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cavitationbubbles's Introduction

Ultrasound research cavitation bubbles for determination of alcohol concentration in water-ethanol solutions with using methods of machine learning and neural networks.

Data, presentation and documentation:

https://drive.google.com/drive/folders/1gSwnT1ky-ZAcXc2xGCG630pLzgssIOwa?usp=sharing

Used technology stack:

Status GitHub Issues GitHub Pull Requests Stars

Hypothesis:

Is it possible to accurately determine the concentration of alcohol based on photographs of cavitation bubbles using machine learning and computer vision techniques?

Targets:

The aim of my project work is to train machine learning models and neural networks using computer vision and multimodal data, with which you can quickly find out the concentration of alcohol in various solutions.

Tasks:

  • Training of various machine learning models;
  • Creation and training of a neural network;
  • Creation of own API;
  • Creation of GUI;
  • Web service development.

Formulas for cavitation reserve:

$$ F_g = {m_{gas}g} $$

$$ F_b = {V(P_{liquid} - P_{bubble})g} $$

$$ P = {P_{in} - p_{out} = {{2σ} \over R}} $$

$$ P = {P_σ - P_0} $$

Preprocessing:

Two types of data processing were chosen for this project:

  • Collection of information about the bubble using computer vision methods;
  • Convert the image to a one-dimensional pixel array.

First, let's talk about the first data processing method:

  1. Processing, as well as storyboarding of video clips into images from a high-speed camera, was carried out using the OpenCV–Python and NumPy libraries. Preprocessing includes changing the RGB color model to the Gray scale color model, since it is necessary to reduce the number of color layers used, to increase the number of iterations per second, and the methods of the OpenCV–Python library were used to augment the image, namely Gaussian blur, as well as rotate the image to a random degree measure. After storyboarding and image transformation using the OpenCV-Python library, we extract the contour of each cavitation bubble, select the center, and then find the minimum bubble radius to create a circle inside the object of interest. Using this circle, we can find the approximate area of ​​each cavitation bubble, but there is a more accurate way to find the area: using the OpenCV–Python library, we will convert the contour of the cavitation bubble into a graph, thanks to Matplotlib, we will visualize the bubble mode functions, and using the NumPy library, we will calculate the integral to find the area from a function that describes the shape of the bubble. We write all the received data to the dataframe using the Pandas library, as the names of the columns of the generated table, we select:
  • Photo name;
  • Concentration of alcohol in water-ethanol solution;
  • Cavitation bubble area, μm;
  • Minimum distance from the center to the edge of the contour;
  • Average distance from the center to the edge of the contour;
  • Maximum distance from the center to the edge of the contour;
  • Standard deviation of contour distances.

Example of collected dataframe:

Photo Name Concentration Area, µm Min distance Mean distance Max distance Standart Deviation
0 41063 50% 1591,55973 0 1,2600 3 0,844038
1 30333 50% 347418,947967 0 42,416164 77 21,222681
2 40165 50% 295141,965856 0 12,321006 21 4,952039
3 40638 50% 57641,281449 0 1,298611 3 1,034676
4 40168 50% 30310,149762 0 4,853881 9 2,306754
  1. To transfer the image to an array, the Scikit-Image library was used, namely the imread method, which returns an array with a length equal to one of its sides. Further, in order to speed up the program and optimize training, it was decided to change the image mode to 64x64px using the resize() method. Ultimately, the flatten method was used to convert the multi-dimensional image array to a one-dimensional array. In order not to translate the image into an array every time in the future, it was decided to save everything in a dataframe. Where 12288 columns are information about the image pixels, and the last column is the concentration index of the water-ethanol solution.

A fragment of the code for converting an image into a one-dimensional array:

data_train = []
labels_train = []

for category_idx, category in tqdm(enumerate(categories)):
    print(category)
    for file in os.listdir(os.path.join(input_path_train, category)):
        img_path = os.path.join(input_path_train, category, file)
        img = imread(img_path)
        img = resize(img, (64, 64))
        data_train.append(img.flatten())
        labels_train.append(category_idx)

data_train = np.asarray(data_train)
labels_train = np.asarray(labels_train)

Maсhine Learning:

Machine learning models were taken from the Scikit-learn and CatBoost libraries. Before training the model, you need to decide what will be the desired result (y_data), and what will be the data for finding the result (X_data). As the desired result, you need to choose the concentration of alcohol in a water-ethanol solution, and based on the remaining features, patterns will be determined to find the result. Since in the end this project uses two types of data processing, there will be two types of trained models: First, let's talk about models trained on data that describe the characteristics of bubbles:

  1. To predict the alcohol concentration on these data, classification models were used, namely: KNeighbors, GradientBoosting, RandomForest, CatBoost.

CatBoostClassifier - average model accuracy on test data ~ 51%

KNeighborsClassifier - average model accuracy on test data ~ 51%

Best Hyperparameters:

- 'metric' = 'manhattan'
- 'n_neighbors' = 97
- 'weights' = 'distance'

RandomForestClassifier - average model accuracy on test data ~ 53%

Best Hyperparameters:

- 'bootstrap' = True
- 'max_depth' = 90 
- 'min_samples_leaf' = 1 
- 'min_samples_split' = 5 
- 'n_estimators' = 600

GradientBoostingClassifier - average model accuracy on test data ~ 44%

Best Hyperparameters:

- 'max_depth' = 5 
- 'max_features' = 'sqrt' 
- 'min_samples_leaf' = 0.1 
- 'min_samples_split' = 0.1 
- 'n_estimators' = 10 
- 'subsample' = 1.0

2) Now we can talk about models that are trained on data with pixel information: Для прогнозирования концентрации спирта на этих данных использовались классификационные модели, а именно: KNeighbors, DecisionTree, RandomForest, CatBoost.

RandomForestClassifier - average model accuracy on test data ~ 84%

Best Hyperparameters:

- 'bootstrap' = True
- 'max_depth' = 90 
- 'min_samples_leaf' = 1 
- 'min_samples_split' = 5 
- 'n_estimators' = 600

KNeighborsClassifier - average model accuracy on test data ~ 50%

DecisionTreeClassifier - average model accuracy on test data ~ 67%

CatBoostClassifier - average model accuracy on test data ~ 79%

Neural Network:

The transfer learning method was used to create a neural network. The following architectures were chosen as initial architectures: VGG19 and ResNet50. VGG19 is a convolutional neural network that has 19 depth layers. These architectures have been trained on more than 1 million images from the ImageNet database and are capable of classifying more than 1000 types of objects in images (computer accessories, animals, plants, chemical elements, vehicles, air transport, bacteria, etc.). ResNet50 is a convolutional neural network architecture that consists of 50 layers. It is a deep residual network that has been trained on a large dataset of over 1 million images from the ImageNet database. ResNet50 is able to classify more than 1000 different types of objects in images, including computer accessories, animals, plants, chemicals, vehicles, aircraft, bacteria, and others. Each neural network was trained on 100 epochs, the learning rate was equal to 0.001, and the CrossEntropyLoss function was used as a loss function. The neural network based on the VGG19 architecture had the Adam optimizer, and for the neural network based on the ResNet50 architecture, the SGD optimizer was chosen.

The prediction accuracy of the neural network based on the VGG19 architecture was 95% on test data.

The prediction accuracy of the neural network based on the ResNet50 architecture was 90% on test data.

Own API:

The fastAPI framework was chosen to create the own API, because:

  • High performance: FastAPI is based on ASGI (Asynchronous Server Gateway Interface) and uses Python 3.7+ syntax with type annotations. This allows it to achieve high performance and real-time query processing.
  • Automatic documentation: FastAPI automatically generates interactive API documentation based on type annotations and comments in the code. This simplifies the process of creating and maintaining API documentation.
  • Asynchrony Support: FastAPI supports asynchronous operations and allows you to use the async/await syntax to build efficient and responsive applications.

Link to API Documentation: https://k6zma.ru/docs

The API implements three different methods, namely:

  1. «upload_image_for_concentration» - this method takes an image of a cavitation bubble as an input, and a string with the alcohol concentration is returned as an output;
  2. «upload_image_for generating_image_normal» - this method takes an image of a cavitation bubble as input, then a contour is selected on the image using the OpenCV library on the image, information about the area and radius of the bubble is collected, then the concentration is determined using a neural network, and all this information is printed on the image, and at the output the user receives the final image;

An example image that we get from method 2:

  1. «upload_image_for generating_image_base64» - this is essentially the previous method, it just returns a non-Base64 image to the user.

Typical base64 string:

/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAIBAQEBAQIBAQECAgICAgQDAgICAgUEBAMEBgUGBgYFBgYGBwkIBgcJBwYGCAsICQoKCgoKBggLDAsKDAkKCgr/2wBDAQICAgICAgUDAwUKBwYHCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgoKCgr/wAARCAMAAwADASIAAhEBAxEB/8QAHwAAAQUBAQEBAQEAAAAAAAAAAAECAwQFBgcICQoL/8QAtRAAAgEDAwIEAwUFBAQAAAF9AQIDAAQRBRIhMUEGE1FhByJxFDKBkaEII0KxwRVS0fAkM2JyggkKFhcYGRolJicoKSo0NTY3ODk6Q0RFRkdISUpTVFVWV1hZWmNkZWZnaGlqc3R1dnd4eXqDhIWGh4iJipKTlJWWl5iZmqKjpKWmp6ipqrKztLW2t7i5usLDxMXGx8jJytLT1NXW19jZ2uHi4+Tl5ufo6erx8vP09fb3+Pn6/8QAHwEAAwEBAQEBAQEBAQAAAAAAAAECAwQFBgcICQoL/8QAtREAAgECBAQDBAcFBAQAAQJ3AAECAxEEBSExBhJBUQdhcRMiMoEIFEKRobHBCSMzUvAVYnLRChYkNOEl8RcYGRomJygpKjU2Nzg5OkNERUZHSElKU1RVVldYWVpjZGVmZ2hpanN0dXZ3eHl6goOEhYaHiImKkpOUlZaXmJmaoqOkpaanqKmqsrO0tba3uLm6wsPExcbHyMnK0tPU1dbX2Nna4uPk5ebn6Onq8vP09fb3+Pn6/9oADAMBAAIRAxEAPwD5gktafHD/AM8v+Wn/AH7o/wBVH1/79U+P97GlAD4v+2f/AG0o/cjZD+7/AO2cVM/5ZfwUW8X/ACxi8v8A65RUATSQ4j/550f8s0/gT/npUJ/eyf6lJP8AprRHF5UfneSmySX/AJ5UAPj/ANZ+6h+f/pnFT4/9Yg/79RR1DJxH+62J/wBc6mktR5fkf6zzKAGf9cv+/dSf8tKj/wBV++85Nkfyf6qnx/8ATX94lAD/APl48mn8S/uZoY6hfmP/AJ5vRH/rP3X3JKAH+V5slMuIsS+TF9+iSWby/wB7+78z/npT44hFvoAIu1P/ANVHmKGiKIzR/vfv0y4ih8tPNP8A5CoAfJ+6k/1NQxxeV/rafJFD5X/LPZ/zyo8nzZEmH3P+eVAD48S8Yjot4f3n72mRxYkfyv8Av1T/ACscy7NlAC+VD6U7yvO5pkkXb+P/AK5U+OURBP7lAAYoc/vYf+2tPx+8T/lp/wBNaZ/y08mKZNlHk/8AkP8A1VAE3lQ+X+68vfRHL/zy+f8A6ZUy3/j835KfH50W/wA3ZsoAf++8z90fMepozDL2qtHKYo/30CSeZ8lPjih/1MXl/wCq/wC2dAFmSKGKPyYi9ElrB5nkww+Wn/POoZP3Un8Dp/yyjp8n+s/dfvP+mtAD5Isxf/G6JOJP+Wf/AEy/e1DHKPM/dU/y5vM8n+OgB9xFDFGn3Kht/wB1b/uvM/66y0+8i8mTzovLoj/dSP8AuY/3dADNQlFrbv8Aufn/AOeVU7PVJrq4/c/cqa8tftVvjykrNs9GmhvE8qaOP/tlQBtxxQxf62j/AFMv/XSmebz+62Okf/TKnxy/u/3s3l+X+8/dRUAPuPOi/wBTF8//ADzoki/ef6nfTI8+X+92Sf8AbKj+/NEXoAm8vzdkNr+8ojihl/6Z0y3/AI/KhSP/AJ5U+TyYv9V5dABHD/3xT/8ArlVPUNL+33NtNFqU8aWcu/8A0b/lp/0zqz/qrj979+T/AKZUAH+pj/deXvp8cUPmfuh/9rpkkX7vz8R0S+2zZQAfuYpP7lMj8nzPJ/gpnSPyf3af9sqHi8rtQASSw/JT0ih/5Yzf9cqhjiJt0+y/+iqfJ+6L+VNsT/nlQBNJFD5af3KJD+76x/8AXL/nn/00qH/VSP8A6v8A7Z0f6qT/AF3/AJCoAmjiho/10j/6umeT5X+t/d0R+TLJ/wAs38v/AFUtAD4/JMnH7ynyf6v/AFNM5m3wxeX/AN+qfHDN5b+b/wAtP+mVAD5IofkmiP8Aq/8AVfuqJIvN2CIUz7NPnyYvLRKf5P7v919z/ppFQA/9z/r/AOOn+V5v/TOmSf8AbP8Ad0/yT70AMjip/kn3pkcX7tP4KfHFw8MtABJa+Uen+r+Smfuf9d5Pmfuv+ulPkl8qXyYaZHF5UefO/wBZQAXHk+X/ANte9QxxQ+X/AHEp8kXky87NlHmwxf62ZNlAB5Xm/wBzZTLj/V5/jko82HzEx+78yppIv+m3l0AQxxQ9c/JT44ppY052UW8X7v8A5Z0//W7MhP3dADPKl/5a+X+8/wCWdMkihi2eV+8p8n73f/q4/wDnlUNxdfZZP3UMf/TWWgCZOv7rZT5P3X77yf8AWVWt7+ylj/e/+QqsySkS/uv/ACFQA+OKHzE82mRxeTL+9/79UW//AE1hjo8qH/ll/wA8v9XQASf6vz/J8zy/+etP/ueT/wA8qZH+9/7aU/8A5Zp/00oAI/8AV/8ALP8AuUeV+8/deX/0yp8fnSR/7EdMjiFAD5IvN2f8s/3VPMWY8f6z/nlUMcP/AHxRcXX2D998n7ugBnlTRRUyTxHDa1Np+b/fzv8ALrB1zQbuG486X5EoA6TT7+fU40+1CSrNxH9l/wCWNc94b1X7Lshlm8v/AKZV0kl/FLb/AL2gCnJFN5n7r7lHHmf7dHlTS/vopY9lHleVH/foAZJ53zw/c/6ZUfvvK/dY/wCmXlU+OL/pjGn72iOH93+68vZQBDJ/20f+OnxxeV+58n/yFTPL82PEUKJT+/7ny+lADPJ4/wCudPjtfKPk/PHRFF+7eGWFP+/VH77KeV/yzoAZ5X73/lnRHF5sn700W0X7vzvJoji8qTMXl/6r/V0AclF/GYv+/dMji82X/U/8sqfH5MsaeTs2f8sqPKMO+b5NkdAD44oJZP8AU/JTJP8AVP8AcqG3v4b+3SW1m3/wU/8A1Ub0AP8A3wj6/wCx+8p/k+XH/wDG6Z/yz/ew/J/01p8sR/2P+2lAB5U3loYvL2UfvopP9TR5Rl/1v3MV738Qv+CeXxr+Hv7EPhj9tvV4EXRvEWqtDPoq6bcrc6bZSEraX8zMgQQzujgMSF2zWZVpDcFYwDwSWLzI3/ff/a6P+Wf/ALVokl82Pyf3dPjihh2QxfIlAB5XlD+Df/1yojiot4h8/lTRpR5U3medigB//LT/ANpUSf6o0RcSfvfuf9cqJIs/63/v1QAeV9z99/37o/8AIdM83/SP3oqbyv3f/LP/AL9UAH/LPzsR7P8AnrTI4f3v/XSnxxfvKXnz/wCDZQAkcXlSJ/c8qiOL/nl5dMki82T/AFKV9N/AL/gmR8Ufjh+xh46/bLj8X2uiWHhS1u7nRtK1HTZ865BZxGW8lSbAVEVQ8cbKJRJNFJG5h2F6APmfypouuymf8tE/jqZIvv8A9z/nlX15+z9/wSO1r4gfB3Qf2jP2i/2l/BXwg8F+J7Vm0K68ShlvJpzI/ko0V01tEEmhiluI3Sdy0YRghDFkAPkCQCWTpT5P3sf+3/0zr6N/bK/4JzeJv2T/AAZpHxq8EfGLwr8Rvhx4h1U6bovjDw5dJ89ysbM0ckSvIgy8N0imKWVf9GbeY2ZUPzn/AMs6AEilmi2eVDHT/N8r+4lfSnwH/wCCZfxP+PP7GPjr9sk+MLXRNO8KWt3c6NpWo6ZPnXILOIy3kqTcKiKoaONlEokmikjfydhevEPgj8PvDfxP+LHh/wCHvjH4maX4N0vWNUitb7xPr1u7W2nRscGRwv5AsUjBIMkkSbpFAOaj/wCmfl/9c/Kp/m/P+6r7s/4dM/sXbTF/w+J+F3zpjHkabz7/APIXrL+OP/BJH4SfC79ljxZ+1D8M/wBvnwl420jwr5cco0jw4sltNctLCgtTcWl5c+XM3nxhQU25kj3tGjGRQD4nkupv+WRTZTI5fN5lh+evYf2Mf2FvjT+3R401fwZ8IJtIs/7E0sXuo6trzXMdlFukWOOAywQy7Zny7IjAblglIPyGvo//AIcreCviZ/xIf2Uv+CiPwt+IfiKL/SL3RfNjg8myHyvcbrO5vJDiR4UwY1X95y4ICsAfCv8Ayz/g/eS0SeSZP/H6k1zSNb8L6vc+GfEOjz6dqWnSyWuoaff27Qz2s8bFJIpI3AZHVgVZWAIIIIBFfbejf8EYvCHgvRbK2/a9/b1+HPwq8T31rHew+E7+5tbiaO1dQA0jzXlsN4lWaM+UJIswkrK+SFAPh2O/hurx7OKb57c0+Xj/ALZ19B/tl/8ABOHX/wBlLwdpHxs8E/F3wt8R/hv4h1Q6dovjDw1dp89ysbM0ckSvIgy8N0itFLKv+jNvMbMqH58/5Z+T+7/9qUAH77y/3XrU377y/wB16V2v7Nn7NXxY/an+Kmn/AAW+C/h/7Tqd7mS4kmJS20+2UgSXVzIAfLhTcMnBZmZURXd0RvrX/hyPkj4XD9uj4YH4vp/zTj7V/wBtv9b5n2r/AI9P3/8Ax5+33P3tAHwl5Xlf6qHZ/wBNKm8oyxpDL/zy/dV2X7TH7N/xS/ZS+LF58HPjH4fSy1ayxJb3EJLW2oWzFhHdW8hA8yF9rYOAVKsjqjo6L7V+yP8A8EyfF/7R3wkb9ozx/wDGLwr8MvhxHqU1heeJPEhkjc7AiJNCsoiglia5kW33m4TEiyKAWQIwB8wRxTeWn7mSn4/55CON/K/3K+uf2gP+CTGqfD/4N67+0N+zv+0f4O+LXhDwxaq2t3fhrc15FMJF85FitmuYikMMkc8jvMhWPexUBQW+bvgv8P8Awr8Tviv4f+H3i/4laZ4O0zWNTitr3xNrKO1tp8bHBkcIPwBYpGCQZJIk3SKAc1nyo/Ji/wCWnyf9c6Z5U3med5Vfeeg/8Eh/2TvEur2fhrw3/wAFa/h3qOo6hdR21hY2NlYSzXM0jBEijRNWLO7MQoUAkkgAV4t/wUS/YIT9gfxl4d8LN8bdL8WDxBpkt35cNj9jvbPy5Nm6W382XbC+f3cu/wCdop12jyssAfPEkU0X+q8uiX/Wf8s/+2tfa/gr/gmH+yH4q8F6N4l1P/grL8MNPutQ0u3ubmxW3tR9nkkjV2jxcahBMNpJH72GKTj5o0bKjsvh1/wRS/Z9+Kesy+HfhL/wUv8ABviTUIbVrmax8P6DaXs0cIZVMjJDqjMEDOiliMZZR3FAH57eV/yxih/1f/PKq1yJv9ytPX9L07StRu7Gw1q21OC2upIodR023lWG7RWIEsYmRJAjAbgHRGwRuVTkD2b9gT9hLxp+3h8W7/4f6R4k/wCEf0jRNMa81vxHLpUl1HbZOyGFVUorTSPkqjyR5jimcFjHtIB4N3/c+XQkX7v90Uj8ut34rfDjWvhJ8SfEfwq8RyWU+o+GddvNJv5rF2aCSa2meF2jLqrFCyEglVJGMgdK+kv2bv8Agkj8WPi78JNO/aL+M3xV8MfCf4d3eZP7d8WzFLn7MwC290sLmOLyZpnREMs8RZW8xVdWj8wA+UDF/wBs6P8AVSf6nYlfWP7Rn/BI/wCLHwm+FepftFfBP4qeFPir8ObfEg1zwnMXufsyArcXTQoZIvJhmSRHMU8rKF3sqKsnl+E/s8/s1fFf9qz4t2Hwd+Dnh9L3V9QBkuJ5SVttLtlIEl1cSAHy4U3DJwSzMqIru6IwBw8f8c0n3KfH+6/3/wDprX3Of+CJWQvwvX9uX4XL8YV/5pwLr/tt/rfM+1f8en7/AP48/b7n72vlD9o/9m/4sfsp/Fu/+Dvxe8Mpa6vZASW9xES1tqFsxIjureQgeZC+1sHAKsrI6q6OigHDxy/89Zkjf/lr5VPji/d+dLX03+yZ+wv+zl+0L8Jv+Fg/Ez/goP4F+G+rf2nNbN4Z1mKH7TFGgQrI5ubu2zv3EgxCSPGB5m8SRx+22X/BDv4Y+K/hjrXxJ+E//BQ3wd4g0/Q7a5Mupw6PD/ZkE8MPmlLm7hv5VtkCsjO5ViiNv2twCAfnvzFGk3yR0+OLEn+i/u0rsP2ffgb4+/aa+LuhfBX4b29rJrXiC6aK1N7ciKGJEjaWWWRjkhEiR5CFDMQhCqzEKfrr/h0Z+zNoUqaH8Rf+Cp3wy0XxBZfuNZ0PbZv9gvU+We33S6jFI2yQMmXjjY7eUQ5UAHwrxL1hp8cXmx/6lP8AtlXpf7WP7I3xX/Y2+K4+EXxdOly30umQ6hY32jXhmtru2kLoHQsqOuJI5YyHRDmMkAqVZvN44vN6QpQAyKLypPJi2VNH/wAe6eV5f/fqvo/9qL/gmv8AEr9l39mLwN+0d448T2TT+K7qK21XwtLps1vdaNNPBJcQRMZOZHEUUgmVljMUoCKJRlx84RxeVI82aADzvJ/ff886P3MUX/XSj7JDN2/1dEnkRf8ALCOgBnfzv9Z/2ypmP3fnRQ/+QqfH/wBcf/IVEkR8z/47QAeTNFJnyY3/AOmf+rplxa/u38qGP/43R5XlSfuv+/VEfk+X5Pkx0AMjtZov30UMdTRed5aeVTLeKGKT90JN8lPk5kfyYY6AGRxfu/Jiij/5Z0SRebH5McPyUf6v/W+XR5XndvLoAI4hL/uf9cqoa5azeXmKH/tlWkP3Uf73/lnTLiw+1RvDa+XQBzenRTWtw837vZXSW/neXn92lQx6NDFs8uGP/v1VkxeV/wA9I/8ArrQA+SL/AJ67P3lMj8/zE/uU+P8AcnyYqZJ/rOfLjoAfLF5v/PN6Z/y086Wn+VD5f+u/1dP8r/R/Jlh2UAMjh/d5+R6fHaw+Z/sUeVBF/wAsaPKxH/z0oAI4uf3tU/EFr5saeaPL8ur8fkeX+6hqG8tftVv5MVAFbQ7r+y4082GtK81TTb/S3h8lP+mVc9qHn+WkMsP/AFy/dVWkv5vMSE/u08rfQBW1gTeY/lfuH/5ZVc8Py3nyeb5cn/bKrh8OXl/Z+d5KR+Z/yz/56UzT7CbS7lLO6h8ugDbjiPmfvRsok8jzP3Pl0RnzY8UeT+7fyvuf9MqADyuX/wCmlEcPm/8ATSn+V+7ok/6ZUAQ3EXlSJNF/6Ko/1Sfuv3aU/wAr7nlfvP3VEcX7zEvl0AM/5Z/uvuf9cqDF+88mX935lP8AKmij6vR9l82T91D8n/PWKgCGOKb/AJbeXH/1zqaSL/llFD5n/bKiP/WJR9lhz/zzT7lAHEx8f9M/Mpl5YQ3VvNDdfck/4BU3lfvH8qGP+5RH/q0hl/d/uqAK2n6XZ6Np6Welwxxwx/6ryqf5Xlf886f5UP2j915f/bSnc/Z/+WeygBscPlSU+SKbzP7lM8r/AJ5fJ5n/AEyok4/1vz0Adt+zp8F9b/aF+O/hH4HaH56XHijX7awe6stOa7ezgdwJroxKVLpDF5kz/MoCRsSygFh+reo+OPgz+0r+098WP+CR1rdWumeC7T4RaV4d8FXI8WyXkFpqmkZnHkW29WmuYmuoxLH5xdhoTCUspYRfLn/BF2D4f/Aey+KP/BQv43WN2vhn4caBDpmmyJ4dNy9xqF7KikWkxIVLlVEVuVGMJqYMkkUZJbsvBv7ev/BFP4cfFq2+PHhL9l74zWnjK11V9STxA2vXMt1LdSFjLJK0mtt53mb3Egk3CRXdXDBmBAPhX4TfBjW/HX7QXhj9njxMbrw5qWt+M7Pw7qBvtObz9Lnmu0tn8yByjb42Y5jJU5UqSvUfe3xl/wCCQP7An7HGsDxb+15+27rmm+Fddu7m38K6Pp/h9U1TerK6l5IkujcJHF8kki2sSb5YiTHuWN8D9rb4YeGdE/4K+/BP9oL4ajzfB3xh8U+EfFWg3dt4deytpJJL22ScKWA8yZ9sd3KWVJA1+u9cnc/kv/BbLV9Y1v8A4KReO9P1TWLq6h0u00i202C4uGdLSA6XazGKIE4jQyzSyFVwN8rtjLEkAb+y9/wTf0H9uf8Aaa8ceA/2ZvivdxfC7wndFv8AhOfEWkr9sMEvmi0RbNZEaZ5Gikw58keXE0jpC7LbH13wL/wTR/4JifH/AMUW37Pn7OX/AAUH1S7+JNnv/tR77Qhcabqf2dGW6+wp5dusmXHmp5d3cfuUdh5qgyr2v/BHDx7oPhL/AIJ9fGpvh/8AAO1+JvjTT9eSfX/AyQLDPrei3FtFFHA8zwSLcIFTVHW2AkZiJECbp13858D/APgpr8AviB8WvD3hH4B/8EV/h/c+MbrVIm8NJol5p0NzHcofMWZJRpK+R5ewyGYsqxqhdmUKWAB8c+FP2P8A4tfEH9rSb9jPwedHuvFtv4ovtDmuPthjslks3lFzP5jqHMKJBLJ9zzGVcKhchD9b+Mv+CaP/AATG/Z88RXP7Pv7R3/BQXUrX4kXGz+zJrLQRb6dpf2hFW1+3psuFjw581/Murf8AcyIx8pSJW7L9hj4rat47/wCC3/jfxL+1N8KLXwd471jQL6x0Hw3cWjXL6deQQ2gjEU+1hvOmW07G6UpHMjuY8JOiH87fjR4R+Lfw6+L+veEvjzp2qWXjGy1WVvES61MZbqW6c+Y0zylm87zN4kEwZlkVw6swYMQD6D/4Kaf8E1/D3/BPqL4fHSvirceKLrxda6mupS3OkLaIk9rLCQ8SiRyqNFdRIUZmIeF334kEcfV/GX/gmt+zz8Of+CYPhn9tPQP2gbq98Uara6bcPp8lxaHT76a5l2Tabbov7xbm2DP5h8yQ/wCg3GYo8nyen/4LF6Frfhf9kP8AZF8NeItHutOv9O+HE1rqGn31u0M9rNHYaKjxSRuAyOrAqVYAgggjiviO8+FfxP074f2PxY1D4ca9ZeFdTujbaR4luNHnTT7ucGQGKK4K+XI4MUoKqxP7p+PlOADB/wBVJxs/79U//lr52I6ZGf8Apt9ad5MPtQB71/wTz/Yf8R/tx/Hyy+HyWmo2fhDT/wDSvGniLTrdG/s+22uUjVpCFE07p5UfDkZeXy3SGQV+muoftS/Bf4yfs1ftJ/AD9m57W68AfCD4If2No+pWzSSJcTHTNVikSGd5XNxbRxWttGkpALuszBpUaNz8lf8ABOP/AIKafsY/sj/szah8IfH/AMCfG1v4l1u6uV8SeJfBhj8/V4G3CB/tBuree0eKORokSI4QqZkdZJnx9H/sOfE//gmD4m/Z8+Peofs4fs6eMtA8K6X4NWX4m6bq19I82r6ebTUSIbctqMxV/KS7XIeHmVPm4yoB+TnwH+G0Xxr+NPhD4TLrH9nHxX4o0/R5NQ+z+d9l+1XMcHm+XuXft37tu5c4xkZzX6xf8FSP2Etb/ai+OmmfE/45/tYeC/hT8M9F0GPSPDlxr2rtO1zqjyPPK32a4a1t7d5E3KSk8jsljESCCRF8GfEL48/sD+G/2tvhb8Z/2SPgn4y8J+FvCOv6Zqnimx1fUFuJ717a/Sdvs8UlxMVfyk25a4COSo2RbGeX0v8A4LzD9oAftjlviKdU/wCEL/suD/hW3nbfsXk/Z4Pt3lbPl877Vu8zf+92+Rn935FAHO/tTfsR/tlfsY/sz3VnonxntfGHwJ8W69b6jc33g3UpZLOUDH2C9u4tu2JLhXiIMUksLSRW4eRmS1J85/4J4/sQ+IP25v2gbL4fi31K08J6URc+M/EWnW6N/Z9ttcpGGkIQTTunlRjDsMvL5bpDIK+kP2Kk8ax/8EhPj6v7Sqal/wAKsGlx/wDCsxf+Z5P9sebN/wAe3lfvfJ/tL+zs/wDLv5vnZ/5eapf8E5v+CmH7GH7IP7MuofCD4h/BDxlb+JdburlfEnibwZLF5+rwNuED/aGu7ee0eKORokSI4jKmZHWSZ8AH1tqH7UHwb+Mv7Nv7SP7P37N0lpc+AfhF8EP7G0bUbbzJEnnOm6rFIsM7yubm2jitbaNJSAXdZmDSo0bn8T/+2OzzK/Yf9h34m/8ABL/xL+z18e9U/Zw/Z08Y6B4V03wYJfidpmrX0jzavp/2TUSIbctqMxV/KS7XIeHmVfm4yv5t/tleOv2KfG/jnSL79iD4NeKfB2jQ6UU1q38S6p532m58xirRxtNcPHhMBmM5V8qBFGUZ5gDybSNE1TxLqth4c8L6RdapqOqXUdtpdhY27SzXMzsFSKNFBZ3ZiFCgEkkAV9p/8FNB4H/ZS/Zv+GX/AATS8Hf2XeaxoGzxb8TNWsvLkZ9anhkjSMSp5bHCTTYWeESfZhYYYjdnC/4JE/Db4ZaR8Q/Gf7a/xyubQ+FvgjoKav8AYJXgMt3qk4lSyWNLhfLkcGKXyh5kT/ajabCecfM/xr+LXjT4+/F3xB8bPH1x9r1jxPqkt7d7ZZGjh3H5IIvNd3WGJAsUaFjsjRFBwooA+09H13W/2cP+CB73+i6zdTT/ABp+I09tJPZ3DWj6VBueGaIlSxuUli0Z43X92Cl6ykMEIk+NP2evjD4h/Z3+O3g/41aAs8k/hfXra/ktLPUWtHvIEcGa1MqhiiTRb4X+VgUkYFWBKn7M0zw/rX7SX/BA57DRdIuoZ/gv8RZ7uSHT4Gu31aHc800pChTbJFFrLyO37wBLJmJUOTH8bfs9/BTVv2iPjj4S+B/h9rqO48Ua1bWFxdWentdvZwvIBNdGJSC6Qxb5n+ZQEjYllALAA+sv+CxCa/8As0/8FUtN+PvhjULPUdRurHQfF+n2WoWbCC3ns3+ypBJskDSozacJCQYziYqMFd599/bX/wCCQ3xT/ba+I8/7YPwk+JVpoOo+ObfSbyfwR490SfT5tIgXTIIWjmmha4b7SrRIGhMShSzjedg389+094g8F/Gj/gv78PPAnj24XQrHwMNJtINQ/tSNDf3sMEusWa/vEwnmXVzBa+UNzSYwjK0ihflf/grH8cPjt8Yv2yPGHhT4x3FzbWPgzX73SvCehNbPbw2mniX91cJG5yz3MSwztMc+aGTaRGsSIAfRn7cvwO1v/gmX/wAE2pv2SNH8Q3XjOD4n/EY3+peKW8LtaWunQQQ2cgtSwuZAlzJLZxNHu3B4kuhtUxhq/OCP/rt89foZ+yP8UvHXx/8A+CSPx8+Ff7Qnie6TwT4B0C0/4QbX70CFmuod91DpIuZgUmRbi3sI0hA81UvFiVgGgCfBvg/4ZfE34heHtb8R+APh1rutaZ4atftOv3+k6RNcw6ZDtd/NuHjUrCm2KRtzkDEbnopwAfav/BELyvM+Ov8AwqvP/C3v+FXy/wDCt/8AyJ5v+u/0X/j7/sv/AF/4fJ5tfHRuPjOPjPvjXxO/xG/4SfGP9J/tr+2vtH/f/wC1/aP+2nmf7Vd1+wn4i/ay8CfH628Z/sbeHtU1fxLpGl3N7f6Tp9o9xFe6bEokuILmJSPMhfaihMh2lMIiInMNfS2gf8FoNa8U65Z+LvDX/BPz4dal8br+9jtbDx1Yac0s9zNIwt0jjt1iN47takWwUXZJJGBtPlUAP/4Le/D7xlp2h/AT4rfFyW6b4g638OjpPjW1eS3MC3lkttNKyC3XYHNxf3IYoxjIVNgABLL/AMFs9a1r4U6H8FP2I4NXubzTvAnw6tLm7v0naGHV5gv2CKVrTLLG8a2UzKxdyBeOoxgl9P8A4OCvHuuaj8TPhd8GvEVlZ3Oo6B4Om1a/1uzRoIbye9mWB1jtmaRoEVtOLgGWQ4mCk5Tc+d/wWu0TVfitofwU/bhGj3Vrp3jr4dWltdaUtu00Okzlft8UT3YCq7yLezKqlEJFm7AHLBADl/8AghR8Xdb8AftuWvw6gFxNp3jzw9eWF3bR6g0cMU9tE17FdPFgrM6rBNCudpUXTkNjcrfLXxs+Hw+DHxl8XfB4an/aX/CLeJ7/AEgah9m8n7V9muXh83y9zbN2zdt3NjOMnGa+pf8AghX8HdX8f/tv2/xKtJrmHTPAehXl/dTJpjPDJPcwvZRWzS5Cwuy3E0q53FhauAuMsvkNh8HfjF+358Xfir8YPg34NspLxLq/8W3nhVNXjlv3hub4u0FpFhZLx4xMSSqAHYF4klhikAPo/wD4IdD9j/wB4m8R/H/43/HrwvoXjDTM6XoOh+Kb21so7a2mRWe/hmuSPMmfbJBiIhoo/NEm4XKY8g/4Kmfs6ftX/DL49/8AC3P2qtV8LalqnxD826tb/wAJyt9iX7MsUJtFjljjlTyYTbKC6tuVlJkkfzCPmTyof9TFDH/36r7w/b303Wvhb/wST+AXw3+O+lXFj8SItdu5tNtdcgaW/tNHT7UTB5pDG3RYp9KU2zMrKEiQoDAQgB8JRSwxf6ry5K+4fhloOg/sN/8ABL/xR8afFuk20nj74/WMvh3wnY39ovn22gOjLPceW4inRJEaSQvG0sTF9MYrgmvlb9hH9nyP9rb9p/wp8ENQ1J7O01zUm/tC4in8t0s4YnuLny28twJTDFII9yld5TdgZI9Y/wCCrX7TugfHT9o46L8Obyzh8BeArQeHfBWnaYVWxWGE7ZbiFIpHh2yOu1JIgga3htgVBSgDwn4c/C3x98YPHWm/C74VeEbnWde1q6Fvpum2kI3yvgkkliFRFUM7OxCIiszFVUkfsd+zprHwE/YH+J/w2/4JpfBrxOPEHivxHql7qvxEvriNmaLGjzz+awWXbaTSvbWgitwH22yM0nzyJNL+dn/BLj9sr9nT9kH4o6v8VPjp8HdS16+udMWHwzrmiQRTXOkSEss6pDNJGn76N9pmD+YgjMagrPJj7P8A2U/2qf8AgmX+0Z+3ppHjD4ZfAX4h23xY1+61C4tfFfiTUZJIUcafcGUMn9pzIqfZkkijRYiiDYqhFUbQD83v22Lfb+2f8XX3Zz8T9fOf7n/Exnr6w/4LXf8ACZt4M+DX/Cn11Rv2fT4D07/hC/K8z7F9t8uXyvN8399532D7P5f2j5tvn7Pm+0VyP/BT/wAf/wDBO3XPFXjnwt8Gv2fvF+l/Fm3+It7H4h8UXmrFbC4mS5nF64je5nEiSS5KosVuRlW3qqGGS18J/wDgoD+1h+yr+z/4J+FH7V37Nul+P/hT4m0xr3wxYeN9OfzdQ02NgIIIZ5BJF5MMqQzRpNBI6xPFsKxPbsoB13/BDb4cfGP4saN8WfhNr11r0Hwc8T+Db3SdYmt3jWGPWblYYQ1sZVbFyLN5i5RWUD7P5wP7gVif8ERgGb45z/C8L/wt9/hjKfhxj/tp5v8Arv8ARf8Aj7/sv/Xfh8nm19O/sIf8FAvGnxP+Dfxd+L3h39mvwx4G+Fvwq8MzXvhjwloWnyQ/bLxbea8uYRfIEt1w0Zd0jtNw+3RMx+XM35ufsJ+Iv2sPA/x3t/Gf7H3hrVdV8UaTpdze3+lWVq88V7psSh7iC5iUjzIX2ooTIdpTCIiJjFQBwiR/GdvjPuMXiQ/ENPE/X/Sf7a/tr7R/3/8Atf2j/tp5n+1X2d/wW6+Hni/T9D+A3xV+Lk9xJ4/1n4d/2T40tZnt/IF5ZLbTSsgt12BzPf3IYoxjIVNgUAlnaV/wWV1rxFrFp4t8M/sCfDvUPjhqF1HbWHjWy05pZ7mZ2FukUdusRu3drYi2Ci7JJIwNv7qtP/g4E+IWtXvxI+GHwX8R21nPqOieD5tVv9as0aCG8mvZlgdY7ZmkaBFbTy4BlkOJgpPybnAPgzwDonhvXfGei6V4t8V/2Lo95qlvBquufYXuv7OtnkVZbjyUw03loWfy1OW24HJr9cf2o/gPrX7QP7Ful/sd/wDBNb4t/DHXfCnhXS408ZadFr9tNqGoeSUmso1e1RoI5rm4hnmlkk8jzJkB3qpmB/MH49/sq/Fz9mS70CP4oaBajT/Eug2+reH9a0m/jvbC/hlijkZYrmImOR4zIqOFJHKupeOSKR/oD/giB4M+Kmrftw6T4t8D6NqY8PaNpd8PGeoWrmK2S2mtZkt4ZzkCTfcrCyRfMSYfMC4hZkAMD/gjj8ZtW+EH7c/hyx0rw1daxF4ytpvDupQWFi1xcQQzMkwuEAdQqRS28UkrtuCW6zttJAI90uf+Dd/4mWnj6y03SP2lfD8nhSS1LajqkvhuaK/gmxJhI7MStHKmRF87XEZG9/lOwB2/8E0tW+HNl8e/2qv2gf2bILS+1rR9C1i4+FfhHT7EpDqdhLdXNzEI7BFSdkV7bTogkezYLkIQGdNvwx4u+MXxX+IHxSufjl4o8f6hdeL7rU01B/EIuTFcx3KFTFJE0e3yfL2oI1j2iNURUChQAAfT3/BYfXdZ8H+Lvhh+x3Ppd3Jp3wi+HdlYWuv3WktanWppbeCOW5hHmurW+20hQY5SZLlCz7Qa1v8AglP+yN4EtrS+/b6/am1G58PfD/4e3UN/4au7smG31O/hlP78MrebKkEyRKscaHz53WMM5jkhfc/4KN+MvEvx6/4Ju/AL9on473ptfiNcanfW0WlGNLH+0tPlEm/UPszDcdyWmnyeZHth/wBMyFCyxBexvf8Agp//AMEx/G/7N2ifs2eOP2YPiLYeFNPtrZpvCfh+5WK0SZPnKNPDqEEt4gmZpC8wBlkCzOvmAEAFn/gp5+0H/wANRf8ABLrwL8eIdNNpaa78X7r+z7cQ+XIllC2t29t5q+ZIBKYYYjJtYr5hfbhcAfmjH5x2Qyw1+uPxM+Jf/BNLS/8Agmn8PfF/i/8AZ88X3PwgufGE8XhXwtb3sgv7O/Emp75ZH/tBWKFkvDgzv/rU+UYGz8tPjNqvwq8Q/FnXNX+BXg/U9H8KSanK/h/TtYvhc3NtbE/KruB9SFLOyAhWklKmVwDmRL5o5hpkkX3xFD8//XKnxxQ/ID8lH/LL+55lABJHDF++/wC/Xm0y5/dDHk0R+TLF/qY/3lMM2ZE/g8ygAlH/AD1/eJTJIvNjTyvkqaSLyufJ+f8A551DGfNjeE/7lAEMv7r/AFX/AG1p8f8A0y/5aUSWv7z/AK6f89afH+6j/df9+paAHy/vY3/1cdEcX7unxzeVcf6ny3k/5aUzyoZf3MXl0AB/1n7r95TPKm8r+Cn+V+9/5Z0+OKby8y/9+qACSH/coji/eJ/q6JMxRp5R/wC2dEf+r8mUJQARywRdvLp/+qjok/eyZzRHF+7878qAGSZ8v97T/wDlonkw/wDbKnxxGKT/AGP/AEXTOPs/+p+egA/cxf6rZ+7l2UJKIt/lCOjyvsv+th/5a/8APKnx+d/zx+lABH/rX+5/21p8cUw/1v7zzKPK/dp/0zoki/d8f+RYqAGfYIZX/ew//a6ytQ0uK1uEmihSP/rlWxHF/wA8v/RVMki80eTL/wAtP+mVAGlb2M/2NLy1ljf/AKZ1g655N1cJD/HH/wAtamjtdS0uT/RZvk/8h0yO1Etx9sloAs6XFDNbp+5+f/rlT/N8qP8A66VNHa/6P/qf9XTPL96AGYzH5OfL/wC2VEfkxfvvkTzKmMUMUj5h/wCWVQ5xJ5P+r/7ZUAMjh/eJD/q6PK/5Yywo/l0//lp5MUNEntZ+W8dABHFnv/rKfH5UUf8AfeiPvQYvufuU/wDjdADI4v3n/tKiOKbzEhylTSRfvP8AU7E/6aUeT3+TZ5tAHB28cPmZiouP3Uaf3KP+WnneTRH5MUfWOT/plQASRfvcReWif98US58t4ZPLjSOKj/lmkMP+5+9okl/ePDH9+gBn/LP979zzeKJIvKl/5Z1J/wAtKjuIvuc7P+2VAHs+rftqeNrv9iXSf2GND8IaXo2jWniqfVtd1rRmlhutf3YaCK7VWCTeW5JLOG3Lb2QAQ226TxjmKPya+r/+CN37KPwY/a5/as1DwF8cdFn1PQdH8F3errpdnqElsl1Otxa26LK8RWTYouWcBHQl40ySu5G9HT4+f8G+i/d/Ya+KK/8AcXuB/wC5ygDxGL/gor8TG+Cvwd+F1/4J8ParqXwV8ZJrvhjxVq4nubySCGRJbbTmYyBktlYbXRGUPHBaIoj+z7pOF/a6/aU1z9rj9onxL+0Rrvh210WXX5onTTLSZpFtoYYI7eFC7YMjiKKPc+FDPuYKgIQfQf7Z37Fn7Jcf7JWjft1/sH+LfFOpeG9R8Umx8S+F9VVLn/hG/PRnWGVkXzLTyJBHARO03m/ardlmYMjzfGP/ACzfzaAPX/2QP22/jv8AsR/EW58e/BXWLJk1G1+z6zoOrxSS6fqSAN5ZmjR0bfGzFkkVldcsudkkiP8ATI/4LiReEB/wsD4MfsIfC3wv8RtT/wCRt8ai08z+1/M/eXXyQRwTr5twEl/eXM2NmG8xsSD4Kjizv8394lPj4/feTs8v/W0Ad3c/tRftBf8ADQP/AA1RH8VtS/4WBHqn9of8JD5i+d523Zt242eT5f7ryNvleV+62eX8lfXMP/BcM+L0/wCE9+Nf7CPwt8TfEbS/+RW8aC08v+yPL/eWvyTxzzt5VwXl/d3MOd+F8tsyH4Lk87zUr6+/4KL/ALJ37Mn7C/7cHw/8B6boXiDU/AMug6Jq/i7SpdQ827vIFvJre8WJ1MJV5orUvgOgEsz7DEmxEAOF/bp/4KK/FX9vq18Fr8S/BHh7R5fCNtfxvLoYnCXk91Khd9ssjmNBFBbIE3Md6yuXxIscfZfFj/grT4w+J/7AekfsLX/wf0uz+xaXpelX/iiPU5H+0WVhJG8Ajtio8qY/Z7YPIZZFbbLtjTzF8tv/AAVx+Kn/AAT/APib4q8I3f7C/hDSLH7Hpd0nim+0Dww+kWVxukQ20YgZIt0yYuGeQRDcs0S+Y+zbH8l+FvC//CRyJD/H/wA8qAHx/Y5X83zt9Pj/AOePyVT1zRptBvfJtfuR/wCtqzb/AL2PzvnkoAf5X/LHtXtH7Nn7aHjP9mn4VfFj4P8AhnwtpV9a/Fbwuuj3t3ftIJNPwJojLGEYB8wXVyu04xIYXyVjaOXxf9xEP+Wf+to8r/lt+72SfJFQAfZZpY+iV9p/DP8A4LP+Pz4A0r4Tfte/s8+CvjV4f0W1H2F/E8Q/tCS7QlYrmeaeO4ildIXli3eQsr7gzSMxkMnxZJ+6k8nyqB5P2n91soA+lv2x/wDgqL8c/wBqvwBafBG38NaD4G+Hen3X+g+E/CcDwpJaxFRZ21y5bbKluqLtSNIYi4DmPKReX80x/wDTLy/+/Vdl+zn8GvEP7Q3x08JfBbQDOknifXrawkurPTmu3s4HkAmujEpBdIYt8z/MoCRsSygFh9vfFHwr/wAENP2NPH+q/Abx98NviN8Vtc0u6J1XWbHVhIunT4Ctp5e2urGNnjKbnAjco8rI0m5GjjAPlT9mv9svxr+zH8Ifix8JPCnhLSNRtfit4WXRr66vmkElhgTRGVAjAPmC6ul2nGJGifJWNo5fF44vK2Q5jr6v/wCCif7EfwO/Z7+Hvw4+Pv7JfxM17xh8PvHdrcIur6nbxzpbXURVkRp4ooljeRWlX7PJGsqPZzgkkMsfQ/sc/sM/s36d+zHqP7dv7efiHVNL8F/2rDF4K0TQdYhS58SyQyzJcWrRbDIfNki8pAksMgWK4kZoo1WagDwyX9rfxTZfsZW/7Fnh/wAJWuk6VN4ym8QeJNY03ULoTa45iiSCGeMyGMJGYwxAGxzDbMESSJ5JvKP3Plp0/wC2f+sr9D/Av7Pn/BJP/goJd6n8LP2TtF8ZfC/4g2Wg3tx4X03xFrey08QXZiJjDmWW/ZkgZA7xxGKUxSSMokEbGL4B8b+B/Evw58cax8PfF2nf2frGg6pcadq2ngpJ5FzBI0Uqb42ZG2urDcpKnGQSOaAPU/2Mv26fjR+wx4v1Txj8IYdHuhrGlCx1LSdfW5kspdsiyRzmKCeLdMmHVHYnas8oA+c19GJ/wWl8F/DZjrX7Jf8AwTs+F3w98RTHyLvWvIjm+02R+Z7cLZ21nIMyLC+TIy/u+UJIZfTv+Cfn/BDPwx4p+E1/8RP22tG1O11TxNpbR+HvC9pdvaXOgxuMrezkf8vfQpbyBo4lyJkd2McP5gxxebJ5FAG5ofxN+IPh/wCKNj8ZNL8TTyeK7LX49Yh12+YXU7agk4nFzIZgwmcyjexcNuOd2cmvtJf+C03gr4noNe/ax/4J2fCz4h+Ik/0ey1kwxw+TZD5kt9t5bXsh2yPM+RIq/vOEBBZvhHy/+WPk/P8A8ta+ov8Agmb+wH4H/bP8ReLfE3xj+Jg8M+BvAOlx3fiS6t7mOG6HnJOYyss6NDBEgt5ZJZXDYVFUL85kjALH7VX/AAVV8f8Ax7+EF7+y78M/gn4K+Gvw0ubq3lj8OeHbENMqRyC4aFpQscIRrseeTFBE+QqlmBkMlr9gX/gq543/AGEvgt4n+D+i/B7SfEI1bVZdV0XULrVJLf7BdSWyQFpo1RvtMP7iBhGrQt8sg8w71Mfrnwv+GP8AwQ4/ab+IGlfsvfD6x+I3hLXDdC20vx9eaoIE8TTxAxLEPtMk8cb3JPmqptbYs6rGvls6wP8AHX7Wf7OOv/sn/tEeJP2d9Z8R2urz+HZolj1O0iaNLmCaCO4hco2TG5ilTcmWCvuUM4AYgGZ8Bfjl8QP2ZvjBoPxz+F9/Yx634bumltVvrYTQSo8bxSwyIcEpJFJJGSpVwHJVlYBh9ef8PpvBOjMvxE8B/wDBPP4X6R8UpP38/j7yI233svF5ceXHbx3H75XnGDdFh5vzPLhg/wAhfs9/AXx/+058YtF+Bvw1trI634gumitZbi5EMMSJG0sssjEEhEijkkIUM5CEKrMQp+rP+CxX7C3wA/Yub4X/APCkNO1K1XXdL1C11r+0dSa4+1y2f2TbdncPkmk+0v5gTbF8ibI4/m3AHyb8bviz4z+O/wAWPEfxl+IN6J9Y8R6pLe3gSSRvJ3H5IIvNd2WGNAscaFjsjRFBwor3n9kz/gpr4z/Zu+Fi/s2ePfgx4X+Jfw4uNTmvbzw34pEjyDeEdIYWlMsEUK3Ea3Gw275kaVgQzh1b/wAE0v2CvBn7Zfijxb4n+L3xRPhjwN4B0uO78S3dtcxwXLeck5jZZZ0aGCFBbyySyuGwEChfnMkfuHw1+GH/AAQ//ac8d6V+zB4Cs/iF4T1o3QttL8dXeqCBfEs0YMSxD7TJNHG9yT5qqbW3LOqxr5bMsLgHlvx8/wCCsms/ED4P69+zp+zl+zT4O+Eng3xJaquuWnhrcl3LMZFMzrLbLbRBJoY44JEeFy0e9SxDAL4z+yR+1d8Uf2LfisfjF8Ihpkt7Npc2nX1lrNmZra7tpCjmNwjI64kjikBR0O6MAkqWVqn7V/7OfiD9k39oTxH8Ade8TW+sz6FdRKmpWELRrcQzQR3ELlGyY3MUqbkywV9yhnADH66f9kD/AIJ/fsBfDTwjq/8AwUN0rxL4r+I/iXS5ZNR+HfhjXI5IdNjaZmjuv3L2zpsRFgJa4eOSVp/KWVYy8YBmL/wWG+D4H/CcN/wTN+GK/EL/AI/v+EyIt/8AkM/6z7fs+xef/wAfH73b9o8zt52795XzT+2T+1/8cP23/Gtp40+NWoWymwtvI0jw/pMbxWGnKQvmGKN3dt8jKGd2ZmbCrnZHGifRvxl/Y2/Y5/aP/ZZ8T/tY/wDBOqbWrG98JXIufF/w98S6zEG0fTIreUyyoj+ZIzuIxcqzXLo6LcIn7xBAvEf8Ei/2YPhB+1l+1Ff+Bvjdo9xqWi6R4Pu9VGmWt/JbJczLPbW6rK8RWTYBcM+EZCXRMkruVgDyH9kL9rHVv2ObHxxeeEPCsL674y8IS6DY+JI7+5gutESWWNpZoPKkVS5VAVJG9JI4XVwqyRy+N65f/wBtXiQWEMmyOv0Cn+OH/BBS6X99+xD8TJB/2Ep//lzXyD8ZZfgxrfxR1/V/gX4Q1LRPCVxqcr+H9K1i+Fxc21sT8qu4/EhSzlAQpklKmVwDjdPtTFb+T8kiV6V+yn+0Hqn7KH7R3hz4/aD4dstXuvDd1Kz6ZdzNGlzBNBJbzIHXJjcxSvtfDBX2sVcAqffv2fvir/wR88PfBzQNG+PX7KPxA1nxhBasuvapY627w3M3mMd8fl39qqoVK4TyQUGFLSlTK/0D+2X+xt/wTc+D/wCwtdfHaT9m7xf8OvEGv2q23g3T77VbuTVLfU5Fklto7iCS7uLeJGSFnlWQ70i3qNlxtQAH5tfFLxzqnxc+JXiP4o+KbC1h1HxPr15q1/DYoywxz3MzzOsYZmYIGcgAsxAxkk819D/suf8ABTa7+CPwdsv2cfjl+zh4M+K3gPR7ue60DR/EFtFHNp91LIX3LJJDNG6Ay3RG6Lzc3LAShFEdeQ/su61+zV4T+Mtlqf7WXw51rxT4NgtZ1utK8PXv2eYzmMiJ2+aNpUDdUWaE5KsWZUMUn31+yJ8Jv+CQn7aPjy48EfBj9hL4iJHYWvn6vruq61dRafpyEN5YlkTV3bfIylURVZmwzY2JI6AHyx+1f/wUz8Z/tF/Cdf2cvh/8GPC/wy+HNvqkN7Z+GPCwkjk+QO7wTNEYoJYWuJGuNgt0xIsbElkLt4x8APjf4+/Zq+MWgfHD4ayW0er6BctLYC9thNDKjxtFLFIpwSkkUkkZKlXAclWVgGHof/BRzwT+zH4A/ar174c/snabqdnoWhY0/WLO/mlkig1WFniuktmmLTNEpVQWkJJlExQmLyzX0VL+yz/wTY/YU+FXgTxr+2zb+O/F3jfxn4Zhvbv4eWMgtJNJ84CUzPbpLbzQeSR9lzLcHzZBKVi+RhCAZp/4LNeCNEz8RPAP/BPr4Z6X8TX/AH8/jxIY38y9l4vLjy47eO4/fK84wbosPN+Z5MMG+PfjF8W/Gfx4+LPiL4xfEG9SfV/E2py3N3tlkaOHcfkhi813ZYo02xxoWOyNEUHCivrb41/si/sLfHT9kfxh+2H+wde+MNO1HwjdWz658N9S23b6da71ikdo90k8aGPdefaDPPFshnXC7HEHE/8ABIn9lj4O/tV/tO33gf42aNPqeiaT4Pu9VXTLa+kt1uZlntrdVkeIrJsAuGfCMhLomSV3KwBufBT/AIK5eJPDvwt0L4C/tKfs2+Avin4Q8K6ZFbaFZ6zZJDcxSQjy7eR3kjngbyrcvCNsCyFSC0hO8yS/Fn/gsf8AECP4e6r8Kf2SPgD4Q+Deha1akX0vhaIHUI7pyFluYJoEt4oneFI4t/ktKm0skisEMfSH45/8EHhHhf2K/iYf9hNVnz/6eq+QPjVf/CrxB8Vdf1b4J+FtT0TwjcX0r+H9G1m9Fxc21sT8qu4H4hSzlAQpklKmVwC3+yB+1v8AF79i74tr8XvhCunTXs2lzadfWOtWRntru2kKOY3CMki4kjikDI6NujAJKllb60g/4K1/s1+IoP7d+Iv/AASw+Ges+Ir39/r2qg2afb71/mnuNsunSuN8hZ8PJIw3cu5yxtD9jP8A4J9/sCfDjwjrP/BQnSPE/iv4jeJdMlk1D4eeGddjkh0uNpmaO6/cPbOmxEWAlrh0klafyllWMvHmfFn9jr9jj9oj9l/xP+1p/wAE8Zdcsbvwnci58XfD7xLrMYfSNMhglMsiI/mSM7iMXCs1y6Oq3CJ+8QQqAeGftnft4fG/9uLxB4f1L4s22h2VroFrPFpenaBYPDCjzMhllYyySSM7iOJSC+wCJdqqS5bxmSLyv3MWyvYv2H/2T/Ev7ZP7Q2k/CTS5FTTYtuoeKtQS8SGS10qOWNZ3iLK+6U+YscYCMN8ilgEDsv0TrUv/AAQo+H2t3fwDvvBfxD8S3FtdSadP8V7LUGnhR5GIN5H5NxHHMluXwGSzdJBAGVJwwaQA+cfGH7Y/jPxh+xh4P/Yz1PwppkOkeE/E11q9vrETSfabjzDO0cTKW2ja93dlmA+YNCAEMbtL5LL+64/dp5leoftpfs/eGP2af2htV+GvgLx7a+JvDj2trqXhvWrfULa4e4sLqBJ4fMNu7KHCvjJCeagSZUWOaOvqN/2Xv+CcP7D3wp8C+M/23YPHPi/xz4z8MQ3uofD6xkFpJpfnASmaS3WW3mg8kg2uZbg+a4lKxfIwhAPgaOI+Z/Bvkojl8rYZf/IdfbPxp/ZB/YV+Pn7JXjD9r79hHUPF2nX/AITurZ9c+HGpFbttOtd6xSO0e6SaNDHuvPtBnni2RTphdrCD5o/Zf179m/wr8Y4NZ/ay+Guu+J/ByW063Wl+H9Q+zzGYxkROcPG0iBuqLNCclW3MEMUgB57J58snk+Sn7v8A5Z0zzcH91X6f/smfCj/gkb+2j45n8DfCD9hf4hImnWv2jVda1fWrqKw05CG8sSyJq7nfIylURVZ2wzY2JIy/G3/BRXwR+zF8P/2qdd+H37Kem6jZaFoRGnavZ6jLJJbwarAzx3Udu0xMzRKVUEyEkyiYoTF5ZoA8I/5aUsURi/1v7t/Kr761n9nb/gmx/wAE/PD/AIX8Ifty/D/xv43+I3inwxb6vq+jaNciK20Dc8i+UjQXdur5cPEW86fcbMyAQrIqthfEv9mL9hr9rP8AZu8c/tC/sCeHPGXhLWfhlbW9x4h8F+IJleG5sD5skl2HmuJir+UszjbO3FiyeQGlSRgD4ij8mbeItmz/AJ5Ufuot/wDq9lPitf3eYofkojih/wCeMdAB/qo0h/d0yP8A640cyxp9zZ/zyp8f73fD+7joAPK8mRP/AEX5VHleVJ+62P8A9Mv+edTRxeb1h+Sq0l1Z2sfVE/8AadAE3lfvP3UNMl/z5dFvLFNH5MXl/wDtOnx2vlR8/PQARxebIn7mP93T7f8AdSedF5f+qoyfL/1KUfuf9d+73yUAEkvlfuaDFNFJ/qUp/lRdPJ+f/rlTP9TGnlGgA/1sb/6uiWLyZEERSP8A7ZURx+VH5OEok5uPJiHmUATf6r/ljTJIv+eXlp/0zp58ny3/AHPyfcpnleVcceXQAeV2l8v/AL9UzyofMSGL94n/ADzqaOKHy8xQ0ySL23pQBNbyTeZ+6FH/ACz/ANF/8iUy2/1nnRf89am8qGKPyaAGR+dLb5/d76PK8rpR/wAsv3VPl/4BQAz7L+8/2KJIv+eU8cbyU/yv3f72iOIxfuZf9zyo6AGSRTRf8sU/eUR+T5f72Gn/AOquPJlp8cMMUn+p+egCH7L/AM8vnSj7L+8/1P8A1ykqbyv+WI/79f8APOiOLyth+4lAEPlTTR/6ny3/APRdP8r93+6g8zzP+elP/wBV/qoU2Sf9MqZJ/rP9TQBwEf72R5oQn+qokl/eP5UMdPt+f3Pz0zv+58ugAjh83/U0SeTLH5MXlyUv/LOnT9qAGSRQ+ZmKFKJYsf63y/8ArlRxL/yx8ujzRFs/9F0AfeX/AAbrRCP9tjxQg/h+Ft8P/KlptdD8Of8Agh1+zt8YNdl8OfCT/gqR4L8VajBatcz6f4d0K0vp44Ayo0rJDqrMEDOiliMAuozkisH/AIN3Ex+2z4ok2bd/wtvWx/3EtNr5S/ZN/ab+IP7Inx20P43fD3UbtH0+7RdY02O7EKavp5dTcWMpZHXZIq4DFG8twkijfGhAB9W/tt/FP9ln9lT9iGT/AIJufsqfFHVvEPiQ+PZH+LuoXWiSwx3F1aEJcKxuFCxZure0ES2pdRHZMHlYsWnufs8fs8/sNfsj/sL6B+2r+2r8Pbjxf438YTte+APh5qcktmJhbzOIVEAbbcW0q+VcTXE6SQ+TNCqxOXVbk/4K5/szeAPiN8P/AA5/wU//AGX9LtF8JeO7W2bxfplhaFpbTUJzIxvrgwPJBE5kxa3CgptukXJlknkK9X8ZfgP4/wD+Cj//AASu+Cvxb+A1vZ32t/CHQLvQ9b8FWVyLq7ukhS2tneMrgrc+VZQXItGXe8d2AjOwjEwB337C+of8Ewv+Clvj/WtO179hHQPBPjTRNBmEOiaVdy/2feaU4MElyotEtoBcpJdbdzxCZN0EkUrNH+4+M/8Agln+xx8P/wBq7456jdfHHUruy+Hvgnw/Jr3iy/fMFrIkciBLSe8LKtojr50rPkOYrWYIUOZY/qz/AIIOfsYftGfCL40eKvjv8WvhdqnhTSP+EXm0C1t/EthNZX15cy3NpcF47eVA/kokGGkbapaRVTeVk8vyf/giVrei+OLj4zfsYarqlro8/wAW/hxPbabrdxcKzxTwxXEBiitiVNy/lX8s+1XUhLN+MEsgBtj9tX/gj9J45/4Zk/4YA0k/Cz+1Psn/AAsz7TL/AGx5Xmeb9r/1X9oeT53b7V5v2fjy/wDl2rN/4OHcf8Nq+Ftv3v8AhV9lj/wY6lXjQ/4JO/t0H9oRfgG3wQ1RZhqn2T/hL1sp/wDhH/K27/tf2/y/L8ny/nx/rc/u/L8791Xsv/Bw6of9tPwwFfay/C6yYH/uJalQBw3/AAXB/Z4+D/7Of7T2geCPgb8PLXQdJufhzp1zcWVnJIyPOlxd2vmnezHeYraHc3V3DSPukd3bV/4LHfBj4KfspftWaF4G+B3w8tfDumXfw3066ntbOSRkeZLi7tfNPmMx3tFbRb26yOGkctI7u3Tf8HD6KP2zPDMjIrBvhfZLhv8AsI6lXQf8Fs/gH8bf2pPjZ8Pf2if2dPhF4p8Z+EPEHwtsRpmseGvD9zd7v9JurkeZFGhlgzDdwMvmom7cwGTG4UA8p+HvwL+Dnjr/AIIyfGH9o3W/h9aXHjXRfiVYWuk6+5kE9rCsulxeWgDbdhXULrcuMOWRmBaGIp2f/BPT4E/BDwR+xrd/tha5+ybqX7QPjdPHTaBpHgjSbG5urXSY1tN7vdwfZnjbMcjyGQx3UYZ7NV8qQylPWfGn7G/xC/Yp/wCCFXxH+HnxW1Ozn8Q6/wCINM1/U9PtlDx6W8uo6TCLQyKxWZ1W3Us6/JvdlUuqCR/m39kX4K/t0fDz9nE/tp/sKfFHVL+6TxRNo/izwV4VsZ7m5g8uFBBLNZyxNDqOBdu21Ul8hZopFJbzvswB6L4s+Nv/AATl/bB0Txn8HPjB+yFoP7OfjjwzoWoyeEdes5mtYI9UgUvLZ38drZRMH3W6oIpIJnYNPHF5c7RrL51/wSf+K/7APws8b+Mbn9uXwnpd6b3S7VPC13r/AIYk1eyttsjm5iNuiS4mkzblJDEdqwyr5ib9sn1B8O9f/ae/br+E/jvwl/wU4/Zi0vwn4R8E/C++urH4pa58Or2z1fTdTUQuLyFHlR5fktpZ5orSNEcwpGwVJFjf4Z/Ys/YF+PX7eOta/pXwhm8O2Mfhq1gl1XU/EWoSQwI8zOIYVEMcsjO4jmYEJsAibcykoGAPL/ipdfD/AFb4p+I9U+EWhz6Z4WudZvJfDWm3zlp7TT2nc28MhLyEusRRSS78g/M3U87/AK2L/U+XWv458IeJvht4x1j4d+NNN/s/VtA1S403VrPzkk8i5gkaKWPfGzI211YblJU4yCRzWRHx+58n5KAOh+GHxP8AH/wX+IWlfFL4U+KbrRdf0W6FxpupWbDfE+CCCCCroylkdGBR0ZlYMrEHqfgZ8DPjr+2x8eB8P/hzbT694j166lu9Y1fVLmR0gRn3XF/eztuYIGfLOdzu7qqh5HVWrfs1fs3/ABY/ay+Lun/CH4OeGhe6pfEyXlxOhS20+2UgSXVxIAfLhTcMnBZmZURXd0Rv1N8f+C/FP/BKf9mWL4DfsH/s+eMPHXxL8UWiz+IPiDYeB7m8hgcbk+0ytHHJGXUmRbay3MkQJkm3lj9qAPl7/grZ4u+HnwG+FXw0/wCCaPwn166u7f4ZWv2/xsW04xwXWq3EKyxTo0rvIrsLq8naNHMKC9RAzGPbFa/4KW3B+FX/AATm/ZR+EfgaNbPw7rfheXxFqenH9552pNaWc5n8yTc65k1O9bYrBP32NuEQL8n/ABc+C37TXg7z/iP8ffg5470ga1qjC517xloF7b/bL2XfK26e4QeZM+2Rzklm2s3OCa+0da+HWt/8FEf+CSfgF/hhc23iv4o/BG6mtNY0W2dotQttGPnRx20Nsiqlw7W0GnujYLSfY5kR3m8yNwD5X/4J7eL9f8Bftx/CfXfB+pJaXU/jzTdOllEKPutrydbS5jw6kfPBPKmcbl3ZUhgCOm/4Kz+DfDfgD/gof8TdF8K6b9ks7jVLXUZovOeTdc3ljb3dzJlySN888r7c7V3YUBQAPUP+CYX7BHxntP2pNL+N/wC0X8HtV8HeBPhxv1/W9U8eW1zoyCWGKSS1eIyiMyeVOiTuSREkcDeY3zoknzv+2f8AGX/hoD9rT4gfGK31/wDtex1bxPdf2LqP2P7P52mxP5Fl+7KIy4tY4V+ZQ5xl8sWJAPqX/ggHq+va1+254kuvEOsXV9PH8JZraOa8uGldYYbzS4YYgWJISOKNI0XoqIqgAACvgiOIf6nEezyq+7/+DfBdn7aPiceWo/4the9P+wjptfCFxFNax4i8z95QA+Q/vPJi8uOvv/8A4Jh+E/8Ahr39gP42/sA6Prmk6H4gv9Us/EejXuoXG4XmZLUtGbdQHWJJNOgR5137PtyHYSqrJ8//AA5/4Jm/tJ/Ez9kbVP2z9CtdBHhextry7XT5NW26hd2do5S5uYk2GMJGUn+V5Ekb7O+1G3R+ZH+wf+zR8Z/2h/F/ia6/Zr+LSeG/HXhPwxJrHh2zs725s73U/wB4lvNFDdx7Utv3cxQs8i7mljTHltLLCAa3wN/4JO/ti/F/44Q/BvxX8INe8GWVrdSrrvivX9GlXT7SGJwkjwy8R3rk8RpC7CXIbcsYeVPUf+DgHQ9B0n9tvRr/AE3R7W2uNT+HVjc6lNb26o93MLy+hEspAzI4iiijDNk7IkXOFAHafszXP/BZL9o34ueBvg38XtU+J2geBdE1SzvfEupazp9z4debTbYqk0L6jDDDd3U0sbFAnmu7yOJXI8tpk8U/4KZftX3nxD/4KK3vxj+DXxMtdUs/BM+mweBtbsbWKSG3ezCTsYy0e25Rb5rlw7B0cEbS0eygD6R+Edp4Z/4Ix/sM2/x78Z+B9K1T40/E5Ui0PTL2J4LjS7Z4EmW1uElZZvJtyqyXIiRC080EDthIp189/wCCvOua74i/ZM/ZL8R+JdbuL/UL/wCHc1zqWoX1w0s11M9hozPLI7Es7sxLFiSSSSaqy/8ABwX+2fHuz8Mvhhleqf2PqOf/AEvr6S/bZ/4KjftCfs3/AAC+AvxT8B+DvB13qPxR8HNq3iCHVtPu5IbeYWmnzbbcR3KMibruQYdnOFXngkgHgH/BMrw1H+19+wT8bf2AdB17SND8Q3mp2XiLR729uNwu8yWpZDAo3rEkmnwJJOu/Z9uQ7CVVZPFPgT/wSs/bP+Lfxvj+Dniv4Q634Msra6lXXfFevaNKthaQxOEkeGXiO9cniNIXIlyG3rGHlXJ/Y0/Z9+On7VPxK8a+If2e/ila+FfiL4c0W58QaHYaMZNJn1F3mWGeG1ltVjt7FNlwyAbo0zLFGEETSyQ/R/7K8/8AwWb/AGjvit4I+D3xq1n4m6D4G0TVLK98RajrGm3XhySfTbYqk0L6jDDDd3U0sbFAnmu7yOJXI8tpkANP/gqt8NfAXi7/AIK3fCLwXr3hi0l07xha+GrfxPb26mB9RSXWLi1kaWSIq5Y26JFv3bgsaAEbVx4t/wAFqfGniTxR/wAFC/Feg65qnm2vhzTNK07R4/JRfs9s1jDdsmVAL/v7qd8sSfnxnaqgVv8AgpX+1fdfEP8A4KHXnxk+DvxLtdVsvBN1ptv4H1qxtYpIYHswk7GMsm24Rb5rlw7B0cEbS0eyvYP+Crv7Kvij9pP4heHf23v2PPBE/j3wn470K2i1K98JQ3N/dNfwCSMSy2yqXhTyIoYSFUeXLbSJKscjDzADE/4ITKvjT4y/Ev8AZ/8AEyLceEvGPwyuf+Ek0dfk+17LiG2T96mJY8RX10vyOv8Arc9VUrzH/BLX9rL9mf8AZ48GfGX4f/tTw6o2keOfDFvBHaadZyyf2lHFHeRTWIaJlaKaZLsBHJSMbXLSxkKW9M/YX+EvjL/gn3+yj8W/2yvjxp//AAr/AMT6v4Ym0H4XLrsUiakLwrMwQ2EiEHzbmK0ZBIjMEtJZGVICXfwL9jL/AIJ/3H7anwS+I2t/C7xXcx+PvBd1p8unaBcQRRWGo2s6XJMQuDJuW4doW2llSJPLUMzCcvbgHsOg/wDBRH/gnJ8XNUtfhv8AG7/gmT4P8H+GNTuo4tW8Q+HJoReacgYMsq/Y7K3n2B1TeIpQxj3gLJ/q38g/4Kbfsi+Av2WPjZpc/wAFNQnv/h7410NNc8K3xJntY0kdg9rBdhmW7RF8qRXyWEVzCGLn97JzXw2/4J5ftqfEz4haX4F0v9m7xho8mp3QiOs+KfDd5YWFmmCzSzzyxBURVBOBlmwFRXdlU++f8Fhda8H+DfEfwU/YxvfEv2u1+F3gO2tPEHiTSo45rkeeltAymyMqiOVYLGO4WJ5xvF0g3IuJGAPk39mv4m/Cf4XftBeF/Gvxs+Gy+LvC+mams2teH1cA3Ee1grbWwsvluVl8lyEm8vy3IV2I/QL9oW//AGYf+CyHw78W/FL4M+P/AIi6d8Qfhp4NuZ/D3w31G3t3W+SMmdpobGIytM9w220aSGYOjrbb4yPKWX5d/bg/4JHftL/s7fGmTS/g58OvE3xC8G6sJJ9A1jQdEmvbm2QEbra9S3Q+VMm4ASbVjmX5k2kSRRe//wDBLr9mb4t/sCfDX4k/8FA/2h9ETw9a6b4Ev7HQ/B+vsdPvNRkWaGZTK0ozaebPbx28KMjSStNuCBfK84A/OOzv4dQj/wCWf/XOvvX/AIJ3f8FBf2Ov2dv2ab79n3x94G8Y+EvEXiy5uLPxF8R/ByxSTGGbdHBfecZBPbvaxysEjiilCmIyorSTOleH/sOf8E89T/bL+B3xH1/4X+K7lfiB4Lu9Pl0zw9f20Uen6laTpclohcGTcty7QttLKkSeWoZmE5e2y/hh/wAE6/20vid430v4fW/7NXizRm1O+EZ1bxL4bu7Cws0wWaWeeWIKiKoJwMs2AqK7sqkA2/8AgpB+x74Q/ZA+LOhWnwg8Val4i8D+LvDEGr+G9fvYY5o5txZZIkuoVWG6wBFNuRVxHdRAg8O/k3jn4kfG/wDae+IGmXnxD8Ua74y8RzWtnouki4Z7q6mRAIoLeNVBZ3ZjngF5JZHdt0kjM31z/wAFggumeIvgh+wl4JJ8S6v8NvA9lpz3mkfPc315crbW0dsbOPe0MpSyhmWPe7Mt4gAwFZ/ef2Qv2HbP/gmR8Drj9qj4m/BvXfiN8Yby18jRfCvhLSZdRfR3mRgLaN4I5FjcruFxekFETdFDv3YugDy/xx8Ok/4JW/8ABN/X/hz451j7P8Xvjvi1lt9Mt/tMVnp0IjW4s5ZHZoD5dvc3CNLGN5lvwIzIkInXzL/glj+1v+y/+zx4M+Mnw/8A2mY9ROjeNvDEEcdpp1nJJ/aMcUd5HNYhomVopZkuwEclIxtctLGQpbzr9qrwl/wUH/aF8d61+0F+0J+z58QY3jtXlnuLjwRqFvYaPYRBn8qPfHtgt4l3sSzd3kdmdndtP9jb/gn7eftrfAz4i6z8MPFN0nj7wXc2EulaBeW8UVhqNrMlwTELgybluHaFtpZUiTy1DMwnL24B7JoP/BQz/gnT8YtVtPhz8a/+CZng7wj4X1a5ji1bxH4buYReaegYMsq/Y7K2n2B1TeIpQxjLgLJ/q35z9pX9h34P/Bn/AIKBfCvwF4Giudb+FXxT1zRbzSpDNI9q1pdagkU9jBexvm4RYmjdZFYSLFdQ7mY4lk8d+Fv/AATx/bQ+JnjzS/AVp+zZ4v0V9TlELat4m8N3lhYWa4JaWeeWIKiKoJwMu2AqK7sqn6J/4Kv/ABIvfgL45+BH7PHw48W2txrvwN8HWM6eJoDE7C/AtVhEtowkWB1XT4bjZIz7kukyNoDOAed/8Fo/FniPxZ/wUF8UaBrmorPbeHtN0vT9HiMKL9ntmsorpkyoBfM1zO+WyfnxnaFA7r/ghSh8afF34j/AbxNJ9q8I+MPhpc/8JFpH3Ptey4htl/epiWPEV7dL8jr/AK3PVVK7f/BVj9lrxP8AtH+PfD37bn7H/gu68eeFPHWhW0Wo3nhGG5v7pr+ESRiWW2Cl4U8iOGEhVHly20iSrHIw8y3+w/8ACjxn+wB+yr8W/wBsn482f/CA+KNY8MzaF8MBrsciaiLwpMwQ2MiEHzbmK1ZBIjNstZZGVICXcAtf8EAPAOjeJtZ+LnjGO5udP1620LTtK0vXbJ1M1hDdtdPM0ccqvC7+Za2zgyRuAYgMFWdWwX8J/wDBDX/hLv8AhlY3/jn7bJqf2D/hdA1tPsfm+Z5m7zfM+z+Vu/0bz/sXlbf3m/b/AKRXM/8ABGzVR448T/Fz9kG+8Q6Votr8UvhpeWsF5cx77lbyJJIUWCMyoJsQXt1M8Q+ZhACGRVcnzR/+CXX7a5+PP/ChB8E9W8/+0/sv/CXfY5v7B8rbv+1/bvL2eV5fz4/1uf3fl+b+6oAyv+Chf7Hsn7EX7Qdx8JtN8Tf2zo+o6XHq/h+6lXFylnLLNEsVwAoXzkeGRSyfK4CvhCxjTzvx38S/jd+0n8QdMvPHvifXPGXiSa1s9G0lbxnurqZUAigt4kUFndmOeAWklkd23SSMzfW3/BX2T+x/EvwR/YZ8DsviTV/hz4GtdNa70v8AeXN9eXKW1tFbfY497QysllDKse92YXiADAVn97/ZJ/YktP8Agmn8Ebj9qb4l/BzXPiJ8YLu18nRvCvhLSpdQfSHmRgLaN4EkWNyu4XF6QVRN0UO/d/pIB5V48+Hcv/BLj/gm94h+HXj3WTF8Xfjt/ostvplv9pis9NhES3FnLI7NAfLt7m4RpYwHMt+FjMiQidfzz8qGXfDFCklfQH7UHhL/AIKDfH/x5rX7Qv7QHwC+ICulq8txJc+CdQt7DR7CIM4ij3x7YLeJd7ZLd3kdmdndtP8AY7/YBl/bT+C/xE8QfDDxVOfHvg26sJdO0G7t4o7DUbWZLgmIXBfctw7QttLKkSeWoZmE5e3APYP+CfH/AAUC/Y9/Z7/Zw1D4A+P/AAb4u8J+I/FV1cWfiL4i+DxFJMYZt0cN95pcTW72qSsEjiilCmIyorSTOleJ/wDBRz9jvwT+yT8VtB0/4TeKtQ8Q+CfF3hmDV/C+v3yRyxzZLLJFHdQqsN1gCKbciriO6iBB4d+e8Ef8E8P23Pip8Q9L+H9h+zn4u0Z9UuhE2t+IvDl3YWFmmCzSzzyxBURVBOBl2wFRXdlU/RH/AAU++K3ww+BHx9/Zq/Ze8YxWfjDSPgh4f0mTxm9skE0mpwl7NJrSSxdikTtbaekoillIdL1AcLh3APf/ANoL4D/soJ+zN8O/FH/BWTxavh74nP4ZttATxJoOtX13qHl20rzKPLUXCXEojkAubhopE864bbIN8Jrn/ib8G/gJov8AwTB8feNP+CWOp2uoabqtrBD8Sdcl169j1C803TUle7/dzPGsFwVcvJCY4kltp5QkbeZCp8j/AOCy/wCyR+2N4x/a7vPid4L+F/ifxn4b13TLVPD0nhuxutT/ALLjt7eKOa1ljjRja5nMsyjHlv57MrF/NVNX/gkJ+zz8ff2ctK+L/wC0B+1D8J9d0b4cWvw9vrXXPCXiLT5IZteeFUuWYWFyESdEtluYhJLtQm7aNCwM2wA/O2817yv+WPyf88vKq5Z3UN1/vyf62rmqaNDdRv5VnHJWDpcV5a6g8MsMaf8ATWgDV/vw0W8QikTzf+WdEsQGzyoUok/dSeT/ANMv9XQAXl1DLIlnVnVPDdn/AGf5MWz/AFX+trEvIvKvEmlg+T/nlXSaPqlnLH59/QBzH2CbS9Q+x/6xK2P9bs/9pUy9uv7U1TzrWzfZ5tTPbQ/7H7v/AJ5UAM4ikT/ln5lPli8qTyf46PK8qLmGOnyfvZMeT8lADI4fJ/fS/cplPklH/PGOn+V9/wAr7lADI4j/AK6iP+CHyUo8ryv+2lEcPlyeT5CUAEX/AE1hjp4i/eed5G//AKZUeVN5n/tKOL/V0/8A5ZedmOgBn7n/AFPnUR/uo3hi/wByj/ln/qY/+uuKfzlP+Wf/AD1oAI/+uP8A9rp8cf73z5Ydn8FM8qf/AJZQp/1yjiqaOL95iLZHQASS/wDLH/V0f62Tyf8Anp/zyo8ryv8AVQ/9+6LfzvLSgAi/1tP8v3o8ofJ/nzKfH/rPJAoAJIjLIgEKSf8ATWmcxR+dU0k3mx/utmzyqI7X91/qP+/dADB+6KTxfcpkefL/AHVTJaeVJ+68uj+/5XlpQBD5UMsf73Z/0yoji83n+CnyRc/uqI4v+WMsNAHm8cXlf7lP8r/SP+eaUyPyYg8MJ/8AjdEkU1ADzF+78n93J/2youIvN3/8s6IxDsfyf3dD/wCq/e/c82gAj/dR8eXvk/6ZUf8ALTzvkepuP+Wvl/u6Z5XlR48mPf8A9NaAOp+EXxo+KvwE8RXHjf4KfELVPD2qXWn3Om3N9ot0YpJLWdNkkZI/B1b7ySJHIhV40ZeWji/6Yx9K+h/+CYP7KWi/te/tfaD8MvGuh3F/4VsLW41fxYLK/W3f7HAmEUsSHKSXMltC4i/ebJmKlMGRPoz4mf8ABb2y+CPxC1XwB/wT3/Z2+G2i/DyG6LRT3PhaW1fVrvASS+EFpNbrEjqkaorqZSkSs5Ut5UYB8OaX+0L8bNJ+BV9+zPpXjee28D6pr41nUtAt440S7vAkaB5ZAokkQCGIiJmMe+JH271DB/wV/aD+Ov7OetHX/gr8Wte8LzyXVvcXcekalJFBePAxaIXEIPl3KKWf5JVdCHcEEMwP1x+3hY/sS/tPfsXaD+2N+yn8N9B8A+K9D1210Px14L0uWz08WqTxXEi5tlEYu382PMM8Cb5ITMZF/wBHdbb4k0Tw/rXibWrDwt4W0261DUdQuo7awsLG3aWa5nkYKkUaKCzuzEKFAJJIAoA9t8V/8FQP+CgHjLxEni3Vf2qfEsd1/ZcunrFplxHp9t5MiSozG2tUjhMwEzlZynmoRGyurRRlfEtC1fWvCetWfiXw3qV1p2o6fdR3Nhf2Nw0M9tPGwdJY3QhkdWAYMCCCAQc1p/Eb4UfE34P67F4c+Lfw617wxqM9qtzDYeIdImsppIWZkEqpMqsULI6hgMEowzkGsnSND1nxLfvYeG9IutRnjtZ7l7SzgaV1hhieaaUhQSEjijeRm6KiMxwATQB7fH/wU+/b+Pw1/wCFUn9q3xR/ZGdv2vz4/wC08+d53/IR2fbPvcf677n7v7ny15l8YPjb8W/jt4ig8WfGH4har4l1W10u206C/wBWujLIltAmyOME/izN955Hkkcs8jsyeE/gr8b/ABv4P1H4k+EPg34l1fw1pHnf2tr+meH7m4srLyoxLL508aFI9kbK7biNqsGOAc1zUcU0X+55v/LSgDo/i78Y/i58d/FUHiz4z/ELWPEuq2ul22nW99q10ZZEtYE2Rxgn/gTs33nkeSRyzyOzd98A/wDgoN+2V+zF4Xl8HfBX486jpejyEeTpV3b29/bWuHkkPkRXccqW+55ZGfygu9jltxAx554A+FfxP+LutS6B8KPhlr3ifUUtWuZ7Dw7o897PHArKhlZIVZggZ0UsRgF1GckVkeIdD1rwxr954a8QaPdadfaddSW2oaffW7QzW08bFHikRwGR1YFSpAIIIIoA7zxX+19+1R49+Huo/C/x3+0R4y8R+HtWuba61DTvEPiG4vEmaAu0QJmdmCBn3mMEIzpEzAtFGVh+Av7Tfx6/Zg8RSeLvgF8WtU8N3c4D3kVpIslteYSRF8+2lDQ3GwSyFPMRtjNuXDYNcf4b8Pa14r16z8N6BpF1qF9qF1HbWFhY27SzXM0jBUijRQWd2YhQoBJJAArU+IHwr+JPwh1ePwz8WPhxr3hfUrq1W5h0/wARaPPZTvCWZRKI5lVihZHUNjGUYZ4NAHofx/8A+Cgf7Y/7TfhaPwZ8avjtqmr6OufN0m0t7ewtrr545B58VpHElxteKNk80PsYZXaSc8/+zb+1n+0X+ydrd/rX7PXxPu/DtxrFqlvqcZtYLmG5RG3IXhuI5Iy6kttk271DuAQHcHhbDw9rWrWl9f6No897BplqLnUmt7dnS0gMscIllIGI0MssUYZsDfKi9WAPQ/8ACjPjP/wrb/hc0Xwi8Sf8IZ/0Nf8AYFz/AGb/AK7yP+PrZ5X+u/dfe+/8vXigDm9Y1fxD4t1u88S+JdYn1HUtQupLnULu+uGmmuZ5GLvLJI5LO7MSxYkkkknmoP8AVfvhs/79Vr+DfBHjT4g+Kbbwb8PfCGqeIdavN6WmlaNYSXVzPsRpH2RRKzNtRWY4BwqkngGvuT/gu3+zjrPhj4/6V8Rfhn8DZ9M8Fad8ONLttW1zQ/DDQ6ZbTx3dzawxSzRRiJHWEWcKqxBCCBB8oQUAfG3wF+Pvxq/Zm8dx/FD4GePJ/D2tx2stsbq3jjlSWGQANFLFKrRyoSFba6sA6I4wyKR7gP8Agsv/AMFJVTdJ+0oP/CP0b/5Dr5qHhrWrjQbjxJBo8z6dBdQ211fpbsYIZ5VlaKJ3A2q7rDMyqTlhE5Gdpx0HiP4G/GbwJ4H0/wCI3i74O+J9I8Pav5P9la9qegXFvZXvmxmWLyp3QJJvjVnXaTuVSRkDNAHovx7/AOCjP7av7SXgOT4Y/GP45XWpeH5rqK4udNg0myskuHjJKCU2sEbSoGw4jYlN6I2NyKRwvwf/AGi/jp+z1r51/wCCPxU1vwxPJdW9xdQaZqUkUN48DFohcQg+XcIpZ/klV0IdgQQxBzvAvwn+J3xc1pvC3wo+HOveJ75LVrqew8PaRNezRwKyqZWSFWYIGdFLEYBdRnJFZeveA/Gfhwasdc8I6pZDRNUXTdZ+12Ekf2C9bztttNuUeVMfs8+I2wx8mTj5GwAeu/GP/gpF+3D8etJHhr4lftHa/Npxtbi2udP0mOLTIbuGdQssVwlkkS3KMq7dsocAMwAG9s+RaPoeteJ9as/DXhrTbrUb7ULqO2sLCxt2mnuZ5GCpFGiAs7sxChQCSSABzX3R/wAErv2c9Z8ZfsZ/tL+Idd+Bl1qr+Ifh0LbwNqd34Yac6lNHFqTNHYO0Z850vLe0YrESRNDAcB0THzP+z58TPiT+wP8AtU6D8UfEvwxnt/EHhG6Zr/wx4otprGdobm1eKRGVlDwu1vcFo3KsAWRyjr8rAGD4Z8ZftH/sh/EfUE8Naj4l+H/ipNLl07VLeSGbT72O2uoQTHJHIFddyNHKhIDKwilQq6I44aT/AFaeV+8r3P8A4KLftaeNP2xP2i5vHvj74XHwZPoOlx6Avhh5pJLqz+zyzPKly8iRkzCeaYEeXHtUKhUsrM3mfw3+C/xh+NH2qH4RfCLxR4q/sry/7R/4RvQLm++y+Zu8vzPJRtm7Y+3djOxsdDQB1HhD9sn9qHwb8A9Q/Zg8M/GTVLTwLqfmi70ONYjiOVg0sMcxQzQwyEEvFG6xv5ku5T5sm7ifB3jDxx8O/FFt4x+HPi3U9C1ez3/ZNV0a/ktbmDejI+yWNlZdyMynB5ViDwTWTJFD/wAsoY6uHQNZg8PQeIp9JuU0y6uZra1v3smEM00SxtLGj42s6LNCzKDlRKhIAYZAPdPiB/wVJ/4KB/EvRo9B8TftMeIbaCO6W4hk8PQW2kTM4VlAaaxihkZMOcoWKEhSQSqkeBRxf88of9X/ANMq6b4j/A/4y/B42H/C1/g94n8Lf2j5n9n/APCR6DcWP2ny9vmeX5yLv270zjON656iszwX4F8Y+P8AxPZ+CPAHhLU9d1e83/ZNL0KwkurmfYjO+yKIFm2orMcDhVJPANAGZJF5sifua6rxx8ZPix8SvD3hrwf48+IGqa3pfg7S207wxY6nKXj0+2LlzGgP/AVyckRxRRg7Io1XF1fw/rOgapd+HPE+k3Wn6hp9zJbX+mXtu0U1tMjFXikRgGR1YFSpAIIIIqr5MMUn8EaUAaHg3xZ4t+HXiC28ZfDnxdqfh7V7Pf8AZNV0a/ktbmDejI+yWJlZdyMynBGVYg8E17b47/4Kf/8ABQP4laFFofir9qTWraCG6W4STw/DbaRMXCsoDTWMUMjJhzlCxQkKSCVUjyj4G/DU/GH4yeEvhUNRTS08U+JrDSPt4t/O+zfabiOHzdm5d+3fu27lzjGRnNfoN+07+3hpv/BMj4nL+yj+xj+z94NtpvDWhabaeMvFHiXRlF1rswtIpLd3axe3MrrFMWeaXJeWeTaiBd0oB+a3k/u/J+TfXrHwP/bd/a5/ZysYtM+DXx613S9PjtpYLXS7iVL2wt1kl81zHaXSyQRuZMsXVA3zPz87Z+o/2nNP+Df7df8AwTquv28PD3w20vwD448DeJXs/GsGg6Nbx23iC9u5rFZ5mkXEz83UU6PKzMha4jIk3Cetr9jr4XfFD9mv/gnlon7af7Lf7P2gfEf4m+IPGEzTPqXhua+u9F0dDd6eUtEhnWUuZk3O8IDNHdMJFZIQ6gHxb8cf2s/2k/2kr6S8+NPxn13X4HuorldLuLzy7CKaOLylljtIgtvE+wsNyIpO9ycl2J5bwN8S/iZ8Jdal134S/ErXfDOqTWrW01/4f1eaymkhLKxjZ4WVihZEYqTjKqccCv1k/aj1X9gr4s/Er4X+Gv2jP2IPEviD4vfEXwza6uPDPhSze31Ky8+GNPK1C5+0WPneV9nlj3Sk+QlpKziBD83Cf8FGPi5+xh+wj8Bdd/Yc/Zu+CXhibxJ4x0wQeILdrf7SNKtmZ5Ybm8nkZpp7tDKZLVHcmDKS/KixJMAfIHjT/gq7/wAFCPHPhufwrrX7SupwWt5s8+XRtLstOuYtrq42XFpBHNHyoB2uNwypyrEHwfWtb1nxLr1x4j8R6vdahqGoXMlzf397cNLNczOxZ5ZHYlndmJYsSSSSTVOSI/64bKT/AJaUAey/B/8A4KKftt/A3Tz4Z+Fv7R+twaaLW3trfT9ZMWpwWkMCssUVul6kq2yBW27YggIVQc7FxzPx0/am/aO/aWvJbj4+fG7XfEFtJdRXI0e4u/KsIpo4jEssdnEFt4nCFhuSNSd7k5LsTwMkUPlpXX+KP2cfj54D1XSPDnjT4H+MNG1HxBc/ZtBsNW8NXVvNqU25F8u3SSMNM+6SMbUBOZFH8QyAZvw3+JXxF+Dmqtrnwm+Imu+HdQntWtpr/wAP6vNZTSQsyuYmeFlYoWRGKk4yqnHAr2zxr/wVc/4KA+OfD1z4S1X9pbUY7a6VFlm0bTbLTrlXV1cBLi0gjmj5UA7XG4ZU5ViDb/4JIaFo3iD/AIKHfDi013RLW8giutQmjhu7dZEWaDTbqaGUBgQHSWNJFbqrorDBANeY/tc6LoHhv9q74neF/DukWun6fYfELWraxsLK3WKG2hS+mVIo0UBURVAUKAAAABQBx8njDxZ/wmX/AAsyPxbqf/CQ/wBp/wBpf299vk+2fbfM837T5+7f53mfP5md27nOea9/X/gsR/wUkeRVT9ozKnqf+EQ0f/5ErxXwt8F/jD458Fah8RPB/wAIfFOreH9N83+1Nd03Qriezs/KjEsvmzIhSPZGyu24japBOAc1y9vF+8+lAH0Tqv8AwV0/4KK+ItEu9F1D9pK6S3vbWSCZ7Lw9pltMqOpUmOaG2WSJ8E4dGV1OCpBANeIfD74l/Ez4Ta63iP4V/ETWvDOp3dq1tNf+H9XmsppISysYmeFlYoWRGKk4yinHAo8BfCr4l/FXXpPDfwr+Guu+ItRtbVrmaw8P6TNezxwhlUyFIVZggZ0UsRjLqO4rO17QNZ8Lazd+HfEWk3On6haXUltf2F7A0U1tNGxV4pEYBkdWBBUgEEEEUAe/+MP+CrX/AAUF8b+HJvC2vftHanBa3ezzZdG0yy065G11cbLi0gjmj5UA7HG4ZU5UkHwnWta1nxJrNx4i8T6tNf6hf3UlzfX97O0s1zM7FnkkdiWd2YlixJJJJNfYPwO8CeDr3/giJ8Y/Fmo+D9Ml1e3+Jlh5GqS2EbXMflyaSke2UruG1Lu7VcHgXMwHEj5+WPEPwV+Mngzwhp/xG8YfCXxHpXh7VvKfSte1LQbiCyvPNjMsXlTugSTfGrOu0ncoJGQM0Adh8E/23v2r/wBnGzjsPg78d9d0jToYpbe30a4lS9sIEklErmO1uVkhicyZbeqB/nfn52znfHD9q/8AaQ/aWeS4+NHxl1nX4ftUdyNMkuzHYRTRxGJZY7SLbBE+wsNyIpO9ycl2J898ryZPJi/d11Hh/wCCfxh8ZeC7/wCIXg/4UeJdS0DRvN/tTXNI0K4ns7PyoxLL5syIUj2RsrtuI2qQTgHNAGBomq6z4a1W08ReGNWm0+90+6jubC/sp2imtpkYMksboQyOrAMGBBBAINezf8PJ/wBu/wD4V1/wqn/hp7xN/Zv/AD9faE/tL/Xed/yENn2v73H+t+5+7+58teIeVD5jzRTfP/zyr7T/AOClvgfwX4W/ZO/ZS1Twx4K0mwu734aSC7uLKwjiknzbabcHeyKC+Z7q5l5z+8uJX+9IxIB8eHxh4s/4S7/hZcXi7UP+Eh/tP+0v7e+3yfbftvmeb9p8/O/zfM+fzM7t3Oc819CL/wAFf/8Ago6i72/aH3j0HhHSB/7aV819/wDUpIlEcQl3w/foA+i9Z/4K3/8ABQjXtIvfD15+0ddCG8tZIJZLXw/ptrMqOpUmOaG2WSJwCcOjKynBUggGvEPh18UviR8JNYl8RfCr4g654bvZrZraa+0DVprOaSEsrGMvCysULIhKk4yqnHArAkiEUj+V89Q+VMJPO/eR+XQB9C/EL/gqt/wUB8eeF7jwpqf7Tuo21pelFkn0XTrLTrpSrq42XNpBHNHyoB2ONy5U5ViD8u6zZ63rviO/8Y+JdeutR1LVbqS61DUL64aae5nkYvJLJIxLO7MSzMxJJJJ610EdrDLGnmzR/wDXOoTpcMVx+9/eJQB7B+z3/wAFC/23vgdpL+Fvh3+0dr8enta29tY6dq5i1OCzggVkiit471JVtkVW27YggIVAQdi41fi9+19+1V+0hYT6f8bP2hNd1Kwa1jt7jSIJUsrC7SOXzUMlrarHBI4fDb2Qt8qc/IuPCry1miiSa1+T/rn/AM86fZ6peCN4bqbYlADNc1m8sJJtNimg2UzRLA+X50s3z/8APTyqLi1tJbjzvJ8x/wDnn5X+sqzZxf6P/wAs0oAmk/1afufL/wCmtMki87Z5uz93U3lQ+Z0+T/rlUJii+T/lpQASWol/1vl7P+uVMOliKTj93+6qYReV/rZv+mdH+qk86WGgB9va+VGkMX/LT/lrRH5PmeTQfJ/5Zfu6fHaeVJ/yzoAPKh8x/NhpkcU8X7n/AFdPMXlf7f8Az1joGfL8n7n/AFzoAZ+5P+q/5Z0RxQ/8taI4v+Wxh/1lPj/64/JQBDJj5/Kqb9zFH+6h/wBXT5IvJj/1Pz0zyv3Sf8tPLoAJIvN/3KZ+59v7lP8AM8qPM03ySf6qjyf+W0Xlx0ACReb2p/7mMedLDGn/AEy8qmRxTRSf8s9n/PKpvJ8qPzoqACOKCLZ5v3I6DEB++im/1nyfuqfJF5X+qhojh82Tyf4/NoAI/wB1F+6m+SnxxQxSeTF+78yiKLyv+PWnyTTeX5sX7ugBkfnS74ZYI/3n/PKppIvNk8n+Oj/VDzh5f/bP/npRHF+7Tyv+etADP+Wf7nZ7U+L90fJH/PWjyvKk52bKfHF+7/1NADJP9Z+6ho8qbzfJiiT/AFtEn8EN1s/6ZRUeb5Ujn+D/AK5UAMkio8ryo6fJF5v7mKGP/tnT5IvNj/dQp+8oA8rj/wBX/wAs/wDv1U0cs3l/88/+etQ7f+m1Pjix/wDa6ACOH94nlf8ALP8A6ZVN9lh8z91DvemceX5MXl0+OLI/5Zp/00joAI4ps/8ALP8Aef8APKn+b6w/P/0ypiY/5ZbNlPjih8v91QB95f8ABJN9v7Fn7Yr/AN34Xp+mna3XwbbxTeb+9mjjr6C/4Jf/ALU+j/sfftg6B8TPGWtXtj4Tv7S50jxXJaWC3LfY5kyjFSC4SO5jtpmMX7zZCwUPkxv9JfE//giLafG74h6r8Qv+Cff7RPw51rwBNdFYobzxTLdNpN1gPJZCe0huFlRFeNlaRhKEkVXDFfNkAPzuk6f8s/8AtrX6W6f8cx/wSe/4Jm/Dlvhh4D0v/hafxw0ufWH8VQr50Vtb4SaGWXzhmSaG1vbaOO32+QspnkO/5hcecft5z/sO/sxfsZ+H/wBjT9lr4h6D468Ua7r1rrnjrxlpcFnqAuUt4riNc3KmQWj+bJiGCBt8cImEjf6S7XPZ/Ci3/Zy/4KZ/8E//AAL+zz8Rvj5pXhT41/DQPo/gd/EV9DYxags0gjs7OKIEC7hkghtLdmjU3McturlXD7bkA3/+Ccn/AAUb8YftveL7/wDYX/bq0Cz8f6d4/tbkaXqf9nW9qYDBbtcPbzJbrEuzbbmWKeMCaKZQQWDK8HLf8EN/hzq3wg/4KRfEz4UeIbu0m1Hwx4O1nSL+WydmhkmttYsIXaMuqsULISCVUkEZA6V2H7MH7IH7P3/BJPxTqv7Tn7cfx/8AC97460DSpJ/BfgvwprLSXT286PbNcR28ohmuppS01ugKC3iUSSO5+/b+S/8ABDf4421z+3t8QPiz8ePiJpFjfeIvA2t6lqGr6tcW9jHc3LX1pfXTjOyNcRxXE7KoCpHFI2AqEgAsfHj/AILrftX+I/jpJ4t+Amp2/hzwPY3US6b4W1HQ7W7fUYI33F72VlMiPMOGSCVBGm1UYupmdP8Agr9+y/otz/wUx0H4d/Ci3s9P1H4s2uk3My3arDaQ6neXs1gZcQxblR2hSaRiJHaSSZ+dwUfCFnfnyk/ffJX3z/wWy+Nmn2X7evgP4s/BT4g6Xe33h/wHouo6ZqmlXUF7HbXK313e20hHzo2Y5LedQwKvHLG2CrgkA9E/4KL/APBRjxh+xH4x0/8AYV/YW0C08Aab8PrW1/tXVP7Ot7ozCa3W4SCFLhZVKbZ1klnkBmlmZiSoVnn8S/am/wCCm/gn9sn9ifS/hR8efgsNQ+LejapGNN8bxCO3toLcbDNdqEIYTTonky2oUQFts6lTHFCnu/7U37H3wB/4K0eJdJ/aW/Yh+PPhWz8da7pcdx4y8HeK9YaO5W3gRLYXElvCJpraaIrDbsAhglUxyI4+/ceKftc/snfsKfsl/sf23w+n+MNn4x+P767tv5/CmtrcW2nSxOqXllcwBtsFtEpZVaRVupbgBgFiEsUQB9nfsLfswfGT4G/8Ez9Cb9k3S/AunfFH4iaXDq+qeLfEN3cmKO3uRJNaynFvK0s0FrLDGluVWBJWlkPmZcT9R4U+Bn7a/ir9nH4n/Bn/AIKOfF34Ya54d13wveGx8bWkQEmgyCHiae3eztbZ4YGUXSS745IpIeWYMrQ/Jvwri/Zx/wCCmn7A/gj9nf4j/HvSfDHxs+GW7R/BbeI72GyivxM4jtLSOIEC7hkghtbdmjU3MUturlXD7bmt4e/4Jl/shfsY/D/xl4i/4KWfHPQb7Xm0Fm8MeD/A/iJ1v0ikPlx3tvFKsUtzcmZWjjV4zax+W7zF1LGAA1P+CCXxA0L4Q/DD9of4reIbK4l07wxoOk6tqENgitNJBbQ6tM6xh2VS5VCACyjOMkdawvgj/wAFlP2yfjH+3N4R0t9d0vTfBPirx3p+l/8ACDf2RbzRWtlczx22PtXlrcvMqv5vmb1UyjPliM+TXOf8Ev8Axn4L8N/sg/tbaf4l8XaTp11qfwwT7DbXuoRwyXGbXU7YbFdgXzPdW0XGf3lxEn3pFB+aP2QdW0Xwp+1v8LvEev6va6fpen/EXRLm/v764WKG2hjv4WeWR3IVEVQWLEgAAknigD2H9r3xH4u/4J4/8FK/iBN+yb4vuPCrW90j2otra3MNvDf2cF3LafZ/K8hrZJJsRxNGQgihPLxh6+jf+C7H7WX7RXw2+L1t+zl4C+Jl5pfgzxN8O7a413SbK0gV7p5L68jkBuPL89UeOGNGRZAjIGVgQ7hvmL/grzrGjeI/+CjnxJu9B1KC+gS6062kns7hZUWaHTLSGaIlSQHjljeNl6q6MpwQRX0n+2x8BT/wVc8N6H+2z+zn8YvAsLaB8METx14L1rxB9nudDlhe6ufLeZ0CLud7mMSXC20RFsJRI0chZADd/wCCUP7Q+k/sm/8ABKr4mftAeIfDV1q0Xh74i3DJpdnKsb3M81rpNvChduI0MsqbnwxVNzBXICH5M8eftx/tyft/+LNN/Zn8efGGyj03xt4xs7az0C30+Gy0+Cae5CW8UkkMRuJLeJ5EIWVpj+7RzvkRWr0j4I+NvBVj/wAEM/jR4NvvFekpq1x8TrD7PpMt/GtxL5kmkvHtiJ3NuSzu2XA5FrMRkRvj448C+OPEnw58aaR8QvCV59j1jQdUt9R0q88lJPIuYJFlik2OGVtrqpwwKnGCCOKAP0g/4KJ/8FEPF37EnizTf2Gv2F9AtPAWn+Ara2Gpagum290ZzNbrcJBClwsq7Ns4llnkBmlmYkldrtPpePv2u/Hv7Z3/AAQ2+Ivj/wCKemWi69oevaboWpX1phU1RotR0qYXRiChYXZbhQ6L8m9GZQisI0q/tQfsi/AL/grJ4l0n9pT9iT49+GLPxzrulx3HjHwb4q1ho7lLeFEthcSW8QmmtZoisNuwCGCUGORHH37hfjL8Ifgv+yJ/wR2+Jn7Omj/tE+F/E/i9/E+mzeLrXS9dt5PsetSX9mHsYogfNXZDp0uFkAkf7NPIVQAxxgFP/glH+1j+0NefsSfHqy1b4nXV4vwm+HSXHgE3tnA7aS4s9UlUBnjLSorW8IVJS6IkSooCDbXyb8Gfj58Yv2mf+Ch/wn+KHx08dXWv62/xF8OWy3VxHHEkMMeoQbIooolWOJMlm2oqgu7uQWdifS/+CTXxl+FWgWfxf/Zb+LvjrTPBlj8XfAcunWPi7WbkJbWFzHBdRCN1bah3R3ksgZ5YgTbCMEtMuOcuv2OfH3/BPX9ub4MaX8evHHgvyLjxloury6lpOvhobO1i1OMSSXAnSKSBFCM3mugiYBtrsY5QgB6j+1R8C7X9pP8A4LuXfwZ1e2tbjTNV13RZdYtru6lgWewt9EtLq7iDw/OHeCGVFKlfnZfmQfMNX9vD/grl8ePhx8cbz4BfseyWvw/8LfDu5n8PG2t9BsZnvZrV/IbbHLFJHbW0ZiMcMcYB2ZZz8yxRcV+2P+0rp/wJ/wCC1ur/ALQPhnXjeWPhjxPpEesSaKsF1I9smmWtpqVqgc7PO8v7TAQSpSTI3Iy5X1b9ov8A4JifDb9uj4tah+0F/wAE/P2ivAmpWviI/wBreMdD1XX5mk069uyZRKFiimmg88+azW86RtFIkgX5T5UIBj/tp+O9B/4KNf8ABNOz/bfj+HGmeH/HXw48UW+ieMb2OR1+02riNHhtCu4yxNPfWkyJPhof9IVXbJaf1L4A/ti/8MN/8EWPh/8AFWx8Jf2zq+oanqekeH7R2xbJey6lqcqy3BDBjCiQyMVT5nYKmUDGRPFv23PHv7Lf7LP7DGj/ALCX7KHxwsvGGoeJNeh1zx/rmj3Nve2l8qKN2+RHkS2dp7e0McEJLpFafvWPmb58L44+L/Bt9/wQ5+Dfgqy8W6ZLq9t8Tb/7RpUV/G1zF5cmrSSbog25dqXlozZHAuoSeJEyAerf8E3v2qPjr/wUb8T/ABC/ZF/a/wDF1p4q8La78Ori5E7aBY29zZTR3NvCssBihWPcDcCVWkjkKS28LIV2sG+Pf2Cv2zta/YX+OMnxb0/wLa+I4dQ0O40rUdLuL1rZ3hkeKUNHMFcRuJYIjlkcFN64BYOvtf8AwQl8b+D/AAJ+194jv/HXi3TNGth8LtRCXOq38dvGfKurO4lw0hA+SCCaVv7scTucKrEeW/8ABNz9k74X/thftID4PfFL4g3Wg6f/AGHdX0MenTQx3epzR7ALaBpgyhwrvO2EkPl28g2gZdADgv2sv2htY/as/aI8R/H3XfDtlpk/iC6iaPTbSVpEtoYYI7eFC7cyOIok3PhQz7mCoCFHBRw16V+2R8EPBn7On7TnjD4K+A/HP/CRaP4f1MQWepu0bSDMSSNBKYyVMsLu0EhAXLwuSkZyi+ayQwxR/wCoSgD6W/4I7NCv/BRv4dJFs5/tfp/2B72vNv20EhP7ZHxaOfn/AOFm69/6cZ65v4K/Eb/hUnxg8JfFv+x/7R/4RbxNYav/AGf9o8n7V9muI5vK8za2zds27trYznB6V9//ALT/AOwTov8AwU3+KA/au/Y3/aB8H3M/iTQ9Nu/GPhnxFram60OY2kcdujrYpcGJ2ihKvFLgpLBJtdw22MA88/4JWxxL+xr+13FDDsH/AArJR/5TtZr57/Zd/bB/a8/Z8SX4dfsy/EjUrD/hJNTh2aFa6Rb6j9qvWxEnkwTwy4lfKIfLAaTbGDu2IB9MftO33wb/AGF/+Cdl3+wd4d+JOmePPG/jnxM9741uNB1m3ktvDl5aTWLTwtGuZkwbWKBElVWcrcSEx7RBWX+wZ8Jf2d/2Yf2Zb3/gp38cb7TPGGp6PqbWPgXwPa6hEpttVWXZGZ/M/wCXvpOiBXMFuDchJX8sRAHqvhrRvEn/AAS18ERfH340za38R/2nPjHbHRvDejXN7c6glsim2H2eaVWZrt0b7GH2szOwhgt9qCS4b5B/aj/ZR/b7sdEvf2tv2ovhvrjw+IbmCXVPEGo3VvJNE06gQie3icyWSAbIlR440iPlw4Q7Er3D/gnB+1JY/tDf8FQ0+N/7Wvjq0/4SDUNBurLwHHNPLBaWN/I6RQ2NsobYiG2lvI0SQnzJJckvcSKzerfFbxJ8a/8Agn/+yr8bPhF+1d+1ZpfxL1Lxvpg0/wCGOh3XiS5uNZEF4l1Z3F5Ok8TywRCIJKE8ySDzLeSJZFeXc4B+XUcp/wBTRJ/q/J/65/6qmSRGWP8Ae/8Afqjny083/v3QB+iH7F3jbwr/AME6f+Cb93+24fhxpeueNviN4nn0TwlqBd2+zWyCREiuiSpjhWexu5mSDmb/AEdWdcBoN/8A4Jc/8FRv2qvjT+1LpvwI+Pmv2nifTvFVtcrZXjadbWU2lTW1rPc70+zQosqSLEyMjjIJRlZdrLJwH7D/AI7/AGXv2pP2F9Z/YM/as+Ntt4N1Hw3rs2t+ANc1i4gsrWxR1O3ZI7oly63FxdmSCYh3iu/3TDy98HrX7CP/AATFj/Yh/ab8P/Fv9qD9oTwNp2rHzrXwB4e0nXtj6zeTxNayg/a4oWk2JcqqxQqzNJMhLKFCSgHj/wCydn/h/Hqe7b/yUzxrj1/1GqU79mX9nbw5+0j/AMFk/iHovjjRNM1bw/4b8deJ9c1vSNULmO7ji1CWGFAigiXFzPbu0bkRvGjhtwOxsv8AZG8beDbj/gt3ceMo/F2lPpGp/E3xX/Zmqpfxm3u/tUeox23lS7tsnmvLGse0neZFC5LDND4Gfta+Ev2cP+CsfjL41ah4u3eB9e8ceIrPW9S0eCO9judNuryaSGZCuS0Szrazl4SXZIztD7tjgG78dP8AguH+1Fr/AMb5PE3wL1K18N+DLK5jXTvDOq6PbXLahDG5YveSFTIryjhkgkQRrhVYspmfkP2yvj18Kv8AgpJ+0N8Ol+CnwaHg/wAXeIxZaN4m1fWbsbL3ULiWKCBH8gN5kVv90XRQTSRuFMSiGNa9W+JH/BHPwB8SPHeqfFT9lD9qH4eL8IoLky6xqV14hN4/hxVAkuohLEHimSGFllUzTRNtZVkbjz38h/bnsP2P/wBm744+BZP2APGF1e614Utra71rxDDqUep2EuowvFNa3Mcjbo5bjIZpljH2YfukVFYTIAD6C/4KF/8ABQfxZ+xZ4msf2Jv2ItCtfAen+A7a3GpakunW9yZjNbrcJBClwsqlNs4klnkBmlmYkldrNNUvfjX/AMPTv+Cb3xAk+JPgjTP+FnfBbTIdWj8VzJ5MVxBh5ZpYvKGY5ZrazuEkg2+Q0ogkGz5RBq/tN/slfAX/AIKr+INN/aK/Yv8Ajr4ZtPG2u6ZHP4v8IeJ9XaO5WCFEtxPJbxCaa2liKxQMAhglBjdHH35+a+KVv+zt/wAE2/2EvGnwA+Hvxu0rxL8ZPiSF0jxifD13FeRWYhkMd3aSRkkWsUcE11bhpFFxJLOzhUCYtwDrf+CWf7Qui/sqf8EuPiX8e9a8NXWrQeHfiFcGPTLOVY3uZpbXSoIULtwiGWVNz4Yqm5grkBTzH/BP7/gpV+1D+1Z+2NY/A74765oeu+C/HNtq9te+GJ/DdqLW3h+x3FwIoyE8yRAIvJ2zvKGjdw25iHHn3wP8Y+Drb/giJ8Y/Bt74r0y21e5+Jdj9n0uW/jW5k8yTSXj2xE7juS0umGByLaYjIjfHBf8ABJTVdI8Of8FCfhzfeINYs7GGS51C2jnup1jWWabTbqGGMFiAXeV0RV6szqoySBQB3P7D37G3gPxx/wAFPdf+B+q6RZ654M+G+u65Pe6d4hkLvf21ldNaWwdY0CTP58ls7owWJ1SQEEHy21PjX/wXB/ab8SfGuTxP8DtStvDvg2yuo107wzqOj2t0+oQxvuL3khUyK8o4ZIJEEa4VWLKZnw/gf+1z4K/Zz/4Ku+L/AIx3fi9G8Fa9438RWet6no8Md6lzp1zeTSQzIVyWiE6205eEl2SM7Q+7Y/oHxK/4I7+A/iV441P4o/sp/tQ/DwfCCG5Musajd+ITeP4cRAJLqISxB4pkhhZZVM00TbWVZG489wDL/wCCp0fgj9pj9m74W/8ABRj4eeAbTw7N4rurjRfFkE85a7uLqPzEgyUHlzJEbG8QTtskaNrcFcKEih/4Kjq0n7HX7JMcff4Ztj/wX6NWb/wU8+MH7PPh34U/D39hr9kvx4Nb8J+BfP1DWri2uYr22u72YboXW8XPmyjz7x5BFthU3QQDMflxH/BTDxf4O8T/ALJH7Kml+HPFem6hPY/DVxe29lfRyvb4ttNtzvVSSmJra5i5x89vKv3kYAA+K5Mf8tfuf9MqfHnzP3vl08RTeX+6/dpRHFN5fkxQ+ZQAyP8Aex4zs/dUSWv7tz/BHVnyvKk/55pVby5peYqAGfZfKj/2KZGDFH/yzepvKyP+ejyRf9/KI7SgBkkXmx+TF5f/AEyqGSws5ZEm/wCmv/LOrMkXkyPT48Q75v4KAK32Czij/dVN5X7v91D5nl0+OKH/AJ4/JT4/J/1I2O8lADI4f+uf+qqGSL/ljF/y0qzHF5XZKI4vK/5Y/wCs/wCeVADLiL95mjypvLc/9/af5Ri3zRQ/8sqZ5Q/vR0AM+y/8sYZo4/4P3tHlfu/3UKf6qpo4vNj/AHUMdHlfvP3v3P8AprFQAR/uo/8AlpR/x6yfvf3lPj8nzP8AU/6v/lnUPleVb/uvLfy/+/dAD/KhxiLZT/Kmlj/dfvKJP3Un7ry/+uVHkw+Z/qf+2VADPKPl+d5MdEkvmxpDT5P3Uf7qi4i/0f8A0X79ADIwIpPJy9EcX7z9yY9//XKjyvJ/1s0ez/prU0UX7v8Ag/65xUAQx+TFJyPkqHT9Zh1SR4bb79v/AK2rh/ex+cIfkkpn+q3/ALmON/8ArlQA+OLzf9b/AMs6fH/q0m+RKZJ5MvPk/wDLL/lnT0i8n/V/u6AHxxTfJ501P/1WIahj/wBZ+6hqbyvKj/8AIlABHEf+e3+r+TyqJIpopPJENPjJ8vyJf+WkWyjPmyJiGNKAGRxQ/PT4/O/57b/Mp8cMPzwxfvKJIv3f+xQAy4Ex/wBV/wB+6p3kv2WPH/PSr8cUHyfuf9uqd5awXUfkw/8ALP8A1X7qgDK/tn95mKtjTrqGWz/2I/8AnnFWJ/Y00X7mL5Erb0+1Frb/AL2GPZQB5j5Xnc0/yv8AljF5f/bOjjHk5j2U+PzhHnyUoAI/3sf+p+T/AJ60+PHSXZ+8/wCWVM4lkT+On+VN/wAspqACOI/8sv8Af8unyRfu0h/eSUeT5X/bOjyv+eWygA8r93/8ap/lf88tn/tOjypvNT/V0cRfuR5kdABJ/H5Wypo4v3n+xUMo86PyYpk2U+OL928MX3JKAD7LDLcfvfLqtqGlfarj97D/ANs6sx/6z/Y/560//W7/ADf+/VAFOO1/7af88quR/vZP/jVMkihhj/8AjVPkih8zHkpsoAJf3Un7oeXU1vL5UeP/ACFTIzDDGlEcXlRv5UMf+q/790APki8qJP7n/PKnxxzRRpNEH/65UyOX7V/rf3j0+T/rilABH/q/Ol+/5VP83PEuzZTI/wB7JnGz91U3lfvPP8nf5dADI/8AVeSfv0H97J+6+5U0Vt+7/dGmR/6v/nn+9oAZHL+6/wBT5f8Az1oi/wBZx/uebLT44vueV5f7vpT/ACj5n8FAFaS1hlkfzafcDP8ArYfk/wC/dTeT+8T/AFdQyeTLGnmw/wCs/wCeVAB/rZE80bP+2VAimH+qH/XKn9P7n7v/AJZx0R+SZM+T/sUAEcMHyTeT8lPjih/54IlB/dHyfOSjzf8Alj3oAJMy/wCq/wBzy6P+Wnky+X/20p9va+VH538H/XKiT/nj5P8ArIqAH/63/Vb/APrlRH5Msn/oqmf66T/Yqzbxf89YaAC3izJn/wBpUSRTSxv+5/1dHleVJT/K8yf/AJZ/vKAGSeTF/rYaI/3X+tp/lZ/3/wDplTPK/wCWPnRvQA//AFX7nFMjl/d/wf8Afqny/vo3m/jpghh+T/ln/wA9aAGfuessNMj/ANX/AM8/3X7qppIvN/1X/kKmRxeVH5tAENxz+5lh8tKZJF/1zdI6m/cyyfutlQxxTeX+9/79UATW8QOyWnxy5L/vvkj/ANVTIpZpdgihqa3zjyZaAJreKGn29r5Uf/PP/tlTLf8ApU0cvlSfuvLjoAYYvK2QxeXsp/lf8tYoUp8kX7uiL/Wf7FAEMcU3/wAdpn2WaKT91NsqaSHzbhIcx0+OLyo/OihoAhj875MQU+SLyT5MUOyjy/dP+/VPi7UAElr5X7n5P+udHk+b/rfufcp8cUMuyGWai4HlR/uqACOIRSfvYY/+/VM/ezf6uH/WU+P/AFQp8VrNLH+8+5/00oAZJa4kSmSWpi/fRf8ALSppIv3f/XT/AKZUzyofM/e7ET/rlQAz+4RNTLjIk/dQ/JVmSUxb/NpkkX/TFP8AtrQBDFFmT/bp/lfO8J+5Tz50Uf7qiOL/AJ5fJ+9/1tAFaM+V/c/eVN+58z/rpT/K+4ZfL/uUf6qRP7n/AFyoAYkXlf6r/v5T44fKj/0Xy0/650/99/0zk/6Zx0R+TFJ5sUMcdAEMcRit3/cx7Kf5J8v+DZT4/wBzJ5Pk/wDbWnyRQ0AQxxeVH/cojh82RPN2U+OHypP9dJU0cXm78bNkdAFaSLl4f4KJB5Ww1NeS2drH/wAs5Kpx38Msn/PRI6AJsfuvsXlJ/wBdafbfuulEcX7pMfcp8cUMUfTy6AIfL8qPjzKPK8qP/npU3m42USfvZP3v3P8ArlQAyT912pkkXlR+T/rKmji/3KZH/wBMv+WdADPK/wCmPmeZ/wAtaI/3UnkynZ/z1/dU+Tyc+TL/AMtJf9VT/K8q4/2PuUAMji7H/wBFU+SLygn/ACzSiSL/AJbxfvKfHFDLs+5sk/5Z0AMj/wBZ+9h/1n/TKn/8tE/1aURiaKTzvOo8ryv9b5af9NKAD/VSf7ElPj/e/ufOk/eVDcERf89NlFvFiPyR/wAs/wDllQBNH/01p/m/89YfkpkYBCTReX/20p9x/rM58zzKAHxw/u/9j7lPH7qRP9Xsk/5ZUzyv3n/LP/v1R5v7vzoqAA+TFH+6+/R5UMUif6umfvvM8793/wBsoqefJy83yUAMli/d/wCp+eiTyYtnk0SxDy/3VEgm8vyYpv8AyFQB5dHL+8/1NP8AK8qPP3PLoM3lfvv3cdH+t/1X/fqgCaKL95+6m/65Uzyu/k/JT44xDJ/2yol/49jQAW/7qP8AdU/yv3n/AF0pkf72NPK+5T/z35oAfHF+8/5Z0eVCP+WOyiTzTGk0Xl/9dKfJz/c/65UAMf8A1f8AyzpE/wBb+FPj/wC2fWl8r/ljKH2UAM8r93zCn/xynx+T5n/2qn+af+WXl/8AXOmHzvN8mXfHQA+OU/8ALKH/AJZf8sqIx5VviKGP/plT4/O8r/45RcWkMP8AqtkdAB/yy/dVD2/66VN5UOf3UNM/feZ+69KAHx/9MpqfceT5nkmH56ZHLFFH+9p/lTeZx5cdADBF5UmItm/yv9VVmTtUMco8vj78lWY4jQAc/wC4lEn7qT/nm9Mk86KPEVEZ8r/ljHs82gB8cXnR/wDx2j/l4/c0D/lp/wBcqfH/ANNvuf8ATSgBkvnRS+T5PmUSxeVH+9+RKP8AtjHJT4/9Z5NADJLX95/qfLT/AJ6USfuo/O+5U0kR8391DHRzFIn/AHxQBWzN9o86KGppLX95+9/36f5sPmeRLD8klMklzs/1e+gB8EXlx/uoaZH50uz/AFf/AG1oj/g86po4oZY0/wBXInlUAPjih+fP/LP/AKZU+TyfL/df8tKZ+ezNH/LP/lnsxQAR+TFH5x+//wA8qf8A8esiUyKWbzP3v7v/AJ6yUeb+8oAmj/1nkxf8s/8Av3TJIsx5P7yiM/c/dU/998n/AKKoAIz2yn/frzKPN8qPyYv+2UlJ/wAu1L5vldKAIZIv3Z/c0z/ln+9hj/1VPk8mLf50NM8v3oAZJF5s6fvtlPj6P5v36ZJ+9jT/ANpU+OIeX+9/5Z0APSKHy6mjixJ+6hj/AOutQ2/kj/lin7upv+Wn8Gz7lAB5X7z97DH/ANcqsxxeVJzsT91sqGMeb/qtn0qwnT8aAJIopvL6/wDLWmeVD/y12b6fGP8ASE83y/8ArpRJF9zzdn/XWgCHrvPybP8Ann/yzp8kvkx/uqf5XlSYpn7mWT/7VQAeV5XTy/3f/LKn+V9zMKb4/wDlpR5U0X+q8vZR/wBMYv8ArnQAyOL3j/vxeVT/APWyfvfL/wC2lH+tH/LOn/uvLTFABHF+8/1P/fv/AJ6U/mLiKb5I6Z1/1UP+3RJ5UX+t/wCWctAB5Xlf63/nlTPK7f8APSppIv3lQ+V5Ub+V/wCQ6ACOI+W/lUR2v3PubPK2VNJjy/3tHmw9f3aUAM/5afuofkpklr5sn+pqZ/8AntL/AN+qJMxf63/v3QAzyoc/uoaI4ofM87+OnyERW7+TF89EkP8AyxNADPK/eZx/t0eV/wAscR/9+qfJFCJP9T/39lo/1Un8H/XSgA8qb/ll+8/660z9zLJz5f8A1yp8kX3/ADYfM/6ay0RRDv8AJQAfZYYpON9HlQxS0+OKHyv3vyf9cqI4v+WP7t6AKGuRTEZ/gqtp9r5twnm7I0rVuLXzo/3uz/rlT7eGHy08r7n/AJDoAZz/AKmWH/V/6ryqZJF5Uf7r7/8Ayyqa8l/567P3f/LOmSe3/LOgBkcPlSdfnp8cXlSJ5MPyf89KJIv3iQyzfJRzdSJ5UMf+toAZJEIpE8qH5KI/3MafuafJF+7/AHWyOjyvOk87yUoAZHELqN/O/d/9sqfJF+9fP3P+mVP/ANV/rYfkoki8uPyZYaAGSxf89Yf+/UVMjtYfLeGXy6mki/evNF5dVri/hijeaUxo9AFn9zF+5ii+SP8A550eT9zyvnpkd/DLKnlf+Qqmji5Tyh5n/TSgCGS2/dJ+52VNHFDFH+6hjojimik8nzqfHFNFs/1ciUAMkihhk8mWanydP3v/AGypnledzRH50Uflfu/7lAE0dr+7/wBimeVDF/y2SOnxxQxf9M3jpkkvmh/Nm+egAj86KT998lMjl7mHy0qbyR7UyOL/AJ5UAEmYjmiOIy/6r7n3KZJDNF/rYaI4vKl/df8ALT/nlQB5mnT8aX/VSeRFN5af9Mqp2+vQ3UnHyVcjiPmedF5cf/PWgB/ESU+Mfc/5Z0RxQxW/7o/P9/zafJF+8/1yP/0zoAI8eX+6o8r/AJ6+XR/cPyfu6f8A8tP3v7ygAjHkx/utn+tpmIf8x0/yv+WMVHlQxbJopkR/+mVAD/8AU/6uiTyfMfzf3aUSSzSy/uvv/wDXKh/44hQAeV5UnPl/u6muIvKkSb7lMjlOfJ/d/wDbOnx+d5lADJPOl/1XyPRHF5XWH5/Kok/cx+TF/wBsqEih+Q/JHQASfveJDQOv/LPr/wAs6LiGb5PK8vfQ8vlf6qFKAH/67Z5Xl76PN82TH7uiOKH5OaJIfNj6pQA/yvK/fU//AFUf7rZ/1z8qmR/88YqfJ53mfutn/XKgB9vLN5fkxQ/P5VPH8FM8r/lt53+rpn7ny/8AlnszQBNH50X7mLy/3dH77zP3Xz0R/uo/9SlTRw/vP+Wf7ygBkkM0UdQx+dFGkMR8tP8AnlmrMn/TXZUMkU3/ACy8uRKAGSSzf6nyaZ5v7tIZfuVN/wBcdmP+mdMktc/88/3dABJL5sfAok/1fk5SiO1/56/+Qqf9l8rigB8cXlbOY6f5s3mf8tH/AOeVEcvlSf8Aj9H77/lr/rKACKU+Z+9p3lTelL5Xk/8ALFNklPt4vKkf99/21joALcwxf889klMk86WN/Nmp8kWY/wDXR7P+etPjiMUn/PSgCGP/AI+P3X3P+ef/ADzp8n8EMX/LOX/llRHF2/d/9NafJ+92eb5caSf8s5aAD/rlvjpkkU3l/wCup8fkxScQ/wC3+7/9F0Rxe/8AyyoAYf3Un73y/wB3TI/9Z+5hT/plT+PMT/0ZR/02ihoAJPOl/wBVR5X7z91/5Dojim8zyZfuU+3im8v/ALa/6uKgAjiE0mfkqh4k1PUtLuLaHRtNkn8yX/ll/wAs60v3P+u+T93U1vFP5f7ry/8A2nQAyPzouZd8fl/8s/Nqa3i82NIf3aUyOIf9M0T/AJa1cj87/US/9sqAGebNLJ/B/wBcqZJ/q/8AnpR5X7z91T/Km8v90fLf7lADP9VH/wDaqfJ/q/3v/wAbok8nyz++p8f+s8nz0oAZ++ikfE1M/cyyeT/z0qeT97H51J5R8x/3yUAEn7r/AFvl7I6ZHD+78mWnywj5PN8uj/ln+6moAI/Olk8n+Cj99FRJ5P8ArovuUSRDy/3tABHH5vNH+p/1Xz0//lr/AMs99Ecvm/ufJ/8AIVAB5U0UflRbP7lEv/Hvz9yiOKby083/AJZ/8s6PK8399QAwxeZJ+68zZR/11/d/9MpKmjhpn74f880oAI4oYpEhot/+mX/oqn/uPL/1PyeV/wA8qk/5Z0ARxxebs/1aJH/yypkkXm/uf3e+pvKz/qpv+uX7qjzf3f8AGn/bKgAkihl/cg/9+6ZHa/vP3UP+xU3lf8tvJj/eVDJF/wB8f886AD/ln5NEkU3mU/y4fVKPKhl/11ADP+Wfkxf8s6Ivb93T5P3P/LFKPK/54zR0AQxxTUeVDFH5P7yPzPkp/lfu3oji/eUAM8qY3D+V8/8Az1oj/dW3MP8ArKfHF5o/e/u/MokH7vyf3dADP+Wfkxf8tP8AVU/yvKk/e/I8lMvJYYv9b/37+5RbXMMsnlGgA8ox/wCq2UeV5saeVD/38qbyvNP+3TPK8mTzopqAGSRTSx/9dP8AlpWJqFhNLJ5Mv/kKt6TmRIR/y0/5Z+VRJaw/64wfJQBlafFNF+5i37K2BF5UaebTLeKGKTOafHiKT/Ux0AHlfvE8r/v1R5U0sj/6un/vpdnm/JR5Xm8eR5nmf9NaAGRxGjyv3iQxbN//AE0p3kn/AKZ0uO8Xl/8AxugAk/cx/wDLTZ/1yoji/d/6lKB/0y+eiOKH1oAB/H5Xz+XRJ50sn72gj7kPkp+8/wBVR5X7v96fLSgAj/dXH73/AJaf8s5f+WdMjx/zx+en/wCtj/go8rypMf8AkOOgDwfQ7CaKRP3MldPb/wCrz5NFvYQxRpT/ACvKkxF5eygB9vmX/VGnw+Tn93TMGL/VbP3n/LKpo4jF/qv+/dABJdeV+5/6ZURS/ao+nmCOqeqRfu0hi8uP/rnU1n+6t0h+T93FQBfk8qLZ/c/55Uz9z5bw/u6P9dv/AL9M8rzdnlfP/wBM4qAHx/6xPKo8r/ljF9+mSf8ATL/lnU3lf9Ns+ZQAeVNFI/lfu3pkgh83+D/pr5n7ynyS+VJ5MMP/AG0pl5azfJ5WygAt7mGb9z9+nxyQj/W+XVaS1/ecQ7Ks+V5Vv/rk/d0APuPJi2ZpkUXlfuZf/RtHk/vPIqaOLEj/AL7Yn/TKgBkkM2U+5+8oSH95/sf886m8ryv+2lMk/dSfuvMRKACOKLzP3UPyVNJF5UfPlx/9dKZHF/mP/WUfvopP+udAB/rT5MRjSn28XlR/6nzPLqFzNDGg/gp9vL5tw/m76AJvK82P915eyiQ5/wCWPlpT7fPl/wDxqKmXEU0Uf/LP/rlQAeVziLy6f9l8qP8A5Z1Q1G6+yyfuj8n3/wB3TNL17zZPJl//AHdAFzyvNkqaO1/ef7FEZx++i8v+5+6qbzYfM/uUAEcRhHk+dTJIofM/+OUySX93/wAs6f5Xm9aACSw/d+SPuUyP91J+6hj/AO2VTeV5sdPt4v3eaACOLzY8RGOmeV5Un7r95T5Iv3f7qmSRfu/O+/QARxfu/wCCiP8Adf8ALF9n/TWn+b5v/POnyRQ+Z/rkjoAhjl8qT/47TvJP/PCOm/uf9TT/ACsn91QAf62PzvJ30/yofMeGL5/+mVEn739zTLiKHPX5/wD0XQASRQ/9M6PKzJ/zzp8kv3Bn8qZIPN3+UKAH+XD/AMspo/8ArnU3lfvP4KI5f9HT9zT48xSeT+7f/nlQAyOL92/Hl0+OL92k0X7uiOKzlHnRfvPMp8cOY/8AboAPK+55Xl7JP+/lF5L5Vx5McH/7upovJtf3PybKyr3UJrWOabP+roAv2d1DL/qv3fl/8s6mx5X/ACxrE0eWG60/zpIfLf8A55VvSSw/Z/8AU/8AbWgBkkXlSfvfL31DbyzeY8Pk/P8A89KZJf2UUmPOjSqdx4j0e1k/ezR0AbFv5MMf7rZspknnCN/N/wC/dYkfjzR4rjyfOj2Vct/Fuj3X+qmjSgDS/wBVG/8A0z/1VHlcfuh8/wDyyjqGO6s5d83nR7JKf/rZEh/goAfH+9kzF5f/AEyo/c/8tPufc/66U8fuv+PX56Z/qo/9ugBnlQ+Zinx/uhyfk/8ARdEcXlR+TF9z/rlR5v8Azy/dvQARxeb/AKqbZT5P3X+uo8rj/ln/ANtKdQA2P/vhP+etHleVv83/AHKJf8+XR+/lk/uPQAc+X+7/AOWn+qjo8r/gH/LOnx/uufJT/rpT/Kx+587Yn/ougBkfk+Zz5clPkim8v/bk/wCWdEcXmSUeb5Un/LNKAH+VD/yy+5/1ypklqJZE/wBXvoki83/lhHR5X/TH546ADyvKk5/7ZU//AFsf72jyoZdn7lN//LKj998hEyUAVrywmlt/3Uzp/B+7p8Vr9lj/AHs3mVNH+5k/dQ0cxR/upvLoAh8rypE/c1H+5/1/7vrVr/lp/wBsv3tQyReVH/zz/wCeVAAnkf8AA/8ArlT4/wDWeTF9z/plR5XlXGaI4ofk/wBXJQBm6xEP9T9xPviq2nxTeZ+6n/7a+VW3JYQ3PH8f/TX93UMdh9l/cn/yFFQA8+SY0hmpnleb/rTU3lfvP/aXlUZ82T/U0AVre18qT/lnVmOL94mfLpnlCL/U0+OKaWTyZfuUAMMRi/1vz0+OL/rpRjP+tEaU+OKGLZ9lh/8AIVAFPVJfsv8Ax6/c/wCuXl1QtNU824SGKtLUNL+17/J8tP8AtlWbb6NNFcfvZv8AV0AatnLNLH+9p/7n/wDdURxeVH+9ElH7mKTyZf8AlpQASRfu/wCCpvJ/eUyOL1h+en/uYj+6hTfJQAy4zFz+7fzPkqtcRTGM/uUqzcReVv8AK8umR2v7vyYvkSgCGOWaX9z/AOi4qs28UMveP/Vf9+6Ly1huv9VDH+8plv8A9s6APNPsvlSeT8lHlQ/9M/3lP8rzY0p8kX/A/MoAZH+6jTzf+WlPt5f+e0Kf9+qZHFmP979ynx48v/rn/wBMqADyoJZP9dHRJ5P/AF0enyRfu08r/ln/AKqn+VDn919z/rlQAyP97/qofL/g8ypvK/efvv3lM+ywy9PL/eUfvjv4SP8A650AP82aKP8A9p0R+0Mb0/8AfeZ+8h/1dCfwfX/lnQASRedJ1j/eURxfun83YlP8v3oj/dJ53yf9sqAGeVDFHmmR/wCs/wBTT5If++I/+edPjtf3j/8AougBnleV/qf3aVZklxH5P7vZTLeWaKP/AJ50zyoZY/8AUp/rf9VQAR+dT7iXyv8Alt89Ms/3Wz/pn/rafeCGX9z/AB0AEcvmyP5uzfRJL+7/AHX/AO7oSLyo/wDYpl5F5snnUAM/5a/x1ctovK/3/wDnlJVO3iH+ulq/H53mpQAf6r/Vfc8qjzYZY/3U3ySUySXzf9V5dEcp/wCmCUAF5pfnR+d+7/d/6qWOqFvoM1rJn/ljWrHdeVshm8v/AKa08XX7v/U+XQAyPNrH+92UzzZopPJxGiVN5UHl9PM/6Z+VTI4oT/raAGR/vd+aZJ/BDFVm46IJf3f7qmCWH5PN8tKAHxxGKPGE2Uf8sk/uVNZ/vY/J8miTyftH73Y/mUAUPEGqf2Vbed/zzirE8NeMvtV55Pnb0rb8SaN9rs/JM3yf88q5Xwv4NmtdUegDubeUS26Tfu/3lHm/vE/fbKZHF5Uf/XSpv3IkTyv+WdAEMkXk/voqmj/gEU2/zKZH9zzv3jp/zyoji8r/AKaUAP8ANxs/1dM/5aZiOyiSLj99/wAtKfH/AKzP/tKgAj/dR/wURxQxSf6mPfT4vI+fyvLp9vFDCE82FP8ArlQAyOL95/yzp8ZHl/vf+WdPkih8zyf4P+mtB875CP3lABJL/wAsZaIz+7TzJvkok/eyfvYaP3Mv+q+T/wAcoAmil8qN/uR1WTRNQ1HUEtdF0t7mSTPlwJEd7YGTgAZPAJ/Cuz+HXwh1PxmF1C8jNtppcCWWYfvJvURjGO2Nx4BPfBFdf8QfiV8Bf2RfAsnirx1r8GkWbzQws7Bprm7lbIRVjUF3OA7bVGAA7YABr8l4x8Wsq4fxjyrLaTxeOb5VThqoy2tKSu7r+WKbvo+Xc/DOP/HLJOFsweS5RRljsyb5VSp3cYybtackm+ZdYRTlfSThe653wl+zbr91bI/iXVItMQSKTa26iaRl3HcC2dqEgDBG/ryOMV0N3+zF4Mu1CDxPrsSjosVxAAPzhNfCn7SH/BZX4oeL5f7A/Z+8Pf8ACKafJj/ibakiTX7/AOqb5U+aKLDLIpz5m5XB+QivmzUv2pv2jNb1y51jUPjp4q8++uHmm8nxBcRJvZix2ojhUGTwqgADgADivmMPw9428SXxmOzKOCv8NKEU+Vdna/8A5NOcls7Hx2E4U+kXxdfH5lm8Mu5tY0acU+Vdny3/APJqk5LZ22P1d8QfsV+Fb3TpU8O/EHXLO9O3yZ7sQzxL8wzujVIy2RkD5xgkHnGDmaF+wV4XWxkj8YfE3Wr26eUlJtLghtECYGFKSLMS2dx3bgMEDHGT+ZfgX9tv9rD4aC6/4RX49a//AKZs8/8AtG6F79zdt2/aQ+z7xztxnjOcDFnxz+3Z+2F8RdNi0PxN8dtYFtDcCfOnqls6OFZRl7dUYjDH5ScdDjIGNXwT4zxbw8c+j7Ju/M4+/sv7jdr9PaW67tmz8OvpBxbwseJoOg2nzOH7zZXt+7bSv9lVbPfRto/VAfsqfs0aNbQafrWiCSeOBQ1xe69PHLNgYMjBZVXJIJO1Quc4AHFSw/swfs4ahBPp+haOI55IWCzWeuzySRZGN6hpWXIJBG5SM4yD0r8X/FXjTxl47uYdY8eeJr/XL6OEQxy6rdSXEixglggaQkhQWY46ZYnual8F+MvGvw91B9W8DeK7/R7qSEwyXOl30lvI0ZIYoWjIJUlVOOmVHpR/xCfjn2XP/rNiPab2vU5b/wDg3byt8g/4gf4k+x9p/rhiva72vV5L/wDg/by5bdLWP2H1T9j6xQwr4U+JOoWsYVluY9Ts47nzOm3bs8rZjnOd2cjpjngPGPgv4pfCmeOXxP4dN/ZvbPPNqWiwy3FvbqnL+a2wGPAw2WAUgnBO1sfDXwr/AOCkv7XfwxXTbOw+JE+qWFh5v/Eu1+2F0k2/cf3khxM2GfcP3nBCj7o219i/Aj/gsH8GvFWiWWm/GzR9R8PautgWvr+2smnsp51YLiIRlpF3Kd+GXC4K7jgFsJvxv4Lmqk5QzOgvspWqJa66RU77f8/EtEtDmqP6Rvh5UVWcoZxhU2nGKtVS9530jGd9r/xUtIrTU2dL17Tdej8+wmj31ciiz+9/g8qvQ/jD8ItK+L+i23xa+Eep2s2pzWiTwTWsym31mAqCg3g7d+3GyTOCMKxxtZPL9A1s3kDw3lobe4t5WjngnjKPG6nDKynkEEEEHkGv0zgfjvK+OMudagvZ1oaVKUn70JfcrxfSVlfVNJppfsPhv4lZL4j5TKvhk6WIpvlrUZP36cvPRXi7PllZXs01GScVoeV5Ufledso8r955Pk/J/wBM6I4v3nky/u0p8v8ArP3UPz+VX25+jBJn5/K8uSiSKD7P5Mp/1lEcX7z915dTeV5VvmgBn/LX+CjMPm+TRJ1THl76fJ+6/wD3VADPNhikfP8Ay0/551MYoZR5PyUz+P8A26f+5P0j/wCmVADJJfNk8iX92lHlffyI4/8Anr5dP/cxf600ScR/9c6ABP3UnnReX+8/1VB/eyedF9yOn/ubUf30pnleV+58n/v5L/y0oAP+Wf7qH/Vy0Sf6vny9lPk8nzP9THJ/00o+yw+Z+6/5afJQBHH/AAUskXlSJDFMiURRfvOIf+uUdPki/wCWPk7P+mdAEMsp7fPR5sFr/rYfM/561Zjix38yq0lr+84h/wBX8lADPt9nFJ/zzSn+bD8kscNWbOws5bf97DHHVa4sIbCRJ7Wb9zJQASDypM0//Wv/AMs9klPt4vNjTyqJIv8AllJDQAyPEoxT47Xyv9d/yz/56UeVDnMXl0z9z5aQxfu/+etAB/y0TyvLj8uiOPytnleXT44vKj/+O0RwiWT/AF3mUAH+p/1lMj/dFP7n/XKpooofMz5P/fqmSxebIn+s/d/6rzaAI/y2YqT/AFUiHyU/ef8ATKnxxfvPJi/5Z0zyvK5OygAuOf8AW/8ALSiQeV/rd+z/AKZURxeV/rvuUSeT/wAtfLT+D91QAzzvNH7mGiOL/pimyT/lrRHjy+fv+1P8qGU8GOgAk/expD/5F/56VD5s0X7mUfJVmT/V8jzKPKh+T7kdAEMk0MX+t/3P3VMk6P8Aufk+5+8okMMUn/PP/tlUOfuHyaAOAk/dSfuqP3P/AAD/AJZZpn7n/llNs/dU+P8A1n7qD/v5QAeVD/qf3mz7lFvEfM6/6yjyv3iQxQVNb/uv9VDH/wBNYqAHm1+55Jo8r93/AAUz/Vb/ACv+WlP83jyT5cb/APXKgBkk3lRuIv8AyHTk/wBb+FKP3Uafc/d/8sqefvp9aADyvKjeGY/6v/plT/K/eeT5Kf8AbWmR2vmyfu/3f8FPk/g8r/f8uWgB/wDqZE/9pVD5v73/AJZ0+Qfu/J/d0yOL7/3NlAD/ACoYtlP/ANVF/wAs3T/npT+Zf9Vs2USRQnoI/wB3QAyWKH/lrs3yUx/3p8n7nmUSReVGnlf89f8AllU0f+lR/wBygBnlfvOdkj0//ln+62PTPK8qTyf3dMjl/efuv3lABJ50UnWiPz/L/delEX36f5UPlpn7lAD7c/8ALGLy9nlU+4/57VDHiL9zFDH/AK2n28U0snk/JH/0yloALf8AdXH76FEqaOWaLZ9x6rXEUPmfuqfFL5Un+p3pQBNHF5sn7qpo4oYo0/fVDLL5Ufky/u6ZJLKY8xTf8sv+WVAFyM+bJ+6hT/plJRJaGKT/AFHyVm291NYcfIiUy417/SP3Xlp/21oA2PKhiH8Gzt+6pkdrDF/qfkqHT7/zbdPKHySVNH/H/q/7n7qgCaM/u/JH35Kf/rv9d+8SmRy/vM/JRJLw/lffoALzyf8AUywp+8/5Z0zyof8All9z/rlTP+WnnReXsp8nlRSed5NABJ5Muzj/AJZU/jy/9imfavuQxfu/Li2UyS5h+Typ0T+DzaAJjL+7/wBj/prUMhh/13/ouoZL+GKXEuzZJ/z1pkes2f8AqYpv9Z/zzoAvxx/u/Jl/8hURS+VGg+fZRodlqOuxy/8ACNaPeajs2+d9hgeby85xu2A4zg4z6GrcvhTx3CqJF4B1zI6yR6NPkf8AjtefXzbK8NVdOtXhGS3TlFNddm7nl4nPMlwdZ0a+Jpwmt1KcU1fVXTd9nco+b5X7nyetTebx5H/bP/tpV7Qvhl8TtdRxp/gHUIPIx5sdyv2UNnONvnFd3TnGccZxkVV8beE/G3gk2a+KPC81ouoXItrMWzrN9pmP3Yh5Zb52/hU8tg4zg44ocUcM1cYsJDHUXVf2FVg5bX+HmvtrttrsedS4z4PrZgsDTzGhKu/+XarU3Pbm+Hm5vh12212I47mz/wCeyR/89fNojl/56+Xv8r/VebWRBNqNzr83g638L6rNqltEJbjTYrCVri2Q7SGaMLuUfOnJGPmHqK9U+FnwC1fWETWPHNrJYWYdXh09xie4Qru+cg5iGSAVPz8MCFODXFxDxrwzwvgHi8fiYpWuopqU5325Yp3d+j+FLVtK7PP4q8Q+DuDMseOzPFwjGycYxalOd1eKhBO8ubo/hS1lJRu1ynh3w9rPibUBpWhWAvJyhbYpACqOpJJAA6Dk9SB1Ir1XwZ8CdH0BjrPjW5trtoovlgRSsEIVs7iSRu4A4ICjLAhuDXO/HT9r79l/9jzQW03xT4osodQ8kva+HdLIlvbp9kgUsoORuMBj82QhdwAZhX5sftU/8FS/2gP2ktMufCNo9t4X8L3tsYrvQ9Ln3SXisI90c07AM67kbhQgKyMjbxX43LPvEnxVk6WTU3gMA7J1ZXVSavryta7dKdl0lUs7H4BPibxd8bJOhw/SeV5W7KVed1VnG+vK1rstqdle6lWtKx9lftu/8FVfBvwTF18O/gHcWWveLrTUPI1O6uYXew0xU2mQMylRM5yY9qNhGV9xBUK35p+PfiJ49+Lniabxj8SPFF/rWpTs2+6v7guWDOzlEBjxGm52IRQFG44ArlftUPz/AOrj8z/plT45YZZf9FEEf/bL/wC11+r8F+H/AA/wPgvZYKHNUfxVJW55P1+zHtFad7u7f7b4eeF3C3hvlyo5dT5q0l79aSTqTfr9mPaK0XW7u3NcRWdr/rYUf/tl/wDa6mN15tu/m+X/ANc/KqG4i82NJv3e/wD65USZlkSGWH/v7X25+jk3lfc8r/lp/n/nnRHFDFG/7mNKJYvKk/dQoiRy/wDPL/7XTPKhmlSHyY5H+/QBZkl/56/8s/8AplsojEJj/wBSkn/TXyv/ALXUMf2PD+b5af8ATKWKiPyfs6eVs2f88vK/+10AWY5YTIk3kxx/9sqmt7r955MVnH/1yqhH+648n5/+WVTW8vm/uYtmyTy6AP04/wCCOPx1tfE/wq1f4D6xqTf2l4bvWvdLtpDGoOnzkFhGB8zbLgyM5I4+0xjPOB2vx68J3fgD41Sa7aQxLp/iRPtMCwxLGEnQKs64ByxJ2yFyBkzHqQTXyZ/wRy8U6B4f/axn0e+maGXWvCV5Y6bEI2bfOssFyVJAwv7q3lOTgfLjqQK+2f20NIv1/wCEU8XQyxC3s725tJULHeXmRHUgYxgCB88jkrwecfzVTX+q30g/Z0fcp42Dck1o3KMpe75urTWvdyXU/kKlH/Uv6U3ssP7lHMabc01pJzhKV4+cq1Ja66uS6nKR+TLsmHl0ceZ5A+/HTNPl/wBDh83/AJZ1Zx+8/c/O9f0qf16Mix88UXl/9cpKfH5PSL5/M/550Ry+VH5Mv36PN/d0APix/wAsfL2ebT/9bG9Ef0jTzKLeLzeD8lADJIh5fkjZT/N/5Y/u6I/+mVPkiPl5ihoAYf8Aj28qWHy6f5vlS8fu6PK/6Yf9/KI4v3eZfLoAOsn/ACzj8ymcRSIKf5Xm/wCqm/1dPj/eyf6ny3oAh82L1/8AIVEcXlSdY/8ArlRH+95/9GU+T91H+6oAe/8Aq/3Xz0f6qT/Ypnmwyx/880/550f8tPJi8ugAj83y/wB1+7Si5i8238mIpRJFN/r46f8Auf8AUy0AMt7+CK3+xyw7PL+SmXEvmx5/1n/PKnyQwyyc0R2sXmf+06AHx/uY/Jloki83/VQxx0SS/u/3s0f/AEyjoji/d/ujQAyOL7nlQ7P3tHleTJ+9/wDItPMXlR+d9z91Q/8ArE84f6ygBnlebJ+6Lxp5VH/LP91T4/8Arj8lHleV/uf9cqAGfuYrj91R0k/5afu6fcRfvP3R/wBj/VUSfuo8TUAEh/7Z0zyYd6f6vZU3miX/AO2U/wAryo/+elAEMcU0Un7qGj/VSP53l76fHDD/AKn/AJ6UeV9/yvL2f9MqAIZJfN/fUeT/AMsafJ/rPIMMafx08RffI/790AMjxFG/Kb6ZLL/yx/79U9/9V/yzqtHa/wDfH/fugA8rzZP9THR/yzxLD/rKI/J8xMiSP/rlRHF5v7mWGNPMoA86jl+55UNPki/6Yx7KfHFD5f8ArqI/+Pj/AFNADI4ppQkP+fLp/wC5i9Ho8r/nl8//AFzqZP8AV/uoY5P3VAEFSRxeVL5Pk/8APP8A1dP8rypP+ulEcUP+plh/790AEn7qTzv/AEZT7fEX+qoji83/AKaeXRHEe3lx0AEcPlR+TF8j0Z++fJoki/eJyiU/v+630AH2Tyo/O/1fmf8ATKjyvK3/AL7Y9Pt/+mNEf7rpQAyTqmdn7umfvv8A7V/yzqbyv3n/AB6R0dLf91D5dADP+WX72mXEsMX+qh8vy6f/AKqOiSLypPJ8mgB8Y8qPNMk/dSPQnT915f7v/lnT/KHl/vYPkoAZbxeV++8nzKJJfL/cxTeX/wBc6mk8nzM/xyfJTP7/AJXyfuqAGR2s0sn73/lpVn6+X/20iqGC1mik/wCWb1Zji/d9USgCt0k/e/8ALP8A5ZU/yTH/AKupriWGHZ/yzqH/AFMdADP+Wf72GSiOWHy/9SlPkl8rZx/5CpkcQ8zn93/10oAhucy/6qH/AL9Uy30uab/Ww7PMqa8iEsn72LfT4/OtY/3v3P8AlrQBZt4YbWP7FF2/5ZeVTrJbnUpxpWnWUlzPLnyra1haSR8Ak4VQScAE8dgaveBvBviD4keIE8OeGV2RR4fUL+RMx2sZ7n+8xwQqA5Yg9AGYeya/rP7Pf7KXhWXxX4s1rT9GRYisl/fSh7u7YRlzGn8TswhJESAAsp2rmvy/jrxOy/hLERy7C0pYnGzXu0oa2vs52u1fdRScmtdE0z8Z8SfGPK+BsVHKcFQljMxqL3aNPXlv8LqNXavuopOTWr5U1J854e/Zn8Q3dlv1zWbXTWZEZIIEM7KSPmV+VAI4HylgeeeOd6y/Zi8MDT0g1XxNqUlwM+ZNaLFCrcnGFZXI4x/EeeeOlfCf7RP/AAWJ+MnjDV7rR/gDpKeF9FktofIvdRtEl1ESKweRwdzRID9zbtf5QTkFsL4H49/bl/au+I0dqfFPx410myDtB/Z90LLh9ud32YR7/ujG7OOcYyc/HUMh8dOIIRrYzMqeEjJ35IRXNHTRe7G71eqdR236JHwOG4Z+kpxTTjXx+b0sDCT5vZwhHnh7ui92Db1esZVnZ662SP1sT9mDwPHH5S+INb2+huIT/wC0qhk/ZV8DSMGPifXxj0uIP/jNfji/7TX7Qdxs2/HvxcPp4nu//jlQyftNftBn/VfHfxl/4VF3/wDHK6v+IfeKv/RRP/wB/wCZ2f8AELPGz/orJf8Agt//ACR+xjfsieBGkWRfGXiVdv8ACl1bgH6/uKjtf2Ofh1BcpNceKvElzGsqvLBNeQBZQDkoxSFWAPQ7SDg8EHmvxvf9pv8AaLfgfHfxmPp4ou//AI5TY/2j/wBpacf6J8cPGkrAZ2x+Jrxjj8JK0o+Gni5jaqoUeIJzlLRKNOTk/RJ3v6akVPCvxqcGpcWSS/wNfjzaH7O3PwB/ZqSZobqzjSRCUdW8U3SspHUH9/wajtfgD+y9Z3UF5HY2rtbzLJGk/ie5ljLKQQGR5yrrxyrAgjggivxLutH8WeJdWutX8SXbyXN1O0t1d3dwZZZ3dizuzZJZiSSSxySetWLbwZpVpGJtQuWk2AmQkhExzz6jH17V+4cL/QO+kbxVS555visLSt70sTKpRS1s7wlW9rZK7v7O3KuraT8uv4QcWQp8lTjPGSbWqTqyT01X+8WaP2I8c/8ABRD9jX4P+LrT4T3fxLsjexXUFgbXR4N9tp+bj7OyyyriGBYcMzqWBVEyFJKg4vxv/wCCpv7LfwgXTB4f1ybxy+otN5o8GXFvdLZCPZzMTKuwvv8AkABzsfpjn8kje+DdHY+UIXkH7weWpkbPs3ODx0yKrXPxDgEpSx0tpFC8mSYIc/QA19JQ+gX4C8K16VTjPjaDnG/taWGTxDlJprWVNc9O0rSs6bbV7tXuubCfRn4PliKVWX1ita/PzyjBVG1vok4pPWyk3fds/SnxT/wWy+HUXh6a48D/AAH8TXep4Q2tvqt1a28DZYbt7pI7LhdxGEPIAOMkjt/hj/wVq/Zt8R+BbDWfidc3PhrXZlf7fotvaXF6lsRIyriZIlD7kCvwPl3bcnGT+Slz8QNX3F7axtlT+FXLMR+II/lVWbxn4lLs8d4ignIURrge3IzXo5t9Hj6BeEwf1ahVzetLn/iUZUU2kmtFXpwXJJ+8k4uaaWq1T97FfRn4IxuCVCnh3Ralzc8asnO1rcj5vaR5evw3utJWun+xmq/8FWf2PLHS7m90/wAX6ne3EMDvDZxaHcI07hSRGGdAoLHgFiAM8kCvnj9pn/grr4z8b+Hh4Y/Zu0a68KySmJ7jX9Tjimuo9rMXjiiBaMBgI/nYk4LjaMhh+eU3ivXrzbnVW+Xp5Z2f+g4zTJNY8QxZzrMnP+r/ANIbn9a5uGPC/wChTwjmjxH9g5jmUU04/W8TCKWi3p4f2cWk72UpTv13surIPo1cFZFjIYpxdacXdKq+eKa291RjGS8pJo6bUfCeqaxqNxrGseJpbu7u53murq5jaSSaRiWZ3ZnJZiSSSTkk1TuvAmoCYm2uLaVWHzGUMpz9BmsRtc1v5P8AicTc9f8ASG/xqWDxb4kgQoup8E5+cBj+bA1+6ri/6K+LSo1eGsVh4/zUsROclboo1KyjZ9eq6H7pHC51TilGrF26cqS/BGh/whOuW0DeX9mkzjKI5yfzAFQyeG/EFrCZm0zco/5ZoQx/IHJpkHjnXllSX7XFIndXjGD+WDVqH4h6mtwDcWls0XfZuUn8ST/Kn9V+iXnfvQxGY4Fv3UpRpzin/wA/JKMa0nFX1jGabUdIpu7rmz6luoS+9fLoUJje2W3z9NMW7O3zYyufpmlj1Sb7Pj5P+mVbsHxAsCjG6sZkZTwIyGBH1OKm/wCKI1FGi2WihSC3y+Ue/fjNaf8AECPD3iWV+EuL8LUk1eNPEp0J7X6vmltJu1JOCSune4v7UxdH+Ph5LzWv9fec/HqkMtu/mmP/AKZVNHFD5f8AosOz/rrF+7rWl8E6bOgm02+dA53KeHXafTp7c5NZtz4a8Q2Th47KGZFXLCFv0wcEn6CvieKfo7+LnCsPa1MuliKT1U8P++i13tC80ra3lBK2z0dumhm+Ar6Kdn2en56CSS52fc3+VT5P9Kk8mL955n/LL/MdQs/lFYb6zG9fvI7kEfgaPNh8vP36/Fq1Krh6sqVWLjKLaaas01o009U09Gmeimmros+bNFH/AKn/ALZRU+3l8rpDH/118r/7XTI/O/5awp/2y/8ARf8Aq6fHF5SedJDH/c8usxnuP/BP/wAdS/Dv9rzwDrEVjFcmbX49LNuZSm0XitaGTIj5KCcvjjO3GRnI/VP9qfQrPVfhS+p3MkivpWpW11bhCAGcv5JDZByNszHjHIHOMg/ibo+rah4e1y11bRLia1urWZWtpbeUpJFIpDK6spyrAgEEcgiv3H8GeNPDX7RnwMtfGPg3UfL0/wAV6CxglbbI1s0kZR0cK2C8b7kZQ3DIwzxX82+NEZZDxjkvEiXuQmoTavtCanyt6/FGVS1lfR76H8i/SFhPhjj7h3i5J+zpzUKklfSMKiqKLevxRlVtaLdlLfRHhejy5s08qFN9X5PJ+SIfvP8ArlVWxtLjTT/Zd3B5U9vcPBcxFg2yRGKsMjIOCCOOKnki+55UP51/R8JwqwU4NNNXTWqaezT7H9b06lOtTjUpyTi0mmndNPZp9U+jJo/3sjn5/wDtlR/qo6PN7f6v/trT5P3W/wAry6ssJD5uwUyP91J/H/2yp8cX7vyYof8ArlU0cRoAh8r2Sn4/5bffojih+Q/vI6fHFmR+f+/dADI/9X/rv9X/AM9fko/1snkfxyU+TyYv9j/plT5IvN/55xpJ/wAsqAGf6r/c/wCuVH+qt/3Qp/lQ70oki83fNQBDHn/ll5eymf62NIf/ACFVnyv3j+bRJETL+6/8hUAMkiNMji8v99/9hU32XypP337tKZ5PmyJ5VABJF5smZf3fmU/yf3j/APkLzaP+Wn/PSiSL955Mvzp5VADM/vP9TRgZTzYY/wDplHU376WR6PKhl/ff886AGeVNF2o8qH/rn/1yolh+yx+V/rKPK8qRPKhSgA8rypHmqHyvNkx/q3qbyv3f/wBamSTebL1egAt4v3nkxFI0jok/dR/uqJP9X/yzkqegCOI+VH+6+5R/4/T5fJ8v915dHlTZxLD89ADPKh8vj/lnR/B/t1N9lmlT/Y/550ySLypP9j7nm0AMz/03/SiT9zH+9mo8r/pij1NHa/8APb/ln89AFbyhn3/55UcRf6ox1NJFN/qf3cb1WkiMsmYvuR/89aAGSf8ATKmR/wDTX92lTRwmKT/41RzNJ5J+5QBDL3o8mH/U/wDkOpo/9Z+92b6JIj38uSgDzfyv3n73/lpT4/8AWfuutEcX7t/K/wCWlPjzLH538FAB++i/1X7un/uYo/3R+T/npRHF5X+t/wC/dPeH7nlUAEkPmyeTLB5f8dPj/dcReXR5XlbIfuf9M6PKEUn+i+X+7oAZHFN0i/7ZSyU//VSf89KI4v8AR3/ueVs8qj7L5MX/AF0oAfIIYo8xUSWv7vH7ynxw+bH+6qGT97H5MUMdADJPIijfyof9ZRF9ynx/uu//AH6o/wBVH+98ugA/dbO9Ef8Aq/8Aln+7ouMRf6rzKJJBFJ+63/8ATKgB/lQ2p/1yP5dRfvv9ipYv3v8Aqv3dM8r7LbvDQA+OL95/qZNkn/PKnyfuv+WP/tOoZP8AWfuoUp9v+62ZoAJLX7gNPt4vNH+3T/Khlk+x/wAFPji8qTzv4I6AGRjzY0/1cdEn8HlfpR/rZfJihp/2XzY/9T5dAEPlTf8ALL7n3KIvJ8v91VmSKGWJPK/7+1DJawwxv+5j/d/9MqAIZP3P+qok/ex4/wC/VMvIvKk/+N1Wj87zEhh/5Z0AWbiX935P7vf/ANcqteGdH1fxZrNp4W0SKN727lKRCWTaigAszMfQKGJxk8cAnArPk4lS8+TZ/wBNa+iv2efhpp3hDwnF4onhgk1DVrdJvPRDuht2VWWEE/8AfTYAySAc7VNfn/iRxxQ4F4dli7c1afuUo9HNrd/3Y7vvpG6vdfl3i54j4fw14TnjkubEVLwoxezqNP3pf3YL3mtObSKacrrP+L/xI+F/7FPwA1Dxhc/Z4IbKF1062uJdsmq6i0bGOIsqkl3KcsFIRFJwFTA/Hz44/Gr4jfH/AOIF78Svinqa3mo3iYVWiKxW0QJKwxJk7I1ycDkkkkksSx9U/wCCgv7Zep/tT/E+e20DWph4H0e5CeHNPuITEJmCBXu5EzlnZt+wtgrGQNqsXz84ahdDzP8Ann/zyrw/CrgWvw5l8s0zX38fifeqSlrKKevJd63vrPvLTVRR834J+G2J4Tyuec51eeZ4z36kpazgpa+zu9VK+tTvLTVRTH3N/DLL/BG//TKq0l15v+q/d+Z/0yqG4lxz+7/66xU+x06+1GU2llDu243sTgKD6/5zwa/bMqynM88zCngMuoyrVqjtGEIuUpPfRK7dkm32SbeiP3KdSFKDlN2S6shlk+/DL/6KqSx0vUNWfbZwJIucNI0WFHTufr0HNbtl4S0qwiFzq8kblcE7jtjU8evXn14OelQ6n4zgs0FtoVsjrEACWXCBQOAoBB/ljFf0jgvATJOCsDTzXxOzOOChKzjhaTjUxVRXtsuZRV93FTS2k4M8eWaVcTJwwUOb+89Ir+vkFh4KtbSI3OsXa4T5mWM7UUDOck9sfTHNSy+KvDWhxfY9OQPjPywrgZAxyx659RnpXL6lqV9q8vm3V0JDH03HgfQdB0qrJH/yxqX4/ZDwRTlhfDjJKWDVuX6zX/fYma3u7txg273jzVYfypWST/sqriXzYyq5eS0j/wAH8Dc1Px3rckmyzjjt1yCMDc3TkEnj9Kx7m7uriTE9/JM4GA0qljj0yag8r93+68vf/wBNaI4hNJn5K/FOK/EXjnjmq557mFWurtqMpWppvV8tONqcenwxWy7I9GhhMNhlalBL8/v3H+V+7yTHJTPK8qNBFNHH5kVP/c+Z/wAs6P8Alr+68v8AuV8WdIzzZ/8Apn/36pmP3f7qGOP/AK5RVN5X/PX7lMjj/efuoUoAST/tn1pY/J/57R0SReV/ywj2UeV+88mLZ+8oAJIpoouqUeUf+eyf886PKxv/ANX+7oki/efwUAHlTf8AA6JP3sfE3/f2iSL/AJYxQx0Sf88YoY6AGR/vf+W0f7unyfvf337v93RJFDLJxR5P7t/9XJ5lAE1tqN9pz+ZY6jJEcgnY3BI6ZHQ/Q1tWPxB1WGP/AEy2huMKeA2xyc9zyP0rnJPJz/yz6U/ypotn75N//PKSvvOEvE/xA4Fkv7CzKrRivsKXNT1d7+ympU279XG+r7s5a+CwmK/iwT8+v37ncQeI/C2vqYbsojAHCXahSBxkg5wPwOeKiu/BYVzLplwoxysU65HX+8OQMex6da4n/v3V/TvEmraXKq2F4Ni/8sWOUxnJGO34c9a/cYePfBXH0Fh/EnIqdeWyxWG/d149LtcycrKzt7RR91L2cr6eZ/ZeJwuuDqtf3Xqv6+XzNO6gvrKVI762EZToTFkH6EcHrTrOWH/phJ/0y/551e0nxrpmq2y2evxRo8hwcx5ibkY65x+PHGc1LqHg+3uY1m0e4VAQCqOdyEcdD1Hc98+1ebmn0fMPxNlss58NsxjmWHSvKhJxhi6XlKL5Yza1u7U3J6U4T3Lhmzoz9njIcj77xf8AXz82VY7qb7R5P/kLyq+6f+CUX7dF74Y8QaZ+yn8QJYG0TUrqRPC2ou6xtY3UjNJ9mfON6SyEhOrCSQLyHGz4HuLXUrC48u8gZCehMWQfoRwauaLrmo6DqsGr6dcvBd2kyTWF1bbo5IZFIZXVlIKsCAQQcgjNfyZx7wOs5y/EZDnNCVKorrlnFxnSqJPllyySlGUb7O102no2eTxtwhk/iBwxWyrGpSjNNwlvyTSajUi11i3803F3TaP25+NHwtsNPWfxx4bsWi86Qtq0MEYKKTkm5x1Bz9/AOd284w7Hz2MZ/wCW3+srJ/4Jf/tuy/tI/D5vhd8Qpwvi3wrYW8Zup73fJrNrtKC4+di7SrtAlY5BZ1bPzlV7r4m+AE8Ba0jabbzf2ZcqTbzEZET8kwls5OAMgnBI/vFWNfjvhhxRmeS5pU4K4hl/tFH+DNu/tIWuop9bR1h/dvF2cLP8U8G+M854ezqr4ecVS/2rD/7vNu6q07XUU3vaNpU+vJeD5XTs+ewPL8nyafH/AKz919yobeLMf735P+mUVWf9bsEWyOv3o/psPL96f5Xk8yeXRJ+6j/gp/lf8tovLoAPK/eeTFBTPK/ef7f3Kf53myf7dHlGWTyaACSKiPyfnz/y0p/lTRfuf3n/TKj/Wx+TLCj0AM8ryv9yn/wDHpJ+6+5R5Xmyf67rRH+6j8n5HSgBkf+s/5Z/9+qf/AKqmeV+8/dHy3okl/d8Q0AH7n7R5MWyiM+V+++//AAU+SKb/AF3/AKMpkfk/P5f7v/nlQA+THyeVR/ro/Jl+59+mebDFs82bZT7eL7k0VAD44oZeuymRxfvM0Sf6zyIofL/7Zf6ymddnk/vP+utAE0cX3PKpknkyy+T5OyiOL93RJFDFJ+5gREoAJP8AprR5UOPJqbyoYtnlUzyv3r/c/wC2lADD5MUfnReW/wD2yo/1kfky+Xs/550//lp/rv8AWf8ALKiT91JiH94kn/POgBksX7xP+mdH/LTyf3mz/lkaf5Xlb/K/5af9NaI4v+WMsPl/9M6AGRxc+TT5IofM/wBd89EkXlbP3NEZEWz99HQAf60f8s6Lg/vP3R/79f8ALOoY5f3nkyxU+4/1fkxQx/8AbOgCGT/Wfuv3dMk/fR+SYY/3dEnk0R/uo0/5aUAEf7qP97T5Iv8AnjN89EmYjmmXEXmxp5X+/wDvaAK3mw/8tZ/L/df8tasx+d/wOOq0mlmWT979yOrlvaklIYpo6APOv30peGQ+Z+6p6fvpP79GMyczR/8AbOi3/wBXzD8lAD5P9Xz/AOiqfHn/AF0WzZT4/Jlk8nyX/wDQKMeV/wAfX/fqgBkXX915lH+tj8nz96UR2sMUv+p8tP8AplRJ+6KHyU2UAPg8/wD5bb6PK/efuu3/ACzpnm/u6fJ+9j/9pUAEcXlc5ojh/wCWXk0/9z/qZf8A0VT/AC4Y5E/uUAQ/3PN/DFMuJfKj/dfu6eIv3fnQ/u6PKhi/c0AQyQ/vPJi+5U3lDzP9dHTPKhi4iHl/9Moqf5X7vzpSkdAD44v3maZcReb++ok8mKTp/wAsqfH+6j/1NAEMEM8Wz+5/1yp8cWf9+pvJ8qNPKok8mWP91Cn7ugAglMXWanxmaKP91TPKH+pih+T/AJZVNbxZjoAI7Wb/AGKmki7RQ1D5vlfuYoZP+uUsVPj/AHsn7rfsoAhki8qT91Ckf8FMkl8qPyqsx+TDJ/qf9ZVa4EPlpDF+78ugCG46fvfv/wDTKmebDn91/wB/Kfef6z915dGgeHtU8Ua7Z+GNA8t77UJSloJZNiKApZmY+iqrMcAnA4BOAccTiaGDw88RXkowgnKTeiSSu230SWrOfF4vDYDCVMViZqFOnFylJuyjGKu230SSbb7HV/Bb4an4ieLBHfor6bppWS/ZJtjEENsjGOfmZecYwobkHbml/wAFRP2x4P2d/hM/wz8FatAPGPiy1eCKITOs2n6e6SJJeKUwVfcNkZLL8xZhu8phXrXirxl8Mf2NPgRc+J/HPiS2jttNt5pmknlht5tXvPLeXyIVZgHmcRlUTJbagBJCk1+Mn7RHx/8AFX7R3xY1f4t+M7yaaXUbpzZWcs/mLp9ruYxWsZwBsRTjIA3HLH5mJP8AN2T0a3jFx684xEX/AGZgnalF3tUle97P+ZpSnorRUIO+rP5HyDD1/HzxOefYqD/sfL3y0Iu6VWd73af8zSnPRWiqdOV2mzkri6mx/BVQs8jiONFZmOFUDJJpttay6td/Z7KBZHxnA7D1PpXSWum6R4VsxqWoFDMowZB6n+FR/Xr16Cv708MfB/PfEWdTHVJrC5bQ96viqt1TjGNnJQb0nUUdeW6UdOeUeaN/6xxuYUsJaK96b2it/wDhipovhCaVhdaxhUIBWFOGPP8AF6cdhzz2xVnV/FOmaFGbDTIYmkQlTGnypGfw689h78isbXPGd1qKNDbSLFbSZUL/ABMvuf6D1xzWRcSw/wDTOv1bNvGfg3wvyupkPhZh7VJLlq5hVinVqWbv7OLWkXpZyiorXlpJ2qHBTy7EY2aq456dILZev9fPoT6pq+panMs93eIfMJ2pn5U9gO3aoIxDF/zzpntDD/5Fpkfk8Z8uv5azPM8xznH1Mdj6sqtao+aU5tylJvq29We5CEKcVGKskP8A30v/AC2T/rpTI/O8tIfkSnXH+q/Cm+bD5n73y64Sgk8/y+kf7ukzcf8APaOlk8mL/nnRH5Plf8s6ACOWbGP3dPMX3DFTJJfKT98P+/dEcsMX7mKZNlAE0nP/ADz/AOulMk7f6umSSwxR/uvLo/c+9ABJLkf66P8A7Z0fvvMTHlx0Z82RPJ8ujzYT/qtlAD5IvK/55pTH87/pn0/5a0SSwjZDL5e//wAiU/Fn5nk5joAZJ/0yp8nnRcS+XUMfkxSfuhH/ANcqP3VAE3leV/rfkqP995n7ny6WOWz6S+XR/of/AC12UAGPN/fRQp/21/1dFv53l+d+7j/6a0ZgH+q2PTJJYf8All5eygB/+qjzLs/d0R+dD/zz2R0STQ+X+6Ecf8fl0eVDDJ/yzoAfHa/u/wDXR1e0rxBf6ZN5lhdxlZMkxOSUJPfHrwOfaqMfk+b/AAUweT8n3K9TJs7zfh3MqeYZZXlRrU3eM4Nxa+a3T6p6NaNNEVKdOtBwmrpnd6Zr+keI4xa3EaLKSSIHOendTjrj8ev1rP1Hwle2kwm03E0Kj7rffHHP1/DnnpXNRzQ58k+XJ/BW/oHjeeORbfVpklibhJUBLAdOfX+f8q/qjLPFjw98ZMJSyfxOoexxatGnmFFRg9dP3ytaKvq3aVLVvkpcvM/DngMXl0nUwTvHrB6/d/V/NnT/ALPnxq8Sfs//ABg8O/Fzw2yG50TUFna32hRcwkFJoCxVtokiZ4ywBID5HIFftZ4T8VeBf2qfgfpfjjwnqS/YdcsoruzmQxyyWU+ATG+0kCRG3RuoOfvrkZzX4hajoVrqURvtFliWV2yZFOUk556d/ce+a+nP+CVH7aHhL9mXx7q3wq+LVxJYaB4olt2i1GW5P2fS7tN675EPCpKHVWlHTyoy2VBZf4z+lb9G7jbgN0M9w0fa1KDUsPiaK5oV4X51H+7OKvUUHe9pqHtItSf4f41cIYjirLKPE2Qc0c0y+0oKKvOUYyTcbPfkbc46O/vQ5W5WPssx3+mTzadqlnJb3dnKY7i3mGGVv5EEYIIyCCCCQad5X7zzovv16J8cPh1rHiOWD4h+FLh71reyEdzpiAMJ4QWcSRY5LjecrzuGNvIw/mtndWd1b/bbWbzIZP8AlnFXzPAPGmC43yCGMptKsrKrBX9yfo9bPeL100u2mfpXhh4hZf4jcL08wpOKrxSjWppu9Op1VnryyteL1VtLtxkTRxebsyasy/8ATL9aZH/rPOBoji48mX1r7Y/RR8kPlfvv3e+n48r9zF+8/db/AN1R5vm/9s6JIvNk/deXQAf6qmcxRp/BT/K8rZNEfkj/AOedEX+toAM/vf3uz95/yzo8r94gz/q6P9T/AKqH/v7R5UMoSbMaeX/0y/1dAAn+s/12x6P+25/79UfufM/deZ+8o8392nP/AJCoAZH53yZiovIv9H84j/VxU+Pyfnh/8iUSeRLGkJ+SgDj9U1ma1vPJ87zK2/D+qTXUafwfweXUOoeF4ZbnzooPkkq5o+jQ2sf+poA0pIpvM4+5/wA8vKplvFBs/dS/JJR5sPmeT+7/AO2VPli86PyYvnoAI4vK5/j/AOuVP48xP3Oz/tlR/wAs/wB0fn8r/V09/wB1H/sf9MqAGSReTsojPlbPN/8ARVPj8miOL9558uygCHP7vzsSU+MzeXnMf+t/1dTS+TLJ1pn+qkENADP30v8Ax9b6JP3X7mGGjysyp+++Sn2/k/8ALaGgAjiPmfuqJIvKj8nyafIPKj/1NQ3EsHeH/v1QBDJF+8/dQUySL93++8uSn3ER+Samfvh+58ny/wD0ZQAySL93+92UyT97v/gp8fkzR/8AXP8A56U/zf3b/fkoAZJF+7T+/T5MwjyZvuUyTyYY/wDU0/8A7+R0AEcUPl+f89EcX7v91D8//PWnxxf88vuU+OL/AJYxfIlAHmNvLDdbPs02/wAv5P3dTSekPl/3KzfD+gweHLdxFNJP5ku//W1pfvsJ9z/tlQBN5UMX7mKbY9M8qGXp/wAtKfH++3+V/wCQqJJT/wAsvv0AH7qmRZi/feclM83/AJYeTQLrypP3X7xKAH/8s08qmRy+bTJJYf8Alr/368qnxn95+9/d0ATRnyo/4Hemf62T91S/8s6j8z2oAmj/AHSdfnoj/c/62i3h8qTiiSXyv+WPl0AEkWI/3uz/AFv+sok/6bf8tP8AnlRLF/yxj+/T/K/eUAM8r93+6+5U1vFN5VMt4oM/vfL2f9daf+5Gz7iUAHleVJ/qfnpnlZP7qnx/vf8AWiON6PN82RPJ8yPzKAH/AL6L/W/88qeJfNk/1P8AsURZtdglh/65UyT/AFiQmgA8rj/YxVmP91/qahk/57SCnx/vo/8Aln+7/wCeVADLiXyt83ybPuVD/rv3OdlPuIppY/3X/kOofNmij86KH5/+eVADLj91H/ro0SvcPhD8K9K+DOi3/wAVfiLqcNneppcjX0klzi20uyXErhmztYgIGdzwNuF4BZ8D9nH4dprOsSeNdSBNrp0oWziJV1lm25JOckbAVYcfeKkH5SD86f8ABZD9s248O28f7Jvw+1W4t7u8iiuvFt/ZXajFu6vs09gMsC4KSv8Ad+Qxj5lkYD+evETOsz414pp8D5NPlhviZrpHRuN+0Vbmt8UpRg7Wkn/K3ivxDnHiHxpS8N8gqctPSWMqLpBWk4X7RTTlZvmnKNN2tNP51/4KSft3SfteeO7Pw34EtZoPBnhy5lGleazpJqUzYVrqSMnCjC4jUjcqu5JBkKr816RolzqVzizCBW5kkK8IP8farOjaFNrE+SFWBT+8kA/Qe/8AL+exrGvWXh2FdPsbdGkC8Rg4VB6n1PfHf19f7z8E/AThjKuD6fEPFFX6jkOHaUU03UxUru8advetKV+ecU2/eUEuWU6f7tk+V5Zwfk9HIcjpWjTVkr3tfVyk3vKTbb832shl5eaL4LthDa24aaXB2b8M4HG5j2HX8c4HWuV1XUbrVbz7beOjb4/9VIOAPQe1Oubme8u2ubkK8jnLMx5NVpJf3mfkrm8VPF/MOPpxyvLqSweUUH+4wsFGMVa/v1OVWlUldu13GF2o3blOf0WBy+GFXPN81R7yf5LyGceYn7mmR+T8kPyf9tKf/wAtOIY/3dHm/u/OPl/u6/Gj0Qj/ANZxs2Ufuf8Apn/2yp5/dRp+5j/d/wDPKjzv3nk+VHs+5QBDHF/z12U+OH/rnGlP48xP3KSJR5o/ux0AMk/1nkyn/rlTP9V/qtlP80eZ/qY6ZHLNLHmLy6ACT/WuD5cdH76WP/Ux0+QiKTrTP9ZH/wAs9kdAB5UP/PGP/Vf8s6f5X/PLZTf+/dJJF/0xj6UAMjihij8mLZsp8ZzJiWFNlPkl/ef6mOmR/wCs/dQpQA/y/enxxGoY/wB1J+6hTeamjl82SgBnlfvE+5GlMj8njPl1NHF+7/8AttEfneX+92fvKAIfK5/e7Nn/ADz82iP91/qtn+qp8dr5P/LBKJIjFJ5MPl0AEcP+5TJP9Uk0fl0//ll+58v3o/1o/wCWdADIv9XnyfLSj/VS/wDLP93T/K8rZ5sNHleVI/leXQARw/7lEn7rZ5QSiX97s/1f7yn5/wCmSfnQAyM/vP3vlpTzL5RfytmyOmfvv+WUMdPj6/voUoAu6J4i1PR58B0VS2ZLU9G+h7H39h1rqgdI8V2zSW7hZIzgkqN69cA+3fr/AFriPO5/dbP3dWNN1KfSrwXNi0cZHUHow9D7V+8+F3jRiOGML/q5xLT+vZJV0qUZ3cqSe8qLunGz95wTUW7uPJOTmeXjcuVeXtqL5ai2ff1/zPu//gm7/wAFJb74N3tj+zn+0Zq3/FNErDoHiG5m3HSsnCxSsetseisf9V0Pyf6v778XfBXRPEd5P4n8K6gtpc3i+ZLGFDW1wxBO/A5VmJUlgSOCdpJJP4e2l9o/jS1NrdRiOeI7jEHBZRnqDjkHvx/Q17b+zD/wUN/aC/ZI1W20G71m48UeFooHih8O6rdnywPLRIzDMVZ4dgjQBBlAu4BQWDD8M8fPot5xwhi/+Ij+FWNVXLsTe047Nt/w60WkoT5lytzioymlzeyqNp/zxxZ4a8QUuIp8R8EV1g8yaftaLsqdfZ3V7wTla8lJcrdpXi7yf6I6zoOueGLkW2taVPbb4yweV8qpABO1hlWxkZwTjNVY/wDplClbn7Nv7cH7O/7Y+l3Ph7wxqE1nqgtPMvfDusqIbhYjKY1dGVisnIQ5jYlDImcMQK6jxN8DliLXnhGcMMljY3TkADk4Rh/wEAN9S1fhOQeMuGp4v+y+K6DwOKWjbT9nLzu7uCfS7lG2vPrZdvC/0gMJSx/9jcb4Z5djYuzbT9jK+zTd3BPpdyhbX2mtl59GfNk/1O+n+V5Wzyj8lP1HSdQ0eUWV5YzW7su5UniKEjOM4Pbg/lTI4jF/qv8Av3X7ZSq0q9NVKclKL2ad0/Ro/omhXo4mkqtGSlF6pppp+jWjDyoYf3PybP8AnlR5WC/m/wDbWjypopP9TR5X/LGL/wAhVoajPN+55VPx5Unky/fouP8AV/6ny6P3vyeV5dADMweX/wA8/wDnl5dP83zZE/1dMli8uT91s30R/wCs87/0XQA+SGGWP97/AOiqJJfJ48miTMv7k/f/AOeVMz5Uf+poAeZfKkx+8k/650SReVvm8mmeb/y2lh/8hU/yvK/1v3KACMw+Z+6i/wDIVTR/ueMJ/wB+qZF5PlvDL9z18qnxxedceT/HQA8/6p/N+5R/yz/deX+7o8rP7n+D/pnRH/qvP+R6ACSXyrjzov3iebT5IfK4pkkXz/6mppIvK/c0AM/g/eUSRfu08ry98dP/ANV+58n9KPK8ov5tADPK8x/3X3P+uVTeV5Uf+u6UyS18qTyB/wB/aZJdecPJ/d0AEko8vEP7x/Nqs/73/wBpUXHm+Z+68uR6I4ofLTyvLegAki82P998lMuP9Z+66eVT/N8mT91An/bOKnyRfvEm/wBY9AEMkXlH/U/Sof8AVSfut9TSeT1/1lH2XyutADLfzpY/3Rp8lr5v+q2bKI/3W+H/AFb1Z/650AQx/wDTKn4/d+T+7/79U+O1HmeT5NPki/0dPN+SgDyvHaUb/wDnlR5vmyfuqI4hFH/qafJLNFIn/LOgB/m/vf3tQyXXldP/ACFR5pi3+VN8lMuPO8znZsoAPtX35vJ/8hVDHL+8/wCelP8AK82T97/y0ox5sfnEeZQAcDZ/8aqaOWby/wB1+88umRy+VJ53/kKn+bCD+6h8v/plQA+T95J+6P8AsU+WLyv9VTPsv7z91NHH5lTf6qPyYv8Av35tABJ/rOfuf9M6JPPlj/dTfJT45fM/fRbKmkixHiLy9lAEMcU32fyf+mVEf/TKnyRQ+X+9h/1n+qo8r/lj5Mf/AFzoAI4oYpE82GSiPOf+Weyn+Uf+Af8AXKiWKaLYZYUTzKADyvNj/wBT/wB+6fGfufuqI4pvL/e/coi/df6qgAi7U/yofb/rlTOZf7n7unxxcp6/886AGSRZHk/6xKI/JikceTsf/pnRHF+8/jp8kP3ONlAEMn/bPpUMnkj9z+72VZ8rzZP/AI1XRfBfwtqviv4m6eVtJ1sNNkS8upocARlctGCTx8zqBgckbsdCR5WeZthshyevmOIaUKUJSd3a9lor95OyXdtJJs8XiPPMHwzkGKzXFNKnQhKbu7X5VdRTfWTtGK1bbSSbdj2/wlb6V8K/hTBL4mvYtPtdJ0t7vVbi6mUR2oAaWZmYfKEUl+ewHU9a/Dv4q+Pdd+Pfxh8R/FDVIysuv6zcX0kc1y0/2SOSQlIA7YLLGm2NRgfKgAAA4/UH/grx8Y/+EC/Zcl+G+i6lEmr+NdShsFhTUDDPHZoTNPKFXl4z5aQuOARcYOfun8srq4h8M6WsFuA8rZ2bhgM3cnHYce/Qe9X9CXwcwnGOEzfxK4ym6GVQqN1quq9o1JSdGm7816k6iUuVOStGMbSqQZ/L/wBHXAY6pg8w4qxMb4vMKslHyipOU5rV6SqSa1/5932vdmt6tD4ftYrCwjRXcEIOMIPXHf8A/X+PKTuly5kkRWDHLMxySadeXl5dTNcXDl95yzGpreL/AJY+TX7b4v8Airj/ABQ4gVWnF0cBQXJhsOrKNKmklflilFSlZN2vyq0E3GMT+q8vwMcFSs9ZPVvu/wCv8ytJny/+We+oZf3X+p/eVfuIvKt/3vl1QuPOz50Qj31+SHeMil82PEuyiXHl/uvLojPm7x+7p377/YoAbHL+88nyY0p/+tk/dQpRGPNkzT4/Oi/czQx0AM8791/sVDJL5o5mjqaTzYo+kaUyKKaL/VbP+udADI5f3n8H7yiOXyv33kx/u6fH+64jNHmzRSY+TZQAz/lp/qf/ACFR5h/55Gpo4pv+WXl/vKZHF/1z2UAM/c+W8Uojo84Y8/8Ad0/Of3MWyR6f5U8sf/LP/v1QBD5v7z915f7z/lnT/wDWy/vYUo8qaX9z+7p/leVJn93QAzP/ACxihT/VU+MCKP8A5Z0Sed5f7oxxpRHF+88kbKAGR/uo6f53m96fHEPk5jpkkc8XMtADI5f3mfkpnmzf8soU3094pv8Allsoj/dSeT+7/d0AHlfu/I/d7M0f8tE82GOiTzouf3dJ5s3rQAvm/wDxFMkm+/U3/LKmfvpZE83y6AC3lm/137uOmebyg/d0+SGYf/GqPK82TyfJjoAI5TR5p/1PyUeVNv8A+WdEfneZ5P7ugA83n/Ux/wDbKndv3vl0sfnZ/wCWfSmRxTeX537vZQBZ0+9mtXW4tlVHQ5VlPSuu069h8UaSyzxqkq8MOu1scMO+P/riuLj87/U+dHVnS7+60y5W6hukDDgjsw9D7V+0+Dfiu/D3MauAzWDxGU4tOGJoaNNSXL7SKf24rdJx54+62mouPnZhgfrcFODtUjqn+n9bG1Z32veF9Ztr2xu57O9s5lmtbqylKPE6nKyIwwVIIBBGCCPUV9f/ALKH/BW74rfC26tvCnxpE/i/w3FassU42DVINsaLEA7MqzKNmDv+cmRmLkgKflIm18U6UJ4MK6txuGdrY5GfTp09vpWTbo/2hrSRfKZWIYZ71834/wDgVw7ldSlWpxWMyfGx58LXaV0mruHMrSjUhda2i5LXlTUox+Zznhvhvj3LZYDPMLGo43Tuvei/5oS+KPqn63R+yXw6/wCCjP7Gnxd0F5r74oabpBSCB7zTvFSi0KO4LeWPNwspQqQxQsAcHPIJ9Tu/h54B8UI13pbLFmQb5dMuAFyB93byg7HgA/nz+FEfneX+68uNP+mtb/hH4rfFjwLo82k+CfiTrmh2kk5eS10rU57eNpCoUuVjUAsQqjPXCj0r+PZ+CWJyet7bhnNq2Fd/hb5o62/lcb7faUr6dtfxep9HTF5BiPb8H55XwbbbcW3KLvb+VwvttJSv7v8ALd/tRdfBSz8z/iW6/LGhX/l4h3sG55DKycdOMfjWbqPwT1lpfLsr2yljX7rzsyMePQK2Pzr8yPB3/BR/9sfwfb2lnbfGO5vbe0sWtoIdRsbefA8oxo7M0e6R0yHBctllBfeMg97H/wAFi/2sC2+TTPB6x++iT/8Ax+iGS+PuWTUKWYUK8LWXOknvu37NSb9ZNavyFT4d+k/k9RQoZrhsTTSsueMU1ru37GMm7d5yWr7Jn3Lf/CTxlpajydOhuURNzNaOrevGHCkn2A71z97Y3Ok3xt7u3eKRQEmjkQqwyMjg+1eF/Db/AILTweZBYfFv4OOALBQ974f1BXae5G0E+TNsEaH5zjexX5RzyR9c+HfFPwq/aV8BDxV8OfFFhqdu4VItQt1EjW03lrIIpUOCGCyKWibBG7+E4Izh4lcd8H4qnDjLAJYeT5fbUtUndaySlJPvZcra2TaaMqfi94l8BYylT4/yuMcLN8v1ihqou696SUpxe97JQk18MW00eYyS/chiGyiOLypP3Q+SOm3Ul1pev6h4bvYI47/Tpgl3EJA6KCoZWU9wysrDODg8gHIEshmlj/e/9/a/esNicPjMNDEUJKUJpSjJapxaumn1TWqP6dwmLw2PwlPFYaanTqRUoyTupRkrpp9U000+wyT99Ggp58kbJvJ+eiS1PmZ/1n/bKnyfuv8AVQ7K3OgZ/qpP3X/kOKn+V5v/ACxokz5n+u/790//AFsn+p2eZQARxcf6nvRH+9kxipki/eceZsok/g8ry/8AW0AEcXlSedF9z/plR/rY/wB19yiOWaiSX91mL/lpQA/zfN4G+mW/72RBR+/8vvsxT4/9X/qaAH/6r/VGmeV5Ub+bT06/vdlEkuf3MX36AGSXU2/919z/AJ5VWkl82RP31Pkl82P/AJ50zP8Ay28n/VxUAMkl/eJ5sPzyVM/nf6nyKZ5Xlfuf9XT/ANz5fnf88/8AnnQAzzRL/qaPK82RKLiWH/nhsp8cX/LGLy6AIfK+55kX/kKn/wBz9zs8upo4oYv+eb+ZTI4ppZf3UMf/AGzoAB+9j87/ANF0/Hk/89Nn/XKiMeVG838FPjiPl/3P+2VADPK/eJzT/Nm6S/u/M/6ZUGL/AJ4/9tahkl8n/VUAeY+VD84i/eUSfupOIY46PK87mjyh5n70+Wn/AFyoALeLH76X7lMuB/yxi+5T/K/55bKZH/zxi/36AIbi1hoki82RB5P/AGyqbyptnk/x/wCsqHyoYt/m/coAf5X7tDT47X/nlT44oM/9dKf/AKrZD/q6ADyuUMXl7JKm8rO+mf8ATGUVNH/0y/5aUAFtF5Unkxf9spafJ+6/1pfZ/wCQ6f5X7xPNhj/79URxfu/JPagBjxeV2p/lebHTI/3smIqf5Xldtn8FABIPN/55x+ZRL+9j/dfvKP8ArnUlACSfuv8AVUSRfvH8qiOLzY/3sNPi8mKPyfJ/7Z0AM83yo6ZHL/0xSnx2sMuz7lEkMMWz99/5CoAZbxZk8mKGiSXzY/Jih30yPyZf9VUMkvlW/wC5+5QA+8uvsG//AKZ/9Nf9ZXuX7Lnhu40/wG/izUbDyLjW5RLHu3hjbIMR5VgAMkyMCOqupyeAPnrw9pz+N/iJonw8jMobUpUR/ssio6QD5pnUvxlY1dh1zjABPB9z/bV+M4/Zu/Zh13xb4ZntrLUvs0em+HIg6x7LiUiNTEpUhmij3zBMYIhI4GSPxTxTpZzxnneUeHmSJSxeZ16UEm7L3qihT5rbQc3zSk1aKpt9NP5V+kxxFisXQwHBWX61sbOMpa/YUrQT/uyqe9dqy9m/l+d3/BS/4wab8Vf2sde1OwuYZrDw3bxaDZXEcLKzCBmaYNk/Ni5lnAYYBUL1HJ+VtZ1CbUriU7ic/dBOdo9K1vFeooqrEJkbnKpn9a56T/tn0r+1vEvirJ8s4fy7w24UfLlGUQjRUklF4qvTXJUxM1HR88uaUe7lObfvqMf3rgrhihwvkOHwUNfZ04wTe9opLXzb1fmxnl+9WY/9X/Bsjqt5UG//AJZ1Zt7WHy/3X/7yvxQ+wGXEuP8AltH/AHPLqtJ+9/5bfJU0nky/ufk/d/8ALKoZIoPL8mLZHQACU+Z/yzRP+mVHb97sp8drD1+RKmki82P9zD5fl0AVvK8r/nnRJ53+u/56UJF5vAmokih8zHyUAHMvWamRxQ+Z+92fvP8AlrU0kUpk8n7iURxGX/ck/wBVQAyTzorj91NH/raP+uWetP8AsH7zP7un/ZfN/fS+Wj0AQ+V5v+qmSnyf6vyam+y+b/uU+OKHy/3UEdAFaO1/dpDhP+2VP8rzeuyrJtYf+eMe+P8A551NHa+VJ/yzoAp/ZP3j/wCrojteU/cxv5cVatvpfnR+REKuSeE7yWP/AFNAHPeV5UafcpgtD/qfJj/ef8svKrVudBmtf9bDHHVaS1xIkOPkoArf3/8AV/8AXKiOL93+9/5Z1NJD9+nxRfvP3WzfQBWkixJ/qY9/lf6qmS2v/wBqq5JHBDs83ZTJLXzf9VQBQ8qfzPJxHR28n93+8/551cktfkfzZo46hktfKk/1CUAVsebvyUp/leVGn+rjSpvKz/raZ9lh8zyZf/IdADPf93+8/wCeVMki80+TL+7/AOudPktYfL/fBP3dEkUPmfuvLoAIs+Z+68v/ALZUeVNFJ/qY6O37rZRz5afuY46ADyf++/8Av5R5X/PKb56JIv3f72iSKGL/AFUMf7yKgA8r95+68uiOb/ljKP8AlrR5XKfc/wC2VEcPlR9aANPRNYXS74Shh5ZOyRFPX0P4f561v6pYpe241PTY0LyKCzbOXTHHHr0/ziuQj710HhbVxHcCwaXMUmfLB/hb0+h9PWv6X8EeNMnzjL6nhrxXeWX46S9hPRyw2IlpGUHK/LGb7aKbenLUqN+NmWGqU5rGUPjjuu6/r+tELHFNL+6/d7P+msVTR/upE/6Z0anp8OnXPnxWsTRyHhWiyFPpTIpYf9d8lfiXG3B+ccBcUYrIszjarQla6+GUXrGcf7s4tSV7NJ2klJNL0sNiKeKoRqw2f9WLMn8Bl2f9dasyRfchE0eySoY7URSed5Mf/fqn9P7ifwRfuq+VNyz+5ikTP/kL/V/+i6+pP+CXX7UOpfBv40QfCPXCh8P+N9RitmDPIxtL4gpBJGq5H7x2SJ+BwUYsBHg/LflTGTzopv8Av7/+7qzpd5c6HqkGq6LcTWV1bXay21zbgpJFIpBV1YHKsCAQRyCK8PiTIsHxNkdfLMUrwqxa9HvGS84ys15o+c4u4ay/jDhvE5PjI3hWi1/hlvGS84ySkvNa6H7DftQeELewsrb4yafN5V5pTRW2ob5jtmtHkKqAuCN6yyAg5X5WfO7CgcrZyw39uk0f3JK9Y8GaxB8cfgTpPiDVbR7GLxh4TguLmC2mDNbrdWysyo5XkqJCAxXnGcdq8V8Dy/avCdt5vz+XFs/1VfkHgFnWMxOQ4rJsW254Opyq7vaMr2j/ANuyhO2uzSWiR+C/Rg4izDGcM43IMc26mAq8qu72hPmtBP8AuzhUtq1ZpKySNKOKb/nhHIn/ADzp/lfvf3sNHlebH/tyf9MqekP3PNl8z/tlX72f06Dxf9c/3cVHlQ+Zjyf+2dPjiPmfuqfH/rP3X3JKACPEQzT44v3f7r5KZJ5H/PajyvNk5oAJJcf886JP3sn7qnxxfu/9T/rP+WtEcUMXagAHk+X/AAf9sqkj/gqOOKH/AJa/cqZPKi2eV5ezyqAGSf6t/K8v93Va4/i/1dWZMy/vpZt6VWjtfKj/AO2VADBF5Unnf6tPK2U+PPmfuqm/660yPmT918nl0AMj8mLv8lEkX+4lEEXlf6r93T44YfLf+/8A8sv4KAGeVDF2/wBX/wBNafx5aeUZI0p8cUMv1/6aUz9z5n+p2eZ/zyoAPN82NPK/5af9MqfHawyxp5VHlQ/8sofkp/lGL/Vf8tKAH+V5QTzaZ++8tPN8ujyhF/8AuqPK/e/67nyqAGXH7qPNQx4l/wCW3l/9cqfIPKfH8cn/AD1pnlfvP/rUAeXRy+bv8qnyS/u/3X7xP+elQx58t5ov/ItPilh8zHyf36ACT/njnZT5IoYpEh87fRbxebJ/t0/7BD5fk4/7Z0AMtzDLHmX7lEZhhjeHzkp8cUMXEMP0p8cX7z/rp8n+qoAZ5UMUn8e/7lPji/ef7En/AEyojl8mV6fJFD3/AOWn/LWgAjhh8v8AdVNH50Uf73/v1TI4v+mMm+rNvLDL/wBNEoAZ/wAtH/uSUf8ALT91DRJ/q/8ARaJP4PK/WgAj8nt5f9ynx+37v91Rz/zxj/KmSXX7z99/6KoAfFFwnmzR0R+Tj915dEfkxW6f3PvxU8xQeYg/56f88qAD/ln+6hojiMUrwxU+KKCL/Wn/AFdFvD8+Iv8Av5QAyTiRIf8AnpUN5/rP+ef/AG1qa4/1n+u6f9MqZJDD2+5QBWji8r97L/yzirK8SeJIdLR4TP8A6yX/AJaf8s6v6xqlnplu8Mvlon/TOuu/ZR+Gd94u8ay/E7xDoEMmi2AkGkyzkhZbwSLiWJOjiMK43HgORtyyEp85xZxNgeEchrZnitVBaRuk5yfwxV+r+dld2dj5LjjjDLeBOGa+c43WNNe7G6TnN/DCN+rfZNpJys7HVfsqfAzxB4Svpvi342jex1LVNO+zW+j7cGCBnRy82RkSEouE42DO7LMVT4m/4K2/tc6N8U/iPbfCDwit5HZ+C7+7ttQnklZUur7csbkRekRjdFc8kySY+XBb7B/b4/ben/Y70fw8NF8KW+rajrlzI5W7nKRQ2sDRednad29xIFQ4IB3MQ23Y35C/GP4seN/jb8Qb74m/EvV31XWNRnQ3d20Mce7YixoNsaqqgIijAA6V8v4KZNxZQxcvFXPaEI1MfRrU8ukqqUqa5pYavVVCKk1FU/bUKdSrOElUk6lONSUPaUv5l8GMk4j8R+OaniDxBTj7OzVCzsk03BKMEneMIqSvOV762k5c0eduJfNk86WoZPJij8mKFJKf5XH+ximeUf8Apn+VfpZ/Y4Rww+Yk2Y6uSeTNGnKbKhjh8qPqlWfK8qPH/PP/AFVAFCSX93/yzplxN+66JJU0nk+Zx5cdQyYlGaACPyfM8mWn28hi/wBaY6Zx18pNlEcX/PHy/wDrrQBZ+ywxR/vZkp8driNJooY9nm1Np9qJZP8AUx/9tK29P8NzfZ/O/d/9dI6AMGOwhEafuY3/AOeVX4/Dnmx+d5KfvP8AlpXW6P4SglkT/UOn/POTzK2I/C9nax+TL5ieZ/rYpP8AP+fMoA86uNBMUbzWv3KpyWv/AEx+T/nlXpeoeHIYoPOl8yP+Dzf9X/7UrmNY0GaKTzpYI/8Av1QBzcdr+7/1NP8AKh8zyYoUq/JYeV/qod//AF1ojsYfk60AU47WH/pn+8q/ZaX9qk8mKrNvYf8APrCj16L8G/hzD4j1DEsPmUAY/g/4ezapInlWcleqaP8AAeaayQ3Vmmz/AK5V9M/s9/slw69HD5WmvJ/2yr6B1H9ii80vR/OtdH/1n/TKgD8sviR8L4dL3+TCmz/rlXmmoaN5W/8A1cf8HlV94ftOfAK80K3mnutNkj/g/wBVXx/4k8OfZbh/NgSgDz37BD0ihjR6Z9lhik/e11UmjfvP9SlVpdGhik/1NAHNiKG1k/5Z/u6ZJFn/AJ51vXmjDzOiR/8APKq0ul+VH/qUoAx5LWESZ+5TJI/v/uY0SOtKS1+yyP5v/wBrpklh50b+ZDB+7oAzZIvKkSaXZsqtJFZy/wDTT/nlWr9lhit/8pVa4tcSfvf3f/bKgChJ5Mqf8s6P3P8Az2jTzKuSWoi/ffu9n/PSofK8r/W+XsoAh83P+t/d/wDXOiMQyyeTF5dPklhl/cxUeUZf+WMe+gAjlhlj/deXUMkUP/TOppIsbP3KfjTPKhi/1tADJPJPP7t6PKhhuE/cx7O9Pkih8v8Ae7KPJGPI/d0AM+1Q+Z+98vZ/11qa3l8oeTL9+P8A5ZVDLEJY/wB19+nxxQxSfuv9ygDstMvbfxBphjkYlhhZcEZz2bj/ADwazooY0d7d4QZN5UkdODiqHh7U1027jbzQIZMKVB6j1/Dr/wDrra1uxUsup2caMz4Dtt3Z44P+fav614xxj8cPBqhxKrTzbJ/3WLvb2lXDvWFbTdRerulaXt5aK3P4OHj/AGZmLo/8u6mseyfb+vIbbRw/8soY6s2/+q/e+XH5f/POqwi/d+TF/wAs/wDnrU1v+92fufMSv5KPeLMk0MUnkShP+2sXl0+P+DzPL31DLF5Uf7qGP/v1U0cUIkTyoU/1v7391QB+u/8AwTW1O+1b9ifwRd6jdyzSLFfQo00pcrHHf3McaAn+FUVVA6BVAHAFM1ODHifWF83G7Wbg/wDkZ6739nnwYfhL+zv4R8G6zotro9xo/he0XV7WARhIboQq1yxMZKMxlMjM4J3MzNk5yfNor6W6mee/mMkkm2WaQgAs7Eljx6kmv5s8FLZjxpn+aUf4U6jt2fPUqSVmtHZLW3ddz+Q/o78ub+IXE+dULKjOq+W2qftKtWas17rSitbPqujJpIv3eBsj8yj/AFUifufk/wDRdPjl7y/+Q4qJPJP+thjj8uv6TP68CT/V/wCp/wBXTI/3p8nvH/0yp3/LOpPK56fJQAyP/nhj/WUR+T/y12U/yoYh18v/AKZUz7L5X+f+udAD4/J2U+L/AFn7r/yLR5Xm9afHF5Un7r5KADn/AFPH+qpn+t/+20y4i+55VMEX7z/45QAfZfNi8mL50p8f+sTzYfkokzEfJ8mmSQ+VH53+s/650AEkQEfkRbNlHlQyyf6mPZRJFx+6p8UUMX+qhjoAhj/1n/LP+/T7eHvjZU0cPlR8+X+7oji/55UAM8ybrF9+OnmOGWP97A6U+L/gdPj/AIPNP/2ugBkcVHHz+V5dTeV5UiebUPlfvP3eyPzP3lAB5XlSf7FQyf8APH93sp/+tj/2P+mVEn/TLZ+7/wCeVAEPlebvOI6JPJ8tPssNP8rypMS/fqHyof8Anj8n/LWgDzHyvNk/e0SW0UX/AG0ot5fKkT/lp/HT/wCP95QAR/8ATWppYv3f+u+SmeV+7/8ArURxY/3KAH+b+7/eh3/66UyPyZf7lEnk+X/qaf5XlScUAEsUPmJT5JYZbf8AdfJ5dH76GP8A5Z7KhjimEnk/9+qAJo5f3f8AqafH+6/1QT/rrFTPK839zinn/j4/e/8A7ygAuBB5eYofko/1MlCdfwp9vFQACL93+63/ALymD91+6/8ARdTCWaKP/wCN0SSwxf62FNlADI/4B5P+sp8f7rZ+5eR/+mdEn72T97/36jojih2UATW59/8AWUfufL8mLZTP7kMv7tKeIv3n+u/2P3dADJP9Z/z0qG7uYbWz/wCWf/XOprjyYrf/AEr5E/55VqfBj4ead8ZfF1zBqmoRHStGKyXtrFGRJP5hbZGGH3FOxtxzuwMDk7l8jPs7y/hvKK2ZY2TVKkruyu90kku7bSWyu9WlqeFxNxHlfCWQ183zGTjRoxvKyu9Wkkl1cpNRWyu9WldnMeC/g/4w/aG1a70/SL06ZpEEZS+1iWIyokhXKxIm5fMfkEjcAqnJOSit9DfEDxr8Mf2RfgPc+J7vS1sdA8N2aJBYadDlpXZwqRoCcs7yOMsxPLMzt95q5r9pv9oX4afsIfASPxGPDDPBEwsPDujWZwLi7ZWdUdzllBCu7ynceGJ3Oyhvyr+Ln7Tvxt/aa1CLxN8aPFq30djcXT6PZx2scUNgkzIZUj2jcV/dxgbyxAjHJySfgfBfwv4n+mB4pYPC4xvDZDQqOpV1tL2FP+K7q/vz92kpv3KUqi5VK0+b+PMVh+LvpE4+OaYt/VskoVLU6b+Oo9pNW3m0rOTfJTUmqam1Pm5H49fFnxr8XPG114w+IWvtqGtaoUm1C9aOOEy7EESDbGFUAKgGAoHyivP/ANz5f/LOptVu59UvpbqIrJHO5Rd0XIHYfliofKni/fRbP9VX9MeKfFOD4t41xGJy+nGlg6VqGGpwUYwp4aivZ0YQhFKMI8quoRXLHmaV1qf2dlGXUMqy2lhaMFCMUkkkklZaJJaJJaJLZJBJ5Ij/AHvz/wDTWOjyoJY/JEP+rouP3Wz/AFdEcU3/AEzr88PSHxzQxSeT5ySJVyzuofs+ZYY6p+bNFJ/roP8AtpRGPNl8nzkoANQi8qT/AJZ1D5sMsf8ABskqaT97cP8A6vZUP76KL915f/XOgB/WT/lnH5lPt5RN/wA86ZH+62eVNHWxo9h5siCWFJH83iKgC5oelwyx+T5KSfvY/wB3Xc6Ho00X+q8j/Vfvf3v/AEzpngvwlNdXCQ/u5PM+SL915n7uu80Pw55MafZbOeTy/M83zf8AVySUAUNH0uGW3h+1WfyfvP8Alr/rI/8ApnWlHo1mbdJoYY/9Vv8A3ssf+rrYs9F82NPt0Pyf88q1bfRvKj87yY/3n+tl/wCWlAHDaxpdnF/0z/j/AO2lc94g8OQmT97D5n8FeqXmlz+X+98v/wCN1yviDS4Yt/lUAeS6ppf2WTzv3f8A2zqnHaxRSfwV1vii18r91+7rm5IpopH/APjVABZ2sHmp+5j/AHnz19D/ALK+lw3+uWdnFD8/mx18/afFN5n+p+T/AKZ17x+y9rw0bxRbTSzf8taAP2t/YC/Zu0260azvL+GOR5Io/wDllX3n/wAMs+G7/wAPw2cumwSfuv8AV1+dH7GX7V9no1pYWct5H+7i/wCWdfcnhT9vrwrbadDDdTQT+XQB8tft8fsPaAbO5hsNHSDzIv8AllFX5WfHT9g/WNLvJrzS9Nk2f9cq/d34sfF/wF8abPzrCGNH/wCWsXm14D8QPgFo+vSv5VnBIkn/ACy8qgD8HPGH7PHiTQJH83Ta4/UPh9eWsn72y8v/AK61+x/xM/Y3s7/zvJ0dP+unlV88fEz9jea1k/5A7/8AbOKgD84rzw55X+thqncaDDl/Nhr7D8Wfsl/ZZHxZpvrjNQ/ZfvIpP3sNAHzHeeHMR/vYdlUJNFFrIkMX3P8AppX0tefs3alFG/7lP+/Vc34g/Z91iGL/AFLvQB4DeWH+jp5nlv8Aut8XlVm3FqPLfyv/AEbXrviD4SalYSP+5RE+5F/1zrktQ8B6lLbv5MP+sl2eZ5X/AKLoA4OSLypP3uyNP+utVriKGK48n92iV08mjf6Pz5caVlXml/u3mihjk/55eXQBleVDF/qoaZiGIv8Aufk/55VcktZzF+9hSP8AgpnleVH+98v+/QBDeSwxf9s/+WdMj8n/AJZeX/1zp8kX7v8AgpknMn7r/wBFUAEn7qP97DHUMkoi/wBbsp8kXmxvD+730ySKeWNPKMez/llQAebDDH5P7uR6eDDDF5JhSNKPJ83ZNmNKZ/yz8mWgCaOWHzMGHfXTeGLmPVtIfTrlAwjAX1+U9OvcYP0wK5YxZ/1Wx6v+GL17HVkkmkCxuCkhbGcH6++D+FfsvgNxlh+DvEbDPG64PF3w2Ii7crp1vdvK+nLCTjOXXljJLc87NMO8Rg5cvxR1XqjVgaWGR7CZcbGIjq5bRGb9zLs/uf6qo9bsNl4NQjCfOm1spnkdP0/lUUXnRbPK+f8A6Z+VXzXilwRifDzj3HZFUTUKU26bevNSl71KV+rcGlK201KO6ZtgcTHF4WNVdVr69S/+5/5ZeR/2yr6Y/wCCbP7Hj/tC/FSDxv4x0WVvB3haZLi5uHtI5INRu0dHjsG8zIZSDvkAV8IArbDMjV8yW8XkyJ5X+f8AyHX60f8ABLD4bP8ADz9jvRL68tL+3vPEl9davdwX6bdu5/JhaMbQRG8EEMgJ3bvMLA7WUD+avGPinFcK8F1KmFly1a0lSi+q5k3JrzUU7Po2n2Px7x+40xvBXh7VrYKfLXryVGD6rmUnKS81CLs+jae9j0344+PotD0r/hEtPkU3d/CfPYOP3EOQDuHX5+VHsGOeBXk2nyiLZxHUvjy/bX/iJrWrJEIN+oyQPtfcGWECENn/AGhGGx2zjnrVG3mmilQZ+SvT8MOFcLwnwfh6EF+8qRVSo+rnKKbXpFWiraaX3bPY8G+CcHwPwFhcNTj++rRjVrN7upOKbXpBWgraWV922+ht7rzf3P8AB/0yqbzYZY+v+s/6ZVQt/wCGtKP97Gn7mP8A7aV+hH6oMT91++/9FURy/wDPXZ/2ziot/wDWP/yz/jqaM9P3Pl/vaADyoZZH/cvRBFDL/wDG6SOI/J+5qeP90nnf9Nf3VAD47byo/J8lKZJ5MX+qhp8h+yyP5UOyoY5f3dAEMkQiKUeV+7/e08RTRdZqJIv3ef8AWfx/6qgAk8iXf9yjyv3efJ+SiSWb/pnJRHD5sfk/u6ADyvK/feTR5Qhk/dfu6f0k/dTf9cqP+WX/ACzoAI4vKjT/ANGURxf8sYqfHF5O+nyWs2z/AG6ACOKL5/8AWJRJ+6/czeZT5Ij5mM/J/wA8vKqERTfJx5fligAki839zLBHJRz5f+xRJF+88n/V0SCaLvQBDJ+6Hk/x/wDPOjzZpZP7iU+SLyo+P/IdHlcJD53yUAQ/8tMxQ7KI4vKk/dU+SKGLtH/1z8qmR+TFv8r79AHlEfnSx+Tipo/9X/yz2ffp8cXmxp/c/wCuVPi/1efJ8x6AGeV+75/5aUf9c6f/AKr9yP8A0VR5Q+T+5HQAeV5sf+uSjM3leTR5XlbPKo8o2v8AraAH/uZf9aEp8cv7ymRzU+Ob93+9oAIzCJPIlmpnmjPk/Jv83pUNxqnlR+TEP/tdMt7+G6leHyU35oAvxxfu0/5af9M6P+Wn/PNKfbRfu/3sPyUXEWI38r93QBXluv3if990kc3/AAP/AKZUySKbzHxD8nlU+P8Ac/vpYf8ArlQA+M/f/wCmdWbeX9x+6qtced5nP7uprfzvM/e7N9AD7iWGLrDT8eUf/alQ3nkxRedLD/21rImvNR1rVrTwn4X05ru+vphFFaQLlnbr34AABJY4CgEkgAms6tWlQpSq1ZKMYpttuySWrbb0SS3bMq9ejhaMq1aSjCKblJtJJJXbbeiSWrb0SNbRtF1n4l+MrfwB4amW3muSXub/AGtIttCoy0jBfwUZIBZlXIzmvY/iT8Sfgh+w18EJfEviW7Nrp9qdsEO5WvNXvGXhVzjzJX28nhVVf4UTiLwlofgH9kD4Tar8Qvij4wihIhS417UpJGMQK5EcECdWwXKrgb5GboMqi/ld+3H+15rn7XnxZHjF9Ol07RrC3Nn4e0qSYsYoN5YyyDJUTSEgsV4wqLltgY/zXjXjfG3iv6tQlOOTYZ+9JaKrNdr2d3e0b35Ie80pTsfyHmDzD6RfG7wmGnOGQYN+9Ne6q9Rb2vZ3d7Rvfkh77UZVOU479pb9o34iftVfF2f4j+PbsGS4ZrbSLN0jC6fZedJJFbBkRd4TzWG9hubqcmsDX5o9I0RbG0CrvHlgEgfLj5jjHPv/AL1Z/hiE3GrCaPASFCSVXPJGAM9upP4Uzxjcm61MWYYbYEAIYfxHk4/DH5V/p74ZYPB+Ff0bc34hwlP2NfHTWBwzikuWlb33B3vG69tslLmpRd9pL+mKOX4HCYnD5Zg6ahQoRVoRVkktlb7vvZkR/wCs8mXy4/8Apl5tHX/V7H/g/wCmclMjlzI8P7tKfHLg+TFCmyv5aPqRlwTL/qtkdHk+V18uOiSL95/BRHzH5MVAAZZv9jZ/0yoH7qTyYtkf73/VU8S+TszR5P7z97D/APa6AGRnzf33kon/AFyo/wCWnkxeXUyeT5nWNKZH0/e/9/aAJrOKGWRPuf8Af2u/8CaD9vjSG18vf/01l/d1x/huw+3agln5PmfweVXvfwb8Gw3UkP2qHyPLl/df8s6ANLw/4ShsIrbzYZESTy/K/wCmddbZ6XDLG/2Xy4H/AHn+qrs9L8G3lrHDZ2sPzx/PR/Y3lSfuvMoA5j+xvssnneRGn73/AJZf8tKfcQ/98f8ALKKtjULWGXfDLDHsrHvf9X5JoAx9Ul8qT/Xf9+65XxB501v5MUH+xXVah/0yhrldcixH5PyUAcH4ktPNj8n93/1yrm5PJi/1v7z97srqvEEX7zn7lcxeS/vP+WeygBlvL5UnnS+Wldt8O9em0u8Sa1mj3x1wccv7z/Upsrb8P6h9lvE/1dAH2T8L/wBoybwHpaTRXnz13Ph/9ubWJbhIpdYfZ/zyr4hvPG80Ufkx1DpfjK8iuP8AXPQB+rPwf/bNvJZIZv7Z+f8A6619S/DP9qDQfFFvD9vvI6/Drwn8ZNY0bZib/V17N8P/ANsjUtB2eTeSR0AftVb694b163eaKaCRJP8AnlXPeKPhz4U1S3f/AFb+Z/y1r87vh/8A8FDrywjTzbyvTtD/AOCh1nf7PNvE/wC/v+roA9y8YfALQb/f5VmmyT/llXAeIP2abOX/AFWmp/2yrKt/23NAv40/4mSbJP8AnrWxZ/tSaDfx83kf/XOgDktY/Zzh8p/Ns/8AV1xniT9n2z+eH7EiJ/1yr2af48aDdW7zRXcH7v5KxNY+JemyxvN+4koA+afGH7Odnj/kGp+8/wBbLFF5fl14/wCOP2eJhH5McPzx/wCqki/dyR19geIPFmj3Un72H5K5XUJdBv5H8qb/AFn+qk83y/LoA+G/FHwCvLW48mKzf/W7/tMX7yvPfGHwk1KwuEmlh+eOL/Wf9NK/QLUPAWj38f72FJPL/wBV/nzK5XxR8DLO/wBk0Uyf8s0/1X/fugD869Y8L3lhIkMtn/rKwbyw+ySfvf8A45X2f8QP2afNkcxWcjzSf63/AErZ/n93Xg/jj4N3mgyP/oceyPzP9XL5lAHjh/df62aPfJRcfuo/3UPyfX/lnW3rmhTWoTzYfMrHk8mWT97s/d0AVpPJ/wCWUyf9cqZ/y1T/AFdWfK+55v3Khk/db5pYf9XQBD5vmx+d5MdP/fRD/XJR5Xl7IYv+/lEnX/nn5f8A6MoAZHL5Uv8Ayzp8f73jEe+iOXzZExRH5Pl/uoUoA7Cxm/tvRldyhlxgnIOHHfpxnr9DVOOX/R/O/wCen/TKo/BN0NstkFIXG9eOPQ/0/Krlws1vdSMNuN2QSMda/q/xpcePfCThzj3WWIUXg8TN2vKcL8kp2e8nCpO9ndVIpuLtF+Fl3+y4+thenxR9H/w6+4kji/eYlhj/AHlfuZqllY/CT4NXGneA9Ojt7bwz4ZePRrSV3kSNLe3IhRizbmACKCS2T3Oea/Gr9mPRdF139oz4f6Jq+kW95ZXnjTS4Ly0u7VZIp4nu4ldHVgQyspIIIIIJBr9hv2i9Q1DTPg1rM+mT+XJIsEDNtBzHJPHHIvI7ozD8eOa/y98b0804ryHKOk6mt/hfPOnBXXlZ/Ju3U/mH6Ryec8bcMZF9mpV1T+B+0qUoK662tLptJpbs8J8L6f5Wl20Pkp+7irVS183+5TNPtf8AiXJDF/yzrS8ryuYilf0mf12FnF5Ufk/JU1vqHlXHk/u/3lFna+VH+6/eVNb2EMWocBKALkcWdk3/AEyojim9aI5f3vkywR/9tafHn5IaAC3tfKi/eiT/AK6U/wA3yo80SeT/AJ/d0zzZov8AU0AQyed5nnRfck/5ZUXF1Dax/wClGOn+V+8x8n7uuD+LHigaDp7zed88cVAHVSeLdNivP3uyPy/+WVX7O6h1SJPss0f/AF1r451D4+XlrrPkxH5PN/1le6/BPx5Pr1vD++R/M/5a+bQB6m/+t/Cljh8qNP7/AP0yp8cs0sf7rZIlHlfvE8qgCG8lmtY/3Xz1Db38N1zF9+pri1+1H91TLe18p/3sOzy/+WtAF+OLP+q/7ZUeV/yxiO+njzoovJ/9GUSS+b+58nZQAzyhL/rqZH++/cxVNJF+8/dQ1D5X7z/U+ZQAySX94n/fdEn72TzvuU/zf3f+xTPNP/PE0AM/1v8ArfuSUySI/P1p8kXmj/U0z/Vf6o0ADj780v7yiOLyo/8Alp+8/wCWVM2/9NqI4vK58lP+2tAHl1vjzP3Xl7KuR/6vyTVOO1hij/e+XU1v/B5X3JKAJv8Alr52KPK/e/6iPZRb/vdn7ipvKm8xPK+dKAK0n7r/AFXl/wDfqiSL/lidmyppIv3af8s0qGS1Esn+pj3yUAPji8r9xJDUN7N5UqH/AKa1NH5P/LI/6yqd5F50nneSlAF/R9Bh1SP/AFKfu/8AlnVDUIvKuHhihTfH/wAsq0rPUJoY8xff8qqcks11J/rv9ZQBNZy/6On/AEziokIij8mXy3ot/Tyf9XRJ/rH8qgBnm+b++iqaPyYv9V/5CiqGPzo/+W0cnmf6qiOLzZf9THQBNHF+9Sb93sqaPyYo/wDU/wCrpnm52ebsStPwP4O134ieKIPDuk22LaN86tewttW3gLc4YgjewBCLg5PONoYjhzPMsFk+X1MbjJqFKmm5N9Ev1eyW7bSWrPNzjN8uyDK62Y4+oqdGlFylJuySX6t6JbttJasreGvAvjL4oa5Honhi1eG18wi+1iS3YwWyjaWGeA8mGXEYOTkE4XLD1TUte+B/7EXwr/4SX4i+KY7SOeeKK91SS3LXGo3B4CpEm5iqgsRGudihmJJ3sa37Sv7S3wn/AGKvhTDPc2sL3jxPF4b8N28u2W9lHJYk5KoCd0kpyct/E7AN+U3xz/aI+MP7RvikeJ/i14p+3TRCRdOs0UJb2UbuXMcSDoMkDccuQqhmO0Y/nihT4p8cK/tK7eFyeMtIr463K3rezvZ2v9iL2UpRbP5Tw1LjT6R2J9tinLBZDCekFpUr8rdnezTs7J704P4VOcWzu/2+f25Nc/a68U2mlaRp0mm+EdIkMmj2EylLiWSSKMSSXIWV43ZXWQRlQNqOR1Zq+bLiX95+68uPy6v38X7t/NhT/rl5VZtxF5Uf+pjev6ByXJct4eyynl+Ap8lKmrJfi23u23dtvdn9ScPcPZRwrk1HK8spKnRpK0UvvbberbbbberbNnwpALbTpby4Cp5khJfdxtUdfbndXNXDSXNw7y+XG0jys2PUnNdLfqdL8JCGDETeUq7W9WI3Dn6tXL+VNL/c/wCuVf1v9IOceGuFuFeC6at9Wwir1bWs6td+90i7qUKj1inaonK7bYsp/fV6+Jf2pWXov6X3DJIv3v8AqUo4/wBR+7okix++ihSmeV9z7n7v/nrX8uHtj5P+e3nJT5Iv3f8Ayzpn77y/4Nn3KJI/3n72FKAD/pj5KfvP+edEff8A1dBi/eeT5Ef/AEyp/lGKRPKijoAZ/wAtP+WdPEX7z+D95RH5EWz7lTRx/wCkf6lP+mVAHW/C/Shdaon3P3fz+ZX2x+zt8KppdPSHyd7/AHP+elfKP7Oelw3PiWHzf+eu/wDdV+ln7NXhKzi0uHzfLR5PL/1UtAGPqHwvMVunlQyO/lbK4bxL4c+yyP8Aufnj/wCWdfUviDQYRZ+dawpXj/xA8JQxSPNFD/37oA8K1SwzJ5v3H/65Vz2qWv8A0xjr0jXNG8qR/wBz/wBta5LVNLP/ADx/2P3lAHGaha+Vvrktctfv/c/66+VXf6pYeTH53kp/36rjPElh5v8AqoY6APN/FEMMW81x95iKT/lnXbeLLUAP5X/LOuPuNLzv/c7/APtlQBWj/dR/6lJKv6XLL5nnfJUNnYebcfutj1f1C1+wW/2OKCP95/raAKGoapN85l/5Z0W9/wCTJ+6McaVTuP3UnnfcSOq1AHVafqk3+u/dvWxp+qTRR+TD5dcZpd15X7n5I627PEsb/uaAO20vxHeWuzypq6TS/GWpQyJ/pledaeYYq6HR5YYv9bCj0Adzb/EbUYv9Vef+Ra1dP+L/AIltZP8ARbyT+5XDWd15v/HrCiVc0+X7LJ5xoA9m8JfEvx3dfvvPkrrbP4oeMfLT7VeJ/wBco5a8Bj8WzRf63/8Ad1Zj8UTS/wCqvP8AV/8ATWgD6B/4TPUrqP8A13mVQvPEd5CU8392kf8Azyrx/S/GV5F/qr2tiz+Jc0Mfkyzf6ygD0Wz+I2paXI80V5/q/M/1ktbeh/F/G+a6h3/9M/N8vzP8+XXlcuvWeqSJNLOiPJ/z0/d1NH/aPlv/AGXMjp9/+/QB7lb+I/DfiONPKvI43kl/56xyfu65j4ifAfTfFFmk1hpkc6eV/wB+/LrzSPxRNpckNnJv3yRf6vzf+mf/AF0rtvAfxVvLWSGG/hTyZIv+Wkv/ACz/APalAHzZ8cP2fbzw4XvLWz3+Z/37r511zRptLuHhlhRH82v1T1jwlo/xf0OaaLZPNJF+9ij/AOWf/kSvjn9qD4Bf8I5qlzDFZxo8kv7ry4v+Wf8Ayz/5aUAfMEkP3+I6hk/1f73y4/3v/PKtLVNLmtbx4YvLqncWn7v91DH/AKqgCnL99PpT5IppZM/u6f5RiPk/JTY/4P8AV0AO8394k37vfR/yz/fbPemRxQmTAhj2f9M6f5X7xDQBc0CT7Jfxz7ogBIAxPYHgn8jXQ6yEiKXLW6v1Ulv0/rXMRxmKT/UpXUiRrzRY522yO0SliOm7GD0/Gv6j8IJrinwY4t4UmrypU442ltpKlZ1LaNqUlTpwVlqpOLlG6Z4mYfuMxoV11fK/nt+bPaP+CbfhbQvFf7aXgPRvEOmJPbw31xexoNyYntrSa4hfKkH5ZYo2x0O3BBBIP6kftI3t9F4IstItIY3j1LWoILoOpJ2KrzDbzwd0SevGfqPhr/gix4K8D6n8YPE3ivXfsr6/ouhxDQraVoyyRzOy3FxGrRBgyhYo96sMLcspDeYMfb/7QEf2qXQrNtT2L9pmlNoYchyqgCXf/CU3Ebe/mk/w1/mHxXXjnPj9lmDadqEY6NNrmSnW5opX6cqv0cdWkrr+V+N8TDiD6UGT5e0+XDRhpJNxcoqpX5opJ9HBc1tJR1aUbrzuO1EUiQ/8Aq5HF5UnkeT/ANs6f9khi/1U1TW4x+5/d7P+etf0yf2GPji4T/ppT44vK/1X/fumRxCKP97DHU0f72Tn949ABb/6t/uU/wAv3p8v7qPEv3P+mdVriXMnk0ADy/u/Jx5fmf8APKiP99/rah/c+Wmd/wD1z8qrVADoov3fk+TXm/xo8Jf2zpb2cUP+si/dV6FHL+7QxQ76ZqGlw39v5UsMdAHwrrnwW16LxA/lWfyf89fKr6H+Angi80GzTzYZP+/Vd/cfDmz+0+dLDHv/AOWXm1t6XoMNhH5MXyf9sqAL8fkw26QyinxxeVsFEkUHmdX/AOutPt4gY/8Anm9AB5UIj8n5JEp8h7xfu/3X+qoj/j8r9KZJF/pH7qgB8nkzSP8AckSmedz/ANdKZb/63+CnyS/6H+9/5Z0AEY82PqklEfkyyYi/+N0eV9+Hyf8AV/6qmeT+7oAPK8r/AFv3Kh/1P+p/dpU3/LNMQx/u/kpkn7qRPO8ugCHr/uSU+Tq//LRKfJFz/qe1M/5af3P+mVAEPlZk/df+Q6f9l/d/6n/tpR/qZKZ9l82NIf8AMdAHktvdTeY/2qrkcX7t/wDWVQ8mGK4Sfzo9/wD0zrVjtf8AR8y0ATRxfu/+WlTSRfu/+enl/wDLWq0cvlc/fp8cvlDzvJ+egAk+4n0okihl4/d0/wAqGXpTJ+1ABFFz+62UyTyYtnmwfPT8+U6QxHy6Yev+p8ugBkdpDEfJHyVNJaw+Z030yOXn/YjoHpFD5f8A0y8qgA/1UmJf3dPki823/e+XRJ5Pl/7cf/TKue8SapNYbM/u6AOhj8mLtRHF5Ow1g+G9Zmu5P+Wdb0fk/aP9T8lAEOsXUOl2eP8AplXu37MXgqDw98PY/FlzaSxah4hUXVz5k4dfJDP5AUKcKDGwf+9mQg9Aq+I+HvDF38R/iTpPglLITWss6S6oFaRUW1QhpdzIMpuUbAePmdRkZzXo3/BQ743TfA79l7XNS0bV/ses63s0jRXUPv8AMmz5rIyEGNlgWZ1fICuq9SQD/PHjdmmLzfGYDg7AP95iZxlPfSPNaCklvG95yvtyRfp/Kf0jM6x2e4/LOAcslarjKkZVGm9Ic3LBSS3jzc1SV1p7OLXl+ef/AAUL/aG079o39oq+17RdLghsNAtn0Owura7+0pqEMF1cMt0rBVAEglyFGQBj5j1rwuSOGKPyZYU2f9cqfJF/zyhj/wC2sX+r/wDIdU7iWHrFDBs/55eVX7rk2U4PIsqo5fhVanSiord6L177n9KZBkeA4ayXD5Xgo2pUYqMVdt2Xdu7u9yteSQy/6rZVRInnmispCoV5FVivXBNWL3yYpP3UMdRaMls+uQhVQjJIGO4UkV91wRlNPPuNMsyyduWviKNN32tOpGLv5a6no4mo6WGnNdE39yLfjWdBBb2bEL5khYMx6bRjH/j1c9J5Pmf9dK2fGFxINShhIUqsO5QexJOf5CsOTyfk8ry46/U/pN5vLN/GvNHd8tJ06UU0lbkpQUtt0587TbvZrbZcWS0/Z5bDzu/vf+Q/yofLzF5dQ/67/V0/zYfM/dbKPNh/5a+XX4IeoJi39Y/+/VL5UMv77zvLf/pnTPKhik/1MdPk/dSdUoAZ5QH7n5P3ctSZh/55R/nUf7nzPJ+T/tlT+fM/1EdAD/Kh/wCme+SrNnawy/8APOqxl/eed8n/AEyrS0OKCW8T9zH+8/55UAex/s520FrrFtP+82Ry/wDPXy6/RH4F+I4bDS4Yrqb5/Kr4Y/Z/0uCKS2mPlxwyRbP3dfWnw71WG10+H99Js/55f89KAPoe416G/s8edHs8quA8YSw3W/hP+udVovFuY/3s3+s+esfWde+1Dz4vLoA5XxBpUXmfuv8Atl+6ridcsIeh/wDItdtrF1DLzFN5n8dcZrl1CZE8rZ/raAOP1mKHzP3sNcfrlr+7fyvLSut1y6hl/wCWKf8ATKuP1u6h/wCWvl/9s6AOG1zSz8/m+X/1yj/5aVz0nhaaWTyZf+2VdtqEPmyPNFCm+T/lrFTNL0uzmkT/AJaJ/wBNaAOYs/C8NhG95f8A/LOsHXP+Ph/+Wn8Fei+KLD7VH5NhD8n7z95XE6xoP2WR8wp/36oA5W8ihzVC8ihi/wBV5b1saha/u35j/d1lXkXlbP8AV8UAMs5ofM52VvaPdeVH5MX3P+uVYNv+62DyYJKv2cv2X/VQwR0Adbp8sMX+qrV0/wD0qTkJsrm9Dlhuo+ifvK6SOWG1j8mKgDVjlh/1FP8AtXmyeT8lZUcv3P3Mf/bWrMcsP/TPfQBpR3XlR+SZv9XF+6okk879z51U4/3X+5T5PT92lAFn+1PK6+XU0WveVIn76seQeVv8393VaSXytn+r/wC/VAHW2fij7LH5PneX+62V0+h/EaG1kTzZt/8A0y/56f8AkSvLo7ryrfHyb6mj1S8tP9Nim/1n/LWgD3WTxH4b16w86/vJEf8A5dftMv7yOuY8P+PLOw1z+zPtm/8Aj/dy/wCr/wDIleOax4j1K1iSGKZ08v5P9GqtpfiPUopYfss3mQx/8s/9Z/1z/wDadAH3P8M/iXo+jSQ3st4kf/PKKOX935f/AH8rgP20fEem+I/D6axaQwR15v8ADPxve3Unk3U0caff/wAyeZTP2gNZmGh/Y/tiSQ3kv/fz/wAif9M46APmbxp5MWuzeV5f/TWsQeTFH/yz3/c8ryq1fEl/Ddag837use4lhl2Z2UAMuPJ8z97MlQ+VD9m6pU0kUIkTyvLpkcVnLGk2EoAP3PmJn/tlRH5MUmfk/wCukdEcXlSZ/d76PKh8v/XR7KACOKHpLD5f8ddT4ckWbSBEoICMy5z+P9a5Y/ut/k7I/wDplXQ+ELh5YZoiuFQqQPc5z/IV/Sv0T8wp4fxfpYCqrwxlCvRkrJpx5PatSvqk/Zbx1vZbNnjZ7BvL3Nbxaf42/U+4P+CI+ieEp/if408SXGsqmtWvh+C207T45lCzWss+64lKEbm2PDbLuBAHnEEEsuPtD42LdT+LdHjm08eRFazNBP5gO92ZQ67eo2hUOe+/2NfLn/BD7XVuPD/xI8MpothEtlqWn3AvorQLczeatynlSSdXjTycov8ACZZT/Ga+mPi87f8ACzIY5J3Ma6MjLHvJCsZJASB0GQq5x1wK/wA48Vga2H+lDi8JWabwqlC+692ko3jty35m7Pm3fVpx/ljATnmP0s6s6it7Glom72Tw0bctuXlv7S7vz7y6tOOHb+TnyYqmt7XzZU8rZRHDD5f7qH5P+etPl9/3df0Of2AMjih6f6z/ALZVNGYYuPO+T/pnTJIv3f7r/ln/AM9KZcS+VJ+6goAZJL5sn7395/2ypkn72Omf6miOLyo/3VAE2fKj4h+eOmf8s/3Xl9aLiXydkUs3/fyiPzvL8n93+8/8h0AHlfvPPlmjjp9vN+9/deXsp/leVH+9h+SSiPMX/LL/ALZUAEkRm2f6ynxH975Pk+WlHSTyYof+/VP+y/vExs/eRbP9VQAyOH/cqaTyPkh/1lEf8eZ/+/VMzDEP3VAD/wBzD/8AaqJLWGWT/lnR/wAtP3v/ACzo8ryk8mXYn/PKgBnlf8se1EkXm/6qiPAkTyoafH/q+fuf9MqAGRyzeX/7To8r7/lUJnzEn/gjpn7rzPOi/wDIVABmH/nl+tMkiHyeVD/37o8ryv8Alj5b0+T/AFnk0AQ+Vz/10/1VPjPlbxR/qi9Enn+X1j/eUAAi/wC2dM8r/nlDs/7ZU/yj8/nQ73/65UySWHy/3X/fygDx/VLWz0vZNGfnqzp+swmNPNrnvGl1eXUn+izf8sqoaJLqUUiC6moA7mP/AFiTCpo/J+Tzfv1W0+XGz/lpVmT/AKZf+QqACSX92lM/1vEs/wDrKZ++2f675/8AnnUN7fzQxeTF5e+gC5H5Ik/g/d0S96zY7rzbhOI/3n/LOtW3lhuv3MP7ygCt+6ik/wDtVTSRfvPO/gpn8f7unx/8fHWSTzKACP8Addf+WlZusaD9qi/5Z7P+eVascX/fdHMPP7v95/zyoAytI0GGwk/dfJ5f/PStLzvKkSHzk/7ZVZkzF/yxqsf+ms/yf886APWv2W9F0oy614kNzBLfGVLcIYh5sEXLZDZyFkbHHAJhHXHHxr/wWM8Y+JtU/aB0TwPqNpNb6XpfhyOfTPtDRFJnnlk86dNhLAHyo4ir4ObckLtYM30f8Nvia/wt8UJqmoBk0q9Ij1bbFuO0Btkg75VmycZypbgnFW/2/P2P9P8A2uPhdaeMfhrbaZL4t0uJZ9HvywU6pZFWY2fmhgoDFhJGz5VWBGY1lkcfzRnb/wBSvG2Gd5vrhcTHlhVe1N8kYWb0UeW1m9fcnzO75rfx9xFL/iHn0i6fEWfa4PGR5KdZr3aUnTjTs3oo8tmm9f3c+Ztvma/KOSLzf9VDH+8+eqdx/wBMoY/3f/POKtTXtF1TR9UudE1bTbizvbK4eC8gu7Ro5YJUYq8bo0QKsrAggjIIINZ2oRTRR/6mP/W/88q/paMoyipRd0z+v4yjOKlF3T2ZlXHk/J5X4+VU/h5FbVGLQp8sJKkDocgfyqrcRQ+Z/qaueF7Ty72afcvyxhcKPU5/pX7N9HvBVcf4z5LSpx5mqvPbTanCU29f5VFyXW601scGbSUMuqN9vzdih4pdW1iVZFDbQoG49BtBx+tZsf8Aq/J+TZ/0yq74gliutWlZlQESFcE+nH9Kqx/6vzv3cdfKeJ+NpZj4lZ1iqUuaE8XiJReusXVny76rS1k7WWljfBRcMHTi+kV+Qz/Wf6ry6ZiHzE8ry/8ArlT/ACoZZHhlmjpkkXk/88/+mVfCnUHlHy/4KJP3Un7r7kn/ADyo8r/R/wDXeX/6Lp8n+rTzelADI/3X/LCiP91JnNEv+sTyvLp8cUPmZimj2R/89aAH+V5tykMU3z10Pgu1EuoQmL7/APzyrBj/AOeImSuw+G8XnXfk2v35KAPpD4L6XNa7PKh3+Z/rfMi3/wDtSvePDcvlW6fvndK8l+E9rPFo8P7mNPMi/df9c69R0+UeX50sP/fuWgDpLzVfJj/4/P8A7XWbea95sv7r/ln/AMtKoXmoTeY8vnfP+7rE1DVM27+V+7oAua7rMMUj8bP4K5LXNVh/57f6z/npTNT17O+bzk/1X/LKuV1jWf8Alt+72UAGr3/7yuV1nVIZY/Jih+f/AKZ0/VNU/dv+++T/AKaVz17f+dcfuhJQBcuLqGG3/dfc/wCuv+r/AHdaWj3WZEhhvPMeT/nrWPbxTf6mWb/rrXSeC/C82qaonmwpIn3PLoA2NL8JfarfzpfneSub8YeCPsu/yof9XXv3hvwb/wAStJvJ/wBZXMePfBvlW83lQx/9Moo4qAPlfxJpf2WT/U1zF5EI/wBzXp3xD0H7LeP+5jT/ALZVwGqQ+VJ5JoAyrfyZZE83/tl5tWY7r95/ro/78UVQ+V5UmKI/9Yk0Xl76AN7SJvKi/g2V0NnL+786uVt5R/qf3cb/APTOuh0eX7nleX/36oA2Lf8A7Z1cji+f/Ux1Wtz5siY8ur9vF5Un77ZQA+OHyt9MuJfKk6f9/amki/d/wUfZYZZKAMq48mLZ/q/3lM8rzeZSlbElh5uzP/LOhNLJj/1P+r/1VAFC3tfN/fCLy6fJpf7z91D/AKyX/V/9NP8Av5WxHovlRuD8lVtQtZoo/wB19yT5PNloA5LxB+6kf7LN8n/XWjw9pf7zzpd/+t/5Zf8ALP8AeVtyaPNf3H+p3pHFIn/bOt7w/wCF7OXfBF/y0/d/u5f+uf8A00oA6TwPo32CzeGUxxpH8kX73/V/+RK5v9oS/hl0/wAkzR7P+evm/u/+/dd/4btf7Ls08rzJP3v+s/56R15L+0Bfw2Hkw2sybMSf9s//ACJQB4zql151483yf6r/ALZ1myTebGk3/TKrl5FDh/8AV7/uVQjHmyeTFN8kdADJP3R/df8ALT5KI/Ji2TRU+SWGWTzvO+T/AKa0yOXypMReXsoAf/yz/g/7+0ySXzZE/wBXRzEf3uyiP/W/vvuSUAHlfJn93/qq1/CbSC+kRmODFkjPB5H+JrLjHmyJ/q9laPhp/s+opEWRt0bR8Hpjn+lfrPgTjaWA8Yckq1JcqeIhC+u9S8EtP5nJRfSz10ucGaRc8vqJdvy1P0x/4IqeNtNvvhT44+G0NpKt1pXieLUp5iB5bR3dskaKvOdwazkJyMfMuCece8/EnR5bD4nXmoSXxl+22MMkSyA4gUApsGSeMoX4xy547n5O/wCCJ3ijSNP+IXxE8ET32L/VNK07ULa3+zsd0NtJNFK28fKNrXMQ2nk7+OFNfZXxi06OLXLLVgfmmtWhk3HjajZGBj1c9/Tp3/lbxLwdThn6b/E2DlD2ar18Q4rRpxnasmuydr6aq3K7WaP5F4WnHJfpRYijC6jiqGl1fmboU6srN9OenLWPbl2ujlbeH95U3/LP91/38pkf7rp/yz/55USTGKX9787/APPKv1A/skLgebH+9hjkqH/W7IYvnSi4l/d/uj5fmUzzf++P+uVABH5Mcn7qGP8A5Z/6qKiTyfLT99/rKf5X7xP33mf9sqh/6Y+V8n1oAf5UOEp8fneX5NQxxTf8svL3yVNHF+7/AOWaeX/0yoAfb/vf+WXl/wDXOnxiGWTyR8lHMr1NHKJd9ADI4pv9xKfHmIP++p8XkxRZH3P+uVEn7mfPnf8ALKgBkcX/ACxip8ksPmf7H/XKiSIUeVD/AMsqAGD91spz9Pxpslr+7/5Z7/8AnnTzF5X+rhoAZwNnm7/+uVEn/XZ3/wCulPkl/d/67y/Mpknk+X/7SoAZH/q/J8mmRxQxf9NP+2VPk5j/AHUPz0yTyIY/+WeygA8nv/5Do6b5vn2f9cqfH53/AC1pkh8tPJ/9G0AHlQ+Z/wA9KZHEfLT99T7gTeX+68uOoftVnn/rn/y0oAmj/ddPuUyTyR+5oj8mU/6LTz/rMywx0AeMyaXDLb+RLD88f/PWmR6DD9oz/q3/AOuVXI5f+eVP/wBbIkNAD44fKj61N/yw/ezbKZL/AB+b8lH/ACzfzZvn83/V0AHneVIn8f8A7TqnqkU3l/uvuVZ/5Z/67/yFTJIvkfzZo/3dAGVJa+VJ50oeNP8AllVzS7+brLD8lPjihl2QnZHU15LDDshtYfkoAuSZ8v8AdUeV+7/jRKht4u03mfu6mj87j/2nQA/zRL+58lKfHDPF3jjqGP8Adcfu6f8AuYv79AD5P3Uv+p/1dEY/eP8A6yTzP+WVEff/AFdTeVBFH/z0oAhvLD7Vb+TKY9leg/s9fFOTwzdj4a+NNYJtpCiaFczdEbkGAuT0Py7Afdc/dWuKs4obqRIYpvnjqnrmmQX9m8N1BGn8Hm181xbwrlnGOSVMtxq0lrGStzQktpRv1XXum09GfIcc8FZPx/w5VyjMV7stYySXNCa+Gcb7NbPvFuL0bOU/4KzfsiT+KNLX9p/4eaLLPqOnwJb+LLS0s4yGs0Vyt+xXDs0Y2xucP+62N8iQsT+dmoZijeCKGPZHFX7e+Er7SPjr8ILjSvGljBPBq9jc6brtlbXDqrI6tHIm5SGTfGwbghlDjB6Gvx3/AGl/hDffAz47+KPhRLDIkOj6tJHp7Xc8ckslm2JLaR2jj27ngeJyABgsQQpBA/LPBXiHMIQxXCmaP/aME2o/9e0+VpPqoy2drcson4r9HjirNIU8ZwRnL/2rLpOMfOkpcrSd7yUJWSdrckoWex5feGbr5MdXfCP37n5FX7nyr2+9VK8/1slXvCR/4+E2Ku3YMBMf3q/vf6Ln/J9co/7mP/UWsf0Jnf8AyLKny/8ASkZGr/8AIRuP9X/rm/1n1NVo/wB1H+6hSrGrRynUbov0Lvj/AL6NV5IvKj/chK/IOLP+Spx//X6r/wClyO/D/wACHovyD/Vf6rZv/wCedM/1UdPkiPl+d+7/APIdMk6futj18+bB+5ij/goji/d/6lKP9UP9ckaU/wAmb/Xfu9kn/LSgBkUQ7/JT4/8AWeSaDLNFJnzkjp/77/U+cn/bSgCa38nzMeTHJ5dehfA+1+1awnlQyfu/+eX/AD0rzqz/AHtwnlbNle8fsx+F/wC1LlIf+en/ADyl/wCWn7ugD37wPYS2scMNr9+P/Wy/89P8/u67D/VW6fvvLST/AJZxVpeEvh99ls/Oi+5/yyii/wBX/q6v+IPC81rZ+d/0y/5ZUAcTql15Unkf+iq5jWNahik6b3rb8UedaSP++rhvEF1NFv8A33lvQBW1jWf+WPnVx+seKP8ASfJiqzrF/wDu3himg31weqWt5LcP5U3lp5v+toA29Q1TzZE/co6f886hs5T5n2zzkqtHFN5af8s/MrY8N6NPdSJ5PzpJ8lAF/R9Gmuj5MX7zzP8AVeb/AMs69v8Ag34I8qSH9z89YPw38BzXUkPmw7/+utfRXwv+H00Uafuf/IVAD9L8JeVZp5UPz1yXxE8G+bH/AKivcovC80Uf+p/7a+VWJ4k8Efarf/Ups/65UAfEPxg8ETWsbzfY68K8QWHlSfvYdn/PKvuT46fDSY6XNiH5P+uVfHnxA0b7BqLwxQx/u5aAPTv+Chf/AASt/ax/4Jit4Df9qLSNCgj8e6HJf6V/YetLefZLiHyvtWn3GAu24g8+De0fmQN5w8qaXa+35pt8xf62Hy/Ll3/62up+JHxG+JXxOk0f/hZPxD13Xf8AhHtCt9F0D+3NWmu/7M0yDd5Flb+azeTbx732QphF3HAGTXM28RhfH7v/AK6UAWbbzorj97sSt7Q/3sCfuf8AWf8ALKsS3hB2f+ja3tHimOyH/VpHQB0ml/vZf9T/AMsv+WVbFnazeX+5rN0aLGz/AFddJZ2vmyfuvLoAh/svzf3PKU+3sPK4/grVjsP3f7ry/wDrnVyz0uaWRP3EdAGVZWB8xPJh+f8A6Z1fs9GMUX+p+Sr9vYfuq0o7CGKN/KCbP+WVAGDcWEMUf72GP93/AKqOse40+b7R/otn/rJf3sf/AE0/6afvK7O9tfNuE/uSVTs9L+1Sf6n5JIv9XH/q/wD0ZQBg2fhzzbdPK/d3Mn/PWun0PQIdL/czTJ50nlv/AK3/AO2Vf0fRpopEmlMcH7r/AD/7TrodL0ab7OkMU2/y/L/1f+s/66f6ygDNjtftVm/lTR/vIpE/eS+ZH/n/AON18/ftEap5uqJD88j+Vv8AKlljSvpPWYrOwsPOi8jZH8kUX/TP93/00r5R+PmqfavGFzD9snk8uX/lpQB51cQ+b/00/wCuVVpP3Uiebsq/cQ+V/wAtk2SVWuJf9M/deXQBWk/eyfvYaZGefOl2b/8AllU3leUP+Wf9z91TJIvuDzo46AGcRf6ry9lCfutk3k/JR5U0Mf7rZsk/5ZU/995vkxQx0AM6/wDLGN/+2taOgvu1mJ5YkDvu5H+6ao+UBs/1f9+Kr/h9lfU4Wb73zZ/75NfoHhP/AMnTyH/sNwv/AKfpnJj/APcav+GX5M+pP+CW/wAVdO+Gf7aOlabqy2yW/ivRbjRDd3Nx5YgkdlnixkfOzy28cIXjJmGOQAf03+LumSXOhxanCrFraTaxDABVfA3epO4KOPU/h+HVzfappOvW2r6NqUlndWpSa2uoJSkkMisWV0ZSCrAgEEcgiv2Z/Y+/aN0L9rH4DWfjNkC6lCg07xTZiExpHfLEhm8sbj+6beGQ5PysATuVgPxH6a+ExfCf0lcVxrhoOUKdfkqpdrW+XPCUoJ7JqN731/kfxewWO4H4uyXxDwlNzp0uWnXS7e8r+XPTnKCeyko3vza5cn7r/VVD5vuK0fE2izeHtYk0e4KMVXdE20gOvYjP5fUEZ4rLji/eJ5VfSYHHYTMsFTxeFmp06kVKLXVNXT77d9e5/W2W5jgs3y+ljsHNTpVYqcJLZxkrp667dHZrZ6j44jT5PSb/AHKf5XldaZ/y0z2/5511HaM8qH/UiH5JKJIs7P8AppT/ALL7U+SExb/3P+r+SgBkcU3lU+M94R8n/POjyvJj/dfu6mjtfK/35KAGf60fuof9XU0cXly/uof+WtEcPldvnp/lZP7qgB3mw/3TTZIf+WP/ADzpkf76P91+8/dUW8X73/U0ATRxQ+ZHzTI/J/5Zf8s6I/3X7mKH5Km8ryo0h/d0AQyfvf8AVQ0SxZH7ry/+/VP8r/SP9v8A74pnlfu/Jx/2yoAJP3sfk/8APSmR+TFHn5/9bT/J/e/uvv8A/PSmf8s0zN8klADLgQ+XxD9aP33+plok87/ll5n/AFzouIv3fkS/8s6AGeV/pH72GOnx8x+T5KSf9c6ZHEPM/dU+SI/J/B/z1oArap+6t+nmVyV5dalLqHkfwV2cmZbf919z/llJWbcaDiTmGgA8P3U0sfk/vJP+utaUcU3mJ5UO/wAuobS1htdnmzf9co46sxReVJ5MX3KAPH/K8rZ5vmf9sqf5XlfvvO/65U/yv3dJ5X7z91/zyoAWPyZY0/66/wCqoklPmvBa+Xsoj8ny0hl+5RcfupP3Qj/7Z0AMltf3iebN8n/PKiOICP8Ae/7nlUScR/67y+KfHFN/yy/790AVo4vK/wBbDH/1yqaOWaW4SL7lPMR9PL/65UGX7/3KAHxxQ+XT44j0/j/6ZRUW/wC93+Sfn/56VNHF5XEsKJQAW8v2Xjyfk/5ZeXT4/wB7H0jqHyppY/8AU7/+udTRxeX/AMtv9ZQAGIWtvj/gdZun2t5r2uJptgI0/e7JZKv3H723fyqzfCd1/YOuP5p/1lAG9rGjXmhW6TfwSf6qq1lqhuo/Jutn7yL/AJa1c+JHi2zv/D6abazIk3365vw/9s+zp5s3z0Aez/s3eJYNM1a98G3U6IL3NzZRqQFMi8SD1LFdpx6Rnp3+Uf8Ags98B5tL8X6D+0RpNnbrZavAmi6wIbSNGN5GJJIZZGDb5mkh3Jnb8i2igt8yKPcfD2snQvEdhrkRIisriOaQQthmQMCyjnuuR75xXp37YHwq1b9of9lnxV8OvBV6jX2raXHcaUVVGW5lhljuY4gXdFUSmIR7ywC79xyBg/zVxx/xgXi3geIafu0MXaFZv4V8MJttbWjyVPOUW9bs/kHxH/41j46ZbxVS93DY61Ou3pBfDTnJtbWhyVbWV5Qbu05H4maha+bJ5Pk1L4XmZLyS0EQAaPzCfxx/Wl1C18w/uimz/rlSaCUi1YhpUJeIhQO5yD/IGv72+j/jXl/jLktVVOS9ZQvdL+JGVPl1/m5uVLdt2WrP6uzWPPl1RW6flqZ+v21rFqsy5JYvu59xn+tVfK/56wxv+6rR8SW0i6lNJtQb1UrlM5GMfzBrOk/1f/LP/v1XznirgllvibneGjT5IxxeI5Y2atH2s3G1+jjZp9U01obYGXPgqbvf3V+QR8yPDL5f/bOmSQ+b/c2eVT/MH+ox8/8A1ypn+q/1Wz/v1XwJ1B5WdkPyf9+qP+Wfnebs/wCudHlTeXRHEKACOKGWT91/z1/791Nb/vY/3uzZ/wA86ZbxfvEEvl0RymH+5/20oAuW0UwuEh8mOPy+tfYH7D/gOHXtk0U/mPH/AKqPzf8AV18i6HFNf6gkP7v95LX6lf8ABLf4Qeb4bh1KWHz/ADJf+ulAHsHhP4X+VZw/6HshrnviR4Xh0uz8mKzjj/7a19q6f8INHi0PzrrR02R/8tfKr5j/AGob/wAN6D53P/PT93QB8c/Ef7JbXDwxT/8AbKvJfFF/DFced+7/ANbXYfGT4l6DYag/m+R/rf8AllXg/iz4q/b7h4YvL/660AaWsXU0snk3U0aJ/wBdax7zVLPzHhim/wC/Vcxca/qOqSp5U3l/vf8Av5W94b0Ga6uP3sPmUAb3h/Rpr+4SGGGOT/plXsHw3+GmI4ZooY/+uflVj/CvwHNLcQ+VB/rK+qPg18FrzVIofNhk/wC/VAGV8J/h8bq8SH7H/wCQa+kPB/w+mtdPh8qH/v1FU3w/+D/9lyfurOvafB/w+82zTyofk83/AJ5UAeY/8Ib+78mKGP8A79VDJ8PvNjfzYf8Av5FXt9z8L5ov+WPyVD/whHlcy/f/AOuVAHyF8dfhzDDo8wFnJ/36r89/2gfCX9ja5N5Vn/y1/wCeVfrj8cPAf/Eruf3Mf+qr84v2tPAc1hqE03kbPL/6ZUAfIWqWsMMnPl1m+V5tw/8Aq9nlV0/iSw8qR6wRF5NxQAW+f+Wv366HR/3snk+Skf8AzyrnreL97/zz/wDadbHh+X95/wAtP+/VAHbaNFD5af6uuq0uH92n+rjT/nlFXK+H/wByU/1ddho8X7tBF9ygDVs7Un/VQxpWrb2Hmxp/fqtpcXmpjyf9X/qvKrVt4ZvL/en/AMhUAQ21r+6/5Zv/ANNamjtIYo/O+SrMcX7v/XUyQTeZ+9Cfu/8AnpQBQlihik8mXy/+/taWn6XZxSQn93/qv+ev+s/65/vKrfvxsh87/tlW9odr5v7mWb5PNk/e/wDTT/v5QA+z0aaKNJj5EiSf8tP+mn/fytjT7WGKN/OmePy/M/dRfu/M/wDIlPs9LhurbybWH55PM/dxRfu//Rlb1nYeVJ+62R+X8/8AfkoA4nxpdw2GhzTS+WkMcX+t/wBXHXxh8RNZh1TxBeXlr8iebJ5X/TSvr346a9Z6D4Tmmimg/ef88ovLr4q1TzpZP3UMH7z/AJ50AZsnkxf6F/rH/wCeUlU5PJli8n5KsyRTeWn3I/M/6ZVDJ+9k42P5f/TKgCL/AJaUkcUMX7mLZsojPlW/k/u40o/7bIj0AEcX7xIZZv8AtlT/APll/wAs6hkj/wCWNP8A+WiQw+XQAf62T96I60/DNupvxKxORGWGPy/rWfHFD61qeGI3N7LKFXaseCR6kjH8jX674CYJZh4x5JSdPntXjO1m/wCGnPm0/l5eZvZJXeiPPzWXJl1R36fnoTaluk1JgURgqgAHr6/1r3P9gr9pm9/Za+M1tr9xIj6Dq/l2PiWBnkwlsZFP2hVTO6SLll+UkqXQY35HhkoWXWJHREYZA3nsQACK07OLyrf975eyvk/G+hg+LOP+IaGMaq0a2JxEb3TTgqsow5WtNIqPK12TR5+NyPLs/wCG5ZXj6fNRq0+WS8mvwaeqfRpM/cb4j+H7bWPD8moOAJrGNpY2ZsDbgF1PrkD8wOcZrzCTyYpP3P8A37qj/wAE3fjx4m+PH7N1ve+MlR9R8O3x0WW7E7PJepDBCyTybiTvZZMMSTuZGbjdtHQ+KdEtvD/iOfSbKB0t4iDEZgflRlByCfvAHcuefu4JJBr+RvBXM8ZkeZ47gzMJN1MPKU6bvePLdKSXZNyjNL+9JuzWv85fR4zjMOHM4zLw+zSTlVwkpTpO948nMlNLsm5RqRWt+ebdmnfPkihp9x5NrH5vk0+P/V/ufuSVDqlr5tm8MX3/APnlX9EH9WmPeeKPKkxF/wB/K1dL1Se6jTyv3f8Aq65i30aaXVE8oRp/11rsNH0v7LAhEMf/AGzoAPK/efwR0/ys7BL+7qa4i/efWmfZf3n8H/XOgBkcUMsnk+THHT7f91H+63okdMuP3XSn+UP+e3yUAGfKk8/yaPNhi/z/AKuiT/WZ/dx+ZT44vf5P+uVABHF5Un/LP/Vf88qP3P8AqJaZH5P/ACyh/wCuVH/XLPWgB/8AyzzKdlM/5Z/vv3n/ALUp/wDy08mL/wAh0eV5X+/QAySIUXEX/wBtio7p/rKZJFDFQAz/AFsbn93QR5Uiebs3xy0du/8A0yo8ryh+6+5H/wAsqAH/AOtjpkkXlSf3KI4v+eX36I4/3n/tKKgB8n7qPPk+X/1zpnlebH/rv+2tP8r/AKbRpTPK8nf5P7ugAj/1nkgUcjfDFD8n/PKj/VSeT9xJKfJ+9jfzZvkjoA8f8392nlUR/wCsyfn/AOuVMjl8r/VQpT0l/wCW2P8AtnQA/wDfCL+DZHR5P7zys0fvvM/e0Sf9NZqAGf8ALN/Khp8kX/PL/lnTP9V/zzp/lTRbMzf+RaAC3/dSJD/zzo8ryv8AVQxxpR/y0f8A5aP/AMsqmyIv9V5f/fqgB8cUMI8mIoiU/wD8h1DH+6kf/V/9tasyfuo0FAB5vlcDZTPK/d/upt6U+Ob7lEn+sSHzv+2dABH50snWmSaXDLJ5xp/+q/1v7upreXH/ADz3x/62gDNuNAhlk6x/u6uWlhDa/wCq/wCWdWY5fKj/AHcP/bKofKmij/df+Q4qAH/62X/npXuvwH8V/wBv+DzpNzKv2jSpBblM/MIsAxkjsMZUeuw+9eD+b+78mL7klb/wW+IjeA/HyQaxMU03VEaG9mk4WJ1JMch4zgElewAck9K/MPF7hapxTwVWpUIc1alapTS3bj8SXVuUHJJLeVj8b8d+C6vGvh3iKOGp8+IoWq00t24/FFW1blBySit5cvkfAn/BRv4E2/wH/ae8QaBoGh/Y9E1aSPV9DhUwhBBOCXWNIgBFGk6zxIhUEJGvUYZvB9OjFlqsMkybfMYgHHcggV+p3/BWX9li8+Mfwih+MvgnT7dtd8FQTT6iWkjia50kIZJhuK5kaEr5iIXUBXuNoZ3VT+V8h+zyJcAISjhhEDjoa+r+jx4g0cTTybOak06uCrUXVvd2dGcZc0knzNSjFSdtXdpa7X4NcY0uO/DfDzlPmxFKHsaqv73PFcqk7t/HG0r7Nt9mlJ4rhZbmK48wKGj2j8D/APXrGkigEf8AqUeuh8WQLJaxTjG9ZNq56cj/AOsKxPNm/wC/df1H9J/KP7I8a8y5V7tb2dVa3+OlDm9PfUrLtY/TMlqe0y2Hldfj/kVo5TFJ/wAsKR+n41JJDmT/AGKJIv3f/LOvwA9UZ5UJj8iWJP8AtrT44syed+72f9NKZ/qY/wCD95R+5/8A3tAB/rY/3UMf7upo4SN+PLjpkn+tTypqfH52EHnf6ugC/od19l1BP9X/AK2v1c/4Ix/ErTdU0N9HuvIjeOX/AJZy1+S9uPK/c+dX0J+wX8c5vg38REvItY8hLj/llL+7joA/fv42fEbR/C/gN5opo4/+2tflf+2x+0jZxaheQxalveSX/VV6j8WP25tN174d/wClTf6uL/VSyx1+dfxv+I3/AAluuP5t556SfJ5csu+SgDlfGnjfUte1GYSzfJWD5X2qTP7unyfvZPOlCf8ATKrNnF5UiQxTR/8AXOKgDV8P6D5sieVD8nlV6j4D8B3l1cJ5Wmyb/wDnlXH+A5bO1kSGUR19OfAu60eXZD+42f8AXKgDv/2d/gtNqlxbebZf8tdn72v0L+B/7MnleG4bz7H/AMsv3XlV8o/CvWbPR9Uh+y7P+2tfoX+zP8T9Hv8AQ0srqaP938lAHMSfBqawuEgis9n/AGyrvPAfw+8qJIZbP/yFXoV5FoN/s+ywR10/grQdHl5i8vfQBweqeA7OKz/1Hz/9cq4bWdBhtLh4Yof/ACFX0hrngj9w/lD/AL915dqngO8i1B4fJ8tPN/5ZRUAeG/FD4czXWlzfufk8qvzo/bZ+Gn2WO5n+x1+vXjjwlD/YfkmGP/v1XwN+2x8PoZdPuf3Mcf8A2yoA/H/x5pf2W8m82GuJ1CIxSP5v3K9j+NHhz+y9bufK8uvH9cjniuHm85KAK0Y/eeTamtXS/wDj4/0XZv8AK7Vj2/7qN4bUJWro/k2slAHc+G/J8xIR/wCRa7bR5eP3oTf/AM84q4bQ7rypE8ry5K7nR5fK/wBVQB0+n/uv33/PT/VVpRx+VH/B/wBtf+WdUNLl/eJ/q61Yop4tn8dADJZf8y0zyv3ieV+7/wCetTf8tPJ/56f8svKp9najy/3X7vzIqAC3sPN2eV/37rpNHtZorhIfO/494v8AV+bJVPR9LmupE8392n/XWuq0ew8qT/XRyJ/zy/55x0AP0+1htd4l/wCWn/LSP/8AeVsW9h9l3/6tEk/4BT7Owh8xJoT5nl/9Nas6pL9ls/JM3zx/8tfK/wCunmUAfNP7ZHij7L4f/se1i8t/N/e+ZdV8o3EUP+p/dxp/z1r2/wDbI8Wzaz4sTR7W8j8m38z/AJa/9NK8Nki83fDDN5nl/wDPWgCtcRfuv3U0dQnyfK/deXVy8i8qT/Xf8sv9ZFFVbyc75ZfLk/6ZSRUAMki/0dKZ5XmyfuoY6fH50Mn/ADzonh8qRM0AMkiz+5i+/wD9dfLozF/zxP8A9roji/ef66P/ALa0W/nGPyR5dAB5Xm3H+xW74btzFFLKCux2G3b7f/rrIjh/eJ/0zirc0jFtpH2gqAfmdhnjjj+lf0v9E7BUKni1HMa7tDBYevXk9dFyqk3ZJuWlXZa9eh42eyawHIt5NL9f0II4BNeEQlCJnJB+prVtovKj5hT/AD/2zqnpdqIk/dbK0re1Pmc/JX86ZhjauZY+ti6qSlUlKbS2vJtu123a70u36nrwioQUV0PtP/gjJ4vk034neMfh9/ZgI1bQINRe78zBjNrN5QTbjnd9sJzkY8voc8fZXxdto7bxFp9/9ofNzaSRyREjbiNgQRxnP7w5+g6d/lT/AII4fCzRZpvFPxwkvr0ajGn9iRWi6eY7QQOYp3fziMSylo0GxSDGoywPnJt+ofi9rVvc+ONP8OLuV7bTpJpZONpErAKOucjyiT9RX8uU6scR9I6+DTtGDVXdbUGuvS/s1ppez8z+QaVaGK+lrzYBO0abVfdarDta36X9ktNG0mr7mN5X7vzoqNVixZ/uYY/3dEcs0sj/APLP/tlRL+9t/JihSv6XP7AOMvPOjuHMUP8A36/5Z12Hh/VPN0/yZYaoSeHPN1Dzovv1pWdr5Vun/LOgC5J/rf8AU/8AbOofKzH/AKLD2ok5k87/ANFRVJ/yzoAgkH7vgR/9c6PKmik/ew1NnEb/AGX93/1ypn/LOgBkcWJP9v8A65VNHD/zxh+SmSdf3sMf/XOpo4v+WMVADLiKaKT91C+ymeVB1/d7Kmki/ef6n5KZ5s0Uf7rzKAGeV5Un/LOiTye0/wBKhkz5acbKfJ/zxioAJIv9IxTJIpvk877nm0RjypMywn/v1T4/O/13/tKgBkkXlfvsJRHF5UiGKn+Uf+WX/kWmSf6vyaAHyRe//LKmeXD5n+xT44v9H/8AtVM/1MaQ4joAPKmif91/21okxn915eyiSX935MX3KPJ8r/Vf7lABHF5Un8bvTP8AVf60UeV9zyv/ACFXMeNPEc2ly/upv9XQBwcf7r9zU0kvnSpTJIv3jn/V+XRJ5EUnk+TQA+OWGL99LRJJ5X/PPZ5VEnk+X/rko832j2UAPkl/5YxbKDF52/FMkh8rj/plT45pvL/1P/XWKgB/ld/+/wBR/wBdfkSjzf8AljN89EX33+lAD7eX95iKapvNh8z97s/7aVCnX8Kf/tf+RaAJs5/c/wDPSppPJl/cy+W6R1D3/feX0p8f7qPzvJ30AHl+VG8P3KP+mPk/6yny/wDAKI/J8vEQ8tKAD/llRcRGL/Ww/wCrp/7j/llD/wB+qPK/6Y//AGugBkkWU/2JP+WVVry1huo/Jwn/AG0q5cGHy/8Alo//AG1pkkUPz/vqAPfPhrq1t8T/AIZNYeMbW21ITRy2OsW1zahobhCMFHRgVdWjZdwxtO4jHavxv/bK+D9t8Bv2lvGfww06G0t7HT9XaTS4baeSVYbOdVuLeMtJ8zMsMsasTn5lb5m+8f1P/Zz8TyaX41m8JvcYtb+1JhiIJxOnPHZcpvye+1eeK+c/+C4vwehn0Xwd8ebCO1jkiml0DVHklkMs6uj3FqFTlAqFLzc3DEyoPmA+X+auGl/qB40YnJ7cuGxyc6aWkU3eUdNrJqpTVu68z+QeEF/xC76QmLyC3LhMyi50orSMZO84+7taLjVpRsusdbJo+CWSO48PbCQFWEZyP7v/AOque8395n5P3ddBoTB7WS2kBYBujcjBHT9D+dZFxaR2928DA5ViORjPvX+nXj3TlxPwHwnxlTjdVcKsNUktlUoN6WvZXl7Zqy05WpPSJ/UeVtUMVXw76S5l6P8ApFD/AK5eX1/dU/PP7qZP3dTeV+7/AHv7umeVBFvzKlfy0e2Qx+T5n+ujp8n72P8Adf8AkKn/ALny/wDVR0yWKH/Uxfc/550AMj8mIPDF5dEcsO/yYofM/wCmVPk8n/yF3o8qGHp5dAB5v7v+D/rpVzQ9Zm0bVEvNLGx4/n/dfJVD9z5f+lQoiRxfvZZJafJ/z3i8vZQB3knxa8Vapp/2O61KT/rl5tYNxf8A2q5866HmeXWPby/6Qh+RP+mVXI7qD5P9X+7/AOedAF+3lhMn/LPZVmzu4Yo/O/dp5lULeWGWP91ClWbeXzf3PnJH/wBMqAOh0fWfsEiTS7P3f/PSvSPA/wAaZtBlTyryPZ/11rx+3jhlj8mIxyeZ/wAAqa386J/3sKb6APsPwH+1LeZhmimT93X1X+z3+2abWO2s5dSjjr8qdL16awkTM3yR16R8P/i1eaXIk32z/lrQB+53wz/a00fxHp8M39sR7/8ArrXuXw/+N2mzeTNDeRyJJX4jfCf9qXUtL8mGW8R/+uctfWPwP/almljSGXUv/IuygD9YtD+JcN/b+T5yf9tKh1nXtHuv9t/+WUlfIvw3/aRhl2Qy3j13knxp0yW3TzZo9klAHpfjjXrOXT5s/u/+udfFv7VksN/pd5B5Nex+MPjJpsVm8IvP+WVfK/7RPxV026t5oPtkdAH5y/tUaXDp/iSbytn/AF1r541yKD7R/wAs9le8ftQeKIb/AFyb7LMm+vn688mWSgCmf3I8mIJWro8vlbOI/wDtrLWVJF5UiQ1paX+6kz/BQB23hqX950j3/wDPWu80OaH5B50b/wDTLyq898Py/wDLGHy67zw3jzU+1b/9b+9oA7PR/wB7H/ro5P8AnrL/AM8627OIy7IYtkfmVleH4ofs6fuUj/66V1Wl2HlR+d/7S/5aUAQ/ZfN6Vfs9G82TzpYE/wC2kX+rrVt9Lhl/+N+bWrp+lwxR9fM/650AQ6Ppc0UmfJ/1dbFna+VH+6Mciffq/ZaN9lj/AHUP/tOtK30v9550Xl7I4qAGWcXlW/8AZvneX+9/5ZVj/EDVIbDT7maGbZ5cUn73/P8A1zroZJfKjeaKbZ5f/LL/AKZ14z+1B48h0HwHcwy3ce//AKZS/wCr/d0AfHPxg8Uf2944vLyWb5PN2Rfuq5LiXfNLs2VNeXM1/evNdTRx/wDPWn+VDaxv+5//AHlAGbcfvY/3Xl/9dKpx4ij/AHs0dTXkvmyP/wCi6hjPld4/+mVABHKc/wADpRJ50UfkxTR0SRQyyJ/q99P83zY8Rf8ALP8A550AQx+TDvH7vZ/zzqbzf3f73y6Yf+mXl/u6fb/6r/UpQARywyyPDFs2Vv3ymHThbggnCqCRxx/+qszT7OG4v/LNuhUHLfLngf5x+NaeogyzRxZG0Algent/Wv6l8Kac+FfAniziWrH/AHmMMFSvu+e8aySvZ+7VjK7WnI1F3ujxMd+/zShRX2byfy2/Idp1t+7TM1atvF9z/V/9+qrafa+VH+62f6qu+/Z3+CV7+0J8ZdE+EWkaxBp7axPIGvrm3Z1hjjieaRgo+82yNtq5AZsAsoJYfyjjMZhsvwdTFYiXLTpxcpPtGKu3prolfQ9DMMfhMrwFXG4qfJSpRlOctdIxTlJ6XeiTeiufoP8A8EmfA9/4U/ZU/t2+NqU8ReJLy+s/s5JdYUEdrtkyow3mW8hABI2spzkkDtNd1VPEfxN17UVuGmgs2Flb7k2+WIxh16AnEvmc988cYrsfGviDw1+z98KLHR/DmntDBZ2sOkeHLIb5grLEVhRmZtxVUjyWZskKeSxGfPfCGlPZ6RF9suXaaZy8ssqFmdicliTySTzmv578HcHiOI+Ksz4xrQ5YVpShSTtezkm/nGMYRut25I/lbwCwGK4s42znj+vT5KdeUqdFO17OSk/nCMYQ5lu3JdzYSXzef/3dP8qHzP3Xlp/zyot4u8v/AG1qb9z5ida/o0/rQZ9k82PinyRQ/wDLT/yFFQYvKj8mL/nlTMQ+Z+6+SgA83n/bxRzLH/z0SnxxebJ+9oj8mKP/AFHyUAM/1Ujw+RTI/wDniKs+UIpP/RVQ+VDFJQARy+bH5Pk0fuZf3sX/AJEqbyofn8qH/v5TI4vKk/1Me/yqAGf6qT/2rTJP3vEWx3/55U+T9z/qoP8AV0zzv3nkxTeZQAz99/sUf8tH8r/0VR/c/c/PT/ss0qeTLCn/AEyoAZJF5v8AqtkdJ5J/54GpJIjFH+6/560eV+8/dfvKADyvOj877n/XKKj9z5iY+5RHF+7ok/1f+pSgBg/cyeT5KbP+mlPj/wBX51Hm/vPJlok/df8ALH5KAGcjZNLTP+Wn7qGpnixH5Ji2PTP+WfkxUABHmx+dXJeLPDguo/3UP+srrY/+mVQ3EUMsf73935n/AEyoA8ckh8r/AFUybKfHF5v+f9XTLfiL/Y/660+D/WpQA8fuo0/cxyeZ/wAs6Znyv9V/y0/5Z0eT/wAsZP8Av7TPN/5bReXQBZ5i/wCWPmUySKmR/wCs5+Snxy/u/wCP93/zyoAf5XlbPJh/1lPjl/dv++d6Z5X7v915dPj8nzKACP8AenHk/wDXKpo8y/8ALH/tnTPN82Rz52z/AK5U/wD1sn72D5/+uVAE0f8Aq/8AYo8r9550tQx/uo/3X3I6mjzhPK2UAPkPnR/+iqm58v8Ae/cqGOL/AJ6/88tlPji/55fu6ABIvK2eVRHFNFJyY/3lEkPeKiOX95/qfnoAfJFD32fvP+WVMk/1b5mT95/yyjok86KN/wDlmlH/ACz8j93Gn/fFAGl4Amu9K+JGjXVvcJE7X6rM4x91nCsOfVSR+NbH/BUfwkfFv7EHjL7L4b/tK800Wd/ZlLPzpLXy7uLzp0wCU225n3OMYjMmTtLVzWnalcaPrFtqNhAqS2s6TRBxldysGGfbIr1z9srR7DXf2TPiRZ6m04jj8Falcg291JC2+G3eVMtGykruRdyE7XXKsGVmU/zX4y82XcfcP5il9tK63fJVhJrppaffq9uv8hfSBUsq8T+F82S/5eJXW79nWpyae2lp6Lm1u1p1/ErRphFqYDCNC4KsP1/nineIrJTdLM8YKOvzc85H/wBbFVoHuI3EjthlIIj961dTjGo6QZVxkL5gGe4HI/n+Nf6h+GMKXiD4C59wf8WKwUljqCavoklNR7O0Zx6O9ZW5ldL+oMa3hM0pYj7Mvdf6f15GHJFDNJ/BTLiL92nlQ09/4P8AV0zzTJ/qtlfyge6Mk/dR+TL+7o/cxR/wU+TzvMf7n/XOmPLN5af6ugBnlH/U/JR5Q/vR0fvpdhxQf9Z/yz/1X/LOgA/1safuI6Z/y0/1KR/9Mqf/AB/u6fLLMJP+Wf8A0yoAZH+5k/1Mcf8A7TqaP9yUmi8vfJTJIpoo/Jl+5U3lTeX/AKmOgB8cvlSfuqs28pi7R1Q/fZ/551J++/2KANGzuv3aTeTG9X47rypPOl2R1iW/neZ+6qzbzTSyf8s/7nlUAbf2rzdhl+//AM86uWc00VxmKse3l9fL/wCudX7Pzv8AXf6vy/8AnlQB2fhfxveWGoJ+/T93/ny69v8AhX8adS0byfJvE2RxbP8ApnHXzTb3Xkyf6n5K0tL1+80uTMJjR/8AnrHLQB+jXwz/AGm4YbdJrrUk/wBV/wB+67+5/a6s7W3eGK8T95/zylr8zbP406xYf6m72eXRefHPxLdW/k/2k7/88v3v+roA+8PHn7YcMUDwxalHs/5ZV8/fFj9qqbVI5oYp/wDyLXzlqnxG8SX+z/Tfk/661z15ql5df8fU0lAGr408b3vijUHmuvn/AI4q5i4i/eJ5VP8AN/efvaf5U3lOTN/37oALeLytn7lP3lX9Hh+5mq0cU0L+TF5f+qrS0yKbelAHT+G4v3iTS7P+udd/4StoZf8AWiPZ/wBNK5XwfYeb/qvL/wCuVeqeD/Dc11bpD5Oz/wBGUAb3h+w8qRPNh8v/AKa+VXYaHpf7tP8AVunlU/wv4NvJY/Olg8tJPL/5ZV3Ol+Ephs/ufcoAx9O0bjzvJT95/wBNa6TT/Dk0WzzfuSVq2ejRWsafuUjT79aVvaQxR/Y4po/O+5QBlW9h9l7x/wDXSiS0htf9D8mePzP8/wDPSrmoSw2skM0uz/pl+9/1lcrrGvTWv777Z8n+ol83/nnQAeJNZ+wRv++8t44t/l18Z/tgfEa81nUP7BtbxP78sUX/AO8r2n42fFqz0HT7mGW8jgSOKTyo/N/8h18beNNe1LxRrlzeXV5HJ5kv/PX/AJaUAYkn+s/ewpsjqa88mK38mXy9/wDz0iqGO68qTEuzZ/01l/1lVtQuppZP3Xl7P+eVAEMks03EVMki8r9zhKI+/wDq6f8Avv8Apn/foAhii/ef69P3n+qqaPj/AFvl7P8AlrJTP3/l/wDXSn+WPM8n93QAyP8Ae3CGb86fHFDFIg86N/3v/LKg+dFJ+6p8cR/5aw70/wCmVAGnoVosZkmMGwj5Fz19T/SnxRGe+eUxxnLcH1HQVOipY2SRFguAFGD3PpS6fazeZ5PyV/V/jtClwH4bcN+Hy0r04PF4lW2q1OZRTavzSi5Voa6qEYdGkvCytvFYyti+jfKvRf0jSs7UmP8AeiPZX6Kf8EjPgbqng7wP4h+Lvizw5LZ3uuTwWmkC+0YwS/YUiWbz4ZX5eGdpk+6ApNspy3G355/4JyfslXX7QXxOj8ZeMtHnXwh4anS4vGktI5LfULtGRksW8zIZWB3yAK/yAKdhlRq/Sn4gfELS/AlhH5ifaL+6JSwsIz80rdyf7qDIy3bgckgH/MTxk4sxWbV48FZLT9rXrcvtOV/DZqShtpeylNtpRja+jdv5q+kBxxjc8xMfDzh6n7bE4jl9ryvWNpKcYbWV0lObbSjC19G7cD8atYg8ZeNrTwdZ3EzW+iM0+pxmEGMzsi+Xg4ySqM+ccfvAOoOFt4vJjSL+D/nlHUUKXeoTzavq8kb310fMvJIhgdAAB7AAAewqxFF5sf7o+XX7JwZw7S4U4YwuWQSvTiuZrW83rN3srrmbtdXtZH7/AOH3CdHgjg3B5PBLmpQXO1qnUl71R3srpzbs2k+Wy6BHF5UiEQ+X/wBM6PK83Z/y0/660fufM8n/AJ50+WLvFD+VfUH2YyP/AI9082nj91s/v/co8rvL/uf9M6PK/d/vZqAGeUIpHh8r/trT/wB9FzL9ymSedF/0zSOj995f8H/TWgB5/dR+T+7ojh82Pyf9XTP9VG5i2f8AbOiOKaHZD/39oAmj/df8t6PK8r/nnR5s0ewy0f6r/wBAoAZJEIo/3P7umSfuv33+rp+fKj/1NH+q/cxUAMkh83/pp/zy8qiSLydlP/5aeT/zz/5ZUGKbzEm87/lrQAwxebHkfOnm/wCtok84bJv3n/xurMcX/LaL5Hpk8Xlb/OoArSf98f8ATKmR/upP3tEkvP72aOSj99LG/wDcoAZ5Q+SGXZRcRUwyzeX/AKl/+mVP/wBb+6+5/wBMqAD998/m7/3dSVHHL53+p30/zZpY/wB19ygBmfK35CUyWLzf9adlTD/V5lmkpkn7rf5XyPJ/qqAPHI/3X76amDyfn/pT/wBzDJR5uY/+edABJD5Un74+X5kv+qipOYv+ecaZpsvk+X5/3P4KfHLDN+5ih/1dADJP3X/LH/rl5VP/AH3yfX/llRHF+8x5NPzNFJ5Mo8x/+etAD/3WztTxF/zym2eXTP8AVb4fJjojtf3f7r7lAFn9zN/sUyP/AFn+poj/AHseIaf5I9qADyv3f7qn+V2i+59+meUT/qv3dPeKaWTyYofM/wCmVAD4/Ji/5Y1N/rZP9T/q6h8oxSecDHsjqaSKgAji+5+9+lHMQeaKiQQ+Z/osMaf9MqPKmikoAJP3Ufk/u0/6aUeb+84/5Z0wx+bGn7nZR5U0Mf7r95QA/wAs/wCx0319H+H00zxz8Orez8RQWuq22paV9n1SC6hWWG5DJsmjkQjayk7lZSMdQRXzb5XlSJ5Ve3/s6a0L7wTLosk8Jk0+8dVijPzLG/zgt9WLgH/Z9q/AvpDZVPE8JUMwp/Fh6q17RmrN33XvKHVL52P5g+lVktTGcDYbNKS97C1k2+0aicW72uvfVPql80j8SvGHhLXvA/inU/BXi6x8jU9H1Cax1G281X8meJzHIm5CVbDKRlSQccEijQZ32vauBhfmTb09/wCn517p/wAFO/hSvws/bJ8TSWWgJp+n+IpIdb08+d5v2jz0/wBIm5ZmXddpdfK2MY+UBCtfPkMi2dwtzu3sh7frX9a/R88U48JcUZRxXf8AcVIx9sl/z6qxSqKybu6d+dRu/fgk2fumT5hS4w4QwuY07fv6UKit0lKKk1u7NO8Wru2qvoR6pZfZrvywmFjOU6/d7df88VWktf8Alj+731s+IbCK6gGoBATGnzHH8PXP4f1rGkih/wCmb19D42cDPgLxDxeDoxthar9th5K3JKjU96PI1ZNQbcNNLx0urN+5luK+tYSMn8S0fqv6uM8qKOP95DR/qv8AW/8AbKiSL/cSiTyf9SRH+8r8mO8P+Wv7ry6PK/5bfp5tPkihik/1Mcif88qj8kf88EoAUxebshioli/560+WL95iXZ+7o8qCKP8A5Z/9s6ACOH95+9p8n/Hv/rv/ACLTPK82P/Uxx/uqPso8t/8AlnQA+Mwy3Hk/u0oj/wCeIpkcX/LbyUqaOKHy/wDlnJQAR2sHyQy/79WUi/55VDBaw+Z5Pkx7KuR2gik/1KUATW/+sWtGz/1UdZ1vFDayfuoUqzFLDFsm8mOgDS/1UeIoY6fHL+8/13ySf8sqzftXm/uv3dTW8p8tP3NAF8Wv7v8A0WaPfTBF9lj/AHv7vy6I/J8xPK8vpT/3Oz979ygCG4sJoj/f8umXFr+7fM0cdX44vNk/2KfHpcMuyYGP/rlQBjx2v7zH7urNvYcVpW+lw/aOsaJWlb6D9ql/1KfvKAMeDS/tUn70R7/Krp/Dfhaa6uP3MNbGjeCPtUiH92nmf8sv+elex/Cv4VQy3CTeTHQBQ+Gfwlu7+NPLh/2K9s8F/CryuZYY0/7ZVveE/BFnYWSReTseOLZXTx61oOlx/wCuj3/88/3dAEOh+DYdPk8nyf8AYrbjtbO1j/5aJ/HXN6h8RtBsf9dqUGyOL/Veb/y0rmNc+PvhXS43zrEH+q/560AehXl1D5b+bPGn+r/5a/8A2yuYuPFtna3D/wCmRp/21/5aV5L4s/aq0Gwk/wBFmTf5X+t82vLvGn7S0Mrp5N5v8z/VfZpaAPoTxJ8QdNtY5pYpk3/8sv3uyT/tn+8ryj4kfGmHS7fyY7uCOaP5PK82vE/GH7Q8OqxvBazP/rd/+trz3xB8QtY1mR/td5vSgDb+LnxLvPFF55P22PyY5f8AV+b/APbK89uPJlj8628vf5W+n3l15snn/u3fzap/as3HnGZI/wDprQAyTzv+WWz+/UMn7r/VbKfcS+bJ+6pgi8r/AJY0AM8r75ok/wCeM3l0nkw/88o/zpU8r/pn/qqAHx+T5bw/u6ZJF5Tp/wAs6fHFDL3T/rrT/K/efwUAEcXlSfuvLq7pVpFNdCcQxALzlEx9P8+1VY4vufck/e1r6fbLZWpZkVWPUdPp/n3r9x+j7whR4l8QaWPx6tgMuTxWInJe5GFJOcVLRp800rxerpqo0mos8zNcQ6OEcIfHP3UvX+vvsF08klwtuiqwxyD619If8E7f2LW/aY+IMut+P9IvE8E6F82oXEA2Jf3QKFbESbgy5Vi7sgLKgAzG0sbjzz9k79k74gftWeP08K+EoRBaW219f1+4tSYNOhJPzEZG+RsMEiBBcg8qiu6fq1Je/D39lL4R6L8PPC9jvTTrBbPRdNRUSa8dR80snlqqgsxMkkm0ZZycFmAP8x/SW8bM34y44xcMlTlmGPm1CCd5UKNuWnd6pSVNLW6S1qaK1/wvxX4/zDIcPR4P4W/e5tiVy2g/eoxkrube0ZNXcbtckf3jaSjfQm1H4Y/s4eCdI8C+F/D6WdlCBbaNoemJl2Gcu3zHJ5Yu8jnLMxJJZueMmudS1/X38Ya+IkvLmAR26p92CEElYwepwWJJPUk9BgDO0Gx1fxBev418WyfaNUvTjc0Z2xIM7Y0H8KjPA9yTkkk7scX3/N+evmvDzw0wPBlJ4zEy9tjqiftKrbesndqN9bX3k/ek9XZaL6Dwp8H8s8PqDx+Ll7fMqqbq1pNvWTvKML62v8Un703q7J8qIouX8ofPVbxDfw2Ft5Pnf+QquRxTRf6v93WV4l0vzZf3MPyfcr9QP2crafr32q48n/2lW9FL5vkzS1g6XoPlP/qfk/6ZRV0KReVGn/TT/nlQA8S+bx/6Lioj/wCmtH+qjzEJP+mVM8r/AJ5Q0AEv7yX91C9L5I9qRP8Arj5dH2Xyo/3v7t/+etABk+Z53nUJa+VH+9qaOLoPJokih8r/AFP/AH7oAYP3UnnRfc+/TPK/efvZv+2dFxyP3Xlx+ZR++lk/j/7aUAPH72P/AF3z0RxeVJ+6h/7Z0z/v3U0cXlSJ5UPl0AQn97++/ef62nxxeb/q6f8A6rf+5jp8kPmx+T8/7ugA8qGK3/e4j8v/AMh1QvNV+yp50X/kKn6pf/ZbZDVOOws7q3/9p0AVo9Uhv7jp5dXP30Seqf8AousTUIrOKT91BBvjqzp9/wCbG8M33/8AnrQBc/cw/wCq/wCWn/AKI5fk8+WH/rlUPm/88v8Aln/qqf5X3/3Mj0ATeb/z12fvP+eVEkv/ADy2VDcQ/wDTHy3p8f7qPrHQA+OWbr/BRJL+7xF9z/llRFjy+dmyiSWGUfuofMoA8fMv7vyYv3n7qiOKb5/9X+6/6ZURy+VJ0jo/cxfuYtmz/nnQAyTyZY08qGiT91J+6p59/k8v56PN++Ipt/l/8soqAHx+T5f+p3+ZRb+SI0/fUf63/lt5f/XOiSXhP+mlAE0fnS7/ACjHTP3Of3tFuPK5xT/3Xl/8s/3dABGPN7pJU1vFN/zx+SmRxeVIn/LSn/8AXOgB8cX/ACw+TZHR5X7tMw/P/wA86PK8rZ+5/wCWVPkJl/cSwp+7/wBbQASfvT/t/wDfunyfuo3/AOWnmUyObFx+99KfIP3n7qegAjiP/Pan/wCr/wBb+88ymf8ALPyZZtnmU/zvKk/c+XvkoArXEs8Uf76aP93UNvf+bInkwRv+6/5aVNcWsMv7793VaOw/ec/+iqANIRCLeYpkrvv2cddGm+LrjRHdFj1KA7FWI58yMkgZ7DaX/IfjwlvFD5fkxTSbKu+D/EQ8KeJLLXYZNyW04aTy8binRwM8cqSPxr5jjTJFxHwpjMtteVSnJR/xr3ofdNRZ8d4hcOLi3gnMMp5byq0pKC/6eJc1P7pqLPJ/+C2fwht5dL8G/Hmyt7dZYZ5dB1ORp5PNlV1e4tgqcoFQpd7m4bMqD5gPl/PGSHzZP4K/aT9uf4Pp8c/2WPFXhWx08XWo22n/ANqaIItM+1zm6tv3yxwIPmEkqq8AZfmxO3DAlT+M9xD5W/8A1eyvzjwEzz+0+CfqVSV54acoWe/LL3o/LWUUunLbax+SfRi4k/tjw6/s+rJupg6kqbT3UJe/D5ayil0ULaKwukTkhtPuIgFwTHnoy9xWZqFpLZytalAAnMTg5yuePxqzEWtp1nQcqenr61fv7SHU7VZkhWRlGYwx/MfpX+k/DuCn46eCksnUvaZzkt5YeNveq4RqK9mrJuTjZxgkrpxpRbXO2ft1aX9mZl7TanU38pd/68+xgyRQSR+R9xP+mlM8qHZ+9hqzJ5Hl/vZqhMWf9Vsev5GPeGeV+88mLy/+2VInT8anl8mKTP8ArKI/3UeZdlADJP8A0Z/yypkcQl/fY+Snyf8ATLZQIjLH5P7ugA/5afuqfHa/6O8MsMf/AF0p8drD5aed5f7ur9vpkMvb/V/8sqAM23i83f5RqaO18n9z+7rYttGm8z97Om/yv3sdM/sv7DGkMux/9Z/q/wDpnQBWs7Xyo/3tXPsvk7CZo40kpkUXmyP9yiSWGL/ltHskoAJJf+W0OyT/AK5VTvJT/sb4/wDyHU15fwxR+TFNGnlxVTMvmx/vZkoAmT/Wf8s6s2cuOmzfVNM4/wCWeyn2837v91soA2I7qGGTyZf/AEVVyOXzf7n/AFzrHjuvskn+uqaO/wD3v/LOgDVjl+5/q4/+2VX45fKlzFN8kdYkeqf9NqfHqn7zyaAOhgi8r/VD/bre8Py2kUn72b5K4ZNZ8qP/AJ6VZj8UTRR/upo/+/tAHv3gu/0fRo0mur2CPy/k/wBbXYf8NQ+CfCVl9jsJk/1X/LKWOvk6TxHeS/629eqFxqk3zzSzfPHQB9LeIP23LyKR/wCzPM2fcrifFH7V/jXVI/JtdkaV4y9/5UiTedHs/wDRdU7jVP3f+uT/ALZUAehap8bviFfyOf8AhJH/AHn/ACyjrnrzxv4kv5Hml1iR3k/6a/6yuVkvv9IcxbI6hkuv3fkxTUAbdx4jvPMT/TJJP3Wzy4/9XVC81m8upPO875KofaoTsojmh8x+Y/8AtlQBZkuppdn8byf63zf9ZUMkvmx+T/B9yoXujLspkvk/8tf+eVAE0fn+X+72b6Z5n7z91/zy/wCWVEn7qP8AdbP+2VEkkPl/utn9ygBkk3mydKPK/ePCIY46Z5v7ryMpT45eH/8AItABHF5sn7r/AJ5U+OLypPJ/d/6qmf8ALTyfOot+f3P7ugCb/VRp/q/3dEcX7vpH+8pkcsMVTwqyuEgljJJwBHWlGjVxFWNKlFylJpJJXbb0SSWrbeiSE2krsnsNPklnR5Sjooyx/lXrv7JX7OmtftUfG/T/AIaaY/l6fARe+IrtbpInt9PSRFmaMsrZkO9UQbW+d1LAKGYcL4M8Ja14x8SaZ4I8L2IuNS1a/hs7C2EioJZ5XCIu5yFXLMBliAM8kV+u37NfwB+Gf7FfwOW1mjtLa/e1iufF2thzI15ebcFVcqrGJXYpFHtHDdC7uzfsP0leM19GfwPwfh/lk+bP87aq4iMFeUIXtTh0aSlaKiuZznGpe1OpZ/z74s+JcuFsIo4CDqY3EXpYaC1ak7J1HFauzaUFb3puKtpJro20r4W/ss/CxtN+HPgjTdKs4Si2el2KrCby42JGHkc/NLJtRS8rbnKoSSxFeaaPoeueJtbl8b+O75bq+u0+iRJn5Y0X+FRngfUkkkkzpqWtfEXW18ZeLXQMyMLKxRyY7WMn7o9SeNzdWI7AADet4vKj8mKv5I8M/D1cH4GWKx8va46trUqNuTSdvcUnq0nrJ/ae+ijb2/B7wrXAOXTxuZy9tmWI1q1W3JpOz9mpO7aT1lL7ct7pRtNbxQxR8+WiVNbxfchNQx+TFF5MX7unxyw+WfK/eV+pH7QPk8mIecP+Wn/LSmXGfM8/5P8AplR/y08r93+8/wCeVPjHlSfuvnoAh8r948P+sqz/AMs0mI/1f+qpkk0Pl87I6ZHLnp/37oAfHzGn/oqjyoYpPJm/790Ry/vH8ny/79EeZZPJi/5Z0APklMUj+bT44hFsz870zj/XUSfvf9UHkoAZb+TFIglp8kv71Jvnkok/dRvD/HTLm6hik/26AHyeTFTI4vN7PTP9bsm8n5KIv9Z5Im/7ZUAP8r7nlU+SL95/sUSXUMP+q/56/wCqoki+yx9fnoAP9TGn3P8ArnT45Yf+WX61DHL+8xL+8/gp8csP/TOgCh4gi82dJvn/APQ6oSSzRf6kPs/551sXsX2qPzv4KzbiKH/rnQBm3EX2q4xF/KprO1/d/vfv1NJF5UnnfwU+OX/rnQAy3toYtk3k/JU0n+s/dQ0f6399LDRJ/q/7if8ATWgA8rMaCL79P83zYk/6aUyP97J+9+/RH532fyf+mVAE3lQxR/8Ao2Kgy/8ALHEez/pnTOJZP3vz/wDXWpo/JijT9zG9AHjMeYv+WP8ArP8Apr+7p/8Arf8AVB0qGT/j4x5NEfneZ+6+5QA+3xF/qqPKi8xJseX/ANcqI4oYpP3R/wBZ/wA8qOfM/wDHPKoAf/qt/wC43/8AbKpv78NQx/6v/XeX5dEcXmy+T53+roAfHLiVJsx0+PIk/wBdvemRQ/cgP/oqpo5fN4i2UAPx5saTRQ7/APrnT44vL/56SVDJ5P8An93U3+q/1X/PL97QBN5ntRJ/q3hlEdMklh+Tzf8Av3T/ACjLH+68v/plQA+SWby//adEfH7mKF6ZEPN/1v7tKfHL50dAD/8Alp/rqf8A+RKhklhik/emOi3uvNuM+d/yyoAm/c5/dUyOKHzE+5vqaLP2f91D8lMji8qN4PJoAJIofLx5NM8rP76WZHqbzIYpMS/89aZ/qv3Pk/SgD6K+F+qQ6z8PtKu7eNkVbRYcN6x5jJ+hKkj2r8V/jB8O/wDhW3xM8RfDuLUvtv8AYGu3enfbPJ8vz/ImeLzNm5tu7bnGTjOMnrX7Gfs86jd3vgSS0uVUJZajLDblRyUIWTJ9TudvwxX5jf8ABRLwn4f8Lfti+OdK0DTVgglv4LyRFkZiZ7m1huJnyxJ+aWWRsdBuwAAAB/NnhTfJ/FHPsoXwycppbq0anu3b1vy1V5b32R/IngjfIfGjifIo6Rk5VEt1ywre7dv3rqNdabPW+yPnqSL94f3NS6bdqk32bYFVun1qe/tTFcVQuIoYo8Z+Sv7F4A41zTw84twufYDWVGV5RvZVIPSdOT10lG6vZ2dpJXSP6zxWGhi8PKlLr+D7k2qWRS4+1rDuVuuH24NUP9TGn/tKtizuYrhWtGYsVGCWP3h9aoXtl9nl2bFEajKk9xX7T45cDZRmmX0vEvhW88vx8r1oac2GxEtZRkl8MZSunvFVNFJxqU7+blmJqQm8HX+OO3mv6/D0ZDJFiT/lns+/TJP9Uam/1MlMki/d/vf+WcVfzIe0Q9Y/J8lEeiOLyv7n7z/llU0kRik/dQp+7/6a0yP/AFaeb5dAFmz/ANZ+9/5Z1saXL5safa5o9n/LL/WVgxy/c/1cn/TStKzusb8fP/7ToA3tLi82RIZYY40q5Haw3Ub/APkLyqx7OWGXZ5v/ACz/APRdatvLjZ5X7x/v0AMuNPh8z91On7yL/nrWVeaNNFb/ALqHfXVWc0PyQxTInl/PF/BUNxpYupH/AHO//P8A+7oA4C4i8r/W/wDkOobf91J+9H/futvxBYTRfuYoYI/4P9bWJ/qj/wAs/wC/QBNbS+Vv8qCOPzKf5sMX+qEb/wDTOoZJfK/5Ypv/AOmVQ3Ev/PaGPZ5VAFn7T5X+t/791NHc/wDPL/yLWb/qv30RTZ/y1qa3lz/rfL/650AX/N/d/uvuf9M6f5oijSbyUqn5sPrHT45c/wDPOgCz9vyP+Wcb0yS69/8AllVaXyfM/dbNlM82Hy/4KALlxfzf6n93GlMe6+5PN9//AJZSVT80eZ/yzp8f+rTyv+Wf/PSgB8kvnR+TFD/y1plxL52//lnQcfJ5Xl0Sfutk0ojoAZ5s3mfwJ/10pn/LT90I/wC/R5sI3/vqPLgx5P7ugBkf7r/VQx7KP4P3X/PKjzfvzZ/7ZUfuf+Wv4UAEf+s/dbKJPJ+T+tMP3Ex5ez/plQfJ+egCbzf+WPamRfvf9VTO3kxeXvp/Hokn/XOgA5l/35KfJ/0y8t6X/v3SSQ43wxbNn/TOgAj/AHUn7rZT5Ifv/c/65/8APSmRxf8APKLzP+mdPjP7vpHH/wBNKAHx+T5n/LPf/wAsq0bC3TC3IAOV+Q4/WodOtPMPmOqlGjGSB19qvkKeGYY/ut/F7V/VfgtwrlHAfD8/FTiqL9jQly4KjoniK9pJPVP3YtPkaT1jOo/dpWn4eY16mKq/UaG7+J9l/X+XU+sP+CQfwnn8aftF3fxPntrhbPwbpUjJcQ3MYU3d0rQRxuhyzKYjdN8uMNGuWGQrfaP7VniNLu60D4a2867ry5a+vkW5wRFGNsaug+8jOzMCeN0HQkcVf2J/2bdF/ZI+A+zxJLFDrepwrqni29uVhT7K4iBNt5iEhooBvAJdlLNK42iTaOT07xVefF/4g3PxQurKWGycRQabbTFS0NuuSAdvcszORk4LkAkAV/nBjOKM08efpEY/jfGS9pRov3ZXdr2cacY31cYtycErKMIwT6J/ytwdRp+KHjxVz/Crny/LYqnTlspSSko273qSqVU1ZJKPNq/e6rQ7X7LZwwxwonlxVpfuZpE/cx76ZBF5Uf7qHZ+6qbzfNj/1KV+6H9ih/rZP4/8ArnSfufLT/WVJ5R/2P+ulH+f3tABHny/Jip8kPlcUzyv3nk5T+5RJ53mfvv3af+i6AG/8tKd5v/PL93/BUMkX7tP79P8AK+Tyf9Wn/PKgCaOL/nr+7plv+93/AL6mfvf9/wD6Zf8APOiMeS/WP/rlQBNHF+7/AHWzZT45TFs8r93TLf8Aex/vYfk/6ZUebDFG+YPLSOgBl553z+b8n/XKoZYv3iTf6ui8/wBYnmny/wB1/rah80Q/3HoAfJ500j/6uSn28v3Mw76rf8s/3Qjkp/k+UfOih8v/AKaxUAXDdCKNP+Wf72gy/u+u/wD65VTkl839zT45Zpf9z/np5VAD44hFH50sOz97/q6m8kSx8+X/AKqmRy+V++x9am5iP8eygCG8/wCPf/YrNk1WGKVIfJT95R4p1QxW+YqwbO6vNQ2TS/8AbL/rnQBvSGGX995OymS/uo//AI1R/wAs/O/d7P8AplRJF+7/ALiUAPj86L9wKI/3sf7393TPK+yvRF/wCgB8fk44+/T44v3eJfuURxfu/wB9/wAs/wDlrRJ+6j/e/u/MoAfHF/3xRH05+/RJ5PmIP+edHlTeZ/rk30AeMy/62n28piHnRUSQ+VHRH+6k/dUAHleb+5hh/wC2UdPSXyu9HlQ+X5MRpkkX7z/U0APk/wC/f8dGP+WJ/eUeSfM/g2USReb/ANs/+eVAB/anlSf7Hm/6qpre/wDNi/e/JWPHF9qf90fMTzf3tXLO0MUn+p2eXQBpfuYZE/6aU/8AfRRv5tMjl8o+f/7So8qaKR5YodlAB5PlR/6lKsx/6z/YpnleVG/FMt5fKj/0WgCY+d8n7ny/46B53/LLZRIfNjf7L9/7lHm/89f+Wku+gB9x+9j6/JVb7VD/AKkfcjp95LNFH+6h8vy/9V5cVc9efbPtH/PSgDqreWGLZNa/fqbiKT/YrH8NyzH/AI+vL2Vq/wCquPJ8mgB8fnRRv996JJfK/wBVRH/q/wB1D/q/+edEkU00nSgD2P8AZrdX8E3uzoNWcf8AkGKvzh/4KYKo/bW8aO/Q/wBnY/8ABba/7B/nX6L/ALM91NL4d1e2azkCR6tuF0doWRjDHlQAd2VAUkkAHeME4OPgL/gqT4d07Sf2v9Y1PTddt76TVdLsbq/t0QBrCUQLCIH+Y5Yxwxy5IX5ZlGOAx/mzguUaPj5nEZbypztbX7VGWrV0tF1tZ6PXQ/kTw9nGh9J3PoT3lSqWtqviw8tWrpaLW9rP3X72h80Xlr5vEUPyVmyReVJjyf8AyFW3Ja4/1v8A5CrNuLXyv30UMe+v6TP67M4rcWys6thh0NXVZb+AhlZGB/iHQ+uPSqlxa5k8mKGOo4d9o6PGcf1r9n8IPFOnwHi6+WZxSeJyjGLkxNC/Rq3tIK9lOKs9HFyUUuaLUZLzswwLxUVOm7VI7P8AR+Qk7OzbHUxEfIQZadHFj/Ww1cmhj1CDzUCiQDAPXHsapBLmJykioFHUf8865fFXwpxfh9iKOPwVT6zlWLSnhsQlpKMlzKE9Fy1FHo0uZJySTUoweBx0cWnCS5Zx0kv8vIij/ex/uvLkpkcIijT+5U0v+s/e7KZ5Xukn/TSvyI9AIz5X+t2fvP8AnlRHL+7f9zR5WO0caf8ATKnyH75Oz93/AM86AL+n3R/57In/ADyjre0+6hliT99/5Frko7rypP3vl1fs7/yinm/JQB2Fnf8A7vzovI/65y/u6sxRQ/PDL8nl/P8A9M6ytP1Tzo4fK/5Z/wDLKWX/AO2VsW8sMsfk4/5a7KAKGuaNDdR/uvLj/gridUsLyKR4Yoa9L1CKz/s9PN2f6r97F5v7yuJ8SWHlSPkRp5dAHPRjzZPJylQxwmWPzv3dPkiHmPDF5dM/5a/uqAHx/uk8kURxTQyfvYU/uUzmL+5+8p/MX7mL935lABH+6/uSeXT5P+uCbI6h/wCudHm/u/3WygCaSb/cpn/LL+CmCLypE+5/10ojl/650ATRn18t0o/1Un/LNKjj/wC2fWpAJotkPybPv/6qgB8kv/LGLZ/21pkv/TX/AJaUySXyevl0eb5uyaLZIkn/AC1oAf5p/wCeEf8A37pj48z91soji/d/8s6JP3X76bZQAyPzfL/dUR9P9j/0XRH+6l6b6PK8qOgAkm/eP9x6JJfKk/gko/1RxEI/+2dEY/d/wbJKACTp+62JT/KEUn+pT/rpRHL+8/deXR5X7r91sf8A650AEcU3+plhoji/5YmaOgfuo/8AXeXT4/Olk60AH74bMwbPM/5a/wCsqxbRtJKkDwId4yTF2HrSR2Mks+wohP8Az0FaEcEVlCIbfYrHoXOMmv2vwo8K48WU63EWfTeHyXB+9XqtO87W/c0raynK6Tavycy3k4xl5uOx3sGqNJXqS2X6vyJFEUCiJXAwOMmvrL/gmF+xrpvxx8ZS/Gb4l6JBfeE/D8pgtrKa4UrfamBG4SSLBLwpG+9gxUMzRr+8XzVr5f8ABfhPxF418T6Z4S8Naf8AadV1a+hs7GBJVTzZ5XCIu5yFXLMBkkAdyBX69/s2/CnQv2N/2ZtP8JeMNY01ZNMjlu9f1WytfLjuLmWQse26UqGjgRmG51jQbV4Qfhn0wPH7M+LKNHLsmTw9J8uHweGhe9KilyuSjHRVJWjC62vGEHJQ5j8G8cuK8VwbwjHKsrqN5lj5qnFRu6nK/ilC2qbdoRe7c24q6bVL9pb4tyfbU+CnhK7ge61KB019x8zWtu6jEWMYDSKxzzlV5x86sMrwXoMOg6XDZxff8qsLw9by+M/HGq/EXUFkb+09Q82ETKodIc7YkO3jKxhF7/d6nrXaxxeV/qof9Z/zyr5Hw+4SwvBvDFDBU42qNKVV9ZVGveu+yfux7RS63b/RvC3gbBcAcG4bLqcLVnFTrS0vKrJJyu9LqL92PaKXW7c0cXlSZMOz/rnFT5YvKjT+5/01oji87p5lHGz979ztX2x+ijI8+Wnk0+OWbzP3tH+tjTzS9EkX7v8A5Z0APj/1ieVClPt/Oit/OH/kOoY+P/jtEkUPl/66gB8sX/PWiOL95/1z/wCAUyP/AFif36fH53yUAMj/APsKfJFN/wCyUSeT5dBtZpdnm0AEf7qP97/y0i/1VEss0f8Azz/ef88qDCIv9V5cdQyS+TG9ADJJYYZEMX3Krf8ALT97/wAtKLiXzZOvz/8APKmeX+7/AHX+5+9oAPN8qTycU/7VNFH+6/790wRTeZ+6/dpT44sf8sUoAm82GX/nn/f/AHdMki/ef66gxCKRPN8xEoji80ed9zzP+WdAFm3/AHX7mER/6qiTt/rKhjz/AMtYf9XFR5v7tBQBQ1Sw+1SeTLClVrfS5vN8mKHy/L/5Z1q3EUPWKH/ll/zyqF/9b/yzoAPN+y/7dH2r95+92SJWbcSwxXCQ+V/rP+WtPjtbzzEh+SRP+msVAGrJ/pUf/LP/AON0SW0EUfGyq1t50RSGb7n/AC1qz5v7v97+8/660AEcRp/7nzU8qH/yFUMcoiL0+OX95+6oAfGPKk6/9+qPN8r/AFVM/wBVH5P3/wDrrRJF/wA9v+Wn/TKgDxmDyfL/AIN9P/z+8pkcXmyfuv3n/TWnxxeaOIY6AH+b/wAse9En+i75j/yzpmR5n+ujp/8AqpH8r/lpFQA+MfvPJih2PTP3PzwxTPTk/wBb+FLHFmTI/eUAM0/S7Owjfyf3fmS76sxxeV/yx/1lHlGHn/WJTJP9UnlQ/wDLKgCb/ll/y02URw/u/wB7RHF+7xF+7SjiKT9zsjSgCaSL93TP+ulEf73/AFs3yUCL7nm/yoAmklMMfk+T/wAsv3VEf70/uv8Ac/d0ySWGLtRJF+8/+20ATeV9+H/npVa40uDzP9T/AN/Ksxy+V+4/1lEf7qNJpS//AE1oAZZxfZY/3P3P+edWY5RLH+++5JVb/Wj/AJZv5lP/AHMXT7n3KALP76bZzJT/ADfKj/1KR/8AtOq3l/8ATL5Kf5vmx/8APPzKAOo/Zw8eReHvineeANQkfy9eh8yw+diqzwqzMoUDALR7iWJH+pUc5GPJP+CvHwK1LUodB/aF0aGe4isoF0bW4lDMtvEZHkt5sKmEUvJLG7O4G54FUZJrs/CPjOH4XfEbTvGd7PMmnEPb6obSEOTC47ggnAcRudvzYQ4z0Pu3xf8Ahb4G/aW+EV38Pte1e4Oi63Hbyrf6RNH5hVJUmRo3dHXBKAZ2nKk465r+XPETE1uBPFvB8Rqm40KsYqpJJyUt4TVrK0lTUWo3d2lLul/F/ivi6/hp46YDiyNJxwteMI1ppOSlvTqK1klJU1CSim7uKl1aX403EUMu/wDcJ/36qncWsPlvXcfG/wCFS/CH4r678MH8U2Wtf2Lftbf2lYRHy5cYOCDnZIudrpk7HVl3NjceQktv3nT5P+uVf05hcTQxuGhiKLvCaUouzV01dOzs1o9mk+5/Y+CxmHzDB08Vh3enUipRdmrxkk07NJq6ezSa6oxNQsB/zxqhJF5Uj+V8ldDeWEP/ACyhjj/z/wBc6x7yw8r/AJ51udJWjvZLf52PP/PKrckVrfrnILKOR3HsRVGSLyo0/cx0y1aS3xJGf3g6jsfav3fwr8YqfCuAnwzxLhljslryXPRlrKk73dSi7qzv7zjdXkuaMoSbk/Lx2XuvNVqL5ai2ffyf9feTPBISYpFxIO46H3pkn+sTzfLq6GttSh2k9R2IyKqXFtJBNmXlP4QBwanxQ8HJ8M4VcR8M1vr2SVm/Z1oe9Knv7lZWTi4tOPM0k2rSUJPkHgswVaXsay5ai3XfzQ2OKGX/AFQ2fwUXMPlfvvkk/wCuVEcsPl/wf9s6fH+9/wBb5FfhR6ZDH+94/eU+PjpN/wBs6JLWGKR/3KbJKI4v++6ALmn381pJ5sX7zzPkrY0vXoZZP9Khjf8A7a1zccX7v96f9in2/neZ5Ihj/d/8svNoA7+PVIYrdPKvI/8Av7XK+KJf9Jx5Mkn/AE182oY/Ek0SeSdkaVm3F/NLJ+6hRE8r/Vxf6ugCtJ+6k/dCOmSTfu/JzH+7oki/d0Rxeb+58mPZ9zyqACPyfL/deX/2yok/1nP3KI4v+mMfSn+VD883nRv/ANsqAGSdf3sMf+qph/db6PK83/VfJR/y1/5Z0AHm85l2fu/n/e0f6qT+DZHRH+9/1X3/APnl5VHlQ+Z+6oAfHLDF/wDaqfJKJpE+y7P+mVM8nypE/uUyT/Wfuhv/AOulAD4/Jlj/AHojojxD/wAso6fHa+bInKR0y4ih+fyoU30AEg5fyvL/AHdLUflf88vuSUeVN9nx5KUATf6rYTN/2ypnm/u083/v5TP3P+po8rzf/QKAHx/6v91+78unx/6pKZHF+7/uf9c6f5XlScwp/wBs6ADzhnyP3dEf7o+R/H/yyoki/dvz8/lf6qiOL/nl5dAD3xj/AJZ76ntbZ5Dsg2AfxNjpSWOlR3CiZoUCk9ccn6VecxWMWy2hHXJA/nX9E+G3gvh8RlceMOOav1LJYWa5m1VxPWMKUUubllb4l70o/wANPWcPIxmYtT+r4Vc1T8I+v9evZoiWemL5cYClzzk8mlgikmn3yMhP8qjitJJmLyOrGXqiHmtjw5oWpa/q1po+hafPd3d3Olra2lrE0ks0jEKqIqglmJIAA5JOBXzHin4v43jiMMqy+msHk+Gf7jDQSjFJX/eVGviqO7bu3GN3a7c5z1wmCp4KLrVZXm9ZSf8Awdkv68vtr/gjf8ELHUNa8SfH3V9GUrppXSfD8pMTxxzuu+6cKQZEkWMwKHBUFLiVfmydvv37TvxK1XxD8QIPgVok1s1hHaw3uumIiSVpN5eO3Yf8swAscv8AebenQZ3eh/DX4VeA/wBmX4Kt4T+GWkWun2ml2Et1JNq90I/tNwI8vPdzorcnaNzhSEVQFUKiqPnX4I6l4h+J/ia/+K3jKSNtS1RhJcNFHsRQFCqijsqoqqMknCjJJya/gLgKFPxI8TsZxRWjfD4fljSjLdS2g7arRKU3rpOSa8v5M8MqdLxc8Y8w4zrw5sLheWFCM91LanLl95KyjOo/e0qSTj5es6PYQ6Xp6WcMMf8Aqqvx/wDTWH56ZH+6/wBUfno8rH+w9f02f2KTR/uuYt+yiXGP3vl7KI4v3fneT8n/AE1o/c4/550AH/LPzv8AgEUUdEkXnR/66OP/AJ5USfvv9bDvojzL/rfn8ugA/wBUe37uiT98P3X3KPKhH/LH/V0+KUxH/UJQAzyv3v7qnxw/cEVEUQ7/ACUGX13vQA+Tzv8AntT5P3Uaeb/39ot/3UmaZ5sPlvDFD89ADLgeTJ53k1WuP3OzENTSeT5f/j9Vv9VJ5I8v/wCN0AM/5aeTFUMfkxSfufueV/yyqaSL95/10pkn7rtQAeZ7UdP+2lEhMUf7r/yFTJIv3fE2ygCbys/62j7VnfD/AKt46h82H/llRHFNL/f/AHn/ACyoAm83zZP+edMkl82T/boktYZY6huP3UnREoAfJde/+sqGSXzZP9ujypvMx/mOiP8A1f73/v7QBDJ5P2h5pafbxeV/cqaSLzf+WPz/APTWnxxfZP8Alj5dABHiUYp/7nZ/sURxeVL+98uiOKH5Is/6z5KAGeV5snNTR/uev3Kfx/0zk8yj9zLJ+6oAJP3uz/2rUOTER/1y/wBXT44vKl6yUSRGgDxzyv3afco5iej/AFv+q2b6P780334/koAI8eZ+68un/wCqjeH5N/m0f6r/AFW+iP8Aex0APjih/wBj/VUf6r99LTI4j5f+p3/9damj/e/9NKAA/vY/9T89Pji/d4l+5TI5f8/886f5UPmJ5vyf88qAHx+TFJ+6h+SjzYfL/dD5KI4v++KP7nmUAP8A+Wn/ADzp8kXlf9M6hx5Uf+p/790/99/z3/8AIVADx5P/ACy9f3VPk5kf+5/zzpksvH7uGOiP/pj8/mf8sqAHye34fuqJPI8z9760yM/9s6ml87zP3VADI/3Un+uT95T4/wB1++8qof3P/XPyxT7f90fO+T/tnQA+OU/8svn/AOmVPj/dSJD5yP5dM58z919yoZLv9/8Auf8AyHQA/VNGh1S3eCXy5K779nj44SaK1n8JPH7pEscaQaBqZAVJEACpbydgwGArdGGFPzYL+fG/ltZP3sL7P+mlTXFrZ6zB5MsMcif9cv8AWV8txhwhlHGmTywGPj5xkvihLpKP6rZrRnxfHnAmReIeQTyvMo6bwmvipz6Sj+q2ktGe0ftNfsy+AP2oPALeEfF0X2a+tt8mh65DEGm0+YgcgZG+NsKHjJAcAcqyo6/FM3/BH39o5n3ReNfAo+t/ef8AyLX1Z4B+MniTwzciLxFfXGpad5IjRZSvmRbRwQ2AWz0O4knrnrmPxT+07490zxvbXui+Fbefw2qL9rsSpN/JnO50bdsXGRhSDnbyy7vl/A8j4W8a+BpVcryidOrh0nOMpWcb9YwUvejKT3j8N9bq7b/mHhzgv6RHhtOtkuRTpVsKk6kZScXC/WEFK0ozk94tcl/e5ldt/nT8Xv2Uvjf8ENS1S28Z/DLVUsdJnWO41+1sJZdOkViojkS5EOwq29AMkMC21grAqPMryw/d+T8mz/rlX7PfCH9oDwb8Yp7zT9Is73T72zbLWOpxKkkkeB+8TaSGXJwcHIOMgZXPn/7Vn/BPz4U/tP6p/wAJr/aU/hzxR5CxPrFjbLLHdqpUKbiElTKyoGRWV0YAqGLqiKPcy7xwxmT5ssr4uwLw00lzTi20rpWbgk3yvV3hKVtEouzZ9HlP0j8fkOeRyXjvLXhKiS5qkW5JXSs3TSk3GWr5oTnbSKi7Nn5H3lh5X9yOqclr/wCQ6+5PiZ/wRr+KekxWlx8MPijouvNJOsd7DqOmtp7QK0kaiRcPMJFUM7vkqwWP5FkZgteH/Fz9gD9qL4V+MH8KzfCbUvESCBJodV8KaXc31pKrDoHWIFWBDKVdVbjOCrKzfquUeIvBGetLB4+m203ZtwdlZP3ZqLW+l1qtVdJn7bkXix4c8SNRy/M6UpNN2k3TlaLSfu1FGS30utVqrpNnhjW8aNuguCDJ8+QasLcQTr9ju9pLcEdmq1rGga/oer3Oia/p0lne2dw8F3aTQmOWCVGKvG6sAVYEEEEZBBFZ8n+rfyvLjr+gPDPxY4j8NcbKpgWq2ErK1bDz96lWg7KSad0pON4qaTaTs1KLcX9pisHh8wpKV9d4yX4NPqhLzSWEJFscgfcTuP8AGqhlMEvkH5yOoMVaENy9vGFm2hVGGGfu1JJDbXgLRspYfxLg/nX7fjPDPw08asFLM/DqtHB5jbmqZfVkopvVydCTfw9Vy3ppcqkqF1E86OMxmWy5MWuaHSa/X+r+pnebDa7PK2VZjiz+5+T/ALa1H/Z81kxMaKUzwoHBpsn/ADximSNK/l7iDh3PeFc0nlub4adCvDeE00+110lF292UW4yWsW1qe3SrUq8FOm7ryLn2Xzdn+r2VDJF+78n93RZ381rsGI5Ekq/JdWd/H50s0cH/AEzrxTQx5IYf9TFUMcUPmV0Mlh5v9zZ5VULywmi/fxCP/rrQBmx2kPl/uglMji/ePD/5FrSksJ4o/wCB6rR2v7xJ/wBx+7/5aUAM+yweppksUP8Aqfkq5Ja+VJ+98v8Aef6r+Oq377zP3vl+1AEP7mGPHk/9+6ZJF5Unnfx1Zk/64x1DHFMP+ef/AH9oAZJF+852bP8AprRbWsPl+fF8j/8ATKpvK8qPFHlGKT97N8n/ADzoAZ5X7r/lnRJDCf8AlimyniL/AJ5U+SLyv3Mvl76AGRxQ0+SKGWPiH/V/884qZJ/x8eT50aJT/K8ov5pjoAZ5UM3EX/fqOKmSxwxdo6f9l82Tzoh88f8Azzp//LX+CgCGSKGLZ5Xl0+OKHrn5KmjipnlfP/rv9XQAyOKHy/8AUx7P+eVSeX/0yjpO/wC58urcFpLdgSEKEIyCR1r6LhjhLiXjPNI5dkmFniK0raRWivpeUnaMI95TcYrq0Y1q9HDw56krIpQW7yKERyynsBmtCz0lYkCz4I24ZMZB+v8AhU4W2slA7nhfU+1MeS5mkVYwu09RnrX9R4bgbwr8A6dPG8cVFmOb+7KGCpO8KTspJ1m9Hq18fuyT92lVinJeK8Vjs0bjhlyU+snu/T/gfeh0l4CdsJB9Wz/Ko4bZnLsjZJiyTH3NS29rn/nnVy3sP9z93X4B4keKXF/ilnH17Oq14xv7OlG6pUk+kI3er+1N3nKyu7JJerg8Dh8DT5aa9X1YW+l/u3+5/wBMq/Rj/gnF+wLqHwomsv2gfjBaz23iFrdz4f0JgY202OWNkaa4HXznjdlER4jVjuBkOIvjH4W/swfG/wCK91pB8IfDLWZdO1m+S2t9fOi3LafHul8ppXnSNlEaNnewzt2t6Yr9bvg58Pb/AOFfw20rwFqnjnVfElzp8BWfWdZmMk9w7MWY5JJCAsQilmKoFXc23Nfxl488Zzy7I4ZXl+Kip1nKNWMdZ8iVmuZaRTekk7SktFopJ/y/9JrxBnlXDcMmyvGQVTEOUa0I6z9mlaUeZaQTfuzi7SktF7qmn4n/AMFCPib4z0bS9E+Evh6wurW08RmWW/1WK5RVuIYsK9oFBL4JkjZidoIwoLhnCt+C/hf/AIRzwfbQfJvrb/a4i1jxH4w8N+FLbX7WSxiY3lxpS24MscynYkztuJ2sruqrheVcktkBLOl2EOn2cMMUP+rir7HwUwVPCeHeElGmoOpzybV7yfM0pPmSd7JLS8bJOLs0fe/R4y6lgfCjAzjSjCVXnnJrmvN88kpS5knflSWl4tJOL5WkXLf91yPv1Zj/AHUn7qaOq3mzS99lPjON8P8Azzr9WP24m/1Mf+3R5v7x/K+/TI+ZE82H/v5T48eV5MWygAjhEUf7qH/v1RHFNLH+6P8A2zp/m/J5P8FEv7rf5X36ADyv3v8ArqZHL+8/e/JTLmX/APdeVTLiLyv9V9ygCzH5MUf/ACzR6Lf/AJ7VT87/AJYf+jaf500Un7mFNn/PKgCzJ+9/1X7v/tlUL8f6r56JJfKjpnm+bJxQAyT97+582Smf62RP43p8vm+X+6/55VD++8z90fL8ugB9xD5XT/lpTJMRSfuvkqaP91J5Mv8AyzqES/vP9iP5P9VQA/yof+WXl7Kp3kM0X76L78dWfK/dmH/nnRJ/q08779AGVHFeCT90X/6ZVpXHk6XZ5lHzyUy3tYftHnS/8s/+mVQ65/x75/gj+SgChcapN5n7qb/Wf886uW91DdR/vT/rP+WVc9b2k02of89Erobew8u3/df8s6AJv9V0m/1dP/cxR+d/36lqGOLzf9VNHT7f/W/upv8AV0APjih8z/lns/5608xQ4/1OymRy0+3l+57UAPk8n5PL/wCWlPx5WzyqZJF2hojimik86L/0VQAeV5v+5U3lf88qZ5PlSebF/wAs6DF5sn7ofJ/0zoAfJ+6/fS/vKP8Aln+9+/JTJP8AV/8A2qmSf6tOEkoA8cjlhl4ih/7a0W4hiot5fufc/d0W8Rh3/wAH/tSgB9vzs8n/AJaU+P8A6Zf8s6ZH/rP9TT4v9VQA/wD5Z485I/8ArpQP3Ub/AOr/AOudEkQl5x/yyp8f+r8iL79AB5vH/LT95T45Yf8All+tM/cfJ5X/AC0p8nqD8klAB5sPl+dF+7p8cv7x/wD2rTJIf3af8s3o5iegCzH++/feT/q6Z5s43wgx0x5YYin9+nceYnleX/2yoAbceTFH50v3I/kp/m/cxDHRJH5v+u2f9/aI4v3fkRBKAHxyw+Z/qI9klPjl7zUzmXZ5sPz0R+d5n7qgB8n7o+T+7p4lhH+q/wC2vm1DHF2lm/1dPklMW/yh89AD5P8AplUNvF/xMX/+NVZ8rt5P+x5dQxw/6R5xoA3rfw59q0t5pf8Alp/yyrnoz/ZeoeT/AASVsaXrP2XS/sdZVx5N3s8r56AL/wD02H/LSiOKHy/+WeyT/llTI5Z4tkJ8urNvF/zyHlpHQBWuNPsLkSQSx+WCjIWjcglWUqy8dipII7gkVd07xJ8QdF+0HQfiBqcTzbd4muPtAGM4wJg23qemM8Z6Co/3OcxTUyMw+WnMe+SuTF4DA5hT9niqUake0oqS77NPrqcOOyvLM0pOljaEKsX0nGMlvfaSa3V/U6nwx8ffiT4dsHtfEFtaa5s/1VzLJ9nk6sTu2qVbqAMBcBeck5roLb9q7w/CbWDW/BerwPKUW6lhRJIoScbmzuDMo56LkgdM8V5t5X7z91R5Xm/7dfn2a+D/AIe5vVlVqYJQlJ3bpuUNfSL5fPa19z8szvwF8K89rSrVcvVOcm23SlKnq1/LFqK72UbX1aZ6n4x+Gf7LH7U1gz+M/CHh7xFM1pBG13JEI7+3i3mWOITJtnhG7d8gZergjlgfmL9pP/gjzokumN4i/Zj1iRbyO4uJp/Duv3atE8RUtHDazBAVZSNgE7MGDgtKuwl++n0XT2uYLxI9s0UgeKWJyrIwOQwI5BB5BrrPA3xi8e+BrQaTOn9s2zF2tlv7lvOUsQceadxZR83BBPzdcACviJeGnHHBjVfhPMpVIRd/q9Z+41az68n4QdvtXSv+cz8H/Ejw+ksTwNm86tOLv9Vrv3GrWfVQv/27Tdre9eKv+aXxs/ZU+O37PQgm+LHw2u9Ht7kEQX4RLi1Z33lY/PhZ4xIRG7eWW37V3YwQa86SB7ZgyMgkePiv278CfHXwj4uhFvqsq6TfiWOL7LeSqBK7AY8pv4xuyB0PAyBkV5N+0n/wTP8AgP8AtCaleeOPDl1L4V8SX9w093qemx+fa3krMm95rYsFLEK/MTREvIzv5h69mTeOec8L5xChxPg54KtB6V6TnyqW6cUrySt9qE5u/Te2mX/SCzHIcy/srj/KpYOWzqwUpUm9/g958tusJ1XfTl3a/KK21BJZDbu6mQHovWh7G2nxLbsEPcqOPy7V9D/Hj/gmX+0r8F9Wkbw/4Qm8X6NLOUtNS8L2slxKQWk2iW2UGWJtiBmIDxKXVRIxNfOzQXFtLudiD7V/e3Bn0pMs43yKGWcZUKWd4BWtO6jiaV+sakeWSlpZ35KktVKpa6P27Jcfw9xLhfr/AA9jITi/5JJrW9lKO8XvpJJq2xXubO5ikJSFSH6kDgVF/rR/ro4/+utX7a6nMZ85N21Adw4LfSpPLtbjkKue+OtfTUPBrw18Sp8/h7nihXlr9TxqdOqv7sakU1O2tuRVElZSnvI9p5jjMGv9rpXX80dV93T8PQzPtc0Wyf8Ad/vP+mtPkv5hHiLy9kf/AC1q2bGaFNtrMMejD/CqptLmKMh4FGBk8ZFflfF3gt4n8ETbzTLKipq/7yC9rTsurnT5lG+6U+WXldNLtw+Y4LEr3Jq/Z6P8RI5RLJmXZG8n/kOiOXA8qXZ/qv8AV+bTI7UQyfvYU2fcqa2h/wCeVflx3DJbqaKP97DBsqtJ5Pm/vdj+X89aWoQzSx+dKf8AVxf6qqf7754YvLj/AOevl0AQ+TD5n+xT+/77y6I+An8Dx/6qgxf8sf8AV0AMk6/67Y9Alm/2Hp8cc3mf67f5dMki8qP+CgAjH7zPyfvP+WtHleVydlPjiEsf/POgxf8APKGP+5QAzPlfuYvLp8fk+Z/qafHF5W//AFf+q/55f6uj/VfuYv8AyLQAyTyYtn+ro5ij/e+XGkf/ACzqzHpsw+7Gn1qe30tI23sEUY/1aDj86/WeD/A3xT44UamW5ZUVJ6qpUXsqbV7XUqnLz66e4pPfTR24MRmeBw2k5q/Zav8AD9TP8rP/ADzT/plVqHTnlTBTaNu3LelWlFnYKwjUL1Ygcmm/abmWQrFGFHqeTX6xPwj8HvDCblx9nf1rEw3wmC96SktXGpN2autLSWHabupNHD9fzDG/7rS5Y/zS/Rf8OKtvZ2qjzAmQdwJHf1ApJLtnVjGdmO5XJposnddzuSZf9WSaljtcyIf9X5f/AJDr5viH6RGcUcreR8DYSGT4BafutcRPpzTrv3lJ6PmjaondOrNG1HKKbn7XEy9pLz2Xov6XkQpGZzmYoTVmztZpZE8oVZt7D/pjHVmOw83jydlfztWq1cRVlVqycpSbbbd229W23q23q2z1kklZEMdp5Un/ACzr2L9jj9mhP2pPjLB8Pr/Wl03TrWzfUNXuIYy0zW0bxoyRfKVEjNIqhn+VQS2GICNs/sh/sVeN/wBpXxzY/wBt6Zqej+EGgkurvxF/Zkoiuoo5BG0FtKyGJpi5K8khQkjEMU2N+hP7N/7GnwV/Ze+23fw/sLy81G+O2TV9ZkjluY4cD9xGyRoqR5G4gLljjcWCoF/FfEzxWyfhfBYjLsJWbxrh7vKlJQbdryb91NWbtq9rrU/n7xh8bcg4My/FZVga7eYuDUOSKkqcm3G8pP3U42b5dXdK61PT9K0rS9B0u20PRNNgs7Kzt0gs7S1hWOKCJFCoiIoAVVAAAAwAABWH8X/Hd98MPhnrXxB0/wAOtqr6Rp8l0bFLlIi6opJO5+MAfMcZbaDtDNhWyfjr+0X8MP2edBi1j4g6wyTXYkGm6bbRmS4u3RCxVVHQZwu9sKC6gkZFfIviz48/Gr9sfV7XwrcaTDo/hxbtZf7IspWczsFXHnSHHmAOGZVCqAWGQxVWH83eHXhjn/GWPpY2rTthFJOc53tNJ+9GNmpSbs02mknvJM/kfwo8G+J/EDM6OYVqPLgVNOdSpzJVEpe9GCTUpt2abTST3kno+4+Bk3ij4iXF/wDFjx6sc2pa5eCS4aGLYigKERFHZVRVUZJOFGSTk16liH5IazfC+g2fhzQ7bQbCH5Lfy0q/J/rP9v7/AJQr+8qFCjhaEKNGKjCKSikrJJKySXRJaJH+meGw2HwWGhh8PBQpwSjGKVlGKVkklokkrJdEP84CPyZfv09Ov4VD++MieafL/wCeXl0/E0WzyvM/1Vam5Zj/AOeMXyf9daI+JP8ArpTJP3UiCKpo5fUf9co6AHyRfvKZ5X2rmmGWbH72ajzYZinm0AMj/eyeTH5f7z5KHl/55TeZTJJf3fH/AH6qtJL/AMsRQBcj/e7/APln/wBNKJIoYv8Anns/55RVWkupov3MWyj7V9zyoY9//PKWgB/lCKP975f+qpkdz5Q/1P8A21qGSWHy/wD0VUMZ82XycR0AX45snzgPkojl8qT919/zah83yv3MQokP/TGgB/2r92nl/u/+mUVPllPmfuqg7fuvLqSP91H/AKmgB8v/AH8/j8qmf8tHEXlyUR+d5n+p8z/rlTP+mMooAfn7nlfu6h1CHzeZam/1v+q/3KZ+5l2fvk/ef89KAKFvYeV+++5VySWGKPybX93/AAUz/U0RxTfJxQAyOKGpv30X+q/5aUzmKL/rmKfH50smKAHyfvZPKl3/APfqn/6r/cqGOLyv+mdP8rEiTUATR+TLH+5m/wBin+af+Wv/AJEiqGOLzY0zs2U+Pyfnx/2yoAf5UH/LLZ/10pkf72T915cb0+WLybfzpe1Qyaz9lDwj95QBZktPKj/ew/JTJf3Vx5H8FVv7ZPmeT/z09asxy+bGkNAHicZH/LX95U3mwxR/6j/v5TP+WiTeVRHF5UaeV5dAE0f+r8mnx/8ATL/cqGOU+b/z0/660+Ob93j5EoAsx5+SGj9zDL/t0z/v3QPJ9f8AY/dUAPjihhk8n/nnT/3PmYx/2ypkfkmT+/5dHneVL+6oAf5v3/8AWf3/AN1T4/Ji6+XH/wBc6Zz/ALH7yjd/0xoADL5pf/V7P+eXlU/zfK2QmjzYfM8mX92//POnyZP+t+R6AGRy/uk8r/v3U3/kP/prTP8AWyJNF9//AJ6Ueb5MiH/V+Z/yyoAR/wDW/hUkcUMPMtMj/db/ACvLqaOKEyedFNQAyM57fP8A886fHL+986L/AMiUyPk/6ny6T/lnQBJH/BT/ANzLJ/qaZx5fk/8Ao2iP91JmKHy/+2VAE3lQ+Zin+VD5f73ZTD/HT5YfK2YmoAmkl9/MSjumPuUfuYusMf8A10oj/dR/vYqAJpP3UfnD7/8A00ouPJi/1Roj6/uv/RVEcXlW+KACLydnPl76BL5sf+3T5JvKko8rhMzPQAz++Jf3n/PUxUR+37z91TI/4DLD/wB+qfHERsmoAZJaw3Uf73Z+8q3oXiTxb4HAj8Ja/NbQ+av+hztvhOGLY2t90Esc7cE569DUUfkxR/8APSiO1MoSHzo465cbgcFmWHdDF0o1IPeMkpJ/J3RxZhluXZvhZYXHUY1act4zipRfyaa9D0Twz+0zZJFFaeO9EltpRxNe2I8yHhAdxX765bI2gNjI564k+JH7Pf7L/wC1fFpfi74h+CrLXpI7Ro7G8S9ntpvKLbjG5hkRmCtuwr52EvgAs2fNJLXjyfJrN1Dw5YXwOI/KcpMkzbypKspVlyOxUkEdwSK/HM28EMkli/ruQYmpgK+utNya1TukuaMo3vraVraW1ufgOefRx4cljlmHDGLq5ZiVf3qUpOOqaaS5oyje6T5Zpcqty63PMP2uP+CRmof2wfGv7JVjbmye3UXfhK+1NhMkoZE3W007EMrKWdlmkUqUbaz71jT4S1nRNU8OahNoeraPJZXtncPBd2d3C0csEqMVeN0YAqysCCpGQQQa/Xn4ffHbxV4UW10TxtbfbdOQpEl7vJuYk+b5n6+bj5R2bCk/MTWH+2H/AME//hh+1tYy/EjwnqSaP4xbTgLDV7cj7JqLLt8oXahSzYRTGJUIdVYZEixpGPJy3jXirw5x9PKuM/3mGlpSxUbybt0qdXpvdc63fOnzLxMn8Q+NfCXM6WSeIP73CT92jjY3k3Z7VXu9N7r2i3ftE+Zfk2l8Ul8sSE/U5qwbrys+aB8vUg/0q3408I614C8U6j4J8S2SW2o6VfTWd/ZRyK/lTxOUdNykq2GUjIJBxwTWXJDN88MXl/8AbWv7a4R8d/FPhKEXlebVJUnZqFRqtTab5tFUU+VS6uDi9W01ds/pSeAyzH01UUU1JJqUeqa0aa3Vtt0WEubWcqzLyfu7l5ogtbOOQG3xlFxtBziq/lfJ+6hpkkU0MXOzZ5Vfoz+kfhc/afF/DWCx8us1D2NV6dalqnWzdkk0rWvquf8AseVL/d60o+W6+7QvTxT3D/Pcny/+ee2q6WFzGBGvlFV6daRTM8nyysE7YY0kk9+GK+aiBOuec1pPjH6LWbTc8Xw7i8K3q/YVudNvdctStGMYrpypdrJaC+r53T+GtGXqrfkhLmxuNxEFvGVfqAelRpp1wBzaj/WZ+8OlSLfXqpktGx96cb+7T78cY/Op+pfRIzD/AGj6zmeH5v8Al3ak+W2m/s6u9ub45b9Nk+bPoaWg/PX/ADX5DH066K+WoXHrT4rK62YdIwfeni5uhH5rGLHrzTY7q6kkYNIihOoHej6t9EjLf3/t8zxPTktSW/W/JR2/x/JhzZ9PS0I+ev8AwRq6SVPyeWg77RmnrpMW/dKwcem2mx3N1v8AIkKP/trIB/KnIt1MCJnXCdRnrR/rp9F7KdcDw1isVJe8niK7p+8toONOrODhom24ybu04tJJn1bO6nxVox9Ff81uPS1s7WMRPJwem98Zp6TWqj9zt9wuBUf2XzbdPKhj/wCuVdz8Ef2a/jJ+0Tql7pHwk8AyaxLp0CzXzw3EUEUCs21Q0kzogZiDtTduYI5AIViMsZ9KXB8IUJYjhnIcBldOK1qyip1I6WTdb9yr3lJXnGWkuXu5cWPw2Ay/Bzxea4vlpQ1lKclCCV7auTsley3WpxMtxIOIwnXqxpgaaRSzyqUI55r6r+G//BIH9qLxdFBL44n8P+E7dL9YrmK91H7TdCD5S08aWweN+GYKjSoSyEHaCGPtngn/AIIp/CuxE4+JXxo17V/ufYv7F0+DT/Kxu37/ADftHmZyuMbNuDndkbf5p8QfpkY3P3KnnHEU6q/590Lqm726UIxpSt0c23a9m23f84zTxp8HOGm4/XoVJrpSjKrfXpOKcPP41tpd6H50eVyk0X/LSn29t5Uj+VDHX6+eGv8Agn1+xL4J16LXNM+CultcwbsRapqVzeQncpU74LmZ434YkblODgjBAI9A0jxL8JPh1o1n4V8HWWn6dpyb/sen6HYLHBFli7bUiUKmWYt0GSSeua/Af+I4TzOahkWTYjEvS90oWum94Kqtlpe19e2vyX/Ex9TOakYcNcP4rFvS/MlTtdSe8FXWy0va+vbX8W/CPgjxP411eDQPB3ha71bUrnd9m0/TLR555dql22xoCzYVWY4HABPavTj+xD+1ZYeELbxlcfAXxIbG/mNvFBFp5ku1ILjMlquZ4l+Q/O6KvK8/Ouf1eHxb8GE4+0XIPobRx/Ss6f43abHMI4fC2pOrKpVj5S5JAJGC/UE4PbI4JHNTPxD8V8dWSwPDrglrJVJPVa3tJqkk9uktno76RU8VfG/MsRFZbwpKnFayVWUnda35ZNUUnqukrWejv7v5neGf+CeX7X/ijQode0n4JX0MNxu2R6nfWtlONrFTuhuJUkTkHG5RkYIyCCfcP2PP+CYmoa7qd54t/ak8NS2mmWc81rY+F/tLRy3kqlo2nlkiYFYQQfL2NmUgPny9vm/WWqfHPWI7q0/sfwFK9u0uL57u8SN40yOUC7g5xu4JUcDnnhvin42a4dJkh8H+F1jvnBWOXVbhRFFlThyEJL4bb8vy5GfmFedm2a+Pmd4OWDp4CnhlVdlOEkpwjd3vJ1ZWbX2oxTtrGzat5OeZ39J3iLASwFLLKWEVd2VSnNKpTjdp3k60uVtW9+MVJK7ik2rdm2oeC/Aug/YxdabpOm6RZACBGjhhs7eNOAFGAiKg4AAAA9K8Ns/+Cj/wq1XWJtN0XwB4ou4Y5nSG9jtYVjmUEgOA8gYAjkBgDzyAa8mm/ZR1TxH4pvfG/wAQPE39qanqE5lvLi5bLSMf0AAAAUYAAAAAAFd14T+CXhXwvzFCn/bKKuvh/wCj3w3hISnnFWWJnK2zcFF/a2d5XfV206XO/hf6LHCOBpyqZ9Xni6kkno5U4xf2rNS5pXezbWnS7PNPGPhDx1+0x8T5fiR8Qba3hJiFvp9lDFlbS2VmZIg2AXOXZix6sxwAMKPYPh38M9H8EackNhZwb629PsLPS7fybWGNE8qrPm/u/wB7B5dfvGCwWEy3B08LhYKFOCUYxWyS2R/TGXZdgcowFLBYOmqdKnFRjFaJJaJL+vUI4oYo8RTfPRJF/wA9YUj/AHVP/wCWX+zTP3Pl9P8AtlXUdo/p+5l+TzP/ACHRJEYo3pnO/wDe/f7VN5Pmx+TMUoAZ5vkyf7dWcfcH7v8Ad1D/AKqnyZP+q2fvP+WVAD/9VJ+9mpkks/l/uqZJ5Pmf7ElMl/1fkzeXH/2yoAZcS/vONlM/5ZUD/WJ9yNKZJ/z2+RKACT97cPVaSXyoukcdPk/e8yCq0l0fL/dUAPj/AOmX3Ksxy/f+5Vazl8pPO8nzPMqaT/pr5cf/AG1oAmjlEX/PP/plRcfwTS/u6Zby+V/qvuURy/fGfzoAf5vyfuqfH/q/3X7vzP8AllTI4vO7R0+O18qSgA/5Z/uvL/65UR/uv9VD5lM83ytk3+rpkcv/AExg/wCuVAE1zL/zym/65eVTP3Mvf5/uUyTPlnyfuUwSwy/9M6ACSXze/wAklEkv3/KOyiM/vPJji+Smf62OgCbzPanxy8p5U1Vo8y/ufuf9MqmMv/LGL/tlQA+OX/ljL+8/6ZU+OU+Z+6pkcvm/vovv/wDPKjzRLIkP/PP/AJa0AP8AN8z/AFUEcfl1Nbyw/wCp+SoY/JoSLzf+W3/fqgB+oSiKN8Vg6pdeV/qoa3rj/So/+Wf7uqeoWAuf7lAGVp0v2r/W1t28v7vMvz/9dapx2ENrshhqa3iNrG80U0f7ugDyWP8AdSf66T/tpT/Nmi/550yOXytmKfJL5snn+SkdABbnypPJqbzv3lQxf6z/AG6f5WT+6oAfH/0yp8f7qRPKhT/tnR/1y+5RJF+7f/V/3KAJvN5zF5dEn+r8n/WUzyvK/cxQ0yL/AFnMO9JP9VQBN5vm/uYvkp8cPkx+SPLph8mL/VeXT5Iv+m1ABHL+8p/m/vf3VM/1WzNPilhi/wBb/wBsqAHx/wCsSH/WJR/qpKrR3800n7r7kdPs5YZZPJ85KAJpOv7ry6fHiL9z/wBMqB5MUaY2f9c6ZIPN7x/3/wDW0APj/wBX5I/7ZS0SD/tnTIx5UWYqf5XldP8AlnQAYP8AzxFP/wCXj919z/pnUP76WT91+7SphFmT91/y0oAfHL5v+q/dpJT4pR3+emSfvZP9T8lEcX/LGWGOgCzHKPMTyvLo4l/1sX/kKmR9PJ/7+0+P0/dvQA+T/prU3m+bL+92UyKWb/lrDH/2zpn2qHzHhiNAE3ncf9c6DF/y2+SRJKZBJ/zxoj8n/lkPLoAI5f8AnrD/AN/aI5ZoZHp/+q/1v/kKmSS+VH+6oAf5vlf6r/cqaOX97+6hqt/rY08ry/3n/LOn2/7qR/NoAmSLze1FtF5slEf70oYv3af8846IiRv/AHMn/bWgAjj/AHn7o/JXV/Db4lz+CJYtNv8AfLp8xzMinJgJ/jUenqv4jnry8cXaXzJEkp8dpN5fk/u5P+udePn2Q5XxLldTL8wpqdOa1XVPo0+klumjweJeGsm4uyarleaUlUo1FquqfSUX0kt01t6aGd+3p+wZoH7UPh7/AIW18J4rWDxtBapJG6uqQ67CqjZHI3AWULgRynggBHO3Y8X5gXGlzRfuf9XX7R/CHx1DJZxeDtbuwtxENlgXAAkjCjCA92XB/D1wTXy5+1h/wSlvPEni668ffs0nSLC1ubeW4vPC105hVLkDISzIUoqyHOI3KJG3RgjBY/wfgbi2v4eZxX4T4nrONKGuHqT+Hk10c/5WrculotSg2vdS/mbw345xPhTn+J4H4yxDhRpu+ErT+H2evuuenutW5Lq0JKcG1aMV+fgsPK/+1VD9lmGwwwpXS6n4d1jQL640bWdJe0vLSd4bu0uYjHJDKrFWR1YAqwIIIIyCCDVX7B5X70wx1/R8ZRnFSi7pn9axlGcVKLunszEki/d/6mmSW3lcf8Drb/sr935PkR0/7Bz5PkpvplGDFF+7/wBTH/21pkkX3PN2I9dLpnhjUtb1a30fQdJe7vLudIbS0tYjJLNK5CqiKoJZiSAAOSTiupg/ZG/aXhRYI/2ePGz46yS+Erz/AONVx4nMMBgpJYirGDe3NJK/3tHBjM0yzL5KOKrwpt7c0oxv6XaPMfKHl/vYf9unyRebceTDCiV7n4M/4J5/tc+MtNfVtB+B+qwRRXZiZNYlh0+UkKrZEd08bsuGHzAFScgHIIH1T8FP+COvgPwzrdp4g+OHj0+JrcWH+l+HbC0ltIPtLKAc3KyiSSNCWxhYmYhCcDcjfF8Q+KPA3DdJvEYyM562hTaqTbXRqLai3053FPvufnnFPjP4b8I0HLFY+FSor2p0Wqs20r8rUG1Bu+jqShF99Gfn/wCDvhx45+IepyeH/hr4F1bXbyG3Mktpo+nS3UqRAqpkKxqxCgso3EYywHcV9f8AwP8A+CNXj3UNdstS+P3jGw07RGsDLPp3h68MuopOyjbCzPCYU2kks6mUHZtXIbzF+1/DPhD4Ffs7aPPpnw+8FaNobCzgW4h0yzRLi8WMFYjNJjfMwy3zyMxyzEnJJOd4l+Nmo3ET23h7Tvs+6Er5s4y6PnqMcdM9e5Hpz+aVeNfE/j73eGcF9Ww0tPbVbczTS95X0VrtpwU+lnc/IK3iJ4y+J1o8HZf9Twc/d+sVrKTTS95X0VrtpwjUe1pXVjlvBP8AwTs/Yw+HlxYXv/CqbTU76xtwjXPiLUZrwXTeWUaWW3lc27M2S3EQUNyqrgY9N1r4ueD9IDIt207jGxYl4fOOh6d/0ryKXWNW1i7+3apqLTfIqHdIWYgDAGT/AJ6nqaI7XypPJiP+rr0cL4H08yqwxHE2ZVsZNJWTk1FO95JOTlLle1lyd+1vVwf0cKWb14YrjHN8Rj6kUrRc5KMXe8kpScpcj2tH2ffR2t2+r/HDWp1X+xNJht1JBMly+7tyO3fv7dKxLzxx4t1Qz2934mk2SNnyoGRNvOcA9R+dZMcX7vzsx7/N/wCWf/PSjyhF/qa/Sco8PuC8iivqeBppq1pOPPK62fNPmlf5n67kPhZ4ecNRisBltKLja0pR553WqfPPmldPW99ybe12xuJS8sjfeeRizHt1NPj8n5P3CURxQxR0+OT95+6HyV9hGMYRUYqyR97GMYRUYqyWyH+UB/qv3lBh8rfR/wAs0hpkXk/J/czTKHyRfvEh/eUz89mam8qGX/ljTJIqAGf6qPyf3mz/AJ5R0XEvlf6rf/36o/1X+x5lB/dSeTFDH/11oAfH+6jTzYaeef33nf8Af2oZJRFJ/wAs6fH+9/5bcUAP82Hy/Ji/8h0eb+7/AHX3/wDprRiGLYf+/VHm+b/y2joAfF/x7CgTebJ5MVEf724SYfJRH5P2f/XUAEf/AI5/zyp+YfK86oZP3X/bT5KPOPvQAS/62mRnyo8/6un+V+8fyvL/AHlMj8n/AJZTeXQAyTyfnhi2VDHL/wA9f/ItPkimlj8mLZVa4v4bWJzFs/65UAFxF5Un/bLZ+9qG487PnS/7lEt1DL++i/dp9zyo6f8Aj5f/AEzjoAI/3X7mrPmkR/3M1Wt/+eMwp8f72PENAD4/Oi/1X3KfHzH+6m2US/eSmR58v97QBZ/5Z/uvM/eUyO68r/41UMnnCP8A1v8A37/5aU+X91J+6mjj/wCeVAD5Jf3f/PSmf6qTycx/9taZcS/cFM4G/wD9FUATSf63EUWz/pnTI5fN/cxUnnD/AJ7pUUn+t/1P/wBroAmebzZHhipkn73ZDmj9zNH+6/d0Ry/6R/y0koAfH50Ww+d/yyojlg+0fuqZ++8z995f/bWiSWGgCWP+CpMDy/8AUx0y2/fSv/y0qWgBskveGnxzCL9zFUPJ2Tf8Doji/eeT5NAFmP8Aex/3P+mnm0SedKEh87y6JIpoqZJL5v8Ayw8vy6ACSI0ySKHy8/x0ZxH5P+sShPO/5ZfjQB4/5PlSeTLsdKmjimi/1Xl7Kh/5aP8Acd4/+elTSReVHj+CgAx9yEQ/J/1yo8oeW8MXl0yT91J+9/79xU/9znyYpv8AV/8ALKgB/kzfP5Xl7KfJL3hpiS+UcxQ0+P8A6ZbPxoAf5vuKIv8Apls/7Z0RxQyyfuv+eVMjiMW/yvLoAsyedFs5+T/rlRHD5X/Lby6hj8mL/VB/7lPjl8mV6AHxf9MoY6ZcS/6O/lf8tKf/AKrENEkUPl+T53yUAX/DcVn9nTzfL/efJVbxXpdna/vrX/ln/wAsqh0/yYpE837klTX/AJN/ccTf9+6ACyv/ADbf96fnqaT90ekf9yq1vFDax+QJv+/lTebFLJ+9m+SgB/XZ++/65Uw/uk/1P/bSmR4uv+ef/XKpvKh8vzopv+2tADMj5D8klTR/uv31M8qHy/7iUeb8/wC6moACfN/1Wz93FU0Yhi70zzc7Jj9ynxxDy0oAI5f3nkk/7H/TOpuP9TTI/wDWeTNNsT/lrRHiWT/boAfcf8e6eVClZtxLeSyf6LDWl/B+P/LWmSWvnSeSP+/tAD9Ll/d/vhU37ny38r7n/POmW9rFalPK/d0/yoYo/wDXfPJQAP1/dbKfJ+9j8mKmSfu0/wBd8lEcX/AKAHx/9Mv+WdTeVDKeDHUMcPlf9M6mj/dBIZf/ACHFQA8xQy/uf46fF2qGOH9550vl/wDbWKn+VNFJ+6/dp9+gCz1uE5j2R0f6qPyYpvk8qmR+T5nk/JT4/wDWY875P+mtAElutwFWa2uVhmgZHtpnAJSRWDKwz6EA10ep/ti+HvBNtYweOvCeqeZJIkd5f6dCskEYLYMuN2/AHzFQCeoG7vzf/LPyYvL/AHn/ADzqtrnhzTfEdn9juof+2XlV8hxXwLw1xpShHNKPM4X5ZJuMlfdXW662d1dbHwnG/htwh4hUacM6oc7p35ZRbjKN91dbrZ2d1dJ2Pf8AwX408MfETwxaeMPB+rR3unX0W+CeP8ipB5VgcgqcEEEEAivP/wBpL9jf4MftRtp978QrK8tdR00FLfWNHljiuWgOT5Ds6Orx7juAK5Vs7Su9w3iuj6D8UvhYt5b/AAo8Y3GnQahKstxBbW6SIzgY3BZFYK2MAkYJAGc4GOQu7b9rOG5lvdJ+M2tBLq+a8kU3W5UmaWKUnaRgLuhTCAbQpdQAskgb8Io+AnEuS53LGZLmUaSi37OT5udRejUrK22mmkt2lsfzNh/oxcYcP8RTx/D2bxoRi37KT51UUZKzUuVct7O2l1LdqN7LstA/4I+/CC31LUZfFfxS8QXtnLPnSYLC3gtpLaLLfLNI6yidsFBuVIhlWO35gF9n/Zu/Y5+DX7Lh1C98AW19eajqWEuNY1qaOW5WAYPkIyRoqR7huIC5Zsbi2xAvgTx/te+NdGm0HxR8b9RS3n2+Z9ljht5PlYMMSRIrryB0IyMg8EirNx4C+N8ehwaC3xx8QS20RUxxDVpQ+VaVhmQHeeZnzk8gIDkRoF9vMvDHxT4hwUsPmmeRlCbSlBRfK4q1nooXd1taz3bufR5v4N+NPFWXywmdcRxlTm0pwjGXI4xSs/djTu7pXi42b95ybPou2+Dn7O3w4+Id/wDGFPBmgaZ4i1e8ia41idVEn2iUmANFvOIXlaUqxjCmVn+fcTmul8V/EPwR4I0htd8VeJ7SztQSokklyXYKzbVUZLsQrEKoJOOAa+KtT/Z213xfq0WqeN/El5qMyRCJLjUbx53VASQoZySBlicdMk+tdz4L+CPhTwvEnlabHI//AD0lirnX0eKeNlTqZnmtSrKKUX7v2UrRjFylLlSWi0aS0SVjlX0U6eYTo1c4zqrWlFKL93XkikowhKc5uKitFdNJWSira+va1+1BDPrUuifD7wTc6uIboRtqUs6w2sqBTuaNhuZsNhR8oBGSCRjNHVviH451y+kuJtRNhaSwiMWNswwODklyNxJyeRjAx3GTi29rZ2tn5NrD5f8A0zp58mKP/nn/ANda/T+H/Crgbh3lnQwkZ1Erc9T329tbSvFO6vdRVulkfsnC/gn4bcJ8k8NgY1KsVbnq3qN7XdpXgndXvGKtqlZaCG1EbB4wrnaFCK2SAAAB9AAAPYU37B+8ok+5+6+5/wBcqmi/j8rfsr9DSSVkfqySirLYht7WaGnx+d5vnRfc8qjj/gElPjmER8n7n/TWOmMI4uP3tA/e/vpYfkqH/VSJDFN8/wD3xU1uP3f/AD0eSgAt/wDrtU3+qjfyodiVDHEcJ5VTRxfu/wDU/JQAfvvtH+uj/eU+Q+bHn/WUyTybWN/3KIn/ADyp/mw+V1/8hUAEcvlfvv8A0XR5X7zzpfuUzyj/AMA/65U/yofk/wDaVADOYpP+WaJ/zyo8qHzP+elMkl484w/JRL9ygB8kUMUf+3VP7fB6/J/zyqzL/q3/AOmf/LOqcelzf6m6moAv28vmx/uvLp8n+s/e/wDLOobO18rfN8myrn/LR/8AlnQAY/56w/J5VMkl/efuj89B6f8ALPp/yzo/1sn+3/0yoAJJfvwfJso83/ljL9yoc+af/adM5ijzF8nmUATXEv7tPNhTZVaQ/wDkOnx+SN+Zqhkh8qN/9XskoAh1i68qzfyq8o8YfEG8tdR8n5Nleo6xa+bb+T9z91/q64DxB8Of7ZvP33yeXQBpeA/FE1/Gn2v78n/PKuwt8+X+6rm/CfhKHRo0hj8vZHXSR+TFH/yzoAfiGKP/AFPz1MZf9z/rp/zzqtJ5M0n+uojlH/LL928dAE1xL+8TyaJJf+AVDJL2i/d/wU/yp/LyIfnjoAPN82P95D/2zp8coz+6+SoZLqbzMUed5Uf/ADzSSgCaT/V/vZvkpkcvm/8Axumcf66iL/W/uqAJpP3sf+uSofOP/LTy5Eo7Jn7lEfH/AD0/650ATRy/6R+9h/7+Uf6r98YfL/7ZUzzRFv8A3X/bLyqPN/d+d/0yoAf5vyfvafJLDLs8qL5KhjmhlP8AsR/8s4qf/rf9+gB/m+UU82n+bPFb+T/rKrSn/lt/36p/m/c8qb5KAJpJf3nk/nRHjy+fv+1Qn97GkMX/AC0qaSXyv3Hk7E/660APk/1X7qZNlQ/9MYhR5v7z91s2SURf6zt1/wCWVAD/APlr+9p/PmJ/q5P+eVQ/6qPMNPjl/eJmH5P+/dAHj8c0MQTI3/8ATOpri/vJZfOih/1lUJJvKk/1MlaWn3U0oSGXZ/coArRyzRbPN+epo5f3f+xUNxF+8cxeZ/ramt5s7P8Alp/BQBNJFDFGkVHmiKP979+mD97+/wD3f7v/AFVPPnQ7/wDvj/VUAEf739zT44oT/qvuUfav+ukf/XSKmebNF+58mgB8f+ldfLojlhlH9ymR/vY/3v3PNoebyh5P3/MoAm/c/wDLX/ln/wBMqI/J/wCWvl/u4v8AlnR5v/PL955lH+qD8eXQBNH/AKzyf4Kmjih8v/ln/wBcqhj/ANX/AAUS/vo8Rf8AbKgCaSKbfRH+9jeGLy6Z5PmyJB/wD97RH+6/ciCP/v1QA9/9V/yzqbzf3n8H+t/e1WH+ix8TVN/rf3OKAHySw+Zn5KZIB/yyKfvKf/qv9+n28XlFJsx0AMj8mLZ5X/LOn/3PuRpJR/qgnlf8s/8AlrR5sMQ86b/lnQAR/wAE0P8A2yqaOH92lMH70+T5yUeb5sj0ATR/xzRTf6z/AJ5Uz/llTI5RF+5p8f73/W7N9ADxdTf6kfu/Mqbzf+e02/zKrf8ALRPOmT95U0csMUf/AF0oAmkl8nZDF+7/AOev7qmRyjykg/go8o+XmLy/3dEcMPyEf89f3VAD/wDpl+8qbyoYpEqHzvNk/dVNBny08zy6AD/vj/W/6qnx+T5n72Hy/L+SiP8AdbOKfH/z2iHmPHQA+ObEifx/wUzysR/vfL30/wD1Uv72GiSLzj+68vZQARy43w/Jv/550/zP3v8AqOPuUSeT/wAsf+Wn/PKiP91+58n/AK5fvaAJo5vK/wCmdPjig/5ZbP8ArnFUMcX7tx/q6f8A8sv3VAD+ySxfu/8A0XTJP3sSf6vZ/wAspaml/wCPlKLeWCLnyUkoAfHF53PnU+OXypPJ/wDRVMEv7v8A55+Z/wAs6JJfKk/e/foAJJYfLHm/u6ZHLNN3SiTye/3P+WVP8nyv30XyPQA+SXyR0+f/AKa0eb5slMj8qX99+7/d0/8Acj/pn5lABJLDFH/zzoj/AH2zzaJIv3nnf6yn+V/yx70APli/6Y/9s6Z5Ii2TS+XR+/l/5Y70oMvlZ/5Z0AP8r935P/PSiSX/AJ6/8tPkpnmwyyeTiOmeb/zyh/26AJv+WdM+1f8ATGN6fBFNLJ+9pkcXyeTD5f8AqqACOUQyY+Sn+bDFUM8U3lpD9z+Cn/6qT/43QBN5sP8AqZdkn/XOmSeT5n7ry3pkf76P918lWZP9b+6/d0AMj8n/AFP8FPkEEVv/AKmOiOLGz78n/bKiTyfnh8mOgAjl8mTEQ/56f7FEksPmc/vKjpY/+mUH+soAf5sMUf7393TJP9W82I0Smeb+78n7/l1DcS/c/wA+XQA+4lh8w0yTyfLTzf8Aln89Q/62P97RJKIpP3U8dAD/ALT+7/ew/JTPM/5Y5/1dQyS5uKJJYYpPO/d7P+utAD5Jf3n/ACz2VWli/efuoUokl82nyReUP3XyP/zzoAfH5XzzReXRJL5Ubgffpkcv7z9zNH+8/wCWtMz+8/e7I/8ArrQBN5vl/wCt+fzKZLL/AMtvOj/d0yOX/lgKLeWaIfuoY9lAE0nV/wDlolM83yo/P/d/9sqJJYZQnHz0ebDFH+68ugA82HzH/wD3lMk8nzP9THTJP+mXlpTz/q/3s0f/AF0oAf8A62T90Y6f/qv+ef8Aqqh83ytkMsP/ANsp4/ex+T+73/coAfHL5UaS+TRj/ph+tM/5Zpn/AJZ08/upPO/eUAHmwxR0fufkh/d0SS/89f8AnrR2z/B/zyoAfHLD5iU+Wbyo38rZTPN8qR/3PyUebN5vm/8APT/VUAP83zbf/rpRHjzE8mmf8fUieVDHT45v3nnS/coAf/yz/df9+6D+6k8mKbzKPN/eeTF89MilHl/vaACOLyuYtlCQ+Vsh87f/AM8qZJL/AM8otnl0R+TFEnleXH5n/PSgCb/VSf8AtKiOXyf+WPyR0yP/AFf7r7//ACyo/wCmPk0AePyRedH1jqa386Lf/f8A+uVVtLl+5xJJ/wBtamji/wBI/dTeXQBNJL/5E/8AIlPj/dR+ThE/6Z0yOWH7Sn+rSnx+n3H/AOmVAE0fH+r/AHdP83yv9V/z1qHyf3jwy/8ALOj/AFvSD/v1QBNJL/wOj/pt/wCQqZ5UPl/uqZ+9814f3b0ATeV/yx70+OH95+9KVD/y0/5Zx0+PmP8A66UATR8x/uf+Wf8Az1p//LL/AJZ0+zi82Tjy40ok8mKTyfO+eT/pr/rKAGRzfvEhwlTRxEfvpdn/AFyiqt/rf9aafb/vY+YPnj/5a/coAmj/ANZ5PySfwU/3lhj/ANb/ANs6Z/rY/wB7RHLP5aQ/+QqAH28v/PL95R/qv+/VEhhMnkRTUf6mSgB/lTeX+6qb/rlsjTyqh/6a/vKI4oIpOPv0ATSZi3wyhP8ArnRHLNFH5PnUzzf3mfk2SURy/u/OFAFnjzH/APRdEkUMsn72GPfUMf8Aq/3Q8ynxxQxf9NKACSLyv9ynx4+f/pp/yzpnm/vP3Wynxy+VI/775P8AnnQASTebcZl/5aVNjypOv/LL/VUyMwRf6qged5j/AN+gCb/ptLN/rP8AyHRH+63/APLPy5aZ5R+z+dmOpo8eZ+9oAI/4IBU1vFNLJ+5+5/0zpn7mX/Wzb0p4l/d/wJ5dAD5P3Un7r5KP3MX76iObj/XJRH+6kzFQA/8A5a0/zv3eP/IdQ+V5Mnk+Tvp/lfu0NAD8+b/rf3lP83lx+7qGOL95+9mTZT44vKk/ezR/9MqAJpP+uPyR1Nby+VcdI9lVjF5X7nzo4/8ArnT/APWx0ATR9E8r93U3m+Vb/wAD1W8r955OfLSn+cfK/wCef/XKgCbzp/N/5Z/9+qi/790kZ83Z9ySn2/8ArH/1b0AEcXlSJ/fo/fQ/886ZzJH/AMs/9VT/APrr/q6AA/vf9b8/mU+MTS7PN/5Z/wDTWj/VfuZZqZ537ygCYxeVx+7oki/0j/rpUMfnbKsxxQ+Z+6+/HQA/ysR/uv8AlnLTPK+f97RJx+5lhokl80fuvvx0AQx/vY/9dVmOH9555/dpJTPK58n/AJ6VNJ/0yoAZJEIo3EuzZU0cv7z91sqtcS/vPOh/8hUy3l8qRP4/L/55UATeV5sfPl0SHzeyUyP/AFf7qb/lrU1pj/lr5dADJPOij8mKniWGOT/U/PTLgeVG/wD6Loim8r/W7P8Atn/y0oAmi/1f+3R/y1plvLD5f7ry9kn/ACyo/wBb/rfuUAMkl82T/W/JHRH5NGYfL/df8s6Jfv0AMuJfJk86WGOofK/dJ+5p/lQyyH/Vx0zn/lkP9XQAySWbrD/6NplxF5Mnr/21okxa8VD/AH4f/RlAB5o/ux0zzRFJ5MUNPkiEUbw52PUI6p9KAGR+T5f+up5lml/c+TUIi/efuv8Av7FT+Io/Oi8ugCbmGTyR9yiOWfy/Jl/7ZVD/AMtE8qanx+T8/wDyzegAj/c/884/3VGZsJDF+78yiP8Aeyf67y/LpkRh+SH+D7kVAE0cv/LH93HRHny08mmGP955MR8xI6f/AMs0g87/AFdADJPOijeaX/lnRHL5Un9z/rnRJ5MkfkeR8lH7mXrNQAR/6zzsPT5IoZY+Id9Q20sMX76nx/uuYvLoAmjxFGmZqZ5vlcDZWbqmswRR5iNP0vVftXH8FAGlHLjfRJL5UefJ/wC/VQ/8tPO/1lEcvmyOZvuUAWbj910o8394n3Khjl/ef6mn/wDLTMWz95QA/wAqbzM0f62NP9XRHLDv/dQ7P4PMo8r93j929AD44vK5l2fvP+eVEkv7z/43TI8wxp5sMcdHmwxfvopvL8ygB/2r93j/AFdH+pkfzaZ/f8r8c0f8s/8Arn/raAHx/upP3Wzf/wA8pf8AlnT/ADv+W3n0z/W7APL/AO/VAimij/e/J5dAHkVtazRSfvYE2U/99F+5/d/9MqZHL5XeP+55tPj6ed/5DoAmj8ny/wB1/wB+qLe68qPyf3f7v/VUyPPmfuqfJKYpP+elAEximlP7qCn/APLKoY5YdiQynZ+9p/m+bH/rvkoAZIYZYv3WyTy6I4pvM/2I/np/lebs8qnxnyv7mzyv9VQASReaEh8n/V0SSzxR+dF/2y8yj99FL+9Hz/8APWi4im+fEP8At0AGnxXmvXDwRTJGlP8AEmg3ml2f+u8x/wDnr/zzqnpd1qVrcYtZvL/jrodYtZr/AE9PNEb0Ac3oeoTSyfY5Zv8AV1sRxfZh1j/d1m2+nzxXnnRf8tK0o/8AVofOj/660APj/dR4xU0f7z/j7mjpkf8ArP3X/fuoby/nij/dTUAPkls4o/3uyn291Zyx/u/3f1os/DkN/b/vZvnkqhFpepaPrD2c03mJJ/y0oAvyRTS95Nn/AEzpn2o/8tfk/wCudXPKhlk/e1TuPJiucRUATRyw+X/Bs82pozx+62f9c6hi/dR8/vKfby9ov/IdAD4/N+z/APoqnxxHy/8Abki2fu6I/Oi3w+dT4/8ArjHQAW8Xlf7H/TOnx58v97R+5EiH5Hei34j4h/1n+q82gB/76WTzpfv0+P8AdS4/79UyP+CHMeynxiHzfJlhj/1VABH/AKzyf3caf88qm/feYkP7yoX/ANWmfv0+X97J++//AHdAFmT/AFaQ+TRGPK/5b0y3l8qNPNp/77zP3s3/AGyoAf2T/V0f6uX/AJaPTI/9b/z08v8A1VEcs0MuP4KAJpP3Un/LOmfvvL/e/coj/e7MzU+OWGaN6ACL/pl+lPji83Zk0wedvTyvuU+Pzpf9VQA/zfKk/ezJQf8AVJ5s1EcX3P38dEkv/PXZs8r/AFVAD/J+yyf5/wBZRJLD5XnS+Wnl0yTzof3NEcn7p/8AlnQA+P8Ae/637/8A0zp8n7391TP3MX/LHy/M/wCelFxdTRf7lAE0UPk/vv8Av1T5B5X775P3lULe/mlk4+/Vz9zLGnmlKAHxjypP4KP9b/yx+SjyvKj52SPT44vNj/ezR7P+WVAD0/dbPK2R/uqfxEcy/wDfqq0f/PGXfJT4h5siDzk2UAWf+WdQydf3vl0eV/20eOmSS+bJ/wAs4/3VAE1vLMY/7iU/zvKk/wDjX+rqGP8AdfvafJ08mKGP/rlQAySXzbhzFN5f/XOiSKHzE/fR0SAf8sin7yi3Hkx/upqAHyxfc83Zv/5ay0+3/c/uYqPJ8399FR5o8z/lnQBNF/01/SqHnfvHqaSWaX99+730yP8AdSPDLCn/AH6oAmjl8qP9789Mkx08/wCf/nrUMcsMX7nzk2f886mjm83mLy08z/llHQBN532WP918lQn91sm/d0STfvPJi8xKh8weZ537ugB8n72PB/dpHUMkvm/6qpjN5Ub/AOr/ANVVCSXyo/3tABJdf8sf+AeZ5VA9j8nlf6uOiOX7VHz+7pnm+VF/rqAC46fuvL/Gof30X+q+/T7iXzf+eb/uv+WlM8rzY/8A2lQAz7V+78qI/JT/ACv3n72H/WUyP/WfuutEnMnkf886AHxdqP30sf8ABTI5TFv5f95T/wDlp/7SkoAP33yed/y0okl/5Yij99j/AMc8ujyh5fneT8nrQA+Pyc/upvLSmSS+bzF5ez/pp/rKZcfvYv8AY/6ZUecfL/g30APk/e//AGqnyRfu0/vx0yOX/SExDvojlh8zyZRveT/lpLQAzzT/AMtf+WdFxN5UfnRf/bKmFrNLFmKq1xa+bH/8aoAh0rwvPrNx511N8lbcnhzTbS3/ANAm+eq2hj7LH+9/8iU+PU5oZE/fUAQ+b5Un2MUyOX95+92R0zUJfNuH8r7lMHk/Jx/sUAPj/wCuMe+rOT5nnSwx7PuVWj/g/ffJ/wBMpamjl8rv8kdAD/8Avmpo5cx4H7yoY5fKjz5O9P8ApnFT/K+T91QASHzf9b/y0o/5aed5NMklml2c/wDXKiL7lADzF/1zk8v/AFVP82HyvIi/6af8sqZJz+5l2fu6ZLJ9zyf/ACFQBN/y0/ew0+MeVbpDh/8ArlTPK/dv5U1H/LL/AJZ0AeSxy/u3h/1Hl/8ATKpsZ/1sPmJ/1yqGOLyv9b5dEcU0Uj0APjMMUnSprf8A6ZQ0yT/V/wDPOjzYYtn3E/650ATRReTHn/v1+6p8cv3JvJ/7aUyOH94n/LP/AJ5URiGKPyYqAH/vov8AW/8ALT/lnU2f3jwjy3qGXzv+WVEcvlR/vdklAD4/J8vzovv/APPWj9zFJ/7So/1siTRfIn/POjzf+etADJIfssn7qrMct5Ls/e/6uiPv/q6f5vlR+ef+2VABHawxfuf3f/XKmSS/u/8AU0/zfuTf89KfHFDIf9d/11oAfHL5Vx+9mqHUIhdR/wCp+T/nnT4/J/1v+sSi4iHmeT/36/dUAWdDusXCQyzbH/6ZU/XJYY7j91sqh5XlXH9yiSLzbfyYv+/tAE2nxTX+z98j/wDbWsfxBpesaXIkx/362/D8U1reJ5W/ZXSeIYoNZ0tIZf3jxxUAcl4b1T7fZv8Av/LeOtK2i/ef7Fc3pfnWGqvDEfkk/wCB10kfnf8ALagB8R8r/W/vEo8r/pt/36pLf/j4/Cl83zdnm/8AbKgB/f8Ac+XT7f8AdRvDH5cnl0y3imqaPzpY/wB7L8lAD4/3P+q+5Qg/55Tf/bKjTp+NL/yzSbzvkoAfbef5v73y9lTR/upE8qamDyfMP/tOn+VD5b+V/wB+oqAHx/8APH5P+/tP/fQ/886rf8tE82pvJ/dvDj/V/wDLOgB8mf8Alt8//TOnU2Mwxf8ATP8AdURk+Ynm/u/L/wBVQA/zYRH5MUW//nlRH+6j86GZKIuJP3cKf8s6IpfKjz5NAE3m/wDPaH5/+mtEfkyx/vdj/wDXWmf62P8AdbN9P/1UfnedQAf8s/OxH/1yp/m5fEsPl1DJL/ywz/2yp8cP7z97QAfuZdnmwU/zf3uZfuf8sqZiHy/3Q8ypusf+ujj/AO2tABJ+9/1U3/bOmSf6z/2lR5X/ACxih8xP+mdTR/uo/wDUpQBWt4uMfwebVmPyPLf1/wCWVEcUJj/2Kf8A8tEMX/oqgA8qby083y6mxP5n+pSmR3Xmx+V50f7umeUZf+mfmf8ALOgCbzc/6rZ/0yp/m+Vz/wAAilpkkv8Ayxi8vZ/yyouP3sn7r92lAB5sMUn7v948dPkhhi/fS0yP97H/AHP+uVMuP4/K2UAQxyzSyeT/AKyrMf8ArE8qbzKhj/0WL9189Px5sn/PP/rlQA/zv3vk/u6mjl/efuvueVTLeX95+9p8ksR/1P8AyzoAI/Jij/e/u0k+SWmSfutnk0cyyZl/79UXGIj5JoAJIvK/c1D/AK2TEX/LSiSWaH/lj/37pnm8f6n/AFlAE0cvlW/73935f/TKmJL/AM8qDiH/AFs1Mj8mKTyopo6AD9z5iCKby/Lp8cUMUfkxVDHjyv8A0V5lFvFNFI4i/dvQAXA8qT91+7/7ZUyWWGWTyYv+WdMuboSyU+3lEX+qhSgAtxDFJxDUMkue3l0+5lh8v91DHHVPypvMeH/npQBN/rY/3Wz+5TPLzx/zzloj/wCu3yf9M6fH5Pl/67y0joAZJFDFH/7To7/j/wAsqJP+uNEcQik/5Z0ACdf3Wynx48v915dH/TH/AFf/ADypkcs3lp/y08v/AFVAB5sP/LLy9lGYYrhIfJ8tKI5TRJLDFGnnb9lABcSw/wDXP+D91TPN8qP+CRP+mdEX7r/W+XGnlUfavK4in8t6ADzYfL8/zo99ZVndTf2hya1ZB5tu/wDq9kn/AC0qnHpf2S8Sb/Wfvf8AlrQB0Nnaw3Vmn76PfJWbJdTRXPkSiP8Ad0XF1Na/6r7kf/POqdxL5tx/ro6ALkd/NF+5i/5af88qZcTeb/qZvnqGOURR/wCv+T/0XR5v7v8Ae0APj8mKXzsUR/uv3M1EcvmyJ++8uj/lp+58ugB/leVJ+63yU+3l80f3H/55UeVNF/qjHTP+WaY//d0AWYx5X/LH5P8ApnRJLjqN6VW83yo+IU/65eV/q6Z9q805joAsxyzRf6r/AL+R0PL5W/8Ac/JH89VvtX3IYvuUR3Xlf885EkoAuRS/u/3X/LSj/lp5Pmx1Q+1iX/WmOnx3/wC7/dw/8tf+WdAF+OWGKSnxyxRR/wCpjeqEd15Ub/cojl8qRP8A2lQBwEkXlRoYtlQ8y2/+xRLf/u//AEVUMd15qf6n/V0AWY5f+udHlQxR/wCx/wAso6I5f+WMUv8ArKfJFP5n7r5KACSKbPGz/tn8lP8AKz/y2kjpn9+byUSjjr5SbKAJo5fKj/ezU/zf+eU1Mkmh+f8A1FH7nzE8qgB8f+s87/2lTP3Msn/bWgy/f/c/JRb3PlSPDFQBNHN5uzzf3f8A1zoj/wBZmODelMk/dW/7rZ/21p8n7rZND/36oAm/deWn+r/d0fvov+W2x6hHkk+TF/yzp/m/u/O/1f8A11oAmjHlR5ol8jy/Jimoj8nzPJxHQIvKk/dQ/wCsoAd/0x87jNSR/vU/ezR74/8AVeXTP+Wn+u/1lHm+UOfk/wCetADJJZopfOtB/q6fJql55bwyn5KJIv3n+x/z0o8qaKN/3Me//nnQBWs4f9M/dfJV+PNrxUMcsMXOdnl1N5XH7qGgB/mw+Zmnyf6vH8cdQxmCL/7VT44hF+5iGxP+edAE3mw+X5H+s/56xRVNJL+88mX7klVvNgz+9Hz/APPKpuesXz0ATR+TL/qvL/79U+OWESp5VQx88ywx0+SL/lj5Mcaf9MqAJvO/d+T8myjzfuQy/u/LphPlSeTD5e+iQeV/39/7+UABl82P91D/ANsqmj/54xQps+/VaOXH7nzt/mf8s4qm8oeZ5OfkoAf+5l/1Uuz/AKZU+OXypE8ry6ZHxs/5Z+nlU+SL95/sUATSSzeWn9+i48nv5eymf60/6Vvj/wCmdPilhlk/dQ0AP87zY/8AYoxBFz5yR+ZRJ/1x/wC/UtMj/wBZ/wBdP+eVAB5sJt08ry6mj/1b+YY/3dMjlh83/lnRzLH2/d0ATR/6z91Lsojh/ef7H/PWoY5YfL/e/wDPWi4uobT99LNH/wB/aALMf7r+5RH+9/fRbH/6aVTs7+G5l/0WbZ5dTR3UNr/qqALNx5Pmfuv+/lEmIpP/AByoftWI3/ffJTJIvsvPk0AXP+uvlyfx0wyw5/dQ/JUP+t4/1f8A00p6Szf8tdlAFy3Plx/upqOJf9aY6ht/+ms8f7uiOLMf7r7n/TOgB8f+r/5Z/wDXXyqmj8mKLyfkplvyPO/8hUzzRDHx86f9M6ADEMUjmWiUzfJDj/tnFRJL5saY8v8Ad0yT97J/yz2f9M6ACP8AdSY+TZT/ADYYjwI6h/j83/yHTJL+H5/K8v8A66UAXxdwxfuZJvnqnLKe3z1DHLNL/rfk/wDadEn/AEyoAfHLz/B+8/550/zfNk/ew/6yoZZZoo/Ji/8A3dMkl82T91s/d/6qgCaOX95/rvko4+zpDR5X7zPkx/8Af2mf62P+5+9oAf8A6r/lsmzyqhkusf6qiTjZDL5b/wDXOq0mPL4/5aUATebD5j/uUp8f7qRPKqtJ+9/1UMf/AF182pvLh/57R/lQASf9s/8Av1RHa+UieV+7SmSfuu6R+XRGIfMSbzvkoAOTJ/1zp8hhijp8f+r48vZUPlebsh/g/wCedABJF5v+sok/dRp9yiQebJ/qf+2VHlQyxv8AcoAI4vKj/df8tItlEZhlj/10f/bKiP8AdSf6/wD5a/8Afui4/df6n93QAySX955P8H/POmXJhljp/nTeZ+62VT83/R08r7lAE3m+VJ5P7ugXXlSP+5/+11TeX92nlVD5ntQBq+b+9/df7n7yn2d1D5n/ACzkSsqOb94nm+W9TRyzf89v+/dAGlcSxZTyvL/65VQEsMUj/wDLTzKP3MW/Pl/6qoT5Msn72HzEkoAmk87y/wB0f+2VEUv3Ifypkf7rmMVNH5MX+t2UAM82bzEqaPyZf+ef7yq0n+s/feXH/wA9aZJdGKPz/JoAueb5Unkxff8AKoku/M/cy7I/3VUPtXyf+0qhkuvK7R0AX5LqGX9x8/8A0yiipkl1+7/13z1Tkl9Jv+WVMj/e7KALnm/vP/r0+OWc7/KhqtH/AKtIJYamji/6bbEoAfF/rf3VP/1sfk/89KZJaiWTn929P8z955NrCn/XSgB9v+9kTyv+Wnz0/wAr95/9amRyzS7P+WlFv/q/3sMe+gDzf7LN5ieVs/d/8s/KqaO18qT97D/rKuaX5MUf70eZ/BTLyLypPJi+5/6LoAI+f7kn8dP/AHx2ebD5lQnyYZPO82N6fHL5kv7qb/lrQBN/rY/+2tQx8xed/mOn/avssbnyUojlhl/cy/8Af2gA82bH7qapopTE/wDyzkpnlfu0/wCWnl/6qiT90PJl8vf/AM8qAJvKMvXzNlEf739z+7qHzP3n/tWnx/6TIn+regB37n/YqTzfN2fuU/651D5X/PWFKmji82Pyf3f/AKHQA+KLEf8Aqf8A7ZR+5ik8nyY6Z+4i35mjRP8AnnFU0fOzmN/LoAfH5w5PyU+OWb/UxVDFF5pSaXy9/wD0zp6S+aP3VABJEZd8NPj8n/gFMkHlSeT/AM9P+edP+1f8sYqAHx+TFJ+6Pyf88qf/AKuPyZfk8umcxPT4yJY/JxHQAf62T/U0+OKHy0zDG6R0yT/njFT44oTJ/sR/6qOgB/8Ay0f+CmeT/wBPFHmw+X5wHlp9yiSKGKP97s/6ZUAP8mb3qaOL/ltLs/8AtlQ/6qP91T/N/wCeXl76ALMeT+5pmZopP3o/79Uz/ln5PkR0cxcS/wDf2gCaOU/6+KaiQebIlEcx8vyYoEpnleTH/qY4/wDplQARiGKT91+7plxdTRXHkQ7I/LqzHLmTp5dQ3FhD5n8e+gAuIdSij82L5/M/550zS9e82T7HdQ/9da2NDtT9oeGX7n/POq3iDwvZ2lx/aWl/J/0zoAfHKYo/Oi+5U3leVbv+5+eqeny/6P5MsKb/ALlP8ryZEh8mgCaP97/zz2U/P7vyfO8ymR/8fifvk3yf62iT973oAm/1X+t/7ZU8xwxbPKFMk8nrFskpnneb/uUAPj/j8r5Ho1Cwh1SPyZZv9ZRHL5vGKJLoxfufJj3+VQAy30uzsLfyYfnSmfvvMTyv3if9NafJf/u0P3KI/wDWY8mOgBkcs3l+T+72VZjlHlv5UNQyfvS8P7vf/wBcqfP5v/LLZQBNHn/llCmyP5PLoj/1f7np5tMji8mT91s/65x1NHF5sn7rZ+7/AOWVAEM9/wDYI/8AXR0R+I7OWTyYtlYnjCHyo/8AXVj+F4bz7R+9+5/11oA78S5t38qaiT/W/wDPT/nlVOzi+wR+T/zzokuv3lAFn7VD8nlTf6ymD/V/uh5af9Mqhkl83nP/AJFojkhEfnReXQA+5uhLJUMn+s/e+X/0ypkkUv8Ay1hj2f8APWn2/wC660ATGKby/OH/ACzouJvUfJHUMnk+WnlTR1DIIZY08qGP/W7P3VAE0csMvP7uiX/WedLD5lQx/wCsfyj/AKyKnxxf89dm/wD55UAPj/gz9z3/AOWdHm/vPJiho82CL/VTVWk/1mBD8kdAFk+d5f7r7maZJ5Etx5P/AAChOv4UfvvL/wBSm/8A55UAPji80/6mmSeSP9V/36p+R8h+SSiP99sMs1ADI4vNj8n7if8AXKpvK8qP/nn/ANNafJ+6/wBT8lEfkiP/AMcoAZx/qfkp/k/6NT5Jc7P9XTJP9X/yz6UAQyReVH51H+qj/ej/AK5VNJF5v+phjR6ZH15+5QAzn7Q8P/POmeVDFH533/8AtlRLL/y2lnk/660SS+TH1TZ5VAFa4m82Pmq1x+6j8mXZsq5cedVbyvKj/e0AU5JvK/cxfvKhk/dSf6hKsmKGH/VeXvqteReVv/6Z/wDLWgBn2r928336fHKPL/dVWki8rZ5Xlx/uv+WVEcvL+V/37oA0vN/efvfuf9Mqf5vlf9NHqhHdeUfOokv/AN2/leXQBfjlhij/AHMP/f2iSUf8svkqhJdRXX7mKoZLr95+6oAsyXPlf6r7n/PKmSS/8sfueZUMcuI08qeiOHzZMH/yLQBNx5nSP/rrRJEIv3w+5HRH/wA8Mf6umR58weT9ygCaTyf9dD+88ypvK82Pzv3f/bOqcf8ArP8AnnU0cXlW7+V/37oAsx/uinm/IlPjm8r99/q/Mi/791Db/wCsSGL79Wbf+Pyt8nmUAPjl8r/W74082po4vKP7395UMeP+ASf+Q6syRQxSfuvuUAMjih8xIYqf5XlSf3KLeGGKP935f/TKn+bL/wBc/wDnr5VAHnWjazDa3HkywpGn3KLj91qDwxTfJJ/y18qqen/YpZPOx88f/PWppBD5n72H/tnJQBZli8r/AJb0+O6EVv8Aupv9XUMf7n/nnv8A+WUvlU+OKGWT/lnG8dAEMss3/LSZKfbxCH/nnT5LXMieVT4ovKD/AMFAD/K/d/uqJJpov+2kX/LKiT96EH7v+/8AuqH/AHu/H/bKgB/mw+Z+68vZTOPNfGz/AKZebT5IvN/5Yb6ZH501x0oAm5i/c/u6PK/df9c/+eVM/wBVJ+9qaP8A1f737lABJF/z1h+Sn+V9yDKIlVpMxSdY99Fv+6k/66UAXOsef9X/ANcqf5s3+piFM82HzP3vlvR+53/883koAfH53l+TF8lP67/9X/1yqGSLzT+9Mcb/APTKnyHzZcS0AP8ANmljfiORP+etEf7qTHybKPJ/d+TLN89Hlw+qbKAHxy/89f3nmfJU3m+VH+6/5aVD5M3lpiZP3n+q8unxy/u/O/d0ATPKRv8AK/ef88qZ+5z5MvlpRHLCY/3Wz/trR/fJ/wDRVAE37ny/3vlx/wDTOnxj/tnTMcf6n5KI/Jik4h/1lAE3nTRR+TFNsT/llT/K8r9z+731DHF/zyhqaQeVG/8AcoAJf3UnH7yjPlbPK2R0wxebJ+6HyVNbxCI4oAZH/rH/AL/vT/Km+z/upkjpkcX7zyZJqfHF3+T/AKa0ATWes3kUiQyzeWlP1C6m8t5opt6f+Q6p3Fr5sfn/AD76P9Nik/eiT/rlQA+P97H51XI/Ol4/d1Wt4gI/3vl/62rMf+rSb/WUAPj/AHX+to83935Pmx76JP8AV+bFNTBEfL/dfcoAfHFnfDF9+T/lpRJbfvHhIpnHp8nlf6qn3B83jNADEl8qT91soj/e3CTS+ZIlP/5af8s4/wCOmRxf6R+6/d/9NKAH3Pk+Z+98v+5R5X+5v8r/AL90XHkxf3NkdHleVJQAf62N/K2URxfvEojm/wCWx+5T/wDVf889/wD01oAmj/eyfu/Lf/plU0f/AD2lMdVrbyZY/wB7+7p8ksMUdADNQtob+PH7v95VCz0sRXH7qGOOrksvlf8AHr9z/llTJJYZeZRsoAmkl/d/vfL/APadQx+d/wADqGS6hh/1X/fqiOWA/wCp8vfJQBZk/ghimSmHzpZP3VMkuhFs+1TR0fb4fM8mL/lpQBN5s3/LKH/VxURzf8thTI/J/wDtscVM8oRfvov3nl0APjlhljf99/rKfHL/AM8z5n7rZUNvEIo3NP8AN/5YxeXQAW8UMWzzYY6kuP8AV/uvL/7ZUnlfvP3tMkhPlv5sHz0AM8395/qaI4vNj/dbKfHFDFH/ALFEcX7z/XP/AKqgB8cXmxp9/wD65VNJFFF/zz/7aUzyofMp8kNAB/rd5uvL/wBVRHF5XSZP+udEcU8Un7r7lH/LTyYpv+/dAB/y0TyoY6m/f/63930qGPyYv9VDT/NgOzOz/rlQASD95+6npnlcJ5vl/wDTKWnxw+V/qin7z/nlTLiKby0/9pUAEcRH7n93/wBsqhk8/wAv91TzF5Mf/LP95/0ypn/LP97DHQASS/u/76VT/wCmVTeTN08n5KZcRTfJ+5d6AGSSTSyeT+7qtJiL/tp/zyqzLF/z1qGWL7L/AKqgCGT97/yxjqG4imlLw5/5Zf6qppIv3f7qFKZcRYj8kb4/4KAKDxTeX/t0yQQmNOPM8uKrklr/ANMY98f/ACyqPyT/ANM6AKkn/PGL79Ek3lf8846fcRTY8nEkf/bKmRxfvH8qH5P+utAEMnnS3Cfc2ff/AHtPjiEsaU+P91J+9hjT91T4/J8v/Ux/9co6AH28UP8ArojH+7/5a0/zYPMz+731D/y0/deXGlH+qj/dQx76AJpPOz+66f8ATOmed5v9z/rnTEizI837v95/yyqbyvNk/wCeaSUAPt4v3f8Azz8ykf8A1v4VJHF+7/1MdPjtKAJo5f3f7ry98cX/AC1p9vF53/LGOoY5YIpE8r/lnU377zPJlhT/AFVAE3mzyxp5U3yf886I/wDWfuutQyf9Nf8Av3T7c/fhH/TT95QBNH/rPJi+5/zzqb98JMRTf6uq3+tj/wCWlTR+dL/rqAPMYofstw/lTf7FWY/9X/rqZGYZbj90fL/660/9z5b+Vs30AEf/AD2tdkdTRRZ5l8uoY/Jik/e7Kmt/O8tKAHyeTLv/AHvlvT/+Waf6umf62RP33+soj/dRuaAC3/dSJ5s3+s/5a1N5XlfuJahjHlbIfOo8393+6h+egB8n/TKjzjF/qvuR+X+7qGSX955MUMclTR+dF/z02f8APSgA/wBVzLCieX/zyp8kv3PK+5RH+9kSbzv9XTxLN/sJQAySLyo+DU0cUPmf7dMjl/e+dL9ySp/N/d/uv9ygBP8AU7IfOTZJR5v/AE3/AO/dPji9fL/66xUR/wCs/e/ck/55UAEc3mxoYtn/AG0oil82RP3ybP8ArrTI/wCCpvJgk/1Xl0AHlCGT/XVNHFN5bj/yLFUMZ/0j/U/9M6sxRTRSP5Q/7+0AMj/dSP5WynmL/nlNHH/01qaSLzf3P7vfTJIYDH/sR0AM58xPK2f9sqfF+6/ubPKok8nCeT9yiP8Ae/7lAE3m/vMxfP8A9c6I4v8AnrNGiUy3Hlc4p8Zh8vyfk/ef88v9XQA/yvK/c/u6m/1Un+p2UzyQI3/1dEcXlHrGn/TSgB/mwxR/67/V0+SXyo/9d8n/AC1pkmIuMR0R/wCr88Q/J/zyoAmj/wC2fSj9z/yyKfvP+mtMj8maPyfuf9taf+5hkoAfIZvs/wDrvM/9p0R/X5PuUzyoYenl1NHL+8/goAPO8qP/AEX5Ep8ksP8Ay1/d/wDTWmY/efwf36JJf3f+u8zzP+WdAD/K+55X7t/uUR/xzUyP/V+dEKmkihH+qm/7Z0AMjuhN/wAtvk/6Z0f62R/3P/tOiPyeg8ySiOX/AH99ABJL+84h+emJL5venyfupPP/ANX+630z9z8kGU/d0ATW0XlRp5XmUyP/AFaQRfu6JJT5fP8A36ojz88PkpJQAeb5W/yqIxNN1/dpJU32Uyyfuoaf5UM0af8AtOgBnm+V/qvnpkkv7x/Nh2U+TyYj5P7uNKZ5UPmUAB/dbIfkT/nlVa4uvNuPOl/3Kmk8n7P/AAVTuP3sv+uf/wBAoAI5ZvKQfJTJLryrdP8AV0/zfK/c/u6rSRfu/wB19zyv+eVADNLlm1S4SH/nnL/37q/d2E1rJ50VM8D+Sbx4ZYY67DxBYWc2n/upkoA5W3uofL8mWb/95U0cU0X+q8uP/pnVOS1g8z91Vky+bGgj/dpJQAeb5X7mWiOLH/PPZ/z0ipkcVPsv3Ufky7I/+2VAE3lebJ/ro9kdHlYj/wCelTRxQ+Y/nbP+ucdQ/wBz/Vx+XQAR/wCs/ffu0qbPm7PK+5HUPm/u/wB1s/65U/8A1P77/np/yzioAfH/AKvH8clP/c+X/B/0ypkcvmx/vQkdEf72X91D/rKAD9zF/uVN5Pm/7lMjiMWzzRH/ANc6I/J8tIPIoAf5v7xPN/d0ySX95+98uP8AdU+P91xF5dMuJcyP/coAZJKPM5m8z/2pT4/Ji3n+OoZYv3nP/LSn/avN/wCmlAD/ADf3nk+d89Q+VD/qfkoH7qPzv3dMkmMsj+bsj/6ZUAH/AC0fzfuVD5v7zP8ABT/JE3+t8umf6rYZYaAGXHkxdId9Q8+X/BsqaT/niJvxpkkX7tP3P/bOgBkn+lB/ufu6hk/e9auScXHk/u/3lQzxQj9z+7oApyRfvKZcfuo/3X3KsyfvZE8oR/vKh+yiKT97N5nmUAQyeT+8/wDaVM8ryj+6h/6aVNJ+6/fRQeZUMkUEsn/LOgBnm+VJ5J8v/tpTPN8rf5NTSRfaulM8o+Xz8/l0AEn/AE1h/wBXRKf+evl/u6mjHlSdf+/VM8rypKAGeV+8/dbKfGfKk/0r7lPuIvuQ5/7aUeWIpHhi2Rp/1yoAfHD5X+pouM+X+6m8uiP/ALZ/9coqPKhik4oAzY7+8iuP3X/LT/npWlb3Xm2/kxVW+y/981Zt/wB1Ggi/d+ZFJ/rf3dAFySXzY0hlhjojlmMn73Z/1yqHiX/VCOi386KT/Up9aAJpP3Ub+V5af9sqmjuobWNJv4JKZHL5sfk+UlEkP2qPyZRQB//Z

Frontend development:

Vue.js framework was chosen for frontend development. With the help of Vue.JS, the button to upload the image is implemented, and then using the axios library, two post requests are implemented:

  1. Post a request to the url "https://k6zma.ru/upload_image_for_concentration" in order to find out the concentration of alcohol from a photo and display the result as a header
  2. Post a request to the url "upload_image_for generating_image_base64" in order to display an image with information about the bubble (area, radius), as well as information about the concentration of alcohol in the solution. Since at the output we get a line in the form of base64, it is decoded, and after that the decoded image is displayed on the screen.

Website screenshot:

GUI:

The Tkinter library was used to implement the GUI, because:

  1. Easy of use: TKinter offers a simple and intuitive interface for creating graphical applications. It has simple and clear methods and functions that make the process of developing GUI applications in Python easy even for novice developers.
  2. Portability: TKinter is a Python standard library, which means it is available by default on most operating systems. This ensures that your application is portable, as it will run on different platforms without the need to install additional components.
  3. Integration with other libraries: TKinter can easily integrate with other Python libraries such as NumPy, Pandas, Matplotlib and more. This allows you to create powerful and interactive applications using the capabilities of these libraries.

Conclusion:

  • RandomForestClassifier became the most accurate machine learning model for determining concentration with accuracy (84% and 53% on test data);
  • The accuracy of the most accurate neural network on test data was 95%;
  • To solve the regression problem, there is a need to increase the database.

Future Plans

  • Expanding the database to determine the alcohol concentration of a larger range;
  • Creation of an expansion board and development of software for a high-speed camera to determine in real time the concentration of alcohol, the radius and area of the bubble;
  • Improvement of the neural network to work with solutions of other substances, to reduce the number of accidents associated with cavitation bubbles.

cavitationbubbles's People

Contributors

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Stargazers

Yasnov Mikhail  avatar  avatar  avatar artemgoncarov avatar Artem Zaborshikov avatar taksa avatar plugg1N avatar NOT_FOUND avatar  avatar Olya avatar Yaroslav Zotov avatar Matvey avatar Egor avatar  avatar

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