{"cells":[{"cell_type":"markdown","metadata":{},"source":["# Proyecto\n","### Introducción\n","Deep Learning es una rama de la informática que en la última década ha generado mucha inversión e investigación por parte de compañías privadas en países primer mundistas, es una rama que se ha vuelto muy popular por su capacidad de resolver problemas de clasificación y regresión de manera rápida y eficiente. En este proyecto se pretende mostrar como se puede utilizar Deep Learning para resolver un problema de clasificación de imágenes, en este caso se pretende clasificar imágenes de perros y gatos.\n","\n","El deep learning es una rama del machine learning basada en las redes neuronales artificiales, que se utilizan para modelar abstracciones de alto nivel en los datos. El deep learning es uno de los mejores campos de las ciencias de la computación en la actualidad porque puede utilizarse para resolver problemas complejos que los métodos tradicionales no pueden. Por ejemplo, el deep learning puede utilizarse para el reconocimiento de imágenes y el procesamiento del lenguaje natural.\n","\n","En el deep learning intervienen muchas matemáticas, como el álgebra lineal, el cálculo y la probabilidad. Los algoritmos de deep learning también dependen en gran medida de las operaciones matriciales.\n","\n","Ya que en el semestre hemos visto estadística y probabilidad, y por el hecho de que en los anteriores semestres se ha visto álgebra lineal y cálculo, se puede decir que se tiene la base matemática necesaria para entender el deep learning.\n","\n","### Objetivos\n","* Entender el funcionamiento de las redes neuronales artificiales.\n","* Utilizar una data real para entrenar una red neuronal.\n","* Utilizar el lenguaje de programación Python y la librería fastai para entrenar una red neuronal por encima de la API de pytorch.\n","* Entender como es que las computadoras pueden aprender a clasificar imágenes."]},{"cell_type":"markdown","metadata":{},"source":["### Como las computadoras aprenden a clasificar imágenes y Software 2.0\n","\n","**Software 2.0**\n","\n","Andrej Karpathy, exdirector de Inteligencia Artificial en Tesla escribió un artículo acerca de [Software 2.0](https://karpathy.medium.com/software-2-0-a64152b37c35), explicando en detalle que en un futuro existirá una revolución en donde los desarrolladores dejaran de programar manualmente y se hará la transición a escribir código que escriba código. Esto se relaciona al Deep Learning, ya que el Deep Learning será protagonista de esta revolución, puesto que el Deep Learning es un tipo de software que es capaz de aprender a partir de datos, y que es capaz de hacer que las computadoras puedan cobrar vida propia y tener como la palabra bien lo dice, inteligencia artificial.\n","\n","**Como las computadoras aprenden a clasificar imagenes**\n","\n","Visión Artificial o Computer Vision es un término general para explicar como es que las computadoras pueden procesar data en imágenes.\n","\n","La manera en la que una computadora puede entender que es lo que está en una imagen es a través de los píxeles, es decir los números, los píxeles son la unidad más pequeña en una imagen, cada pixel es contiene diferentes valores de color, y estos valores de color son los que la computadora utiliza para clasificar la imagen. Los valores son representados con números.\n","\n","![img.png](img.png)"]},{"cell_type":"markdown","metadata":{},"source":["### Explicación\n","**PyTorch**\n","\n","PyTorch es una librería inventada por el laboratorio de Inteligencia Artificial en Meta, anteriormente conocida como Tesla. Dentro del laboratorio trabajan pioneros en el campo del Deep Learning, como Yann Lecun que gano el premio Turing por sus contribuciones en redes neuronales convolucionales.\n","\n","Pytorch es una librería fácil de utilizar y que permite crear redes neuronales de manera rápida y eficiente, además de que permite utilizar la GPU para entrenar las redes neuronales, lo que permite entrenarlas mucho más rápido. \n","\n","Muchas compañías de tecnología como Facebook, Uber, Twitter, Pinterest, Snapchat, LinkedIn, Airbnb, Yelp, y muchas otras han adoptado PyTorch para sus proyectos de Deep Learning.\n","\n","**Fastai**\n","\n","Fastai es una librería que se utiliza para poder demostrar conceptos de Deep Learning de manera rápida y sencilla, esta librería funciona por encima de Pytorch, lo que quiere decir que muchas de las cosas que se hacen en Pytorch se las puede hacer con fastai de manera mucho más fácil.\n","\n","**HuggingFace**\n","\n","HuggingFace es lo que sería equivalente a GitHub, pero exclusivamente para modelos de Deep Learning, en esta plataforma se pueden encontrar modelos de Deep Learning ya entrenados para poder utilizarlos en nuestros proyectos, además de que se pueden subir modelos entrenados por nosotros para que otros puedan utilizarlos, es una plataforma donde podemos crear repositorios con nuestros propios proyectos de Deep Learning, en nuestro proyecto haremos una demostración de como una computadora puede aprender a clasificar imágenes de perros y gatos.\n","\n","Para poder ver la demostración de nuestro proyecto se lo podrá ver en el siguiente [link](https://huggingface.co/spaces/slf188/Proyecto/tree/main) o escaneando el siguiente código QR.\n","\n","![qr.png](qr.png)"]},{"cell_type":"markdown","metadata":{},"source":["### Herramientas utilizadas\n","\n","[Pytorch](https://pytorch.org/)\n","\n","[Fastai](https://www.fast.ai/)\n","\n","[HuggingFace](https://huggingface.co/)\n","\n","[VSCode](https://code.visualstudio.com/)\n","\n","[Kaggle](https://www.kaggle.com/)\n","\n","[Git-lfs](https://git-lfs.github.com/)\n","\n","### Lenguajes utilizados\n","\n","[Python](https://www.python.org/)\n","\n","[Markdown](https://www.markdownguide.org/)\n","\n","[Shell](https://www.shellscript.sh/)"]},{"cell_type":"code","execution_count":18,"metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2022-11-25T04:51:35.107321Z","iopub.status.busy":"2022-11-25T04:51:35.106779Z","iopub.status.idle":"2022-11-25T04:51:48.198764Z","shell.execute_reply":"2022-11-25T04:51:48.197073Z","shell.execute_reply.started":"2022-11-25T04:51:35.107274Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Requirement already satisfied: 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prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8->fastbook) (0.2.5)\n","Requirement already satisfied: click<9.0.0,>=7.1.1 in /opt/conda/lib/python3.7/site-packages (from typer<0.5.0,>=0.3.0->spacy<4->fastai>=2.6->fastbook) (8.0.4)\n","Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.7/site-packages (from jinja2->spacy<4->fastai>=2.6->fastbook) (2.1.1)\n","Requirement already satisfied: pandocfilters>=1.4.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.5.0)\n","Requirement already satisfied: beautifulsoup4 in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (4.11.1)\n","Requirement already satisfied: mistune<2,>=0.8.1 in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.8.4)\n","Requirement already satisfied: defusedxml in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.7.1)\n","Requirement already satisfied: nbclient<0.6.0,>=0.5.0 in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.5.13)\n","Requirement already satisfied: testpath in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.6.0)\n","Requirement already satisfied: bleach in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (5.0.1)\n","Requirement already satisfied: jupyterlab-pygments in /opt/conda/lib/python3.7/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.2.2)\n","Requirement already satisfied: fastjsonschema in /opt/conda/lib/python3.7/site-packages (from nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.15.3)\n","Requirement already satisfied: jsonschema>=2.6 in /opt/conda/lib/python3.7/site-packages (from nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (4.6.1)\n","Requirement already satisfied: argon2-cffi-bindings in /opt/conda/lib/python3.7/site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (21.2.0)\n","Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.18.1)\n","Requirement already satisfied: importlib-resources>=1.4.0 in /opt/conda/lib/python3.7/site-packages (from jsonschema>=2.6->nbformat->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (5.8.0)\n","Requirement already satisfied: cffi>=1.0.1 in /opt/conda/lib/python3.7/site-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (1.15.0)\n","Requirement already satisfied: soupsieve>1.2 in /opt/conda/lib/python3.7/site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.3.1)\n","Requirement already satisfied: webencodings in /opt/conda/lib/python3.7/site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (0.5.1)\n","Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8->fastbook) (2.21)\n","\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n","\u001b[0m"]}],"source":["# Instalamos la libreria fastbook que incluye fastai\n","!pip install fastbook"]},{"cell_type":"code","execution_count":19,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T04:51:48.202605Z","iopub.status.busy":"2022-11-25T04:51:48.202095Z","iopub.status.idle":"2022-11-25T04:51:48.211290Z","shell.execute_reply":"2022-11-25T04:51:48.209841Z","shell.execute_reply.started":"2022-11-25T04:51:48.202554Z"},"trusted":true},"outputs":[],"source":["# importamos todas las librerias de fastbook\n","from fastbook import *"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T04:51:50.335295Z","iopub.status.busy":"2022-11-25T04:51:50.334900Z","iopub.status.idle":"2022-11-25T04:51:56.460828Z","shell.execute_reply":"2022-11-25T04:51:56.459574Z","shell.execute_reply.started":"2022-11-25T04:51:50.335264Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["https://unionlakepetservices.com/wp-content/uploads/2019/05/ULPS-Ears-AdobeStock_207410873.jpg\n"]}],"source":["# utilizamos la funcion search_images_ddg que busca imagenes con el buscador duckduckgo\n","# recolectamos 150 imagenes de perros\n","results = search_images_ddg('dog', max_images=150)\n","# aqui vemos cuantas imagenes sostiene results\n","len(results)\n","# aqui vemos el url que sostiene el primer elemento de la variable results\n","print(results[0])"]},{"cell_type":"code","execution_count":27,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:09.496375Z","iopub.status.busy":"2022-11-25T05:10:09.495020Z","iopub.status.idle":"2022-11-25T05:10:09.501623Z","shell.execute_reply":"2022-11-25T05:10:09.500345Z","shell.execute_reply.started":"2022-11-25T05:10:09.496329Z"},"trusted":true},"outputs":[],"source":["# la libreria requests lo que hace es recuperar el url\n","import requests\n","# BytesIO es una liberia que nos ayuda a procesar los contenidos de un url\n","from io import BytesIO"]},{"cell_type":"code","execution_count":29,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:29.300157Z","iopub.status.busy":"2022-11-25T05:10:29.298763Z","iopub.status.idle":"2022-11-25T05:10:29.305325Z","shell.execute_reply":"2022-11-25T05:10:29.303971Z","shell.execute_reply.started":"2022-11-25T05:10:29.300104Z"},"trusted":true},"outputs":[],"source":["# aqui podemos ver la primera imagen de las imagenes que conseguimos con el buscador ddg\n","# url = requests.get(results[0])\n","# img = Image.open(BytesIO(url.content))\n","# img.to_thumb(128,128) "]},{"cell_type":"code","execution_count":30,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:30.853684Z","iopub.status.busy":"2022-11-25T05:10:30.853261Z","iopub.status.idle":"2022-11-25T05:10:30.863050Z","shell.execute_reply":"2022-11-25T05:10:30.861692Z","shell.execute_reply.started":"2022-11-25T05:10:30.853648Z"},"trusted":true},"outputs":[],"source":["# aqui guardaremos la foto de un perro\n","ims = ['https://cdn.shopify.com/s/files/1/1415/0728/files/download_13.jpg?v=1627313576']"]},{"cell_type":"code","execution_count":31,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:33.542496Z","iopub.status.busy":"2022-11-25T05:10:33.542063Z","iopub.status.idle":"2022-11-25T05:10:34.235541Z","shell.execute_reply":"2022-11-25T05:10:34.234624Z","shell.execute_reply.started":"2022-11-25T05:10:33.542461Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n","
\n"," \n"," 100.90% [81920/81186 00:00<00:00]\n","
\n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/plain":["Path('images/springer.jpg')"]},"execution_count":31,"metadata":{},"output_type":"execute_result"}],"source":["# para guardar la imagen que acabamos de guardar haremos lo siguiente\n","# proveeremos la carpeta donde guardaremos la img\n","dest = 'images/springer.jpg'\n","download_url(ims[0], dest)"]},{"cell_type":"code","execution_count":32,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:39.041115Z","iopub.status.busy":"2022-11-25T05:10:39.040709Z","iopub.status.idle":"2022-11-25T05:10:39.125246Z","shell.execute_reply":"2022-11-25T05:10:39.123677Z","shell.execute_reply.started":"2022-11-25T05:10:39.041080Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"execution_count":32,"metadata":{},"output_type":"execute_result"}],"source":["# aqui podemos abrir la imagen que acabamos de guardar\n","im = Image.open(dest)\n","im.to_thumb(128,128)"]},{"cell_type":"code","execution_count":33,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:41.358377Z","iopub.status.busy":"2022-11-25T05:10:41.357442Z","iopub.status.idle":"2022-11-25T05:10:41.363749Z","shell.execute_reply":"2022-11-25T05:10:41.362488Z","shell.execute_reply.started":"2022-11-25T05:10:41.358332Z"},"trusted":true},"outputs":[],"source":["# aqui guardamos las categorias del proyecto\n","gatos_perros = 'cat', 'dog'\n","# aqui creamos la carpeta gatos_perros\n","path = Path('gatos_perros')"]},{"cell_type":"code","execution_count":34,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:45.011502Z","iopub.status.busy":"2022-11-25T05:10:45.010697Z","iopub.status.idle":"2022-11-25T05:10:45.019876Z","shell.execute_reply":"2022-11-25T05:10:45.018731Z","shell.execute_reply.started":"2022-11-25T05:10:45.011461Z"},"trusted":true},"outputs":[],"source":["# creamos una carpeta gatos_perros que guardara un total de 400 imagenes de gatos y de perros\n","if not path.exists():\n"," for o in gatos_perros:\n"," dest = (path/o)\n"," dest.mkdir(exist_ok=True, parents=True)\n"," results = search_images_ddg(f'{o} photos')\n"," download_images(dest, urls=results[:200])\n"," resize_images(dest, max_size=400, dest=dest)"]},{"cell_type":"code","execution_count":35,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:48.912562Z","iopub.status.busy":"2022-11-25T05:10:48.911424Z","iopub.status.idle":"2022-11-25T05:10:48.925968Z","shell.execute_reply":"2022-11-25T05:10:48.924773Z","shell.execute_reply.started":"2022-11-25T05:10:48.912505Z"},"trusted":true},"outputs":[{"data":{"text/plain":["(#384) [Path('gatos_perros/dog/cdb60562-a6f0-424d-a0a3-832132a0ba93.jpg'),Path('gatos_perros/dog/598d50d0-82f2-4d2c-8f10-d9558eae4657.jpg'),Path('gatos_perros/dog/df3d5f9a-686c-4f35-91b9-0253cb5ee494.jpg'),Path('gatos_perros/dog/c14e0d08-fd99-40f2-b141-027e37c9c62e.jpg'),Path('gatos_perros/dog/c5cfba46-689f-4639-a205-5058a16f6e7b.jpg'),Path('gatos_perros/dog/a85415df-f37c-4766-87f2-a49c06946126.jpg'),Path('gatos_perros/dog/6e518ec7-44c8-4d0e-a395-671676f8d494.jpg'),Path('gatos_perros/dog/0556c5ea-1f5d-46f5-bad9-270d1b70eae2.jpg'),Path('gatos_perros/dog/d58f41a9-8c36-4b0e-9ae1-c911ad620647.jpg'),Path('gatos_perros/dog/aed58e6e-8f52-41ef-b147-f0fd47452b2e.jpg')...]"]},"execution_count":35,"metadata":{},"output_type":"execute_result"}],"source":["# aqui podemos conseguir las imagenes que han sido guardadas en la carpeta gatos_perros\n","fns = get_image_files(path)\n","fns"]},{"cell_type":"code","execution_count":36,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:50.724119Z","iopub.status.busy":"2022-11-25T05:10:50.723739Z","iopub.status.idle":"2022-11-25T05:10:51.807974Z","shell.execute_reply":"2022-11-25T05:10:51.806312Z","shell.execute_reply.started":"2022-11-25T05:10:50.724089Z"},"trusted":true},"outputs":[{"data":{"text/plain":["(#0) []"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["# la libreria fastai nos ayuda a encontrar imagenes estropeadas\n","failed = verify_images(fns)\n","failed"]},{"cell_type":"code","execution_count":37,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:53.574744Z","iopub.status.busy":"2022-11-25T05:10:53.574332Z","iopub.status.idle":"2022-11-25T05:10:53.584261Z","shell.execute_reply":"2022-11-25T05:10:53.582846Z","shell.execute_reply.started":"2022-11-25T05:10:53.574707Z"},"trusted":true},"outputs":[{"data":{"text/plain":["(#0) []"]},"execution_count":37,"metadata":{},"output_type":"execute_result"}],"source":["# en caso de que si existan imagenes que esten estropeadas, fastai tiene una libreria que las desvincula\n","failed.map(Path.unlink)"]},{"cell_type":"code","execution_count":38,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:10:56.378149Z","iopub.status.busy":"2022-11-25T05:10:56.376742Z","iopub.status.idle":"2022-11-25T05:10:56.449478Z","shell.execute_reply":"2022-11-25T05:10:56.448421Z","shell.execute_reply.started":"2022-11-25T05:10:56.378095Z"},"trusted":true},"outputs":[],"source":["# un datablock es donde nosotros podemos pasar los argumentos\n","# necesarios para que podemos crear un modelo de vision artificial\n","final = DataBlock(\n"," # ImageBlock significa que vamos a trabajar con imagenes\n"," # CategoryBlock lo que hace es que podremos identificar a que categoria pertenece una imagen\n"," blocks=(ImageBlock, CategoryBlock),\n"," get_items=get_image_files,\n"," # un splitter hace que 20% de la data que conseguimos la utilizemos para entrenar\n"," # 80% de la data sera para validar que nuestro modelo funciona de manera correcta\n"," splitter=RandomSplitter(valid_pct=0.2, seed=42),\n"," get_y=parent_label,\n"," # aqui precisamos el tamano de las imagenes\n"," item_tfms=Resize(128, method='squish')\n",").dataloaders(path)"]},{"cell_type":"code","execution_count":40,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:11:05.787285Z","iopub.status.busy":"2022-11-25T05:11:05.786813Z","iopub.status.idle":"2022-11-25T05:11:06.872724Z","shell.execute_reply":"2022-11-25T05:11:06.871008Z","shell.execute_reply.started":"2022-11-25T05:11:05.787245Z"},"trusted":true},"outputs":[{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["# si queremos mostrar una coleccion hacemos lo siguiente\n","final.show_batch(max_n=4, nrows=1)"]},{"cell_type":"code","execution_count":41,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:11:11.467946Z","iopub.status.busy":"2022-11-25T05:11:11.467539Z","iopub.status.idle":"2022-11-25T05:13:11.005301Z","shell.execute_reply":"2022-11-25T05:13:11.003489Z","shell.execute_reply.started":"2022-11-25T05:11:11.467915Z"},"trusted":true},"outputs":[{"name":"stderr","output_type":"stream","text":["Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-f37072fd.pth\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f8723a2dc9a847fbaf15c26b6af2f6e6","version_major":2,"version_minor":0},"text/plain":[" 0%| | 0.00/44.7M [00:00\n"," /* Turns off some styling */\n"," progress {\n"," /* gets rid of default border in Firefox and Opera. */\n"," border: none;\n"," /* Needs to be in here for Safari polyfill so background images work as expected. */\n"," background-size: auto;\n"," }\n"," progress:not([value]), progress:not([value])::-webkit-progress-bar {\n"," background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n"," }\n"," .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n"," background: #F44336;\n"," }\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochtrain_lossvalid_losserror_ratetime
01.0370470.8292600.22368400:16
"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n"," \n","
epochtrain_lossvalid_losserror_ratetime
00.4510690.4667450.13157900:23
10.3545150.2864730.13157900:23
20.2545640.1889600.10526300:24
30.2050560.1750170.10526300:24
"],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["# con solo una linea de codigo nosotros ya podremos entrenar nuestro modelo de deep learning \n","# fastai funciona encima de pytorch\n","# pytorch por tener una api facil de utilizar nos permite importar arquitecturas para entrenar modelos\n","# en este caso utilizaremos resnet18 que fue entrenado en ImageNet de Stanford\n","learn = vision_learner(final, resnet18, metrics=error_rate)\n","'''\n","entrenaremos por 4 epochs nuestro \n","modelo para ver que el indice de error baje hasta que sea optimo utilizar el modelo\n","'''\n","learn.fine_tune(4)"]},{"cell_type":"code","execution_count":42,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:13:15.065166Z","iopub.status.busy":"2022-11-25T05:13:15.064669Z","iopub.status.idle":"2022-11-25T05:13:21.214716Z","shell.execute_reply":"2022-11-25T05:13:21.212786Z","shell.execute_reply.started":"2022-11-25T05:13:15.065119Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["'''\n","no siempre los modelos van a ser perfectos, siempre tendran fallas\n","con una matriz de confusion podremos ver en donde es que nuestro modelo ha fallado\n","fallar me refiero a que el modelo confunde imagenes de perros y de gatos\n","'''\n","interp = ClassificationInterpretation.from_learner(learn)\n","interp.plot_confusion_matrix()"]},{"cell_type":"code","execution_count":43,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:13:28.318582Z","iopub.status.busy":"2022-11-25T05:13:28.317007Z","iopub.status.idle":"2022-11-25T05:13:29.238486Z","shell.execute_reply":"2022-11-25T05:13:29.236968Z","shell.execute_reply.started":"2022-11-25T05:13:28.318427Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA8MAAAD/CAYAAADVJQR9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9ebwt21rXB3+fMapqzrnW2nuf9ja0l+4CCuFG8Q0KCMqLiE0ERYNGFDXRj5jE1+41jYpGjbE3KiaaGDFGCMYGRGyIKIoRozQqXBpp7rkN99zT7W41c86qMcaTP55nVNVae+3m9OfsW7/9mXutNWdVzVGjRvO0v0dUlQULFixYsGDBggULFixYsODDCeH1bsCCBQsWLFiwYMGCBQsWLFjwWmNRhhcsWLBgwYIFCxYsWLBgwYcdFmV4wYIFCxYsWLBgwYIFCxZ82GFRhhcsWLBgwYIFCxYsWLBgwYcdFmV4wYIFCxYsWLBgwYIFCxZ82GFRhhcsWLBgwYIFCxYsWLBgwYcdFmV4wYIFC95EEBH11+/1vz9/9t7nvwLX/1q/1lMv91oPO0TkKe+rr3292/JmwSvZZyLylbOx/44Xc9xl43x5ngsWLFjw4YdFGV6wYMGCFwkR+faZcK0ikkXkJ0Tkm0XkZ7zGzbkN/D/+uv2gJ11Uqmf4Mb/W975iLbz8+6OIPC8if/bC+//TrG1Pi0jzEq5dn8+3v2INfvFt+Nci8nf896de7/ZchIj8/3zcvkVEfu+F8az+bL5TRH7l693WVwDPMc2R/T2O+14/5sfqG4uCvGDBggUPN160kLFgwYIFC0b0mAC9Aj4N+AXAzxWRz1bVf3nxYFfssqrqK9UAVf0e4LNewev9fuD3v1LXuwc+F3gc+Mb6hohsgC+fHfM24OcCf+c1aM8rBvc+fgbwZ+9z6OuJLwG+U1WfFZH5+/8aSMA7sXH1WSLyFlX9E3e7kIh0qtq/im19WVDVbwG+5QGO+9LXoDkLFixYsOANhMUzvGDBggUvHU+r6mep6r+PKRdgRsZfMQ/D9DDN92DK8zUAEflyEfkXInLqr38kIp89v7iIfK57GHci8r0XP/djLg2TFpGfKiLf6B6+vYi8V0S+uh4/u8RXz8NF7xI+GkXkt4nIu/1at729X3CXdnyliPwdETkTkfeIyK+7pO++BLgJfPvsvS/1/slMnulfc8k9v9U9yO8TkV5EnhWRb/bPFPg8P/Tz5uGxdwmXfce83f7ex4rI3xOR94vI1l/f795Uudieu9xbAf72Axxb7+kxEfmzfk+D39PXi8gnXLjvvyIiH/Tn8KyIfMfceysiv0VEfsDH1G1/Zn/pwnc9DnwOM0PEDF+qqj8N+ETgzN/7VX7evP9+mYh8l4j0wM/zzz9HRP6BiNzy9v2wiPw3ItJefsvyu0XkQ97WrxORa7MPf7uP/eveH8+JyN8UkXfepQt/koj8U58rPyIiXzq71oOGU49e4DougI/1j3/17BpfNPv9U2fn/1p/bysij9ztexYsWLBgwRsHizK8YMGCBa8uPgL4i5gi/CyAiPw24OuB/wB4GngB+FnAPxaRn+7HvBX4u5iHUTHv8999kC8UC9X+58AvAq4CPwJs/DtqWHXFT3D/sOg/D/wx4CcB7/d7+VnAt4rIF19y/F8AfjIwAO8A/oKIfMqFY34R8C2qmmbvVcX3HwD/g//+C0Xkidm9Pe7t/Q3ARwPvBU4xrzz+2bH/fsyDhcdexJOYRxrgB7E++8nAnwS+6gHO/xLc6/ogXyYia+CfAL8JGy//DriCecn/hYh8lB/654BfiT3T78eU1Z8BfL5f5xcCfwL4VKxf3o/1/1dc+MpfCEQuV4YfFH8FeLt/TzXE/GPg52CGgKcw7/IfAP63S87/JcBvA24BB8AvB/7n2eefjynkHwJ+CHgUM5Z8m/fXRfw14C3Y2PxE4P8UkU9/6bfHHhs31eP9PNNY+lbgR/39Xzs758v85zep6s2X8d0LFixYsOA1wqIML1iwYMFLx9vFvLvfy6RYJEzRrWiBr1LVT8aUhwH4ff7ZH1LVT8QUlm/1Y/9b/+yrgCNMEf4ZqvqTMOXhQfAHgA5TND5DVT8NeCvwW1T1e1R1Hlb9v7h3+9IQUfdMVoH/a7y9H4cp2MG/6yK+Cfh4LBQaP+7zZ9d8l9/zN87e+2jgZ/uf/xvwNzBlrwX+49m1fxOTt+4/VtVPUtWPA34qgN/b9/jn3+P39lmq+vRl93cX/Cjwcar60ar6U7Dn9k/9sy+/+2n39breDb8cC7MH+HJV/cnAT8M85E8Av8U/q17R36iqP1VV34E91z9z4fNvU9Wf5Ne5xtSvFV8CvFtVf5Q78bdE5F9ifXDg712mzP514KNV9ZOwMPbfh0VFvB/4eB/vf7je0yWK6R54px9XDR9fJiIf77//TuBRv49PZzJOfBRwR4QE8KdU9VMwg80ppuz/9kuOeyCo6tM+luq4+ZbZWFLMMAHwFSLSuFe7Rkp87Uv93gULFixY8NpiUYYXLFiw4KWjw7y7/x5G0vMtwOep6tzzusU9Xi5E/yTg0D/7rzwUM2MeNZjyf6vy8COqWr223/CA7foP/OffUtUfrN89u86LwU8Famjw1/m1jpnyeN8lIvHCOX/V7/UHZu+9dfb7lwA74O/P3vvV2J50C/OsnTAplPNQ6XpvT6nq19U3PXf6lcIA/P/FQssH7Pn8TP/sI+5z7kvxuv40/9ljRgBU9fuBf+vvf6b//Gb/+bUi8mMi8ncxD/kH/f1/4Nf4ArHw+H8O/Gm/HwBE5AAba3dr37u8PQn4F8Cvuku+8J9R1eJtzbN7+PuqesN//7rZ8Z/JeXz7zHNex7VgHniAj8EiJW6LSAH+r9m5lz2Db/C2fAD4v/29T7vkuFcKfwkz1rwVi0r4D7H14IOcb+uCBQsWLHgDYyHQWrBgwYKXjve6d+5eeK4qDZfghzDlb45XjFzrdcRNAFVNsxTbea7tl2Dey5PZe1/pP4+AD/l5K3/vM0TkXar6r19mu+Z9WxX4a5cc96eA/8R//xHgOvAJmJf2ouJ/EV/C3b2uLxf/DabofRGm6H0O8MXALwXeparfLyI/GfgVwL+Phdj/RuDXi8hnqep3YYrwhrsrwx+nqk89QFueeRn3cU+4d/gbMeXyGPhuTF55lx9yv2fwqkNVb4rI1wO/zl/ZP/rf3TiwYMGCBQveBFg8wwsWLFjw6uKicvtuJmKifwT89Bp+iSmEX+2ffb///EQPKwZTeh4E1TP9JXPCIRH5jNkxW/95yL3x3Uz38Mv9OleYcnT/9YsR/mViWv7G2Xs/E1M2wRSda/6a54ZW73C9t3eIyC+bXeNds2Nr/168t3kOb/2+y8LDq3f+W1X1nViI909cctw5PIDXNYjI+sIrAv/KP++wXFpE5NOwiAOA7/Kfnw38E1X9L1T1ZwO/3t//DBF5XEQ+CQsC+G897P1TsHznyEQq9iXAB1wxfjm4OK7rPfxcEXnUf/8Vs88vft/niciT/vt8XL8bU+Q7//uLnNDrD3Nv/FIAEfkILI8apjn0cnC3sQTwNf7zi5nCuP/yK/CdCxYsWLDgNcKiDC9YsGDBawhVPWPKGf4q4INiTNHPYmRNVYH4c1juYwD+uYi8myk39H74XVi47CPA94vI94nIh5hyM8G80gD/hYj8KxH57+7S3h8D/lf/8z8TkR8F3gN8EkaU9LsesE0VX8KdTMtV0b0BtKoq9QX8L/7ZfywiHaaAvNff+wZnDv4xpjzh+b19poj8WxGp4dj/D1C90V8vIv/0Lu2v4ck/R0R+GMuD/egHuLf7eV0/FzNCzF9fgeWYV8Xt//Bn/S8xJfZ5jLgL4L8HXhCRHxWR72Z6Lh/AvNefB/yoGNv092DP6Wq9J1e8fwGW0/1K46ux0OqPBn7c++131ntS1e+7cPwa+BE/ruZE/3VV/XFMIa4Glr8vIt/H/cf+bxWRH8Tm0BE2xv74y7khRx1Lv1hEvltmzNyedvCd2HNaAf9KVX/gkmssWLBgwYI3KBZleMGCBQteY6jqH8FIof4Fpqy8Ewst/su48qeqHwJ+PqaYRUy4/0UPeP1/jnnHvgnzDH4yRlj07bPD/gugKiifyUS+dBl+A/A7sBzgj8YE/38M/BxV/XsP0qYZvoQZ07KIHDF5Br/5Ars0wN/0n48Dv1BVX8A8t3+eiS35KueZtv8Y8A8xxffT/f5Q1euYd/uHMU9f5Dw5V8VvxfruBGN1/qNM+br3u7cX7XVV1R2myH4NRtj0TswQ8g3AZ3keLP73v/Q2fToWQvxNwBd7jvb3Yv21xxilr/h7v05V/y8uqe38SkFVvx1nGMdki4/DWLF/N16a6QL+BqasXsO8r98A/Kd+rR/CSNveg3mIn8ejEu6BX4bl7a+AHwP+I1X9t/c+5YHwu7B52gM/hSmXv+JrZr8vXuEFCxYseJNBbP9csGDBggULXl040/IzwH+pqn/s9W7PKwn3uj6DeUH/s9e7PZdBRP4URlT25CVGhwUvASLyU7BUgh3wkW5wWbBgwYIFbxIsBFoLFixYsOC1wuNYKab/4/VuyKuAx4E/i5UceqPiB4D/fFGEXz5E5FMxr3ctH/YXF0V4wYIFC958WDzDCxYsWLBgwYIFLwIi8vlYqsApVlLt1zgfwIIFCxYseBNhUYYXLFiwYMGCBQsWLFiwYMGHHRYCrQULFixYsGDBggULFixY8GGHRRlesGDBggULFixYsGDBggUfdliU4QULFixYsGDBggULFixY8GGHRRm+C0TkK0VkYdxcsOAhxDK/Fyx4OLHM7QULHl4s83vBq4GHVhkWkY8SEXXGx8s+/1ki8pzXhnxDQET+iYj85rt89otE5O+KyIdE5ExE3i0iv1lE5D7X1Lu8vmV2zM8UkW8Skff6Z7/rlWq3f/5OEfkH3u7nReR/EpHD+1zzUET+exH5cRHZicj3iciXXTjmi0TkO/2aOxH5MRH5AyLSvZj2L3jz4SGc328Xkb/q8zqJyD98wGs+ISJ/XkTeLyJbEfmXF/tERIKI/B4R+VE/5n0i8qfvNwcfpN3++UuZ3w/UJhE58HXgKRHpReQnROT3PEi7F7w5sczt8bwDEfmTPje2vr/9vov37WvA/ygiHxSRvYi8R0T+05fbbv/8VZvbs+N/koicyqLgfFhgmd/jeV8qIn9PTKZXEfmVlxzze+Vy+f0TX267/fMXPb/9vPuuOSLyVSLyA37tp0XkL4vIWx+k3a8HPpzrDH8p8LdVNb/eDQEQkSeBzwa+4i6HfD7wncDvB54Bfibw54A18Ifvcem3X/j7HX6deZ3PI6z+5NcBf+qVbLeIHAHfBvxb4GcAjwH/K/AI8OX3uPRfAD4L+A3AjwM/D/h6Ebmtqt/qx9wG/gfg+4Fj4N/38w6B3/Ji7mPBQ4c32/xeAdeBPwH8Uh5gbRYRAf4WsAH+I+A54FcDf19EPlNVv98P/W3Abwd+DfDdwCcDf8m/8ze8nHa/jPl93za5MPQtwFV/74exWr5P3KvNCx56PPRz2/FHgV8E/Frg3wGfic2RHfCH/LuPgH8K/ATwy4H3Ynv+fRWJ13Nuz77jAPhrwD8Cvvh+bV7wYYEPl/l9BPxL4M9j+/jd8BTw0y+899z9Lv5qze8HWXNE5JdisvlvBP4h8FHA/wT8b8AX3a/trwtU9Q37An4TpqTtgWeBvzH77FcA/w9wC3geE5reOftcL7yemn0mwPuAX+B/B0zJfBY4Ab4BU6bShfb8am9PD3wA+ANAM/t8gyljt4AbmLL6h4AffYB7/U+A73qR/fOnge9+kef8QeAFYH2Xz58CfteLuN492w38emALXJu99/P9mXzcXc5ZAwPw5Rfe/ybgn9ynPX8S+N7Xe+wurwcaO8v8vvzYrwX+4QMc94l+75914f1/A/zl2d/fOO9bf++PP8g8eTXm94O2CROmbwNveb3H6vJ6ca9lbt/12Aea237svwb++IX3/gbwt2Z//z5sz169hGf0us3t2ft/CROSv/LiM1teb9zXMr/veuwDz+8L5ynwKy95//c+SBtfSrtfxvy+75qDOdW++8J7/zlw4/Ueu3d7vWHDpEXk92Eezz8HfDrwc4HvmR2ywgb8TwG+EMjAt8gUIvtT/OcvwawWP2127mdi1o//y//+z4HfCvwOP++7ga++0J6fj1lN/grwaZj18zddOO4PY5bcr8C8mreAr3rAW/5S4G8+4LEVjwCnD3qwiLSYlfkvq+ruRX7X3XC/dn828J2qemv23rcCxT+7DC1mZbrYxi3wWX4fd0BEPgWzLv/jB2j3gtcRy/x+RbD2n5fNk585+/ufAZ8tIv8egIh8PBZp8S3cH6/G/H7QNv0SzHL+m8XCwH9cRP5nEXn8Adq94HXCMrdfMfwz4ItF5OMARORdwOdw5xz5Z8Cf9FDEHxKRP+oe1/vh9ZzbiMivwp7tEsX1JsIyv19zfJSIfMBff09EfsYDnvdqze8HWXP+GfCpIvL5Yngb8GU8mMzx+uD11sbvYlU4xAS63/4iznkMs2h8tv/9Uf73519y7H8HfMPs7w8Af/DCMX+dmfUJ+A7gr1045jd7Oztv8x74dReO+Rfcx7IDXMEE2k99Eff7+Zj39Be+iHO+zPvkU+5xzFM8oGf4QdqNTa6vu+T954DfcY/zvgP4V1hYd8CU3K23/+0Xjv2A970C/yMQXu8xvLzuOW6W+X3v47+WB/MMN1gKwbcAb/G/vxLbzPaz4wT4XUDyNUMxK7m83Ha/jPl93zYBP+jf/62YAPMFWEjXd9yv7cvr9Xktc/u+9/pAc9uPbYE/630x+Lz+3ReO2fr3/++YIvEfYp61v/py2/0qz+1P9et8mv/9lSye4Tf8a5nf973XB57fF867m2f452GhyJ8BfK7P8wx84ctt98uY3w+05gC/DjibrQF/h5cQwfJavd6onuGfjHk9vvVuB4jIu0Tkb3ni9jH2MAA+9gGu/6V4jL6IXAU+EvjnF475Z5e06Z9eeO+feDs/AQtZ7LAJNsd3PkB7fj4WKvKDD3AsIvJZWCjS71XVb36Qcxy/AQsz/qEXcc698KLa/SLxK4GbmLDfA38M+F/8s3Lh2M/FrIZfgU3Mr2bBGxnL/H4FoKoJu9e3YDwCOyz06a9yfo58GWYF/zXYPPmlmHHpD7we7X4RbQqYYP3lqvovVPXbsMiWz8H4ARa88bDM7VcOX4XNiV+CzZFfC/xWEfn1s2MClq/4a1T1u1T1b2OetF8hIo+9Tu2+59wWkRXwf2JG9++/20UWvCGxzO/XEKr6d1X161X136jqd6jqr8SU/99xn1NfzXbfd80Rkc/FDBu/A/ipmFL/DsyD/4bEm5JAy93x34pNil+DCYIA78YG/b3O/VTg43j13PX6Es554DAMMQa+bwb+kKr+dw/6Bc4+9wVYPscrhQdp99PAR19oS4tZC5++20mq+l7gC/1ZP6KqHxSRP4LlED534dj3+K/vFpEM/O8i8kdU9YFDyBe8cfDhPL9fLFT13wA/TUSuAAeq+oyI/DXgx2aH/XHgf1DVv+J/f5+IbID/VUR+v949ZeJVm98P2KanMUvy9dl57/afH8v50LwFbwIsc/vBICJr4I8Av0pV6/W/T0Q+Gvg9mKcVbI48parD7PT5HJnPnTlet7kNvA1TYL5GRL6mXhoIYozSv+fFyDYL3jhY5vdrgu/EDGT3wqs5vx9kzfmDwN9U1Tq//62InAD/VES+WlV/9D5te83xRvUM/wDm5fg5d/n8U4Engf9GVb/drR+PYgtqRe8/L7Iq/mLg21T1GEBVb2OsaBfj8C/GzL+b83l4AJ+HhQz8GPCj/p0XWd8+6y73AIxW0p/Hvdnk6rE/H/i7mEf4xW4Wvx4jM3hFJvaLaPf/Dfx0t/JVfCE29v7v+32Pqp65ItxhFudvVNWLnuE5gr+W8kpvXCzz+xWGqh67Ivw4xtb4N2YfH3JnNEXG+vPS0myvwfx+kDZ9B/B2Ebk2O+aT/edT92nXgtcHy9x+ZdBhYdJ3myMV3wF8oojMHRv3nCNvgLn9E1iu6btmr9/jx7wL+J/v064Frx+W+f3646cA77/bh6/B/H6QNeduawDcReZ43fF6x2nf7YWF1JxgifDvxGLm/yv/7AlsQv45LAziC7D80gJ8pR8TsHI7fxizRD7q738Xd+YO/Bb/rq8APglLwL/B+byEn4c9zP/S2/PL/JjfPzvmT2NWk1/gx/xBLNT3R+5xn78AeN8D9McvxSb0f+v3U19Pzo75SOCHgC+9cG6HsfH9kbtc+4hpU/oglqf0LuATX4F2H2ET9+/4M/xZwHuA/+PCcT8E/Gezv78QC/X4eGxh+yfetx85O+a3+TGfhIXCfDm2eH7T6z1+l9d9x8Uyv+88ts7Bv42FdL0LeNfs8zvmN2Yh/gLMov5zge/DBJaj2TF/EbPQfykWqvRFWPrBN7/cdr+M+X3fNmHkKjcwFvlPA/4/Pg6+nSVn+A37Wub2pce+lLn9bVhJpS/0OfJLsEoQf2Z2zGdg+ZB/AfgUn38/yoxN/qW2+9Wc25d811ey5Ay/KV7L/L702Jcyvx+bnafAf+2/f8zsmD8B/GxMDn4X8DXel3flCnoN5vd91xzgd2P5wr8ak00+FyM/+ze8QTl9XvcG3ONBCZYE/8OYEvgM8H/OPv8y4Ed84n0vpjClOuH8mF/lDzdhFouP8d+fvPBdAYtvfx5jZ/7r3J2+/Qe9PT/hE+oy+vbbPtH+HEYx/n33uM+/CPzpB+iPb+dOSnrlPC39O/y9r7xw7pf7BLpUucXIuC679re/3Hb7sZ+Mhc6cYZv5nwcOLxyjmMe7/v1L/Pnu/ZyvAz72wjn/JWYVPMUW1+/HFpSD13v8Lq/7jollft957GVzUGef3zG/MYHkvd7mpzECuScuXPcQq1n6496f7/O2P/YKtfulzO8HahOWG/yPMSv/T2Beo7u2e3m9/q9lbl967EuZ2096m97vffVjfq+bC9euCsfO++qPco898I0yty9c4ysvPrPl9cZ8LfP70mNfyvz+yruc97WzY76eiSD2Waxm78++T1te1fnt791zzcG8/v+1j5Et5mT7q8wU/TfaS7zhHxYQkd8M/GJV/bzX8Dv/EVZb644YfxGJwIeAX6aq//i1atPLxZu13Qsebizz+5XBm7XdCx5eLHP7lcGbtd0LHm4s8/uVwZu13W8EvCkJtF4GnsYKRr8qEJFPx+L5vxMLTf4KLITgi+9yyuPAn+FOJrw3Ot6s7V7wcGOZ368M3qztXvDwYpnbrwzerO1e8HBjmd+vDN6s7X7d8WHlGX61ISKfhpX/+VQsvOOHsBpp3/h6tmvBggUvH8v8XrDg4cQytxcseHixzO8F98OiDC9YsGDBggULFixYsGDBgg87vFFLKy1YsGDBggULFixYsGDBggWvGhZleMGCBQsWLFiwYMGCBQsWfNjhngRav/HXfYGuuhUHB4e87W1v4/DwiGvXHqXvB4ZhoGih7VoODw9ZdStibGialhACMUYIAQmRrl3TtiuapvUrF6BQhp6SB4Z8gnp95lX3GE27Yr0+pOieogMl7yh5IOc9fb8jp0S/Gzg6vMZmc0jTtKTcs9sf0/db0MJ6c4AWpeRMGbaUkimlEEIghMkGICLE2BLE2ixyvh50CAGRACJIECQECIICIkAQQoxIDISwoWk2dN0VNuvHiHGNsgIUFQUKIoqIoCUAgUCHxAghnmsTCmL/GbH5WK/+wetVSzh/rKr6tfxvXnqI/MVr3e2a544TO2Lexec+r/epBdWMlh05D6R0Rhr2lJwogBJAA5Tgx+44PnmO07Nb7LY72mbF4cEjoHv6/ZYPfuA9lJzRonTdipQSt24f07ZrmqZjvbnCanXAenPI5mDDkAc++PT7WK8PWa8OuXblCZrYEkKHCOQ88Nz19/Pssx/kQ898kBs3nufk9JTnn7vOyfGW/X7g73/7u9+YhcVnODx65EUNgNcqpWI+Bx/0Oy/O29cbF9v9RmtfxSvZrldqfLyYNr1eaT6nJzffmA/UISL37JgYGj7yo9/B53z+F/IRH/NJXLn6GEpAyaAZiRGR4Puf3WrdH0MIZM0AhBim0hT+WT2unpdzJudM05i4oapsdzv6vjc5oUIVQVi1LTFEmhina6GgBUFpYmC1XnFweMDx6QkpJxDblxFht9uTSyFnpYigBGIMaC6+DxRKUdIwoJoApWna8+Ou3pPv/4L3QxBKLnbPpaAIqoEhJZMJgBAjMQTarvMtL7PqIhKUfdoxDAPDkFhvjhAJKEJOiZLzuPeD0jat9dV2x5AyORVCsD5p2oacMkUL6FQis+s6Qgw0TUMTG0IIlJJpJNCGBlBKUYahJ+dCzpn9fkfKiWEYRvEipUQpZZSZRARVpW07Yojst3uTUVTIQ0bVxkIMgRDjJGOpyQQCxLbxcQFQQEwWUC0oihIoCFmhlIKI0DSt3W8TOTo8JDaBGCDnQslK3w+ogiqkZHu8oibnxcDBpuH0+CYf+sCP823/4Ft431M/Rt+f3XPuqOobem4D/OL/8Is1+Dh48sknOLpyhbd/xNtomobQ2POXIIQQyTlQCuz2OzvZ766okksmuWy8HwZyUVJWurZl1XU88djjrLuOddtxdHBI19j7KqACRLH5IULnsn/btP4VYuJrKeSS6fs9KSX2+y0pJVIayDkBxcbxOINamgBNUNZNIAShSCQ0LU3b8vhRR0sipjNUe6DYmJOIhEjJSsmFYZ9sDciFPCS0FFCb+6YbFLTY3BHCqAN0XUtsInFld2H3GSAEQtcgMSAxoL5eiKqPOyiC6QhRiCHaeqAgascVLSbiAhIaW2NjQ4gdIbbEprP1IzaE1u4nNo2vP3aP1q8RpK7Ntu4xyvv1AXvjtT7rYvM+Dey2JwzDQOoHzs62DP3AfrslDcmeSalrSmEots4MKZF8Lc+ljNfMPn6yKIigAkECivd9yZRcprUKpRRvU/ZzS/H11IZBXXNC7WOYjs15XuJphvreYD+Ltb/qF52vJb/zd371pfP7nspwKRkE2rahbTvatnWl0hrVdi1d17Feb2zxkUAtlaUoosVHkpfP8sbbel9/tw00pUwuiRgTEhpyyXYVFVSFotggHutCZYZhbxtzyeRsG4yqECTSNCtKzlDE1ew7haz63WG2cV+GOkVnZ9oCUDf+KIQYCKGliS1tY5t58I0OAiabiN1TyVAnvxT/nEuUyzB77+WvzyIyXsbqat3rnu8tZM6vNZ5z2TXP6e/3E1zr2LG+secjtsCjFBemikLOMOyTKciaKCWhJbHf7dAWunZPE4v3u7LdnnF2dsZmc0CQQNMEYhQfixkJSts1tF0DyTbpYRjQsuXRa7bRBzGBMATl8OCArusQEYZhYL/bs91u2e/3DP1wn/tcsGDBgtcRvt9V4SKlRHZJRKTQ+PpeqGteOPei+B7hiksptsvGGGlbM3rrTNhRVVtPZ0JMVY5njSKMCnUgNtEFbROOAsGVy4K44IqYUJWG3gTiqrBLQIMrtNZI23O1+I6stDFQSsRuIoOY4B2jKW2mCIordiYjSABtohtxq2AqpCQzo4D10aqz40pRVm1EIoTQulxUTHF0OaFEO9YUOuuvEOy9GCOlKETrM+vjhiS2D9a+A5PVRBiVa7y/sghZJmO/qsl3OadRnlNV22tdkc1+/nSOOReq8j3u9TLJeBKEGMNoiC+5YEOpCgHqY6UQotB1K0pJ5GJyUCrWBybbC22MxCZ6u2x8NE0kSKEEk6lMLmTsL8AVwcB63ZH61agcvhJy1BsBR4cHZvRoGz7moz+Kt77trXz6v/fpNG1D8P6v8lNKSkqF09MTV2YKWW3O9sNAnwaGlDg+OWXfD5zt9ghC13U8/sRjXD084ujwkMcffYz1asXhemMK2txYJULwORLE5kQVqYsrVSkncjaleL+313Z7yjD0bLdbhqEnpcyQQLQQyMSoPicjsW1omoCWHSntSNubBB8nsVshkgkENBUkF2SfIBUzgg2JUmzsFR+/lFoM2JYGESH6OBNR6O3zooUimHNvsHaEJkKM42gqaoqciiBNJIZoBh1Mbwn+RVqqIgeE7OtbIsZCiAltsxmwYgPJnWxNS5RIlEhwBVokEmJjbRJzrBWt43vyPgm4Iy/Q+HhRVQ4ODskpkVLi+PiY/W7HSXObs7Mz8l7Zb3dmsBgGUs4U1VFpNUXYlOFUFVN33KkbJNX/pZRMIc5VnzPDQXaDZPa9o+4fFeWiTuZ7iXo7xnk+O8beL0AGFFGzD4QQaGJL17aX7DkT7lNaSWmbhqOjI1arjhACfd+bRSFlutWKGMwCOW9QfRgxRgLY4ogpsKYw22Io1boEpDyw2++IsSeEaFbSAEIgSmvmlZjp+y1FE7n0pBwJAwxpQH1yx9iahzpuUMlESeTh1Dto6rzJ8hBGy9bdILjhJZilRkIkRLOChaZFbK+0TdBfIoqMSp0NXiWjmsklUzV0aaxvRMUVZ8zrOU6zeST7K+cFEcS91ff4/EV6XS67pt3X3DV8v2vWwTxNEJGIjeHiCyvEoOS+J+vAbntMGnbAQAyK6kC/P2WQxDBYNMF2d8bJyQmnpyfEGFmv14TYE0LDmVvGY9MQW7vvzeaA7dmOk+2ek9Nb5jleHZkC7Y+nCntgQk3btoTQv6g+W7BgwYLXGmZyNGEk5UwqBXWj7OicnHakO+EKjkVLTYqgefEmD3D18NW/K+oxKaWZgqwecTUJQgU170AwpafuD/thT76dzSNb7HtzKaTk+7zpjnZNLZRknlxKPmefjVVpq8pyESS4wpcTuEfYPE9V0YsugCoBIbibTEsh5zIq820r5KL0AzQu1HerjogSmRw5qi62+vZoDgBlGIr3IaMgH6Ndu/an9ZvQdc1ohCilMAzJ2ipCKdgzzoPvUbaBmTKcAaFtG9brtRsgzMBbPfrVKzykgZwyQ+r9uQbzfgVBVCajhbevuNdoUpjsedTxNynk7lxZtVDUlZXi1xOaGGibyGrVWbRAI+7Rg6apwrQSJLonfYuEQIjixgx/brPvf7Pj4OjAxmMT6VYd6/WaRx97hNa9mgAIhDDZgXJ5ZJyTqZjsstvt2e527PY96/VthpTZD8kdV0LOiVu3b3H7+DbPPvcMTYh0rX1f1624dnSV1WrFZrNhs17TNJEuuvfUIzqq1BeaFm0auq7l8ODQn5s9+5QTaUiklNn1A2noyf2WYX9GzgNnfU8pmTQk0B7JO0LeEkMkSmCVos/FwPbkDB0yZT9YAEJRJBf3dvoLoDqrxBwsNqcz/b4n50AIPv+0EFYtoYnEICQd0GGwznWjg1bnUBORDFmL3799vw1qCOVcGKQ9JAmUkAgxokNv+kWIaCcQ3XMcgivDrTnhQutREw2xaS0yRia9wVVFijvuphXPVr8QGyREmrajaTtyyTzy2GP0/Y6+33Pjxg1OT0+5fes2w/EpaRjoUz8pw+4ZLtWbC0gMuEV1VHCHNJgXXk2Wr2tWdk9xdsVWVUcDLbPW1nPmCvDkENVzx+Sc3PhZ3KgqiHvVg3vYY3yJyrBZSgJt17pVzax2pqGX8Zi6MdRGVyuquiJXH4/dsM9MXIv3TbD4RjbdtI7XkdBgClIE8c1NTbEsapuhbeLiYUQNQRobqNZIv9b5jVbq9e/jGa5Ppt5rkEgMjYcDtSClbuP1yfi92uYtRIRqBHChQKslJJvyq6ZUTQqjjO32i97rUT0wqoVWRWfW2juhHrJ2Xw/x7BqXXVOZLMhTH93lmgJ1xRqtTQoQQDJjDAXmYxfv35x69wxnQgARJXtY/TDsGdJgVsmSyCm5IUQJMSMhgiRibNhstqz6lVu3I0WVYdiz3Z4BQteuKRqBQt/v6fue/b4fx3yMkRjNu7BgwYIFb1SYo0Inz4hpZOMeeRnknLBie8N876zK8Dystn4+F1zme67JCaDuRTnXPkApFBVEQTWDmlQxeQlylRTGMGgJAXEvc1GXJ0rGtUpvv9+FzASsut/41qw5m8lAhNHNoC5019BxMaVbFFPYRUYlrG0gF1MUzYgakAglNxai6X1YqFFjtU+qQsy51/wZzIXB6r1ummb05l7cY0tRiu995nUOfn4hRpOb2lV3Lmy9RgGI92Ptyyl8XHzMeG/OxJX5saqWJjb1ce3zaQyCe3MRYlRy1rEvauh92zTmFY7Vi2KGC/M8FWK0fjV5fxLK1UNTZw/+TY/Hn3jC5PMY2Bwc0K5MqTFlOLiyZ17TcTJJsOdYlN2+RxVSLuz7wRTi3Z4hZYZctUbY7Xaj+zSKyThd27FZr+naFSUV1qsV/X5Pv1nTNg2rrqVpG/PoB9cPxBQSEaEJjYny8ygFLWTXLVb9QEo9ad+x3zWkoYfdDi0JNBHKDikJKYmAe/9yNhExK+nEw3375IaVGlUqPud8oAaFMIU7K4VShJQTRcWUYf/XlmYcq1UBrN5lxvTJ4CHTdY3xeeHK8OgnUpeCx0ntn2khK4hktLarCFoaNEQ0BGIoHoatBHe4ieioDNdHbV/ja4qHa1dlWbBjxR14XdeimDGtW7UMaUXWQmxa67Mi7Js9ZQtl6NGcSa7MluL7BowBItVJlEu+YOysc/68d3meZlP7p64K1i3nlen68+KruNc9iPqzEEYVol7sHrinMtx1HV3X0bYRrTHjKc9yZsa9haps2uZkm0dQV4g1m+4nSlYB95DW/B0lT1ZIzFtbF3hbIBtUheBKr7p1WEmucBdCaGm7NU3oLJSA6BYU89SW2YY8dnrdkO+jvFQLZfB8mBg7YrNyT3FD0cHupxQymRQSIQxowBZu8Q1GxZ3idv/2pCarOiUCAUIzs5K8ssrwGxvuHajGjuLhDoKPu0QpvRsTlBgLTcxo2ZOGHanfse5WbglPHB/fYrc75eTshFQyTdcyDL3lR/RniDQgkdisSGkYN+u26xAJ5JzY7c949vkPceXoKm3buaKdefrpD/L00x/kmWeeoRpzYox0q9U5C9eCBQsWvOEw206qN5gY3NlxXsm1Y+Rc/vDoGXYBeYy0cqWshtomD8WblLT6/W4aDQFcsa2elJzNuAiQPbqKQaFYzvB61dk2WjI5ZfesFs9B9Nxk91iTBvMGl+oZLqNiad1QDQJTblnOlv+bUqIEpUTQJnj4YkT9/mKI4B6IJrjM4l45EVi1JpzmNloOdhBCE+hCYBUju10mFxiwXEOAtomUDAlLMcu5kJMZmat3U3VyHIgIq9WKtm2IMTAM5kGrjirBZBeLAsj0Qz+mhVWv8mrVWY5x143PLYQwyWRBxrzA6tHPgysvQzbxZuboKpRzOcf1PcokNAeP+rP8XoEQPWzcxsQwTGOzbRs2mzWbjXkeay6shadnhpTp9wMigUEHhqEfIxZQ6Ps9Wh4u+eln/X+/yGXXwG6/pe1ahmLKYBRFfU4HwcKXAVQYEuz7xIc+9Dw3bt7kx378KV544Tq3bx9zenZq481lmRijeX3Xa9brNY888gjr9Zqj2JG3PWE3cPvW7dHZFQI0MbDZrDg8PGCzWXPtyhVWqxXrzRHr1YF555rGoycFPPUhSiS2LdpCu/bIUa6ZuahYuG3q9+R+y62nvp+SlNBnD2kGCQP7kx274zOOr9/2HGFBne8nI6hEiI15C0OApvGIU0t5VMzINuQBUJqoHqYcaerAdeOPYt7fqgeFtvHcYEvpVE/pRNWjVMJoQPPuGsdkoLgjx2TOmiqiCjTBPZoRDRGJmaANUMg6oDmSh2rYUnKdiO71tjXWdKHQRII0iESQNTWdoyrJIUIXO7pVx8HhFUuf6RPHt29zdnrG0x/6ENdv3ODWrZvsegu5L6W401GQbPPdntcw5QKPucKTMjsay2bqe52h59NhdVyjmZ1fHa9l5lkeDbk1TJ9gOipKIiEIJd99HbinMnx4eEDXtYDS93tEAqrWgU1oaLvOiSdMWZ4aND1x1WIPOKgrqLjimNBcTLH1vE7z1k2WVXGrUnQSCPVpXSefBHtVz7B55TwHp1qDNY0DpW4eEymEb8bMPKYXLNj1s4seZAvLFgQP9VBTzFUyOQ0MsiPGQhsCSoNQvduzlyiKhaSUbP2DWDgW7oWetWbs01cLOsaP1G96kd+l5/tvRJWf9E5P8xhafclpipjQVDL9fscwbNltT8aIglXXWs5T7smu5MZVi6hZ6LIbb9q2Zb3e0MSW49Vt9vsdpye3GJLlGnc0qBYkCPt+T1FYrzfgoRfXrz9HGgauHF0jSCDlxPPPP8cL11/g5s2btG1n9yKB1cqMR28G3C0M/qIn582Ay+btiz3v1cT9vueNSrA1xxulr16p89+M4/yVwhhJFZ3wqGk8PA+iE6FM3tP7cGrMLP8XBZQaAjvPCRv33zAzUDNFXtk1jQBrKMl8p64IRxFYd+P3VllKXOhXMRUL98ZoGiglOVmOCWpB7tzrmXmxawSSFPNEl6KkLGOf5MaiwpqmoQiUIPTube26bszr9R2MIEoM1tdtGwi0pjyXniErkpXBPaaKQDDhOaepf4MTdbZtA+oKbs3TDvMQZBew3U0zD0GvinRRGUOoq+e1vqpnuIZHV0NH9nDmavTI0cJJh2Gw1Lc6PPw+gwakiL3G/OHsingYo6jMm51m+X6258dgikcTA6uu4WAzKfxG2uYOZnEZQYsRk/WD52qaUyU2jT0PD/9+WDzDh1cfcZK4zP7slO3Zlh9/3weIrfXr1smymhC4euUK625N0624feuY569f56mn3s/NW7d5+ulnOD09M6/w0I/pAuIOqaYxj2Hbtly/fou2bVmt15bLHQKrNrJedRxsNjz22CPE1rzCfepJJz1n2xNCiDSxc8LSls16Q9et6LoV6/WGGBu6tnXnko9l8RRGBQ0Qm4imgjKQ+oLuC/QKjUUdlKDkPtOf9eRdoiSLtFQUFSGropIoDKiT+8auA8/9LU00X5VM+a4FJUpDQ7Tz1ZTWSqYVQ2vDFYtqMAV5Ut5qfj0eJaoypUJOa5e582IwfqAIfpxBPELT3ecUFVQymhMicdRNbELkMVxbJNp1TDFCJCC5kgFGiux9vQ/E2HmEZDN68QVPgegCR0dXWK3WxKbj2iOPcnxyzHPPP8/Z2Rm3bt9m3/fknNwAYUbHlNMde8Echfr+tC/UtTd7qu0YHo2vajPP8zlF+YLn2YyASs2lGJXrAilcMMrOcE9leLPZ0LbGaDgMPSDE2NE00Um12jEHpVSL66gM++BRI7eqG5YtXP6e5wBJnOUZu4W1WmBqXi+hJojXjrPvEA+JMTJJV6Kp7cloSWOHwbQRzx/ARUV47rKfFlAZLdeTYm3K3Bg2LlDE703MWtO0LWgCsTxYnK2zJnmr+kBGbTCiQOOhD1O+xdjeF7Gav5hjL+JuivBLueZoQOBOgq3LFGGp31NDxUqm73fsdqcc377hHuPClaMj0EJOgyX6Dwla68sg4sJPoW07Dg+PODg4pIkNp6fH7LbH7PcDQyo0zRTmPAyWJ7bZHKCYIefGjRcopfDEE2+haVtSSty4eZ2bN29yfHzMZnNouXIx0LUtEloWLFjwxsaHqyIMMwPvGO1k7KQe7We4uC5fohBPIWpl3K+rF/ii9b6iegulukOZFFHxvb/m6qWUzItQMnH0XsvM8CqucOKCoCC+n2rJlDxQsjHJqivEMlZuOL/3SBAnvjFNK2gePTxZfE8sUJpsClnbUoJQgit61bDuCmbNexWURowFuYuBKEIbAzoUYioUsjPdKibCmxBbZBL0au5s48pq1DD2c6jpYNUT5d7W87l1OgnNwjn5ZnQ8wGiIn3uIRYRQAl3uRqU5i0UIXhhUHq1puayqipR5Owrq4ZmW++yKdmY0cFcfkZFbCk1jYZzr9Yq2dQ9XCGSPTmQ2/ix1abC+9NS9xo0WE4HWw4G4WlOGgZQLp7ue3W7L9du3iY316e3j2yZ/xoaPeNvbuXJ0lfV6w7PPPsf73v8BfuRH38Pt28fcvHXsqY+VXM6cSPMQeDNcTc/LFOSGNkYONx1Xrlzhscce4dojV81I1HUMw559b3wtJVvee4xGMHt0eIXN5oCDzSFXrlyl61Zs1hs3dkRoxNcgpfq1YwgUGRAN5F7RXpGEhz44qepQLDR6yGg23ULVmHuKFpO+FbKHJsSsSBuRtoFiymMJYt5VMcUWEYI2vgZZnv1I5NY21OjSUsqk4FVluEzh5tkV/JoMYrLw9DxrAHfl3FGZ0kbEb1BFzcmHebqFSuyHk/L5cwvGa0Awz7gWW9utEdafRVpP84xouyGElhAVlWZ0ElZj2OYgslHl8PCIR3aPcLY9o1utuXXrFrko5eSYvCsj+Z+lLSQ3hp733FZPqfEn2f2M9ykm75dSdSNTZGsSaj2wrslzHcW+wy5fihkRLCXXUmFUlSLlnvrLPZXhRx65Olpqd7stqsLRkVnnWmeR7toVTdPR9wXVxDD0vqEGIFKKlTSIMXuerVA0U8pgDcVivXMxL11dTNXfF6w8QrVMFp06SbVuuImczWMHEZHCMNSNsB8fTO20GtI6bsDeQRcZzUZl3C0oqIUamSnI2CdFh3MbkEgBBkpRRBIlB4qNTx8ACehdSS/uMba8ohA6JDROyFEHThxHgdyhGr8KqF5cXqLX5GXtN64Gi/W3Tf5CLond/oTTs5vcvv3sKNzszm4QEEpK5GFAMqS+jBbnK4dG/JZK4crVa77wbtjcPmC/OyOlW5TSs9kccOXKVR5//An6oYztyCmx35/xwvVn2e23HB4cYVEhwYkfbJFPyZYmRhbHl9MHCxYsWPDaoSo4KmHkYQm4M6Kcz9WqsBBhfJ82gWfuVawCUN/3o0I8V6azK1Ij623TmGgnno/rhua2taidkmHVNh4yu2Hoe7anewIWSRXEQpBRy2srxdJqJA8EFxLVKF2J0Y3MBWIbCUEsnM/uFCW5cuZ8HgSTVapXIgVKEYZcSAGGiCu+haFsWaVC1xWGDE0U2miXESmQsai6NtBcWdOnTNz1nO0z+yFzfLYll0Ah2M+inhc5Kajz51ZR5Rqqp90FdPOImFLeuKJUQ1Tn8o6WytuSTGifhcpq9U4F652cs3n+SjIHgFYPdRzb0nWdE3kNY0mVSizWuKKccyLlfsz1U7WQyyDCZrOh6zqOjq6w3qzpnMC1OmYqd03fJ9KQnb9jxzCY8aQN9j2HRwcESaxWnUUVPCQGsL/3976V7W7H7ZNjXrhxnf2+J+VhNF70+z0iQhsiH/ux7+DqtauklLl16xbXX7jO6dnW5WlGhW30ClevFiaC5nNGJkOdt1GgjQ2rtuOZ9z3LW9/6Fj77c/4D3vaWJzg82tCnMyun1O/Z7wbSkNntBrY3r/Pcc895OTFoo7BedXSrlmvXHmVzeMjRlascHV6lja3J1jkhaQAElZbSHBIbU+okNMQDoU2w7wt531OGhLqHshJYUaT6tlBjtrPSpk1lwTUFXBFyjLBOcGi5rdJFNBvpVCwg0pnxoQlIYzJgHjzitZhiaFQDFkFaw5bHPpTgpHxxNDhMwqMzt+dC2fdjpEso1ZA542MKwdotxRmmI9JECwsPEXXWaWJlohayZEIxZXjw0nQSmpEcMDbmqY/B+JEs5bThsFmxOdhw9co1+r7nEz/xlGee+RC3bt3kfe99P8fHx9y+fWw5xR7tMe4dMx2sQgVX8DnnJfZAGVKuXuLJQXeeZXpa+2qUaQiRIpWLYYo6YuqxS3FPZdhKKSmVnbDeiBkfxL24NfZ/WkyNva8QgoJGUvG7jpjFYuwMWwBrTpGVcqoEEtWiWYjF8niSlws4rwj7QC2ZlAaPiVdKGchloOThgRbAi5v9OZKPmTXHtwNALVl+btnAEtor0UcpSs4WjiAleMmEZC+SCxLVC+q5+KgRBYjlBTAGVkxha68WLg6yF3+Bl+g5ZgqfFreKyxhKYJNEPUe8qJFlUTJD7xMgZ88FsBwBgi00bbsygoR+bzXoJNLElti0Xg+7soKKh/I0VOr97GPZcoz37ELk1q2bHB5cpWnaUZAQEaOKd/r4XKZQtQULFrzxcJmR780Qpv5KQpk8hNUTMHoZxmid8/10juTEcT5n684IqzlPx8VzzeMZpj3Dv25kHhaTMVQzCR2jb8QFePMOmJCJBiqZjBmZ7RVkDEx0fkohBkblLnousBQZCWGql8b2X9ubpQqy1fOTrY9Eq0faFEZjW1VSKfTJoozaGEGLhxDO2Y2NUCvToJIJQdltBSiUVNBsrMkWlelGAnd/jGbxmXd07o0yEjFG+UREkCgm2M68wpPHpnrj9Zy8NA9HnCIAdSx96ZGN/uDcOFLJtnyMTc+1buk6Eu9Y6qaVs6kKr4TAwWbjDpeVlUSJ0aSvmSe4lDKWhxnlR8q5sO/quRujDe87M94ceOq976Pve063ZxyfnVofzKIVS840IbBZrbl58xb7fc/ZdsfZ2SknxycMyeT5WroMxD39OlN67zTs1zFXz8mq5JBJ+8T19iYxNjz77HW69ZqDoyNCu6aJGWJLjMZG3nYeydcPpL4fWd7RREkwDD3N0FkZqKKY3U3N2dA2bK5eIXcRGVra1hieGwkWpRE9Z33fU/Y9mhIlFYZ+sNz7QcdSQVrUuAREIZkuUmae3Sw+1kVpu2COK/cwR1ViaChqvDNEN7T5IK9UsjKLwjivCHtERk0x8LlT9RpbN43Aj5IhK1LMKDhGcFSNILr1MjLKzpLBuV6rJw4pxWx7dXUrtlZa7WNBShpLNRUdCCGSQ2OyskQjphLjSzCeASt7piWx2azQrNy4eZPVasXNmzfY73v6fk/18trQuRAyPUuVOWec83XoMmNsjSadh0hXg52IULi3B/huuKcy3LSN5WGMN1WtjXXDmhadmh+03/fEaFZIQQnisfuNdX7TrMGVymqN6gfLV0huJarKdc03Es2ktGffm+XPyCMgpYJImtzpxWPdY4MyUHRPLvuR07pO7DmLHUwWhznmXmELGQmzY/0llTl7XqvYN+giKIl+8M2h1NCxSvzlCrOa9cj2CCPWkuhM1URXiuNLergvSyeT80rqg1zz0uPv+zVynoVaw2i5Eyces77LSMiIJCQMtijlRCmQByVISwyNGV0wxu/1akPMLbt+MKKSpKgXL29i6wXMAyWrk3t73bxiHo3tfsvZ9owh7clnhWeefZqmXbFebbxYvJVzKEUpXjIr570p6wsWLFjwBkUNPgJThKWSoLiyci4v66IAg++Dvn9XT/D4mZ4n4KqhlnNPZo3yapv2nFezXiaIeRHXmw7Vwu7szFiPETQnNBs7dK3vGRqrAy+qhFEZzoTIVKoHIUoclcMYLFeaIDRE82Dt97avi5H44GWTkDjubjU8OedCaExhrxyZldozqLIfekQaDgjmoQJKKjSN0MRIaCOdNnSrQLcX9n0kDT3b7UAeespgYZ5Nu6L1EGmZKb+jD8n7rqgxRoPlilZFeazd7KGuNTevenRNaazPfSIvO1fOBLUQcrVw0FTMAyvBjMGjcEqtP1rHyYwTxgXfqriGEGjWHQcHG9brlZc7jDRNy3q18jS8zrlgAqkUClURthrJ/dAzDIl+GEbBuWsbJx0KRtKqXi9a4Fxs6psYP/hDP2zPuxocREwp8mfRhGBESJtDTo5PuHXzFjdu3Rpl6orq0Aou397XcTTzXIq6w5JClsILL9xkv0987795NzlE4uaQdh2JcUW3OmCzcU9yA2iCkki7HWlI7Ld7+n0y7pzYoBLIQI+PK1FoI1HWPPYxH0MZdqTdCTEkAhlRpe17Vv0RB2+9hg4DZbcn9wN5GDi9eUK/Hdgd2/uasjGWB3OSjGTzWcdyPwOJ0veUfWDTQsgtdBHxmuYlF9qupeiK2Foue1NrD18wKs2tCjU3P4bJu6uunBdcaS3F+kizK8MFSQU8oiYgo3eeINAEpHUSOnckSR0TM+Pe+PQ0oy4rT6jM2qbQBy8h28TOS+huiHFFDGoh7yHQtGsODt5OKW/loz7yI7l+/QbPPPMsP/RDP8SNGze4fn0/OlRhZnCrGJ3Gl+85F6N1x2tckos8EgPm81FID4p7KsOlQE7mFVZfVGu9YCtdk8glorQMyRTmftgRi1A0Is7gpQVKm2maFg+zt/DXnMh5YLs99YRrvfD9ttEmMkPak9LeCZM8l6coJePWBShpYLWyzb1tOqCgJRkRBtWoOrNQq3pR+DDz7srMYh5cUHB2zFDVYDcJVy22LrCizGzIbtlIpNSP4bUiioSC+CbucSrUyJSCheBKybYhT1HStXUPhJeaD3fOC37B0/sg17zYwsuV45m5GLdQo1QKRN+XqwnM8jvajiavrCYaSilWjxpRhr53khMjMSuoEyHYhrnfbcm5sNvt2e927M5OOT09G2sp7vY7To6Puf7C86w3hyhwtj1ltz0bieNQZbs944Xnn6NpWm7fvs1ut/MQL9vwa0mnRRle8CC432x64Ln+gNfR+7z3Ur57wZsT1bsQnVzIcjyn8n917Z/LFMkVrVKK5czK5KGDO/eHi57k+ecSvD7vuc8u5tHhUT+J1PemZIq4hyQjWlwxLebZFU9XIiNSaBsl+TZdihFNVc+ySM1DnOpkxgjrTUff9+SMcZSEajXwtBhN7mWcRS+pfX+IgbZpiKJIrTNa8kgUqkBOmZLFmW7N27pu7Ly0iQSUW8dbC/NOFqUUG5NPzgmUs7DzlNLosRtJrjBFZxJ+p/SwIAGJgiY7PsboOYJxJJup56gqwcm2ApbORfGc6Ki0bWvGkHJ+p6/C6nnFy0mtgtC2Fvr8yCNX2WzWdF035rsGZ5au3rP6KimNim2V40x519HbDtA2rRlHPMS7RiDc4eZ8EyP12Vh8o3B4ZIzNh1cObay6x9McTYOFj6eBvu/viNawHHonU1Mm+WsOnZ7tZODyNUQxmUtASuJ0v+P9Tz/Dlbc8ja42tJvW1pEMB11ks4q87S2HHK4jh6uAhoachH0QODSm42azsrJMLVCOYQ/7kgkUgmaGdExJe1I+ox/25kSqchiZZi3Edcf6Sjcqw82mMd0ywdCbtzgPxRwhWbl1/TZDPzDsFZLlvYai5KEwlEK7WxNQskYkWw1rKAxDSxr2tGvzlHbdCgnGHZObxmqPzxW66oX3Nay+5b3q3Nq+YNVyPXliwzdjGMYnUOwhNG03kiCGODFHW+4wkzFKFEvjxOVVMQLiKvPPIgLA5lb2cOcgkRQzUfaE0NI0nZMV1xKzwmaz4sknH+Po6IArVw64desW73nPUzz33PPcvHmTs7Oz8/wRbsS5qPjOFd3LdI6LnBTV2FrzqV/qLL+nMqzj81BXTtQ8cqWWuUmU0rjSmhhyT84Dqqb0JU8CryExoKTcGLkRSk6W5zAMOzN4SHRtc7J+Vle55QUPHovv7XHeLWO5duvvaNEQSkzk4KWdxm4aYxJMAdVRvT2nCI+WFZFxo5i0tDGle66nnvs5CQGWP1A0I6FMyVh+qfNCgFlm5/WX63GzCzN785LfZwLGy3INvzTc/zurInzJkJUL79e4KhFC09E0a9pujQDJw1QkFwiDhZV5SaZUAmQLRU9pGHOM+n1vuUW77Vj6AVXSMLDbbTk5vu3POrDbmSKch0Tw8VVyYrs9RSSy220ZhsG/E2c0L+7xuNOa9WbCSzWkvFHwRmv/XVtTl1W5uBH5LHkR2vA4c6rsPttvLq4UU2jj5V9w8ZxXGi/l+dyPzXjBi0MNKathqSZMBCYikpnQK5NHbxRcsL02l/PsnBcZuud/XwyZnmzS014/Pw6MmKrkbDV/VVGB3Ac3nuooBGexNgWUEL26RPBwRQ2EoETPI6VUlmfbr0YhKkAjgZzNm1KJumwievi1VOXB7y/UqqUBQWmCXVcoThYp1Lw5VRf0SjJSmyAIkRgskq5TyIcrUsqcnTb0TSZ5mLSRAE0ekarEAuRUSULPGyBGIXGmRFdipLlCWceAOBfGRS9/iLNordnzCyFYaKaPByu5OT3zi16bpmnsGYTAxr3BV69e9QoMzZQ/LvHSOV3lIglyof2mCNdSNbGJ47Xq+K0leB4aqDlXmrbl6PCIg4MDrj5yzQiMSiHteva7HduzM3b7/Wj4h2kcjPOxRnJUCflCR901hdA/8wh0cinsh4Gbx7d54cYtDl+4webKkdX+3Q8cdsLBKnLQJZpraw7bFY0UYoSwagjSEaQhrgKQ0dzT7y03PKXe0gUE0u6UPPSkfktJex+z2fgORBBnpg5Ng6XXRVPKVQgayIOl1RnhlpUPOj0R85RmMwpknHhLxBT+bOO7JHPaFM89nshzlZItJ7dpGlNMgxsJLpLE6kyRG/u+fiSjLiCzHO4pEkTAS2eNe3gISAyW+zzlImD6hIJmd2KaIcuWAJ05AWW81rT3z9ZYndifS8iEYpGtITQ0oQOx/m6aSIxr1psVXddw7dpVUhrGMTQMg0f2pvHaF5Xhi7/X8VavcfGzc4a72oOzvr54jXvhnsqwpcYGIo3lXGKer9Tv6EXZ7Y4pDISY2e2P2e/PSGlvm4iHn8qodQ5Ax9l2sPCkEMl5R0o9+92Zd2jwzc9yfQIegowV2NbcEzQTcep3aQnYg1AxhblbrVmvDoFoeaSyhzBMyrOjlCk3QmW+SThzXtNYiHSMhNBR46B8iiAe5mx9bPlWquKuere+Oo25nesKuJeBwi08tbxhDZgIo2fZXwUf3FMo0+uFGtJ8T9zj4+n8OwfmFGLthc6rV5wAbUfLY4TmCHRF6s9I/RkhYF53eYHd9oxh6NEuUAL0UtjtThn2W05Pb6AZRAUJ0TaFsbxDYui3nBwrJfeUsifEyK3jG5yd3rb8lVAXuRbc23x6snNL6xQCj0J25sQFC+6HOlUui6a6i7nojnPv9t79Pr+X/fTu3/1qq8kLXjOIe2djDdmLTqJkilbrJQqJswitNPGGNN3EznsxDPqiZ3FOoFUZSqtwco5t2odWKYUi5untBw+JVg8SEvH8QlOES0lYyF+BkhBNNKuW0ES6tqXzMGjECJ6aEOl3u9HjUfNe55pS05gxvxTbt9Vt+Y0KbeuGd8q5NgmJKJFVNOJM3IsaikKJSDSW1lKSEWNp8M0/EmmInot37Whlc68oQmDXZ/apkHIhFWW/d+8eymq1Iogx3I7cKa4A5jSMQrntU4zPqnpQm8YE2PV6jao46c0wepdHqO3KWScC07ZtKbGQQx6NJEUzpVaN9Ofcrbqx3NTRemPPpG25evUKbdeyWrXjl1QCneCcH1C9QFNorwShjdHvRzg42Fit4SGhOtUTrgrwer1CNFlfzYwYb3YcHBxwdOUKjz35OE++9a1sDjZ0qzVnp6ecnZ7y/mffy+nJCcfHx+RanuwST9s5bhzvnHBh9b9MoahXMfI6JUpBM2Qyeqo898wzhNjwCZ/0KfRD4oXnr7M7vo7kng+8p+EdH/EEH/eRT/Lo0Yr1asXVa9cY+jNSP7C7eZPd9pTTE6tvm1JCyzBWi9GUPHJioCRLcStB6NYr1gdr+o2Vflo1DbvjE4btjqg4o3yy7IdipZjyYPn5gcyqhU0jBNYIgULDHmWHsusigyg5Ga8AWSl5R4yRPAzkIRGbSL/f07QtTdvSrVeExkrQVkNVGgZKzuSURsND4+NZVSk5jc7AKMaB0ETzRAdkMhhSjT6B6OG2BS/nVO+zGsWi5867wUsEM3B5JYFxt3enn/FH1Eo2imJRqkom62Daz9C4ntPSpBUxtDTNysK0Y8PRlQMODw94/PHH+PiP/wRu3LjBd33X9/D8Cy/woQ89Q67PcEawdVlINDCG9l800l2q6CrnBKq7eZcvw72VYbcVWU7BlHSdUkJE2O+3ljeCst9t6fdb9wyb8qZS3EJb6xAXGwyh0DTTjUxtnU02tQVRwmSVyclJGzzEKnpITQj2QCUUe88t1qpezmgMaaqdVb9O77CkXvYavcX1VF+ImRthxofillav1VXrdtmXV2Y0HR2/ttHKzEM0dYC1baYYv8K4l0B82Wfncnsvwd0G3Rh6fZfzx0Ht/5shPvjYsxp1IoHSNAQt5OGQknaoZtLQMwxKjBuGoWdzcMVrprl1sVjeVc6ZkjIHB4dGygJGqpAzw2Dka2dnp2xON4QY2e12DH1PTvlcO+srFw+x0Ul1UPDQ/UUbXnB/XFQtZysM3GOeAVRj88wGfO6cS2bZOL+m75HxvflxryZeqhf3MiHupeLDjSzrUsyUz4qJt2HyFMHkkayepVGp9RxSU4Srt8i8FkHEXa/qpC7TvhhCRM/9Y+b5qPJMQUvwEhkQq9IpgJdspGTEfThB1PcXpYlC5/VPw6pDYhwVvBgCWhIhZ7RYHmoutQ2MHgvBat1WxbcSXoXQmCCnprzFEGhDREshSKBrzjM8i5eFEhqTpkZiq2K6sADFzd8hEIis28jVowN2u0wIPcPpHtSE9pwGN2R4PqzITBlVKyHkgkSMpuxqaUbBoq2EYdUjA/Y81EJerX7xJA9BzSlWjL/EFZIAaUim/LhyXnOPBei6jq5rOTg8dGboloNubaWOYmSz2XgusD3xGhhQvWQ1/696H1XVSbQEdfJWmsbqRgdjCzeCVSeBcu/3amXKcC0B+rDg6OgKBweHrFcbAIYhMaRTbt28xe1btzg+OWG/23lpsjwqwyNm20xlF6/ltQrn18e7K8MyppwKRmKrKCUJ29NjTm7eIPc7ZzMvxqnS73n+2WMOg3AYApu3P0HIynFJbLcn7Hdb9qe32O+2nJ2e0u92lgevxZRhZPSWmkHMnFAaxUP1fRy2DV0Y8xoZ9gO5T6RtsrS6bGWYqpNMs5X9jBIsD1kElYi6Q6xrOiQI+9ybcWhMb/SSRgxukCqknIkpkUp2Zbh1T7GvgQ3juIYaLeIEe2q9X6NUEZOHSz1eXCuLAZqAhkDym5QycfYU97oiIFnGNaMaLUvx1AhPEzVl2SNGlLHEHVI8Qs2uLV6uarx3gUQY0ytKbIiUkaivbRuuXr1C0zR88id/Mo899zyrbs2zzz3D2dkZu/3unFx9ERdDpi+LMrJxUCbd7C7K8P1kj/sow5OFr35pZYwupdBszzzXd2B7dsJ+v0fJxGg5MUU8v6OpnWeu8hiLX9e8qHURvCjCGTGX1w8bLdO20EmsuSVeKwuzGJtVUdEy2IapebTAELCF3je9uvnJeK+TlXsexmVNmxS2SXkbzzzXX5azE6Z7minSpjAZSUV9NqYiBqqqWFQtCX7SjBmZLUfMhd+7+XFeWaHvXP7wXYTml/Kdk1e4jgG7X4sKaGibFQ0tSmEVV1Zn2HOxh35PSkLX7clp4ODgaKpVmRKaFGgsHL8fuHLVatk1bUu/7y1neGdhRH0/sFodE2Jku9+y3/duccaNEpkYfdLnStoG5404OgqNCxbAPdRauZfKex/D02zdmr6jasgXQlBnx5zXAysD4/lG3W3TeClpFy83hPmy8y+G4i54iVCdUo6YFBFwgcsYhyzvzfdfEfGoqTAyQY+5nb50B3DlcSJXwo3iNe1IK7sy1fswMyq6IlyN6QEg1h0SjFTGqjJYfrArrj7+20bousjBZkWz2RCahn3fj0qW5mGUA/ohMyQTYE3KVfBw3Bgq46rSxkBsIqtVZ+kzOVOKeFmZ1tNphK6Z8lRzLl4doipoYSTktGOybfEluDwSkNCyaiPxSsduNyACp2c7KOZNynkwITN2Y0SSKcP23GqZKYC21r2fCYRNjKM3qL5ngr+Fg5rnaKqUMD7nIOcEaQ0+drwmM6rmqXIl9OBww2az5pFHrnF05Yj1akUXu3GMWb1kizScjz8bAIw5wzEEr9JQjGwNIyjTaKSiYSXEZMrw0A8kLFKg1sw+2KyJJLqufajyhq9evcZ6s2bVrcgpk1Jmu9/x/PPPc+OF65wcH1OSpxhUVuL5RqDT2qrBWd313tLbeWXYZawCeKpAUEVLoCRld3Kb201D2p5BDCY3SWFIibObN1kVZZXhrVeuEHJie3zKrdvPs90ec3Z8yrDv2e/2lKGHUohYVd3g0ZdBwihnW35DpKiStVjIPVC61Tjn+v2W/nRgf6vn5OTEnHIpeQ57mF0zWqpDsIVH2xWs1nTdFVMet56Woer8esWYntW8sikHJA5IjMShN2V41bFar2nallXTGleDj2tz8lUeJC9RJp6THIyXITvJrguihGA1jku0Z5BVvbKSR1VqTf3QScZwY2IN3ybUMksWXi0SCBE0mlFMKl+CiEdozgwgCIrxHhUEzULBSPEaNYZtaVeE0CCh4fDwkMODIw4OrvDcc8+xXm0Yksne+37vxoC6B9QBVu+juONwMprOK7lMh88U3nOXuVyJvgz3VYatBtaKlAZKsTyVnJPlS3KLGCNt27Df78glIUGN9CEYu2MMjZNmGTskwRRgENrWmCKbuDLWsrb1tWpqsICRAPR79vudWwGdX1nsunhh91wy/X6Len27lLYUUn2W4/VsMTgviY65wVURHsVLZ3z2YywkyUsr+aCeX6PmptiGNGegtk2+DlA73jdHjNFO7U17eKVYuYXoNWxHY8GLWMzvd+hLkSdr2+8mNF/8zgf8jnMkWoCFlytIIRSbfIqCs5GrKqEZiM3AVV05SZmVExCx9TFK5HBzhd3Zlps3rnOcbpBnTHPz0CCrWTjw3HPPgQgZI9yyOpl+K4oxHqqRliTfhOb5S0VfWrcuWPBiILM1BFyBqELluePO54HdzcMawvT5G13PnEfzLHiJKFByIe329Ls9/b6npgLF2NBUT5pCahpyKcSmmeRpqaVr/G8sx03EvI9ta2lGQ2gsjDGrJxgpvSYLuxU3HKqOMlcQE0qC8400M6qOoFZSrwxbWoFNayGatg8LMawIAdo20HaRthU69+iaIGVehoN1A2pe7SYISTLbbMJZyplYign2qi5sRzRloggrzNuIKqkMtG3LqusYkhlNg9+vKsTMVEc0BkITaNoVTRSimPHAdv9Io5GAlbeJQWibyJPXVhythRgy12/tuH0Cq8bCIVUCRS0numk7kxHUFAbL4MpIVmJR2tncV8+XrNF0Cuz6rbHIeg5ykGAef7E83yY2xpTbRlfIM9u0tfzsAKtVgwTLXW3baCHRR+4NPljRdoEYMymdYhFf1qfVD9mMzM86EqPWaMRxbAmWS4wR6sZGKKGw63sqh7dIJgSLGFh3LZtNy8EqQgrOJP0i5ac3MJTEbnfKfn9mZElAP/Sc3rrJ7uyYfrf1fPq6KcyMqxd8KqNHMoZLZZdLDZKeDy+N86mIkNTmrSKcbs/QELh+4zlWmw0hmJ5QNh1lWHFSBt5//TpveeExNi3ks+fYnTxHvz/h7GwwAuVcMxwsND64oW0MF1YLBZYYWB1F2mjRIKtVx6prCTGwPjiA1ZqoLW2zR/SMkxrB2lhesTSN6Q9YZmhCrb9iQBuBJvLWt7wVbVt2N29xfHZM3m8puTfdogQiwcoZZeMF0iAMvRkUt1vL7W6ahs3GoiPapqEJ0cj2arkjqfXOEykppGoqdH3KnTjEgLbRjEIoedJ7R0Le+vfI8SvG5C2pQFBKrCkV5nDy+lXUrjV6KNeR6k9Pf53LzzFklx1MVi9lcO6JwXKKm7XXKW44OOh4+9vfwrWrV3j0sSt86EPP8N3f/d2cnJxyerqlJI8yKU6I5kz0inn/y+j91Ym3QTz71aNTqpHn4pi9G8njHPdUhidlwRbFUmS0alYrcY6RUjIpmyc2CCNTomoYc0zPe0wrU2BE1Wn/o70sB7NYyDNTyaapjlx26+N84uqoQBqpEaQ0WK6EZnQMU65CpE/kC/d5MXeidt683MDU0VXB5fxCA2OfzaGesOyHu/fGDAMWex+db7KGZo1+ZLxY2Hg+Y+vnpr47n9298FI9K3OhevLo3v076wC990XrwbPnIjDSd9c8Y1WfkNW4aZOz6zKx6cxjXL3KWui6AzQXDo+uGov09pRSMsPg5C+zXISaK5c8LLoEHUkncq5hXFrT1SwcWiuTqhlS5pzkCxZMuPsEkGqlv/OTe55n586iV6hMA8a4y+y6Ql0vp3Fcz6nRMNPcnXKFFjzkcCt7JakKzbQvh8ZyhrXoaCRG5rvOeYP1FHA/20eDMQdbLquty2a5L+P+NnpNFYIriY24F0g8Cgw1b7BaLVKRPDJDN2KKToiBpgnukVb3Upe6WHu6jOW9RWe5kgJNEIg2ewSFUip1DOoG7yBiZVh8+4nRDLWSkpU8co3dplWkpgNbPrG1yRhXPZzcCaDMNzAZz0NlDhEhBFivGiTA1X7DMFhUW9gPpFIYvBygFh0VhhCi5VNjKTxWrSN6H0wGbC3qTgkz+vd5qE/OjvN2Bw9prscFCWiw61XvVttY7ecYA4cHG1Oem8BmtaJpg0f/Wd/nkkfDP1UGpD63xpi9VdHMyGDt0q8bwJi1j1p8YnSgBH8zhGjK8Kozj34tG6Z1tL75kXMaZdGYJ2XYclKTE9y688XX+UtvXRmluLtGBF32vst/VWZTLErOCOmVISX2/Z7T0xMIwvrwytheaQKDKqd9z8mupwxKPtmxOzlj2J2y7wvGbB8gREKYkfjiJcEUWzuCjaHOZ2wdG4iavqBiJFXBFPdm1RBXkaiRNCTCKk5OOPXw4srM20RoI9oGmvWKsFpzVAr73LMf9qRBRzG1Ot6tLjDjGoCYzl6GRIoRzYm2bchty6rtiCLE6pirVXGKniMmFI/ckOBe3GglkFTdwKhzediN37PnLjrTdrSeMDJpQSjmUBSv0OtiN9WApC7bl6kMagj10QdXlhXUitqhYnRTmn0OF2IoiLR0XaSJh7z1rW8hxsAHP/h2nn3uedJQOEvmyLSoS1szJBRqjYB5TrHMIt4uen0v5h6/Ip7hydMprNdrT3jOHiptTLpGemXVnUXcdKOA+gPDbiyEQNt2XtvVejrGiBYPd46RGAMp90hy0qlouS7ZWapzMe90ENtQtDHlR7NZE0rObM9O3VtSICQkJFRbkGmYVAlyDBPwzTt4veA6M1TroCpjm21DnzrbhAXxzbB6VepQxK9TZtxdnqfj3xdjS5DGveXnLRp2ZCVnqu2qr0nBf/hQBavJej3mfI+3rEAkiNBuNuNimHov+TXsaZo1shaefPIjbIKmzO1bLxghgxZOT0/Z7fYe9m/jehgsqb+Iei5xHkOlAUoxMpI81qSzVwiKyUhi9aEXLLgUlygRo4YxD2meVpDp6OncugZW7wnUSA05R2Q0Jy2que462yxqSkg9vyi2jtfN49IWPKzrzocXqmGkekS7xsqDtJ15LsDWzIs1ggFq7UgJMinKde8UKxGoipfpLU6+ZCGGopbnK1qgDC4HBloJtDGwbptRiUVNuM9DD6UHEp0rwqumoYuVyEvpnJV4v7c8xX6/R6QlhIZh6MfvD6EdFa0QhOietWrkrveaUiHGSnBjeck1J1lCQIspe7EqxNi+oNWrguVVt7GhaaPnDNr5sSrvVR4NYaqBHK1m6Sau6VYQ2wO69Z6j057rt25ztttz++TMvOq1rmxsaZuGvs9uwE1sd8YO3bbt5MlnIs4J0ZTSvN3Z/fmzFYSus75smoacnI22lnvBwpxjWNG1jRNxNVw9ujL2YRNN2sppICdTLvqkxNjQtStXms2b1zrLdLEsOHsWTEJsTvZOHjk6lBpnEIKxbYcATWuKwrppuHblCkeHh6ybhr0EQpXuHxIb336/HWXFqgwPw0BJg8vMw6z81gVHz4U+qA6rnPNdnSgXCYtMAq0KklhIrxtdVDPa9xTg+ReeRxGuXn2cfj9werajCYFBC5qVG8c7dlGJu8zp7S392Qk1N7/xcWtGHJfLVCle6tUEac+z1xVFjWirFKsu0ueB1Ger151MAYwHcPDoiriDk5MTVocNh4cbuq4DvExZVbRCIElDkpZm1bA63PBRj16jaKLfb9mfFi9BbgRWipDyND5r+sck/SsnUYlegu3q4RHrdsWVgwNLXwhWj1y1GGkg1q+VkKvx3GNbX5WsZmg85yATJ/yr0TL+rNBKGGz9FrJZlYyTKZvxAMyhNK7jF52ENS3GjGIhBJMnZDCdK/p5IZBKj0ig5D0xtMTQEOOaIJEoDW9/+5M89vgjbA4O+MEf+GHe/e4f5Oz9P8GQ5o7PAtm9wWOUyOSQvTgu7/b7g+KeyrCxDJr3q2kacobcp9GTFoIpeloECUqV6+p0GgkvqIp1oIlNlft84piymfOASuH07DZdl9hoYLXaWG06V5RDCO4+dxtMsXrHCBRNdp2SMO+zYvaJggbflZmMIXcsijPvyJ3LgTfWLU7jfXoezfkTdGb9nry86mzQ1Yo5irBeyzhIQ42ar0n0ntlvR0umKsDitms75mWQQly80QcYO5Wt8ZXC3LssjI/p3OdC8D6pRebdsuW/R0KV7AgxkDM2qYaElsJqdcDhwRV2V69x69Z1UkoMQ2+bR8lTpIKTbpmFcNQH3ArpXhSVUdixZzWbeMWjVO7jlV9wbzyM+aAym1zj6JgpqWOYs9aQZVs7J4K26slhVDoqIUf9TH0OiAsmpXh6Rwieo2cLfj8MTmrCZAj0c+r6ZE61+rd7lC6boLyxn9cbuW2vK0Z5Z8oFreGqlg5k47FGz8zztOrxQcKshI2gPhYHtXxZq41pxIWaBlOAxcoPSckmJEohitBGWDdCE6GL6h6CTEp7KJYbHMQ8kqs20DWRVdvQBCOmQayUknkhxOVIMcOO5xRTLI0le2pLNfTX60otHZmdZRod23xwsKJpI+u1hQwDdF3rtXErA3VAVSYjO8EYrKMpfiJQymDMsE7yJWB1RJkU8eqNrkLgwbpFpGG1WhMDnG13dDFwut0zpIRFZlqubwnmKW5CA1oY0mBmNbHntVqvXQl29mhNHuGko8heyassEup8GRMbC9lzcN2QUMmNKuGYH29h1tGjAiC2Ykp7u6LrWifTsj6y2sceZTUbf6NjRYWcra3JycpiDKxiYxGeUY0cDOGoXXGw3rBqWyNEcrN6cNHhYUCNzLxDefW/q0xiCnG449h5qOs5B8w91stzawByfivwaAP7VS3CIiVOjo85ODgyfUEaYmjY9TtaBAmRk21C28BR3JBlTZYVR5uGrm1Zrzo3lIjXCre1aL+D5GltqQxIihzogc3zCCX1DFnoi3oZpcKwG8xxpYrGQrMOHIQV3SoSOoXWnE4hTkSTKRdfd4Tt8QsMw5Z2c0DIe9YRzpxqTDWT3PiVzvHF+L4+OtAUDRliIDSFXTmlxD30PW1rjOtEu04TLXS5VrYx45vzA1BLrU010k2n0nHu+qMwpiGXC+YKcXA5tYjVpFZbnMyBGcSZpScn4fTMfW0ogSKBktPEsVRkYqz2NIxMRKUhSySELUGc8LhZEyTw5BOPkj7p49kcbBAJvHD9Os89+7yngfg4rW1nchdcNNxcNoZfrEJ8T2XYQqMtjtuEpXCOCrt6Qs2qOGXZVgtcDa+pAp2IjBtJyW4/8ZCpUhIlWR5EKdA0G7q2g2CToTJBZtdA1FkaS84QFCUjUkZluYZKTInnc0/LfFGYKcj+2WQB83ukFqsO0zlMQmS1/Ez9Uc2bTrAkTgYyfkulC6n/bPAEv0YZLQpuHSfPFKzR9X7J/Tz4g3/JIc0Xr3MXL9FlYZZ3O3YcOW55v3gV64r6SZle1SgRAzibXRWMasizlkLbrFitN2wODgHx/OB+ZOGck4SM3o1xjM89KMakV3MYzD4iNoYLGP38Q7LbLnhVMFdmLaTL2SKd0McYHae8nLkAUs8dPxec3HAK0FczCzPW5Jwpu5VAJufseTZOcOheoynMSKb10tc6O97eqsvbRUHqVemvxbD06qGOJR8bxg8irrRN9Wwv1nys+ZznuReMyKaYHGyhjIJ5OnKCMhBFCUAbAuJ1aYMYI3MXhS5CE6ARpXj2HmUwYkwyMShRjBiqjRaiW0m5QnRRyQ04lc/DtlLbF0bjdDXgx8YV3hrSjF3Dc9Oik4KFAKt1S9tE2q6h7r8SPBfY6wQHT8cKsfF2RaurG9uRMGoYFI8Spm2iywiT56gKsnW3iyKucAe6TtCc6BrrvxCUvg/mjfbQwtL4/G2CRS1lL/PkRvdVVVqBXLKzafvzzTXsM4ziRw21NQNwMYW0FNrWPMfdqrNyMEyy1Hx9aGIci2mINDRNS9N0ozfY+riyGU9h4mDjiODEXkV8fzUmcYnmlVexUHIJShsjUQKH7YZV19rfTDF0c0fNmx2VHX0yYl5upLSoTNxIc14ZPpfydkGJvgxzuX/Kw68Puz43jy7ycbXb7djv91bK1NeJvs8W/twIp7tEUMsnLWKvrmvYrFoO1ivaGGplNFIWJ1OLlEEhW3RelQUtSkAsGkGt/nZJRv632+5rM83g1wpdbC1lIrqSio2j4DwcNQoiiLDf3iLlPaUkSHu6AG2YOfOKRQ+m5AadcaOsjjFnTAiVfR2GrJQQ0WSlv9quo111FrXhucwyRnA4V4B7SiePsO331vNQnXpSmfx1dLG5QulM3AVTfKvBPbjBO+BrY42aDSBm7CouZ+jckBKM0VrEKvxYSk0klGiKswrFZ2GQiIRoETBaCLHjytEBvP0tbA4OefrpZ0CEmzdvU4beIn5x1WcWzVbH6/2MOA8aHl1xT2W45gbvdjvfIBP7/X4KJShuPxU878YGIl6kvTK+UR8a6nnCCmQrXzP0DMPONj9f7HLJrFYbytrYB5u2oc0NzdBQyn5UN3LJkPaEaEnhImXcRGo+gxmpLGcphnGYnlNZRmXonKXBOx1F1ZgjQ2A8M/hDFwkTW6NMC5CqjNex9tRMpGrtwCdwcNa1llA9n7la9TIFIyUbazpOd8edy/vFO3txEOT+dYTneIBDH+ia5z4uszem+xkjDKp4o5zvAxcgis0cig7s+j2aE2HdIqGl69aIM49Xy2rbthwcdPR9oml2hLBnSBlSopSeyqxpOcWFmoajoTEvngSGMthcWbxQC+6BgHmrmqaxDU8mjoSsSmjjBWVXSM6BIDKtU40zQoorMHNBpqKUQgrD9N1inqyu6xA1Vs++703YjtE9PC6YlzyVchghbuOcuBpqGN7ifX1zwhSsjpW/EFNiS7YyPlPYo44CiKU7taPiPPdMVMNhdsVJKZTU00ihCUoXi5U96kAx0hrNgSjm6bWRlSw0Lg+QenTYIhib86qNFlqMESVGJ8uSOo9cMK0REzEKMSgSCjRCo9EIcaTev6AktCSaoCa3dJHkJTrX6/U4NzYHHkLeNm5ELaMBNQRhs+mclKqWLzHvTvXINs5+3MQpoqkyT2c1Q7kZ7s34EJwRWUKkkUDbCutGaB/Z0B91PHp1za2TM3Z9z37Xk/pMGhJ9WZGK0g/K6W7Pvs/mPZNIlHbM/045k3KiT8nKmxS13MvOjikpWQiqrzGqym63Zbc7Y0gD6BFanAyssXSlOlYEJ1HrWg4262mLluhRfqYIVxOeeg5odaboTAm3Ey0K0XKLhZV4uZoYvexXQyotKEQCKzp3huAGbrwN1Sny5sfg8ksQGet/l2LMxFOkUY3uOM++O4m5conce6cyfFGhEBE3dsmYAily3o1htXgz2+2W7XbLbrclpYGUEtvdjp2ap7HsC9cO1jRvuQbdIV2EdTilTQN6umc39Fhps0gRf9EQ2zUHmytcW0WaruGxR65axAlwfPMWaRisFKunLQxDHpXDGhHStpGYEzFZ9EIQITZhZMsner6xJtLuNsP+hN3pDXJWWi08eXXFkDPbfuB4u2NIhVICFocQLUQ5GNlbjWwN0VMhVD3SIZH7nn63JzYNcd3RrlZsjg7ZrDc0nSnHORvj/TAMXtZtMmiMDj3BIhdFXE71HHzKOOxFzStsU84NXT4/tFoFxdfGYApsCXH0CI8jp36fcyCY8TGOnuHgxtEgXgPANHWqBla2x0joWG+usV5t+Ki3P8oXfsHP5OlnnuVf/atr/PhTT/H88y+w3Xr5XjdiXsS9FOLLjET3Mq7fUxnebrcjc7TVn7PyCtlDZyoddhEdN8KSlSAKkTGUqip2k5XZJouVs+lJOYGYMpw95l+kWiT13E+/Td983Tscsrv9ta6d/hA80Z6q1OpdzIPVU1NDX2chgePi4PXMLnToJATM6iTOzvH4Bfd61s+tTaPXkar2+ffVgzy8QlTcShXGe2F2vemGlEtu7oFxvzrC5w+uT+FynPf23v2adwrS8+dcr6VjSE7tJ1G3Iivjc6qWBxEjY2mbaF52PORrLINkF6vKheWLiOfOFct/CZawbxtJ8rbizIuMERLV9FJTB3gJ3vUFDzs85NK9Mo2zy5oQP60nVbGdv3T0DIN5eGRklqwlwoIrpHXtEjEBSJh5WbR4nqIJkgB5GMZ8vxCNNaNoGQkLx3VMbb2ZSsD5Xc2UpLmgxOzzBW9c1FzyWPPVXIieR7jMIwuq8WNurFEvllvNlnOvIFjeWhMC6yh0nt/ZNTKOZ03VM1vcg+x1eUsmUmg997SJ0EShCV56JIDHK4yGIpyxOrrH1uYT3jJPPaqeEB+mqjWHvhrMAyVYvp64UBij0DaB2NR6ytXTUb0w5pGKnjNXlfFmRlIVR6WjoYZO1lBorYqhVnKgGWOAAiUhoohEuqjON9KiumLVBbZBGJrE0AtrAkNWTrcDfRpsP1NLRco50Xspk+IyTzXMFbIx4VYRaR6Z4u2yeq/qJGLB15nsHvqaj2prgbFQx7F/bLx4aL11PHVFmQakzmSnuZnFnk9NHwmxkpKJ10QNzgcUCASCOmkYOgv7NFnkYYncqikwOlt7azpDlVGqXDrhTvmwnjOVE60h6pcrxCNknECjLmA1aV0W8/UkV4K+mhDuz6BoIRdhu98TA9w+a3n0YMVR13LYD8S0R5JXrVHzqGZpyKKk2CJNQ4wbunVHt4oowdLf8sB+u7ca2CmZzK6Wy497RGvkSMkeGRWgiW7AaiKxKeY08ZAG270tOlOcOSoolhpKQVuhH+y++5QYUxjHkkVCbCx6JYZJAhUf5gJIE80Y56/QRPPW4jwEtc/FmLnUyyiJeHTZWDVsSk2tc2wuU4vqSDh9x+fB1DCEMVS6SEEq8/TIGl3XCP9zPMeNf8HqM4+Ee/WOtX6TERIiiR6BUogruHq0puTH+OR3fgIhwOHBhve9/wP0+z1D3890sXuMy9l7d4uYuBvuqQzfvn17VGSbJjoT7+Asba6WabH8yhhtkOfii7vnggRjGEsps9/3NNEUj1KU/X7Hfr8jpR4JGYlKLhHVNA20msNTJ/pcIS6ZIkooFkdfwxtGYdIVWFc90dkCXC0b+EOV+ssoAGJJJiW4IubhH8ysYKMX+PyCYxa5+hDm4eMwlnSqipUzz1U7aL3uGO5IHuP5CR6OLTKSbdyh3b90XfgyPfTCx7MPfUG5Xw7xiwmjPt8Q/1kfTqnXc098NTTUfh4NBibAdF2D6Mq9HAO5GCGWXcSFlmj5XKuV1aPL2cZybAoxl9EbDHtGi1aZ8qtmS8z4PMdcpwUPJS57tHLHJ5eP+eplMUKbupM0LoxUT5LP6ipc+nVDCOfC+o3oqPOxOxekbWaVUshN42uV0ve9KcJtw3q1Mo/CMFi4Y9eO32t5gnlUsHM24pIacEqIo5B1Pi/t/D0/fIrww3Y/Nr6apjGPRIz0yRThmuNpS++U116F5lFwHo23dV9Vv24YBU4JgXUjHK2ERnui5/U10ZRJjVhu8NCThr2XWjJBvw1Cu7Kw5IDSVoU41v29uJLoiiiW/9Z1Ux3koiZ44+ystpXWvL7ockV27ghT8kqpZEAWihwjzozsYb0hzsa7CaRGiiWjITb6/ZnH19ocQqBtOicDdW4AxQRgTLEbkldEqIYJNS9cZaNuQ6QJVs+4bTak3HHaBPp9T78PSLuiHwrKKftRGbbwzSENnJ6ZQazpVrTdiq7pLNqvtwocNstlnP+lFFIZXM5LbhxoWfmakdOArDsztM2iVNq2sWeiRrRkKRph3M6rl0fVx9Fozy6kkoyxu/awFopmM4BIoGmbkaul5jLSeIQdAbKMBg4N2Bhz9ttLKA/elMiphqZPhInF64FXA4ZBR3nEREqdyab2eQgTL9D47ty4P8M47j2NRs0zQAmK5snIVA1P1bCa88BIsitGKlVUOBt6VDPP3ci85fGP4PHHD3n0hRN0m0i7REiJXApJAgVlQOnbDVEaQjyg22xYrSJDf0ba7Rl2Z+xOrEyP5deOiRD28FONFKjpdjbfVut2JMMLTeMx15bmEILHIwYvNcukPBgZVqBoJAZl2O1qTxFCJDZC0zXEFiPjk5oYOdU3BpyETGhWK5r1ith1qAipqOlDo3ExgmKEhMX2+ybGUVQet101B9zFSAjB8oaLGwdsnlhEbfSeEvFUzWAl0GhaT6WxbpS5Y28WyZlp7Z5DQ4yNGQNiofKaaFXAFVR7igrb/c5qSeeBg4PH2Tz5KI8/9iiPPXqN93/gJzg9uc2tm7e43e+ndA7uL19cPK7qafc6757K8M0bN7zkUSQ1lVAhUcOHjc1MCKqEDEGFVDKBQBEL+a2CYkoD+z1j/cEggSHt6dPeavuJ1eqiRNMOwQrMw8gCaRvPSDVBqXmbHv+OmIXVFtwL+ZvnDSSc/2jmEa6diPrq6Qu2uCJGDdStxzjD4swaxtwCN5qAZoqh4qHDhaw9ZmlyZjgtaOn9OI/pL9lCvTASLdHO6cx9kp9bgV5j3O87X6wMaeZOP3FerKiKXP5c1T4fTxJ8kW8QaYmxRVYW7nU2nLLfn3J8coM07NGSCDDmE1moajISt5IRhTa2dE1Ljsk2c9/U3S5C9hAkUzx0rPmos3D4BR+uULeQuifDVkRWXUfTNqzXayv9lkzoC2I+rpp3WIn5ask5wfgbht5KfZmgaWFYm5Uxs1bhFVWSCyAWzmgtWrWthUm3HRQj7Emr1jxeQWbh1kLJA7nm3iczEg0pjat5FQSqJTo62y7MNmMeRoX44cIoSOuUt2qGZPcEaBX4zkcsQB1WTpQVzKsaIlSyHiNGCqxaYd3AplFazYia4hlKRjC2YXJG0oAOOzNc5sS6W7HuVjRtZwqYk2FZbu80roxgszI+Z69RC7WUk5WYyaPBRtyzYjtnoA2B0DbkYaDkQtZC9LqfJQ3QerWLgIdde1WMWa7mlDMsY9h0zTUOY5vLJESO3iETVkOQ0TNcmatHWQvX44tdMDadeaYlsm6EEoVIx9AKQxsJ7Zo+F4qYjNE0gb4I+z5xut3TNNC0wsHa8hNj01L0gDwk0n7g6OiQtm1dgbZ6p/1g60XbRK5de5SDwwOOjjaeQrfl8PCAtjMF2Qz8ZfS+hzBFCEqcZe9WOatMcqKV4yyj4FojTpLXNq75x5UPpkpUJgaZImNuvtZYcbWY26oJhM6Ypmu62Zsdqnl0hhQPg84l+/uFtg2EDCmp1W+uIqkrJJMnyPJPc1Eaf28q86nVvzDBxGzqw41NMzqSSpkp3kARIYSGgrAfkhG2TenxQEGl0Cu8cLrlh9/3DM++sOInHzYcyBGbw4ZVc4IU87buZMVOOm7uW26fJF544TkOn2lZrSKPbiKdJtqSKGeDRZnkZCRUIhAaclJSn9w7a6H34h7VLYwRgV3nRH4NqGRG3TeYASs0FnmiYRp/RwcNB+s1h+0Bfa/0vaLRlOGuC4TWv8+NN1GC1UIORiglTQOxQZuGIsJ2KOjZsXEBZNMtJDTEthk9s1W3SGWPaEAkmkGC+oz9d3dBK+qZAmps0i4vBGp6qfOM4ISDIUAoI8O01HVV3Fjvz73qVVksDTaHQtMUcjKHaPS85xAitVBFKEawmMtAr4k0nAGZ2G6I3SEf8zFv44knH+PgcMNTT72XH/yBH+aZZ55lt9s5Oz3TfTIj/sRJbGeoRiI7/CUqw/1+T/Q8mdHDOgthUWcfAyE7xfoYPlpDXlwxrI1JqSdGSw63Mk3GEBg0uBLsFpxiFmOrW1WtOLXWXFVH6yO2kVG9tmNolI4jhvrbudnqlu/qTantnTpMp/XDLbxuVhrVXYtnLzPluNZUrIfOvrv+lHq01T1UTahOrLJjOSWMUt7ImoILJz5osVAru97rJ3TeLwxBx+fwIjF7xmDGDbtOtZjPCckmRmpTWaOpIGLU9yUPDMOO/f7MCEVKtmBP72+ry1dZUzNFxe2JMoV1MUUb1HlQczemEFUPV32TmJ9fLWXlYSM90gt/1L/nt3kxdzaIKxtizPYRGUOS27bx9A5TGEDJ4FZoq7kZ5hZpwbzJCjlE8+SFYCy8bUPXdnYdN+alNJCyk134eh2CeaTbtiGlFtViArxbp4N78WrobL0/89rMrOxSZ4BQfK3VcZ09b52WGmlz18682M9vJOX5fFtU73zvoYHWfWsydkiVALWyMt+ZGz6GYY59Y6bAIJgHOAjrtmEVC11TaDJQlOSCvCieG5zQNNjvJaG5R2hoorBqLYQ/BqEKa1bFwtoSZJojs+2Wuk/Y/ullOioBpitqOKO6jX88pcfYqGuUW80ldMfN6AEN1RsT/PxZ+GPwrgtBp7k1cwyMdZCr5OJsueC5eipunLDyBFVd1LGMTQ1d9Fzd1kKDIxDalpgLBymz71coQluEGAeKYiVampb1uqNpW2LToqwpKVO6jsNDU4ZzSqQUGYZALWsTY2BzsObKlSMONiuGwbx9taRV13Wo76Mm7+lo2KtKgFbheVwodFxT57KXqo5zbnRSyNTH1nFM/VeNj9VZ4mOz4ClWdYA8JFAnqJvX+a15wqAjeRxEMlbGqKCjAV/OXavuEzVi8rJ4Ph3/V18bxmPna0Nd79UVr+Dlu3IhF5OZxGWpwER4OmTl5umenDI32jW56YhNQ4cQNBnhEg1aGk5S4cbZwAdv96xOjF1+d2XFYaMcxUIcLIhSiiI1akmy5d2mjAabi9V2YnV1MyrFw3oD2pjCVgecVcsRCBC1EIpZZUIQQjQyvKYRwrolitUqzyjiqR2meE9hzVE8OibW2sGmDPdiaQ77NJC3PZqyGxwbI59adf6dFrESgq1ZpvvKNIfqGjfuWTo9PcWIHaiajH+upltMKZ5m2CoaRiOIjP1Rx0D0ywrmlbTfs4B6iqwCURUaP1lB3KutxUpf5ZzY92taCqFtOThYsVqvecfHfSyqysnxCdvtFoDTk7PRyzwO5srWXcfnOLan6LX74T4EWlYAOaGk5A/SLWuWD2BKW1GBZKF0SiJpIGvDkAcKhTa25gnJA6en0HWde0d6e3/IBKKVZtCIFqGkRGaAWNzSWx/olG/kc84URRM3qWyYk4e3bpajSjOOj9plBbWah3eRdewKMw8s8/bgC4C6BxcgOIOiTfQwv848zEQK1rsB1Qia/YY8CB8hlwQCUYNbh8FyWL0u8YvJ831TYGY2GJXKaeKqDj5BjV2U6uP1RxFDg4r1Txq29P2Ws9NbnB7f4OT2dVJ/Rs7meU+pRwcrYJ9ycZbpwXPiB1s4Vd3IYiUKmqZBpND3gyvE5XwZptF8suBhhF74XbCNIfg74/rswnPburIJdN2Ktm1ZrVaAEGKi9ZqqVnrCvWmr1ShApmQ1/LquY93lC+E+yuHqgNVqZSVMAFRHksMh2hgGWB+sabuWpjMh42y7Zb/vbQ8sijTVeyPGEGs1wkgxEXIml2yWf5itN1MkzGgAkimMOqfkTOv31IDvxBtuOZsMwA8NfBssRclqr1Hb8APm+cLAmDc8pYK44FsUJBNUTAnGBMkowkFcs2qEVSjkoSenHvoeXD0suzNSGuj7ve1zvi+2Ueka4fBg7aHLtfakeX6B0SCJZrR4OZHgHl3XLktJo+E0ip1b1LxhU1iw85x4oYYa0VECtG2k9bkVRGib1gnEGit/4gqIbevFybAgojRjyb6Zt9Qa7j/nj8P6PgZxb5xi+ZWZnHpTzgXz/MWGoEYKSTACstAKbWyJXUNWgSbSdS3X+kxfhH4obPdVOY106824b127dmRrjwir1YroJKcpJYY0cOPGDeN2SQMH65Wx/LYNTRPoOnOWjOWYYg2R13HMjBEFrmSNZgnB+WZ0UnJ9+5zSNqYxGEN046FHaTlDtjiRmUQL9Nz3iaHfk9JAG4Wh7y1/dCTleghQ5dUQxoov6soFFNo2ImI5nMM+k1NhP1ioaS56zqqgHrKsOIlUTRVgUqAng5djbvmpn3v3FiutARGadkWIDakU8wxntRDnkCEEura1cjsSyRI5ToEfuAGPXzngIx69whNXoBMl6MD1kx3XT7b8u2c/xAune5496SH1hJI5aJQnrm546yOHvO2RA1ZBacsZDL15lsseJVCkoWTTEVINERaQ0Ns4i4G+7xlE2AZG7gGrWONmKc8zjk1DbALtKrJeK01siALrVaBrhV2f0ZARwiSfYkSBIu7JR0GFYSgMpefWLtOnzFmfkT5DVnIyYlj16AqRgoSBa9c2HB6uODpcWb/nKa1pTkR7UVepDzDWOSU6Rj+iakZC5xBQLcbcLUze8GBtsdJPHRBH41bRTHB9yAxUFqkWJBBzcVLlSpZY0JLMtZd7To6FdrU1NafZIKHj7W9/C48+eo1Peucn8m3f9u289z3v593v/iFyyk6YCDUJeiwOJzLeZk0tg2ktuhvuqQzPSRRqCJTVGzZrq5bJOqVq+aNZs5e1SaSQbJGPrlgXE9Rq3tu8fEMImZAyMVi5pGHoaZvOF0F7eBaGUfxBMm4aVfi67EbPVVSiHjdNaqFat+/MfbvTQqaMIbw15Gm0bk6Ws/q7Le5uCZk3Q2T0qNc21dCoahGd9P2qiBtDHcW85xrwNtRBUNv6MiXJe5xeLU+vJISJbXpSI8/ZLam543gIVSnGhInnEE0PWcYwDoDtbsv29Da3bt1ge3ZqQkXJ4CUicjYhfrXp6FYtV662HB+fsN3tuXnzNsOQjDmdifyoaJieKzUXoZbsmF4LHk7YGK2j1PMug3muVOsYnMKc267F4108TLll3XW2dmqZSGYQNFvN625ki7bcQKsT3IxRNzlZ2khRpYnBX3H0LNf8YgtztLSWWrah7Vpn2Sx2TbfQGimXEXNpKRSxNSWIUGKk5OTWfZ9zOLmOTAZaU/DjuI6VXHUS36SqBflNgWkSP8zh3pMiImO4ah2PNbJhfuz89zEqq+aq+3pKzS0NQhsKrRQaKZb2lNNEwaZYDLCWUUCUIKxXGzabNatVS1PrHldvBPXJWJbytF3Xutk+P32fr+lSdl8e5igmSwwlWylGnVWa8LxWkMkLPGNVropwfaG1nKPtAxdM5qOAqF76b843Uo8ZK24o5ikp2UKkczKvtqeJqWmJFmquhdAoolXpsZzleqlVF0HWrFbKPitDEtYbwMulNG03elFCY7m2As5Ub1F2wxCQ3kKtVaPlR7aNM+MKqsG+u3qJqDKjWRXuINWrolP9zD1PY+ikh1HXqJopqk4okkcOmq5pLORaMCP2kEjFhOOSlb73/tNCs24hZSSXkbDoocEFebfK01NKgEf5tIEYzHGScka8Vi2zfq7iaOWjMGUteA6/Xb+aQmOMY1QReJmfUs5FytV01bkOkdLAkHobuz4Pu67zvaslhsbyvtcbdk3Lc2lFnyJdgEDm2bOe52723DjrOdv1Xn5noGjhTIUXThM9e2g2XFlFHl1dIZRTpOwg9UasqwOMNXDFnRnq0ScQQ7HxHGrYrxBCHkngLG84jPn+qpDVol2IEOIO1Bibm5woWdAcrMpJCIQO9wTb2FUCSRPH24GT3cBzt7b0SdklRZOgWUmZca5KUIQM7PiItz/G449d4WC9Gvfvyuc0sbFPnj8Rjz4TW8uie7ajs00HnRRgSgKKExn6+UGgRvCGiZ/JBPE5M1glGq6OAfvy4qmFRZXGIxdCDGYsV6sgkIdAvzsjdkpoMohVLTg62vDOd34iBwcH3Lhxk+vXb3J8fDKWmJrk7rkAPosgcidD27Z3nU4PrAzXGnA1PyxnJ6ZQZiVC7AGHmBmGRBvzuJnWSdr35pWzGsY1N6aQpSrCpqikoUc26gugeT9L3VDqOiCT8ngxOXpO8DInovE+mn6tC8olAo+4VXJ0u1ct1Xt/3NS8TRaqoONiUE+bK9VzRcr2yhqafd7jMyl3dYRFVKMLoi54KyAFmfmez7X/DlX+3jvBg4Q8yz2E2RejKI+0YjPPtnKhzVq7uuZlmxBfcjYCiaBjYr/VWvUZ7175/W7H6ekJt2/dZLs9oaR+FCxscTaBv4ktB4dXuHLlEWK8QTw+5oXrN80yPgznwqxCEIpp4eMkHMUz//1hFp4/HDEvGjG3rQleBzRYzVPzEE2KcAjB2J4xwaDzvN1V15GSheZXJTbGyLC3tbFtpjDpxkmw5uFoRmLopCex1jK1EOzKDFxDFasyHKMRbrVda6Ry/t0Zxs+js1xriV6iDIslUygpkUJmGLKFiAI5yagIm3BlAnlNF7DQ07nBkVnPzXv0zh5/rXDvufqwz2N/ci4Ma5nKJ9W9r465+Ws8U6vXSBHNaLZSJhKN4LEl0omOyvBQkvM1yPj94mlGQdRLhQWODg/oViu6riVGV51LFaqm761GSlue617PbA+thm8dFeWJDVtJKbvnK48RZcH5Smytj2NOv83HOscaz4VrXJnGvRRy7lV3tVLKmNc5EUNplRTPPQ/bmzLqfaV131NT9jRjCrDLHxKjE3dFVzCsT7rWiKaKWv5hKoFNcYbcyvjqNxqaBjBnRiXuCyEiQSmaiFEoxYiCmrYhurI05mB7f9V1soZ6X3QsAFNd0zqWVKkRv7XPat75yGIuVrKmGiSapkWindEPO/phYN/vGfpEyYVhn8a60RoD5EIoRq72kFRWukNWq/L1ebnX8/fbaCRiuKInFhGio4GpznUjf2vbFgmM+8f8O0YvfTSjiX2nlUP1LAaXE9V1A7t2UVeGnR1ago2l1aqzaIumI8aOEFri+gp7CQwFtqmlcYXtg2fXeebmnlunPUPvpdeKzeFUGvpd5jjtaTeFvbZs1msaSUQSIRdiyRauG1pUIplISkrKhdhYaG8b1Zx3AkPQcZzHaMp7E4OF+0YrGVQKkM3IQCw07UAgI1po1Eh3UwkoVhaqKQFtW+iElJWksMvCCzdPuH7rjJ947jb9oAwlkkqkFGNenkxnCTSh5YwmCm0MvO3JJ4yBOgQryqMuM4/myhqaPvGQWKqVG55cfyGrR/lYxKpF1EwpLV5Dt46GmSAkpgyPlAC+TmNKqA0s8TUyIxqcU0FGJnvJoDmREYb9mZ2rZp5tmjXr9YZP+IR3cHR0yHufej8pJU7Pzix6E6boTMXbPTlHRWxMHx4esl6v7zqn7hMmzbg4x1iVMPUSNMkZGM0yULw1w2AhSiIWthMkjufMhbOu6ywkI4SxmHvfu8c4R6AY+1ojDENiGBL9vodgG1cjLZVMyXJsLC/5/AbuoUlmVkY91OGO0OK6sfh584Vm3Prr4l131TI7YjS+1KHnC49Oaqp9Plk7p02T8do6Z+9z63QILTF0RGlRGiCcV86dDQ+J0/WYfcX5G3lZmHtx7/r5y1AE7frn3vCxkyjZiK+KZvPqpsRQrJB6kKlUTdPauGi64Cz0ieNbN9ifnZCHPeZBGKmpEYkcHT3Co489wZNveTuHVx7l+o3rfOi55+j7Yaznh9jCll2wmTwAxsxXZf1qsFnwcKIOzxpy07QNK/f4ljwgTrBTBfXWya1isPDjrjWimZw7wHN5Y2TVtezdlNp1zSh0bzZrROraVlcTIy7KOZu1s2ks/88V4apAxxht3S2FlBLRc5ar5+/q0RULqS6Zw4MDvyezHhfVMZ8YbFz3w4DSU9l0KzFRfYFT3rkHL8Xoc2LK53lzeIZn6/DDCtukXCEp7k1QQmX3xZTjpOnc3j2dXj2cGVFT3Pp+oItCe7DikYMDDtYrDttoYYrDnjZA0wSgsfGb3IPnZFqHBxtWq46DwwPPbTUlrXiYfQwRAiQn8SyKEWC5sbtGSUn1ooKXNHIzq9h+3MSIp8GRklDyZLC3eWZ7UYhWw7RpGzarNW3b0YSGtjHiG1xAHPlECFXuQ2CcHzknEzjFy/wAk/rn48xlgJwTaCYIo+ca3/OqgUtCRBolqCLFcjItei5SQwUb7ytECLGhSIPKmmxpyJ6/Wb16eWbINk3Ans0AmonB2Zirx6+OHxeIz+tlOhoJ/bYujLvJa1PnWHSytRAbqi/fiIVmXnN/PvWv3dmO/dBz++SEkawLoZHAlc0hXdvStsa8zdmONkOjasrQQ4KLCvB8HfYjJgNtFDMulUjTNqMMKWNYu9WLbpuWzWpFya2Nx8nlNq3xQUZZ7+xsNyoho3MLQaVYuG1Npkc9UmkA1CLxjg548vEnWa83HB1eoYkdQSI9jSmRPh/3ux0fevoZnn/uWW7ceIH92bGlQuSemvRbYkfWwJACTz1zk6cjfOgZeGITeGQdeedbPoJrMfN42NvxCtuhcPtsz+2znlvbnr0GTqRx6iKhXdWSaZE+WWmoKELbYfnBvRNUpkIXhBZliIl1VNYRHjlYEYKV9xxKIZOM6WcfKTGSVUgq9NKxPd1zcrLj+eeP6bOgYc2QjaC4jIzrCjogJIL29IOVp7KcTHuO5rEH8L1ZYay5PpbREwLFI3mLe5OzEWmpGaMIjTvaxPaH6t2rTrg5XJUJTS2lViNsJoNWLXtWh5MGq9ITBKJrs0UTUgplEHIoFHoyAyXv0LRj3bW87cmrfMHP/my+93uvsv7Bf8d7nno/+z4boa3LGVHruiQ8+uijPProo3zKp3wKH/MxH8MTTzxx1/l0T2W4FpevnjRxhbO+SslmzR29Ye7ldUFtbqWaeyqapnEP72Q9HCd2yWMIYQ0ZSjmRsm3KgeKJ2efDiueLwfyaowLrbaz/bDLjm9CUZzy3JlQ//2jBPNc7nhcxLSvjAjT+kGr9nXk8564lP832lTHozL3eU/FqI+Gp3Mc1yEyYNpRq4b/X03xw3C0H+ZwX97JN5SXsM/Pvqs9l/n14aHwuieKCwhRen9wDlbAycILKalx8Y7SImLEAfXGLETJawKt1O8aGtu3oupUREsU4MU/6WBjH2OxZzW987iVe8LChzs26wM9+eriR5ZbXWqSuLDfRmPI9bLQaAJsm0hUL2YleN7NrWwShc0WgaVvWqxUA/TCY0O/fWXIh5UzXWmmcrm3dw+eh240R2tRSG7v93mtzWg3Orm1HK2nMmXW3slwg1DZXtdCxOh+7doeq5/94iFMTI1lqqKotbJWIyzxrgVCsnmpR38znknP1Mp5bS4Q7F8kFrwZs+5vy3G2N9Mhlf1OV2X5fZufO9rtqllfnVYhWS3jVCkIGtXVbREdBSVXRIB4aa7m/5rEwYT16ePQ53Qk470Oc55rKbOhMXtlQS4L43BSmfVNrFQg/zr4rjNewUMI4EdpVL7R//5QuMRuxPh9M5Cjja/xcJ/lknAoeql37sN702FKtz8lZsdX4BVQsz6/EbN5iPBIv4DVOTSaIEYJR4fL/svdnT7JkSXon9juLmbl7bHfPrSqzGlXdXWB1N4DBzFBAgVA4IhyOyDzxgX/riPCBQxGKUGRAwTIcDoBpdKO70VW53zUWdzezs/BBVY+Zx72ZVdVLdVciT1VkxI3wxfzYOXpUP/30U+dqU/21DJ5NrXyutV9jOjHapiqrcGcpWqKkF2efGVjKyFbneEvZ2Mwh/g0VfNU59tLbVZ8jGXlT5Nf8g7bYlBKnpC3gqogaeelGEpz0Wu5MuKhmQlVl4VJX6+i3e9z3ce/72kvfcIWt9NzAe7ykhOX8Mq0Ib62/JFtrOyg3O1BXLclQPz83ZsaSg0T/RdsfFijLWpI10HXS0vLy6pLzs3MeXD3EO+kkc3ucmVJinGeOhwOH/S2vX7/g9vaaw3Ev9d85axcZSW5VX4SZ4uCYE9lX/FxxOZBS5MnFlrh1POg7tl3EOxjSTOcLmyAspmOC21SYSpXevkqJDsWRNBZy3tFVR9Q2UjVXaqoMOHpXwSWcKra7GAkRuijJ5IKTMtJSmWthKuAIuNi1PTHnwpxlRstiCmQubR7JiPAuLU6wM3jpg96pzsfSfk4eI+3aalmSha7mBspZxxz0sSLuZyUay/styTxjcyxr03Z6vffvxS7belm9q3MIAwahvmdhpjjvyFWE0IIfCB4ePTjnw/efcnd7y/PnL+DujnRILc6KwbPdbtntdnzyySc8ffqU3/+93+eDDz/gwYMH37invjUYnucJOzjmhE5uWugO2kapEqSeVJ0lZof3qRkvQ1znWZ5ndceABnpOgkGtB80lkcvMnEbc5Bm16bI9BzTYVuNWVcjFAu4FTbSMa9EG0NLfzO6Sc37ZvO13SzBsB2otq/oo7olCrJ7zlgu3MrwWKFWqxtH+3mNPHUIrNI++w/sO5zqcBsIetGZY5kLd0Ldv4F/V8N+L679x/Aqv/1Y2+Zc+Z9lGchlaI5xmFb4ypFJq0Iq2E8haO7JJO4Iq9nadYzOI0MfkxJiLvyMoaC6CuJmATKkSCLgV5dR5EU8ppeqXgD1rY2/OSru078d3bCw31TmrGfItKDQ1Wlr9L3RR/t73vVKpnT5WHIJN39OF0ILLGAJ91xF8aLUtXdex2+0E8FElReekzspsXd/3BO2VLTW9pdGCttstwAlACOCjow6Vq4sL+hhJKXF+fk4F5pzYSPx90l92PI6SoS65OajQ6XV4kjNWiOwt5z1pnqEWaQ3jNHQ5MXpKsz5xUr8PhH8zQ1BYE1wxsDDNmZxW5yELCFhbMOz01AE0oDK9yBgcm96z6WHoCjUdqXmi5knReskCWoC02QziT2Ra5sIywosjKKPUiito68bSxJRA9mB1VqtmAXYWoStdj+Cg0Fr1jNOEeZxR6XzOB62FdwKQxo4udiJSpaC6nT/qG0ouVoNZC4QNXDf/aQHDi2ZJLJhZ+sJWzdKi98JrXax0QBBnP5eK80IfdAVKqDgiNaAKuOBD1cy1B1cILjTfVZxaaadSLEhf+TLmM5ldi8pcqblIyyb1AQVfsCDYNbZJc5CdTYmx86pE5ZY5wnZ5FeAvSIbbgn8LhoFGYZ+ZSCVxHPfSnssXzncDQemiItwGMasCca5QZvy8h2mvKM9fY8v8PRphFeza/rRgqdn7hkEosNEy8PrlvdTAq68DAnAOfS/MTQWIFvaPiCjmnDkeR6ZxErEtZVasy91YXZuUVSZlhXSAZ7PZcHZ+xocffsDDB494+uQpNUNKmS+++prb2xvSeOT6xae8fPmCL37xZ+zv9oyHg+jHVqSdkEdCqnmi4oTtgGgMzMDtXeXL4DjOlY8fbQgfnvHDiw2Xg+eKIzV7cop89Wbi9SHx81cTL/Yz01yYkm/04zFNso49+G6WciKkRj3PlS2BHseRTOo9rg9c+kwcKsOu4js0uRKZa+WQMnMuFB8Z4pY+dvS9dM8RKWIBrryq2VeUlaglE5kiatYhELqINJOYG4g4bPoGGuU8t/sgbbYqRQXlLAHoFKT3Wk+N65BguOAxNX4TD9NMNK7ZCeecao2oMOJJAO4U9JLz31XISFJJABLwVeqjqXJzcypQRay2MgKRQocjcrHd8dPf/YT3nj7iq6++5Isvv+J42DcAfrfd8dFHH/HJJ5/wz/7ZP+O9997jow8/ous6BV/fPb69tZLW90IllySob/Q6wVnrfMTgmRpdyYWEZIxNSn0dqJZSmOeZw+EgN7lUghZfi0Gt1JwYjwfuQmCaRlJOzEmaWTt1QtHFIhnxU5SsIWN69Wbml6B1hVnU5eBfU3LsRko2ubSsshkZp8jmfbr1Cgxb/mKBcLWrMZRl9dzmJ7qG7lg/QVQkyihQtaG3ImKxvMkqs/135FC+Vae8pqTX9dy/67nLT6ePK+o0ZJFkNxTMFawP2nE+MKpydOwi281Gag9qYug7pq7DxyiiJIqUViq5FK5vXlORevfrmxuub264O+zxIXB+eY5zgTQnQjxwe7unTDOeojVli0NT1Pn5bQmI/6p0bisn+Ka//U2/3687flnt+687vFuoZCLo50+ZAwjg1g8d1mDe+rNvNhu6EOiCp+TcnH3p5Vm52+8JIbDdbolaozhsNvR93wLiRRhFkNMuRs2kiePS6oRrxeNXdChxmIw6bYdf0Tky1eqcM9vtllwKIYd2n1q9T4VxO+pBe+rklmLCPdZGwVozLaqklvlWIy9CN1oSssRX9621zuxvy2b6LRu1ovWyVRD5kslp1vkuLbhx3q/utbYKCo6ai/ZzNOErTx97tpvA+a6n7wrBTRBE6JDYYwq4wWu/2FzJNeI7T6yRfjvQdT2mk7GAjErjTkLX816DSctKVS0b0Axr6+/dGFWBGKKckK7gCqBBJUW+0mRngqgTNzC66+h77eWtJV21pgYMWG2ed3JtVdXTpTY2r0AEzd44/TxOAIRSCyh11GG8L3l+KbL35J1c44XVkilpEjCgaPvF6OW68FIXXAqFRCmOqu2iYojaGq2Sm5pUVedbQfbqFkErPNF7ou/IvuKc1C2nnOicRyji1o3DEUJP0zJZnfXmEDuzJ8aoQXZ70L6tXhkDUqKx6suMBNMlH6Xm3CVi0LxSnqBUYaAUAWZcAbkBjlgnYt7TOZnj8jd8NvxdjXlVstDADGd7YfW3JOwkFyTQDUHYGFaGs9kOwobrhRXXxcjQ92w3GxGIQ4LhXDLzNGlv6SM34Y6DD0zjTHAzwTtKKo16j5e61Oi1sK8Ki6kLUl4TnKekyjzOTONEmhPTceJ4HHnx9de8fv2K5y+e89mnv+D6zRvubm6YJu2OUPQsqU761SrAQzW/W1gTxTmmKnTrv3x1y5vxwFe31/zk/SueXWz43Sc7tq6jj4XtRSZsK/2u8Ohu4m5MvLwbOc6J45yoCVKFLHFda5NUcGQXmDO4XHi9P/AyOi6jI7vK5a7jWdexodAFrYOtnqEGdi5KPXQMnHUdZ31tAFDxDtTOFC3FqNX2TiAGEeEcp5H9/la7VlRiURq07ntr45Y1oVSSAGs+57bnnZdYo3jPXB2peg4zUAXc771Ih8TBEb2UrlJmEd3Kla4kvJfgvDqa2KHTSDcXySZ3JS9gqNZBZ/Plq/U61lKXLG1nyzQiatUJygR4vB/pgufhVc///r/6Q/7Tzz8H9+9JuTIMG/7wD/6AH33yI37nd36H999/n91O+qC3xOs3jF9Kk5Yh9SXOQSlhCUyCBWPywZqT4+RwaoHhPRqHtLCZiD7gLEXegmE5YNI8cjwGrQ+SLKBF/lazJvTm00yCIR1WR9ICzvUcqKFexa4nRuVkwlqAoyiK91irhka5MpWY9TWw5JKN4qBvzUJDOLkg8xVXP6yoXXYd7XUXbFWuorBWyf62oPM3Oe7ToH+VZyxQwurzVHM0rC5cXlEoHJmcR6ZxzzRNEizMW8izOA3RgpfQkGebu1IL+8OegiOVyvXNDfv9njnNxNDRDQMhRNKcAMdxnCSbV2oLAKTtklxvc+D+Mx6/zZ/frv2U+aHZX2/iIRJsOgVUzA5YAAoLtbCLkaETGnOeZ5xz6pQIEn88HhulOSotczMM2ruzX4mUSCuYWoq8TxXHzpz0Zj/d8t7r4b0XbNcYOZoV8Bqcdl2HL7k5VDYHXpsL9n2HnAOL6OGcZ3G2i1DExTFGD3RBmq2Xcis7cU7OBqye7dvBle/H387QOFbPJgmIRbhJ7ksIQRzMsjq7S6UqG0JT+jRT6hxdH+mHwDBEYjgNaFwNzVeQ2jE530IX8FXUimMUcSYDYO6vCws0zWFsNnd1PrffOzD6lNOg2HqzGuXPzhABZZS+4Go7c0UR21hCRsWy90J/VvDAyzxa+yeJ35a2HlQ9/ZrToddai4iP6fluELuBtSsiuDxe75dQ2UWMprospWPOQ1yo2SVbSxbwLuNqJii/2bYjp5ejAqBOsSmbg0hw2kZTkxox6hls87lcIKuXU5BfgQtzRr0AZeaMW82w0/I3zC6YMItlxPKsAmxFgyzJllMyFO1FKyiPZA2rwzPh6yTZLXfq7/02j7U+jo01i8P7QimO4iT4qrWoqJhTYCQQu8Cg5TLDMHB2dsbQ9WyGgd121xgVOUuHl+NxZJpGbkMgJympGFT7xzkoXhW9lWHng/S+drWA1eLrwqu5Mk+SFNsMG46HI4e7A4fDnjevX/Hq1UtePn/Om1evuL29ZTyO5Cx6LUuJhmr8tNZmNgsCLdneSRWmw8Qhwc0IxMjtDOfnZ1xGx5n39KHDBTjrHCVMdMeZscjrTKlQCZRamasADHjwToCk7BwpFQEDjomjrxwCXOx6qoeLyRNdJVCRbeRxFKJ3VB/JtTJ4xxDCqkWjIkquSH/xtU69Uz2QmpnnkXE8UEsgBgc1qpCeBaQ0e1BzIs8TNWcBjxANA1+FVZNy4TDDMRXejKi99myjiOdtXcfGO/roBXSqmVjFxseyCoa9aig4+axllUUOPuAI1hZYgfna7Jp8fAUMM1peJRnqkiXWcm4idhs2Q8/HH38IzvPl1y+ZE2y2O37605/yycef8PHHHzfA3/yhb0sS/grBsFxgSbKYxYmTGxWCqUgrRWOVZQVJ4XsXTuqMxalL7Pd76Yvng7RPQKmGFEpJjOORXGalCjltaxDp+42KK3jwckDThLxoxmBRbVxCq/aPd4y2ve4Hw+ghXNdIcDh9sgZBVAuE1/d1XWerv3NN26I9plJO2lgs1ylOpquZQqblh3Wh4opkkb2n1oj75nv9Nz/e9V6/7LT51uu7Hwgr4ufRpud2H2RGc5pIeWKa9xwO1xwOtxxvbyk5U1ImRl2r3lG9p7jAlKr2EdbMCIWb29e8uXlD4XMOx6M4XL5js92w2ey4vLwk58L+dk/KFbihMgqFRFkKOWdyGn/tKfyujXXd/XdltNZF1ssXEdYQkapOWzKI/QpNAVoDzujVudi2YHiz2bQ5mueZvus4PztrVKXdbsswCGJvIjxD3zOOIznnli0upUifYmBOudHYvO9bIGGBdBAeFVXfw4GoWmqtMbXis7bHUzvtNXD33rPbbEWoq7dsgbSbMC2HJq4SusYcmruoTm0lxChOUJX65zrPCMorwUQp2i3gN3tr/7Md3q3OHwykTq2mve8iOKEt2hoEa5FSmOfUgksfVQV6t+PirOfyYkfnZrwTxXIxtka1rhR1jA1AAjl3TdxtnmcFlkKj5Av7ILTrXA/nTAXXlNcXG2TK5ymlVoKVkqixaymx+F5JqNES1xeprfSOEIUNZ9dRK7iWVdXZq0ZltP2mwW1rGbj4Ju0LpZqbX6H7lFaC5YUFtd4R+mOphTnNlE6FcBKgYHgoXuY6Qa6OgsOpMFX1EZy0UYpB/p61BEz+v4oWtYcvOMLQ40phus3Uw8icC/3mSiikwSEinq590qrrS25yUEExEfIywM5aygVnttOJgnFxzKlS5tTYCiWLunZOM65WOire6hzzjK9Vs49l9Tksn24Zp+/WyEmDYX9P7V3PBQEcHTUUjEkofqyDKvu71wzwbrthu93y9MkTznZnXF1ccnZ2RqfaFQaA3N7ecjgcePnqFZt+w83tHd4F5nnWPtRJ7UNeStJKomjAZucXwK27FVbSmLi4uOD5s+fs7+44Hg784rPPubm54c31G26ub0TkcVo0iIQnLWMhFrkGcK0hJPPbcY4xe+Zj4P/38zv+9MuRn187zobIWR+53ASGLnK27egZ8LEnXG3pNplul5je7BnnLJnmNJOnRJ4PpDwx58KUZe7rDF0tDGRyN/E0QYkDj7aBs+joSqLURK6FsR4ooaPOEFNgGCtxOuBmyNnT9REfexyBnCspWXlopvjMYX/HzTW8ejUwxEgXonaiEBArBgGduiD7IdZKmmfyPJNy0rghUkPHnAsvb/f84qtrvn594PltErXrBNs+st0MfPiDpzx6dM7DBzt2EQZfOQuZwkxHUYHDAD5So5ateLOrDjLCzAm2PauUXblKcBCVoS3buArAN2eyd2TvtS2qMpSmAR8GHlw8YPf7P+ajj39CiFuGYcuPfvhDTSZ0euvfjuneNb41GDYqm0LBLet1ehiIY+TNuJnohF9qPqxGx3rtyXMKWUJ/govgfaPY2IGZXJUaGD1sl9Yh8l6UKgrRjbL0LqNXl7/VuvqNJir0h3XNjP3X0F8swF1lgey1TkQ+2vNUWn4VgbfXc6tf3x8Nrl1qko0mJp0MtZ+h1kThqiDuqmm/GItvHn9Tgcq7XueXZncMJf6W0dDz9hTXahIctDoD56R9TJpn9ne3Ap7kGYcEpcf9XtcJ2vA9y/diwfBaiVFqsXKp1JoAbSERRNgjdh0+VIZtaeIu3gdRwYOGchnl9D/3LNdvag3+bY9qa42VA6d/M/VyaX8krZVazaO2KAo+qNKz1rBrYLndbvWgriooKECf19YHS89gYb8YAyG2g27VnEbtmvWDdCsq0Fpp1Gyzd55cpDVZgmb7rF+fDcepNkKMUX9pgZNj6Dt8csxO6oVEkbRjnuU5fd+p6FDFealbzKXi84LULj0x72Wqvh9/y6O2rzXYayBOjMKiMefV9vRyxizGz+htwUNwYk+r0xoz2+t+7bC6Vu7kWWrWbL3JsN+JENTbSrmnw647tJqw2n4vl6k1j1naN7ZMsn4WC6DFn1Oxu4XV26jXC3tsNZPV9poxHqzX6ypL7da+g3kTcrZbD2Fz4tf3SGJKuwhHzXIG5pJwms3OVcWQvKNk2ac+WHcJYbJVFaCsHqrzeKI6oJ6aYck6WTmDdK2oVVRigwr1efW/rLWOhr737kWT4dE2W8aqCc2WWsmFq+IIC/274HKGJP2oa8m4PON1bi03Zp/MmQ+GKGub31D0xr/V+OI7ZFisx7tTpeE1Z/A+ExOW3Q6c7LcQAn3fMwwDu92Oi/NzHjx40IJhA14NhBVtCmmxh/NMc2YcR2KMErRaQJy1tvhwkKvqwvL3aj61owuR4/EIFQ53ew6HA19//TX7w4G721uOx2N7zXeNta9h89C22f0TTcs2Ry3x+Pp25HYqDH3mxRjoYmJ7LGyCJzpHrJUxVY7Jc4hbZl/JFXKcKTnh+ojPBZ8yIUnWOvuZXBJjyTwfYSJT3Z6rwbMNjo0T4MaruJ0LCZ8idyUyJiAVyI5cC12UMtSgQJs8T9Z7KUkFho0FkqXN0DzJvXUwewGlYnCqVQIuFyKOjNCXcwnsJ7gdM599fctXL/e8uTkyzsLLqBWmVGGCV2/2TFPi+vUtF33icucZngz0fqK6TDHhglpxTtq4iRK2ah9UE+RKDYCvOTURtFPtJWW64LQUBI0fxd8uWrraDZFdv+P88pLQbeniwGazUf/sbT/zr0yTNsozLQDRS70X6EkwvBTkNyqhOm3TNJE1ILa0aQVySVSvSqsghlhfPitn3Iy31NBFYugwgQzLDJcVwi0G0dtOWTZELRTNvp5MiCGY6olV20StBcjiNEjgbKiT/ru9n1seu073661ts1WrGnY5GNZ/loNC1dpU4c9qlUtNVGThCJc/rF7bSe3TSr26XfraIDi3/M6tHrK6vvVSeStPszIw31Sb/O01wYbR1nu/X67FvfVXy8IZ8KAyf0DJUsdyc3NNziOlzJJpKjPH/bXQPJzDxY55niUgVpGhqo3ndXZpSp1UXECEJVSGPsagm1DWYIhhOcyzg6pOgw9AXtDIv/fj1/UOTgGjX/813vX8v+nxrhX07eN0DzjD/prjjhN6WWfQJZwY266LbPoeHNpzWFojWW2woPAd0UvtooliSdmFOCbSgmnppbkW56qARuOypnE0XU9l5hRtubIOKCwYtuF9wAeHz7ITx3F1R9bOkwbP69dqgXhwLYNoFCQTz7DWZs453OwofW5BfZtn7UMfykr8SOtS13jk6R38Dnmxf5+GZpIWkFoowtLSUFwDa6d0SldeB5pFcdlCcFIyUvIsZ62Xs/FEaNJZyYGnhkDQPbYGXtbBpgRdUqfq8W+Jwa3PMgPMZSzB8yIeI+2crEsGtWg2saDVAFrfLutcfmefdRHNOwX7bK9Z5mq1l1jCRK8ZawFztT2i1UK3VlB2OqrHpy/vtdygFhXt0e4Krsz2aIuVCUno7a6Ij+AckBMVR2aCUKkuSH9irzW/SgeVF/KYkFVBQLIQI7ErdP2gat+BEDsV7UkNcRCHXUs1EMGx4BZ2SbDMO5UQVeQsF6GPAqUkqZ+eRqRlV8GXpH6U0nyRFklt5tWnWcJB9RNOl8YCenzTXvgtG7lkrNzufvup9Rpc7xVhKyyBsGlJ9H3Pdrvl/Pyci8tLHj16xNnZWdOtsGB4GCTQsGDXh0DKlcPhcMLwGMeRnBLTPHN7d8dcMsU7xmkUHywlzfaLkNNutyPNif3dHYfDkS+/+orjODKOY7NN9/1O+UDrH+s7/92E3RookEmIntuL2yNdnwldFDG4EOj6xKaL9MGzASqejIe4hbauMq5k+UuRYNhPiZQK9ThSU2LOia/GA6+nxMv9xC46Bu84C4EhwCY6tiETg6PfZ46+Y18C5ALZS/yjpC0fRS/A+rFbzGView45f9M0k1bK0PK3IiBlCPR9ZOg6ovc4IqkEjjny/FB5eTvzJ59dc3t7ZBxnNl0vvkKA6gpzTrx+c8erF28gJa62hfcfb3nv4j1KP4FPIilYeggVRw++Uopf7HnJUnDtq/YJF1DPUwjOdCoUXtMEqcUMNQuroVZPJVKygF3OR7bbMx4+ep8QhTVsIdHJqO/43b3x7TTp1YtYTqTaAnMWuwolI0SPB/pe+eFO6jvzXJiOR6mlKUWybE6CvqwZO3B0AM4TqipTZxWX8Fr4T5AaY1G/WGomvGMtvlLVjFu9TqvFcV6EuvTz1OAprorqmZcgPWtAvCCKTtG3tascdB6WzWkZZGda6CvapK8ZVB0u2SGaa4ufnTNZDAcu4lzE+w7vI7hAboHaTK1JUNDgqdVLXYzb6nxXICN42+q2rrL4ziSo9QNWJ8eXfTJDWr8ps9cMzrctql922tR3/MMtP59m2TPWR9kcKBeiSNZ3PUMuFBcZ9nty3ksv4gTzdAAK03RUYRUYp4k8jaKiSSXJAhPHv1SEPObJXu5JpJCnA/tpbO8NjnkeSXmmyJ2R6QiOUIPUvyVH/m2JhX/tcf/m/7pByq9gkf7a49d7j2/7BFLfG+likFZISrsppUo/PwsUNePRqypq10ViFIrZdhgYup4uRDaqEr3dbpoDEztBUj2uUZxA634dzX4B0nrJSc1t8E7ERIDsMrWM7ZOnNKvQlyjjmqMdg2R2Wvs6mwF1Ji1LZRzaJVslmR1TsI0hau2PYwqB4BxZXy8oLTbgcLWQ9HOICEsl5UJwjuIDpZZWb+Y0S5hLbebgm8Cx78dff0hfBW2VY606KNrXMjPNE9QlGF4yrmtQUs744EVYZTN4tkNg6IWaF1S8xe5k8J7qCrk6olPAqK3P1bVV6z4hDiYstaq1VLwg5+ooyZkrbRtltfjgsP6+VZ0YYZJJdrEWbZOCZGhcQFXdRQwu9qZqLQGbKOGKwrWwNdBs8CKQlVJqe1XAqxYjsnLlNRcgdY85JQ3IhQknatlFQa3QfidD6p69FwVdcYiTZrilX3OeZ3COUAoFT/VBAt/Y6VmapKzMR4KLOBdaIkKuPCiDQ/QznN53F3qC2jRjpnSdaMfkrECBE+XpoAI5XYw4HIFFLKskVe8uWbpt1UpOU5MFRe1SyAmrFzaRVuc8ZPEhXTZ124L0VNTe0s6C4YWK7qr2Y8ZOhe+GNUlpVuAqKIh/SpcGA5nCol/RdQyaBbbAdrvdstls2s+73ZbtdnuSGYaFwRNCYJom5lm6IBxHEd2zrO80TYzjyDhN2nFG7knoOwmGU+I4jtKmq0gy63gcJRje7xmPI3d3dy1otoB/Hdiv20ahCRrT70CBAPGJl2SS0G4LxWWpKcfjxkqpA33pwXliiLjq8b7Dec++plZ65JKUOEm5kQA1UZS08F3HdjhD+L/CKPHOwTyrWJXQklMp3FVHoNKR6cqRWAr9VMkEpuq4rQNHPMUP8noWyGsCcin/DBAG8Duq31JKIlUrKVDdAFSt2RV8TsQ8s8kQYo+PlxxL4K56vrq+43pfccMVG3Z0w0zaXzMdjkzTnkPK0mqq9FAknn10VqnjBT/64Jz+YaXbQE0TeGmlV2uiukBxXcvwGsMmhoDPYh+qtsv1FEoyhg74ktTWRVTvECkDDXSbKza7B2y2V5xfPiP2W2Lft2AaTne5raFfNr49M7yiCRqFp1apO1tKomsTzvJ+pQwN0grAidG3bFn0ptboTpSmT6lXDchrh4hY6yoHGWiLD1GVbMHbSVC1Jo7I74W6vHpxND2/eq4huvarhmW2l7GFuRb3WNC49l7yLA0wTz/b+t+WX5VWSyapbqiuhG5FBSRQcY7qiiARCDjgmniWHBDaYMJmYnlvVp97vVzc8te3qEW/znAtr/bOsQS6967pZAXfd3/1WhVAcT7gQ8THSOwGupzph63UU6RKrsfGHMg5M6dEToU8i6Fon19R+dp6ZMq1e1vnJWvtiyCgRg9LaWpOSCmqnIhkEaRXolupDP99H3+1m316H/86z/+rjW9husDaHvw6z+Fte2mZWaNfmkqy91UMutKRQoiNHm1Iu5SKqPK0DwS/ZIvNqcQ5eqPVl7rqrbpG9I0qaf0EHVhjG7fiWoh3Lqwa76CKyEVeCwvp11IDWt/a9LW9noCR/j4aiIGh4hjFEsghInVcjuC8iCyFStbAuOSAumvMTlXYPdS8UGRFWAdRgr13EwxsPD3g/vaGvd93fRjbxp38Tj63lXtYqQC4k3slvWrFB4je0UURVumCV2cQDYJWO8vELs0/qDSQBThx5Be/YMaCUKA5vM7ZS5kTrNnf4lTkcs10oJ37csyvfABXm21wDqkRVn2AGI1p8dbM0XyF9sVqrpaEwXqyT2DEamfQQq2uReAJ0RORLPApzdXp62iAgABYpVjiwklQ7jw1KCXaI62VNHBsbYBDWeqT1btrWTT9fJZsaFnxQfvROrGBpRTxBZX9IcrTnuBEPd9pMOrsZhfpD0tOrR1VLXO7L44iYEDN+mlrywYb8FEtAEb8ndqC4jZDSDW2rr21X/kdGiKSBUs3kWWcloDVdt761f5trQHvsTKMnWRZ467rmm/e9z0pJdWzkPZLJuC41uy5v4ftKyXxx1JKkukrVTrWVNG0OBwOTOPErJlj6wpz6qq69v3bWIjrTLHto+Iy1Wk5UamkNIkNrFU8v5C0TVwlzYFEwtppGuATvG9skugR8Cj0dH1QMC0SewHCw3an9ftSp1sMpKraLnTu8DUxkUkV5lKZXJCknFORNBY171Ske4qsc0/Knik5jqNKcpVAKZFFaNb2TsEXSDjyLC9Rk+OQKrdz4faY2E+ZnA1UnJmmI/N4ZDweGFMmFUhpwleJUvYO7vYdd4eR+aKnID5ALQjgWTKZylyqAKwITVvWlaePA94FyXaj7Zu8tZLSGxdUbBHJCDvfE7oNm90V27MHbLYPGDbn+CDgxQJ2OU6tra6db3cCvz0YNhdKMiBZ68rkApsqnKI2uQjXPXbLppinGYBpmhUV8PT9oJRqR9XewaX18V1tolwku6x1xKVUchIEu1BbMBy8iL7Yh114599mAO9TL6wmmBYkASI244wWtXwuWJAy/RewtE4R59UccBEvsJjvNKZertv7oNRp+e61pZKzmqwiIhJVDb2ovBYISQ+sIggpmaWqhtPAn6p/NythF/m2Qf3ND1ttp3IXDZiwVhe9J8aeGHvYiDM1Tw+Z58g0B/Z5L/XnQCpJe1unEwE3e9VcVKGuOeBOO18UxsORw3Fkmmeub+8UpQrc3d0xzxPzXMV4lCoouBMGQ6eCE9/d8dd1LP4mHJNvM2rf9PrfAtKsH7UCEc1xjjHQ9b2wWrQNSfShUadDp6yA4Bj6nsvzC9IkmaLghBotvYMlM9wPg8ShtdL1gxyS9+qi1rbMOUfoota1FyZ9rNkga9NbclKnOpGVbn1Cb81eapqa4FVZsDlHKxcUxU4lPXoa6i6q/rk5QKbs3yhyoFoRkvmtSR22UPDRwE+PdwHvxO5r/mehn7p8ehY0wPVbbvnf+PjuOc/3hznBQnmVANYCoBA8szpvErD6BuSAnvequxBjZLfxnG8CuyEy9J7gAM3SRctk2BrVNZ5VuZqVI37vCpGa+knXWd/qdi1bbUGYfB5ty1MyzrKa3lohSdAo559kYi3TUqvQjp2XFj9939NvpJVSNwx43xF8d6+e2QLvewrWFkRawN8+Ul0U1U3p2WqMa7EVTq1SxhOQml8LLKQMorR2JDgRJ5WMiWaVgZI9Lsz4DL4EqlISu6HD+aw9kZOyzjb46JsTaSGGd6sUgFJHnRf/JeNb6RskSggEV+k7Af46qw92Qom2DH9N2iP5sJfypCIMN/ORPErxBvFpXEVS+kbBl6SCCKcZiKE2qlqipdKo5Th5arF5XXyg78pY1p62snPL75f6ejm7gnZ9uR+croVts9bS51VtftOK0NH3MzlrMDz0dMdO9VOWoFqEbjspRauLn11rZZokY5yT+mG1Mo5HUppJKTEejszKsDhJStk5eM8Hf+v39+5vZQEFiq0ReSI4mI8T6ThxNJBAX83rmq+67lFAR9bpEpw7nNivGNnudsSuZ7PZcHl5wcXFBWeXD/DOk7KKitVKHAZylbKP+XgkzTPHaWRSWvgU7ygu44u0mSpV21Uh8YiIyQoz49VtJjPSDQeGTU8/nC8zUVMrU3CmKZQL81hJGd4cbhlTZpwLt4eJcUrs7/bc3rzhuL8jHe9kr+bcWjuBtKcrznEYCzf7wPNXNzx68B7bspOAPBdSquynzJQSb/aJSXsqx04ERfuh4+r8XCjbQToIR1ekd7wTIa1a0B7Kkkcv9JydP2aze8Cj9z6hGy4I3RaIq7tv+99+9+uNX1oz7E1tERMrN7SN5kiZ0YNlodYqlDhXTd1ZNoy1ufHe01PJRWTaTV3Q2haIo6cBpwpqzfMsehCw2mwetwqG1yrS9jvLrOiFme+3BKR2UCs6W4tQBaUFREUj/hP0q33XYHKtYGl/WzIyhloqgGDXUQXdpB3SRfvoFqrLQvfRILiUBEUOg+V9vNCOKOASVCeZbqNDV4/RyOx9KnJAymkdEPjY0JTf1FicitPv9mdB1RdhDycHeARyFYdb0R8JQh3zLOyE8SiGJeWsTcrV6JeyMBGqOddOnDa7x9QGzky5Mk4T05xwWWrNfQjiBNrZW6VEwETbZRqNUv39+G0ZjrpSeHcNV5QMyOqBtRKio4+d1MI6rQ/uNSD2nmHoRTm6y/L4IIFjo1Q2OyJr3vr/FgfTOArNSdepqeuKqFYk5+kE1FkDc/bd7PB9wSFD2dfCVUvrPH1Mlmte6h9V7bcu9mxdh2nvsQ6419nD2EUqlVBkbkqtxFjJCp4KhUuzg9X6H8sdEUdDg/C8ZPS+O+7s3/1w3tF1on9gALWA1kvWGP0ugLeuF3VkTT29854+yFfnnWZO5E4tLS0g6boyEatSSis1WJ+tti7XYpm2h2ABomVNLxkZ0/OoLfBdQOmcF0GrLgZK8VjEpHExUFsQsc6SNbaPW9Z966KBiWsFapUeqjZnhrI6t2RUHZ6SDeyput+KnuOr87AuP6+DE0OtnPc4neZcK64IKOayg1KZxwN34w3jnEl5gZpD7OmHDU+efcDu7JzNdkfVObbsF87ozV67ecj7eFc0c6NUVaASCdpmxku/JwGiEVA5z6kFFL6WFux6BUwkK1cb+cS1eyKvtfhOEiDXKgVKbR0i7D4BFiST5grUbHR2fa23QqXf7iG+uWt2HRbBQ1ujDpjj3P4+xdjmoNOSG6M1913Pfr8nxo7tcEPsOiqw2WwWf73vSKnXlnzaBMhKzaAFw6YX5EMQ4ErvbQyBEgJpmrV/boHiMZX5Oc16tsk1thTU/WC1Me/cyTdbZ+bPt2C42PpweILUBzukH66uw8aOcg6XZT9ZizVZl5ZKWpJbUKXLSak4dyDOM65mbinkaeT65StyqYzzJPpLOHaXFwybgc1uxziP5CR+QXZQgyNEpLw0298sOkB7J4NzmZwDr9lzPCbGudDFnq6X7jyyhaVcxNosyWerohBdKvupMmtXAOnfnBiPB+bDnjJPSrUWv3ghjuUFdAGOc+bF6wOvbgohOursmEZpwfX1qzv2Y+LN7ciUCykXfIAYA8PQ8fDijE0fGToYomfTBR5c9Ax95GzT0ztPdMJqCd2Wvn/AxYP32ewu6fpzfBjAR5boSu1HQ/fvD7d61LvHt2eGq9F/2kpb1oH+yn6Wm22Okk5dlqxmqVJzbAqShiZ1rpOm2U6acHtn6snmvC3BS9a6HCm8NnoqbSOuUSMzCN4v1J8FPVqmZf0ZHbRAWAyJF2S1/f3tmoz2YdW5XVOkTh6ndbtvCX9Uy9aaQ6nZGnNifRFqUVGKdIvCpO/Y+uBwWpss98RaHdTmuMjv9PUruBbC/WbbMf0qb+WcrSG7c+bER0WUF8VQM8JUcebHaWKe1KiqwS11QUNLW9ONF0DLRBUBWXIuTJPUrM0paY88TwixZUvA1kIhZZtPndPf5IR+P36lcUo9XsZiImVdiRO8UjA3ME0dL+8cfSc1s9ZHOPaR0AW6EFpNVu3MdlRlryyUSHXDBbxz0oLAOxiPx5a1PaWyLUHsaVnJEqRacJBzbk7RWmzINBbWIkDrYHn9ui1oV3Cw2ZB79u/k380OLgGx1bMFdZJcrYQo9UuWgTfQwbpHNqfHOVwwwSCppVxT374ff83hFvDYxC+FxuZW59ipLWtASJGgSGHgFhB3QUWSVt6J83r2roI7s5um6Hx/X9rvRJBwTTdeg9EVsbcm+hXaOWuZ42Ut0d5f6v4C3lUF3d291y7tw7t3fDXKZZXSJadguATrUGtqc2h+xcmXs8+z2lMte734EHUVCFoiQi7Rt/ekPbZg25QkWfe748zLN3fc7o/cHcYG+HbDhu1uB77nQRb2R7/ZNRVtC/ql9tdJOYMmJDKV4EqrrVarqbRG6WNqgmyW/c4pqeIxBLKA/t7K72qzia42sjxWk2nBrmtzpcHwKsvndIYKWi5WKz6DNDx14h/dA+y+C6Pes8cn7AoFnDK0bgXOoTW4Ym+tfZkw52bGaWJ/OBBjx+3mjo3qWpRSWp/tqK17uhUYvAoQFDxeQBSf7Y5W0HMgBqHGFr0vGbXtRWr8i7aEkuH0vjolMS47aWFNsXLmbcnY+bT481REzd5iAac7y/JGLZLSANA8Oie04Nre4N6NKHL9E5WSk9gVzfqOo9RN78dR3t8Hro5XXF5dEaMnpaSCruKbV69iWamS6oSUVUtHCftYCTlnc66UfOBwHLk7TAQf6aII3Bljxvaz2SPnRNsj18pxFtHNnBNF25elaSSniZpET6eFL+0u1tXHdkwp8/pm5NVNInSVdCgcDjN3dwc+/eIVt4eRN3fSii2pLxKj12D4jm0f2fSO3RDZDZGULjjbDTgXqCFAcAw+Evsdw9kDdhePGbbnxG4jgbDTjPU6IF3Z+vvRxrt/u4xvDYZBDr6sqKBMqKJPqMCVTY62YcqrOrCki7AAKFJUnMg84UR0KzihJlm4mpXSWhQZpIh6aU6eFAKBuBKLrkpQtmD0fsCqTplRG+SiZVIsA1yrUGVX7RtKqXgFi6rzKgJQTwr3T6ka8rMhaHZta8fU+1UtdQMXdLMyEzQbTA3UOiONth0LDSi196kZpnkipcwwVGLs2Wx1UlzRbJbWHmM1VYnKLEFxRhUlO5wV6f+mqNLNO1mPevp324RWT1bAofRLREVvTol5ls0L0o9wOk7s9weO09iqiSos8jCa3VhnicWxUSAkV6VU10V1umhGxHlSrsyzKlLnxViISnrB+yWT9/347Rm+BQZywAcv2d9WOxVkF1krkiYO4z1910nrpD6y3W6kN2Pw+M6roqqAgpbt8hh4szhpAugsreimaWqBiqk455IbqDNN09ugHEvgcj/jW2tl1h7HZqPWGTgQR8lcT8tOe+/JKZOc9Ga1QN1ea54FUTbxIJmr5Vqss8CSWSwEn1stqR3QzjlcVcVMS0simeWCsoAQtP77gPhvaghYLPS6jr4PhKMjBAmIuz5IaVI7zxdqpjmyluHbxMj5dsu27+iCrL/Q6ux9O2OlLaBlLATVL6uzYJ1ZWnqlVr2O1N5/ce4sQLd6e1jXABtYaj6SMD+ga2JgnmLsKWX++BBbNroFqs33sfMitdo65xxVSwNqLaQ0E13U67H6QG0NpECagQG5KA1Ryxskevbtb5INsk8i1+5d0ERAFnvhHTnPpBLJOfD5y5e8ub7jL37xOa9vDuyPMyDlO0M3iA2IkT//iy948uwJj5884fd++lMuLi+5vNq0uY0oa4Mi11eK9PbNTur6k4Dwuc4SUNQqvcMrWncpwlzyOnaoa4a2FrwGwgLkr9ATA94sQ88CFFT1C0sRBWvBBpZSkFqhlopLCamlFTZBzamxXr4r4wS01AXvNUANMUotLnL2zLPUZc96bnmfGnA6zzP7/V72bAgcx5E5ZVJJXB7uGHrpfrDdboFM1wUeXF2wv7sjp1k6fVBbjaqBydEHSozC0MuZ25sbOSe9p4+RlLIwhLQkR27PGuSyFOS6ZMYSTXZGQDMEtTZmp7VuWmsROS0rNGhJAuei7d4se2qGo+ibFc3GLmDY2zdCvnIt1DlRpsRBE3B2XueSFSt23L0OuOTwxXPx4Iq+81yPe9I8kXOiGzbErmPY7kjjTJmzCJalxJwyXjWTanbMeWbGcTwc9Px0Ta/GqVJ8FfSDVtZqfkNa2Dutvty+r89YizVtv2E+RuRwhC+eH0l8xdC/5sVXX3A8HjkcD0wKxhRjsXhPCB0he44zHI8Twc/00eGdqElffvqai7OBD5495EeffMizpzuePfgB2/MnbC/fZ9hdEWOPC3F1r8xu+Hu/W49fLTn1SzPDDW5p6sdrdNbeRHIdpw6a00UJtTqM2iPZCnluiLJogorROJwiEqcIqWWH7RBpJ4Rbbs+7FmpdPQaHIpbtw6nwl1GQqgS91maiobbL57yPxtnw9zbLabamtgy34UtLrbFUAHu9FlOJVJxN99lK9AnIqXB9fcv19S23N3s2mx27s3OePn2Pzdk5Xd/TWiogqFJ7fq0svHongICXoNytpurXGb8O+eibbMm7HyvX7uwz1OWwSzmT5ol5PlLKJOhAlax3U/9zJv7hFgQdo0iLg7VmPtTK8rfaSGztOWI4aTU19vw2B1Xppbw7A/n9+Psx7pc6mKNvh3gIcpBLay2vNY9K6W2CM8sZbKIaJrAVg4F7NHRZgPEs4jJBqYgKEi7sEZb1yqmtMZBO1HVTC2TXGeJGR733fHtMSqkFwVZLvBZZyarqX507cbLa++fSgnp7z/U13L/eZW6l7iyrMq4h7Q3j1zmsZsu1LhTLDOp1LM/47ji0f9fDKzhiNGlbf5Y9dUi25hsdwdVr9J1mi7wCl8EEtGj20yiL5piJbZfXeVcW1mig9++5KVuv924p2h7JHqtOnbkwS3y8/ge6rjxOKdnGxBAhy5XTbU7XajT7X6pWGy0B3eLDOIyNZVnl1uOY1Uvac1ZAf9XfO81c1ULLtAs7SlhduWYOx8TdfuSzr17w5vqOr19esz9mpiRtjGQa5fx3c2EuNxQc4zTz8PETKo7Lqwe6HxVksLlKQmutKS3X6wRudjXhrW+yKmPDEs4IPmF/z3aIc1rnqwewrQfzU5pjvrBTqCpKauhAY64gkrNNEFP0EFw9rV39row1e8h8OysbW58BUvISFl/cPE+1+Qa8llLo+zuoAiwNQ8RRuLm5wETKvLQ3IMTK2fmGnC948vgh1MI4HhnHIzkJqBxiINZKF1clPXoN6+t0Df8wf2rx0X8VN2rtq69rpevJa6zsl1tet7nwLZZZ5uZb32817PpdrcKgWJ1Xbb+br+gceU5M48j+bi/aBF1k6Duq9UDXBKL3gb6v1Ojpes+sYrDTNAvAkRbWI8gekzIJ2sFaEXJES0C1UKDiVi1P1qVP7/q8VT+kW38nM8+ew3HkzfUtfdexP04cDiP7w5G5FLFZqrXjnCd4YQAnH5i9KNn3XVS2id5HIg8mj4+XbHZP2J0/Y3N2xTCcE0Lfknd2driTzLB9wG9YOFX/8w0L61cLhvUN3qIzYU7k0ntvXcNQtCm8g4YO5CIZCF/F6obgmhPpbWVRycnTaj1qXejLRV1Mb06pHQ6nAakcju5kDtYbkiJS/Xmt/GuIN4jxB4qqn76LLoa9f6OXuZO/L4e1V6Nv9cwWnNIQ9qV+Rg4Ky5BUE7lR9GOaZv7sz37Oz3/+KZ99+jm77RlPnj7lZ3/4R7z/4QdcXF4SYlQDAUu/ZFrAKD8v6ozOVwTubTvnnWMdWP5Njbfc27osVo8jK8Jbq6MWQTqnceRwuCWlOyDTRbECDhXsoOKM+qcIfQNrigTCxYyUTodR8UvhXjAsnbCM1pc1KEgrGokF1U1N77tz5n7r+KZD428bDPirUN6+0Zn3rolEmex/FzuGoaeL0h84TROlZFGFbgeCBnIeCaC1J3XXRc7PzkizZFOcXDCleLou0ncdpsvRHDz9TEGFikJYMlMWbE5z4jhN0qNRUf1pmppTZC0w1oGuZW3X9OkY44mtTivhLnP+s7Zs8k4EiIq2ubBMwqmztaJsl4Wiuh52Tb7WVsPUWirpHMoZbfZFhbm8qk06p23vVMDkV3Bavh+/fFjNsPTFDroXnPaXFC2POs3N6W7sBo3OHCJS1Udp2eKdIzqH7wYp8WkiR2KXrT7OocASTmt5T3ta3z/L1/fZ2A3Lv9HHFGou0NZTJaeZWIIcr05PmmarF4AZDf69qr4v/b7jieN0f71V9SWK1g2CscdQeqk0Lap6fpSKZriF5eEW3IdVzkr8AUo7S4QZwurv1klCri/nxOvrWz7/8g1/+hc/5/buyM1hhtDjfM/QDWQiKUeyUo0P457b/YGvXrxge35OLpkPf/ABnZarlTzLNVPI06xiOrOCvZI8cK5KD1MNbqRmu552pFDnXuZO+VrVSh7shNXHtKSDze0qUFbfzNVKaGbTnq9P0oBfXk/QgwV8KPccjd/uUVfnRvPTFVA1DQbZdwlRGF7AAOfcibbEPM/0fQ9UpulAyiPBV+b5yHY7MM1H5vmc7aZvfbgfPjrj/HxDypndbqDWmcPxjlxmuln2p1dF9Kx03FqW+2V5RqNinwBEBgDdu1/3VavXc7EAs6f19afCd6d+wLpn+P3Xs/P3m+b8XcMCfDu/1/fHfMScEsfjUYDh6NiebXn4+JFqxhXu7vbCHguBfghN0TuXSkqZ27sD4zhxc3ckT0UZuQY6QQMCzC62GV/Z0AqmSPlNn9GGRR/cm0Obb/vqYsQjyaJpmhhzbn40fqm9Ds4TfcR5YeBsN4P6T56a5eyZ047t2Yc8ePw7XD3+RPqbdwOL7pN8YreKbZptZPWQ9b+qTUmFe7pSNn45TXr1fe38lyLCKJaC9xqxC5c9g3MUpVjF4Benbpo0eJSgIwarF+4JXUfsAs5VSukoCSyTaQu+UiXl3i2X/lYQrIdryYVEIvqgUc0ifuR8URGKRcxhXVtSUeq3Bon2Hvb69h5CbzR6tB18S9YwhIhz2hO5SO2pwuc6mVIVUasTCfJSGI8T/TAQu64tJPDc7Ue++uoV/4//8f/Nz3/+KZ9//iUxBM4vLvhX//O/48c//jEffPAB//if/BFXV1dcPbjCsxzo9jqLOTJ1ab9aCn+7gcy7h6DnoACLLnZWc2yIXymFeTqy37/h7vYluMz5ec88H6h1ppS0UOpAMhBOs8Tei5NWjeavazkvmS8R3hKRAauvsPWea2XKiZxVhZpThy3n0jbqd338tgYi92nszqHZWoOCjDIltqvveqJ3UDO7YaPts2DoBwmAsUxybLXGMXiGbotDRLGkficwDOJMlJzIKZNLboFizosY1WJbtPa3iriIqG7mt5yCpmyv92T9dwuEx3FsgbAFE2snIoTQhOYM4BSnWGrvc8qkpkK9vK/NqTk3WYPnWiohLuJHFjjQgiFVrvVO+qUrrYuy5JSElbHQJOXN5Ka51Vn0/fj1h92XruvY7rbszi9EaMnYUzqtcu+sLMTqaQXg6Lyjj4EuRFFXX/KsrfOEAbqlZunPnktTVnZestL13r209WxZ6zW4k1cZDedoInO5JA1CpSXeUi9YxWlqTjKNgZXVT8E5QqkimumEaurcOrdpDrJ8eANxJNgVcN5aSMXosAKdWpd5tlwRWFCyBCYnewT1Q5zeCyeU8uy0D7GCwrXAnDPjmPjs86/49MvX/OKLV7y+OTLOhVQjjgFHx90RXJnxecJpa5bKjA+VEOF/++M/5nZ/y/Z8yw8/+oiLszPKdGxtZphnCUK1XtiCYQy4L/o5LCZrH69qACuZs+LEn6puHeiWdm+qtVEBWua4LAFxqQVXKkGBAaqT+mF9L2t5I0Ja2gbPLYEXy7L+zoy37f+ylsy3MSB0nqeT51oZjgGrlSKlZ3kmhsg8z3QhcnP9ht1uy9OnD9gMHZttRxcHYhf44Q/e4+ryjKdPH3F5dcGLl6/4xS8+4/buwPE44r0X5eQ0gwJj291W4oDJMWupgZRfLuCF1fJbgOmcb+fN+vxeK2PbfCx/r0tCri2B5fxf+wJrn93+vf5+v/Tt9H1Ox/3zeP3a0hN8Zp7h7vaGeZ4aEN7Hjjn2Aj7P0q8350p1lRg7NtsN27NzaoV5LtztDxwOI6+vr0lzUmGyFajWImL7XOt5oM3BN2WE7SXqyWsszyulMKeZ2zux6WfbLSFEzs8vma+vySWpSJqWgjmk53CtxOgIHfiY6Pue7abnx598wocfvM8/+Uf/iJ/8g3/A0ydP6IatakeoDV7S23aLsWA3qa9SDRiyZHit0tJN56U/f/jO+/ZLWisJyldZoAaj79gkWnRuUbs12ZYFLVx975djIOfcWv16L1mElBIxBGqV+riqdELKKXJTitYcUfE1LE7SvRvcDEEtUNASfIGa5G8Ov0LU5CXqWxvANu+7FstJpkl/XKi3dRWUF0TWfjH6jiW7YcFTxXM8Tkxj4vr6wNWDB+zOO7reglnPlI7sDzOff/6Czz7/ms8+/xpqYbPZ8uZ6z/5u5MXzV1xeXfLhhx/QDz3bYaeLSYO31WQtefPa/v6bHtXui/6r7UFnmejFQalOq8NroeSZ4/GOSiLGgXkaSWlqyHteKeI2g6q9Xe19re3CGuEyCvWaCm3UaWttY39zel9sHQnF5a1c9/fj78lY7+PlQETFQFAK5xIUC5AXxHlDMrteH9t1kRhEwt/o1CEsrV46bT9UVLhqnf2y9Vk0GJZru19mwlu2b03Nv5+tu589uw8QrrPD9x2Atc3KSVonLTZNbJYEzXbYLIG07CuZE/Fd5TWE8YIAUO36LKg1RVqUx6XnCUikoq0crGa/NvugNsEOwO/HX2s4t4A02+2GaRImQU5ZVPKr02BUg57V1FtpgDEZgiqXio29d9as19lJILichd+2fpfHe6S/rdlee5xBuzIaxbdYcK8UXntdfUUJuCTorSau4zysAmGH1eHZ+bhc/1ope3FDnPlm2HpvpRVYENde4sTHdM50WMxXccsfMADXa2sW2B9m7vYjz19e8+L1Da9u9hzmQi6O6jqci1QXSRkRgk2FEPR9kHrgXCuvXr1h2Ax8+ulnPLi4YIiBUFKr5bX2jsGh4aoEwxa4OHVSnZYzNR2iagGq3cP1nrXXXtuFZf6wLhjrv1cJnn01H1PonnX9mhUq0payOtVpCYFTyvt3Zyy2+77qOJhPsrb/zqUGNK0zoLlk4igMRu8d+/0e5zzXww3jOHI47NkMgXI24MNG2wr2nJ3tiDHQDx13+zuGYeBwOBLitWZIPXNK+Nm3JIWzYL3URvMVbEPuZFn55fIZERqtjjUzc52hXM3KvdjN/i22Yp3QOp0vTubk/jy/a95t3M9k3z/H2+uiTIWcmFX7I3aRzbAR/ZHQkQvMOZFR7Y6U8T4SO88wbHDes6meEHu6XgSqpnFkdI5JlaCNgWMT+E0r/1f5rO8a9hib/+x9Ywd1sRNwvSiNu5UsoEZS+9IPkYvLM87Pzri4OOdHv/MJH334AZ/86GMePX7E2fkZXg1Wi9HaWaH2wPyDInoNpRQVXdMzA6AW0Raqf41gGFihDO0XaqsXB6pCc7JqNXRWUA3vpXm9bdjKLO1xo6NOFe8zNathdNogvkptWVXU2IF+2CQ06RDwIbfr8rxNhyhFA2FXcJ1gt15/X0vFhdBWr6DIK+QbC/r1IPWSjb7v1J46qxURu1qM0oLQGdKVcV5QIEPxnJf2RqV0/Pt/9xd89dVL/uI/fcp/8V/+U37v936PJ88e4YM40ClPpNJxdvmUfnML7obD8Y798cD19Wf85V98wdBH/vW//pf8V//1f8n/5b/7P/PT3/8pZ2fnCK1NDnmVoVkWdSm4sFbx+00ONYBltcid5RgWh61zUpvp6ZjnyDBExumW43jH4VApSUS0xuOecRqZZmveXiST5J22ibDUgMjWm1BLTvpVSqOk5CxiWUkPGhGDWGrfxLiurr+Y0vR379D9bR73DztDdY062ZlIlalB1kIXA0MXGWJExOjg7GzX9AEuzs9FSKtA7KNQoIeeGALzPLHbyOHmqOSUmOekRlmC3nmeSdlsmAGNS3bYxKlgUc63a7cAuO/7Zm9MeOh+AHyf0WJ9gu8fgtK+rpCmWa4mBLJ3GhgJrdOshh2AKaUWDAflOgs1WzKAXeklg6i9Ku1wFADCqciQZI6wWmE6TLip5NRqlJ0FFauM+Pfjrz5qlcCv6zquri558PghXd9x3B843O3ZH0cqsN11knXIiYBvZ93QBYYQONv17LaRzSay2Q54L+vdu4igI0kAj+KIoaN6gaa9D+BUFHEF1DgnNeYn9Pt1rNSuX9ZDmkVYMpfU+ASh2d8KmFiitMfDBalho+JDI46qqnYEb4KSmjGOQVkTqfkHsrdMy8PGItZTitXGuiZgY5e05M699nYVVkjTjUvzEig7uZ4KZBfIzjETOaTEi5uJn//iJS9e3vAf/vxLbqbC3ezJvsMFTwyDCGT6gJsLvgtE37HpA85DLhO1TNSaGHPmi69ec/wX/4azbiCkzIePL4mu4Cn43uGr0xaWqnyr3S0qRVrROBTIkrWF7tnmQ4EC3zoXZWF3uEafTfpYaTHZ6NYKbLiSlHZd2vtYK86KozhPdZEaeqoPVO8ZIpA84ewaFyOtKPu3fKwDLOn5jQhlYaCRFxvagmALBOV5rXRFxepcdtyVwtQp+8j1jIdEnsAhNZ1pPvDw4QUf+ieUnBi6nngW2W47zs8fc3F+xu3tnveevcenn33B11+/4OuvX3IcRw7jgdu7WyYt9emiBID7w56UEtM44bMXZhJFz4AlyLW2avL5rG1WXc6HFtiCED6WeuT1sKRdS+bpmXJf/PZdQLE9z8Zyvr4dCH9TWZZrFH7HPI1qVyp1V2Cz42J3zjhOTMeJ4yj7K5VEykEyrcyEEOk6z/nlBZcPH/Dk2VPG45G7uzu+/OJL9vs9d3d3ugdp+8/8/nZtKzDg287TXyW9U2vlsD8Su07YRtszQpy4vbtuMKIUdwig9ujqgifPHvNP/+l/wcc//CE//OEP+OSTT9hut2z7funL7peyzlyFcZbTTM4zJSfIhZIEWJBgOFPqREl5pe6dmacjtYh9uXj2o3d+hm8PhnUi709FozMZ4pCNSixZEqm7NUNVGwWusMrUVXX+xJLpoSPy7ShiVFfvW0Fr8DzeFW23UalkbefgWhZCDqS6QmKroAv2OivkzNmLn6CTLEF/kaYfzRnzS083QSSyyE81pBQ1MopKtrrlpSZX5kUFskrm9atbvvr6hv/p//NvePXqhpQc4wixO6frL6QGqmYePPTAwD/7P/xzzs4f4HzPf/yPf8I4jtK+KnQMw4anz57x4MEVfd+xfEBdjlXmbE6JwzhSqsf7yNnZFSH2xPjNh8W78CV37xHf9Je3XkvnvOqBWosJ8zjrEHXymhYUh9LR9wOb7YYQPfWYubm51sUvNY0NrbLA1a7dmcNNW9st82RIn15XE9JST+xdDIHlftNqke3+fz/+/o379ULW4i0E3ZnVDsOyakngtFew0kpj1BrLSAxB2ipFqU23NjUOCRizE+etoaga3BqS6VhKSoC2FtdB7DzPra5r3XbJvuy1F+Xp07ZJ9nhzlGwe7mffBORbixkidljrhS1hU/Sa1z27KUVk/qrR8iQD4HNY5n21n5xblE9RJVqzzzaM2XOSCUecmUa//X6f/bVGAxq7js3Qk3dbfK2QM5O2YTFF6C5LUGZAt5BsRONCTllhbUnw55uCcMnJcoks1GMzs6fO6P3s8Angbn6DZodbVlKpHN57FVaqJ8eQYZOOVUDq5Dwwteeqv7TrcME3zQ53QpleMzTQDPX6nez9q6raoqJkvl2HnXvLU1aAfF0DqgitGKjVM5fKmOD6ds/1zYHPv3jFp1+84vX1nptjYayOogIzwUe6blCtk0DsvJZyRfo+4pxospTsKXkCJz7a8Tjz8vkrrnZbPnp4ho8QxTBqNri0s9Cxmmf1lp1m4Czbuzjgq88LzUE3WrM83oTS9Pfr57Ts/uKLmvqJ9UjGiVotPlDiTuoCY6CPlX7OdMOm0S2/C0Myf+orqR9TtP7eYX25y72vtRjj3EBh6QscZE3nwjwljscJasBxQymJWjNdD8fxwHbXkS8KZZvxTtZa32/ou8DF+Y4ffPQBMXacn53hveduv+dmL6r10zwzjZOU/cwJXG3BsQHE85RVS0DZSM0OnK4BWOzHfRYJLRu8LNK3QXFjhnAv2L2fWW7PWgW6bvW7k0csjJh3vUJdJcec7Iw0T0xjxOPpQ4dzsN1uKfskitFz1bLOjI+ZWh0+xGbvfAhsdlv6Qfb8YX/gxYsXHA8HpnEiT/NJbFNd1YTT29e/+iCL3bz/h2oui0GJq8dpecpuu2HoO0qW9lIlJ4bYsR0GLs/P+cOf/QE/+PgH/OP/4p/w+OFDHj58wMXZhTCNGihBy/xKMkr7U+ekX1lbLkoP484HSoE8QwlVBTvFj5jLRJlHCaC/YXxrMNyQuVKgLvUcbRnUxWmRQ0O44M5bz2CZsJP6NlXllUyltMsouTQEtiqaUTRrsryXKi47eW4ttfUgK2qcFwBWA063oBrmQDUYp724HWJ2bxcj3+h5lZYZ9qB994oitg5naGldqE0i3KQOq7NFU6Gu0S7HNGe+/PJr/t2/+0/8i3/xb7i9G/noox8xJ0/Xn9N35yoIknn48Iyzs4f0wwUhDByPM599/pnUSKXCMGy5uLzk448/4dmzZ2y329a72RRsq97O8Tjx8uUrUq6ysVzHZgPWHuh0Iaw2/mku6631sATeKyOETeI6qyNzIZtHAlm5R97KerXIoLbrd85DjHRDzzZv6boAZG5vrykpUVJhnidpn5SL0lHtSF4H84panwS5ywFuP8maa/5NK19a+l2Yw44eNIvR/n78/RlrBNjWtgnkdH2HI4nqKAHrNW7tlpxDgt4oLZe6GNlut6oMHdhseql79TQRLe8dJSdmtUtWIrGm7gOaFVMVZ2jBn9QMynvP8yJKkdVRfhc7RdoaBYLWgJmTI8EwTWzL5mJdN7UOKGIMJ68twkcJH8Shz7W0UgE7pHKxGslKzbU5MG+1eNLHibOm12CsUFhKctRhOKGXaYBulNNy30bVurJT349fOmQy8T7Q9SIYV7VnZs2Zw3EkOQfeUYu0WSrVskzgs6xaZ73rEXqaR1oUGfxdWkdAC4YX0LgFPxqErpXKbV3a7xqTSvdlo0YaYOWCAqry8dYOntPPauvcfICWYbJzzK2YX761z2jOr+AEp+rpbS6bd2RrVwB7j8MFPXtaELiA8A4Q/S0FFMoiJpXVWXbVMSbYj5WvXtzy4uU1f/mLr/ny+Q23+4m7EUoXKEqzDD5K8Kc9iWPocT7gfUcXRZMlz46UHDlpn+BSmKbEi5evON901B9/hI9B+gy3IH9FXW5bbeVP1VUCQu5C86HWT5HPrhneUlilKTAVaXSNOBXFWkBre2UnNGgfxN8MkRB7XOip3Tl0ERcDQ8z040w3bJQR8N2wETUXqnfClHRal19Ks93GYLLzpORMjXFhACkwG1TpVxIukIu0jxyPMzU7crI64onCkXE+cPVg14JGKgy9BClnZ5f03Yah3zD0AxfnZ4zjyPXtLd1Nz2a3YZpmDocD43FkHMcWDKc+SVunecbVmeTls6S02uusbcFyjt1nDFlcojOl3w30Xf4tZ4uxrRZgy859sTcLgFvtkFpe7jTgdnaQ0eyLXVPzqS2wrxmKAHgJmPyIq7AdNgTv2e12HKej9OhNytz0mRAT4AhdgZwJQNcH+rhh6Ht22zOOxyPOOV69ek3JN+RZNBQwKrlD2K566Sc7oq7iPvtMMhOrOV23S2tpNm2zBbUWznZboJLzxPGwZ55gt9tydXHBB++9xz/6o3/Ej3/yY372R3+o9PDAqopR/IgqpValZnKWfthi43PTMvEKiIYu4AhQA1OdKK5QnW+lIK4mShrJ9+rm1+Nbg2FPs1dSBO0qTput4+T4kwMi6zooDERRXI0BitQfRCquZlUDrsJUqac1nFOuuDlp8CKLJlg2QGteTemZCkTdIM4xe6EjeeJyY02h1CnCqsFUDQ58xQWztCK8wXoBQFNbo0oA2KglpUjvS9BsYMH7rA6bLhvnAEk3SVepCj7LYUegJkdJcNjP/E//07/mT/7kz/m3/+4/8PXzNwy7Cx49e8L51RX9dqsbWzlUHuIQePL0Mf/kn/4Rj55c8Rd/+R/49OeF61ev+Nkf/Jif/vR3+b/+3/57Hjy65OLyXCjq1qbAicP95Vdf8+///R/zP/wP/3fGKRFjx+///j/kxz/5CT/5vd/lww8/ZOgHqWdc7ZRq6PrJXN0zOgoIWFskc0QWVQ2niFyh5KMGwrNkk2oFp6CID/jWO0zExQAyEfyA77dstmdsDhtcTuRxJE2zQsZFs1qaHVZno2jPYKHQZ+HT5Cw1UVV6H3pXRcMnCjU2+Eo+pgZFe6Rt1VyTKlLr29lXrk2h+vvx92PoSpR+48iKkp7Bjm0XZX/VAqEuwTCA1qFstx2bbc/52Rld19F3HX0UA953nbalkZ6WrceiOiDTNMlh4Za+g/M0E7ueEENrV5RSJikt+Hg8SOY5RsZplEBERdsKaD1OIlfImvFNIUhN38rfd84xdBFHFTtQxCh6hPLogSF21BCZ5gmq1k+rGKCUGUhfb+cFdEzac7ThhnZtq0C3NtBNAK7Wwq5a4CwjOBHOkuRwpTrpN9num5PMmq9e7oeh9lqGaBnnasEFb5vx78c3DAtqFHx2Tup/BegJhNiJYFoDJyp3+z3TOEkQnLKIKzlW3pNkGEOIwogotSmQGz3SHEOjJZryrVySfF+LYFqGa82EWBRoV+AWtdWIzrZGdd1a/b+95jrgDj60c9s6CkT9WCGE5gSus0FOQQTT4rivVLwwHjRzXeXnCvhaWr/joroBDnH+cinkJL2XC55j8aRaOdwe+PKra168vOHTz77m9m7i+nZkShHfdWw7T+08dIG+k3O7j72UCBUFuL1khjebQYG9HeNxzzQeubu9lj2cMp998SV5PvJHP/2EBxdbLne9+g+LQyynuOmeKEhRa2sGCaxsRG1B8hoIqEozb49DmkhmHFlp1oIyLyBYjR1oACyfyRO6XnpDx44udtq1pIcoQqW+jgIAYKDI38z2+bsfdQUkFqqKg1ZNJIgyeiWTmrh2SYVUs5wBzsve7uT3uWbxbfBUH5lTIpfC3fGWeToyzxPX+1e8un7DlAs//gc/5NmTRzx7eEWeZvI0Qc50safrtzy4GDjbPgE38fr6lq9eveH585fc7ffELrDbbUQd+XZgPI7c3d5K8Nv1dEHKMuY5MY5jsyESAFdSWrK471KLboEr6jvzruC4AottkX3MyXOXZNnyfHf/pLkfSbZfLu1TKwXvYtNOWh2Q4ByVRJpHXM0cDoHNZsP5+Tnbsw1EuL65oUziu1ZX6XKiesfgXGOgllqZUsbFjmEXef+Hv8Plwzv2d3s+/cu/5Hh3x/H2BnNOs1+Bf2uf4eQTSHlp3/WqDxHUR0nEYCLABR+k3Oajjz4CKjlldrsdw2bg0T/6mQD5OfPB+x/w3nvv8ZOf/IQffvwDLi4v2G77k2uwaWygmDJ8g/OEvqMShamgQIzYJBEVdDiomVgLeZ5ITEzjkZQcqQRid0YXt9+4o34pTbqyRltYbrCBgXoY5KIBoU5q8B60d2FDCFutpdbyuuWgMoEiR24LzoyXoS+1Imlzt9AAcVAUua6lqCqL3c5lOUqW2LHqzIFl9haJ7nqyhGmfW+gUjVZhyDCaMbfM+HpnGMJx8gsRhwHPNGXu7o589umXvHz5mpQSFxdnXFw95NmzJ5yd7yQYrUbncG0BhOC5urrkow8/4KMPP2Dc77l9/ZLz3cCjB+c8fnzF7nxL1/lFYRHdeA7mlLjd3/Hll18xjjMhRs7PLqR+RBG3y8tLHlw9IGimqLbPtKBdVJPEt5Sp0zkIbTY5nZXlntQqizrP5Lw4Srigy7LDaqtWsh26FpwGzR0hdJJxKELxEfG6VS9grQGuFhA3ZG6hQMtaWzIHdvh6hUtlk3Hytd4TTTjtt4wm/bd1nb/O635Tbc3f9FjfT72BogQdgv5Kr0ODti4EoraRCMGLyMVWHM2oKrjBi6iWrBvXsjpg60P7+zoHqspbNfh1XltbVKlPn6ZZaoIsE+tESLBR3PJCz8Sytvp7aiVNE8HZgaZr2VuVkCrmi5zj6a5cne0LL0LPahMnqUtAW0ywC94uMWjBkbxwAck01oXqag5Huyf69hZKF7XBBmB4hzh6eq1VD571wb3+GDaa0/GO8duxO39Dw7IsGvDFGKU22DltISfZmKKK5DmYyvkS1MHqtkPzA2ggZNH2KrkFsy2D9Q2KrN80lqDWUasJQyKBJ8s2bo9nsTGndEpaBq1lf6tpipQGsIjLsayYBUNY2ihZhnn9nrW9n7nF7bCQx1T5fYPnqqMWR6mBVGEujpsxcZwrb/aZr1/e8ur1nje3M8cpM2VHcVIDG2KH6zy+98TQafuxxQaJTXOUmkhJKvd8J8yRru/oh4HkPXOtHMaJ69tbXrx6TRcqZ5uIp2jQZUrPqxu/OAZUyulnXU8Y977XhU1iLyMggHzZfZXbs6iP4zyETgJgHwh9L8BE6FpZi9N7VotklPKcyCmpff5u7P71+jT7WoqT2nPcai7M2rs2/cZiW4RATePGlJdNDwJSnpjmkXmemLPY3ucvXvLw6pw+Bi53G1x1eDxzGKFUUWP3nhgdZ7uNBOI+QHVshg0lF8ZxpNZJ2hWGSAiRGOVe1+pwSfxpC1YXgazaxLS+qdb1XbfYgtzTxy++6Lv9kPW+t8zx4ocv2eN3vLZbdoX9e31INd/TCeup5CyaAPNEjIFSsgiTla7NwzTPOFXXDzGKbx48nQVj3uN8JATHNmrJROx58PCWu9ipaJfWKSMlp81GuVVvcC8dMazF5NB1LRgW1mXGe3EnfPB0fWQYNvzo4w+pVUD0YRjYbnd89OGH2gHA8d577/Pk8WN++PHHXD24oh967Q2/nprFyTZ1cbMIJ7EgFSlNPWUb1ZxJ00iaJ9I0yufVUjNjHX/T+CVq0rTAwSTsRUZfJt+rgEGpBZQO1eoQnJMMMUavStTqyYoyepzWsUjUXwuklMWBcprFcY7gHUWLqJcFV0lzbvRjtHVB0V5Xq/W4HISgSq+uBbPF2gKs8Z51fYoF/Gq4c5GN6HXiC6JK7VxsWYzFnZSDWW6AhyrtixwBR8/tzWu++uo1f/onf0EFfvCDH3B+9ZCHj5/yR3/0M95/9pih81BmpL7Yk/Wml5w5352x+2jgv/6n/xXb2PGLP/sTtl3lrIc+ZqKb8UXQe4/QLouLclxpPZTluEsqfP31l3z1/Cv+1b/51/zzf/7P+fjjj/nH//gfc35+Lj3o7BS0e0GFkpnVUMptCNITzFudFauVbrPiQN8355GURtJ8JKVJ762nKxvoB6jdKrgOqwO44qqoGfbdhhgHRjdRCip4lUkltVYxIiShyLtmsbI5+LCI91QnGYZaidVhVesjSf/ePvlSg5NrC4jtgPmOnLffkWH4pugRGM3G1Uqg0gWRdABarayjsttuWi3lZiNfV1eXOCDNM74K7rYZ+tZ72gI4o8nXWklZs8zqcAjKreKC+t5zSozjUahoxcSE9JAt1iLGxLcEaJR2GHMT9pnniZxmhtQ3QasYI2mayCmJroJb9qWcn8rSWAerGogW7RmcciKXDEno2iklrFVMMZbFSim/WnABzcZW3Xto4GDiGNaHUuZeH++lj2jxaq+LV5qp/E90VDSIcKLN1CyLOSX67++34TcPW6tUAzXE4ei6jjhEtudn5FI4jiNJxdxub2/bHvEhEKjNkaKxrywIE7/AWrtYzXt7f80OW39sWIK3cg9AObnuFthKWZZ+AK0xNNBL1cjrt4Bt+usQNMOomQ4RTUwrFfQFwLdrMeBWhOiWF1zoxOqsWxuiBvNUEXHRebfV75yHGqhVqL9TKtyMiV88v+X1zZFffPWGw6EwHivjHMk1UAIUAvhAN/TEwRMHr9n4wjhOpHnWOtKIgfGHvYDp57sNwyAaI8MwMI0jNzc3HPZveP76mv/wH/8j1I959OCM3pJALH7RugWa/MXGYguWgNiCUKNAlwUbwPasIxMozlOUfWWBrekhuNjhQoTYL8Fwp2A4DnKilkSejswlM5dCnffc3lxzd3e7AO7fhVFp6y0bAwEplfZap94ApxD0rDndY3bWLGyLSgjaWjILMy6XmWkamdMEFMZZEhfBVfZ3dzw4P6OcaQAMRO3qETVjvx2kJdDTpx/w3pM919c3lDnz8uUr9jd7SpJF0MUBRyT7QvCiaj8HocALoOy1vaDHudSufa0ivb63S5B3CrjJ9lwC68WemK0wv3UF6Nx77qnWBizwl9qL6k7e366nCXRRm005ff3KcRzBOWGgDRtiiFzHGxWFlfO+67rFRubCZtjgnKfrB7wlh1wkdhs2u8TZ7oybN6/57Oc9z7/+ksPdLZ5EDNIKbp2VDV7itu1uy9XlOU8fPyTqmgphycLnPBNCYLvdcHFxwfn5OT/93/1DKpJsCyGy3Z7xycc/ousGuq7j8uKKEDrZyz6swgK1DQ1MKwSnTFpflsdUa5k3IZT5Qs7CxsypaKnkzN3rr5inkWmcGrAJkOb0znm38a3BsFE/c6n4IpG4L3rhruLCkoW1wDmnJGrPMUoK35yYUqk1U9SwliJRfC0VF12TEQ/O6my1D3B1pCYkgSLC4JyqOTrwMeOztDERJMG14PS+R9SyE9JzCeeqtu1xTahBSmiMigFGtTjJRDhafWA7E5w5mLbgdcNWcEWzHLkwz0fGMVFK5dHjxzgHm83Ax7/zOzx8/JT3nz7kbIi4PIt1s8MVoVbd3dxye3PNzfUbfvjRDzjcXPOvHz/kbDsQQ5XnJS/IuQ9CH2M5dK4eXPGj3/kR/83/6f/I//q//C+8ePGC/e0b5gKpwr/9t/+Wu7s7PvroI6Fcdb3NHrVWxvHIeDzy4vlzvvzic54//5rbm2v6YcOjx8/4yU9+j8ePnrDbnTdEZ7mACiVRykzKR+Z0ZJpuSWlW2rkj5ZlcZoZ+q/2rA87ZobeisvpIDD19v2OMI96PsiFWddlo/7oTlA89hJ2jeqe1VRLcRETRcD4cm2NhKLYcDvXEAJ8axe/H3/U4qWtRkSaH0yxuoBZHNdoty/533tF3nbSM8Z7t0NN3kc1mQ7/qIRyC9FWllCUD02ycGF4LGOX1HW7192xZslIhZ3EC1QGfZ8kMp2wIvSDslao0U60Z9p6cNMDQdkcpZ0P/luyZU0V17b3qNcC0lhZZ+7EWRXM1Wl1KCkxcCK0KrbU9F0Xr1/NdaZcgzylFDywVRIHW63jtJKyf7T1Ciw4Vn2W/i/Aiqy18muFr8/wNmYLvxzcMZzRDdI8I/VfowTJi8OQEtWSCd1oaEHG5EGolhCrON+h5p6CGqnmaWur6ft2nNq7p0PbYb3Jy7fHGWFiAmAVs9UEooH6VJv6m7PDJ61rg4H27hpYxrgZ2gsOrs+zsLU+u1VhTsk4lEPbOvCQUbLcL8ziEnZIyXB9n3uwnXtwc+fzlLTf7mZtjIeVA8R43OEiFQgIfpTXWbiMi2L5wPB5EAX7OzJNkRDbanrFWGKcJ76REpAH4OYFzXDx4wN4lXBr57IuvuDrf8f6TBzx9cE4XPLXMWstXCT4qUC2BqJzzq/uwygy3u2fYBdIeqvEAvah8+9DhXSD4Tu2t0iNVnNCFKIe0D+qqiV0Um1TJ05GSZup0kPZTteLykemwp1pm+DsCkbV6YPV3zf82cVYJXDrVgYgLoKDrv+/7RcRQnytLvZDShPX5zSWRZmm3JjXtlZt6x5dfPGceZ957/ISnjx/S+SgsoBhwZEqZ8SFS5kToNgyDZ/PkIY+uLone8fnnX/DpZ5/z2WdfcDgc2buRFKSPeMqhlQlJn2LVwJgC8zQ3e3CqJ/C2nbDPutZwWep4AdadX8SBb1IBVebi9PXsNd+uUz69LxZw+9Vry7Cs8sm5WRdV7GmSxFLwwoYMIXJ1ccH1LUwGcDWWlXSdiDGySQVcoOudMCaja/PnqTj3gBBgGAK3N2+4u3nJxfkFDx5ctVrfUlIDO1OaefL4ET/+Bx9DnfHecX5+3spbDoc93nk2m4FHjx9zcXHBBx992Dq2BB/p+4EHV5cqQBroe2EdeJ+bfUS7S8hEJCxRZgJZUpAqNreUWWLILMB/yjM5ZbUrjuPdXlqsHm8oOeOrxl7OEaOUt33b+PbMsGXPNOvlTMVRg6KgTpFzToEUualNtCm41eu0Qi/JPRQVl/EFX0pDqZ03uqprWeKczc0CaXOiTbYVlV5nT1rYqoFwW7B6HWujgZcgleA0fV71oKotY2H/bfUy73C21kerVdSIk+mgZFG6dg7nJbs8T+IkhhB48vgxzsMwdLz/3jMePHzM5cWO6KHMI6kEnO8WUZtSmY4jr16+4vnXX/Hs6WOePX3Kw6srtpuBLgawfqDOndDGqs7/Zrvl6bOn/Oxn/5DPP/05tzdvuL6+Y0yFuTg+++wzhmHgzZs3PHr0qDkoRqM8Hvbc3Fzz6Wc/5y/+/M/59Be/4MXzr9lsdjz74EPOzy/p+4Hd9mw1ObU9v9YsCG6eyGkkpWPb5FlV9pyrQmH1UvMoxkfEP6oiRF6p0n0/EGKH1zYUkqmVOyPOuVEp7Dx2FKWnWGrDqdx9COLoeY7kWiEbQVvXUl0yv44FUnPfxr/4fvydDKGLeVw1ZDOoXfDaO1MOPR+kdrDvOlGKDoFN32n7hx4fVyi7E7oQarPuI+32FdZIPDSWSKPwq95CqVJLLFnXTM5JA1cRIorqlM9zImUJAEKKgpynuWVe5VAMKl60DEPPT0pd9HrntBysphi97gtczNab49XQb9vH6wOd9rd1gLtWdW9Zw6a8/zaS7530ZvdVwUPnljrDakqdKwe7PdfODQMOVw7I9wHyO4fZtAYeO9/olV7ve/C+zaS0yRKhJlzG10oIAgotzrkxcXJjDtj8vw2AnN67dT2vraOlPeG9NeNoLK7TAMfey/61qLvef993Oc+ipi4eccuCIufuEnO3V0ROk+UK6up6LCiulFWWePGJTFtDstiOVBy3h8T13cSrm5E3dzN3Y2JMDggQon4w2fNClYzEvqMiwYrpDqCAvrXVQZ34nDOZwjxLO7iYM3lO+BjZDAP9ZkMeC69v7nh9fc2b6xseXmyJXnwZrG0Usl6WebDZ1u/VvlfW+9VOU2F0KFE8aE1zHCRj5Dtx0J1kqYLWlqNq0EWdaLFhqWmDzOOemmeYjuQqAJ4rI3maqPl+K6zf8mF+rSVtYLVHTAVeMoydBsP9MNCy7dbuLq3YGlrSWGpuDJys4GzOKpJXKqWOvHlzQy2Vr79+SR8jDy4v6FzFEfC+QM1SdperCFV6x+ZsC06AaO9kfe7v9sLYwjFN2tYp+yYCCRDWQhJ1YWbctxfr7/dHAw3cIpS1DpK1fFfOKavt5TTpIUm40/KO+2eYpqzaOSvj7ceubaKBbmbznHMcj0e6Xuppt9stx3GUWCiVk+vOObMZNoAndj3OCwtEMsQSEDsKMXrpE51GhiEQ3MTDh1c8e/qEPgZdC3NbR4f9LU+eXPH+B0+hzITguHrwQNZSjNzd3uGcY+h7njx9yvnFBQ8ePmw+iFHfN/0Ga5XqfEtDsWQQLS6sVA2GHRLwWjBsoFstM0WFsJIyEMosTBvvPPPhhmkcIY+gPoMxhWIQCrlbARP3x7cGw7kidFKU5pYhB81zVLkpUhpsIahj1oVaa2XYdFgdptWd2STITV8ELqoXzS2vwlMFzUw4KY72ilov7QwKlp01p5Yih7BzIrqyILhycGY9RETcQ4rQXfQaVK/dLA2WdZJ1+d77WhZ0qUUUIbMd1E6MScsoVryX2lWcp994ngznPHpywQcfPG40y2nK9J1nE+D2zQtev3xOmisXlw9474Mf4qP035qnka+//JL/+Kd/yuOHD7g4P+cf/PjHfPCDH/DwyVMKkVyFblRqxBGl72OVeetC4PHDh5z/4R/w5//xTxgPe/7TX/5LChHXbRnHkdvbWz777DOePn3KwwcPiV0U2f008cd//L/xi1/8nH/1L/8l+7sb9nd3PP/6a6aUmP/Vv2R/d+BnP/sD/rv/7r+n850d/8hdTeQykvOBebpjmvaMx1tZ2LkwZ0hpZJ6PYrRDRwg93mXtE1nJaaKkRBcGtsM5V1ePpc/YPLKfjhoJm1Mn9eng0FsvqLJzrRZxyfxLw3DvsihaK/Wij5HgqtRfB4/z5STAqeYgeVFT/V5N+u/HMPsgtcGePnaiv+LAVem3C2K/+i5ycXbW2iZ10dNFoQF11mt0momDpx82rZ5/HEfmOalI0KxiWEJl8o3ihToATlgHKZG0h3VetQ7ISTJp4zgyThNhf2AYRAhnfzgyJ2lpNCnlNM1CYa6oKJZ3ovasDrD3von8WU9gr61ILACWDJuBi+Y024Hh2qHeshAtYD79G6h5qdXKIhuIugQIautLbUwg4CSL7r2W0BSju6ooXV2c8OX+rulqrr2WxTDr7Mn3496o4kjnJDR7B8QoAjpgmQ1R8e+iCFPGhw+lJ+g0kY4jriQGl9hsPbEz2rK+fM1YuzwLiNd1wuusytqRXTu5i7iNjPXrGIOj1kQVlUwJvnNSlpFkjMUHOP3o7fVr1eBOtEYsmxJiUEE8LX1w90S3FOiS7heFWvMqI2SdDzRErkhAXADniVH6aBcqM9KVcp7h5gC3x8JnLw7cjIk3oyN3F/gAQ2d9tytpnsE7hn7LdrfFR0+aJ8ZxZDoeqRXJgmx7wImAn9b/xa4X4b00i8gYFec8d/sjOMdhTlzuzunOzkhvvuKrF9f8r//+T3h4vsNf7ujdhC9WYmJzu6yZ3DQKtM662r/E56sECELhRAXIvO+URRiJndQ7BwW9W4sm7TYxH++UETOJuFsppHmm9WdPMxTJCAkbzuNJOL3HTcX7OzDW9M/lu9QNO1fpOqHAn5+fc3F+zjAMnGmrI+cct7e3jOPI6zdv2vO3w0ClkquV8shcZwVYivaDrmOlzIXD3ci/C3/M4faWzsMPPnjMbtPjiic5LWtzUarQ8g5SIMaOJw93XJz9Dj/6+Af84KP3efHiFX/2Fz/n1es37PcH9oexaQyY8N5BWxrOfU/sYrND68cZ+GPDMrngWisp6tLp5WQ+14FqVpXpFXhibRjX2XV5j3ezWAwMWt8Xe/z9970fJBugHkNHzZXLyyvOtjvKVebFq1ekWQGgJOwPX2E8HJjHI7uzC7p+w/bsgmEzSO3ubkNwEPyOq/OeNL/PdPcefd+xGTY8fHhFDEE1QiTRNPQ9l5cXPHvvCefnW9EW6Hti7AS8qMY+8+x25wy9tM7y3q2UphUM1CBXcqduZY9tf1dlYSZ9vJ0d1l0Die3qTEkzx/01Jc+Sya7CFC0pU8YJVyqx62UOc2U7DGq/IaWJPJ9m+9fjl9CkSxMFkkvXekk1dJLt9c34i6MjPScdEHOQ7PAqGK7WVtMJ48UVcZq8imLVFnwaWlOp3rWAxebwhGq3Qlvtu0ODlYa8KHqmRSq1rujQumn8KvtZqmV+1KnCnleUPm50CTG5JgCDor+1KGrsvSWpNWL3goI6CIhxoIpo1POvXouTOk+8ePmGm5s901x4+t7M42cf0kc5gM/Oz3nvvfeopXBxccHhcMuw3dENG2I/gAty4NCB78F14AUhMtGOCgTnuLq44OGDK7oYIfSEfsvDhw958OAB5+fndFF6FZvzfNjvef78OV99+RUvnj9nPB6YRuHnTykxJtlQNk62fi2qHC21wjlN8qUNtGW9Qc5irOb52Jyy6grVKVCidAkfPLHr2G5Fua4bRPUuZUNNlT6VNDuVV2JAbSkpq0E3JFWc8egD0WeK94Q4SC1ynnTziRpj9VWNXF0Mr1tpuP2Wjb9K0PBNlMNf5bX+qrTWb6wDvPc3e2XnFwc8qLH2zrVWSOJYh5YVDlofI5kwzaCE0LJkRbigWL9G+1pqkWjBp2VUC1V7OYribpmr9FScTZVcApNSBIn3GsQ6JICe5rllhiVAlMcn3WsxBKFKz05qHpHPUFbBsABESXrBV9TJKUtZgVuQ75Z5UJtXi7oGbq2wcBootzlXzPM0oyd/WNPEzIZbJl0xJcGBndVv6z1E7Lm99jqbeDJWf/8+CP720eh5qzPezjgDMKy3tjmCVgJQfYCS6OpI14H3C2OsDXf6Xut7tm7ftXYAgZOgeZ1ZXoMm+qrq4FbNAC+lSwUF0d1Ca7TraNdYBZxeX9P62tbXbu+7XJN8QKNN3usiJs9f7QlZlhWThyvAXAtzKtweEq9vJ26PiakEEo4aojCfSoUsLUWUTwJenHOJN2rTDfDe0/USUHonCq/mv+AELNtsenKJUCXbdzweJWPoJRuRVWV+d/GA6gtvbg68enNL9PDkXPuGq5OrM9Budq3qc0GzFeAaBbW6KH5I0NpfE8PyQdWuvWampL1XrdZTVJhkaRopJZPnqbVWISdRsq5V6rE16DU7IJoppmL93QmG1wEYqGUtFVRcKoRI33WcnZ3x5MkTLi8vefL4cXvu119/ze3dXQNvs2ZEl/jP9rPFALZPJeE0M+MqvHz1mt124PJiy/muo9Qd5/SY9Y5xoKRZ/Lx5BAoh9sTo2PqOZ08fMww9KWe224Hrm1veXN+RkpyN0yRgs+kLTNOEDwIyd31HmkXXAuekRNMJ0wpomUFwSyeYWk8Olfaj+vJt38tClC1874w7KbVQ8Mt2t/xqyQ6DAhdOgOnT1kwnBlLujb52zplpniW7XoqUbm22ePdafA/t4JORtoneeTofiD5CrQxDL3obNbDpB/ouMgwdZRvJacO4qS0YfvL4kYh2qVaJd46h79iebbm6umJ3thUtidi1jK9rti9IkBxEuMvpnjPbXErC+lQL4WbVfq3KrDWBUN3ziirqayDJy1yZ5yM5z6T5KKUdJTOnmapK+DkJYDNm2xuOUqQjQFbw4P6+WY9vD4ZXjoyB+60XZkVVwuQGdiqqYnWytRS6PkhgFsT4Z0OWcOA8gYUuYYtAevPZ+qgUdVzFQVoVwpdKXc6bhnQ3B1gXLV4kyZ0eQ4sdr81o1qIHdQjtQF/XC3nt0yT03DWdQeoCKtZX0eqdbZd5XMlCD3BK2HIe5zLeF5wLxNjTxYEuXvDq5TXzlBmPB7747FM+/fxLjnNhypWf/P7P6AapuXv48CHbzcAPP/4B1MLd3Q3Ddks3bAjdgPMduA7nepzf4nyHc4FQE6Eq+lIyZZ54cHnJs6dP2G03uLhl2F3y4Ycf8uGHH/LkyRM2203bnOM0cnN7yxeff8Gnn37G86+fk2YR6JnnWbJApdL1PZvNRv1pPZisF2WeSPORaT4wJxHOymnWQMAc/ZlUK/N8UOQ/E/w94Z48a0avY7c7Y7vdcdhuRGEvJaiy3nJW+mmSwz9bpqLYplO6jNAgcFnoNH3sKEnqyoftlmlOjMe50au9BhqCXlsthFL770ua/j0d76p5+U2OU0rt3957eKXKOK2ZjV578gZPDPJzF8Woe81OBu9VUTEy9L2ARci2NsG4UiQzLPSuJDR9nUtDoiWLpAhpkLXivVcVaemt2OjVaaGVZldwWeqdRMhoavbY6osaEm6HuDo1KUkwLO+jNOhs4jGS/UJ/ZxRmOZksWAkn87cE+Rp8tmBzrSbPclY0R6qePr9q/dY956L1ivRLAOwQUKpgIthi7J06EffpTuvMtZwvS03z94Hxu0ctVdgFChQS9czNKh3olLbed3SgZ34W0ash40rC50DvZ0JIwKzn77qjwynwAUtQuc4A2+NsmMO5ziyHEFY2y9TVLSBWppjz7XG5FqkBvqeufP99pEe3UEm9ivasheYMpTFn+W3qtznGFny3F5e/WZIEKYvI1ZMqTKWwnwsvro+8uD5ye0yMbiAH8Y9iFR0UpiJK0CVREPpo7APOa71/nsBB7CLn5xdio8aZfpC60AZOUdiebXGICOB4PHI8HnnvvffwIciZOx4oufD++0/J+2ve3Lziq+evCVSenD1oZWitg4S06dBSCt+0OGxOLKPmfIAw4GKHjwNeg+HiRCHaIeUQ5ESeZ3KaNcuvOiBZOk/UkiGLMA6lENrkGuS4BuUkEPZ1Cd5X0d5v9ahlKVGUX8j9lcSK+InDMHB5fs5HH37I02fP+NEnn1CK9Kzv+57Xr19TcuZwPDJNohrdWtqoC2vMoboSCE1zwqn///XzGWqGOvPwwY7CQ6I/F1tdYbv1Ut85H5mDp1TRpnAh0sWO9997ytWDSzbbDecXO16+fsP2+WvGcdaexEfmeaYfBsbjkXEcJQhOSYUnR6FNo+fyBFl7KIOBNcJukTK8bH84sUcW3PkmkS9nWdHWnNXK4zRJZgUC1S0lExWnJUB23qk9RZWRtZmFcxYTvw3cr1u3jtMEzolgWQhst1sRFlYfQB5fmYNkhyMKklGouwFXAp7IdhPYbQeuLi+oeUvJM8dbT9/3bLdb3nv2VOYnJymVUPXoru/ZbDcqzBVFqT4Io0NnTM9umw3Rgq8o26YkajpSlN5sIqJL74iqgaoAMkV7uFNpvr72RZVuBvtbYYXmsTF6xrs7CaKT9KEoFQ75qOrkXUtM5SmtWkC+e/xyNWkM9ViU/3Ku5CJoTC0yEX2M2rNPZcKzRO2Fgkf7aZYKRlvSrDC+NultcE352BtSAw05dC6wzr4IAmOHTV0QLFBxS4FOtKPIMrlVENVaUHEWydZYjTPUplRdFKVUqEgPQ9eQ2FqD9A70Dpw1gNeWCyoI5UuVJtfO6SwGvU6hOfraEagM2y3OzRyOB56994xHT55Rw8CjJ+8JNTNGXPCEGhm2W0IMjMcDu7Mdn3z8Qz567xlPHz0glkpXHdFQWCc1GUwTed4DME8T4+2daFvHHodnGDZcXV3xR3/0R/zwhz/kR5/8dxsn3gABAABJREFUiO12K585F8bjxJvXNzz/+gUvvn7B3e2eaRrJKbEZei7Oz3n07Cl/8LOf8dOf/j5h5VSLcNDMNO85jrdM4532AJvUIV8AIWEeZKbxIIhinNqmC14caqFOSjYrxEjXR7ohNgGEitTDpJyZZg20y1LLUUvV9haO6Lyg7kU2lXeOIURqV3EuCAW1JRMqp05VbfQhEQdaWbbvx9+LIZlfJ32lvVgZ50ScJYbAZhA6Ud9FRcKzHnfiRHlU8b4W8pyY5rkFsbAAcgIaSduItciFOMhCby6lMufMOI9M88So9C6hSSt1WJ16UdCU2vXZan8N3ZY3bG+e89jELXKWNRxjVAGt0vp411pFVwBRXm9reeVcOZdoHr1bgEWrkbb1Ps/i2NiessebDW4CJ2UJQNzaeVipoNZascjXuaaTozCjGXABS9eZ6/Zc+27XyXJP/q5Bn7+vo5TCNI7iZB6PEjSa/TIhmbXDjYBKfSdCRq54XJoJruCdOYuqnFxXLYp0LZqQj2QZopYpLAHvfQqiXSPQMtNWeiC/XpRdXVspVQMCqaKd5kk6D6zEUxZxzOV9QjCATPsHu1PhnWWIz7EOeJtyL5WKtkOkKoOkCANN93UCUvXMBL68vuX2buTFm5HDHJhrxxw2FOfxOA43txzHkcPhIAAwla5XRzUGOXtzJoZADJK52W6lj2bUjOs8zRz3R0wjQPaWbzWjKSVt9SbO5+3tnjxPnPcdg68M/Tl/+dlzjvs9Ty56hk5KSCwj7h2qxG1ZXg8mXKilbV0nAjqEQTJkzjc7ktOkNakZ0kzNiTJNLcsL+r0W1XmwLsyF6owKb1kkcSIKHmt76RFNGt8yOt+dYe3QBB90TRejU0px3/dshoHz83OuLi95/OhRC4ZfvnhBTomXfc/xcCBNE8fjoa3TNVPOQNekgoug6r1OWFJfvnjD7fFIHHref/8JP/vpTzgberZ9hFrIaeZwOJCdI9ZMBkLsCKHgQiGGytXFjuDf48mjKx5cnXN9fau06Y40Z87Ozpk16XK3v2OaJw7HA3eHPcdxJLvCOEriLU2yd2suzRfzwakgLycxBNDOXD3olD0mZZbZnbaFK04sjYsrEMKer6G32VBhdlVK1cRZFT3cZmNXeK5Wc9JCBAfTNFJq5fa4JwYrbxIQaJ4moc7GSBonQnVkXzjf7Li6uuQHHzzj8uqc84szzs5EMf7i/Izt9olkgeexAYGXFxdSGtaZcJ0x46KogvsofrAFwc4h4brtT/u5UJTiTB6hzKRxT04jJc8NaKnU5s8v/rgkA6rGbVn9knmaWzxpmeOSEmmaSNNETQlXRVtAgmmxE8FL757D7Z22qzwVW3vX+CUCWgaKLv3lLFixjIVzENeOjhW160FYapF6nlXwYC9ugF1G0JaCozhbmFW1bsQRWtNxeOun0wBF0BhEHMtrRmEV2tv3aohilVY9RQ+u1atiWU07tNvhu0KVJOtrNAvLDCrhep0dUap3UbqyZDkNfav0fU8tjvFwZNhs2MWBMFxwcXnZegBXRepwTg407+mHnidPHnFxtmUbgxwqXrLyLhaclwxmGkfS4U7QvZzJs2VXe/pOsrlnZ2dcXV1xeSFondRF1YbezNPcaMemMphzpu8Gri6v+Pjjj3n69ClXV1fNYTC6jVBAJ1KamNO0EveBNb+qUpsDL9l4azXjyN6DNtmWHs+KYiqYoR25dO3dr1lcrWu951SIPlC8o/jlwAyaPZSk8YoGag+py9qxv0nG7bcjKwz/+QQH3tmaKOI0ay9GofS4lgVWQFjWxspO2TlZS9U6HanREyfSWsSJcV+3fGhZSScZaVOTnnXf2L4vymDIRTIb0nJIVmxq7cFKo1OXt7ICC4PH+9qYNjgntXX6GkZ/lc8pbZ/0BcTxtwO9MVuWNh2NAYETpkt9F1VP5w/anlvbZKOOnkoOcbKH3Iru04Jwzba1DLFcfsscrr+Ds2TViY3+z2Wt/+pjYRnklNqadQb81fYoGlCt+h4E3262C74xp8zRMUbVGpDw3jew5ptqvdf05HVtsWWQ77NIltdRoFqvu53DzkEtzfe4H2iv52F9rju3XsNr0AXW6/b+tdgbm9+w9LWtbW/k6phy5ZgKN8fE3ZgZiye7nhIDNfTkUpmacJGq+CK7L7RyDW+5GaWGL5l2y9iYcntV20eGtJpXY4VM0ySaMC6IUN+cuDuM0Ekge317oPPw8nrPg4tzXOha+0TnPTV0mgTocEEyvVaX6X3Aaba92rqoi420tl05Z6oGw3WeNBAuOJeV4lyWe0zLw8Hqy9k81eV33mz5d2z/t1WpAOASXS3AoJ0VSYNIm2drc7b+SimpMBULsYNTELTVcNYqPqwGCMejsIy++Oo5OPjoww8IVwKaSZyQmdOES50kulToFCSIqbUSA5ztNgx9R6ESoyS+vNszjgnnEiGKynSlEOeAC05KBrpIzvJ37xyjCcXNqQFyVbWGRNx3LbwlibEFX13sQFgMgYrSWUJFfPkGsp7+p82/2UNQcMEvRrHFz+1OtoNT4olaKTmBd0zzRK2xaTMJ0JYam7YGreP3nvPdjquLcx4+uOTy6ozz8x27nQTDu92Os90ZXRdNYRYcbDdbYhT1Z/N7zJ6EEBFI2kBHu2KpBa51pFZhBxRNJNSScXmk5oky7cnzkZwmWT86S0FtRjW/H2EkmX9gyStTxM85q90Tf0QWaVBNGGWRFWEEBLuXtUqPcS3BXG7Wu8e3BsProfGtiL7kLMItsyCffYyCIgVUjXFpZi81m0mFYvTFtI62FMnAWoG0ZOuWFiboB5LMiRdUhYWupIy9Ftw0+lKti2NJJThxEoOlDZ0twpWjViFl7bklFnVZnyW3a291Q1Wu2TlJNjsvQEBA3scyy7WKQnJNgg41KgZ2mBfd6IWLBw/ojzPz9LUosnWRs4sLht0ZNXgOigTneabrpJaxesfZ+Rk/++nv0s03hDwyvXpOCh1jt+HsUUfstzgfuHv1nJvnX7I/Hgn9wNnVAzb9wOX5Jc/ee4/d5SMePX1PsktFDCTqdB7HI9M4MU+Z3facs90lJTkonuh7nj19j5/83u/y3/y3/w0/+uQTzs/O2iavFFXJnRjHO8ZpzzQdlQpVlHIQbLJ10xSmkuQ+uNIMVgyKUhFxdNRSRDAFoaN7rVsQkFgD2xDIWagqaF1y1d7DEcdut4WuUkKmJOlF5nD0ocO7yOvbO82CLZthWXOyfozG4laCIt+Pv7ux1P8p/QlA92YXlj6WUFt9sGVyxOmyOjN1rtQwTypWY/SsXAsxdnSxo+9oWV4T97BrCEEyJbmIGJYpdArdXgLhou+3BNeOUYVMlpKVdTuIdf9EFTm0I1YDYRPJsuEczLNQptM8L+r9KGh1bw5NG6E9nwWYPKWK0rK1J8yJNVDqlqPUMkv2cwtWrdTF2Dao4q4Csl7t7f0hr2HXqK7hW4HP96MNc7yw/tHab9SCTz0bi4In3tP2kmAaclB6Iq6Io1OyirSFJeC9H9RawGaZFqGyvS1osw6STxTPWdadvJ6cG43ur2whCQbFFq/PgvX7yHGjXS2a42pCn+auu5N1vaZIG6VPSmS0T7GdL1bCUEUdFS8Z0bk4Xt2OvLge+erNRKoef/aYSI8jkItjf/2Gr56/xGv7yO3QM89iL6QfK5ALm+4Mes3ulsRxPDKOVj8YiUGostf1hjlJG7b9QRQkLUCgVr766rnet6BOeuDl6z3zpoddz2GcmMfE//onn/L7v/tjPjh/TD9Ihprg8X2HD55OHdz7bIxaC3OuzNO+ZXlymrT+d9b7VrXzht4PzQBLLt2yvw5JKKzP12oOoH4haRVd346CK/ce8x0aa6Cx1EJGfLbj4YB3jlevXvGLn/+cu9vb1rFjmiZ+8YtfcHNzw6tXr7i7uxOqdJoB2SOxW3QC7D0MwCiqKO4QVXBh/FX+7C9+zpvrG64uL+EffMx2s2XOhTJLeVlxEOcZVyuxy6qTIWdbmhLDZsPZ2Y6Hjx5yc7fn5ePX/OVffsb1m1uez2+EkelguxkYho7dbuDq6pKcM7dXVxwOB+5u77i5vmGaJg6HA9NxFE2PadQZW5JWtVqHA5tNt3w1ZX35bufo+gy2mvxWnmmBbmMhrhMxQmsurp2e7VrkPp7cVNkntZAp7Pd3DH3P0HVIza3oBLTa/RjoO8/Vgy2ffPI+z957xg9+8D7D0DMMPU+ePGHoB/p+Q1ABTe8q3gdpkaa+iQS+Zh8NUV58IchQk34doMzUtCflA6WIEnjNRVQBNTOc54MwQOdJKOoKhoRuh/ORSmh2XNyspbTRBDhxHhcj3SAlm2mc6AYtna2SoJjGSUC0kgleWGljSszFUYm44N55zqzHL6kZXualGmLRbuRiW0qt5Fql76BzOB8ES/BaKVpMkh1UGF+yA9ZzWJQuJIilgFfKk5N0eVKlU+d94/S3tk2OBT21hafoo6+FUEujAAniove4gdm1LWaH3iznmjGVL3+Sy6ilikKxB4o6pUWXkapTLfQtWpa8GsrmNXh2tdUP5lIZ+i2Onr6/FTTVObpeevwe9nv+4s//nJvraw77Ax9+9AEffvSB0IzmkePdHbfXL6njHV0f8d0GP5zTX36I78FTGKeJm/0dn/78c4btGU9zR8oQYs/V5SXDbksfAn/5F3/O8bDn6dMnDTXKc+J4PHJ7eytBaQyCDnqhlcQ+sj3b8ujJE/phAy4g+K1Sl+pMLpMKZy2CWaUu/SLl7pmKnNYeaK2xM6ZAyQQXpA+10vEEdQLvIsErJUt7O1bvsBtVESpFQdQ5fZJS4RIFDPHVk7K1E5jlOK6cOEC45R7b7XZ4IoEO7ZH4W6Kg9V3NljkF0yxjYlkbAc5Kc/ol8HQNeayKrhq1T2ibKlZVE/Mk9fGGMjvvqEnAvpot+OPk0BzHUSiYMRBiWCjRmgmWerqlxtJsUlablFd1LrI/VAPBObE92us9KyWsQhPqErBPXjdroOLc4kCJCv6qnhJaOyWnP4sNWwXTmpNiFey0Ua0nsDkBTv0KdxJUoPdhaTkhQbxz6IG8BCIWXHlTSlWoqVUxr5xu51SksS3r7+b6/psaPngtD+iUyqricniy1fZhe8KfrilrsWPrSde8R+53yaesmfvB8f2a4fU6WmeHrf7Xubf7Wsu+ll7dtm5pzmfV91IQ5S3xLbluH3wL4CTgzoTOsiLCQhJARufMrwGdxbG2ebE9ahlyc5ZxAqDfHUdu7kau70Zq7HF0FN+TSiRleHV9y/444UIgOKBm5ll7moeAR+fDV6K2WioZivYztj7gqSqAryCCZACTlnNpLaSJ9FXxyUgJ1b2HrC0v54kuH0mT4/Ov4PGzPWcPZp5dPCB0gRCdduSQAMKCbCnLUDuXJVuU5xnTK6klQym4PBP0/KdaBr2KJKnT78g11ibNExSQ8wKCy920u4qrVcAamkVdZbS+G8P2zCnooPZas7/H45HXb97gQ2C/37cSg3Ec+eyzz7i7u+P6+pppngQgpWpQJGfVer8GLSGw98ZqaJH1joPjOPPmzS1/9uc/Z9MPdCESnj1mGLp2XtScBdDUNeG9ZKNTygx9R3CVGD3nuw3ePaRmuL64I4aO65tb7vZ3HI5JOzFkSIWaC9EFNt1AOJeuEfMs1OxR66Hv7hZRLjvrLQiwBPB6HkWMzD5/0Np3+dn8CvEPZIXaOW1ikEXLAk/ui1s6mHxTTNZiGK0NphTSNEqLRe+J2ibIO0TnpOu4vDjnwdUFDx5csN30bIfIxcUZu92W7WbL+dk5UbuyhHb9oiTvjUrp9DTWjbKwWbPU/tYMdaKWCcpETneUNJKnG3ISYatpSnrNEEjUkkmj9P6d51kBao8PkXlGtIx8R9f1uM4rS7aSUsU5EeSKnZbIhkjoovoloXU3rznjfCH6DmKPL0XaZ+WMy5nQ73SNCtvTfYtv/kv7DLfhFuTNDkmqZcg0IC6FbuXASMBSNVBVoSJF7YQNrUFmrrggRkzazJoyJCq8VXCl4EtuWWUcSoer2l5EqXJmLHImoIIqRVs0uXWrBTMiupkLlJobncchO0SQY6AudUJGgzIFVoqqC+vrgGaYcW2+jMboNND21YEXYo8pxMZug6fS91vh3jvpJVhrZb/f8+d/+qd8+fnn3NzcUsof8uDhBdFL/e/h7o67l6+Y764ZhkgYzglnlcc50wPFwZQz++PEl198zWZ3ZDh7DJ0stIvzM0I/ELzjs1/8QpSj/+APpE7LOcZx5Lg/cHt7K0CDtlHw3gl9pQsMm4HLqwd0/aBZH51DisiiazBssugW9BZ1hu2x8jtp3G4/e22JQxGwBF9xZD1wZz1ABekKKyfFO3A+UKvDlaxCHxIEkyuuOMqkvTIRJy7lzDhOKK7csr8aV2A0UteMiCfoV+eXQ+M/h/F3EVCfvufa6aE5tpaR9a2/px5A6rg7vxz2RuEHQUtjDMSuI6rhlMytiGIlbRfjnLUQkIMwnWgZLIfqPM/kIjVsFui2gLgUVeotdnHyfnXJQNnBLc68vIa0j5MNYaZ9KTdgyeTWJSApxTKtmr2qtXUFsB7xcn2qWAutJk1ey7LCUE2Bd7XO7ztly+81ZmoULxYYvBqoutRwem+BsP4br70hVe1fPRe3THcLZEqtuJYFX9gbq5XD6fguuce/5nByT7quk7Wudr7l/atm5/ySFRbVcTTiK22uLRimFGk917Id99eCa/fRa11pXT3uPnV6AbX8IhhTF2aELAXZN0vPYZpfAiq6qYyy9XXYazknQa8FrqUUCc6wFkxLRwnZJ1bDXjUYNtBnAXsMRzcQrqizkkrl7jhydxi5O0y43TnOibpzKo4xZa7v7sgli2qrW2iZzkWCi3ilRxuF0eGYXcK7rOBtaf6J1epnbU0kNkAZd5akWNVVypwoBbsEXE7UCQZm5hlwWajSdxPP4iAZ4eiagrFda9VWN8YuS0mD3zTLiaq1v9SK0wyXW4MJFZwTGq6XnpmgPuRpoRtQjZa+SlfUyvqRy9d3Bx77pnPX9oe06Fv21mG/p+uWIPHzz7/geDxwHI/trPEaBFsw9K5g2H5vyad2Gc4xTZnbeuQXv/iCh5eXnO22XF2eg6sIZiv0Xll+WiroRY8nZwFEPJXoHWGQ0j1P5Hx3Rk7qc5YkXUYKpCqBcM0Fj4iedqqinVJi6HuOw8A4jlSkzRiMwExRtmdlbTNsHSulmcVm2We3LKZX2+m81MsL4LSA6tZpYjl7leFSXIs/DJi29zm9rwIwUKWUIIdA7aIknlT4c+g7tpsNDx9c8fDhFY8eXrLb9Ww2HWe7DRcX5yIuu9khjMW4MHfDUm++nMkG5em/a6bWCZcnKDOlHKh5hDIyjzeU+cB8vCHNBxHlGpPESRWiRwL5cd/aY1Wncxd7apIWpaFzBB9Bmdu5WCl0wPtI6HpJDIao9PqKr9KrWsKtDL7iQyVoMFyKAHmhlJYsqKW2BMk3jW+nSZf1TanNqQzBKfVUDoc5FbpU8Ep5dup5VhcUNXLgEqB1Sa4q6qn9KrMG075Qghix4ExzrDLnQnVZDrXqqdUrRiiOkVDrHcFLNhAQ6W3E0es6yUJUsnhRem3idGpmulZp6xSQYMsc56zS/A06QctbTXTL1tCyuASz1Lxozc0CW8rf14rx8L1b2kt0caB6x3Z3xpublxwPB67SxDQfef36jv/X//N/5E/+tz8mzRkfHB9+/CGX5xv2dzf8/C8/5fb5Fxxv3zAe7nj4/g/48McPIGzx/Q4oxLNLhgeP2ewu8b7j9vpA2HbMaaaLnvGw5+76joQjT5Pcg5TYT4n/5X/+//Ly5Uuev3jBq9cv2B9ucb6y2Q6cne3Yne/Y7DZL428XmoEpJTFPe6ZpT5qP5CICGaVar1FzwMUBK5oNzlUL5kuiVAEYSspyr92IqffO0yQG0QU2/Ya0SWw3gizlUsk1QFWhEBqUgycSCeSxSJskJzWac8rcHY/agsnhuq6VAtvhEIktDAt4fHXk/YTrCiX+dmSGv4vDI1nfqOCJoyogohkrRIxKHFVpbdLNmeALwUlrgj5EOYidirCVI7UUcRwqVCfrquDo+y1H7Qs8TvOipYAcbONxJkRPKoV6FBparY5pll7D4f/P3n8+2ZJlV37g7wh3vyLUkykqUVVQDTRAa3LMhmNjnP++vw0/9NB6SCNbAQ2UyKx8+UREXOHuR82Hvc9xv/FeZqHBAYjKKq+KfCGu8Ot+xN5rr72W76hCgLlIQFlFryqjptKLBajN5FgF+2pFuIgSdU1+qwKHEXV/ec3wJAlAq20KGK5FRfKSGLfratsq2JLT5hlnaAjz0+SzVsvbA1fhaKPipqy918vjDNrfBZhSFfoNzmgfP4ttlVTdJDlbqnRan2vIa1m/9e/9YYzBWUff9QzO0VupROSSSIhqsayUllLX6SpQlIVZQ5a13SahovoqVGchG13H9f5WcULnHH67kYDGOtDA0jbV9XVAaKiWQrbhOzV4lHsaJkn0yKVVbYR1JElYpddKMFrBoVqltnjb0bmOwWvQ5R3FiNeqmJFJcqin03LqUiCWJKiqUUYcls5bCSLzTDSeYjrgmsdT4DgnfnE/c5h7Tm5Db69JyXA+Trx995bz+cxmv8O5Aesc43QiBIjZ0HUO57zYrlmH61RDpGRwolfRYZnyqGCBrFcxRLAZ20nOmmKgWmlZVn3URnqAoybH3juwhmggFsNUCnl0/Ie/+44Pp8zu5o5nN1tu9z02jqICHSeqT2lJS1LuNEm2ZeXqsf6qyauuFSJ+ukoKFISwRQVPTWzPWduCVb0BWWWypsMJIZvWGOPHAYA9BZCggjeSfE3ThDGBaZKq3Ol0ojKVjqcjD/cPK/E0jWm6jkLGumpHai7erx7GGG0DrG05FoolJ8NU4M3be/6P//Q3vL//gHXw8tkNn7+4YbsZ6DpPzpEUZkI3gZGkp+t6SpopyRNnJHmznturLVe7LbfXt3z39i3v3r/jb//rf+V4PPD4+MhoMyEkxjIRQyTE1PrQg9LCrXU8f/5M2xcK8yyV8MPxKCra80wIoX2+WrQrZQHW+35o13yzqYJUV/hOKpuzVpynaeJ0PnM+nyUZ1v239hwnBehrr/QPtvLkLLayubYYynN3m4Ft95KvvvojXr9+xV/91b9mv9+x3w+8fPWC/X7H1X7PfrdltxWPYKM9tg1opK6NGUOUmCHNLNFxhDhTphNxOqoLjPyb40SYjsQwM5+PVB/qcQxaRfea32VSmIlRPH+xHc47OsRv3fmevt9grCcnCLP4g3s/4Pyge4IT5ktKWFfBc1b90ovAmx8GBVi9WmJ2DbCvLWg/dPwDK8OlFYbrZKi0JUytnEgmvlDraEhf/QDLay47yhoZrvSEYhbFUlOEkZWtIWehFJtaBWgnWj+s2n7A6nUvef5PqSW5JO21K63aZ1SlsinqYQWp1J6FUop6slU08/JzaElChtqTihGoAbc12CLVZIOI+MiNlGuXYlR6wYjk9YIQzdNMnKOgRVGQ12meeTwcGMdJaSAF5zzb7V6CVH2/frNjf3PH3YtnkGEzWMb5zHk8cj4dOZ1mzmNie30DgHWOaRw5nc787d/8DQ8PDxxORw6HB87nk1SorMF7x3a3ZTNsLuwv6s0RwYyoFeGktPRVwFo39XoNKZdjogX5qP9zIRW0x6kQYhCbGEWCvHcMfQfGknIhJqFHx+Yxq0u4NY1wVSvU9atQ9HuwpVI3S6ueWCvCMZVOV1LRJCYJvPU7cPzQ4vC7mDeY1b/VU3Ld4LDuI67cqIZu17m8WocyKOVPNBJSykr8qIKACt/oehSDBIIp5waQpZwF7GNZ+6ric9LKTE186xiM6tWdmoq9nlfTRFh+lkBkPUeWyplQKPV1V2vfwlJpxazLQ899+UGuQ1u29axsW9RRJH1hv1y81vpJ7TpwMc/l90bXw+VpgqvK2ihVY3mRDItDgAGzev26ltffF/R2m+XPfzgq0bQWCou4Jph2x1sFsZS6H1/GAGU14aSKbzSw1lajC7ZAeyimVNDYiCp17f2t4Emuqv/1XNb95u3sqAC9NWbVq1qHgT5nBURf0PdBHSuq8nFVkbYaDi7ATgWO2pXTD76GdZYBZ9q3xVhSseRkOZ4ThzkSiicZS7GWEAvzHHl8PDDP0nfde9dapJbPUcWqDOTKvFt5bJsKVCSi+nU39VSKtomtr4OeajP2UDVopA2t1AljpKULtUwK2fB4mnAfHvjV178hTNd03DKUgC2JFFfWPKX2Gcr9NKUWFZ4mwssYk+fQ1rNlwJXVWNAkbBUn1O/bulVavY9qt/R/BYPpn/a4nI/rfQKEBo+RvWDWRO9wOGgyfBJgNy2WZaB6F8k0US15VR2FK7ZGm4styNf4VwHbUDIPj0ecg2+++RZS4GqwImykc6WKUWKcam54ShLNFoy0AdiiGkTOYrcbbm+vMRYOh0eGoRdA7zAx2dAYDqVkQrzUKgAB70pB25lkTxmGAWcX/+IqJFZKTRSXo821guqDdFxdXTFsNmy3O2GHpcThcGg6IAJI6P5knq5PtPv1UUKsc6ImXbkxOxLX+z2bYeDm6pqf//znfP7Z5/zxz3/Odrdhuxm4vt7TDx3bbU/fDY1SbRp4UV8/qMBfIpcJciTHEbHJSpQSKGEmjUfSeCDHmRBOGsMH4jxKjjKOoiyeVQ3aFHkbu1z3lKTo2HWSAPtug1O1+2W9XwC5qlxttagmczuzrBV6DQ2tzcwqc8EYB/gGUhgrZdN/iJr8D/cMZ5lQZoWplVJwxgl6pEFjiBGvhtepBmJOOODrgKc2RNegptSbjiSzaFBoMNLLWXvznBXl/mwp2WiynGl0wNa+m1f+k0vFtfb4rqkfWROynJN6jxWR6mdVRCiyqFSp9UaDMkKvFSZA3aQN1i59y1l7KmISfHmJ1HVD1/M0WZDxvutwVugiJSfiPDGdT4zHe6wb2AwdV/sd11d7xtOE10RwDpHj+cy7+3vMPGMxbHc7bm/v+OzVa6mkxIT1lqurW4Z+IB0fSZN4df3t33/Lh+++4+23b7h/PHM8B37+Z/tmgfHtu2/55utv+J//3/8z4zTivCVn8RyOUejJ3nme3d5xc3Oj9hcGUwEC6dAlhpkQRDRjURZfJR/r3ylVotR9NdOSBYqYbZecJQkt0udVqRjOC31kt93Q+UTMmTnIi6Rk6aMwESZT8N7gi8VmQZ5inEklUhALHum/EuplyQWTwesC2yFWFt52WCwhBO4PD5QGrvzh+L/iaNOsBsp2GYlWvUS902qPUiNrpFVSIdtMspkwx1ZlDDESUxRaVimqeqDyLjESo9jGTSsxmKoUDVBCBAWeK+UqVPs59XmtKLaM50X5s4p05Jw0kFU6dJbEvLavi0e3/K/1RMEq0V4AgXos9OvV0ZLsyyMXBQiNVl8qGLq+8BeJ8PdDLWuqawtSsyTUDQStr6IVPCdlIQUVFrBDX3EJzLSiVE0JWiK8plE+OZcfROd/H44i4ypH0e4wbnVl27pcq0B1r6tIg8UWK2AuUhm2zkp/fCoXd6kFLMurSzKq1eG6d1b140u1crl/1dqlBnLWGPAei2vPqYBM5ztSuhTfkuS3CuOolgi1F9CBcwq0yNovlr8Wa7yOIyhFVGqtaSOsfhz5vJpcl+yJ2XKeCt99OHOcA1zdglKvT+eZ4+HMt7/5ls2mYzP0bDZSgQrqC16K9NFbTQpcyY2ZV32Ec+rVyzXgY6IgHq0FOXfnHahVXE56LwVlwjhNhouhNJlBuf5FrSLrKhMy3B/PjPPE//L//d/42ZevGOzPudt4BguUWealAhRyn6Q3mIuR8GTu6xhEYzXW9PsFfdGxYSQgaM9ZxRCqcLwu4lQNgx/jjrwGd9aUW2ABUs3yc60Mn04nolJ4RahWgA+psIEJhmADxandGeaiyFFB5lwTcDTO1yUiAfePB87jif1//C+cHl+x761WC3c6r9VPxTiGYcNuu22WOSRtE/BZxSQ9Q9/z/O5W2vms4f7+nt12w5s39xyPYglltUUjKfArKtaBVArn85kYMimk1qaxGQbcboc1VpldE8fjkRAm7WunCeE24SlrGQZxXnn16jVX19fc3d1pP3bi2zdvePPmWyiyD0tcWtchsWlcs5casLC6dxegD5BjkV7j7Hnx/BmvX73iL//iL/iTP/4TPvvsM169es1mGNhuBk28C5i8tBZWQTkV8RKKu/r/pkAJJ0qaSfOBHEZymqHM5Hkink+k80Eq+Y35kSQ2TmKxFaPUf4oxFCsxulXrtlxsoz7v+yv6zZZhd93ynxiTAnYF20mV2KglrPUdznW6rgfVHtA5j1zIru+ahRttdPZq39ctrWAsgOj3Hb/VWqneFzGMrkGedK5Y60jab5diIhpRXSuqSha10hFSaINBgh3tzykfl66lWpu1J0wWVpdtS6RTW8xFgKoKydSYVjatVUKc68Z6KfbSKCXakyrX1sn7UC645WUFdrQqZpae6JJNtS4WilY2pOSE2odsws2YWmmFxdQeRTBJ/DrHcWS/CS1oc0a+0nQiMROCYzBw1fdwDsTjiffffMt2P3D/9h0f3r/HxpHBwBc/+ylXuytIhV/8l7/F+p7Xn7+m2w34bmDOM9N0z3x4z3T8jvnwnm9//Q0RB92GL7/8gi+//ELUAOfA4fGgQXMRX8ppZJxGxvPIQXsQxrPQVLxzK7pjouRATrP4BccgdkmfCLaXhJj2b73nOdcAP5PipKJhsyQ6RdTnQgwiZBRFuGPoOwmis6h5luRB7SpKyXgLzhhcAWKWZDhXVeqM773EAFFUUsVKrYhIg/HY2eKtxyPm3h7L6B2h0bH+cPxfcdTepkXwotIApTfYWvU7NbX6IvM8F/EkLXgByaIEoynOjSmQciYVtQCwngLMCsRMc5DqzqoqC1VsRJJU5zxGN8nKIvDOswjJLaI2a4umy4qurCk1zagCe42BYuBpf+VS4fo46XsakH5Eh2uBpiaOK7Gh9WNzUlqdqnAYw6pCXVOGus2Xj56/VBFzCxC6rmvIfn1MyrLZF7IiyrU6dNn7qG+75Mir7+tf14Dc73NCXPdOsRa0mKI97u26lKX3vlVJpQ3GZmXIZNeSPBny8mBrRfhJklPfgu91PyKsPKkrcJ5qYpva/KlVzZo0AxXpoILt9W9GqzFLzJFb0i2BvQTO1lWKtgbniPCnUPQLS2UMVvDKUiEzSHuYCoalBEnkYzhOmdMp8OGDUKTHZJjGwJhgjPD+3SNhjmw2PcOmF3cIyeSliuKceOSqWE/nPUE/dgihBfUpiz1WbfGJWURD0RjHuoXZZFxWcSpQA2S8E+VgjCVnJ1U7FbmaUhC1fSvCN3MRr/Vv33/Ae8PVruNPv/yc2/3AYGt7Q0WyM6Wq3rbrJ8dTWzb55arSuwLzTEUh2r91HkvyXKvCjc6fS+vl/DQE9rt/OC+2nClqBloMFKm9o5eqfviYEylKA1qYAyFFYq57hIALVVMFwJCIVgsddtFfqZ0MORVwNKE8ctHn1vU4k4JhzoVff/2BFA2dHwjJcHcXuLraKKBj2G+vMUZirHmcyLFgulrp68i54HxHN8j8tA6ub67pNwP762uur99x//DIr379a06nE8eTxTgjtGdtjeq8x1AINjAXqdiGlDiflnXEqYf5ftdTsriUhFotDlkKJ96xGbbsd1dcXV3x/PkLXr58yVd/9BWd98QY2e+3bIaezsn6eDqdeHx8lNg3piaaadt1VXeZ1Q2T70zDMgyFofPcXO34q7/4c7766o/467/6a549f87V1RX7/ZWAB07TOU2GIYn2TjwDEVNmSEFaFONJ4/KJMB6E/hxOxEldXmIghUCaR9I8SrtKBakMGGTNzBisd6LT49WfHbDOI0yvzLDZ4HzP7vqF/N56qjZQRD3OnWPoB6zzGD+o9ZIj5bq3F7EuNZbOVQVsh1SyJQEvSVmn6USZHUnBTdFX8U/ENT8+fitNui0mhZagLMGV1cBENtKcRD3QmEzWPq6Uk1p5LA33Cwqs9271ta7komOk9oVUyfJsDCZXdJcGWrcij9HBpN836jKXwV9NhiupRoI0fWj9WgVJrfailQn0nOoTSnE0JeRiWjAKBucWehKrBV+sp1Lz0wLbKGaGzDyeyMkyjgVCwJdCVwppnDg/PGLyzOnxwOFwwOeZ4i1D34vo1Tjyza/fYqxn0/fcuhcM/RYMxDRzPr4nTUdyODOdJ0y/Zdh1vHj5kufPn7dgtJQiUvuTJYTFhDxFEZo6n0ZCiFLJbxtepnoE5xxIWewf1kq7n64OP/1ZE2INkGIMhDAzz+clkVGxgpSS9A2WokGPjC5nC95ZOu/onCWqAnZdg1qfclFPZpAKeJH+7hz1nhfwxtFZuS4ehyuOzjqKlUp1yrSK4B+Of86jBq1rtVoNbFeS+iLgIx7SbazqGI8pNp/qmjyHeRb7N2gigTEmjCuIXkJkDqH5OD5NPGtwIImFBv5Kga5+35fjXSq+TUSrhuir1xPBQCQZ0f7n9Vz6yP5ldXwq8VtTEuuaXz/DJV2Ri8/3KZS1XlNZc/V3tlb16htevu/T3rR1olSTMefqi8laa3MRL+X6ujXepo2Ej8/NrEQWV9fzD0e9FrSxlr9n/FwkgmX1/ZOrXw8r9AwBi1UMqyZG65alTyVHC9BR99dPgCi66ZfVY/TVtUIiD1on8vV7YAHK+Ph3rWmpmMvzaddB4h8BwTVhL4aUDTEbxjlxHCOPY2BK0vs7h8QUM1PIjONIyYVN39N5AenaFTQLUVPExpbrJTHSpVhP0p+T7qFG6YMiQlXBKxGKzI0MIrTlru+W6ryyT2KKhCB93jXySSDuHiVzGCc+PB759u0HXt/d0XtHv10lnqUyuZRdWOonWz7Xp+feZXxW/10S4lUiXKBWQp4m0TVorevkD0bBv4PHZjNIzJXm9tFKWQki1aNalypQELSdrHnVl4X9louVf426bhgpHNT5XQUMq0GHvoRWTy+vey5AgsfDSOcPfHP1ntu7G2mL8NB3jr53gMSIMQXsPIn2SxEmRPZFfKspWN9R/WX7vsN5z2a7JRepDh6Pj8pWFVDZWtP2VmMkObYFSJEwiybAPM+Ncdj3g3jtDr0UwpTZAZWhKgUt56W/eRg2otR8dcWzuzv6vhd24P0HjocDh8crtpuBEGa5LFmAoaz5goFWHW0tSLWIZJY2kgrRDX3P9f6KLz7/nJ98+QWff/EZu92evh+kN1bXiHoLKoOrkMhppOQJ0pkSR0oOlPlEihMxTITxkZRmchiJ0yQtmCGSUiCFmawCtXJeEiA5VbIXAUKvOgYd1RDNWEmGvTF0w56u3+A3ezCW1ICrjPEGYz3WdbiuE+BOvckFnFMeXgVOrQOvCtPWCjW7ZIom8CUnSohkDMlarO/lsb4TZ5h/bDJcacqtj6QoGlWrAE6RKGgV2zlGKlUoJKEXjuPYFvJGUS6V8gTe+va3lFUau5W9af3IRYPRXKQaK/5+RnV8pSrR0G3dcAXlFIn+dQBXA822ZqyQNJnPqwBNEeD1USn41QoIkMDUCQhQUll9Rl09lgybunjkDHOIFMR71FlLNwziSZoCX//yv3J6HPnw5pH3f/93zG/e4QPkdx84ff0b8vWG+ze/4Zu//wXbwXK133A8HZm//ppv3jzy//lf/neMcRz+x/87/+p/+Df8ZP8zrm9viOe3vHl8Q55HfJl59uwZ/f6Gq2cv+Df/5t/w5U++out6Xr1+TUqJF8+f453ldHbsdhtOpxNv376VyjHiw5vUG6zkpKDBRMojIZ6Z57PST5b+yHXg3lgHeblutWImVQHZ7Kd5YhxPjOfjRTBdaaXEhDeWoet1IRTBt84LzWTwjpw9Q99hkyFH6akpSbj2zotse0oJXIctDkwU+lXK9KVjsD195yv4jY0GmyvdrDSa1x+Of/6jBkXee6kOO7OiRSqaWQpd1zd7Je89xlqmEJoC6n67EZSzLJ7lqSiLY5oBSykQlG0Qqy83kvylsA4kZIymMFHBvhrImrAoP4cYWvUraaKcUmwrxseJg1mEsVbr6kIJvUw41tdonVw/vXZPn/OphHqdtNY1XXoZZZ1riUMFJutzayWHj0HRomjhOhGWNRtFviFGAVsLQCrSppKL9DZmJInIErTbGlKo0n8xVSzsScD4e360QMMsHsFks9ofzcW9Nkb7bSlSLsqyn1UNBe86si1Ym6XiouPyqc+jDo+P7kUdR8YaaYvKmaTuAznXFgC5l1G9fG3bW1kSJ6BWDiScqL3/tgVxqfSsNNFbgLfMD0mpUrqk9tZrIbZTqBOKIRTPcZ45TZFfvz0wjnCePVPxBOA0Zz48Hrg/HOnoGLqeq6srKprjnJcCwhwYzyMxS6sELIyPer+qZ29BVOvnGNQOxuFw2K5r8zRFsdsxqWCi9AV67+mc4+72lq7r6PpOdQloCcQ0TdLTHCKP04y1IkhILOT7A+M0YnF88fKOv/rjl3Qm4Uh4I6rRkLRqWACHdA7bCy0VvfI6GLQ6thonF2NGYMmlMEFZjdNy8ThTFOauIHt7o9/94y/+4s959+49v/j7XxHmrG0sdf0sumesY11aEaMyfShLXAVgtc+YVQtAysqiAgWQCymt+vsvZu/qe1Vdn8aZd+/uCfOItYbHx+c4/0fc3mzZbHsSgTkWDodE53u86+jCFtf1IqqVE9H35Jxxvsd4DwU67+mHDbvtnvmzwNXVnm/fvOE3v/mW796+4zyOopY/iYK2t05YjX2H9455nnVcz8xz4vHxoc3tvu/xvuN6f02/7TF7UYuuKYJXcSangHpuKtKyB3rvW09zyZl5Hglhlh7pXBpTRthperna3ktLRhSCwHcdL159xp/9qz/nz//yr/js89fsb27olWljbEaEgWnrXckTFLFBytM74nRkOn8gjidynMnTmRgncXeJEyWLAF6aIzlGwqwFzJxwzmCcxTlhoRkMvuux1mOM9OZa12H8DoyjGC8aDM4zbHcY14FxjFPQZNRgO9GX2PYe5wXcwDhyRm2zNKeyRqjyxmruEImnqYHiaRIl6xxGSgqUlCSB1ziq6zdY57G+U9FTeP3TT8+p3+IzXAOKakAtdYoazBlQlEn9gZFk1urXmuZa0VhXpa41KBSEBNoDdNFaB2wLVVagqMU70EARdDabItTksgQ7WZHPvEKI1sdlMmzU6lgDuZb/VpS8XgtdAIqhNhdLDKeU6yxiUVws4FwuHKbaAciSZa0XFWYnCEm32eAV7QnzyPn4yMO777jdbti9fslgB17dXNOXwun+A4cPH5hOB3q3gSJebSnOjOMjh8d7SjF8eP+W8XQkx8R2d0W4vuH25prx4UwKM8YYbm5v+fKrr9jv9/hOaB+bzYZnz57x05/+lO++2/Dd22/pu47zOPL2u7ccT0dSiLiqImc1SCKRU1D0aRTkKQXtpb5MhBfl3MwaKKlfsHxVj9YYZWGvPZgxSlKSphlnrIIzegdXwLAsQobOOVLITfiAiqDruJeFy+AQpdVsiygUZwNhUeOV4Ftocui/6Yfgpz8cF8f/ucrcpwUpirIxjBUxtUqHrlT/XHvYjND/6j03pRD1+bHvmjCPrX8XBK4lqxWcq5Ve0BqKen1W4Gdd6SyUC3GbOoahrnOqq97mApQi9Ox1Zagi8Cmbdp5C00wfXdPvqwZ/KlH+4ct9WQ1+yuxoya1OPanCGhUhXD2nPAlwW3Jdf3H5+uskrCpvt+dg9JqLloTFaEvPojhZXwMQUAuJST7qW37yuX5fjrqW2boHo5XFFvBKDLBUVZfqXqO+5wv8uO3ZGAl6jCbXpT1L91gVd7qg5NcxVCsoraJbrYxyOxdc0uLjJagqgeUCvFZQReZ/Qiq6tVWqiJPEary0IVBqCLyMo3V1uH0ZCf5DdpymxMNp5jxnpuiYsyVgCCVzPJ9JudD5jk23oXed0qAdxlamycw4TdK2UYrog+iNkh5OGvhV+2eN0r8Lq2R5BTQbVYOPc6Sqq1tlbDw+3OvHKS0I3Q4boapax36/o08Z+sgURmFn5cyUMqc58e37ByiZ1zcd17uO/cZRCQCmXcwnyetqji1g2RIjfYo1svxdwZD149vv6n91GVqtlT+m46uvfkLfD5yOZ969vWfW5EWOVZzKx+DfBcNgPef0kDmh7Y8KAjltJRAQyVFdYZoo0wUQtfyqIJoup9PE23f3WGt49fo5vnNsdlLdVhsFoe/qGPY5ivCaMZQiQq05J0zqAKe2ggWr9Obnz5/JeeqcfjwcW9FOFOZz64ivXsAxxqYxVIGCyjLMKXPURLTrOm0TkFhinmdOpxPv37/HWsMw9BovB77++mvevn3L+/fvmaap7e9P97tqt1SKado3lyysrLmNgPhd1zNsdmz3ezZbic8F6BdwWJx6EiXOkjCGE+QR0kQ4fyDOJ6bTPeF8JIWZNElMnlKAamEag7hSJBH9rOfjvNfPLv281naq9txh3YDvRRDL+B3FiEOAPM7i+o3M1AI4ZWNaJ/fNOe35lSpv0RYop9eFUqRKraAaGhPN06jXJ7ce56RV7RQjaZ4bqFm2O6prgRRSv39O/daeYWn9WZJhqcqKVLZBm+5zpfpJ1djajE2pJcoXNABnBDXKLEGSbnoN0S1VaKtWHYp6eC2bmskIKm1l07PGqPoran2kH8DQ+nZ5MiiXKFoTYaMVhprvglK2K86mCrWG5QFt1tekTs3tn3jNygafW+JfhUAMVhLgfovzPc71dJstvu9x3pPCxHQ+cLx/x8ubKzZ3PbfbW4a7G3oKb9+/5/D+HdP5yH5rMWWDszCnwOk0cjo+kjM8fKjJcGC3v4HxGdPtHW9++RviPIEx3N7e8kc/+xnDMAAwzRPDMPDs2XP+5E/+hO22J+eZ29tbzueRX/3iV4Qwc5gmnHX4mgwbCeBFjr0qYs+iKF036O9JhHMbS4ICSdIg1wqjAEtKhCDXuY6HqAnyNImIWLBJUXuLt47quWiMgCid9cQ8iQR/ippQKBiTpS/KmQ5vRHCpKiWaZMVOo5N7Z6wV71nhR5PTorz6h+Of+lgBHpoU1+AWClarP+sqDtDUzGUs2AZiGaOQiyqDe28xTvQR0HFY6VIpiTBHrRynnFpQ10CeslgaGbXjAggparC+trAwqkq9PHdRNS+f3lQpUsEzBq/Bb/2CpfL6fbToSyqyHB8BC0+evwYqn9pvVN/SpyJdT5PL70vAZelfUqb6+tUf0BiL96UlY6UUkjHNwqfU32O0pfXy3CsToBQFrsxib/H7lgA/PRrYgIyreg8vQZMKRNRnleV6KshQwegKWpqazVbNESRBqcSvdWBex+06idMskCp4BUoD1nUcnDC3MmLno2OwgacKqFqtwsitT7qbu6YEz8XnM+06rBPeNQtCz16+itWKSCJkw3FK3B9nzjPMURLkaKSH8nAcsU5Fg4Ydzgog1/dCzzyfz0zT1KxZABXRk4u+GYYlkWmgn3TwqWwstTq19io3MVGKxdqJYrK6R8o++/7DB0IQAaGo68zd7Q1X+2uur2/Y7fYU47Ah8eGhEHJiLhGTwJvMb97dM08Tn9/0lBfX9N2V6HFQgWiNfWrl/SJ2knG0/nY9Fz/FYDEab5WyTntL++5JPsaTN/tRHF999RXOdTw+HDgezsTqZHG5gsv/zXrOXh5PHVbq5JL5ay7ZCE4SS+/diqFB+7t+t7y7ghAxJfKY+O7dPakUvnj/yLDpub7e0TsWsSo3SzJcDDn1lCw+5/VzpRgxLuK7QbzBSTjX4zvH8+fP6bue7WbDPM90nWeeJ43XDUWFcKsLTE2GK/hX2VRZ26AiiXmO9H3fbJQqDVmU3wvfffedvoYU+UII/PKXv+T+/p6HhwfGcZTcY6UkXfOS9b5Ygav1dSssa5+znq4b2Gy2bHZXbLZbSYZNQrIe9QGOIylI5Xc+P1DimRIn0vhAmM9Mpwem85E0z8RpImexoLMS9DabRsE3KuhmJS/xnlIc1vU4N+C6Ddb3+G5Hp8kwfif0cisgmljPOnHhyAnjJJd03mG7Hus7fNe3vbzkJICfXfaDNI/CjlOr3Jwi0+kRSoSS5PMlUbceTydSCMQ5iFCq77ApYFRsOKZF1PRTxw8mw4oH62BXOlDx5CITL2Th3KeYBIW1RTdCkdLOKaskeKGKXdXkUi58bptLqpMpi5p07fPJWQavNYbkhApgFEHIuQiqggRLzlqi9jk4s6BjKRdBp83l12UyvCC/xqhNhFYgklL7jEEmlLFNUKv2w0lvRqKKR9uSm+x3ziI5XtRz2BmtoBjwzrPd7rh99hzbDWQcCYsfNmz2e/q+5/mzW67/YgOPM0wZExIxnpiPkW/e/Ip392+FKpEDJs/sth1bu6HbWPZXA/McsSaSwonpLAtRnAvj48z5cGY8nZnmSdUzLf/23/5bfNfx7NUr/uxP/5yXL17wV3/9Vzy7u6bz8PDwyDSeub6+ZhonDI73b9/z/u17whygt2AS03xinA6czo/iQZiCjodlk16LBRUVM5M+Y1Ggrte9/l7aRoSXllQcTdSqEzEmxjkKspVHvPN4axm6rgVJYY6kmCWxtQ4BjeTezSG24M5kEcjqTU/fbTDeiffjeRLqfz7TeflbjuoHi6d3G5GE/8Pxz3TUfh7aGmAVaRXKs1GF8yqcI3M750IyGeck8S2KFstsLhpcCCrtnFf5/g7nwfmEzYWShHqY8pKwFmWGVHslqdbIudSFWKrGstnFPMq5qSAXRiiNmQJWq6pWenVqkrwuTJUUP/L4fRpAPq2w1uPpJmzg4u/rCpNcadrrPU2Ua5/2umK7fuynaI+fSpStdS14WP/NWteUTVPOuChq3zGltleYVNMzyIosJy77Uava7FNF+9+3oyatl59d97L6u9WeKM+5rODLOrkkJiA5T1IB4QL4rpO/5/aGVJbUx/fYtveTvQERLyxVcLIm5rVCrMBWtetr93PpV61AlMQShQs/bcB3nm7osV6Vky8qOPVHpW0ru+RyTIs5VSqOKRbuDzMfDoEPx8gpOmIyxGK4fzwyzTMhZa63O66vReDSGtmfRHk2iuVNzvR9zzhNarUWL8ewMZdghbN4DbQrswRoOgZWwWBQ1VWX6TCcjwfG05Hj4UGuM5lpFID43ZtvBeDuOl69eMX2+oa7L37C9fUVV9d7DvfvMCkyxcTDeSaFyP/+N7/keH7BHCJfvLyl9xZfxN+4Jq2mtB++f1B+4jDGKLX6MgH7CGijAnb1/RRYuXjE7/7x61//AmMcf/GXf848B7777h1v375rAM4CEuhPPwD4NRAqqfCaUeAqJwVkimppuIvruMwHbW1cAWX1+lMkXcsZ3n84cJ5mhqHjPE5Q4MvP7tj0DjooLpNtpERD8iK4Ssk430kibKRXdHd9izWFODsoWkxyjqurHX3fkXPm/uGBfhh4//4Dh8cD761lnmeJBYxprQddJzZJteI7jmdmjSFTErGt6kXcdx37qys2er3u7+/F+SEFrJXn/+pXv+L+4Z7Hh0eJqXU+eu8xxhLn0ICsuoYsQpFLK4Q1hsFaNn3PZz/5kr/88z/nv/83/z0vnt+x3Q14VyBPQoMOR1I4EucH5tMDaR6ZT4/kcCbNI3E6EWNgnieCVk/zql+6Fh0NFmulb9fZoVVw++1G6Ok4nO+xvsdp8c73O6zvJAk2XoAXY0RN2hhigWSUpaWq+L7rKMaRC0whCHBmLc7I+mDIpDhDjHR5xpVEJpLDRAkz8fiO+Xxins+M55NW9aXoYI2htx3kQgqJh/dnUs4EZdn80F7/w1F7WaoutfJbMbhSaAFeykW9W8tHAVMNOsTovk4ytUZCntPQKX0DY6Tq1n5vV+8v0DK1d0TOr6bt9XUXBAiUjtXEPmrgvAh56Js2nvmyeOq5a3XGAtULU1Bug8mlGZC3qnSibU6uxhemItJGqtom40qRxnOnCIlRVAwZTJ029dN3uC3kUMhEqWbGiSnPHM6PTHFmt9/iLOQYiGEWZTfERD3nyPl84Hh44PBwzzRtefxw4MP7B8aTeBPbqigJ/P3f/R1Yy5ch8OXnX8KLF+x3O/b7Pfv9nvfv3zPPgU7tlwTVdiuEPwGREGZCnMWyKIt/Ww1UPqWaK9dVEuGcIymHNnhzWZLooohZpeJVO6OkY1GsahKdK0Rr24AVv+Ok9lVlEWbTxbrkgjMGU4Qe7Y1XxegOV0Q1OlupAM95lEmqiFrOBYvDux5r/pAM/3MdFVSSH2o1Z9mR1z7jGBHPuhCa0I2p9gXXNSmEoJUnsU2y1mG9slLsk57CUkFACdpjigr20RJzWCpe6HoiNiKQbZEFQ89H6DyXNQ2jPYIXgV1dj83HVLffdqxpcvXn+n4fUYs/EUh9XyL5qfN4WkFYV2M/lcCXJ89bVyctVqqMzhG1qm+txWnnZwv/imnryoJ5mo/O+/cxEX56GCo4vFCJ29+qfSF13dU/Nw9MWQ+Nzq/2P6vevW1sptVgNvAJwOOyiq9BubU/oHpSLnL3+hrrKjYr0Hu9d9RYoIJkFbiu/eX6BGpiYaixw/q8ta0GwxwL45x4PM6cpsQcRTArJJij6AzMMYrzgO9w1pOzVJWkGhWXXn99bzl1CZYr0FY/GdCYLlXFFWsIQXRa5mkmzJIM94Nrl0tEBS22JFWVndkOHdZ0eG859x3THHh4eCSEyGkceYdhO06UfsPuak839Ax9T47SExli4pQz7x9P7DYDfee53m/ZDZ6dV//iVmVf1FOW8bAaVz90rO/zCmxb06xX6d8Sq7JmGfw4jjdv3rDb7bm9fc71zQ0hJh4eHlcOBHUtX56znm8Xc0/3sFwKVmP1ZU9L5KyU+xUzQ15E/rPMN325trZKDF6QKTyHRGHm3fsHbq6vuL2+4tn1DkuPN1bY+7ZgSp0HhmCd5Bm5tDZCKao4YpgwRnqIXWcaw+JqvwfgPI5QpNd5DrPSkZeEswpeliL7vRTmEqVApFoZqlezJo9WKeLrtijfiZ1o7bGf55kQF0HNJr7lDNkJe4VStHrp1e9Y1p+kLXsGGAxsh4EXd3c8f3bH87tbus4jnaYJSqCkkTQfifMjYfpAOD8Q54lwfiTNZ9I8EeaxOVjEEKUgJSpWEr/URNh1UvV1HZ3bCpXZd7heikGSHNdkeCOP7zcqduVAFaYFfPFNa8lQ9wGpoDsnQlvFLDFRyglTnWZSIIZJrLY0eY9xJkxn4jxyvH/PPJ0I8yjCw5q/WRXdSiVSolaWY5SiSAi/FQf7YZo0S3ARo/TZSLN20cFU1Fqp4K3RdFRpRkUSjPolqG41v1bhLGcpxojtklaHrVZpzYrm5i4QqbqpJUSeWzZNpwMoRSjWVC0VoGDNGlFeqtH1dwBF/5ZtplgnAdf6/VgSZUBp4lIZzibpNUmQLaaIqIUtGXCY6oFI0MqmpyAUB6/UaOMGsiqtpWLx3Ybtbs8wDJQQCIyYHmwxxHPkfhz5MJ347uEdxhl+8tMvOb59w3w+8e67b3H9nmh3nMcjx+OJX/3yv3L36gWu9ySz5eGbv+dX/+t/4nS8Z46Jq5sX6nGY+ff//t8TUuI4jvzJH/8pX37xJcYg0vJ9z+P9Ax/efxCvw65nOyRePH/Bzc0Nxhhimklp4nR6ZByPTONJ5Nq1ByWlJ0lwqf3DmYKq2KVIiLM+RvshSiZFTToKYiMR08WIzcUQUmGcArMJWGMJPkqSSyFMUewvoiGGRJiFco36IXrXScLkDIMfGNwGHzu80arvYBit5+F8j0kWY2ZmrQ5a69kNW6x/4t36h+Of9FgAEwmMEquguNAU6EvOWO/UasG0QDrrYjzNQsURnQGxFPHOoXktm+1WAv6VZUcui/JzUsHAGFaBrVUqsm6WpZRWba1fazqz0Hli+9uaSpXSUl1uiYOp6TuaYC8A4afoyE9/Xzfs2lLAijmzFriqfZhl9TpPr3+dx9/3t/XzLoRb1u+jWhT5E1XJmiBYI7TwygrCgM1Cv6rAVkrae6Q9qS3xXiXgf0iEl/FwAXxQ1y8Bj0CWx8t7qD1bKWKTMCWwNcH0dL6X56rlBRW0UkBDhF8cOaUWsV94mZpKj6fRNRdQiwXoqiOyVYCNVB6y9CBiBLwWtwMJ0A0iyuJcJxTArgq41JRNxom1Yhelz1iS4YUvRy6WnC0Pp8iHxzO/fnPPKQWmZAm5Y5wTD4cjj8czGPj889d4p58bGe/jHFp/4WazYZymJgA0eM/t3Z3YvChzCV3nvFcRH2ex3mOc43g8Mk8z3735rgXiQ7+VmCwleufAFPI0YnLAlMDP/+grrvY7rq/3nMeJcRz55utv+fbNW7755lu++eWvSBj6b77hq5/9lFevX/PZ56+J88wxZ6bTmTAnvo0wTZG37x/wvufl3RVfvrzCKcxYQ2WK/LuADlwiGqvjYq62W23a8ywrnYJ1QsaTnzWG+773+V07/tf/7X/jxYuX/Oynmc8+e8XtzS0PD48cDgfG87lNt7o/PD0uWD9FCgE5JxJS2CpZijIpRQVQakvN8vzKuvht17QUbVrIhThHvvnNW8kVQuLuak+6u8LfbqW1xSJ06RRFPCtpRdh4umFDv9kSw07XnkRKBt8leoQ91FnH9dWefujph4GbmxseHx8pwOFwxNpHahtB/bdWZod5VlX1kdnNlHLWeDU1sGocx2bfeHtzy9X5SvOAZU8zmBXLTA4B1g2mF7uokgu73Z7NZsPt7S2bYWjtEDWJ61JgN/T8yc++4iefveLZ7TXeZMgzJUeKVoTPj2+I4z3z+S3z6UAOE3E8EqZJEuOQm5JyEgcsKLKOOWcwqvfT91v6fo/vNmyGK6zvsN0AfQfWiqK3JsjdZgvWkozRmqnB0GOwoHaz8vpeKe0KilndU1wEEjGOxHlinkYRw4qBOJ5IYSLHwHQ6MU1nxtOJw8MHwjQynkSjAArDZqMs2mswllwK5+ORaZpkTY1R13Ia6Pl9x2+hSRsojpK8ILtIz6t1hiqnXA2RM4ZsaJLs2RRSiVLR0wQUY1oTcyooCqtUZE1mvXMUiyawRas4hkImqXCGRd7eFoNNOiEVaUBVRQu1bmwxzoPaH0jVWS6OxH5Z0WMRBJAqcCaVlVcnBUxRConQvEuKatOnf0eDgWJF3Vo39pKdOs/KZ7D6eY3tsH7LsHvFsHlB767JxUNOGA0ubBEPr2IKUzxDEgCAnZfFahKKmDWWTj3fxiny919/S8Rxngt/94u/43QceftmQ8iGb7/+DRs/kM4HxvsjpxiZSmFKB0ocGUrgbjeQjOH53bVUV+cj4+HAw7tvef/ma3I44whAZLPr6Tc9Lz97ye3dLdbCFE6EcGSaHgnhLP5qqVpvxVbRzWqinbUSVr3HqoVWVO/gOczqO1koCeZZlKsrNbqU0oK2IkKZ0rurV93WajuGPMutctlh1Eux6OZcq9vImRBKwpRASjImHB5bLB2ewWwEMQwTc5nIBop12Ayky37xPxz/9IdsQBaryVIpVQF2LTy1IOAGpSoHST5j89GTIH8sKs5mZOyAEcDDiQVKtTCRNzetMmOK9hkX8UaX9S5DNk2orfqrL72vmmzW88650aiqoE1j2SChTTOTV1GuNXW5XZMnSenTStxvSwrXFGhYEuL18fR91wluO+9KQX+SiD+lnK4T7xik76fU+Zgl8MmmEqFbboVBLXyMJWsLjalzWv3d5fpVBkcWJpP2Eq1Bh9+rwyxAjW3jV7VAdKCZ2tLDWoFcqf4pUkLA59zSQ+FTVlsfSwo6luu+varoVWCoRtgf9Ycuea5WdapietXb0Mqtqa8qCZbEECLIUlWoZbrU8SyJcNcNOE0i86pUGVOUhM0YjFEPYvnQktaphgpAyjCnzLsPj7x/OHGaC+dUmFNmngPnMXA6ndhuhybEU6dAiFW5NYiti1orsZoT1loB73IhYpjnic53QpVUFXwZ25BjImhFOKdM33d0vmsxlLMWU0RM6Hw60HvL/tktX34mzK/dbsc0zUzzTGccu2HDrh/4pn/D8TzyOJ747te/4vRwjyOz3Wy42u85xEiaYYqZ42wwtvCLb94zTZHt0HG9dWy8g6I9ZHX41Sve5t6ypn7vmlQrT/oCi2L/QuEvZSmEPK0G/1hm+cP7iRw+kOa/4yc/+YKu6/jqq9e8eWN49zYwTVFBhqqpLz9anS/SpVMurn+O0teZjcQvlro3ia1lcbmKfbf5JEuDBt7t1j697pqJtXGf+fBwwBrD59+8IMSZ7fAKBk/vVRC37n0lKDDW4ZyB5AnTgZw6XJplP40DpkS876HrMSbjnWGzGXjunrO/uiZlw4f7e3z/Buss5woYGIsxAng7P1NwWCP6N6ZIC1UIcdG7yVkKgEkUqGOcSHlqwsC1pcE7T991Kva69CaLto6sj5vNlv1+z+eff8Hd3R1XV1c4pXMfDgemx/d4g+5fiRRHDFEcTtT2KE4zYQqEkAnREnMnrhclETEk40hEuddGnImMU113bSmT3t+eYXtNN+zx3ZZhc4tzPbbryVWLwHtVZharorp/1OYFUzoU6sQYL+4Czsm6qTEXFIrJxCBK1tP5QJ5nUpgIx4NoDJ0PosA9TxwP98zjJEnx+ays04z3Dt95tvs9ziurZRRbqDCeiEGsluIsAb8w9FxjBX7q+C3JsCyeZCuToRjl/VqsK/r0RCHJ5CqV+ookjCVL8mZKi1pSvSgJfGXv1H6inKlbZjaSsOr2Q/WCRZMea2ovigSgaiisqKNulQ0t9PryVR69tMWhaGZtlLzTkuFsdLGtNOj61vUxS2Bbg1FJhFFlNPVazjIIiyo4lrp5G4exA/3mlq6/wtktJPHmtSlLX3TW6owphBQEngdM3wutUhiD7SvlzBwSb97fM86Rh+PIu3dvOZ9njq5n8B3hcOR2GPAUHIGRzERhjmfifKLMZ3a9pzjHbugpKTCdDhw+vOV4/47jw3tKnLQXJ9H3Htf13NzdsrvaAYUUR0I4EuJZKNKaCC/VsNLQsVYBowZIaCKQhCYRA2GeiUHGFRlF6VJTlM4ZnLIKmgd3XnrToqbFDkOJBYqiU3Jj2jjRUIxSqp9ixCQBGUwxZBImCyWzp2cuE3OeiYRWUcjFwrpY/Tt+/Lbg4bcwT/75DqNot/5btHKUk1CTbFkpxxZhtEgFMi9Cf1TqfG4qmhajCZkEEN5LYF2pzI2WrZmZ0QprVqZJoVL5F4Ego9XghZq8BCUtuWSpOANN7KnUbBiJL2wpFGOa8Nankl19aVaLY/v7ZeXl++/2Uml/kkCvfv4U/bk9ziyvUR/36UPpeaVcJMsVGDAN3JDHXiTERRSlTdbkn1oYMZB1rzC11820a770RP9YQuV/2LGAChrs1DFcfvu8FqpdosSII7f7Sw299aa01haWvy8xc2HNRFgfbTzpGa6ttnIq1JPUogSVzAxKlyuZjFMgagVcKehZe9AFALUX809indKqO5iFPt7GrjHNtnGeM/ePJ+4PZ6agiXDOjNPMNIkH+fXNFZvN0IB82Sdjqzh1XYf3nhBDG4WynlmcdeDlWszTJFWsYWgAk2geqAd6iCRV6O2clxYmHfelsjJKIc4zu93A7X7L87sbdrstm2HDPPTMc4Qk2iauGMIU8O6R83dnTg8fGE8HXjy/wz57xvV+i/eekgoxJKZosDN89+6AAV4+u6b3Ozrv8JVyX5b4q8VhFwnx5drRwI4KmrDEZgtYY2S9LZeq9Otr+WM6zsdIikfmOXB9LVX9Z3dXTOORaTwSQ9Z2sLoG6rU2um8g9H5btGhUdO8zpV3Plgi3rxXrp6qs679PNSEuaOlFYiPquE9wOo+Uknnz9h3eGV69uMVbEU9KRvvjE5QkbY/DUMhRlI/DfCZr253Biv2PRaogpggAYAxd5+n6DdudJOC+6yW5ncU9JcZaLjHElKW3vpj2nlkFWtFYglIUBJfCzThmUg6kHPDeKaNQqqBWVbdB2Kp1AXLe4bwoVO/2oh3w6tUrXr9+zbO7Z/R9xziOvHv3nse3HSUHNrsNvlO/5QoCqnNJVnvBUjzFDtpu1YkXLwPGBAyh9erXXMEZtRF1DtcPuK5ns7/F95IM95s7nOuwvifpc3HqKewcuYKYarFXALIACQ6Ptx2tpaRpOswS15dECCNhPjMeD5Qwk8PEdHggziPzeGCaTszzxOPDB8I0Ec5Ts7fqBmHy+E6q/0KPhpQCIYh3ck5SFctZ2X7GiSHbPzoZtrYho/MsVFXpi5aL6G0HGKIKI8VciHPAFC9UC90kqxKowbQqWymJaITGZguawRScUwl0ayU5NJBjkcqbM9h+oLOWznooRpOUaudTVKzZQEE3OodzvQhRhIAxWZ3u7JIsG9pGmJSeUYrXgo+OoIoO6/ukVlVcKhVefUyXhURUZrGLRLpU1Y00/XcDV9fP6HvpcSjax1OyJHohZAqViy/UwWwkWfR9x/X1NXe3N+QUCdNMDIF5Hnn79i2PxzPvPjyy7bbcbG+43t/y2bNnvLi54Yvnt+QSOc8njod7wjRyPD3yt3/3XzgfD5gc8dZy/+uv+YXvOP7q17x98y1zmlTKvQCJeZ7Y7K+4urnm+u6aYdsT4sjp/MB5fM95PJBiJgeR169U5xpsrKlvLXkpquYXI9M0E8KsypqZFCWoiTGKOEiQinOlzuUivsElCjWgGpznkuttowTBR60R8MLgiEEodSEnOivjNIREKAFbHFf+Cosl5EDPgCuWvdtiklQVS5JNxDraIv1jOH5XUoNcxAarOMA5RQETOdeg1ZFtVvVx2ciANibWwX9OhRgXJXNTSpu/IRaci3RdaFoJ0ziJPoFFPDxzhiyBpHcW13nxDB2nRtNxdqGDZlVZlTzECXprq6CcjmE0n8uXgQosokBJXkxRe6UTt2Rd1+CWMlRof50gyrUouYBbBTR6NFociAhVrabq74rSXc2qAryubq0rw+VJYLU8rlKzuUiUYJ2ny02r1R+r1ftqf5W1Lyen2NS4pXihL2ARTYCyvJoKwatLzXrU/7gC6Iuj5o7QwNyqogywJBi0alvd04QRE8gpUELA2oSz0iZibQ0AU+uhs8asbH90tGtUtqZpX+4Fl8CO2A95jSXkrKWfH2WCCYvMWoczZmkX0P5J6dGVz2WtxzkvLTHONXbFBTygyVbWABRaLtbmQaJwOJ74zdtHvvnuA4/nwJgM55AYw8yHd0ec7bi+uuJqt23iPlnt/E6nE9Zarm6uFZwtzHMQJoV3pCgVHWsNvu8xw8D19bVUi9XndAGQIyVlxtOZMAU2/cB22LEZBp0HyFoUJyyZoXO8fvmML1+/5NWzG/pOrkVnDL21cLWnN5adH/A4Hh8fud0NfDgcOE4jX//iv3J4+MA8jbx49oLdZs9DmZlSZh4TvD9zGmfm84m//NOv+PzlDa+vNxiTMU/Q4ta+8FsH7AWUot/L+inPrsJqmkyj4KSxP7qZnHNhGmdCmPiP//E/cnW15Wc//yNub264u33G3/zt33M8njkfJxqC+gQIbYtqBYGysKGkdWdZq8UKUD1f9UsSjMoAWoNNS/JdSl1HlnuixizStpAC//lv/o7Hx0eudgP59XPy9Z5hkAQqK/vSO89+tyPFwOl4wIVJLI82GwafcH4gx4DvN/gwUYwIOhm/oR8c3vf0/Wfc3V7z7O6Gq/2OD+8/8PXX33A8HjmfnDiQhIA3FmdgGDq8g3GaGEeHHY3EnUbYTzklctQcoDk9gPQGy1fn+7bHgoj4Xl9vuLq64u7ulp/+9Ke8ePGCP//zP+fLL7/k5csXbDZbYogcjwdOhyMlF56/eM7u6or91RV+6DUf6fHbDj/cMuxftOtctXAkjynqjBIaDl6h91yirr9gnLBjfLfBuh5jO5zfYrU1RPtclzFkaznRrNpJNffSL/Gpl/sfSyKmwPkolfRpPjEe3hGmI6eH98RpJI4j4+OD2D6Fc2uVTEkS+b737HZbac0ceqyTHLSg9yMGTMl4a8A7ko657Xaz5BpZc4HvOX4wGRbqqWlIfTUv131IBkAR79U1qlRy1t7dopPGLmFY85hdRLT0qsmSppSq2uMhFxalRYMrUoi3ivAbPUdjVlUCXflqcGWtFf/XmLBWEmxfoJRFpCuDNpVnbfxOVAVtmeCCwNRAslHrckWoF4TsojqiPXAGoQ813ydNxJ0V9Dnp5M8twZbeq+3mirSbOe+uiXMgRb22wldnf3XFPArvXpKwItTpUuit4/b6lu32ipd3r3l5d8vd1RXbnSOkmdlErtwNLmwJToQKvnv3ljhmvPW4OfPWdpTjmUJiGDr2+z3FeraPBx5OM77vNdiVRXGeR+YwEsIk1JJUmqdnKZdewhcWGiyLZx0f0quhFeCoSGdRT7h6/RXJrxWfmhAIi19fq2TdEDUByYU5zahAqfQ4JEOJ4LyCYMa3oJ1Sx1Wtmlh625OUrTDnQELtlaj1qh//Yb7n+3+uo+6/VhOpikYvY6oI/SknWaN0DTMVBdfHVYaJ1UBA6FD177qhm6S0sSr0pmO0ehWaKjaSydov3LbBUn0FXc1BL4K6+tiaWNZ1RxK+dDFHKt27XYPlBXU9XJYXoV7Xx0nAaHJZqEKlXCbDrBOjp+9ZLh63OoFVxWahR7dPZS+reu33tcpXsnh0U5OtH549y2vUZE0ryFImx6pbQa0WU5NhZH8yq3OtAfiSF5b2ePOJO/TjPGr7AO1eLmlJaY8xCsLWvU80Fqryf6aY3FgRda2tAlXtOuo9d2q90XoQzTL2QcaM0fEqgZjRCmC1Ryo61+TcWuCtp7wew9XiqaiApuxVXmmXXisdXqiIGY0HZC+rn6GN3VU8VEphmmYOxxPvPjxwOk9McyYUyzgFztMkCYRzbDYb6ZszwjSZY2Sapiag471fMZlQanQnCWzzdBWLN6/P6fteYihluNQqsnSyGTbDht53El9Upp6BLKIbXO23XF/tubneS+CvQL4uZZgiYpKd79hvt4g46Uw/dByniUMImJz58O4tu2HLZrOnG7bEaSbNQh0/TZH3jye+ffsBS+Z2eMHgNZnS866AY1mGmoy8p5nxOsZacqu215onj23LUhNO1Rn9I6kQV0ColMw4TkDhu+/eihXWds/NzQ3edaR4T4yLu8FFxfbJUce1xGVW4zUDRlS5pc3wyb2prMkVe8IYtGBcVMVcGD3rI2vsfDicGDrPb779jo0KsWZcs/vxFVxLSYHLhKOqy4PpLT4lrKHZEWIixnmcsZjSY02h7xxlO5DzDa/OL+jVesl7ySVSfY2USKnDUEhxqBsFpeSW+BuDuhRIACnPreOs1poh24izjm674fp6z26/5+d/8jPu7u548eI5X3z+OTc3N3z+xRc8e/aM6+trmdcpsdttmW9uKaWw2+/p+oGu61urJoBxRYqJrjagmLaOuwaMS+vq5eUvJBJtOhhdq11lyjiM7ZYd0CoRWpSIn9xJs7q35XL9zSooGmZSmik5UEqSQpSU/TFFipPOQt85svFkO5CyJWVPSk6s+LIWN63sCyklYk6YWH+WtspcBcjMpdd6VlBnrcr/9PjBZNghvTSp0iSKKCjXzdMiCarNWsEwBbKgwiWrpLJd6hFAO7FckagakBQZZNVrUzYA/Vs22AyuWFyx+GJxaJC1bKEY7QOugaR14olmjBHaa4xYpV9nXZBbAlsMyUg1qdG5jAw2VKyxsr1BArh1IEpNlmqQlwtooNCozFmFBIzaozS6rkiJi/BUVIqgo+s23Ny+EMuoEBhPJ2KITGPE94U+ZW7HkcPjA29PjxQS1ooi4MZ5zGbLV68+5/bmOV99/lOe3dxwtdvyMH3gGI5YG3i5uyUB9u2G9+8/8Ju3bzDHhM+WM+/oTjPx5Qu+/OOvuL6+4vbL17z8IvHh4ZG39wdCKqBN8aVkziqYNU0jKQXpbc4a9OandOklKa59P2hAnPKisCk9G0IJkQVRkPWWrKRCMmm1GCDVAr1HmYRxahZvEiknxlERRIQuXaIhBgFbvHX0riMh4IRBARhnMclisWztFqsCSyFFpjgxhqAgyo9kw/3/02P+qQ/rXLXYRPrONfmrVdMoVMisiW8FWipi6DQZdtZSxdqor6HrkSSSmWQttoq91deJCruWojL+oSWAPvllHNbAPheMQ+cMLcCo17I+11rbRLcAmthfWZDaopuPKaah+bYmATlfrkcaz19WVz6+h2tK99rupv5cRbfWj6+PWSe966rw+nHtsdZgsyWV1JLtQgU37Or1uXie/LKuxVIZFnp0oVgFOKxFvZaosLjRPYK6Z5VS44r6Tr+lOvXjOWoKUViDs8tRr7n0ZFYBFAUvq3eSJsXFiBWYVfaTqRVaK24DaxuROh6kyuuXdLsmxKVcjE+xV5Hnei80RgrEUkgloDUXYAWAFcTmMCXdO2TeVe/JrtP+3a7DefnCiF9188muYLURSrWaZNI0TlLmcDzx/sMD33z7HcezY0qWGcvpPHI8n+jdjqEf2O92aByNMYZ5mnl8eOTuxXP6vhcNghCJ9XNqkm7UXzvGKJUuK2tG5zs2w4ZpmlRhXl7XW6/rmGO73dJ1nawlpWCMsEdSmCFHnt/e8OzuhrvbGzZDL4C8ioIKwCwgvneWq/2OoffsBsc53DKFwJvHRz48PvKbb75hv9lTbg3XN885Z8s8Z+YcYU6UeKZ33zKejnzx7Aqz7ej62h+nG/VqTJbSvqOCMBWQAKRtrw1SqO1t9SktHKsv9tRS8x8zWf4FHm2IAvMciDEw/d3I69ef8eKl4dXLl5x2Z+YQeXwUb9l6rNtUluLNsu7nlMkuUyvtxiCMxKKCtQpArXAsapIoJ0dF16hrRr3PZcmUyRQeH0/klPmb4Vf0/QaMIzPQeUvvLZ0TDYJ5nps9qk+R6J0WW7JUYMm4NBNjANthfUdvIA89pni8ddhNL+0IDm5vryk5M/Qd3llSDDh1j4Ak/ckkvLf6+4L3oV0PY1hcSZIU0BqLVC9MyRHXOe5urvj5n/ycL7/8kv/p//U/8fLlS169fs3N9bWcT9eJ3olqH9WEEpYWrQZYmnrl6vcO8QQ2aEc4MisMy8kIubreoAJ09bs6T8qlFof8tbLodHLlCixndf4p7SXW91r2CImd5zCR4iwFghJwRkRMo4ViC8lDwVFsT3FQUhK1cKVTz2GW65tSyx3Eziotit6a21U2UGeXWKXGHDGKrWpshYqPjx+mSWdWdkfSD+usEwog6veYLQ6LNx3WFjrrlLYbML3HuCp5ra+jSXSlMtfqb6moQs5aPK03yNBbT+86Btvhk12QQYf27Re0UYxKtxXWXqUQycBNMaHio01aXJBGq0HiSolVEcViZbBjJIGWc4daVqyJc8GQoi4gtlxQ9GwWSfaSaj+TZbt1OOtJKTOHkTkcmadJpcUluHV+YLu7xVoRypjGkRQjYcpto+82Gz68f8v5/EiaT3hbcKbDDh531fOv//TPeHH3is+ef8H+ak/fd/yHb04MA7x8vsP3vvUb7vuBu90VV5OnL56t6Xn52Suun91y9foFw82eru/YDjds99f8D/+3zJygWMeXX/2E/X7T+rxzs0gylGy1yloR/cVa6ZIOdxmR1UqRMA20Fx0kuMngjafYqv6rfR25tH5rItogI9e9dz3JRUo2WJsJMZNTobODoGJZx7ZxbLsN2UbZFBIkk0gkXEmNDeFxFNOx8zuhUY/qg/wjSYb/pR9t8dbKsHeOyhApyG2oIE1aLZ6XiGEix4wpkFaLp9HSYo6pzeMK2lhrlaIvapfNF5ePE8ma9GGMqj0n0UvwHucdJsj5hRDaYhxjbEFKtVWpyTt6HvX12/nWkg6XSee6/04SQaMd9Lq2t2tlWlKdV0n0OnBarvUijrUGs+rnrxtOO7+W8eg5KfW79nHX16pMofJEfAsqYJAxvmtBrbNO31OFsazQS4sxdBrcmST9/wthXNcdlnO/oAz+vhzFyhcWrKdYD7a0YE/CJwEGvRVhumKEfhaTJeeJnM6EdMI5g8MKfc7IHm4LeBzWDWQrAU69T8WpAF2W3b/a/VRhrKRVH0ohlaRVyjpnFSjH0LkenLTehDi3oE5pa2CMBLLFAK71wPnNFt/1uI14ZRq8VoSqwrlWSoyIX0IF5i0Fz5xhnBN/8/W3vHl/4DBHplSYU+E0RuIUMNlz8+w5fT9QsKQIISeOh6OCZT2dG6TVTMX2ci5Y49oc866TrUROCYxh2Azi3WxgVhr6NE8qSpqZ44wBhqHXarShGE+MUiE3JeJN4dnNFfvdjn4YwHc6/DPJzCQKIScSGdsZusFjXMG6DRu7pRjY3V2zffOW8+nE44e3xGniZveczhbKpmOcJ2Yg4fn2EJjSkf/0y/d8/uKGL1/d0vsJYxKmqFowlpI1mF+qDisaJi1OrJ62aJzY1rtSgT6ja1uDsXHGyd9+JNPcqnbPkiAVYiy8ffue4/HE/Hmg63s+++wlYHg8SHwJUKnQ5RNrXiky/2wSkMFaU8kZQr0t7gI9bbpAtRqoWZpoO2jAX1EKjenFQpSWFJ/GyNe/ec9u9y1zyAy7L7hyG+lldb4xtsga65WIjY6UAjkEgu/IacY6sf0ptsN3UtXtey8tHK4D43C2Y3+1o+s9JX/J1X7L7c0Vm6Hn8fHAu3fvcM4wTQ5jC947mUdWfLudNXhvmUNgnqUdo8SEdyJ09+zulmfP77h7dseL5894/uI5f/Znf8pP/ugrnr94zutXX9B3A31fBfBUvLBd09KuEyZpTqLjOWdKChJDlEBMEylHcpok5bVW1jPrMNZjbAfGY1yna5fSnjFYXM1f294nU04Eqor6jieSiBBW5mpSMbFZFL9TDOIUk/LCuMuZUqRdMKUZYYGsRBaBebwnhQnSRFEhQdRaKSutuuVQWhSNOYnLzDxLMhyTeCbn3NT5DRBMFR2FFKVwNo6zCvl+/wLww8lwDWRKpSBbEVUwFlfhIgzeCH3JWemVKwVKTBRtJjcNKaovXBG6sqB5LZDLDX2t6IfVBNxVLzIF/EsdQzrhjJ5ryUugVqnMlfJqK7pbUQ6zOo/a0EBpCtglQ6l2UtY0VUzQRna7nEjOUj2q9KUagolO01Ihz6ZUZXDCNDOFzGmcNBkW9ePeSRDS+YEyZDbpGud7CYwHrZoGVetOkd1uTxwPWDLeeJF4Mhte3N3x8vlznt3e0g+9TD4nfrjuSmTPc0rsNgMmFfpiebbfMdCxNT03z56xvb2i221wfdcCdNv1vP7sM2I2FOu4ur5m6B3GzLpBLZ7AFaD4oZ6w1lti6pCuX8vgkCodrS/CUTnslqh+sE1DXnvJ6k2u26JoryjFXsf34HpiEdGQZalwCpAkcsgkk0k2aXBmIAldxRjxJHbGV3LPH45/zqMyCiols7ZLwGUlQMdgzstYKjkL6qgbbS4ruzVTn1NaZ0NVc7bWtv7UnDPGVYrS5ZiW85NzrMmmAKx1bTOKIC+9mEvP1lKRXSej9T2e9vTqR9Sk8cncqqOygois/7a8roQwS/K6nqdPE+L67wV48GReP02WBVQ1H732R+tB/Tlntcgzraper42ADLK95ix91jlLYuUwuFy0T1XvM7R1qbFQ4OP79Xtz6Jqo1VznXNvnjBFwyBQje7otIj6oDg+QySVSSoQSxT2hzhm93svri5hVqfQHeWsBOqljbpXoALWqVPeN+pz6p0smgpVOpTY+9dUaLdogDI9KeVZqtPfNl7IyiiqThCamqUD7spOrX2rkNM28fzhwOI1MMRFSIcQse3gxeNdpwNtRihFNlRQZxwljwPtOEl9N0NrnMrSxXYOzSu83DTQojNMkfubaVlWZIEUBeqdMKIMyIAyUnDAUnDVshl5Uqq0la7U1ty+9E0bZdb3DOnA+Y70Ha7FdzzRN3FztOI8z83RmOh+xrqfrPOdgyMUwF8M5ZKyJfPf+wNB33Fzvud6jdpy6DK72eyWosy4Ct/th1j994mhDTJJqU5aK2GoY/c4foq5eK7UAwrac50BKiYfHR3a7Hbc3N61V8B90tFwsk7Nd9pPaMmZM+/3F0RBoVrF+aX+6uGNtoxKnhpgKx/PEh/sDfd9zPj9n6DuZm6aeA20PNyo0S0mYLImbtQbrIiYGUI2gIW5JYSJ5NfeynQjnOYvpO66u9tKXXwrTOIof8Txp73QhpkBlhvWpl2pwjCrkq5+vgNvA9W7Hbrfhyy++4OWrF7x8+YJXr17w/MUz/uzP/pRXn73i+vqaYdijBrIsIoB1vdPPiACK2KCJZBFhi5QhTJQUVKT2TEgTMY7U9pOu22gPcIdxPcb2WL8RGWknNq+SECsNWgVkaz5eEHCx5CDfk5otag6BlGZRaZ4m/VdUn1OMUo9srM+JUiIpTtRAXAApGREhnBTMmCkpUaJQppc4Lbf+XtlxhHVXv2qVuCXDuVLBiybicj1zUgr1Wl/oe44fToZTTYhLK8B3xtEbRydpAsVA73XhsdAZTyZqVh4xxS3WR/rR1tSMTFEPWNrCfaHuWcBbi7cejxeFOZAgkmoBURojoPYux6TIihPaQ9ZqYtFBl22SJLZYsDXAWtbNGEQQxtpCkRI5RQU/nDFq/SS02tqsXVW1MZZM0uR6cW1M2WhPTyHMkfE88u1vfiNiV/cPzNNETgWH5+XzF9zd3nJ3c0VnPVtr6eOsPVC0AbTZbhmGDdN44MPWMx4f6G2PLQ6bPK9fPef53R3Prm94PB44Hg7Y3jJsPMPtlhIicQ5svWczbDC252d3P2HjBhwO/+IaczVwGArJW2LJxJzw3cBXX31F0Yl3e3uLMZkYZLCLyp0q6abah1k37tU9vgiES6vmi0eZ0Nq8j6RotIqn/cMh0lthJQx+YMozc87MoZBDJs8Zk+RcLAaiqEPHMQhCnsEXhzeOm/0tc5g5mjNxnjFFq3M6/qY4k0ymUxpaLhlm6cOqlHeTLc546R3+Q0r8z3rklFW90S7zuJS2yVgnlE2Q8SZVVl1wY9JeSET4yjm8F1qxUOxV88CIqAcGjLOEGAizKr9qUlart1Uoy1S6jhGKZkhJWkBSIcYgmzzyHqkKUBnTzhF9zXU7wXrePO1/FWrRUjn+FF2/lBroXgIFWQNxawUIqo+t/65ZHE/pzutgqyK06Od42qNT/R0/eV41ydffpZSU4lkfb5bP5iydXueLqr8yc/Tj4JLD6caaslA/E4Zil0r/7+eRsdqntR169puBJFQaBBWUfd/krC1jBcIsyp/zBGHC5EDvrFo7LAE01R2CS4DEmCqmqcBRTjJXNLZAqworqEK1QS6P5j5BwXhJcp0y0trI1PsqdOxMiJJIOufwXa/VVUlEJZCq1S25NqWAddVUTUXfipCN3r5/5N37e379m7eMITMny+kcmebIw2Hk5vYF+6sbvO/aunA+HZnniePxwM3NDTc311JtywIUpCL1NZmHpWp2amLr6HpRoM05czgcePv2LVdXV0L39p4wTczzLIwTJ7Yj3glIEeaZacpM44S1hq737LbbheESdU1QhoowU8B76SPuu07uiNk1AGE7B2G2WMsvf/U1x9PI3//df+H15z/hxasvGFNHjIU5RsaUYcr8l198zXkcCTHyF3/ymqvtoNi3An+rKvBFdfi3HA2UqyDXOiHmx5MAr49h8FS6PtQ1WmKPnDPffP01wzBwvLtjjpcq/z8IAOrFyrXX11iNyZY9qVir9HMuvoQ+oq9fGSa2gkzARVwkM6sgloXjGPn1b95yOJ15+WpLLomrqx2DdW0NaEWVIMyjaCFai7OWECek98jjui3DZsd2u2E8W3IO+H6L8wO+L6IVYGC3GbB30iZwfbXn8fGR3XbL1998w/3Dg9hpupr4F50PosIcYyRuBva7LS+f3fFv/vpf8+WXn/PX/91fc/fsltvba7aD0J+dV+0hk6E8rjBpjQ/sYo+YW/tfBhMwZEyMMAfKPJOnM2keOR8/cDx+YJqOhDyJKKDf4P2AsZ7iBly/wXVbuu2VfPZhEcjq/BZrO5z1YIRNZayVam+JZDQBLokchOYcp4kSAyUFbJgpIcB4Jh4eifOMNYmSIinNnM73hDAyjo9aOU4YrUbnDLMCeSknnJG9fOh6vK51pu4roNRoEWRMKbVW2lIWBpvBqOBWZJxOVK0Ia7wm/wJA/FBs/oPJsJdGAVKSaqWxkvy5DN5IPw3WYmxHKiJhbZFKce86RrJQlGNRvv8K/XQ0ulyxVmTeV9WYnDPO6Hipi2Ku0JPMMukLXCpArZJrlEpLRoRvxBrKsGysFQlOWfpJS0ES37oe6ATPJUuDmZHN0Gp1uGirikgomWWAI+drnEZjZlmACprsp8LDhwce7iM4OE+Bw+nMNM3EkBhPM4fPDrx6+Yr99k9w3oITQQ1S1mK09Gr5fmDYbNhdXWHLK+LNFRvfkUMhT5kxjdwfPzCHyBQmpjjjPNjO0nvpg7KlUFKlxVk224Ftv8HajrLtKYPHDLLZZApTmEkYzLChc05EtJQF4P2AwVOKytRrf7jQH1a0xLa4Pa0MVcEq6Z0qvpD6rBQqoV0UhO5QYgTj6P1AwVFMZq7qzqks9zsj1V39GxlctvSuw9mOjffSZ9knJhWJcdaRs3rLmUwxiUQkFIhK+659GFl7JaTyvNjy/C4f/xQBxKc24adVz3/U6642+vqaVulHbtUzJu+hwcOKLSICE5fVz+r1m3PGdVpB0V71eZ5lTBvRR7DGkDWJk95G35DKpMro1X+w6OcM1rbviyaj9sm8AC4S4fX1uujNbRfi09e7UQrr66sP78XDy6dfuyao35cMP3187TBaH2vadaWfi5r/+n5d2q6sPkSr1tWAt25+F9fFClupoDGHpwk+xpSWBG0VlNX3Nap8ebGIlx+oPv1ojoK1BWcSjkiOQmwtRXq0hFWVtbc6U0KgxIhJ4spg6t7srKi4G9MAHqlkQsZhSlrdf018MGBWQpj1f7qHg44rrW5aI3tJtSwpJbe5bBAQS2JxtUxTga+qyi4CMQ7nPc53WOep4IrWfKUKY5aEOJeMLS0IETwgZD68f+TNdx+Y5swcMlPMnE5nYioMw9CUnpP6FZeSOZ2EHn11daWCWq7dA4lFFmZI9cau16z2EpZSOBwOzPN8EVNUVel5nulUkMspALgAD1JF2fQDm02H9x1U0Lc20hdRZU0xkrLQl53zEsZYK9Vsa1vyvt1uePbsjnGa6e4f+eXfv+Hx4Z5+s6XrO6yDMU3EAlPKHKbMm/sDxlmePbsmpi3Pdj1kFdIxunpoAPY0F14gsY9ZMZWZUgEO2o8KZ/zIQK+hd6J9YasordFWMYlLcpY5fHw8kKnsCairaylaC0Ir8Br7Su2rtAfYWnAqiNYFwpBzOE1W6ngVvY1a4FrulcbB1qw2HJ1vDfYSQHiaJh5N4ZfffIuxhqurPf7ZDdvO42ymWmelyu7KaNEpqaOHoxjLZmtJzpHmidlYWctyJnvVuvC9soqkENd3Hf66o+96KBbjHNv9jkjCHo9SH9WqOMB+t8U5y+vXr3j54hk/+6Mv+fnPfsKzu1tev37OMHT0faHzqlFUioqrPt10VYfA2taqmHIE/d7kACkRp4k4joTxTBhPpDAxnu6ZpxMhThQjhb1cTjjbYazDdoPQxl1PN+zUR3iHcQPGdoT+Gt8Nwjx1ch7GSltIoQhLqMidMThtZUlKm6b18ZYYCNOJ6XQiTkfRPooTIZyIcWYaD1q9TW0dpVhSrYpb21pkQk4EYxjHGifIl2izZIKyHnKSmCrHuGgQpazJuzDElt72ReO60vm/7/jhZLgYSjaYpNXbYpqis89I2d1KYpWyad67TkUe5hRIBVISk2djV4vYKjYxuTTV5jYhc6bYWi/Wx+dFXKMYhKZtVgG1LTpBULQzU0h4Y1RlzKzeZB10quiMLW0tBbmOlRKNWaavyM7JYzJK3aVS8aCYKNfLVrBSgopiBJnIpnA4PjJNJ87hxBwLc0xMU2AaZ96/vWeeAmGO/PHPfopxXmSOKxpeT85YXNfTDRu2+ys2nYEc2PiOOEWm48QUR8Ih8mgOMsxtwewd3mmjufHqb4z6j0mPUDf0GD+QBk/sLNKEp4F8jGQMXcr0RvzcjIqZOQaM6WSiq/dzS4grN5zLgHpdearBARjp/6PQ50KOBkokhkTGQCoi5GINnTdkYynGcUpFe65pkwCtQiQVeLPF4IHB93S+Z+OcqNB6T/Gi3mmx0j1RBO7IxpCQyWaKUc9TsR6rRvTGWKXo/9Cs+h09niC7P/QR/1sCj/+WBPhT1OC2wRRhHOi63qqxnf+4yrn+akyUVTJcUfAK4mBts+6p/bz19VJO2CyiWlCDRk8IQdHJ1L6yju2cs84h8K72vS504nX192lf/TphvejdrRXYT1zO5Zqt1t6aEK6eUnUS1v3CT6/ZUzBrfU71d8bai2u5Puf6rzGyhtbXaJ9lFXSsX/NT46RVdo32XaktUzYFz1LdZ15tNqvXadRTU8m6y2WSkPLHFUBfHvX+FywJUwImTrJGF1FEl/YBSVRMKVIVyBlbpJdN4gxxNWiWWvKiNK6XtZQiVFxT/1jqGFiUmmsibJq9k/y3JY1Z2B/ZZKr9Vk1aBVz3ui/LHmNQBoC+kihdO1WQVlEsqlgnYFa9j/r+paQG6mIsJRvCnLi/P/Du/T3zXJhjZgqZ83miGMP1zRVdJ6qs1d4k58T5fCKlxMuXL+i67iIWKkV9y3MWarNd5nZN5uRxhdPp1Nag+mTnBRyoyXDf9aLtshKuq311/WZgsxlWHqhKjacAUllJUWxN5CEKmFsjFRs9r5gTm83ALSLgBPCfx7/jeHygf9jw/IvPcQ7G0RAVeDzGTDmcCSnx5RevsbbjervBlSJjSntMSytu1LG6zEOzDI2PD2Oan6rQ4iW2+7ElwgB978gpk3TIi7ht9WVHRORS4Xw6g/ONnSkFHi5AAzQu1ejrYq2sEWehJp+yNxojbWeAxkH6XJPbeiqgmDyi7QM1jigL1FhBnSkEUkl8/e1bur7j+fM7bnYDnYPBQp3XOZvlc5IQAdokgADSWphDR5onKKi7Q8F3wuE0Jev8d1hT6Jyj22zYDFu835CAbhj4cHogGwhJ2IgST3h224Gr3Za/+ut/zU++/Iy/+Fc/58XzG4ahkytSoohnUZT6W5X38+ragrFerr3qmshaFKgsDTsL+BhOZ8bzifF0ZD4fiXFiHo9SGCoJa0UNe56D3gtL128wRpShfTfQ9QNlvwer1OntSD9syMNWkmErgCZWE2NnFXjWPmNjJNbVSn5JUgUWfagz0/lRbJKC0KYLgZQC83SSpDXL/ZF13mG8E3ZX34nwJcLqXJh7MjZEY0naXGpBofqzpxiXgsY6LtF5ILj7mpX8w8cPJsO9Vl5tAusl2bFRxTWcDHgDECVwsFhyjs0CoDOiZCiy7lXpt6aUbnXyio6uFvg2ZowgUzHJJux1ocylAEmAabLYFuWM8YJ0xVh0MBYCscmLW2NFIc7IJiXK12VZLGTuCpJsjfLsywIw1ERar1HNdasqZ86FEiVJs6XWJvVGWWm4zyHw5jePfLif+O6+IE3uPefzxDhOfHj/KJYN79/zV3/9l9zc3dBve7mxWa99lkmW4ky/2XH37AUlbMlpkkVAewQOH46M48T9h0fuXtxydXMFcyFkT0oTfb+lFOh3W8L5zGGaeDM+MuSA9YPQk8+O/pnIuw/DgPE91voa1yg1swiV3W3Zb5+R48z59Kj3ieXCrY6PEhMVSGkITrGKThe63oBxpJApcyIx4ZJIyHdZbDcAXKn2WwsVP8wTOUPM8PzZc7zrKMnQmQ6Lw2RB5GyesUX7RFB1UZeJJpJyIM4Bb7wkwzZji5cvel36LQsm+rt/1E/yLyG3/96ARhOXqkAvdByhTFdUugbaLbFUFeimaq5IrLMLXcgCJSfmmIjzhDGGqCrRsya6OWcV1ZBEwFmL855hs2l0Q4CoCXXOScGzDCkKgu7sYgmRPk74nwqdlFJaz+z6uuRSvvdGVaS/VvJyyW1+NDGt1bhd04dTShf9Zj9ELW4VhdVj18rY9R5URdj13G9VMA3S1+8grS8KSCUJfkqxmCyvKaq5Dmdl0y4Fol31dOt1clgRRLygbv945ut/y1FIlDwT5xPh/Eg8DuQwSWRdCiZHjKAVK//IhKoTinilpMQ473CqXIyGwas3WjCYUmgU5JXt4eV4UiqkBsy1+3g9tmqCWC76QcuyL+t+JKJqDmtE6ND7Duc6FlV2GuiV8izzM0fpKbZu9dIW6zrm08Svv/6O7949cv8wMkXDeUocT2diinTdwNXVtahT61UY55HDwwPWGoZhy3a7aZ83xsg8zzw8PuI7qVpfa9XYWdvsA1NK2iNaOJ/PWGvZbDZLBdhJlXCeZ3a3O6lO92KXVBTAkyp1YbfdsttsJaHIptHhpTKelFI9EcK8mpcWzMon2khPctc5cum4u7sCMi+e3zDHkd98+yuuX9xgvcf3PWFMzEkqP3MpnEPhP/ztGx4eI3dXt+w6x8YlMpJUG1RwVX/65Pj9BBDHJ9ZA84kK84/hGIZeE4MqVFpUZFRiZ3FGKMQKwuYkideChy6XagVc1iC37ie+rdEqL5sLJok1T7GyF2Vqr+dvoWDTXp7VotD+lAuEmPj2Nx9ExylBb434YD+/wpm6bhRtw8vazxqZQ8Baj/WdFD7izOP9e1wnffsxzHT9hm47k4edMkM81evFb3f4rsMPA8Ybbm+vMTbz9u1bvvv2DeFZoPOOZ7c3/PSPvuD16xd8+eVrNkPHdnBYkzF5lKSXhKkJMJmSxVO55ESepWVT4g/deZ0XeyRrmqNMmEdMkD7hHKKKWIk1kTGotZql6JwtKUOcOZ1H7Y2tF9vQdT3OeYZ+wHUbrO+x21t8N4h/eddjrMf6Adf1osS93TblfYMmqfNMnkbyNDKe7snzRB4PpHCCPJHjTAyBEGaMVpa7ridbp61ousfjMF40JnLMhBybgGHRokZNLip+LQBIrVaXRr2v4x2MtmDV56xyC02YTXM2+vTxWwS0JKFzWm42WkEVAK9QpbbFfj5Lj6xad1hjpFG9IDdQ8aXq91fR4QpELRDueoMzumFJIhx18zOV9lE/mKlS31KtK5rRWgQNLmmZrNUT17KquigPRPxq9bmVNlL7kdWaRLdz1kXrdSm+HiXXfkOZ/bZWhRV1P58nTqczh8dIxoHxHE5n5ilwPJ5boHA4Hhm2G/ptL/fAajxSRclMDTa99O+SCEwihS+SnvpVSCYSyozTan+cRTGzILSs4gzRFkYiuQRcNpAlWXRFRFQEuRZUZ41a0yafZRi2xHiFc52iiR/Thp/2sHz0xVK1axUefZ7Ksqm1l9huWWUttOG+ysFlaBQq7ccilBB5jvZppAjrcapBmYhGyM+pxOYznC2qmidpc6VMiw2J++jz/ks81pXFeqyDixqPLMHtEuiuK4rr4/v6Qevf/rFU6H/I0TbjUpY1pBSqvnT1D15be2Wlgdbzs5rQQsEkSXwrUNOqxav3qgGjJN+m+Q3W86m0R+sK5NQ2/6dV3zrm19fp6XusP+f6PZbP/QPXRv9VgH3FZmB13sua+jQhX/+uJq7rxLii++vHravdT+/TJ+/b6rXN07+37zO5WFWLXV3fmljV6rAm4k5VxqXPqDR6uyFdnMs/4bD8F3sUVJ00zpQ4ifhMqdWMqPNIk+FSWnK8qCsD62uvI9is14sW0CwrxnqsXlQAdQ+plWLUQxqg8TzbYRq4056rdN9FIVwrAwZZ760kj6aKZgEXbUxKva60U6NK1LlAmhOn08S79+IpPIdMTIUQpCLjrG/0aPncmRASIcyEENjttgIkV/AqZ8ZxZJ5nYoz4vmvJbR3HrNaHXETnovZtSi+0ba9Vx7H3ch7eqwpvympBo6w9rYynlIkm6TySRi9jEjGITU9d74wRcMBkQyrCmKpz1DlH1xWGoWe33fD82S3vH0VU7Dwe6YcNvvPEWZRsE4U5C2D14TAz9CPvHk7Ya0O/s61PmtU61IaGbuqlRsd8vI7UEVYT4LJ6/tM15Xf98N6Rs5Za8kpLIQs7UqZGuQCV2v6isbZcr+W/LUnVmFVC/KI+0HrNWe1NuQocXp7bJ/f41X68euAnHzvPmcNh4ru397x994C3lrurDUOzWkLnbVoxr2RNql7BMQRKOdOlRKr0fr0wFlRdWhSXjfXU/mjvHdvNACSe393hgM5Y9cHtePnshs8+e8Hz5zc8u9kgOawKTmVdT1XcKxWlPOdEUUXmOE3EEJXyC2BwXpgiWNOUm1MKGBERkPg0J6qYVrvcFfRT6nBOtc1hZTsKlBRwzsu/YcK4DpuSaif02H4jjjV+oBukt9qURPE99LFpn1C0gOzFGi+XRIwe3/XkJM42ulmQ8yzjJ1UwrZ6zuGqYKJpKixiWtj7WrUG/qa1O5VJNrzETysobsYI5dYlogIBZOXv8ADL2W5JhcFg6J03WGIMlSQutqeIPRWi2NR/0eqLGMXgvrgBGmqVzlv7dSmGtVdj1oVocy1EghCjy2raQ0ExQLQhqDxomU2xWD0+D8R7nevpuIKRZKi+lNAl0SsYk4b/TyrupCXzIFbVYU6T/1NYFQ25SFdOSx1uVM9eLRhbPPlU1ds5KybI4UiqM58ThOPJ4OPP4MLW+o4fDgRiFzj1OI+N05ru3b+k3A1e311RlPQz62qZeIr3xloIjZrGkiCXit55tZ8RYzBamdGZDL2BAQTcn6f9IFoIrnG0imYjNha0ZRDQNQ6cbIG6RaIfVoFNV7aurO7re8Pbt14zlRIpphW9oEFPWQmprqoNIq5dSfYa15zKJ8JBpNGeLR+iQYqckII3HEpA+AxUFlQRYk+iSlL4D2qdVCPNMyoGSpRfO2kpbE4n3uqnkIoiooYC30n+sPRZ1RDvr6s79L/7wXqb/R0HFOnAoTxKu9qD25996fF9S96n3/tRxkaA/SahNHU8YEWMoRimZMlEEZVRP4bZJlOaVe5GwGYPrPMMwNKrzPM9NuCGmpGrx+eJzOyfUaNksWmOF/s21azlHFfgxRrUDEl3tpa9gnlY6P7Ydu7xmNdlrlksN1FvO4fuPuqHK2mXNKol/MnTXvcoNLFBKbO1VXAt71Yn+NIH+uALIxd+bXZTXHsXvqz4rpSqjYkwI1dw5h/NCfxU7tiSVMecZhp6UC7Fd62UcJRU1+4eN5B/PIWtwJoeJMp9hPuNzbiB3rmJaBgxZk2ENNYygKUXZENZZodVVgIIajCioqO+5Bh5KDchr4tteH5z12gVk2t5cjKhZU+q6LbQ7a5dxUrT6mVJQEBPaGHdSGfZdj3Ui4lbIQgFXiFt30kbT6yRGJufC4+HEd9/d84tffMPDYWKaM1PKjGPgfJ549uIFm92OShBNKXE6HpnnmZQSu92W/W7XXj/GyIcP78We0nuGzcB2u8V33ZIwF2XV6XPQdctau3gIG9PWMmcdm2Fgs9nQ973qIsgalmKUa6sU8XnW3jtT4x7oOiNWTeMoV0TFMofNBooRFoxWraVybkVEC3AYfv6zrzC//BWn85EP779jf3XD81efEaZAjCBcA0sujjePgZSP/M0v3uB+estut8Pb0NZy4MJTuI0iHTxrYb4GyLVx/WSs/6jSYDm6TgS0otV2kFywVjy1c85kJxoXBIQxuQYDWyLMKrkqNVxaLl/dZ4zMT7m+hVJEg6cYiTitdZpspnZ+5R+5npYCMcLD48g8v+Hues84ztzdXnGzG9gPtolypRyJUWx2CmCdpe97YpiJKQJnUXTvpS89hoEchXos3uIe12/w/ZZSAtZIarHbdPR+T3n5ihc3t8QvvuD2ds926Lm5Guh8xrkMzMgCEWXtUcXlnKJSiBc1aFNkzRoPB6Zx5HQ4qa+3oesGXSdlrjtn6XuvNGqDqCNnbRWRNTEBMQZCCIRpJseZNE+kMDfmUxXjismSraUkFQ00FsYHfNeL5/qwx9oOXE/ZXNP1G5i3RN8xdwOmE9/mYbul63v56qz0ZCvd2W+2ON8JZXo8Mp4PxDAzJ7WmlAVF+32VjccSI5Q28HSXKXqPyxJdrxPadXwgAltLPFfaay5ipv8QRfUfTIZBvIP7Rm1GlZTlhG1NBIrRyVEEKXaSeAxuIAM9iTFMhDwTkvQCV9XX9TpVFMm1xtFZsaoxxVKiJRkoJsuANUKLNnouuQbEuZ6fpTcdg+/Z9htccgQsMZwwJBUFqIiDJSvPXjZlPaU2oOScSrENDc+KkFonpvTGsWzeBUmGsi42NXgzmWw75mh4PMFptJxGx/EcOU8T4zS1KpTBkHMEEv/hP/4H5nlkOwx0naC6fd8JSo8gUFUcoyiCFENsAb7v5DwLUu3CGHrf6WcyYoqdMudx4nA4cDgcuN7usNsdm82GbGYimZg2kBwlRFxxWO9V/a3DGQ/ZCJWxzGAc1u+5vvsS7r9jmmeNq5ZEVIH/OgOo1hCVsiqBqvQ0ial8pMQMseAK9LYTUQW9lxQhKTsj/enkiNSyDd56OuvojccmR8kiAIIDTOFcZiKR2WZiyZhsGKwjG0vOloxvgZwzHrCkZCUBzwXnBMCon86Y343K8DBsEAT44+BCVIUXdL5WRddHHeo/dHwykX7yt/WxKMlziSKvntPEUqgBkFY1P5FoVzrNulr5NDm3Sq+t/b79MBCVCm2txXqPMzLjio5TkPm+2WzoNxuGzYYYoibaoVk2bDYb5ijeeBdq0Hpdg4pAxJhk7VLrlKqg+Kmq/fr8a5AswT0XaPuFRZPVML1IS0jDl2uQ86TPd7nWC+gHZvWz1V5FucaTivo8va9Pz/npJvYPAUOsWwkBAUY1KaQ65i4S7ao0bIwE/rlIr2kqSsWK6pe4At8uI8Dfk6MUTXxFEMumGVdyqxpZ8lJConYNZipeIslpw2NlbLU1RIAlSiGESPWWl0qvWf6OWY0TGaPiPZ0+TnhYxtK6X97WhDkXstKm5O8O63VvwGCdb+JZxgh7bKHYocldtWKSd5S2C0OK8Otvv+Pb7+65fzwyzhBi5ng6EWLCuY6+7+l8p8FnIqTE4fCIc57buxu6rgOEGj2OI+fzmZwznffcPX/GZrdrleWnn3NdTe77nr7vGzOjFBEeKqXQDwN937eqca0Ii0tFplc7J9QCMMdEIFGiBPWzLczTLJWrlGVNcBnfD8KmxkCNlYyCDNaQXKTve169esHxfOJ4PvL+8Z6UEte3dxqHdAJSFxGgnDI8TpFffPuO6yvDsCm8vOukDc4YbWytQ1XXkzps+DTg931b0T82MfuXfHjVNkFjk9yAUBHwjFHMqZ13oF7rJAWIbG7V48JaL0HmSisGGa3+rvbXoj6D9ZrKeydqHNHms1bk/tuZYKI8kxJMU+bX37xlDoHnz2747OUt+XbPxiLJbYpidercivGQiOmsL2XJMeBDBzkS554cJXG0vsO4gb23dH5DyZOA5VY8r52D7dAzeEfOPbdXO/pOtHZAKreUSeLvFJXFkclK2y5JadI5tcqurI+yhvrOYcyy9lkjbEXvjMbGWXuCFbiv7Mgsmg4g4BeuCA1ZNYS6fmhzJScpQGJqjFSFjAsQKDExp5kUZqFJuw3xfBLgsNvihg3d9orh9k4r8pJrYQzGDzjr2XQd3XYnFenrK+bzgfH4yP29ZRrPpBxJ40jKhRQiqlNIZe5k1Io2Z1LMF0Cp3ELRUDAKvD+NMdYxRCuuPRlRpRRCCD9YFYbfkgwXsyiu1V3DVd8v0ASy6KTRYCdrz51xdEbM4S1OB4QkG7ISm1YCNq3UXQMu3QSKJsNKVZLNV8rSFun/lU3ZtIqjtDRJCd0Zh7eebAvFRkmkdVOvF122eXkPqylmtWWpdKkGHCsiJVZOGnAarVCs8p92MyuYaZcejJhgnGEKhjkgCPMUGKfx4qbmJEn0r379K4a+57OXr5Vq1ePcHms1YBGoXKm+YkottlAZaw3OGUXSXENenPdQDDEWYtLq6zyLPcM0CbJVkiTRJkuVOQdIEZMyVqv/3nuc9eolqYmC3h9Mx2Z7w3g+tuRwWRdXi68mKrkNbrlwRQBr7YVJTTnOZ6WjWo+xSVueSns56QBpquz6WEdvOzamwxap3OYCxcqYCiURSyKZrBR4sc+SZdEu51skGa406KLiDRTZeIyOod+ZynDXtWTG2kXAzFqpFvqKxAExWqryaj0+lQx/au+TKV8++mNZ3X/0tcxaCEHnTL3+NZmqdJj6+1pdWlDDGhiVZZ4vE7593wLsFdoo1L+OeZou7I6kgioqiHWzsUYEIITe6HUxT4tydCk475v3+JLMLUj7hXWSXsCs8yDn1dVu164G65cghtWSSOESYKjXzKx+Xl//pS5QX315XHvuBRJb12epYAtCn7FrtWz9PE+p3U8Dox8CSerxKWpTpaWLSFClzS2fqK2jdgE6CiyWDGrhs4yv9sl0fF+Orx/jIZdLg6ucMDlhFfSWwm+9DpUZsGxo69uhKa2Oz5WObANkloBFb9HFcRHIUBNb5dvUcbAGutr3UiFaqoJJ45IlhsBa1daoirdVOKsCTrT3tkYUSJc9yChV2DLHzPv7Rz48HBjHQMiyd47jDKa0+e9qj25KhBAJYcZ5x3a7xSnIFWNkmibO5zPGiCjVbrfD953QkSvo05I/GetVbbpSqdeMqjlIr221WVr/PeVMDBGTM95VX2PTPqfJiRSCBtgKFmmlxViHKQtoUKoaLLUdiEbp9s5xtd9ytd9xvd/z7ft7jHHM0wh0eOdJSWwhc4GQYYyR94cj7w8bbg+eu5te6fZ17i0tSy0A0wH4fTtsa+1Ztuw2zn5Ms7mBSo0JVSi5AgSLL7vcNxVoypoQoY8vMndN24NXpGm9BXU9Xa+VT/cXWEBs0KTZLPO6xnmfOj5KUDRGlXmUuX88Yhy8eXfPMHiGvsMNTun9RufzYtlXijg+UPcupSkLwzO2tcp1Ha4rYhNkJPEkJ7AO53oponirrjGWvuvovMGaqHlBpT6LiJS8T0YcSCT5NWVliZjkPEAq2L7zoLacVkEla6S4VtDX0WQ2JdE1osXGVfRT9iz5n+jr+K7aBxWytaSkDBi52ApqFD3/RC5RGJfG4VwmmRljHKGb8GErYPJmwDhLDIMKJWrribNY2wuAmDqKiRgjPdL9uCHnJPGPscqEy0rAqfGPjq3mGSyMnKLce4PBaeWs7leFJW74VBGngrBrALEWDf5PJcO1HmyWmSFU0xrodVYt4oraKNQPIP6tve3AGrzJ+MGy6QacORKzBowkMPI6zsgHb8ttrfaqIjSahMcsA8gYoaTWwL0KclQLpRwSJSSIGU+m2ELvJXmXHoMFNV4WTKjWDOLPoVVnaCqKkgQLDZmyZMCliEW1DNpMtfIwyGZis1zHGAvnc2CaA3OIjPPEHCIpXQYaOWfmOfHv/t2/41e/+CW/+fU3/Omf/DGvXr/kL//qLxh6j/VONxiZiOfTiXk88vD4wDB07Pcbhn7Q11Q6NJbO94SYmOczIRtRArceP2zYYRi2e4btnn67Fy+wUjhPgcEm/AY2mx3DZst2u8O4HqyoWcaqNlgESBi2O/naDIwBLky0SxG0KEtQ0oJ/RY1KFg/YPGfKlMRSKhd6vAgODGAIQtFPWfLRBK5YBttjei9oWTGYZNj3W/b9lnkMZKVMijppoWQjfTcFyJJOFw24qhpdXc29FaVOSyKkyFxmYkQWIyRRtr8jlWE37Nu1Ji+JvbViSTRocIYpTR25Vod1PfskCrcsOlUheP23pU/ZlGrxU8haZaoJYdENTRa/9gJL8Fzqoih0G2uN+pE7ocfWNbJAab2OmqhlEZDCSJCMrh2bzYbtdstuu+X9u3dM4yg2I9qTlJtpuzzPu4797hrvvdLTCjEkTqez2MkZoezGmAkhAuKJKEmXqkemFdqJqO7OIbXgTYT55Huri31ltYCohsrnWoKZvLoHun2uQIU1LVzET0yzqNPzqwlH0cAJxKJKX6vrPd537K+uNfAPhBjF6uwTPcKwokErwPKpJNhAq3S33+lja5Bv276grSt2SdSqhnAVKcslkcgyx1tXR+0pkvEnfYrCcaJUm516rX7ch8DAGVcStiQBV8t6x6/XYKEQL8+V5GQFdyzjsgCqwmxVbVqUkqG211SALGtrwAr1efKPBturxabGBrVXsmgEtbBA6ilrwmsMxsraXBBaaYX1jPEtMcglilLq6hTGOfB4SPzq6ze8vz9yngJTFBXp8+nEbr/j+vpGevI02T0+HjmNI/3Qs91u2O02GvBFTqcTp9OJcRz58ssv2e6EgVWsBnLGME8z59NJK68Wb0wLHGtPcGWQlCIK0853bLdbsYnR9peYE3MInE4nBme56rfKQolY78gxi9VHlEpXCJOuM54YJrFgczBNEfB0vUFkST3WGeltDEltY0TU5/mzW2IM/P3Xv2Yej7z59a958epLttsrtUURJdhRtIFwZP7215Hz+MDd3Y6r7Yadd6jxFdLbrze0KPNqQb9+bw+JkeUbo7+xVQE4Z0rxus4nWSOTzLEEoKJaUGG/pUWhTcMKbIK+DhTrNHbLFzbQ1lqM+xiwrCdawdt/yKGzvYFnh/NILIn/4z//V8ZxZDpP/Ozzl+yGnqvtjdpxKRurWu4oNZdSyCligyWHidB5wnzCnnp8N3D97CXztGE6d+R5BOsxvqfvpIc2FgWqc2KOnoLFO405tEhTciTFmVIp0cYscU0Vqasq30DxupdtttoSCZ3tavIh1eAkwPg8j+qdq+rKFVhMRXui9Tkxg3H4YYfvRERKKNQzxEBMc2vDqrcix0ppNzikelyYKCaCsaIKPR0Yzx+Yzh9ww8Bmd02/2dEPW/qNeIRLkVP6nMN4Yp7OjNOEcY5uGNhst8Q5EOaZWBNdBdCrPkON/QW0lFY1p+wW57zGh7V9ZcXmYwFjSln0JeqYbTov+u9vO34wGQ4xigCJrTRiDZw1aDDFtGBWkmCpnthisVmEjSp6ZV1H7+WmhxiYwkSQ7AOPbRTBlnqUsuDMlQqlQW4pC6pVKM3qyKBBuvYx55DI8yyDtGSc1S0+a76aLydq28gpUoW2msgamQCSB+ukzghqkx0lJQko606sG3elAYtXoaUkQ0wirBFjbmqRF4vBCvWoG913b9/ijKOUxOl85Od/+nNFxX0dzxhrSDEwTxNhnvHO6uASmoHzA8V4inHYvqfvwPgNNWHJpTBrZfj67o7NZmB3ddUEg6x19Js9m81WqFhdL6icFZQo5UQCglJ0ck6kIN7JOSkAEZMupnKJagIhSbAsHKUq4WUwEWwqomCepdfcqwm7NWC9JBUhioR+yeBwGOvpe9uS4TxnNm5gsIM07ZusYgVKW9VMrGRhMEAhmiSBEVXBFnmMYiIOmCmEHIlFFIy9KfRG5sHvwlF7PkstpSoLQoAl0xRVjYHsCkaF6hS8bUy2TyY2CiagL1sft9BmWTYNo1PY1hhWz6klfVqdYkn6NKNBVoncKiitr6SiifrYAo3GaY2BatliluQoaWI3TdNFQlarW2thnvoZhcUhqtMpRmJKMq+Rc28U/7KI6FED9qIAkV7QdV9uzllsaWrvY0FXWRp7Yn3ItV1d+xYtLUHOuoIuV0bW8GJ0rS2y0VZvZtteR5dgrZB3vqPre4ahx8ZIQTb4ApiUScQLxLZaxjytInxEp9Z78TTMzTljcm56DmvqdX3tOqhkg6UlD1A+8blp9/HiSl5Egz/uQ11sGgvK6v3XjXa5D4Xm8rDwCKBG4S3oLQs7rNR9Rz2BhUJoFhDbOanUroCxlLJU+S+O0gZDC931V3XfyPUe13PSmV+36jqNq59ltYGRT+moLDHq4xWcrSvL4TTy7v7McZwY5yj75Dwzh8TQdQx9R+c9JWdCFpHFKop1fbVn6HupFKkGxvF4BGC73UqLRdfJWM0St9QkN+VM1zlVbe6YNCiuPXAgSYh1jhhjc3qoQSSlEINUoed5liAZdD/OMHSYFCAFSpjFBmUOWOfUHcKo+4VQwq1LTTDMmCS2sUn38KR7uMl433F1dcXNfs/hJEraN9fPGbqNiq9mKJGogmhTKTyO0D0W3rx7JN3AcHNNNgXb1nAFRUyNqT6dCK9/K9vHoifxYzsUo5Y2QaCtc6a04hAIrVlmt7R/Scxu1MJMJkgTISqmzfmaxUoIW+N++9Hy2MLdLBXP+svSJqDMSPEAr6l3bZVbvYe+r0F0WfQMSAnmOfHh/sh3u3t673nx7AbXeXZexWNLwTYFeqk+NqahxpgU0YGJKeE70fTZhZn5fOJkrSgqOy9qyzlhrSdHpFiTBNBue1SxkC0xWy2kQO0qsarOTs7KZkwtcZUCIsqcFWHHulBlnd8xTCRNZOdpVLXspGymmjSWFgfJJc56/5d9TcARhzcG6xdtjyb6aipwqK1WRjSUqo0S2qJqSySMhhRH0jwydQO+Gxg2G2VxaKuokbZZ5wxd78nZU4qIdPXDIGuOtj3mkETFW9dZ2dfFAEfOXJkrRfqxqUUSs/xtiSUWG6Y6pFg9Zu3Z/tuOH06GQ6B4r4IJihbHpP20BYoD3QCrkJTVzcioyq/RydD1SuHBMNkJW8AGSY46XFN5zjoRxBJDb3D9kFWRGdTrleYiVft1RWClUIKYbMdpxvmCUVumpbxelmRYF4Ml0C41L5CeKPXhq6FC9TMmmdYbiF0lw6ww8wLo5MkFQihMk1CTU1rQt3W1pEqMiyLlzDzN3L+/ZxzPHI4H/sf/5/9DA3/TrGCcborTOBKmmd53Wu2RSqXzjmw7cCIfb61jax19LxYNfdc1mnRR6tf++kqSXUXTu37DZnvFMGxwXY+xtVlafc5yZsy52cpMp0fm80jUBDmpt2qjvSc0Ua4ov6lsLUoumAgmGlxCABYMPb6J/TjfUYikScQLSio4PL3z9J0k+iXDnAIbu6G3PckkrJENPc7ad5IlEzMJSsikUghWqgS5qBdjAbKlOLljIuadCDlyTjNg2FjovMOU341kuHptYoxUJooAA6Ymw8aqarrBeTB5SYZrsPyUalqPalVWV7JPJczkZVMsFoq3yq4QGKz1IJo6p2g9oUDLKIuRhNHCSihhlQjWDUd7aNf9sQL2yJoQ5plJK6MXiXvOrTosp7uQk4wxxBCJSlVMMS49xRTGaSIo/ce6GuimtgZd0EQrILiyIWqU8CXnuNgMVqkuS5a+vB4s115aBmqAqK+nKfYlFU7ASdwiUtj6hFWzoB8GNsMGawV1bmJstm7S5eI86/X8FL3pYtx84nc5Z2xWmp9ubB+/xvI+y7VZZ0MaHNaHtut4eR6/R/mwJISFlqRUjlSpa8IqkagjaJ2LNFYaFZhIyq4B6zuh0lsPUe5dfRVR+VbWjbJNShHhwqpHIveY1XvrMlCKJmsyJ2so7ezSziI0zerdqVUv62RNspIAS4BeaaSrtqlitAJhgMTD4cS3b+85nmemIADpOE7Mc+Dq5opN39N5L3tczoxzZJqlxWK/38vfYoQi/cKPj49cX19zfX0t9GnvRdhNL2id900NXSvB8ziSUqLv+5YMV4Cpimptt1u8JstF9+HxfGaeJnoja+d4HglqF2nzjEmBMk3EGJjmma4fBIRrbBFaAhxiZpoTpUSGztHsfFK1zxSq9vX1Fc9vb8gx8at33zE+P7EZtiqeqslwkX7PKVvux0jOgV9/+wGy5fn+VjRWlJXXBipFWvd+YIK2JIvVDvDjy4VbbGwQoLKAkjqMtO7VxM1KIoypVl1G6dKrvZFVjF0LXBdLaGVOqLJ8A8BWgFNB5rMx1J7/UjMYNGnXXleLri2Cjq0W3BpbyH5eMFKAmDPv3x/oVaTyq68+o98OXDurn700jQNDbjFkqnssCiAHeY9+KAwJ4jRxNgexRRtEAKobAjaJTVPKotidiiFEtaYyVkCBYknZUpIVdnVWlxJNhEmJNM8yr6aRuqZZO+h6ZOhqW8U8E1V1fhrPWtQaiWEkp0V/pLphGLNoHFDvYY1nUmz301mP88t+GTUxTylh1GKwFFGbr6MKvb/GWmxxlBLhLAtBKss6Ogwb/n/k/cmzLEly5ov91MzcI+KcO+RUWVVAo7vRw5v4hMIF5XHFv59ccEVyRQjZ/YBuoIDKzHvvGSLC3QblQtXMPc4dsoBHoVRme8rJe4YID3dzMzXVTz/9NEbraX46HZmmmcPdEZkCEmea087TNDMfT0CACiVnVlZCF8HU7qt0ZfyeeKhQN1COLlQs2x7fbV+/5g4IjQHwcQ4Ekoe6X9rbv1wzzOZIdZQu1+oLAlPT3dUGiArSQlfXNiGtYJvOVCMxRF5PJ45h4khiTRNKRaLT2AKsLY86UVzyP9KIqphQlz20EJJnq7c6CSFYKyh1IY5cyeK1f9j5zN+zXlcpCESl6i5D6wFyX8ehO/JB6IlY1JzeFozOKSncNDUXl6XrCDVVUIlcr43LuXK9Fi6Xlet13YkSBfBi8uLUzE5PsX5xhT/84R9R4L/+/T/wr/7y97y6v2M+HJFWKYcjKKzLyg9//JFlWW1xz3fMh5npcMfp7dccX73h9avXY4GIOx9BLLNcczaaQwjMp3sTrwmB1iDGREqzPRHFgxlDFnNZOV9Xfnx8pnlg8V/+9v9N1CuTXK1thyNYzbMEWh3yaSAlGJOgRs8CRxLN1CdDD8QgtrSpTNZGLYJmhQLSApNP/CMTQUyNb5LIpBOpRk7xQA2VVTPneiUv2eaxCkEj0eGWihtTxRyoavebl4KGxhzN+asUVjEBrdQKpVXSz6r5/hkd+1gBB1fojA+v1JIdNcWD4UFblI4w356sGzir3dvFJGwvVa+71+BBjlOtjMbY6UY2x4Y/4yivUZJ6lrfv6G0wRGKwuqJe0jGcZ5/zKaWBipa2CVV1gZv+8zzPlNqczr+Z0u6Q5tXAqnVZzDndmVsF1nUdGfR98HYbtPVh+zjruf95fG3FjjcDK93+7ALYEYw2cy5ha8siDmLZ54SRVwv+rFOMIyPcx20T6Ylcl8X6WLbGq1evvbRjIa6RkjPX6/WjAH//LPbqkKMfcb9m1ZvxCO7kV2duCHEIa+3HrtdHi6jVSIqxcVBjN6RoPQ/d7NmU0ebTSnkpEvdrPeTmex1fmw+8veLmdz0Q7kDXLtZo1YJhC6KqZVCcFh16ECrBsXTr8IkzHzYuhwBtW7d7/8Id/OZCddramAMxel943exUE0gxEaIrxE8zKUZyYwTK3mTCrtXFoYIIpTWen8+8e/fAH398x2UpXNdsQbEHu8fjREph3HfOlQ8fPnA4Hbl/de/17FbWcH58Yl1X5sPM8XTkeDqSS6a2CiHQZ3VTA/btNSdSSqR5GmVae5GtPh4dpJr6uvbMU69P7gwoVWVZVispiYFEIbbK1VWvL9fFgoHoXUCigaVSKhIqOTeETKsKbQJt3rbSfK9GMwbZNPPN11+xrpl/+MMfOT98IKjw/W9+Cy2Ss1K0UFRZaiTlSFD4T3/7j5Rr4avjPd+eDpymwHHSsU/czsafP9TnNL/WNf2J27Lg2MFteuArHjw70B2NE2FAVB3nkr6YX4BQlrlUWqimGs82/0aP9xitDlaVZakMIHx3kfu9bONt6YtX7QE2WxOqQinCu5+eWa4rX3/9hqfzt6TDka/vDxyn6BlX8drguju7XXte825fsc44jw8PpOvCNM8c7+5J88QhH6nTlRATTSNNA02NnVHrgUm97ZA21rWYenReSboirXAuV6hWS6zFVK2XZRn+0HqdSCkyDfFJ65VcvRd4Xq310rJeWa9nasmUNQ8b2ZkfolsiTZ1l4Zu1f1a0GKYauKDdl5VISGG0ghSE7K3Ucs9gY0Gv+XkNygpArRZQ11p5dDs7TweLL6aJ05tXhCkRZpNeTck695QUqTGMDrT9uvHr7KWu9rmKVBksg9GxYrc37cH83lv4RmvB51oUp6c3PAHxxdX0M62V+nR20aj+8LrDbL/vs9e+jCq18ebFqRe9D6zRpxSJMymotdEJVtfVxFsnaTMHBgVptBq8vks7/GXpb0eiuhMnnslyjMZoBaUZuhE6ddEmTXSVMnvKvrl2ylS/LbZgDdhKp1xIS5tlnEWxctzu2KnsatRwNC6Qs7KujTVXcnGJ8bY95u4oluI9w1qzthVq1325Xnl6fubh4YHlN9+C09BaSk4xs3vY1PUmmlrlzWE+cjzdc3f/mtPdPYBJ0ruBCGMRBeJQkjRHwjbYTpuNjv7tHXrlfL3y4cMDf/8P/0RtSs4r//W//j33B3h7H5ml1+fpGOOuPyXVv5oQWjC0SNWaJwmomGCBzandXKvNiiYb3hM7OMwRiRropHtTJbdnGVwD3Qa875PdLFigZUFgJ+DuM0fB5pQ2A0JwOr2fr7kz/emc15/fMerjd8eGrG10pt7jrQdb7ABdUczA+RzdztE34Y+R+c3p7ieDkWYC75wWnFWihAFf+8Txf4L0IBr/vfE3DD3df+gWSPaMy15YwWqhbe339dcp1z0Tc7OR7wyvqVcaPXrcp2yXWVsb97q/hv79TRC3u+b9329+t8+G7qx7r6OUlw/05vCH9fJZ00HP3YVze64Biu4CWwMXrPb+eHcHCOsycX5+5rq79n2Nz/5c++NTY/Dx2IgH9VBFSNppfNyM1QAFgq1322wtGxlj3BgCDjao15fugYz/Fo6+v788Om3yJgQRc0zFv989pRdvtnk05jkvWQwMkEed0klH9B2Q6J+0rzu069Gbi7J59QkK3O7GxKnEMabdHLy9c7NSO30Isezs8/OF5/OF58uV0izzu64rirqA2wbwFK/FzTlzvDsNxWewNbuuCznnUdO7b4smQHNQUV0EIMREiNa2anTewJzDTpVWxcUP49BPka5JoL2NSRl3utk7oWRrIwjmBBuol1EiIam1T3SfqlPSa23UUH3tW3Z5P56tberzx8OB4zwTBNblyiU8I9+piwQJUm1u1AalCbkKj89X3n945sefPnD8+g1ympmibjFV//eTy3Q3Z7ct4otZ5F/y0f0u29sYftyXjiAGdrfup3bb6vvsC/P/SdsA2x4QQ+TgLMM+L0dQ1Sqd3TFcil2g0g/p3oB+xvr2Z9lMS4Oz8tNPjxwOBx4eL5ymRIre7k/VfdYCdOaQB8QeDIlfx1BZ76BzDLTmInzN+nGb7xxRSdSyellCoGur1Fwpa6FcV6ouiBarPW7Z6L3NKM61rNATA1ppJdBSGLTlWrJ3OPDMbSmDLt3/1mOLSBj73faEPC7SrWYWMTbOCGgd7rS9EBMn7vtqL8sS0/7Z+zi0SmvZbYfShoaK6b9oLrSyklOiSSPOE/EwMQ0KePt4n/HkisrOzjuw3wGb20koY25/PIc2H+pTfoX6ntIF5b50fDEYTgihGdJiKtBm8GOMSIxUZfRwtUyfglarMYoRaabKCxCqM26xgHiKAeKE0iitkLHaS6NAF4rLihtaX60mtkbA1IsjJgYlNrZE9SBI/DOd2VrVuPvWoNYzDClwmGYMiYVVunJkZfDvEQ+wBIqPY2PIFfeai1oaUiyrFZI/yOh1Bf6QtSa0RZ6fM8/PmculsCzF6glr9roGU1MrpbAu69gou2hMcATn8fGJv/+HP/D97763jT5NaOpKlFbv+fu//AtevX7DV998R66NJom7119x/+oNd/eviSl5Yb59jmCIMyIjCBaXau9NySN43ZWJkKC9h2ujauMf/vAH/tN//l/5v/xf/2+sayGXzOX5kb/6i+/49//2L/j6Hqs9x3pBo0DRUa8biy3QJIGh1yzQQqJJoOpKKx3dsVrgkhWyEqpldRELgKNTMlzbDal46y+vP9AufmALOk2B2tQKVHzhVO+NbdRYyxjEGFGv9a6e7RQJHqMpVfzri0vuz+hoVqYwAlwf24GqOpoo7iAi9tcmQNNBzxqBRN+gu925jb3GMWJbBxOG62KNCx3Vc7EkILQ2xCMk+Am8l3DcK7krVM10YYbuCA3pflcU3GeJW7Nemk110KABowLPMzHtnc/boLrWyuVyMSZHq2jR4WT0gMBUWW3dvAzAYQv4XjaFf5k53gfRnzps7W9O88053CPpr9mfb/9QFFsP1TPstTZ3mMyL0N31gol0hBiZ55nf/+53TNNEXlf+8Ic/8NO7dzyfz6A6Mlc9gN5fXx+DT/07xmQX8PRrrkCtBRGoITrwtYECxhAQJKgxNVI0sGM2pdA1rVSvRf6sf/2rPsRxqI190WfDy1DYYb/x2w459HP0oKw7NgOI7rWhNIKLnY01ET1DFTd709pGew7RWuIF8cx9M6GmXpdsQivTVnpQyig72DLMEFMiTVZLizijqQe/4tfUer1ygBqtLjg3/uEPP/BPP7zn3YdHSo3kUng6P3E6nTgcDiNbq6qczxeu60qrlXmauD/dGTXUnd3r5ZlaK19//XsO82TOdGlUccXrGNEQKHk1+uE8b3XOPdsbwo2a9LJYbfLx6NmZ2cfD1+66moZISokQo+9nBVW4XJQWIdGM9r2stm/Xi33WNBHnA4kAUZHSyGsee2oJkRjMTiuWGFhz8e4Vwv3dHXd3J6aYeHp44PJ85S9++ztCEk6HiXVZya0ZjVSBJrzLC1re0a4Z/Xf/mu+/ec2cTuaHeh9r+dSGsp+3ql4qt83dX+PiNirptkfvy266be/aEkKXArXygShAFN8LFag7cFo+OVx72xxjHNoxb9+83cp6HBCqtbLqsoFen7Hz/djvbb1tqfn95mfifnrOtpf/r3/3I9crHI9vmUMkyCvm+4MDR9F8sWIZxVyMgt9qIYRIigk8Jrien4k5E6eV2qq1/yqZ+bCYBoYqEiZCnCn5hEgFyigNXZfMcr7w/OE9iYWgBWkWFAe11qgdZFBMWyMXWJsld8wHsU4p6uw0dfXoTmdGXZbHQSYvWrSWr91vcAzP2KydFl6d0dYcpLKywvl49GzrcAuYjnGsq16ikXOm5IX1cqYsF1rNLvaJ++62b65cyYsly57PD243JqZpIoXIPB/QUrt6DCJKCBgbULbP3fs1e1+rd6jooMV+Pu6TEh/7RTqSG9v863P808cXg+FjmLzRvTuj2utmTTnZxFfsA9Q3Vm1q6qweHG8iWF35k4FyCAEVz641+4rNHtSsijXwtb6y0qJRZ6P1ypvoQZkvYRUTCOj0ZJWhVlx6gBuUlAKpKTLJUGqU0GgWpnXoiBgSgqXvaxcM6/ciavRdVywVktWJtg1hts3WithrDVQCy7WyLI1SXEkZr39yIzDarIxi+ebImTl/A2lzQTNkM16Kcrw78fabr/nq69+4kvMrJE6kaeb126+tKfa6sC4Xp1Bd/DPg4EXurVRCclS69162KUqXb+8CK80Xr9Hazbj8+Id/4OHxzLKulJx5dZi4/vY3xDdvmJPSrk9jhBh0adBqCOUkQpJeHxqpRSkFyto8y28THRVablAUUaf99AVEQ4OBH9J/L0aFLLV6w28gBCT2mprmc9TqTopmilqgj1qte4zR5d8b1ZV/rTbe7yMKud/QL+Lo+u89q7jVY9ma2u6jO5g9czNcYl//4nW7OqLrreavHy+Du+0q2GptfA1uwaHPBZoBU+PqdPts/5UIaLCGY7ZhdZRzM54fZZFgZKU6ALC/vpQmRK4AA/keG/cuqIYt4yUxjHYIzYUJRDe13U8FtPsgdR8s39Cj+/tkQ0r7z1tQvdUaj2ypdCuyXeP+3kMIXpaC9+W10KhWAzaDQJrSoE93Mzky5rKpcX/37bfGbFHl4cOHG9ABuAmG98/kc5lw+wa6EmawRo/b69SRbxednaZps9FeD2y170qKoGnCqGGHscGaCI2OzMGXjs+BEb/EQ0QJVMT3YN2hSipee7bTwlDfbMWdaltYVl/a2TpWwuJlQ2Isn7E2tQNAYfQFxYNdq1vbnBb1wNqlooaOgAzwzM6nFbu2amA9O8dagkBKkBIarVGew3nuV4jTsavv71Z+dV0WHp4zf/zpzNO5UBpc15W1FAjCdJyZj0eaC8coGHW6VO7v7jhMswHyuVLWhefnR+YUCFMkirHJtAbbf8RAYAaI0JCwtfcLitcMun0Wc/iN3XKlteYU8NRFE2iqLLlyXTLLUpim2Vq/iVAFaJWSG6Ga33BZCnkt5Gx9jySYKj+1EWqj5opopqTFdv7WWGHovHTHfSmFiWiA9mHicDpwd3fg8vzIes18+PCe4/2Rw/2BSHD7aeBqRlnjxMMqtPcLr3944toCx9OBV6fAfZgQn5PdVttk6aaw24ot+N0Lv/lL+fkV/ss4OqtPXeTzpVnqewEwOi80BzWJAarti4XOi9jt7Pv920XdOiV6nmfu7+958/o1d/d3/O773w2w+Onpiev1SoiB6/XKuq5bvWuPvnbXNxhD0gNzy5SWwdJSaq4eZPfe48r1svLuwxN/+1/+wJv7CVBO88ycggE00YR6VyzmiFEIB4sbYvBCOAevG6bhgQO1ttV4SyAgTs33xwvWX3gx71VhvV5YLs9cnp6YQiFSSWRoGdHs2jSWoGo7ga/mvYdLyR78bm2UpO/1rds4Kz/prE3VOvyVvfYJeCzmbY96mUvQLiwaTbOpg/USvM1gc5HOzTcaW2tzJrD3SL4NJjcWq/0khCkjKRGXRDscaCkRXONFgDkl84NqNV++07t9Puz9luGHOUC/acEw/IT+nn7073vwb37pRpX+ueOLwfAULW1edxkGw3nxgd4ciK03r2sd4LQZvGC+gaeSx0INLjle3VmUpla32deMb6KWahfAWjaFkLDqToZhDE6D7UwnE2kyhzg7zTuIfU5QRRpEYUwMi2Xd0VNhSvMIFHpNoTqyIYIFQ9KorYxN1mTUO+rsaC6RqlaIn3OjZFOyq8pA9G6ok2MRbL/3X5gq3G627p23hjIdDtzzit/89ntTxZsOTIc7Ypo4Hu9Yc7Z+wmUr7Fdvyj2Q6lK5f/3GHUivg2abWCJhwAIdyate8L4uCw/vfuLduwcu1xVFePruW5ZrIcYDKULVZ5JJadjD6pkFF26Y1FpsBZTaDGAoRaGAlmbxUg+kizlD1o/aEbPWNnpz98Q6SiTGQmiqQ3gMDbRWGDO7t84qxe5NPdh2VTr83A0bB5oFww17nkVfUFn/jI/uKmwBsRtKWy7uNG4bl72aAUCNd7uD3H95Q3H8xLEZug25Vzzo1c17NvGD7fObbJ+6D4J3H21ZRJV+5nG+vvF+KbP68vr2GVu4DVj3NOl+NLdTopsIjqlFy7Cdn/r4l9ngfs6XgfnnDnnxzWeDSwcr95TlG4BA/TW6iRS5gtro2Tsyf7tNuJ9nnma+/fY7np6eWJbrAA/2duxT13Uz7p/IGnTVyf1mvc1HdwjDljEEIYiX8/jvYqeVJtMRmA8HcqeRlu4S9vn96wl4P3uMuTIWO807RlgPzzao0cMgjHUvIxDu9D/tND130jpl13svsmcFdJBYXPSq96reQCu/RmUExFUZz0dCD2Kb7x/utLF3pNRtSDTleO8vvEnbi4v67NeX+RjL2ng+Z94/XrkshdbE9s5akBiI00Sap2GPVJXsdcyn49FqdxFj1K0L1+cn7u6OVnLhDnGnkfa5Fhyu6vu/dUywXbKWniGKNwFxpy9Pk9UhigfDWq0My7pWVKZomeG2AzNNdMuuf12tHrhWc8YJiiQlVKu3RKr5QTkbLV11AGO1BnIu1FbI1dv4RIgpMs2Jw2GitcpyWXl8ekQm4fjq6GVzYu0YHcvKIdIKLEvmHz9ckJD4/W++YkqBuykSpJei2LPVfeA7nqHvJz62+04Gv6ZjCxyg74e7XdDEVd0P76Ky1ubM/XgPgIJstOkxlv0s26+szjwZY+F4OvHm7Rvevn7D73//+0H7//HHH3l+NgZEL0lZ18VBj9tgqpc3JO9Duy9dKnUTtFuXlVoqwkJXZc+l8ny+8E9/fMcPv3nD4ZD4zTdfESUZI7Uni7B1FGMgpOhJmMC6A6r73iQxeJs3EJRUi/f/DYhWalksEK2RgGU0y3phXS4slzMaG0kUCRVaRttKCn7PQ89AUe8fXGslr6sHxtnbjtXxFHvwC50BFRAxAbRtH9zKNEZQOcAFByPFlP2DiCX+8FjNmY2DJt6BCW2bPR1xnz+1nZ8wguFcBugsrSLZNAekKZoSSTbGW4yB1sJg/MGtL/AyFsLHofugL4Nhm0dhZ/Ptb11J3XwVT0D8CXbgy5nhaLL/VRvVA4lrWei0qdKMTrfmbIrTAik4aoy1rjG01VoitU5dpVnGr7rAhIBoIiEUVaJMxIPz88VS/uOCU/IgjW0jVKA2ihbCYYIYCbOpTdemrN66UhpoapAqNWXrZzX7g5BgkyYa1XaejvQsc/VeoOq0qhCFqoWmldwyTcwpW0uxoD8IMSQCkTkeKBlKVq6Xyvli4lnWV3jnxWPOhQSYphmRsGWKfUJGV5B7eHjkw8MjHx4feDXPFoxii06mgEyJ6e7I4fSaNFst33Ux2vJyfqYUo2ev63UE9+s5sq6VNVfu7u5NkID+vHrG3YL+ECIqQlXLcOfiNZe1wPVKOV+o18x0ume9ZH764QH+3b9hniZCupA6YCIyvtTbY4VaXXGy0RaMSp3934q3cyiWoV1dyXt4seJ0aGXV5v2Ag9HvJaAEf1Z2WO1h41qutFrQWq1vnVSKrtS+10rnBFRPgASqny9oJHpPoNKst+Ot4Mef99HtW5dTCGxUWyGxL7pSuOlx22cHuBFWc/S+FAh/9jrcYokyNmzRzTnW/Sl3TmQHU8ZS2g39l4LJjUrWdht+GEFbSgkJgewqj6VkYKN87ZHKPbPDamGE2ry/XXfMddvc7Ba2G9rTyT61GeyD8pf05htlbAf99sfoEenXITDEq/bBam11gBitmSCcmTKzwykmpilxPMwWKBdTxBfZ+vlN88S//td/RQjC4XDgb/7mb8ieNXopBvbR898hvR2UCV63+Cl61Lhf2nCSA8F7LLu6sGw6B7U2QmhIqEiM3Lm4UXA71uu+B2vkl7OE/0WHQmcgomKQdWdaATSN9D0JB7ti8nKREJA4eZlOGkFZ1ezq7GI1ujEOQbKXz/yW2tbn+EdX6HtvG/N3f3RmEjsQqbaCZXrtHOrZ4g3oE5onGEMIaDDA1aFumsJP79/zxx/e8XQ+sxbrOnF+PqMi3N/fM08z1kteXOzGRXRS4vWrV8wpQqss1yuLqzl//dVbjqdjv3mf0wXRCOL1ju4kxhA5zAcm77G5XBenph63es0YR1/VV6/vbW8VyyZXNuDBauVl9DdPMVmHhHVlRSnaWPPqAXdvRRJdQb9ANhp3a41psvZppVZyKR6Q9luyxECpmZSFIAVUORwmkMpaLvzhn/4BIrz+6i2dPdeql8cFEF2RqoRc+fHdT0i98sevD8R2xyGdOE2dMtqp9R/PJdn9Dnk5z35dR1fX7Vmwbv+2Z+JAYe1Uap8XtY6AIXaA2AHQLRDuz7bTTa2O9ng68f1vfsNf//Vf87vf/pb/6X/8n6ycKEb+7u/+jh9//JG/+Zu/4YcffqDWxuVy8RrTaoCN2+5SLMF0vS5jfffsXQjzCLy/eus07GAtWUvJPD09otp49/4d//lvI5fzE2/u7/j69R36+khS63c/pcSUDGZqzUXAsg6mWVNrmUSzvsshWpJoXVdSjBymIynOpPtIywutLDSU6Gv/erlweX7g+fEDLUWmCBobohkhE1IjWMZtBJclF68JLt42ycooevTfS0ms3ZFlew2oMGbMupQbP6E/7BgiKUZSsmcRpglcAylfVxAhh+ilJRHSrixLbK8vqqMbhpURNlIMzPevQBs5b6WdazaAw60MKLTsiaZ2Yb2ciTFyPT9baYd3Jaq113Fb8qj7iy99xtufXyQGd8fLfsP05IyvidajVe2svM+vpy8Gw70vpvWhdMfZz9ibJfeLDMEMsaRIbA2NjlzidKXh5LXhtXbaVe9zGiSQxKhTKWyKp33Ilc1p7/GPYjXFrSmlVUKxQHzqlC2Xkm+q1gNTjBqSSyEEiBaJeyBg7n0UV6TGAuSp92xzqjcBSgtGkVahGjGXzRwHokyWwQ4z2grrYhOoOFqrrnDaW08ZVW+jDX6KE6+YI/vDDz/yj//4T3z37Tek336PNBMcW6tRiokzIR1IswX0rTajMuWCVjOQKSTm+9e+WHF6VoZgNZdNG3Eg9eKS6nGg/Rt63xGibAvcnRNzvPvfjJbVZpjjxNQa0WSabVx7/1Uv9B6oXTEadNAui9UXhtcAe2SrjhQHTE6+O/3ZA5jcjChveuKMDF3RQqVYPbKa4riqK885Vd321GY067Yhll1NOXidcvN7bVR+KZuvL7td8CsDaBIBLxge66yP2wDk5aXR8l/eoNSf+tyuTtxf7+vP57ghFor1SNwBXgNRZNiUvn0PY7f7efv30w7Rdu23gefITvvm1X/+XMZ4BLD7c8rnx+AlGvo5itAXjz0ggIN94+5vncD+si3rJtuG269hZ3sY1+b18vhwuNK9ZY29ptgFivoHmdOTrM2LZwx6+4P+Wbdjz0f2zm5mt7Z3r9mP901w7ffYA/0QrJetysZUMmqY7UlGEzR1TlMBt1NI64yibef8paznf84xLLShu2bbJSE071/aNSOiZ27Ea1V7MBwhiGmH1IpWaz0CLo7CbZ3X3pkZoJPqpiky6t07+6pnPzrKb878OP+YMzvnv9+VbP5BdHGf7rqIX4v2jIECXvJUm2Wlnp7PPD49eTtApRbcxzGl5Ohjos3aT14ul1HPG4ShAXI5nyklm+Kulx2Z/6eo73WdHddtigkRhZF5HXMd0zvZg2X93+RlTdJBa7E9aJomjscjUjIpBqYpQRBaCCzrYg6233PPSgV1QS8di3xkqqqLBLZhO7ZnB5Z4ML/QVKdt/1XQSmuF6+XM5XJhva5jrzFquHVuyFRCg9gal2Xh6SI8np95+yqSy8RxiuMz9/Z9Y5vs4RL/YYCDyq9pFVsWD/p49DnfGQbga9wxapr1j++laUEx2+ggkUoYUh/96FtMDy66UFtKiePhyN3dHa9evzJwKIbRO3uaJw+AotsCF3MDTzZsAUtvyTc+EyHI7HoCXo/ugFYMwBQ53R3o7XeWdeXh6Zkff3pHpHKYhFcHE7hL8QDeHsaA2wqtWlmb9HppRav7bdWAr1YaNSZSmDxwzYx8nKgxSBXW6zP5eiYvZ1Jze5gaUeyLiPkxVbycsNK8xWjJhU3K3j2msMuYgj84s2QDmOgAftsYMJb/tFLPSrH7aZt2Qu0+RvAykhgR4sh87+eLYPGPxOhumDpNekse1KY3q2nzOcZw04onSsX6msdSibt+x6CuB6H0Lh0b02G33+8AmnGBsHV92O/N3aEdv95sw953/9zxZTVp6T35eg/CHTWpG9FmtAWJXZ1uIoTA5AFLY4vcW6tULZuvbIWwSIi+cILToAMpJKI4khT0JsIHWzT4ja7N6grWWtFgtI+TMuqIm5pAklbvR6bKdV1BlOh1Brb3tg1tqxC9T2KKs1MwoAWlSWMtV2qrRAmjtrSLeoWQCHFCUoI0Ucoz53Phei0sqynQWTDXOkNtc0YHSn4r2NMnyroW/vN/+s+cjgfmKfHV61dMSVhr47JU8qoQT8Tpjmm+Iy8rNVfy5YrmatlXiRxPR7765ivilEDgsl64Xuyr0az3GlY/ZE6QZcqs4azLoHtoqa1yvVxYlqvXV1tTb0Gh2eK/XjI5TbxOB+aSSVoxzrxnbIPVRVVMyEg980ttZmhkokqgCIjmQUVuWtFavGWA91NWRdUMZa2VogaUlNbsmRCoCpmVwkJlMcDF++y21qDuqCJEmjYKHgio1XGAZwgl+oZvn9HkJsXxZ3t0MfUgDjLJlh22P7gh6X049w7kCGRfBsS7YPrF8TIA9PjW5rz6fOnGqlcHiG1QPRIf7ZoE73lsLIJhG/TTjtInAxpxqvyuX+l2nWZAl2UZ1OI9JbpnaKpToU3cK9yOhfjg6ra+99f1KXrQy7Hqx0u68UdjyraRfC4j3je/Psg39+NlEWEE817j7ECT0dcql8vVVr2vg2max3W0pjw9PQOmQTAfDsTrFV2Wm+t5GQi/PDoAclPfLOYsqG5CMWNsds+/lGwO2xxHdljVbHkSC3RbNucMsQBjmmekFqR4qyltZp93z+nXFxAb26X1YDglYrBsQlATqiREYvRMQ4ikFDfwI+hwPJacqZoxOq163SpQXfjqxfzuat5BBIkeaIdIl/DawBHbi1vbaJR97oZglqqD6xJsr4cdnY7GNM+kab4BxdTtRqkdcDOQpNTGkgs/vf/AT+8/sJbGmhs5Wy/dGAPH+UiKCRGhNMvaPnz4wNu3bzkej6haJ4VaKw8PD6QUefXqzmpw/RgZHfc5YnI6Z4hMabJ2ULvsb6v1Rq1XxNom9eSCiWolumq6eKbmdDjCq9dcnx+ZU+R0PBBo1Jypy5VWMq1aYqCVYmBymmx8aqWXQ5mp99epjmDbnoO1nRExJqAxaAqqV2tRR6VpobWV56cn+3o+czjdedBvIpVNlVYLfZSeLlcChXePD3z1OrGWI80TFJ/zaHWbkjdO8c85wb/EI0kyvZ2d6t0Aivu9iyeD9Jai3BRrGSperqhW5iA9yBmDtdHhN6DG/PRpnjkeT5xOJ2+vFCwInpK1A5vsK6Y4RLX6fhNTIiWzJ8fjadQcbxo1Rq0vNZPLitXJNtJk75kOrxzMzay18P7hkf/6938PunI6Bu6Or5gPieN0RL0uVq4LVQq0vv5ci6fZGLZSXGm7WAY1Jo7zibxar+7qtilED0+bcnl85Pr8yHJ5INZo+gpRmVNAUgDS+LxaMrUWSrEMa86ZGDdw38bY/I5aX5QRdV+oNRcR9HuSnrzwOKcprVgWmMXUr8cnOEBMq4QUCDLZzXj5EIDsni+YVsHq9dqlFP/qwl89Nt0Sdp2+J+rlr62haqwT65m+0xgRkOj7cReq1Q38HCwC6XDANs870Go/9r/IbvHjAEzza3B2UfuyEfhiMNwcVajajBbcKrH7+YoHDDqyYgRhJhJbIa0CEmmh2qZXbfvNmh1RtkUYJDAnQEyZEDEUl6reiskHXIxOXbVZTe8Qs6mYCTWBpNpAaiOvZYe62H9Wtmz0y6XU0XNtisHQEOKoN01TQmMgTsKJmRQmWgDLJTZTu24KtdfWAtHoYXGa4ThTovBYVi7XysPTyuVaWJZMrkaV0FpN9Et7MyjMCfXaiP41GlG7QuS7Hz/wv/6nv6WVyn/4d/+Gr79+w+u333K6e4tI4O03fwmqPD2t6Hqh5RXNV0o29cm7V685nu6Zjq+RafZWWRNSgJzRKGjE+idHU5e2xeN05j79fGyDQlkzMUa++e1vWRro85nDlCgl8/6nn/jph/fE2nj77YwopAaxWQ1B0Yi2BW2Z2lZyKZS1sC6LIZoEUjOVaKmNiCGKK6shYUWNEh1NkM1KjROX65WlZDKmbr3WTORAA5baWPSZtS3kdrb7iC6apoFJFdQoXJ2y0sRqlrUpNVsA3kVLJEGoQsISm7+EoyP+WxCM13M4fXQDLkc2pdVt1zXM17Iz2xn3x6eNTzdu+6zPpmjrRs5rvwFrgYOH2Z64DGKOsGjwPuGecakVmrNWfNN46Qj1AEf8fpuI10lC73fXg09zwjeHvp+qNlcVr3UY5q4u2/t6dtEQ2dXfj5HaZUI/CtYdLNwH0J9Tkt4H1S9/v53P6HDB6377/fS/dWdX/bnYlTpIiIFDy7p6pqwgMRmIpZ4lao13796hqpYZmBKtVt68fk1eFp6fnsal9EBo1Iu9mBcSdtQ/7c+7U8z3QjE6nIEuKBS9L+oIKpwSNnkNmodaSAyc1yuhGK3d+rPKCLhuguGdEFtfB7+OQxzonJgOR6bjiZBmBwQb1ks0GqjbbUT0tnoSLNOBAWW9D3dtvS5ul9ndBaD7Oq/QQS1/pvspbI6uItIckO9zdftWnZrNWLee5VCvQx6f2/dQz3up9RK3IFrRZjWVa2k8PJ35p5/e8eNP7/nw+ERpprR8vqzMaTJhLL92VWG9Xs3RE+F4PHA4zIQg5DWzLItnhSPH42HUOefadS1gPpwIPv86uN8Djt43WDDQakppKEnDVloRvYey9R81Nl4phcv5QoiR0+kOSuYwRe6ORwTLei3zzDVbf/R1MSGfeUoMRoSDZq01gtuzUqrXdm+lC4IJlQav0zQ7Vah1cbV5CKlBqJS8cn4+8+6nD/z2dyervY4TrWW01iHwFCSw1sIlKx+enzkv92Rtg9X1ue11C4RlgK0+W27++VUcn7iXz92eETbM7w3ay2O2bLrVEkMNvm8OVSA7+rNe88qyrFyvC09PT/z07if+X3/zNzZHW+OHH37g4eGBh4cHzpcL65rNQ4hCmiZTMm9KXlfyCghcL1d6y6JeE5/iPOz58XjwDLV55jTtEhy0JtxNB05zQpy1cXd3x/2rO+YpWOtWz6IOUaVer48FweIJmFwtkZFrI0Sj9V4uz9RWWPOVkKwVa0wBLZWWC+9/+onl/MT18T3haL102xRoKdKmiDB55h1as/ipWWKc5HsVAvNhNvsnRlMebTpUbuydtQD0dMVAPOzZqj/nW0aYa2iIAR0IlFzRIui6jERX8O4xISaylAFstVo9Tinmj1Ure03RaqabiJUSDhFdz/r39J4nMjqYUdsmitpLcjZg2/YPu19nL4Qtthp08Z5IheHz9d/d7NFjTGSc88ur5GeC4do2tbXmGZguUIILIDjTwFWnGYFxpY6Pz7Xaw8CyazjCF1VsQwppeN2jGqTLwouMjdICL3OWLAur41x4zVMXMqrVe6iq7ksbx2DV2silEbMruEnYXiYYpUCMMhTF+3uhroLs81h1u14P5mOcSHGmxRmCkpcry1otCM6GrHTVPG0v0Qp/iC+c473D3Kpt0A8Pj/z4w49Gd0I43t0Tw0QMiflwYl0Wcr6i60orK2W9WkPvWkBeOSCREOtWTpwacVqJ6eqFOb2tSZ/AYdDZ+0zsAQVY8DJNM9/+5jvOl6s5oSEhQbguC4+PT9zNifw2oVW9HZaYAFXP3LdKq8URNKsPEYVAsqExNIOggkikudp4wJ5PIFBa9Tm11XIqDuj4+Ruw1sLaVqsNrsVFBkAcjEkemDW8Dlh6b2FHnVplKJf7kjDKie6n25/1sV9XPdcv6C64hdFfnM1o9cPesUMEx//2R7fmsvtTN2qu7irBoOraGET2nnoUtn/HGfrn+dh3wSzdr5+dAMQ+I/TCMe/jICr7U9tr4NPBtOyRye0k3VfvgfDLgNR+dM9/l9G1290UEse97rO+u3H/OFO5Cxb2f9ufp/9tM18Ogu3H1TP//vteN1abIqVZLbx632cPTvt9Xi4XpjTx4cN77u/uiTFwmGdr2QYf2bNhm0Vupkzf6z6mUW/ztQdPe2p36FkONqrpNHnGLNo1Vrf7tesJeHYyujYFIsN5qlKHMFfPSH70TH/Jh4jZeM/0xpQM5NDmaSMXv3Lw0+bN8MzMN9BG1boFwd256bZENvZJB5bso3eUfHbr4MbGqDtEsr1Ht/XW9/EbU7UDmPqa6o9rnLfvo15f381MrY3rdeX9hwcul4V1zdQqlFLJa+bu7uA06O5c6einapTM6O2Z8FrebGCb06ft2t3BdCBtPhzNwfb2ibDRVvdfQ+wo9IBfRzkAggHwHkjUZm0D13UlKiOoTv4llqoarJY1511p0+1Y7r3Oja7tYIPu7GK2FmspJtcHqA64Va/xxR1jA/Ofny/U2kjJsuFC8edggXaNamyuWlnWTHbAcbNdI1/94nq7yeu72a/8+Iwp2tsoCwDVv7fgIGgYTIrNtsrYlj93ztEC1FsKPjw8Arbf5Zx5en7mcj7zfD5buy5nSIyABcbcHQGbB6khhgEa19Qse6yJNPU+29GALu8Kglp3iRQSc5q5O95xf3fPq/t7DocDUwTUeqIqzUoMWiUkIURBm3jM6TOqGtOi5jpsRe8pXrValjsGWgnUdaWsmfPjo9Okr2SxOtygEdFEIFGCOIPFYh97Dp5sCL2LiYz2cH2Pad1H6LuzsvlfZra2+a84sLfzX4Y/0Wi+aLYg1O64AhIiNVTS5KUrPRCllwqavWIkFbpt3vwvA6kNaNQRmPeyFrv4vv7Hvh12vk33iXwuaB8jcbAtbK/TsFG/1e/Rb2qAX/tx6vNfxMtkP08qAX4mGM55pakpBYbJApAQet2GMLtCc9NKUDPMRr+wCYR4cOpUBzCeOMGyaASnG4Xihl5diMcdSnpfUb+3IF4LZn1oBaGKkEik0Fyj2DbDxWk/I8Hg61H8ebbSyDXTcqV4cfcUIik0648ViqE3Qa3RfMgUGlkLRQtNMip10CZETLE+RkhJKMGEvx4eHnl8fDRDcbn65mO9TWur7Cl+nW65/4K9E2ibUHaE9cOHB1SFw+HId999x5QmQohcriutrdRydcW7Mx/e/T1Lfqa2FTkUWlw5lTurzY6J+9NbkgSmELhczqAR2Gp0uk/d51Kf7N04xhj57jff8b+8/V/43e9+z/t3H3h+OvP89MzT4xN/+w9/z3J95vvXiSkICSFlHZ55Ww15XteVdV1tE1wXaJAJVutcFSlW6xBjYvKsUI3RDEauXNYLWRurVnJrQCKmidigC7dVdVVpzyDWtVoQHCNTsP6RmlZrf9EKazu7gnQdioy1GwkVimYzB8laifwMG+PP6Ogonno2qIJ0QYOAQVqGFPcyhf1u6VXufp42zOQ+XJb9J+nm+IooLcxomNFwh7aCygp6Ba0EsrdbYmwABHHndwsNFdh6PdcRsKi3Pdv6+d2CTMNh8M/Yup3a0TvgqW9EDUabGXuL15x6NmWvvqidBrkNlJ1jHxDSHfG94eYm3u8b10fODS8D4h7s9iB3O9leOdqoiHpzac3HUzywCA3veQo90pCq1GiOeqkNyXlcsAWeifPTI9Iqf4yB9e1bDscj9/f3PD09EXuQyRbs0sepB8O6CYKIWBAUvea4g0x9I76ty1akWTFOCsLhMBFjJE2R+TiR0swpRqdwNhdAVo6HhFJsT4tGMattE2xqrdwojoJn59Gb5/GLPQTLDEyTjXOMVtIkHjBSvVasjPu1zI29vfevrM2EXcZ6VCWXXre9OXod7OmsgFGWsQM5+uRvbROOnKbd87457DkNBoEHuna+MNpt9axwjP59NXDfsiagGmgNlrXy4eGR//Jf/57L9ep9es3Jb61xPMzMswM7rVJK4+nxEQQXtnJ70SrLcuVyuXB3d+J0PCCw2SDPjK25cP/qDSkmDvPcO4NZ8BxNDGcI9DkzJsbINE1jzz0ej2zMBos6l5y5Xq88PDxwNx84xMiUZuZkwarWYvhibVwvVx4fH6naSMF7Pruj2uvoLbmgWz/unc3pooHLuiIiHA8nWl1pbUFCGX3bg4Miqsr1cuWnH3/iN7/5HhG7JhPbKuaE+9yLNBYRzmsmV6ULub3YYOxK3Bb2QNiubp8Zlpt/fq3Hy70XuAGQwkCnxDRb1FpnWWCxB6g+f/Tn/8c//pH379+RcybnPOZAD5Qvl4v5cdfrtje+cIz2zKh9+c+6LnTV9PP5QJomXt2/4nQ8Ms8Ty/WK0Ahp4hgDr453/O/++/+Bf/NX3/Nv/+q3tPxArSvXayEKaAxMcyRIQkjGyBT1tp2ZWrIF7v36vLb3/PhImiamQ2KanSHTmoniXa+8/+FHtGaiZmKNtBTROdLmCa2Tzfsg27/Bev0qttdYnNdbFFmcZcrRcpMV7fvz3ufZwHM2+yfiGeeNSaYufKV0NXE8LjNtgRCisXBCIMTscwETR+7unhpYVsqurWQXFfZA1NgyXvLQ6rDrEjYb33sMGxiz+SX9+Zu/Br38ZXQEQm/mz6aYvQNKO3DYfUMfrOhj2Dxg+dLe/eWa4d1/Hd0ZHHURphhIbqQypuJr1OaOfEAVNTnxZlmf1FufNEEnu/RaGkUs0+atB+2JxNvrsdo9RweaImoZwShKJNqNu3CWqqtU49GJKqEFYur9+9RjAMsYaFAk+hceMGm1frNkd2YbzUjSiLTxWtfCGPEEVVjXxrVknp6euVwXywpXmywbjXKjUlq2sddnflpRdv9cWjPk9Kef3vHV2zd8/5vvDFlTZV2vrOuFdb2Q1zPXyxM//vQDtV1RKdy//ZZpuXC5nDmFE5NM0CDFGTm8HmIBtTZiUF9AO8fbH88+uHjz5g2nuzuIkePJnOB/+sMf+eM//ZGmyloyz9cr52tmnSZa9P6UDbT6HMgm1Z5zHrRmmhI1WF+yqqQ6WS15U+JkNQ+p945zxL8261VHiIRgQUyMM1NSrnk1VcFmAiCiEWkTEEEDaZ4cMbOMGK0SiIPu0nWbtHYn0J0CxUsGfjnBsIxnaWMnYGGvBMTr4JtuGTEHDj9x9CzBbaC1d3JVnF5p1m44rdbWzDPE3qvbzOG2tVvA+yIXsA8sOyJ58zvPBr6oWbxZUzBouTeqt2NNDpjV703HWIXd6/tm/zkRrA393DyTDrIOFFN2t7S71+16PvH8BmtjC4b3nzHez+3bxzn3v8NFVRzWEJ/jfazsGUCt1rrAAtZOYa1czhcAjqc7Xr16RQyBV/f3PLjDfpOh4GObtl1PD5nZbaIbCj7u/UVdvrhibtypfAvb+412Zyrh01SZ58n1DUCkOt0br19stGq9bVt/vrBRpj/1MH5hR58VqiYuk3OhYg6ydKlB3cFZYoGeva2r0/YTdWfEyywcRbLM+q3wXP+3r1nkpUG5XUfWksUsk720Z5wNeRYHy5q3KjJHqrdw2ven3JDcfelBv7nlupgTfz7TPHBdXWQqxUBKPrdQL48olLwyzRMHD1A7kLuuVo6UogG3nQnWfKwv5wvny4XvfvM9qQe4pdCaMjkVOrpY1p5yDpv4WFeuD2ELKASxfXQtLJeFY0iWcOj+wpoRzJHNroJ9XbM9Y/NcN9ulBvjVbisc0NrrIvQsX87Fg/Kjl6dAij2jt9koo19W1uXK8/MTMUZev31L7GJJ1WDH2pSCUhpkp2Z3Bo3NK3wP2flE41uzHzfeyovX/hqOttuT+vp7EWoOcKCLajUB168y/zzi88yyrTHYnhdf+HYDxHI2wYeHB56fn5AgJgblX93nzzmboGqva+/7bt/v2AEYu7lkR7c45hs09TlQGst14TBPvDrNJggX4Ju3d3zz9Wu+//YtX72+4zgHnpdCK9mCOPckOgMmJCunq1V2yadqwXUH5jxuaLVQUFStrFFQWs4s5zPr5Uq+XJBWQBo1eDlBAJInZ5r6uKsDdN1v3NlVPDxB7Fq9Y4yEsCXuHBzsYwmgrQ0KNN3mdj9sN6at08sB/Dr2npQ2NR0nsDJIT1hUf15WMrc9u045H+LJLtbVtNvb/iy9NKn2lnm4rTKfKsimxdGBrM466fO3zxNb0i9YPqpDRNGnjY/rtqd8tLP8bwqGRayH6zCSMmp9hMCcxHrBViWoZZGiWrAZQ7Ceq+BtRpx+oC6cIbYYNbgCqGwF9N2vE5Xx4Do6YBleeyg2GSJJlCiV2NtD0FvhuGHUrtxoVOYUAkGtwbw206rW0DVBzB2snrktWsia7cF7rqxpQYLtwqMmqmcRULTAoo3LuvL4/GwNyIu1A+otV3rgZsGwv69tKnGDluQTpjugfaKoQimNH374ia/eviGXMtCRdbH+Z6v3QTtfnvjw8B6VlRhN4GPJC9fLhemQibESmpLCxHSIfp0meqCpezzdBbydYn1yvX79GkSY7+745tvvWK4Lx+N/BhGenp95fnrmsixclkKWZCR6NbqKVqVmo6jUXMilfBQMdyVsm/SW4UmTASDRMwGKjGClqQmFSTRQJISJFBVdsqFaVU1UQBKhTYipoxHmiSDJQJlSvMdw9LmzUS6aNJ8pQsUF3hq/qGD4U9TVKs1XkIxAuL0wILeOxd5I3Z5XbFdxQbEwgmGXrGHUgu6Mep9fYaxj3YD9nVPVP2cYxl0Q252Epo19du8lAh1CMLxthxoOR1C37Up3nzWCI+mZoC8EwrsNvsfD++D0xuEYdm7/Pm6C/Bui+QtUdLvSzdF4+Yy3U946Ov3zmv/cHS1jce1oRkCgjfpjka010/V6BeB6f6WpKdy+evWK0+m0Ez/arj3sAvm9U/Ty/rqjZ+t+G4cNHLF5Y2yROETA7C3udohv6l4jlZJl49pwJLMh9Q1CdAcpbH0v240z9+na7V/i0e/NArtMwdvrDIaIv1A6RXmbZ00NeKaD5SMgNpemuV34nODby/1EfK3392xZh34duhOZYac+zXAQDUSSUUvc7cueHbGfa6a4aldwvV65XK5czkbhtYzKAhqYUnQatAX8uRVazbSyIvPEPE9eD2xCM9ZbtbowkLjDWJ1OWrhczjw+PlmpUIykNLEWyw2PmuGdgOZ+3PaB/GDwNIsOQ1BaqZRcuF6uvDqexrNprZHXSoyWvVs9GF7XTOwRI7d2adhLCSB2/aMGETMbtVr2HITjYfNfLAiOI4ga76mVVRfOz89M08xXX3897tnaYuE+mYFT2X0m7aCkDqWKm3V4az466tFnlnz8t1/4sdn3vn29VGDfjh4UGzi4MTRUTUAweGVEiBBptMgNlXm/75ZSeHh4sPpfbQM4MvZFvLm+/Z740in61P40mEGAtbEMlKYghctl4TpfOM4Tb+9+w2GKHJPw7Vev+O13b/nNN6958+rAPAmPLVPrarXBAfCuMBob0hISIxKKX2P1xIh6daB1BmHcW6NWCHmF1ijLwvXpmfVyoS4LwbOdLVryQKdgiTp68AgqzkjS4FnpsGVV6Hhi38f6GO7spG6aQd0fkN3Y9RILS1i4P0Rnmtq97bOn4AlJ96V769g2Ptf3e39tdNbLPm5R/7c602xb85gd2scxvger9n1fEW8/araam3mrL34eICebne9zy4ADK4/az7BeVrM/4c+t/C8Gw+b0WJCYq50qJideK8xpAlWj2NSVotV6UoZADJE1r6a03ANGIIVoCIB6EKQujiPWLzIiA30ManTFjgoazc8yelGNchCjKf3OkjjINPrIpk7pEqxFj0KSyCHMRiWo2dT4pJHCYTjGUi1dX3ImCCyrqTPWaJOqSUWpnrXWobzcst1HK0LLgccWeFwzHx7PPF1WlnVlrdmyw61S6l5hz5CUgf4MJ2VrfeKPGBETnsk58+HDA/+P//v/k7wu/Lt/99ecDjMxCs+PH1iWM8vlmeeHd7RW+Ld//R+4u7vneDpxPL2GkFCCZ+2vtGbAQpTE/f0bG4NidBXHt3xCjvlo86E7l4fDkF24u7vjcDjym99+z9P5zA/v3vN0vrC0xtOSucaZNWCGojZaxoPhRl4zeTXaypKzIeOKAS4Nktp1FK3Uy8Xd3eZCVkKaJ5oaLXIpmVYaEsQDo2CMDy9NnZL1ypR5QqogNZi4QIQUJg7paC2dNI65r6hRrFWdtm/ia6gaqNJVp34hR59bvXF6xbLCIrIZNGeFfIpGtW3Gt+frfwNBQ6RFo7OjirTKVJpvGhVCxikVA84KMNC+hmwT7vbT6ZsF4AipgSw9AHp5fETNcidha/di2fGmGwX8ZcAL5rC1F0H5TZD0ie/bza8+Ril7wHkToI5A+OcP7UHsF//+iWN8XkcdPn5PBzE2Z2XrZboBdlYn/Or+njdv3iAifPjwYVA7XwIGe3CiBw5BkiPzfYxMtG5cz+7/+OZ+nI3Cai1sxOs0LUBZloV6udL9seqfOR8OSIikqcD5QqmN0JTQlW1D4ZPB8K/EmQYb31qz7UWtoN7vFhqhp1x3q2j/U6AzJzbtjmFY0YHx93nRKZQ3oIiqs3ZMJbZ/yn6exF5L6Pu5CFvtl/Y5Mm7oZr4W319jq8S4PbkeSPVnW3Ljxx9+5OH9B2+jUqklc72cOR3vuTseiGIAXhCl5oW8LMxTZJ4iKVr5QM2Zx4dHQhDvcWqMolaL64UUHp6eePfuHQ+PT7ZeJqurD8sKrVorqK7m6j1J52naKfna+JdSvL9r8EBkE9fKOfPw8MDXr98YEyIlLs+P/PDuR6YpUPLKh/cfuF6vlFqJc/JWM21jvGCBQi7VsmrAsmamyUWEmnURsa+CYPXVRgm1sjONlSnNTOnAPB1YYkWxuXC5PDPNk4lsCcxTIpdrT5PRUEpTLlejlPdEg6EynwbQ/ts6bjNln93v9u/Q/bZkQEqKydauWAcPMFGkLnS4X4uLA56bz2rXsV/ft9n6Xr//z7OZveJbMfZRiJEwBSgry3Lh/Cy8Pn3Fv/+3f8V/9x//Fb/77Tf85V++JmhhufzI8+MP5r/HiRCsxWlDaFWoTchFycUAvZhmDkQmLwcxVXmPNVoxFqEqeV2oJZPPF9qaoVQSVhqZAOmCf03R2ix5o80C7Gi05BCtJZ2I+Td1DIsJvyIYVbiZyBfVa/nrFph/avuJTqfd9C38rEEIIY35AZtPV7KznhjE2QEO6z4oVdgD1z1Y/nhOeZAtlknugIL5T8amCWELlI1lIpvPJkIvaameba61Ms+zJUmDEENyu9RrpLu/0z97TMnt+vyvoxXmF+biz/QZFtquX68hCpuT0gc4hkBSowaEGIlhR3NsTlWUnnXodDzXxWnqRdIv7gCze+LZCcUo2FrV+x53KpwZ6khkkkT12sU46Dl4LVRzqmvwDLKJLxEiU5ico69ARZy7rq6QVmP1bITTSHED4fXSpVirpIArrLXGUoXrmrmulTXbptE35y6gsdUFb8HwQIH2qNr+8InT1Hqg/vTTO/7xH/+J//J3/5X7+xOHOSGaqWWllkxMgSkc+erNW+7uXnM43BPSRFMMdcMWfa0ryGx1ZMmz6EN1sI2H0lFGfIKBGcfz+UxVJU4T03zYXa7XLQZbZNY6WM3gYhlco1Z1pMmz8oNOrjYHmloWWZx2go4G3iFumSObV9ZKqVPRA9EXvCHKQQIxJJs5snPAJRhlvjXXjrGscBTvXazW8/pm8d/81zMcv6xjZDzFHFSRfZ7g42OfebT3b+fZfjlebRTpGNEUjd6DsUwcDUHVeu71Fm6WR/55JM8+ZnvVRhXr6+b2b/v7HffduroxZpBFdwb+JvTabC+dbjR+/Hyg2a9xjNEnxuqjN2x31VFgv4mblw0kle1+fm7UBpq6R13dEZYXoEPfSMYoaA9wuu3eWh+Z3TBQbLS22X3WSzpc2713D/aFrrK5u6fN8X3h7Pk4dcCmeTDRs8DaM8pOAzSbul1XiLZvWX3kTsu8KWhv67Of57+0lf2FY4smPQC2Lxn/bsf4XsFEJWX3+431IHjtOVbvZR+zPb/bZ+njOWjAtzVRw7dwkMSyDpsDjm4ZCVuP+8/bPrc7VzFuQdT4W63Uqqxr5fnpieV6ofcDVReQiSJMU/TPbqiaKnIuK9MUSSncZGZKySbg43W8PWvXmvkJz8/PLMu60ZxFbgQXh+PJBh70TPFLMLL30xY2wKCWSs6Z63VhWUwI7Hg8gGL07ayUbFTuWqs9UukZdc888TELBgfnY2pbP/j9VOo217PVFhRHC4zjRIyTCVTjdNtayHllzSudyLsFTm5rGls7l7KJfH0q6NvvvDf2+vabX82xjbljmfsxeWHDfbnc7ilu6q2uX4gI1buahCY36xU2bRjVLRju50Ah9DYzul3Cv3TU94+t146ilgFMEjhMwv0p8f23r/jNt6/45qsTUyyU9cp6faKsF0qpJMX8zgBVhVLL8NW1WRBpAq1CLTr8xe4AaBcMa5V8vRp75nq1fa+5D9A3RN3uvzVLkEUxdfsYAl2wD/HIZVc+MhgxurHwxvP08yu2xw6v8yVgLi/2J+klrf4Jup11PNcxIfwhjg2/f2Mn2gDH7ffWdKDt/rbbE8QS383b3w0Byr6Xuq8l2hOfDDupPRZgo4O3gOlB+Qut48ve3uwud3/INnZ/yvHlYDiYcFGtzTJqAq3ida2Vim0WAeEQEyqJYDJu5pio1V3W1eXCYzAapkCUaFm7aIhJX8DiATcKVBPasX5cRveptVp7pBBpJjJMJDBJ5BAmD4athli6Vx8smAli2eFIgDA59TUwT92Ba7S20pogXsvaSqNSkIgJrahRpwuFKkrBZNapSoqBJkLRwDnD85J5XirPS+a8rKwleza4jXqKjvh0yslePGvfB9SGZ8vKqNc6/+M//pFaK4fDkW++ecOb1/f89V/9jhSVKM1qeU8nfvPdX5DiK2I8opjAWWkrVYsFzrUSQyNFHJEzQ9lcNl3V1NjCjgoTnOJ+vV75u7/7O0qtnO7uORxPhBg5ny+sebUsW4gQIlmELEJBR01qqdUFxeyeS7Y6pNWNL9aZgaiCTsEr2hprXkEsw9tRpbUVlpK5rIstAqdNmhHX4SzHEKhhQ8N6355SM9JkGMokkSbJqFu1UdWULs2E+pd26TaBXm/3CzkUG4PenogAHcrySjsHCj7OCv/s4bVdSLBAeJ5opYJaDji0SmjNjVZD1DLDhrbGEcCMfve3sdo4RqAk4gDLbaZ2T8W9CeLBgQ9/f3CVQulZWtskBs2rbUHanjJff87c7vadP+XoAd7+Z98/Pv+G8Z7tfV96Xr2W8gbJx0UoxkYDt7CI/9/fUltz8DOQponD8cjbt28JIXC9Xul1lC8/ZxMGlJvAGXS0R3pJR+61h50CazZS0E5NFdshwukwhIashzkoZQQWmyqmOQspGdMGqfZ4RZCg3g6jYSIje8rqr8Wx9mhDK0HUqbLqe3MPOHYOjm7/3oYjXTuhEbw+LdIo6qF1vV2D/Xt8PHvXB9W0szOM4K73MLW3tCHa1Lsx9OCNHsb7M+rfl5IhJFLaguS+t+acWa+Vy/PCux9/5Pnx0Vr8ZBPViQJTChzmBJgqbhPlcn3iel148+Yrpnka4p9gWdm7u7tRHgA6WpQs1ys//PAjpez6LI9Whfb+aZpMtTqEIU40T/PoIzx6sgbr7zt51jjFRAoTy7Jyfr7w9PTEh/cfmEPkq7/8CwCW6+I6IivLdaGWuq1Bn++tNWPHhbrVyndF4BBu+orfAF0ecPUA31SLEykdmOYT03zHlJ5RrJVLKZllufD8/MhhPhBjotUyAGvU1vq6FtbFWkCJnmxn+oRd28Mzt7P818Tl2I4eg+H/mufh4OPL1+7jHv/XAmE8O+fAny9y88O2tdR8U6xNt7HXXrIIBKfsB/l0UPLPvrcNZmslU1uhkbg/TdwfD3z39R1/+ds3/Md/8y1/9fs3vHl9pGXr+fv0+IG8PBt9t1RCMHHUtbifWQqtWqeb4+FAjdWzuEpzUN4pRLA2WjEh18vzE7VmqCbKZfmXMEA/j0bR1iiu0G59lyMhhcGCbXV19f5tf+505q4rMMqIAMSSaLgeRnJ2iLlMja7krbVB0BvQrH/fA8zaOnPH9j71sR7tJMV9J3rQaXtAtwvFewFvgGOfCmNW0ZOGIW7EZdWtTGRj1rntCDtAvm6xj/Sx9FpvBOtL7kJkPbkFOOi9rfQtNcWw+fwJe/eXWyuVPBTWREzluawrqgWlUqSiIY7eeyIdebBLmr31zQpDYCjnAmJNt5uLV4IhJ1WrBa5i1MSQlKgwOXLY0FGfWVolV1MDjXEmhcAhQHedY4geFjdaMJEAqzW2IZnDZIIrEjhE+x5plGJ016BAFeraqKUhoRHmOGoQL5opWlkoSDNBnXlOaIhUgWupXHLlkpVcNyqC4ogKm9Ot/uD3GeF+jAzKTYZFBrL94f0Dl4ttfq9enXjz5p74f/4/8f13X/H9d1+5oydcl6tRupqiARtFz+53TFW1UMrVFkiAlAK9N5pqryVlGERVa6ny448/8tNPP1GbtacQ+YACay58ePeB6+Vq7SemCaZEFVi1kWsZRqJqpWhFqwEupSirUzlEhViNHVCDjCzQUjMIrMV+rq1yrgu5VaoWF/gxqmR3ZlNMtKDUKoZMt8K1FESM2q9aEYVJoylOdPp0c0eq96ysjlCJMQsspg4ELTcgxp/z0cXa+n8NfJNTF5PYAVQjk7i9f8xT5WbObi+gL/DNcu6DNadm01ZXM1Zi0C0IH0a5f7Djot2xdpSweSDf1cG3ehX4oiu0Q717VnlkjjyC7aqHN07f5vmNMQnsnfGPh6E77D93vHx/z9oM51m2Hp/7o/9uf203wccnzr2nXap2xcru/Ozur/9dPj7XyLKpcr0u/MMf/oF3799zmGfmeebdu3dbIKq3NK4RlO6C5VLKcIV6u42UrG0MmP7EcD/cLva615zhcJjpLdVitDUd0+St9Ez5ttRKdZCus0vwMTbqvtKC3lxnZ0P9/8Tb+7M4dHx11WgTW7KwMuCo6GBg3c6f0chCd+dqprBPM+RcEIjpo8AphOD1b5tCcW0GIu7nbJ/rG82vB9C7YLjhgXW7mZM9sN9/bvdbSzGRxnVdeXq88Pjh2TPDV9QFnkouHA8T82y1wogxqK5na1HYajbl8sky1yWvRs0MQormuFZXbhZgWRaez2ceHx85Ho4c7+7MsVWnlyLeBmmyr96mqLYRcAM3/kFv2zRNkzu+Vvucc+YwH1iXlYcPDzzc37MuK6fjkVpWyg7MKqXQdHJwrz8Lo3xXt6ENRo3jBhhZ54SQqtsaHHDudZ+JKc28fvWWu9Nrng8Lz3G14EFAWyWvK89Pj4Q3QkqRKN63VHX3/JV1zVyeL9T6Bo29jcsLO9uDhzFBt6CNl6/9FRx7HY+bPZmX65RBe8XXUQgbe601IGzJJoCahFpt5nZGdNt9gOJsUSxZZbiaMwg8IB/NgAeg+vln0AOWnTvh1+6tvHxe1WIlM99+8zW/+fot37w+Uq9PPJYnal1ZlyvL9UperkZvplDKM63Cmqv5Z8GZJlhAVb18Ia8ruRTrD75Uaq6Ui7VIy3mlZBPTC5ZKNj/ec3gVsS4MVVlWcaHeaOUcKCFFVMUEQhPDd+/7l92rUYG96c5YS9osGB6AbN8/Ozirikb3mETHM7Q50nM8wTR2JKASjXFBp4IrnQ8kDvo3tVrgbt9vYpLuAzTdZWTdL9sFoc39JG1KTAGRRGseHnt8yGAc91jVfjbhMZtHnb2i4vPU24L15AUefJvfI7fXuZt6bff7zx1fDIZb7a0k7GGBKREqDcSyZIKhysEvLOyQWhv8QMRaLJnAULMevi+CdW2GTNjvHHXyXsbBzzvuQ3GBBStan3q/12CUip55rlSqbvTlnt1RNUcwiikRp2CG2CENc9J9F2il0cSvWaJPDmsfsWrlSiH2MWiuahxhrY2lNNZqqohjcmhXeLObN+GlW+Gsl/ToQbMck4/hFCzLhefzMx8+fOB4mnj75hX/x//9/8jXb+45zLM5vAi5rCBx1Lpifr07nH1CNppagNp7+dq1yDbwLybTslgD9vP57AwCJTvCU5pyfn52J8FV/MD0uLVSXOCoP8cufGUBjfe57tSKBiLqeVcDQ1b1FhnFqd6tci2r13wqndpv9B77PgZTolbsM0ppVvPkwgmqxTZ5GlJNVEurqeCpigMDWKAstiCjxBGYKXrT+/LP+ejL70YtWtuuLKIHwvZ6GQ7T7hyO8Nxm8WTb0XR7zYYmm90QX9OiZWt91t+Px9EvsgDbtfi5d3ezb2+03eHPBMTsA+Db783/VrN9bnvbOO0WKIpb3lua0ouBGtfzzwum+nhIp4q+uO6b76Xfb7/u7VM/Ou8+QIGBDu8zpz0ovXGt3PEdf/Eg2nqCLvz07h2H+cw8TZxOJ56fn28R4RcB+s2huJNgP4aBBEff8ARTOt4HV4wgu+6ef2vN9CckeKZNQQKlWaELmWGLu1mzQA1b62z9wg0sAe1UuF/B0YNeqwNv/qXDidgyw2Fn9n2tD8uBvW8cPRDS0dKlZ/ThxZyT/TLqdcJtBzi4U9XaeH0PhvcU3k1x1fbUvY8At0Be98SMepsppXK9XDg/P3sAvFo2oqzUUpnSyQPbHiRWD4QLoEaR9h7VtVhblK5mHoIB+h3MW9eVZbmyLgvHw5HDPDtYa36W+N7UKdEhhAG8b1RxuVlLHVjobZWaWm/UWgpzmmjVgODz+Qytbln2/jS1t8ZinM9HmVbq4DjZqHbVWPOfeotBCdHKYOh7dRf5MeX2eZ45Hk7M05EgsRciONOqcL1eub+729kgazuDi/agUIvZls2+N7qj3q+7i3sJG+jxz7e2v+BDtvu9YUTZN+yZPiL9dQxGAxjzrkUhVCFGobdb6oFSD5rGB+780i37drtrdHbVduz3rP1ve/DVM5NbyQZgLE1PFt2djtydDhySUK5nVi2Uurqy9WpAZ1VqK6xLoZTGuhZCSKRkzIsuCtxr+a2EILNcF8o1m4bNpQxboa3YNaVhCVFpVousULt6ailELJNZa0RCB1wNLg+7/elGDbqPll/XSIzVDZwWxbO7jDUGXq7o4zWGtH+ObHY3jPnQfdiuNG2Tx5huzdddG9nXAWDv92zZ5tiWNNmeZsD20YYSMe2p1npA7zGFCp9boft9HBFowUu5OnDgnyjbXNvnhse8dHvQ18GXji8Gw4A94AYxJUxrrvjJhUoDdSUv1VE7E0NkCsIswirCshgK3+myoavLqgc81VCGhoHKIRh9eQqRKUSiB0a20Vpq3RANe6jRaR5JGarLEoS1raxarUdea7RSR5pd5mAtcwiEbki7I6SWEdV++2qZAmX7e16VVSsXLcxJSFGI/gBLazxdF56uhSKRFgKEODIW9rDbRpPu11e7Q/DCfXWAodVqQTldxbGQS7Wie//s01x58+otX7/9mq+/+prSrMdYVqunUK2oJGKYmNId83xHjGYgGtZ/93q9IgJlcgEC+XiaGAWtcD6feXh4sOA3Zx6uC+fL1a8LlnUFjP4lIfDj4wOvysxhnnijE1RlLZW1rOSSDakkerF88Uys0rmySzHxsWteKLWgNOsV7cJklYKKIlGoywIqpDjRK7Okp+jBAvHauOTFllGAIIo1o5iIdSK0hBaXdZIALXpGYmvXESS5QQg+B352Vf1ZHDuXFmA4lkG7svpGudpAzC0A+dnze50drSDF1Li1VqRWBGUKRjdKXiDsPtDu/S/jSZvj/TrG5ulgEuCUoBdrSHdB7u73o+ZdmyeYtr/3gLgXBQQEiWmAUCObKRYM2tr+NCPgpTvwzzq658Kn76H/3m+SDl72t376lDLW78jA7O+9by66ndv60LrOwBYNE3zTfP/uAzEE5hT55ttvePX6Ffmx8Hw+f9TneZ/169eTUoLQSxp0bOaAiyjZNthiD75uM40xJjuHX7jpPViZhWGg7sT3FkwxUupGBUVsX+iDFupGD+vXfysc82s4ZJQKRS/5CJ+4v81VG66pz7OGkzPpnSYILlQYLegKKY1nBIxxrF4m1LWByYXWPMiMwRy11qhhe8a9rZW2ZvV8rtMB5g/YUjFqtrqQjTRnefn+uq6F6/lsFOR15fHDI+/fvSfnlVoLTSt5WSil8fr42lpH+nxspbBczqQYmSdjo4GirbBcL9RSuL+7Y56msca6fXp6euL56ZEoyt3xwNs3r5ljImJZ8piStQhUb2e0s2FGkTYWR89ojzWFJRFKzeRauFyfqW3lzZt7Dg70n5+fSDEwx0Ryoa3m42caDlbf21scgZigmjNtPMW1ZdFqRVIa+4e1JKs8X55JUZhSoLSZORx4/eYNr9/8xNPTQtM/DH9ERKBWlusTtbxCaBxTYMXWW2cHiRj1/Hy+kmtlbh242c9Nh2+c7k2ULej28ezr/9cYHn/a3u/3ibGL3+zdHa8dNtSTV7NvvFZLa/TYqoxQ2LW8N7DVbXoHrl6qSn85BtGxxwxAeg9q7Q4Laq0e/vHxmX/8xz9SygUoHI6z1fvXwnK5mtaPi7LW2liv1rqsdaov/uU+4PW6UnJlWRZL+DVFmoxJmKatttWoveqgqbOqvT+9xGjQke85tdmXogS1kkuk05h7G6Ud67NZ5kx7INx0m+4Bc4rc/0kpushZHba4z4cOXLl1HGBTXy/9SdJ/8v01xuAaEtvaoXagqz8naG0Tz+zHtp8z7NU0RSB95LNVr9u+UZ1uxkSo9VbgsLPzdOeRVk/Ktl5m59c/6PrcBsfiDKUvLf8vBsO5b3qOCdmARlc+EyQ0JKgFoz7wKo0hgWNFCVSa1aZqM3RQDJ1PGggaSGKa0QFMydbbM9EEbVClK6mpoxti9Iwe4KjVDQdvgWN+YbPmzp52xwOqjhRrNQe4ipIbVLEsdHPqVvNIW1WZ7Kkhxd4fNEA1cbGm4GLDNCK5CdcK1wxLb1LdKdC1eY9bHT8PNNyVONUpw6qeNfZnYU6dN6buj1k6cq+oVl7d3fHt12/55qvX3B1naIWaF6sHlb5YFAmWwWxOkzLJc6NTxxTI2YxE0Wrq4SmMWmy0OXqFZ4NWrldTnQZMZCAbsi6Och/nieIo1OX8xDMnnlrlkkCqUqupZpqh2ujHcUzejSbXsxjBjayqCTRVGtnruYPIJlqgSnV1YG1Qw+406uvIa91aNRSqilBclg1Rm++KMxUiESVohgZVKyJG5zHKkBK+tOL+jI7RQkcct3RnMtCD4Vtj148/JRDehsAcOwuAs20YzcSyglgwPIk4PrlhfJ0B0LUdts/20/dAeRfA6c0f+7e7s34iILMMzIaAbhnyrcY4uGp4oAtNbRRjUyo3qj9l611oSPw+mv+XzYl+rTc3/zPHeGRf8EI+CvxfeFRjs/RNrP+964C8PE/vvdypTcuykNfMcr3e0KTtI+Tm/UMfQXXYEXSzkV0tdwuKxru3Z7qbJD2LJ80ZG0G3wP7lGPZMJf1WPRjetePZt3H4k+b+L+Rw98FEZEabpO4qaX/0sFs/m4ux/9deaOPYDazPF6cDvnz+HRhOKXoWob9H2eUuzYYPGufOcLObrx2bcbFH9VZGtVRqzqYmm4oDz4VWrQ9pWVfycmW9Xsc8LMXUpGkwR+tpH7SD9kbtTWm27JIy6vxqWdGmHObJeuzizrDXJmfP2J4OBw7zxBzjYEVFtQyr+J5loqI+rt4yLMaIBAuGOxhn92z7ctFKbpXSMtA4HRKn6cAUE0GtBq/WSkoWyM/zTFoSIXeQXiFEuk+lPXhUHfua0bbraKcz3GMfu7WtNA0gESQRpwN396958/Yrns9X4pQoq2XQLRg2ld68rt4D2cDHSN9PbXZV9zO6HZGeyeoTuQe5/gtjeMnuPnTsdb+e1Xt7fNk+KXsbvq3n/Wu2PuExBgekbO+LTXhhYf+ka4Fu619sGrvP3mYR9gj19hmJBzpDsLIp798/8HpWfnodSLERE8Rgqu21ZPKy+tp3f7t6bCGm+9OzrRaQKdQ2Sh2jBGv7Y47hmFOh+6LS7eMGMKgyso9Nbf3WpjQ1a9jZF4oMv0KCz2ERpHkCT0x81/Y+C8jH3GZjZKF9jG+ZcFvq4jYh010oe53s/v4xUNF9vqA7sWOV8Ry3LfRjidOYep2zMUdCEKOL+9ocNhwltjgEivv6bNXmmyqbppI/H5U6guLQGav9PhRLgEkHOFzc+cX8vh2jj48vBsNrV4z2tgK24QUkTBAayGLOLBHFJlaLug1+iLRQyFSKZoo2Upis9rc1hESSxEwa7i9u7CLiPyqta0SrBXI9SApYsBuakCQyMdmmLkpu2YLhtgXDoRn6HzRY1oBGs48xpKYPlBqWoqq0YspmKhYMG34eoUZDooZhFqpEliY8LMrzqlyyOlpVjXZUNoGsWjfBrC4epB7oNqcMb5Nf6JSm0FzxTnAkNPr8bnzz9Rv+8ve/4fvv3vLqbqLlC+v14n36rD9oDAE5HMEne87FhKViIk6JmJIhgq2x5syEoYVBK9H7EkVczbpUrteV8+WKiKladhXrWitTDMxT5HCYuS5X1px5fnrmQStzPfL1KZCKQm/QnhuikeAiLFOwNj80yxgaxGJqxEGs7ZZNk0BFWVuhNKeqOVtBqzkxpSmlKil6NqRv9CiRhraCaqWFCBJYtXqKFAdeLG8SsVYEkZXqn7dH+j5h9/9sj94+SHxdQw+Gu4RWjw0+jkZ/PijYAilpFTJIqdvm4nrwScSDYbU2bDrIKEZBGtewP/UuCNJPuzhbPY68eOvmkHeKoTnjbdSnjLZKfn7p7V+C9dUNLurQM5pW896QUIbzOz5LNpvyzz329bljvH0D/dz4v6SkWpDR37o9u33m6iXgsW2c7DJ6/j7dVZH2zWfE+0JMiVIKl/OZ56dnp5mVce59ffA+GO/B0r6feqvW172U6pmruAuGN+T4VmdBRxAiYuh1iGk4EC/jYduonSrOCAE3NHoHnNiYfbTL/kKPLfjtwad1edgASPt3T4N2l1gNldcXQoFBZAOv3KltJY85ojAyR82DSCvjsazrZo8ZQ9zw+mMH3Md87o6kX28Qq9E1sapKa4WWM2UxteJpPnggV9CWTRjncmU5X1guZ8tCtzqyrmjkOB2IIRJcPKiVynq5cnhz4JASASxrVhs1ryDC8TB7jTtoNbbU+XxmWRdarby+v+Nunplc+bnmikwY/VJkZIWlGRtJgq2p6HTsZVkGdXrMfzXAd9VC1YJIc7GhE4dpJi+rBf55ZZ4mAsrxeOS6XFjz4o47EEwQyLLZjAxVkL6Xbn5Mf6bNy85qU9a6MJF8o56Y5hP3r9/y9bffsZbKdJhZ60LNFviqRtbrmXy9kpeVeUoElCRq/VvdBpdaWBav9W/NApbdHBm86GbKwdp0o0Y6I7EnOX4da/fTe8Beof/2uGUTfe57wYQhCQGN5sukaG20gjJsp8Vnt6Tpz13jdubbQNyvyv/8sqRnLHDzvXx94wJPf/zjD0ztwreHyldvjpwOE3MMlLKS14V1sV7hzWuMUZjC7G33IjW7ivyub28UMZHXKGjse0W9HeOh7LsDc3GA2AbTGKy9HBNL9FrfcmNQgLOTHAy7BQ12wOtu2Lpvtu17jEAxjKwyjAiwB9DjUv3cqrfMH+n13Xbe5v6KYD6Plaoq0YNPlKEzs4lKbqez2uBt/zZNg7j73Qs/o1n8MfoW1z6HLbvYleSt9tk6TditdfEv26/U79n8LbCsp7wYW7MnX/JbvxgMP69XgnjtrwtQ1VJR51EeZqujDQgSJhTlWRfP9Hu1gMIUI4SZmTY2F0Odgqk+a7DMccvesxWiVjQvhCpoqG7vOgpjC7a5+JKGhgZ1tMURFBFT+XW6dRNT/T1OB1KI1GY9aJs2anDkJxhBtsuta7NzNW0UqVS1YvlGQJuY8fV7bFgd8fOq/PSUOefKWhu5rF6flIeSXdNd37A+y3VzCpt6VljpRTvQAYRaWK5np3wYNXOaI1+/ec3//D/8e/67f/9X5OWJh/fPPIv12pUQeHV/b/WuIpym11YrHKywX1GWvDAHMTQ8TlZkXxeW6wXylYoyH+44SkKjUTOu1wvX65nL5WIBqEmSesZPmGLgcDxxPJ14/yjExZRiD4cDYZ54zitpLYRrpl0rVAgaXW1NPdgNhGjPAEfuEZhTNFDDadRdaa+1SgqJOR3RdaFqFwAz569qFw6w5xAEjt6buDgdXx2Zq1QkVKZ0cDp9soBfI7muXLNTs4MFTz58i48AAQAASURBVKnNOzTvz//o5XkSBOm0RjbneOsWyjCiZqz3hvYz5x4OsbE5pGG1yB7saEdfcQDWf1QPhqt8ehjlxfcGsDryKF1TYdcjWW8d9u5E9H9r3WrjmjAyHv5iu001oOw4H4Zh7/Scw/FA89cty5V1zZzVamj7Wv7fcuzD+REUdx+i7zo9mykbwtx/95GY227TCCmOesRSXvY0t6O1jQKH2roesa+vTxB6P0iAy+VCqxZYbEP56cmy0ZzjABmiZ+I7ndJoYLo7zxbU7suOeomJOfPe0g9MsXyPCftzHwE/XYV856C1ztj57KP51R17sKSzGvaP7SWbYDitvj8BiAOVeJa2qPepDWkAIRuoYQ5n86zr0P4uldAbTEjDI5wNPKYLdarT9fpn+99MCxPAhG8ETnqH4NmUVsjrlafH91zOj6OlUs2Z5XIx2nianIZo863kTFkzJWcrB5gmx6AtWwzWqWCeJrMbfr3ruvL0fOZ0uuf+ZD2Lj8cT02E23Yua0ZK9NEzGGO3Bvj31b1kWRIT7+/uRLY4SLPBeVsqyoqUyxcScInNKzDGxxoC0zedI0wRBbI1oHM++91hf8pXeVtFYaCa+Y064lxf0ki6339VVeoNgbC/vnHE8nnj96pXVLEsYAjnaYKVwvlyZ5jNfvX2LYAGxuP8orttSc3aWiFoCe4RiHc4NY88ZX+5LdgDvC9vVr/r4U7YgX+5jD03RAIfDnHzcqpcqus0dNZ8fg6n2mbf22n+7f8Unfmef31u9jR7zAlUKWNjB5XLl+QkeP8zcTZFZAufHM7Ws5LIYMIV1AjkdDqQ0MaXZBRMLC6YDRDZbEQiW0EswzQaq9ZZOuhtAZeejt+GYj6CMYHajCz/Waom8iu7WKr5n3j6YwbyqnX4cxrq3mmMHL8V8sjD2wV6CokNjAN3q79Wp4SNWHgCijmezjzfq0AWQEXN1n0LVtIR6iWovWRXv2BLTS6BYscDUjHnswlf9r67joWq+aK14yWwfXw+Wa6M2A1VDjKTG0FAxv89EtQzAlpHIvGWNKS/n2svjyzTpWgwxiXE4w53CiypJd7UY0lGSvkG6gIka3Si46mt3tQObe9LbJZRWqbESRChaXfpf0ai+ocadKIUQgj9s3VFhdhO3T54QoiEcMZHiRAqBVjwT606zGXs3sbo3sE6nBrzaxYIE7TWjMtCl0qz+dcnFEOMRWG006do3k1Eb7IvAHbhxC8NW9Dvx8VKM6uXiUkLjMB/49pu3fPftW77+6hV5vVJzg5YNSU2J0+GAuFCHR4ce8NhnllKIqRrNQ3rbFfxaIefFULXpiEiwjX65Ov0rE6fZkMUYBxqUYmSaolPHIjUGppRI02QKr0uG2gi1IrVBBSU6E1qhdWr+Xv2wem8ydzjc6bDXhTHnt2ZHYfxfxQ2L082rVhpedyaRKYr/TVHq5mwFX/rSabVuSAQUzwoi0HsQ/28MgP7/dQzTJH2sek1G38jsdYFGCrY2siEqVKenj+DqE8e2Enfn9B+7YTaIrRMzw3DKxBke/TrtX3eQRkBrm1BTBhK4RyZFN9twQyfabd432dv+aR1hHLdl30RHOtNkrUFEYJqt1hWCt1wQU9xvzV327jDcBhP/kuMlJWpsSbtNy/p7bviv9qzOGM6N1rp9BaAHknv7I2M4RvaF7jT1Cp6tkkccfKieDe4bWs8uv3SabgWVvOdqD45T2gEZfePfz6X+/biqm2/VUMzt5b6hC7u36fbDHnXfj/WviRb9yeNT/mlHpV4AR+NlY5B48Tsby47F9B6cPUDqDsy+VVVreRNGckuwr0dTK/h1imwd/XlvLll3WgPasyruW7RmglfDbzGF1uYBcfE2Sqi6eJZ1IUgp0kvIFTwQ750qDHjFf19Kdn8kbEJ0vncYU6RwOh5NVO4wMU0zMSUHYCwjLS/m2jb3tqAYDMTpYMLIjMOoke+AQXBw02yCCYVaRp6x7OUTn9WDkFrrsJ2hVce84nY9bOujPw5bcjoyYRtDQ5zq3fdt/H3mwxRn05jZtRIpe7BOiW9bG63NfvkzVhn+YC9nQnW0W+nTub/p1xIQf3bP3f3+k/f6Ymu7scn794qtVXtuSmzGctQRGOGaILef0ufFjc0YAe7Ll9/ew+6R3ZwP7eJ4pksQ3F+x7G/vQV2oNZuOjLMH0pS8/dhMDNHrUXHNguqvdbaPdCp2MD9EARwkUsa/o82oyFiT243ZedR9zf7nDrAPONaTgexYTp89RiyyBZIyUP8+pu6HeTzSP62vs74PR2SELci2n3bWRH/9SAiMx/ty397/zW19By/xbL7/ofex7oB3v6cer3Xb1mCXYmcrTfO9otuSph58R1eV7v6e24LO3lLdYpv+7L44zvwcTboupBAIcQInThYxyi0olIYGYQ4etIqSUazCFEKzeuBv7t6Qq1FKl7X0p2HqrKKc88paFnJZIEYqgkphXRZqLYQ5kKaZw3w0AR4RUjKKQIsWtJvxlbHY8R7EIoFZDohAShNzMnSyNcv0Fm+t0URHbVJAmMQWQhClqMmEhJ7CF0ElIBqJJA9OG2suXHPhkjNr875iOPLSrJVQq8UCumGht9q42lswAdrGn4liNbCHaIrMtIqWTCuFaZr49u2J/8P//B/4V7/7hjf3E08ffqLklbxeiWnicDxwN89QCqKN4/0bkgiSZicdi0vPR0KcSFEQibQSoVZT5TtnKIVAROcTpRQ+vPuJ6/nZ6q/URMjevH7FMk9W1xTNEHUnIYbAlCKn04n70wldP9izrkqszSjt7viUUllzBpQ4mQFUUbLBR4gI5+VCrpVcCiFFJglclkqrgZYUqUaJF8wRUAm8e/hAbRkJdl9K8/7Jnr2IShNTwm5Oa58OB0S6guXII+IEeiPxK2QdOMMv4kgiXidmPaBVnJasarX7QBJlpnI/GX3tWStXDVw0WRuAL3gXg37tdrxn8brRrL7xiExuuJqDzU6VHLSkLXDqWevupHYnrqkiMXh6FwM+/Fy9rm9PeX15nT5LrL2bf6x6utrouoUY4HiYuH99h4n9eM/0MFtdYjtyvV4IJfPQGtdWqB09v1EA+OcenkHDyyN28ED/N4pt3ZHu4BhIIMHWjfp50N7O3nbF2joaLC7aUXeBsGzPMWwBrzmp9gSl2WfQjNae1zoyQp+iYO8DoaGE25+vO/gpTcwH62fas/fmE99OuN7KzyZi9E3a9ReaWm94Ownd+5cQkOaaFh3sdJpobYx50oOnlwHx5gT9eo5xj39CpPAycLr9m9nBEISI0RqrNK8dC54dCfQuBU0r18tqc2E7Ca250GXc6razl9Ko6ujDG8Tal4yyFF/r4E9XQLXQKqYwi3ogvNLqQl4v5PUy2qZoLZR14Xj3hsNhHplqBVebzkxTYpoTaYqg1sf4cjkzOdA76Db+N7vuyps3X3F/d0cQA/YlBDRYZwWtlaCNyH6+b3NvXVcmpgGowS2QBKC1UddMvq60tRBOmFhkbV7qY0B1df8j5y5smZxSbOcdvoqPtaploSLiXS9t/Wvb6Mewy8q0Ri4GqLemnJ8vVufc1MQ4w9aRQ0TRgLW0WTOtboraLa/GHhT1mmfrh91Bj81P34IE8/e2gHibmJ+crr/oQzvndn+I3C7hHpyM7/29bDDo/jARyf5WU9af0jTK9E0kahfU6nY+sPWPYvONjeHQ9+s/9TAZP3eAPa4Qgflw4P544Ouvjrx5FZmmRC2F9awgJn7XqMxTYppnXr99QwqJIIGSzadclszjwzPLspLX6oyVZP2z3d+Q0FlWcYxSrT1x1lwcyrR6RqtNtjGK0gNLT8l4Qi56SRZAq1uZn3bxvyCkaCFZbxu303qns14NXAq7Z+x/boL4h1fdxLdqqc7K884AQUdSs8NF3WfY+xf75/oSfJHQwQ5xm21rz2SixHsCb4BEimnQnFtTp6pXHzP3pVsxYKxYuWhMwvE4k0tj7eUZXicdYiKmcTFIVa/13gERPRjeXfqXpuEXg2ENjRYwBUBfaC3sBkksS6rS+1UaftM8CpewNYo2tKS3HLDLKmKtEUrN5GLZ1KVYf7valDVfqa0SQ2IOwRwUV5AUCaMV0zWvBAoxFP+btbtRMefaxFes3ZJ0pTwNqEaiKlkziJCbIYpRrJUTXsRe8JqavLry8mRZZmlM1VT4oNc4ChWrf8yt1wjXnZCWK6QJjoy6kFY1SogN3cBsSQLznLi/PzHPFljWupJXJQfl7v7Am9cH3rw6kEKl5Ss1myjFuiwcT5G6Fh7fvyfSSEEo64KkmTjEsJR1XWyTqpXXd0YpUy2U1foWhilSJbFez9Aay7Ly/qc/cnl+pOaFloUpJQ6nE1mMjlxKNhVyVVot5Lzy/PzMeZqZgbiuTLVyDJEQrB5xsE86IoyiVQwtTr3vmIWhRumyRRWdYnmIsz0jSUhk0B+LitdaWfCfq/XKBkU0oIXNAKuhkN25qrUMI1G9tmwTW3KwwwOOJp/aZv48jxijQ3pWF2736GJ5ql67rUwRphiIosQIoW0I5QiyZAuaYB+wMRy2T2cCgwfJYkrzO7BzkxS1f7oaYv++B7mlVLT3xWMXwAx08Dao6YHYyPSzcwL6NfkcCMERyBAs2xC9t2eaR/AVQkLEsjVTiuRlNePdlHX1Df1f6Iht1/biBNKHxsYxxbAFxK70Wn1zbtrHxd/Yf27u2IptUKhuCP74mM3hHk90HzeNZ2uv7eyW/fN++ew/ldXoyPE0Ty5OtruGkeXbhPRaD7R97vT3W31l8uxZvKn99W/G/MEBld5v0YbA54qrZ34uIP7lHzrmwQB/dr/vQf8+AHtJkZb9uXw+DdPtgEhrDaKVMAVXWjXqn9V/GpDSs7UOWpViTlUVoged1cuLVEF7n9QdVe4mOHOdDh22unBdnhlZm1bQWtBqLVPs5+zCWtVKfEIgyJat7i2VjoeZGMTWiXh/62XhcLpnSuZnqN/Per3SWrWe24cD8/FI9HMa8GjXp7WQaiXUOhgVPSAec79Wx6delBWEQIqJWirX5wvrdUXXQpuKiYYFYblmLpcLj49PrNn6JD+fnyk1+5h4ll4ba15N8KtkejauNFeMyUIsE2Eyt3HsdJ0KgKnITilxPB6Z0sTq7WrWdeV4ODo4Hn0tR+bDkZhmJEbWXJgTzCkZSK0VoWCc92bBiriShNcNmznowNsuEJYuc2Rz9ldHk677GmjZPQf7c68FFV7Yq77ON3wQGyUd5UphxwIK4qUrDSRUpNeX29u42ZeUj6Le23pR3V7exQU+2gss6BMsi9n8Iccg3B2PvH39ir/43Te8PcH9YUFao6wFpFq5pEBIEyFNECK5VGrJXJ4uXK8rz+eF89nqz4VACxCiEicXykyduypDzMsAqm2fGCGkxxkhRPpvjd7cs9d2PwEHi9X3RvFEoCccFAMMpYP1sNllP2cfXgMtdRfw7Z+j+yj93BKQnp3x/b1pQyuU0IFl76JgSLHNJX80/VFuwf5L5hQG/jl121yunT/g80O1us617Sm1GcPQ9KB8KrhqqwW01XI06oJuKZJaJHdQXMHYQq7Xg/1SgrGGm6N/N1OxI0BfsAI/Ewxb0FFU6YpiIUa/6X7jwU4jdoG9Vtg2veCKwhNVfZKJ1feq9oyakks2cYTqCIAqNShrybRWSBG0JUIzqlJUIYVEi+YUWQZRCFK8RVJgitNI3U+pC+X0ps/u6BJQIk0LDVOB61YzuGOoqhRc2EczkwiihkwniSSNQ32u6Sb+00V1hrpsa4OSvdGf2IJk3U8mMeEoTPDpeJh4+/qeNJkDvi4QpRFD49Wrmdf3M/fHRKBQs1GX85pZ18w8N1qonJ+emCPoFCl5JXbBEkexitfk1Jw5zZMtVkfK87rgFd+UMIM2rpcrD+/fsVyeaWWhVkU4EMPdwJVKqSSvv2i1UnLmej5zORyZQ2DKxTJLKdlE7pT1jn67wdSmiIsf2Djt6qrRgUhGFaY4E0OyWnRX+i21Iv4cYjCKby3W3sc2UKdVdBU62AXDVs8mwerFa1WvQ96CDAvL6XyIPaP0z/oIYVN99+5yxJ10VdRKFANk4qhpEzd0XX0aBqL4IlvRj74Zyni/o6Ue3PIiUBrnCT0KtnnaNykwtkRr5viGZhm+6o7Q2G97MLMPkOGjz9m8g88cBhWPnn0xJo7HmeQKliIRCY6AhsByvfJ4vnBdC0GK7UPjc/704yUKL9uuN5ycrgCaYjSwQqy/p+LsfroD03yusouw28ZEsQ/cQIyXz3MXTG7j0p+vOw/CjaMwXvaZedHvsT+LEMSzfp9+3ae+H5CABwkhbkJbvWVFf33bIeGj36qv8QGe7ILfT7a5+9Ude0d5m2+jDGEXkNlLXjqwevv+vrfVro9he6NUATWGWT9P77XZpJcJ2XquXoJgra7MEduLsGlvazdsBtv+2tqg1bZaqc1U/9fl4qJ30QLhZq2cVI1CbXWw1SmWVt9muKYFCdl7EM+HowEp6pa/Wh/Su+hiMSi9vjmvK6pwOByY5tntw943MAaONtOeiB4E1129fWdS1F4r3ef5i69WGtezCVGRba+t00QV4XI+8/T8zPsP71nXq2ezLya2FdiBuo1SC7lYMNxtcGjBMlQZplpJzQPTPoN2tiKIBee9p/G6rlyXhXVZmKZ5tDns9zHNB+I0ISFaWV7oLWwaMjpg1C0gNvjKa4p3AdXePvQQWMYvfnWH7gKUoRHR0SsY9rvPGT61ZHX7hU/1Ed+aZy/O6IvU2OdiexFIM66jf3YP0gdY2S/o9h3cPqTdNWkYvas1tLE3HOaJ13d3fPftN7yaK0c+0J6spZmKGugWTTAxxAQSrBXZsvL48MzlWnh+XlmzMUmnybrZjFhGnNIrHgY0V73fyoNvg9S+h4jV3tuxze3tfsTJVMbAEmehMsDdPl4wKMZYkqYHdX1/br5PdZaYXUjfX6GLSzktxvwspfPDfQ+0Ek57hg48dN9qv2+PedSfsfvjY8k5c8SftTYd9SrbvVhMaPhVpKmJBI52Z/36g/S8DCE2uhMdohA1EBFiCdTWyKU5Xb2i2rVFbGxBbnor3/gh7ACETxxfDIYvbbEMUYNZJlKw2lPj6Su5QEoBYuIwH5AIz5ezf3AgzEckBLI21gZrUYpsmVOty1br4nW017Jafy8WbAT9abRKWxcoSiJwSJ5VFQugN+qdTcSZ2epXoxW1iy+s5vQ9y0pZK4FSF9bWuLIwpcRE4ChhGOO1VIoq4qIQ2pTDcSbJjEiFKVJToy2rUTFy8R7AW8ugl0I2fTK1Hcw2nFL/KQbht99/xTdff8W/+t3vWBbL0l6vgWVNlJr53e++55uv3hDIPD8sLN5yqrZGKY2vvzKKwrqciXNCU/DNdkGfn4nz0UKfvHBdrMVBvT4RglBr5vz8RF5XTncnDqdXnAhczo2np2d++vGfeHx4x+X8SMmVmo8c54l1Xci5sK6ZWq2h+bqYimQrhfcfHlguV357/4YwzxzTkXV9R8srqkYpmcOBELymShu1qlPtK8XVyas0WlBn+UZSnDl1emUzOp0G63W8rivXdSWeEoeQaGLzWJsa9bsHUs0yz51aJkEorVBbNfq/uqBayxZaCB4O44jULqD4Mz+CJL9+yyiKKkELoRVEMwklqnqbpZnOO7UNZzPS3RnqQQmf+N1wlkLwNRpHZrhniV9mETsw1RXqg7AJqyhW81OEuBejA9s02q738ItAuNew9d1E3RH/XOATUiLOk1Hym2WnppiYp0jQCfE+oMfDkXw8EKNwuV7NFhSl1E7x/Rcem1EYLkUQIQWjZsbg9fneEuNwPCFiLJXrdbHyjeVKdR82hq3Hu7uTtzP2c8DGi0B475hHz7S33oHgE2tgX7904zBgoGDtaqge4OS80pX3o4uSdKqtZeGD95h3xLn3DfZe7KYnUU0vANlogD34lmCCjlI8M8ZwrPeB8MvM8K/j2Hk5tz4QsOFD+4B4AFafOp3CFqwoIThlPxtro6hR26Q1KHWAmqgxp0rJnq2tlGUZgPGhzgMc2QMzo7emUXoArzW2yJheZ1TyYuUwUknzgTTNtLrQ6kLJV7RmUFOe1lqJAnMKzFGQllEVWsPVogOHaTJZweb3UAu0ymGKzJMFw6WsrIsp26b5wN2b18wO8kxTglZoDdNIyRktSkwzMVZTp/dguLdvAwMDai2D0QIbmyKlRMmZp/cPXJ/OtFyYmpKvCylFHh8fuCxXzpcL1+uFUjLX9WItdFLgOM/MU+JwOIxguHj7o6BeytCsPeZUZqY63U4ffy6tKukwcTweuZwvPD898f79e5brhXW5jrWPCCnNTPOB+1evOBzvmaYjuRViM5BboqnBNzIqFZK1wWw0grq6LW2ILXk+yGzHzq3tIN2v7bi1T+LgURxrdW+vPq8y3c/VwT/GuusUWgM3rDSw5ETGtHbAQYcXdnFfAtM7LyD/PI+oCR4MR1Td7ofAlGCa4XSaOUwN1gNFsrXt1EIUY2aFOAOJ63nl8nxluaw8PC2sGZZ6oAUTwmQ+ULCyT9FIUmuXOgcLvo8pmkBqqWgvuZHNygVnH1n5gbEMTWvghb1is6FbMmATvmqt0qqvp45GKGOcQ4wd/R7/mg3aMtdda4PeQ2oXYMZo5Y4tF0pZPebozpv1b+bFOmlt5HjZon/GfW3PXcf1Nm3OWLC63eCfH7y8c1KjnotE5jmiYx3bnltni03KGt3eeS95UZIE5kMa9ri1zh42vyHnPJi1TWY23aOPQfnPHV8MhpeaCQqxCVOavK1R9FR8NSfZuQzai8J9UAPBW/8EarFoPudGcYXJ4m2E0EEwQCR4ny2jt8bQEVpvA1QroeJUaxNqEDXhrY54GJtG0CJMqqhG5hIgOg1ZnQ7itb+dVo1a31xEUVxAwxEHBIILCFjrhoKoZU8PMSJTpE4NPS/WZqEa0ttFH1TbTfbhZoKNB9Xnlv0+elui77//lm+/fsu3377h4b2yLEqQA4c5UHXmqzeveH1/snqjUg1kkEBtSqkNCdHEqnJEotWG9v7ItXrtcYPr+UxeFsq6cEkQU/TCd9vAO+anrbBeF5brmbxeCSiHKTEnQ4O7ozJ6B3tm9nq9sC4rrTYulwtlWfnN66+QeWY63pHnRzQXtNqzsd7TPo7VapJbbeZAUGli/ZirNrzy1+Yl3SDvWkK4Y2QoeEPF+sn1jOFYKEGsz6TXAPfmIbUWjI66GZ/+HyIjg73BGb8Mx7k7tmZ/zaEQtSryKMKh29Zm/fo6sglho0PL5wLfLwXDHkD1QHjfdN7OatfmvC3pdSgSRgaotx9ro7jeUVu/ry0e69ewbdT7gH2/Fl9mjsEpQsKgSQ+mQQ+kMCckuFhcDNDu7jgdjxwPV+J5sbrhT5R4/enHLgvjUIsh9kaPTiGaMzsna08Sk9NNu1DejhrsffyMw2BaCFuS5+N5u6cXj2t4sZ+MDb9foXxs3/ZO2ksHYU9rr60RfX714LmrioYAan0v3OGw++maBCLi7ePiRn+nZ4Q92JXunL100GQn3/b549dBkf7Tj0851596zf4Qz3KYxouvYXE73MQF5/ortyz81nbQBSZbQ4KOPrsWFIcbkKILEfSMrPYCRzp4ptAaZV0Z3pz18PD6+Dbe69KYxoAR8fO5aE5rSJQtc6k9+G5jbQURVG3vKyXTla5Ng8Pta9CNstisPr+CM+O2r94+qd9n89+DzcERWIKBDbmwLuvoBZzX1Wy5YK2dPNubPai+DXp0jPteuX1vF7udx/0sQTfn2B3rPWvgw8MDtRQeH58s+z0AFaOQxjQxzwfSPFsZW4i0snrHjopI817LCjEi00wlUNT5QZ4ZHi1hZQP2uj9p2T7bo/VXtm73a8D2NnE/ZwvEXtra/vsvnJVeIiV0XxVfy+JZOqFUe+W+J/DeRrwsSRIYbLm91b2x/dtvh8aF9oCtAa0gFJJkpiRMKSAtUacZY/YlpikwzYEgE6rCshaWpbGslaIBDRPxcCLFZPoiMVhJYV0pGWJtxAqnKTDHQJrAfB28BZzph3Q2fld8hl7Dewsa3vo9HcC6TRr0uOej5yAM38ZEicVtqQWYbkIGaAEYeWKAVBu7LvTrrc3BIkZALDuGx37+oBsdefdo2NsEdXur7u/tN8+RdEhhgAYpJiR41t5tjzFy/FzV6rA1xm1OeJJDxXqPdwE38XFQAqHadZXaPFnVz90+CoC/tI/9bGulRGAmcj8Hq5MNk4kM0aA4SleFunptkAanGUWrpQNybSyLiSQUKlUqWYyiI3g7lyCgwVoeecB8PEwksQxua2qKx1hD6Fqb9ZWVSgn7GlIbvKrKnCYOOpPW5oKv3agLIR4JEl1pMVAaXEumqpCbkMJsPVCDiQiZ2IVCLUYprRNRInOamE4TdRLqD+/Ja8+IuorlqBXum8xGk+6TfmsP0oYhn6bE6/sj//E//Bu+fvOKt6/uoF05P1cOM4iciFH4/tuvOR0P1v6qWW3V2qxesSq26RxmtB0I0wRpokmgqhmzsq6UXHh6/xN1XWglI5qZDwfuXr/idDqaoIXXUlELl/Mj56cHynJhToHDm3vm+YBqoFTbqE08ZKWt5oQ+PD1RcqXVxuP5Ak35t3/1bwh3J+bXr7m8f4/mAtnab8UQqGETIWnVJnuuhSaVGipLtX7G1R2KJoHSs4SiQHEwwmjOMQVyM0cgEjY1OzZjv64290AGlSPnTRGzG66GbgZezOB4pHxrFf6sDxmBMB4IizZSUOYQeJWC1b4VFzVoUFqkSe/5tt1nZ2SI3NKE9kHwzebgaG9XLf8UfK+CCdvt1Ajzal3HrXVHsezwzgnbf1YQQR3l7UCY3e4usAsy2rDcjIxfT2tttHKTEGgKaykeeKWNOh6EeUrINHGYZ16/+onLdWF6PDvF8cvHRwHFzzhvvf3FnJKJ0h0OvH51x+l44PliNXrF1zO1EoPVgjUNlOpZFNPiuw0B+144AtTNI9pAk+114/rpQikbNfmlo9M3qJ7x6ptVnytNTc2X5HRWD5C1de4Fri0wFh4iThH3r2nqznUYG2OrxR3jQNdzC7IxDCzEsvkW6L2tb53I/+aOgZJ94vgY63CndwtFhvaVZ+ZDcGdd9yCaO9a677jg7eqKiU3WlkmT1aAaBVFpda+kHOj6qYMm7QFeCOIBcSOvK6OlnmdzzcGuBFf6CHiLvhBIQaAV02Irtodbdqq3R1FasUx2cOA+CGgplDWzrquJ7GnDWgRXutBbh1lrLUOAMedsNbbrOuqGu5/QA9Xidge4CYZzzqzXletlcb+jOhvrQmuV54vZoNKs1WNzAcpeYlR9PLQW1mxsrjEBum8iPenk+5v/TsKmnl2d7l1K4e//4R+pLvL5+vU9U5qHWFGMidPpjvlwZJ6PxGg0aXt/ozYrA0MwIHGeCMc7siRWNTZfVGvpiSqRas+ZNq65q+buqbq/lPKlP+XYM2x6QGx12Ftg9XMg1sdHD0E37QgDPsynTyl6FnIrOflcoHETGPfr8ZW63yM+dQ0WDDt1132qVhaCXkhy5DgrxzkCB8Kd0GYDnaYkDkhbpvb5fOV8KayLUjgg8z2H4zdMpxOEwKWsrM+PPJ+fKOerrU8tvD4lTnNE7iNzFOaYmGZsvTeldm2fEH0P6oGx32e4revvQN6e+ba/9dtgeP+6soG4qqPMuoPbI7fmRwDXRDIQoaviGxhh+60Wt3a1Z4P3n+1kabEMLnjC8eYVPUbp9slgdfEL6L5diJGUAvNhGhoe8/FkMWGwYBht5Ly6undnBJifDg5+OpDWUPaKrcFrs+McaBpIxUSAc1WsOcCW+PjyfNuOL7dWUjN61mdYkCaEYsGoakQSzMwkSQNAmMNkm0aMtLWYsM3aOMrMNCeWtrLiFNMuNFuxwDRYv7xKI7fM1OxGcWpzbSZWMwRfxBzVjPU+bkFZs9XphJQIGknayNXq5jQ67UBMHXHSiRAn7iR5XXK2etBaoQghJU4uzS4aKLMOledDEKYoHA6RqkIpjfPThevZ6JHW5qAhDSKBFBJFivVFHk6iOQDDiXB0U4Lw2++/5S9+9x3//t/9K05zQlrm9V0iMjFN905NjPz2++85zhNzEJbLM+uycnm+QAhMU+Jwd8d8PNgGGCc0Tch8IkwHTAHXapau5yfq9UxbrhzmgMzWEinEZAs9Ge3l/PzI5emBui787vtvmecjh8OBu7t7ahMu18rf/pf/wrv3H7helyEa9vT4yPVy5XK+kItlrP/+hx9otXGMiRYUnRNhacYqEKGsmWW98vz0jAajiqgHoSrAFGjSuK4LIS/UFkl4+4daaM1EltaystZM9s0WR5a1Wj5oOk4gjUalSqO0Qlk3dLmKq0XX6mJs4kbBJkM3Jx7+fXHB/TkdQfr2hyPtvunFxJwCxymZ80hgwUTINEwEolGndg7z5xDRPTJ3s3Hiaut1yzD04EvtB6PBo6RDgBSJIpvAy7K486u0bA5uLU6T7eJmw/bdUoA6jauLK1ntj6G/fW0OZ1Rs4yilcpgnSqs8PT1xffuGeZq4uzv5vSkpdAQ48ebVHcuy8Mef3lNqJRRumAs/d9zWasru/3j2MzCFwCFFTscDv/3NdxzmiRgDy3WhBhPei8lYIjkb1d/U84u1eKu7YqhPX8TN9y/joz21fRtp/1fkJpP1qaC4P4d9fZXVbQrqTsTWbzHczCV2nzPPM/M0Mc/TqFVsCiWbOmWpJiaC1xSrYsIqvdewfnwPnwIjfr2BcY9sPJP2IhPxcXa4Q9idebA7DdjvxJSA0WI9rFslzphwY9wCrZ5FNsA177LERp1eciGtJkyVUiIGc+7MuYzDQbK+qHYttVWGcJL4PO00wdZoRS3YLgVpFgzTLKidvM91NPyLXIoJSIoSo4lEpmjsgloy2j9L67gWVQsstZgwFzWjdaFVNXvnwEGp1f3WLkBjgL9RBHtrP7uPnDPLuoz53deMqvk858uZx8cn8mp082utlLpSa+b5ctkFJc1Ua5M7pGK2rWhj8TFvtREny+SkabTlsOeUwkZbh60VWozM8wEQ1py5O51I8RWHeWKe7LPqurJer5xPrzjd3zE5bd2c40BVJTdrT3mcEiqRtUzUcI8evuYqrwkcyGp9YSOBRCFSaLqSxLmm0YsP+z4tgkY2v+FXcOyZS72u3GyW9ce9/Z0dL7PFL8/V56VI9338fdjeNYWIRlMMVmeKbVjpFwBQsBKsF4H6y0B6hM1SPVGVOKYDp0PiL35z4j/+2+/567/8lm/fHJBaWRbIWmktm0aOh9BKoFTluhQ0TDDfcXrzmvn0ltPr7/nm97/jcLpDU+KHn37khx9/5G//8/+Hy/mZy9MD16fKFBtLWTlNwb5Cc0X1BM3qiD1nSWvqmWFT4N6AVG7G59YXYqztrrze90RBvAuEld11lX5VZ8W6/dXeenIAg+bQqVo8ZWxaA777c2jiJUNtY8sNez+e9pab2Pdabuo93aXPEbfVWsB1nMwWWLlWZ2gZIGU6PS2Yr6SeaKq9/reBdYQQ0L2SvYvpeYZcHRzv/c/VdaAsudLHKAyG7sux/xfTpDuO2dOXOkT9dpLhXX5cFZoSfBBiiOhaoVqNb0o2WbRYar1oGH3hOko8aAdqSovaN1v/QnU89OYLt+Hov3axL6MeDQVVOpWyof4wm0LVmagB1JSqI5EcE1lNPdqktZQpBo5hIhKowdVZmzJHGZmZVYBaWa8rORd6o+vR7yxGalIki1PKb42G7TWdki3Mc+Krr97wu9/9hm++fkMSZb00jscJoXF3dz/G/s3r18xTIqqaInWF2s6EaO2oQkrElEykKiZIM2k+kqYDMU2oC3VorbSSjapUFlo5QJeNFzN+pWSWxQS10MbrV6+4u7vjdLrj/u4VVS0Yfv/hA8uy8uH9B1dXbpScWZYr5+dnioLExIfnZ+6PJ85ltTqNFEZhhqiMcWxO9x4IDyYgoGIASFHLGIsWbwFjC7WrPlfvKVy9VgsVorqyOLZxNF/YKs0zVG1sqhVXbrT0g6kDssvw65A9uzEof+5HB82tS7IgjgKPWrSYaCFYj8Hq4ktirZhebmwv//2U4bmldvUo2m3xyzWhLrAnDZxWE0MwZzFnF7TB1nqpoyXQOEdHbPm0E9CNdEe3Pxdo9WBAfR1Yi7RqQXmZQe62Mh167Y5wPMzcHY9WbtHFeHbn/ZcFVh0VlaHSf5gn7o4H3ry+91pgc1Z6G7OIUaaDBHItIGVkqo3uzaB9/XOvo3/3c7O9B72wdxQ+dpxuPkFMqCwEpd28dzeWaldgfYnjaLkjTqdvnmHMuQ4xx9As69BqHZ6KvPj6VMbjv71Msef6PwqEd26T208dDvT23t7TGnXqWm1IOhDa1mLMshtOa5btvbABJjlnWqzM62TPJ0FrAoTB+DBn/dapV92uqbMATMjRnKnuXbo3Ac161ae49RcOoi7EVQjiIoK7QNQyRW0IaplBCq6MbQCd9f3NaMsG8rTgdmvnB/gCVNVBkf7IFnov3t5RYp/t6CJB1+vVAuxi7f9KXSk1s9YV1Nk4UYjRsnxttA8zn6yWbGJE/syDK+eri+0geB2i3Kz7zu5I3rVDVZnmmcM8cX+6w7L5lWmamaaZ2f+1gFzoKraK+W2lqQcCQtFI1pmsB845oiEyEZglMUnk2BV0qQMM6VfWgV5PlP2qjv3c2FT2x1/Rz0T9n9t7Xq5vEbbMrB+hi2iKtS28len49Ajv6dmfCsTpn6XmP6koMaiXACXe3N/x9v7Ev/7Lr/ir33/LX3z/FXNiiGeqlwW0HUOsNqE2IVchxJmYjsz3X3F69Q2vvvme7/7ir7h7/f9l70+fZMmS7E7sdzcz8yUi3pJrdVV1dTe6AfQA4IAcyozwAz9R+OeTEBkKKYIB2d2DrjUz3xbh7mZ2F+UH1Wvu8TIrq7pBgJVJWlW8iPSI8LDlLqpHj55zR5j2xLuv8fsX/O7NE2t7Sz1XLnVmbZkwN9baKMXhBhiCY/TKTvFeLCmzDZSb+OdmN7nGFdf2Mb0v33WztHizlWE0+dKlxe6liu656wrqNJnurQMb4mNJL2IsRmETScXO5xq/3tz/7Z175fiG/n4lXvRV2k683ZwLm/8v7rrPt6YcGKrgXNto3q3rR7Se6LLFdeob3EE/Y0Lc7A+KYxsg0/2Y3XX2366h7qaV6vcd35sM0x9t70FFaEVIXvvUmt2gbOiq84KL2nOTQqQ5wQdnKGFSquEThOyRXMlSNKkxurTrCbZXlTffJ2NVC4YYo/pV4TXpNCP3ZjS65vROOiBsN8XEfryn+bZtNFp/9kDhGBPOJabRM7eVLIXgGkPwjA72MZB8wo2JLe0x2u04Rk2yqnB+OpObqEjHouqTx/1+kxJfjaIkz574dfEBGIbEp5++5m/++q/47/7VX/LwcETyDAU+ef2ANOHu7gHtnfK8/uRTBR5yVosg8Vzmr9jHxG5/wHlvgmUwpolxf8fDq89Iw4APkQ9v31By5nA4UJ1S2C8f3lPWlTAOiE8InnleyMvCcjkzDAPjNPLJ65fs9wemacc07cFFxA2U0tjt9rx7955lXSF3tVuPmI9YdYWv37xlP+1YgXE3EL2nPl1wouwDtWkYOR5AYlDV0eKo+aKWDd7EE4JTanheaK5qxT551suiNFpntOlOkcQzMKq/KirgVmQly4XcVqpUsqjSJ04F4HoCIt6U/GyRaTdCFl190X3XQvcneCQf6cJCgM4dUTsTnwIxJqoIXqL2bwmIrtDWV2S/1j9/V7LL88TnY9RYDFl9Vo2VTsSpiBOmFkkx0urE5XIir5maV0Wn27WPp4NqOGe+0teFsd5sxlfKu363cU16byuWGzLeF+kiEPT33314ZM2ZGCO7ITKmSK0Zhwq53R0PtAaH3Y61FM7z7Z365x9O1J9wCCpm+Pknr3i4O/LZ69fMy4V5npkGZecMQ8I59fZbsvYLrjnjuJCLKeiXSuW6OW1n+EckfbfPUynPnnCjBH27kd4CDv0edxpZfy8wL/ghMY4DKSR9b2nW61ifUc6VzqdU6xgiwzBsPw9sXuWXy6J6F6Za2/cYbE57291t+9/WiGb8+VvGwPcl8P//A25WA7BKTauVNTfCuDdVf+25x6m4obRqzg2m7eD095s0lmXZEqy7u7st8QIdU62o3Yb2QZggV73usWKcxmD2jip46ohOLYCC0xCwlgziVOgKtVYMziFNac8p9p+H6LSfLq8L0qrpi2BzRh0Z1mVmvlxwDtZ5Yhwg+EIrQhcGElInTG9JcP/Y7qatSaVahdpfwUotHKC2SU8n3n14pC7aGlHX2cB1RQtiDAxxYBiStbQ0aivUpklyLQ6pRc0GbZ0MJtDnfFe0NreO/oxsqvfqcErJqkKBw26vnswpkdeFUirBB1JKDKMKGDUR1lIUmPbO2reE3ByVAUfgkhtvT55ffdNgWJhGmOLAcUzsYuD1YWIgk/BUueBaJfhr86TQqNJ7UH88SXF9xur5tjjTRoUXrkUmFOK6aqnY7xtYpN65NgcxwWObizqHHCI6JjTmrt+6n9/FBLtNDvv5PhO8RBMorSQ60hTZTxN3+zv+5hd/zpefveJ/9+9+zuhnglx4/7vfkC8r66WwLjO1qniWDwHvApVEIxDdiMQ9pInpxRfcf/I5n/3sL/nF3/wNdy9eMB7u+Pz9B968ec9pCfz2N7+lhf/MfH5HXk98M39DmhcGFl5PnsMQ+OQwKQ3YQRPVIXAWE93chE1Ya/NDt2dxvW63VYa9v1bYxUAxWsW0cME5qxzb614IWD+w89p6gLJdG7IVlFTLRBXANXvDQCZteW225lwDHbeBct3Grj+/2/l+HXM2dkzTxZsMt2AaCCZ+C8XiK9MrEQfityS8g5eeXni4JrgbpYOeCF81UESsAGjU9VIbpYG0sI1jtesDarNn8XF/9vX43mTYN3BeB312leAK66al5sgWjOS2MAZPdKpwSoAaCjmoMrQX8HWF6jQF9YHR73AsFKnkVgyJdZgkDVNISlkKzpIZLf3H4PVnqtISk484VzRRoqnao3PsgiO6RmgZ5xTtjT7a2TdcaBAy1Qt+jHrekojiKdZLFJz25YXg8EHp4s56ofs5NQdzFk4XWIqjiNCi9qkCDCmSiw46fzueXM/PFHUVPN4L4zjyk88/47NPXvHq4YHotDIypIHhTvsSdtOI+AnCxP7+lVo/nE+U9p55WVmWC8MUcWgwUWtlXgq7u4Hd4Ugad4Sk6sDND5D2vP7JL1if3rE8vuHdb39JvZw5v/mG7JMKV6zZBmIjpcAwJIZhIESlUmO9AN4njvd3rKXw8OIF5/OF8+XC3f29CoKIcL4s5GLV4nXhnGf2DqIXXGy4ZpR8H/BB8NLIXiuFOLUwWmrmnFdN1qxSGYI30TMske2Lc9DkrdshOaeKyDb5i5QN5twE1VxD04WioImoeEStVkl3QVFBiTe+fMZF+IFkw8FEoRy2QBGgOSqO3DyLedQW8RSgwNa/4jaaCtyijFd19OvxPNG11zpytyXD7Vu/26SqkqjLlKSL9zLPJmAnvbizIa6O202l+0BD71OKMW69pTHGbeOutlEAW6Jca31W+XCgi7QDCY55WRBpvHn/nvv9BLuRwU+b0qx3Wn0ZkgF43uPqtSr2zzr0YgkxMo4Dh8OeF/f33N8d2e8mRJTmGLyjeacsVkNOO+DmvSMmtV4KrW94TpMGe1Z/TCJsd4a+RW21mO+qrnOtxN+KWtw+C/UIVnAzRXUnCEbFX/P6PMjqCLBVqZ7dIruGXArd3/16Hjd0KazH02lvFTRCv3ZD0b34rVe5Vy1uE5Uf52GzWoxh8xGoBWgAdFtJ2qZ1v383om1BmSU+2HtLv4d97rfNDqm/9xaMtWaVyrZ5yfee4BCC/q6JtOfaqdGyqYordVmr1N4Z6Cdsa1EMSeO/1rTFAm99rdfqZ6uVnBdiTCokufX+6d9xDlKy30Ep2jmvLPPMsi7EFKhlpbVMq46SA81FGhGl2alsV6/8qirqbWX4uTL+xyyW2irLsjAvi+7162oK1w1ve1xMiRQTYxpJUduNaus91KoS3XqfssUjPmgbiesK2ECpWIKrAkTdF9W2hO25InpvrgJgdo+r6k6o6rEJk5WCEBXIN8pjqY5ctApcZOA0O755n3Hpwjg19ju4HyOHwRNDYhcdO6NVa6253dwnr+caOm36x3Hc7pUbeNS6QJMe2562JRCd/3XDanv+Jpq4iv/4ZaSXgbyzsWFzRK6r/++tOvf3ffaKfoQYDZwM2/ZxHBOfvnrg5z/5gr/965/w6csjL49Ql0xZZqRpLy0BYtIcobtOi0BeV4p4VnF4NxGSZ9jfMR1esLt7RRonYopEp4W9IUQO+zv2hzNht6OtZ2pZIU7mU3zhvCpVdx4dU9L2o+R6Ye35tqe5bENCT+SsrcT1qu11Ll9jow5CyW3pVRMMZ+9gAKKawl6rwVqkwISs3ObDLlYY6PFvL2w6H7Qn3zuQugl0qeWZvVePlVuPae0anca3aierwmEh2D58+2HJfyk9SnRbrNHZM1cnIWXgKLhnwld2+d4q8aDuF9J6vKj3aGuVqybyug0tXYeu/+l0jfnnVoZD6yXtQnGF1QVW13tkYNazwdWMCwPOe4YQkNAoITOH1X62gAovUgjgPFPY615AJktX63VEdGI4n0h2o3WB1oGSYiCIQygk75liUIowKqCkViOewQe7IUUVIn0g+mAgQ8PFCr7RQsWPO6KPRAZDZhMimvx5b5tKgGi9NiEO2ltMY6VwWYWnSyNnT/G9eqBKjkNSmlERwYsu971XEyem9KYEVedhmkb+7MvP+fz1K17d3yH1A855xmFkN+y0L9F5GO9w4z37u1dIqbTcWItwmmeW5cIujyCFy2UhhMqyVnxM7I5H4rjDB0XPmhshOj759Evmx685v514+u2vyJczp1qZfSS7ALUxDIn9fmJIgXEYSEPSxcxUqrvFzPHujiaOl69eEeIjDcf9w4NVezyPH85cLiu5Vk2Glwt1TBAgRFFBo+osuQYXRO+0NLCkeG2V87IiCIew34RPVF5DwCaU87ZstL5km1+lrU2+AbVXJLoAlCXdTm2cPOqN2KpQybqZ+EEXJYnmVSeaOHuV6v8hHCH4vsWxQXqocNhahaVpKrA2R8ZRRKturjVc35AwrK4LHTRLP282xbYtYs8rHj1xaWZn1auL28+Yx2RtQlgDNWfykpHWiNE2T0NmezJcTaiuL5I9uXEOC2jTs0TY+0C2hf82yHxmAeR0s5WmSu3Nwbws5JIV+KgHEkd2SUG3GpRIHy2xU6r08wroP/dwaHA6TiPH44EXDw/cHQ/spomcV1ajCgezFyr9HvQn7bTvEdEEQu+RPqP2T0qEr0d/lt9FA+uVvNt72+9FT4S1oqQotopgJcZxpNtzrOY769w1qNrmqv820itNqaM9KeoJTH+WztvzFB0zvUqsfF4NevrY9qYEIDeWaT+myrDr/7ibGGy7PrcFFNsh1xWD7Wd74NET4d77hrJ9AoTtTUxQUroifE+G6zY++/xV4ahrD21Phr1TCn2IUYNMQErZxoj2HmuC7bYAjC1A6uMihWggVxezioSAVX4s2axFrQXvpisN34OrolZHN566PUHOqybD6zqTBk8tK1JXpDlq8TQnGrD6tiWAXSBrzRp33FaKrmJa12S4J5OtNeZ5Zllm5mWhrSu0RqBp0hIcaUiMaWAaJkIwobpFP1cTu+xU02bPs/t0Y+CZ7qWQBtVQUZaUVYfkltmDVbIr0ezkOr1TASqtTBYRs5zMNCI+aBGkiSbduTqaBKqMnGZPeJ9ZODPtGse7yLwrHMfANAhltFjBRfAQnFiyZs8qdCeNHtH/8I9nyfCNEO0No93mprIAOsjkNonA62G59AZsK8Bh8/qZn7QmX93ezjltsPrD66FYMu2e/0GEmLxVUZPObeBhN/HTT1/yb/7mZ/ybf/kT7o8JXx95WheWfDFRS8EnT0J7eD1Yn6iKMq3VcWlCSnsGHGl3ZDg8MB1eaPug96oX0BoB2O+O7PYn4rijxUTxiRh31LqyVuGUKzi4FEhDZIyREBRAqs/iGqA17c1tlgtbfOX6IgsI7VmscbUdu67JW+1AuhOE3/ZZb9RofQOhGRjnQ1C16f4EnVfBPwnGiqo4J9qnL8q4ldY93C1ZBivoKFDWzwHHxrJ0aBdh8HFzndETuJ4norZNmg9dARPLwWm1bQr4Ciy6DazsLIeUkgHfKuYlYroLN3txa81sUm3IKpq9/V0x4VBnRa3fd3x/z7DTDatWIcQC4pmL+u3pIukRqdR1JiRP8okhBpqrlJbJsgCQgiJKNB2wY5w4DkfCKszZsa4X9sPIcTro+7XCUi/s9wMpBSuDN0oT7oYJj6OUhf04sBtGFpN6b94xTorgHsc9tWRKyRS/4HwGAtOY8DGRWSzRAjG1DCceKY1a1L8uBEfyyUSTVKnYeZ08LvRaiDAvM5fTmVf3L0h14b0sXJomG/f7PW/WdyzzmSpZJcKDQ5oicIL2MAvCYb/nk5ev+Nf/8m/45NULooe8ZJIXjscdU1CEb16KisbcPbA/3rPOMx/qV3zz9ht+85vfkPNCzgvzPCPv3jKME/cvPuF494KH+1d4U2/01ncVU+TTzz8n3x+Y7x94/w9/z6N8w9N84rGcWVrj7nAkxpHDUWnRKQ03A9JRm/Z3eg/jOHG8g88++4wQI1WEOAy62b98xfm0Ml9Wfvf+Az4kvnrzls+//JwwJMK44NeKawUfClJX5uWJc5spVA53O3YuspOBp3JRulA1ERY84zAgtVDWy6YG7bxa3kjUhKhXjsZhIqSIZF3kdaNORvsSnFMakLMSkghq8URFaiBuVQIPUlXRWkQVkH8Ah9B76426CldkznrIBFi9Y/HqD15LwdWKL3XjiFyBuCviLL36I134QJ5Vhp3bvtwqxLrQ3zYi2ZIuhZoLZcmI+d+5JgaauS3Z6b17DrSH2OuGEYzarBXVkWEcTf1cNrpwMOXCVo2q6K5IpgKiN0JBaOWw1cbb9x+QnCnLSvBw2O9IQ9oSyxgUhIsm0vVfcmjbQOTueODVwwOff/Ka169esBtHfVa10ErmsJssqPXM5vldWzO/YxXTKtZj3RPTXP54H2S5+awtA7cB1LUX8vf1jMMtKl5pVSmWQ0rsd3vGcdwSj+6v2gOd60aJsmUGpV3GYdC5jZBrVfu20gOVazLUxTeaKe43e67+5rrgJiDhGgSKtP/iZ/gnc4i7UdLuzRLfLajmeuwhN9/uNOQuqvLR72pq49jFAe8qOK+BFMUqGg3fGjEAIeIYKGumSaG2QJVAbZEqI2sRnh5PzKswDBder5VpnJh2O4YQlbLYFpCKQ8Uy+6LULDOoZs+leiH6uhsS1QeyKF2b0ECiimUZd76ZheOYRoY0WPBvVo+lMnhP8o5ga17JhWW+cDk/sZzeMcYMZWQ/7DjuJ6ZpYC6eOTeWDsBFZWqUVrmsy9ZzF1vTVhAR7ZNuAdT9nap8KGpV4c7lPCPLosJfUXvoQ1QdjmG/I8aED6OClq1QG+TSWFcFG1qpyKoMKedAggkR1oZraoUUxyO7w4FhmkhxRKTg3KpxIA2/XFXBS14oHmpN1JapZeV0PnM6n7lcFqpXYavmA4FAaKZdIVAFhiBIAOdGckuccqCsiSWMSD1Qy46THyhPcF8Dr4l8fp/Yp0oaZwgeCQqUyhpxw6ItXz+SZHgDS9C9EAfiHc76h33XXnG2xrWrwFZPl7+zf9Le1/eKP7dilMHakTo91yuj4qN1/XqOHSzXopp4bwWEAGJOM4sQQsGPlS+/+ITPPn3B//F/+Df82Rev+flPPyPKmZYvPL1/R57PSClM40jxjaWWTfC2FAVgSmmsObO2QHFAachaeP90xk+PjG8eSUNgejojrfL2zSNv3z5xOi3ktWmBroBvntcPnyBloi4D6/uvWNbGaansJoeEyDQcEFEL0VoUhK31Gr/UquykWvMNkHYFjG+PZ7252+ebZ2yCud8J6PQkUoSaC3jwKXDtG1dHnpRGaNpzTAdQuv7BBrj1pNyS3ts/5djAwKtQWN89OxLpDJCx8dN6B4slswaYUjW+qiYqqFpHV+EsS51Zlg5yakVDAVP7e8IWE2gLlelB4VTxu0GtbtvdHCrM+fuO702GlSDaF3+bFGZ83qSSLP0P0RMDiqp60Z7LshrdGJqphPWkgiCECAMR3MCSEtOgia13elPSCqNZl0hoFNcI0khO/UmDBU8pRYRMc5qExKD+m0H9D7RqZQpmCj7qw26ifUs+RO0blYarblNZjU7JCNErhadTbLTHpyH+OnBLWcnryn4YqQ3mUknGTx9iUtSqZXBNURmDsEXYEmFEq8jTNHI8qBhOq3k77xTAddoXEEJUEYqU1B6p06zKug3wjmqHmNjv90zTnjTsCCFqcILSHByidPDdnuAchxevyaXwtF7o3ZvOJkLolEbfSd9X4YvuO6fCG1rdGcdxo1PX2lhTIoSVlDIzZpXRB6kPNq+riZCs1LpSykKRlWpoVbeVCTYZo3PW13mlRZhGCT0Q9s4RTYSrNlUq7hM4+EBtwVDTbvIerlUHrltIc50qrL0Wnaap/WhC5YfTU1hb06RO6kY92SoqvVritN+8eKgOqmR80768Jv4aAm/jWLZKQRfA64mhxqe20Ll+3/TfK/p4RU/p71H7c70mI4oOiq0vxrbY1jmrCogFBlZNiSmqf7ZX/zvE9pGaCA4FUVALteocPaa+IuQ9k9eeIRGl+cxr4YkLH57ONIE0jNoG0C2N3BWtd9d3+SceV6Go3TRw2E8c9zvGFIneUeU6L4akPV0ClOIVNbZn0HuPtr6c69tv+9lzOvvNPe0Axq2np3AjUHMDetwc33pte8ZXFo1yY7qa6TWocn1+umulvs9PrfQPpDRasB91zNqY6+qT2zn0/iHYxnvrY66fWn/EmDAU18QYuQ7NH8ex1bo3ZsV1rLub65Vnw7/P7+0zV9pzf6a9dSTgCSaKU7vXMNXCkxu/aLrKqe2Joki1mA3gmhtVFtZcGYfBKKGRYGboPclD1H6xD06xfa62Ru9Z26iNXvd/F5KuLF34sl/JdRpswb/dgG08gQWG2Hiq1YLjjEjBu0qKagWzGwO7KSGLUBqsPfGwwaXAUoWmY7zJNS5pta+pNku2/jthWVbqmrUvLplIVvT6dQyEaIB+CFY96awK9f9UZk0HRZWBd1uN1spdxKeRGEdiVPsyX5qxPhSg8qH3NlpFv3pyXil5JRe1m1IqeKEFs6wL4HwFV/V5iyBVA2fVodFVvuKpBAqRQmIlggSeqsNXx1gdDwSSCzTfICqd1/tESA0fR5w3sdcfwdF6AgzqBOFU/6SzI6DnSI6r+sX1MNz45oV+Z/qb8t23yt3S9N1H33qeCF8TPHnWOiYSO8RMip7DPvH5Fw/84hdf8OXnr/nzn33GqxcHDlMgnwu1rsr2qHVrd9tEai2RalVFT3MurGthbY3FrdSYqSFzPs/EpzPDu0dicgyjany8ffPIu7cnHh9PXC4zJVdoqhewGyf8AIzC29N7pKysWa0mS224oMxAvaimOYh0Bla/PR3MUvbb1oZ3c7++6751H+Bv3X57rQsEg9l6bkuebsh226/VaXvYGt9e2wWea2FYyuj6Zqf5yvaXva2ZJtbe9QtMRUCLnT31tLXzNt6o9fp3OoZa69X9Y1vjtoEpvZNE7+nG8Lqy3Hoy7v21EON6i49eoMUoYqzG7xjTdnxvMjybYELygdJEezqNDtSouKoiU7u7iWkIxAj4yppnnpYPLFSC86wBog94zCojVCRkjuOEtIEglf2w5zDsOIw7pFbO5x1NFu1/iRoMldAY0aQm3U2MKZoVQqaKJu8qnNUoNQMVHxvj6EwJz5v/XmVhZfQjUxxZS6E2jfilKDqUUiS4yOAHTRoahKjeqrlmwhDUzqkJy3phPj9x/+IFURKSHfPlhDjYjYMCBHXBe+udqtuj3jY1aOx3O46HPdM40MrK5VQ5To4hCJFMmU9KJYl3pBAZx4mYVJhszeZr6IRpN2mvUq00yYw7xyeffMbd/Uum6Q6XBjotdRyiLSYr43hgf3zJl3/xr0jTgbfnDwxecDUTom6w2ttnFDXXw9eeDCvtzflATJFxmpimHbv9njSOtCaczxfSsDLtC+PLV6zrwjyfII20EBDXqHWlrjPzMjMvK/N6oviGBFSkSBqDdyQ00dnFQZn4JZN9ANeQnh1ZP0JwnjQkwKnfYmtUAaoQwqCq6bUocon6y61ScM1TWzdaVxXF5hyudGp1R8QUlSo/oMrwvFnLKHAirUFt2+JVpNF8paZVRYY8NFZllWdHFc+zWtlNsKz/WbcXv5UQfXSLPqYB3nyjr+Yb0OGcowBehOZ1wfZe1d17gBpjtCQYYtCFO8bBIHNdkKMPTMPEFBwlR5I05jUzrxglvhnNuFe0rL8paCKmm43nclm5PC3M68rd8cDalB4qIkSvgjvOqFy9AnmbW3zX8V2ofYyRcRh4eX/k9cORT1/eMQTwUvBSmVLAH3Y4tOK9rkXbMnpioNaq9BZNEe3D6YGVc0ratPDl5hxvOr4Mz2w32ZG/2aBLXQ1E+m7K+bNn3qx3QZqq2LtGKQOxXrcl5xzTNNHpUM6x+QmrcN/E8e5h6z9ezyeqeAt8r3da/SGr9ptZhXgroWxIs44z7eLUX9Vbs0EiP6LDPfvKfWtUyvOf6JnhTZQlm0vDzX2+QVFUE+OaDCv3pGrSZuyy1sH2akKGRa21QFulcJHWHMtaKZcFUDuOu7tCE40phuT1PGqGlq1/V9d/cQpS5rWg5RBvjhAOQiSNe6Z9xbmkYoxLtmqDbD1qXSG+U6f7niLSUDsmBZt6ZbjkTCkrMTTGwXF/N/HifuL+bsd+v8efClUKc3YbjNADtdYMKKdpwG208pLNOk4sZkA/1yqcHk+s8wK1kqZkAoieOOrXaRgITmMvRJlSPiW1h0yJZfbUdSXnxlpUAbuY77ETR4oDaZhww4407EhpJMRArWK6Hg0vyu6oVVk8a14tEq8sy8yyrJxPmnDM8wwRXND2JXzVD+c2ymMtWbVhJFIFqvMQBiQMFDcwu4Hiomk0aC5939RY8RhU7MlFxzDdMZRIGp4s8f+vMpn+mx/l2Zqqa5lr9arNIL0NyFlSo7/XE5jb/dYUl25XeTv699qzl5y9x7ff5/mxJcROQe2NLUUjWNfrqxdH/vxnX/B//j/9j/zVX33Jp5/cMdQnWl5YTl+znj9Ql1kFYs2qNC+ZvBSWeaVZRbaUxrpk5nnl8WlmLo4zmVQHUkvUb97yuEY+zCNfvfmaGNVd4cO7Ex/en1nXwjxfOD2ekdoYved+v2M37pmGB+YPb7g8feBxXhnOMz44Dnd7UvCk4PHOrFTd9bpD6FVXc7SpDSWsfSSC12/tzX7ptrYc98yOVawI06Rd96NotGlvyaE5/7QmKj5syXCrXSNERYdLUY2R7ivubrP4ngi73j6oz111PTQ79d7jY2e3dpukZu0PfXyqer70xNyuo+SyVXS7hofw3TFif8Xa/i0Rv2oChIB5GSsTTHUklP2l45CtmOv879/FvzcZXkommU1SqZVKRWI1RTJDRpJj2GmvRnWVtRUWyWSnNkfihOYaPkZSDLhiFxUawWtvysv7e0LzeGlEAecjcTyQi6e1jE+6YVQRqwp4dtOId4pCqPmNbhwxRKv6XGlb3UPVE1VYqQmtOlpwlAKuFFxttEVILpKcVoNd8yC2eSKWDOjfWZaF6oTsKi56ht1AHBNrLshclGZaK7/+7W+5zGfGMeJGz7wWlnrSMr70oFQTyeVy4fH9e375v/5nPn914OX9xG434trCOp/I5yfAsXt4gY+JEIdtAoloT+9hv8MFtTboFRbvPDGOhDDgw6ACYCiPoKwLebnw4e0b9newP468+OynNOe4//o/E5dEzhda7dXmtiUEPkZ8DPgQ9Wt/04sZPLvDnt2ysJtn9oejqTcHcn5iLcKQgvY2LDPnpRBc5VgaLRfqmrfqVqdFiKh3KA6mlDiME9LgLu2oq6MWR66VTUEzKQLZcm/WX8lVn6D2NWh/rGx0yk7u00njm6JevVcBEWoUJTcYkl9FKYDNYTRppXn9EI5lnnWGiJgCqw7I3m9bmyXDUkjR4yJ2gVhA2HkDdsj1CxEFpXDPE+E/pmr+XCzp+r593+jv15OsLtSirAm3VYN7ldr7yJASDw8PG11JA1lVTK1eKElZCnFZ8XPABQ2Kc1UuiNKtdS3syuKgtPtifUNP50V/3gm7aSK4wHnJrFsQ+899UlhS7xhS4DBN7KZRmTExbpXnbL1/pRRFyHNhyYWlZNZSyKVSqm7a2itYtA1GroreVovfHufzNPBaFdhgMFvDEPDOwD53fYbfet7bQzSRHgvmVI3S39jgXNWmuyd0SonLZVZLqRQ57vccDgdePjxs42xdZopR0WybMm0mDR76hrwd0rp23gbs6U8b/cqo0YpyP7e8+TEdvVHh+bU9R9eNEqP/78EZt6PDsI1nQfU1YCkm1nIN9tSlotZGXgt5VbouVgHyDluPmvWXZUotnM8LH55mTpcMX3gOu4EhaZWIZkC9AOJwwQDQuW7XOC/Z6JSFJgMxHjkcX3G+XDifL1wuFRFVQC21xx0dLNL4wddKFG2ZCl73jN57XGumtcphv+fFixd89tlnvHr5isPhwJB2rC0zl5VQsfaFgveC7ipsAM1G5y+NaoGddz0pF6RVas58+PCeeb7omuY1CE9DIo3KHBuGpDGAC0gLqNJw2wCQSwjkODNXBZuLNKs8gfNB20rGCT/tGIZh6/FvtZFiouSqLLhhYF2XrY85B08uUSvDZodX8qrK3Q6NsXD4GhFT/2+1UdbC4heNjZzD7QoJCEMkDAlJnhq0qryg/eipwYesPahfDHcMo2MY1PUkOHfTCvDjmLulNUuWOiBv1GYDNrUCqUlK8M3YtVcl/1shtu5j+0wV2farjxWje0Vu01/4qLr5nWujoGwHFHQLLvPy/o7XL+75P/yP/44//9nn/Nt/+XP2kyOWmXI5UfNCXRfKZaEsC8t5UevSNbNetEJbVqUntypqLbYsXOaFeSks1bNQqblS10xYC+vTmaf6lsM6EaO6rJyfFi4XtSbL60ppwjBG9inw6mEgJW2Z2B8nSp05vZs5r5k4B+Y8QgpMSW06xbdtz7uCBArMdC0V78N3/Mxz4Pjjyrt3vZor3zl8u/2pExNHMxBEwUgr1vQkuqlY4Lqs1oKk+gr9PDWpxph/5qzhIrhgYlne+vv1ROqN33SrCuZJ9dZuJqpD0NqWnPe+6a3gUm6jDWf/vxY/9B+9F73I5EPT3O9GzPBadFH7L1GRJ127vdGx9Wb93jn1/T3DVlFTILhRMXXOIOAFFzT48ckhlpAusrJQyCi1GSyBDOCjLUpOtsU4OM84TbSlIrmq8Izz6o9LpTZHiLbpOpXs9s4xxGBUWu3v9Uaz813iu95s1s3pouoDTkxYqwWkeVV4LAK1QkVRXq+quqIlkBskFlN1bGQK1Qk1KEqRhkgcIqF5aKpEnaXx7v07GmrNoJRsNqRGERW/UfNyXrmcz3zz1dc87ALuYSLFQFsbl/lEXi44F9h7S0BD7G8GCCkFxnEgJKeN9H3B8t6Qk2R9ll18CPIyczk98Rg8+JE43TPdv+CYZ/Z3d7hUWVe4nDM4pRhj76k0pB6whqsQjU3mYRgYxpFx0j7N2oSYlt7QYsFu0Mp2aSzAVLuwRl+Etd/B2ercSsMltWqahoQ0rQxngSKw5MX6spXe5Z3HNVQxsycAziEx2QZgZuCCUkg2v7K+eGPjv4dSGNJ5FYDpC1UTTQxvtC3+pI+c87bANisVum8lw43mKlJtw2v0XfJ5MvzRJrgpI8p1g/xjE4lbxV9bIp8lVn1T70nwRqPpKo3b++g5ar9wYL/bqYhbjJR1sXNEk+HqTGncegrFAo7Stl6WbiivPuq2QSW3USOXvGjQ6ho5V1JMLGvZRCSe3Z9/4rPysFW/exIcgt8qVv1e1KpjvBS1MFtzYc31WSJ8a+Gytb90gEGe1wevD0UsyfXP5sXzn9TvdCuPj1Hvj6sHz/u9LendROzclghv98A58prV8iXoWjdNI7udVo5LKQT/3GIEx7ZZa0X4Ojbsm9s+cfONTU2zAy63yPyPLRfe7g8dfOyvflwRxlTcr8DJ9XDbxLM7qF87bT4Jzm9ChRuVj0YrVhFeV1rRtR/RlhuvCAT0PtRSWdbCeZ5Z1kptnhd3D9yyc1xTSiICrskmElhzs56yxjwXSm2suaqlEImYDri5seYz81IQV0gpXvvKbT/ovEPXqtkvabDcV0LtRa+IVKZpz/Fw5MXDC47HI/vdjuAHxtUxJME7vR+tVVyvCPfxGXqS4rb1h/5seqXH9rPL+UxeV3pipCyYSIoqFhhjJDgF8mgNEb8JeWqTbsULygAKAVfd9vy6DUtMiZAS0SjXfosp4jZPU7pWC5d11fti2hM5r0ofrwVpGmsJDd/8JqDWENMGKCpOKA5xnqEaxTQEXNS2j245k4EVWEQ4V2HXHM2PuOgJ0WmELgoc9HH1YzhuBbRuFaR1jOoK3qeFqsI/T4C/S9Cxz+etSmc7gb1b/6FrQmx7z7fv6C08Zju4+M2rezcEXr868Od/9gn/9m//gj/74hN+8sk96/JEyRfKfKHmVZPheSEvK3nWj3XN5FVZEq1WalaRpnXN20fJvQ3BPLcN1F7XTK1nsmuEqKyRZS4suZKXbG1hMA6J/QTHQyKYIOowDaSLAt+LtUatpWmRwAV80LEKbhMF7Ewm51RbqcebHx/fVR323iqqBu73OW8/9Cwe0rYPHdvVnjXN3wDwBkOIMd5qJa8KLFYD4nyn/tFboLQIoLZMwXSxbgGUDhDLNnaa9enadNbqc9aWuk6R7tXcvofUquumSK9AWzvWs+KJ9f7buA7ilJ3pHVt4ILK1LHoTDRPvlZHUBOf/MJD9vcnwGG4UeqtuLnldiINRD6cdxTfelSfUiKay+szaMgu66Ikpm+VacS7Tiie4QvUrzTmqq4gzAYfacOGoAZ9LpLZDZKC5vAUixZ6tFDWUr7XggqhfpI94aUgWJF+n5WnOqnq2CwT2TB5cUiEPWXUDii5y//KBwQ9ECSyPJ3ITZqm4QavNapO0sK6ZljQ5bw1iSuwOjulux0pmwHF/OBLXhV999TvGKTBNQYdka9RlpVZN0oPXSncMkZwLj08nfvXr3/KLn3/O/f0LWjvxdHrkt7/9Fa400rDn7vOA8wM+Tjo3PIyjZ9oN7A8T4zTqQBUBtLd6nCZ8HMAn/V4V8rLyj//wD3z9u19z2I988dN/wZfF88nrTwi7PS8+/ZTxCZaLB1a8T5RqZiPWb+1DwIew9SE3BCmFKqKqsNPIOE2cLxfmdeXd4yPny4Ulr7oBt6rUe0tO1+rVS7g4rdLHxGE3Ui6zUtCcAg0hwnG3x+E5+B05Qk6Nx3ezTizDgZ2DOKRtEkcvrKVyvpy5299pYpSLBW26sCFdcRR8c+yGSavSTZjdrHRQBJFCqxBk2NT7rn2mf/rHmpdnVR6QTTWZLnhg4E+9CBKA0nBFBYW4qSZu79ED4hv083YR+i5rmlt0+WPaleOKQF+tOmRbNDUZvBYcndvyti0oEKtsxRh4OB64Px5w7Spu8XS+qN+pbSSCJmqliXY3Vq2UhBBJ0ei540S3CPnw+MSTeJZaWFoln2aWrJXNmhvzstpcvLlm/vhx0rfK4CBaDzIWZLYUaSI8Pj5xOp24XC6czzNLrsy58P504bJkzpdFE+VqIIfRrHrCJ1YN+i7ctAdVXosxekgHi4yKHtXbOKX4rSrBxxvQLdjhuwPATWCdUmKaJqZpwjnHsizXgDuq2vRut2OwClUpuj9cg4/nH838iWutesauq1RegS8l/KLJgkG72vfY7Zmu4kA/xsow9LD328HaFvl869BR7G/mr76PCilaQzbeBQKaOGIK4K2oguj56YxU6wErDW/BldIKK3XRylDJhVKFtQjfvD/zeGmcVsfucMfDknlxN5B8I/qGK0WjsVLRhorAWmFZK5e1cpoVoFqL8HTKXObCh8fC06ny7txYv3liHDMPLx84rZWlVDZSogClQM0MNJITAkKxnrRcVnJZqbXw+tULPvnkFS9fveT+/p5xGHEussue3SI4uSCl0Eqz+CVYxU/XH7EEsYtagVZ+aitIbtQGl/OJN998w+n8RGtF2SMxMJirhvdqy5iSWispmFHJy6LBf60wCVThgnqieq8K+CFoRblav18woOuW5jkMA8uiwGKMictFlaYfnx51XtVBK9hF1app6hCACF68rmdStR/TbFZahXmJBC8QAilnxlLUltPaM3pwrhVRT/KB90Xws+erR+GuFPapMSyPvH/7jvPje2qnbv8Ijlyu1xGC7Z3WAtSrvfR7JKJq+H0dtx77j5OwRm8HQ2Nso8le1wQrhNA9hzV+bRuT4LsWCWVlBuC4Szzc7fnf/vd/w7/727/i3/7tX/HqLhJd4+nNL8nLTF1XLk8nyrqwXi5cTk+UdWW5XKi2Zqyr9uwqOKbVxfNlJueqIpFAbo3TfOZ4KCQHIXqyg7lmXEkqwlsbOWuinEsmuMa0H/jk9cCrY+DhPlFKZV4z+/3Auoy44FhL5mlpPF0mvIfdqMLBzqqQrTlacwS5ilN5r/freUJ5LTr0BHfDoJzRy+WmoOBUJ6Gj/97eQy2QDLR12APGGDUObjzW16xV8NP5ovmZNIYhaDW2semzOGmbBpCdwHZ+7aYa3IshIijgWLUav9kfNZCmTN1Sqr2Vtc8JYPR5BQquY7qLrtZacHRdA2fFi9637Kya7RQ8rJojtlZoqEWoiCbYUSfJNVD8juN7k+EpJpJP7OLExEBCKScxetIQaM6oZ1K0ekSlSNOP1syWwvzjGtQieue8OWV59ctSqxqBCJnV+i+1wuKQrQG8V3KuZQnZkP8mikAEo3X7qHw9BRY0WZvi3s5XkLqqDL93ukijCE4MiSEM5LMunLVZcN1QCrSwVYYqjXVdCTjGGLmbJlqtnO8eSOuF6ANv08A0RnZT4t3pibYWVbqtDkSRDd8rLk4nzLxmRUycVrQbwloLkUDEIy4iTr19W8t0OpVzqoA9TaqUW5pQq/kFOq3adjJwa5V1Wfjm66/5za9+xW4MhLRnf/+Ku7s7amv42KkRgTRMiCkua1BdTYRHNvEsVf915FzJpfD+wwceH584Xy589fUbzpcL7z48IVmb3O8PR+KYiGNiHydSUUXmkBJpv8MXLIlR31vvMy6uuKBVR++K0lNapSuOO48majhNaGuDYGPMsQmg6di1BXxD3az65XvncCS5SmxJF/7ayLJqf7o0hKqrj6lOay717c6bP9WjWgUFxHrgekIgW3UYJ3oPswYpvqnSorPFtoNUzzZDC9z6uvOxpdLvO56h1NIRSl3Aus3OLbLdA7Nr0us21DpGr4soaAVxHJmGgXFIjIN6Q3dmSM6rzhNrHYBqGgNWnTaxuGBCMsH5bZ3BORVviuqz3apQqm6g3irqpcoVWf8npcHP7o7e51pZ86reovPCkBKA0qBrNbuyzGXNnOaV82VhycW8znXuXsWlPkpynLtWAG/BBfoaZZZE9kudsqkbvK0x21tdK8HPaPIffc/RK1lqszSMqhDdk9We5Pb+It/BQxNCA9mSYWlavY+hW1n1Sm7//XYzdnofaNi8tjUQrNv4v1VBv62my48koH52bMWcj6s614qRCdTSxaJ0mlu/4aY8JltlqVPi+tGaCkJVEWNTVEMPLdiy5jJVMa5KObYeVh2qKqpVrCdlzo3H06LArGtMCYYIvlZLhov1sTmWIlzWynkpnC6V2qC6yLvHmafzwtN55jIXTllYzwupNGTcsayVtWjAnESIaCIhPWnFwCkba7XopuW953A4sN+rOnrwUfukxcQcQ2c7Ndt2zHax3/HWLFiVTbHXo0GltKb7WGnkdWWeL5R1tXF5ndB6bgoixhDMjk50TXLOaIrKIqlNzIrI4wzgdk6ll9Y1g19xQyGmSmhxUyu+ZXNcv3bbml9r3UDH2qoKl9K2dYXW1HqqVGPkqNNGdbpTx3hFtZR11c2o7Bp91JYn55UZ1hynFYJruFrwOVNyppV87ef4ERzXjlG3OR30BLcntIaZ6h5+Aw4KXQ2YTXxJc5PvuDfCNs7FqT0oTjXNxTmz7bE54a7v1YWaEEcKnik5/uJnX/DFZ6/47//1X/KzL19xPznIJ3LN5OVCnhfymlmezpoML/qhfa1V25GqbB+lCLnavtc096iYbksHfFvBSWZMCpSJFCJqP+YaBBrOV4axMUTHwyHx6n7gfhe2e9WaWggpK0KT/5yF85yJIbKfBD84ou/tmdd71pNIFZiS7abqnnIFi73ztg/Zb96oJ19BSsuBPgYtN9C5KdiI0aMbiOsOGRqT52qMsaKOIQ5l43SKtbaH2hX0cAgTN6xslYbb/XxjRbarQOcmlnXzGmLLfesMDemDx9b3awzZ8zT9PU2er7Fft0vURNt7rzGpY7sPvSrelVq8u64Vv+/43mT4kAbGMHIcjkwMigy2xpgi45i0n0BUWVpCVfEjtB+tNsEHFcBAgvbomoiMyoRHglcbm1pXVRVMsLSZLCu+uq3aEPrteRaoKQrjnNIaa1N0Z0wTKSSmNIEoQjM4CCGxH/fa6N2UFuuDKiAuq3mTVojTwDTumdNMKzrBtAVVg64UtTcmxsRaK0/zSmyBXYCX+wNjiIQm/O7pA2OIvNsf2O0Hpl3kzdt31GU1kS5DzLxsFEEfArjAvBRyNYEn72hOkS7vByQkxI+IHxAXUcXlSikr0AjBs99PSvMsjXlpqozsrhIpoJvU5Xzmt7/6Ff/r3/0dYxRCHDnev+DV51/gKeZZpuc2jqNOorWQS9HEtclWhSu10ZGKyzJzucz87qvf8XQ68/h04u//4e95fHzi8enM3f7IcX/k7rjDp4HmPbvq4DJzdjDuRva7ETmvep8kIm5gzJnsLrRQaSFTjPpURXvAcqmm7KmgQrEgokWbKF4orVDEPKap1vN7DXi3pnwXGXzCC4yMtOYornEpFxAoVKsCO9Qj80qr7t6kf+pHqSZbjzNxod7IjiX2oAtwNfqvMPhoi3w3Tr9JiPtS9lGlCG4Wz4+oKt/ZV3pz3AbcwEbv2mi0zoPRCJt0cQrHOGiFIgT1xN5NE/vdxDQmhhSIOJS24pnXqLQ8E1hqregaZcl18Anvowle+K1aHbwKNcUYCWnAhYi0Rm6qntqDAqWTayRyRVv/8HG9f0ZVqxpsXy5nTimwHwfGcdTqaS4sRZPh85o5X2bePZ45L4Vs/TLSlRthEzPZACDndXO8tgNtFXf1WaZrrW+beHDXCpG3H+5V+9tn1edWBzhuaXo47R3u3sK7aWKcJsZxtEC6077Va7YnEsOg/oOIJgR9XMWoljybeIm1MnT6qt/mqT4/H9X3Xpkf2iPckfiPk+B+Pt/FbvhxHGLgnn19+3oHRywO65VKuP3vHoDo72yhnw21WhqlVfX1rs2CMPuBWjeVWLG+21qy0iVLwWATTYYtnvAF3j3NqgPRCocpskuewWky3HJmnjVw3RLhufA0NxqBMOz47fsz7z+cuCyrBuUFap6JMVPShOQVqrKJhtoYo7fqZd2oxregT84ZRIjRc7w7cjwe2U07Y5Eo2NTHcBeY4iYRDvSqiAECrlFy1vkZrMrUgctcWNeF8/mJdV2UCmy1mq2P0P5WDAps0wFPdP1f15V11f5BeiIs2oblvFaU5mWmCEgYCCmZo0Tc9srb1ob+0ed7LoVWy2ZzKQbae6PwtJqpuVDFUZ03PZpIqY2AEEPEFHJsHtsYNR2YGAe8V+WYgmNtjscLuFYgrwyi799y/jb49wM+bu1SW4daRSwJ7V/rftPcDXDZ40CnwHbr0/0mwcFigutK2f+o7h0eNnXo1VKzytVhYGszE493kV0KvDwG/v3f/iV//Zc/5X//7/8Gzwr1zOX0RnvKl4Wl9wQ/XShrJq/KsOhguxZhGqUowLyuzbQwCmvTQkpFBVJLs7nVVlxbOEwNCYUkmdygNe2fj04gNnajcJgcn70ceHkc2A2BVlbNW4rTIlkclB26KsD8eFpxLjJNVYVsbwB45ywhtQQwiBZgoF7jpa5fIQY0eF0BFJN2V/tW6TKleod1+5FtDfZbMooJCF9bOqQ6mtfi1bKuLKWyVmW7eBGi5Wx4h28OQmd+BBCnMUPQJtRaZNsbZPv3NnFtapPU+r55+7Wea2fpbSBo//2NrXYdgwpENNP5qNdx5a/xpcRoNG9l4hnCZoUDG63O47xsFrm/7/jeZPjT/T1DGNinPYMknECpmWR2PFeGOdtFgcf5RHCB3Xgk+UjAMYTIEAJDHBhdYnST9oZKY5ZVPQilsrgFL47YArEOBIlMYbAkNOKqLvjidVVvIqy10poinK0KePDicFZJdajVQ2im8hqgaGkLL440TiCePK88tRN5rhyO9+SceTo9Ks0reJJz7MaB/TQBnsEL4bhjqTNVKnfNM0jAhRE/Hjm4CJ813OCRKPyn5R8IBH725Zd88+4D58uC1JXStPJZw0CtM//5H3/N//U//M88vv+Kf/U3L1jnRx7PM7vXr9g9vOLFZ18y3j3gfNJgMWfW+WKbcGS3m8B5aoPWLvjgrwgOes3LvPD2zRs+vP/A44cPlNB4+9Vv+N0v/46f/ot/qdQJb2hWg4cXn7IsK09Pj4igKFMpiC80Aq5LveF49+4d33zzhv/Lf/gPnM4qSvLu/QfSMPCLP/85n7x4xcPdPV/+9GfEccSlhLtUlvfv+ft/+I8aJDhBZmUJSA0M3uNTIIU9q1tZnSOI+iBSmvL4Q2W3GymlsVzMz9IDwVFqodRMJqtNixfWMmugVU1YoFk1gkbxOvGDD4xuAOco0kg1sOI3mxBBjdu9U3XE5OIz0O5P+ahSVWAkRq1qCBbMce2dtoqHa2K0lKBzyzmrXrRrUsUNi8OhfXAfHX+IYvpd39d+lGvPR6/s9e9uQJl01JIrcAYcD3vujgc++eQ1UwoM0ROdmADNSkoDw9DY7XZ6D2rjPK+6qRYhRiFEUXVVpwn4fLmgnr2Vx8vM02XRao1oZbjfvYDXaqNd2+0G8n3HhizfZBmlVpZcOC8r47zwdJkp7S2tCm/evePpdOI8K/tizfqzjaC9/c5b9KMJiRNBqgJx/W8pKty26mD0ZlPnDBu2CEw2QMJv4EO/qI8f3y21WLDEwQLmGJRWnYaB/X7Pfr9jZz7DwzAozdyqwcMw6NeI0cPalnj0KjJOraUkJfb73eZRLGiSH4PfwL1tNbQe7yYdlFHC9KaubufsnDFN/sD4/UEeNn8d/lmQ/Z2D1AKwrjuhCddNZQIL7ow7J002Gt06L6y1UpzfkhmHV0uzed5E78qi1by8ZhPSMuApOKieNO61TyaOXAq0uVJlZl4juzGwj9BqZjmfeTxl5rXw/rSQq+6zqyiTYwoDdX+H9xMvpoFervz6zdfMy8yvTzOhZAapvDsVxFWGUZlZzScI2naE80jVKuu8zNeWCksc/Y2lT/SeaRwoEgiu4aWqsm5ruFZ1H7UAsoQVBObLwm63I8RRBfLQMVnyqraKy0pZF+q6sppPsQ8Bv5tMYK/Pl1XbCU1krxYV51qWjBPY7Q8KkK7qG+xCJKaBqmItzMtCvKggmffB5jUbUFSKPrOuUC+tUsqVueW8U9FVQ9ykVUor4ILGaiGaHKoNNBcZdgfG6cg0HQg+EV1gDAZOEkhEko+koL3RLqKaNaKCr96ql6qqL1fiww/8CDFyW83dLsvYeR1k7tRWXX+1sOKaIzRj9OC2KvGWZNz8+/zwW6Lngu4JpAjFaY9qT9KkkkJjiMJPPn/Bn335Cf/uX/0Ff/NXf8arhwPzh6+o65m6nlnOj6YiX1RfIxfWiwI7zcB6xcqqubo0ctE2h7x25Xfdu3olM7pIdBVqpswL6/nMKJXd6Jj2iWJWsQ1McC5wTEfG6DkMHoy2f15m1nVRMAqdu7tx0jm3Fk5PF2V5tozngcNu5DAO8Ey/1+KQoCxYmrIyxVCI3qrTd3zfW8EsmezFhU4R7kJcoAkzsCWbqh+oui/OO4Lt/b1Su65azFJv8aqcXMWkNHZxgg+9FUKBMLWlyzgT1HLW5rKNNwNRFKyoFkf3fdN+xDmc61RoFGW/qcz1LbW2K/jsQtf88NvfkI1B5LYx36qtKxsjDJwrmrYYEKTWj80YwL9/Afj+yvAwkXxiiokoUdXJnBC9N+RDZbWdC5q89ItEb2j0SS2VROlonkD0Ca3LdLVEEyrxDVwz0S7jgLtCxYJqF4k4kqElNxgCfSu3rk+jE7ltUnv0gZdciEnPPdrG59GqMeJYi0p+0xZ20x5xjiLC4LSXVIerWUTZVu5iJDmoFFJTO4YkMHpPCZHjMFKDsFJJPsDgOT48cDrPrKY0q716XamycK6Nb96847AP/PTPJkV8feLw8JL7V59xuHuBG3c2KI2eVQvOO6UbpohzgSAOHxY2JbqesAiUUjifzqzragJSlXU+c356T15nQhg3sS3vI9O0A+dZ1tk2sxtLpaa05Z60vH//ga++/ppf/vJXnC4X5nkBHCkNvHzxwOvXL3lx/4KH+zviOOKHARkqF2mMh4mQZ1rJFBZLxDw4pZqZK5U+f9sMqlV7G00D/6ozbBshYh7ArV3vQ58gpjwqN/9rIlp1dg3nW8/xt8qYs1JIX5eaLRt0NdwfSDK8JSg3TbfN6H9ykwz3JFNBQb0Z2xZ8W2Hsr7rrAvfx2vNPqQr3X/+YPv1MzKhvwNsGYRW9WnUj9SiQldSWKIYeBGjS50IkWuA6DImUCyGsG8VL54tsLQH2ilILa2VZMq2qmNeYBtbsmOenDbV1XhFyFQzsm94fEZHd0owtw+9jeM2F2fqA50U3trfvnzhdzsrKmFft8xPwMVw3MIOPpQCt4eWWmKSvidOd3Dm0JcY5ordxgN6TXmBRlJYtYJE+J6W/dn0mcA2vXP/dXt236npXqe2J520veX89Wg+cCuPc9O+62/d0Jhykdkuqfmn33/lNjbeP9Y67NzFrl5tKdv/7/5Qx+0M5Pp5bnZZ3HZ+3z61nvtjy6W4Qm9vjOr43YTIDp9QbVP2GFXxBBa9qs8BXWx5ardsHN39iIwiGpMlwiFQcuSll2nttV5GqNnuXeeVxzlzWwvt5pUqgEmm9TcsF3LhjSBP745EQFdQ91UZ5euTp/VtiU+/jpzkTY+G4bwRxmhCbDzJOAS+x6pVYDHQdP/7K/nKeGGCIPS4xenir0LzdPouJ7Pq7R6lz7ll/YS1q46S+xvqRc1al53FE405bO1q3gnI0Ex69mTrKcAk6D2uNlJrxXi3Mut1TrSrCV2u162zP5njJxcTDrmt0NWVwxGjYohyT2rIq2ddma4CNv45tOg8+ENJISAM+JN19ndc2Fbun+nUguGhWXFCAhse0Pg3Ie74G/dCPzdZIbhPhG0Ltzbxu3Ky9ouCVznRP97P1XuisEBG3VSdvD+e4WZMVXFXwhm1pcKIWrIfRc9hFfvblPT//s5f8xc8/4dXDyG4Q1ssHynwmL2dW6wVWdXcdX6WLwV2vxvbgW5aOgaxdtdTifG97RPTqcU5rygoomUjlODhqB+2dxosxwCEFovMM3m3JYildZMrE15zuKw7dJ3IuLB7OAc7zTlmZ42gsCRMLxGKha2a4PY1rG8k1Ge7sKhXttaLCs4X2+Z4KJlglYh0XFYds+6f3Og96xfZKM29bH3kT0fwNtUhzt0rNzoAxu37nbS71ceDdt0Q4P94fn/9nj4+1J3oL0W92mSqituMOK+TdAD72z3ZfveUf9j6+gfftKgTqmhFJ+n7/+1eA702GXx3uNLUUVWF2wDAEM0qH6KPFRw3xSgPIJdO8IEFwZnUQfEKKJTBeez+KWL+i+O1miXNKUQyReIzqLVgKp/nCzkdKHHix2xM7Kt30vWIYIDR8TByGHWMYcKJIVbPArubM0+Mj+8OOYUjsU9KqhwfnB5o4fGqspXFZLtQPqqY9l5XR74khwdLIrXLOM2MaiC5w9AMSoFGYlwWZZ/L5rIlUK7R1Zm6Zua785MUL/JA4vHrF4+NFJeDzWZ9v09TMee1RfDytfP32xFIju+meh892/Ot//z/x+Rc/JwyfsLTIXJ1tpA0aDGmEQcWyHGoJhXebEIIG5IqILevMu7dvaaUQvWdIjppXHt+94fz4jujvGYaRPO7x4jgej8SUqC2DC4Q4bIrVgiC1sZbM6XTif/lP/4n/19/9Hf+3//v/g2VZKLXwL/7iX3B/2PPlZ5/yxedf8OLFS8b9XhUq00DYe9Ypsfz1L/jwu1/y+NVv+JDfILkw4Jl4iXeT9kr6whyyyu+Xwnq5kJ3QnGPnJlQFT3u8QQg+KF2kgnNRpdlrUd9kF1jK2uepoqdNuJQL4io4SOOIlytRNBAMzFEEsNKROFPI/oFkw7VVuy4dH51eouuNXYPmwUr81lxKl6Jt0euku7b9PLChedfF59tJxC2l9vsOudnx+2JbSrFM19Pbyq7CUo1LLaQYkCEhpRgF2BZ3waorAT9Epr0G2PNSKBVDT1WsJSVL/kSFnHrvkNhG3Erl/u6e6e6O492Bt+/e8P79N7Z5ajW5+Up1kGtGulXLza36rmNTyNWLRlACxFobj08LOTdOl4Vs/cCn08xSsgoV0r14E/vDgRgjIs4qQQWfreJaS4fHtNWkVKQpCu4FggiD9wwxkKKuuaW1DXXt599bjPp5apDst+cb43Wb6agxdEr7lWq9eQWvK0+n87Of638iDZM6G7RileVAitf3qaLBQBfJmiZN0K8etv2WNmujuLFCc85ssuTZed4+kz9mvP7oji1o6cFp/3R7L8QoaNck6xYic6IrZ19HclGatF9XKKv2dFoVq9RMLvphyAnNfidXrVj2DwmJFjwZ4SkLl1J4XxdKWbjMZ86rsFbhXB34oNXcOOr+RWB8ec9x2vHi1WtSSqQ0UIcd6e0bPpRGPXnKBX759SOPl4q4kYf9SPID2SWqS+AjGrC7G5ogzJeVvFaciwzDRAwBqZVBi3oEp1U0KY3mNb5qtVJEBUejuSH4LTAVSl4RiaQYWeYLl9OJdZ5Z55myzpweH5FW2R12G0CUc96UV4Pzz6j+3gd2uz2IMv1iHCi1kmshDSPH+3tyVsAibxVgSxBgE8rpa3KrBlLZzyotWh96SpHiVPBoWbIxLVDrJxMj1CogpJgIcWIYj8Rhp+KfvcghkEx0dAxaGY4+4lxEHGSEglrndM2AZ5n/j+BwppXRe9flJkHZQC6bs701xJp1dJo18F5sr/AgqqviDeC8vt3tDbv52jml1UcVGfXeEUSITjgkxy9++oqffvmC/+l/+GtePux59RBo+Q2Xy8r58YOK4i0r82UxhWNU3b1qUSwET0x+A6Kv7IOqHrX1ZpFpqjAcvNdx4T3BV9assYxbV87v3rBPnvTqjjE2XQqSV4sep5R8qqcsgXVZWUtmXRe1W8rrdp+VaaEAQJ4LRr9kSB8oa+FufyB6ZU5Id0TZ6Ag3bWQmcqVHVwpQUa8Nfuwx2FaosPirXSvEHYDeBKeKWEJ97eH1QdfOWqCoriBrVf0DF3S+eCcEsMIWai3qnVol1qoWhSJbO+dVBNNf+7PlJkmXa6z2vADSk1iuIIp0EMwKTVUt7UQ0h1T2wrU96zahvTKTxeL9RnDX+yxOrDFe1w7+uT7D2vuo6VOpKs88xoQ3Jl1tubdvoBGpx0vSJnuEQCD6wG4YCM3pgBWtVDQHiYAghBo1EXaVvBRaKZyicM6F0hqhBFwcmfDqz+c8xSjWTXrvoNKOMDQy10IWFZG63+0Q0epsbEr5HIuKYA3OkU3au5ZKrpmlVmZZrULYOC4HkkRGico0LIJEFflalydKK1QpzKHytM68z2currFKJQ6OPQMjieQqBaGss/YDNWhee4c8QjQ6WAgR8REJIz/5+b/k4cWBcfI8fPoz4u6BvGqzu/dCa8VQdGcJqiOmwdqRyu3D1GoPQhG1cXr68IFWik5FryhhXgttuSBlIowTIR2RpmIfzqorTZRSXEohukjwGnzLuvD0+J43b7/hzdu3rLngfeA4jLy+v+Pl8cg+BKWTHPcM+73aNvhoypLCiy+/JERHSInfvv1H1vaEKwufuB0TiSqZpc08uQsD6k1YvGP1UL1jRBsn4jCo15jAFEc9TwJzm5U+FRVFW2tllQwS8C5ZQ0yjilGtHCTJRLOJb87hXGAnIyoZJxua5XmOmv2pH71nuISg9HBb1Hrlx7ZOqwiDNCHnsi3uzTKL3i7h6IJ6/S/0BPgm9fuoEvVdVbZnCce2tsqWXG19nJYA++iNSuk605EhRaZxYLeb2O93jGNnOmiS2ZqJy8RAGgDnmcZJxd92jSULLldybcSg9OhcdD7d0mVjCjSpzPMFvDBfzir4AwiN7NZtuQ6G5rd6lT/5ruPWTqjfL+cU4S1VOF0urOvK5TJTiqLkc27mD6oVXbwj3fQ3a1XGzsMqTV78ppbcLGjs3oTBwZQi+2lgGhJDigii4ojdp7j2xFgTSumZ5UfD/zup71tFie2e1loZhoHRew43QXutlZw1eF7WleA0KLmlU18ZAeaNGBzDOGygQCmNkgvLsmw+y+6mt0ksmclG82rtqjx9a1fzo0+Gt8uTm8/9meo8ds9+0G1f9rne1bm314xNktKIeBVwwZUeylmFsGzrQc6L9gGWwrwunOeZ94/vOWWnALAftSLlvSqlBl2XBY0JahFKgbk6FnFkgeY9hKQ6JiEhPlIAL4KXxnm+MAIuDYz7A/tcGMYDrTpEEkteeH+u8Lt3zC+O7AYFowfxqNtwBbxWdJoz2rS2bekcVMG9ZhUbh3q/eifWClRpOIrDkjiUKupu1d71+rzFC2XNLMtMzZnWtLcyrwt5SJrkWOVU30t/Vyx47Qlta42Uks6dUjXB8eYQESMpDYDaZK7LQhfh+9acFuvvg6sQVwda5Vola3AVUROj7grKDqAhopTykEbiMBHSpCy1kBAXMP6cVohDF+0yFpPRVFw0XYTWaHJtd/h++PGHdVxZbnbYxterjVLbzbbreoa8JU8KVrdtbyeAd0GThcbW+nL77y1I3lsPowhQca4wDZ7DLvHnX7zgz//sJT/57J67UYhtZj7NlGWh5sL8dCIvmbysrHPWMSVXKyAfDfyRLd2zqqTX3tAYgWZMHr18b/86p8U773WcNOeRELg8feBpSnx4uuPh4YD3Ufccq2o6EZu3TqnRJVOs2NLMgqiWQl6zav7YuUpT8GZZCiEsPJ3O2oqVrOWo3z57NqpZ6rZr7ZXSZ4mk3exeOQ3O3whePi8uCJjjh3G87Nt93wSHF696DaVdP9s+3ZkCYpQMnUIa/TVR9liwFkixuEfbQDSWclZw3FgxXfdhuz47ty05tmtGnycW19E0ru7jWExlmqrnd+vG0RkDivdYDOr6YLcotAMI0gOU3oDxz0yGOzmuOWFt2r8SgzezdKhOq4zNg3fRRGd6P7EYUhMZUyJUVfwK1mCuJXqPbxAkaEDiGmUpSKiUUDi3QpHG0AaG4ChuYM4rHkeu1wkSXPfBUipgpXAplaVVFmkcGBEnZBTdDFVA9Hwi3hSCVfEw15W1qodYF70pa6bJoHRq6zPTpKGR54v2MEhjHuCUF57KzOIb1YlOiqjKz1MoXNaVb85KDWkNmlO0PEi1Hj0VsRAXIQx8+uVf8Nnnr7h72HM8PBB84jKvavDtMcqTVjxCTMQh4GNStLn3KupoMYEOR5ZKLpmnp0daLVpR87qwlFxp6wwl43d3hLRTmpR0aTnz7UKDVx8aQRRFklY5n0+cTmrzgnMMaeC42/PieMfDfs9kPVPTfiTtJ6ILJKMahOC4e/2pPtfgWf+f8LQu1PKOO/cZiT21ZVY3c+ZE5KBJgveUKOSgPqveqeez+IgTxxgG7Z8gkEvVngMPl7KSq4ovaGtxssnoaFSyVFYRBslEGolgG3FgZKC4RnYqstZQpVQnXd34T/+o9uyzqTW2nuTZJrQJV4nZVIn2incum7fk6dtw++31Xxepb92XPwAciOjCJ89eEzt37QcTE0xTf3G/WW6oB+3E8XBgt5sYh0EDp63fWJ+zC5GUdDEdh5E8NnIRTnNByFTJDGnQfjY5Wy9cBwx0Uyi1sM6N0jKXy3lD7NXYJT+vgIpQq/vWdV0hU9sq3NaxrXfXNvdShcu8sDidz7XpWp+bqV5bGd+L25DlnhBL8AQM3e3JaK/goJuqYr1CcI4xJXbjyGE3MqaEOKGg3sWlNua1GB1bk+Dt3twit8/Aj+dAh9z822wTTSkxjCNpGLeAfZ5n29wLeV3xKZLGaUuGHdr2UW6ozd6rz7lEYRwxS44CDkrOyJo3IRKRahR0DTKLJcidJtafRzSHgh99QrwdH69jHdjqh3v22W3085vgbDvU4kd8w7dVAzB60mJMDw80Fapcc1FV9HnmfD7x4fEDlxrIRNx+3PrE1I4hID7YPliYe/VDHFk81UELDh8GiEkryj6gPCl95pdlQXwgTTuGaceuNIbpgEhE3Mj5wzvykrnMj4jzHPYDrsK+KUQsVhXQZFgrOKpkrQFsV0EX1+mcWhneANSqgoyFRrPKkTRlJvV4Q6tkFTHLlrxqQlFrsUpvM9p0VgDHQJzautq/thL1vr7+sTOmy1KqrvnebBNjJMRk/ZUVlnWr0nWxyVtV2bbNPW/xQEdJLBB2GqiW3oqAgAkM1t5mZftOjIMmw3HExwHvE5jye4NrX7T3N5ROGxMxWmWsmshrfXaeP4ajmGgn2BbaWxy8kWq7y4JDVbKA26tXowiLWex/4nW32VShb3/DktPr4VSASbRIEnzlbhd4+TDwFz97zc+/fOCzVwd2oUJdmZ9W8rJqT/B5IS+FvGTWpRilNVwFW2/E2D5uq3Je40QsEW6h2Y5l33deCysBXPBUHNU5lsuJ02ng8fGR43FPEr/536p4qGzV1JwXbdPL5j3cKjVrP7POt3olwllYvOaCnx1PpwvsBrxLeLrV37W1DmNSdmHpvqL2vw03K+xN2NS/32MX55xRo636akln185QYFiZEYFrAtwT4tY0filOE+CuiO/pNGaxJFT3UsXsennEAPsGWCGxJ+tdMAuu561fX1+ni7xpyr2NK6WXsxVbtusSAdd90d2NsKv1DDsQ+10No64tsn3Wu9aQLWH+7uN7k2E9QYjOq/oq2g8bUM85LPAkaF+pcwFXVXF2HBMhKQVjcqq+HLCmf2lU6V5UjewUtSy5smahLpUyL7igIisvDzsGP9AEfvv03kRVItMwMsYBgvbB5LwwiMMLlOqYS2aumVIWTeIJuAJVMjHtmHE8CaxBKFJ5vJzIzTwpafgQNEBezsy5MqadJkkUnmKkSOWST6pWWBuuRa0G+4HoNFC+Px7JDlbX+KqcyfOFb54+sLSiLE9RkaYhBKXjBgUVxJmVCDANI5+8eKkLyDqbSJguHKUWlpy5XC4chwMpJoY0UFomG3He9YHmA3hPXRcu5zPffPMVJa/K+8eRW2XJK0+XM8M8M9zdq0CIr3z95j3rsjDPZ1wIhKhJc0VAKkjBtZX7w8T/5r/71/z0yy/5+7//R1pRldAXxz37FBgDRBravaXUDK1MB8Q1zrMjxAfuXwy8/PQXiA9887sz51ahLcytcK4Lj/XMblS62jRN4BvRNdxccc3hCITe30AhRvWDXi6R0qyDUAoibpPtFyopKK01RB3L0irLsqDSPdGqocI4JBJCcsJ5manSyFIMjPlhqElLbeSmaptsyOMtOqmJjWCUV1RcSgeV+U5i+y1tW3j+P3qON1/rCqSiT13B2DmnfeLBKgWmVKoWO948NwMpBYIT9bSNykRxTu2SXEy0Unjx4Ihx1ACwNuZ55eQvpGR+2n5HzmqblI0uXGvjsqxc1tVE/FalG1lQ0qqOsdYT0x4JC9d7bYt478X3loCxVePAB7OJE+0FVkAKSwAVVFMxKFW+bM6pGFhRmuJuHCE4nIuspr7c9Rp66tL/WgwqMrYbE3f7iYfjjof7o6o1BsfpfGFeM0/zypIz87pymbPSsH9Pnri9vCH8uumG4BmGxOG45+54x36/YxhG0jBQq66Bwfuth3QcR8Yhcbc3n2Gv2hPDkBjdQLHEobS6VQ1001RatIPNF7ULhJRat/PsPWi3CLbYeePi94I3/z97WHBy7R2z+3cT5AQ8x8OOVBun/IE0eLwpgT5eTvz2t79hNLq7xJH3Hz7w1Zt3/N3f/R3vn85883jGT3fE8cDL3Z2VNAQXg4LNQQHg6iIlVoqLFBTMCNKtHCPeR8QlHYN4XFOhHV8CbVm4fHji7vCC43hP+OsJKULNjX/8h7/n9PiO92+/4tcfFsLThTEAMXF3zAQBaZ7a3KbsKuI1IRRIQS3DhuDJRXBrZZoGhjnDeaGWjFA1KTRV1N6GooC1I0VrS2ua9F7OJ05PT1qtMo2E4LswXSImVcCf15UqhSaazCLO1prrEtREaaoacAcOxyPjOIFzTLs9sWhFX1DF7FLKM7X4TpPu7QmdreEMKEasWiWomrj00Nsrq6TZvuI9wQ9MuyP7wwO73R0p7VWUNKm+CMNAi4EWwEXTlwkgwSHREZLTFr2iAMEVdtNWpx/Dsea8gXLetEp8CJvgXM8MHGixSFEVLACn93vX1qB0IFTZSykG2vUt2LYirvO6F1bG6NkdD9wdEj//6Qvu70Y+fzmyCxfWpwvvT1ZAQViWTCmVfMnUXKnZvGedJySz8IyRcYrGJDbbw1a3qqPGs52xA8ESOek9pl6TGsEzhgAh0pzjaVlYnt7wD//LB+bH99zdPfDp689uQKGFJpXSVkpVpkVdq1o9zQvvvnnL+XTm7dff0EpTT9sYbphNyqp8/+4DZR3I68g4BIJXxxrXVcoqV0cH8+t9luTCltj3qmbrVX5uEmuLE8Q7qwBfI6X+VanVQGqlX7fWe4chhAFaoTZtIfP2jIIX1cnpmjEOHEWLDdGo3Rb3dGtCjSO6UGa/H81qHX5bH7T3GkSq1VnMdkqMdypYnGRCjl1AAAFjk/Sr688f2FoVQwcAQ49K3c1s1/fgO0Rd+/G9ybCGC1cbEYw335cUceqDi1ODaW07dCQfmcJktkEQ2lX0AIxS1670vOZEDbBbM99HTWIinuQCyQWkCedlYS4ZERiCIhVVtI83t8w5LwxAEE9wiWzfe8oXQtUqdW2V4leSUxF0VVJzVGksNRs6qYtNaCqMc6kXmq9MoP3BvrG0xtIy7/IJX63HrgLOab8LZgEiakHlDP0urUHwhKRCVyFXndDeGYVT73ttldpUEEMVIxfWS9aeAIZt0He68rquSNvZ87JNqrUtcegCNIi+typQz0aV0YGjSriFZV1ZsyJ2LiR8qFzOCzmvqkJnFaDz6YmUV0JaqMNIzgUpmSkG7nYTd7tR0cA10/JKXmfyfKasF+q6IMOk3r/O2eRQK6xWoRYIwx4/7BTZaxnfFqqrFKmsJZOj+QxLoAVtlA9E2wzYKDB1q/J0mE2niVZxjeaB9VnYsuB92Oho6uvoNm9iMCTNe6IHX/yGiNWbnrk/9UMBwJ4Ew+9PZG/Tpetx091iiUWvY8rvf6s/4vjDolr9+z0ZDhtlrtud6KYezVZpZDeODCmRhkRMSnsGXVSrtC05TikwDQOHaTQV5bqhudV7qrfeSKtkdIVLFfMquNaI24alSTE2twVROpCptDuNSzcUnG0mXjd76RuSd0aH6vfHxnKPVKzXW3BK2Tcxv2wJYArVVBWv92977nJ9cnhHiJ6YAsMQGQbPkDzTEBVQiIFAY4y6nqSgG45UITtHkWLKzDe9uMhNYOWugACdtmc0ShP06Bt/6+ruRdF5pL+P26pBzjtlgkTtoxzGgdoap/lMKd1j0YR6XGVIA60JMebtPH0ISBWaM7XMLn7irILy0ej7+JUf7dFLFsBNDWP79sctEFcq3Fan2CoAoMCTb5BzMUsXBRrmeearr77isBsYUmI4PHCZZ56ennj77j2PZ9XXiH5E4sg2njyqOhpU4BIrhokPiARlBnmvgZ2L9mxV9MrhCc4ZGCuqOKwbqgp+hsjL+xe05qkFPrx/BBzny4laziYAVTmvhdNlYZ+SjiXXI6Tuka3Bp7O+eGeAaggqRKoVVO2TFLqYjYNmav1OrPfWxuSWyDRT3F4NcFN1WC1QqA93sJ5jBTKVEXLb4rFRi3Hbs+vV3WEYGIaBNAwKEIbKsCybmFCz3kZvvY+tqdr97ean093uQxc8kt7PZ6J2XYHPziWESBxHxnHHME6EkBAca1aIuTkH0etH8OolE5z1y/QPaEWZOrrIXncM+ZHM3e5ZLYgB8LDdT8sAOhV1E4O8Vf23gly32JPW8La/BKOBqZBvT1ie7U6MptVwv99x2EfujwOvjiO7MeBbpq6NlaaiumissCzq+12yJpNNsPPr8SnPkkMdN9de2Wa9st16zLmrkJjYmfXt0HttnyI49aCunrU15pqZnz7gaiFa7C/b/xpF1NatNWWpLsvCfJl5fHxiuVxUWdrmuQqR6Yk5w11KzqyLCk96Blowtqz1qnphoxJ3ATC9Xn1OHXjtYoIYo+LW/r3HDP1wW1uVbGvqdbzb/mp7bH+CKqzlNV5o1nZpz8nbeTqrxlYbK1ufudIKrFbS1yQbU4ImtxsgKtclQbrQ17XCjOvj8BqbbClw7/3Vm7JVivuu47jeFycgPVff7tXNXO859ffMqT+iMqw3bggRXNNKpmXguuZrahwqSj8tjimO3MUDPmjFqZW2eZzhnPZs5YooKYjqhbVV1lKY4qSVw1YYgyeFQCJxWhbezmdNJGNkGlTiv5nI1bksvFmeGPEMPnA/BLITMsIpn3DAhCdZgt0TfRGIQwKEpa46KYPncrrgvKcFpdMmAqkV0piIu8hTW3gsM788f8MxTOzCwFhhTAP7cc+AWkqxarKVW+Z0urDWwrjfMR4KozjaWra+R0XQdODWupLzwuV04vH9eyavCDUEhvtXGzK+5pVlmZnnmVKO2zNDtGcpxaiVFrOFUaGcQs6L9jc2E+1ymlgvOXO6XNgtC6VBiCOI5/3jhVZWou8olfD09KiqrSmy2+9ptbFcVlxZGWhMriF1JS8XLnUltsyHN3fcvbpntx8JIdHCiHghxAEj3HCaK+f3F/ywx4971uB4yjOlgnOBtWWWsjKvFyqFVqFEjwRPctobivOsZnm11h6+uhuF0qB0fxOOaKYuXGymxRiJXggV2lJxNMRdLTJAE64QgwbWVcjNfLf/SzLB/4ZH98G7Jp/Pg1095Nlrsv0cXOtpG55589+3xwZrPguW/qgq2+2PbFCgnnNXGU7DQAzerkcBjCEmduPE3fGOF/cPaq902JOGkZi6YIvOkUvO6qMpjRQCx/2Iq3vyFNkPnvM8s+ZCDY7SFH4WryhrKYrKRm+IJp7QgvYBAmLorXhHlaoJX+uL9xV97aJr3TbAGwhJb6Nx10Rj66eyNVWD7rolxNnpJucCyFrJ1uOkCDX0akmvDsjNvfYehjEyjYndPrKbItPg2Y8wJs+YIoe4J9fKmBKneWEIgeC82jmFlVysr7jKFc3v12jAn7dkuLXGmrNVm5SWFmqgec8ya2/0+XxmXRbra1ebGAETBdIq2H6/53A48MWXX1Bq5be/+x2Xs/7+PC8K4rmi1S4ctTacz3iftc3ZVyQXWnBb8CFgzJc+8IX2nXPkx3jYRdtaf41K3M33r5PzYzVRFfSBLorSeztbE55OJ9IwEFKklsLbd+/4j//xP/Lp6weOxwMvCXx4/MCbd+/46ps3zEuGkGAseKuCOAcx9r5RS2m9jo0Woq7BJhDomyP4ZOer8Yp3nmh2eE5gCOaQoY35RD/w6YvXNDdQJTDPK3GYOK8zp6c3rOuZy/rEh8vMm3dCfPGAiFjLlgb4tVy9Ub2BczjVGglePbGDc1clbd+TG6Dp64KzeZFp5tHbCAoQr4v2DJeMtIJ4rbj44BlSUv/zEMAS4TgE5rbQSjNhUUcI3SNYaRS9QDFNE/v9nuPxjhAGU89vFmdoewSu25w5o5dmU+q/LvPeWB05r8ZowVAMTcKdV2ACp0J7wzSxv3vg7u6ecX9HiCOlCLlcCIcJL44WA6SIHyI+qeOFCx4X1X5LEEpdWdcZSVca5k0I/oM/kh+s9zurNzoKANy25PjeSuDgNptq5jSg6xuboKNT4QcClnDRVJiWngJ3FfbI3SFxfxz4F7/4lMMUOUwR8hnqSnm8UOw9x2G08QHrctViAG+q/2ZbmhLdv3tdOohiiaM4WvXWNqP97sAGnkhPhG6yLu+FIdqe5yC4SG7CUBrLhzec33/D17/5JT4M+JhIw6D7unObUvVyWZgvF87nE/PppNY8tapAV/BEV5Ul2yA01ROqa1Hv5SqIBFKCWB3O6XyLAK2ZtkXvta2b0vx22N6+Jb2ulx0AE9ntIHoIWqcXW6dFxNo/LJmWCjS8a9pzHaAFjVWq9ROrB5EovuSd2r6Z6J5U1VYIeHwwrSJbP3Q+92d17fvu6t9bYttfNxDAi/2efX/jb0hvlmjcRtKqUXX92b4/6cqvHj9dDb3iuGJs18KE9GrA7zm+NxnOeVXvJsQsAIB+gs68pqQhRaWwvQgDI745pOhgddJoRU++ObXm1n5bLe9nyZxlZs4ra1k57O8JzjNYD++6Vj7IhXNWKuJuvyf6yEDA1UatmbMrnNvCqSxUH2gucQw26WlkMdhGlKIT8QxFq6jSHGPNpg9siaR3nMpCccLjpYA4Bh/YNc/UBoaceDs/8VQWLsuFITpiVMEZaqMsmZiUkpxbZRU1vfY+qICYLS4ex34Y7cFrLw2ICbVocF5r5XI683VecKI0zlfHB5QXJJyenowqpT3dHk/JlWVeOT2dERd0g/bdcNrRhRNSjCrqYQtmaU391SwIjWlglyZowjBMzCVzPl9Q8QKlpQejoEpboTnyUpkfnzg/ncmnR+q8QF61z6NmTh/e8f6b35lIQiLGiRAmhhAQF7i733P68J6n8yOXdeVSFk75RBRPIzOwZ5XMWgolVbypZqdxzzCODFnJu81BSEqfYtXKUC1NmVPSvUZtxvQ1yKkgmTSo3qai6wuTLthiogulZg0gXFWPbNfnxg9ns+2VxusL35UI/75f/iN/7vu+/wcrwGzFT9D1pRn0K1Yl7OqGIQSttKD9rg/3Dzw83PNw/8Bxf+Cw23HcHzbLkma9rcGZAngINBHWrKI0uah4lqrXJhVgyw3fKt5b754xJPQ9/BZspSEqZbg11tZ0vDmP8xHlSRV6by70Co2VIe1dlI0TCLH314ixE6wXyO7PFWDUtRXnON49ME07DocDH958w7zMuFbpLZbdHqWUjIiRB21z9V79FIOxgbzd784wmcbEMCilKQw79ktmN6/sdjPzuvL+8cRlXlnWTK5FReZa3RQ4t61MhDgks6RKREuoe29R7xWerUIIujZHE+7o1hEpJV68eGE+xXvu7u70GYtwOp1ZloXFkuFSKjFGLpfZAqmZi/es5aqMW8VwRlctOFN16a2I/keM9h/GoXui2FouUjdM61rLuYXSxXbI3selPyPNGA9G6e1z2j17MwFXoF2IknkxNnxYcay8u7whycynL+/57OVL9uMOOV/wj4/Exw+89LBET4lXGuVx2BHihLTIIKoGUb238KnbnwhOBl3am5WR6UUG1ZloMRibxJJiGriFpXygyExmxfmEc4lPPr1nGD1LzoR05HQ+cTmdONeVX71bVLxSIs0dEGaaaMvReV54PF2Yc2NoOqeqb7SA2iAGD7XivVIIA5Umei1SBxqOdVnJqzKrfBpoQcfjss4sywVH1bYzaRAjfhxI+wkJUKnsdzucE0JwxBYpQeMD75X9kMyz1vuo4lnOcXd3z8OLl7x69ZrTaaXUleYjpAHn/FZBAl0LMUqmd7oexzhQna2rl0ZpCsTjVI2/taRJv494PxLCwHR8wbi7Y3/3msCOtgqPyxtq8LTkOdQjDmEXE2NMpDhYu4wnekdyQkLwUlWY6Wkh35kKtnTLp//a8+q/zaHJo6oud0Gzjy3g+n8rG8Boxp1xJDqjY0yWMEBu2opSWyFIUDFWvCZ7XhiCcNwP/OSz1/zk85e8uNtzGAQpmXo+kecnWlEWYE9+Tl6p891abBMjDL2QEOh2eM1suUrp/fGyMRlqa9u+rayEDhLHa3XY9o5N6dhpy0AXzgytQVA2k1alI1UcVQrLaaa2RjY/4+4U0WpjoDEeRjwTKXgrBnLdr0XVzYO1g1A0RlxwFLN17C1d1ZbFa7Koa2mzZLk/O2BLhrv3MP26mkUDnRnV92gt2bBV8MNtInptS5LmkajxrzRPwfqYLZ6prqmSvVclasFYM64nwe1ZvNCPnmxqXmjFAbH2GauA90S5ml6Hszyy56l97+5AgTIX9Jo320M+diFRnSpl331UDeYK2/6huf+9yXBrVQGD5umeFJsQQi+NI1CdqtfJlTZTi9J/7ZcMtek5v1EEbfDmopWBXDRIDE7RylaqVStV9bc0pfQGq+52ivBFFi6ystRMdI6CbBZOVVScARq59ynjKVSjyTpq7ihpsHNsLK2worYHAgwSOLe9tsdWOM8X5rJslCVpoueN26pCVUQT4aZ8d++8BriGmnm0Kq09q8U48RDClQ/vgFYr82XFN0cbjCJiUubLMrMuy7XnBuXr57Wwzgtu3PUIgB7maDIspr5roY9onwC1sq7qrxZCIKZk1+PIuXA6nfFe72cpK7EFkEjLK4ijlUZdZ+o642rGt0qwah2tss4XTo8fCGNinO4YhkxKFb/b4eLAkALONXJZNelslVUKqywmcjVsmJGORZ00SotNhKKzqtFpPqjt16Yc2EWhbGw6tyVbOiGNMNMnZb9zTuXy1coKmlRdDFv3QdPAz7nnFZM/6eOj1UG+47X/bx63ycdtPU5uUO7OOOkbanDKJhnHkWkcmaZxo/yNw6Bid6XY4xKlL3YKo61rpVQzgFeqsU4f3UCv9J+2gUrdplmaIB4T5TMa4ab6aYKB3m8z8buBk+tGrqI7KmShPLVOnb6l/fWPLhbhGaeJ/eHA/cMLTh8+sMwzuWp7g3dXajeYKAWW+Dqt2ga7J9FrsJKCsj+GlBiHQZMJHC42Qoz4qD2YcQ4sa94Urp2r1zpiE5oXtbyTtgFSMQZ7NvqcvA8bRa6Yb+q6rtdWD69r7C0zYLfbsdvt2O/3KpoF3N3d4QzAiiFaRUHXNnBc5plcCiFrsHZlKVzv/zOLGLne4z+dGfJfcFiSKu6aFDtD1rcaxE0i/O3PVz9dmxC427fevnJgaqVOMt4VDqOOfpFGkJXd4Pnk1Qte3t0zxMjT+xOxFIaaOQZPAlYLnlMM7FOCECh4YlOQzHmtCFQby1b+gI3Mcz076RPWG2DfKYmIgiCiViotO4KPhJDY7V7Q2oG7u5fMC1QZKXVC8hOX1XHOiYBaL+FU7KmJkGvhsiyspZKr4JPb2iZ65VYLdzrHvWtGI5ReRtU4qKiibfNeL0mctS2tGps53aNDisQh4eO173g0kTnnBJc83hXKUmleLAnugKLqKTgnTPs9+8OBw/HIZX6vxQ8fUE+aj/bI1kxUUDZAPoSIoBVgcclGTsP5SERoMSp93EV8VKGsMN4ThyMxHZAWqGtjzhdkCDiXLAGA5NWlJHhTD7Y9oLOlnenP1KVQDmKuI9+hgP0DPnoyosd1PXxGgcdZQnmlqGtSZrVep24KW9Jc1Pu5uIII+BZwTQFUJ7AbIg+HkS8/PfLF6zvuDxOyXFiyxqB5Xmilt7VgorjVvLU945Ds76l+TQjR1nuuyc9GIe6g6NXDtt0kVNeC6XW9/jgR7t9XNWQQ5xiMRS5oklmaUBrkVUEAKYVW6jaeIw4XHSkMhODVTcd80ltRjRipzVoSnDFNBGqjrgWCxzWxCrW7ikFvOdFz4KIn9j0WcQZw316P4pCi7QHbCOifr4lxr7w2YRO5Dd4hQSvtrZ9vr9CKbDmIiCMIRKcAfGcUOGtl0mfgtiRbb3CPIa9hZAc1tmcrWunvOZLbbJC0BaJ1oGADDPq9YhPp6tFPZw+oJZj+UemBovR9yT73NrXvOb4/Ga6aoFUcFKM8A8Wky6nesnb98DhCcJSWebxUxsqmKK2LfVc1FPB2o3GUed0ocuu84lJiiIpS4mCl0lwkeIGs5f67OPH+dOHydOLr8oHVVdZQOYTh2pvcGrkU7SelUerKFJIGYNNEEI8vDi4XXG3EEEwQpjLXlZnK4lZW0ebswxy5lz33bsflfKaK8GJ/YO8HppA4TjuCUx+yTGNthXfl0tMroo9MDu5dZEfgIo77h3vWVekYCR3gw5QYUmCIjsNR6X+hZp7ef9hEZVwtFBznDx9YzmeS80ohqsJymbmczjw+PpIqjPv1igp6r5uqiXOJAQpLKaQhMfrAcplZl5UYPCUvrPPCm2++4qvf/Zrf/Pofefnint00cjiqiM1uN7KbJq1IP52VIeAdL497lriyqLQfXoS8zvzm17/kt998xe9++5a74wMvX3zGp94xHvZIywS3MKbGMKgqNB5WN+MoTP5AiI4hJVw0OMn1mpwSJmpr5LZSQ6X6hvhKCx25MhPyZirQ0gwVs83CaXK7rplCo4j2X4r1p/XVZZWyiRFUpxMtRrcVQn6Qh/yh5eK/7bElHgoO3lQjtJobo/aw9oVcWiMNI+MwEJP2BseY2E87DtOOKQ0MPtBi0rVMTElyTHjvOA+jJkyxMM8rpQqlCvOysuTCh4u+lq03SGrVnlnHlmQq1cgxhERtQsiFtQpLKfiklifeX8Ww+qbRN6UOuoTglbLUdxajGwsOrIpdmlDrre2ABhnjNPHw4gU//9mfM5/OIFCWE7VlFcxAN93dMGxY0PVvO8akbSh3xyOvXt7z8v7I55+8ZDckjmM0H17haV7ZlcohV3bTwOmiVhT9eV1W2zN68t2EYOaGwTn2ux33d0e++PxzPv/sM+7ujky7HTkXlmUl58yyLFsyHGPURMGS4O5PrHTOI8ejtol477i7OzKkgZwzl8u8JcPquxj48PioyUrWKrYGcNZX5RQoUWaOqoh2hPpPaX78Fx+32av7Y67s5mduvDOfJc7GL3cqKvLsZ0SEGOCTl/ebXUnkFa/vD/ziyy9YTmfm04VfnmdeHCbcqxeElplLYXGOdLcjHfZ8chwo4plzxdUZ51R0pzfuteAILlBJCptuff5aORB3rWp0BdpqgG1wAR8EXKOUmSL6/RhHvPe8evmK1hLjOLM/Lsh6huWJpa5QF6o/QDoTvZCmiYbw9v1b3j2+JyTPNB2ILiHO83B/ZL5khhCsN7IRBwXLsklSK0VUacbLPKsPqM8EFzidz1wuF0sKB1z0vHj1krv7uy2BcMCL+3sQodbC7BY8njXlDST3PhCjV6GsIRCT5/Xr17x89ZqHly958/6MLKtSUb3uoWKK67kVZZo0tZESK2LtDwdyLpwvKz4OxDFa5VnpsWPtEGfEhYTzERd3FImcLxXKSVV6geR2DLuBIUaGqL7CwQfV9fDXZNj7gHdXVkl5OjEfgq7VW8/kj2MG36rzdiA3WAWxU2+7JZ1Y4cR38MD39TMwjKMBjR4RFY4qbaFlr/otxeGSYwyBv/3rn/P56yN/8dMH2nyhXt6wPs66Rp8vLHNWj+pcDXS2v+scMcDD/ZFxHLRl71lffdus85oxqTaPXW7XEG/VzV5N9s+w+w4QfKxA7b3HBY8XbfPMXvdM74VDUnHf9vJIKZVlWXXsmKiotiupgrV3nSiuCaBWqgUpmGr8tSiCFfwo+hyq7bOrVYBv7RP7s+vXdQuRa9tEw4WwtVJ1NKBbLbUmdH2u/iPBayzgvPUFm+AVUjVxrA0pUKzRtz+HYow2RO0pd35ERG3gpNvY+t7v74xt5re/qzFx2xJVeA5s6PXaTJQed+t/N6eV7R5ftN7hID32ESuCsQEEsn1bv+cFjBVuGkydyWxA7/fUqf5gz7BejPaj9WS4/xN8VBTQaa+GQ+XZa9OekrI2YvBMaUd0mPJY69RuUoh4J0wpIRaEIA0nwhACfogMTgglU9tALYUEjD6RUgIfaE49aQPqeRadJwicnp5YDbkZh4EmmUuZyVWrzyVn7SCugSJi5sxaWRqAaRioNTPXVW+zVxP3VSrnmrUy4h3J1NRWqfo+FFyFFWFpimxim+9xt2fv4RA9v/7qiWWuHHY77blDvXGbEy7lwm4cOe4PWjUZB5IEyrrqe/muzNgUjVszyQfKWljmmTAE9SE9z1SX1Ftzi1ccNWdyXljX2cQ5dCCVrKqV67qQl4WyLrRSWS8z0ooh0OBjUCVQW1Cd86xroRVFsoL3Rnt0SimBbUKUokmo5ALtG9paSSTuz5/gA5R8oeWZIMLxcMdlfWCajriSNzl6ZwvUhqh5m0S1Ii1uSVSlUaSqR7Zob5K1RiCYV7LRLZXRcKWrCnkLKK5t+9dJ15whzshzZWIxlP8HcNwik/8t/94fOp6fT4cYrbe20546o8GQZHFNN2+r2Kr6sKG7IWxVTbHErJkdSanK4GimaryuSmlSMTkNJtZSWHNmvswbkqy+dZBiH+MOScFUGLtSM+gKXMnZNktRBok4FcfZRMjkGpi7m02vixUqcmo1vE1Vk2dj08BZ5nnhdDrz7v174pA43h35kC+0pptHjHqNMYQtOIxGGY0hsJ8GdmNimhTkOuz37KYd+zGxn+K1Yu48Yc1AZllWklfrvWDou/eq9B2J2m8lWOAdSSkypIEhDaSUnn2oAiWMo9ordfXn3iPXTCV3t9ttSfDxeORwONyIECo41t+vV4WHYbDXugNBpuTV7GfYZvkW2JiGgz7MG6rtj+Jw24fDxDCBrcp7E3t96/j4tZuY1VngpMFHrxjo/XROx1p1WmU47PdkHwgCbV3J0TFNkXKYkLpnzQeWkllESMdE2gfuhsbawNVKqQUh4msi4mje0aKjNU8hUMVZRSz0mMqu0+zYeiWp95hxnVvu5gaUkoGB/X7ioTqGacchZyQfkHykPD2yXs5czguEHd5Vxt2BNIw6d6XSRL2VnVf21zSN6rrhtcdQU3WlE7emcZAyzbTyKpYgOxx4UbGevCqry6sP9jSoUCAiRK+08mfPzMZ1cH5jiDRfAO0zDhFSCozjRBoGvFWLQ9K+St1X0ZtlrRbVHDg2L1SUxguOWITU2+Ra0EqwDwxB+zOFgKrJavKl979YocWjrhkab4SukB2Vfu2D2ir1S2tN9/tWsjJUlkytzmivVxGhH8OxMZnatXJaux7Kx/u5JZYiul9e+S1CLZXOUdW1MxDCgOlPM+B5OE68vJt4+XDHborM5zNtnml5ZVlW1iWrXkSuKoSbzbKoKogrXvfI28puEzFNCduvrWrYARo9314Rle1zF2fqe6X+3PNn2uPCW/0C5zt7IFo9Q64Mr1bwIZCiM0ukSgkOKebTC1eRKovvNhEtq7Q616ndbVsLNf9yWqzprxmz6fZcn/d5979zjc02C7GbbPdqfyVbBdUHUMBg65IFUTFYvCPFQAkBCQ0JlRYcMThqwUSW3XZvWgPfut6BFoO2Kr0B0l2bSM/z+iy2qq6wVfxFth999nM94VWmiX1usolxta70Zjf0NubR2OlK8e5rgbOtWkz9covct3v23cf3JsPektNWVUHMQgMaaheSmiM6iF6roR6HBKFIYW6rNptXXcwIqrBW6eiAY4gREcc+jXqhxdH13cYYmKYRCYG4zDrImtDyyhCNvhsDNTiGNELzkBuDJcNPjx+U1hMCuzBQxHEW7YuQJpQlWzU1WC+LJsMxeLwLHMaJtsJpXq60CO9YpUJeVbzGK2W7tEaWrD0XgOTC6lQUbM4XnE+EEHl1dyQOET8M/MPuG87nlcNuRw6RiOfu4Y7SCr/+ZuYwTYqkGYVw9KIWTnR6QKOWTL5cqOtKcoG8rpxPnmE3siwr5/OF4gK7eaErfwqOvK5mk3TZvGWV7lSgNdZ5Zl30Iy8Ly/mMoypDKqlgURoGQtDqvXOBZS1QFYEPPlgyvIk7WgKiVi+5NArCci60pTK6xHp+IkaY50fKcsZL4+H4wFpest89sF4+0Ja8xae9z9I5lXxv0ii10GRQNB1HEVGv4JrxosBNM6pKo5FbITcVLwmG+um86S0BN5NWrhT/5uwDoRi9PDi1JPBN/rgiy5/A0USeLWj9+K9NJ/u+9/8Y2b2+jtGttCqwCWz0yqNTsKp7aHaPWrFkOKXENCjKKa2Rc/cqFqp4WlMa15LUDkETZUW4+8c8XyhV+12GoP1+Y4pmESbWE6wtDNXUL/HQXGZpyjIQS4abZ1MqdrAh0D2Z6wO9g0neqTpzk6vHpOPm2VmAj8DlfNGkMw2MKXK8u+Pp3TdbspNiVNGSoPRQ54RhGJQSnRL7aWQ3qsfwftqxn3bsdhO7MbHfpS2oEmOaNIEYHNFD8tdKuffqMgBKHevtDJoMJ8YhqdCPVfmjVX87jW+apq3Ks66rVcgyddRewcPhwP39Pff39xwOB/b7vboTiFbpY5AtEVrXjHOecRwtUMdadIqJ+9gO6kMfpQYAt209uFKDfzzHFmD1AKoHcMg1CPno2MAXuUYWH1djboO5TY1MXzHRJqXNp7gne4+Uwhw9MXmm3YC0ieAqUi8sJTPXSjoOpClyHIU5FwiZc4ZGwBWlw4tXcaVae4qv+733wQK9Kyjc7b16790WaIoGr8Fpq5WI+ljHmDgcJnwcORZhLRVpGWrm3e++Bv+B9uZJk+HQmPZHhmlSUSenvdk49UUNwbPbaRtHDJ6Wre/TTlKs6ue20ke7JsVOE5VSTE1aGtEFUlAl/CHeJsPJROzsd62CFbynlkoryjDzITIMEw1PSloxjCnhYiCkSBoSQ5m2arOUsoHJ1fosb9WiY4zgPEOFWlWga14Czid8GAjWq9pwJs6lwXArQqXgmtJnnU83AJqyfUKKhKh2ereBv/acFmRZmZeVsqyUagWYVi2J6XP5h33ElMwnt24V1VuaMFyLBs01Sy6s55M+J83qJgrSAiF5q9wrJTg4xxQcL1/e8eXrB14+HEm+8PT+DZJXpFTyUljXwpILs1kl5dy2fdZJZ9n458lw1b9vDvfWvoitQ8+zlv83e3/WJEt2ZWeC35lU1czc/U4RQADIgYksssiqhy7p//8P+qH7oaTJIotMJjITU0Tc64OZqeqZdj/sc1TNbwQCyJSqlgwINcTjuttsqmfYe+2119pzewW8t8TSvF5/vo923OOD3mLjGhukxwgiKgwXmrBjcA5HULHMFehJM21HbsmZ0GNQVazGsBWVtnv7ktLGqI7n/avtrT52Yz5tSTw3PcM3Ylm9wvn5927i7Gor1IADam15isVaCMaTnEe0CZzirFo/WWX20qrIIiq+lZtAqDq6GWXRNfHQ3gN9W6XtGHL3S1aAps+3flvbGurr2Lq7kVRadVlaQWE7n9woo7dbq/q017ZGmsb8tH1FMLdSW+zq1H9oTv3Aff1s62BqdfiCkBp9VLIqOAZt5sRYQ3aaYESniVW1sJqMMVrFLSWBQanM1eGN4X46wqroqdrZZJwV0rpSMYziGFxgmDzRRwqVb+czLzWyeHDDwFgMvhbeHU4c/MjZDE1wxvJmOrCWhaflmZwjIgUrBtd+FlPJFPJy5jQemIaBd/7AIAaTC6sFnGXygSpwzUk1OaqQzxeujQYxHY/4Ktglcf/2nukwMbwZWTOkotTJgMUk4c567lxgXRZGH3h4+xZjYC2F0Vl+/tOf8stf/rUGt+vCnFcoBRcC1jlKjqzzwvnpmeXlwh2Gy8sZma+Mx5FlXonrSrWedVm3QSgiXC4XLucX5suZ3OykjLFIC/5fnp55eXpkvp7J60JcZrwXHt7cMRxHPrx/zziODN5rgp4zKa6KbhdY5oV11kTbmib2gFa1llWFyQqCk8JiLC8hcHn6SC4L3/z217w8ReaXzE/+5hechnd88fYv+O03/53l+kwNFosneBWQyLBVhnNVAZVcq1LrfCZJYckqkOZxLHEFMdrPbnWS94q2MVCTVox19rUpYHTCppxVJbdWMio0UFHBJtOq4N5ZVRH/kRyv1IT///R+f+z+bSO7uX1DSBtK2hWUSzakqIUEB+op7D2lFGJSQOh8vRKC5+H+Tjce7zDonE2SsTVjSoK84iQTnNlcOwwQnEMGw+EwtR7WzHF0TMHz7u7AYAVvhJoWalGv4VyNqh9GXSvHUlWQQ/a+KCONztSSRc2B9XtVlV7AYRmcZXJdDdcQKySBWCtzVpGvJaW2SVeW+Yq1huV0YDAHqAqcWQNu0IqvcwaHMI6aMN/fnVo/syE4S/CWwTlKzszzjOEd3gWm6YBpVTbjR4YxMo4rpfVNrbGoBd6yIrlrNJh9w2wXVnFWVbZf5oXnxyfyGhnnmdSquJfLRVktN0E2xjCEgYeHB96/f8+7d+84nU7bjwY6hXlV0axaCsejYxgyIQxcrzMxJqZpwjuvIGfrb8PUxjjpvdPah6j5nH4Pg/zRMfzjOG6CDA2bFdxo996KZd0CVH/yd29JtbVa4blNPm1TXgcFTBkC0xQoDweGIFjeslwH1svAm3vX2ngS4geMGxgPhTUIR1N5XgpriczXFRcmCCN+vKd6RzSWaFt1GKU1Um76CpvysnUWH/xe0Wk9GZvmBFBLQpzHeeFhOmBsYI15F91hhOGBx5eKXBy2POHGO8wQwFuNiUrS/cLSfJeP3N/NHI8TJS+Uot69TlRx3jY1N9+C9OC9MtLaZp5iaiBP8xb2jmkYGXs7RgPSLi8vrQQjzW+0UnJmnVWg7ni6Z3S6LqSswXOMhbUlOX4cGIFqFSzLOSl4cb0SUyK319XT1imoKsA0jCMpafIRwhHMAIyUajc3kkpC06JW+atAFYwVxuAJhwOn+wfu3rzh9HDPcBhxo/ZFO2exIiquWAslRc6PTyzPL9TLhTV6SFlFvlR+8c/iOB2PDbDNrf2jbq0et9VQ5x2mqqWZ3ID8JRcKrVpbBOsKLmm13TmH8RkfLG8eTjw8jJzuAp8eP0GO5MsZ05iCUgu5CDFX5qQOAsrIUlDYb81NezK8J0hNP6IxRkzT3LE2NPxHbiqDsgHAG0vvM1zj+xhum5WY1TWomp7wq7YIomtcqWWzWZVat3S8fw5u9q6OT+m5rFDN9j6q+N6+ndt7cs229r1O1oEGDn63CLCB/ZLba/TqMGBu6vtSmhid6Npx2xKCusR05e0QHIagBTTnqOOgFXyBXLSFSNXEdd0vpVKtnvXOrunJbl/Ld4ulds3aWLttPxTZ11JpH3wD1WkVYW73mdsd6rNjw1r32LWiAsAWBQFb1fDV8ys3LLrvOf6Iz3ATHRDtpdwRjZb1U7GiSn1aMQM1ji9UU7rrktKE9B6iJK0gV6XFdKEWZ2x/KIJy2ddcKAUObsJaz4gjY8hUznFlqZGEJrYGo+ioDQQfmAatpBRBxbaMV2oQ7bPXQrZq6ySNSpWKop0iStMWGcjDgauplMZVLFX7a7V3BkyqLOj9EaUCBtSiZQgDfrBgMpWsxvfd4NwafPCc08LgLKN3lFII1vDm7sS7N/e8fXNPKZG4ZiSvSkeXoOezVFJMah8yz4zOs9REsYblOhMXreoaP1JL2dB+kdqUKePm31nbgqQTu5CWhbgs5Js+DmsM4xAI48h0mLTvQwy1JmLKpNQM4bJsIkWbYq9X5W9ab0hqG2YqCSOWIVw4vzyTSuT50yPzpRBnIceIFAhuwjFgJGDQviBnHLkWqkqmYGzFy74gqmqwJt11g6I6LwGQJmZg1GdWg1wo0pQ59Zl6XoxsleQqRQW8mr/a7e5q0F419z2L8r/G40cV1H8Gim602VKwuYnBteqPbgCK/K5xZVlX1pioNPEVbzHiyaZqTxQVIxkjBSMVZ4TgLTk4xkEtE2ypHMZRkVQRpsExBcfkFQz0BsBRLGQqqQqpCL5VmFSgSpFMY3ZrOmPdzc7av1urQIomZMFZjkPQiri1ZONYcuGSEpmslZhqtz6brZrZkmBtSCxYZwiNouydxRvhMKqw2Bh8e+9Glqq1iaEkUlJ17CqiwideacZTF8jBcJgmqginY+QwTYzDSggeyQUpezDRRcS6kJjUJpQVI2uztsi1klLzWG9rSV+HpH5XORXY+oedd9jqVBm/712tR9vaFjSWvK1t2xzeqg062G7bMPbAaKfd/XkcZgMBt4pwKxp1xMLwPUwN+c4v3/nbbOyGG4GV7VE6S3U+tyqstwyDx8hAOR2059YJU9DxEXOiGosYzzB5hlxVSMoYllwxubKaTKpQ64gxgWAD1aiF3kbjrbs51haktp/9s7drLsLGF2qVrloTzoxYWwnBtj3QYoYJOxbc4QGfr5AL1QTEuDamG1gr4GgtVkNgHAcOh5H5kkimtPfuzha6dnT2hO3BXRWE0noWSxPac3jnlV1hHa86D9taWXLe98Vc2txSkTvbGBu2FTVSLsSUiTFCAyJDqzg7aynGkkPCOb8B3btbxT52rLUtEVA1fdV7Hlp1SNsoOiQjPVyVNl6MxXpPGAbG6aCsjmHQNq2tWraNYkDXiev1SlxWJCW1VGsxHfLn0zOsatJlY0zVWilWbUurNH91aylNlFYM2iYjt8lJa7mhKW1bpcZS1SFBPK1lSEVuz3mFnChL3pJhI4VcNZFKuTkd1D53ek4AOi40RCylbmtuF6GErptxs8fzWQLV1w16svQ6/vq+Y1+zq7JHrSbnet56Qtkp0/vr0+6vn30erRTvMeZe4ewCbe3cthfRdYYWv+xMlF0oa7+9/01/TgeAt4xPmvqXLtItRGgJujS7s4oxAltCjFaMrV4TWgKronlqA+mcpYjDloprgrC2J6V0rZaenbUKcMc4ZO8Nvi247b+zUZ635B09b/THsv3ZrvV+XW+3nl2b1uzj4mY+b5Xlfg1vTt3+Yv/CZLho2qLosDUYozYGrjVJZ7Q531qD670pFZIkikmMdlT1ZKs0oSSVc5lxwIQniVHhBGe3Sq1tKtDnnPh0uRBz4eenD4zG4Yxa2lzqzO/KR2JOFCkM66iVPxNwdsC7ifujCjqllPWCV8tEoEqkSOFcrqqmOOj7SnHkeSGVRC6esfUY3p1OfJtn5pLJNTPHlcu6UqgbSywHgwmeEgTjLIMM3I/aZ1e9g/pMTBc+zVdizlzWTAwQHkaef/0bgqs4O0HODKPnF3/5b/jrn/+Un7x/w/n8SSsUCCFMVBeoGFJMLOcrj998ZHl+pI4jLzFSgGkYeXn6xPX5EesHJBcVrwCkJuL1TJqvlBKbqI4qXlMVzVsvzyznF5ZlVcTK6CY7DIFhnHBuoBbh5XzlermwzDPeoChhiqS4NpGuinOewXliXsgls8wzay6kUrjOkcN4ZV0T46+OjOPAt19/jRGPIfD06fesErEyMNoT4iuDP5CLxdfEJT4jUnAE3jDihyai4cAkrfgWqerx2gRbjA2IGDLo9ccoYi/6ewcHYomUvuBYSCj1p1s0VNO87rD7Ylot1nqccfyP4/+eQxqkqN7dqrJaMwTvCIdje5D20y3zwouzPL08EwavLJZRacB1sMTVkOOCk4wtEVMiVjJOCg/HiWkIDMFvm33wgbgurPOV0+AZnGEyFSsZK5Vx0L7z7A1zTFhTcNTWSuJwVrfaAaOJK6D2BkJN2k8oVUHDJlHB4EdO08j7uyOncVKK73Tg6XLl909PVLlqG4f1xKSUL6xhcIbBWdbrhZxWqIUwjBymA4dpYgiWKTjuDhND8KR1aeJ8qkWQjYEUMVKxIlyvF8ZBCeHWa4uEH8CHiHWeVCrDNGFdYMkFwTIXuMwr58uyUfiGELRX2PfeYKE0xWhrDKkUMKoqGWNkXVeu16smrggxTc07eOH5+RlrLQ8PDxyPR7rnsG9o/+5xbLdk+vn5mU+fPvHx40culwspZgV6WyXetiDC46jVUZzD2rwF098pR/xoD/PZ7zeIwJ+cMMjNv9/3HHMT8Onjes/ZpkEiBYOoUuthIATDGCDFkZyO5OtJhTVTbBRngw8HSoGYKkuCNVce18i314Wn5cp1EYybGMc3mCGQCawpUyQijZhpTPPq9BbnrVZCWhpqTKvotDNS22evNbHMZ1LJWD8wjEcwDrGOaDzZT0wPX2JNQaInEllFwau1KFspVcF5g7eO6XDg/uGeD1+8Z74q3ZQG6DrrCNZivOch3DEMAUdrN6pCLJWcIlIL4zhof/84tZ7hgWr2CvJhmFjWhTleN2XhZYnEFCm14JqmwmGaGA4jWMtlmcFdqI3baa1REM07pArrcqXWwnQ4gLEUQUEyazoEom0ZvYGPiuCpEqgy6NpntL2oleiRGqlbvOlw3jMdT5zu73l484bT3YnpeFBwvdHat7y5jcCSM58+faKez/glsqaEl7JRdv9cjsM0KvvJAOEm2ejaLCVTcmnMmlYAKnWjVu8JYCVnPTFWLzXJgnEDvgTimnl6vBDnlWA0PrS1qqBuLZg2HmtFHWUQul+CgU1wzeNIFWU3pqQMSaPuLQrAdVscqxpF7ej5x1asebXmAGL3W/pJYE+SesW1ltaD38CDLha5vY/Zkzf922B90P2QsldEhebk0hLh3utcbxL1m8/eedHS5wNsldueBO/fRxpoq+BR3fpmdXw3Paj27dq7NPSgAtno+e3glmk/SFEbWmRDGPzoEavtfr4GJFmNd41Ahiq6FlUD1XhK62VWJfubJNXutG6kjymz2T+CtjCWjTrdPkLbMpo5i64HVmOi0t5XGvW7T3I9DztA3cdFPx9lP9NtJL0eCz3i+kPHDybDsST9glWw1TfamG0EJ0tpHqtVNFE0Wd+woL0x3hqCVaPprtpbGvopRg1ySlv+TFtsg7NgDWst1N4T0kVRDCRbiVJZalRBCpEm3qUo7ZoylshgvdISc+FaM4nEMI5EMjWvfFpemEtkJeOxWrXMiTmqF0MZRwBSKaySSKIU4pgTKUXwjbJgLVPQoNnkTPAjd3fHtuGsJCDWBchIqCwl8ruXTyQ7kgTGg2EYwQfwxjNOI+/fvQEqL8+PZBbGceA0HQjjEdvUc7WMqUJAMUae48qcCxXLy+MTy/VCzYlpHDhME866hh5l5uuFdZ33EUmllAhVRYFKjtScMVjG4YAZ4WUY29i3XK8zy5r49puPatsSV+6mkVoyy3yhxAS1Mln1FByHgefLpdE1Wk9CEeZVhcjcPPC73/+OIXjW+crgR4Zh5Do/spTI5eXcKNem9SapONJaE1UKgeadGgs5aA+B8w6bdEwoV69VlBo6H7OqjFY0+C9NXdp2Ma7WrWCMCiwJBimphYuyt8G1yS9Gex2KaH/9/zj+rz1EpFUxjHryiS582k+rm63vvaA3ghwCHE4n7t+84d379xzHwBgc56dVbdvWmXWdSeuM5AglYaRgEYI1nA6TqtamwjR4gp04BMfd4BgsDJKo2SA5ao9869tz3uNi5vka1VasIeW20Xx3ClOr0hTtm9v6nujKzoFpCEzBc5wCYwhEC1OwnKaB6xobIloxOKpzuDAyeG2lSMuVkqL25w4qQNPR6OAbQFZaQmLVSsY32uVhGrm/O3F3d+JwUB/vzV7FKu2tiFa8Su1e3rm1RvhWhS6EIewsEWcJ3m9WV8F7uvBILQXnfKsE6rqWU/Nkbirvm+DRZ5XhVxVbs6tNd5EZVaheN+/iZVm1ZwzBOrsh3J2GZmCr4NtGOdu9Sv8M5veWv25lC/byeA9lt9jpNVW6rX83kdz30vxoD/n+ynD7rZYNUPfBIw6cKfhgKTmQgzKbxhI30RvvRrW1zaL6E7VyVyrjy5XDZeafHldKAbL62BsXsGOgt+OnUrXaaTUYFynK0GhVD7OdDzYmAm2MVIktQhQgtK/VhBmtwx9OUB+QobDkbwlRuMTKnIQpQSyWUB2EQBgsh+OJL778gk/fnrleVlKLt2pp64D0dpBuK+a1nWlZ1QqnVlzwDOPI4XBQu6ZmlVRbG8I0HhlqYJxGrpdZ51eMGBSc6hXq0+nE4e5ERfin3/6Gp+dn/LcD4zTpPt5sGkWE1OZm1yIxxjYqqgb/VbpIkoJz1jls9Yh4jHi89VpgcUbVX6XXc/QiueDx48Dx/sTdwz33b1rb2aBuIGw9i832rIoClcvMulwxOWGrsK5RadjywxTJH9vhuoq2NS0ha5WxqkmjK47qS1OJ1opsSnFjBNQmXFWaEOSWMEjr1WzA6JoyoErkg22JRq1QVBPIbApIO4CkGjsNBBONn1Iu+CZWmnyhK7+rSrO2W37eK7ytQ9JjsFd3tLGot9SeXNGrgkrflcbo7K9OlcYmRG2P+l7S8iTtq6cBdf3t2ita1DnH9Gqo7rrUujmN1K063JLlluzbdo4arqZ/0/5A0+heFa/9tZuqtsaZhtpza26SUdF+YX27XunXkFeFu276yEsv0TYNKKNgm/M694KAiMXYQhWzMbGUBa0gxy5ie7NOfoahbhV7ucllkRtryteVW+n/VbPp8uyVZNnebzu+bxobs50UfX/pV3l70h9bAX4wGc612WRUwVctv6tSqMHRVQUbjVQKuRoVibB6tb21m7qzmEaBsb33q1Gnpah4idUExjtLMSh19abBe0c/hGQKsWZFPLYT0cShcsGRdWNtyM1cVqqp2ODVf08sl3kmifLhjwSsaK/ZWhKSDTitWsSUWE1Vq6SSVaSplqa2pzz+yXkmF3C1EowGkaUqcruWQjKRajLFFmKNPC1nzCCIcYTB4AeDCxC82hTd3R2RWrheziRZOB6PBOc5GjCbfD6bMm7OiUtciVU3o/m6kNekqtzDwDCO2/NqrS2BjXv/AdLUXhtVOCf9u0III857vB+oVTe/63Xhcrny6dMjKa7UnPBSqSVxvVyQXLEYDsdBmQHetwRFuRXSJnbKGTEGvy48Pj0SvMXUgpkqzsO8vLDkyHzV/mOVUt9VNbMUsihNuhQFVYqruzDUNlHYlOSkLVS5ah+GqkFr8pur9mz1sblXS7olmMF3+mQ3GL9JijU5qHweqP+P4597fHfJUoS02YoZ05Lhjui2ms4msNB2RtMshI5H7u7vuX94YAoWZ+D8olTqNUVSXEhppeaI5NzQVaXXji5QGrVLqcUeGyynoMlwEMhrIYvdeoCHcUBaxUMF+Rq63RIr16uiGGKzrCufjdfej6M+v5bBWkZnGZpYXLCGKQTG4De6uEGo1uCDVqFLik0RPjG1qo5tXupI7wWtSDUbmuycCvEE5zhMk/r3Hg6M44T3Q4sIOj26CVncbHJqw2Dw1m7CIM47rGjp1bU+tuDVt9g5q8FQ6ydzouJXMUalcZbGwGj00d7vtVG9bsVF2skzpiPjeiJrs4+LMZJS3OjXe+9TUwPnhqbWf/prG25ocH8uQbX57Ge/vVOm+/GKmt5obObV68jNv7e3t98+XxJ7sNN7Bm3TEbEOIVCra8rBA7VWfGn2gIAzQfu8swbpVYQDdPFhPr0srDVTqjKfsAHnB/AOKR6RrL23pluCbJy/z86M2fYL0+oXVTJU2yo0uT3Pt9jG4IcJU4+Ii6TyiTUV5liZo3BIQsqGPFgEnY/jNPH27VsOxwNhOGtrUDvffWPRdgVNhq1zSCk3NP+6CQSO46RJUvNZ7gAik9noxlwXuvKwWrjp/PRDYBxHjscjuVSu56tS0xGOpxPjOPHw8G4bAymupJjIqbR4riXCRgP7rkjb92LrDKZYjDgMrq0lRitRNe0DREt3WK9CndPxwOF04Hg6MIwBH1wTCdKsQMV2KqZU0roSl5m0rvhSAGnra0v+fmAm/NiOTrO1DZSUzoaR3dqmbl7EHeiDbLMC/KWg6t2w2du09pr9dUTb36RSi6G03lHDTWW4aKxnUQaogd3vma5OzAaWWlMozYrVFPWd7tR12QI1WuWUV5TZfdExrzT5+na/VXbNTW7UQwHTs2f9nv25Pd7b6NSbkvEOMOjHMe3xPRFuyasV6JJNfQ+sO93fyJ6o9xyR268kprFS2p/0uS9U2d9LmdGCvVEG7483lY0GX5rwXt3i0JsKeM+0ha2Vr68pDoOv6HtiyRr0UG7eR1Pm78a2cvv/m5i4J5+vf2RbbZGb+/v4BY0r9tz2+95s//PV32Z71z+0Rf/Q1v3DNOnSm9f1JBtTCZ5tMTJSetS2fYlcsirrOsfgPANqm6DBrBCcb4JDlpgjSVRh2A4GNzUjdRFcFu7DhLOek5swwIXES1k5l6g+fCIY0WTXVYMrqI+wcfhDk5638On5W9YaKTGrJQ4QBTXXXiILUbc0Y1mKYCXxzfVZKYu1ElFVtu7Jdnd31yoGliF43oUDd37k6CYOfsQOjjVHYs68rFeWurLUlW/nj8wp4YJhzStZwDkYR8/x7sD7+/cadAbP8+WZy3plLYn7+3vWnxam01umUzvTtVBywjTl2/V6peKxPuC9ZxzuuL8befP+HaeHe1zwKjRVCueXM+sScdZTTaFQSLkozUW0xbDkyrqsvH3nOR5P+GHicrnw8nzmP/+X/8rzy1l7kkvGSKXOL1CFkgoUvc7jm/cIcJ0X1pSIpZBEfXmrs+A9sWY+vTxiQ2UcPKZECpEoC8iVOUU+PT8y1MoQbOuJ8ng8pjgoovYJxlKsI1dDroVrXFhKZK2RuaytShV0UW4V8a4QbVyrIBcFT/Reu1VLbBN2cKLJkTGGhaQVMVF1UEGpr9kU/qz4WP9ajrazlbY6W9OTX8swjFtVWJM6xzSOPNzf85Mvv+Sv/uqv+MUvfs4XX36JpSI5883XvyflwuU68/x8ZpmvzPNCyoWcKwWLWIsdDJSMpExeF5wRrLdon7HgKGAt1g/kFNv7G46nA+Ew8b5W0uOVT/FMaEH56e6uETsq58tF+4erABFtp5LWh1xxknRs4olzoayGZFTF/mFwmHcPXNZE+eYT1+bNWzbrA4s3pgW7GrCntCIFStb1+zQGGLQtZPCOMaiVm3eOcQxMh5Fh1OrQMI5qc2K90qSDRdB+ozUVMJZcMp9ezlptqxWHeo47F5r/sgbuwevaGYJWrI3RXuGa1bcUNGDLObGsC8Gr7dLd8cjpdORwOPLwcM/Dwz3H44FhGLCusQNaTKV2acL55YXz+cL55QVE8N5xOJ1IRcWPcu8nBXYl+XKzc95s5X9WNOleQ1EwoH6HWPbPfMWbXPn1Iftb9j87K0nlk9vzDYhFvMOKAwYICv7YrHPLiCbDtOqV5BURbW2Zxnu+eHviNB34+LLwj1+/EF++JkkgHO85DhP3p4nnq5AF8BZcowa2aFpEmtOMzhubW0WjZlQJWqvZpSTWaBB3xHqLNRnnwBw8PhyRLKTlW85pJn1ccSGSJfOTL8xW1bw/BYaD58uvPB9++y3zmsnfPpJJmKKFghwz5/MzB7nTRGMMkFXXo6RELQU/adX3eDrihoAfBobDget1Zl1mpAoheMZp4vQguCFoG0dTsLVe7ZPCqMrNpijQ8OmbT3z9zTc4bzkcjvzsq18oiwJ1pEgpNoX9RLdONOyeo5qUtL+NASsEa3FhJIQjVYTz9dIU3ZNibE77n6d7pUd/+OpL3n7xjrs3GsNY1xOP1vtaVFMgr5FPX/+e89Mn1usLtiojJ+WCSCEmpWr+uezMyniRjd1iGhumJ8IhBBDtLVZLHK3Cap+4b8mwgkkpqc96SsrewZrmWqDCjLlANLC0TM7Q+vUB29R7HaiQGYbg0JZHI+AakFYFm5TJZ5wgoi4ktgKOrWoLdXOL2FihArb3NdeeUvX+Z179wO2/PV5QYS9rwThavEYbs2U7lx1IYHv+DdtFWrJuXc8Mt6KomO6V29K53aetiRKaBvyol64WdVo93vRyi+iYLnv9Ur9Ts4YzDQhu2X6vrirQpPEnKLDd1aU7K0e3U+kYJiCbpobmxg6MFq08GTEFLwaTM0jCdEYAn1Vo27HbSak6/O0c0+R37+Xt92mbBBtY0qDGm+d9J+9lT693sLADN6+Oarbvvr2k3bb2P3j8YDKsyLlm27UK1dabC87Nqzei3oak7BCI4oVqt+FMq6w1fKFq9zmJ3HqGLaZ7WYngxBDQakquhTVHzmnmWhZSKa10T7uwdqPqiG20WdFqYbfXiSXig8dayxCm1hRuSaLVh6LrNaZVdauoFUER0Qrw8aiWQc5CUcuW03BgcgODUYGLglKhL/FKLIlVVorRKnen35aat3Mbgsqe11pIJeGqA2OIKXO5zDxfL5Qi3N89AGYTr0FUKMF7HcQiKv4kRZEuHwKDDwzTRBgHjFM/YM342vj4DDksTeW2G2SnmFTwKikCnkvlMi88vZw5v5xxxhCMqimXrCDIEAaMU2ChlKKBtzQjbWk9AS0Rdd4iVSnKKkpVsbZSJBGzUFYVKys1bZMpS1Yf61JQj2v1LsQ4Dcy7mEMLclW4pEDpC1Cjk5g2amUPxOzWhyTqgdhQuP4+wToGN2CMIVbBSNm8zBS9kw1B+x/Hv+z4rED63TPZVvS+/nWVadeYD66prt6djrx984Yvv/iCt2/ecDqeNjpUV7QszSYJpwHhVt2sjdrXNirvPNNg4U5wVhi8ZTQZR8Wl2qhgZhPGA7Z15rAeCHNu6Kt6cxurKs2lFJx1EFqvqlW1/ZwL3sHgDUOwjF4rws6AQ2m9pYFxS614Y3aktVbEqHqktQaxiiqXWpXFWNvY7tti25CcdxowD56h+fjq2uKa4q4GJls11mrPl3Wa0IZB2TDdAqXTGUOpFF838CK072GkIqUgzmJM2JQyTVvvXbumncqq8USnjGlCotVtNopubeJIvQLfKdUpRebrlZfnJ56fn7mcL6rAKjd+iTebat9gb6sFtVW9e8Xgz/PQ87Ch/3qyf2A103tu52yvQP2hx/bH98DsljLd7zQasbZblHFhmuCakU6ZByva9ysNGB9auPb2NIAIy5KInyI1rqSnBXe8x989MBpRT2IMqjHcKxN6DrbQrydxsCfvFL1PoJSEc+p8EZxQvaEYgziH+AHMHRaPsYEsA0u0fHpaNFirlnEcVFzPe6bjgePdEfv0gi21JTMKxpfaxLJK4YZrqOMfXfN8sz/S9cXskToQU9Tqk+/K2YEwqt2j817XKq9xR09qpzARbMAI5DWyimG+XLUH0cBynUkpssZVe3jNbUVIz6NWznb13zC49lmdehM3sKtWFau0pqm4e6cA3GHicDowTiNh8M3qs1fe2mCrlRwT6XLl8nJmvp6pJQIFrMY0pgf98n0B9o/zuFwv1NLsgdA10LeWEwR8cHTP+tDEEbtaubV2Y1RIdVirAGsvEPQ+3VIbmGAN1amTjGmgdN8brXStaNH9yciNaJppJeIWY9Lo89t62tdaTfr6xSki2CZ41eflJn1mNliy9aSzrVN6fFY5lZ32DX1P6EXSnlC13KVXhtvLbf/2dfCmKts/EzQnFmR7b2NueCYGusgkdChhI23r1mZbIis7DXl7n36eRG3B6k1Ct+19ptsSyZbUI3syvGf3NwNI2K7Fxp7WK6tzuTE4972uf3fZxtsGHtyAoPv1uk1d98cLNPCxnVuz06I3ivltyv3ZR791pLit2u/tZf169dS9fd4OZvzA8cM06dIbzltluNnK7ACvfnhtkL5pdN8+ZuuTo5XljSXgt4W8tPQwkTDVYFX0FNqznBGCMViBlBNP64XH5YVLXVnJTVhKB1KwhuAteO1nm+MKGvuSyKw1saSZk7sjBM/hcNRENxXmmihoFcO05v01Lw0lEkw1W5+bd1q9FskMLvD2eMckBi9KuY01saTM4/xIyop2+mHEhwG7eCSvpLIiMmCMYwy6yOeycp5fKFTu7FuWGHl+ufK7r78hxsLDm3cY6xkHpUIpQJEZppFhGrhYq5VvUaQ/hMDpbmQ8HgjT2AzqW0N9CwCda56eZlf6y6lScrNeWBaulxmMo2KIufJ8vvL49MLlfOG+UZfG4JA0Y53j4XjXKKyGdYkaiLMraVaM9hlKxU0eyUKJCXGy0esLiZIjsUCsKi1fgCyWmBfWGJvgTlPOlAB4Ko5UKrEU1pwbjVqtZ3LN2CoE46GbiLdFGdNoel7Vxqk7YgXay+2t5+AmFf5BFUwLEXrPkumJhbxa0H6Mh/lDf/xf9L2+P1j+/vf8/KE7OilbsOW3xMnivWMaB96/e8tXP/0Jf/1Xf8kXH77g/u5eK0lNSTgl9bsu1eDHSZOty4LJFZGy96Zaw2EcOQyOt2/u8M4QAhCvSI7kSyH3ilGDeTuLxITAqVTGa8KEiyqiO68960k9Qp1X70x7sLjgSHFhuS6MwXAYDKfRc5oChzHgRGt3PniKsUQxXJPgW5VaNQSaHIW7PVOq8O7E4r1FnPYNd59OjCEMur4dJmW/OKtWLf3cdnqy33pxtTagdg0wTUcE8NcXFfM5HhjHsKPRbXMOzmCMAkk5x2a9M2oQ7NSb1PXPFEKjxe+WEmpdpboNtZatVaQ2MTXR7XwLrK2BuK6cz898+/XXfP273/F8vqj1Uik3Q7onuxu028DQ/u/eL/znlwzrWOmp8Hcm+p/0hb/7mFfA1hbD3AQtyM1jFDbvAMeWIhsNlE1jjGkw1AK2NtdEdEx5U7C28u7oGZ1hMJbl/DvK+YXfP77g33zAusrBTVSjiuPROrKx5K3SYreP02OqftNWGW5jpZQVLyODrUytfbhgqEW9fd30AVNXkIViAnNy/Pb3L6S1UrNwOh0YgoJNx7sT92/vsb//Fi8wGKctZPVWAT3D2BgLda8M+RC0B38aNTF1ltJLV9YQY1JdDJqf+BAYDwdld3hPGFXjQEwrIuTK3emOu8OJY5i4XJ6pJObzdRPMeX56IudELpnT3Un7ePdMeEuANNAviIHpEPBedQuenlThP8aFIgkttSno4YfA4XjgdHfk7s090+lAGAPGirIA8s0gK5U4Lzw/PvL86RPr9UnbXay6mWgyDLnFHn8sIP6xHB8/ftR1r+xgvvN+K3Acj4dGgfeqGdNs8rQKb8m5CSJZwzxrS4t1ahGUctpUptdoqN7hN0/xHYTpPxbBijoqBGuVIUGLNV2LN2FjXNSeiMkuDvUqZqqVKgbTy3o3C8kOWPXje9ar7XZa8qjtAq65HzjXG28N3Z8Z2BKqDpz0xKy3Z/Qk6/UeoOCQgrDSCmxsbG9hX6do351mH7a7FZjtsa1DF+iMlJvT3kpCLeXeAAdb9+fumhYKSvxQ0NZF1XIXuzIOke41bLRvuH9X893n0irvnS1yC1zcVoH7QOkJd5W++t/+1/bZdt43df9+LXriL7dXfgf8vkvf7qBmAzzkj8/7P1oZNu1CWlMxRhfn/lVy825D9MK47vysZUpizSoYg4PWG2ZvTpLztgVLlUIm5qKK0BgsltE4Bqz23ubILJpcaTO42i9laMq+hsGhfoRVuKxZvXDHgSkM1JpYZyGIYbKB96d3xDVyKVfO5cJaEyINOQKSqVrpk8rUksbrMm+esndhVPSnFJ5zpojSO2qt5Ji5zKp0fH86UWzF2MqSrxQS03HEuQPOj7x9OGIxZCncjQNu8FzmmeeXM49Pz7ycrwzTgWXNDOOBw+kEsKk7/vW/+WvuppGyLDw+nUmpMMcFN8CQ9Wwba3FBrVkQCGHA+2FLhE0LamsBa5U6klNinbWaEpu3qmAZpyOH0x1VIAyeu7s73pwm8vUFbxR1tm0BOZ/PrQprwFqyZL7++JFY1L7IHVTq3k2CHQQT5BXyva6RVCu5VAVRoCXqlZJUL94aR3BHLANSLRnZqu45a7U9lbQ18g9+VBG4hl5asdjaKmh0qX2dhbZFXN56Bjsw2EAwvqF02quTk9obiK04EzQI+ZFsuPazj2m2//Ubvud7/HMygT+8R/3B44/1W9/eb63F954X7xjHgYeHez68ecPf/M3f8POvfspf/PzneCOs1xcuTx8pSel9T58+cb1eENEqjDUGHwbWNbHEhMPirec0TQxuwruBECzeG8bBUteRtMw8xYUYZ5a4tn5gz3Q4MExHbAhMyeD9AiiCm0vm/HjRynCteJ8Yh5Hj8Y7j8UQZPaZceX838cXDgb/++Zccg2cC8rpQc8EGj0PX0/d+YpwycyqIUaBpTlpBqhWkNt0F3zwVayV4zzgMHA8T0+AZvN9sWYJ3amHiPeM4Mk0T4zhuSTA0xpApGOO2ZHHbNLE4HxiGkePxhHMR7xPTMOC9YwhuQ6+dCyo05lxzHbAM00RMibKW7Xr7pjkQU2SNkXlZeHl54dOnT4iICiPGlRjXTYhJRbGkVYYT1+uVj58+8c233/JyvnJe4xYIbRZLNKHH26ow/PPG/I/u+DzQvD3+pd/7e6Kn7fbPfjaKcg9uOiNH39tKplvcKagiDYDUbLXT8qwULAVLZaBiHfiTx/38gZeHgX88GpaSWV5+S2ZsfsV3uOGePARi8VTxFLFU7MZg2uKN7Z2aAqwFayveViYnfPXFHbFYPl0LRQJSHa4atWqjYGumSOH5sjINwukAS1KKtjOF6XTg4d1brPeQK2qdYpoFk/YXe6dAkZFKSQnbQKzD6ch0PDCMIxWIuQF+MVFyxVlLKoV4VRCoCqwpMTmHcU7f01kFh2oCDD/98qc8HO/4xU9+yjKfWdaVbx6fuc6Lim+JYfCqYv3uzVucd7ycz9D233LDmDLW4jAMg6XWyDw/cr2uxNaPao3qzKhGgmEYA3cPdzy8e8PdmxPTccD6m+2oIdZSK/PLC+enR54+fmQ+v5DjjKduooXLqirIlT+vZPjDhy80vklRWVEiqg5e1FHg+fl5o07H9UAYQrNjqhgDzmkcOw7jNsbc6sml4HNWCn6t5KxrYy527z2VPUqyTb3JVG2HKa5iM2Asxhlsa4/xRpPlljchooxOL2Bq60dtPce0Suu2+myV5H1NNvSlo+u3yJ6BvgLYumBrZ7VWtUIzewK6AWD0qmrbC9pzhZ6U3u4JoOTw/kcDf26BPBHk5rP0s1arVtbbDG8CwHsi/upLNMrFtiTexD890RdbW5J5w24S2a71q+2rX8Im7tVSNa0C0/r8W7VYmb6mJaJs++nNmXs1JvdVfa8Od6Xo/tH7R6kiTWuq0iHSenNtt/3g5lzqx399jTtQsTO8zP46AtLdXm5L6n/g+OFkWHbkR/nl3QpBv5RWiQ2F5vdqaRUSLednU8jGUkzdGr+NfksdptZuF6qUSq4F4wPOWBweb9R/uJSsqIelUe8ca9HAr4pQrAZkRVTkqpYKa2pJoMe05NrR+xuUrl2wWGkDBx08ndNfO/KMbDTMUvZUR/yg56hWlpKJkgkS2gBT0ID2mQsVKUlRH4uisX4ghIHj8YiUqqqpXj0Jl3VlWSPrGtXMHkMYRkKrMINsFKOHtw/UFHn88IFY4HqdGy25bp7J2l+gPYS2mW9bq5BDD0Bu6Y8iqlKd0sq6zog1rLGrr+4URu2r8mq3VNMmuV7bwI4pKSXaGDKFXDJrjOrnTCWMVoVpnWCcqBhBbVNJ1HIlN4VmrGdT8RMw0p3PHN4G7TGT3rtuWr8gupC085GrYHBU6wje9PXrBlzs50lnkpFWQW+Burcei32FwHUxBiOd0mN+NDTpz5Nh4NVi+32J6T/vm33Po/+EZPcHH2H6OrL3DWtVUXtRj4cD9/d3vH/3jjdv3nA6nZBSWFPkejkT14UYtVI4z0r1834fN50allFf06lU8IqgD8ERgmMcLEUGTM0416pUUqnG4a22Mlin9Ehrc/vd40NAmt1FT8BEhBAGFbcRR80Qved0OPDu4YF3D/eMzmLjypysUqDZGTtj8FQMxzEwDZ5r8Ky5GZTUJkRxY3bhrNX2iaA/Y1PC739rP69WjLxvvqXN43SrDTRBFQxN3V121V36tRgYhqFRrQyHw0EZOUPr22/q0saqqJe1ZgveXBNJux0Ttb2+rnsqhnW9XgkhcL1c6MrP6+mIyLD1kNtWyUoxcZ1n5lnVpGNTwtUlYg8iNC+TbYxt48w0kS3T6Vw/9uN28aPno20s78HuBg3+we8s+/97INbW0R7a6Hpq9jf57FMI7OvC7UOkE5Y1cNqkGNom05VW+83qbVpxNAXVYPlwChydUNOBpznxeM3kqD2/WLDTiGekOttaHcwrpg9trvVzYm6+nbHSvMMrx8njq+VSKqU6qlhsmZQ+CmpTVhM5ZVIxxCwsa1YwzlXsBqKNxFwpq7IcMNwoo7PvaS3Q7SJYtv3QYpZSSvNWrupDi+6B0lS5cyktYW0ARHuOMRoXjMOIN4bjMLDOEy/nF7799IyUipRKaNTsYRo4HA5Ya7jOcwOT+g54M76AWjMpF9ZVmne4oFV+ZWZ1inQYAofjxOE4MYwB5/c+5D40tSqqVo3L5cpyuZJjpOaE9XWzlUpJE+0Wy//ZJMPGOFQnTdtSYBdNMqaSorb4ZcnqfmJ2wcS+ljqnBQGN5QRfZWMAZVSzIcW4KVRX6VXMPVW1XSFKarvPELNq4bjaVNaN+Xyp0RixavWzv0RzutzWhD7TgE0A7bYqa1HWqN5+8+L7SWq3tYps1cxP1znz3fjG9Lnfq6E3a1bPt+lv8/r5W5Xy9jX7emj2QoNOOdNaM/SVbM/TTK8c769p6GNWPnvttk/103/72frfnWXz2Zp7m3gKir2JtDbGShPkVNZB39P78/pPT9/3NJ6byvDNT/ucVfbb9nOtN8pWKW6JPzf7wqsP3j+HbOe7n4PtjH32fftn6BTsHzp+MBneqAJGA3wjKpDVE95SFEWUKljXGr2toVaDrZUZVXEOVnsuLbY1y5seZYCoomoqhVIyfhyY3MDExOgHLJalRPCGg59w4lhzgufKNSdWydRSyBhicTynM7aCzZCskEwlLRmq4RAOBOsxpXJ+eiLnsovesCtH9mqqMZpsn04npjCqumKraqRacaUQc+Y5r1wlcY9l8p7jcESk9cJYyxxn5pywk2U0qjQ7+JHgD9yf7nfVPueIpbBcFy7XK8sa8T7w9u17fvnLf8vDm3cMw8iyXnl6+sRvfv2P/MWXX/D+zQNfffkl//t//D/47e++RiRTjVKe1jUS16iev1ZRsGEYCL4JDhmrG6oNiNdRKDWR45Xr+RE3TRQDv//m98zLwnVZt36TZVkpVbDOM96/Ia2Rl+cLJWZKzlyXRT1LpXKNkdTsmopkUo3UVBmaN6jzGeMgx4ypYIqwXlZiqUQs9XDAuAErlmAGDk1ZF+OwDATjCcZhavNwtBNDnilSsMVRSyXmTBW1jRG031oBADQJbytR032gB0KqrhsYnL/h9ySUr9U3IJ0zP5ZEGPjOYv65Avd3NoubROFPe4Mffs/vO+z3ZuivXmDbIHu10ln1yXy4v+OnP/kJf/HVV/zlX/yCh/s7xsHz/OkbrpczH7/9lsvlzPV64Xq5kFJiWWYOx6Nahq2Ry5q4LJElXrDecV5W3t49cHc44Mw9VjxiPZSCFWEcAusYCDmTUqEaVW7FBKp4UnUYN3E43XP37j3zuvL1t98Qk6olhxBUKObLL8jN4qlcRn764T2//Kuf8bN3B0yOvHy7YCRTGtPBOI/xysIICHejYzlNWtGqNHEo2frrrLWM48jpOPLm7o5pHLg/ThwPI+MQeDgdGIPnOAY264PN17EDnFpFrWLAFPVFbcF0LlmrCMAwTtxhuZ8TwxAJYeXucGAaB96+eSAX9X9fWpXKGNsENdp1DYGjtcosqZWUkl56q9Wr7jP89PhIyZlhCKzrQl5XDuNAORw4nI54F2AYQGBZI4+PT5yvF67rSqp7gmd6pNL+MV2d3Fi8VSaNsQWan3SpP545/qccHcDss/vzGSifRxfbL58HGPvqcBuw7Fmc2Z/76k36/bb9uotj7mGYgjDSSg3SVE9bRghVd3BqUW1nqxrPx4NAsHw4fuBlKXyaE//pV1/zdHnm2999gzeCs5bjaSJW9fZspgxbfLLxFTVr1+psa88wVGpemI53+GC5E8+aIWWB6rGi7CPni/qRr46E8HzN/Pr33zKNlvvTwGGYOD0EvvrZz/j1b37H1x8fcUGFhMZx3FhdtQlGlZIbUGu3RME42+jOqiFgm0pwRTaGxeVyJeVMydrfn/JAygmXPDFGqlFgN10jwVkO4wR55YLh/PRCEcFbx93dA6f7E2/fvaWUREyJ0zGxppWU07aOlxaY55z59uPvSRlSglImEAdm0MTJW4ZpYDpO3N+feP/FO9598Y5pGjGO3Y1C9OKkNbIuM7//7W+5PD7y/PEjLs84Mtaq84k6X6wMDobBNYLpn0cy/E+//p0WhkLg7qRCaIfD3UZ3RiopRc7nMxjamClNA0bjSu81/LfW4Z3nMFm6j7UcDpScdY1t3sTUTuvVQ0A9eFs7YQacFVKBLI4kDp+aR61FbVaN/piqcWev0vYEzQIiZVs3etrdyODQtGj0/Y2y69u83I6bJcn0NaW2MSQVisZs1jWKc2uANsa0wE/nvTFOE/VW9JOeULdxZFtFWW7Xs7YftrLf9r36x7I3yXz3KK5NTUoESrV7Nmc66N2+es/sblZZfZLuofsPzU98PxH9JXv1OEnRlkVjiFUT4lQqJSZKyuRZxUJHh6pUW1Q4sH1vZ7qRFtrbTU96m2WX9DX6JmTePrnZr037Tr0nup+p2y2njznTKehS9utczfb43otcvkOJ3vuif+j4I5XhtqHV2miksieMnS7QTwD7bVqWhmgKBktqtCYnrYfD2FaTtG2B1y/TBNpx4hlcUCqqgUSlGq3OnMzAgOVqB6pD1doMeKtKomVJWmEugskJkiNXoWJwIYBV8Zk1J92wvcVX9e4Vo3Y/uZZtcN/6VXaxAoyKCagdT9dKE2yuBGc4mgDDkSyZSCU3GrgLRpPDkjdELsWC94Hj8YAYR4yJl/OFeV20H+d0x7t37/jqZz9jnCZAFaFzSiqMgRDGgfc/+YK/rcL7n37Fp2+/hrJiatqUaqUU8Lrw3d3dcTgcALZkwgePceCKxZhMlUxKM0jBGuF6PSttOeatb+/l+YUxOJDKu+atnA0U234M5FJJ7fG1CsPgceORageqX7CuYkzCGN3crbUYVbciuBERrehKViaAJRCsx4ZAtk29rmgvY2hKmLmqKp+3jsEHJkaKQGpKiwJauS+ij89ql1WlKlqKIYgGRu1/dPVKGrVSyBjbAAanlaO+7v5YNlxn7We3fIZ23iYJ/VfZA95/7qH7W98sfuj+dsMfeiOzJ++3gktK/T1wOh2ZpgnvHLVk9Z6cryzzlfP5pakLn4kxsq4rl+uCMYbz5cr1euW8LCyNWZKqNEYJnI4j1lSCE2hqnNrPqGuP9VrhDeMEVoOvXLT3Rozl09MT87JohaatzKUFsiEE8rpgMBwPR+5PJ97c3XEcPWIhjoH52hTyS8U58A3IEeA4OO4P2gsZsxBzIeUG7BnT+n/NnuRKo33eJB2uBfjaa2tVlX4aGcdRxzfKnnE3wya3PrSnp2c9l/OFNWWlQKLr5zRO3N+dNt/i2gKM82XW4IsbapPz6udeylbBUIBOdDNuQV3pvcKlUFKipKg/OVGreso6r0yXw/FIGAZlNjWBoNseog769jHYAw9rVKBJxdkMBIMpBWv/pTPgX+mhg4IN1zfSrIPMq7hrO8SiNN6WJLJXC7apa7oIldkqI6aDKwJ7Jam1Vu0fY6uGKBXa0cu0rwTMRF/Pdgq1sYjx+rlMu80KxhaMzzhgmuCNs/ziywP3J0P4lIlyoVy+Vf0MBlIdKCYg4hBrmohJ3WxNQvPJNeJwraJRTCbJiojaI+YW52Sh9QpabMupS/VcjCa08Vw4Rkc1AUHn83R3IkwD1VZy1nPkjG2BcSEbBf97xUbPsSrzqqq9ssusCN5rpTwtu8q9FTQOK6oBY0vV4kERTK5gdR9c48I1RXJaeXn5xPPzC/M6q8ZBS6SC9ww+sJTcACQH9J5DZbRVafaZtbJGtdUp1W5rjuoG6jx13jFOgYc3R+7vD5xOkxZZTF8fNFytRViXlfl8Jl5eKOsVVyPeZKWko3Y/RjxrVhsuMZo42R8RWP1DR055Y+NcjdkYSsqSsjivSdU4qjeza8B/XzNT1sZrLYTovrK21pFSekXRcHd3T0r5JkbSWPI1e6QDapr1FKMJscvKDtQY02C81TEqjiLqzlHFYFvlVleCm/hCWjzQl4xenGvJbzW7yOW2mptbkLNnkPtxW0EuUrflp4unds9eBfPs/jptDutN+o47YfiGDt0T4c4JvqmWIrI1W+jvjYpd+0cylGo2qnLtz7Q93qF/olcRprQYdWfgtP1yS+rZqsW1JZyxQJJKEuEalbExLyslRiQXRmOYgmPwfotXaimbvzVOi0a1gOnnuK1xveKvTGJp60GnRuv33KxJP+vH3s6p7Lfr65sbJqN9NRa6oGFndO6V8XrDKPnj8/5PqgzvGX1DOZqwSMeRt0S4qen2L5lsS4apuhG2TcIa0cW7v2aroRtjsWLxOAJBqT2iHr8VRY2OLpCxHNxAAoo1TVVZaX2JRi2uBbID2/wJrcV59V7LaGBljYrW+KxUauOcimrlvPUKqQ+mXqJc1ErKONeI4X3A6vRwWRi8JsMmHFgkcS4XklSKKbo5VfUNtFbptyVVxiFwPN6RipCKMC8LaxO9uL+/4937d3z5k58wDKOCIbVQa6ZW7adywfPm/oFwuucny8rf/7eB5eWR+eVRJ0+t1FxgAOst93f3HI4tGW606RA8TqzS4HOiSiKlBdCe2HVdSDEhZa8aXa5XPnkHVVQIzBqKgWoN1ZqthzHlrL5lxjAOATcGjBcWqahxVQIyxlicDVvCNLRkONaCVKsLpwl4p6tCRMgipFTxwTYRjy48UPHGUp1nNAOpqrCW2D5pa7OSkmYz0KoRVlkCOENuauSaCGuQ0JNhKFijSUlXwtUTYz9bqv71Hh3ZvD0+r9x+P5XoXxZQbIIRfygZ7lXfP2EBU1qs3YI8by3jEDgcpibeNOCcpeRMXFfWdWFdF66XCy8vLzw/P7dkOGKcLoNza01YVk2GBcOaEqMPBGdZ1wlrBgZnNBkupQmwWaz3eKeqyn4YyXhqNeSye90/Pj4yr8tWyQGlogk0/18Aw3E6cDoeuTsdmAZDNVUDmkZXrqLUy43VABwGS5IB3MCSMjFXVWQvqh4/eKu2dXpiWzKCAp197NMS4tbHG0JgGlsybPdRbUy/lpBzYZ4XXs5nlmVhXmelmRetSjnrCGPg7nTidJi4v7ujaxU478lFK621Cezlrp57AxgoraxCUSGU3OZrbTTQUjI1q+heyRGpA9Yoc0Cc2ayXevtGrT8M6Jibn+6Z3LFpjHmFuP9oj9svue/u6F+thtYCFG4tRmgAufRn2f0+s68X0gPCba73dFmfs3ldGG1h6hGMtOpQbe8t4jSAbdXgXVFGrR5t9ynGUo3T6oBpjB0EYzVQtK4yOIsNjp99eeD+arEm8riszOsjdjkidsJTiLaC8VpxltJ+pMUmQb1yRenEmEq1mgwbDMGNxCLN8rCdYmuoVqtMubrmjKFsqWP0eF/xTpiCYTyeCNOEcYa0ZKSiDgZotTPbvFfGxCDSjG1ai5N1LRkuBZzHSGFtLBasxVa1vTGlqt1NFU2Ei0Cz4BGBlFbO5yeenx/59PQt1+vCElcO1mmC3vr8rbVbYMuWDLekplWISi3kKsSsrh8a398ovlur7RJBwbeHN0fu7g8cT9rP2oEVwTWGSmJdFubLhXg9I3HGsyfDDr1WRiyxBKqVLUg2PzjzfzxHLeUGoO/Ja1Hlf2sYp0GrxeOB4/HY1P09va/yerm0IkXeQPGctQJcctX2I6eWWt7nraJcil5L6Sqj/XyaXUCpoolmKpBSxjpLcM1FAENpgIyCoHvlsC9FdUtgezrawTGNCfpjNeba1Yy32OFVNn171jQJ622ReiLRJc7JFn/0xNuYuq1nzm6LpVZfb0ZSSztbQrztkm3Mmd23mL062oXERFQ9mwb+KVgEOVdS1fizsotyO2Pb73tSv/UOU7Z9Snpy2D7vdu6q7oFrFWKtrKXwcl1Y18jlcqbEhCmF96cjzg4I2tZU6bRpg7Wq12Ma+NE9pY1trbRVv9NubbVX/rdkuO8hr/bSm3P3qhWx3dZ59DcXWcfFzdzulOtXz/3Tjh9Ohvv/jH6RUiu2GETU7L2i3pJ2M7Vqz5OKmEoSVQKNlNZ3ya4YJhXbFihnHMEHvHNMYWIwA7Ya1ppZSSxkVVEV8KXiquFhOJISxFy4rDMlZ0UMU6SUrEhESeTU6Uz6nnVZEIT7w5FgFakarVoxOK9U29UGrutV0VpuFnvTqvJGE/RgBTcG7goca+W9n7j3B975E7ZaUqp8/fSICRXjK+t8xjrLdDgoeuccX374Kaf7B+7evOX08MCyRqbDHdM//IrHx0/8L//rf+CXv/w3vHnzoMFn0n65N2/e8Mu/+RtcraScuSwzJkwc7u744idf8pHM+fFb5nlmvF6Yr1f8MDKFwFc/+znPH7/lcDyxrBaTE4fg2+Sv5HMEKs/Pj9xdngnTgf/lf/33OONw1vPtpyfOl5nf/Pb3SNGg4ycf3jEvVz795teMPuDHiQOW8nImzwsPDw+E4JnGQYWyXOGcE7kYUi7UspKlMloVAhmGkclXlpQZ5kgwA6MJvB/eaZ9IFR6vZyRF5hjJrPhqcOK1LyRLQ9ALzlnGYaA6yzWt7NUMBXRqvcEj2yIyeIcVyC1Iq1JINSG1UKU08RQD3iHGgliobL3FP4bjO0m7+e5t5rPHSjtBvQ/9B1//1Sa194RuAfMtgtv/7Z+hrXf7ddkXuP5Y16oJ2jus83wamyKybRVjsy+c1trWy575+PFJ+9dTUuaI0DYf1WeZY1Z61LKCCNf5AlQeTkfk/g4pWol8enphzZlUKm/eHXB+wIYBSkAqZNHNv1Z4eXlhWddXiWUthafHR/7L//l/8nA4cAiWu8ORYD21CNYHrJk4nu55flkwSybNiUpGbCT45steEgfrMaPDvn9LqsKSKsvaRVUSwTsG51qPsCc4h0XBuflyocSVEpctefTeb/3Y0zQ1JVitfFvr8KFg3QJG1favtfL4+MQSk3rHO02kp8PAw/2JNw8P/OLnP9MqnLU8vbwQY2JeV1LWPqUlJdzLmZQLh8OB3i+8LAupqhAWouDbm/v7LShMceV6gZfnJ6yBt+/etTHiefvuPae7e7wfiLmyxKR6F52JYvY2h350S45bdU6DBiPfgyH9SI993lmzp8I3d7V9b5+D3/sqG0D2B9aDm/P3Kl78nM7WIf2W+hiRBtRUXXO35+7JzauYVvQddrtAQ3YDYhyJutUMx7sBf3rg+O5LrothXg2/PQuskcuyYs0ELjA4KMZRnLoMVGu1UG0FyLgiSAlIUbaWoWjFBE33b5k1AhpAhhEy5CqUrD7Cy8vXfDwMnA4DP/3qPR++/Iq/TYX/9B//Dy7zlWIqxRpCi7NyVr9WtRhUjZRaVJMjxqgqvqIgoQL8VfU7UlIgCsM0jhvFOsWoCa71TKPFWs/hoCrSyzLr3EtJ7XqadWWlsqwLHz99VBDaAN2oSio5J0rRavAyCymBSMAa9Vof3RFrtdWjWsAb3rx/xxdffclf/vJvePP+HcM0keknUr93jpHL0xPnT99yfXmkpgUjicGhziPG4sS0CpYlZ3WSiOuqatz/QiD3X9sRjMbZNWmV1/RB15S2Y4w4a7n6K49Pj3iv1Pa7uxMP9w988cWXlFq5nC/E5s5RiyYvtQpxXRER5uuMbxZch8MJkQZI5kStyvjra6R1Bmch2KrATjCahLd9XayjGi1qZDGYCrZ0WyPXXBnYYgVjAdsdjTUBr6hN6QasN9Vpfd7NGiN7Ago9rdaTdJtOSXcMqGCMYKpp6Sfaa24MmyVpi2Noa52Cuvp5b6HCviz1ZLfCpia9bR5iqKZVUA1NuVljkCiFJRUe58wSM5fLWSvzWTVKvHccxolpGrXVrwG0pSrrtJTarlFPYLsfs2wOKtkqqJFLZY2JmgslRRxCsHA8WFwGHyuutpXTNCFlK/hiWspnMJRtb9yrsr0arGelV4b7WdpBgb1I0ptiDMqkE9N9nzVeKr2h2tDiwX0+7NvUDQrwzzz+SGW4oS5NYtvQUIyGLqiGinq2tmGqCC0dq1UKdcc3qnHq2dugF9cqydbY1vOpyail2RRJYqmRbLL2GUiTwLKG03TgIolrjtSiSbZ1Za/YihpQ1wzVqJWIkUppKG/fco1YXLs/2EYVDoZlXXZ1tobEOO+okhtSMigdy7EZj1unvRGFqr7GOVJKwnpFdkq/sG2iq51PwIcRHybevH3Pfd+4pHA8HfjFX/yc9x/eNS9i7cV9fnri8eMnnj59Iq8r3jmOpyP3b98R2iZnsDrYY2RZZq7XF6bTkeEwcjgdOT08cPfmHeVJETpXM5iMmEoxTVFTaII7GkBbo+rND/f3TNOBaTooQ6BWTodR1V2xLLFgJG/oH8YyehXpOQQPToXFoh0U2XdFmQNVq1KjGRjtxOQcR1/wrFCUQn/wIxSh1KKq4w0R6pNdR6D2qCPqlaYTUntUFM9S5GlHEM3+e22ULeOao2Qbu1I3C4hK2SqTDlEabHt676f4MRz2e6q+r4+97+828VWVPn38Dy477f5e6Tf9PU0XhtgXQ27/pS+I/X3bfJVbYR7oOXPfIEITgBpCaMJaNApUCyJLIaVCTJq8KoW/EmMm10qSSm2egGtUNU2L4bosGKPCWio6o5UM4zzWBUxVVB4cYtTAHtNGTkctW/K+WRXRT4CCNufzC8fgwY+Mw4B32sAvbaGoxm5Ieiq6xskKVNfoU4K3wghgA6mC90Jwtnkqd+9gnYfB+f0z1KqBuRFiVKZKbYmwaUCDa/7q3XbJNAuNLi7XPUuts5tAjyUTamj+wp5xHLi7u1P1bqdWLlqZd1s12UZVNF0bhd1a26oSiZST0rJTUi2EGMkpqY9o0c08rasGdjlDo0kN40gYBqxzum+1HjhrtarpnNuR9JvN+1ZV+nat+Bfutf8Kj8/khLZpJQ2I+uxO8/qBfbaqUMv3Mz56aNhre2aLVNliC2g0Q2Pa2rL3Cvf1d6e36uvt9Ya+SmmVVrbqjgaqlUB1rjG9NEEamif9ZDyHkyMlQx0S/pJIrNQlknJRxpgfsXZURwSje3tfx0wnPbakXYWgZKuo337VrbqBQ/AIhVosOQnzddHeYuPIxWgs8OYd4zixzCt5TU0gS1qw2+2WVGcl5bTNEZ9zY5ns/Xi2rR8dWOq2irqf78BkF6ezVqu60KtKes5D8zIehrD1W2rvcp8rvf2ClmC0SmOBUvT7ORcIYSL4UXtGbfMwHzxv3r7h4c1bBa5Ck48WtD1CYJmvxGVmuTyzzi/E5QKS9TqYdv63E66jpbQWMSmRXHfV+B/7MQR/o+HQkx22UEZEQZsqYEshZ4u1VwWIraPUCUTZjrn0irD+W0tXka6QoXrB1b0HdWftNG9j9A2tM1ij+5APhuB1nDnT8QzXkpy2GoiypkD02m3JbIuPhU0FeFf5V8KG3qZFCpB9HN+A6T1mgBtQf1Oz0s9U5SY1bkWWPVvear4tD+gbxP5ePXHnsxgGDKadL/tqDbB9i6G3k1ZjyCLk5oKzxsj5MvN4jcwxc702nZ5cGuhvuUZhXDOh7dN9v8olq8tJKeTUGFq1NnCg9U0jZFs3OnbO2vctxbS+W8OSSquUJ4KpOCOtwKCggXd1A1H76XIdRGifZcuztj11n3ty89NPX4/rbpW+RV5fh1ev/+owt1dmf5/vK7j8geOHk+GmRmqsaUqLKjzUs/KEYC0YW0mNsluNQ6XRrTZEm0Ilk43a3EeUKmwL2s9jDMF6JhuYbGA0HiuWROFSZi51ZmXBmAFLwHgN5L4II2utLGvm6wzVCuIy2VSqU9EVUzMOu1WJrOwBuVQDjWKk3sGGyXqmEKi28CJnoujrmd4/ZwN5jSzLmROearzy+Rt4lTzMtiKy8u36xHk940xqW7ppJIa2hdvakkKHWI9xA198+RXTYeKrn/+ML3/6BZ8eP/Lv//2/bZ7IK2WF+Trzq//63/j7//7f+Ydf/YqSE8MQeHj7wN/+7S/58OE9ttEJlyTE9YoMT3z89p8YTgPD3cTh7QNvf/pTvvrrvyX/3d9R6hN1vZBrIUthrdq9bVzgOB14OB1ZlpVcEiWvHA4Tbx/u+Q///t+1wNby+PjIr371j/yXv/sHvvn6W9Zl5c3dHbWI9kQPgcPgOFpDFkvOkOVIMh7nAjkvGGOZ3MTRHzn5Ew/+hBS4TomX60xOlZM7UEpmTQuuioYWrvV6YLB4pcx6uJYVyUVBCQCjCbWuUc26pQdO7XeqB7rgGxiyLrhGyFQNuKwogNKubCmybw5YPD+SZPg7PcOfH68Xjs9pzD/4zJvF53Nl4Nev96e8+63yYAuARXoDDdMwcJwmTscDp+NhUy52qE2Y9wFrHZfLzOU6c5lXirEUY8kVlpiJKbFkFZ6rxrBcF6iCM5YqmVyz0pV8YJwOWCalSRsL80xdVqrxStW0nlK7v3anORnuT3dMo4pBrctKMoniHCLC+fmZt8cjMg6cTncM44QxnoKjSmHJVcXkSmWOCRDsunIc1HJlGAKjdQQrDFbJggmn/XJ9UzJaKfJWwTntqwPQ6nARiGLJ08RQ6+aprj3ZdlOR79etK9Bbq+8/TROnu3utqi+RWhM1DGoB4z3ToAJa0+HAMIz44LleZ4x1jS5dGVPBD4Oq54fA5XJp3pftGq0rZl24XByXy4Vx8Pr5SyFJYZ4vDOPAuq6MU8E5dnuooJSvlLXv0jZa6e0YlQ7n05H02s4hr/PBP4PjJuSg14VfZcE99vgTEojPg4wbVmEDouWz97s9oWYPeEwPWHuArDRnMWwMnh5833IBjXFb0rbZNRlLYWiJrIpLOR8wVt0UwjAwuBGL58Nc+PrThcNvPyH/+DvOyxlzWRjuPsAwkaum5Uly69VvbQdGzTsoFaFgbMWIen9uoGFXqQbAb+MrpYX1Kpw/zng3EYLjMleCO/DFF1/x7t17Ssp8/fw7TAgYPCTb2o4yOUVlRMxnpuvI4XLAOE1YwzDRfWi991o9soZ5nilF8B6ss1t7WddEqWUG9uB6GAcwCvQfhonj8cQwjAzD0AZH1bigsU8QrSLR3rvkSk5CzhY/BsbhyOFwzxAmxBhiyfgpMJxG/uKv/4p3H95zevO2tcjpeSo5EWPk09e/Y52vxMszL4/fEpcLIwVjC1YK0KjDVfuVxapvbk6Jdbk2F4s/j2T47jBtglhLbOyfnlk0fR9VaK5aiMmFFJ+YrzPPLy9Mk7J7OqujNLFVFdraFadrrQpY3uznqmBu8N4xHceNXdNbE4KpTINlDJZhNHiU1WmMawAVVCwF14BkBZN7O+K2dBih1tg+x64pE0JPW4RSkr5nG8PdW7cvR/1qVwTb16DGBDJGC1kq7lR0ZZHe/2va8qRrTL35XW7WNgVHd6vOXuHsHce3lWKtIyqDsFuPSRVygSVnlpT4/eOZ8+XKp6dnXq7a7lTqDjS1T4Y1i+7hG2CtBYFb3Farw4VaekLYbIaMKBXdQO8bNNJaHKoC/o+XyGXJnL1jCpbgDIPXAoMSIuvWn470JgbTBANv13huzgLb37f39nHVv5yCpjtdva9Ft8fnfzvbH7/v3ztjSW//Y/HuDyfDvQe41fK3r9jUFYtRoqkppVFXFXk3ThOJYgymGmJOWOMQpz1hVkvJVFOx2O2CYnZhqrVm5hq5lkixmqSlWphTpGIYDs0w3ocWeFZt6L75z7Qas5prC1JQkSXrWVPG+YAbAtUUsAYX/AYA5JpJNStqUwupZmJOpKq2QEtasMbwdHneqiMkIZtKyXBZFpacOIwTyVZS73s1hlJgXSIlXvhN/jUfsjBMJ84vz9SiFMgP797y5uFEyZF10aTLW0+KC998/Xv+8R/+gf/2X/+rKuaOA2tccBYeP37Du7sH1mXhdDxy/fSRdbkiNSMlITmC87x988D/9r/9P/jFT3/Kx2++4f/z//5/cb52gSwLEghu4lf//R/51d//mt/85jekGEk58eHDe968ecPf/tt/x+EwEYaB6zzzzTdfs8xX5vnCMq9QCsEahg2kbkl2KRgxHMY7BjJZVhaxKvSVdbERC/fHe4xYJhupSVhqwplmxd4WNm8sx2HE24FgAh5HFUMx+nq1WXYVI1rpFZQ6a91W9XFWvYOlq/pVmhVUIdeibARAuvCbMWrdQOnRzka1NK867P91H8F/d/q/WmPMd2/si1Q//z+YHvT1rVXgen9Tv70jhjstWrbFfGMjsS9meo126lO3bZjGkbvTiXfv3qo43DRhjSGnxHK9cmk/5+vMvGrVh0bZimV3Ma10FebCEhMIDM7hsiGmwvm6cDysrKlwGAasd7gw4rMQiiUXwbTKcy6GXCq52azVkmkNO5RcMMJmW9RtDbq1kapswhoz10U3qFjRbjjrsX6gi0OM08g0eO5PB1JV+tlSNRkebGj0K/XbVERetNdPyzdNu8BynAamMXA8jHz48J7pcODudCKE1msmqsNQa0Wy9vfX5k1o7J5IpqzItLQKRAiBaRr1c04Tp9OJcToQQuAwq4CWv16JSW1nbnvuN/pdSzxsq2yllLjOVy6XM2NwnF9e8BacgePpQGqewzlFrPOs60qMiZyV6masxYo0S6cukNUO2yH0rj1r2ARCgO9Qe3/ERw9JlCrY51Xb5eUWqPrh9ex7UfdWFtVzKC3J7a/9OlhSGFET4C661SPO15+qw49y88pKp9P12WjZqLHLjLUYHxDX7YeUveBa8O6sxRRBSiZI5OgS78dKeT+xpoD1IzGMLN6zxhdirSRjqVYTU0PAFCVvIgnjHZike1gxN33FtD71pk+R9Of8EklzISXPZQbrEvKbj9wdAvd3Az//+S84jBOP33zbkpJV2zh6Dx/SeuYL8zzz+PSEDZ4qmhRT2npZtXLmhwHQWMha1UeJMeF9xFqPcyBV52+MiWW5qpJ779O24INjOgwMYaDWSozalqYexY2NsV3RLuqkdpKnwwPjdGI83BGTChDiLG8/vOXdl+/48NMvmU4nrWIDUMkpsra5Pr98Is5X4uUJ0oyThDHNX9p2XZqWiItpSYSeo9TFn/5FM+Vf3+Gt0bY1p4BebnuW2tbteygbfKTfvFahlMrSRNWEztbS/t4uoLVv+X0tpv2riWmpKFOnxJ1xNAaCdxzGwOANwUE3mpSWUG7NVS3ZFmcpBvzmFazz0dBzAr0tF9XZsdaQcoKWqA9W4znpjMvW59tbs/r3dqoIiDW5jcu9RYbmZrDFGKY9y7q9bGkbldPe/KDPBWWN9qRYpMcTbRT+1RuLAAC7vUlEQVS3ZE7/tQ2o0J7gmCvPl4XH5wvPl5lvP2qb0bJEYu79wH197POC7Xs14qrOxVRbwme266Wsp7L9rV/HgGm0bx0B256rib+wFEhV46ElCc4YnKs3lWGDa8mwJsiG0amfeCe204FC6St3O5VtWO1zsf/WQYpNiXaPCT+buFu1ub1XqTsA0hNv067pLdj9L68M3yhz9f6dngyLCNWq6mQ1lYptKG6jEFmj6I8UkmScOnFrY3U1OHb6TcsidLNAXztJIdZMrBmxas+Tq4opmZoV2bB2RztEFwHdJPoG2we2fo9SKt4qOpVraWpyrbnbtMc2SLuLY1XYEvFc86acnWpmzZE5zgxhwBuvuVExmOpYm2iUGzxJUhPRaZt5oaGUCyU+EYYjp/sHPn36SIxHwmAZx8A4HrjOL9SiyoHTMBLjwuX8wvnlmfP5mcMQVL/RCE+fPlFSxLfr471HBScKRtpPVfLvOAS++tlPOY6q8Ppf/vN/JOaFZXU4N+BsgGr49uuPnM8XfvUPv2p2MJGXp5/w/v07Tnd3WzK8psTTp0fSupBTJKfIgtKfBud3umgTTjFiGdxIxWOroZio23vV81OtbtheHOKEYBy59Sb04WzaWAve43FalRVLNvJaHKovcuw9KdbaRltXVKm2Xoq+eeQqm8K0af0P9M8POtb7Ak4HZE2je1R+DIez7tXfPcndjv71bpOBDgS8WlS+b4GRV/f2vFbR18/eb9+zttv2CpD+r6N+tx+vr0MhBMZRPbuncVSaNDrHu2L0sqzaI5yVEt0D6d4v3INt9RlWCrURKLSkthTmdWVeVpaYGLzXjccq9c/7lgj2fp1iGsJebn5UyK5k9RDVJczq2nOT9Bljt88Rc1FRP+mkTN2U+x7tvWcYtE/aF0hFKFlhQGctYmyjQrXnG6VZKVMGvLP41lN/mEZOpyOn0x3TpNWfrqZfu6q6ya2XStk/te5jXYP9urWXqDifbdR19R0exolhHPA+MAwDa0xbMqo+mZaeMNUubNfHnTHtXIhSpWNUT/ZlRjX1hNSo0yWrOIzN6kW6rqsmw23ub+f7pv8MbiiAxvRNhMYc0/xMG8C+Z7z/2I4dZOrrI/Bqsr6aazfr3Pcd3w02ekDyqjayJcLfSUva+TbmJh4wfbXvzIa21796Rbl539a+gAZA1ilYhduTButsW8Hb967ai2dyxEvk6DIfjp5cHMY6LgYuUhhrbK0ylq5ubfqgKKItU6ZALVoFboB/p2d34baclL5YYmFeKiUKtXrWBG4uSFmpZWIIljcPbzEiTNPEuiyklKGURkFuUY4BaTY61+uV03qn6vbDQCuq0y0vdS42AaEmWpdSIsaEc034piiAvCwrKcWb+aeXRSuCOm+kiZfVLsJ3k3S1Cwa0ap3xjONEGCa8H1jTghgYpoH7tw+8/+I9x/s7/KDWk6AATSmJFBficiXOF9JypawXqAmnzVyaALHTN3oQvFvaSIvn/his8+M5tBJmtg5Ya62KlNI92WlJV+MiStdA0DhUm4tbMcDpntNtlW7X9N7GQPv/tk7UxpKr4LxStr2ziDVYN+CcQZf1/twGkYja3OjU0eu1MzVbNTrRKLim2URpb6sVg61GRfFEx6lxFrEt92hJsG3K2rfVSG23v4XRrLY0tFzFtHykqy0DYO0uAnibBFunAP+2PtnNn3kX12pgnfCK7i0tt8iC2qjGzMu88Hi+8Ph84el81T73UlvibLaYdYt7b2KiHk6J7GuqaeDAnlzui7YxZgMPoUdu7XuYlqybFv8avcy5JbWmWT0ZIwTX26fav9aQvcObpilvFER27Ilwp1T3hLq/c//8u8Bqb9FoQ1DYdRNvjj7G+x/9Uu3J8L4Xmc0G6w8fP5gMF27erPWalFuqUtXKAtKRloYi1UouIKbiBGzVPgRvPRUYrGdwE2ZLGlS5V6RwKUqLuNbERSKzJK0YlgxGRZaiFOrFcY4LUUrbR0UtkWzbLp3dgpk+6QGs18rKumRsXXH5ioh6J8e0MIxBm9Inp5x/I1zzQqyRlZUsWkVeS0FIDGkmu8ogQauPFUq0ZLEUcaQlc0mRa1rwg8EEB8GyLCu1rDjg6fGJ//yf/xP/3//9J7x9+8Bf//Vfcn9/ZDqOhOCUFrxEPrx/T06F5XLm3cMd//Pf/hLvW8/e4HBGiMvMx2+/abQNy+EwcX86MVrLIEKoiXW+ULIqL3711Qfevb3j48f/J7/59T/ym9/8elMV/Ob33/Kb3/yWp6cnpacYxzhOSClcz2f+/r/9t63nJOdEjJnLdcGbynHyTWlXAYZ5TVDg5CasUWpNsCOpRPKaGcvUqCCOnIRrWvmnf/yN2toUy7qqKnj1VRHq0WOSDvyAJVS17gpoH3jBan+xUUhjyZGlWVF1PzJvrLqEWEvOhUhShJuuHq2JkjcBi1MKNtpr2bH5YnQhMCgNr9tC/SiOz2gjPYj4nhv339uiyRZo3Byf3bbhfdLQ0ZtEmO953uc3deEH09/3s/frSdcheO7GkbvDxHEMHEZPcLDWRFzOXF6euby8cL1cWWMmF9meC5BKIZVys4Tq5lBFWHNFVvXV/v3Hx62/5ou3b1rirfNvmkZYAGOJMat4VSqkZaakSC2F6/XKsq7knLeFX5N5VVGVolYmhdIUZzOHEkCUXpXFkETIJWHRHq3Sep+LqCL14K2yGgSSZKwNiLN4f9LxDIzDQPCO46Sqy9YYxsGrD/HpgPdu21B7z/08r8CKMbPS61qA2xWglXJnmdeVdZlJy8LpPnDwlvtx4O545HS8w013+MNEGDxhvjKkyOANU7AYcVzXRE1RtQ6uM/PlyvU6E5PSuMVYKgqMLmvkOi88vZyRkpGcOT28wY8HUipc54UlZv7u7/6eX//6H3l++oQFhjCAq5vyahc1qV0jwxqa4SrQbAV7Euc+H/Q/0kPQfbUKUlVo0GwA4k1Sg/lsTfhuNvz9aLueu60aDND6+/Zk+BZUkxb4Gp33TTin2tACva1Dd2OPqLKp28TzbGuH8l6DUuscXSRRJFNyoqSVZb6Q48o6XynrSk2ZkhXIOaTKaVC64bJeMZdn8mx4s2RG75nDkVIdGI+XAcFSGjXQ1IqpWVvAirBeE4LHuJFcDbkK87yQY9afZJGqr/F0FS7LyugjMSno+zd/8YEvwsD/9O/+Hb/61T/w9e9/T4mRUgsprbjgGA+DVstiJKfMMI2sMZJLIRjfdC1UdVoBcv1uMWrLQYqZl5fz1s9rm1ZBXFUfQyhY5wm24gcLtpJLJKa1JU5d1qgFoy1BK1lUETeBHw54f+R490ARyxwzBMfxeOCv/qe/5C/+6md8+MkH/HEAoynuuizkuHJ9+cR8ObOcX1gvT5R1xqQrgzVYB9Z0MAe6L7o1FilVbfGs2fY56YDWn8FxfzqRcta4qLFm7FFB1FIq13XVWL1TxnvUIqbZxoEmS6bRaLtV4C0C1v65TTpe39V0aTT2S2tkDB4ngrs7MPpR37v5+0rRrCZ/niD1QkJfKsquA+Jbwlk78GQMzgSMBe+BCllgncumsjxNoa0FbGtOFm1/EuvwtVF9ab3JvWCGbG2hYDDWtYqw7hFijJ5rr0rz0seV6LmspgvnNYX8luGIVEorBC5JK/iXOfLx6cz5svDbb564XGeWJVFKfz3bFKw7xtOroPt6eisQ1pdlFQLjpo+YDfyVLkC1gb0922zoRCN296vdV+vSn3Zz5W3uegnswHwD2Z1F1cOtZfAWb8AbQ2gVZJVWar3etgFXKClrS5gFbTcx+27UTvO+AzVgZ9P0aMWoXrxpmOpNUvzDbXl/JBnu4eGOOtxuZYb9zVynm4lS5KT928BJilRMLfq3sW2TUqS3tORDBFbJiAiRQkLUBkkKViwDon0gBmLJm0/YOI6Yakik7QwYa9os1mQFowiH0kRUVXCtCZebfRCiysYm4YvK/PuqvQRJsopAONl6CtXqxCNOjceTKNokZVePM9ZrT4M4vBsUXcFhxTN4EGcJbqQ0FT+pkWW58Onj18R44HCdGEZPzpllXliuFxCYxoB9+8DpMCrl0qinpgZ3lmGT0Nfx7axhuV40MF8XlsuFkrVaZY1egYc3dyzLW1JcNiGNeV5ACg8PJ5x1LTkp+KAUddeM1zoaYxv1rCvjCWpL4p3DN0PwlEUpPtYhGSSBRHB4TZzxIEpbyWVv0te9TlRBs6oQmibPsqkGB9n7dR2WwQfEV2URRFoQ3TZvURq93ZC81h9qNNkprYKuG4Y+zjbHWUNf8LS6hjXbxNPqZfmhafWv5/g8iP2s4nsbEn9+yA1sJ/25n73UTTi9MQO+86DP3mMLjTs9hh0J/fywTv19h2FgGkdO04FpHAnBq9JliqzrwjJfWZcZ7QEtG11W36c0FcbWNdTpW3KTMDe/3uu8MjjP4/DC4B0pJQ5j0OcWreIa6xhwpNJELLICgfp5dY7WdEPybIiy011B18FaKVIpor3/hkrOmhCYZmciNZNTIiWPt9oftAn4FV2vcoXxGAjB44exVUaE0Cpl0+C3gEQBHdmqTrVUim2VVNP7yiolrwr6GE0CYlZa+LyupFJwzqtSrTHcHSbujgfuTkcOhyPDdMAOA61hkTAMjNPI8XhoAogq3JdT4TAmDtOo2g/9/Tcqr569roR5vsxQ1QLnep2Z54V1ieT6QinCb379az59/EiKEdo61asIPdmTBpj2cdctKKr0XlU9d698MP8sjv2MvppmN/P1VoTkNlj+IcqZvuamkPFdkA229bU/uq8GW+XXWMSFdu711XbVUX2Mc8rQCM12TIV39HqmUqlpbq4SS0uGI3m9UnIirYv2+mpJFFME31hLUgVfEwcxFOBUIlRHsgU7ejADHosYt2GEGME294JBDMEp06TU0pLtpiBdVNhGxXv0NYpoRdkVw7xWzueZp5cLwcHbdx/49PjM+XLl+eVFVZVz3iqfKnrlsBaWeUEE1eGwHm8dwbQ2rmZT1XtEezW3ttYVY9xeLWuFj1IyKUUwMJiR2hRrZev1ZKtC9duUQqu0zZTBq7YZ13XB2IDYwLsP77l/e89Pv/op92/uGaZANbREX73h07pwvZyZzy9cz8/UtEBNm7Ktxh+t3nsL2Jp9LPXbeoLz53IMIWzz0RbdL0wxapVlLSHnJtoqCiIiTRCyKa87u81fzbXkZp6z3b4F+t+36L1CFhrjkcr1smi8J3AYVUNIo7Ly6vEYmqAbYJvOc7tMAlvuADuYLlV2G8J+2VvcIttjmxI9ukaZ7TuZtrbrq2drWjvFnuxL91g3uo4YaVXFvmeYvQlAP4LZPutmt9tOXBU9/7EU3Sdz4bxE5iVynlc+Pb1wuUYFe2Pr7e0Y4X6W6J+ur3x7jNb+Nf0CmT0z7YbJLcYQ0TxLP5+5WedfXdDXyeb3PGQ/x/v7dxCj9nNdlF5tjRYTgtEWpsFrsuwNWKP329bfLkbp7qrBoNZbVuQVpbqTFF6ltLXvX11qdQdN6Ne/D4Ctkv/9xx9NhnuwBDsSUW9K3Nwkwj0Z1gpEH1yGYruXlk6GUtXPVovojY7q2r1NqGKlkhBSu99aRzaCNCrG2sUQrOF4mLDZUFJWEcVGp+uzyVvXbtfXis3zWKogqSr4gyK7viqVyjV0ONWqKKkI1qsadgVC822rxpBNT8wcRioma1BoMJQVnA1MPpBrxIrD4fFjwFlP8Ef6JIVKzQufPv6eZTkwjQPjOGhiusx8I7r5v3/7joe7Iwa4Xq50WXvjdNJq25tSPmwzyr68PLOcX4iHI5fnJ032Ov/AGO7vj+T4BlPzpra6zAvv3t5rJQsV2IgNma5Vg/W+HubmZ4rQFHXVFL2byJnmZRhjxQ0Wazw1CjVWZNXqmHFWRcnaIldR8ME0UQQRtY8ojbK+JcOiFljBtmS4qsz7NAw4Y7DeIFYokiFrQlxKs/vCtXEqeKuCSsoyyBjjWpDRE2GvybAR/VdUUVpaAAFoMvE9gd+/xuM7n/IPJcId3Lr5Xn/o91fP/2c+5g99vs8f0YM12yjC0zhxmA6cTicOh4lxCFq9iCvzfOVyuTDPMxitpKac2/yEWpoYTasM19oS4rqLJ6mtnOUyL5uNU/COOEVSHFSdOiUqFh8GxAbt380KKpWWTDnvcaUgLHRl7OA9zmvvMC1gKT0hrZXcVJGV4quotHWOUhI5ReJqlRESE36wWCw5pSa2BdPxxBA8928e2oLdASRUCEgRHKQqIFibf3IxFjFJe3+NglulWTD5YcAYx5K1+nq5LuA8KWeCD9jjCZkmHo5HHu5OPNzfczydmI5HXBgxzlOtYRgHpBy4vz+BaVWrJvpVSuXu7k7n6ZYMVzptTIzderufX866sRo4X2eOF02I48uFeVn51d//im++/oYYV7WhMiiyD1uvbKX7Fu9ATOljoCfKbVer3505P8pjU9+9iRGUvr8rt76CtERulog/IRG+TVBu7unBm97bqxHc0FobudpA9W5LfncbLLu9jorjKdW/A5I5RXJOpJhIl2dKvLLOZ/WiThHJUQHLomu8MQZTMq4q3bYWrWL5UjhhGazhqZyhGua8IPaAcUcG46hGK9LV9FAsE9yAtZYxOVJm6xEuze6v5tqqca3tocVHVYSMZVkLTyS+/dZydxx4/+GLJqgz8+3jo6rf59yE3bSH0jsh+C6QVTHOM7igbDwX8M5Sq7uhynKzT7U5IFVdO9oal4sQU2qq7gZzd0JqIWfT9mjbrl8HlVAQrsAaK2uuxGIajbyQrxfCeGA8BH7ys5/w/ssP/OwvfsZwcPhgWEvVNWZeidcLcZ25PD9xPT8zn58hrVjJOFOa36ppYOwrrdmb8byP3V41+uHa0I/nGMdRxf+sITbRK2MKrq1ZJThyS0pqqXtrY91bGbsA5ed7+6tWh88S4e+yRPrCYTaW0MvzrJpApeD9g8al9vXa0edqEU2mDFroMsZuMXwVaYZGTZuoaVF42WOt/RJrYc0Y2W2Sttywk8mV6aT2Qi0ZE4txexK+IQAGEHWT0PygA3CabEmPdVGwoWdsyn7T/ogikIuw5sx1WVlS4vHlwmVZebksfHw8M6+Jy5w2QV+kJeG3GTF7Mt+vzw8Dkf2z6ry2DWi3/VqjRTltB7p9Xm8x+J7Vvb+/3D5yGyUA1LLryax7U9em5zF4q73H1uCt7sPWmm0Jcb4lwggecCJsXdKWzyb4PsU1RzX7Y3F6ex9kdm9htD9w2v50Q1TZhW56Jc3YPRH2Tn0ra6u6VjoqoydwC2MMFFNIEpXaahzFebqJ91ZRtkopds6TU6SrC+ZWuclp3Sb66ANCYc2mIazSPq9++cOo5u1LyWo03qjVUSq5JgZjG/8dUo1IkdbPqgm8OF1McpZtgKWSqajf8IQHo1SijqaOFnzwvD++18lm4bJcUYEJoz1048jxeLdlHmMIOO9av15Qe4E2Mu8f7lmWBQSGITSxHc/9/b1uCCIM04j1nnVZW1WrbvSIjx8/8vJ8xvv/g4c3b7DeNRqZ9l5cLmdqjmrHMjhELONkcZdCXIUQBqxxGDzLuiqybAw+6Ofce+70GpXWe1GyeuEtlwWJBbcUTtOJKYxQIK4rg/UKJxmog1OJ/6z94qUWiinEqk6RUhO5ZFJJDU3UWq0T0+q2TQVaIKXIUheeyguxpibwkaHZa9naxLRoSoAeosQdlWuBV3N90sS/q/dJ34x7QN2aCop0sOpHfdxsh6+OzzfO29t/8PU+qyrd3v7HXufWl7gHxKpgPDIej4TxSJiOHE/3TMd7hsOJ6zmzZhW96qJ+wzhR6icu1ys+DG1d0UC0SG24jejG2npXBWlaBMJ1TWAsxul7r6mob+2yMi8LgiEMA8dm51aqcF0ja0rkWre+otvvoCCi31k1RfucZwOmFOqqXsCl5Ga5VtXixE6YwfNwmhiGoIl+rRQKYZy0ZUDMZidUS1bamXNtHmjk6oPDefUP189jkJJ0jSyeWguuqMK66jJUlvO1nTOYl8i8rFzmlZRV9Tk4xzAE7u/uOBwOWO84Pdxz/+YN0zRhGv24oD2IQwicjieGMGJdYjqcuL9/w3Q68fj0TKqC/NOvSalwfn5RDYSoQMayaIJ7GAcO08Dz8xlrPX/3d3+nvsUx8fHTtyzLtQkuKviVk/Ztd/GyWyZArwx3UKTrROz//TkcN8Fv+8LyKoG4SSS2v/9IInELpjXg3N08p7LPKZpISk+4VciwB3tdTdRgmwWPb4G/7VUQqVuvai2J83VWRkTOLNcLJSdyXHHxGVNWpESMFFXXbYFaBzdEAJObLVLjT1gFVw4OTDCIHfm4ZOLLmZLOiBuZJJGBbJy2eQGGjHcq2hXCyHXOfHpakBwpKVNS06nobVzWIMVSiqFWQyoK+pYcOYwKqA3DwHR84Isvf8Y//OOvKRKbJVxhXRKx6ZYwAF49vNO6KviOZbUe75V2arrwD1b9iWtrbG63nc9zC/aFZZ2Zlwvz8qLz+e0bbK2Iab6ssAETmmRY1pRZ1sQSawOWHdU6XPC8+fCO91/+hJ/+/Of8/K/+ktP9ifE0IhKJKalne0zM80peZuI68/zpG2pa1RlE8yQcum44q3uzNABbOmjemlK1V7tsFk9/iir6j+VwgwOHxpZR7fO8r5u+RWdBuZwxKeGKkDZboarV/Pq6gtYriPAHwGuRm318i5K28dMLGAa4zuo1n6twGDwPB8fglBFoba/WCj6gsXoDaI1ha0vJpfZlgpJrwzQEk9NOt7WaAtUmeHiTlypnoI0NrKq9KA+wJ9N7Rdc09qj21LZk11kQ2/zLVSugZEGJ3miRwBgKe/+wqa1wULtLReblOnNdFtaUOS+RZU1cl8gyJ1KugGOzZ5KuRdPOeT/LN9ep/3urc/H50S3UuoKy2qm57bH9/ttr3a/t57Ha50DJ988js5/4Ph6aaK1UIRtIWZEPQ6NBo4mxGF1TnBWsFQYH0+AZvOPQlPCtsdrGJJ3u3aBE6emTakX1No1+nVvqhUX7nN0PZMN/xGe4kZPEbLLnWgqXzc+v0+j6z0Z96pwZ+snpnPxdlKpIx32a5JDRCQxNEdI1i5t8W8FQ/n3KebO0cVarF72CcZsIO2MZXMC4NnBrxbQFveWgbU1oPQK0IKhZO1hoqtm1eaLpmM21UKVgTVXkw4JaKzhccPhRla6nUUVoTLP/UcpdZRyGjd7ZqRzjoCba4zRqxchZUsoKOnilbnV7idqCt50SbZgOx+b16fcBK0rNulwurKuKCU3HA14CVnryroq3iDTFSPVdFvHkEjEWBj+oR6CfcLNXVUy0Qt4VcHtgEVPcBMpKKmSbKWsCMXixjC2ZJwGlkpxvc0gpKdVolU4Fy3SyZEktWM0UKS3Z3umLisixBbgCaj1QEjGt5OZAXTu9Grax3VE/28a00vFcQxTt/h6vFoUdZZYuuiC9svRDs+pfz/HHEtFtY7z9/Q9slv93BBqff77vWDR1sALTklS1TnFhwIcB4wJirKrbt96f7mEraJW4b3ydxt3XBO0vM3sfqSjtMmYVvZijJsbW+hb86QaZxYCPYLWPt4tx1ebPc6tiuVe62sbWgJWSC8lmooGAaCtDo3PXKs0H2+ONY5ym5v85UHGI2ccxYjYBrLadazvsflUxKFrrmzVEV5lWbLJQi2mPc9SizJ4qVfsBW5U9Zz2nSr0EF0LzFR4JQ6vchYAfAs43y73K1uNpjW2VccPh4PGhEkIhlkKulbv7e6Zpwnv1Hq2iAe9qdNypD7T2LM3zQggXHj99AmNJLaE1xjR6uFbHSq8qtTJZH+P7XKf99Am9J8J/LukwN3vEVurQG24fxF6R+G5C/J015OZ19eHt/pZo7++yUw91XkgTsjHb88TY5vO72xgZBGktPjUrO6Lk1BJgTYbX5UrN6p5g84opEVObHy21tSspq6nefGdlF7SrKwY8GxPkHk+28DYlZlNIZcXEC3Y44PykYKmogSJoXGAHRynC6C3easuXpTZ1fTSrq62XERWukWLRPn1LTJV5zZyvC0UMfphwfmhWZK1todkoOlMoruCbYn0HwUUXN2q1lMaw63oAtc2NPaGxGuy3QDWltHsaN7EtjMVjqLUxpBpLsFatgqVUWWOlVP1OLoxMxyPT8Z4PP/nAh598wRc/+YLTwx3jFOjiXyktzNcz6xpVvGuZyetKjpoIW6paZLI7OgDKzDI3TEQaMN24m6/aXf5Mpi2AC64lcC2mNXpNeqdn9U4Fg9FxaQ17C5DeyvbPNkd3smlPiv7Q8d3zuSfHyqwTJBWuS0RqwRmPDJ7gLd54xEhTHVYO/cZE0Sx5X49vbttSi22dNltxzpibj/HZx96YJi1f6Q+W/j8BkZ1m26nPW6Zcdsm+UpsQm2h9VZmvN33ZFS2IFGFZI2vSdsMlRlLKpJh3Eb2iLQqmr4UbvVfaeXyFL/7BivAfa1e5fVwHPG4T4e8IbP3A/Z8ny6/v02vRAYl+dJiibmNGMKLpqhWz9fJbUY0pDARjEefAK80eazEthtqcHjqA0n7vsbsVdRPQ9i/98R7GoOPvDx1/NBkGRXd9W4AqkPt1gw1n6Zl4T+zoPdm0apkxiK26aTRhjVB1k9AeUbslU/p6ThM90D611oNQs/arpHXdFMb84AkYhrYwVKk4YwnWEaznbpywzjGWsgU4C0nL5g6qVfpxmAK26qLifWtAN6jXF4WcdCNzzrKsi1oGOHA1YbMjOM/heMfd/VsN3qxWdcZhYAiBd/WOIkp9dD7gvOd4Om09uN4HnHOEoD6IAKmc9T19YDxaSlYbhXlZMcD93V1Lqg84PxLGAX84tgqUw4pSgqfDpUnhF46nkyrESmVoScI0jSzzlWW+Mh2PTURHhapiXDFYhjAyjSeOTZl1TbEl3y1xNA5rPJflQkwr63qlUJAacaZiveFuPHIIE8EOmuAWVaRLdcd2pAl3LCXqwBddyKkqxkZDIFNT2QYIMuKkQk0k0eu1xsiSV2KNFLL+V5uSb0OPXEP8pKFaRnQsD06poDT/SqVs62fU524cIzUyl9ZnvJWQf9zH1j/52d/999vHfX4bfBdB/Ocs2J+/9uefq/9bSyXFzJIyS66kCviAH4/cecdlXjjePzBfVKExPV+Zl5Xz5cK0SfGr6MimxIlWivv2p20RutItuYAt2LXweFmZUyVmITfleABXM8msiEkqPJUzMRdSKpp8i6pf902l+/Z2FEWqsC4R2/oYPTTNg13lGqPJ5XH0Wl0ZBo7HA6kIqQjXRUlK1tiWLOv6Y41gqvqASoMgVRNasL1Rqu4oOQI1VWrqgAFa3XYeK5nr+UJM2gulgbU+bfCe4zRx3+jRfgi44HHBE4JXsSspDM4j1rVYR8/F27cncoGYSlPkL7x584bj8cg4DuoVXAoxJwVGS8E3GzUpFWcdMSasgdPdA2EYuT+dqFVY10RqLR+lVGreARBuxtWWI9LYNVsa/GeUCPN6Dm/0vlfB154vfz59vxOYff6AFhF12FFXzmYrQm297/rTYwjv3UZ3M02ZFafsKMmJkiMlR+L1TFpn9ZxdLuSsPrIdBDdo8O+NJdimi1H2+bX33u0f1TjT5gKNZWdAHE0khPuDZywj092RXz9XntYnnj/9d8z9B4bpKwT1LRcVRVF22TBhRg/3R1JMGKkKxrYtQlLHIQzVe01mouCMw5tALIUyJy7z7xmCx1o4nu5Z18inT4+aEDeFaiMJIzAeDjqXmmsGlUbRzkiUXbn9plbRzVBEIDfLI+cCxgrjOCCMiEH9aQ+FYRgxponv2QpVlYyvc+YyJy5LJuPx48Tp7Xt+9pd/yfsvvuSX/+F/5nh3x+HuDpynSuFlfuHy/MhyfeF6eSGukXmeWa8XakpaEQa81TYm1bsbWsLPplGi38MiFIpF+be14rttWLn5wn8Gx/HuqKKfMYKFmlW3wlmDy5ocdGr8ECy5lk1bIuWi/aNi/n/s/WmXJDmuJQhegKSIqKr5Elsub6mqOVNn+v//oT5V3T1V/ZbMiHB3M1URLpgPAEiqufmSkfm6M6JHMjXMXE1UVBYSxAUuLgAraXPxPJ/Gc5bYN1/TRWZaetc7vgOZevsF5XHH9Sr48Ch4/XDCtiZczmckJkRWYSXvyNsE4CoIjkqYOj4MScet1wL7i0wEkQw8kJ2Hq0A7HmnQtQs8gWLAGGDUAXEH46SgFk01O0C1J53qXGpAQGMyZplAiganSi643rKW8mQt66tNP9AqkLP1r2+O3geaJ/K76LGKL9Giv377Wx3nhSPPMRX1n6T/SZMOmMeMtp2rvgOs7BLaNozWDXFbVencBeL8q2rr2d6oj7QXa0AIVLVEhyFIkZEC47RGnLaEJd53UJm3z4PhZiJDTIgWUayklEK0pv2azZto0tAa9UiiNHXafGaoOCchswJjoobCESQMSDVVQq/FFEAqqCnyT6wCTNEALjGpErBpJyASmAW5JoA1NR/i0j9zWhYVduHQG7nnfEBIaRgubMMxaKQCAdK0gTuJ1TRXVdtkQGtSg9U9uOy4iCqmhYB1TUiLitREqJh6qw3ffPstRICn6w1x0ZqPEBO200mdve3U233Uotmk16/faE1hStjz0SnEnlFZLSvLHLGezggxqRS60TGjhtJwubyybHbDauIL9qdu4K7LCSmekBYF56dtwXZ6hdqK9SpUgE0mpX8Sd6mt1lIIrQWkdQVFwlGuWJaAhVYcDaAiiCCIFJTSNINcM0CCCmtjZAJntRbklntv02bN85YmFnhhA5+CYE3Emxmwam24ustv4LiItYWB0vMTRSREY01b4IcZoIQUEgSqEFhLNUBcDQobaDDwrPWGnl3/9YDhGbC+9PM5IJ63l6g5n8oWv/Q9f+n5vfT9tWm2NKUFKS2gELTtQQhY0gmXV6/w5u03uL5X+l02cFWaIFdb3MRZFrqwtmpsiaZZSW31BgCEozbIUQCoiFSpMoSWvBaLBYdckRYNwIUQEdOCdVNWTCjh7j4EE/4REez7AdSKNUZA1IYGspolEmu3oIHCZq+j6EIdclWwQayCKSIANa3/5YLb7dZFK2JwFCA4jh35ODTDY77Asq4IMWLZTu4nIJeCXBpuR0EjVtX80rpIGLOJckWlRz9czjif9XV5eNAMsbVjqflAvl2Rr4/Ixw5pbQjZCVCKUiXf/fwOP/70I/70pz/h/fv3uN12AKQ2k1SpMsWA82nDssQuprauC07bhtO2IS4rqmh98fr4aJlyU/NmAjXc1dN5RkK1haTfJ8sz2cD86iH897/5HIU7SlNtn2dlbLv3oyZPx49zt4M7xnpMbQmmx2aygEoImum0+k93XKWYCq5UlNtV6/pvTyjHFa0caPsTat5RjhuoHYitguiAu8jBroHd3Zq8MnLaoL3DFlgN4p/RTIY6bwGA9iMPAoQiuKDhmwsQg+D24R2kbaC2g8KikL8pOAQRWj1AiFiXhDUGlBQsqGrzlKwFjmg2WASgFBGpIVFDpB1oB/Kxo9YMSAUogDjC+5uKAK0KKgoOEZ0jxFjWA5FjD9o6k0mD1u67WArD66YpoERdZ9OyQlvRVFOQLtiPjNquuO0Fpw0gUjsFIdQq2I+K2hghLHjzzfd4ePMWv/+nf8YP//AHvHr7Fq+/eY2QEiQ0PN7e4TgOPH14j3J7RNmvuD5+wLHveHp6ghTtb7zAFWZtXLKCmmaaJ9qqE0AzUVarCdUguj53Zi3FCMy/mal7upxRclHRRAA1FNCh5X9aI6rMuCNn04cgFSQsBSEXXI/S1y6CwNvl6QT8OOsH3K/nRDNTTrXeZaofB6BMBwiKCKQCPz9lPB0NT3vDmgLWFHBeVYg1UbTWvYTEqp/RW1SSs4hs7JrtYXPAxK9ZT3KAp76//YmAjFEKo/PHjFxv0Wp2fmonqaZN76nAfV2/ckGlZt1wVHyrVtMEqA0sgmQqUCTADSo0p0TMboXsOvtB1VbCQTDd3f/nz+P59lIQw9//a4H1J9l6PbLmzBoxUOwjYoD98ZoDzIIUE5bEOJ9XbGlFZAuENhVNhrHeUgrWvglIrHT5yNxHH8uo8NagC2OLipV+eWa4SVd5C1ZXKxCwgcROI7CIq9aSjH5m3sBTalPKPUbWhaBS46zWXHttGqASUmMG1lhyYEakgECs2VZiLGGoFworj38JEbBgblpPesNAWGJCigmUFtzygSIF76sJH7FNtKDOkUaqA/JRdDKK2MLcrGbWUvFkafjQEEQV0iKrc7asETGRBREIUnRBfng4wetT03ICR60r3LZNqYCW0SUia2Zf8c3bb1R4J0bsh8rlk4iKPwU28K4TKy0bOCZrN0XWDol7tF0ss9kj6EQd6EEITAuYVghUzOZ8OWu9nDQDxOpck9UhEivttLZqiroACmOJQGiM69VqsWNEKA3CDVQErRS0Ksj5UCEQoy9XKIVdwXBGaVkBj/cbbQALIyAo3dOicRXSa3qbDbvqYI1oAOKmkVOlgwZtWo8Aaap2DoEZUCDwqscVC/6Qg2F1saYwVwdUTh36tSy4nwLA8+8vgeFP1Q373z5Xc/Kpz31Egf7EsZ6fg4ggpgUhJrM9+vzjsmDbTnj1+jV+3E4I8QOOXIyybPVI5DmrYbQbTIDEhNAcE/ki6Urh8XagNBcGpL5QMjcUARCSKmoya62qMQdA1OvXeg009Ng5Z6Apo4EswKZgWJ0PmGMfoITPKlpjCK6IpXUBPZEustiB+nHsRgNtQIq97CW3arWxFqNlpSGnZcGybfASl1q0/unpuiv9XJSF4yJhQkpB3rYNJw/urauKm51OqkDNBGkV+TiwX684jNraLHCqbT4qjiPjer3i3bt3+Omnn/HTTz/h8ekR+2FgOESkEEdd0bYixaC2Ny1YF30t64K0LKhgrLdrb0OnQT3WnpVTdrDT78Qj/yM6j49mwW9hk3ugCBigHbZz5HpsHxLPq9pH3ZnEEMzqx/GfBrJd98rWBAoBIS36PIg7jbOJBj9bLZr5PXYc1w+o+xVSdiBfITWj1QORlOkQaLRtGno4zvAY5wjcO4OeQdAZxX0f9cAjhJW9gNrALNik4nVTevC/Pz6hYEeTAyRx3KlWAAqo9QARY0n6KiVAmDoYzsiWoVVPBUJgSQgkSKSB4Va0x3guGa1kEDTwTRThTpWuX1r+cxw7iBnrcYCjth/qIMZf5hAHDpZBVmZXCBExKLhd1w1ARZOCXHfIAZT9QC47mDOYFrVJUiFgtAqUIiBOWGPEd9//Dt98/wP+03/5L/jmh+9xenVBvKyoaMit4On6iNv1isd37yBlh5RDM/279hRmUhY5hzCyPl2u1+crVJzT/EwfkyoM5gANI2lAvx0wvJ025JgBUqGqTGRaqASmZnXTAi4GtQjGLtBnfxTLZHpdl4GXHu97Yd29B0JTBtPXwGeb203DhSi7AvbbkbEtCac16XmFAKSowlhk5RHk4kmm3+9Mx8Dmv1p40nsHWy08AR0Ed4Njm3cRMVevKyJLB/dO0NJj9oY0IlY3bP9u3aJo+SRpK0QRq2G1OnaIZjMTW7CLRqyhK0fD6dl3t3b65a8bsTPNubV2V5r1NYmJrwbOPhb0SzuryIHwDIWd3q6XPxxpXb8TTttJS5q0rlQxGAES9JnGqO3iAgFLUIyVApsa9dSeCco8CETaWtbW/09tXxTQ8vsVgx5IatW6uAYrfPZi/QIIq3MzWyaPppjzV1tDU64LCkvvY63ZGe2PydCi9CYNwoKFA9aQsIUVG5lRs4HeADzeHjVbC8Lr0wPiErGdLxBTRg2mCLwuK149XMAL40mecLQDBdkcJEJtOwDrV+gPTVSNmiIjhtRrTNOiD2U9Md6kDZe04uH1G2yXBzy8smwqVKzjdFmxLQsI2pbo97//HdbzRbO4tSEuC9Z1Ra0NQANzxOXhYv08tQ6wilhUWDPnMWndrQjAHLCmFdGyUbea+2RdQjLH1wlq0muKIIJCWWuPcsXl/BqvX/+gBtPqB5tRu3I5UIr2QUVQJWchQrCBmkxhFhLRUFFrweW0gEoBlYIf67/i6cMjfv7pR6WHFWC/qRjWXjIKKUUvcEAuB45y4KiH9VHNlonlHlRpPVujz6jWhowKalZoDyDGhIUXxBaQKxktxRTrAlndgskqWE+sxAnEjI1POFpFbgUHHW564blwmuqOFQB7DT3/avzmZs4n8DIgfp77vQPIXwDEn9qe15p8jbF9KRrJzNi2E16/fo1lScj5wH/7b/8NgRpuT+/xz//wezARvvvuO/x///f/DUUafn7/DnvJQGDkWuALuYA0wANVUN1zUWaBjTEVWFLNgAKNtudSkWLEadvMCJOyFELAuq4oQkgpYd02XawJyh4oBfu+91peEeltqioEUit+fnzEkROOddEMNgMqGKRslciCLQbsSwLxGY0CaC8AN3Ua4oIYGCktenwLDBVR0Hu7qTrstiTAVKuP/ar3gwilNaytYTs/aO9XYu0nWZq2TLk+qVBLE3x4fMLP7x8BDliXFYkDvotvcTppjW9MEeuyqH3NBT/9+7/j+u5nPL3XlwYzItJ6AnHET+9/wk8/v8O//elH/K//7b/jzz/+iP/xP/4Hfn73HseRVRsiaPu4y2nDuix4fdkQjQ715vUDLuczzqfTcP4seMuwwGdvs6JLpkwjXaR1lstL49ij3b/6bQrmDd9rdst8h2nu0dh73mu8q84sSMuOiAJCjH3PEDUQjDCyk9IaWsnYc8Z+vSkDYd+VSl8z6vEItAJqB6hmcC1g0T4ToIJABb2BYwfBrZ9c4whhRieyyMgiNQ/qm3NN5EEA61McE6oB4lYqiCq4VjycAtaVIPE1/twI/7a/B60BFBKYI2BBs+P2iBAa1iXhfIpIifFmWeESXh8er6ilmfaJ1QqX0ZuZcQanBRsRrk8fUPITGm+geMa6vcb+dEXLKozXakPJGY8fPiDnjBAYsp2xpAV5z8puk4aUEkJMKtzJAALhtC5wcSBhzRbHGJCragO40i0h4HZT2/d01UwyKCDGDTEtePjmO/z+D/+A3//hH/DH//yfcXp4wPnNaw0AMHAcOx5vT3j/9B4//vgTjn3HcX0C8g7JB26P71FrAdWMFIMmFyYaJOy+9M4VAPKRNUBO1LPrvv470yEtwVT1Az7tCv+6tjdvv0W2ORM44TgO3PiKfGSUXBCCPm9mtvZhWrEeOOJ8XiGccGStRxfA2g05O2IwnTw42DfL0LmH7N1IFPi0yW5KtxcaM2MNEkNpxLej4sPTFe8fNYh5Oi1YTODwYV0RI2NJlrAgTV5UF3+zoAiTrscE1Wpx7aBmAS8BdQ2XWouuv3L4MJo6B4gFmHiCpgps3aawsSeYNKkk5vN5W8/gA6vCEjOaWGsglIZejtREKeTVv7/f5efbvc/zSzRZvpSw+NrjvrTv14Dpu+Vkfl9HnAVTGkLUQNyr8xlLilisT3ipVcEss9qCoAKfrk4dACxBEBhYAhBMnAvdZhCYpINkTWZ8+pw/C4Z1ibHMG0yly5q4R6F+nWLKjiBX3sSIKpOyhqD2FPNiWgmoRnuBKMVAIN6ACSJaLxoomHCC1YeIR3113+uh3HwRxhoWzQ7EiAooRYPGoNOU+oggMZkQAYsprAmoee0PgMpIlLR1QVr6EF3XiBBJacDLCSmtIIoaQWqCbVmtBQvhclpx2laNvsaAtEYsqwn9wJqLxwgc2SLjVelNpJQfpoBoQJjFhHBC1AnMhMARcVkQooLnYNlcbxPT1OuYQ8P9Orzely0yHEIYUZsJcJJRsUPQLM6UENOBFCMA6oIAJBFLOoOogCljSQk5MlrbURuhVuBoqgp9qzc9RyZEaLbKBdYqtOaHm2ZxA2lAQpO1wVTpgtHtCWhaz+s06IqIQBEsEWgF0lSPkigCFADYM5MAeOE9GEkUVLdh9s11JpPwMFl++EufUw///Qq2vuC9AIiBj+3Y14Lhr9meCzM8/9uXPtt/h+DDh/cIENR8w7YwynHFq1NCjNwdY+ptifTlgYBWG4pRopvAmA6uLG3RYxl3wwMxpar4XywFjYeyOEiFaUrOcFGDJqbymbUlynz/msmyFkIHbFQUqJemQSWnhnkrsciCGgOkNe3PCQIHBbZEghCpi8x4trPkbO2aKmpVNc5SSncycy5qGpiQakOoTWuj2BY+z5+JGGW6Wi9lvcZaVUl6zwdyrQrsLRIqreHpwyP22661VO/f4fr4DvvTBwBASgviegU44ucPN/z083v89NNPePfuHT58+IB931FrsTGjgDYGtmwwI8VoP0N3qELgnv32Z9fj7Bae75nNPpZHpsQzAtPy392kv4Jl9nez9aXAx3ef836v3Bke2QknKOpPNtVXo5vTRMFlHY9aoxf9C/S/RmHVaHqD5BtaKSglo+4HpBYgZ1CrgBRwO0BS9GWUXfWFLZDh3Fl/z72h7pywBbBlGHEa98Cfp/RcAnUwHMzpV3EdpXmLtdmLRDivhGsG1uPAXrOuAyHZXXPIWyHIug6aWqrWQgbkNaFGbeOkIIKQy1i3CQy0CG5ArIwqCWsLqLTgvBdcP7xDvl2RmFC83UtraKUg7zdkYsBbOZnoJETZM3WxMhEi7czQgJqdKsvIJeMoGceRseeKnBtyBoq9VJ4hIi1nPLz9FqfLA374/e/x/Q+/w/c//IDL29eI69IDjyUX3PITnm5PuD19QLk+oR07aL8C5QCVjCAFJCqeGWGZYbanQmr/tHVhMT8L5oM4W8GE2KAPVevAGwI3xDDEdn4L27qeEDgqyCxawleOoqrLqNa5QINRUaL1fh3rewgBUYCUkva/tqAQxFImvkbZ94mn+Szg1YNfH4UXnq/d5Oa2/9nBdxHrBQ5A9oyjFATWPvMpBQVGwcpvmpYmBBrfrK10K4CGQOrXR2brY6v2yAMkrotAxvwTAVhGvbMytHhSq79zl9W3c4pxX78JoKaZ7Gbzj0eNspjtgIG+BhptE+1+kt/XyTzd29y/fvucP/VlBsDL738MqOnF/aZP675+XS5QzBp4S0nbv/EztWcyZlwwJehZHdqDZBosGWrkOkQ1mee1xt5n/HMVjJ8Fw8WcjwwFrmyLQ5QAnTJNa26aOpTqNKmF8r5OILJMsEBY63l8hGUNLCJwALUGoqnO09pvsACBogpoIWjzenNYCmm246enJwgqFmZsccN5WRED4ZAGqZpxqdTQUEAwGpUosImcQFEp07VmoFq2sLD+XhlbUGXntKqoBLFg3VQZNaSAdT0jhQ21QqOrR8WrV29wOm84nTa8en3C5bLhp3c/Q0AIS0RctZYwrJs9MIHX0pZ6gKpAEJTySQsW3hC8DxkRQkjgqErOKrq1wEvMI0jbwdSKbFHU2ipCYMtImfPC3LNaZANPaxOVjql94+qYuCEqTb15ZG4aWQS0llHrkw4rYaTwAEYGU8Zp3VBujwB25EbIDbhJxSE7nuojiBNIgmbfpKCgqgK0PcNFIhasWGmzFlsFQRIghIAEqmqQWNSZWUJEQwKkYpGEvVVVES+sdaWyALwAtJivVkESwSKqeG2R+io6AQXA6DastLaKpi2WRJW0nVbza1lyPwVq7xbBZ+87iPySgf2l5/O5Y85/95rhnDP+5X/+T7xbF5y2hMd3f8a/fvsNXp8XvH71gMvlBEB7/J62k9bDpoSWM1ptOIz+e5SK2gbQmzHCR0EBaD9FQUHIETGg1+E6B6PkHbUQ9ttNbSAIt/2GaorMfg+rAUddOtWYV6nYs4AE+NBbC3idHxAhWBNjXyMoBhy1af9e6MhbiUHc7oId3g6tVAPkrencSNGoQ6pIGoNmhEIVHNWU8ol6PbYIkLPWD+5ZRUFCSsh7RikFj9cn3I4dh4P+VlFzwZ//7d9xlIJ3f/4zbtdHFTyqWW1ZTKC4QIjxuFe8//CIn35+jx9//DPef3jE7XZDLWq7yRyeJTBSUHrUEpQCtSxRHSgTYrLlz6hWzuTAROedAzvWqkfaqBeWAQ7nKf1XxID+brbOZJk271TQa0UB8y5GPTeBVHWSTOUTULV2Yzq48rOYOBrAfRy0nCG16c+yA3UHrj+h1ayZG9GWR8kzB1IBzt3h1ci+zRQKEBYLTo1M4B0FGgCbcBJ7jaMHPXxNI/TZ54/VQX2ACfM0oIFRSVBCVOeXGQ/E2AX4cOx4zKr4TMvZ/J6KxA3ggiZXAFr6EGDsrhCxbatmpUC23gqenH2RBVrzBUQ+Q8IDeC2IDxnp8g4IKx5//BOOpw8qgilkFqQBteB4fASXippSZ6BUaahFA10prWjQ2uRyPYAmaDuwrhsCRzyVgqMU3I6M6+1AzhX7k2A/CKVYYHy74PTmB/zx//Vf8e0P3+M//9f/hPPljPW0wcMpt3rger1h33e8f/8j8u2K/fYI2R9BNSMeV1ArKlQkVi7H6uwGUhaM4g/LbrYKyYcFsoMyV4Q0eEC6xgdiNJOljaiIVJGoIqD9ZjLDp9MDSioIQf2+GK84joIjVzQcWoJAwELqr9ZaUa+7lhG1isARlBhVGMeRgVx6OaCYIOgAwvd2kIzO2eHanUF0zYExF13bZ8xMVhAJaKkRGo7boc9XBAtH7UawJJyWBSlGnLfF2Kmzr0poorX0jIYlQNeCoL5p4BHcCvbZZEwV0lPVJBDfaxbM56p1u/590/0QKweF3pviPbxJNQcaVBEeUL9Fma7AUbTTSsNITnmIsd9gf8cVgvFln+p51nZ+z4HrrCT9qczwS9/zpYzw+MwL50j3v/RPOoMoMdZ1UcHh4OFIsXuuycMQCClyzwYboUWBsQHiyONzYOpB84BRO/4lt/wraNLSo/5grVcDkxl1XQ9ra5BiFygCDnw3YHuDbzNqsD6CTkrQCaTgjMyINitIr2i41YJSCQeAdlg7ANFJVKTh8XY1yvIKjgFgsr5eO/ayY1kXEIICsPKEa9lRZFedixDBpPQZIcGaFqxpxfn1ReXRn7L1vyKEJUDz5BXnh7OC4Ui4rA/Y4gqIRp6OkvHz+5+x5x0hMj48Co6yozUBx6hZZNY2IVqHrNeT0ooYTVWPtV9gSAlMETEs2LZkQjUKzpkDUtS2RLVo3S0EPfuVaNWG69219zFIfXzm4zD1u6yR3pRQTFwoLSuiqwras6XmDdyHIwFR+jtIqeTMCwBGqAxUAuWGGBRo72XHfgBHJuRCWsMpUG0Q87NEg5uQCqDo7yFEjYSC1bGqKmUF0p6/gLpLakoIARGRFqQgWOMJRwWOYo4bMRISWELPDrhhatzQSFCloFEFUVNFOxAiRSSrXS9UjUrOXaRE4Dfl1wGGP7s9A8RfGz380vaX0HO+fAzNdO63J1DLYFmQjwvyccO//uu/4Oef/4wUGP/9v/9v+Lc//Qn/9qc/4/HxEaVof9pSCo5jx34U5KoifrW5g32XMPtoc9r0ntWRL64P0FRB3kHBsqgCclhWcIooWeth/R4Uq5kVow0xAZW597ilfVehNhrwZQnawP520/6Sp21BzhWRLXpqi762I1LBrtvNKKi1mjiggsTDo7HSwFGV7ON2QhQBceiOD8eEmNRZvu0ZRy549+4d9qK9ljloj3Q8Af/67/+OUg7U44bHywXX244jq/Kzqv5WDUgGtS0lZ9RcUYXwtFfcrjcc1oqilGI11rC57gC36qsWlLwjIGrztHygREbJGQKCMA9tAhPj6zQ+zw5PwR3/d5ORVW9mn6f2j7+BbawK/uqul6gzp/+3kiRmMNmaRAExJMAFFb1VGA2oUWtGyzrHVCOiQA5tsyKlGPW5gOvRv5mZ+9l069K0htVLsiCM5kH2rsRqIB7DYQW8foy19tbbtzRjWHh6yFkXzR0wz3CPZz37KNqizTM+Aesa8YAFT3zGjVc8MRkDQ9A4q3NcCNenK0pp4L1i2RrSBgSorxKZkXPWsq5SNRjTUxyAMOsrMEQYaV3x6s1bbA8PuD2eUR4XBHjrEgI1Qj4apGUch2A7nQBzzkVI/ZqQcRwaICdSAbtEETUESBBcS8FtP/C077gdVbPjywmX84q0bPj9P/0nvPn2O/zuD/+Ib373e5wuF5wftu5TNMDm+w1P1yuOY8ft8T1KviHvV5TjZmOg9swNcQBbUEoD9mxjwhg2raIWbUvDgUGs2ilkCEaqgjiGgJsyCRYuWFBVIG3yg37t23o6IdWKtCxmGxnrdkMp6hvd5AYCoEQ/Qg3KnCxV1aSLBftSYNASEQPj2A+td60KzqSntsw2+n/a+EuHQZ6xfQEsDSer7wwY386PqXOTnDCiDCRpqDmDuOLDtZpPYuK8ME2NqB1dXp20u0JYGctpwZIC1sjmJ+t6yEajhtvz1jqDihzw+1og89UNGyBmKzRhp1lt7ZBjNsMNEAFUyZcZa4taVbCyGG9KzGo986We366/9facAfg1+/41m5nr+aDK+AgKhGNUDMTEo/6X9bktUTP9iVUsi9n1mRQMR6sZ1sy+8Xvss5pktMDmV+gFfB4Mi1dIWmofY8FjZoXpNkCqSI+468By6pQvILbMTSppHoWBGXEP1Tqg8QL/oxYUAYIArZiTOIHh0gpYovYSZjWde9a601wy0mqazpKR64Gj7Kiotpj3xwUSXfADJ6zbCVIFJNEyEtBev9avdl1XhBjAAViWBUtcbBDrYltq7X36snIgtQ2RtSZROpJPRP1k6LVUlr1kVlVHLRfHsqyd+sJ2Xzlo/8+jZQWkYkXj3l+UXB7IntU0uDXQ0ZCzqs2uWJVC6hGzoNQQaRZFN+dBlM/eI/UeHBQD9ypUwWjMkGrMgapUOG1DA5RCqC1Y3Ya3NiKl3jWjQTf9XYVurefvFJVDhwfuQvliR9YbOxgoTohUkMgUwe19VS4fEkpinEFV/NTiAO/Rx6QK5q56e5cU78/QDNsvBIp/j9udKfT5/Vdcn9OMxj0aA8gCyv6fFz47/Q4fB5btrITmcxXA9fqEY1eQ9+OPP+Hnn99Zr+3dxmHWXn/mPPSenLPxf2EduDszMbVmUxD3eXxka/kRrPyBtG3MSgsCs0bpa9FWS100SGlDdoiuoC7Vmw9QH3e1Ekol1KoBxMNocinqYsLQ7zvljGTK8TlnbatRNcvW1ao7xbsixIjagFMuiLniyFZnJmw2QDPEFIJ9rzrMt71gWaE9Tknw4cMHMAlOKaEWVVhXZV7d2JQfperzy0UFSIop0ioQHj1OxZgoFvR9FkO3B2WqJc2c6VIrGjKEyGq8x/Fcv2IGgrDxpGvUGJb+x+4I/ka2ce0zRKDp765wyiAOCoZDNPqlgWCzpf1jJjzTughiRT1uOkeKZ58qUDUL6PsDGP7ABGbhQNzXF2gQii2Lq/+1tkAvOOdEpFRIK/4TcQooeouWkcVq/TPdhrstsHGgjpbSmWHU6RACliXhnDYQLdgrmT1p5iswKul8L0V1KThEhJQMrAfEwKjFrqJVjfM0ZXfAyqWE3bdRGxFSUmZZSiCOYCr6LDp0YTRhLR+i1C9CrHVkKQDVqkFdMmHJKPpcW8V+aGa4tIaYEjgsWLe3WE8XbKcL/uGf/xlvv/0O3//+Dzi9eoOYorHriuqliKrC365PKox1HMjHVVXAyw2tqlggi5hP6OvKuP/zY3BWkr70cti97Nm5NzAMaWApSFwRoaq+HXz9BrYYE8QYGWk9UKrWg0dr2alZQOV0AHpvawRARetWi7IwAhNgPV8bs2r3kK6i96yoeV0Us+lj7s602ZdrTO/Q8N1C6uCzqytbGVxrUBYoafeH6sHMmgEo22NbAmQJINIkUUoR65qwpoAtsfamDirOpGWe03hpbL6lf7+JrzUHzIQRCBhjrJloF2j4LBpQNnvaPtZbcd/bbQP6vVVL5rekB+DEDvw3GLHPdVpe0of52iTFXwqOdSSN+6j3y5KLBnyj0Z+1J7AGB0MwejQrnlEArM8vsu1LExWaRkkcu2iwvUby7zkX6n77YmbYuFEopQDUAKdDBVZwKM2K0/2mQgvPYbuz00odNutOTAwWywyU2pWfKUQbGIQqWsP3lDNEGGhBM4UCRPOEhAQSAUoEShFHq6il4f1+Q20Hais4YUNDwy1XvL9+wIf9CY0FHAkUFRChAlIYWRqoZMimVOTzeTWlVe2T69nw83ZGSAExMra0YIkJ27rYdVqWJzByK4iICCFhWU+aJYrJVKsZrYnRPyKS9Rlelk0dD2vNog+RTZREDY+n/hUINBw5Y7/tqLVhXddBPXABE9JImFMnm9UPuXLrT+/e4ZW8RlzPWLYzYghI64Jk2ZNaiznmWbMmbkBsAAar+9aWK5bWLQX70yOu737Ev/6f/xM//fTv+PD4HqUsqDWhCqE0zcKAVHBFhCGV0CqBakIQIxVUVX0uok3La+5V7H2hhGgEGBaJ48AIlLDxGYWVri/2GatA1nGGYqR/T0ULDrT+rtI3GAlBx7I7yvqw77ZA8S5D8mvensHV8f5zMPzMQHaD/tEBJ6PkBvkOjmjQ4/Ob78+QUlD2HfWkfS/P5xNev3qF168eILng6djx4cMH/J//8m/4848/4+eff8aHxyfcrjtyVqeABAjm3GqUlzQ7QYD00Y3uDD8HYgRTOxSgVBXLOErW7BIzshAeOCBtDeftBNkEKUV8+PABt+sVTpphc9alCapUrV2uQ+AMljUjEuxNQEXAO/DuyIiB8W8fHrEkdayTAdzQW4qMnu2aBatdXX2AS0GMEduyIkvA9njg6VZUjOp8Qoxam5wbwHFFXAUUFuRyw7sPH7DmYsC6oR07ro+PyNcbXj084PGbJ/zhD3/Aq4cHvHnzBjlru5iffvwJey74+f0TjlKQq9ro2+3A0/WGY9caYxJomz3RmrHYa4aVybKuK5aoFGmigFIFT9eb1nY3wc/vn/D+8Umf/XHgyBlHa8itWR9pjFf3bmwRFek9LH9LgFisolUvzWp/p0AeWSDUKdAO+tii8DZBNJuZtWXZse9o1dTFW4a0Aio3u4fNOkv6nAEAV3IdTt/AwipsRoFHoIlI1wcigBtGS6Ih+KOPbzDS2IO4pvZqPNEe+PKsImhyXzsgNntkgV+QrgMQ1S4hy6ZuIeKPP/yAKyXsf3oPuWaUegBiVHK2XqWoOPZs39mQlhNCWnFOK4JE7CT407t32LPgqAQOG5gjlpjQGKgk+HC7aoDhdoWEiLCeUSkCvGhLxqZlZ2k9Iy4qbLWuJ+uwgN5vuZpwWasZIhnMglu4AvwBjQhHESznC06vX+M//5f/N169+Q7ffP/POF1eYd3O+O53v9PyhhB0TpUDT49PBvq1p3LJB54eP+A4big5I+8f0OqBWo+xZvBkVZmA5gEJHRGlVAsQFOSjGJhQOy2dXahrP6zmOKGB2g2h3vDNquC4tNaTNL+FLUQNcq4WnAkh4Xa9aZldqdhz1jnSlNkmrYE4otaKFBN4P6xspto8EYR1seRIBrnKfw8Qdv1ms4MDyqkA1afX7ZllcW8/Ldlh88EVmzVbqzR4LWVjFEjvXdxqRQyEJQV8+/YVXl02/MMPb3HeIh62iIfF+lKTBX4tOGKWrbMjvZOUuxTSBLUKYOUXI0AzxEarNARrGcUMVABNLDMpQHEhsnGLBtvEwnd+C5ioj0fCGJuOgz2Q8bfIzj4vbftLNF+eA2b//ePP07N/uU2vVpZq5pAYKQAxErYo4/ekwHgJCnaZxTK/wEKaBVa/xnwmGrRpDZQbQwkunsX4cj54bF/IDKMvDAIx56KaANWU3icFxR5dqWR0WmM9ecbERheI2Ogt7nB4jzJYRLU/BQigFEbLZJCpyzn9gUgVk9OSEFJQ4aUiOFrR02erFGmMIg2ghBBWLJzAMSLGhBUJ1AhFDhPrCpY1hGVxNBIVOSCGgBgDttMJaUlY14QlRsQQsaZoYiLAsiTEGLFuC5ZlRUoJy7ohpoS4bkO9zui/SgM2kEwRxJ49DmMy9VCpUYJt1ijdQAW6WhMsSb+bQ+gLuVObu7NjmenT5axtVE5nrNuGdTshWusVewS99Yq0CqnF6Fg6mTpgEhe4sP1rQ75ecTxdsV+vKIfWaHrmnZDQiipjS1Or1AATWCFwU6CqGWpGaEGdkCJW/qcBAhKaavy8dRT3TDWRHiu0gCjRxA9Npt+oLS45KJ5dgqAA8DZUWitMJvWuQ9n7Insmys0nMRud++9/ew5qX6oN6a6KOR8zGJx2vvv858zPvJC+uK+Ih0Xt7zR2nGyvLjZGvT0OxMjY9wP7vuO277imgHzs2G83U2lXVXifw1NHCcBbwkEZB96yS1sryd11Ue9hh57N0jqh4RzAbCWJqFp6zojXK0ougABHPnDclApcSkHPij/PSsv0a2uWBPFnYraxVMsqqy5ACgxJqatc1goErmjLEJgQua/79kVLg0EZ4emqx20N+23H09OjgmFiZGHsR8G+K6isrWnfT7veFFht5MR+UfvTev/55mJbh9Yk3vYDu2Wu99JwHBnZarrFHDJ4KH0agJpR977Q1vO4Vt3noA6G95wtO+x9pufs8Kgbntuj+Y2fhWS+Znz/mjZfV7wfNhwAEyCskpxkUXqyGkFXLZZclZZaCqpR2XvLsCbwlgEkxRwXq4kXG2/klXKjpGoOowlZGQzciTDAbnXFIztrAYs7BtTk8E4ZHG0VqbOH7sb+eOadteZBkReetrYGMcEc0qzQeloRwwnftQCRipJ37WsvgFRSOrBoHbTUjJp3MFTzpOzqP9CS8Op8Bt8yytVaGaKiUQSCFv8spxWVG3JLSNsJ6XRGXM+oIYJrRuSEtKy4vH6LtJwR4gKO3gpN0LKCieN2Rd6vEGgmu4kG32IMiMuKH37/LV5/9z2++eF3+Md//i84X95ge/hBS6fiAkoJFUAtGbdDbdnT9QklHyglQ2pGyQdujx9Qi9LjYWJoAZ5Z8+yv+ZI9M2j+CrkKf7NWidSZAkrNZws8N2OrKRhe0JAYWAG8WbSs6sPebDT8ZmYvAB2LIUSkZUFaV30+y4EYbuqjUNN7xgKiCmZlEdUmqN5mx7R0qvmHjYOWq7O2uhRbB5vNu5fy6zNgep4pnn+fol3wKa8ftWAvYBR4K0eAQExUDXb+53PEeU349s0Z374+4+G04M0lYEuEUxIkbtpr3IuVP7ILz07FMIjPZWnjL2MpMHtFA+J5qLz7AfP9gPT3PYAYgpZNNVJ2aal1tHey81HfVu7e+2u25zorv4TV9/WfmW6u2dT5bsWgmiTLsmBbGTES1qRq4jEELF4XTCp0zASkYHRoe9+D/GzPMtgzG3abhpL0jFEx2ZlPbF/02onQM10Craljc76Uf89w96z5hBDRPlqOgbvytIyILXxR8slle9Ta+8V2JdRWURrQhBGDFe8ntppNb8QcERKjikYScysGTAJEAmoj5CYALQiRkFgQojptJ15BAuxNAY9mODSb3ZpFuqUhJDUeMSZs2wnrtuF83hCYrU5P+6CFwHh4OCMlA+mm/LwsSkOO1oaIiCBO22VTunVxEi0Tx4h7eFbTs7o24KAS7usaEEKCKwU6TbrWavUKdo/JlfN0u1wSAOBtUCq5ng8UWFarZ1TeFqSVruoKeERQ738RBctKYxFIrjienrDbq+QKqVA1aE5olFCKDZBGPRrW7N8kqgYdKCByRMsNqOawNnWinOaMplRuzeOqUy72PkCgxgiiWV1lfDOCRIsrWKzTMkCtaWSw+oLtBhpam6xK1gaYcA+G2bLCgQcl9O99+5yi80u1LL9060b5WTTxJVfzblXpa6gb2h5+MTqm0mpjYNxuO663HbfrDbdI2s92323sM2JQ9kWJWiLhgJiDDPDbWgdYXv7hgGiSDAF3Jx7mKJh2AhxA6c9i58cgHLzDNRj2fUe2XuIa1aR+nX0RJWXHQMYY9csXG5e1AYJqAIEhEjTQQ9aLmAAmrZFkoyHNz2KCH+ruSAZZ5rwWLZ9YUkSMEUIBhWIXHMs5o1lWwI8ULcAYoyrT+9pRO3W2IJeiKrXHgf04cNt37NYRQMWDdJ9mPZA/GhN2j6sD4dpQqIJZ+5574LaKCp0dhwFhA8PVnrEHOvoc7s9tjMO7cTtlQ371mzsOIShtN0RQiH1NdWCsgNjGubUGy3lHve0KhI+j01ftwDY/KrRBorG+WGlsDkeUPGcCXB18jk1s/HYwPG+sPobnmXVetGFbaMxTGAMKlk12AD0CuWb7p++fqdI+Fpzo1yn0QgqyzSxt24JlPeG7uOL69AHXx/cqlmc1kCQVJA2MCtSMVrRlG0tDDgHb5RXSkvDqcobIDde94qjWqoYAmPjlJitKEFA7sJ7PyLcLlsuDPoeakdYN6+mCb77/PeJyBocFzcR7WgPqUVFyQaOflcItHhwrEBLEZUW6POCP//m/4Ic//iP+8E//CT/84R+Q1gsQLxpoBnAcN+SckY8D19sV+6FBs5IPlKx6ASXvOJ4eAdHMeIoNTA3EqregdMlo95qHsjk1C2AqE8Zr/cnHrQElZd+os6hq0xUsBQsEJxacA+FtAo5KuB0uWPTbAMNNlB0IUT2VGBvSomA4pR0hLTDpW02wiCspa5lDaw3Fu7iItorUAAT1RFUTAdm9Z7O3zpa6A36TPwjcA2L/t28vBuDd+fN92J8x0KQq5GRVBucgeH1JePNwwj/+8AZvHxacloDTQkgBWLghwDUxTKzSgleeS3IbRSpHDUzwnoi6yWn9Ii2gexcgG+c9jmOfp1GC4eVNqogcsK4Khisq2n6oXw2alrh7W/e3XGu+JhP8OX/wa/ad0mO6D9BtfmTGmiJOpxUPp4AUCQsDMVhHHdagKUkzcSxCNDA8sr+C5F0LDPiOgBp3ptscxpzLX345GCb0yeO+mMD6VdYCsciNZlPmCISgSEVjc+ICTMip6ZVBkb+KIAkCze181Emp0jQyKKQGE7aoRK2ZXbbVelBpLXAMmuVTR1YnUCBW4CULWgVue4XwgsCLtuJIEdu64Pu3r5FiRCvN5L31ptZasN+u2A8951dvX3eRqdevXiOtC5iVrhdMAj6lhO204nRakVLEsiwmMqJgOATtvel1Aq0Zx50DvHVJKwXUBMRNHQl/+M0dial9gGfXAaW2iVhEzd4zyqQAmk0PnpWHNSq3ZyYe/aKu6oemNV81ZxCsLUvJyPnooKFVd4QIEBU1KdcdZT/w9NNPuD2+x/X9B+yPO8rekGgFpQuARceQCLJQ7+UqFKyNUsRKGwIUFBcqqKgabQcsW6s1Ul2BXCoKsrZcQuz93NBU8Tki2qyaJCF6ps2EuBrrQAtOwTLYbUrerTZUaTjkQJaM3DJq0zY7IVgwhX49YPhTYgov02A+v/2Sz3zpeF/6m2cEVeH4hsfHR4swCpq1BhHRmrjzpkIyIQYVbrOapGqgsNpYLpPQUnUgCguIWIDNA0okmpFVarNH0X1RIICDBUekZ6idVuZK8N2w3gWZGEyCOEdbyRYWC0QGZqSk/TiXRdsLxcBIwRTmQ+w1NSH4gn3vyjgdNHJQ2hGRsVoCLqeTLlLBg3DKwogGlLZtU1tsIi5EJiIGLW85ckbYd6Sr0sKlad/L3YIWj09PuF5vuN0GGD6KvbLqC9RmtWLmnOhL4HoHhQv240BroSt1axmPBvZqg9ZL52I1w067HLareYYY8zwYY+8voZT9ajYLiqaUVPNiXWENrTVIUlRQToMHxWq7d7RWtDWXMQFgfdt9JfGgDZNnRgY1UPvSWoDRMrvz0Gd3NkmDvPq7cRlFadG6hwzAS14+8KxKrweRqp4V2RoF+6IOct1pG2thXxdF9FymQIgHoAGCa1wDyogI2wJ+OOH2+A51f8S//vvP4BYQadX+yM3604toVr015LLjw35DqwXLdsbD9grN2AyPh0CIsW0JYAPipw3ULuBv3+CP3z6g3B7x9L/8V+R80yAFVPWd4obDyjZKY22fUwT7dQdyxiku2MprSDsQuGBdIh5en/DDH/6Ahzdv8e0f/hHr+YLt8gq8nlA5QIRw5AP5yHj68B6lKPC9Xp9w5B23xyfkY0fOO6QcoFZAkofYDY+ChBCc7m4vIqCacjRgDBajxXr3ihANpBBgrSbdQVbF5B2hZixEOHHGhQouzAjSYB7XXxXQ/XvaSskmpqoibCFFXC4XFOuKsB8ZORzIx6H10gaGNUGi5TNMBLSKQIIUNENcSLu6iLHrSiNrZyVd1LZJ13Z/gVWjwYu72ntMIexuRo2pOIGnDtSDMgNKzb3H7GmJePNwwuvLgn/+/QMuW8CrLSj4JVUeZxFQEy3n61jVgl88zsMTcndsBHaWos5NF+mFB6dN1NJLl0RgpY66kZCxXkxvh5UyPS3dYCZcthNCbAipgEPQlmP7Yfdy7Psftf3Sdexzvl3308Qlkf3Za4lCCgEpEF4/nHFeF7y6nHBeCCkIIjdt8xVCL6ZFc+o+MLpCeNDT2isFGj4YKTsWgmHPmY3VFLtN+dL2WTCsWQr0TAWgUcRmwAWW0h9RYd/H6rCmDIlPGJNGtWwaqxiEXoVREGhEWWCOHAcDyGLCUWRqYxbE6XNOpoFqVNgQQJzU0YsV1u0BITKWFLHFBed1w7osSlWya64to9WCGIBlVfD46vUDYtJ2Rg+vHpAW7aUYzfnUnlkR67oobSVqyyNVhg5KWQqaufEhTwbOxuLvr/EUfPm9i8bRPTUA4rXa0gej7wOjqLGBYVfL7DQWPxsZQNtbGVSL9A4wXO7a67gYELP12BVGLVmjwtcr8u2w/neCVtGBKlFSIwbNHqmP4GRj6yot0WjrEQynTZH5SqTiINCaITfOVVSdUuu63DnTaw1G/dNW0MZIsBurJDQGxKvXvXYFoOaOm0yLwtSLT0YU8NckOfs5IPylz/zS7f7YXzCuX9g8oKE2Rnv55qwA+DgOiNFxpTtTGoFMkqz1kICN6aKMgYpqc6+68Z/aG3gbBi1pMMMvDWwtvYjbcO7hBEwe80yG89CFBfUP8KH4XMiiR5fJB6rOz2A2UOuEA1ZTBA2sGfBgQbpZSEIXXG92DwPXeuxofXkDeXY33jFMFMB4LY7W7qY02lR4BptsPSiW/WVmpFvE9XoDoMJe+56Vzn7TlivZKcxFAwq1FNTiGdx5DXGMM2Xxqypqk93H/bC1wZztKgaGS7Fgh7XEmOYuerjj09vfOtDzd7MZ6hBjQnhJjAtVas2mK3Hvykpqpa9PNNm+eZ0a2V5zcSa/Ey52RXdvdse5HxvcRQ0tHQwLW06fAQBRADs72h2CWwDIQbOtcEQOEACIIIRpLXTRrtbUQSYvSbKZ3TzYzH29VscrYFsSzqcVD6cNP9FPgFSIZLCoWJRWaluWvBUAOn7zfgMRY0kbAhrWFFBEIKxzW+XXATQtQQuSQFGAfMLllFDKgVwUDDcwigTcckOuglxVQboUwXI6UEuFvHoFkgxGwRIFy5rw8PqCb77/HueHV7h88x04LkBacDSgmQr9cTuQ84HbftV1vuzY9yfkfGDfn1BLRi0Z3Aq05Y30+j62QB7InwShdd9HH6aPHXswHSC4zXyGn0yAsIJbgZQdUrKq4nPFQq2L7wQeH/stbOp/mJdia0mwfq3Lov6nQIMJ5Mw+UfVkgSVFhG0d03e1PSCZkr7e8yD6jOxT8Myw06ZbLxCaVPf1DJ8RNQgfmc+7v3NXpfcAdBPBGpRK++3Dhu/enPD29Ybv32xYrd6UG0AwtS3HJeLrp89pAYT6XCe2xdYDzYJnY4u6K95HTc9g63sO0NT80DA10zo19h4v7/YQWCnDIgIcNJ2zf+bTa9J/xDr0Uhb/+fbZv/UbNiXnzO9YUsC6BDycVpy3BQ9bwpbEgmStt3wN8LWIRobXfRTz8QAaStEOlJ3N1LGPftDLtKbH/NntC2B4OEt+G7SIXbMLrdX+/ky9BUZUr5JSq5soLQhFfzcurlI9wqT0ZnWZKrihDtoWAogaqlR1RsmLqN3t9AmgEx4kCkJjRIwa9SZi8JaM8kVIpApzW0p4WE8qvvPmrVLpckZtu057umjRNxPODxcs64ptO+H127ea4eWAFFbL7Pr5aEN6pUVEcFDFR8DqnHmmVfQ5pNEpM2ze1oSDL/xzit/2IaVe+IQNRkkc7UNgk1odZK+xxjQwZJqEXVQEWtvU8o68P+K43cwhUlrium06gBFQS0Zr1bJFsJrAHfl2xfX9Oxy3HfmWUQ9AMgMlgZHAnBClISI61NV7IAAjIIrKVbEEVaiGU3jUUFIDqIU+TqXX8Kp4RwR1ehigARWwirMppVUU8EAX2eDtluDZCwxxIbNu0pplEuugSIu3xDEj0L486f6ets/RX54DgOcqhM9pJ/+Xg4UJKLUmyCYcctt33G4RrRVtHWY9TL3FAgDECOsrXBEMHGUiUC2QorRijd1ZjRpp/bpSrbUdmy+1pRbUxohhWIDuhje3ha0DuHnh8cwwQRdH79WqNnyorJKBFq91ZNKFdVkUDCfrFxzIRSa8PUHoc17Na7wLtrl9d3XHaIt0DB5I5LHI2TiPouIWbUkIzMghoBTrTWllJU6dzTmjFq2d3K4rjl1bJuWc8fP79ziy1gznojWLxXs9myhTrbU7X+7cVQJaIwPBugbVwKiBkUvulDRdc4CnW7a6YT1mqyOQdSe8BB/z/g8MR0k+Lhv4tW8KfitKPpBvNwtEZK0JPqrThdDZBNQQbYnWtRHwzIuve4DjQ41UCwKETBsJ6DODxGEtTd+hZ9UdGh4AtdOdIcAd84b6d+rO0vcTqd25pYAO+hnTWmdj2r7qjuEmLF3t/e5/RKBm9HEJYIogCzTHFPHNqws4v8bP//IveGoFcjQkF64kaAshanZ/VRTsuD6ilKx3gSIe1oSYCBIi1suq+h9MqLlYAK4hbknrkL99A6GKSgKQMqJuBdhzQ64Ne9aytVp0QpAAiQhL1Jq80xa0ZGzR+mIKAYiL1tvXhg/W5xuHUaBLRjEwnPMNT4/vcRw7ru+fzC5h+Gc2ZpTq2MwGWf9p8uw6pjmnD0JVu9l8On+0MoInBnxaqaC2o5Un1MeftHfx5YQlEjYmLCSoVh5CNFg+v/ZNrI0mwVlKxvJYF2z1hPN+QYhRp0PRwLBIheig7e1spEWUCoAIKwRcqt5XCxoS6ZhtnnEinYrVgHAlZWNS08yuJzSaK8Wb/+WB34EkHJ54Rjh0RsatadlPCMBlY7y9LPj//NN3+P7tGd+8WrEtWoKBltEKQSoj1zamfoee6M4YS7sbOzrM2v2+GHRoEnRF7tZ0rpJoqZT0YA364PWYXa1aAmAd4RQAQ8d/gyb+NCDWkCID0NLI1pTBMp/Nry34StP/POCYQsDD5YSHy4rfvTnjlCIuS0RgVbFnBEswhF6G1lrtoGgEEoYdcKbb7KeqXRm+CltmWPzMzH/6nHf+WTDcI/IQi++5s2ejzsVkaHLYgH4hWhMjprimILhYg+yWvRdnAIWE4ULO/G69OAWaBZlGzVEAa3sGL8phdOW8wNpg21Y6ULCJFVfEaLLbtSIxY40RrRzIhzqSwgxEpenKVGvHQamI27bgdFphZStIS0SKK0JYrBbDHDipWuPayKIUtrBXvTdsPbOIuN9TDtauIkR4oRZZtE6jT+YIu9PsNTPmUJBHWQlwKXsbLtb7Wb9JAaKYuqLeNxWsqRYNr6jlwPX9z7g9fcBxu+Lp+qhPh0MXAmDW7HqXlbfoo2eG9+sTitUokQSQRKAWDV+Q3QvLzHHTSKf/D0JAHaBCFUXV6PcwnOij9+GoANWwrBQ0q2cXG6MBDDGpc5Vk0PMlEAIFUFjUthGs3YO64dWEUFxQSR0WrwUxeoYLnAl6JvLvfXuehZzfe2mf2fg8Z4O89Nnn28vG/T5m99IxXqo5mu2NGOgptWE/DAyn0Mei1GrCO2YSjPIkJtTQabDmcPcFye2afbcGsvR7AxsEEFh0XevMYYulCwJW0gAKRB2/l2qpvL86B10YYgxuuuzYtq8DAlGH3sG9UqO1/zX7wmBXIdJsYXLMIf37ZhqbyxA0DxaJGO3bHUm10AQd373XI+l5aMG9q7qTZt3tGYXjwJ4PEBMCX5EPFbS63bTnYraMsAfb/OUaACConZuGj/onzjYai6AHRkSquhyeQfZSnk4jGsFIVzE1V2iMy9kJ/8z4/FVuouJX+/UJ1w/v8bQGG1pNa+1q6y3tQONZ+9iyKvV+uHleAlAGDhQFjfpbd5AtgOiusUaC4UBYBZEsU+MoVRR4etFuh8nPerrrGTl4t2OTzXEiWy/9Foxrggeb1Jgr2ILPFa1d9DWH7Di6Bi9gWnq7MWbBeQnAecW3DyuCaNa32DqUiRFYEJIKgknTudbKoSUfpYLThriesK4ncAIiO6jXz9olAVXLyVprENWXBEdlnp1OCaupXudiZqOK6XEAQQRMDYEFMdpdE2DPBfXIaDiQW0OuFdfbgVYLKGvJVCsZ++0JtWpmOO9XtFKQ2NsQqtNPtsbezxl75mwZfkt+zEEId2JHds/X+zE/BU2FNkPVftVlR5KMBRkbL9hCwpZURJRQlbVDwG8FDKtOhgd20wBtUHscYkCsyvCp1j1A/VMNZIYwgrmU1ZdpNvYF1AOaBRb0Zi+F8yknk93UueCaGU0aSNjKT2yzZ+nJB8+e+jkIqnVtgfrlKeK8Bfzj7y745mHD735Y8epE2LaKxDDtlmg1xQ2ljNZbzMMWuV/GwVmu5gObjkg/L3FfgnRMstia6AjMcupGRTWIo3bMqfw+MUkPbY4ihpEZPrn/q4mMln/NfY9Zw+CvW2++RhPmpcTGLzqu4QpBQ+SGFAlvX2349vUFry8bvj2vWCJj6wJpZh/MFwk9ah96IEWTTKoP0aYyKLfBNHVuGdT8kRQMIeC5r/ip7fNg2F991PogGCbJ48IRNGpt2iApDVVWHRtd4p5gdRwTgPaLgsWM/SKYERp3x9BDQK7+O5QXoBGGwJDIFrTRqHCIhGXVPmSRGdh3JGIsMXTpfoI5nxSVc+xg2PjpySjSy5o6GA0haBY4LogcVWAKh6oeAxAXGPM+ytDshkbK7qMbHs3gYIuETSSlIDBandTryGklGA+5Z3DGd/k675ERsZ0dgHt2JOeMVordh4qaD+z7DfnYUfKB/XYFiMFxMbqCjPsFoORsQjQF1WqJjuNAzQ2tSAezKpZl/+tFgP4IR3YBkwDWGBfjZz//Ph6NJg0FClUGb0DMajGxqiu6sZmCAh5Y8JBBIwFQenbwDsjZTe1ZNRlVc4KxYP+9b58yfi9RQp9nizVq+vF1zi0W/pr6lK/9u9ObdFFRZ9IzixBVLpYZ5HawiE7fm9xjoDtxdj36Lfo7uWDDAJwq3ALLgtl4JbZ5P+aY4P6+3oMHGmUdrjxpbJTYFT9hUZpmiuheN2z7d4A+PafpOuZHwdM5jPc1SMYyggNdtAbO2vEpo9myvu73eziyt0Ryp/CcS0Xggp1VdGeoO7deq13FWr648vS0zvSHJPO6JPdr02wLp8BVX4NkfkbUvRKn+DoI+tL2WwHE0hrycSDvyuQBmdCOZ3oAdf7u1N19fXbHZdyLnv0xh1oPELsv6MF19PFCA6z24w8X2d/Rx8s2OAHAg1d+4GnvsYAY+BnVzHpoXQtIALA7Yv6VBoDtBAltCGYBdq4GkBuZHsfc+UHPf4kESQEPW0Led7xHRSbS+QVBIEG0Vn8NCsqz1bGX/UBateZyXRcwVQS4aGVAz27SqP4v4tfO6rSHiJQWECeAWDN/3SFjK9u1Xs+oIFJnvOaK3cTratN2RNnE/qQWcLlpO6ZScNwetaVmzWj1AJqBFLsHRoK+wwJ++/X09U12EGboaFitwWLTtcZYf4AFSvQ7GKIU9JYRULGyYCHBYq3XOASt5+wBhd/GVmsZgRnSFmOziJ0zjEII2qO6t6zSlc/najQ/zIPBAUCUAZCaBY0d2DneE5sLAs2YNrMRzRZDK4Ls1GndpB/j3kWy7ze/bGFVi37zsOC7txd882rBq1cBWwJSbEanJQgFxRpuU2xwSb8vnnByJqV/l2cZR7b4Y7NP6I0VyceiZT2NMSPiwWAeOITGuO3BQ08RT4BYTZ+ts65d0cTF7m23aTb8gjXna4DwX7OWffRZ11eAIAZgXQJeXVa8vqx4c1lxWRMSEZK7y6RtVf0o3O3yuE8DDIslsCYWsj3fcU0w94t7x5sv3Yt5+6KatGJ3WFbjHiAX6MOLICRiJKMvFdb6vdps0HGG1gA0HLWAWLM4q7mkxSaYt11QR4sQxL6TRLMfElGkIteCx+OxUw7Sos3G13XDui4KTlPqmbwlLQhRldxSjCq61SoC2YJmE6bUgtP5rG2KonqGRGK9hRnbaUVKWo8RghralBaktCJEPXYujCoNMUUQM9YldUCsLQysPtHmWSkV3sKCWtMG4d1fI5tf5n64s2EPQLNb7i74vh7lAdwoAlbb2wwYkIoiFFNYrbVaj+ICKRkhkPaPBCEsGzgmLOcLlNoUsK5Ja6zaAeQMyQXH41XrBOuBdz/+GY/vHvF4vWorh6xN3mvT5i21ZkAqmrXnQOXR+glOW/Quwj6IGxoKKvIA01arIQAqGgoJimiwpciIKHnnMYDBRpEkKRrrEEFoMGdLRXeEgEwFaMEyz14LqlkSAiFhUeEzBDSq7qNh6C3+/W++IM414F+zfc6Q3kfhpL9eNkazp/nLtzbZPQXF0m2KnpO+eHoJeU29/9vBLk10Tlu+bS4G1uill/mTLbxuu4nVPdNaR6PoGKCrL4yJj+5jX3A1OBOZkOIIAIpRKgUmUIRRi6e7jIiyxuhHHSUpjrZ75LU3/SuVFQMLsqnqnIqniCBYb1dX+SQyVWoQYIEiplH/5w4Q1QbmhlIa8pF1ThP3FkdVlKrua0Vvk2S6FHUCsZ2xK+iMlmrPqYnzlvz+jWenmMmDE/Tsubu+8XBQnoMrfz6/NsralzYSzQBLOYCqLWnU5tqaFyxrGuy6++XrAPOa7DnTqiU7trvdZw6e5WvdWREZx6mY5+mdJwh3nvs/mXtASA1/A2SqH+4A3VhsZFRu379njPzjU/28rSnq1PoxGXM2EjZfGMHmetDMcFh1jAmA1hCkYuWG373akFpBud1ATwdIGg4hEDII6jfUCtXhKIeyI4rgyDvK7YrabojrhvX8AKEIICLEZDXxCSVad4NA4Ggvb8UoANn1JROXQYOWdNSGYz9Qakath/X+rchHxn7sVrtf4LoYx36D1AKUm9JtTUvEM/wLNVAkdSZFJ6s0BZ9asqCMFWdntNKQLHCnS36zz5gYqyvIAyqENwXn+qMgZcdtCYhCiFlwflhwooa3p4jLacG6bVguG45cEIux4+i3MY9vt5v6NsRY182yvtLbm/k2WJYTGBbVhRDRkhOY/S4QhBaUucBF+9BzVVEub5tmiS12/4pcdbppMkEE1QS0RJT1p1NYuj1uBiY0q2dtUyUjRkaKAb9/u+Hbtxf8/vvX+OP3CeeNcFoLordnQ4L7c35NMQQUqIhqxw8xGJ32PkDfGow9ZKBelN48fBe9f2FqZzqsnI7jauDV0LCyFj240wCqek/F5p0QQ7iOCDy0bat2OCie37N7Oy1D/wGB10+x//66TZGhtkUSfPvmjNfnFf/0w2u8OiVclogtaOskFumCZh5ud2Cp1TUjYKLJB9WHqlMnjJ4dtufVE4ykvpf7A/Oa9Lle2MDXgGFzRJjG4LH4i4lbqOMWQIi+WtiEEWmaDa5eYaDg1FzlqQhfXxWjJk6pF+qwNSZ7X2lBkIa9EKJFWBe2XolTOw8SQmIGBUZMATFGnLYFa1oQA0OWpYvNNGibpWTCA8u2Iq7WZsJwFBFhWZfROiRFi7wpFYWjnQMEsVnmmJX6CJAJ9AzDTmw9HXl2Ms0dmddj9wAxPH5d7IaT4plRuOq0effdYYfc9esk/8yU4Y0xdJAQAgGx2eCp8Cy8OuMEIlUUPZ4+oOWMlguu7x5V+RUN5dhRrG+oC2d5H8raqqmQmmhWg0WrZzBmkeUOaARNtaRRJXdRHXeENFjjKuTq0LA0HQewVmBOfxElBLEEcDOqWh/tA8QNFVGPBzoQsUlG0UMQKDbWlYV2n1n8e94+J5z13EB+qnb4+b4z+P0ygHj578+P98l96P5OS3emh4GdP94BMZOpuFtjdoL2NSW3OTxoT5givFO0OVjASRrQiK2OEvrdNJEEm4BZPntv5/ek/3vKRE/vi4EV3WkwIrQtEneav167Z7ZGTSQB3RbN94UMaHRlZROM63RVP2dRuN/6/RjBNwczTnHq2XoTMiOrR9ZssQfjqrVRUgBc7DPVFL2rtc9yMOxcpObt1KxHdKUGgE3FWE+1E0+aC96hZ52bKYOqOnw1J09rK+fMxefG+q9/s+waqyCaR+DZgSQThL3fr8JAz+j1OTHTmJ87WX4seJZWeuihZ4DFA050N3X18xalIvuCvhYCTqX+WIDLJ0yzhDb3Q9ydHXmgdKwxsPP0LK9OYD3n5g4xAU0YIqbrQdqSyqn60tefii0yzkvEq23BU64oIqCii15rFZ1IZ0BQ1+im5VUQlD1AxEApEoAEjlpjyDGqwrMFsYJAg8Os14Wunu1rl0BqQ8lNVaWPjFIyas2odTfHXN9rtaJWVeGX1oCsmV9uBV5aFFEh7hPCyzfGy4GStqm8Z6v1+UUd0kztzfTvxMOmeP2wB97E2kSKNLSqGiFLIJwp4MSENanKfogRCMkiLp93hH9tmwcMCA6Ax9oLmG3mwTx0P9H/5ptnjwFAWgDIyock2Hj2PUc3hGexW4w3jTnqwSh0zxVj3s5jwcan2ZJtUx/9h+9P+Pb1Cd+/XfFwipoRZg/UAd5Szenaug5OARTTjIgxYow5D6jodUjToHlfq3oSeBp3Qfr1M4/z7WKAhMk5sJXJP2906r5UM5QVaWy1Wqv6yLnYuU3PyeeV2aD/qGDsp/ysr/ELP14HCQGiNOjEeHve8Oqy4LIGbNGUo4MxcWQ21RPLSDzAzx2vjOcBXY+cmu+iWbYGcKBugxsNPt/zxMzn1u8v1gy7c1PtwfZJRwaGzeBpZtipoor3NUOgwijiC6ydpvYStv6c0uBY3qvt2EAZqxKD1qNB256ILSZr0PpesPZKTClpv15ScBVjxLos4ARVgD5tOG1bb2kSjU5Um2ZLY0pYTycs24rT5aLAOqqBAEFVWkPQdiMp9UgDx2i1OoxIKtLUe2ySTjTz1fpD6ZENoCtR9ntj0STyugOyBWd6MJ32bK9aK4S9D3Ichoxg+1VzdtDvM8lQmY5hsQVZ6yLmiLmFPrQ9Q244bj8jH1e8e/cjcBRILvjw43t1diKjHAdK0VYppYpmhUtRx7Nlo0uzNjdvYmDYKFAOKeweuLHzrHCWwyLIBILWkDkYrlJRpAGNTUSrdZori1LbYJk7BsDCHQxrSbY7btIp3NREz1csa2xWMCGhEYOhBVnaxmn0Jv41bH9JNtj3n3++9Lev/ff0l6/+/pc36iCpL7B98E5GHLqgsdjLnPggg9oVgtaqcGhg8QyxOxYz9WyUbPQpNrwCEAc9J7OXGkEeYPrl+zPfCad0Dwqyg1SLzhgoVhCvoFt3ttJd29PAMJG2qMOozIQ5yCNjoCfbJqdKaZ3391odIEIAQRhadwnPuNv5iZ5fq6oXkQtw5Kz3m8Ogs+fRc9i/t8L6yvc6Kvvdrsmqq1EboTYNYJRi2ZDoYEbPtpqTU2tDrdIBsAtzVctQN3HGjoxAG3DnQP7WMsOwoAqZMniw+aBCq4LKDSbWD7DTKsNwZGX4ggC6Z9ydJWf4SB1ZDrjP4EBY5g/bd9lx+nn2D4OaURcJvcZ9BlnuNfkZqDvi9fF21QaodQ32iId/U+uaAO6k6zxWBlo/HaOcMo0ezb2syTLu1Aq2SKhrxP5wwvsjI7eGULUNW63acggGBL3ki0QAKQAqyrWh5IDb7QZgBaDdKygEUEzAsoJCBMekolUZkBhBRpltzVrENMDbItYC1Co4Ds3+llqQy64K4jXDNVikHvpeK0AtSkcmAwWkA8U7K/j5t1IMpvj9UVvpN58o9AC8CBl9WddqFm1F46UP2m5SfcDO/vUuDjB2SxPUdoBRsQXCJUacQ8NpUS2TEBMoLkDFUK3+jUxjb2dJ/ffhmwPQgAlpjeVH10wGQUjgau9EpNn8Rmo47RmQB6zE62w1QeRJMfYx331/XTTIEmEarNEUmIuZKu2d+okREygwzpcNb1+f8E9/fMDbhxO+e33CKWo2McCFJi3QTgC6QJ4na3RshRi7qKSX4LgoWC0eCJW+bgzTbj4BW8lcp+uSBr1Ia/y7nQkDHKtCoKE8egYW2YGar0HGwth3HLlO34z+vOZT+lsEYr+29OxunfO179nnXwbEggBgiwGvTyu+e33G63PCw0pYoyAF1ScYgVXzOzwYAsADm8EB7V0mQ21PXzEmX8pt9p0fOJ3j7Od+bh3/isywGj1X82rTAkbjO7u6eM+g2F3098Y/0J+8sEb2C6qBXQMppP0ymxneCvQMQSkHBE3reENETKlnVjkELNuGwAEl566uFxdBTIwQG6qo/P5CCct6xumyYDu/QkgLYkwqThUY67ap/HwMnUY9MkOaEWZzkilYrQ4p9YN7RG48aCGvs/x4cA8wPAakf9edMvQ0COaajrnGjplRSrk7Tv8cj++cC8s92toHTY+iFYyengZmS0HJO/Jxw9PjI/YPTziebtgfVdDhfLmgVQKa9vgspeAoxVSnG1ot4Kq0Eqkq6ODD2EYVAA+UeCRAGQFVmtZWCSBCCOatNWjv62r7wQIqatPZBzJEZdcGqOhiCH4G0mmaFdbrWWA1wf0BgMAWdDE5L6OE1T7Afz3bvZP4uf0+BnJfMtLz/vfGdN7r81/8PCp6T/ma5prZn9oqcsnYd4bXrWnfwTG+gtWOu35G0BAlgvQqNAXFbvtMqEEVmqlHNfV8ZKyDzy+Oxmjw+Odz4zzmMjAPH8/KSBtj08s+NLBljkfTIKOQCR+JZm0Bs8nktGC1raGDGEKlUUslpKI6LorYvP2ENAgzJASlfZGBbFH9Bxf9KTkjV6VEe0skkobCjFIDCISciqlrq1Nw5KxA1bM9omuCCy1Jv4m+noi1UECnWHttMghAkZ4BBwSlaZAqFwPA0iZ7Vkd9srR+jzsltgcF7sfjbwYU0/PfbfDZWOfAUIkHd+QcEBs7aLgl9lNd4/E7QTM2ukcgCyZCOk1/OC0e5PFjzSUF6kTOwFnEa5LnqO04D+n/BbwPsdcyDFKFdCfZz1H6rCJ0V93r8M35h+h5EtMkkBPM2fd7o/cwBsK6BLy+LPj2WMEseMw7Dmoo0NaFrekaHsh6Y0uxta/oaKwFuRxakiTJ+mdrSYLEBRIihELvtbosi84R0UBVk4Zi5UitND3HpnPHrAmk7KabkuGR+FYOEAGRlB0AeKLC5qMow0uD6pMmg/+PGUQBBPN5/IkQA0GGXWJW6WkIUEzpq6nydSOPkZu9ZDL9jgYyer+UR1AoSEmwcEAKAcuyIKaAENmETtWGz77nr32T2nRss9zZKWaGNkwwaGDsRGkNjdmCLZ5hla7y3kBooUKzNjr/2MGdPU/A/U0HxiaWxWz0aE+A6fgnB6lEaL3iExosFguImIBSZMLr84bv3jzgh+8ueHPe8Pq8IklQq1Kd3dPQRLVtnGZcrbcys2aD123rmVxqz0AHyIKjrVO/h3I2IcXUd1dGq97K1sGbYSBfY+3fXuZHBKVmMxnjA0qutGDALRc83XY8Pl5xHAW1Prej0zP+G4Dgv/TzL4Fin+cgnu7i/LsmL88L4+3Dhh/eXvD2suK8BqwRWILlLBlwf8/XcfdFemmHvUK0e13bCEiG0AOUHrR2vBmCigXqqPd1RnrQ5mtW7a8Q0PID+oLgSwXu/uuOhC+TH91+G0hOrfYTFLJaMb1iNbkEMDU0i+qKRSBrK6guQR6ULtQpHv3mmCF2MSpmxASlSicHgNA1NhDiErCdT0jLppFEoy2nZdVMUORO9fFH74B4dspHJAKALQD6+4hKa39hP9fxePrAeCH68lL27jkV9VP/nhV/OVjv3jtcN4CFtwgSU63ufez8uciIannfSbG+rvttx7EXtERYSlOfvFEPntRWUVox515FC2gqBOzNymFgWMaI8uCLZ22qi7P1wvsx2B1A65jhDqfZfzrwpTEO+z2F2PmOlkmsA3Qa6dShtCftXRFV9QA88oFfxebjs4MxPHf2x9h99kng2Sx/mfo77//S+19zjvTRsWmaayOqqDRDX+hyKaOe1inPYufSP+cBvfFTW7wp3bbBs2fju2BORL8qmu/EM4Txmbnrv/fr6fsN19zVZv07lNJloJGmcgdYrbooVbrv70OX1M76RPH+fAAAy64SmzMrJoCFhtoGiamZ8+pEVw08TOJXXu8nAwy70BYA5KK9aWNOfU1x1Wi33bNTN+7wPOvG/fX15s7e+fOF2ysZ9V090Ge3ugf93MR1GHz3c/7WAZV/JRP8S9sczfbBrN7JHXggr0P17Cemj8DH7rOx3zcHxrMNBTq9uUeW5gc/2xX9d3/+5J81kDxv4nPk/rPjcNN52Xz3DNUYb5bhoud+zLB5PbvRKfnOudLPu/gnmBQQp4DTEpCLUga1xKmiSLH5KtaRgdECoV8C2zpVBJBi3RX0f7UJWs0QDmgUUNEQ0CA5mm9i1yGC4zBBz2z+lWhdf3+ccgBSQVLgc0dQDPi6pGQfGv26ebo1DnSHxRhjZcyx+/29ZM5pp3dOq/ma2mXFaNjkD7mBWwHVA6HuiCzavikExKjMuGi/M8td6cRvZWut6drkvwOYqeAzm8n9YObQO34Mb9aCxp6sgfpaLIxGmu1zxlwMAZUILt0mIv1pN2gSyx069SmcvDw6Gvi3+nxisVaAIKwx4bSuOK0b1mVBiglRWP0wqtB2yTb22yizaa2BWJNYytqMIJAxUvW7xMpqNBCq6xamNUFVqL3FpwL6WeEctfWkmAd33HeSaeB2UOc4g6yMrwlyFeyl4igNR1Y/uc2Dfiw0H60wvxQQv5TF/csCup5OGs6EMz/8XSbVEDmtjPOWcDklrCkgBdZewixaK9xt5bT0GE6ahUz1mLoD2bregHH/AQueKyOByO0U7PwAZ+r1sq/eOufT9/GrMsMORvXWwL7KbowdvFjP4UAauQMsE4mJ6gygtNIdV21/AVQcEDCaMBgEbb9sWTdh5Ko0u/24oeSMwIzldMaaVqxxQWsqRLXnjJQLErQdk/edWpcF67bg8nDpAJECI60r4rpiPZ+xrCckaxdEgRFi7DUXkYIv4R+BU6U3DefSnTqtrxDNIHdjdF/IL89WB4F8NHhfitQMWsy9YML801+laE0CuZCFqQA7oPdzcqNwv/hrrWFjAlVAWlXBjVKA1rCmBTcEtCo4sipy71SRrxVl16xWEcFRM0o7ANHcrBpbH5w6RiIFG1tBQWvTfr6+Vc/8goaYjt9LDJp0RbUxqSaabOAFCdA7zPMthzsyStG0WsU+3tlyyQNgdKq5Kf81UpDdxJYVofkm/so2o94OjwQfO7Zju9/33rfun5Dx3l9kg59tLy8GvpJo5rdVRs4BuzlHvsjOzpDbQmal5jvZjMhsF0Ppe8QKpE0lUlWjXcCFX7gYW3R7dFIXulpdLXKKVD4DxP0TraijSsFehCpu5L3v6wC1+gBUGKpC62j7bQG6doA/Qk9kKdNnuPcMaFbZooRkoBcFQBi9I5lc/VUvv5j4lb5EX2VkXAUKopsAlAuKAE32HrQrpRlo9bgYQSrQGlsbGJ3o7Ai2B23clXb6XdNn1rPi6sgUE0rxl4gtigQoPXC45L6uzWJs96PM9/htAGHPzIHZXtb7lZ32p2uezp+Z7WQU1bv5+MLcJOpKMEIulMXT/vrydhpeWjWs7Mg06sZGjRQ9X4FmJL1WUHwtHsDt/oJxD7TvI2l3l9EdYj+bPmZ0B/YMcHVHjlRVmpKCC44AaSokRMYmhG8uCUtoeHoKeJ8bPpQDP9crRAJCiNYqklBj1LZVAoQlAASEAEjW7Brk0HrefKDliEaMxhG1FZSWsROMIbdqv2AQbtcragbkGPl8jlCdk8gIVMGsjcyG2JCtnTTSH8wD0KQUrFypoZk5bMRWFwnzGXX/7pBihJNKK6BmHVdFa7KHdr3d+QZUKagWfAepLYhSkcojUt3xClc8cMQ5rTidVqwLY9kilnXBskQssSHlZjR3+avWoL+nrRxadmKcZaPrJws6CGKKEKhfLrX2MVVLgbSs67IPe9EyshQiiOqwca2pBSDT0iBtn5Tz6CPvTB8W1UtRv036eaiFrSMJRpaoMDJPIGX7JDS8ShveLg84pTeqBM6MGKxNlxBKrirGuGunkqfrDaWob/Dq4QExBqRk/mxtkKpjsDZCztKzwceR0ZogcLCp7363aGkAADRlFuktZjCXXiLlIHisFyMY1suQLJnUBCgNuB4NH64F7x4rrnvDXmFMEn+iz30tP87n61w/t/2Szz1P0hE0IOIsH5kCXQ6ElxiwpIAfvtnw9tWCN68XrAsrGA6MFEgzw97WCm0c69ky4iuD9xEW8oSadP0lD7RI0MIvYRXNGgFXKzcx30MEpiX0edf8s2DYyUxtWmB0cfCMor45ZyKJx0DxTBm7bCmhK4X1qL7R1PTLRCdLA0hYBY7IaG6mfCwGUlKMSCEihqiUI9Lasf040JrgvG3QHmMBRAuYVsRwQtwSglEp1m3D+XJBTKudI/VJDANsGi2ivki4ofbJ4w7ocG51cvj+99ToWbEOd3+ft5kG7eB1ziLNjsnzbPI9lTvcfZ4Dm3hQ++g4/sx0DPmxbcDKoBaLNNR8oB4HWqlgIsS4QFCQi+Dxww3HUXAUpzOPzBVEvIILHmESq0U3/0brh20AN3P8BUNZ1sFGEyfYYCjQQseSHrkC4lRZM3QIpk43fCOXXRjTtFkeGfDUmoCnMjePdc5jWEyw1LMen5tVf3/bHLGds8QfG9P7v99/dn6PpvH6+X2/JnLwco3Kx5uYCEurajxh9tGDgjoMDCB268YQGF1qAkLDd2Z0GWYbTUqJNvfdIsNtGjJu33qP2/mgL5+5wrFJLKjTe2QCYo4JobOn9TkExwP3wYlG45qhTn2z+e0ZNGG9E8EEs2BZAxEVFivQOQc8B8OkNOkqPVpfLUNc27iXwjo/gtHFgkq4AwLrY+xA1eejUfHcZvYHMd+tca0NIwvsC+n9/HRKlUf87bp9GPSIDk1f8yubwL9kswmhtYURgQKElDJPVss6x/XmUoc7VU7BiLrT/PY98Ji4COYEecbfXAPqbqTtbz8dnPXIvk9SUQdo+hKytc4oAraet4+eZodcRPB2LHf9h8VZF4Ou/zwIosPIjuF6AjTAIvX6NgUS6xLQkPDm1Rn1MWOvFZx3UAsgNDR4eyYrzQEjQgMUzEANtv7VpiYpEA6p6nS3ZjW/CmSkVWQDxSBCKwVSgWqZZXXqGGQaIb1FDo3szRS2H7e4G9HxqIgIkVW7oxJrTWZt/X45pXSwCQnzAb0UaZgFOwkZ12LyvwqcpILrDUkOrFzwEAnnhbAlwZKAFEmzg9aznaiNmMdXrDW/lq1W02EXoJSGIA3MMgVd/RGx+cGTn9nnGqm9dz+waQavTc98HvVi0VSJmEQISw806noyZUuhNFcQW4JL7btAg85ud4m0RVkTQmnAkYvVlzIoMhpr6LI2QqnAcTTsR8O+V8SkXVzWde1xPWnVtCPMf7byQGcMEiK07JMmVWldPVobc0SMJu7Xp9ccut/satKKD8xXdOfSyptqExyl4nE/8OG247rvyLn2+3PnK/mNnt4DBrb4Gj/oefLsyz7Ty2udty/iO7aB2iMYSGYCIgGX84LLacHbN1onfD4lbDEgsbZRUtkAt9nu+etC45l0X5RVe8SDr1qKBXIlePtugYqSCiDu5HUAAbhwCAFau27jsTN6PrF9MTOsGNWraQBDSx0MOyD2ejaS0YMSGEbQATH1zMkEhpsa+GZxFRGAmmbldECpcJa3BiISRGYE1gbzHuHywnQIAAPDzFHbH9CKwCds2wnrtuL88AppSVjXVZ9Wl/o2YOPKeab6DHiK3qghPjCNyuRgUgfNDHiVUPtxRnlaxKf14aWB/1Ld5Lw933fO+s7UaXV06G6/eZPJm56vx/6qLqaYEIf1JYaoQyVCqKWhlN2yRKON1CxKM9PJBiA2MSsaRknBhILhhqEG209RhrPRHHjIcF2aevRqUDEyzO6AdUfa3vUIlGub+97wYACNZzOfR8OUdZJnHuHf+TaDYODe4R37PHMSvzLa+NfWufzFxzPw5PTb1jTwInw/ih1JeTR3+NdGy3O8NHDTWGA8kCfiZHyt2e2fH1/RABsXf0nbKrk7F5txfbGYz8kNch+/fUwO+6FOfbfcNpTlboT2JB/ZQmV2QgBUq3Xye6DXNe5btaCDU6V7P/kJj3jJVrELCdXnoql6mo2A+HyyeuAenLD7OjlnBNzPQRGrAR01wx0IT/uMGqLuFY4XTfWk03P0f9CvaF7/JZuWzrgysq6/RH7PB6XNt4/moY/DZ2/3LODs9Nlf5vvuT0JLheZaYUcwkzBPH+26b/+X+/Xu8FiNsUG8u3Oyk9F3yR0y6W0LAZ0DTpWE2HowTV8dQ35+H6+n7hj3ayAgRWU+PZxXXLPg8VbANYNa1fpCwFR4LYgOQiB9JlpbW1G5Dq2iQKhdAIhNLKuaDSNdn43toUJYiil9THO3cXcXBq+LvHvO07o3/LpxL0KIcFDjytj6mAX+cMh8P/cA3D7ARSpnupebLLFjtWYiWw0sGaHckDhjDQ2nhbAtwJIEKQIpEEJkhEAmctj69fyWZnC1mmGC17uOXrXV1qT+sB0MO1jr47Pn/AESMGkryQCvp9eaZGVKkWrbQP3/VquWznhywBIsgJj6t32/TatAU9s1mf4uDI2EBNSmia89FzA1AAFBAiIDws48Ao7ccBwNRxYsq3aBWZYFRMY2FQ1ysSkOS9f5UL6pl30oY8h9a7NHXppkwO3eH9Y13dmefe7QSH7JNO916AqO0nA9Mp4so11di29Kej3fZp//OSb4FNB9yacf9/zT/sdLx/vIpgHodRWkLbQCATEqGH79cMLrVydVj14DVmZEAhJruoGeBSXJgHCw+nFM58CuZ9Tv7RRsAPXxJf1+Q8d1X2/GCj7jqi9ZgC+CYf987x05ljlEol7vKrZPsCL9MAEgOy2ddmw06gbj8BNIRzs8ClNFVYcRlD6bq3Iq0sIQBCwxIYZkQDeg1mI9bLV2IMSEZd2wrmds6wkpXLCmEy7nb3C6XLBuK7bzRaMNTGgtQ0RVlL3urZSKGJV60vsAW0SkR8Ggz7B6HYbdK23PEvpA8r5mrZW7wQagy7/3usG/EGx4zfTzyVNNjdW3EEe99Py+76+Rr9obgOt73vKkopYDNR+QltFKRjl27E9XPH244fFxx+PTgVYF1FhFdGpTgYCiFpFI1QBFGE0C0BihRnTv2S5du0s0SAOK06RpOMet3U+EMcntubCB5tZQu3L0RF1FgQPo6gAIg3TpDcBAFumXABI7dxoUagXgSt0uIh0I/NoA8bx9TdDlL6s3+b9uE+jYKd7b1kWzhD+qDweeRbaNxqz9br0mqfYx4/CPmhtdgpC1brkL9Pg2xqjT2Hoi+ou3b2Qzvd7ea7q63TGvlIzl0c9QRha3T6i7OwQFfX2BM7tDQK2aCa4E1MYqMhYZoRICA42bZoa9rAJAqQP4FhO462tRv877YEpVNRG1m70lSF8LZ3PwLMAgfvpjX1FHuUAdGGZtmabHkf4sPTgy6s3GM9PLJ7PnIxCgt29mOAyg8/c6B/6iTUhV8q0wSZ25YOBlrPEA/qIgGDCgrty9479OVGm7532cTjWH9s19HIzPE7o3Ma+X/fcBqjrg7R+1ZzgBX6cCzkFjmY6p6zL1cxuMDaX3SxjnpjZIAzNs85NNVIi5IUXBm8vamW7XY0esAqaKm+g4DrRYNkazZWpLrCtCUNAuTVCIkKtmg5uVCCiApg72m5Uh+C1VF8PBoQUBFE4NZ8ZK3LzplGerPXGBQHf3yu+r+l1RExeVENMQBO3PsrYuxhMNHFUXQHKhHAMtrRXtbdwKArS4KbUCbjtS+YBzEpwJuMSAcwROkXBagHVhnE+r+obMCABCKPDM4G8FErdqXT+8JV4D8mHBD3J/R6+Vo9bQhlJAldFQkFjnTym5i2oBUO0IS3AADbXUDkYC61oaQGjWfjCE2Ftm5lzRakfhcFdoKiIEW7AGdn5iAlINDT/9/IRWG5aYcTkteHVesCXrTYsCGC3/55+ftNSOEy6XBzw8nHDakgLhxgAiWq24XQ+wYYwQowVXlNpNpIruOsaD0Z/R58t83nOmG9B5xMaecbTfzCY5c6w0YC+Cp6Pi3YcdP7+/4d3TtQPhcayPfSz/zpfWny9tv2Rteh7Ie/7qJpqsZAkNSxKclojvXp/wx9+9wdtXF7y9RCwRWIMCywAgOvMGriauK0uwAE1wUUXchy5dQwCBu33p4oQ8AvIjedGm8kkyv8x0jkQ0sE8yyX59vH0eDPua0P85Mmn633mYW86030ABWb+8VhWW6EVME88iToGsNzARRNRBqqJK09UeErMNaAwAOARzFDQJj8iFG+eUlrvG22zA1hdJzxaQXShBU/XVJoC01hVO75p3kztrk3eGj6M3/e5YKOxuAXnuWPl9+4qB/xJoeb5I+YT6OAMsmB2c7gT44OkN1hUId/qpUbK8QoJ90JmoVbMIcDWg2Vz3QqzuFoD3CwQCPG03Ml/SB3EHEw4O4PlaH5TT4BR/duN+t7uJ5XWB43m1+bjkYNZbgPm1ecRv+k47ryZi6tVD5bd1R+mZxfv/b794e56Z/vg9c0xl1IZ6Cx137viF6dTHulN7ZUTWR6bfAa0OsCbqlGkkHsMhH/43+tI+Abq7lfQTWzf+MFsqnunUMUVkgh/Tl41op2eNJ3vyEfAek6RjD4gptJIpUmMMdRYrxdZoOaRZayrxT6I2nwuD/dHvm4NL0W/qWg2VuuNdLFXV77OMsoUmvqbMwGysRE0AFjHnQyPPEOtPiAGGB2Xw3r6Mjfp98UV0BljPo+V/KTD8+98m2zZf6/SnT9Hz5NnPl44tHnzxMqP5wPCADOBqz+N7bJx1EAcDeQOk9wE7jWfN2Jo32x/rSw6nZ0BHxfi4MPvS6Tz87eH/0Bjnfm40rmEeUmwYX0iQAnBaGA9bwmXJoAy0VlHaKGHQ3Fw0YSSGZ6HVN2EF11YCxdxA1Vxyss9bpkoDaNTBTiO1hxqIygCZcr5R0Mmdze7f+fOR/s7MPCMYK8OTIkw9wUDs90i63XI1YBJNmviN6m1xaDxFaQXSqmbO0dQJLwdCO7BKxUbARoQ1AGskrJGxREaKbP6egRZyQcTf0pwdY7HPydn2AmMtM58W3rFERP1kG6vMoa+TIg3UXN/GVjLSrLMnUkA+PnRcwNeMSmgVgKcWxO2lvsfGkJyVAQDY5Fb68pErnq4HPjwegGiLo7zrsw9Uuu0+SkGIEdtZ26AuS0KI1mbT1qpKQIyhl7AxN0gAQmMDzGI18EMI15NIY/OxOK88fv995aW7F7pivq5vR6l42g/spaEY08ov+6XtlzLxfuk2l7y8xHChYV5BBMRAiIHx6hzxsC344e0Z3zwseDgxtgRE1pcRqtEbUHbbpvaZwH1uivWD1CSU2Q4L6FFvc8W9s8aIWLtX48xQWC063fmD7ksRPc9P329fBYb717p1t8Wr3yifgGaMmUj7xtWiBfXQaIzdHbsgdCAcKSKY4JW0DFi/2AIBWOt2A0ekqEMpUgCaRq2kAbkWfVAmehViVIGslLCeNotCCGordsMFDUod6sPYNOaDU6abZkKkCiTUDoD6wthdtHFz+8AS39dBqdN8PwbDSi/hOyD8PCqkxxif+1z2zvf1fXq9tp+14NmEt7/cAYmKTn9xOftWe99BtkmRQjD6C6kAi4HLmoEiTtchQBgB0XxgAiQAEkA2/HpAQQQk1SbGvSM8IkfmVE31uSwwRWoZxzP4TGA06DkSqFOjdfJYj2LxMer5YR2gRNoCClab5oEazXApEC6tDfA/Tcpfw/acITBvn8uAfSn6+HJA6Ou2v8T4u8+qGUJ9hqU2EFUcnBHYKVJ0NwccnDaZBJ9krnltPZBjn7DSYTH/W5kDY2Ec/EPPHPdadBlk/C9cTR93arhFo9eYF85p3jtiJAcNApHn+gPPv9dtuGCsS2PxU0Fbsnuh2QZvcSfWbl0DCzyu0WxdqyMA1hchvy5pIK7Wqor6XPd4xf3Chh6k0ns7mBt6d2DFNNQzDN7HuUkbB4PO0RGUGMd/vlFfXHVA6S0d2cfngPi3sY3Ixxyv6RlDo83bm3dOUlfmtr/NW3+GHaQ6KuG7/TvQwoQ7O31i+iHuFNp4sgFDg98/xryD0bn+mJ8/s/uAPfsiAg/qdo1jwPU2oOuY2Bn6CWu2VM9PWRPkX6jfZArRLH5tDYkFD2sA04bb9cDCBbJn5Fw0gEdaP9ywQCTqujo57N7rmQGEGI1JUeEK230/IhXQIiBXBZTNe2q3poJCjbQtJGmdXkAAKqZjDMq2Oqno1FMAKlwjYjT7AYa9aweA3t5J/Z/RUYJDsLV8qHbQNOfRMtAKqGYFQ2jA7REsB85c8EABl8B4iIzTEnDZFmxLRIwBk0SN1g6HUef529n8Ck3QCcqO8Z7ptZpSf7OyPmNMKu4VdBHFEEdmuDm4VSANADHSSDb5Z2wsiAioEag1KE0bVlvja9JgSPWzFUExc6sliXoNTQS3XRWjf/75BqkEpoR2PIGkIHEDyDrJEOFh2/D2229wuWxY14gUHLoGbd9pDAq1DQU1EyiSjTG1cYCL2+q4UL+3mP9mZyz3flIXpex1qZ4asjnDGpCtIriVhscj4+enG665IjvdvEPiZ0/0xaDd3357ngWef3/+nQzpwTBm4LRGnLeEf/rdG7y+rPjd2xMeVsYS1SMIpOwUTyExFKBqgol7/DIYGA7kmfVmrff8g7pjsMANEXc9qipjDfIa+VLrpNtDnenXu0lU1w749D39spo0DTdN7OY4Gp8jJmIiDI7ogbHIVlMChJYGTBerByVho/kMtCxVqUQVFRwJLQhaaIhsvaZaQ8lFaR2RTVY9AQBqqbhdb1hiQkoB2xIBKni6EsIKNCposWhrJg5G2aHpgsm+RxfMaouIO9XkzmdfQI1u1KNFgntfYURq522AYaVWuQCIv9+fgdxncudojv8+D+rnolvSNMvez619HB+ZwTNPUVt1RggiAWJUSrG2Sq2qHP2yrDidEo5ccNt3ow/Xnn0lMIYwVoDS8gK0kTnsvEy4SkaczbPBfpxOk7Aby1aDpFqJhgvsE66MSSLmFquiadCql06TbuJ7e7/RFwCiO/D+LCDa+xqYssoKjPV4v47tJbD6nKbztzz233ob50o9s6rOHllmWKmggWf66wiYeEa5ejutZ+IjHTyZo8Au0mBZVOrHc4toY9y1S8Vqr6aa8nlezveqNdii7OwCfc9YisCzBdSxm4Pb0SJmCmI8B8aEDu48rqfOjdptH+YuMuchqCamAE80gQegktsZFbpoTVRQS1p3ggGokikAYu0Pj34f/Ips6bS5qPd/3CcNUsnduXdRMlLKnuHXjs0GW0PHhzs4+ruY2JDJbMnIPffc43/88P072Wh6YQz6zmYmE4aiu0/02/PZeT493ynz7PR8Pe60UEof/eOjHrVxZ8LXRp+LfazL+M47szWAaf92W9f9Umn6nM8j/Wp15/Sr2zRv7ZxonCeZwwZxWUdbqQxTst3TyJoZjhxwe3VC4htu13fYywE5KjI3CBIqFdMrWcBx6XW4eswABAZHIKCgtkPpptVUqIhNBkWd81oKSBq0flbXx1q1rRN1QKzzO1vpAndGlL50nY/wqTH7CUSuvaDHZ0i/X2JdNdywuI3OLWtWCAIK1hm0FcBqg9F2SC3gsqs4FBoWZJxY8CZFvFkXPJwSXp0WbGvEZkJKMapwlgqamcPNhDDXIf4mNn0ufZ0w/9vLa1od49X74M6dVFic3QebWw05awcFCsHAsNLVZ58SQA+Ui5g2TVPxLv833D6Lgh6FqWxlNMY2hI3loPuzxcEEhFoDciYch7a3DMSIiZGS9o9+uJxxOm949eqMlGhqy6PjTNt3qr8bmCEhIC2CWsw3dEZqiPZBBfzEAEfWjgYyMcTM4ulnVP3d61rn59FAqE0p0rkB19uB6+3AbT90fYRmTH/R03bz/AvXpZeAr/8OC3Zpezf7gOiYCgC2JWBdIr55c8GbV2e8ftjw7UPClgiXFdiC9jgfOIcQzFYFtw2QDoQb0MtkvU/23XnR8KGHffbFXTUQ/G/N8FmpFVJtNwRNUjUtl1NAXM3GDez0fPt8n2FycGc3tDuJPkj0pBnm/E5r2HSUvsiJejsWXRkXI02MMWvOHHRRqlUjtT3V7isKHCA1oAKctHY4cOxAtZSKXDJyzlijOkG1HfaKqC1q1pl0cXlOD/IYglMnSMjEp3yPAXj9WubP+bLe3yHcTR4fALV6TYZLmNM4aHdsHQx6jY87EJi/uG9+jv6cNHgwMtnu/I0zxd0sGwDeHNSGPsj1nAYNh4gRQ8SSoJmaYx/PesAJH1DmP1B3iPpl3FG0NCDRI/R+eoKpbdI8NicHyK6twepTaK5y13f7RU/jcq4F82fQgxDTs5w+YRN8okmjod5f8a9ue06f/787mv4lUO01fj4/OmVatPbJqc3uS/fJCq83GQC1AzEZI9c/I7Y4qNAadaf3fq7rgtBbB4jnPV4Gwf0apmP4/PaAmp/LoHLSSx8ec3u6Z/dfJ/NsH581AOCAuNk1qn6CtyZTKy+m9u/f0zpGmcoFuhMxsguARmc9Lj/Oz+YxTc9kuld+X1p/eMNukTS0ZpoP0mPzPVjrc9LiGNO9NIdJBhB+ycN4iZXzW93covodHqDRd/g4YwBMI2les/rcmcnHzwC3O02sgHLYcRObvDssjX+YlsV0YuPMba366DQ9gD0xOfr7PTB2B+/1vY+OJS/8mK4H1Me3+ZbdsevOJpEKEoERiHDZEmopOAfgJgWlFbTGqConDUEBjNlEFiiWTjfXFk4ctJeuGOvNHcxxd2wCQGyODx+gSQM3FTDSNlvoeh3NqeZ9PRaIqMASeMwJL1mDzPO0jUkHsb7KQDfE5EGvIW7FQZl7aBUkFVQzUDOoHmprpSGhYWPgnBLOacEpRWxxwdLVo4Mp0aJn6vvxafItfiubDPvVLa370/1vWnM+sqQOOoyoaUPfW4XpMBtZwplVdc+Q8fnhzEOxultBC6zsviaQHuCVvh6yt93z7wc06Ov+ZV8nYMrgjHVTQLYuEa9fP2DdtHVW4NFvWfxD4sPMg27WUtSC4urya5DE75v6uForrd1tqJfl+bqsH7RMJXdUMlCD0bRrU1C854r90F7INuz1EF+xnLxkb8dbcmefXlqePv74xxTo/nN6zZY1MCGx4HJacN4Svn/7gLevT3j9sOHVCiQWLFyRSBk2Pm5AU2aYyBTGoT/9mcvH2fFOV7e7rjZmss3TB+7Gu8CE+/y5y8gIt5GQaC5b/4ntC5nhITw0lwegU4P0JgSCZuksEijkYEe6XoZDkSqiKTVhCBVEaUC5ISAiIPUeZY0IxairaA3c9Dt4VUpG8b6fADZEBE5IcelKb0BDawWl7OCwYFkYD6eI00pYFkFMDRwFHIFohdwqHD0cODcsrerFhxh7zbE/aH2IWpOsogMvb+pTTy0HWkGtBdfrU4+8bdtJDQr5JDVD5iusl39PkZQqDdQsqsMfT4K+QMKozyJjAndat6/wbQAgIoRAyggloFXtfyoSsR+C2yHYiwAhYD0ltAAQE/Yj4QgZXADiCpFqogUVqAKqwQZQgMDrsG2ZkqnWVwhoY3iSLawRNnYcNNhC7rWNVTRLdVBFJGiEStSdCP4kWgC3AM3vKs1ZQQ5QdaUHoYCsEZQv4iKCRh61UuhbpOLgoj2OJVv91W/bef6/e5vLCIioZwkFphBJ1loJNpYbXlw43Lb1+hIHTpjB0zQ9tFuXUsSen1N/6eyaFcY7rfQLgNgpwQB1Vec2/Hz7y+fuix7Jz/v+6BOoE9cSGNdGYzetUzZnosEEU0wgcNRfk6no63139Xi/n1520a2pBxTvpodD2OmYfREU9OzS87oDErAwKtw2KrhgHs9PVd5xB9A9Y9J7IDcX7vDnhv7M/h+1PXOEXtq+9p7c7/UMBE81vr00qK+3NklFs6vdzZwCc/67Oqbm9PrYmJycYDTpngn7VEBvAvHuUMF/YrID/tO+arRjsbPpzuTYaXynjXFWZhiDIFaC8PbVhi0yYmsIx4F4u+JPxw5aNoSFsPMVRTLycUPEgoCovU+JAA4QTiCKWCWg4obStA+rtIYggpILBCqSBChluNaKRu672L2t6BRo4qjz2gLdzKHrL9Rc0Ay0tNYQQkCMETEpI6/kAyVnzUSbYxsI4BAgEBwjc4LWDgDKNAzMCCCU2xWoBSgZdHuClANye9L5TsCbVxe8XhZ8eznh1SUqZXNNCFEBj3YXUbnMkS30p0AeF/ltbM7uqw2C2nVwxCihKoKqu5JNJwZ64Ji6wdeMqIrItV4//iLA4uETw4I9IQAsjEaq2VBJAASEKkYXRi9BIiibLxjbggVaMSfqY3NQJeEQCduJ8eZtwrdvTzitEa9PK5a4IIUIjhoAClwR0SzLrcZfSx+D9hAR9RKHmysqYksGoF0MUoDAq2ocFfOVIeqzGtD2LixTFOBuTXb4lxtwNOBaCD8/7vhw3VWkDMDo3P71m5uRAV7Rn9/zcjR930Gvn9n9vh1D2JlrdcWwBVbtgETAeUv45uGEP/7uAa8vC757u2GNgoULliAIRIjMAKJ67X0NUZ9B2b7qH7hvI6Q/Q1TOgL6p9mXgJ9Wb+ii4KSNQ2m1/Q395h5AC60jRBLk6hlSs0F4SkLHt85lh/890s/Ue6sJVu1OoafEmQ3jKaaPFLmCAO3M+mk0+EXDJKtXdhuxRv7nM8L6T5Oif0SXiCSrzXm0/D8E4JYZEIKVCStXahlpBpYBrReCoithTuyH3Cj2LIBhRAA0MOQVnzmxOIksYA7Lfx+6kfuxwjPpAQNXw0HtsuXs9Z1DRBzruzrVZ2E0vYTiVI0IoHQzDj+MRRfHFfTiC05zvTw9QYxXTirQUxGVFKU1fNaPUrO2vmoJg/71J06ivAOyOhoillhTks0z1AjJdoHy8gPm4HPnZAUSc6DyyvZrx847DgnGPnh1xZkN3QS12ojbZMWlkERUOmwiTVFXKfemEf8XbX1o3PNcaf40D/dxR/YuAyLQydBAmvuhp1sG6MU7fMyLknr20qdOjjDMQdgVEQG2OlulOVro7DmMcoo+96Zz63z59nR042mV5CdcMWOdPvXTvvM71M0fvR3JK6LzA6r2kLoplqFE1IvpV6tl4HaUGoUb2wVkj8zVqpt4cIL9v40h+AfY3Uwjw1mrPatuJNPtOII32A5at8nti9cJ2Pt73uANjUUet2wdfk/x/05r3293k/ncypELP/jzN577RGIl9etytSWP9630ge1sO9DH2nFch/dj+Esyj3n2I8dbwAUChgx1fOpkHs8o/P1/KTJce4od2Dn099Pe8DtnXYwP1/HEQnMYXwNvauCtM3KvhESNhXbX38PXVGagFjz+9x7XtyIcgBAFxAiQioIIkQZqJXnHSILzdg95K0Y5fa/Xlc3oWUIDrdEEiA7wKJL0+DzBH045vAtM9dEV24FYbihTVezF/gnye2/4xWhsaCOpxqL9GBBfjbPWw5IIAxyNQMpAz2vURKAeiFGyJcU4Rr04RD2vCadPXtkUsawAFAhmQ0k4elvk0H5DZBb9+Owtzk2bxnzp8OStbuVvvBIC1mIJpStiIR/dzfZB7n3E4a3CApOcrypw5JgAUuIPkKKbBQmQ0eahol6+DNM95XbPIuxXY94fA2LYFl8uK8xZxWhIiq7YQSEVcxejWejzqTKBqoNjBURPtMlHtGkPUwanUb5v71oObrI+3li2aj2DrIMNcVkwmz/xVLbdS1lipgpwLjiMj5woHoBqQcd/+6zf3/u/sip2B+ul8t/edf0vjvWfI0t5nuP4JQ7AEbYf09rLg1WXDt28u+Ob1CectYk0BiRsiNwSGBaAZIsO2z5BhwCnq+AmwXsKTjSexBNQ0Zsm6cLjtGL7YOP7sV2nLLH2vVqVH19KUXezDG6QP8BPbZ8Hw7Az1hUsELo+oZXl6oZXEBFLs1JsgN4cM04D1CxBtctOIAGSw1Z9qBJVHayIyYywGhD0qCzN2xKi1gu2nINqiY07WBIZRK5CLGodcwdwQxY7zPJTYb/Nw2Zxu4zUpc7RlOMW29/MRb4usnrsZiGl/d+D1s/p983ZnfGh8RhdqGQsW3R+z//Tji/TjvARa/Ls/Pn21BsQBaV3RakVaV1Q50ErFkQ8c+UApGU1cqMNaM7WKKkXZU1V71TWEXvCOxghIzxYr7rdf/Z7nNZPDeXFxrdmh9X2aXXejUawPu73UJf7vbrR9p2WmqEJ6nbG3VDJKtDTUVi0rrL2wpyDbr3r7Gnry820eU19znJf2/5rP3H2uPy/FbI2tDrhZYEJ0YecpIjiPe++P2x3fGRzJMMCegWYArdE9qcIDTVAb5yJs4/UsMPX8Om1t6wLpYoRrUQk4f/Muh0rAqLmd7p2P/Tt7JOOnORsO4O+CdtM9BjSwacxv2xcg8jecNeTUMK8RRK9Pk36D0Etj/H6KXbDMga9xQ0dd0GQXx/pO2gMKsGyzjYEp2l9lPFcLDN+BYpEp8+zfM9mQgYx+y5sYCPZM7DROAHQ0Nb0DTPOn+y5izs/z7Im5gKR9jMc2xs/wKvV9sZpXmJN890V3ZykTXmZwoCGiaMckIcBapA2bPuyG15/fg16nO8sdtdT37+ffyLKpbO0/7JToPjAOkF67l1UYbZQhiBEIFLHwGcfjBdQK/vThZ5RScLvdNOMZE0gSdGJVSFXatLAgcDJHVuexA+Jm65L6A2TvDZDEpH14Dc1rHSSz9eW18w8YDieLuS9kXT88oaOB4GaAl0S0xtPuQCDCEp2pB+R9CAt6+8x8XLuvJvsHSM7AsaM9fQC1grQwzmHB6y3hzSXhsiZsa8J2WnHaIpYFPZ3F0cRbnSbdwTD/5mqGVWtmGrN8P2eYyNtkw24CCMFsob45OgUIRgmewqIR9iC4KJH0KTfG2xjTZheq+euoALURWLS1xJNcmmQaa+7UCAZESo/eTisulzPOW8AWCExBOx/ICLoKeU3ywBe16nU3/3eD1pSKqbBbux4OMDotul8HU0JnUX0Lbb1Yei9wgo79MEzj+F575dJw5IL9yCilgjmMgPazRNnntp6Ycjg8HH/MNsb7Js+H/WikO8Zxb7kzcpQzqfndhjUCp0T43bdnvHl1wnffvMZ5S0iBkWJDIiCSah8MIO4BSTI/nXrfcJoQso9J+DwUG2rjCqfTtblriY7a12vY855sNmz8G2O5GhDOpY4Sqa5L8gtrhpu1vqAJwMEGIUijce58VXMDd1Fas9SGvSpNh2LoN6s7sjIckCIVzKNAvVNd4qIGmhb0ggZbZF1hmjkiIGBJEcuyIMZkRe7aWimEqFGDBuCoONoV9brjeNpxeniF9E2AXJLe4BcGKdHIsnpj8ediAmpMpvYhdD94fSJ4JsL/FkLAtm3dAHQntNa7SXMfTZoW6PHW3a9D4OB+R29n8FLt8h0gVlUFE8QpaK2qmrSICncsEVwjWgT2uuP99RHvnz5g3zP2Xeu01YjUcXzPFhlbAFJVeAFBVSzZ1SXN95nVcCaHrIMLqFFvUjU/KxUVBbN6r2eAqBG0rqQBXDszr9r/mmV120S18zskovVTass1A1xQscuB3DKOlrG3bDnidtd7+/9p2/Ma468D1PdG/KtqhJ99j1unQEaTtgAcRLRFEMjGABkYHPNyrhvuWUPgjjI9X1unLfvi1o3t5KRjzlS3HoyaJ+7dddra5o45mX6CqyX7wjHfGVtT7u+Nv2Zc8+zvkCmoZBkF/XW6KA9+CnpvPo7uKg3Oee+5bLZPg5UvZ4alNnAjUHR7Od8DL0Qcbo3A1ffdecNYXDuI1wxXhTk6IAV3ND1L8SyBU6eqZYUnsGzPXJ+Bgvivqev6VW+9ftR+x/PXp52Gz233c5OGo+bgd973q8+VTFyyjUnrTroFw4bB/vizMD/jxeBGB7Ej2OzreIzRxoOxg3wdIq2DCxWgGMEpDi/eEYNPUDIHjAIENt9sfaPAJqrF+Ob719jOCVcc+Lef36H++Sc8/nRFQ0BMF1A4g3iDYEPjBeAI7X3WUHLWNVqa1kKac+uZUm0dp4qrgbUFjXOj9ckEoGn3DzLRKWYNVtfaut9QW1XA4EGpyZ+Tpj0bQkqgJfVsMYeprdGyohVGE+BWnlCOA+32hJpvOPKO/cM7yHEA+03bJSXG9w9v8OZhw9tXJ3zzOuG0JlxOC06nhDUxQmiaQAmD/smQrnqdOGCJDSnG39S6fOyH0tTTona0Sa9h8VHegYj3ie7MQKXpK8gNvdbS/XL08jVfGwxozyV7Mokw2jgIIaL7p0TgpvOGmr1o6Dt0/5TQ7TxZoimlhMVeQxBtTCsvYwghgKxkrlkQVu6y38C+F+z7gdoIKSZs26qBcdK1rdamvYhJQCyWyCnqW5YD1VSJtRcxIab1ruOMgFABZCGURiqeVRv2XO0eey9dq5flcc8+7et4cMK6oJDdc3+utr75u2ysGAWF0752X7m3Ghs6PJWg/rYAQZTufFkivn+74u1Dwj/8sOK0JVxOQIwaKEus/cED8SQEZsKiDrbF3iNbYiY/wIMmnsGHdPMLEUG0Xs8jBaxBrnGbvG2Vs7w04KF6B4RWiz6vXJBL1dItqN1tHEzc8xO3HF+iSU9e3qfMiD/kKgJIQ/Aeta2hmApoaBod1UkwIlEd5MigC3skADyoBdyjXu48jxczIwWdOOu6Yl0SkgHjZVmwrAvSkrTdEimlWlpFbUBaMlqpSt3lF0ChG3v7t4PhGfTqwv9yK+eZy+//9tyDfv45Jfre2Z/rBHxSPAcB/mSeT5jnE+2Oaj19z/15SneY9cdoq1StJYI2sbaOvKzrPDqdpBlwbuhtTgwE+PcVaZ1O1aQ3SgJJ69QqV66fb2rP2Uy4Qvw8xMWP/Jqe3XfbRzDosxAYkHbl63b/bDzaNT03Vck2SrS3/7KscLNJ4pHPX8P2om9INI3Xl/5+j+s+AmR3gO9vdY4TYJu+xw3pCJjac8LEapGmLUTMWPPslPdxqXZpDtK9CCifzxM7NbE/TVc+5tE8/vHxvBxX5xdjx5+fw0c7AWMZQf+3Xv293Nv8LTIDgu64TyDYj9rPA4CoqBba5N/PZ+LX5RRpAeZ66f7tTWBaPdN9nE+vjWN69FrGfH/hblnJjFhrJXVMDJ/3BXcA6ikj7P+b/n13PjJbVnvrbzGY/y636aKtXAez7f2sLfPgEvDRZMTIEnda8TSPBRZIuju8T6J74+L/7YC6RyocEPvTGiOf+vd4wGbsM5+T+xQ6c6gDWOrnP90mr6UnDQD19Zj42bo8zgEgzV5ZRmJoXZh3Yx9LW4JQw5vXD8it4Hq7Qj484igFrQqEKxpncCJwZBBZILgBrWRbC1sHRF3sk0ZQblre+o0X+GIrHccDNl+9YwRN9Pln95cm+jF33wxA0zWxlin4pkgBcmTU6w3luCI/fUA5rqj5Brk9garWgZ5SwnlNeHVe8OqsytGnLWBdAtLKCAngaCVm3Lqj7eu2M/h6YqQz+X4da/OXNm/J2ZrWzLoa+DDvozb4RctldtVDnN4CU+3ivM6O+Tz/vLePwy9nHvRjYJalkRFeIxenGhtZWzC2E+5ral9Xh1PoPjczQMZb9hIh37eJIOeqr1KRYkJMETEmrX2Gr4g6HzkowGSGYgH35aDzG8wgCqoi7fXD7OdnwW8oS6o0QS4NSh8WEAU7K4L3bMaourgbkgTXQhGzGfTxkBWartRtEI3fZ6NFg1Hm9w1QZorbn8jaq/vhvOD1ZcWbhwWXU8KWApbIWhdO6G2TwtSbXex5foRV+rmZdf2k2zLwYMch07gSu37/qWPDnt8d5jGWj7HSNONvZZOkYsxH0cDGp7YvZIb1tIbEkZ+/AdSO9K2vbFXqCwwM11ohpLSZEACaGlIPZ9MGuTu0lnVm/17SXsQ+eJU+rdOKgxq78/mMbVvx6nLGyVTmHi5nXM4nXC4nnJaIyATihnrsaLkAuSIuG2q2DKXNPKf7+TX2RuW47887ALkLN9xLrc8Rcs1O2IJkA7TZ93hd0x0gfeZ4jUz0yBDfZ3LJzhPDgZgHqO9no8m/+zl1swNJQ4si2t5Khcg021tyxl4O5JrRWMBrwFIT4iODiwFMo0c7NFE5fQWSWSMfoMYgMTYWMUSq9k7sA3x2cuwe2oIu5thW6U2RpqzeVBctYu2/XOmZ0KRqj0oHwdKQpRi4HyQh9nosAcQo0UUKihwqaoKCLJoZLqKCC9pm8gUVs1/NNi2gL6yg98Dk09fYweR85I+COPfHvaMg3v39K0CIBanEskfNhNS0h+E0H4Qg7FHUAVBbs/KNNpq1+1cPo07WusTGoy1Agk8AJU9H9tZKnzbCd1cqTpGmUaPc/z6tnCLPMh1eK/+57xkBBMi9CJkHF9zWgQhVRlsdf0YcRpDI5+JQK3VKcuuR6/7NJvSniWWa7Fi/8mlfGedx/4fxngjEdCJE9HncLcjsj8BocDIUr/15NTih/X773Oz9bYFit/dNWxSS3ztTieuO8sfX3IOVow/X/eYH4y5bqB/oXzJo6WOH6Xto5KbvdEQA9PpdaXquopPmXmjNqXvjeA6E/fyaA2WfVx2gsv2zz347EVGB0PmUPchmtbetDtDZ2XDWKdddHnXkzMkGAKM8rwvhj/QdLpcFr7aE/+N//z/w/v0T/vzjn/BUGIcknL77J8STIK1nHKUi14ZyvaIyoQb1mrSNFCs4bsB+7PCSBHcUZ3DRRJ99MABJINRSUYoq4ZIf030eu+5OPzY9gRCC2buGp+tVfYV9t24cwKtlRTt2HE+PeHz37zj2R1w//BtquaK1A+dAOC0L3jyc8O2bB1zOK373/Ws8nBZczgtO5wVpCUgbgblqIAyi38+qfE/GNYshWJeLBUux2uXPtFX5tW2qeFzBLSggfgZG/Hfxek0mFdDon9c5o3R3QqePWtBoiuNCxmRHn6M2kDVhwv372H1RA63W8MXmpoKwygA1b2WJPp58jNUqKLnhOFQQrkZGI7bWqwTmBUQCZjuG3M2s7qt/eLzi6emGWitev36LlCJCoO6HE2BlGQ3BQJSW0GqWGMSgEBGZdTxFbasU2OtTW7c9CJ4UBHIR7FnL69Tv4BFYI7Lv+Hgt+ZhV10WZXhoAZs6oK3HTR0G5KStri6Jb0mBhEKaGy9ZwOUX84+8v+P7NCa/PK15vQGRCDGSK9UAEI7hJbcN6c18DpNu9Hkck9ODUwP5WDjMFVgQqfPs8qKhMGkOgXvranIfcD6F+k2gpVK0KhGsDClS76mjA++uBPVd8avu8mvSM5skvcnY6DAzLqEetME9aoApypIZfcdqIwgOwPnBWfwu90MBBB5+LVAFTOwEghIgYIpgDmMLoFRwiUkrYTids64JXrx5wvpxwOZ+QtoRAApYCCQTkDOIAXhOa1dOYtvq4dPHJMYUC7M/3meHWjSzfpfTnwX4PNnutmozfu3P+DAxrJlqg1BU3TmM/ZjUSXtfz3MntUfjpoXZaqLequHu/y09BDNjWNrL92tNLaSRxTTgzYV0XlFzB9ITrY0bes/L2q1ES28gY1yZqfFtDEHcodBFnc1bIFmrt1yqm9Dxnc2AgpktYddDtf5vHWfP7iwaW0h2DOmWGxequlelBd3cM/ukOvpVKU6X0Y+izMtrZr2TR/djHlY/e/xyItT2m4338+flv94D3c9tk4eZ3X3K63a/rT/35c7s3Y/O4eBHITlP2LwtpfGJvmc/gP2aTF3578XSeX+ozW/G5Y/cn0shU6yc0K9PPj7/mxe/7fLDkL79j/lw72PfixH40+apzpA6OfuubAbUZ8HVRJWighxwMozvJmtQg0z4kE1Yzz8ezSASYwMRL3/rsd+kG4/lY8+8cD82eoweaZHqYMj49ABsb5c6cePIx2L9Ar5wZrX7sJCmNc7hw+tXqdWnQhw0oBEviaBmB1i3TEF0Uy/RAfZkeTKLBUhF1brCcTngQAlNEKw3vzu/R6r9BPhzI14J3//4vkPAzsP6Mo0U0MCRG8LqA1xUxBc3Wml/z/2vvTJsbt2Ew/PKSKB/ZtJn+//+3ne5Oc1iHRbEfCPBQ3Gam7ZfEeHY8zmStmJIoEi8AEiHvkL2lNpNYLxlvXD6tPe8QAtY1YL2uMHpN0dUulXLiZziJ4XTstgW8Xd4wXUZM44gfP/7APM+Yxgu2kGyXRz8grgu2eUJYXoGwwMYRnY7ojMEvhwGnYcCvjw84nz0G7/BwOsJ7h9479IMvUV6d7EmjS4Q+2ZMGWjsY28GYLi27MwEwJpX5+bSO6vfUtnjT/8HZANSHaVlIY1/mDE2Ay1hGdtxy/85jKAstnt9VcxmTo7RYmSyKU/SW2qXbqgpK61y0DyjPvAJwXQLmacXlMmOeOzitMegu24mgyGSKJgcStCntXytgWxdcw4ZpWuC6HoO1cF1PfSVmAZ1syFJJIme5bltKsSVNYAylaxsKenHWRUSqj6yBLaTzu64By3XFcqUd1Y2BjiWpOJ+CumF7gK8bD3X7/Qeqz9XreCrnstb7YzibpfQNBcBEDWsB10X89nTA6djj6cnj5Dv0jkW/gjWAMSli7rShoHmk9GQykqhkUt5lnDVgaSB4hlZQUIY0DbcpRqpHTOuNycFZKZN0ryJnnvHInY5P6qiK9sdI/ThlLF9DxMu04PltxrisN68n8GFppfp0yiTTPIQEi+HsnM0dH3ktrq7GXA7tF28sD2j0QuUxYoGhUUVhaaMt8G6IGtbalC7ddfDew3uPfvCw3pFHYYEOV6QIs4WylnLS/z4yG6kn1VHe+v/a3H91s5PX0Y9YHVun9d4SwuU7Stv4nQV5c9yujU3kh799d57N+aASw7FEdHOkJsaSBo0NhtZzRGcxDB7LtMIaU46vUqs5jTpGTmFVAEVoUymclIeZ1mSmtLI6EsZilK9hXo+5+7c3eoGynZGKKZpMVkqODHNd2OzHqfu2Kndty7Gksps0p1fn50F9HjH8VSh9vBiuKdUYaN1A76eWm1L1k2qh/9Tsavwov6qyW6oveXcNb3k/bnzmI+H977l1Z/MX50802hif9jb/b6jKoCiCmF8o/SFWP+c5mx0Ylahunrf3wiO7GCtBylJ374Ao7kgWotXYntm5vppxu04kxG6ebo9R+z7JXuemXTw5AO1meUDehVuVuZqP5Zkj/YXkcGhcdor1RormWtfBDwoaGvO3CQoaP3++4HVaoRAwvjxjVSOCWXCFQ9QO3fkMZzR057L9BHaiV86qLRQRoKlOQnk6VHMfNpq3NyrVo5SGzdGnIngUqYIYI+Z5xtvbK17+fMbv379jGkeM4yVFLgEshwE6rMB1htpmWBVwdBGu0/Da4tT1ePAej8cjDocOvbc50885B+tcXlbGddFLJRDkVGilDZSx0NaS3Wjafv0F4Pyc/fhcAibI9zrb4uCuEHeDn8qPFi9z4Z34G2dUJXbTe7w1bVBQqNj0eUkj/6VUxB6bKm6Y+ltCoBTnJWC9BoTOktOJdmbPTipSotjAOyJDJefdtqUNlLreU8lSS7Vw13Id6FrkTX3plcvwxfgu1Z77EV/7jRqe7NO0a/VKuxmjOvd8hlRirbEZq/tYi9a8A/+OGAF1o4pralobHW6df5RtG9NqZKcB74Dzqcf51ON4dOiprrNRSQwbHaF1SLtHa51Wk8YIaBrFNNvLkRJ8VbXfRmxvLA3l/Lzyr3N6P/W3rA0jB8DQvsDv5Xmu7x/3e/58CBumZcU4L/8ohtXXSvsSBEEQBEEQBEEQhI+REJYgCIIgCIIgCIJwd4gYFgRBEARBEARBEO4OEcOCIAiCIAiCIAjC3SFiWBAEQRAEQRAEQbg7RAwLgiAIgiAIgiAId4eIYUEQBEEQBEEQBOHu+As6SDpKIqqNMAAAAABJRU5ErkJggg==","text/plain":["
"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["interp.plot_top_losses(4, nrows=1, figsize=(17, 4))"]},{"cell_type":"code","execution_count":44,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:13:32.896582Z","iopub.status.busy":"2022-11-25T05:13:32.896107Z","iopub.status.idle":"2022-11-25T05:13:32.904010Z","shell.execute_reply":"2022-11-25T05:13:32.902450Z","shell.execute_reply.started":"2022-11-25T05:13:32.896532Z"},"trusted":true},"outputs":[],"source":["from fastai.vision.widgets import *"]},{"cell_type":"code","execution_count":45,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:13:36.665722Z","iopub.status.busy":"2022-11-25T05:13:36.665308Z","iopub.status.idle":"2022-11-25T05:13:49.966025Z","shell.execute_reply":"2022-11-25T05:13:49.964982Z","shell.execute_reply.started":"2022-11-25T05:13:36.665687Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"248199ba591f4d1f982848d06eeff358","version_major":2,"version_minor":0},"text/plain":["VBox(children=(Dropdown(options=('cat', 'dog'), value='cat'), Dropdown(options=('Train', 'Valid'), value='Trai…"]},"metadata":{},"output_type":"display_data"}],"source":["# aqui manualmente limpiamos nuestra data\n","cleaner = ImageClassifierCleaner(learn)\n","cleaner"]},{"cell_type":"code","execution_count":46,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:15:04.155309Z","iopub.status.busy":"2022-11-25T05:15:04.154815Z","iopub.status.idle":"2022-11-25T05:15:04.164821Z","shell.execute_reply":"2022-11-25T05:15:04.162750Z","shell.execute_reply.started":"2022-11-25T05:15:04.155262Z"},"trusted":true},"outputs":[],"source":["# con el siguiente comando desvinculamos las imagenes que hemos previamente limpiado con el cleaner\n","for idx in cleaner.delete(): cleaner.fns[idx].unlink()\n","for idx,cat in cleaner.change(): shutil.move(str(cleaner.fns[idx]), path/cat)"]},{"cell_type":"code","execution_count":47,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:15:07.195878Z","iopub.status.busy":"2022-11-25T05:15:07.195248Z","iopub.status.idle":"2022-11-25T05:15:07.324081Z","shell.execute_reply":"2022-11-25T05:15:07.323050Z","shell.execute_reply.started":"2022-11-25T05:15:07.195845Z"},"trusted":true},"outputs":[],"source":["# para importar nuestro modelo ml como archivo escribimos el siguiente comando\n","learn.export('model.pkl')"]},{"cell_type":"code","execution_count":48,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:15:11.382541Z","iopub.status.busy":"2022-11-25T05:15:11.382130Z","iopub.status.idle":"2022-11-25T05:15:11.392292Z","shell.execute_reply":"2022-11-25T05:15:11.390773Z","shell.execute_reply.started":"2022-11-25T05:15:11.382510Z"},"trusted":true},"outputs":[{"data":{"text/plain":["(#1) [Path('model.pkl')]"]},"execution_count":48,"metadata":{},"output_type":"execute_result"}],"source":["# para verificar que ya hemos creado nuestro archivo pkl\n","path = Path()\n","# verificamos si hay un archivo con la extension .pkl\n","path.ls(file_exts='.pkl')"]},{"cell_type":"code","execution_count":55,"metadata":{"execution":{"iopub.execute_input":"2022-11-25T05:16:45.092136Z","iopub.status.busy":"2022-11-25T05:16:45.091662Z","iopub.status.idle":"2022-11-25T05:16:45.223545Z","shell.execute_reply":"2022-11-25T05:16:45.222186Z","shell.execute_reply.started":"2022-11-25T05:16:45.092079Z"},"trusted":true},"outputs":[{"data":{"text/html":["\n","\n"],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"text/html":[],"text/plain":[""]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["This is a: dog.\n"]}],"source":["# solo probemos que el modelo este funcionando de la manera correcta:\n","is_dog,_,probs = learn.predict(PILImage.create('images/springer.jpg'))\n","print(f\"This is a: {is_dog}.\")"]},{"cell_type":"markdown","metadata":{},"source":["## Referencias\n","[PyTorch Vision Resnet](https://pytorch.org/hub/pytorch_vision_resnet/)\n","\n","[Image-net](https://www.image-net.org/)\n","\n","[Fastbook](https://github.com/fastai/fastbook)\n","\n","[Software 2.0](https://karpathy.medium.com/software-2-0-a64152b37c35)"]},{"cell_type":"markdown","metadata":{},"source":["### Licencia\n","[MIT](https://opensource.org/licenses/MIT)"]},{"cell_type":"markdown","metadata":{},"source":["### Autor\n","Felipe Vallejo"]}],"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":"3.7.12"}},"nbformat":4,"nbformat_minor":4}