How to create a video from images in Python

In this tutorial, we will explore how to leverage the power of Python to create captivating videos from a series of images. Converting images into a video is a useful technique for animating image sequences, creating slideshows, or assembling time-lapse footage.

Installing OpenCV

OpenCV is a freely accessible library dedicated to computer vision and machine learning tasks. With a collection of over 2500 fine-tuned algorithms, it facilitates a multitude of operations, including:

To get started, we need to have Python installed on our system. Additionally, we'll be using the OpenCV library, a powerful open-source computer vision library that supports image and video processing.

We can install OpenCV using pip:

pip install opencv-python
Command to install OpenCV

Step 1: Importing the required libraries

We begin by importing the necessary libraries, which are os, PIL (Python Imaging Library), and cv2 (OpenCV).

import os
from PIL import Image
import cv2

Step 2: Set up the image folder

We assume we have a folder named "images" containing the images we want to convert into a video. Let's get the current working directory and assign it to the variable current_path.

current_path = os.getcwd()
print(current_path)
img_dir = "images"

Step 3: Compute average dimensions

We define a function compute_average_dimensions(folder) that calculates the average width and height of all images in the specified folder.

def compute_average_dimensions(folder):
total_width = 0
total_height = 0
img_count = 0
for img_file in os.listdir(folder):
if img_file.endswith((".jpg", ".jpeg", ".png")):
image = Image.open(os.path.join(folder, img_file))
w, h = image.size
total_width += w
total_height += h
img_count += 1
avg_width = int(total_width / img_count)
avg_height = int(total_height / img_count)
return avg_width, avg_height
# Calculate average dimensions of images
avg_width, avg_height = compute_average_dimensions(img_dir)

Step 4: Resize images to average dimensions

Next, we define a function resize_images_to_average(folder, avg_width, avg_height) that resizes all images in the specified folder to the calculated average dimensions.

def create_video_from_images(folder):
video_filename = 'created_video.mp4'
valid_images = [i for i in os.listdir(folder) if i.endswith((".jpg", ".jpeg", ".png"))]
first_image = cv2.imread(os.path.join(folder, valid_images[0]))
h, w, _ = first_image.shape
codec = cv2.VideoWriter_fourcc(*'mp4v')
vid_writer = cv2.VideoWriter(video_filename, codec, 30, (w, h))
for img in valid_images:
loaded_img = cv2.imread(os.path.join(folder, img))
for _ in range(20):
vid_writer.write(loaded_img)
vid_writer.release()
# Create video from resized images
create_video_from_images(img_dir)

Step 6: Display the video

Finally, we define a function display_video_from_images(folder) that displays the video generated from the images.

def display_video_from_images(folder):
video_filename = 'created_video.mp4'
valid_images = [i for i in os.listdir(folder) if i.endswith((".jpg", ".jpeg", ".png"))]
first_image = cv2.imread(os.path.join(folder, valid_images[0]))
h, w, _ = first_image.shape
vid_reader = cv2.VideoCapture(video_filename)
while True:
ret, frame = vid_reader.read()
if not ret:
# Restart the video when it reaches the end
vid_reader.set(cv2.CAP_PROP_POS_FRAMES, 0)
continue
cv2.imshow("Video", frame)
if cv2.waitKey(30) & 0xFF == ord('q'): # Exit when 'q' key is pressed
break
vid_reader.release()
cv2.destroyAllWindows()
# Display the video as output
display_video_from_images(img_dir)

Complete code

Here's the complete executable code implementing the above steps:

Note: After pressing the Run button, the output video will be played in a loop continuously until the 'q' key is pressed on the keyboard.

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Tubk1a6M8NmwrHs5T3K+Ds/s9m1WTJKLm3hgubO3HXl58J69EAhnV4wAAAAAAAAACoBgyhCYwAQBQUQAhgUIAoKAACgAVAMAEAAEAhioAEMAEIYqAACgAVAMVAAhiABDAIQDFQAIYgAAABCJCAQDEAgGKghMAABAMANAABl0AwoAAAAAQwABAMQAyLH2EyirJjjlg4TinF9Uzh+IeESxfvNOt0O8e6O/QXtTb7IzZG8MrLp5nwrCp+KYoTVxTtpj8cgsevl5cUovoLT555PFoeW9rlJp/Yya5ZPMlOVuLk0m+nBwvr6O58sc22+WzV4dzkbb4roZkrNfh+DJlyz2fyxtlrGPpauW3oY/Ml7lupk3kcfYpoJle10Zb11L4wqN9zPgXLNGok441XBG54TV/f3LdLqcmkyqeOT46r3KYSckhX6nfYsrOUlj1uh12LWQuLqa6xZtR5jwrw/Plyxz7pYoLv3Z6aPTk7S14eSSXpMdCRIrAoYAFAAOgFQwHQCGAIBx+pFGs8RwaPD+8dzfSK6so1+TWRksWlxJ719fsGi8Fhjcc+ol52bq5S6L7Hm5PX0v43WLn58et8WjKWZvBgStR7s5M/DM8Zyis72o9ZrNVDFl8uCTVc33KPxMW9tR5+DD02bcDH4NmlG/Pf03dkJ+FZ4yUfNck+Xz0PTQzRlNRSQedU62xpfATUeWxeGZciVZWt19Sc/CckNHlyyyuotL9T0yeKCi444p/Yp8SzqPh+VtJ8LhlZs1HipKcZbYu64JLNkjFqSftZsksU3aVMhJRcHG+bNOO1WHUq3ftSL5ZYyk2unYqWmTTtc9iqeCUJPY3x0GllbbT2mrQx3a7Tr3mjmxySw5FHKdbwlbvFNOu26xWtvYNPsg2y7osUlXUi5X0MiuinPcnHGv5uv2L7p8lOK8k5z9+F9gqaVLjgVkmnVFbTQCkQZLqQYA3xRXJWiTkkiLkqAj0INg5fDK5sqVGTIOY+/JB1YZJyKskmiUmvcqkys0nk4J4NXLDK4S+69zJJ0+opSTNS6Yuq9JpdVj1MLi/Uuq9i88piz5MORShKmj0Oh1sNXj6/vF1R1mW3lzw01AAG3ImAxAAAAAIYgAAAAACzFieR9OCWrjjcqrScnUeWX49O3zPg0QxRguFyTZyyzerDh16jGMY9EMaVoRztd5jJ4VCaHZGb2wb9iKrhblKT7cIk2KHEEu46bCkxdSTIydIBNIhJJj8xCu+gCorbQ5xd8EWuKaC6Ju+hCUkn7Dla6MjNWuvJZWTWUsjJS6MyvghuknwbmdjhnxS+NwGfHqU6U/1NCp8rlHWZPLlhcSa4Obm8N02DUR1sFKMoytpdGdMjNJxadcruTKdN8Nsy6eQ1eTN/8ApFGa4l5iqjP47DI/F8i5e51GzvS0kf8AFseao7t1u3Zi12CWbXvNbpStquh54+lcaxeKYfK1eDGlVY1f3PU6LBDBp4KEErSb+TgeJ41nn58bWyKu0eh0eWGXTY3GSl6V0Z143l/kyxcSEhnZ4gAAEAAAUAABADAChAAAAAACAYUAgAAAQxAAAACAYgAAAIGIYUAhDABBQ6EAgHQqAVAMVAFCGACAACAAABCZITQCAdCCkFDEEIB0IBUFDABUA6AC4B0FGXQAAAAIBgAAAADAGERAB0AqFKK2u+lMlRXqJbNNOT7Il8aw9cLw7BCOfV6ir8qPpv3MupW/wvGlFue5yfwa8EvL8E1GTvObJeI4FDwrSKPEnFL9Ti9+/wBMvgnhuLWbp5k9sHSj7nV1ml02g0k5YMahKSpuzdpNLHS6bHigkqSb+WYfHuceLGuspHSzpwwyv3Xl9TiyY8zjkW1tJ19yWl0ebVZNmKDddX2Oj47hcfEF3uKq/g6vgWHy/D91cybfTkxIZZ6m3HzeD59HjWWcoOPR0+hz81yzVfCPT+PScNNjjfV2zz2nxSya6EVFtuStDKdt4ZbhaTH5maME/qdI7uk8Djhy7tRJTafEV0M/hmCM/GMzSW3G3SO/9zWOLnyZ3yCMaSS7E0JEkdHmNEu4h0FMAHQBQAOgCgAAAYA7rglumscfq6Tx0uZK74ohKc5vaunRfAsVt8rhdyyMVGN9zy5ZW19fi45hi4WrjGWun7t11KcGLfknb27e3uyOZ+bqm743f8hkySWeVe/Uy6NGmW2anLo1aE5uSnNPlK2vg0TS/DY5PhxjyvuVRxVp4ydKUpf2CiF5MEJNepNKinxeCjoMia53JG3E4QwzlfQxePzT00HDmM3ba90J6mU6ee8qSkmnwyS3bqkuhOP0O+ljhFzhOX9Ks6PN87RlKqd1wWRlxbSfYUVvdVwog8acWlxQ2fJanGs1ySNv7MzvxPHGbqUbq+5jncE+L4pmzwnRS1uug8WTy5Q9TYqSPabWx1tFykrd8EeWzDSGaW2EnY8UVCEY+yIZVc8cfd2y4KTkiqUuSUrsVfAFdpMja6kpISVAQycxspdl8rfbgrb9yimTrqV27L5pNFDdBKU1ZRLh8s0SlxZRPbL7lZUykyuU0SnwmUSna5LGaqyS5ZGrVkpNNEUVilfFMsw5pYcinB1JFTXILgu9M2SvVaLVw1WJSjxJfVH5NB5XSaqelzxyRbruvdHp8OWObFHJB3F8nXGvNnjqpiYwNuZAAMBAAAALl0g7pI16fT7fVJcvsZyum8MLlUcGmv1TRppJUlRIKOFy29uGExJLgQxGXSQt3ZE6VkF1HbbAHVlOb6Uvdmjgz5leXGl0sglxQrHXBFoKi2J8olsbDa0gKXFtcAk4k5cEXFvnsBFtkZPhj5sg+jKqt9SubJyfJBNX0ApkQc6LppdaKJorCuUqZZh1csLpu4+xRO7KMja78mpXPKSu/CcckVKDtMqyuM8qw5JRipK1bo42l1s9PlX9L6o66eLWQxyUF169TWWW4xwY6z7S1WOGh0/m3vk+IxS4Zw9Hmx587xajH5c23ypcM7eqjWOOOVtRdr9DkeJ4FialBJejscJX0LK5/iWqxSyPDgT2p03u6lnhP7nxLGpSTi1xzVnL236m+rO54BpPMyPUZFcYcRT9zrj68fN/nt6BDFQz0PngAAAAAAAAAAAABMBiCAAAAAAAQACAABgAgGIoAAAEAxAAAAAIYmEAUAAJgAAIB0IAoQwAQUAAIBiAAAAEIbCgEAAAgobQgEA6EAAAAXgAGWwCAEAwAAaAAMBAwYAIO4Vyc3V65yTx4bU4y5ZnLLTeGH3T1XikcM8flrerakinN4p5+LyvIcd/F2cvU6mEc+3iVdWyC1yVNRgmunHQ5XK17MeHGVp1GeMNF+DUWlCTbkaMmqjq9LinKLSwtL70c/8AHKV7o4231bQ1rU1VQS60kZlrtrF2/wDHFvSWBc/5jl+I+Izlq6mucc7XsUfjoR/khf2MGTK55ZTa6uzW7XL4xx8dnxHWYfENTp5J0opbrPQYZ4pxSxzg0uiTPEQycpvsW+a01LE3B/DNTLTllh9TTv8AjsfMy4Ixa4lVFHhkYvxTVZUuIRk18HL/ABWSLhllLdKMr55Nfhmq8vDq5bbc49b6E3tfn5mmrwCO7Lqcr7vqdo5n7PqEdJkakm3K37nUb5Os8ebk9CJISRIrBokJDAYAANGAAFAwAAGlbAljUnNKKv3MZ3p14Z/eLZJKDiveinNJeXPnpaLNrVW+r5Mupe3TTl9zyvr4uDDAnqItt8y9zVj00ck5trq3XJDTx3ZoIthayyim6uwti3Uwj5mz2SRl1clijiir7svzpvUP7mfVK8sF7RCL8GNZdJPc6ua/2OL46nicMak3G7O5hVaRfM2zheOO9RFfBZ6ZeMWKMp4KXXcWY7hjnuT7IWLjDBdOWzRkaWD0pO31NuCGOUdmRJ3x1/MeP49myiC9E30TpE8bcYTd9IkDzdY/5kavCNa/DtWsjVwl6ZL2RgWVzajJcp9SyUbv9Qj6AprLFTi7i1aEutGfwpNeGae7b2I0pfBCKuupf+VFqRHDFeZlk6q6JWueCKrdtim2l7km27IT6JdwK3LnoQnJp2ibXJGUbAW5uBVKPF/2LttRKW7lRRGUvTfRmVv1M1TjZkn9bQQTafcrdJ9Ru6MspPnkrOSeV+ngytW+C2UrjTIxXwVzqiUWmCRocN0boq20jSIEXwTce4mqCaRo6ng2r8rJ5E36JdH7M5a+SdVUoumiy6Zyx3HruwGbw7U/itJGX8yVSNJ1jy2a6JiY2JlZAWIu02J5J3XCF6axx3VulwfzyX2NaVAkkqQzzZW2vfhj8xFrkYPqLkjYlyGx0OhyYEdqQ2kIO4EZIhV5l8Isl1IR/iy+xFOXXgrcW2X0g4QRUrSE1fXgtIy6NAU1FdGiEmkDjTISDWim/YrbfQa69SOSShfPPsBGVJlOT4Hk3vm0kVvjqwFb9yqUnfUcn7FMpmmahlozSZfkdmfIVzqiXLs0+H6yWly07cH1RRt5E4vqVmdV6DxTVYngxTlNQTV89X9jz3iniMM+1Y5SUYxrhGvRafPr8/pxqexfXN2o/kPJ4XmWnzTlnj6VdRxpWc/29f1bHAhNS2pO3fQ9n4fg8jR44Nc9WeV8PwTn4hhWxT5uuh7Lud8I8HPld6SAQzq8oAAAAAAAAAAAAAAAAEAxMAACO717QGADAQMACAQwAQDEACGBQgGIAAAAAAAEAAAgAAEAwAQAACAbEAgGIAEMAEIYBCAAAQAwAQAAF4IARlvRgABdAAAAQxIYAJjAJpDJLZByrorPLarW7pSjiVOTds9Y1fFcdzj6/wAKhGTz4I9PqgYzm49HDlJXCjo5zxuXfsUxg26app00d7Bj9UZVwjF4hpnDWqUFSyKzhL+nuyx/bmqNOmThG7rqieTFOEna7jSam/eisaV5cbiiqCu+DTlT2RdFONfW6CaGxBRNXaQVy0uwXSqpLo2Cbj2LpJKNkILc7fCKlizFmnHJujNxffnqeh8P8Wx6pxxyjtydHb4PNyhT46BbSqPD6pmsctOXJx7j3HckjmeBzy5dJ5mablb4s6aOzx2aqSGJEgBDAAAYAFAwAALsP1MqRPG6kznyePRwTeZz6r7WYtd/2kl8G3L3+EYfEXWnr3o8z6mLn6Z1O11SZfg2vU8pUU4o7Yzl/l/5LNNCUsqdOl1C0skv37fsyjU/x2vZF8luyv5Znzt/ip+1g00q1gx/Zs894xK9Y/hHopp+XjX+Q814q71sl7KixnPxFRj5ULfPUlKSjhS92RltioJq3tDUUoY0vZmnCBf9u/8AUGNfu8j+Egiv3C+ZEl6cMvukFVqCt+5bDpT60RSVWTStrsgae88OglocKlxWNf7FtJy4ZVhnFaXFtVx2Ln8jn6zxvR6RNJ+Zk9kTTDoYYN+Y1JU5MnT7s8g/2h1kMjkoQ2Xflno/D82pz4FkzY4wvlbZWmgRpmuLIOr6WDlJp2QbqfJGhJWySpFbcm/gXnRb27XaKlSmrTKVHksnlT7UVbk1xwEOUINOjHmioy46l9pXUuTJqJu3zyaSq5cxdvkzyxSu10LE93Ldlig9oJ2yvE11J443Fksi2q2UY29/D6hmtCivK4VGWnyaFv8AyJPDw3F/kVNMNNdRzi1Zc4qXHRhOFr7BGRp1Yt3FFyhdorlCkU03+Dajy9Tsb9OTg9A+p5DFNwmpLhrk9Zp8izYIZF/MjpjXm5ce0mIbIm3E1Fykku508GPy8aj+pm0WPdJzfbobkcs8v09XDh1uovqCJUI5PQKvqFBTaBIKj/KLr3J8dABtHougqZPihXfRg2gyuH8SbLpdejZVCNznS7k0H3E+eFZZsf2IyjJDRtCmurZFrnmyacq6ITUmrCq9q9hOKfYk1b44CUGubGk2oklfCKpY7dvqaZXFFUm32C7UPGrKMkKRqpt9CnMn0oKw5OGVN0uS/NF1yupkmzTNPcnw0VZqcfswk+Ct80iudiAWWbeSMoUE07n7OteXmXyizUR/6XUcdUyj9nPqzL4Nepjenz/ZnO+vVh48ZHUZNI1lxUprhWdrwTxLJqG4amdyl9Lo4WqhWB/cNHJwxOm482mjrjlpw5OOZPZzzYsclGeWCbdJXyWHi1Kcm5yk5O+p39L4tjWjTzO8kXVLujpM/wDryZcNnjqidWuepk0OvhrHJJbJR7e5fme2eN/5qN7lcvirQBAVkAAAAAAAAAACYAQOMZTaUUXy0jUbtbvcu0flYsO/JJJtlOr8W0uF7XPlnHPOvbxcPXbNKoT2SasZydf4hjlljkhkXDtJM6WPLHJBShJST7o6YZbjhy8fzelgCGbcQIYAIAABMBi47AAAACAYAIAAAABBAAAFAhiABMYMIQmMAEAMAEAxAAhiAQDYgAQwAQAAFwIAojZgAIABDAAAAAAAAAEv0AEDxmeljHJLj03aMficVPy5Qi5Sxv1UdPNjc0lv2R7s5Gv8Sw4ovDhxTcI9Zx7s8uU1X1eLL6wYr8xJ+TOu5F6aeWTljwzRLH4njUOMGRp9y3H4vGEfTp8r/Qm2unPyNtSi4tbef0Kcc4r0s3Z/EVkxZNumktypt1wcpSW+/wCzNRyuttUWnK30BQt2+LKG05pp0icpuKSjL3KbSyQbkkulDratoeZtac+bQ63u11ZFlJKvsPHgnqMihii5M3aHw6erm0ntxx4lI7+m0uLS41DFGvd92bmO3Hl5JOkPDdNLS6SGKTtrlmxdCKJI7PHbs0TRFIkADEMAGIYACAaRAE8S5ZVNZHF+U0pLpfcs00nHFvzOMX3OPJl+nt/jYXf0eXjdfwY/E1JqEYq+Sep1cVGTTUYdVOfF/Y83qPEdFmzOWXLnb+JUcXt+tOxDDPy5pxds06WMseCSmvU7PO/jvD10y6j/APWMX4/w9/8Aq6j/APWMuqlzdyGnn5m7a1bszZNNn86UvKlTZzlrvDq/i6j/APWMktf4bX8bUf8A6xjVPt3MmCbjFpPiCR5HxCElrcu5Ncs6X4/w3/3c7/8A6jORn1CeWTxZJU3/ADOyyMZZ7ieZpZeOyQajpj+IlW+V3KMZ/K4LHkxzrdux1xyiuf0shxgj+YZP4C+Zf8D2qUIqE4yS46kcsZRxQTT6vsGpUV9BNNqDsh/IvuOcvQwNWo8d1eTT49OnshBJenuYkpt3LozPx5tq6TqzVNPHJK1JdUXTEgS9TXud/wAB8SyY8kNHkry5fS/Y89CS8xuTo14cnkZI5sUk5p2kTTde0nOGODeSSil3ZwvEPHfXKGkSaXDm+hx9TrdTrssp5MjaT+ldCtvcrXT4Jonb0nhHiX4qPl5pLzl7d0bvpbfc8fgnPDlWTE9sou030PUaDP8Ai9IstfEl7Aq5y45K5fSU6rWYNLF+bNOXaPucuPi8paq5R24arav9wjpNhtg4eqNnF8Z8RlDbjwvh90+pX4brM8ZpylJwfDT7GmLXZWGKj0ohbTdNl9p4+WZ31YEcu6arjgqwwqTbL+r/ACIJ1B7eoElV8llXZn9TXKqxwk4p8gE41ZX8Ik5ScW+ouH2KiiMZKbdiyq1ZoUUyvLHh8ETTNSa+Ud/wXLu0zxvrCRw0k+To+CT26qUO04m8bqufLj07bI9XS6slIs0sPMzxvojrfHlxm63YMahiUV17lomM8+9vfjNTRdR1x0FfsSXPUil0VD28EnGht1RRVsd9SSin1G3HuKWSKCFKCS6EK9SJ+ZZXKfJFizuQj9UvuVzyUrM8c8vMyL5Q2um+0upByVoz+a2q3WRX52TZpotUQ3LoyqN+7K5JeZdkXS17UyVqrKHP9CG/1pXZdppflrjkpdJdRySp0UZG1FJu2UixPgqzdSE51VOrM05T335lr2aKVPJTg7MM4JsvnNyi1ZRJtx6BmqcmNKRW4PcXSlzySpNoqMvTqN8olOL3tJEZRWODnOUYxXUmz5rsfs9xky/Y2ajnFnr2ZzPBs6wrJnilODVJ3SDN4opPJHzcMVJdm2Yr0Y9R53W8YZfcp0zb08pR6rp8l2peLLinGOaNr34sx6OUlug+nx2NyOdvbTgmnBxa5RN0pxV3fUWkg4bt7T9iGduOVNSSvomFrboc6wazHNNrbLn7G/xbxRvUQhp5J44NStd2caTpSm10QYqnj4fPUu2bjK9hpc0dRpo5otKNc2PFlhmjuxyUldcHmsWuni0ktJxU3aft8GnwLPs1flSktuTjn3NzN58v48/Tvgc/N4nGOu8pR/dp7W/dnQbW3c3Ufc6TKV5suPLEAHYDW2AAAQJlGt1D02mllUJTaXCirL2FfYljU9eU/E+I67DlyeY1jx8tLiiuOkhm8Myax5rlF1Tdna8VwZMXnY4pJZsW5RiuXRzY+HeT+z+SacnLIk2n2Z576+lhf6xyscYzwzyq/Sdz9ntNn/jPJKOHtG/qK5aHBi8Dn5XOSSi5tvudTwRL/DcaXZtf3N4euHPvTeMQzu8QAAAGIbERQyuMv304033L8eKWR/Bdk07cKVKu6Rm5SOuHHcmUCUscsf1NNfBHqWWVzywuNAABpkCYwAQAAAAAAgYxdwEAwAiwGJgAdgDsAhDDsAgAGAgGIBAABCAbAKtGJDI0AAABDEhgAAAAAAADQDQXTFrNNqdVmUFPZp++3qyjW4MeKEcUYpRR148JM5XiErz18nlzvb6nBjrCILHGOCNRj09izFjj5W7aubfT7IjNXGK7Lhl8ajhXHFIzt3kc7xLbDRuo1ukuxxMcItttHX8Yk1gxr3bZysf0v7mp445eq1ijKddCM8UotKLsuw/W2S6zKxqMs96dSRp08XOcIRf1OhSSlN2T0eHJLV41ha3buLLGMuo9ZpsEdLgjij2XL92WR6By4Ld9Vc0SXQ9EjwZd0xgMBjBAAwAZAABwdf4rqcWTJkwTXlwfRolumscbl47mXJ5cNz45pHM1PiuXR6mOPLjjJT+lruZdP4jl12KOTIopJ9F3N2bRx1uu0WSb4SfH2OWWd29nFw7x7dPNPysMZXFNq+exw9Z4vBS24k8+W+PZfkbfHdL+Ix44KclJPhRdWZtN4dptPGpJZZL+WHEV933OW+9vXjNTUc/HpdV4lm35pOa7pOor7mPNptPHVZMebIo7XUdkOGerx6eeZLe1HHHpGPCRxtbhjqPEpKUuINKKXA2lx25y0eiatZ5fnAF4fo3y88v/AAOhPSxjq5Rc1Pi0vYlo8PnZJ5Msm4xbUV0pF2swc/8AAeHr/wBef/gNeH6Cm1nn/wCCN+DEnLLOb3Ti7+ERw4nL95OVyapE2vwxT0Gihik1mm5JXWxHIeKE+YzSfs+D0nlxhpMk07lTTkzzzinylRqXbnnjpWsWWPKt/bkPMyRdS/QnTjdWSWbIltklJezRXLSHmxb5jT/QthldejI/s+SN4pWpY3H5iw8nFJWsnP8AmRV0nvlJrc4/kLUyccEmutIztbJ8cpFkpKUHfPcgpx5IPHb4Xc2Y5KeBN9b4+xhU8MoVKPPsjbp4RhC36kvpRWcRGN2SnOGnjucm5VwixKM+sab7oxayU1li1FulTVEbvUXabNLbOL6vkt8240lSRgjlvLFRVO+ptmqnJrpfQUxq6EoSg4t0dHw7xDHpYbM0peVdqK7s5cYx4vuZ82a8kfL5jAmtrbp09Xneo1cs2ylLhL2M8VbY/PbSk4Wn0ZHHkSySbVWNKjk0z1LUIXJrlJGvSY8emksWqlLH35XItNm/DaiOXDLlc/l3I6rWf4hmc4qVRba3F2xcJa2avxLHPGseli0k/rn1Zfpc0dRiTaprr8M4r556fBPTZZ4M0WpcPsGrNOzNbU6FCFpm1aGUsXm5ZLHCrd9aOZrfE8McUsejjaap5GgzpdNEZLhv4KdBn87AoyfriufkvmvQgVXtkoponCr3f2BRm16efci24r002ESmkuioqmvSy1yUorimVT6KgipwbgmXeGPZrsfy6Ittcdh4Ft1ON/5kWesZePRyNXh8PrkZZ9WdDRRrTp+7OmV6ebin9l9BXJPhEHbo4vYHwJSp2NxSQSaQBLJZDzGxT6cEUpJWTa6Nthb7hUiLb6WBOLRXkmt1Cb9LFFxtMiiVNUZJJrLJrubnTfYy5GlOXPcixTCbWdxNEZq+hh1eaOHOp7qNeHLCcdyfUqrOtfcqae+ye6Pv3K3NRa9XcIjN0kipzamvYnkuVNGfJkUXt7lGiWeKi2Z551JcqSKZ5FtZHJlWxcgN5E58vgqyZY3VkrSq+pRnd1RUtSjJOT5sTa3cFeP3BxTp8rnsVjQnG5fBPy6S5oolOatJ39yaySmlaGzTb4XpsWbUT85blFWk3wbPFceGPhepjCEFa7RMvg0b1OSLX8pu8Rxr/D9VFJL0sxfXoxnTzngOknqozhlnJYIO17HUl4JpsWXJlm5SjVRV0HgMk/B4qKSak9xr1LvF14sjfy8nrfDIQWSePLFu+jOVDHkxzmm6a7HW1zbU2nxvMU6lqpr/ACo6Tx588e0YZpY2nJNX+hZvx5Kcl0dpdi3b6a4r2ZVk08auCcX8A1VjlvTVdfYjpY1GW6NOymKywV7dy90WY9QnxLqBHJKcdQnVrg0yflxlJNprpRU4RyTUt3Me3uRyW1JO3fJSNMckmk5c7ur+Tdq/EnqNNiwxbi4KpU+pzNPbwp2+vQjhneScZJ2+UTw1L69V4bqlPw6WXNKvK4lXVktDrYayEnFU4uq+DzTzTxryozajk+pGrwzUx0WrjlmnsqmbmWnLPhlnT0oHn4eJ5n4k8rluhJ0k+h2NTrMeleOGZrdPtHsbmcry5cOUaAHx26ClzCTXsa25yd9sebA8niEdTve1Q2VfyU63Zg0Uoyf1y6e5fhllx5ZShJTglbi0LWaZeIXuXbhex5cr2+xhjPmachtzxSglPZJdNvBLw/xNYNQtIsd45TqL9rKtY8mngtNGT5790jL4dgln1kMce0tzfsbw9cOabnb14CiqSQz0Pmh9QAABksON5ciiu5Eu0eWGHK5zdJImV1G8JvJ0seCMIUkKUUjm6jx3DjT9cI/dnH137RqSrFkk3fVLg89r3zHUdvWJeXI5GlzN55YpO0+UcufjkpXucmvlGeHijx6pZVFuK7Ubxuq5cuMs6epAy6XxDT6uK8vIk/6WajtHjsAAAQgGIAAAABDABAxsQQgGxAJgDABAMQCAGAAIYgAQxAAAAFoxDDYAAAEMSGAAAAA0AEAADSFWd1Z/KcTUvdqH9zsZ57cTrqkcGLnPO266nky9fX45/WNNX07pl7dQS9mZVvlkik/ZFmeU7ik1zyR0cvxqf7yEPaJz48Y/1L/F5y/GTXWuDM5uOKmuxuPPle08XFkofWQxS4JY2uXfYqF1lI6XgcN2uT/pTZzYdLZ2f2eheXLP2VGsXPlusXbfQmR7onR3eAIl1FRJAAEcmSGKDnOSUUULX6acHKGWMmu18ktiyW+NG+G7buju9rMHi2plCEceOTUpdXF1RxvFZNwea2sm7swc5PT4lJvc+rkznlm9OHDq9paXxHUyzy08szcejtFerjvhmUm9tV9yehWOE82Xb1dIz6pzUJTbVSfQ527enHCYxrgo6bTQjHrwdvR5orPhhlb3uLr2VnDit8cUoO06bvsbNDqfxOsxRhFusj3NrhUjNdcOo72fHGcXcU3SSKljjCPKVJdF0RqypRgl8mZqkk31Rh0xqyNeVx7o4KnBa3JKStSbr72duWRbfT0V8nmsk5znVxjCLvjq2CpYJOUs2R95VHgv0s1B5I9UouZhwynt+lpJ/SaIxzOEpyW300orqyrKs06ktLKb+vJ6n9hwm4wyJqnGNoeN5IYYucLSjVX0E5uUJyabclSSC7V6iDj4fKN16eTgJcHb1+WUNJkTakmq+UcLd3NYuHJUuwrTkG9S68Aqs05p7U3aDYn0RZBUmyVcproRpl2qLaf0v+xW/wB3OpfSy7Ly2iicvQoy6XwysU3p8e/fforoX3T46djPCUl9M+PZliyNfVjT+xWcbpohLhmfUSkoRkuUnyTWTHJUm4v5ROMf/kmqe1kbyssZ9PLzcvMEq7m9NeVUUku7a5ZnSjCCjBONdbXLJqbUEkSmMWSVQcoLmqZzYTnjxyU4vj3R0HL6eTDky5Mc5wmr3PhssTONWi9ene7jnhF21c8EdNthsuNNo1SUJJ7u/clbnjLNwxRqKcsjXCIYFKCkkqnF9CGsWSOeE8fZU67i0+WeTVRtbUu7Kx+1rlN9YrkkpJPn6qJzi3Tp1fsLI4YYPJKO53SI1+m5+LZsml/BcNVUpt812MMl+7trnoZcTaybp8Kft2NMnP1J9irLtPFJ44wkpU+1I9Li0G/FDJln6XHdUTzUckWo3GmkbIeMZ4YPwkZLbXXuQsX67xVLHLBpcexdHLuyjSZriovquhin069+CcGlFPuEsdNu4t9CMcWScbUW0uW0uh1tJp9GtPDNN+Y9tv2OX4h4pkzR8rDFYsK7R6sqaVcSnHbyWQVZ4f6kZNJOmoy4XY24oPLqcairqS6CMZTp3pnU08awQilzRyNVnx6aO7I6t0Zv2g8XyaRYMOCbjvjdrqbysefjll3XpG+wpNKNs8/4D4pnzZfw+olvvmMmd18p2c709EuxLJw6BviyEuensQU93CJtrSbfFknNbCCS2tNkd8UmRdJuaVEacu9Iqlk3LhPgSlKxs0scezYs0duO49URttEcnMbsLCjke7kryNSc4x4bLOOG+tEIuKnJ2iNOXrcE54d1PgfhmdNeXJ00dHPODhKPDtHnsaeDVtq6bKjup9Ct3a+5PFli4pojLInX3Cm5OMLZk1Fzd3RdKcFFtvuUZMibV9LDNimV7Wu4llx44vzGlYZNTBKS7mXJlhOio05tRja9MlZGDTTvkglia5Sv7A6r00E0e1J8Fak/tySxRdttkZp7kkVNBx6uxKSi6HUq9yDfqdoLp1vBZp6t88uLOlrVekzr3gzj+Bca3/4s7Wpp4sqb/kf+xmu2Hjz3gGSUdDnik5VNJJfJ09es0YeXjhGTa5lf0HO/ZSX7zPG+Ny4Otp2p5s8aXs/7ka28hrZpOeNQctr+tM58Zxy6mTXsjs6n/utVFronRxMMWtTJ1wbjjfXU0uBZkk7VfzDeKpbYNTl0cejJaOVpwUpRbfDRoyPHHJKcblliua/4KtYZx2tWtr9mUywxlGTaVmzFlhKTUpbeeFNWiWTFicqg3Bvv1TCOWsUlFbZ0/Zgsk4P1JG3UaXLjq47l8FCtPpx3TG00IZVJLsvYePHsyPIpXF9iuWGMpurivgHDNBXFqS+AmrEdZk2ThNOicc7np3OUK9iEsqyLbkjz7MsvfjqLSKnaeGpJSUmW6jPk1LU8k923hMox3GFSZDC/VKN8L4I1O/XcfileExxQlWdOpe9HQ8L1azaBzyyryvqbPKKf/UOL4NCz5MMHjjKoZeJIstjGWGNeo0uqwZf30PpvbKymfiOLBqtko7Um/UzleD63HpM0/O/huNU1fIseSet1sltxSnldJ5FwjOU268d1NMmq1qz61za4VnS/ZzHccudxq3tRj8WwuGZQ/cylBepQhSR2/CcXleHYouCjxbSZvjjz/wAjLpsGIDu8JiAAaV58iw4ZTabSXRK7PKazxDPq8zucoQXSCdHrzBr9Fpp4Z5Z41uS6ozk68Vkrz+o0k9PijlzL0tWm+5p8N0mHXaTUTUqljXQXiXm6rR6HGklGXp56st0fhObS5JfvbhODUtvHbg5a29Nz/tpxHkSyOLXCdWTzRUXCu5v8N8Hx6rDLLmm+W0kha/QrDjhFX9Dt/ZmtMfXrb4R4SoKOozO5NXFex3V0M+hX/RYf9CNB0keXLugAAqaAmMAaIAAGgAAEAhiAGIbEAmAMAAQxAAmMQAIYBCYhsQAAABaCAERswAABDEhgAAADAAABrowRKCtky8b45vKK9S1HBJ/kcfB9cm/udXXy24PuzmYI9X80eR9eLsVLL9gnT1FNdKRHTS3TYpTW6cn2T/sFrz2snv1mSXvJimVOV5WiyfNfJ0ea+pRinH7oTgljk0Nuo/oE3+7+4EYypJM9F+z0f+nyTXeVHnVTdHqfAYbfDYV/M2zeHrjzXp0K9Rj1fimm0eSMM06k+yXQ216m/b3PK+IaHNqNdklTlvdJp9jpldPNhhcnq8co5IRlHlSVpoq1Wpenxuax71F+rnoc7Llz+Fy0uCE04zSSUjpanFKehzwVbpRfPzRzub04/wAe/ty9X4hDWwhGCcYXbs5emwy/xPLNR2wj2NMNN+Fx44yldq+pFTk3lnB91b9jFu3acUxizVRU8NUm20QzQ35FGfCgrKsknFQnv6O6ZLW7548mSLVySRHRHRTS86DS55T9ijXyyKWPHjjve138Ms8OwuOR7p77X+wvEVmlqYxgqg7cvyDPem/Qpx0sLSbqmizwPJlzaicXj2YoPbx/M76h4bFvZGVpdW/Y6nnY4OX4THvk3bfSKZmuknTXlyvJFxiuU+SuMJzfLuujI6CayzyueWOSa6qHRGhN9bpfoZbiiUVBScuaTpdjk44OWPzKguLfpOzqZReiyyTuk+Th493lxTqnSoNSbZnnzLsnzx6UNZ9Q1e9L/wCJYs7lk2QwY7+UXR8y1WnxN+9cFZ1tmjqs2+pST/8AiaMeR5G4vY17KNEo45u3LBBJfHLLtLtlinPyopqVLgWrIw+LN4tE6jFN/wCVHD3wk/VjTb7rg7njra0yTXWRxFGNOcm0l7GsfHLknYePG1w5J/PJX5Mm/S1Iv/dyVKaT+QhByfZpe3JWdIOOWMalFpBjyKL+F2LVug/TKS+/QHlTjJTjGT92geMspbpOvchKqW5dyWaG31R6FWV2kWMVOOGE+YTX2ZGcJwko27fSuSEVRJOTkpXyippJOceJRv7huxt9HF/DL4ajI4vhS+6sj5mNr95ir5iyGijmmlUctr2ZNZ3/AD4k/syrbgk6jkcX/mQ1p8t/u5KX2ZRcp4pP63F9lJElBWmoKco9Gnf9jJJ5YOskP1QlkV8pr7cELWyMpKac7v7F25yhJPqZceedqsn5SVlnntr14/8AxGmpkhqoynghkxcuD9USGklke7JNfK46l0MmFJpNq+KkglGUlUUtqVJKVhN9tEZyklK+exRrovJjklJRum/gnFtKPDVIjmh50Zx7SI1e4wuGX0JO492dHZKWNyiuOOph02HMsylOXohx1Nccrl1LUxiUpeVjlJx5iu5khe5ZZS3buvwjTlay4pQk2nXUxRwboQWPL6W+jCW6rZKNvh8dhrI41Fk1jffjtRHM3ihN1zXBG9rPxWXe8UZyjBK6sSa2ya6djDjnCKWVSu3bs2bFJNptJ8lMbtbH6YtHqlrtJptEsmPYpbLXHVnk4KaaSdx+exUsnmZJeq1HorIXTXq9Xl1eTfllufauiJxxR8Rxxhn1Dx5ca/dyl0a9jG5R2qmX4cjxZoZF6lGnXYFx3He8K0cdDJZ9TqcbjFcbZWaIftFhy66OFRXlS48y+557XavDqYfu4VLfbpUZ8aTVIl7THHUfQoytUuSKhti67s5PgXiEs+nliytSliqmvYfinjP4a8eOnl9uyImnUSaElwcbwHxOWeUsOeV5LuL9/g67TTfsGtF7qiNyTHknHHt3SSt0rfUNrk+Iy6kEE3JdRyjeN3ZOGny26ikr7smtPNpqU418AZqWxP49yhJebKjb+H2xS8z+xDyIKTvI/wBQu1TitvEbZys2B+ZKa7P2O3twRjUslf8AyOXqdVpMWdpVJPryWJaNNlU2oPrfsTclu+z9jFDPopZk1KEOetnSWr8N2U54nL3sqSseSUn0Tpv2Kc7qSVHSeq8L28yxcEZ5/C5/zY7Btx51VNEciimuEdf/APZslbnD/wAhT02hyST3r/yA5cqroQbSi2kdHJocLf7qf9yj8C9r9T6hGPfKMW06IxyT6tmrLopKNKS/MzT0+aHVJ8diomssq+myG9cuSoIrJCFzg/0ISyLb7AdHwWSlroU6u0d3JgTjPm3tPNeFZHj1+NrrfB6LflyKV8cdjGXrthOnn/2Y9OrzxXujs6dOOszfPJxP2abXiWeL7f8A1O5DnX5F8BqPO65V4hqPmJxY/W13TO74gq8Sy/MGcC61Evbhm45Zeuloot5FLtF31otf7rJKU93XqijSvicVTTRbnkngj2ooJRx5m5KF/MH/AMFieHCowlcr6X2MSW31Rf8AclHM3SlUl/mA3zxyzVNvY1xuT6opzeVObTUZPpxwyuc4yjHbNwcffoWTjCct1tv3S4ImlOXSShBNOr7SIbJY0lKLi6NkMdwksk4uFdnygUeNmJy9Px1KOflj5sK2p89QnpIxV4cv/wAWbsmlTSajUu+1/wDBTPTZUt1bl+jCaYZTyYn+8hx79SUMmOTuPDfUeohJSq2n7FbjF/VCn7x4CaWbZSyqaaSXUWqlzB3/AGKvWncZWl1TJxzxkkskeL6hNrM7cce73ZZhyPGo5Iy2uPKZXkayxpSSvoSlxhcW7pdRpVksspvzJO5SVs9N4c92hwv/ACnk8FeTF2+tcnqPB3u8Ox/DaN4evPz+NogA7PIAAAFRHLFSxyT6NEyGSaUX8kuo3hN3pyccIyw4G43HHl6+xuhmxznsjJOTvoVwxf8ASyioOMXK6lwRb0+nS/ewhS5S5Zw+3v8Aw7srNptZg0uN4pJqUW7oh4jnhkxQyW1CVrko/E6ZTn6rtvqiD1GmyYnjcpUnxaEzZ/FjNu14VLd4dhb/AKaNZ5leJS0soR00rilzF9Gdrw7XLXYHLZsadNHbHLbx54arYAAacwAAFIB0QUvU0ESAAABDEDRMBsQNAQxMGgIYgaAhiBoAAWDRMQ2IGgAADS0AAigYkMAQxIYAADQAADQAOLpoRk1Gt2ZfJ08XkzV0XRGM/Hfgm8oXimRKMUYcM2sbaT6kNZ4fqMklOWpk5vqo9EZ34brFD05sjfweeR9H6dDTelOUjLnm46fNJ2ri0r+SqPhescbefInz3M+r0GpxaaUsmXJL1Uk2XSXLpy4P98y5yTaVlCx5N1dGPbNSvrRtw20yaoWR+mK9zO8sk+VRNTlOml6eltBZVi7uj12inHS+GYpTTrbbpdDgY/Dr8J/GybXq/sekxReTwjlJt4uEunQTLSZcf2v008erjKWOW6Hc5ekyzj4nn07i/Jx9HRu8DxS03h2OOR8zd2EYqebUTh0lLr9jGWW67cfFMUdVpoZ9Vp55Fbgm0ap5I49HkbTd8GaMm9fGEk3DbV+zI+IZs2FwxYsTySnbXsvYy69Mvi0IY3jmktqhus5GmyRnLJ5VtSfLOx4tjUdBvyq6jykcfSZIyxqW3ZDsjUc8hlx4HrVuk3JJbY/buXZ15uF406ckGowR8xZ4pbnFJ89DPLJzJw6XdvoVhPRY3p4On9Kq2+5ZeTVzcMULSduT4S/MwT1MVaTeR1+RZpPxOpuKk1D2vbEVZdur52DTx2bvxORfyR+lfdkPM1WuuMbcFxtx8RX3kadL4dijjTmvN77VxBf/AFOjig1jSUUoppJJUkY26yWl4RppaLTzUtjcnb29v/qXuLyLfkbaXZ9CyEXc0nfPVluPBC15j3P27Ea8YtZNLwyfFbuhzcUZTlGMey/4N3jktmlaiklaVHJ02aUpqPAai3T6LPBtvE/vfU0RxZ1y8Mv1QpXCf19VfUrnJSyVul+QWTTU4ah46hhe5ri2uBafFPFpayRalvt2zM7ja3yCGScZNxbYGXx+VwxR92cfLxhl8s2+NZt2bGny0mYYTu1X5M3Hn5PUIqLjyNQp3FtfYtaxterHT+GRcYJWpyj9ysrNJKXnqMpNxq2mQyUoytc2WaaKjkc3NNbSGf6U+wP0hHl0+jMuZKOSky+MnCfvFlOSCnl4kl9zUZoUfSEEOWLLFdLXuuSMZOMuUCLsTqMkRl0CORJP5JcOP5EVnkuUyPKdptP4LaXcSjbDJx1OaKre2vaXITyKbi5Y4qnzt4IuNMlt54BpPZp5vico/wCpE1pp9ceRS/0shGPuOOPnjj7BdCXmwdTj+TXUW+PVxcX7osvKukm/vySi3KNTwQkv6lwwnyUNRKP05b+6JLM3bljX+qLIyw4XHc98PvyiC08pK8WSMvhMHcXeZCap5GviSDy5NWmmvhmZOcG1JXXVDjON/S4/KBLpojcZPeuPZlUNFs1DnbWONSSZKGWS+nKmvZk1ndVLHf8ApYN7Wwk5OTI5k53jkrVWLHkxt/Xtf+ZFqxTnLdBxdezI1uWOZjjgybIq1Ld0OvDGnFpvnoUrRQxZnmlD2aS9y2M6bk11GzGaUaxyxYJf8GXFlgni2pqb7G3US3QdK2otpM5+DJ5uXHF46lHqypl66dRUOUuo2scIyyTntUey7k8Di41X3MviEZKKeHmpXRG74lhSyYZOFqSdyTHB7ZpSTRTpcmR6m9ritvN9zS1K02uKFiY3po02qejfmQ57OL4seacs2WU8jXr5ddjHmk5S8rGlxy2wyXLHGcG7fDXyNG10JvDk3wbjJO0/k9VLWXoFnlNfRfXueQissXTV9+STnkWTbb2JXRLFqzUarNnyrLObbXKd9D0Wg8b1GbDHHDTyz5orlp1Z5iTj24s3+G6z8FqXOTW2Sp/ALHZ1XiXiGLH5mXHiww/zSt/oYZeJazJocupethFQ/kjHkyeLaxazU78d7Eqj/wAmBxc8EoL+f0pdWxGb416LWazXZoKepyxjJ1aOuvBVLJLfqc0v/kcbwxx0GWtQsi2O9rXJ1cPj8cniEYzjswy4+bF/9MY231rXgGl8v1Syt/M2ZtT4LoMWJ3CW7s3JnZy544sSbMWXUYdRjalx7NhpxP8ADtOk6xpmrR+F6XImsmKmS2SjLjk6ekcJwTqmgkczN4JpU+ItFUfBdO3/ADHayK5IIQW4jWnn83g0FeybXJVPwmappt/ZnezQVyXyR2VFBXn/AMBlhK1kyR/MhWphBuOedp9LPRONrmPQwZdPHZOlXJpiuX+I1qi08m77kFq9VDlxT/M1vHw+Ctw4CI4vFp1tyRdfYHqtPkXNJhjxrngT02OSfoQGrw7Z+MxSjK1fuemiq/Q8p4dpow1uGScl6ulnrZqq5MZO/H4814H6PGdRH5a/udyPHijXucPwr0+P518y/wBzvTVeIxrui1uOF4rGvEpfMWeZy/8AcNe56vxj/wDeS+YM8rn41VGo45N/h6e6SX9JdnV6a69v+SGkrE79+pfq3FYHjp8UyjHinkitsYLJHvFgnjcqd437Mi4N5E0+OvUnbyRblW2ukiCUoNR4qS91yKEpR+ltMrUYpqWOUsb/ALE28q+uEci949QL/wATKS25IqS9+hZjzLY4wk4v5M0PLn0ltl7SJTxyXWNr3RRryQU4b9yhL78DxQyTx7cjTjXE93QxYskoPiTLVnThKMo0n1ceAi/PjXlqEduRx62upTl0UUrVxvqlyiyGSXlpYpqU10vjgU4zaU1Jxk+zYGDNpckVey4+6LsOOGTCoyinRsXm5sW2Xoa6Ssi4pNbEpc06Irm6nTRx08bab7Ff73E/UrR1MuPmv9zLlg4Po0XbNihZozSXddj0vgU1LQtJ9JM81nxpq4pJpcnT/ZyGbz5S3/u1Hle7NY+uHLP6vRgFgd3jAABAHNzZsuTI8Onu/wCbI10OkKoJ7pL9DGe67/x85L2560E5/wAXJOf3Zfj8NxxX0L7svWSU5fV5cX0VW2CSlPa/Mk+tN0ed9R53W6TEs+RKSTsyw0yafrj+p2NboLztrDDlX9TMsdA1aWDG3/qZqVyyxcqUPW4rk9P4Xo1pNMv6pq2ed0uFPxCGOapb+UuT1yVKl0O2L5/Ne9GAAbcQACsoLKla1DqEuY/U+hohjlPoi3JCTxqNqjGWWnXj47lO2cBOGSD52tDTTLMpWMsLiGIbEaZDENiCAQxAAhiABDEACoYAIQ2ACAAAssYgIpjECAaGJDAAAAGCAEFO65Zk1c3jhOcIpOutGjMpSjGMXVso8Te3Twi+8jjyZfp7f4/H19OX5uWMZNttpF+KU3h6vloir9CdW2Wzi4z2Rp076nF69Epz8ttydKVHM8ayzvFDdxyzr4FeKW9r7nB8Wk5a9RfSCouPrOc6YfMbq33BZHz3+w3GKjfdPp7mnwvEssNR6Laimv1N1xk2cPDp5tItRVLftXB3ZeGPB4LCO28rkpPju+Db+Eg9Bi00VtVxfBszTgnjhady6fYx9bdphpn1elh/h7wSXoSSSXceqyR02hntjxGO1foZtdqJyaXHOROvhMfjmdwx48cIOfmPovsR06jTuUNLGcn+7jj3cfYz+Dy83DnimpxUrsNU44fBf36aWxbkuxLwR446F7ILHGXKXdhP/jLoY5Z+LSnlzJxTe2C56mrxRavJrNOsXGJr1v7dijS6H8HqsueU6cpOW6T6exo1WtcdOp7VFRX1z45+CppX4pOEMSx5K21+pwnOO2oRSiu8uCjW+IyzTu3klfDf/CKPKy5ucsml/SWdOeWW70ebWOcvTc389BR0+fUO8stsPd8L9DZp4Qw1txKUrrdLsXSx3JObtu7Zdp82smPBixSi4R3vtu6P8js+EadZMjnkS4/sYYKKm6XJ2/B4KpXxRLXXGabccVGDSS5XLJRt48kq4QLNBYJbF1dIqxzyzhshC7fJhvfS/DHhfqWPPCPEfU/gqcXHByue5The7Lji49+wNbZPHd3lRi+8jm44+WpyXVRu/Y6Xjb9eNV3bMHTT5uLtJBf0HllCCksklcqt+xKGXLOnvmk+bpC1WJ5JY4pdenwKUNuZZIuTltpRrpwBZkyzjlcFkm7S213NeZOUcSvnb+plxwl+KlX8sVG/Z0as62OK7qCDUnbzfjENurjFrnaZcclCL3Q3W/c2eKycte77RSMeSrj9jpHnz9W78XdSj/cJQjOPoyR/Pgp57DSuL+wZ2tcXFXKKa91yRzS3yjFPgeGDWLKuzrgotRyq+gVJxa4XKKZ4pTncdv2s2cbdyrnozG6bfuVimo5Mb5Uo/YvhlknT2yXyitSfkyturXclCfl4r2xk265BFv7qd3iV+8WJ4MLXE5R+6IrJGXLxNf6R78T9KyNP5Qa6Rekb5hKMvsyt4MsHbg/0LoYb5VS+zBTyxXE5JfciaZnbfKZOFdzTLLT9WOEvmqIvynzscW/zQFceWTinyxqEJL05FfzwLZlhy4Nr3TsLsNtR5LPS8cdrfPUplk4pqn7EsEvWrp/AJU5wUY7Ny5d9SDxRrjqSk/3rbVC3rbVcgUwc8c24SaJPJbvJjjL8qFF3u+5Jq0VnSNYJdYzh9lYLCqvFmi/i6J7FavoUzV5GkhtLiscdQo24OS96BZYfzQlB+8eAjLLj+mcl+ZJ55V+8hCfy1yDSyGpaa2ZuPaSLXncuZ4k/mLMLeKWT1RcI/qSWNP8Ah519nwNDUsuJv6nH/Uh7IKTeNW5O200zKlmiuY7kvzF5sU+YuD90Ct2OUoqqa+5TqYSzxnjg6k6aIw1Eukcn5SLY6hrmWFS+Yhq5binRPN6sk1UUqV+5sc3u5KXlxTX1OD7RkuBpT6qpfbklTG9KM0W9U5xypNriJfo8bWF+bJN3dmfNp3mVJNSXT5Jr91GONN1HrYJ61TdVNcKjLg1EajLd6nLlPuXPI3lhH+WjHhnH8Usc8K3Kf6Bqt80pJvvdlWeoQdv6lxRpcUuK78mHWOSyY9q3JBbdRoUpPFFrlVw/YMckqtdHwV6SbliyJ2lfCZdF7IylJfSroIuza+WaGTDtjba3Su26MmRKOZdl3I6eSnkua+vnjsWThc7TIsen8Izx1Ph681qUsV3fscHxPxLJrJpQShhT9MV3+WZFky4Gqm1ufKTqyEpxXum30rgI9H4bmnq4VBJ5IL1I6Gr1WLw7TqeVJTfSK6s4Hh+r/Bajzr9LjToq8U1f4zUyyxtQpbbCTF6bBqceqwwywfD6r2LoSW77nmvA87x62GJuseXqjqeM696HGseFfvZrr7EVsypSlKiMopRRy/BvEHng8OaX7zrFvudfLHbjcpcRXLk+wFT6MyzVxl9y/Hmx5cM82OSeOHMn7I52l1+LWZJwhFx7q+5qM0pRSh0KWlRqmlt/MzNBEKRFcMcm0h4oyyS2xjbfYIeknFarEr53HqJu3FI8XmU8WswJcTWVWj1z3XFtr5SMZO/F44OiWz9pMy97O/lqOvxu1ymecxRy/wD6TTUY3J3w3R6HVYnHVY8spOlS2r7FacfxiUf8Th14TR5fVL/q19z1fjuOEdXiklUpM8rq01qufc1PHPNv08HPJGPRNGjUw3RnNJbXHqZcGV45KS7I3TnFw2qKTlHddhHMf1pL2NOPA8/ox8qLtlGdU1Jdb6m/w9LHlnDI2pcNv3KZMs5yWLyJw5T4ZVFpyt8V/T1NuqUY6rHJyuJVOOLJrNsJKMX3rqEUqTnBblGSa79RxjtT8rJKH+VkpYlinNZFTS9JdpIQyzfmuuOAKMe+cqli3tK24k5LGp7VNKS7SJQyRxancpuMX7F3iMMc3FqMJWlddQM04yj9V/fqhLLNcXa9nyQ8pxf7rJKP+WXIbpQ/jYePeIVdLI3hprbG+qLlmlGMfKkpf1V1Mu6OSGzFl79JcEdvl8yjXyEbWskXeOXXrFvkainLdJ0muYmSGecVTdpdpFscyck0mpXT56gU6rEk5VwmuxZ4RkcNbhUXxJ7WvglqXul045Rn8K3/AOI6dbbW4s9cuTx6+gADu8AAAAAfQAF8WerseNY4+jq+W33K5YJPULLa4jTNKV4U/gSin1PLfX2MLvGOdruMsWvYyxb3cG7xCO1xfYxWtyEacWV4fFU76TPUdUea8Uioa3cu9M9Fglvwwl7pHfDx8znn9lghiNvOCeDE8s67LqVs6egx/uN1dTOV6dOPHdOOKlSXASxM0vbH2KsmbFCNzmkcL29sjHkg+hzNZKWB749jpZdfpmnU+fscnW5lmTUKYlMsdxdhyrNijOPfqTs5/hc78zGn0fQ6B6Jengyx1dABBZWTEAAAhiABDYgAVjEAMAABAAAWAAAMEIYDGRGAwAAGCAaAi5bcseLo5vjUnKeJN/NHRm/Vx8HJ8RblrlH2SR5c72+twzWEV4tOp5VbfCtl2nhGU5yk+KHGexT+Uw0mPdCV2raSMuxSxxhiqN02ebzy36qbb/mZ6XVRePC17Juzy/8APJ/c1i55iVqMf1Oz+zMVJ5bVuVI4+Tol8HW8EyrEoY9st05p37FvjGH+noZZpLNhjxzP1V7GbV5V+Nx4YpucafHa+4OCn4vC8l0l+7Qal5/8SyPYo4klTS6mHZVr8eGXiGBTyPc+kI9+TT4xjzzy4I4KUXL1P2RZkhgefFqJ0pxVK+v6FOq1binKUo4o9nLq/wAgjTmnjjg8rN9Lj0fcpjlhiwdY4oJ3vn/wjk5PEJTnWnxycn/PPmX5Ilj0WXI9+qyS55q7l/8ARFN/8W5/FIp/9Pjcp9N+T/hGKWHPrF5moytL2fX9Ox0sOlWO3jjXHXv+pHU+Xg0nCqUuQfP/AFyFjWKb8iNNr6ny2WYMaXqyX16hba578E+FcW+iKxqRPfUlX0pEp0oxb7lMXKdJIuenlKt7pdl3DSnzFHJxz/ydjwiOeadrYn7mTDihilJKPbqzoeH5oxyzm3aiuH1JVnrpQwxje71Nv8ibmow9XCSKZzyyV8QhV+7FPc9LC0220ZaWzSeF80u5To/VmTS4SfLJZnuXkp02izSYfL2Y1Jy28tsLeo5Hiu6WsjBrlIzPbjwrffqnFcfBp8Q3f4lkfskjJqoNrCrq5SbB+kdZnWTJCVOKSfD7kY4s21TcK3VSsUdmTVw4rbdG+aljxUuUFkU4NTsyTrG2pTqzXnluzSVdKX9jFoscZ26blvN+dVln9wvjy3imRvxHLXbgonVxv2J6x7tblfdyZCa3S+yOk8ebL1Bz4pIadr+wox3WKqlQRrxr91L7pGfPFWaYv/p745kZZStu64Kt8LHJxW3sRTi5cwv7MnHn9CpSgpO4tP3TDCc5Y/L2wT63yyUI78O1SjuTvlilGOyOSEnzapjhik47lG19wLcby44OLhd+xncXGXKafyi1ufXmP2Hvn/M1L7qwukcH8VUWYJuCySXVR4EsijyscU/chicVuWR0pKrSCjz5NXOCl+RbvhJLdGUftyRWJP6ckJL9AlDJFWouk+qdkTZ+XCXCnFv2aohj3eY1Dda7Ia5z2lS+R4ZVHJJOnXVA2uh5klU6df1IbhiXq8tpr+llUM2VfzWvZkvPb4nD9CNTRyxwm7WRp/5kRlpprmLUl8PknFwmntbTXNMljg5puKBpk2Thw4un8DUkupsayw55r/MrK5uEvrxRv3XBTVVLImVunJsv8jC1anOH3Vijo2+YZIy9l0CXaurCcXG0+PYnLBlxtXB/lyGSTm1ap+1AURx2+SbwKnL2JqUa54ZO040DURUZQS2yav2Etzl6kp/cl2XI4unbIaQlHBLh45xfunZB4UneLKvz4LJdLfuScFJdOxdpYzx85p0tyT5rkfmJfVGS+3BbhhsjLbJrnsy2pulJKSfui7PlTHUSS9OX/wAkWLIpL14k/mDK8mPG/qg1/pI+Tjr93l59nwE1Y0qWFtO3Fr+pF0Ixc98UpSqk07MGzUJWvUl26kVlcX64OL+OAbdKTalyn+Zi1EJyheJ1KLuhQ1LT4yyXxLlFqzSb3bYz+YuiH1s9Gskca81rdIvzK8Ti31XUp83G2nJyg/lFtqS9MozX3DU1pz9PteTEoZbS7G+K5vv1M8NNjw5JZIrnsi1PgJiyavIpaue59Fx8GjE/Mxxb5Rl1TnDJexSUlXTubtJxi2tJPixSeq8yjCHFtydJBblhjKPRumvYNfD1Y3GSST5RDDGbwvc1zIq2rceV700mmujJ5s89TWXLk3S6csz6ifladtPq+pHSzg1LEuV1siS9t+iyrDqMWdfyS5On434lj1MMeHT5G49Z0cSMNltSpLqZ8OWUm2r69Au9Vs8zNDS5cOJusq2su8P1On0TTywnOe2klxyZceZU7TTvhjyZ3qGm1FOHpTS6hnLGWupptWtTKcJLa7uK+C5abLK3GEmvscnS5fKzQy1e2SZ3/GfFIy0sMelyL951rqiL8suPSZcyuDi4N1dnV0PhUdPmcnkcpL2RxvAtROGo/DuVRyPh+zO/r/Ecfh2O36skvpiSr8pf4XpI5ZZngTn1TlzyRg3KSt8F+g1kNdpPNXEqqS9mZYzanGM04pypErrg47bh+1Sri/8A6Hf1iuGN/KODqvT+1WJ+9He1fMcX3QP24v7QcZsL+Ty3iXGoR6z9oVxhl8o8r4mv+oRqOeazSx3tJt8nRlUrcf5E4012Obp39P2N+Jy87NG+pplkyzUkkuqdon+IyPP5yVUkn8lM1wjVpcmOG9ZFaaItGqyefJS201/sVRTWSMnwk+ScoPJiW3q6SJSnjeJOacVHjjqyiOoyvUTcqt3wyKairyZI2uxnyaqEb2Jr7swTzOU26GmLk3ZtZiScVjv5srw6huVt/azC+eRqTi+OhWZXflqsWTY0qm/qQTvYpLo+U0c3T5IxVt89rN+B+bsi7pXddiOkqmaUvqipf7it436ckof5Zo0vTy8+UV2V13K5ynlSuC9Kr7gVTnwvMx17Sgy/DFxyq+eeCpRTjKKapK/uT8395GLXsCRozL0xb6sq8Oe3XYH/AJqDJJxxqXWm+CvSS/6jHPpWRf7iesZzp65gHyB6HzqAAAAAAK1Qd4YrsJv2Fi5xCnlhihc+lpHly9fW4/8AMZ9em8UX8nN9mdXXerTuuxzXBUR0crxlevHJe1HZ8Mn5mhxv2VHL8XheGEvZmzwOe7RuP9Mjtg8H8mdukDAGdXjJv/8AuRyeN6fS4fKeeCkuvwcXxmXiL3KEKw9tnL/M884ytub/AFOefj08Ukr1GX9ocCtLLkm/aKr/AHMWb9oFLiGCT/1yMmt8Ono8EM0qcZxTVMxaWUcmphCaqMpJHOR6bl3prfiWVzbWGCTIvxHKv/SgafH9Jj0Ti9PK0+px8M25qMu5Z4mWWrptxa7Lhy+ZjUIyOtofHVkkseohUnwpROJlivPjC6jKlZ6fReHafSwThDdKvql1N4vPy6bU1JWhgB0eYAAAAhsQCYAwABDEAAAgAAACaGIAGMQANDEAEkAkMKY11IkkKs9Vvma+DjZprJ4jO+zOjn1UNPJyl6nT4RyvNXmSmsM7k/6keWzt9bCzHGRojzjn+hbjTjpV7uVmbHn2wcPJly/6kXvWR2xisEqX+dE019xV4lJrBL2UTzsVw79zteJ6nfp5N4pRT4+tM4iyRqqfWzUjnnlBlfU7/hUMsMWGW1LGo7nLv9jgQi8+TbDl+yPTY5LQ6WMc2Xy2l9K5kSph7trawQ1C1XScopKuW/yDPqmo7s7jhjVJPmT/ACOf5+o1FQ0GFw95ydv9exOHhMa8zVZXkyy7LhfqR13snr8uaWzRYJW+N8lcv/sEPDf3l6rK3O+idv8AXt+R28eFYNFihjUUnSk0jNsT1ltWQmO/VS0qw+iEdidvjuvuaMMIb0muhLJJyyLc+xTKahbXX3+xHSSNEIWm5cJOzz/iOoUpuK7OkdfLKc8Dkm1F9W+hx3hju3dWyxnK/pmjCeWSXKS7m3Ho04227/3BfS0uoS1c9jhjjVcbmac1sccYUkqsc5Rf03P7GTDOc5S3Scn2/Q3Y8WR4lFR2Rrqwu2fPPcn/ACqVJ0bPD8TlDZiXDafJneFRltaUu6bOhocuODjbTbXPaiE9diOmll9OWSqvpiW5IQx43GPCMz10arFGWWXtBWl+YlLPOW7K4Qj/AELl/qQ3bUJRTzJ7e/U1YYpZ5SvsUu/OS9iamoKUmmyN5eOHrJ7vEMs+q3UV50nPBJ9abK5zySy5pRg3cnRqeB5Hjk5xW2FcsN+SMuJRevm0l6Yo15eYPd0pkMWkcc2SfmY3ur+Yvljbg05Y+VV7iNSqvCq8uPy7JZJpzm/dk9Jh/DxjcoVHrTMmabjhlJUys15rI9+om/eX/Ipc5JckY7nkUq6sMmPLGbeyXXqdJ48tvazEquyNXlK1KVUyeKXrA0rjBG3/ADNmSf1PjhmvJC8ONe6szKO6LXyUojw5fYocbZcvSpfYrSsMpt1ggvlstjFPCpSTdLonRXOP7rGl2X/JZ0wfegDfGKW2eSP3VklPd/Nhn9+DLJsi6fUDY4rvjkvmLtEJLHLjzK+6oyqUo/S2n8Msjqsy4bUv9SsG1ywTr07ZL4Ytk4dd0SKzwb9WGLfvF0W480HwsmSC9nygbLzci6SsWKShakt0ZezLXc6qeKf3W1sl5PvgmvmD3Iiory3W2TX3Q/LlJ+hxl+ZFxx3XmU/acaG8U2ltqX+l2FTx45w3ylFx47kYfw7T7kZeZGO2W+vZhDJ5a27U0/cLpolKXkNuXcr87bCPpUr7kZZoyx7VDa79yUVHJCNSS28cgOGaP88JR+VySi8faa+zRD1dElJfDI5E0ncWvyIuym8mPLXT2pklqMnSdSX+ZFj6wftFEIzyS7p/fkGieTE368VP3iyyWnxP6cji37ojUZSueJN+6dFu+LhKTTWzswaVPTzSpVKu6ZW4zT9UWvuaU1OO5NJ/LIPzl0cq/UGmaUkupNS4XPBY3GS/eQjL+wpYYOPDlH7lTsoKk6d2y1NqmvYpUHFVGUZc/YsXmRjzB179SEqudtjli/2FuW5c8ezL8j9KruWL6y7JJ+ngneS6clL4aLnFRSfuRcO4Z0pl5b+vFz7xdEPJxfyTlD4ki+vS+RTX8wTSlYcyX7uamvh2QblH68fK9iKXqb/Q0Y55HD6+nvyVnSENQ1xHJKN9mi+OZyVOMJfbhmaFbpeZjUrfZ0TeHF1i5Qf+YLIueTHfKlF/5lZZh+puMotP5MezLG9s1L7MTlKP8TF+dA3ZWvWYnmi4tNX39mU+UsWCMLb55ZGOeNemUo/F2iayTyRp7Mi/Rg32ryyvG4tbl1oehnDc5LG1z37sklCPWM4Pr7olFwe3y5x2p3V9QftbrfVp5KNKTXBj0qyLJc127GjUW0m10KMGN4d0nNtfygvrVL93GU2uitfcx4ppy5lalz9jVN3CuqfVGXTbJ5OMe1pUwt9acUpR6PjvYsWbdKXDdsMqXlyS61wVaR5FmSlHtRIu+23FkeJwmm4zi7TNGq1uTXzWbJtTS20jLqZ+Xpm3V9ijTVKDi5epc2hpd9u74JrI6XVqOWe3HNU76Ij4r4nOfieOcZLysc0lRyJylHFJzkmq4+5VObljgTS77d/xGVftFp5+6id3Vv0Y37HmtXmjl8Q0U4StpQTPS6x/usfyZsdHO/aBfuMUu1o8r4qv3sH7nrfHo3oMcvZo8t4sv4cvc1GM1en58tJ9TpY4/v5NO+hycEmnBr3Orizfuo5Goue5Rs05xhcZKaUlxZqhiTjOLXLXUp1FxcvhlsMijjbXV8Eaqtx8uCU5qlzaOfrM8XFRxt18k/EsrUlCPb+xz3b5b5NRyuRNvrY16uRJX1DpyisJB3Hw1aEgGm1K0b9Hlv03SfQwNEsOR4pX+hK1jdO9ky1k8yPEmqf3LNE04ZLScmYtHqY55bJpW+5uh+4m3FLb3Rl09U5YKM5LhVyl7meVQzQd9kapfvZSyVTXRGfJDcoN8MK0apRWnlJc21JfYx4XUk32mjdONYau9sTDJqMpL5TLGcnsYu4L5oCGne7T437xRNnoj52XosLAAyBggCtOnjuxWEoxkqkk+R6aVYmvkG+X7Hly9fV4f8q9Sr08l8HHkml1O1linhl70zkyh6U93Jl2YfEYOWik/YP2en/Fg/uXamLnpcib7WYvAcn/AFjj/VE68bx/yJ09EIYju8BHJ8Z0+Fwg1hTnKS5R1yjVxTxbq6NP+5nKdOvFdVyscH4rpdPDM9sI3FpfBk8X8Hx6XB5+CTW18xbO5j0y07Tj9Msl17Wi3UYo5sMoSVpoxjOnXkysylc7R6bDrMOmy5lvfl9JdLsw+O+HY8UIZ8GNQSlU9vY3+DOtNjj/AESlH+5q8SxeboM8feLLJ0mdv3K4niGgji02LJCVqMlb+GegxL9zD/Sjlaheb4Q3/wDy4y/Q6Wknv0mKXvFFxZ5VwCGjbzgADsAmACAGAAACGIAEAADAAAmAhhQMQ+wAhiQwGhiQASRk8R1MtPg3RjJ26uPY1mfXw36euLtdTOXjpxzeTg6tZ9Rp3kycRirUV1/M5+PApxTWSXPa2dnUwUNHNu3KT6spgorInGHEY8nn2+lcXN/DRT5m/wBWH4dy4g3x8s1rbsVJNuXJpxxUYTm1y1x9hs+HE1UJQjFO6ZRT7T/U6Hi87lihtqlbMDRqOeU7XaSeWOby4Spy9meh0ukxeWsuVPLO1ab/APxs4fhONT1+Pd0Uj1TlBXGMUvYxle3Xjx3EFlm5qMEscF/KlRfp2k0ly3JRdlTcYqX80+hZpoS3R4+nt/yZ27amnR1MlHbC/SuxzseTbnm2rXbizZ5Ms2RXLbf9PP8Aculhw4FSde7sM7Yfw2XNl3pbI+8uS+GkWOe5rf8AMnZfizxclCMW0/5q4Km/M3PJJtJuooKz+JyUNG65T4VHIS+lJ0pe/Y6nial+DxqFRXezmboUt0U2vk1GMicY8KNv3kVxwq/3mT030iOc5OfH0/okRU4v6byP/L0/UrPTZpMWNSuMdtfNtluo1UMXEpK3wr6mCE5uLjLIoJ/y4+X+o2seNLZFb5Pm+WE72k82RZIpJOT5brsOLi9dHek4qLbQo08svhLkhCcZanLK/pSX9w3p6OORZoRWN7YRX8vHI8TqTppw3GXTyaw48UOL4ZvcYwnCNJJdjDcmly2xdpcvuxZW3jlfsVvLv/hxcvknklJaTNKTVpP/AGDP7cDG2scoruyzZLo07I4VzG/dGJp5dVNqUlG3fzyHTbo48bvlP7Fuy+NjMH4dPhykl9xY8VPiUn8Nk6XddBQnTW3go1sli0M2l/KS8OXqzvddRqjP45Pb4fJX14Km+nmotNItU5RSqT/NlOBNS3J9Cccs31Sl90dHlW+a39SjJfKI1ib5xpf6eAWWP82FfkweTF33wv4sKeXdOMfLdKMaSM+OTV379S+nFNXfyUY31RUpyf7uTKYui7JKKg0ur7FARoycRgv8osirGvyJTaSUX2SFmdYlX9QRSiL6MafN9h1aBpWkxUWxXAnFWE0guhNdvcjtpkorkLFnL6luOc48RlJfmQVNEovYRqLvxGRVGbUl/mVmjbhe390rfeLoxNprkvw/y/kStQahbN8FJtKdKxPL5eKCcISu7tBn9Tk33ysryL0RXwypE1sy496hsadcMshFQgt2SMW+eSrH/Adf1GnBNqC4vgCtY90rVS/0si/MjJrc0vaRZnnihKL8uPK69GUrUJOlLJH87QNnunF7m00+xKMcdfzRYlljLhuD+8drJwr+h/8AxkpEXY2vtNfmCj6JuTVP2Y3KHTfV/wBUWiUccK+lS+YuwK9m2EL6EttP0Sa+zFlnLF9O5L2rgSzKS9WOLf2oB+ZPfGMqkm0unI5NRUrul0SIbscZqTU+OfcUXvUlwr5VgWejJBuKdrqmJQajalXwnyOEZRUnKqfsyGVLcn2oCVykqkk/uhbVKVU1/pYotxfom1+ZoxT3blNJtK7qmBXkwuHDyc/KKU5Nelp/ZmnLLHJ+rdursZpYot+nJd9pcFSxGTlF8xaT+AlkW2rJShnxRtye34dle9yfqgpfdUE7VRpdy7FG8f5klDDLtKP25HDGo+mGZNez4AUI1kdlktra3Ii8eSLtxde65HGbX1Lj7EWaQnBRXBDzMkZUn+vJdw3bXAOKa6lTSvJjbim8cW2upRCMVGpbov3OhCLSUn7dDPlim40q9wlxVbcl/u8sZfF0yMvMj/ExcfYHBCTmukmvzKzpKGSF/XOD+9olvcnSlCa+eCDbb9UYy+6IKEHJ2nBdq5A0bod1ONe3KLcPly3euNvl0+WY1GSl6Mif34JS8xfxMakvdAXZN18wfHRleGDxTlJybT+lEFlUejlH4HHUbn6nCf3VMG+9tGr/AHmnpq/co0LjbcU1x0ZbLNGcdrg4v3XIR2SfolFc3XQLubS1qflR211T5KINvGrperoXaiEpwaknXwZ6WOEYrmnyFt7afM25ccl/K0z2ueayaPFNfzKzwuR/S/g9foc0cvhGBOScqfH2MZOuFT8aTfha+Gjy3jC/dYWes8Vjv8KbPKeK86bF8Fhn4xYf5fuddQgoLDbv6rfRuzj4ei+518WWUNNOd/Q6Vq+pXKMmqlLfNNKrZLM1p8EZSpurQal+ub9+THrpuenhz0RYZMObM8s9zZXYJWx7aNOKKGgocUBKLr7EqVWiJKEudr/IKOwOqDo6H1AeCW2fH3R3ozWTCmnzVs8/0drqatHqZQmk36e6JY1jf07FRk04dH1M+RemPw2aHGMcMJwdqTdv2Kci9Lr+oy6rlJy08eLbTT/I5+R3J8fym/FNSjDGkqpuzFkXLfvFlZvj1Ph8t+hwP/JRofUx+EO/DcXwqNh3j52foAAKyaDsICDTpukixRTbKtL1kW1yzz5+vqcH+ITXoafc42WTTaO1ts42bjNNOuGZjvFM47scl7o4/hkli8Qh/qo7iafBwZfutf8Aaaf9zePrhzdx6wQRe6KfugO8fMvVV5NRjx5IwnKnLoPNtcGpPh9TN4nOcoYcOyGxyuc31Xwc/P4lg0ypy8ySTVI55ZXb08XF/wDprzanCtT+7zTyTXWKXpivdl2PUvOp7HH0rn5PPf4vGE5PDgSbXPyR/wAT1klWOG1P2VHPden4x9rrtqGjksScJxe6/cpWtzZMU1OT5XT3OPmya1w3TbUWZ9+Wk97tl7S/O/HdyZnPRPHGFUttfBPB4h+E0UVKNxhxXc4Clma/iSI7srVOTaLNs5zHJ6/S6/BqlWOXq/pfU1HlvA45XrozhBuK4k/g9Sdcbt4s5JehYABpgCBgAAAgAAABAABCAAAmAkMimAhlDBCQyBjEhgSRk8SybccIru7Na6lWfFHJNOS3bU+DOd6d/wCPjvJw9Zkf4aMVByV9SqORrHOoSd0uhu8Vm/Nxwj6aV0jLBy4/e1+Z5tvpWM2OMou3BqrfQ0bnNLhdo0Xq/wD3E19wUON12vhhdOL4m5z1W5rojGbdbkb1U0m+GkZ57kra4+xuOGXrf4DFLUub5UU+p3YYsuabbjUfc537MYFLzckoppe56CeaMoycE36kqruYvrvh4rxaeDrzPV3roaFHa0pPauyoityi1Jpv4XQs2OoulVdX1I2SnPc1Clt6sg92aEW7n6uTTHTRpuUm7d/BGco44u9sY+90hpncOOOTkpcRS7InGMIXtik+vuzKtWufJxym/wCr6Y/qKWPLlW7Nm2rrtxdP1CeqfFsuNY1GUnufwcGGSWSTjFRW11ukr/RHb8SxLyZZH1VI4GnjeObT5czUZyG/G53JSyV/U+P0CcpTcpXUV9KQ8UN2SoviPUhKLWpjFPi+Sovx+mV5Oi7lm5edVcumRyXJbVVoWnW7Pb7cBWhSVS9zJgxylPJJdN3+xfF8SY9JByg64ubIrsafHtj5t+p1tRux3PG5TatGfT6bLPDUntSXEn3NWCHlSUE0/cy1uHiT8uMYwbSXXoQ1jePQ5ba5XY1tt9/0MPjM1j8Ofu2GZe3JUoxScnwlyVRhpE93mZn+RWpvPaVRSVtvpRFSxtJrNj4+RHS6Xuemprzc1/6USx/h8i2wzZb+YqzM/Lf1ZsfPyX6OOPDeSWXG0+E7CT/626bHj02GccTnNzr6jl+Pzn+EpquTpeZDYpwcZK6tM5f7RZlLDjil3EXLxxcfeKq2vccYTilcW/sRinJ0o3XsTSl7SR0eYbkuqa+5CdSlFL3LN0kuJtfccJyptqEnf9IQ8qanIzXtfS49fsXTcpRlN9X1KU3W7qu5VpScXw3w+4KEdvE1+gTilFO6I17STv2CLctOfHPQslGEo7ZScafWrRmV9K5LfWv6l+QQ/Ii09uSD/sD0+WPG1te65JeY6ppP7olGUe8KfvFtAZ53HhqiKZrhkav1y+0laHcZP1RxP8qAyONgo8mx4YtcY5f/ABkmHkYq+uUX/miBn+lDjymWvSt/ROEvsyMtPmx9cbfyuSKrfT7F8E3KNe5nldtNNfc04X+9gvkNQ5cxXzKTDJGlGvYjkdKHzKRbLpH/AEoLEMarDVfzF2Gai4RfcguMUfuxOEZSg5dvYJVWqilm4XD9yuSVWWaq3OMUvpRSr7oIS5fC5Jc7ueCUVyE+GBLzJx6SdfLsl53d44y+yplcVZKUeOAaXRzr3yL4vd/uS8yLXLxS+HFxf6ozwXuEvTJdwq5xjOSjKEo3dSjK0TeJRjbmkvsQx8Rx/wCp/wCxdNXjS+wqzxVGDack049C6M5RjV8ez5IwSjjn90SbjHHDdKav+l8EKjUZSp4077rguenhhxuacra4TZVvUeVkjx3lGn+qJSyPJFOUVKv6JX/uGdq3DzJKUXG0uj4E8U11xt/K5Hugrtyj8SjQ7deiX6MNbCS2zXTp1ISb8ylXC9iUnkcalKSvrYel1ujbXdMCO9dJ4ov/AE8FeVQ2KUFJO6pl04pr0Skvh8lUlsgk2pNy7FRZGfKgpcr2J7py7bkvdFOOE4zTcXV3ZOUnGMeWlfNEUpbH9UP0YJQS+qUfurCUpJOmn90VLJLJF8JOLSKmlitfQ1JfchPc3bi0GyCupNP5QJyg/rTb6UwaVyquEQa4Rp3yb2yipP2orlGL7OL+Amqr2cXY9vI9naM19mOMZx7WBW8SbBYpLlSZZJ8cpocJRaYTSiaknzyVOCc7a2r4Nk4XFlbilyXaaUrEt3pyfqPZl54UqJzUXb7lPTvQSxLz5R4akvsyD1Kt3z90TUpVzyZ8kG7ZWatWfc0m6+TqeGa+GKbjJznxSSdJHDcHts6OmwQeKMmrfuSrha7uq8Tg9Hs8uUpfOQ5GfV4c2l2ThktLq5WrPST0Gjn4SszwQc1Hqvsed8Q08Y6RTjFJPgzHbLbFgl6W3zTO1BwWKOKntyXz8nE01eWdLG3GWDlqpNGqxEtVCpSXdL/g52qpYUm+aOnl9Urb+qJxtU7j17iGfjNQyIJmnE2FgABYxErAmnujfcFfUgpNMn0QUVuddggnHIkT42qiMt3bqDx2dHkcsWxpOhZpycppLo0zn6LM9/LdPqjodcmRP+lMy6y7OHXG/uiiV+ZT6dDZh2zStpbHzx2MmTjK/iRCvQeBO/D0vaTOgcz9n3/0uSPtM6jO+Pjwcn+iAKArAAA6cgaNL9ZPLkhitzkox92zPizRxStvsV+IxwazTuGSEpR9k6PPn6+jwT+jcmpRtO0zgeOb8cM0oOmlaZr0mfNHDGKwKMY8Rt8mPxObyzlGcordHlWZjvfHJ8B1OXNmyebNyqNqx+IrbrZP3plulxYdDm34WqcafJPUxx6jOpuca+/Y3+3Gzc07Wlnu02KT6yii087g8V/D5Vjywc4Y21FxfY7ul1ENVhjlx3tl7nXGvBnjqqfENF+MxbVNwkujRw8fhG3K1ltyT5+T05Vnh0mo7n0JnOnThz1dVytP4bjjnitiqXW10NX+Hx2yTSXHBoyOOLb52VR5+ldSEtVglD048uSn2TZ530pIxarSQnpF6lujw0cfJp8TjHbLp1PQ5Mso4/To2t3Ry4OU/wARJzitNC/ualZzxlc5wUE7d30IQhclFd3R0/L1DxRf4eFJ92Ysb8jxSPmwpKatLoalcM5qPSaLTR0unhjildcv3ZpEunwM7R8+3dAAJmkAAAAIYgAQxAAWDEAAAASAAIpgIYDQyI0wGiREkgJIhKT85xulXNFkSDdJvi/c5cj1/wAWf2tcXX5PM1rUf5aXJHFgkptygm+3JXk3S1OWbVRcny/glvxrnf8A2OL31r2+jjGrr4IOPl6eMZNKTbb+ClSh13f2Y9Sp49POSjxtuwOBkk5ZpS92S23j59yOPntRLJxw2bjhfXf8AxtaRyadOXU7OLHuxRi3xe70mLwnGo+E447klTk/sV6jPk8zHhxZnjg423Ri+u+PjsJxhJJVYpZoxctzbcFbVWYtLh2+XDdKXdtvqW5/RhzSXWbojWlvn58sNyawwfv6pf8A2MstryqNOeRut03df/Q07o45tt3GK6Fc044nlbSm3wNp8xHNkc/TudKW1V3Zc6Tir68IJUsCltW988LuLHFt4r/l6/cjWtIeIL/o5r5PM4G1fDqm0ep8UVaHJ71Z5pRcMcd3CSNxyzQ0+TynJNXJhwsm+XV9EWYtNPLNutsWur4LcWlUcm7LK0lS9iue1cHUPTe6S7lunxyxzbdvg0RcIJKCVf5V/wAkJye9KC59+rDUVtOOK5Jqzb4Tg+mCm6Tb4X/JTLHknbl27t9Dp+FRSgtqc/noTbXrqQqMVSr56lOSbxtzq7fFsslP02o00iGROWON9WZqzSOXNllje3jnsYPGrelxx95LqdKaqOKKX1M5vjif7pX1YamnMw46x5v9DRknGMY10hGrNua8ejz8ep1H+5h1jUIxW3jiys31dHTzyVkjSj1in1LPLUsMI30ttE4ZW0lGunQjpoylkqUu3b7huRswaeUdNjt9ZNnK/aFbZ4ov7nedvFi+zZ53x9S/FwjdqrETK/1c9pxxtp077EHlyxfGSX62WSV40vdlD60beVP8XllxLbJfKL8GSOWUYSxRSlxwzHtrk1aOP76H5sLFmeliko9DNiTjC+ll+XnH0MsJSi2107oq1LPJOKTXQpjW+PTqWSm4y4VfD5H5vvCP6Bk8f/cKXaySzZNzqb69CGKSjkt9Pgltx36clfdBVizSrmMZfdDeXFXqxV8qTILG30lB/mEsOSvpbXwDaWVxioOLdSXcsjhtL1RXwVZVXlxaapFmXjJV8UiEWrDNL6f0YPcl3RTVPiT/AFJrNlh0m/sw0k5u6ajL7oe+Medu37SaFObyY4yl1t9AcscYRUoNtrqmDoS1EekpTr5SkOOTG3w8d9rTRVKGCb6yj91YPBCX05YP78Bksq2qCcovq+C1qVLhtbUUTxLDW9rlWqZdjyZY49q3JPpYaiyK/cRb+RzhJtbVdIoyZJ5OG6pDUnblKKb+G0Co5VKMm5NkJSTXHBpWRpfXk+zpoPRJ+pYm/lUEZVKn1HzJmnycTf0P/wCEkx/h4X6JtfEog2zK11J7kupJ4Zy4Ti/zFPTZYcvHJoG0O9ilzJEo+nqq+4m3fQhtZitwjf8AVL/Yui24c+6K8b/dwdd5f7EnL93+aLWomq8qf+pf8kdR/Dx8ksdvDL7r/khqo+jF9iKz03B88Ear4Jz5iuwoxt8hmkss4pJSl+pY8ko8yjGS+URlFrsR5kqLEWfiFXG6P+l3/uTWaNfWv/lEzyjXQS6AbN1/Ttf+mX/1Kp3cWl3pproZukkbM3a/6uwIHF1UZJv2TFGW2PVNfIY4p5Yv5JNqMW9zSv8AlI0N8ZKpQ/NMr/dwtR3Nt3yNzi39UPzVP+wOEZtPl/6ZWVnaSabai1K+1lWeHN7aJrHGO7lK1XrRLBFxmnw4r2dg2jcoOTi6fASyT/mSl+VEud0m1190RqL6wp+6YXat1Te3bXZuxy8uTrFN2uWnwSyKOx03u46lcI1k3Jxap9wbWx81476r55IWkvViSfxwFOo9arqG+UaqV/fkCdQauLkl8qyueOb+mmi7zFul6R7oO7jJfKC6Y5xnHlxKZPnodCGJt/VafcjPFf8AKpIbZuLHDoRnzwaHiiuicSqWOnxIrNiOSKWnUq7mrSy/6aP3Ms/+1S9mX6X/ALdfcGPrtz1GWOljGORqElyl9jFr3fhyXfk0T/7XH9jPrOdEvszMdcvHM0vEOh1YwThp5buZT6exytLKoOjraHM72S+lR3q17Fc4r1kJQmqfSK/PqcrOnsk/k6upyPLHHJqm12+5z80bxzrqWLk57BIANOFAwHwBFuugKXuSoNtsBK2aIJOHyilcPoX4VdqiLA6roSpq4rji7FtlTbfBPaqV9/cKpxPbl4fzZ2HkU2p++OmcnJthNM36XIpqCvmmiVrBo06ct7XTbX5kc8KTdck8Ul5ig1xJf3KtVJzk5LhNLgjf7bvAtUsWplhk0oT6fc708kMeWGOcknPoeNxuszfTv9jbq9ZLWZIzXp2JRXP9zUy045cct27Oh8Qery5ltUYRfpfubuh5NSnixx2ZbUusV25O7PXNeGR1C5k/TXyambleG/pvK83GJtul7kMOqjPRLUtrbXP3LceWGXEsia2yRr6lc/i43tznrZ5X5eix7mus30JeX4hm4eVRT4qKOlp44cVviMXyKeSbk/LglF9HJ1Z576+lx2XFytPpMuog5TzZHtbTV0ZfEfDHGcNknbXeVnfjKUE1eKN8mDxSDnijLz5WnxthwSVvLx52WllHht2RngcYN8m9Y8knzklX+gjrMMo6dtZZcdtlG9uNjmY8cp5FGHMnwj12g0z0mmjictzXLOD4LiWXWxbaqC3UemOuMeLkpleaG/FKO5q+66kxS5izV8cseqrhpcOLbOMblw3J8s1QiqyV0KMabw38F0Xw/lHlvr7GPc2M8VPBC10OVGNapprjk6jnH8O3KSSTOXmzY4apc9Q0nt/cSXszh65eX4lu+UztxyQbyLd0ON4rXn45LujWPrlyz+r0cXcE/dDKtLLfpccveJael8q+gQMAgAAATAGxAAAAQMQAAgAAJARslYUwEOwGAh2BIkiCJoCV0n9jC3KUrbbirZryOscvsZMk9uHJ/odHDkr6H8Se1y8lvDLrcrIxxVk+EiWSbjFJx5YYk8zbXHPJyer2p4YSnkgmuOWaPFpeXosi78IhppRWeKrnozD4vny5MLUnxu7Fheo5i+kWRXkr7II8bV15JwW/VRXvI24TuvX6DEoeHxtdUomLLj87xryK9EYrcdaC/cQh0to5eDU4cXiWoyTncpS2RiuvBh6PHWwwUW/ZKkVaz+BjilzKaLY/TJ+7I6hXqNOva3X5EWq1jlLC5Prutkcr8/Gr9Kj6rNEsWV43GNJvmwx6JeXGEpNquQb0qw5N2RS5tLhUX4seSEnPI7tWi9bIdIq/gW9znX/IS5bUeIwll0korhtdzhKUYySVLtaR3fEMqhp575NJrsec8/mo4nXTczUYyPJmnKTUL/3FtkoqUnbv35Em3NxvbGKXwEIqU3tTfzZWNL45IteiDk+lvhEZuTSlwtvFLgnhx5YY6lGMPu+RVBXGSc4179wrTo8Lekyu7T4R3dJjccEVCDVLvwcvw6TcXFVGNcJHZx5V5FSl279CU1qJQw1H1PoirJFS2q+wS12H+HGalJ8cKyexyScWl9yNSnKKUsd/ynG8XXmarFG+x2tiu3Jyf9jha7Hu1kub2qiVvDtl107wQj33pSZi1UVOeO+bkdWElhi1UZW75Vh5yb+jHx/lQ2txYMSUcypNL5NGBqOV2maPPnvpY8de+1F8csmlcYV8RJtqSyKtRqY4ZQi+0Tzfi2Z5Ndb6beD0+ZQk3OcU3VdDyviPr8QyNLhcGsfXPOaxVSmlCF3zZS+chcnFpKUbro0w2YGuVki/jk24KZ9katKv3ifZRbIeRhl/60l94lkIxxxbWSMvTSBEM89uJIzroyzVcRiVqScfzKlKU9sukWvlElsnJLala7BHHvlJiUdsvyYQQhulV1QKFvicf1Fh+tdy3JmSnKLxY5JPi4gQ2y9m/sO5JfzIe/F3xNfMZNFkJYq4y5I/fkDPulOVyfPuaoZW16kpfdAoxbqOXE/9UaBY5fywxv8A0zI1KleN9YV9mKsXRSmvvyQalH64TV/Fhcb+uvuqBtOclGEYp3zfQsnjlJQnFJqvcrS3dHB/ZoWSM4w6NWFTd9HCX6FUmvYayZIPiUq+WPz8lU9svvGwFPmOLo/T/wAmluab2z4SXDMWTPOWRNxiklVJGyOTHONvdG1zQIr1ELyY3fWKuhvJjbp43fumGRqWWDTuKSXJH8PkttOLXwwqX7m+so/dWCxKf0ZIv78EXDInzjlX2Ixclkiqa5IbJRcpOKVuPVFkfMj03EJcObXVhjy5Iq1N19you82S6pP7occ3tFp/5WVvUSu2oy+6BzWTHvUdruuAi9ainTbf+qKYnLDN8wxv7ellMpQjOpOSrug9DarJ+qBpbPbSUI1FX/NZW3eNtc1Q3jT5i4y47PklitN7OjXKFah4v4E/9SHqoyePFSb49gnllSTpK7qqIfi2p007Sq4sQqtR2upcocn6uGkTWrhP0zb/ADimXPHBrmEWl3ToaZ2zudxoiltdmjyYSXCkmvbkhLE74a/PgLtDI4uPsUbebXQ1ZNNNwSgtz707KNssfEotfkDcVzgy7NNqGP3vkgm20W6xetJe4E4R/er7kciXky+5OP8AEX3/AOCvJG8Mq7si/pRVqrItNPh/oWbVt46hGK9ipoRyZLS3NfmN5Wn6lGXy1yKar7kUk+oTSxahd1NfaV/7lsZRnG1Jf/KPP6ozNVL4JqqtNoGlmSD54qujTsgtPGc9kcnq+UWv1QX2QYklqE6C6U+Vnw8K0vZPqSTlXrivzRbrstbZbIu13RnjnrpFr/S+Az4nFqU5XyvgsSVcTr4aIedjbttX8xr/AGHuUuFz/pl/wFXRS8lx3Jy5Mzi4x5uLJ1tXWvuilecrqVr4dhbVkHcOXfJRKSd3H3LFOTiotKP5FeZ1fpoM1DJ/21FujV4Wvkqyf9u/gt0NPFL7lqT10sja02OvsU52/wAGl16ls/8AtIO+jKZSvSqPyyOmTm6b6Wjr6Lbjwea91v08dlZxtP8AzHV0Le+ELdSu0GIesisMca6rnn8znTnzJ9qOhqZS1MYyfu0c7PDZGV+1Fi5eML4YIT5Y0aecw7jSB9QGiceHZBE0+A1Eo+5bBNyVIpuupfppfv4x+SKVernsangxrCsild8JexRNNZJq3tbLFH9z9XCfQKWbTOMPVT4tEdH6c0SzI1GKk7uqKcUkskX8olJ66uFLdud3FPuLJgTXXjbZFfUq72ic+cfvwR1rnQmnkdPsGCW9yj3sqrLjnbjFpl+BSWVyfT2K57ShO800nyWPPJNY3aj1q+LKFH/qrSpNdRZrWpXPUG2+OtktG9Lxtk7s06fXLT+H5sTfrb9H5nHzXDNBVwSzNxcOeXyF6/b0Xh2vX+HzeXmWL+5n/wAVjl1+LU54tRxxraulnH8yUEludS9u5YszjBwtKMnzx7E0nnj2en1OHUadZ8bUYVz8Brlu0u5U11XyeTwa/wAjR5dOumR8P2N2l8Sa8GyYnP8AeQ4in7GdO0zblmUV9BVr4uejk6pCwa6EfCnnlBSnGotdrKtb4hp8+ROD24/L+n3kXSZZTTD4I9niCTS9SaPRnnNLgz4dVizSxyjj3fU1xyekO+Lwck7IAA05S9lgxylFpydW+KLIxSyrjtQae7mm+44/Wvhnly9fX47/AFiM8cZ4pwa4ObrcEVmxyS7HWXEpr3Ofr+MUX3Rl0ZoxSyy46nO8XinixNKqbR0oNPUcvquDF4tFfhn7xkjUvbnn/lu8Jlu8Px/HBtOZ4HO9G430kdI9Mr5OfoAAKyBAACAAsAsQBYAIAALAQAOwsQwAkRBMCQ0RsYE10JRIIkgpai/JddzPq47NM/moo0ZU5ShFe9mPxbI8XlRfeVnnz9fT/jzWDBNKWVJvpbLNJj24vuyOPZNbpzcZNV0L4SxwgorJ0/ymHaIaaCvJP9DneLS9ONfmdTFOEMUoxlvk+1UcXxOTlqFFqqiImV6Zca9UfhWX+Hw8zxDFH5spVRuTaqqRu/Z/GsniMW2qSfLNVynr1q9LXH0wbPK+HwefxRyau8h6XPkjDBnlzaxvuee/Z+DnrIN8LltmY65evURxyaSqubtk1CLzLI+ZRVIjkyqOPdH1W6VBjlNyaguiXqZGv0uUlu6IUs+O6UrfwZ5Sco8ybW6uCx+pLZDbFPlgkR3yc3GMV92EpvyvVLq6tEo40m25yp9kWQgo8Rjx7PkDneJRf4VKKtJ9zhzyOqco230R1vHpS9KT4780cRJSmq5ftFWajnle1zyQi78u5d22W4srkrbXwkVR02RxcpKMUu83f9iccEXxLNKS9o+lFSVOeWC+qSj/AKnyRlJRhv8Ar3dCThHBBuGGKTXVq/7koL6E1dRsixu0iybcKxPZLI6bq6R1I6CFqWbJPK/Zul+hj0SrV4IvtFyZ1pTjN/u/5XT+5GskVjhjh6IxivhE4tLuv1IZncEl7nPW7JrMsYy70RZNui80XLbGSbqzzmtzy/GZa6NnYwJedNpvclTOLnjv1mVdbYak0qep2bFKLm5pvh1QnqYrKk8Ta6250R1MfJzxx8NqP+7KZLdqNt1BL1BO2166Ce78O6Tr6+pfh1qyNVp3V1bkYprE8C2qtvQnoVKWTFBLjdfUL235ovzZx3eldEeV1jl+NzNf1Hq83OWb9meVzNvUTfvJlwZ5OorvGnUpNP7EovG+maP5qirNSlKn0KEmzbz7bnByXpnjf2kQ8qaqTXCfLXQzLg06e/w+WnxaBLstT6pRRCVN21t+wTbUk3zxYb45Fa4fsyl9WYn6LS6sg4uMZX7MhDLs9O1MlPMpRcdlN97Ajh+qy3Bj8/U0lau2V4UGKezLu9mEdKeLFLH5axtRTbujmOLUn1Og9VgjjuMmpNcfDMDlKTcn1YU4vgUejZZHG3G3UV7sV4cSbc1P4QTbbpcmFabbJ+r3szyzzUqtNfK6mP8AFJzjxUV2NUUpx3Q5RFllWLJjm/Xhg/7DccD5UZxr2kVpJkopykorm2G9JbVXGeX2lGwkpKDkvKypLldGbZ6LEse2M/X1sxV+5z/6f+QzpmyxisnCpOjQs2FPZKE1XFplGZfvlFdqNGSMHgbpN+4JDypRyVF2uKFKEuyT+wZOcy57IjknGEtvlQarr3Ckpzj7pot8+dVu/wBiqGXH3jkh/pkTUsUuFma/1xCbVbts3cdyfuNPF/TKP2dlqxJ9Hhl+dCenl18uVf5WmFQccbXpyfqh8Y8Vbk7fYUsSj1lNfDiyOz2lF/mETlCTm5qNp+xFqnzF/mg2ZOiT/Jh5mSFcyX3AlhS85V0pkoylHHUW077E1mlVenldaIwkl6ZR3L/YKbm5Y/W3alQpyju2+WnwOexpRimu/I3CLlujkSddGiKq2YrtwnF/DLotZIy2yfC9h+XNx4cX9mLDjnB5G40nH3KliUF6eqXw2E3OCuMn+Rm1LSfPsZ98v5ZP9Qnjd5k+9N/KJedS7r7SM2ncsmPIpO2qqy2UqqCxxbrkCzzU+a/WJRqMq3K3bvsiTko/ybV8EXFTqa+3IVojF7oy7N2V7ZSxSjHruJKPFRkn8WRxb1J1fHUioLFlhzKLa+ERnLnjg0PLJdaT/MPOtcwsqMzblw+BbafwaXLDPrFJ/aheXjn0m7AolzwgS4Zc9O93pmvzQnp8l9vyYCimsbvvX+5ZD05Yv2FOLjjSl1S/5Hav5r/gis2szeaocV1RCDUYtBJfu4/DYlHd2Kx+xX5Dklt46ifPF0RSakiixTmq9VE5ZJJVKMX90RdON9yDk2uQNDScE0qun1M2SUnklFu0aIu8UPt/yZ5r97L8wlDlenaoehdY5KinfWJot0X0yBPXVfOgX+ozz507+5ev+w+0v/oUSV6d/cz+3SubpnWSSOtpNscMsrTco2lT6HI06vPKPydLCnDFkjbppmqxGnMlGCkl6ZNtWc7P/CnfyzfJvJhhz0r/AGMev6yS9gt8chMfaxdxpek084ukSrixPogXKAl0odchXCZJrkLDpNF2m41sPuilF+JVqYS+xGl+VJah3aV1wNQSb9rXDFqU1nn/ALDww34Ztuq7BUNU0lLaqXTr1KYS5T+UWZISnglceI9zNCMr5ZD9uvim3m28fFl2WXlYYbly+HTMceWl3dUadanFNvhcUR0ZMtSgqXuZlPJC7jJJGmTTw/m0Z+HHhsrFSjqCcpRnJSadopu+HFMJRSVxuLKi3J+8lF30JZ1v2OKToo9VVwxqeSHVSSCJ6ivS+evYMzpwceee4o5IyXP+5KUYzSt9HaBs5rYlfVvsR3KG131JzUpxSuqZXOO5pKN0yNbXrJKEVFNtPlr3EsiS2Uvf5FkpZIVftwU5ouOeK7DQ6uo8Q87RYMCclLG+eepqzeKPfpZQkn/WkcD/ANba/YdvzXFNNLsx2XVet/GRfiS0ya2uPD+SUtXh3OEZpThPbK/Y8vg1OSOVZE3vg+Gw85TyTyzW5ytvtyXdYvHjXqY63FFtwvJfRRViebWzaePT7Vf8zOHpdesPh+fApNTlWyux0F4s8Wh004PndU+eTF9ejC6mm94NbKbbnjja9rMes0eseJ3qIcP+k3PXRlrYaaL+qG9SHrMbePmTalzx2Mt+uKtJrFX/AFGO/sV6nSax4J3mhNeyXLNsI1KUZW3VooipybqXK5pmts2XSn9n5ZIzy45KkutnbPLLNk0/iDcZNPcrPUJ2r9ztjdvncmOqYgA25AQAACBisKdiAAgABWAAFgFRHZGxoglYWRACaGiKGUTTJogiUSbEpZYYuZun9jleKy87Uxq0lG+TpOEp6hTSVJdW+5x9XNy1uSL5rhs82Xr63HNYRTjySctscblXctvJ/wC1/clijix3WSVv/KTvG/8A1X/4EaizTx8zFKbuLTo4OvbeuyK7p0d7DlxYcGyLlLltto8/l51E5N0m2WJkqyKKi2uzo6/7NQjvy5Gr4pJfJyJ1spO+bPQfs1gb08pKW25e3Ut8Yx9b/FZuHhuodJKlH55OZ+zkZbm+yj7G79oZRh4bKKu55Ff6FfgMXDBkd10Vsz+nT3J1nGW2Ljwl7mjDp4yVuT55aM2XJHHHbKXqSuhafVZ8+NSx41CDXEpvr+RGq0Sccc3CKoryanHj4nkjfyKOm81vzc0pe6j6UQxwxwf7uEV8pWwk2FnySj+6wzmveS2ounKe7GoOm+ZUPI5LGnXUlDnJKl0SQVxfE9uTUZZTgpOKUY2rMO6X03VcV0NubJ++zSXXfwqswZskVknKb2xvqakc7e0lkk8bxQXMnba9kWQpcnFXiEsWrc1zBcV7o7OLLHUYVkxxaXdexdMzKfpPNnlPHLE063JLgniaUq69kV5cvmON8UuxLHmrJGKS61wiVrGOx4er18n7Qo3qEMc5+Wur3O2YPDn+/wBRJ1xUTn/tN4hPFBYMM2rVyaMztrJfovEMmt8V1MVJrDjjUV+fU1aBR8zJNq25Pk4n7K8w1OTvaR3dHthDj2Fax8XYU/Iyzapts808rWRyXVyPS5puOhk6a4bPLRjLJKKVcvoRY0Ri8mryNxuSjFJsodxz5VxSdG/Hp9RDPlmsMmnLivajPh0Wp3Sllwy9TbSKkVzi/wALLtt5+5t8LxVhwuMabfLZTl02qlhlCOJ8qjdo8ebHCEZ43FRjy/yDSvJL0zl9zy3XI38v/c9Bmbhgm91+lnncTsuLHKryONzXeypdESypbm65sSXps6PNQ2bdNFPSyVfVMwtWzbhlWCEWu7Bj6ozJRm0uyK8a5Rc47ss76FcVWR12QWoKcOjhfzZNrG4OUVJNPuUpL9SxL92/uEWYfpZXdMuwqoNihGLTlP6V/cCGOLm0l07v2JPPp8TcYw3tfzSZXl1cFCUMcVFf3MLd8vkumLk0ZdRLJO749vYg5NrrZSiyL5DOzXHVFmPPLHL0yaE2pEJFXbp4cvnRr+f/AHJxk4Zoy5TTOZHLLHyuPsb8GZ54bZ8yS9L7/Yy6Y5dO28+LYsqyx2voq6s5ccjnDO6S3Jf7mfmUev8A9i/Cv3OT8v8AcjSTV5nfuPX5V5SwqNNvt3Iue3K+L5ByxzdyxL8mFLJxnX5DhiWTUQTVp1wVynu1F1xZantmpVdVwBpz6bBKDUIu43Vd/uc7yn7s3ZNVBpuClukv0My/uEVqDL9LPys0XJXHv8EJ5sGJqM5OT77exk1PiD5hiVL37hLlHSnqW8knCTS9rI+c2/XCEvyMen1CywUZLld/YvVLhfqTSzVTcsLf8Hb/AKW0Pfhqlkywftdiw41kzxi+V3NWt0mOOHzIJprtX9wVncXGLbanFq06pkHNQx24W2+5OUq00U+m3/kpk92OP3LtpbHZOG+KcXdEZyUHUpL80wxtLEu3qf8AsSzTcZR2PqgVHfF9JRf2Yoty4pv7Bb4c4Rkmu8STWLtj2v4dBCb28f7oclCS5hF/kDcVSjPIvzstz6eWLDDJLNGp+8QjP6YWscackSW2XqlJxkChu+mWOb+JUHlyXWEvyaYNntT6TiLbsik6tyvhkJJqXNr7plbmlJPh9uAL4QfnW4Sq7uiGSTXRternmi6Mp26l8VZXv2vlXfZqyNfpFSmn9XUc5uWKfC3R6Oie+D6wj+TFPZ5clFNN/NlRGPl1TjK+7QRWPdalX3RKGKNfxFfyglglKPpcX9mBKvVti7dXdlN6iL7v+5Jxant/mUCDuPugnq2EpTg96r5onKcIxtqV12KsU3JyUnfHck/VkUXFNdLCqcWWCVZF0fFl3l4p/S2n9yiMYK96k+exJ7KVSa+6CaT/AAtW93H2IODrbX5luPsrTTXA3HIpOqa+AaZnjnF8xlX2FNraaoTlbtUSlHd1V/kDVUQ/hRfx/wAlOT+LI0SW1UvyVFE8c/M3cUwljM/pL9F/OvgryJJ8exLQv1v7FZnrq4n/ANDP7lf/AKEvuiWH/tZkF/BmZ/brXNwKtY79zq44KUMnKVROXi/7x/6jpYszxSXRxbSaZpiLcMWtNGXDXBi1z5b+Ddkmob8MIqMYJXRg1XqpP2It8cnuyS6BL6mEeht5zrhAgHYVL+Uk+32Idia5oLBEvT5xv4KlB31SLo7WoerlcENtOqnKOd7f5opmd5JbZx/qVP8AI0a1JTxOXRwVlEdkskqtRp0g0jFtxa3VfVEHi25HXRMs3VijF40ub3e5N/V9yLpdCeyUJLrSZr1DTw1bd+rn2Ma9UMfyqNeZRWLhpuEaaI2xzSWKSXaRQsUuej+LLr3QmvsyKlUr29is1S4yi+UyaafBfjyK/U6TCUIvsn9gqlpbkKSbfVls8Ka4k1RFwlwrsJpTLF7JP7i2UuLRe4yivVFkLVhNIx3tcSi/joPzMkb3Ra+UJpMOa6ugaWQ1K+GRm4zkpLqiKxOS4oTg1zFV8oqdrPqyKV8odVmlKlTRS7X89/dB5ko9Vf2YSJ4+mTr8Ci28L7i81d+BqScdrqmF2HxGL6X3JOcklzbE6cUk6oTXqTXNE0u2nBqpYtThySk3tdX8Hq3nxarTylgyW0uaPEu1J2dnwHO46jypPicaM2OmGX6dFLbmT5TcaK53vVdXFmtq5QdcplOWvxGOvdpmY7akee1ycdW23bdM9PgluwY5e8UcHxrD5Wra9zseGy36DE/g7YPBzxpsAA6vKBWAAFiAAAVjEAWArAAAAA4kfHJ/zY4fqy6PjcH1xfpI42SSqgjtceTl9V7fx4u9HxnA+sJr7FkfFdK+spR+8TzcUpXx0G4+ran1H1WfxR6iPiOkl/6qX3LI6nTy6ZofqeWlFxjabEoy23uL9Vm8MevjOD+nJF/mWx5fueMg59n0Gs+dSqM2vs2PpJw6r2KzQjljjabk30Odl0sduXNK91vg4S1mpx5NynLd72OXiWq2OMpycX1Rys7e2ZyTTorJFJN46ffkfmxq/KfX3OVHWzclJxvb7osn4nKU03GPC6Iml+46+fAlp3OLauFtHn1cpNS6Lk6ObxlZsLx+Wotx22mc7cqpMsTLKUsj28R7ruen/Z6WzSxiottpyb9vY8xNOXRp9Eem8K8Q0en0sITybZKPPAph6r/aLLKWDSwkqlKTlRt8Khv0Ud3eXP5GPO9Jrtb52XVLy8SqEelnR8Ny4Fp0lkg6bpWZvjc92lrKWHLJccNJlmiioaLFTpqKpFPiUq0VVTk0vvZPy4QluUpXsSa7KjLdGt1mPS6ScptpPjgnjcfLhPF6oNcM8h4x4pk1WR43/DjKopGz9nfEYwlLBqZtRm/T8M1pznJu6enyOadSaabW1F0fRCcnS9jJFNZPfknlyx8jI1K3CL6diOmtOHPLKLlKLrdKTv4OL4lqo5F5cW+Hy/c6eryRxaeLk6uJwI4/OzKPubjz8l/4s0WmeoyW36YnZwQ/Dzjsm9rdOPYz4oeS9sV04L8mJ+bGDfa3RbWZFkXLz3BxraWaPLLJrtiSUE/YhjlcrftRd4cks26uzbZl2xdTBmjg0Wozy6KTf3PH+I67Lq80smR3b4PQeJZ4YfB1CUqeWd17nlU1LJz0EjPJe9PUfsvDZot7XWfT3PSwnGEajGMaOF4Io4/Dcc23t5br7nUeojsltx26vlmbe3SToeISf4ae59jmQxw2xpK6Rt8Qk56Ft8NpWkcjBtjljLnj3ZG5dRrzSaxupNOvczKc0+Zyr7meWt1KxucpRafK9KI5dZmcEty3tKvSis/X/ptUsjdrI38bhqc7qU2vf1GT8Rmx4nJOLe5RTcUbNJllmwZ3l2txSqlVOwSqNdL/AKbI+yizgQbVHd8Sko6LJ8qjiwrq1ddeTWLHLeynJ7bpfmiO5Prji/sDzY2ucf6SDzML7TX9zbgd4e+Nr7MtjKM4xUItKN9SpPA+s5L7xLnBYsfDUlJWhWood7pVX5kY2tzaaCK3OXuuSEpy27b6hm+oquKLGtuNJe4RwTrpf2ZKUWoxTVPqFSxr0Nfco1c9mGMF16su3+Xjvu06OdklKb5KxlUQpsSjZK+KK5k0hJ+wN2Kwm1qbtDkRg7VE4q5UGocarksw5ZQ+nsyMk3FOqHiScX7kWdN8MizY3JxSmuvyXwpYJNd2v9zHpXGORbmuXRqhDZjcX/WjLtjdwQW7Pz0sIZoymovHHl1aHD+J+pXjj64/cbaEko55JdExSyre1zwSf8eX3ZDHTnOUuVHlhL0mmqc5/Svcw5fEZSk1D0x+CvVa2eVuKfpMjNSOOWdWSe9t92Lp1RGLplvVUVhBSa4TaN2izvmM3+phrkk210JpqZadiE1jzRyKpJezNefVxy4HHG2pPrycPS5HGXXhm3dTVGbHXG7Xz/7df6P+SvGm8VpXTLMzrDx02f8AJThWRp+WpV7ommqMlrArtep9Sy6eO7KtS5ut9/mTfqjH7FR0ss1PHKDpJR4ddDndXwWRlknFY99RS5ZRm1eDBFvFPfkXCdUkE3pZ5cpPp+bI5MkpLyoy3Rh1pnOya7Pkg05vkr0+aWKdqVF0z99ulBc8dPYtgpNpR6voUY82PP8ARcJL3d2WYczhmi5OknzY03vpfkhlw05SdGTPxka+TpaucHiqLjK/ppmDUxfmX9iJ6ljV5oy72aJSSxzlbXPYox8ZI/clLJuwzXyGthTjLrKv9UUySca/9N/ZtFuPBielVx9cl1TMXMW10oMr/T12y/JpiShf1Nf6otFeNOXEXz1RLNnc5JR4a4dBTeNuVwlFv4ZKHm/zJv8AKyuUpJJum/lCW5x3bePdcA7iycmlxGKvi6oUZwtNxdrumELcfqbi10fNClkccsYelxddiCEYxcm5Nxt8EniTfE4v7k5Y1F2k3z70Vzi+qUv0sol5bUYx4tLsyDUormMkCX+ZfZ8Dqb5Un+TCnim2pK269wjmyJuq/MhLzOluvsSjJbqlFBNn5u9vdBJ9bTKp5I1TtMm2ozdRdlM4q7b59gW1VkVSfI9HxkZGbtuiWkf76isft1dPzp8i9kyEX+6n9ielf7vJ9iuCvHP7GXWufF7db+Z0sWNZsiTdJPczmT41R0sOSWNqUeqKxGnKoz8zNCScZR5+KZz9Tw0dHNSUoRUUnBydfJzM6a72Gr45kvrYl1JT+uRFG481SAb+lCQVKJLlEV1Jy4QWBWThd38ldkoPqRW7XPfDA3/SkUp70kqe0vy7XgxeZ0qijBNxcoxim304Chu6jK+OhY1Ula7BuS1EZSSbXVEtRl3TjNRSUl0/MipY5bsMa7WjTvcoST7xRixz24el+o2Y47oxa6uFkbjO0lJpd4lS47Jk9zc1+ZU5NSfsVKvxxUov+WiM0mvSyve304Gm2+a/MCypKKSYXeNuUeV07WC5xqdU7qkw8znnp8oBKaXDTQ1KL6NP7oHsd0ufggoxXNsImsUJSp8fKITwc0pfqEk2qi+WH7yK5TsCKUoOuv2Fu5ppoam7tqn8Et0W+E/zCqp18MUYp8rgucd18RZWlXG1r7BlGpd3ZFxV8x/QspW1u/XgNsutX9ipYg4tK4t/mKLlXRfky1y+OGVtK+AmkJ5K6luDWSxSjLGvUujKphCKa5B27GDxyaxpZMdtPrtLZeNRm05YeU7+n/7nFilF2mzv6TFhyYI5K7Gb07Ybrn+J+IrWKMnDbJP2o6Hgeqjk03kr6oMyeK4oRwb4qmpFn7PbW83HqSRrCuHPHbBhYjq8YABAMQWIoYgsBsAgAgAAAPIuKZKuKSKfKfuwUZLucXvXQVdhbfXbK6n/AFDvIu4Xa2avo2J3tq+Stzy12F5k+6BtZBNLlgnJTt0Q85r+UXn/AOUG1k5S3LgJv09CtZ13iPzoA2ml6bZCG2m6DzoVV0LfCuJA2IKLlyJxi8iQ1KPaSGtu6+LC9HOCSS6DcFGPV/qEnufQHTVMaJYcY1G9zLvDpP8AxDBz/OUviFWGktanG11TJYsvb1+ucpZdNC/TLIuDm/tNrJ4lHBjk4trdJpnRcVHUae3ahFz/ALHj/EdRkz6rJkm+ZP8AQzJuuvJlqaZrb9UnyWYcm3JCaV7WnRXGLceQj6eh008kuq97ptQtVjw5YqlOFiyxWLw/NK+ZLkyeCTjPw7Ht6wg0zV4nNYvDq92rOP7e7fTzPjUryrGukEkQ8J06blkkZdblnm1EpW1ufQ6uhxyhpuU+nsdHnvdTSb1EV2uy7JC9S5e0SUMU1kUm4pL5LVgbk5ua59iNxmhVzSX0mnQw245y/wApl086lklFKVy6PubMORzw5HUV2SSqiVrFxvHJuU8cf5YRpHKj8UbPE9Q8uZwdPa6tdzPig9q4NeRxt3k9loUsfhOJS7pLguW7Hpo5HzKbpL4DFBw0mKNdI/8ABc8Lli06b5TTZyeueKvFJqOnjHnmjlqoRlL2hJ/2Oj4vic3iS9zm58TxYcicr9DBl4w5ZuWn3dFXCZq0eKOyMprdJrqU6zFGOngl1NWDH5eKEU7aZpnGdqdTLbNY8dtbuiN2ghs0Wbd1lNIx5cd6rG+ity/sb8cdmhtLmWRv+xFs7c/xjjS12bo5SVYpO+x0fGp/9PjXvI5z407ZvFy5PWWVcJEttKyM1yTfQ04odToTS8uKfaKMCjfJ0MvDkq6cEq4udNvfw65J25qpJP5XUrf1fmTfEJPuVFqxyrlMi16ub49yqOSa53S/Uvm7avrtCo5ekE/Y58vraN2olST+DDFNuyxzyppNEJPmicm11K+pWKAAAieLqX4/S7XUz4/qRpj9USVqHKcmvYilXNkmrbJKHD4I1pGCe9L3Z1Iyjsxwv1tps569Ls0YpKWWNJMjeK/G/wB4/wAyOP8AiR+5G/K9XUlDNjtN46fxIOmxd5ZfmZtTmjgxOC5nIsU/XJ11TOdq0998011LHLOqGIANuBk8cqZXY0+SKuaTfsJPhponjSa5RCX1cIm1NpqCaNujbcdr9rKMdTjXRk8eScJqkuCVvG6b8l7Gnz+7/wCSpylHCq45ZZkfptPrD/kg1eL7NkdU03PTx3ctSfX8iUYp7UqvuKHOni1/U/8AgjkmsWKWRuvTUfuDembW6uEYSxYm231kc6xN27EzennuW6m1fcS6hFkku/VFqRLHk2SuuTfp9V+JuGWCvtJI5zimrROE5YWmuvuZreN7dZQt1/SGX62yGHVeZj3SXqSosy/WvlIy7yw1kgn/AA1fvZCD9Mpe7JLLLz9rpxv2IxTWPJ/qCVfi1MoYnDZFrmvgocVGDlPiIm444b5tJdjmZtRLNJtt12RdM5ZSL8uuqEo4I7b7ho9XtdT5i/cwsC6cvq7duThNJwfDN2kr8KltvrZwdNqY44qLjZujN7d2OTUZLpZK6S/TRhSlBrtbKcqrMq+C3T/wefd/7EMk8cZrepWvYjaeZ+l3/USyaVwwLJu/Iy5Jtwk7dXwX5NYsmmjjqW/oC1FSlXVko7Jbt65S446md5VgipZk7fCiZp+IOeVKKqK7F0lyjU2lKttfaVEk1/nv9SDlHIlKMl8r2NOj2uUrSfHFoh0pUXK5OmveiubqVbW77mppJTiuikZMv1oLVEo7W0Gm/jjy/WRwOs6+5WP262l5jNEMVNV7olorUp/YrwR5f2MujBm41J0tPDzMm18Wjm6njUr7G/TyalFp80aZnrfNRybpRknti4s5GXlr7HSxSlvyJ16pOznZF3I1+nPycZJECedfvWQNvPfU79KEhLoHIRK6Jt7kQpv2LVBOPDoLEUl7ElS6IcklavnsSjFW2pX8Eaa8zvRYpV0ZTFtTjkjHar4ZbNp+Hpd1MztZMexN8PlIKvgpbpZXFSUXb5Fn5jB31sFCWTMlaTkGaO2FN24ya/sRSxfRJfJu0+R/h5LumkYMK4l+R0dNTw7Yxi+XutkbjLJVkX3Zny/UzRkvzmr7lU4rfdlSqHKmmi6L9XCIPC79MrJqLiuQwbdQa+QjFqXwSa9LdCUltr3DQnV8EH04skuL+RbHTaCpYnuu6J10dojCDjjb68EIS4poIm3Jpp8oT4VuKJRlG6tp0VunNK7QE20/dEXFtLawnx0Em6AnCLa554I7dr5RKORxQSyb1xwBB8x4bINce5a5JKhbU1x/uUUSS9mKFRdXZds29ymEkssl0sMpqPe3fwjVg1eTBDbUnH2oyqVT4ZYmn/OStTrtv1M46nQyabTXO1h4D6dVNX1iY1P904xldrkv8Gk467Gm+qouPTPLdx6MQBZ1eEAKwsAAGIBiAAABAAAAAeWeyS+SMlGuOpSov3Y9j92cX0U6+QUW31IbX/Uw9SXEgLJLqkyDT46Ebn7oa3/ADp+wnH4FvkuxKM3LqgIuvYXp9iTdMTn8BBth3I7Ikt69g3JsHSPlxH5S7Mnx8C4C6ivY/wCpj2T7SZZwJpe7CaV+v3LtHb1EXJ8Witr5NPh0YvPHdytyJfCevQeK6mWmjllH6vKUV9+55Cc5ZJ7mek/aPNCEnB8Nrg83Bbm6ZMY1y3d0s3bYWV7ZNqTHK3SHbVL5NuU9ex/Z/FGHhu6V0+o/Hpp6RbU0rLNHkhg8JxScd26uOhh/aLJ+4hXpuPQ5e17L/l53cpahfc7kXN40ua6UcLRxbzbq6HbwKajJyd+k24YrcTgk90oply1ON43CHPZnOwY21Jt9OfuW4koYZSi+XbI0eCSx4HOr54s0eb/0W51Ft9jNp1+6gnzbFsctzukrI3HByPdNv5NmljuyYku7SMij6joeG4d2uwJXTkjV8csZ/Z7CdRxpf5X/APQuctuTEutFuHHHhSSfzJGhqn7fZHN6NuH4pqa1GOKXRHPzPLnU444OfTp9zd4rj/66l0UEZYSlGT8uTjfsRq9xn1Wm1ORRSwz6rijVHBm6eVJfkVyyZPMcfNn+oOUkq82f/kypNwp4c/np+VOSUa6dzbP91psMcvpbTbRmxSm4/VJ/mySxuducm18sm1ktcvxzJByxRi+Ophv9zfyjR4ul+JhGPRIz7nDhPqdI8+d7Z5VuVknVdSx5pJ16X+Qnmaf0Qf5Fc0cXM4r5Rqzy5yfeimOWnu8qFrvyRnkk1J11dsLFCVzRZk/hv7ixRi2nuqXySy+lKN27s0yr6QfBPLGTyceyIWmnZof1t/JFjNq36Eu5kUqNOsfNfJloscsvTbbRHuOhLqVkUAwAeO9xqkqca9jLD6kbXj3JErUJLgtjHhlck00W1JSpVRnbcPLBeVdc2PTRfmwbHmxyp+rgen4jFt+421Fyqm5JSSTdMhjniyZFHyqv2ZGMrjNXfpFp4/vo17MNFHiU12pmHWzTaiqdHQikt6T52nIztvLI1i58isAA04hDEhgX4PpY69SY8D9LJ1dIw3EoY3vtF3lbNsvcs0+Pdkii3XYtmCL54I3Iri/TN/BbjScV60mn3KMXqxy+yLY447N0p7e3QOkWuKhhjG0+e3Jz/E5ybUL9Mehsa2qNSTUr6GLXyXrvq2WMZ+MFiGI24BdTQlcPgzl8LWMlWEuH8GjZHJC0VRUk38ovxYpKdPuiNQaXIozUZK10OhmVT/JGSeFYpq+5bCbcFb5TMuuKdpZ0n3ZJu4TS6t8Fqjie1trcu9mac3HHNrl2Gr4weI5XLNsX0xVGS+Qbbk23YPqbnTzX1LqhrpQocsk0Alad0bdLqF9Eo+l/2M2PbT3E4OMJckrWPTs6f+E7V03/ALGfPKMJxWzduXUtwTT0+6PR9f0KNTzOBl39gypKEknxaKpS8mG+0pPoi9q95y9bNy1DV3XCLGM7pDJOWSVyluIIE+PkkuFyacU8OTy5KTOjizNrfie1+xy1G3waNNmeOSjtVEsbxrqYG5Qlbt31KMu21ubRfpeVNGfUS2uqTMu18U5GpTbXQrx/x0vksyJLI6K48Z4/crGnW0bayyXwQ079bv5JaZ1na+COL+K18sy6Rh13/cRZo06blGu5n1q/eRL9PLZLHL2KzPW/HCcdRO0+JK/gwZOG18nWhKH8ZOXrpV8nKz8ZJff/AJC7c/UKp38FXJbqfrRUzbhl6lHoyPccO4u4RJMuXMb9jOaF9DCxHryPHxMXYIv1IjTowjv0M76JozPdOUYp7n2NWmf/AEuZdfgy5Mjk1S2yiv1AsnGeGrv3tCyfQ+HxK7YTk2o1Lcqt/DJ5ZSyYpSl0oio4HxNf5TVpE5RyV02/3MmFre/mLNWlybcbVu00+CNxXlfrb+UyvO9rvqXauvMlXSinJy1fsUqMGpLhO/uW2mvq/Uq4j0X6E0occsILapWiTtKPHHuQlG3uUqvsNRdUq/JgPi+UyVRSuyCc1LvX2sWWbTquvIFu68fHYp2S6pPkljkor7kZcytS/IBcrlrkjFXNUyalJPlqvuSvniN/kELL/DfuQU2lbS6cE8nSmJQjXcCMZX1Q4PsNRVpqSDa0+WvyBtHpKSvqKm/YJr1sj05RSmm91Miofv3YRvemObrKESjXm1RKUnFtKupW+MiZLLzKyNRbCTlB3Vj0M9muxv8AzFeN+mSFF7c0ZezTLGcvHrnyJijLdFO+qA6R49GIACAAEAxAAAACAYCsAPIpMG2R3/At/wAHJ709z9g3OuhDf8BuQEnJDUiG5MalECTfsEeGJSXuKT44AJcskqoqsL+QLeKFSTK7YW/cKtf0kYxvkUXuXI06CJeWl2IOKXQe75IuVgDNOim8eXG+OZGOTNWJ04t9hSerPHsry6982kjHihUfk0eJZI5dZKSSql0RWoppdQmXdV1U2KSucUSnG5umSxQc9RCPu0gknb1+nx3pdLjl2V0c39pMkFk8vn0o7cYpZsUP6YHmv2inu1uXuro5z16s/wDLN4bGPrl16HSbeyXsc/w1NYnw+p0Y45TTilz7G3LHxDFCsU7fVsckoaVJdaLY4JRw7ZSjFt+5HMl5bW7ou3cjaOBLj4DK1h0+WXX0tk8LUcTbh6+1letTj4fleRVLaunyRZ44eJbpcHb8Hh/+1MHFpcnGwcS/M9B+z9S8Q3NfTFsZMYevSvVQhla2NtUPHq3mzbNiSq7syS/e6pxSpbuWWaZ/9VkSitseLMO9xYddJz1+T4pGXJkljlFQUblbbasu1E71OWS/qow58k1kxwgrk1+gi3w3rJrNJbcfpjfEAetyS6QxNKl9C5MmODy61wm6X83ydDJixLHcWlt6cdCsybW4dU6kvLwJJ0/Tya9TpoSm1FbfSnx7nGwZZ5cjioLapcujuZH++b+AuLyXiab10o3xFGfcoJXHc2aNc712Z/JmmuUvg3HnzvZuUL5g/wBRrynw1Mi1ToclSdGmV2LypvbGUk2u5XJemQaT+Jfsn/sN8wdEVTCD2qq+xGfpn6ot/BHncTaV+tvp2K5px8q03Frv1Jx9Ul7MhCMMklGM3+aLIqnXsGox6r6vzZRTL8/MvzIqPBY5X1QwRLIvUJFZRAd/AcewE8CvIjdFNZqMmlSeVI3Vtzy9zNdMYJRV/mWqNq67iceV9zRGN0vky6SDPD/pHKjLi/hL7M36zjRSMGL+F/8AFiH7LHyp/wCn/lEtP/FX2YscopPc2k12LMTxRlcZSuu6NCtelya9v+Tk5XeST+TrP6JHIn9TLi58iIABpyCGuokMC/TrqXRdyXBVpVwzRjjWRMzW41aObeZbY3XyXat5cmGW+Kil7D0uNRnFrunZd4glHSX3Zl1njDHHtx+m22kTSe1RlxyPE1VfCJypyjbDRSV48ddOTm+I/wAejpSTUMa7Wzl+IO9QWMZ+MohifU24A04+YJGYv0/RslWNEVc/yN2LHeRfYxYm3O0r4NuCcpzTUape5mumKvxDG15c0+GQwP0tX3NOvU5aWLyJKnxTKtNj3Rl7JWSOn7TSg8iiper7FeX045J/1Dgv+oT/AMyFq3+4yP2dgvjjyrc66WCENHR5k8SuaRNx/wByGNtSReo8EWEoXGy1YbhuJQh+7Zqjj/6d+9EbkGnailG+Cc8SyJetR+5To3b2tl03jjFbt1v2Mus8Qyz2RnXPFWjiy5k23ydrLFRjNdV2ONLmT+5cXPkKNblZZJFaXqL5q/p9jTmMLj0m6LXBKSceSOOG4vxYnONvsiWtSNWhnuhJvjoV51yV4JU0k+hOU4zvdapkdd9IZPrv4KP/AFV9y6bTfHQpf8RBK7GnVZE/cqi/3z+7Hhm1mivixpVqWvky6Ri1v1osw9IEfEFUl9wwOlE0z+3U2SjgxJp3GW6vg52pb86f+o6MZR2rOpSS7rtdnP1a/f5fvYVh1X1RZQX6pVtf3KCxwy9OHRi7jx9Qq2VBfJfH6Smi1SSXULEewLqgvgFXULt0NNfk5Ur+kox5HGUpuO7iuTR4Y1N5I/5WURxKUpqU1FRVkWJY5PFTpNTXQk+Iyi+0bIRhHZBymuXzySqG6ajK+yCoY+Zovwfz/YzYpeuJq0zXmyi7qVrgjUS1X1X8Geb4TNerq41brh2YssqxWuqQLTuLSqKvuTS9NpdDm48zhJ979zoafKvLlfV9i6ZmSVuMFfNjj9Njq4LgeOvw8+m5MjRK64sgm77v7ieoeKm31VUXYGp7VfD7hJVSdt/A47X733HNfv2l0Hjhe7hcBUXGN8yr8hwXLqSHtTfWuLK2l+f2AnJN90yKlJxpr+wotO/gnjyUnfIEUko1VDjVquA3Oulfcjvpr0rgIcnVu1yEVfVA5JVaojvjf2KFJVbojkkpOL/Uk027vgry8PtQRKUo8UW1CUVcu3sUySkkyT3bI7WFWRjGLtS/sQf1XfHUSWTct3QG5dUC+PU6We/S45f5UWmTwybnoMbfbg1I3PHjy9MQAVAAAAAIAAAEAwEAHjnSITyRXFFcpOT68Ea5Oenr2lPNXEUKGb3KpdRFYtaoTjJ8MnRmScehdim2qbJpqZLIrlE38EYdbBvhsjoi2La33BOx0AnFrqxpD6dQCE3tIuV9LHJB0RQluHbaJCdICHc1JPbZmr1JGhtqH/3FSKZzcsjbL4qooyrmRpT9vYghFXb92aPDYeZ4jji+8kUQmqS7m7wGKn4tjXWnZLVx7yeybjCe2MYul1fU8R4vk36mfs5M9hLNKUszpKEE0uOp4bWyvL/cxj69HJ46PhymtGtidt9UaUpu7bv5ZgxznHFCKk0tt8OjTnUtsGmzTnGmOOO178kU/uOUdq2uafKqjE4eqClVt8mmX/cwVcUGmnzY+Ysaxq+tsy+MutJL5lFM0Y6eS31box+M84Irs8j/ALIn7X9ORjT4Xc9H+y0Jefmm2+FR5/Cv3v2R6n9mo1i1EvlDJOP11MEZyzJtqqba/Mt0mPbHLJu1KTZHC0pv4iiam4aOT+5h6K4kneWb95NlKjetk+ijBcEoyUoNp9bFDctRmk01dV+ghWPTK9dkd8RZtzpPHtf3Mmmg1mytp8u+hfmlJwaUXdFSaLw6EsnF8Tna/U68pfvJ37s5/hMZebiW1quWbMr248k3XcEeU1Mt2pyP/MVzTjLpzSHkluyTl2bI5X62dI8uXpR5bsJdAxvqOXIRbp1XmNf0EV9JPDxjyv4SKZOkwKn1YpvlX7Eq4RCfMysLMP8AGjXsWrrdlOD+Jz7MsV0/sGozZeZIaXApcyLEuA5/tmn1IdmSyP1kf5WzUYJKwqhx4QAafD47tRVdjp58WNZm025XzRh8Jjeob+DoTh+8ySS/mMZO2E6Z5ZP3yW19S7BOcsyW19ROKeSMn7mrGkpRklyyLpn1mabwShKNKzNjdYpf6TX4jxhpdWzHD+DL7L/csEsOOMoylOTW32VlkcOOVuGV2ldOJCP8CXzJBh9Ln/pKofGKf5HGl1f3OxL+DN/Y476suLlyEAAjTmYAC6gatIm02asNPIjNo09r+xo0ylLI0krSM1vF1NPH1K/Yl4n/ANr+Zn0jyuTUq6Oh65ZY6f8AeSTV9DLrtTg6y+yJvy3JKTaZDCuv5E8koQ2uSbdBoTr0qNtL3OX4h/3LOukkoNPiXPJx9db1Mixjk8ZhPqSE0/c24EadMrTozI1aTqSrGrFGste6N+KFahJexmxq8y/0m3SpvUK/Yy64l4ov+lXtZRprWGb90avFUlpI/wCozaaEpYZqPsRrFUkvPXD+pFeqVYcjbLvMjvt44p+5VqudPP2C3xxxoQ0dHmSX1I0W0jOl6ka0rgyNROO7hXw0bYY5y4U6jXQz4oXjf2OlgX7tr3iZrpiwaelkdPlOiWXmESnTus8v9RfNNwVJslbhZ/oyf6UcXudrUL05F/kOJ3Li58h9zTH6TN3L4puKNViNGFJ9zbp4wUEm1yjDhhuijfpsMZwjxZmukY8cdud10sk7i36e5bP0amkuExZuWGlbX90USXrRoy8KP2M8n6kB0sL/AHyf+VE2/wDqm/krw9Yv4RPI0tU18oy3GfxBWr+SvD9CNHiVeQklzZmwv0I0xfW6MMn4KUUpW5bku1FWrV5ZP3RfFuWTC1KStNFesp5m10aQac3VfTH7mY06n6E/kzFjhl6cVbH0YY/qB9WVB+ZZCKadlfYshd/kBHcvYe74IdxhXS8Ldahr3izNNNZr6q+hf4Y/+qh88FebFN5Mzj/IyLF0NNJPftW1817FOGKc911zXQcJTeCUnL1R4oMeJrFHK5fzq0FRSpp+zNeHGnmTuubMsuG/hmnHLbKMvYjcW6pVFyu03ZhkrxP8zdrKcKj0VP8AUwrmFfcFc19S/TZKdPuV0lJpij6ZGnGdV0VLauWwb2wlJ9ULHJTSsp1b9G35Mul8Zck3OW5mjS53CSVmZK2PmLNOcrqttZlLrYRybMk6XDKsU3KEOeUGWW2MpdeDLrvpTn1LXpi/uzTo88dybf3OW3fJPHPZNPsa05zK7dLrllXR8koKL0999xTuupK+hGc9mOT79jLpU5Z0msdk3BeTv7nKcm5X3NunyuePaXTMu2hx3SjFdytRSybZqvlE1PiLroZtZqPXtjwFt0sVydJMjPmK4DSZqdvm1RKS4fuBF0oIshL930KeseS2FOD5Anv5XpRXJ02l0JpLi5R/UjKnIK7vgc92jlH2kdE43gMq82H2Z2O5uPJnOzAQFZMVhYgGIAALARLhp8/YCIAAHiEh0NIcuItmHrZpfUwStoT6slj5miuaxxEuJFjQoxTkRpfH6RS+ljv0kJW1wZdAhp8iAptZaIvgSfIMFRcqmO7ZFrkaCJCCwb9ICj9RdwsbKcXMmWz9MEmBDDzkRqyJKEn8FOmS86n2RfnpYvzJSM8Fymdf9lse7XOftFs5dVFt+x3f2WilHNOv5aRmunHP7OtrJbPD8kl3R4jO7ynsvF5eX4ZXdnjGt2oS92TF05a6EMUpSikuEki/Pe5R7E8cZRV069xyg5TUrjX3KxENt5YMsjzql3Sj0HGCWRS3RddkSjjrO5ctOPZBrazD1b9jD4vJeXg+dzf6m9weODajKl3aOX4k90sMX2xpk/a29Mmn5lJnrf2chJaNzteqXdnk8cUn35PZeCY4x8NxOV01YyTjdJPbypY438WZfEnJ6ObU0+1JUaFLH/SzP4nX4WkqtpGHXWmDF4dCOKEpylzFPg0rhJLO1/8AFEJzb2QfRJcFby1LjDD4YaXZWsL5zS6ddiK46pJ0s7f/APSRLJni8cpTxRf3Mj1GJS4wQ/uVnXbWtW+duavtiRj1v7vSSyxyOSummqLcM4ZseZ+TGO2N2mZfEm4+FQXvJgvUeeUVW95KTfRotVS67H8lTW5YYf1P/k0zxwxuts+PY6vL6jsiu0P1H5af8sX/APIi/Lv+Zfci1j/qf6EWLtv7twhCrr+YzZYyi9slyTeOOzcpcexDUX5qS9krBQ8Sq91fdFO2Tle1tfY0rfX1KX5le+pv0y/JlZOMak2k6UfYF9MvsPzYviW9LvyKcYxtxuq7hVCXqZY1SIwalNotnFbQ5sM16nZF/QWS5TK3xD8zTBdgGH5AdHwWN5pfkdN4vRkk3w5M53grSz8uk3yb5Z4+VOP9L/5OeTvhdRVNJTiku5rxL1QXsc95k8tu6XwbcWoxqmr6exF2o8Wgo41K+boxwdYpL4Rp8RnuxLnjcZVxjb+xtlZH+A1/mJYumRv+kMcHLE6r6u5LZLHCbkqVV1I0pyOtPL7nIZ1s3Gnf3/4OQaxcuQDEM05gAADdol6X9jZporzeP6TPoIt45P4NWjp5XfsYrpG/Al5kXVUivxh1ghX9RoxU5Kv6TN41/Ah9w0y4Oj/IlnSe37EMH0ssyr6f9JHT9Jx/hYvt/wAnH1v/AHMjrriMLfY4+tf/AFMjUc+TxSJkrIs04kadMnsbRmRt0i9H5Eqxfp1OUpJvmjbo8Ut7UpSdxM2mT8yXPY6Ol/jL/SZdYq8QxPHpOZNtyXVmfT5niiq7m3xl/wDTR+5zofw/zIuNXPI3qNrrbddCjV/wMq7FqV5rf9RVq/4GULfHHJIiiR0edJfUjWpJRqzNXqRq2Jq66GWo0YcsFjpvmjoY8uOKpvqvY5sIJwvvR1tJBSwJ90upHSeOPj41Ev8AUa909vo4Mq/7yX+r/ktydPzFax8GbdU93VxOPXJ2svMW/wDIcX+dlxY5AaYL0ozs0wT8tNFrnGnSR4Ohoo1+pzsDmsdxq7NuCOTZcZc2Zrrip1a26yQskbu5JBqr/Fep2+CWRRl9VkbZ8tJRV3wZ59UaMsFGpJ9TPPsaZrfim0sa+EW5v+5fzRmjJVCuWupdmyJ5U/ZKzLcpa9+hGXD9FF2tmpRdO+DLhdxLGbe3Uxy9OH4bK9V9a+yNGGDlixOMN1PminWRSyR/0kac3NzjfwzMas/0S+5lNRxy9OPDQ+GxL6kScVZWQkhxdMS2t9Sait0aASS7olx7DltXdCjKErSdBWjQy26nG+1j1dx1WW20r5IYWo5sbXSy/Xca2TaTinbXuBRcds306NIinul6VXR7Szdjy7ntfH+xGWZZMcdiUZR6v3IqU/5jRi5ULM8nbfyXQf7uD/IldMWzO4yxykr44dmGUUptLpdmmacseTn5M0Hcue9AYJxqcvuKcaSdFmZVlkq7k3FyglXBXL9jTy6dyOq62LDxaHnXpsNfpRBcfJcse/HZDFyzXgSceXSKxFOnbjKu1k9SqhSZXt2Z3XSy3P6sb4I3GKMSbxvbaHiVujVgx7otUGNK8Mm40Q1Le1JksbcZyi1VMNSrgmG/0ypcfJZhbxzTY4w4RZOKhFMrEXR5VmGfryNs24vVGl3Mjj6nXVMLkjjbhNOjZJ3zXVGfZassg/TyyGNOCTi76luKtjpcooxvlpstwO5Ndg2Nz9kO+E0gcHzTQNVFXQHQ8FnWsa94ncV1yed8Nls1+Lnrwz0iTatcmpdOOWNt6AmCactq5YSe36uPuXcZ+Mv+ABqEnHdXBGH7y9nNDcPx5HYgfElF/U+xKUJRi20xuL+LJEduq7DhFzVx6e5Fc5HDlMfUPxZE2BHU4JTx8cu+wE+ov4c/+PHIMvEGSSIah1CiOlvTMWYF6mVl+nX1Fc4sZBfUWMjFWyNxY/pRBy2tFr6UVS+oy6Dcmw3L3EBUPcrHOSojQn0Ae5Dte5BRJbeOgQ7XuJtC2oKpcAX6fHut9ERz8SoswpKC+SrL6pUiKnp1xusnK3S7Cx8QSJPoERbbi0el/ZqG3STm0+XXB5p/c9b4FF4/CINOnKTM5eOvF6o/aPL+6xx5X3PM6OPmauKq+9Hc/aXJ++ir6I43hi/6hv2Qx8a5PXbhjdOsWP8AMilNdI4o/PBF2sV9yhhdNcMmRN3mxr7ApX5jeW1x6kURVxbJY1eBr3YNaWzaWnk4zcr9zmeItPVbV2ikeqj4Pix+GqepnJTaul2PNeJ6d49dJxuSlyhpzucvTGl6j2+gjs8Owr/Iv/qeJgm8iXue7glDTQXsl/sTJ04oI9Ser0WbUYouCSSdu2Rxq5Ujf4kmtK4RbXofQmM21zcny4E4uOoafZFSe5U3ySwXUnLlpFUYtuyWarXHl9za3Vv/AKdQj17s5rk0/c361vHixN9+pj3xle2JHWr9JNvSah9Lpf3KPGJOOhwx/wArZoxJR0k+1yRj8emlhxR//lo1HLLxyIR/6jAvZBnlJtu2NP8A6qPP0x/4KbbXU6PNAlYLhjSSXJG/VwFX/wD8OvmRDInLOTr91jX+ZkW71EvuCjbt6lXmzU2lKkXzdsy/zthirnOU8Mt3PKJZOLXwiuP8GXzJEs3R891/sF30yrJtk3RN6luk+hnb9TCzTlacptt0RcrikRfUK5CLcUXlmopcsnmwyxtJlvhmNzzNrlpcGzJp/wDqYRyPpyybWQeGRXkcurfUeeUY5Z+w9O16n0TfBXl/nfUx+3WeIxyQbVF6krVIz41wnwXQfDXcrKvVzuMV8hH+Vf50V6qTe1fJPF1j/rRVjUsmWcZNONbq5ByyQhKUlBpdejKG/wB0/wDWxw/h5flINo65+ibpL7fY4x2Nd/Dkcg1HLMhiArmYIVjsDdgzbMaii/DNxbcbTZixcqjTi3WZrcrqYcslT/Iq8U1Hm4oRro+oY5WijWqlFfJF2eBNvbGrb7mhwUklNxtLtNFGnfq/J/7DcscFFPEm662w6xbKLSTS9K4u7ONrP+4l9zspQ2elVaurOLqn+/l9yxjPxBCYCbNOJI36VpYlfdGBdaL8cmoLnp7EWOnpmlKT+KN+lnGOVN3STONiyNK7kjRDLJqtz/Ulb26HjMoy0sdrvkyaTGsmJxbSfyVau1h5ZLTcpcJ0r5I1iulCUcv0ur6mXVO9Pl//ADubbntvZH9THqa8jI9u21yrI1fHHRIiSXQ6POsj6po2qljd90YIyqVmrTqefIsaaXyyNS6jXip4+PY6+jS/DQ92jgRhPBqGpNnR02rnjio1cUTWmpdxj6a2a9p/8lmX9eSly3ayUulzv+5reJSjcmueeGRuIT5j/wDA4r+tncnj4bX0qNdThy+tljHIbNeDmKMb6o2aeaUVZWY04eFLjozfpLcf/kYMc4pO+7N+iywSaf8AUZdJZIy+ILbrPyTC1/YfibT1cWnw0iuNuYalQ1H0RozS/lNWe1FJox5HVWEtacbqXBfNbptv3MkMkVLraNWfNjWSW1ghZUpKJkh6ZtfJpy5YqEKdszuSlmk10BXT0M2t0Um/Tf5lWSW6EG3y0y/QqHkWnBy77pFWu8vHKKi170uQ05+f+HIwts35ecUjnmo45+rIPoWZHwimDLJ9gyj/ALluN3tfeyruTxP/AHCp5eqIqiWX6iMWFX4n9P3NPiSSzuV9lRjx/wDJq8QdTxur9KsBaaO+ckmul8mdxi5VfeixZY+dvgqVEFljHA8e31X1Iq6SqVL2RZh5xL4ZVF+mL/yk8UqxP7kbjY16ZJP+VPoZXxJdOhphJ+Snb60zDqXbj96C1Xm9U38lsFeMplFuTS7FsE3BO+hXKqMfGRr5LM0ai+U/sVf+s0XS5g+KoKpwx9VG/TQXMa6Mw4rU+PY3abzPU0lbDMUar06kWW9lj11vLFyVNik7x9ewanjPiVy5Z0NJj3Jq31MOJrzOTo6OcVudMMsmeKhnlH2ZDP8Awkl2LdZT1bfuRzpeWg3PFONvajVODlhla4KMKWw2qnglHvQZjHi4aZS63y+5fFVwU1+9dlL4mlcaK8fDaL8SttFdVNhMSivVzyTxfxWq4IXUhp7ciI3FspU2tsRWpJ+lWglFt3aHBbbtp2FT0klHWYm6+pHsYweNSUHFK/Y8TH0yT9n1PXJPJhi45520jnm78K5YWsjyKty4ui+OmWWD8xuVPgwPBqK/jy/UHhypc5p/qZd9N+TDs3JOVLpRX5UYt7XJGRYJSXOWV/6iX4eMWnOdr/UwaackFzTdro7IS9XF9u7K/wAPhkr/AOWQenwp9v1YNLYKEVzXK9wn5aa5j+pVLTY6tRTXcj5GPtji1XsF00qeKKXMf1AzxxQ23sivyAHy8RB5JStMlqP5Uy+UYwk4xfCZ0dF4djlgjqNRByc+IROz5unALoT8pJVZ6PF4XPX6uOHS6eMcUV650ZPF/Cf8Mzvhyxt+mRZU1pzXyhLqX4tPmzqTw4ZT2rmkbNFoIvSZZ6iLjKC5cl37ILtgbtk8Oiz6iE8uOFwj1kTxaDPqFHyU3udL7nS1mb8Hhho8Ml6V667vuRq5acRxe7bVu6pE82mzYGllg4t+5PTT2eIwlW5xl0R0fE/CtfOT1OVNqXKjfKRZC2SOMuon9JOcHBtSTi/Zoh1Ib2a6BYIToAb/ADIxyKTqmdDylpNCs83Fzy+mOPvXuZ8On4eXKmowfqiutFS3SyH0xKZ/VwaJTwTblglLal0l1Ro8M0cNT5k8qk4wX0x6yZld7jE5qCjab+xLduXSj1eL9lsS0zzZ3KGWXMY39K+TzOq0s9JnlGbTV8NdybX56Uc+1nb0njOTTx0+lnpXGO6tz+TiLLHHJSdOnde4tZ4jm1GojlaUdrTil2LZsxz+XU/aHLv1Uq6Lgx+GNRnOT9jLn10tVK8q9T7mrQKsc/dk1pv6+q3bnXUCKT46/oNKXPD/AEI67T5S6nS8Hw+bqtPBq1u3PgyaDST1eohhin6ny66HtNH4fp9FF7eJRVOfdlkc889KPF8uPFgTmrd+mLOFg8RwaTT58+XC8uZ8Q9No6upWHW6pYYRuT4cruivV6TBgrFjjzV0aebert4zT5VqNfHcqcsi4XTqe3abjGK5b6HmcnhuzxjT5sUW4SkpNJcKj1ePJixbcs7tvbFe7szlHq4s/67adJpViSnk5k3S+CnxLLXnNviMOxtlNRhGT4XU874j4hFvPjSTeRVz2RZ1HDK3K9udj1sJTfVJ+5pxu1a5VnBnmjGTa6Lg6XhOqj5UoTi5O7VMmU3278Gerpfr5+uCfZGWLik6Rq1WTTPIt0J3XaRQ56VdIZf1Ob02rlL/ooe7m2YPH6WSEfaMUa5ZYTjjhjjJJS7uzF449+taXPqS/Qs9c8705kmlqMnK6UiuKpG3X+DanStanNFqGRbo1yZ35W1VJ/odHmlVXTqySiurkkDx4t175foS2Y3/6j/8AENLF1wxvgpcqySZbFJ5obXaiihU27aVhKkpuTK9TpcmGUJuScZq1TLccIqcW5Jq+aZdqsWLLr4w3eXh3KK+xU1tXj00c2hy5fN2Sg+IvuZI5OXD6knxI6fiOhc9atN4fGU40unN/cfhegxZvD9Z5kV50Wkn7CMZXTiOrfuBbqIwU/RfHDKiue0QAEB0vBONV9otmzKm9TifvZj8HeyeWdW1A0w1O7PFuPEU0uSVqJaXDPJLZC7k2l8F/iWjw6WSxY3c4xSm/d9zs/sngx5dS8mSKvHDck/cn4/4Q8mqeWElHzH9TJMbe27nJ08r5c4YIZa/dye1P5Ixl6+p1PEdLix6HDDFl3OE2pKuU/c5c8U8WbbNU0JOi6/SvUfXH7luL64r/ADf8FOe98UXYn+8h93/sFiX/AKK/1Nkmp4nLFkg4Skk1fdC/9OHvz+ZLXTk9XDJnklGMVX2DW+lXiD/dyZyWdTXyU8G5PiV0ctmo5ZkAAVgAMANGDszVh+tmfCqovxcTZmtRqg+SGuf0/cUXTFrOXH7hZ6np+/vT/wBh5OGv9IsHEn9mLPL1r7Edo0Qf7tcfy/8AJxdTznn9zsK/KX+lf7nH1H8aX3LHPNVTqwr02An0ZpyBOEmqSV/A4ba6Wy/QYHk1Uear3CWyd1LBJSi+zXU04uXQtRpnp83PG5XwLHL94q9yWaXHLc2u11eQkhabovlMjrXeJfcel6L7My64rMj9f6Feq/gTssy8T4+COs50sg3l44pIiTUG4uSTpdWaecR6mvTZPJyqdXaMkU3Kjdk0eowYoZMuJxhLo2X9pfFmVOWRTlJNNdEyyDap7ZKL6SrhmTLNQraq4N+p8V8/T4cCxQhCK6rqTLut4a12xx/7l3/UdBtRSdLnjlGDHFy1DpN83wrJanK5zio5FV1RNOm2ptPE6ST56HDlxN/c7c4eXCMZf0voziyXrf3EZzqLLIFbXJ0NRghkjhen67UnS7lrOM2hjvq+TTC304IZNLn0+aODLDZkk6VljxZNPnliyuLlF1aIutKs6e6Fl8W+l0vsVan6o2TvoyNwskk+kk/ijNqOUnS6dDVp9Pm1OTbhxyyNdo8leswzwyUMkHGS7MQsY4pNcQZbta642WRdUjRmn+8S7UippjyR4W/HKg0teY+O3c2Tlu09+zozQ4z/AHRBrgo3VYv1LJRjx6Mb/wDkZY/x2vdk3Smg3Fepik5UqTXQ5j5s6uq+p17HMxvqajnkUIyrclaLWtyRPC5LTz4srjLoVzJx2tclkYUivJL1F2GVx55pkBKG6XDQpQcFbsr8xRz7qdGqU04KVcBqVTjknJpXxydHJH8S8CxU3JJHMyS25G13O14bUPLzY4J7E20xSe6c/Nj8rJPA4vdGTuXYmsPpT21KPQnqdW4zypJPzZW37MshkjNJrlPuZavVZp8bYy69wg6Uly+S7U/XjZVh+qf2KsrViy4/KSl+fBizyTXD/mNayRXDcr+xVqqlhde/dEbqluPmSp9izD/DM6hJNenbfc9jptDg0nhsU8MZSlC5NruLlIxMbk8bLjNfuXRjKdxjFt+yK9VUdXJLpZu0mbyk5RjyujFb48Pq6ZFBwyxUk0+6Ztw0p9exl1ebHlz78e+++73IxyTjylZY55TV0n4hzKEiuPMCOoySnBWqSZZhSePuCKoL96jbpppTdexh3NZH8FmOXLpsM/tPXSvURl8EZrdG/ghnaaTV8dbJp/u6T5DU8QwxtNPsbMKuF0uhixycbo1YMyUNrVe4ZnulM+pTP+IbM+hzSwLU42nFt2rVox5E1kjfsG8sbJ2njk1J2wf1PuSgo7rfQMvEk4rgrMUv6+RulJUE07uuAmnSZGlkntrhO13BO5dEDTlGPwEYNO6CoybXa7Pa+Hzjm0eGVRXpo8XJW6O/4JrMcsS0ztZIL9TGU268V1XZ8yEG4ySYsmWLjVKiiUU8xozwj5SaVcHN65VbzwutqHGUIcyq/khjhHy0659x5XGKU5dF1Btb58H3iReWDfVHmdd4xknkcdPUIXw/cq0vi+rhkjFy81Pja+5r4cbzSV6qWRNVFWL8S62qCtfBHT5XLHulHa65RdhS2KVdzNmnTG7m1M5ypS2gS1LW5U+ADTx3hmB6vWQxvlSkt32PQeLeI6bTOOn0sE1Bbfszg+F6uOl3yr1NVFk5R8zMpde7s718x7nw/LDS+C4pvhyhbfu2ec1klLUt6+TWD69q/wBjq66bj4bpsUKcdqbZyPEMT1Wsxw2uslJWVhL/ABRwx/iMUPK0yVQxRVL8zasctfoYYssqyZ3aUP5V8kPF9DGGBY7VqKSRmweLR0+SPmRVr0quvPAHfjj0+n0MvLSuC9LXY8VkyLJn+dx6Wd4dLLFGTkp+q2/c4P4fbOWxep9BKuUY9TDbq1LFLa+Ka9z0c9TkcHGUm2lyzzmvweVhhOTay7js6ScsuijOf1S6m8HPljneNSUpY3XNM5nTobfE8jnqNn9JiM311x8NF2mwvUaiGJK3KSRR3Oz+zvlwzZtRNq8UHSfv7kaY/FNi8ZlG/wB3jko/ki/V+J4J4cqxxvLPi/ZHJz5HkyynLq22QnJNqoqJXNv8NwxnjyTm2l0TPY/svovw2gjnmk5Te5Kjyul2R0mGMotxcrddz3/hTU9HjajS2ql7HPK9O+E2szP9255JbUkeM1ehy6vLleCO+CfDvueg8b1yyqelwpNV65PseSWuyaR5MeBb4t9ZGMO63n4v03gGSU3+Maw40uXuV/oYsvhmLzWseSbiu7Rq02ry6jKt69PvRtWLs0eiTfjx5Wy9vNZNNPHn2rle9HQ0LcIfxNjvlUadTosuXK5QklH5M68OzTVrJH9TFrth5trWoinznv8AIms0ZLjO7v2Mq8Lzp/XF/mWQ8Nyqaucf1Mun1Xrv2dwR02ketzZL3qo2uhfny5tXBrHk9DfCXCr3M2unHSeGafSXzGPqo3YscoaOFKmop12RqOd7ZtDHHg1scae6S+pnO8R02r1vi2ScM3lY1Co0/wAjpaLT1qHvt95tkvEM+LDKLj0aVte12GZ44OCevhneRZI7cX7txa+r3Zb4vroqGFwmuOYpdeos0vKlNq6lOTRytLt1vimLFtbjv5VdEjOTpx9R6rxDWZ4aKLxwUt0b5PJ5cs5ZJSn1Z6bX3GHxVRXwef1iUnaEWuZndKTNfhmqWlk5NRa291ZkzpuLrqS0lSyQxy43Pa+C3xMeq60/FoT5lHF/4C/xPE+sMFf6DVLwJSdefGl/lIr9n+f+4h/4nN6tql4piXSGBP32Fvg+lx+KeM7ss4yhFPJJLgF4Ht48/H/4nT/Z3SLTa/It8Z/u+qXyXH1jO/1bvHnjlpPLWNcqrr6T59lyLHklB4oWnR73xSDnHJy7rhHjfENJuzb00t3X7nSvLj6wfiIJfwofqxfiIL/0l+rLVoJP+eIn4dO/qRNunaMdVBXtx1LtyUxmr9cb+zL/APD53e5FOTTyU2rXHyEuzlKEqpS/Ujqm/MpPoafD/Dsus1UMOJJyl/savEfDM8MuV48f7qLre31F9ax8djwHVRweGa3XS4qEcaXS5UYvCYqHhGv1LtbnSs2anBDw79jYY88LyZ57kn1XyUbccfAMWjxTi8kk5zSfftZY5Zdx5Sb9cvlioteJvM4Jc+xJ6bIv5SsRlp2Pk0fh5/0sf4af9LC6WeH5FDHmt1aHgnefHz3KXgmuKY1p8qae1kp49f8As3kivE5Y91rJBxpG/XxyQzxxZM0pYJTtp9Ur6HE/Y3E14xGU0+IN2+x1/Gc6nqnt5iuDePUZz7scnxTRwh4o4Y8r8q0pSb6L3KvGpaVywywZN7UUpP3L9dgSw5JzT3zjweZnjybmldIw6XHSzNK8qLNO/wB8rfZ0Z1iyN9GycceXvF/oFlbI78eH17evHK4ObqM+TLkbm22dPBpb8M1OecbcXFR+GzlzjTVLkkXLxdK5YNrfCXBiZtk5Rity4fwQUINXVmmL2yAbFhi+kRLD/kY2mmUDX5C/pZF4Vf0ja/KzEuFwaMeK22jKlNdLJqeRdG0DTZsqrK9U7nFFKy5ff+xCU5ydy5CzprwtuUq/pYsixZKblNOueCiGbJB3Hhk/xWZ9X/Yje2hzrC9ltJJcnL1Kayt+5rlnyyjUnx7UZ8q8121QjOXbOm/YiWvEkReOvc056LG6lZv0jUcsX2swbJLhpmnFJxxt3XwWMZ47jqeIRcvKfx1McYuM1ZKeujPTxT4nDp8mf8TJ9YWTPunFNY6rRrPoVD0r5S+DLkzudemqJ4s2ySddDOneVtyQm5RknHa+vJDUSUoeX/VfJW9VFf8AoxKc2ZSe5Kl7IRcsumbLglja3KrNOOGRaeUYY5uEu9FOWbyVxR39LkT0EF0lGk12NSbee2xyPCtM8/iWGDjxupo9R+0mgmsWHK3eLdTXsZv2U0an4rmyPlxTf6s73jtT8OzRn7ekzXbCTLF4PXbZ5koqopUjZrPD8UfC8ebCmpRVyZtl4Pl8R1GNYI1CGOO5/kW+J1psb00eY7K/MRnOSM37LRSWq1WRJ+VidX3bODkleRv3O3osscH7N6pXTy5UlX2OHkX7w1Uldnw3Tfi/C57XWTG3x7r2OHK4ZpcVT7nY8D1CwPLuT23fwZdXLGvEZZHFSg+a7D9JO+nPSt+52PD8uLHPFknFqEEr+WYs+XFkxboYowlfFHR0mGE/D2vTua7ks23jdN/7X7cscWoi+ypnnpyeNQzRk3uXNmjxDPPJihhlO1jXBizcaeCQxnRyZdlHM79Vvk6F9PY58sTUYpVzybsD6LrLilXUVrGvS/s9lz582TFp8awqGNcVy/mzm/tJoc+HPHLkV459Jo9lpcLw5JZobf3mOCUFw40jjeLTWfwzV4cmKcHhe5Sl0d+xz32666eMctsuUzTOSm1XLoxzlb+BO41JdTenKVsv93KPRlNPzY17UVb9zt9RxlU05dhpdtMI7sy68/BPJTyent8EMefY1+8fHTgsWeK6ZX/4hqVVqnU6OY3TdHRzuORxalb7ujBkg4yfcsc8jhklGLSfDGvcgoy61wXbV2fBWGrQ6PHqZPzJV7C1WnWkzPGnaq7I6bOsE/Ut0X1Q8+Tz8rm2vhfBBhlF3xfJcpuOnp9TreFeW4T3qKSa5aOfrVH8VLa+NxNrJ+1EYeZbbpnpvCcMtHoVqs0HPFJNcHn8cfMyVBNt8VR7TS5NNi8PhilkinCHqi38exnK2PRxYy915LUOEpTc3FKXKrsQw5FhTUnFp8qivV425Ty9IuTpfBmcajF31LGOTqts86zJOnFJ9x4JrzXz1RljP90ov3suxcTUkVnGr5/UD/hSHOPpbp2QxzWTDLqn3I1tbgrJkwp95Jf3PYeLalabwyPp6tRPE6ebhkhbpKS59jrftFqfN2LHOVdfhmcnTDfrial3qG6pNm7HPHHTuKpSfc58I+ZnxxnL6nTZLM5Qk8cei7mrE48vm2p4oN6iKlHcm69L5Zu1Ok02PVYVHJNYcnD3dYv2MmLHiioz3y3p3R6XVeC4NRp8fk5ksripRTfBN6PmW7rzup0c8cJuL34oulNIpwOofZnpvE8cdD4JHTtq0rv3Z5XfJRexXyXG7M5MRPjI/kWK98mqpcsWS964olgm4RlKlcenyacPac5KWK17kMcqny+ot7kpLi3yXajQ5cWKGWVRUuVyRqY5XuNXhOhev18MCdJv1Ndkd7x6Phmjhh02FeXkjy5bbb+5H9iMSeozZmuVBJHL/aVb/Gc7bp1aRqRz3ZekU9NNcayF+0otGDUxlB7nH09pLoymWj1ChueGaj71wUKbjSd0LNN3luXVa4O+WTfSjLjlJy9i+Te27IzBN8pFs8UYYMcnO5yu4+wtNtlqsO5XHcrH4lqJPWTx7aju44I3sQ/hpkXNJ0EJfu6ojJS6tBqHJ0zf4JJR1zvrKPDOfOqVoeKcoZYSi6YTeq9FqfEVg1scbxuukpPodJZVkioWeYlnc4Nt3x3Ox4LrI6jC45H64cfdHPKPTx8m+mrJmxwwzWLJGU4p0r7mLR6vJrdLqFqEoyx2qj34OX4tpZ6bLPNhn+7lKl7lfgUsk9XON8ODb+4mM0ZZ3emCaqTr3LNLLbqcTq/ULMqyyXsyN7ZKXs7OseLP167DJqX3NMc+1eX7fBw9D4msk8XS5y20dzBLZKV9HzZyz9e7+Pf66QnPfw10+ALsk4yVIDD0PJ+HabztFOag5NPml0QQW7NHFXMpdDf+z2SWPwrVtVSRPwjTrLqnqJx9OON/mztPXzLOnX1KUoY4KUk4R9XsjjQ8QxYNbiy5Xflyvp2Otjj5ujzzauW44vh+DT5NZllqUmoxe1N1z7GmJ63+N6rzskcmOXocU0cjTQWXV4pbd1Svks8d1ierjhwbduxdOweHdHkf2QK6+ry9IcW/Y5eoyRUuj45slCUnmlPsvcoknK93cIo1OonqnDD5ULk+qOxDC8GgwRmvVyY9Dglk1UIRVy7HR1+6DhhdXBcmsZ0xndvN+If95kMe40+IO9ZkM3Bmus8CfJ2vCNLPJhcow3PM9i54pdTj44PJOMIK5SdJHrvCNP5SlJtrycW2u25kVzfHPDcMXOeKUUotVFcHnZJJ0j0XjsJSySgmr4Z594pRyKD6t0is2Ox4bGEsWJZHSadM9nLU/hNHj0+NXNQVtHitmzDjg6tUe4eWGl0EM2TZ9K5fV8HHN6eLp5/xPI9Pp3G6yZnb96+ThRaWSJr1mSer1M8srtvj7GKTccitXQxnRlluvSafEoeFYvTG5Tb6CzZVjaS6hh3/AIbSwl02biqfqyv4PRh48nL3kz5c7UmlFNd7K1lfGxUvZEtRGuhCEPSvucr67zxrhlckunTujT4Zilqdfjg1au3S7GLHHJlbjji9z4SO34ZiloNFk1OSEvNl6VT+lCAnB6jxem3JOfFnotRePA1GlRwfDGp+IYm+t2d7XOtOysZOU8ssekzZL5qkZYbtV4fhlw9r9X5E8j3+Hz+5T4TjyLT54y6SnUbB+h4lhrFh3JJuNuvkz/s5kxw1WoxOMXKDbU65SI/tD4hLLrFpNEt8ox2uS6IP2a0Dw6zJ5090px5+4q49Vr103LI/ZLocXVySi+FZ6bU+HYpZHLdJcHntXpMPmtbpMjVscWUrfBo1eJaXW4skfomozX3LMuhj/LKh+MrZPSY27qCFq4x6DFrYzdbFddaL/NfsjDpXCEoqUeaNLld0qMPRPEpZaduKLfBZwfiWaMEv4S6fcxyud0/gu8CSx+I6iT5240v7jH1jk8dLXL10nTnFpM8lr5RjjUOHJP3O14xlnnzXbSgq47WeV2SU5pvi3yda8+J76XT+4o5r7f3ISTrn/cUY17GW10si9l+piySTyPgvl90Y5fU+nUsYyr1H7H4d2XUZqqobU/lnSw4l4i1gv0LM3XwjzPgmsz4crwQy7VkXpp9zseGQ12m1OGWPKv303HlGL67Y/wCHf8cw6XJ4f5Wpqv5Uup47UYIQ0mWntvuzpeMeetbF55bpbqRzvF47dGl0uXJ0jjXDx0s7T/sXNpvq/wBTPJOGZSvhlzq/q7lc4m1zW5kPMUXTthujbe7oQkot2pdQqfmK+/6g8ib/AJv1IJRXWQVH+oD0v7JJz1mWSuljat9rOpB48nikpSipY8abp9Gc/wDZNLHpNdlvpFR/U16ecYaTV5W9st22PybnjFvbDkm8ueUp8329kefz5Es00nKrZ24TmskrSaq7OBOKlkbvuZb2vwv3cuS2T/zSKMaS/mG3G+tmWo9VoNDi/wD0eazRbWWW5+/wcLX+G6fT6hxxtyUO7/8Az3N/+PZsmlhgx4I1jS5XYwZcksinkkuNtfmTTdvTlavLvklb4Kea4dEsy9d2xX6TccK2afJHFi5k7ZYs8f63+hRjUXGm3+gVjTfMv0JWo1x1EZKlJ/oQnkjHlyf6FEVFLq2vsSai66/oRdtEMsavdX5D82LXX+xmqD67v0BSilT3foNG2nzo0+V+gt8Wrtf+Jmbi+m79CUGulS/QaXbVGcKv0/8AiSWbFktRUbX+Uy7LlSbS+xLHiWNt7nz8DS7WS2ylXp/QnJY4wilsvvwUzcY9WUzyuTpLgJasySirqMf0KJRU3wkiDfqponFpv6egRJL01SY1F9dqFaptxF2tRdBRJLvFEJfV2JPtwkQa9TZWakmovoiW9NP0opoGnFfcDQpY6TlBNmjTaOGtyeXGsdK26s57b4s6PhE3HVS/0MFSfg8ccZZfM3KPx1IvxXHjw+TLBUoNdO5uhq1qdFmhCFOCdts87lalnbafQrGt+vb/ALGtZceqzqNKUttGr9pM8cGgblzKbqK9zL+wmSX4LMtvp38P5J/titzwPrFSr9TNdsZqJ+B5dmlyR/m45/I4fjMm5397Z2PCI5JQyrHG3tXQ4WuvJPy5Rakm0JYxljdbU+GY/wAZHFoU1GGXJcnVnS1v7L49PqFBZZzuLd17GDwCUcXiWmcm6U6PW+OZVh1WDI4urcfyOmM3XPK2R5NeGSwRc1KXl3bf/wBTG8eOVzlyz1Dx+doc2n3bVO5f+J5iUFtomV/S4SztTLFi2OSs6Gm0uqWhg/KuLTal3MUcN8cna1Pia00cem2NVHijllbPHo48Jl3Xns+KfmbHFq/cJ49+Pba9JfqN+XKmovcpEpaXLiSlNUpHTC9duPLNZdOdNSx0mdz9l9KtR4jjll+iLuvdnH1ePbNNdzu/slmUdYlJcRun80Zq4+vdZEou48HA/aCTeiWG2llly/g6S8Qx6uebHhtvFG2/c4HifiOLXYliwqTlB88HK+vVP8uFk0EU2rlZVPRSjtTbaZreZyk3Jck3BZIXzZ0cdRmhoYSXO5CWhg5NKUqRo2Lcl6hbdrdMJWWOkg3TcqJfg43xKQ7alVNoui+KplTamWiil9Uit6aMf5v7GjiTdicE+4Nqfw0Wvq/sL8NF/wA/9ibik+rJRjGK5YTbO9Mr+r+xF6fn6jS5K/cg2r9ga2eBrDjyQnbUo8fcyLHOX1XZpjMLt8hel+gcNJieea9Sml+QeLQlHP5y5x5EmmVSyOemeBxVbrstjqE/Ccmnyv1462335I1jdVj1OaWSDi6aiuKXQpww3qn2NWDTvUaSeRSSp8pvsU4o7N1dGWLnd9qsmGUZJrlM1Y9LOS9M19r6EXIcZyi+GVzlOeDLBfVZlx7vOcLqzXHLLdbYJ4pZN0lyEtqX4LLFJpr3O3njjz+F4fM2ymoq+ejMDluhFRml+Zm08VPJn3xtRi2nf5GMo78eeoxOS8x80k+CM8tyq+vVkHG503wPLDy5deOzNM77asKxya25KtpNs6c/EM8Y4Uqaxyrd7qzgxi36l2NWBT8t3Kknde5LG5XZ/aPJPUZ4YoKowx26OGsUtnHTqdnX4Mssazb90Glua7HLzR8uMlu+xMU5WeMJTb55Q8EXKcobq+fkfqxSq+qI8r26m3AoxduuWjr+JY5PQ6a7rb1ONF7Zbr+53tXnwZdBHH5luEeEvcxl69n8fVxsek/ZzT4fDfCseSco7s1OUm+K7HG8chjzeLyyYtqjjpSfuYsWuyZtHHQqMaTtNy6GHUxlDVKCyx7N07Vm97eXLD5t26GbIpZJwfFK2kuEcqGGOXMotehyrjg6cNR5+fOoxrdjpv3o5knFSpPuby8efC/2Z80duolGLunS+xZtnXREMivJZbRh2/aKWRLhE9Un5MX5jk/8y6E69K5IZFuikRoY1kirUUyUvNyfyoIXKNdKBwkmvUCVFwyVyl+oRU1OPp71wWbGnywx15sd/KvkbJ3VuOCeOp2n0LvCVmxa5eUm4riX5lmrhHDKLhFuLVo0eEwl++lualu6GbenXDH+w8eUvw29Vti+UczwJyfiFr+l2b/G4y/Bybm3yuDJ4Zilp9eoSltc4WmSeOmf+2fWR2avJH/MyiXKPQ5NBjyZN2SKbfNkf8N07f00WZsZcO7tw9DnjjyQi4XLempex7GNNfB57DgwT1k8UIJ7f5iGXUajRa17ZtpSqmTLtvjvx09LJ+3IFEJynii7SbA5vVLHB0c5Q8NzY/6pr9Dd4PqMjx5cEMaunOU2+yN3h2k0q0UsebJsjkn6n3SKUtPosuojpN04SW2M5d/c7PnX/i7R6nI/DdXF1CMX9Xd2cnw6fmeLYsezct3Vm2WWH+HSxRf7yeS5Je3Yp0OHDp9ZDPJSuLsu2ZjtmzafdvyLGneRxUjRhjtx7UuEixZFUlNVDdcUTc4Rx3ttNXxJcEuUX4qGPE3jVr6uWc3XZWm0nT7UehySxR8JWeKpONRs8zkj5kp5JfyllYk7dHwfUT0aeoUVOfRKQZNdl1GolKajy+xHSr/o1FLkpS8rI403ydGNbrn6qM56nJKl1K/Km+x2/wABCdycOvPUl/h0K+h/qcre3onHXL0sYR1MHPiKat2ev0Cw4dHKe/c8juMVy2jhvw/Glbj05bs6HgyWfW+mXGODjELcbHL1k5ZdXklJc3yU+Vj3LLT3ROtqtLjza3M4T6QcnXuYMEUpxWzfFcy7WGdMuKGfJnjOUJON9aPS+MOENNpvM3Slt+m6XQjpdPDPqMUlikm3ym+KKP2hyqWtlF9I+lfBNbW2zxRiw3iWaS4fSjm4sGPUZcjnlWPl7bPQP/8Ax7Htd264OU9HHrtu+pcvOkwl26CioaaH71TUIqO6JgUv32Vqdr7l0YqGlcFaV8lEMSW5RXpZ0l6cMpbkrc4Tfqknz7mzR6CWqUp4nGo/JnWixfC/M26KctJjlHDKCvnk5V68cVmHR59O5ZEvVGLadmDHqtVpcsHrck3hzct3wmdOGuzcXsZVrsj12FYpqKSdvgkrVxmum7w2eP8AGwljlui+jR3/ABGV6RnkPCYQ0GqWKWao5OYN9muqPV6nJ5nh8Ze5pwynblR/7acPdkMcsmTWY9FpLv68s/6fgsjjcpqCXV1wdXDgw+H4s2XpKfFvqxDeo5Gr0uHR5NuJK/5pPqynw3K1qrqvVRbmnv10cmdOOOL5T+CjDNPUTnHhOVoVJ5t2fEZrBgk+76Hmckt0r7nX8XzLJHHT+5xG/UFglyXa3wt6vVYcu7bCEVx3sr6SjfujueZp3T8xky8deNTjxLi481wTeGPfcXLPg/8Ad/uPz8Ffxjm7dM6xwXTcYNDq8uLxbLgwpPzZbXJnU8/AufOOFpcuPT+KZNXkb2QbaXu+xcWM+43+M6iOjwrTpJ5XzOXyeXk5TlKly37m3xHNl1OqlNbpt8tx55Ms8GfHTeOTvlcHSvPJVTT7oTddv7l2kwZc2tSz4pLG+tnUzaLS44SlHFuaukTem5jbHDl16Gd8S5R6HTaLDm0kck8SjN/y8luLwzSy+vGkh9H4683iyOGSM48OLtHr8ufbrPC4qSUnTlFe75KpeGaXGvMx4qa5s5Kz6laxZtJjan/U+WietfNxmnT/AGk1DxeJQTlbUlN/CTM37R7ccIJd6l+pnhDLrtU1qp5Iy28ybXJ0Z6P8TNvUanzaSpSSXQ1tj8drymSTml7roS3vq3R6VeE6OapSV/YlDwvSY51tU37D6X8OTzG/5Dc/c9V/hGnkr2V+RL/BcLXpS/QfUPw15Pd8gp13PVPwXEv5V+gf4HD+lNfCH1D8NV/s3lT8O1UN1NyT/JItxZoz0eqh/NDJdL2oMWlWllsxy27u1dTRDS5Y5nmxzUX1aUeH9zczmnL8OW3PzSS0XmQtKWO7fY83vaffk9dl8N82dyyNcVtS4/Qh/hGJe3/iZ+9tzhu3l1ka7sayyT6s9SvCsXev0Q34ZgXZfoifTX4a4nhE5ZM2WG1u8b6L2LNTljHQ7Yvr1Os/CsTbcZzhap7XVorh4Phxu05NL3domz8deWyKc5KkyKxyXVM9f/h+Nf8A9kSWhx+y/sX6Pw2vJpzS5T4JKUvZnrfwWP2/sh/g8a/l/sifROF5LfP5E5T9n+p678HD+n+w/wAHBfyL9B9L+F5GM5J8p/qDfP0y/U9b+FxV9C/Qa0uL/wBqP6D6PxPI2/aQ90l/LI9f+Hxf+3H9AeDGv/TX6D6PwvJeZPtFh5k+jiz1sdPjf/px/Qa0+O/oj+g+j8TxrhKVvbIHik+0j2fk4/6F+gvJxf0r9B9H4njPJnd7WS2SX8jPYeVD2X6ClhjfEF+g+l/E8hsk+zRLZOqSkeuWOC/kX6DUI39C/QfR+J43yp39LB4p3zFnsnjg/wCRB5OJvov0H0n4njHhn2TDysn9LZ7LysS/lT/IPKxv+VfoPo/C8W8OR/ysu0blgzqTT5TR67yYdox/QT08Ou1foPo/C8xocr0/nxyQbjkg0uO5hnhySncYvpye08iD/lX6C8jH/Sh9H4XmvB9RrNLmhHDknjUpq0u9noP2ryTg8a5dST/QsWGCkpJcosyrz57sj3P3fYn01+Oofs7lax6uav0tbfng4UJvJqZuVtps78IeVGcYJpTVMyy8Nwyaac4tL+ViXV2mXHbNRwdDknj1kJOLSWRPp8nsf2iTeXT5Lbi5HPhooQSinJ/d2aNXCesxxhOc9sVSSfQ3M9OeXBbHC18tUtVl8nJNRUOifVdzm3lpLaeohoVDnfJuqu+R/gl/XJfoMs9rjwWTuvLxWXeuO/sX+IT87UR8tNyhGm6O/k0Mlj/dz9X+Yp0nh+XFLJPLTnLptMb26zDU042zJHEptcylXT4Op47DZpdJLG168abVdyxaTUT1SlljF4o/Sk+UWz0cJyTliUmujYlZy49vNS0+TLKnGXX2O1psS8O0vDufVs3vFL/2+BPTp9cKZfonHpr/AGZhvhqMsqTycHn8GNf4xkjJuOKc2r7I7O2Xl7Emo9aTogsKtPY+Pkm2vhwdZhyYdVOEPUuzSIKepXCi/wBD0a08f6av5GtPBe/6jbP43m71Lf0S/QFDUf8Aty/8T0ywwvo/1GsUE+j/AFLs/G8v5Wov+HL/AMR+RqX/ACT/AEPUqKXT+4cLsPo/FHlvI1H/ALcv0D8LqX/JP9D1LqugKh9L+KPLfg9T/wC3L9AWi1HfHP8AQ9S2gtD6PxR5b8Fn/ol+gfgs1/RL9D1DkiO5Jj6Pxx5peH52/wCHL9BrQZla2T/Q9HvEpk+j8cef/A5Uvpn/AOIp6CU4u1O6/pPQub9g5yelVFvo2NnxHmfDNTg0csmPVQlKN8KizBpI6iDyQWRRk3SUewtV4Nq8OTJkyR3J/S4c2dbwmGfHoYrLhlDa+6qy7SY79c1eGLv53/gS/wAOhXTP/wCKO55i90NZfS42uRtr8ccD/Do/0Z//ABQn4el/6eb9EehWT5Q3luk5LgfR+OPPLw9L+TMvyRPxDT/h8G7HBQU1s46y92d3enxuS+Tl+M455suHHhuaXHp9znlldt44SRzvweP8PDJs9dW6fXkXiPh/l6WOpe6Pq27WjtQ0E82peJVFY4JJS45XJH9o9Pn/AAGOKhujH1Sp9C42lwmnC0GglqdJnyp1sSr5ZlxOTyxxyut1cHqPBJYcXh/lzae7l17nP8U8MeDPDPp542pO63co1LdplhPmV1fBsSi8unlim4Tj1l2Zy56BSbXl5JK/g6Og1bjpntyx3T4lyNba/if3DNx25f8AhkX1xZH+hGPh2OPXFll+R1/TX8T+4lX/ALn9y7T4jkvw7G4peXlpPq4jWgiqhGE207brk7C+J2T3R59MU2upNt4SYuTHSxWtxZXCXDTkopGPLpoz1WocIyT+pKvk9Hjnsbk4wlJqrfYy5sDy5PM8zbPa48Isqck+nK0OSEIaqb4ax0vuSh4bjyQU7nzzwjZi8MhjjNeY2p9TRiwTxw2vM2l04N3LbzYcOruub/heP+qf6D/wqD/nn+h06n083+wJSv8Aif2Mbd/iOavCY/1zB+EJ165UdN3/AO5/YacnxuQ2fEcdeFyWRq5bSz/Co39czq0/car2Gz4jkrwuPecxrwyEWmpys6rr2EkvYbPiOTrcGXZH1TyU6+wtIsyyTi5ZMX2XU6zS9hVQ2fOrtx/EFnyQWNSyZLau1wiOfDmWowThKcmuLr6TstJicV7MbPlm25X/AOvMNuX/AN6X6I0Uh8EaZIYJQlcZtP3pDeCUnuk9z92kaWkH5hNKf3yVLI0vsgLwDTJ4jqf3vlYfox8Wn1Mss7lFRUOF3NaxS907H5T7UXccbhb6wyzyxtSWJv4Rrw6qOSUYvHkV+6LfLbBYX3F1WpjcUp4oTcovJ6bMmqwQw6ZuM3KXsjT5XLJPETpLjlWGWuyZtFj0zxNRgn0MsVl2KPlO75OwsSoPLT7F2kw/6wrCqTrP+TQZMEcmTe4Z7/1HQWFfI/J+GTda+Iyb5pJKGX9R+Zkf8mT/AMjUsK9iXlq+IhrtkVy+qEvtuLNLP8Jk34sTXFNb+pc8avoLy492NmmZ59ZLJlySxRi5LalF0kivAs8IVOEbu7TN+xV1GscV/MXaTBDQ58mn1EMjhaT9yjUvNqdVlnlgnFvinRrUId5B5cfdja/KjJkzw0UdPixpx3NtORXCL2+rBz/rNixw9mS2QJsk1XPks6vbFOL/AJLKtNi1Ecs5ZIpxfSN9Dq7YLsCUPYu0+GNwfbDH9Q8qX/tL9TcnH+kOPYjWmNYn/wC2v/IlDFNySWONt+5qXwiWPd5iUVUm+AasXZvDsGXSyjlTUl9LXVM1+GwzY/DPJzZN+ydJ/AtdOWnwKCleRK5MxaPxHHgxvHmm7yTtPsacfa7GkjFajzJ1UFZy/E/EpTzRbXmRp1FP9CnV+JZPwc4pbHlltjS7GXRRisbuNv3Y8TW7pTPV6rPknm1ODZUe0rRr0+bHCCbkGeEs2PbVK+Sh4ljXrnGK+Sb2386mluo1EZ8bnSMkc8N/JKUsab/ewZQtib9SZY52LpZIyknzwalOUkqg2vuZcGJ5uVH0+7OkmkklFexmuvHKoTkv/Sf6juT64mvzL/nagv2SI6Kkr/kf6g4WqeNcl3PwO/sFYMfh8Mc90XNd6s0LE/d0aFNd0G+HdFNRQsTXO4bhJ9y5yg+iIt88EOkPKa/mYlj9pMm2JgJ4m11k/gI40lVP9R7vka/UCPlRjLcocgor+hr3LOPkVr5B4goJfSqJQi4NyVWx7vkN6BtZ5kqq00RW6+vAty9gUkuo0u6k5Nqmwi673+ZB7fgaoaNo5cUck1J2mn2JRW3jc/1I7Y31f5Me1X1Y0m+1sZuPRNjlNuS4KqSfDf6jb45bGl+mqGXGo8w5+1nN8YwZNXHGtO3GpXKuOC/cwt3e4ukt2q8PwZdNhqc5Sfu+TTht5HvdRKZzmunP5jhklfqSSJol0ulPbkSjue5+3CLGk+mSn9jPGfqslutdENLtJRyrJzljXvRY4zjzvhJv4KXL2QrkTS7jRHp6nD7EalJ9YpFXJFz28Wr+5dJ9Rriox600Sk8ag5V+hieSXZX9mNZHXKa+B2bi2GaEpJU1ZPKpRXEW0UQnb4TST6lnmSa6v9QbiahxdO/Yzzyzi+MTosbf3f3I8LtZDcPFk8x1taLJQSXYqi4xdqPJZ51quhTpW5RVOiPmwXVNEnsfVNkJQjNtpyV9kDcS8zHdbkO8bVqa+9iUIK75VdxKOJJLy4v8gixwW27Ve9kIyxXTlG/uReHG4qLXR31KMnhuDLqo55KmmqSfAVs8m1ymCwJLiyPkwk3unN+1OqJY4LE04uV/LIE8L+QWKVXzx8FjknJ8tWPLTx7Yykr6uxtdKvLfs/0DypNcL+w1BuK/fTXvQlBxfpk6Xz1GzSHlT+P0DZJd0WReRJpzd2XwlDlyp2DTLslXYHH7fqaZZIXz0XsKeTHJJRVLvwDTNUh012/uXxUOkn39izam3tca+yG4fLJ+Qbvg0Sx2rUo37UCxptU4v3tdC7iarNv+B37I0vG7e1Y3+QpY7bS2WD5rO5NdUyO77mna4x9UIyaKVnW/a8Mhs+ahu+f7Bf3L5yjH6sUk30Gpw2q4NMbPmqE/uFmmLxt1taDKsWKvMUufYGqy2wuRplji2lCLdqxeTK62g1Wfc/YN7Lp4vLVtFfpl2SB8oW37AyzyoyVt/wByT067S/8A+gaUP7Cf2NCwNOt3P3CWKX9S/UIzPn3Ft+Walpskn6W2D0uYrO4yuPyHlr3NH4TL3sX4bJ7MG4p8tPuCxpdy38PkX8rB4pr+V/oF3FW1PuLy0+7LJQkuzv7EHGS7P9CH1EdlVy6TvqSe5x2zySkvuJKd/SSimpW4lNxV5OPtH9RrFD+lE/V7DtrsRdq3iguwnih7FvN9AdAVeVH2HHHtdx4fuT/IK+4FU8e97pW37kXiTVO2unUvE67g2zLT40uIL9BSwQv+Gufg0tJoVLsyoojgxpUscV+Q/Kh/REtr5Bp31BpV5UP/AG4h5cO0Ui3aw2sGlexLog2Fm2uoMCva/YNrvoTp/wD4x1Xf+4FdfAOPwWOvcOH3Ap2v2Db8FvHSwqPuBU4NiWOu5a4quotqArp/Ic/JY0hUq6gRTY7aCojpe4EW2FuuoUhqghJuuom37jaRB9eHQNnyHAuezBpg2fHsHAnuQqk+4NnaAjTAG1V32ZHc91clrS7CUF1Aj639LaGvMvrY9lO0yXr90BH97fX+xJb+7Hcq6i3S9yB+pLqK5j57MkkwqF5Pb+408n9N/mS2tsflu75/UCDnk7Y/7kVLNf0L9S3ZP+oNk/6kERTn3iG5p8xf5Ilsmusv0DZJ/wA7ChSi/f8AQltXcj5b/rYLHX87AkoJvgkotEdrX8wubu2Ba0muOCO3vuEmvke5LsA5O1wEdzXMkLf8Ilu4vgBpJLlg69yKkpewOvgG0k1/+M1eH1+KUmuIpvqY0a9BGc81QXLVBL4r8RzX5jfZcmWGPHN4JT2pY5qb3G/xPQTx4W207XJmx7IxhDy93mNRTf8AL8m644z1n18p59TLJVRSqPwT03owrnrydDxtYY4ceKEVuk+WmZFKNJUhTjnezU643Iq1cVlxNdSdx9irU5Y48V139jLrl45mXGo9EkRxYnu31xJ0aJ1LJBNWpMpz6xYMv4dxpJ+kunLbs6WKx6eEU10LVfwZsLUcUFdpIsUo+5HaXpcLp0oq3R9x7o+4Xay2u6Fu+SFxfcfC7kNpciuwTQ6j/wDjCbFMKZFte/8AcN0V/Nz9ym1iTroDb9ih5J36ZQ/ORKM+PVNX8MCzn2BbvYjv/wAyByl/LOKAdsOWuhU5Zv8A3IEd+RdcmMC/ouQ4K1Ny6ziWNTq4yRA+PYAjHI+s0ScJPvEKPT7CTXsPb7yQ2o92ihbl/Shxa7oKj2YenuwHcROr6IPTY+ABJeyBwi/5UMOfcCLgvYi4exYLn3AhsoNrJNMS3e5AcpdLBp9aHz7j3fBQufYHHu0DboSlJ9mA1GnaQU/kLkg3P3AKfyN37MW5+4bvlkU745BNBV9wUUENSobdhSCkFITjJ8bmvsN+1cfcL+P7gCg662Gz5E5P4/USlz1KG411YR+Zr7DT+RNIiHVv6v7kXGXuHF9x18tlUlB95ktr/rHa7oHtaIF6l0b/ACEpy72NccUNvj6QEpNq7SDl97QKaX8q/Qayc8JfoDYqgv4G8j/pQ97r6QbJS7bQ3f5R7/eI4zS7DSbqNv5Dp7k967ojuSY0botx55TI8Xdu/uN5PcSkn0Gl3Utzcev9wuKfV2RaT5BJew6N1Kc1OrbtCac1W9tCcYi2xJpd1NRkuFIbhKaqcrrpZXt5/wDuRksn8jS+/JdH00b3F2rTqmLzpplXKXLZHem+JDR9NDyuS5IvJd+iyrj+oFOnSb/QaPtZFNyvZxXShy06yc+W1XsQ3ZF0kxrLmiuW0NJ9X9F/h0mm1kcfYtx6OEGt73tEFqMveVjWpyr2Lpi3KtsWoqo8L2BzfYw/i5/Afi5+yK5XGtryNC3vsZPxjr6US/GOv4ZT5rRvl70J5JfJR+LT6wH+Lj/QwfNW7pXyDnLt/sVrVw/pYnqoP+UHzVtt9f8AYX5L9Cl6mK6B+LXsgfNXJJfyr9CSWP8AmhEzy1PHFIg8+59LQX5yY/FNfHFnjHFCLjHmXPUNPqXqIN48cbrlbugsmkwZJuU1du6JQwYsTuEUn7p0ZrphuerIObe14+f9RW55FJ3jlS9mT2x3Xzf3HtUW2py/Umq67inznS9E+fguVONy4RGUvljx5diSq0iaq7iyMFKG6Fte1EY7ZOqd9/SJ5ryblx8IsedO7r7rqOz+rPnyeS4pQlK+r2k/Ru+qNP34LfOpVVlc8qb6odmoksSfTb+oPEq5cSHmu7UiePPT9SdfYdnzEVij3lFfmHlLqmmvuR1iWaKcEk07a9yqOXKlUVS+w3U+YueOCrdXPyGyKX0lKyZXK3fBOWacuv8AYbq/EScYX0I7I/ZieWcmvShT8x09qG0+DcKfInFX1J4oSyfXFKvk0/gsbVpu/uNpcWOUULy2W5dI1Tq+etlstPJYlsySXwXafLL5fuyXlp9wlGSyVKd/kGSUopU4/wDiNr8o+X7MWz5IRzTnJ7ZxfPRxotlPPVxwxkNp8I+Wn3E1FfzIgs+ac1GWmS57OiN6pTkpYoNdlyNnyt2rrfBFxVkHqcijxgSJQ1i43YF+o2fNPa+wnGXukTerw7ecElXsyta7Tye1YZ/m0Np8nUq7BUhLU4bryZv7US/E6dfy5E/shs+UXGXsBCOdyipVNN+6AbPlU2+yY0pD2oEggtrsNN9x8eyCk32ALXuCkCSXsSteyAVgm/YlKUX0VEZTpcP+wDuXYalL3Ixk6vc2PnuBJORFzkpVtbF82xxbAsT4t8A2Qbk+LYJe7As3CtWR4GvhAScl7CtMN3ukNSrpQAFD3v3Gp/IEaQEt6DcmBFQV9R12QJKx8J9wBJk4zlB3FyT+CO4e74KI6nJn1EVDJlySiuisrWOSf8SfW+vQutdaBNPsioya3T5dXlhkedx2KlSBaXO0r1D/AENvHwHHwQ0x/hMv/wDsy/QUtFklGnqZP8jY2vdAq90DTnvw6baf4mSrpwVZvCI5Zbsmacmu51fSJ/DYNRgj4fJJJajJS6Il/h8v/fy/qbefcTcvcDGvDuec2X9SX+Hx75Mn/karl3Q0mBlWgh/7mT/yJLQ4v68n/kaKHtfugaULQYv6p/8AkP8ABYv83/kX7X/VQc/1BdKfwOG+kn+YfgsC/kf6l6b9x2xs0oWjwf8At/3JLSYF/wCmW8huYNILS4f6A/D4v6ET3/ce5A0rWDF/QiaxYl/JELXsH5ANQgnxFEt3bsQFzYFlol6e7KrYJsKs9Aej5IJj/MhtNbPZjWz2K+PkLS9yptbxXEQ4SqkVbl8hd9EGtrOfZBf2K+fb+4U2RNrf0Arp+46tdQJ+n3F6V3FSXcKiyh8PuJpfLHtQ+CCKv2pBSJcBw+qAhx8BaXdEq+BqJQuaBSHTD8gFb9x3JquQ4FufYB19wa+CLmkuQ3kEtv8AlFXwPzPhB5j9gE43/KJQrrwPzLHvf3AjtCmPzZd0h+Y/Yoj+Q+PYPM5FvXsA0kuw93wiO5ezE38MG0ufdD3P4K1Jd7HYNpN+zoScv6/7B2FtCJde4+fcSTSDY33AEvdsFwxbZBTAk2J89wEA7oab7EU/cHKgJbq6oNxDcK0F2sBFe5e9DTXuQTfPcTSfUS2+47j7lQnwKvgl6G+om4e4CtklKXdsVx/qYXH3YU9z7OhNt9XYXH3IOVdGBLn5ByZHd8g3a6gSU/8AImSlktcQjZUyNL3YRK5y67UK531X5IEod7G5RXRATT45bB0+5FVLuVZZ5INeXjc7+QLa5tWJ8d7Em2uY0/uNW+1AJU/gkot90kLr2CqQEqj/AFIg2646icbEov3YDg3/ADU/sScU+1EVFoOUBJQrmwI38hXHUAlJJWyKnF9n+gnfYcJccxoCajudoex30I7mvcN3yBKvcjsjfQV+0mhVJ/zMLtNKMew9yK2vkjLFGX1KwbXXH4HuhXQpjCEVSVIG4rrJIJurHkiuNrf2JKcPYzPNBd/0IPUx7Rl+g0brZ5mP2E8mP2M3mokpp+5NLurfMg/5R+cuzaKr+URmo8XLj2Gja3zm+FJkfMbf1v8AUgoqMegcdkho2dK7tt+4OO5csF+Q3XwNH0jsS9iSUv6mRdBu9ho+k1a/msl5skmqTTKrYbhpfo/MXdOhuePjjkjuoTdjR9JvJCSaaIRlji7WNX7iqIUuyGj7OUovokvfgrlCL/lQ3fRUgjuT9TTGj6RlGUmvhdAJ7vagGl+mXjtEFK/5WNcdxpxK5bRbfsyUW66IHXyCcV2sG0lfwP8AQjcX2FwFWXXSg3e9ELCwm0k1fUkq97K9yGp10BtJv4BJe7FvXcNyXYG01S6klsZS5WS3OugNrXsQKcV0Krb9hblYNrt0fYNy9ivchWvcG125exFv4K91Bv8AkG1jsI2u6IKVjsG0+fcdlad9x37A2k5UJyT7hbYKq7A2NyruFiYOMn9PQCSYX8IXlv3DZQNpKS9kPeyCRKkDaSkNS+SCa9gbjfCCrE17hasimD+wExlfI0wJNq6DgVr2F3sB2gtIi93uhx/zcgS3BbsOENSQIfIW6oV+w0/gKP8A5AvljoVMB8A6BRsbTQBSDgVyXVoLfwA+BVfQf5Dj9gFTCmN8AnwBHn3Hz3BpWNAHYEHHuG6K9wD9SSbFuXsw3fDCGCa9iO5roiSkFF/5RqXHQTk2w3P2Ae5+wW32FfyKUq6sCV+6E2/sVqVviV/mWqKrryAue7Dv1HQODAV/IfmFfA0vcBcfIUvkf5DTfwBH8gp2S/IOb6ARXPcdfINfAvyAkooKXuRbpi4u0BPag2ohbDcBOkL9BW32HtQEXKu/6BfyGxIVP+kIAQ1HuS2gQHTHXPQG2gEST9mJerqNRS7APcw3C4FaBtLeDn8EQCnu+BN/AUxbWwJCoNonFhBtDahNNdhhTSiJxQnX3DgAaiFIOAv2ALXsLcO2ABbFQW6Iu+wEmm0G1+5G33Hz7gDixNOgu+4fcBJNL3C2StBaBsraB5JBwK0A1kfcN19RJhaAe75Bz+Bbl7BuAG2+wKwTHbAUt3uyD3e5K2LkCN11HufYGr6oaVIJ2E2Jya7DBAR3v2Hu+B2hdwp2u4J0+pFyjdXyQ8yO6ql+gF1r2Yri+wvsmG2uoD3RXYG4P+VC/Qlsk1aTf5ALdHsq/IGod0v0FRF89QJbY/AeXB9f9yG0OE6dgNwx30ZCWOMl1ZP7BTAht4q2wSroyVMe0IjyFN9iSb6NMlyBTtGm10dFnJFp30AW6XdhuCpewufYA3JPlE9sfcim/YHN/wBITsUAtz/pHuvsF0QqYb17D3L2CFtYE1TALqufbEn8sW6+iI7pXxErntauoynfkT4xp/mCnlf8kV+YXa5cdh3ZTeWusEODml6pJg2t3UPcyG77Bb9wbTT5JUrKX8yC1/V/cG2hRtexHZJvjkquK/m/uCnCD4mr+5DcXbZLqher2I/iop8ziweqw/1L9Sm4lT+R7X7Fb1mFfzoX4/B/WDcXVL2CmU/j8H9TE/EMHZtjR9RpVg0zK/EML7SI/wCI412Y0fUbEh7ZdmYv8Tj/AEsh/iTvo0hpPqOjtddRKMu7Od+NjLq5jWtx9/Mf5jR9R0G5LoLnuYlrcD+pT/U0Y54JLh392TS/UXXz0J2/crTguOP1Jqr4C7FyHyHpXuDa7BQl8EiKZK/cAf3AHTGkvYKaXHXkKfuIEA6kHIDugF92FoNyfVDpewNC/gYqJIGiodAxqwpLjuSTZFxYk2gJ2wTbIbh7uOALLYXZDcw3ASoXIrruG/j6kA02Cv3BP5HS9wDkklxzRB9OORKwLeEO40Q6rkrzY5yxtY57X7gXboIE4M5q0E+uTUTk/vRbj0sIc0392BstXxX6kbnfEP7lcIJS+ngt3V0j/cBqn1TJ1HoVuT78BvAncV2sl5kK4xlSuXce35Am5r+ge+L4eJNfJBK/cOF7gTflr6cME/hBvfsiN2JoCW5jUyFCqvcC3cNONFQSaj1aX3YFjkiO630RX5uL/wByP6koyjL6ZN/ZASv7DV/AKN+/5klBd2BFOurBte5Lar6odY1xwBVfekSU+yhEscMd9Ug2w/qAg3/kFuXeJNxi+kyMsb7TQCtBx2I7H7pg4tASoXTuRqT7MW2TfRgTp1Yv1CmuOgbqXYBPh3yK2+xJzXYPyAhtbfWQ6feyxX7ILfsEQ4XuBKvcFGgFywG0CXyFRuurE8kF1b/JEnFeyHQFKzJ9IT/MbnNK/LdfctdfcXAXSClOX8jS+5PmhbqfYe/5Ai7IuUr+Ce5Ccl7BEbGrG2vYLQC/IVMHyHABfA1JJB+QUmAXYuR8Dte4Eab7BtZK/YfUKg40G0nwLcl3QNI12I+XEnuT/mTBNMGkFFRZKk+yHwLgIVINoN8kXb/naAkoPuNpLuVqK7tsNgU90fce5e/9iLg13FtkEStO/YLRGnVC9XsBJv4H+RG3XQLdAMCO5+1jdvsEFKw2L3YJP2BoLsOK92Lb8g7sOffgGwo2+pNOcVW7j7kb46iBs6fuRfCvqTr5CgbQ9VWov9SSXFy6hXPQGgbOgoQN0DZ0OrIXYbgbSr3HSIbrDl9LAkHRC2zGoy7gDYrJuPyReK31AV/I1MXl13DaFPf/AJV+gt7f8q/QHF+4trAi+X0QcE6YqkBBgN7gA4b1GNfzsX4uC/nkc8Dpp4/qtz1mO/53+ZF6tfyxf6mMBo+mv8W/6f7g9XL+lGRIdDSbrV+Ll7Ig9TkfdL7FA6GjdXPUZO7IvNN/zFY0XRup75Puxbn7kRkAFiAB2MF9hqMn2f6BdUrDdzx0LPw+arWN11BYcj/kY2aqt7u1DS+1k/w+a/oY/wAPm/of6DZqqwJPTZVzJSX5Eljk+FX5jZqoIdly0mZq/T+onpcy/l/QbPmqrGpNdGxvDkXWLINV1sbTSe+X9T/UvxarJj72jKiQ1F3XTx+IRdKar5LlrtOl9X9jjDTJpr7rsLX4H3ZYtRimvTNNs4lisaWcj0Cb7Lj3De7pJnEhmyQ+mTRfj8QyxfqdmfmtfcdW5v8AloklLu0YsficWvWmjRj1OLJypDTcsq6vkkq9yClB9Gv1HwRradoXBVN5FKoRTXyLdlbp7V+QVdaHuKYqb6yX5ImlXVsCdjsiqHwBLeFpkaiHABaGkpd6FfwHHuE0nDHHvJfkT8i43FtlNAnJKrf6g0k8M0+iIOLXYkptdySzOuwVVuoN79ix5l3gmPfF/wAoFW9+w97J2n2Ivr0ASmyd8c0yND2oCV+yQKVdhKPySUfdgLdfuST9xbUugJAO17oKGkg/MCLyRi6p/oTUvuLn3Y7rpyAKXsmDvugf3olxXQCFjtCbX9VEJSUV9UfzYE217idP3Zkza/Fh4nJN/BDF4jjyz2xUr+wTbbGMU7SB44S+qKZGM7pJVfuT3VKrQXYjixxfGOK+xappcclb57oEr6MCUpt9G/zC5P2/UWz8w6ANyUXyua9xOarlMW3m6VkuPYCuWWKf0zf5Eoy3K6a+47QMCUIqfV0Ol2a/UgkG1/YAalfEkRbl/UyaiG2gEm1/NL9SSySXRgkDXsBYpSXMkn90KWRPpCJRKU921Ql9wTn3jQFznB9YV9hPb2sruXaguXugLFC1dht46lVy9xPd9wLZR28t/wByG9e5Xz7D3MCdpjX5kE2u4bmlywJu7E5JdWQ3X3HfyA967Mje7lDpElXsBFR9x0kO/greSd0oJoKmNbe65KXly81hdr5IwyZ5PnGor7hF8q7CI1kb7Cljk+dzX2AnxXUL9gi3HjqPgBc/AL5aB0mh1D2YCuPvYrV8Ib2dkyN+wE7fshpv4IdVyNJBTkk+pXLFF9Wyxpe4v/kQVrHGL4bJr7satd0PdXVJlBtT7htRFzfaJCU5v+VgTlHvYqZnyvVceVBO33JwjnpOaj+TCLtr9kHIlCXd0SUfkCDk+wJ+5PbXYTXwDYoTpd0G0NoC3JPgTdktobQiHHuPcS2kdoBvYrJbPkTgwaK17Ba9h7WLawFu+A3A1QrAlaC17kefYVMGkr+QbdkaYtoNJ2CkV0woGk3P4E22R5CgujUmujG8k+0v7EQCaT82XcfmtFdL3H+YNLPN90g834RU2FgW+YvYPMj8lVibQFjnEanF/wAxWotroQcH7UBo3Q9wtf1L8zK8dL6mLal8ganOK+QM1AQ28yADOzxkCGAAAAFFgAwAAABhZLHjlN8GzHor+p0S1ZGTFj3y5dG3Fpsa5ckyz8HiS6srnp4RVxyVXyRZNL1DHH2JOUF/9kYW5QV+Zf5jhqYX6k/1JprbdcOtMPMS7GeOo0/vIPxOBdIN/kRrbSsvsl+bH5j/AMv6mT8RF/Tgb/IPOk/p04Ntm9vq4lco45PmUf0KFPUPpgivyGvxb6RivyKJvDjvjI19h7ZRXpzfk0R8rVS6ySH+G1D65qCdl5kl9cNy+COOeLfJ51S7Ron+Bb+rLJk46DH3lJ/mOjVVTWjlyuvwZ8sMV+iVfdG78BiT7smtHhX8oW47cZxl/Un9kNRb6Nv8jtfhsC/kj+pZCOOKqMIobZ+K4axzfSL/AELI6bNLpCTOw007VUVyzxhKnNX7D6X8bnR0Wd/yNfdk14fmfWkdGGTcqxrcxylm6bIr8yfVa+IwLwzJ3kixeGS75KNy82ua/INsn1kNr8xnx+H0/wCNK/g0ww7FW9v7jUK7sNsX3ZGpE/uDarmqEkl7iaT7WFKWWEe/5IFl7qMn+Q1BLpGh82DQjNtXsZDJlnH6cUpMtXIbQaVKeVxvyqfs2WxcmuUkwoEgotib+Sav2BJtgQ/UdfBY8XyPyXVq7AqoECdT25OPaiWSoVUJTv8AoVhNlYVJkoRlLjypL/U6L/ws3G1KK/MLtn2yJUzQtFKceMtMrnpJRdSyMG1XIckpYa73+YbK6oCNgpP3G6XSiO4CW9r3ZJTfXaQ3D3MCW93wmO39yFt8MapRrb+YErkl0BOXvQlJewqT6gG136ptjatepuvuO40Jyi+L5AqyQwXzw38lahgUW2k38ssnhTluauirdB2nG/8A4hm1GWTTKXrjC+xbjkoriC/JFd6fclJRi/lGiMU1YEXlb4dcdgtyfCV+9ElBX0RNNrhUFkQWN27dtjWF/wBUiSbBXfUKNkoK91/cqyapQ4cXJ+0UWvnqNJAV4dQ51uwzjfuTlkUVbi+B8ewnFPp/cBefFx3NUvknuTXFckZ4Ny5aYlgfagLEwcqIeTk7P+4eVmXyFT3D3qiEceX+kHCSYRNOwIVk7V+YPzF/Jf2AmFlMszg1uVfkJZlJ9ALxVG7ognIfq+wEtq7WG35EnLu0NVzbsAcZfJBquxbujtVdSMmm+AIW/wCkT5/lZJtCsihQsNg7Cwg2NfItrJq6uiO5gR5XYVr2JJ2wooW8afyhV8i2u+wE6d9UOqX1IhHG5d6H5bvloBW+3IX8A4Nd0NRfyEK17Ek41ynY3jaXCTfyyLUq6xTC7CasdIr+8mwSS7sCW6K6sW9N0mKkPavcCVcdQ2exB8dxptICzYvYflruyrfIkskkFWbEh0itZn3SG8sfYCdINqoj5sWLfD3YNJbUKvkW+HuwuL/mQNCueoV8h+aHT7UDRUKvkbfuR3fBA6Cn2E5CtgSp+xF8dUJsRUNMi5tdEDBfcBb5P2E5Mdcg7QEWm+o6GKu4Ctjt+4qCiA3CtjpiplBbfsABdAJgmFv2Fy2A6sTXyFMTT7OgCvkNo1FA1QNltZOOOLj9dP2aIhYQPFPs0/sQcJr+WyW4e9+4Fe+a7MTzS72Wb37huvhpBNKvN+GLzV7f2LeP6UJqPswIKYEqj8gB5hIlSADq8pAABD7CAApoYAQAr5AAJxnKPR0TWScus5fqABqJxju6yl+pfi08G+bf5gBFT/DYtz9JZDS4f6EAAWRw40+IIn5cV0igAy0kkklwNAAahobACKi5NLgW9sACpoT6gAUIkwAqkkqJABBIg8ONu3BW+oAETSUK2en7E1zK3ywABwikvuVQk3kkn0QABaAABFkogAUMa6AAUm6RVHNPfXAABfuddh26AACJZSUugABNZZLpX6FnmS2t2AAqtZG5q1F/kGScuqdfYACK4ylD1KTuXUfmTu9zAADz8j/mJRzTvrf3AACWWT6ld2+QAKZF9QAAoE+egABlz6mcJtR219gnmySX1NcdgACGKU5Td5JcL3L4xcus5fqAAWQwQSb9T+7LI44w+lUAAN9RgASqpYcc53KCb9y7qlwAAhT4i6IJvby7AAph2AAEh2wAAtiTdgADtk4gAD7klkku4ABn1OfJjinFhp8s8kluk+gACuhjgqTasjmk0mlwABllgk5cqyOd7WopKmABo45WklS/Qnvb7IAAjim5yknXBKQAFKPPUYAEiPcT6gBFPsAAEO2Q7gADGgAontW2yD6oAIqQu4AVQwXQACGpOiW1PqgACLhFRuivuABC7jAAGQbpgADu0IACkDAAhPqAAAdyW1AADXHQNzAAC22CACKG+BRbYABNdBABURAAIpMLACqTGugAQLuHcAAA9wAJSZFgBUIAAAAACHSYmqAAF2AAATAAASGAAArAAAAAD//Z
Code to create video from images in Python

These are the images we have used in the code:

Images for video
Images for video

And this is the output video generated from the images:

Code explanation

Let's understand the code step by step:

Lines 13: These lines import necessary libraries/modules for the code to function. Here’s what each library does:

  • os: This library provides a way to interact with the operating system, such as working with files, directories, and paths.

  • PIL (Python Imaging Library, often referred to as Pillow): This library is used for opening, manipulating, and saving various image file formats.

  • cv2 (OpenCV): This library is a popular computer vision library that provides tools for working with images and videos.

Lines 67: This code gets the current working directory using the os.getcwd() function and assigns it to the variable current_path. The working directory is the directory from which the script is being executed.

Line 10: Defines the img_dir variable, which specifies the folder containing the images that will be processed in the subsequent functions.

Lines 1229: The compute_average_dimensions function takes a folder path as input and calculates the average width and height of all images in that folder. It iterates through the files in the folder using os.listdir(folder) and checks if each file has an image extension (.jpg, .jpeg, or .png). If it’s an image, the function uses PIL to open the image, retrieve its width and height, and adds these values to total_width and total_height respectively. The number of images (img_count) is also incremented. Finally, the average width and height are calculated by dividing the totals by the number of images returned.

Lines 3138: The resize_images_to_average function takes a folder path, an average width, and an average height as inputs. It iterates through the images in the folder similarly to the previous function. For each image, it opens the image using PIL, resizes it to the specified average dimensions, and then saves it back over the original image file using JPEG format with a quality of 95.

Lines 4054: The create_video_from_images function generates a video from the resized images. It first extracts the valid image filenames (ending with .jpg, .jpeg, or .png) from the specified folder. It then reads the first image to get its dimensions (height and width). The function uses the OpenCV library to create a video writer object (vid_writer) with the specified codec, frame rate (30 frames per second), and image dimensions. It then iterates through the valid images and writes each image 20 times into the video. This number indicates the duration for which an image will be displayed.

Lines 5879: The display_video_from_images function displays the generated video. It reads the video using the OpenCV video reader (vid_reader). It then enters a loop where it continuously reads frames from the video and displays them using OpenCV’s cv2.imshow() function. The loop is controlled by checking for key presses; if the ‘q’ key is pressed, the loop breaks, and the video window is closed.

Wrapping up

In this tutorial, we learned how to create a video from a set of images using Python. We calculated the average dimensions of the images, resized them accordingly, and then generated the video.

Happy coding!

Test your knowledge

Match The Answer
Select an option from the left-hand side

Computer vision library that provides tools for working with images and videos.

OS

Used for opening, manipulating, and saving various image file formats.

Pillow

Provides a way to interact with the operating system, such as working with files, directories, and paths.

OpenCV


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