDIrKwqNllsUtSSmtRa+g/0pH9XT/3Qi2S3VGQVq5hZlTOGGH2y4Q7fpIfzXTMLILMIJEUZ0tI9ItzNze9whn322bskHkpiEN2yPs7KoEqI1EeFFGS2XxaIEWKvVe0gCVvlV0w7YZrTJTBbfc7SOZLBRj2XpeS6vFXHxfWHj6Ew7GOtmgriFZZuVh63SHRLuHzccfnoCu8tq7WnXVhM4Sg02O8m/vEfv2TcB1xe0aYrurLi0B/Yv98Sx0jsRxrvsbWrjtnUol73w71vefr8BU+fvwCobnKBGAL7h3vGYeSw3/L27df0hz1TDBym4eS5UD2nnTGqNq2vcmS8prrTAur+OMdYqdc6Z6jL9338APhIvvMnjekqbyFSTmyRs57/uMtwXil89+U4JpvjAFtfa+4SNGAIpXHkiyUJYbw/sLPgTKkqjhWvNRZrPVlgNLpJu7eG+8Zy21h859lsVsjFBnyDrFaIc5iSaXOi5EQ69BjXIDFB1q6jmLqxXdtq5oQAfDAgr4Fvbt8MeqPnmMiiOx/qy2s1KfiCbQTfGZoFOC8YN3cnqVYDs6xDTaDo0NmQcRY6D4u2cLFwPFuveHqxISwXJAuDZEZXCK1KMpTZqKKon8AqKde6mfdP5q7NapXpi6VFmUTzlqTAURJ6ToqzyZDUL1D63YcG99+5ms4uh/IHv+LbmeJUtbe1S/B8qHSa+FaHwIfzDFtv/Bbh0nge24ZAZE8gFGGal8VKZpYpT6jKlure63l1Yqq2jFUpBZS11BatwoNYijiaqueVa2eUmCu6WWVUH3PiTGcBXD1364A4JkK1e9yRONSEOov+6XE5daezKc8xt8q8J5IRjC7UGf2KLLpvEChQva8FMEXnaU5cZX4JU4FdzuxTJKC07CS18zm/rwvfxbJrQijUgCbz8a36TiZjUqnFiXZjRmY4Bk0MhdolaBKYDerhZFCTUjVZAootMBXEKvvOIxibEbE0TYv3hqbxNK76Mmel2uc48XC7Z3vXs/aGtr3GGQ9JiEMgDJNCXkcFab03j9e0gDGOxWLJxeUlORd2uz0hjoQQOBwO9PsDh8OW/X5Hf9gRc9YN5JKJKROjEpkFqoeNJtW5I59/9+94Mc+J+axr+b6PH94pzB9r9a9QSQ3hNQiUerKkBvNU5tvo9I6P26k1vcxcdDWqV4ywnuYPqsuMEESrhn7ZYa4vsCFhDhH66jFlHRhhFHhtM3emMDWG/cJTVh1l0ZKMVSGwAq7Mw2KVBMdYYrNgsVzhjCX3hSEOHOu6Y3U78/M5DlzPefCpQktzQJqXhyiQUiYX4fnTR3z2F89ZrBuuXrRcXndAxnU7kvVkK7iFZXmRKNmQl56cHIu24cWTay43a1Y+8mQ50MZAN2aW+4mVHbkuhc8eL9i5yJOra66fvaBpGmKJhKKLPcPve7rfD5Qx8SS3fBqqhEURbkJgIrNNE/usmlArY3DiVV4hz7/fScE1o4tRlD8wczh7/LG//4PJ4OzSma8DK1WPB62U1e5Db57Zlc+W07byLGXR1ERwKZalWExWnvtUEocSGUWDvrFN1ftR68mjVhYWJ+ptbCrEY8XijQ5mxWSyTZVtIjiBzjquuw0vKIQ0sRtUodcCTZkT7aklmu1LCzNrSuoug84AMnVbeA6kpUrHl/l4VHMcOSVL3X+c7zU9Vir3PNXkVFiapnZ8Qp9jTfwZJxlLIueBQ9RkucuBscRKtsjYeizIRQUy6/7WcW5yPLVyPMUB7TILdT5WC0srBTNXwqbUf8tVaPPsyhGO99+HA0k5yTwIiANxBWOFZuXwS0fXqYXwNEyUaGmMwyZDiZl0mCghMR0Ka3tFu9rgZanqVpWiar0nJ4hESqrMKis4r0Xp5eaai9Ua3zRcrC+xxVBSII0D02GvyT30lDxACSrG5x3kTKqKpwp/qYmYWmoqMqH7XFXcXQrU5dj5qef8/Ib5Yb3CD2Afzd7KHCtik1WjvGRlDR2Xj+Yt2VoVzW/wg/dXq9IjPp5RHFus+hpXvZlSB6vz1yQMg7Eka4mXawbnsbEw7QLDLlJyYRcn+hgZJPONLdyahGk93WWH32xITUuw6jbmitBkrQ68tbS+EvNWG8rVI8I4kiSxG7Yq/Ccz9KUVV6km7FopV+G+Um0/OQXKuteIQUgJQk6Ig0+/eMH/4//5f+P62QXb6YH78Z5hHGne7In+hpgt7YXBdqZWdwuMaXn86BH/y7/51/z088+Zbt9w/1/+I8Pbr1n3mcv3A1eD4HNm8emGEBsWX/yUzb/8n7HrNX3Zs2dHHCfi//olafqSZhf4PK+5HBuGnPkqjXwVRiYSd7nnkAPeGB45T2MadVNLQT2TqcFr7ubmpADzLfvBo3CCGL6LF323Z5j/SSvXuUupBi+cvAJKPcotpnaO+QitULRz6Yzhuet4YVv19I6BQxoYpHBHZpBCYzwr3+KNYSmWC7F4qZLoJWuXYUxlmRUasXSmVQOqolV2EXXaawXWzvOj9VPs4pKbccvP48hdGrRLq0WJ/o56rQcRhWJQ+GsoQkK9Nvp6RM+F/oRytMXsqF7KVLvMmlACSm+ev16AkAOxlIqjWy5dx0ThmzzyTRwplGqio13SbYq4JGdFkAYgW/R8xFKOfiFZIKfK8DazSZe+l1gjQsycYDQDYmpSiMdwg8wnHE0MQNU+4sRSdHpxmDoHE0EZRXVz2TWCa/Tf27XFryy+cZAj/bYnWI8LLdIYQp/YvT0w7gYWfsX16iPaxYIwZcZDVgc5UWmKIo7ARJk0KVgPjVUNqs8+/5zPPvkCI4YUJlKKpJCJ+z39ww0xTsTxgRQHKBHnDLltkZQoRo4+CbPCgPonVD9647DOK6pSN6jVYEjnDbOXCzXhHmPt93z8gE7hw080S0mllHzrRq4JQZAzlmHtY85wrjlDyNlrzsDLd3qe2vsrPFCrAO8oC8GmTJMsPkVKSuxGNUAfEO4t3JuCd2C9wXlHcVZ50JyjWXI03FFamlON81JUg+l8pvLB8Thhmac1mFPXcKr/OEotg55syYXlsuWjj5/w9KMrXt8Z+puRWIpqPomlmILxjkYsIhZvG5xtWV8sefr8CR//6CV7n5n+sSNmcBHclPA20ubCxcISs6e5XtG9eIy52BClw+Ep/Yi7fo9tDW4SVtaSjceVhJSRIauo2pQToSS9+UVYGFVSlVQx5HIK9KVWpKff+4/3BH/qY4ZHZslsrahrxVnP0Mx0O2cYzd/TiVFmVY61Wo5E0blDoMIxRvnqVgzeOLXzzPkop6FeMXMXq5v3Vkqt7OQo/GsqBLJ0LRvr6NNEMabOX5SlcwzURY9hLuWoYhqRSusV7RTOjoE9+3z+/c6d0uYuAWYIbd4s0vNSKOj0VreNmupel6E6z5WjCZFBE++3odFZcffoolhO18FxhJjPx0Lzb1uHpMf7r5zg17MF8g900o6ChbWALFWApCYV3TtQqMlYOSUFL3gvGKtaSW1bEwaQYsIUSwqVIjwWpn1i3EWaJTSbjmWzYsiBIAOJaupkrA7Ija0ZTTsRsYL3nuVyxeXFFSActg8MISrZJAZSmHTJLSmFtJAqSUnh2hmOminu8/6Bzpb1gKjAnhapuR74cyOy7+JI/wOSwvxGtZg5UTKN0cpwtufUNV2rz9r2fNC+zIlg5vDKPFg21dVLjjTX+cDMB8HMzwofFWcJosspFkN2jpwTu6GwG1VOOIvBoDTWIkJKCRE11kasYqopIyYjWTnoFqHtllw8ekwME/tpQO5uIGbEOr0QcqmSFXMyKLofUTuEKNWFS86CY72j9BAqyb7M21cOxhR42B/Y9z1jKpimw4h2OaYoMdSJLuJhA3cP7/nq1e+Zbt6yDz2jKezDyLvbO9g6DnHP7XBHILB4f8vm7hZbErnN5K7RCmQqxP5AOkyYUGhr1fFEHMXCUBwWNY0REfYpMVTF0oeS1Z+h/oYzA2juDGdZiz8pLZzVEPNjDkJHjSNUxplSapfCkYpXRyZqOYomggZhiaXNBZPikcSAFBoRrsSxFvWsbrKqmQYS7xm1OECHxBYYJREksrQNz+URuXWKq8eARIcy8hyIwwpcoiqqoahRUVWuYZTZM7my1AoEEULRLvNQCg/MsGSpDoMqybGox2NR/2wRlmeby6Dbx6FkpirF7lH6rnqDFFZop1IwxJkocbbhNe9wnNMb5/eqkJXerMcCyEjd8J9nYPNsZGYenharrKPOCQTbSK3+9e/MMbjPBBQt6PTPYFyFkkxR0br6mjOUJBaMS2B0Vudb3UW4vN5wcaXqqdYsMLnBZEuMhV4mSLDq1qzcktViw8XmgkW3wtlIiR3BZtKwY1c5ZM4ZFgsPCJdX11xeXeOdY7O4YL8/kFNke/+O/e5eF+2mA7kkYlZv52FMxJRIMR+7A0VU5hmrHthUJSsqenT0uM/fgebroZjhs+P9lPm+jx+QFCp8lBUkysfMrsHdmIK1deM2W0px2urUklHmK2GmnRp7tPOcA/0p4J8lEeqNbo0+zayJZIiNEGv1ELvCYaPr3bs9HAZtWVNKuJwx1mkbHZUt7mIERB2JklLXjK12nmJZLjes1htSTtwPB+Tta+13Xau+qaZUT4cZMjmjQhpNCoqvH5scjtrsNVkgRYdgXihO6GPg/cOW/WFgiAVpFzgP3rU41+jgMKr9IDbw9vYbUuop+wfScCBL4WEa+Xp/YJ8z29jzbrxnLJHNoydcv3mDDyOLyxWr5gKwxKkwbnek3YgZLMtsaQp8LI4r27ArkVzpflPJ3KfAEHX5aSsnH+QZy9ZgnY/V6/RBYJ/Pafngw/d7yHFwOltDtkXhmVKr6ZkaLJUdVKoqqwCrCgMtEBY540pQVltRlkiLY4PD4kgFQoJMZp8n7lJPKEoLnLuNLQN78Wxcy4/kI9JClYPTFMlG7RatabDG4cXy2DdsjCOWxMKpYVRBF+yK6O/lancdCkw1KWyBm5pcO9GnAxZFheocCqO1okuiXXF4VMZ6hMoMg57EPAHo0K9doF7Lvt5k0dhK1ZXj+RFR0cS5k5nPq63JSWqk0uCvewm5Mr3mAXkuZ2QDgxZgAr4RfKdFoV8YfCtV5fQED3lfZbGdY7FcKuwDlLq5WEokZ6XmppwJsXprm0Q2CQz4haNZWJrG8vijaz569oKSDcMDTHsoqTAOiX4a6RrPk4tLll3Lol1xfXlN2ywYvC60hrEw9RYRNc513uK8wznPT37y5/zZT/8CEeHN19/w7tVrpqnn9v3XPDy8JedMzCpsElPk0Ef2+1DjqQ6UZ50ngWOxjGhSmGO/VPMcEJ0nzH8/3ylzp1v/YlZq/r6PHw4ffasNOS1RnFgrtYf77ksch9UnqOj4n5yqm9Mo7PQzP/CBnr9ChGJnSAkwylOOwZKSSuqWgHKaTa3qq2ppzrl+Pg9o8nHZkaJJyDYOyQnbtFjfYH1DNqr5Uk4bGMfKmNO3n+CUs19EMe/qGFUX2ZyzKg9iNOtPMTHF6olsnVZjzuG88smdSdis6pAhjBz6HYwDUpTOF1LiME7YmNjFke00MZWEGSYW00gcB8zY4IdEmTJhisQQSTFWTSvBFFM9eg2pcvgbjFqOFjUG0k5IWSdHz2PRwDbrCJ0za84/+6cf36p4mCGH+Xo5q1Q5QSSnMkLOPqdCSlLZRvp76dA5q5SJAFXauBWDw6iIXu2ES8mEnJiODny6GzGQGIvgs2WqHtqghcG8DzFfB1kEbyxiHY11ylqq9NTEOYSiz/QHnvM9PScl9weetshRsHLuXjNyZIHlekTmwfLsSDd7L6vxUjkSR87f0/kx/fbH41n7IEbMx+/Dkyn1n7XQE6xVWMc58F6qC5p2AqZCP9YaZQh1hsa7o9YYgvoJZP19TaoukKWQqnkOZl7+NFhv8N7TNC0lGYKkuoehS0AlFTVNcp62afFek7qpS4BasKogHRXOtbbB2gbvG1bLNZvNJRR4b94QQiBME1OYCEET12yWlIou4aVUjp2VYm9nhxDhLGSehVQ5xdDzOCvf+kTk7AR8/wrs+y+vzTcJdc261NutzJu2mguMFIo1uglYKo+yDseMaHA+dgd1R8GY05/nv5uPwvx91uqCiK3Wh6ZUalmt1o2r4bkUFkUQ36hk9DAyhcqgrxlXsqGkRDGRHANxGpHqqzuJDrFN1s3VTGF1ccWnP/4p02HP3a7n/ps3JEQrlGxOdDBOGOD56fkwPxYeP73mxY8/YXWx4s/+8qesr67xiyXZOA4hcgiBYhztYgVFaHxL4z2t8zy/2PBotSKEwP3tHa9v3+FzYtO1NM0j7u737N5tkV3PmAO7mEgUnjzsybevadOO3/32K/bbQuoj8a9/R7wfkCGxSJbOWQ2WKdGkxILE4xyREpUC6Tw74+lLIqWAKZkrY/nEqkRETGr7mUvB5sJQMrHUynFO9uU4Avunr7lv/dnUpGOpQ9a6omuOjAuOFa05S1Ze4FIsz8Ur9FYSu5JoreW6vWDpPDll0pgoqbqdiXZ9iyJsxBE4uXGJaJdCNsRS+GZ7w99880ucqJAEJIwYWmlw4vCu4WJ5ReeXtAmedhcMKbCPIzfjnrEEEqfpx4QqyiY0YF+JdukLMl3RTfQ1sGJmGkllXMkxgUSUqRRqamgptMAG4RpDJ/BEHE+lwYklWc/OWhKqF2bnhbNC7S9O0NV8dmaGIZzgJUROxVAN/mooI3UALJga/H0HfqEbzc1CF8tEwPgq0SCAiWSjMN4hFMY86GtqW6UdvlNTL9cZWudq5vZgFWd3zUKfxkNs2d4kSi6EXSENYMSyXnT4laVxns6vsdISJ8f7d8oO6g+J7c2oA+dxpFssaNqO60dPePL0I7xvWC42bHc7Ygjc3L7n5uaN3iPGcHH5iBAD9w8P7A89UwhMKRBJyEzVqnFSavdLUee5+U6w1ur1fi7XUcUfqQW5fIi9/0nQ7fdOCnPlpFxiHUxVc2YoFeezlYZs55mCUEhUXa6z5TSlfpq6sGatPUsU1Xy7/qKg0JWzDgo4YxXiKYIVHcBqj6s2ehnAtbisS1/YHfSq0aO4XcJko0MeUd5yGAdKTDonQL1VtfLW97e+uubi8TWh7/nN63fs219CKaToKHFGh/OHnOxySginblxv+2fPH/N/+Xf/mqcfPeGTv/iIzfVj/MKRrGc/BXZTIJuWbrlCxNB5T+M8m+WCn33xBV+8fMHN7Q3/23/493zz7hXLpsFfPcJ1HQ9T4avdxO7dw7EdFYGP7/bY99/QDg2//rsbfvH/ece0j2y2mc1DwRfhsXdcOY/PhcuUWOeMKZFneWKVA3tnoOm4d45tCqo8mQpPreWfNR1XYtmmyG1Up7ScEg+hSk0UFVLTEPUnXKyiQcqJ1MRQ9BzV7mEeOM9dREEHxloNC4/E8VJaMpn7EtiWCWsWPFlf8tHignEYuI33DGHU15LCzBAv4khSdCvPqqBMmzQBRQq/v3vL3f2NEhXaBuN1QL2UhlYcG7/gJ9mxWFgWqfB8cYlxjnf9A9sw6PCZuvuCMJbCWI9RI461qC95UwK+zjbWKGxkqBVsTSoz42v2LghkPMoicsCVCE8xLBCeGcdHtsMZw2QdN84RS8Zbg43CPIxOuSaEuVMv1IBT6qk5687OqyDRk+acUTczI9jG4FuNF7bLuDbrAHihqqmYgsxZv6hqaa7XzzSNKu/i9BowVokhjXfKLFoYVhuPrT4LtspfGHOBNReQLWnouHurtCiZFOdtG8flZsPFaokRizMdRhxDn7h73zMMmfEwsr07EEOi61pW6xVN0/D5j7/gL//yn+N9y+tXb3n1zVsO/Z73797w9u0rjMCjRxdsLp7Q9z3v7x7Y7ntijIwp1qSgsyohH1GRuQvKOc1DSI2BVNXTMvP6CsfAY+To13za7Zo/fv/HD1hem1/2BO/MtdkHi1vHtKUfy1lQnLPZ6do5Yx4dD8b8DeXs62pCOZ83zLjb2fdI7RqUbarMJ1NnF7lqm5dji6YX3WyKUUSX1krOZFFTGsm5Mn6Uwia5qNersx/4Rxx3M84P1bfQkhlaExHatuHyasOj60sWqwVH5dS5zS+gzkwOoVqU1jlK4z1t2+AbTxG12ovZqaSDMUyIzhPSaTVeRDhMif1hJJDYPhy4v90x7SMyOWy2NFj6Uugq/HFcsBJorCEbS/GO9bKjNA1lGmjTSMiRTgxr69gYR6ZwqGutTVaefipnG83Hs/rDa5g58JzDRnN39h1oo+Lh5yylma1jZJ6DKYzjRIesR0hKPnw9+0GQmxk85XiZxhw55KACkbZgpaiHSNW8b41uyZMTplThPdfQWn+8ZmcIVOEmmDm7Ft2PUGE+qQuaFS6a39LZb36EpJi7Me2i1Ge5KsCKzhVaqoignGS/v32s58c5LArn0eB0To7vo5z9Q32DcpIBUuZQLSKNIjHHjyLUpFChv3JiMB41zeZWcBa/ml/DKUzkrMFae0oKOEx1h4tZyLWdMkWL21m204h+Xqr/SYowhcw0JcKZGJ9znsViSdu2dIsFvmnw1RRpnEamcVRCC+WEenBiXKWk848yV/uzGOS3rvVz6PkcSvpjt88cU+ck8sOBI31876QwX7zywf+fblFtXWqVZvTsl5KRbJg5ZjPDSCtwW7G6OkT+Tqeg+v4FEKODJkHAG6LTYZa3OnCRquFiRDXL9WJTqGlyE9Fpu2hJFJPVsi5n3VsVQ4oRKRDFEuyETTrE0o4n18GNpaSC8w2rzYbJGoa8p59UsmAspQqN1XuizH2BPqxzdMsW5yzPXjzlpz/7nJefviAsIm8fbgkE7g8HsB7XFKxbYspKc1cIxHFkFHjY3vHuvuF+90DMGesbkhhuh5F9KtwPA+9J7KpVo60aVOl9z/Y/v8V4w+1XPQ/7TJ60skgrhy+GlDNjHFQdVNS8w7mGy8sNTxeOcrnmZz/9BB5f8dXXr/mP/8d/4vWb93zeLfjpxSOuXcObcYccEvsU6FF/4CEX9qg7F1ADag1ilYd9uny/lU2P/6Q00xbl4Svfo3avhSMff16pNkBXhAs0kKYS2TJijeGyW/HEXdIghGHi7XCj8FEuWOsIdSg7ocq/Iu6oNClRz2qLYWFMnUskkiTV/8kTKUZ87W5bL9o0p5E8HWgl89FizYUsKWT+YeuIQSGjg6hJT4thWeccGxyXVfrdS8bNgmeU430VRY6D3akkYp1/tBQ6YI3wXBwL4EosH4l6a2yMynSI6LnfhshDSeqVnE8zgdnCo9TrW6gLn3rn47F41MjK1MgpFowp1fKjSmELFDXcAAvGg2116cs2YFu912ffZBFRQ/tKcjmJaBbEKmvMOLCN3vNN2+KaJdZaTHHVVNkQY0uJNbkEkMocXHQdrekwGEJfuOsHvTpLgGIIAYahEBK03ZJHF49x1vH02RM+/fQTuq5jGgNfffUlMUS++foV33z9DTFE2tby+RefklJivzvw5vUtwziw3w+EMLPekkJf83JaOU0nS9FixDqd0MUcCdXDWh0Y5zLrvHiu8FHmqImkf19OCeV7PL5/Upi1SwrHKgaZMf06D6gnnlI5ZQUwmeo+f0oIMkNHpzmCqhSa47PkQpFct/kMru4KiLOEOehbZTFZEZxYnLj6c/SABiyDG/E21rVwxf+VBFQoKVLEkJMOdo0Y4uTIVoe2ONVTN2KwJlPinBTWWAtlcBwOav4z5ZOz16kqLsdCwFnLarWk7VqeP3/KT372OT/68Sf87v5rvnz3K3bjnvv+gFiH80IjSxpZQSr04YFhGJlK5mF3z/t7y263V+8D15AQboeJMk5sh54bEgdbVM4hKc/89qbnN+8G7UIGkL4mi6UhLB22CKFPHKaJBYaltHTWsVy0PH/+hOvHG1YfPeGjf/dXXHz2gp//zc/Z/vb3tDf3fN4u+MnmEY/bju4g9HlHFxOHYrichKZ2Hvsyb6+e2sdSvg0l/YG6pl5vRqheB+qOdiychOp/fNZpoYtcG7SiziXyQGEpDc+6FY8XG9IUGB7uOAwDxhha22CsBqCAMqy0wNFrSmLGJr2JWyssrA7/Y4ZArmylxJAznfNszJLiazeZJ/J0oPGOF6sVqfHs0oCzSmUdgDuTicATsayMp8VwXSyPiwoTOjK2gm89iQGOmmDB6OB/TOlIPV2jlN1HGD7Gsanih8+MpxWhMZ7WOF26zJFtHNnWpDCzVbRzqddKvZ7nuYJ2LIJHrTpHMqaW4XNnMG+31RCgoplWtLr3BtMYvZdbwVaIyXce5x3WWRWs83VRS1ebySRSUQslTAIfQbSLd+0CKw5iA1ML2ZB6IfRAUa8LYwrWCMt2waq9IIfMcNezPwyq15dN3bWx5NJQsGxWS168+JjVYslnn3/KP//nf0HXdfzt3/wX/vf/+L+zfdjx9s0b3r56gzHCJy+e8dHzTxmHkf/697/izZtbpjCx349VukKp8cakqgoxz2fLcclQC2SF1nMoQKzzy/zBbTL7ZJyMztQOtyQtaN2RJvb9Hj9cOnt+7fLBB85hJGQu2CpOKqch1OnrTlDQH/pv9lo4ZUAdbh+HffW/GU/94PVEjp2HNbqLUCRXn9Oz+r1wYh7VgbF+LlW4RyP6uc9yqT6pmVoFOTlKdh+XuPLcuH94zGY8HQPWWfVQlsIYJoZpUkltjG52zjCdAe89smiVeUFmnAamMB39WrVbnPWR6s8WOf4KpUCMhTEqw8pGU5ewdAM71L2TUEo12ykEo8/swHeexapjsWpZdo5la+m8aueYolVrFg2KWLCttu8mKl488+/Pr6G5y/1AKPG/eenJcdg5wxWmHvN5jjD3DzPs02COC23Hc1ITtXbhp78/CtJR2SHoOm45ncCjtMTxdY53wVmzXtd6TX0PVtBhYk5IMcfFugbDwnoWriEUnd8IujDmxdBUtlRbBEc5LollamL9Az/9xE4qxwSqVNYKG4mhqa9vj8m5LspVob55U3k+6t+GjeQ7P1M+WGCbIW6pQIKcwUfffiqMJKqzVZ/WGay3dTagrCFt/2aY2swAHtSFMTGqSEpWNVpJpu5LGSin+GNqPFCLYL3PS9Z5Y5pivR5qEWIMvmkR41kulqzXK1bLFW3bUoqQUiGESN8PDH1PTqlqmun3p1R3EJLuRaVq0akuafPVevrvdJXP0N854xLm/bBZhPMYx0SOiWFmnX333vn+INIPgI/0Y5kDKZyyFopcWquORRlHzgofGWPIddFCzSHmDkEDtl4YclxQmZ9k9VcuKHTjnScbi7eexignvDUeL9r+GuvAqKiBPR5IrQasWFKM9EnFqM4xt5yTmmMbHfLMwxxSQIKDlCqbA/I4st/vuH24ZZx6gk+4Ry3kggyZEgolFdKgyyhAxT6FmBPbwwEbJrbDgbGMTDKxHfa8ev+O+/2O3X7EGIdzFiKkFPDW8vEnT7m+WJFzZLt9zzdvv2IcAiEMeHskeKkmvhEa54m+IY+JMCSV+M2F6hlUB1tVRmFSTSOLIMUgTm+qe59pbMBcdFx8dsmnP/4Iv+5YmT12+w2yf08cejUGGff8fnjHffHs24R91LGQBve2J9f1/sxJ2M3k2bf4w0HYH80NNQoZUXmJTqDLmS5nfFHapQ6xIYkhYlVmQiwLozeELypTQc6Mfc82asdoncetnSrjpqDzgRLZZu3MjDVYtEst1cBHdZ+EpnYnpS60CYVF0aS6KIULI1xYwxrwJeh8JyZMbykhcl0Mf3H5jMfLDV8PO/LuPYcUuMby3LYsMFylwjV1kC4C1hJLYYDjDKrUqtBCHSgLCxGeYFiKspc+cZaVWDrjWBuVwM7Gk6zXPYYi7EpiXxJFYGEcCV0A7csM+1E7hg9nCA2WDkdH1EQmhaRDELIF04DrFPdvOt1JME5olpZmaTHO0K48zcKrPtHC4RuNA67RobHGGIWmvBVs0+jg2noa12LEMhwyhwcltthisUWJts542pXKJjbO42wV9xsyh/2WNCYON3um3Yh1DYvlJb7pWG2uePbyMxarCx49uuSTT16wWC7oD4H/+ve/YZoCv/yHX/LV775hHAY26wU/+fFnQGG72/HLX/+WcRy5uXvHlPakrAa1WvRBrrFrvsZnnTeEqmclx6Vh4EijnxXXpM5RjTFKdY2BOEthUKgrDn8Ukf1jjz9B5qJWvHNgzadtQg3MMKuKagQoR/GmE2RUh6fWVLxeTo5rMgtZqaGMkj4UPiq50FhHKw4jBi8OVzHRYqxaddbuwWAwklm0Hd56pmkk9D1hJoXPFNusWVxMxhirZtciSEwUExBjT5pG08ih33O/fyDEgbhM2HVDyQV8Ig+ZHPWZ4lyEacKLOTMNA0zCYeyZSiAS2Y0H3t3ecbvbUrJRXRMBIuQUEGd4/vwxf/bFJ/T9nv/8t+95c/OGFBIhJKyROr9QL2hX5y/eecIAw5BIU9VPmSGBWsEVCjGoF61BcL7FeUs2wrYpND6xXsPq5ZoXXzzRAaDpYX9A+jvSNBBCZBt6vpngXix202GfL2m8waZMudWluozShTOCTaKc8lIwWciz+wv/xFBMNAB7YxT6KNBQaFB5AlsrvFCXKYsITa1A9TpVCRQpmXEc2E8Jbx3r5ZKm8QxhYugn+hLoc2CfJkJJOBytaEeTsqqnCtBmQ0CTm5EqCId2Tp7CMhfWImysYVHApagOfjEjg0Vs4koMX6yveUKmeXjHm8MDNkauxPLYeJZiuSyRqxQxQBIhiWUqCg3OJvClQjYO9SxfCKwQXophI8LGGJ5by9JYXC2sRAyjOKZqxTpGOJA4VFZLZ4yaFKWTtMa8TW6ZjaP0xveiSaGtm+FeBKldJhXzd60mBdfphrF6G1j8QtlC7bKlXbaVRSS4tm4y22pSz6xQW7DeslgpvNSaFUt3hRXPzXjg4XDPNCa8MXjrMWJp2gWLboE1mhQa58gxc9gdGO4H4hQZ7jUptN0S3z5iIS2Plpf8+Eef8+jxUy6vL3j5yXParuUffv5b/uY//4q72we+/vL3vPr6LTlHri83fPrJx6Sc+Lu//6/87vdfMU0qjR1TT8qqfztrOOkMdF5jTPNlfkoMR/SjPmbEonZ2OnPRQpusx2YecBvKkTBx6im/3+NPcl47tZInlR/hhBWfNpK/1bScvTv51hv+Nnw04/H6ApVZZFTr/1wi4wPm0XFp7ggu6QzDFr24rNXEVQrHsvm8Lz62Z/qDj9oyc+Yt5biVGHOiWJDGKFNpUhOP2XlpfuvzOXaNp7tY4RrPcr0BNFHkokOgOh86CoqVav+ZEqQcSCWSsrJYclI57SN8UVClxqwVI0l1lepMkmNDN7f11O3Z+uZSfQ8pqxuXFOhT5mCgz5lsEsZr4NHdjEQpA6bNuJXg1g531eI7j3+ypH12CY1hPQnrXUCGQN9P+H4i57pjkM4O/PkV+0ezglZGJ+bNSQH0dM3IEcrQ4z9fZILHKRlBmwX6nMjWsBKpHaup8wi9onW5TK/pPwSZMP80QQuQGbwSg0G9HXJKxDipNWyBOt3AlIjJ4G1hIYZkhJV1XNiGYjML8XhOEF/dbVT3uFJ0i7+cIJ4GlaZoQDe2RVgiLMSwqJCRNwZnpKoByBGSLdVQPolhKqXKhqt0dypzVaoPc/b717pCYcAKBc4GO38MqpAa6FS47gwZsDP55Nwr+QSOZWYhPD3L1hqMOKxYKIY01Z8fBYN6ZVvj1OvF2Or5opATSTd8c0jEIRKGQApJ1U/F4JxnuVqx3lyw3mxYLZcslguMGPb7nmGceHjYsd/tOOz35JTpupaSdb7UDz0pqSd3SklZRvUaP4e4zy7N08GBo8zFDE+WOiA7LdmWWjCb42sdyRr/rcLqez6+/57CvA/5wYS8kEpEtfihcV4vtDRRxFaJBx186C+uF4z6AMxa73UAzYxJ6hSeDCVqEIbahQDGeoxttBuwDTLT+pzTJ5wlBl2CMcmoYuVyhRhLDonQD6RQMfxcGU8JQsykkmhNqTr9uv1pSyKVpNLHU08sE67z2OsOUsYXiDkAQrGntf5So/KTp0/5l//Xf8PjZ0/54i9/BG7Bwy4QE3Rdwyp3DIdCf9BNxzBsCf2OGDy39x1v3xvGceSw3xMmXWrJR4GfTOoDMSTSbiIfIuWQYNTheJnzX42/nYGropu9h1Lo6wxkSokpKI00TJk7W2DVsOcOmvfkFBj3D6QwkOSW1aeRq4XnybNLPvrpj9hslqxfPObqixeYztN98xr7u6/Y7gd++XdvSP/lNdMQiVu1UySjVo11yUCSts16vc0JW44DAIewKIYVRl3X6u6uYqqKMVvqfAfhIDAY7S6e2TVP3JIhRb483PN+PHBRYO0sl02HrXz4UHTxbO07PbRArFd/qe8M0a63MR6L4FPGZeWZz6s7TqA/PPBuPHDhGh53l+AXGNSzwxbhwnheuI7BOqRdMy2es3MTXc4sk3YfTgRpLYVMnyL3KR49EbqiyWeBVbqpCFfWsDCaFJ6LZY3QWsPSOpX7FoszKjJkfEdpV2raE/e8L4mHHBjKbE5UmIr6aGjRd4KNZpkRL0K2mUkSSZQRNLNdMsoxMTVukDWgN63DeqFdNDRdg3EG3zS6tT/ry9Ut31j9RJwztK3DeYuXhk5W2OwJB+H2biJPgZyFhd2wWAjOtTRNp4G+LuiRIewDY5+IU2T75p793U5RB9vSLlZcXT/hp3/xl3z08kesLy54/sknLNdr3r694T/8+//Mbnvg7Zt3fPnbLxnHkWXn+LMvPkeksD888F9/8QtCCLy/uSGmoBC6tTjf6OJsSmpcdEwSCj+eF6SlFqGlFEIIOhMMkZxm4o3FNw0icvJcKCqUMc9vZ5e2HzBfPj7+hI3mUwWWKcSqsuhFN+6MsQRjawNTOEv5zBO+eZRz5I1TK4iaEDQxcKp8a8bXQZHTp1TfBeOUlWAdYt1xQI1oQBZTKW8i+E4vkmgCqZ9t7nTqL5UPnbIaqzRFZQBmjRdTMqZu8Q5pIjKxaDz+wkPM2EPEDpGc5KTAyryjCKurS/7yr/6Kz37yYzaPOzANhyGSMjSNp8ue2CdyVNvOMPYM4y0pO7b7C+62C8IY1Mg7ltoZ1KOaIY+JNARyHylDooyp2nnyHZcbX2BVKv8+q6NbKoU+Zca6WzvZxINJrMeBoewR/0DJA3F6x3TYk+lpnyXWK8fFJyuu/8VzLq4uefTJR3z0sx9jFy35zSXD156H7Z5DCrz5/Q2DFA59VL52zVJH7ZbKlNLK/KzerMWVAdqiHPumaEU+XzdVJrOeSw1IvcBkCsYaNu2al+0V92HkV+OWN2Ui4khGabcmTmTRYaszjoVrMGIYS2KX9eaeJdMVChWc9eqzUDI+VzKyyRRbKkx1IOSE8R3RdeAbpc/mSaVA3IJiFgTryH7B0D5ibyJx6glxR8kJ63UDOGMYKWxzqsNu3VJ26IbyutJCL43VpCDCUyxLkaMRkKnsFNUcs4jzlLYjIwwHywOJ+5yY+JBJN88Q5hpEO01lHVmEbArRqGQ45KPmzvkOD2XeG9I5gfMG1zh8o9pG1juMs7rHUHWNoJByIpaMOIdtDE3ncNnjU4ctDdOQ2L2bmPpMt+hYrpdYZ/He41uvgTc5iMponA6R8WYkToH9+z27u63Srh91+EXHanPJx59+xuc/+TPahTqzNV3DN9+85ed//2tevXrLYb9jd3dDzpn1jz7i45fPMVb4+S/u+e3vf880TcTq4DgrQFjvIEqNY4otz+KfBSjmJLVz3MvImRhqwI9Kq2e+9o5U1UBMiVlmm7P492E++P7Z4b8TPvrw44esom/d2FSYhxM76EM9I05/zwwJcIapnbGNjs9TC3X6KmqgkbrApCbcWHDOVXWuohdgMEe1Qc2uVD5pObISyqzEWL/GOME12r5uli0X6wUpZGwb8T4yJhicIdjTIDWjP3uzXnN1cYlrCuM0MJbCoT8wjRPTFFSWo24gt43HmSXOWUrK7Lc7whQZh4kUknYKQTuBMEbGYSQMgWmcSDGddRLzuVFqmkFlHxrRrWBPwaNVYLKFbLTSs7Oiqy0ESQw1GAVjic6TbCCJUSXYVHAh4aeI2Q/km3uka7DDwNIbUudZLxs26w6XDXk7ECR9AH/NGM134MZv/VET9DkSOWv5nOAjwWgerIysJJmYE1NKhBpkVLC4OpHN7mblZFai184J7Y2i85pOWlUjNc3RZ1ukVNpm1baqRYbh2OScKkPK6VmU4lok0RRYOA8YxhIhuqpKn5mSrqOZUuhq2nQiWKNJYVUMS4TGCEsjdFboMPo1KH6PiLoHitX5m6jCcF8yPVoU2KJyGbOw4/ljFj1sgQZDi6UT/RlJYDSZIIVcdxJwlZVez2HWjcwKjxpKMSflUze7qs1dmHpRZNTdTorCeZIsZTLkbAhB7SfTpNi8swZnHc5WrSKUxilQPZ0LJRbSmIljJMWMdw2r1Yamabl+/ITNxRXXjx+zXK7wvoEibHcH5NCz3e4JIZCTJr2m8ZVJlNkf9ojAOI5HpVOQ4wBYZnuBGreMMac4dby4TwykuQCfYyozDH6EmDRhULuMOc7Mt9JxcW3GPY//8P0e379TYA70HAHWImfSyDJTQM1xY/Qohl4n6RZTtydPm6SzgN6cEKzMXFvdCtUfaqpuueBMHS4bOW4rn+YYhXmFuhxfV5koxWW8eHJMTH4gj5GpgqGmdiaS0UGgQDGJ5NQI1mD1whXolp714wXWZf78R0/48RePCWPkVXjDTRS2PiKHAhFCzuxrgF4tl3zx6af8Tz/7M97sv+HX73/Bbnrg9fYtb2/eM4SJMlqkWLwVLq+uuFg/ppTE9n7Hr//hV8Qpsb0bGXYTKWamw0icFBfdvj8w9YEwRPr9RJwSMXBcAGwsdI12PpcFLuuwck6ESaBbZcKqgiS54pTLwpaJt1Ov1L1uRXFLDqPjUO44hIF0iCze7dgMBXu75/DbbxBn8M9bXnzS8ahbcnh5zfCTgf39yJfDO/LbwJTV13keZBYpp/axPs4LBIXxZgnrk2qnE8EdwUe99iJACkwESsw8lAM3ybHLE/sUGEmMJdHnQB8nhhgIOZGKBt/a1BKBndEk8sIu+MytaMWyKIYuK5mizyN9lTZui+BztYwsWl/bWq1bY1R6O6usgQuBth9wJnIpnhfrNSOGXe+4lURMgXGauBv2UDKtGH4kHmOgqwY+rsAqQ1fAGWHdGFqnonidOLVfNYasUZdsGrALEMu9Eb5KA7tS6HNkXcHSPbMgvAabUjuSqyKsim5YX0vLShyTzdzZwGgzo4OxtURrwYFrwBqdCcQpgymEIKRoMNbStC2bqwXGQpJIJlQvExXA0/u4hqjiYN8SiydMhsM+QSiIOBbNAmnVWrPrFhhjCEMk9EEhqww2GXLMDLcDDzd7rDE8unzM+uWa9XrDT3725zx78ZLlesOLT37E+mLD3d2OX//jr3l42PHu7Q3D/oAhsWwbNt0VUIhh4h9/+StSitze3dbFNEVNxLrjElmJGimN9XhPpZCHSitH51pidQ4xFyZGKblHuY/saxIoTJP6dse5Q61wk3YTZf4f3wFrvsfjB3cK5VufH1mxolX5nNHmAdTplp7nB1WN8ay6k5pF54Xz82c56wqoN5c5LsB92C0cM6PULkVUV0mrpIITR8mqUTQ0DWmKir3FWcgO1WSQTEnKIhKLsoLQg+tbQ7f2NL7w4nrNT58+IgyB5vWO7u7AHcKb1vHQREggSU9i27Y8vb7m4+cfsf/mjofdPe+2b7k53LHd7plSwOcGT4cTy8V6yUfPN8QQeHh/z7tXb4gxEwdDmoQUEsNeu4zQR/YPO8a9WmyGUWl5KZ22ha2B1oE3sMiwTAWbIYhKKycB3xbSWhP9FFU+urSFnshDnCrk0IFzjH5iKpYpQRkzfjfSJrUcnMJIMQXrnnP1xScEZ3n6aMXzZ5fsmpGH5Y6b2kWa8wuqtgLfLmqOxi6FKn5XqiBjhSGLLrUdWWulMtdyhTcFBjOxZ2CfA2OORCkEVAE15EjIsXYMtdKrSSGJ6hAFKXjnedptWInDpISpGviTMcR643VFcLkWM/PS3dzhGsFkKiW4YFPGTQFjMovGc9V2TMYhOTJMB6YoDBMcwoSUxMp1PLIKE63q7MACXUoKdxph6Qze1bvH6MdsDNFYikrugvUUsRxK4i4HtkVFDLsqbqnh+UNpEnW6EzYY2mK5MI6VeHaSmExgaxLRCrGxyjqy+qMQKAliUnHMlKTS1a1u+S8ajIUpRaaUjuJ5ztVhc40nOThC70iTI40w3WfSlOk6R3fR4L3D+5a2abRTzJnUa0FGtphUyDEz7QPDbqBpWpbP1zx9+pzLR4/48U9+xo8++xzrPd16jWtaYnrg66/f8vr1e/rDXgNxKTSNZdl1iBTevzvw5s0bwjQxhqk6zFEDuionzIY4uuRrwKrvSy6q2iym7mmIVI05OUL0886DzcrWLDPMrY47dZXxtCIwk2TOu405MXzfx58EH52//jk8dIJ0TrLS89fIt77vw9eaoaFTx3Auk204M+SRk9HO/PVHAaljkjHH7kMPbhWJMvpv1jlc0+C7RImJnAKz2uA8/JZSyEmzcE6GknUhQFChLWcLbREWCWws2JBgDBCTyv4uLC4ZOiPYVGg7VzXiM8YVTKPiYDIKuQg5SQ1Ik+LHg2X3AClGxn4khkKKOmAuWc3KU9BWOAb1ia1DDHKezcy1exKgdZbLpad1wstFwxfLBi/CNsNDLkQD/QaGlW6lp6KwycvrFdcvn7N8/JQQMvvtyDhObMdAPyaGMTP2gfjQk6aiESAFsJAeRsLNnuAs+aHHHgK+jywTXFrHUIQhZQ61FdYlprk9LtUPlzNqnRyvpFI70IJuvKtnsq61FTFHfFW1gDJD1tnAIcdqXK8XZk65wm35yLQRhMaob+9SYFN9IzauZe1bluKY8shYceMhJ4aSMBS6ApoGlJU0q+vkUiqdVbd7K8xOnbZjqINlCo0ROquKrrlZYtIGKZlL0V0DJ7AwQmd0vN6gNqG2DmiPwmpm7pZ1h6iIIRtHto4klhAShynQ50hJmbZCU6n2CfM8TND5WovCS1bgyO8SVRawzpCdkixK1VE3vhZ7UrDFVLijEIL6HIQwEeKgTDIDrdPdg8Z5Gqt+yFOf1AIzCyY4TGl0IboxKnXj1S+8pELMkRJGQAiHQBmBJMSYyTEopd21XFxe0XUdj58949mLF2wuLliuVljnKMB2eyDTc3+/ZRxGUgiUlPQcqRE1KQUEVV0+OsiJVJqpStykuldwjI0V3dBhMVhcXWOSGrT/QJSsAEimWnNWDbdztlKZu4RyKgI/CLx8t9D6px4/WBDvgw1UTU/1ZwvW+JP+uDG6xSnfvp3PnqWcJYPZ0lCfRcApYntkTIiccEMRg1Qq2wkuqrjyGdxUpLKr5ey3LbC8uMC3LfEwMEwPxBhxxtBaTUolZ8I0HmcSyesOgzWGtvUsbOEyGZ4cCsMh8eXDQLnfQwG3ENpFiy9CF5Sm+ujJknZRsD7gukx7YXUJb3LVAwKkTNhyoAjcvNtyuDekmLh9+8C4i+p3G43CPWNm2I/0u4Muh00ZyaIxOUKMKJZZWUaXiwU/eXbBZun4P/3kmn/3z56y7Bx7B3un3cJrEd4BxYBpBdMIj5Yr/tmnX/D8yTNub2757d/+Pa/vbvjmbsebu4Gbu4mHYcehNwzeHwOEWMPY3bBtM8Eawq/2NK/2sI98FKBrFxxsIg4jhzRRDPjOYlpDToXQK53vvPXVLd5KYshSWRvKk9+YBivmqMYqZMhGt7RL5l3qGUpiKpm+pCO+n8LEVAamOBGy+kQYY7iwLUvT0JpMa1qywKfdFZ+sHtMawzfhhrfjljEFbtLITZ5q4HRsxGGKqpOqDITuAhxyVD0iI9hiatCNOlsogbZEHEJxFhZrUk48bRpkeYGUTDcNdGHEUmhsoTEgZKQEhHkbWjtdMaJtoVUxOGsUMgq2ZXILolh248Dbhwe2IRBT4BpPFMeafNxXYA5aFFoKvu5D2LrSKabQtJZFY8BlDm0m2oxtHK7zKn43GdxodE6XYL8dsIOwvIosdz2+dWwuL1hdXGDF0EqLxzMOke27Pdu7oRY1S7pmqbOICxW7izEzhaz7NsPEuIuUBDY5bGwgC3EIhHHEGsvV9SM+fnnJarPhn//VX/H5T77ANw3L9YamW7Dd9fz+96+4u9vx8LDl7vaWod+T44QzEWszpUSmQbvKcRwJad4EV5vPQlYaeQrHQG2cCmoKCrOXUnBeKcolF3KMVQ/JVI2ns+QgOkMI9WusMUrHRSnUM9ykUFWltJ4BJyf3x+/3+EHLa1pdffjyR+2aCh8Zc6rev+2gVr/slBCOeJd2GHNdpRTVrMFZqjjbXPGIOYrgHXcToNZgNTGcwU0i1RDnrOS03uPbVt9frDdQpYHZ2uqnoosgSCYnhZ3ISrWz9tQprALIVLBTpIxBdXKWDbZRPSGTHJINi6XH+rlT0ErHdbrZqZW9UEoiFzWxHKbMWBUV+/1IrAtoUtdYcyrHeUJOWinNAx59PYU/ZkG8hfc8Wi14tGn4/JNH/Iv/6SPWa0/fwqGFEeG3E3wdRAP0SvALWDdrnl5/zHr1nF12HPg5N/3IXT+x7yN9nxjSRMgHorPgHbbxFGeIdz3DG0uwhnw74HYTpU+sExjnaYthaQK2XkDeqRhaCoVs0rHYmKsoOV5BOq+akW8rhsY4Ncipd0FCL4WUoUjWDqGohEWsktvaKSSVv0updhV1c1ocC+OVTWQsxcCV67hoFjRieGMsY4r0MXIoiUNJeARVnFa4wKKmPQZDLjCRj4tfR3G32t4Z1QFQVpEYkvPkohVz4ztMTljZ4rLCZ95mXK1a81GmDiUqzC2WFbA6V7PGI+KI1lOcJ2EYS2E/juymiQJ0orIrOnCunczM6qJgSMzSRUZ0BC9S4R5vsA6KTaQKHUmjEvkCmLpHk0tiGhM2F6axME0RsR5jNyw63UxucocvnkQgHXqGO5BWMN5XF0KrnbcVhiFW6ftM6CcO9yM5ZFpZskCHxfGQGPuA857Gdzy6fszF5SUfvXzJx59+erajIuTSc3e35fWrG/q+Z+gHYgiQ6868KVW+IqraaYq6TVyoXZme/1KUOHKyLa5szDIPzWZMJ2uXmnW/6NSb1Xgp89LnPFeojLui369MpVOX8MGew3no/R8BH/3h1zwDj6TK1dbp/wffKPPXzFDPDAF8+CrHoM55QpkZS2czBE6v84Hz2/FHfuv753JTqpyxzTjvEYE8BaxzZKfdR67GQKUOqeeWN1bdoK7dcP3oI1oSKThu3u449AP7fWSKRYXJJs3oBoMT9WggD/RxyzbesR3veThs2e52jOOkejhiaaxnWemMw14vyBTVnUmMRTJHTLHUxJCS0k5zLQf0WpknyHOVIKw3az777FOeXC158nyNXSygMRgT8SnqcCwITDq8urvb08eehV8wXhVer244HPaUzvPok+fk5YpPg3Bxd+C6D4z3PXch4sXQOQPZ8H4Xef16TzBC3gptaXBSiBaCA0uEyZAMuNayeXrB+smSFDLjw0QY1BFuOKiIGAmmmBjqIo+vUGMEphxJouwaOdJepAoh1tMvx8NyfFgx+HptFZRJo4wqTRGd93SrDuMsjTi2ww5T4HY6cFsmeiL3BLYkGoQDmd5kmlJYILRisQX6MJL7TLSWddPSWHfke0pBueshIEmpwt7q3oVH8MUiJWOKBqdSMsWkuv+TdZu1UGEjoxdHpYXPJlizkeiQC++nkR64j4GxqCfEfJ/Ox8p+kLT0ORPNZ5e61hiwQtcYUiNkZ1m0BmOzdvE1CdiitpWUwlSyVrMZfRaDFEtjFiz8BimG2BcOfSKO6pdsrzsat2DVbejckpQTh4eg1fOUGPoaoHsw0SLZ0viWzi8xWBq3oFskmrbl+csXfPLpp6zWKxarFaXANAZu7u7ZHXp2217FJmMgRS0WStU06toFxsDh0DNOk1r7FrDWAYaUk96P5JMNb41NIGoIBLUInWVfzlph5otU6jV8UjGaGUe5ZEypq5LllEQ+PFP/dKz+bz3+REpqOf4/tdK3Vqf/btYWma+w+h0nTE07Af1nPXK56LawgRq4K4+aecBrcLM0xtwlzHOGqg1S5qRQD6jMFU79OL+uVk6CWUo13IFpsdNgkRIx6KaXcScbvpwK46BKjBeb51xeLDBhILz6Lb/83TcM48C7dwf2Y6GXTMhBNV+s0HiPtwbSHTfT17waFnyz/ZJv3n7Dzfaewy6p/aVpWHeWq2UDOfJqe+Du5oGUCqYssFaXqWIs5KjzhTAlxjEiWZBodFOoaDVjbO0oil6UH738iH/7b/8XPn7+iCeXB5pHB8RG/LTDTD0mFVxvkdEwHAb+7he/4ddffo2zlifrv2fdLbh6csnP/uoLPv+LH/FsP/D0zz+nP4zkf/ia+//1b7nf7emwrLzuHf/uTc8/vL0hInwi1/yIxxXW8OSFJ4QAYSAEaDYtL//ZJ3zys+ekKdHfHAj9xO5hz6vfv+aw3SN9Yf8wkRKsxdJZj0Elm3cp6CKZa2mcV0P5ohTIXK9TA1XFV69fI9BYS+c8Q0wkI6p2mzN5CmDgarPh+fNPaNqW3e0Nr96+Zpwmfj1u+XXeMpTEtmT2NSlcGJXUXgHXxbAullwyt/sd0yHxqFty0bY0TaOCgVG9O8wUsblHzETTtpjlkmIM3hoao0khOkNyDnKiMJFLrFNcgWQrkl0ThVhKsZQiGCy5eEQ89zHwj+HAfY68GvfsSIwym+iUIyLQYI6b9aUyqxwFIyq0d1EX4trGMiw9ZmnxLkOXmGxhioF+GsklVyN7PVe7KZMG7XhNEky0uOxZ+yuuly+IU+bNwy13r3d463l68YzlswVSPDatkdzw8LDn1Vdv2O97yBnJuvwlyWCjSiCuFhc8uniisajuQHTLBf/iX/0Vf/7P/hLnPa5tSQW2uz1/+3c/57e//VKLieyRYhjHgTRNpBhYdgseP9nQNo43b99xc3dHP46kAk3Tqez8ODBNutOSj/DbPBVVPri4qnuUMzGiInlnZ44KL83FaKlElVw9qHPOGFM7kHmuwGyr892k8ENgo/nxAzoFOZtof1eHb7bM1E7B1O85a2OOyM4MB9R786x0m7PehxOI+XsqLFWph0esc+4UvgMzzNDU2d9VuEkMiC+YbIjeYZ0jWVvbND2pUuyxuixlrtZh0S1ZLBoYD6TwJfe3B8Zpoh8iIUI0pa7NK6ZtnS75UCbGtGeftuzDnv1wYH84ECaDFFerQ6FrdJBMKYzjRI4F7zq8s/WApiP1LGcdPOsqRanbwBWNPB4+7RqWqyUfvfiIj188ZtHcYFqFHEwQJGViypgolEmIfeT2zQNf/uYt1gj3q3sWrefj+JI/+zc/Y/PsmnaYcMsF0zTx8HDglTUMMRJ8gaxJ+X5MvBt6YoGnyysVPBNDYxLOJkwuFKOdgjSW1fWKRy+vSWOkazxhP2Ec3N44xskgUX0OxpLppOrzMyu96vjY1rb8nJDG+fVwHIeV03Vbpdsz1c6ylCrloQH5crFisVgwPtyzH3sOY89D7HkogZHMXhSDT2LoJTNKxqPXaoNhKpkhThxKoHWOACRja6LKVRq/IFF1cUzT4IyAtXhn8U6lWXJsSVETwSyHIlko2VWixFznz7CqdkwKVWmnMOaJuzhxmwK7FAhkohTV25LTcTL17p0HzsdXKAUn0IihM4ZkDY1zeG/JrtB6lcIuOdOXogNaZ2mqeqiPhop6HZdGTdGt49atMDGSpweGXUI6T/d4waPLS0p0xL6jRIfkkX6f2N5Px10bTVoGL7bOIBvapsO7BrfwuK5huVpy/eQJz148xxjLMAamkJhC5Ob9HV99/QpvPZvlJY3vFOevJlzWCF3X0bUNznvF8lO1GbaWeaA/L5Gdo+wn9WZqUVyPdTod9HKMh6gabK7xttZ5pV6XR3bcKWDOP+X8D39SMpgff1Kn8MGPLfMNNnPE5cgSKnNbbk56K/NQuHA2HK5/zvVGP348y35HVlMVgpkXi44N79lrYWwV4RM188FwFJDR4QLF6Il0vqFZLhGxTL22hbnohebqaqEmi4wUISYIk5BH2O4jh7uBECZ2vQrPZVFpDWtgtXC8WGy4XHV8tFrhbSYzkHMgRSFFi7MNzao7MsSHw059HhK0dlHZMFZZUrEwHQbGw0SYAiUmnIiWvxGVtKjQksKfCq84DPH+gff/+Eva27es2gcuujuMBNJ0IE4H+pj57X3hH7aZbT+yv+txxdYbWJlY27sdv/jr33H7zYB1hqZTmtzd/cC7mOgp2GnC5T1FDO/ypJRVhN0QeVN6JAvvDgfe9z2HkihLy8VqzcWTJRfrhotWh6NXZUVZdawbGPtHLFYOuQ+Y3JMPiZQMOersJKKwhEU0QFQqaCqiEg0idG3HVbsk5MTUb0kh4YpusE8pEapYnmL+atkZKTR54lEOTNmxLZG9ZHpR05UXZslI5tWw5zDsyaV6I5NpaxhVEzGDE4cDYhbe9j19LjRZWCVl9Jgi2MqAkzQh06AWs9lhsm6v2lIoXmdUNidsViJHSYaSlDk0W2UyS7+IIYplFJ2nvEuB18OemzTxEEa2eVILTnTTfS6E5qRgUPkOA3QYGiwtlgWODs+YhSkk9lNmmjL9EPUYhMA0JlIq9D7h9hPWCFPK2OwwFty0wA4roGX7OvEq3pNCob8DCUticdy8GekfHhSLjwcoVtlBOapbWxZK0j0j17Qsuw3OeVabDcvNBt80XF5fcvH4irbrWK6WDP1ISplXr99yc3PPdrfnsD/QeI/BMI0DcZqwIlxslhhZYS3cP2x5kMJ2tycjiLWUrNLY89KaMaaeg1k6UJfrTkxJjlvMxhiK1UU+qeSYWYNJT0SdI5xRTfVRIaZj1fNhYf0BLF/+Rw6aP/ixZ2+gHDcVahaspjT1ty/F6sVdYZ1576CcPefZgF5+wqzMoJBr1X8xKo8tVVH1HAMtc3atjCOZk4KoPPe84HZKCqWeNCiLwvIykRaBh/t7xv2OqWSWOdOWjCmotn4dTk6hQBbCAb66Gfnm1RZiwOWAzYVUdZ28FC5Nw19ePOPjZ5esrh/R+UAsW2IaiZMhTp51t+Lq8hJrDP39yO5mSwoTZYJVc0lOMI2pLqNF9ndbdvc77UTGoG1+hjhBmT5sHm0ROrF4EcZXb/jd//bvOaxbrrqBR4seK5mRzERhFzJ//erA//FuYCqZaCOtdTrQiqoO+u7rW9795q+R1PLo2Yaf/POPuXy84v2bB343RfalMPQDh0F1aJR2qwuJ78NIOTyQU+H13Z63D3uiE+LLJU+fPubqasXTxwueLh1eDKurNY0Y3j8scIvM7XbP/vWBm3LL9DCR9on4oN2GqVeNRegKtZtUUbe+FLy1bNYbPr54zBAmQgrEaaAphRgjhzIxZVUxdSUzEXlTBpwYUu5Zpp5lgrcl8J5MMMJqfcmTzRWhZOL7r3g3DuSSGcjsJOKKqnv5Cl020hBxTFn49faBstuydg1P/ZKFdayAq2LxxWBCgT6BMVjnsa6hGgZg2rZuQhdsgpIiKToyVTJZJ6Yo/7kB4xiM450IPZnfxZF/2N/xfuqZSmLMOijtUNltqTDbPF5ui268OwxrHGs8DZZLGpY0jDkxDBN3JRFi4jBMxJSZUqaPiZQLUSYmCRgBv7A0ywbnLU1/gd9dweB49xB4/8tXCBbHEluuCDnzuzcHwvSgqqpehfRyysSUcB4IAqOy0ZrViqvrp7RNy8XVIy4fP6HtWj794lM+++IznHfkDLvtgd1uz9/89X/hH//hV1qhO8eq7fR62G0J08TlxQUvn79ks17x/vaW3375O/aHAzFlUhGMaymxV1ZQ1r0B59TzRM4EK4+MTKjzPg1wtuq5lQLGxmN3kXPW2JnVDVB3GvIp4J8RaajQ2fw6Z7X6CaX5gY8/sVP4YzCSnEFEp2eZp/LnQ2Y5zgIVopFTRjt/9eNPOGc0HQfH3xpS19Z5ZiWdzzHmr5l7mlmgxViLq+JSxjuyVAiBmp1nHnB9J7mowGqM0IfMbkyQEstSaMvc1ehN1WTDRdNyvVjStC1WCqVUHZ2suw/GONqmxVrDKEKcAnEKlGyx4irkobS1EjMxBMKoSzQma3Wc52CQquKqrawtDB4dpOZpYv/+Pe3e4bpAsxyxpjCIMBhhFzK373a8fX0gCbSXDr9Uu9SSdTgY+ondm8C4E8IYePbxFb6xHPrAPmf2wD5lHsZMyrAUx9p5jBGmnNnliZzgIUw8hIlirAqjrRq6pafzls4KjTVsvKMzjphbNhcLgsmkvUIKeUzkCfXVpprinPWNM1xYaoFhEax1dE0LQGNsFTuEUjKxYsCC1nYFdTYzpXAokT5HXSjLibEmm7XzXCxWhFJoXaPXNFSi5un9VG1OLFoohZLZh0hAh8Mr10KxeFRm43ijp6jwishxHmZsQ6myLKYYHTgW9b/QEwVU7adS9dGLaMocgAOFfU7s4sQuTkQysQpaOKrG0Vkkqb3H8c5ySDX+MfhicEVp5zEVplgLlz4RYyJmhVzTzDKs3YY1SjtWEyaPhBaSYYyFEEeMOFbdEusdOUb6XWLfj1gLTVebH5l3l+b3KlAM1jiapqPt9Nl0Le1iwWqz4er6EcYYdts9+52SOO5u73n7+i3GOTZXlyxWS1KCnCIxTFASbetZLhbcPdwzDCP7/YGTO1CNZWW2Dq6zU4Rc2ZQgR7sADWMa4U5Lvuf7XfkUI+dAX+PQKS6eoPUTUP7d6HxEWM7i6fd9/PfDR2eB+5gQ+DCAH93S5sFITRBzhY+pewWm7h5YCylXYbmTZMXpa0+Q06ytogWZHCPy/PkpMZ2Spsr3avdCLqSmQYzFtR1usSRVvZVU8UT9mfVcZdXKKWJYP37C85/8hDQOpHdvydsHhXsk4wy0refi8orrJ0/J6w0hF8ZhIhah69asQ8tmuWKzWmEFHiI83G4Zh4HpYBkPhpwgDJooYkiUMeBmiCgCKWOS4IvgjLC6WvHk86csNgt1HqsJ6vEw8nrXc3d/YNkk1k1EBA6iaqKHVPjlbeD9TgmOPibstuAcbDZCtzCkQyHsMmEH23cHfveL19y8eaDfPjAkyN4jMeNtwgpctQ3P1xucMYx9YX8YiKkwlEiwcx9dWTfjxPp+4PG7Hm+Epe3xIvTTyEWMJCOMRnWMJlTiecwJshoGidEO1XvPomkxpeDSzOVWPvluuyPnxMZ4/OKyehIUtmkkS+GiXbJmySFFbsLIlCP0W+Tt13RNw3b7wF3oocCjpuH64jGRQnv3mkk4+q/bUjf2K0XbibCyuiy4z4G7uGdf4Z991ddqLWQzz7yMWs2KkMlMJUBWp68kCSOwsBnnDDkZ4iRUgV7tkgxkY4mi3couFd5OPQ85s5sm2mLY4FAyroaPDlVWNVTGUw1qjahqrkWrtqFkgkDJkUOC+yky7kfiqNv0jDpAPv2n15/NSmX1paUpC1y25L6hv9PfN2YhFQ30JkxENy9/gXcejObKEOWYvDVRWZrOY8VycX3Bs5fPWCx1dvD42TOapqHtFtzf7cgp8/bVG27evme/79nfb3HzxnRKhHFCgKvLC+TygsY77u/vOOx33NzfE2KiiG5LhxApuRBTUj8DqYuQdZ4ghrpZL+ogN/tMl3QK7mdkGGOsLv4B1LOiX3WKm8eoeyyw68fzqFzO/uosG/wPho/qQ6h4+yyLfXICOk8Culw2t07mCBflI+QjaoRiLeJU6VSchaiDw1x0xsD8NXZ+zQ+HM7OMAPVnHt/DvOBWTvnTGF2C08SgfqwmJZppollvKM4jw0joD0guWG9w1h+r5hRVN/LRy4+5uN4w7Xa8+du/5f5hr1LBVnBWWCxanjx7xouPf8T2keWbBIfDQEyG1fIaK4VH6wWPL5aYkvk6Ft69vqXf7Zl6w9QrNJTGQA4aAEsEX1k1KRRKyEjWjsAYw4+eX/Nv/+//ko8+faqURatV8Ov/96/5zf/rbxhud1WJUivbLbAtMFF4EyLvojrNmduMQehaw8tnHndpCIdMuE9M28RNv2X7sMc0QrMQVhcG27WYFGh8RhI8XSz4s6trnLH8Jt7xdrplTJkdwuRNtTKNyDBgDDx6u+fj3NTt3oCQiBauG53T7I0O8nuT8CUxJN1EdkZ9MqxYWt+y6ha4kvHRw6jb3Yd9z90kNMZw7TuWmxVjDLw/bLkJB5a+5Vl3ydK3fDnu+FUaucmB290tb8adQklFdxwa6/li0fHy6QtSgcXb3zOIQaXkNEF7EZwxuNnYpuko1kPomULPfUwUk1imTJRMZyBVsbrZkhJR6HJIUZlnBGKxKgO/sLjWkmNhHKRuk6PYdZE6R3BEHHdx5MvDlpsQ2IWRZTY4fAXddADVoj7LFmFhHAvRbVvdC9JudMzqzAaFfZ4wOXEXAvuxJxAUG89WuyNjMM5qx1oEnxVGbPOCBStstuR9yz5o1a1iffo7BzdgzIBYg100NG1DLkKIuphpiq4wCmAbT7fuaLzj8UdP+PSnn7LebHj6/CM++vhjrHXcv9/y7vUdQz/w65//I7//1W8IMTKGEV+h5RyUnrvoOp49vWa1WrHfbXn1zTcc9nvGmBlDpGCYYuTQ9yqOZzToG2uI6AwFZj2jOSk4hYqKOiCSzzqCSnyxdSF3FtPT4fIcQ2thW07BV47T6nwM+sdnOftczhLJ93x8/6RQNGt9l3f0IYh0aunqR6G2wRVLm/9NTm3QEUOaO4v5z3/wcZYhy4d/jcjxZY4vfXxfclzsEM4hrtqdAGKdUlGdQ0yoVNkqkHb21kvFiHzb4v3mOOQSq2IvIgkjqqPu25Z2ueDQqBLlFCMpW6xxOFcvmFmGI2fCFJnGwDQaplHlfssUKUFVRU22Okgt6N5C5XvPY63WOy4vlzx+vKaYQraKR94uPX1M7IZwnOVkhG3RxBBKYVsKY+VOzxo9VgopoEPdiEp7x0ImEraZYmGZHd1aF4/EaBAxFFpnWfkGZwyN1Yu/Ts7JZ2YqVqp+USx04zxZilAi3guNMzRGmUWlbnCePzPzuddg5IxuNs+Ku9RFxCABax2Nb1lZlbEWqYFRwBtLWwUXixGSgakk+jHXGZkWJqnKRxjj6o1h1Ji+XmuKyX8IDRijBY9LamoTKcRCdVErTBRlltYLdG56Y8nKrCqQdCkYhYUssyFNNvp9MywqxZDFEKXucJTCkCKHGAhJF9B8Pf+2vuumiOpHVYionZdJpS5zUhgkq9AgpwXAsc7bZlEMOfqxzf/Nr2PqYqjTlT6xkAwp6IErVk7lP5lsZraTJroyR7YyB725wLP4tqFtPO2yY7FaslyvWKzUHEd3jXaMw0R/GNjv9mzvH7QLmeV2axQtRQtb5zxt6+kPhmma6PueUJTUUFC0IKdcN+5n+vspGs7xTep2rqIMJ+h6RjfOu6lvK0wfE4DA/A1zDPsg5h0jWvnhONEfefyATqG+MYxCMcqHY6ZbGav66NbrxZpqa25KYbaf01ZyvlRUFXBunT48uHI8SXl+ij5VBFXqwT2fMdhTkOfMsEeOZwARvSExFYcFSg0kBfCNY7locQZCCkx7gIJJGabAvB9hfMN8Ekr2uGJZv/wR4BhDT9q9IQ0P+OWaxctnLL/4mDu23Oxe8W5/YByXhHxJMZ7ddsd0+4oSRm5evyOOmRxFRfpiqks+emuVAmXI5Ant0kKlr2awuWBzJoWeu+0b2ruE6cCuC8UUHswDtybyYDUYhXp+RlBBPNTVyxSlZ67WLV3jcepNwnZfiCNMBVI1QlFOt+5MjGMmFR1WPtp4GoSPLzs+vVjSWMe6afjk+pr9FPlPr275u7f3WCd89PiKpz+65HnT8mxzzaZb6VZuHJGcSDmweTiQS6S5GQkPI4fthB0yXVY9nraGYSNqdL/QHWIWYujEkijsS+R17Lmi5afmms/9JQcz4Rdw51q8WHzK5DxygfCX62sOZJUqKRaL0LYruuUaaxxtsvynX/09Y458ffuKXCLeFDbG8tS2XIphYxs60yDWIt6D87TF463DJxWk+1XYQ+p5z4rgG9biWeBYic5z7qeJu35PEd2ZuFh0NNYQxCgTLsODCA9Wf/9WFioRUeAhCWMp3OTIQ+jZhYGYE1Ei2ahvdVMcFk0SbQ3gLeonore2VvBFMmOmwl3U+zFzAFIxmGJ1Ya4a+LRGO/8shs44FqZVCYtlg+s6xBqKa9RC97wgNCDOqg6WqRDSpLa4rfeVTVihOeD5syf82U8+Z7Ne8/zFC158/AndYkEu8OXvvyGlzNuInpEGAACkDElEQVSv3/H263cMw8Dd3Q1T6IkpMcaRkAJNt+DJ5UvWV48wIuwOA/thZL/b00+ZkA0hZaaYjlLrtsLPpnbcxyguBqR6Spw7yEmlBFbr2XOGpu4h8IGGkljdbTDGgSTVa/NO9xTseRKqP7bMcfWsFj6HkX5AwvgBewrzsLauSsxVuSl6Q1qr0g7egTW1isu68HKUGTvWDYjMGkn6NMbWys4cq4F52FuYk8IMpZlT61U/nxfW5oNt5wrtmBjmgfepStb2Sqll1ghN61muFjSNZTcN9AZSzNiYYIjKBmk7XNNqy4knk/C+4+LTL1hcPuawv6f/TWaMgWa9YfHpC9Z//hncfMnbX/2SL7dvMfYxzl0hxvHwsGX/1T8S+j1vX70mDokSRGGhoJtXvhgclpILYYiUveKSxSiN12Yw1f0tjXtu7l+Rb/c0F8JipRX6nb3jrQs82EyfhEOSI/44D6xmMxVvDJebjqvLJTlnhn7kfhdUV6lAtvWirtadKcDQKyPmYmF4vmlYe8PnV0u+uFqz8A0/dR3Ft9wPgV3+OT+/ucc3hk+eP+JnP/0R1+J4yYorWiQlmCYkRvK45/J+C2NP975nuhvYPwzIpBLVDcK6lhsWS4NhVQ1glhgWYtUoJwW2jBQRLk3HT/01vQ0sxXKXl4QQOPQ9IY5cdh1PL55gvFcOfdL9isvNEx5ffUQR4W9f/QP/4bd/zS4O/C4dSEQ6Y7iwjueu4UIsl6ZlaTziHPgGGs+i7io00XFbEr8bt+zJvJTM0K1YG+ESw5PaLXwzjXx5f4eI8NNFxxetpxijc5VYGHPhToR3XnDi2LglrVnQx8S7YWQfI+9y4C4ceJj2eu1XuZdFMVxmr4Y5Isfhu5OTgnkSSFaVTYcC2yqzHlwhmaqwi9XoYCx4D8bixNJaD8bQ+Y5lt9JA2jhM5/T+sZZc7UClxhbEYLzD1A3olBIxBnwDq2WnS39isKLn5OOPP+Zf/et/w+PHj1lfXPDo8WOMtXz55Tf85te/Z+h73r16z/tX7wnTxP7+PeN0IMbA/X7Lfjiwubzkk+UXPPvoOX0/8Pr1W7bbPTEEDkM8JoUxxKM6qbVq86kLuPkI91BjmHq+zxV+hZRqBJ1re6PbbFrsZoWWdB6h9q4FiylKhXfO47x6OJg5kR4jv7bgxzHD8Xie5YL/EUnhg4dInWjom5rRnBP+xYdQUT0wHwBG8kE9fwzc8y96SnJnDKRv/W4yv5fTn07v5xw7mv95fk9nLdrclQoVenBWmT/26AuoX1sNs+csPyclBCR7bNvBSrHuZrGi6Zb4boHtWqRtwHvlzSeqPIMmsRwT/eFAOOwJ46SqirWgmBE3W1Q3v1Q4sprdHdtT/RVKHXRmYgqEMGKSoYhTsxOTFGawEDMESoUPOFYXs/qs92paYs2pXU8VqsroWoQiKAZTZ0nze6OoRIIVwRu1guyMxTQe03YUMbTeMls2qgihpRGLK+aopimVB2SLwQYwU0YmlTPPqbrFoYqepz6UY4cJBYdWqWRhQP0bUpld/zQQLowjSsOYIcioMwERlkaFF21xONMgWFaupXONUqVzZjce2IaBKBPOKHWzFaUBd2Jx9TyDHFUu89nVnCj0JbEns8uJ+6zQosmGNmsF/5AiD0lJAfucGKr2zVh0iW9MmT4nDnMBVgqxFPqir7mvz7EkQsn1StH7Tk/XWZV+DFsnzYIE1f6zHKniSfT6iaISGWWuUU2d39WPUmd2zlqcqzM8N3cU80V0douWOXacEABTB7fWKGPJORXHbHyHNZbVasV6vWaz2dB2CyWsIMQQlR69HxgOPUPfE6eJECbS0RUt1+tQ49Zc/avIXiRWSm2e771yJpkyx56KZHw76n7wNadL8zsx7FtfXf8ox2NwNNmpMF6e4+sf+M5vf/xTHz9AEK8Gn1MUrTLWaEVeq21bdwO8sRiTsSUeaXlqwjPvD5jj0NjWi8gZo8HIals229WdDsI50Hb+rO+hQkgc8TtOwRvtHMrcNZx/r9HuxPmGbrnCNw1xnGhXO6LzkDIhFiQnJCdsTYi6ZGcp3mCvrjHrS9bX13x2tebjfsuLL54ijy7Z2szYtDQXL1nJms4sWbkVpjgOaeL2/RsO2zvGfQ8xYkvWDVNrkAzdVGinDLN0tgiTwK0rpCpncRQXLBkZA3KY6NYNjxtPs7S83rSsHzlicqR9pt8VpbBWCqNzlidPHnF9fUkhM/Q77rdbXchKhWKUijsUqq+0Y3XR0bYOcRlpEmIKKcHDQyaawuASsknYJpFdIjaJWNSi0AiQE4fbB26+fI24hsPimqnRDV+Z90FGiDulo6Z9IQfUK6IUAgkRHdDOVL99GHlTthSEx7T8nxfP2efIL6dbvgxbYkm8He75LepZfOk9T90FkwQesmdsAtkaQoScI4umY7O8whjPA5lf3H3NkCO/PbznJg+MTKxIbDJsjPC5bfjML1iI4UIcHstQMq/7Lds+cRdHtmFgyomhZA4FdsCrOBL6Wxrj2AyWR3uLBe6GA7fpoAFhf8f2PXTG8EzgGphy4qthx00YyFiS2ZLFM6TM3RQZUmIII3c5MM3rOvUOmAxMRruChTEspVb8JVYpDQh5ImW159xKYXSGABykMJZEtSGrLB6jRBExGOuxrkWMxTcttmlUE807aJzeP3VDF9D7fR7MVikcay3L5QWN91hnWSw6nHdcXl7y6aefsllvePbsGY+fPWO1WrM7DLz+1ZeEEHn9zWvevXrPOIzcvb9he/eOGCYO+3uGfosxhkdXV7xYfUzTLRAx3N7e0Q8jwzgSalKYYiYlpWSbOhQueSbYVAOdM8e+02OeLOnnMx1eRfc00aRqwDO70s2yPSarJAZAsUpHN8Zqh5DlKL+j4e0MQv9WKfytVPO9H98fPporZk6GNDPdCszR/MYcg7vTIW3WwDbLCVhb1U7rxF7516eL4fQ8JYT5J59nXDkG9vnAnOAjmLedq0HiPKuY4aN6uEqZuxylwjnf0Bmllk3DSLtaYqwj9yPTOGiFmTO+tnQZNTDBGMxygzjPwhQ+sp/T2cLmWYO5vmBrM1Pb0WxesrKPWWK4xGJz4Zs8cXPzmoe7G1wEm6TS9wzGGWwsLFJm0SckgYnadvZSONjCwRc1vE/1IqhJgX6kS57HTcNy4flq07B55JiyZQRsH48yCVIEbx3Pnz3mxz/5hGma+OUvf8nb92+hDt6MdUSBIcOUlS3RXm1Yr1pyCeTSU0oiTYmHfWAqMCwSZkhYErlJ1dBGh5JGCqTI4e6Bmy8ztl3QP3aEjQ7SJevmbpw0KcSHTNxnclBOeMrqcSBwHBQXYB9G3o4ZK5bHyw0fd495yIFdnvg67ogl8W544Lcxce0XvPQf8dJvGG1ia1qmnNjnwLvQM5bIpnE8XVzifMvN7h2/uP+GhzDw+8M7bopuLbwo8By4KsLnxvNp09Fg1HCnCClFXvcPfBMP9DmzTaMufZE5lKL7HXHk1SEiIiyBi1KwwFQyoRSMEfY74W2caI3w3AhPjBBy5vVw4C5MjBTeF9hRCBn2deZg641uqimPR4e4BynsrA7618ZwYXWDPSf1MMglE1IipkTGMDpPtJaJwpZEj/pZL5uGxntmjR/1LPH4ZqHQrG+wTavdQ+M0MYgQYyBHTQqWuWBUqXyDwbuGq8srNus1R9MaY3jx4mP+53/1r3j+/Bltu2C92WCN5f3tjt/8+it2uwPb2ztu390Qp4n7mzkpBA79A0O/pVss+OTRZ7z80WdkhEOAu/t7xjHQD5PuXUTddFe2YamabUIqpw1m3TmqVjcVRuIPoB+FWe0UZgJSqtdxrgNunW3ao/ilMQWKKtcao+SUWT3a1EI26whDafjH5PCtXuQHzqD/O/YUjnU2s0LpCQoyVfb6tKDxYVU/B/uz7ztmvA9hoSM09Udz3vnrfvhzTn93fJHaJnNMKB98rRFM1TyaaWTZZYoJp9ZvvhDKt4Y9NTlgBdsK1gnSaCCdiq7+i3FYq0tnJickR0xJRwUONd7Qt2qN4Kxii07y8e9nuRBjwDqD8wVnoTGGNgtt5+l8w8K1dMazwNIVHbh23tJ5x6KzrJaeGAslQAkFZ0+LaqUonck4czwucyU+a+GU8uFFnZL+2xQLY9CrcD8ltlMAMYxuZLKGhykwxnhM7Lk6YmWbSCGRpgDFqPdMMYxTpA+JPiSmpOqTlFNJoKe19vei8FAoCvVZMSysJwmsrGdjPEuxWJEz+YB5ca3gayU4laSSFKWoc14KZGNIcSSFgRQHTE60tRhZi+FKDJfGszQeL+oEUtBVkoAG97EmxXS2jJTnZ9F9CorelKHUjX7hqPE0ogPzkA0rEZpiiEU9lifU1lRlvAuhwCFrUnBCZRNR31epO9+lItfgUGVXRadPMFcouqxXUKgoyqw2cDKwMmdduhqBShWv/HBmqC5A5tjJfxCoZrikdgy2Qk6Nb2nbTv/ceqy1rNYrlssli8VSjXFyZWnFRJji8RmnSJhmtdNIzhFKPkLdxijCoZePBv+UZve9er/r5XbUzPowupRjh/CBXukRAjPH1zi+Vjmxp74NOJ3iaI1b1VqYmjSOUfAY085+3g+J+v+Nxw/waD77/OyMfsclTQRnLV3TkowhhUgu4XggtYVSXZ4Z0jG1a7D2zLZwPmlnA+T5kM2zgGNiPH+Px87iFPTNvHl4nBEoTjcf5HneYeYXLJam61hsNrhmok8wHdSUO+SMCVPdUmyQmU+eEgW1y+ub6gudA7fDyLCH7SSI87Rdg+1vCbtvMNOBpjzw/NGGjRPSfiQ99JB18a1xLSaCixMuBEjK08+xIF5YPTKwNCy94/lqwdp7njy55M9//DGPLtc8uhA+DkK7L9zkFV+sLnmUOqZHa4bPL0hZuHu35e79PbkUdrs9v/jlbwCFi56/fExKmbEfCVPA2owlY3IhDBPv3z3wcG+pLryUUvAx0wYVhPNuRzavWXjHwcDBCENK/MO7B2KxeGMo4ik0xGDY3+65e4ikYhiiJRbD292Ov397x/vDnt8OE1PImHmQLJm2gC+FlCcCprLdCt7AY2+47DoWpeFf8pTHrsEBj4tlg3am76YdYxpojOPCd6yt08WsogtX6XDH6+lAEmE7bWmGezYl0uXIx80ai/BZu+bjZs1CLC9tR2NaMoX7HBiIbHPhoSSGFJV6atTlLRWt6EOdg+Skl5+3noumxYkwURhLpggMzvLaFpzJ9I3jxhkoQnEdJTa6VBVHhpwISd3mpjpDmT2kDbqZbKgdct3kXqbIOgf1UqiLdTOhZGbrTVb0+hMB4/CiLmmt71SZVgzOqIME3iNNq0PntsUvl2A0iYVjlV3vQBGsOc0dFqslbduyWC549uwpjx49olt0PHn6hMVqydXVJY8fP2axXND3gdc3t0xT5PbdlhTQDnMM9Nst0zQy9XtyHCEn2sbhmzVN25EL7A8DuQhDyLpVHSIpnUTtdBNZI7nMmSIXSu0Wck7kFI8RyJgZQdG5ZEF3TeYuYp5NHKW1vx3ERCqEBMVo+i7Mr1epz3JWIv+RWvnbcfF/fKdwzAqnNsmcVf3OOFrfEEUIeSQkXR4rfLiAMeNupsJQmgROSeaYGOTE6P1D45zvzhFO/z5DSzC3JzOiOg+5zxJv5VJDoWk7utUa5yfCMClTAgjzBq41NI3DVdgi50wqurw0FqmWkJG7sac/BPq8wLgrWmmQ/h3p8IrY39OUHU8vVoyNo2fLYT+BZLrOs1h2Cgv1ghzUkSybRLQFaYXFZYO9cFwsWz5+ccWjdcezi2v+7OPPuF5dsLEjT8KOJgTe5SWfLtdc0mIuP8JcfUIqht//9mt+J4ZhnHh7f8eXrx9wjeXlj6558vQRYQrcvbslpxFrMrM/cpgCtzeVtS5a3BfAZLBZr4fInl1OOCvsppFtmEgFRuNJ4tUzG0fBkxL09wceYk/Iwn2wDNnw6rDnF7db3vR7blJhSmoC4wssMHSiks45RRI6aylGyBVu2HQdFPACn7qVmrzEkZTV8ex22nNH4sotuHItS7FksXW7t/Bw2PJ+2DKmyJ5AQ8BJYe0XbJolrXV8tnrGj1ZP1GUtJFzMjCQeJHNbIgdT2NUN7GBUHyvV+UtCu4lSE4MA1jtWzYLWWLX5zIkksHOws6rWu/dw0wquGC6sZ5GElBNhRF3kJDGExJRPwagUveqrdTJJVC5cgK4YFlkF/JZFWMwkh7qVXUTnD8EolGWdxxuLt57GNTTW6yzRanIozpGbFozBtR2+UygpTyO56kTpOMGc5o3W4ZxjuViyXK1YrZY8vn7M4yePubi84POffM6jR4/wjWe5XOK9Y7+bePf2nv1+oN/15Ih6MkxRl0DHgTD2lDQhFFzjcU2H9Q25FA7DSC7CGCGkQjibIejsS4P07PLHMS/kanqTVPeoQnwfQOFW7T1ziicWZZ4X2DiDTDROlXIqrIsxdY5hKSbX2Gg/7BTKMeJ96/EhFvL/n6Rw9kPOK/j5H3Ro5HC2IG2Lsyr3TFZryg++Xl/kW8OSEwvh2w1b/Yaz//8nHuffWiGocva9Zw3f6TPRBCamZnrrMHX7ef6ijFYNeqHk0xEpWX/HEinFkLKa2DMFQjbqBZ1F1zKrQ5ZkVMcmKwMH21BEL4LEvC2jpzUz7xUo6yaWKp89D7rQC7PxLV27oMkZG1AbwJAhqmFIzjqESBRiToQUCSlSTMG1gm8MvjU0rdoFIhxZGLnM/sg6cKufHg/D0exHCmOGQ1Lm1CEWDlPdn3UeqebyqcCYMmOBfYZd0ZnFfVDq7EOY2KfEIevXzEyjI3RUOC1Z1etmVrVN6OKXQXAiLKwjZ4O1uQbiRMmBkgrFZKYUGIxVeYt6pTgRGqsaVEUsSEMR1Sxau47GOpa2oTEKGWEVcw6lcIiJbZoYUyDl/OGNcwYhnT+BIwQmRb0iAspUCqUQs5Y0Y06QdGbhUoEkDDlVW8gKTdTlttM1VMuweTwnyodHBJOrbAxSHepqN1E79YKoIF8NkuqGaDVpnD+rKGaxVkX5rDn+jFM9WO9zI1XJ1+AqD79pGpbLJRcXG5bLJcu6hNYtOtqm+lBYq1pcITGOgf3+wG57YOxHxmGo+mHTETJSQbk66pV6j9ff6TvVez1OcvYeFc4sxwHzabB8+jj/XqfCv/47KESZT/co8zmah9PleHrqtSHf+guO7+noG8Nclv//HD364UnhiCyXgvJx5+UzqQetYK2nWyyBzGp5xWJpSTHy7u0Nd7cPlHoTH01yjIHq62xqx6AqpxYtlQ0n96gzLF8qNPRB8qjPOQPPnQTmeDF8Bz46vlw5zjW8b+kWK6KPjMNEd1AD7xRHQhjVFCgGJKDvryStwXIhh0h0mTQEwt0WCSOZBaFMFBrs4Q4XMxSDCQb2BtMbrsqa1WpBKZnX5cDrca8Dv1CN5RMcUmbIQMyUvoCo5vvDYoeLgSeLKzaXlzx5+gx3+w771TvKfmB6vWP37paHfiRgCY0jYPj93Rt+++4dOSdWjywff3xB0ziePFtx+ahjvxW+eWN4GDIpCKFoJa0ga+Q7VmYUsqIaHIrhbXBYY9QgftRjqzIKDbZYtmMi7HruRXAWbowwxMy7/cS+T9yFiV8H9S4IxRBnzFpqgBPwYlmKpUFqklQ/64d04HW4x4vlUhqu3UIhkdxSSKQQGKZCmDKSIq/KLa9trVwpWAOXixWP1pfabboWvDJVTNGFQSPCyjV04vV3bgpDU9jGnl/3O36/f4ukhIsTfoY9y1yaaKJPZ/eWANsU+Grcq9S0CKOoLEzMul1eBA5hAqv+200UfKq4vyh9NJeM8YJzphYFIFkTdJvqsfMet+rAGNVVqijIzG4z1IRoHILKq/i6Kd6K6g15a2lNi6/Fk6tBm6aB5RKsJYsOxMlZJVRsHUbX29QYw/pizbrOCn7yZ1/w8uUL2q7j8ePHrNYruq7j4vKCrmsJIfNwPxJD4usv3/KPP/8ld/f35CmRxomSEru794yHB2KYiHEgxKni9E3VWbNEsSSszsSq9W2pS3vW1Bhh9UzFkBkmdWKLcSLF6dgllKwHzjlXiTRQSiRWZ7YQIyFpYZyqe1qp6qcnJhMfRPa5YBWZP55E9c6zyPms4WzU8N/1+JOks4+truEM9z9VJNZamrZTPZsnGx5fr5nCxKEP3N7tKLNFYA32x2A9M4jMrHQqx4SgJek5lfT0PHYW8+Os6/j2x2MaOB/czOUu5fit1nl812FioumWNIue6IJq+U+9Lm2lSEpoTVVUEgMyOQ6kFMjTRNzeU+KIyFA5/Q1m3CNZbfVMNMggSG/Z/H9p+7MuSZIkOxP8iBcRUVVb3D3CIyIzqzITWagC5jTwOmf+/fyBmTnoRjcajS4slWtsvtiiqrIwM80DMYuIeURVReCc0kwLMzfTRRZmWi5duuR6vjoEihbejzOP08iyFIMZin2dizIWkCyESVdGyfl5ZNBMToXj8cSr16/R84XyVCgfZ9KHK9ePT5ynkbHvuNz2TOr49vkD3358QBzc/uKet7880vWB+9c9N7edQQwiXGbTXcoaam2mstZbh2YrzLUoSYRRhYcccFkYF8e4mDHvO08QG0NzXgrP15lnD2FwPEXhqolvrmeenmbOJfFtnrlorpo3rclxvfOEKk/RIcwkcsoUzVzyyPt05uAir1zHne9rMd/qDgsjz3phXCbGnHmvV66ucPSB1xW+OfUD98dXdD7Sd3cMw2uc+JXzbuwTk+RYRFmCcPbwMC18nUb+x+U9vQpfFs+t9aVvflRbEXkLDBW4lERajG67eM/irUblikX5Ksq8FJaqFOCSrmM8jzEQvbO5HgEQh8uK14LLEAscSoXgQmAYBvCeayqclzpG0gmpwrg+dKbLgxg7rlg9cFCbie1dILpotQQfCLF2cPcDMhwheJac67WqA3u8lbsbXByC53g6cnN3y93dLX/167/ib/7174gxcjrd0Hc9IQaOxyNdF1mWmcvzzPW68P13D/zxj3/iw/sPSC64XBBV5ssDy3g2xdMyWdOZMydqPUKegqt9LrJSQ0udw96o9q0oXfJixei82L5PC0VzzTZztT+eBijkyloqqtbvkHOFmWvX8otMYy0wbBDVJ7GWweDeOqi10RNYsxN9Yc8+ee0/b9RfPP4nnMLOkP7YQyHnwrwseG8FksPpSFw6bu/uuXt1Ne9YMCjJbYyElh6BrLOFt/3T2sm3asaGIUjNGlo/wr7xY7tYP3Qo9jt7G1l/Q/234XlaW8xt0MlSuwlbkl4qm2Ft5gqKi5Y520R6RbNiBnS2T0wFnztcEQ7+xOvDPUkWummxASAlMy+ZvAgpwZItSiwqpNofXhXSkElNsiAJQ/bEqaBPF/LHR/T5AnNGkxKc53gzcNML7m6g3PaICt0h4HuL2m6OA5/d3hK7wO1w4BB7UshEqXpLDZ5pDN+2EBuEKLCBFzYfudTqqQoVMjL4LecECDk5ihekQkydE64pcymZaynM6yaqa65+ZhGpzB6rHzhnUhRdKXip3aM5MS0jSOYaBq6+I4jQizWoOTVSRB87iiQ6MXgrmuvB4UE8Kp4snoRJgIsIWYuxnLTYfIY8sYjyMWc+usLjfGbOcw0WXoYwqw1QWyIVpNvBSEJqxmiX8SKbjHLbGO09TUBYVrtivWQCTk1Xqubagwon2vAfIVTj5NDVHpkgX6g1vcogarAwRh916q2H3HtcMA69eL+y8LRm3G2fNRagd75mCEKINrEtxMir169489kbbm5vuLm9oR96YgjEaNI5rbEMhWVeeHx84vlp5Hq5En3k0A/kaaqwUSanpUbz1qi26hR5T4h9nVHhKaUxv7Y+g1bPbNDPGtWvLKMaPDZ71Oaha17nKizzzLwsxtJrsOcOJnoBG+3elwb97Z/f7rWwFucbjCT1D6s1fhEcr2/zsxzDz+5TELWF2hyD1Kp8+0IL1+uVd+8/EKPnt3/z1/zir34NQHe84/OvfsU4Tnz79Xc8fHw0XDEEwx3rNLQilkmYSqqQ1XBOdKO80uAn2ZQIQ4irc2l65WsWI9v3/eZb6bB100FLIT2+aq0MxxPpPpOWhVxmxukZVRs80xpLut4RYsT3wnDriDc2/yMppElxauwHENzS0U2vidlze3jL737zV+i88Pv/+vf8t7//T1ymke/izDU4lixcxsx1qQXDElECmgvj00whc3sTeH3q+St/4vX3ifx//Dee//Q97nwhfLjCXLi9OfC7f/ML3krm4fNXfPjiM8aiPDxd+PrrD3TO8Xe//gX/z7/7LTG42umsfDM+8V/Ct3TqyID6auDFpEpA8WKTxQQxOeayVNeQSelqGyhA7DoESCXxdH0CJ9ZMN3tMGNfxfhHma+bjtFi6jkEOoWWUzvR0JkzzpxOYXST6gYGq959t0z1ez3w7X4gu4ofE3C0MEvjSD9y7jlCE28MJ7XuOeSFMnikveAKdHIxGKQOjdIhEzllhugLWe5DyQi6Zx+sDT+OT6SCVJ77PF5ay8DQ+0KnNNI4iBDwLxRQ/q3HvFA6wOjgVEwtcgm12M6LRHETJFJfXQCZUZxOdIzSBwQ5zsg5CVJsTPik3I8Ss3Kjjc4w5NCmMeSHhGIuQxRxsfxg4HI4G09W+Gac2zzqq1W56aqbgPfEw4EMwpxCDOYUQzJkXI5j4GkLHPtL3HT44Trcng4YOA3/zt3/Dr3/z1wxDz2efv+bu7hbnHDHWTKXu0ZyVhw+P/J//x3/hm6/f4YA3t695c/OKj99/w7cP71mmK/P1gevlI6VkkigLBU/HTX/k9OqtSVW7nimBFpsJkU1tcG2sTSkxTSOpzlfIealQUTFTpXUkrBkncp6ZxoSWzOPTE+fnZxChOxyJ3UCT5WnIwkp91R9xEvV3q1PQBiGxFb2hKkIbFL0qQ7MbyVu/t8rnT3n8DO0je6xzCfauZ/Vm5m3neeb5cqHrIj5GXr15Y57e95xu7nl+vnC5zDydRzMYe/5yjYxa1NIiqFrTrFS6T2Ch6gTWGQmfRrAtu2nvbdd950EbVXV3saUqW4oSu47hcGQJM/4cwZt6aakypVaEE9N16ZRwELojNTlooUJG81QHlr8iLidiGXjdCV8MgqTE+//xJz58eOLpcubp6JmPgUWV65I5W/9MjWEjpWTmebbUVOA4BV4vHaenTPnT90wfHvHZshJBGW463r56xSkq/Wd3uC/uuCTl9rMDw21k8IEvP3vF33z1FdE58jhR5gXtC0cXrYgqkNz+0hsd14kniGnSSFkoUmqnaiHn2TKpGPFDMNjtOlGWuUb7kVQCzgvZCWd1LHPmeUnMTdGzdt2qGCsD522qmtjM+uSDwX0Ip5Q54chaeFwmHqcZ7wJHehyBk0ReBSuCOhHrtnU9cZ7QZWHOABErKHuQyFxnj+UCS55RIJdE0UQqme/mC+8vD1zLzB/md3yzPCAoHYUAa1ReB8RaN+tuA3Z1HRaxAm9xsKzzQBxRQv27VhepoLVIixgLyDmrh3qlBLVG0QjeQ59Yh0C9UuFzHD2OJxU+5sKMNfup2Hu4GE0yAkFma3ZwCB5vjgBzcAGHCwHfdfgYwQnFpuCYY2jGDtYgzQrJB0IIvLp/xf2be46nI7/57a/5u3/zt7vsoQV11iFNAc2CZuVyHvnzn77m97//M5/dv+LXv/wlh74nPT/ybVrI09Ucw3wxp+Ac2Tnwio89w/EGxDMtkNK+u7gyiColPotWyZiZnBJa0grdNFjJCEBmAFuNIOfM9fLE0+MHxHluRMxpWvPPlmGsDkBXx7D1L2x4YssuVoZSQ1OqTRMR1H0CHTUzyL9gptA+QdqntWMuNgzHKu31f7JlFss8cz6fbUxdKcRokcLxdOL29tYq85rtYotBC7TGomrs1ylHe2ewg4AqbrHhcPXztwxhz37Q9TzaYOx9sfTFeNH6Gu8DsbN5CrG23EtWEOO4OAHfJbrDQuwzwyAMg0cnR3kuzGMmiCe4Ki/NDSoHiut5HC9MlyfKNPLN84UzwtV5ZpzVEtRgtnZ+K6+m4pEopGLTvB6mhUPnrQEsCFphPErh6mYuceQSlfTqSIiOLsDhGLi5CfR4+pTxH0eTVJhmmBd4nomi9AdPRggaKHhKySxpqfCZrHUg5zxBI6rWcOdq4S4ER4jGW02TTUSzzKc6TTB1Bado0u1eUqHD1dHX34hh3wWYtPCYEwWhV+icjUQcSuJQA4KUF87LiLrM2fWcXbD51o2aLI7oDdLTECg+ot6zlMI0na1YqtaEZrOYTbIjlczD/MxDvjKVhbmkSsJQAkKP0tVAaoMemkFvzsKKzW2rexW6Wj8LYN3fNLriToStGQdXpbNr4xdS+yhd6xcTm6vhTPIwEIniiMEaJIuDIM5mRojBcFIdjnO+KnaaU/BsxA1FUG9dtbZzXbUDAupWmEsqVdM5Z0a/64hd4O7VHV98+QXH04Gb2xtCDITK7289Q4JBi/OcePx4Ybomzs9X7u9v+dUvvyC6wDSeWcYz5/MjcxpJeSaXtEGZTioTyqYw5AIiuiIPDqxO5mqEXQpaReq0Ch9ptUlFFaQO6UIJ0TOITfRLy2SjdOvaLXVU5jRdVwfvXLBCt7ZPlhdZwV4qYwtet07odk3XZ8nuW0NJ1l+8fK+f+vjpmUKtwlNsFCDVs+aUKFKs+KIZMU2LFQN8fHzij3/4E33fcXO64/Z0oosdv/hF4nC4YZomPn58z+V6BlWS1olGFBuqE4EqomVCWr4WOneF6radVtrdruHNeaTyhe3i6Hq11ywBcw5t7KSqrgNGEHB9zxADKS2MlyPn556cHHOaSXnCOcdwF7j/rND1wv0b4Xjqef9x4U+/Tzy+Gzn2dxzvfkHXnfAcKPGeVDx//PCOf/jP/5Hr+ZHvvv+er9WzhJ7nolxnbZMZV+XdXCc3aZ0KJ0WZlsyfny/mTMvCvzkGpCTDNcczOSe+fx7589OFSwfdm4HDzS/pQuDtlwN/9esj3QyvzhP9//nO5lIvEyUlZLpyCIX7r3pEAsEdcdJxGUfefXhgnGacF8OVxUaIDvSAUnKmpAUROBwChxuPqvI0OUatUVZSRDOShaKOPNfmvFzN9Qr51U2FSbGLuDpHQPiQE/9jypxUOGngNvT4mmEteSEV5TqfeUhTpY/C4gsH9XzOAZGI8x13Q0Sikr1j6Yw183565t3Dd4x5ZlSb55xRpvqVKHxYrjzkkayFqSyYKAQcEe4wkb9QAx6lYvniiBR6FVJ1Ga1vPhYjICCWgarU14lUFwLF5VV3M3tHccaN70OsLBgInTWE+jyRo60VcZGDP3J0gRxhjFYrOAgcnI2R7CTgsgVFvYvE3oy0l5btmFFVsUa22RnhQNXmJyuCNTDbTPXgA3GwkbPD6cTx/obD0PO7v/0d/8u/+38wDD03tzccjweaHPWqRFChk6fHC//H//bf+OYv7zkee/7N3/6W4d//HX/6wx/4T//hP/L48SPPj+94Or9jWSZSGs2WCKgPSDcgsSOrY6lFfNSYbAiIMwKFaqkF4kRaaid0tka1VGclB+8tOPSO0/HI7e0JgIePH/j44QMqI4ojp0QuNvVPeYeIEKtkTPCBw+FEjB2KbFRvVrDC2EoVfcnFhCxbTUHWINdAlmajxUs1Z/tA9186U6hFmBbVazE1tqJ5bY+3A7WobhxHHj4+cDiYfG5XhbFub29BAtfrhfPljIwjhVzlY+29Ph3VuWUL+85kaN52s/w7dkpjNVGxuDUPoIrIbS+0wnF1Cg1+kipZIaYc2vWRGAOIbbKSE4gj9Av9ydH3juOx43T0XJ4dZSpMjwvdySHHW3x4hbgelaMZtGviv/zlax4fPzBNE1eE7CKjmiBXU0WVtWWhAghaaFM/Ui48TDOdEz6PjjTNEBxlGpkuZ5a8cF6uPC5nLh3cLzOn3hE6z+kmcH8f6UblcM74h7MN2ElTnRM80Yky3Aa8RIYwENyAe4bH5yempS7GYPfJ1yIuQE5L1SdSYvQMvcl/n71bMwVXKoWgYs92vtraI6oJasy0qoeFmhES6/C8auF9Nr3/2QV6F4gKR/GcMHmIpzzxmGcWTTyUEwMdmcg9g6nFOkcfAsE5kqfCWcC1cLk8cl6uXHTiWScShVHgWlVCHzTxqMuLNF2AiKuZirTQo/7NzsOr9U8EVcsI6nMCRv8UFZKzuhRS5dUa/MnGuy9S6wlrf1Cs0/+aWkBBvSN7AW+F3c5FYrB4qzhr7osOilgPgmnvWCG+810lU9hxmx0wR1D7nqHWSppx864JYSg4K1z7YANxujp46s1nb/jrX/8VXd/9mMGhhcSqyjwufP2Xd/zDf/8Lf/1XX/Bv/+1v+PKLN1yfP3K5PPDu3ddM1yfG+ULJC7ksmyKtExuA5QMFq0uIFOuraHfESXVqJm9Scu0tKFqDxZeZgg/BSDTHI/f3rxER5nnh6ekZV7m9pRRySszLxJIWg89qjaTrOmJwBF8zYfwW4K6IiJ279bptaq0iO2J+Q2VWEKVm058gJz/S9vCPPv6nmtd0b4F3uP2mFGh/K6pcL1c+fPjANB14/erNTg2xDqxxgX4YOOZEzgvTjNG+PLgq0LVRVFsGsF0I1u+7q/Tpsa4NZvZ3afmVtKR8/7d11W+gXEvLnI3ljHWewpwizMZgmK+Jy5OwjIJoYrw4nh4WpAwM8Z7obwxMKBHFU4IddHZCjoESg+HUyVunZBZS7axsjsr6QxoWWVb/WFAuKfEwCQ+p40E8DyGwlMC186RSuHrH5K0rdSomDaxI1YhZcAssHpZTQAomDDbDXAQpQq+GEc/TwqzKPM0oDld57LhgvSaNUkw1KhFAcc7m2pa6waTZeqlDmEQqe8N6DRpEtE3sgxfoqCgqmSKwULgWa/a6khnFalFOHAcX8KoMFHqUoMqUJh6mM4uLHNWRfaIjkGSgE0/GpCdysRqK7zs6D1PBmv/qNLSrFmsqq+k9mIREgHU2QcEosE2UTsRx7wJHhKyJqDZ2NCKc1veR1dQatz+tcxBK5aob7m1qo9R51238I2oZ5rJkyBmfC7l2eJ+d8EGs4/qCcMVVp+M4iqNgo12DilFgC4irpW2xug5qU8dUM0hV76zQoQ+dBVDRZiM77znenLi9vyN2kddv7nn7xRsOh4H7V/cb3LHfs/V7WjIPH8+Ml4kP75+I0fPq1Q3Ow7d/+ZbL0yNf/+kvnJ8fmaYrS5otOK3GO1cL2oWO7njCh45YWYTtk1ozWakWt1QGUVunpfYViEAMAUXpYkfX9QRvmk6ltHXsCKGjlMLpdMv8+g05JcbpulJytTaxlVKYJ5POsSDXMhVXR8uacrM51kZj3mQ+93Zu/32XXf3YBf2Jj5/HPmp1hB325VqTB7UrsJ40mNro9+++53z5yM3NDZ9//hbvDQqwAlIghp77+9ccjkemebSIeb6iePxs0aAPRndzrcFtRz3dzPp2UdYIU6lUsprheL/qILUcbU0uVFdn0xbqWn2okZgDuuHA8eaeZZmM7siVvBQeP8zM04hzyruoeK+kFHDpNa+Ob21sZ7mjpCM52OQsRFmiZxk65qU3ffpinOa5LIwp2SLKmaadYp3FpmMTPHgvZCl8d73yNI4ch8jvfUCGAyUoKYzkIrxj5lGF0SsuJ+JlhJC4Pl+Yni5oEsZbuN4coCiPTzPnCzxnY/7c4hln5cPzM9exsGShaDDqoo/W2CVGXzQ6I3Qx08cOpDBez1zOz+RcWFKinj7Oac3WLPEpja7M5vRddQ4t+xQBFRvZiCgXMu9K4lKE967jQQoHMUbaZ+XATGEuM1kTSuZx/MjT9MjgO8Y4cuMHDqHn8+GOwfco1mSkwBSU4f4Or5lxjpQRlpK4pJGPi0FFC9Zh7oEBx1GEoIa6m+u1UZcDxth6Ew6Ii8Qy8sf0xLMqnQp3NcMdVbli0MGSi2nxIJRgQ2nEiUX6sRV1sQJxDXK0QC6ZtGSyFhyFEDwSLBpGEz3FpLY1gji8BD6TDpsTHNDcMjO1moYAzgqapcC0JFJa8D7SuZ7gIyH2HE63+BDph57jzZEQAm8+e8OXv/yK4TDwy19+xa9/8yuDk2+PhOB5abWakVMu14m//y9/5M9/+h4nwuHQ8dvffsn56Yn//T/871zPZ959/zXffP0nLpcnI3PoYnBL1VgS57k9nnj92Rf4EAndcasxqgJ5NdKlFJNLSQupfreehIwPjm44mGJA33E4HIx5FSI5WcbuJDAMR2NMfSnc39+Rc+JyeWYcLyzLzMPHj1wvBuk+Pj0Y1CMOFzqruXTdKvRH2bJHhyET1P6wthFacL3ZvXoVdX8l+VmO4eeN41wdUS2+NPO77tT2+/o8LYzjwjyb513mpYo9bap/RufsqywuXK6m+e98a27RtT7QIvbVUMsW9f8AM6tBpUXYVVt2d+m2HoaNnwxsmUJ9D9393iS/rUFHVXEuoGot9/NokgmI4iRX3PtA8D19POL8EdEeLYEmfYIY/bAEv254m0TVhptY3WC9rq0gVWTNElxd3GNKLApPOfMojicfKFhRWIvpCM1FmMXkEpaUDHpaEnlO5OxsAM/BQ1HmyTEtRqsV74jOsZBJ88J4XSgSUPqqghkQ2eo+4kLNEoT+YETVaRKWVBt6aoOQXVdd0901I7Kcf8vi2nO322c4ey20LGRGzYgKI4VJ6rxqcXTO41TsZ2zW8CXPJkmdEz1xleEe9GDzMSosqqhlCr4DCo6ZkoJF4UWYZJsRrY2UQB1rKVo3dJOGtslmQTy9dATX8Y5MEGf9EiIc1K2vmfdRrJbaYGXZgtOmr1MzBafYbCL7X8vYl5xJpeCcGk1VPFcVHkpVRK3wiSgccQwScAhZramLOmujYQ8V3jf11oqxq3giYgGBr0Xk2NEPA4fDgdhFbu9uef3mNcfjgS++fMsvf/ULui6+gG5/7JGWzMePz3zz9QeOh46vvnzFzWngen7i3Xff8/679zw/v+N6ObPMo8FVdU002QoH+BAYDgd86FCJn2SebW8Zc6hpGunuu8HONuDHe2+ZQjQj7sXXLAMEQxKcOOR4ous8OSeD8oJnmkYu52euImjJVcE12yyaUioFGkpfCQ+64RhbptCy5S1sXdGST3KI9RT/yav8w8dPdgquYVw76qiorMZSWG1X5RfHuhArKuy8Ub+S8YGdswVUis0hLiUAhaEfaNTQKdgkMu/bIJ5t8M7mo2pau8sW9k1vL53Jdk1XkTyq01h5X+2MNydYsEEzpRRUrPlFVYjxQBcPQEaKoLMzIxekdkT2iBzADUjpUK1RXDaZ6EJm1oUcQTsHxeFSgAx+Nl2ZUndtKz61MwTQIhYtY/LMReD9NPOfvnnHd5eRGBcO/YhzmYegTF1HDrCIZxoL+AwEuuOJkIRLKXz3/IjDkYMj3t7gx5Hp+ZHny8I4W9SKGowXfETF9PJjP5h2PgVRk79wQQldrZBLISUTQbu5PdK/GQwrnkaWZaJk07JJqUDZirLWN2KsmdKMVLsO3pxjm5ObgVELHzWRcHwmzgrLWrglMZaFRSHRpCAyz3liUuVZE7ODbo6YWa4OR5RFDCb6uFz5sFxsQE5eQAtOrTlMaqbQIQSxHoIBpQcGgXsfuHERkVhJGI5gLWNkLfQ4+voeCeFaIbSgNtGtYPTbNve3FOsSNudrPQNtfVvuLnTOG6vIO2JnM0q6ApqsThGdDcLxYuNeQzKCRQgOas9PicbCUgfJCZla8Pf2iTEOHI43dN2B4XDg7v4NXd9zc3vkzWf3dEPHZ59/xldfvWU4DNzenfAvpoe9DOdyUa7XhWlKPDxcmWfLw5Zl4uP7j1yfPO+++56nh/ecz+8Zx6fabVx2+9g2uWu6ZTVoWcf41s9cO4qLVnWCXGUsltqTkE22omZlMVhxOdRCsXPOZj3PZqfmeam4f0VPXDQWl4+4EOmA+1dv6IcDaVlsPvs0mwPLxTIUgfHi1jUiYv0dOdcaop2ZRYS64SSr0d9bf/2R3/2Ex092CsHbU4sa46Na1kqBq9SqOmPUe89w6CklomVGi8P7SMmOaSqAqSwOh0ph0x7IdDGQ00gXPUGuTNcZ1Cihwe8ZRdUwvlhPu+E59diodQBXR/SBrNV7V9+vaDFBtPYuawS7LR6DPLJF7S7S9Tc4PzMMV+ahMhRmTxlHY070HT54cB0idwgdYCl5USWVhSldSCxc8kjqIRfjMAc6SvKEZSRcA4WMet0VvVjZBIqSszXQlLref/905vv/6x8IzvP6VeCXv+w4HB3u1uGPJ6RzjETCU0JcQWXg+Opz3Fx4GBP/9ftv6ULks8/ecnd3j3965vKXb/j+40hOsMyCqDfjFnvwkW7oOdye8CGQ5wvL9IRqwnWOeHAIxQTn5oI4x2dv3/CrX35JKZnvv/uOhw8fWVLm/DybbpGo0QIptsEKWKRe2WTYwKYQ6v31VltoRd+/5Ik78bx2B974gaKZhQXRiZGaKamJx323PJHEhsOE6UOlIVsPilb4p9UMZi2MdXIcRU2qBKxhrnYJnzBnELFBOUcKBxf4quu5DweyeBY6Mp6+2PpfSkZEONUsQ7VwVUUoDNT+Ban1IG/BSsoLeZnxztO5I4Pv7HjV2v28SC0QC10MHI8DPpgG2TLNpKIEP9CFA1Ec/VToZxs4H2Mg9gfUOZboSVUh+EqmSJW3iQMhFPrhxO2rzzkebjieTnz+9i3DMPDms3v+6tdfcjgNvH59z9svP6frIl0Mpse07bjdHlZSKrx/d+b9hwuX84XL5YrqzPWSeXr3PWVJPHz4jm+/+Qeenz6Q80JKI6y1BOsAER8JocOFiPc9TiLiIk3cz7LBXAXzCsuy2DChnJjnkZQXnDMl5KYK23c9znu6zmoKIsI0PvP48ETO2ai/1W6oi1UrI+C7hahK1x+4vbvHO2G8Xvnum295fn5mnkYeHx9I80ROBkNbJugJIW711KoxJ2oSMYiwNuAin3TOv8glVrj8J9n6n/rEtaN5z/rZQTlrcqNaYRYb2lLFlmtaCyXr+rq9sRYcOSzEGMg5MMewyWnvoKJ9pvSCgMQPneR6sdZKfv19g5zWInk7yU+/b68rZYM1nA8WIfqI9x2igmqgZGMQSOkQDaCxfrcWJq0deSaRsJB0tvGUxn81Rcm6YdbaSVHjoO8vez1Brf9YhSUElpR5HC9ogavv6Gc4xcCgkWMdXJIR0lJqsOGs5V8Ly2XieVroS+FeQLoIIZAKTHOmZKEUX4+hzpmuarKmcmnjAtNi0b14cKFRGO0aeoGu77i9O5Fz4vm54/xsEfMqm/7iHm71q7a+2gJwNUBY7xM2O/iqha4ukE6Mmz6IMNjlt1nGABRmVcZ2Ictc30fNGVcYb6YOwhHLRhSI9atlCLF+94CvbKKINab1CAfnOPhAqgUAwVnGq/Z5oqbIaoVqm03sYRu8hGUK4uo6LoWSrbbUlGLb9UKpFFJXZ2UHutARg2dSYfFm3PEe723+gRcb+NQYUXGVrPDgvdVG2hBu2pQwhwtGvOj6gX44MByOHA4HTrc33L2643Q6cHd/x+3tDTEGtjv1wz2LghZlmhKX88z1as2ZYJH89XxlHifOz4bRT9OFLZNUqJIUijXtteE+TUpH1sCxflwr/La5CFUSo9RZCdYiFWyYVeufcB7vfNVPkqrWag7Fe1+b1Jqhqr0PVSrEO+EwdHQx4JynHx6ZqyyHrXMLUEu2rhWtA4DWcceNnbG7anuT9Skq9oOff+LjJzsF76rSU9X2LqrV+2yc2ZILxZW1wt6OqWmLzPPC5Toh4piWTMq2yFyFQMQ57l/dc6tH4sdHzudrNcT7paSrUV8zFWTz0qv1rMekagWa5jcrBl9qKqaVoSDrx+y8zs75iXNQNl1z723mwuF4JC8zYxopy7RFIurMWayfXKASNFMaOU9PzGViGq8IWlNqqdxz47EH501xFMeyz4x3j9Z3oa3RdZfyqHiKBIqLJPUsyeAoeU44fwGEx2+fefzmCV0y/XOiOyei91xnxzffPvJ4vfLd949cLgtiQxORaoKEVD/bZAJUHOJGhkOyKHfwxM7S3K6P9IfBmq+0cB0v5JS4XEYuF9v8y2yCfo3BZgFA/ZlaW3I1MCmFMhsrpMuZ3kMUA5Ge84zDM8ZCrtDm0XXgBq5auBarREwVRhIMrtpYRJsSDbB2wpiYmv2uU+jr304IRzGncAscxXLDz13gzhnX/9YFDiIsOJI3g+qLQTqh2PqYalm6aOGAs7GZYrz9JNZDUIfakYXavKaUlMlugQqlte5har2DUvC5EMSGQNm6UCKC5LIW8X3fm6PtIgRX51I0OqSScmZOGRc8/eGAjx2Hw4nTzQ3H44n7V/d89YsvuLm54dWbW16/vmc49hyOPUaa0hdX1gTo6jWugV9aEh8/PvKXv3xHXhKa4dCfYC5cz888P3xkvD6gJeF9bfzKn/QBixC7gcPtPT50dP1h3ZfGJjIDvDqBkkl5IaUEqoRg40S998QuWgG4znpwzpNSYp6fUFUulzPLMq+MOqe2WooaBFm0QVkW5eesLGoEkqEf0Ful7zq8g3meWZaFaTIBPy2QUkbJuJyRZBmlixlXNbis32rDVC0I1hd24uf6hZ8OH4VgNlWV4owxoFpx3lYey5ns9vNLtfJsrY4wjjPPzxcQKzqmeiFDMLXEvg+8/vwz+t7TDwMPj0/Wv5uUZalF13YJhHUIT9NAatCR7tIqrdGHHXwbQgjURhRbQ7aRlLbRmjuo/3VujUidhjoa01d9GCXNE2W6kKZrTfU8RR2iBimwmhqLaKb5mceHd1yXK9fxGUEJ3q0DT4Sq/OkDWYWE4Y51WuOLmw1bLWerl1vTnTpP8R3ZRRZ1yGw0w5xm8vMTWpTvvn7g+798pKRMdy2EqaqR/t50ZcZU+Mtl5mlKBB849pHonaWqOoMulCws85lchKErHG8KwcMwRPrBMqThOHC6KTVTyjyfH1mWxNPTM09PV0ouLJOS03aGzQC3poXWIyMOyEq+mPOJRbnzNm1Nl4WPqZAInH1mEUcnwr3veQ1cNRt0onBRJatJDC5AobwwW+1I/Cd7QYAB0yzyKHci3IhF2PfAjcAgjq9iz+s6fObgOzock3MswaHOEdURvRCLBSoXXZhrcfGErcfOOaJ3JGcw4VRXUyMqKNYPkoupj4bB+oCsVlH1dYonJJst7hWCRPBKKIIrCct+I77vrXY3dGht3jNJDqt7zHNimhe6oef+eMvp7pZhOHL/6hWHw4nPv/ic3/7uN7x6/YrTqef1myOxMwkT55vrtQWrmHpoWmxvBO8J3jNPC99+8z3//b/+nuA9r29vuTu+Il8mnh8+8N1f/kjRGS0zIVhfQSsQb3tC6A9H7t+8JcSerr+t2LxYzaAOvSllMceQM2mZmZcZ7x390FW6qc15kOoUYjR21vl85uHhgZQSy7KwLEtFSIzxpmLstdygRjEng2rVUbKi9vF4ZBgGSk7c3d1ScuJ8PvP+/XumaWKaZsbzSM5lh25A6Hp8v+DE+j+C91bCkM1+sFm6zUj8xMfPKDSboSkNyqkRtbQ5orR0bGPz6Itjsgu1LAkRR66qg0jrwbL3izEyDB39YMPALeU0+ejSosdaaW5RozR84kUStevp08Z2qvBW/Z1BLnusrRVtfhx/E9rnVYpqFeHTUtaJS2sW0762g6A1HJWSWJaZZZ4Ni0R3sMmOYLu71uu1XOsJ278/vdb2No0V5tcNocU2US6FtFjn+HJZmK4LZcnkqRBmo77pYnrdc4FxUVKuy2z/wbWzWKQNE7ED915ttGqd5iKYY/XerwyqlIzSmOqA9JItalzr/bu8eL0bDSvBIiStmaZQm6/qUkxaSLU43OYbB/FEZ8yhQTwDniIGM8X6mXu10n1arp98vLBBQx4T5evF2EWDUL8cB+c5+IATZ6qs9WsdfuP2K7bNVVDrE6gAV0aMvoxlJa6t2wZR1JuvquuchkYfbxHjCjHVEwk1eHLIymoREZO0dtZnojXzbnXCFoFbx7F19Hb9QNf369cw2AjN0+nA4djR9R0htmnVrZPjZb9NqeNAS7EithnohXme0RDQylRUVTPc8wiSELGi+A+hcvuF84EYe0Ls1wFZa6BaDCBstmpjKBpLsU1Qc3W+yybnL+uxNGeQa7dze/8d6FnXcnVT0uqn9vmCGiTkPcUblFhKJKVECJGcs/WZ1GtWyg4yKhnJGZzitKo61Av66eX4mchRXR8/8dEGPFhzRbvIGBupLrJci2/acDAHqh7nCoJwuVz48OG90dRe3XI8HW0G8DjbbNTksaYs5XQY+NWvvuL1m3um0TDGXLsMcx1YsSyFZV5XbD0Wg1u0GWdDh17cIDv2/eVq21LZe9gV3f7kykrNUrouEtyB4IVL3+M7Q5lNgsOsWZvSJsUmrVGUeZk4j2cu45mpXNE6hQ3VdXBH0UJWmx5Wat7TnKj+yGG9NF72mYPv+Oz4itubA5mZ9DyhFCQXchqtvvMx4y8OMuTkSIb1GcxQJ4ilXCjJjOycM+oS0UWOx0jog0mFHxTnFdGF6zQhFK5jJpwzqHAdi7GFgJQT52sizZlpSixzXUufWmQ252h+wBhKQmVi5KoxFDyvoqeXKh8RhCiBqQ+87x2DwmdL4JQA8bzuCj54Ri2EPPGsmUkzDzkxaWYBRqhVhe3R6gQeuHWOe/EEEW7wnMS0lG684+Ad0XlOYSD4CDjmWsmYxHERYRIYtXbPqsmi57q4Bjwn6WjDhIoauyzmjK+FVPUOvHVgD77n4GM16NYbLd7RVyPfO2+02gqliVgNw4c2U1lwsYdo4zMZetzQG+w7L8xLwoXIV7/6guF0Q+wiN69fMZyOnE4nfvnLX3Fze8ur+1vevDlxuol0nbc6a8252n8bUcKWsn1+zqXO+76wzIm72xv+/f/yN0zjxLuvv+H913/g+eEd4+U9lAtGO80mYZFbQ5gx1GTtlekI/YEYe5RAqvMMmhFXLdaLkBdAjcEVPM47uq5b2T+m0GoQ6DwvoDCNE8s8s6RlM8Zi19WgcF37O1r/07p31yi+ynlg18Hgh0Lojtzc3dMvBw7H2eDpnLmOV87nc9VTymiaDU7MieS82Y6lapFpq5mxuuN/EfioSd9qKVZf0Ir0Fmjso5ILWTanYK9r3chwvjzz3btvOZ2OvPnyjs/e3jKNC99/O5PmhdzZyTng5ubIMPyKUpTrZeLh45VlSczzzDga5vb0eOVxvpjkrWvHsSLQ/DBaZ71BZc0YQJ1tEm2Wdb15LQx/+Xrr1xNC3yF9YI6O7nHAd11dI26LrlSrwS/VuxemZeL58sTz9YnsJvDZZMdr8bBk039PbAPEt2Y73Y7z5aHtIlk7+mPoeHv6nNd3t5yfH3n4+J68LJRxIV3MyeqYCKMDFUaEiRZRGU86lcKSlZKM3TMnm+vrnKe76RhuenxQwqCIU6ZL4vw4kdNSmWcTpujZ4YJJZ8+Lac2npXC9LqtjbySCBom2QFgqdJQLNs2qqoNpsb0UnedN6Dl6txIbOvGMMfJtJ5yKcEek00Dwhc+D41Y7Zs3cJM81L4wl8a7AqMKI8simRdSu8gAcsUj7Mxf53EeiCEc8BzXadN8bw0bE432POIMAr2p9IpMTnnFMCFeMGpqL1Qja+PcggVs3ULsGyJrxqnQkQqosl+BxXSA4zxAHjqGKsmFGILjIoT+a1o60QrQtHKcNto2EaJi5Cx0Se3AeNwz4oa9wR2GcZo5D5K//1b/iV7/+rc1b6CI+OO7u7/jd3/yW169f0XWBm1NHiLt56xaT2zqmZgc1AHZiBdycZr79+iP//b/+mdgFfvPrX/Jv/+5f8f033/L//vv/zP/9f/4n0vTM9ek7pDzXlV7L76WgxZiB6ppTCPjQ0w0nQuxZlsQyVwXTktFsPQgtW3VeGIaOGCtVOFSpbqkCdjjSkpir3ZnGkXme7LVVVdUcUlnro642DWp1DM2cNNskItbTg7HzTAVA6QbHnXNoyeSSDOotmffv3jHNo8FtmtCU136n0pSd2fY+sqEg6wyOn/j4ec1rtKitpVEtt999+C4Cfyn1Sk2JrFtQBHzw+FDWmQcb/KI2+LozXLUU6Ie8iuxZYdMRwlwtx6cJ/8vf1FryeowvurOFHziETR+cf9zFSiuO1clzvmo0qTWXqe74w7p7nwqf2OCPbNTHFTPZICOVdjP/kRv6AkP64Z/al6sSy5IFmRVdFJ0KZawR01xWVVJ1kJ2sm9fSe9kNubFLo9UpumDd5i4UxOVGnV6Hk5dkTg4VgisEp+v5G3umrJEjVGQIaT/sTkjW+7ypSbZraRldEEegQhD1+i2ijBS8OHKDPoAoDsUjBQ7Oaj+inqPUPpPqEMJ67e2/B6pTEOEojpM3SYiDOgYxllznLEtArG6AGJ1zUWEGJlUmLVwVZt20wvaQkIgJz3mRtYXPoVbortfPgfUK1bqarzWxWs+13gPnCXXY+7o76toWWOXm2/jbluGqEzt2VcRbtOxjZDgcON3cmFOIpp56PB44VsgoBCFEj/cbU/DTx35GQHP8WiwDHMd5tSHBW5a0LBPj9UxZRkppLq8tQnmxtwRZz6VJ44gzM7k2Ru4goxeve1GfFPbQbTvunLM5krxJYbRa5na+ZXe1t/3Ibh292KHthbXFvykCaLE+MOcUXxyhi4TgK6qgpoUmWmHX6ojWvbIzZT+8Bf/s42fDR9qokto2eDvBOoWsZJtE1Aq2TozLh1XXL+ezSTPkhHMQo+Pu/kjfBYbBOMz7UxEgRs/NzVAbnDrmY1eLVMrTow09WWvwum4v1pWn+6KLbN/2GQDQ6hIN32+wheGe9jrbjJ+8lXOEONAdTpRcmKalTmCy8X9SIwVXoaUiQhEli5n8Uo2/94HheKCkzHgdWarkham21nN0ZYPCymY/1yi7HqMD0uXKw5+/pnz4yHi+cn54MuXGOVHmxbSpUuaaC1mEOUQ0REqF5nJKK4vCenEc/WmgO/QMtz3dcSAeOpY8cb1M5LKQpkTKkVI8OUGaa9blFQlVnbJUZ1Crpa46U2G/Udt5yVpgVid4b85L8+bsbVx0pjhhyolLUes7CI5rKNzj+UKO/MoPiIk70KkZd09Hco7ZF04uMJfCiPKsVnxePQ/K4BxHbwXl2+C5C0Y6CKrEYjdBYrDOdPHMLpAkcM2Fv6SZx5Q4k/lGZ85kvl0mrtnC5oBjcIEojk5sD9iazaDGiukQjgSbJaHOVDO3C4UXZ7OSnSc4U6uNOaCCrTWpelS1CTR2gb63zlyHZVmiYo2aS0K849XrN3z25cDhdOKzL77g5v6eGAOnmwPd0HE8DtzeHuh7XymcTbbkU5PUAsPCMluhlwwUsf2yCEF60lT47//3P/DH//EPPHx4z3df/5k0PaHZoBonAROF3MZ7IkYMDl1PGO6MJht7kypZ8poRqGoNROyaxy7SOxtgFEJzALI6LsF0p0AYx5HHxyfmZWGarkyTzWgWF+mCNbKpZuZlsjNfRTnZ2aWXj00DrgWhVQHYmfSIU0Gc4tRze3eLSFVwTZYp5Jx5eh55fr7uYs527M0268vb8BMeP8MpVB6N5OoUbEXqTvK11CYcs0o1IimywjrLPJGTaZDnmi3EznN/f6TcDHgvxGgntnlXoYuOGA6o2qJKyaiL5/NMCA9VBEtW+tdaYm5Oq0UTLYyC9SaZM6gXchcdmCFybE/S6uw2eAMsWsM5QtfTH25YUmJOF3Iq9rwq6SCNpSX2muxsdkBLrUEJIRB9T0mZh4dHltplKZgkgYpS1G3HXh1zcwTmyHa89suVD3/8C1PwLNfEfJ7RVDbRL+CCckHJzqG9QyUahr2YaB4NrvLgq1M43B4ZTj3daSAcI9N55ul6ZZ4nJDlc6qDS6eY52zF2inPGxybXSKdguK0zSW3KDsXfRZotenMOgq+UYiyDdDWt0VRQgXHJPM0JBUZf+N7PvHaRvzt05D7gKQTNBLU6zY1TRD1J4VUopAIzyrkUE4qz3AdB6YPnED3eQe8dfayhQk6mTyWwOE9y1o9wkcBI5Kks/CHNfDeNPJWF36cnHstsGkeGvxLEcfCRThyRBs9WiYVirLVOhJMEktQpbS3qrrmEc55DNxBDR1BPXzpCCSRRJl/I2FSxLoa1JmZOQSzizFYwLYbTEaXj8zef8eaLL+kPBz7/8ktuX72iHzo+++yem9ORrnPc3nZ0na/OYI9gN+fQonq1Ub3zbHTUBfICy5zISQiu53q98Kf/8Q+8f/cN0/jMh2//zDI9gRYT6COY2pTOJhRYR/4gjhgHjje31mHf9aSsiCaWlAx21JadGjpxiAP90AFG/ihNRbmmxgWp9QrhOo48PD4yjhOlJFKeQJXYhcqedCgm5YOYBImrkwlXh6C7q9GCHW89Oib8qEBAnBW8ZfX4Wns9DlYLmSbSOJFSopQPXM6jXU9hdQi102HLEn+GY/j5KqlrSFqj6vX3sLIg2FJURdbNrXtcor5mnf0qtqjkkzOwGH/H7FGHVg0tv3KyLZJfA5TtG+u7rQbmZWqnnzx3nwS8SAhWVKP2HuxC89Zc4rzHFa0O0a3PZfffffz08j61a7alrts1bp6oXdEfOeDdMTutfrkUZEm1UllxyIqn5irBXbDmuKYSub8ye1irXjyTHPEe8bIJIFZ8f/PFG5NqF2ivBl/Y0vj12tb3t2hJ1rWwqdbub1blYsuasJKpo09Va/EWjBWVOeBY1Da5mc8tKhSpOkUFQu0mU7VZ0b4eeMvGeufoKlYevPUYCNSeHTu7Njs6AVMxsb5LqV+auWhi1MykhUVb2l+PS7dL3egFLUCqIAWNyxOcSbkH5+vecaZlJFUSprhtd4rtE1uWvuL9u+FTst4Ae37txXEh1KmDJmHR9z1d39WO3kjXBWJs78U//thDfrv7vMyJ8ZJY5sQ8zabDtSyM45Xz+ZllvpCSkYX3ONFKG95dd3tbyzpNQ2jTgFoHgNX109iDbSiRNQ/KaoQ3RWI1ymsNRpti6jpGc2/8dpD0uij/qWuyXRw+tQTNTK57CKVJi6AFQoZohfMYA10XKwV2x1LaXZufdBi7x092Co2/jzNOM+Ksyl1zeKNU2Sb0YriiXayK32IUTu9NWdNL3QQiyI4I/mOLqwoPAJZONZTUB18lMGqDXKNAOlmL203jHZHde9ebv97L5ozKzoubs2kGyIkZO7cWiECCIL5q8fcDKWWcX5hysuYi1SoAVztPcSbrVFlIxoCzrY7YwmwwShTP4DuyZkpejClUdBUoE1pzV/2qejJB4Zjt+22G+zFzcMplSaQ6jSqhjBgFcsRkohGtUbRBRh5rqNsYWYZTd31gOEZwyvnxkfOzRVmdMwNRKFbAbsZMmhNtTrUOZlrsnFQL3teMJ2z4bJOpaTFbxq6Vq44yaR2H6uAinvd4OuCZwjMGz0lJiNos7Y8Unp0Y3bNeH+qaFAkrtECxWsJNy1pUDa/CNLiCM5VS8dEokwiJhVwSCXhW4aymXfT7+ZnvUuKSM3+aLzykmRllFEF9xKkyFHPOPVKbLAuzqM1ywBxvVGsZTBhFNYhHDjec7k4mDy6RXkJtsupxVShvFouUXQwMQ4+EOiyn1vDUCZMVjswxBXMuw+nE4eaGfhj4/Isv+PIXpnD61S/f8uqzN4ToOR2HVQKiQcvQIIttj4GSszInaxoT4Dh0LHPiD19/zX/9z39iHhfG85XpcmWcrrz/7k98/PAXNC/kPOK8RewlmR5R0UxW65PKGBlCBTonuC4SYgdiM5bb91y7hk1mI1R9tjb7GXCmvVZKqdpHJt44TUYbH+eZIooLDopHXe1xqqrPNsPFHHQzLqXObjbH60zAUaiIQ13V2thntt6KJsp+7Gd1GNaDYJmHcwUXlc4H3rx9w/H2hpwz5/PI9VqP9zpa1sI+SPtpj5/vFMRobwatGDUMbAOXbMJwzrURh9XMqq+8fr8Op1gVGqXJbzfjs/m2TRVwFyiKtbBDjVqdp3hj+LQLuHL76/G+UJNr77zPSKTmIwJujVBbEYmtFlTf2ya7YedTI6Wu61lSBu+JaTaefEokTdYgJUKukXGpXWhm4MVogC3Vq1GVDX3pyJqYXUFtFJlNz9ItemzigLWjjlBgKNZRe1PgdsocUVQz57qZMjCK3blZN9aL14LXBldtjrBF+s45w6EP0Wi1z88seaaLgcPQE2JkKQsTc/N39V607MaMbCkmOmabRvDVpridM8eCPbIWo8RqU/WsEXCxIECLchX4iCNi8xQuUpuuNJGrrtWjFi4i1omsButZv4BlPVTuOq5YjcDLShNu/PM2H9oi74iGAQVS8SwukVR5LoUHVZ5y4r9dz/x+vDCReZ9nLprtXvsAYlllX0XcOrXMDoTZKalmQh2BjgAqLCgJUPEMww3cv7HsYQHJpipsFEqPipLE9ID6GOiO/TZLoO4DY5blmnVbUdp7T388cfvqFcPhwJvPP+ft27cMx4EvvnzDm89fWSHcu7pv2z5qjDX9gREyyCihCn3nGboOUXj37Qf+9//wfzNfJ6IvRFeY5ysfP3zN48M3CErnLTix+QjJAqQKHypCrtmhaqGIDb9xXTSINlk9oNTCcBMPPB6GXTHZLkgr2GtJtVk2M88L5/OFJS3GWoJKKFFcaQoPGyXfZEWs4J9zWeEoWhf+apMs0Ck1CCxqwbRByUZA0VIqAmLQkqpbjZD4gq/r49XxgPdCWjLvv3/k8eOZZUmkOTFrdQrNRvzEx8+YvFa/rR8gu6+6NHS1dLvfy4sD2qd0pVQWhaMaoPa++3RKXvz0MtGq77n+Xdb/svtpzRD+yRx3/4Y1zl1ZMBtks0YWu8xjyy42FoNzrlLkWC/TnkfUuqjF2VhRESWIsVfUFQ79keWYyEvC45mRFfNFDeuXNrRVWFklDpt81iGEWuzap5L7RLzdpVZqEdXaNV6dTvU4TRnXB78aAhHs+MvWUd6Eu+xkdc2DtRph2yMbdLReO1frOG3zrJmCdWDb5rD7uf9fexRVlmK1j0WrAmrNhHJ1fovAUmEpv3uHBiitXWkqFXaqTVNVQtvy+R1DB6PIKpDUkXDMqlxK4qkknnLiUgwqmrUpKdn7SN0nQh2gArUnwdhRTV/JLuGWNnlv3c0ag6mYVu0w77c1WPXU67X1FkCsDCNHo2M3LMdV1pKvMg6N7HBze8twOHA8HRkO1pgWqx5Zg19ebu0tsNupMG1IcQ3Cci7MU6r9KQs5zaQ8Q0moJJZlQnOCHb6vbt9k1nCVGp2LQc82fc7vN3vduS3wqBneZsDq39saLZU1Z31QOVd2oJZNoeFHrc8O1HpBaKnHINDmhdAc0W4P6f49dL8z297efUe2P7dtUjM176n6YxHF9MVyfhnU/NTHzyg024kUrZ2ppexMZcXdamNF0LAZSfOJ6wbLmklLYhoXxsuED46+D5aW0W7XnoG0P5nGtG4Lrli6pZk6Zpy2zZs19m3b7WohtuE2hHtbwCZwVZHidWDbqj4oLTpvu6HilVrwVS4cMVZDppCckEoy+WtVUqXMaH3OoF0VHTNjdRMO3MUTDscXN78gfWlc6vfvvuHh4R3LMvP48MjlfLFoe16M8llZSFJsbsArH7nBcSgFlsyihVkLE8pMnSqGOQgTcqvXJFlkqQIhCC5GnPeE48EocYeIj45SEuKEw/FIr4eqIlmdwayQZ2MHLWqUV1VyBqkzOI0oUA2I98Q6QexFnaaqgbpiHO6iG+4rCL7WATTDXBIPacRjSqaLVqJnvXGLg6cA76JpFp2yMBTL+LwGnPq65yyqCyhFkglNiFp/CazCZirClIUxV0UrdSTtGTXx9+MD/zA+ci2Zv6SZD3lZV/RRjZ6aaqHfK3QqeIUoQl8VYIsWpqrRU8SjEhHnOd7ecLo5osEzHY/MYswZ33lcJTFkZ3WNNkpTxOYC+9rZ27qFSymEzuYeOOfoh4F+GOi6nt/863/Fv/rd7xiGgc+/+JzXb14TYuB0OuzqB3tD04ycrJbO7rk29IS+M2LA08crD+9GxsvE08MDPl4IeWS+PvE8Phs7Lp/pfd2jea7d9xXLrzUQqWsmOBvug3hif0IlULTqj1VGWIwdLvia4Uiddrb5lqaS2iinl+uFeTEYJuWlhhgvpXtUS6WN19kLxZo9c62pShUbpDExpapsSahdyKyBkWXjuoqsrA5e1eBmtFLBG8eyLvwWxKjB9/0wcKuBUgrHmxtDKlLifL4wT/M/Z+LXx09XSa1OwalU4TNZCziwOYUNo6+iXBTaZCAthqPlZAMmpmkhFk+MRqJs8U2LN15mHLtjqd+1OhxtTkH8+h7rHV8jwWrR68UusqW6q3NbA6hKFa2f42sUZ1Fto5bWZ9Woq21C1WIeu2LSLngcxaKO1GYy2Gi/XKJFdU4RBzfDiTeH1wSJhPsBz0BaZg59RwzCNE3WWZyy4fL1Zyuy2/FF77j1kTvnCcuCaiLVRrhWAG0OQanDaDCIaMqFuWSoUsEhBHwXOdweiccDLlq0agqoji4OVTOqwQcKstg1zFi3aWrjB7VCORYt5up8Qxs/CJvYkWCqsYLVUapEwDrhRSvGqhZQLhSedbYoW+yrvZ2rTuHi4CFAX8xwlZrVdXi82jZosGMRm5tRJdRMVgBFxLT5FWHMhcdkDK7kPNl5zqr8aZ74+8sDkxaesQlqHscJT4e3DvW1biN0av0VQYRYx5nOOZtapkJxzSkE+sMNw+s3qHc8x2YchRBMX6mA1Vmw7CBG68z1zuO9NakVEvNikbCPNhAnxMDheORwc2O1g1/9gt/97e/MyNydOJ2OFuD5FuXuI9r9jmwBWTXoxYIM5yAGC7jGy8S3f37kehm5PD/j/YgPV+b0kefzB8tUcyJ6U1Ses2UTFjhXa1MxZBGHiz2+PyE+ELrBxP5w6/MF0yPq+sG2frEgsobmwOYUlmUhpYVxHlnm+QXWvx/ru5rvlj1ogSbdk/O6rsW71R42iyZiSsptOlwrDGsNMNvpNZu6VugFcO0KVEkOxT5bLZjoug5x1sR4UzPtaZpw7z5wOV9+YEf/scf/1Izm5sTs/m/yC2si9YNMpf3eFlKpGkjzvNR/x/V1dvHFvKL7MZdQXYUY+ygGXzNN2eRV1iftjrn+tym6rhdatye3H+0ohR80Ub14s/05tetSU7nKACmV6dEYLrlGws6Z1HTUaB2PrUYhDodfv3sC6pShO3A63hBDR14KXexrP8REXmwgeMCihZslc7guxJTXVvd187bsc3daDlP3VDZaa/v9i+YdqctRC9TJby8ucWNuFMhL41PXTtOi64ZeWSC6rxhRDRxrRteiTnU2e9nSLTuOdq2DmIqn01aPqXunHpR3zjSYvGPUxMMy0is4yRBsEZ8rL9KJI4hF3EGUg6hlI2odzBZTVIFFgbkoY6WtzkWZJXMpC1PRSlewTlWbzbyTxMZAoyBKVBuEY0FHxaa1rVNvA29iRxcPJtceY3NT2JAjW1t+lZ5Rk1cWqm6P/V6welbJGVUzktZbE4mddTUfb07cv37FcBg43ZzoBmMY2UTExobbraV/5pFS5nqdKCUTO0c/2PnN48zjxwcu5yvX65WSU+1Ibl9GwdWSa7CnLSB+sZq3Ll6H1GE6spPiN6imFtTVGs/sFLbjXwU7ywYX5RUqsk9qNnm/ftl/b3BcFe6Stm9Et9e3aFOaU9tOZG/f2rHuz1QrK1Ar2rA+t/1HG+rR6iI1EK7EE1+n4fV5bxz/6cfPmKew/SDiamvldkrSWoNpWCA0nab14tSbPs8zT09n3r/7yOHYMwyBYYioGj++WL2WEKW2OGyfs4d8+qHj/v7EPCfGa2G6bt3BW+zCmji0+Qxm2EotWGntqjUTV3aqIe0eaFMSq9lxuxZFLeLdFBJtY3axA8zIz2lGgZRlLVZ1XWeYbe5I6cJcdbE7CTYBi0AgEuhxLvLm/kuOh+MWIdfmJmrzWxBhcDbxa/zTX3j8//0H5m+/J+9gIt2vItnWVwSOshnc3ETBpGZeYi08S0m4DCVVCE1NK2b1DrXVOU2F69NEmhZzCotFZXWkRLuyNagwI1jq/bEaS93QjSGjxSIrpxVCMMTde+HYechKyEqXzXiEdq4ixL4j9qZO+s185n+dF44+8KvTiTfHgWle+PDwkct1pHORu+5E7yJHcbzyjl6EAeFGmmC4NRSVAh9S5ut5Zi7KxzzzmBfmknmfEkiPQxnIBC0EhBsxbSarD9i2c5UoIWLS6HMlpSGm4e/Fc3r1OZ+9fov4wOhs9oOqjQg99TZEh2CzD4qA8zayU9ym21NSZpxMt9+HwPHmFuccx9sjd/c3xD7y17/5Nb/9m99xqCMzX725M+noGKrCKRs2/sKdrxZg25+qnM8Xvv7zt0zTzOs3d3z15ec4Ed59+47/9B//I+fnM2l+IC1Xcp7Jy7xOO9NlrnUFy+MtO6UyjswhLMXWdS+eoTuYcqjvap3F5CmcD4CQUmaanxERo9F21hfTmtpKKYzTyLLYz1krS0gb77GNXG2yMw1SUEpOpCTr/Irgt4JwcyNt1rOI3XNpbK3VsdXmzJr5lWpgSjGmnmohOI+GZnt0tUFtDIAFsdHOWVgdeec8r98ESvoXcAov7r00WMY2rKwury4WtQsq9aI2Q21BgK5RxPPzBcV02i1KMpnsXFkpIci62H6YMwgxBA7H3gbHLDMTM5tExRbKNhXIRscze1q24dbaHMAWqa03tXljt98Q9afGHFDz8t45VH2FkUwkIYRQewK06psUfIgchgOpeOa5oOUKJVuGgcerwxNwRJyDm+Mrbk5HfPDc3txyPBwRZ5ICLljEfPKm1vnd6T/zf/3nv+eDfldrB1vpaxMJ1PVMvAh9vbYTBpWp2O/bQjW2VDIdeiNBVUqxbQ6L5O1656UwXReWaTat/lLW/o6WdaylbMG6k/frqkmerDMB7Eu0wnlVFqT1Cljh2MZW7lMXcUIXI13fExQ+XiaW6cyp6wm3PQyOsxZ+vzzz8fLIIQy8RTj6nlvnydoxOMeNWD9AlFq1Kjbn+TkXPi6ZsWS+na98P19JFBantjlRolZtJhEGsXGbbs3qBMShdeylpMKcbX61eo9zEfGB4XTDzZvPEO9ZxivLeIUCvfP0sTcozAvqq1GJvo7BdUaPFINt5mTqowcf6IYDMUaOxwOH05F+6Pj8i7f85ne/NcmKmyPH06ESAD4NyX48U2jVvrbXp3Hi/fuPXC5XYgjo5wLe8fTwzB9//ween5449Jmhy6gm69KtGULOC7rYfAhfJTxKrUu1z8rFAp4Oh69qqE0MUGsm1WbA2IyCsUbSA6HzNVDLLJWuOqeFpXU960Y0UVok3hhPLajZUI+cEyrOBkq1QVHVHqoWK16ntPubrkt1U4TYA+atYG1ZzFq/reMVm5xMyxIaBNX6NFq6LCIEH+jjYR2n/FMeP7umsB5NWxyfrJEXkEB1ENQLS01vRKTyga2+0KLWnAvX68g8Jbo+2A1skXtN6VZdnVpM7PsO7zLXi3liK8asR80a8bcKvFRKZ4v6wS60bo1Unz7WyJaXaeyaqm63uNo2WdNIk0teiZRAc04mCZ7Uoammib6Zzhp1tQEKay3E2dfaJd6+1CBG0dr/UHbUVVnBjKblkxCC2MJv9ZLqtuu51u7wqpgqzja080KIDh+k6rhXjD1bnUBz0ztSSqo9LGuS1SbtrSvjZdoF1ofQ+KmyM0ftOWJSxojgsmHVorV2gDn/1TcoaM7kxQYBjSUjmill4d08wui5zhMPmnhyykLGl4kLyqQep5lBHMnHKo3tcGpsuaLKmGbmPLNoMdpxpRSqtiqVrrImoQYMvtalGsuoILUTVVDnCX0bs+hRHyzq9aEKLQBViI5K716vn2sNaC3Dq5F1VQbVYtlr9IFhODAMAzFGbu5u+ezta4Zh4O7+jr7viNHmELfsemV57df9iz2/7YGUTL8op8y8JA6Hvso/wLt3D1CU8/MZJxnvbJ22Pp7WaWwqoNvnbd3rlRlUIItbs0EVoTH6pa1ZKZgHWa8cMcT1UM3mlFpIztXw6g9Oaw0Q1z2+P+dtaTYnILtn71/W+nNQzMDLpi/WgtdmN15cXt04cu1atPfZQTes2Ig0mO+lEVNqBvoTHz9DJdU2a27Flhc+4QVSt31V3nIbgOHErw0yy5K5XEZC8ORch8+ME998/R2Pj2dub2/46qu3HA4H1nZ/6qi+0bRTus7z5vUduRTmKfP0eMEMjqzOqxmJhtkCtVhcb0IxFktphrzeBF3PAxQrCFmhqoqFYS6gFdGFbDmTmJBZcUIoJo6m3iLmRYyLhQu4OFA0kC4X8rXqDKG4rtJZtVDKAnWxi1parMlRksOpowQDNbQUcl4QLZQpIUvCpYSrQ1UE61s4isNGqujq3UxuupZj1AazaCnGRBJwXgkOXG9QwvF2MIctJscs4pmvM+fr2TpTzwvLNbFMpm3l61Sv4Dw+xlrT2V1dqR2lrg4M6cKG4zYAX6jZQcXR6zm5ZNTcmCGqNfYVGsyg5OtEqg0811JsxOWy8O4xM4wfSTlzKTNzLASd6JdEUMeNON7iGcTxi3hk6u85uYBLC64yd96VhYe82PjPklgkreyR5jyiOIJYo2YfTeZa0NVhZxWmqj7rDweOt/dICMwIV8WowH3PhWzn1kX6oTen0AUb1yhNwK5CRs6YSsuyMF1G5mVh6Hvu717RxUh/6Lm5PRG7yF//5lf863/7Nxxvjrx6fc/r1/f4YJnuKvHyYl+z7iH9kT9dziN//vO3XM5XDoeet1++JXjPd19/4H/9//5fXC9X/vwPfyK4xKFX8rwwnk3obr7OpDlhEthNvwRytWgpF8Y5s+QCPlI6o+RmHKlJ2RSFys13kvEyI+Loh57D8QSYQu91HCmlMM8TS5pXCKbt6c3o1/3aArJmvasBRlkzsk1Qb6vFSbUHAlivW80cKhJigonN2NdMQTbntjEdrVF4Hb/qlVZwbZmGBaAB5+OWzVT7V3bB+U95/HxK6gpm7TMCdj994qW0RU/UtnJzCqUKY7UpRGDFqaenZz58eAQcr19nYminZ7DBWOe3FlViPHA49hYJdcHmN1Tu/v7YNo2YqjGi1qRmjLVPI6E1Nlpfg6pF4Wo3jZ2H36QnNk+9zxJaQ0sWWbMFLw7nYuVlecpSyEtGB101kqzsUeoarDooNUvQUuc1qKDqjNVVmU0llZopFJPvVWpGYIJqDit4L/X8LOHeLlYrspVSTLeqNnk1Zcyu7+gP9k5eI4Ijk+wcpkSeM3kplFQzH8/W9d5UbllzBVrTJ2191EE8uZTmqWi5nzijGDsFWjrujKgUsIgsoev9XkoipWovWvZdMk9Twi12HBmheJAMPi1IUW5wTDiG2ir3eTzaWllm3HhBS+FMZtLEjLJIqXkCCKVmLwbndWJOPnor/NLmatTrn4rJc3gX6I4nfNdBy4YRCJFZrbxM6Kxb1wl4cwTA2kfCaqA8SZPJPU8zfewY+gOHw4Hh0HE6HYld5PVnb/jVX/2K0+2Jvu/oD3Uc56fZ8j+JPGx/XOaFh49PPD4+8/btG35xc+JwGPj2Lx/485++4+nhieeHB5xkQlDylElzIudkQVG2DpNV7kZZpeOzKkuuzXbiK1fRRpRmZFUD0EqDdZjIoxPHcOjpOtM4WtJMqrWDJdkIzh/ay9UCVOO/RwPaty1Sf+kIdlG/Wfk6pbAGmNkaFJFaQt+z76sD2deaLdC0X65FaFetVLVD28uNoCBgrKlWJ9VP3vSfefz0jubdezZNlvb75pG25rVPX6v1OlQoxdUCY9a1MeTlZTCjmBZLQ6WhJQioRyTUS+HWz4/Rczz1pFRY5kJaqjNaP9uOfC1ES22YU2hDR1q+1xxJy3gU1vfZHrvNo9SiaFsQbHo2NXNYKa31bZsctRdPHw8ECQQXa4qprLQz2mEIVE60lozWgrkotJb47avG4kKj3lcWjB13UCXWtNw1l6vrqypl1uO7DtcFa1qqA0hWh6GgaQEV5uvE+HxlHmeWaV4Xyz6Ndk7Wxicr8NvFW51WG4xenYJJT9u5SbY14sWUTR1QvLOOZqcrZGiQDWt67qtTV6x5rd0/B1XXyJhXdtn2oY3WadqFi2aeskWTXVkYDPTBkQm1m7+nsDRmibb7b9c4YPMLfJYVekq1B4EQOZ5uUBeR4YBWIT2t4ytFBBcDEn3tZ2mwCWsAos6aCtW3pkHQZCqxfWfwzfFw5HQ6cjwcubk78ebta/qh4/WbV3SDTUdz3u3Ny+6/2/rers7211KUtNjkvGlarJu2TtPLKZOXzDLPTOOZ8Xpmma6kZPM2Sl7Qslh2oGXbT9JsTM36ijmEcZ6Zl4TvHV1vLL6iMC+pOgZWarbzm5xFUcsKVNXmeKzT0sR6T3Td9fUMy4tzbKtLPvm3/X8LAneXC5rtWacK8aIGiWuQk5FTpDqQNcqv6XJ7r/2/zbZ4e83akFfnbzfn8yJi/yGk9E89frJTKOuHbQvHTrL9vayGbm/kW2omIkiQdfh1qRrqS9q4ulBpmWJjE6/XGVVHCJ6ui4Zta0TE1y5cV+eXKsfTwOdv70lL4fFh5Plpqrh4XnHepuzajFRztrKOmtwa1nRvlNcSU/22ptb1xkqVDa/RgjWDWeoYK4un4PBqA1VKaWtFiG7g7vQGzZlD6C0T0OYUmgCFow3uKcVa/RGHZIXsbNpdxczRgv2vQhnV4XXAQat6Ylug9dyK1u5fTBzPOUd3GDicDrg+4A4DMvSmQYOy5AQLlIuFuc8fnvn4zXumy2R4bc5V4oJWlcZFZ5i5iNUf6qYMNeV23hM7i4SbQbDzLTbAvSjBCX2oOvtlYRzNaajbZD/2e8HJzlU6a+wSIKJ0aoVyb8oWZLX5BpbZK2cKVxGGMvGn+ZmjeF7nwlsyXhSvmSOJ2pJUVWmoKX2D7ApeFckmrifJMaNMqsyqHG/u+eyXv6Y/3nLOhYc5mUheDIS+9rDEAF2oMJFfswLxDqo6p+s7XB1dmcZMWTLeO+5vbhEv3N7e8eUXX3A8nXj71ef87m9/w/HmyKmyj0Jt7JJdii17C/3isTkMxfD558eRaVp4fLhwvUxM42xf1wXBcX5+4uHjdzx8+MhyfWS+PhprZ5koaTRJBxZc7SRvbregLMXglnFOPDyfuYwTh5Nyf3pF7yOpKOfrFcaZ4BzRG5QTY1hrGilnHp8easHdHJfZgDqRTnesIko9uYb9u/q71hirNZOpFFQxAb6WYa0BZC0OG8W2jritBedUss1NUINncZYF40Dq/m9CkzZMyt6vQVwSIiJxFfWjDvlRbG+1HdByG2M7fQoH/uOPn80++pE8YMOANz+3/bXBRy1TqPo2bcO3GbD2qJakRt0pmWYKCCGwiqFJ9dLmmOqJRM/h2JOWzOWysM1EaJu0Hf2WKVi0VSGl7Ww+OdMfS7u2jdHef59abmlkZay0TKElUnXtaQFHoAsD6jJeAqs1lIplruF2eZktaOsZ2GUKup1ftfy7zMVE4JoBC5gTaLp8DZZt5+C9p4sd0nkkBgi+sh5qVpGrsZ6VeZyYLyPTZdo+fnc7ESo0ZPe+dSdDG4piXfKrwiUbLU9qAVu1rNmGF8jeaKqrCCKbXMQKN9UtbYMa271pWZPiVIhF8UXqlLu2Zm1Aj6BcNfOcF4pkDsWcpxOL/kMlMHfsczRZCXBBdZUxd8UMiShk6qwGHzjc3HG8fUUaRzSfySmbsQrRxNaipwT/Mu1ab6qsRWcfjHYomqHqIPWxw3eB4+HA8XjkeDxyf3/H27efc3N3Q+gcoTeDtqdZ/tARfLLGd78sxSL1aVqYprRlCKmQsn039s+FabqQ5is5zdZElhe0ib/tMgXbAlvQmWtNYVoS4zTj+9Yd7OzvSwIpFG/Qia9YvQ8m2LekrYs75WyGUyxLaLPnpbQMm3ont9Ryg4zb2t5sUJPNkP3BCxWlaFmCrvvaIN5ssGqbFlevrby8AHY8u+9aNlrp2hy8NgmLXbOy2/+0GPhlJvPPPX6yU0h1iHTJhndutq3GDNJodhvDaIWLxG0HViNr2rWqTqMNmlmvobaFYbzwlExPPaWm3UKNns1DB+8ZhsjiHF10+KBI3l9UM8Il6+phjXLXovLVr7Ia4Z0TaTfLjGdLM9lwIMpqjpokr9dikiBUMbcKfdhUskzJCSk2fhFXpQpqC/yarCpr0Q2qYJZaHUbU0QYIpXp9E1VNc6112LVysrYJ7DlLtQu2fgxGn3TeEw8d8faAdB4/HHBdt8kBTJk8JaankTJnpnGybE9k5/WMMx+CVGn0umBdo/vZYrbpe21Slj1HnMFJ4jzq62CVotbw5Qq+ihWKWgZ1iIHjbYcUmOaFMi9mZHhpxmppg8E7bsUytwPWqzGjPCrMWN0suzZnO5KcZ8GxiMEYtoiVTp0Vtmk9rp841sY6E7cOThl85HV/MlbT6Y4lC+dpZioF7QJEZ9lBrJpYrlErd6mXw+oz3tl1LEDKSIHoA6G3TONweyQOkfs3r/jil2+5vbvlzeev6A6dCTn6HSdO9mSRtvAEPvkt2D1KVYZ9vEw8fnzk+TxScubVqzvu7m5wwNd/+Auqyvdff0tZZtqw1LyDQXN1Cru4lqLWga8VQiQ4JBbiMNAjhL6nuNqQh1FCESF6IUYrlIMyzUZDneaZJeVqZwSqnAjVfvzA7rSd3xInfbHjefnj3t5Z1KdUG7e+0xbstudIXTmoyXFofc+t58CK3OucnNYDVh14UwRwzhwE1ZZmzS+Oz+D6rSb8Ux4/2SlMo0EZFqHuu3+3RWWLzK3cYhGhOIcrW1dkOzSl9i0Uqi6/rtCKZUtS9UScFQs1I1JIpVTICHIJlGI0vq4LHEJgmRPnJ0fXFXIqtUPRNnLJlor5ABKMa2+NU63FazXrbGe2PVoe1NROLWK334oajIUzVUcJDsQTStVo8VYcEwVyIY3W0OIFOukt8CusC7DpX9nFrYtNMYnmMhn7p5hTKMAsQhbH6BwLVkh2ClHtrFRZpR0a1i205jaDkoIThmqoD3cnhi/ucSHQnw7EPjJNMx+fH5jHxHwdeXr/wDJNLFNeIULEFrAIhODoK17tXKO51rS6CpSFvqPro137IqYJ5JzJL3Sdsb06yyyDLnTlgisZcY7bYoJ8/eHEMLwChMcPDywfPlKKFaCNs8V6rp0I9zHwNgS6otxLYUjKRYVvFc7A4gKXEMmV3jmLGeVrKlwxjnwvNrPZ1kmuYAdrpkiFJywk9KgfQAL+cMfnn/+acLjjQuZ9Wnh8urJ0jnLqquZTY6ZY97H3tsalkjSs1uBwwQKIlA2WcOLp+h7vIvHYcfPFK/pTz1e/+IK/+3f/2uYoDx3H02COuEa6q+kXdmt+c3GbKbS/5lyYzjNpSjw8PfP1X77lw8cnXr++4ze//RW3tyf+4b/+nv/t//O/8fH9R67Pj+TxStBS6Z+1H6HMpDyZQ6hFUttfrPpVGqwBzTvPoIIck8lZeG8zMkoiF2McHTrP0EdiCBTNPF2esSY1JSfbV95HXH1PG6Jj59WKsW2siDZ8XzfofL0Su39Ky4LXAHP741qXFGhKyIgiLtdMfqPCNnFFbcGVC5b9tP1PhayoCEGuNQtv5AJ7j1x7vraHd54g0bKnn/j46TWFvC0QO1B5sVj2BRfZHOMnlfntb/vru2WuWxGrXoY1U2gXxrC/BvxvlFPvhRishdoH86C6F03UdsHV5p/WY9nC8ZYyVorkembb8WyHvStG63qk6+tWqEwsG3Hahpi3j6u0z1ygyhHY6+px1IxkdQy6eQiT3DXph9bHoFILt9JgDKnMKnutubo2i6CdZauYaMsnEEz9wTtjGvm+w4dADJHoIlkyZCizkubCMs02zDw1iFBWh0DdLK2LfN/CrzVzxNlsaxds0lgrKkLDe0OlW3pQwWfTEbIKjdVuRIXOB7q+B3H4eN6tOd2dZ72fIkTnGLyjF+Xk4Ois7jKoZVk4h3fBPlcaw8U2bhKj2VI/H0zGomVhDeVpfHGpBeLiPOoCMfYch1u64ytSGsnjg+n7xIgGt86UaFTGRnm0+1dH4UobJmPwacYiKfGKd74OXumMdXM8cLg5cXt/y/2buype6Ld9uL82dQ2tO3tXG1zPrkakJRXSnFmmxXSMLmdu744cjwN3d7d473j48JHvv/kezZPVmWjy9lr3rumWmVMwEc0aZq8zUGg1FAUfO5MiCcGksWmwSjOE1unuvbMCd1qsDyRDzpX44QGaqJ/Zlxrd7sz59rsXHmB9vHSTL6/j/vk/4lilvWazObraMWVrZqtvLC3DVVZISC0zFdVKpmi2oTHvtuMzlAb+ZZrX2uc0mIjNk26883bDdy9UaNNs1pMvtiCsplDW5zvn6PuOwyHRdQEtphIqznj5AlVX3QxPSkpaDGsvdaF77zidDnz2ebFRkFwoZWLrOmswVUHVgX6S+Eujhe4C9Rdp475msnNQuxvWvr8I9sURfKCETEo1fa2/985VXDfv3tfOda19KOs1S7UpKeSMzwkRIbvK1nCePPTk4xGfEmGe8VWEL9VF5ioN3O/OTTDFVKcm5RBxhEodfvrwYFlXzqR5wknBibkfrYW51RFINfYCXRctKvVmVBvc6YLDhVhprtaab/4tbddtHd5SZSHUETQRF/C50OM4xGhFfd+0eCF2HYfbW9PQn2d0MXXIGB1DEHoniPdkEdR7wsHT4eiKEpZCKEpyFp1rnUBmAzyEHJWpOkA/J8K04LQgJTHUyLKIFfyc88TDDb4/UHDMLpLFk0Pkw3QFdYzUXpAQ0FDhoArp1GkjhBAZYk+bkgY10AgeiRYhuhosmZLpLV3fc7w/8cWvf8Hp1Q1v3rzicOyrzLL8qEPYP7Z1u638NoSoZCXNievlyngeuZwvjNcr0zhabWlaWObFFHxTQstCyVvHcq7MpJJzbUSrIYsP9iWO3juibM5PnHAdJ67TBxvOVAwGEucJMTL0A95b5/k0jSzLzDRZP4L1t3SWbYkzr17PrQUPgGUwOyezqaFuvnG/t0uFjXMppJxq3VBtX9RssQW/BRPEVLWmOW3R3j5wroGf7ftqV8WuC1XWptR+Ll/XpdQA4Qe++8W91Cr/nf7xJ33y+Ol9CvvMqd6wguGDzWGY9yorocse1VpoPeFSwInx0MmVkmrP8z5wPA3mGfEUNQxbpF4EqXTGaiyXxeinWmyOs72H59XrO25ub5jGmZK/Z5nz2iZfKt2zZSClFRte5Cg/enXrt00yXBuNaH1CdY3NW2t7T9mktYG0mACbSd6as3Ai5FIxQcsjaVReX+EELZByQuqNjimQ6kZXLHJcvCcdT6S7e+J1IqQzsSSKwFztiqusGFRpqLgg9LWD0qljEE90gWmaef+X73n4+GjF/NuB0Ie6+Csuyq5etKvXHA49r15Z1Pg8zjxfJxAb+tIfhyrK1uFCtI7WxXRnHNgMgGAScl47RB2hzHRZ8UvhVoTP+54YAs8h8ISto+E4IN1AzpnrwyPXxye0Oig/BDrs/BNQQiAONxxiR0qF7joRUyGLIzhj/DgfoIuoE+YiXFRYFOQ84RjxpdAvC8fFIIxZPUkE73tON28Z7u5JwJPCpDAW4fvLM9fnZ3zfEe4O+NihXY2AvbkEX6nZfTdw7G8q/LZl6dIFy7Cc4GqG0XUd96/vOR4P3H/+it/9u3/N67evrenwOBD2k+0+Xdi7lb+BvO3Pamq0czIZk3Hm+eGJ89OZp+cz56dHrs/PXM8nxsuVcRhYpomcJkqazJDPiwV582LvUxJLURaq8Q8R1w845zkOR2I3GNRZqdCPj498eP9AmmZUFnScUHHc3t1x8/o1fd+Tc+JyeaaUwuV65fl8RVGOhxuOx1uc89bTU5VMnXe1SW+jxm/Bbe2RqKZhg5Esm20DdFJOzIt11/saP7Q+lTZXPZdiUw8rM1ClmAl1aiM6lNpnYfBAqTCW4JDQVYkXpdRmTe9qHa7Cmz9Iavb3rTqE/DNamn86+6gZOJHVzreMRmneSj8JQX48HFk5t+2rnlUrGMcYrKaQ7OJbmrxPser7FPPYVnuonyg2tzR4O2QbHOKQ0roWN7hkb7hfxPUNW9WXdYVdfrBd9PqbNjilFc/3j5Z1tIEYbagMDVbbQ2zSsq/t83XNIWuWJaUaiSpLbX+qLCKh+EAJAXyiTStzbLCOcXR2o0frWToEr1J5/MacoijLtDBernR9pD9GNl3VfarcjI2s0U8TVPPB4ectUmn1p8Y8sh1iC6Bln+1eNgbXOoNYZVUu7Z0nAlODWlCb/+Ackj2uDqKxDDIgIVgtpVToTRwSAi52OBIuGHvH1SDEiUXkTXBO1aoHrkAKmexbAbhU52oYbnEe72LV5LHpbK42FBZV5pIYFyVGk75o16FBTu2ONf2eNqlwzc+l1hd8sKwh2jyS2BtkNJwGjqcDNzcnbu9ujWTg/5k5ym2lrtZlB5Y2o5h1ZRelZM1xKaUaHBkkmpZUJairltFaVK6Q6T4Cbze5WtR2TqYMa5lNCB7vhOBj3ZMVGRBojDvvXFVGqI1wOVcp7CpG2VW57PLitADfGmXWvQQbqPDyWHd2Z4VoGknGWIANzluNRnsOn9i6/SHQpGjkxW6y95G1Sa8F4g11WbMcac/fcz53j9U5/As4hU0gsVmWF/EEvLho8GNHuL+YZqCtaGz0NausN4G7ecqcz4m8WGSPbi3htTZklNUpkbPjcBBYCYBVWiE4bm4O5Kwsc+bx6ULOs0XhxbDiUnYw1np+9Zw/vQbbqb4473bj+WSx7GsMzjlisILhEju6vjdmiTTGgRnLGE0tNi/zChNJu+FqaW7LTnLKZJ9xati1qzIWkxeuwSQhkmzTvXqEUDdjqrhqFKGreW7EEbRmCkshXhNMmQ6q+BwmGjYr8zzXkYO2C1odzXmrkTkH/eA4nMwpXJPHTR6lMo6i2w2taU1ZTUFSWJaEuJkYeg5DJIYOpwvBR1zKxGg9IFELrjg0Gw5dxAruRRz97a0VJYHcO0pwBJQ+J4IaV3zqes4+MImJ0PXF7pX6QKr1h67Ce+BJlQnl1eOzw+eMMOGKZRXdZ59xursHHyi+5+w6lpI5pyvXlJgRfAwMUQhDR+gCrgsQPRo71At96BniwYydRNPJEqvzNJkY1/dINK667zwuOo6nA7/4zVe8enPP8fbI8cZGNa5QxkuLuK7dH1vl7bc5F0oupCXz9PGR8/OVvGSmcUYV+q7nqy++5M2bNzgn/OEf/sAf//BHvv7jn3h+PpvyaEoGz6hRMF3XmwOXgeiqxEl/wNdM4dAd6UJPKZl5GhnTzHQZIRd8hdT64wEfIrHvSfPEtWSmeeI6XsnZ5iw7KzGSlonnp0czpsXqUDaHIhhTSdpktlbPsetgbJ7myMoKMZljMign+8rGFDEWuaPW+xLNaZWquroakFojbY7KuEi+BteWWZSiK30fB+IjPg4IanRl2aCjRnhpdcoWULagNaW9LOY///jZTqFhjSJ1EDXN2BsW1mYM6ydOo0XQpQ7iyZJRdXXaUWZZLKW7uTkC8Pw0cb2eTf9HZW1QaqJjCCwzCIUQhJTcGk1LNXIhOO7ub+j7A9fLyDTNjONYoSM7vpLtZpdarNo88/5st//+MELenMAeOtItFLJo1zli7bBMaWAYDngfKDmRF+sC7rynCz2gTCWzLHNdV7qxI3YshdQZLu+8Q+pMxiRwDZ5zDHZdoPLpneHeYoXouWZ6vTOGGEBfjHPvVejnQrwsyJLoVYneovllmVnUcOPchqgIeF+L2VXy3AfhcHSc7kxg7Twn3Nn6hH30hM6YORZje1QFxCNijnBZElkVd7Ai8uFwRErChR5ZCl2IdMNARPFjQq82uzeLIznThBpeneh9B2LF2Fz7C/o0E0pCEMY6SS2J6QYNYnpVIQaKbFpFACKBWTqDUqWjaCCkjBSPSzan+/6Xv+XVr39Nysq7j888nScWnXlcroxzQoMnHnpCDLi+ww8dEs0xSOzAe26ON7w63eOdJ6VidTMgHgbiYbDGp+GA6wZzCr1DonD/6oZf/+1v+epXb00nqgurwODLUOdTyNN+vzcbUvdsrgXleZz48P1HPnz/EcFkOZw4hn7g1RuDqL7++hv+43/8j7x7/57xfObp6ZG0zOuMZFXrJfDDwWDRLlrHtneE/kDoBpx4et8RJTDPE+eHZ56fn7leLmjKBIRj1/Hm1SuGYWDKmedp4nq9mlOYrtXGuLVfYZ5GzueL7ctkTs6JqejGYBLb/XAgxs6uw65m2ujvpU7L0zXDtv6mlD2+jt6WApKr7VCDqFuaJY0DLhgtW6oURSkovn6mWzvec1ECFgRYxtpqbBh0VO9rKa3RrdmyhndVe6FKqrD7T338dKfQlpV+miPsjOVLBIaX7vGTg7IQmNajUHKpDU4W8TYBPnuqbtFyeydtVFbafIv9x9uni6WfJQpLDJvS63o0+9TObvT6HvX47GmfYKyyf4/dn1bH8PLqVHClFswtAnDeW/NKnbGwwnNO6myKT52QrJ9R1DKhvQNa00cRW0gxIqGyd0RqLQFUTQfJxLZWURHb6BUYcoqpkC4Zl4pBNlVioUCF7T6VJ2HNcl2rXThzEs7LCp0V5ZOhLbJmn5YStwhow25fRjl2bVQsUFBAXak9BaypteHUNrPWXmXxmFPjyrts96SIkKkUWR+sJ8A7QojmLLUtMECCTfZSKN5TQrDXxg66An2P9D0yHCBlip9IspBwFJGa4VbGlfeIr/0ZlYXlKygdfFinqaHZZgtIpaeGYKMeQzDYyDlC53Gd0A89/aFnOPTrtVjjmx9bsP/Io+0vVerEPBtCk5ZEqjU+CW4NSPq+o+97vPeM08T5+Ww1hVyLt+0W12CywZYuBCMaOLvePsR1wJRUhlqpXcClFKu/OetDaF9LaeMw8zosp5SCc1prbWzy1mr1hJJKxfxtXXhVSu4ovjaM1u7fBhO3/blS0KWx7WqWX/upWs9Dc6grDLquW1Z4eH3/T27Mp+Hmft1LVVJ40Yi2h7fQ3Yt3P/9LwUfNS+nKN6+BeWUj5bWJS4xDHyJOhCXNa+u196XeMDC+rhm58Trz/DwSY+B04wixUcfKmllYUdOtnbft4u6dwksnZEY+RsNqU27vq/Up7WZuOKflN1phqt2FXd/TbvpaSFetEcHeIbSosi4F1zaCItnUDpsui6JoTquHN4kbV6+3GTfdfb4qdUKUGcqcknW7wpqZHI9H/vqvf8Pnr14j336Lm2bS85mQC5IyUpVTO8BjRjfV+yPVdGrJ5McnJGfUQR8dN3e3JM2MeWYp1nSzUoztCDanEExeW0JG/WTzATqlG6oIYKxD58Uh6ldDEWIkrFCSpcXLMvP4/Mh1GomXK31a8KVBYtYxfMaRvDU0ee8ZKp8/1K7nlc4pNsjeO4crcXUeJkzmib5DnbfemmjD4CmK5irvrh5Kvd7dQLm1BrjT2y/4our5T8cb/jyNpFx40sLFObQLiLuhP3ZICMihN4cdPNp3qPcWqd7dIl2kDyZbIWJdycONMXBcH3FVHdT3B1zXE7rAq89uON4eOJ0GDsdhF5h9GibV+7T7vq+aWQDT5M9LlbA4c3m+khaTh/DVkfno8d4c0uE4cDgeGIYO1GBNgNBFtPhV5hraCEqrL/lo+0DE4SXgS31OmilFjEl0nUjjjEf47NVr9NUdCuScOF+eregvNjdgxmS7U1UTnefZ1lHN1FXFtIK8LbCiJrNjO3rAVR32rda11fpSXphncz6m7TTXwCXgxOqW3pmUvLSgxfyHOR+naz9WGwe6dSWD1F4YcRgrT+zvFsrUple1HapFcbmse6R5oDWMbowkM9CYTtJPLx//dKfQ0hVa+3n1ibsCWJNYc85bYUjM0ORsqVYppQ5sWY8d1cJ4XXh6GjkcOk43ncEPvsFNuToFpXX0IZsztA55a3zaOL7VwAvEzmYApOxNKsOxdgfas6reipqhqZVzWn2gvVuLZAu7kpDun7t3LtvNEeeq9LVhp60YGqMNV0lTxeZzRmN9jlAXJVtxuDqenAtLXlBsOFHIefOQqpyOJ46/+S26zDwPA9+/+46ZjBtnJCWkFKJY81VGySWzqGUrrhpqzYn88ATPV3SI9F/dc3t3ZEoL8/NTnbu8pzY2R6smHRAEFwVCQd2MeofvPN0hourwMdi8AATUOpMNGxfE23VMJVX22czHx4845+mXzF1KBLXO4kspVd8oUII1wMUaSYqAellTdV/VQy0jCpYtYEaitDUbTAq8+Drg3QmaTXnWuPnWuAagfU/pO/CB05df8sUXX5Cz8sfvP/Lth2dyLsxaWLzgJdIfPNHZvXe9SVhkcczeoc7RHQ7cvnpN6MywSu2l6Y8HDscj4hwlGP0WccbUiZYVfPGLt3z29hWx8xyO3br22a3e7bHFoJ/+pd3KnDLLZArGTw/PPLx/tL1bnYJzDh9cLW4bY/B0c6Q/2HzgXBuofFeztOBx0dhcKdu0MxSL+pv2lQquCFoKS1XbneeReRxZpomui7x+/Yb+0HG+Xvju/XdcpxFCRLpDbc6yKWtpSWTNZnyBGDtiZw2i4q2WiNrUtFxZRKqNEQQh1sltro4uFWGehZIXshaWkpmuY539EPG+w3tH11mdzDlZWUst73BYoX5ZdIWqmxqsfVWkROqsjEZGaazNqrYK9n1VUNbaOFtvphMzjluPuCBijuunPv6nZjTvH2aPxCL/HbAka3QADVLZR9+NoQI1RU37CULsMJz1Heq7bz/VT3rx7UeOkKa55L03OIlNFfQHj9Wo2wFbViLb3/afs8vxtmzhx6/Rdr41+miccSf/6LH/cGZrvRKfwka6QVZWkDQxtXgYCMcjZZ5sjOR1NmEuGpxCNZJ7M1HfKBdUE5pryrq28n96dRv9rtVOpBIlzLCGzuhzsfPELpgzqXODbTZ1vSZYliTI2pzX7rLW4SpaU3VBUHFkqa7dwitbf+tcYupMopq9Orc6hZoP2fuvGvi+auH46ozbatuyxI31YefsnUEg0kVKjBRXSOJYsF6aLBiV2AG1oVK8N8aT96hzNmPcOWJnjYI+BEuK62f5EPAV+pTqqHCOUEXzYh/p6pcPpi/VgqaXefN+N+2dxV6dwKJQK9TaVLK0WGTcGEbtTdeAYBegtTVrEbCuAZxUqMzMRKVRNvuwE5dcj6mUdfDOGni1W7DlpRa0rX9re/Sf2Nc7U7GPH7U6hVyy9XyUTYKinVPJaauN7DSIqDCnOt19xHYun2IN2xVvz2k2rRlIWS/Ndi6yu3ktELWfZX99ds/Zx2rbMf20x092CrmdpEBLVFZBpnoY2kTckCp6xvY8YC+rbYbaXPOyFMYxmcEuq3/bZQjtq3yyACvdMTjkU2v1yXYIwXN3f4O4wLwsPJ0vll7Wp7aIt0liWNKwMwnyI5d2lUveRV8vsgXdXlcdExh9LsYOqb0LIQTTfnd1qIfae1t9YVdQ0rLiu7ZQq7xE20TFsgyNEQme/u0XfPnv/z3leuHpD3/m/X/5e5bL1UZklgyqRIqtfyCpzQVAQaVQ1FGyGM+5RV7aNCzVGu6co4uBoWLK4gp4xXm4eXXLV3/9JbGPnD46Dh8dKcN5LIyzfY5zsabOrJrzrhTcQoVthJIECgT1DD7SOWmFDxBwGnAaK2TkiaH2Gq86M0KQzjSmqBtNLFOIYrRQL47oDdNeNLNky1Rac5KqEl1Hf+zw4hhixzH2eOeYEP708EguhYdlZhbQ4FAXkN6cJEFqH17ADwPOB4Zh4Hh3a9lBDHCwGcPBe6IPtj6GSBysWJ4oJC34EHj99pa716+IXeT+zZH+GFaNm9Zd/nIffGqedoEO1oOwzImcC+enK+enCzllLueL0Uu1AhlNfsILBEdStb20JC7jROwHTnd3bDCrzf1eWTxGpVmPqBSzE2KLDnKxvoZpQtNio0w7Gxzz+PjE4/MTc8420qobEBfs/V6wIh0xOKSiFQa7pmZzt0vgrTlOnXIez4zzZISQ2Bu1uBTystSaZybXcZ3ee/oYqtOus04KtFknaBP7rENxasCkaurBoUrQrzIYiikfk1ECTmxeSVGtMj1Ayaton/OVECOVb1kzH9W8zmJuMxw2k/vjAeuPPX6GU2jesXp5KjTSOjhLqTpCNcLSvacUS5Xq0QpN9Mwiw7QUpjHT92XztvuIpC6u5hDawBthm+HaZCSgvfjlw3vH7e0NXTdwuY5Vm32vprqHgjZPW4/e/v7J++6OaneT699eZBWyOUFMgTRUOmGoTkFgLR63D17nTrR+hEqfLblQpKz/lkpha/UXiaa31H3+Gfev7nAlk3zk8qc/c00LfcoM2Vg1UW1mcEGZanNNO37FUbIzltGqIVVoMxichczEGG1wSwykqs0kXjjdnfjiV2/pDx39jRBPYjOpv78yfhgtO/DBCqxs+1pKsYlt2VGSkhZLvYMEetfTi6e4Qg7ZoCECwfqxCdGbQWihihrzKkpHlIiiJmBXnUJoTgEbcu7F2ZyInOp4yDqyEaULMAyR4AM3w4nbww2CzSN+enqiFGVaMslV4xRjzUAw+QonECLucMSHyPH2lrdffcnhMDCVzDmZAer7juEwWHYTHdIZa0yT8fBDH7j/7IYvf/kZIXj6QyR2fts3NOLEPxYdftKiqTYTYTzPpJR4/PjMw4cnqyvkVOEO69Y1yMMcnHpHpnC+XLmOE+M0E/qew81NlWO3vTSnmTSNdW2ZlLxtmFKF3TZ9Ki0ZTTN5ntCmDRY8c048Pp+Z0myKvX2Pi8HozGthuE0xsRpDHGxfTfPMPFnPgtQ+IWQTstOiXMcLORe883ShsyL2vHC9XGpx3XB9ETidbji8ekUI0QLDplZcoWykMoFyqvu6ybyUWl8wsN30jirdNRszz4gaHUgtsjdCh2l1mP0QsUl7uomQNgdb2nPalWjQ9U9PFH7GkJ1Pl9Ua/Vc38Cm0UKNd+BET3V7TUkGtHNvSKun2cC261l1z2ief3/oBdvD+JxdA1+e7VaLZrc7gxeF+8tPOpv/YWXzy+Mc98YbvbsyYBie1MX66Usw2fZgXekENJtreqhaujFHzoimm1V2ch07MyB6PdHd3FKCbZsI0mjOZaoen6otBPE3EouaAK/7pncFC4AjZkbOvA3KM2ucrecB5q1G0/G5litVjNQiIik+bU2hqretGKpZ5+mqIzIB7vFjhtVkST/1dFWOU2v0uqlUeRaymQB0SJE3RVnaLpXK+Wxqvag1J4oid1X9CnV/c1k87WuOzt5qZbsLLYpCPFWaDTV8LkRBNdsGHuLKQTMW2Xus2f9lV+u5g84Vd8fgciJ3BRTH6H1nPL8PhH0M01zx2t+9yKrWAWuq85MawaXAQNfiyuohUXr8iLDkhSUyJlBq5ViaKfvrB9dq22Gerz+3W+BoYNYmGOhRH2DU77t6urf52vDXgjMGCoxZItf1T6j1uc523prJqoEs2WZY1GNI1aGt7Micrlru1cF2XTB3bu2pVtOvcDnh3RUTaub60Revf1/u0Xo56jNuz9cXz15C8frRu9+AfgbZ/7PE/5RSkRUKtSo8JoTV+rx1Dg2F2of+KH+8MtDhrLqsTm0qxk3bOETtPnwM5QVrMqLTXtc281MaMnBsLqB7jumnbv1mZSEvytVPSmdyGrZT91V03dXsvC/J3Ocu2IncX6Ec2QS38NBnxAmuXsaKEEOiHnpI8JS2M82QhR6lFWxETHqtpLLAObU8lMy2zaf6UKl3RID1xJAeTA6fK8Vd/xW//X448juTv35G+/RadJubvv2f+7ns0ZzppxE24CEyiFK+E+mXwb6TPQimBZfDkUoixpzuc8CHQeSsy+yD4buD5esWniY+PC+8+JtIC4xhAjf55OBw5HHoKyqyZpAWWbB3AWldLtI1+InKSgQ4PvlCiqU06F/HOUm6C6Qch1p3tq45VUE/QpmVaSGKjSmtxyYraVbJ5STaoBi0cb0/cfPba+hbq76VGuct1AiClVGWcbRxo0rIWY0MI9DHy6vaW49DjXMDHAecC8dCjzjFrgSpFgTNWTNKMULi9v+Pzrywj0OYEveN0e2I4dJvo4Gon9mqY8snP+9Vp3cnLtJBz4XIeeX661r6EUvsQNu0t54SusywM5yAafXaeZ56enpiniY+Pj8xLJmsVD6zNjSUVXFbLDJLBMGilRFdnlrNh9SVXMkpt7rqOFy6Xs8Ghx4FD9MylcE2ZtNJRWxOXrtPWjscDN7enut+tyzrnzPPlzPlqI1WbuKaIzRAPVZgxpZmkoKUQgmX23nm6aL0ZuWQ+fnyPAqfTkZvbW4Q2Yng2u1HvXzMDpru3OdtmQ1z9mzlYu7aWMTe0ohbFdzUWE9mUZlpW8k6TorfxvAYFChBLtr3xEx8/XSV1jbihFcGohq45hb3m0afwETUyW1/XRJ1qV3FKuS4M1hOM0ZOzZ6EK39Xouc36BYtwQMm5yj28SJvbRrDFHYJDHMTZWufd2qm68yZtI7VzrOe8ZSbtpHbeoPmI9s8X79WyDodIWeULWpu696ZoWbxjzIl5nlEtKx/bDJZWXNvWSEuBsw2aMBXONVswHX4DmMU48SL0X3zB3ZvXSE5cfv8HnmMgXS5cpwnefbAuXWyRJiBLYXFaI0PFVxzTu2CdwyWwpGAyJH4gdAPiA7GP9MfenEJULuOELMrj88jj00hOjrzcAh3iAn3Xczwdbe2k2XBYl3DzgmTFY/o3XhwHIgfpiHjEFwgZnAmeOd+DCNk7cs26IuYIBKzBKFPZStlmMhRF9uJn2eosKWfrDFVl6AY+//wt/TBwuZw5Pz4ZU2xW0mxNh0mbOm1ldNU7IVWRNHYdtze33J1OBif53iCU6FAnJLWaV3864LxnXEbm8YwI9KeBz7/6jK7v8MGbftG2rPYr9kf/xY/+zY4v58w0mbEcrzPX87SK3vlWcPdV+twLx0NP18cqrmiZ3bxkzpcrz89PnC9XllYH0uYUCuQ2M9yG5ZTF5iJb02XD4E0kT7NdwTbNcJpGztcz8dBzP9zSn464eebydDanUKCkihQUrVLjytAPnE4nawDMiZQzKS1My0R5zlVYMpFLNimR3nqjGmRmUuRuzQxDCAx1vOnz85mnpwdynTB4Ot0YCaDY3HnLqopRXGvWoE1Acldz3HJNoU1HU5EXM1saB1+LmFNAKdrgMmomYLQNcSaRUigk1Xp8Rtxwuo96/+nHT29e20XN6/9ayirNcG4LT/eWskXMDUJZv9fz3qWIayMZJlMRo69Y+S7KKbp603pdSLkwTzaGMEZHCD/cHCtzpBZ4u84wZjc2LaBPUrx2frq/Sftv+zRh71h2j11SsTlH1uvX4CN0VyzX/bv+/9s7syW5kSOLnliBXGrh0t1qaZbWPM3//5NsNDbTLJJFZgIIRMQ8uAeALLLVpEx6GDO4WbHSipVZWALh7tevX3/x9Js1QhDGBKKCWra9FuuvLxcIo6McHcSIPR7FCXQ9pjV4lRlTqmKnRiM5eSBC9NJ+r6Mx5aF2UL0wcLxACgXBkG2FuSqjx8l5lzJTirR2WmNxpmn+KFXXyphVa6vCUSKVHZwIxAXckmUZp2m7RemDkj1V0+Izs963Kldlfdjq8n+lVoGpWppZC8Za+sMBjHQpl7mQ0ixFPH27NRKhU0W+uCCiaF21Mq7TibBb1/V0UTT8q2bW1gvERTAUZ8ELTBQ76fDFV4yX+lDXC8RkW93shq32Yr19FSGo25Wg54wWX6t0TM8iL43CRNau7zHOLQytXEVaRpyCZkbaF5Bz0Wxdr3DZwD4qzVIVGjWmPbp1ue6SJYhjmKZJ5nRME8VUjJPrlkshqbbRss71PjS4RI5KJs/VItq5RSnfOWfKnJdmuFxmpZVWSvZkYxd9Jjn5ulw6kZ/IKlanUJZuuGlOkrE6IxnUC8e8wlvts+QCSJ1iywM0ULeMw4ZMbIPr9qHm5Z9Z1nT94ocvqPK/Y9/sFJxTtNk0TNUur0G6S61dFaeKDsJZBlUDUmTy+mW14FKkEaQU0uTJc6bMFecs57uO/uj5/JyZBomga5V0XTC+Bl/Bp+fMnAe8tzw+RM53a59EO6bWadt3gcfHe/r+wKdPF8ZhRog1zZtDa6jSkxBY6+U9WPYX7VPYFuNpqrCb/ab5jboWnavzxBAp1jK5QW9jlaJ92/yVhmioml7K+aScqbPMm01zwmWPRUQALQIb2SYrUgrTLLBUPd0T//XfKcPAdBkw755gHDHXC/Y6UE0VzR8HLnbUuzPx9SPjOPL+aWKcMsYHfHfEOw9OJRqM5TJ94vPTeyqZ+Po1fzr+IMJv/hMpXcizoXMPhC7ifJB+FivHG6w4Z2cLffIEk7HZCCRVDAFHNAGvjtT7lU4qYzxhLBlq1mtdUDIGkkDLU5TbPSvtGqqeVJbvd/cP/OGnnzkcDgxp4vPHC3N51tm7VQrXPnDoxJmGCnOVeM2ZgEXIA3f3D/SH0xIPzUjDVjjJ/9dgqJ0DZzje97z+Qa4LOqzJWMP54UzsPc419trW/lZWICupfbW1m4shqVrw5VL4+CHJM1dkXgF+5dWD6EhV46i1cB0nPl9GKk00vTIMV4bLwDiOCtEILDPPiXS9kPMsIoNVFD4NleDM4oBLkkytOYE0JZ7e/crz87NAZdHRPZzBGi7TlToPUqDNVcUEHS4K80zqD70EegamUeC9pKSSeU5cPolCrdR/hGJqrcPMM7OXhkZnVge83Ls8M80JqjCCXPS4Kv00Hz4+4Zzj4eGB2Iel+IsRiDg3R4JkNkKrtopWGGq1lOyoVbv5WwG6GEq1ul5lWBMNDVDGUzVyswTJFgcsQVvVrjmzru1vtO/uaG5qlQ3+aLMV7AZuAZYNvBWPlYmuMMothbQonpiX7l5pUe/7QKmOOSWcy+TZbHSKKhbF+KrhOmSmVAnRcjh4TssOrsynDRQUgud0PBKD1DC88zgSxWivRN1ESig0sHCTX0QBSwggjwrbqXQ6aq81e68BiOrlG3F+3jvR1Xd2+Xj9tOVPGk0r0WKXSIFLNOayYPuNqiroZONiaFRcKklWF7Y/4rueMk64x79iTiewFpsS1oxUDM4gm6/z1MMBfz6BNdQnKSh6G7C+w8VOHFXwVAPTMPPh83tymfh5PhCiJ3YOY6tKKRuMrwTvVcHWCZRihFWBqQQqx2iJtWCdIRhwRaDKYERU2jmvFFKtUakHzSQpltamoCuBirBU2rWVNVkanJFVrE0j2scYePPDW+7v7vnfX9/x7ukj12Eg+kDnVZYhiCaTMQZXK75I9tOHE53rCSFy9/iK4+nMXGaerxfGNMksic7hOie01WhFBO8UOT8e6foOHxy+a+w0hw9fEiN+z24z2dVk3RhyhmkqXC/Si+CDNFQave+u1exwZBx5zkzzoMFZXTTIxnFkmpIqpmbF6YW8ME8jeU5YU6i2jUc1eCWPlKzsmlKYk8xRHseR98/PvHt6R4iexzePdMcDc84M0yBFbWOxJizwToxR6dxrwThNE9M0UkphmkamaSTNs859GBSVyJRacNbKGNYsr22MClGzBPA5Z6aUVJFBsz0MuWYu189Ya6WbvDXYts2GthcKPanqvuCM0UY3K423baPfQnxVRR6l6LAGhsZyuw81xKQFp/UWYtRM7FvtO7SPbr//bft6qmI2/66plKR4plp9iLUZxCgmS8P9uYFHanuvTJGnUTYrlnFIDFfxwsLQWI96e79WKIzNRq6R1SblWsdutve242H5vm0gW52KMgXq+gcaWwIjzuHm+pg1g0AxQWrLUlYcqp17+yot9W6UVV24FZEVN2a7MOU9tuo17jv8qwc49oQY8IeeXCsjM4lMPvbgnNZjDdYFfOjwscPHiA+RTGUuQtvsD4EffnqNsZkff3rFq9cyIP5813M4euZklKGUKcWxCAcakUcxBpwRzUinEJazRrWaWlDR7trqlLM68zzL5iSMoLw2RNLqX+saEMVW6Qewxgg7yMDheBIorEo2GruOagzRe5GgsLIRhRjFKSCd/tZaDvFIH44y/OV0IB57XC2UaIllJkTP8eFA7GR2QvEGnOFwlpGnPkiz33bOuXnx0P2We7hZTl+BCyqSIaRZanA5S2i1YMC077dfVaEKa1V80SAdzc5gbebpg8JIc2IaR8ZxYp4TMjSqUSrbhi3Db6lVHMkkEM44yWCclGastXQq4eG9EBIaXOkoGONW5ViVxrdW5q8U3Qvqi2d4K09Pg76tzNC2Gz2lRh0VFQaJ4htMhO5JbcOoCl9vhxctiABCjGnRoLnZP+xyi0Tf6wXq0Fzbihtt9hBu4KC2F7A5z3WVrCzH36Ynf2nfMU9hfWm+Amd99eC/sPWmaPYIrKnVPM+klEmp4DyEzmEtOKcDKpoCoFbmRegqrQ6iVrwzWJOYJk8IjsfHI+dzd3OQgpsa7XHQM9GIpU2FEwBam8RaxNlgpZuMSD53HbzRsMGmrYRwl6nLkA5oz2G7FnKTnZUZu1lx1XEcZTPX1K85wUKjo66OIKWkUUdZ4KNFdM4gWGqZdYGyOAX341tO0WDnmX4Y6YeJOSfM8wfM9TNTZ7l0PeNcyNURD2eq7QhdT39+wMfIMF4YLu+Zc+Knn+/4t//4heM58i+/nPnzfz5gbGWernx8/47xWhg/w3QZtRnvKOl0tUQr3ci+FjqbiDZLL4HTbuA2Z0BXX5t+VRUrLrVyTRPXeVwaf3KLkDTSlsE+QWm0cr29dfR9z6uHR/quI/oALjCkjAkdj2/ekktRpxCEiWMd0alEg5OairOe0/mRw+EO5zz96UjoO0njowGPyELc99LdbVi+QvB0h24NCnSRWLs6wO83swGOZOWlufLpkkipyoAqvNTrzCbIaXoPSDOWCL2Jcqy1UZ+rE8dj5H9+fcd//fdf+Hy98vnThffvnxiuA4aMLROmUVOb3Htuc5orl+vAdRgpOTOMomJcayXEyJs3b7De0p86QvS4kim2kopc5+BEZluibYF90qzT3jRQkh6LprsmAUibFy5NpAHvnTr5Du+DFN+ngTzPGqQpvVlJG43F0xg/rdFQxscKFbdWo/0XbacX52jghilWstRAajVadpGMthhlARZV96pbfyDOps2pb/MgjEJm1sp5Vtum09mVsfmN9nfKXIjHN1/8TPm43/J2WL2dRtmN+ZBz1SjECuvFmiWKb3z5FvU0KmrWVHS2hhAqhpmu85xPndYIbg9BCry6OW9C/lXDaFU/bNnLzcFz6xhWnrP+Ttv/q9n8vHl19IDq5iMFQxaBMBinugwwabIMoM6gRUKlbh4AGXzSHIPUdMzCUCxVukqbU2iDeezdia732FI4TDJBLKXE5dfI8CFQPFQv+lUFgwud4Pqxo+sPuBhJeZKu5zxyOr/llz//kYdXR378U+QPf+yBzF/enLi77/Auk0cYSkI2nVW6whmvejgFb4V5ZA14bdRRoEhWXq202bw5r0qa8yzHX4qIr4l4oNyuisKgzoITuq+PkRgih+OJV2/ecjqexIFOE6kUrHMcTicAQnMKxuCNNCkbY6TvIASc1hGOp3vRt+p7lYe2xLuI6xw+ilPw0S33BZb4QJbDAntt1+0WD/g2qzev5b25VKapMKVCniugo7/YApayabbXrRAqBW9H1wfuHg7c3x0YxguYypQS4zhyHS5cr1eCheiq0FobfFERvaFZRB0nlbzOzSlME9YYTscjfadDdoJkAliDNzJ/wNlADFEzy9YhbcgKK7caX0Me5Dresv5AnrUYw5L5ee9JCYZBJz5ai7PyHFnvFgfSAjH5YLcEGEudcMnI2YT7smlTtQ6qhfcGZTaYvdVqtm9tW8p231z2zoJKuchiaS0i28zoBoH4Bvv239xtt++wvze2/f9tv3XW5stXDcb8Z12pL1Ggf/jHf9V+EyX4/V/9HobMbv88M3W/E7vttttuu6ntmcJuu+22226L7U5ht9122223xXansNtuu+2222K7U9htt912222x3Snstttuu+222O4Udtttt912W2x3Crvttttuuy22O4Xddtttt90W253Cbrvttttui/0fHC3ceYAiBeUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "file_path = next(iter(list_ds))\n", "image, label = parse_image(file_path)\n", "\n", "def show(image, label):\n", " plt.figure()\n", " plt.imshow(image)\n", " plt.title(label.numpy().decode('utf-8'))\n", " plt.axis('off')\n", "\n", "show(image, label)" ] }, { "cell_type": "markdown", "metadata": { "id": "d3P8N-S55vDu" }, "source": [ "데이터세트에 매핑합니다." ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:23.046065Z", "iopub.status.busy": "2022-12-14T22:04:23.045400Z", "iopub.status.idle": "2022-12-14T22:04:23.519112Z", "shell.execute_reply": "2022-12-14T22:04:23.518350Z" }, "id": "SzO8LI_H5Sk_" }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "images_ds = list_ds.map(parse_image)\n", "\n", "for image, label in images_ds.take(2):\n", " show(image, label)" ] }, { "cell_type": "markdown", "metadata": { "id": "3Ff7IqB9bDcs" }, "source": [ "### 임의의 Python 로직 적용하기\n", "\n", "성능상의 이유로 가능하면 데이터를 사전 처리하기 위해 TensorFlow 연산을 사용해야 합니다. 그러나 입력 데이터를 구문 분석할 때 외부 Python 라이브러리를 호출하는 것이 유용한 경우가 있습니다. `Dataset.map` 변환에서 `tf.py_function` 연산을 사용할 수 있습니다" ] }, { "cell_type": "markdown", "metadata": { "id": "R2u7CeA67DU8" }, "source": [ "예를 들어, 임의 회전을 적용하려는 경우 `tf.image` 모듈에는 `tf.image.rot90`만 있으므로 이미지 확대에는 그다지 유용하지 않습니다.\n", "\n", "참고: `tensorflow_addons`에는 `tensorflow_addons.image.rotate`에 TensorFlow와 호환되는 `rotate`가 있습니다.\n", "\n", "`tf.py_function`을 데모하려면 `scipy.ndimage.rotate` 함수를 대신 사용해보세요." ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:23.525395Z", "iopub.status.busy": "2022-12-14T22:04:23.524820Z", "iopub.status.idle": "2022-12-14T22:04:23.528954Z", "shell.execute_reply": "2022-12-14T22:04:23.528356Z" }, "id": "tBUmbERt7Czz" }, "outputs": [], "source": [ "import scipy.ndimage as ndimage\n", "\n", "def random_rotate_image(image):\n", " image = ndimage.rotate(image, np.random.uniform(-30, 30), reshape=False)\n", " return image" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:23.532037Z", "iopub.status.busy": "2022-12-14T22:04:23.531438Z", "iopub.status.idle": "2022-12-14T22:04:23.755122Z", "shell.execute_reply": "2022-12-14T22:04:23.754461Z" }, "id": "_wEyL7bS9S6t" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "image, label = next(iter(images_ds))\n", "image = random_rotate_image(image)\n", "show(image, label)" ] }, { "cell_type": "markdown", "metadata": { "id": "KxVx7z-ABNyq" }, "source": [ "이 함수를 `Dataset.map`과 함께 사용하려면 `Dataset.from_generator`의 경우와 같은 주의 사항이 적용되는데, 함수를 적용할 때 반환 형상과 유형을 설명해야 합니다." ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:23.760798Z", "iopub.status.busy": "2022-12-14T22:04:23.760326Z", "iopub.status.idle": "2022-12-14T22:04:23.764166Z", "shell.execute_reply": "2022-12-14T22:04:23.763588Z" }, "id": "Cn2nIu92BMp0" }, "outputs": [], "source": [ "def tf_random_rotate_image(image, label):\n", " im_shape = image.shape\n", " [image,] = tf.py_function(random_rotate_image, [image], [tf.float32])\n", " image.set_shape(im_shape)\n", " return image, label" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:23.767193Z", "iopub.status.busy": "2022-12-14T22:04:23.766931Z", "iopub.status.idle": "2022-12-14T22:04:24.171477Z", "shell.execute_reply": "2022-12-14T22:04:24.170787Z" }, "id": "bWPqKbTnbDct" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "rot_ds = images_ds.map(tf_random_rotate_image)\n", "\n", "for image, label in rot_ds.take(2):\n", " show(image, label)" ] }, { "cell_type": "markdown", "metadata": { "id": "ykx59-cMBwOT" }, "source": [ "### `tf.Example` 프로토콜 버퍼 메시지 구문 분석하기\n", "\n", "많은 입력 파이프라인이 TFRecord 형식에서 `tf.train.Example` 프로토콜 버퍼 메시지를 추출합니다. 각 `tf.train.Example` 레코드에는 하나 이상의 \"기능\"이 포함되며 입력 파이프라인은 일반적으로 이러한 기능을 텐서로 변환합니다." ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.177102Z", "iopub.status.busy": "2022-12-14T22:04:24.176620Z", "iopub.status.idle": "2022-12-14T22:04:24.190318Z", "shell.execute_reply": "2022-12-14T22:04:24.189682Z" }, "id": "6wnE134b32KY" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fsns_test_file = tf.keras.utils.get_file(\"fsns.tfrec\", \"https://storage.googleapis.com/download.tensorflow.org/data/fsns-20160927/testdata/fsns-00000-of-00001\")\n", "dataset = tf.data.TFRecordDataset(filenames = [fsns_test_file])\n", "dataset" ] }, { "cell_type": "markdown", "metadata": { "id": "HGypdgYOlXZz" }, "source": [ "데이터를 이해하기 위해 `tf.data.Dataset` 외부에서 `tf.train.Example` 프로토콜로 작업할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.193804Z", "iopub.status.busy": "2022-12-14T22:04:24.193231Z", "iopub.status.idle": "2022-12-14T22:04:24.316205Z", "shell.execute_reply": "2022-12-14T22:04:24.315241Z" }, "id": "4znsVNqnF73C" }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "raw_example = next(iter(dataset))\n", "parsed = tf.train.Example.FromString(raw_example.numpy())\n", "\n", "feature = parsed.features.feature\n", "raw_img = feature['image/encoded'].bytes_list.value[0]\n", "img = tf.image.decode_png(raw_img)\n", "plt.imshow(img)\n", "plt.axis('off')\n", "_ = plt.title(feature[\"image/text\"].bytes_list.value[0])" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.319969Z", "iopub.status.busy": "2022-12-14T22:04:24.319289Z", "iopub.status.idle": "2022-12-14T22:04:24.333146Z", "shell.execute_reply": "2022-12-14T22:04:24.332337Z" }, "id": "cwzqp8IGC_vQ" }, "outputs": [], "source": [ "raw_example = next(iter(dataset))" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.336712Z", "iopub.status.busy": "2022-12-14T22:04:24.336058Z", "iopub.status.idle": "2022-12-14T22:04:24.340720Z", "shell.execute_reply": "2022-12-14T22:04:24.339979Z" }, "id": "y2X1dQNfC8Lu" }, "outputs": [], "source": [ "def tf_parse(eg):\n", " example = tf.io.parse_example(\n", " eg[tf.newaxis], {\n", " 'image/encoded': tf.io.FixedLenFeature(shape=(), dtype=tf.string),\n", " 'image/text': tf.io.FixedLenFeature(shape=(), dtype=tf.string)\n", " })\n", " return example['image/encoded'][0], example['image/text'][0]" ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.344091Z", "iopub.status.busy": "2022-12-14T22:04:24.343403Z", "iopub.status.idle": "2022-12-14T22:04:24.352420Z", "shell.execute_reply": "2022-12-14T22:04:24.351487Z" }, "id": "lGJhKDp_61A_" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'Rue Perreyon'\n", "b'\\x89PNG\\r\\n\\x1a\\n\\x00\\x00\\x00\\rIHDR\\x00\\x00\\x02X' ...\n" ] } ], "source": [ "img, txt = tf_parse(raw_example)\n", "print(txt.numpy())\n", "print(repr(img.numpy()[:20]), \"...\")" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.356012Z", "iopub.status.busy": "2022-12-14T22:04:24.355252Z", "iopub.status.idle": "2022-12-14T22:04:24.412685Z", "shell.execute_reply": "2022-12-14T22:04:24.411766Z" }, "id": "8vFIUFzD5qIC" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "decoded = dataset.map(tf_parse)\n", "decoded" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.416565Z", "iopub.status.busy": "2022-12-14T22:04:24.415900Z", "iopub.status.idle": "2022-12-14T22:04:24.452670Z", "shell.execute_reply": "2022-12-14T22:04:24.451970Z" }, "id": "vRYNYkEej7Ix" }, "outputs": [ { "data": { "text/plain": [ "TensorShape([10])" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "image_batch, text_batch = next(iter(decoded.batch(10)))\n", "image_batch.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "ry1n0UBeczit" }, "source": [ "\n", "\n", "### 시계열 윈도잉" ] }, { "cell_type": "markdown", "metadata": { "id": "t0JMgvXEz9y1" }, "source": [ "엔드 투 엔드 시계열 예시는 [시계열 예측](../../tutorials/structured_data/time_series.ipynb)을 참고하십시오." ] }, { "cell_type": "markdown", "metadata": { "id": "hzBABBkAkkVJ" }, "source": [ "시계열 데이터는 시간 축을 그대로 유지하여 구성되는 경우가 많습니다.\n", "\n", "간단한 `Dataset.range`를 사용하여 데모해 보겠습니다." ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.457107Z", "iopub.status.busy": "2022-12-14T22:04:24.456421Z", "iopub.status.idle": "2022-12-14T22:04:24.461597Z", "shell.execute_reply": "2022-12-14T22:04:24.460637Z" }, "id": "kTQgo49skjuY" }, "outputs": [], "source": [ "range_ds = tf.data.Dataset.range(100000)" ] }, { "cell_type": "markdown", "metadata": { "id": "o6GLGhxgpazJ" }, "source": [ "일반적으로, 이러한 종류의 데이터를 기반으로 하는 모델에는 인접한 시간 조각이 필요할 것입니다.\n", "\n", "가장 간단한 방법은 데이터를 배치 처리하는 것입니다." ] }, { "cell_type": "markdown", "metadata": { "id": "ETqB7QvTCNty" }, "source": [ "#### `batch` 사용하기" ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.465607Z", "iopub.status.busy": "2022-12-14T22:04:24.464883Z", "iopub.status.idle": "2022-12-14T22:04:24.482113Z", "shell.execute_reply": "2022-12-14T22:04:24.481199Z" }, "id": "pSs9XqwQpvIN" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6 7 8 9]\n", "[10 11 12 13 14 15 16 17 18 19]\n", "[20 21 22 23 24 25 26 27 28 29]\n", "[30 31 32 33 34 35 36 37 38 39]\n", "[40 41 42 43 44 45 46 47 48 49]\n" ] } ], "source": [ "batches = range_ds.batch(10, drop_remainder=True)\n", "\n", "for batch in batches.take(5):\n", " print(batch.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "mgb2qikEtk5W" }, "source": [ "또는 한 단계 미례로 들어간 밀집된 예측을 하려면 기능과 레이블을 서로 상대적으로 한 단계씩 이동시킬 수 있습니다." ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.485680Z", "iopub.status.busy": "2022-12-14T22:04:24.485382Z", "iopub.status.idle": "2022-12-14T22:04:24.541711Z", "shell.execute_reply": "2022-12-14T22:04:24.541013Z" }, "id": "47XfwPhetkIN" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6 7 8] => [1 2 3 4 5 6 7 8 9]\n", "[10 11 12 13 14 15 16 17 18] => [11 12 13 14 15 16 17 18 19]\n", "[20 21 22 23 24 25 26 27 28] => [21 22 23 24 25 26 27 28 29]\n" ] } ], "source": [ "def dense_1_step(batch):\n", " # Shift features and labels one step relative to each other.\n", " return batch[:-1], batch[1:]\n", "\n", "predict_dense_1_step = batches.map(dense_1_step)\n", "\n", "for features, label in predict_dense_1_step.take(3):\n", " print(features.numpy(), \" => \", label.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "DjsXuINKqsS_" }, "source": [ "고정 오프셋 대신 전체 윈도우를 예측하려면 배치를 두 부분으로 분할할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.545319Z", "iopub.status.busy": "2022-12-14T22:04:24.544767Z", "iopub.status.idle": "2022-12-14T22:04:24.596944Z", "shell.execute_reply": "2022-12-14T22:04:24.596333Z" }, "id": "FMmkQB1Gqo6x" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6 7 8 9] => [10 11 12 13 14]\n", "[15 16 17 18 19 20 21 22 23 24] => [25 26 27 28 29]\n", "[30 31 32 33 34 35 36 37 38 39] => [40 41 42 43 44]\n" ] } ], "source": [ "batches = range_ds.batch(15, drop_remainder=True)\n", "\n", "def label_next_5_steps(batch):\n", " return (batch[:-5], # Inputs: All except the last 5 steps\n", " batch[-5:]) # Labels: The last 5 steps\n", "\n", "predict_5_steps = batches.map(label_next_5_steps)\n", "\n", "for features, label in predict_5_steps.take(3):\n", " print(features.numpy(), \" => \", label.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "5a611Qr3jlhl" }, "source": [ "한 배치의 기능과 다른 배치의 레이블이 약간 겹치게 하려면 `Dataset.zip`을 사용하세요." ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.600381Z", "iopub.status.busy": "2022-12-14T22:04:24.599840Z", "iopub.status.idle": "2022-12-14T22:04:24.641559Z", "shell.execute_reply": "2022-12-14T22:04:24.640878Z" }, "id": "11dF3wyFjk2J" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4 5 6 7 8 9] => [10 11 12]\n", "[10 11 12 13 14 15 16 17 18 19] => [20 21 22]\n", "[20 21 22 23 24 25 26 27 28 29] => [30 31 32]\n", "[30 31 32 33 34 35 36 37 38 39] => [40 41 42]\n", "[40 41 42 43 44 45 46 47 48 49] => [50 51 52]\n" ] } ], "source": [ "feature_length = 10\n", "label_length = 3\n", "\n", "features = range_ds.batch(feature_length, drop_remainder=True)\n", "labels = range_ds.batch(feature_length).skip(1).map(lambda labels: labels[:label_length])\n", "\n", "predicted_steps = tf.data.Dataset.zip((features, labels))\n", "\n", "for features, label in predicted_steps.take(5):\n", " print(features.numpy(), \" => \", label.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "adew3o2mCURC" }, "source": [ "#### `window` 사용하기" ] }, { "cell_type": "markdown", "metadata": { "id": "fF6pEdlduq8E" }, "source": [ "`Dataset.batch`를 사용하는 동안 더 세밀한 제어가 필요한 상황이 있습니다. `Dataset.window` 메서드는 완전한 제어를 제공하지만 약간의 주의가 필요합니다. `Datasets`의 `Dataset`를 반환합니다. 자세한 내용은 [데이터세트 구조](#dataset_structure)를 참조하십시오." ] }, { "cell_type": "code", "execution_count": 98, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.645217Z", "iopub.status.busy": "2022-12-14T22:04:24.644597Z", "iopub.status.idle": "2022-12-14T22:04:24.659276Z", "shell.execute_reply": "2022-12-14T22:04:24.658585Z" }, "id": "ZEI2W_EBw2OX" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n", "<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n", "<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n", "<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n", "<_VariantDataset element_spec=TensorSpec(shape=(), dtype=tf.int64, name=None)>\n" ] } ], "source": [ "window_size = 5\n", "\n", "windows = range_ds.window(window_size, shift=1)\n", "for sub_ds in windows.take(5):\n", " print(sub_ds)" ] }, { "cell_type": "markdown", "metadata": { "id": "r82hWdk4x-46" }, "source": [ "`Dataset.flat_map` 메서드는 데이터세트의 데이터세트를 가져와 단일 데이터세트로 병합할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.662434Z", "iopub.status.busy": "2022-12-14T22:04:24.661892Z", "iopub.status.idle": "2022-12-14T22:04:24.694083Z", "shell.execute_reply": "2022-12-14T22:04:24.693463Z" }, "id": "SB8AI03mnF8u" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 1 2 3 4 1 2 3 4 5 2 3 4 5 6 3 4 5 6 7 4 5 6 7 8 5 6 7 8 9 " ] } ], "source": [ " for x in windows.flat_map(lambda x: x).take(30):\n", " print(x.numpy(), end=' ')" ] }, { "cell_type": "markdown", "metadata": { "id": "sgLIwq9Anc34" }, "source": [ "거의 모든 경우에 데이터세트를 먼저 `Dataset.batch`하게 될 것입니다." ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.697497Z", "iopub.status.busy": "2022-12-14T22:04:24.696974Z", "iopub.status.idle": "2022-12-14T22:04:24.743306Z", "shell.execute_reply": "2022-12-14T22:04:24.742569Z" }, "id": "5j_y84rmyVQa" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1 2 3 4 5]\n", "[2 3 4 5 6]\n", "[3 4 5 6 7]\n", "[4 5 6 7 8]\n" ] } ], "source": [ "def sub_to_batch(sub):\n", " return sub.batch(window_size, drop_remainder=True)\n", "\n", "for example in windows.flat_map(sub_to_batch).take(5):\n", " print(example.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "hVugrmND3Grp" }, "source": [ "이제 `shift` 인수에 의해 각 윈도우가 이동하는 정도가 제어되는 것을 알 수 있습니다.\n", "\n", "이것을 합치면 다음 함수를 작성할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.746933Z", "iopub.status.busy": "2022-12-14T22:04:24.746369Z", "iopub.status.idle": "2022-12-14T22:04:24.750339Z", "shell.execute_reply": "2022-12-14T22:04:24.749702Z" }, "id": "LdFRv_0D4FqW" }, "outputs": [], "source": [ "def make_window_dataset(ds, window_size=5, shift=1, stride=1):\n", " windows = ds.window(window_size, shift=shift, stride=stride)\n", "\n", " def sub_to_batch(sub):\n", " return sub.batch(window_size, drop_remainder=True)\n", "\n", " windows = windows.flat_map(sub_to_batch)\n", " return windows\n" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.753477Z", "iopub.status.busy": "2022-12-14T22:04:24.752962Z", "iopub.status.idle": "2022-12-14T22:04:24.799815Z", "shell.execute_reply": "2022-12-14T22:04:24.799085Z" }, "id": "-iVxcVfEdf5b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0 3 6 9 12 15 18 21 24 27]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ 5 8 11 14 17 20 23 26 29 32]\n", "[10 13 16 19 22 25 28 31 34 37]\n", "[15 18 21 24 27 30 33 36 39 42]\n", "[20 23 26 29 32 35 38 41 44 47]\n", "[25 28 31 34 37 40 43 46 49 52]\n", "[30 33 36 39 42 45 48 51 54 57]\n", "[35 38 41 44 47 50 53 56 59 62]\n", "[40 43 46 49 52 55 58 61 64 67]\n", "[45 48 51 54 57 60 63 66 69 72]\n" ] } ], "source": [ "ds = make_window_dataset(range_ds, window_size=10, shift = 5, stride=3)\n", "\n", "for example in ds.take(10):\n", " print(example.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "fMGMTPQ4w8pr" }, "source": [ "그러면 이전과 같이 레이블을 쉽게 추출할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.803338Z", "iopub.status.busy": "2022-12-14T22:04:24.802724Z", "iopub.status.idle": "2022-12-14T22:04:24.839624Z", "shell.execute_reply": "2022-12-14T22:04:24.838970Z" }, "id": "F0fPfZkZw6j_" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0 3 6 9 12 15 18 21 24] => [ 3 6 9 12 15 18 21 24 27]\n", "[ 5 8 11 14 17 20 23 26 29] => [ 8 11 14 17 20 23 26 29 32]\n", "[10 13 16 19 22 25 28 31 34] => [13 16 19 22 25 28 31 34 37]\n" ] } ], "source": [ "dense_labels_ds = ds.map(dense_1_step)\n", "\n", "for inputs,labels in dense_labels_ds.take(3):\n", " print(inputs.numpy(), \"=>\", labels.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "vyi_-ft0kvy4" }, "source": [ "### 리샘플링\n", "\n", "클래스 불균형이 매우 높은 데이터세트로 작업할 때는 데이터세트를 다시 샘플링해야 할 수 있습니다. `tf.data`는 이를 수행하기 위한 두 가지 방법을 제공합니다. 신용카드 사기 데이터세트가 이러한 종류의 문제를 보여주는 좋은 예입니다.\n", "\n", "참고: 전체 튜토리얼을 보려면 [불균형 데이터 분류](../tutorials/structured_data/imbalanced_data.ipynb)로 이동하십시오.\n" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:24.843165Z", "iopub.status.busy": "2022-12-14T22:04:24.842625Z", "iopub.status.idle": "2022-12-14T22:04:26.242461Z", "shell.execute_reply": "2022-12-14T22:04:26.241729Z" }, "id": "U2e8dxVUlFHO" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/creditcard.zip\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 8192/69155632 [..............................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", " 4202496/69155632 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[======================>.......] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "63963136/69155632 [==========================>...] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "69155632/69155632 [==============================] - 0s 0us/step\n" ] } ], "source": [ "zip_path = tf.keras.utils.get_file(\n", " origin='https://storage.googleapis.com/download.tensorflow.org/data/creditcard.zip',\n", " fname='creditcard.zip',\n", " extract=True)\n", "\n", "csv_path = zip_path.replace('.zip', '.csv')" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:26.246376Z", "iopub.status.busy": "2022-12-14T22:04:26.245900Z", "iopub.status.idle": "2022-12-14T22:04:26.312790Z", "shell.execute_reply": "2022-12-14T22:04:26.312101Z" }, "id": "EhkkM4Wx75S_" }, "outputs": [], "source": [ "creditcard_ds = tf.data.experimental.make_csv_dataset(\n", " csv_path, batch_size=1024, label_name=\"Class\",\n", " # Set the column types: 30 floats and an int.\n", " column_defaults=[float()]*30+[int()])" ] }, { "cell_type": "markdown", "metadata": { "id": "A8O47EmHlxYX" }, "source": [ "이제 클래스의 분포를 확인해 보면 심하게 치우쳐져 있습니다." ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:26.316892Z", "iopub.status.busy": "2022-12-14T22:04:26.316378Z", "iopub.status.idle": "2022-12-14T22:04:26.320833Z", "shell.execute_reply": "2022-12-14T22:04:26.320061Z" }, "id": "a8-Ss69XlzXD" }, "outputs": [], "source": [ "def count(counts, batch):\n", " features, labels = batch\n", " class_1 = labels == 1\n", " class_1 = tf.cast(class_1, tf.int32)\n", "\n", " class_0 = labels == 0\n", " class_0 = tf.cast(class_0, tf.int32)\n", "\n", " counts['class_0'] += tf.reduce_sum(class_0)\n", " counts['class_1'] += tf.reduce_sum(class_1)\n", "\n", " return counts" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:26.323924Z", "iopub.status.busy": "2022-12-14T22:04:26.323400Z", "iopub.status.idle": "2022-12-14T22:04:27.282745Z", "shell.execute_reply": "2022-12-14T22:04:27.281956Z" }, "id": "O1a3t_B4l_f6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.9952 0.0048]\n" ] } ], "source": [ "counts = creditcard_ds.take(10).reduce(\n", " initial_state={'class_0': 0, 'class_1': 0},\n", " reduce_func = count)\n", "\n", "counts = np.array([counts['class_0'].numpy(),\n", " counts['class_1'].numpy()]).astype(np.float32)\n", "\n", "fractions = counts/counts.sum()\n", "print(fractions)" ] }, { "cell_type": "markdown", "metadata": { "id": "z1b8lFhSnDdv" }, "source": [ "불균형 데이터세트를 사용하여 학습할 때의 일반적인 접근 방식은 균형을 맞추는 것입니다. `tf.data`에는 이 워크플로우를 가능하게 하는 몇 가지 메서드가 있습니다." ] }, { "cell_type": "markdown", "metadata": { "id": "y8jQWsgMnjQG" }, "source": [ "#### 데이터세트 샘플링" ] }, { "cell_type": "markdown", "metadata": { "id": "ov14SRrQyQE3" }, "source": [ "데이터세트를 다시 샘플링하는 한 가지 방법은 `sample_from_datasets`를 사용하는 것입니다. 이는 각 클래스에 별도의 `tf.data.Dataset`가 있는 경우에 더 적합합니다.\n", "\n", "여기서는 필터를 사용하여 신용카드 사기 데이터로부터 이를 생성합니다." ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:27.286774Z", "iopub.status.busy": "2022-12-14T22:04:27.285990Z", "iopub.status.idle": "2022-12-14T22:04:27.411808Z", "shell.execute_reply": "2022-12-14T22:04:27.411086Z" }, "id": "6YKfCPa-nioA" }, "outputs": [], "source": [ "negative_ds = (\n", " creditcard_ds\n", " .unbatch()\n", " .filter(lambda features, label: label==0)\n", " .repeat())\n", "positive_ds = (\n", " creditcard_ds\n", " .unbatch()\n", " .filter(lambda features, label: label==1)\n", " .repeat())" ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:27.415498Z", "iopub.status.busy": "2022-12-14T22:04:27.414969Z", "iopub.status.idle": "2022-12-14T22:04:28.356661Z", "shell.execute_reply": "2022-12-14T22:04:28.355873Z" }, "id": "8FNd3sQjzl9-" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 1 1 1 1 1 1 1 1 1]\n" ] } ], "source": [ "for features, label in positive_ds.batch(10).take(1):\n", " print(label.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "GxLAr-7p0ATX" }, "source": [ "`tf.data.Dataset.sample_from_datasets`를 사용하려면 데이터 세트와 각 가중치를 전달하십시오." ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:28.361090Z", "iopub.status.busy": "2022-12-14T22:04:28.360468Z", "iopub.status.idle": "2022-12-14T22:04:28.378695Z", "shell.execute_reply": "2022-12-14T22:04:28.378098Z" }, "id": "vjdPVIFCngOb" }, "outputs": [], "source": [ "balanced_ds = tf.data.Dataset.sample_from_datasets(\n", " [negative_ds, positive_ds], [0.5, 0.5]).batch(10)" ] }, { "cell_type": "markdown", "metadata": { "id": "2K4ObOms082B" }, "source": [ "이제 데이터세트는 50/50 확률로 각 클래스의 예를 생성합니다." ] }, { "cell_type": "code", "execution_count": 111, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:28.382012Z", "iopub.status.busy": "2022-12-14T22:04:28.381550Z", "iopub.status.idle": "2022-12-14T22:04:30.413274Z", "shell.execute_reply": "2022-12-14T22:04:30.412439Z" }, "id": "Myvkw21Rz-fH" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1 1 0 0 0 0 0 0 1 0]\n", "[1 1 0 1 1 1 1 0 1 0]\n", "[0 0 1 0 1 1 1 1 1 1]\n", "[1 1 0 0 0 1 1 0 0 1]\n", "[0 0 0 0 0 0 1 1 0 1]\n", "[1 0 1 1 0 0 1 1 0 1]\n", "[0 1 1 1 1 1 0 0 0 0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1 1 1 0 1 1 1 0 0 0]\n", "[1 0 1 0 1 0 0 1 1 0]\n", "[0 0 0 0 1 1 0 1 0 0]\n" ] } ], "source": [ "for features, labels in balanced_ds.take(10):\n", " print(labels.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "OUTE3eb9nckY" }, "source": [ "#### 거부 리샘플링" ] }, { "cell_type": "markdown", "metadata": { "id": "kZ9ezkK6irMD" }, "source": [ "위의 `Dataset.sample_from_datasets` 방식에서 한 가지 문제는 클래스별로 개별 `tf.data.Dataset`가 필요하다는 것입니다. `Dataset.filter`를 사용하면 되지만 그 결과로 모든 데이터가 두 번 로드됩니다.\n", "\n", "`tf.data.Dataset.rejection_resample` 메서드는 한 번만 로드하여도 데이터세트에 적용하고 재조정할 수 있습니다. 균형을 이루기 위해 요소는 삭제되거나 반복됩니다.\n", "\n", "`rejection_resample` 메서드는 `class_func` 인수를 사용합니다. 이 `class_func`는 각 데이터세트 요소에 적용되며 밸런싱을 위해 예제가 속한 클래스를 결정하는 데 사용됩니다.\n", "\n", "여기의 목표는 레이블 분포의 균형을 맞추는 것이며 `creditcard_ds`의 요소는 이미 `(features, label)` 쌍입니다. 따라서 `class_func` 해당 레이블을 반환하면됩니다." ] }, { "cell_type": "code", "execution_count": 112, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:30.418005Z", "iopub.status.busy": "2022-12-14T22:04:30.417425Z", "iopub.status.idle": "2022-12-14T22:04:30.421099Z", "shell.execute_reply": "2022-12-14T22:04:30.420425Z" }, "id": "zC_Cuzw8lhI5" }, "outputs": [], "source": [ "def class_func(features, label):\n", " return label" ] }, { "cell_type": "markdown", "metadata": { "id": "YxJrOZVToGuE" }, "source": [ "리샘플링 메서드는 개별 예제를 다루므로 이 메서드를 적용하기 전에 데이터세트를 `unbatch` 처리해야 합니다.\n", "\n", "이 메서드는 대상 분포와 선택적으로 초기 분포 추정이 필요합니다." ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:30.424949Z", "iopub.status.busy": "2022-12-14T22:04:30.424300Z", "iopub.status.idle": "2022-12-14T22:04:30.653072Z", "shell.execute_reply": "2022-12-14T22:04:30.652368Z" }, "id": "fY6VIhr3oGHG" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From /tmpfs/src/tf_docs_env/lib/python3.9/site-packages/tensorflow/python/data/ops/dataset_ops.py:6041: Print (from tensorflow.python.ops.logging_ops) is deprecated and will be removed after 2018-08-20.\n", "Instructions for updating:\n", "Use tf.print instead of tf.Print. Note that tf.print returns a no-output operator that directly prints the output. Outside of defuns or eager mode, this operator will not be executed unless it is directly specified in session.run or used as a control dependency for other operators. This is only a concern in graph mode. Below is an example of how to ensure tf.print executes in graph mode:\n", "\n" ] } ], "source": [ "resample_ds = (\n", " creditcard_ds\n", " .unbatch()\n", " .rejection_resample(class_func, target_dist=[0.5,0.5],\n", " initial_dist=fractions)\n", " .batch(10))" ] }, { "cell_type": "markdown", "metadata": { "id": "L-HnC1s8idqV" }, "source": [ "`rejection_resample` 메서드는 `class`가 `class_func`의 출력인 `(class, example)` 쌍을 반환합니다. 이 경우 `example`이 이미 `(feature, label)` 쌍이었으므로 `map`을 사용하여 레이블의 추가 복사본을 제거합니다." ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:30.657214Z", "iopub.status.busy": "2022-12-14T22:04:30.656723Z", "iopub.status.idle": "2022-12-14T22:04:30.701475Z", "shell.execute_reply": "2022-12-14T22:04:30.700835Z" }, "id": "KpfCGU6BiaZq" }, "outputs": [], "source": [ "balanced_ds = resample_ds.map(lambda extra_label, features_and_label: features_and_label)" ] }, { "cell_type": "markdown", "metadata": { "id": "j3d2jyEhx9kD" }, "source": [ "이제 데이터세트는 50/50 확률로 각 클래스의 예를 생성합니다." ] }, { "cell_type": "code", "execution_count": 115, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:30.705319Z", "iopub.status.busy": "2022-12-14T22:04:30.704729Z", "iopub.status.idle": "2022-12-14T22:04:33.101119Z", "shell.execute_reply": "2022-12-14T22:04:33.100412Z" }, "id": "XGLYChBQwkDV" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n", "Proportion of examples rejected by sampler is high: [0.99521482][0.99521482 0.00478515634][0 1]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[0 0 1 0 1 1 0 1 1 0]\n", "[0 0 0 1 1 0 1 1 1 1]\n", "[1 1 1 1 0 1 0 1 1 0]\n", "[1 0 1 0 1 0 0 1 1 0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1 1 1 0 1 1 1 0 0 1]\n", "[1 1 1 0 1 1 1 0 1 0]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1 0 1 1 0 1 1 1 0 1]\n", "[0 0 0 0 0 0 1 0 1 1]\n", "[0 0 0 1 1 0 0 0 0 1]\n", "[0 1 0 0 1 1 1 1 1 1]\n" ] } ], "source": [ "for features, labels in balanced_ds.take(10):\n", " print(labels.numpy())" ] }, { "cell_type": "markdown", "metadata": { "id": "vYFKQx3bUBeU" }, "source": [ "## 반복기 검사점 처리" ] }, { "cell_type": "markdown", "metadata": { "id": "SOGg1UFhUE4z" }, "source": [ "Tensorflow는 [체크 포인트](./checkpoint.ipynb)를 지원하므로 교육 프로세스가 다시 시작될 때 최신 체크 포인트를 복원하여 대부분의 진행 상황을 복구 할 수 있습니다. 모델 변수를 체크 포인트하는 것 외에도 데이터 세트 반복기의 진행 상태를 체크 포인트할 수 있습니다. 이 방법은 큰 데이터세트가 있고 다시 시작할 때마다 데이터세트를 시작하지 않으려는 경우에 유용할 수 있습니다. 그러나 `Dataset.shuffle` 및 `Dataset.prefetch`와 같은 변환은 반복기 내의 버퍼링 요소를 필요로 하므로 반복기 체크 포인트가 클 수 있습니다.\n", "\n", "검사점에 반복기를 포함시키려면 반복기를 `tf.train.Checkpoint` 생성자로 전달합니다." ] }, { "cell_type": "code", "execution_count": 116, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:33.106126Z", "iopub.status.busy": "2022-12-14T22:04:33.105455Z", "iopub.status.idle": "2022-12-14T22:04:33.200209Z", "shell.execute_reply": "2022-12-14T22:04:33.199474Z" }, "id": "3Fsm9wvKUsNC" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0, 1, 2, 3, 4]\n", "[5, 6, 7, 8, 9]\n", "[5, 6, 7, 8, 9]\n" ] } ], "source": [ "range_ds = tf.data.Dataset.range(20)\n", "\n", "iterator = iter(range_ds)\n", "ckpt = tf.train.Checkpoint(step=tf.Variable(0), iterator=iterator)\n", "manager = tf.train.CheckpointManager(ckpt, '/tmp/my_ckpt', max_to_keep=3)\n", "\n", "print([next(iterator).numpy() for _ in range(5)])\n", "\n", "save_path = manager.save()\n", "\n", "print([next(iterator).numpy() for _ in range(5)])\n", "\n", "ckpt.restore(manager.latest_checkpoint)\n", "\n", "print([next(iterator).numpy() for _ in range(5)])" ] }, { "cell_type": "markdown", "metadata": { "id": "gxWglTwX9Fex" }, "source": [ "참고: `tf.py_function`와 같은 외부 상태에 의존하는 반복기는 체크포인트할 수 없습니다. 그렇게 하려고 하면 외부 상태에 대해 불편해하는 예외가 발생합니다." ] }, { "cell_type": "markdown", "metadata": { "id": "uLRdedPpbDdD" }, "source": [ "## tf.data with tf.keras 사용하기" ] }, { "cell_type": "markdown", "metadata": { "id": "JTQe8daMcgFz" }, "source": [ "`tf.keras` API는 머신러닝 모델 생성 및 실행의 많은 측면을 단순화합니다. `Model.fit`, `Model.evaluate`, `Model.predict` API는 데이터세트를 입력으로 지원합니다. 다음은 빠른 데이터세트 및 모델 설정입니다." ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:33.204073Z", "iopub.status.busy": "2022-12-14T22:04:33.203786Z", "iopub.status.idle": "2022-12-14T22:04:33.731274Z", "shell.execute_reply": "2022-12-14T22:04:33.730515Z" }, "id": "-bfjqm0hOfES" }, "outputs": [], "source": [ "train, test = tf.keras.datasets.fashion_mnist.load_data()\n", "\n", "images, labels = train\n", "images = images/255.0\n", "labels = labels.astype(np.int32)" ] }, { "cell_type": "code", "execution_count": 118, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:33.735235Z", "iopub.status.busy": "2022-12-14T22:04:33.734953Z", "iopub.status.idle": "2022-12-14T22:04:34.615547Z", "shell.execute_reply": "2022-12-14T22:04:34.614835Z" }, "id": "wDhF3rGnbDdD" }, "outputs": [], "source": [ "fmnist_train_ds = tf.data.Dataset.from_tensor_slices((images, labels))\n", "fmnist_train_ds = fmnist_train_ds.shuffle(5000).batch(32)\n", "\n", "model = tf.keras.Sequential([\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(10)\n", "])\n", "\n", "model.compile(optimizer='adam',\n", " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), \n", " metrics=['accuracy'])" ] }, { "cell_type": "markdown", "metadata": { "id": "Rdogg8CfHs-G" }, "source": [ "`Model.fit` 및 `Model.evaluate`에 대해 필요한 작업은 `(feature, label)` 쌍의 데이터세트를 전달하는 것뿐입니다." ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:34.619632Z", "iopub.status.busy": "2022-12-14T22:04:34.619354Z", "iopub.status.idle": "2022-12-14T22:04:43.255351Z", "shell.execute_reply": "2022-12-14T22:04:43.254664Z" }, "id": "9cu4kPzOHnlt" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2\n" ] }, { "name": "stdout", 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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1875/1875 [==============================] - 4s 2ms/step - loss: 0.4620 - accuracy: 0.8418\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(fmnist_train_ds, epochs=2)" ] }, { "cell_type": "markdown", "metadata": { "id": "FzpAQfJMJF41" }, "source": [ "예를 들어 `Dataset.repeat`를 호출하여 무한한 데이터세트를 전달하는 경우 `steps_per_epoch` 인수도 전달하면 됩니다." ] }, { "cell_type": "code", "execution_count": 120, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:43.259095Z", "iopub.status.busy": "2022-12-14T22:04:43.258472Z", "iopub.status.idle": "2022-12-14T22:04:43.648767Z", "shell.execute_reply": "2022-12-14T22:04:43.648085Z" }, "id": "Bp1BpzlyJinb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/20 [>.............................] - ETA: 0s - loss: 0.3654 - accuracy: 0.8750" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "20/20 [==============================] - 0s 2ms/step - loss: 0.4966 - accuracy: 0.8359\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2/2\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/20 [>.............................] - ETA: 0s - loss: 0.6496 - accuracy: 0.8438" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "20/20 [==============================] - 0s 2ms/step - loss: 0.4751 - accuracy: 0.8344\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(fmnist_train_ds.repeat(), epochs=2, steps_per_epoch=20)" ] }, { "cell_type": "markdown", "metadata": { "id": "iTLsw_nqJpTw" }, "source": [ "평가를 위해서는 평가 단계의 수를 전달할 수 있습니다." ] }, { "cell_type": "code", "execution_count": 121, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:43.652262Z", "iopub.status.busy": "2022-12-14T22:04:43.651751Z", "iopub.status.idle": "2022-12-14T22:04:46.993745Z", "shell.execute_reply": "2022-12-14T22:04:46.993015Z" }, "id": "TnlRHlaL-XUI" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/1875 [..............................] - ETA: 3:47 - loss: 0.4148 - accuracy: 0.8438" ] }, { "name": "stdout", "output_type": "stream", "text": [ 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"\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1727/1875 [==========================>...] - ETA: 0s - loss: 0.4441 - accuracy: 0.8470" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1755/1875 [===========================>..] - ETA: 0s - loss: 0.4437 - accuracy: 0.8470" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1784/1875 [===========================>..] - ETA: 0s - loss: 0.4438 - accuracy: 0.8471" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1813/1875 [============================>.] - ETA: 0s - loss: 0.4437 - accuracy: 0.8472" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1843/1875 [============================>.] - ETA: 0s - loss: 0.4434 - accuracy: 0.8472" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1871/1875 [============================>.] - ETA: 0s - loss: 0.4433 - accuracy: 0.8472" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "1875/1875 [==============================] - 3s 2ms/step - loss: 0.4436 - accuracy: 0.8472\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss : 0.4436156153678894\n", "Accuracy : 0.8471500277519226\n" ] } ], "source": [ "loss, accuracy = model.evaluate(fmnist_train_ds)\n", "print(\"Loss :\", loss)\n", "print(\"Accuracy :\", accuracy)" ] }, { "cell_type": "markdown", "metadata": { "id": "C8UBU3CJKEA4" }, "source": [ "긴 데이터세트의 경우 평가할 단계 수를 설정합니다." ] }, { "cell_type": "code", "execution_count": 122, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:46.997373Z", "iopub.status.busy": "2022-12-14T22:04:46.996726Z", "iopub.status.idle": "2022-12-14T22:04:47.313775Z", "shell.execute_reply": "2022-12-14T22:04:47.313022Z" }, "id": "uVgamf9HKDon" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/10 [==>...........................] - ETA: 2s - loss: 0.4155 - accuracy: 0.8438" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "10/10 [==============================] - 0s 2ms/step - loss: 0.4113 - accuracy: 0.8594\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Loss : 0.4113312363624573\n", "Accuracy : 0.859375\n" ] } ], "source": [ "loss, accuracy = model.evaluate(fmnist_train_ds.repeat(), steps=10)\n", "print(\"Loss :\", loss)\n", "print(\"Accuracy :\", accuracy)" ] }, { "cell_type": "markdown", "metadata": { "id": "aZYhJ_YSIl6w" }, "source": [ "`Model.predict`를 호출할 경우에는 레이블이 필요하지 않습니다." ] }, { "cell_type": "code", "execution_count": 123, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:47.317503Z", "iopub.status.busy": "2022-12-14T22:04:47.316891Z", "iopub.status.idle": "2022-12-14T22:04:48.403017Z", "shell.execute_reply": "2022-12-14T22:04:48.402224Z" }, "id": "343lXJ-pIqWD" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/10 [==>...........................] - ETA: 2s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "10/10 [==============================] - 0s 1ms/step\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(320, 10)\n" ] } ], "source": [ "predict_ds = tf.data.Dataset.from_tensor_slices(images).batch(32)\n", "result = model.predict(predict_ds, steps = 10)\n", "print(result.shape)" ] }, { "cell_type": "markdown", "metadata": { "id": "YfzZORwLI202" }, "source": [ "그러나 레이블이 포함된 데이터세트를 전달하면 레이블이 무시됩니다." ] }, { "cell_type": "code", "execution_count": 124, "metadata": { "execution": { "iopub.execute_input": "2022-12-14T22:04:48.406709Z", "iopub.status.busy": "2022-12-14T22:04:48.406019Z", "iopub.status.idle": "2022-12-14T22:04:48.460817Z", "shell.execute_reply": "2022-12-14T22:04:48.460215Z" }, "id": "mgQJTPrT-2WF" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r", " 1/10 [==>...........................] - ETA: 0s" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r", "10/10 [==============================] - 0s 1ms/step\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "(320, 10)\n" ] } ], "source": [ "result = model.predict(fmnist_train_ds, steps = 10)\n", "print(result.shape)" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "data.ipynb", "toc_visible": true }, "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": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 0 }