From 50c76ec3c846328714aa9fc614c3dd1ed20c967f Mon Sep 17 00:00:00 2001 From: mssung94 Date: Thu, 14 Nov 2019 10:44:25 +0900 Subject: [PATCH] Change Lecture File Name(Simpler) --- Lecture01 - Theory.ipynb | 824 ++++++++++++ Lecture02 - MNIST.ipynb | 1304 ++++++++++++++++++ Lecture03 - Fashion MNIST.ipynb | 1185 ++++++++++++++++ Lecture04 - CIFAR10.ipynb | 1388 +++++++++++++++++++ Lecture05 - Cat and Dog.ipynb | 1597 ++++++++++++++++++++++ Lecture06 - CIFAR100.ipynb | 1493 ++++++++++++++++++++ Lecture07 - Intel Scene Image.ipynb | 1479 ++++++++++++++++++++ Lecture08 - VOC2012.ipynb | 1946 +++++++++++++++++++++++++++ Lecture09 - Personal Label.ipynb | 799 +++++++++++ Lecture10 - Covert to Caffe.ipynb | 385 ++++++ 10 files changed, 12400 insertions(+) create mode 100644 Lecture01 - Theory.ipynb create mode 100644 Lecture02 - MNIST.ipynb create mode 100644 Lecture03 - Fashion MNIST.ipynb create mode 100644 Lecture04 - CIFAR10.ipynb create mode 100644 Lecture05 - Cat and Dog.ipynb create mode 100644 Lecture06 - CIFAR100.ipynb create mode 100644 Lecture07 - Intel Scene Image.ipynb create mode 100644 Lecture08 - VOC2012.ipynb create mode 100644 Lecture09 - Personal Label.ipynb create mode 100644 Lecture10 - Covert to Caffe.ipynb diff --git a/Lecture01 - Theory.ipynb b/Lecture01 - Theory.ipynb new file mode 100644 index 0000000..ec6553d --- /dev/null +++ b/Lecture01 - Theory.ipynb @@ -0,0 +1,824 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 이미지 분류(Image Classification)\n", + "\n", + "이미지 분류(Image Classification)는 말 그대로 수많은 이미지들을 분류하는 작업입니다. 예를 들면, 수많은 개나 고양이와 같은 이미지를 학습시켜서 처음 보는 사진 속 동물이 개 혹은 고양이인지를 분류할 수 있습니다. 물론, 과거에도 이미지를 분류하려는 수많은 시도가 있었지만, 이미지 분류 문제는 딥러닝(Deep Learning)의 등장을 전후로 크게 발전했습니다.\n", + "\n", + "\n", + "\n", + "2012년 캐나다 토론토대학의 알렉스 크리제브스키(Alex Khrizevsky)가 이미지넷(ImageNet)이라 불리는 이미지 인식 경진 대회에서 GPU를 활용한 앞서 언급했던 딥러닝을 이용하여 정확도를 획기적으로 높인 논문을 발표하면서 또 한번의 전환점을 맞이합니다. 이 때 등장한 네트워크가 바로 알렉스넷(AlexNet)입니다. 알렉스넷은 추후 다시 간략하게 설명하겠습니다.\n", + "\n", + "![](http://www.pyimagesearch.com/wp-content/uploads/2016/05/deep_learning_example.jpg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 딥러닝 프레임워크(Deep Learning Framework)\n", + "\n", + "
\n", + "\n", + "\n", + " 이미지 분류를 하기 위해서 딥러닝을 이용하면 훨씬 좋은 퍼포먼스를 발휘할 수 있습니다. 그럼 여기서 우리는 의문점이 하나 들게 됩니다.\n", + " > 그럼 어떻게 딥러닝을 시작하면 좋을까요?\n", + " \n", + " 여러분이 만약 수학적인 기초가 튼튼하게 월등한 코딩 실력이 갖춰져있다면, 직접 밑바닥부터 하나하나 직접 구현하셔도 괜찮습니다. 하지만 이렇게 번거로운 방법은 시간이 너무 낭비가 되버립니다. 이미 모든 내용을 다 알고 있는 딥러닝 실력자들일지라도 그러한 것들을 다시 구현한다면, 그들이 원래 하고자하는 일을 할 시간이 줄어들기 때문이죠. 예를 들어, 여러분은 호텔의 수석 요리사라고 합시다. 남부럽지 않는 요리 실력과 고급 요리에 대한 레시피도 다 알고 있다고 가정합시다. 이러한 상황에서 굳이 주방기구를 만들 필요가 있을까요? 칼이나 후라이팬과 같은 요리기구까지 직접 만들어서 요리를 해야하나요? 물론 절대 그럴 필요없죠.\n", + " \n", + "> 마찬가지로 `딥러닝 프레임워크(Deep Learning Framework)`는 작업자가 딥러닝을 하기 위한 도구를 모두 모아놓은 도구세트라고 생각하시면 됩니다.\n", + " \n", + " 그래서 이미 수많은 회사에서 혹은 연구실에서 딥러닝 프레임워크를 개발하고 있습니다. 우리는 그들의 도움을 받아서 딥러닝을 이용만 하면 됩니다. 앞으로 소개하는 몇가지 프레임워크는 가장 많이 쓰이는 프레임워크들입니다. \n", + " \n", + " ![](https://www.nvidia.com/content/dam/en-zz/es_em/Solutions/deep-learning/deep-learning-developer/deep-learning-developer-frameworks-407.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 텐서플로우(Tensorflow)\n", + "\n", + "\n", + "\n", + "> 텐서플로우(TensorFlow™)는 데이터 플로우 그래프(Data flow graph)를 사용하여 수치 연산을 하는 오픈소스 소프트웨어 라이브러리입니다. 그래프의 노드(Node)는 수치 연산을 나타내고 엣지(edge)는 노드 사이를 이동하는 다차원 데이터 배열(텐서,tensor)를 나타냅니다. 유연한 아키텍처로 구성되어 있어 코드 수정없이 데스크탑, 서버 혹은 모바일 디바이스에서 CPU나 GPU를 사용하여 연산을 구동시킬 수 있습니다. 텐서플로우는 원래 머신러닝과 딥 뉴럴 네트워크 연구를 목적으로 구글의 인공지능 연구 조직인 구글 브레인 팀의 연구자와 엔지니어들에 의해 개발되었습니다. 하지만 이 시스템은 여러 다른 분야에도 충분히 적용될 수 있습니다.\n", + "\n", + "출처 : 텐서플로우 공식홈페이지" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "### Keras : Tensorflow와 손을 잡다\n", + "\n", + "![](https://s3.amazonaws.com/keras.io/img/keras-logo-2018-large-1200.png)\n", + "\n", + ">케라스는 \n", + "많은 이들이 딥러닝을 쉽게 접할 수 있도록, \n", + "다양한 플랫폼 위에서 딥러닝 모델을 만들 수 있는 \n", + "API이다.\n", + "\n", + "#### 왜 Keras일까요?\n", + "\n", + "오늘날 존재하는 수많은 딥러닝 프레임워크들 중에서, 왜 굳이 Keras일까요? 다른 대안들에 비해 Keras를 선호하는 이유는 다음과 같습니다.\n", + "\n", + "---\n", + "\n", + "##### Keras는 사용자 친화적입니다\n", + " \n", + "- Keras는 기계가 아닌 사람을 위한 도구입니다. Keras는 [사용자의 부담을 덜기 위해](https://blog.keras.io/user-experience-design-for-apis.html) 일관되고 간결한 API를 제공하며, 일반적인 유스케이스에 필요한 사용자의 조작을 최소화 하고, 오작동에 대한 명확하고 실용적인 피드백을 제공합니다.\n", + "\n", + "- Keras의 이런 개발 철학 덕분에 Keras는 배우기도, 사용하기에도 쉽습니다. Keras를 통해서 더 많은 아이디어를 빠르게 시도해 볼 수 있고, 이는 [머신러닝 대회에서 좋은 성적을 거둘 수 있도록 도와줍니다](https://www.quora.com/Why-has-Keras-been-so-successful-lately-at-Kaggle-competitions).\n", + "\n", + "- Keras는 쉬운 고수준의 API를 제공하면서도, TensorFlow와 같은 저수준의 API와도 호환이 잘 되어 어떠한 네트워크 구조도 만들 수 있게 합니다. 특히, `tf.keras`를 사용하면 TensorFlow 기반의 작업 흐름에도 매끄럽게 통합시킬 수 있습니다.\n", + "\n", + "---\n", + "\n", + "##### Keras는 업계와 학계 양쪽에서 모두 폭넓게 사용되고 있습니다\n", + "\n", + "\n", + " \n", + "\n", + "

\n", + " 7개의 분류에 걸친 11개의 데이터 소스를 기반으로 계산된 딥러닝 프레임워크 순위, Jeff Hale.\n", + "\n", + "\n", + "Keras는 250,000명 이상의 개인 사용자(2018년 기준)를 기반으로 TensorFlow를 제외한 그 어떤 딥러닝 프레임워크보다 업계와 학계 모두에 깊게 배어있습니다. 또한 Keras API는 `tf.keras` 모듈을 통해 TensorFlow의 공식 프론트엔드로 사용되고 있습니다.\n", + "\n", + "Keras를 통해 개발된 기능들은 Netflix, Uber, Yelp, Instacart, Zocdoc, Square사 등의 서비스에서 쉽게 찾아볼 수 있습니다. 이는 특히 딥러닝을 서비스의 핵심으로 삼는 스타트업 기업들 사이에서 인기가 많습니다.\n", + "\n", + "Keras는 [arXiv.org](https://arxiv.org/archive/cs)에 업로드 된 과학 논문들 중에서 두 번째로 많이 언급 될 정도로 딥러닝 연구자들에게 사랑받고 있습니다. Keras는 또한 CERN과 NASA와 같은 대형 연구소에서도 채택된 도구입니다.\n", + "\n", + "---\n", + "\n", + "##### Keras는 모델의 제품화를 쉽게 해줍니다\n", + "\n", + "Keras는 다른 어떤 딥러닝 프레임워크보다도 다양한 방면의 플랫폼에 쉽게 배포할 수 있습니다. 이에 해당하는 플랫폼들은 다음과 같습니다.\n", + "\n", + "- iOS에서는 [Apple’s CoreML](https://developer.apple.com/documentation/coreml)을 통해서 가능합니다. Apple사는 공식적으로 Keras를 지원합니다 ([튜토리얼](https://www.pyimagesearch.com/2018/04/23/running-keras-models-on-ios-with-coreml/)). \n", + "- Android에서는 TensorFlow Android 런타임을 통해서 가능합니다 (e.g. [Not Hotdog 앱](https://medium.com/@timanglade/how-hbos-silicon-valley-built-not-hotdog-with-mobile-tensorflow-keras-react-native-ef03260747f3)).\n", + "- 웹 브라우저에서는 [Keras.js](https://transcranial.github.io/keras-js/#/)와 같은 GPU 가속된 JavaScript 런타임과 [WebDNN](https://mil-tokyo.github.io/webdnn/)을 통해서 가능합니다.\n", + "- Google Cloud에서는 [TensorFlow-Serving](https://www.tensorflow.org/serving/)을 통해서 가능합니다.\n", + "- [Flask 앱과 같은 Python 웹 백엔드](https://blog.keras.io/building-a-simple-keras-deep-learning-rest-api.html)에서도 가능합니다.\n", + "- JVM에서는 [SkyMind가 제공하는 DL4J](https://deeplearning4j.org/model-import-keras)를 통해서 가능합니다.\n", + "- Raspberry Pi에서도 가능합니다.\n", + "\n", + "---\n", + "\n", + "##### Keras는 여러 백엔드 엔진을 지원하여 하나의 생태계에 속박되지 않습니다\n", + "\n", + "Keras 모델은 여러 [딥러닝 백엔드](https://keras.io/backend/)를 지원합니다. 눈여겨볼 만한 점은, 내장 레이어로만 구성된 Keras 모델들은 지원하는 모든 백엔드들과 호환이 되어 학습에 사용되는 백엔드와 배포 등을 위한 로드에 사용되는 백엔드가 서로 달라도 된다는 것입니다. 사용 가능한 백엔드들은 다음과 같습니다.\n", + "\n", + "- TensorFlow 백엔드 (Google사 제공)\n", + "- CNTK 백엔드 (Microsoft사 제공)\n", + "- Theano 백엔드\n", + "\n", + "Amazon사는 MXNet을 백엔드로 사용하는 [Keras의 분기 버전](https://github.com/awslabs/keras-apache-mxnet)을 제공합니다.\n", + "\n", + "결과적으로 Keras 모델들은 CPU뿐만이 아닌 다른 여러 하드웨어 플랫폼들에서도 학습이 가능합니다.\n", + "\n", + "- [NVIDIA GPUs](https://developer.nvidia.com/deep-learning)\n", + "- [Google TPUs](https://cloud.google.com/tpu/) (TensorFlow 백엔드와 Google Cloud를 통해서)\n", + "- AMD사의 OpenCL과 호환되는 GPU ([PlaidML Keras 백엔드](https://github.com/plaidml/plaidml)를 통해서)\n", + "\n", + "---\n", + "\n", + "##### Keras는 다중 GPU와 학습의 분산처리를 지원합니다\n", + "\n", + "- Keras는 [다중 GPU 데이터 병렬성에 대한 지원이 내장되어있습니다](/utils/#multi_gpu_model).\n", + "- Uber사의 [Horovod](https://github.com/uber/horovod)는 케라스 모델을 일차적으로 지원합니다.\n", + "- Keras 모델을 [TensorFlow 추정자로 변환](https://www.tensorflow.org/versions/master/api_docs/python/tf/keras/estimator/model_to_estimator)이 가능하며, [Google Cloud를 통한 GPU 클러스터](https://cloud.google.com/solutions/running-distributed-tensorflow-on-compute-engine)에서 학습시킬 수 있습니다.\n", + "- [Dist-Keras](https://github.com/cerndb/dist-keras)와 [Elephas](https://github.com/maxpumperla/elephas)를 통해 Spark에서 Keras를 실행할 수 있습니다.\n", + "\n", + "---\n", + "\n", + "##### Keras의 개발은 딥러닝 생태계의 주요 기업들의 지원을 받습니다\n", + "\n", + "Keras는 Google사의 지원을 중심으로 개발되고 있으며, Keras API는 `tf.keras`로 TensorFlow의 패키지로 제공됩니다. CNTK Keras 백엔드의 유지보수 또한 Microsoft사의 책임하에 이루어집니다. Amazon AWS는 MXNet과 함께 Keras를 관리합니다. NVIDIA, Uber, CoreML을 포함한 Apple사 또한 Keras의 개발에 공헌하였습니다.\n", + "\n", + "\n", + "\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PyTorch\n", + "\n", + "![](https://pacientes.github.io/2019/07/15/Programming-Python-PyTorch-2019-07-15-python-pytorch-tutorials-03/logo.png)\n", + "\n", + "PyTorch는 Python을 위한 오픈소스 머신 러닝 라이브러리이다. Torch를 기반으로 하며[1][2][3], 자연어 처리와 같은 애플리케이션을 위해 사용된다.[4] GPU사용이 가능하기 때문에 속도가 상당히 빠르다. 아직까지는 Tensorflow의 사용자가 많지만, 비직관적인 구조와 난이도 때문에, Pytorch의 사용자가 늘어나고 있는 추세이다. 이는 Facebook의 인공지능 연구팀이 개발했으며, Uber의 “Pyro”(확률론적 프로그래밍 언어)소프트웨어가 Pytorch를 기반으로 한다\n", + "\n", + "Pytorch는 두 개의 높은 수준의 파이선 패키지 형태로 제공한다.[5]\n", + "- 강력한 GPU가속화를 통한 Tensor계산 ex) NumPy\n", + "- 테이프 기반 자동 삭제 시스템을 기반으로 구축된 심층 신경망\n", + "\n", + "Facebook은 PyTorch와 Convolutional Architecture for Fast Feature Embedding (Caffe2)을 모두 운영하고 있지만 비호환성으로 인해 PyTorch 정의 모델을 Caffe2로 변환하거나 그 반대로 변환하는 것이 어렵다. 개신경망 교환(ONNX, Open Neural Network Exchange) 프로젝트는 Facebook과 Microsoft가 프레임워크 간 모델 전환을 위해 2017년 9월 만든 프로젝트다. Caffe2는 2018년 3월 말에 PyTorch으로 합병되었다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Caffe\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Caffe란?\n", + "Caffe는 표현, 속도 및 모듈성을 염두에두고 만들어진 딥 러닝 프레임 워크입니다. BAIR (Berkeley AI Research )와 커뮤니티 기고자들이 개발했습니다. Yangqing Jia 는 UC Berkeley에서 박사 과정 중에 프로젝트를 만들었습니다. Caffe는 BSD 2-Clause 라이센스에 따라 배포 됩니다.\n", + "\n", + "#### 왜 Caffe일까요?\n", + "`표현형 아키텍처(Expressive architecture)`는 애플리케이션과 혁신을 장려합니다. 모델 및 최적화는 하드 코딩없이 구성으로 정의됩니다. GPU 시스템에서 학습하도록 단일 플래그를 설정하여 CPU와 GPU 간을 전환 한 다음 상용 클러스터 또는 모바일 장치에 배포하십시오.\n", + "\n", + "`확장 가능한 코드(Extensible code)`는 적극적인 개발을 촉진합니다. Caffe의 첫 해에는 1,000 명 이상의 개발자가 포크했으며 많은 중요한 변화가있었습니다. 이러한 기여자 덕분에 프레임 워크는 코드와 모델 모두에서 최신 기술을 추적합니다.\n", + "\n", + "Caffe는 `속도(Speed)`를 통해 연구 실험 및 산업 배치에 적합합니다. Caffe는 단일 NVIDIA K40 GPU 로 매일 60M 이상의 이미지를 처리 할 수 있습니다 . 추론의 경우 1ms / 이미지이고 학습의 경우 4ms / 이미지이며 최신 라이브러리 버전 및 하드웨어는 여전히 더 빠릅니다. 우리는 Caffe가 가장 빠른 convnet 구현 중 하나라고 생각합니다.\n", + "\n", + "`커뮤니티(Community)` : Caffe는 이미 비전, 연설 및 멀티미디어 분야의 학술 연구 프로젝트, 스타트 업 프로토 타입 및 대규모 산업 응용 프로그램을 지원합니다. caffe-users 그룹 및 Github 의 브루어 커뮤니티에 참여하십시오 ." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 수많은 레이어(Layer)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 완전 연결 레이어(Fully Connected Layer)\n", + "\n", + "딥러닝과 신경망 구조를 공부하다보면 가장 먼저 접하게 되는 레이어입니다. 이전 레이어의 모든 노드가 다음 레이어의 모든 노드에 연결된 레이어를 완전 연결 레이어(Fully Connected Layer)라고 합니다. Keras에서는 특별히 이러한 층을 Dense라고도 부릅니다.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 합성곱 레이어(Convolutional Layer)\n", + "\n", + "합성곱 레이어는 이미지에서 필터(Filter,Kernel)를 통해서 주요한 특징을 추출하는 레이어라고 생각하면 된다. 각 레이어마다 수많은 필터를 가지고 있으며, 해당 필터만 추출되는 특징은 그만큼 다양하다. 어떤 필터는 수직 엣지를 추출하는 필터도 있고, 어떤 필터는 수평 엣지를 추출하는 필터도 있다. 이러한 합성곱 레이어가 여러겹으로 쌓일수록 추출할 수 있는 특징 또한 고차원화된다. 쉽게 말하면 합성곱 레이어를 적게 통과한 이미지에서 뽑힌 특징은 저차원 특징을 추출하지만, 합성곱 레이어를 많이 통과한 이미지는 더욱 고차원의 특징을 추출한다.\n", + "\n", + "![](https://miro.medium.com/max/790/1*1okwhewf5KCtIPaFib4XaA.gif)\n", + "\n", + "![](https://sailinglab.github.io/pgm-spring-2019/assets/img/notes/lecture-16/cnn_hierarchy.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 최대 풀링 레이어(Max Pooling Layer)\n", + "\n", + "위에 합성곱 레이어를 통과할 때 각 영역별로 수많은 값을 가진 특징맵이 생겨나는데, 그 중에서도 가장 두드러지는 특징을 고르는게 바로 최대 풀링 레이어의 역할이다. 최대 풀링 레이어를 거치면 또한 고려해야하는 특징의 수를 줄여주는 역할도 하므로써 연산량을 줄여주는 효과도 생긴다.\n", + "\n", + "![](https://www.nvestlabs.com/wp-content/uploads/2019/05/Maxpooling2d.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 활성화 함수(Activation Function)\n", + "\n", + "- " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 다양한 신경망 네트워크(Neural Network)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 합성곱 신경망(CNN, Convolutional Neural Network)\n", + "\n", + "![](https://miro.medium.com/max/602/0*oG-kTxgZ0AHMQ5T1)\n", + "\n", + " 앞서 언급한 3개의 레이어를 통해서, 우리는 드디어 이미지를 분류할 수 있는 모델을 만들 준비가 되었습니다. 레이어가 레고 블럭이라면 네트워크는 레고 블럭으로 이루어진 집 정도가 된다고 생각하시면 좋습니다. 합성곱 신경망은 일단 합성곱 레이어를 통해서 이미지의 특징을 뽑아냅니다. 그리고 최대 풀링 레이어를 통해서 가장 두드러진 특징을 찾아냅니다. 합성곱 레이어가 여러겹으로 쌓일수록 이미지에서 뽑을 수 있는 특징은 점점 저차원에서 고차원의 특징까지 뽑을 수 있게 됩니다. 이렇게 합성곱 레이어와 최대 풀링 레이어의 반복을 여러번 반복한 후에는 마지막으로 완전 연결 계층을 통해서 해당 이미지의 클래스를 분류하는 작업을 합니다.\n", + "\n", + "![](http://tykimos.github.io/warehouse/2017-9-30-Book_Python_DeepLearning_Keras_with_Block_3.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 더 깊은 딥러닝 모델(Deep Learning Model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### AlexNet\n", + "\n", + "![](https://t1.daumcdn.net/cfile/tistory/99FEB93C5C80B5192E)\n", + "\n", + "Recurrent Neural Network와 더불어 딥러닝 모델의 양대 산맥으로 주목받고 있는 CNN은 기본적으로 얀 르쿤이 1989년 제안한 구조를 토대로 하고 있습니다. 컴퓨터 비전 분야의 ‘올림픽’이라 할 수 있는 ILSVRC(ImageNet Large-Scale Visual Recognition Challenge)의 2012년 대회에서 제프리 힌튼 교수팀의 AlexNet이 top 5 test error 기준 15.4%를 기록해 2위(26.2%)를 큰 폭으로 따돌리고 1위를 차지했습니다.\n", + "\n", + "여기서 top 5 test error란 모델이 예측한 최상위 5개 범주 가운데 정답이 없는 경우의 오류율을 나타냅니다. 당시 ILSVRC 데이터셋(Image은 1000개 범주 예측 문제였습니다. 어쨌든 AlexNet 덕분에 딥러닝, 특히 CNN이 세간의 주목을 받게 됐습니다. AlexNet 아키텍처의 주요 특징은 다음과 같습니다.\n", + "\n", + "AlexNet이 중요한 이유는 의미있는 성능을 낸 첫번째 CNN 아키텍처이자, AlexNet에 쓰인 드롭아웃 등 기법은 이 분야 표준으로 자리잡을 정도로 선도적인 역할을 했기 때문입니다.\n", + "\n", + "출처 : [ratsgo's blog](https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inception V3\n", + "\n", + "![](https://miro.medium.com/max/2800/0*rbWRzjKvoGt9W3Mf.png)\n", + "\n", + "AlexNet 이후 층을 더 깊게 쌓아 성능을 높이려는 시도들이 계속되었습니다. VGGNet(2014), GoogleNet(2015) 등이 바로 그것입니다. GoogleNet은 VGGNet보다 구조가 복잡해 널리 쓰이진 않았지만 아키텍처 면에서 주목을 받았습니다. 보통 하나의 conv layer에는 한 가지의 conv filter가 사용됩니다.\n", + "\n", + "GoogleNet 연구진들은 한 가지의 conv filter를 적용한 conv layer를 단순히 깊게 쌓는 방법도 있지만, 하나의 layer에서도 다양한 종류의 filter나 pooling을 도입함으로써 개별 layer를 두텁게 확장시킬 수 있다는 창조적인 아이디어로 후배 연구자들에게 많은 영감을 주었습니다. 이들이 제안한 구조가 바로 Inception module입니다. (그림 출처)\n", + "\n", + "\n", + "\n", + "Inception module에서 특히 주목받은 것이 바로 1×1 conv filter입니다. 가령 현재 층 입력데이터 이미지의 차원수가 100×100×60이고, 1×1 conv filter를 20개 사용한다면 데이터의 차원 수는 100×100×20으로 줄어듭니다. 60개 채널(차원)에 달하는 하나의 픽셀이 20차원의 feature space로 선형변환, 차원축소된 것이라고도 볼 수 있겠습니다.\n", + "\n", + "출처 : [ratsgo's blog](https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### VGG-16\n", + "![](https://neurohive.io/wp-content/uploads/2018/11/vgg16-1-e1542731207177.png)\n", + "\n", + "VGGNet의 특징은 작은 필터 크기의 convolution 연산이다. AlexNet의 경우, 첫번째 convolution layer의 필터 크기는 11x11, GoogLeNet의 경우는 7x7 이었다. 반면, VGG는 처음부터 끝까지 3x3의 필터 크기를 사용하여 좋은 성과를 거두었다. 3x3 convolution 연산을 쌓는 것이 어떤 의미가 있는 것일까?\n", + "\n", + "3x3 convolution을 두 번 쌓는 것은 5x5 convolution과 동일한 receptive field의 정보를 처리하고, 세 번 쌓는 것은 7x7의 receptive field의 정보를 처리한다. 하지만, 3x3을 여러번 쌓는 것이 더 좋은 성능을 낸다. 그 이유는 두 가지이다. 첫째로 3x3 convolution 연산을 여러번 하는 것은 여러번의 비선형 처리를 해주는 것이므로, 큰 필터로 한번 연산 했을 때보다 더 많은 비선형성을 가질 수 있다. 두번째로는 그럼에도 불구하고, 파라미터 수는 3x3 convolution을 여러번 했을 때 더 적다. 예를 들어, 채널의 갯수가 𝐶 라고 할 때, 7x7의 경우는 72×𝐶2 의 파라미터를 가지지만, 3x3을 세 번 쌓은 경우에는, 3×(32×𝐶2) 의 파라미터를 가진다.\n", + "\n", + "다음에 나오는 VGG16의 summary 결과를 보면, 어마하게 많은 파라미터가 존재한다는 것을 알 수 있다. VGGNet은 간단한 구조를 가졌지만, fully connected layer가 3개가 있고, 풀링(pooling)을 거친 뒤에는 피쳐맵의 갯수가 2배로 커지면서 필요한 파라미터가 과도하게 많아졌다. 파라미터가 많다는 것은 딥러닝의 고질적인 문제인, gradient vanishing, 과적합등의 문제가 발생할 가능성이 크다는 의미이다.\n", + "\n", + "실제로 VGG16과 VGG19는 학습에 어려움이 있었다. 논문 저자들은 이 문제를 해결하기 위해, 표 18.4.2 의 \"A\" 모델로 학습한 fully connected layer의 가중치를 초기값으로 주어 16, 19개의 layer의 모델들을 학습시켰다.\n", + "\n", + "출처 : [데이터 사이언스 스쿨](https://datascienceschool.net/view-notebook/47c57f9446224af08f13e1f3b00a774e/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ResNet-50\n", + "\n", + "![](https://i.stack.imgur.com/XTo6Q.png)\n", + "\n", + "ResNet(2015)은 2015년 ILSVRC에서 오류율 3.6%로 1등을 차지했습니다. 인간의 분류 오차가 5~10% 정도라는 걸 감안하면 놀라운 성적표입니다.\n", + "\n", + "사실 AlexNet이 처음 제안된 이후로 CNN 아키텍처의 층은 점점 더 깊어졌습니다. AlexNet이 불과 5개 층에 불과한 반면 VGGNet은 19개 층, GoogleNet은 22개 층에 달합니다. 하지만 층이 깊어질 수록 역전파되는 그래디언트가 중간에 죽어서 학습이 잘 되지 않는 문제(gradient vanishing)가 발생했습니다. ResNet 저자들이 제시한 아래 학습그래프를 보면 이같은 문제가 뚜렷이 나타납니다.\n", + "\n", + "![](https://i.imgur.com/zJm2b5g.png)\n", + "\n", + "ResNet 저자들의 핵심 아이디어는 다음 그림과 같은 residual block입니다. 그래디언트가 잘 흐를 수 있도록 일종의 지름길(shortcut, skip connection)을 만들어 주자는 생각입니다. 이는 forget gate 등을 도입해 이전 스텝의 그래디언트(정보)를 좀 더 잘 흐르게 만드려는 Long Term Short Memory(LSTM)의 철학과 본질적으로 유사합니다.\n", + "\n", + "![](https://i.imgur.com/fse3Ntq.png)\n", + "\n", + "ResNet의 성능이 좋은 이유는 그래디언트 문제 말고 또 있습니다. Veit et al. (2016)은 residual block이 앙상블(ensemble) 모델을 구축한 것과 비슷한 효과를 낸다고 주장했습니다. residual block의 skip connection 덕분에 입력데이터와 그래디언트가 오갈 수 있는 통로가 크게 늘어나기 때문입니다. (n개 skip connection이 있다면 2n개의 서로 다른 통로 존재) 이를 직관적으로 나타낸 그림은 아래 그림과 같습니다.\n", + "\n", + "![](https://i.imgur.com/CjLtXb0.png)\n", + "\n", + "출처 : [ratsgo's blog](https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## MobileNet\n", + "\n", + "### 딥러닝 경량화 기술의 동향\n", + "\n", + " 최근 좋은 성과를 내는 딥러닝을 모바일 디바이스, 산업용 게이트웨이, IoT 센서와 같은 온-디바이스에서 작동시키기 위하여 경량화 연구가 활발히 진행중이다. 경량 딥러닝 기술이란, 알고리즘 자체를 적은 연산량을 가지게게 효율적인 구조로 설계하는 기술이다. 메모리 크기가 작은 디바이스에서 기존의 학습된 모델의 정확도를 유지시키는 것을 골자로 가장 일반화된 합성곱 신경망(CNN: Convolutional Neural Network)을 통해 다양한 연구가 진행중이다.\n", + "\n", + "첫번째로는 다양한 신규 계층 구조를 설계하여 신경망 구조를 제공함으로써 우수한 추론 성능을 보이는 연구가 소개되고 있다. 이는 기본 단일 층별 연산에 그치지 않고 연산량 과 파라미터 수를 줄이기 위한 잔여 블록(Residual Block) 또는 병목 블록(Bottleneck Block)과 같은 형태를 반복적으로 쌓아 신경망을 구성하는 방법이다. \n", + "\n", + "두번째로는 CNN 계열의 모델에서 학습 시 가장 큰 연산량을 요구하는 합성곱 연산을 줄이기 위한 효율적인 합성곱 필터 기술을 연구하는 것이다.\n", + "\n", + "마지막으로는 기존 신경망의 모델 구조를 인간에게 의존적으로 수행하지 않고 모델 구조를 자동 탐색함 으로써 모델을 자동화하거나 연산량 대비 모델 압축비율을 조정하는 등 다양한 자동탐색 기술이 존재한다. 이는 모바일 딥러닝과 같은 다양한 기기의 성능대비 추론속도가 중요한 응용을 위해 정확도, 지연시간, 에너지 소모량들을 사용하여 강화학습(Reinforcement Learning)을 활용하여 경량 모델을 탐색하는 기술이다.\n", + "\n", + "\n", + "\n", + "\n", + "[출처:https://ettrends.etri.re.kr/]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MobileNet에 대해서\n", + "\n", + "- MobileNet V1 : https://arxiv.org/pdf/1704.04861.pdf\n", + " - 관련 Slideshare : https://www.slideshare.net/JinwonLee9/mobilenet-pr044\n", + "- MobileNet V2 : https://arxiv.org/pdf/1801.04381.pdf\n", + " - 관련 Slideshare : https://www.slideshare.net/JinwonLee9/pr108-mobilenetv2-inverted-residuals-and-linear-bottlenecks\n", + "\n", + "![](https://img1.daumcdn.net/thumb/R800x0/?scode=mtistory2&fname=https%3A%2F%2Ft1.daumcdn.net%2Fcfile%2Ftistory%2F9917F7395C32E8EF10)\n", + "\n", + "Mobilenet에서는 컴퓨터 성능이 제한된 모바일, 디바이스 등에서 사용될 목적으로 설계된 CNN 구조입니다. Xception에서 배웠던 **`Depthwise separable convolution`** 이 사용하여 같은 레이어 수의 다른 CNN 구조에 비해 파라미터 수를 상당히 낮추었습니다. 기존의 합성곱 필터를 채널(Channel) 단위로 먼저 합성곱(depthwise convolution)을 하고, 그 결과를 하나의 픽셀(point) 단위로 진행 하는 합성곱(pointwise convolution)으로 분리(factorized)하여 연산량을 줄이는 방법을 제안하였습니다. 그로 인해 정확도는 어느정도 유지하면서 연산량을 8~9배로 줄이는 모델입니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Pipeline\n", + "\n", + "MobileNet이 작동하는 전체적인 파이프라인은 아래와 같습니다.\n", + "\n", + "\n", + "\n", + "- Depthwise convolution: 깊이 별로 $3\\times3$ kernel과 합성곱을 수행합니다.\n", + "- Pointwise convolution: 깊이 별로 합성한 결과를 $1x1$ convolution 을 사용하여 결합을 수행합니다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Standard Convolution VS Depthwise Separable Convolution\n", + "\n", + "#### Standard Convolution \n", + "\n", + "그럼 모바일넷이 기존의 합성곱 연산과 어떻게 다른지 알아보기 위해서, 다시 기존의 합성곱 연산에 대해서 살펴보자\n", + "\n", + " \n", + " \n", + " - ${D_F}{\\times}{D_F}\\times{M}$(폭x높이x채널)의 크기를 같는 입력 값(Feature map)에 ${D_k}\\times{D_k}\\times{M}\\times{N}$(폭x높이x채널x갯수)의 크기를 같는 필터(kernel)을 합성곱(convolution) 시킨다면 ${D_G}\\times{D_G}\\times{N}$(폭x높이x채널)의 크기를 같는 결과값(output)이 나옵니다.

\n", + " \n", + " - 계산 비용은 ${D_k}\\times{D_k}\\times{M}\\times{N}\\times{D_F}\\times{D_F}$을 가지게 됩니다. \n", + "\n", + "#### Depthwise Separable Convolution\n", + "MobileNet의 Depthwise separable convolution연산은 Xception과 대부분이 동일하고, depthwise convolution 연산과 pointwise convolution 연산 사이에도 batch normalization과 ReLU 활성화 함수 단계가 추가된 점만 다르다.\n", + " Depthwise separable convolution은 채널(Channel) 단위로먼저 합성곱(depthwise convolution)을 하는 단계와 하나의 픽셀(point) 단위로 진행 하는 합성곱(pointwise convolution)을 하는 두 단계로 나눌 수 있습니다.\n", + " \n", + "> `Depthwise Separable Convolution` = `Depthwise Convolution` + `Pointwise Convolution`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Depthwise Convolution \n", + "\n", + " \n", + " \n", + " - ${D_F}{\\times}{D_F}\\times{M}$(폭x높이x채널)의 크기를 같는 입력 값(Feature map)에 ${D_k}\\times{D_k}\\times{M}\\times{1}$(폭x높이x채널x갯수)의 크기를 같는 필터_1(kernel)을 합성곱(convolution) 시킨다면 ${D_F}\\times{D_F}\\times{M}$(폭x높이x채널)의 크기를 같는 결과값(output_1)이 나옵니다.

\n", + " \n", + " - 깊이(depth)별로 하므로 최종 결과값의 크기가 같은 것을 확인 할 수 있습니다.

\n", + " \n", + " - STEP1의 계산비용은 ${D_k}\\times{D_k}\\times{M}\\times{D_F}\\times{D_F}$ 이 됩니다.

\n", + " \n", + " \n", + "##### Pointwise Convolution\n", + "\n", + "\n", + "\n", + " - ${D_F}{\\times}{D_F}\\times{M}$(폭x높이x채널)의 크기를 같는 입력 값(Output_1)에 ${1}\\times{1}\\times{M}\\times{N}$(폭x높이x채널x갯수)의 크기를 같는 필터_2(kernel)을 합성곱(convolution) 시킨다면 ${D_G}\\times{D_G}\\times{N}$(폭x높이x채널)의 크기를 같는 결과값(Output_2)이 나옵니다.

\n", + " \n", + " - ${D_F}X{D_F}X{M}$ X $1X1XN$( 1X1 conv. M번 사용하여 필터갯수 N 번 만큼 하였다.

\n", + " \n", + " - STEP2의 계산비용은 ${M}\\times{N}\\times{D_F}\\times{D_F}$ 이 됩니다.

\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 효율성\n", + " 일반적인 합성곱을 두 단계로 나누어 계산하는 것은 계산량이 더 높아지는 것이라고 생각되기 쉽습니다. 하지만, 일반적인 합성곱 과 Depthwise separable convolution을 수식적으로 비교하여 본다면 필터(kernel)의 크기가 3으로 고정될때, 8-9배가 빨라짐을 확인 할 수 있습니다. \n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MobileNetV2\n", + "\n", + "Linear bottleneck, Inverted residual block 을 사용하여 Mobilenet v1을 개선 시킨 Mobilenet v2 모델을 제안하였다. \n", + " \n", + "\n", + "### Pipeline\n", + " \n", + " 저 차원(low-dimention) 입력값을 받아 $1\\times1$ convolution 을 사용하여 채널을 늘린다. 그 후 Mobilenet v1 과 같은 깊이별 합성곱(depthwise convolution), 픽셀별 합성곱(pointwise convolution) 프로세스를 거치게 된다. (단, t는 채널을 늘리는 expansion factor )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Linear Bottlenecks \n", + "\n", + " 뉴럴네트워크에서 입력 값의 집합(= input set, manifold of interest)이 저차원(low-dimension)으로 임베디드(embedded) 될 수 있다는 가정은 오래된 가정이다. Mobilenet v2에서도 이와 같은 두 가지 가정이 만족된다면, Linear Bottlenecks layer 을 가지고 Manifold of interest 부분을 포착 할 수 있다고 주장한다.\n", + " \n", + "#### Two assumptions (non-linear function 을 똑같이 사용 할 수 있다 )\n", + " - Manifold of interest 부분이 ReLU를 거친 후에도 non-zero volume을 가지고 있다면 그것은 linear transformation에 해당된다.\n", + " - Input manifold가 input의 low-dimensional subspace에 놓여 있다면, ReLU가 input manifold에 대해서 완전한 정보를 preserving할 수 있다.\n", + "\n", + "#### In experiments\n", + " \n", + " 본 논문에서는 linear layer를 사용하여 non-linearity의 정보손실(information loss)을 보존하였다. 실제 실험을 통해서 bottleneck 구조에서 non-linear layer가 성능저하를 불러왔다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inverted Residuals \n", + "\n", + "#### Residual block VS Inverted residual block \n", + " \n", + "\n", + " - Residual block\n", + " > bottleneck이 후 expansion 이 이루어 진다.

\n", + " > Residual block은 channel이 큰 block 끼리 연결되어있다.\n", + " \n", + " - Inverted residual block\n", + " > expansion 후 bottleneck 이 이루어 진다.

\n", + " > Inverted residual block은 bottleneck끼리 연결되어 있다.

\n", + " (* 이를 Short cut-connection이라 하며 사용하는 이유는 ResNet처럼 Gradient back-propagation이 잘 되기 때문이다.) \n", + " \n", + "#### 확장(Expansion)이 필요한 이유는?\n", + " 활성함수(Activation function) 으로 ReLu를 사용 할 시 정보손실(information loss) 가 발생하는 점을 간과 할 수 없기 때문이다. 그리하여 보통의 채널(Channel)을 감소(reduction)하는 방식이 아닌 먼저 채널을 늘리는(expanding) 방식을 사용한다. 그 결과, 채널(Channel)이 깊어졌기 때문에 저차원(low-dimensional subspace)으로 맵핑 한다하여도 정보손실을 크게 유발하지 않을 수 있으며 정보를 보존 할 수 있다. \n", + "\n", + "#### Structure of inverted residual block\n", + " \n", + " \n", + " - STEP1; Expansion Convolution \n", + " \n", + " 높이가 h, 폭 w 이고 채널수 k 일때, 입력 값(Input) $h\\times w\\times k$은 convolution을 거쳐 $h\\times w\\times tk$이라는 결과값을 가지게 된다. 채널이 t배만큼 확장된 결과값을 가지며 $5 \\le t \\le 10 $ 이여야되며, defualt 값으로 6을 사용하였다.

\n", + " \n", + " - STEP2; Depthwise Convolution\n", + " \n", + " $3\\times3 $ kernel 을 가지고 깊이별(depthwise) 합성곱(convolution)을 실시한다. stride는 s 로 결과값으로 $\\frac{h}{s} \\times \\frac{w}{s} \\times tk $을 가지게 된다.

\n", + " \n", + " - STEP3; Pointwise Convolution \n", + " \n", + " 픽셀별(pointwise) 합성곱으로 인해 STEP2의 결과값을 합쳐 주게 된다. \n", + " \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Memory Efficient Inference\n", + "\n", + "#### Bottleneck Residual Block\n", + " \n", + " Bottleneck 함수를 $F(x) = \\Sigma{B \\circ N \\circ A}$ 로정의 할 수 있다.

- $A$ 는 linear transformation $A: R^{s \\times s \\times k} \\rightarrow R^{s \\times s \\times n}$ 로써 expansion conv.에 해당된다.

- $N$ 는 non-linear transformation $N: R^{s \\times s \\times n} \\rightarrow R^{s' \\times s' \\times n}$ 로써 $N = $ReLu6$\\circ$ dwsie$\\circ$ RELu6 이며 per-channel transormation 이다.

- $B$ 는 linear transformation $B: R^{s' \\times s' \\times n} \\rightarrow R^{s' \\times s' \\times k'}$ pointwise conv. (= compression conv.) 이다.\n", + " \n", + "#### Compute graph G \n", + " \n", + " 병렬구조인 그래프로 메모리를 추론해본다면 $\\mbox{max}_{op \\in G}[\\sum_{A \\in op} \\left\\vert A \\right\\vert + \\sum_{B \\in op} \\left\\vert B \\right\\vert + \\left\\vert op \\right\\vert]$ 이다.\n", + " \n", + " 만약 우리가 Bottleneck Residual Block 을 하나의 오퍼레이터로 본다면 전체 메모리는 메모리는 bottleneck tensor 사이즈에 영향을 받는 것을 뜻한다.\n", + " \n", + " 즉, 입력값과 아웃풋의 사이즈가 작을수록 메모리를 적게 사용한다.\n", + " \n", + "#### t-way split \n", + " \n", + " 전체 inner tensor $I$는 $t$개의 tensor 들의 합으로 나타낼수 있다. 따라서 우리의 함수를 다음과 같이 표시 할 수 있다. $$F(x) = \\Sigma{B_i \\circ N \\circ A_i}$$ \n", + " 그리하여 $ F(x)$ 를 $\\frac{n}{t}$ 으로 쪼개어 학습시킬수 있지만, 너무 세분하게 쪼갤 경우 cash 메모리 부족으로 오히려 런타임이 증가할수 있기에 $ 2 \\le t \\le 5$ 를 권장한다. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 성능\n", + "\n", + "- " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 여러 CNN 모델 파라미터 및 성능 비교\n", + "\n", + "![](https://miro.medium.com/max/1840/1*ZqkLRkMU2ObOQWIHLBg8sw.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Keras에서 제공하는 모델들\n", + "\n", + "직접 모델을 구성하여 컴파일해도 되지만, Keras에서 제공하는 어플리케이션 모듈에는 아래 모델을 미리 제공되기 때문에 이걸 활용해도 된다.\n", + "\n", + "### ImageNet으로 학습한 가중치를 이용해 이미지 분류를 수행하는 모델:\n", + "- Xception\n", + "- VGG16\n", + "- VGG19\n", + "- ResNet, ResNetV2, ResNeXt\n", + "- InceptionV3\n", + "- InceptionResNetV2\n", + "- `MobileNet`\n", + "- `MobileNetV2`\n", + "- DenseNet\n", + "- NASNet\n", + "\n", + "### 예시\n", + "```python\n", + "from keras.applications.mobilenet import MobileNet\n", + "from keras.preprocessing import image\n", + "from keras.applications.mobilenet import preprocess_input, decode_predictions\n", + "import numpy as np\n", + "\n", + "model = MobileNet(weights='imagenet')\n", + "\n", + "img_path = 'elephant.jpg'\n", + "img = image.load_img(img_path, target_size=(224, 224))\n", + "x = image.img_to_array(img)\n", + "x = np.expand_dims(x, axis=0)\n", + "x = preprocess_input(x)\n", + "\n", + "preds = model.predict(x)\n", + "# 결과를 튜플의 리스트(클래스, 설명, 확률)로 디코딩합니다\n", + "# (배치 내 각 샘플 당 하나의 리스트)\n", + "print('Predicted:', decode_predictions(preds, top=3)[0])\n", + "# 예측결과: [(u'n02504013', u'Indian_elephant', 0.82658225), (u'n01871265', u'tusker', 0.1122357), (u'n02504458', u'African_elephant', 0.061040461)]\n", + "```\n", + "\n", + "출처 : [Keras 공식 홈페이지](https://keras.io/ko/applications/#_2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Appendix\n", + "\n", + "### Standard Convolution \n", + "\n", + "#### 디지털 이미지\n", + " \n", + " 위 그림과 같이 컬러 디지털 이미지는 픽셀들의 결합으로 만들어집니다. 이러한 픽셀들은 채널들의 조합으로 표현되어지며, RGB, YUV, Ycbcr 등 채널을 나누는 다양한 방법이있습다. \n", + "\n", + "#### Convolution Neural Network\n", + "\n", + " \n", + " \n", + " Convolution Neural Network(CNN)에서는 이미지분류, 텍스트 또는 사운드를 분류하는 딥러닝에서 가장 많이 사용되는 알고리즘입니다. 특히, 패턴을 찾는데 유용하며 CNN을 학습하면 이미지를 분류하고 특징을 수동으로 추출할 필요가 없으며 높은 정확도를 보인다는 장점 이있습니다. 이러한 장점들로 인하여 최근 CNN의 사용하는 사례가 급증하게 되었습니다.

\n", + "\n", + " CNN은 이미지의 픽셀값을 입력값으로 받아 합성곱$ \\rightarrow$ ReLu $\\rightarrow$ Pooling을 반복 적으로 수행하여 특징을 추출하게 됩니다. \n", + "\n", + "\n", + "\n", + " - 합성곱: 가장 중요한 레이어인 합성곱(Convolution) 층(layer)에서는 3차원의 공간정보를 학습하게 됩니다.

\n", + " \n", + " - ReLu(Rectified Linear Unit): 다양한 활성함수(Actication Function)이 있지만 주로 ReLu를 사용하며 비선형적인 특징때문에 층을 깊게 쌓을수 있도록 해줍니다.

\n", + " \n", + " - Pooling: 네트워크에서 학습해야하는 매개변수 수를 줄여서 출력을 간소화 시켜주는 역할을 합니다.

\n", + "\n", + "\n", + "### Process of Convolution \n", + "\n", + "\n", + "\n", + "### ReLu6" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:05:27.543319Z", + "start_time": "2019-11-09T07:05:27.429479Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "

" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "def relu6(x):\n", + " return np.minimum(np.maximum(x,0),6)\n", + "\n", + "x = np.arange(-10,20)\n", + "y = relu6(np.arange(-10,20))\n", + "plt.plot(x,y)\n", + "plt.grid()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html\n", + " " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture02 - MNIST.ipynb b/Lecture02 - MNIST.ipynb new file mode 100644 index 0000000..7791d83 --- /dev/null +++ b/Lecture02 - MNIST.ipynb @@ -0,0 +1,1304 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류 - MNIST\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T06:58:43.385232Z", + "start_time": "2019-11-13T06:58:43.366625Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import warnings\n", + "import itertools\n", + "from tqdm import tqdm\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T06:58:44.223888Z", + "start_time": "2019-11-13T06:58:43.747416Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T06:58:54.393624Z", + "start_time": "2019-11-13T06:58:54.226363Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Keras, Tensorflow와 손을 잡다!\n", + "\n", + "> Tensorflow + Keras = tf.Keras !!\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T06:59:19.868542Z", + "start_time": "2019-11-13T06:59:19.107163Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 신경망 구현 순서¶\n", + "Keras 를 사용하면 다음과 같은 순서로 신경망을 구성할 수 있다.\n", + "\n", + "1. Sequential 모형 클래스 객체 생성\n", + "\n", + "\n", + "2. add 메서드로 레이어 추가.\n", + "\n", + " - 입력단부터 순차적으로 추가한다.\n", + " - 레이어는 출력 뉴런 갯수를 첫번째 인수로 받는다.\n", + " - 최초의 레이어는 input_dim 인수로 입력 크기를 설정해야 한다.\n", + " - activation 인수로 활성화함수 설정\n", + "\n", + "\n", + "3. compile 메서드로 모형 완성.\n", + "\n", + " - loss인수로 비용함수 설정\n", + " - optimizer 인수로 최적화 알고리즘 설정\n", + " - metrics 인수로 트레이닝 단계에서 기록할 성능 기준 설정\n", + "\n", + "\n", + "4. fit 메서드로 트레이닝\n", + "\n", + " - nb_epoch 로 에포크(epoch) 횟수 설정\n", + " - batch_size 로 배치크기(batch size) 설정\n", + " - verbose는 학습 중 출력되는 문구를 설정하는 것으로, 주피터노트북(Jupyter Notebook)을 사용할 때는 verbose=2로 설정하여 진행 막대(progress bar)가 나오지 않도록 설정한다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:00:09.613593Z", + "start_time": "2019-11-13T07:00:09.462414Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 5318924412193504431\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 1340078769193878261\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7511510221\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 12150770153092606531\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 11821342902300010063\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "warnings.filterwarnings(action='ignore')\n", + "warnings.filterwarnings(action='default')\n", + "\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - MNIST\n", + "\n", + "![](https://upload.wikimedia.org/wikipedia/commons/2/27/MnistExamples.png)\n", + "\n", + "MNIST 데이터베이스 (Modified National Institute of Standards and Technology database)는 손으로 쓴 **`0~9까지 숫자`들로 이루어진 대형 데이터베이스**이며, 다양한 화상 처리 시스템을 트레이닝하기 위해 일반적으로 사용된다. 이 데이터베이스는 또한 기계 학습 분야의 트레이닝 및 테스트에 널리 사용된다. NIST의 오리지널 데이터셋의 샘플을 재혼합하여 만들어졌다. 개발자들은 NIST의 트레이닝 데이터셋이 미국의 인구조사국 직원들로부터 취합한 이후로 테스팅 데이터셋이 미국의 중등학교 학생들로부터 취합되는 중에 기계 학습 실험에 딱 적합하지는 않은 것을 느꼈다. 게다가 NIST의 흑백 그림들은 28x28 픽셀의 바운딩 박스와 앤티엘리어싱 처리되어 그레이스케일 레벨이 들어가 있도록 평준화되었다. MNIST sample images. MNIST 테스트 데이터셋의 샘플 이미지. MNIST 데이터베이스는 **`60,000개의 트레이닝 이미지와 10,000개의 테스트 이미지를 포함`** 한다. 트레이닝 세트의 절반과 테스트 세트의 절반은 NIST의 트레이닝 데이터셋에서 취합하였으며, 그 밖의 트레이닝 세트의 절반과 테스트 세트의 절반은 NIST의 테스트 데이터셋으로부터 취합되었다.\n", + "\n", + "출처 : [위키백과](https://ko.wikipedia.org/wiki/MNIST_%EB%8D%B0%EC%9D%B4%ED%84%B0%EB%B2%A0%EC%9D%B4%EC%8A%A4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MNIST 데이터 불러오기\n", + "\n", + "Keras에서는 MNIST와 같이 보편적으로 많이 쓰이는 데이터를 쉽게 가져올 수 있는 함수가 준비되어있다. \n", + "처음 함수 호출시에는 데이터 다운로드를 하기 위해서 어느정도 시간이 소요될 수 있다." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:03:53.126318Z", + "start_time": "2019-11-13T07:03:51.191575Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/mnist.npz\n", + "11493376/11490434 [==============================] - 1s 0us/step\n" + ] + } + ], + "source": [ + "# Keras에서 제공하는 MNIST 데이터를 불러오는 함수 : mnist.load_data()\n", + "(X_train, y_train), (X_test,y_test) = mnist.load_data() " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:04:34.225340Z", + "start_time": "2019-11-13T07:04:34.219773Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 분리하기\n", + "# Train 데이터를 Train / Validation 으로 나누어줌으로써 Overfitting 여부를 파악\n", + "X_train, X_valid = X_train[:50000], X_train[50000:]\n", + "y_train, y_valid = y_train[:50000], y_train[50000:]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:04:36.243806Z", + "start_time": "2019-11-13T07:04:36.238259Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MNIST Train 데이터의 크기 : 50000\n", + "MNIST Validation 데이터의 크기 : 10000\n", + "MNIST Test 데이터의 크기 : 10000\n" + ] + } + ], + "source": [ + "# Train / Test 데이터의 크기 확인\n", + "print('MNIST Train 데이터의 크기 : {}'.format(len(X_train)))\n", + "print('MNIST Validation 데이터의 크기 : {}'.format(len(X_valid)))\n", + "print('MNIST Test 데이터의 크기 : {}'.format(len(X_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MNIST 데이터 형태 확인하기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:05:02.784316Z", + "start_time": "2019-11-13T07:05:02.778503Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (50000, 28, 28)\n", + "y_train Shape : (50000,)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_train.shape) # 28*28짜리 크기의 숫자 이미지 50000개\n", + "print(\"y_train Shape : \",y_train.shape) # 각 이미지별 레이블 50000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Validation 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:05:06.899359Z", + "start_time": "2019-11-13T07:05:06.893750Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_val Shape : (10000, 28, 28)\n", + "y_val Shape : (10000,)\n" + ] + } + ], + "source": [ + "print(\"X_val Shape : \",X_valid.shape) # 28*28짜리 크기의 숫자 이미지 10000개\n", + "print(\"y_val Shape : \",y_valid.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:05:08.855775Z", + "start_time": "2019-11-13T07:05:08.850476Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_test Shape : (10000, 28, 28)\n", + "y_test Shape : (10000,)\n" + ] + } + ], + "source": [ + "print(\"X_test Shape : \",X_test.shape) # 28*28짜리 크기의 숫자 이미지 60000개\n", + "print(\"y_test Shape : \",y_test.shape) # 각 이미지별 레이블 60000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 시각화하기\n", + "\n", + "그러면 이제 구체적으로 MNIST의 Train 데이터셋의 첫번재 데이터를 확인해보자." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:05:41.885880Z", + "start_time": "2019-11-13T07:05:41.879698Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0],\n", + " [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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GLu38889PbG+8MT+6kJ301UZPOeWUnPcdNmxYqdPJKb0E4zXXXOPjdBtMli1wqH7pZRzTV/yMiy91WIktMaXAmXUAAAAgUEzWAQAAgEAxWQcAAAACReNnEV188cU+fuihhzLMBKgM48aN83G6Zrbffnsfb7LJJmXLCWhKIcv2LliwoISZFGbRokVZp4Aale5Zb0x82cP04+LLQYbk7bffLunzc2YdAAAACBSTdQAAACBQtMEAyEx8ia7Vq1cnxgYNGuTj9u3bly0noCnpNpj40qI333xzYiz+kf4HH3xQ2sRS3nrrrcT2sccem/O+X/va10qdDmpYun1lxowZPt5pp51yPi49Fn9cSC0xgwcPLunzc2YdAAAACBSTdQAAACBQTU7WzaynmU0yszfNbLqZXRTd3snMJpjZu9HfHUufLhA+agYoHHUDFIaaqR359Kyvk3SJc+4VM9tc0lQzmyDpdEkTnXNDzWyQpEGSrihdquHbaqutsk4BYajYmvnBD37g42uvvbboz/+Xv/wlsf3MM8/4eIcddkiMpS/pjqpXMXVjZontYcOG+Xj69OmJsWeffdbHrVu3Toydd955Pv7e976XGMu3h/zjjz9ObP/sZz/z8Z///OfEWHwJ1HhekrTLLrvktT8EpWJqpljiPew33nhjYuyCCy4oay7pnwNxxx13nI+LkVeTZ9adc/Occ69E8aeS3pLUQ9LRkkZHdxst6ZgWZwNUAWoGKBx1AxSGmqkdBfWsm1lvSbtLeklSV+fcvGhovqSuOR5zrplNMbMpXJABtYaaAQpH3QCFoWaqmznn8rujWXtJT0sa4pwba2ZLnXNbxsY/cc412hdVV1fnpkyZ0qKEy23evHmJ7Z49e/o4/W83d+5cH3fr1q20iTVTXV2dpkyZkvuzGxRNJdbMihUrfLzFFlskxrp37+7j119/PTHWqVMnH8+aNSsxtm7dOh+nP2r/7LPPfDxq1KjE2FlnnZVv2iVnZlOdc3VZ51ELKrFu4t57773Edny5xGnTppU1lwMOOCCxPXr0aB9vu+22Jd03x5ryqfSaSYsv6Rtf+rQQ8TYUSRozZkxej0tfiTS+JOPYsWOLvr+0XMeavM6sm1lrSWMk3eOc25DtAjPrHo13l7SwWZkBVYiaAQpH3QCFoWZqQz6rwZikWyW95ZwbHhsaJ2lgFA+U9Ejx0wMqDzUDFI66AQpDzdSOfFaD2U/SaZLeMLN/RrcNljRU0gNmdpakmZJOKE2KQMWhZoDCUTdAYaiZGtHkZN0595ykXH1nBxc3nfBsttlmie34clrpvl1Aqt6aiX9/Y//990+MPffccz6+5pprEmMPP/ywj+M96pI0cuRIH59xxhnFSBMVqlrqJr0E6Ysvvujj+BKPadddd11ie/Xq1Tnv265dOx9ffvnlibHTTjvNx/HvmUhS27Ztcz4nKk+11ExafKnDgw9Ovox8e8jTY40ts9hc8T715vao54srmAIAAACBYrIOAAAABCqfnvWa1qFDh8T2UUcd5WPaYFBt4m1fjz76aGJswIABPk4vbxVf0nTt2rWJsc8//9zHX/3qVxNjp556qo832ohzB6g+8Zq6+uqrc96vsTGgVu24446J7cbaTeLHpXi7jNR4y0y+srxiKkdHAAAAIFBM1gEAAIBAMVkHAAAAAkXPehE9+OCDPv7hD3+YYSZA88SXtzr88MMTY/H39PXXX58YW7NmTc7nHDFihI/Tl46mTx0AUAzx/vZSL6VYbhwpAQAAgEAxWQcAAAACRRtMgX7xi180GAPVJn3Ft3g7SzwGAAClw5l1AAAAIFBM1gEAAIBAMVkHAAAAAsVkHQAAAAgUk3UAAAAgUEzWAQAAgEAxWQcAAAACxWQdAAAACBSTdQAAACBQTNYBAACAQJlzrnw7M1skaaakzpIWl23HuYWSh1S+XLZxznUpw35QBAHWjFSbuVA3FSSqm5WqvfdpPqgZfAnHmiZlWjdlnaz7nZpNcc7VlX3HgeYhhZULwhPS+4NcUAlCem+QCypFSO8PcvkCbTAAAABAoJisAwAAAIHKarI+KqP9poWShxRWLghPSO8PckElCOm9QS6oFCG9P8glkknPOgAAAICm0QYDAAAABIrJOgAAABCosk7Wzay/mb1tZu+Z2aAy7/s2M1toZtNit3Uyswlm9m70d8cy5dLTzCaZ2ZtmNt3MLsoyH4SNuqFmUBhqxu+XukFesqyZaP9B1E2oNVO2ybqZtZJ0o6TDJfWVdJKZ9S3X/iXdIal/6rZBkiY65/pImhhtl8M6SZc45/pK2kfShdG/RVb5IFDUjUfNIC/UTAJ1gyYFUDNSOHUTZM2U88z6XpLec8594Jz7TNL9ko4u186dc89IWpK6+WhJo6N4tKRjypTLPOfcK1H8qaS3JPXIKh8EjboRNYOCUDNf5ELdIB+Z1owUTt2EWjPlnKz3kDQ7tj0nui1LXZ1z86J4vqSu5U7AzHpL2l3SSyHkg+BQNynUDJpAzTSAukEjQqwZiWONxxdMI65+DcuyrmNpZu0ljZF0sXNuedb5AIUq9/uUmkGl41gDFK7WjzXlnKzPldQztr11dFuWFphZd0mK/l5Yrh2bWWvVvxHucc6NzTofBIu6iVAzyBM1E0PdIA8h1ozEscYr52T9ZUl9zGxbM2sj6URJ48q4/4aMkzQwigdKeqQcOzUzk3SrpLecc8OzzgdBo25EzaAg1EyEukGeQqwZiWPNF3mV8wqmZnaEpBGSWkm6zTk3pIz7vk9SP0mdJS2QdLWkhyU9IKmXpJmSTnDOpb/gUIpc9pf0rKQ3JK2Pbh6s+r6osueDsFE31AwKQ834XKgb5CXLmon2H0TdhFozZZ2sAwAAAMgfXzAFAAAAAsVkHQAAAAgUk3UAAAAgUEzWAQAAgEAxWQcAAAACxWQdAAAACBSTdQAAACBQTNYBAACAQDFZBwAAAALFZB0AAAAIFJN1AAAAIFBM1gEAAIBAMVlPMbPJZnZ2uR8LVCpqBigcdQMUppZrpqon62b2oZkdknUeG5jZyWY208xWmtnDZtYp65yAuJBqxupdZWazzGy5md1vZh2yzgtIC6xujjSz58xsqZnNN7P/NbPNs84LiAupZiTJzLqY2b1mtszMPjGze7LOKa6qJ+shMbNdJN0i6TRJXSWtknRTpkkBYfu+6utlP0n/IamtpOszzQgI3xaSrlV9zewsqYek32aaERC+sZLmS+ol6SuShmWbTlLNTdbNrKOZPWZmi6Lfnh4zs61Td9vezP4Rnc17JH4G3Mz2MbO/R2ctXjOzfnnu+hRJjzrnnnHOrZD0M0nHccYDocuwZgZIutU5Nzuqmeskfc/M2hXnlQGlk1XdOOfudc494Zxb5Zz7RNKfVP8LLxC0rGrGzA6T1FPSZc65Zc65tc65V4v3ylqu5ibrqn/Nt0vaRvW/Qa2WdEPqPt+XdKak7pLWSRopSWbWQ9Ljqj9r0UnSpZLGmFmX9E7MrFf0hukV3bSLpNc2jDvn3pf0maSvFu2VAaWRVc1IkqXiTST1KcJrAkoty7qJ+6ak6S1+NUDpZVUz+0h6W9JoM/vYzF42swOL/eJaouYm6865j51zY6KzDp9KGiIp/Z9yl3NumnNuperPgJ9gZq0knSppvHNuvHNuvXNugqQpko5oYD+znHNbOudmRTe1l7QsdbdlkjizjqBlWDNPSDrbzHqb2RaSrohu58w6gpdh3XhmdqikgZJ+XuSXBxRdhjWztaTDJE2S1E3S7yQ9YmadS/JCm6HmJutm1s7MbrH6L3oul/SMpC2j/+wNZsfimZJaS+qs+t/2vhv9RrbUzJZK2l/1v+E1ZYWk9JfjOkj6tLmvBSiHDGvmNkn3SZqs+jODk6Lb57ToBQFlkGHdbNj/PpLulfQd59w7LX09QKllWDOrJX3onLs1aoG5P9pPMO1jG2edQAYukbSjpL2dc/PNbDdJryr5cXvPWNxL0lpJi1X/n3eXc+6cZux3uqSvb9gws+1U/5E+P0QRukxqxjm3XtLV0Z8NfYVzoz9A6LI61sjMdpc0TtKZzrmJzXkOIANZ1czrqv+OVJxrxvOUTC2cWW9tZptu+COpo+p/i1oafTHh6gYec6qZ9Y2+yPZLSX9xzn0u6W5JA8zs22bWKnrOfg18AaIh90SPPcDMNoued2z0UQ8QkiBqxsw6mdn2Vq+vpOGSfhlN4oHQhFI3/6n6FrIfOuceLdqrA4oviJqR9JCkjmY2MHrsd1TfGvN8UV5lEdTCZH286v/zN/zZUvVLwC2W9KLqf6il3SXpDtUv47OppB9JknNutqSjJQ2WtEj1v8ldpgb+HaMvMKzY8AUG59x0SeerftK+UPW96hcU6TUCxRREzaj+o83xklZK+j9JtznnRhXlFQLFF0rdXCKpi6Rbo9tXmBlfMEWIgqgZ59wSSUep/kupyyQNknS0c25xkV5ni5lzQZ3pBwAAABCphTPrAAAAQEVisg4AAAAEqkWTdTPrb2Zvm9l7ZjaoWEkB1Yy6AQpDzQCFo26qR7N71qN1L9+RdKjq1z1+WdJJzrk3i5ceUF2oG6Aw1AxQOOqmurRknfW9JL3nnPtAkszsftV/EzfnG6Fz586ud+/eLdglWurDDz/U4sWLrel7okQKqhtqJgxTp05d7Jz70mWrURYcayoQx5rMcaypQLmONS2ZrPdQ8kpScyTtnb6TmZ0r6VxJ6tWrl6ZMmdKCXaKl6urqsk6h1jVZN9RMeMxsZtY51DCONRWIY03mONZUoFzHmpJ/wdQ5N8o5V+ecq+vShRNTQFOoGaBw1A1QGGqmcrRksj5Xycu+bi0uAw40hboBCkPNAIWjbqpISybrL0vqY2bbmlkbSSdKGlectICqRd0AhaFmgMJRN1Wk2T3rzrl1ZvYDSX+V1Er1lwLnksZAI6gboDDUDFA46qa6tOQLpnLOjZc0vki5ADWBugEKQ80AhaNuqgdXMAUAAAACxWQdAAAACFSL2mAAAACArK1evdrHl19+eWJs8uTJPr7hhhsSYwceeGBJ8yoGzqwDAAAAgWKyDgAAAASKyToAAAAQKHrWW2D58uWJ7enTv1jCdN99902MbbTRF78XrV+/PjF23XXX+TjdZwUAAICklStXJraPP/54H0+YMCExZmY+PuWUUxJjc+bMKUF2xcWZdQAAACBQTNYBAACAQNEG0wInnnhiYjv+sUu87aWh7birrrrKx7TBoFal28PuvvtuH5933nmJsTVr1vg4/vGmlGwru+yyy4qZIgAgQ6tWrfLxUUcdlRh7+umn83qO9OMqAWfWAQAAgEAxWQcAAAACxWQdAAAACBQ9600YOnRoYjveX+6cS4zFe2fTY/F+3MbGgEq3ZMmSxPaAAQN8/MEHH+T9PAsXLsw51th3QB544AEf07MOANXjjTfe8HG+PeqSdO655/p45MiRRc2pHDizDgAAAASKyToAAAAQKNpgmhBve5EavxJpMcaASrR06VIfH3bYYYmxV199Na/n2HPPPRPb/fv39/H++++fGOvbt6+P08twxa9GN2vWrMRYr1698soFABCe888/P6/7pVtdzjnnHB9vvHHlTX2ZJQIAAACBYrIOAAAABIrJOgAAABCoymvcKYHly5cntk888UQfN3cJRpZuRKVbt25dYju+7OIVV1yRGHvnnXd8PGPGjJzPudlmmyW248s63nzzzYmxzTffPK88v/GNbyS2O3fu7GN61BGS9LFm2LBhPn7llVcSY88//7yPv/vd7+Z8zq5duya24/fdddddm5UnEIrHHnsssf3666/nvG/8Z/+FF15YspyywJl1AAAAIFBM1gEAAIBA1WwbzH333efju+66KzE2YcIEH8evSiqVfunGCy64IDEWvwLjtttuK6Bc5s6dm9jeeeed83pchw4dEtv/9V//5eP0Uqg77bRTM7P7wogRIxLbW2+9dYufEyiF9Efz99xzj49bt26dGIu3jD344IOJsfhxae3atYmxeDvZySefnBj77W9/6+M2bdrkmzZQVmvWrPHxr371q8RYek4WN2nSpJLllDXOrAMAAACBYrIOAAAABKrJybqZ3WZmC81sWuy2TmY2wczejf7uWNo0gcpC3QCFoWaAwnxN6bIAACAASURBVFE3tSGfnvU7JN0g6c7YbYMkTXTODTWzQdH2FQ08NlPxvvR0716+PeSNLbOYvqz6n//8Zx9vueWWOR/X2HOml6+75ZZbfPzcc88lxnbZZRcfp/uEkbk7VAF18/nnnye27777bh9fd911OR+36aabJra/853v+PjKK69MjBWjL70xpX5+lM0dqoCaKdSyZct8/OijjybGunXr5uOnn346MdanT5+8nj/e3ytJf/jDH3z805/+NDF26KGH+jj+XRJUtDtUZXWzcOFCH0+dOjXn/dI10rt371KllLkmz6w7556RtCR189GSRkfxaEnHFDkvoKJRN0BhqBmgcNRNbWhuz3pX59y8KJ4vqWuuO5rZuWY2xcymLFq0qJm7A6pCXnVDzQAexxqgcBxrqkyLl250zjkzc42Mj5I0SpLq6upy3q8UTjrpJB+feuqpibF4q0tavi0yrVq1yvkcpVjycf/990+M/f3vf/fx3nvvnTMXhKexuilnzaSvBnfmmWfmvG+89eW1115LjO2www7FTQxICflY05j27dv7eMiQIYmxc88918fppRvzlW5Ju+iii3x87bXXJsbiV0WlDaY2hHKsKcQvf/nLnGPxJUdHjhyZGGvXrl3Jcspac8+sLzCz7pIU/b2wifsDoG6AQlEzQOGomyrT3Mn6OEkDo3igpEeKkw5Q1agboDDUDFA46qbK5LN0432SXpC0o5nNMbOzJA2VdKiZvSvpkGgbQIS6AQpDzQCFo25qQ5M96865k3IMHVzkXEqqseUSmzt2yimnJMbiyyeWYn/psfQ2wlEpdfPf//3fed83vhRqOXrUZ86c6ePddtstMRZfrm7GjBmJsW222aa0iaEkKqVmChX/btOFF15Y8v3NnTvXx5999llibMmS9KIhqHTVWDe33367j9Pf/+vUqZOP40uRVjuuYAoAAAAEisk6AAAAEKgWL91YKQpZSnHo0C/auwYNGpRzLL40ZFp8WcX0/vfdd9+8c2lsLP2agEKtW7cu51i61aV///5F3//777/v4+HDhyfG4m03y5cvz/kcb7zxRmKbNhjUkgULFiS2f/KTn/g4vsydJJ122mllyQkoxJ/+9KfEdnyuk15m+6qrripLTqHhzDoAAAAQKCbrAAAAQKCYrAMAAACBquqe9XjPa2NLIh522GGJsfPOO8/Hl112WbP2vc8++zQrl8bG3n333cTYdttt16zcUNs+/fRTHy9dujTn/TbeOPnjId3/mq8PPvjAx6tXr06MXXPNNT4eO3Zs3s85YMAAH5djGUkgLv1zOr5cYlp8qblVq1YlxrbaaisfF/IdpHjdDhkyJDE2btw4H3/rW99KjO299955PX98aVRJeumll3x84IEH5p0nkI///d//TWzH+9TTdXH00Ufn9ZyzZ89ObK9du9bHlTh34sw6AAAAECgm6wAAAECgqqoNJv5xuyQ999xzPm5s6carr7666LlccMEFie34/pu7jCRLNaLY+vTpk9j+17/+5eNZs2Ylxk488cSczxP/aPyf//xnYuyBBx7wcWNLMDZm8ODBie2f//znPm7dunWznhNozMcff5zYjl999Omnn06MpZdPjItf2bqxNpj0kr7xpYGnT5+eGBsxYoSP0zX1xz/+0cdnn312Yizd2hb3+eef53zcGWeckfNxQDltueWWOcfix4X0UsDx1rUePXokxv7whz/4+Nvf/nZiLL10ZFbCyAIAAADAlzBZBwAAAALFZB0AAAAIVFX1rMd7YyXp5ptv9nFjSyLG+3SlLy+7mK94z3yvXr0SY/FL5DaWS/pS6R9++KGPt91222blBcRtvvnmPv7d736XGKurq/Nxur/2wQcfzPmcjY011xZbbOHjn/3sZ4kx+tRRar/4xS8S2/Hjy1lnnZUYiy9B+u9//zsxNnnyZB+nlwKO97o/9NBDibH0dlzbtm19HO9Rl6RzzjnHx4V8z+mOO+7w8bJlyxJjLNeIEE2bNi2xfeONN/o4vUxwvBbS32+MLwX85JNPJsYOOuigFudZDJxZBwAAAALFZB0AAAAIVFW1waSX2GlsScRSLMcTbymIt+AUksvhhx+eGIt/rAMUW9++fRPbkyZN8nF6ucQXX3yxWfs44YQTfHznnXfmvF/8o31Jmjp1qo+be/VUoLnSyyXG3XrrrY1uN8fOO++c2D755JN9PGPGjMRYvCXn/PPPT4zFayy9fN0ee+zh4/QSq5dccomP4z8HpMaXfATKKd6emW7Pirdvde7cOTF26KGH+vj+++/P+fzpK9rHr4TavXv3wpItIs6sAwAAAIFisg4AAAAEisk6AAAAEKiKb0S77777fDxo0KDEWHypnvRyiUOGDPHxkUcemRh74YUX8tr3fvvtl/f+4n3qjY3Ro44s7b333j6eOHFiUZ7zm9/8Zl73Gz16dGKbpUqRpfRypAMHDvTxzJkzE2PHHHNMzufZddddfdyzZ8/E2Fe/+lUfd+jQITHWqlWrnM8ZP06kl4O85557fJxehji+j5UrVybGfvKTn/h49913z7lvoNi6deuW2I7PidLfL3z66ad9fPXVVyfG4u/9hx9+ODHWsWNHH6ff++PGjcuZ20svveTjxuq81DizDgAAAASKyToAAAAQqIprg0lfeeq5557zcfpqbY0tlxi/omj8CnOSNGHChJyPiz9nIfuLj337299OjKWvzghUmnnz5vk43crVWFvZ2Wef7eMsP2IE0jp16pTYfvTRRzPK5Mvi7Sy33HJLYmzYsGE+Tl+NMb7dp0+fxNhFF11UzBSBvF177bWJ7ccee8zH6XnWeeed5+N0TcbHFi5cmBg744wzcj6usSv9br/99jnHyokz6wAAAECgmKwDAAAAgWpysm5mPc1skpm9aWbTzeyi6PZOZjbBzN6N/u7Y1HMBtYCaAQpH3QCFoWZqRz496+skXeKce8XMNpc01cwmSDpd0kTn3FAzGyRpkKQrSpdqvR122CGxXYzlEp944omiP2d6LN6nHu/HQlUKqmZKYf78+Ynt3//+9z7+3e9+l/NxdXV1ie3rr7/ex40tVYeaUPV1Uw6bb765j48//vjEWHobFa8qauZrX/taYjv+/aVHHnkkMbZ06VIfH3DAAYmxrbbaysfp5RnXrFmTc/9t2rTx8UMPPdRobllp8sy6c26ec+6VKP5U0luSekg6WtKGhZFHS+LbYYCoGaA5qBugMNRM7SioZ93MekvaXdJLkro65zYsATFfUtccjznXzKaY2ZRFixa1IFWg8lAzQOGoG6Aw1Ex1y3vpRjNrL2mMpIudc8tTrSLOzFxDj3POjZI0SpLq6uoavE8hmrtcYrnH0ssz3nvvvUJtCaVmiiW+POO+++6bGJs1a1bOxx144IE+Hjp0aGIs/vEjIFVf3QClVm01E58vxZdclKQHHngg5+M+/vhjH6dbkeP/Junjzs9//nMfp+duocjrzLqZtVb9G+Ee59zY6OYFZtY9Gu8uaWGuxwO1hpoBCkfdAIWhZmpDPqvBmKRbJb3lnBseGxonaWAUD5T0SPqxQC2iZoDCUTdAYaiZ2pFPG8x+kk6T9IaZ/TO6bbCkoZIeMLOzJM2UdEJpUgQqDjUDFI66AQpDzdSIJifrzrnnJOW6FuvBxU2naYcddlhiO3755GIts5jvWPzStpJ02WWX+Xjbbbdt+AWg6oVWM8310UcfJbb79evn48Z61NNLXf35z3/2cZcuXYqTHKpOtdQNUC7VWjObbLKJj2+//fbE2EknneTjY489Nu/njPe+/+IXv0iM/cd//EehKZYdVzAFAAAAAsVkHQAAAAhU3ks3hiK+xI4kHXTQQT5OX83q2muv9fH//d//Jcbiyyw+++yzibHGrmAaH9t7773zTRuoCEuWLPFxvO1Fkt5//30fx6+SKCVbXeI1KUmtW7cuYoYAgFoRb4mRpAEDBvh43bp15U4nM5xZBwAAAALFZB0AAAAIFJN1AAAAIFAV17P+//7f/2t0O+6xxx4rdTpAVYn3l2+11VaJsXjP+rBhwxJjoV6iGQCASseZdQAAACBQTNYBAACAQFVcGwyA0okvyfjCCy9kmAkAAJA4sw4AAAAEi8k6AAAAECgm6wAAAECgmKwDAAAAgWKyDgAAAASKyToAAAAQKCbrAAAAQKCYrAMAAACBYrIOAAAABIrJOgAAABAoc86Vb2dmiyTNlNRZ0uKy7Ti3UPKQypfLNs65LmXYD4ogwJqRajMX6qaCRHWzUrX3Ps0HNYMv4VjTpEzrpqyTdb9TsynOubqy7zjQPKSwckF4Qnp/kAsqQUjvDXJBpQjp/UEuX6ANBgAAAAgUk3UAAAAgUFlN1kdltN+0UPKQwsoF4Qnp/UEuqAQhvTfIBZUipPcHuUQy6VkHAAAA0DTaYAAAAIBAMVkHAAAAAlXWybqZ9Tezt83sPTMbVOZ932ZmC81sWuy2TmY2wczejf7uWKZceprZJDN708ymm9lFWeaDsFE31AwKQ834/VI3yEuWNRPtP4i6CbVmyjZZN7NWkm6UdLikvpJOMrO+5dq/pDsk9U/dNkjSROdcH0kTo+1yWCfpEudcX0n7SLow+rfIKh8EirrxqBnkhZpJoG7QpABqRgqnboKsmXKeWd9L0nvOuQ+cc59Jul/S0eXauXPuGUlLUjcfLWl0FI+WdEyZcpnnnHslij+V9JakHlnlg6BRN6JmUBBq5otcqBvkI9OakcKpm1BrppyT9R6SZse250S3Zamrc25eFM+X1LXcCZhZb0m7S3ophHwQHOomhZpBE6iZBlA3aESINSNxrPH4gmnE1a9hWdZ1LM2svaQxki52zi3POh+gUOV+n1IzqHQca4DC1fqxppyT9bmSesa2t45uy9ICM+suSdHfC8u1YzNrrfo3wj3OubFZ54NgUTcRagZ5omZiqBvkIcSakTjWeOWcrL8sqY+ZbWtmbSSdKGlcGfffkHGSBkbxQEmPlGOnZmaSbpX0lnNueNb5IGjUjagZFISaiVA3yFOINSNxrPkir3JewdTMjpA0QlIrSbc554aUcd/3SeonqbOkBZKulvSwpAck9ZI0U9IJzrn0FxxKkcv+kp6V9Iak9dHNg1XfF1X2fBA26oaaQWGoGZ8LdYO8ZFkz0f6DqJtQa6ask3UAAAAA+eMLpgAAAECgmKwDAAAAgWKyDgAAAASKyToAAAAQKCbrAAAAQKCYrAMAAACBYrIOAAAABIrJOgAAABAoJusAAABAoJisAwAAAIFisg4AAAAEisk6AAAAECgm6ylmNtnMzi73Y4FKRc0AhaNugMLUcs1U9WTdzD40s0OyzkOSzKy7mY0zs4/MzJlZ76xzAtJCqhlJMrOTzWymma00s4fNrFPWOQFpIdWNmQ02sxWxP6vNbL2Zdc46N2ADaqYwVT1ZD8x6SU9IOj7rRIBKYGa7SLpF0mmSukpaJemmTJMCAuec+7Vzrv2GP5KukzTZObc469yAEFVCzdTcZN3MOprZY2a2yMw+ieKtU3fb3sz+YWbLzeyR+Nk8M9vHzP5uZkvN7DUz65fPfp1zC5xzN0l6uYgvByi5rGpG0imSHnXOPeOcWyHpZ5KOM7PNi/PKgNLJsG7iOZik70sa3bJXA5QeNZNbzU3WVf+ab5e0jaReklZLuiF1n+9LOlNSd0nrJI2UJDPrIelxSddK6iTpUkljzKxLeidm1it6w/Qq0esAyiWrmtlF0msbxp1z70v6TNJXi/bKgNIJ4VhzgKSvSBpTjBcElBg1k0PNTdadcx8758Y451Y55z6VNETSgam73eWcm+acW6n6s3knmFkrSadKGu+cG++cW++cmyBpiqQjGtjPLOfcls65WSV+SUBJZVgz7SUtS91tmSTOrCN4gRxrBkr6S/TJFBA0aia3jbNOoNzMrJ2k30vqL6ljdPPmZtbKOfd5tD079pCZklpL6qz63/a+a2YDYuOtJU0qbdZAdjKsmRWSOqRu6yDp08JeAVB+WR9rov1/V9LRzXsFQHlRM7nV3GRd0iWSdpS0t3NuvpntJulVSRa7T89Y3EvSWkmLVf8mucs5d065kgUCkFXNTJf09Q0bZradpE0kvdOM5wLKLetjzbGSlkia3ILnAMqJmsmhFtpgWpvZphv+qP63tdWSlkZfTLi6gcecamZ9o9+yfqn6j0Q+l3S3pAFm9m0zaxU9Z78GvgDRoGj/m0Sbm0TbQGhCqZl7osceYGabRc87Nvp4FAhNKHWzwUBJdzrnXAtfF1Aq1EyeamGyPl71//kb/mwpqa3qfxN7UfXLKabdJekOSfMlbSrpR5LknJut+o9HBktapPrf5C5TA/+O0RcYVqS+wLBa9R/tS9KMaBsITRA145ybLul81U/aF6q+V/2CIr1GoNiCqJvoth6SDpJ0Z3FeGlAS1EyeLMBfIAAAAACoNs6sAwAAABWJyToAAAAQKCbrAAAAQKBaNFk3s/5m9raZvWdmg4qVFFDNqBugMNQMUDjqpno0+wum0RWj3pF0qKQ5kl6WdJJz7s1cj+ncubPr3bt3s/aH4vjwww+1ePFia/qeKIVC64aaCcPUqVMXO+e+dNlqlB7HmsrEsSZbHGsqU65jTUsuirSXpPeccx9Ikpndr/plc3L+AO3du7emTJnSgl2iperq6rJOodYVVDfUTBjMbGbWOdQwjjUViGNN5jjWVKBcx5qWtMH0UPKyr3Oi29I7PtfMppjZlEWLFrVgd0BVaLJuqBkggWMNUDiONVWk5F8wdc6Ncs7VOefqunThU2SgKdQMUDjqBigMNVM5WjJZnyupZ2x76+g2ALlRN0BhqBmgcNRNFWnJZP1lSX3MbFszayPpREnjipMWULWoG6Aw1AxQOOqmijT7C6bOuXVm9gNJf5XUStJtzrnpRcsMqELUDVAYagYoHHVTXVqyGoycc+MljS9SLkBNoG6AwlAzQOGom+rBFUwBAACAQLXozDoAtMSKFSt83KFDh8RYr169fHznnXcmxvbZZx8ft2nTpkTZAQCQPc6sAwAAAIFisg4AAAAEisk6AAAAECh61puwevXqxPZOO+3k41mzZiXGZs6c6eN4vy2Ahl1//fU+NrPE2OzZX1wp+1vf+lZi7Morr/TxNddckxjbeGN+rAEAqgdn1gEAAIBAMVkHAAAAAsXnxU1Yu3ZtYnvOnDk+Tn9sP2XKFB/TBgM0rXv37s163G9+8xsfL126NDF21lln+Xj33XdvXmIAAASCM+sAAABAoJisAwAAAIFisg4AAAAEip71IjrkkEOyTgEoi/R3OVauXJnzvu3atfNxmzZtEmPf+c53fBzvNS/EH//4x8T2woULfXz33XcnxtL7BwAgdJxZBwAAAALFZB0AAAAIFG0wAAo2dOjQxHb6KqJxL7zwgo/32muvxFjr1q19PHLkyMTYdddd5+O5c+fmnduYMWN83KVLl8TYjTfemPfzAAAQAs6sAwAAAIFisg4AAAAEisk6AAAAECh61gE0KL084/Dhw3187bXXFmUfm2yyiY8vvPDCxFj//v19fNBBByXG5syZk9fz33zzzYltetZRCvFa+de//pXzfpMnT05sb7/99j7u2bNn3vtr1apVg88B1LI1a9b4eN26dTnvZ2aJ7c0226xkORULZ9YBAACAQDFZBwAAAAJFGwyABsXbXiRp8ODBZd1//OP9p556KjG27777+njx4sVlywm14/e//31i+w9/+EPO+8bbYD766KPEWPoj91yccznH0s8R377ooosSY+m6BUIUr5lFixblvF/6CtUrVqzwcbouxo4d6+PGWiU33XTTxPYTTzzh4z333DMxFm/VzBJn1gEAAIBAMVkHAAAAAtXkZN3MbjOzhWY2LXZbJzObYGbvRn93LG2aQGWhboDCUDNA4aib2pBPz/odkm6QdGfstkGSJjrnhprZoGj7iuKnl72FCxdmnQIq0x2qwLpZunSpj//0pz816zlOO+20xPYee+zRopykLy9Pt+WWW/qYnvWqcYcCqpn3338/sT1r1qyc991uu+18/P3vfz8xttdee+W1v9tvvz2x/Y1vfMPHu+66a2Ls1ltv9fGIESNyPu6UU07Ja9+oaHcooLrJ5R//+Edi+5prrvHxk08+mffzxL/bke/3QdJWr16d2O7Xr5+PzzrrrMTYyJEjfZxl/3qTZ9adc89IWpK6+WhJo6N4tKRjipwXUNGoG6Aw1AxQOOqmNjS3Z72rc25eFM+X1LVI+QDVjLoBCkPNAIWjbqpMi5dudM45M8u55pSZnSvpXEnq1atXS3dXdukrzsUdd9xxie3NN9+8xNmgWjRWN+WsmVWrViW24+/pxq7E2JhLL700sb3xxqwQi5Yr97Fm2LBhie25c+f6+NFHH02MjR492sf77bdfs/aXvoJvY+If23/ta19LjE2aNMnHtMGgGMea+Ps93R622267+fjVV19NjI0ZM8bHL7zwQnrfOfe38847+/iwww5LjDXWBhN/v3fv3j0xNm2ab+nXQw89lBgbNWqUj+MtZpK0fv16H990002JsdatWzf8AkqguWfWF5hZd0mK/s7Z2O2cG+Wcq3PO1XXp0qWZuwOqQl51Q80AHscaoHAca6pMcyfr4yQNjOKBkh4pTjpAVaNugMJQM0DhqJsqk8/SjfdJekHSjmY2x8zOkjRU0qFm9q6kQ6JtABHqBigMNQMUjrqpDU02kzrnTsoxdHCRc6k46R715i4jhOpTKXVz8sknJ7affvrpFj/nTjvt1OLnSJs/f35iO37JaVSH0GomfUnyeJ/rU089lRiL97w2t2e9EPGlIlHbylE3xxzzxWIyxZrndOvWzcfPP/98zrFiLZcY72E/+ODkP83xxx/v4x/84AeJsfiSqunvlcT79UuNK5gCAAAAgWKyDgAAAASKNdWa8Pjjj+ccq6urK2MmQHG89tprPn7xxReb9RwbbZT8PT9+Nbr0WGPiy3CtW7cuMfbpp5/6+IgjjkiMpdticmnTpk3euQD5OuiggxrdLrUlS9LXwAFKZ+rUqT4+6qijEmPxn9Pp1uDBgwf7+PDDD0+MbbPNNsVMsSDpY1S8LebBBx9MjH3961/38WWXXZYYmzBhQgmyaxhn1gEAAIBAMVkHAAAAAsVkHQAAAAgUPesNWLNmjY/j/b1Sssf2nXfeKVtOQHO98cYbie34UlSLFi1q1nOmL7t8zjnnNOt5nnvuOR/HL6FeLE8++WTRnxPI2ksvvZRz7Mwzz/Tx6tWrE2Pvvvuuj//5z38mxuLL5919992JsfPOO8/Hw4cPLyxZVLz4EoWzZs1KjC1YsMDHXbt2LVtO5RJfqvKtt97KLA/OrAMAAACBYrIOAAAABIo2mAZ89tlnPk5/jBj/SOSHP/xh2XICmuu3v/1tYvuee+5p8XMeeeSRie34FUVnzJiRGLvuuutyPs/kyZNbnEvaSSd9cUG/PfbYo+jPD5RD/DiUbrm8/PLLcz6uf//+Pk4vUbd8+fKcj9t33319fP755yfG0kvWARtUY+tLLhdffHFm++bMOgAAABAoJusAAABAoJisAwAAAIGiZ70BHTp08HG6H2vhwoU+/uijjxJjO+ywQ2kTA/IUX07rzTffLPrz9+zZs+jPWYhevXr5+IILLkiMxfsKW7duXbacULtWrlzp47FjxybGFi9enPNx8cuVx487kvTCCy/4ePbs2Xnn8pWvfMXHV1xxRWKsR48ePt5vv/0SY+3bt/dxq1at8t4fgNLjzDoAAAAQKCbrAAAAQKBog2mBb37zm1mnADTor3/9q49fffXVDDNpvk033dTHffv2TYzFP8JnWTlk7a677vJxui0rrlu3bont+FLA69atS4zF3/9pbdu29fE//vGPxNj222+f13MA+LIRI0bkHEu3jpUTZ9YBAACAQDFZBwAAAALFZB0AAAAIFD3rDZg5c6aPS7HsHVBqp59+uo/jfbGVJN6n/vLLL2eYCdC44447zsfxpRMlabfddvNx9+7dE2ON9ayPGzfOx6eeempi7IwzzvDxLrvs0oyMAWwQX4b79ttvz3m/XXfdtRzpNIgz6wAAAECgmKwDAAAAgaINpgGff/55gzFQKZxzPg65DSbeFjBt2rTEGFdRRKWIt77EW2JaIn4V4rTTTjutKPsAID355JM+Th8vO3fu7OONNsru/DZn1gEAAIBAMVkHAAAAAtXkZN3MeprZJDN708ymm9lF0e2dzGyCmb0b/d2x9OkC4aNmgMJRN0BhqJnakU/P+jpJlzjnXjGzzSVNNbMJkk6XNNE5N9TMBkkaJOmK0qUanqVLlya2t9xyy4wyQWAyr5lLL73Ux8OHDy/FLvJ25ZVX+njPPfdMjLVv397H1E/Ny7xuQrXZZpsltrfbbruMMkFgqJkieP3113OOjR8/3sdt27YtRzoNavLMunNunnPulSj+VNJbknpIOlrS6OhuoyUdU6okgUpCzQCFo26AwlAztaOgnnUz6y1pd0kvSerqnJsXDc2X1DXHY841sylmNmXRokUtSBWoPNQMUDjqBigMNVPd8l660czaSxoj6WLn3PL48jbOOWdmrqHHOedGSRolSXV1dQ3eJzTt2rVrMJakVatW+Th9Nbo99tjDx88//3yJskOlyLJmhg4d6uOePXsmxu69914fN3Zl0I4dk22ORx55pI9HjhyZGNtkk01yPk/r1q19zHKMaEotHWvylW6DSR+XUNuomcKsXbs2sf3+++/nvG96npeVvM6sm1lr1b8R7nHOjY1uXmBm3aPx7pIWliZFoPJQM0DhqBugMNRMbchnNRiTdKukt5xz8W+qjZM0MIoHSnqk+OkBlYeaAQpH3QCFoWZqRz5tMPtJOk3SG2b2z+i2wZKGSnrAzM6SNFPSCaVJEag41AxQOOoGKAw1UyOanKw7556TlOt65QcXN50wdOvWzce//e1vE2MXXnihj//9738nxtq0aVPavAZahAAAH1tJREFUxFARQqiZeG/4j370o8TYySef7OO33nor53NsscUWie1dd921SNkBXxZC3YQqfaxJ99yiNlEzzTNt2rTE9uOPP+7jY489NjHWtWuD380tO65gCgAAAASKyToAAAAQqLyXbqxVZ599dmJ79erVPh4xYkRi7P777y9LTkBLdO7c2ccHHHBAhpkAyMeyZcsS20uWLPExV/4FChNfZluSNtroi/PW7733XmJszZo1Ps5yyVTOrAMAAACBYrIOAAAABIrJOgAAABAoetabsPHGyX+iH//4xw3GAAAUS9u2bXOOTZ482cfbbbddGbIBKtvKlSt9HO9Rl6T6a0vV69evX2Isyz71OM6sAwAAAIFisg4AAAAEijYYAAACc+aZZ+YcO+WUU8qYCVD5Hn744ZxjO++8s49//etflyOdgnFmHQAAAAgUk3UAAAAgUEzWAQAAgEDRsw4AQGDatGnj4/PPPz/DTIDKt8suu/j4oosuSoydfPLJPm5sydQscWYdAAAACBSTdQAAACBQtMEAAACgau22224NxpWCM+sAAABAoJisAwAAAIFisg4AAAAEisl6jZk6derUrHMAAFQ3jjVA8Zhzrnw7M1skaaakzpIWl23HuYWSh1S+XLZxznUpw35QBAHWjFSbuVA3FSSqm5WqvfdpPqgZfAnHmiZlWjdlnaz7nZpNcc7VlX3HgeYhhZULwhPS+4NcUAlCem+QCypFSO8PcvkCbTAAAABAoJisAwAAAIHKarI+KqP9poWShxRWLghPSO8PckElCOm9QS6oFCG9P8glkknPOgAAAICm0QYDAAAABKqsk3Uz629mb5vZe2Y2qMz7vs3MFprZtNhtncxsgpm9G/3dsUy59DSzSWb2pplNN7OLsswHYaNuqBkUhprx+6VukJcsaybafxB1E2rNlG2ybmatJN0o6XBJfSWdZGZ9y7V/SXdI6p+6bZCkic65PpImRtvlsE7SJc65vpL2kXRh9G+RVT4IFHXjUTPICzWTQN2gSQHUjBRO3QRZM+U8s76XpPeccx845z6TdL+ko8u1c+fcM5KWpG4+WtLoKB4t6Zgy5TLPOfdKFH8q6S1JPbLKB0GjbkTNoCDUzBe5UDfIR6Y1I4VTN6HWTDkn6z0kzY5tz4luy1JX59y8KJ4vqWu5EzCz3pJ2l/RSCPkgONRNCjWDJlAzDaBu0IgQa0biWOPxBdOIq18Wp6xL45hZe0ljJF3snFuedT5Aocr9PqVmUOk41gCFq/VjTTkn63Ml9Yxtbx3dlqUFZtZdkqK/F5Zrx2bWWvVvhHucc2OzzgfBom4i1AzyRM3EUDfIQ4g1I3Gs8co5WX9ZUh8z29bM2kg6UdK4Mu6/IeMkDYzigZIeKcdOzcwk3SrpLefc8KzzQdCoG1EzKAg1E6FukKcQa0biWPNFXuW8KJKZHSFphKRWkm5zzg0p477vk9RPUmdJCyRdLelhSQ9I6iVppqQTnHPpLziUIpf9JT0r6Q1J66ObB6u+L6rs+SBs1A01g8JQMz4X6gZ5ybJmov0HUTeh1gxXMAUAAAACxRdMAQAAgEAxWQcAAAACxWQdAAAACBSTdQAAACBQTNYBAACAQDFZBwAAAALFZB0AAAAIFJN1AAAAIFBM1gEAAIBAMVkHAAAAAsVkHQAAAAgUk3UAAAAgUEzWU8xsspmdXe7HApWKmgEKR90AhanlmqnqybqZfWhmh2SdhyRZvavMbJaZLTez+82sQ9Z5AXGB1Uw/M1tvZitifwZmnReQFlLdSJKZdTGze81smZl9Ymb3ZJ0TEBdgzfzQzP4Vzc+mmNn+WecUV9WT9cB8X9JpkvaT9B+S2kq6PtOMgPB95JxrH/szOuuEgAowVtJ8Sb0kfUXSsGzTAcJlZntLGirpO5K2kHSrpIfMrFWmicXU3GTdzDqa2WNmtig64/CYmW2dutv2ZvaP6DesR8ysU+zx+5jZ381sqZm9Zmb98tz1AEm3OudmO+dWSLpO0vfMrF1xXhlQGhnWDP5/e3ceLWVx5nH89wRBAZeIEDZB3CIhxIOGTDjqiQaNAeY4TjIzHkMEjBj3xIlIJASDmLgRxTlRiKNhU1lcUFHGKEQxREcnwsyoiKLGSJAIwhhGhBFUav7oTln1ehu67+2l+vb3cw6Hp/rp22+19nPf4u16q1C3alU3ZnaypF6Sxjrn/tc594Fz7r/K986AyqjhuaaPpBedcyucc07S7ZI6K/cP3SQ03GBdufc8U9JByl11+D9JN2eeM1LSWZK6S/pQ0i8kycx6Svo3ST+T1EnSpZIWmFmX7EHMrHf+A9M7fDgT7ynp8DK8J6CSalkznzGzDfmvJ280s47lfWtAxdSqbgZJWi1ptpn9j5k9a2bHl/vNARVQq5r5taQ2Zvbl/NX0syT9t3LfTiWh4Qbrzrn/cc4tcM5tc85tkXSVpOwvsjuccyudc1slXS7ptPz/wDMkPeyce9g5t9M5t0TScknDmjjOn5xzn3bO/Sn/0COSzjazPma2n6TL8o9zZR1Jq2HNvCxpgHK/lAdL+qKkKRV5k0CZ1bBuDpR0sqSlkrpJukHSQjPrXJE3CpRJDWtmi6QFkp6UtF3SREnn5K+yJ6HhButm1sHM/tXM1pjZu5KWSfp0Zm7S2iBeI6mtcl+JHCTpn/L/IttsZpslHafcYGJ3ZkiaJ+kJSS8q94tUkt5s0RsCKqxWNeOcW++cW5X/xftHST+U9A/lel9AJdXwXPN/kt5wzk3PT4GZnz/OseV4X0Cl1LBmRkv6jqTPS2qn3MB/kZn1aPm7Ko+GG6xLGiPpCElfds7tK+kr+cfDKSq9gri3pA8kbVLuQ3JH/l9kf/3T0Tl37e4Omh9wTHTO9XHOHajcgH1d/g+QsprUTBOcGvN3FupTrermeeVqJZTMFUJgF2pVMwMkLXLOvZIfqz0i6S1Jx7T0DZVLI5z42prZXn/9I2l/5a48bM7fmDCxiZ85w8z65W/+vFLSvc65jyTdKekUM/u6mbXJv+YJTdwA8Qlm1snMDrWcfsp9nX+lc25n2d4pUB6p1MxXzeygfM30Uu5u/YVle5dAeSVRN5Lul7S/mY3K/+w/Kjc15qmyvEugfFKpmWcl/a2ZHZI/33xN0mclrSzLuyyDRhisP6zc//y//vm0cssmbpL0jHJzybPukDRLuZsL9pL0fUlyzq2VdKqk8ZI2KvcvubFq4r9j/gaG94IbGDrn+7JVuZsZZjjnbi3LOwTKK5WaOUrSvytXM/8u6YW/vi6QoCTqxjn3jqS/U+4Gu/+VNE7Sqc65TWV6n0C5JFEzyq3+Ml+5acrvKnfT6rnOuZfL8B7LwhKaPw8AAAAg0AhX1gEAAIC6xGAdAAAASBSDdQAAACBRLRqsm9kQM1ttZq+Z2bhydQpozagboDTUDFA66qb1aPYNpvlF6l+R9DXlNvZ5VtK3nHOrCv1M586dXZ8+fZp1PJTHG2+8oU2bNtnun4lKKLVuqJk0rFixYpNz7hPbVqPyONfUJ841tcW5pj4VOtfs0YLX/BtJrznnXpckM5uv3LI5BX+B9unTR8uXL2/BIdFSAwcOrHUXGl1JdUPNpMHM1tS6Dw2Mc00d4lxTc5xr6lChc01LpsH0VLzt65v5x7IHPsfMlpvZ8o0bN7bgcECrsNu6oWaACOcaoHSca1qRit9g6py71Tk30Dk3sEsXvkUGdoeaAUpH3QCloWbqR0sG6+sk9QraB+YfA1AYdQOUhpoBSkfdtCItGaw/K+lwMzvYzNpJOl3Sg+XpFtBqUTdAaagZoHTUTSvS7BtMnXMfmtlFkh6V1EbSDOfci2XrGdAKUTdAaagZoHTUTevSktVg5Jx7WNLDZeoL0BCoG6A09Vwzzz77rI+vuuqqKDd9+nQfH3DAAVXrExpDPdcNYuxgCgAAACSKwToAAACQqBZNgwGAUmzYsCFqv/jix1MoTzrppCgX7q68alW8j8fnPve5CvQOaLlp06ZF7fHjx/v4sssui3IdO3asSp8A1DeurAMAAACJYrAOAAAAJIrBOgAAAJAo5qwDqKi1a9f6+PTTT49yzzzzjI/NLMqF7fPOOy/K/fa3vy1nF4EWee6553w8duzYKLd9+3YfX3rppVGubdu2le0YkIgtW7ZE7alTp/p43bp4Y9XsfR+hnTt3+vhTnyp8vXncuHFRu0ePHj4eMWJElAvrsH379gVfs5a4sg4AAAAkisE6AAAAkCimwQBosY8++sjH7733XpQbNmyYj7NLMBZr5syZzesYUAV33323j8NpL1I89YVpL2gkr7/+uo8HDBgQ5bZu3erjXU2BzAqnvuzqedddd13UDpcCvvjii6Ncnz59fPzkk09GuW7duhU8RjVxZR0AAABIFIN1AAAAIFEM1gEAAIBENeyc9R07dvj4nXfeiXI9e/b08dlnnx3lNm3a5OPBgwdHuVGjRvl47733Lks/gVS88sorPg7nG0rSlClTfDx37tyyHO+EE07w8YEHHliW1wQqYdasWT7u3bt3lJswYUKVewOk4fHHH/fxtm3botyxxx7r46FDh0a57BK/zXHLLbdE7fBeqkcffTTKvfHGGz4eNGhQwVwtcWUdAAAASBSDdQAAACBRDTMN5v3334/a5557ro/nzJkT5cLlgKZPn17wNR944IGoffXVV/s4u8PiYYcdVnxngRpZv369j8Ov9iXpF7/4hY83bNhQluN1797dxzfccEOUO+mkk3zcrl27shwPKIenn346aod1M3r06CjHlEg0iuwupT//+c8LPnfJkiU+3nPPPcvel+zSjaGwXqV46kt2d9NUcGUdAAAASBSDdQAAACBRDNYBAACARLXqOesffPCBj7/73e9GuXnz5pX9eOE83rFjx0a5BQsW+DjcLheopQ8//DBqf/WrX/VxuFRjKdq0aRO1DzjggILPDe/tOPTQQ5t1PKDa5s+fH7XD+5zOOuusancHSMLmzZuj9tq1a33snKt2dwrq1q1b1H711Vd9/Nxzz0W5cLx2+OGHR7kVK1b4uNL3pjBqBAAAABLFYB0AAABIVKueBjNy5Egf33PPPc16jeOPPz5q9+3b18dr1qyJco888oiPH3rooSgXLh3ZoUOHZvUFqLQjjjjCx6VMgwl3Gz3uuOOi3KRJk1rcLyAl69ati9rhNBiWGUWj6tWrV9Q+44wzfDxjxowod9ppp/k4O62sffv2FehdYQsXLvRxdvfUvfbay8fZ5YWruSwrV9YBAACARDFYBwAAABK128G6mc0ws7fNbGXwWCczW2Jmr+b/3r+y3QTqC3UDlIaaAUpH3TSGYuasz5J0s6Tbg8fGSXrMOXetmY3Lty8rf/dK8/LLL0ft++67r6ify85L/8Y3vuHj73znO1GuY8eOPn7++eejXDhnPSuck8XSXg1hluqgbvbYI/4VMHHiRB9n77vYlTFjxvh42LBhLe8YGtEs1UHNNKVr164+Pvroo2vYEzSgWUq0bsaNG+fj7Lz0RYsW+XjEiBFRbvLkyT4+5JBDytKXcCnvsF+SNHPmzII/t3r1ah9n5+RX026vrDvnlkl6J/PwqZJm5+PZkv6+zP0C6hp1A5SGmgFKR900hubOWe/qnHsrH6+X1LXQE83sHDNbbmbLN27c2MzDAa1CUXVDzQAe5xqgdJxrWpkWL93onHNmVnBrKufcrZJulaSBAwdWdAurK664Imp/9NFHPv7MZz4T5cKv+AcMGBDlsjswFtKvX7+ofcoppzT5+kDWruqmmjWT9fnPf97H4dQW6ZPLVoV27txZsT4BUlrnmqxwoLNy5coo179//2p2BYjU8lwTTmFZtmxZlPviF7/o4wceeCDKLV682MfXX399lBs6dKiPdzUtJdw9VYqXFM4uvXrkkUf6+NFHH41yXbp0KXiMamrulfUNZtZdkvJ/v12+LgGtFnUDlIaaAUpH3bQyzR2sPyhpVD4eJWnhLp4LIIe6AUpDzQClo25amWKWbpwn6WlJR5jZm2Y2WtK1kr5mZq9KOinfBpBH3QCloWaA0lE3jWG3c9adc98qkDqxzH1psTVr1hTMXXDBBVE7nC/VXNll78I56++//36UGz58eIuPh/pRT3UTCrdK79SpU1le8513sgsVfKxcx0D9q6eayd7Pcf/99zcZS5Wfs7558+aoHS5Rl8p8W1ROvdRN9t7Al156yccTJkyIcuH89vPPPz/KOffx1PqRI0cWPN4dd9xR8OcuueSSKPftb3/bx6nWDDuYAgAAAIlisA4AAAAkqsVLN9bajh07fLx169aCz6vG8lnhzqTZXUrDpb322muvivcFqKZp06b5eOnSpVHulVde8fGnPhVfHzjssMOKev2DDz44al900UWldhEom3DHUin+nZ7d2boSrrzySh/fdNNNUS48D2Z3Ew7PS4MGDYpyTElDNX32s5/18d133x3lwt3oL7300ij361//2sd33nlnwdc3s6i97777+jg7DaZHjx5F9Li2uLIOAAAAJIrBOgAAAJAoBusAAABAoup+zvof/vAHH69atarg88I5fpI0ZMgQH5drDnm4dOTkyZOj3H333efjcA6vJO2zzz5lOT5QK+EWzdntmsshXFJSkqZMmeLjhx9+OMr17du37McHQuE26pLUs2dPH69cuTLKbdu2zccdOnRo1vGy27FPmjTJx4MHD45y4Tz1G264Ico9/vjjPt65c2eUO+aYY3x84403RrkjjjiixB4DzRf+Dp81a1aUy94vUqx3333Xx9llHb///e/7uH379s16/UrjyjoAAACQKAbrAAAAQKLqfhpMuPTbF77whSj3wgsv+Di7nNaIESN8PHfu3CjXtm1bH//lL3+JcuHXmNu3b49y4fHDrz6zzjvvvKg9Z86cgs8FEC/RKsVTzrK7BQPV9oMf/MDH3/ve96Lc1KlTfTx27Nhmvf4111xTMBe+vhQviRf2S4p3E87u4r148WIfZ3f8fuihh3zc3Kk8QLFuueUWH19++eUFn9erV6+oHe52+vvf/z7KhTsL//jHP45yTz/9tI+zU5jDeqolrqwDAAAAiWKwDgAAACSKwToAAACQqLqfsx7OLw+3oZWko48+2scbNmyIcuFSis1dujG79FV2K/VCwnmDQKpGjhwZtWfOnOnj1157rejX+eY3v+njMWPGRLl169b5+LTTTiu1i5KkiRMnRu2wttu0adOs1wRKMXz4cB//8pe/jHI/+tGPfLxly5YoF85hzy7hGz43e/5qrk6dOvk4vKdLius0XOJRiu/5GjRoUFn6gsYWjp/COerSJ+/7KJSbMGFClOvcuXPBnwuPkb13JLwnI4wlafny5T4+6qijCr5+pXFlHQAAAEgUg3UAAAAgUXU/DSbUrVu3qD1u3DgfX3LJJWU/Xnbai5kV9XPFPg+opR49ekTtE0880cfZWgvdddddUTv86j27E2n4Vejbb78d5c455xwfZ3dwDC1atChqO+cKPheohP3228/H2a/Rv/KVr/j4Zz/7WZT785//7OPsbqPh+SX7mc5OwWyO7PTP8BjZc9vee+/d4uMBoXBaSriDqBSPkcJpZJL005/+tFnHC5fM/vrXvx7lwmlf2b6E9Xv11VdHuV1N1yk3rqwDAAAAiWKwDgAAACSKwToAAACQqFY1Zz1r9OjRPg6X35GkuXPnFvy5cPmfH/7wh1Huj3/8o4+z8/jCJa3OPffcKLdp0yYfh1ulS9LWrVt93LFjx4L9Ampp2rRpZX/NHTt2+Di7DNeu5qkDqTrooIOi9sqVK318zDHHRLlZs2b5+Kmnnopy4bzacN6sFJ+/brzxxih30003+XiPPQqf4u+5556ovXTpUh+H93tJUv/+/Qu+DlCM3/3ud1E7nO/dtWvXKDd+/Hgfn3/++WXvy8EHHxy1w7Hi4sWLo9y9997r4xkzZkS5s88+28ft27cvZxc/gSvrAAAAQKIYrAMAAACJatXTYMIpJdmvL6ZPn17Ua2R3QAyXFNrVEoy/+c1vovavfvUrH69evTrKbdy40cdMg0Gqtm/f7uNwWcWsLl26RO3wK8Zrr702yoVTwO6///5m9Wvq1KlRu9idhIFqCHcmXbFiRZQLl4y78MILo9zNN99c1OvfdtttUfu9997z8aRJk6JcON3gjDPOiHLh1/jN3U0YKCTcrTor3G1eki666KJKd6eg7NKQ4TSY7K6/69ev93F2ak25cVYDAAAAErXbwbqZ9TKzpWa2ysxeNLOL8493MrMlZvZq/u/9K99dIH3UDFA66gYoDTXTOIq5sv6hpDHOuX6SBkm60Mz6SRon6THn3OGSHsu3AVAzQHNQN0BpqJkGsds56865tyS9lY+3mNlLknpKOlXSCfmnzZb0hKTLKtLLMtjVElaVkF2+64MPPqjq8VE7raVmsoYNG+bjJ554ouDzsvdyhHPKw6UaW6J3794+Pvnkk6Mcc9brU2utm1C7du2i9pAhQ3ycvZfp8ssv9/EjjzwS5Z5//vmCx5g3b16TcVb2/qglS5b4+Mgjjyz4c0hHPdXMfvvtF7Wdcz4OlzeV4uWte/XqFeUq/fu9e/fuUTvs55577hnlqjmuLOldm1kfSUdJ+g9JXfMfFElaL6lrgR8DGhY1A5SOugFKQ820bkUP1s1sb0kLJP2zc+7dMOdy//RwBX7uHDNbbmbLw1VPgNaOmgFKR90ApaFmWr+iruGbWVvlPghznHP35R/eYGbdnXNvmVl3SW839bPOuVsl3SpJAwcObPID0xqx41tja401c+aZZ/p4V9Ngwq8NpfJMfenZs2fUXrhwoY8POeSQFr8+0tAa66ZY2a/Ur7nmGh//5Cc/iXLh0sB33XVXlJs/f37BY4TLQ06cODHKderUqfjOIhn1UjNDhw6N2uFUxjfffDPKHXrooT7OLjHaoUMHH/fo0SPKDR8+vKi+ZP9hMnv2bB/feeedUS6c1jl48OAol52iU0nFrAZjkqZLesk5NyVIPShpVD4eJWlh9meBRkTNAKWjboDSUDONo5gr68dKGiHpBTP77/xj4yVdK+luMxstaY0kdlEAcqgZoHTUDVAaaqZBFLMazJOSCm3VeWJ5uwPUP2oGKB11A5SGmmkc1V3PEE264IILfHz99ddHuX79+lW7O0CTwvmAX/rSl6Lc5MmTfRzO/9udcIvmRYsWFXxeuBW69MmlUYHWLPv5P+WUU5qMpU/OuQVS9Mwzz/j44osvjnILFizwcfbzHN4TlV0m+Iorrih4vF393K6Ec+Sz945UEwsSAwAAAIlisA4AAAAkimkwCVi8eLGPr7vuuih31lln+fj444+vWp+ArDZt2vi4b9++UW7GjBlNxgAAZHXr1s3Hc+bMiXK33Xabj7PTYO69914fL1u2rCx9CZc0zS4THO6QPWDAgLIcrzm4sg4AAAAkisE6AAAAkCgG6wAAAECimLNeIccee2zUfuqppwrmQgMHDozazFMHAACt1R57xEPRfffd18fh0tZNtRsFV9YBAACARDFYBwAAABLFNJgK2WeffaJ2//79fRzuBClJ27Zt8/GZZ55Z0X4BAACgfnBlHQAAAEgUg3UAAAAgUQzWAQAAgEQxZ71KOnbs6OPbb7+9hj0BAABAveDKOgAAAJAoBusAAABAohisAwAAAIlisA4AAAAkisE6AAAAkCgG6wAAAECizDlXvYOZbZS0RlJnSZuqduDCUumHVL2+HOSc61KF46AMEqwZqTH7Qt3UkXzdbFXjfU6LQc3gEzjX7FZN66aqg3V/ULPlzrmBVT9wov2Q0uoL0pPS54O+oB6k9NmgL6gXKX0+6MvHmAYDAAAAJIrBOgAAAJCoWg3Wb63RcbNS6YeUVl+QnpQ+H/QF9SClzwZ9Qb1I6fNBX/JqMmcdAAAAwO4xDQYAAABIFIN1AAAAIFFVHayb2RAzW21mr5nZuCofe4aZvW1mK4PHOpnZEjN7Nf/3/lXqSy8zW2pmq8zsRTO7uJb9QdqoG2oGpaFm/HGpGxSlljWTP34SdZNqzVRtsG5mbSRNlTRUUj9J3zKzftU6vqRZkoZkHhsn6THn3OGSHsu3q+FDSWOcc/0kDZJ0Yf6/Ra36g0RRNx41g6JQMxHqBruVQM1I6dRNkjVTzSvrfyPpNefc6865HZLmSzq1Wgd3zi2T9E7m4VMlzc7HsyX9fZX68pZz7j/z8RZJL0nqWav+IGnUjagZlISa+bgv1A2KUdOakdKpm1RrppqD9Z6S1gbtN/OP1VJX59xb+Xi9pK7V7oCZ9ZF0lKT/SKE/SA51k0HNYDeomSZQN9iFFGtG4lzjcYNpnsutYVnVdSzNbG9JCyT9s3Pu3Vr3ByhVtT+n1AzqHecaoHSNfq6p5mB9naReQfvA/GO1tMHMuktS/u+3q3VgM2ur3AdhjnPuvlr3B8mibvKoGRSJmglQNyhCijUjca7xqjlYf1bS4WZ2sJm1k3S6pAerePymPChpVD4eJWlhNQ5qZiZpuqSXnHNTat0fJI26ETWDklAzedQNipRizUicaz7uVzV3MDWzYZL+RVIbSTOcc1dV8djzJJ0gqbOkDZImSnpA0t2SektaI+k051z2BodK9OU4Sb+T9IKknfmHxys3L6rq/UHaqBtqBqWhZnxfqBsUpZY1kz9+EnWTas1UdbAOAAAAoHjcYAoAAAAkisE6AAAAkCgG6wAAAECiGKwDAAAAiWKwDgAAACSKwToAAACQKAbrAAAAQKL+H8vl43LAaHelAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234) \n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = np.random.randint(0,len(X_train)+1,size=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n], cmap='Greys', interpolation='nearest')\n", + " label_name = \"Label:\" + str(y_train[n])\n", + " plt.title(label_name)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 전처리" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:09:39.910209Z", + "start_time": "2019-11-13T07:09:39.856430Z" + } + }, + "outputs": [], + "source": [ + "# 데이터 크기 조정(Data Reshape)\n", + "X_train = X_train.reshape(X_train.shape[0],28,28,1)\n", + "X_valid = X_valid.reshape(X_valid.shape[0],28,28,1)\n", + "X_test = X_test.reshape(X_test.shape[0],28,28,1)\n", + "\n", + "# 데이터 포맷 바꾸기\n", + "# 정수(int)인 데이터에서 실수(float)으로 변환\n", + "X_train = X_train.astype('float32')\n", + "X_valid = X_valid.astype('float32')\n", + "X_test = X_test.astype('float32')\n", + "\n", + "# 데이터 정규화(Data Regularization)\n", + "# 이 과정을 통해서 추후 학습할 신경망이 조금 더 학습이 원할히 될 수 있게함\n", + "X_train = X_train / 255\n", + "X_valid = X_valid / 255\n", + "X_test = X_test / 255\n", + "\n", + "# 원-핫 인코딩(One Hot Encoding)\n", + "# Keras의 to_categorical함수를 통해서 모든 Train 데이터의 레이블을 벡터화(Vectorize)\n", + "# ex) [3] -> [0 0 0 1 0 0 0 0 0 0]\n", + "y_train = to_categorical(y_train, 10) \n", + "y_valid = to_categorical(y_valid,10)\n", + "y_test = to_categorical(y_test, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링\n", + "\n", + "간단하게 CNN 모델을 이용하여, MNIST 데이터를 분류해보자." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:11:21.651097Z", + "start_time": "2019-11-13T07:11:21.646435Z" + } + }, + "outputs": [], + "source": [ + "INPUT_SHAPE = (28,28,1)\n", + "KERNEL_SIZE = (3, 3)\n", + "DROP_RATE = 0.3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 구성\n", + "Keras에서는 add함수를 통해서 레고 블록을 조립하듯이, 원하는 Layer를 추가 가능함 \n", + "여기서는 Conv Layer와 MaxPooling Layer 그리고 Dense Layer를 이용하여 모델을 구성하도록 하자" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:13:27.043143Z", + "start_time": "2019-11-13T07:13:26.958845Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n" + ] + } + ], + "source": [ + "model = Sequential()\n", + "\n", + "# 1번쨰 ConvNet\n", + "# Conv Layer\n", + "model.add(Conv2D(filters=64,\n", + " kernel_size=KERNEL_SIZE,\n", + " activation='relu',\n", + " input_shape=INPUT_SHAPE\n", + " ))\n", + "# Max Pooling Layer\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "\n", + "# 2번쨰 Conv Layer\n", + "# Conv Layer\n", + "model.add(Conv2D(filters=128,\n", + " kernel_size=KERNEL_SIZE,\n", + " activation='relu',\n", + " ))\n", + "# Max Pooling Layer\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "\n", + "# 분류를 하기 위해 shape을 1차원으로 맞추는 Layer\n", + "model.add(Flatten())\n", + "model.add(Dense(units=1024, activation='relu'))\n", + "model.add(Dropout(rate=DROP_RATE))\n", + "\n", + "# 마지막 분류를 하기 위한 Fully Connected Layer\n", + "# One Hot Encoding을 했으므로 activation function은 softmax로 처리함\n", + "model.add(Dense(units=10, activation='softmax'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 컴파일" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:14:05.239657Z", + "start_time": "2019-11-13T07:14:05.196873Z" + } + }, + "outputs": [], + "source": [ + "model.compile(loss=categorical_crossentropy,\n", + " optimizer=Adam(),\n", + " metrics=['acc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 확인" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:14:08.539371Z", + "start_time": "2019-11-13T07:14:08.448880Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 26, 26, 64) 640 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 13, 13, 64) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 11, 11, 128) 73856 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 128) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 3200) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 1024) 3277824 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 1024) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 10) 10250 \n", + "=================================================================\n", + "Total params: 3,362,570\n", + "Trainable params: 3,362,570\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/mnist_cnn_model.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 학습\n", + "\n", + "Keras의 `fit`의 메소드를 통해서 간단하게 학습가능하다. 이번 예제에서는 여기서는 10번의 epoch만으로 학습을 진행하도록 한다. 그리고 앞서 준비한 검증 데이터(Validation Set)을 통해서 신경망의 오버피팅 여부를 판단하도록 하자." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:15:19.243009Z", + "start_time": "2019-11-13T07:15:19.238184Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 10\n", + "BATCH_SIZE = 128" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:16:17.378519Z", + "start_time": "2019-11-13T07:15:34.918097Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 50000 samples, validate on 10000 samples\n", + "Epoch 1/10\n", + "50000/50000 [==============================] - 5s 99us/sample - loss: 0.1585 - acc: 0.9517 - val_loss: 0.0551 - val_acc: 0.9848\n", + "Epoch 2/10\n", + "50000/50000 [==============================] - 4s 81us/sample - loss: 0.0459 - acc: 0.9854 - val_loss: 0.0437 - val_acc: 0.9881\n", + "Epoch 3/10\n", + "50000/50000 [==============================] - 4s 82us/sample - loss: 0.0299 - acc: 0.9904 - val_loss: 0.0350 - val_acc: 0.9901\n", + "Epoch 4/10\n", + "50000/50000 [==============================] - 4s 83us/sample - loss: 0.0217 - acc: 0.9932 - val_loss: 0.0305 - val_acc: 0.9912\n", + "Epoch 5/10\n", + "50000/50000 [==============================] - 4s 82us/sample - loss: 0.0164 - acc: 0.9947 - val_loss: 0.0378 - val_acc: 0.9898\n", + "Epoch 6/10\n", + "50000/50000 [==============================] - 4s 81us/sample - loss: 0.0131 - acc: 0.9956 - val_loss: 0.0343 - val_acc: 0.9904\n", + "Epoch 7/10\n", + "50000/50000 [==============================] - 4s 83us/sample - loss: 0.0111 - acc: 0.9962 - val_loss: 0.0349 - val_acc: 0.9911\n", + "Epoch 8/10\n", + "50000/50000 [==============================] - 4s 80us/sample - loss: 0.0087 - acc: 0.9972 - val_loss: 0.0356 - val_acc: 0.9919\n", + "Epoch 9/10\n", + "50000/50000 [==============================] - 4s 82us/sample - loss: 0.0081 - acc: 0.9973 - val_loss: 0.0403 - val_acc: 0.9914\n", + "Epoch 10/10\n", + "50000/50000 [==============================] - 4s 79us/sample - loss: 0.0062 - acc: 0.9981 - val_loss: 0.0361 - val_acc: 0.9925\n" + ] + } + ], + "source": [ + "history = model.fit(X_train, # 학습할 데이터\n", + " y_train, # 학습할 레이블\n", + " epochs=EPOCHS, # 전체 학습할 횟수\n", + " batch_size=BATCH_SIZE, # 배치 사이즈\n", + " use_multiprocessing=True,\n", + " validation_data=(X_valid, y_valid) # 검증 데이터로 확인\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:17:24.360635Z", + "start_time": "2019-11-13T07:17:24.175745Z" + } + }, + "outputs": [], + "source": [ + "# 학습된 모델 weight 저장 \n", + "model.save('./bin/mnist_cnn.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 평가\n", + "\n", + "위에서 학습된 결과를 시각화 해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:19:17.060519Z", + "start_time": "2019-11-13T07:19:12.752656Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.0021189025089024586\n", + "Train Accuracy : 0.9993199706077576\n", + "Validation Loss : 0.03606991866172162\n", + "Validation Accuracy : 0.9925000071525574\n" + ] + } + ], + "source": [ + "# Train 데이터로 평가하기\n", + "train_loss, train_acc = model.evaluate(X_train,y_train,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "# Validation 데이터로 평가하기\n", + "valid_loss, valid_acc = model.evaluate(X_valid,y_valid,verbose=0)\n", + "print('Validation Loss : {}'.format(valid_loss))\n", + "print('Validation Accuracy : {}'.format(valid_acc))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:21:47.975694Z", + "start_time": "2019-11-13T07:21:47.829752Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Loss 시각화\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:22:00.493948Z", + "start_time": "2019-11-13T07:22:00.359598Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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FCxCmz6mqb+Sf60p4Y009v121gi/31NDkdhcRFR7CiSPjOX/iyLa7gnEj44izJ4aM6XEWIEyfcKCpmeWbd7N4dRHLNu+moamFxEhhWmY052aNaAsGGcOGEGrdQxjTKyxAmKBpaVE+2b6PxauKeHt9MdX1TSTHRnDV9DFcPDWN8m2rmDXrlGAn05hBywKE6VWqysbiKhavLuKt1UWUVNUzJCKUb0wYydypaZx+7LC23kJzv7Q7BWMOogo1pVC2Hcq+gvLtjC7YA+T0+KksQJhesauslrfWFPHmqkK27q4hLETIOXE4P79wPOeOT7Eni4zx1tIMlbt8goAzvd2Zbqxt31ZCSEqcFJBkWIAwAVO2v4F/rC3izdVFrNxRDsApGUncd/FELjwplaQhEUFOoem3tPMBjfqVpgNQvsMrAHzVHhAqdkJL+1N6hEZCUgYMzYRjzoKkTBh6jDOfMJq1H34UgPsHCxCmh9U2NLF0YymLVxexYssemlqUE1Ji+dE3TmTO5FGMHhoT7CSavqyxHmpKoLoEqovdvx3ma0rIqa+Ej4ZAVELXn+jELtYlQmQ8hPZC8XegusNdgBsEyj1QWQB4DeYUEecU+CMnQtYcNwi4gSBuFIT0/kBNFiDMUWtqbuHDbXtZvLqIdzaUUNvQTGpCFP8xM5O5U9IYnxpn7yMMdk0HnHrzQxX81cVQX3HwviHhEJcKcSkw/AQ45iw8pZVkjBrubF9f6Xyqi2HP5vZ5Oh9Jr01ErBMsjiTIRMZDSKjTHlC7r73qx/suoHw77N/je86YZKfAHzvD9y5g6DEQM8wZ07UPsQBhjoiqsmpXBYtXFfL3tcXs299AfFQYc6eMYs7kNE7NHHp0o5WpgjYffjsTXM2NnRT8xVBd6jtfV3bwviFhEDsS4kbCsGMh43RnOi7V+RvrTscMPajg9OTmkpGT03W6WlqgoaY9WNRX+gaTzj5VBVC6wZk+UHn47x4Z7/w7baj2WigQn+YU+iee7xsEkjIhKt6vbO0rLECYbvlyTw2LVxWyeE0RO/bVEhEWwrnjRzB3Sho5Jw7vXud2zU1OQ5zPlZd7JVbu4cymBtg8HlImQEoWjHD/xqX2uSutAaWlGerKoWa3cwXc+qnZDft3u4W/W/DX7j14fwmF2BSnkE/KgDGnuQV/h8I/Zljgqk1CQpzCOCoeGN39/VuaneqhToOJV6BRddsG3CCQOBbCo3r62wSNBQhzWLur6nlrTRGLVxexrrASEZhx7DBunXUcsyeOPPS4B431ULHj4FvvtoY4r2E2w6La612PPZuCgkLGRFbD9hWwdlH7dlGJTtAYkeUGjwkwYjxExgUuE/q7pgNehfxep6DfvwdqWgPA7vbp2r2dNwKHhMGQ4U7hn5AO6dntVT+tBX9cqlvw9/On0kJCneql6MRgpySoLECYTlXVN/LO+hIWry7ioy/30qJwUloCv7hwPN+cPIqUeK+rpPqqTupfPc7fqiJ86oIjE2BoBqROhqyLfetgY0f6XFF+lZvLmNZqhNoy2L0Jdm90qgFKN8CaRb6394lj2u8yWoPHsOMgdAB2w6HqXOH6XN13Mt0aBLqqMgkfAkOSIXaEcyWcnu1MDxnuBgOv6ajEoDSUmuAJaIAQkdnAw0Ao8JSq3t9h/VjgGWA4UAZcraoF7roHgAvdTf9bVV8OZFqNY31hJU/kfsnSTaU0NLUwZmgMt+UcyyUnRpEZuhvKPoOVHRrkOlYzDBnhFPqZZx7cEBeddGTVQzFDnTrqjNPbl6k6dyGtQWP3RijdCFvfbW+/CI2A5BN9g8aILIgf1beqqZobnWqd2jKnvr52X4fpck7auRm23NNe8DfVd36s6CTnN4gdASNPcqaHDIfY4R2mh0PEkN79nqZfCViAEJFQ4HHgPKAAyBORt1R1o9dmDwIvqOrzInI28FvgGhG5EJgGTAEigVwRWaKqVYFK72BXc6CJh97ZzCeffMBpkR6eHlXDxJgyEut3ISs98HGHhriEdKfQH3ehbwBIyui9qh4RSBrrfE48v3150wHYu8UJFrs3OH89H8Jar2uMqESvKiq3fWPE+J5pRGys77KQ73L5oRpFQyMhZhgR6lbBDT/RuervrOAfkjww75hMUATyDmI6sE1VvwIQkUXAXMA7QGQBP3SnlwNvei1foapNQJOIrAVmA68EML2DT0sL7NnMpk/epmTNUm5rXs/dETVOjdDecKfgHXoMjJnhFQAyneVhkcFOfdfCIp0r55En+S6vK3eqqVqrqHZvdILGAa/rjoQxvncbKRMgPMaPQr7MvQPY5/uWa0cRsc7dUPRQ5+/QY9qnY4Y5V/9t0+7y8BgQYWVuLjmHenLHmB4mqod5VvhIDyxyGTBbVW90568BTlXV27y2+Svwqao+LCLzgNeBZOBk4Jc4dx8xwGfA46r6+w7nuAm4CSAlJeXkRYsW0Z/V1NQQGxsbuBOoElO7i8SKdSRWrCehfD2RTU7hWEwy1Ukn0ZwyicqE8dRHjXCeRgmigOcHgCqRB/YQW7ODIfudT2yNh+i6QkIO85htY1gsjeFxNIbH0xQW1zbt/O18uYYc+dV9r+RHP2F54eto8mPWrFkrVTW7s3XBbqS+E3hMRK4DVgCFQLOqvisipwAfAXuAj4GD/req6pPAkwDZ2dna36+ucnv6ClEV9m4FzwqnisXzYduLOzWRI/ln4xQ+1SwmzLiIy887ndTQvtUA2eP50R1NDU411e6NTpVVx6v6qETCQ8PozcqcoOZHH2N54StQ+RHIAFGI7wPI6e6yNqpaBMwDEJFY4FJVrXDX/Rr4tbvur8CWAKZ1YFCFfV/6BoSaUmdd3Cjn0dGEbH65LollJdGcdcII7rt4onV/0ZmwCKfLg5ETg50SY4ImkAEiDzheRDJxAsOVwFXeG4hIMlCmqi3AT3GeaGpt4E5U1X0iMgmYBLwbwLT2T6rOk0SeD9oDQnWxsy52pPMUUcYZkDGTmiFj+P3SLTz/nodhsZE8dlUWF56Ual1gGGO6FLAAoapNInIb8A7OY67PqOoGEbkXyFfVt3A6MP+tiChOFdOt7u7hwAdu4VWF8/hrU8dzDDqqzuOlng9huxsUqoucdbEpkDHTDQhnOF0XuIX/OxtK+NVbKyipqufqU8dy5zdOJCHannQxxhxaQNsgVPVt4O0Oy+72mn4NeK2T/epxnmQy5R7fgFBV4CwfMrzt7oDMM50XwjrcDRRV1PHLtzawdGMp40bG8fiCaUwbk9T738EY0y8Fu5HadFSx0zcgVO50lscku3cIdzgBIfmELl/0ampu4fmPd/D7d7+gRZWfnj+OG2ZmEt7HGqGNMX2bBYi+oLoEVj7PqZ88A7klzrLooU5AmHE7ZJ4Bw8f59ebv2oIKfvbGOtYXVjHrxOHcO9caoY0xR8YCRLCowo5/w2d/hs1/h5Ym6pKmEJ3zAzcgjO9WvzfV9Y38/t0tvPCxh+TYSP6/BdM4f+JIa4Q2xhwxCxC9rb7KeXs37ylncJOoRDj1Zsi+gbXrdpFzWk63DqeqvLOhlF+9tYHS6nquOc1phD5kD6vGGOMHCxC9pXSjExTWvuwMZJI6BeY+DhMvhfBod6Nd3TpkYUUdv1y8gfc2OY3QT1w9janWCG2M6SEWIAKpqQE2/x/kPe1UJ4VGOgFh+o2QdvKRH7a5hec+8vDQ0i2ows8uGMf1p1sjtDGmZ1mACITKQlj5HHz+vPMmc1IGnPffMPVqp5uGo7C2oIKf/m0dG4qsEdoYE1gWIHqKKmz/l1ONtPltZ0Su478O0/8fHHvOUQ+0Yo3QxpjeZgHiaNVVOCOb5T0F+7Y6j6fOuB2yr3fuHI6S0whdwi/f2sDu6gPWCG2M6TUWII5UyTrnEdV1rzr9/6dlwyV/cobR7KFBy51G6PW8t2k341Pj+dM12UwZPbjHyDXG9B4LEN3RdAA2vgV5f4Zdn0JYNJx0GZzyHzBqas+dpkMj9M8vGM/1p2cQZo3QxpheZAHCHxW7IP8Z+PwFZ/zlocfAN34DU65yRgDrQWt2OY3QG4urOHvcCO6dO4H0JGuENsb0PgsQXWlpga/edx5R3fJPZ9kJ5zt3C8fMOupG546amlt4ceMBlr3zb0bERfLEgmnMtkZoY0wQWYDoqK4cVr0E+U87Yy3EJMPMH8DJ10HimICd9r1Npby3s4mrTh3DT88fR5w1QhtjgswCRKuiVc6TSOteh6Y6GH0a5PwMsuZAWGTAT//p9jIiQuCeORPshTdjTJ9gAaJiJ7x6PRTmQ3gMTL4Csv8DUif1ajLyPeUcmxhiwcEY02dYgIgdCWFRMPsBmDIfohJ6PQk1B5rYUFTJRcdYtZIxpu+wABEWAdf/I6hJWLWznBaFE5JCg5oOY4zxZvUZfUCep5wQgWMT7ecwxvQdViL1AfmeMrJGxRMdZo+0GmP6DgsQQdbY3MKqnRVkjz26Xl6NMaanWYAIsg1FVdQ1NjM90wKEMaZvsQARZPmeMgCyx9pIcMaYvsUCRJB9tr2MscNiGBHfMz3AGmNMT7EAEUSqSv6Ock7JsOolY0zfYwEiiL7au5+y/Q2ckmHVS8aYvscCRBC1tT/YHYQxpg+yABFEn20vZ9iQCI5JHhLspBhjzEEsQARR/o4ysjOSbMwHY0yfZAEiSHZX1bNjX601UBtj+iwLEEGS5ykHrP3BGNN3WYAIkjxPGdHhoUwYFR/spBhjTKcsQARJ/o4ypo5JtAGCjDF9VkBLJxGZLSJfiMg2EflJJ+vHisgyEVkrIrkiku617n9EZIOIbBKRR2QAteRW1zeysajKqpeMMX1awAKEiIQCjwPnA1nAfBHJ6rDZg8ALqjoJuBf4rbvvDOB0YBIwETgFOCtQae1tq3ZW0KIw3QKEMaYPC+QdxHRgm6p+paoNwCJgbodtsoD33enlXusViAIigEggHCgNYFp7Vb6njNAQYcqYxGAnxRhjuhTIIUfTgF1e8wXAqR22WQPMAx4GLgHiRGSYqn4sIsuBYkCAx1R1U8cTiMhNwE0AKSkp5Obm9viXCISlq+sYHSvkf/yhz/Kampp+8x16g+WHL8uPdpYXvgKVH8Eek/pO4DERuQ5YARQCzSJyHDAeaG2TWCoiZ6jqB947q+qTwJMA2dnZmpOT01vpPmINTS1sX/YO86ePISdngs+63Nxc+sN36C2WH74sP9pZXvgKVH4ctopJRG4XkSPpTa4QGO01n+4ua6OqRao6T1WnAj93l1Xg3E18oqo1qloDLAG+dgRp6HM2FFVS39hi7Q/GmD7PnzaIFCBPRF5xn0ry92miPOB4EckUkQjgSuAt7w1EJFlEWtPwU+AZd3oncJaIhIlIOE4D9UFVTP1RvvuC3MnWg6sxpo87bIBQ1V8AxwNPA9cBW0XkNyJy7GH2awJuA97BKdxfUdUNInKviMxxN8sBvhCRLTiB6Nfu8teAL4F1OO0Ua1T1/7r53fqkzzxlZAyLYUScDRBkjOnb/GqDUFUVkRKgBGgCkoDXRGSpqv7XIfZ7G3i7w7K7vaZfwwkGHfdrBr7j1zfoR1SVfE8Z545PCXZSjDHmsA4bIETk+8C1wF7gKeBHqtroVg1tBboMEMbXl3v2U17baB30GWP6BX/uIIYC81R1h/dCVW0RkYsCk6yBKa9tgCBrfzDG9H3+NFIvAcpaZ0QkXkROBejs3QTTtTxPGcmxEWTaAEHGmH7AnwDxBFDjNV/jLjPdlO8pJ3vsUBsgyBjTL/gTIERVtXVGVVsI/gt2/U5pVT07y2qteskY02/4EyC+EpHviUi4+/k+8FWgEzbQtLY/WAO1Maa/8CdA3AzMwHkLurU/pZsCmaiBKN9TTkyEDRBkjOk/DllV5HbZvUBVr+yl9AxYeR5ngKAwGyDIGNNPHLK0cl9Ym99LaRmwqusb2VRcRfZYq14yxvQf/jQ2/1tEHgNeBva3LlTVzwOWqgHmc3eAIGt/MMb0J/4EiCnu33u9lilwds8nZ2BqHSBoqg0QZIzpRw4bIFR1Vm8kZCDL85QxYVQ8QyLt6WBjTP/hV4klIhcCE3CGAQVAVe/teg/TqqGphVU7K1hw6thgJ8UYY7rFnwGD/ghcAdyOM/zntwAr7fy0vqiSA00tTM+0F1rPeIkAAB5USURBVOSMMf2LP89czlDVa4FyVb0HZ2S3EwKbrIEj331B7mR7gskY08/4EyDq3L+1IjIKaARSA5ekgeWz7eVkJg9heFxksJNijDHd4k+A+LuIJAK/Az4HPMDCQCZqoGhpUVbuKOMU63/JGNMP+fMU03+7k6+LyN+BKFWtDGyyBoav9tZQXttItr3/YIzph/wZUe7aTpahqi8EJkkDx2fbywF7Qc4Y0z/585jrKV7TUcA5OFVNFiAOI98dIChjWEywk2KMMd3mTxXT7d7zbnvEooClaADJ21HGKRk2QJAxpn86kq5F9wOZPZ2Qgaaksp5dZXXW/mCM6bf8aYP4P5y+l8AJKFnAK4FM1EDQPkCQPcFkjOmf/GmDeNBrugnYoaoFAUrPgJHvKSMmIpSsVBsgyBjTP/kTIHYCxapaDyAi0SKSoaqegKasn8vzlDNtTJINEGSM6bf8Kb1eBVq85pvdZaYLVfWNbCqpItuql4wx/Zg/ASJMVRtaZ9zpiMAlqf/7fEc5agMEGWP6OX8CxB4RmdM6IyJzgb2BS1L/l+8ptwGCjDH9nj9tEDcDL7nDjgIUAAe9XW3afeYpY+KoeGIibIAgY0z/5c+Lcl8Cp4lIrDtfE/BU9WMHmppZs6uCq0+zITOMMf2bPwMG/UZEElW1RlVrRCRJRO7rjcT1R+sLqzjQ1GLtD8aYfs+fNojzVbWidUZVy4ELApek/q11gCB7gskY09/5EyBCRaRttBsRiQZs9Jsu5HnKOCZ5CMmxlkXGmP7Nn1bUl4BlIvIszpjU1wHPBzJR/VVLi5K/o5yvZ6UEOynGGHPUDnsHoaoPAPcB44ETgXcAv1pgRWS2iHwhIttE5CedrB8rIstEZK2I5IpIurt8lois9vrUi8jF3fpmQfDlnhoqahut/cEYMyD42w9EKU6Hfd8CzgY2HW4HEQkFHgfOx+ngb76IZHXY7EHgBVWdBNwL/BZAVZer6hRVneKerxZ418+0Bs1nbR30WYAwxvR/XVYxicgJwHz3sxd4GRBVneXnsacD21T1K/d4i4C5wEavbbKAH7rTy4E3OznOZcASVa3187xBk+8pJzk2krE2QJAxZgA4VBvEZuAD4CJV3QYgIj/oxrHTgF1e8wXAqR22WQPMAx4GLgHiRGSYqu7z2uZK4KHOTiAiNwE3AaSkpJCbm9uN5PW8DzbXkhEfwr/+9a8j2r+mpibo36EvsfzwZfnRzvLCV6Dy41ABYh5O4bxcRP6JM4pcTw+NdifwmIhcB6wACnE6AwRARFKBk3DaPQ6iqk8CTwJkZ2drTk5ODyfPf8WVdez95/t895wTyZl5ZOMp5ebmEszv0NdYfviy/GhneeErUPnRZYBQ1TeBN0VkCE7V0B3ACBF5AnhDVQ/XJlAIjPaaT3eXeZ+jCCcQ4b6pfan3OxfA5e65Gv38PkGT5ykHrP3BGDNw+PMU035V/auqfhOnkF8F/NiPY+cBx4tIpohE4NyNvOW9gYgki0hrGn4KPNPhGPOBhX6cK+jyPWUMiQhlfGpcsJNijDE9oluj2ahquao+qarn+LFtE3AbTvXQJuAVVd0gIvd69Q6bA3whIluAFODXrfuLSAbOHciRVej3sjxPOdPG2gBBxpiBI6Ddjarq28DbHZbd7TX9GvBaF/t6cBq6+7zKukY2l1RxxzknBDspxhjTY+xytwd8vrN1gCDrf8kYM3BYgOgB+Z4ywkKEKTZAkDFmALEA0QPytpczIS3BBggyxgwoFiCO0oGmZlYXVHDKWKteMsYMLBYgjtL6wkoamlo4JdPefzDGDCwWII5S6wty2XYHYYwZYCxAHKW87WUcM3wIw2yAIGPMAGMB4ii0DhB0ylirXjLGDDwWII7Ctj01VNY1WvuDMWZAsgBxFD7b3jpAkLU/GGMGHgsQRyHfU8bwuEjGDLUBgowxA48FiKOQ5ylnesZQRHp6mAxjjAk+CxBHqKiijsKKOrKteskYM0BZgDhCeZ7W9gdroDbGDEwWII5QvqecIRGhjBtpAwQZYwYmCxBHKM9TZgMEGWMGNCvdjkBlXSNflFZb9ZIxZkCzAHEEPt/hDBBkDdTGmIHMAsQRyHMHCJo62gKEMWbgsgBxBPI8ZUxMSyA6IjTYSTHGmICxANFN9Y3NrNlVad1rGGMGPAsQ3bS+sJKG5hayrYHaGDPAWYDoJhsgyBgzWFiA6KY8TxnH2gBBxphBwAJEN7S0KPmeMnv/wRgzKFiA6Iatu2uoqm+yAGGMGRQsQHTDZ9ZBnzFmELEA0Q35njJGxEUyemh0sJNijDEBZwGiG/I95ZxiAwQZYwYJCxB+KnQHCLIX5Iwxg4UFCD/lu+0P9oKcMWawsADhpzxPGbGRYYxPjQ92UowxpldYgPBTvqecaWOTCA2x9gdjzOAQ0AAhIrNF5AsR2SYiP+lk/VgRWSYia0UkV0TSvdaNEZF3RWSTiGwUkYxApvVQKmvdAYKsew1jzCASsAAhIqHA48D5QBYwX0SyOmz2IPCCqk4C7gV+67XuBeB3qjoemA7sDlRaD2flzjJ3gCBrfzDGDB6BvIOYDmxT1a9UtQFYBMztsE0W8L47vbx1vRtIwlR1KYCq1qhqbQDTekh5nnLCQ4UpoxODlQRjjOl1gQwQacAur/kCd5m3NcA8d/oSIE5EhgEnABUi8jcRWSUiv3PvSIIib7sNEGSMGXzCgnz+O4HHROQ6YAVQCDTjpOsMYCqwE3gZuA542ntnEbkJuAkgJSWF3NzcHk9gQ7Oyemct544ND8jxvdXU1AT8HP2J5Ycvy492lhe+ApUfgQwQhcBor/l0d1kbVS3CvYMQkVjgUlWtEJECYLWqfuWuexM4jQ4BQlWfBJ4EyM7O1pycnB7/EnmeMpqWfsy8MyaRM2Fkjx/fW25uLoH4Dv2V5Ycvy492lhe+ApUfgaxiygOOF5FMEYkArgTe8t5ARJJFpDUNPwWe8do3UUSGu/NnAxsDmNYufbbdXpAzxgxOAQsQqtoE3Aa8A2wCXlHVDSJyr4jMcTfLAb4QkS1ACvBrd99mnOqnZSKyDhDgz4FK66Hke8o4bkQsQ4dEBOP0xhgTNAFtg1DVt4G3Oyy722v6NeC1LvZdCkwKZPoOp6VFyd9RzkWTUoOZDGOMCQp7k/oQtuyuptoGCDLGDFIWIA4hb7sNEGSMGbyC/Zhrn5bnKSclPpL0JBsgyPQfjY2NFBQUUF9fH+ykBExCQgKbNm0KdjL6DH/yIyoqivT0dMLDw/0+rgWIQ8j3lJFtAwSZfqagoIC4uDgyMjIG7L/d6upq4uLigp2MPuNw+aGq7Nu3j4KCAjIzM/0+rlUxdaGgvJaiynqmW/WS6Wfq6+sZNmzYgA0OpvtEhGHDhnX7rtICRBfyPeUAZNsIcqYfsuBgOjqSfxMWILqQ5ykjLjKMcSNtgCBjzOBkAaILNkCQMUdm3759TJkyhSlTpjBy5EjS0tLa5hsaGvw6xvXXX88XX3xxyG0ef/xxXnrppZ5IMgClpaWEhYXx1FNP9dgx+ztrpO5ERW0DX5RW883J9oKcMd01bNgwVq9eDcCvfvUrYmNjufPOO322UVVUlZCQzq9Rn3322cOe59Zbbz36xHp55ZVX+NrXvsbChQu58cYbe/TY/mhqaiIsrG8VyX0rNX3Eyh2t7Q/WQG36t3v+bwMbi6p69JhZo+L55TcndHu/bdu2MWfOHKZOncqqVatYunQp99xzD59//jl1dXVcccUV3H2309HCzJkzeeyxx5g4cSLJycncfPPNLFmyhJiYGBYvXkx0dDS/+MUvSE5O5o477mDmzJnMnDmT999/n8rKSp599llmzJjB/v37ufbaa9m0aRNZWVl4PB6eeuoppkyZclD6Fi5cyKOPPspll11GcXExqanOBeI//vEP7rrrLpqbm0lJSeHdd9+lurqa2267jVWrVgFw7733ctFFF5GcnExFRQUAixYt4r333uOpp55i8eLF/OY3v6GhoYHhw4fz4osvMmLECH7xi1+wc+dOvvzySzIzM3nuuef40Y9+xNKlSwkJCeHmm2/muOOO48knn+S115xOJ5YsWcIzzzzDq6++ekS/X3dYFVMnbIAgYwJj8+bN/OAHP2Djxo2kpaVx//33k5+fz5o1a1i6dCkbNx7cJ2dlZSVnnXUWa9as4Wtf+xrPPPNMJ0d27ko+++wzfve733HvvfcC8OijjzJy5Eg2btzIXXfd1Vagd+TxeCgrK+Pkk0/mW9/6Fq+88goAJSUl3HLLLbzxxhusWbOGRYsWAc6d0fDhw1m7di1r1qzhrLPOOuT3PvPMM/nkk09YtWoV8+bN4/e//71PnixbtowXX3yRJ554gqKiItasWcPatWu58sorOffcc1m7di379u0DnLurG2644TA53TPsDqITeZ4yTkpLICrcBggy/duRXOkH0rHHHkt2dnbb/MKFC3n66adpamqiqKiIjRs3kpXlOzJxdHQ0559/PgAnn3wyH3zwQafHnjdvXts2Ho8HgA8//JAf//jHAEyePJkJEzrPj0WLFnHFFVcAcOWVV/Ld736X73//+3z88cfMmjWLsWPHAjB0qFOr8N577/Hmm28CztNBSUlJNDU1dfm9d+7cyeWXX05JSQkHDhzghBNOaFs3d+5coqKi2o57xx13EBoa6nO+BQsW8Ne//pUFCxawcuVKFi5c2OW5epIFiA7qG5tZW1DBDaf7/zKJMcY/Q4YMaZveunUrDz/8MJ999hmJiYlcffXVnT6nHxHR3pNyaGholwVxZGTkYbfpysKFC9m7dy/PP/88AEVFRXz11VfdOkZISAiq2jbv/V1uvfVWfvazn3HBBRfw3nvvcf/997et886Trtxwww1ceumlAFxxxRVtASTQrIqpg7UFlTQ2q7U/GBNgVVVVxMXFER8fT3FxMe+8806Pn+P0009vqy5at25dp1VYGzdupKmpicLCQjweDx6Phx/96EcsWrSIGTNmsHz5cnbs2AFAWZnTP9t5553H448/DjhVW+Xl5YSEhJCUlMTWrVtpaWnhjTfeaDtHZWUlaWlpqGpbEOrMeeedxx//+Eeam5t9zjd69GiSk5O5//77ue66644+Y/xkAaKDPI87QNBYe0HOmECaNm0aWVlZjBs3jmuvvZbTTz+9x89x++23U1hYSFZWFvfccw9ZWVkkJCT4bLNw4UIuueQSn2WXXnopCxcuJCUlhSeeeIK5c+cyefJkFixYAMAvf/lLSktLmThxIlOmTGmr9nrggQf4xje+wYwZM0hPT2873q9+9SsuueQSTjnlFFJSUrpM73e+8x1GjhzJpEmTmDx5cltwA7jqqqvIzMz0qZ4KuNbHzfr75+STT9ae8O1nPtVzf5/bI8fqruXLlwflvH2V5Ycvf/Nj48aNgU1IH1BVVeXXdo2NjVpXV6eqqlu2bNGMjAxtbGwMZNIC5jvf+Y4+99xzna7zNz86+7cB5GsX5aq1QXhpblFW7ijnokmjgp0UY0wPqKmp4ZxzzqGpqQlV5U9/+lOfe9fAH1OmTCEpKYlHHnmkV8/b/3IqgLaUOgMETc+06iVjBoLExERWrlwZ7GQctdYXD3ubtUF4aW9/sAZqY4yxAOElz1POyPgoGyDIGGOwANFGVcnbXkZ2RpJ1lWyMMViAaFNQXkdJVT3TM616yRhjwAJEm/wd1v5gTE+YNWvWQS+9/eEPf+CWW2455H6xsbGA8xbzZZdd1uk2OTk55OfnH/I4f/jDH6itrW2bv+CCC9o60OsJU6ZM4corr+yx4/VlFiBceZ5y4iLDOHGkjXNrzNGYP39+W6d2rRYtWsT8+fP92n/UqFFtPZceiY4B4u233yYxsWc63ty0aRPNzc188MEH7N+/v0eO2R3d7ULkaNljrq687WWcnGEDBJkBZslPoGRdzx5z5Elw/v1drr7sssv4xS9+QUNDAxEREXg8HoqKijjjjDOoqalh7ty5lJeX09jYyH333cfcuXN99vd4PFx00UWsX7+euro6rr/+etasWcO4ceOoq6tr2+6WW24hLy+Puro6LrvsMu655x4eeeQRioqKmDVrFsnJySxfvpyMjAzy8/NJTk7moYceausN9sYbb+SOO+7A4/Fw/vnnM3PmTD766CPS0tLauhTvaOHChVxzzTVs2rSJxYsXc9VVVwFOV+Y333wze/bsITQ0lFdffZVjjz2WBx54gBdffJGQkBDOP/987r//fnJycnjwwQfJzs5m7969ZGdnt3Xxcc0117QFnscee4wZM2aQm5vLXXfdRVJSEps3b2bLli288MILPPjgg4gIkyZN4oEHHmDSpEls2bKF8PBwqqqqmDx5ctv8kbIAAZTvb2Dr7hounpoW7KQY0+8NHTqU6dOns2TJEubOncuiRYu4/PLLERGioqJ44403iI+PZ+/evZx22mnMmTOnywdDnnjiCWJiYti0aRNr165l2rRpbet+/etfM3ToUJqbmznnnHNYu3Yt3/ve93jooYdYvnw5ycnJPsdauXIlzz77LJ9++imqyqmnnspZZ53V1n/SwoUL+fOf/8zll1/O66+/ztVXX31Qel5++WWWLl3K5s2befTRR9sCxIIFC/jJT37CJZdcQn19PS0tLSxZsoTFixfz6aefEhMT09avUldGjBjB0qVLiYqKYuvWrcyfP7+tOu3zzz9n/fr1ZGZmsmHDBu677z4++ugjkpOTKSsrIzw8nJycHP7xj39w8cUXs2jRIubNm3dUwQEsQABeAwRZ/0tmoDnElX4gtVYztQaIp59+GnCeFvzZz37GihUrCAkJobCwkNLSUkaOHNnpcVasWMH3vvc9ACZNmsSkSZPa1r3yyis8+eSTNDU1UVxczMaNG33Wd/Thhx9yySWXtPWeOm/ePD744APmzJlDZmZm2yBC3t2Fe2u9CxkzZgxpaWnccMMNbYVzYWFhW39O3l13X3/99cTExADtXXd3pbGxkdtuu43Vq1cTGhrKli1b2tZNnz6dzEynh+n333+fb33rW20BcOjQoVRXV3PjjTfyP//zP1x88cU8++yz/PnPfz7k+fxhbRBA3o4ywkOFyTZAkDE9Yu7cuSxbtozPP/+c2tpaTj75ZABeeukl9uzZw8qVK1m9ejUpKSmddvF9OB6PhwcffJBly5axdu1aLrzwwiM6TqvWrsKh6+7CFy5cyObNm8nIyODYY4+lqqqK119/vdvnCgsLo6WlBfDtEvx///d/SUlJYc2aNeTn5/uM3+1Pl+Cnn346Ho+H3NxcmpubmThxYrfT1pEFCJz2h0npiTZAkDE9JDY2llmzZnHDDTf4NE5XVlYyYsQIwsPDfbrR7sqZZ57JX//6VwDWr1/P2rVrAaiurmbIkCEkJCRQWlrKkiVL2vaJi4ujurr6oGOdccYZvPnmm9TW1rJ//37eeOMNzjjjDL++T0tLC6+88grr1q1ray9YvHgxCxcuJC4ujvT09LYBhA4cOEBtbS3nnXcezz77bFuDeWsVU0ZGRlv3H96N8ZWVlaSmphISEsJf/vKXti6/Ozr77LN59dVX20aY8666uvbaa7nqqqu4/vrr/fpehzPoA0R9YzPrCivJzrDqJWN60vz581mzZo1PgFiwYAH5+fmcdNJJvPDCC4wbN+6Qx7jllluoqalh/Pjx3H333W13IieddBJTp05l3LhxXHXVVT5dhd90003Mnj2bWbNm+Rxr2rRpXHfddUyfPp1TTz2VG2+8kalTp/r1XT744APS0tIYNaq9I88zzzyTjRs3UlxczF/+8hceeeQRJk2axIwZMygpKWH27NnMmTOH7OxspkyZwoMPPgjAnXfeyRNPPMHUqVPZu3dv2/G++93v8vzzzzN58mQ2b97c5V3DhAkT+PnPf85ZZ53F5MmT+eEPf+iTv+Xl5X4/MXZYXXXz2t8+R9rdd2lVnX5v4ef67617jmj/nmTdW/uy/PBl3X2387d768GiNT9effVVvfrqq7vczrr77qYRcVE8fKV/VxHGGNNX3X777SxZsoS33367x4456AOEMcYMBI8++miPH3PQt0EYMxA5NQfGtDuSfxMBDRAiMltEvhCRbSLyk07WjxWRZSKyVkRyRSTda12ziKx2P28FMp3GDCRRUVHs27fPgoRpo6rs27ev7R0NfwWsiklEQoHHgfOAAiBPRN5S1Y1emz0IvKCqz4vI2cBvgWvcdXWqOiVQ6TNmoEpPT6egoIA9e/YEOykBU19f3+3CbiDzJz+ioqJIT08/5DYdBbINYjqwTVW/AhCRRcBcwDtAZAGtz2gtB94MYHqMGRTCw8Pb3rodqHJzc/1+RHUwCFR+BDJApAG7vOYLgFM7bLMGmAc8DFwCxInIMFXdB0SJSD7QBNyvqgcFDxG5CbgJICUlhdzc3B7/Er2ppqam33+HnmT54cvyo53lha9A5Uewn2K6E3hMRK4DVgCFQOvrg2NVtVBEjgHeF5F1qvql986q+iTwJEB2drbm5OT0WsIDITc3l/7+HXqS5Ycvy492lhe+ApUfgQwQhcBor/l0d1kbVS3CuYNARGKBS1W1wl1X6P79SkRygamAT4AwxhgTOBKoJx1EJAzYApyDExjygKtUdYPXNslAmaq2iMivgWZVvVtEkoBaVT3gbvMxMLdDA3fH8+0BDt2xS9+XDOw97FaDh+WHL8uPdpYXvo4mP8aq6vDOVgTsDkJVm0TkNuAdIBR4RlU3iMi9OK92vwXkAL8VEcWpYrrV3X088CcRacF5FPf+QwUH93ydfsH+RETyVTU72OnoKyw/fFl+tLO88BWo/AjYHYTpPvtH78vyw5flRzvLC1+Byg97k9oYY0ynLED0LU8GOwF9jOWHL8uPdpYXvgKSH1bFZIwxplN2B2GMMaZTFiCMMcZ0ygJEHyAio0VkuYhsFJENIvL9YKcp2EQkVERWicjfg52WYBORRBF5TUQ2i8gmEflasNMUTCLyA/f/yXoRWSgig6rXPhF5RkR2i8h6r2VDRWSpiGx1//bIGMoWIPqGJuA/VTULOA24VUSygpymYPs+sCnYiegjHgb+qarjgMkM4nwRkTTge0C2qk7EecfqyuCmqtc9B8zusOwnwDJVPR5Y5s4fNQsQfYCqFqvq5+50NU4BkBbcVAWPOy7IhcBTwU5LsIlIAnAm8DSAqja0dkcziIUB0W5vDTFAUZDT06tUdQVQ1mHxXOB5d/p54OKeOJcFiD5GRDJw+p36NLgpCao/AP8FtAQ7IX1AJrAHeNatcntKRIYEO1HB4vbR9iCwEygGKlX13eCmqk9IUdVid7oESOmJg1qA6EPcDgtfB+5Q1apgpycYROQiYLeqrgx2WvqIMGAa8ISqTgX200PVB/2RW7c+FydwjgKGiMjVwU1V36LOuws98v6CBYg+QkTCcYLDS6r6t2CnJ4hOB+aIiAdYBJwtIi8GN0lBVQAUqGrrHeVrOAFjsDoX2K6qe1S1EfgbMCPIaeoLSkUkFcD9u7snDmoBog8QEcGpY96kqg8FOz3BpKo/VdV0Vc3AaXx8X1UH7RWiqpYAu0TkRHfROfiOyjjY7AROE5EY9//NOQziRnsvbwHfdqe/DSzuiYNagOgbTscZi/tsEVntfi4IdqJMn3E78JKIrAWmAL8JcnqCxr2Teg34HFiHU4YNqm43RGQhzhAIJ4pIgYj8B3A/cJ6IbMW5y7q/R85lXW0YY4zpjN1BGGOM6ZQFCGOMMZ2yAGGMMaZTFiCMMcZ0ygKEMcaYTlmAMOYwRKTZ6/Hj1SLSY28yi0iGd6+cxvQlYcFOgDH9QJ2qTgl2IozpbXYHYcwREhGPiPyPiKwTkc9E5Dh3eYaIvC8ia0VkmYiMcZeniMgbIrLG/bR2EREqIn92xzh4V0Si3e2/544RslZEFgXpa5pBzAKEMYcX3aGK6QqvdZWqehLwGE4vtACPAs+r6iTgJeARd/kjwL9UdTJOf0ob3OXHA4+r6gSgArjUXf4TYKp7nJsD9eWM6Yq9SW3MYYhIjarGdrLcA5ytql+5nS2WqOowEdkLpKpqo7u8WFWTRWQPkK6qB7yOkQEsdQd6QUR+DISr6n0i8k+gBngTeFNVawL8VY3xYXcQxhwd7WK6Ow54TTfT3jZ4IfA4zt1GnjtAjjG9xgKEMUfnCq+/H7vTH9E+DOYC4AN3ehlwC7SNuZ3Q1UFFJAQYrarLgR8DCcBBdzHGBJJdkRhzeNEistpr/p+q2vqoa5Lby+oBYL677HacEeB+hDMa3PXu8u8DT7q9bzbjBItiOhcKvOgGEQEesaFGTW+zNghjjpDbBpGtqnuDnRZjAsGqmIwxxnTK7iCMMcZ0yu4gjDHGdMoChDHGmE5ZgDDGGNMpCxDGGGM6ZQHCGGNMp/5/T8+ceine6msAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 검증하기\n", + "\n", + "MNIST 데이터셋을 학습한 모델을 놀랍게도 정확도 99% 이상의 성능을 보인다. \n", + "그렇다면 이러한 신경망이 학습에 전혀 사용되지 않는 데이터인 Test 데이터셋에서는 어떤 결과를 보이는지 살펴보자" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:22:28.438368Z", + "start_time": "2019-11-13T07:22:27.637120Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Validation Loss : 0.03288356310094701\n", + "Validation Accuracy : 0.9919999837875366\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(X_test,y_test,verbose=0)\n", + "print('Validation Loss : {}'.format(test_loss))\n", + "print('Validation Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test 데이터에 대해서도 99%의 정확도를 보여준다. \n", + "\n", + "그러면 과연 학습된 신경망이 어떠한 데이터를 잘 못 예측했는지 살펴보자." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-13T07:22:54.657834Z", + "start_time": "2019-11-13T07:22:52.392044Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "random.seed('intel') \n", + "\n", + "# TEST 데이터 예측하기\n", + "predicted_result = model.predict(X_test) \n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# TEST 데이터의 정답 가져오기\n", + "test_labels = np.argmax(y_test, axis=1)\n", + "\n", + "# 잘못 예측한 데이터 찾기\n", + "wrong_result = []\n", + "for n in range(0, len(test_labels)):\n", + " if predicted_labels[n] != test_labels[n]:\n", + " wrong_result.append(n)\n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = random.choices(population=wrong_result, k=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_test[n].reshape(28, 28), cmap='Greys', interpolation='nearest')\n", + " tmp = \"Label:\" + str(test_labels[n]) + \", Prediction:\" + str(predicted_labels[n])\n", + " plt.title(tmp)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/result/mnist_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "놀랍게도 모델이 틀린 데이터는 언뜻보면 사람조차도 헷갈릴 수 있을만한 데이터라는 걸 확인할 수 있다.\n", + "\n", + "아래 그림은 CNN 모델일 학습이 진행될때마다 활성화되는 부분을 시각화한 자료이다.\n", + "\n", + "![](https://thumbs.gfycat.com/SmoggyLittleFlickertailsquirrel-size_restricted.gif)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는\n", + "\n", + "CNN을 통해서 MNIST와 같은 간단한 예제를 분류할 수 있었다. 다음 예제에서는 RGB 이미지를 한번 분류하는 예제를 더 깊은 CNN으로 수행해보도록 하자." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고\n", + "\n", + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + " - https://pinkwink.kr/1121\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "504px", + "left": "27px", + "top": "110px", + "width": "264.297px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture03 - Fashion MNIST.ipynb b/Lecture03 - Fashion MNIST.ipynb new file mode 100644 index 0000000..c0e7cd1 --- /dev/null +++ b/Lecture03 - Fashion MNIST.ipynb @@ -0,0 +1,1185 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류 - MNIST\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:31.035458Z", + "start_time": "2019-11-09T07:55:31.026247Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import warnings\n", + "import itertools\n", + "from tqdm import tqdm\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:31.504692Z", + "start_time": "2019-11-09T07:55:31.037632Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:31.664692Z", + "start_time": "2019-11-09T07:55:31.505748Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:32.399727Z", + "start_time": "2019-11-09T07:55:31.665777Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:32.513082Z", + "start_time": "2019-11-09T07:55:32.400882Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 1486496404936312892\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 1494835832195896811\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7639764173\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 6498531796935105337\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 4928824136441955388\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "warnings.filterwarnings(action='ignore')\n", + "warnings.filterwarnings(action='default')\n", + "\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - Fashion MNIST\n", + "\n", + "\n", + "\n", + "Fashion-MNIST는 60,000 개의 학습 세트와 10,000 개의 테스트 세트로 구성된 Zalando의 기사 이미지 데이터 세트입니다. 각 예제는 28 개의 28 개의 회색조 이미지이며 10 개의 클래스 레이블과 연결되어 있습니다. Fashion-MNIST는 기계 학습 알고리즘 벤치마킹을 위해 원본 MNIST 데이터 세트를 직접 대체하는 역할을합니다.\n", + "\n", + "출처 : [zalando research](https://research.zalando.com/welcome/mission/research-projects/fashion-mnist/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fashion MNIST 데이터 불러오기" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.497831Z", + "start_time": "2019-11-09T07:55:32.513971Z" + } + }, + "outputs": [], + "source": [ + "train = pd.read_csv('./data/fashion-mnist/fashion-mnist_train.csv')\n", + "test = pd.read_csv('./data/fashion-mnist/fashion-mnist_test.csv')\n", + "\n", + "X_train = np.array(train.iloc[:, 1:])\n", + "y_train = np.array(train.iloc[:, 0])\n", + "X_test = np.array(test.iloc[:, 1:])\n", + "y_test = np.array(test.iloc[:, 0])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.735315Z", + "start_time": "2019-11-09T07:55:35.499212Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 분리하기\n", + "# Train 데이터를 Train / Validation 으로 나누어줌으로써 Overfitting 여부를 파악\n", + "X_train, X_valid, y_train, y_valid = train_test_split(\n", + " X_train, y_train, test_size=0.2, random_state=13)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.739253Z", + "start_time": "2019-11-09T07:55:35.736679Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fashion MNIST Train 데이터의 크기 : 48000\n", + "Fashion MNIST Validation 데이터의 크기 : 12000\n", + "Fashion MNIST Test 데이터의 크기 : 10000\n" + ] + } + ], + "source": [ + "# Train / Test 데이터의 크기 확인\n", + "print('Fashion MNIST Train 데이터의 크기 : {}'.format(len(X_train)))\n", + "print('Fashion MNIST Validation 데이터의 크기 : {}'.format(len(X_valid)))\n", + "print('Fashion MNIST Test 데이터의 크기 : {}'.format(len(X_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Fashion MNIST 데이터 형태 확인하기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.743283Z", + "start_time": "2019-11-09T07:55:35.740174Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (48000, 784)\n", + "y_train Shape : (48000,)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_train.shape) # 28*28짜리 크기의 숫자 이미지 48000개\n", + "print(\"y_train Shape : \",y_train.shape) # 각 이미지별 레이블 48000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Validation 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.746601Z", + "start_time": "2019-11-09T07:55:35.744244Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_val Shape : (12000, 784)\n", + "y_val Shape : (12000,)\n" + ] + } + ], + "source": [ + "print(\"X_val Shape : \",X_valid.shape) # 28*28짜리 크기의 숫자 이미지 12000개\n", + "print(\"y_val Shape : \",y_valid.shape) # 각 이미지별 레이블 12000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.750184Z", + "start_time": "2019-11-09T07:55:35.747607Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_test Shape : (10000, 784)\n", + "y_test Shape : (10000,)\n" + ] + } + ], + "source": [ + "print(\"X_test Shape : \",X_test.shape) # 28*28짜리 크기의 숫자 이미지 10000개\n", + "print(\"y_test Shape : \",y_test.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 시각화하기\n", + "\n", + "그러면 이제 구체적으로 Fashion MNIST의 Train 데이터셋의 첫번재 데이터를 확인해보자." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.754019Z", + "start_time": "2019-11-09T07:55:35.751128Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(784,)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.861379Z", + "start_time": "2019-11-09T07:55:35.755043Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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JmyS9J+kFSXP7qLf/kvSGpJ0aC9b8hnpborGP6Dsl7Si+bm76tUv01ZPXjcNlgSDYQQcEQdiBIAg7EARhB4Ig7EAQhB0IgrADQfwvyfvaPSQscfcAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(X_train[0].reshape(28,28), cmap='Greys', interpolation='nearest')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "50000개의 중 랜덤으로 한번 살펴보자" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:35.864909Z", + "start_time": "2019-11-09T07:55:35.862418Z" + } + }, + "outputs": [], + "source": [ + "def get_classlabel(code):\n", + " label = {0: 'T-Shirt',\n", + " 1: 'Pants',\n", + " 2: 'Pullover',\n", + " 3: 'Dress',\n", + " 4: 'Coat',\n", + " 5: 'Sandle',\n", + " 6: 'Shirt',\n", + " 7: 'Sneakers',\n", + " 8: 'Bag',\n", + " 9: 'AnkleBoots'}\n", + " return label[code]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.138602Z", + "start_time": "2019-11-09T07:55:35.865892Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234) \n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = np.random.randint(0,len(X_train)+1,size=16)\n", + "\n", + "# Fashion MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n].reshape(28,28), cmap='Greys', interpolation='nearest')\n", + " label_name = \"Label:\" + str(get_classlabel(y_train[n]))\n", + " plt.title(label_name)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 전처리" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.212298Z", + "start_time": "2019-11-09T07:55:37.139588Z" + } + }, + "outputs": [], + "source": [ + "# 데이터 크기 조정(Data Reshape)\n", + "X_train = X_train.reshape(X_train.shape[0],28,28,1)\n", + "X_valid = X_valid.reshape(X_valid.shape[0],28,28,1)\n", + "X_test = X_test.reshape(X_test.shape[0],28,28,1)\n", + "\n", + "# 데이터 포맷 바꾸기\n", + "# 정수(int)인 데이터에서 실수(float)으로 변환\n", + "X_train = X_train.astype('float32')\n", + "X_valid = X_valid.astype('float32')\n", + "X_test = X_test.astype('float32')\n", + "\n", + "# 데이터 정규화(Data Regularization)\n", + "# 이 과정을 통해서 추후 학습할 신경망이 조금 더 학습이 원할히 될 수 있게함\n", + "X_train = X_train / 255\n", + "X_valid = X_valid / 255\n", + "X_test = X_test / 255\n", + "\n", + "# 원-핫 인코딩(One Hot Encoding)\n", + "# Keras의 to_categorical함수를 통해서 모든 Train 데이터의 레이블을 벡터화(Vectorize)\n", + "# ex) [3] -> [0 0 0 1 0 0 0 0 0 0]\n", + "y_train = to_categorical(y_train, 10) \n", + "y_valid = to_categorical(y_valid,10)\n", + "y_test = to_categorical(y_test, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링\n", + "\n", + "간단하게 CNN 모델을 이용하여, MNIST 데이터를 분류해보자." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.215314Z", + "start_time": "2019-11-09T07:55:37.213353Z" + } + }, + "outputs": [], + "source": [ + "INPUT_SHAPE = (28,28,1)\n", + "KERNEL_SIZE = (3, 3)\n", + "DROP_RATE = 0.3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 구성\n", + "Keras에서는 add함수를 통해서 레고 블록을 조립하듯이, 원하는 Layer를 추가 가능함 \n", + "여기서는 Conv Layer와 MaxPooling Layer 그리고 Dense Layer를 이용하여 모델을 구성하도록 하자" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.296344Z", + "start_time": "2019-11-09T07:55:37.216331Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n" + ] + } + ], + "source": [ + "model = Sequential()\n", + "\n", + "# 1번쨰 ConvNet\n", + "# Conv Layer\n", + "model.add(Conv2D(filters=64,\n", + " kernel_size=KERNEL_SIZE,\n", + " activation='relu',\n", + " input_shape=INPUT_SHAPE\n", + " ))\n", + "# Max Pooling Layer\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "\n", + "# 2번쨰 Conv Layer\n", + "# Conv Layer\n", + "model.add(Conv2D(filters=128,\n", + " kernel_size=KERNEL_SIZE,\n", + " activation='relu',\n", + " ))\n", + "# Max Pooling Layer\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "\n", + "# 분류를 하기 위해 shape을 1차원으로 맞추는 Layer\n", + "model.add(Flatten())\n", + "model.add(Dense(units=1024, activation='relu'))\n", + "model.add(Dropout(rate=DROP_RATE))\n", + "\n", + "# 마지막 분류를 하기 위한 Fully Connected Layer\n", + "# One Hot Encoding을 했으므로 activation function은 softmax로 처리함\n", + "model.add(Dense(units=10, activation='softmax'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 컴파일" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.336516Z", + "start_time": "2019-11-09T07:55:37.297336Z" + } + }, + "outputs": [], + "source": [ + "model.compile(loss=categorical_crossentropy,\n", + " optimizer=Adam(),\n", + " metrics=['acc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 확인" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.423731Z", + "start_time": "2019-11-09T07:55:37.337505Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 26, 26, 64) 640 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 13, 13, 64) 0 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 11, 11, 128) 73856 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 5, 5, 128) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 3200) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 1024) 3277824 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 1024) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 10) 10250 \n", + "=================================================================\n", + "Total params: 3,362,570\n", + "Trainable params: 3,362,570\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/fashion_mnist_cnn_model.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 학습\n", + "\n", + "Keras의 `fit`의 메소드를 통해서 간단하게 학습가능하다. 이번 예제에서는 여기서는 10번의 epoch만으로 학습을 진행하도록 한다. 그리고 앞서 준비한 검증 데이터(Validation Set)을 통해서 신경망의 오버피팅 여부를 판단하도록 하자." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:55:37.426855Z", + "start_time": "2019-11-09T07:55:37.424926Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 10\n", + "BATCH_SIZE = 128" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:23.063725Z", + "start_time": "2019-11-09T07:55:37.428702Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 48000 samples, validate on 12000 samples\n", + "Epoch 1/10\n", + "48000/48000 [==============================] - 5s 109us/sample - loss: 0.4986 - acc: 0.8196 - val_loss: 0.3629 - val_acc: 0.8686\n", + "Epoch 2/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.3163 - acc: 0.8859 - val_loss: 0.2863 - val_acc: 0.8930\n", + "Epoch 3/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.2643 - acc: 0.9032 - val_loss: 0.2611 - val_acc: 0.9026\n", + "Epoch 4/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.2334 - acc: 0.9144 - val_loss: 0.2558 - val_acc: 0.9045\n", + "Epoch 5/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.2049 - acc: 0.9244 - val_loss: 0.2633 - val_acc: 0.9047\n", + "Epoch 6/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.1814 - acc: 0.9317 - val_loss: 0.2417 - val_acc: 0.9123\n", + "Epoch 7/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.1605 - acc: 0.9401 - val_loss: 0.2389 - val_acc: 0.9162\n", + "Epoch 8/10\n", + "48000/48000 [==============================] - 4s 90us/sample - loss: 0.1417 - acc: 0.9480 - val_loss: 0.2420 - val_acc: 0.9151\n", + "Epoch 9/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.1214 - acc: 0.9550 - val_loss: 0.2341 - val_acc: 0.9211\n", + "Epoch 10/10\n", + "48000/48000 [==============================] - 4s 92us/sample - loss: 0.1059 - acc: 0.9602 - val_loss: 0.2570 - val_acc: 0.9183\n" + ] + } + ], + "source": [ + "history = model.fit(X_train, # 학습할 데이터\n", + " y_train, # 학습할 레이블\n", + " epochs=EPOCHS, # 전체 학습할 횟수\n", + " batch_size=BATCH_SIZE, # 배치 사이즈\n", + " use_multiprocessing=True,\n", + " validation_data=(X_valid, y_valid) # 검증 데이터로 확인\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:23.187186Z", + "start_time": "2019-11-09T07:56:23.068416Z" + } + }, + "outputs": [], + "source": [ + "# 학습된 모델 weight 저장 \n", + "model.save('./bin/fashion_mnist_cnn.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 평가\n", + "\n", + "위에서 학습된 결과를 시각화 해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:25.388984Z", + "start_time": "2019-11-09T07:56:23.188270Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.07145159787257822\n", + "Train Accuracy : 0.9743541479110718\n", + "Validation Loss : 0.2570084097534418\n", + "Validation Accuracy : 0.9183333516120911\n" + ] + } + ], + "source": [ + "# Train 데이터로 평가하기\n", + "train_loss, train_acc = model.evaluate(X_train,y_train,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "# Validation 데이터로 평가하기\n", + "valid_loss, valid_acc = model.evaluate(X_valid,y_valid,verbose=0)\n", + "print('Validation Loss : {}'.format(valid_loss))\n", + "print('Validation Accuracy : {}'.format(valid_acc))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:25.529230Z", + "start_time": "2019-11-09T07:56:25.389930Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Loss 시각화\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:25.732194Z", + "start_time": "2019-11-09T07:56:25.530299Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 검증하기\n", + "\n", + "MNIST 데이터셋을 학습한 모델을 놀랍게도 정확도 99% 이상의 성능을 보인다. \n", + "그렇다면 이러한 신경망이 학습에 전혀 사용되지 않는 데이터인 Test 데이터셋에서는 어떤 결과를 보이는지 살펴보자" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:56:26.187487Z", + "start_time": "2019-11-09T07:56:25.733266Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Validation Loss : 0.23800334943830967\n", + "Validation Accuracy : 0.9211999773979187\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(X_test,y_test,verbose=0)\n", + "print('Validation Loss : {}'.format(test_loss))\n", + "print('Validation Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test 데이터에 대해서도 99%의 정확도를 보여준다. \n", + "\n", + "그러면 과연 학습된 신경망이 어떠한 데이터를 잘 못 예측했는지 살펴보자." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:57:25.939778Z", + "start_time": "2019-11-09T07:57:23.529586Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "random.seed('intel') \n", + "\n", + "# TEST 데이터 예측하기\n", + "predicted_result = model.predict(X_test) \n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# TEST 데이터의 정답 가져오기\n", + "test_labels = np.argmax(y_test, axis=1)\n", + "\n", + "# 잘못 예측한 데이터 찾기\n", + "wrong_result = []\n", + "for n in range(0, len(test_labels)):\n", + " if predicted_labels[n] != test_labels[n]:\n", + " wrong_result.append(n)\n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = random.choices(population=wrong_result, k=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_test[n].reshape(28, 28), cmap='Greys', interpolation='nearest')\n", + " tmp = \"Label:\" + str(get_classlabel(test_labels[n])) + \", Prediction:\" + str(get_classlabel(predicted_labels[n]))\n", + " plt.title(tmp)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/result/fashion_mnist_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는\n", + "\n", + "CNN을 통해서 MNIST와 같은 간단한 예제를 분류할 수 있었다. 다음 예제에서는 RGB 이미지를 한번 분류하는 예제를 더 깊은 CNN으로 수행해보도록 하자." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고\n", + "\n", + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + " - https://pinkwink.kr/1121\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "504px", + "left": "27px", + "top": "110px", + "width": "264.297px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture04 - CIFAR10.ipynb b/Lecture04 - CIFAR10.ipynb new file mode 100644 index 0000000..e816b04 --- /dev/null +++ b/Lecture04 - CIFAR10.ipynb @@ -0,0 +1,1388 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:40.055908Z", + "start_time": "2019-11-09T07:17:40.051434Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import warnings\n", + "import itertools\n", + "from tqdm import tqdm\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:40.520669Z", + "start_time": "2019-11-09T07:17:40.057102Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:40.680258Z", + "start_time": "2019-11-09T07:17:40.521893Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.414586Z", + "start_time": "2019-11-09T07:17:40.681323Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import VGG16\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D,BatchNormalization ,Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.regularizers import l2\n", + "from tensorflow.keras.optimizers import RMSprop, Adam,SGD\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy,binary_crossentropy\n", + "from tensorflow.keras.callbacks import Callback,LearningRateScheduler\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.418498Z", + "start_time": "2019-11-09T07:17:41.415674Z" + } + }, + "outputs": [], + "source": [ + "import download\n", + "from dataset import one_hot_encoded\n", + "from cifar10 import load_training_data, load_test_data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.530169Z", + "start_time": "2019-11-09T07:17:41.419347Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 3224434792777753921\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 16232095803491643921\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7638145434\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 6768635970174448390\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 290946758098063534\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "warnings.filterwarnings(action='ignore')\n", + "warnings.filterwarnings(action='default')\n", + "\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - CIFAR10\n", + "\n", + "![](http://solarisailab.com/wp-content/uploads/2017/06/cifar-10_labels.png)\n", + "\n", + " CIFAR-10 데이터 세트(Canadian Institute For Advanced Research)는 기계 학습 및 컴퓨터 비전 알고리즘을 훈련하는 데 일반적으로 사용되는 이미지 모음이다. 이 데이터셋은 기계학습 연구를 위해 가장 널리 사용되는 데이터셋 중 하나이다. CIFAR-10 데이터 세트에는 10개의 다른 클래스에 60,000개의 32x32 컬러 이미지가 포함되어 있다. 10가지 클래스에는 `비행기(airplane)`, `자동차(automobile)`, `새(bird)`, `고양이(cat)`, `사슴(deer)`, `개(dog)`, `개구리(frog)`, `말(horse)`, `배(ship)`, `트럭(truck)`을 나타낸다. 각 클래스당 6000개의 이미지가 있다.\n", + "\n", + " 사진 속의 물체를 인식하기 위한 컴퓨터 알고리즘은 종종 예를 통해 배운다. CIFAR-10은 컴퓨터에게 사물을 인식하는 방법을 가르치는 데 사용할 수 있는 이미지 모음이다. CIFAR-10의 이미지는 저해상도(32x32)이기 때문에, 이 데이터 세트는 연구자들이 무엇이 작동하는지 보기 위해 다른 알고리즘을 빠르게 시도할 수 있게 해준다. 다양한 종류의 경련신경망은 CIFAR-10에서 영상을 가장 잘 인식하는 경향이 있다. CIFAR-10은 8천만 개의 작은 이미지 데이터 세트의 라벨이 붙은 부분집합이다. 데이터 세트가 생성되었을 때 학생들은 모든 이미지에 라벨을 붙이도록 돈을 받았다.\n", + "\n", + "출처 : [위키백과](https://en.wikipedia.org/wiki/CIFAR-10)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.533775Z", + "start_time": "2019-11-09T07:17:41.531630Z" + } + }, + "outputs": [], + "source": [ + "# CIFAR-10 클래스\n", + "CIFAR10_CLASSES = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n", + " 'dog', 'frog', 'horse', 'ship', 'truck']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR10 데이터 불러오기" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.710937Z", + "start_time": "2019-11-09T07:17:41.535270Z" + } + }, + "outputs": [], + "source": [ + "# Keras에서 제공하는 CIFAR-10 데이터를 불러오는 함수 : cifar10.load_data()\n", + "(X_train, y_train), (X_test,y_test) = cifar10.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.714145Z", + "start_time": "2019-11-09T07:17:41.711953Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 분리하기\n", + "# Train 데이터를 Train / Validation 으로 나누어줌으로써 Overfitting 여부를 파악\n", + "X_train, X_valid = X_train[:40000], X_train[40000:]\n", + "y_train, y_valid = y_train[:40000], y_train[40000:]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.717631Z", + "start_time": "2019-11-09T07:17:41.714942Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MNIST Train 데이터의 크기 : 40000\n", + "MNIST Validation 데이터의 크기 : 10000\n", + "MNIST Test 데이터의 크기 : 10000\n" + ] + } + ], + "source": [ + "# Train / Test 데이터의 크기 확인\n", + "print('MNIST Train 데이터의 크기 : {}'.format(len(X_train)))\n", + "print('MNIST Validation 데이터의 크기 : {}'.format(len(X_valid)))\n", + "print('MNIST Test 데이터의 크기 : {}'.format(len(X_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR10 데이터 형태 확인하기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.720928Z", + "start_time": "2019-11-09T07:17:41.718409Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (40000, 32, 32, 3)\n", + "y_train Shape : (40000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_train.shape) # 32*32짜리 크기의 RGB 이미지 40000개\n", + "print(\"y_train Shape : \",y_train.shape) # 각 이미지별 레이블 40000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Validation 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.724014Z", + "start_time": "2019-11-09T07:17:41.721760Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_val Shape : (10000, 32, 32, 3)\n", + "y_val Shape : (10000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_val Shape : \",X_valid.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_val Shape : \",y_valid.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.727257Z", + "start_time": "2019-11-09T07:17:41.725036Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (10000, 32, 32, 3)\n", + "y_train Shape : (10000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_test.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_train Shape : \",y_test.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 시각화하기\n", + "\n", + "CIFAR10의 Train 데이터셋의 첫번재 데이터를 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.731158Z", + "start_time": "2019-11-09T07:17:41.728035Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 59, 62, 63],\n", + " [ 43, 46, 45],\n", + " [ 50, 48, 43],\n", + " ...,\n", + " [158, 132, 108],\n", + " [152, 125, 102],\n", + " [148, 124, 103]],\n", + "\n", + " [[ 16, 20, 20],\n", + " [ 0, 0, 0],\n", + " [ 18, 8, 0],\n", + " ...,\n", + " [123, 88, 55],\n", + " [119, 83, 50],\n", + " [122, 87, 57]],\n", + "\n", + " [[ 25, 24, 21],\n", + " [ 16, 7, 0],\n", + " [ 49, 27, 8],\n", + " ...,\n", + " [118, 84, 50],\n", + " [120, 84, 50],\n", + " [109, 73, 42]],\n", + "\n", + " ...,\n", + "\n", + " [[208, 170, 96],\n", + " [201, 153, 34],\n", + " [198, 161, 26],\n", + " ...,\n", + " [160, 133, 70],\n", + " [ 56, 31, 7],\n", + " [ 53, 34, 20]],\n", + "\n", + " [[180, 139, 96],\n", + " [173, 123, 42],\n", + " [186, 144, 30],\n", + " ...,\n", + " [184, 148, 94],\n", + " [ 97, 62, 34],\n", + " [ 83, 53, 34]],\n", + "\n", + " [[177, 144, 116],\n", + " [168, 129, 94],\n", + " [179, 142, 87],\n", + " ...,\n", + " [216, 184, 140],\n", + " [151, 118, 84],\n", + " [123, 92, 72]]], dtype=uint8)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = 0\n", + "X_train[idx] # 3채널 RGB 이미지 " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:41.849664Z", + "start_time": "2019-11-09T07:17:41.731986Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(X_train[idx], interpolation='nearest')\n", + "plt.title('Label : {}'.format(CIFAR10_CLASSES[y_train[idx][0]]))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "조금 더 많은 CIFAR 데이터셋을 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.156303Z", + "start_time": "2019-11-09T07:17:41.850508Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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fUXZW2f7+nS2xQNWnj3HqmaJsq9dSeZTrN8FgCMsa8s8/F6JEJQ0usMxM8BmaS3I71MJJUX1hKEm5byDuz8YVCvFn7U/VSjoznlZSEbAfh+IhtZ39MJNVPqYSEgyPUpqjfb1OLWydUgtBp5QzhEM8T32TP0mLU/4dDofUMby3EbXQVU/KglG1f3BmyfLL0qw75+4FcO/LOYdhLDXMbwyjPMxnDKN8zG8uHl5WUSTDMAzDMAzDMC4cFzwbzMWMDlk6JX3x5YYOM+fouAoJ3f39+zy7to4ZK0LpaeFVx+MDKo/nD77/uGe/9sb1nv2KyzeoY1VO3KBpYpYa51O/QO/ndOJm6DB/qe/4pQpYlNqnODokqnPX3vP9uzy7poah0htueKXv+HRGJ5nmuSJqVX82R188ffqkZ7c0dc7YPqPyCYUEjY35v3c6w5B0JsO+m/VlRlHPb3UeleYZKmGFT54FTPMvFX7XVVe0DEbnidbjhVOZVDI5JV/JFZfy5LLMZqElMak0z5NOKZlApnR9gUyuuHwzq6QFuazO4KRlOpZ5bLGTTacwcCr/LHQB9quqBuYfT+lc50rqUdtAOUk4zGNFyTsy5xiDQkpqkkvxGnVRntepfO8RlW0lFFTP9fExz06r+ZlEub+Wf0XVmBCJqrYqmbGWwTjlkwAwpjKR6VoNWnqms05FVbtzavtUyp/RrBj2Zt0wDMMwDMMwKhSbrBuGYRiGYRhGhWIymDIpuerdV1GCYZOBgWFl93v28BALIS3vYKinOsGQEwCMjvK8aUdJwMQ4Vzd/7zsPePYVGymJUckLfjF7gbGoKTdTi7/fqhXp0/rFxPiQZ+/evYPHqywSWy57hWfXNzONr3M6RKgkOL465hG1v35XwPPrvvr87l2evf3hRzz7v912m2dX1y7z3UNGF5jQ2TjU5TKqhHQmS1t85aQtw8ViJZLpwcrBfwEAuNp13vZMLQs4pgPM/JMBi2GlHcuXT4FZMXLKb8LTpGC6b+nMYHp7yFdQqHgxMVEHxEAJpCiZSVZlxciKzh6jhnMlp5xSxV6mkrTTaX82GC0fy6jMGBmdTUbv45P4FL8fY/GQzWQw2p8vblXVwGdqXGnB6pvruL+SuEypbDChGKUeUZ1VZlqmu4zOTKRkW319nCeFgjy+vp4+Gq2lPaUyxmRzehyhL4VUW6MhbtcymMERSmgiQSU/Vm3OThsTouqz8cuitWSHY15IXXt0gtfLJHXGmOLYm3XDMAzDMAzDqFBssm4YhmEYhmEYFYrJYMqmuMwgVyKsufeFo559/CVKX9ITIzx2gtko6hqafFfLBBh2HJ845tlTk32e/fMHz3j2Qzde7dk3/9L1nm1FKy4uyi1GpMNyOkuQy/hDk/te2OnZj/6c6XkTEYYjM0lKsLa+8pc8u6GeoVMd5nfqMSNaCqCapAvOjI5RivPTn97v2VdfTfnN617/Js/OTQu753QWJBUKHRykz4lq05pOSsec06F9e5exWElN9OPkM/8BAIhGKGupilNmGEw00o61eHYs3ubZNTE+j0Mxht6rq/zP6Ugd5TXZOLN7TQV4zCTinp3WWWkyqv+qjCw5JXcRJa2J6P7udOYZnbqGZlwVX8kkeJ502u/7aaViS6e0REFJHEJK3qZUNLGISV8WO8FwGHVt+b5b00TfWNZKuVgqySKNdep5PzLG7aLlkCpD0cS0jCeTSjqjn+FVdZTaJJPcJ53mNQIBSodHhign0eeREOUn4TDHr3iwuNxrYoLnr6pW0pUg7enEY0rmk1ZFotQYlEzyvsfU56dlaG7K74vFsNHIMAzDMAzDMCoUm6wbhmEYhmEYRoViMpiyUYnsp1hYJRZjiPP0CYbbdz591LMnRxj2CKqCFGeO7ud5HCUGADA2wnNNTVIuMzTQ69npCYZwf/Ljn3n29ddu9ezaBq5uNhYn51Pk6Cxa0jE4NOjZ+3bt9O139NDznp0cZSajnAqxnz5+0LOzQYY5r7vuJs+urVvOfVSWClEZJATFs8c88cRjnj0xQX/4/d//sGfXqVCpDtkD/swZAWVPjDMcGY8zjFqVYIElXQdKAvYuY9HiBNlCwaDJCT6np8aYdSEnJ5StpFOO/TWo+n0wzP7QG2fGCwCIK1lMff0Kz65W2WfiNWs8Ox2lf2QS3D8VpbQgHaL8ICccX6B8WSXU8GVsCqqsLSFVwEnVd0HEfwvI6exMWX4GiSiv3dRMO5Dl51odpyxzerElY3EQCofR0N4MwP+c1tlTdHHF4T7+zfuHRj27rpqys+Zm9uGaOj5nAWBknJKQ0XH6pRP2vZiSmURDqlieyual25qIqSwuqiClllnWx9V4pLLERKLFJS0ZJVdJpf1FkXQmGl3ALxTSxZYoowmGud3pzGOzGGpsNDIMwzAMwzCMCsUm64ZhGIZhGIZRoSx6GcysS5io0JwOm+Rc8TM4tX9QhcPTakXzk0+yaEwkxgwC/3Unw/g7d+317OZ2ZgYY6GZ4P+gY0h+f9Msb2loYUhoaYgjGgdtDMa7c3neI8pjPfe7rnv3ud78BADCVVCuWjUXFbKQvrkQmFL29qooSkGDI/whoamn17JZW1V97ejw7rEJ5/aeZoejkUcpjrria/uACOhONCs+rsGZ3NzMa7Xr+Gc++8srLPHvVqlWePaGkDVr2kv9ZZXRR2ZT6+nmNoMpqEY2pz0lJCSyB0uLFOYdsIZSt3caFdDYv6kASEYbMM2n+4f2FW9QFktPC4QP0g4Hjp3m9IAt5hZXsJBrm8zsco1QgUU95TFgVc8opqUyinr4VVNlqUqqwU0ZJCTI5huFzIWbDCYf80shcgPtF40r60kj5Qk01P79sSmWrUfoac5vFSc7lkMrmpRz1StZ7yWr2ySOHjnh2Xz+zdk2McT6TGad0N66eswj5x69wiA7RVEt/UN0KA8NqnhRQ8hWVbaxOyWu0BEtnQMumlBQOauxQbchmdaYkOvvEuNp/mjRSlLwmEtHFj5SUTu2T1dme9EcTmvm9ub1ZNwzDMAzDMIwKxSbrhmEYhmEYhlGhXFQymNy03+mgS0D/oOIPWZXA31fWSJ04qVYtH9h/yLO///2fe/axLl69Z4jhxeoGZgNoa+Jq47ERhlbGVQipf9Sf2aJGZXGJRClRqGtg+Ka6rtmze4d5Pw8+9IJnr+3MZ4wZU9kQjCWE6twxtWK+tWO1b7fBkQHPXr6c4fa2DkpQBropiUlOMGPMvj3sbzpBy5pLNnt2Yz37cEYVZfn+9+/x7OpqynQuu4zHbt++3bOvvooFkqJRhvYBX10ZOOEK/eERymAyOWYvOHL0Rc+uirN9yxpZ3MZYXIQiUbR0bAAAjKssQJmUyqI1yeduIEwHyWT4bM7k+DzVY0jAsY8CQDbKfqYLFQUcn/kuy3dj40k+vyNJ7t/WRClLOkVf7D5OOWV/kn03GOC9ieM5c1n6eMdK9unhICWT46D8EgBiDSvZphYlx4kyi40EONboyUMuoLQLVh9pUeJyOUyN5wsMhavZby+7hH//zesozdrxPGWPI6qg0OgQ+22VKpaVSPhlV51r13p2uxpfkir7Su8g5yuTqpDk4WMvefZLpzkeDQxxPEoqPY2WhG5YxXEtm1JZX1QBpylVsCmgHF9njAGArJs+68zjk6yq+WZUZZ/R502l+PmVwt6sG4ZhGIZhGEaFYpN1wzAMwzAMw6hQbLJuGIZhGIZhGBXKotesSwkbmPZNxBVPyxhWFbkyqgLV3t3Usb64e49nj41Td+Vy9Z7dfYYaqvpW6vqqqlhddGKM+sJkiqmRXJDa3TT8qRV7Btm+2sY16jfUPo2OqqqnYVXxK8xUQq0ded1ieHrZOmNRojVxpVI6zqbiaXVdve/nvQcOe/ZAP/vSulXsx1UJelZzI7WtI6ra7vOP3+/Z3UeoZX/tzf/Ns7sGqdN7+plnPfv29/y2Z7c00Zfuuuu7np1z1BVfvfUG3z0kYqwCOTjEKpVn+lgBOFZN/7nvEerl+1U6sjfe+uswFicNjS247bf/EACQHj3qbR8ZY989o9ZeDPZ1eXZKVSVMq3yNE0lW/k2O+1M3psZYzVHSfB6nJ/icn8px7BgN0u8kztSNVRnus6qZazFyKerUY2neQ98kNe4vnqH/Jc+w369fwWNPHWW/f+HgmO8e2us4Pg3Ucb+T6hlR3chUkdEqrsda/obfYFsD+crZlsJxcZFLZzDWk+/HYyrl4sgg+/ayRuq9L9u8ybMzTqf05HO9llMQrF/F9KMAkKhm302q9UvjKi1qW706b45+2dLItReRGCvAHzjKedjQKPt3Ti1kcjleS3SKRZV+NK5SV2Yy/Cx0NVIACKt0jb5rqLF3cozt0CkhcwHOxeJV/vMWY8Y36yLyHyLSIyK71bZGEblfRA4W/m841zkMY6lhfmMY5WE+YxjlY36zNJiNDOZLAN44bdufAfipc24DgJ8WfjYMg3wJ5jeGUQ5fgvmMYZTLl2B+c9EzowzGOfeQiHRO2/wWADcV7C8D2A7gT+ewXbPGl55xWuBNSsThtCKg69hxz37+WYbiD+7d59mREEMUh08w1PHiAVaqe81rXuXZbauY3mj//m7P3r2LacNyAZWSMaaqzWWUpAVAdSPPlc0wDJRSaYxaWxmmzMWYUiyUZThpxep8yNJkMPPDhfCbUlIWvd2VWXZTh/EAYMVKpm9bVqukViP9np1Q/bVBhSNX1jOsOTHK9F0Hdj/n2VMqTd3hM5QVbN680bO3Xsm0jPoBVV3Dvn33Pd/y7KHhfmhe/apbPTuZpp+IqqTa00cJxL7DTIvXN8DtgcDMoUlj7phLn4kHp3BZdT7Nbmjybm/7/obf9OxE5xs8O6YqiubSKt1cjM/WYIL7pIcpMwGAyJ5/9+wDB5707O8/x3D6mLD/Jp2SQY5R0pXqo+Sgtppp6LZtpK9AGMa/8wGmtus6yuf9sgglbEODlLd0qRTDU2l/muCeUfrH2BSPaUzRvyZ7OIaNpygPvf5a+pzAX1HYuLDMld8EQwHU1ef7+A3brvS2N9bxGd/dz37oRElulTykt/uUZ8eXcUxY3uKXXI6Os+9GVRrDYJRzlIBjH00qv1zRxrS61bVsX0O9qub+EiWdSPNa9TWseNozqqTJk5Tv6GqmQSUtzk5LsRhM03dzTqcEp50apwxtUklzUlnus6yF7S7F+S4wbXXOnZ2pngHQWmpHEfmgiOwQkR29vb2ldjOMpcCs/Eb7zPDwcLFdDGOpcF5jTf+Q1ZMwljRljzWZVLLYLkaF8LKzwbj8q7ySr/Occ19wzm1zzm1rbm4utZthLCnO5TfaZ+rq6ortYhhLjnLGmmX1iVK7GcaSYrZjTSgSK7aLUSGcbzaYbhFpd86dFpF2AD0zHjFLSmWw0Nv9+/BYmV7DVPhdZGyQWR5272JY/uA+Zn2ZUKt2g6oyVVKFMVyO4Z6rtnI19B23/7JnVzdwoPjsX3/Zs7NCSUyIUVCkGElBKMAQDQCMTzGkOKHCpZesYfWvjjau0D9wilUaI6BsJlGdv6Cu5GXMOxfMb8pB+08k7H8EVFUxVH/sBMOIsTBD7K0tzLYyPM4+qcPq0WquZ0rUs3/uenGXZx84csyzf/8jH/XsmjidI5tj/1+5mtVWn9/7lGcfPEr5GgBU1bGPB4O8v4lJ+vfx45S/DagMMFr6cuaMRQIrgPPzGTeJYDr/bA9mKC1pWKbkJPXMTqGrHWZzfCs/Oka5S4PKyLIm9bjvck1t3to+jJxRVQoj7H/t1eyXjWFGzDavYNj/ik6esyPB/lpVQ3lk9xizxHSE+Iy/op5j1iUrlV+r7BdJJY2sWeaX1cWCyu9URpuskijoTGpjqmhrLkOpwNlEIlbIdEEp22+C4SAaluef29duu9zbHlB/56CaPzQ0UOKSSrK/1CTYn/sGOOcZGvPLFRNxfjnIjvMi0SCvEahSz/Ip2imVWS8C9u/1KyiPaVrGuZRMUZbZO0A/fvEA/TulsgGGlKxnUlVnHUn6ZTBpJeXJqDlj/TLKWhKqInc0xnExEqa/JeJzkA2mBPcAuL1g3w7g7nPsaxhGHvMbwygP8xnDKB/zm4uM2aRu/DqAxwFsFJGTIvJ+AJ8F8DoROQjg1m/an3cAACAASURBVMLPhmEUML8xjPIwnzGM8jG/WRrMJhvMO0v86pa5akQpuYtOMq/R21WEDqlpCySOHDjg2fv3UO4yPMhQaECtrA+rRezxBEM0wWrKWmJ1DEEe72b4/ODeZzz7ym1XeHZVjOHO9uXq3vp5sfFRhhAj8IdDEnH+LpdmeEkL0E6eYkEPHbKpquWfNxbLfy8zFcz8MFd+IyKedKlU0YXp+8+ibZ4dj0V9v0skGJp78cBBz66v4/aRSUpfGurY3yIhFbJUq/hj1cwCMHxIFSYKs627n33Ms9evvcSzG1s7PXs0SVlARhUP6+6n9AsA9h2mr8eVDrOnh/t1dzM8m1ISiFCYPibiL1BmXFjmcqwJuCzCuXzYvW+I4fpwiH2jvlk9j6u5nirT+yBP1PdjzwwNs7jXlJLWAAASfNauaWLY+3WX0lfiMfazqjD9ZipFX3lkJ+0rLuFYsEE98RPC87z1evrlyTUM459WGpV7d1ACgKYbPfPKV77edwtVjvtNjnPcCmWY3cNl2e5ljuNiKMF7zpZcVWBcCObKb9KZDM4UshH19lMCeNUGZqQLhNg/V62iz7y4j3Oqunqus4q3UzK57xAz7AHA6g5KVtobaU8qSUxWSZkjAfWczrB/1qg21TTweb+ihe0L5TjObX+S9zY5qhI45HitzBTbIEHO1SIhfza9aFND0f209MWpSWpVjD7j1PAyMjRzIgmbuhmGYRiGYRhGhWKTdcMwDMMwDMOoUM43G8y8kFOr2EMhNlWE4YZjLx3x7EN7uSIfAAZ7ufo4m2EIJR5lSESHdepqGboIqrXsY8NcPZxUK5qro5Ql3P/Dezy75zTDhi21lM2MNzE+2NXHsEc8xtDN1DBD/QAwMkCpTUQVuujpofTFJ49QX7+yKhPB2HD+PLmsvxCGcTEzsyQmMG2Xq7Ze5dlPPkVpyrET9LNe3SeDXE0fUidr0L6krtHbzyJFm1R4NTNJH/vB97/h2dffzCxLy1cyVNrc2ubZwyP+EGJ3D6/R1kyHSKcpk5uaUimYlNMEAny2OKh9jEVFzmWRTub7QSzIZ14uyQxEwTEW1qqeZOaI6PADnj2Z3e/ZXUou1dXjD4efFFXYSI1biSj70+SIKkiUoVMEaniuvb3MLjGlirHEld2YYIj+xAj336kKHu3v4j6jVfSzy1/7Vp5n9WW+ewjlOPbUBOm/gTDPG65ilouMkrtII+/hbMIYU8MsLkQCiETysqqHH2Nhrxu3sp/Ujqlnv6MkankLpS/jSfrJ4aPMKBaN+GWFcTX3alByzHiEc6ZsjsdkJvn8rgnx2gHQ3q8K3E2o7GRvfuNNnv3sHkpR2let8uxENeVyoxNqHqa0wzLt9XZUFZl0SoI6OMLPaSrNe5ga5dg0MagyLo37533FsDfrhmEYhmEYhlGh2GTdMAzDMAzDMCqUipPB6NCZTnjR18eV6rt3c1X+MrXyOJdm+AUAqhIMdwScWpFbxRX0EmGoJJVkmGWgj6v9J1TC/3SSYcdciuesifCc+59lFpr6Bobu3QTbM6VW208kGTKJ5vxJ97NJ3ndOGKbJgNIZCfK8VSG2qbWeocza6vz+VhRpceGcK5n5pRgCht1FxexKncJNKyTWtIzyko2XMKvRyVOUdk1O0B+SSlXlHP1vTIdLtRxLyU+6RxgSRJx9++CTDMGeHKA/fPgjf+DZL6mCSj9/RGXvANCt5G8BpxvIz0bL6tIZlUVKZdpoa+5QZ30JxuJhYDiDr/wwn/UhHmUY+sZLVei+72uePTZC2Uj3MJ2lf4w+NKUK4tXW+R0qUc1xqL+PIe1mlfKhcy2f0ytbeHw4zPPeejUzJ0mY+5zu53P9u09y7Nj1Es8/OsHz1CzjuPNqJX1JrOn07PFpGjgXWenZwRD9ESrTSzrAcS4wxc8yHKDPhV3ex6WM55ax8OSyOYyP5P+mO3uYueXBh5/27Ftfe61njwzyb14bY99rqFaVUNPMyDIy6i+KFAmxf+w7wDlddYJ9b8uVWz37vke3e3ZfFzOVbb2cxc2GuinLXL1+s2cnfDXC2NY1G7hPQPlbzQTneRJSaQKnZSjMqYqWWV24U7lWcorjy4SSrbU08bOBmsceRXFs5mYYhmEYhmEYFYpN1g3DMAzDMAyjQpl3GYw7G5ZWGRhEGFoYGqD8RBf7GRxiCKWri4VVwgGG7lraGfoDgICKwqlABnJZhjwnUgzFj46qRPiqQlK0imGd8ATDHrqYRX0DV8kP9FMm8MyzDO+MuCbPzjquIg6FGCYJpJU0AMDJYwxHtS/nqv6GZQz9ZBxDK1UqlHPjq17p2Y2NdYVr6U/CWAyUI4PRCWB8xcaUwEzXTZLpoXB1gmu23eDZe/c+79lHjrCwjCiZSTpF/0mn6d9RlX0po+7l8HH6cVcfH0WBAMOUz+xgsbGvf4VZYiIqrhkJ+ws7TU5ShjA2xv2CUqLgmqOti17ccO1Nnv2NLz4CY/GQy+aQGs0/F+tVoasa1Vcm+lV/VcXx6pfRBzo7aCfUsxUBv+QSKmuFa2H/7VeSmtNDfM6fGlCZzlS/PDzA8z53iBmS9h3n/r1TKjOays6yaiMzOXXe8HbPrlp+vWcnhUVqqqb5fjbAzyOi5HGqFh8CKkNS1PF+gkLbBQrHislgFhMu5zBVKEhUX81+9YP7HvLsFctbPPvKS9d69tAg522ism5tWNnq2WNJJa0CcKqL0sKAKpDXsXq5Z48Oc97XfZLSx75TzDIz1EbfaG6mTGvDOs4Hx0bpS6EYpWZtCRY1CqrsNlNVbGtMFQrMZv0ZbVJqzMspd2pX2Qf7+liEaTzGsSkeo7xM1GT1cRTH3qwbhmEYhmEYRoVik3XDMAzDMAzDqFDmWQbjkEM+jJAcY+ii5zhX9g6osEdSFfCprWYsrvOGKz07IAxrBsMMKwBARq3CTask9+NqRW4gp0J/akVzLsCPZniIx4oKo0ZVMYvHn+aK6Z27GLpHiKt81131a2yPiqbUxClNqQv6i22MDSu5jAq1hrIM67S3sk3XvIJSmXXrWOjDzaJAjnExoKQe0CE7+lIyyXBfKOJ/BETDzFixprPTs9/4xl/x7G98o8ezz6hQZi7H7/7KrTA5ropZ1NIfYlX0t1FVLCKnCsaclW8BQFVc+XpEZWJSMjUAGBqlDG10gpkz6usY2qyqVs8KPg7wiiuZ7WDD+i0wFieN9RG84y2rAQB1aYahcyr715TylViaoe6UknAdU+PU2BT73GSWz1YAyKikQ5MpVQgpwz7eM8rrnTo5ofZh/x0LUKbiogzXh1awTZ0rmSGjrvNqzw5G2afDKzZ69niObQ0qZUpMyVgAwKkMY2ld/UX0M0IVqVHShZwuJubO3rO9C1xMhEIhLGvM97+USmdyrI/P5s985vO0/9efePaGDZQjj41yfKiqYt9pbKZ0FwAiKgtSSMkPmxopnXnqKYpCAkH2sVNnKMd64eCgZ7/hra/w7OoofXpyQsnZaugPGafGlKySPmdVoUlwMItH/fOzqDrX2CR9WhdFqlFZCRtU4aXqOLdHwzP7inmTYRiGYRiGYVQoNlk3DMMwDMMwjApl/osiFQqTDA4ytLJnzxHPrkowzLCshUnjG+qqPTsSYbguFKadyfpX6OvE9IEYwx3pJMMvk0mGOyaSPH5ggKGPgHBl9KkuFjx6YPujnj0yyrCME9U+VVyi9wylK9WqWJJkKP255jqGOAGgq4uSmuY23sOVV3Al9qVbGILauI72JZes9+xwISOCzhBiXBz4k8UwHq+ihjh67JBnP/zwzzx7y2UsfAQA1257ddFrXHsNM8MEg7zGT+69y7OPq+wuwQD76tAQfT2dYRh9VdMqz+5cfYlnd3WxsEVPNzNC7d71rGdvvpxh/roqhhMBIKUyPIWVxCwQKd7313fST7ZtpQzm0UceLba7sQhw0Vak1vwPAECPyiSWFUpFkiqT0USK760yQSWJUdKubI5jUzDil1wGVdeqUpKQeiVrrFVFZNp6mM2iOsbweX0Txw4XZEG8jCoydmiC1x5o2sD7SSsZS4/KENbCsTOpnhUp8fuNTiUlKutLTXpK7cIpQ0rdZ1BJVgNnTUsGs6gIhcNoW56XoJxSheWC6vl66kVKlv/iLz7t2f9LSWI2Xdrp2Vkl3Q0E/c/fdpW9LxCgn4yP6cKQ3D6lil7msvTLzRsoV1yhsthk0pzbRZUUJSb0q0klfUllaCsVDFKqb0dy/k4dUlmhdBGwXFr5g7rtunrOB5fVUeIZmVacsBj2Zt0wDMMwDMMwKhSbrBuGYRiGYRhGhTKvMhjngGwhc/x99z/mbT915Khnb92y2rPXr+FK26haLZzLqXCFWoUfUGFNAEjElURmisd0TzA0M5bUq4QZljnTfcazf3T3D3kNtRp4aJjniVez4NHYhErAr2QwdSoBP1QRjokkwzIPbt/tu4eNl1LW8ppXU6Kwbi1D9+s2sIhARyvt6LRiMcbFiiths489/8IOz37yqYc9WxdjAIDLtjC7RJWSjgWE/nPttld59sZ1l3r2ww9v9+y77/ke99lEydZVr2DhlrXq2NYWZgoYGWUI9vAhFmB66rEnPHunyr5U3eDPBlOtiliMZZjJqbuXfpkcY2h/MMhsAvv27PXs4ycowTEWF7lgDaaW3ZS369h3Q6oYXUQV44uoMLwO1jvlQ1CFtIKpMWiiKcpaQkk+w2WK2ZKioaM8vpmyFp1tQmcqO3T8tGfvPkZfDG2h9EUa2b5MhudMjdGHkGE2nLZl9I0w2O8BoC7LMa82y74fz7LgTV+WcoLDASWZSzCLDXV5poNZTEQjYXQWChJllSwjOcbnZtMWSk52P8453Cc+8Tee/cm//HPPvvxyyhuHlAwMABoame0oorKhDKpUeSPjfE53q+JCqzo431pdzz55/OnnPHv9Da/x7Gwtx4jNK3jsi8foM72q4FFGSd6cemZIwP9+O6hlbrX0rUiMbZpUMrKYKhDoK3YYsGwwhmEYhmEYhrFoscm6YRiGYRiGYVQo8yqDyeYcxkbzhRh+fB+T3UOt2m1vYWhkRK3ir1cr9F2cq+HjMYY3Ahl/wvrebspL+vsY7mhpobSkixE+PLWTIfCf/ewBzz5+6HnP3nIFk+5HY7owhipepDIFxFTi+3iUK4eTjiHI3p49nt1YpVdCA2/+lQ959uZNzBSzpnONZ9fUqMT+Sq6g0+FYFphFigASyPGHAqEgXVf031yFL7WcpG+AYe1QlGH3iaRyAABTSYb3q+PMxuSUxEwX2GpqZkaXZJrnjSbYJ99z+3s9e9Va+t6u3cx0dOAoZS3xOLM1bb6CIf/XvpphzV27XvDsO7/5Nd89TIzTh2qXMRPG1Lj2Ld7PmYFuz35+P32xfVkdjMWJOEEwnX8mO8fwdk7JvpzweRzJMNQfm6TfSJJjAqbY5yKTajuAeIqFYCIZFuLK5RgCn3L0zdNDtHcdpt+8eJRt6s22eHbNpjd59roOSsnawrzu2vRRXmv8Sc9OjDCDx+Yg38/FHIuHAUAozJ9HhinHOXKC93MmyGxJwc03eXbAV0Tp7PPBxpzFRDgUxPLGvGw35Dq87ckk+0VH/eWe3VbP5+OjD2737M9++u89+w//8Pc8e9sN/iJz42M8b0AVmBShXVNHyUq0htdL9rDfj41wzNr/LH002NLp2c2bKEFe0845ZjTCcWrPCfp9z5AqQBnkeBSN0s7/jmNvWlVGS6V4/OQkx52BAc5J61SGmuYGyqVLYW/WDcMwDMMwDKNCmXGyLiIrReRBEXlRRPaIyEcL2xtF5H4ROVj4v2GmcxnGUsB8xjDKx/zGMMrDfGbpMBsZTAbAHznnnhGRGgA7ReR+AHcA+Klz7rMi8mcA/gzAn57rRMlkEnv35Yuz9PYzNJDL8DvD3kPHPTsaYXjjVa9i+KWmnqHtiSTDdQOnGWIAgL4+Fkc53UXZyd79tL97D+U4J88wHD4yyn0knPTsYycYUsxk2Y5YhCGNREJlpxDeZ6KK7blKFTJ65TU89oZt/lCRLlLT0MAV96GQ/p7F0K7o0KNFIReKOfMZASDIh9rSGfbDQ4f2eXYgQDdet3YdG5FlCD6XY6g9rFbe59y0Ig9hnVmF53VKXhMOM/R3sovZLp7awdD7Lbe+zrMvVfKtp59hVpof3vsjXinC9q3uVDK1M8yIkZlilo31a5lJZsOmy3z38PCjlLCNjjPU2tSqQo0qE8ikKmARU6HJ1OT814xb4syZ30AcAoWCJRGV0MXlKHcJDNGHQkPsu9kxZh3CGAv2hUH/c2F/5rH+ceUT/XzwvtRPWcupAR7TTVUmJnKcR7WrAl2v3bTZszta2HerM//J/Scpb6sKUK4SaaftwJD8hMp+dqbfX0Tw4Gn64J4e+sFIDQuiLX/lR3iN2k28hmMmGZjkcj6ZM5+JhIJY1ZQvKtRcTclJVmWuCykZWUPV9Z49NsT+tu8ZZvD63N/+i2d/8A9v913vl265xrO17Co5wWuEVQFMVb8S/aOcV3UNcJ64/QX6dGQdx50rGyjXrKpmP+9oYj+PxuiHu1/i/Zwa5v4u53+/rTPFZDP0J13YaXCE59JFolqXsYBTYC6ywTjnTjvnninYowD2AugA8BYAXy7s9mUAb53xaoaxBDCfMYzyMb8xjPIwn1k6lKVZF5FOAFcBeBJAq3Pu7GuvMwBaSxzzQRHZISI7hgaHiu1iGBctL9tn1BsLw1gqvFy/GRwYKLaLYVy0vFyfGR0ZKbaLUSHMOs4rItUAvgPgY865EZ1dxDnnRKRoBQTn3BcAfAEAlnesdPc/8DMAQDbAVbhpx2bsPcqHbHU1T7lxE8OX2ShDF2MqVD2Z1FkxgJEJfhd59Kn9nn3oMEPr6ZzK+BCk7YTty6mQeTbLsHosyqwv4ZAqkFTF0E3nOhYpuuFVDNdvUcWfNqzjyuvmRlVcAkA4pNqnP2EVEvJlerEIZMUwFz5z6aWXurOZhgSUtQwNs0DEgQPs22G1WL19OcNs4TD9pKqK8q0V7ZTNAEB1givldfMC6nt9fz/957EnKTmprqZf3viq13p2MMBGbdl8hWfHq9im7Q+z8Njhg5TC1TcyPPrifkoSHt3JTDKNjf6sLdVNlAwM9PNzmuziueob6d+64NppVQipPsLPz5g/5sJvtlx+hcsUQvbBnCqS1cssLgd2ftOzq0KUuPQqecjoGJ/NNVXsZ1Oj/onNSycpoRzLchwKVPN53ljPzBaXrGaY/JJWjh0r6xhyD6Ue9Gzp57gYD7B9uSx96Og45QpdI3xWnBjgYHFikGNT9yg/FwDIJljAZtUrfs2zN2z9Ve5UxcKBKVX8Lyf0cXf2UWFj0bwxFz6zYeOlrqku/+xMxVVRJCW/nEyz3wbr+Ly/6lpmyVOqKxw+wGf2P//jv/uunU5TvnLr62/x7P4hSqrOnOHzu7mdhfPcFNs3AT7Lq5Yxg9lQD30yO6IyA6bYb1MZ+kBtNce+bZs4b0uc4LHHuv1+n0mpH1RWtoDK1lZbx/PWqLlhVYLjcMg/dS3KrN6sSz6XzncAfM05993C5m4RaS/8vh1AT6njDWOpYT5jGOVjfmMY5WE+szSYTTYYAfBFAHudc59Tv7oHwNkVA7cDuHvum2cYiw/zGcMoH/MbwygP85mlw2xkMK8C8G4AL4jIc4VtHwfwWQDfFJH3AzgG4B0znWhqKokDhw4AAFyAK2+DURYXGpni94cz/WzeQD9DfPEahnjGGaHBY4+xeBEAPPLYc54diTI80rqSq+wPHz3s2YEow+Gt7WvZjuMnPbuxniGXLVs2enbHSsoJWtopD1uzvtOz129gIaM2vbpfhUMCKqQD+LNw6AwWEtAxRv2dy2KPFcCc+QzA5ApBFSu75prrPLuxkWG2AweZMaW6lrKrVauYYWUyyTDgunUMfQNAJEqfS6UYptRh1ccef8iz77rrO579q2++zbO11Oboccp0EGQIPwtKyt70pjdw/5fob9t//hj3V8Vt+gZUUYwJZm7KX4NmvEr7E58hOVWgJqeKsunCSZdezrCrMS/Mqd+czXSUVfIxJPg3bb/qw55dU8fxoWGKg0pGZUsKBTg+pEboQwDQPs6QezDGvl9dR7+b6D3l2aeP38fttfStnaqQHyIM0UdV+Hyo96hnn+k64dlaiiKJTrZ7JTMnVV3O9myo4XMDAGqamIkmVt3m2Rk9BGVUsRjlQ36NRVHFhXFhmDOfcc4hVdB1ZLKqYJjK/pVW2VDSyjfiShKzfivnRbF6SoWP7D/gu95//juL2Y2OU6J485ve6NkTabajf5S+ISvY94LKN159NcfFzCglND3HODcMtNIHkjn6fU4leNJq5CvWUP5WFfdPmQ93URYzoqQ5NXU8RoLcHo/QR8PCc4UCyslKMONk3Tn3CErPAG8psd0wlizmM4ZRPuY3hlEe5jNLB6tgahiGYRiGYRgVyrxW/QiHw1jeng+vnepRieaF4cWJJEN/h48xDP/ivn7PHppgWObZ3SxSdOAQMzkAwJp1LKT00jEev3cXpQLJLI+JhJn9oa6R9pbNDK28+gZmcVm1mon2G5cxbNjc1uLZnWs7Pbu+QUl/VEje5dSfYVrSfQnp5ca6iIX+Mq2XEodL7GMsThxECqFnHY52lHds3Ei5y+luZlK58xv/5dnrN7DfrlzBMKBM+7r+/AtPefax4yx4dPll9KXTp3mNUVWcoq2VEoOcY18dGKKs5alnt3v2zmdZiGb9OhZYeeuvvcezf+udGzz723d9leccUIUmstpHgFGVpcL5syLwGFXAojpOGd7G1fycrrycRTW+ikdgLCKcQy5VyAbjKGuJxSlRicYpA0mn2TciEe4TVJKOtIqTBxoY3geAJjVeBFWmMwlS7hiKq+xh7fTBSJxZYmKODhkJsF83xvhcdynKetJp3lskzutmApQGnBzh+DKUpj/oAi0AgBTvL5vitUWH6JX8MlCi+FHOhp1FSS6Xw0RBjhJRco2IypaVc+xXuSylK1V1fIYuUwV+YioTioRUqjIA+3dRpvwf/85n+9g4+/fb3/52z06rTDQDQ7xenSpkNxWnv6VGaPdP0k8C/ZxX5sZVpj+n2qpqA0arOL9a0UFfBQAX5LUPvMQsNsOTvEZQ+W5aPU8CQSUXm8VM3N6sG4ZhGIZhGEaFYpN1wzAMwzAMw6hQ5lUGk4gnsO2KKwEAjz/KTEIuwPBbWEXcJpMMVe88xLD33Q++4Nm1dZTNLF/JbCsA8MTTXAHc28PsETWMjiCU5ArjyWFeo34FwyzX38Bw+KqVDHe2tbNAxIoVlMR0rGAhjYQK0fjXyDNWKCps9Atfn0T/iUplzpcStrH4ES8dTCBQXOIUAMOLsSj758NP7PDsIycpaXnLr3C1/f6DO31XO3TwqGevXUNpipYJDPQzi8tNr73Vs6+//pWeHY8zjtjUxNBhQwNDjf29fZ79wvPPenY2x35++3s+5Nm/c8cfeva3vnWnZ3ed4b0BwMgInycpVaAmPcXwar0K87Y1Up5WU0MJRCLOTAHG4iKTC2BgMv/sjQv/7rkQx5QMGFbPZJXcJcNnbk7pxHLqAR5w/uesA/u7fmRHw0oqEKVMpb6a/W9ySvVXJdWCsofH2e50iheYynKcSo2zrSMTPGdfUslmnBpDMv4MFOGQki9EVBYclc0iGOTxSumGXGTmbBZGZSMinuQlqMcX1SX19hqV8SunJi7jKcqrRI0byzo4LwKAjepcpw4d8uzv3cm54dgQq96/9e1v8+yGOo5zZ/oocUYz5WW6QFI4Sx+YmKAk5swQs7mEYqrPx9nPq5TjZ3JsDwBUK2nP5Wt4f3uPMvNT1zCzlVXVcvwLRfjMCM9VUSTDMAzDMAzDMOYfm6wbhmEYhmEYRoVik3XDMAzDMAzDqFDmVbMei0WxcWM+FVuNynw1MUVdX41Kb9W2glVBj3azGlUyS+2fG6M+as8DP/ddL6u0fU0q1VZtLY+pamG6uUyK313Wr2X6xY6VLGfV1kGd+iUbWBmupYX7h0K8rpYgipTQlp9TZm7fp5Y6cnatgq/7aG0r+8jqVawed+mmqzz7ZNc+z35+F9dyLG+jxg/wVyFtXkYN3sEDTNd44sRpz37/+9/n2TXV1OOlVBo4p3TjnR1s07t+8/c9+1t3fcmzn91NHf3n//Gznv2m17EI3y233OzZ9/zgu757OH7imGenVfHKnNJPJiJ8HgwNUIc4OspnQ3N9J4zFScYJelN5h0modLbBjKrAmKPOWmvWMzmtUw+o7arqLfwabVXwESGlc6+Ose8n1IIsUdrvCaUdT6qKjeksHX5KVdkdTdK3xlXW0inVBiUbRlo1zumHyDTdfSLOz2lZNcewqjD3y6m2ZpQ/SZxtEu+zsUqmi4lgIICaqvxzcWxMpTfMqjWFqop2KMJ5WChEO6CmlQFwHaC0+ucyVQmuN6xX+vf9u3Z59t333OvZPT1cX/ih32f14fYWVow/cobpE6dUDlHt9+EYFy2uXLHcs6OqDTGVzrc2wf0D4vf70VHq0XtPHvXs4y9yvJ1UFY1ra1Vl05xO3z2zr9hM0DAMwzAMwzAqFJusG4ZhGIZhGEaFMq8ymEgkjBUr8zKS61/JcPhPH2TatmUNTMkzPkzpi1MVBycnmXLrxHGmyImE/GG9pkaG5YPCdD2bN7Eq4oF9rNi49cprPPuyyygn6FjO0MWG9es9u7mZqYH80hdVpSpg34eMuUKFnVU4W4cpl7dSpvWB9zLt4U5VOXRskD6zacMrfFfoaKO069BhVgd+cPsDnl1fz7Depku3eHY6rUOEwaJ2VoX2V69kash3/dYHPTvw7S959kOPsN1dJz/v2R/9yP/w7Esv5XkAYOcOhlGzE9TBtLZQzhZWMpi+bsp61nQypNqonkXG4iKbA0aS+WfvWLb481hnLsyqkHlOyUMydC2k1AGTX4bZCwAAIABJREFUOX84PK3200/8SEDbbIdTMppUhtdLK8lYVl0j65Ps8KTanzIqkp7zyeT8lSPVL3w/JZPU1EwEeUMR9axR2R2RyarPQEtqTP2yKBERhIP5eUw0XKKCqerDetyJB7l/dSMlwdURSl16aymtAYCxMaYAdinOz9pVZfjhg5zrPXDfg549McIq1e/70Ps9e9NKjn9dPWr+GGAK7WVNnLfVJih30eW8RyeY0nH3rqc9+8XnWXUVAJ7Zyd/tfo7jTjLA+970qls8O6byhteqVOMZVZW4FDaTNAzDMAzDMIwKxSbrhmEYhmEYhlGhzKsMJhgMoq4+H3Z45asog5lSscYdDz7p2WOTDK2N5RhWGJtguC4S1hlfKFcBgJoqhmZGlaTmqSeZNSYRZyjvko2dnr1mLVcJX7qZYZnGRlZjDPoqShKd9UVLYvzZYAxjbhAVdw6q7BWdKyjZCoBhtud2UNIyoSRlAHDgAKUvu3c/p7ZzdfuNN77as7M5+uL4OFf+h0KszhZVldoCygUyaf7Q0sTMT7/xNoY10yq2//ij2z37rru/49mXX+aX8sRivJ5LMdTa2c7sNqfPdHt2OExZT1MjQ6RTKZVqw1hU5JxgvJANTCtWAvoZrEpw5lSWB6d8SFdmzKgwucv533PlcsXlNakcr5FVfppV44JWk2gJjj9zixpHnMoqU2JIES1DKzns+H+h7zWldD1TSvsikeIVtUV9NjbKLVYECOT/pqEwn6G6hGkqk1J2Ru3C8aW2ilKPOpX2LxLzTzeDbXzWLlMVrwf7WW1+7fq1nn08zRRHj2x/lPsPU7LyoQ9/wLNveOW1nj2lMq8MKQnNqWP7Pfvxxx/37Bf27OF1Xzqs9j/pu4dUkp9BLMo5qq5ivOuRRzy79xQlqK+9hfKYy7duxkzYm3XDMAzDMAzDqFBssm4YhmEYhmEYFcq8ymAALri97IpLvG1Btdo4PMVVwY8+xtW1g4MsXJJVIbqmJmZsqE74b2dkmFkeznQxlBGJ8Bp3vPc3PHvrVQxFbNxICUF1DeU0AWFbXYlV7yZ3MeaTEqW2kEvzu3giQqlHKsn+/+yzj/nO1bacK9SPHqckJqkKl8VUOPPISy+q7Vxx37SMWVVCDZSOSZBtCgpDn7ksfay9lZmY3n7bHZ7d10Ppyr59ez17KqkqwADI5tjWNR2qWJmSGHT38HmydhXlMWElbUtOkwgZi4ccgNTZDC/KKaJK7qK6oi+BiZafaFlKQJ9IZX8B/NlgdH2TgJKKOCVfcVqbo7JqSIkxRWd3yamBp9QYdD5v4Zw6KqvuW2fK8WXN8UmBlG3j36LEOedJktNKmyWqs+vtyZSqwqX+5pLh+FKt5C3NNX6ZciJG2ciyapWtpZ7SmaefYLaVkMqYonONPfPsC579qU/9rWe/733v9OymZmYG/PGP7uP5d7AAX3c3xxfd/6MJjp3VDRxPAGDFSkqkr9h6tWcnVVHAH//oJ559cu9uz/72GUpquk7fiJmwN+uGYRiGYRiGUaHYZN0wDMMwDMMwKpR5lcEIFxsjplaVR1TliJY2hiuqahiK6Igxef3ICMPcVXGGGxrr/bezrJ4SmRXtLPZy7bVXePavvvWNnr1hPYslRaK6kIQrYpncxagMnDAomFPL0EOqAExzIwsCRVSmlj27H/KdSwI81+Bgn2cnqukP41P9nv3igSc8u62FIcG6eoY8dQEnUY8cXaAmoLJJaJnb2g767W/exiwx//rFf/Dso8cO+e6hKshrdLQy48Bzh7gSP6mkB61KSheNMpNBx0o+D4xFhqNERGdLyio5SUC9qxJX4r2VKqiUVXba+Z/9elwIiA7SaxkN+1xOHaH7vn+s0X6jZTA5ZasrqSYJ/EWbiuGma2h0cSZ1vTF14rQ6JKSyc6Qd7Vxg5msblUfOOSSnzmZ7UX0vqzsZ+2pVFedkU1OUqEyOUwaTzbJfTKaZmQsAmqTBsxtVsaCmekqk6+q53VeQCyqTU5T+dvilY579mb/+O+4DZrHp6xnw7GhCyW9aKHGpV1n/1q5je1Z2rvTdQ8cqFmFKVPPzCKqiUpkoP78dj7EA6IkzzHrz4H3MUFiKGd+si0hMRJ4SkV0iskdE/rKwfY2IPCkih0TkGyJSqkyaYSw5zG8MozzMZwyjPMxnlg6zkcFMAbjZOXclgK0A3igi1wP4awB/55xbD2AQwPvPcQ7DWGqY3xhGeZjPGEZ5mM8sEWaUwbh8rGys8GO48M8BuBnAbxW2fxnAJwD86znPBYb/dOGS1maGHzrXM5R+9chlnv3II8+w0TkmwW9rZOhh81ZmsgCAtWsZsli5nNkp1qzh9pZ2XjuspDk+iYsOkYrJ/I2ZmUu/mfFaqq/mVP8Mq2IW42OUjgWDzHiyfj2zHgFAWoW2R0fHPLu+ieHIdG5S7cNrrF7JcyXiXNEfCPCljoguJKbD/JQIBJVUQVTGiauvvM6zX/+6N3j2E0/8zHcPjRFmGRhQWaS6h1kMo7aO7WttYjg2XkW7ra0Txvwxpz6THod05TNJ9PQyK5iIznIBZRcvZFdKcpLz5aMAXE6PF7pYEO2sKKmIY3/3ZYkpkd7Ft7VUCphZcK7zBNTPShGDSSVrCQT5i0gw6tnhDkrGxJbCzRtzOj9zzsv2klZSxEhUyRW1dDGopczsFwMDlJkMKMlydFq2vkk1Jo3GBj27SUk2wzGOF1tvuMaz9x1hdr8VSpoSDPHZf+gQC/k50PdWrmEBvlVrWHRp/SZmIVvdye2NzZw7uoy/UN7pky95dtcJZnepV9LKV163zbObllE288yzLLx0aC+LM1F86mdWXiUiQRF5DkAPgPsBHAYw5JxXAu4kgI4Sx35QRHaIyI6+3t5iuxjGRcn5+o32maGhoem/NoyLlrkaa8ZHh4vtYhgXHXPlMyPD5jOVzKwm6865rHNuK4AVAK4FcOkMh+hjv+Cc2+ac29bU3DzzAYZxkXC+fqN9pr6+fuYDDOMiYa7GmqppOZ0N42Jlrnymts58ppIpKxuMc25IRB4EcAOAehEJFb69rQBw6txHF85R+D8cZgitraXNs6NhhlNqGhl6r61lR5pSbxubljHc0LRyue9al2xQ4Y6VKzxbh+idCuvosKAO9+hiEXC+JfeGMSNz4TfnPL8KbosKqQdVmPLYMYbr+vq4Cn2l8gsAOPxSl2enUgz5RSOUslQlKD1bt4bh7+XtnZ4di2oZTAl52SzQ96ZzTNz06td4dsj5ixftff55zz545Khnp1L04xVred9Nyyh9aV3BZ0ZbG59Lxvzycn2mriqMN23L//0GBxlKF11cSGdemUW/1H33F4sXaRmMktTo7eKK7TJNm4ISv1DXLtHU0uqYUr+Q0j+pk4nvZpWMKEyJz1olLQ140wobIOeTl+sz+WwwebnIVEpl+lEFvyIR+lIgyDEhnc6ofTi3C6gULsGQvz9MTvKY1ASlzWklfTw9yLEKQfa3qmXM1nLgwA7PXt1BKXTbCr4cXq6K47W3M8jQoM4TirLdw0oyuf8A5TTH1HgCAAdfpJRlVScl3Fu3cYycnKDc56qrKO1uaaUk5ufqcz303P0oxmyywTSLSH3BjgN4HYC9AB4E8LbCbrcDuHumcxnGUsH8xjDKw3zGMMrDfGbpMJs36+0Aviz5lTIBAN90zv1ARF4EcKeIfBLAswC+eAHbaRiLDfMbwygP8xnDKA/zmSWClFp9fkEuJtILYBylF7xerDShcu55tXPOFg8sEgo+cwyV1Yfmi0q6Z/ObRYSNNRWB+cwiwsaairnnon4zr5N1ABCRHc65bTPvefGwFO/ZmFuWYh9aivdszB1Lsf8sxXs25pal2IcWwz1bQlTDMAzDMAzDqFBssm4YhmEYhmEYFcpCTNa/sADXXGiW4j0bc8tS7ENL8Z6NuWMp9p+leM/G3LIU+1DF3/O8a9YNwzAMwzAMw5gdJoMxDMMwDMMwjArFJuuGYRiGYRiGUaHM62RdRN4oIvtF5JCI/Nl8Xnu+EJGVIvKgiLwoIntE5KOF7Y0icr+IHCz83zDTuQzDfMZ8xigf8xvzG6M8zGcq22fmTbNeqLB1APlyuCcBPA3gnc65F+elAfOEiLQDaHfOPSMiNQB2AngrgDsADDjnPltwhAbn3J8uYFONCsd8xnzGKB/zG/MbozzMZyrfZ+bzzfq1AA45544451IA7gTwlnm8/rzgnDvtnHumYI8C2AugA/l7/XJhty8j30EM41yYz5jPGOVjfmN+Y5SH+UyF+8x8TtY7AJxQP58sbLtoEZFOAFcBeBJAq3PudOFXZwC0LlCzjMWD+Yz5jFE+5jfmN0Z5mM9UuM/YAtMLhIhUA/gOgI8550b071xee2Q5Mw1DYT5jGOVjfmMY5bEYfWY+J+unAKxUP68obLvoEJEw8h3ha8657xY2dxf0Umd1Uz0L1T5j0WA+Yz5jlI/5jfmNUR7mMxXuM/M5WX8awAYRWSMiEQC/CeCeebz+vCAiAuCLAPY65z6nfnUPgNsL9u0A7p7vthmLDvMZ8xmjfMxvzG+M8jCfqXCfmdcKpiLyywA+DyAI4D+cc5+at4vPEyJyI4CHAbwAIFfY/HHkdVHfBLAKwDEA73DODSxII41Fg/mM+YxRPuY35jdGeZjPVLbPzOtk3TAMwzAMwzCM2WMLTA3DMAzDMAyjQrHJumEYhmEYhmFUKDZZNwzDMAzDMIwKxSbrhmEYhmEYhlGh2GTdMAzDMAzDMCoUm6wbhmEYhmEYRoVik3XDMAzDMAzDqFBssm4YhmEYhmEYFYpN1g3DMAzDMAyjQrHJumEYhmEYhmFUKDZZNwzDMAzDMIwKxSbrhmEYhmEYhlGhXNSTdRHZLiK/M9fHisgdIvLIy2udYcw/F8onZnHsHhG56XyOLRx/VERuPd/jDWM+uZB+JiKfFJE+ETlz/i00jMpiIcYmEXEisr7E735bRO47n/ZcCBbNZN0Ga8Pws5h8wjm3xTm3faHbYRjlUkl+JiKrAPwRgM3OubaFbo9hFKOSfOZ8cc59zTn3+oVux1kWzWT9YkVEQgvdBsNYSMwHDGPWrALQ75zrKfZL8yXDuDhZ1JN1EWkQkR+ISK+IDBbsFdN2WyciT4nIiIjcLSKN6vjrReQxERkSkV3lhulF5P8UrvuSiLxJbV8uIveIyICIHBKRD6jffUJEvi0iXxWREQB3iMi1IrKj0MZuEfncXLXRWFoslE+IyDoR+ZmI9BdC9F8TkXr1e+9NSwkfOLvtGyIyKiLPiMiVJa51rYg8XmjjaRH5JxGJqN87Efk9ETlY2OefRUTU798nInsLn89PRGT1rD5cwyiwEH5W8J/7ASwXkTER+ZKIdBb6+/tF5DiAnxX2/TXJS8+GJC8R2KTOc7WIPFvws28VfO6Tc/LBGEYJFnBsWi8iPxeR4cLY9I1pu9xabKyQaXLngp99RESOFM7ztyIyb3PoRT1ZR779/wlgNfJvHCYB/NO0fd4D4H0A2gFkAPwDAIhIB4AfAvgkgEYAfwzgOyLSPP0iIrKq8IdcpTZfB2A/gCYAfwPgi2pCcCeAkwCWA3gbgE+LyM3q2LcA+DaAegBfA/D3AP7eOVcLYB2Ab5bbRsMosFA+IQA+g3yf3wRgJYBPnKOd033g7LZvFa79XwDuEpFwkWOzAP478r53A4BbAHx42j5vBnANgCsAvAPAGwrtfguAjwO4DUAzgIcBfP0c7TSMYsy7nznnHgDwJgBdzrlq59wdatfXIu93bxCRS5Dv0x9Dvo/fC+D7IhIpfKn9HoAvFa79dQC//vI+CsOYFQs1Nv0VgPsANABYAeAfpx1SdKwowa8D2AbgauTHq/fNdNNzhnNuUfwDcBTArTPssxXAoPp5O4DPqp83A0gBCAL4UwBfmXb8TwDcro79nRLXuQPAIfVzAoAD0Ib8JCULoEb9/jMAvlSwPwHgoWnnewjAXwJomrb9nG20f0v7XyX5RJHrvhXAs8XaWsIHPgHgCfVzAMBpAK+e6V6Rn5R8T/3sANyofv4mgD8r2D8C8P5p15kAsHqh/572rzL/VZKfAbgJwEn1c2ehv69V2/4cwDfVzwEApwrHvqZgi/r9IwA+udCfs/27eP5VmM/8fwC+AGBFkd+da6y4A8Aj0/Z9o/r5wwB+Ol+f6aJ+sy4iCRH5NxE5VginPwSgXkSCarcTyj4GIIz8G7nVAN5e+AY2JCJDAG5E/hvdbPBW4jvnJgpmNfJvFgecc6PTrttRok0A8H4AlwDYJyJPi8ibC9tfbhuNJcZC+YSItIrInSJyqnDdrxbOWYrpPuDb5pzLgdGp6de6pBBCPVO41qeLXEtnyphA3jeB/D3+vbq/AeSjAh0wjFmywGNPMfS1lheuB8DzpRPI9/HlAE65wmyjyLGGcUFYQJ/5n8g/458qSMOmvw0vNVYUY3r7fmF8ulAs9sUofwRgI4DrnHNnRGQrgGeR/8OcZaWyVwFIA+hD/kP/inPuA5hbugA0ikiNmrCvQv5txln0gxLOuYMA3lnQP90G4NsisuwCttG4eFkon/g08v36cufcgIi8Fb8Y4tS4Itu8dhV8YQXy/jSdf0X+nt7pnBsVkY8hLzebDScAfMo597UZ9zSM0lTa2KP9qQvA/8/em4fJdVZ3/t9TW++rWmq1WrslS17wKttsBgdjlgAhQ4AkDImZQEiYYULyZEiYzC8PZIYkZCaTZCYkMCzBDoEYs9o4BmPAYION8W5rsSRL1q6W1Oq9u7q2+/7+qOr3fG+prrpLanVXd5/P8+jRqVvvvfe91e+571t1vvecl0y9KMkz16A4BzkAvSIitGBfA2DfLPbFMCoxLz7jnOsD8NsAICKvBPB9EXnQOffCOVzDGgA7qH+V5qcLwkL7ZT0pIvVT/1DUIKUBDJUeRPhohX3eLSKXikgjgP8O4GvOuQKKv/y9RUReLyLx0jFvkjMfeKgK59xhAA8D+MvSMa9A8Zfzf4naR0TeLSLLS7+ADJU2Bxeqj8aiolZ8ogXAGIDhkr7ww+dwLdeKyNukmNHi9wFkAPws4lwjAMZEZCuAD1Rxjk8D+K8ichkAiEibiLzjHPpqLC1qxc9mwp0A3iQiN0vxmY8/RNGXHgbwCIoyzQ+KSEKKz3BcP0vnNQymJnxGRN5B7QZR/MIanOM1fViKD8quAfAhAOUPq14wFtpi/V4U/9hT/9oBNKD4zetnAL5bYZ8vovgwTR+AegC/B/hF9dTDZqdQ/Ob2YVT4TKT4wMKYhB8wPRu/jqKW8BiKD/N81BUfDoriDQB2iMgYig+b/ppzLl1NH40lS634xJ+h+NDNMIoPAn3jHK7lLgC/iuIN9TcAvM05l6vQ7r8AeBeAUQCfRRU3TOfcNwH8FYA7SqHY7Sg+tGcYZ6NW/GxanHO7AbwbxQfp+gG8BcBbnHNZ51wWxejte1H8YejdAO5BcTFvGLNJrfjMdQAeLa2v7gbwIefc/nO8prsAPAHgaRTnuc+f43GqRsLSNcMwjLlHRD4GYJNz7t3z3RfDWEqIyKMAPu2c+8J898UwahURcQA2n6N85ryxX2gNwzAMY4kgIq8WkZUlGcytKKasq/Qrp2EYNcJCf8DUMAzDMIyZswVFXXsTgP0A3u6cOz6/XTIM42yclwxGRN6AosY6DuBzzrlPzFbHDGOxYn5jGNVhPmMY1WN+s3g458V6KTfmHgC3oJgP+TEUU6ntnL3uGcbiwvzGMKrDfMYwqsf8ZnFxPjKY61Gs4rkfAETkDhSf1o0cCF1dy9y69aUMOk5TaxbTwBYpFPTLQyajD6g3NDR4eyI94e2hwdPezuXCiSP4uImEVi1vbNKc981kJ5OpqK4vGg4cOID+/n6ZvqVxgajKbxoaU661rfGM7RJKTesqmoj4K0vIDjcqKwAQcYCo4aPbi1lIz06MjuPozOGz8jH1nYCOX34NoSuUyvtLqEnlNjHRR3pO9A32O+fOKG1tzAnnMNd0ufXr189N7wDkcllvj44M6faszmHNLa3ebmpWO9JRa4YZ3FQqYHPNvFOV33S0tbre7hUAZvYXdxH2fOJm0JPQ9fBE4CrPR2fZG3zlcrZmfjOve+kodLqde16oONecz2K9F+FqTkcA3HBG50TeD+D9ALB27Wo88uj3Sr3TUydpIT06MuntfXs1u86ll/saD3hm+xPe/uY3NX35yePh/PTxuC6+u1ZogcKrrn2pt298+au83d2lxagkphO1RC5OFg5Ti6frrrOUuvPMtH7DPtPS2oB3vefG4hvk0ImE+k+Qz+u+AS02Y1QYjoZwjF4kuQ2AIAgq2ryIjSfUrxwveum4/MVZQgt3PU5dXZ2383QNBTpmENfrzGQmydbFUSxe9py86D78JT1H50jE49RG2+ep39y/v/mLr/qKkMaccw5zzVo8/vjjc9M7AMePHvL2A9+/29t9RzRxxCtf9TpvX//K1+rOwtMwj+WoL7zVzkfnMn8FETbfL85+3G3btp3DeY1ZpKq5pmfFctz5D/8LQPkPG5X/znmaj3IRP+zwOqpcxRG1aA79DDWT49L4zAf5Ss0jf5zh4qmO1qRBEHHeMz4Lmhd5jo1wjTj1O05zUKFQ8PYVr3lLxbnmgj9g6pz7DIDPAMC1265yU58az9/8sRRoQv3k3/29t6+55lJv73n6h95+8TlduPf2dIfOPZbWyf2hRx/y9v3fvcvbP3rZTd7+0/+mcq6elbpw50XLQl24W4rOhQP7THdPm5ta7IZ+7RB9VcjrAjMgp+dFKP/5uU1ewgtd3ocjW/xLNlJpPS4vrMlPeLGepAk+FdPFc5zubnyzUguIJ3TfurpkRTsohBc1+YweoZ5uiI5ulHydPDvkyb+jbrhGbcJ+s23bNkfbfZuo+3fo/shRG/Kz4eEBb+/bvye0/22f/6y3d+140ttN9Xq+iUkdl5dedZ22aVnmbfahGJ3bRUbSKm8PRbZc5aRvEgvPCUFA/l7QeTiZ1C+toc8yVnnhvlDnyKUI+8xlWza5qXtkyB8iFtJsR6UVjNE9NwgKofd4QRz6lZkbRfz6HDoWnTyW5DmPIrERa7hQdDfSrWa2dgrNQpFB6VjFNvkZnOJ8UjceRbg07OrSNsMwojG/MYzqMJ8xjOoxv1lEnM9i/TEAm0Vkg4ikAPwaitWhDMOIxvzGMKrDfMYwqsf8ZhFxzjIY51xeRD4I4D4UhWz/5JzbcbZ9BIL4VBg8FH7Q7wwdnSu8fdllKn35wt//nbe39Gj4rUk0RBfLhS/n4rUqZVndow+l7jusDwA9/uB93v5kh577Qx/8I28vX175ubKFFO5bQF1d1FTrNy5wyGSKspPQg5QUBmQ5idD372Syst6bH4YrlIXfJMsPZbOGT8Pikxl6kJsi4SxhY314c4IekA3p6DmkrpuTJF0JaQ2pn6zHd2VSnliOdISusga/MaUPrHP4Mie5iu2N+eNc5powEdKX0DlIfhJTe/szKrP8zvdUPnl67GToWPsP7fV2ql6TFvSs1R82Dx3p8/adX/26t19x0y3e3rLxoiquoPyN0EgmO0m2XnU6fRrMQw9+z9t9x/u9/ZLLVLJz9dUqeXas6zXNWM1R9VzjgExJUhglHePtLBVxscpthOap8vtplAwm6snLSP06eL7QuaBA8kiWWbLTsNSMJW9RmvWzMgO5TIz6wfN5oUwiVInz0qw75+4FcO/5HMMwlhrmN4ZRHeYzhlE95jeLh/ORwRiGYRiGYRiGcQG54Nlgool6rphCGtBw/aom/V7R2lDv7YZlGs7uPz0eOsOhx055+9Uvv9jbHRc1ebv+RQ1N3vsNTQO5bu16b//2b31A+1SW6s4wLiwOUpKgxGP0pHtBw9wcQCtwNgl6xLxQ4LC47nH2yB2FC+lrfYrSKWbpuJx+kX8FYJVKPMG+TiFBznxB0dIYpdNKRGRq4QwAABAnbQ+fjTPUcP5rRzIiTv1l0rHFQuU0D4EjKRkNqN3PP+vtf/3y572dy+uYycdYWgIkncoxu5Z3ajvKSNZ/XOeab9/5JW8PD6nkpPmd7/B2fUqPyf0bG1MZ5+CgynEGhnS+S6Y0vWp9veZ0P0opJvtPhzPEvfCCXvfAKb3Wg/s0+9/mi1Sa2tyu1xnMIOOOUds4ALmS/COcDKayPMSxhIQztYSkhzPLxh7KPx7Kd17ewwr7cp8i0gwGoYxIlaU1nB3JzUB+U04QcdxQpqSoz+ACZ4MxDMMwDMMwDOMCYot1wzAMwzAMw6hR5lwGMxUuiS5nq+8cOXrE2wMTGpZrmlDpy6ruNj2OaOgPAJ7fd9zbO3fqsa69Sp+4f8XVGtYbflCf/P/GHbd5+6U3vNLbV7zkKu1pRPny2i8fbSwUBECqVKEzRqHwcBEhF96hBIftcyybIblKsrwoUlJ9KJOdRCWScQ3PB05lYVmS3TQ3t3i7kcL5uaxK2/j47DEcOW2oV8lanIs8sS6nXJpGn1OeMgJkqXhUYWJMm9dR1hs+jGW4WBSEiqmQ9EXojcce16J5933/Hm8fOaIZU+KUVSUzqVIUAEgFOgYbGrXdWJ7GeLOeO+Z0+/ZnfuLtIZKmsCSrqUHH6OkTOq+d6lc757RYWapB58WWtpXafmjQ242tYb/p7tAsNqOjKqnZN67HfWr7D7x946ve5m3HZYet/t6CxDlXMRtMNFRoiKUoYNnMzDJqcfGkaglCGWq48nzl6qmhLEahyt6Fyu1nKIPhzGqR8p3pk75EYr+sG4ZhGIZhGEaNYot1wzAMwzAMw6hR5lwGM/XtgCMR/FQxf3/IxzR8/uTBYW8HFG/IjGo4cSgdDtun05yAXmls0tB6S5s+0X5Jb4+3H9n1grfv+tZXtc0ll3s7Hgrd0BO/Fj03ZgkRza4QBBymoyfuSerBnhSn4kKFHGU54TaJcCicpR+hgkRkJ0VvG3V1mpmpnmRoDfUqVWOVSo6kL5zhgrNK72i6AAAgAElEQVQGxCKKcHCaGC54EZQXlIizXIakakmSETkq4MTFM2YpZGnUEJz1Ja737OeeVNnjF2//rLcTddpmbFglIEcO7PH2yh7NsAIA2UmVVdVPqAymtVclKOk4+Wla5WB1jSoZO3RU5ScZktC0NasTDRzXDDAdHR3elpT6YqxeC5HVN+t8t6FbC/+1dup5AWDkNGWl6dBzpxL6edzzQ50L05Sp6eXX3qT7NumcaiwcAueQLRTvi1FFgfjezNlTBJWLz0VlRSl/FZxFGD0dXFQzYCEjZ4aJ0mbxXIPK885MZTB5lttFXQMfd0ZHVeyXdcMwDMMwDMOoUWyxbhiGYRiGYRg1ytwXRZr67T8y0qHBgW3XXe/tr3RoEYm+Ac1ycXpE7bGMhrYBIMlyGbIdyWtOnhjwdgc9Db+6Sds8/cC/eXvHL73Z21dd+VJvc9io6qIQMwyzmL5m6VFwDuO5Ykg6TgXDuEBQQ0rD2V0dq7w9NKyZH3JpLcjioFlREnGVqxTR8LyI+lMioRKXkASloG14GI+OqSwgkdA34qHaFHoNcX6KP15PtvavAC7sxDHH8G8OQWHC23mSu3CIlPfIpbnAlB63saEZxsKnkB/19mM/e9Db3/2373h7fETngYDi2eODR73dvVy3T4xrFhYAaGxQ2Ulzg45ZyeoU296kvol6HYv1KW2fy6vfNLUv1zb1eu5kSqUvjVQgMC8qFS3QWI9ThqfxET1++byTnVQ/qGtU6czkuN4T0gN6T/nWt/7Z24df2O3tt775XcX+5HQ/o/ZxAHKlLGORGVNY+strKtA8ELEWOuvyhbIJSYQkJmpdFSVZmVm2Ps5cU3FzKLvN2dZqQUhSUxmWr4YPNf3azn5ZNwzDMAzDMIwaxRbrhmEYhmEYhlGjzL0MpsKv/UIbC4GGzn7lV7Towt7nt3v703/9f70dZDSskHHhgzdSmGF4SJ/qHxvVUGAmo+dLNehT/B1tGtY8NaAhz/vu+Cdv93Sv9nb3yjXeDoeQOBRT+btRcJb4UNS3KQ6nhMNDJpVZbEzlsuDwIA+xVIOGrLdec623Xziw39sHt6sMJqDwdKxMOpZIqtTGOZWC5fMcptRweRCVlYa3i/pVKqlhe0dh1HjovHQ/yKrfxhMsg+EiLEkwOcoOk6HCMoHjkKp6Voz6B8rAkTDZ2YIlCApIjxdlId+9506//YHv3eVtLrLVVKfj7/DxY3qggvpKI0kjY1ToCwDaO1SKVl+vspNjxzW7S7JZx36SCnFl0yrlTNbruExnVb4zNK7SrvY2lcGMUHalhkY9b1yoWFlW/aGRioxlx/W8ACD5EW/nRlXukkK7txNx8om49u97993h7c7WYvuxMZXlGAsA51Ao3TtDEpJQlhTeISrrixK6g55FQiIRWWOE108R+0Znbpm+3+F5JCIjzdkyw0Ts7iI6GynTMRmMYRiGYRiGYSxcbLFuGIZhGIZhGDVKbWSD4VACxfcbG7TwxC23vM7bX/r057w9OKihtute9rLQqYb6NQR5YuCwt48e0zBnDByi1+8u8biGFFtTGn7f/aP7vP3tTi148a7/+GHtd5P2u0ChjokhLTpx+sheb586/KK3c+nwE/RtK3u9ve7yq73d3NrlbZYfxOKVn3Q2FiYCQSJeHKNSqBw2G+vTcXX0mV3eLjgdtzKpY4SlLhMUageAemgGlGSykd7hc2v4vJDV8ZpIJKmNniOWYMmA3nICktOw/I3HczJUOEnbuEC3xySc0SYOPV9KVHrQ1L7M2y2dmmnD5VRqc+KYFkPLBSy7MRYS6YlxPP3kowCAb31VZTDt9To2xkd17OcCHQMIuGBRm7cLJJfq7AqPuVSDjsehUZ2TEpTZKD2h8stYncpRJjK6fXmHnk9yVOwlpvPRWEb9r4my0AQ0XmOUISmbo3EcUdAMAJJx9fH6dpLsSLe3Tw2otC5Wp59ffb2e4/nnnwIATE6qdMeofRwiZDCc0SUkv+X1BUtLmLPJO3jhN5N9orLBsM0Hmsn6JzJvS8UTuPL2M9g9vL3aHRT7Zd0wDMMwDMMwahRbrBuGYRiGYRhGjWKLdcMwDMMwDMOoUWoidWPobamsuV6+XHVzq3pUb5rLq1bqfb/z/tCx9jyv+t0v/c3/9PaxA6pZb6JUVsuXa0qs+jrVNk5OqJ5xZFj1hT+9W9NVBeOqU9xy2RXav7Ehbx/Z/ay3j7+o2th8TtPLtVIaPgA4PaS6v45Nl3j7zb/1u97eTJVUw1jquYWOiCCVKupH8/Q8Ayvclsd1zPRkVWuarVP9+ZGMbp8kTW6uTlO/AUCmQM9tpFSjG1cJOhKUFi4I9BaSSFAjvoa86lldVvW2ElPfZX19np5biaeominp/fJUZZJ1uwDQ1dzj7bFB9d3coPZv3abN3l67Se8t933vtLdPnDpY8XqM2qdQKGCkpEkfHdYxcOqgpjBtaNbxnYPe15d16vjJBqohH05TWs9M+HeudKD36eY23aezXdMeTlKW1MZWTfXY2qptkinyIR7jCb2XD9Cc0H9a+72qS4/J1UiT5Mcxml/zOU3pCABZSuN6+tRJb48PUMXjlKZ37Fmn/rtsmT6ndfDQEQBAJmsVTBcUzqFQyE2ZnliMUylWTqsIqaxZF1Tet3gSfkHjnvIehpIpcj7EUMrEULnRim3O5/G96NSQ53Qwb4Y/jVlI3Sgi/yQiJ0VkO23rFJH7RWRv6f+Osx3DMJYa5jeGUR3mM4ZRPeY3S4OZyGBuA/CGsm0fAfAD59xmAD8ovTYMQ7kN5jeGUQ23wXzGMKrlNpjfLHqmlcE45x4UkfVlm98K4KaSfTuAHwH44+lP53wY4YwUONRG0TAdy2Bal2uYMnNIw5qr160NHWnDhvXe/skd/+ztVcs0TLnlcm0zOKghvv0HTnh7bIIqzKU05B6nMOJT933L2/se/K62p+hOJkup6goU6qFqeAPZcDjpxHHtx9BOlfW8uF9lNL/zP/7a25ddpZKYQkHDmjHfD0vnOBfMlt84B+RzxTEhLD/J69+2YZmmJOy8SOUdaFJ5TMeQyjv29akcKxELh6o5lWmSpGCxuLbjlHKNDRp650gep1+MU7qvREL3zdD2fJ4qmNKBMgWqLlrQ21Vb6wpvr1+t8jAASKb1WHVjWolxfExlDDsefsrbg8N6rKFhla1lsmGJkHFhmc25prmlFa+48RYAQDzQtIf/8L//Ss+X1DHd2a5zh6NxlicJV31KjyPxMhkMpV+Mk95leETnp+YO9dOBPvXHmGj7zl5NB5yhVIx1MUqr2Kj9S4/rvmNUdbQurm1amvVH1aNHj3g7nwmP71z2qLcnyA8KY9qPZat0zguoOvDIEMsYimktnbNH4uaCWZtrADiXLx2Tjy8V7VB10VjUuqLyvuF3yvbgSu8sQWEZTWS6Rj4+y2miKodWPGRIshPat2z9FK7Qyvb06yzeN7iAFUy7nXPHS3YfgO6zNTYMA4D5jWFUi/mMYVSP+c0i47y/+rri15TIrxEi8n4ReVxEHj916nRUM8NYUpzNb9hn0mkrzGMYQHVzTX+/zTWGAcx8rhkZHavUxKgRzjUbzAkR6XHOHReRHgAnoxo65z4D4DMAsG3bVW4qBBFQxauYVL7/soyjc1mnt2+48VXeTrZoGL539erQ/j0rNbx99cuu8Xb+tFZhW7V6lbdHx1TuMjSiA7eJztHWopXrgoKGBDtaVR4Ty5O0gOQAmZyGOiZz2maQJAoDWQ2bAkA8rjIAF9M/1zM//5m3P/vxP/X2n/z97d7uXElfpl1UhTFjDpmR37DPLO9udYVS5dI4h/Wogmf9SpWFrbz+em8nG3XcXtGk43P/3Xra1obwuFi3+jLdnzJTHDz8nLczGa1cmKKKuQXyh1Cokao4xihzTT6m2zOUSSZG47yQGfd2Z6fK1152wy94u6d7U+gacmO6T65Pqxgf37/P29+8/x5vP/rCQ97uWKn9SNWbz9QA5zjXbHPNLcUMJde+VKWBXatV7nKyTyUh6XHKkpLV7DGO1B0pkpUhCGc+Gu5XScmh/QPeHhvX+/yylbp/c536YyGv5xsYVtljPqvtA6fzUftyqhRMUpTTg1rJeFmHZpg5duS4t8dpXnO5cIXRlk7tR5beSraoP3WsUJ8dGlI/HTilfbryqosBAKnkwzDmjarnmos2rnXOlSqYUpvAVZZohIrQR2RkCWePKTs3HYF/NXahKqm0verbMUtwKstgwsqViKwvoSQ04YsItaMsZhFL2vC+bJd/OBU411/W7wZwa8m+FcBd53gcw1hKmN8YRnWYzxhG9ZjfLDJmkrrxXwE8AmCLiBwRkfcC+ASAW0RkL4DXll4bhlHC/MYwqsN8xjCqx/xmaTCTbDC/HvHWzedz4qinaENP4VKI4dv3aLaVAwf3evvaa670dmODSlQAIEvZHHJknzqqYcq9e/QJ+N27Dnk7M6kxl+6VJH0JdHt7uz5lf8N1L/H26IBGnHbvUsnNeEZji2OTGh4dGqOiS1mqnAGgs5WuicIsTjRTx1OP/MTb377na97+zfd90NtWHmlumS2/icdiaG4uFjdylH1oNK3ZGppJ7rKx9yJvi2jIuv1KDYu3OA1ZN7WECwqtX6symBcP7Pb2JGVEcq0qgxEakxkqeFSgbDXD0DE8Jlqoae0mLR42SDKEwZMqBetdoce/4frrvL1xvWaASSZVHgMAdS0qUcgcU6nD1+5S33j4mUe9vfJi3b8d6tOFcM0Y4wIz+3NNcewkSM7Vvlwzshzre9HbyZROhUFef8OKJdSHhgf1+ZGTx1VeBQDj45pJLFWn+7fUaQaZFGc8onlkfHycbJ0LJoa1TUu7+kdDQv29kKXsLAWdX6Rdzzs6osdsb9Kxnh5VPwYAR8X5Opernza36fVMTpKfnlZpak+Pzn9veMMvAQC++nWds40Lx2z6TTClNeE1WSwkeNHzhlKyRBRFCq3nzniXjkVymYjtYfkKFc6LkV9RPwokQY5KznJGoaYSuZz6elRRqKneeiskg4nQ7LjKL5xML3Kx3EqGYRiGYRiGUaPYYt0wDMMwDMMwapRzzQZzHhTDA6FE+1T8KBnT8N0DP3nQ2//pP3/I20eoENKqHg3FjQ4dC53pqstVIvPiXpWjtFImjWe3ayh0/37dv7lZw5/HjqqsJZ3WUOHll2pIMUFFKMbHVQ7Qf1rDo6PD+iT+yKRe88CohlxGy2Lvy9o1VBJQ4YEJkkSwPOK227/o7de+6Ve8vW7VVMYQE8QsJARAshQuC5L690+QeuXkoPrDkaMH9I28yl0G+lU2s7FnI50g/H09ILnL2uW93u590296O6kuiniM9+fMMBoG3HFMJQMjJN/qXK6ZmA71aUGXY+3q070d6octrZr1JiUqrWkoG9LDp9Rfv3Pvd9T+yY+93datx926RY8b49ouznQwCxeHIChKDUdHdPxt3azZYPbs/Km340m9fzc26th44UWdE06c0vt3IRP2m4Z63SdF47GNChglQNmP0urLdZQhaXRcpSnNKfXfhpiOxfEBlbvkMrq9sVl9bpJknxPj2n6kf5j6FtYGLO9Rn5J6vcEMj+kFDfR1ebt7hUrm3vvbt3r7uuuuLfa/mbLnGLWPc5DS+oPlJAEVcGRJCMtP4rQ2SdGfPUmSsEQ+vNwsjOs+aZJguTinXyEJFmXZ45HLGfMa6yhTEi1vuSBlntdOpFZxdD2pOr2IQpqyQ7lwKuXJpPp0EnoNdQEVEaTOcu2oGEtoEtMvxe2XdcMwDMMwDMOoUWyxbhiGYRiGYRg1ytzKYJzz4RWWwcQp7DE0qAUcPvHn/8PbbW0aGn/Vv3+1t5995llvP3Tfd0Ony+7b4e3mBBUnoifuTx3VEGGBnuYdH6MiF/3ahpPXx/cf9HZ6QsOL48Pa/vRp3T5E8pghksH0T1KIpiykn6DXBQrL5wO1hSQ4O7bv8vb2Z/WzWbdKJQ3GwsE5h1ymGF7L5PVvHk+oBGuMxtLB4xq237rpUm/HRjUD0oFDmuUlGdOwIQDE4xoKTCbryFbtSzyl3/HrKPzfUK+hw4aGVm+v6dRzpPP0BHxOfXJ9o4bgV2/WIkctlA0pltf2eQpNDo+qjwHArn3bvb3/oGZ4WkfHbW1XeVosTlKzgAs7WVGkhcrkZBp7dhfvhd/62j/77RNDKrdasUyLxk1m9H6fovG9vFuzonR265geOhXOpDJ4kqQpafWh0UDv7al6HWdZ8gMkKNMSjb+Y6H3dZdWHRsdINprS0HuqizLMpLV/3T2aAWdyRDPPtDWFZTDpMe33YJ+eeyKr+6/u3eLtd75TZZbXbNNsMDNIbGHUILlcBieOF2XBXOAum1VJR4xkj8vadVykSPvVTusRzqrSUq9FKgFAEnpvP3Fcs/Kl8+oP9U3aZmKSsvtRMbCmep2b6pYt9/bKHi2SeXpA7/enRtQ3HC2BG7tUDlkQlYElAi02FoyF55qRYb2fJEgi1NVAcpwCS4rUbqT5NaowKGNuZRiGYRiGYRg1ii3WDcMwDMMwDKNGmVMZjIMmtg89zSsafhsfO+HtKy7XAi8f+7OPe/vKqzTLy0MPPuzt//X/fSR0vl3PveDtxjoNpxwf1DDL8CSHvfW7ywQ9eTyW1d42JbSv+UOadaKPimTEAj1Ohp6kHqOw/xiF9Ico6UR5MORAn4ZvkpTZP0MPJRdor6FhDXMeOHAAxkInBokVpSZtrRp27Oxa4+316zU03dCgxY9279Hx/9QTmlnp4MGd3t6wjjLDAFjdu87bbS0aUmxuVtlNocDhed13Iq0v4hRuT5HUpo6fxIcOYi7IApLiODrO/v376Fz0hH6ZdKxluX4GN7/+9d5et1Gv57kd93s7KGiYk8O/7gxvNBYKExMTeOKJxwAAu3bu8dsLlBWidZmGvZs6aSos6NiKUaG9XEHHw8puzYoCAIMnNNvSieOnvT1A4fdMgYotkZzAUUYXTkA0mVCfyKVJApnWvqba1LcmBzVbTUBZjeIT2p9USu8h4xlK6wRgdEyvtaNT7wM3veaV3n71L7zU21u26H1HQCc0FiTZbBoHDhQlhHxLDWjdweN2fEKlla0NKhfLDOq4jeVUujLQoPdZAIjVaQG6U/363kRax3FHuxYAa6jXsR5MapvxIT3fPpKBnu7T9dkQScdGKKNf7/qLvd29WrMb7Tiix5mYUB9uGQ1nHGwc53uFXk+sUe2hEZXOTIxqv/O0iCvkp888Zr+sG4ZhGIZhGEaNYot1wzAMwzAMw6hR5rwo0lSGBSHpS99xDVPu3a0ZXP7zh/7A22vXaYgioFjh619/i7cLOZW3AMBH/+jD3n5+r0oCCjG97JFQ9EHDPTmSxMTpKV+hjDG5CbWHKdt9HCpxyVKMfpJCHRMUWspTaCle9ij94WGVFrTFqR1ltxkvkGyA9h0ZHKJXltliIZJMpdC7uhiS3njR9X57IqFh+FP9Gub+ykPf8vbIoG4fHNAMMPGEjouRMX0KHwB27n7K23UplZO0tuj5urpXensdyWh6V23w9spukhiQlCCfIR+lwZrLa0gwR5KY0RENG8aozdHDB7w9OBHOzHFJw1Xe7u5W6UtB9LiZPBetIN/gehyW1mLBkslkcHB/MbPF0UMaum5q0rB6/9ABb7e1afaHzRdp5qz2DpV/HabieJlcuDhKa6e2iyU0XJ9q1vOdPqH+6AqUJYYyLQU0L8bi2qaBsm0USD6WSqnMoKNNx2uawv7BGPlWg/Yz3hzOEHb9S9VvXvmKG7x99TaVnTY06ucUE84kZcX2FjqJRBLdXcWMLY6L99C6g//KWXrF2emGj6o8ZuCwzi8TVEAIADJNml2pmeaItiZtN0Rz20SMsqqQvGZ8TDMxCRUYO3KUMvFN6jUMZbTfe18k+doJnZuatmjmsAJlKhs8qbIXAFhB2QHzlDXnNPV7aEAzxkxSRpugkCcb02KzkWEYhmEYhmHUKLZYNwzDMAzDMIwaZR5kMKVsMJR1YXJUw9jNjRpuX0Gh9Fxes0LE45pMPk+h8Ztf97rQuQoU3v6rP/2Y7p/SsOPJYT33C3v3elsovJGhvmovouFQUSKh34e6V2kRjpdeoaHF9es1680jP3skdKztT6ksIUHFBuqof+P5yhIXvgZjYZLP53Givxh+b2jWMPy6dVrw4YmnnvZ2kNfQ2nU3aOaGXc/ryB0dV7uxPpzFwVGxifEJzXDUP6TFyp7e+Yy3RTRkefml13r7N3/jfd7uINlMAhz6U99tJKlZkuQnHZQNpqldQ/Ar16kv7XnxxdA1jIxo2HHH9se83denBcO4iFksNkm2HieZtAwXCxWBIFEqKlSX0Pt9V4dmQzlxQjOPDfVpuP4kFS/qXKEyqtWrVTYyOk5pkAAMUzaL5g4Nm7dSoZVUUo/bd1TPx9m8YnyPr9N+u0DD7y0d6itbr1zl7eXqZug/ptKf8VE9zkhW57LLLr86dA3v+w+/5e3JjEoZ9u/X7FFbL7nG28IV+0g3YfPOAsXFgHzxHhv6Cwb6ijNkCcljmtpUXtVJxY/6XtRMKk/v2R863WSzZpBpa1L7ple83Nt1VDAzPar39WGSB4+M0txRTxLnjPb11Ki2H82rfKteSCqz/5vefkn8l7zdtUkd62QunEEpO67zWdypHCeQylnFkuTTEF3Huhn4jP2ybhiGYRiGYRg1ii3WDcMwDMMwDKNGmXMZjJTizEcOaoGTRx/SAiXXXPdqb6dSFCag7xUcZuMnlSHhIiZvfouGMtZT1orGJn1i+BvfvMvbf/RhzR6zbJmGS2+4QbNwZDOU5H9AQ4VxygDQ3qEJ8a+88iXefuMvvsHbV1x+hbc72vVcX/7yl0PX8Acf/KC3c+OUUJ/DQxEymPb2dnplocmFSC6XxfGThwEABw9rSHHDUX2KfefuZ729fJmGIAeHtf3QiLYvgDKyZMNjp6lBs1fUt+qYqWtWSUhrh0rVelZu9vZ1177K21xEaSSt5ytQeLCeJGIxkr7s3K1ylW9/S7Pb9A/oE/ZUawwT5JMAMDSu0raJtMoTGhu0XYoyC/CxArqHuJj9lrFQqa+vx5atlwAAHrj/e357Nqth644ODb2PDGkI+8RRlXxxra6s0zB83oXHxiUXa/aIA4cOe3tiUmVcazatpf3VJ46+qJKYeKBTctypnCagezwlZEFTKxWjybGcSxuJU6naiuU6N7U2hUP6E+MHvb1jh95T0nn1/URS97+k9PkCZxbzMxYeLnDIlYpEsnSD782O5E6pVp0rNl18nbfXr9BxnhaVK+6a0HUeABRYOtWga7JcSuVmeRpYk8lObd+p52hbRpn4aM0oJINJZPUm3wH1h1RW/X7guR96++g+9ck8FekLsmGfGafpM1lQqU2CMo8FrBaTypKiYAbrM5uNDMMwDMMwDKNGscW6YRiGYRiGYdQocy6DmQqC9w/r0+2f/sJXvf1n61QesiWm4Yc8PcXuYhSb5IJFZU/UFiizxeVXqBxFoMd9xcs1YwYXzLho43pv/+M//r23Wym8PzpKBVsocURDo4ZZ2ttUisJZbKICh7/ytreGXj/z+M+9fdun/p+381ScqVCgcBJdW1ubXo9+8hawXEg4BMgFxZD5waMqHXt2p2ZAGafsLnt2a4GxJx/TTEIdnRru23qZhs7z5CMAMJlTvyxQFqRGKmBx7fXqM698qUq7Wps05BmjUGNA9WMaKYafm1S5yrfvu9fbn/yHv/P2U9uf1ONQ2DQINP7oykKIMZKILetSKcH69eoPHe1666tv1TYuVHhszm+PxizR0tKKm26+GQCwl2RVP/7xT7zd06vjIYhpGH7ghI7Lwwc0Yww4CxnCfhNk1L+aWtS/cpTxqL5NJSSbLlEJyWCfyikxQccl30xRBrNGkqQVKMY+PqZjN1tIURs9ZO8qKqY38kToGn76yAHtd079fWhYP5uenqh8aDyvmORyYRIgCIp/Xy6KxCmyHGXYy2V0XDz5lGZ6eWBcC/D1D6ov5Rp0fgCAySF9r0CyrQd+rvMc1RlCc6vKhTuW6bFSdSSLpupCE5PqPyNjKhGbpOKZmWH1vSCn88CR7SqDaT2k94Ct3eHqRSs6SapNxToD8geWWfLehRiv26b/3dx+WTcMwzAMwzCMGmXaxbqIrBGRB0Rkp4jsEJEPlbZ3isj9IrK39H/HdMcyjKWA+YxhVI/5jWFUh/nM0mEmcd48gD90zj0pIi0AnhCR+wG8B8APnHOfEJGPAPgIgD8+24FEgGSyGBNYv2GD3/7B/6RZWG64/pW8h3Y0Fa+4PWxHSzwcKBZPIcxLL72Y7C3agiQADQ0a0u/o7CRbJS4OGh4KSKLCYaN8QUMxUYUjGpsaQ6/f/R9u9fb996pUYD8VgiFFANoo1Lp27Rp9w2cfMBnMHDBrPuMgyAbF79RdK7TASl2dfs8epxBfLCA/oYJhw6c1w8XogO67fKWG7AEgEdfQ5spuzaB01TU3envNJdu8nRQNl6fTOraaGjUMz8/P73xOQ+9f/vLnvP1v99zt7YlJzVyzaq36HhcFy1N2jPREWJKQS6vvxklKEGT1c2pqVD+pS+lxA5KRBYGF8+eYWfObeCKBts5iZqR3/fv3+O1PP/6ctzOTKvla0aNh9clJjb0PnVSp49hpDZ9LMvw718EBzaTS1qFSyeZO9Y8BKpy0aqXem1sopJ922qaBsrU0NHKhJd1e36nF0RobNCQ/Mfi8t0cTWkwtH6hcocHpPQEAhsZ0Ljx+TH2lp+cyb1/2kq2oBMsmrCbSnDJrPlPMT1K6X3JWLFTOuJfPqG+c6NPx9uxuLS45OKrysOxk+D4dczRQ4ppNz4neg5N1Oh+NDjWTrTKVhkbdV0TnvExW7fSEjmeWjiVF55EULb1SCfX1ZEazqsUmyySXJJ0JKGtOjj4znkY4Aw5nHpPZyAbjnDvunHuyZI8C2AWgF6pyQkAAACAASURBVMBbAdxeanY7gF+e9myGsQQwnzGM6jG/MYzqMJ9ZOlSlWReR9QCuBvAogG7n/FfzPgDdEfu8X0QeF5HHT506XamJYSxaztdnMulcpSaGsag5/7nm1Jz00zBqhfP1mfF0tlITo0aYcboDEWkG8HUAv++cG2EZh3POiUhFfYVz7jMAPgMAm7dsdPf9+PsAgHhMQ3krN2p4/5m9272dpPB0HSW7T1IBomRSjxNP6nYgHDaPxdjW7yiN9Rr7uOQSLfDy9NPPeHuInhhuadOwjKPH7ONxDsVULuAUJX1hgjKZysbNWmxj6+WXe3vHC/tRia0X6zVs2bKJ3pkKQZkMZq6YDZ/pWtHqmuqLY66Xik20NmnhiP37VRLlKDPQimUq2dr+jIYBExSKW1a3MnTuNatUCrZls8pd6lP6JP7wzgPezhbIrzq1zfF6DbFvf1wzuvzrV77g7R27VBKzrEvlAhdfouH4ukaVtIRqFHGYthD+GNOjGm5tbND7Q1sH3Tfq1HczOZ2k8pw6I27ZYOaD2fCbbdu2+TarVq/zbd75q+/y9p13fNbbSafzy5p1Oo5XrdJzH9mn4fBjR8JfouMFDd2P9Ws7R4VSWpq0zegpzTDR3qbh/YZ6HaMvueZab29aq/6+/bHveDs9oLIZSepxCmmVj+UpS0wfZTBbtjyc2SIf10wvrqD3jpUr9Ljbn3nQ22vXaoa17pWrYMwfs+Ezvd0dbmpJyAV7IkwIFddbRmrKy9frGmlsXPsxMR7OJMTZxjjxViNl00uS/DkeV59LJAdpO0lOKBtMQBLkOKXr4/UZX5E49b1EUtunEnpxqXj4Y8w7lguxFoyl0K7SZsR4+wykYzP6ZV1EkigOhC85575R2nxCRHpK7/cAOBm1v2EsNcxnDKN6zG8MozrMZ5YGM8kGIwA+D2CXc+5v6K27AUw9/XgrgLtmv3uGsfAwnzGM6jG/MYzqMJ9ZOswkzvsKAL8B4DkRebq07U8AfALAnSLyXgAHAbxzugMdO3ESH/vbfwAAJJN6ag5LJBIafqir0xA2y2DqkhomSZH0JVVWxCROYWwOlSRpe0ODymD2HlY5wcCQSl8++YVPebtj+XI6N2W8oIIZCZbccJEVCsXE6TpZrpMouwYO5ZwcHfZ2OICppJr18/jxYw95O5kohlyGRobP2MeYdWbNZwRAfSlG1kyhuZ5lWtBlgOS5JOLAqlUayh4cUCnA8nbd9+pLrgmdr44eid/3/GFv95982ttNGQ1HrqAiYYfiGvJ/cM8Obz/3uMpd0hMatl+/UX1pzRqVwnHYkP2nrp4LFrE8JhyabGtRv+RwcJwTSoUyHLBsTT/BWCy0g3HhmTW/YQL6U7/lV9/u7X37NTPM44+ovOPyq1VulnOamai1Te/NjU3hsXH8gMpL4HR+4opgEwM6p6T7VCbW3KxZxQo0H2289Epvv/HGl3t71yOaFezU83oNjvIuTU7qOE4kqEALZbE5NqHZcACg2emNJEcf2iMl6SoALKP576ItOpf8wmvf6O2Odr0e44Izaz7jnEO+kPf2FFGZShxl1eP2ne2aIaW5gTKktJNflO3D6x4unMdtQvNCrPLvzM6xX5L0JSrbCsuUuT1PDyyVOUOvIhXN8OaQJInsyu2jmHax7pz7yVkOdfP0pzCMpYX5jGFUj/mNYVSH+czSwSqYGoZhGIZhGEaNMqfpDgqBw8hYMXQSEw2Zc6ibH1pmO6DwRj7PT9eyHRaHRGZfIWlJqkFlI8NDGtYboqfmf/SkhvFTLRrKidMXWqH+iasc9ohTHJ7DOKEQTTzc50Jer+mFF3ZXuprQ9+q+Sc1E8Hdf/Ly3g1JWgr5+S2m2kIjHBE0lOViQ1TE5OqhFIVIpDWcHJJDKFXQsXHa5Zm7YuvkKb3cv0ywTAHDyhGapaFqh0q5Jknb9/Ac/0u0nVNbyIklcnj9xyNvLKSx62eWaNWJlj0poslktnjE6ovYyymgTI4lKIs6+XpbeMqEOEVCmmFxefc7RLsk6vQcEdA8JuNqYsWBxNA/EYmrf8ou/6O3nnvq5t/fsPOLtrm7KJtSl4/jK67jUFxCTUW8PD9A4TWnxLUfZLybH1GeT9SpLS7RqJo0NG1S61tyq0pKLLldJzPPPaz9On9YMGUFSsz/lKYyfi7HkMnwNLqMSl9VrLvH25s1kb9VsUe3t2j4eIUswFhaudP9zoSpXUa0r+xVv54x+8UT0GAmthyQqS4pU3O4isqrwMUNCSReWTaJCKz5O2A7vW6DsYWFVi1TcHvpcQ5lkZqEokmEYhmEYhmEY84Mt1g3DMAzDMAyjRpnjqh8OCEpPEFM4ztGT56GncCnkEKeIdGFSJTRcmCic7B4QyubgAg5XqJ13+kRznOQrKSralAxIvkLh80JB9/XXBaCQK1AbtVkGE85SQVliUuHCTqFKMIXK4Zu6BpXmNLVrAv88nbtQkg5FRoCMmkVK0pb0pGamGB3VzBLZQGUjBdFx2Nu7xts3vuIV3l7Ve6m3Y1RIBQB6tmhBosCpnz308I+9/ezX+7x9aJcWMatr0rG6ZoWG/7du1sJLbSvU75MpHYyjNFabSJpGihbUJfjpfvLncr+nhACcEapA8rlcLiBbPzPOviQJywazGIhJZVni1pdc7e13/Oat3v7S52739qF9Kj3bXK9FIOu6wjfSLVfoWNm1Xf1jaFDlKI31KunacIXKSQKaay6hQkjXb9NMTW1NKhl774f+m7ePnVTJzu7dL3h7fEAlnUJzyOi4Xk99g8p6AOCyK1Qqt3adSnCaKOMTSO4Q8rogKj+ZsXBw0HxiJEEOKi8awjLjyjIOXsOdTSnF7znHmb6isr5ESVZYKkMyE17/zWARFFZARrcPHSsWoZ2ZATPpk/2ybhiGYRiGYRg1ii3WDcMwDMMwDKNGscW6YRiGYRiGYdQoc6pZFwdIoajlcayJQpSeiPPwkG6cKptmJzN6nLLUQJxasUBVFzklW4xSI2bJLpB2dfy0aoXdKKUD4uxGnIaHNF5RFbhYW8WayrIyiyG1VDan15Co17R6XRs0/V5dg342jq5HTKu+ICkEAUbT4wCAfEH//vm82kKV5EDpDQ8eet7bE2kdV42NqjPfuEnTsgFAT6/qch95RCvg3v4vt3l77/493l7eofryiy5e4e2uLq1C19bIOnU9V6qO0nq1qnY+aNJjsmaR5YuxuB4oKNPLFsApscguqAaf3UwoXapjrWKVukOj9uH7YCA6zm5+0y97u7dH9dr3fO1b3j50TFPnDo+Hx1xXh+q/t156kbdPnNJ2jY2atvTKba/y9sZNqhXfskW17C3kE3kal3XNun1jy1a1LyIdPD/LRY6Ty3Ga0/CkkKIq4QA9F0Ya4vD0zBpd+91vMeBTN9K2KGl6ZDVOJjINY/hgoXSNIe135fVTqB98SPbvUJbEiONUydn25bnDnUXnrnB6R9OsG4ZhGIZhGMaCxRbrhmEYhmEYhlGjzKkMxkHDCI5iBjFwZU8OjVCYgCMjFMNOUFy9PNVajEIWOZK+BBE2p2LksEQmo+m3UKA0k65y/0JVS0m+E6f+cUrHPOcJKgvp58f03EFWQ5gtHVrprmN1V8V+c7qifD5/Rt+M2se5AJlCUerlqDppQVT+leIxRvbQkFarffTnX/f2wf1a2TQV07SfANDWptUUBwZOe3t4VKVgXR0aLn/FlVRlkao9jhe0fbagcoN8muwC+b3oMRsbtU/JhN6iOIVYJqNh+kIuHF/N0+eUSNI5OKUjh/lDodpYRdtYJPA8EnqhY+6K67RC6Nr1m739hS98ytvPPq0SMQBARsdQilKS9qzQyqOJBr2XHz/+E92e0jSL9fXaZkNS5THNLZo+ke8DCCprFFhKwHNtMslTfngucFzWN7KCI+/BYXyTjC10HBylrmXJSWXNiYvSn0Qd/yxNQlWGwem4K6ddDRNV2bRy/2ayBIqqkHpGGssoOU6VzGRfm40MwzAMwzAMo0axxbphGIZhGIZh1ChzW8HUOeRLUhOWvnAIzZGeJMtVQSmzSUCVPFn4IqRWAYAsSU2yOQ17h+IgSf2+Uoh4ujmgkCJXGw01iutxkkkN9dfVaXg/QTIYrpo4PqZV5ThrDQAE43RR3CeSxAR0LM5oE6raNfWZmQpmQSExQX2q6KYcgSuQpoMr1abTOs5j5N5re1Q2VU+yj9Onwk4zPKgVEWM0WC5ar1KrjZu0Omlrl2bBSKTIlzKaDSYISdhI1hIKneu58oGO7XjAvqf7si/F4uHfHPLkDyyJceTHqZT2j7MsscQglJXAWBxQfDs0+dGfmqWRbV3LvP2e933A2z/63vrQYXc+86S39+3d4e3xcZWc1TXpGG9rU398pu+H3n7qpyqvWbl+m7e3XH6dt1/5shu83dKisrWoFB4XLqlRZf+NqmZpLASKY39GmV5CVJf9pHwflpcEtAac0UiSiPYRmphq5Ttnbc39prPzXD2Ta3AzaGS/rBuGYRiGYRhGjWKLdcMwDMMwDMOoUeY8G4wv1sBhAooZTJKMYyqDCQCkGlROEqdiKgkullQoC1JQ4Zh6ego+TmHzWELjD/3Dmj0DVGCpqUOfxI/XUcEWyhYRylbDYRnObkMBkRQVdkpRgaPxUwOhS+gf1z7Vt7V6O5NNezuXpjA+SXBYBpMoFcYwFczCIiYxNDYUpSaTmQl9w+nY42xCLDOJ0aDsaKciRS0agl+zLjwixsf1HFxApYX2aWmnDDL0dT8e03M3pTQ8zzKyPDj7kvp6jORlnISFJQmcrSKRYPkaVzICYiSdydI9gAssJakATEiak9UsO6EsUMaiIxR55vkoVnlstXaqFOzfveNdoWNdedU13v6X2z7n7UHKqDQ6oWPxVL9mgFmzarm3ua7fgz98wNv7D5zw9tbNmqGGZTCcCUzOSYpi8pUljeNsfTNZKdB9N6Lq4kyzz4UKRnLGGWojoQJ5tPaiDHqhmSCiKFLUeXm9xOcKtw/KNnBGQM5cVjmrYXQ2qoqnC2G/rBuGYRiGYRhGjWKLdcMwDMMwDMOoUeY4G0zlMEsQsqmAQ0olHQkqjsJZHULFiJLhokhxyvTCkhWWvqQHtXhLZnDU2y3LNeQZJwlOKLMFx+udq2gH5dKcCsQpBlKgYi8AEKcCMa09Gi51BQrvc+GADIf9SX4wFeKxokgLDu8RNN4C+p6d5zpaFIrj4ZmnzEqcSaUuHs4+1NjM2YtU+sI+ytKuhhQVMCJJWobkNJythSVvLIPh+0FdUvvAcHuWx0xmMqF2AcVRY0JZp2joZ8lPSFEUlrBZUaRFzkyKrFC4nUPmZUNj49bLvf1Lb3+7t793773eTg5rZpjJ4+ofLxw+4O11a1Z7u7lVpZJ1KfXfU6f6vL1ixQpvNzZqZqZz43zGu80rCx0Hh3xJNsj3yqhCQ8J6lZAMhjOvVC+DiSLm2BejZCqVzz2T44ekOEHlfcuLIoWLeHJxz6j+qR1aPk7buxl4p4jUi8jPReQZEdkhIn9W2r5BRB4VkRdE5CsikpruWIaxVDC/MYzqMJ8xjOown1k6zOSrdAbAa5xzVwK4CsAbROSlAP4KwN865zYBGATw3gvXTcNYcJjfGEZ1mM8YRnWYzywRppXBuGIMYKpqT7L0zwF4DYCpR+JvB/AxAJ8667HgfIaXRDxesQ3LXbgAUSgUUaAMERyjiYeDCfyArXBmFCqlNHpaw5F0WNRT9oxwNSIq3kKSnXiscrg0qlYEh9snR7QPp46eAFPfpk/7Jxv0y7Er0Pmo4wEXRaLz5UrFqFg+YFw4ZstvnHPIZEshcIqbJRI6FhL0hy4UOGSnUg/hYj8kS0lApWYAkIjIJhSyHY0xGuDsAw0NGpKfzIelXVPUUUYkjrWGxij9nMAhR8d+SFmjAMDRPYQ/swK1C0hGhhiFPzkLVBPfA4wLzWzONTMiIoNFSAYTivRzyDs8dbJ88/IrtYDRyhW93r733m96ezI96O1+Kth35LBmj2ntUB/KZFSu+e27vuHt3bv3evvmm2/29qpVPTAWP7PrM84XhXMhKUvUudWWqGwrMzjOdH2aguc2FyE7DlcAi5LEVD6TROh9eHsiHk7b4iJehRXSnKUpohDUDIQwMxKpiUhcRJ4GcBLA/QD2ARhyzk3NfkcA9EbtbxhLEfMbw6gO8xnDqA7zmaXBjBbrzrmCc+4qAKsBXA9g60xPICLvF5HHReTxIPQknGEsbs7Vb9hn0unc9DsYxiJhtuaaU6dOTb+DYSwCZstnJmyuqWmqygbjnBsSkQcAvAxAu4gkSt/eVgM4GrHPZwB8BgBSTfVuKsLowm0q2qFweCgTRuWQgRTKJB6cJYWOmye7ngoepZroaXrKGJPLVi6swhSor1FSk3CYRc0chUETZaF37lOWirTEIq7NBTOIWRlzSrV+wz6zYmWri5WKDQVOZRw5GusFSlFUYHlIlouCVc6gVMiG5WhCErFshuUuJAGI6/Y0tDhXslH3TbC/RmSAYckbZ90IZ+DQvnFGmvo6zRjTFAtfw0ROP6cs2ckEFVYjiV06qzI0PlLeflyYN853rtm2bdsMbnjTVyKRqCZS/pKrg6mUbOXaDd5+3Rvf5u1kfbu3G5s061Iuq2Ouh4olpSfHvL19+y5vj49pcaVdO3d4e8UK3ZfHukRekLHQOV+f6e5qcoWSPDCU9SSqkA8fh+yoMVaekSUkU2bdCL0R43s7zwWhbC2VixlxBsBQYq/QWi1iLRmLWF+VtQtJWVyW2lG2sZBKJ+K45cWWKjCTbDDLRaS9ZDcAuAXALgAPAJjKUXUrgLumPZthLBHMbwyjOsxnDKM6zGeWDjP5Zb0HwO1STCIZA3Cnc+4eEdkJ4A4R+TiApwB8/gL20zAWGuY3hlEd5jOGUR3mM0sEmWnS+lk5mcgpAOMA+ufspLVBF2rnmtc555ZP38yoBUo+cxC1NYbmilq6ZvObBYTNNTWB+cwCwuaamrnmin4zp4t1ABCRx51z2+b0pPPMUrxmY3ZZimNoKV6zMXssxfGzFK/ZmF2W4hhaCNds9bQNwzAMwzAMo0axxbphGIZhGIZh1CjzsVj/zDycc75ZitdszC5LcQwtxWs2Zo+lOH6W4jUbs8tSHEM1f81zrlk3DMMwDMMwDGNmmAzGMAzDMAzDMGoUW6wbhmEYhmEYRo0yp4t1EXmDiOwWkRdE5CNzee65QkTWiMgDIrJTRHaIyIdK2ztF5H4R2Vv6v2O++2rUPuYz5jNG9ZjfmN8Y1WE+U9s+M2ea9VKFrT0olsM9AuAxAL/unNs5Jx2YI0SkB0CPc+5JEWkB8ASAXwbwHgADzrlPlByhwzn3x/PYVaPGMZ8xnzGqx/zG/MaoDvOZ2veZufxl/XoALzjn9jvnsgDuAPDWOTz/nOCcO+6ce7JkjwLYBaAXxWu9vdTsdhQHiGGcDfMZ8xmjesxvzG+M6jCfqXGfmcvFei+Aw/T6SGnbokVE1gO4GsCjALqdc8dLb/UB6J6nbhkLB/MZ8xmjesxvzG+M6jCfqXGfsQdMLxAi0gzg6wB+3zk3wu+5ovbIcmYaBmE+YxjVY35jGNWxEH1mLhfrRwGsoderS9sWHSKSRHEgfMk5943S5hMlvdSUburkfPXPWDCYz5jPGNVjfmN+Y1SH+UyN+8xcLtYfA7BZRDaISArArwG4ew7PPyeIiAD4PIBdzrm/obfuBnBryb4VwF1z3TdjwWE+Yz5jVI/5jfmNUR3mMzXuM3NawVREfhHA3wGIA/gn59yfz9nJ5wgReSWAhwA8ByAobf4TFHVRdwJYC+AggHc65wbmpZPGgsF8xnzGqB7zG/MbozrMZ2rbZ+Z0sW4YhmEYhmEYxsyxB0wNwzAMwzAMo0axxbphGIZhGIZh1Ci2WDcMwzAMwzCMGsUW64ZhGIZhGIZRo9hi3TAMwzAMwzBqFFusG4ZhGIZhGEaNYot1wzAMwzAMw6hRbLFuGIZhGIZhGDWKLdYNwzAMwzAMo0axxbphGIZhGIZh1Ci2WDcMwzAMwzCMGsUW64ZhGIZhGIZRoyy5xbqI/EhE3neh9xWR9SLiRCRxLucyjAvBXI3/CvvuEJGbzmXf0v4HROS157q/YcwlF9LPROTjItIvIn3n3kPDqD0ulN+IyHtE5Cdn2fc7InJrFeea8/Xdgl6s2wRuLGUW0vh3zl3mnPvRfPfDMKqllvxMRNYC+EMAlzrnVs53fwwjilrym+lwzr3ROXf7fPfjbCzoxbphGAsfiz4ZxoxZC+C0c+5kpTfNlwxjdqkVn1p0i3UR6RCRe0TklIgMluzVZc0uEpGfi8iIiNwlIp20/0tF5GERGRKRZ2YauheRuIj8dSk8uR/Am8reXyUid4vIgIi8ICK/Te81iMjtpf7uEpE/EpEj5/ExGEuUeRz/F4nID0XkdMkHviQi7fS+/5VFRD4mIl8TkX8RkREA76FtXxGRURF5UkSujDjX9SLySKmPx0XkkyKSovediPyuiOwttfkHERF6/7dKfjYoIveJyLoZfbiGUWI+/KzkP/cDWCUiYyJyG4Xj3ysihwD8sNT2l6QoPRsqyQMuoeNcIyJPlfzsqyWf+/isfDCGcRbma37S3eWTIjIsIs+LyM30hpfQSFEy81MR+VsROQ3gY9Ot7+aCRbdYR/GavgBgHYq/QqQBfLKszW8C+C0APQDyAP4vAIhIL4B/A/BxAJ0A/guAr4vI8vKTiMja0oBZW9r02wDeDOBqANsAvL1slzsAHAGwqvTeX4jIa0rvfRTAegAbAdwC4N3ncN2GAczf+BcAf4ni+L4EwBoAHztLP98K4GsA2gF8ibZ9tXTuLwP4logkK+xbAPAHALoAvAzAzQD+Y1mbNwO4DsAVAN4J4PWlfr8VwJ8AeBuA5QAeAvCvZ+mnYVRizv3MOfd9AG8EcMw51+ycew81fTWKfvd6EbkYxTH9+yiO8XsBfFtEUqUvtd8EcFvp3P8K4N+d30dhGDNmvuYnALgBwD4U542PAvgGfxEo4wYA+wF0A/hzTL++u/A45xbsPwAHALx2mjZXARik1z8C8Al6fSmALIA4gD8G8MWy/e8DcCvt+76I8/wQwO/S69cBcAASKC5cCgBa6P2/BHBbyd4P4PX03vsAHJnvz9f+1fa/Whr/Fc77ywCeqtRXFBfxD5a1/xiAn9HrGIDjAG6c7lpRXJR8k147AK+k13cC+EjJ/g6A95adZwLAuvn+e9q/2vxXS34G4CaeG1D8kccB2Ejb/hTAnfQ6BuBoad9XlWyh938C4OPz/Tnbv8X1r8b85j0AjpWN+58D+I3yfUttD5XtH7m+m6vPsya0OLOJiDQC+FsAbwDQUdrcIiJx51yh9Pow7XIQQBLFb1vrALxDRN5C7ycBPDCDU6+qcFx+b8A5N1r2/raIfdk2jBkzX+NfRLoB/B8ANwJoQXGBMHiWXSqNcb/NORdIUQq2qsK5LgbwNyj6TyOKX4ifKGvGmTImADSX7HUA/o+I/G8+JIBehH3WMCKZx3kmCj7XKtBYLvnSYRTHeAHAUVdacVTY1zAuGPPsN+Xj/iAqzC8V+gCcfX03JyxGGcwfAtgC4AbnXCuKvyQAxQl5ijVkrwWQA9CP4h/ji865dvrX5Jz7xAzOe7zCcac4BqBTRFrK3j9K+7Jui49jGNUwX+P/L1D8peElpfO+u+yc5bgK23y/RCSGok8cq9DuUwCeB7C5dK4/meZczGEAv1N2jQ3OuYdnuL9hAPPnZ1GwPx1DcWFT7FDxeY01KM43xwH08jMcsPnGmDvm02/Kx/1aVJ5fgDPnp7Ot7+aExbBYT4pI/dQ/FL+tpQEMlfRIH62wz7tF5NLSt7z/DuBrpW91/wLgLSLy+tIDBfUiclOFByAqcSeA3xOR1SLSAeAjU2845w4DeBjAX5aOeQWA95bON7Xvfy09fNEL4IPn9EkYS5FaGf8tAMYADJfG8IfP4VquFZG3SfHp+98HkAHws4hzjQAYE5GtAD5QxTk+jaKvXQYAItImIu84h74aS4ta8bOZcCeAN4nIzaVnPv4QRV96GMAjKP66/kERSZSe4bh+ls5rGOXUkt+sQHGNlizd8y9B8XmOmRC5vpsrFsNi/V4U//hT/9oBNKD4TexnAL5bYZ8voviATR+AegC/B/hF9dQDaKdQ/Cb3YVT4nEoPMIzRAwyfRVE/9QyAJwF8o2yXX0dRX3gMxQd8PuqKDwwBxQF5BMCLAL6P4oN3mRl/AsZSplbG/58BuAbAMIoPAZWP/5lwF4BfRVE+8xsA3uacy1Vo918AvAvAKIp+95WZnsA5900AfwXgDilmotmO4kN7hnE2asXPpsU5txvFyNbfl/r3FgBvcc5lnXNZFB+ufi+AoVK7e2DzjXFhqCW/eRTA5tK5/xzA251zp2d4HdOt7y44EpbwGLWAiHwAwK855149330xjLlARD4GYJNzzjIhGcYcIiKPAvi0c+4L890XwzAqsxh+WV/wiEiPiLxCRGIisgXFsOU357tfhmEYxuJCRF4tIitLMphbUUxvWukXTsMwaoRFlw1mgZIC8P8AbEAxNHkHgH+c1x4ZhmEYi5EtKGpwm1BMG/x259zx+e2SYRhn47xkMCLyBhTTtcUBfO48n2Y3jCWB+Y1hVIf5jGFUj/nN4uGcF+siEgewB8WKm0cAPAbg151zO2eve4axuDC/MYzqMJ8xjOoxv1lcnI8M5noALzjn9gOAiNyB4pO6kQNBROb0adaZJF6O7NB57VzbOOdmmpPamH2q8puWjk63rLeU3nUG402q/stG7zB7g6Ryx6Mup9q7hCs7UvhV1FUE1J7aRJz70K7n+p1zZ5S1NuaEqueaWGPCxdpSFd6J+ANHOU7oxyypYE0d1YVeVTwU7x9xvtDZXNQ7jMygTRTVlkE42z5ntg+Gcwgm8jbXzB9V+U1XV5dbv3793PVukREEpTO3mwAAIABJREFUeW/nc5TEjFwjHo+rnUzS3uomTzzxRMW55nwW670IV3Q6AuCG6XaKz6FKfiZPz0bdYh3dTKOWAnwzXSh3pEJ++jbGBaUqv1nWuwZ/emfx2S8XBBXbxGmsxmI66iVyIp9+0XDGeyHnqHZRwP3WfaMOI/xGVCPaXEB4UIdyPQZ1Ef3I0Fa9gXKkke0PXLPBqpvOH1XPNbG2FNreu6n4IuQ29Pel4R3EKvsBj8VYoL4VKxuWjkadi6kd0PkCadDjCs9OroIFJPhFMPuL9XLfD383OP/F+vAXXqiqP8asU5XfrF+/Ho8//vgF79RiJT0+4O0Tx456W8h329s7vd3atVLb0MJYRCrONRd86Swi7wfw/gt9HqDSrx0SYVObiEW5RLzgc8QibrKGcT6wzyxbtRqp0rdxF+Nf9ir/yhderCuVl+oVz13RDhFaTJ/lYNMQ+jWSzFjAXxLIZl+l9kEsfBuLxbLeTuUm6VD6S0YGjd5OOFrsB5UX60btw34Ta03q37Lyd9yyH9Pp705+lqKx2DihX/w6Y92hY9U16tgaGtHUzenChLcnEzQWCzpGXb3um65T/y346utAnBfrMoMF+gzW2uc2vqffR+8bC+UnrKUL+8zatWtRKBSmtnObeelbrXBWNwn0i/n4yJC3R06f8Pbk2Li3B/u0YGrTCm2/rLt32n6cT+rGowiXX11d2hbCOfcZ59w259y28ziXYSwWpvUb9pmWjmVz2jnDqEGqnmukMV7+tmEsNaqaa5YvN5VfLXM+i/XHAGwWkQ0ikgLwawDunp1uGcaixfzGMKrDfMYwqsf8ZhFxzjIY51xeRD6IYgnWOIB/cs7tmLWenQPl0U5+jpIjGSxfiVOMI85yFzpYZcVtWYSeZTZz+xytsYCo1m9EgGQpLB8UottMEaPxLJGSGJaflHvN9FKbUFRUKpqIlp1H+EboZwOWu0Q9O0KtC+EPJp4Z83YioyHIvDTp9sYVdGrdPwg9eGp+XAuc91wTEcVnLWlYeaUvkjT+VmTU3pJsDh2rZ/kmb59qUYnL4MSwt1Oxk95uqdOHX3ef1B87Xxwb8XamgeeUytcQBY/dmcoYJCQzi3hINmJ75X3Nf+aT8/GbpS59YULTXdl86Wi+aGzU+aWtS2VyrZ16hGXLdLuLq/wtkar0MHyY89KsO+fuBXDv+RzDMJYa5jeGUR3mM4ZRPeY3i4fzkcEYhmEYhmEYhnEBmcNEiucJxSI4/WCCvm40psLfPRri+rqrTcOW3Z0UrmigUARlAegfSXv79PBExe3DGX0SOFOIyJAxg2jS+WTKLafahFtGbSMAEiU5iwtJXChdY8RfN/qJ/ugsRmG5S1Q6u7N2+Uxc5d8EwnIctQvk1KFTUR7bTJrkLfQUPgDkBvq8PTDU7+1Uqz5x372lR88ncbItG8ziQFSvFfF3DOK6PUEjv0CR7lxOJVLrKLS9ETqHAEBDXuUrTe0619TXt+n2eKu3N63SB8fHT496+9ghzSIhq/UcmTrtVD5GUi1yLU4nKRH3hNA9pDx1Y0TaUiYyP7z5irFYkej5Mojp+jHZoH7f0qRSzLqGFm83tetDvFUuE+2XdcMwDMMwDMOoVWyxbhiGYRiGYRg1yoKRwbDKZGNvu7evWdPh7c4yGcyGtZpidO0aDXuvbNXLrqcycbmEFkoZHNEwxtGDp7y998VD3t7Xr8Uv9verVKZvSItfjGQ0ZFngSpPUT66SV+1T/0B0FdZQVo2IFkZtI6BsMBTzjrEMJqLSqESmbYmoEoNy6Ux5T0rni9g3iKyyWPk43NeAK0VSa0eat/SQSgSG+7Qw3+TJPjDZoUFvj1HVyYu6N3u7kaQEac56Qxl0LLS/kHHTVtrle22C2gYRdoHSMbV0aTVSAMhN6lywrEVD4+MxrZTbf0ylW4cDnS+4xu6KpM5Bh8apKmqDtirE1CeEMhlFSV8YLppWTpREplrpi2USMRYrrmxsF2i2EpJTNqT0HhCPVc4wxgXJIwooh7Bf1g3DMAzDMAyjRrHFumEYhmEYhmHUKLUng+EwA1WqWL9Mw4MfeturdXudFqBoKfvqcdnV13o7SyGHiRMverswrpkkcgnN9LJ6hT7Zu7lOswBsadEwRv+4ynEOkfRlz5CGOJ/aqxKaXYf0XBm6zgLFQOQcQu8cQQl/BGeKXyLq6hg1ioggGS+G11xIrlFZBhOOpkVJWrhJ9HiLCmdHZZ8JWF4TOmxlOY6LkMS4jI7SoWNHvH36wC5vZ4eOe7s9Eb6GyYQet/eSq7y9YtNGb+cLet9IktfE6ZbozigYZSxIItIuhLKf8J86wf5EO8R1bKSz4Tvt8QMqvbq4QzM+tFKKlqFxlcpMxnT8bdm8Rdsv6/T2iT1PeDubpzt3Pfk+ZUYLyylnL2uLycEMo0i5V0lId0pmRIGxs2Vjmg77Zd0wDMMwDMMwahRbrBuGYRiGYRhGjVJzMhjOKNFE2V1+5cat3r5xkxaXyJw46O1UTotLAMD+px709rEBfbJ+8LDu0xxoMYue1Rq+jG/SzBHDw3rMsUENZTYn9Onf9XXa181XaRaaW66/xtt3P6Rh/O8+qfYAFVfSI5aYUeZ8fSMIyQyi88QYCwOBIFXK4BCAQ2iUGYbDbxF/56jMLmcMqqhsMHTYULYWlq/wDhGFJBztzUVckFXp2IkX93p76NmnvT1xRLfnRGUEV7z85aFLaFijcpf0yk3eziT0CX2BSt5S9Fh+NqZZPuIklTEWGgI/tiOkXqHhGjXWKXtKOquak5FYmUSqoDLNo3uPenvVxV3e3tCjGcn2nVBJZGJST96zcq23r6NiX0+N6zFPJbQf7IsshzsXuWO1IfrzCekbxky40BKsasetO2N+ZTmqemMglX8HD/tMaCad9tz2y7phGIZhGIZh1Ci2WDcMwzAMwzCMGmXeZDAc3Qg9OUsymMs3r/P2m256mbdjcQoDtq7w9tAL+0LnONWnWV/2aj0V5CY0BL6lm8L+edW7jPUf83YhrtlgCikNkx/r04NmxrX4xZYObXPFxSrZaapTKU+Q0mv49iN7vJ2epMf7EQ7PhiQHbFMIJUFfv+roRVOyKLAZoEIbRu0TE2BKDVagKi5c2yQmUXInCrmhcpzflX1fl4gn2kN9iuhrlOwqVAiCZTYZ9ZlD2zXzxZ6f/sDby49q+L85ozK3060t3h7Lh8VjbT3rvZ2hQmf1BW5HRZic9iMf0+Mmg0kYC5ipoRYRYRYqMlYIJSGrPI5zeS2U19VdHzpW/qTKYppIhJKM69jquGi9bm/XrC8jaR2XYyMq1eqN6dxxIkMFwQI9ZqFN981zShu6V0horiDKFXAzKKoUaj+LGWeMxU/5uIiSUbH07ELLq4KgcsavyPO66HahrHz0olBgv4zSk569n+XNDcMwDMMwDMOoIWyxbhiGYRiGYRg1yrzJYELSF9reUKddeuMvvMbbXV1aOOJTn7nN24mYhhyvaA6HLuqDOm9v2nqxt0fHNPNEQ4Nmg8kmx72dG1OpTEevhsaDOrX3HTzg7ZMntChGS6uG3jesP6nHSenxX3ud9mdoMuXtB36m2S8AIE+qmAT9terr9cWqZW3eXk0SnDoKxzaVvpfdv0f7YywMEqWYGmdPicUqh98ipS+hsF50aDHUKqSJIXMGRWZCPeKfBHIqLdn5mGZrevi+u7X9kQPebnEa5u/oVclbqr3J2/0T6s8AsKJefTQeqJ8kcpXlDQnRPmVFZWIx+yljAePCIecKxEkqkiWFVMBjmiVclAGGi5IBQEsLjblxLYTHGSKGSVVV36j37Ez+/2fvzYMku64zv3Peyz2zqrKqq7q6em+sBAGCBNEECULkUKJEc8aySNschuigBdkayf7D1iwaWwxF2JqZsGSOQ7N4Rg6NMTMSaW2UZiSR1IiURJGiICwE0dgINBpAoxu9VnftW+758l3/kdnv+14xE13ZXV2d1XV+EQicev2W+zLveffmO989B1mH1mjcSaVRmO+OYWQqa1bRjpNlnLSex014VKBMY5H+XtK4zcMywxjd8N7mgcpjx9wc/Gd2drarvbCArHwBTZJSKcylMhlI1cbGIDs7cADZ+vbs2RPZvg//cT00x99fFIlvgrdThr4Q8zAutNfv8GLDkWEYhmEYhmEMKDZZNwzDMAzDMIwBxSbrhmEYhmEYhjGgbKlmXQW/DkKq1ela+M1weA905vsKVHV0BbrU1RpSaA2lqZppETpwEZGDB3dF9kgK+r9XXj0T2U+eRpW4OuljF1poR/E0NFT7s6QvXIIWaa5EuqRzSAF5n0JrWG9B1LQ7g3v+kQeORHa+Bc2iiEiyhjRdxXHo0XeRfXAE9+Y10b7lRejxJWhrqJ46A62XMfioiiQ7+th46sYemnVO2abd7Y1fu/sxPQpCrksnSlCl39IlpGJ87ptfjuzZM0i7OkIav5Vd8J/8bfCT+QWkVtXV+Vg7yLUkG0LP+PqJ76EdTRzz/vtvj+xA8ZxpUMVTY7tBFUx75EVzPf7wqd+HPuzVgMajajytZ3FsNLLn5tCXiwG06Wvz0NwuKtZf1AJcI4NhR1K7Dkf2XWER289C91qdXYzsaYf2NbLwIb4H1q9715BhMbbWjBze0jXubPj7Z216q4V+OD09HTvmjTeQsvrcuXOR/dprr0X2zAxSlpZKmPeVy1j/x+kX+XrcpnQajjU6Cl/9wAc+ENkf//jHI/v221H5mu8nbMVTPcbSFcfzkXdtx/UUkrc364ZhGIZhGIYxoFx1sq6qv66qs6r6Cm0bU9VvqOrJzv9H3+4chrHTML8xjP4wnzGM/jG/2RlsRAbzBRH5VRH5/2jb50Tkm865z6vq5zp//3xfV6bQQFIQWrhrD+Qd3uXjkX1+HuHzDz2IdDv7j3wosmuteNh6fu1SZDfLkH9kR5Dep+4jzWKDJCshpQD61suohDosCH+OeZCc1KoIeyxS2H81vRf3E0DSkm+iPYdzuP89H0RIXkQkW0bVxuIIvq70CFKFLS0gFFqvIuw/sQ+h03qt/XmnkvFqj8YN4wuyCX6jInLlK+Nf1kpaFO0Rgo5XI91wu+MXj67R41wcCu9RbZdjf4sXz0Z2ZRY+nXTot5UQflUfRz+fuAO+MbdE6fEuws9FRIqUUtXVca7pp/4isl9dRdj16G0/Gdm5ITx/XNLGty3mC7JpY42TqN/1SDUa9ujHLBVpkFZklfroEj3LRUQmCvsiO2hBlrgwD1ljcgzP/OoyQvr1EJIYl4Ksc2URx07kME7lcpCDHRS0I1OF/HKG7mcljxsNSD7noBgQkbdL6ApYcnC9Mjtj0/iC3Ig5WkT36tcMS0VYuvLtb387sh9//HE+RM6exVjQaOA5zSkUub81m5B5cbrGWg1zMpa78HkWFzFH4vadPn06so8dOxbZLIn58Icxx5ycRDV7ERGh1KycltGxNIfa6q5DB3PVN+vOucdFZHHd5k+IyBc79hdF5JPX3ALDuAUxvzGM/jCfMYz+Mb/ZGVyrZn3SOXflddZlEZnstaOq/oyqHlPVY7YExdjhbMhv2GeWF+a77WIYO4VrG2sqrV67GcZOoO+xhosRGYPHdWeDcc451V75IUScc4+JyGMiIh7tpyR94ewNU8PUpBImKnMrCJnvffDeyP6rF17BPs2p2LXPn3s9st9ZwEr8Bw4i1P2eO5ExJplElasyxQiXFnDts+dQqVRJEjOSQcjl8EGENZsBzrO2grDm3fsgj6nP4ZxhNR5e9RIIoSxOI9xfDA9F9tAI5DtjRRzvUcadpaV2Zhjft3DlIPB2fsM+c+973usSnd1i0pfuxUVjYbl4ZLpHZpd1m3sldeD9YlkkOHNGGCvhhnNS1dKZafiSl4DULJ2GTyZb6LfpBkKfy995PrLHzsAXgkVIxURETs/9GprBsf4ZhF1dDn519iSyEhy+B5VRk2k8D4ybTz9jTWIq27vs4JX9yfZop1j1QQrvlxSh+kYi3oxdu/E8XxrFs9nzMJ7VSng2jzTwIjTMUfYjn/ahSrxLDcruksY4d8chtON9Qxhfji9jvPvOInxuKcdZYmK3IIkW3bd0//i0l6bIGFg2OtYcPfqgw/fb68cujy+wT548Gdm/+7u/G9lPPvlkZHMGl/bx3WVULGXh7Sy1SVA5d64ezNs5Mwyfk/epUPXrF154IbKPH4cE+0+//vXIfve73x27h4lJSLJ/4IPvj+zhNJxLfVzPJ7tfRcy1vlmfUdUpEZHO/62GvWFcHfMbw+gP8xnD6B/zm1uMa52sf1VEHu3Yj4rIVzanOYZxS2N+Yxj9YT5jGP1jfnOLcVUZjKr+roh8RETGVfWCiPyiiHxeRH5fVX9KRM6KyKc3cjFany8tkmhwXD2bRUaX7DBW1dcaCIcUstg+v4CiRk+cimeFGMkj1D20GyH3vNBK4gCr8pdXEE6vUgGjiST294qQ7xweR8GL0aEM2p1D6H76NMJDHoVRJYH9U1lIAGZLcRmMSyGjSyaHYxYWsN8whU7TSbS7kEPoJ5dvZxnwPMsGsxVslt+oividDA7qeklZKJzouutj4kf2/Id1C/+7h7xjSiraJaRIKxdtWpy7HNnVOnzpyH0PRfbCxfORPf3ic5F94eKzkT2Zhy/syVGmo2H4j4iIJOEPUwWESMORw5H97KmXI/vkGyhiM7nnYGSnR+8UY+vYzLFmI0WRehYF4kxl5Fs1H2H1N2ZOxg45Oop+M34PZImZPMadU68h80S5BMnK6DCF95sIy/sh+vX4CBUFXMY40MoiDJ/chX7/UBHbhz1kNfqLBRQGm8/QeCQioeJ6LcW9+iSJSJDUrbVOIGPcHDbXbzrfr3YvNFSpoI89/RSezb/+G78R2WfPIHseZ3Dh84jEZS2cuYWLCPExKcrQV6/Xu9p8npGRka42X3dtDXM+Lrq0soLMSn/9xBOR/QTJekREcpSl6Y/uxHjx0PveF9mf+cxnInuUpEMhFf/jNvXiqpN159xnevzTR696dsPYoZjfGEZ/mM8YRv+Y3+wMrIKpYRiGYRiGYQwo150N5lpxFA5oUmYYRxkiDt91OLKzCWRM2ZVCGPChu2DPLr8au8btlKzonUWEVhINXK8UIEz+ymWkLlpbwcplXjG8mwoY3XN4PLJXywjFvEzhzjOLCAN9/IeORnYmRIYMLUEmIC7+lSw73N/kMK6XWMIK/1YZ4Zu1BKQvjkJZyWQnxKn2+2w7oSKS6ESYW5wNZt0+3Q/2rr5Pl+tdwfUodKKxQkjdV/R7JD3I+rDf/8iHI7tagW98+QuPRfb0ZRStuHcEYc3bdqFv50cR1kzec0+sfVMkk0tdQtaN1QrC/k2SkTUaVPhmEc+ZqdsstL99YdFld7i/cuid7Zif+ZQZphrPbFGp4e/iCGQnzQDP+UYdZ1tewphy2zsh6WKZyRtLsMdJQXCEanXVycfnSgjJ7y1SxrN3YkwNTqI93z4H+ZeIyBzqMYlLQo5KtV5ilZR6yfKM7YkTlfBKf6KiPsvLkBr/xTe+Gdm//ZvI+vLqCWTe88hP1ktfGJaQFAp4ZrMEhYsfsVSEJTEMS2L4PBs5J9vZ7DppZYf198MZbl588cXIfuSRRyJ7dAxZxXoVFdsINnMzDMMwDMMwjAHFJuuGYRiGYRiGMaBsvQzmymJjXm1Oco1GDaHxpqMwfgYxukuXkTJ0PIdw3dEphFVERMao8EmSrlejME2lQSERCkFm05RVhQoeSROhixNvQb6ysooQ++UF3ENjAVkuPvzQ7ZFdXkF7VksLkZ0vIquAiMgMJbh5q4aQ/oE8JAHZNO57dRWrm9dWcPC+fW1NkOtV9cYYWK4Un/AoBJ0gn0kn0Z8bLc7WgFChOs4CRKvQYzFukRQVRmmRnwSUOsMP0L9LPq6RoceJKvZZW13FsZTRZfc4MlZcvjyNRpDsbO8wipallyD3CpqQrC0vY7uIyFAOhY3yTdx3zadiGx6eG4VdaMeFZYQ1J1rxzEzGNoUlLrRZexYK676dj61RlgsRkTqF1tM5hNDPn8Hz3xvF9sksiiipIjNMLovzJkrox7UmZF+zSxgvfA8ShXoNvvVWGXKuvbtxP3szCMnfm477zUsrkJ9VoUqQZpKfHd1TQdm4cgsQhtKqt/vi2ioKUk6fP4NdqF8dGEcnOU9Z/GaX8LxnOFOLSDxTzNLSUtftfAxLUxIk06pV4T+1GmRevSQ4IW33E92nwHxdLqjEMhuRuET6Yx/7WGR/9rOfjezhYcxdr8dP7M26YRiGYRiGYQwoNlk3DMMwDMMwjAFlS2UwXKZCKAOMR1kuMrTKd2EWMpPLFxGevjiLEM1CFfKTE6fjYY+JUYTQ75xE1peGQ+hwqYUwBif8z/kIudQFGVlWAlzPExw7Oob9803sv7aIUGMigXvm0A0Xdtqz+67YPbQaOL5GodZFqmeRpgJLniI81KBj65W27cLeq7ONwUNFJRG2vSYIKKMR/czOZeHGXLCo2qSV7qR2adGxwboaWSnaLxlSISSK3jVIJpAjac5oHZ3y2Wf+OrIf+7Vfjewf/MR/Fdmf+HHU6chSwZnJFPrwgxP7I3tkDSv6a034QqWG7SIiHvlGLQspwZtp/IPbBVnBPe96V2S/8sZrkd1qwC+N7Ydb938REaWMDyFJwGIFkrR7rqUW7e/WVVTKF9DP0hkKm9PxuT14tk8NYTxaW3g+spdnkeVrWCANq3mQuEzXIT8oVCGzmbv0RmQP7YPfzKaRFq1expg1tk7t84MTKOryehVSm1MljLetHGV/4k+2z8wWxuARtgKprLS/98XpM9H2+iLktJNDeDa///53RPY8SV9WX0E/5MwrSZKutEH/YemLC1m2Rv2KMqlUqIBRQLIWRz7aorlOq9U9C0ud5mH1BuZ/XNRPKeNS0IjL344eRYa/v/8P/n5kT07C51iOs5HiR72wN+uGYRiGYRiGMaDYZN0wDMMwDMMwBpStzwbTJVo2PIxsJocOH4rsTBphiaXls5F9/hJCLnvvfF9kP/qxj8fOe+48QoTL51Go6OVXIa9ZaEJek6UsEmWSxFQpw0aKwhh37EK7J4cQpjx7ASubs7RKOukhhLIwhxB7GOCcl6eR8UVEZH4OIf4srSpeq1NGG0r4P56h0CTJJiqd8Ccn5TcGH3WhZIJ2X6w2qSAJrWL3Wgi7pyiDUrNFq+odZZmgPtDw47/XG/RngsKIlExJkh60M8VFZJA49Sdfi+yv/85vRfbqBYT2z+7ZF9l/vIq+XjrzVmSPZUjWE6LdRSqYtkThzkoNoUwRkZkybmL06G2RHR5CJoxPHkbI/67bDkT2s8/+Fdo0g2eGsQ3pjDVcu6fld981V6csShwmT5IUjGRhKT8+dPoB/m36tTORPTeH7FxH70LxLq1DjpLOHY7sIerXBYX8wKUwpkzP4VqFcfTdVBb9/sIl+GU6AclXsIZja6W439yxH5nIpsbRptUXIGmbCzH2enmcKyDZgIvGSJPGbCfCMJRKpd0nVuaQcW91Dn1puIhn6ANHH4rs+3/gRyL7tdPnIvuZZ56J7Mcffzx2Pc4AkyB/mtiN4o9ZKoB5aQbztiplZQlYnka+m6Rxzo/J2eDrtTqyx6QzlNmMMjrt3r07sh/5AIodiYg8+hOPRvbdd98d2TzPuh7pC2Nv1g3DMAzDMAxjQLHJumEYhmEYhmEMKFsvg+nAq/KPHIH05e673xnZ4z5CheHLFyLbL+DYH/6x/yayP/zxT8WuUasjZDd94mRk/7N/9f9E9omnno5s14ScYKWKMEs6xIrmvVQgieoDyCtrlKFmFcfu3z8a2csLkANk69AV5KlQzCtnUexFRGR+EecaoxQgiQKyCVyaQUNWfIRfimm0O9UpnNNqWfGK7YS6QPx6u29VqCjQWg39J3XgcGTnqV9UA0i8XABfyNJq+7TEV+ivJiljERVPypJUyz+HEOmJL/8e7L9CmLMxi2wS+8Yok8XLL0T2mWefxD4B+nmCpAcrVcgIGmW0rUlZmerrihfV7pqK7N0/+qHIPrpvgo7Bo29uBs+W1XlI586eOCbGdkWjkHiKtno19KF6As/yFvlESKmTAnqeFmo40x4P2VZEROqKsePU6RORzVliJgvwgyXKnNTycGwiT1liqniuB02MHbuGIL9cqyAzzAhlTjo0jO2OfLzlYawd3Q0JjYhIqgjJWXkO8oBDadxDkzLDLFHmtiaNi3pFEmMqmG2F5/tSGGnPV0YnqW8ovtvDdyCj0S6SNDrKSPfA+/HMPXQI/e08yZJFRKam8Jz+0IdwzMMf+GBk83zlt3/ntyP76acxbyuVaZzjTDI0RuSpsNHe/Wj31F7Y97/3gch+93vfG9lHbr+96/4iIinyAc58s1nSF8berBuGYRiGYRjGgGKTdcMwDMMwDMMYUG6aDIZ/J8zNISvEWglh73feh5DL0OSbkf2D77o3sh/58MciO+HHl/oXslgFv28KWSGyw1htXKJQSaOJ1fEZ+hkzmcMfQ4pQ4XyFsm3ksXo4TCDkUshTiJMKaQwNI9wZFtCemdeQFUNEpNrAMYuLkMgUsgg75YcRXp2bQQaBSoVWOqc6hXUsG8y2woWBtBpt2UmJiwIF7Lp7IivhIyznO/hSpYwwurYQrvMpBC8ikqbiRN4awoulE2ci+9Kf/GVkh29BXhY2ScqyC306lUIf9uqQ8uQb8LdD9ChqUtWmZgl9eInueZFD7CM5YUY/gufD+QLapIsI4ZcoRYiXgEzgjsMI/+aSJhnbtiiywCg98rIkHxuhYndDIewqSbJKFew/0cRz9p7D6GMiImtUHGyFqnINUZ+tlPD8Lg4hq8Z8HZnBylWMha0A2b+cB99XhQ8VqIDY4grdQ/YwzpOAH+emIGmRVrxAnobwNT8PH/zI+x6M7L3TGLe+euZ1HJzE2Bt0Ukc5c59the8nIhlMLn9/tH3/7ciiJFzmAAAgAElEQVRilMpinuNRVjCeVYQkG34XFZz75V/+5dj1uBDSrl0oYOlzZT/KSPa//tz/HNlPPP6eyP7Tr389stfW4Bt3Hzkc2Q8/gP33kpRliMap294Bnx6hokaMW9ep+W/f75FqapOwN+uGYRiGYRiGMaDYZN0wDMMwDMMwBpQtlcG4zn8iImELoY5LlxHiO3XylcgeDbEa/o4jyBLzwUc+E9mNywghvvjtb8aut1ZB+K9O1TDO0mr9YUXIMvS5CAzJASiUWaNwZ8jJ+KvYXifpynCeCrzQPY/sRZillEEoJghPxe4hCCAVqFSQHWdlDaH/ofzeyK5Sm8prLINp338zsNjkdsK5UGrN9vc+XESGh7EswujJFP/mRmgxmUBfWJqfjuxaGaH2CSpyISIyskr97envRfb8Xz8b2cPLkNc4Cn8vU/iyRIHRoIZ+62o4Nk1yg1yGQv41lsQgzD9dpEw3eyFxK1PWGxGRlQKOWVjFM2RiGW2dbqJNZfLXZhXnqq4hg46xvXDiJOyMNnUa5Xzql2NUWO4jtyH7Qz3EARfIH3I+yRuH4/KxUydejOxvfucJXOMAQu5H3o1x57b9yHgRppGl6PyFNyJ76RKKwCQVfTRo4bk+tQf3cGgKbZpexPY6yXfSDr7vUQYPEZGlMiQOSSpGxnslG5DZja/Cz+ayaF+92PEzywazvVCNMr/4VCDIpw7AKpCW4A+lf1DaXqDsZFw0SERkhYo51qk4kU9jmE/SrIxgrvaBByFZ+cFHUBgzpCxLSZKleAp/cFSAaZwKgeWGkbnPkfzGUUdWjXfq9X/fSOzNumEYhmEYhmEMKFedrKvqAVX9S1V9VVWPq+rf7WwfU9VvqOrJzv9Hr3Yuw9gJmM8YRv+Y3xhGf5jP7Bw2IoMJROTnnHPPq+qQiDynqt8QkZ8UkW865z6vqp8Tkc+JyM9v/NKUvJ5CCZeXEJ5+/XVIQko1ZLMYySJseOYN7HP8FEKRIiL1gDJJLCPkXlmAdGbfCH6vlGlxfIWyBrQoLCNUsCVFYf9qHe2eGEdI/847OFMHwj4L88gMsJZGaDaRiP9+ymURjmo5uocqwrPVCrJccHGPRoD2XZxph/SbQTwDgHFD2DSfaTQDOXepLeXIDaMv7dk1Svtg/xT1z2QCUqlqibJVXER/kTdQEEhEZO5l+JNPGWCKdazwT1C2ozeoH54jiUsYwhYKTToKZZLaQFbTlDGGCsP4BxCmTO9HEY3iQXwW5VeOx+5hZQ5+0hpBqH4FlxbnIeTP2WoSJDcIW/TBGlvBpvmNOhGvi+KvmUN/qFKoO0igc+zJQ2I1sXs39qfiW0uzcb955SXIN+sFdOz5CVzjxRmSX44g61DCR4aWYcqKcWAfMnI0lyHJOn8aY6G0oFFI1iF1O5SBv7ZakEn6CcjeKhr/gOqCMazhQXJ38jyKoC1doIxkTYxbK0u4z2axff+mgtkSbsz8LJb1hGQg0l1Gq7Fvm+cw9DwN48cmEvCTep1kNJRNpnoZUrDKGvrn2O0YF/YMU5++hGx4S1SkKFWE7HhsAnYiiedBvHXaxfr+bDC9uBHymKu+WXfOXXLOPd+x10TkhIjsE5FPiMgXO7t9UUQ+uemtM4xtiPmMYfSP+Y1h9If5zM6hL826qh4WkQdE5BkRmXTOXfkZc1lEuiamVNWfUdVjqmq1u40dx/X6zPKKLXI0dh7X6zdhxSKIxs7ien1mbm6u2y7GgLDhbDCqWhCRPxCRv+ecW+XX/M45p6pd4wPOucdE5DEREU/VXdnLo6BDlQoTnbyEUEeClvGvLSL0V0j/eWTPzyOkP01ZLkREjr4Xq48fzEIS8PSTL0T22csI13s1rB6u1+j+WhSiIZlKIo390wnsf/dd8IvhIsLtVGdCZi4gXFNKI1zzgYexsllEZG4e2Swuz6BgUqWMEP3sDMKUSSrw4hSf38ziFRmMFUXaKjbDZ47cdsidvbAgIiJ7pjg8j77XaqD/ZNMUfiPJU6GEfYLX0Pdab52Nt/kS/ClHGZFqFJqskCTmBK3on/Phu9kE2pcZgizMG4I/ZIcRwk+NImNFfh8kAsUjKGYWUHtKFBJtNePvHErn8QNn+ACuV6Wnnack66HMF4HX3X+MrWMz/CYxlXX+lUcd7R2SdHE5g+/9qYvIfPTBAygCMxxAojJ9ETKTZ16ISy7Pk+wrdy9kmi4H6cwrbz0f2VMZyNh2D+2P7HIT2YjCNGVIonGnsA/9shpi7Fx1kI8VFD5QyGOfWhNjhd+Mh+qHQ/hsNYksNgHJFR7+gYcie44kB3907DuRrY2On1oBvi1jM3zm6NGj0T7xnrER6Ucv2QdnUon/SyaDZzMXQlpbQGEjHtvGSb6SHYNcbPoMJGnJCmSZo4cwjmR3oT8rZ4bp0epBZENv1lU1Ke2O8NvOuT/sbJ5R1anOv0+JyGyv4w1jp2E+Yxj9Y35jGP1hPrMz2Eg2GBWRfy8iJ5xz/5z+6asi8mjHflREvrL5zTOM7Yf5jGH0j/mNYfSH+czOYSNx3kdE5L8VkZdV9Urs7xdE5PMi8vuq+lMiclZEPr2RC6pr/z7wFCGyJhXyOfYaQo2tIwgV/s0PQx5yoIjw4KlL0Fk9cSIug7lYRWaLH/vgfZG9exyrh2cWEMYfyyEsE3JS/AZCNGkqAsNZbLwUwueXZ9GOv3wC7fvwvYcj+653vAvXomT8R9794dg9nDuPUOOTTyE8dPL1c5EdkNwhkaTiGVTAqdaR8lhgckvYNJ/xVCXd6Vu8Er/ZQHg9JFnKW69D1jL7vScjO3cMYfvscRRe8ZvImCQi0qLQdaWGf6OuJPNJZIOpFCETmNiDUOPILshaRiaQjSJH2S6yw5CmZXKwJQ0/dPQ+wQtxzwEVCJtfift9voR/k0XKfFOEn2UpPFtv4fOLxUVb2ylIekuwiWONRhkZXNj9eyxRsZczDchPll59BmdZQFi9tIjnb2UI44CIiH8vssa0suhb+TX032yAcavVokJ7VKiuvAZHWyB5Y1haiOyJMVx7bALZwpZWIMWZXUJbJwrYf6SI6xYyGLNERDTEB1Jbg7SA/c55GDtzKTwHQpIraGDysS1kU+dnWwlLddIZ9KVGBmNBk8aa/DDGlIDGhYUlzOGKHvr6aBZj02ZlZ9nKIkjruapXOeeekN6CpI9ubnMMY/tjPmMY/WN+Yxj9YT6zc7AKpoZhGIZhGIYxoGx5vOpKwI9/CnJkYW4VIbfj5xHe2P0mwnIX0gjfvfAWwoPTpXhocuY4JCgjPkL/R4r4jeKnEEYczsEuUuiw1URocnkJ4VLxsU/T4ZzLKwjDz15CGPVD9yObx+E7kanGH0a4pk6FZURELl2ErCEM8UFxbSMupJSkojgBFa3QK/Idq1SxrQjDUOq1dh+qlNE3SiVkezj+GooCvfJnfxzZScrQ8JBS6LxFEpBkPBReId9qFRCOzI0i/N0chZxk1xCKp4zvRhaMXbRPLodQZsBFMjhxDQm0AkfyMs7ARxlmuKDNSrkkTDqDf1s6jUI0ug8yncw4bEfn4mIgse3GtsN1G2z43wXfb50yey2N4nmqFIb3JyETyRXiftP00W+GSF9zRwrP+dt2H4rsgo+xZnURksbhFCRgh8ZI4nKRCuLNIUPYyMTtsCdRKGyZCi3NX0RhmaaH+xmZIB2QiGge04E8KYdIJCaXKAPM6eOUnawByVzoD4thXI24ooQkMVn4QJmy27EqMZPFuLP/MDKGrV3APLFKUsnhPMYjVsXdTFlLv9ibdcMwDMMwDMMYUGyybhiGYRiGYRgDypbKYJyIhN735yOJb0KMYnYZobWvPfl6ZGczCFmWSihsUV9X8GeIwu+ry5ANvLFMUhYKcyaWUTwiSckpQg9tShYQOtQkPr6wgZBqmovR5HH+WhVhmUuzKPI00kRI54234sU2zl5cxjFzOH5hGXaGilZwIZckyWMync/M20ZhH0Ok1QplpVPF1An63vLL6Cd/9d0nInvh+eci+4NV+ENyN1bSV4uQYzWLyM4iItLYhRB2cwxFVkqUreVlKpx0uY6+Xj2NcPvdU+hn9xxBpgznEFRnGUyLMkIFtKLfCykbjGD7KmXAWa7Bb0VEdlOY8/AZZJc6V4bPNEfRJo7HhlbI5RbByZUKfN3LwYhkSA7Gz/iAJDGOslQ4GqhSAYtDRCZX4Jt/48jDkb1v+GBkey3I2MoO8s18Af2XhhfJ5tCOxjj8b6WM8WutCcnA8BCkarPzOP/Jk8gqs6eOfu8N4zkgIlIo4Fy1MsbLp55GMafZOsajUgiJp7cXz5FoXLSxZufQy8ne/iCYJH1MkRTMz8EhGlS8Lucow9EUfIzPWV2jQmVDVGwzg3OG9L7aUbEkbk9Msn0TyyjZm3XDMAzDMAzDGFBssm4YhmEYhmEYA4pN1g3DMAzDMAxjQLlppcZcLH2OdP2D0xMurUKvtEQ69XhJzvhvjyAkfSylaMxmcPHiMPTiKSGNexV6vHIDmsJ0Ch+ZJnHORpM05KQ7zPtoU6i4of0HkcZrcRX6wjenofsVEakL2jc7h1SWjRrONVTM0hH4QHy6djbbbpTnxdPcGYON56mk0+3vbnUVOtLzF09G9uSu8cgeeue9kT1KvtQahxbdUQXfBlXPFREJqCoh22fnoFP/xiu49kwZKeWaNfjbEqUv1QQ5u4MvhZRDq0rrOWqUKnUoDWcqFOELnMYrNYH7FxFpLMKfimfgT/OkN6w6PEP4IeicVS29NdCowrSSntajPsfrp1pkO0Hf4OGFllWIV47rse8o7I/sjz74/shuUPVPbUF3/upbWI9VriDNot+CjrxExYXLdfiijMKuk6Z3kYbFOqVovO0upLbbtxe+n0rE009WF+C/b5w4D3semnf/HmjT3TCeKR6Piz0qxhpGnO5rGtRDv0zl4RtctVtozYijedjw7snIXpnG/uVljAmc4lR6pI9U6a5Zv5nYm3XDMAzDMAzDGFBssm4YhmEYhmEYA8pNk8FsKKsT7xRLq9M9zLa+GlWtgVDJpTWERB68D6l+7jtCIXQKU755FqG/y3OLkb1WwXl8H6HGLCIx4jzskyYJwJE7UM2Oc0M+f/y7kV0K4l9JjUKbi1S5LkcShVQSaYyU0jWGJAPKZNqhJc+z32fbiXbqxnYKqnIVEpJUGv0kR32pSpKYygGErC/nsU9A+rJqHfITEZHSAlKzVRrou29dROXCtSVIqZpNSnlHfnnmMvZ3AfZP+1SpjvqwT/3Sp2qQStXslteWaH+cxy/GKyaWKaXceYf7K43gemml6r6kqWEZjElitjNO3BXZE6uwyM428dBOhyTjIP9IkPQlQcPlZDKe8vQ9U3i2r8wgXehqQOkaKZWqCoX60+jLtRDal1IZz+9mAN9nX5m/NIPtPsadPbvR18M1tDto4fw5ifvN008jBex3z76K894NaY5O4bxK6Yo55el2qgppDB6cQjGRwbjVqGIcCZvox36C0mn78Kshqrq9OAM5ZDKLMS5XxD6OdW4sg6E0ju4mdm2buRmGYRiGYRjGgGKTdcMwDMMwDMMYUG6aDKY3FIbWDVQTZKVMPDVMLGPE9DL0JPMrCKeMDe2N7PFxZGhxPkIrXgIyk/klhDVXaLm+Rw0J6DfQyiqqzf3x178d2U89cwz7VJDlo6Gc2UVkcQEh/aCCkH5yF1VPFYRIPUdfKYUjPbXfZduRWq0ub548JSIiC0sI3zVaVPGzTplN0vieyz76ju8j5O8oK1ErjFf/TAbYb3EBffeVE2/Q9ajSL1UVVQojZhMIl99155HIHqbV/RnKRpHwE2SjfVkKr5ca8Le5ZUhiGlRxUkSkNIKsMW/tRcXG9F5kCshzpdIecheTwdwasCzDIxlW4hLJXeapIin1Y5+q6SZJrlL10f9ERGY9yCYbi5S1K0E6xgIyL3mK7YFHlXUT6OOJFOw8VanO+agsvDKD8ajSggzm0PsejOyZOiRplTr2+cZfPRW7h6fPo0q49w5UPPb2YExqNfE5UdHXHvJKk8MY14DC59Ikg6m00PcaVGE3n4NMixMRcSaZoRH4zPIcZTdKkzQyi31i2rlYpdV4U12PiqY3QgpmMzjDMAzDMAzDGFBssm4YhmEYhmEYA8oAymAY18V6G3T9nyQJqCPkeXkBMpgGrWjPUOaWfVNY7V+rQQ6QpopHa2+eiex6FWGZoImGNGs45+uUIYOSXMjkbqzKDxo4j4hIjYpBpalYgEeFO3yfZQCUSYM+EBeFKS00uZ3IZNJy5113ioiI/9aZaPviMkLtQ3uwov3ABELtRSooFHqQt4QpkgKQ5EREJC3omM8uIyNEin7WFyaokFgK+xfSsI8cgOTk/juRfSlDBSyEpDxcSCWggkU+hd1zgvvJkdSluSeemSNBWXPCFI5JJikDB2WKalLxMJa+cIYLY/txpZe7HhX4SjlIQlZ2oc9okiSG/DqLsgwlm/GCQpdmXo7s8mUUEPMoncy+SfTTQ6MHInvPOGRi+VHYyTza0WpAKuMl0ahdB9Duyy/AX2fOQEJz4RKkMk8+/3Rkn6vHpTyJeyEZC3bROEF+mmlSZhm6t+6+YjIyo39YyqJJPL8zBchdGmXM4TJ5zJm8FKQvQUDF0KhIGM/5FqYhiRkZxZiQIImm43mUH58y+zSmJBI3djptb9YNwzAMwzAMY0CxybphGIZhGIZhDCgDIYPpuXCWwyEbOdH6lbqUTaYVIuR5fhH22XmEEd//HoRQkjlcceY8wiZlWsUvtPp+KIOL16ngxewK9vE44wUtpc95aOfUBFY/i4icEUhw5ipoh+fIblCbWBETktyhE07yTAWzrUgmfJna3Za2DOUhIWlRrNBP4kvlXEIZTnhCxSKUM2K4ePjaOfx+f9c9t0f2odv345gMOlmKsr5kKAyYISkBS2hcAH9wLW4gbF5h7/hYuucsnT+bihd38VPwjSafIKQiLgK7V7Deirtsb7wuyowWSWJ0DCH2xC54jotJCdn2yI73jRUq0hKM47zpFHz2DBXUO7fwWmTnz5+M7P1DE5G9uwhJ20gB2VmGCpC9lVYhzSmT5PLL3/qzyD65dAbtnqBCfu/cE7uHoECFybjIEe/D0hfXXSZmfmNshF7ZtpoB5CiVCvr3GmXfW5tHMbCLlxciu0zJzRxNhpo1yGaqVZKUURajbDaeie8K/MzIUaElEZH9ByDx3LULMrcbIYmxN+uGYRiGYRiGMaBcdbKuqhlV/a6qvqSqx1X1H3e2H1HVZ1T1TVX9PVVNXe1chrFTML8xjP4wnzGM/jCf2Tls5F19XUR+yDlXUtWkiDyhql8XkX8gIv/COfclVf03IvJTIvJrN7CtfeM5hON4hfE0FXt58dR0ZD98FKvmiwXIUbwmVhvPnTsf2RkPH18yiRBKvY7zZ3MIFSbz2CfhEBIlVYGMjcR9qkqh+6pD+EZCSF8qFYSNnJIUIYFzDefa92MymC1jc/zGOQmDdvgvk+QvT2P7wKYGUL9SKoTkU4Es56/7vU7H755EGH481iQKkfO5WMoSXi1ThIiL3Q7rXSgjS6x51Dg6Z9CKZ7Spk7wmVqyFTG43h+0tA8xN5caMNb3qm1A/i4XkXY8DSLrYWicBYWlZkjJJtJSOKWIffwRylGWSNy7XEN5PzmKsSZzDeTIhZDYKZYCUAowPtRwVFruPsiUVMSbUvbjfcFGz3spUkgWR31gBsZvGDfEZ/j63QtbU0//I9pLwGS+DAkalNcy3WiT9zeTQ1xMklXRU5JLHgUSK514kfaGsasXxCWHSVFSJ4XGkl5/w9o18xld9s+7aXBH8JDv/ORH5IRH5j53tXxSRT171aoaxQzC/MYz+MJ8xjP4wn9k5bEizrqq+qr4oIrMi8g0ROSUiy865K690L4jIvh7H/oyqHlPVY5vRYMPYLlyr37DPrJbK6//ZMG5ZNmuscZVWt10M45Zjs3xmbm5uaxpsXBMbWrLqnGuJyHtUtSgifyQi79joBZxzj4nIYyIiqnrVWFk8GsDhg9hZux+7/m+WwdC/Vho4/o3zSIr/+HOvRPaH331HZGdpBXxjbTmyV1fwW6fJEXrFkuRCjjJnUBhVqjhnooX9h7Pxu3A+MtQslxHzLFECmCol+Xckm/GTlORf2zIYtUIVW8a1+g37zJHD+13Y+U57hdY4M4WSzikmAeHzkx2uC1/3DGezNIVkJxgPesPn7NWmmPykhzyB7Ra1odGgFACyTuLSI6Afu80ehZBMErP1bNZYk5jKchqX/ugRkt6w1IOzmJG0JB1yBiLaidIlaYZkKqMkraSuWKfBxmuy5Auh/jTVbApIPtfw4K9eGL/PBLe7T4mLZYC5eWyWzxw9etTFCyzeWHr1GW5DKoWOPDwE6cvUvsM4gDTOXqwQJHZZq+ClV7kMO0NFLnlMqdfrXffhY0XiY0+lAhlaqYTsMzzmsc33Xywi21Mv+soG45xbFpG/FJGHRaSoGgmk94vIxX7OZRg7BfMbw+gP8xnD6A/zmVubjWSDmej8YhNVzYrIj4jICWl3ik91dntURL5yoxppGNsN8xvD6A/zGcPoD/OZnYNeLcSlqvdLe4GCL+3J/e875/6Jqt4mIl8SkTEReUFEPuscpTjpwtGjR92xYyZdv5mo6nPOuaM3ux23OpvlN+Yzg4H5zY3HxppbC/OZG4/5zK1HL7+56mR9kxsxJyJlEZnfsosOBuMyOPd8yDk3cfXdjEGg4zNnZbD60FYxSPdsfrONsLFmIDCf2UbYWDMw99zVb7Z0si4ioqrHdtqv7Z14z8bmshP70E68Z2Pz2In9Zyfes7G57MQ+tB3uua8FpoZhGIZhGIZhbB02WTcMwzAMwzCMAeVmTNYfuwnXvNnsxHs2Nped2Id24j0bm8dO7D878Z6NzWUn9qGBv+ct16wbhmEYhmEYhrExTAZjGIZhGIZhGAPKlk7WVfXjqvq6qr6pqp/bymtvFap6QFX/UlVfVdXjqvp3O9vHVPUbqnqy8//Rm91WY/AxnzGfMfrH/Mb8xugP85nB9pktk8Goqi8ib0i7wtYFEXlWRD7jnHt1SxqwRajqlIhMOeeeV9UhEXlORD4pIj8pIovOuc93HGHUOffzN7GpxoBjPmM+Y/SP+Y35jdEf5jOD7zNb+Wb9IRF50zl32jnXkHZ1rU9s4fW3BOfcJefc8x17Tdqlf/dJ+16/2Nnti9LuIIbxdpjPmM8Y/WN+Y35j9If5zID7zFZO1veJyHn6+0Jn2y2Lqh4WkQdE5BkRmXTOXer802URmbxJzTK2D+Yz5jNG/5jfmN8Y/WE+M+A+YwtMbxCqWhCRPxCRv+ecW+V/c23tkaXhMQzCfMYw+sf8xjD6Yzv6zFZO1i+KyAH6e39n2y2Hqial3RF+2zn3h53NMx291BXd1OzNap+xbTCfMZ8x+sf8xvzG6A/zmQH3ma2crD8rIneq6hFVTYnIj4vIV7fw+luCqqqI/HsROeGc++f0T18VkUc79qMi8pWtbpux7TCfMZ8x+sf8xvzG6A/zmQH3mS0tiqSqf0tE/qWI+CLy6865X9qyi28RqvoDIvLXIvKyiISdzb8gbV3U74vIQRE5KyKfds4t3pRGGtsG8xnzGaN/zG/Mb4z+MJ8ZbJ+xCqaGYRiGYRiGMaDYAlPDMAzDMAzDGFBssm4YhmEYhmEYA4pN1g3DMAzDMAxjQLHJumEYhmEYhmEMKDZZNwzDMAzDMIwBxSbrhmEYhmEYhjGg2GTdMAzDMAzDMAYUm6wbhmEYhmEYxoBik3XDMAzDMAzDGFBssm4YhmEYhmEYA4pN1g3DMAzDMAxjQLHJumEYhmEYhmEMKDt2sq6q31bVv7PVxxrGduNG+Yqq/qSqPvE2x35dVR/t41qHVdWpauJa2moYm4n5jWH0h/lMb26JybqqnlHVH77Z7bgertaZDGMz2E6+4pz7m865L97sdhiG+Y1h9If5zOZyS0zWDcPYWdhbQMPoH/Mbw+iPQfGZW3ayrqqjqvqfVHVOVZc69v51u92uqt9V1VVV/YqqjtHxH1DVp1R1WVVfUtWP9HHtn1bVE6q6pqqvqup7O9s/p6qnaPt/2dl+j4j8GxF5WFVLqrp8/Z+AYWyMm+kr7cP1V1V1RVVfU9WP0j9EYc1O5OlJVf0XqrogIv9IVX1V/RVVnVfV0yLyn1/Hx2AYfWF+Yxj9YT5z7dyyk3Vp39tviMghETkoIlUR+dV1+/yEiPz3IjIlIoGI/CsREVXdJyJ/IiL/h4iMicg/FJE/UNWJ9RdR1YOdjnOw8/ffFpF/1Dn3sIj8mIgsdHY/JSIfEpEREfnHIvJbqjrlnDshIv+jiDztnCs454qb8QEYxga5Kb7S4f3S9otxEflFEflDfjiv4/0iclpEJkXkl0Tkp0XkR0XkARE5KiKf6uuuDeP6ML8xjP4wn7lGbtnJunNuwTn3B865inNuTdof+N9Yt9tvOudecc6VReR/E5FPq6ovIp8Vka85577mnAudc98QkWMi8re6XOecc67onDvX2fR3ROT/cs4969q86Zw729n3Pzjnpjvn/D0ROSkiD92QD8AwNshN9BURkVkR+ZfOuWbHJ16X3m8tpp1z/9o5FzjnqiLy6c6x551ziyLyf17Hx2AYfWF+Yxj9YT5z7dyyk3VVzanq/6uqZ1V1VUQeF5Fi50u/wnmyz4pIUtq/ug6JyN/u/DJb7shSfkDav/SuxgFp/3rr1qafUNUX6Zz3da5nGDeNm+grIiIXnXNu3bn39tj3/Lq/93Zpl2FsCeY3htEf5jPXzkAI528QPycid4vI+51zl1X1PSLygogo7XOA7IMi0hSReWl/Kb/pnPvpa7jueRG5ff1GVT0kIv9WRD4qbblLS1VfpPa49ccYxhZxs3xFRGSfqio9RA+KyFd77LveRy51aZdhbBXmN4bRH+Yz18it9GY9qaqZK/+JyMYzPlkAACAASURBVKi09VDLHV3SL3Y55rOq+k5VzYnIPxGR/+ica4nIb4nIf6Gq/1lnYUFGVT/SZSFEN/6diPxDVX1Q29zRmajnpd0B5kREVPW/k/ab9SvMiMh+VU1d4/0bxkYZFF8REdktIj+rqsnOeo97RORrGzz29zvH7lfVURH53AaPM4xrwfzGMPrDfGaTuJUm61+Tdie48l9RRLLS/kX2HRH50y7H/KaIfEFELotIRkR+VkTEOXdeRD4hIr8g7cn1eRH5X6TL59VZyFC6spDBOfcfpK3D+h0RWRORL4vImHPuVRH5ZyLytLQn5u8SkSfpVN8SkeMicllV56/xMzCMjTAQvtLhGRG5s3PtXxKRTznnFtYf24N/KyJ/JiIvicjzIvKHGzzOMK4F8xvD6A/zmU1C4xIewzAMwzAMwzAGhVvpzbphGIZhGIZh3FLYZN0wDMMwDMMwBhSbrBuGYRiGYRjGgHJdk3VV/biqvq6qb6qqrSg3jA1gfmMY/WE+Yxj9Y35z63DNC0w7SezfEJEfEZELIvKsiHymk/WkK4lEwiWTyc7x2L6RJnA7+dh4es7ex7zNmelMOJev2J7UMLI9OqcL6fzUjBb9BgroH0KyuWXX9hVc/aBu5w2CQMIw7P2hGTeUfv3GT3gumWrXi1AP/cr3fbLxdSYS+NIz2Wxk57NFbkVklcorsevV66XI9jzyhwRsVbRDHbankmhTKkU1Lhz8p1xu0LVb2KWFfZIZlH9oNbE9bGH/VDaJYyVOSH5Zq+L4fAHHBAH2r1Twh2p312hUq/POue8ra23ceK5lrBkZGna7x9tfl+ejPyUS6APpdJqO4F6EPtNsNCO7WquiTetecznyFefoH2P9Cdfgw32qB+ORj7O/87M8DMkneDwiP3M0fnFbEz77NNeh6d33mw34Rxgbh72u21ut9mc2NzMnaytrNtbcJPr1m3wu7YrFvIisnzvxvCU2c7l6G4T7Z3z/7leIw8fErqzadR92FJ/2SdAzwI/1W/KZHnNB9ovv9xG+P24Gndf12Cd2Fvx1eWat61hzPUWRHhKRN51zp0VEVPVL0k6r0/MBmkwm5Y47johI/KHEgys/iJgWDdT8gfF53u4Y7g78BfFEIkHnGvVx7J5EJbJzrVpkBzTIt6gZa4pJ0rzLRHbFRwr1Bt1zK+z+xbY3dH/YxztA924fdjnv7OycGDeVvvwmmfLlwDvGREQknUZfGhnF5Ht4GNtHxzG5uO/+eyL76H2fiGwXoB8+eexPYtc7dfo7kZ3L4/FQHMUx6QT6t4aY/BzaMxTZh/fDliYm6N99DkXgnnxqMbJrZUyE9t2+K7KXLmN7ZW0V17p3d2TTvLu9H/0IeP0EfnwcfXhfZM8twjdeenE5spNJ3HMY4jxnX3rZqjzePPoea3aPT8j//Yv/VERE8qMoEl0cR7+57fbbIlsFfiMt2JfPX4zsV1//HvYvxJ/TrRR8sBHmsJ8P//A8+EGKfpyOZkYjO5cvYJ8M/KwZ4HprlXJk1+o4Zz3E2OSSuIdkBtcqjuKcu8aHY/cQ+6FAPycuXpyN7Cr9+E2mca56vR7ZCyvtMeZ//9lfEOOm0pffFIt5+R9++qMiIhI0eX6BOUWg9LT1YHs0peIZiwqeoa1WXZgW9WnPw3OXpzNBC/07pHlfkybcDfKlVh3jxQj5z2RxLLILPn6kNwKcvxnySxucP5XC2JdIxOebSvNHnm+yPzTpzVCzRfM+OrZJ9i//yl90HWuuRwazT+LlVy90tsVQ1Z9R1WOqeqzVWj+sGsaO46p+E/OZoPuPV8PYQfQ91qzQDzvD2KH0NdaUK/HJtDFYXM+b9Q3hnHtMRB4TEcnlss73O78PWEGibHcPiPQKRWivcMj3HQ87QX9kKFy4O4U3E5MebK8Gu1HHr6dYOJLeoDQprKkUfondGzW1V5RhfbvjYRYOR/JnhnPFz8tRBmOQYZ/JD6fccLHdt5JJfJ/5HL7/oSG8HUjS27vXjz8T2efOv0z74I1aaRlv6UREMiRfyabRp32fwosp9KUmPd9LVZyrXkW/T1O0fe8U3nZkMnj7t3gR7b74xhLOU8E+e/fibf2BfXhTslrFsSIi+/ai3XmKDjz7zAx2SuJc0TNpHb2ifMZgwn5z55E7nOs8h0sVvG2T1bXIvHjpcmS3AjzjmzX044unT0d2aRX9MuHFJSTNGvrg/DIiNerjjXsyiZdVBYrgUCBWpqcvRXadfqjTCzmpN3GeRhP+4Tzy0QzZSfhrbQpv8cur8R80y9Tu4iiiWzMziIAlEvCbbB7jztIqIraBtD9jG3MGH/aZfXvH3JX5g2pcpHEFlgfH9qDvuhXQHInejAdh/Dktjucq/JYdvtUuXNqmTpK0MvlASG/BfWpVrYHBqVyBOiKZ7SUvI4kYycVa9Oae5aciIqFjiRDJ2RJ4Gx+ylJPe3ofU1nADWujrebN+UUQO0N/7O9sMw+iN+Y1h9If5jGH0j/nNLcT1TNafFZE7VfWIqqZE5MdF5Kub0yzDuGUxvzGM/jCfMYz+Mb+5hbhmGYxzLlDV/0lE/kxEfBH5defc8bc7RlUl0QkjxBaMSvfwQ3wlMP2u6BEyWC+gUVqhn6YV/mOKsOhkEqGZXbQQJ+EQrliuoa0rFJYXWhTRoMWjayQ/CZQXtlLjWMZCLffWyYD4T14Yq7HwDZ+2+6LajazcNm48/fqNn1AZm2gviElQCG54xCMb2zks12pie72CML+fgUzk4N6p2PVGRrAAL5NEKNxL4rxr9QuRvViDlODyPK4htHgoT9ldZmbhP6GjLB0kI1ueg3826/DDO27DAvmJIqQ86TQWkYqIpLO49q5xyGWOPQcJxNw5hEUL41hwxOtqPDUZzCBwLWONqIqXbD+TSbkoFy5BCnVhBnazjv7gUbh+9TJeRI6MoL/uHtkbu9wCjQsBLS7zKPuMz+NWD+lVhcL15SrOoxRW9xJoRyYDmQ3nImgGOLZBC7zXFiHxydHCORGRpXlkhkr7+ciuluDX2QIlSWjiHvbswSJeLzkiIvGFecbWc01+0+lEPA8LaS4U0vOxSTITnoT4PeYd3588A39naTFoK2SZJS36JJfh9vHlWELDT++A5k5hzwwutD9J0JRkzd+njKQJmk/SNuHMbTHZGnzRo2dAYgPvza9Ls+6c+5qIfO16zmEYOw3zG8PoD/MZw+gf85tbB6tgahiGYRiGYRgDyg3PBrOeK4VWuHCEo9hCXAbCK205Zzidj/Z26ypVpEkSMuEQ/pt0CIdnaKVuLeguWaEohiiFXzzKuckZJUK6twbfJ7XNj+WH5+uuKxzASf5J1sOhGaUwL4fxnWWz2Pb4vieFYlumwSHvkWHKypDhHLXYJ6AwJWc2uevIfZF9ZPIjseu98SoyP7x2HjKBgwexTulDH/nRyD7+5p9H9qsnvhvZl2YpHzPVLFimBBSJDELtmWH083oVkoIKZRZokN0kaVpS44+xyd2QtQT0hBgaxvUunUPmiyZlrlHyaZY9GNsNlSvZYDiLRLUOuxlQP6PiYAlH+1MKSJYeHvTjmSPHR5Fl5cIFSFk4EwSHyRMkodQexfI484Suy0LR7QCWACQUEpQW5ZKulkhaE8b7d0LgNzXej8agVAZ+VxzDsyZFNSCCznl1feUoY8BR+s5IBsLFglhy0kNaO1xArYCA+t5aLT4fabW4QBf6Yi6NOgXNABLHgOQ4SS66FyubQxlWYrKw7llYMtRvC0n0f5ajBXRs4MXvwaNCgEHQPVOgn6QaJZxbnc5bb149baZ5k2EYhmEYhmEMKDZZNwzDMAzDMIwBZWvjvM5FWWA4ROZT+C5eN4jCLCT16FU4yVsnIRl2CC0UQ4Q1EnQyilJKQBlqWhRDaVJS/CSFyanCtAxnSH7iEPa41MCxQdhd4tOz8pGsW0Hd4xCP5DExeZF+/0rsHh+dMaB4vkqu0M4oMUKZGHYVsXreT8B/mpQBppFE3zu8D6XVP/bIz0b2l77wrdj1fuu3/l1kl6rIAvGhD/5QZH/4gz8Q2Y888MnInp+fRpuoqFgugzZNTCIsOr67GNlvZhYimwshVSmLDbenQfU1dk/uid3DBJWWfusCpDwNeoakssjSUVvDsyFdhFRmaj8ejygpZWwHVEPxOgXChsbQz6bfPIN9qECJUPaHkCQqqSz8bH4FBYtOzaBAkojIXffdHtnj1B0XqaAQaytpSIkV0auQZCegSkhKEgCPMifxiTgTmEfayKCBY7lgzfJivCBaIgH5QSIFPzgwigxR43sgvwsT+Azm1lDB3usUgnKyrgiOMeA48b1O/9DYxAh7UD9kaXKDZBwLyw3anwt7xSUkScpwJCTfZbfkjClD2ZHIbtK0aImkaq3uU0ZpcgEikqOlSbIT0jMgR9tbpIMOqJ0icWmc9pAs813HstVQ1inf6yFz42OvuodhGIZhGIZhGDcFm6wbhmEYhmEYxoCypTIYJyTHoJ8JMXFIXAcTwVlieKUthxgytIpfRGS4hTBfmkJyIR1F+fdjCe/DHvKTmCyFwpq5BA4+kMJJ6xQnmanjplsc4nybwgHx69E/xOQs3dvqdV2NbzqY7YSqSCrV/n6zVMAr7SOjkZ+EHqtJUi7xsP99d30ksl9+DrKPb33ti7HrjWYhRxGHDBeZJq53/D/968g+eu+hyD5MhYrKWbRj7wSKGYkghH95Dv7ZdFyEhcKudS5ShLMUR3Gt244cid1DsYhw6XefR1GbhQXcd3YE8oa1WWQCyZPvPnQUhV7+/EtibDNU2n0nQyHtRhNjhKuiTycp20phBDqW+RL2ObOAvnjypXOxa9WLd0V2PgupiHOzaA+NBV4aduDDT2sCqRcXOVKWEFC43oX0jKfxiGUwPK55QpKbKgsFRA6SH42NQzpUpMxTqSR89sISxGGl5is4UbN9bCu8eoYLY3BQDcXTdv8LOR0eF1qkfsgyZZ4vtVgqE+uT8bmHT3+zJK1R437DRf4oYxjJxWKaMs5c41OWNJKKLpXRh2ukjUzQtYZyGI/SVNxLm/F7aLXQDo8/Ms6mQ58ZS5ZTnCVmA/pke7NuGIZhGIZhGAOKTdYNwzAMwzAMY0DZUhmMCoWyKVSitPreo98PDU5G3+KV9CyDwf65ML76PNFCOMVRMvuQVt8HdK4WhWw4kwqHL1sUgixXsZ1y48sYFakZSyHsvxpgpxJlbYnJesJ4aDIWwuSiSLQPS2VYNcPbe2XQMQYcF0rYCSeHtCq/hmi5JOg7b1ThA8XhKWxf2xvZX/qd34nsmcV4qHrXKI65e+8dkZ1P4bzTp1D86OUQK/H9+5A1YoqyRowMU9okReGJUo2eAUnqn2nsk6CsLbwq36OiYlwgrHOyyGxSBqaAMhYUCvDR+96D6y0uYJ9dBYRCje1F2HJSKbUdo1ZHRpY0FT5pNiCLyhSQCSWk/jffRGahmRoKISUakFGJiJy5gGvsG0J4289S2LuI7SOT6FuOQul79+F6vge/GSpgOxeTmZ+DbK1WxkOBM1uo8tgHH8rnyS9FpBVWI3uthP0SJA2bOQtZ2aVFKv6U2k/XaPtj2Lp6hgtjkNBIOsuZhXrksIupbzmbCRcR4rmNt66wV5r8LJnAM5szyNCppFzBGBS0YpplaiDJ3LhYUosK5bGsJ5bdDz7tSC7Gl/I5g42IJKiYU9AiqXWIdqSSuDcu7MeZYdbLn7thb9YNwzAMwzAMY0CxybphGIZhGIZhDChbnA1GJezIP2K/EmjZu6NV7J4glJAWhKf9sPvq5FyAMJ6IiEcrjFs+rsGhCKXADitFak0uBEAhd1phHNA+vBraBQiH5OkjTlEmjFbAYY/echXOFCPr/qUbnDHj6oEVY9BR9SSdaIereTV9s0n9kKQeGSpscmAcxYtOvQa5Srm0HNleZjJ2vVqIUKAnsGeXkBVjuolsK4c+/qORXU+V0G4qkjI5jn5frsGnGxQiXV6Ff6+W4ccNB19aXsSx5y/ORfbYBLK2iIgEys8TKrhGz4riKCQDn/o0Ctp89zso9PLMd5DJw9hehE6lXm/3g2oDfStFYexcEdmOmtRnLlNfXFFIu9ZotHzHIcjKRESKRZJuOfhacTf6ZnoE+/hUdCjnwc92DWN72KLweZ0K9nkY18aK2GfNm4/s0SKeA5ksGr5aRv8eHsU+IiK1JrIi1ddIyuDhfqbnz0b2RfLBSh1+mutcu9mMF8ExBhsVZGjhuQNLcZWzu7AMhvyn5brvs35uw3IZn/ZLUNGiFPnG2F74UovmjDPzlyN7tQZZmK8sr4adIJkkz0RZTcP3wOKdfDbuM5xO0AtwriCgz4P24c+ApZwbwd6sG4ZhGIZhGMaAYpN1wzAMwzAMwxhQtlQGIy4U18nIkPQRW8kHCG9nA4Qg0wFC1YUkQgm0oF84f35T40WR8gWEHJIUWilRMYiVEh/DVSiwf7PF2VbQ7hStJPZJHpPLIFTCq4qzdVoZTVeN5X9x62Qwcb1Q17ZyOCXkJdCxLDNXbBPHbCfyuTH5wAM/LiIilRLC3G+dRRGSgIq7vPvBH4rsQuqhyH76W49H9sgwZCzeuTdi11tZQRgxKwiL7x5GYZnVMrJArK4iC8beMchJnnzqO5Gdy1A2JXrknL0A2czFizhntQQZTItW2NcoNP/SS+cjO0jFQ5N7pnDeehPnHd0FCcQHH9kV2UcfPBDZd9+NjB+/8k+fE2N74nueFIba/WJtCX2gUUXf8ihTl0she1F6GNKXQgL9/qE7743s3eOUpkJEEmtvRfYQZb0YH4LUJj2KPpdIIBOL38D+1TLOW61gbKrW0O5aHVKWIISPplIo9lINZnAthX/cdgcKPmXycb/hjDYNknIuLuC8iRaO2Td6Z2TXG/C5imsXjPLEZDDbDb8z4Wjx/KLLv4u0fazbPgnKqtKgud26qU2sQJmQNJkLRg4P43mcVPhoo4b+edvBd0b24hrGr4V5yBhTHnw9S1lo1OsucXY88aJshZlsPENYvYJni6NshC6W7Y+KRLFEiK7dasWzAHbD3qwbhmEYhmEYxoBik3XDMAzDMAzDGFBssm4YhmEYhmEYA8qWatbT2pIjXltjN+ygR/eapEutUTpEyqVTyFLKrRyaPUPapcS61EBpH79FElTBlA6XCqV0LJOEypG2O0G5e7hiKivyKpRaq0opq0YmoHksNnGi6SouFlLqvZjmXETi2X1idUu7bucqp3wmXS8YM7YF6WRebtvzsIiIlMrQlC4sQqt68Tx05xrcFdlnL2H/KvXPTBY62vEJVCwVEQkozdS+XaiamGxBF7/chO9SEV+pUYq8v/7Wuchuhbje1G3Q6r78Cp1zHprcgBaisG/4lIZx5i06toJriYhMHsRnc/gwnP1T//WRyH74g9BCDo+Qj47ieh94GKnC/vzLYmwjPF8lX2iPGd4qUg8mk6QTpfVEycJEZGcKqMZZpKqjmQJV1159M3a9iRz2e+cUjs9nsD5kjir2Li6i/zYq0HtXaRCqVeEHtQbSrbaEUjSOwwGzI7CXFi/huss4z/Qs+no2Bw2wiEiJKqCmad3V5DjWdEzk4RPlVWjZ61SF9dJq+95Ur67DNQaMzpyLiraLR/MLrlTqsc6atnN6wiZr1tddiit7cupGrhLvGvC5sxfQp5dW4TPvfuA9kX1wCvr1YgFjW5nWe5VL0LUnqQJpi9NH0tyRq9zPL+BYEZGE8HpGmrtS2VPtkWabq7tuimZdVX9dVWdV9RXaNqaq31DVk53/j77dOQxjp2F+Yxj9YT5jGP1jfrMz2IgM5gsi8vF12z4nIt90zt0pIt/s/G0YBviCmN8YRj98QcxnDKNfviDmN7c8V5XBOOceV9XD6zZ/QkQ+0rG/KCLfFpGfv9q5/LAlxUY7JMnyDk6CVQ84fSI1NI2msrxjlcL7nnKtKZEcxTU8Tr/YhJ1J4CI12metQRWsSCqTS8IOeuw/u4Tw4PBu/KAdLSIE6c0j/VaCUkCGrXUhE8clwDjkQpVXe+1OYV4vKiVmcpitYLP8JuEnZNdoO/ScohD+nklIOs6dppSOpyB9WV2CREwpfZRPVRzvvOt9seupw36NElJflVYpRVwOof2AKvGeOn0msk+/eSqyJyfeHdkeVVi9eBYVEFtUfLhegf8oOXsmg7CpR2H3BlVXFRGpUFXHIlWpfOh9qDq5d18xsh1VSr40hzYN74qngjVuLJs51oiIeJ2HoVN0LpchyWAGz+PGEOwSVfxMU3x+NIH+sHsvpCEiIiPUgZs0Js2VEa5frEBmskxVhGt19PcapRUuldCv18oXIjszBB8f2oO+Pr+Ctr70AlKbvvY60ko2qWrk+x44GruHu47cEdnFLNJXjgqqHOfy+JxaPqqZnr7wdGRXOlLMUNcLH4wbwWb5japKoiMLCViWwRJa2pwkGUuj0ehqs5Q5lYEEUkQkkcDxzRpSILJk9+QpSi2cGo7M97zvXZGdTiCdYoH2GduHfltvwj9nL5+M7MU1PO8DGiOTsa6LP4J1XVopxSPPaT2ae/E8sdf8i1M69uJaF5hOOueuCIgui8hkrx1V9WdU9ZiqHquZhM3Y2WzIb9hnlpaWuu1iGDuFaxprVlaWe+1mGDuBvseaUrnebRdjQLjubDCu/ZOg588C59xjzrmjzrmjGb/XXoaxs3g7v2GfGR01qaFhiPQ31oyMFHvtZhg7io2ONYV8utsuxoBwrdlgZlR1yjl3SVWnRGT2qkeISBA6WVhrhxILWczcC3mE5UseV4HioxE+qDc48wr28Lx1mVRIFpOgLCl82iZX5GrivCzNKQf0K4NCe6SOkSaFe2oB/QaiVcFpRH1EqUJqikKtqcQ6KQ99QyMjCCOtUBqO2WWEkGgh9YZCK8aW0rff+AlfRkfbspPcECrDafID2KmFlyYLF/GdlxanIzsTItTeIKmZl4xXMfQc/K9FocNGiL7XbKC/ffvP/yKyd01h9X2+gPOePYUQ/sgwfN2nLFCNKiQCQYMyCLTgidk8/CpFfl+pk4ZGRPJZfAbpDPl0iGuU6yQxWEO2kJdfhWTgey+hCqRx07imsUZFJNmRF07tQ9XOch19f2GFDqCsE5kMVaOmjCZZqhRcmkefEYmH2VMkrQxItLlAspblFUTMalQFkbq7LC0j80StcTmy9xfgQyvLOOdLL5yI7GeeOBPZZaqEev+7IUkLAhqQRMRzeL5kPMhdaqtoVL2KD60suHZImaCSnWN7ZcEwtoRr8psrX1kqhT7WpEqjQaxCOp6znAGGbU+5Smd8flYl6ZhHWciGhpClKIUhQl74HrJ+veM990T2/Q8cxDmXcZ5LM+irTZL1DOXxQz4ISJq2hmicklTUsfx4fZ92NEEj+Q5XJ/WosqnQ8yQIOCPg1av9Xuub9a+KyKMd+1ER+co1nscwdhLmN4bRH+YzhtE/5je3GBtJ3fi7IvK0iNytqhdU9adE5PMi8iOqelJEfrjzt2EYHcxvDKM/zGcMo3/Mb3YGG8kG85ke//TRfi/mnEqtk+0kSyGUdIrCByQJ4QXJLZJ0NEjrUaeiKW5d4Z8WFSfy0pCXpLMI/9Uoi0sLEREJtXtYokphSkpQI8oyG2prq46TDg1BSrC3iIO1hTDJkMYzUOweRlsPH0bhjjX66p48DrnDhTnIHVgEs5Ewi7F5bJbfNJpVOXO5nT73yL4Ho+1HDiAMODuDvnf55KuRnacod7VBoXlard+ssRZApElZVlhFlWcNFy2JX15BZorzdN6JSUhi5qaRmeLVV16P7PEpkr+RJCZkDRqFXZ2PtqWz0FfWFuILo5oVhFfX1uBzp89CjnN5AZ/H/CIydjx/DNkBTh+n8KVxw9nMsabZbMrFy+3n4hvTKKZSq+H91Mo8Bpgjd0MCkg+QXWJtFRlPSjUoCRqleAai0WHIRpI01pSogNilBRy/OE9FWpYgqeFMGrU6FUuqQxITtBDGb7wGOc1zz70c2QtzOI+XgK8sLSHU/+QTyOAiIpLz4SvjQ5QtiSQBtSWSbA5Bfndb8RG0rzPWpL0/EePGs1l+45yToJMtyKMiR77PhZCoWBBN0GKyD5oLefQ+uLVuDqIkEUvQ9QoF9Nf9KeyzNAO/TNQx5xnPYV50Zhb7T1+Ev9VpLlijAklL83g2VCkjzdAuZJXZfxiZn3x/nbSYZKOeB/8JeRDzMG61SGrd75zsuheYGoZhGIZhGIZxY7DJumEYhmEYhmEMKNeaDeaaiX4dsGKFbA6hcNgkJn3hkAZFJZrrogqrVGCCV+hzrYbVOg6q0vFcqKhAxzYowX2JM9HQTRRIP7BEmVrGsgi13r8X9soShTur8ZB+qkUJ/ykceejgeGRXqgjFLKxAAlCOFYyylfnbkWYzkIudcN7+Xfg+k5QmKEX9wqPV5pkUFRKrICzXEoTmq/W4DCa2ot3HeVu0ct1zsHN0jYaw7AwhwRlyuJVV9PWDB/ZH9lwDchqfswmQ7/lp2p6HnY4ng5G5izjX8e/Bn06dgUQsVyCpwhrad/oN3MPquo/G2D4ErUAWOjUKvvdKVIVdps8iND7qj0X2vjyep/V5ZF45ceZYZKcy6PepZLzAy2Iaz/NGgOfxEmWYKFUhd6lW0C/rZJfLXCwJUptWiE5+6eKb2L9CGWrK8GuKtktIRaG+9z18Fhl6boiILN+PDn+lEJuISGUNz47lNZxrWFEczVFWjLW1tv8FDRtzthMqGhX5aZHEhbO7+CR3uVJASSQu6Qio8JYjOQgXEBKJz0mCANdLkBT40Aie2RPvRX+76zaS3ZTgD/Uy/PDUqdcie4Yywyj5Z3kVMrJmAD8sLMA3ilRkb2IinhKWlSxBrKAn7ieXI+ndyrVn6LM364ZhGIZhGIYxoNhk3TAMwzAMwzAGlK2XwXQiBeo4ewr+ncMsdZKcVCiMH1DsoUWhlbUgHnaboQIYIUtZKOy4UCPZDUlZaEF/k/csMwAAIABJREFUrIBT6OEjW16icCeF4jMkoWk00NbFRYR0apTZotxD1iMi0lzAfY+cRRh1cgqrlQ+MISRboIIeaySPWR+CMrYHvp+SXWOHREQkSZIT38f3mc1SsSDquA2SlPmOVqfXV2l7PPuQ+liJn6CV7gmhFe3kG6EgXBhS5hZeNT+UR5GLFhXC2D21L7JXqTDM5YtY6Z+kTFEJOme6gHBnct07h4tnISV46wRlY9qN9uUoVU65gmuUV+nzi380xrZCxXWeeckk/KZZxzO4RfmyqjNvRPZKGf5x7vzxyPapKF0qhewvIiJrq+hnLQrphy2MNS1KN6YsMaNxp1SGhKtaoxB9s042jX/kjGEI3w3Jdx25R0CDbdORVkZE5uaQcaZMY2Sphs/j/MLpyK6cgYMc2L03stXVOu2xDGTbFc5oF/8eu0ubWCqTTOLZyln8muuKInEGmSRJasprkKyMefCHsbFdkV0nWfSFaRTgq9Yg3zp0ENmKlpfg9/MLyAaTpExJWcp4NjyEtt19BOec2I0CayIiZ85C1rkwi7EtpPHWOcqsQ/ccsNzTu/r8zGZwhmEYhmEYhjGg2GTdMAzDMAzDMAaULZXBqDjxOqHHkCJwLBVhWi2SrlDYg8N6LfpjhYupiEhA/1amED1XC6orQhRJOm+CwhjlBq2Mpn3GKSMFhxcvlGHnUzhPUREGPb2IsP9SC19DLh///ZQoIcwSzp+K7L20KLk1hjDQ/9/eucVIcp7n+f27qvo003Pe3Zk974onkZJJiQwZwUkkyFJsOReyIUNwEhgyYMAXhhEZSAALvkqAGFFunNwZFqAARKBYFiDDUhw4EC0QCGXJFM+myRUP4p45p53ZmZ6ePlbXn4vurfet5gx3hhzO9nC+ByD4bU11V9XM/9X/d39vvV8izhudDsuUt2QwWt4yhp8gl0Ol3JN8bEpTllqdf8fVtYtpnAPL1wG2dkMqiJwm57LjIcl00uLrgxx/UAqZM162a07H4Lg/eZyuL1FlMo0//4XfSOMvFrn/n/3Zn6bxxbfY5AmSq7k8ZWCVWbp6AMDaDb5XrUm3jELAMmeirk6s8mckDIA1RTqoOAD5vtQyaHM81BscDxOhzClVlsZXb1CGdX3xShpHLcq5xsayY259je/bbPA+nxOHpEAUBEHE8rvTcakST82neOs8S0RakGRkLeIEJpJT7fXn4uy8e/3q9TT+wQ+eSGNREaHZ5nV25PcKkew02r2EarU4xxkHhHSYbS13UacuL9INde5Tl5hQtifIjreRCp3uAllYra0x/7o1SmKOHOU+tTYlJ51Y1lI15l4QcK759Gc+xfdfEUey0x/h/pGulziex8elqdiadM4EgIRytkpFmvzJpHL92mIaR3mZR0uU1al0aDvsm3XDMAzDMAzDGFJssW4YhmEYhmEYQ8r+ymCcQxT1StlagWtKY6JM756clCmlTOKlRJNI3b41oKZpy89i+VySD6SRi5TDY6kvjkYsuU94fS33qUhjmo8fZxnj5+Lg0s6L60SLZZaNprjEiO3EejN7EZMiOajKU9IvvsBGACP3nUrjZkNcc6R0GuRubTcZzEEi7nawstYrTz//Ep0pqlU6N2xssnxdiCk58TEdU7yUyAvy1LsbGA+xSKe6UjOPE7FGkUYXoeRMXsqimSZc4o6UL9JF460rfNL/t778y2n8+/+OGq8//vp/SePaBpvVlFqUfpXHs5KEyVmWSFsXGcfi+pIfE1mBSF9USZDLmZvFQcV5IN+XUU6WWG6X3j3oSHOUQMr1m21KyapNxoVNvtiDjkMA0GjJmOtkG9ulxwh4L9eJt5BTJw2W0qOYY1wdYDoxnS1U1+IldpKXLtG85EtzA7nfafL3sV4V+Zg4oI0VeE5TUvaPxJEq6O+zE4cLY3jwYJOfaKBh1i26XbXIEjnkO96pR07GfDTgSNfpcB5piOYrBmUnNzZ4Hl4knmEkjY1irovaiewT8jymj9B57F/80qfT+OyZe9LYBZS4/OjHf5PGL792LY0Dn/29FGV9FokT20yZkrnyqDgcijRMHWPMDcYwDMMwDMMwDjC2WDcMwzAMwzCMIWV/myI54Na3/fr0cLPDzwxhJE8bi1OFlyfa9UHlUGUzgw2FpIrdkI8lWTcZ2V+OsRHLTlLSL4rBfSIPBpdZHcRDH+FTyMizBPvSz66mcVVOrhBSllAeeCo4zDQVYHzlJg8eLrME2xDnGi15+m2e7jaGm3w+wolTPWnLwk3KXV545q/T2IOOFXef+GQaF6KH0lhdJlShIv2Nev8WS6RmZ+uc8/Je+mm/KI2a1JcikcZLnQ062ixeY4OVToevuOsjH03jubm70/ipC3S9qW3QvaPV5FP1AHBulrIwv8my49IqXQYgZd683HM2VQfj9r1nnLFH5PMRjh/vNepZqNLZYeQ1yrBi6WTXEtmIF9mW3kRbLZbYBxv+qPNWNte2vu+qxCpJtpYmZvJU5AT6npnXajJm9hFHmnD7Ma2OFNPSgEbvESN5ShRmZihX8yIPXa/3ft+53ODdxRhuPG4tonQsaKwuJ9qYL8nMDxwLoezjBpzHYpHUeHE1KpW4mGonbGy0sMq5Q3OjLprqKOK6aHyMMpOlZUooEfyDnJ/ktzgdXb7EuUbXnkEw6Noic2Eu3HJ7sci5Jid50mrp+jbboGwr7Jt1wzAMwzAMwxhSbLFuGIZhGIZhGEPKPrvBALm+biWUBiexyDu0GpCRbkjdIyelC61YBgMVx5ZISNT1JZQSZElcXyrqZiHNXpxs175Lbfms00xYHpmdYHlwcZWl1vmqPPEsWpwRcYwpDZQpI3GQuVlkCXIlYOm/ucDSVKOjJU8tQ966HpPDHCRKhRE8eNejAIAzcw+k24Mcn4Z/4R/+ZxoXxzgWijk6VrTWOa664oIxmDQ+1lKl5IDkUigleX15rI0xpHTalXK4kwyqFLn9+ed+msbPPvdSGi9eputRLA2OFsUNZ22Z5VEAWJ5hCX+yJOfRZDmyvsZjd6VBTeLkd5PYdxkHlW43QW2jN160SUsk99AkoKxlM2bclhK2FxmMyr8aDd7XB9HjqWQl4waTuc+Lo1mL46/RZElfXTj0tW1x1OjGMjup64vbehy7gblgdJQSoZmZmTSenqSs04trh5buA5GSjfavx2QwBwsHh6DvlNducxxqrGPJy9jW+cHJPpF21Gpnm8x1xVWsKzKynKyHpo6eTuPaBvNB3YoaIlkOXEP2n0/jlXU6KC2v0oWs0+R2nZs64gKVF+mXT7KdN13AOSUr8xH5ssy3ibw+EA33TnpV2mxkGIZhGIZhGEOKLdYNwzAMwzAMY0jZX7sDzydrRQWTKaFkKnNSTsmFmbqevKU8jTvw5H3itakLt3ekvF2QY5ekTDkqTR5GKpSc6MP3zQZLN4URlhDr0jfg0jylCG1tuCIOMD7HUso72mnIfu2yNCGQ5hleJDX69LXforayjTmBMaTESQ2r9acAAM6xHP3PH/tYGs/NfCGNm9L4py2V+p+tsXHEyhVJhgFXi0TK3J1466YNaswUd/UpdvmBOsZIvqqEZnyKcrFjJ8+k8eRlPokfhEymSnksjfMhLy4KsuO8tUkp0KLYQEVy7EKdt75cuSj78Ly7yP5ujINDp93G29d67knzyyyHt2OOp7jNsvrqBsdMXcrWXbmH6vwy6PKi0pRCgWVzzRt9TbYJytbv67ZxdNlOWpOILCXRpkiSf2WxLTsxy0YxAPDwww+n8QMfo+Tu/vvvT+NGnbKBV/7xH+Wc+D7TM0cAZOUDxsHA99dMcby1O0mpxL9pV8aYjueMslJuzV2fvZ+qSCov6xZ1savVKHcZG+P9vyuy5tY68zhuc87ygbqQcR0WizvZxYvM9clxzkeBfI8dybW9w0zJaZ5tLX9TZxiVyqikRqUy22HfrBuGYRiGYRjGkHLbxbpz7pRz7knn3KvOuVecc1/tb59yzj3hnHuj///J272XYRwGLGcMY/dY3hjG7rCcOTzsRAYTA/j33vvnnXMVAM85554A8NsAfui9/7pz7msAvgbgD9/tjRIA7b4epSmuE5E0YgkzZUC+Vh1g4kzpXsvt2afPtWwph8iUKLqia9FGFZMifTl6jOWXtpSHbq6x4UpxhLKUq0ssqc5L442OHMt1WQLJy/a8z5ZXu1Ii7WzTGEMrqi7ZWufCaq7pYPaBPcuZuFvFQvWHAIB6jeX8kdKRND51jqXJIJ5N41aTY7UYUGbyxHefS+NmI+ukUpY6XylSBxmOVy2xb9RZgqzWajyeNIIohKU0VjeOM+c/ksYPP/hYGt93LyU+d93D0uRf/cW30/jlF9nkwsVZGUypIk0oSuKaJI4AHTlXbe5RLsh9xnJlv9mzvGm127h4+RIA4JlX6S600eHf3YkM5vWrbNBVlVlx26ZGA9tVjpKRvkAlYCK9kpJ5Vq6oc5tKEcTZrE2xZFfdWWTvUpFyl7nZuTQ+eoRNZn7hgY9nruGee+7lecv1VUR+cGyO95ea5P7li5SuNVu9c9qJw4XxvtmznPHep7LGrMRl68ZgXkZcTp3nZB0Wd3R9lv1uOBLXl8gzHh/neNM5JdflPseOchxXxnkeKzfo9FIUyU6+LHOCLAZLcg45J25mIj8OQ3W3ya4xZRmHzU2eayzuNtr8SfO7q2vAwu2X4rf9Zt17P++9f74fbwC4AOAEgC8CeLy/2+MAfu22RzOMQ4DljGHsHssbw9gdljOHh11p1p1zZwF8AsDTAI5572991bcA4Ng2r/ld59yzzrln1evcMA4D7zdnVlfqW+1iGB9q3m/eNFrb+6AbxoeR95szm/V32FsYQ8SO3WCcc6MAvgvgD7z3VS2Tee+9yzrC68++AeAbADBZyPlbJed2S8rq6toiVQZd23elOqgPKqtJf36gNFmW0sxoRmojshNxfxiV38ZIIGUgaZgRSW1vZIQl9sU1lgTfepvOG9U636crF6HFFJUVdIPsnyRWRwCVCIkUKPuLd1vH6XnbB6b9Yi9y5qFPPuBnK18CAKwmlK8EIcdeGLBkF3c49trS2OGxT30ujUfL96Tx//72n2eOff2tn8t+lK8cOXKUx5PP+KUplvimpKT41htsZrS+xif6H/3kp9L46OzJNF5ZY5Ojeut6Gs+d5O/sS//2F9N4ZPLlNH7pWUoYAGBSmiIVJygHaFcZV68z51oi8XHaDC00N5g7wV7kzczEtF/Z7OXC6tpyuk+xyPvrqXsoDavXeP++Ob/I/eV+HCcqBRsYG3o/FlljrGNL8iYXSdMUkeO02yLV6jDWknlZpF3Hj7NpzPmzlJXde/fdaXzu3Lk0jkTm1ulkG7zUN/kBxx+RH4gMQh2SvExVN6qUH7T7zZw6sZb/jQ+SvciZE3PjvtHpjQH9FlfNthIvDfFEKqIEsu7wIn3pBlkJiRMXO5VzLa9yLohlbajSMz2/kjS+G5+gK58rbN0MLRKZzuRohcfq0JElL3KXnPzq1A0JALpiM6iOLlGoDn3cX6VhiSxwo2Dr36Wyo2/WnXMRegPhW977v+xvXnTOzfV/PgdgabvXG8Zhw3LGMHaP5Y1h7A7LmcPBTtxgHIBvArjgvf8T+dH3AXylH38FwPf2/vQM4+BhOWMYu8fyxjB2h+XM4WEnMphfBPBbAF52zr3Y3/ZHAL4O4DvOud8BcBnAl2/3RlE+wOyJ3pO+VXFJUa1US0ztE/ks0ZKOQlmXBpYSygNXE6nLgzi95OWp36KUKCrSeCmX8Jya66q74QvawUgav7VAbfF6QyU+8tqtVCkAEvlHN3yXz09SXtXXaFMp7TvgxVlGn+g2PnD2LGfCXAmTI70GJePl+7bcR582v/I2ZSw/feZv0zhf+Ps0Hq1MpfHRu1guB4DnXhLnjGuX0vgz58+n8fTcqTSenKLk5IGHHkzjH/yfv0rjH//oJ2lcmaEzxXMv8FgvX3gxjc+douPE7BE2Zzl1/KE0fvTRu9L45Ny1zDWcO82fBXneFEJx4FDZQrPBXG+0mcfVTTbSePYn/wHGB86e5Q0A3KqyZ1wXpPR++jRlWIUSy+Hd5ymxWrjBLyTXpLFK0s02jYnBErjvaqMUaVLWkoZjLZUA8PziLt/HqQRA5rmxCs/1X37u82n8pV//Uhofn2UOqVRUJ6H6QEm/WqVcbXqaea1l/DDiuU7PUFpw/ATPaWmpl0M56+KyH+xdzjikTX4CuVfmZH0RSTPGSJp/qaNRR5xQuonG2cY/KiXLF/i+zarIwkR6lg95vGKBspFiJNulwV1T8rDe5HqzJPIdXRUFGTdBabrU4vk0W9lnyBK5voyDTJ4SUm0wpTLLKM8E2ajx3rIdt12se+9/hO39/n7ptkcwjEOG5Yxh7B7LG8PYHZYzhwf77GsYhmEYhmEYQ8qO3WD2gnwhj1N3957A31jhE78rC4zXxFWl2RbZhzw5qw0oiiFLDFMu+4R+V037JS5ItaMgH1dCKVG023yvREqThRLLNesi2ak3VZZyu8ZEA9ulHKTNZwDAZRpsSJxRAokMRo6diGzm1uVbo4qDRbvTwZX5XgMgLcctSnn+qb97Mo1fefnVNL5yiY2D2uI4oeOzVKaUCwASaYSUOCbKi6/+LI1//jbdNUpSdlxrsKw+NcUyfJBnmfKHTz6RxvXNpuzDY33uM7+cxo89ciKNL1+/lMavvc7rPzpNOQMA1Ds8pyOjM2l86gT3m5mhFKhQ4P6aM80Gm1x89fdNBnOQ8D5Bq+9Kok4TOZk7tGw9N0d51i88yPyYW+bcdOnqpTReXs4+r1evc6xApI/j4jahcpf6JqVXoct0YeL+4jSh0pqkzdL76tKNNP7JUz/me8q8oQ4wx0QeMzXFHACAUoml+/WVm2m8sU6HqbmTfP14mVKZkRKbl0X5av9STHp5kHAAbpkf6V9OlCgZ+a02SFJJi+bbu8lgdC3SyTRPknWbKpAz2mF1X2LcVrm07D5a4jxXFC++fMj1XBLoOkrXm/xtFIvMZwDw8pvKOb6XGMsgYxzleH6al6OjWaecrbBv1g3DMAzDMAxjSLHFumEYhmEYhmEMKfsqg3G5HKJir9Q2OcuuC4HTJ2T5RHp1g2WWdkfKgFrGF0P8TvYBfXSlpN2SMktL95Njx/HW+wciofEiu7khri/a8EjLfzkpRyZSTwqk2YbGgz2LYmlcoe+rLgPaLEDrV9oHwVszpANJvd7Ci8/2HF4adT7R/soFOlb8zQ/+bxqvLLOhSyRlfpWOaSlz/QbL/ABQDvmzsDyWxguL3O/GCsvikchmygU2pDg6OZnGrSZrgus3q2nclcEaSUOlN994necqOfnK65TivL1AKU4oDaIAYKzC8/jkAx9P48VlSgbKIt/x0uilKtKXRpP3IuNg4b1/R9MfIJsHWq7P51nCnpmmdKogrg4P3H9/Gl++nG3E9fO33kjjdod5WhljI65A7tmFAnPr+CwbG126QjenF154Rq6H53f/PXSFOiPSrnZDXTQ4plXecuXipTR+6fkXMtegUoYTJyg/O3uGTlCFgDKA0gjfN/DcPl7pSWWCHTR6MYYH7xN0Ov2GVl1pfiTdr1pt3h9VopvbJlY5iXODUg9de8l6K6BssiTSkkTWZGHEe/zUOJuzrtfp1rLZFpmO3AtUUh2LA6AXN5iFRc6j09OUiznHMQ8A6xsikRY5pTYC3NRmY7ImnRQZ2uQEZWTbYd+sG4ZhGIZhGMaQYot1wzAMwzAMwxhSbLFuGIZhGIZhGEPKvmrWkyRBs6/fKY5S31MS7U4iNjm5vOhHG9QGtUR0HonW0IVZjZyXDnArN2krt3aT7xWLjirn1OqQr60URdck798UnRWkW6rabKlmS3WRxSKvX/W6fsBbUf+V0X+J3jf7EtOmf5gIczlMjfX0oE0ZJ6NFamGd6OAi0Yk6t/Vn8Zxo8wq5gfEiutq6el853YXvG8rzFuPSWbEgXeVKYptVE+1gV+265FY0NkI9b1466XVaag+mNqZZy9aZCVrKVcSaslajjnBphdZ7q+vsHhfHtBo7d+Y4jIOJg0PYt0ZTDa0+H6T30GaTeu9ajfPOZo0a2Imx8TQ+eZyabgCo1zm2Vlepdz0yw2c3CgUeu9thnqqF24lZWkjGD3wsjfOS+6dOnU1jta27ubq65fmdPXsmjV96kZ2CF+bnM9cQqq2lxFOip92o8lmRQol5Vm8wn65c6z1zonaxxvDj4dMOuiHkOSB5Ji6UucPJGAkCnRO4PU64PR9k9d6K2kDGHc479Q0ee2mez02dmON9fYTLKqxtSB63qBUPZYrYqHH7ZRm3OVmf6fMsywt8Ritx2SXzxDT18rE8t1hv8tksL3NseYS5FMrzXu2Y178d9s26YRiGYRiGYQwptlg3DMMwDMMwjCFlX2Uw3U4X1X5HuEZDOkqNsKRfHmdpLRaLnZaU5HNepCsFltvLEyyfA8hIWapNsU2sSiy7B1JOlwoFxqW71OgEy0NLCUuTVbGna0kXLZUcqIVWKKXPrL1RtuvbdjZIul0ZlNEYB5soijA72yu11cW6MZSOn60mS/Vt6XKaF6lVoSD5JlKZMJftKrfe5NhtN1may0sJ32cstygbUUnainRY7bR5fjq8g1BzQ2RxReb05iZLkJs1dlX0MWVtvpvNhZsrV9L4pTalAWGB5xeLdGhtjTIY7RJcrWZtLY2DgwftdHNiPQexpGuL9W59jeMpUMvfTW5fWqC8pVCU2juA8QrL20Xpcl2Z4FgeqTBeXaLU5spVjtfRUc4R93/sAZ6HyHTa0sFULeacTOcbNc05XvPd99ybxosDXVg1N9fWmTer68yD2S6lYV3RFvhIrPtu/W5y1sH0IOGcQz7q3YedFxljnuuqdotjr15jbpTLsoYrUw5Zb3D/YpGSsN7POL+USxyjSzXej4OA88Lxk7T7bneYD29cvp7GOZFN5kUqunaTY71e5fs3pOv2+ATPb0wkbznJn0KJ7wkA5QrzVefFCVmLqqVjUebhOJa5dgeSMftm3TAMwzAMwzCGFFusG4ZhGIZhGMaQsr8ymDhGdaVXynZVPj1fkQ5Rk8dY6iiMspRQFGmJky6LkZYliuxqBQAtKbN0HUv/hQLjkZxIX7QLlzjDFCLpPAeWTmfl4ealiPu321I2idSJQJ6kzqnDjLrQYFtU4qLd5rbvGKadVIN3bDOGnyAMMDXZy4PRCktokY6rkPGU5FKpyAGqn8rzMvZa9U0o01K+K46yO+LR2aN8L3ny/8rrbzJ+7UIar69TvqIlyEKF5zc+xrKjugm8vXA1jWsig7mxyO0daVfcjbOti5cXLqWxdiednWUJf3SUv8vXXnstjVfFUSPusoRrHCy892n355w4OPiYY39DpC/FiOOsKDKsEZFnqcvX2k2W0gEgzDh68RhxIs5gOqeUmZuFIueUm2uUep05R0eXtnRj7Mq9f32d+88e5f5330u5y1FxmAnlvnHhdeYrALw9fy2Nj00x32M5XkccnOIOr/P43Nk0zuV7v79CYXv3D2P4KORHcP7MJwEAYcD7Y1PkYvNXKTmp3hTXpColmjWmEsplysNarezaIwhFXiNjKRFXlalJnSOYP80Wc/fq1ctp3NjgwfOiZa7KdidrvhOnmTN6rJysF8NQuqgOrM9WVikRq67X5Ce6tBY3HZF+TokLoroDbod9s24YhmEYhmEYQ4ot1g3DMAzDMAxjSNnnpkgetWqvnBeGLOtFkTyhP8mySX6EspaylBadNEepiZf8/NuU1gDA+gafiG/U+BrX1cYY8rSylPu0WUynzXgzYblnVLxkTokzf0dcYlpePg9pYxls3Wjpvbi57Ow1fuD/xkGgE3cwv9aTkVy+xBLk9UVKSz76sUfSOJZy+YaUyBevswHKhozzVpslTgCYKnC8FmL+7IY4YbTkyfXNVZ7Ha1cvch8Zkw0pawbrzMlcjmX3ROQC10Si0pRmGSs3WHLcThIGAF5qlU7yuLrO46nUoTJGB6rzZ+nAMS1lym996zswDg7eJ2j1c0FlgtrspN2mE5LKsLRBUqPJ+732wNN9AKDeknEdccfy2Ewaq8Tq7Sscy+urHOOTk+JoJrfqq1cpAVtfY7m9I0qtfETZSSQuaSrRmTnCMf2Ff/WrmWv4X3/+rTROZK5SydhIXpwtxOlMpmQ8//c/BZB1CzGGnzhOcGOpP6497/1taUIZhBwLhSLHqt6P10USs7LKeafrs98NO3Eli2V9d2OFuTEubitnz55L45lpyqVzp7meq0mDu7xIvtbWmQ/tmOeXbUjJ/Rsy7zQaXFeq+xKQzS3I64tFblennIK6F8p2vS9th32zbhiGYRiGYRhDii3WDcMwDMMwDGNI2XcZTKPfnGhMGg0VxM0in+cptUFpSSNhvW+5zhLk5UWW2hZushQJAFJ9R5KIE4uUydelxDMmTZGOycO5oTwBr+9ZDFm6OVmWp+RFHjPfYtyM9WlolaOom0u2pK+ok8t2sUoCtDR1K7aeSQeLq1eu4Ku/93sAgOXFG+n2ZoulPH3qvSlNHjIOEh2WNbXk1kV2vC3OX5H95DUyrnQUZ3pzyQ8SybFEx6Fsl8pn5j11eyTXptKVgjRpCnPZ21gk/WpOnmMZ9fx9bHThxO3g+NGH0vi+84+mcSwOVCaDOViUSmU89GDv76rOLSqJURmMuhdpwzotVdc2G1vuAwDTo5S7NNpVHk/kNV2Za6ob3Kde5/bT4k5Rb/B4a2s8v40qc1ydOoBLafTWZUrSjh0/xl3EkezsXecz1/CJRx5O4wsXXkljdYPR644kLoibRdyXz3mTXB4oNms1PP30jwEA3Vjd5vh3royx4VFH5peW5JKuO9SRrD4gHdvc5L9b4ugV5fmaJOE9f2mJEpSmOP3pMMs5XauJi5FIOqvrlLXcXNXz1rmQeVIZ5bzRHRjSY3J/mJ6iNKfV4vG0+dEd7RmwAAAIU0lEQVTGBo+9vLycxnr/2Y7bfrPunCs6537qnHvJOfeKc+4/9befc8497Zx70zn3F865/O3eyzAOC5Y3hrE7LGcMY3dYzhwediKDaQH4rPf+QQAPAfgV59w/BfBfAfw37/1dAG4C+J0P7jQN48BheWMYu8NyxjB2h+XMIeG2Mhjfq2ncevw86v/nAXwWwL/pb38cwH8E8Ke3PaLrfT7odFhPCCOW0MbFmP7SEst9V5YpcVleZ+liaZ3yGC9G9kC2BOkCKY90WeKoSWWmKY/AJ1JOmQbLGOPy+TSv8h0x7D9ZZglkfITndHmD778mVRxs08io96Otf7Zdc6Pttr8XlxnjvbNXeVOrVfF3/+9vAQA5aWYkYVp27u0jjb3ErSEzdrQh1+Cw0OGjTbVC/VwvTkkiqcm8NHOu72zONXiugWzPF5hkeXnaPpJzKEgTsvyAJOHEOb7mzEf5Xl3P+0ZVnKJWq6+n8aUrfO38RToZGB88eznXJEmCzX7DL21Gp2NOc6JaVVkKx8bJ06fS+OgxNgrqDjgQlUdZDr82f4n7SQk8k4OSLeNjLLOfOsXjdcS1QnO/UqEUYaTM6xkZoztHIscanaDDWliU3Cplv2x9+LF/ksaxzHkn5tgcrTLN+RmSm4WIsrJT58/2fpy3L3M/aPYyZ8IwxMx0T84Vy31dx1523Ua5SjfJbbl/IA2Fglx2spmY4Dj2kpflMrcXI20EKPK0EcpjbqxQTpJp8reNDEbUnaiKY1FXHMnGKsyZtkiCxsdl/ANYkyZmrRbXol2RPG9u8hiZ34D8Y3x8HLdjRw+YOucC59yLAJYAPAHg5wDWvE/9fa4BOLHNa3/XOfesc+7Z1u3daQzjQ8N7zRvNGfuMZRwm9mquacgzHYbxYWbPcqZpHZuHmR0t1r33Xe/9QwBOAngUwH07PYD3/hve+0e8948UgtvvbxgfFt5r3mjObFMoMYwPJXs115Ss1b1xSNiznClGt3+BccfYlRuM937NOfckgE8BmHDOhf1PbycBXH/3V/e+9e/0v12PpGxSktJCWZ687Szw25GLCyxNbspX9OrOMliadFJncCoPcIwjKdXJA82Yb/Afm9IU6SQrNCiNcnB3tWlTh689Pcn3j8Sk/40Vxhst+fp0YHGm7+u3qaFsL3FxO9jH+KB5P3mTczmU++VqdVjRv6eW+TMNtrLnIPG7nKseI+MUI2WxHXyA0A8ZGblLoDHPO4qYS2Eo8h25ipyUKQsifZmYyd7GRsakGcYqa543V3kP6Yg7zuY6nTPmr7ydxs0ly5k7xfuda5qNBi688ioAIJbOQaUS5SotcadQKVlB5oQwCLeMW62s89jSEpuDtdQlI2Ec5GU+kjw4Mk23ltm542m8vsbmMMUC5QCBuHOUiiKJGZW4IAuvLq8/EXlD3FEnGeDINJuDffbTn+a5yhzUkm9fa5tszlSq8Pd66uQZAEA+T6mC8cHzfnMmDAuYmen97XI53vvV9acpayF1PAlE+tKWfFMZTHHgA3Qk46NQkmZLBY6l+eu8H88v8RLiLtdYieRbADkncRbMSzOvkjQmKolMOSyIDLor0k1xEhyriE0gAN/lNem8Wh7hfrPH2IhMXXaUkcroltuVnbjBHHHOTfTjEoDPA7gA4EkAv9Hf7SsAvnfboxnGIcHyxjB2h+WMYewOy5nDw06+WZ8D8LhzLkBvcf8d7/1fO+deBfBt59x/BvACgG9+gOdpGAcNyxvD2B2WM4axOyxnDgluP+URzrllAJsAbtxu3w8ZMxieaz7jvT9y+92MYaCfM5cxXGNovxima7a8OUDYXDMUWM4cIGyuGZpr3jJv9nWxDgA9hwv/yL4e9A5zGK/Z2FsO4xg6jNds7B2Hcfwcxms29pbDOIYOwjXvyA3GMAzDMAzDMIz9xxbrhmEYhmEYhjGk3InF+jfuwDHvNIfxmo295TCOocN4zcbecRjHz2G8ZmNvOYxjaOived8164ZhGIZhGIZh7AyTwRiGYRiGYRjGkGKLdcMwDMMwDMMYUvZ1se6c+xXn3GvOuTedc1/bz2PvF865U865J51zrzrnXnHOfbW/fco594Rz7o3+/yfv9Lkaw4/ljOWMsXssbyxvjN1hOTPcObNvmvV+h63X0WuHew3AMwD+tff+1X05gX3COTcHYM57/7xzrgLgOQC/BuC3Aax677/eT4RJ7/0f3sFTNYYcyxnLGWP3WN5Y3hi7w3Jm+HNmP79ZfxTAm977t7z3bQDfBvDFfTz+vuC9n/feP9+PNwBcAHACvWt9vL/b4+gNEMN4NyxnLGeM3WN5Y3lj7A7LmSHPmf1crJ8AcFX+fa2/7UOLc+4sgE8AeBrAMe/9fP9HCwCO3aHTMg4OljOWM8busbyxvDF2h+XMkOeMPWD6AeGcGwXwXQB/4L2v6s98T3tknpmGIVjOGMbusbwxjN1xEHNmPxfr1wGckn+f7G/70OGci9AbCN/y3v9lf/NiXy91Sze1dKfOzzgwWM5Yzhi7x/LG8sbYHZYzQ54z+7lYfwbA3c65c865PIDfBPD9fTz+vuCccwC+CeCC9/5P5EffB/CVfvwVAN/b73MzDhyWM5Yzxu6xvLG8MXaH5cyQ58y+djB1zv0qgP8OIADwP7z3f7xvB98nnHP/DMBTAF4GkPQ3/xF6uqjvADgN4DKAL3vvV+/ISRoHBssZyxlj91jeWN4Yu8NyZrhzZl8X64ZhGIZhGIZh7Bx7wNQwDMMwDMMwhhRbrBuGYRiGYRjGkGKLdcMwDMMwDMMYUmyxbhiGYRiGYRhDii3WDcMwDMMwDGNIscW6YRiGYRiGYQwptlg3DMMwDMMwjCHl/wPvzXfB1PYswAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234) \n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = np.random.randint(0,len(X_train)+1,size=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n], interpolation='nearest')\n", + " label_name = \"Label:\" + str(CIFAR10_CLASSES[y_train[n][0]])\n", + " plt.title(label_name)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.312118Z", + "start_time": "2019-11-09T07:17:43.157305Z" + } + }, + "outputs": [], + "source": [ + "# 데이터 크기 조정(Data Reshape)\n", + "X_train = X_train.reshape(X_train.shape[0],32,32,3)\n", + "X_valid = X_valid.reshape(X_valid.shape[0],32,32,3)\n", + "X_test = X_test.reshape(X_test.shape[0],32,32,3)\n", + "\n", + "# 데이터 포맷 바꾸기\n", + "# 정수(int)인 데이터에서 실수(float)으로 변환\n", + "X_train = X_train.astype('float32')\n", + "X_valid = X_valid.astype('float32')\n", + "X_test = X_test.astype('float32')\n", + "\n", + "# 데이터 정규화(Data Regularization)\n", + "# 이 과정을 통해서 추후 학습할 신경망이 조금 더 학습이 원할히 될 수 있게함\n", + "X_train = X_train / 255\n", + "X_valid = X_valid / 255\n", + "X_test = X_test / 255\n", + "\n", + "# 원-핫 인코딩(One Hot Encoding)\n", + "# Keras의 to_categorical함수를 통해서 모든 Train 데이터의 레이블을 벡터화(Vectorize)\n", + "# ex) [3] -> [0 0 0 1 0 0 0 0 0 0]\n", + "y_train = to_categorical(y_train, 10) \n", + "y_valid = to_categorical(y_valid,10)\n", + "y_test = to_categorical(y_test, 10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 늘리기" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.373557Z", + "start_time": "2019-11-09T07:17:43.313198Z" + } + }, + "outputs": [], + "source": [ + "datagen = ImageDataGenerator(\n", + " rotation_range=15,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1,\n", + " horizontal_flip=True,\n", + ")\n", + "\n", + "datagen.fit(X_train)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 모델 생성" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.376145Z", + "start_time": "2019-11-09T07:17:43.374476Z" + } + }, + "outputs": [], + "source": [ + "# CIFAR-10의 이미지 형태\n", + "INPUT_SHAPE = (32, 32, 3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 전체적인 모델 구성" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.799563Z", + "start_time": "2019-11-09T07:17:43.377140Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n" + ] + } + ], + "source": [ + "weight_decay = 1e-4\n", + "\n", + "model = Sequential()\n", + "\n", + "model.add(Conv2D(32, \n", + " (3, 3), \n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " input_shape=(32, 32, 3),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "\n", + "model.add(Conv2D(32,\n", + " (3, 3),\n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "model.add(Dropout(0.2))\n", + "\n", + "model.add(Conv2D(64,\n", + " (3, 3),\n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(64, \n", + " (3, 3),\n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "model.add(Dropout(0.3))\n", + "\n", + "model.add(Conv2D(128, \n", + " (3, 3),\n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(Conv2D(128, \n", + " (3, 3),\n", + " padding='same',\n", + " kernel_regularizer=l2(weight_decay),\n", + " activation='relu'))\n", + "model.add(BatchNormalization())\n", + "model.add(MaxPooling2D(pool_size=(2, 2)))\n", + "model.add(Dropout(0.4))\n", + "\n", + "model.add(Flatten())\n", + "\n", + "model.add(Dense(len(CIFAR10_CLASSES), activation='softmax')) # 분류할 FC Layer 추가" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 컴파일" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:43.884761Z", + "start_time": "2019-11-09T07:17:43.801683Z" + } + }, + "outputs": [], + "source": [ + "model.compile(loss=categorical_crossentropy, \n", + " optimizer=RMSprop(learning_rate=0.0001), \n", + " metrics=['acc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 확인하기" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:44.018731Z", + "start_time": "2019-11-09T07:17:43.885965Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d (Conv2D) (None, 32, 32, 32) 896 \n", + "_________________________________________________________________\n", + "batch_normalization (BatchNo (None, 32, 32, 32) 128 \n", + "_________________________________________________________________\n", + "conv2d_1 (Conv2D) (None, 32, 32, 32) 9248 \n", + "_________________________________________________________________\n", + "batch_normalization_1 (Batch (None, 32, 32, 32) 128 \n", + "_________________________________________________________________\n", + "max_pooling2d (MaxPooling2D) (None, 16, 16, 32) 0 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 16, 16, 32) 0 \n", + "_________________________________________________________________\n", + "conv2d_2 (Conv2D) (None, 16, 16, 64) 18496 \n", + "_________________________________________________________________\n", + "batch_normalization_2 (Batch (None, 16, 16, 64) 256 \n", + "_________________________________________________________________\n", + "conv2d_3 (Conv2D) (None, 16, 16, 64) 36928 \n", + "_________________________________________________________________\n", + "batch_normalization_3 (Batch (None, 16, 16, 64) 256 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 8, 8, 64) 0 \n", + "_________________________________________________________________\n", + "dropout_1 (Dropout) (None, 8, 8, 64) 0 \n", + "_________________________________________________________________\n", + "conv2d_4 (Conv2D) (None, 8, 8, 128) 73856 \n", + "_________________________________________________________________\n", + "batch_normalization_4 (Batch (None, 8, 8, 128) 512 \n", + "_________________________________________________________________\n", + "conv2d_5 (Conv2D) (None, 8, 8, 128) 147584 \n", + "_________________________________________________________________\n", + "batch_normalization_5 (Batch (None, 8, 8, 128) 512 \n", + "_________________________________________________________________\n", + "max_pooling2d_2 (MaxPooling2 (None, 4, 4, 128) 0 \n", + "_________________________________________________________________\n", + "dropout_2 (Dropout) (None, 4, 4, 128) 0 \n", + "_________________________________________________________________\n", + "flatten (Flatten) (None, 2048) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 10) 20490 \n", + "=================================================================\n", + "Total params: 309,290\n", + "Trainable params: 308,394\n", + "Non-trainable params: 896\n", + "_________________________________________________________________\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/cifar10_deeper_cnn.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 학습하기\n", + "\n", + "Keras의 `fit`의 메소드를 통해서 간단하게 학습가능하다. 이번 예제에서는 여기서는 10번의 epoch만으로 학습을 진행하도록 한다. 그리고 앞서 준비한 검증 데이터(Validation Set)을 통해서 신경망의 오버피팅 여부를 판단하도록 하자." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:44.022026Z", + "start_time": "2019-11-09T07:17:44.019945Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 30\n", + "BATCH_SIZE = 32" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:17:44.025550Z", + "start_time": "2019-11-09T07:17:44.023160Z" + } + }, + "outputs": [], + "source": [ + "def lr_schedule(epoch):\n", + " lrate = 0.001\n", + " if epoch > 75:\n", + " lrate = 0.0005\n", + " if epoch > 100:\n", + " lrate = 0.0003\n", + " return lrate" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:21.587525Z", + "start_time": "2019-11-09T07:17:44.026494Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/30\n", + "1250/1250 [==============================] - 15s 12ms/step - loss: 2.1046 - acc: 0.3937 - val_loss: 1.5979 - val_acc: 0.5324\n", + "Epoch 2/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 1.4991 - acc: 0.5481 - val_loss: 1.4156 - val_acc: 0.5945\n", + "Epoch 3/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 1.2415 - acc: 0.6197 - val_loss: 1.2577 - val_acc: 0.6463\n", + "Epoch 4/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 1.0915 - acc: 0.6582 - val_loss: 1.7156 - val_acc: 0.5706\n", + "Epoch 5/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 1.0060 - acc: 0.6908 - val_loss: 1.0384 - val_acc: 0.7007\n", + "Epoch 6/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.9503 - acc: 0.7108 - val_loss: 0.8362 - val_acc: 0.7566\n", + "Epoch 7/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.9021 - acc: 0.7286 - val_loss: 0.8567 - val_acc: 0.7598\n", + "Epoch 8/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.8801 - acc: 0.7394 - val_loss: 0.9405 - val_acc: 0.7205\n", + "Epoch 9/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.8496 - acc: 0.7527 - val_loss: 0.7569 - val_acc: 0.7852\n", + "Epoch 10/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.8373 - acc: 0.7579 - val_loss: 0.9149 - val_acc: 0.7421\n", + "Epoch 11/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.8197 - acc: 0.7654 - val_loss: 0.8689 - val_acc: 0.7550\n", + "Epoch 12/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.8116 - acc: 0.7693 - val_loss: 0.7151 - val_acc: 0.8063\n", + "Epoch 13/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7930 - acc: 0.7769 - val_loss: 0.7829 - val_acc: 0.7865\n", + "Epoch 14/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7873 - acc: 0.7772 - val_loss: 0.7954 - val_acc: 0.7848\n", + "Epoch 15/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7813 - acc: 0.7849 - val_loss: 0.8798 - val_acc: 0.7563\n", + "Epoch 16/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7696 - acc: 0.7855 - val_loss: 0.7179 - val_acc: 0.8123\n", + "Epoch 17/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7600 - acc: 0.7913 - val_loss: 0.7361 - val_acc: 0.8044\n", + "Epoch 18/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7661 - acc: 0.7927 - val_loss: 0.7500 - val_acc: 0.8034\n", + "Epoch 19/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7563 - acc: 0.7959 - val_loss: 0.7687 - val_acc: 0.8002\n", + "Epoch 20/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7536 - acc: 0.7969 - val_loss: 0.8324 - val_acc: 0.7798\n", + "Epoch 21/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7467 - acc: 0.7993 - val_loss: 0.7171 - val_acc: 0.8170\n", + "Epoch 22/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7490 - acc: 0.7957 - val_loss: 0.7118 - val_acc: 0.8182\n", + "Epoch 23/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7417 - acc: 0.8015 - val_loss: 0.7241 - val_acc: 0.8190\n", + "Epoch 24/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7335 - acc: 0.8037 - val_loss: 0.7377 - val_acc: 0.8147\n", + "Epoch 25/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7338 - acc: 0.8034 - val_loss: 0.7701 - val_acc: 0.8091\n", + "Epoch 26/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7364 - acc: 0.8040 - val_loss: 0.7439 - val_acc: 0.8130\n", + "Epoch 27/30\n", + "1250/1250 [==============================] - 13s 10ms/step - loss: 0.7256 - acc: 0.8076 - val_loss: 0.7171 - val_acc: 0.8243\n", + "Epoch 28/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7173 - acc: 0.8131 - val_loss: 0.7393 - val_acc: 0.8173\n", + "Epoch 29/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7181 - acc: 0.8126 - val_loss: 0.7066 - val_acc: 0.8211\n", + "Epoch 30/30\n", + "1250/1250 [==============================] - 13s 11ms/step - loss: 0.7220 - acc: 0.8117 - val_loss: 0.7163 - val_acc: 0.8190\n" + ] + } + ], + "source": [ + "opt_rms = RMSprop(lr=0.001, decay=1e-6)\n", + "\n", + "model.compile(loss='categorical_crossentropy',\n", + " optimizer=opt_rms,\n", + " metrics=['accuracy'])\n", + "\n", + "train_set = datagen.flow(X_train,\n", + " y_train,\n", + " batch_size=BATCH_SIZE)\n", + "\n", + "history = model.fit_generator(train_set,\n", + " steps_per_epoch=X_train.shape[0] // BATCH_SIZE,\n", + " epochs=EPOCHS,\n", + " verbose=1,\n", + " validation_data=(X_valid, y_valid),\n", + " use_multiprocessing=True,\n", + " callbacks=[LearningRateScheduler(lr_schedule)])" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:21.932518Z", + "start_time": "2019-11-09T07:24:21.590687Z" + } + }, + "outputs": [], + "source": [ + "model.save('./bin/cifar10_deeper_cnn.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 평가하기" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:30.316554Z", + "start_time": "2019-11-09T07:24:21.933581Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.6295287955284119\n", + "Train Accuracy : 0.8461499810218811\n", + "Validation Loss : 0.7161091759681701\n", + "Validation Accuracy : 0.8190000057220459\n" + ] + } + ], + "source": [ + "# Train 데이터로 평가하기\n", + "train_loss, train_acc = model.evaluate(X_train,y_train,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "# Validation 데이터로 평가하기\n", + "valid_loss, valid_acc = model.evaluate(X_valid,y_valid,verbose=0)\n", + "print('Validation Loss : {}'.format(valid_loss))\n", + "print('Validation Accuracy : {}'.format(valid_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Loss" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:30.484782Z", + "start_time": "2019-11-09T07:24:30.320794Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Loss 시각화\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Accuaracy" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:30.616033Z", + "start_time": "2019-11-09T07:24:30.485766Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 검증하기" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:24:32.126360Z", + "start_time": "2019-11-09T07:24:30.617073Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss : 0.7393944273948669\n", + "Test Accuracy : 0.8158000111579895\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(X_test,y_test,verbose=0)\n", + "print('Test Loss : {}'.format(test_loss))\n", + "print('Test Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RenNet으로 학습한 신경망이 과연 어떠한 이미지를 잘 못 예측했는지 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T07:32:50.380313Z", + "start_time": "2019-11-09T07:32:47.241070Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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M4XCzbRtbfS5/r7lUKWk+htrvrH1ihnWGh4YxOTF5GUc0FpNLzbf2Qtb1dgXlBGqNRrTcqc7W8Lm8WqlFcV3FnuoporZta9dleYB0lorfhuqOUxOsbeqpnaXTKa7kswadrzdW6+eydIpPJRKYiVqddS3rPDV4Sa6f8Pj7UkLUSgCqVRrjTEyyTms6xWNnsrkoduDxqg3GfpXnMzQ+Oeyc65+xwUZLcjljWzqddOf76GzX5rrqlHrM82TmwUYv9f34NV5vonOpodYrV1WfnMM4pHM9oUufqH02VPucakQqwTYkkrwWJBIq35Lx33b19QTqWgRVkzKhctdT+9XfR6VaBQBMF0uoVKo2ti0xLiffurq63Jq1L62bPIfbtli/0/k5Wx6+dMcqR2XGxfBVH47f0sqMsYu1Sd0Px64HM8elMsfrZIo5km4aJifHR9k+NV6VytUo7ulbFcWpTJbrqzH6fLNPnjyFsbGxlsm3Vnrn6E4A+51zBwFARD6NwG5x1g7dPzCAP/gf/x3h+tHyhLrZSeoLq6dPlxfW2QafCz04xgYHPTAl9YOZvvCrzhDrrHpQUwdQ+/QdL/S+uugndALo5FM3bH5TUrrYMdimhroRbNSYHK7hzxg3asH6v/Ph34GxJLmkfOvtasdv//u3AwBOTrAgdQ3MtfGpiSg+vn8oiocOHo/i9gz7pud4A3TPvbdDs3Y77/8nfW7z6EN0ti6oB5zBTbwIS3E6iqfHlXNnlhfnG3ewVMOa7o4o1vlxaogGXaOqBneml0W9OwuMOxI8fwA4dvhgFH/jYX6tg2u2RfHm62+O4hrORvGJER57+iQfrP7kwa9eqLK50Zpc8tiWy2Zw993XAwAaNfbhWonX4OFzY1GcTnNsy2eiUipwdV7L9YPFdIl9CgDS6rONg7xJnCzx2LtOjERxqcIbID3C6DEsn+Y/OkS1qcotJhrcTyPJ60F/75oo7u3tjeKOTuZwe1f8BxU91rspJqzUea4dPcz19v7uKJ4qsR2HjgbXq2889D0YS5JLzrc1a9figb8J3K31PVnswUet79TDtH7gbtR4f5bx1I9oieYfI/R9Ju+91Caoq3uySqUy4zoJ9fDS8Dge1sBc8tX4mVD3jynHPp8Gl+/cdyyKe/v7onhDZ/y55ZEvs3Te5BjHq+dfZM3X937wV6J41cbrorhaVT9yJoL9vu+nZixrtmi0kqxuHQK/+fMcD5fFEJEPishTIvLU5MRE88eGYcyNi+ZbLNeKpQVtnGEsIy55bKvW6s0fG4YxNy4538ZGR5s/NlY4rTRzNCecc58E8EkA2LJtW/T4HZfSzTzNGZ8Jmnm5nu57KXrOUz2+60mkhpoJij16KvmR2k3D4/GSakcJNY2aVjNHlTJ/BSuW+Ktgvo2/YIv6qybijYjNeDWg5EfqvGf5muY8q2YsD3SuXbNptVu7ugsAMFrlL07TY5ylqarp9I5uysUGbt4exRn1y1U+w19+J8bjv2Tve+jxKO5aw1mk4jn+IOI62qP43MRUFK/r7oniSoXtO3SI42VnivmC1QxPDp+O4hePcJKm7vOX703XcJz1O7mfDdviuoPBu/hZqcyZrQ0bXsa27uDM0ZM7WRu5OsVZgf5t62Esf3S+tRWybjy8YUvqYaeuxjYlZSlPM/fqFeaSlsvk1MxppcqxAwBqSvZ2ZoQ5VlIPaXU9Rsx2Dnqf+pfvxMyS9rrT4w7jujo3rYytql/mp6fiP9jEfqlXv+x3dHVFcd9G5lK+l5L8bjWepTuCGaXvPvIcjOWLzrfrrr/BSahkiMvN2N88FYunlUBKhiac4alPcDZlcprjEADUlDqnoWTqena3rY3jW2dnZxSnVB4X1X60hFztBgKOXXo+pKFml5DmeD1VGo/ip/714Si+/RqOYQCQSavZpoPPR3GlyuUPPcTZpZ/4qZ+P4mQqP2ObWolWatUJBBWDzzMYLjMMY/6xfDOMhcFyzTAWDss344pppYejJwFcIyKbRSQN4N0AHlzkNhnGcsXyzTAWBss1w1g4LN+MK6ZlZHXOubqI/AcAXwGQAPCXzrldF9pGhOYLs8nq4seYWTLnZnELuSDK9EErzJx+0U63FTMbNejpz6TaUULJClCjfODY3hejeKzIdW68hYXMsylOl9abZIIJdYINLRPUphKeNqvgKp4+z3BaWTDXL8xoJS413xKeoJAPXvgsT7M/ppSDweo8ZQCZTk7lr1+/NYrrSkKQzyn3mkq8Hz3+F38VxelRTvM3yuzPHX3cpmc1X66eUIYRXla/mMqcPfQizQ+O7D0VxWcnhqP4prtvi+JCF2UNbW3Mj7TKza7ueK7tuInnJykaQExMKElBiufWM6D0faOU9znvQlJfo9W5nLGtXK3hhaOBqYlfo2QuAb50rS+9NbVOzIlOO8YlVd4q8wMASCvnt+ES379IquUF5SiZU+OKfllcy4W0w1ZZyWn1mKLd6rQC3Nc/2yq5XEPJ2YtTcSluRUt2lduln6C8Na3k59kOyu3UkIzV4fiZSms5krFUuKx7SQgNgrRMTt30pJKMp5Xs+diRQ4yVvKwxTiOietM7hKJuvVPKvVTnRk1JSNcqJ71rb7gpijtWDbKtSUrjKuA51LTrnTZqUG0oN5hwW7dyrPr7T/1ZFHsTHAMBoCfDczp6mBNz97zhjijWhitHD++J4u3Xc516vTVf0WiZhyMAcM59CcCXFrsdhrESsHwzjIXBcs0wFg7LN+NKaSVZnWEYhmEYhmEYxqLRUjNHl4pAYrUNouWzaeNiBShnlh7MXsQrXjPI97RziXIQ0sXntOuJegxNqXU8Vcgvqdzj6iW6mzz5XbpY7dz5/Sh+zZveFsUd7azfUNe1kJrPISYhVDVndFdQMh6nHYp0kcvzm85Zh2gsZRwkqpfQruRzyRxlLjvWUxaWVctHVG2WM2OU4BTrlCb0tFPiAgCDg6xzcmaSU/Y9A6x54iVVvjjmS8VRbtOtZDRbtm7i+qOUHYwMsSZTfz8drK7dRjng0MgZNq7K/WeUPKmtI/5bU61C168pVQNqbORkFBfHKasbmeL55LL8/oYOUbZhrAx8JyiHznRagiMepV6xOpKqjopTkm/RkjRVWNWXeF8VJYHr76R8btsmynay+ZklfbqkxslTlKiOqVpDVeW46tRvsr7aT1Lr6mKOszrm+ejCzAAwXaJsUCn9kOukjLWm6jMl1Xgm6jvLFYLz9zz77XjF4Fx0r6OLnYqShe3f+4MofnH3M1zH5zrDJ/naQ+ksZWRdnZR9A4AnlFw7P6mWK6mbciY+uofurc888a0o3noj6wPe+LI7o7hv7SbuM8F8rul7WGE+64LS/T0cA+99xSuiuMOj5BwAXnfnxii+YRvH672HeA2ol1nP6InvfCeKB1Zv5n67WEuplbDsNwzDMAzDMAzDgD0cGYZhGIZhGIZhAFjisjqIcOpb23zMReolutAXic/sx/ejpQceOG/vVLG7spISjJ/jNGRdz/Or6f+DL3AadmKCEhtdBO+pZ56K4o1br4ni9Rs5ramldM7TOsHYKcTc9EQ9G8fd9NSXoOUaan0vlDeYW93KwG84TE4FUrS0kues6aQcbqCX0/Sdq5Vj4nHKbiYmKEHo7mR/qkzpgubA5kHKRAdEFSuuUFY0Ms5cmxhnEdhcku0YGOB0/1SC60w65mYqqQrCZtnfx4YOc/1TdLfzlBNQI8d2uhqLzwJAtUwJYCFHp5/H9lBuceQ023rjPXSc3LqehWZdQhfM+xaMFYDzIWEB45SyNE06fc1WeaHkPzEZnjBfPI852dsbl/l0JDh+bOil69XqDmqMppXEOp1hv+0qsEhzRt1RnBzmsc8qx8lyhWNbbKyZpXi7Nt9rKOPGZmlgRY/DylGzq0gZsB6ra0W68iVUEczk+Zw2yfiKwgtllvUKx4nHHnkoig+8+HQUZzxK3tpz7PRdGeahl6akrKDGJADw1f1dvc5+rB3q2pTTak2URHuU+93/PJOjPMmis2s38j5xy3UsOt7WS9c7pJjb1YaS4jbY79/59v87il945ouxczh1hHL3HVtZViqV5nj1uS89GcWnx+nAes0NHANf9ZrXBcdtsXyzmSPDMAzDMAzDMAzYw5FhGIZhGIZhGAaApS6rAx1l9DT8XNCFWDV6Pw5NBVSVRs1NcArz4Ye+HMXPPsFpxIqS2NXLnOZPK2cQX0kMkgXlKpKiJKFS4vp33P2qKO7opqTJ10VpMbMkAYg7/2hJXCK2njrPmMvQxQvtGsuThvNRrARSghwVKBgYoJRsdJpT/2nV8Xp6GU+NMQ+u27Yjio8ePRA73vbtlOo0PErSGjX+njNdZh88qyQyGVVUL+0oZx05SZe4c2eYv+3tlAHoHC8Wmb9dHTzpziyldEOnKcF48UXKHQBgGyirGz7G450+wbZu2cJ83rKZzmAHT+2N4tIlXtuMpY8ASElwTc8qR1YtsavpAt9uNim1koKrMa+nOy4B3djLscdN05nx8BE6T9WUu1U6x/Gpt58SvQ2bN0XxmnV0vTp4hLLZvftZHLNW1xayqnCrOrVanTmcUgXOXZOku+FzLPXrJbWedlnlNlVdsLbMOFULDu43muzwjGWMD4SOp1/64j9ES/c8990oXt3Nvtdo8Fo/qYoRd+TZjzauY46JixcU9uvMpeEhjpsZJXXLZ5SrYzsTos3jeJXr5H5qk8zVp7/N1zWeefzbUbxNudvd8HKOPYWuVVGcSnPcGhvhGPjPn/3n2Dm8+8deHsXPPkU3PZfg+NjTQcl6Ww+/j6ef5qsi27ZfBwCo1/ndtQI2c2QYhmEYhmEYhgF7ODIMwzAMwzAMwwCwxGV1IlpWp4qVziIRa972Ysu1hAEARk5TlvPo//lUFB96/rko9kqcYu1S2xeUu4/f4JR/totOOpUEp15/cJJuWqN1ntupM3TNqirHE6hjeSqOF6UNigsS7T4XKymotlfLdbHb89+3yetWBNlsFtdeey0AoFKmlMzVeAlpgPKafXvpZLNuFaUCfb0sfpdMsr/n85TOAUDdsTBrNsHcKbRT3lats59217QTF4vKVSYoydlbU44/JcoFetdyut9Lcz/dqylz6+liGxqqoOv4sZEoPnomngvHT/C68Nyju3m89ddG8Y23sdDsmZNHo/jEfsoMz53i8YyVgScespmgrxdySs6WVLLSKp2xarpQakwNrqQ5SiJ94njcHTJb5TjU16Gl5URLfnp6KJ1pVzk5OEh5jqdkbh0FymtqbDb2H+J1Qsu8fTVu1WocU2uxou/NmnGeeEpV8szmec3xVNFmiHLim+T1wC8G14yGcrYzljejo8P4h8/dDwDY89wT0fL+Nva3JHjflvApq8upYuQJn33VV/1fmm612zuYb9pRclqNS8m0euVCJU1WOaqu6qfErjTNQuijp3n/eG6I48rDRyi3e+w7X4/ibTdQInfXK98Wxd9X8rfhs0di59DTdVcUuxrbNKJeObl2K6W1+05xLJ5WErrdu58P2q9cnFsBmzkyDMMwDMMwDMOAPRwZhmEYhmEYhmEAWOKyOgDA+QKRTsvHlMROyb485bajpzl9j9N9+QSn+07tfCZ2qEf/8XNRPHmKspc+ZUTSSHC/WvaTTCmXoSxlCKmkcidJKhmCso+bqPLc9u58NopLb35jFHeupzynUucUbLrJca8OHq/h2FYtq/O1RFFtG3OoC9tnRWBXBo1aA6OnAynB0DlKyVLKVXHdhs1RfG6I6+w5TQnPpo10odv1LPuydo4CAKcK49VVZebxSU6912rM20SS/TDlsf92KTe9V7/hJrZvglI1STAf822U5FVr3E+xSrlEIk9JxJprWIh5wwa6RwLAmUPcZvUaSvTaBig/PHLyMM8nye9gbJztq9VbS25gXH08z0N7PuiX7QVKZ5K6PrdyKPWVvVtZFZJUQxA8PRbU4n0qBUrPejroXNeeYV61dbF/59vYpny7kq01KO1xvpLhKXe8m2+6MYrHJrn++CTzRUvk6ko+WFXFNz0vPvbokS6b5VifybF9WgZerXK8nZignKlYCq4rtVpruWcZV49SuYjndwVyup4O3hflM+xVjSqvyV6N0vKUuufzK8yrqpLb9fXGx9SDqiwAACAASURBVIZ1a1k0NZ1iLh089EIUT5eVtFz1245OjlcbB+ksd+oYj92eVveA3bxoTCjn4+Exjsvf/srBKD5wgFLXjgLH9+3XUiIHALt20aHu9ts49pcPU9KXy7Ld13WwsPmhEX5nL7wQnHO5rPK/BbCZI8MwDMMwDMMwDNjDkWEYhmEYhmEYBoBlIasL/hczW9PyL9HPf9QYpLT0ThWZe/57LJj1zBc/Hz/WMJ3i8mrKVJQ0zs+oInUV5bijZH8N5aRTqtH1pLPAP8fm1UpKMcZtq2dPR/HIMbqH9G7aznWUS4rXVAU2Ae04x+8m9vXFir0q5zvxX7q+qepWBFOTRTz2SDCNfvgoXRvXbqKsrFxn3+/rpDzt1DCLPo6NjHH9CuNEkjIYALjxRkpvhkYo0Rs6x/4/sIoSvYTHft5QstLpBuUyqZQqpFdQhZJ95n+jykJ64+conTiiXOnqUFKDjRvY6GpchpNJ09FrzSC/mwOjvI6MJpiruVWUXvRupuzi7FG2yVgZJBMeutsD+WZeudUp9SgyatzR1b490a5Q2nGN60iTi2kuw7Gnt5uyumyaEtK8ctiqK6dUX7iviTHmiWuwzyfTHM96u+lMedMNHLeeeW6PaqnOTx6roQu3JuO/7frQMnY1DqvvrFTld+OXeD0YOcdr0ejIOACgXjVZ3Uoh6Qm624J86uugDHNjH2Vr5RHKxYqj+l6I/SSbU/3O8d6uq4tSagBoa+e/Bdym0Mbl5fp4FLdn6PaYU8VhPVRUrGR1ea7TleT5JMa5jqeuH5k012+UWAR63bbrozjZoBMlEHeUPaXuSzMFXj+SBR573SpK75790ve5fi6Q3IrXWnM1rdUawzAMwzAMwzCMRcIejgzDMAzDMAzDMGAPR4ZhGIZhGIZhGACWxTtHoaBYki9dhvg7Mxll8Zut832CJ7/5lSj+7hf/Sa1Dm1EAaCvod3So19RVt53H9xHKDb77UCkx1tbhzlED6qt3GTpz1G1OTqt3lErcdlhVOb+2Qd1r/PUrpUsHIOp52JOZXxjSlt2e1oHq1ZveZTKWN7VqFaeOHQIADK5eGy3f88LeKH5m564ofvuP3BvFPd1832BgHd83qDX4DsOIer8HABqq36aU9f2qdauj+Pod13H9Cm1AJ8dH2b7drAiey7IdXTlqu/PKrnR0nO8DJbvY9wsp2pCOTSibVMfj7tvNd7EA4NhxatT7BqhdX7VuTRRPKJvuorJIz2R4zoNdXN9YGSS8BDpC7b5+Hyih3zlSVt6euq4n1Ps2UFXny+r9o+ZxIZXhe03tnczLtrzKV58Hr9e4r7J6D6ii7LH9mNU+10lkuXzNKr6buGUz3987epTvPXi6oIR6/6hej49fTtucp3RJDW4zriz8qxXmcVFZihfHg2tRoxEvg2EsXzz4KITv7NxyzY5oearO63Cpxr6a82hrPTzxfBTXGueieICbopBV9V4AeOCH5QrzNZ/j2FqcZl/VY5Q0mD/jw3zvPJdjPnSqMddXedufYt6np3htyKXVtSHPfLt+C98zGh9nvgBARyfztauX382Lygq8Mc33EUdLHA8bdbajHFr4+y2Wbws+cyQifykiZ0XkebWsR0S+KiL7wv93X2gfhmHMDcs3w1gYLNcMY+GwfDOuJoshq7sfwFubln0YwNedc9cA+Hr4b8Mwrpz7YflmGAvB/bBcM4yF4n5YvhlXiQWX1Tnnvi0im5oWvx3Aa8P4AQAPA/jQXPYXScA8TtNpK2ptfVorcsrz4X/5dBQf/u5jUdxX4fR6Wk2LAgBUtXAHPU3KadGqmsKsqVnCSpX/SKQ4hZlUUr+paU6XFtX+p4RxUU09jg3TPtFVKe9JZjilKk1TleK05PDisjqNlm64yDrZvLxbmfnKt0RS0NUT9PP+Pl42Dp9in5iaZl87N8K+uXkLbakzyg54cA3tur/315SzAsDff+ZTUfzq19wRxW98y91R7HtsR1FJZOo+21F1jFOqr7Z3UObW08s2ZZRt8ugoZQA93Vw+MMX8HRun9GGyEs8FL0sr78EtW6I4v4rH23vwQBQXVHmBk4dp350C1zdal/kc2zxPkA+lOFklEUtp++o0+2Qux8EqpSvNT3Lb0WnKaFyTS3VMVtfRoT7h9iNnaS1cVeNKQ+nZyqp8BaqMnbIcdiVaHGcKtCgeULbJE2Mch6eKbHe9zoY3qeqQSCv5nZKDV6u8NkzEZHXM45qSCbrWUvcYszCf+ZZKJrG6LygNkVDJIb6WvDEvUqpkSzlBKfb0FO8xO3p62NZE/GbSU/do+RxzIJFTueSztENC2eU71W+rFSVHV1JZ0WVXlPw2rSy725RUL6dkf/2Dg2ynz9xp1ONzKZJUUvH1t0TxWJnL2zoog4fH8/yR9RzHS7Ugb7/xtW+hlWgVQ4ZVzrnzdwOnAayabUUR+aCIPCUiT42Pj8+2mmEYszOnfNO5Nl2xmh+GcRlc1thWrVm+GcZlcFn5VixZvhlxWuXhKMI556Cr1b3080865253zt3e2dk522qGYcyBC+WbzrW8+qXMMIxL51LGtnTK8s0wroRLybdCzvLNiNMqbnVnRGSNc+6UiKwBcPaiWwAIJF3B3LqnZHVJNS+eU9OLTz313Sj+/iNfi+JV6keD3qRyBsrFv55Knv8uVZQbTpXz++V6Q61TU8sZ55QMIa+mV301nXtWSRJOqunSakLJBUqUCNSmGENVI2+8xFVOOe6Jfjae+RoSXF9m+mDmxcaS4JLzrVDI4s47gmrZjTJlLlklC62r/u6UhG3Ltddy/QLlBbkCHX8GVm2NHW9kfGcU12rs/+MjlNucPkvZW6nIWeRB5Wj3qte+luufoFQto2REk0puVFa53LuKDnU1JbedHKMbT3cff6C59xpKBQDg7FnmZNqjFOLwiaNcSamQEh28pjSURGjfLkrvjCXH5Y1tAiRSQV9MZ9j/syktnWGcS6hxq8S+LWq80A6jk8plEQDaezlm5LLc19lh5Yw1xc4qjsf21XgramDwVeeuq3FRqUdRddx/Sjk09vZQwlSucp2SGhdrep8AMupctdNcVW0jRSW/VWNb3fGc/UjGbpLxJchl5VvDd5goBuPXdJXjQQa8bnd1UhbWaLC/ZKaZOz0bbo7iVJYPXKPl+DxEWt3r+XW6lHoJ5qWWiXoN5e6m7zGnKVFNppj3znEdfQuYz/Mc8gXKtSs1rr9hPWV1xTo3bu+IT0Z0dnNSru7z2Nt23B7FDUfX5WSG23c5fjd+6PyczWbRSrTKzNGDAO4L4/sAfH4R22IYyx3LN8NYGCzXDGPhsHwz5oXFsPL+ewDfA7BdRI6LyAcAfBzAm0RkH4A3hv82DOMKsXwzjIXBcs0wFg7LN+Nqshhude+Z5aM3XPLOBMB5aZivpXScIjzwzPei+NmvfzmK86poaruypUsrZyAkm3WoqgiekgboaU794nqxzCn8qtog0+B+vaRyvVOSiWm1/ulpSnoSqrBsTRUJa5Q5vZpScjkf8WJ/c5EKiFzc0Q7i5rg3YzGZr3zzxEMmG0ydd7Vx+ntAxemtdNfpUEXoxqfYN/NtnMr3lL7m5puuiR2v+p63RfHgGk7fF/Kcph/oZsG8usr5vNKPV4rMkS71jmIuw7wrTU/yuBW2tVqmnKfQxm07eii7GBnjtmkXN4jZfD2L5E0OsTBtbpKORqfOUvWRyCqZj095xeBAv9rrXhityXyObc45VEMptn7fL+HpYq+Mk2mOW+IxJ301zlWnubzeZMmWV3JX3e9HR5k/5aqSdCtXOteg9CidYR/OKllRJknZDZQkL5FgHtZUsdZCnuuvXcsiyEdPMV+qSg4LAE7phxrqfsBXy2vK6YtR0zgZFZS30a2Vmc98qzccRsaDa25nL0sjVSd4rU5keR/WqLC/FNq4/tTkGJfn6FaXScfvwxIqHfwGx5BGlXEqyXs9XxdwVnLQXJ7jbFrdxzowNyZUsddCm3LGUzk5Mclxr7Ob43hOFautung+JDM8bx+UwfqOsfMYT02rVzqUjbSEzsezvcGxWLSKrM4wDMMwDMMwDGNRsYcjwzAMwzAMwzAMtI5b3eUTzs6lE5ymO/7i7ij+9uf/Poobw3Sr6lLOHukspw595VYX98IBKiVOc05PU64wVeKUZ7HKuKziuioOW1dTitMVShi6VQHKvjZOw3YoRxJdoCzVUC4+k5T0pJSMQDsaAQDczFKB2aR0njfz83MkWjDlwYqgDh8jYX9ry1La1tvGfNmygS43PYOUoT2/87koHh+hK92NN90axZu2aukYsHrLW6J46AzdfMoT7Oc9GbajUWcuxHKtzv5/Zoj7yShJUl4VwNMyhWRCFfqbZu4X8pQGDg1TRnHwAK87ALBOmP/XXXtDFE96bOsLZ09GsatR/pBO8pqUbbMisCuNRsPHxGRQ4DGnbL2zKk4paZzns68pczvkVD/PZpir6YYuYg40lCvVxATHm1KJUqJqndtMV3jsmnK6cqpeTDrJfbbltRse89ZTY41TUvJalfvpaOe1pEftv1GPSwMTCfV9qHHL10Wh1Xjb0DIen+d2XpLnzJJ1xVCtNXD8VDC2TCpHw95u9tVKhdJo3+kirpSOJYSyNVEdLJeJ32pPjJ2J4lSKhVyr00rGp+7vMsJ9OSWHS6siyk6Ne2dHuE9JUE7b008pun7VQ1Lcjy6unsxweb25CGxCyecSlOLVHMcr36nvI8Ucc+B1BU4LXFsHmzkyDMMwDMMwDMOAPRwZhmEYhmEYhmEAWOKyOoEgkQg0BNVJunw8891vR/H4iUNRvCqn5QmcakyogpCcyARqNVUdFkCxyE8nlKxuWjn3VNRUakW52NV8PodmksrdTrlStav1O8D2bVIyvIxy00srKZFf0y1XJJpkdUo+EbMHmUVKp4vA6tiLHPFMV7cSqNYbODocOFeNDlHalu5iP+0dYB7llKTm5Dj7+Oef+mYUH3jxdBTf+6bbYsfbeiMLyWn1zL4zx6O4o8T9VlSutvX3RXGqi/K0jiJla66uCr/WKaPIZXg+SSUDGD9FSZ525+rsoGNPpi0uD6hOsUjtscN7orik8rx3kIVmSyVKIaanmOdjI7y2GSsD3/kohv27UmO/0sUaxWe/9RjGHFDrNX7QUIXIm+XV42OUuXSrsSCXZz6Ikn3X6sw91SSMTyjnLVU4OZ9h3NmpJKptlC2llDusr8559BylRm2qiGW5LT7mNdRYqvdVV05fDZV72sWu0XipHN5/SQF1Y7mSy+Vx/U0vBwA8v+dwtPxN914XxaOTLP5dHOO1ur/nxigeV9fqyjhleGfPxGvRemnKsTdtojytUaI7ZEE4BhRSyolOycDzXXRyHT7H49WFsr9CV5eKWSAd08yfSoP5OTbNHNEPCIl0BzRpVcTdTyh5HxjXlDMzPOVSqe4xPWnNOZrWbJVhGIZhGIZhGMYCYw9HhmEYhmEYhmEYWOKyOjgfiVBOtv/px6LFx3c+HcWFhJKhqcKPklQFqdQjYn1ayQWqSqsAoKJkOeWyKojX4DHKaia+qCRsuoBWQRW/rKt4RBWoE+GxB1Rhvfa0cvxQbXXDlPCkfSX/S1MWAcQdjtJK6tfQX4KSz/kxWR1XEVMcrCj8hmBqIujDmQ5O2a/aRFnZaJUuV2f3U4a2exelcI/tPBjFzzzBgqa79x6IHe+2Vx6L4m3b1kfx4CBlBFry40qcsq8omWs2R9lO3yruRykTcPIEj1WpllTM/BLtYqmks75ytNIF9gDAqX2dPsTzG1dOdLt38jvo6KFj38at10bxRIKOdsbKwDm6qdWVvKuqJWJKSlqrqb6qCqtOlzgWTKmiqdptDgDODVMq26tkeYVOVRBSFXU9eYyS2OlpVWRVtQ8+c7JcVc5YU9oBj+vrwsy6OOy0KlBZUM5b7YV4vpWVajCh5ORaDl5VLnh6DEsq99pcPjjP2ZxajeVHX98AfubnfhEA8IXPfTJa/vxujg1r+tgnvaTuUxxvTp3kfdjYMMe6Qnv8FQ3fY741GrzXyySUPDzB/U6pVysaKgcOj1Ku19nNsXj9FhZOTiS5fqnBsefoKcpV25U8PNlOuVzVo/NcVxed7gAgke3lesrt0VeyXD394lTZZRe7x0RLYtlvGIZhGIZhGIYBezgyDMMwDMMwDMMAsMRldZMT43j4K18GADzyWRZ7LZTpGNKXV85r+llQzfz5aqq9VuSUf6XJra5S5vRntc6pyukGJQNlJZ/LtFOS0KkcQzBJSUJZGe6Uq9w2n6UsIJ9WMqGMKpqnHH2O7N4Vxb23vSKKvQKnUQFAlJrCU211aipUS+li285xmbH8qFSqOHAgkMcVuylBGbhrexSfPEG3nPEDnLLft4+ysLqSqpwe4vqf/Sxd7ADgoW8+E8Xbt3I6/433vDyKuwc5/V9QhSKv28GCq5k2Ls939kRxVbkCtXfR3W5ygm2CcgMbKFBKqN369DXCJeJSJU+Ytwl17ckqiURXnnKEZ5/4fhT3r2JB3USuyXHSWPaICJKh45pTV1kt6dR9r6gk3zXlPKUleUXl7lgsxZ0Vh4fZ7zd2Uy6TLNOVq15kv084NRYq6V5NSYwSnnKBVQXRG0pKruO6krFnM8qdS0nBG2qsbWuPF0dOlPlZJsvvrKr2q4vOJpXkvlPJBzNh0eV0Ol4o11jGiAdJBRLs173+J6PFj3ztb6L4+AmOYxvW8vpcLrF/6fu8c6PsX/3rt8UOd+vtN0XxmWHKzkfP8d5w35HDUdyWVgVehymlm6pxbLjjdo6Hp5VrXr6N244coLxbS1dvvoPusLU8zyGVUgVuM+oeFkDDMUd9n+eqiyeL8NogsaLKOm7NOZrWbJVhGIZhGIZhGMYCYw9HhmEYhmEYhmEYWOKyutFzI/jspz4FAOioUUpQSHHKLqmcdzz9LKim/7U8oaIsb6oNVd0O8WJ3FTUrOK3dhJRs6C1veUsUv+zuu6P4Mw/8WRQf2b0zihNqyr9dyQ1SbZQnTCkHrFSDkoehE0ejePIsp107VscdRrSMQRd+lTnEMeyxekXhw0fVBVPka3roALeuj1PrR45SOjM1ToepZIouV5kUO85gH6UJ54a4PgDsOUR5wfAJOt/545QwvOvn3x7FW6/ZFMVtHZTbiHKtSqsi0J7KA13sVV8LRs6diuI1fZTndfVxP7rQc93FrxdnjjIna47nPTpKCVN5muc9OczCgCcPH4ni69bE5QzG8scTQSEduqZpZyef/bZS5fJpJSmbmuZY6NR4VFOStGYn1tMjlMwV65SfZsrsn1qJ191DuU26wHYMj1KuOjamikyq4ykVUlRwFQDa8xznGmrsrSopYTrNa0+ul45cAIARygbzWZ7rpHLy85XrZDJFqWy7cvrqWhUUykymVQFLY1njA6jUg1xZvXpHtLxe41ji6uyf2SydEkfGOWbsP0J3u8KqDVH81nd+MHY8l+C+Bm/iGDo9zfyZGhuK4iMHdkfxtz51fxT3drKPnhhi3vuO/fwH+/ZF8bhyfrzvvg9Eca6T94nVBNuTKvBaUGYaBeeg3I6TqsAr1DioXZdF33s6JVl1iWiNVsJucQ3DMAzDMAzDMGAPR4ZhGIZhGIZhGACWuKwOrgEJp/0zGVXUFXpaj6vXK8q1RknhGqpopHbbqcbNp1DxubOikjeMK2nA4Da6krz8Na+K4htvoxvIoeN0J9m19zD3ryQ2ExXOYabU9H4yzenYquN07tgIpUdnjlKS030dXVEAAEreI6LjS5PVtWjdLuMqkUmlsHldUID1zfdSztLdwz57YoBSmyGf8oJzxykjO1bh1P97f56y03X9nL4HgF/5fbpPnptkrg1NMS/6eig3G1jPuJDUxSE5fT9VZI7kVGE8L8P1U1nKKCamDkdxJkkJay5LOU5KySMqqsgmEJc26CKYibq67FaYg9tvuCaKO1LM7cFOHsNYGXgiSIduar6Sw1VVIcW6kpvV69rFThUTT8z8+2e6afnUNCVwB0+wkGXbZjrXibDfJlQR9Q41PnkJjhf1Kh0rKyX2Z+24V1fyubqStLZnVdFlNWY1isz/Ne0smgwA7WlVmH2KzmIOdO7ya7wH8JPM42yeUqLegcD167xboLECcIAf5lBFycIOH6a8u6ud1/fxCY5jew+wr02UmXvvfs9/5P4Lq2OHmyopqWyJY1QyTfl22xqOs7esuy6Kjw9Rfv3Ew/8Sxe09lKkfP6kckZUc8B0/8RNRvHHbLWyDcq5z6lWUYonXHg/xfEh5/Lcu6upBy8vVtUgtd2j93LKZI8MwDMMwDMMwDNjDkWEYhmEYhmEYBoAlLqtLCNARzgB6PqfkE2k6ZzhV6LRaUev4SkpX4dRhScnqyk3PjiUlqyspWZ5Tbld33XNvFG+8lgUy62qK/g0/+g62yXH5g//4uSg+e/RgFA+pqc1CjnKgpJIkJFW7n//B81G8+g4WhAWAru5V/IeWDc5S+HV2WstZxLjKiA9JBpKWtk7mV3uaMpVr1lOCU9xB95uDynluy/qtUXz39ZQNdGbiGtZ7b10fxV94lDLRfUfpIPd3f01JAbooHbjjtjvZbOVU5Rp0AirXKZFIZ+lUlVUF8ManeG65LHM8k1fFI1Xx2Y7OuKtcaYIOYBMjZ6J4y0bKH6Acs4o+rwXH9+6P4t1P0m3IWBn4zqEayulKyqE0k2E/TCiHKF+UTFxJvrUqOunxH7lUfOgvK+neEeUO2a7Gm9W9lJymRFnXqWN7alwtqLZWcoynVTH1hHKy1G6wxWmO1aLPc5I5XKnEx6yOAUqP9Fg9fYburcVJSpKyqnBlQ8ntkqHD32xGrcbywxNBW3jfuGvnI9HyfYeei+K1rLGKtg5et8eUVPynfvEXo7hnNd3qpqvsz0C834uSnunbsIpKCKcko6k8x6sz45TDDhd5jB/sOxHF99z7pii+8zU/EsWTSqLulARcVO6kVQHmRFNCSEw+F7uZVKEqDiuJmdeJiqW31ssaNnNkGIZhGIZhGIaBRXg4EpH1IvJNEdktIrtE5JfD5T0i8lUR2Rf+v/ti+zIMY3Ys1wxj4bB8M4yFw/LNuJoshqyuDuDXnHPPiEg7gKdF5KsA3g/g6865j4vIhwF8GMCHLrSjBIB2L5iK0xN+npIPVOucsvSVi09KTeHVlHuOUtih7MWnEStqWrCmnit7VaHVO17xyiju6KbMqJ7gV51tpwTox9/7U1F892teG8X/+xP/PYr3PP3dKD41reSAWUoe2pN02xk+eDiKB198IXYOd72Ssjq/oacxea7ukiV2Rosyb7kmniCRDfr8iJq+X1NgTvR0Mnmuv5UahMkS8+O6G26I4gFlKjc9QWcrAHjvW5REZpKSlx8cpOTn8UcpH+3bRone9htujOK0kiakVDrX6pRCTExwna6edVE8uH5jFFerlPO0dfVFcUIV2SxNUUYHADUl9e3uo+SuXqNMqqCM6NozLHD5/Bke7+y5uAue0bLMW775vsP0dCB7KVconenqpIwzn1cSO1Xc1FfX70aDY17C4zrppJa4AHk1lkwq18UXD7MQZUa50nVAH4/HqCpHWC1VyyqJXaHAxM+puNJgLo2MUP5WVEVtK6OUyJ1Whc8BQDrpCJZup3Q1kaNzZrFEiW7dZ76OjfL6MzkRHLvRVATeaDnmLd/gHPxG0F8f/vaXosWr1zLf6nW6Hp4cYt95/Q/9WBSvWUc5+LR2R/bi+eYJ+1ZC3Yv6sXsvxqJcV1Np5mpVydbOqELObV289+xfw1woKtfUhiiHutijwMxj5ktkb262/NAb6eKws6zeYnK68yz4zJFz7pRz7pkwngSwB8A6AG8H8EC42gMA3jHzHgzDmAuWa4axcFi+GcbCYflmXE0W9Z0jEdkE4GUAHgewyjl3/m3r0wBWzbLNB0XkKRF5quq35hOnYbQaV5pr09PVmVYxDGMGrjTf6jZrYRhz5krzbXRsdKZVjBXMornViUgbgM8B+BXn3IQuNuqccyIy45OPc+6TAD4JAJ1pcelQulKPTc0p+ZtyCdHT/L6SzKkasKioKcGSxJ8dp/X0p5LY3XPPPVG8bRsd6nxVvE7HXkIXrOXxBjdSxvMrH/pIFD/wp/9vFH/tX+nQVfIoSViboT6nWKIM48CRw7FzuO0Vr47ipJrqdepBs+lvAWNpMx+5tnZ1l0uH0s1RVZTVX0OpzdgEZS5V1a9f96bro3hdD4u9FodZWDXdpQu3Ard2Uarzqz/NYspfe5Judc/uYjHlfT+go9ue5xnfecvLorhRpCxiukipzuQUJTwjSl7T10d3rsNHuK2kKGFta6Nr0fBpOgQBQL6N22fbWCD3me89HsX9aynjS3dQ5rB+M8fzsx4ldkbrMx/5lk2n3MRUkB9VNYbl8pRe5pR6JZHSrlBcXlMPWakUr/eeF29CRrlh1Z0aS8ocS46coWxnjXCdtCr86isTO128VZT8tL2Lr4D46vfZSpkFpb0Ul2e0012R14wzh56NnUO+m9eWzi7Kejt6NvF8uumcOTlKyeDwEOV63WcDZ0ldlNZoXeYj37Zu2eJ27w1eQZhQfSyZVrlQpbtb/9rNUXzN9ltVY7h+IqFdk19ybMazn9iMizNZjj+6oHJNvTbS18cCyW1qHHLKVc7pVylm/opWNIsycyQiKQSd+W+dc/8YLj4jImvCz9cAODvb9oZhzA3LNcNYOCzfDGPhsHwzrhaL4VYnAP4CwB7n3CfURw8CuC+M7wPw+YVum2EsJyzXDGPhsHwzjIXD8s24miyGrO5VAN4H4Acicr7C1kcAfBzAZ0TkAwCOAHjnXHaWCItU1WIOPZw6rCn3OU8t19OcVVX0qqokec1vWehCeZ4q6rp9B2VD7aooZFEdWxeyEzWR6pQOoe5rBzw67/z8L/2qagOn+h/+9jfZ1hqlNxNTlABtV05HQcMZ6u/J01Osc3EPkab/GUJCEAAAIABJREFUG63IvOWaX2tg6mQgq5nezL6556gqrJyllKUtSfnPpi3K9e0ci6GWVN/3m36n6e1gv13dx/XuvWtbFCfb6Nrz4Be/E8XffPDrUbx1kE49q3spVdPXi8kpynmeffKxKE6rAq3TZV4q161jIdtsgtcB58ffE+nvo2PQ1DA17cmEch5KUobR1cXvbNu1/I6TnpWjWyLMW741fB/joaxOy4Rqqo85tVy71YmSbdcrzJ1yTfUj5ZIIANq8rqCKHCeVvG1cFSNPjGnHRa6vFHaxfp5UbnWlGnNvZIzukxMTzBFdLzKlzq0tr+TwU3EZ69B+ylXT2+gaK6q4cnfvJm6gXCMnxymtPXM6kO7W6iara3HmLd/E85BrD6+/6pq+/whl3Bs3sKjra99Ih7pCF91Yp8rahU4lQ9N9UkxW52Z+pUFmWT+X4zhRVvl9Tjk89vdx7HKxPWkpXaxFMOIs+MORc+5RzH5L/YaFbIthLGcs1wxj4bB8M4yFw/LNuJrYT5KGYRiGYRiGYRhYRLe6+UDAE0g4ToXWfJ5WRRWqSirJXEZJ3rR8TpdbLDfNNJaUDK17Fd1AVq3fFMUNJQGo+0rep9xAEmqKNKV++PCUk0hdFa/t6GPRyde9+Yej+DuPPRHFp8c4pZrLUW50wzWU/AFATkkddIFcfap+zElFfWISuhWLB4d86Gi4bxffb33m+3R927iejmx+iXl36DBd7MrnGK9fTac2L0GHIABoU/lSduyzyNCpJ9vG5Zt7ua+JE8NRfOIkiyAX2lX+Fyg7WK0krP2qkORXv/xwFE+p89mw8VrGa26O4nQ6fjktTvB7yiinsIFVlNtNVyjpWwW6eHXlqHvavI7rGysD3zmUQveppOo7FVXUta6u056SXmaU5HtSFzuvcqRLNV3LUzn23YySwKXz3FdZOdEVK5Sc6XFEjyS5FPtwTUnY9PrlMh3ABNxnRuve9Riu8qKpribK5+heeTbxXBT3raazmKqBiXSa14DSJGXp504FUqp61WR1KwURwAu1pZPT7JMDq1nU9W3veHcUD27cEcXjU+r1BI/9Uzz9+oTqeLh0F2Bfbb9mLQued3ZyzD1zhk6rhTbeM+pXOnQrYi0wid1LsJkjwzAMwzAMwzAM2MORYRiGYRiGYRgGgCUuq/MApENnHu0413BKhuCUVE3Zc2hjqYqaRZyuq/Uz8WfHUpVygNfefkcUb7mWMpuq3vFsLlNaMeDP7FqiV9Iyt75VdNzK5ygxGj5OScEtL395FN94E2U/AIDGzFIMXUzMMJqp1xsYGQnc6uqquCPaKAX7/rOUkU0eo0wu20apwZo1lOz0tlHCVlBSHgA4eVJJgFQ/T+YpIxgfpfzhttuUY+QA18kXlMy1TgmbqOtFJk3p0PgEXfKee545NT5MB8jX3HskihN3U15RqbE9AFBSRS1rDR5jWl1H2vopfzh7mrKIjPD78Py45NBY/jgAfuhcpaUwVZ9Sr7pye0wpl6u0ktUl1DW+rgrC1qpxmU8qyzEzrRwUvRT3hQTHiHqd+yqr/pxUsvJihTlcVI6QuralHvI8XYhSjdUJj23wlTQeyfg1I6Mk46UJFnsddmxfIc+CmNNFSv18JZmfnggkdn6T+6SxnBF4YcesKovjW26+PYq37+C91HSF64hyNdU2i42Gfkkjfn8lsxR4nQ0tq+vt5ZhxzXaOe488QsfWvgGOGSlVyDZe+HVmkZ29PRFgM0eGYRiGYRiGYRiwhyPDMAzDMAzDMAwA9nBkGIZhGIZhGIYBYIm/cwQRJMN3jqSq391R7w2pd3rqsfeS+FxYUSrLirYQrsY1x/k2vsvw8rvviuJUIae2oc46ofSnWlst/szvE81m71gu8z0IbTv8q7/5G1F88gTfj7jueupQO3v4TggQtxf3Y5WZVfvUPy7VctJYniTTGQxElvV872HTtq1RfPoE8+O5PU9GcW9PJ+N+2lI7T1nj99AaHwCqykZ3vEib+oo/zjbVeflKZJkjY6N83+DYPh67u70riv2kvhbwnYa9+05E8c4XmFMdCdrjD59k1fRake8idXTEcw3qOnR43+EonlZVzbvTbVF8/NhQFG9bNxjFnV2mAl9pCGTG9xIa6t2YhrqWZzzmgn7vx1M2vg31Pm05/soRUmpszIq+LeD2KWVNnEore+AE41yeY2FNvXOUYDePlamoqvFSv+tR99Q7d+odKKjz9Ju/n1i72dap0TPc7zSvH2io97dUmyTMWxv7Vg6eJ8iG7+a0q/fSipNltY56/07fI+n3w8F7Rm8eLbF1X0xlOBb19vEd9GSay30175ErFNRydb85i323WL8HYDNHhmEYhmEYhmEYAOzhyDAMwzAMwzAMA8ASl9UJgEQ4NZhQhqc1p6UHUMv5LCgqLivpgDZfLNfiFbJXr6b0Z3DLpijW9t1arZBQ05NJJVtQqrr4NOcs05mep2yHs5w6ffldd0bxrY3buIHaT7XZjjQmpeN+RUkLL9Vm0lj+iCdI5QOpy7mzlJI9/eTTUZztoHamf/PaKO5ZPRDFFSU7OHiSMrLV67gOAGTylNV0d9C69Ctf+X4Up5VsddM6Hu/sBGV4L+zcE8UbNnE/mQLlEqMn2KYzR4fZJiUHbFdWx7t37Yrih79BWcOGLZTCAcD4GCU85QqtjPv7e6J451PP8dgneexEQ53bBlZEN1YSwXVYX44byo67rsYnl1HyN2W/nUpxiC8p++2GxH8X9dW/fTVWtWUok+tsz2EmGmq/+TxtjfNKztPbRzltTUlmi0XmxfO7n4/i8tR0FDul/0nGZHXxdmhpXEKdnij780qR+xVV8sN3jZcuN3nRiiHhJdDVFsjp1q1eFy1fNcB7vrSyjtf3mPD0faLqeFep++h8aFdS8TvvvDuKS0rSqmV1WgIYb97McjtZwSlgM0eGYRiGYRiGYRiwhyPDMAzDMAzDMAwAS1xWBwDnFWd6Gt3X0gMtn9MucWpWtKLkOdq5TlcjB4Dubsph8u3KAWQWpzdp6Irfap1ZpuvdLJI3P+Ywp2Ry0mQ59NJDvUSq59R34LmZl2tmc64zJ5+VRa1Ww7GTJwEAq/o4ld/RxkvIqRHK7XTPnJxgtW5JUZpwcO/RKE6ne6C56WZKyc4O022qpCQ5+ST7YHs/neI23XpdFO/e/2IUj45MRPH02XNRXBmiDKm/h85Yr3vtTVGcULnWpXL/+HF1Dvm4zqetjRKjAeUyefYM5XMjOj5LGd43Tj2i2kG5hLFyOH/p1ZdaLR0rV+jQmFVyM1Ey7GSSfdtLUGqjpdoA4Cm5ayHLbW7Yfk0U93TTjXJ4iJLYyUnmd7XGYzjlBlfIMa/61lO2lFHOWzfesCOKTx2jU+TeXbt5rBJlcfVGXDLu1L8lqSRzopbrn4P1TYAe2zDzuGosXzwR5FNBX+zr4Fi0RrnBJZTGrK5lmLE7roSK52/uQd+HaWltTUlaV62mtPzwUY5Lol2TofN+ZildzFn5chu8DLCZI8MwDMMwDMMwDNjDkWEYhmEYhmEYBoAlLqsTARKhPCAVmy1UbnXqFOtqvlBPnNfU5GFNzS+6pml7v0ovu4aS92jZm1OxqDl8LVuLO4bMLFWbVcIW18xhpg90G9Asl1PfjXYlQkxhcHHZn7GySHgeOkM3n3qD0p5Xv+b2KN67n8VRHz1EKcyEKuLarpznunsoA/j6t7h+sA0lZuvXU8Z2y203cF+dlPet2bwpits6uX778EgUHz9KKVCug/K+QpaSnxuuX89tlatcPk8nvq4CiwROFinP61lFdzsAGBmj3OjsaUr6Tp3i9zEyzPPcOEi3u4mpUbb7FIvaGiuH81IaXzmO1pRDXaVMx8VGin3YUxKcpCrQmlTac6/Jhmr9GsqHbrmRctI25T7XqDHvKyWOhWXlOKcL0+oh+YSSyU2Msv/rQuRrV9EZbLNyn/TV/k+dYS6UG3HZe7VOSd/kNOV3uuA7VFFcr67cZD01Vp+XHK5kTdEKxA/vldoKvNaXVT+P39tBxbPcn83j3EP8lQve02Zz6vUOxz6fz9FZUp9DRxelsfEDMLRuH2AzR4ZhGIZhGIZhGLCHI8MwDMMwDMMwDABLXVYHIBVOgStzGnhKDaeVcVok59RUaFVViq0rWZ00FVCtFpXb1SRjXWlWO+VBTdVrdZubxRlnNtmaH3PVYey5mZfLLC48wT+1BFBmXM1c6YxmUqk0BgcCB7kjx85Gy5998nAUnxmixKxW0gUnlSxIzd+/7BUsXHzq3MOx4504wWPcc8+bo7i7h/KfjgG6XnWqwn2nTuyLYr9IKdDZQ8zZXD8vfV6JcrttG6/n+ZyhLO7Uyf1R3NNG+dydr6QEyUvEXa72Hz0Yxc89y3joJNuxeRVd7Fb3UybY10tZRLaTMg9jhSAXd6urK6cqLZNLJTnu5FIcGKeVa1WbKgwJAPfcdVcUb9y0MYrPjTOnD77IvCoVmRudqlhytkB539gI5XOTE5SPanlSXx+ldAdfYI44JR/sW0Up7vq1lNv19scdLvOqHQeO0K3riaefieKqKo6ZELryxWT24RduI9/KwQGoh2nTpfrVmVMnoljnm3ZdlYaSq3pX/5ZaEjyGlozqa0ObkopPjdIRdZ2Srup7Ul8VRBZvZke7lcaCzxyJSFZEnhCRnSKyS0R+N1y+WUQeF5H9IvJ/RCR9sX0ZhjE7lmuGsXBYvhnGwmH5ZlxNFkNWVwHweufcLQBuBfBWEbkbwH8D8IfOuW0ARgF8YBHaZhjLCcs1w1g4LN8MY+GwfDOuGgsuq3OBTuv8nHwq/M8BeD2A94bLHwDwUQD/+0L7EhEkQjeepNLSxQqoave5WVzi6r6SKvh8Xsw22XbUy8qhZ4oOOrqYaiMW6+KtWsKmHX0u7gzn4po8xto9JSar07K4uNRHF6CN7VatE3Pfm6UwrY6N1mQ+c80TQT4bFMk7coTT9ENn6QaXy1OmIjleWk6cpMNUd4PT+iVVlLKth9sCQEeBLln6F5yTSjK3a9/zUezSLAJbUdKZ4jAlbMNn6ABXH+M6vaqo674DlFE8+tjOKM54lPk0lMvVKiXzKfTGL6f7X1AFYoUyhx2bNkVxe45FMMt1HqOknDGl3WR1S4F5HdsAJBLBNTbmejqLq1Q6zb5XyPGH8kqV/bzexi1uvfXW2PH6eylda1P5AHZbVKeYS4U29sn127ZE8dgkrw0pxz588sgx7ke5ajVylPNMjvA6oY1UE21qrJ7muFssUg4LAOtAOeC6HjpKFoR5JTU6/BUnKPsr1ZW0PpTDa3c+o/WYz3yDSFQ4OKeut+UjLLSsnRgT2gFRF351ughs/LWMK0Hfb5XV+PbKV74qig/ufyGKdz75OFtRYZ/33Mw3q56S6vnqNZHmYtEriUUxZBCRhIg8B+AsgK8COABgzDl3/mp0HMC6Wbb9oIg8JSJPleorVw9pGHNhvnJtaro80yqGYSjmK998e9fTMC7KfOXb6OjoTKsYK5hFeThyzjWcc7cCGARwJ4Adl7DtJ51ztzvnbs8lV+5TrWHMhfnKtbZ89uIbGMYKZ77yzbOZecO4KPOVb93d3RffwFhRLKpbnXNuTES+CeAVALpEJBk+8Q8COHHhrQE44LxJj3boSanacMnYNCKnPH3l3NNQXjUNx42bByjH2Uw0ymrKXUnmfC12iDnf6T0pmYQStHl6Wz21GdO/qWPpWq8xZz39q2PzIKsLmem2zrJ5TJanpYES/h/GEuBKcy2dTmHtYCAhu+lO5siObZSyTIxSYvfEs89GcX92IIr7Vq+J4sPHWDTW9+OyunqVOVIdp1Qnk6a0Z6Cbmp8TI3TVyubZpsk883SqSjmP+Mrxp4P9+swoi1W+8lV00+tUEsBn9tC57sAhfnVTe+Kza11pnuvWrXTZy/iUBh1Qzn/nuBhHTrEdOwrx4rJG63Ol+SYiSKWCPqpdsrTkWUtecjnmQmcHZUFKLYYN29gfb7rlltjx2rvZx5JpyvLSPvv9+g0bori/yh13DVCSN1XiL/D93XRczIFy2qEhXifGho9EcUN4LJdkflYbTIzOXkr+vLhiHOfOUpbX2clil7fdsJ3nk+b3NHyK7Th0mH+SodHgeMP2gLpkuOJ7SbjoFYLOTuZCezvlma3i3KvboR/qbnvZy6J4bIi5MDVFZ8m6coFMpviDpy+6ULK6z/ObkmwFsRhudf0i0hXGOQBvArAHwDcB/ES42n0APr/QbTOM5YTlmmEsHJZvhrFwWL4ZV5PFmDlaA+ABEUkgeDj7jHPuCyKyG8CnReT3ATwL4C8WoW2GsZywXDOMhcPyzTAWDss346ohrTJVeDmIyBCAIoDhi627zOhD65zzRudc/8VXM5YyYa4dQWv1vYWilc7Z8m0FYGNbS2C5tkKwfGsJWirflvTDEQCIyFPOudsXux0LyUo8Z6M1WIl9byWes7H4rMR+txLP2WgNVmLfW4nnPFcWxa3OMAzDMAzDMAyj1bCHI8MwDMMwDMMwDCyPh6NPLnYDFoGVeM5Ga7AS+95KPGdj8VmJ/W4lnrPRGqzEvrcSz3lOLPl3jgzDMAzDMAzDMOaD5TBzZBiGYRiGYRiGccXYw5FhGIZhGIZhGAaW+MORiLxVRF4Ukf0i8uHFbs98IyLrReSbIrJbRHaJyC+Hy3tE5Ksisi/8f/dit9VY3iz3XAMs34zWwfLN8s1YOJZ7vlmuXTpL9p2jsCryXgBvAnAcwJMA3uOc272oDZtHRGQNgDXOuWdEpB3A0wDeAeD9AEaccx8PE7nbOfehRWyqsYxZCbkGWL4ZrYHlm+WbsXCshHyzXLt0lvLM0Z0A9jvnDjrnqgA+DeDti9ymecU5d8o590wYTwLYA2AdgvN8IFztAQSd3DCuFss+1wDLN6NlsHyzfDMWjmWfb5Zrl85SfjhaB+CY+vfxcNmyREQ2AXgZgMcBrHLOnQo/Og1g1SI1y1gZrKhcAyzfjEXF8s3yzVg4VlS+Wa7NjaX8cLRiEJE2AJ8D8CvOuQn9mQt0kUtTG2kYLYjlm2EsHJZvhrEwWK7NnaX8cHQCwHr178Fw2bJCRFIIOvPfOuf+MVx8JtSQnteSnl2s9hkrghWRa4Dlm9ESWL5ZvhkLx4rIN8u1S2MpPxw9CeAaEdksImkA7wbw4CK3aV4REQHwFwD2OOc+oT56EMB9YXwfgM8vdNuMFcWyzzXA8s1oGSzfLN+MhWPZ55vl2qWzZN3qAEBEfhjAHwFIAPhL59wfLHKT5hUReTWARwD8AIAfLv4IAq3oZwBsAHAEwDudcyOL0khjRbDccw2wfDNaB8s3yzdj4Vju+Wa5duks6YcjwzAMwzAMwzCM+WIpy+oMwzAMwzAMw/j/2XvzKEuuq8z32xF3zHmqeVSpZFVJsmR5toVBeMKMph8NxvDcMhhY9GsaeA8au7360W6wu91rgaHXAppnsC0BBiPaxjbGblsYy7ZkW5JtJFlTuapUc2ZWVs7TneO8PyIy9he37q3KrMq8eTNz/9aqVSfjxnAi7tlxIu75zreNVcNejgzDMAzDMAzDMGAvR4ZhGIZhGIZhGADs5cgwDMMwDMMwDAOAvRwZhmEYhmEYhmEAsJcjwzAMwzAMwzAMAPZyZBiGYRiGYRiGAcBejgzDMAzDMAzDMADYy5FhGIZhGIZhGAYAezkyDMMwDMMwDMMAYC9HhmEYhmEYhmEYAOzlyDAMwzAMwzAMA0CbvRyJyIMi8gut3najICJ3i8h5+vtpEbn7GvbzGhE5tqqV033fJSLHRWReRH58LY5hrIy1iisRebuIPHSFbT8nIves4FgHRcSJSOpa6rqa1J9b1J4PXcN+flZEvrC6tVt76u81xvVhfduVsb7NWE0s3q6MxdvVWZOXIxE5LSKvX4t9t5KrPfw12caJyEL0hV4QkQ+IiL8W9XPO3eqce3CZdTpM233VOXfzWtQJwO8A+CPnXJdz7pNrdIwtyUaLK+fcDzrn7luLfdOL1Hz077SIvGstjgUAUXt+fpl1StF2H3XOvXG169NOL5JbiY0Wg82wvu2asL6txVi8WbytV7y11cjRJuIO51wXgNcB+BkAv1i/wiZ+qDkA4OlGH0iItTljNdt/XxRrbwXw2yLypjU81oZiq563saZY39YA69uMNcLirQGtiLeWBrOI9IvIZ0TkkohMReW9davdKCKPisisiHxKRAZo+1eKyNdEZFpEnljJMKCI/KKIPCsicyLyjIi8OFr+LhE5Scv/VbT8KIA/BfCq6M19eqXn65x7DsBXAdwW7fO0iLxTRJ4EsCAiKRHZLSIfj67JKRH5VapzXkTuja7VMwBeVndO8a8qIuKLyLvpXL4lIvtE5CvR6k9E5/EWuXxI9aiEQ8nTEg6v/hh9dq+I/LGI/GO030dE5MYm1/gkgEMA/iE6Vjba7/tE5GEAiwAORef8aRGZFJETIvKLtI+8iNwXnfOzIvJbYvKeK7KecRVuLn8kIjMi8pyIvI4+iOUJEv5y9rCI/IGITAB4T9Rmf09ExkXkeQA/fK3XwDn3dYQ30qVYcyLy70TkOIDj0bIjIvJA1O6OichPUV0HozY5KyKPAki0caFfzKI2+vsiciY674dEJA9gKdamo/b/KrlcnvdqEXks2u4xEXl13fX63eg6zYnIF0RkqMkpNztW/TV+j4j8FR0jMeIkIgMi8hERGY7aTsNf6ETkVyW8P9a3KwPWt4n1bda3tRCLN4s3rHW8OedW/R+A0wBe32D5IICfANABoBvA3wH4JH3+IIALUQPoBPBxAH8VfbYHwASAH0L4UveG6O9ttO0vROX9AKYB7I/+/slovy8DIAAOAzhAn+2O9vkWAAsAdkWfvR3AQys8dwfgcFS+BcAogHfQdXkcwD4A+eiY3wLw2wAyUWN4HsAPROu/H2FADETbPAXgfKPrDOA/APgOgJujc7wDwGB9naK/717aD4A0gBMA3h3V4bUA5gDcHH1+b3SdXw4gBeCjAD5G+/oMgHc1++6j7+UsgFuj7dMIH+z+BEAOwIsAXALwWjrnLwPoB7AXwJN8zlv5X/21bYO4ejuAKoD/O/pe3wJgBsBAg22X1v33UTvIA/hlAM9FbXsAwJeitppaxrU4uLRu1N7vQnjDfB21+Qei/eaj8z4H4Oeibe4EMA7glmj9jwG4P1rvtuh6PUTH47j+4+jc9gDwAbwaQJbrRNu9fWk/UV2mALwtqsNbo78H6XqdBPCCqM4PAng/7etJAD9Tf/51x6q/xu9Z+q4bbQfgHwH8LcJ4SwP4vgb3iN8G8G1EbWIr/0P7xaD1bda3bdp/9dfc4s3iDS2Kt5Y26AbrvQjAVN3J88PALQDKCB9A3gngL+u2/zyAe+obdIPjfB7Ary2z7o8DePN1NuhZhA89JwG8F4BH1+Xnad1XADhbt/1/BPCRqPw8gDfRZ790hQZ9bKneVwqyBg36NQiDzqPP/wbAe6hB/zl99kMAnlvudx99L79Df+8DUAPQTcv+G4B76Zx/gD77hZU06M38rw3j6u0AhgEILXsUwNvqt43WrW/r/wzgl+nvN2LlL0fTUaw9C+BX6XOH6CYZ/f0WAF+t28f/B+A/R9ehAuAIffZf0eDlCGEnVEAod2hWp2YvR28D8GjdNl8H8Ha6Xv+JPvu/APzvq5x//bHqr/F70OTlCMAuAAGA/gb7vxvhQ8AHADwEoHe92387/GvDGLS+zfq2TfvP4s3ire47bVm8tVSrKCIdAP4AwJsQvs0BQLeI+M65WvT3OdrkDMK3wyGE+sOfFJEfpc/TCH9tvhr7EDauRnX6NwD+H4QPDQDQFR3venixc+5Ek8/4/A4A2F03zOojfMMHwl8h6q9HM5qe41XYDeCccy6oO84e+nuUyosIr9FK4HPYDWDSOTdXd7yXcn2abGs0YB3jCgAuuOjOQ/ve3WTd+u9yJe27GUPOueoyjncAwCvqYi0F4C8BbIvKy6nLEMJfqa411ur3u5axdjX2IYzFqSaf9yHsRN/inJtZYT22FNa3AbC+zfq2FmHxBsDibU3jrdUTCH8D4VDdK5xzPQC+N1outM4+Ku9H+IvuOMIT+0vnXB/963TOvX8Zxz2HujkEACAiBwD8GYBfQThs2IdwuHGpPq5+m1WA93kOwKm6c+p2zv1Q9PkILr8ezWh4jstgGMA+SU5u24/wV+PVgs95GMCAiHQ3Od4IwiHQJfj8jcasV1wBwB4R4ePsR/gdN6I+nlbSvq+F+lj7ct15djnn/i3CofjqMusyDqCIxrF2tfvFMMJOjLnWWGt2rPrlCwilJ0vspPI5hLHY12RfUwB+BMBHROSua6jjVsL6NuvbrG9rHRZvFm9rGm9r+XKUFpEc/Ush1IYWEE4iHkAoaann/xSRW6JfBn4HwP+Kfgn4KwA/KiI/EE0Yy0WTwZYzQfjPAfymiLxEQg5HjbkT4cW+BAAi8nOIJrxFXASwV0QySwsknPR8eqUXowmPApiLJtblo/O6TUSWJsvdD+A/Sjj5cC/CuQRXOsffFZGbonO8XUQG6Tya5Wh5BOEb/G+JSFrCiYk/inAOxqrjnDsH4GsA/lv0Hd4O4B0Iv18gec57EN5sDKWd4goAtgP41ajt/CSAowA+u8xt74+23Ssi/QASVtwSmgk8uMx9XY3PAHiBiLwtqmtaRF4mIkej6/AJhAYGHSJyC4B7Gu0k+lXswwA+EE0G9SU0Q8givI8EaB5rn43q8DMSTqB9C0K5x2eu4XyudqwlHgfwvSKyX0R6EUotls5lBMDnAPxJFG9pEfle3tiF9q4/C+ATIvLya6jnZqSdYtD6NuvbNjsWb1fH4m2V420tX44+i7DxLv17D4A/RDh5bBzANwD87wbb/SVCbeIoQvnKrwLxhXgzwslelxC+3f4HNDiH6EFgXkT2R9v+HYD3AfhrhBPEPolw0vgzAH4foe7/IoAXAnjsf4PEAAAgAElEQVSYdvXPCB2wRkVkPFq2r26dayYK1B9BqJc9hfC6/DmA3miV/4JwmPAUgC8gvDbN+ADCxvAFhDrVDyG81kB47e+T0EHkp3gj51wZYQP+wej4fwLg37jQHeWqSJjo893LWZd4K8Kh52EAfw/gPzvn/in67HcAnEd4zv8E4H8BKK1w/5uZtomriEcA3BQd+30A/rVzbmKZ5/JnCDXcTyCc8P+Jus9XM9bmEM5p+mmE7W4UwH9HaKQAhDfOrmj5vQA+coXd/SbCCauPAZiM9uM55xYRXoOHo1h7ZV0dJhDG+28gnJj6WwB+xDk3jmUgofvPz0b7uuKx6JgPIDRceBLhhN36F7G3IfxF9TkAYwB+vck+fh6hc9CLl1PXTU7bxKD1bda3bQEs3q6Cxdvqx5skpwsYV0PCbPe/5px7dr3rshUQkX8L4Kedc9+33nUxWouIPI7QfW65L1uGYVwj1re1FuvbtjYWb61lpfFmL0dGWyEiuxAO234d4YjEPyLMkvyH61oxwzAMw7hGrG8zjNZxvfG2WTPrGhuXDEKL5RsQ2jR/DOHwrGEYhmFsVKxvM4zWcV3x1lYjRyLyJgD/A6EF4Z+vwDHLMIwVYvFmGK3BYs0wWofFm3G9tM3LkYj4AL6LMFvxeYSTnd8aTXQzDGMVsXgzjNZgsWYYrcPizVgN2klW93IAJ5xzzwOAiHwMoaNI0wbd1TPgBraH+aUSmVYIafIBL26y6bL3dV0k6rGc/evL7HLea6+0Cm/vmq3pGv+xVJq4eAHzM5NrcGGMNWZF8dbXP+B27wmdToNEw+E2kWhQDXHN/rps/WYB3Xhxu7OsakvjP/i+c+yZp8adc9tWq15GS1hx35ZJp10uGxopevT9e74aanFzEc/XbTPZuFyj+KzWNDdjrVJOHs+n9sbByH2ep8f2M5o6y1FNKsWCrh7n4gQSmU/oj3S2k+qn61fLi7ofqo+QoZj4SXOxxC2E9pVO6bUJaDlnqvTTOT12EO5pdnYGhcLiBr3jbGlWHG+pbIfLdoTp3lzCtI6//sZ9HceLz/ftRAur7+D4b45pPobuK6CYEY6rJuszzRqwa1KWxLk1Xuey+vGa7kpbXb58ae3S4iyq5faJt3Z6OdqDZAbb8wBeUb+SiPwSwqzt6N+2G+/8vdD916cbIN3DE52JTx8klot+UV6inLz58kOKeBwEjR9klvUy1eTliLdNju5pOQiChuvw2kFd2+Rwpb4y0XFygmPeb8DrREd5379/M4wNyVXjjWNt5+49+IuPhy7Q5bI+WNWqVS3zgwe3Ry5Tm222DgAIfDRiTX6gSDwM0k2bj9UkvpaLR/eexD2CV+KHYCqn03FqDNx1x01XymxutCcr7tuymQxe9sLbAQD5XDpep7szz+vH5XxXT1zevV/zN86XNCYnZubj8vTFZF7G/d26r4xHL1QePSLk9QWi74aXxOVaoO3zwrOPx+VON6371FWAnNZ1+w0vjcvT01q/8fOP6raB3mMyvp5/ursrcQ5VeiiTham4vKu/Py7Pzc7G5SLtt3vfLXF5cjFc/jcf/TCMDcmK4y2T78HR174DABAE9OKvaYkQCPVd5AidEo2xLrqjZ2raT/pe0kG65rTt+aJxlQp0m6Knxy6k9EeEVEXbdk50P9Umj/PN+pgadWQ16m89VPRY4D492fdWuH41vUdVXeMXOY+ePoWeMZfuY899+b6G9V8v2unlaFk45z4I4IMAcOCm21zaD79h3+eHGl3fpxu959EXQl8U/zKV/M2AXyXqXpb4earJgw8/UDV7aWoma2w+KkR1dU1eaBK/XtTtiOtNi/mFkl+o+AE2wOUvTW3zmm+sOhxrt9x2u/Oib5tjxFFMOOo8uBElRyiX2WKWM3C0wsbnkhVBoz8Sv8ZzKDeNqeVVQvhekPgRpPGeeB1vTV4IjXaD4627q8sFUZ9WoQeMhVIxLmdS9NLk68PN4KC+DOzt7o3LYxP6svLUzKXEscuBPrzxD3/cQH16UOzK6wNkqdy4b/M9rZ9HD5CJH+9q+nBXodEsj0bCHD1kptO6z0zdyFFhWs8vXdXzqVb1Ya9c44c1ZebiqNY7Gs3iBzhj88Hx1jmwx0n8sE9tj+7DPKJU9rX91+gFZW96Li7v8bXsBRq3AFDiuz29ZKTpGHPUh846jYHeDl0/RXFb8xq3V/5hjn/YTCVGS+nliH9k4F/QveQPlvO0r1F6IaokXo5ogybd5tLhXJt1c2uZBHalXECYFGuJvdEywzBWH4s3w2gNFmuG0Tos3ozrpp1ejh4DcJOI3CAiGYSZ7D+9znUyjM2KxZthtAaLNcNoHRZvxnXTNrI651xVRH4FwOcRjmt+2Dn39JW28USQzYRDfSmac5SYIJdqInlLDu7TPnWp7yfH+Rwu10kCgOc1lvQ1m9ealOs0Xn95LoJcn8ZzIup3k5DMJT5prEVlnWkQsBww3Nprs6FQY3lcS7wh+s553pALSC5DkhXXbM4RS1USc5HqD8YLqN1dR3trKqtrMs9IHLf363P1TEjjPJbAMnxPIblirZ1+wzJWyrXEmkOAciQN832Vv5QrKhELKPamZibj8pNPfCsuZ0n+xjKaTDrZpqq6K6RF+9IqfZClkBzo6Y7LswsqGUpRf+vT4wXHfYYmIO3YuT0uT0zOxGWeT8tiHo7P7s66OUdFlRgVZ9XQgbotZHJ6DYKKyqEmxy/qOp3hnCiW/Bkbh2vq2wCSjdH9meSgiefHxHx0XSeX0TbTmdH9lB1PugOqgbbDrK8GKimWkNI2qZqWMzQHMU39UpnuB9x/+CS5rVR1/VSG5jqJ1kFqND+KQsAjGS8AlOk6BWU2OuFnburjuZ9tZuTURrTNyxEAOOc+C+Cz610Pw9gKWLwZRmuwWDOM1mHxZlwv9pOkYRiGYRiGYRgG2mzkaKWIAJlM+H7HsrqEoxsPL7L9Nr0WSpNhQLb+Dj9rLHtpRjP73gRNbLq9JjZWrsZyA7JyzemwK9tyl8pJaUCNdHUJJzqqRoUtvlmJFFy+/tpYKxvtyFL4JF0cG+dy8KTxsHnCWj5hz1Y/tN4sv0TDxVegsRNdczc8lv01dp5cLsnQaHy/SDrXNc6dcW3m4cZGJpSMh22GLXB9UWkL349rNZXblQpqib0wrw5utYD7r2TXL2mS3rCMlZ3yFnW/z59QlVJv/2BcTqcp1imVUor6QpYDsiSJZewsBfLZPYzicP8NNyXOoat/Z1w+9vg39ANytUs4rtLzQFcn9Z+xM5jF3ZZBBF4kCa2RxXtyyoTGTJbabYqc5GYqKkk7QZLUgqgMFQAWPHWR7CxpbrAOOnYppbK3WbLLn5vX9TOO4tbpvUGaPJ8GNT2u40dDkg+muB9nA1pw3AIlen0oN868kaxHwLK65eRCWl9s5MgwDMMwDMMwDAP2cmQYhmEYhmEYhgFgw8vqBH7kVufT0HnCrY6G9ViqxkP4QhKDhKlUnWTMSySCbLxeMomkxys1PgaNbWZT+kEnyeT4fAJKaJclKQTLCisVGs5N5h5LuBJxfq/ENvRBkdapUb2XnOtMVbeVcHX/1yc3bexQl5SkcZZs3nPzZMVNFHb1f6wOTWSu13Isx8n0WK7H9lmcEBpN1rdklFsOEUE+HfZLWXKrSzjAsTTcYykcyYJICsMSl6DOq7RCN/egpDIhnxI7p0jqNjWuaWOmptTprVrVDsdj2R/1W6mM7j+T0fNJpxtrcxLydFpeqjOTq6V74rJL53Ub2r4WaD0cyfW6utXVrxLVu15Wb2xestkMDt20FwAwt6iuid192qY42XFHVt3dSgvqFFkqdcZloYTFhdlkY+3oHorLnb62yd6UlscWdP35aY2lhYLG9OG9u+PyzILGVXevOjnWqhrDubzeSyanVHILivNcSo+VJ4M6drcDgHMXdfsu6h478uR8R/eZnk6NMUf3g3R0nzv9Nd2uHbDoNwzDMAzDMAzDgL0cGYZhGIZhGIZhANgEsrqcH477JZK9OpbVsVSFXDhoPz458viJhLDJd0c/IZ8jGUPQOLFljZZXSRrjkQQwlaGEXuwgRK4ljpPRkdNPkdapkXyOJXLValI+wQm6OMFrtYETHZB0HYPH1y+S1cHYCghcHFfcJJKmio1laK6JDC+x/yu5wV0pq/GqcPWEdNfWzpta862w3J5uPsba4UGQ8UNpdY6SpnLiUkfBtyRNAZBwnqpAOwYhZ6tUnVtdIpk39VWVKvUxiSTg6lxXo/6T61Ejd69SmZJbFnX5+MWzcTlH8iKP+qbEcTnxZF1Q1ih5refRudI6OZIGLlC32rt9X1zORoli09l/grE1yOUyuOnIIQDAqXMn4uV7D6hs7cKwyuf27tDlU5MqB5sqqXNj/3aVzvVPTiSO5wrqOOcoOfONB3W/C8dVulqenYrLGZL07T96OC4Pj4/F5e107FJJHfQGBvrjcs+Eyge5ixm7cD4u79i7Iy4PbdeEzQBQeFqvU40sjndt02MU6TyHBvri8uykns/efeE5fyWvUth2wEaODMMwDMMwDMMwYC9HhmEYhmEYhmEYADa4rM4DkIukBT6PCyZkckqaHOpSJMPLpHRIMJ/WcjqdfHdkyQAnP2X5XEDlBXIPmZvXoc35WS0vkBSgu1eHHdPkPueqlE2PZHUsI4BHtiIkB6zVCYLYESuRypN1FZT5ixtI0sjL3Oq2HEtJYJtI6RJNgaV3vDjxB8lf66RjDo0d2pJSGm3nLnG8lcnQmsv+eKeNTyi5uHms8X69ZuskklHztuZWt+UQgRfJ0rIkvQ6o8XBT7cipS9Y8uW1VSWLd2aGylYxP/QWSfVuVLE2rNWqTnsp5ujvVDatSUelMgRJalikLLMdttaRSv6f+5ZG4nMtQ/VJ6LFaVp6ieXt09IuNpvT16BuAYTZHcjiXjNU+dtLKdoSxIvA39eGSsgJoDZsphe5qoapv3F7SNnbl4STfIaPufKWo7mitqu+vN6jrp3mSfdGHyVFyen16My7tvPKLbdGosVcvqCJknF7zpqu53PqcxE9B0inJN1ynT8nnqY7JZjb1jU7Na0W3b4mIFyXvGuK/xwYlj+ymOF0t6vAl6jD07RjLBgVC6V6m1l3zcRo4MwzAMwzAMwzBgL0eGYRiGYRiGYRgANrisTpxDKrJpy5AMLZXR4bkMSeOyGXKJI0UaJ2vl5JVlSoYHAIWiygGqJG+rUEKrIrvykHShRNlYL1wYjcuTC7qtn9Nh2EOHDsXlQUpExm56PJRZ44R7rommCQBLhRI57hJJOxsnoEys0mz3xqbEIenptkTSATJAg1XgliFJ8y5LAqtaGhbPsIOkk8aObiuVodXL4XT/XO+gYdnnoAiSvzWx7JVlcl6TmBKW/FCGz3r5kLEVcHE7YyfWPMlfspSUsUxuUblMd1xOZ7TvyGa1P0p5yTbF7TMgHRsnfk1lVXrW2z8QlzMZXadGDqqFosrHOREr97EzMyoBXFzUPjLtN5HP0fKx0eHEOZQqLG/XfrXq9+oxSOpXC7R+fIxYxr4mzphGO1KqVHH6YuhGN13TuCpN0XQIehy8MKcZWmfoPl8oqUQuOzEel4uVZBLYS57GcdHTtvr4JZW0Odqv66SEstTXHb+kiViDHMntZrTelYruf7oyF5erZXr2dPQM6+n5D89rvRepbgAw76mLZqFI7pUUx9xHV0muN1rQi5mbDeWD5aC94s1GjgzDMAzDMAzDMGAvR4ZhGIZhGIZhGAA2uKwulRIM9YcOHbmcDvGxJMenxKW1mg7lXRwdicsXRtQ5Y47cSU6f1gR1AHDs+PG4fJYSZRXLOoRZoiHMV7z0zri8f6cmB/vEpz4Tl6fUkASdAzvj8t3f/9q4/MY33B2Xd21TR7sUSftYIudo+WVJLZtIkTjBbcLRjqVCLDOKrctgbBWWZCYJfWVjOZtwMmVOjMy7Q+M2F+KjEQkJXNBMbrbC4fkmBnW4ojw1JE0xIV4t8VmR3HccSeZcwu1P8RISRSqbW92WwzmHWiRvk4R8muWm2u/09HXRci1XA+ri2TFRkjIfjzqQ7m5OUq4Sm8k57dscObndeLM6bHE/PD+v0iNORLlzp/Zz589rossCSc9nZ1SCkyc5oE/xtrCgEiYAmJ1SiRG77+V7VQJ4cVY73M68OvwFlOy2WgmfE5zJ6rYMlUoFwxfCtsjiMc/XWEiTNG5kRN3jCuQeJ+TceHpRpWalZNeAAj1XVVPaCzx54tm47CdsGjX2Fgva7osX9JnWE04Ezc9w5Nwo7NKs67tFkpiSW+XMOY3P2VE9ZwCoUb+0SPeluVm9gim6rwTly2MMAE6cPBmeC7lYtgM2cmQYhmEYhmEYhgF7OTIMwzAMwzAMwwBgL0eGYRiGYRiGYRgANvicI98DerrC9zvfV30wT0XgbN8XL6pmcmR0LC6PT6idqKMs4EglNcf5btVfd/eqRWowp9pSnluwUFD9ac+A6sBvu1012s+c0LlPGcpgPnFJ7b4fe/TrcfkVL3tRXN6zc5cel07a9/lrTc5X4Ldhob+4HPAcEbquPH9paRURm3S0FRDonKLE3KKELbW2jyrN75uY1viqUDvzUxpPqbps9JzJ3ifdspB+Ok1abc52n7DgbgY1W9fQpLxuip1jDbcuTqe1PtlMcp5UlbKDV2kOVY0OnuI5S4m5SM0mQhlbh7D9OLaZpnibnldb3jterv3CTTe/MC7PL6jO/+LIpbh87NlnEkcqk61vb5/Oj02ltT98fvj5uFwi2927d+2NyzfccCAuT05OxOXHH38iLnf39sfl/oLOdXjZC26Oy08/9VRc5nlGfL/x6uYEPfedJ/V8dLe4+dbb9NjbdsflNM2AnJ3V+9X8YjinI2g6p9HYbAgAP7rPdqX1Xt3RpfPSMlAr+1pB2055QdtOT15t9F2N5uildF4SUDfniD5yjuaRU4eQojoF1IcuUhqZMtlxp9M0B5/s+Gs16j8prvw810/L1UQMJOOhRnXNVHVf6YDnznK8cqer9SvNhc/JUmuvfq7lI0ci8mERGRORp2jZgIg8ICLHo//7r7QPwzCWh8WbYbQGizXDaB0Wb8Zash6yunsBvKlu2bsAfNE5dxOAL0Z/G4Zx/dwLizfDaAX3wmLNMFrFvbB4M9aIlsvqnHNfEZGDdYvfDODuqHwfgAcBvPOqOxOB7y8N1bE8RYfvisViw+UH9u+Pyzce1suQJttQeEnJGGewL5Nld60W0HKyX6Rh/668Subufs1dcXmcJEdlGmqdm1NdwMgFlSeMnlJpYE9Obb17enX4VxI2rfVDlSxRaLKcTpvfnhMOzubkvSFYtXhzLtaTCVsCu8byrxINx0+RLW+Jmub8osoRyiWNJwBwVc7eTfajZK16800H43JPr0oegmYytMYO5In7wpKkJqyT3jt6ulQukSI71G66X/T2aIwDwNwoZS+n5Z7PaQe4fk2sw83Ke0Owmn2bQO/DlYr2BZ1klR2k9f4vGf2B/Nyo9imD21R6fcORHXF5rpi08p6YGI/L+R6VjJfYfpca5eyCSsYD0X6xu09ts11CFqRxUiFpD8t2cmStzVbhiwWyBKfyLUdUhgcAlzg9x/kzcZnCFXv274vLxaLeY/I9Wqfenl4AQMdf3wejfVnNePM8QWculHl3D/bGy3v6texRP5T3VRJ+8Yymdblxn8ZbJqXrL9T1b8ioXNX3NTZq1O+VihpjGV9jibpAnBzWYwdZ/WDnDpWPztG0j7ExnU5y4IaDcdllWban/dCF88NxeaBfYxsAOuiZtjyvfWVvh16zclHvXVWy88/T+S9ZeZ9JNU7fsV60iyHDDufc0p1tFMCOK61sGMZ1YfFmGK3BYs0wWofFm7EqtMvLUYwLZ3U3nZklIr8kIt8UkW9OTkw0W80wjGVwpXjjWJuammq0imEYy2QlfRsnEzcMY+WsJN7KlLDVMID2cau7KCK7nHMjIrILwFizFZ1zHwTwQQC4/fY7XBA5Y3BGbKa3V4f4+vpUhpBOpxutDlLOXebExu41FRr+FJIbVHlYtKSyITLZQkeGpDhdWi7QEOQsySeG8noOw8MqmTjx3Im4fPjIjXG5r0/lCfX3BhGW6FClyEmEz4evAF+O9vIVMVbIsuKNY+3WW29zsiSrYwcbdq6jVpHLavvdPTQUlznp9yJp7OYXVUIAAAWSz0xe0jZ/+qy6OHZ2aMwf6TrE9dY6UaN1TSSA7P5z7qzKcSZJarR9UGVLA+RUuaNzW1xO+0lZ3ey0/ngzVdBzHRzSHzPTOZVnJCV2CUErjA3LNfVt/b1dTiJZN8vW5skBcef+g3H5W4+rk9xn/vFzcbl/UNvn7t0743Kx7mEwRf3n4IC61e3eo/Kct7zlLXH5s5/9x7g8Q7JZ7v+4v+R+JJVKNSxX6eaQy6vsxgW6fGRUZT7nR1ViDgAvuE1d+qpOt/nGo4/E5UJNr+Xg0B7duCa0PJQIJSTyxkbhmuKtZ+dB50f9w+LMZLxOaUEdIVMpvb8H9Hw2mVFJ2fyM9h8e9Y2FSvIe7lLavrM+OSQHPEVD90uGrXDUtqtVfcb0StqGa4HGxsKC9qXz8xr3p8+rJK+c0QN45G7H68+Q5BwAerrUgbnI0zKqerwaPQOzbDzn9Jxn/fCeUW2zfq5dRo4+DeCeqHwPgE+tY10MY7Nj8WYYrcFizTBah8WbsSqsh5X33wD4OoCbReS8iLwDwPsBvEFEjgN4ffS3YRjXicWbYbQGizXDaB0Wb8Zash5udW9t8tHrVrwzEXjReGOzZKQ+DRGyrKZc1uG+KiWtkkQyyjpJGjj5JSWOpGH/gKQBtYrK1iqJBFgk6aHhVlfRumZ59awed3BQh3PPjqmc4eTJ03H50CGVC3R305AtAM+jpFzsSseWPq6ZrC7x12WfG+3HqsZbNOTvSCMaVLW9s5NUb5fGUVeHtq3yvEpHK2natjd5K1roVyneYI+65IyRlGZ8UuUPgTsYl4XiOWkG19iRsUZShrExTZTZmdc6edB6L87pOrMzuqN0Kukqt2+vOheVSA5YWFAXu86snqej36qSCkBzq9sIrGasiUgsOSsH2i+MjOncv+PD34rLRXKVK1e0b7tw/mxcnhhXhVGZs6QCKJEzI7e9XbtUivfWn1ZZ3dCgttuR4QtxuUJSoBS5T6Uz2m9xn5yQvdJ9hcy5kCEZej6vrpSnz+lxAeCmmzW5+qEjt8Tlr31DZXULRUqCOa11XSD51Nlz5wAAi3UyIqO9WM1480SdUItFlZLV6Llo0Wl7qVCbrGUomTC5I7OGvBwkn5QqlGg1oISoAd3rawElkaVnzyoll+0geV6a3I4nSUondA6OnthGx6n/9DkO2Y1W6+wHyefh4oTGTJGeK6s0NcWn47mqrpP2tW/NLvV7zmR1hmEYhmEYhmEYbYe9HBmGYRiGYRiGYaB93OqumXhYPjE831iGErCcLTF8WeO14pLvJ98dHW3jeyw9ayxVS5PLkCM3HC4LSSbYBcyR5KgGdfLq7NI6DVZVYnBxXIdRz5xRCc+Bg+o2BABd3fyV63mL4+una7hktsy46EUn2l4Docaa4RywNKxO7fTU8yfj8uPffDQuv+EVt8blbZQodfq8JmqcmVF5WbnOPfJcTdvp7n0qkentUYccTsRcIXmf0HKW8HhkRVmjIf4SuVI52s/Ooe1x+Y4XHo7LGU/jpiev9U6lKbkrgIEOdbgr0S1mkmzRWUqU1KhyxlqT1W05HOAiKc44pay4NKnl6VmV8AQkqfHI2orlcgmHxsv6SEoy6bO8s3Hm5M5O7XsmWd5K7ZmbM8ceH7tK8VarNnaH4xju69eYmnj+VGK9S+N6bY4e1XsGSCp/bljrWitp7Po7yVEzql8uS06SxqbGEw/5SCqXJ6laon3S8xzLPv2CSlSlqM9hQZWWZ9lBGCjSvhbo/u48ngZCG0iN1tEPODFzlftQSiwbSOMxkLToflIUk6SQg1fVdbIePycDaUfpBrgfI0fNgPpiR8msazU6XiZ0AfRryf2vNzZyZBiGYRiGYRiGAXs5MgzDMAzDMAzDALDBZXUigEQSACE9GztyNEsI6dGwZo6cM4TeF0XqRGM0lJqioX52FWGJnufzsKVuG9QaO3tUU3S8Co/bslxH1xnQXJRYWNQ6jJGLnZdW+QMAHDyk8oGODF2PRF5Pun4JqY/+0US5aGxWnMBFjdWjIf6JcXWMeuzRp+Ly0R2afLKrT4f4x0hWNzxPctHtKpcDgK5O/bs3p9KGPYO6/Nx5dd964huP677I3bEnR8n28rTtJXXauTim++mpap0G6VhdTiUBvV3dcVkCdQZLZ5O/NXkpTjipcqCpSXW7O0mOWwPdmqR654AeA3R/MbYGDkAQ3YdLJW2Tu3ZrXMHT+/z0tMp5shlt84WCblttIlsDkv1kM9kby9JzlLx4ekaPPTOtUtl0unG/xbI/huV8LKXj+nR3a1x4dXKhk8ePx+Ub9qrL3uFDmiA9T1LX48e+G5e/+a2H43Imun6FYjJRrrF5ca4KVwyTjZcmKTnqAj9LaVxt26mJvDudxlhpXu/nPui+7anjKgBMBxo/GUouW6MHwtlJjaUD+9X5NJfVWJolqdpEWfvlBXLDq/h6LL4DCMniUnQOUqWHvoL2bzmXdG/c16/xV6vo9vPTWqcFkgFPTGiCXEfn3DV0MCy0WT9nI0eGYRiGYRiGYRiwlyPDMAzDMAzDMAwAG1xW51ydm068/Ooeajy0n5DSJTx2kvvxPHZrIwkAuZuwW0+txmVyx6NDsNSvWbmZDKFS0/r1dOiQ5NSUDn+OjgwntsnQkOzenSoxyPksOVyOa0i0fpsl7jLWBgfALcUDxUE6r9KZfE9vXC5l9dZSJpnbnOgwfTGt++nwku3o1hfcEJe7yaFunGRoxXFt29Njuq+dJEGYHlGJxCK5as0X9Xi9vSrV2eGTLBBygo4AACAASURBVHb4+bh87DHdtocS1HZ1q7Z19/79iXPo7dd650iiW6Xkkl//2jfi8u1H1eFv38DRuFyrNZdDGZsUR3IyCg2Wm4qoNDQhH/fYea5xwtV6t7pk39O4v3EJtzp137o0romZz5xV6cy2QXV7bJaMfSnRbX0d0uS8xf0fr88SOwC4RPLY7z77XFx+0YtfGperVXXvm57R+O7s1pisVpbK7eWeZawd5cIizj7zGACgeFFdEKvzKgsbHNDnpcGdL4/L24dUtpbrU7lYR0ZjpCD6jAgAk2WNh/GZmbh8/Jgee+KcStB3+eq+eOT2m+OyS2s8PPKEtvmpWZW2eXntoxJJWWsaC+WSygfLRe6rtL+uOHa+BAZ3kTSuW89vZ+dgXK75us7EqPah6azKDLu7wuvHDtDtgI0cGYZhGIZhGIZhwF6ODMMwDMMwDMMwAGxwWR2g8oDLk9qF8FB9c7ldk+V1o3y8vWP3HWmcgC+5X3bNI5cPabzP5PpcB/3KchUtd+Z0nz1dOmR7cVJdRADg/GmVHmTI0WT3Dh16zaRpWJWSePE1VtmDyeq2AtVaBaOTYds5P3wuXj46rXKUQ3ccicvlPm1PZz11s1rsVendLTcfiMvTw2eTB6TkyMUFPcbirDq9daS0bc8uqARmDrpfN6/bZosqX9hJ7fbwdpVL9FKMd3i6/+k5lbbNkHT2/FmS8jyh7lcAcPOhg3F56GZNItufUyli1lHSzBK5AdU07qpNZE7G5sXBwS3Juuj7X1xQmUuVEhlzktViUeUv3GclpOTSXMLiNZHllcskiaVjZDLannfuVElrR16dUrkeLDf3E66vfD6NE9Hy+tu2qbwVAEp0nzjxXXWuu+kmlSEtzKkUcWJCZUv9/SqNKizWomO1l8zHWDs8OHRESU7nFzRJN4rkvlige/W8tp1cn0rEcqJ9RjrQdts/kHQN3pNTeeyIr7F0alplqTI1qsuf0DoN5VUy9+KXvDAu70qrbO3MmWe0Tp3qgtqdocTGJDEVkpPPLGjfMz6ufSbdYgAAU07PYeCw9rnb+/bG5bl5fcYc2K73hlQPudkO7Q73n0omUV9vrNc1DMMwDMMwDMOAvRwZhmEYhmEYhmEA2ASyuqUh92ZJ7JqRcOfhd0TXWNoGJJPUNTteM7UCq+2audLx/muUQLJa1SFPlt7lyuTck9fhy74eHZ6cLyTPYWZG93XhvA7Vdua1HkMDOvSaTmmd+LKqs4hJD7YC8wuLePix0M3n8w88FC/PdGhbq5JE7MljKjvI8Gh5VaU5N2/TtjmYTrajc3NPx+X+PnWluvX2O+Py7j274/LnH/5mXC7SMXIUR/v26vqdlLQuVdNyJqdx1N+vcom5mu7zwiWVGkxN6zlvzyUdieaHT8floV0qQejryFJZY604q/tdpLLXr1JEY2sgAnjeUt+mywsFlXc6ytA9OKRt9eKouselyPUtkbi8Vu9Wp2VO/Lpvn0pk2B1uhtpnmhyzBga0HpxDvULybOeChmWWcHMdWGLH0r7BAXXFAoBzz5PT14T2bU8++YSuM6Iy2MU5jd1Tp07E5T27DwKwROdbiXxHJ269M3Sg42ep4e9q2ykFKkMbPq+St+Ksytl2DahD3Tbqt4K8tlsA6OvQNt25T+Vmr7/7e+LyP3z2i3F55JIe46mnNNl6V6cG7v6dGnvFmw/G5YF+dY08sFOTI+dTNOXE12B97pTK5r/00CNxmRM/A8Crv0frumOXyuQWSrreuWmaxrFd3VyDrEr9Cl4oOQzabKymvWpjGIZhGIZhGIaxTtjLkWEYhmEYhmEYBja4rM45h3IlHH4nY5CmsrpmrjceAl4pLtZL5EQoYV3QWE6WdAFiF7vG67MjDssnPI+cUcityNG5BeR6lavoUHBnSevZ05FMIFmYU6eTGUqKOXxe10uJDnnms2yVp8euRPKGWlWlEMbmJZfP45ZbbgMAfOWhZ+PlZ0fH47KkqA1x0uMMyc18bS+TE6fjcreftMIJKFlsT6e2c5dTZ7l9u3bE5Uy3Lu/KUMJJcucRkgWlSMI6V1QHq0JJ42OeHPAmReNrtECyoIwmuQt0lXC/JZXrCUkY+vo0vvyMxurklDojzczO0voqyTO2CA5wUR/DCrh5cmSbK2i7zXSQW11F13HQ5Snqv6rl5H1bhPs9PeDd36fSmYM37IvLhw8fjMvHT6hL48iwyml7u7XdkroVjpMak/OjTxJuoaTQ3T0qVbp4UWU6Xp2L4/yixszQkN4PTp4gydzeQ7S+Jpp+8im9p+3aFt1vnEnGtwpeOoPOSPZ1Y6fKmAcjiSUAFCY0AXk+Re5uJB0TmmZww+Gb4vLC4nziePMXVPbZMahyuMO3qWz8JVMao5/7wj/F5bFJlbQ+9I1vxeVt21TaVoP2mZ2UKzmV01ga7NcP8h2UvLZf+9WzY5oE99RpldsBQK5b6z20S+W3sxf0XFN9KuPr6VcZbAn6TOAQ9tFiSWANwzAMwzAMwzDaD3s5MgzDMAzDMAzDwEaX1UH95NiTjWVoCTM11q01sZVjeUEyoWvyKEnpnu6Lt0mWrz5kyM49QcAudlpOkTMQS5cyWdX05LMkt8uowwoApDwdqp0hicboJT23VFplD0FZZVOlBZUtzEyFw60L87rM2Lxk0ykc3BO63rzkxbfHyy98/utxOZXW9pjLaBuarHAbVLlcOaPxsZClsX8AaZJ2ThRV6vb3D3wjLu/fq8P/vqdxUZvWYf3yotapVNP9ZCijnU/So86c1qOL5KklktgU0ipBmC/oPt1CUqo0X1HpxUBRj5Er676KJNebmVdZ3diESl57dqvbkLE1CAKHxcUwbianVEbjMppMctcelazs3KEJUbdt0/biedoXePRbaFBJyq19jxNWagLnu+56RVxeXFQZXzan7bmrS+NhfFyTNJdLGvdTUyojYie6SZJ2O+ojh0me108OeCdIIid1TqmpjMaSl9b6dfh6DXZsV+mRl1Vpz/MnVAI1E90/OFmtsbkR8ZDKhu3YUXvZ3qGxIHs10am3qHKzJ7+hsrpTY+oU6fVoYvN8KukaPD6m7TugZ7pt21We1tmt8r7vfY3KW0dGTsflxUVNsH7unD6rzZe07Y6M6TMaS7cP7tRY6KZYWCC31w5y7hvoV0keAHz94S/H5bFRdaIb2H1LXOYYTXmU5JmeA1ywGC1rL3tIGzkyDMMwDMMwDMPAOrwcicg+EfmSiDwjIk+LyK9FywdE5AEROR7933+1fRmG0RyLNcNoHRZvhtE6LN6MtWQ9ZHVVAL/hnPu2iHQD+JaIPADg7QC+6Jx7v4i8C8C7ALzzSjsSuHgoThwPyZE0Tsgmh6VtLLHjbWmVIEhKD0BSHEnI6prJ5zjZHSd+RUNY0ucnXltpaJIcfdIkt8uSHVCaJAVS5wJWIlu/6UWVPRRIVtEzoMfYN6Typtx2HWIubA+HfHN1iS+NtmLVYq1WK2Nh9jwAoLdHh+x7e9QNLpXT24kLVNpWndB2lq1oO6sFOrQ+saCSHQBIi8rV0hQMCxQX88fPx2VOUJcjiUDKJxlqSt3jfI41Ou6hG1TWsH2/loWSXg6RQ92pp56Ly+MLSRlOhuJ8+GGVA/X2agLBkTmV4lXKer+YK1DSwPZSGxjNWbV4cwAq0b3a8f3fV5nL0IBK6bYPqcR02zYtp1IqEZqaUCnQ6Ig6bwHAAWrr+/erK93I6HBcHp9QydzEhEp4KhWNVZbVzcxozJx4/nmt95DWe3RUY+HseZUasdyuu7uH1td1Xv7yVybOobenl8rkvpXV8jPPPhOXd+9TmdTBgwfj8qmTxwDU5YM32pFVizdPgHyUCJWlqEIZzDMkMUOeZJu7NYnreFn7un85cyYu9+WSz2EVclacJtnsiRPqCNeTVwntnl3q9HbbjXvi8vOnNT5npvTYjmSzM9O6/2cKetzhM8fj8kuPqBSud0jjaFuP9qWdKZW3AkCVJOUoaLwO5LXDeu6ESguHp1VymKbk1OFXB1TJ3bUdaPnIkXNuxDn37ag8B+BZAHsAvBnAfdFq9wH48VbXzTA2ExZrhtE6LN4Mo3VYvBlrybrOORKRgwDuBPAIgB3OuaWfhUYB7GiyzS+JyDdF5Jv865JhGM253libmTHjDcNYLtcbb+U6wwTDMJpzvfG2MDfTaBVjC7NubnUi0gXg4wB+3Tk3y8lTnXNOWGNGOOc+COCDAHDrrbe6hbnQfSNDDm1sXcfJXgOSz7ETTbWq5QwlrJydTQbM4KAObXZ0sHMHu8xxp0ZJ7UhikyiTDI+dPfy0bpsi4U+xSNIdOh9HyfRqFZXklArqZgIA87P6QlmgIVb4dN4zuq9LJEt0ZXW32xkl2ZNmGkGjbViNWNu3b497/OnvhPsjeemh/SrnLpML1cyclvuyJEGoapx2kUphrpasgkDlZik2nySJXYrOI6AYXqQbQFbVdki6SupSPnShqjFVpA+qLG0LOAa1uFhNxkKRXI9mz6pbl+dUSoSU3oIznSRbpSR+Zy+qw5DR/qxGvPX2dLt8V5hE9dCNKmeZK2jbG+xXt6kfeOOb4jInGc6T3PTpp56My9lMsgo/8RP/R1zu6tLkrd/+1rfjcuA0pl/5SpW03X///XF5aEjrdNddr9F6z2k/9OWvfCUunzurspsdO1SedOasyotKRZULlcvat42PJ/vnQlFlOS9/2Qvj8uu//7Vx+bljX4zLVYrv/l69Zt+thMFusrqNwWrE295DR1wmciElUzV4PC0hINl4SjuvO171w3H5yIsp8Tc0Xqr07AQAUxPqcJcfVYnrxOmTcfncGS1PXtJ1Dh+9MS4v0LPe3JxK01NO+49sWp/tPJKyz05rvzJV0vod3KbJkWtjej5jwypjB4CeXprKldbjTc5o/9bXq9/FBOXBzXSoZLBnYHdY50xdFvV1Zl1GjkQkjbAxf9Q594lo8UUR2RV9vgvAWLPtDcNYHhZrhtE6LN4Mo3VYvBlrxXq41QmADwF41jn3Afro0wDuicr3APhUq+tmGJsJizXDaB0Wb4bROizejLVkPWR1dwF4G4DviMjj0bJ3A3g/gPtF5B0AzgD4qavuSQDfX3KrUxkOJ1/lEVUhOYw4Lfsey21IkpNNDvOxgqxWSyZ8jPdFsp8aJXJNJpel5UHjhLUeLU9KAxvLARcLOvw5NalOQpdGVJ4AADOX1E0IJR329WjodWZcxz+nRnS49cJZdRx6ye2hu0mxmEwya7QVqxZri+UA334+lMZkSUbaQWrWvpzGS19Gk6kO5sjVpqxxE1S13Bkknd6E5Jzc/rnMce74dx6SqqUzJFvjBMosz6OyK6o04eSxY3G5VqF4pxtBb0br0zOQvJ06vmHQMcrkSickRxBKZHt6UuP59Ewyho22ZdXiLQgCzEZJutPUDwUkBTt0UOU1d9x2R1zu6FQpHctH91Ay4Te+8fWJ43V1qaTz05/6TFy+996/oDppDHznyWfj8jGKk4EBPUahqBKeBXK2eu6YumRdvKgOVjcfuS0unz2jMqKzZ1XO05FX57nTp1WSFx5Pj1EqaR9254vujMv7D2iyytMnVbb0giNH4vLBQ4cBANlHHoPR1qxavIkIspGrYZqciJMSPb0/B4HGZC0gp9S8yjNBz3wsSQWAzkF1h9x5+Na4PLHnu3H54XGdAjE5r7LsZ8+rHC7Rd1HfyI+nJUoISyZx8Ml19WlKrnxpQmOylzr44dHkANzkvB4k16vS36fOPh2X99O5Hb3jLq13h0ryqpKJ6pbQwK87LX85cs49BKDZRJXXtbIuhrGZsVgzjNZh8WYYrcPizVhL1tWtzjAMwzAMwzAMo11YN7e61cAFDqVIGlb1ybmNLKQ4IarHmVW5SIlRQVKfjjr3jKCiErJSTcs1srVh9znHSWCp7AsljSX5XCIvLVWwSvUrlFQ6MDOrQ63Dw5oc7/h3NfnYqZO6HAAK87p9JkPSvaqea3VRy9u3qwvmrkGVJ2wbCBOFpVLt5TBirA2VwMPFcuTmU1TnqTw51/WSNFPIJct32kbKKZXasCy0Vk3KVBOOjpTI1SNpnBOWsGp8eVSngKRqZafrVwJ2vdNjFUtkVVRqkn2V1k+ThI9lfuECdp+kOBHdpkQJNKvkxFUFyX6zyQSCxubHAahFicPLiyqxzGZ7aCVtXyWSlKXJ3tHzKdkxS1Il2fV/7eFH4vJ99/11XL44qtIeCkN88u9Velcl59fZGZVhf/FL6ko3elEdrIZHKRkkxc/oiC73E8mbM7Rcy6VyUqrEf1fICv3MWe0PBwZV/jN2Xo83TnLzUim8FwWB2dVtFTwR5OK44cEockQNgibLdWnimY+mQNTq2lKK+rGKr/vavlcTvO4g2ex3n34qLpdmtW1naBqI0DOjT4nQayTFrZHD8Z5t6g5ZLmufXuF+mZySt+1UKSAAlMlRdXpRj923/XBc3nVQ5b4uow7PVV+fD9LRtZT6/nOdaa/aGIZhGIZhGIZhrBP2cmQYhmEYhmEYhoENLqsLag7FqXAIPM1OVCSlA0nHxG88d49lAVWS5NUnOOUhU1L0wDl2N6HldLwKv4aSfs6r0DAsOWJVyyqTKFJyu2lKTHt+RN1DTp1Wd5/RYZUILC6QUxiADMl7smmWPulQbYqGiRMOZH29un4kUWTnPWMT4/vwuyNJSk6Hx0tVbV9j1H5TpCKosJwN2p7I/AeBl3Sr8xLujs2SKbPTI8nq6Hg+ldkwKOEYmVTnNDxuwhmPJBI+yfM8Sf7WFPD9okxOmZxYsKZldugTX69TKqsJ84ytQS0IMDsfStQ8UflKT7e6YXmUrZL7PJZ219gFsqbLL1xIJnR88MGH4vLIiErgsoksyhSTvu7XVVVifvYc9UNj2g+x1J3URqhQ/Z47pk5dQY37VEpEzrVxSdlrmvpb39P4uTiq7q2LHVrX/qEhrQc9A6QjqbglON86eAJ0pCN5lzSW1fG0B5ZcBpwclho390/lSrKTmZrRKRET08O6r0V9vts+qP3sRJ8mZp6jZzpH++WEtTcePhSXJ6dm4/JZivuRS3qs3i6Sh+dUkrdQ1P0PbNuZOIdcRut0w76b43LfDpXfeVl1xGNZe8LIdancZuFmI0eGYRiGYRiGYRiwlyPDMAzDMAzDMAwA9nJkGIZhGIZhGIYBYIPPOarWKrg0F9px9vR0x8sznmq0K1U9RSHNNWsea6RkDiThp51AeD4S2SMKZ1SmdWoFnSsUzKtVYq2klr1swbq4qDaoc3NzcZnnGY2Nq3569LzarM6QrlR81Ynms8n333xKNaDZmmpGpaDXbIFsGaf6tN4799wQl/sGBgEAKbJvNjYxIkBkdRrQPBlH1roBxVeN5gwE7JVNc2mERca1eitvtkTVmKrUtG0nLPFTWqeU12SOAunEHc0hCmjuAs918Kh+XkJ7rvup8lwiSc6bCnieBU1scjxviuYlpSl1gM/znVybibGNNadaqcZzZXgOhE/pKC4Mn43LX/vGw3G5WNR5NePjE3F5YkLnOZw4fipxvAsXdK5QlWIsKGqfxG2yRut0durciL7ePlpH42FiUvsqR30nx9LM9Awt17rx/MByWe8TA/39iXPo6dZ6cP/55BPPxOXDh9Vm+OhNL4jLKbIUn5kJ68HW58bmxhOgI2oCHG+JuaZ0H07OOaK+JGHrre3fC5L38IVxnS9+7plvxuXynC53JX326vI0Dj1fY6BIsRRQH7Vnz7a4nO/UeYMLZb038HxCCXT/hZLGdprmqHf06j4BYO/hW3RfvYP6AaV3qXEKG7Idz9B8yaXLxPOM2wEbOTIMwzAMwzAMw4C9HBmGYRiGYRiGYQDY4LI6V5hH9TtfDf/o18zXktPhwkDYPpCHSHU/QnaiPlufuvphPhoKZCkdyXIcSQlmRtUSdezkybg8NaXygamiSuwmCxVarkObs1ReoCHPMsmYPMqKnu8ku+4OlT0BQFBQWV2qT4/tURbyKR15RdculdLNVVVmcOlcKGesz1JubE5cUENpIZRuegntAGfoZvttXYXFKaRaS0hbvTofT4+lrnS8DNv1UptPk5QuJY0lcIkE5xyzFNdcb6Fhfl9YIsdyO9r2Mut//bvqGp94mRZzKFEGgoSUyNgaeJ6Hjo7Qwn1J5gUAp0+fjssXL2r/8oUHHojLtao2JE5T4ZEltkdW10AyTjIZ7QtYbhZUG0tayyWVho+OjMTlSpVSU9C2KZKrsXQtIR/0GkvaWOaUzSTPYfu27XH56JGjcbmjQ/u87i6V3y8squyd61SMZO/usv7f2KywlXfi2ZDv+9wnoXF/gCZSzKyXfA47cqM+Vw362g7PnPxOXC4WVIo62K3PtIvz+oC2sKBxtVjSeLtw9rjWVTSGX3T7bXF5154DcfnU8afj8uS4xvAQxdRNR29PnEP3tn1xuVzlZwK953A6C0dSukTqjkg22yTTzrphI0eGYRiGYRiGYRiwlyPDMAzDMAzDMAwAG1xWV5ov4fjXItcdp+47CfkM2EmksROdkPSA5TO+Vy+TISc6p8OZnIWcnX7mSrr8gpqBYHRe9ztNUrqFqsrcyiz7STj3qJQglSGnK6dfZb6q0oHypaQkJ7ioLj47d+o2g4PqXFclR6SLwyf0fKZVxtEZSRWKhXkYmx8RQTZyrhF2jKO26ZO8gA3qWG5WKmsbZ/c4L5OUIwi15yAZ0Ho81sCxfK6ibT7l634yaT0GS36CKkkDU3xLZFkNnVDAMjytQyaV/K2pxLKiskqPWHohVL8a7Zcdxzy6ZsbWwDmHSuXKcspCQdvI0JA6SXV36/2f3e08kqqxtBsApqendT1qnyw347ZeKGiHViFZXS6n7qVdnT10BI2fbduGqKz1Ztl7KtVYepciJ6xcNilV6oxkiGE9crQNuVdSSBfJNZYldMXIQbbZfcfYfAiAVCQBCxJSae5jtFjlP8jFThKybJKJItm/5Xp643LHAZWALizo89TZC9o+uW/I9mm7z+Z0+SD1pzVfl0/Oqetdb7dKTO+4TSV2B3ZrHJ45rVNAemm6yrYdexLnUPZ0Xx0s2a3wszH3Xfo87Eh65yJn2npp/XpjI0eGYRiGYRiGYRiwlyPDMAzDMAzDMAwAG1xWN1EWfPRUOMxe48SMJEnjZJRVkinwEF6GhupTCbeRpFsNJ76rUVKvKjl1sCtPuaJygyooCSSVA3b7Spie6PIUrZ8h+VGNZA4+OQwt0BDsKCX+A4ACJaYdndEh3H17dsTlPXs0uV5+UR1T9h7QodfvuetVAIDP/sPfw9j8OAcsmeHk0zSsT7KdMrWtEsVgmqVqnEgyoJioS3SaIocdSGN5C+W/Q1DjZKwaI6UqSWYp5gM6Xs2x+1yzRH/Vhss9Os8ZSrAHAFWKwxqt51NivVROr0exqNdP6jNQG1sKB+19BgZU2sL9yzwlFmfZGksyq9T+edvZWZVX13+Wzao0jvsYTtK4bUjrtGvnrrjc26dyoWZOdB0kf2P3OM9vLGFKLGfqQsRRX88JpoXjmLap0B98LcfGwkSc5hK5dRA4pCLZF8spuc0n3AupzAnFJeFYyg6l9Y1VizmSnx4+emdc7t2uz1szM5rMubCgbXVxUp/vcizx7tQYvpGciPfsv0nXJ7fHHTs0hgfpfgOS4lbrpIEeJXVNBY0lcZQfNyHLZf3hUvfrm6zOMAzDMAzDMAyj/bCXI8MwDMMwDMMwDGxwWV01qGJ8MRoCJ8e4SkBOVJwEj7bNkQytQs5YVXKPq1SSLlGOpDVCzhu1Krve8PF4KFX3KzTcmuVEliQfIIOdxFBtmmzA0j6X9VjjU5ficrGgLkThvkjWREknHf3xwltuicsveak6qezcqcO82cgpyPPaayjUWBuCwGG+ELZzau4oc7JScrBKOEz5nFhZ236JZHiX/UrDSZapiaVJ0sexnUhGy/cCkgtxckwe4mcJDrt71Xj/BLt+cdxU6mQ4AZ1riiQMvF6JJLmJZIK8bWpD36aNayVq0/PzKn9m+VuNdKWjFy/qcpLSNWvD6UzS6Y2dH1mW15FXR6qBns64vH+/JoDcsV0l2Wlq5+z0VWuSXJ27D5aSJpLPsky+ykltk3eNjE9JYWm/7Po3MqKOq2eGKUn7Je0zFxfD+9gi3c+MzY1zDkHkKMrPW57HrqmN2zAn++bnK+5jvLoejt3nUuSiOjioSVd7e3V6Az+LlsllsVzUNuq4Y24iY83nNYZZYsrr+5nGiWxTQVIayNND2IlO0lT2aB1+VHTcp4XXpj6J+nrT8pEjEcmJyKMi8oSIPC0i/yVafoOIPCIiJ0Tkb0Ukc7V9GYbRHIs1w2gdFm+G0Tos3oy1ZD1kdSUAr3XO3QHgRQDeJCKvBPDfAfyBc+4wgCkA71iHuhnGZsJizTBah8WbYbQOizdjzWi5XsOFlh9LOoF09M8BeC2An4mW3wfgPQD+55X2FdRqWJgLk9lV2PlKdFgvRTKZLA35Z2gIPyipbCGoqsOcFyQlCUKOIyyN80WH7XN5/ZEik2bJnLqHJOQDlASSh3OFhmQ5WSbLinyS2E2R+1CBhl1zOZVFAEnnsFxGt7/5pr1x+Xte/eK4fOiQLq/SsG2tVonOxWhXVjPWarUgdnQq0RB6Z5ZuIRQvJUoEx0Y9Kf6DJD+uLtbKlFiSXSI5LthVixSmqFH756F6dhuqJBLFkgSQfmTkX45YnpSU5zWW5AGAT3vwSYrHegaWVwi5Zvpc9k1WtxFY3b4twHzkSsWSNJarZlPa/nMZTXqa76DkjCSpYYlcKp1sU9kM7YvW6+lWGU43J3jt0uXcC3AEpEkbnib3yYRrFZFMxKqSW5bYcUJX1DlcVoPGcsIaS1fZ4TKRCZ6dLM0pciOwmvEmAFJRu2S3Ou5XvITDmravoElScJaM1t/DWaJWruj2hUWVtI6OquyT5Xqc4Nj3tVxONu6Y0pz2pdPz2jduXtBdigAAIABJREFUp2TMaZ8TJXO8sNT1Ck97fKEcu9I1jiWB9m8uWl+2uqwOAETEF5HHAYwBeADASQDTzrmlp47zAPY0294wjOVhsWYYrcPizTBah8WbsVasy8uRc67mnHsRgL0AXg7gyHK3FZFfEpFvisg3tf0bhtGI1Yq1Wmnh6hsYxhZn9fq2xrm9DMNQViveZmamr76BsaVYV72Gc25aRL4E4FUA+kQkFb3x7wVwock2HwTwQQAQL+8WF8IhQ4+G9VhulmJHN04sR7IfV1WJjQ920kkO8zUzZvMoqWMnSX1YAZDySDZEQ40sxfFoaNMjWY2wOxadwyQlBhu5OKbbejrUGtT1sZWKDtvuIfe5O26/MS7ns3qQsZGzWg+6HuUo4WW1aonyNgLXG2u5gV1uSQ7qqFEVEo5zPBzPTorUxkki4yjWWEa39OkSLCVity5O6sxOb81+8eF6J2R7tH+WzHF7Z5lOudLYeTJT5wDG27MDGMt2HMV5QEksWQ7l+43dg4z25XrjLZ3JuM7uLgBAV6dK2Hp7Nclqf6cmUO2hcjNZXY5kcfUuoyz7Yel1ok2TbC3N7Zbiits2y9zYYSsZJ5xkEw3LiUTuFJ/1iaM5OXOlTLIncvXLd3TF5YMHD8TlwUHtC8cvhf3q5KTKmoz25nrj7eiRW1xnPoyVahPZtEfOwilOcs5OqdK49+F7e/g3O9/p/d33NEa7u9StLiHdY/k2Ff0su+Y1lpOzyG2xTImfyVUu6Rqpcc592GV1onNIcfVSTRxfKbH7Uty6NpOzrodb3TYR6YvKeQBvAPAsgC8B+NfRavcA+FSr62YYmwmLNcNoHRZvhtE6LN6MtWQ9Ro52AbhPRHyEL2f3O+c+IyLPAPiYiLwXwL8A+NA61M0wNhMWa4bROizeDKN1WLwZa4a021DWShCRSwAWAIyvd11azBDa55wPOOe2XX01YyMTxdoZtFfbaxXtdM4Wb1sA69vaAou1LYLFW1vQVvG2oV+OACCcvOpeut71aCVb8ZyN9mArtr2teM7G+rMV291WPGejPdiKbW8rnvNyWRe3OsMwDMMwDMMwjHbDXo4MwzAMwzAMwzCwOV6OPrjeFVgHtuI5G+3BVmx7W/GcjfVnK7a7rXjORnuwFdveVjznZbHh5xwZhmEYhmEYhmGsBpth5MgwDMMwDMMwDOO6sZcjwzAMwzAMwzAMbPCXIxF5k4gcE5ETIvKu9a7PaiMi+0TkSyLyjIg8LSK/Fi0fEJEHROR49H//etfV2Nxs9lgDLN6M9sHizeLNaB2bPd4s1lbOhp1zFGVF/i6ANwA4D+AxAG91zj2zrhVbRURkF4Bdzrlvi0g3gG8B+HEAbwcw6Zx7fxTI/c65d65jVY1NzFaINcDizWgPLN4s3ozWsRXizWJt5WzkkaOXAzjhnHveOVcG8DEAb17nOq0qzrkR59y3o/IcgGcB7EF4nvdFq92HsJEbxlqx6WMNsHgz2gaLN4s3o3Vs+nizWFs5G/nlaA+Ac/T3+WjZpkREDgK4E8AjAHY450aij0YB7Finahlbgy0Va4DFm7GuWLxZvBmtY0vFm8Xa8tjIL0dbBhHpAvBxAL/unJvlz1yoi9yY2kjDaEMs3gyjdVi8GUZrsFhbPhv55egCgH30995o2aZCRNIIG/NHnXOfiBZfjDSkS1rSsfWqn7El2BKxBli8GW2BxZvFm9E6tkS8WaytjI38cvQYgJtE5AYRyQD4aQCfXuc6rSoiIgA+BOBZ59wH6KNPA7gnKt8D4FOtrpuxpdj0sQZYvBltg8WbxZvROjZ9vFmsrZwN61YHACLyQwD+EIAP4MPOufetc5VWFRH5HgBfBfAdAEG0+N0ItaL3A9gP4AyAn3LOTa5LJY0twWaPNcDizWgfLN4s3ozWsdnjzWJt5WzolyPDMAzDMAzDMIzVYiPL6gzDMAzDMAzDMFYNezkyDMMwDMMwDMOAvRwZhmEYhmEYhmEAsJcjwzAMwzAMwzAMAPZyZBiGYRiGYRiGAcBejgzDMAzDMAzDMADYy5FhGIZhGIZhGAYAezkyDMMwDMMwDMMAYC9HhmEYhmEYhmEYAOzlyDAMwzAMwzAMA4C9HBmGYRiGYRiGYQCwlyPDMAzDMAzDMAwALXg5EpEHReQXWr3t9SIi7xGRv1qPY18JETkoIk5EUtHfnxORe65hP/tFZF5E/DWo42kRef1q79e4dloVh/XtczMhIveKyHuj8mtE5Ng17udPReT/Xd3axft+r4iMi8joWuzfuDIWZyuD+9nr6ZNE5N0i8udrUL+7ReT8au/XWH3WKvZE5O0i8tAVtl3RM1g7xW79uUXxd+ga9vOzIvKF1a1dvO9/JSLnorrduRbHaMSyX47a7YH3ag12PYmuVSH6Mi9GD1Vda3Es59wPOufuW2ad4u/POXfWOdflnKutRb2MtaHd4rCdiO4JtSjuZkXkcRH5kbU4lnPuq865m5dZp8R9yjn3y865313tOonIfgC/AeAW59zO1d7/VsLiLCR6OQiimJoTkWMi8nNrcazl9kmNXlicc//VObcuP6Qaq8tGi73lPoNdC/QiNR/9Oy0i71qLYwFAFH/PL7NOKdruo865N65RtX4PwK9EdfuXNTrGZWxqWd1ajIqsgB91znUBeDGAlwL4T/UrSMim/g6uh3b4ZcVoD1bQFr4exV0fgA8BuF9E+q9jfxuJ/QAmnHNjjT7cpOdsrD3DUUz1AHgngD8TkVvqV7L2dWXs+mw9VvE774ti8K0AfltE3rSGx2o3DgB4utEHa3nO1/1gLiL9IvIZEbkkIlNReW/dajeKyKPRr7mfEpEB2v6VIvI1EZkWkSdE5O5lHPMogD8F8KrobXo6Wn6viPxPEfmsiCwA+P764dIGw4i3isgDIjIZjfK8u8Hx0iLyNyLycRHJrOT6OOcuAPgcgNuifT0oIu8TkYcBLAI4JCK9IvIhERkRkQsSSmP8aH1fRH5PQqnM8wB+uK5u9ef3iyLybPQr3zMi8mIR+UuED07/EF2v36p/+xeR3SLy6eg6nBCRX6R9vkdE7heRv4j2+7SIvPQqp/4iEXlSRGZE5G9FJFdXxxPRsT4tIrvpMyci/05EjgM4Hr1A/oGIjEXt5zsisnQts9G1ORt9d38qIvmVfD+bhfWIw2i7q7XPpm07+vzno/Y6JSKfF5ED9FmiLazkejjnAgAfBpCPzvtuETkvIu+UUHL2kegYPyLhCNN0dP630/HvFJFvR23+bwFwG078ei0i+0TkE9H1nxCRP5Ir36feS9teLR5+WUSOR3X8YxGRBt/D6wE8AGB3dKx7KcbfISJnAfxztO6PRTE8LeH94yjt58Ui8i/ROf9dFLvvrT/eVqWN4+xK9++8iNwX1fdZCe//K5aKuZBPApgCcMsV2lfTcxSRG0Tky1H7egDAEH1W3ycNiMhHRGQ4qvsnRaQTYX+61M7no3OP5XnRtldq46dF5DelSf/U5Pr/hoR90IjQyJmE97e/iNrDGRH5TxL94Cnhs8bDEvZfEwDeIyKHo/Ofib7Lv6V9HRF9FjkmIj+10u9oM7Nesaebyx9F39tzIvI6+iB+BmvynV8xdleCc+7rCF8Ulp6BLusjr9SORGQwuk/MisijAG6sO0knIoejcl5Efj9q1zMi8pCEz1dfiVafjuLvVXL5c/WrReSxaLvHROTVddfrd6PrNCciXxCRIdQh4fPdPAAfwBMicjJaflrCfvxJAAsikhKRo9F+p6O4/7G6c/6H6Jwfk/AZ5OqqM+fcsv4BOA3g9Q2WDwL4CQAdALoB/B2AT9LnDwK4EH2ZnQA+DuCvos/2AJgA8EP/P3tvHmZLVpb5vl/EHnMezzzWfKqoAWoCC7QaRMSWi3pVBsGqvght90Mrt6WF9uojoijaD04XkcaJQa9Y4gCigsgglEANQI3n1HjqDHnmnDP3vHes+0dExvfGrr1zqMqTuTPz+z3Pec7K2DGsiL2+WBF7vev9EL6ovTL6e5S2/amovA/ANIB90d93Ari7qS4fBTAD4LZofzneR/N2UX3PIJSi5KK/b40+ew+AP0f4cPWP0b79lV4rAHsRNuZfpXM6AeAaACkAaQB/B+B/R9dnG4B7AfznaP2fBvBYtJ8hAF8G4ACkWlyjH4uu9c0ABMBlAPa3+v4AHGjaz1cBfCi6DjcAuADg5XQtytH35AP4DQDfpH19CMCHms7/XgC7ojofAfDT0WcvBzCOcEQtC+D/BfBV2tYhfMgbiq79qwB8C+FIgAA4BGBntO7vAPhMtG4vgH8A8BvLbdMb8V/z99gBcbhU+1ysbb8WwFPRd5pCOLr69XZtYRnX5k5obKcA/CyAOQD9AG4HUAfwm1G7ywN4IYDzAG6N2vUd0fXNAsgAOA7g/0YYoz8KoAbg16L93w5gLCr7AB6M2mM3whh66RL3qYX9LCcePouw/e9DGJff3+a7iOvUFOMfj+qVB3AFgEL0HacB/Hz0HWTonH82+uxHAFQX6rqV/mHjxdli9+/3A/g3AIMA9gB4iNvJEteB27kH4IejOLiyTfta6hy/AeC3o7b+3Qjjc+H6LOxv4Zz+EcBfRfVOA/ieVu08WvYe2k/bNk7fbcv+Kfp8Ghq/tyO8b7w32tcPIPxRczD6/OMAPh21hQMAngDwFor9OoD/hvB+lAfwlwD+H+jzycJxugGcBPCfonVfiPC+cPV6x4LFXvw9LvQFr0P4nDnUYttW3/misbvEtTiwsC7C55/bovb3iujz5uelRdsRgE8CuCta7wXR9bqbjucAXBaV/yA6t90I+7jvQhi3cZ1ouzuhfe8Qwh9Q3hzV4Q3R38N0vZ5GGKf56O/3074eAvDGVnWi9vFAdD3z0XfyFIBfQNiHvRzhfeVKOudPImw3V0fX5+4lr/3zbbAt1rsBwFRTg+UTvxphh+sjHKL/RNP2nwdwR3Oja3GcO5tPEOFDx8ebliX20fQlvgHAd9rs/z0IH7z/DcDvA5AVXqt5hAF2HGGnlaf6vJfW3Q6gAnr4i+r15aj8JSRv3N+H9i9Hnwfws8v5/pAMur0AGgB66fPfAPBRuhb/2vQdlpY4/zfR378F4MNR+U8A/BZ91oOwsz1AgfBy+vzlCDucFwPwaLkg7AAvpWUvAfDMcr+njfiv+XtcZL21isO27XMZbfufET1IRH97CG/8+1u1hWWc850IO6ZphB3CN6E/UtwenW+O1v9DRD9a0LLHAXwPwge306C4B/B1tH45egnCh9FndXZY+uVoOfHwUvr8LgDvbnP+cZ2ivw9E219Cy34JwF1N1/xUtO13R2U+57thL0edHmdL3b+PAngVffZTWNnLURDF1CTCh5LXL9K+2p4jwofOOoBu+uz/Q4uXIwA7o+MOLtXOo2Xvof20beP03bbsn9ocq4Tkg+B5hP2RH323V9Nn/xnAV6LynQBONO3v4wA+AmBP0/LXAfha07L/DeCX1zsW1vpfB8benXh2X3AvgDc3b9vmO1/0GW6Jc1yIiWmELxhHAPwMfd78vNS2HUXXoQbgKvrs19Hi5SiKmRKA6xepU7uXozcDuLdpm28AuJOu1y/SZ/8VwOcWuQYOz345+r/o75cBOIvk8+FfIrwnLJzzlfTZr2EZL0fPW68nIl0IfzH9foS/8ABAr4j4TidWnqRNjiN80xtBqCX8MRF5DX2eRvhm/Vw5ufQqMXsRvsG248VRfd7goqu6An7IOfevbT7jOu6PjnFGVC3j0Tq78Ozr146lzqcduwBMOufmmo7D0jl2vyoCyIlIyjlXb7PP5vUXpEK7AHx74QPn3Hw0/LwbYaMH6Hydc18SkQ8i/BVjv4j8LYB3IvzVrQvAt+i6CcJg2HKsYxwu1j6Xatv7AfyeiHyATwVhW1jYz0riGQhHNF/a5rMLzrlyU/3uEJH/RssyCM/JATjVFPftYm8vgOOLxMJiLCcemmNppeYufA13gc7DOReIyMnoeA08+5xXev03NR0aZ0vdv5u3Xel3eto51yxfYpr7s3bnuAvhw2yhqZ57W+xzL8JzmlphXYHF2/gC7fqnVkw0xfZCDI4gPDf+Lo43Haf5Wv88gF8FcK+ITAH4gHPuTxFet1slkt5GpAB8YpF6bSnW+VmzVV/Qrs00f+creYZrx8gi/Utz/LVrR6NReTl1GUH4jPVcnyeb99scF6vdp510oZS++XitznlZ97/VmMz0cwiH2G91zp0VkRsAfAfhQ84CfPPbh/BNbjyq5Cecc2/Fymn3stK8vIDwIXoBdnE6CeD1ixzjXxAO8X1RRG53zp1bcS1b0/zwUUH7xn8Gz75+7TiJJg1pm2M2cxrAkIj0Uge7D+GvbavNaYQBDACQUEM+3HSsRF2dc78P4PdFZBvCX87/B8JfQkoArnHhvK6tznrF4WLtc6m2fRLA+5xzf7HI/lf6o8RiNO9r4fjva15RRL4HwG4REeoU96F1Z3ESwL42PxYsVf/lxMPzhetwGsC1dDxB+P2ditZrPufn+oPLZqUT42yp+/cZhHK6wy3qtxo092ctz1HC+YSDItJNL0j70DpGTiI8pwHn3HTTZ8uJqXZtfDUZR/jd7ode2+Z+s7kvOwvgrVG9XgrgX0XkqwjP99+cc69c5TpuJtYr9oDWfcFn2qzb3D5X8gz3XGiOv5btSMK5vvWoLo8tUZdxhFMpLkUoGW93vFYk+jQ6zueW2G4lNPdpe0XEoxekfQgVRxcQnvOe6G9gmfe/lRoypEUkR/9SCLWfJYSTs4YQPrQ28yYRuTp6838vgE9Fb/p/DuA1IvKqaNJaTsKJzov9SrXAOQB7ZGmDhAcA/IiIdEUTzd5Cn30WwE4ReUc0+atXRG7ljZ1zv4Vw6P+LC5PGojquykObc+4MwpewD4hIn4h4InJp9HAGhC8DPyMieyR03VrMxvGPAbxTRG6UkMtEJ7ifA9DSv945dxKhZOg3ou/gOoTX6WLkefpLAP9JRG4QkSzCYd17nHPHWq0sIjeLyK0ikkb4olsGEERB8EcAfid6aYKI7BaRV12EOncanRSHbdvnMtr2hwH8TxG5BognN//YYgeTcNLle5ZRr+XwRwB+OmpfIiLdIvIfRaQXoQygHp1bWkR+BMAtbfZzL8IO8P3RPnIiclv02VL3qRXFwypwF4D/KCKviGLq5xC+wH4d4Tk3ALxdwkmur0X7c94KbJQ4W+r+fRfCOBsUkd0A3s47ltC846PLvyyL0vYcnXPHAdwP4FdEJBO9HLym1U6ie8c/A/hQVO+0iHx39PE5AMMi0t+mDou18VUj+k7vAvC+6NlhP4D/jkX6TRH5Mfq+pxA+5AUIn0WuEJE3R+eajvq+Q+32tcnppNgDwvmyC33BjyGcJ/tPy9x20Wc4Cc1EvrLMfS1F23YUXYe/RWgS0SWh4+QdrXbi1NDotyU0PPElNF7IInzhCNDmeRLhdblCRN4Y9SOvQyhx/OwqnWMz9yAcffr56HxvR3hf+WSLc74KwE8uZ6crfTn6J4SNc+HfewD8LsJJUQsa/1Zvh59AqLM/i3Co7meA+Kb+WoQTqS4gfOv9H63qJZogbuFN90sIjQ7Oisj4InX+HYS603MAPgYg/pU6+pXtlQgv5FmEbh//oXkHLsxJ8vcIf+UZQvjmuZo32p9EKOc5jPCG+SmEmmsgfID7PMK3928j/KJb4pz7awDvQ/gyNxfVecGt5TcA/KKEbh7vbLH5GxBqSU8jnET/y4vIAhNI6BL34eWsG+3zlxBOljyD8JeJxUbv+hBegymEQ6UTAP5X9Nm7EE7E+6aIzAL4V4S/LG12OikOl2qfbdu2c+7vEBokfDL6/h4B8Oolzn0vgH9fYp1l4Zy7H+GvuB+M6vYUQu00nHNVhIYEdyKca/E6tIm96Ab8GoRa7RMAxqL1gSXuU88hHmJafBdL4px7HMCbEBo/jEf1fo1zrkrn/BaEGvc3IezQKsvd/yZjI8XZYvfv9yJsk88gvEd+CsnvdDVjaqlzfCNCA5RJhA+3H19kd29G+Mv/Ywjn+bwjOsZjCH9UOBr1Zwl502JtfDnnEF33ly1nXYQT7wsI53XdjbDv/dNF1r8ZwD0SunB9BuEc4aPRs8j3IYz90wjbzoJ5zFakk2IPCB/AL4+O/T4AP+qcm1jmuSwVu6sZf0u1o7cjlLCdRXid/myR3b0TwMMA7kMYr7+JcF5PEeE1+Pco/l7cVIcJAD+I8EeJCYRS0h90zi32nB4jodvcTyxn3eh4VYQx/mqE38+HAPxkdJ8AwnPuR3jOn0B471iyT5OVT6UxJMzE/dfOuc+vd10MY6sQ/cp3l3Puu5Zc2VgVROQehJPVF+tEjQ2EiPwXhKYK3xONaD4I4DrnXG2dq2YYWw4ReQCh+9xyX7aM54GI/CaAHc65lqNm8Xr2cmQYhmEA8VyrxxH+AvcTCKWPl0QyJ2MDIiI7EUpgvoHw1+9/BPBB59zvrmvFDMMwLjKRlC6DcBTsZoSjkj/lwpxtbdmsGXUNwzCMlXMlNA/GUYTyEXsx2thkENr5HkQol/wkQumJYRjGZqcXoZRuF8LpNR9AmJtsUTpq5EhEvh/A7yG0Y/5j59z717lKhrFpsXgzjLXBYs0w1g6LN+P50jEvRxLaDD6B0CBhDOEksDc45w4vuqFhGCvG4s0w1gaLNcNYOyzejNWgk2R1twB4yjl3FABE5JMI3UXaNuhsLu+6unvDP8jpXoT+SLz76XLxpOX6Pm0aNBpgnKf5RRPHEN6vR4u1nHgJbfM+yrtMohsEDc1z5bWpA+9enrVT/ZSrxOvVK5on06dz9jPsRhxuPDM1gWJhvm3NjY5lRfHWPzDotu+Mcri1ibV0StvK3Kzmo5ye0jyOA/3qvutRrASJ/G2A7/u0nrRc3r6cjsscCxyDXG8uB0HQeh2qgwsoHqneQZAMbMextoxtmq8BVTwuHn3i8XHn3GjrFY0OZcV9W39fr9u+bQQA0KipT0K7NpyE7uWN1nkjUxQvi5KIE43Xel37xmpVjZ8y1EdwTCb6pMQBWvdH7fAotqvVpPkcX45KRT/LZHQbrpO07YjD/y5MTGFuzvq2DciK4y3X1et6B8J4a/cgxku5T+J+jNtw4FzLcvN6yaNJ6w/WchAjcdzFVlxOnVo/97oWB5mfHke5ONcx8dZJL0e7kcxcO4bQ8rMtXd29uP0HwrQovq8NNJXS02rU9YEjJXqTTHerQ2Y6o9v2UGCUZjnhOFDv0iS+XiYXl4VuuDlax0/rMarUmYAeiDxqMCl6EQnAL2bawVVmNbl4njoiSadarA2kqGMAkg9/DSrzsS88/URc7uvVh9nBvZo7ywVh/T76wV+HsSFZUbxt37kbv/+xuwAkO4NsVtv46FBfXP7al9QF/tOf+ru4/Jof+IG43NWlMVSp6ws5APT29tIxtJ0PDQ7G5X5ap3dAl/cNjsRlCn806MeOdFrjgh8Uy2V90BO6p2Rzep6VSqVludT0sFah4/F6fIxSpUTb6/LES1Og+3n97bc9l+zqxvqy4r5t+7YR/MH/ei8AYOqc5hTlH8fCH8jjP7RI7XZikgywqK8ZGhoCk/g9kV7SxdfYS2W64/I07ff4UW2Se/drH9E3qPcDfvFPPP3wAyT/MEHL607Ps2dAfxc4efxE4hzSKT3vo0ePaZ2o3xoY1HMQJH/8XGDh/vaL7/tAy8+NjmfF8dY7MIIffuuvAAAC/mGOAiPlafvspv6gp7srLteoSc2X9UeNYjXZ1iiMky9diR8j6IN2P5zxKljpe4VrUWoeXOC4TdZBEnXiHzlax7Rr83LkonU+80et0latH530crQsRORtAN4GAPl8F4LZ8+EH9MA2X9IHjlpNXxU8Px+XA8rhOjs3G5cvO6CJfdN+8vIU5/RlyU/TL2QpLc86/dIHdmyPy7kB7Yx8qqvPIzZVclKt64NSo6IvRH5DH8CqhWJcrtR1W36wymf1nIHkL3t5ekB01IgzTq9ZytegblT1eHOzYdLyRr31L5PGxodjbXT7DpTL4QsM3/D4oT9Hb/qzU5rU/uprro7Lt7xYUyIMDemL93xBYzA6tn42r3FXpeN99h80Qfnps+fj8jvf9T/jciZHMc89Eg0Re/RQ1ajpS1qtTg9oFAdleqHhF65GU+dUpQ6xRB1lpaJl/mHfo3sH3xcaHfNbmnEx4XgbGRrA3MQ5AMkHpoBeiISVDKxYoIe7QpHSedDDyfBo8kczfnLx+KVBtA8UT/uOWp3Sw/ADHe3SY+UEH4r+aqfA4OcwL9DlReqrg3oyVYlQX+dT35bt1pe0XLf+iJKm8+EffBZ+XPX9rZpiaGvA8dbTPwyXDtuAo9RHAbXoBjXiSo2elygWuA9w1Ig9vymdEjX1lNAzart7vWsXS9Ky3J7WI1Mu8SLmWn4gLrl/SVwn2iTgly69l0ib+wSi54n2I+Hrw0qTwF5MTiFMhrXAnmhZAufcR5xzNznnbspk7OZlGM+RJeONY62PRmYMw1gRK+7b+nt7mj82DGN5rDjecvQCbRhAZ70c3QfgchE5GCWmez3CDNKGYaw+Fm+GsTZYrBnG2mHxZjxvOkZW55yri8jbAXweof3inzrnHl1sm3wuh2uvugpAUi7GmkeW/aRpfkSJdP8njqtmOpfRS1JrmkNQnr6gZfqMf1X3U3qMieM6ET03rlpnltWlSRqR9nnOkdLVpZrWFOs8qVwvz+v+STKY9ZNa1xR95X7Ac7N0aDdPs5ZcUSV9U6fH4nJmYfL9MrSwRuex0nhzzqEWTQxvpykuzWv7rRRUesaaf1LIoG9gIC7v3KUSVCChkkWd5w2SHG7y3GndL8nbSCWHclHjguPo5LGjcfnBBx+Myzy0f/rCubg8tF3nOvC9po/mPfX0JkfXUqmkpHUBR3UNaLJ9Kk3xT9KEbLpJAmVsKJ5L3xYEAcrF0sL28fJ0TtswGySwUYFQuUGazHSaJXK0DNO+AAAgAElEQVRNXT8paTyWyyTmNZF0jw1K2AyI14fWgyewwyODhISBEUldqQ+rkYy1QBLbvl69FgDg6Bi9NPK2ffvOuJyn+SEBqdgbbHQU1anTZD7G8ngu8ebgEEjYBgKSsFEzRJqkcULCsHKZZNb8eEbrpJptSNgQjIMvITNtY/SQrDh90Ho/7ZpxO5OUdsub95P8jMdZSKLLYc9lOotOfYLsmJcjAHDO/RPC7LWGYVxkLN4MY22wWDOMtcPizXi+dJKszjAMwzAMwzAMY93oqJGjlVKrVXHqZDjPrtEuP0liCx3uK5XVlapIw6K5LpXCpDLJyzOyQy2CS7RNsaj76hvQ4fzCnEp66jMq40vl1MK4RC5z81Wy7C6rM9zu3bv0WOR0xdKIhEOIr9diYjbpAsbyuZ48STToSs3Pzeg6Th3F6mQpvGBTzLIgYxPjNFcDu2fVuP1SW5smt7rhbSpJqzttQywtcInB/KTTW42lZ3mNncK8Hu+Kyw7G5S6y/s6kWZ6m8ZIl7V2NYvmZZ1Ru98//8vm43E8W4jmycR2k5aMj2xLnMEAOlX19/VTWyb89tLx3VKWFA/0qOVyxQ6ux4Wk0GpiZDfuPDLfbLpVxJmVuuo5HLmwsEUqsL8k8Rxx/AcvkSPZdLKqkTZzGZIakfr2DGut5SgPBx/Zon14bWV0QaD9VJmm3T+5XeboXAMAE3XNmyGr8yOGHqa56nUZGyJqccrEtuNVVKtoHG5sdAaKYYBc2lmjn6XnQJzFYjlTPAzTFwqNpEvy8CQBVeg6rBrqDMjkWJ9JQJJzi2EEu6V3XinbyUF4aJCRvtA7Fp9c0liLS2nXS41xsCbkuSVdped0tuNW1rOa6YSNHhmEYhmEYhmEYsJcjwzAMwzAMwzAMABtcVletVjE2Fjqo8bAeO9Rxtu/eHpWzpLMsPdAxPna0qtaSbnVzMyqTm51VicH8vC4XGgpNp3S4tMrJW8npjo+XJUlfd7dKd7Ipzias77N5cuSZmlaJ0dkzZ+Jyb1/S0ccneUO9okO9XpvkZYUiJd1LZDt20f+ts4wbmwsRQTpywcpRfjFuE8HMZFyemRzXjd1lcZGTMrsW7UkPqEWO1SIleH70oYfi8iu//9VxuUAOdceOaaJ0dqU8dUrTXgQkF7300kvi8viZs3H56SOPa9VIDsiyIJbbAUB/v8qKBgdVJtfPUjqSYWzfr8d+8W0vi8tXXnUIxtbCQVCL7vU5n5OVsqOptCw3OMZY1kIudul0UpK2ICUDAJ90Qiz/adRUepbP6voZkol39Wo7d3S8ak375HpJ+xSWzM5RP8qJX+cn1SV2elzj9pLL9b4CALMkpTt+VOWxX/nq3XoOosf7wVd/X1x+9LCamS3UaWZW5eXG5kYgEBe2aZaCpUj/xZLOoR5t2wf3qhvirl06BcKnfqJcTiYs5t5uclblm0ePa3/lWCqb0WfD6VmNk/lijdZPSmWXIulKR1K4hJSOzr8pQ22aNIdCZRewGytrA3V5Nq3r+5E8NtU2A+76YCNHhmEYhmEYhmEYsJcjwzAMwzAMwzAMABtcVgcAEg17stNFimRo1ZoOC86TA9yOAZLYkbxnhhxvfD/57pgj+UCNJHf5PDnckTyhSC47taoOq3alVX7jUYLHXJcu7+pSJx1OGlmt0HHJuIhlSVzm+gBAX7dK8dgxpFJSiV29TsOfJJ8okaSppyfaT6dZjBgXBc8TdEXD3905be9dlFh5rqxS08K0SuzyeV0nTS5ZZUoU6yHpepjJaqylyK3r5HGVjH77W9+Oy6N7NNFsz4g6Zn3m05oY/b77vhWXZymZZCardXrjG18fl3ftUrlEmeKDE1fOkkPf/HzSGXJ8XOVAOb4GaZVJpcjRaNvOHXH5kgN74vKB/fthbC2cA+pB2DYC4f6CHEapf/KE+p15lYNls9q/DI/sjsv5nuHE8eqB9it1krqVZ7UPK5B0u1bX/owTKj9z9Jm4XG1w8lpt842axtJsQfvkKvWRt1xztW5L8VYo6jpBLSnprpLrZJ1cNMsksz9LMfm5L3xd1yf3vUrkGlupmmR8K+EtyOpoboRP7WK4X58Zr9infczBPVruoekQ7Oqa8pPTG1iOXSzps97ufrK+S+m+/Kz2uWcvqHz0sWPank9Pavt/lkx9BXDdOBlzs6yO++UUyeQcxX2d5LFpehYdGdCH1wXJeZbk852AjRwZhmEYhmEYhmHAXo4MwzAMwzAMwzAAbHBZXTqdwrZtoTyAJW+zMzr8z4m4avQu6JOcbZ4SwNXIVaRcSSbuGt6uSWCHh1WWkCVp0Qwdu1TRYc4MyRuyVI8MjVR2UVK77l4dai2TOwk7ZVUosViWzr+379lDlgsElFksoIRjPAzLkkE+t4EB3Vdvb3iMlL+hm5CxTDzPQ1dvOOwt0BiRDCUurqpUrVhQOU4XuTBysuFGnWUryXbEklb+ZJ4cpC6cV0nB3/zt38Tlq6+/IS5PkoPV+LiWiySxvfnmF8Vllsi+/k0/EZfvu18lfI8deSwuDxR1P8WCnj8ApMjB57tuu42W6xmdPauOeNe/6Pq4vIsSP+/Yoclhja2BiBfLL/sHta/Jd6ksui4aP40yxSHJuafJNfLUaS33kawcAG648Zq4PEx9xthT6tI4fv58XPYzKoE5c073+8TRY3G5RP3L4Kj2neyYWqF7QCZL0hzXOqm7Y7dVctIDkgmpGY+2aTQ4QbpK6DN57Z8bkUNXc2JqYzMjcaJidqXbvU2fpV587RVxeXRAn8+yGXYTJndHmq6R8pKSMYE+l/b26Gc93ZpIvFplq0ltn12+Hm98Sp8xz0/T1Igg6UUX148WS5vEr2nqeznRq+cl44ETNdcqtDOKXfbPG6Z7zt5dej/oj1yXM6mVue1dbGzkyDAMwzAMwzAMA/ZyZBiGYRiGYRiGAWCDy+pSqRRGt4eSAx56z3erxKynV4dFJaWSmYkJddNq1NmpR4cK/Xry3bFKMrm+PpU3kDkeXnrLC+Pyzm2a4HHitLr4YE7lNwEpAeokYVOxDjDv9Fhd/Sp5GJ9SidHcDDkU0fCkuCY3ORoZzZADSqIpeCoNrJNTXj/J6tKRrELMrW6LIBCEceUa2jpLBW3AJ0+MxWVOhjc6qm4+LNlMkbSVE1QCgEfj/0LD9888cSQu91AS5By5O3KTHB9Xyc/0tMpoWLY6MMhyUd1nnpK17pnU+JohOSvLSllmAAADJG+988479Bh9Ki84NaZJLbvonvLv//7NuHzNDTfB2Gq4WAMzQ/f2NCVo7enV+/d5krydPnkiLp85re3r4SNPxOXAJdvqf/helZb29ekxgob2eUIJvwPqFwJypAqovymQu2mW3B7TKZURVUkK16D4qVPS9LSfpeW6vpdK9j2ZDCfLZfcscl+lxOzd5CCZ69I4XrjzNLtzGZsZBy+SqXZntC1cdam6hu7Zpv0BGdqhRG6IRZJZs4Yt35WUpPE0kDTL8kiSVqpoPLDizJE0lF1UmRRJ44KElI4kc7Q+GzNn6Pz5PtHcv/HDZOC0gj450qbImZXjk7ctlQrRPuiidgA2cmQYhmEYhmEYhgF7OTIMwzAMwzAMwwCwwWV1nuchF7n3zFFSR4/coBo0tOnTEOHAgEpYhod1uJSZn59P/N0gSVA3XbltvTpc+OLrrozLjtyrRnp1ELNGsqTpCyRRqlJCSHL3Gaeh0HOUmG73XpUu7d+nSTBrJXUr4qSxAJBiWUGPynvGTp6Oyz6tM7xNJVGJJLhRwj5z9NkaBI0AlZkwHtKkW+vKaRxNj6sc89prXxCXt29Tt7UJkqex/q3W5DyVIWecoK7SgcceeSAuHzp0SPdb0jjyyaGyTO6TvHx4ROOLHeNYwiQZTdx3/oLKcEVYgkO/L3nJ26kj2eAcxeFQXvd7+TXqElYgd8wukt7V27hwGZuXcrmMI0dCCenxsZPx8u95+e1x+UUv0hgrU/tPOFKRyxXf1xu1ZLw9c+x4XH7ssEpXh7vVKY8dsLIkJ82Qo1WakskOduvxRvopCbJPCWEDXSef0f0M92qMpCgZZp6k530kpQWAKYo3dsTjuO/p1m2Ge1T22pXXdbxITve431nuWcbFwxOHLi+MiT3bNBn39mFy+w302YvyJGNmVmOvQhI77t8qdZ4oAeToOS5HScg5wXiV1qmQ812F5HbgaRM8tSSXpXXIoZgkpixzq9ba9DFt3O0AwPM4Pp4dPwDg00aUGxbFsh6vGNWPnSQ7ARs5MgzDMAzDMAzDgL0cGYZhGIZhGIZhALCXI8MwDMMwDMMwDAAbfM5R4BxKpVDjnEmrrSnPjfHJo7Du2EaYdJH0ilitqmY0lUlqjnt61ZrbnzsXl0tTahHM8xeOPHI4Lm9P6fyjXl/1lqfP6PoeZT6+fET1oEXKeJ6rqZbUJ/10nexO+4aH4vLslM6VAIBsVq/N4BBlQj+llq97D6h95aWXXqL7mtFzGBoK52zkPvtZGJsfX+ro9icAAA3Ohg2dGzM9fiEuDwwdjMsTExNxuVQmu9666p99LQIAzlJcfPlz/xCXn3j04bh86AU3ai0Sc5ZoTlRXV6vFmJrUuJif1/gdG1M78muuVQvtakHvC2m6bQZ1FVLXm6xIZwtqZfzQo3ovmKQ4EtJndw+QVSx5t54cU2tmY2sQNAIUCuF9n+fBff0etXg/PqbpIfYO6dygdEb7Qknp/b7haE5OJmmd/50Hn4zLtTLNax3VPi+o01w7arccxw2KQy9FkwwSlsC6uEHzKso1LU+c1XuJo3kLBboW50+fSZzDuZMau9Pjes8p0zyQiRmN9RLN00rMOUJYwUq5tU2ysfnIpnzsHw37sl0j2qdl6JmsXNb2Uq3q8mqiD2ALeV1eqyfnfvN8onpeYzFL84C4OwlovpNPc+qHhjQ+T81qO89Q/+GRtXaO7g08x6dBQdkgy36PHo49j624k7bjDZqPyPuteVrmeUaOjreQDqbe6Kz56zZyZBiGYRiGYRiGgXV4ORKRPxWR8yLyCC0bEpEviMiT0f+Di+3DMIzlYfFmGGuDxZphrB0Wb8bFZD1kdR8F8EEAH6dl7wbwRefc+0Xk3dHf71pqR8451CObX7YlnC/o0DkPUwZC2bVpuJS3FU+HFFN+cpivXlF523RJ93Xo8qvj8sBOtdQ++293a5lkeJfsVBvhM9MqvenPUtbxCmVFD3S41M3r+jMNrXe9R6V0WRqmbbjkcK7v9CsvVnWYeIjkE9kcrUPnjBTZo2ZCGZ9YFvFO56NYhXibn57AN/7+EwCAiVMaX5WitpWz51Tmcvqh++Lyt/7lC3H5e1/3urjsrrosLheLSQnLg9+5Py5/9fOfi8tVkqSdPaP283uvuCIu++RlnJBCVDR2smSfOjerbfwEWRq/5MW3xeWeLpbd6DnXSQqUCpqsvMkH9fxprWuloMfz2BI5oxKo2Wm9xveQxMjoaD6KVerbxBPko3ssy8TZPrdAMRMM6fJ0VuXWA6O74/J1N6qMmtsaAPSTPKenS+35u3pVYhSISlTni5rmYnTv5XG55Km8+/gpjaUxsvkvUIqMEp1DH0n9Du3SfjSf0RiplXT9WlHjGQAaJNtpkDVxgyRJZZI3VWl5I6V9qS+RtbClqeh0PopVirdsJo3L90UW3iRDq5D0skxTLgJQWpO6a1kOSDrmgmRbaqTo+TNNFvmkduVYJ4fvROxuG9YPBse1zygWKbUFPd+mSCZXJtloIiULFbkO6XRyLIWnoLDsj3dQq+k1mKH0AUV6/l44Rn2rW3k7574KYLJp8WsBfCwqfwzAD61ppQxjk2LxZhhrg8WaYawdFm/GxaRT5hxtd84t/Ox8FsD2diuKyNtE5H4Rub9UKrVbzTCM9iwr3jjWCkWbnGwYz4Hn1LexiYBhGMvmOcXbzMzU2tTO2DB0nFudc86JSNvxbOfcRwB8BABGR4ddpR7JbMitLUtZtMtVleGAdus12IVEZS4pcgLxm4bVM74OZ54r6Xp9DZUejO5XqdBV11wXlx++7+tx+ckT5+Py7LQeu2+XZuz2s+oqUp/X4ciJ8XE9h1E97tA+lUxMzakkj93pAKBKTiRj51Tq43O2YxoiTdP1yJM7nvOa7MWMDcli8cax1p9Nuy/+1afD5XP6ouQFKsHJDWn7GJ/QNp5Nazt1r3plXF6QxALAxKS6SwHA+AV1q9u9bVtcfuCoOlI9/My/xOVXkytdb17b/ItvvUWPV9MHzkceiWXq2Eb7371zV1z2/YDWUSe5M6f1R5kiSeSapYET09rhnh8jN8g96gbZ1aXXbGqCZBEFlUVcQo6RxsZlJX3bcF+fm4/aT5lcD+vQNlUgadu2/tG4fNmeQ3F5RnSdvizFrZ90Yq0E2h8GVdX21Iv6+2m+Z4fua0DXuWzkqrg8tF/l4/tnNKanSSY6Pq7y27GxY1qHCY2RFMlu0j476+k5NOo1MMLaI9o+IRkCy+lZfq7LK5H8JwhMVreRWUm8XXP1dW73aDg1YXJO461SVRkmO5M66PNPhdwaq7XWjmzN8ZZJkUNdVmVvLKF1JA9naSiEHCFp2kRfTo9RL5O8r0FyNhpPqNZJ9geWubFDHcVRkxtrQjbIMUYzLQJaXk+441GsRjLWTgu3Thk5OiciOwEg+v/8EusbhvHcsXgzjLXBYs0w1g6LN2NV6JSXo88AuCMq3wHg0+tYF8PY7Fi8GcbaYLFmGGuHxZuxKqy5rE5E/hLA7QBGRGQMwC8DeD+Au0TkLQCOA/jx5e0MWBhxT5P7VK5Lhykz5LxWowSU6bQOa7JzXRDoOo0gOWw/vGt/XH75NerQk+1TGV/FVzncdbf9oFaVhhSPfFXdu9jxQ7LqOJdJq0wo62md+AsrV1Vi0D+ssoq+7Qfi8v7de8Fk6DrNF9RBqFRSedDxY0/oMWh5hkaoi8VQupd0KTE6jdWKN/F8pCMXK6+ubYgd2so03F+i4XiWyDxBcraxqo7xB00Jl7ucxt4czS08clwToo7NqmToFko0y9KEn3jTT8TlF934orj855/4RFzuJrloXx8lACSXn1e84uVxeXJCZasnTqjMb35epXBAMiF0d4/KD/l4LJ3YtUMlfZWyyiVuulmT0f7Rh34XRmeymn1bI2hgfi68P7PzVJXn2ZJ71C03qax6pqhx+O0HH43L83MqMfebZD4BSWbYcaurW6XeIyOaaHYnyU/TlGj23vvu1Z2K9g1ZctgaGd0Xlw9eemVcnjp9TDdNaftnCRM7YTWadDgsDeK44nJC/SOUsJNkhQsOW67DZD5GktWMN/GAbNQHscyNZl+gSs+GFXJhq9T1GS4hf6P20xxvmbw+M+a7tJwiR2BOHOsoiXK90VpW103q0zrts+roma9CDo00NuI48StNsWCXvVqDE60nZaeUpzkhYg0cy1tpLMZ5rTfoINb85cg594Y2H71iTStiGFsAizfDWBss1gxj7bB4My4mnSKrMwzDMAzDMAzDWFc6zq1uJfieh/58KFERGtfzKNmUIzkbJ8DySepDo+sJSU6pkkxwGtCKQ/26nlACueOn1E3OF12++9qb4/KTjx6Jyxcef1r3wwkhSZbk0/BlN0kYSiUdUp2/oC5B+X6V5z35SDKBpINej67uPH2gxxgdUPeuapfKm1LkYrJwXXkI1ti8BEEDs/ORxHJWpT3d5KooKZWkpfvU3U1Ex/sfO6wyn56yyuKuufGFieM9/YjGyAMPPByXJ8nFrd0vOyVKFAlKDLl/v8pi3/GOd8TlI0f0WDVyG2JZ3c7dmkzzwH498rXX3qDHapIHTE2qs9gZSgLLbj41ulfNkdvdHnK02769rRutsZlZuN9S31anvqCnW6V0/SMqczv8+FNxeY6kdPkMS8mT0dOgfrJCctcGSYbY7phl2Pv2qXS7VtNtq1Q+d0ad6NgNa9su7Wv2v+S743J6SuPl7JMPxWV2v3JNurfAJTRzLdfjLRIyHwrKeqNDdT7GRaMRBJgrhm06IMlXKqXytLrHkjfth2qN1m3SpzaYTiXjLccycmpu7I6XcL7jxKwUu3mSAI4MqATWIze8Is0OKdf0fiA0bYQeNyEkMRXRZ9IgaH7Way2rCxoq0QsCjkOW2PGztWvaW2dgI0eGYRiGYRiGYRiwlyPDMAzDMAzDMAwAG1xWJxCko/e7NA0jJlK+0XhhXdjphpw3yGEkcCojSCWSzwGuoJK52eP3x+X5Ob2Mp3pG4nKBrq5HUoWZhr6TVnx1pauTqwgPU3Kyv0ZNz2F2XmUOTx95MC4P7FRJU62adNBKp3WYuFHn86aVfL6WWldJDBmHyyuV5P6NzYkngq5s2C4a5AbZTwlUB0gi00VJWSfJSe7UNMlO51QWNEdJUgFg6pi6wKUpYdzwsMbXBO2LE+6VyNHLJ8lr1tO239urEoQbblBp3MyMOtExpRK1c4pT3n+GygBQmlfp0T//4z/F5csu10TRPklpT59XCezUlMb25ORkyzoZm5sFmViQkIVp+bobbozLVXKYK5PTYX+vuiSytKfZia1BTlTsXNfbr3GSSJDOsjxylhwdUUn3iRPqLLmQ6BEABofIiZWU3YWaxsvenSorLcxqLMwcezwuNyfWZGk9u4Nxmddp0D2DtfWpBSfbctKdy9i8NBoBpgvhcxZLwVIpbaDcXFiGylJXHm3gaRz5dPJRm6dNNOo0DYT2RY9niSTFQrK/OZKNk0kl6qJtvtrQ+wFL8tIp3ecsJWmenFIX4z17L9Xj+k2vC/JsaRywiFNky7U7Fxs5MgzDMAzDMAzDgL0cGYZhGIZhGIZhANjosjoRpHKhlCWTVckMD6OXyuRcRU5tQhK7Krvb8TBgPZkEtquu8pb8nCZ4fPSek3H5XKAJHoev0mR3ubS6zDlyyusfVSeq/iGVDM2VVRo0VVCHkfGZIi3X4dKBih5XfHUNc5J03KsHPBysy32PJYSU+KuiUgefk+Yt/E8SDGPz4uDgglBymu/bES8vOL2FXHj6eFzu79H2OFlQqdrjp3Sd4+Pn4/KJh9QxDgAu26FxceigJlwe3K0x+fkvfz4uc5yfP6/7nStoHF16ycG4zEmgG+Suk6X7CEuYKmWV2546pbE/MaFyhGpJ1wGA82d0vUpFP3uM3PGKRa1fmaQaJ07odcqSg6axdYhldbTMJ8nz1YcOxeWJcZVep0iyk8uQFC6l/WIQJO/bZMSFNOl5entUApdiCSi5z1Wpj9i1Q+Vwx59RWV2BJKbnzmtcpHN0YE/3n9unMZ8aUic+/4zus1FLyt48dqylE2IpHZc5uSw71mazYT2K88m+09i8ODjUI3lbuaLtSiixOUiqlogeajzcYriPSWeSkuuAk8UKi8xoykVN15kp6rNeqarLL8xrvzJb0uW1mq7fHOvxtlPaLz/8wLfjcm+Pyt137dE+0zW5OIrXWu6bdKJbDp0ZZzZyZBiGYRiGYRiGAXs5MgzDMAzDMAzDALDRZXW+j0xvOARYq+swYp1kMg2nZUeuOgG5f3R1qQwtk1U5UNAkq8uIunhMHFMp3emTWh6r6CX1+lQOs+/QC+JyqarDrT2jKssZ7ldnlNkpda4an1TJxNSMyocq7CRHw7ZdPeow1DyiyqrBAXYyoiHgdsOwAcl+FhxWfN+SwG4FGs5hOpLbdGc0pook+Tw/pe5xWXJYrJMz5HxN21CGZABFaPwCwGFyqxveuVPrkdV2SuoC9A0Ox+X+gUGtR15lQd3dGtssn2OqlIRvbk7PoUp1/cbXvhmXH330cFzOZJK30zpJGwYGVKrAzl07dqrDX4qsu/w0OWzBpKtbDc/zkO8K+49t2/R+PrpHpdqHrrwyLk9vU7n1rm0qSS1XVXZTImlnieScAFAs6vazBZXADQ1pLHGC5IkLKl19clLdKC/9EZXDXXftdXH5wYc1kWuxqJ3Q6TGVqg8MqtPd+SlynKT+6LIXqENfrqrxCQATBe0bayQNZIeuXF77SY9khr3UF1ajxLcypdfB2Nz4noe+yMG0UtVnslJF21TCMY6el8TTdtRumsGzEhZTm/bIyc6RdK9U1WOPXVDHxolZXV501B9S/VKB9j2urusfe/rJuPzAA+pwfNkVV8TlF1xzfVxuuNaJXgHAkzaec20c6trimv7vEGzkyDAMwzAMwzAMA/ZyZBiGYRiGYRiGAWCDy+q6uvtw3c2vAACMn1P3nGPHdOiwWFQpAJn4oFKh5TmV2PT3q8ylp1uH2gFg/szTcfnxse/E5RJdxga5kMxOqwwvSKs0It2vUp/GjMoTpmZ1fTevkoGZIskEadiVXUFyOZUM5fPkXOeSY6HsYpJKcdI8XYedfgJKSlYj95RM5BIoYu/XW4EGgFm3UNbYcZQYUvIqI/V7NHamx1VuVyQnoJ68tq2ZWlJWd25CZaUZKtdo7H3bDnXNe9GNN8Xl7dtVVsSyz3mKKV6ez1MmSsIn96zuvJ7Pgf0H4nK1ovUeHNTky0DSDYtjqkCypWpVr2WJHCq7fL2WLBk2tgbprIddB0O59/60SsEOHnpRXB4md9PREW3PM9tUwpnJqOwmT66HLB8Fkm6KE1MqlWUnLpYGXbJfHeSeOfpUXL7yigNx+btu+664/MKbb43Lc+yqRQkwPerbPErqzv3UUJ/21RkvKWFKb9OEla5Xpbj+kyrpy0yrXLdCCTTT5Cbbkwr75/FzrRNCG5sPz/OQy4X9QE+vts/5iso+ixQz0mDZpvYTaXoc4qTJXpMmjWV1FXJdbFD/ViQJ+lxZj1eo6b6qLG0LKCHsrD5XHj38QFx+8Dv36+rkUDy67WVa75z2hzV27mvSvXFSaY5E6tIS7pDtpmt0pledjRwZhmEYhmEYhmEAsJcjwzAMwzAMwzAMABtcVuf7afQN7AYAjIzqMPrAsMoNZqZV0lMnKV2VhvNzXSpDO3FSh92fPqnJ6gBgqEvlDZnR3XE5W9PLOBho3nQAACAASURBVEJjinv2ap127tb152bVGWhiSt2Anjyn8qH6nEpvzpOsrkDDuTWSPFQoSVitzA59yUHLVEplCSyJE0m1Xp4YStX9Vsrh9QtW6kxibEj8VBr920IZ2+ysyr8a5ApVoWH9oKxt3CcXtxTJfKrUnuqZ5O80+SGVqBXJMahE0oa92y+Jy3fddVdcvv9+lQ68/e1v1zrRsP7MjEpmWFKUIgcrlsJxolh2vcuRVGlujuRIAIql+ZafsdSgRpKKYoX1CFrX7u7Wsj9j8+KlHHp2hO0hR3KzwUFNylis6r230dB4K1FMdnXp/b43T/f4rmTX73sq+66Vte/JdakEfNdOldJdd0jrUblNJa3O0z6yWNP4SWV1P+PjGnvT1BdWyH6yWuOy1vMExVE2nTyH3h5NQHvVzdrfbr/8srj8nUe/EpdnJk/H5bl5vcdksmFMp55QF1pjc+Oci6WmnCyZn274mdGj5x6Pph54LDWj/oYldkDSybRYIvc5iumpeV2nQs6s9TZSV5/cmJ86ok50D97zNT2Hivbd2yjBa5rcW1nmx2pA1+Sa6vFcjKB1ouX2CZiJ2OGvs54lbeTIMAzDMAzDMAwD9nJkGIZhGIZhGIYBYIPL6gDAi4bknnjskXjZ+IXjcble0yHLfEalOpmMymGylNDristVqnP67LnEsc6eOhaXe3eqHO7AiO63WtehwR3bVVb3slteGJf9tMpyHntQnbVOPqpJ8J78jiaanKZkdzywWaEktafGzsTl7XtV/iB+cii0QYlcOfFrva7yBnYNYlcvHiaW5oxgxqbG81Po6g3b/FyBdC7kzghKtjhHSSV9Ws7D92yRmO5KSse2j2gszBZV5jMxqe5Bvb0qBXrgAXXkefjhh+Py/v374/KrXvWquHySEjf39WkSaE566ftaV06SeeLEibh89OjRuNwsO2CXrYT8gc6bZXlDo3ov6OnVe8TcnCYlNLYGgQPmIolNihKTZzPqmtiV1/s3K1L6e7TdkpIO9ZJK0pqTd3sk+9k1qv1ZmiSxUtft+cEhm6ME4uSANTuv7qvVAiVsrWk8B1WNq7kZkuuSjDVLyZHTGZXnVSvJJO2PPqmueT4llR4Z0DptH9X+vVolN1nRddLp8Bp7niU43yoEjQDFyEV0nhxIKyTjdhRkDXoW8tsMMfA6Ds1JYPXvckP7iQJJS2eLKveu0XMbbxvQc5jvtZYD8jmkMhpLey9RuWlPvzpcCsnJhadNNE2haNDzpwMlLW/zbNhueXy0DnuktJEjwzAMwzAMwzAMrMPLkYjsFZEvi8hhEXlURH42Wj4kIl8QkSej/weX2pdhGO2xWDOMtcPizTDWDos342KyHrK6OoCfc859W0R6AXxLRL4A4E4AX3TOvV9E3g3g3QDetdiOSqU5HD78bwCAGg3Pz06rHI5dQeYwFZcduWvUjqo7BytjcpTUEgC8QI9BI6Fo0DBkKq9uPTfeqknwMpTIr0j2O/svuyou33rzzXH53MtfEZc/+IHfjMsnntQEtx4lqZyd0rqdOTsRl/sGVYYAAB6NjBYKug2b2glly03RUG2WzqEeObe0S+xldASrFmspz0d/Vyi36Tmg0p7ZWXWeOvykJknOZFtL0uZLWmZnuPnZpNNbqaxy2GmS57B9TqlEzjujmry5r19lct/8pspTb7nllrh89qw6UX7pS1+Ky3v27KH1X6L77CPZAdWhh5Ld9verzA8AqiTpZXe8/n6VLY1u03rPkYyiwg59lBzW6GhWLd7qDR/Ts2E7Gd2h8uz+Pu1rzp54LC6zc9veXSqrZqu3qXF1Q22W1XG8ptP6Wb1BjqgkdePtUyRR99IkNwq0DW8bVGmgq+tyT1Tm092t+3n4QZXJBhR7OV/jZXA4mXR57KxKbp9+6vG4fJwkPzt26/a7dh6KyzPTKl0VhBK7lK/9ndGRrGK8NTAe3aOLZX0erJHzIzuIclLXfE7biU/LG3Vdv1BMJl1OegBr7BZIAjdX0nK52tqBOOAyPav1D2g7T+e1P9y1e29cvuLq6+NyV55cLcmhEuTQVyoln/XqDZb3oTXtJHZU9qPnZ+kwXd2ajxw55844574dlecAHAGwG8BrAXwsWu1jAH5oretmGJsJizXDWDss3gxj7bB4My4m6zrnSEQOAHghgHsAbHfOLbgKnAWwvc02bxOR+0Xk/vmmvCKGYbTm+cYaT+o0DGNxnne8lSutVjEMowXPN95mZ830xkiybm51ItID4G8AvMM5N5tIEOWcE5GWGaGccx8B8BEA2L1nlzt35hQAoETSnSpJ6TKUdDKTJbkAJbqqk2ylQTKEUlGlMAAQ+DxsqYlmB/tUMuCRw9XOvSqZqzvddm5enXu68zqE2dWjw587D6iTyBXXa5K9k0fVia9R1Q60SuXjJ1RW1ztPkkEAvVl9H+7t07rmemhomBKZNXg4l/bjRUOgnTUQarRiNWJteHDIZdOhBKZaYQdIcpJiF7Y8J0dVWVyDhunrVG40ku2U212VJHZdNORfq3HSVD2FOrnonDmriR6fekolqXy8o0dVDsh1nZ1QGS7LbTNUhxlO7ppKRkOdYjJPcZ5Ja9xxEthqjWL4uMb5+fNJ10yjs1mVeNs27CBhDOXS2tc8cVjlYn/4x38clwd6VNL5M//1v8TlqygB6vSUtmeOPSCZpJKTH3PdWULN6/QOqOxtmBwX+6iveeSIusl+6E/+LC7XanopXvPaH47Lu0b0fBq+3ktmKLl0Npv8bXf3bpUfnjiqksMSSXlnKOns5YeujcvzUyrjq0bPA84k4xuC1Yi3/Zdc7ibnQ7e6IGjtUsjuo9m0tr0MTUNgp7cGucoVysl4E+orOfl3mZIfV0i2xm51LOkTktWJ8LOdTrPavkOldDfepFM9tm/TRMmB6HEHu7Vu+ZT2VeNTycs4WdRt2AV5ealctd7p6Hmz0wyQ12XkSETSCBvzXzjn/jZafE5Edkaf7wRwfj3qZhibCYs1w1g7LN4MY+2weDMuFuvhVicA/gTAEefcb9NHnwFwR1S+A8Cn17puhrGZsFgzjLXD4s0w1g6LN+Nish6yutsAvBnAwyKyMJb9CwDeD+AuEXkLgOMAfnypHWUzOVyy9woAgJDz1cDQcFwen1SJ2VxBJTP1ukrvPOiQ5/Sk/sgwPUOyGgB1SoLVO6RSuu071OFqdl4lQOAErGR6whIGliqw3I6HhvceVGkEuxLNzao7T6Gm+8nXVUr4I69+feIcetN6rl/5st4zunpJYkeJKT2SLmR8kl5E9Wt2PTI6ilWLNRFBJhNKL2skyUmnta1ccRlJeEjDPUlxk6f2y/K8mUZyThO3K6Hg4YR7jYDls7r+wUs08evRp1Uy9/gTR+LybnL02r5jNC739qr73OQpSvb6hO7nRS97WVwuk3Suuy/pntWV0jicJEnT2JhK/Y5TQtlJuj9xgmZO+md0NKsWb74HdHdH0mWSm3zuc1+Ly8+MqeNid1bb16f/6fNxuf+Nmkx5Ykbb1zz1NUCTUxQ1N5bPcSJjlg/tpqThmYz2Iyzj++Qn/yIuP3JYJXa93Sqf+4e/vysu3/mTb43L5YZKUudnNd6mJsnFEsl7RnevunWVPL0X1dmVNVAp+WCfXqcTU6EkL3DUaRudyKrFm3MOtchdzqP27Pks/9K+i92HPW5TtM+AEqTzVA8AkIbua76osrpCSftElqrx8yDHJD9i8khHL7moDg5o2+4nCSw7VJLxcUK2x7LveiMZD0Gb/LDOray/WpAfdlovt+YvR865u9F+qsor2iw3DGOFWKwZxtph8WYYa4fFm3ExWVe3OsMwDMMwDMMwjE5h3dzqVoNqtYJTY6HcJd+jjj67yCXu+n3qSONo/LNYIonBnErpnnziwbg8U0hahecpCVitpJ8df+apuDwyuiMuD1FSyGMnVALHRkH5LCWapXFFIXlCQ1Rik8voV5btV2lfmpL17Tm4Ly7f+BJNLAsAxw6rK8/0tF6DQZIJZunY7IYS0BBrLh+6lLFDirF5EQG8KMlcmhwgeQi9Gyp/Yflnd04d7apkCc6JXstNsoNKReUzhYJKgHyKYZYtOAqe0VGVyZ07p9Kj06dUznb55VfE5cFBlR0cPHAwLo9BpXSlI+oSdu+998XlCxRDs5NJO1h2yTp3Th3nZmd1G5bl3XirJqnduUtdv5546jCMLYYToBbG2cxcIV584sxYXL7iKk1i6lMcPnX0mbj89LGTcbmnW91Q041k189xHHCyV5Krs7SH7/vFsq5/7rTG2Kmz2uafeEbrsW27ytAPXalx+MhD2vc+cvjhuHz1CzQu8ily8HLJvkfIUvJSiuN6Q2OMJUNkaolcRvvqVCoX7c/6tq3EQgi4hLkdO99ROTFjImi1OgLetkGNDUCdJOEcP4Wi9omcf9ajfo/7wISDsKd/9ZE8/NAhfR4eGtbn5Drp4hy5w05RH10lJ+dyLSl8qzmSflNN+F6yHIldXI8O09VZ9BuGYRiGYRiGYcBejgzDMAzDMAzDMABscFldKuVjaCgaDvd0+P/CWXWAKpd0WDCdU+kYRCVic9Mqh+ntVjePKy69PnG8DFl6ZEkqNDOn2w8M6rAlAl3fJ9cTr67jhymy30plyBkoreeTyqlcqW9YJUM9o5roq6eq53PllSop6OvX4VUAGCPZQ0BjwzlKTJnydbi0QkOsLKuoR04qrtPGQo2LhECi4XyPJDXsqganbdCndpGiBJWMo/ZUqpYTnxUKKiWam9VYYxkaxzZbep04oQlU0+QqdOGCOleeOa2Sn6lJTfacz+nyh8mh7tj58bgc1CkpKyXqO39WJXwA4MhVaMHpD2iSInbpPalCkorJC3oMH0nJobH5CRoOxdkwno6Nn4qXF0nmcsUlep+fJlfWs2Pa/506rZLxm29SN8k+7eYAJN3qhPqeNDla8TopcoarFrT/O3dSY+bkaY2HBv0Oy05f0+Sgd+lll1O9VT6Y71YXyOOn9Dyrz8rRqtKggGRLDZbfkjusox3kc9pX9/aE/a1JxrcaUfum5yJ2Cm3Q1IUqTbFIOCByk6Fn0mant2KJ+rG2OyC3Op5yQS6KvHaajtdDicoHD12p50BTNOZJSlch51gX0LwP6qsaTd4XDaqHc22s69pCMt5nLekMLPoNwzAMwzAMwzBgL0eGYRiGYRiGYRgA7OXIMAzDMAzDMAwDwAafc9RoNDA/F9r8ViqqRZ4ijbaQDrPh9HS9FNsNqsYyn+uj5botAHh5nR/gp0i7THMCuFwl62u2He4iHXeVtJ6lauts5HVSYw7uU132zAWdP1RP6XGvukYtXhvlpNaVM4z3dNNcJsqozFbjAb0/d+XY4jv6v20ONmOzsTDnLEWZwhP2vpRxvs52npTpu06NS2i+XS6l2wKA302/29D2Ddp+iub6DQ2pHff8vNrs12gu3oULU3H5c5/7F60facyffvpoXD5x8kxcLldJI50IENZdJydB+DTPyKc5Gmw1vnPnrricy6utf1e3btvfp8sfuO8IjK2AAEE4P6BYVEt4n+aDztJ8nR07dsblwpy2/0cfeywuB0j2Z4xH7ZPn6aWoDfOkAL4HZMhCuDSvMXbyjM53SlN6iIOXXBqXu6nNz83q3L+TJ3XeYE+v9skV6s9OnNb4BJLz+vI53e/4hNaj0dDYHR0ajsu5rE7C8r2wn+d7m7HJEYHvh22aLbGTU2loznVA/ZNPj9G0vFbTttpoNNlgUyxyX8lzZ1M0908o+ITasOfzPEA6AM0H4mfgcoWeT2muU4Ns8R3VzbE1edNcIv6Mn1dXHDWdNtkowkaODMMwDMMwDMMwYC9HhmEYhmEYhmEYADa4rM65AOVKKCEoFtXi1Ce5Dlsxikd2ujSWVyMb4RlPLXuzGbIpBlAk6YFzuq9iRW2Hs6LLsyBZDVkojp/XYf4c2XTv2KY24LMlrdN8QWUSfr9KDLpJOtBDkr+BUZXq1CsqyQCAKg2rcgbnmXldr0a2k7k8SaXoXdqPhn+XkwHZ2Pg4ODSa7EgBwKNY80hq45HEjH+BqZFsoEryNLbbBQChdtXXrVbg+bzaerssxSeN5ZfoXlAgSdL8nJZZYsfSUL4v5DIqNW2QrK5BdUuTBXDKS/7W5AtJj0jyM0Rynl7KZM7r8J5SfmsrdGPz4gKgHrW5FKVZ2Lf/QFzO0v0/w5bb1E89fPihuHz6nMrNU+lk35am2GVLYG7TbNufIhlshlJkpEjbc4xkqXWSxhYoPg8eVDvyCxcuxOVxsiZ/+umn4vLw6O64PNhPqTkA9PaqtLa3R/tJltiVy3oPGBlWi/Acyf68OGWHyeq2CgIP6VTYBjxf+6J6nezhqYuqsVTcI9k32WCzki5oekyqVGu6Pe0rAE/90HjLpCktDEn36iyxo06jp0efK/M0HaIyrc+q9YpOsSCH+8RUCq62kyZZnXuWl/6mwkaODMMwDMMwDMMwYC9HhmEYhmEYhmEYADa4rC4IAhQXssqTdUahoJK07m5ymCO5QJ5kaBNlHeKcm5+My9WkgRb6ewfjMjuXsKvN6IhK43Ik+ynMqrPQPd/8Wlw+eHB/XL76qkvicrqk+wyqKoVj6VK9rMv3bdsRly8/uDcupxpJh6LhIXXl+dpXVWZx4cK5uDw0oHKDbaMqVRjoayFDMFnd1sCphLKVvA4APE/brJdmRzuStlJ7SdH6iTTjAKrU5gMavmfXt35yWJydVelpmWQ79YrGNu9ngNo4u8dNT6sDXqmodfDJ3TIgvUQQtK4bkEx2znKL8xfOxuVKVWU+fX16PlmSSWVIVmVsEQSxJSi7x3WRxLRSVVlMifqC8Untw2ok38kVdf18PtlWWQ43R1LUY8eeicvs9NZF/ecLXnCj7rdL5Tx+ViWw6YzGJLvPnTmrsbBzl8rBT51St7pTp9WVtVjSeMvkktLAOXLv89hBDK1lT3SLQg+5RnasfZZx0XDOoVwN+7WBfm23EHo2LOtz5SzFW5Xd3XinosubZXXch3rsiigk4yNZp8dudRS6aYrb3m6td75LyzVyTW7weIiwfI7cl+nZlh3pnvWsxyZ7vFxar9Mk0qPVOzPebOTIMAzDMAzDMAwD9nJkGIZhGIZhGIYBYKPL6hxQqYRDcuxilc2Q9KxGY3yU3AsZfS/cs3NfXJ6eUQlDAJUhAECDk1w2aOiR5Hq79+u+ct3qkjMzpbK1qUmVs+3do7K1XFb3mSHJ0eykSn2OP/241q+uQ74vuVYTvw6RtOGZ4ypJAICTp07E5XMX1DWvh4Zheyk5bKWscogSuafUI9e7RrC5HUuMZ8MyUpaV1SjxHDvnCA39J+QBnEivyRiKJXCcOLZa0zbP4cxyvQatE1C5XFKnHnaArDdUIsHOdYXifFyu0TpcH4+S5+Wa3C0zWb0P5UgClKH7k6NrVm+obINyTCfcx4ytR6PBkhdOUKnLyyW9T7Psc88e7Y9279pL6yTv2+zSWCTntlRO+615kpzme7Q91ygeApLkZbPa/+XIMa5KfUrK037n7IQ6xcZyeQC7dqpDXb6LnRuTcpzjlDh2jhJBs6yXJYqjI9v0HChhZx1h2ZxYtw61RoDzU2Hb5fszu7HOUkLx2QrJ31ziZk3l1sldAcDzEhlbW69G+63WydGO+pw+6ldypBMtlLS/miaX1kKNJOHc6SaKicy3LWoZrccL2iRMdm3kc37iGMGzj9sB2MiRYRiGYRiGYRgG7OXIMAzDMAzDMAwDwAaX1QHqplEjJ51ukoWx69UUJZYLoOsXK5ysUSUFrtH07uhUoiOU+CudUWnA6TMqYzt/QWUCjzzyjbjc36dDoZceUKlDjmRr01NjcXly4mRcrlVU5rB9RJNJzs1owr1777s3Lo+dVzcgALgwcSwu3/Si6+PyjhF14svnVHrQ3auuRDNTM3G5EEmUApPVbRmW/K5pCD5otueJ8MltkTPPNQ/K87FY3pJOSF3IzYecFOfmyLmOkimzO56QrKFUUPkc1y9LbpP5PN0XEudJyW6bksCyTIATSnfRvnooCWx3D0mD2a0u02SbaWx6XOBQjZzmWMbZIHlNYV5lorPkhtrXo7GQIRnZzIy62DXL6rgdc0Lm0SF1X+VkzCmKk/FxTd7ajhrJW8eOqwNef7/WdXxC+2dWKhVJqsf9uTRJedIJ+S5BlluD/eQ4S/eoqWnt2/xoP42G9W1bhSBwmI9ci89dUPloV48+/1RJBl4LWju2CrhPo/5J2vcNicbeTqHHicpZQk5TK4okJa3QtI8iObbW6Jm2XetOykldy2LLv1vsOU2yRN8juSJtvDA9pNNSLtvIkWEYhmEYhmEYBtbh5UhEciJyr4g8KCKPisivRMsPisg9IvKUiPyViNjPpYbxPLBYM4y1w+LNMNYOizfjYrIesroKgJc75+ZFJA3gbhH5ZwD/HcDvOOc+KSIfBvAWAH+42I58T9ATSVSy5IbDw33plL7/dVOSLB76q9ZUelOvV2md5Lihl9KBv3RaZTJDwyo9OHGC3ODOq9RNPEr22Kt1PXbsibhcI3O8p598Oi73ZrROt79EE+75JBMqz6sk4Vv3flF3lEq+/155iTr/pMj1JKjTMDFtkvJJDtTNEqCwzPIKo+NYtVhzcLH0huUsCSkZ6QAaDR3KZ3hb4W2bHNk4vhLbJBLj6fYpki1kB3Tb/h5NOLmN6tQg6QBLdVjCVK/zOehxOWEm17MZdsbqIXnGJCXp5ETRnkcJq/3lHcPoKFYx3lTewjHGcsvREU1ePDykEmtuOyyR4f00S9KSLnjt9DIs7WHZK61Bu20nS+NtKxWNvb6+PlqH96N9E9eb9wMAg0Pq/Lp37176hGOXk1Pz1ryvhevUWe5ZxrNYtXgDBE7CtjFfoT7AI0kau6tS4lduRiwX4+SufpNmzJPWcuxMmp3yKIlsO0k7La9UyXHRtY71dn1pMqOr13r5sw/eci2fJOtd1L9lUvx8oHUtLUgU2zjerRdrPnLkQhZE/unonwPwcgCfipZ/DMAPrXXdDGMzYbFmGGuHxZthrB0Wb8bFZF3mHImILyIPADgP4AsAngYw7ZxbeGUfA7C7zbZvE5H7ReT+QqHUahXDMCJWK9YqlUqrVQzDIFYv3sqtVjEMg1iteCsVZlutYmxh1kUT5cLMhzeIyACAvwNw1Qq2/QiAjwDAnj073ULCV04sVyJ3G04+19unspXZWXWnSSSZrFICySZHEh62z9BwYZqGQnlos1zUOuXzOvBYK2vHV5rXoDxx7Km4XJxTByC/oa5EtZLuJ9OtMoSeXpVbzFf0/H2XlOTkKNkrAhq2pVPNkmPf7Jw6t2Sz6gK4oE5odugyOovVirXhwSHnoiF812aYPpnMrk1SuDZJ5ZrX53bFUhh2/Qk8jluV5/i0ryw5vXWRco8MrBJ1KpY0dkqcWJPkC2lyleS6+amkNJD3mye3uqEBjdsayXjPnlVnyZ4elbCyo5fR2axavA2NuFYuhZ7XWlYmifbMW8gyysmNWvtBJhFv6bhPllvXr60zVvJobdZJ1i5InENrmaBLuGi2lh4t3Ht8S77c8axWvG3bc5lbaDO1OrnBFUlyzWMJCemZxqHP0zjyGr/SJAF11J8kk4Xr8yo7PFbpGZX7nC6S2WYpee3krD4zsjMlu8jy023yKY7jpbVrbHKt5L2Ibw1pujYpiteETLBDky2v65Otc24awJcBvATAgIgsfLt7AJxat4oZxibDYs0w1g6LN8NYOyzejNVmPdzqRqO3fIhIHsArARxB2LB/NFrtDgCfXuu6GcZmwmLNMNYOizfDWDss3oyLibR3prlIBxS5DuEkOR/hy9ldzrn3isglAD4JYAjAdwC8yTm36ESHm266yd1///0Xu8rGIojIt5xzN613PYxnY7G2+bB461ws3jYXFmudjcXb5qLT4m3NX45WExG5AKAAYHy967LGjKBzznm/c2506dWMjUwUa8fRWW1vreikc7Z42wJY39YRWKxtESzeOoKOircN/XIEACJyfye9ba4FW/Gcjc5gK7a9rXjOxvqzFdvdVjxnozPYim1vK57zcjGrMcMwDMMwDMMwDNjLkWEYhmEYhmEYBoDN8XL0kfWuwDqwFc/Z6Ay2YtvbiudsrD9bsd1txXM2OoOt2Pa24jkviw0/58gwDMMwDMMwDGM12AwjR4ZhGIZhGIZhGM+bDf1yJCLfLyKPi8hTIvLu9a7PaiMie0XkyyJyWEQeFZGfjZYPicgXROTJ6P/B9a6rsbnZ7LEGWLwZnYPFm8WbsXZs9nizWFs5G1ZWJyI+gCcQZkUeA3AfgDc45w6va8VWERHZCWCnc+7bItIL4FsAfgjAnQAmnXPvjwJ50Dn3rnWsqrGJ2QqxBli8GZ2BxZvFm7F2bIV4s1hbORt55OgWAE85544656oIMyK/dp3rtKo45844574dlecAHAGwG+F5fixa7WMIG7lhXCw2fawBFm9Gx2DxZvFmrB2bPt4s1lbORn452g3gJP09Fi3blIjIAQAvBHAPgO3OuTPRR2cBbF+nahlbgy0Va4DFm7GuWLxZvBlrx5aKN4u15bGRX462DCLSA+BvALzDOTfLn7lQF7kxtZGG0YFYvBnG2mHxZhhrg8Xa8tnIL0enAOylv/dEyzYVIpJG2Jj/wjn3t9Hic5GGdEFLen696mdsCbZErAEWb0ZHYPFm8WasHVsi3izWVsZGfjm6D8DlInJQRDIAXg/gM+tcp1VFRATAnwA44pz7bfroMwDuiMp3APj0WtfN2FJs+lgDLN6MjsHizeLNWDs2fbxZrK2cDetWBwAi8gMAfheAD+BPnXPvW+cqrSoi8lIAXwPwMIAgWvwLCLWidwHYB+A4gB93zk2uSyWNLcFmjzXA4s3oHCzeLN6MtWOzx5vF2srZ0C9HhmEYhmEYhmEYq8VGltUZhmEYhmEYhmGsGvZyZBiGYRiGHfclGwAAIABJREFUYRiGAXs5MgzDMAzDMAzDAGAvR4ZhGIZhGIZhGADs5cgwDMMwDMMwDAOAvRwZhmEYhmEYhmEAsJcjwzAMwzAMwzAMAPZyZBiGYRiGYRiGAcBejgzDMAzDMAzDMADYy5FhGIZhGIZhGAYAezkyDMMwDMMwDMMAYC9HhmEYhmEYhmEYAC7iy5GIfEVEfmqtt90oiMjtIjJGfz8qIrc/h/28TEQeX9XKLe+4vyAif/w8tn+PiPz5atbJWByLycXZ6DH5fBGRAyLiRCS13nV5PqxXO3+u7YW2PyYi3/tct98IiMhHReTXovJzjhMR+bCI/NLq1m7j0nzvavF5fL2WWnezYP3d4mzE/m4tv5clX442yw1bRO4UkbtXuI0TkYKIzIvIKRH5bRHxL0b9nHPXOOe+ssw6XUbbfc05d+XFqNNiOOd+3Tm3qW8enYrF5NaNyeZjbWY2WjtfbnvpZKKYbETxNSsiD4jID16MYy03TlrdJ5xzP+2c+9WLUa/nSie/dHTi9VouG+0+0A7r7zYWJqtbmuudcz0AXgHgjQDe2rzCRv+ldbWx62FcZCwm27BVz7vT2WDfyzei+BoA8CcA7hKRweaVNtg5GcZGxfq7deA5vxyJyKCIfFZELojIVFTe07TapSJyb/QL1KdFZIi2f7GIfF1EpkXkwZUM54nIW0XkiIjMichhEXlRtPzdIvI0Lf/haPkhAB8G8JLoDXx6pefrnHsMwNcAvCDa5zEReZeIPASgICIpEdklIn8TXZNnRORnqM75SFIwJSKHAdzcdE7xryMi4ksoW1s4l2+JyF4R+Wq0+oPRebyuxdDooWjocToaJv0/6LOPisgfiMg/Rvu9R0QuXeQ6/56InIy+v2+JyMvos1gWJyrHeYuInADwJVr2NhE5LSJnROSdixzrr0XkrIjMiMhXReSa5dZbRK4SkS+IyKSIPC4iP97uOJsZi8nNHZOLHSs677MA/kxa/EIp9GtfdN4fEJHjUbzdLSL5Fsf7P6Nr8IJlfiVrwnq1cxG5VES+JCITIjIuIn8hIgP0ObeX94jIp0Tkz0VkFv9/e28eZUd2lfl+O+58c56UmpWaSlWquUpV5SpsbGzKLtu47WcDbWigDLzm0b26GRo3uL2ANjS85e5F0/R68KAN9rNxg40Bg42Nx/LsGqWapVJJKk2pMec5b94hzvsjIuPbcXWvMqWSMm9m7t9atWorbgwnbp4dJ+KeL74NvE8t+5vwb/20iNxe51j3ishjYRvPi8gfi0hafe5E5BdF5Gi4zp+IiKjPfy7Mx1ER+YqIbFvUl6twzvkAPgYgh+D7vKSvhcf6EQlmmMbC7/U21Y47w/OcFJG/AZBVn1XnyRYR+Wz4dx0Oz7nmdUKUPC/8978WkWMSjAGfF5GNi/2uqr73hf7GsV/N59shIk0AvgRgY9jOKQmuPRkR+SMJxsBzYZzR5y8ivy4iA+Hf+V0i8jYRORKeywfVseruS63zwbDdJ0XkX1W3s845171GNjJi492qHu/C9R8UkcMSjFN/DEBf4zwR+U0JxrEBEflLEWlTn/9M+NmwiPyWXOkMpHPusv8BOAngh2ss7wLwHgB5AC0A/hbAP6rPvwXgLII/ZBOAvwfwv8PPNgEYBvA2BA9oD4b/7lHb/p9hvBXAGICt4b9/LNzvPeEXtQvANvXZxnCf/xLANIAN4WfvA/C9hc636hwdgF1hvBfABQA/r76XZwFsQTB4eAAOAPhtAGkAOwAcB/CWcP0PI+jYneE2LwI4U+t7BvAfAbwAYE94jrcD6KpuU/jvN8zvB0AKwDEAHwzb8EYAkwD2hJ9/PPye7wWQBPBXAD6t9vUFAB9Q//6p8O+cBPBr4flnw88+pP6efWG7/jL8W+fUsk+Fy24FMKjOMdo+/PfPIehHGQB/BOBZ9Vnddof77gfws+FndwIYArD3Sv7WK+k/WE6u5ZysdawygP+KIHdytb7Xqu/tT8K/5yYACQAPhNv2heslEeTTMX0s6+fYFa6fAdAD4DsA/qhOf/kQgBKAd4XHyallPxr2i/cDOAEgVWP7uwG8Jvxb9AF4CcCvVP09v4BgdmcrgmvrQ+Fn7wz/djeF2/8mgEcX+Z1HfSfc9pcR9Ne2On3tTgADAO4L+9LD4XlkEPT3UwB+NTzfHw3P//dq5EkCwHMA/kf4N8sCeG296wSCvJnfzxsRXPPvCo/7/wD4ziK/qyv9G1fnn25HdD7q898F8DiAdeH+HgXwX6py97fD7+dfh237awT9+mYAswC2X8G+/jBs++sRXGv3XK6dWOAa2Qj/ofGuAzbeLcF4B6A73Hb+evmrCPr4/N/l58Jj7QDQDOCzAD6pvqspAK8N2/EHCK49l/Sjut/91XbMGuvdAWC0qmN+WP17L4Aigovgb8yfhPr8KwAeru6YNY7zFQC/vMiO9SyAd77KjjkBYBTAKwB+D4CnvpefU+veB+B01fb/CcD/F8bHEV6Qw3//wmU65svz7b5cstTomK9DkDye+vxTAD6kOuZfqM/eBuDwFXwfowimeIHaD0c71Lrzy25Uy/4bgI9Wb1/jOO3htm0LtRvBBei7Vdv/LwD/+Ur+1ivpP8vJtZuTdY5VRPijRb3vdX47BAPoLMI8rlqnL1zv/QAOAdhs/fyyx30XgGfq9JcPQd2gq2WPq397AM4DeN1C5wvgVwD8Q9Xf87Xq358Bbyq+hPAGSh1nBuEN3ALn9D4ENyBjCB44HlfnVKuv/SnCG3S17GUEN+c/COAcAFGfPYraN+n3I3gwSNZp0+Uejj4K4L+pz5oR3Aj1LfRdXcXfuDr/dDui81GfvwLgberfbwFwUq0/CyAR/rsl3P99av0DAN61yH2VATRVnedvXa6dWOAa2Qj/ocGuA7DxbknGOwA/g/j1UgCcAR+OHgHwb9XnexDkfRLBA+Kn1Gf58G+/6Iejq9Ypikgewa88DwGY1yO3iEjCOVcJ/92vNjmF4OmvG8A2AD8mIu9Qn6cAfHMRh96CoJPUatPPAPgPCAZ5ILhIdi9in5fjLufcsTqf6fPbhmBKXU+XJhA8qQPBrwnV30c96p7jAmwE0O8COYQ+zib17wsqnkHwHdVEAhncz4f7dQBacfnvs3+BZacQzCBVHycB4PcR/OrSA2C+/d0Axhdo9zYA91V970kAn7xMO1cllpMAVnlO1mHQOVdY5LrdCH6Vv9y5/EcAv+uca8iXy5ern4tIL4D/ieAGoAXBQ8foZTa57PXQOeeHcpSN1SuJyA0IZgH2IRjYkwhulDWXuyb+TxH573qXCPrc5fr4PI87515b57PqvrYNwMMi8u/VsjQ4Zpx14d1JSL3jbwFwyjlXXkT7qtkI4On5fzjnpkRkGMH5ngwXLyrHruJvvJi26XM+hfjfe1j12dnw/xfV57OqrQvta9Q5N32Zz2ux0DWyYbHxDsDqHu9i7XXOORHpr/q8Oh+SAHprbDsTXhMWzasxZPg1BE9q9znnWhH8SgQoTSCCL3ierQie6oYQNPqTzrl29V+Tc+7DizhuP4BLNIoSaKr/HMC/QzD9145g2nC+Pa56m2uA3mc/gBNV59TinHtb+Pl5XPp91KPmOS6CcwC2iIj+u25FMAV8RUjwftGvA/hxAB3h9zmO+N+3mlrfcfU5n6uxzk8ikIL8MAL5Rt98MxbR1H4A36763pudc/9mEduuNiwnV3FOXobq73EawQ01AEBE1qvPhgAUcPlzeTOA3xSR91yzFl5blquf/98Ivutbw+P+FF7F9TDsE5tR+5r4pwAOA9gdHuuDCxxL0w/g/6o6x5xz7tFFbn85qs+pH8DvVx0r75z7FIL82iQSe7+nXo71A9gqtV8sX+g6cQ7BjSEAQIL3f7pwdTm20N94Biq3AOjcqtXOWNtQfwxcDAvtqyM89ys51kLXyEbGxrvVPd7F2hteR3T7a+VDGcGPC+cRXFvnt80huCYsmsU+HKVEJKv+SyL4VWUWwFj4ktt/rrHdT4nI3vAJ/3cB/F34RP+/AbxDRN4SvviVDV/qqn6ZrhZ/AeD9InK3BOwKO2UTgo4yCAAi8rMIX1wLuQhgs8Rfan2fiJxc5HewEE8CmAxfkMuF53WLiMy/9PYZAP9JgpcINwP49/V3hb8A8F9EZHd4jreJyPwf9iICjWUtnkBw8f51EUlJ8ILhOwB8+irOpwVBRxsEkBSR30Ywc3Sl/JaI5CUwWPhZAH9T51hzCLSoeQQD1GL5AoAbROSnw3NOicg9ErwAuZqxnFyY1ZaTCx1rnucA3Cwid4hIFoGcC0DsJfs/lODl3YSI3C/xF7sPIvg19k9EvUy7TDRSP29BoGMfF5FNCGbYrpS7ReTd4Xn8CoLr3uN1jjUBYEpEbgRwJT/2/BmCfn0zAIhIm4j82PyHErws/aGraHst/hzAL4rIfWFeNInI20WkBcBjCMaQXwr7/rsRvGtQiycR3NB8ONxHVkR+IPzskutEFZ8C8LNhf88gGD+ecM6dvIrzWehv/CyAnwz7zkMI5IPzXATQJeql8LBtvykiPSLSjUDuc7X1/Razr98RkbQEP27+CIL3cC7HQtfIRqGRrgM23i3NePdFBOPY/PXylxD/MeJTAH5VRLaLSDOCvP+bcPb57xD8fR8Iv+8PYfE/LgFY/MPRPyPohPP/fQjBS/M5UJf85RrbfRKBxvACAinHLwGAc64fwUzBBxF0pH4EF6FL2iMiWyVwxdgabvu3CCRYf43gZa1/BNDpnDsE4L8juCBfRCDf+r7a1TcQDPoXRGQoXLalap2rJky4H0Ggez2B4Hv5CwQzIQDwOwim/U4A+CouL/v6QwQd+asIBsiPIviugeC7/4QETiAxVzbnXBFBR3xrePz/F8DPuMDlZEFE5EtCd5yvIPibHgnbXUBtmchCfBvBS3OPAPgD59xXa6zzl+ExziJ416HWzUJNnHOTCH7pfi+CXxIugC8Mr2YsJxdgFebkZY+ljnkEwY3A1wEcBVBdW+P9CF62fQrACIJ88ar28RyC7+7PReSti2nrdaJh+jmC/nIXghn0LyJ4AfhK+RyC9yRHAfw0gHc750o11ns/ghn1SQQPILV+VKqJc+4fEPxNPy2BU96LCPrfPNcyx/YjMBL4YwTndAzBuxXzff/d4b9HEJx3ze8szNV3IHgv7jSCdwv+ZfhxreuE3vbrAH4LwQv35xH84v3exbT/Kv7Gvxy2cwzAv0JwrZtvx2EEN2zHw/zciOAdkf0AnkeQc0+Hy66GhfZ1AcHf4ByCF91/caHrzCKukY1Cw1wHbLxbmvHOOTeE4FWLDyP44Xw34t/Vx8Jz+E54TgWED3zOuYNh/GkE14QpBMYxc4tpBxC+KLlWEZGvInix7qXlbstqQ0T6QCemq9GRG2sQy0ljtRLO1uxyzv3UMrZhM4DPOOceWK42GIYRYOPd0hDOLI0hkCmfWMw2a7pwlHPuzcvdBsMwiOWkYVw/XGCyYQ9GhtEA2Hh3/ZDAbOMRBHK6P0Aw23pysdu/GkMGwzAMwzAMwzCMRuKdCCSm5xBI8t7rrkAqt6ZldYZhGIZhGIZhGPM01MyRiDwkIi+LyDER+cByt8cwVjOWb4axNFiuGcbSYflmvFoaZuZIgkKgRwA8iMCp5ikAPxE6gNQknU67fD4w0MhksvxAndLcHM0pcrlcFItHV7/p6Rm1DksYeBJ/dizMsfZdc57H86J6Y4Bf4vFEl3dQcSKZYpxiXC4Wa24b248imaazqV9hG5yOq/6+pTK9EbxEQrWJr5+V1HeWTHB5/NsI9jswNoGJ6Zkrskg0lp8rzbfu7m7X19e3dA28zugadYUC83p8fDKK51Q+Njcz3/W1Y66gjMZcPA102ra20gU/n+c1pt7Vt15CHThwYMg511PnY6MBuZqxTedb/SGafbhcYj/U/TOhrt+xDnnJPqVGFF+tXp+Md/sru59Y1MBRN0mu3bCjx8n58fbkyZMYGhqysW2FcTX5lkolXCaTmt/BwsdQcSxH6m4ql/1nzQ8W0fPq5uTCm9bdIKfupfNZ3jPPzs7qLVAoqlrQ6sRdnaPLAo2anZ1DsVhumHxrJEOGewEcc84dBwAR+TQCzWDdDp3P5/CDrw0Kee/YsTta7qur9fFXWFj4lltvjuJUmh3gwFMsPH7rbXdEcTqta70BR47QjfCBe2hf3zLHAtqT547yGFn1AJXkg0xzJ+9tOjfQVn+w/2QUJ9X6yRT/THrg697E+leFCbZhbmI8iosl3uABwODISBTnm1qiuK2H9vHnTvAceprZ1kxCJYAfDMa//mefgLEiuaJ86+vrw/79+wEAvu/XWqXh0TdApTLz4mWV11/68jei+Pjx01H8wA/y2pHJ82eCo0fO8wCleBmWrLrMv/khvnd72+23R7Ff5/ZT/xDhefyXiFyuqrnRmFzx2KbzrVzkj136bqji2IeHB1jrM6V+NGvr7FbbchxxVQ/yicU8HNV5Unp1D0eL+HlgiR+OkuEPhfv27btm+zeWlCvOt0wmhVvvCO6nqq63NdeP/c4Q+yFbr6Su4l58P/o+Th8POq73A3ksrN2+2I/iKo6P3Gr/ZX5y6y6WiLzzRo57z7/wQmzrw6df4SHUvWF8TON+Pd/VjOeb99jji3L7XjIaSVa3CfE6OmfCZTFE5BdEZL+I7C8Wi9UfG4axOBbMN51rg4ODS9o4w1hFXPHYZvlmGFfNFedbqVyp/thY4zTSzNGicM59BMBHAKC7q9N1tAazH4UZSuMuDrBO3PjIcBSXi5QeNDdT5tLWynpnpSIlZVOT07Fjl8vcfqLAJ9/Wrr4ozpSUxK4wwY2pYINL8Je9is/nU0+U3M7jOqJ/gVAP5RWfO3VO/9rBP2smFX/+9Twln1PyO1//SqF+1dCzBFoO6IVyjXq/XBgrH51r+/bti3pe7JeuhoR9Vk/xeyoJJ8d4vSiMjUXx+XMsgfCdZ1hvLtMVhSjPUk4wMczrhSvGf+JOCduxZeuWKL7l1lvZJiVnXYyEyVi91Ms3p67hKXWdHu2/GMVf+du/iuJ0joqFt7zzPVHcvZF90FX1sPh1vF4ca2sUV66w5+pjSR1NUuyH9nq6wus0c2SsDXS+NTdnnVq+iG3VP1Qnjm2pO3fVTC18dY/lcZyQ2KyVjvV+F37lYlHU2TaTyURx7DWTqnFff0+xiSp13rH8drW/p2g/DZaDjXSXcxZBteB5NofLDMO49li+GcbSYLlmGEuH5Zvxqmmkh6OnAOwWke0ikgbwXgCfX+Y2GcZqxfLNMJYGyzXDWDos34xXTcPI6pxzZRH5dwC+gkCE9jHn3MHLbZNIJNHV3gEAGFEuU0MDlBtUlDtbKqnc2dRjYXdXRxQXZqei2EtQRgYAPV2dUdze2hzFJfWM2bxhVxRPKXOGSoHSHV/J81Ap1oxFt1X9mfyK3paSnoSav6yoc6tU4q/g5dPKHc9TWj8lxUso6V25wu9PnHrh/BpKGoyl52rybaXgtKxOyUKnZ+i28/TT+6P4zBm+CJrIUjJ39700XWluao/isSlea1qbeB2YmKPZCQD09PJl+LgEQckO6pyDZdfq4dXmmnO85g9d5Nj27X/i/d4L3/oWN9BuisMcd26/7/4ozrZQVg4gNiAmlBkQlNtdZxfNeXo2bIjipBcfJxekjgpPj1WV2kavMSxHjFpcVb4JJWqLkapJzJ0tvp+abbq0kVHoV9R4oIwKRPR7ULVNHzypbR4Ra59uUx2ziYRyLs4qIzEtsatORF8bLOgbatQe62LfQYNJ6GrRMA9HAOCc+2cA/7zc7TCMtYDlm2EsDZZrhrF0WL4Zr5ZGktUZhmEYhmEYhmEsGw01c3SlJDwPrS2hW51yoiup2j66iKmeIkwndXE8TvGVfcrIOloppQGAXJ4SGl00dWySMptUF6U0+Q5KDyYu0B3LV197Wc15VtRUY1m7fyi5gVOSPL+OW0glVnA2XntFO9FpVxFI7do12tXI1571rlxrdcNYMuq5CukyTJPjdJx84sAzUfydx74Vxb19zJHte5m/G8e5vDhD154zw3TAnJliXu/Z01fVEMr4mpq4fUoVfq5X58ic64x5XnmR/fYf/5J15U6/QKVQosB+2NvbG8VHDzwdxd//6tejWNclAYCULnKs+mdB1Vja2rczih98+zui+OY7WQ9IF6OdnmbujY+z9l5C/SbbpcbL9ZtZ809S2lWV2aDlP5YXxrVDgPA1g/qCLy0R0xK22lvEiqFecntVbxt9v1XVvuh4arfaGU67PWr5nK6ppNuq3IpTiaYobmuhNWtR5fNMkdcYACh73F67S+r7UlHF1vUJSY2xu9GEdjZzZBiGYRiGYRiGAXs4MgzDMAzDMAzDALDCZXVewkO+OZgO7FDOGc1NnCLU03fZDGUyvp7uc5weTKipyVRKubkB8Dzuq6iKxRaLlPGVlDte58atUTw3y4KwoiVswmOUVWEwKXH/vrKf87T1iJbkKWMTpx1PquQTnnKo87WTndYiQU/DqsXu0rDRpkKNtYkuVqylbocOHYnicwMDUbxhNyU8czmWwCiPj0bxTRtui+KhAUpyv3WaMqfpAqVD27atj7WpqIpAr1fuXhqtLjADSGMe53yUi0HfOv70U9HyiVOvRHFrlsP3qQmOFyNnz0XxTbt3RHE3ODadPH4sdrzWMmV1JTV+uAT7/amDlI//r5cORfGm7bujuKIGoukp5sbwCJ0cO1ooT9+0kXlxw213RPG+178xivv23MSGWo4Y1wORmEMwFyupcx3HUdSTkaH2tpcc4zJtirZXi2O7qlN8VX8g9TaIuc3x3DvbKXUtzlFWVyjSyTXYXL3u4Wqfa9zDro6UsEGd62zmyDAMwzAMwzAMA/ZwZBiGYRiGYRiGAWCFy+qCqdDgFJpUUbu+HZQSnD5+Ioqdzyn/XJZT+3qesqQkcn4l7sh28gQlDdu2b4/ifI7H1oXs8u10/ejcQunB9OBJHrqkXOxKLEBbVjK5ZJLSBj19WS7TDatUooShNKdcRZLxP3G8AGWdKWPUidWx6UjSmFOixspGOyPqoq5aSqrlCKUic/XoGbp4nZpknO+lY9zsGPvtd75GmdwPKGlP3x4WdP7uN78cxYdffiGK2zpYQPr8OcqZAGCnku7t3MV91ZMdaEw9tLYpl4oYPNcPAMgrV6gN69qieGaGMhelyMbzL1FKOrN9WxSLKmqeU3I5ANi+jg53TqmLhsYoDXVKkn12kI6NLz/PsSeppEmzMxyHZlQB5mnlRDd+oT+Kn3nmQBSfOn06it/3b/5tFPds3hLF5aos0eOZF1teW+pkWWbMI9BOiLWd4WLiNF9Lyvw6K9V4D6HGv+vJzWJmwrFt63wQb2AU+rXehwg+iMim+MpJWyvvZ8cHz0dxsUDpLgB4erf6FY0631k8Cy+VKDbanaTNHBmGYRiGYRiGYcAejgzDMAzDMAzDMACscFmd5yWQbw4Ktc7OcMpv3XrKWUaGx6K4WKL0JpvLRXFKOXWUlSxgfIzOVQAwrpyskknK5BKq0GyppJzvlNVbW0+vWl8VtStSSuepZ1W/RMlEpULHkLrTttqFrkxpYMWPSwNFTwer47mYQx2XV5SbXsWpZ+lwGrVBjUaMRuIq+ohIbVdGLUEYn6Lk58knn4ziY+dfjOKOzczziQm6bb3wNNdp8Sl/vXPXD0Txy4dPRnG/kvmsX0cp3SZVuLKiik8DwE176bLVoeR3GjGLOqMOXnhN1k5S23dSMn7xDGWc6QLHiIl1nVE8NDAUxWW1jki8OPjoEHOpdyPzYVcfZWwTk5TGzcxyX4PTHKta8pTrtTdRAlgpUqozN0u5XWcHl/tqDDt3hPn5yN/+dRT/0Lt/LIq7t7EoLQCUlftWUrm0JmKy3LjgzjAAxF7RiPWKmGyttrWooM5YVc/drnpXWmKm1WmVOhvU063VOwBqx3qVpjwl57kMnSsHlJSuMhcf3+rUvq0qZKuL1Kpt9X68xsxDmzkyDMMwDMMwDMOAPRwZhmEYhmEYhmEAWAWyumwuKPhaqShZmHLl0VPtI2PjUbxjN92jmlRRumnlsDM5RckbAOSylOi0trSo9bhNUUkXymVO+2dznKpsXcfCdxmPf4K5IudUpwYo40GZsgUvw+nPTCclPU65dRXnuJ/KTFwa6CmZnZfM60+iSE/z6pldPUV6qa+LYdThajqJ6ngeKLeZVIVVXzj8fBS/eJIOcl1d7VE8N8T+Pj7AfL59961RvHsHJbIppUI9/PxLUZz2mR839VHa1NxOWVCqidcdANh39z6eg2e/QxmLJ5XKoHtzHwAg087rfAeVbVi3i1LNr154JIoLjmNQQo0dr3vj66J4fIRucwDw4pNPR/HRJ5+N4je8gTLTW2+9JYpdkkVkZ0+xiDKUpNtTEvWuTkr1lAEekilVdF2t39bCseniMbrv/dMnPx7Fb/2Jn46dwyaVx2UtT1JyPctCoxYigmTi0iKwcac3JUlTmjItL/PqOQBfRlYXk7qpncVc7LQytJ47niLuyVh7pYqSADY3KVldit/D1CSTtVAlG9dFYKHGx5hSvM73FGuhd+miRsCuFYZhGIZhGIZhGLCHI8MwDMMwDMMwDAArXFbnnEM5rJaq5XCnT52K4jP9jLs6KZ+7cO5CFHtq2r1NyWTK2iUOQEsr3XfSaX51U8o1a3x0Si1ncbxWVVhLF6NNKte8zu03R3Gum1KKcpHnJkm6DGU6eqI4oZz4fCWxmzqjCsICkBJ1GQnl6OM7blOpqEK4judTVE53Oc+EdWuVaolAreX11lmsO5t2btQFJA8fOxzFo5OUjN54+54oLk0wb/d/e38U33X7bVxfyWr7T7FQ9JNPPKWWUy5UUe5cN+ymfGdsjvlx/2tfEzuHXbsoq40VfjWJnbEQIkiExb9v2PfaaPGxpx6N4uETlJJuvoF9bXKWDlNTwxybLvS50KzoAAAgAElEQVSzn0suXgQ237Muil9RLniP7X8uimcKSjKnpOuipNoZNS6WimxHaY45nM1wWzX0YkZJeFpScTe9eU6/SMnftz6Xj332+rf/H1G8+YYbo7hSp2amjVyGZv6qXMcXLu5Qp1VhygHRqyO9q1a2uRpFUC9ZriV2fm2JHfzasj8di4r92HwIk6+lqSmKs2kud473qmVfHxgolZn39cZ1vTyhkl2ZIMfc7RoJG6UNwzAMwzAMwzBgD0eGYRiGYRiGYRgA7OHIMAzDMAzDMAwDwAp/50gESCWD57tKmfrmuTm+67Nx8/oo3rlzexRPTE5GsXYk3L2HVe3XjcdtsP0K9Zcppa3WrxCkM9qam21KKHvErEdb70SSGyeV1rO1m+8TaTlnqcR3HzJZ6sZ1G7IdtE2Vcl/sHIpjfNcqkWQ7ci20hS228dhO71i3e14TXsP+0libeKqjOl3EO/YuktYtc3lZ6ZcBoL//TBRfHLwYxUdO0tb3jLK7330r3wN6+ZmXozidZD7eefvtUXz44ItR/Oj3vsvlL3H/c9Ns6/oW2u+n1fsQXW2dUfzA62l7DABeQmu365UyN4zL09LDPrb7/rui+MwQ+2rxPN8H2r15WxRf9Jk708MsZVHKxW3nXznL94xmdIpm+J7u/ucORXFnJ8eLdJr50NLKdxdchTuanlTvuiZ5bCdcJ6XyJZti3mbVGOkVaU3+8tN8nxAAhsf4/t/r3/6OKL7pNr5rmMhwDHNS+7fhxb4Xaax+RFtza1tq6PePdH+p8w5QNfXeD1JdUr8r5NT7Ps5Xx9PLK7XH2ZjztxqYk+odoA71Pr22/i7F3j/XhV3i+Y16OSP6vXa12On7ynCdBhsil3zmSEQ+JiIDIvKiWtYpIl8TkaPh/zsutw/DMBaH5ZthLA2Wa4axdFi+GdeT5ZDVfRzAQ1XLPgDgEefcbgCPhP82DOPV83FYvhnGUvBxWK4ZxlLxcVi+GdeJJZfVOee+IyJ9VYvfCeANYfwJAN8C8BsL7UsApBLhXJyaO9y+Y2sUNyn5wPYdlNUNDo9F8cDFQdU+TgNu2EA7bQCYK9AWO6em5zuV/Xd3V3cU55tp0y1qSjarbFSTSmJQiZX1VgdW040JtZ9clvvX9sAVNd2ZTu+In0OWEggtg0q3tkexr6R7vlrHE3aXplCu5KVWtDJz1XMt860Wejb94kVKeF46TAlOUslibt5Lu/q8qsq9/8CB2H4ff/rxKJ5UdtnDQ0NR3NxCyc/0CHNzXRdlSDfeS8vu5w4+HcUf+/OPRXF7C/N3eIJ2wntvpIRpTy+tkkeGhqP4jW9+cxT3bOqNnUNFSR4SZt+96rleuVYYPR/FKUdZ2e233xrFX3mOFtcXL3A8g5K8iXCsmSvGq92PqbITJfWbacc6joHjwwNRPDnH7VvUWNjSztyrqGNMTjIeH2WOdXVRzpPN8nowrez7iwXK03V5jamxkdg5nH6cNucjoxzf5cd/PIpvuZd2+16a47DJXlce13tsAxC7D5P4P65o20u6l7YFr2PlrbXpErMRV5I5PQCr5fBrt1XUPlPKjr+zjfd/utSMltVV/LisbjFjWqzd+gNXy6a8sXKwUUbsXufc/AhwAUBvvRVF5BdEZL+I7J+cmqq3mmEY9VlUvulcGxwcrLWKYRiX56rGNss3w7gqrirfSsVSvdWMNUqjPBxFuOAnnLqPkM65jzjn9jnn9rU0N9dbzTCMRXC5fNO51tPTU2sVwzAWyZWMbZZvhvHquJJ8S6VT9VYz1iiNoom6KCIbnHPnRWQDgIEFtwAwOzONZw88CQA48OzhaHkmyQm87i6658xMc6r+2Ak6XQ2cp4PbudP93LabEgEASCT4LNnSRinOsaNH1HK+/5dSrlYdav3mHNtULnIqtFTmtKWvnEf8Cp28KmX+wqErC5fmuHyuQIlEpUo+MXpaVUkvU6KRaOcPLOeP0+1L2+ClU5RPdGWDB9PKXHz/xorgqvKNsG9OTFLm9ulPfzyK9z9BCVtrG3/EuOe+u6P4trvujOJjp47GjpBrVjJRj3nhOpk7LS0tjJt4Kbv5jgeieOgc2/eNRx6J4rPn6c7lwIFx/QbKUH/otQ9G8amXTkWxL8zrW26jA55X5djjeYvRXhirnKvLNVdBpRDIz04e+F60eHaEM0r5HK/H67o47jz11DNRPKjkbHklndZOpwDQ3KLyqplSt7audVE8Ncvxc2SAUj9Jcex55kWOHU2qfd1tdFDN5Xg9aG9jDhdn1bil3bb0+KfaXKrEZT7FWcrvzh9/JYqf+sbXo7hVyd779t7Cc4CxSrjqsa2muKuOC1tdQ0NlN6dd36TqGS3u4Ko2r6PF0697oI6ULuaap16/cJ5qh8/2ZZTktl1J1PUrKuUSc0z8+Ekn1NxKTA4otWOn3O60c50L99NoytZGmTn6PICHw/hhAJ9bxrYYxmrH8s0wlgbLNcNYOizfjGvCclh5fwrAYwD2iMgZEfl5AB8G8KCIHAXww+G/DcN4lVi+GcbSYLlmGEuH5ZtxPVkOt7qfqPPRm650X5WKj8nxQHrgSpxS71lHKUBrMx1w5pTrTT7H5Vs26wKPLIw1oZyrAGDbNhbXW7+BxWWnJuiMMzVDqdrZM5Tore+lbC2/hS5zsSJZymVOF3vV7iGVEmUSpSL/fGVVcLaiCmrqen6X7LdAmUQyz+0LSj4BVePVeTzevOqvwWZCjSquZb7N96U5VYjxkUf4w9x3v/O1KB4bYB8avsh+Mz3Lwsq5duZBc0f8/UF/jP1RuycefoXFW7u62Y4H3/j6KB4aoIvVn//ZX0ZxUwtlBPfec38Uj48xp+67g4Vc80Kp0cHnKfu7WbmEJZSDY6rqtyYXc+ox4c5q51rmGvwyZC6QhF48djBafOwQY2S0NoV97+6774jibz9OF7vpKRY+H5+MmxlNF1Rx8QT3OzPFMbClnXK742psGznPfJuZZU7mVUH06W6OSes7KAFMqDFFy3+SKndKU8zPqTmOhcPK0Q4ANm+hS60uwH7+LCWxBw8+H8VbbmDB94RnxcxXGtc036BkdXUlczqu7cIWKw4bc3OL3yn5ShKqP4kXlF14zBBPb61d77SjnXIfVtK4JuUW29zCsdivMHdKRV2cvao9StIXew1Eu+ypws5egjLbtHI59v3gGI1WfLlRZHWGYRiGYRiGYRjLij0cGYZhGIZhGIZhoHHc6q4KcT7S5WAKcF2O03etaZ5Wpk6ht75tnIL3tVStpKcU4244XT2UxvWsYzw9OR7Fx4+fjOJhVavi3LkzUbx+PbfVjnbaia6sYu1W5+t1VIGu4hyLYJaV651UFeoqK8mdp6ZefRUX1XfgqS7iqXaUwtiK560d5nvSoYMvRMs+/3nK6k6foNRmYoj9KZNXhSgzzNOhQcpRfY9OVQBQmOMU+8lXmF8D59m33/kQi6NPnWcufO5zX4zic6rAc0+Jbl0J5dqzdT2LQ2/r3RTFB1Rh2rk55kQ2S3mAlldYJhjXinKpiJHzgbPo0Pnj0fKpCebCpHIbHbrIwsT5JjqypZTss6NVSVdTVdbFo5TZzSo5+Tkln3OqmLOXULI35RIXc1zNcOydVusMlOkgOaPkfWqoxrZNG6O4Lce8vXic4+joePya4cvZKO7tpRV6WjnzzSkpuagxT5zJ6oyAeLHXOoVfYxIwJWfTTm2qT4nE+5coJ1NPOzMqR7eYfZtaJy4+U0502uhO3fb56hrgqfmQrMrPJjVGF8vM1Tmf95vFqrmUssdxMKmuJx2tdHlubmbulso8B+2oPD01GLbfZHWGYRiGYRiGYRgNhz0cGYZhGIZhGIZhYIXL6pKeQ0c6mPZr7qVkIJPlVGMFnBZMZTl1uK6H0oM5Vch0YoJuWuk2JZ8B0NHJQnZNzSxet2Hj5iienOK0/fgE3YG0TG5KuQa1NLM4rJ7yL5V0wSxOR2q3umSaU7VFta0uGBZ3MwEqJVX4VRW1hZr29bXjinIhcTHZXzE8lomJ1gqVsC+8coQFlzta2X9376T70/ESZT5tXcyVfF5JXFTh4tZO7gcAMnnmXmePcpO7694o7u1kDj/y5c9GcUI58tx8M527hs5e5DqqdnF7mi5ch56hZHBwmNeCWeXCNT1DKVAypfMm7g3pwaQ6xtVRKs7hXH8gp+vqopPUuk7259EpXntfKLPfHjrMAqhl5RDlgXKZhItLxrcqx9bxER5vZlr1deXolksxx9ZvoXPr6Lga84rMb0+NE0WV99LEa8PQKPOtXGGR5l3bWJh5dJry8eGxuJvs5Aw/yzXRabL/DPe1ZS/Px5V5EZB0lczQWLvUUdW52qvAV7fRqST7XXcnpaHtbeugEbWNfo2hVOZ93Mws+/esKpDsfPWahS6QrPqzvt+Er2R7qvpqc55jrpbb6bzyE8yLdRt2x84hl+e4KcLrSS6nHZ95HzAUyoQBoBCTt3phM6u9lZcXmzkyDMMwDMMwDMOAPRwZhmEYhmEYhmEAWOGyuoQI2rLBtJ/kOP2XStZ23mhq4rNgoswpeF0ALpGi7Kd3PaUGANDTzeJ12umjrYNyuw0bOV3Y0VVbwjZfuBYAcsr5Skvjiqrwpa8mdMvaNUs5f5VjMjy2eU4V3QSAgpJJJFooRfTURloqpwtZaicWv7GMRYzrjO/7Uf+cGOdUeanAPl4usH+0Kpeark7mzY4bKTVIJHThOPZrAMipfL5v3w1R3Jblfr/4T/8QxUlQUrC+hxKGwSEub9t0YxRPjzAPDjzxXBS3tDMn3vz2t0bxsY7TUVxU0lbtsFMtMW0w8x1jReEwL+S58XbKVb0KnaAef5zy1o0b6b46o/JwVqnnJgsc814+zqLGALBRXdCzWeaArwqCp9WYNzXJcaWjlTK83g5KdcZH6EY5N6sLsFN6pGWp6RyPe36YrnylyknuU49fVU6s3V0ch7XT15EjR3g+qihlZzevE296+zvZjjzbZ6wVHFyYbxKbM2Ac86dTry60tVHevXPHbVHc1bklilOJeJHzbJZyUk85180oF7cJ1dd9n4msnSK1xK6o8ntmmvLWuQLzsDzLfe7ZsY3tSav2OY7vTc2UzrVKvOjy5DhdJ8fGuM2cakepqLZxbGtCar3S0VgDps0cGYZhGIZhGIZhwB6ODMMwDMMwDMMwAKxwWZ2IIBMWUdVFrzxPuYcop7dcistLs5y2n5vmlGUyT9lCS2vcQSunqtQlEtxXXknjNqzjVH1xjpKjgoqzSkqQ9FSxzDRPwq9wirGiplQLRcoTnHKS004l2tlksP/l2DlMj3L6s5yg/LCtRdl3aVmdciuRpHJYQdAmZ6Uv1wwu7IeDA+ejZeNjlNeomXWcP8/p+43bKHdZt44Su5eO0GErlY87Q77uNa+NYl/JCz72ib+P4lMnWRDyLW9+MIqPHjoWxW1Z5vOFAeZ8pcR+OzhEmWubks7ee+99bLeSSDx7kDI8z6stuzCMV0M6m8W23YE7VLLMHFP1xtG1mX0bHiUr5y5ciOKBcyyC3NRBSermzezPAHDoCHOmWcmEZpRL482dLJa8RRVRnxqjbGejkrb1bOR+hgd4Dtt27Izio6coV12/nq53OeXiOjTI89m6jUWay+W4u1VeXUOmppjTGSVDmlXj39e+wALWe++6m+3buQfG2sIBqIT3Pdrg11M3lsmkLppKGdq2rcyLzZvYhzvaWYg4k6E8DQCyWfZvLdEbUf2zqYXSO+2ODHV/W1Cy9pGhgSgulzlGJxJsd/emvije0ce2OnWehRlK4QbOn4riE+c43gKAKGlcPdfipCoc7XzeS+rXNUTCV2MaTIduM0eGYRiGYRiGYRiwhyPDMAzDMAzDMAwAK1xW58RDOTk/la4c3dT0XEU9/rmkKoiniuAVpjmV6SvXnpIqYhccgZ956hgp5UTXlOMxcml+vS1NnNpMaXmeKhyZV9um01pmxGPlsnTSyTVxHb/I6dWJYU6vzk7EC+VNq2lYb5auIq3qGAndPiVFTKhCscVQxuebrG5N4Hw/cp7paKWkYN/dLMr67YmDUZxUheS27qZDXVMH+2/hCPtiaTqea4Vx9s0D+5/hB2q1vTfcHsXjo/xgfIzS054tdNLyPEpHJ1Uh17Jy9JqaYpsqFX7Q1s52795Nlx9tmFWdC6JyW1RB2Lh4wK8T6wKyjSU3MK4/XjKFfHcvAGB6iP1Zcuznt/7AzVH8/S9QenZxkEVPL1yko1RqkjnZ2qUkeQDauygBujjK3CiV2afPD1Eat3NLbxRPTlPGLe2U/2xXxdF3Kclcs3J3PXOeUp1cluPO0Cilem3tlCC95t59UdyvJHkAUFRjoF/k9aNzK6V4mzaxTf0j1CieeIXufSarW4M4SsN89SqG6FhdnwvKke3YMb66cKaf/XnvXhZsvuuuB2KH6+zieOL76v6xSb3GoI6nzIhRVmNDsZn7yaj7xy71ekcmzfU9n7nqecppVjnJDY8xL8aUxE5SfA0DiD88xByO68XqFRKH2Hsw4QHQUNjMkWEYhmEYhmEYBuzhyDAMwzAMwzAMA8AKl9X5zmGmHEwH6hk5Ue4fZTXVrgvCOuW0USlxilS7f1zsj7vVtbXT7ae7m9IAVcMLKSVDkxSnSH3l1BGrDqmUOLFitEmun1QucblcTm2g1lfPuRXttlI1VXnBU44hjhKNhGpTUp2DLlAmqrGV+YPUcSkxVhelUhEXQrcaUU6KAxc4Bf/Us09Fcfd6OlUlm9X64yNR3LuBjlnr2lUBRwAvv0CZy4SS+ezdw4KwlTL7/+gIi97t3Ml1+vspNzp+/EQUS5ltyqjCz9kMZQovHaZcoqeTbkMtrZQXxCUEsVOAgFIFDzqPdAE8LaXT0kL9u1WD6Q2MJcBDxcsDABJN7Hu5nHYVZX/ZsoeOWbuOsp93KPlcrpX7OX3uYuxobfl8FA8MM5cKavw8ebKfG8ww77f1cJzcqty6oApUDg5TkjdV5DmUVFFzUc54g6O8TtxxK2VuO7fzmnH6OB32ACCXVbKfNp5rSRdtVmPYxBiPceFM3InLWHuwCCyvyb7qw4Wi0ra52tfkyQn288ce4+sarxyPuwa/5jVviOK77rw/ilu62W8rSu89Oc08mVPN0HfwiQTHrmKBY2NB3ff2q37e6fG+N9vB/B9TY3SxwmuMJLTUG0ClglrEXedqf096qHTSmPeQNnNkGIZhGIZhGIYBezgyDMMwDMMwDMMAsMJldc75KBZmL1mui1MVC3TnKKoCqto9qqIKtCZ0Qa4zr8T2e1xN/2XuoGtOWysdevSxEzHZG7/q+IyscvAocwrTE11cUk07+lw/oeR22gGvs4dOJdW6uqRab04Vi4XaV0Xpg7Rbi1/hFLPzg3VMVbc2KBaLOH06kNUMXKSk5oVnmSMjw8yj226jvGZiiPKCw0+ejOIffuObo7irKe6e9cXvfi2K13VzX6MjL0ZxMkmJaW8PHfFGJigXOHGC8qHRMcrzOtvouNejCtN2KInQxDTPM6sKNM8pJyylnENa4pdT3/H7EKl3qU3UWW5SurWMeAlk80G/9Dxep6fHKRNNqULkO29UclPluPjCE3R63KQKt27eQNkrAHzxS49HcadyQZ1WxVQ3KgesZlUpM6eKsWZVgcp0llKdArif8xeYkyU1GJ45fTaKT6l1enspZz/y8qEoHtNVpwFsUO54xQQTc2yceX9O7VcXsPbVvYFhRMQkX672cr1YrV0uMS/O9McloF9RhZPPnKbr4u4bbonitk46QibTHOuccg0uK+mdX2afn1NuekNKPlosUDLbtYEyvMlRXlcmxul27Je1jPcyN3v6xGOr1d7G6Vc0XG153nJjM0eGYRiGYRiGYRhYhocjEdkiIt8UkUMiclBEfjlc3ikiXxORo+H/Oxbal2EY9bFcM4ylw/LNMJYOyzfjerIcsroygF9zzj0tIi0ADojI1wC8D8AjzrkPi8gHAHwAwG9cbkeZXBN23nEfgMC5bh7tDFVRTjWdGykr0Gqz1nXr1XI+L85Lx+bRxVEzecaecqXTUrqkkhjoAybV+skU15+e5PS/eLpopHK0UvvJNVG2UFYFaxMlbtsucblSSwunUvUxnM+pzYxy/UmoKpdaMohQbpfJfhVGw3LNck3EQzp0dUt6lKQND1HCk8tyDOrb3BfFTQnmysZOyt+6migbOPESHbYAIJPkMUaUHM4T9s22NkoNRsYpFzj2Mh15tmzcEcXreykLKpUomfOTlNTcuu/GKO7ZQAe9uUnKd4szzLUnv70/ivfefVPsHDrXM9dcHe2FLizt1OV4Yb8fowG5ZvkWyFHCa7KSNpfnOJ4VZ9knzx8+EsVTA6oI+CilZ8NKOp1XDngAsHkzc2OqxHyolJiH65opt9NFXW/YvIHHU45zY7PMsZEix5rhkhpTWiiZm55gwdqxAnPs6YN0rswq96yuNuYXAHSqYrEFtX0yzWvGyCildJ0d/A5mJrl8Ziz4/rSM3GhIrmG+1cbVkZLFlqv89FxtGZ5IXDo2OX4+ih9/7MtR/PwLj0VxaydzsrWNY1E6w/u+tJLb5fPM1VxOFYdV94mecmaWWba7WOIYO+e0aypHH696JBL1moXzUQvtRFe/UKxcsqwRWPKZI+fceefc02E8CeAlAJsAvBPAJ8LVPgHgXUvdNsNYTViuGcbSYflmGEuH5ZtxPVnWd45EpA/AnQCeANDrnJt/nL4AoLfONr8gIvtFZP/k1HStVQzDqOLV5tr4+HitVQzDqMGrzbfBweFaqxiGUYNXm2+los0SGnGWza1ORJoB/D2AX3HOTejCUc45J1K7MpRz7iMAPgIAWzdvdGOT83Ia7bCmN+B0X36OMgRRU4QzyvEuFTMkiU+F+nN8GBs9SxnQ4DSXt62jY05rz6Yo9pR8TsvTPI9T/pk0pz99LaUoFVTMKc+ictnTTiVabuGrdYL1eE6pHOVOhVlOq44NcMo3ndbFaFVR27B9FZMeNDzXItdu3LPHpZJBf+nqpKQmmWD/bWriFH+bKjjZ0sQp/s19lK1NKincSwfpQgUA0zOc/i+pQql7du+N4nyOx5idZV7kldtWStWFnBynY1aOCgS86c1viOIfec9bo3hinHn9/KN0/UqCebD/209H8anj8UKS73n4HVGcbeGl1lcSC9+rXey1noed0fhci3zbd/ftrhK6l/qqYHE+Q2fUixeV21qZu0yoTp/Mcf2jJ85F8XSRDllhq6NoXSfztbtNOdcN02FLS9g2bKd09eRZOs499cxzUfycyg2nxpTOVu5ndoZjyYwap1yKbWjtoEz8pht5XADYtoOOfZOF56N4cIx5PzNLyeCebSwoO6LGvLGhwLmrUtbyIqNRuRb51tLW5BC9RrGwlK6erM7X96GXFUTrz9jXpyYGGU9RZnpenZMol0r9akQiqWNeA9at74viW7ewz+ezzMPBixyLJ9X9sK+aKZecTm3HPrcIhzp9+nLpooZgWWaORCSFoDP/lXPus+HiiyKyIfx8A4CBetsbhrE4LNcMY+mwfDOMpcPyzbheLIdbnQD4KICXnHN/qD76PICHw/hhAJ9b6rYZxmrCcs0wlg7LN8NYOizfjOvJcsjqfgDATwN4QUSeDZd9EMCHAXxGRH4ewCkAP77Qjvy5AmZOHgYQL5QqevrT59R4QclzEtp5bZBSANEyFz8uqxMlV6ikVKHZIRbQGlbT824nnYWa11Fip2ZRY25VfkW1W8nVKgXup6Jc6YpqnlNL6WanVZHKKpcUfQxfFcobHeJ07vkTLOyZyVEqpV3s5o+s3QCNhuOa5VqlXMHwcCDj+f736ahz/CSdpDJt7B9OdfLmdrrYTRYo3zz04uEolnRcwpLOs29nM5T5tHZSJpRXkqEmJT2aU5K86VnmY+8Gaune+zPvieL7f/AenoPq7+3ddAh65nt0pTtzjNeL7mbK2Z/+3sHYOWzs2xbFD7zpzij2skoyqxUfqlCsOCWRECtHt0K4ZvkG8SBeIGOdLbBvpxKUobWvY//KKOlZagf7Ttv6XVH8nW89GsXjJ/tjh2tvoaQ7lVLyTjXGzOaZGxXVJfcfZh4ffJmueccvcFysZNi3x5Ur64yKS8phrqJc6aamObYdO0VpYLuS9gFAAbz+nOynjO/sOV4D+rZQ9i4+T+LkEV7HLpwJvptS0ca2Bufa5RscJJTVSUz+FbMWVXEd57XYStrBbXESOy0J9FT/jA0BFSU59X21mP3VL1M+ev4083NnO68TpTLHw6FRSk+nCsqtUt+sevFzkIpuN5dfuetcbae75WbJH46cc99D/Z7ypqVsi2GsZizXDGPpsHwzjKXD8s24nthPkoZhGIZhGIZhGFhGt7prgecqyBeDafmEKnCXUm4eMXmPsoDSM4TK8AOJhJrKrD5eivvNppX7nHKiK0zw3b+xo3S4mh6jbK1tM112WtezgJ6v7CSdmmrUBbYkZhlSW5KnXVK0G16Acpcrcxo2WaSrXUJJ+gpKWuDFCtyGhbtgrAVKpRIuDAR9eGCQcpkf+qEHonjTdhatu2E3naM2bVVuVufpkrV1JwvCdt4RL6CqrcMPKtnO8f6XovjusAA0AJw/x/y6MHgyirdt4jEeeN1dUXzbnTxeOst8KfuUFKTTlB3cse+OKJ4bfiKK88q5bktPT+wcnn/02Sju6KBs6fYH6LinC+n5Wl7g1O9WjWbjYywBHryw2LIkKUtNKoepfBvzbbZAWUxCDW7N3Up62kp30mwm/rvoK0fpvppO87MNG9mnk0pW/YKSz03OcOwozFHSurGLBV47VfHmi3p8mqN8LtPMts6oMTmpxp3+wZEoHnmUTpEAkE7Soa5UYJu6O+lw15Snw+W505QWXlDS+BeffQEAMDtDOZ+x2hF44b1V7HIbc6Wr585WG7282rmu3n2cxlf3rvHt6wwITi1XQ0mHktJ1tXMcGh2hG+7rV5wAABM3SURBVN60cnEs+urVCyX7ri4CW+UKWLtNddGyRD9c0lh3kzZzZBiGYRiGYRiGAXs4MgzDMAzDMAzDALDSZXWeh+awkKmXoZNOwlOn5VO2oovj6adCLReLaeyqnh11wS0IY9/XMjYVl+jEM3eObjhDBUoPEh6nEivKAkgyqpCflgkquY0fM0OpXUyyeqKyPMfp09nhizz2DIuANavvY1QV45tT2/rhOlc+nWqsRFpaW/GGB98IANimHJ/mptjHJ0aHo3hmhv3m4LOU7HT26iKOdJuanGLBVQDItNOhbrREydzZk3SeKjsWpcxkKaNpamL/zWQoKRgd5fqf/fvPRvF9D9wdxTffclsUV5Qr0LY9dAabnGDxzePPsHhtV0e8IHJRuUw+/ciTUTw7xeXr+5Tkp01dU9Q1rFSOO04aawHB/PDc2k7pdUXpZSo+cyaTYz9HmeNLlioa3Hwj83ZLV9zp7VlVtHndBkrpsnmOQy8fPRnFg6PM+97O7ihuU6532SzbNDDInFmvip2XVFHztCpiOZdTjnuq8OvwMOWDzx+KF47uaKEMNqWk6Jk0z2FoiO3oP03nu0Sa68+E1yLfb0wXLeN64IBQQqbVaTFXOtGudLXXuez+Y9SWydWpV1tVgFVJ3dT9ZkbdM/qqTTNK9jo6xv5fUa+JjKvxt6KcX/WXoV/vAIBKTFqovye1PPb91ZHhRcsbSz9uM0eGYRiGYRiGYRiwhyPDMAzDMAzDMAwA9nBkGIZhGIZhGIYBYBW8c5RpCu0/E7Q41ZaDTlXxrSrjy8Wos7zq0dHVsXJMJqn1FBUn1LtCnnp/QYrUTU9fPBXFk8qmNNGkLFg7qAFPNVErnhJquv2yet9BtdOfof4cAEaPvxzFhQnaJbf2UNedU+9mTSqr1YrShyfmvwB752hNkMlmsPuG3QCA5gzfB/rsX/9dFPefoDVud09vFF+4SD3z6CD7Y8d65seJU2djx9txE9+P2LFtVxT3dqyP4qKy2h28wNwZHeW7dJ7PHNm4eVMUnz1H697nnqNV+H94P+2Rd+7eyQbRBRk797I9LWled57/7qOxc5iZoa3/9Dh1388++1wUb5ng99TWyX3lOmiDvGnzFhgGACTU75ni8d2d9nW0h58YZ//3S+yDPZt5/e5q4zumAJDr4Hhzw427o7hY5DZ+hXFxUr1rOMLxbGJOVMx361rUu3+bOpnDF5WdcL5NvQMxw/3PjvBdxju3bY/iXT18TwoABoeG1L/4Pc0om+IzI7zONLVznFvfy/eVbtobvF+YzVWXwTBWM/N3MqLfn1mMUbfUXnzZY8Xum2Ivj0eRp95x99TNqH73J5fmu/bd3byHGxvn+7WAKsGS4UA2NatyeJbjclmXiIk3OnYOou8z1ft5V/o+1vxrVo31xpHNHBmGYRiGYRiGYQCwhyPDMAzDMAzDMAwAK1xWB0jcXrsG2n1Q6sx/xisZ61WqJ/r01GZsxZrLnd7e47ZJZVmaEsrtkjOUBZQnKY0YGTjJfaYopWjd1BfFU8OUFRXVFKkoKQQAzCi75XSe+0olVfV0JavLK+vwWWX9mPTCL1YabTLUuF7MSwxyTZSg9J9jf/ry178fxffffV8U+2VO/XsVxk1pJsupF2nRDQCFSUph1m+jjK+jg/HENI994QIlfb6jjK8wy3Wmp5kjuSz7+3e//70ofuzRx6NYy+qcskxt6+5inKcc6eQRyvMA4PhZSljvfcObo3jTrpuj2EtqK1bmWtHxutDVxeMZa4/6V1j2l0SqI4qzTBEMD7HPTxc4FiQrcbnL+k2UsYqykc9lORa0tVDqmVfW4eNpSngmysy93l7K5zqzzPuMkrpvztIGfGCCuZpVcqHONubY7bfdwmNNx+3/H3uCdvmbt26N4iPHjkVxuUwp7v13MQ/7+miX3tMRyPVSicvfWxhrF4m9oqE/0KFXe30AUqf0SvV6tfDUvWSxROnq+QuUipfLzPWOVl4bWpt4cRhTsrpMXuWnOp+5aXX/WGXl7fw6tuN6nZprxPEaTlAXYDNHhmEYhmEYhmEYsIcjwzAMwzAMwzAMACteVlcHVzuO1ySuXaE4tmnVnKDEHO6Iduqo+JTDeDG5Xe1Yz6LqWfyk+sAXOtGVinQZSlQoEUgWOUVammQV5ESV7DCf5J88pSqYZ5TMKKsqiremuY6n1ndzU2H7G3NK1Lj2zOdMWwcdE9/6L94WxUeOnYjigdHBKN62/sYoHh6kdPTcWcbNSaUFApAqcZr/K//wjSi+557bo3h6jv38+NEz3FZlZ98GyoUGB1+J4kSK/d0vcz+zM5QhaXR175LOcSWL237b3tg2W2+itGfnzbdxm2yzWsurEQGzc8xtLaMwjAgl2xY1lM/OKudSoQNixzrK3GaGmJ8A4HvMh2KZY0ZOuTFu2rwtivN59uEh5Y534KVDUbx5C50Yd/RSPpfzuf/CDPv2Uy8yrgjPZ3KGbnhn1fXD89g2AGhTDo8jYzw/BzpFPvQmyn23buD6HevoCNsUygc9k9WtKegCp+4H67it6fueuvEiZXVSbYu84DFira69XDW7OcHcbsvwVYrxMu9bZ7VEVclem9T9X6VMCR8AFJ1ystRudYtxqKsTNxI26hqGYRiGYRiGYcAejgzDMAzDMAzDMACsdFmdcLoxPpGnpxrreWcw1k+Ivpa/Ve3V9zmN6GLOHYx9tbxS0fIGLatT66visJUKlydUo/QpeKiodbhSPk9ZUjrWzvg5lFUhV085ESWUg15aORFlVJuKKa5TKSXCtjXqpKhx3VB984HX3xPF2ZZfjeJvfOlrUXzuBN2sLgxT/nbileej+Lab9sUO0ZajdC/n062qOUXnNg/svylhAbxW1X+zSRaKnJtSDnibuP/bbqFr1a5dO1ALne3auc5TObFz7y2IoRznXJqX2rLoaw/3LD73m87oYtIm7zFqELv0MinTqkhzQrmbdqpC3z29G2O7KkwrWfYspdsVxzGso5e51NrGHJs7wmLiedVX/RlKdbZuYo6lVD8/cOAoT0cVcv/e40+xbSW6r06MUwLb3UZZHAB0dzOnBwbofHfDdkrmWlSh5Zkk83PXbhZ27treBwBIplXlZ2NV45xDuRz0dS1jridt09RbRw0TNWR1Otb3q7XldvVkdU6PH7FbXe6zpUU50SmZnF/mBpUSc2GmQEm3qO8iUSX/y2a4X9/X97GMtWuer+4lfX3PHN5n1y+4uzzYzJFhGIZhGIZhGAbs4cgwDMMwDMMwDAPASpfVgdONsSnImNsIai73pI5jHGqvHyzQn9aW3yXUXKqehfRjMrza7nj19qlrbenl+hzqTWtqqUKwkZLlKUmQp9utpBGJMtfPqOWSy4fb2fP1mkNUX1bSlHtec2sU33ADXeK+/fX9UTzwybNR7J3jfrbuist8tm2h09vEGB3qhi7Quaq9h7Kah374R6N4coTrjA9ThrNVFXrcs5cFXvt2bYniO+++O4ordar76RyM1YlOVOWC4+XV11IILbHVgj1Ph5ZXxuLRfUpLrNdvYB7pIsPwleQbQCJHKV15jttPjw1E8eC5c1F8/uTpKJ4c4bY33UBpaVsbZW7JFCV5Rw6xWPJzL7FQ8miBubBjD53xmpspDbzndl5jZsYp1wWA4SEWwdyzh/k9NkaJ3ekButj90I/8iyjecOMdUZxrDVz9vGTV2GmsWpwDyuG9juep+zl1z+NpaZvWzNXzXrvcKweL2Hwx1DuEl+AHzc2Uv80V6Nw4OUHZq36lQ7/2UVb3ksX4JSM2+OnjpVIc99IZSlMrZe6goNrhyuH33ViquqUfgUUkKyJPishzInJQRH4nXL5dRJ4QkWMi8jcikl5oX4Zh1MdyzTCWDss3w1g6LN+M68ly/Dw5B+CNzrnbAdwB4CEReQ2A/wrgfzjndgEYBfDzy9A2w1hNWK4ZxtJh+WYYS4flm3HdWHJZnQvs0+atcVLhfw7AGwH8ZLj8EwA+BOBPL7sv30dpZn5Xalovy2l4UY5x8UJVykVDOWpoeZ5TUrVggfq3lutpbU1MA+dqLo87yKlir752vdMFZ9U6MXc7nptz2iFEH1fL+eIOKjH3kHqyv4pqd4lFwNwVTv8aS8+1zLU4/OMnVZFh3a/bO+kq9453vyWKt+9Scrtvs7jryFBcIjNUoJxnQx+3eXL/k1E8p6RBN9y4J4on0pTV7bqb8pq3vv2hKN6xY3sU66K2WmqqzycV6++1nYMkUZUUdeS6nt4+ViiwzsbGiuD65RvRrlXxcUTJrZW8M5ennE07ppZLcY2Ml6P0JptV+ZCmxK5zlvstltij8x2U57S0dERxayvjtHJDzXdRUnPz3ZTdlBIch9etZ8HapizPYf2GTVy/TPdJAJhSMrtSkcfoP83i1C3qutSrHPScx2M4zMvpLAcbmWudb86fdz5WLm4qx3wlJ/dibsJKXqY+0PnpeVV9Saup6zkTK3lfzO2uTrfUx9NOxjnllJpQTsbbNlNmXvTYoOHjx6K4ou9b47eS8PVnJVVQtqDGTSWxa2nhtaSlrUWtH7jjacfkRmBZhO0ikhCRZwEMAPgagFcAjDkX+YaeAbCpzra/ICL7RWT/5OxcrVUMwwi5Vrk2ODhYaxXDMBSWb4axdFyrfKv+scAwluXhyDlXcc7dAWAzgHsB3HgF237EObfPObevJWd1CAzjclyrXOvp6Vl4A8NY41i+GcbSca3yLZla8d5kxjVmWXuEc25MRL4J4H4A7SKSDJ/4NwM4e/mtAUBQSQSn4NQUn6/kX6gwzokqyqjmCAtKqpZMqWlRqZpHhJKxeYzL6hGzoKZPsyrhnFNThkku95J8V7CSorQhkeROfSWZqwhnyyTFbSXN2E/TZSeRjP+Jnc/9espJRBe8kywLhaWUQ19RFaCtmEvdiuLV55ral19b8il1JKJaBnDL7XujeOMWSmeeeeaZ2DHOHKfz1A07ON7d8QDdqqanWBxS30zmWtn/N++kdKCnm+vEXBZjqtjqnA+pKqYcLY7Frv6HdagtjIr/yxwhVx7XMt9i7qNaVlen99SpBRn/xKt2YuO/9ViVynP5hh2UnnVuoFy17CsFh9o2nVbjmerDnVuYz3eqsc2HGttUl0963E8yTcl8pSontXtrYZbXhj37KLET4fnk25TsL93MtpqsbsXxqvPNUSam7w3j114tMVP5FpPS6Z3GMjF2uFghV1dHpl2n8Gu9cUWPuUnlstfd1qZiytlSqn3HzvRzP8pVTr8lUvHj+eCrhiSUlDeZqD22lvU9gXqtpZIJv3dZxIC5hCyHW12PiLSHcQ7AgwBeAvBNAPN+vA8D+NxSt80wVhOWa4axdFi+GcbSYflmXE+WY+ZoA4BPiEgCwcPZZ5xzXxCRQwA+LSK/B+AZAB9dhrYZxmrCcs0wlg7LN8NYOizfjOuGuDpykZWAiAwCmAYwtNxtWWK60TjnvM05ZwL5VU6Ya6fQWH1vqWikc7Z8WwPY2NYQWK6tESzfGoKGyrcV/XAEACKy3zm3b7nbsZSsxXM2GoO12PfW4jkby89a7Hdr8ZyNxmAt9r21eM6Lxd70NQzDMAzDMAzDgD0cGYZhGIZhGIZhAFgdD0cfWe4GLANr8ZyNxmAt9r21eM7G8rMW+91aPGejMViLfW8tnvOiWPHvHBmGYRiGYRiGYVwLVsPMkWEYhmEYhmEYxqvGHo4MwzAMwzAMwzCwwh+OROQhEXlZRI6JyAeWuz3XGhHZIiLfFJFDInJQRH45XN4pIl8TkaPh/zuWu63G6ma15xpg+WY0DpZvlm/G0rHa881y7cpZse8chVWRjwB4EMAZAE8B+Ann3KFlbdg1REQ2ANjgnHtaRFoAHADwLgDvAzDinPtwmMgdzrnfWMamGquYtZBrgOWb0RhYvlm+GUvHWsg3y7UrZyXPHN0L4Jhz7rhzrgjg0wDeucxtuqY45847554O40kALwHYhOA8PxGu9gkEndwwrherPtcAyzejYbB8s3wzlo5Vn2+Wa1fOSn442gSgX/37TLhsVSIifQDuBPAEgF7n3PnwowsAepepWcbaYE3lGmD5Ziwrlm+Wb8bSsabyzXJtcazkh6M1g4g0A/h7AL/inJvQn7lAF7kytZGG0YBYvhnG0mH5ZhhLg+Xa4lnJD0dnAWxR/94cLltViEgKQWf+K+fcZ8PFF0MN6byWdGC52mesCdZErgGWb0ZDYPlm+WYsHWsi3yzXroyV/HD0FIDdIrJdRNIA3gvg88vcpmuKiAiAjwJ4yTn3h+qjzwN4OIwfBvC5pW6bsaZY9bkGWL4ZDYPlm+WbsXSs+nyzXLtyVqxbHQCIyNsA/BGABICPOed+f5mbdE0RkdcC+C6AFwD44eIPItCKfgbAVgCnAPy4c25kWRpprAlWe64Blm9G42D5ZvlmLB2rPd8s166cFf1wZBiGYRiGYRiGca1YybI6wzAMwzAMwzCMa4Y9HBmGYRiGYRiGYcAejgzDMAzDMAzDMADYw5FhGIZhGIZhGAYAezgyDMMwDMMwDMMAYA9HhmEYhmEYhmEYAOzhyDAMwzAMwzAMAwDw/wMphmukmc8lDgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "random.seed('intel') \n", + "\n", + "# TEST 데이터 예측하기\n", + "predicted_result = model.predict(X_test) \n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# TEST 데이터의 정답 가져오기\n", + "test_labels = np.argmax(y_test, axis=1)\n", + "\n", + "# 잘못 예측한 데이터 찾기\n", + "wrong_result = []\n", + "for n in range(0, len(test_labels)):\n", + " if predicted_labels[n] != test_labels[n]:\n", + " wrong_result.append(n)\n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = random.choices(population=wrong_result, k=16)\n", + "\n", + "# CIFAR10를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n], interpolation='nearest')\n", + " label_name = \"Label:\" + str(CIFAR10_CLASSES[test_labels[n]])\n", + " pred = \"Prediction:\" + str(CIFAR10_CLASSES[int(predicted_labels[n])])\n", + " plt.title(label_name+', '+pred)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/result/cifar10_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는\n", + "\n", + "지금보다 더 많은 레이어를 가진 신경망 모델을 통해서 더 많은 클래스를 가진 CIFAR100 데이터셋를 분류해보도록 합시다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고\n", + "\n", + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture05 - Cat and Dog.ipynb b/Lecture05 - Cat and Dog.ipynb new file mode 100644 index 0000000..0e5c308 --- /dev/null +++ b/Lecture05 - Cat and Dog.ipynb @@ -0,0 +1,1597 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류 - 개 / 고양이 분류하기\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:34.715938Z", + "start_time": "2019-11-05T17:34:34.706893Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import itertools\n", + "from pathlib import Path\n", + "from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:35.188816Z", + "start_time": "2019-11-05T17:34:34.718168Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:35.350628Z", + "start_time": "2019-11-05T17:34:35.190137Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.084679Z", + "start_time": "2019-11-05T17:34:35.351647Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2,VGG16\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.189529Z", + "start_time": "2019-11-05T17:34:36.085785Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 1524023319171639718\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 687547791111060397\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7881952461\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 15403896823904945318\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 15023906186576891925\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - 개, 고양이 분류하기\n", + "\n", + "![](https://upload.wikimedia.org/wikipedia/commons/7/7c/Kaggle_logo.png)\n", + "\n", + "캐글(Kaggle)에 대해 쉽게 말하자면, 어떤 기업에 방대한 양의 데이터(빅데이터)가 쌓여있다고 생각해보자. 기업에서 이 자료들을 바탕으로 필요한 정보 또는 알고리즘을 알아내기를 원할 때 이를 분석할 전문가가 부족하거나 없는 경우가 태반이다.\n", + "\n", + "이때 바로 캐글이 필요하다. 기업이 캐글에게 빅데이터를 제공해주고 캐글은 이를 온라인에 공개하여 세계 각지의 수많은 데이터 과학자들로 하여금 이 문제를 팀이나 개인으로 해결할 수 있도록 한다. 즉, 캐글은 세계 최대 데이터 과학자 커뮤니티인 셈이다.\n", + "\n", + "출처 : [네이버 블로그](http://blog.naver.com/PostView.nhn?blogId=suresofttech&logNo=221386791684&categoryNo=100&parentCategoryNo=0&viewDate=¤tPage=1&postListTopCurrentPage=1&from=search&userTopListOpen=true&userTopListCount=5&userTopListManageOpen=false&userTopListCurrentPage=1)\n", + "\n", + "그 중에서도 우리는 MNIST 데이터셋보다는 조금 더 난이도가 있는 `개 / 고양이` 분류하기 컴피티션을 통해서 CNN 모델 구성을 해보자.\n", + "\n", + "대회 사이트 : https://www.kaggle.com/uysimty/keras-cnn-dog-or-cat-classification" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 불러올 준비\n", + "\n", + "MNIST 데이터와 달리, Kaggle 에서 제공한 데이터이기 때문에 따로 파일의 경로를 설정해줘야합니다." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.203629Z", + "start_time": "2019-11-05T17:34:36.190609Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train 데이터의 크기 : 20000\n", + "Test 데이터의 크기 : 5000\n" + ] + } + ], + "source": [ + "# 준비된 데이터셋의 클래스 종류 : 2가지\n", + "CATDOG_CLASSES = ['cat','dog']\n", + "\n", + "# Train / Test 데이터가 저장되어 있는 Path\n", + "TRAIN_FILE_PATH = './data/Cat-Dog/train/'\n", + "TEST_FILE_PATH = './data/Cat-Dog/test/'\n", + "\n", + "# Train / Test 데이터의 목록\n", + "TRAIN_LIST = os.listdir(TRAIN_FILE_PATH)\n", + "TEST_LIST = os.listdir(TEST_FILE_PATH)\n", + "\n", + "print('Train 데이터의 크기 : {}'.format(len(TRAIN_LIST)))\n", + "print('Test 데이터의 크기 : {}'.format(len(TEST_LIST)))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.207624Z", + "start_time": "2019-11-05T17:34:36.205216Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 10\n", + "BATCH_SIZE = 15\n", + "\n", + "IMAGE_WIDTH = 128\n", + "IMAGE_HEIGHT = 128\n", + "IMAGE_CHANNELS = 3\n", + "IMAGE_SIZE = (IMAGE_WIDTH, IMAGE_HEIGHT)\n", + "INPUT_SHAPE = (IMAGE_WIDTH, IMAGE_HEIGHT, IMAGE_CHANNELS)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 불러오기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation 데이터셋 구성하기" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.224072Z", + "start_time": "2019-11-05T17:34:36.209143Z" + } + }, + "outputs": [], + "source": [ + "# 학습할 Train / Validation 파일 리스트\n", + "df_list = list()\n", + "\n", + "# 데이터 목록 준비하기\n", + "for data_list in [TRAIN_LIST,TEST_LIST]:\n", + " categories = list()\n", + " for filename in data_list:\n", + " category = filename.split('.')[0]\n", + " if category == 'dog': # 개일 경우\n", + " categories.append(category)\n", + " else:\n", + " categories.append(category)\n", + "\n", + " # 각 파일별로 라벨링하기\n", + " df = pd.DataFrame({\n", + " 'filename': data_list,\n", + " 'category': categories\n", + " })\n", + " \n", + " df_list.append(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.233137Z", + "start_time": "2019-11-05T17:34:36.225119Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " filename category\n", + "0 dog.5050.jpg dog\n", + "1 cat.12120.jpg cat\n", + "2 cat.6952.jpg cat\n", + "3 cat.2606.jpg cat\n", + "4 cat.9185.jpg cat\n", + "5 dog.2655.jpg dog\n", + "6 cat.3178.jpg cat\n", + "7 cat.1360.jpg cat\n", + "8 dog.10864.jpg dog\n", + "9 cat.3900.jpg cat" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train 데이터 목록 확인하기\n", + "df_list[0].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.239096Z", + "start_time": "2019-11-05T17:34:36.234155Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " filename category\n", + "0 dog.1703.jpg dog\n", + "1 dog.6828.jpg dog\n", + "2 cat.7034.jpg cat\n", + "3 dog.5988.jpg dog\n", + "4 cat.4604.jpg cat\n", + "5 cat.451.jpg cat\n", + "6 cat.6383.jpg cat\n", + "7 dog.9197.jpg dog\n", + "8 dog.2981.jpg dog\n", + "9 dog.5166.jpg dog" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Test 데이터 목록 확인하기\n", + "df_list[1].head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.246485Z", + "start_time": "2019-11-05T17:34:36.240095Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 준비하기\n", + "train_df, valid_df = train_test_split(df_list[0], test_size=0.20, random_state=42)\n", + "train_df = train_df.reset_index(drop=True)\n", + "valid_df = valid_df.reset_index(drop=True)\n", + "\n", + "# Test 데이터 준비하기\n", + "test_df = df_list[1].reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.341234Z", + "start_time": "2019-11-05T17:34:36.247462Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 16000 validated image filenames belonging to 2 classes.\n" + ] + } + ], + "source": [ + "# Train 데이터를 가져오는 ImageDataGenerator 객체 생성\n", + "train_datagen = ImageDataGenerator(\n", + " rotation_range=15,\n", + " rescale=1./255,\n", + " shear_range=0.1,\n", + " zoom_range=0.2,\n", + " horizontal_flip=True,\n", + " width_shift_range=0.1,\n", + " height_shift_range=0.1\n", + ")\n", + "\n", + "# Train 데이터를 가져올 때 DataFrame을 이용\n", + "train_generator = train_datagen.flow_from_dataframe(\n", + " train_df,\n", + " TRAIN_FILE_PATH,\n", + " x_col='filename',\n", + " y_col='category',\n", + " target_size=IMAGE_SIZE,\n", + " class_mode='categorical',\n", + " batch_size=BATCH_SIZE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.370857Z", + "start_time": "2019-11-05T17:34:36.342314Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 4000 validated image filenames belonging to 2 classes.\n" + ] + } + ], + "source": [ + "# Validation 데이터를 가져오는 ImageDataGenerator 객체 생성\n", + "validation_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "# Validation 데이터를 가져올 때 DataFrame을 이용\n", + "validation_generator = validation_datagen.flow_from_dataframe(\n", + " valid_df,\n", + " TRAIN_FILE_PATH,\n", + " x_col='filename',\n", + " y_col='category',\n", + " target_size=IMAGE_SIZE,\n", + " class_mode='categorical',\n", + " batch_size=BATCH_SIZE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.404889Z", + "start_time": "2019-11-05T17:34:36.371957Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 5000 validated image filenames belonging to 2 classes.\n" + ] + } + ], + "source": [ + "# Test 데이터를 가져오는 ImageDataGenerator 객체 생성\n", + "test_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "# Test 데이터를 가져올 때 DataFrame을 이용\n", + "test_generator = test_datagen.flow_from_dataframe(\n", + " test_df,\n", + " TEST_FILE_PATH,\n", + " x_col='filename',\n", + " y_col='category',\n", + " target_size=IMAGE_SIZE,\n", + " class_mode='categorical',\n", + " batch_size=BATCH_SIZE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:36.408056Z", + "start_time": "2019-11-05T17:34:36.405894Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation / Test 크기\n", + "total_train = train_df.shape[0]\n", + "total_validate = valid_df.shape[0]\n", + "total_test = test_df.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 살펴보기" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:37.985181Z", + "start_time": "2019-11-05T17:34:36.409026Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 랜덤시드 고정\n", + "np.random.seed(123)\n", + "\n", + "# Test 데이터의 데이터 목록\n", + "flist = glob.glob(TRAIN_FILE_PATH+'*.jpg')\n", + "\n", + "# 랜덤으로 Test 데이터에서 데이터 가져오기\n", + "samples = random.choices(population=range(0, len(train_df)), k=16)\n", + "\n", + "# 추출한 Test 데이터 시각화\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# 각 Test 데이터 시각화\n", + "for count, n in enumerate(samples, start=1):\n", + " plt.subplot(4, 4, count)\n", + " flabel = os.path.basename(flist[n]).split('.')[0]\n", + " img = cv2.imread(flist[n])\n", + " img = cv2.cvtColor(img,cv2.COLOR_BGR2RGB).astype('float32') / 255\n", + " plt.imshow(img, interpolation='nearest')\n", + " tmp = \"Label:\" + flabel\n", + " plt.title(tmp)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링\n", + "\n", + " 앞선 예제에서는 직접 CNN 모델을 구성하여 학습을 진행하였지만, 이번 예제에서는 VGGNet, ResNet, MobileNet과 같이 보편적으로 성능이 좋다고 알려져있는 CNN 모델을 사용해보자. Keras에서는 application 모듈에서 Pretrained된 모델을 사용할 수 있다. 이미지 분류에 사용할 수 있는 모델의 목록은 아래와 같다.\n", + " \n", + "- Xception\n", + "- VGG16\n", + "- VGG19\n", + "- ResNet, ResNetV2\n", + "- InceptionV3\n", + "- InceptionResNetV2\n", + "- MobileNet\n", + "- MobileNetV2\n", + "- DenseNet\n", + "- NASNet\n", + "\n", + "이번 예제에서는 **`VGG-16`을 사용**해보도록 하자.\n", + "\n", + "\n", + "\n", + "출처 : [Keras Documentation](https://keras.io/applications/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### VGG16 모델 생성" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:38.829081Z", + "start_time": "2019-11-05T17:34:37.986341Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n" + ] + } + ], + "source": [ + "# VGG16 객체 생성\n", + "base_model = VGG16(input_shape=INPUT_SHAPE, # CIFAR-10의 이미지 형태\n", + " include_top=False, # FC Layer를 제거\n", + " weights='imagenet')\n", + "\n", + "# VGG16의 모든 Layer를 학습가능하게\n", + "base_model.trainable = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### VGG-16 미세 조정" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:38.835146Z", + "start_time": "2019-11-05T17:34:38.830145Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 19/19 [00:00<00:00, 46305.51it/s]\n" + ] + } + ], + "source": [ + "# VGG-16의 상단 Layer를 학습가능여부\n", + "set_trainable = False\n", + "\n", + "# block5_conv1 라는 이름의 Layer를 만나면 학습가능하게끔\n", + "for layer in tqdm(base_model.layers):\n", + " if layer.name in ['block4_conv3','block5_conv3']:\n", + " set_trainable = True\n", + " if set_trainable:\n", + " layer.trainable = True\n", + " else:\n", + " layer.trainable = False" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:34:38.844267Z", + "start_time": "2019-11-05T17:34:38.836109Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Layer TypeLayer NameLayer Trainable
0<tensorflow.python.keras.engine.input_layer.In...input_1False
1<tensorflow.python.keras.layers.convolutional....block1_conv1False
2<tensorflow.python.keras.layers.convolutional....block1_conv2False
3<tensorflow.python.keras.layers.pooling.MaxPoo...block1_poolFalse
4<tensorflow.python.keras.layers.convolutional....block2_conv1False
5<tensorflow.python.keras.layers.convolutional....block2_conv2False
6<tensorflow.python.keras.layers.pooling.MaxPoo...block2_poolFalse
7<tensorflow.python.keras.layers.convolutional....block3_conv1False
8<tensorflow.python.keras.layers.convolutional....block3_conv2False
9<tensorflow.python.keras.layers.convolutional....block3_conv3False
10<tensorflow.python.keras.layers.pooling.MaxPoo...block3_poolFalse
11<tensorflow.python.keras.layers.convolutional....block4_conv1False
12<tensorflow.python.keras.layers.convolutional....block4_conv2False
13<tensorflow.python.keras.layers.convolutional....block4_conv3True
14<tensorflow.python.keras.layers.pooling.MaxPoo...block4_poolTrue
15<tensorflow.python.keras.layers.convolutional....block5_conv1True
16<tensorflow.python.keras.layers.convolutional....block5_conv2True
17<tensorflow.python.keras.layers.convolutional....block5_conv3True
18<tensorflow.python.keras.layers.pooling.MaxPoo...block5_poolTrue
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" + ], + "text/plain": [ + " Layer Type Layer Name \\\n", + "0 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/cat_dog_vgg16.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 학습하기 " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:46:07.442170Z", + "start_time": "2019-11-05T17:34:39.017075Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "1066/1066 [==============================] - 70s 65ms/step - loss: 0.2422 - acc: 0.8956 - val_loss: 0.1422 - val_acc: 0.9401\n", + "Epoch 2/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.1507 - acc: 0.9353 - val_loss: 0.1476 - val_acc: 0.9398\n", + "Epoch 3/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.1197 - acc: 0.9514 - val_loss: 0.1155 - val_acc: 0.9506\n", + "Epoch 4/10\n", + "1066/1066 [==============================] - 69s 65ms/step - loss: 0.1040 - acc: 0.9591 - val_loss: 0.1141 - val_acc: 0.9541\n", + "Epoch 5/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.0886 - acc: 0.9651 - val_loss: 0.1018 - val_acc: 0.9574\n", + "Epoch 6/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.0752 - acc: 0.9728 - val_loss: 0.1046 - val_acc: 0.9579\n", + "Epoch 7/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.0704 - acc: 0.9732 - val_loss: 0.1069 - val_acc: 0.9574\n", + "Epoch 8/10\n", + "1066/1066 [==============================] - 69s 65ms/step - loss: 0.0602 - acc: 0.9772 - val_loss: 0.1157 - val_acc: 0.9566\n", + "Epoch 9/10\n", + "1066/1066 [==============================] - 69s 64ms/step - loss: 0.0556 - acc: 0.9790 - val_loss: 0.1584 - val_acc: 0.9476\n", + "Epoch 10/10\n", + "1066/1066 [==============================] - 68s 64ms/step - loss: 0.0529 - acc: 0.9810 - val_loss: 0.1949 - val_acc: 0.9429\n" + ] + } + ], + "source": [ + "# 모델 학습하기\n", + "# ImageDataGenerator이기 때문에 fit_generator로 학습을 진행해야함\n", + "history = model.fit_generator(\n", + " train_generator, \n", + " epochs=EPOCHS,\n", + " validation_data=validation_generator,\n", + " validation_steps=total_validate//BATCH_SIZE,\n", + " steps_per_epoch=total_train//BATCH_SIZE\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:46:07.611028Z", + "start_time": "2019-11-05T17:46:07.444928Z" + } + }, + "outputs": [], + "source": [ + "# 학습한 모델 저장하기\n", + "model.save('./bin/cat_dog_vgg16.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 평가하기" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:47:16.323344Z", + "start_time": "2019-11-05T17:46:07.612182Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.05913539709513891\n", + "Train Accuracy : 0.9781249761581421\n", + "Test Loss : 0.19414071359452056\n", + "Test Accuracy : 0.9430000185966492\n" + ] + } + ], + "source": [ + "# Train 데이터에 대한 Loss와 Accuracy\n", + "train_loss, train_acc = model.evaluate_generator(train_generator,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "# Validation 데이터에 대한 Loss와 Accuracy\n", + "validation_loss, validation_acc = model.evaluate_generator(validation_generator,verbose=0)\n", + "print('Test Loss : {}'.format(validation_loss))\n", + "print('Test Accuracy : {}'.format(validation_acc))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:47:16.495391Z", + "start_time": "2019-11-05T17:47:16.328736Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대한 Loss\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:47:16.619453Z", + "start_time": "2019-11-05T17:47:16.496412Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대한 Accuracy\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 검증하기" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:50:24.170246Z", + "start_time": "2019-11-05T17:50:15.219729Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss : 0.19926137812348055\n", + "Test Accuracy : 0.948199987411499\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate_generator(test_generator)\n", + "print('Test Loss : {}'.format(test_loss))\n", + "print('Test Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T17:56:30.862529Z", + "start_time": "2019-11-05T17:56:29.058826Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234)\n", + "\n", + "# Test 데이터 예측하기\n", + "predicted_result = model.predict_generator(test_generator,steps=10)\n", + "\n", + "# 예측한 데이터의 Label 가져오기\n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# Test 데이터의 데이터 목록\n", + "flist = glob.glob(TEST_FILE_PATH+'*.jpg')\n", + "\n", + "# 랜덤으로 Test 데이터에서 데이터 가져오기\n", + "samples = np.random.randint(low= 0, high=len(predicted_labels), size=16)\n", + "\n", + "# 추출한 Test 데이터 시각화\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# 각 Test 데이터 시각화\n", + "for count, n in enumerate(samples, start=1):\n", + " plt.subplot(4, 4, count)\n", + " flabel = os.path.basename(flist[n]).split('.')[0]\n", + " img = cv2.imread(flist[n])\n", + " img = cv2.cvtColor(img,cv2.COLOR_BGR2RGB).astype('float32') / 255\n", + " plt.imshow(img, interpolation='nearest')\n", + " tmp = \"Label:\" + flabel + \", Prediction:\" + \\\n", + " CATDOG_CLASSES[predicted_labels[n]]\n", + " plt.title(tmp)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/cat_dog_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는\n", + "\n", + "![](https://miro.medium.com/max/5250/1*n16lj3lSkz2miMc_5cvkrA.jpeg)\n", + "\n", + "VGG16을 통해서 이제는 개와 고양이의 클래스를 가진 RGB 이미지에 대해서도 훌륭히 이미지 분류가 되는 것을 확인할 수 있다. 하지만 여전히 한가지 문제점은 VGG16은 엄청난 파라미터 때문에(이번 예제에서 학습만 파라미터만 14,602,954개) NUC와 같은 디바이스에서는 학습이 더디게 진행될 수 있다는 점이다. 그래서 다음 예제에서는 ResNet을 통하여 파라미터를 더 줄이면서 더 많은 클래스를 분류하는 예제를 해보자." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture06 - CIFAR100.ipynb b/Lecture06 - CIFAR100.ipynb new file mode 100644 index 0000000..2302f24 --- /dev/null +++ b/Lecture06 - CIFAR100.ipynb @@ -0,0 +1,1493 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:37.200344Z", + "start_time": "2019-11-09T01:43:37.195218Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import warnings\n", + "import itertools\n", + "from tqdm import tqdm\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:37.669117Z", + "start_time": "2019-11-09T01:43:37.202860Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:37.830287Z", + "start_time": "2019-11-09T01:43:37.670241Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:38.559838Z", + "start_time": "2019-11-09T01:43:37.831578Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10,cifar100\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import ResNet50\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy,binary_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.keras.metrics import top_k_categorical_accuracy\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:38.700833Z", + "start_time": "2019-11-09T01:43:38.561044Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 6251351141964846220\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 17933432099555749685\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7881329869\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 1496858449212004281\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 145465887796347891\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "warnings.filterwarnings(action='ignore')\n", + "warnings.filterwarnings(action='default')\n", + "\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - CIFAR100\n", + "\n", + "![](https://miro.medium.com/max/356/1*fTQtXyApxWPoW2vzSEk_Pw.png)\n", + "\n", + " 이 데이터 세트는 CIFAR-10과 똑같다. 단, 각각 600개의 이미지가 포함된 100개의 클래스가 있다. 학습용 영상은 500개, 시험용 영상은 클래스당 100개씩이다. CIFAR-100의 100개 클래스는 20개의 슈퍼 클래스로 분류된다. 각 이미지에는 \"fine\"클래스과 \"coarse\" 라벨이 함께 나온다.\n", + "CIFAR-100의 클래스 목록은 다음과 같다.\n", + "\n", + "출처 : [The CIFAR-100 dataset document](https://www.cs.toronto.edu/~kriz/cifar.html)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:38.706141Z", + "start_time": "2019-11-09T01:43:38.701794Z" + } + }, + "outputs": [], + "source": [ + "# CIFAR-100 클래스\n", + "CIFAR100_CLASSES = sorted(['beaver', 'dolphin', 'otter', 'seal', 'whale', # aquatic mammals\n", + " 'aquarium' 'fish', 'flatfish', 'ray', 'shark', 'trout', # fish\n", + " 'orchids', 'poppies', 'roses', 'sunflowers', 'tulips', # flowers\n", + " 'bottles', 'bowls', 'cans', 'cups', 'plates', # food containers\n", + " 'apples', 'mushrooms', 'oranges', 'pears', 'sweet peppers', # fruit and vegetables\n", + " 'clock', 'computer' 'keyboard', 'lamp', 'telephone', 'television', # household electrical devices\n", + " 'bed', 'chair', 'couch', 'table', 'wardrobe', # household furniture\n", + " 'bee', 'beetle', 'butterfly', 'caterpillar', 'cockroach', # insects\n", + " 'bear', 'leopard', 'lion', 'tiger', 'wolf', # large carnivores\n", + " 'bridge', 'castle', 'house', 'road', 'skyscraper', # large man-made outdoor things\n", + " 'cloud', 'forest', 'mountain', 'plain', 'sea', # large natural outdoor scenes\n", + " 'camel', 'cattle', 'chimpanzee', 'elephant', 'kangaroo', # large omnivores and herbivores\n", + " 'fox', 'porcupine', 'possum', 'raccoon', 'skunk', # medium-sized mammals\n", + " 'crab', 'lobster', 'snail', 'spider', 'worm', # non-insect invertebrates\n", + " 'baby', 'boy', 'girl', 'man', 'woman', # people\n", + " 'crocodile', 'dinosaur', 'lizard', 'snake', 'turtle', # reptiles\n", + " 'hamster', 'mouse', 'rabbit', 'shrew', 'squirrel', # small mammals\n", + " 'maple', 'oak', 'palm', 'pine', 'willow', # trees\n", + " 'bicycle', 'bus', 'motorcycle', 'pickup truck', 'train', # vehicles 1\n", + " 'lawn-mower', 'rocket', 'streetcar', 'tank', 'tractor' # vehicles 2\n", + " ])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR-100 데이터 불러오기" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:38.846809Z", + "start_time": "2019-11-09T01:43:38.707078Z" + } + }, + "outputs": [], + "source": [ + "# Keras에서 제공하는 CIFAR-100 데이터를 불러오는 함수 : cifar100.load_data()\n", + "(X_train, y_train), (X_test,y_test) = cifar100.load_data()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.238792Z", + "start_time": "2019-11-09T01:43:38.847982Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 분리하기\n", + "# Train 데이터를 Train / Validation 으로 나누어줌으로써 Overfitting 여부를 파악\n", + "# X_train, X_valid = X_train[:40000], X_train[40000:]\n", + "# y_train, y_valid = y_train[:40000], y_train[40000:]\n", + "X_train,X_valid,y_train,y_valid = train_test_split(X_train,y_train,test_size=0.2,shuffle=True,random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.243180Z", + "start_time": "2019-11-09T01:43:39.240488Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CIFAR-100 Train 데이터의 크기 : 40000\n", + "CIFAR-100 Validation 데이터의 크기 : 10000\n", + "CIFAR-100 Test 데이터의 크기 : 10000\n" + ] + } + ], + "source": [ + "# Train / Test 데이터의 크기 확인\n", + "print('CIFAR-100 Train 데이터의 크기 : {}'.format(len(X_train)))\n", + "print('CIFAR-100 Validation 데이터의 크기 : {}'.format(len(X_valid)))\n", + "print('CIFAR-100 Test 데이터의 크기 : {}'.format(len(X_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR10 데이터 형태 확인하기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.247090Z", + "start_time": "2019-11-09T01:43:39.244463Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (40000, 32, 32, 3)\n", + "y_train Shape : (40000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_train.shape) # 32*32짜리 크기의 RGB 이미지 40000개\n", + "print(\"y_train Shape : \",y_train.shape) # 각 이미지별 레이블 40000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Validation 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.250499Z", + "start_time": "2019-11-09T01:43:39.248088Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_val Shape : (10000, 32, 32, 3)\n", + "y_val Shape : (10000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_val Shape : \",X_valid.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_val Shape : \",y_valid.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.253991Z", + "start_time": "2019-11-09T01:43:39.251565Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (10000, 32, 32, 3)\n", + "y_train Shape : (10000, 1)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_test.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_train Shape : \",y_test.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 시각화하기\n", + "\n", + "CIFAR100의 Train 데이터셋의 첫번재 데이터를 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.258020Z", + "start_time": "2019-11-09T01:43:39.254908Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[ 31, 43, 48],\n", + " [ 72, 86, 94],\n", + " [151, 165, 170],\n", + " ...,\n", + " [ 19, 36, 41],\n", + " [ 18, 34, 38],\n", + " [ 17, 32, 34]],\n", + "\n", + " [[ 47, 55, 53],\n", + " [ 63, 74, 75],\n", + " [104, 117, 116],\n", + " ...,\n", + " [ 18, 37, 43],\n", + " [ 19, 35, 41],\n", + " [ 18, 33, 38]],\n", + "\n", + " [[ 76, 87, 86],\n", + " [107, 119, 115],\n", + " [ 82, 96, 86],\n", + " ...,\n", + " [ 17, 34, 42],\n", + " [ 16, 35, 43],\n", + " [ 17, 33, 42]],\n", + "\n", + " ...,\n", + "\n", + " [[ 3, 2, 3],\n", + " [ 3, 3, 3],\n", + " [ 3, 5, 4],\n", + " ...,\n", + " [ 85, 91, 90],\n", + " [ 70, 78, 77],\n", + " [ 57, 65, 65]],\n", + "\n", + " [[ 3, 5, 5],\n", + " [ 3, 4, 3],\n", + " [ 3, 5, 4],\n", + " ...,\n", + " [100, 105, 101],\n", + " [ 84, 92, 91],\n", + " [ 45, 54, 56]],\n", + "\n", + " [[ 5, 7, 7],\n", + " [ 5, 7, 8],\n", + " [ 3, 5, 5],\n", + " ...,\n", + " [ 94, 100, 98],\n", + " [ 67, 77, 76],\n", + " [ 21, 29, 29]]], dtype=uint8)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = 0\n", + "X_train[idx] # 3채널 RGB 이미지 " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:39.375034Z", + "start_time": "2019-11-09T01:43:39.258990Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(X_train[idx], interpolation='nearest')\n", + "plt.title('Label : {}'.format(CIFAR100_CLASSES[y_train[idx][0]]))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "조금 더 많은 CIFAR 데이터셋을 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:40.688040Z", + "start_time": "2019-11-09T01:43:39.376057Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234) \n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = np.random.randint(0,len(X_train)+1,size=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n], interpolation='nearest')\n", + " label_name = \"Label:\" + str(CIFAR100_CLASSES[y_train[n][0]])\n", + " plt.title(label_name)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:40.845871Z", + "start_time": "2019-11-09T01:43:40.689134Z" + } + }, + "outputs": [], + "source": [ + "# 데이터 크기 조정(Data Reshape)\n", + "X_train = X_train.reshape(X_train.shape[0],32,32,3)\n", + "X_valid = X_valid.reshape(X_valid.shape[0],32,32,3)\n", + "X_test = X_test.reshape(X_test.shape[0],32,32,3)\n", + "\n", + "# 데이터 포맷 바꾸기\n", + "# 정수(int)인 데이터에서 실수(float)으로 변환\n", + "X_train = X_train.astype('float32')\n", + "X_valid = X_valid.astype('float32')\n", + "X_test = X_test.astype('float32')\n", + "\n", + "# 데이터 정규화(Data Regularization)\n", + "# 이 과정을 통해서 추후 학습할 신경망이 조금 더 학습이 원할히 될 수 있게함\n", + "X_train = X_train / 255\n", + "X_valid = X_valid / 255\n", + "X_test = X_test / 255\n", + "\n", + "# 원-핫 인코딩(One Hot Encoding)\n", + "# Keras의 to_categorical함수를 통해서 모든 Train 데이터의 레이블을 벡터화(Vectorize)\n", + "# ex) [3] -> [0 0 0 1 0 0 0 0 0 0]\n", + "y_train = to_categorical(y_train, 100) \n", + "y_valid = to_categorical(y_valid,100)\n", + "y_test = to_categorical(y_test, 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링\n", + "\n", + " 앞선 예제에서는 직접 CNN 모델을 구성하여 학습을 진행하였지만, 이번 예제에서는 VGGNet, ResNet, MobileNet과 같이 보편적으로 성능이 좋다고 알려져있는 CNN 모델을 사용해보자. Keras에서는 application 모듈에서 Pretrained된 모델을 사용할 수 있다. 이미지 분류에 사용할 수 있는 모델의 목록은 아래와 같다.\n", + " \n", + "- Xception\n", + "- VGG16\n", + "- VGG19\n", + "- ResNet, ResNetV2\n", + "- InceptionV3\n", + "- InceptionResNetV2\n", + "- MobileNet\n", + "- MobileNetV2\n", + "- DenseNet\n", + "- NASNet\n", + "\n", + "출처 : [Keras Documentation](https://keras.io/applications/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "이번 예제에서는 **`ResNet50`을 사용**해보도록 하자.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ResNet50모델 생성" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:45.603926Z", + "start_time": "2019-11-09T01:43:40.846994Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras_applications/resnet50.py:265: UserWarning: The output shape of `ResNet50(include_top=False)` has been changed since Keras 2.2.0.\n", + " warnings.warn('The output shape of `ResNet50(include_top=False)` '\n" + ] + } + ], + "source": [ + "# CIFAR-10의 이미지 형태\n", + "INPUT_SHAPE = (32, 32, 3)\n", + "\n", + "# VGG16 객체 생성\n", + "base_model = ResNet50(input_shape=INPUT_SHAPE, # CIFAR-10의 이미지 형태\n", + " include_top=False, # FC Layer를 제거\n", + " weights='imagenet')\n", + "\n", + "# ResNet50의 모든 Layer를 Freezing\n", + "base_model.trainable = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ResNet50 미세 조정" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:45.612117Z", + "start_time": "2019-11-09T01:43:45.604884Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 175/175 [00:00<00:00, 61428.00it/s]\n" + ] + } + ], + "source": [ + "# ResNet의 상단 Layer를 학습가능여부\n", + "set_trainable = False\n", + "\n", + "# res5c_branch2a, res5c_branch2b, res5c_branch2c 라는 이름의 Layer를 만나면 학습가능하게끔\n", + "for layer in tqdm(base_model.layers):\n", + " if layer.name in ['res5a_branch2a','res5a_branch2b','res5a_branch2c',\n", + " 'res5b_branch2a','res5b_branch2b','res5b_branch2c',\n", + " 'res5c_branch2a','res5c_branch2b','res5c_branch2c']:\n", + " set_trainable = True\n", + " if set_trainable:\n", + " layer.trainable = True\n", + " else:\n", + " layer.trainable = False" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:45.624364Z", + "start_time": "2019-11-09T01:43:45.613195Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Layer Type Layer Name \\\n", + "0 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/cifar100_resnet_model.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 학습하기\n", + "\n", + "Keras의 `fit`의 메소드를 통해서 간단하게 학습가능하다. 이번 예제에서는 여기서는 10번의 epoch만으로 학습을 진행하도록 한다. 그리고 앞서 준비한 검증 데이터(Validation Set)을 통해서 신경망의 오버피팅 여부를 판단하도록 하자." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:43:47.131661Z", + "start_time": "2019-11-09T01:43:47.129704Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 10\n", + "BATCH_SIZE = 64" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:47:38.650692Z", + "start_time": "2019-11-09T01:43:47.133613Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 40000 samples, validate on 10000 samples\n", + "Epoch 1/10\n", + "40000/40000 [==============================] - 25s 627us/sample - loss: 3.9952 - acc: 0.1555 - top_k_categorical_accuracy: 0.3420 - val_loss: 7.3771 - val_acc: 0.0096 - val_top_k_categorical_accuracy: 0.0501\n", + "Epoch 2/10\n", + "40000/40000 [==============================] - 22s 560us/sample - loss: 2.5992 - acc: 0.3553 - top_k_categorical_accuracy: 0.6415 - val_loss: 7.6171 - val_acc: 0.0098 - val_top_k_categorical_accuracy: 0.0503\n", + "Epoch 3/10\n", + "40000/40000 [==============================] - 23s 571us/sample - loss: 1.9979 - acc: 0.4816 - top_k_categorical_accuracy: 0.7682 - val_loss: 7.4113 - val_acc: 0.0101 - val_top_k_categorical_accuracy: 0.0471\n", + "Epoch 4/10\n", + "40000/40000 [==============================] - 23s 569us/sample - loss: 1.5467 - acc: 0.5907 - top_k_categorical_accuracy: 0.8507 - val_loss: 7.6248 - val_acc: 0.0103 - val_top_k_categorical_accuracy: 0.0541\n", + "Epoch 5/10\n", + "40000/40000 [==============================] - 23s 571us/sample - loss: 1.2171 - acc: 0.6778 - top_k_categorical_accuracy: 0.9041 - val_loss: 8.8476 - val_acc: 0.0111 - val_top_k_categorical_accuracy: 0.0518\n", + "Epoch 6/10\n", + "40000/40000 [==============================] - 23s 564us/sample - loss: 0.9377 - acc: 0.7540 - top_k_categorical_accuracy: 0.9385 - val_loss: 8.7705 - val_acc: 0.0105 - val_top_k_categorical_accuracy: 0.0536\n", + "Epoch 7/10\n", + "40000/40000 [==============================] - 23s 565us/sample - loss: 0.7364 - acc: 0.8077 - top_k_categorical_accuracy: 0.9604 - val_loss: 8.3413 - val_acc: 0.0103 - val_top_k_categorical_accuracy: 0.0518\n", + "Epoch 8/10\n", + "40000/40000 [==============================] - 23s 565us/sample - loss: 0.5862 - acc: 0.8505 - top_k_categorical_accuracy: 0.9741 - val_loss: 10.4077 - val_acc: 0.0107 - val_top_k_categorical_accuracy: 0.0528\n", + "Epoch 9/10\n", + "40000/40000 [==============================] - 23s 572us/sample - loss: 0.4665 - acc: 0.8819 - top_k_categorical_accuracy: 0.9840 - val_loss: 8.0091 - val_acc: 0.0099 - val_top_k_categorical_accuracy: 0.0501\n", + "Epoch 10/10\n", + "40000/40000 [==============================] - 23s 572us/sample - loss: 0.3953 - acc: 0.8992 - top_k_categorical_accuracy: 0.9876 - val_loss: 9.3926 - val_acc: 0.0105 - val_top_k_categorical_accuracy: 0.0511\n" + ] + } + ], + "source": [ + "history = model.fit(X_train, # 학습할 데이터\n", + " y_train, # 학습할 레이블\n", + " epochs=EPOCHS, # 전체 학습할 횟수\n", + " batch_size=BATCH_SIZE, # 배치 사이즈\n", + " use_multiprocessing=True,\n", + " validation_data=(X_valid, y_valid) # 검증 데이터로 확인\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:47:39.980877Z", + "start_time": "2019-11-09T01:47:38.654212Z" + } + }, + "outputs": [], + "source": [ + "model.save('./bin/cifar100_resnet50.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 평가하기" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T01:51:34.217542Z", + "start_time": "2019-11-09T01:51:08.850208Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 9.426516875839233\n", + "Train Accuracy : 0.009949999861419201\n", + "Train Top5 Accuracy : 0.04987499862909317\n", + "Validation Loss : 9.39263415222168\n", + "Validation Accuracy : 0.010499999858438969\n", + "Validation Top5 Accuracy : 0.051100000739097595\n" + ] + } + ], + "source": [ + "# Train 데이터로 평가하기\n", + "train_loss, train_acc, train_top5_acc= model.evaluate(X_train,y_train,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "print('Train Top5 Accuracy : {}'.format(train_top5_acc))\n", + "\n", + "# Validation 데이터로 평가하기\n", + "valid_loss, valid_acc , valid_top5_acc= model.evaluate(X_valid,y_valid,verbose=0)\n", + "print('Validation Loss : {}'.format(valid_loss))\n", + "print('Validation Accuracy : {}'.format(valid_acc))\n", + "print('Validation Top5 Accuracy : {}'.format(valid_top5_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Loss" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T02:06:58.031937Z", + "start_time": "2019-11-09T02:06:57.901776Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Loss 시각화\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Accuaracy" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T02:06:59.754304Z", + "start_time": "2019-11-09T02:06:59.623734Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(acc)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Top5 Accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T02:07:39.807376Z", + "start_time": "2019-11-09T02:07:39.674779Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['top_k_categorical_accuracy']\n", + "val_acc = history.history['val_top_k_categorical_accuracy']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Top5 Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Top5 Accuarcy')\n", + "plt.title('Training and Validation Top5 Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 검증하기" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T02:14:35.828625Z", + "start_time": "2019-11-09T02:14:30.641965Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss : 9.417670503234863\n", + "Test Accuracy : 0.009999999776482582\n", + "Test Accuracy : 0.05079999938607216\n" + ] + } + ], + "source": [ + "test_loss, test_acc, test_top5_acc = model.evaluate(X_test,y_test,verbose=0)\n", + "print('Test Loss : {}'.format(test_loss))\n", + "print('Test Accuracy : {}'.format(test_acc))\n", + "print('Test Accuracy : {}'.format(test_top5_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RenNet으로 학습한 신경망이 과연 어떠한 이미지를 잘 못 예측했는지 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T05:39:55.345400Z", + "start_time": "2019-11-09T05:39:41.360689Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "random.seed('intel')\n", + "\n", + "# TEST 데이터 예측하기\n", + "predicted_result = model.predict(X_train)\n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# TEST 데이터의 정답 가져오기\n", + "test_labels = np.argmax(y_test, axis=1)\n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = random.choices(population=test_labels, k=16)\n", + "\n", + "# CIFAR100를 그릴 Figure 준비\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples, start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_test[n], interpolation='nearest')\n", + " label = \"Label:\" + CIFAR100_CLASSES[test_labels[n]]\n", + " pred = \"Prediction:\" + CIFAR100_CLASSES[predicted_labels[n]]\n", + " plt.title(label+', '+pred)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/result/cifar100_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://miro.medium.com/max/5250/1*n16lj3lSkz2miMc_5cvkrA.jpeg)\n", + "\n", + "ResNet50모델을 통해서 이제 VGG-16모델에서 가장 큰 이슈였던 많은 양의 파라미터는 해결됐다. ResNet50은 VGG-16모델보다 적은 파라미터로 더 좋은 성능을 낼 수 있다. 하지만 여전히 이정도의 파라미터는 작은 디바이스에서 학습하기엔 문제가 된다. 그렇기 때문에 이러한 이슈를 해결하고자 다음 예제에서는 `MobileNet`을 이용하는 예제를 해보자." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고\n", + "\n", + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture07 - Intel Scene Image.ipynb b/Lecture07 - Intel Scene Image.ipynb new file mode 100644 index 0000000..9edcb04 --- /dev/null +++ b/Lecture07 - Intel Scene Image.ipynb @@ -0,0 +1,1479 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:00.927779Z", + "start_time": "2019-11-09T06:36:00.923186Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import warnings\n", + "import itertools\n", + "from tqdm import tqdm\n", + "from pathlib import Path" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:01.392127Z", + "start_time": "2019-11-09T06:36:00.928974Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:01.552027Z", + "start_time": "2019-11-09T06:36:01.393371Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.utils import shuffle\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:02.284444Z", + "start_time": "2019-11-09T06:36:01.553283Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10,cifar100\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import ResNet50\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy,binary_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.keras.metrics import top_k_categorical_accuracy\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:02.397002Z", + "start_time": "2019-11-09T06:36:02.285676Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 14925120783594900468\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 7682135559916768946\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7763971277\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 15846387144197562830\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 12185788510114126499\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "\n", + "warnings.filterwarnings(action='ignore')\n", + "warnings.filterwarnings(action='default')\n", + "\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - CIFAR100\n", + "\n", + "\n", + "![](https://upload.wikimedia.org/wikipedia/commons/7/7c/Kaggle_logo.png)\n", + "\n", + "이번에도 캐글(Kaggle)에서 데이터셋을 구해봅시다. 그 중에서도 Intel에서 제공해준 이미지를 학습하여 장면(Scene)을 분류하는 예제를 해보도록 합시다. 데이터는 아래의 주소에서 구할 수 있습니다.\n", + "\n", + "다운로드 : [Intel Image Classification | Kaggle](https://www.kaggle.com/puneet6060/intel-image-classification)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR-100 데이터 불러오기" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:02.402489Z", + "start_time": "2019-11-09T06:36:02.397915Z" + } + }, + "outputs": [], + "source": [ + "def get_images(directory):\n", + " Images = []\n", + " Labels = [] # 0 for Building , 1 for forest, 2 for glacier, 3 for mountain, 4 for Sea , 5 for Street\n", + " label = 0\n", + " \n", + " for labels in os.listdir(directory): #Main Directory where each class label is present as folder name.\n", + " if labels == 'glacier': #Folder contain Glacier Images get the '2' class label.\n", + " label = 2\n", + " elif labels == 'sea':\n", + " label = 4\n", + " elif labels == 'buildings':\n", + " label = 0\n", + " elif labels == 'forest':\n", + " label = 1\n", + " elif labels == 'street':\n", + " label = 5\n", + " elif labels == 'mountain':\n", + " label = 3\n", + " \n", + " for image_file in os.listdir(directory+labels): #Extracting the file name of the image from Class Label folder\n", + " image = cv2.imread(directory+labels+r'/'+image_file) #Reading the image (OpenCV)\n", + " image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)\n", + " image = cv2.resize(image,(150,150)) #Resize the image, Some images are different sizes. (Resizing is very Important)\n", + " Images.append(image)\n", + " Labels.append(label)\n", + " \n", + " return shuffle(Images,Labels,random_state=1234) #Shuffle the dataset you just prepared." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:02.406213Z", + "start_time": "2019-11-09T06:36:02.403520Z" + } + }, + "outputs": [], + "source": [ + "def get_classlabel(class_code):\n", + " labels = {2:'glacier', 4:'sea', 0:'buildings', 1:'forest', 5:'street', 3:'mountain'}\n", + " \n", + " return labels[class_code]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:08.750135Z", + "start_time": "2019-11-09T06:36:02.407223Z" + } + }, + "outputs": [], + "source": [ + "Images, Labels = get_images('./data/intel-image-classification/train/') #Extract the training images from the folders.\n", + "\n", + "X_train = np.array(Images) #converting the list of images to numpy array.\n", + "y_train = np.array(Labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.109430Z", + "start_time": "2019-11-09T06:36:08.751826Z" + } + }, + "outputs": [], + "source": [ + "Images, Labels = get_images('./data/intel-image-classification/test/') #Extract the training images from the folders.\n", + "\n", + "X_test = np.array(Images) #converting the list of images to numpy array.\n", + "y_test = np.array(Labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.223022Z", + "start_time": "2019-11-09T06:36:10.110770Z" + } + }, + "outputs": [], + "source": [ + "# Train / Validation 데이터 분리하기\n", + "# Train 데이터를 Train / Validation 으로 나누어줌으로써 Overfitting 여부를 파악\n", + "# X_train, X_valid = X_train[:40000], X_train[40000:]\n", + "# y_train, y_valid = y_train[:40000], y_train[40000:]\n", + "X_train,X_valid,y_train,y_valid = train_test_split(X_train,y_train,test_size=0.2,shuffle=True,random_state=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.226778Z", + "start_time": "2019-11-09T06:36:10.224079Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train 데이터의 크기 : 11227\n", + "Validation 데이터의 크기 : 2807\n", + "Test 데이터의 크기 : 3000\n" + ] + } + ], + "source": [ + "# Train / Test 데이터의 크기 확인\n", + "print('Train 데이터의 크기 : {}'.format(len(X_train)))\n", + "print('Validation 데이터의 크기 : {}'.format(len(X_valid)))\n", + "print('Test 데이터의 크기 : {}'.format(len(X_test)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### CIFAR10 데이터 형태 확인하기" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.230333Z", + "start_time": "2019-11-09T06:36:10.227711Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (11227, 150, 150, 3)\n", + "y_train Shape : (11227,)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_train.shape) # 32*32짜리 크기의 RGB 이미지 40000개\n", + "print(\"y_train Shape : \",y_train.shape) # 각 이미지별 레이블 40000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Validation 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.233724Z", + "start_time": "2019-11-09T06:36:10.231330Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_val Shape : (2807, 150, 150, 3)\n", + "y_val Shape : (2807,)\n" + ] + } + ], + "source": [ + "print(\"X_val Shape : \",X_valid.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_val Shape : \",y_valid.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test 데이터셋" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.237101Z", + "start_time": "2019-11-09T06:36:10.234722Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_train Shape : (3000, 150, 150, 3)\n", + "y_train Shape : (3000,)\n" + ] + } + ], + "source": [ + "print(\"X_train Shape : \",X_test.shape) # 32*32짜리 크기의 RGB 이미지 10000개\n", + "print(\"y_train Shape : \",y_test.shape) # 각 이미지별 레이블 10000개" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 데이터 시각화하기\n", + "\n", + "Train 데이터셋의 첫번재 데이터를 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.240892Z", + "start_time": "2019-11-09T06:36:10.238028Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[197, 229, 250],\n", + " [198, 230, 251],\n", + " [199, 231, 252],\n", + " ...,\n", + " [229, 235, 247],\n", + " [228, 236, 247],\n", + " [229, 237, 248]],\n", + "\n", + " [[195, 230, 250],\n", + " [196, 231, 251],\n", + " [199, 231, 252],\n", + " ...,\n", + " [243, 247, 255],\n", + " [237, 244, 254],\n", + " [233, 242, 251]],\n", + "\n", + " [[196, 231, 251],\n", + " [197, 232, 252],\n", + " [198, 233, 253],\n", + " ...,\n", + " [244, 247, 252],\n", + " [239, 244, 250],\n", + " [233, 240, 246]],\n", + "\n", + " ...,\n", + "\n", + " [[ 8, 8, 10],\n", + " [ 15, 15, 17],\n", + " [ 24, 23, 28],\n", + " ...,\n", + " [131, 126, 107],\n", + " [168, 163, 143],\n", + " [209, 206, 187]],\n", + "\n", + " [[ 17, 17, 19],\n", + " [ 22, 22, 24],\n", + " [ 34, 33, 38],\n", + " ...,\n", + " [220, 213, 194],\n", + " [156, 151, 129],\n", + " [225, 220, 200]],\n", + "\n", + " [[ 17, 17, 19],\n", + " [ 18, 18, 20],\n", + " [ 31, 30, 35],\n", + " ...,\n", + " [164, 158, 136],\n", + " [220, 214, 192],\n", + " [238, 233, 211]]], dtype=uint8)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "idx = 0\n", + "X_train[idx] # 3채널 RGB 이미지 " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:10.394427Z", + "start_time": "2019-11-09T06:36:10.242004Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(X_train[idx], interpolation='nearest')\n", + "plt.title('Label : {}'.format(get_classlabel(y_train[idx])))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "조금 더 많은 데이터를 확인해봅시다" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:11.754296Z", + "start_time": "2019-11-09T06:36:10.395520Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "np.random.seed(1234) \n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = np.random.randint(0,len(X_train)+1,size=16)\n", + "\n", + "# MNIST를 그릴 Figure 준비\n", + "plt.figure(figsize=(12,8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples,start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_train[n], interpolation='nearest')\n", + " label_name = \"Label:\" + str(get_classlabel(y_train[n]))\n", + " plt.title(label_name)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:12.675034Z", + "start_time": "2019-11-09T06:36:11.755365Z" + } + }, + "outputs": [], + "source": [ + "# 데이터 크기 조정(Data Reshape)\n", + "X_train = X_train.reshape(X_train.shape[0],150,150,3)\n", + "X_valid = X_valid.reshape(X_valid.shape[0],150,150,3)\n", + "X_test = X_test.reshape(X_test.shape[0],150,150,3)\n", + "\n", + "# 데이터 포맷 바꾸기\n", + "# 정수(int)인 데이터에서 실수(float)으로 변환\n", + "X_train = X_train.astype('float32')\n", + "X_valid = X_valid.astype('float32')\n", + "X_test = X_test.astype('float32')\n", + "\n", + "# 데이터 정규화(Data Regularization)\n", + "# 이 과정을 통해서 추후 학습할 신경망이 조금 더 학습이 원할히 될 수 있게함\n", + "X_train = X_train / 255\n", + "X_valid = X_valid / 255\n", + "X_test = X_test / 255\n", + "\n", + "# 원-핫 인코딩(One Hot Encoding)\n", + "# Keras의 to_categorical함수를 통해서 모든 Train 데이터의 레이블을 벡터화(Vectorize)\n", + "# ex) [3] -> [0 0 0 1 0 0 0 0 0 0]\n", + "y_train = to_categorical(y_train, 6) \n", + "y_valid = to_categorical(y_valid,6)\n", + "y_test = to_categorical(y_test, 6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델링\n", + "\n", + " 앞선 예제에서는 직접 CNN 모델을 구성하여 학습을 진행하였지만, 이번 예제에서는 VGGNet, ResNet, MobileNet과 같이 보편적으로 성능이 좋다고 알려져있는 CNN 모델을 사용해보자. Keras에서는 application 모듈에서 Pretrained된 모델을 사용할 수 있다. 이미지 분류에 사용할 수 있는 모델의 목록은 아래와 같다.\n", + " \n", + "- Xception\n", + "- VGG16\n", + "- VGG19\n", + "- ResNet, ResNetV2\n", + "- InceptionV3\n", + "- InceptionResNetV2\n", + "- MobileNet\n", + "- MobileNetV2\n", + "- DenseNet\n", + "- NASNet\n", + "\n", + "출처 : [Keras Documentation](https://keras.io/applications/)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "이번 예제에서는 **`ResNet50`을 사용**해보도록 하자.\n", + "\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ResNet50모델 생성" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:17.389554Z", + "start_time": "2019-11-09T06:36:12.676099Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras_applications/resnet50.py:265: UserWarning: The output shape of `ResNet50(include_top=False)` has been changed since Keras 2.2.0.\n", + " warnings.warn('The output shape of `ResNet50(include_top=False)` '\n" + ] + } + ], + "source": [ + "# CIFAR-10의 이미지 형태\n", + "INPUT_SHAPE = (150, 150, 3)\n", + "\n", + "# VGG16 객체 생성\n", + "base_model = ResNet50(input_shape=INPUT_SHAPE, # CIFAR-10의 이미지 형태\n", + " include_top=False, # FC Layer를 제거\n", + " weights='imagenet')\n", + "\n", + "# ResNet50의 모든 Layer를 Freezing\n", + "base_model.trainable = True" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### ResNet50 미세 조정" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:17.392517Z", + "start_time": "2019-11-09T06:36:17.390641Z" + } + }, + "outputs": [], + "source": [ + "# # ResNet의 상단 Layer를 학습가능여부\n", + "# set_trainable = False\n", + "\n", + "# # res5c_branch2a, res5c_branch2b, res5c_branch2c 라는 이름의 Layer를 만나면 학습가능하게끔\n", + "# for layer in tqdm(base_model.layers):\n", + "# if layer.name in ['res5a_branch2a','res5a_branch2b','res5a_branch2c',\n", + "# 'res5b_branch2a','res5b_branch2b','res5b_branch2c',\n", + "# 'res5c_branch2a','res5c_branch2b','res5c_branch2c']:\n", + "# set_trainable = True\n", + "# if set_trainable:\n", + "# layer.trainable = True\n", + "# else:\n", + "# layer.trainable = False" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:17.404710Z", + "start_time": "2019-11-09T06:36:17.393516Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Layer Type Layer Name \\\n", + "0 " + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.summary()\n", + "\n", + "plot_model(model, to_file='./img/model/cifar100_resnet_model.png', show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 학습하기\n", + "\n", + "Keras의 `fit`의 메소드를 통해서 간단하게 학습가능하다. 이번 예제에서는 여기서는 10번의 epoch만으로 학습을 진행하도록 한다. 그리고 앞서 준비한 검증 데이터(Validation Set)을 통해서 신경망의 오버피팅 여부를 판단하도록 하자." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:36:18.931344Z", + "start_time": "2019-11-09T06:36:18.928983Z" + } + }, + "outputs": [], + "source": [ + "EPOCHS = 10" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:12.261426Z", + "start_time": "2019-11-09T06:36:18.932270Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train on 11227 samples, validate on 2807 samples\n", + "Epoch 1/10\n", + "11227/11227 [==============================] - 82s 7ms/sample - loss: 0.3264 - acc: 0.8877 - val_loss: 2.9393 - val_acc: 0.1642\n", + "Epoch 2/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.1058 - acc: 0.9656 - val_loss: 0.9782 - val_acc: 0.6918\n", + "Epoch 3/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0539 - acc: 0.9825 - val_loss: 0.3565 - val_acc: 0.9006\n", + "Epoch 4/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0510 - acc: 0.9816 - val_loss: 0.3566 - val_acc: 0.9120\n", + "Epoch 5/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0373 - acc: 0.9883 - val_loss: 0.4404 - val_acc: 0.8953\n", + "Epoch 6/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0523 - acc: 0.9822 - val_loss: 0.3326 - val_acc: 0.9173\n", + "Epoch 7/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0301 - acc: 0.9906 - val_loss: 0.3664 - val_acc: 0.9124\n", + "Epoch 8/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0375 - acc: 0.9875 - val_loss: 0.3593 - val_acc: 0.9124\n", + "Epoch 9/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0378 - acc: 0.9882 - val_loss: 0.3565 - val_acc: 0.9070\n", + "Epoch 10/10\n", + "11227/11227 [==============================] - 76s 7ms/sample - loss: 0.0402 - acc: 0.9869 - val_loss: 0.3322 - val_acc: 0.9173\n" + ] + } + ], + "source": [ + "history = model.fit(X_train, # 학습할 데이터\n", + " y_train, # 학습할 레이블\n", + " epochs=EPOCHS, # 전체 학습할 횟수\n", + " use_multiprocessing=True,\n", + " validation_data=(X_valid, y_valid) # 검증 데이터로 확인\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:14.350435Z", + "start_time": "2019-11-09T06:49:12.266105Z" + } + }, + "outputs": [], + "source": [ + "model.save('./bin/scene_resnet50.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 평가하기" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:40.913882Z", + "start_time": "2019-11-09T06:49:14.355309Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.03304734686692347\n", + "Train Accuracy : 0.9895787239074707\n", + "Validation Loss : 0.332184816616092\n", + "Validation Accuracy : 0.9173494577407837\n" + ] + } + ], + "source": [ + "# Train 데이터로 평가하기\n", + "train_loss, train_acc= model.evaluate(X_train,y_train,verbose=0)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "# Validation 데이터로 평가하기\n", + "valid_loss, valid_acc = model.evaluate(X_valid,y_valid,verbose=0)\n", + "print('Validation Loss : {}'.format(valid_loss))\n", + "print('Validation Accuracy : {}'.format(valid_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Loss" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:41.076916Z", + "start_time": "2019-11-09T06:49:40.918614Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Loss 시각화\n", + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Train / Validation Accuaracy" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:41.202024Z", + "start_time": "2019-11-09T06:49:41.077931Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Train / Validation 데이터에 대해서 Accuracy 시각화\n", + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(acc)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 신경망 모델 검증하기" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:47.085235Z", + "start_time": "2019-11-09T06:49:41.203200Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test Loss : 0.3762654103835424\n", + "Test Accuracy : 0.902999997138977\n" + ] + } + ], + "source": [ + "test_loss, test_acc = model.evaluate(X_test,y_test,verbose=0)\n", + "print('Test Loss : {}'.format(test_loss))\n", + "print('Test Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "RenNet으로 학습한 신경망이 과연 어떠한 이미지를 잘 못 예측했는지 확인해보자" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-09T06:49:54.659808Z", + "start_time": "2019-11-09T06:49:47.086321Z" + }, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# 재연성을 위하여 랜덤시드 고정\n", + "random.seed('intel')\n", + "\n", + "# TEST 데이터 예측하기\n", + "predicted_result = model.predict(X_test)\n", + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "# TEST 데이터의 정답 가져오기\n", + "test_labels = np.argmax(y_test, axis=1)\n", + "\n", + "# 잘못 예측한 데이터 찾기\n", + "wrong_result = []\n", + "for n in range(0, len(test_labels)):\n", + " if predicted_labels[n] != test_labels[n]:\n", + " wrong_result.append(n)\n", + "\n", + "# random 함수를 통해서 임의의 16개 데이터 가져오기\n", + "samples = random.choices(population=wrong_result, k=16) \n", + " \n", + "# 그릴 Figure 준비\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# 16개의 이미지 시각화\n", + "for count, n in enumerate(samples, start=1):\n", + " plt.subplot(4, 4, count)\n", + " plt.imshow(X_test[n], interpolation='nearest')\n", + " label = \"Label:\" + get_classlabel(test_labels[n])\n", + " pred = \"Prediction:\" + get_classlabel(predicted_labels[n])\n", + " plt.title(label+', '+pred)\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig('./img/intel_classification_wrong_result.png')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 다음 예제에서는" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![](https://miro.medium.com/max/5250/1*n16lj3lSkz2miMc_5cvkrA.jpeg)\n", + "\n", + "ResNet50모델을 통해서 이제 VGG-16모델에서 가장 큰 이슈였던 많은 양의 파라미터는 해결됐다. ResNet50은 VGG-16모델보다 적은 파라미터로 더 좋은 성능을 낼 수 있다. 하지만 여전히 이정도의 파라미터는 작은 디바이스에서 학습하기엔 문제가 된다. 그렇기 때문에 이러한 이슈를 해결하고자 다음 예제에서는 `MobileNet`을 이용하는 예제를 해보자." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고\n", + "\n", + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "- Kaggle\n", + " - https://www.kaggle.com/uzairrj/beg-tut-intel-image-classification-93-76-accur\n", + " \n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture08 - VOC2012.ipynb b/Lecture08 - VOC2012.ipynb new file mode 100644 index 0000000..30c8257 --- /dev/null +++ b/Lecture08 - VOC2012.ipynb @@ -0,0 +1,1946 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:04:59.075959Z", + "start_time": "2019-11-05T18:04:59.069345Z" + } + }, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import itertools\n", + "from pathlib import Path\n", + "from tqdm import tqdm\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:04:59.542514Z", + "start_time": "2019-11-05T18:04:59.077355Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:04:59.702678Z", + "start_time": "2019-11-05T18:04:59.543665Z" + } + }, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.metrics import classification_report\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:13:15.718549Z", + "start_time": "2019-11-05T18:13:15.711892Z" + } + }, + "outputs": [], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2\n", + "from tensorflow.keras.models import Model,Sequential,load_model\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy,binary_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:00.557910Z", + "start_time": "2019-11-05T18:05:00.441911Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 10142471617782219622\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 3979778014461974961\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7881454388\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 10300958973124845915\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 7954586014343339608\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - VOC2012\n", + "\n", + "![](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/pascal2.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### VOC 2012란?\n", + "VOC2012 : Visual Object Classes Challenge 2012 (VOC2012)\n", + "\n", + "### VOC 데이터의 구성\n", + "PASCAL VOC Dataset을 다운받아 압축을 풀면 다음과 같은 구조를 확인할 수 있습니다.\n", + "```\n", + "VOC2012\n", + "├── Annotations\n", + "│ ├── 2010_000002.xml\n", + "│ ├── 2010_000003.xml\n", + "│ ├── 2011_000002.xml\n", + "│ └── ...\n", + "├── ImageSets\n", + "│ ├── Action\n", + "│ ├── Layout\n", + "│ ├── Main\n", + "│ └── Segmentation\n", + "├── JPEGImages\n", + "│ ├── 2010_000002.jpg\n", + "│ ├── 2010_000003.jpg\n", + "│ ├── 2011_000002.jpg\n", + "│ └── ...\n", + "├── SegmentationClass\n", + "│ ├── 2010_000002.png\n", + "│ ├── 2010_000003.png\n", + "│ └── 2011_000003.png\n", + "└── SegmentationObject\n", + " ├── 2010_000002.png\n", + " ├── 2010_000003.png\n", + " └── ...\n", + "```\n", + "\n", + "- Annotations : JPEGImages 폴더 속 원본 이미지와 같은 이름들의 xml파일들이 존재합니다. Object Detection을 위한 정답 데이터이 됩니다.\n", + "\n", + "- ImageSets : 어떤 이미지 그룹을 test, train, trainval, val로 사용할 것인지, 특정 클래스가 어떤 이미지에 있는지 등에 대한 정보들을 포함하고 있는 폴더입니다.\n", + "\n", + "- JPEGImages : jpg확장자를 가진 이미지 파일들이 모여있는 폴더입니다. Object Detection에서 입력 데이터가 됩니다.\n", + "\n", + "- SegmentationClass : Semantic segmentation을 학습하기 위한 label 이미지입니다.\n", + "\n", + "- SegmentationObject : Instance segmentation을 학습하기 위한 label 이미지입니다.\n", + "\n", + "Object Detection을 할 때는 주로 Annotations, JPEGImages폴더가 사용됩니다. 모델에 입력으로 넣는 입력데이터인 경우 그냥 load 해서 사용하면 되나, 지도학습에 핵심이 되는 정답 데이터의 경우는 parsing이 필요한 경우가 있으므로 Annotations의 xml 구조는 잘 알아두는 것이 중요합니다.\n", + "\n", + "출처 : https://deepbaksuvision.github.io/Modu_ObjectDetection/posts/02_01_PASCAL_VOC.html\n", + "\n", + "### 다운로드 링크\n", + "- http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar\n", + "- https://pjreddie.com/projects/pascal-voc-dataset-mirror/" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "> VOC 2012 데이터는 한 이미지 내에 여러가지 객체가 존재합니다. 그래서 기존의 방법과는 조금 다르게 접근해야합니다. \n", + "아래 코드를 따라가봅시다." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:00.561134Z", + "start_time": "2019-11-05T18:05:00.558845Z" + } + }, + "outputs": [], + "source": [ + "# 우리가 분류할 20개의 클래스\n", + "CLASSES = ['person', # Person\n", + " 'bird', 'cat', 'cow', 'dog', 'horse', 'sheep', # Animal\n", + " 'aeroplane', 'bicycle', 'boat', 'bus', 'car', 'motorbike', 'train', # Vehicle\n", + " 'bottle', 'chair', 'dining table', 'potted plant', 'sofa', 'tv monitor' # Indoor\n", + " ]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 학습에 필요한 상수" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:00.566430Z", + "start_time": "2019-11-05T18:05:00.562799Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "data/VOC2012/JPEGImages\n", + "data/VOC2012/Annotations\n" + ] + } + ], + "source": [ + "# 학습에 필요한 상수들\n", + "IMG_SHAPE = (224, 224, 3)\n", + "LEARNING_RATE = 2e-5\n", + "BATCH_SIZE = 32\n", + "EPOCHS = 10\n", + "\n", + "# 각 이미지의 기본 주소\n", + "BASE_PATH = './data/VOC2012/JPEGImages/'\n", + "images_dir = Path(BASE_PATH).expanduser()\n", + "print(images_dir)\n", + "\n", + "# 각 이미지별 클래스의 기본 주소\n", + "XML_BASE_PATH = './data/VOC2012/Annotations/'\n", + "annotations_dir = Path(XML_BASE_PATH).expanduser()\n", + "print(annotations_dir)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:01.465104Z", + "start_time": "2019-11-05T18:05:00.567684Z" + }, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--------------------------------------------------\n", + "Image properties\n", + "--------------------------------------------------\n", + "File : ./data/VOC2012/JPEGImages/2008_007698.jpg\n", + "width : 500\n", + "height : 375\n", + "channels : 3\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "flist = glob.glob(BASE_PATH+'*.jpg')\n", + "idx = np.random.randint(0,len(flist))\n", + "fpath = flist[idx]\n", + "img = cv2.imread(fpath)\n", + "fname = os.path.basename(fpath).split('.')[0]\n", + "\n", + "image = Image.open(fpath).convert(\"RGB\")\n", + "draw = ImageDraw.Draw(image)\n", + "\n", + "xml = open(XML_BASE_PATH+fname+'.xml', \"r\")\n", + "tree = ET.parse(xml)\n", + "root = tree.getroot()\n", + "\n", + "size = root.find(\"size\")\n", + "\n", + "width = size.find(\"width\").text\n", + "height = size.find(\"height\").text\n", + "channels = size.find(\"depth\").text\n", + "\n", + "print('-'*50)\n", + "print(\"Image properties\")\n", + "print('-'*50)\n", + "print('File : {}'.format(fpath))\n", + "print(\"width : {}\\nheight : {}\\nchannels : {}\\n\".format(width, height, channels))\n", + "plt.figure(figsize=(15,12))\n", + "plt.imshow(image)\n", + "plt.show()\n", + "\n", + "objects = root.findall(\"object\")\n", + "print('-'*50)\n", + "print(\"Objects Description\")\n", + "print('-'*50)\n", + "for _object in objects:\n", + " name = _object.find(\"name\").text\n", + " bndbox = _object.find(\"bndbox\")\n", + " xmin = int(bndbox.find(\"xmin\").text)\n", + " ymin = int(bndbox.find(\"ymin\").text)\n", + " xmax = int(bndbox.find(\"xmax\").text)\n", + " ymax = int(bndbox.find(\"ymax\").text)\n", + " \n", + " # Box를 그릴 때, 왼쪽 상단 점(xmin,ymin)과, 오른쪽 하단 점의 좌표(xmax,ymax)를 입력으로 주면 됩니다.\n", + " draw.rectangle(((xmin, ymin), (xmax, ymax)), outline=\"yellow\",width=3)\n", + " draw.text((xmin, ymin-10), name,align='center')\n", + "\n", + " print(\"class : {:3}\\nxmin : {:3}, ymin : {:3}\\nxmax : {:3}, ymax : {:3}\\n\".format(name, xmin, ymin, xmax, ymax))\n", + "\n", + "plt.figure(figsize=(15,12))\n", + "plt.imshow(image)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:01.470310Z", + "start_time": "2019-11-05T18:05:01.466260Z" + } + }, + "outputs": [], + "source": [ + "def xml_to_labels(xml_data, unique_labels):\n", + " root = ET.XML(xml_data)\n", + " labels = set() if unique_labels else []\n", + " labels_add = labels.add if unique_labels else labels.append # speeds up method lookup\n", + " for i, child in enumerate(root):\n", + " if child.tag == 'filename':\n", + " img_filename = child.text\n", + " if child.tag == 'object':\n", + " for subchild in child:\n", + " if subchild.tag == 'name':\n", + " labels_add(subchild.text)\n", + " return img_filename, list(labels)\n", + "\n", + "def get_labels(annotations_dir, unique_labels=True):\n", + " for annotation_file in annotations_dir.iterdir():\n", + " with open(annotation_file) as f:\n", + " yield xml_to_labels(f.read(), unique_labels)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:02.576261Z", + "start_time": "2019-11-05T18:05:01.471435Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 17125 images\n" + ] + }, + { + "data": { + "text/html": [ + "
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filenamelabels
75162011_002949.jpg[person, motorbike]
50812010_002900.jpg[cat]
48162008_006889.jpg[motorbike]
85742011_002740.jpg[boat, person]
36742012_001966.jpg[person]
\n", + "
" + ], + "text/plain": [ + " filename labels\n", + "7516 2011_002949.jpg [person, motorbike]\n", + "5081 2010_002900.jpg [cat]\n", + "4816 2008_006889.jpg [motorbike]\n", + "8574 2011_002740.jpg [boat, person]\n", + "3674 2012_001966.jpg [person]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img_metadata = pd.DataFrame(get_labels(annotations_dir), columns=['filename', 'labels'])\n", + "print(f'Found {len(img_metadata)} images')\n", + "img_metadata.sample(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:02.965265Z", + "start_time": "2019-11-05T18:05:02.577318Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "all_labels = [label for lbs in img_metadata['labels'] for label in lbs]\n", + "labels_count = Counter(all_labels)\n", + "ax = sns.countplot(all_labels, order=[k for k, _ in labels_count.most_common()], log=True)\n", + "ax.set_title('Number of images with a class label')\n", + "ax.set_ylim(1E2, 1E4)\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:05.100665Z", + "start_time": "2019-11-05T18:05:02.966366Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "height, width, size = np.empty(len(img_metadata)), np.empty(len(img_metadata)), np.empty(len(img_metadata)) \n", + "for i, img_filepath in img_metadata['filename'].iteritems():\n", + " w, h = Image.open(images_dir.joinpath(img_filepath)).size\n", + " width[i], height[i], size[i] = w, h, w * h * 3 * 1E-6\n", + "plt.scatter(width, height, alpha=0.5)\n", + "plt.xlabel('Width'); plt.ylabel('Height'); plt.show()\n", + "plt.hist(size, bins=50, log=True)\n", + "plt.xlabel('Image size (MB)');\n", + "plt.ylabel('Count');" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:05.257888Z", + "start_time": "2019-11-05T18:05:05.101656Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bottle 0\n", + "sofa 32\n", + "potted plant 36\n", + "chair 37\n", + "cow 41\n", + "dining table 41\n", + "motorbike 41\n", + "bicycle 42\n", + "horse 42\n", + "person 42\n", + "tv monitor 42\n", + "dog 43\n", + "train 43\n", + "car 44\n", + "cat 44\n", + "bus 45\n", + "aeroplane 47\n", + "sheep 49\n", + "bird 49\n", + "boat 53\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "class_list = []\n", + "num_list = []\n", + "\n", + "IMAGE_BASE_PATH = './data/VOC4IC/'\n", + "train_path = IMAGE_BASE_PATH + 'train/'\n", + "for folder in os.listdir(train_path):\n", + " folder_size = len(os.listdir(train_path+folder))\n", + "# print('{:<15} : {}'.format(folder,folder_size))\n", + " class_list.append(folder)\n", + " num_list.append(folder_size)\n", + " \n", + "voc_s = pd.Series(num_list,index=class_list)\n", + "voc_s.sort_values().plot(kind='bar')\n", + "plt.show()\n", + "\n", + "print(voc_s.sort_values())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:05.467097Z", + "start_time": "2019-11-05T18:05:05.258920Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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155 rows × 3 columns

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" + ], + "text/plain": [ + " Layer Type Layer Name \\\n", + "0 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = Sequential([\n", + " base_model,\n", + " GlobalAveragePooling2D(),\n", + " Dense(512,activation='relu'),\n", + " Dense(64,activation='relu'),\n", + " Dense(len(CLASSES), activation='softmax')\n", + "])\n", + "model.summary()\n", + "\n", + "plot_model(model,show_shapes=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 컴파일" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:11.132911Z", + "start_time": "2019-11-05T18:05:10.960516Z" + } + }, + "outputs": [], + "source": [ + "model.compile(loss=categorical_crossentropy, \n", + " optimizer=Adam(learning_rate=0.0001), # transfer learning 여기서 학습률을 더 작게 \n", + " metrics=['acc'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 학습하기" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:11.246593Z", + "start_time": "2019-11-05T18:05:11.134039Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 798 images belonging to 20 classes.\n" + ] + } + ], + "source": [ + "train_datagen = ImageDataGenerator(rotation_range=30,\n", + " rescale=1./255,\n", + " shear_range=0.2,\n", + " zoom_range=0.2,\n", + " width_shift_range=0.2,\n", + " height_shift_range=0.2,\n", + " horizontal_flip=True,\n", + " fill_mode='nearest'\n", + " )\n", + "\n", + "train_set = train_datagen.flow_from_directory(IMAGE_BASE_PATH + 'train/',\n", + " target_size=(224, 224),\n", + " batch_size=32,\n", + " shuffle=True,\n", + " class_mode='categorical')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:11.604590Z", + "start_time": "2019-11-05T18:05:11.251335Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 10000 images belonging to 20 classes.\n" + ] + } + ], + "source": [ + "valid_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "valid_set = valid_datagen.flow_from_directory(IMAGE_BASE_PATH + 'valid/',\n", + " target_size=(224, 224),\n", + " batch_size=32,\n", + " shuffle=True,\n", + " class_mode='categorical')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:05:11.725750Z", + "start_time": "2019-11-05T18:05:11.608561Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 2000 images belonging to 20 classes.\n" + ] + } + ], + "source": [ + "test_datagen = ImageDataGenerator(rescale=1./255)\n", + "\n", + "test_set = test_datagen.flow_from_directory(IMAGE_BASE_PATH + 'test/',\n", + " target_size=(224, 224),\n", + " batch_size=32,\n", + " shuffle=True,\n", + " class_mode='categorical')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:09.653480Z", + "start_time": "2019-11-05T18:05:34.911344Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "24/24 [==============================] - 42s 2s/step - loss: 2.7949 - acc: 0.1710 - val_loss: 2.9285 - val_acc: 0.1392\n", + "Epoch 2/10\n", + "24/24 [==============================] - 41s 2s/step - loss: 2.2610 - acc: 0.4310 - val_loss: 2.7858 - val_acc: 0.2360\n", + "Epoch 3/10\n", + "24/24 [==============================] - 39s 2s/step - loss: 1.6990 - acc: 0.6514 - val_loss: 2.6476 - val_acc: 0.3116\n", + "Epoch 4/10\n", + "24/24 [==============================] - 40s 2s/step - loss: 1.2638 - acc: 0.7723 - val_loss: 2.5225 - val_acc: 0.3699\n", + "Epoch 5/10\n", + "24/24 [==============================] - 38s 2s/step - loss: 0.8639 - acc: 0.8681 - val_loss: 2.4605 - val_acc: 0.4076\n", + "Epoch 6/10\n", + "24/24 [==============================] - 42s 2s/step - loss: 0.6817 - acc: 0.8760 - val_loss: 2.4319 - val_acc: 0.4235\n", + "Epoch 7/10\n", + "24/24 [==============================] - 41s 2s/step - loss: 0.5204 - acc: 0.9112 - val_loss: 2.4503 - val_acc: 0.4271\n", + "Epoch 8/10\n", + "24/24 [==============================] - 39s 2s/step - loss: 0.4492 - acc: 0.9204 - val_loss: 2.5241 - val_acc: 0.4291\n", + "Epoch 9/10\n", + "24/24 [==============================] - 38s 2s/step - loss: 0.4124 - acc: 0.9256 - val_loss: 2.5670 - val_acc: 0.4288\n", + "Epoch 10/10\n", + "24/24 [==============================] - 35s 1s/step - loss: 0.3529 - acc: 0.9310 - val_loss: 2.5157 - val_acc: 0.4396\n" + ] + } + ], + "source": [ + "history = model.fit_generator(train_set,\n", + " steps_per_epoch=train_set.n // train_set.batch_size,\n", + " epochs=10,\n", + " validation_data=valid_set,\n", + " validation_steps=valid_set.n // valid_set.batch_size,\n", + " use_multiprocessing=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 저장하기" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:10.400541Z", + "start_time": "2019-11-05T18:12:09.655104Z" + } + }, + "outputs": [], + "source": [ + "model.save('./bin/mobilenetv2_class20.h5')\n", + "\n", + "class20 = dict()\n", + "for key,value in test_set.class_indices.items():\n", + " class20[value] = key\n", + "\n", + "with open('./bin/class20.pickle', 'wb') as f:\n", + " pickle.dump(class20, f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 모델 평가하기" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:33.159829Z", + "start_time": "2019-11-05T18:12:10.401943Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train Loss : 0.3837776684761047\n", + "Train Accuracy : 0.9047619104385376\n", + "Test Loss : 2.4699136681026883\n", + "Test Accuracy : 0.44699999690055847\n" + ] + } + ], + "source": [ + "train_loss, train_acc = model.evaluate_generator(train_set)\n", + "print('Train Loss : {}'.format(train_loss))\n", + "print('Train Accuracy : {}'.format(train_acc))\n", + "\n", + "test_loss, test_acc = model.evaluate_generator(test_set)\n", + "print('Test Loss : {}'.format(test_loss))\n", + "print('Test Accuracy : {}'.format(test_acc))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:33.294827Z", + "start_time": "2019-11-05T18:12:33.160815Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "loss = history.history['loss']\n", + "val_loss = history.history['val_loss']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,loss,label='Training Loss')\n", + "plt.plot(epochs,val_loss,label='Validation Loss')\n", + "plt.title('Training and Validation Loss')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Loss')\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:33.446510Z", + "start_time": "2019-11-05T18:12:33.295818Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "acc = history.history['acc']\n", + "val_acc = history.history['val_acc']\n", + "epochs = range(1,len(loss)+1)\n", + "\n", + "plt.plot(epochs,acc,label='Training Accuarcy')\n", + "plt.plot(epochs,val_acc,label='Validation Accuarcy')\n", + "plt.title('Training and Validation Accuarcy')\n", + "plt.xlabel('Epochs')\n", + "plt.ylabel('Accuarcy')\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:34.430537Z", + "start_time": "2019-11-05T18:12:33.447354Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "random.seed('intel') # 재연성을 위하여 랜덤시드 고정\n", + "\n", + "predicted_result = model.predict_generator(test_set,steps=5) # TEST 데이터 예측하기\n", + "\n", + "pd.DataFrame(predicted_result,columns=class20.values()).iloc[0].plot(kind='bar')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:34.434407Z", + "start_time": "2019-11-05T18:12:34.431474Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 6, 1, 12, 3, 18, 11, 7, 15, 11, 5, 8, 5, 1, 16, 9, 12, 16,\n", + " 17, 16, 1, 1, 0, 7, 10, 17, 10, 17, 17, 0, 5, 0, 11, 10, 10,\n", + " 11, 0, 3, 15, 10, 3, 17, 3, 0, 9, 15, 6, 2, 3, 17, 3, 1,\n", + " 10, 10, 13, 7, 10, 5, 5, 1, 1, 0, 19, 16, 11, 10, 17, 13, 12,\n", + " 16, 1, 16, 17, 16, 10, 10, 1, 18, 0, 1, 0, 17, 1, 13, 5, 16,\n", + " 1, 10, 10, 0, 19, 1, 1, 9, 11, 10, 18, 5, 1, 0, 1, 0, 10,\n", + " 1, 17, 19, 11, 3, 3, 7, 1, 10, 9, 1, 12, 0, 0, 8, 19, 1,\n", + " 12, 1, 7, 12, 12, 0, 1, 16, 0, 10, 13, 18, 0, 0, 12, 5, 1,\n", + " 16, 10, 16, 3, 3, 3, 7, 1, 7, 12, 10, 9, 19, 10, 5, 1, 18,\n", + " 17, 5, 15, 7, 1, 16, 1])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_labels = np.argmax(predicted_result, axis=1)\n", + "\n", + "predicted_labels" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:12:37.312505Z", + "start_time": "2019-11-05T18:12:34.435580Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "acc: 44.70%\n" + ] + } + ], + "source": [ + "scores = model.evaluate_generator(test_set)\n", + "print(\"%s: %.2f%%\" %(model.metrics_names[1], scores[1]*100))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 테스트해보기" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:13:22.761494Z", + "start_time": "2019-11-05T18:13:22.753559Z" + } + }, + "outputs": [], + "source": [ + "def predict_test_img(path):\n", + " img = cv2.imread(path) \n", + " \n", + " model = load_model('./bin/mobilenetv2_class20.h5')\n", + " \n", + " print('Original Shape : ',img.shape)\n", + " \n", + " img = cv2.resize(img, (224,224), fx=0.5, fy=0.5, interpolation=cv2.INTER_AREA)\n", + " img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + " img = img / 255\n", + " print('Resized Shape : ',img.shape)\n", + " plt.imshow(img)\n", + " plt.show()\n", + " \n", + " ans = model.predict_classes(np.expand_dims(img,axis=0))\n", + " with open('./bin/class20.pickle','rb') as f:\n", + " class20 = pickle.load(f)\n", + " print('Predict : {}'.format(class20[ans[0]]))\n", + " \n", + " predicted_result = model.predict(np.expand_dims(img,axis=0))\n", + "\n", + " pd.DataFrame(predicted_result,columns=class20.values()).iloc[0].plot(kind='bar')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:13:32.476724Z", + "start_time": "2019-11-05T18:13:24.135471Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling GlorotUniform.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling Zeros.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (428, 590, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : dog\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('img/dog.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:13:44.079225Z", + "start_time": "2019-11-05T18:13:35.047211Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (165, 305, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : boat\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('img/boat.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:13:54.488611Z", + "start_time": "2019-11-05T18:13:44.080464Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (260, 194, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : cat\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/cat.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:14:05.475907Z", + "start_time": "2019-11-05T18:13:54.489955Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (440, 750, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : sofa\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/sofa.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:14:18.009510Z", + "start_time": "2019-11-05T18:14:05.477027Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (655, 1000, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : aeroplane\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/aeroplane.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "ExecuteTime": { + "end_time": "2019-11-05T18:14:31.675495Z", + "start_time": "2019-11-05T18:14:18.010511Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (175, 289, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : bicycle\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/person_bike.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:keras] *", + "language": "python", + "name": "conda-env-keras-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture09 - Personal Label.ipynb b/Lecture09 - Personal Label.ipynb new file mode 100644 index 0000000..cce3ee8 --- /dev/null +++ b/Lecture09 - Personal Label.ipynb @@ -0,0 +1,799 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import itertools\n", + "from pathlib import Path\n", + "from tqdm import tqdm\n", + "import pickle" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Keras, Tensorflow와 손을 잡다!\n", + "\n", + "> Tensorflow + Keras = tf.Keras !!\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2\n", + "from tensorflow.keras.models import Model,Sequential,load_model\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy,binary_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 신경망 구현 순서¶\n", + "Keras 를 사용하면 다음과 같은 순서로 신경망을 구성할 수 있다.\n", + "\n", + "1. Sequential 모형 클래스 객체 생성\n", + "\n", + "\n", + "2. add 메서드로 레이어 추가.\n", + "\n", + " - 입력단부터 순차적으로 추가한다.\n", + " - 레이어는 출력 뉴런 갯수를 첫번째 인수로 받는다.\n", + " - 최초의 레이어는 input_dim 인수로 입력 크기를 설정해야 한다.\n", + " - activation 인수로 활성화함수 설정\n", + "\n", + "\n", + "3. compile 메서드로 모형 완성.\n", + "\n", + " - loss인수로 비용함수 설정\n", + " - optimizer 인수로 최적화 알고리즘 설정\n", + " - metrics 인수로 트레이닝 단계에서 기록할 성능 기준 설정\n", + "\n", + "\n", + "4. fit 메서드로 트레이닝\n", + "\n", + " - nb_epoch 로 에포크(epoch) 횟수 설정\n", + " - batch_size 로 배치크기(batch size) 설정\n", + " - verbose는 학습 중 출력되는 문구를 설정하는 것으로, 주피터노트북(Jupyter Notebook)을 사용할 때는 verbose=2로 설정하여 진행 막대(progress bar)가 나오지 않도록 설정한다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 10679679515557734350\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 3140639267128724823\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7881205351\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 2080687248184199211\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 922765088780360986\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 예제 - VOC2012 데이터 + 개인 데이터 추가하기\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling GlorotUniform.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:1251: calling VarianceScaling.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling Zeros.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/ops/init_ops.py:97: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "mobilenetv2_1.00_224 (Model) (None, 7, 7, 1280) 2257984 \n", + "_________________________________________________________________\n", + "global_average_pooling2d (Gl (None, 1280) 0 \n", + "_________________________________________________________________\n", + "dense (Dense) (None, 512) 655872 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 64) 32832 \n", + "_________________________________________________________________\n", + "dense_2 (Dense) (None, 20) 1300 \n", + "=================================================================\n", + "Total params: 2,947,988\n", + "Trainable params: 2,216,084\n", + "Non-trainable params: 731,904\n", + "_________________________________________________________________\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = load_model('./bin/mobilenetv2_class20.h5')\n", + "\n", + "model.summary()\n", + "\n", + "plot_model(model,show_shapes=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "def predict_test_img(path):\n", + " img = cv2.imread(path) \n", + " \n", + " model = load_model('./bin/mobilenetv2_class20.h5')\n", + " \n", + " print('Original Shape : ',img.shape)\n", + " \n", + " img = cv2.resize(img, (224,224), fx=0.5, fy=0.5, interpolation=cv2.INTER_AREA)\n", + " img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n", + " img = img / 255\n", + " print('Resized Shape : ',img.shape)\n", + " plt.imshow(img)\n", + " plt.show()\n", + " \n", + " ans = model.predict_classes(np.expand_dims(img,axis=0))\n", + " with open('./bin/class20.pickle','rb') as f:\n", + " class20 = pickle.load(f)\n", + " print('Predict : {}'.format(class20[ans[0]]))\n", + " \n", + " predicted_result = model.predict(np.expand_dims(img,axis=0))\n", + "\n", + " pd.DataFrame(predicted_result,columns=class20.values()).iloc[0].plot(kind='bar')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (428, 590, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : dog\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/dog.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (260, 194, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : cat\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/cat.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (175, 289, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : bicycle\n" + ] + }, + { + "data": { + "image/png": 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BZlGu2Jt40LYldcp4XB/1eJykzbpmmNwUqFWO7c8Bn5O0j+1z+njujmH8HqqulF9NmeIYml0dv6eP5+yceylwqaTP2v7vfsupvGvA8wEuoVxFHQ+c30cz0i+qdvjO6/Fy4GcNy1hT0vadJkRJ27H89aj75fA72w92gnE11UbTdtM7qmYXS1obOIxyVdrErZS7xkYB3fbxwPGSjrd9VMPn7LUUmAN03l8bV/uaeMj2LyWtIWkN2xdL+rcG539X0jOaNN/1sv36fs/tNWoB/aPAucCTJb2XciX3zw3LOFvSKcDjq9vTN1Bul5v4O+ASSbdSrh42YfkskbXYPkfSHpRbt+62ubpta8P4PQ4HjgLOrUb3bgZcXPfk6gv1H1jxd9h1pSet6DeSPjhIGZ07pwFtSGmu+nPgbZL+AFxpu+6XxSGUK8itJN0F3EazKzmAg4DPSFqX8r56ADiw+rI+vmYZl0rqXOG+GHgL8PWG9fhb4N8pTYN3UZrjajdTVH4DXCvpIrqCuu231TnZ9lGDtMFX1gNuru7cTLlzWVw1X9S9g7uvej0uA74g6W667gJr2Al4naTbKH8Hlaf2NnULkDQbOJHlzanfAQ7rzF7bxEh1igJI2orSHijgIttNrxyo3uh/UZVxoe3/anDuGpRbsCWUTkSAH/Rxa/kJSvvoLpQOqJcDC20fOOGJY8vo+/cYBkn/CXwJeDslCLwWuMf2P05HGZIut72TpGWMvQrtfGjWr/3LlPKeDryA0uzyPOB22y9oWMbjgDWadEKOU8YGALbv7+PcNSh3W4+8L4BPNZk7SdITbf+qZ9+mDTvcXzve/uoOtc7576f0IYxpg2/YjDbhazfRhYCkR9n+XfV6/pbyt3w1ZWLBLzTsoB7vuWvflUr6L0q/yhnVrv2BV9t+cd0yHilrBAP6msBTGPut3XdnWJ91uMb2tgOWcZ3tbbr+XZeSYfL8IVWzTh0uZpzb8bpXx5KW2P6zzu9Q7Vtku0kn9cBlDEN1t/UD4HLK1djCOs0uPR26K6jTQdxV1gbA0ZS7BIBLgWP7CexVeU+ktOFe1/C8K4DdbT9QbT8d+LLtrRuWsw6wZbV5S93sqercW4Btml4ojVNOXxk/XX0XjTNrqvPXt/1A9RqsoPcLc5KyrrX9rMn21TFSTS6S3kp5w/+c8q0tSkCa9Pal6yquc84jD9H8au4iSfsAX2ly5dPj/6p/fyPpqZROjz+e7KQh/x5v7/r/oynpVU068jof0J9VzUc/pWRXNDGMMoD+U8sqf2K7aX8MNO8MnshngBuAV1TbB1AymP66bgGSLgH2onx2lwB3S/qu7b9rUI/3UTr696BkUZ1O/cynTj12Bj4H/ITy3txY0msbNJn01QbfU4dBMn7WkfQ3wPNUUh/HqJFhciawJ+U16HxeHzkd2KxGHTp+WXWKd7J1XkW/04/bHpkfSofGk0agHssonbEPUto5lwEPNCzjXZRsin0oaWk/o1yNzfTvtrDBsXtSbkG3prS9LwFe2vD5hlHGXsCPKG2bt1WvzY0Ny5hN6Z+5u/o5h3J1O51/+2vr7JukjGuqfw8C3lP9/7o+6vIy4LvA9cCWfZy/hJLl0tneEljS4Pxzqs/7KZS+s48CH23696RkU13Tte/6mufuRBlX8EvKl2r3z2em+X2xCSWF9J7qvflVYON+yhqpK3TgDkpOZ98k7UD5sC+rttcD5tn+Xt0ybA98VWb7uOq/50j6BvBoN7i1Hu9WsOntYc/t4BqUvPYN6p4P7EsZrHEDsEtV3odo1gk3jDIGTS2D8kE9s6oP1fmnURY/n1TVofzvVT0MXAn8natMqJr+T9JOti+vytyR5Xdyda0l6Y8pV/nvbHKipBMZe9e3ASUt9VBJuGaHZmVt248sIWn7h1XGTF0LWHFdhab6zvipXoPLVVYH+vQglVAZ57EFY+8em3TuznZP30H13rijaV1GLaDfSskuOY+xPee12ykp37rdub6/HmffuCRtZfsHksY91vbVdStRvbnfzPL20kskneL67Yy9Ay/WouHAC5bfDkJpavkJy9MX69jG9n2dDdu/Uhks1cQwyhg0tQxglu3TurY/K+nwBuefCZxEGR8ApUPvi8BzGpTxt8DpnU5R4F6WLwxT13soHaGX215UfdH8qOa5vWMpljR87jFlSfoUywff7T9O+Svlmp2nkxhGxs8Zkt7G2H6NT9T9nEo6iJL2OZtyx7AD5cu+SSbYiawYn8bbN6lRC+i3Vz/rVD/9kKv7GACXYe91f88jKG1yH2ac9muavUgfp7QRnlxtH1DtO2iikzTxwIumaYvzKG/yztDo79DgQwesIekJtu+t6vZEmr9nhlHGoKllMHg75WNtn9G1/XlJ76hzYk/H6uksH9Pwa+BFQK1OzSphYGN3pcRVdwj71Dl/SEG0482UVMfOVf13WP5en5SkLSipmvMYe2XbpO35SMoFyvXAm4DzKRllTZxMH5/TLodRRh9fZXuXKkvvfXVO1JBGU48psyv2tYKkr1AGkXy82vUWYBfbL2tQxmNYMRB+3PZvG5TxfdvPnGzfBOcPPPBC0tmUPoDOJFt/Azze9r4rP2vM+a+hfLl8udq1L/DensA2HWUMlFpWlbEJ5arnuZTX9LvAW21PeFvb1Wz1j5Qr6rOq818JPKHOa6QyjQOUDsjtKMPFRRnqv9B27eYjSQttb1/3+J5zz7b9Co0/pwxukDvdU27jbBuVeYKOpkxD8FLg9ZR00Hc3fO7HAHO6m38anj/o53SR7e1URmA/xyUV8kbbk04doJJ2uTPlzu0TXQ8tA75uu+6d1/IyRymgawgDWapMiI9SrqYNXAQcbvvuBmWMFwg3sP2KlZ+1QhlXA/va/nG1vRnwH64/KdVFtl842b5JyrjJ9rzJ9k1SxjyW35l82/ZNdc8dZhmDUhkWfnjPncKHbL9hkvNuY8Ushg43uaKUdBmwR0//znm2a8+jIukjlCvKLzF2GoRJmwMl/bHtn2k4udOX0JNtA9TOttHydNbrbT+je1+DOuwFfBBYx/amkp5FSTxoNIkeg31Oz6V8GR1OeY/fS+lfeEmDOmzS5G8/kVFrcvkC5Y26J12DUBqW8Xvbg65punVP0LtYUtMg9I7qvE6n2VzKCz8hSY+m3JJvWHW2dE/utVHDOlwtaQfbV1VlP4dmTS5UwXegADxoGVVa2QnAkyl/j35SOLfpBPOqTrXa8m1v2rS+E3gKpems48FqXxOd3OTuEce1mgNt/6z6979VJpHbvjp3ke3/aViPDVzysA8CTrd9tKQm+fC/Uxkk9SOVNYvvosz908TRlN/hEgDb16pM09HE2+njc9phu9OncozKuI8NgG/WOVfSv9k+HPiYqik+esqu/cXUMWoB/Um2Py3pMC+fC2RRwzKuqm5/PgN8s7s9vYGBAyFwBSUl64XAfZSOrCtrnPcmyrf9U6km5qo8AHyszhN33VKvTZlr4vZqexPK4JpVzQcoqY6NRw13GbgtX9LWrNjme3qDIk4HFlZXdVBSBz/bpA62d2ly/HiqIPxu4NuUL8cTJR1r+zMNiuk726ZyGGUk9dsoWUy70ryD+CHb92vsJGNNP+9PoqTUzqW8Hs+lZqadeqZ2dvMpKjrNjkObD33aci3r/FA6FqAEvz0osw3+uGEZoqSifZGS5/o+aubZUjpXrqNMVPQHSlZIJ+/5pob1OJvSQbNL9fNJymi8uue/dYC/4yYT/cz069zH73PFEMp4DeXL7Ljq5wfAAQ3OP5qSR/9zSrrj/1BuzZvW49mUYHYYsG0f529AmcVzcfXzYcrVcpMybqFrvAclqN3SsIyXV5+Vk6vtzYBzpvl98WlKc+h1lLTBEykZKk3KuK76d6fq9d0D+F6D879GacOftt97op9Ra0Pfk9IBuTHlxVmfMniir3xVlXzlz1OaML4PHGl7pVfJK2tb7HCzNsaB2q9VhlX/LV1pj0CTtMdVnpaP4HsBZX76rzI2nbXR9KKDtOVXdz3PpAxieaakpwCfdx/zbQxC0jmU0aadjJUDgGfabjLa9LvAzq6mPqjea5fYfl7N89cE3mb7I40qX84d5iIyj6XcHXTPa3OcmyUvXOMytuF4yqCkM9Vg6o+qX2RbYJCpnXcEjmH5RGWdJsUmGT+lrFEK6MMg6UmUnNgDKFdTn6YMYHgW5Qp5mG2iE9Xj88DHPLbZ5hDbr6l5/qcoTSbdH9zf266bTrXKk9TJGx+vU9KepENzyHVZaHt7SUsod1zLgJs94EpKfdSj73k/ulLjngU8g3J1aWBvypXq6xrUo69sGw0wodZUUBn0dxflrv7ZlIFeC10/y2Uhpb/skV3ACbZrj0+Q9APKDK9L6JqX3g2yuDpGog1dK45gG8PNRrBdSWmbepnHTj+5WGUGxCk1xPbr7XreVN+W9P3h1XT0uZonuspQOczVAKWqs/jD01ydxZIeT2k6WwL8L/X6RIZtkNGmnRHQnYVLOr7WRz2ukPQxGmbbdAfs6s5gK8rn4xY3nKNeZVnAt7Pi8m9Nxou8AtiNkvF0X9UvUGt8QWWt3i+hKpWyifttX9DwnHGNxBW6VjIVZ4cbDIiQNGZg0XQbVrPNoOlUbTLeLXCT2+IpqM9cYH03nOVwSM/9LMpd25jRpnXrUjWXnGD77ZMePHE5F4+z23WDqcrEYJ+gfLEI2JSyrmntwFZd4HyCFa9sBxkBW/e530wZq7IZY78c16P0+TQZW/B+ykCirzC2SbH2yPRHyhqFgN5L0vqUN0fjOadV5hbet+dq7izbfznkak4pSS+kdL6NSaeyPd4HqdWqD+7OHpuhcqmr/OVpqsPA4wKGVI9HUTokN6dM/nY/5bPSZFHiK20/d4qqWLcOPwD2tL202t6ckpNfuwmrad76MKlM3/AEymjXI7seWuYGU+dWZQ305dhtJJpcOiTNpwSx9cqm7gPe0PAbd5bHzh1yr/pYc3EE9Jv22EYfBq6UNGa06XQ8cTUu4LEMZ1zAMHyN8n64mtL2249rNeCixFWn8PuAp9revepwfq7rT3S1rBPMK7dS+iXqPHdn9O7XJb2FMotm95Vto4DaD5eJ9u6nTCExaFkDp6J2jNQVejUw4RDb36m2d6KkRTVZzmkJ8Feu5squmkDOXdWaKjTgsP22GSRDZcDnPYzl4wJ+2vXQA8AnbdcaGzDE+tzghgtRjFPGaePsbtTJLOkCysXXO6usn7UoGUC17pokfZzSr3Q2pQ19X8o8Tt+qKrPSLxeNP3q3e/6mxtkhM0lDXPhk1AL6eG2lVzcJxpJ2o6z9eCnlBX8+cLDtC4da2Sk2aNpjDJekt9o+cQTqcSpwogdYlHhI9ejMYfLIZ7Zutk117HhfKh21vlwkvYIyePABSe+iZKkc10/b80waRipqx0g1uVBGhp5CGRTUmQDpElXT2dZ5oWx/szp+h2rX4bZ/MVUVnkLDGK0aw3OXVlzZ5n5K7nLteYL61ZU9tRbwepWh6jO5KPGvqxRhV2XuQIO1DDycle7/2fbZ1Z38rpQRlx+n2ZTGo2Bz290zZr5HZbR7Y6MW0Dtpekf37N+WSear0IpzmXduj+dImrOqfGsPMe0xhutAyrDwTgfWzpTsik1Vhs3Xnj2yT3sOsayBFvuoHEEZ37GZyhqlsyidtRMacopyJ7NlD0rz13mS/qXB+aNiGAufACMW0AfsHBjmXOYzaZgf3BietYGn2/45PNIpeDrlavAyls/LMSXqprvWNOhiH1AmWzsX+A2lM/OrwA9rnNe5y9yRMi/Ol6rtfWk+gdtd1R39i4ETqgygNRqWMQreDHyuaksX8Cvgdf0UNGpt6AN3DmgIc5lH9Ortv5AkysRM82YyJ74fki6iXJF3L/bx+iYpmIN22ku6CtjJ9sPV9trAd2zvMPGZY8p4LGVQ0PW2f1QNCnqG7f+sW8YoqdK1sf3AZMeutIwRC+jDmKdi4LnMI3pJOhmYw/KFOvYB7qSMKvzGMFPPppr6XOyjp4xB5yq6hZLm+Ktq+wmUyfmeVrcObaEyAvk1rDjitUnzEzBiTS4Mp3NgGHOZR/Q6hBLEOx2Jp1NmFzRlbpdVyTAWJR600/79wDXVoBpR7sqPaXB+m5wPXEWZ7QMrFPQAAAWfSURBVPUPgxQ0alfoVwLv6Okc+FCTUW0acFKsiLYbLxW4j/TgmylL6t1e7ZpDmZb3YWpm3agsstHJSPmemy+y0QpN//YTGbUr9L5XRU92SEwlDWfVpBml4S5KvNuAdRFlgezNbB8raY6k7W0vHKTcVdQZkt4IfIMBR7yOTEBXWY7qadWos346B5IdElNpGKsmzbR1KMu8rcXymReh9DlNmnLYbQhZNydTmhd2pSyntww4h7KI9urmQcraqO9keYaeKRN/NTJqTS6Lbc+f6XpE9JJ0he0dJz9y9KlalFjSugC2/3cG6nC17Wf3jDT9vmvOQ94m1SCx7YcxAHJkrtAr35L0dlacY3nKJ9uJmMRiSV9iwFWTRsR6kq4Bnggg6ReUKXhvmMY6PKQylW9npOksBuwQXIUtpeTzD2zUAvorq38P6drX161HxJCtT/nQ/UXXPlPmsF7VnAoc4WoqZkk7V/tqLUE3JB+lDEx6sqT3Upp83jWNzz9Kfk2ZAfNixl4sNE5bHKkml4iYeuM1bcxEc4ekrSjTQwu4aBXvn+ibVrLAjxss7NMxUlfo1civIyiraB8saQtKR+k3ZrhqsZqS9A+2P7CyOUj6uYoaAbdWsxN2pivYn+ULqUwLSWfYPoCuDLSufaubZZTFPX436ZGTGLV5D06j9Ph2bv3uAlbFyXaiPTpXjYspk3H1/qyK3kCZTOuc6mdDYBizHzbxp90bVXv6jKw+NAJeCvxQ0hmS9lSZW74vI9Xk0slySc93xNRRWRnsnYwdat5oCt4Bnvso4J+Ax7C8I1CUC7lP2j5yZee2WTWXze6UfsSdgP+yfVDTckaqyQV4sJpcq9PzvTldnQQRM0XDWWF+VHyB8rvcwDRnltg+Hjhe0vG2j5rO5x5lth9SWQXKlC+7vwJW+YB+NPBNYGNJX6DMm/G6Ga1RRPFlygrzn6JrhflV1D22vz7Dddi+d4dmYNHtUSCpc2W+M3AJ5T3W12SCI9XkAqCyoPMbgWsp31R3275sZmsVqzvN4ArzwybphZQpcy9imnPqVRbdfhzwbUoA6150+5u2t5rqOoyaanzDF4ELOh2jkk6w/Y9NyxqpK3RJBwGHAbMpAX0Hykr3q+JtbbTLjK0wPwVeD2xFmfeo0+QyXTn1b2L5otvdq4g9AEzrgtsjZAvbX+3ZtzvQOKCP1BV6NcHWdpR5kZ9V5am+r5/FUiOGSWWl+V72KrbCPJS5yGd63nGNyKLbM0nSmymL8WwG/LjrofWAK2zv37TMkbpCB35r+7eSkPSoao3Q1W7C+xg9tjed6ToM0XclzbM9k+sEnCLpbSxfnewS4BTbD81clabdmcAFwPFAd3bPsn7v/EbtCv1cyu3g4ZRmlnuBtW2/ZEYrFqstSbva/nY1fe4KVsW5XKq5zDcHbqM0H3WmAp7ytMWuOnyK0uTTvTrZ7/tJ1YvlRiqgd5P0AmADSkfJgzNdn1g9STrG9jGSTqO0M6v7X9tvmNEK9qFagm4FQ16IerI6jMT0A20zak0uj7B96UzXIQJYVi0GcQPLAzmMMw3AqmI6A/cEfi9pc9s/BpC0Gat+OuiMG9mAHjEi1q3+fRqlw/5rlKD+UmB1XF1nWN5BWe+3M4fMXKZ/+oHWGdkml4hRIukyYA/by6rt9SgTKv35xGfGeKp89L+nzLZ4H7AI+Ijt385oxVZxozY5V8SoegplvpGOB6t90Z/TgU2B44ATKal7Z0x4RkwqTS4R9ZwOLKwysQBeBnx25qqzytva9ryu7YslzWQaZSskoEfUYPu91eRJz692vd72NTNZp1Xc1ZJ2sH0VgKTnUKYojgGkDT0ipl2VC/804PZq1xzgFuBhpjknvk0S0CNi2q0sF75jRFIrVzkJ6BERLZEsl4iIlkhAj4hoiQT0iIiWSECPiGiJ/wcva4RIuEJ38wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/person_bike.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (165, 305, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : boat\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/boat.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (655, 1000, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : aeroplane\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/aeroplane.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (440, 750, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : sofa\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/sofa.jpg')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:Error in loading the saved optimizer state. As a result, your model is starting with a freshly initialized optimizer.\n", + "Original Shape : (1800, 2700, 3)\n", + "Resized Shape : (224, 224, 3)\n" + ] + }, + { + "data": { + "image/png": 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eKwU83DX4cIgxHK7XksbGv7Cz9XS9s5JSlzO8mJdGpmRFVRM7xNvBWxMBEfmOiPxvIvL3ReQXReTf7Z7/xyLyqYj8XPf3r71D+2aa+xBqHeBebjEKIe6QACGGC6f70SXKdsp473tM8UjLdYwp7xeBkSMEH532kzSZyfd33Sbf9zOVBqb419lJ5nz1p1ym6fvhexSlx6L90Ya/pH1fBdxPCE5IerO2gOgMTAl4h9Q97s6vh7chRmM1aNziSLznycDD6nqXQ0Va4D9Q1b8jIpfA/ysif7N79+dV9c++Q9kTiCJYSh1Pr47Uen+fu5DUBTnaZ5DU3W/F6ohG/3lc36j0c5xAY7GhoFNxERFf0ip9sF6MmzztmRDsDvdw7sjR0oVLQnziqjtSgWc8I73hTxUxZrCVYLs6piHf4223/XAkbUvncdqHx3g8HpruUfXIOFbfiIRTmSJviZLW23puuoLG5psQD5iYHQaJravzsQbct5YEVPVzVf073fc74JcIR41/hZBy/gDDhJ4+++2+oJgxxD1ZieUvRQgip+wkhF5cG7dnzmg1G/OQfJekoLhpKBKAKXJ3YQL9Ft9zRsLYo9TdN9eGobsJ8suwgI9E/95gOUgEYwlIu5MfpNvYHotQhrMA0hZ3Tq23VKveRi048/aRLQgDZZMmJCwksfEeR/XNljbbF+2p/GhN9faZYxVqXNY/RpuAiPwu4J8F/u/u0Z8SkZ8Xkb8kIs++ijpih4ZBTGkhM9+HCXjMYpkfwIk4ZqZp5/IfP596Nvrdgjro/TFYR4U+Zr/vT2zTrIvpGOK2qfvcisPW1JA27JGn05CStnYegjimRoYdjyJCZsGKwXeETIlhrH0Bnft9PHeDWHs8V6c48VflJkzb8Rjw2ikEU2INo36cki769ImhcNZOoPOSpiTpjjFgiiPn4Z2JgIhcAP8D8O+p6i3wF4CfAH4/8Dnw507k+2kR+VkR+dnrVy8ZT0Qa439qgqbPj6UGGA/yQyEapILkb8bbUkXHZeqQZ05fnraj/50gXTRH9C1PNu2MIC6CZDHMbW8IOw+l57AiEhjxHNeKWJouME05jA5lmsEVFQ2HRoLbsDDgHTSRKFiTpAHEodr5wBNCPifLfdVGvK5Ujpd7fDb3bh480p3jEyBVUAcY1sccIzqKA+j+Zj1MHZc4EspimlmbxUz6M+v/nYiAiOQEAvCXVfWvdJV9oapOw2Fuf5FwJdkR6OjegY/padgjiXtcxGcDde4hBOkkjSgy9HHsfTy7DgdMyNGGp2m7xuWPteEYF94nmuWER+XK8OcniO2T2RzOJAghyOKH8wqDCD5IJT1tSYhBf96hDCHDvQ88WZ9GHMvMoz7EVehkPCWOhSb9F+likicc8mzP3x4GwnwkOB+lG/0efZeo6IzWqNchvLtXo06sx1Nti58npdYYzTpnfJ2obdoHtJyWPqbwLt4BAf4L4JdU9T9Lnv9IkuyPAr/w8FLjiUKPasfXkvYob7wQQ+ajho70/RkjIZM0Q2Tyeemhlzgi8sUm+MF2EIODUsLQGx4TVhuP6qOrX7pF2zvrEuKiR3lSgiZY4ylEqerovfZkEiMtEx6pxACAECw0HtheX3kM/X+MZDcQujj+M7tJ53MO9XWD6MfTGObxRHtEBlH+1PzOrZPZvnW4rnpsJ4gtHJ5Nperz8C7egX8R+DeAvyciP9c9+zPAnxCR39+16teBf+cd6rgH7uGab6EzjpBZx267uL9XgohAWBpjaeNcO+ao/ql8U6o/WNAlILxGSSXZ9JM2NdINoQ8c6jckdVw53RTkO0Pi2PY8Li8SE9EuTNbVkFlEwhn51gjGO4x4nDeosd3RkKlqp6AZEPdsSDgJfng79DkMxOz4PMYmMCSbF95Dmpk+J+MgaL/tP006g9qjEs7BKWNyNAwf7TrtztkUphKoT1ai6VOHsk6fIxDhrYmAqv6fzPfyLe8aeIs2dP9FijuGdEk9oszU4h0p7iCzd4fyx7PjAg+dW6hzVD5duEeGnnukFJMg59RQdMRNJIqmAwEYAm8E6VZz2q3UEBX6HBSWIPKHxWS0DafcADQ1vt3RlJeoKcgNZKbBq9JqQcBsjzNZWKCSxNKLot4AbVjQgcXNE5+OWHp//2Lu+9+PTfjrOeg7wmjcddzaEVGS4zl6TNvhmACkdWjHiMKpTx5Md/BYN2ePrfe37ELSrwJGBzmNJv7tYHbgNBCDIFmbMOidJS+sheN97w/h7mmeVASc43CDKjFRJ872hZ6rq8YdEh116IkHQ5naxUS2O6wY1De4+oDzHpuV5FkJ4hELerjF13u02mFxmKygUUMjhrJckhmomxokI7cNrQ+Irl5BbBg7IwgWr75TAU03lucJ6kOQeezhOc0MHoMscfS7Ew8wIrjOMBcRMhhiT9uoTkE69w+TcDqVQBWwYY1qDFdK7mg4obpO4b0jAo+ZGNNx4+NBSxdB9+Qt7QHSL85YTihXJmGdKeV/TF3nJnwqOcRn/XsdxPihwG7BahAfpTMqmT54ZzjVVzTsQvOA8S0Wpd3f0LYHmnqHNQUmW+DaCvUVun2J7m/wzQ4joG1LhZCtn+DJKa8+ob74mKxYIupxN5/T2gyz/gibLxB1+M5AJ0ZQk9NvGoqDm6pBM+PwOIg3Hb+dVJhCNMnEse5XRGxzr0rNt3lOvE/hlNR4VE4kOL3UEQiCCKgP5y8enTnQ2WtOwXtHBB6HrHpmboW4CERmDnecK23OUCPDISRpZfHgR+jUhbcQAe9zJZ7zL/ft7Q4nlSidxHQdhxIgMx7vW6zJ8d53dgJPrhWurTHqMW2Fbw/ULz8DX1NSI7YIasj2C6rdDktLUx2oNZx1Z7ISY4Vqc41rG/TVJcuLNTz/NlUL7vYFzeIjbNVQfPRdJF+AU0TbYF7RBkwOvT4bxKt3E91Tiel8OYPkOEWaHpWDIfCEdNJ/j4whyT1V+85F9089U+diDGK/whwTxot4lTv0B55GXfkeAgDvIRF4Gz1qHtKjxB5GXObSaCd6Bc+AdkQ/DGw/eYlZBt6tD6cmfioB9MGSiY4qOhb5gx5fkYmjaVvUtIhdkBko3C3768/Jmi1a36LOI7sX2M2OohBKbSkXBXhPsb5kZ0twlsoIN5sbmqrCLK9wh5q68WSLBaINze4WV+1xbcVmt8csbsmMw1x9jLFZEP3F4FQQPJlRGq/0+2c13DM4RwAf8uwx46o9B+9+c6xMRiPwHFlJZoQ04CrYIY6luIe08aHphzRdq6MqEgWEQUA5ZVvt4f0gAr3V9avc7ZUipXDuuO0HlXLklpkuqvOHOc6WfWphTtJMIXKa0buOM0Q7sXqH4BAB19ZkCOprfLvH7H9Ie/NDFvUrloUlE9jv9xSFRdnh9o7yYsX68oqsKHHOc3f7AkFw7Z6F8Yh4ykypncfmniz3lJnj6ukFr1/f4JoK6orVqmZR37KuvyBbZ2wbwZGDZIFo+Rohx4sNyCYGxYC6o36fGrOHwMkYkcTY6jvCFN90yvZ44BM7SpyHNOw5qgTp3rSThD2mSbW5GRXgKN+sqjCP8Q8Zq/eDCCR6fdq5r4ogvGsxopIcetE9g2AojFuRU/Xgge2/b4KmnGEkecyIkErnWtLu+nbncOowbY3kBZk7kH/5c2RaYbSmvCxYFBmHuw3Wt9S7ClpHaQxeDeo9WbmA/Z7CeDbbCmlbtG1ZLZeIUYrLC7x3ZEVJZgTTHDD1Br/fsVxesShzlrnBbV/hAacZjbeY9ceQFWALMu9o6I56Fx88LmK7fp8XZcNYxxl5uAchnYNYxolD5rsxj3T2SFZIFIhxJOGQ+wzI8fzOJotrShmpFsM5mQya0GhZ3W8PeT+IQN+Dr54AwCAWvVMZk/tMEzmj/xbdX/BY28YxnCIAc9/HriuPqAN3QNsDNDvECtxdk+0+5eMri2ss1c5jtWb76obDdk9TN9zebbF5gRrHKi8RY6n3W8TVGGOx6qirHd41eFGKHFaLFa1ZoArr5YLVao21htdf/hDNlCeXJVefXFGbkupwQ+Ny9pVSiCAXH6E+w3vIjNBKNORFj8G8dHWaU6ZY8FgCPM0zJuix3KMYD+l3aBw1ZXyx6kwbenvoJK8eo+7IdZiWG5n/ILL27Rx+D/2Zg/eDCJDYcCcSQXgn/f9vA4MB6PGcoish1C8zQ9mfTUg3IXKW4EzdXXPf4+9x+x9QplfwDuP3+OqOXCu0uiFvt6zljidPC/LVFe3Lz9m8fs3lcom1ltXTZ6jb4XyNGou2Dq+erMywecHd5y/Is4xytaDd3ZEZwQJlZihLQ47gnJIVC6qm4ck3P2FVKtXBo5liaFiVOVZhf7NBDo7GGKxryZ5/B6cZBhdUAY2GLu1+Kw8x8I1xejxe52wsg3s2JR5Tw2DU+qcIFgn/vN6dHFHzeDhHx0ZNPCIX3WN50NjB+0IEJESVDka3KWj3LxiQznvI37IJ9yBab4yFzicc2iVzSH9mAu8LEDplJ5i1DUwJB2Frq9u9gXaPcbeYzResbMXVs0uyyydUN9dB7Ffh7mbLcrXmZvNDjDqq/QGPYb0s2d2+JtMKzZZU+wr1O4yB1dUKX20xeYl4h7iWq+fPQgShLdhc37Ld7CmXT7i6NMhyBfkK5z3eKRfLDGNytq5GRXG7V8giSAQiDUrG4NqjIwTuaGyOXWfK9FDYc2M6k6pD88iEBukxsp8U7+J7n75IZuJtHRy9VHdP20+ukwkRewgReG+OF0slgCPjGGHAReStqOq7R4uNKa0kj8OmorAooltm7tzB++Bt7AdDlJ92NzYD7gD+gDm8Rq5/hbXecXWRY0Rpb1+zv37F7avX2Lxk+fQJUizIMwvqycuS9XoZ7jxwjsNuhxVPZkJU5O5mA2IpVpes1wtWV08p8gKzWFBcPaFYlVw9vcRaaFs4tIa2cXhXkRUFF1dL1NXUu1v87obm5kuyLKfdvB6IvLaDm5NjTnY8TqlN4OHjG9eZdpZ8Rvq+6WoepD8dCkIY7Ajo+GCR0+18OIhIv4t0dg3pkG7qNTq2C9zfjvdDErgHV8aMVZNv8iCpILr03hZixKBMRlgSDpFqXqmf96isOcNnX8DxAh/195T60BkDLR7dvqJo7sgOP+RinVMWBaI+XP2lSr29Y1UavIVsVWLIWLRLio+fUVV7fN2y224oVkvyoqSpmvC9IuwJqBuy9YJitcZawRYlUu8hy1DnyddL2O24ud6gYnm6+Bb1rmH34gc4NZh8wXJR0uxqDpsbzOvPsasnaH0Hi2cILR4XkO20tSsd0Rl1YCbVCfdiWD+ByIWI/GCLCKrpIOUZtOf6nmFDkvRS4XTe3g5mA4SY9F7mbUWjajubxEMY0vtBBCZwRLU5HtaBADzMENSV3Od+bMjo9MnorL+kCemGojkj53GdSn9s0FSM1KCQzhmOui0MfQPFO0z7BlO/oNx/TpHVaH0gWxiyZQmiuNbR7DdkZQlNw+1nt6hYMmtQV5PlGWRKdrnENS3rcgliqKuaLLOsjMUvShChqSoWz54iZQ62wB92mCKH1mMtPHu6onJw9+IzWgfOO3YHx64VvClw5Nis5LC5IVdlYSzelpAtMN6jJqJd1iPcPCLDw+c/HdqUuA5W314piIio/ZADEiIs+6xdvck83RcABpyNHpwLFJpD3xgbMq6ICSHoxdOza/29JAJTKiedAhYQPwZmTKWAcwtBJ5/Mc9Qzuce6t/YzGThGt3x0OGVekCNCkPZrqJ8QJxMNjKk6NyEA0+gzgyLqwXna/TXc/SrZ7jcRd2Df7Hi2yqlvXpPpFbK4gLrlcHONXDwNO/4gnAOgLU2j+CLsAjzsD5gso85KiuWCcmFo6xabFVgFzXKy5ZpWIROQPMMuVvi64XD7ht3tFhWLKUvEGAzgvMG3Fc2upnZb7HKNb2vKckmzfQMmx7QNNl9jVk9RzbpxD6Gw3p+KG3iY8fA430w4bkdQpJMI4lVevrufYiqVxXzRnvBQ9W+OAEylvHvb3y2VUdq4GIcfR+2dg/eSCEAUyAb9C+iQvpugY7I3W84Ywc/o1WcgCqTDbxlmUulnpL81Lj0VVGF6t17fGh0IQmRoaQzAtG3pc1GF9gD1Dt/uKe6+T7n/lIVxlIuCzUSHbA8AACAASURBVPWWTAS7WFLtdpS2oG32PHv+FLULDne7PshFnccYQ7uvsZlQlDm+bnFtQ91kuGoPAkWZo65hsV4hmSDFgt12z8oJzt8i5Tqosq7l9fU1jYaTh7AGmy/wXsiNoNpSHzZUVYPNc7LyAlfdki2v8E2Nbt8gy2eIzQmnER2rBAMSjyNDT87hBOn9jCo5r14mdpd+PgaiHuwK49Q9Gj4CqbtiR105l18TQeBYAjmnPh3De0MEPAaT6O3SGXwGPIjUOHYxje46DQOFfdzAnCmROeVkeJbYDDpxNUTwQXeXyZBH41WTg3wYtILE2jDnQ1YNu/2aYGDL9r/JsrlmlUNRWtrDHoOn2e9pnSfLcvx+gydwTZdbLp5eok6pqhpxgskUpKTabymLgmy5wGYGcORPnqGHA/vdnvXFClVHXuSAY3l1hdvv8fuaw4tXmKykqipcU9E0nqZxOEAkQ0yGQ5DMgs2weOrdXdcnR50tyFbPoN6F+V09A2MRsYQtsnEQxtLRfURg1qjKGHkG+0A3fz2G0YsJBsLOwb7Mcd1zrXiQKtCrHDpiGCeJR1Q9p8jfizOPW+fvDREYiS6d4aXfthMDNEZpINXxH4bkscQx8TglDaRTnPCgY/Odjp0ssSVDgIcODEWiZBBDmaWPAguEL6gF4SMeHpEaARVtK8zhGn/3A3TzktzsWeaezHpw4KqKzITNReXlKlTqHL7aUV5dkF0+p371isXTNRf5Fb6uaQ57RBUjHt+2GGMxBvL1Es0ymtqQlwtu39xy+WTF3etf4+LpU0y5wohBMwPFklcvXlNtd8EleNjTNp5WBYdBjMWgOO9pnKPxsKBAPfj9jsIbVnaByZdQ3yHlFYpg4onlfYBO5zaUDOF4n8EU5nT1Kcc/Ds4KasBwX6T083AciDNdI3Gq5jn48cPghYgEP6qSZ2HMIU834gF48c5EQER+HbgjbLVuVfWnROQ58N8Cv4twutAfU9Xrs+WMGqvdBJCMc0oA0tPyoogcE89PLpP09/Rp5Kudg1QIPUqng+2it3AL4TaR0Um7nXrTEYXU9jAgP537UYMb0Ne4N99HD9fk7Y6FrcjdDusVGoNdFJTrBbvrLfliSa6KzzNa5zGZxbYe3d1iM8v+ZouvD1grqPPY3AQOv1zS1i3FcgmuhaYmXy0prCGzht1uh+RrXv7gc/LlBXmR4Y3BZCWL9Zrd/oCvGlCwovi2QbHgPVlZhpFpFEyGeM+rH/6QbLliqRl2/THLokQB31TBFmQ96dwKHsR2R57MIed5CIHJHYE+oQLEkoXhPgE/melhnXSEe1LMg9s0sU9pjFA6mT78d1R2Z6Ccw/l/HIbBP6iqL5Pffxr4X1X1PxGRP939/g/PFRDixKS7Yy30I7hk4vl3U/1t4MkewXQc4kjP69WBh0oLU2PLJHiDY1Ki9Cjc5ScYtFLRrkPoKPkb4FRwC53NIWxjVnAt6lq03cOrXyZze2yzwbgDwh3rdQm+pViU5JdXNHevya2hPVQ45ykvLigunqCbW3zrwxZ0k5FbQcslDiXLwLkKrRqKVUbjoNkdWHzyDFFPvT3gDayerXHquf7hCy6eP2V7c8PmFspFSeN3ZGVOXhZ4Z3AKZSbYzOHU4lGKcoHJM1qn1K1yc3PNYrmmWK5xbYs73KFPvolXD26PcRlSrCbxI5qskvuJ+vHopnLd8P8cRCmgv1iEMTvqP9Mlw/2rbM4V2OeXh+U/hhm5NWUiJ+DrUgf+CPAHuu//JfC/c4YIBIQPQzcQgmNhXIlIPt68G/W7uViAY0ng4fpSz5VHnoHk/eT3qMUawl7pWjvs/Q2L8D4GIV0+bWto9vh6R/X5L2B3LzF+S8aWy+fPWVjDxUfPwoES2oRrqn3Q2fNigW89/lAj7PFq2Lx4g9OAjMv1mnK9wjcVh+2GfFGircEWJZfPnlPd7di+ekO5XpKtl+yv39A0LcVqwXf/6d/L7maLsYaXn33J3RcblhdrXKtkixK/tBRlifee1rW0Psyf8w4kRDgjcHG1xhRryBQrLcZXGBqQYJC05WUvIQV8tL1LL+rx93Hc9OyHOLbjGRyZ8/pn8Xh1r8doH8odlzO9VYq+3afbNvX+DHtAZvIkC+w47Dk2Y8oE4xr+eomAAn9DgoL7n6vqzwDfVNXPu/c/BL45zSQiPw38NMC3vv2d8Ix+OEdIHiAKcDFFrDpx0yUqQSopDM0M5Tw0cGg2IGNSWpdwJNJFUt67nI6Meyc4z9Qb0BygrVD1tK+/j7v5lMVySX27YbUU2N+gFpo3Qra6QNsD7fYO2gbvwDctbe0xWQ6No93vqQ4Ny8s1RoKkIMZQrBdcPlnTbHbhvoBViTGO1cdXuK2lrj3713eU6xW7VzfUuz2uqpGLJxTAd39yxXZTsd/uqaqaw2aDKUp0sQQvFOUKt9vhqoq2dbS1w+YluUKWL5DMYq1glutwDHu1QU0RCIBrhxsoZHDDRg2rvzhWdUSEp8M6j4fd2YcnuGrPeiI3PSo3un/HRH1MKOaRb+qiHsctnEDY6TKakyY0TZgyvdPBwV8FEfiXVPVTEfkG8DdF5B9MGqoys5m/IxY/A/BP/r5/Lml6NMSEyEnXvUkEr/5i6FF5jJH+tAr0cEkglHPMN4a2DpWl7ZOj1Kla8kBQj7R7vGQ025fU17+B8S25Hlg+uWKV1ZRWsOIRsUFGshl2kVO9rvGqHG63LD/6CDEZtGCzIKqrB7GGel9hyiU0LuwWzAtkcYFoi9/X+ENN/vwZi6oiLy2b6xvy0qBi2Vy/Qa9vWF1dsdkeyPKc9be+xUo94pS29ewcVG+uqW6uMVmGNxazusC5lqbzluRiWK2WtGpxpsTkCwRP0+xZXn6TVsK5jkbCfQ/e+3B6cSTQHUEfc0+DV+0ib6ccfjTIcwPf/69JGSISArTmSulV8W4VJqdUj+JDZvJOA8rGsQsPlyLG3Un7HKSmuUtqIrwzEVDVT7vPL0XkrxIuG/lCRH5EVT+XcA/Blw8oBy/9yPXPpOf0gcMOEkAKMpnw8HUe58Z5H4OYDyEfaRBQXKsPNQ6NLAjtHnfYoCbHugOFcSyXBausJVNHsViQaYs2bQh3dTW+aaFu0KahMJamyLBFhmkFfXKFv3uNESXPM3zbsrhYQVOxrz3Z0uJ3W2RR0jQ1+XIBTcv1P/gVlh9/BE1FWRR4EW6+fMHq8hLfeF5+/gWXlxcYKdi9+AJfK6bM2R8amsZxqGroCJTkS+qqAfV4DzYvyIuMQ+tp1YLfcfH0GzS7G0x5GQKNbAbaouRxmNBwuEOniqex/GGcfZewtxzoIDtOA8wGlI+jHyTFUGZi50nSpwRnFlGTJXXEpWV4PhcINivmn6jnYYbQSJ5Or/N3vYFoLeFGYkRkDfzLhMtG/hrwJ7tkfxL4H9+yBsCPhPdgPzDJX6R2w4BMrbhDWY+Hh1qcU1tAYA3JrrZkch9UJyDVLYJDq1vULFlePsFSI77GGkeW52TWYrIMt7uDqsbUDYJgy4JikePaCryiWYZrGvyhZblaklnL6mJNvijJnl6SXa2CncJ53L5CMLS7A9s3W/LVima3o6091f6AHg48/86PsVguKZYFV5cLDps7Nq9f4fY7wOGaGt9WePXYooDFEm8sh9tbaGoyYFEWlGUICVbJyIqS5eVH1LsNFjDGYNQhJkNbl4yNgq85ddMOSHe1iI6IqpEpAYjzlX6mdiUdfWpPcObqjFUngV9z83rPEuiDj+Zciyeej+ufK/S+6/zeXRL4JvBXuwWeAf+Vqv7PIvK3gf9ORP4t4PvAH7uvoPnw2BhENFzNl2p+8ds0GMgknGEo99hy+i4Q1P3BiBMFvtnLO075dGMfYhm9KdeTLQpcBdWbz1kuL7hYlWidsSxyCiOUiwIjGdy2mDxHvEeeXtLcbciyHERZPrug2m8on3wTW+Rkz5/h7l6B5JAv0LZBfEvdOJrbCn84sFgXNLuW5cUKm0G72bGvDvisBHW43Q57s6Usc/LFAjGWsizwZDhVnABZjmQluj3gGk9b7fHOY41BnaNuG1ZFiT8c2FQNjXjKpxfkxkBd4csVXoM13hhD09bDHYjYThyInHGY92EvgR/x9oGLxqvEBpvSgLLT+Ym2hmFtpjMb4gh0Esz29mde9KWcUQGGWJGhffeUlrTtayICqvprwD8z8/wV8IceU9ac/TZY1YN7vd8RNdLRO2/6iTME38UzcJz/uL2xjZEQqR/mJ36eMsr2BIyEEMQ8KI3PIbOUixWHz36B588z1k9zlk+eQhsuATFlgVkUsNmghwrz5obM2HDwx5MnLKRE/Q6trpHsCbq+Il8v8dvXyHKFZAU+LzFVzfJbLf5wwN/e4u5ucW3L4vKCRjaIFYpnl3gPbXOF1Ad2dzuq3Z7qcKDe76FYkq8uaZsGbxpqb2krT1U14D2tV8RkmCzjcKgRs2N7aMiffsJud0AWeyTLML4l211T371GFx+zymvUNYm6q2h3d0E/kPFtguxp+nTeDUPMQbxbcFgbQrhYwSVlhvfROOhJiX5ihoil6jiM+SGoOloXZ1yH45qmpQuMbhuK6yklh/Pw3kQM+oRrp379iBueeBe8x3euwt6HMINpx4a4x0sC9xnz4vqLUkFqEuxTnMjft0boN0iFXnc72JqaLBNq9VRaki9XlOUBow2SZ0jbdqUY1Luwg08spsjIFwZ8G9J89A3M5g1Ig67XUG2wzz9BmxpxW3T7BmsF8hV2ZfE+p9kLvm3Yv3iBV4evPS9fvsRaYbfdcagaVqs1dd3incMuSgCatsU3Da71HDY7msYjWYnNVizKEhHBIaxWK7b7lrr1WNdSVweaqmK5vkDVs9tWZIsVm1efsbj4KOxtkGDsGzEBSeL3TQiySXV/TUY6PUB0PFNRiugnPRH7U3YkjEOWkrnsNzE9DI6jF8fS43EQkPQMMUq9iuv0C9PZSVKpKLKXLvtcmQm8N0QggkymLxKHgTBMdZx0j8HYkHJvXQ9Icx8hGMWfS8qFIsfQXpRNafJAv2UwFnXvVQzFxROK9g4pcm6bPc1B8UUBrkLKFVRbvLXhENEsC9d0eY84D64BLJQlctijT54hmUX8LX75EdrsYGnRqkTaDUKL8y1SZHj1lE8u8Ict3nuqmw2SlbRNw3bTYDOLlYxqX2GyHMksTSO47QbRO8xizWHf0Dbh3GNjDFW9x7ZtkAYWS6q6Zbc/IJnFOUXE4toK1+zx3T7dpqmw60DyvW8D35ZgB0qx8NgiMDyNQddByxquI5MRYUieSzJ3XTkdK0o8AOO5H1oxnOozVVnPrZn5Xhzl6Ese9bRrULRnDORrzPyiq/oUvGdEQGcRBRj876TC3kjzSxDrpGnm7Vp1ihAkdoeRGBerMYPoOJ2aufJleECeWxZGMaZmZQOSukMFpcXtt5iiQOo9Wi6hqhDJ0faASIa3S4xYWK6AQxg2W4AY7HKFrq/Q7TVIhTcWnxXo4UBd7fGtopLTtILbVSjC7uaGpg4W/XZX0TqHb5SL50uq7Y5DVaGuJSsKcqlZPXlG9foGWxSIWvANrfdIvmB3fRckBpTl8grvW5brFW3T4lWxmcUB29trVquPQT0qppv7oBumEgB0DFEjIvaTM7zv7AeDr4kh7cjHr6P3KfTqwBFHHbhv3OL+2HU2l3oqxA9hdLEXifTRnRtwJIf2HozxyEzhPSICA5qM+GmiK09tBr0o1z99OyS/t2UznDytv/+VRG4pOviVk3Ux0eKIW4enU7RvlWqv5IcDRX1Ns/+Y1oLLLMZUqGaIc7DboE2DafaoteAajDNIkeNbj1k9Qf0O6gbKj6C5hfwCiiWyXGP9U9QsyNwGu3mF8gTfGsplQXNxhdttkFe37G7vqG7fYIwlz3IoLGosTdNi1LA/eExR0Nock+Wsnz1jd3PD4e4u9LUoEDHki5z2rqHabbBlTrG8YLUuqJugSmR5OAJd25bmcKDZ30LxhEEKPHadie9uao4G1rgJi7gvILw7ZhJxNibz2L0LKzK98feYAMyYgUfqwTnX3unQ3wFl+6jIPliOXjUYCkxEyb4/g+MvCMm/bSSBCFGkSq5Z7r9NzS4PK+/haQdIOU6KqH3LIpLPDHCqnTEjSk6blk5dED8NrSmwCNlijdicutpQlIaydeEeSlXEB8Obcy2SF3ixIb9zmLZB7zya5ZhVhvoazBNQQWxQLXzboO4N1N2uvMwiZY7YjKz9DH9T4/ZbaB2GHJNn2KIM+rcJ4nm5WuCzjKZtKYuS6u6Oanug3mzRusFXNfnFJd4q5AssYI2wvb7G+bDbcXn5hLZtyFxJW+3wYmnqPZuXP+DZT3z7aE5G32VARk32a0dRPq6f43Uz5rXx/7HQPZAMP5lFJYYvx0mOROg8MxrFAjBdmXOSRiq9mL7eWEbvHeubN7Z4aFLnHLwnRGBKkafhC0MUYQq9dXeGk47BcAIFz8KpsOF5/nGijJl8pybHkCxcAY+l2lxjnJJlBiqHLdcIFb4+4A6OfGGQLAOxYEvAo3WLrIpgTTUZJivBFuHIrmqPZOtgBFeDKZZorajZIu0Btlvcq1uyJ0+pd3t8doF5Krj9F7hWqasDtlH2+z2+u4hkuz9QVzWmWOAaR3to8Y3DHWpowvXj3rmwTbk5YDLLR9/6Fp//2q/ilyUWaKqKbLkIQWNNRd068IJdXGCzPNxeHMdxGmY7r3kjHbrMnU/dk40EaeI3YYg88UnGI8t9fyxcl3PiGYh5zsHcuu3XyGTJ32vDSrwW6RpTPZZGUnhvThuOwz8W+QcB6Nye//RzHuavvH4MPCZ8c/Rbjk01c5bglKj0jCUr2L7+ksOhot7cQZ7h9wc0LxETIujUhgM+Zb1GXQPFAsltGD3XopmgrqE9AAeHVAc43NJubsMeg+0dOI9ZrIMRUXOyb3wL1muyp98gzzLMocKFowpQm1Ftbtm+fkW92XHYbAj7+0GyjLpuqPc7XF3RNnUnLQiurVFxWFHWz5/x6vu/Ee4xrCqa6gBAW1dU+w0mC3aE7avPubt+gWq4kyCNqDuanzjc6QqKHFfkeHw7SI+xGd7qEfLNc9MpHz9u28n2TlWE/pvpzqfoDJaxRWkgURJ1NMQOzJSXMMffBpIA/fjJ6OCPgUal3qHUDqr9b+7p8OMNNkPdxzrdNLjpVPp5M9PMYpm0UABf77l8/g3ufvCG29evKHxBnRfk5hLvFN+0aJXhXEtWO8i6fQFigsGv8tA0ZKsLjDH4Nxvk+TNoaqTd4JqSzDd49eHikV0NRjDrK9Q7mt0d+1evqZuW3Ztrqt0OsQVNXWEQ6qrGZobDbo9iArK1DnfY0xwqxLmwXyDPQgi1a1k9ueL217+HFRMiHk2GbxsyA1XjEFMHI6ELbk+TFYQY/nNzNza6TM/fS2P3k1ljuiaOowJllD9+T0PDIVEbZ1p2inn0SHqkEmh/unWSsouVmVk5HWKM1j/j/idRzrPwnhABjbJx8mwipEziuOOvQDPHlPu0W2866Q/b1HOW0z8QRhN9JoJwSjQOm9dYrWj2d2y04Mm3v4uzS5rt5xSLArIQMOTf3MEn34btNoT/YjDewfUb3K5BbDfVh4z6y2tktaQoD7RSYixkWUablTS7ivz6Nc3dbThu/JNn+Fevuby6oLrdgFGaukUlo7gKl5ViLYLBNQ7qDbQOVzcYhMxaxFryiyX5+orty5d41+CaNtx05Fq8931Yb1M1qFeq3Y7aZFwVK9Q5MMNSnaKbdCtBwx7EkR4/nYMUxpZ+naQZ69VzBr4RI0ie3acCaLTkJ8Rp3I5RbGIgXt2SCYfq6RAak9SXKiOavtPzkux7QgTGm4TiII2QLcGikSPoQfg41cYf0bKj8OOuDY8IDoktiPlEZNyk+G6S3ruG/c01FwaqpkIWGduXryi+8aNkJscu1sF3JR5vwxmNmlvcpkIWl3gs1hTQNCAhFt939wagSvtmD9kerp7jbt9AlmG9o7mpefObn9Jst9y9uQunD6tn/eSSVixqoGk8+90+1L93uLYlW6xoGxfONrAZ5XrFxcef4FpPdnnB/s2bYEdAw6UmeSAQIaRYUFfTtg4VoW1b6voOKVYYI2jcPdiPjk7GLagKqQ4/N9vDKhhMbCkq6gyBHu0kPYpCHYhFn/8tIXo14gqPNq8+BCpZwiPppseZiSypkwV2At4fm0DU97oAmyNDzr3Y/pD3x/pihFNGwLfbuTWfvucA8CBa5J2n3m25e/0Kui219d0d9Rc/wOQF4bouoKrxpugWkYFySfvZ5xhbBmPgboPe3IAYpG4xF1dItUWK4M6juqPeNexv9ngr5E8vufyJH2f55Ck2LzBeaVXY7Wu2r2+4e/WG6s0bTFNjqhpfO2gUt9uh1QFjTTeXwvbla1rv2Hz2gmZzCLEDmQ3XpXVx1ovViv32DtRT7zc09R5Qqt2GvAh3H8TDSIJ96Bgxx9PWOdROLAmlkwISL0IvXc6ts5m5Uo2MPPUGPNwmMNuuzsofidTgcZ4QpUmzhnU19EfmMpyA90QSGDhkJATz3Z7PFwwgb8flp99P6nAzouBDnsW8Q7zDtGdJGxj3oFhe4IoruPthOBH4ao3JLe31a0xhUR9EcSOQrS9wL19irp6gxRKb78KR5FmGWSzwVYNev4ZFAXWNz4oQmFM3sN2TFXkXU+CpX7/CVXsW3/yEK/XYZclus0erGu+Usl3Q1BVkGb5q8HWDzfJu8RmsyUO4cesQUfYvXiO2wGSWtqloXQ3WsFyXVM4F1cDXmLJE25p9daBtG/abDbubl1hjk72kiW8+0f8hiRztja3DiM5KBQ9YLj3zHSUeDomNqbT/fzzvD4ehhZEABKXGJPp90p+eYY6/o3EtD6dz3deK90cSYBg0w8O23kbBaTrWxwg9j5gPeTaFs3sJTuWfUSmm4uMcLzH5AnvxCT5bBfG9rrFOUedo7rY4E07b9cbiRcgv1thFDiaI41rtkPoQdgvmOeQZ2nq0bTGto35zGwKOyiVtVZO5Cnu1Qj7+BJuXbL7/Kbc/+JzXv/6bVK9e4jZ34DVcBCJCc3dHs9ujbRviC1TA2CBqW4tzQTUwucVYQcSEPaHO43YbmrtrDnd37O825IsVdeNoXUtz2NE2Dcv1JT//f/xP3Lz6IaNzJXoR/Fxs6EPWz8O49AmTX/j/zBo7BfNejlQeibYuOoOj4mWaOrGRTYySOhQTRui0UAS8N5LAaYNLmmK+I9pvM57CeBvxeQ79UCPhW+l80cZBInbGzzNNFASzvKJVuPjoW/h2D8sVvt7hXJi81jky35JdXcFmE4KGagcXF8huE64qzzK8hgAjY3NaVXRzizEZ7lDT7vZUxtIebsl2DU5y3nz+ksNnn2O8Y5XnbHZ7GufRHLSqcIcdRmxYZCZDXLg6DGs7ZAfJg1pgTI6PqooJZwgYa8AJmRVcE44dK5cXaFbw5je+R9s21E3D9//BL/LZ936Zn3z6DZBwUEs3pGGM5qQv4YgxzKmX5yL20jrGT+OEmaOX0/jBc0bCccBTaOGII0uwEWhfNiMEGGQEQLpt110aT2dfeCC8V5LA+a27p0jAwztLj4pJ/ncw5DwOknj3EeXuuJqmfKBrG8ry6Sdk5YrV5SV5nmGtweQFUuS020PI4ODw4k1YgGKwRY61gqxXyMUFerlGL1fBTViUmGqP9eH0HOcFygXLJ89Y/e5/grpyvPm1X6H+7Adk5SJsSDIWESFfLPGbW7Tek4mQYVgulxR5gShkJqfIS6wPx4+remyeQZaFbcLWYowFTNgoZELswf6wA5NRba7Bw7Mf+S7Z8gI1losnH4VAqW5EItUch2J0/oHuYNcwy+fn9fS8H5GLznU4zFW6b0E6Z366EWyuxDGnHtuJfK9O0Lc8LJNByohegZ6JJOtFNT2Cd9z3Pq7pRG/hHSQBEfm9hLsFIvw48B8BT4F/G3jRPf8zqvrX7y/wPDcO7+azhh1i99kEZPI9mcR/TBB11FinScJej9MGxpllBavLKxZlRpY9DZwdg2trMgNaNZinTyn3Fa0TtN4Hd2BpUTLEBXVAqxpflEgT7gOgbaFVyqsFrmrQH/0Jdoca+9GPsFYlt8LhyxfssXhfY2yOHrb47V0I3MkK8kWJyXOoGiTLcChWLE3TgLVYmwf+ZiQYMp1HnAFjUG0xpkQUmv2Bw90N+SLny8+/R37xHGszPvv17yGLK66efITNLIPRDMYc+1gSOHWMzzHyz8uYIylgyoZnytJppmlz5toy9107Hh+NoBpD3QKiC+EWJNO3Z2xHCO1NSMqMVDSFtyYCqvoPgd8fKhILfAr8VeDfBP68qv7ZxxX40ERjvVqIk3RfAWneqX31a4QuIGS2RXpOWQsT7psDtlj2twb77ZZKBWM1bLhZZOAccrHE3G2xz65gV8NigahH7xTyDGPyEETUtmieIRRg82Al/5HvhL0Gd6+4+0e/ALWnbWt822DbClc1tLc3ONewKBfYvAw7+3yLLVe4GkRs4Po2g5wQyqwNIuC8sigKmqpCrMEWC0yWoWIwWY6vazZvrvnmj/8ky4uK290eKRd8+8d/D7J8QtsehtmL4nG3uKf2H+lX/b2HgSVvjgnBGHmk/18Zi/mjreTHE3yyVunWxXAfcsf9xSTHY8Ro01CHly4+QKSPUB6ZJlPVoW/P/Qbzr0od+EPAr6rq97+i8o7glJ3A998gnchjip/mP6ULfnUwHEkFiJwsfk7NiU+8Kk4si+c/hqDYxRojSlsdcE2Law5IvkS2B/zdJnDLfRMWThPO4dNFgW8ciMEvluhigSmDQVEwqC3Rw5b6V3+Bu1/6RYof+V3h1qE3r2nevAqnDN3dYLTtjn4WrLHkohR5gal8uJV4WVKsLlBrkbJACS69tvVgDK7tTgeylny5wmZFF+MAtgjXnTvX0lR7tjdvyLMF5fo5tlhQbW8QPyh+8RSpDnA7sgAAIABJREFUY++OEA7giEN+H5E3yZ+M/ubwtycZE3E+vBtnmBrrpnKonxrzkP6gXe2k4uGE4ORMimEQJmpGr7N0eBH7cT+j+6qIwB8H/uvk958SkZ8Xkb8kIs++igqmLpIxpBP44BInhOWrJQJzewKmdOykSzH+7x27F9+n2m/Yv3nD7a//CnrYEQ7YkHDs93aLr2va7R7TbSTS1RpnSvCEq8uLEt/WaFMhN6/gcMDXLX6/w1db2hcvMFdPufo9P0nzvX9I/elv4O9uWQmsFznWCGVekBUFRhQj4eTj5WpBVljyRYG6lnazg9phjem2uAvqBVcfaOsa9S1oOGhETBEkAQnj4NqW/eaWxcUVu+vPefPiU66ePsV6z6/9f/8Xu811cnjolGvPzKOcWClHMQXH8/boWJC5es480aNP6Y4tA5K7Fb3E9dMRpU7t7e+u1FCudsQvgtfjQ0jOqb3vTAREpAD+deC/7x79BeAnCKrC58CfO5Hvp0XkZ0XkZ9+8fnlvQ09Z+ucWxfwkptKCHKU7fQnF/XCq3WnMw9ziOlufgKpn88X3uf1H/w/1zWua21fcvPqS+u6amy8/x7aO5s0Nm80tUlyiziIZ0DYYGszyAn3yDJMZzOUFIh7vlOZ2S9u2uGpPc32HdzXtF59x97f+BubuFoNhYXMuVksslrwoEIFFkbFeL1lfrFitLqD1uNqFHX5GcMbgTJBUjDrIBMm6sfFtZ+0WbFZgyxA3YFBEPd4rvm1pmxZjc958+VnwGKyWbF5/yfd/6e8OCPwAeh2RZx7jT6+Xx9qIpraonvjLVA4Z7/A7ao/GHYqTtslg4uhVhrQMnStRx4FpnF9rX4Uk8K8Cf0dVv+gq+0JVnYYTF/8i4R6CI1DVn1HVn1LVn3r6/ON7K0n9w1OqeiT4z/ph71MH3h4eRTweusgUrMko1k+pqga1ObvDgaZuaKoKVbj45ncw+4rD61t0u4FyjTiLtC3y5hq2r5FWkfUaxCCNo6kqmt0WbRvausUYqHYHqu/9Ktn6SYgnaD3t4UB9qFAMxWJFnpXkYlgvVxTG0LQtLYZDHWL/1YRwYtfUiCGchFTXOFdj8xJjMrIsJ8ssrfPkxQJrc5xzZFlGtlhR1TXVYc/VN3+M+rDnzasvEO+p60PYIUkyizP4Hec9PT9obq7OzpcmcfkPhqlacmx1SiT7kachNXJE43cfVxbF++5+s5gvkp2eXkwNlCmTe8B6+yqIwJ8gUQUkXDYS4Y8S7iF4MKQU7KE0eY4QnIevVvQ/BdpT92Qy/P1XoMXJ9RguvvFd1OR8+fo1ey+osVSt45Pf/XsxNzfUu4rV8opsvcTvN2hm8V7R9SLomBZ8LagLiJrlGVYIl4C0jvrlC9ynn1JcXmK/8Qm7l9dhh6K1vH69Zb9z5JJRZCXPP/kWmS2xkuPV4MSE04SaFt8orfe0dU17OCBqEK9o00BTYbyGHXPqadsGdQrWhKPJgaII9xZ639LWDfnyAmsMu80Ni8WScrVmfKLOsV0gQjh8S/pNSac3kyWcuyMOw32C8/PZExBJnh3x/MRQSaf/dzaA5BxjUjU2JTxTt55oEhY1+CuHciZBaOmvh5y29c6XjwB/GPgryeP/VET+noj8PPAHgX//kWUeU09OTfYxxX24OGfGlt3J51cFfXmD/2Y2XdqXdMvo+kf/KVg+wfH/U/dmsbot+WHXr6rW9I17PsM95/a93X3vbffgODaO2yE4IYrkRBaQB5AlhMA2SJYleOKBQTzwhpB4QuIBRQIFJAgKBAgPIJFEBB7ihnhq2x23+/btO55577OHb1hj1Z+HWutba33D3vvc21aOS9rnrG+tWlW1avjPg6Z0ikwMJ29/DUOATQbo8R7Duw8IpieoPEfOzqAUKAKkwEfFqFJELBQpbuHDkRkrmKoCYxi/cYwzhvTjT5G0wAnkRYlJBoj2hiiD0RRyixNYLDJcBVmakxY5eV6Q5/nKA9BaS5mn3rYg8G7E1lY46yjLCpRXJSrwLhHWUmQpk719iiz3FEAYs7y6QMSxvDjlg9/+hzz55AOU6vgOdE5OP+R8a3b7quBeYCsl4IVt7YG/zhjJU+gddWYXvdMYjrVAQvVa6IxYNYBn44nfI62kcm0Er8bWfNG8AwvgaO3ev/652vIv33rwTUyBbsygV20DOuTbFtPe1dhesc1XLdeJPPXwgPjwIZEuuXtyl+P3vglXZ4g2mHSJNiOC4xOvJhzsAco7DB0eY6d7mKpE8gpdZnCxIBodofZAqhJnBSOO+UePyEpLdjEjW6YERiMmRFUFrixZAif3H3D16CkuUBDGXF3OucoyXOx9/tMspSgdYRBiAoWOQpQTgiBARxFGx968WTSGCHE5rsSzA2GEQxhOj4lenjEcjcmynCpfYmQPxJFfPOO7/9f/wr1/499FKx+MFIDG9961dvTtcbrOv0M2DjLQDxa0ZZ1gB/JpfktL2nefb/Sxjs3ZPLgt1SHg1EYgoz6w2qG2vAVOe+0sBm9vydXe1Svo+mql21X/ejdU/ZOwMNw27u7mqsqM4d4Rd7/xc0hZwd59TDSAyTHxg7dR8QiJktqmVqFGB0g4Qb84x6UVUlRImsPdu4gpccsrXFlQnL1k8cMPsUWGzheUyxlBaHjx4gVFUWKSEUppKqe5fPQc4iHWKi5nC85n55Q40tmcKsvAOlxRImXFIA4ZJN4WwFYVtihRIkRRRBjHKAVB4mUCLq9wzqdKD+IEZy1hGDLZ36dcXLI4f8FkPKZcXvL+//v3uTx/gaJW6q2EcrJFC9thrHtr1oDcm6MUbV2rRlUH2L5QvseWbmNROwaAGzu2y0Ls7Lv5V3Xa+jEgp9cGCFz/KQ0Z1hWANFPy6hKBdokaoNPi4Zuw/hehCFYCqw1aclvAyfodcWjniOMxaMPo5D6hDjHDA8LJPmayD7by85AtYDKGKkPKDLCY9BKV5zgVUD1+hksFyRUsLdFgSDgcIU7Isoo4GaKcIp4cESUTTBRh05zZ+SWMRxS2pCor5pczKqcpRDBRVPPxBSYIGQ2HRPGAwBqiICIejonCiLJMKYsMozXaGJ+ROAjQJqJYZj4GgdYoZ9FKUaZzKlsRxSFGwXT/iDgKmZ0+Bdq0dF2V3xrobnX1O1TBtwXoDSvQtOOQrXKDLUR501E71leUeDUu2W37XdEfve/rCsRfZZ++NkCggYQ71W1bFSvSu3p1HN0cfLeB7VuSsRPb7QuWbXESgNqPfHtxVUrgckaHx0RJCE5jghCdjDB7B6vMQyiFSkb+mw6PMHGEyXMIQiQrsc8u0IMpRscQTbDTQ8o0R9k6MnEQEo/3efn8gtnlnKuLSy6fnpJM9kEZYqMRW5JlM+LJiCQZcP+99zBogjBhNNlj73ifMImwZYVTlXclrr+vqkrKfIEGLxgUCMOYUIOrKlyV4aqCMAq9j4N1TKZTyixDbEGZZxze/xLiqh3zuC4Ek5ov37Zzrl/LZi91DYFWQFr89zgRtMgKgMO2Y90c3r4Q8tq+d9VRa3KA5p5/aUPA+Sr79bUBAp462nUYroNqXvzTFQJtn4QumOhzdOtsSNcmYaV2upZVuU25DgPs5h/L5RXxcEyyv09xfopUBcFw5PnsIEZ0AIMBhDEYDUXpbfttCXtT1CIHB+H9e5j6AFlbop4/o5wXlAWULsGmjqvTc+ZpTqENWZETHhwx3Jt68+E4BA2joyOO3niDg3t32Ds6ZDqdMt2bMj7c4/j+MdEkptKOq9kFWXqBtSlWKpQ2lFnWppsTRxAGBAI28+7IUuaMh0PKdEaxnFOmKa4sMMYwPz9j7+iE5YtPANmSBKTZCU1SkVb8tiG023lcfWkEgKIadnMtWKxsHnvp3G+oy+sdea4X5LXyZOkBH3rIqjuWFomuq8hv2reviSsxqxhqu8o2crkJm6BpYe6Kc7oVNdRA6Oa6P1nN/Vby3J/Yz80arL9XD3t9BAoYJiHJwSHLs+cMjo5AG3QyQIIQCWOfGaeYoU4/QYqlp5PL3Kck0wGSJASjMVyc4hZzysEYs1jisoJqnrOwjtnFApxF0FRolldL9t9+CxPGoBVBGIFJiA/uMt3fI1tcoocxcRQwGieE0wHD6Yir+YLRdABRQKk1epBg4oB0NqMsBRMPKNIUUQprvbIsEAiDiHyxxOYpRiuqdElkFOlyySJPGR8cMxol5Kcf81hKTr7yUxy+8ZXVXLbLV/vadSZSU5uWdwSC24BAy6575xzXARfSaacRQ6wzGH3Fr1q11a/ZoVzX9vtWy1HBh1aTNXAjbS+taOB6auM6QPDaAAG44WAJnVnrYG26bEH/sG62t+u6u1gNFaG3QFNVP7/FeLd+QNP+bp6tI51Aa1A2Y3lxyuTowOftCyLEluh0jopiCAJkfoqqcq93dw43u0AFBoIBKgygsjgVYA4O4PyS7MknuAqUjpFZSjpf4EqLCgLCwZDF42foymGUoXIVRWG5vFgwffdtQq3IlWMchZhAmL5xTLi/Rz6fEQ1HPpWYUxwdTwmTBGcdL1+ckhcVSRDhshQzGGLxNgQmCDAilGVJVZYEQUicDMnzjHg0RpuAdDGjKC3RaEK+uOLpB9/l4O6bKBNtSNdFmuTj7T0lPnJ1jyLYIocRwKnW4au3QnVl117WNv7r69ZdyV2re73psh+3r7/aazU50ACivmbg+j3l29v97LVhB1ZH5FrSZYvopZ6sto12OW7vG7De5zpAaNrrkHp/gipDX5wXlsVTTBjishmiAqp05iP8CCAWZmeoMvOhxooStEPVPvtKKwhrd97xGCfgLi5ZzBaUOJJBTBRqgjAgrSyLsqrzBAToaEwUDVAmpLKOKoxw4si1sMxKgsNjFlmJOrpL6SBzilmWsqwceXqBUg6iAXkVMjl4QDCaUOQ5abZEnKMsClAKk0QEgUbVhjp+yCGI8/IGExBFA4ZxjK5KbJkRRSG2yPsrqroXTYhO1Xm8QY9vAABRNcbv4RppDzz9dLjr1EKf1F9HTNt63V22nYN+JsVOa58LKbXltaEEVokWd35EswTb4W0bUe1VSlPbdPpYa1W1kV+6QR66gpht/NfnBRKe4BGcA6e0D+0dGG+LbisoC8SBM4Ygd0g0gPwK7RMOQF7CaOwpBrzVHknkDc2eP0OimGg6JRjvkQQBVkUcRCMuyyekaY4tBK0CgiigzDOk8NmHF3lOMl8ydznzqwXLz54RDYZkiwVpmjN7+RJrKyR9TmA0Kh7DPMdWoIKAw7tv8OTjDzBKezdla1EmQBtFGCZkZU5R5GhVABAnCWm6pMoqotEUm6YQBsRhyPzFI8oyJxxMOkvZYtnm8Hb19dBxLd6CZxrdvevIlpzqJsLzu8LSQTPS3m/kEN3+PCb/fNmvuvsOVDfifg1jWn7iNvKqPxXsQFeod3OEoVYi6+q5aOH+pqBke9k2KeuUQ5OHcNvG6ZN0Nzqh3AChZAUG8bxtDeJFvKjL6hCbLciVIh6ALkDCAJYLlK18IzqE0KBqN12F9vEAtYHCovb2CIOY0eEx+o234eKCwWLJ0dUlnz17RhUqJNcgQraYEVQGpCLLUp6/eI4yjtOLU/RgwvLlKeMHD1lcnLOcXVK6CrucISpk//CQoPSYnCBGIVhKpkfHPvCJE8Ig9NSAdSTjEcurEptlqNCigUAHhEEE4lWJBY7Q+LBlV48/IL06YzQ9xjivr3f1OrX8skNWwH1zhVf7p5YBaKkPvSi62gC9tmg9Pry+buQB7R7YZFuvK7vkAQgo3WEJkDawqlI9o6ObZALXnanXBgj4k+Yvtx3eVhe85h3Fhoy288512Li7UNvqyQrY9p2X+rx908+6CfJG3yu2ZXudriLLx4uok2lI7flnF2SBJ91dLjV/qjCuqE1oA4gVUi19C06DlKiywAUDn4Pw+D7qjiEcT8E5hAodOMrTR5SUFLYkChRlkZKWOVI6iAyz5RXpk4LF/Ip5sSAYLSEe8sk/+k0uZheESYy1JYPRlNHIkKVLxGlMlBElIVIVJKMECQYoCm8rIJBnc4wzhDogMqF3PsJTNEoJYRjgnPLWgLbChBGIQ8RSLC/oqNDbSV6dEr2a1+ZIr0x+VX1fPNi1CrT4v8ozTxsUwK7jbJTC9rRRXQ57FwJZ2xprmLxv+Qc96LY2rvX620zhbyqvDRBoFmR3eLEGO/aDOX7x0hXWrAeT8IKmVjbc3Rr9sa/euKWa8yZBTT0blFlK4CrQClcWVEVBoI0fTjJAZnNUHPsdXJYoG4AY0ArJFkglUJWo4xPPGoz3YHbpme+iQKKYmdO4YYJbpmR5SkXF/PISYsPyKmWphacvnrNcLMlsTvH0BeiE3JVcXV4SDxPCSGNzR5XlKAcpGYOpoCUgCGNwhuF4j6cffI8o9nYFRSkMDD5kmgjiSpzFB0dRjjgMEROTL+foIPArJYKrCuanz+AnvBrPuG17Yhtw7wCCjvBPCyuNQqNpapOSCD6/kn+3q5oU2ixGXXPk9mnDCnRByc1sYtPWiq6QZqTtvSYrdq/+msqhawr/p4IdaMrNwo0fJwBoyi5SqruQ1y/ejZRAZ9w3bYOWqNRoqaicEGh8RKFkgLUBMhrjLs58WPF4jEJDoKF2GpLFFaoSZLSHEodKF0hZIZenngRORlSjKfMfvc/51RWFUswvL3BZQeEy0mKOLRy5FdI8I89zPl0swQmFFSoucVoRKEWxyCA3BEONioZcPX9JMhyigiHKRIz3IpbzOfFwwN6duxTzBVcXLxnvHSLLFKm8qtCVtdowjCjyHKXABAoRHxmpKi1xFEEQI1J2qMI+G7fa/M3KdYD7dQejy/NvW5VtO2915HuswHZqseXx18e81ua6XKG+7oKRHQRCbwi3FRS+NkCgmSTdGXT3I9aDN0AD1xtX3c1p/eKOP03f6yRdF9rSM066TZ+3wQfN8zCKECNIVcDoACuGMitZPvmUaRzCfI4aDyAJvbmwFVRxCYslkkxQOsYNQ9xyjlQ5i9kl5599Rjm7IhfNJ+9/yGcffsrl+YyyshQ4dBgySjOSgz1iVzLMEg5GhhfzJaflnKvUEhhDGAWcnV9iCmFvMuLF40teZh+TWjgaRyTWcmd/yjff/Sond+4wGg4YHB1ghhNUllNcpWC9mjDa22dZpEhtmTgYDEkXS6o0xQAm8oFIBqM9pl/6BlEY1euuQQna9XGwv6joqgsbOs6ubSVFy1ubldSp5cFbqZys2pF+E2uUQBd5+B425QX1ELdpAboASlipLBvWp/0+Vti/YXG28R4istJkbCuvDRAQkU0hTO8w7f4IrbpwsmmvIyzhNkTYbUtPRNub8y5ZtgEIXmEQva8uMiIDZeXVXtn8HB3GRGGErSqM1vVQnI/p7wqkLPHxBQcoWeKKGG1LCqOZn52yKEoWS8vl1SWffvQJp09PqayQuopCacba4JQmHo2ZjGKCMELOFmRO8bLIKKzz7sJFRawjgiE8LQt+lBYU1rLIK4ow4E4Y8uL5jO/Mv8fPfW3Oyb07BCMfpSga7RFoRTH3Mo2VE5gIYn1cAaWUd2TSBsQT5WGYMJweMr3zwGcuNorNid2GImXr5bayEtGu1qyf4nubtWKX8mjH04KTTVbzhlK7DHa3jaKrvlxrrEP9NONp/l8HWOvltQECLQm3SyawSQ10xGz1r+1S2W0ClN3j2JxfWfFk15d14U6vn1sCtPVedPqSMAzAJbhsBmWBC0KsLSnTDJ3ENRT0WFEwkOUQD1HDEVKmoGCxnJHPZswurvj0hx9x+uycly/PuHpxTmYd1sFVUTG3wmS8z3B6xJ37X+LBg0Oe/+hD8uwJSyuEVxcUtsKVJaM4wQSaJ2cz7t8/5tjmpFXFvYHi7fGYd+7dY3pywuMnH/PBx59iAofDsv/GQ8rZU4IgIhlOvRu0q1YHzxgNTggHA6ykhCZElGYwnWDnV9iqYHL8pnc4UiDK9QTLu9ZqfW13sQQtBdiXNajO0jVsRhMxWPfaaimHRjDZFy5fPwZo93azbdYTmzRswjb7h9u03y23AgJKqf8a+BeA5yLyrfreIT7vwNvAR8Avi8i58jv/Pwd+CVgCvyoiv3NjJ8JOAHDNK/X/rdBE9Z7eXhjXYvFtz/QWPrID93dMdB8QCKrJKLP1YzapB2cLzPwp4hSiHDZLfRuA5Dn5ckloFLiqjkppQQJUPMBN9pBkjLt4RnF5QZGnlIuUT//4fZ59/Igcw8vnZ8zzCqMNVgmWgMs0xaEYJkPuP3yL/XGEHM85fTFjVlrGyYAqO0VrzXAYc3mx5Otf/ipHkzHfehgTmogwMASDhOFwhIsChvtj/vj3Up6fzhhPjnClJdk7xJYZZbEkNAlaG5wtgQiRnGgyZnF5BU7htJBMJygrOFUw2j/xrGOTjqih56XPvjXYtytoEzaBwXWlDVveGg01CohuYBBYP4eyeq9f43bIZLUXpM/mdCMf3ea0dKmDXeW2FoN/E/hra/f+A+AfiMi7wD+of4OPOfhu/ffr+MCjtyo38+/9qCwr76we/H4VmqvT8jW74iaVyy6+bt1isTH9XHGOvcdbvj2fezK+SCnms9pKzoEyGCWo0EBRQVUi2QIq61V/YQgmQPKUfFlSpinZ+YxHHz/jw+/+gJcvXvLoyTkfPzrn06cveXyxYF4JpVMghigImSQJB/fvE8YR+/sHjJKYQZwwTgbsJTF3DqYogbv3HzKeHmAGQwbJgKGCUDuCQCiLK4JA2Nsb8e47X+Wtt99hMNon1EK2OGdxfgbOodE+P2INhIfTfaosI0pixocHTI6PCaPImz9nGdOjhwRh0J/fntCttzr9NVhRjNfvk401lfbwQwN3Ni34tkgmev1vK5vq8DXDN6GFWuLDtK32ekMdK9ZMibvf0nl/S7kVJSAi/49S6u21238d+Ofr6/8G+IfAv1/f/2/Fz+J3lFL7Sqn7IvLkuj4UW0ho33td4SZh27or6XYB403l5sAm2+H+7coax3hNE4IP8+/EYIoCDZg4QSlFoA1aaaQs0GGIZDkq9Jl9vMI79jHr8xyXZZw9esHjTx7z4vEzHl/O+GiWcZpaROB4MqUSzUVWIpUjjmKSKOLOgwcExqCGY8zVS/YOhoxmKXvJkPsnRwTDmNDEZBmEyjKaHPj4BEGAy5Y4HGE8ItBAWXFyeEyoHFEcoFVIFA4Yv3kPnVfgBOXAGINJxmTZHEGoshJUiS0ikukRVXbFcP8QE0aoIF6f1vbnxu+OkG2t+k5yfNvBlP76rZ7RBw7ttdS8+vpArxcONvJFqeFVG0aM3jlYcanS30st1drUkmvPzxeRCdztHOynwN36+gHwaafeZ/W9a4EA7KIEGt7qGlJK2sluqahGxvBqh/X27sLrSw/d7bUpf+iuUmttuGplXccLqCBC7T9AXz1hkPhsROFoD1sVPumI0TAYeGcha8E6/+JijgjMTy9J04qLsxnPXlzw0aMX/O3vP+W8ApQQacN7uTAdJkwOJoShRjvHZDzm4PgQPR7VVnRCZAxhGDAII+7t77HQAekyx6AZxDGDQUwQOKp8hrKWII4JjFDkKaqoiOIAa6AqHaPxkDAcU+UpJgzBeru9QHkqJrAxZZFjXYHSCl1TVfHeHu5yTjicoM11W7dPubXsQZeW3s3+7VzxWoDZW/u68S6V4EdQ96V61W4szZg12gsglUKazENNHdW5kOaZ9EbWCipv7vTHIhgUEVHqOry2WZRSv45nF7j3xpu3eWPnE61a8rovV9h8p+UR3a2pg+3tydr1dqHPTa00v7fhCB3EpIS8dfwlgnJJnl5SOm+OWznQTvnDj0CeganfnuzhKggCRXp+wcV8znd++3t850dPSA3E2vDWdMLX9w8YRCHzrCAKFNPpkMlkwIOTYw4Tg4wGqL09eP4hWoUEUUSSJExsReCEVBWEcUwSGbSyzGdXSJ6hRDBFAKEm0AEJ4IKJn/woxGYpkQmJ9w5xRYFVFYqKUIfYIAAUShRFVZGMp4TJCGcrQqsYjPYxUYLSa1L6DQpfdaw9u8Wvlar/deoVAYGsrXZn4ZpnWimsa5ySG4B0OzZE1QLONq1Yw/r2X/dR09asZ5vnjaC4rrue1ny9fBEg8Kwh85UPM/68vv8I6J7qh/W9XhGRvwH8DYCv/+TP3GoZrpvGPr3QwQRKtXelFu/IbeQP28q2w76Cvbdvpd4t28bQ7UGbkOTgAYfxAneeY8UfBpz3mVcm8HvE+s3gigLEQjSAyrH87BEf/+7v8I9+8/f4g4+f89WjfX7+3n32RhMGWnB5wVwCTJgxmo6YHk04GEa8eXxCGAdonQAVZEtUoJEwITAxg7AgcII5CMgs5ItL0sUlQTz0zk42J8tTCCJG432CKCEmQsWGYn6OmWhUtiQYDFDKoJTDYPza6ACjNHlREg9GlGmORmOsI47GREf3vS1JTU05V1M/Tugadila6z7ZAiw8Zd2sQ7M/bmIHu02ozXs1ul+FImvoeuV9Elwrmrx+fzQAoGm5Aw92hkNXbXXl2u9e2RZ8UZnAjvK/Ab8C/Kf1/3+3c//fUUr9D8C3gcub5AG7i5+0xn6gK/jr4+T6yerQ1887KkWvofHOMS0ueDVWoV8UHfOT7aPvyCI2ln7FtrTAbX1EAgSDKeb5BVcffp/84ISqtDgLVVwxiAcMlELyFKoCRQDJAKcMsrjkxaPP+OzRYz55fs4v/NzPcvfhW0iRQlVSXlySR5ppFDGKFFnlcxiejEYcjgdI4eDwAOZnkAzQBggjoskEa4RgmRJWJVoLF2VJUWY+bFig0cqhnGWYDBhpzfH0AB0oqiIl0DGVLRiE+1RFhg6HGBWAqqCCsrAYFVJkFZenpxzeO8EVJWQ5KpkQxQMffoy1iaKvonMbM7m+Y7rOxq1/wbZV3rVLug481i/4qk0fyKRt1SnXMvm3Km3PqvOz503YVOmwlg58FmhXywU61MQzpzYnAAAgAElEQVSuclsV4d/CCwGPlVKfAf8x/vD/baXUvwV8DPxyXf1/x6sHf4hXEf7abfrY2XcPAECzgM11HzR0uXPpvL0CBWjlkUajtn01emC99m4K4EYz4h0IYYOZUYbZ97/L+//z/4j69l9m8PBNBuMxIpqyrFDjIcqUUGRIWaBGI1QQM7u45NmTx7z/w4/5qW//PPfe+gqjKOb06TMKpbCjAUM8v3+1SCnyiqPhPd46PmB/OiScTFBSgQkRUQTJAB0oVDIgVIJWmjBNcVUO0wmzPMYWKa7MCeIR+4cnTAcDRmGIsQuqCnQcMpgcUJRLqjInjiOcUhijMGqACTWlLbDAwd4BT37/e6SffMT06JgkCRmi4eirnfXcLC1P7THzdjuAzXtC67nZ5d/X++mua5swVGGQFSWAtOjBrWrslk5toz5EOoe/M8r+xl0TNIgPnbIChXI7L5vbagf+1R2P/sqWugL827dp94ZeWR34dZXJ6ojL6hmsn6l1cNnwbA0QefXEFK80+s7B35A0ixf2rOo2o+xQMk1xKJZWUNZx/tlzDn7yp3HLBdUyJ9wboicjWF7594oCOX0O1hLt7bNwlpM3H/Jzv/iLHB4dsrycI0px/vwJ2hry+YwiXZBnKcFoyr1hxJ27d5nuRbB/iKDBGEQHBGWFsg6tDWE4JEjARSHFxQWTSUicDEAfEUcRgYlJNIw1aCU4a72ffmYJBgOicITkOVWYE0VDFAYVBCgTMFAJ1XLGyAnjvT0WTxfYLMdWzpPaK33/5vbuAd6bVwjQ9TmqW2z47d7B667QrpZajC2dvy6tCNvpxV1kulIt4KiDpvm9q7aAsYZNUPX9BoB15BTXldfGYrBf+se68RFYr1ED7lbSviL/uyT4Bixfq/tFyudrY/VGI/2tW2r0w+sAjze+zOT+Pdydu6Qff4zYgtG9h0SjPW9XrgSpfGYfBmNcGBOmJV95+y2+/I0/x8N3HpKXBdoatL3C5nOy8xekizlpUbAUw8P797h/eMD05B5yMvSb0OXIeA8dBURJTGCXSFV6IVcQEWhNNBqRp3MS8QAicg5NSSigggibL7yr7mjobRfKErTGlT7fYTCyaKVRRqOVJooHRGWJUkJkYopwQHG5JGmAUrBp2tKuQCdR/cbStLPa9b1vMbRaIRVfp0GyrrPSa8C8sXJdVx/WloQCHbZFVi1IBzTsciNuQYtGOmTBSvi3kv530N3q2LSCD1kDDNvKaxNerDu/DS7Uq/uNyE/WqqsaYnYwaQcqt3C8BQotqbSt1Vctrj/wtdJb3P6TXr/rLMD6b3vva+y/8ZCL3/3H3I0j7o6GjIcjdFWCNh7iR4lPPCoV+uol+vQJ7/7iL/GNX/jnGGqHm50zf/6YFx99yPLlU7LFJWmak1XC+PiQt45HnLxxn8H9Yx+5ONZ4l2RAiY/TZ513UDI+ByEm8ptYK3QYECiF2BIlBS5PqcqUCgcmwlYFVVHirKtzEGpEFHm2qPlnKLKFpzSiGB0GDCYTlBgvEwoiH8I8MBtz1hbdPpN1LLvtjSY6cc3Lq+6TljroCNp9SzW11tof9Ne5228bjszTBTfRnx5AdajYFib0OYNaJS66HbhTbYTk3RTyZnltKIE+kdOS7H2SrF+/4eFW91Zf24HKnfrN5HTVLupabu2mssLhG+PzXbUj6AWZ6rB0vda2sAOgcAcPGB5MGBthPB4xmIzJkpgXLx6TT4YMI+01Bla8YDDLMO9+HdJL3Gd/TJkrsstzzj79iOViTrGcUVQWSSIODw95eP+Eo1HEeDxERcYDgUqQooSqQsZ7hKMBkXqJMlA4IQwEKosyyqvrSsHiCJRGxFKSQ1liwgGNd76ViqosCJTgrEOr0msHnF9vEwZopQijmLycMZhMUdogVvkkJ1gIwpbcXQetWw7l5lrV9GEH43rE2WcjGlv97cZru4/VOoBwdOIV1ACnCwi2swOrF1Z7syuEbDtj9QzpPu/PzE3ajteCEmgAQIuX62t13XTL2vW6vrdPFTR3mr46wbzaNxRcP13r7XfDTl4PbzfWT/TWzra1kodDb4svBfnLC/RwRDzZR7uKarZA6bDWDmh/8I7uoVwORUnlKoKDPaJyzt4wZBoHTEdj7r/xJu+88y5v3b3Lw5NjTvb3iIexT02uQ4gTKHIkjJHJHkZFxHHoOZgopCxLRAowCq0NShuU1mhtQGlUEOGAypVIVWBzh1HgXEmVL7FVTp4uwQSUReHfNxHiHNoY75gjIBh0kPj05nGMimLvJtHF2h2joN5cdo2v1hDG9hW6jZzoetqxe+BW+65HYWyyFOtFdWKm93b5qsHNZ3QfbX2w+8teI0qgUa90ifguht3Ettus8hrLsHay+0JFtzKw8O01/JLaBmlvXW63MXa5Rl+PW6DQQ7J4j1EY4NCoKCEYhAyMAmdZxcMpC1AhohWIRcqC8MvvIrM5k/0penLEva99ncgYyvmSqiiIBwlxGGLKBVEsSHoF8R6MYggNFEsU4KwjCgNCoymrEpSizHIcDq0Uro5pqAODUt4LUCtTz6/4NclzdBBQOXDiUGGAtV4D4ROLKqo8hcEIqUrSywsUjmgwIBwOicf7BMlwy1ZYs/6rqb3thkJNlVYu0Px20m96PThJ09dKQr+l7LY/afbIDchCvKNZA9Gk7rL/aoutGmtBpFP3FctrBATqY9+QNmvONxv1O0KZpk5jtLgNpvfphk5OwDooxecb8bbWO1D8Gg3BhovqtV0pwq9/m6M/+C46MBCALJ6iLp+jJvs19SjgLMpM/B7NUtR4D/IMuTglPnlAPB5hxmO4vAAtuDJEwhAVBJhoBIkBVUIcgGhcPPBM52KGDkPCwIfc0LagEsfi/DlBEuOURonCRCE6MBgUgkZjcVWJP6QVIkI+T9HaIFGEFCkmXTCcHvpIyiZAnEUruHpxSoTj3T/3U0gUk748RVtLNNnfFKRJNzSc9A72Tc5f21a0pRbrXdlykKzI0y4g6LKYa7Yh7XpvLxsqTNVvs2Vj1wbaAwJ1OzXPKc3wRCGNaPKaPf5asANN2U1Uy1b/h1e1+us7gEhPiHN7n4Ftpbt91rbSqv3tr2wETt06DoUdjBlMRsTKwsUj8vf/kGd/+EdcfvoZxCHKOlSegy1R9cHzkTMLZDJGZecYZ+HZY/Tpc1SWYQIIjMMMYhgPoMpBB1CkoKznb+OkFgAGiHMMw4ggDHFFxjJfcvXyCVSZtyFQCmO0t+hzgliLUhYnFVprbFUCjqIq6s0pqLLEFqU3HAoMKggRERbnl4itGExGjA72QSrs7Ipwur+apz4waABCl5rszOAGFbY5zys7gRVVKp1Yfl1//jU5VZcFWNuTq6iUnZN8HfPYaAJWJsE1dbI+3C5RgOokIu1+yzZ+ZEt5vYDACgheP+jtzxvI3HqA3/Re9/h98TBkuymXRli09ZncTiyZxweERqHOX8DsgvlHn3H1+BmPv/d9JBxAkkBVQFH/gQ9HHg99dqLhFHdxCqePqZ59Sn52hlvOoCp90pLByGOLpz+Cxflq3KRLWC6x85T9yYTj/ZG3iHeOkph0UbKYvcRoTRAF/lsMqKBmBZShKDOcrWp7f+dN26uSylovOXOOxsav0YYl40PCyYTs/BlhYIjiIeI04eRgy9xvAbK3KJsGOn1k08ilWgayQcGdvabW136z9A7mLWvr7qFeBwArVF+PRjXnXHXgUk0PN+qza8prBQRuLorrRTfSw/brtXvAsftEPt8mum6cvVGJdLDI2sa7VXvCYniP4PguUQAECcXcBxixZV5vTodUDvIFKI0qSxQhki38d1++RBUZ9uwUi0JsDoMxTA/g4BDyAqU18uhDWM7AVrjKYa8uoBLC6T4Hd04YxBHxYIh1imh0wsWsIFtkZFcXuLLw8gEqtAETRD5UeBTiXEZV5VjrsNZ5uQJg8xREsLaiWMwRV+GccPDgAcO9PawodJGx/8ZDzGhCcHDYnxmnvN1Cb7Za6u46Cm+r74Zs/l6XH2xtq/fO9jVuqIFrJUj1w4aqWREQCm8TUj9rzIF9dWlIoTW5wXpw0+3lTwUQUB0Q2maR2f5h2z3HVq9v4mxVC2HWZBCfDybsBlC7KI3GcnC7wUhbymjA/P47hEkM4RjlNIEWjt96G8IEKoWyOSyvkNxjb/IZLGZeau8cukhR4wk6SgiO76KjGDWcIFpDmCCLBbPTcyQtAUENJigdwSLF3X8DQ+Dj/wleoEgF4ZBskbO4vCBfziiXGa5OmIIxaB36NAii6hTsDussrrLYqsQ5hy1yqqry1EJ9cLUxKOsoy4rF6XPCZEB4cOiNhlaqwC1x+7ahzi1zuus8t1qELjJptkif1eu112ujj/Jl1e4uGrU/fK+lWpMVSI24lBfTSDOoVYPb5BByIysArxEQuI4c72H3W7AM64vV5eDWofDKs7BX8/OwBq/4TvMdr6CXvPrSzyDDIShFGBsCFIOje0g88O1pDWXuQ43rABZzNA61mIE4ZLqPTsYYDEFgfHYbrXyMv9kZspjx+MklVo+hTnaq5i990A8ECh8ZWBkI4ojJdEoyjFjkUJYFy8szimKOzVJcXuCyFAHv+68VSmmclRU5q5SXEzSpyct8ga0KnwpcG0RpdDIiz3KUCZh86R1P5ahGG9CQ582c3uwB2Ez+zdyfapoEZBXxt+1qd7r6bhATockR0O6+nSimszl1Yz2qOgBLeWCg6nrdM7AyXV6NqcvaqGuBwesBBG5YkF2qteub7FtMdbm5HtRetepVROuA48dZehumvtxII7XzbcXs3ruU994Bl4PWXmI/2fMquTDxwjhxkKWQZR57VCUEERIN8MldHIg3uhHRUBaoJx8hzz6lOD0jTRdUBp/evMpR1uKiCHl5ThUYyjzz6cKUIhwmPHzrTdJCKIqSsiwpyxxbVeT5nOVyhpUKW1Uo5V1bRBmPyQQUGleVuKKiKkusLckXF1T5AoWmSGe40lLkBYvT56jBYE3ot07XCSvT4WuEdZvvbXvWPWCNrGnX6qwz7a1aWkRwa3V7Xq9rT1ZD6Pyv1s7wSiNAQyG0SHJdWOovrpdbvDYqwl3l8wvsemI/f6ejvlnlrW/u8+M8/l3ao9PHNh5UNQt4c+9iYhb33iV68V2CKEJpjb26BFvUpr4DVGahqlAIUpUeM6gSbUEuLlBiQVtvXyAWWS5RsyuqbM7Zpx95+LAXoZZL5Pwp6tMPYJaSLwsKgedPH1OogNxlSOUYj8ccHO+xuLpgOABbFrgwRhlPZTgrOA2ltYhzKAN5nkMluLIkPDjxGZWzDCHBOkuxmKNHByhn0MqgwwlumTL60js1ietnStzmgd86b1vtBVY4eq1uswr+HdfhqV1nnbrtrjuE9VV760Cqsys3VJiq4Wc3Yds60UMrG+jFPpRutb4UbFd57YFAv+xevG3Fz1sLv3UH226wkqoL6T+fRKA/TlhPU7HdaMiXbpKzpu62eovpPfYv/pDxmw85fjljmCRetYePyCM69AlKLagi81FmqgqiGOUUThQqiiEMPI8+vyQ7f8ns8jlPHj8lmNwhqDIEh/7on1C8eM7ifIYNIi6uLnjx4inZICGvCsq8YjAacnR8xEdnZyyzBcaAMoogisEoiipHxCc0KSuvFtRBgCDoMKztCMTHIsg1JjYE2mBthVEGsd6oyIUhB+98q54sXZ9I6TP3O9S90qWnO2uzlZSnKxHqU2fr+YWbQ+zWdPCNR8lq9TaogetK8w2rwdQYf02Z3IEnjQuzkvW06m3lP6mgIv8UimJbevLdZQ3ydt7cKk/6sZfNcW41E4WV7Ul/+22WZTwFpwmOjjl58ABzcgyLK8/DS+DlAiJeGOcUFLk3IioLUKCNwVUVKl+gMqE4e8FiPqOSkMWy5N47d3x7lYFswfL0lI+fPsapgGcvrzi9vMBlAfM0I1CeZM+ykkoplnlOnMSEReFdg5UGpQhqE2KTJIROkEKTuxKUxjmhynPCQYzYHFuF2LJCx+I9DpXCFSnJw28SJqO+WWzv/G8D7dtmevvsbh4StXJbbkHDdjK+24aPQ0jnLXA9er51OltnWWrh/9qupZV1qkZwqNqsRFIDCOUBgAKU64YUk3XyYKO81kCgH6RT0RLwt6EE+kRRyy1ur9XqiLtL8EUpgjUaDrZi+GajOWm9Ilf31+pX4QAb7xMoCO7fR/b2oLAQhggB6Nh7lkmJLTPPh2c5gfJ2QG5Z4gYj9HyOdRXZfEElcHFxxsVszj0Ee/aC3M1QpfDxi0f84ONPIYyYZxVX6Zzn55bv/uAx33pjj/3piErHJMMhy+U5UbYkCg3DcOqjI6OgtJggIIgjsuUStCYeDJCypCgrMBWSZQRBAs6R5wui8YQyvURpKBV87Z/9q35GRXnTgnrTi9utNO6rCNfXtP9WayLcjTixvo5bgAf9g7z5HES67W3fu4258M5e6o0hjW2zYiVgbRzPVl+nGtPBzldcw1bfCATU9sQj/xnwL+LTX34A/JqIXNRhyf8I+OP69e+IyG/c1MeusnlgXl2O2SzqTce5nfwfF0tw+9Imk+hvgW0Aw6HJRieMVYV8/QTyEpncRaWXPg2ZVBBGSFFSlSWV1nWceguVz9Tjt4igTEgllizPef78JYs0J3t5ypNyxh98cs79h+/w/mdnPDq7IrfOBxgJAr73oycss5zPXpxjnWO0NySKY5AReZFSFAPy5ZJROADtMZc2IWVpMXGCEbA4jAspnUOHCh1qrK3Q4sBVlOmSMs+oyiVHf/4XOf7GTwMtAJBGL0572Hfv8y5xrlfvdOd5dd381e0LzeHe0rhHy9eqpbvtXl88GdgNCbaGPmrHooZqbOIf1NetqATBdTZV/UXXDOA2p+pvspl45O8B3xKRPwP8APgPO88+EJE/W/99bgAA65TAbev27t76KHeZBtly90+yKFGodde4Hb0rYDk48Hy+AnX3Diqf+WCgYQjKgDFgFGEcI9YiKKqqpCoKTysCejimXKY4E7O4WrAsLIvS8vTpC77/wYf88P0f8t//3b/H6TIlLUsKZylcxdliTlVmTIcK5wTMkFAbojAhmUywBBSuIk2XlFUOVrDOYqsCYwzOOU8VBDHKGB95SHnTYaMDjDI4B5Wz5EVONRjylV/65Z7XpXT+lDRrLzuMg66XjK+XjeB1a+rmnlxnx+ZqgsN03trs50ZhZj2a+mR3rQT9FzWGQqpzrwFenT5v4i+5BSUgWxKPiMj/2fn5HeBfuamdz1/WJ2sHwbRzUhvx4E0AoeX7ZPUWG4Thj6P0MPyK12ucPTqUANvXbpkcIsagfvjH8LN/wZv8zmcQhuACQKNMgIkMUaUp8pyiLEmMgrICneHylGK5QGOwGC5mS67ylGdz4XiiyJYLnj1NycuUh/dPcDbnxeUFj08XHE4HTMdDYgzTydB7IUYxkYko0gVZWRGFFen8EjcYMxjtYVGYKAYXsZhfAY4oCH2SkmCAc5CXGZEOwUSYIOStf/lXOPzqO8T7B4gSxLWbvp7IFcu0TcqzkrhfuxbtOndpwAYANLtn2xo2tT3R0I8wBFuZwZ3j2Vh1VX8DrIKLrq7raisA05x31e7XxoaigVXXZQT4cdgJ/JvA/9H5/WWl1O8qpf5vpdQv7HpJKfXrSqnfUkr91vnZ6TXNbwMCN5cetuj87ardkHTtMv245AKbpUe1rOQQTXfXS3IBsniKVTGMj/z7cYIMdJ13QNfRhgJUEBFqhdFCECeAgygCbbAmgjhisbjg5fkZF/MFEg544533+Nm//sv85Ne/zEGk2JuO0cGQPEtJ05TJKGI6HjOZTDm6c5fReEgySogizTAZMJ7sUQkIPhBqnmeU+ZIg8MApDGPi4QhtAvIywwnYqgKliIdDrLOk6YwynfH2t/8SOoyIBpPeanT5/Osx7fbD2xfIrRahJ/jblCV0lqwx5KmxcdeTrzuSbaBpZ9lSsTU6aimADZufbe/V//T38e7yhQSDSqn/CKiA/66+9QT4koicKaX+GeB/VUp9U0SuNgbayTvwjT9zXd6B7kfcDNm7b3Ux+k213Uo874UsDV3wxct24aB/1CE9lawSlq7zmNLzEBMqZVgOD5lGgXe++ej3US+fwfAEkhiq0nPPYkGEUENZlX6TBxEqGmBEYD7jarbk6dkZWVkxOLrHN//iz3P00z/DX5gMWGR/i+jNr7JIl/DhnNQKlXg2I4ljwiAgTmKU+OSgoQk42Dsiz1MKa1GlJowceZoSxSN0FKNRREGMLTIkCkEUVVFilCFfpogoJIyoat8CTIg2ISvs2JnKXSrdPhBtD/YuwV235nra8f6vlu2oHSW3Fqn30yYVcc3eXVHvHca041a82vm71JoN8SA0JEHLFShY96/ols8NBJRSv4oXGP4VqWddRHIgr69/Wyn1AfAe8Fufp4/NhXs1Hr0VCt4ME1d1vpA34a7SNU3q97qC141Up9lkfjAbYE/qfy8Hd5gGGl4+g6sFRBOfnFR3TkpuQcAEIc5ZTBKjkiHiFOXigsI6nDHoMEKCkC//xNc5ePNNlFSMvvIef/U3fpUyLciXc35T5iytYNE4DHEYEceJN1pCoZXBBAojAYf7x5w+/ZQwMBRFiYoC8myJGSQoFaAUaB2ijEGJohSLc5YkiigqhxLBlqW3LpTWu7Ar35JaL76Jtbtk+Q0AYKv8oL6qhYHNbK7aqG/0zBNW7Fwzxs2oVbuKX+v+Cm+e8xoxyTbGpK1CrSr0db3lyS1EAp+PHVBK/TXg3wP+JRFZdu6fKKVMff0VfGbiH32ePtrySkTV+khXIGAdlOyalD5J18U1fwLAQbr9tQRv3ya8v1mbDZONDrF5Bc+febD78rmvreP2xbICW3mSOkkIhhNvJhwEmGSArQrKovIhyIKIb3z7zxJEBhzoomC0N2b/zhHHD+/xM996jwcnU5IAIq2IowATakxg0FqhjakPimG6d8ho/4DCWkBRVJlPTpJniAjGBASxVxk66zChRusQJ9Yb3ziHUQYTDLB55oWd9NNp9WfI3+lFAuhSDNcAgH70gB4Y2PpOq8uX3n3/f71CtRnfbXaMZy26lOEm+GjlHv0nG+zCSs4kq3ZWb3wRmYDyiUd+E/iaUuoz5ZON/BfABPh7SqnfU0r9l3X1vwj8vlLq94D/CfgNEXl5Ux83jIDbEvWbZf149Vvc1pNuIutugOMvyhrsBj3eGqwFdn1T0i2iJaWRaEgeTcGEPh3ZnYewX/vaazxFoDUqjLxfQRD5MPt7B0iZUuY5VVGQZSlRPOD47iF3T45Q2RKyOeIsKO0zFl1eYpczHhzvc/dwzGgQMkg8O6C0x44m9PEDnKswwMnJfQrrEFFeE6AMZZZi84wgDElGI/8dytUeej4cmQlDgjiiLDJEHA6vTWg+a7N0WYJ2jrcRdJtsggcWq921AZC3Sht2rqRW4tmw+sVdqT92UiBb1JYesatetdVbDZvY+Vgl3RPTpYN3l9toB7YlHvmvdtT9O8DfuanNVyktKXc9abe7tKxAF5Z2SbYeMSaq037Xv3A7IHr18Wwbom+7qxtY9bSS8nS1FoqSgCfDt3jz8v8jGo9Q4wGcfQZqDMPYJyQJI+9VWGZ11KAYZwWb5YgonIkI4zG2eMZf/td+hfDOPchzmF1CvvRZjsVhsyVVabFFyVv37vCXvvIeT19c8f6njyAIqUQRBQEu8FGE8yLDmIB33/0mj55+TJFecRwFGGK0giJdYIYDkpEPhVbkOco50tkVBAF6MIHBgNG9N5nPXqCDyAvhRK1hXXAEKOUdp7wdTdfDcPPg++l0ONQqpH3LClKT0dADBCuqoZEUbR7vFivXjlKvwg40Y21gAS3FJ+BzCzZJRttPqbfFbs/JlT3INQCpqffal+s9wl6xLZoA2H3gsIFzVwvfNQLdLNcFnOjfu5mtUWs/GrmAf7sZT1shC8ac7t1H8gU8fUT56cc1FRDU3VnKNAcTwNFdZDL1mHs4psgWLGZXXF2ecvettzh66AGALGa+D6Uhm6HEYqqC+WzO0f0HfOW9b3D/a1/nvfd+gsPhFIVhEA9AKWxlKYuUokoRl2NwHO4fUTlFmudYKamqHKUa7O4jEQbG2wdYZ3ECTizJ/hEoRZCMVtPXlQd0Z9PjuyYD8Lp2ZX2/NLz+JlBfCYfXZprOna7+qB2LrveJ7rB3t/UW6NgUSPM19f/Sp+K3yRlu0iTdprweQOAW37Fu4XX7j1/n4K7vtuEOvX71erHKTWO4LcBqMc3afeXvtgKnfh2F4vy9P89pWpF99hmf/OB9XGnBOYgHiPF++T5YR0NnOB+ePEhwYkEb3njzTQKtcRdnyOzcAxUT+Iy/+QI1nvDmV9/lvW98i/s/9dPE8RC1qNgzCWFlMGjIK5QTnDhvKJTPSbMZRjn2j05QYUBelFRFjlIKW+Q46wjimCBOEOM9Bq0rqaqKwZ03EHEMD+6uwLXUk6LQNR5f375uY4bW53kb578mltu+RlvqtOvmaGImtvkB+mPrs3gdcl+t99/8sxaBSOhTAq949vWOPbw50n9aRf14INr2sjvbDzSk15rsYI3qaq/6W6bHi1174DeFOttKr8YW8qTb++rRcJ+nP/VL/MGLOd//4BnzeebjCjiQqvKAxARItoCyQrRG1RmDrNNEccLegzdgOEZpDcnA91EWqMCrG/VoxPSNBwwO9jHOUPzgB3z0O7/Low+/T3r1hPzqDI0jjAKcVFSuIC8y8mKJU5AkEU58v2VVUhY5tixQGk8R2JqADiKUgqoqmTx4C2UM8WQf2AwCsm2/KE/bd+qsV1A91+CWIlhrY+ta3QQcfJizXftsfX/0KMhO03rV6vZ42SvqpxETdIXINXLcivCuOV+vtQPRrtJGlrk9P74pE2j/bzZC487bRm7tT2grbHnlEXeuu9uk5fJv8y0rq7S1FvXJl4h/7T/h+MrwFD4AACAASURBVNljKn2OzD7wWX2imDBPUVECLvPBPyuHtZbF5QVlWbJ3dMR0bw9ZLHDpAh0EUDqUcx4433kbNb8i/fBHpLmQBBN++I+/y/dPF7y0Qjmfo2czwlGCMYrClWiEosgp85wxghlMMaZ23TWaLMsZmMBrL7CI+NwFZZn5zGdBwPSNt9G6wfidA61AdlDaQt+OfxWCXtoZb/aOZ7H7liBNxmpvobduJdJIY/q7ogEZDppQqdulkjvWcv3ESt03nTH3+69/tVunP8odfV+3t14PIHBLIuDzCuFaEYvUvGO/201ufQ2dKOE2Lsw3j28dlzf31knE3W10+2hl2QFmsMf47SnFy+/DyxLEenWWMkg697kDncMt5igVYvOKKI4JIkM0nWJfPseencHeGB1q74Kc7MNsxsU/+SO+90efcDUrCRYpjy8znhQlBYLWAThhebmgLBe40OJcRRxqBpFBnFDlFfFo5NWA1hGFBucsCqiKkqLwQVOdq7xGI4qZ3n3gz1LtYqu2y2V787aaZbWeg2AdCDduu+1J6lIRotajO9DW2dFnu5Zb2LqeircewQrRqM6rDZrxl71gIUjv0Hd3z4ZX6poMTVbap+3l9QACdbnNIdj2zs31u+T+9bi8oRYbLOKBcis+vPaIvzKA2k4i3vrtRjK8khRr8mgPlWVIUSF5hbUWE8Z4J3OL0gp7eUG+mFPkGQd3ThDrkHRJqQTmM7QRSEa481Oef/Qjvvf953z45Jy0AAMs8oo/+uwZeVGyv7/H/sH/z92bR19yVHeenxuRmW/5bVW/qlKVVKqSSjsSWhCbjaExjDfAG+4+tnvmTI9nsY972u6Z7nO6Pe4ez/SZaffMcY/bMz7TbYxXfBqMbWwDxhgBYpEQSAgBAgES2qXal1/9lrflEhHzR0Rk5nu/96sqAe5TZ+Kcqt97+TIjMyPi3vu9S9y7zMqBw3Q6HUQsaxunOHHqOGpzwL4V2JukdF2fMh8jSQL5mExAJQWd7iKTyQTlHEmSUIhlcfUA6eIi9WY4Ny3NL8SKG3tRJC4V3IBNMZEobGUKvs9agGJdCn9MiboAMTWFUOeyBtnOPOatW9ei8LZX0M182pkjBoZ2AWP1vHZZMYFLaTtZ4XcioHlbh6IdIEqMZoFM63hSE/53JoB4e5uezIsxtB05vmtWTdHbhTUVFCPMcIjrhOQeSnzVH0mwwxEsLmCHQxb27MVtrpEPNjh17EWyNGPvgatIqiGnX3yBx75xlGOnCtY2xpw5t0GiNaUWbr72eg5cdZCFK/eieoIViypyqAoOXLXMVft3c/LESc6cPkk3HdJRCYsru6iso6gKVJXSDZGMKkkxxQSLD8ZZvfYmPx/t4YnM4AKjGbFeM5MxgKi5yrp24s8WwQduo7w+0fpleqxn8dv2M1vzFc+ZZ7+o0Uq4PvJyab7HLcXNgfD7DpGDztmdGcAFBu6yZgKXCv8vSDjbwRk1EHMhnEIE5Vo5B4lQrDUjc8w0L10xmX6yee2CDG0OUpo9tUq7FCSossCmqpaiojNEa7CC1prFlRU2zm+SLfZwtmIy2OSFYydZ3rPKuHyO8caAp544wcmTQ1ylOLC8m1uO3Mzi4UNUroSkhzUlo60zTMqSqiox+RjrLL1en12djGz/XlJnGI8HlGVJlU9IOz3yytsM8tEI3VsMdQtTHD7b0NLV100PcnsKA7+bjQh0NSNsM3a2eQR8bFMMzW3D5qgmtFZBxOUXaJEBKCeYHZRKhQR7QTOP05vIpCb2qc1IPoqqrjcAze/TodEuvJvPKrVd0bxwu6yZQJ3t5RINZpfY63bOPaV7NRweXloys2+vXeqUTTfnBKVacBPNqLeb3vopKmuRaoJSiyjXAUnRicF0F3HrJ9lz1ZVkvQXGR1/g+ede4Pnjpxk9f5xOmpKfz1lIVvjuH/0JjrzhjazsXUWtrTHJN3nmsUd59htPcH7tFIPRJhMMVmtfggyNcpZMJyQOFvs9rK0oHYyLCXlZkHYXSJTfFFQWE//qSuPKEt3psPuqGxvLSSTWJvNKoxfP2gKChLQt1q+CYh0TlIrMzvDMLNQ6tP+swn3tNkWgPV+eGGeJndavO8weU/EKbaQj0ooRaMODeMzWzCMiiLq/HZDHTu2yZALfkSi8us3uCGy453YVIF7RstO0zp4959trs2JuBx1PLn0zSrwmXz5AcvzrGGPRSRfwOf+drXBFjq0K0m5KZ3UfdmuTsyePc2ZzxJm185zYqNh/xWF++hf+MYfveDmqMsjZE4w/eR/rm1s8/8KzvLh2lmOnzjKxBeM8J3cGSTosLS7Q6fQYb21gdAenVJ0ReGs0RKk+C71FyqqirAboLCXJlhmN1tFpD5IEpxJ63dUg0aJK0CpU2xqpbdFyQRIqcZggxX1U4KxKN+1ybPpoRIE0pwKgnGCltblHWuIk2ApmA4mmphGZg+RkBw4RVZXt61OkuUedgSKoCNMWhJiL4EImQd8uSyYA3ylGEAfF+3CbxArbCdpLkOb7di7tqHO3fUeazPzd/r7+6/Q9553jdUFflMMC+e6rycqCygkqn5Clqa8y5Cx0F0iMJTEWNRkyccLa1ohnnzvKybUBvdWD/Bc/+9McPtDFPvE58nPnOPPME3z1sW9ydjBmbTBk6ISzm0NKZ9GZRicJCx1NVVUoN0GyhEpZXOUoTUWqNUKX8TgHA1m/T1kakixlodujt7CMsQaXl/QWViiGA4bGsGf/Sttb1gyXm8MAmlFExO+fc86jAmld2HYhtsd02qIe+nLRoiAho+8c7aRW7N2UnaGtte+8lrczjfa18TrZ9nvTu4rrdEo9aN7Daxnz0UFsly0T+M60OCludqypeWWcXPFFfOtrZvzxDYz8TrewROcymLj9wzOgNiLZvnSaK4rlK3FJB1OW4DRFVdEpS1jYDeMtquEmOsmwzlHmJceOn2J9a4iRDt//+tdw5Z4+xdFv8sxjj3HyzBqnT53h7PqI9dGQ9UnBqLCUKJzSdEhJVYapKjLRGGconMGpylv3naKwFlP5KseJtqiqwjqLqSqKwlcccolCZxmdbp/x2jm++uJxlg4c5O5XvWzb2069eYuAnYsjADG3XrTtCJG4Z3Zpuu3fm77bjECH8W0MjbPMRKGm4xnq49OWKQnajdTrrYGcLWdP6GO7EXCKKcwErNV4oKXxeDC189q9PCIGd2izIZaXcu6ltRbhuTahz/bZnPu32ZrdYKp1P2l9TvDOueiKatsAVJ10JBqTTHcJu7gbUQkqSxmPxxjj/KagskIjJKZCi2K0tcna+fNsjgruuvVlvPK1d8B4wHAwYG0w4uTmgKPrA9bzkokTjEpxqkMiHTq6SypdNB1QKaUxiNIgqb+fSjHiU511ewtoUUyqgkk5wYhjMh5SFmOMMVgLabePVsJ44zyHrznMv/rn/5Rjx5usU+3FOjtXIhL+NTF3IsqDt6mx3GnsZaqfbefFhSLT49/83vy/w4/bvkt9v+3vE1nXlELwEmXQTu8y2/5/jgR2apG5NEMceajE0NLIkZ27lACwb7nN9yHHRRGUlAhPaYeVEp5a0X4LHB7677+BZP00g81N+t0OVqX+zFT7isNpF1PkjDa3GBeO3btX+a5XvZyFRFMOBgw3h+w+cJD1ccnWKMdtjciHlk66wP69u+j3+2RZB4zgtKJwBZPJiLKY0O30qRIh1SnWGJwFMY6ROCpTUhmL2AqXWPrik5pIpwuSoEWRb21w9V2vZv30UX79X/8a/+Y3/k86qW4NmsPZ7ZOiiAXOJYyUR1Ki7FSiznltJyHSdrlFqF4rmXNUktlArvZsxdQy09YpP8euBQOca/ONRl2s3YcXaM2zzbzT30Zmof9U7aWECF+6HaFtQIE2i52egFnj3Xe2zfp0t+8P95K9kTwz2qHo+rNrfEeAI189xIJOSHp9hlubLCwuknSXQgFUhxsP2Tp3ntNnz2GcZqGXcej6a7B5ydaJYwxHE7Y2N+ikHVZ6XRI01x++joX+XtbHQxIEKwlVaRljyWxGN0lQ2Sq2rBCtUFpTVhWiFMVoTC/toXSf0WjMZDImTfuIqXCmxFYJnX4XjGUyGpFlGdddfwP33vMBPvSBN/P2v/eWlnEwUkPjPXLONbJT8PaPILr9/66lN+88F3E+Zr/HkGI/KzSsYGoO4z/PmNsI3NDkIXBE1dN7E1zwBEjzWnWaszaGuZSV7epnCsbQWl58G+qAiPy+iJwWkcdax/6ViBwLCUW+LCJvbf32yyLylIg8ISI/eAnPPe+u9aeXAvNfqiFxemvR9H3/Ngh/XrDPju8nXsr7SiItlID2zym+7NiUpRkhFp8c7z6C7vZQ1qIXFilN4bXZfERVVhSlwaYZFiHPJ1x51VXoqqDYOs/G+Q2OHT3BmbNrDDY32L17N69721t56y/+Iq/7qb/Lnbdey6HrD3Fw335WFvt0kgSFZmVxlV7WI+t0WOwv0sk6ZFmKiCPJErpphrWGXr9Pp9dDlMI6i1O+SpFCYfOcsirBwa233U6VD3nn//N/ceLkOWqTWdDtt41phOsSVauGqFyAxkopvyfhAlB5JxuBEo82lEj4N0M+IaOHtFUGCZWBxKMS1WLprtZFpwleAC0S9jfEPi+ytmukU2OB6Ue7AAv5VusOAPyGa+oLfBhARG4Ffhq4LVzzH0REz7n2ws21dePW4YswhEtjGM1QRxQwlUSkNSnN92+9zS62nXTPKRQgzWrehg5EgSRsd/yEdwqnVf1dbGULdHt9srRLWRjMOFQAdo7hcIROO5w9cxayPoeuOchofZ1nvvJlnj9+itxY9uw/wP59e7nxjju4/rWvRTpd0rUTrCxk3HD9tdx44yEOrK6wt9dneXEFi9BNu/QWF1FJSppmaO2ZVppmiDiUUtiqIkszlGjy8QRnLdb6EmlVVSFpF4Bbb7sDV1qOH32GP/yddxGL7zTjNz3OU3pTfY5npCIqxA8EFWEOU1AqkkPz+/Z5mob6SpTf2Nw6t0kX5phSAEI3UYFTSnliD+hlnkhSasY70HqetpohzvpktbI9D8HUzee0izIB59x9wKWmCPsx4L3Oudw59yzwFPCaS7y2aTNvcDEueHEEEKRqGx4xT68LFuWp7lrm3m+htVWZ5j4yhQJkagGFe81ImdnJj3X+5t9UMMby2MmSJOvQ7aQgCuPAlp4RZN0etirJC8PCQo+eLTlz/Chro5KVKw9y5IZrOXLdYW545Su58taXI0kXSRdxecnS1dfS6XXpKMOVV+3n+usPsZgl9PqLOIRUMrK0Cxa00iRKoRJFWRZYY7DOYUzlqxPbiiKfoHQXAbY2N1hY3YdDuPWuVyDicGXJh9//pzz19IvUcVGRJwozBKtq5hmHxxN3/K2xFbjW5xpCC4g0hDvPcKglRiFGpDE7Dw7qtGmCFg//lWutpjZjodm9Okvgs2tgaj1MZU8KgU2ulf4scIOL0ce34x34BRH5SlAXQnI7DgIvts45Go5ta9KuO7A2W3dgO5y5ULs4AmgmbZaoG11u9vlmmcu3px7M83RE6ROJv/5lDgO4UJuSgqGdX1vnk19fw+LoJN46bxyUVUVlvLvu1PGTjCrHoasPkva6LF95mFte991ce+M1XHXzjSwfPszyriWSfh9Ew/lzqIUldCG4PKfKJ4gxJM5Qjcbkww0E7bcRmwrdSVFKg1I46yiqkuFoSFnkVMZQlDk6SRBJsLbE5DnjAvYcvhHn4OChw6yurmKtYXD+LO/5w3dTBf3cv/f032Y8to/dlFQXz2SFaC8TcNYnUWkRf713ZA4iUOJQ3gfq9fugIuw0X/6+bgoxXGBCm98vtLZrO5B/j/aZDttyQc5f4/W77HyHC7bfAq4H7sLXGvj1l9qBc+6dzrlXOedetXt1L9N50SOMqs9tOOQlugu3Z+uZlvJtNjPPyvu329y2heAncT4CuJRWaxGhnTt9lkdfPM/R86XfsBMyBU3GY8ZlwebmOsPRiCxRuDKnnIzo9ft0+z0WrzhI0u+T9JdhcQXp9GF9Hc6coDpzCre+zvC5owzW18EUrB87wWi4SVFUiIBKUkQMtih9xJoSxvmYylhM6SgLy3A0wRhDnuc4oCoKTD5BLV8ZEolA1sm49fY7cM5hygmfvOdDPPvc8aAz02h27TGYGo+ddf6IFBQOERP5QvMbjX4/iwoam4LX3QXQzkvmJjRpljPZVl/bke68Z3XxRS7UAqEHHlOjg9aPIGbbPdvtW2ICzrlTzjnj/G6L36GB/MeAQ61Trw7HLtrmT5hcwjnbnu0CPdRn1WzGzblmp75eattJIsRFNH0fr7e2n3in6+fZEmbbuTNnKSrh3qdyLAlaa0Sl3jYgCaWF7tIyyyvL9BcyrrnlVnQqaJ2gLCQqQ+UTVGcR8gLWzyFlBWXJ6OwZtgYbOKXZWFvj6IkTsNBHZ8Jgc43NjfMMR0OKfELS6WCNoSgqBhPLuBS2xiX5uECskCSpF3bWMhqN2HPL3ag08+8G3PWKV4MzWGvZOn+GD7//r4kBNFOML2pHMyhg5/FywYPgaiiuQtSlxGvra8L5zBEYUQ8nKBbiGUD8u71t3448qxbOHrtQE1xdc3T6uMTH84PynQ4WEpErW1/fDkTPwQeBnxaRjogcwdcd+Pyl9DlNbzOKHy+dIC+8839Gp4Ntg79dj49XvoRn2AH6t/vy0l9vWzA7QsrW5wbqUv+NnzfO+6JPnz+lKDtLOOtI0ozO8jIqSZiMfZWgbpZwx2234sZbZFlGUk78gkkSrNbIeITbOIdbP4fZWKPY2mA4GuGyPjrpsjEcsnLwGha7muH6BlYMKtM4W2GcYby1gbMW4xTWOQpTUJoCJZrSgDVRUBlc2uXInd8N0ihvt9/tmYBPjTjhIx/6AOubYyDq0dMIQClvTFMqBuHItrFXEnYTivLqingGHOX4lNEwwHxvoJunHjR6twS9XIXPcyW8xLsEVCrN3/aamWVg03Tuv+lo5hSvC8xdM75TLrRyv9W6A78mIl8Vka8AbwL+SXiBrwF/Cnwd+Ajwj5xz5mL3qF+thjIBrDumPAVtAr0YU/DbRdvVXNpiQoIxpjWsM7EIs3+nnvMS32feAozW6Rr6zxj45i2cnaTZrArQHpL19S0sjs1K6L76+8grgzOWpNNl/cwZDEJ/cYGrDx1ktH6eajDAbG5SVRbG40AkiSfm0mCzPoWrMFmHUnxpszNPPcVzT79IPhkwGYxZ2L0XrXpgKvJJSZWXjAZDyqIiTVK6Hc1iL0OJQitFv9vFiVD5WuOsXnMLC3uuCrPn20233E6WasAbE08fe44P/cWHKSsLwdjWEHU9vTWUb4+RKEGUJzpVj6k3GPp/OjBkVXdSjzW0GEszD41qYBHlgq3ABWQh6BlPQ/N8UQg1z1EfmyL+ZmuzBG+DOFdvDPKCKs5/oI/6Ns2zX4hevqN1B8L5vwr86sX6nXNh2J+jQGwTtCPQCrSevdfF4ZLE82JnFzr34luXL66QNH3NWnoD/7+olN/p+Kzkn/tgAuPRhKefehZRitFgTHbNy9n6xoP0ixHadNh38CBr59dRWUaCoipyyo7GbWywsLeDEg0kvuR5tog9fxxNRrm5ibWOTtZnMDjPmdGIUZXQHxvyvGAyGFE6QyGWylR+f71KsE4jytLLOqSJpjLOlxqXlKpSpEqRqpSFlX2otEOTQA+Wd61w8NA1PPvsUcQK1WTEn777XYhS/MRP/jAL3SwscqaC4qLsa0N6/11qotgupX2mQJ/RWNdG48iSYtIO57yr07kWYqTJPyUu7F50/motrRRf0iLWGq9GbOB8SvjWuaHD6YhHt8MaiK9RnzaNRHdql9HegTYKaCZt6qd2c7LDDzOnBfdJa4r89zmM8Tuxc3G+kSfcU/RFpfy84/Ogf3NiY8CKv33u/oc5v76F0oqiGnPu3Cb9V3wvo3wCaY9+b4HVvXvJOj02N9c5u36ex7/+BE8+9xxHn3qC6uwJOHOCclJhTr1ItbnJ6PRxzp85Q9ZfRsyIF4+e5vjZATrtMsotRV6QTwqKSYlzwmQ4Ji8NRnzeAGctSZqgk4QsTUA0BoXoFKWgsiXZwm7vtmtNvtaK6268DYc3bjlTsXb6FH/9Fx/gHb/5uwxGk/r91cw/HRFCEOwab8CLfn0l7c9e0mtRdSWhaPyLrsW4U9Nb+tuuyBlpLzKXSJWoKe+ACtWbppX6qF6E+WyhGhUFI9OoL6o9O7UL2b3gcgobFupgkHZM1TQKiIRMPRqXjAZa32elxFS/l9jnxZqI+Np5LiyiOb/vdN287/P4isz54eSx09z/qYdCth5fHffFF05x9etu5cRjVyHnTmKcINbijGFzknP23HkmkwpZn3BuI8eWhoMHhui0Q1FB7oRxPmFzPMaePsHGidOczytcp0unnzFcP8/6cASJUGIx1qKTjCTp4JRGKYcL4cM4RZp1/ULH+shBAWcMknWDVA2SPUzS9Te+nI/f80GQ4OGYDBhPBtz/yXsZbm3xj//5L7Jrue8HYGp5BAYZBqs9Ul7Dj7/7m/npUkFVc1gMoOrtyA7l9+2LbaR4RHuuEV716gqBARG2tx5pm0o5d9e/q5+y8RRMRQW21+r26/3VsdTOzuv58mECLk6WwzrxGWGYR6zTF+1MrO2Bqm9Q90lr4Nr3+HY8Am3J7TeczA/oeSkMZo5diTYejMLCAdYY/vr9H2MyznHW5xhwVcEzz5/mda+/nV2vexvl3/wRZdpjuLlJWZVsDSd88/nzjCtH6YTF3oRCMjbHlqv376EcbzEaF6C7rE/GYAzn8gnnN0dYldFVEzYHI5xOqJwgSYK4Cq0TCjpo67D5BK0VVnxdQi9FC5RkWAyuNKhOj2RhN/PaoSO3eOMgYJ2lKicMB5ssLe3ic5+5j7W1c/zAD72V2+++nQNX7CLNYnBuVMBatCNRKYjj6bwWUKuCcf4VKiQinaopLYK4kEMo0iQSGFy0K3n7lkgoduY8kTvX3HmKnmnWTDxXoN4PooJVrZaHF7D0bzdmx6CiyxwJNLA/TEKQAkIs72inOVlUBYLtYGdm0FYBLLHO4KwiMS+N6LeDBuqMODN3unTpH6+desjQpX+fJsDVN1MZHrjvYZ5+6gWMdRgbkmy5iie+/hTwZnp7D7C+OURnHdYHI55/4UWOnlxjlJcMSktuDBNT8eXnTmCPHAJZoxhvMSkttlxnkBvObDzLYFD5Y1JwjoRKJ5SSYcQhxscFoLo4V2JGY7JuUkNq53zW4yzpoCQjCUSFJKRLez1/aAYSgCuvPoJIU4jNVhWDrQ2WV/bhrOWrX36EJx9/gqWVXdx008284tWv4hV3387+K/fS6yagmj0HtX0oos6WVb2xCYX1F/7WQD1kHPZNhZO8nHYkxOoDvje/gcm5wPNcXMVeyNUdR5Ta2jDUNiJN5R6Y8TbNrtF53qzW8tmxXRZMwDdXj4vPC6dm1ABan6NIb58zpz+kRS6tfmqrYzw2DbHa7sJLZQRRz2s8xtOL60LXzX6WmdeNxB9dT82beAPSyRPr3PPXn+Kpx58GJzjrx9Lrw8LXHnsKUzl0ohhmPdLRJuujkuNnB6wNC0pRWFfSSRVL/YxOr4vppJyZlJw/O0SUcO70AKt9duCqEiBFJZrJYEzS6VIUBskSrM3J0gxjckw+8JuLlMZJgnPW5+ETDZIgWnk1QAMqpbOyz0PfNnR3sLp6Bd3uApM8EJw1VJMRVTlB6QSTjxlsrTMaDThx7AUeuO8TLO/azZEbbuauu17By++8lWuuPcjSUp+so2sdOhYZiUQ37R2iJWBAnGtIvEZ64Xki4yB4gZxXddpQ3f/mvNEwMhlcI94c2GBNnIbubbgv9TJtE3uTUWi+W7s5Z367LJhAI+Ha1WYafarW6yJ7brfAJpufpmF+3X84Mq+L2VandWoN6IWk+BQh12DuwgzgYsTvF1XLnTW1NPwzlYXls5/5En/z4U+BcVRV6esKmAqLJ7gkTTi9dpajL57hmiP7ueKtf5/n//gdrO6/EvXUizjJcVgWFnp0ssSXDU8zJmVFP8tYt13MuGRgNKgOSbdPVRYhzsaixFFZh840xuaIGMpiSFkM6XU6aK1AtGdKTjDOIioBMlSaYssCnXTJVvaTLO4KBNaaO3F0+wss7bqC8alTfgyswVQFo+EGyyt7GY8HVLbCGoNOMooi58zpU5w7e45Hv/B5Or0Fdq+ucujQNVx73TXceNMNHLn+WvZdsZteLyNL9RSDnZ6oerh9biGxOBf3HFDPi8NvCbZOqC16YrwNoc5b51O8SZxzkSYHoGpmdip7VFyD0no6117ZbcLfGQk4tfOivyyYgCOUAAsDEvdXtyPDcHWoRg2TahjvFIjxcQa1FIkS2W0nnzBgUxx2ptlW//MIudlxNvsuUk/YxVyBF7b4i980HCRVrasKOOs4+sJZPvCXH+XJJ18gTTNMMfESK+QkVIGR6UQx3BrxyCNPcM2R/SwfvIbdr/s+zt7/EfZesY+xEbpFSZIIzhnSXodUEsbjnLOVRdIM4zroXX1MaTEo9MIunK18Hr/JiMl4izIvgo8cRCxZkvlhVgmVMR72i6IyJUlnAZHEewu0wolm+fCtxHCcug50UAvTNGHXnqs4c+ok3nUHxlRMxkN27dlPmqRUZYmzBlPmoBTWVjhrqaqcSTFma+M8Lzz3NA8+oEizlG63y67de7j66sNce/213HTzTdx40xGuOXygzkbkceR0BmHlvK5uWwgzqtyNahFXXQLOBNe3RZzPArUToSrASNhl6GBe5uJ6DcRVPnWK83ag2ajZiwi9y4IJgDek+KGLufI9nvVhkR72e5vIDKHXKaV1i55b7BuFJRauno4T9AsujlBD8DGLzMVcd1PPD9S+qAtcO91P+8d4/+aZasUivpM4Bls5933iIT5z3yNMioo07WHKIfl4QpKlZQ6VfwAAIABJREFUpFlYuqLxbi6NsxPuu++LvP3vvgER4eB3vZnN48+zd3MDVMKxo8cpjddVTenItEFJSlFUOBTGOSwWnWUYa8lH6+SjDQaDDVw+JkkTFnoLfs8Azt9TBFFJnTNAKYWxfn7TNMWpDOdKnGh02mX5+runCKjWlQGdKvZecS3f/Noj9RhhLWVeUOQFaadHkecYa7HWW9G0Er9RyjmsrbDiLftGhKIYM9jaZO3cGZ5+6nE+c3+KVpqFhT4/+La3ceddd3Hzy25g795ddDpJS9VzqLoqUihYYkNeIGkETlvwOBUzICustbW64FwbecTvbZ+9qw2S2yB+WDuuDZnCipnPYAR1uasDsVm89PME5dGAlRDZFwyF0Ly316UiRwxZYUNCmcYt1ICr2sBD8yHuItsmjC/CPWefu4762qHNQwDte0UbwhTQbJ1nrOWxR5/mbz78aU6fXAtsTVHkI/LRJs46tFYIGS7kpHdolE4QBV9+9CucPbPJvitWUEpxy4//A6o8Z2vzfhYWl8jLgklesrS4hKsmaGuQJKWfpQgTNtaHbA0GVJMJZVWBhixRLPR3o1VSv7o1zmcVQnAKSmdIVcg5KELS6YJKUImmGm+hkiX0yhUsX31ziP+X1tx44kq0YnX/tV6nlqivV5TVhNFwg6XlVcZaU5nSw3LjmZcnvAoAZS3GmRpeO8BWfpyNFIho8nzMn733vbz/z/+SlV0rXHf99dx+553c+YrbOHz4EMu7l8gSDeLtLRGd4iJkJ9Q+ULjWuvP3tF6o2bguNbHQiY8abHR7wXnmaW1ImXbx1o4cjM1NqQ07t8uKCXggG3Sb8NwSuFtMptnkU/UMIjYJnNQjhsbo0xD+zpywrRBM72bc4fyWAanR/+cjgGniD28UD0VEE6R/lPztaxyO06fWueev7+fRL38dY/0CKqsJVen34+f5BK20T9vtvOHMD0WFUj5AaTjc4IHPPMqP/8TfAUAnKbe8/R94H//mFmZg0ZMCU5VoJey/Yi+WgA4KQ5FpTCelSBQdwBWlN8do7V1pzqG0gA1bdJ2jqnziUYMBDSrRaJ2i04yyGpNmPawV9r3y+1FJWs9xPSlhthOt2Lf/Gh/nj/Zk4cCaimKSw7IjyzoURR7kp8NVBtGC0hpTVcQQcmcDyLYO52wtqQXPIKzxBVLH4wFnzpzliw8/TNbtsbq6m+uvv4Hb7ryDV9x9J4evvYper1Mz7hgK7o19Ab259jyGGa7N/dGLIPWagoAE2gblqJbK9Hl1v8GuMK9dyFvQbpcPE3ANiHJ1OdbADKQBWV4lmLbuSRxz/63R+V3DUJqhmIb/ja+2pSLM4QOzln4fphpdjvMZx4Xhv38F3Xqk9qIQgeEw575PfIH773+Y0ajAOkdV5ExGm1TFFp3eLlxZYU1ZQ06BQCwG7RJsJSRpSj4p+Pi9n6+ZAECnv8jLf/K/5fy5cxx//GuYymCMY8/uXYw2tpA0pTAWnSZ0uhl5MaEoc0RpkiTFR9CBqkJMQrRHELMEGaSyWFuhw/m60/GQvTKgO3SvuI59t3xXYFbN1DTz6VAKVvdeSdrpUxZlzbWdc5RlQT7JSbIuaTbBTnJwntCtqdBp6qVqYATgEOuwzuGcAeMrELtgXPYM3mK1xRpDJT792mi4xfFjJ/jsZz/HwkKfI9cf4e5XvYbXfNerOXLkarr9DLFRjof5dYJz0qgBSDAquLDeLUISjNU2rKtZfd4zGTOHmKMKEtd849GYbm6nWu6hXTZMwCkPZ7RryDTGO4mrva4N8beY7WxChchBw7B6uOWkxZjd1GT5DR/xnju3tgsQNd/4dyHCj4GD9e63FgYRcRjjeOrJo3z8Iw/wzNMvkBc5xXjAeLgBduK3+SY+tdjC4l5fz68YIUBVFRhbIuJj70UElELrjKzTZzIa8fnPP7TtnZb3HeBt/8u/47lHP8/f/NtfZWNtjXObE3q9Dm405vzGgE6/D5KQdJdYSVcwZYW1hjTp+A2HOCaTMWVpyDTgLJSGnlKYoiLtZIgxqE4X64RqMECSFJd1ufU//59I+rtx2ktkW0PjkIzTCVo5rjl8mOVdBzh7yuessc5CVVAWI4aDDZaXd9Hp9LHGM0prKz8u+cSPQ5Zh8nGtjztna6YQ04CKE5zyNijnHFZC7mKlKU2JyASA4WCDs6dP8fDnHuR3/0NCkmRknS5XHz7ED/zQD/Km738je/atBGjr0DENerR1uWD+DJ/FqhDDEpmAnWYGDpKAag3bmUUbyUbpP8tMLsQGLhsm4MvFCjFHrAsQWdWxxMGMF97NxfJcLqZibkOvKSTW8qPG1kYDakYdoLHEEwm5ZYto6f6XzACC1PdGv/YTSC3RXnz+NPfe81kee+wJhoMtxoMNynyTOH1Jkvgda0qT6AyltK8+jAS910scJYpEJxhX+XLaSkAMThyTfIvJpKDbzbYN/7V3vprv+W/+EQ+8+12M18/ScULW7bFQWiaVwTqNVh3y4ZCk00MrBcaAs2wOtnjx2FHSrMOVu/eQKIJOaxDAlIa0oyHpkW9ugVYkKiNdvRLV6ftaBRZQsm0ugrGE/mKf7sJu4EU/nxac9oFDZeHtFDpJSdIUa3xxE1f5EqHOlohVZJ0FismAaEUHbzRsW9SjVwrnCS4a8kK2UFAKUc3uVGNKnLMYa3jqySc4+sKL3PvRe/mBH34L3/um72F1dQmnIvFvNyrXqIEm+Mc5VSMDPw41xm0KmUhbLfXPu32dxzvEf/Pb5cMEIFJggFVBckarq4sSP0p2aHabTYP9ea876yqE6cowkfinJPeUbh6ZxaVD/7at0E/gzBSJY3NjzCc/9gAP3P8Ia2dPMR5tYcocrcDaEr/n3e97T5XGKU2S9rDO+KSczlvEJWQOctb5jSnBsJQov0tPnCEvcr7w0Dd4/RvvnPcG3PHm72dh3yG+8Jfv4dw3H6OTafody8b6KZzKSNIO2fIi5SiHwlCOxxhbsbFxnqoqGOU5vSxjdXmFTDmsUaAI0FuRZh1Mp/RFSpb2se81b0ElXVA6VOCdHp/IBESg3++xtLSKh/OVZxhOYU2JqQqKfExPLaCV9mtG8NuGncNYwZYlOlOkWY98Mm4ycwWPTuOW9JI4rg7v2QhRjUqB9TUCYg1AhcI6cJU35o3tkKeefIIXfutF7v3ox/jRH/9RXveG17Kw1EVUWMQza6gJjmqEk1+P01GB0Ws1u769CruDzYDAvy4ABS4rJhAlpQQ/ueBmBiiGfLpaH6/dJBfA8fMi/7yAaQ/pdtZRbxkNonwKS+xg7d+m+0NdDrvuQRzWOh579Ene/2cf5Lmnn2EyGno/t1iUs1SV1H0ppdAqBZ14aZekDLc2AtqMFvSENElBacT6hesFpjdA+WAYyz0f+xyvf+PtzN9AKlz38ltQ2T/kax95H2e+9jBqUdNZ32AyKZgUhiTLMHmOVBXVZOjdcECWJuRVwbOnT3Fsa8Sdh/bXFgKlUnIjuK0xDg3Le1l95ZtZuuI6UMkOo08UcIhAt5uyuPsKhAorBtBQFVjlC5yURU7W6ZIkqXdB4jBOcLYCbNhzUJJ2eiRpgimLwGCi686/f7Tyx9rGArXHKRZXVc4775yAQRCtA1iNjNhgTMkTX3+cf//s83zq45/gx//e27njFbfR6aa1Jb9eNxFZ2CYKERRNCPMMMp1hEu3xi8BlKtCt/m9+uygTEJHfB34YOO2ce3k49ifAzeGUXcC6c+4uEbkW+AbwRPjtQefcz1/sHvHh6+fc9sAhgs+1iFdkSs9p9nXPfYc50L25Tyz80NytSTrhGYCq+5ntd/t9qBGKii4tpm92fm2LD/75h/ncAw8y3DqPLW3IwgvWhSgzUd7uICHtlRKvEiQZ4/HIB8W4oBsDWqk6tl1EfLINJRTO+7GTToouO3zuwS8yHJQsLHZ2mAfhmhsOULzpJ9DLezn35ftY3ldSnTqFGY5wlX+OcjQk1TrYBjRaKawzjKuSp0+dYaXb4YqlRbJUUxU5adIBU6GyPrtuvpvdB2+ms7SKSBLmk21IoN06acLi8l6PjEhqAsFWVFWONV2KPKfT7aKU9qqQFoyVYP8JmY2KnCzrMjFV7SHwhBO3DreIr15bYY9KWBPWhmBfJd4IGd1/zqJE46xBWYUxJVWV8/DnP8/j33icu1/1Kn707T/CzbfeSKeT0CJRv+p0WOOWlurgWqpBEIe12uDqOYsqjMTvLQYQXaI7tUtBAn8I/L/AH8UDzrmfai2aXwc2Wuc/7Zy76xL6ndOisQ1mxXvtEIgKkW2IfoojzpH6c7+72tcQ79D8JlGLasXqX0T/Jz63NAhjFvg5LF966FHe9973c+zoUcrKYsrCu62s+Ggy6xmAiPdzexSgSbQOwTcdqnwjLEyvCmSZD9JJVGAGzoAonAVr/cBVxrGwuMq582t88ZFv8IY37jxFSiuO3LSfIv8uVNLj/GOfpjLCpj1DWZZo3UEvaagmWOewxrDQ61IB1XhEkud89cxZbnGW5Syj3+t7wtQdFq5/OXuuu4OFXVf4yEGFVxnEoWlZu2dammpWdu0LthCLxNJdgHOGMs/RSYrWOqQM8zv7dJJgqXCVCRZ5Q2UMWadPMR6ESj++H+sat52rKxi1VM6WNV5wuLAGvcXO9220Q4v24dFWsNZgqpyqmPDpT36SL37xEV79mtfw1h95G7fcej1ZCEZyttW3ciC+f5wgqglg80BFmvgBaX6r19mUShCZ4LdhE3DO3Rck/LYmfrX/JPDmi/VzsdY2mjUGkqAahEmIuwCpuVwIM57DAHb6HA60UEMkVVsjDBV0vim4MP3eM3+bd0DitqVGLRDlGA4mfPB9H+K+T32G8SinyEuM8SmrncVvpFGB6UhERu3EFYok7ZIXBWVZEJlMory7S5yrM9+K0jhb1gkajLUsLK9STgwTU/Lxex/iDW+8c+67xZZ1U266/WpMWSJJhuj7oIKtM2eoxmOcK7HFGIyjm3YBQ89pksoyNhOe2RxzsjjD7Xt2cVXao1tUrF5xFXtvfCWLe68m7a/4QKaov9fzvf1ZnPMRgMu79pBmHSalN4R6vd4EZu7hfpJWpJ0OSZJRlVBRIEohygb1wgXXYYZOM2wxCYQV4/P8emtno2qMb3HDTxO3MgXHwzxYFdaX0hDcg1YqqqqgKMbce889PPzgg7zqNa/hrT/yVm659Sa63RTT4n9t5OuDkerRqBlPW1WIahOzasJF3IPw7dsE3gCccs492Tp2RES+BGwC/7Nz7v5L6UhNLcgIv+P3KKWjviQ1EdflOGWGGbR6mye13cxn/6P/51pW3J0QwLT0by0YpLEBhEuPvXiK9/zBH/P0k88xyXPyPPcMAOst/KIQLdjK4mNXPHRV4kh06stdKZ//bjI+j+ATb4p451YnVNHRSUKihco6rHg24RBQKZnuU+YblFXBA599mMHWf8XiUveCc9LpZtx8xzUYY1A6pdtbpPf8MwzPncOYEkzFZHOdoshRRU5hJkyKik0LOXBsUnL02BmuGea86bWHueP217PrwBF6i6votIuo1DMpvGs4MlA/h41+iwOlheVdq2SdBSbDYSOfHR4/i5e6RZGj0wylNapSaJ1Qucp7SYwlos2qqkg6XaqqxBnjibo22sXIxEh8Udz4MOy5LRCbDQULlVI4U6G09ipbsD+YvMKUOUU+5uP3fISHPvdZXv3a1/DDP/Zj3PyyG8hqm0FQD6zDGeUTs7i4PTmox7aFXsNCbhN9jE2w3wF14ELt7wN/3Pp+AjjsnDsnIq8E3i8itznnNmcvFJGfA34O4MBVh6iNfrMQbF6L6oJzCLpGAzU3nidOdu7I/xW1zYNwIQYwLf19H4ILDMAfNNby0AOP8IH3fZC1s+fIi4KqNJiyxBhT+5G998NROUOHFGssaZL5RJWS+AWtU8qqpJyMsKaoI/XSJEUnSZCqysNQSRBXIoApCtLuLsSG3PPOcPrsGb7whW/yvW+646Ij1Fvs8rK7ruPrgBON6+8ie+6bDM6eZLK1BVkfJR7I677h3Noma9ZhAjPcu2sXr3rN67n9DW9hz+GX09u1j6S7gEoy0HpqDOe6z2gMXUuLu+j0loHTPrjHW+tCFWlPIKbMqcoMnaSBAB0ixm9nds06EQFrLWm3x3g0aBXqaBgBELwQXtxA46XynyXEE/hxlfAM1gjWJd5iX1vqopXeYvFJUyuTU5YTPn7PR/j85x7i7le/kh94y1u47faXsbjYqxGSF/yuHpS210BaBN5GVM0Yxn0wO2cS/JaZgIgkwE8Ar6xv6FyOFwI45x4RkaeBm4AvzF7vnHsn8E6AW2+/2035RcMbtbO8TDOFFjJo6XSzpH8hZlDDrUjYNFx/3g7BecigDf+FCOEDnMfx7t/7E77w0JcYDAcYU1KWVUi/7YtdlGWOCtZkrTO0CJUNC1ZitKRCtCZNOwy3NijyEThLggOdkSSpdyFqXSdq9UJNmJQF4zxndWmVqhj5IBgcZVHw0Y89wBu/9/ZLYpj9pS4vu/MI33Bg0JQLe5AXvkl1/HmKsycZWMtW0ueZyYjHtiZUCFoJ3/Pq13Bg3wFuv/ONHLzu5fSX95B0+midIEEVsKoJnmpPYozz8EDAL/R+v0tvYSXsHg/ZR5wKblJHEnYPFpMxWQ+0aJCYFNQhyidbiZ4lnEPrhEQnvnpy7TRu1EBpBfE4IuI0iCQhVoWWIqECZrCI8zaLyhiUJIEZBLRgfCCTtb7fqqo4d+4En/7Ex3n4oQe56ZaX8Za3vY3v+TvfTa+XeZuAbcKO6z0HEgKc2vasWcGpBMx293i7fTtI4PuAx51zR+MBEdkHrDnnjIhch6878MyldCbOc9ppg6Df+eVCquV4LFxBDdPCJdskyQ6oIAaKeCIO7qaY9OFS4L9/YK+vQ0hMGZ5JoChKHnrgC3zugQexlcVWBWVRYqsKU5W+zLX1gVDWGEQ01lq09owo0ZpUa9LEJ6PUqQ8OyouxX/DOb9RJU+31XUnRKkDgRFMZL/VNMWZp1z50ErYa1zYH4cGHHmZ9/WfYvbt3KdPDwnKPm+88QvUISJKhe8uoKw6TDNZZKCr22IoDkwHXnTrOw49+mZtvvpVO0ufGm+7g4OEbWNh9BVlvAZ12QnJRCerMTItzGabVS29vCOt2u/QX94SRFmKknw0Rctb5xV4VE9IkxSbKW+sl7mI0tXSOpcNwkCQppizDmvEh0N5LYAISECLSi3aFWnQI4PzGYutMQB6Cc6VHl5Ex13kGgtoapLmPBfH5KG1VURQ5X/zCgzz+tcf42lffxlt+5K3ceNORkC8yrNdWujAVJH+NB1o2M8AbJ5k+NtsuxUX4x8D3AntF5Cjwvzrnfg9fffiPZ07/O8D/JiIlnmp/3jl3acVMJXI3F3BThGBtDNAm0PhSjSS/YPe+81pPavQ8Vet/4X23XzsF/V3dh26pASIe/j/5jWe450Mf5dlnXqAsSsq8rN14IWjMR4xrTVVGqeSlmgsLUuuQ0NJpv7Mu6ZLnI5QLee1M6VMoKI1IAlqjsw6KJKhIBlcWlKaim/VJRLBJiugEJYrKVKytneNLX36GN7/ptkuaHoCllS5XXbsfOd6hu7TC0t6ryCcjinziw5arkv2H1jly46sYTkYcO3qUz37sQ5wcDPgvf/aXuOPVb0SSmEOAyDOnjIHblqrzwUY4SNOU/tIeb/cwUEeQOi99oypobeU3UxlTB1q5sGnHuRKxFnSIT3AOZwqfhEWSsNasjwkQ5RFpeNBoK4ouyogwIoKsH9lF/AJY7QuyoKdWqAn1IB1gaj2+QpkKUyWURc5fvf8v+PSn7uVd730Pi/2uz8BkXYAejUqgQtxMvZNRIppuD+POBsJvte4AzrmfmXPsz4E/v1if21rMLUiAODoafBpzcYz1F6aTLUjcPcT2GIEpgo7E1nxt7lczgIhG5uv/EW2IRAXF1f8fP3qKj/zVPXzja48znhRURUlVGgpT4Iyf9JiKwliwmBqSOmfRKvH9ai/dtda+dJh4VSAvJ2EUguXfWR+yarPANDwgddYixjIabdJb3BOIwj93kqagFM44yjLnsw98lTd9760vyYZy5dW7mBTCYFRSTkrKckyR55RFQVkVvPfP3sUDD3yKsvLQWymFUwm//C/+O37qp3+en/m5XyZLfa0AI65GBLE5N20UjIZBhw+d7i/tJkk7GDOmsYuHHYHO+G3KKqEsC1JJsNYQk3x6NNCE4+ActhxTTLYQ1dmmcEp4AAnqYQxcc3E9BUES7QvNOwTfvvMBWjG3g996rOp15H0NISVZSAlnxeCsRVXCyFqqquB33vHb/MNf+O99bEEgjrZnoO0xa2aqxQMaw9XcdtlEDKrIwmhCI11w6yBRJ/KtMc7ENqtGTLdmkTfogiC9t8N9mbpu1gDo3drNvTY3h3z63vt44L4HGGyOMM5gQvCPMaVHCUqoSovYaMwx9X4HG/LxUy9pR5pmOGuxFrI0I8FQWkOSerhP6SgrQzcQttaaJPU6ttKaosqxqos2ikRSjPX77JVOQ459hbWOr37tG6yfn7B79dJUAoA00xw6vMwLR0dMdIouM5KsoshHPHrfPXz83nsAhVIJSndQOkHrDKUT3vdnf8Czz3yTX/nX72RlZcWPa0yr1UKz9ay65q9zvgZBb2EX3d4C+WRSz6Mnch+FqUJWIGtKauYAYR9D9LWH7dbOMdo45ZGU7tZzgKMm3gjbRUISkVooBbVgyhAXGIFEdBDUWCtYpb1psU6k6wKq9/DeC3EfpuwNnmALgxLFB973p9x400289Yd/qBZkjqYQynSrqYeGHi7M5Hc2Gf4nbELwhdPAeg+7WseVnUYL8VqJ58zXeRqibgZCqVkEEJiPRFU/wL6QMTwmDBKhToU+yUseuO/z/Oav/xb33vNJNtcHNfx34rDO+IVgLThDmiiUpq5r5yWMkKYZqfLSPwkhwdZZRGkqIE0zqnKCaPGBMPHZRDBVhZIM0Gjlt6Ra6xgNNlhY2uUzAoU8gEpp0mCM8+OtWDt3gq8/cfIlz1evn3Dw4AL9XpdOt0+nu4ApDb/7e79JmvRIky6JTr0EFG82E6C/uMqjX32EX/off4rNjfWpAsxTYMQLRoAabjs8E+gvrLC8sg8fOUiQsEGXj4xd+Vx+1nlCt8bUyl8dWeegGJ3G2AmiM7/yWoiwdgXW0D7UGGwVIPFrxEdzegOzmlmL0Zblw5YjgvVIwtXr3gs+FzwegDW48PymHJOPR7z7D97FqTNr/hmUbFu/WmKJ+wCjRHx/KqrWO7fLggkAwR3m/6maITT/PIP39d5im7IDhIltQ6Q2A4h6/Czyrc2MLZEvUa8KzDQEtaFwTPKKLz38VX7r3/02f/aev+DYi8fI8wnW2mAYspjKYkxF3GjirHivgHFeVwVENEpSrwYkGUmahfRcPhOvC2PR7S6EqDeF1p5J6CQFZ9FaoRNf1aYqSpwzjMYbZP0VqrLw+/i18Tn/rfFSR2mU8ipCPh7w5a88N0eaXLwtLmgOXt1hYdHnCvzS+36f/2xtjZ/Vmv9aOd7sDAec83aMIKWNMfT7KzzxxGP8yj/7GcaD8UyvjSSO0t8S1AMHShS9/jLLu/ejkgRvLvSbevx10VgWlLXKB2AZG0Oy/e/WGUw1ZDLeQCUdlPL1Eb10niYJSyDwKFgFUKFYaV1jsl1rMmLZ5n2ci2iFgDIIz05QGWgYAMFaZQ1Yh6lKqnLM8aMv8MH3fzBsXHI1HdSMINyuWceEegMyC5u3tctGHRBxtOi7CXZx00TvwiiqEAve+jHM03YToUQDXhypFsJoZ7OJxO+/BKNLOD6ZFHzlS1/j/k/cx7EXjzMpCh/vbx04U0NO0DgTik7g/f1FXiLOu7AcITgmQHKcfxdwOKXqhKvWGnSS0s1SJmLJjKNyJVmny2Qy8tA3SLCyqpA0BJI6yHoLTLbW/ZhYnw/f+82DW87akITT8MwzLzAcViwupi95zvp9zdVXCV/9zOPsfd/v84MZiKsYFAUTLAMz5jGT8qm0x6M6owputqy7wIMP3cNv/Oo/41/+239PnVarRUgQGIGNm8QEUZput09/aQ/93gJb1XnCave2FRvSfCMoSXHWINJFMcFZ46MIjcUZSzFeI9EZoruo1iammNlnevuuA1H1yqpzQIbzlChv7RFfjXlKHw9NRUkvMeYw2IMAXDAQTxUJiWqx82hgkvDxD/8Vb/+JH+eKPbvxKcyn8w4oEZ98JNBOs1VyzgNNPdtl0ATQQe/SQfL6TLv+e5vbCVFKz+Thl/hbm5KbO9T56WhBqQjppo65UGbOM42qrPjyI4/xjv/7t/mT//hennnmOUbjsbfQWxd0d28DcNb6pBamwhkHNqT91sHL0YoBj5ZsnfgFmCZpgLJSewystZw7e8IbirQiSTWdbo8s82mtdNrFqQaSlpMRC4u7wDkqW2GqHFsVWDyz8pb5pM47WFWO9fNrvPDi+rc8d2kqfPEd/zuvTmApUSQ4ulqzJ+twsNvhdYnlfzAD/mm+yZ5oI8GR6IQPfuCdmCpm3WkSYUwFu8RjgFb+/Xu9ZZZX9lCr3QhxLwUuhn9HJuIQ0dgQoJV0UpSyGFdB2gPdqZmQkoZa6p0fEmMAWpI6LK+YITCeNyt9pqNYvVponA0RfB62x16jpl9HyUe9PgiEshhz+vgxPvWJTzbCTqZL3defWuptfJ8LGX8vCyYANBW6BdD4/HBBH1eEuPhaTWjg0LRVtC3Vt+tN7eNT9665SxPqq3CcPnmWP/q99/Aff//dPPXkM4wGY0wVrfqq3jbqgmR1xgZG4zDOhLRQfgH4LcnNYhOtPDFr7wnwASQx8Eh8UQ1nef65x/nm179AMRmhEr+brtdf8Ft68QwIU3kLt+6glN/RFxKNYazDEWwBOiFNU1Tip72qDMVkyFPPnOWCouIC7cn7P8fUv7I7AAAgAElEQVTmX3+Qm197NwdfdgMHrtjLnm6HpSwjEyFF0UFxl8v5lXydfbbyEjCk3Xr44/fWBrbIv9vTEz+aYEPpdLukvSWWV71doMkq5dOFOWeD/SaE7bgKnWQ4sVRFga0MWXeR3uIVJNkSSmUNAnFRh2+Kj1IL0xgQ1hC9KJ+WDOXRXLBhT62voIAQOVab4GorWMiELMS8mSp4JFxtw3DOUuRjPvnxjzEpyxa6VXPXuaItIGuFem67TJiAa2rMq7iP20WNr+ZojYYf9CJpL56WHWGKyNXUAEkrgWC8Nrp+4gK0leEzn3qQ3/qN3+JLX3iEwWBEUZSYyifyKIqCovJZbGPqaB9AKQHehxgCCe65aLgS8bn06izAHuJGPVITtguLXwSCZnXvtThb8KWHP8qxF56hMhW9hS5pJ8MVJdo5qipHpINOe96ApTTOeWOhtwt4m4LDM1WtUhBhUhRU+YhnXzhDVb10JmCN4X3/8l+wP00Q0cjuXSzedjMH7rqNlX50uXnGqkW40pX89Ggt2An8+Lzz1/4JRx+P8WTTIa8SJ6WedMiyjE5vkb17ryQG9dQS08UNWY2UtdYEpJTibEVVTjDOotI+WbZAt9cn6y76CMYkQ1QSEpw0W9VjIs86iEiiu9nPu7TcfiK6lv517ss6I3brVVx7rTZoFryK6qhtkkSUZKqSZ598kmefe751vtScsp2vxEHI1uxmBOX2dlkwgRrK18QPIk1paB0kv4/Nbw2oWEI1SX9sp75nuLM/LjUC8CjES+n1c5u8+w/+mL/40/dz8uRpRqMRZVlQhbx6XtoHuAVMuWJU5MrKV6IBtAoTaH1koA/x9duDwdVqj9I+0aZXHzSZSkiUopt12LP3MIeufRknjz3ONx57kHJS0u8tIGIYjTex4ugt7aIo87DgwbqqXkDWFIhYlFP1lmUlgjElRVlybm2dM+cmvNT2pQ/8Fc88cB9J5WMgCO8uacrSdddy+IpVVjuJD3EOvu07ihF7fKQPCZp8Y4Pf/T9+ia21rR0m0NXwXitNp9Ol21lg776D1HEftT3RBQOt9YZmvEHUOUjTjjcSVhVltOeYCpOXwY2p0UDWW6K3uEK3v0Sa9RpBUe8wBL/PpGV7Csxct6JZpz0NcRE2m4+mYXxYiK4df+LC+1QQjLrWVkxGQx767EMtkYgXHzUamEW68fPOjOCyYAIQJbsfNO8+cSEc13lrLFIT66x6E1lA1Pl9fz4UuP3yswFAjR3B//70E8/yjt98B498/ksMt4bkkxxnPDKYVTuUKK9vEmGkl0DWGi99JKR8MgalhCztkmj/Dkr5zcpKVLAJeEmSJCn/X3vvGmNZdt33/dbe+5xzbz26qqvf0/MmR48xRYc0KTMSLQkWYkdKENqRPwhBIgYI4A+WAQtwkCgxgihAPtgO4g8GDCMSZEuOHQsJLEFUJEGWGCoyKVHiiMPpec/0TE+/393V9bivc/be+bDWPvdWc3pmGMKuHrA20F1Vt27du+85e6+91n/91395J/3j5R2dCyyvHOPpj36aehB44fkvWkZihg+eI8ceJ8aZlq3iIWVCcDgvqnojGisjmaqujcDjSXHCZDphvLvDhcvb39L96mYtv/E//hxVhnHbksZTPSUnU7h7D0gMjh/nI089zkePrjMQ8FnwOXGsVfBsKIEEXDz3Gr/68/+Idtbphlu81I6eoy/iqOuaarDCkeOnCS7o/bZjs9yLBbHqPqZ23uONJSgpaSFPjKTcMZ3s9vJs7WREO94lxplyMOz+SDbaLrlfOyWMKSFeZmHTlyOirI0clcyUtK15EQMVhCR5QT4/K67RNyfJ5FzwJ8UGvvaHX2FqIcFiKOCQHlzvveac98zn3cbDYwTsXx8CWDFGT86RvU/s3f8SKpiPtXD59ekP8gDKzw66NvJvvvRV/un/9k+5+M5FJqOJgXvGBXfFsQUxkM+VWMzpO6UM3lcKUJWLnuPc8NghoMxAdSm994YQZ5wLmtdPeuJ0saNqVCYrixqOqlnm1CPfy+NPPsvVq2fB1xw78bRqESQhE4lpZvGwuas4q1OvQSqy2KkXAiknxuMps+mI85c2v6VU4R/983/J5ZfP4Mjca1t27m2Rx2PynTu0N29BCORjR+DQIY5tbPA964dovFeOXDvDJVhvhhw/9SQnH/0o5954ka/93pcUwCz3xy0YdXN7Q6gYDpc5tHaEpeVD/Xw0xWanZ1bt/wKgadZAU6zOeXuOCrIoltORuhnOe0vldnTtjK6dIk4rM4tR6dH83lVnftKXeTIPF3QT6/OSHXIa/5dgIxtRyLQjSixvJ5QaG6GU0efUcf7cW1y4dGnP+v4m4M/wjEJJfw9c8OFKES7GRqqjJuU6IqjyTLQLVayo/n4uEFI2GOR3IQX1b9EDkXdv3+P//rXf5MzzZ9jZukdKEKPm/JXS6kEcTtBNiyr45mibPTuco8//56zqPikWFduED17FKMnq2nl19UW0WKi4cE6EqqoA0dL33OFdDb7SXgi+wgusrp9gae0o6+unibZoU07a5stexwkgHmckIox001QN3XSeEhuNduhmU67d2GI8iSwN339JTMcTfunv/X1mWWP9e8Cb5y6ycuUGQYQqdTw+GCLLyzCZwnDKUlOxMp5xOyZGKXNosMzJU49y+vFnCM0A72q+/ge/y2Mf+SiPffdT/fz0vqnhdk4brDbDJYZLjrXDx7i3dVO9w4xJlOt9VU1PBR9T6vBOyE6xFtUKFIqQPSiHwYmj7G1nu1zBQVVqKuAdlslCpMd6wGjJMZqhiPPFVtYmC5Q2W9fJONJSnm91AH1HLTvJs2AqRTOm4zHf+NPn+a6nn1pwm+ZraE+5tCGn35w4n4+HwggIqLRUuXloLl2K5SXjstOWZCXlYhyRnkLcf9AHWEZ7J8FO/1nHma+/yG994Te5fesuIxP6VPKGcvG9C8q4yoATPaW0OtXYaJoC7JL1vIuKLscu6YmTIiF42rYliXIDnNfSYJxJiVloAYowd6YG5H3oP48TPc28dyQagq9YapYI1YDZbEyOkZgyg2aAoIIZZKH2KnM1cOZRxCnOUpKhavBVw87uDu1symh3xK07Mx4//f5L4ou/+hu8Nolsrh1nsr3NgIrfuNtyN01ZaQYcIfI/3J7ww8ePwdJQQ5Gbt2gM/R07z8njpzly8mlWN44RfEUxrn/4O7/Nf/LIf8nw0JLy6ffcPsE7T90MGAwrjh5/hIsXXqMg+iknXR852faetwrPOSFO8N7RJUsnYoY5CxLViohd64SoYGuo1Y2Xyp5flIn1fUoFqqaW9Z73B5eUop5Mdh7JWi8hIri0cDqLpSEtvJx3FJoLiczXYKKdjXnuT/6E//Qn/oo1ei2VjrbuC0aysAfey8t7KIwAmJefF9x8sqaFym/7ct2FIiBn8FwqDkEiZwXc7k8F9t+nzDvnLvJbv/6bvPHqa0zGE22I0U7NG1FGXQ9yibqPgmhMadWO3nvirCtiNbZJPbNZRJK2iPDldZxmC5wTnARSUkvvvFOFoVIxZQskU2ivKlih99VR10ssNyt0nQKVs9mUdrSFHyyD81S+Uu1Fp7HzpJ3p1cr6WGiWiLvbiAt4iQTvGU/HjEa7tNMJ125OePz00nvep27W8tv/56+ztn6UteOPcOnmdS5evUZKmo7b9Z67zTL/y2zAnfYwf3E1sDaaIOKYxEjCUa+vc+joadaPPMLy6obpN+gmit2Ub3z5q/z5v/QjGnrtYYCCBE9dD2iGA46ffBTE9RsgS+ELwLxxrbnkKSlf3FU4lw0wnG+Mkk7E3HJPMdLmceZSSFROattYffWrwtpevKYNS62BrW2VGTNMwryVUj+ga7/4CaUS0pSNEVU0tu5S5EzsOt558yx3N7c4dnidEg6Xj+PsQFV8xBboe8QDD4UR0Nh+DmAUV99LXvR2cFkFKV2WHqt1xZ0r8ZbsLZosm//G9Zt87Stf4+qVK5w/9w6bd++ozl/qEILp9dtGdZ4UWy35dXr053IqlcR0zuoiSqKLLV3KejFzZ800EuK1W1AIYR4aODMkOYN4vNOb7AkkEqmdUNdDjVWdo/IOVw/xvia2HX4odMannYx2IHU9+DjXxYPCfdeK7GAnipbVig/kPAHxxDhhe2eH6XjE1eu75Hz4AV6Ujue/8jW27u2ytrpB6zJPPPIYy4fWefvcWXZHM6Zdx+rGIba85/8adbzy3Z/kmbDGY29fYSlDJ3D85FMMjz3CyqEj1IMVLX5yKMeh8ty6fpmLb13gsWee3ANqC4J3jrpqaJqBKlJJyYgn8wpLXg4FFXvmX1bsxHvEWf9EsSIjSgEP5porZqBZniLfngyb8WZcjKHYn0Aq7BJTtE3oyQtqCT2QyBxE7Bd/4TYA4CgKyNjnEVOgzjmTXSbHxPa927z62msc/YHP9J5A0UAo3o+GEWJakw+7JyDgPJRAQK+L1nJ7UekIimts3xa3LGcNDYoXoRuhFHLo88+ePccv/cL/wb27t5ns3CI70U2VOnIWnE+abXTeNna2U9+ovXajHRlxwQo8tJ5cvNDlRCD1opKZOebg7BtvgJRYjXqMVpfuMi5Hcooa7oTKMgyJZrDMYGmZ1HWMR9s4Xy+4oi2z8bamphplFHrL13fdDHOGcSYFHhBtDJoyTeVJdc1o6iFG7m1vMRrtcuPOLqNRYnn53XX0cs58+V//AcOVDUKcsT3exnnPs9/7SZYPbfDyq19na/seEgJt6tiZTGgFXth4hF/aeILTd3b50XbE+rHTNKtHaQbL+GaJejDAV4GqDjRNg3PC+ddf5ciJ4zSrQ3KJ853gXSBUFaEZcPKRxzWvH6c9MNyf7gsueblkuliwevyFWNqA596Iynyj5pQQb1TwXEA2Z16Due5pDkg4cURJ5kUsLnHDqfo7mHundr66S2mybupkXk2GeZetDClp16WXXniBv/ADn+mzBHkxBCn3zDyX9+IKvG92QEQeE5EvicgrIvKyiPwte3xDRH5XRN60r4ftcRGRfygiZ0XkjIh88v3eYz7hhfd1qWB+8xu50CCgADfFfSocoCzzbjIIbO3s8iv//NfY2Rmpcst0xNbt63p25IwTT1IBGQMYLdVnYKMPyugLvtJCEyP3dEnR5el0RpeihYjJWoGZjFW2OvMCAKkZISfwoQHvEa/tvVxoCN4RfEUzXGJp7RihGiJJ6KxRqARr2pmU7dda+6uua3vgJ1pbLREsf62nZ5JMFlUsKsUvTd2QcmJ7e5PRaIft7W2u35o98P5cfecyly/cYrB0iFAN8HVDUy+xcfQU3/dn/30+/ekf5djhY7iogp+uqgj1gJwSE+/4/WqZrwyPMDh0lLpZIYQh4ob4warWA6wd59DGKQ6feJTltUO8/eprpC5ZFad6aj54Kqu2PHbiEZpmqf/sfVhgNQTl33xtlRMzULiZi8I1oDoP5fmqVgQY0UjLfp1hDX7utheSEmIhwyK7VV3xjJDFEUX1MGShFkEQTUHqau73614ugesnmbO2X3vz1VetUWne83wRmdc3gIYED3buPlCKsAP+ds75WeAzwE+LyLPAzwJfzDk/A3zRfgb4MVRW7BlUSPQff4D36NFdWfRcXOoblCorz54rBTswRNRAwSyup0sKavy+9Lv/L3du37OFMQOB8Wib2XSqTR6zSU45hzeNf/EaEnivr+ZQ8QvntSjICdp4I0eLCSMptcSsGoJtlwg+4PruvaXqrNyLTM6dWv1sAhRinBBQSTARyB2T6Yjx7hYkRfZj1vTheDqmnc5IscVJ0HoLcQRzCTOp3+wauQSzqA7nqz6L4rxjZ2eXyWjE7s4O71wePRBE+pPff466XqGqGkLVMGyWqZoBdVXz5BPfzSf+3Gf5gR/8j1htVkhdZrS9ze1LF5m+8QqP3r7O6niLV8IyTbNKcDVOAlU1oBmsMFjdYLh6lKXDx1jZOMGRU0/jnOPa+av9PXce005o8KFieekQa2vrlMRwYWaW61qGhnHZTnHL81udeJbYb1Is1nc5QbIuzznhDWvAypXLfMpC1VSj6RU41VLQtarzsgAdycpP0NNdF7rHlQkuiOXkhX8Wesx/JJtK9cXz77C9s2PzUX/im2nyZZ7fRjiQc76KqgiTc94WkVeB08DngB+xp/0y8PvAf2uP/7OsK+mrIrIuIqfsdR449vCt894LLUnzpKVzK+Yi9bFf+X7B6iIw2hnxwvOv4pwn5kL4CQRfs719m8Prx+iV5LNKdfussaW40tBDLT6icbWW5JZGlXbqGAPOCQo+0ctXWGggxNhRBa/MR1ECirpvji53kPV9YtepISIZT6FDJOGCJ1QVMSlLMltqpLMuOlWlGzulRI6Z2MX+tFPvRg1UVWnNgfOe4DwuVExnI3ZGagiu3dplNDnM8nDv0THaHvHGmXMEX9O5lqoaquJ/bElt5OiRE6wfPsra6mFChOdf+lPuvf4N/tybX+UH2jGHnOduE/li3uF8NWTma5xUqqdQNQyXVmmWlhgsLdM0Fc476uESmzcvsX3nEMtrq2p8Q8AHbbnm64ajx05y49rbFm8nu65RHW+j8PbKvGDxt8N7BxL4/E/+Bb745UvcurPFZOsmpAL+lfIg15cmd2jTE99T0R0Za36aNEWo3pcjRz2UVHS07F71ZMsBVURCi2FRzea0d11nJZSXRa4swlZ7P25tcuH8RQ7/me+9bzMshhdwP2nu/vEtYQIi8iTwCeCPgRMLG/sacMK+Pw1cXPizS/bYexoBHaYLL/PqKkQ3114t4hJfiaUSZR5XLaCyb519m9F4YuIVavGdc/iqZmfzFkc2ThLE22nqtYddVnZX8IKEmhRjUcbWuv2sXkE0xVgpjSFEiF1r18njM3TZ0YiFKM7jXNWLYmreWiWxgzgtcUXFPyazCc470kwNjFBRNQN7bWgn2tEmRm175ZIQU0cXjXDilC2Yo7nDOSk4mWEcO+tK5AhBlXZHox1Gu7tMJmO2d0fcuB156tFFJzHz8nOvEaMzarRuUu8Dg5iYzSLD4RKhqlleWmYgjmcuvcxnP/YsP8QYLl8inr/M9VubfK/cgHfO8M7HfsTIO/o6Va1hUDMYUNcB5x1NUyM8wfXLlzhdP03wFd4pD8P7gK8bjh87zSuWTcmueAOAxdR9pJ1KKKlKyDHq+rrw1gX+47/6n/P65czmrXcYPveveGVnzN1OT1/vC30Ni8eTZn1sQztRAVNIZqDFshBBG6dm+hR2SQVDRvK8piWZVZAUzYMoMubQlxn3TNlsACC0symvvvIKH//Ys98c84sY9oEZngfHAx+YMSgiK6h+4M/c30cg50Vn5QO/3l8XkedE5Lk7t2+xV+l3zszup26IrCw+MIcIFmKv+R+9eOZ1vTEo0ONd6OmjbTtje+uOuvsuEELABw/exCLQhhgq4wSgXPOi6JO6zvLJylNXifRKW4Vlgaz98FI0ZRvv+hhdXVuT+cqqQa9NSNBMQzfDWWMO7TykJcCSMqnt6GKrHoIZE/FCa7LbqjQMXYymU6hgYbIFNhgMtTahHoAoHz+njt2dbbrZlMloxOXr0z23M6XMS8+9Ab5CXI0LA0KzxKA5xHCwzmC4qgahblhfXeOpx5/grz1+ik9t3SXPZlBXxLriTtcymrWcvPACSyvrhGZA2aQOoaoHVFVFqISqyvgKhsvLrKxtcOnc23qKo8Iy4hyhrjhy9Djg56IcMvfAChjYy4VbyjnFjpwzs/EmX/3a8zx5ZMThJXji8af5n/6b/5lf/Bt/k0cOLwHm+Wn8WawLc4bgPHWXUtRycqP8GnKgZ7GFEZphsBBC5tUIrgCSrmAb83Cm5Lpc/37lg0HqWl45c6YHNIt3Mt9HCyHBe2zPD2QERKRCDcC/yDn/qj18XURO2e9PATfs8cvAYwt//qg9tmfknH8+5/ypnPOnNo4cXXiv+ydsF37hRzHL6OYWYXG2OGA8GnP+3GV7qYirPN7pPzEt/3t3byCuuNb64sH7nsWXBYJ3/WmqtiBataNV+jlVqPV98ZBiCSnnnnYc8L1DV/gEyuqNeCdUoaaqtAQYMtOdTbB5mpOBE3X/225CO5vM+9CVNFYhGZlL6n1lIpvggi7glDU/rqGDUPuKUNUIwtbOFm07YzqdcuvOmMl0fkWvvHONzc0JOIcLNVUzpB6sMBissnJog8MbJ8gx4XPGi+PUeJvd3W3qq1dx97bBV73EFxmGm1fxQLN6SNmNZqSVESh4LzgvhABVDcuHjhCqms1b1xE6xT+8x/uKYycf0fuQFRjUe5X7za8LZuEwyaX0Wwu67tzZZefeRZaHjtrDqG5Yefr7OHn8mJ7C9hrOGSKbspGH5rG3rhbFI8TUgF2/HkqlY0H11ET1dPiyarOuXDUwbnHF9zhHcSty1jAxxsibL7/Mzu7ovv2j7xb61/jmepvF8UGyAwL8IvBqzvkfLPzqC8Dn7fvPA7++8PhPWZbgM8C998UDWLhJ/WPzcAAwAG3vc8qpv6cgyJ50/vwFxqOZle6CQ+Nf7woq67l377amfop2gZSQoqSIsol86KXyIShTsczQaQyXc6ZrW2Jsibk172C+AKMTklMZsFDV6p6Z/l7w3k4tISYV25jOFKEXA/Wcr6z4RZi1djIUMkmZuBm/DHSzmVKe0VMvdYB4M15zgBArVBIf2N3ZZDqdMZu17E5abm/Oue2vfP0tu9AeV1eEZokwWKIeLHP42EmWqoY4azXNmiP+6nleOfkUYViTa1U/CiKsVYFG4KpveO3q2ywdPkqoG13bRpZyDmXuhaz3JUDdeNaOPcp0soOPY3yAOjh8qDh6/BTOVf2JjF3LXF4zG+kn0yv6Kp6TcK7ChSFnXnyF/+wU/LVHlomSmG3e5Psef9zWkwJ3zvkFYFBfV4z6rbwLPShy1CKhPl3Ve6zFCGTzFOeSJPRFRxqmFWh70SPYs1kQw6cSd+/c5Ny5c/0e6J92H0D47eoJ/CDwXwB/UUS+Yf9+HPi7wH8gIm+ijUj+rj3/t9CGI2eBXwD+xgd4j3c1BP3vbJHvuR5lx9rNvt/Zefvshf70FujVd7z3aoezo2snTEfbGpciEA3EcYJ4px1tYuqRdNWy7/TUidbpNmoc6IMZojKfwhmISXPZCbosJPE4r+/lxOjDaMpxHgZFUjczAxA0lBDlpaeu7d3P8qFT0ji/nc30dRENL3Ik5dICQve9E61jENGCmsral43HW0wmE2aTKdPJlGu3Vap7e3OXc29eJePxoaGqlqmGSzSDJdY3jrF+6DC1q0htpzX5vmKrbYmDBlldQQYDSAlfNaxkWPfCF5o13n77eVYOH6FeWtY8fDaATCAEDavVTgk+ZKpBxcraI7TdmENry9SNemlHj53S0Kb3//tgQL+3jax23GLw4mqbgX3+66/gjy2zHmB5NAHn+cFPfD+hkI1kvjqLcSnZqeJ46O9KhWBZdMY7caH/eyk5Xkq4Po/Wi45Av4EpvIFycO2NulOKdO2E1159dQEzKzTivSDhtwUM5py/zIP354++y/Mz8NPv97rvNeYfopxtC9XbttEkz8HAPiNgI+XMlUvXKZ1hohQOtm6qUAeL+x23b13mibUjqMvnEG+MLdQbcc4xTwzZDcmQnYOo3YTUsM9pniKl64sqFrvUonr4DkEBRWcrvZvNCE5IIlb5pgVBu7vbDJdWcdISUyR2HbHVAhLVJig3G1O1SWSrK1eWmWHNOagnkzotoCFbPQM478FXhMozHk0Y7W4zm02ZzWbc3uzouopXnz9H1wnOV1TekbyyDp1UHD99Gpm1TMYTcpuRuibUNbcyPM0MlpfIIYB35NhyKFR8vfO8XA+YXTnLtStvc+L4Y9BOdddbkKwiq1g3H72/zmUIyywdGrK66nFZjepweYW1tXVr1GprkEjKysP03Lf8s8bXUQw3E8eFSzfYvHeZY1sd0+PfQx1nPLpxko995FFeeOuKib8Ikiz/vhhqQI/zFCnzLCrcknq3Pt+3rqEA1RnpuyPp/Ba3c/k6L1TKWfrGNAKQEpcvvD3/G9lLGnJo0d174IIPCWPQRpmnIuhmB/tQqt/ylr7xfRyVi2EwkszW9g43b9y1v7NYVFSTv24GNM0SzaBhNziuXT7Lk099Dy4oSOVEKZ8Or7FfysoEdKJpt5xIBYGXQEdr87WDRsR07ZROXPlaUWsyklpAF6CvhDaqAeiSpx4Gural6yJNs8ru9m1W1g5rtaJzxFnLeDJW1zaqwpGvC3EJfExQKSvQ+wCzji4lgovai87XpDQFJzjxiHdIdNTNkLpZZnd7i0vn3+Cj3/1nGG3vsrU94f/5nWuce/Es2dfa7rtq8JWW8p5+8jGWBp7NK3cZi2e2u6Ot0CTw4vYmP1NF8vIQJjMYDJDBkLd8w3+/dISddgR4rly+xLPf92mmkzEhqPeVdQEgAaqeCq3ud6gzs6kjRu1l6rywtLTOR7/r41y/cUFz8AWOzwnJvi/NLhwSUOVjwSMu4XMgxgG/8Fu/wTe+8QZbd+5Su8jxlZrTx05qx+KuQ1wFeZfSU0AVm5QqnM1bTKkj59YWs17n7LXZS7KNXDprKftEcRqXIUgA5XTOi+eKYI4pTWkpakvOjmRZiZQTX/7S7/HTP/O3abzvM1VKMRb7G95TdfwhMgK6ye935QzgLbbU/jc3DEud4HrUFeDK5St9s8diQQXl7EtQaqo2ohwwSpuMxmMOHRroDe29CiWKdLHrWWDJTlxJia5rVbYrJ2ijlqI6IDuCU7Q6oRWGdEJTDxHxvVhFiqpB6JyjdmoYtPeAJ8UZdV0RZyMSXtVlLIzPCbJ4xKnB0l6GSfGKlOhixjUlR401P3UMHEw70Uq02GpWwNd412q5MXDn9jWts8+Zrp1x48JFEgFfD6iaIc1gSNM0PPb0CT7+iXWa4Ll5vuGlP9oi7iRS11I1gc2dewhCtuUAABqeSURBVFRMkKgEmxQTDGp+p1qm9ZWSZjLsbN5CRFhaXiGTrXJywY01jMfljHcwCDAd02s8uKTh3dHjp+gr+TLzTEFx053ey5QtI2PckJ4CTuQP/+hVprNI544yyXBva8ZbOyOyFf04cbS2Ol3xGo3lJ/3StDWcVRfCeePzK0dQPbasm1tpJuXYm5cdO4q3UEDOecm6OMVldCUK0JFTy81rV7l9+zaPHD9OqbspAYyS6MSo9+8+HhpREcBYWf1PC2f/PNrDUOBy0YunoMiqumgvnXldQaAUy3ZWpR89qgneMxwMqasGEcfO9l2cFQkFX2mtf1AMoGgBIM6qAEsevtJTxjavk0CXoEuRLnUae6euB3mwWNE7b8GgKhPFlImpw+VkNeTJ6gyEye4OodIy4K7rbAGVGnk1PJp60msVOy1jnbVaO5Cj1kakDF1MhNAY70Gpt4iatsJo3Nm+QzeeEGMkjrYZj6aIHzBYOsTKoXVWDx/mye86wac/c4Tl5UBqod2d4lNHXVcEL8Q0JeeEn800Pg5Gtmoa/nTtGF2KxC4j4jl39gWmox1C8DTDhhCk7yBUhmZGikHQX/W0Wq+g3LFjp4wYtLBOFo2JrQ+y5vnVW4h2XzW02RoJ065S4+kChCHZGrtonUiwk1uJSDnH3sCKCwYSOgs7TUWIxQY68zWrNQBpwfO1Vmn2eUtc5PrnGQBN0d+03ZETKba0421ef+1VkMIYtMNyYd8vwKbfNB4aI9Dncik32bZOKhbT/sn8+frNgq4bsHVvmzdev0AXZ6Tc0VmaLhs+IMZLruoaXw/xoebu7Wu2WTJtiggKrNWhIqUOJ5rrJ5eSVOmbjZScfyYqum2prja1iyiF5qZNHVi54xmpHK6uqaoanO9FRpNRk0ejbc1uJBUtQSynHhziNObHadypxVCKFQSnHIWSJiRDh/LgQ6i0ZwEdtVdcwoeAhIauHbO7tYkjM9u8TfY1g7UNVo8cZWVtnY88s8EnP7VBCI4cYXSn5cr5W6plsLzM0tKAE4/N8Kklx87umSM3NW9Tcauq+uuTcubu1i12bl4ndjNCgFDR1wkowGVGoM+wqTEvtFsRcMFx5PgJ8N48x94SUFqQgZFvDL8p8+rXjQ84qVWMNAuSIy6LZpT0yLYDyWmYSCGkSR/XCwX8Uy81YYeQFAzFUVhDUtZ7yTZkb2XzugNcOeAMI8piWJNpDZasgSDEGOliy8svnlkwInNwsd9f74EJPDRGYO+47wOAuViLNeB7fQTNmcPrL79BO+v642Je1edNA1CLhpwPNIMhoV5ic/OmdYkFukyr+5lpq7nkbKWYWWzzZctr+6CdhpI13xRNFaVIvxHF8IJSXpySVhvmDLFVzkFKnTmMyuUXp6lDh+aknbnJvoCUWZejLjk9NVLXzSW1xNMlpbPSGVcAUeGMbIw3VxnXQoujghdSimxu3mSldkzHu/jhMmuHN1hePsSpU4f52MfXCEE3QTfJ3LywxWzU4nxNvbLCyUeXGE1GbO3sQBuRaQtti4uRr7QBho2xJVX9uI0zJteuMtndtko86bMChXztnBKinFMY3ip5+1XtxXP4yDG8s74N+Hl6EIPu02LBmf59FnXxnXgrry6Vp5BQnkeygyllqxC1cHVuPuYcE+lPYcseRK0kjCiTMctcXqyvdC2rWLSNmC7ZkiIs7AM1Psm8Xk13JnLugKxAcdfx2ssvvuve+SDjoTMCeiFSqbkg57mwhIVIC0P2fM0x8eKZ10hJSmFXT++NKZOcxlbRmnl4H6gGK8zaKdvbd8m5Q5zy7BMOHwrNWIuBvC2cgg47cXgXiKkjeE/sVPwxZUX4PUKKc3c9JSskMm5A8BXESDDkXZwu1thpys97Iba7GtNXFaXjcOwiiUSbVTsPrMQ5Q2pnttZF2297p11xJJOlRURPj5gTHbYgnaOqtSHn1Ytn6cY7RGm0UrAaMlhe4qmPDuapqyzs3JqwdXtXN2bTcPiRDU48XnP92nVmccpsPKHUyacMZ5bWLDUpvfs7nY1ob10n3rtHbNs+PWtRG85BU8HSUDEBxIxDHxJkxMFw5RDD4XKPESk2UE5+/apbeJGeM/c+C2eRhVyCagEslCaDuSn02aNiDgrJJy8YAlCRklRObbFcRS9/x1xCjEyXE7E34mVb2mKXPgDob63qXnbE2EKKvP3GK0xNBv+bh7Dng983Hioj0CuzUjb+3Hrrd/dxBQC9IlrwMRqNOP/OJWX8SSQ4qDywkNfVGNNTuQrnhEHd4MSxeeeGKf2aG+oVdGu7jrbVeNw58F7fL9SVcfP19SBThdpIQNZ+3KHNPqywB0l9ZFckxoqirXcltZhoapUQSwiz8QRx2fgKYieYascFrxx7J1bIk5WnErupYSJiNGLlyotNTEVOtMdBaIY4V2kDUSfsbN9DXIOEJXDqvteVMLivoGjr5phuOgMXGK6v89E/u4aIcPniVSbTqWZSRJWP74xargyHeDfvq6B05YTcvEy3dY80nRC7rHbDNolzsLEK60OoqzmhaxEods5RVwOObBzpNQLLlinKw1h9XsrdngXfe1LOTnJXCMxQysrLM5M4Cw0K6JghRUpL+EIw01/ZXc4JiRqOzT0FAwjLwWViKB6xakUjCss8bChhRx8U262IsTN8KHP7+lXu3L3Lu+/2/J4OwkNlBGAOeBTrlbO5UVljb3FzVaHyF2Stx7584SJtiynJqqumLbLDHEjUCLpXjqlDTVMPuHXrikZ8TlufEc2qZlUGAkA8Xdch6NckyXQDVAREvDWmMCZZjB1dtJPZFZKK4gkeoXIqYCooiyw4z6C0GAse8TWT8Za6wF7zwrFTrMM5i0VT6brr5ylK8UiKBEPhXRwpkBWjdUJyeEwdTyBUFVXV4OoBt25fYuPwcZM8T8SuJcXIbIFGnIF2d0ZG8MMVTn90g+GyI88yZ998h+3JhPFkCm1Ldo6zy2u4ZkBVDTWc6MGvRPP2C3S7Y9JkQupMpzHrBogRxhOonP4rXaiyFE0QxWCquubIkZPKACwbxhlKZBwRz0I8LlpxqC76/GDJKB1570GT+79DTCM4q5tfgDgpHJSiFWm6lNEa1CZrR5fLRl4gCEnOzPsVl2yXSeaI8jp650Lcns2coqWwSbTTMVdMgdievOf790oRPjRGYG8Nu+U5SxigD+lmLxa0BxLLz45LF67oxbM0V0nRYDGdxnlaZ++dow4OxOPDgN2du4zGu8za1jZvnDPLYtLcux1FXezm6SsDufRgmKPCWBrLe4cLlhVAF00dvImHRov7dW5Sabmyk0wbO3197+mmU0p3XRFVXRY0PsyWUUhxpkSV2BG7lizCrIuI88xypcQgp/llyYWOqoi59wpMeVcxHu8wHm+zvn5IqypFvZDdnfvuFxmcZ3VthVOPVpCF0U7HxQuXqZ2jc77Xzzu7dpTZrKWLLcFbLO4cKUaai2fIOzukSQuzltypYpoeAML2GKYdOKdg6qImg14f9bY2jp/QBi49K7CYfMVIVNLNNnhSV15cEXmdn7TzMva9WyPHjr0r1K7Cfeu2xPwlXMk5GVYzpw0lSpiigHKpqcgspPdKrr+8fC6ENxNMMeNfMKYUWy5fujA3GDbbVMDS9xgPjRHoxwLuV1y6siDKh5lfmLkxgMyNm3d7V82hbpkCMwHQjaWxptdSXQm44PDVgBgj27tbvaxUQN0/lRnTk0OsA5HzzlBfXeVam640zoI7925rhhQT7awl9rGkBrzeXP5s3opkRbGd8QVC0NLmmKY9TO580+McGproPKeziTocoYQjrVVQKqMwtq1+FwLaBMH3d18QBQdDRcbx9vk3OLyxwdLyCs7XZBw7O3sXkq88DsfakYGKs7SZa1dvc3dzk4yHJMh4RErwRlhVPqP3KqxKtiKejvreDeTSWdJ0inQzmEVMBY2MhlW7M4xTMU8XOoS6ytQV1FXNyROP8uijH+HYsROa4s3mlmc7LLPG0al4S1lB4j7daP8XclLJQPTBRc79+wJGVJuftso7UIe91AFkKzbqxU+l8Pt1leTFLsSyuLBLqAKFnFTWVR/EJG0ym0znMOfM9RvXWdga82+ED2N2wPXXo5+8fV28TIsaAxm4dePu/KIremKpFG3l5EXIXad6filRhaA56mYJ7x1bm7eIqfQYTD0uIWU3o/JWYuY82bGSYjKkWSDH3pIHH7QvQFIxjGDIf8wavDsntvHmmIV3ihWQ6ctH29nUXt9EQ1ign0pmOpnhndcQB8swAM6rJxBTS0k1dTN1412lKS1v7c9KQ5KYE+fOvUlGWN/YoB4MwQcms4VTkkw9rBSAQBmS7RRu3LzNdGebjw9qTqQJTFuuTxK3rCCKFClsOXJGcqSSiLz4B8pPaCO57YgRUtSTMzgY1OBdbwf7O354Db7rcTi6Hnj08Sc4unGUxx55kpMnT2ml5B6EQPP3Ambo1SA7V8C+3NcWFOkwWdjQYp5owZf2DBEUvxY73XvnXj+zgXfluXNEAySrMYglBGZej1DqDObvVgjsyeTO7HUMl7hz42bvGZe9spd+9+7joTACe6Ypi07+wgeyp6SF55ZUUHn2vc1te9w2z1wPXPP00ymz8cjien1ncR4fKsRVbN69pXEWxkjzXjeJc3Z6So/uRjsposoc62IS1fOLvcumffBkAaFPKOVV77cndZ1qx9tncYVvbrFhCJVSV0vIoDWo6qHkZEamI+ZOVZJLPhwhdTqH0tLMW4iVc5zXQ7gKzDPypj947tyrGvIEz/qRVeq6Zi66qnuhHnhciow3p6QI03Hm9u3b1F3ip2RHQ7B2xvl6yHB52BNpQgiaHUiZo22Lzwn3ztforl8ltca9aCMSNfBfHsDaAIIC67giD4awVMHGMjz7dM0zT54iiBCqhkOHjnBk46iVSRsY29txxZz67gG2qQvovFiRWjwD3UoaoxfvdE8UMEcqTY24DxYoqzYZbkReEDHtNTTmYW8f+hbjk40QlwuvwL6Pbf9XGT1U7ty5Pd9GMDdkD9p4Nh4KI7Bn2FVYLNBYoBHNHyuIv+gNysBkrKXD5XWCBLWyXUtKkVk3ZTLdYTodq2fgPbWr7BRs2N6+w6xt+xNERJl6vqr7CkTvnMmTq5/prc58vngqPGL15Jq+S11HTKo0q5p1hf1SikIy5WZqmatonz3BdACFWTvpNQsQPfX19VTuDMs7Vz5YF6UWxNF2rS08Z0ZGTHews+rJRBB6nQUfAhcvvMXueKrPr4TVdUczoD8BBUX5qwyTrSnjncx0kti6d4efmN7liTTGtdob8erxx8A57YEYvMXoej490+3iYqKe7hJf+iNms4nWSsQEMZMjyqt3QuXBi3oGNgnEwMKlWvjzn/gIw6WhnooxM6yHLC+taOhnQKMYj2NRmr3fROWz9e66zNeXlLBLs0B5z9/SA36uZzXN3dbyfiknEiWFJ3veR5kJOgpXUGP5ufdVkL2MGvbI/Pdlve7cu/dN20nkvUFBeOiMQN77wW0ozXL+U//sbDfQLkS0TkDRYn89XmeAta3G4cKA7FSII3Yz6+TrqZslunbGdDLGuUBlclyhqi2tKJaSyT0dOCbDASz37YOnSy3RWF160qKlxFKsszPmt+XrjWKsclcy76OXtVOxt6O/neyoC581JelN6ryz3LA+ttCd1mJiZ4BiRqvJkgbHipNFVUaKscWJI1QNzgcmoy0uX7lEtMsuFRxa2+uKIw5PR5qMuXujJaXM8PIFfmLnBtI0MGtJowlvS2Xl18pl8N5pOBZnfCKOcaK6jrz0b5hu7dB1iZiEnKTHBpzLhGC0B1nAW3oPW1hdGXBkY8PERjwueOq6Zri0bIh/ptBuNbuQenC3KFo7VEWpbDfzFebX1BnPoAf9ikGbr1k1/nYQac25ndSd6jzan0suukMl5TivXPUL6UGN91lwhbOyMVN5rAAewmQ86a9Hf6cWUx8PGA+ZEShbvK8pNSu2V1BkjyfG3O0yHKxX+tWLDantyDiawZClpVWWltfwVUXbanGQC566aiAnNjdv08XWCDXG606JNkViSnTtzNJQqPpwsbRq0HG+AjytZRhi26mGIebue9OH69rercw54YJu0JgzjmTPSxY+BEgtQXRR+OBJCYKVNafeEBohJqaeTposJEolZShGQTa3uA6OumnU0JlaT0yRixfP0cbUF3ENl+Z3R0U7BJ8zMp2xeXUXEH702lmaypPrChzs4LlTNbqxYzQFZcgpsZIiPxxM9o2MXH6Z2cV3mM702ne5bDIN1asAg0qjsuJJdCapUDCNUyeOAUII5oWJFnN5F6y4Kxt5x/X3w3y+Pq62WMP+vqQAFxefaTOIgoxFE6A8piezFfsURK/PdGUkt0heaFpih0MBAsQyPg7DhHKyNDLGLugWAOjcpycRx3Q63hNaSwn53mc8ZEZgXrc/d5CxR+bG8N3+jizWCyAZY0/jcW3QmKi9FhiVho3jiXacXVpeYWVljdCs4EPN1uZNvHhFs8URmMuLpZzxVQAzMDlqtgBxemrFaMKgWgSkkuO1gokitEnrD4I4lRVral3MKdEmi/dS18uEk4WmCuSo5cEpzghO5c9CVdN2lnGQAE5xjFCJ9R7ItLMxbWcauRnlp4viE+gZQ1zo9+d8jQ8VWeDC+bNMZ61RpqGp95reOMu4JLjZhOloyvjulJUr56CqFEOJkVvDVbKFZ1WlGZq6Vs7FDw8D61lDESfguzHtma8wmoyYzVpjWs4zLbWHYaMAYbBqwW7uxeM8HD12mJTBh5q0QCbxpswkigr29OpyyPTuchEfMeyj8Dr0PUpIIb0xofxtynsMgZh6lRQcqRiOjAHXJc6HXNLe4pUxWIhLAoshcfma+maqJdQoHZOF2Ww2B9T7XYRlRB60dx4yI1AO1DJETBBk4efi4pR+7sVoJMFqA4yqil6kaAh+jNpsNKbMdKKabOvrG6weWqMKgWwVYTs7dxWBtxsdc9I6gAx14fSLFpcop13BIgk9i98AvHkfg5g11aWW3UpLRV9bZavslMROmKj8+tJHTnPjnjibUg+GWrNgxSSKFGvzEe8CnUrX0tlG0mIh3Whd11H6O6TYEm3RONEsiZbsVpAzN66cZ7w7os0Z76GpFsMwFUFBHFXbwXTG7pW75O1tcqgo6OflwQpVFZhOVccgZxjUNc47/nIFjRcagQpwOeFe+yo7oxHT6UQFV+OcQegdDGvVHFTikLEyLaXnPRw9utGHh740anF6T3CeKtT4XrY+G4A6N27ZalNKODVfl/bZbWOm4nXZ4TB35Y0WLsoXkDIB22Ypd/b6SXsboPxExQCUAzB/n1icCM1UkXtdwWTrPVkmTPAgnq6dLWRw9CP0++TBJ+jDYQQKflnAEhHtyJszhCwL7tIC1tkbSDUdKudlOfu+x70YeGTuoAi5m5GAwdISS6trBBfUjcodITRMx9uMx7sUGmjwnmnUdEwVKsUWnN7kmAszDTu5dFOLq3DiNRxI2gIsW0V3EvVYSImQIXZ6g4Pe+Z7IpOrDVrtgasgpTWlqTTtKahVsihHvKs0MWBvuZMBRcT+dGciMAoaqOB4gBOuZ4EjZNo3XBXX18ttsj0e0bSZU1ly1jAxSC9k7fMq46QR37Qa0M6t00/Tq3bWjjGct2SlxKXhNm644+GxuWcIx9IHaCobSlTe5duUq29Mpk1a1/LWlg9YODBvzBgyAVy6Beo/Ow6Onj5ON1BWcU9l4MyIuOzXSPWnL965lElR0xLmFj7jQxaj0mkBTi1BO5PkoRDT9YwOrSzxKyShoGJOS1n7o/xrOlcY76mE43dhZwzaXs6Uarb8F4Eq6kggGGBfJ+3ff8A92BeS9LMS/qyEiN4Fd4NZ+z+XbGEf5cM8fPvyf4cM+f/i3+xmeyDkfu//Bh8IIAIjIcznnT+33PP7/jg/7/OHD/xk+7POH/fkMD0U4cDAOxsHYv3FgBA7GwfgOHw+TEfj5/Z7Atzk+7POHD/9n+LDPH/bhMzw0mMDBOBgHY3/Gw+QJHIyDcTD2Yey7ERCR/1BEXheRsyLys/s9nw86ROQdEXnR2rI9Z49tiMjvisib9vXwfs9zcYjIPxGRGyLy0sJj7zpn0fEP7b6cEZFP7t/M+7m+2/x/TkQuy94WeeV3/53N/3UR+cv7M+v5EJHHRORLIvKKiLwsIn/LHt/fe9ATIvbhH6pw9RbwNFADLwDP7uecvoW5vwMcve+xvw/8rH3/s8Df2+953je/HwI+Cbz0fnMGfhz4bZRl8hngjx/S+f8c8F+/y3OftfXUAE/ZOvP7PP9TwCft+1XgDZvnvt6D/fYEvh84m3N+O+c8A34F+Nw+z+nbGZ8Dftm+/2Xgr+zjXL5p5Jz/ALhz38MPmvPngH+WdXwVWBdrRb9f4wHzf9D4HPArOedpzvkc2iD3+/+tTe4DjJzz1Zzz1+37beBV4DT7fA/22wicBi4u/HzJHvswjAz8axH5UxH56/bYiTxvw34NOLE/U/uWxoPm/GG6N3/T3OV/shCCPdTzF5EngU8Af8w+34P9NgIf5vHZnPMngR8DflpEfmjxl1n9uQ9V6uXDOGfgHwMfAf494Crwv+7vdN5/iMgK8K+An8k5by3+bj/uwX4bgcvAYws/P2qPPfQj53zZvt4Afg11Na8Xd82+3ti/GX7g8aA5fyjuTc75es45Zi21+wXmLv9DOX8RqVAD8C9yzr9qD+/rPdhvI/A14BkReUpEauAngS/s85zed4jIsoislu+BvwS8hM798/a0zwO/vj8z/JbGg+b8BeCnDKH+DHBvwWV9aMZ9MfJfRe8D6Px/UkQaEXkKeAb4k3/X81scorXFvwi8mnP+Bwu/2t97sJ9o6QIC+gaK3v6d/Z7PB5zz0yjy/ALwcpk3cAT4IvAm8HvAxn7P9b55/0vUZW7R+PK/etCcUUT6H9l9eRH41EM6///d5nfGNs2phef/HZv/68CPPQTz/yzq6p8BvmH/fny/78EBY/BgHIzv8LHf4cDBOBgHY5/HgRE4GAfjO3wcGIGDcTC+w8eBETgYB+M7fBwYgYNxML7Dx4EROBgH4zt8HBiBg3EwvsPHgRE4GAfjO3z8fzIrWHLtB4q2AAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Predict : person\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "predict_test_img('./img/person.jpg')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:keras] *", + "language": "python", + "name": "conda-env-keras-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Lecture10 - Covert to Caffe.ipynb b/Lecture10 - Covert to Caffe.ipynb new file mode 100644 index 0000000..b0998e9 --- /dev/null +++ b/Lecture10 - Covert to Caffe.ipynb @@ -0,0 +1,385 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "# 모바일넷을 이용한 이미지분류\n", + "(Image Classification using Mobilenet)\n", + "\n", + "
성 민 석
(Minsuk Sung)
\n", + "\n", + "\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "toc": true + }, + "source": [ + "

강의목차

\n", + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 필요한 라이브러리 및 옵션\n", + "\n", + "### 기본 라이브러리(Library)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import glob\n", + "import random\n", + "import itertools\n", + "from pathlib import Path\n", + "from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from collections import Counter" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "from PIL import Image\n", + "from PIL import ImageFont\n", + "from PIL import ImageDraw\n", + "from IPython.display import SVG\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import LabelEncoder\n", + "import xml.etree.ElementTree as ET\n", + "from xml.etree.ElementTree import Element, ElementTree" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Keras, Tensorflow와 손을 잡다!\n", + "\n", + "> Tensorflow + Keras = tf.Keras !!\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:516: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:517: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:518: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:519: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:520: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorflow/python/framework/dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:541: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:542: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:543: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:544: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:545: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n", + "/home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/tensorboard/compat/tensorflow_stub/dtypes.py:550: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n", + " np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n" + ] + } + ], + "source": [ + "import keras\n", + "import tensorflow as tf\n", + "from tensorflow.keras.datasets import mnist,cifar10\n", + "from tensorflow.keras.preprocessing.image import load_img,img_to_array,ImageDataGenerator\n", + "from tensorflow.keras.applications import MobileNet, MobileNetV2\n", + "from tensorflow.keras.models import Model,Sequential\n", + "from tensorflow.keras.layers import Dense, Conv2D, Flatten, Dropout, MaxPooling2D, Conv2D,GlobalAveragePooling2D\n", + "from tensorflow.keras.optimizers import RMSprop, Adam\n", + "from tensorflow.keras.utils import to_categorical,plot_model\n", + "from tensorflow.keras.losses import categorical_crossentropy\n", + "from tensorflow.keras.callbacks import Callback\n", + "from tensorflow.python.client import device_lib" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 신경망 구현 순서¶\n", + "Keras 를 사용하면 다음과 같은 순서로 신경망을 구성할 수 있다.\n", + "\n", + "1. Sequential 모형 클래스 객체 생성\n", + "\n", + "\n", + "2. add 메서드로 레이어 추가.\n", + "\n", + " - 입력단부터 순차적으로 추가한다.\n", + " - 레이어는 출력 뉴런 갯수를 첫번째 인수로 받는다.\n", + " - 최초의 레이어는 input_dim 인수로 입력 크기를 설정해야 한다.\n", + " - activation 인수로 활성화함수 설정\n", + "\n", + "\n", + "3. compile 메서드로 모형 완성.\n", + "\n", + " - loss인수로 비용함수 설정\n", + " - optimizer 인수로 최적화 알고리즘 설정\n", + " - metrics 인수로 트레이닝 단계에서 기록할 성능 기준 설정\n", + "\n", + "\n", + "4. fit 메서드로 트레이닝\n", + "\n", + " - nb_epoch 로 에포크(epoch) 횟수 설정\n", + " - batch_size 로 배치크기(batch size) 설정\n", + " - verbose는 학습 중 출력되는 문구를 설정하는 것으로, 주피터노트북(Jupyter Notebook)을 사용할 때는 verbose=2로 설정하여 진행 막대(progress bar)가 나오지 않도록 설정한다." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 옵션(Option)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[name: \"/device:CPU:0\"\n", + "device_type: \"CPU\"\n", + "memory_limit: 268435456\n", + "locality {\n", + "}\n", + "incarnation: 11731591862994295169\n", + ", name: \"/device:XLA_CPU:0\"\n", + "device_type: \"XLA_CPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 3943526494813610468\n", + "physical_device_desc: \"device: XLA_CPU device\"\n", + ", name: \"/device:GPU:0\"\n", + "device_type: \"GPU\"\n", + "memory_limit: 7441966695\n", + "locality {\n", + " bus_id: 1\n", + " links {\n", + " }\n", + "}\n", + "incarnation: 11748064125134070027\n", + "physical_device_desc: \"device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1\"\n", + ", name: \"/device:XLA_GPU:0\"\n", + "device_type: \"XLA_GPU\"\n", + "memory_limit: 17179869184\n", + "locality {\n", + "}\n", + "incarnation: 17292082330723924542\n", + "physical_device_desc: \"device: XLA_GPU device\"\n", + "]\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:174: The name tf.get_default_session is deprecated. Please use tf.compat.v1.get_default_session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:181: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:186: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n", + "\n", + "WARNING:tensorflow:From /home/minsuk/anaconda3/envs/keras/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:190: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "['/job:localhost/replica:0/task:0/device:GPU:0']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\"\n", + "%matplotlib inline\n", + "print(device_lib.list_local_devices())\n", + "keras.backend.tensorflow_backend._get_available_gpus()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 학습된 가중치 변환하기\n", + "\n", + "![](http://www.deepvisionconsulting.com/wp-content/uploads/2018/02/keras2caffe-300x99.png)\n", + "\n", + "GitHub : https://github.com/uhfband/keras2caffe" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## Intel NUC에서 추론하기\n", + "\n", + "![](https://chaoscomputers.co.za/dev/wp-content/uploads/2019/02/Intel-NUC-Desktop-Computer-Celeron-J3455-6-370x370.jpg)\n", + "\n", + "이제 이렇게 변환된 `.caffemodel`을 통해서 `OpenVINO`를 이용하여 추론을 해보도록 합시다.\n", + "\n", + "![](https://www.learnopencv.com/wp-content/uploads/2018/11/openvino-5.png)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n", + "\n", + "## 참고" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Intel\n", + " - https://www.intel.co.kr/\n", + "- Intel OpenVINO\n", + " - https://software.intel.com/en-us/openvino-toolkit\n", + "- MNIST\n", + " - http://yann.lecun.com/exdb/mnist/\n", + "- CIFAR10\n", + " - https://www.cs.toronto.edu/~kriz/cifar.html\n", + "- ImageNet\n", + " - http://www.image-net.org\n", + "- Tensorflow\n", + " - https://www.tensorflow.org/?hl=ko\n", + "- Keras\n", + " - https://keras.io/\n", + " - https://tensorflow.blog/2019/03/06/tensorflow-2-0-keras-api-overview/\n", + " - https://tykimos.github.io/2017/02/22/Integrating_Keras_and_TensorFlow/\n", + " - https://tykimos.github.io/2017/03/08/CNN_Getting_Started/\n", + " - https://raw.githubusercontent.com/keras-team/keras-docs-ko/master/sources/why-use-keras.md\n", + "- Keras to Caffe\n", + " - https://github.com/uhfband/keras2caffe\n", + " - http://www.deepvisionconsulting.com/from-keras-to-caffe/\n", + "- Fully Connected Layer\n", + " - https://sonofgodcom.wordpress.com/2018/12/31/cnn%EC%9D%84-%EC%9D%B4%ED%95%B4%ED%95%B4%EB%B3%B4%EC%9E%90-fully-connected-layer%EB%8A%94-%EB%AD%94%EA%B0%80/\n", + "- Convultional Nueral Network\n", + " - http://aikorea.org/cs231n/convolutional-networks/\n", + " - http://cs231n.stanford.edu/\n", + "- CNN Models\n", + " - https://ratsgo.github.io/deep%20learning/2017/10/09/CNNs/\n", + "\n", + "- VOC2012\n", + " - https://blog.godatadriven.com/rod-keras-multi-label\n", + " - https://gist.github.com/rragundez/ae3a17428bfec631d1b35dcdc6296a85#file-multi-label_classification_with_keras_imagedatagenerator-ipynbhttps://fairyonice.github.io/Part_5_Object_Detection_with_Yolo_using_VOC_2012_data_training.html\n", + " - http://research.sualab.com/introduction/2017/11/29/image-recognition-overview-1.html" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.9" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": true, + "title_cell": "강의목차", + "title_sidebar": "강의목차", + "toc_cell": true, + "toc_position": { + "height": "calc(100% - 180px)", + "left": "10px", + "top": "150px", + "width": "256px" + }, + "toc_section_display": true, + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}