{ "cells": [ { "cell_type": "markdown", "id": "0dcefc87-4cfd-46a5-876f-22acba656c63", "metadata": {}, "source": [ "# Object Counting on a Convey Belt<a href=\"#EN2550-2021:-Object-Counting-on-a-Convey-Belt\" class=\"anchor-link\"></a>\n", "\n", "\n", "### Let's first import required libraries<a href=\"#Let's-first-import-required-libraries\" class=\"anchor-link\"></a>" ] }, { "cell_type": "code", "execution_count": 1, "id": "fe5315b6-cb7c-4c6f-a1e4-aac8a2c7cb28", "metadata": {}, "outputs": [], "source": [ "import cv2 as cv\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "# magic commands\n", "%config IPCompleter.greedy=True\n", "%config Completer.use_jedi = False\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "00fb402c-a29a-400f-b7eb-fe38dafe728a", "metadata": {}, "source": [ "### Let's load and visualize the template image and the convey belt snapshot at a given time.<a href=\"#Let's-load-and-visualize-the-template-image-and-the-convey-belt-snapshot-at-a-given-time.\" class=\"anchor-link\">ΒΆ</a>\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "2cc0f767-9110-47d0-91ff-8369adb07acc", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 720x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "template_im = cv.imread(r'template.png', cv.IMREAD_GRAYSCALE)\n", "belt_im = cv.imread(r'belt.png', cv.IMREAD_GRAYSCALE)\n", "\n", "fig, ax = plt.subplots(1,2,figsize=(10,10))\n", "ax[0].imshow(template_im, cmap='gray')\n", "ax[1].imshow(belt_im, cmap='gray')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "c3463683-de01-41f3-ae10-1ed10ce90ea1", "metadata": {}, "source": [ "## Part-I :<a href=\"#Part-I-:\" class=\"anchor-link\"></a>\n", "\n", "### Otsu's thresholding<a href=\"#Otsu's-thresholding\" class=\"anchor-link\"></a>\n", "\n", "* Otsu's method avoids having to choose a value and determines an optimal global threshold value from the image histogram automatically. It is returned as the first output." ] }, { "cell_type": "code", "execution_count": 3, "id": "4b82e0be-3b15-466b-a9d3-2b006f477375", "metadata": {}, "outputs": [], "source": [ "th_t, img_t = cv.threshold(template_im,0,255,cv.THRESH_BINARY_INV+cv.THRESH_OTSU)\n", "th_b, img_b = cv.threshold(belt_im,0,255,cv.THRESH_BINARY_INV+cv.THRESH_OTSU) " ] }, { "cell_type": "markdown", "id": "ff587168-b8bd-4cf3-9004-a8a1a221036f", "metadata": {}, "source": [ "### Morphological closing<a href=\"#Morphological-closing\" class=\"anchor-link\"></a>\n", "\n", "Carrying out morphological closing to remove small holes inside the\n", "foreground. Use a \\$3 \\\\times 3\\$ kernel. \n", "\n", "1. Erosion: a pixel element is '1' if all the pixel under the kernel is '1'. So it decreases the white region\n", "2. Dilation: a pixel element is '1' if atleast one pixel under the kernel is '1'. So it increases the white region\n", "\n", "Morphological closing is just Dilation followed by Erosion." ] }, { "cell_type": "code", "execution_count": 4, "id": "cb67c5fd-0379-49f9-87e3-0df3c03bbfe3", "metadata": {}, "outputs": [], "source": [ "# 3x3 matrix with all ones, with uint8 dtype\n", "kernel = cv.getStructuringElement(cv.MORPH_RECT, (3,3)) \n", "closing_t = cv.morphologyEx(img_t, cv.MORPH_CLOSE, kernel) # Dilation followed by Erosion\n", "closing_b = cv.morphologyEx(img_b, cv.MORPH_CLOSE, kernel) # Dilation followed by Erosion" ] }, { "cell_type": "markdown", "id": "72841de1-1ebc-4fcf-b596-1cf6d404ed80", "metadata": {}, "source": [ "### Connected component analysis<a href=\"#Connected-component-analysis\" class=\"anchor-link\"></a>\n", "\n", "Apply the `connectedComponentsWithStats` function\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "e561cf4e-cb8e-443e-8a60-35562b3ed7d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==================Template Image==================\n", "Number of labels: 2\n" ] }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Stats: \n", " [[ 0 0 286 290 42290]\n", " [ 0 0 286 290 40650]] \n", "\n", "Centroids: \n", " [[142.18770395 145.19172381]\n", " [142.82489545 143.780369 ]] \n", "\n", "====================Belt Image====================\n", "Number of labels: 4\n" ] }, { "data": { "image/png": "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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Stats: \n", " [[ 0 0 1600 1200 1798161]\n", " [ 400 100 286 290 40613]\n", " [ 1000 200 286 290 40613]\n", " [ 200 400 286 290 40613]] \n", "\n", "Centroids: \n", " [[ 807.85728475 614.56805258]\n", " [ 542.82567158 243.78479797]\n", " [1142.82567158 343.78479797]\n", " [ 342.82567158 543.78479797]] \n", "\n" ] } ], "source": [ "retval_t, labels_t, stats_t, centroids_t = cv.connectedComponentsWithStats(closing_t)\n", "retval_b, labels_b, stats_b, centroids_b = cv.connectedComponentsWithStats(closing_b)\n", "\n", "def cca_stats(img_name, retval, labels, stats, centroids): \n", " print(img_name.center(50,\"=\"))\n", " print(\"Number of labels: \", retval)\n", " plt.imshow(labels.astype('uint8'), cmap ='gray'); plt.show()\n", " print(\"Stats: \\n\", stats,'\\n') # stats[label,cv.CC_STAT_quantity])\n", " print(\"Centroids: \\n\", centroids,'\\n')\n", " \n", "cca_stats(\"Template Image\", retval_t, labels_t, stats_t, centroids_t)\n", "cca_stats(\"Belt Image\", retval_b, labels_b, stats_b, centroids_b)" ] }, { "cell_type": "markdown", "id": "c9009c0a-606a-47bb-a1c9-99d3ee0c58f5", "metadata": {}, "source": [ "- How many connected components are detected in each image?<br>\n", "**Template Image** = 2 (*including background*)<br> \n", "**Belt Image** = 4 (*including background*)\n", "\n", "- What are the statistics? Interpret these statistics.<br>\n", "Statistics are properties related to each connected component. Statistics object is a 2D array where each column represent a different quantity related to a given connected component as described below.\n", "\n", "**Column 1:** *cv.CC_STAT_LEFT*: the leftmost (x) coordinate which is the inclusive start of the bounding box in the horizontal direction.<br>\n", "**Column 2:** *cv.CC_STAT_TOP*: the topmost (y) coordinate which is the inclusive start of the bounding box in the vertical direction.<br>\n", "**Column 3:** *cv.CC_STAT_WIDTH*: the horizontal size of the bounding box.<br>\n", "**Column 4:** *cv.CC_STAT_HEIGHT*: the vertical size of the bounding box.<br>\n", "**Column 5:** *cv.CC_STAT_AREA*: the total area (in pixels) of the connected component.<br>\n", "\n", "- What are the centroids?<br>\n", "Each row of the 2D `Cenroids` obejct represents the (x,y) coordinates of centroid of the corresponding connected component." ] }, { "cell_type": "markdown", "id": "d74075df-fbfb-4840-8148-0df196df9eb7", "metadata": {}, "source": [ "### Contour analysis<a href=\"#Contour-analysis\" class=\"anchor-link\"></a>\n", "\n", "Use `findContours` function to retrieve the *extreme outer* contours.\n", "\n", "Contours is a Python list of all the contours in the image. Each individual contour is a Numpy array of (x,y) coordinates of boundary points of the object. Display these countours." ] }, { "cell_type": "code", "execution_count": 6, "id": "70901f52-2653-4619-9f3a-d0b32fcd1fe7", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(<matplotlib.image.AxesImage at 0x1b0832d33d0>, None)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# cv.RETR_EXTERNAL retrieve only the extreme outer contours\n", "contours_t,_ = cv.findContours(closing_t, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n", "contours_b,_ = cv.findContours(closing_b, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n", "\n", "# Visualizing contours (-1 argument to plot all the contours)\n", "im_contours_belt = np.zeros((belt_im.shape[0],belt_im.shape[1],3), np.uint8)\n", "conts = cv.drawContours(im_contours_belt, contours_b, -1, (0,255,0), 3).astype('uint8')\n", "plt.imshow(conts), plt.show()" ] }, { "cell_type": "markdown", "id": "4f7a310f-acf9-4715-9d3b-b9afba79eecb", "metadata": {}, "source": [ "### Count the number of matching hexagonal nuts in `belt.png`.<a href=\"#Count-the-number-of-matching-hexagonal-nuts-in-belt.png.\" class=\"anchor-link\"></a>\n", "\n", "`cv.matchShapes` function enables us to compare two shapes, or two contours and returns a metric showing the similarity. The lower the result, the better match it is. `retval=cv.matchShapes(contour1, contour2, method, parameter)\n", "`" ] }, { "cell_type": "code", "execution_count": 7, "id": "107b72c5-b8e1-4d3b-af5a-578326fbe8f5", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Contour 1 --> 0.00010071698397173812\n", "Contour 2 --> 0.00010071698397950968\n", "Contour 3 --> 0.00010071698397506879\n" ] } ], "source": [ "label = 1 # remember that the label of the background is 0\n", "belt = ((labels_b >= label)*255).astype('uint8') \n", "plt.imshow(belt, cmap ='gray'),plt.show()\n", "belt_cont,_ = cv.findContours(belt, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE) \n", "for j,c in enumerate(belt_cont):\n", " print(\"Contour \", j +1,\"-->\", cv.matchShapes(contours_t[0], c, cv.CONTOURS_MATCH_I1, 0.0))" ] }, { "cell_type": "markdown", "id": "21cf7d1c-c29e-4db8-98b6-3e71c0ca5c41", "metadata": {}, "source": [ "## Part - II<a href=\"#Part---II\" class=\"anchor-link\"></a>\n", "\n", "### Frame tracking through image moments.<a href=\"#Frame-tracking-through-image-moments.\" class=\"anchor-link\"></a>\n", "\n", "Use the `cv.contourArea()`, see\n", "[this](https://docs.opencv.org/master/dd/d49/tutorial_py_contour_features.html)\n", "and calculate the the area of the `contours_b[1]`\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "3ddd7b1c-457d-4e05-9477-c77f49ae99dd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "60059.5\n" ] } ], "source": [ "ca = cv.contourArea(contours_b[1])\n", "print(ca)" ] }, { "cell_type": "markdown", "id": "76f8520b-0738-4e6d-9160-6047b86bb073", "metadata": {}, "source": [ "Use the `cv.moments` to extract the x and y coordinates of the centroid\n", "of `contours_b[1]`.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "a29e3d21-1223-4a53-bfeb-08d9b94a19a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Area = 60059.5\n", "Centroid = (1142, 343)\n" ] } ], "source": [ "M = cv.moments(contours_b[1])\n", "print(\"Area = \", M['m00'])\n", "\n", "cx, cy = int(M['m10']/M['m00']), int(M['m01']/M['m00'])\n", "print(\"Centroid = ({}, {})\".format(cx,cy))" ] }, { "cell_type": "markdown", "id": "1f687c9c-d508-4ec6-97ce-52a1ef3afea8", "metadata": {}, "source": [ "Make a variable called `count` to represent the number of contours and\n", "set it to the value 1. Make an np array \\[cx, cy, ca, count\\] and name\n", "this as `object_prev_frame`\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "4449f8ca-3515-4cb4-9e93-5cabcff1d202", "metadata": {}, "outputs": [], "source": [ "count = 1\n", "object_prev_frame = np.array([cx, cy, ca, count])" ] }, { "cell_type": "markdown", "id": "ef8bdcca-1bf1-404f-bed4-8ec103b3d903", "metadata": {}, "source": [ "Similarly, you can create the `object_curr_frame`(to describe the\n", "current values) and define the threshold `delta_x` to check whether the\n", "corresponding element of both the `object_curr_frame` and\n", "`object_prev_frame` are less than the `delta_x`. You can set `delta_x`\n", "as 15 or so. (Here the `delta_x` can be thought of as the movement of\n", "the cx from frame to frame)\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "c38be5df-c2e7-4137-aa16-b22d665bd2ec", "metadata": {}, "outputs": [], "source": [ "delta_x = 15" ] }, { "cell_type": "markdown", "id": "3d2e8538-5fa7-49b8-929a-ea5c3be97080", "metadata": {}, "source": [ "## Part - III<a href=\"#Part---III\" class=\"anchor-link\"></a>\n", "\n", "### 1. Implement the function `get_indexed_image`, which takes an image as the input, performs thresholding, closing, and connected component analysis and return retval, labels, stats, centroids. (Grading)<a href=\"#1.-Implement-the-function-get_indexed_image,-which-takes-an-image-as-the-input,-performs-thresholding,-closing,-and-connected-component-analysis-and-return-retval,-labels,-stats,-centroids.-(Grading)\" class=\"anchor-link\"></a>\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "4909e1ad-f7fd-427e-a936-2545a9a06257", "metadata": {}, "outputs": [], "source": [ "def get_indexed_image(im):\n", " \"\"\" Thresholding, closing, and connected component analysis lumped\n", " \"\"\" \n", "\n", " _, img = cv.threshold(im,0,255,cv.THRESH_BINARY_INV+cv.THRESH_OTSU)\n", " kernel = cv.getStructuringElement(cv.MORPH_RECT, (3,3)) \n", " closing = cv.morphologyEx(img, cv.MORPH_CLOSE, kernel) # Dilation followed by Erosion\n", " retval, labels, stats, centroids = cv.connectedComponentsWithStats(closing)\n", "\n", " return retval, labels, stats, centroids " ] }, { "cell_type": "markdown", "id": "8a1678a1-fed9-4871-b156-a766012daf8f", "metadata": { "tags": [] }, "source": [ "### 2. Implement the function `is_new`, which checks the dissimilarity between 2 vectors. (Grading)<a href=\"#2.-Implement-the-function-is_new,-which-checks-the-dissimilarity-between-2-vectors.-(Grading)\" class=\"anchor-link\"></a>\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "2e999928-1285-4099-a99a-0c05d173e24d", "metadata": {}, "outputs": [], "source": [ "def is_new(a, b, delta, i):\n", " \"\"\" Vector Dissimilarity with an Array of Vectors\n", " Checks if vector b is similar to a one or more vectors in a outside the tolerances specified in delta. \n", " vector i specifies which elements in b to compare with those in a. \n", " \"\"\" \n", " \n", " absolute_different = np.abs(a - b) # getting the absolute differences\n", " states = [] # arry to store result of each column\n", " for element in i:\n", " # compare each value in ith column with the specified delta\n", " absolute_different[:,element] = (absolute_different[:,element] > delta[element])\n", " # check whether the condition is true for all the values in that column\n", " states.append(absolute_different[:,element].all()) \n", "\n", " 'Check whether the absolute different between all the elements of ith column of each array is greater than the ith delta value (See thee example in the next cell)' \n", " # summarize the results of each column to get the final result.\n", " state = np.array(states).all()\n", "\n", " return state " ] }, { "cell_type": "code", "execution_count": 14, "id": "14f8512f-3975-41ec-96a6-4a29ba676a3e", "metadata": {}, "outputs": [], "source": [ "# check is_new expected answer False\n", "a = np.array([[1.36100e+03, 5.53000e+02, 5.99245e+04, 2.00000e+00],\n", " [7.61000e+02, 4.53000e+02, 5.99385e+04, 1.00000e+00],\n", " [1.55200e+03, 2.43000e+02, 6.00585e+04, 3.00000e+00]])\n", "\n", "b = np.array( [7.51000e+02, 4.53000e+02, 5.99385e+04, 3.00000e+00])\n", "delta = np.array([delta_x])\n", "i = np.array([0])\n", "\n", "assert is_new(a, b, delta, i) == False, \" Check the function \"" ] }, { "cell_type": "markdown", "id": "b3974dc9-fc9a-44d4-abd7-abbeede3678a", "metadata": {}, "source": [ "### 3. If the array `a` is in the shape of (number of nuts , len(object_prev_frame)) ( i.e. array `a` is made by stacking all the `object_prev_frame` for each frame. If b is in the form of \\[cx, cy, ca, count\\], write the function `prev_index` to find the index of a particular nut in the previous frame. (Grading)<a href=\"#3.-If-the-array-a-is-in-the-shape-of-(number-of-nuts-,-len(object_prev_frame))-(-i.e.-array-a-is-made-by-stacking-all-the-object_prev_frame-for-each-frame.-If-b-is-in-the-form-of-%5Bcx,-cy,-ca,-count%5D,-write-the-function-prev_index-to-find-the-index-of-a-particular-nut-in-the-previous-frame.-(Grading)\" class=\"anchor-link\"></a>\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "f8a5c5e1-3935-49b7-9b24-acea1288d68f", "metadata": {}, "outputs": [], "source": [ "def prev_index(a, b, delta, i):\n", " \"\"\" Returns Previous Index\n", " Returns the index of the apppearance of the object in the previous frame.\n", " (See thee example in the next cell)\n", " \"\"\"\n", " index = -1\n", " absolute_different = np.absolute(a - b)\n", " matching_rows = []\n", " for element in i:\n", " absolute_different[:,element] = (absolute_different[:,element] <= delta[element]) \n", " # find the row where the above condition is true.\n", " matching_row = np.where(absolute_different[:,element])[0] \n", " matching_rows.append(matching_row)\n", "\n", " # get the best match out of all the matches\n", " values, counts = np.unique(matching_rows, return_counts=True)\n", " best_match = values[np.argmax(counts)]\n", " \n", " matching_nut = a[best_match]\n", " index = matching_nut[-1] # since count keeps the index of a nut.\n", " \n", " return index " ] }, { "cell_type": "code", "execution_count": 16, "id": "598ade69-a1bb-4b71-a5fd-c74b6f57118c", "metadata": {}, "outputs": [], "source": [ "# check prev_index expected answer 1\n", "a = np.array([[1.36100e+03, 5.53000e+02, 5.99245e+04, 2.00000e+00],\n", " [7.61000e+02, 4.53000e+02, 5.99385e+04, 1.00000e+00],\n", " [1.55200e+03, 2.43000e+02, 6.00585e+04, 3.00000e+00]])\n", "\n", "b = np.array( [7.51000e+02, 4.53000e+02, 5.99385e+04, 3.00000e+00])\n", "delta = np.array([delta_x])\n", "i = np.array([0])\n", "\n", "assert prev_index(a,b,delta,i) == 1, \" Check the function \"" ] }, { "cell_type": "markdown", "id": "3baa40f7-775d-4800-8d16-07ba76f0778f", "metadata": {}, "source": [ "### Access video frames\n", "You can use following code snippet load and access each frame of a video\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "e7de56b2-5e05-4882-8c44-041c28c4ec7f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Can't receive frame (stream end?). Exiting ...\n" ] } ], "source": [ "color_frames = [] # list to store RGB frames\n", "\n", "cap = cv.VideoCapture('conveyor_with_rotation.mp4') # give the correct path here\n", "while cap.isOpened(): \n", " ret, frame = cap.read()\n", " if not ret:\n", " print(\"Can't receive frame (stream end?). Exiting ...\")\n", " break\n", " color_frames.append(frame)\n", " cv.imshow(\"Frame\", frame)\n", " if cv.waitKey(1) == ord('q'): \n", " break\n", " \n", "cap.release()\n", "cv.destroyAllWindows()" ] }, { "cell_type": "markdown", "id": "7ed70856-cf97-42f2-ab9f-ee10acb0ae59", "metadata": {}, "source": [ "### 3. Implement a code to detect hexagonal nuts in a moving convey belt. (Grading)<a href=\"#3.-Implement-a-code-to-detect-hexagonal-nuts-in-a-moving-convey-belt.-(Grading)\" class=\"anchor-link\"></a>\n", "\n", "## Steps:<a href=\"#Steps:\" class=\"anchor-link\"></a>\n", "\n", "1. Use the above code snippet to access each frame and remember to\n", " convert the frame into grey scale. Name the variable as `grey`\n", "2. Call `get_indexed_image` and extract\n", " `retval, labels, stats, centroids`.\n", "3. Find contours of all nuts present in a given frame of the belt.\n", "4. Initiate a 3-D array with zeros to draw contours. Call this\n", " `im_contours_belt`\n", "5. Draw each contour. Use `cv.drawContours`. [See\n", " this](https://docs.opencv.org/master/d4/d73/tutorial_py_contours_begin.html)" ] }, { "cell_type": "code", "execution_count": 18, "id": "d7cfbdd1-692f-461c-8172-229b816a6823", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Video capturing is in progress...\n", "Can't receive frame (stream end?). Exiting ...\n", "Video capturing completed.\n" ] } ], "source": [ "gray_frames = [] # list to store Gray Scale frames\n", "cap = cv.VideoCapture('conveyor_with_rotation.mp4') # give the correct path here\n", "print(\"Video capturing is in progress...\")\n", "while cap.isOpened(): \n", " ret, frame = cap.read()\n", " if not ret:\n", " print(\"Can't receive frame (stream end?). Exiting ...\")\n", " break\n", " frame = cv.cvtColor(frame, cv.COLOR_BGR2GRAY) # convert to grayscale\n", " gray_frames.append(frame) # store the grayscale frame images\n", " \n", " if cv.waitKey(1) == ord('q'): #keyboard interruption\n", " break\n", " \n", "cap.release()\n", "cv.destroyAllWindows()\n", "print(\"Video capturing completed.\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "0749bc31-236a-4c3f-9797-ed6134b41dae", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 2160x1440 with 9 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# visualizing some of the captured frames\n", "plt.figure(figsize=(30,20))\n", "for i in range(9):\n", " plt.subplot(3,3,i+1)\n", " plt.imshow(gray_frames[100 +i], cmap ='gray')\n", " plt.xlabel(\"Frame \" + str(100 +i))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "5daf1544-3a48-4e78-bd0e-bcc1a8346863", "metadata": {}, "outputs": [], "source": [ "# Find contours of all nuts present in a given frame of the belt\n", "contour_plots = []\n", "contours_list = []\n", "for gray in gray_frames:\n", " # finding contours\n", " _, labels, _, _ = get_indexed_image(gray) # Conn: Comp: Analysis\n", " belt = ((labels >= 1)*255).astype('uint8') \n", " contours,_ = cv.findContours(belt, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n", " contours_list.append(contours)\n", " # plotting contours\n", " im_contours_belt = np.zeros((belt.shape[0],belt.shape[1],3), np.uint8)\n", " cont_plot = cv.drawContours(im_contours_belt, contours, -1, (0,255,0), 5).astype('uint8')\n", " contour_plots.append(cont_plot)" ] }, { "cell_type": "code", "execution_count": 21, "id": "d67def6e-d20a-40a9-9669-693d3425c69c", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "<Figure size 2160x1440 with 9 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# visualizing some of the contour plots on frames\n", "plt.figure(figsize=(30,20))\n", "for i in range(9):\n", " plt.subplot(3,3,i+1)\n", " plt.imshow(contour_plots[100 +i])\n", " plt.xlabel(\"Frame \" + str(100 +i))\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d24e1a17-8f34-470b-8371-f7a33096c491", "metadata": {}, "source": [ "## Object detection and tracking<a href=\"#Object-detection-and-tracking\" class=\"anchor-link\"></a>\n", "\n", "For each contour of the belt frame,\n", "\n", "1. Use `is_new` and `prev_index` functions to track each frame and get\n", " the indices of each nut.\n", "2. Write a code to detect and track hexagonal nuts in each frame.\n", "\n", "**Hint**: *If you are thresholding on areas (template and contour) you\n", "can use 500 as the threshold. You can set the matching threshold to be\n", "0.5 and experiment*" ] }, { "cell_type": "code", "execution_count": 22, "id": "afd1170d-4e77-4acf-85b7-e5d871b52591", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Details extraction is in progress...\n", "Details extraction completed.\n" ] } ], "source": [ "# frame tracking through image moments\n", "# extracting details about each contour in each frame\n", "video = []\n", "print(\"Details extraction is in progress...\")\n", "for gray in gray_frames:\n", " # finding contours\n", " _, labels, _, _ = get_indexed_image(gray)\n", " belt = ((labels >= 1)*255).astype('uint8') \n", " contours,_ = cv.findContours(belt, cv.RETR_EXTERNAL, cv.CHAIN_APPROX_SIMPLE)\n", " \n", " count = 0 # number of nuts in a given frame\n", " frame = []\n", " \n", " for contour in contours:\n", " metric = cv.matchShapes(contours_t[0], contour, cv.CONTOURS_MATCH_I1, 0.0)\n", " # Set the matching threshold to be 0.5\n", " if metric <= 0.5: # if only a complete hexagonal nut\n", " count +=1\n", " M = cv.moments(contour)\n", " ca = M['m00']\n", " cx, cy = int(M['m10']/M['m00']), int(M['m01']/M['m00'])\n", " frame.append(np.array([cx, cy, ca, count]))\n", " \n", " video.append(frame)\n", "print(\"Details extraction completed.\")" ] }, { "cell_type": "code", "execution_count": 23, "id": "44a2d7cc-bcff-4ff6-bde0-20269c8935de", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of nuts in the zeroth frame: 1\n", "Total number of nuts found: 5\n" ] } ], "source": [ "# Nut counter Implemetation\n", "# last element keeps the number of nuts in a given frame. \n", "# Therefore, initial number of nuts is as follows.\n", "total_nuts = int(video[0][-1][-1]) \n", "print(\"Number of nuts in the zeroth frame: \",total_nuts)\n", "\n", "delta_x = np.array([15])\n", "i = np.array([0])\n", "\n", "prev_frame = video[0] # Reference frame to compare with the upcoming frame\n", "\n", "for frame_num in range(1, len(video)):\n", " current_frame = video[frame_num] # frame to be compared \n", " \n", " for nut in current_frame:\n", " # Checking the current nut with previous frame\n", " # if it is a new nut count it.\n", " if is_new(prev_frame, nut, delta_x, i):\n", " total_nuts +=1 \n", " \n", " prev_frame = current_frame\n", " \n", "print(\"Total number of nuts found: \",total_nuts) " ] }, { "cell_type": "code", "execution_count": 24, "id": "e82472a7-d752-4072-9898-259d70b346dc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Detection and indexing is in progress...\n", "Detection and indexing completed.\n" ] } ], "source": [ "# trackig nuts: An extension of the previous counting nuts algorithm\n", "print(\"Detection and indexing is in progress...\")\n", "total_nuts = int(video[0][-1][-1]) #initial number of nuts in frame 0\n", "delta_x = np.array([15])\n", "i = np.array([0])\n", "prev_frame = video[0] # Reference frame to compare with the upcoming frame\n", "\n", "for frame_num in range(1, len(video)):\n", " current_frame = video[frame_num] # frame to be compared\n", " \n", " for nut in current_frame:\n", " # Checking the current nut with previous frame\n", " # if it is a new nut count it and assign a new index\n", " if is_new(prev_frame, nut, delta_x, i):\n", " total_nuts +=1\n", " nut[-1] = total_nuts # assignment of a new index\n", " \n", " else: \n", " # to be tracked the nut must not be a new nut\n", " nut_index = prev_index(prev_frame, nut, delta_x, i) \n", " nut[-1] = nut_index # assign the same index it had previously, for old nuts\n", " \n", " prev_frame = current_frame\n", "print(\"Detection and indexing completed.\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "cdb859ce-0cf0-486f-8db4-a4e0fff17be4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame annotation is in progress...\n", "Frame annotation completed.\n" ] } ], "source": [ "# frame annotation with the extracted details\n", "\n", "annotated_frames =[]\n", "frame_num = 0\n", "print(\"Frame annotation is in progress...\")\n", "for frame, color_frame, contours in zip(video, color_frames, contours_list):\n", " \n", " # Annotation was done on the frames of the original video\n", " img = color_frame\n", " y = 0 # to change the vertical position of 'object details' of a frame\n", " \n", " for nut in frame:\n", " # Annotate the nut index\n", " img = cv.putText(img, str(int(nut[-1])),\\\n", " (int(nut[0]),int(nut[1])),cv.FONT_HERSHEY_SIMPLEX, 2, (255,0,0), 4)\n", " # Annotate the nut(object) details\n", " img = cv.putText(img, \"Object {}: {:04} {:04} {:05}\".format(int(nut[-1]), int(nut[0]), int(nut[1]), nut[2]),\\\n", " (50,850 + 70*y), cv.FONT_HERSHEY_SIMPLEX, 2, (255,0,0), 4)\n", " \n", " y +=1 # change vertical position for next object details annotation.\n", " \n", " # Annotation of the frame number and draw the extracted contours\n", " img = cv.putText(img, \"Frame \"+str(frame_num) , (50,750) , cv.FONT_HERSHEY_SIMPLEX, 2, (255,0,0), 3)\n", " img = cv.drawContours(img, contours, -1, (255,0,0), 5).astype('uint8')\n", " \n", " # Index number 180631J\n", " img = cv.putText(img, \"180631J\" , (50,150) , cv.FONT_HERSHEY_SIMPLEX, 2, (255,0,0), 3)\n", " annotated_frames.append(img)\n", " frame_num +=1\n", "print(\"Frame annotation completed.\")" ] }, { "cell_type": "code", "execution_count": 31, "id": "50afbac5-4226-4b4a-94fe-b93e9b16e52a", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABrgAAARFCAYAAADlxcJQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdd5wkVbXA8d+t0Gly2pxYWHLOomB4BkBdsgiKIvqMJJWgmOWJqPgwgZjABCoGUJ9ZRAGJiyybgM15dienzlV13x81t6Z6wiZ2ZwPn+/nMZ2c7TfWErtPnnnuO0lojhBBCCCGEEEIIIYQQQgghxN7C2t0HIIQQQgghhBBCCCGEEEIIIcT2kAUuIYQQQgghhBBCCCGEEEIIsVeRBS4hhBBCCCGEEEIIIYQQQgixV5EFLiGEEEIIIYQQQgghhBBCCLFXkQUuIYQQQgghhBBCCCGEEEIIsVeRBS4hhBBCCCGEEEIIIYQQQgixVxn3BS6l1OlKqReUUsuVUh8b768vhBBCCLE3kdhJCCGEEGLbSNwkhBBCvLQorfX4fTGlbGAp8DpgPfAUcJHWesm4HYQQQgghxF5CYichhBBCiG0jcZMQQgjx0jPeO7hOBJZrrVdqrUvAz4GzxvkYhBBCCCH2FhI7CSGEEEJsG4mbhBBCiJcYZ5y/3lRgXez/64GTxrpxc3OznjVr1q4+JiGEEEK8SE8//XSH1rpldx/HPkhiJyGEEGIfJLHTLrFdcRNI7CSEEELsDVavXk1HR4ca7brxXuDaKqXUe4H3AsyYMYN5857YzUckhBBCiK1Rylmzu4/hpUpiJyGEEGLvI7HT7iOxkxBCCLF3Of74setVxrtF4QZgeuz/0wYvi2itv6u1Pl5rfXxLixQzCSGEEOIlTWInIYQQQohts9W4CSR2EkIIIfYl473A9RQwRym1n1IqAbwV+N04H4MQQgghxN5CYichhBBCiG0jcZMQQgjxEjOuLQq11p5S6nLgL4AN3Km1XjyexyCEEEIIsbeQ2EkIIYQQYttI3CSEEEK89Iz7DC6t9R+BP4731xVCCCGE2BtJ7CSEEEIIsW0kbhJCCCFeWsa7RaEQQgghhBBCCCGEEEIIIYQQL4oscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2KLHAJIYQQQgghhBBCCCGEEEKIvYoscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2KLHAJIYQQQgghhBBCCCGEEEKIvYoscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2KLHAJIYQQQgghhBBCCCGEEEKIvYoscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2KLHAJIYQQQgghhBBCCCGEEEKIvYoscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2KLHAJIYQQQgghhBBCCCGEEEKIvYoscAkhhBBCCCGEEEIIIYQQQoi9iixwCSGEEEIIIYQQQgghhBBCiL2Ks7sPQAghxM6ltcb3FZs2QX8/KAX19dDUpHAcjVK7+wiHswA9+LEnM9+4Pf04hRBCCLEttA5jpY0bw/87DkydCqmUGoyXFBDsxiMci8ROQgghhBg/5TJs2ACFQhg/tbSEeSbbZliOSbFnnvf3ltjJ7EXaG451zyELXEIIsQ8JApg/X3HLLRYPPBAmbQAaG+Hww+Gss+DVr9bMnAmp1PBAZHeRk/aLt6cGkUIIIcSeR2vo7YXvfU/xox8pVq0KL3NdmD0bXvtaePOb4eCDobk5jJf2jJjJ2FvO+ZqhRa49jcROQgghxNb4Pjz8MNxyi8Vjj0E+H14+YQIceyycfXbAy18O06ZBImHiJYs9r0Bobznn62H/7kn23NhJFriEEGIfkc/DXXcpPvMZRUfHAPAM0A5oNmyYyoYNB/KXvzRQXW1xyCHwpjfBmWdqDjhAU1u7O5M3e+YJcnR76gndHJMa5TJi1+2Jxy6EEEKMH61h8WLFBz6g+Pe/A7RejlKL0donn08yf/6RzJ8/ma9/3WXSJHjVqxTnnKM54QSYNAlsW6N2+2rX3nI+V+y58YfETkIIIcSW9PfDLbcobr1V0d/fg1Lz0LoP0KxZM5s1a/bn/vtrqa2Fo46CuXPh9a+HWbM01dVSHLRj9uTioD03dpIFLiGE2MtpDWvXwjXXWPz2t+B5z+LY1+AHD6N1mfDkkgSmAP9FNvtGnnrqOJ56agpf/KLFjBmKV70KXvMaOPXUgIkTw23m42tv2C4+2vHt+pO3Hnz4LQeHJoEUDDue4XeSRI0QQoiXJq015bLi+99X3HijYtOmLLb9FbS+Da27CM+PFlAPHEu5fBbr15/MT35yKPfck6ahAU48UXPaaYo3vEFz0EG7eze8xE5jflWJnYQQQogdprVm4ULFRz5i8eCDGngQx7ke338WKA/eKg3MROs30Nf3Bh5++FgeeqiFTEax//5hjul1r1O87GUBjY1gWWN+uXG0N8ROILHT9lNa77k/1OOPP17Pm/fE7j4MIYTYY/k+PPggXHGFxfPPF1DqJzjOTQTBenzfH/U+StkoNQGtTwHmotSJBMF+WFaCSZPg1FPhnHPg1FN1bLErXkWyLeeN7Z25sKXbb+3kaK7fUhXJ9tje57mtwceOneS3PdBgK4+/a4MMpZyntdbH77IvILaJxE5CCDGS1tDeDtddp/jZzxSl0rM4zieABwiCMkEwehsdpTIodRhBcCaW9V8EwRFALVVViiOOgLlzNWeeqTnwQLPYNVossq3nX4mdtu22Wyexk9geEjsJIcSQchl+9Su47jqL9ev7sKzbsO2vEwSdW8gxOVjWVILgVODNKHU8QTAd23aYPh1e8xrN2WdrXvYyRlns2ltjJ/P/HY0TJHbaXscffxLz5s0b9QhlgUsIIfZSAwNw220WX/gC9PdvwnU+jef/aHDX1khKqSjxYv61bQfHqcfzDkKpV1Iun0kQHIFlZZg4EU47Dc4+OwxIWlo0SsUrXkY7r2ztnBI/2cVPjmrYvy/GeFaLjNZbeud+/W0LNGDk93W4XVutJEmaPYPETkIIUUlrePxx+NCHLObP97GsnwM34PvrxryPNZh5sSyLIAiwbRvHSREEM9D6GLSei+e9HK0nkslYg4td8MY3ag47zAxcHy1JMzz2gT0jdhpPEjsZEjvtGSR2EkKI8NzZ1QU33aS4/XZFsbgM274Oz/s9Y83TMjmmeJ7Jth0sqxHfPxSlXke5/HqC4CBsO8X06fDqV4dzu047Derqhh5n+xaX9oTYSfJOo9t1sZMscAkhxD5Ea1i+HG64weI3v9HAE9j2Vfj+02gdzoWwLAvXdXEcB9u2UUqRTqejwMPczrZtgiDA8zy01midJAj2p1B4NYXCG/C8w7CsDPvtB6efrjnrLMUJJ0BdnR488W1rkDHabUZL8oz2OPHyntFO6vH7bG8Fz9aM9vjxxx4eaJjbB1Q+p/gMiu07tu0LNEabdbE91U87/n2TJM2eQWInIYQIaa3J5xU//KHi059WdHb24DifQ+sf4PsD0SKW4zhRzKSUwnVdEokEECZcfN/HccLO/r7v4/s+WitgAqXSSeTzb6BUehlaT6SmxuLUU+HsszX/9V+aGTPMYtfwk/i2xE/jGTu92CrkrT2+xE6j3ltipz2CxE5CiJe6IID588OxF//8p49Sf8a2rsPznweIckeO40Q5JsuySKfT0fVBEFTkmMrlsPBa6zS+fwj5/H9RLL4O3z8Q205y8MFhYdDcueH8rqoqPcZ5e3uKg8YrdtrZJHbaFrLAJYQQ+wjf1/z974r3vtdi7doCicTd+P4NQBepVIpkMkk6nY6Cj3jLHcdxoi3l5rXfsqwoeWNZFlprLMvC933KZYtCYSaFwqsoFs/C8w7BdV322w9e9zq44ALNiSeONn9itMUmK3b5aCdBc/1oJ+OtVdmMfYLc9pP0WI+1vSft+PGPddIf/jjbu618W49hR6/fMZKk2TNI7CSEEEQtCT/0IYv77wetF2PbV+CVHyGRdEgkEqTTaVzXxXVdgIrEDISLWUqpiqKg+GVmd5fva4rFOvL54ykW30ip9GqgjoYGOPlkOOcczZvfDC0tptI5fv7fUqGOxE5D1w9/HImdxM4jsZMQ4qWsXIaf/Uzx0Y8qOjr6SSa/Rbn8JSwrF+WYUqkUtm1Hi1emcGdbckwQxj+e51MuuxQK+1MovJZicS6+P4tk0uHAA+GMM+Atb9EcfrgmkVCxOGT4+V9ip5dq7CQLXEIIsQ8oFuGb3wwHo/f1bSCdvpZ0+gFsG5LJJFVVVXieF90+CAK01hULXeEuLR0FGjBUVWwSNea2ZsGrXPYol5OUSoeSz7+OYvE1BMH+pNMuhx0WVt2cf344bN1x4lXK8ZPuaBUno1WkjLX12tjSSXnkCTQ8xZlk0racYMcKDMaqpBl+2WjHGg/Cxgo0xvo6W/t62/IcRruerdxm++8nSZo9g8ROQoiXOq1h4UJ45zstnn3Wx3F+QDp9C67bTSKRIJPJRDGP4fs+tm1Hi1kmhoq33QEq/m9iJrP4VS6XKZcDyuVp5PMvp1g8nXL5WJSqZ+rUsCXPuedqXv1qqK1lWAvDimcQuzxemSuxk8ROYleQ2EkI8VKkNWSz8JnPKL79bUWh8Bzp9EdJpebhOBbJZJJMJrPVHJOJhUaLl0xMZQqETLGQ53mUSlUUi0dRKLyBYvE0tJ5BdbXD0UeHbZ/PO29oJ3z4mDB67BA9IyTvtG/HTrLAJYQQezGtYdUquOEGxX33KbR+kkzmY6RSz5FMJqPgwixamYQMhMGGaatjAg8TiJhWhuZzYLDtjo6ClnilslEouORyB1IonEW5fDpBMIn6epsTToCzztKcdZZm8mQVBSKDz4Jtq7TRDCVzhp+c4/eN29MCjdH6U4/2XOKPO9Zx7MpAY0tff/tJkmbPILGTEOKlrFiEO+8Mi4E2bRqgquoLJJM/JZUKi4Hi8VKcudwU95j/m+pjEzPFF8BMksdcH4+zwkplRS7XTC73Csrli/G8Q3CcNAceCG94Q7jYdfzxmmRy+K4u8685X8erkSV2kthJ7GwSOwkhXmq0hmefheuus/jHPzSO8xfS6U+RSm4gmUpGO7WGxzgmL2R2u28tx2Riqi3lmLRW5PMJcrnDKBYvoFx+FVq30NKiOOWUcCf8mWdCUxNYVjx2GH7ejy9cSexUad+InWSBSwgh9lJaw1//Ch/+sMVzzxWorv4t9fW34jhtUaVxuVxGKYXjOCMWucrlcrSV3Fw+fFu5WdSCoYocM7crfjsYGrrueR6eF5DLpSkUjqVUuhDffwXQwKRJije+Ed76Vs3xx0NtbXx7eZwJPOL/N+ckc/nwhbHRAoF4hfPwQCO8fqjaZ6xAZbSvNfw68//hFUDxx44HGqM+6dgxD09mDb9+rGPeWiXMtgYio1UtwY4OBZUkzZ5BYichxEtVeztce63i7rsVSj1PY+OXSKcfRqlwEcrzPHzfx3XdKC4yzIKViaVGKxyKJ2hMwsZUI5vL4hXM5nFKpRLlssPAwAzK5dMpl88jCGaRyTgccwxcemk4r2vmzHD2xMgZp/Fjldip8rGHXz/WMUvsJMYmsZMQ4qXE98OWhDfcoFi/vp/a2p9SW/sdHLsfy7LROqBULkVjL4bPcS+Xy9EcrnhbwnhLwniOybQw3FqOqVwu43mabLaGYvFkSqWLCILjgVpmzoRzz4Vzzw04+mjIZEyRdjyGiO96l9hpX4ydZIFLCCH2QsUi3HFHWIXc3d1Kbe2XaGj4ExBuEfc8H8saSqxYlhUlbEzlTKlUigZ8muSLbduUSqWoHY8JMkzbHmDEdnMj3r4wrE72yGazFIs+ljWdfP4UyuWLCYJjcN0Mhx4azuq65BKYPj2+0DX83DP8pGsx8oQ+1onZnOy3VMEy2v2G3yb+teOPFf+68SBgeDAUDLt9PIgaLTgyhh/38Mry4Sf9sQKE+ONvy7l9W283/D7mmIZdI0maPYLETkKIlxqtw8HoV11l8cgjHsnkfTQ3f4VEoitaiIrvaI/vyIq3zymXy9G/8WSOSdKYy5RSZDIZXNetmDth3lcPr3Q2O+3z+Ty5XA6oo1Q6gmJxLkHwRmASTU2KM87QvOtdmpe/XOO6ZqFLURlvVDzzYf9K7FR5X4mdxLaR2EkI8VJgWhLefLPia19TFArLqa//PHW1j6PxQYf5HcuujJHGyjGVSiVgqGvQaDmmVCpFKpWqiJPiOaahXVw6+jrlcplsNku5DDCbXO5UfP9iguBQkskkxx0HF16oeetboaVFD2tdaFiMfs6W2GnI3hc7yQKXEELsRbSGTZvCKuR771Vo/SxNTZ8hnV4YJksCjY6daOI7t8y/2WyWbDbLwMAAnueNqCqOz50wlFIkEgksyyKVSpHJZEgmk9FjxnsrxyuVtdYUi0Xy+fxgsONSKByKUucTBGei9f5Mm2bxiU/ApZdCKhWvWBl+HGNtEzeVH+bz0apZtnTyHfFsGXnyN/c31T7DA4f4beNfN15lE1QkuLb89bd0TKNV2pjvgblua1VBW3v8LT3OWOLf68qKG0nS7BkkdhJCvJSUSvCLXyg+9jFFa2sf1dV30NR0J1BGYREEXnRqNIVAJpaxLItiscjAwADZbJZCoRDFR6Z4aLR4CcB1XSzLwnVdqqurSSaTuK4LMGI3V/z/nueRy+UoFov4vqZUaiQI3oTWZxMELyOdznDWWZr/+Z+A2bPNIpdNZbWvxE6jH5PETmLHSOwkhNjXaQ0rVsAVV1j87W8a236YlubPkkisATUYL8UMzzFpraN4KZvNRnO54m2fR4uZTKxk23ZFjimelxotXgqCgEKhQKFQoFwu4/tJisXjgPPQ+gxgKgceqLjxRs055wTYtomZYKg4SGKnfS122tICl7Mdjy6EEGIX0xqeew4uushi4UKPZOJeGptuJZnsRikLrQNQGoWqCCYsyyKfz9Pd3U0ul4sqiisfW1f8O9r1xWIRgHw+T09PD4lEgtraWmpqaqKBoGa3WDyAsW2bqqoqlFL09fWh9aNo/SiJxC1Y1mvYuPE6rrjiMNasgRtvVDhOfDt1POiIByNQeRIcq1JmayfL+Ml1+GWj3Wb4UNLh9x3tdsMfY0tVO5XHG/44rGGVR/H7D/98S891tOMa7XGgcqv+8KBrrK8RjPG5EEIIMX601hQKis9+VvH1rys8bxkNDZ+jtvYxbMsh0KC1j2VXJmdM0qS3t5e+vr5oh/twph3hWMphWXG0QOY4DplMhrq6OlKp1Ij7B0EQVSanUikcx6G3t5cgWI/v34bj3EUyeSye9x5+/vMLWbQoyf33B8yerQfnOYxVkSuxk8ROQgghxNi0hn//Gy65xGLN6iLpzPdobPwOiUQBdJhjMnFSPMeklCKXy9Hd3U0+nx91AWv4bK7Rrjc5JvNYqVSK2tpaqquro7yS+drx2aeO41BVVTXYMagPrf8G/J1kchZwBkuXXss73jGDW25RfPCD8faEMPLcL7HTvh47yQKXEELsIYIAfvc7uPpqizVrBqit/TxNTf+H1sXBE76D1lRsFdda09/fT09PTxQ4bMn27No1C17t7e309PRQX19PbW1tdJ05hvhg9qqqKgB6e3sHZ11sBu7Fdf9FqXQH3/zm6Zx2Gpx+erz1Dmy9f/BoRttSPfzz4cHF8Mc3l5l/45Uio1XQbP3kWvm8hvcV3paAaKtfYQu3N9U2o/eGHvm1thS8CSGEEHseraGtTfGBDyh+/3tQ6k9MmngTydQmfC8AK4hmbsXbEZqYJpvNjrkza+hrbN950PM8+vr66O/vp7q6moaGBhKJBEDUrsdxHDzPw3EcHMdBa01vby+FQgHPy+E487Cs+TjOIyxa9A0++ckkP/oRJBLDq1+HVxBL7LR1EjsJIYR46fF9+MEPFJ/6lKK9vZ26+htobHyEICgRBGDbFoE/VEBtckw9PT309vZGBT1bsr05pnw+HxVU19fXU1NTE+2atyyrIl6KdyHq6+vD9318fx2W9QNc9wGKxZ/wuc8dxymnaI45Jv6VJHYa274ZOw3/KQkhhNgNSiW4/XbFu99tsW7dGurrr2LChN9hWR6WMrO1htrdZDIZyuUy69evZ/PmzVtd3DLJnUQigeu6JJNJUqkUyWQy+hg+cD2uXC7T3t7OunXryOfzFZU9JmmjtcZ1XWpra6mqqoqSS8VikVJpHUpdRzbbwS23hM83FFC5JXtLlSLxqpbhJ9vtCVAY3P5O9DH0WOZ4RqssGa0/8mjHGP8Y9atX3D8cKD9aYGMez4p9bOl5Dr9+R49xS8HUthyHEEIIsWuYeVsXXmhx330ejnMnkybdQKaqDYXCcR304PnPxCfJZJL29nbWr19Pf3//Vhe3TIInkUiQSCQq4iWz+2qsdjCm8Gj9+vV0dnZGyRrDLHpZlkUmk6G+vj6aDVYoFCgWBwiCn6DUL7n/fsWTT8bjHRMTSOwksZMQQgixZQMD8PnPKz78YUVn5yIaGz9IS/NDKGVmuQ/tcjfFyvl8nrVr19LR0bHVxS1zP5NjMvO2TLxkxl+MpVgssnnzZtavX0+xWIzyUWYel9lVlkgkqKurI5PJoJSiXC5TLBYol19Aqetpb8/zjW/YBMFo53SJnaJ77OOxkyxwCSHEbqMHq2Pgc59TfOQjiu7uZ6mpeQ8tLY+g0ASBj7JUNOQcwkBi48aNrFmzhkKhMOJRTULHBBzx6mUzaN3zvGg2FxBtBXddF6VU9O9wpVKJ1tZWOjo6osW2sIomPDazRb2pqYm6uroooAlP7MuwrCUsXAibN+/I92v4CdKcnOMfI0+iI4OJ4Z+PVYEz1jbxLYkfSzyIGq2CZ1see3jwFb/9aI85PCAazfCAbaxjGO3y+PFIskYIIcT4CQJ48EE4/3yLf/2rj0TiZiZMuJl0Ok+5XEZZRBXAZmEpl8uxfPlyenp6RixsmYUs82HimuHxTblcju5r4p34DK7RCoSCIKC7u5uNGzdSKpWiHe/xeAkgk8kwceLEaOErvK6Ibf2VQiHg3/+OP+qWkjFjkdhJYichhBAvJWam+1VXKf7nf6BQeIj6+vfQ1LgQjUbrIGrZ7Pt+lPdZu3Yt69evpzRUjQwQde5xHCeKl+LzuUzcVS6Xo9lc5jLbtitiptFyTIVCgY0bN9Ld3R3lrsz9w+cTLng1NzdTU1MTPUaYy/oPlrWexx+H/v6xdhpJ7PRSiJ1kgUsIIXaTsMUOXHqp4otf1Pj+30gmz6G5eXW4IDS4Y0vr8MRhhpe3trbS1dU16lZwE2yYIMBUH5tBnqYSJr7oFb/cXOb7flSFM7zqRmtNd3c3ra2tFAqFKMgZnlSqr68nnU7HjsvDdZ+kqwsWLIif/KOjZ8snvXi1yVhByrYFMEpZKDWUzBo6aY4WXPixy7ZWHTP8A4YCjuFzx7Y32DJBxGiBVfwYhhsenMQfw3w+2vMeK0Dc0eMXQgghdky5DD/+seLssy1WrmzHtt9NQ8MdpFJ2lEAxSRqTTOnr64sWmEZj4h4IYyyzW8sUCcVjpni8ZBa04vNI0+l0tBMrrlAo0NraSnd3d8UQdZNU0lqTSqWor6+vSBY57gKU6ufhhxWeN/zcHyex05ZJ7CSEEOKlQ2vNypVw7rkWd93lA3eTTl9EY2M3ga6cD6qUIpFI4HkeGzZsoLe3d8zHjeeYksnkVnNM8TjKfC3f9yvuFxcEAZ2dnWzevJlyuVyx0GUKjhzHoaGhgWQyGT2mZeWw7fmsXQsrV1Y8IhI7vbRiJ1ngEkKIcRfu3Fq0SPGGN9j87nc+8DUSiXcwZYoVVfmaimHTh7hYLLJ+/XpyudyYj2ySOolEAqVUVEGjFLhuWHGTSiUHPxKk08mw73LgVwz3dBwnGgga3ic1IgjJ5XK0traSz+crkjYwNG+ioaEhuq/WGs97Gt/XLFw48oQd7vKKn7jilR7Dq13iJ0dG+X/sUaJgYkvVMcMvH35yDj/MFvNRvsqw+27p/6PdfvjtRrv9aPfdlpP9aJVCY32+pceKDwaV5IwQQohdT+uwxc711ys++EFFf/8ibPtMmpr+TX19bcWu9HjhzubNm2lvbx+zHaEZXp5IJKKYJ9yFTrSIlUi4UbyUSiVJJFxA4/te9BgmeVMqlQiCIFogi/M8j/b2djo7O4GhJJFJ9gBRu0KTFCqX16L1JpYuhS2EfRI7SewkhBBCAOFO93/8Q/G611k89lgB+Djp1EeYPLk6ijk8z6vIMQ0MDLBhw4ZROwMZjuNEOSZgMOYKc0xmrmg8XkomE1iWGizkCeMw8/V836dUKkVjM+I5JtPmubW1NWqPGM8xmblcjY2NUfvDIPDw/WfI5eCFF8ZaFKoksdO+GTuNLDMTQgixSwUB/Pa3imuusVi5sg+4AaXupLm5Gdu2K1rhmBO+53ls3LgxWrAazrIsUqlUtDhmFrImTpzI4YcfxiGHHExjYxMzZswgkajcGr5xYysLFy7mueeeY9WqVbS3t0eLVqZK2fM8UqlUFJAY5XKZ1tZWJk6cSCqVAogqk5VSJJNJWlpa2LhxIwC+Pw/o45FH6gaHmu7Im/0dTRCYE3S89/LwQCb+/+GBzPDqlW2pWtnadfHH3NLzGitAGIt5vNEGf8a/tmLbvj5Uft+29TiEEEKIHdfaCpddZvH3v2t8/37gWtLpzdTXT4niJZOo0VrjOA4bNmygr69vzMccvgjlODY1NTUccMABHHPMUUyaNInJk6dQX18Xaz+oKBTyLFq0hIULF7Fq1SrWrVtHf39/xc4xz/OwLIt0Ok2hUKhIoHR2duJ5XhTvAVELarPzvVwuk81m0bofmMf69QexciUcffSL/U5K7LR1EjsJIYTYO3leONP9s59VdHe3Alej1P00t0wFNOWyF8Ur5qNQKLBp06Yxi4FMobPZsW7bNplMmilTpnDkkUcwZ84BNDU1M23aNBzHrsgxrV69hoULF/PCCy+watUqurq6okU0M7/dFAZ5nlcx78u0LJw0aVI09zSeY0qn0zQ3N7Np06bBhbtHgDIPP+xw4YXhwtvOIbHT1u05sZMscAkhxDgqFuGuuyw+/nFFb+9qbPtj+P6vyGTSZDKZitkM8dkQ69evH3NxK5lM4rputGX88MMPZ+7cN/Pyl5/CQQcdSENDA47johRRFUj4+dCJR2tNqVRizZq1/Oc//+H//u8PPPnkk2zatCnaIu55XlQpE6/wMZXJU6dOjRI2vh/uCDPVPvX19fT19WFZbXjeChYsOJauLk1z85YCkG2tENne7dbm3y1Vkph/rWH/31KQASNP6MMrgyq/3tDPYPTHi1csxT83/x9iMTw4Gl7xY24eXq4rfh+G30YIIYTYnbSGZ5+Fq66yeOihErb9DZT6Ikr10tg4LXY7He2GSqVSdHZ2jrm4ZVkWmUwmOpc2Nzfz2te+lje84fUcffRRTJ06JbbrPLzP0LkyPMeee+55eJ5HT08vCxYs5MEHH+SBBx5g+fLl9Pf3RwtnQRCQyWTI5/MViaO+vj5SqRS1tbXRcZuEjWVZ1NXVUS6XB+OoR8nn38YTTyiOPnpbYx2JnSR2EkII8VLS3w9f+5rippsUxeI8bOsq/OBxampqSaWSUR5peLee1tbWMRe3TDGQ1ppEIsHRRx/Nm9/8Zk4++UTmzDmA2traKOYZK8dkOgItX76SefPm8fvf/5758+fT1tYWFfeYHJNSqqKQulQq0d7ezpQpU6I2h2aGvGmTWFtbSzabxbJWUC5v5vHHp1EoaAbrrrfj/Cyx074QO8kClxBCjJNiET77WcUttyg8byGu+27gWbSG+vr6ih7DZgin1pp169aNumXcsqyotU46nebwww/nbW+7mLlz30xzczPhyaTyzBH/b/w6s9vqwAPncOCBczjvvHN54YWl/PGPf+Rvf/s7S5YsoaenJ1qAq6qqinZ5mV1dmzZtYurUqdFj2rYdBVHV1dUUi0U8rwwsYvPmY1m9Gpqbh1es7EpjVaNsqUpltIBvRyteRt5vtCGrW7rN2LcfXuViftYjAxmlRvtcKoqFEELsGbSGxx6Diy6yWLu2D9v+Mrb1NbQukMlkSKfT0TwGrTWu62LbNl1dXbS3t494PLO7KplM4jgOLS0tnH32WVx44Vs4+uijsCx78Hbx+wz/fOgC13Vobm7iNa95Fa9+9Su54oorePjhh7nvvvuYP38+a9euxfd9yuUy6XQ6al9ojretrQ3HcchkMgCxXWJh0VJ1dTUDAwPY9gJ8v8wTTzi873079Vu8HSR2Ci+X2EkIIcSep68PrrhC8ZOfaOBhHOc9aL0aC0VDQwMwVHxs23bUJnD9+vUVu6YMy7KieCmTyXDiiSfytrddxBlnnE5NTS3bk2Oy7XBH+xFHHMYRRxzGRRe9lYULF/H73/+ef/3rXzz//PMMDAzged7g7rBMlPcKgoB8Pk9bWxuTJk2KioLis8Cqq6sHY6w+gmAFK1dOo70dpk/f6d/m7SSxU3j5+MZOssAlhBDjIL645ft/wLbfTxBsQmtNVVUV6XQ6qqwx8xxs26a9vX3UmVtmboRt20yfPo2PfOTDnH/++dTW1gIjkzHbIn4Oc12Xww8/jMMOO4wrr7ySxYuXcOONN/LPf/4zStKYymQjn8/T0dExuLg2VCFkdnI1NTWxceNGguA5ggCWLVOccEL86+/5JbB7wSEKIYQQey2t4fHHzeJWO7b938Cf8fyw9V9jY2OUqIkPMy+Xy3R0dAybqUBUMOS6Lul0mrlz38Q111zDnDlzBu+/Y8c5dD/FhAnNnHfeOcyd+2a6u7v54Q9/xLe+9S16enoIgoBkMhktcpkdZ21tbUyZMgXXdaOZEua6+vp6SqUSudwGoIcVK1oolTSDoy+GHceeH5jsBYcohBBC7HX6++OLWz/Esq7D93uAsIDacZxoRqlp9WfbNps3b67YLWWYeMm2bQ466EA+/vGPcfrpbyCdDgtyXmyOKZVKcsIJx3HcccdSKBR48smn+NznPsfTTz8NhIta6XS6IsfU399PMpmMFuviu9/N5Zs3twEvkMu9krVrYcaMrR3Tnh+Y7AWHuMextn4TIYQQL4bW8NOfDi1uKfVufH9DVMnb0NBQsR043hO5v79/xOOZ3VapVIq5c9/Mfffdx2WXvWvY4taLY4aGKhUGIscddwz33HM3n//856mtrY12l5m5W0ZfXx/5fD5a2IofczqdpqGhgSBYjtaaVatGblUWQgghxEvX5s1w6aXh4pZlXUYQ/B7fDxeHqqqqSCQSUcxkWtZYlkVXV1c0WyLODDGfNWsmt932LW677TYOOuigF7W4FWdipfBrOUyY0MK1136U3/zmNxx//PHRwpWZYWGUy2W6u7uj52LaFJoFu+bmZpTqAbrYsAG2MPtdCCGEEC8xWsOXv2wWt+5CqQ/j+11RPFFfXz9irrtlWWSz2VELqM3OraqqKi699J3cf/99nHPO2aTTmYpY58Uwj2NZikwmzatedRq/+c1vuPrqq6OWiCbXFdfT00OpVKpo62yOubq6mpqaanx/OaUSrFsnK0MvVTu8wKWUmq6UelAptUQptVgpddXg5Y1Kqb8ppZYN/tsweLlSSn1DKbVcKbVAKXXsznoSQgixJ+vpga9/XeF5z2NZ7yUI2qLrMpkMtm1Hi12mPWEikaC7u3vEtnGl1OBJvIZrrvkod9xxO3Pm7D+YFNn5lR7xha5MJs3ll1/Od7/7HaZOnYrruiMCkCAIKpJMJgAxrQ2bm5tJJJYCeZ56SoIP8dIisZMQQoxNa/jJTxTLlvlY1sfQ+k8Vi1k1NTXRbvd4e8JSqRQVBMV3cKVSKTKZDCeddCI///nPOP/8cwfnPOzaeMmyFMcffxw/+clPOPvss0kkEvi+T1VVVcV9+vv7yeVyFbMOzC6vqqoq6usTKLWY1lZYv37nHq8QewuJnYQQYqQ1a+AHP1Bo/TBKfZQgGCqMrq6ujnaFB0EQ7Xp3XTfK1cSZhaLGxkZuuukLfPnLX2LKlMlRjmlni8dMDQ11fPrTn+KWW26hoaEhaqPoum50e8/z6OzsrNi9BUS5s5aWFlz3WcDnySd3/vGKvcOL2cHlAR/VWh8KnAx8SCl1KPAx4AGt9RzggcH/A5wBzBn8eC/w7RfxtYUQYq/xwAOweDHAT/D91uhyy7KYMGFCVIFikhoAuVxuxO4t016nrq6Oz33uc1xzzUdHJEt2pTBpA2eeeQbf+c4dTJk8BbSKejQb+Xx+cNinVbHIVSqVKBaLpNMFoJN16yC2+1yIlwKJnYQQYgwDA3DXXQqtVxIEv0broZ3g9fX1pNNpgCgxY+KLtra2ioUtkxhJJBK89rWv5c477+TQQw8Bxq/li1KaqVMn881vfp2zzjqLhJscsciltaa7uxugYue77/sMDAyQTqdRagWlUpjIEuIlSmInIYQY5pe/VLS2auA7BEFfdLmZNQpULHIppejt7a3YvaWUinJMEydO5Gtfu5V3vetSkslReiLvIkqB49hccsnb+OpXb6GhoTFqVRifUZrNZikUCtFueBP3FYtFfN8nmewCsqxcqRishRIvMTs8g0tr3Qq0Dn7er5R6DpgKnAW8avBmPwL+CVw/ePmPdfhb+LhSql4pNXnwcYQQYp+kNaxZowgCDQxlJ0zLPtd1o11api2N4zgjkjUQJj8aGhr4zGc+w2WXvQtrJzSZ1Trs3TysiAeloKYGYjFFdLnWmle84hS++r+38J73/Dfd3d1UV1fT398fJZ36+/uprq7GsqxooctUW1dXB/T1rWXduul0dcHgjHWxl9EaNm6Ef/5TsW7d7j6avYPETkIIMba+PujsBNgMDFXAWJZFXV1dFGOYHU+u61IoFCpmNQCDsUY1p512KrfffjtNTY0Vg653hNZQKsEoXX1IpcKP4YtnYSxVzf/+7y10dnTywD8eiBJJ5piLxSKFQmFwMSuMA80ueMexSaVeIJfTLFqkOP10LTMZ9kJahy0m582Dxx9X+D4kEnDccdKne1tI7CSEEJW0htWrIVz/H9ribbr9DG/XbNs2tm1HRTVxjuMwYcIEbr31fznzzDNfdLwEEARhjik2sQIIi6Vra0ePlwDOOecs+vr6uPba6ykU8lRXV9PX1xct1PX390ctn81ClykSr67uJ5ttZ+nSWvL5MJcl9j5BEP5u/+Mfio6O8LI5czTHHAPTp2/5vju8wBWnlJoFHAM8AUyMBQ+bgImDn08F4imw9YOXSaAhhNhnKQV1dRAO46yJXa6ora2taEGotcayLDzPG3X2VlVVFVdeeQXvfOfbd8riFsDSpXDeeRY9PZWX2zbcfLPmootGBjgmsfT617+Wj33sej79qc9QLJVIJVMUigV8348STpnB1Svz3JRSJBI2icQSurpezooVMG3aznkuYvxks/D97yu++lXF+vUyS21HSOwkhBCVMhkIO9LUEB9ibnaKl8vlKAaxLAvbtmltbR1REOQ4DkcffTTf+MbXaWpq2CnJGt+Hj3xE8dvfjlxhOvFE+OlPgzELdurr67j1a1/lggsuZPHiJaRTKXzfp1QqobWmt7eXdDodJXDMQpdlWdTWriWXKzBvXmr0Bxd7LPNrOW+e4uMfVzz8cLhIati2rFZuL4mdhBAiFI5fd4Ch4MO0czbxUvzyfD4/6uytsDvQZzn99DfslHgJ4NFH4Z3vtCgWKy9PpeDOOwNOO23kfczxvv3tF7N06VK+9a3b8f2AVCpFsVgkCAKy2Sx1dXXRiAwTLymlqKlRdHYuY926/WltlQWuvY3W0N0Nt96q+O53Fe3tQ3GUZSnq6uCkk2DTprEf40UvcCmlqoFfA1drrfvif0Raa6228y9EKfVewq3kzJgx48UenhBC7HaTJ2tsW+H7Qys5WmsymQye56G1xrZtlFJRZc3wZE0ymeTkk0/iAx/4QEU/4hdr5kz4ylcCsllzXPCjH1ksWACHHz72y7cZhP6e91zG/PnP8tOf3k11dRWBDigUCmityWazUf/n+P3CYevzB6tZFa98payO7C3MjsSPfUzxq19pguBZ4A/Albv70PYqEjsJIcRIySS0tMCGDfWEi1ydQFjgEwQBvu9j23aUzCiXyyOSNUopGhsb+cQnPsGMGTN22o4n24YPfEDz6lcPvTyvWaP49KcVxx6rSYzRzce8vs+evR9f+tLNXHTRxXieRyqVIggCPM+L2uu4rluxyBXGS+0o1crChbPJ5TTj2JlavEjFIvz4x/CJTyg6OvpQ6mdY1r8IgjLQgO//7+4+xL2KxE5CCBFSyhQJK2Ba7HIVLQgBUY7JsqxRd2+l02ne+MY3cuGFF2LbO6mCGjjqKPjf/w0wtdy+HxbGlkowe/aWnlfYMvH666/j2WcX8OCDD5LJZNBaRzmmfD4fFQWZ+4TPEVx3Prnc6SxaBAceuNOejtjFggAWLoSPftTiH/8IgH8DP0eptsEWmwfR3f0K/vznE7f4OC/qN1gp5RIGGXdrrX8zePFmpdTkwesnA22Dl28A4hvKpg1eVkFr/V2t9fFa6+NN31AhhNibHXgggwmJozAvu8lkMjoZm8GfQRDgOA4DAwMV97dtm7q6Oq688gqqq3duZiOVgjPOgPPPh/POg0mT4D//gVtu0Rx++Nbvn0ym+OQnb2DOnP0pDZalmjec+Xw+aksIRNvIPc8jnV4D5HnmmZFb18WeyfMUf/yj4k1vUvziFwWU+gG2fQZwO1Da2t3FIImdhBBidOk0HHywBiYAU2KXp6P5Eb7vR0PF8/l8NLcKwjgjmUzy+te/jlNPPWWnHptScPjhYbx0/vlh7PTgg4rXvx6uvFLjbKVsVCnFq1/9Kv77v98TFTeZuMj3ffL5fLS4FZ9hall5XHclra1hW2Cx59M6bN38jndYXH65RVfXElz3HCzrSoLg54QhwB+Q2GnbSewkhBCVjjjCxB5HR5elUqmoSMbkl0xcMXz2lmlNePnlH8R1d0pzt0hNDZx11lCOyYw2+MY3AqZO3fr96+rquPHGz9HS0oI3OFDL5Jiy2Wz0vEw+DcIcU1XVUrQOeOYZ2SG9tygUwvm7r3+9xQMPDOA4N+M4ZwPfRutfEZ76bwLmAq8H/DEfa4cXuFT4W/QD4Dmtdbz86HfAOwc/fyfw29jl71Chk4Fe6YMshHgpmDIl/IBDMVvITSWKWQCK73IqxvZyhy39Epx66qm86lWv2qWzF1pb4UMfsrjwQs0552zbnAelYObMmVx11dVRuyDzXOLJGyvWU9GyLFy3C6VyrF2r8H1FWH0kH3vmB/T2wuc/DxdcoFiyZCOWdQVBcAW+v3nEbkMxNomdhBBiy44/HiANhFU2tm2TTCajRA2E8YXjOCN2b9m2TUNDAx/60IcGC4l2zTEGAdxyi2LZMvjyl4PBNkFb5zg2V155BbNnz8ayrIrFufjClmVZsVaFAY7TSjYL7e27Ox6Qj+Hx0XBBAP/4h+b00y1++csyvv8dlHoDnvdPfL886n3ElknsJIQQI82ZY0ZhHAOEg9PNjvd4vAREO8bjkskkZ599FkceecQui5e0hiVL4PrrFR/5iOYVr2Cbc0zHHHM0l156KRDGd0OPGcaAUJljCnd/tQElVq9WBMHujhHkY2ux06ZNcPXVig98QNHevhjLOgff/xyeN7KjVThvrhUYO/f0YnZwvRy4BHiNUmr+4MeZwM3A65RSy4DXDv4f4I/ASmA58D3ggy/iawshxF7DdaG5GaAay6ofvMyNTs6mwsa27aiC10gkEqRSKd761reQGKv/zU4QBHDjjYpFi8KBjr/8ZTgEe1u98Y1nMGPGDFzXxXXdqMp6YGAgSuLEn5dldWHb61i2DHp6NOGJSj72tA+tNS+8ABddZPE//6MpFv+J656B1ncSBEVZ3Np+EjsJIcQYlIKJE8N/LSvcweW6bhQjmbZ9ECY74gtclmWRSCQ48cQTOPLII3bpcT7xRDgjYNMm+MY31BbnAQw3adJEzjprLq7r4jhO1Ha6v7+/okAo3L1l4fs+qdQCymXF/Pmwu+MC+Yh/xCnyecUttyjOP9/iuefacd3LUeoj+P6GEe26ldp5raBeAiR2EkKIYdJpqK8HpRpQKiyiNgs/ZkEoCAJc1yVr5lEMSiaT1NTU8Ja3XLBLz0elElx/vcW6dXDffYq//pVtnt2tlMWFF15AY2NjRbxk2lMPzzGFubX1WFYnCxZAqbS7YwT5GCt2CgLNE08ozj7b4jvf8QiCX+E4cwmCfxAE5RHtJ02xWyq15Xm0O7wPUWv9CGOVLsF/jXJ7DXxoR7+eEELsrVw33EL+yCONBMEMYH2UpPF9P0pipNNpent7K+5rWRazZs3i1FNPJTwh7JryGqXC2RKHHQbLl4dVNrkcvPvd27KTSzNx4gRe9apXcffdd2PbdtRCKAgCkslktHBnqpNdV+G6a+jrO5qNG8OZG2LPUi7DL36h+NSnFKtX57DtbwNfoFzuRSlFMpkcDDYb6OmxtjlYfSmT2EkIIbbs8MM1yaSiUDgaGNrNZBZ9IHzDm06nK6qRbdvGdV3OOeccEomdN6t0NEccAbfequnshJ/9TPHe9yruuiugqWnb7n/WWXO58867okRUuVyOklDlchl/sMLIzGhNpTYAJZ5/3kHrbat+FuNFobXihRfghhvg97+HIHgCy7oSz3sa0CQSiSg5Yz4Pghba2iR22hYSOwkhxEg1NeEurhUrpgEtKDUwao6pqqqKrq6u6H5mp/iRRx45WBC063JMiQR87GMBb3hDWKTz/vdb3HZbwJlnbkssoznwwDkcc8zR/POf/4pmsJodaolEgkKhAIQ5s7DQyce2N9DWNpWuLtNFSexJcjn47nctvvhFRXt7N7b9ReB2PC+PbVtRAVgqlcJxnOh9QCqVolxuYf36sds779xGm0IIIUZQCk46Cb79bQeljgMei3Y5DbWgsXAch3w+H93PVCPPnTuXCRNaov7Cu+oYjzwSjjxSEwTg+/C//6u44AI9uPV9S/cNKyte9apX8rOf/QzXdaM2iyawMlUYZkC861qkUsvo6YGlSxVHHSXv8PcUWoctCW+5RfGVryg8bwVVVTdSLt2L41rU1EyIqqjCILOO3t5tr8YSQgghxjJrVriLa82ao4AUiUQi2ukORHMjSqVSRYu/RCLBtGnTOOOMM3b5MVZXw7vepdEaXvMazateZfGPf8AFF2z9vkop5syZw4wZ03nhhaWUByewm8Us87zMcw7f5G9CqX4WL27E8zTurl2/E9shCMJZbB/4gGbZsjzJ5N247o0EQRtVVfUkk0lc161IzIXJxwRKSewkhBBix1gWnHCC5s9/rkGpQ7GsNdHOLZNjsm0b27ajhSAIC4ISiQRvfetbyWSqdmnRjFLwilfAK16hKZXgvPMUt95q8brXBWytOZGJ9175ytN46KGHcRyn4nmYOCneDcl1A5LJlXR1ncjatbLAtSfRWrN5s+LTn1bceSfAfDKZT1Mq/ZVkMkF19cTod9PkFz3Pi3KJYaH8lr+G7I0XQohxcPjhmlQKlDoR23YGqzeHkjWmMjm+wJVIJEgkkrz85aewq6pqRmNZMHeuZuNG6OjYtvtoDccccxSZTLqiF3I2m6VQKFQszpm5Y1VV89G6zEMPyRv8PYXWitWrLS67zOKmmzSe9w/S6blkMn9i4qQWWlpaqKurI5VKRbvx4glGIYQQ4sWoroaDDwaYhmVNjeZvARWxxMDAQPR5OK80yVFHHUVjY8O4HatScOihcNBBMH/+tsdptbU1I9ooep5Hb29vxdB0sxs+ne7FcVaweDG0t+/sZyF2hNbhYPQf/ADOO0+zfHk7qdT7SadvoKHBZ9KkSdTX11NdXR0VBBlhpbm9hUcXQgghtkwpOO44jWUplDoxOtfE4wgze6tUGtr1kkwmqa6u4YQTjh/X400kwhzTCy+Eu3i2jeKkk04cfI5DcVZ/fz+lUim6zOxaC3f4z6NU0jz2mGx331NoDYsWKd7yFovvfc8H7iWdPpeqqieZPHkSTU1N1NbWkkqlKn53zSYA27ajRa4tkQUuIYQYB/X1YatCrRujF+3KmVQWtm1XtNvxPJ9MJsN++83C9Kvdmcpl2Lhx5OKS1tDTEy50beUcEr8XDQ0NtLS0RFvEjXjFatieMCw9VmolSmVZsEAhayS7n+dZ3H+/4rWvhfvvL5HJ3MmECR+gqSlLdXV1NP/EtE4y7QF25c5CIYQQLy22DY2NGkihdSZ6kxvvx29aIRtag1cuc8ghB2Pb1k4/L2kdDsKOFQ5HSiXIZtnuXVVz5syJYr/wa+iKdoxmTmtYTFJGqSV0dsK6dTvhCYkXRWvYsAHe/naLD35Qkc0+T1PT22lqepD6+uqKGRGmqMv8DpuP8FdU4ichhBA7rrExzNdo3Yg5pwzPMZmdMEa5XKapqZHJkyexK3JM+Ty0tY2eY+ruBsfZnlbLmsmTp1BTUxvthDbii1vxHJNlLQE85s+XIuo9QbEI3/ue4nWvs3jkkRw1NV+ipeUGmpo01dXV0e/oaDmm4e3Jt0YWuIQQYhxMmgTTp4PWB6N1dfQCbf71fZ9sNluRsPG8MomES3193S5ZRHjoIXjd6yzWrh06+Wsdtlu57z7FoYfC5Mnb9lhKKaqqqmhubh5x3fBKjKGt5J0otY41a8IFNbF7aB1WUf3P/8Db3w6rV6+lufkjTJjwVTIZv2JI7fCFSpN8kySNEEKIneXEEyFc4DqyYn6nebPreV7FDi7QFEslJk2auEvipUIBLr7Y4o47VEWyRGv4z3/CRadXvnLbsyhKKWbN2m9EkUgymYyKSYBYOzsfy1qI74cVsGL3CQJ44gl47Wstfv3rMsnkj5ky5VJqapaTSITV82b2SbxFlKlANlXIJrYSQgghdtScOeEil9bHoPXQAlA8jujv769Y9CqVylRVVVFVldklMdMvfqE46yyLnp7KHFOxCL//veLkkzU1Ndv2WEopGhsbqBm8Q7zYKZlMRp8HQRBbIFmPUh08/7xicGqG2A1M0fyVVyquuELR2bmYiRPfR3Pzj8hkhmbsmkKg0XNM4SKtuczMrh2LzOASQohxkEqFbQqXLJmAbe+HUj0Vrd1M1UI8+HAcJ7YVd+eXnxx9NDQ0wCWXWFx6acARR8CaNXD//YpVqxRf+5rPYNywDcIeyQcddBBPPvlUFCxZlkWpVML3/ejNvUlQOY6HbS+jo+MINmxgm4ezi51H6/Bn/tGPWvzud2DbDzFhwufIZNYM/n4OVXwN7bxTw5KNkqQRQgixcygFRx2lcRyF75+A4zwYLRaYGQvxik7DjnZD7fx4KZWCuXMDbr3VYvNmOOMMjWXBX/+q+OMfFR//eMDLXratXzeMj+bMOQDHcaJzrKmwNs8rvhgC4LrLKRTKLFzooPX2VD+LHRP/eYbf7EIBfvxjxQ03KLq6emho+Dy1tX/AsrwoOeP7ftQmysRK5l8gakdeKHSgtbQvEEIIseMaGmD2bGhr2w/HmVixYzheSB039J4edkXM9MpXar7yFZtLLrG45JKA2bPhuefgvvss0mnNZz8bbEcMo8hkMsyaNYu1a9eOmWMyCx9aa1w3i2WtY926yXR3b3vBtngxzA80/H3SGhYvhg99yOKRRzTJ5H00N3+ZVKp98PeTaL7W2DkmTaFQoL+/n+LgSqXWPlA15lHIApcQQowD24YjjoB7701jWYdQW7uYzs7OigWtkfcxSZxds7e6sRHuvjvgQx+yuP56C7Nz/dBD4etfDzjhhO1PoJgFOdN2x3XdigHq5vowcaNQahm5HKxdqzjyyJ38BMUWBQH87W9w9dWK558vkU7/mObmO3CcboJARwGyWWgFomqacrlMsVikv7+fbDZHEPhb+WpCCCHEttlvP6irg+7uw6iqqiMIShSLxRHtnQ2lFI7rUCp5ozzai6cUXH65plTSfPe7im9/OwyOGhrgXe/SXHedZitFpaM96uBjq4pKZDNzwPwLkE6nCYJVQJEXXnBlgWtcKCBcgNIauroUn/0s3HEHaL2Y5ubPUFPzLEHgD3Y/CCpaJJldW0EQUCgUyGazDAwMUCqVBhcxd03xmhBCiJeORAIOPVTz+OMNOM5samvb6erq2mKOyXHswcLqXRNIzJoF99wTcNVVFh/4gIXWYS7suOPg9ts1+++/fTGMif3M4ocpmo63XTQxUyKRQKk+lFpNV9eJtLUpWeAaZ54H996ruO46xYYNWaqrv0VT00+xrFyUYwoXIt1YEZeLUopSqRQtauXz+Yqfcbi4mUMWuIQQYg9w8MEasPD92RSLz0QzJEyFjalgMFU2pVIJz/NGVN3sLErBzJma++7z2bgxnMllWTBlCiST25888X2fdYPDIcxgdNu2o2pkczIzFcq5XA7bnk+ppJk3D970JnmjP16KRfjlL8Pt4r29m6mv/wJ1dX/BsrwRiTUzByS8X5Genh6y2Wws4MjspmchhBBiX9TSEu7q7uqaSS4XUFU11LYPKlvTQHieKpfLlEqlXbb44zhwzTUB73kPdHWFl9XXD82/2F5r164dbP2ro+O3bZtSqRSdf03Lnd7eXixrAMtazwsvHExfn6a+fqc9NTGmsCXl8uXwvvcp/vnPgGTyDzQ23kgi0YFSQ7+XrutGsZNJxnV1ddHX10exWNxislEIIYTYEUrBQQcBJCmXp+J5rRUxRLxFrnnvXiqVKJfLI3bC78xjOvJIzV/+EuaYfD+MoaZMCRfktlc+n2fz5s1R8a0pwI3PbLIsC8/zyOVyFItFHPs/FEsX8uyzmqOOkvPvrjUUdGezcMcdik99SlEsrqKp6VPU1DyBUkMtuU1+0LRwBsjlcvT29o4Y2RIXxlFb/lnKApcQQoyTQw+FqirI54+hWLwHGOojbJIY8b6ytm3T39/P+vXrmThxwuClO/8E7bowc+aLf5xyuUxfXx+e50cnpkQiES1sxYOoZDI5mIh6AaWyPPtsNb4fVveIXSufh89/XvG//wuet4yWliuprV2J7w9VyJgZErZtk0wmyWazdHV1kc1mJUkjhBBil0qn4fDDYenSSeRyTWQy7dF1QzOpKleVbNvmueeWDP5PsSviJcsKF7QaG1/c42gNHR3tUYsdIIr/TJGJSQSYNoa+n8WynqO9/WDWrVOywDUOgkDz+OPw9rdbrFpVoKrq60yc+DOUyuJ5OioAMonCRCJBEAR0d3fT09NTUXkshBBC7ArHHquxbUWpdBSl0qNAZY7JLHSZc5JlWbS3t9PZ2UkmMx2zW3lnUiosmN5vvxf/WPl8nnw+T7k81MbZ5JiAihyTbduUy2U0C9G6zDPPOFxyiex637U0Wiv6+jRXX634yU8AnmLixI9QVdWG5/mAiuLbeFvJgYEBOjs7KRQK25RjCguIxr5+B+rNhBBC7IjJk2HSJAiCA8jlVJTAiFfZDE/YeJ7H+vUbYi/kag/90HR0dLBxYytBbFeaebNvWvCY9oRaa0qlEo7Tg1IDrFsH5bKpypCPXfXR1qZ529sUt9wCQfAXJk58J3V1KwkCv6Lq2CRtkskkbW1trF+/noGBgRGBR5iAk4hRCCHEzmPmcEGaXG56lLyI7+IamlFKdN3atetilZ+7Oy4a6wNA8+yzC/D9IJrDlEwmo7kZ5nxs5nCFswcCHGcDuRxs2rT744l9/cP3NXfdpTj7bItVqzqorf0AEyf+EKWywFAbcbPYmkgkKBaLrFmzho6OjjEXt0w8rCTbJoQQYieYPTts6+z7h1IoeCNyTJ7nRTtlIDwP5XI52traB9/b7+64aOwPrTVr1qylu7s7GolgdqXFuyCZeCkIAsrlMq7bBhRZs4bYzh/52BUfWsOqVTB3rsWPf6yx7buZNOn9VFe3oXW4uKqUimJ5x3FwXZfW1lY2bNhAPp8fNccUzx+aD2cr/cBlgUsIIcZJdTVMnAgwgXI5GfXmN72Etdak0+no9qY94YoVK3fbMW+PpUuX0dvbS6kcViO7rksqlYqSTfGBkWYoaDKZw7ZXsnIldHTszqPfl4WVLvPnwwUXWNx3X5kguI3Gxo9QW9sNEAUV8R7X5XKZlStX0tnZOWoLA9d1BwOW8XwuQggh9nVKhQkbpSx8f3qUtIi3zDXnIKNQKNDa2ko+X9hdh73NCoUCixcvxvc9yuUySimqq6uj5whDi3laa7LZLMlkEtd9hiCAp5+WE++ulM0qPvtZi6uuUrS3LyCTeQctLf/GcfSInw8MVcOvWbMm2pEXZ5I5JskTb8sjhBBCvBhNTeECF0zD86yKFnDxWZ5GuVymXC6zevWa3XPA22nhwoUUCkWKxfD8GsZD7qgxU6FQGCyybseyNrNoEeRyu+3Q93law4MPKs45R/HQQ3mUupHm5hupqgqLgeIFalprbNumUCiwYsUKent7R13YGh4vmVypmQW/JbLAJYQQ48Rx4JhjNNBAoTCNZDIZvWibmVVmwKLh+z7z5s3bZXO4dhat4eGHHqZUKkdVq/F5BOZkpJQinU7j+z6pVAoIUGo5uRysX78bn8A+LAjgH/9QXHCBxUMP9eI4X6Cu7n+or/fxPC/6eZnAw3VdcrkcGzdupFAYO1E4NBQ0geziEkIIsTMdeaQmmQTPOxYIK3bj7U3M+coIgoANGzawZs3a3XXI22zt2nUsX76iYpdPMpmMWgMD0SJIIpGI3tQrtQ4osnQpW2zRInaM1tDaCldfDTfdpMnn/0k6fQktLc9h22Hhj9nlbn4+Sik2b95MV1fXmO11zH0syyKVSuG6CWzbRWInIYQQL1ZNDRxyCGg9jWKxkUQiMWKWZyI2/MrM/XzqqacId+HsuYIg4F//ejjKlUHYntDsnjY73pVSZDKZwQLqJFDEstbQ1QXt7Vv+GmLHlMvhTPeLLlIsWLAZ172WhoY7qKkJR13EW2JqrUkkEvT19dHa2jpqMZBhYqlEIjG4mJkAbDxP4ftNbCl2kgUuIYQYJ0rBnDkANuXyjOhF3/O86I2yefNraK157LHHWL9+3R6azAi3Jvf3D/C3vz9AoVDA98OKoaqqqorkjdma7LouxWKRXC7HwEA/Wq+gWIR163bfs9hXlUpw991w7rmK5cvbUOo9JJO30tg4VCken5HmOA7d3d1s2rSJcrk86mOaRcpUKk0iUUsQTEFGegohhNiZWlqgoQFgJtmsF82GBKJFoJqamuj2Wmv6+/v585//vAfPigzPt3//+9/p6e6JqpFNMmr4bmoTNxWLRfr7+ymVVgM5Vq1S7OF1T3sd02LnLW+x+P73PYLgbizrfBobu6JkWng7HVXGh23E19Pf3z/m47quSzqdJplMY1kTKJVOolz+COXy94CaMe8nhBBCbIswx6SBFIXChIr39ibH5LruiEWuv/3tb4O7aHbfsY8tzDFt2rSJxx57jEIhj9ZBtJBldr+bwnCTxygWi2SzWbLZHrReQ18ftLXt3meyL+rrg5tvVrzjHYq2tlUo9RbS6btpaKjF9/2KPJP52bS1tdHW1jZm4b5lWVGOyXXr8bwDKRbfQrn8LcrlvxIE/8Tz/gKMvQNeFriEEGIcHXBAmLAolaZTLJawbQdThWB2O8UTNuVymY6ODu655+d7bMJGa/jb3/7O0qVLyedzgI7e0Mfnb5lK13w+P7gQ5lMqldD6ccDn0Ue3PDRSbDutIZ+HG25QvPe9ir6+JcAbgPtpaWmKdg2aamTLsnBdl3w+T0dHx6gtCSGsMK+qqkKpZsrl91As/hnP+yOSpBFCCLEz1ddDczNoPYW+vjKO46KUVVGYUVVVFbUsNG+i7777bjo6OnfvwY8qDHB6enq5556fUygW8LywkKS2tjaqRo7PG9Ba093dHVVbl0rrsawVPP88dO6JT3EvpTU8/DD8139ZPPJIEfgE8F6qqnyqq6ujeClekOY4Dps2bRqcjzaSbdtUVVWRSFTh+y+jWLyTUukJPO8vaP0/1NS8mqYmKQ4SQgjx4igFBxwA4JLPTxiMJ+worxIEQXROMsrlMitWrOAPf/jjbjnmbaE1/PKXv2bz5s3k83kgzEWEO7SGmKKn/v7+qP1isVhEqUcpl+HJJyXHtLNoDT098P73Kz7zGU2x+C/gtVjWY7S0NKO1jjoEmRyT2bll4tnhlFKkUikymQxKTaVUuoZi8R943iMEwZ04zrtobHw5kyadxMtf3kh19djHJwtcQggxjg45JNxGrvXx9PT0hbu2Ym+WoXKuRBAEFAoFfvLju9mwoXWPOzlrDX19/Xz/+z8gm81FJ62wWjUZJWriu7cKhULU+i5MFLwAdPHEE4oxNg2J7aC1ZvNmuOQSi699DUql3+M45wLPUlNTFQ2yByoSaaVSiY0bN44ZeFRVVeG6EymX/5t8/q+Uy7cwadLxnHlmLdddt4f9YgohhNirpVJw1FEamEA2OwHf90YME/d9v2KuRKFQYNmy5fzyl79G6z0voaG15r777uf555+Pdrg7jhMVNsVnlUKYtMnlchSLxcFd/j6W9RQdHfDCC7vtaexTfB++9z3FW95isXr1ZhznXSj1dWy7TGNjY1SFHG+F5Lou69evH7ONcyKRoKqqDt9/GYXCD8nn7yOZPI/jjpvC5Zfb/OIXAfPmBSxcOHoxkRBCCLE9jj1W4zgQBCfQ29uHbVtRjsm2bbTWJJPJqHWh7/vkcjnuuOO79PX174HxEmzc2MrdP72HQqEQxUXV1dU4jjMix5RMJsnlcuTz+eh8bdvPAAX+/e/d+1z2FVrDsmVw7rkWP/+5Rqnv4TjnA6uor6/DcZyK4nbLsnAch4GBAdrG2EZnWRZVVdXY9nRKpWvI5f6G73+KmTMP59xzq7n1VvjXv8J4af78gAcfDDjooLGPURa4hBBiHE2YADNmAMyhv18R+D7KUtFWXs/zcBynImHj+z6r16zhu9/97pg7a3YHUy19++138Oijj1MqFaPhkdXV1ZRKpajS1VRbQ1hd47oulmWRyWSAAWy7nc2bYWBg9z6nvZ3WsGmT4u1vt/j1r8to/V1s+70otQrHcWgI+z1FPzuTKPQ8j3Xr1o26Zdy2bVKpWjzvfHK5cGFrzpyD+MxnYN68gN/9zufmm/ec30shhBB7P6XguOMAkvj+IfQNJmxgaKaE2cVlWtSYnU7f+ta3aG3dyJ4yW0Lr8OO555bypZu/TC6bixa4ampqokUUk7SB8E2/aX2XSCRwXRfXdbDtNfg+rFol85teLN+Hb39bcfXVis2bn8VxLkGp32BZAbW1tSQSiSheMvGtbdu0traO2pZQKUUymcK2DyaX+x6Fwm+prZ3LWWdl+Mc/Ah5+OOAb39BccEFYbT958m540kIIIfY5s2ZBUxPA4fT2hrudTI5Jax3N4Yq3KfR9n//85xl++ctfsafESxDGcqVSmZtuupnnX1hKKdbOOZ1OUy6XoxyGyS8FQUAul4taPoc5pi6U6mXdOsUWRj6JbaC1ZunSsI3zgw9mUeombPtjKNWH67rU1dVVtCQ0i1u5XI4NGzaMmsN0HIdkspFS6b/J5f5OEHyaI46Ywde/rnnqqYB77w24+mrNSSeF8dLEiRAbvTsqWeASQohxlErBpEkADQRBNQPZgah1n6l00FqTyWSiXVxhwqbEHXfcwWOPPb5HtCo0x/Dww4/wzW9+k2y2P1ocqaurI5FIRCcyc3kymaRYLFIqlSgUCtHMsUTCR6lW2tuht3f3PJ99RXt7uHPrgQfKWNYXUOrDeF4b5XKZmpoaXNeNZmuZRI1lWXR1dVXMSzMSiQSp1AzK5dsolb7DfvsdyB13wGOPBXzykwETJ2osiSSEEELsAjNm6MEFnxn0D/RHiz9AVIVs23ZFUVC5XGbZ0mXcfPOXxpwlOf7CWaWf+MQnWb1mNcVS2NbOdV3q6+sr4qV4S5eBgQEKhUJUERtWX69Ea1ixYnc+n71fEMB3vqO47jpFofAUtn0Bvv8A5XIJy7JoaGjA87yKRI1t2xQKhVEXt8LZETXA2ykU/g/HOYf3vCfFQw8F/OpXPiecoEkmw5kiQgghxM5UWwuNjQCT8Dw72slkckxmd3h1dXXF3KpiscgXv/hFli5dtkfs4goXSeA3v7mPe+65h1xugECHMVJ9fT22bVfETCY2ymazUWtCk+Nw3X4sq5v162GMDddiG61YobjwQotnn81iWR8BPo/n9VEul2loaMCyrCiXZL7/Sim6urpGXdxKJlMkEodQKv2YcvlLHHXUdO65J+CRRwI++MGAxkaNZW3/L6SkpYQQYhzZdriFHOqAg8jlcjSF5TbRQHHLskilUsN2cXn09fVxzTXX0Nq6aQ8IQBTr12/k4x//BO3t7dEiluM41NbWjjooPZVK0d3dXTEk3nEcXNfBsvIEQTg3SuwYreH22xUPPOBhWV9E65vx/UJUdTx8xofZXZfL5chmsyMez3FcHOc48vn7gYu55BKXv/894D3v0TQ0hNX1RjzpKIQQQuwMhx8OmQzACZRKHul0Oqo+NgtBpsWfWfDSWqPR/OhHP+bee39FEOz2gAnP87n99jv429/+Njh7NDymurq66Ljj51HTzjkfC4pSqdRg3OQBPrkce0AsuPdatgw++1lFofAflLoY318e/VxqampGXUy1LIvOzs4RyZowxm2kXL6JYvEbHHTQNH7+c81tt2kOOyyM/eO3FUIIIXamqio4/HANTEHraRQKBRobG6NdNaZtXzqdJpVKRffzfY/169dz7bXX09fXtwfEFYrFi5fw2c9+jv7+/uh8m0wmqampGVHorZQikUjQ3d0d3dZxnCjHpFQBz4MxxmWKbeD78IUvKJ59No9lfQSt7yQIwhlbrutGs0rji6mO49DX1zdqK+dwl91ryed/SyJxOh/+sMVf/hJw/vlQXf3ifgFlgUsIIcaRUnDiiRqlLOB4CoUCXV1dFW94zcJPXV1dNJcLwqrkefOe5sorrx6cd7UbngBhQqW/v5+PfvSjzJ8/v6KtnVmsC4Igauli5hX09PTQ399PqRRWxxaLxcFq5YDa2uXkcvD887vnOe0L1q+HH/xAAY+h9VfQemgvfm1tbbSN37TCNAtfXV1dI1oTWpZNMnkm+fwPqak5gq99TfOd72hmzgx/h8OPoSBGCCGE2NkmT4bp0wEOResq2traKgpozAJXKpWqGJ7u+z7ZbJZrrrmWf//70d2asAkCzX33/ZYvf/nLFGMZlnQ6TU1NTXQ+js/dAmhtbaVUKkXtGEulEuVymdraTdh2jmeeUexBXav3KkEQtiZsby8AHyMIhrbDua4bFQSZtk6+70dzJHK53IjHSyZnUS7fgue9n3POSfJ//xcwd26A60q8JIQQYnyceCJACjiCbDZLf3//iOIZx3Gor6+PCjcAPM/jz3/+M5/61Gcol73dmGPSbNq0mQ996HLWrFkT5SeUUjQ3N0fn5Xgc6LouHR0d5HK5aDxGsVjE8zxs26O6ehUdHbB27e55TvuCBQvgN79RwP1o/UO0HsobNTQ0VLQmjHcEGm33lm0ncJy3USh8j8mTZ/HDHwZ86UsBLS0j46UdiZlkgUsIIcbZlCkQFiDPxPeDaPaROTmYD7PIFa9K9n2fP/zhD1x33fV0d/cMDlEfv0HqWmv6+nq58sqr+O1vf0exWIyCjEwmg+M40YnN7N4yyZrOzs4oUeB5XnTSamqaiO+fQG0tHHbY+DyPfdGTT4aLXPBntB7akWVa7Rimwsa27RHJGrPTLpU6jVzuTiZOnMN3v6v5wAcgmZTEjBBCiPGTSpk5RfVAHZ2dnXR3d0fxRbyQpqamhmQyGd3X933a29t5//s/wKOPPkYQMM7xUljs89vf/o4rrriCvr6+KD6yLIva2lrK5XLUftA8j3jV6/BkQTqdJpM5mSCo4uSTpUXwjtHk8/DnPytgA1o/XnGtKS4zg+thKOHS3t5ecdtwHkgjQfA14B287W0Wd94Js2crQGImIYQQ40OpcM67ZSlgJqVSiXXr1gFDs7dNzGQKOeKtCsvlMnfddRdf/OLN5HK5KMc0HsI5peHi1mWXvZvHH3+cUmxolmmrGI+HTI4pCIJoIcXMtDfn7ObmGZTLhzFlSjijTGw/reHvf1f09QH8Dq2HWn+b2Vvx3yOTY+rp6an4GZoOVcnkeeTztzF79kTuvltzwQUqmq+7M0hYLIQQ42z2bAjXG44EXHzfp7e3t2JIukl0VFdXU1NTU3H/crnM97//fd797vewaVMru76f/9Ai2po1a7j00nfx61//JlqUg/BNflNTU7SYBWEVciKRwLZt2traKhZStNbU1tYyc+YsXPcN9PUdw4knwn777eKnsg/r6TFBaE90mWVZVFdXV+wENC0Kbdums7Oz4jG01njeoRSL36W+voFf/EJz/vlgWUM7t4QQQojx4Dhw5JEaaABmA+EOcrPrKb4IkUgkaGxsrIhDtNYsW7aMCy98K//3f38YdQ7AzhfGTKVSkdtvv53LL7+c3t7eikrkxsbGihZBZmHLdV3y+Tzt7e0Vx5pIJJg4cSLTph1Be/tFpFIWc+dqOSfvoEJBD7bE7geGEma2bVNXVxclAU285DhO1IEgrly28bybKJffyLvfDd/7nqa+Pr7TfTyflRBCiJeyww7ThKHFsYBFqVSir6+vYgYXhLmAuro6MmEP6EihUOCLX/wiH/3otfT29jJeOSbQLFy4kIsuuoiHHnooivEgbM/c0NAQ5clMDiNsc2exadOmit3xWmvq6+vZb7/ZeN655HKzee1r9eB8MrEjenoAfKAvusz8DkHlmBUTN3V3d1c8Rliw9UoKhVuZNi3F73+veeUrd368JAtcQggxzhob4YADAPZHqWZsOxwEms1m8TyPcrkcnShs26a+vp7q6uro/r7vUy6X+d3vfsdZZ53NI4/8e/DNuAkSdu6H1uD7AX/4w58477y38Pe//4N8Pl8xd6u+vr5iyzgwONzTZWBgYDBICis9MpkMU6dO5YADDiafv4jlyz/NpEkZPvOZsJ2L2DH19eZ7Xx9dprWmpqYmagdpgkPbtikWiyNa7SiVxve/RHX1/nznOwGveIUZ8CmD0YUQQoyvsK0zgA0cF+1oN611TQs/GKoObWpqqtj5Xi6X2bhxI5deeilf/OIX6e8fiO1+39nxUvixdu06rrzyI3zqU5+lq6s7Sr7Ed5qZ4zYLKe5gANTW1ka5XMZxHJLJJA0NDcyZM4f6+pexYsVNDAycwIc+pDnmmF33fd/XpVIMJgFrACd2eSqqEjeLp5ZlRe2ch1PqHDzvMi68UPHFLwakUhIvCSGE2D2mT4dJkwCOwLIyUbeWQqEwao6pqampYua753kUi0W+//3vc8EFb2HRosUEgd6l8VKpVOKnP/0ZF1zwVubN+w+FQqGigLq+vn6UNnfhOI/u7u6oDaPrulRVVTFjxgxmzz6U7u73sWrV1Rx6qMM110hB0I5SCurrIYzDayuuq6qqqujmBOHPJpvNjigIsqwmfP8WJk2awE9+EnDwwRqldn7MJAtcQggxzmwb9t9fA1UoNXWwbV9AZ2dnFIDEWxY6jkNDQ0PFIheElRDz5j3NOeecy8c//gk2blwP6Fj7Hb1DH1oH0UcQ+Kxbt47PfOYzXHbZu1m0aBHZbDZa3DI7t1zXreiVaxICQRA+r3jLxQMOOIDZsw+kvf1iVqz4MAcd1MA99wSccopUu74YBx0EYSHW0ZjWOKbloEnUmADRbB03wp+bQqm5wKm8732a884z7Y+sbfwQQgghdq6ZM/VgW+cDBwtufPL5PN3d3ZTLZTzPi3bc2LZNJpOhubm5Yr6E1pru7m5uvPF/ePOb5/Kvf/2Lcrk0eB3saLw0PGbK53P89re/5fzzL+CnP/1pxYBtU+1qduWb4zPVrolEgq6uLorFIrZtk06nmTx5MoceeiiJxLE899yN+P7xXH+95sYbzfdE7IhUCg45BGACMDW6PJ1OR7F3fGB6sVgcMShdqRa0/igzZzp89at6MAG0rfGSxE5CCCF2rlQqbFMITUBTNBqivb29IsdkuK47YpELwjjrgQce4PTTz+ArX/kqnZ0dDOWYdk68FAQeS5e+wNVXf5irrrqalStXksvlojZ3pmDJtu0oXjLnZNd1KZfL9PT0RP9vbGzkoIMOYvr0Oaxb937Wrn03J5+c4Re/CDjwQMkxvRhHHqkJmyMMVVZZlkUikUApVdHVybKsETkmpSzgMpQ6hE98Ak47zfw8FDs7bnK2eK0Q+4CwpyuUy9DfD6tWQV8fzJunSCbhZS/THHlkuJ1Xhv+K8WBZsP/+AGmUmoHvPxVd193dTWNjI67rVrzJ9jyP6upqisUi5fJQ71utNT09PXz1q1/lN7/5De99739z8cUXMWXKZJSytulkPnIehULrgHXr1nPPPfdw110/Yt26dZTLHr4/1MrFVBabxS3DDDDVWrNx40Z83yedTlNf38B++82iqqqJFSvOYNWqy3jZy1zuuSdg+nQJPF6syZNhwgRYvfpAIA3kohZI8d11ZrFxeMtIx2nB825gv/0SvP/9ZnFLKpGFeCkIXx/CNiFaK3p7obs7nOu3YoViw4bwDc5xx8GUKVriJTFupk2DdBrK5QMG52iFyZl8Po9Sivr6+qj1TqlUwvd9HMehqqqK/v7+isfyPI9HHnmEN795Lm9605u4/PIPcdxxx0azu3YsZoJcLsc///lPvvWt23n00cfI5wt4XrniDX99fT2ZTAbLsqJzstnp7jgObW1t9Pf34zgO1dU1TJo0iRkzZtDdPZ3Fiz+O48zktts0F11kEg1ixygsC444QvPb32aAOcALKKWoqqqKkn/xn1E4jyReoewQBO/Cso7mqqtg8mQFBEi8JMRLh5kbVCgosllYvhx6e+HppxVNTXDSSZrDDgPXlfe4Yny4blgUBHUoNQHfXxNd193dTVNTE4lEomIml+/71NTURPFT3ObNm/nEJz7BPffcwwc/+EHOPfdsmpqaBhcttn48o+WYgsBn2bLl3HXXXfzsZ7+gra19cB7p0Nc2bQnjIxZMu2DHcSiXy2zevJkgCMhkMjQ0NDJ79n64bgMvvHAxGzeey9lnW3zvewENDfL392LNng01NdDTczjhTi6fqqqqqLgsPl7FdKaKs+398LyrOeEEi7e+lcGdW7uGLHCJfYZJznheuJC1ciWsXatYujRczNq4MVzc6umBUgnMTtdkUnHccZrLLoN3vENLizQxLo4/Xg8mZE4Afh1drrVmYGCAqqqq6P/mhA7Q2NhIf39/NHwciIKRlStX8olPfJJvf/sOzjjjDM4++2yOPPJwWlpaKiqZR7Kix+nu7ua5557jl7/8JX/605/YsGHDiK3HSqnBBav6qPLYJGxMskYpxbp168jn86TTaZqbm5k1cz9ct5EFC97H5s2v5pRTHH72s4Bp0yTw2BlqaqC5GVavnoRSVWidi5J2MDRg1rIsPM8bMfgzCN4AHMYHP6iZNSseeATIsHQh9i2mCnNgQLFpE2zapHj6acXKlYqlSxUvvBAmanp7hwqFLEsxbRqceabm4x/XUpggxsWECeFw8AULDkSpOrQemh2Zz+eprq7Gdd2o6tdxHHzfjwaoFwqF6Hxn4qaBgQHuvfde/vCHP3DyySdz/vnnc9pppzJz5kxSqeRoh4FSxFr0aHK5PGvXruWBBx7gV7/6FfPnP8PAQHZEgsjswk8mk1G8ZLiui+u6dHV10d7ejuM41NTUMHPmTCa0TGLjxhN5/vkrSKUauO02zcUXm+IT8WIoFSZswEapmYOvb0OdB0zMa2KmbDY77BHq0PoyDj5YcdllQex1UOIlIfY14cuBolTS9PWFOaYVKxSrVsGTTyrWrw/zTJ2d4PthjkkpSKcVp5wCH/pQwNy5yGu3GBcnnQQ/+lGCsKPLUBF1EARks1kymUy0IGFZVrRo1NjYyMDAAMViMToPmnhm0aJFXHHFFdx6663MnRsWCB166CE0NjZspeAt/KX3PI+Ojg4WLFjAz3/+c/7+97/T3t5OqVSqyDFZlkVVVVUUv8Vnh5k5pb7vs2HDBkqlEplMhokTJzJzxiwC3cJ//vNhenqO46yzwsUtmbu1c7S0mAWuGYAL+CSTyYriaRODm7EYRrjD62IsazLXXadpaIjnmHb+QpcscIm9zlCVMRQKsGEDbN4M//mPxbx5sH59mJhpbwfPMwtZOcKheBuwrEVYVjeJxDNonaBUOplHHz2TefMms3kzXHutLHKJXW/KlLCdXD4/i/DkP9RbuFgs0t7ezsSJE6NEjeM4UeImnU5TKBTo7OwcsZvL98OWgt/5znf44Q9/yOTJkznyyCM54ogjmD17NtOmTRts3RMGC8VikWXLlrP0haUsXLiQRYsX09a2OVpAiz8+UDETzBxTuVyOFrps20Zrzfr16ymVSlRX1zB16lSmT59GPj+ZZxe8m66ul3PZZXDjjQGTJkmCdGdxHDj0UM28eXXATKA92gkYDxBNcBgPKBOJNKXSudTWWpxxhknWyA9GiL1ZPF4KAujqgrVrYelSxcKFsGiRxdKlsGkTDAyEiRkoA3kUa0FtwLKW4bqrUWoD5fLhrF37Gu644wTmzw8LFGbOlNdwsWu5bthy59lna1GqBRha4NJa09HRQUtLCzU1NdGbarOI1NTUhOd5dHd3k81mK857QRAwMDDAgw8+yIMPPkh9fT0HH3wwhx56CMcccyzNzc3st99+g7FOOIt048aNrFq1imeeeYbFi5ewatVK+vr60ToYkahRSpHJZKivr492U8fnhZm2Oh0dHXR1dZFOp6mtreXAAw8kmaxh9erXs3zFpcyaVc3ttwf8139JgnRnOuggTSKhKJePBIgKyczPxvwsk8lkRXvCMCF4Cr4/mzPO0Ax2nERiJiH2bkPt1yCXU6xda3JMiiefVGzYoFixAjo6whxT+BqRA7pQahNKzceyekkmn8H3G8jnT+Hvfz+Dxx9v4Jvf1LzjHVKgIHYtpcIdXLat0Hr2iOtzuRydnZ1R8fPwHFMmkyGfz9PV1YXnDXXtMQteK1as4JZbbuH2229n+vTpHHHEERx99FFMmzadmTNnUldXh2UpgkCTy+VYtmw5S5YsYfHiRSxZsoSOjo5op1j88SEs+Kmvr6eqqgrbtkfkmMzOrY0bNxIEAbU1tcycNZOJEyfR3z+b5557H7nckVx/vebaa8OdW2LnyGTC7lPr1k1CqQlovTaKmeI5pmQyycDAQMV9k8l68vk3M20anHqq3uU5JlngEnu8sMIg3Pq9Zg0sWqR4+GFFe3tYObN8eZiYCV8jiyiVQ6l12PYCEok12PYyyuVnsaxeisVWgqA8WGngDvbf/yGWNRvf/x6f+9xpKAXXXSftP8Sutd9+YcLmueeOJhxy3VtxfT6fp7Ozk6amJiB84x0PBJLJJBMmTCCbzdLX11cxrNwkeAqFAps2bWLdunX8+c9/joIDe/CX21TuFItFSqVSxZymeJIGhoa319fXkxgc/OB5XsXj2baN53ls3ryZYrFIbW0dM6ZPZ8qUafT2zWTBgqvwvAP40Ic0N92kGdykJnaSsOUOQBKtDwTmRQFHEAxV1qTT6RHBh9aHEwSv4Y1v1Bx00O44eiHEi2WSM6VSuCNr9WrFo48qnnkmjKEWLIC2NlP84wNFLKsVy1qOUquorn6WcnkllrWeUmk9vp9H6wBw8TyfILgXpb6EbX+Axx//HBddlOLee8MWs0LsKo4Dr3iF5ve/ryEIjgaer7jezPp0HIdEIhHtwonPnGxoaKCqqoqenh6KxWJ0X611FFv19/czb948Hn/8cVz3p1Flc7ylIEAul48KRzzPG/wbGWIWrmpqaqLZqZ7nYVlW9FimIKitrY3e3l4SiQQTJkxkv1n74SaaWLr0HNasOZ8jjrC5886AY46RtqA724wZ4eD0traDgETFz3n4TLdyeSj+tu0U5fJlNDQ4XHppIAv8QuyFzNtcrcOd6mvXwjPPhDmmvj544YUwz1QomBxTAaX6sax1KLWAVGolSq3E855FqR5KpXa0LgM2QWAP5pi+i20fRS73Q6644jAsCy65JGz9Lq/nYlc54ghoaoK2tpMJd9tUFisPDAxEO8tNLGJyRyZPMGHCBAYGBhgYGKjIMZl4KZ8Pd7AvX76c//u//wPCBSpTXGRyTKZds1IWQeCPmmMyM0fr6+ujRZPhOSbHcSgUCrS1teF5HvX1DeFO9wmT6eg4mAULriaZnMRnPqO55hqZUbqzuW5YRP3Pf9ai9QyUWhflmHQw1CGoqqqK7u6e6H7h7q1XAkfytrdpWlp2/bHKApfY45hexhs2hMHFI4+ELXPmz4d166BYhCAoAz6W1YXjLMF115NKPY3jPE/C7SXQrQRBYbCdiCaR0BQKBWzbx/c1vh9UbJ3Uehmp1GWUSj/kppteQV0dvP/94QqzxB9iV6iuDtsUPvfcdGB/4D8jbtPf34/WmsbGxmgBKp5kcV2X2tpa0uk0/f390WBOQ+uwesYMf4Rw0SseWJhZWcNb6sSvr6qqoqqqCje2tdEE5vHdQf39/XR2dmJZFhMnTmT69OnU1jaxYcNxLHnuSlKpBr72Nc273iW7JHeVo47S2LZFEBwD/JxkMoUa7HdtgliA3t6hBVXbtrHtM1GqlrPP1jgSGQix1yiXw51Z69bBE0+EVcYrVgy1GCyXA8LinxK2vRrHeY5U6vnBeGktymonCPrRujxYBOEPDqUuAmG8FF8QgAHgGyST8Pjjn+e//zvJj38cMGHC7nn+4qXhlFM0iYRFqXQq8PMR13uex6ZNm5g0aVLFQPJ4G55UKkVLSwv5fJ7e3t4R1cPm99wU+8RnCpjHCNv5BhWxlmFZFslkkpqaGlKpVBQnmRjJHI9t29H8iFwuR11dHVOnTGXCxAmUy1N4dt4H6O4+idNPV/zgBwETJ8qM4F2huRmmT4e2tgOAOlIpfzAJF/5emAXO3t7eikXMRGIGudypHHUUHHjgbjp4IcR2MTvas9mw+8/ixfDQQ+EurfnzFa2tYY5J6xIQYFltuO4iXHc96fQzOM5zuE4/gd48mGMKzxPJZJjst+0A3w/PRUPnFo8g+A+p1DvIZn/KNdccQnW15pxzduM3QuzzJk6Egw+GtrZDgAnAhhG36enpAaC2tjYqgI3nmBKJBHV1dWQyGfr6+sjn8yN2wJsck4mHhs9d2lqOyXVdqquryWQyI2ZtwdAiGYTzw7q6ukgkEkyZMoVp06ZRVdXEypWvZtmy/6axMcMPfqA580zZpLArKAVHHw2QQKnDse3Hcd0EoAh0EOWYwjaYQ0XU4e7As0kkEpx1VjAuO1gljSV2m6GenYr+fti4EZ55Bh56yOKJJxQrV0I2a+YLlbDtjTjOIjKZBTjOUzhOL67bi+sODCbLwxfY8I8rSbiLIRw4bSrwPM8jn89TLBbxPK+ilUm5vAa4nIGBu/nUpw5j8mTNm9+scZzxfFMZ9vUX+z7LgtNOg5/+NI1lnYLW80dNmJheyI2NjVGLm3jSJFzADYOQ6upqcrncYHLSj1qqxAOW4UxQY8QHeKbTaVKpFK7rRlvFTWLHBBwmAdDV1UVnZyeum2Dq1CnM3m9/LKuG5SvexKpVFzFjRoIf/CDgla9EAo9d6KCDwh7JfX3HoZSDpRT+4M8rnuiLz99y3QS+fzyZTLhAJoTYM4UxTTgza8UK+Pe/Ff/+t2LRorBlTrGogTKW1YNtv4DjvEA6/Tiuuwzb9kgk2nFdP3o9MP8GQSZqBWKUy2XK5TK5XI5yuTysramP530TmMJf/3o5H/uYzVe+EjC44Xg3kNhpX3fwwTBpEqxb9zIsqwbf7x9xG9/32bhxI7W1tdTV1Y1YYDK/85lMhmQySbFYJJfL4TgOAwMDFbME4jHTWJdDGAMlEgkSiQTpdJpEIhHt+opXKptjcV2XYrHIpk2b8H2fhoYG5hwwh4aGZjq7ZrNo0Ucol6dz7bWaj30soL5+p38rxaBkEo48UvP00y3Y9n44zip8zwNFxQJpfCE0nKF2CFrXc8IJUhAkxJ7M98PZ6xs3wlNPWTz0EDz1lGLNGsjnIQg8lCpiWWtxnCVUV/8Hx3kax87jJrpw3RyOU7kjxfeTKJWK2vib98u+75PNZqP2a/EcU7H4LEpdQXv7XXzkI9NpadG8/OUBlrW7CxckdtoXJRLw8pdrHnqoCcc5Ft/fOGoeqKenh3w+T1NTU1TEHI+bIOwY1NDQQE1NTTSLslQqRXmE7c0xua4btUJMJpPRrq+xcky2bdPe3k5vby/JZIoZM2Ywc8ZM/KCW5557Gxs2nMmRR4Y73Y8+WjYm7EpHH61xXUUQnIRl3QmA1kHsvWQw4r2k61ZTKh3FhAlwwAHjc5wSlolxp3U4H+u55xRLligeegiefjrcsZXPM1hFvBnLWohjL6aq6ilSqQ4SiU1YVg7HsaMXv6EXVCv2+OFl5s2l67pR0j6VSlE12BetVCrR19dHoVDA87zBP8pFWNZ76Or6BZdeOoM//UnzspdVvjiLlx5T9bX1X4OheSfb4ogjwhNFMvkKEomf09vbM6KiGMJEY1tbG/X19TQ3N0eJRvN34Ps+tm1HQUL8BFMqlaJqsnhC03wdU3GRSqWi9j6JRKJit48JNEzgYf4ezJb21tbWaND7jOkzmTptGp7XxMIF76Wt7RRe+UqLO+7wmTNHAo9dLZNR1NZCT08dtp1AWYpg8E1W/OcfDz6KRQc4gFmzwtlwQog9g9ZhXLR6ddie+YknwpaDS5dCf3+4O0upHixrBfDcYLz0HMlkL47ThVJ+9PptEvzxykjzem4+TCEDhNWbWmvq6uqiWUXx5I1SAUp9EqUa+OEPLyGZVHzjGxrX3b7zoNh37czYqb4eZs+G9ev3Y8KEQ+jpWThiR7r5mr29vRQKBaZMmTJiockkY0wrQxM3pdNpSqUS5XI5KoAzSRcTP8FQwsUsZJl/w4UPK/p7g8p5WxAubnV2dtLd3Y3jOEycMIn9DziAdLqWDRtfwZIl76O6upo77gi44AJNMrmt32mxI5SCSZMUYOH7TVjWGlBU/E6ZNt6G1pqBgUNQyuKEE7TEtELsQYIgnCm6aBEsXhy2G3zmmXCOVri5pIhlbQQWkkgsJJmcRyrVS8JtxbIK2LEcU2joDzy+o9e8lzIt+82O3aqqqmi+dV9fH8ViMVYc9E8s63LWrLmLiy5q5MEHFQccIO+LxUg7I3YK2xrb1Na+giB4hP7+vlF3UpmCm6amJurr66P80Fg5JnN8w3NMMJR7jbc7NAvAjuPgum5Fjim+u938nZj/O44TzaQvFovU1dUxa+ZsJk6aSKEwhQULrqC393AuuAC++lWfKVPkb2lXq6tTpNPQ19c42ClB4ftD7StNXjD+e5bPV6P1NA46COrqxuc4ZYFLjAvzZqG9XXH77Yq77gq3gpfLGsgD61DqOeBRbPtxksnVWFYfmUyKZDIZJVq0tipeXE2QEe+zb67zfZ9EIkG5XK7YPmuSvOl0Gtd1CYKw/U5PT8/gi/izwH/T338vl15ax333KQ47bNy+U+P1hcROEa982v6z6sEHhwMbV6x4DbNmncuMGQvp62uno6N9sGreix5fa013dzeFQoGJEyeSSCSioML83pvKGJPMMVUyw6uX44meeHJzeJXN8L8bGNpunkwmaW9vp7u7G6019fX1zJw5k+bmFvL5A3jmmavJ5/fjgx/UfOYzPk1NEniMh/p6zf77w9q1s9A63E4RH5Yebh3PDmtlaQNpEgmkdaQQe4AwhlH8+c/w1a9aPPVUuKMdfKAdpZYAi1DqYRKJJdj2JpJJKnaQ+H745ta8QQUqqiSHt1uLF0jEixnMucQMfg6CIFpACHeLXYvntfDDH57BjBm7a4apxE57l+2PnWwb3vAGzb/+VYvrvp9DD/k5+cJGuro66OnpoVQqVZzXisUi69ato7a2lkmTJlEoFCoSl+b9QyKRwPf9aLe6ialMRwioTGzC0N9RXLwQyNzfxEuJRIJ8Pk9rayuFQoFUKsWUKVOYPm06iWQTy5a9lVWr3syBB7r84Ac+J5/MuLRxEXDsseHrpNZHEQTzop+r+V3yPI9cLldxH60zKAVVVfK6I8SeQOtwTvvXvqb4+c8VnZ3geRroB1ah1Aso9TCW9STJ5FosK0tVVSbKMYUx0tg5pnjRp4mPTI7J3N78a9s2VVVVJBIJgiCgUCjQ29s7eG74O/BhNm78LpdckuQ3vwl2c2GhvIbtXbY9djrxRGhpgWz2POYc8CyoZfT2dNDR2UE+n68oqA6CgI6ODnK5HJMnTw4ffbC4J74QZX6nzfsCs4nAGC3HFI+5omcxSl4qfjvHcaL5pEopmpubmTlzJg0NzfT2HsX8+Vei9UQ++9mAq67S1NS82O+r2BZTpmgmT4a+vkPQOjPiet/3K7ohAGjtAgnS6fHr4CQLXGLcPPWU4r3vtXj2WQ+YDzwKLASeRKnVQBbQpFIZ6urqSCab0FpHbxCNeNJleEVy/M2tCUocx6moRgCi1WXTp991XVKpFNlslkKhQLH4MEpdx7Jlt/LBD2b48Y8DZs4ch2/SXikeHO2bKxhj7+DTY3y+bWpr4YYbNO9/fzNLlnyNxsanmD37B0yZsppCvkBfXx/d3V309fdFyZt8Ps/GjRuprq6mpqYm+v0fPhPCLPIOH5IOQ39D8UUtc9/hAUh8ILpJiA4MDLBx40ZKpdJg4rOOGTNmUlfXTEfHKSxefDnJZB3f+lbAO9+pGeysKMaBbYez3R58sA7XPYJEYlnUUiC83q5Y8IJw0TLwJZsmxJ4im4Xrrw+LgfL5jcDjwBPAvMFioE4gHMBcW1tPOl0T/W0Pf4M5XPy6cCeWqniDOdoOL1MoZKo4m5ubKRaLDAwMUCoNoPVVFAot3Hzz8Uybpnjb2/Qe0HpnTyex08jPt/RYcOmlml/9yuI//3kH7e2vY7/9fsxBB/6TUinLQHaAnp4eenp6Bls1hwVAPT09lMtlamtrRyzqmvmklmVF7xNMYVA8thqefIm35InHSPHrTKKzUCjQ2dnJwMAAlmVRXV3F1KnTmDJlCr4/hf/85yq6uo7lTW9SfO1rPrNmSTHQeDriCMhkIJ9/GanU3dHronn/OdrvsOsmGKXZghBiN9Aa/vQnuOIKi5Uri8A84N+EOaanUWodkBvcYRW+d04kmoHwPdHwdrTDxwAYw987x3NM8XOCOZeE843tqH2tGTlQLP4a2I8nnvgEV13lcscdu7O9895IYqeRn480fTpcfbXms5+dzaLF32HChH8ya9ZPmDot7LrT19tLV3c3A/39lMoltNZks1nWr19PdXV1tBsxPsc9nns1cVF8kWu0zhBAFEfF/97i18XfhwwMDNDd3R1tVGhqamTGjJlUVTWyfv0ZLF16KU1NGW6/PeDNb5aZ7uOpqgoOPxxeeGEKicRsHKc3alUZ/5nHXzdd16VcHt+/U1ngEruc1prlyxUXXWSxcmUnSn0Wre8CcrHbhD1eq6qqqKqqil4sh7fTiYu/2YyfCOJvSuP/N8ybWfO5SdqEiaKwb382m6W392cUi/vx0EMf4ZprEnz/+8Eu3lopfZD3VNu+VXx7Hi/83b3wQs2sWZpbb03xpz+dyrPPHsLUqb+nufkhZsxsY9r0aeRyOQb6B2hra6Ovv5disUhXVxc9PT2kUinq6+uj3snxRI0JGIYH6+ay+N+WqTgevqgcr/jv6+ujt7c3CnRc12XSpElMnz6dRKKeVavewurVFzBzZpLvftfn1a+WJOd4UwqOO06jlAUcS3V1a0WLDN/3K9oMwGB1ekVFmLwOCbG7eB58/OMWd9wBQfBrlLoBrZcztJuXwUR5DZlMhnQ6PWqSPf4m1LypHP66DyOTODCUtI+3DBnenieVSpFOpymXy/T2djAwcAX9/fdwzTX7MWNGwGmnAVTGX7uGvGbtqXZ27DRxIvzudwF33aX43vem8vzz19LRfBqTJ/+OluYXmDSxQLFUZGAgS3dXF52dHeTyOQYGBujv78d1XWpra8lkMhU73+PvC+J/S/Hq4tEqjs3fTTxpYz43raVLpVJ0/5qaGmbOnEljYxP9/YeyaNE1eN40rr9ec+21PvX1srg13iZP1kydCsuWHUwi0UQiUYx2ucfbLMVpbYrJ5LVHiN1Ja81jjyne+U6Ljo61KHU9Wt8HlGK3CXe3ZzIZqqqqooXr4YXS8Tgo/r55+MzS+K6u4S0Lh+eYzHtoswsewtnavb1fp1Taj1//+hKmTlXcfLMmmRyPeClOXr/2VDsjdlJK8+EPh7O1b721ioceeiO9vUczdep9NDc/zqz9upg+o0w2m2Ogv5/NbZvp7++nVCrR0dFBV1cXmUy46cAZHDZpWVa0azG+O2vomBk1xxSPmeLxkrmt7/t0d3fT398fnXcTiQRTpkxl6tQp2HYTzz//bjZufD3HHOPwne/4g7uvJWAab8cfH/DrX6eBw6mpWUCxWIzyh/Gfa3xRdLzJApfY5bSGb31LsXJlAaU+APya+Ak1TNRUU1tbG72AhvfTI1444y+Eple+7/tR9Uy83328z2s6nY5eBOO98j3Pq9iObl54GxoaaGhoYNOmb9LbW8evf/0+Dj1U8clP7spKgbFeAIZvR97Tg5GtHaM5Ge3pz2N8uC68/OVw0kkBf/kLfOELzcyb9y7WrDmfhoZnmTDhURob59MyoZ3m5mYKxSK5bJbOrjD4KBQKtLa24rouyWSSlpYWMplMFISUy+Xodzs+P8sE6KaiOd5+wXXd6O8qm83S398ftfcxEokE06ZNZcaMWQR+E4sXX0l7+8t4zWssvvnNgIMO2lIFktiVpk4FxwHPm0JfX3/Fz8Hs8kgmk1HVje8XUaqfQgGKRWTHnRC70YIF8OMfK7S+H6UuQ+v+iutTqRR1dXWk02lgZOHC8B0kJtleLBYr5jGaXSymytjsXDH/AhWtSYa3aTOfp9Npampq6OtrZfPmD9DW9mM++MEJ/PGPATNmjMd3TGKnl46wPcoNN8All2huusnm3ntfzoIFJ1NdtZLmlieYMOEJ6uqWU1dXy/TpM8jlsvT29tLZ2UFfX19UHJRIJKivr6e6ujpqTWjeU5i/j9EWheMxk2nTYxKbxWKR/v5+stlsxdwupRRNTY0csP8cqqsb2LT51bzwwvuoqanh1lsD3vpWzeAoFzHOUinFxImwdGk9vb2apqag4nXOLObH+X4XWkNv797wuiLEvqtcVnzlK4qOjm6Uejvhzq2hv0nbtqmtraW6urpixigwIsdk3gN7nlcxWyh+TjD5IzN/Mf76YFqrxWc3xs8dpoC0qamJhoaAjRs/xcBAHbfddjaHHQbvfvd4z/ST2Glfl0xqzjhD8ZrXBPziF4pbbpnKkiWXs3r1xTQ2PMOEiY9RXz+fqqoMLRMmUMjnyWazdHR20N3dRS6XI5fLRXO0mpubqa6uBojmlY6WYzKzmEynrPjuHrPr0bSz6+/vjxZJjHQ6xcyZM5k6dRqFwhQWLryG3t7DeOtb4eabfaZNkxzT7qAUzJgR/hxLpYkMDAyMyDGZ95NmgcvzskCegYEqPE+RSOz6v0NZ4BK7lNaapUsV99yjsKx/YFl/HOyJHLJtm/r6empra6PLhu82ia8Im1lZJtkefzHcErNDq6qqqmIhzbwAA4MzK8KkvnljW1+fxrJuobv7UL70pVdSUwMf/rDGssazyvLFtcHb9YZ/I7Z2jMODpj0/eNrZJ9Hhj6dUuND1xjfCq14V8Kc/Ke6+u4YHH3wFixe/nFSqg8bGp2hsfIS6uueob0jQ3NxMuVymr7+Hjo5Ourq6yGazDAwMkEqlBlswJKIZEyYRGa9KNT3ETWImnPsVBiwDAwP4vj/ibyxs8VDF/vvvT0vLBLLZ/Vm48BoKhdlcfjl86lPB4LwtCTx2lzlzoKEB2tuPplQKKmZ5xN9wGbZdwLJWsWHDwWzePH5DQIUQlTwPvv51RV/fAI7zZYIgS7z4LZPJ0NzcXLEjK87ELjA0t9FURI42XHo05g1oMpkcbBedrCgu8jwvKhQKgiBKBDmOQ0vLErq6bmTJklu4+OIkv/zl7pwvIbHT7rYrY6cZM+C22zSXX6758Y8tfvWrOaxdO4c1ay6gof45GhoeorHpaTJVrdTU1DB9xgyyA/10dnXS1dVJX18/ra2tOI5DTU1NVBhkdjgPzbILk5ue55EYXIUqlUrk83lKpRK+75PNZikWixXvVwzHcZk6ZTIzZs4kmWxm6dKLWb/+zRx6aIJvf1tzyinITvfdyHXh6KPh4YcbKRanAcuj95+my4f51/xsU6nnyOc1zzyjeOtbZdedELuD2b31l78oLOteLOvJihyT4zg0NjZSXV09oi2auX/8NTuXy0XzHM3r/rYwCV0zOiB++Vg5piAIaGpyse1P0dt7IB/96KFkMoqLL94TXk8kdtrddkbsFH+MVAre8Q7N3Lma++5T3HNPI4899l9s2vwaMpmNNDY+QVPjI9TULqOpKcWEiRMpFgv09vbQ2dlBV1c3fX199PX1kclkqKmpqYiVLMsinU5H7zXM344pHornmMrlcrRLerQcU21tHQccsD+Njc10dR3F4sUfBiZy441wxRUBNTW7/Q/kJe3II8Pfp1LpWDzvVxXXmRxT/HfPdXsIglaWL2+mv59xaccqC1xil7vjDkVHR4lE4jbK5Xx0uWmtZpInw1sKmh0lpn99Pp+v2KW1PcwLbrFYpLu7m1QqFVX0mK9tdnOZBJGpRGhqSpBKfYzW1q/xhS+cxOGHh4Oux8+efyLefvGT07723HacUlBdDRdcoDn7bM2yZfDXvyp++csWnn76TFpbTyeZ2ExT8z9obn6EVGrZ4G7DRkrFEj29PbS3h1XKHR0dFW/ITWU+DG0XHj6Tblv+turrG9h///1pbJxAR8d/sXjxpSST9Xzzm5pLL5V5W3uCxsZwkautbT+y2RTV1QNA5fDXRKxcPNzFsZBi8QyWLoUDD9wthy3ES96iRXD//QrH+TPwTPSabNs2dXV1UXsdqOyFb1lWlEwJZzd2Rwna7WV2fJk3oY7jRImbZDIJDLV3NsxxplIppkx5gE2bvsijj36CT37S5ZvfDMhkdkfSRmKnfZ1th/MAvvQlzbXXah59VHHffUn+8IejWbHyaFatHqCu7llaWv5Gbe18UqkS06dPZ+rUKQwMZGlv76CnZyhxE0+CmqSN2eVYKpWiVs7xQrgtSSQSzJo5i2nTp6H1HBYseB8dHUcyd67FLbcEzJ69JyQzX9qUgpNO0nzzmzb5/GF43vPR+7/4XEPbtmPznFcC/SxZUksQjN/gdCHEEN8PC4Ly+V4Sie9ErdMAqqqqqKuriwo8h7cjNEU7+Xyezs7OqEDhxeSYCoUCXV1dpNNpamtrqaqqis4hJmaKnzeUUkyY4JFMXsnmzbfzsY8dyMEHa4491ly/c75P209ip32RUmHx67vepbn4Ys1zz8Ef/6j45S+nsmTJuWzYMJdUagMtLX+lqelxkslVNDc3h92DCgW6u7vp6Oikv7+Ptra2UXNM8QI783l8UXfLx6doaWlh9uz9qa2dyIYNc3nhhQtoaaniG98I82KOrFzsdtOnayZPVqxceRi5nMZ1h7qnxXNM+XyY8w+CEko9T0/PEaxbJwtcYh/Q1qb4/e8VSi3i/9k77/A4qquN/+7Mzvaiarljg23A9ODQTGihhhp6CSW0hBZCJwkfIYFACKGGXkMLvYYaescU0zu4S1av23dn7vfH6I5mJdmWbcmW8bzPo0fSlpk7uzP3vnPOe95TKLzlEItoNEp5eXmf/kBuy49isUhDQwOdnZ3LRDgWBSklmUyGbDZLZ2cniUSCYDDYp4RWESDTNAmH26iquoimphv57W/H8MQTkg03XFHkY7gvxMtS+j3cj6kUi/ZCtkmgPZ8LhBjYcfWnJOsNw4CpU2HddSXHHSf59FN46inB00+P4ssvD6Ou7gBCodlUV79EPP4picQcRowIUFVVTTaToSvZRVNTMx0dHRSLBfL5vGNJBz3WDAO9tjRNo7q6milTpmAYo/n228OYN29XJk/2cc01FjvuSEmlkIeVB12H8eMlb70VJZ+vIBQy6erqcqyVLMsiGAy6qmQtTHM2pgnz56/s0XvwsHpCSnj4YUFnZwFNuwfLygG2ArKystIRAymoKi5lidPR0UFbWxu5XG4Qx2Qnu1QlWCwWIxaLORVcvV8LIIRJdfVDmOZ63Hnn/kyerHH66RbdubEViFWLZwwMq9YxrSjuJARUV8Pee0v22EMyfz689JLg8cejvP32dL75ZisMo4Xy8rcoK3ufsrIvicd8xGLx7kRukra2dpqbm7sdIkzn5hx6+JKyfB4IQqEwkydPYmTNaJpbtuLrr49HyhHd/bYsyssHtBkPKwBjx0oMQ2Caa+D3+8nn806CS/XRUfelAIVCA0J0UlsbJ5+HbrdYDx48rEB8953gtdcEQrxBofClI/aJx+PE4/F+Y0yqQl31su7q6hrUHjGWZZFKpUin04RCIUfIrcagfquxmqZJLDafYvFiamuv4vjjy3jkEVhjjZW51q9aPGNgWLWOaSi5kxB2Bc4mm8DGG9tV8B9+CE8+qfPcc2vw/ffHsWDBrwiHv6W6+hXi8U9IxGsZNSrEiBE1ZDKZ7iRXE11dXY6lp4oxuSt4lsZpa9So0UyatBZSrsHnnx9Nff10NttM45prLKZN88RAwwXBIIweDbNmVVAsRonFMmQymZK4YjAYpKOjAwDTLKDrc8hmYeFCycYbD/0YvQSXhyGDlPDQQ4LZsyU+3y0UCl1Ov62KiooSn1boWfj9fj+dnZ00NDQ4NxOLgmEYJf203P0iFHFQpbJuT317fD2JLuUr67bdUQRE3eDEYt9imhcyd+6VHHZYiMcft1hrrRU94Q5HVY0q9x7Y2BSPtL/vlXUs7nL1wdhO3+Owj3P5G2AKAZEIbLklbLGF5A9/kLz5Jjz2mMELL6zN3LlrI2WeSORLyhKfMWLE20Sjs4jH41RXV5PJZGltbaG9vY32tg6KZrF7fAMfm2H4GT16FGuMn0DRXJ/PPz+Rrq512WcfyZVXWowb5xGP4QRNg3XWAQhRKIxGyh6llZoHVbKrp4n6G0AHzzyT4LjjPJWUBw8rGvX1cOedAk37GCFedqpIKisrHesPtzWhu//PggULSKfTiw3UKC98xWncDaJVZUrv/kPum9NisUhbWxvJZJLy8nKi0WhJfwlwB27y1NT8ndraNbnggk2JxwW//a2Frq+shWI4cqelUxR73Glg0HWYMMHuZ3LkkZLvv4cnnxT8979VzJy5N42Ne+H3NxCPf0RV1ftUVHxIRUWQqsoqRo8eTbIrSWubbWOYzfbYDrrVyouDpunEYlEmT5pMPDGGH2Ydypw5ezF2bIArr7TYYw+GsJevh2XBhAkQDkNn5xQymZwzR7qtltyKZCnb0LS3+fbbA/nmG1ZIwMaDBw89kBJuu03Q2lrAMG6kUMg7/bbKysoASjiOWk8Mw6ClpYWWlpbFVrirRJg7nuSOV7ljTIon9Y4xpdNpstkskUiEiooKoKf/tTvGVCwWKSt7h2LxSmbOPI+jjjJ44AHJiBHD4d7a406Dg+HJnYSw2xLssANsv73kggskL70keOyxIK++uhFz5myEEFmi0U8oK7NjTJHIAsoSZVRXV5PN2C5bbe1tdHZ0YloDt/ZU8PsDjB8/nrFjxpFKbcbXX/+GQmENjjtOcuGFFlVVw+E68KDg98Naa0nefLOcbLYMIbIAJfOgmjt77g3/h2n+nmee8bHrrkPfa1AMpmphsDFt2jT5wQczVvYwPCwjkknYaSeNGTMWoOtbY5rzKSsro6yszCljVOefUsdlMhmam5vJZDL9Zv1VQstubpcvUTND/2TG3fTT3Ti0N9xezb0VP0C3B7+ko+NA2tr+xE47hXn4YQtX+zAPA8CPi2gsZg+DlOBaFCwLWlvhpZfg5ZcFTz8tqK8HKTNEo19TVfUO5eXvEQrWgsgjBKRTaZqam2ltaSGdSQ9IWePz+Vhj/ARGj55IW9vOfPvd0YTD5Zx9tuT3v7cIhTzWMRzx9NOw114amnYpEyfe7jRwdVtzqIoPAMMIA48Rj+/E229by2RTKITvQynltME9Eg9LC487rXqQEm69VfDb34KmnYFpXk0gEKC6utqxE1XztUpSqR5b7e3t/XIa1exXNTt3ixqUetjNcdRvdWMihCCXy/VbtaIq8SsqKhzLRDU2hWKxSKEwnvr6qwkGN+SxxyQ///mKbqI+nOEWBq1uQZrF7GEIuJOUkMvBzJnw2muCJ58UfPwx5HKSQKCW8vL3qap6m2j0a3x6EoRFoVCkva2NpuZmOjs7SuyvFofKikrWXHMSfv96fPX1ibS3b8yOO9oq5ClTho4Telh2pNOw5ZYan346jxEjdiEWKzqVsO57ynnz5jlzYSh0CJnMnZx/vs4FFyzfvOZxp+EBjzutOqivh6231pg9+2OE2AEpO6moqCAej5cI+tQ9j8/nI5lMOnaE/fX+cVemFwqFAcWYFB/TNI1CoeD07+oNv99PRUUFkUikZHvuShfT1Glt/S2dnSdx5JEGN95oV757S0ZvqO/F404lexhE7mSa9jX24ouCF16A558XtLaCEF3EYl9SXf0WZWUfEAg0Anbllm373ERbayvZXHZAMaaAP8DEiWsyYsRE6ut/yazZB1NdHeHCCy2OOMKurPYwvCAlXHed4JRTIBA4kQkTXnUElmqO1DSN5uZmurq6APD7qzDNl5k4cX3eftuiunr5xzFt2uZ88MEH/Z4gnkbbw5Dhuefggw9AiGcwzVoqKipIJBIlE69SwGiaZk+K3cFWdzBF2UT4fD7Hw1UI4SS73M1/3V7p7ioF9/OhUMhpGF0oFBwiUiwWaW5uxjRNEomEMz53KbnPZ1FV9SimOZqXXjqBk07SuO46i1hsdb5pXTqLQvtjGmqSsaTtD9Z3tej99BxnXwzEonBJ0DSoqoKDDoIDD5TU1ko+/VTw4IMhnn12E+bM2YS5c48iEvmGePwTqqtfJhyuZeKEGGPHjKWjs5Ompgba2tpKAjduq1C/38+UKWsTj6/F3LlHsaB2N9Ze28dVVylLwtX1nB/+GDUKAgHIZMbQ2ZkkEgk5N2w9jdJ7bAoLhTSGcRUtLdtwww1+Lr9cepaTHjysIHR0wL/+JbCsBuAJAoEAI0aMKOmb6O4RmsvlWLhwoZO4ckPxJRVwcfeScfcXVeph3dVARnEmFRzy+/0Eg0GHL6m1QkpJV1cXpmlSVVXljLO3J7/PV0dNzR9YuPDfHH10NffdB1tt5SW5ejCwAA143AmWnTspS56ttoItt5T87neSr7+GF1/UuOeesXz77Vjq6/ciEFhIPP4JlZVvEo9/TE1NgOrqGtLpFM0tzTQ3N/WplFQBTyklo0ePZuKEyXR1bctnn5+IENWce67k7LNtMdzqe58wvOH325Y7n34ap7NTJ5GwnHlQuXpomobf73cSX4XC02jae9xxx1Yce6xk3LiVfBAePKwmkFJyzz0as2ZJhHgIKTupqqpyBMrudUL1UFy4cKETbO0dY7K5is/pFbSoGJPiR/3FmNT/kUgEy7IcvqSC/Pl8nqamJizLIhaLOdtTsDmaxYgRt1Isjufee/dlxAjBX//q9bbui0VXMfUHjzstPXfSdRgzBo44QnL44TB3rmTmTMG998Z49dXN+f77zdH1TqLRL0kkPqaq6hWi0Wbi8QT5sXk6OtppbGrobpPRI8Bzx5hCoRDrrLMugcDafPvdb2hsnM4WW2hcdZWyJPT40nCEEHYfLl3XyOdHk0qlHAtnd4VqMBh05txCoQWf7zp++OE6/vMfwe9+N7T3gV4Fl4chQaEABxyg8cQTOXy+XQiHP6aystJRHSvCoRZ3N/FwQ9d156JRr1cl4SowYxgGkUiYsrIEVVVVTJgwgWnTpuHz+Whvtz31v/nmOxYsmE99fT3ZbJ5ioYDhN5z+EqZpOiplIQQ1NTXE43HnYnVXmtk/UebOPZVM5lDOOktw0UXWClAZuK/V4TLpa5SOayjmE7WYLw056f3a4VViPxgJrkXBNKGuzlYpP/644M03oakJhEgTiXxLddWzVFT8QDjcgGV1kcvlaGltoa2tlWQy6SScY7EYa6wxEU3bkh9++C3J5FT22Qf++U+L8eOHbvweBgetrbDRRhoLFnxMMLgDY8dUky/ku0UAwhELNDY2upTKIYR4jIqKnXnjDaU2H/g+hTA8FfIwgMedVj08/TTss4+GlPfg8x1PZaWt9O2xEO1RxXV1dVFfX9+vAtnv9zvri+JbhULBSXD5fD6CwSCJRJzy8nJqakaw2WabMXLkSLq6knR0dDBr1izmzp3LvHnzSXYlyeVzJQpllWBT+w+Hw4wdO5ZisejcvLqDP4bhp7V1GvX1lzJpUjUvvGAxfvyKVCUPV+6kvr+h4iced1ry9my3iY8/hv/+V/Dss4LvvoN83iQQqKei4jWqKj8gFp+PrrVimgXaOzpoa2uhvb2dXM6ujjcMgzFjxlBVtTYN9Yczd97ejB0b4JprJL/4hYXP5/Gl4Qwp4Y9/FPz97xIh9mDMmC/w6T4saaHrPQl/VQGiYBgHUijczZ//7OP88yWatmzXisedhgc87rRqIJmE7bfX+PDDVnR9OrFYI+Xl5X0q1FWwta6ujnQ63Wc7Pp/PsSNV1VtKNKQSWX6/n2g0QllZgurqaiZPnsxGG22ElJL29g4aGhr49tvvmD9/Hk1NzeRyeUyziGEYju2zqupS2x0zZgzBYNC531Z8SYmRpCxnzpz/wzR35aqr4IQTrJUkOPS4k8ed3NuAYhHmzaPbxlDw3nvQ3g6a1kUs9gVVVc9TXj6LULAJ00qTzWScGFMqleo+13XKy8sYP35NioXt+f6H4ykU1uDooyV/+YukqsqLMQ13fPcdbLqpRlfXf4lGD2dkTQ35Qh5NCER3jMk0TRoaGhxhpK5XIOUrTJq0AW+8YTFixPJdH3YF14f9niRegsvDkODNN2GXXTSKxfuIRs8gHrflJ261i/ppbGx0KrfcCAQCDiFQwRVFAqLRKFOmTGHTTX/CT386jUmTJlFTM4Ly8grC4ZBj6QOqSbpJMtnJ559/wTPPPMfzzz/P7NmzyWazRKNRCoUCuVzOaZCo6zpVVVWUl5c7ih63vU8gECCX8zF37uX4fDvyt79JTj11qPvW9Ec0lm8B7SnbXrbnl2+f/RGIwScE/R/DspSKL26cAjfhGorPbWkhpW1jWFcHn3wC//63xptvQmMjCJElHJ5Nefm7VFXNJBKZhaalKeRtewVN10gkRjJr1j7Mm7c/sViUs8+2z/Fg0LNLWBVgmvYc/NJL7cDGjBljdt9w2UkrNZd2dnaWzL9+/y/I5x9m//2D3HWXuVTN070gzfCAx51WLWSztp3oiy82Eov9kkhkjlNd6f7RdZ10Ok1tbW0fCxxVsaUCJiq5JaUkEAgwcuRIpk2bxsYbb8gmm/yEMWNGUVFRQSwWIxQKldxImqZFLpdj9uzZzJjxHo8++hgfffQRLS0tBINBdF0nk8mQz+cdpV4kEmHkyJHoul5S5aXGHQyGmDVrc1Kpf7HNNn7uvddizJiBN8hePnjcafn2V/Koa38DxarBnVSy6+uv7WTXY48Jvv0WCgUTw2ijrOwdKio+oazsE4LBdvL5LIV8EdMyicdjpFKb8M03x5FKTWGHHQTXXmsxebLHl1YVPPYY7LuvBvwf0ejVjBgxwp5nJcjuc9Y0Terr65351+eLI+UzJBJb8eyzFj/96bKpkj3uNDzgcafhDynhgQcEhx8Ouv5PotF/Eo9HS5Jabuu//gTUSgykKkvc/dc1TSORSLDeeuux8cYbs/nmmzFhwhqMGFFNeXk5oVAYw/C5xiMpFIq0tbXy6aef8eQTT/HyKy8zf/58isUi4XCYfD7v2D2DLYiorq4mHo87oiHFl4QQBAIBOjuD1NbeTiy2ITfeCAcdZCHEil5PPO60fPsredS1v4Fi+HInd7Lrww8Fd9whmDED2tpA19NEI19TVv6+HWMKz0OSoVDIk88XMAyDaHQs3357KHV1u1FTE+CiiySHHSZxhW89DGOkUjBtmsbXX89CiE0ZP74M+zy0SubS1tZWZ/61K2OPo1C4jt//XuPSS63l6kfrJbg8rFBIKTn9dI2rrjIJh/chkfiIUChEPp931DLqp6GhgdbW1pL399f4XCmPJ01ai91225Vdd92VDTfcsLuf10Bm856FQUpJQ0MjL774ErfffjszZ37cncCyyGbtRnmmaQeD11hjjZLGwu5Ak8/no6HBT3v7DRjG5tx1l8X++y+NVeHSLqqD7987MKKxuCDU0hODRe9z6awOl39/y4PeJKk/orGigndLhjvZ9cQTgtdfh/ffF8ybB1IWCIXmk0h8xpoT36aiopXGptHMnr0Pzc0bMX26xj/+YbHZZrKbXHvRmlUBUsIJJwhuuikP/Jx4/HNGjRpFJpNxxAJgW7MqT3obBkJcg6YdzyWXSM44Qw7YitLrIzE84HGnVQuffw6bb66Rzz9GPH48iUTcCaAqmxyfz0c2m2XBggV9+m2pZJayGlSBnoqKCrbZZmt22+0XbL31dMaPH98dmBmolYr9mmw2x8yZM/nPf/7DE4//l/aODjRNkM1mHbtngKqqKsaMGUNXV5dzc6NsDoUQZDIFGhoOI5v9I3vu6ee++yxc7SiWAh536rstlnp7y76/5cGqwZ1UsuuttwTPPw/vvNPTs8swWolEvmfs2NcYN3Y2RVNn9uztmDdvZxKJOOeeKznuOIto1ONLqxI++AB+9jONbPZOdP04JkxYwxFZAo77SCqVKhEFCbE1Uj7JT35SxnPPmd29JZbWQtPjTsMBHnca3rATQXYi+oknUkSj25NI1OP3+ykU7MC5uydWXV0dnZ2dJdtwx5jcNqSBQIB1112X3XffjZ133oWpU6cSi0UGOIf3rOeWJZk3bz7PPfcsd9zxb7766hsEYFomuVzOmUeCwSATJ05ESkk2m3XiS24bxIULK+nsvJV4fApPPSUHwd7Z4059t8VSb2/Z97c8GL7cSSW75syBxx8XvPGG4P33oaEBhMgRCs2louJD1lzzfWKxLurq1mL27F/S2bk2u+8Ol1xise66q3Orl1UPhQLsuafG88+3AptRWdlBZWUl2Wy2xE6/WCzS1NTk3CcKEQHux+/fnX//2+Kgg5b9e19cDy4vweVh0NHSAlttpfHDD19SWflLYjGrpO+DIh4tLS0lVg/QczOoEkjKirCyspL999+fE088gbXWWrMk4LosF4Y67zs6OnnqqWe4/J//ZN78+eTzeYrFoqNMjkQijBo1yrlQ3YpkFUyqqwuQSj1BdfUaPPqoxZZbrk6KzeVVvizpgxoqhc1gkbahLEEfjG333YaU9k9jI7z3HjzzjODFFwW1tZDPF/D7s+TzIRIJH8ccI/njHyVlZavTOf3jwfXXC046SQDH4fffzSabbEJDQ0OJ5aplWXR1ddHW1ubqnVODaT5BNLoZd95psc8+AyMgXpBmeMDjTqsOpISLLhL8+c8W0ehxVFS84nAfd7Ajn89TV1dX0i8Revr/GIZR0ltv2rRpnHrqqey0088JBgOO5z0sO2cyTZPPPvuCK664kueeew7TNJ1+RErAVFNTQygUKumX6u5x0draSWvrHzDN33LqqXDxxZJAYDk/xFUSHndaVbiTlJDL2ZXwb7wheOIJweefQ0eHxDDSSKlhmiG23Rb++leL6dM9vrQqorERNtlEo67ufWBbJk8eh9/vJ5lMlvTLyefzNDc3O44fmqajab/DNC9lv/183HWXRTC4dEEbjzsND3jcaXhDSsmsWYItttDo6HiZqqpjCId9jmDPzZkaGuz+P26oa7K3NeGoUaM4/PDDOfbYoxk9elTJtbs8MaampmYefPBhrrnmGlpaWhxRkPqdSCScSlHFl9zjKxaL1NWNJZN5hMmTy/nvf72qYI87DW/upATV8+fbQuonn4TXXxfU14Np5jGMHLlcmFGjdE45xXMGWpVx5pmCyy+3gF2JRN5l/fXXp76+3nleVXJ1dHSUzMWGMZlC4VlGjFiTxx+32GKLZUtyLS7BtdyOrkIIXQjxkRDiqe7/JwohZgghvhdCPCCE8Hc/Huj+//vu5ycs7749DD9IKXnlFcGsWRCNPkskYjr+w2AHY3w+H6lUqk/llrp58Pl8dt+tQpFQKMQuu+zMfff9h8suu5TJkyeh66UWh8sC9d5EIs5hhx3MPffezfTpWxEI+PH7/U7D9FQqRVNTU0kDdfXbsixCoRDBYD3B4Ek0NHRw2GEa337bo94YOgz0uCWLW6xUsmPZ97WsB+pWzSzuZ3n3s7j9L+2509/rh/KLHoxt992GEKBpMHIk7LUXXH+95P33Lf73P4vjjvOx0UYxjj9e59lnLS691KKsbGgbQXoYOmy4ocTOw29CoVDg+++/L3leCQlisRhBVxfjYrEBOJqurrmccYbGq68KLGv4imFWRXjcyQNARwc8/LBA1+dQVvaxk8xyJ7iUlbM7ueVWIQcCATs4gmDNNdfkoov+yoMP3s+ee+7hWB2q9ywPZ/L5dDbeeENuuOE6zjrrTOLxKKFQ0KkyKxaLJQl0tS81TjugE8Hvvxgh/se11wouv1ysAL5UciQDfN1gcKclbX9Z4HGnJWNwuZMQEAzC5pvDGWdIXnzR4sMPLS67DLbeOsJOO4W46SbJk09aTJ/u8aVVFRUVMGECwEQgwfz5853qDzXfGoZBIBAgHo8785tlmZjmDUh5M48/bgsWOjp6gtweBhced1q98fjjgpYWi1jsvwSDGsVi0eFGSkzT3t7ep3JL8RC/3+8kj2KxGAccsD8PP/wQ//d/f2LMmDF92mgsC9R7q6urOPHE33DHHbez/vpTCQYDjtgHoKOjg7a2Nsci0f1ey7KIxWIEAp8RDJ7Ft9/mOPhgjaYmkHJlNORa0dxpUfvzuNPQYfm3LQTour2WHnCA5M47JR9+aPH44xaHHGKwySYxTj9d48UXLc45R4lBln/kHlY8NtkEQAc2IJ1OM3v27JI50zAMDMMgHo+XtA4qFL4HjqaxsY2TT9b4+OPB50uDMUOeCnzl+v9S4Eop5SSgDTim+/FjgLbux6/sfp2HHxnSacFVVwmkrCOReBQ1Wbqtc7LZLPX19SVBEPW83+93SMjoMaM5++wzueuuf7P11lvh8+mDPgkqIjF16rpcf/21bLfdthiGj0Ag4BAQZbfj8/mcCi5V0dXZ2UkkEgbeIBQ6mzlzcpx0kkZjo7OHwR3wkGBJY1wVjmFFwD359v5Mlm4qtQmeXKE3wIvan6ZBeTn87Gd2suuNNyyuu06y+eagactO8D2sfIwfD2VlAOsgpU5bWxvpdNpRC5qmSbFYRAhBeXm5k8gHkPJLfL4zmTOnmX320bj7bg3TXLHn7I8cHndazSElPPKI4PPPJfH4PRhGZ0lzczVn19fXOzbJUNrLVCW3wuEwO++yE//5zz2cdNKJVFSUI8Rg3zja60E0GuG0007l3HPPIZGwb1yUDWGxWKS1tZVoNFpi7eVWLRtGGsM4Hcv6kCuvFDzyiOhnXlkV1p2BcKdV4TiGGqs2d3JDCAgEYM014fTTJc8/b/HEExbHHCM9S8JVHJoGU6dKIAZMIJvN0tra6tjsWJZFoVBw5ttYLOa8V8osmnYhUr7IJZdIjjpKo7VVrNRz9UcMjzutpmhsFNx4o8AwviQWexkojSEBJJNJmpqaSmJMKn4T6C4XF8IWA/3tbxdy443Xs/HGG3bf7w7ueFVifKuttuCGG65n4403wufzOb1MAdrb250eqmrMqgK+q6uLaDQMPEIweAkff2xx2mkaqZRczFq4KqxBA7V9XN2x6nMnTYOqKthtN7jzTslrr1lcdplk3XWXT3TnYeVjyhTlwLEBUkqn3YWydi4WixSLRXRdp6KiwjVPS+BNDOPPzJyZZLfddP73v8HlS8uV4BJCjAV2B27t/l8AOwAPd7/kTmCf7r/37v6f7ud/Lryz+keHmTNtH/NA4EV8PjvL09uasLGxsaRBunpcJbYsy2LSpLW47bZbOPvss7pvIoZ2EhRCMGbMGK699l/89Kc/xe/3O0TIsizq6+sdOy/3j5TSJioaGL7HCQZv4+WXTc45RyOVcrY+0FG4fqu/F3WJSkq3637P0thiMAC/3qFYDN2l2r3H3d/v/o5pRU4fvdU9EimFo0RaNMFc3BhXdPBrUUqgnrFrGhiG/XtR6Dnm5VOx9/+5eRhMVFbC2LEAawIJdM1HV1dXyVyr5tVAIEB5ebnzHIBpPoYQu9HZ+Rknnyw4/3x7XvO+tuWDx508gG17ds89AimbCIdfAHrmRJXkSiaTJQ3SVbAG7Gr3YrFIMBjk5JNP4o47bmfjjTdcITeMhmFw7LHHcvbZ5xAIBAiHw87c0dnZSTKZBHoCNYrzCSG6q8rmEQr9ldbWBZx+uuD995dnjR/O3GmwJ8tVmzvZN7Ci1/PucWmuvxeF4ZA4lAgh8fnA5xuYvY7HnYY3NA023BAgAKyLrusUCgWy2YzTD1qJHDVNo6ysjFAo5LzfshqAg5HyCp580mSffTQ++cTjS4MJjzutvpASXnrJdggKhZ5A11NO+wt3DMmd3AJK+JIKoG666U+49967Oe64Yx33iqGOMa277rrceOMNTJ48iUAg4FQ0FItF6uvrS0RNpmk6QsRQKISmFfH7b8fvf5QHHoCLL7Z7HvWsmb3HvqpzJ7W/wcSqxp16ElL26dz78++N4Rh3KoUdY5JL3SfM407DE2PH2nEmWBchgmiaRmdnpzOXuWNMoVCIsrIy1zxrYZo3IsQvaWiYz69+pXHNNYJ8fnA40/JWcF0FnE1Pl7tKoF1KqTpgLwDGdP89BpgP0P18R/frSyCEOF4I8YEQ4oOmpqblHJ6HFYlCAf71L0EulyOReBzLsjO4SpmigjXpdLrkfSrwoaq31ltvPW655WZ22GEHx/pmRVBSIQQ1NTVcfvnljBkzhkAg4BCffD7vNAF1J7fURRwIBkDkiYQvw/Ddxz33SG68UVAsLk2AY2mIgtZru6XJl9JtLnp7y18qvqzoXSre37HLXq/pjRW5SAncn2U+Dx9/bPc4OuoowVlnwZNPQleXWjz7+y5cWxPquRV1DMpuYVFT/oomPKX7663acJO65SU0ix/DkpfAVVmBGw4ry51qhKhCCA2zaNHS0kaxYFIoFDGLPVZosViMyspKV8WthWV9iBAHk0y+yKWXwq676rz6qj3fe1hmXIXHnVZrSAmvvQbvvAPh8Cv4fPXOzYCyqxFCOBUEPe+zgx+BQABN04jH45x11ln88Y/nUlFRgRA99jpDDZ/Px1FHHcXhhx+OEIJIpKchu1IluxNcmqZhmibhcBiQ+P3vEomcyfz5rfzudxp1dSWfEKs+dxqKYMKqx52kFCxcKHj0UcFppwl+/Wu48UbBd9/h9E5Rrx2O3Gnx36PHnRaFVZE7rbOO7BZ4revMo21tHaTTWcyi6SiTlV1hdXV1SZLLNFsR4nyk/AtvvtnBL36hc/HFGq2tXqJrkHAVHndaLZFKwbXXCqCNWOx5Z+1QcSJlTZjL5Urep7iHYRjous706Vtx6603s+mmP0HX9RXGl4QQTJo0icsvv5x4PE4oFHKSXJlMhmKx6ASF1bGpSn3DMNC0FJHIn4D/cdVVqvJdJeZ6r/8/Bu402Fh1uFM6De+8I7j8co0jj9Q4/3zB//4HmYybL/Uei8edFg+POw02KiqgpgZgPEJEEUKQz+dpbW3HLFoUi0Vn/tU0jUQiQXl5ucveuYiULyHEITQ3f8DZZ2vsu6/Oxx+Dqw5mmbDMCS4hxB5Ao5Tyw+UbQimklDdLKadJKadVV1cP5qY9DCGkhG++geeeE/j9bxMIfOUQB5XAMgyjT98thWDQzvxOnTqVm2++ic02++mgJbVMkwFXHdgqm3W45JKLiUQiBAIBdF0nn887ARu37Q7Y6ptIJNLt6dyBpp+HlO9x3nmC668XS3GRWq7fstdjvTGYE99wELTJXj/DD1LaCayXXoIDDtD42c8EJ58Md91V4PLLTfbdV+PnP9e4/35BLrf4881+rj/V1ZCNnv4/WzfhGxhs9VXpz7JhIEqkJb1uebE859rwPl8VNt1UAmGEWJ9CMU+hUCCVStLR0UGhUECCE4C2LItgMNhLZQNSfgUciGX9hbfeamLPPTV+9SuNN9/EscrwMDB43MkDgGVJbr5ZkMuliUbvR9d7giymaeL3++no6HD6l7qhxEDRaJQzzzyDM844rTvIuvwXopSQTNpNogeCcDjIWWedyTbb/AxN0xzLxM7Ozj5cSd206bpOMBjEskws8xl8vsuYMSPPr36lsXDhsqyPHncafmuRxDQl330Hf/mLYPPNNQ44QHD11SZ33lnghBMEW2+tceaZGvPnq++8d5Csn6163AmPOw0dJk+GeBzgJ1imHawpFAq0t7WRyWQxTQspwTR7gtAVFRUl/SWkzAIXI8TBLFz4Jn/+s2TbbTVuvllQV4fXz3QZ4XGn1RtvvQXvvw/B4DMYRr0jxFP9SoUQtLe393mfsnLWdZ2tttqSm266iSlTpgzauAoFcDlILxZCCLbcckvOO+9PjlWhpmlks1m6urr6jTGZpumIh4rFBny+M8lmv+eEE1SSy6KU73jcaWAYXtxJSklrKzzxBOy+u8YOO9ji6bvvLnDRRRZ77qmxxx46zz5LL/F87/F73GkxWxrgcx53GggMAzbaSGLrRtakUChQLBbp6uqks7OTQqEICKciVUpJJBIhkUiUbEfKt4F9KBSu5plnuthhB40TThDMnAnZ7LLFmJangms6sJcQYg5wP3aJ+NVAmRDC1/2asUBt99+1wDiA7ucTQMty7N/DMMO99wq6uopEo7cDOSeQoSq4Wltb+w3W2IEOi5EjR3L11VcybdpPGKzJxTThzjsFRx6p0c+u+4UQsPPOO3LQQQc6DYWllKS6PQfdFl6qQi2RSGBZJl3JTrLZeej64eTz73P++YJXXx2sJupqYRL0kJElL2pLxpIGNxQTqVLPLP1iOzSqCuhfaWJ7wtbWwq23CrbfXuMXv9B48skWstkHCAZPwjC2QdN2R8pLef/9Vo46SuPXvxZ89ZV9I7toFcaKaazZo0pZ1FiGehCLszvoHkEfBV2pomr5CM3iMFgn0vAgG70hBKyxhvp8JyClheyeO9KZFLlctvuzFY5yUAXXI5FIr621I8RFCLETqdRtPPhgOzvuqLHTTjpXXin49NOVcYSrJDzu5IFvvxW8/LLA73+NYPBzx2bH5/M51lhtbW193ueuiD/66F/z+9//jkDA388elh5Swpw5sM8+Gu+8M/D3VVVVct55fyIejxMOh51eXF1dXfj9fsfWS1U+BINBwuEw6XSKVDqJZV2FYVzMK68U+POfbYHI4M6pHneCFcedsll4+WWNY4/V2Hxzjb/8pUht7Qx8vgsJBvdC07ZG035Lc/N7XHml5Oc/13joIchkZHewzl3J1e+ReNxJjcDjToOKRMJWJQsxEkTQcWQomgW6kp0lATa3XX0sFivpA2R/9i8gxF5Y1sl8/vmXnHii5Kc/1Tj5ZJ3HHoPaWkmhMFTX5I8SHndaTWGacMcdgmIxRTR6F1La1U6qKkvTNJqamkraXygo0c3kyZO55pqrmTRpTQZr7s7n4R//EJx5phiwKEjXBYceejA77LC9079USklHR0evOcSGz+ejrKyMQiFPV1cX+fwXGL7D6Oj4gdNPF3z2We93eNxp0dscbtzJjhP98ANcdZXG1ltr7L+/xmuv1VEs3kEweCyGsTVC7EuxeAMvv5xk//01TjtNY+7c3mNSx+dxJ487rRhomh1jAgMhxrq+b0ky1UWxWCiJMam+78FgsKTyHUCIhQhxFkLsRnv7w9xyS5qf/Uxjzz11brhB8OGHkE7LAReNLHOCS0r5BynlWCnlBOBg4GUp5WHAK8D+3S87Enii++8nu/+n+/mX5apQf+dhQGhpgcceE/h83xKLfeZMHKoqAOhXWaOCOYFAgF//+ig233xzAOeCWFZICfPmwfnnC845R/DJJ0tnqaVpOocccjChUKikEi2TyTh/q4BwsVh0lMvqeKScg984g87ORk49VVBfPxiLo5tc9P5slqXZ5NIoIYb6Ul1SKXPvsQwV+enZrmnCnDmSSy7RmD5d4ze/gZkzZ1MsXoOub4fP92vg3xSL7yPli1jWnwgGd8Q07+a++0y2317jmms0Uqm+xzR0C2evIxoWU6wsIYcD80Du7xwf/HEtH4aDAm3JWHddu08IrN/nuWQySS6XKyGiPp+PQCBAWVkZVVVVvXpMWEj5KUL8Fk3bgVzuRt55Zz5nnAFbbrm8jserBzzu5EFKyUMPCTo6TGKxJ9D1HsWu4kvJZJJCP6Ql4Ld7g2644QaceOIJJU3Tl4czZbPw+ONw8MEar74KtbVLsy3JBhusz5ZbbuEImwC6urpKkudgq5ELhQKhUMgJTkEBTbsKw3iCf/9bcP/9wrlJGhx43KlnLEPDnewAHTzzDOy5p8Zuuwn+/e80HR3PoWmHoOu7out/J5//H5b1AZZ1M7q+O4HAyXz33UIOO0zj0EM1vvlGNZruf08ed/K401AiHrcDNlKOBcpLnisUCk5lqvpR1mfRaJSqqioSiURJj1Mp24Eb0bTtsKyTWbjwHW64Icd++2lMm6az7bYap5wyfD+P4QSPO62+mDULXn5ZEAi8RyQyD8AR0qgkc2dnZ5/3GUZPtfspp5zMOuus3f3e5Y8xff01/P73gksvFXz++dIJmf3+AIcddhi6rjl8qVAoOPaKbr5ULBad+zIlcJJ8QiBwLrW1XZx2mkbpoXvcaWBYudypULCdr849144xnX665Ouvv8SyLkLXt0HXT8Ky7qVQ+AAp/4uUpxIM/oJs9hmuvVay/fYa994ryOXcx7DoMXrcyeNOQ4ENNpDYc8HUPs/ZVVyFkkSnYRgEg0EqKiqorKx07mHt+8QiUr6NEIehabuRydzLiy82ctJJsM02GltsoXPYYbbV+bXXCvpJKzgYiojUOcDpQojvsWvWbut+/Dagsvvx04Fzh2DfHlYCpJR8/rlNQAKBd/H7Mw7BV71d8vl8v9VbAX8AITS23357Tjzxt04yaXlRLMJpp2k89ZTgiCOWZUKRrLfeumy33c/w+/1O2Xg6ne72QtYcb2SgpK+YUij7jI8JBP7Gl18W+dOfBL1ajy0GA11w3XCXlw82lnY8A32tmzBIBkoghtov2zRh9mw4+WTBT3+qcd55MH/+t+j67wkEdkDK0zHNL8jlsiXJAbAoFj9HyhOBo2hq+ogzz4TDD9f4+uuBWz4NNtTn1fO5rcgFUgJuucXiCGXPY4NTit4f3OqmRSudFq88WrUwfjxUV4NprovdPL0HlmXR0tJCoVBwbM9Ubx/DMIjFYlRXV5NIJEqUhVKaWNbHaNopCLEVcBLp9AA9OjwsCh53Wk2Qz8PzzwughWj005IG6WBziK6urj7vswU0Pqqqqvjzn89n3LixwOCshy++CCeeqLH99rLbU33gUD0ijjjiV0Qi4ZLm6SoIrPiS8mhX4idN0/D7/RiGRSBwHqb5LeefL/jgg2URBXncabFbHwLuJKWksxPuuUewzTYa++yj8eKLKSzrVoLBPRDil1jWoxQKHWQymZKeW5bVTqFwC0LsRrF4B48/nmHHHe1qrmx25a+9HnfqvY8fP3fSNNh4YwlEsKzJfZ5PJpO0t7djGAY+n8+5P9Q0jUgkQnl5OVVVVQQCgZJrzbKasRNdOwM7oesX0tQ0g3feaeK661bY4f1Y4XGnHzGktPsRNTVBKPQ6Pp/l3I8IIdB1nUwms8jqLU3TOeCA/TnooAMZLL6UTMLRR2t88YVgv/2WLcb0s59txYYbboDf73eOJ5PJODEmte5IKcm4PBBtUbgfn+8F/P4befVVyWWXiQG7FPUPjzstduuDyJ0KBfj8czs2tPnmGpddZtHc/AGGcTx+/45I+WeKxVnkctleIjeTQuEd4FfAKcyZ8z3HHCP43e8E8+YNbZXZ0sLjTr338ePlTuusA5EIWNZG9P6Mi8UiTU1NWJblxJjcsaZ4PM6IESP6VMBLWcCy3kTTfg1siRC/oVh8iM8+m8cDD6S56irJKafADz8selyDkuCSUr4qpdyj++9ZUsrNpJSTpJQHSClz3Y9nu/+f1P38rMHYt4eVD9MU3HijoFjsIhp9qEStqxJcXV1dfciHWsCrqqo499xzSCQSgzap+HxwxRUWr7xisd56S/9+IWyFzc4774Jh+JyFLZVK9TsBqYs1GAw6jdX9fj+h0MOEQk9y552Chx5a3MHJXn/3N8H1vlyXfdFYugl8qFS/K9ILePGwPfXhs88EJ55ok46bbirS3v4aodBviMX2Ihi8A01rwjB8JQTUHZi0z/EMuv4AgcBe6PqNPP54kW231bj7bmW9tLhxDO7i1peQLWnKHwoiIhBClcXL7r9V+XdpSfjQYaDX3rJsd0WTt6VDZSVssAHAZGB0n+dN06SpqYlMxhYmuKtuLctCCEEikWDEiBGEw+GS892yTKSsxRbMegmupYXHnVZPvP66bbcQDD6GYbQ43EjdDBYKBbLZbJ/3qWbqhxxyCNtuuw323Do4Y9phB3j9dYuzzpJoy3BnIARMmzaNsWPHOvN6oVBwqt6hVEEZCAQcex6wgzZ+fzOx2F+prU1x2mnaEtdLGx53WhmQElpb4eabbVudY44RfP75HIS4kkRid4LBszCMmfh8PT3jlLVmT4NpCyktNO0L/P6TCQYPp66ujl/9SuOYY9y9uQYyHo87DQ1WL+4kBGyzjUTTfNiOeH3R1dVFc3MzQginesQdnAoGg4wYMYJEIoFhGCXvNc0U8CZS/hUhdsTn2wloH+rD+tHB406rD9JpuPlmgabVEok8W3K9Kc7U2dlZIp4AugOmkokTJ3D66acTDAYHjS9Fo3DXXRZPP20xuu9t1RIhBMRicXbYYQdnTZRSkkwmnXnFfp09YJ/PjjuEQiG7gktKAgGDcPgm/P63uewywZtvLu0oPO60oiAlFAqCd94R/OpXgp/9TOOBB9KkUs8SCR9BNLo/gcCDaFqHI57oHWNSsVUhutD1WwgEdkfKR7n5ZthuO42nn7ZtMpeWB3ncaaiwenCnNdaACRNAyk2AeJ/ni8UijY2N5PP5khhTz/ksShyD3N+PaRaB2cBtSHk4hvFT/P7tMIxd0LTTWXS/QPAt8hkPHgaIlhZ44w2BEN8SCs1xFl9lVSNd/asUhBD4fD6E0Nh9993ZaKMNGcyLVQjlC7p82GqrrSgrKyOZTDmq42w2i67rjvoY7ECOKpcvFotO0MY0U5SX383Chbvzyit+jjgCNE1l8NXxLnqiU2uOfb0vrgRoydvqf/uye/vL+9nbx6RshQa2PXU8wvW77/jtIQ50m0sHldh67TW47jrbmqmtLY1hzCQcvh3DeBZNK3STjajzvbt/F4tFpwTXNE3y+Xw3OW1BynMR4l2ams7juOMmM2MGnHGGZM01F3VMwjW2wfpueo4VrCUQzMFe7Huf6/0Ti8E+1r5wH5fo9XffY17SOIbynBxs6DpsvbXk+ecTwCbYZKEUhUKB+vp6ysvLCYfD+Hw+CoWCM5f7bI9DqqqqSKfTjn1af4pJDx48LBpSSp57TiOXK1Je/nI3H+jhE5qm0dnZ2a8gSBMao0aN4qijjuwOigzeuMJhmDyZxVo+LAmVlZX89KfT+O6770mn01iWRSqVory83Dk+NderAE4+n3du4i3LIhB4FSk/5csvt6S2FtZaC0rXEY87rUzuJCXU1sKNNwoefVTwzTcWMAu//2lCoVvQ9bpuvhQsUdmrSj7A4dIA2WzWFbB8GiF+oFg8l/vu+yVffOHnoosku+4q6ZUn6AcedxoarH7caeONoawMWlu3xg6TFEuel1LS3t6OaZrEYjGnT7M6p9V5rnoSdnZ2ksvlStT49mtTQBNDG2Tz4GHVxpw58PHHoOsfEgi0OlxBrSmqfYQbqqpc13UOOeQQ1lhj3KDyJSFg0qTl3YZg++2344YbbiSVSjmxBBUIVsFfwLkfU/ddylXIslqoqLiPurotef11wfbbL6rHksedbKxY7iSl7djw9NOCm2+2k5CpVCd+/7tEozfh872OrtvJWF2POftTvzVNK4kxqb9t/jwfOB4hXmP27HM46KDRnH665MQTYeTIpRm7x52GBqsHdwqHYbPNJF98MRqYArzf5zW5XI6FCxdSXl7utP5Rc5rKBwBUV1eTTCZJp9OuWKr9XRUKeWy+1NS91S+BEYscl5fg8rBckFLyzDMaCxeC3/8APp+JadqTsLqp9fv9fYI1inxUVFZw9NG/7k52raSD6Bf2BDR69CjWWGMN6uoWAj0TojvBpRIdSl2tLHhUoisa7UTT8syeHXAW4h4MRKXinqgX95pejziKjN6T6eCpvkv3tayLlOz1G0rHvCzb7XvMpQubTTreeMMO1Dz3nCCV6sLne4V4/CbC4S8IBARChBAi7EyybtsAsM9j1cDW3XdOnf+5XI58/inS6bfJ56/hhht24aWXNC6/3GKXXejujdQ9wj7fSf+L4ODBvX2NxRPZ5YU7OLmEVw456Vg+DEX1+FASFyFg+nSJz6ehaTsAT/VrF2uaJi0tLeRyOeLxuKM8Vol7pZYMBoMEg0Gy2awjZOjo0Afc+NODh9UVUkpaWgSPPSYQ4kuCwY+7RRamUwkQDAYpFot93msYBj7Dxy9/uQ+TJk0ahvOjnaTaYovN+c9/7ne4kWVZGIZBPp93BE+Ak/xQXKqrq4tgMEg4DKFQIy0t0NQkWGstN7fwuFOvd/f6DUPBndTnMXcu3HabxgMPwPffFxHie4LB2wiHnyIcznarYxPOmmEYRkliC3DWEDd/dp//uVwtmcxJ5HJv8umnf+OAA+Kccgqcc46ksnKga6THnYYjVhXuNGoUTJkCM2ZsQCg0jkxmTr8K966uLnK5HGVlZU5lhT2mHmWypmmUl5dTLBbJZDIEg0Ha2tpcfSkGbdgePPzoIKXk/vs1UimTcPg+dF04vc/dSYDe1VuapuHz+Rg/fhyHHHJwyRo0PGDP6ZMmTaKysorW1jaAkqo0d+W7Oh71eC6XwzTNbiv5FoSwmDXLx6LXCY879Xp3r98wWNxJfQbptMZzz8EttwheeQUKhTZ8vqdJJG4lEpmDYQiEiDlJWvXdutcR5Q7lTnZaluUkB7LZLPn8PWQyr5PJ3MxFF03j+ec1rrzSYostbIHrshzD0MHjTsuC4cydNA222QbuuCNIILAtlvVxv/2jC4UCTU1NJBIJotGok9QCSu55w+Ew4XDYcRXK5/Mkk0lH1KBg5xgWPS4vweVhuWCa8OijIGUHuv4iuq47EzXYwQu1ELuhJvHp07dg6tS1h1lyy4YQAr/fzzrrrMObb74F2JNgPp93muK5X2sYhtOTSRGuUCiE3z8ayzIYM6a3ssZNBPpixfmwLvuHP3RjXN7t9n6//b+d2BK8/jpceaXg5Zchl8sQCLxIVdXVhEJzMAwQwnBsAlRSSxEMFdR3/6+U6bYKR3feo6phstks7e0nk0rtyXffnc1BB43mxBMlZ58tqapyj7O/xNxQwb2fFdEgTN1gKFLa+9hWhPfw0pL8xWEwv5uhPe4JEyCRgFxuU0aMWJPW1npSqVQfEiKlpKuri3w+z8iRIwEcWymwSYjbZkrdZAYCI6iv17xgjQcPS8A778C8eSDE0xhGDiGCACU3tv3ZE2qaRiIRZ/8Dftld9TUcIVh77XXw+/3OXN6jNrWh1kvDMLAsy0l8qecqKkZQV1dFJALl5UsK1njcqZ8tD9r7VQB+3jw7SPPvfwvq6iS6/i2x2HVEoy8RCGSx+6D4S75npTAH6KnQ6gkiuLmTu1K4rKwMy7Lo7PwvHR2fk83+kcsv34FXXtG5/nqLTTeVaNpAgmUedxpcrD7cye+HqVMlM2aUU1OzJZlMhvb29hJFsUI+n6epqYkRI0Z0W6AJ55xW9wjuewLLsqiurnbcHorFBJ2diw/UePCwuiKVEjz1lADm4/O9h6b5SwSluq6TTqf7zH/qOtxtt10ZM2bUyhn8EiCEIBaLs+aaE/n6668BnOSdqgpV66Q7xgQ4SZHKykqEGIOUGmPHDmQS8bjTYra8fO92EluCZ58VXHWVYMYMMM1OAoEnqa6+gWCwHsPQEMJ2eXI7Qanz2t0iwF2p2DvGpPo+2tdAF21tvyKTOYwPPjiZ3Xev4LzzJMcdJ4nH+xNQLw4edxpc/Pi50zrrSAIBQSSyFfH4o7S2NpNOp/uINVX1e6FQoLq62jm33TEmdX6DLf60C0WiTuGIElxDhGRy0WPyElwelgszZwpefVWgaf8lFKrDshKYpolpms4Jm06n+7xPNefdc889HTu/4QghBDU1I50LTqlN1UWrknluP1H1Gp/PR2VlFR0dO6BpQQ480EKIgahi+o5hWcfu+m8xr1z6Ma1qUBVbr78unMRWPt+M3/885eUPEIl8gd8vHDW5m3QolZS9HelMru5gTW8iql5bKBQoFouYpkk8Ligvf45U6jMaG8/m8st34tlnNa6/3mLrrUEtNuprG+yk7+K3N5Sqnd477m03Rcln5v5/8OEm98t6XQ3CKHod51CrhsaNgx12kDzyyKYUCn9m0qTn0LSvaWlppqOjw0lqqXHlcjnmz59PTU0N8Xjcsc3ofX2o6lwpNYQYGpWRBw8/FuTzcNNNGqbZTDD4IIZhOOsD2POAutbcUMGNDTfckHXXXXdlDH2AkJSXlxMMBh2xk1KbQg9fUmsj9NzEA1RUVGAYa9PZuT477wwTJy4fN/G407LB5jeCuXMFt95qJ7YWLiyg6+8TjT5GNPosgUAaw/Ch7DWV+EFxf6U6LhaLJQkuFejvHVRQ3ErxK79fZ+TIWkzzDJqa9mbmzLPYaac4v/+95IwzIBbrLRgT3fza405Dg9WHOwkBBxwg+c9//LS0/JFx4yYyceK7JJONtLS00NnZSSaTceZtKSUNDQ2Ew2HGjx9PsVh05nC3OE4l9dXjhmHg94fp6vISXB489IaUkhdeEHzxBej6vYRCGUxT7xNj6t0CA+yK93A4zB577IGmLXUZywqDz6dTVVVd0oerUCg41Q0qpqCOWa2lpmkSCASoqKimvn5HolGNffaxGCxO4nGnpYOUKrEFV10leO89MM1aAoFnSCQeIByehWFo6LrPiRH2DuKrGKJ9T91/jMkNJRCz9y8pLzepqvoPnZ3v09x8PueeO43HH7djTBtssLhKHY87uf8ffPz4udP668NPfgLvvbcLiUQL66zzIpY1y4kxqbYWagypVIpMJsPYsWMxDINCoUChUHBiTEBJ3F0ldMPhsEsgV0Yy2bdSTMFLcHlYZkgJzz4rSCYthHjUKYVVqhp1EqpAhvumVghBdXU1W2yxxcoa/oBRVpbos9j09kdWx6YuTluZE6OsrIb587dm5Ej42c+WbkJZEaWyy7uPVWGMuVxPYuuVVyCXayYYfISqqrsJBObj8/WoBVTi0k02FeFw21K6yYZbmekO4rirvHqOQxKN1uL3n0Nr60t8+eW57LVXBeefLznqKCgvV0RmKBfd/kjFiry7tnr97ks4ViZUoGFRQxnupez9QdclF10ECxf6ePfdg6iv34UJE+5nzJhnGDOmk0KhQGdnJ62trU7wxrIsFi5cSHNzM4lEAr/f74gR3Mp8+/roa6nmwYOHUtTWCt56C2AmUn6Hro91FGvK6ljdBPTmSwA77bQTwWCQ4RocEEIQCgWd5IaCOr7eAhAVoALw+/3dPf42wzQT7L23xDAGI8gyNPixcifLgrlzNW65RXDnnbBwYQGfbwbx+M2Ew29jGMXu6qwefqQUmG47Qrdrg3pOBXXc54M673snvdTYfb4cNTUPkkp9QkvLmVx00c+YOVNw4YWw4YYSt/OUlHjcaSXix8Sdfv5zyRlnSG64YSpffnkBlZUzmDTpdioqZmOaBdLpNG1tbbS1tTn9c9LpNN9++y3RaJRQKEQoFAJ6jltdEyrRb9vaL7G5nAcPqyWkFDz+uEahkEWIx/H5euJKKuAJPfftvdeQNddck/XWW4/hypfAHnNZWaLEfsstAukdjFYiEruiP0EkMpaOjk1Zf33YcMMfLy8ZzPcP5j7sxBYlFVuWVUsweC/l5Q/i9zdhGD6E6DlXVYzUDXUf4I4fqXGo17rFYP3FmOzrQRKPf0sweCItLfvy1lu/Y9ddI1xyiWS//SSRSP/rs8edVi5Wde4UiUguv9zit78N8fnnx7Bw4R6steZdjBv3CuPG2f202tvbaW1tJZlMOr13582bRyAQIB6PEwgESuw5oeectywLn8/X3d9XFZssfkxegsvDMqOrCx55RADfI+XrWJbmNER0KzV7Z8mVl/D666/PmDGjh+0Fq5BKpUqCNeqGXilT1QWp7AmVerWmpoZicS3S6XHssQdUVKysI1j9ICUUCvDqqz2JrXy+iUDgYaqr7yUYrMPns8vE3d+t+1x1e+i7n1dJWyFEiYesu7rFbdPpJitAd0AnRVXVY4TDX9HSchFnnbUBDz2kcemlFtOng6YtmZAvekEcSlXMUEAdwIoYc291maD/MvnFfYYrTx23PPubPBmee07y7LNw6aVlzJx5PPX1O1Jd/SqjR7/J6NFN1NTUUCgUaGtro7W1la6uLjKZDM3NzY56JhKJYBiG0yvInuu9II0HD4uDlPDYY4KODgncg2UVHJ6k1hMoFUwAzjoTi8WYPn36sOdL+XyBTCbjjNN9A66UqT6fD9M0yeVyjkqvrKyMiooRfPXV5sTjsO22i2qW7mEoIKXdY+ummwR33ilYuDCPz/cuicQtRKMz8PmK3d+b3ifwpvhS735b6rtWXNltXal4kVKmu89r9VzPfiyi0a8xjN/R3n4CTz31K95+O8KZZ8KJJ9oWPEtj7exxp+XZl/r7x82dfD7BX/8KhxwiufZanbvu2ooPP1yfysp3GDPmBcrKfqCyspJ8Pk86naa52VYqp9Npurq66Orqwu/3E4lECIVCGIZBIBAoETQAfSx8PHjwYK8dtbWCF14AeA8pv8CyyvsVQvQXYzIMg80224yyssSw5kxSSpK9fLbcvFAJQIASe8JQKMTIkSNJpdYjn69g550lvTpneBhipNPwzDNw5ZVad8XWfEKhe4nHHyEQaO6OD/lLuLyCm9+4g/puruy2bgMcVwTFm3rHmNzCOMPooLr6DsLhL2hs/CvHHDOR++/X+PvfJRtuuKh2KeBxp6Hcl/r7x8edhBBssYXgtdfgkUfgsstq+Orr04nFdqOm5mVGjpzBuHFtjBo1ikKhQEtLC21tbSSTSTKZDE1NTei6XhJjCgQCTlWXuzWM+55ycfASXB6WGa+/Dl9/DUI8ipRtDvno3cyztxWJCmisu+66JQmC4YqmpqaS0kpVLq7+Vkoid9l8OBxm1KhRLFw4FSmDbLttqdLUw9DBNOGLL+zE1n33QS7Xic93J/H43cRiDQSDAYrFUjIBPURZEQQpZXcDz7xjNagIppuY6LqOz+cjGAzi9/tL/Pbd2+q9Hykl0eg3hMNH09KyHzNm/JY996zgd7+TnHYalJcva1nyQBbsFUlG3PuS9DQW1Xo9viLgLhUv9UK2v6JVjaQNHELYKpv99oPtt5fceafgxhsnMWvWJObNO4hE4mtGjnyd8vJ3qa62qymKxSKpVIrm5mba2trI5XKk02lHPZhIJLqbgQYZrgpJDx6GA5JJuP9+gZSzEeLFkmrf3rZt7vVCPV9ZWcno0aNX1vAHBCklnZ2dJd7rKlnnFgOpGxaV+AgGg4wYMQLDGEEyOZn114fx41fmkaw+kBLa2uDBBzUuvRTmzLHQtLeIRK4lEnmXaFRZJfX0zHLfYLrVxcqaTXGmQqHgBGTUa1XlihJJ2FUsPdxLbat3wgvA708xcuTVRCIv0dJyNuedtynPP6/xj39YTJuGw7GX/T7e406LxurFnYQAISRTp8K//iU58EC44oo4L720Cw0NOxAO11JV9T6jRr1IKDSHiRNjzjnf1tZGY2Mj6XSajo4O2tvbCYfDJBIJp8ecsroXYvjfA3vwsOIh+O9/BfX1EiH+g5TZkp527qRB7xiTz+dD13XWW2+qUzkzXGFZFs3NLX1sqXvHmJSwVlUyxGIxampq+PbbDdE0nW22sTxB0AqAlFAswvvvC/7xD8HTT4NpNuLz3URZ2UNEo50EAn6KxR6+5Iab61uWRS6XI5fLOTEmt+Wgeq2qXFExJncf7P7uG3oeN0kk3iccPpSWlqN4/vnDmTkzwh//KDjmGIto1Dmq7t8D6W26yE9mAK/xuNOPmTsJISkrkxx9NOyyC9xyi8btt6/P99+vx+zZh1NW9gWjRr1CPP4hI0cGGDFiBKZp0tXVRWNjo+MelEql0HWd8vJyEomEk+jq3R7Gq+DyMCSQEl54QXR7Bb+EaeKQdui5Ie2tQAC76XgoFOruJTH0K/LUqZJddmGp1S1qAWpqaupTwaXKjN0KChXQ8fv93ZZeURobp1NZCTvuuOpPXsMdlgVffgl33CG4/XZBe3sBXX+aQOBq/P6PiEZjGIa/j02Sm4BYlkUmk3FUBe7gzJLQ2dnpkJFQKEQ0GsUwjJKSWgX3GAwjzdix99PW9i4NDWdy8cVb88YbGldfLdlgg2VJjA5ksez9vLoOLRZ/TS7LQqxeby3if6VoGaxrZGm2tXKIxdCUmw/sWISAyko47TTJr34leOUVyb//HWPGjJ/y1VfTMIwWEomPqKx8g/LymZSVGVRUVDg2hk1NTY41T2tra7d14RpIuSIaxnrwsOpBSsns2YIvvwRN+wAhmgFKbPt62+4oKKXmmDFjKC8vH/KxBoOw226SKVOWbV5UiXD3uql6R7ibB0PP+hsKhaisrKSlZSr5fCV77SUJBpf7UDwsBlJCezs895zg4ovtc1PK7wkErkWI+4lEcCzWFJSAy/0dZrNZUqkU6bRtQ+LmOb2hOHI2m3Ue03Udv99PLBYjEAg4CS/oq3i2Az4WFRVfEo+fzPz5+/Laa79ht90S/O1vkiOPLD1vln559biTx516PSPA54PttoPp0yWffCK4+24fzz03gdmzJ7BgwZ5EIt9RWfkWlZXvEA7PZ9y4cYwePZpUKkVraystLS10dXWRSqWor68nFArh8/kwDANNizPAWwwPHlYbmCY8/7xAyk58vjcxzR6hDJTGmHpzpnw+TzweZ+2111khY502TeL3L/16o0Q+LS0tfVxeFO9zC0nU+hkIBLq5YJzm5s1Yay346U8H62g8LArFInz0EVx/vcZDD0Eqlcbnewi//1qCwe+JREpjTG4LZ+gRx6fTaacHkduaclFQwuqOjg7HActd6eK2eO5vv8FgJ+PH30Bj4+s0N5/NGWdsxOuv28KgNdcEN29ZklXeouFxJ487dT8iYOxYuOACyXHH2X3p7rmnnI8+2prPP98Kv7+BsrIPqKp6g0TiUyorbUG1sjFsamqio6OD5uZmmpubCQQCTvGA3+/HMAzi8TiGEQY6FjkyL8HlYZnQ1gb/+59AiO+Aj/v1zVR2ff1dTP150A4VNt8cNt1UYiyDi1axWKS+vr7kGNzHpII26qZf13UMww4Ip9PVdHSsx267wcSJg3U0HnpDSqirg1tvFVxzjaC1tYgQLyPETWja/4hEAsTjFU7ySanA3EQ5n8/T2dlJKpVyesYtCb2TVvZYpKPi7OrqcrxlI5FIiXe2UiGoUnPLsigvn41pHktHx1G89tqp7LxzhBNOgDPPlEQii2sQOhgoVZUs/nXDHYsb43CRuA3FOJbuuxECqqstDjwQ9t1XMm8ePPWU4D//qeLzz3eiqennBALzKS+fQSLxCpWV33fbiFWQz+dpa2tzGq6n0+kBJ4I9eFj9IHjqKUE6baLrj6NppapLIYRjXdUfL3KreIcagQBcd51kWYvrGxoaSmy31LjdzYJV4EYdbzQaJRgM0dCwDaGQ3SzdUyMPDezKdMHLLwsuvFDw/vt2zwghrkeI/3QLHBKOUtjNldznbDKZpKuri2w2O6C5vz++BHbSLJPJkMlk0HWdWCzmJLsUV3OPQb3H75eMHn0rjY2v0N7+T045ZSpPPqnxt79ZbLzx4HxWA4PHnVYsVg53EgL8fsm0aZJp06C9XfLee3D77UFef30D5s7dgHnzDiOR+ISyslepqHifcFgyfnyUsWPH0tXV5djyKJWyfd346N+uyIOH1Rfz5sG774IQ7yPEXCfGpNYExTHcgXw3+hNXDxX23hv23HPZXHqy2SzNzc39xpjc1QqKK6kgb0VFBe3tE0in12CXXaTXAmMIYVnwww9w3XUat94KqVQOIZ5EiFvRtDeJxSJEo+Ul1YW9Y0zZbLaPu8GS0F91omVZTpV8R0cHwWDQcVJR10V/MSafz2LEiM+Q8lC6un7Po48eycyZAU4/XXL88SvL3tLjTisWK5Y7CQFjxlgceywccYTkhx/g4YcFjzwyim++2ZOGhl8QCs2iouJtEonXqKiYR2VlFVVVVeRyOVpbW51WGV1dXf20kxkFVC9y/16Cy8My4fHHBd9+C0LcgmW1OooTtxpB/Tb6ySy5q72GGkKwTMktEKRSKebOnVtSLu7z+fqUBSsrLyGEY0UxZ850LCvMbrt59oRDASntPnD33iu45BLB/PlF4D007WqkfAZIE4kkiMfjjiUS9DRpVUnJ5uZmurq6BkQ63FY67uBPfwEeZXGYzWaJxWJUVVU5xLX3ua/sByor/QQCt9HU9CHNzRdz4YVTePddjZtushg/vlRVM/gBwJW5CK8MRYtk4Mfce3yDMd7BPual3546hwwD1loLfvc7yfHHW3z9teCZZwT33bcG3367BvX1+xIO/0A0+jE1NS8Si9VSU+OnurqaYrFIU5OP777TWIx434OH1RbNzXDbbQL4DHiWQqHgrEO9k1dKkdw7GaDsGYYay86XbHzzzTclIhFlQ937Zj2VSmGaJoFAgKqqKjKZkbS1bcj669tzkYfBh2nCRx9p/OlPdl/SQmEhQtyFEDcDczEMg7KyagKBQJ/KQvVdpVIpWlpa+lTp9YfefeXUdhb1PtM0aW9vJ5lMUlNTQyAQcJTrve137CSXwciRs2hs3I9U6gKefXZvPv00xN//LjnkEMmi4psed1perL7cSZ075eWw886w444W9fWS11/XeOihGC+/vDWzZm3NggWNRCJfUVHxOlVVHxKN6sTjccaPH086naa+vr7bksdggJo6Dx5WC0hpO7E0Npro+nUUi+kSMSj0WB8DfVpdqPVhRcWYNI1ljPEIWlpaqK+vL3E/cie4FPL5PJlMBk3TiMVihMMx5szZHl3X2WUXTxA0FJDS5u433qjxr39BU1MOIV5F065CytcQIk88XkEsFivpta4cnXw+H1JKGhsbHb67JPSOLym+tKgYUyaTIZvNUlZWRnl5uRPr6q/vV6FQoLpax+//Oy0tHzBv3nmcccZ43n0XrrnGTpIu6TzyuNPyYvXiTup8CQRg6lT4v/+TnH66xWefCZ58UuPBByczd+5k6uoOJhL5jljsA2pqXiYSaWL06CA1NTXdMaYmWlpaSKVSLqeIxR+Hl+DysNSwLHjlFbCsDLr+FqZpdT9eqlpQk7ObfLg9Y1Op1EoZ/8AhmTNnHnV1C0turnuX/+q6TqFgN1b3+XxUVVXh88VoaNiWUaNgn328ZulDgcZGOPRQjddek5jmJ8BFwHNYVgpN04jHE8RiMec7U9+XCirm83laWlpIp9OL3IeyF1TKqd72COpvFQxS6hqfz1fiGdvV1UUmk6GiooKRI0eSyWSc51RyS72nqqqcTOYthNiFYvH3PP/8CfziFwHOPVdy4IESv1+Vodv7H5xzS21kSQvfUBGClaHQKT0W+3OUi7CL6fu65YNSLg32xKB8ppcNQkAoJNhkE9h4Y8nJJ0tmzoTHH9d57LG1qa9fm6amvQkE6qmsfIvq6pdIJBZSWRnjhx+8BJcHD/3h669hwQIQ4l0sy7ZUcPfgclfI9O5jqjiTsjMZzigWTT74YGbJjbxKUCihkzqeZDKJaZpEIhEqKyuZN28a+XwFRxwhCYdX1hH8eGFZcO21gvPPF3R2dgE3ADci5VxAEgwGSwIkbq6uzjtVgbKo81DZ5yghGJTaMfentC8UCiUBSdWbqK6ujkgkwujRowmHwySTyRJBkfodDAaprs5gWSeTzz9Eff0lnHDCFN5+G/7wB8nYsX2r36W0136POy0rPO4E9vHoOowZIzjkEMn++0tmzbLdTR54YASffDKCWbN+xrx5bcRiX1NT8xTl5V8TjxtEImEKhQKtrSG++05fYj8JDx5WFxQK8PrrAmhBypmuniumI5KAniRX7xiTek0mk1kZw18qfPnlN7S3t5ckR/qrdM/lcmSzWadfqZQVNDdvwdSpsM02K/kgfqT47js46CCNTz6xkPJN4G9I+TpS5tB1nUSijHA3WVVc3h0fzGQyNDc3OxaDveF2MVBxJnf81M2bFI8yTZNCoeDwahVHamtrI5lMUl1dTXV1Nclk0rH0dMeYTNOkpqacbPYxMpnXKRbP4777DmHWLJ3zzrPYZRcW697gxZ2WF6s3dxIColHBllvCFltIzjxT8u678Oijfp5+en0aGtanvv4AgsE6qqtfoarqDeLxJkaPNhg5ciRdXV10dnbS2NhIJuNjcXUJXoLLw1KjtVWRj6+xrK+cx93EQv0PlFQ8uYnK3Ln2jfXwKd/si7feeqtEjaz8bhXU4pTNZhFCEIlEKC8vp61tLVKpsRx2mGTkyJUx8h83ikW4+GLByy8X0bS/A9cAdl8TIQTRaJREItHH1kmRBFW11V+gRtlMKuWMeo1lWQgEPsOHEBpC9FSDqWCLCriocx56msUWi0Wam5uxLIuysrKScbl7TrS3t1NWliCXa0CIv2AYs/jmm1M59ti1ePVV+Oc/oaxscZ/OQEmDG+5S8eF7PQ4MSyJD6vmhWuyXDPv7HgolzSBuTUAiAdtvD9ttJznvPMkXX8BddwV46y27/0Rd3X6Ew7OIx7/AslaKx4EHD8MezzwjyOdNNO0pLKvnmnc3nHZbsfn9/pJm05ZlOXag4fDwbU7V0NDA559/XmLTEggEnGNUfEkJTEKhEOXl5QgRpKFhOjU1sPfeniBosCGl5P33BX/5i6Cr632EOBkpP0TdlCrLo0AvnxrF17PZLI2Njf1WXwkh8Pv9znnqDqio89vdEB1wElnqniEYDGJZlmN3qAI5yWSSBQsWUF1djd/vd3rfQs+1k06n0TSNaDRAe/vzhMMLyOX+zI037sSLLxrccYfFllv2Vtgvat31uJPHnZYdhgFrrw1TpkiOOca2fX7uOcGDD1by5ZfT+frrLfH7m0gkPqSy8nXi8S+JxfwI4Vl8ePCgMHs2fPwxwAykrHMe730/7+ZLCuo+vFgsdseYhi+ktHjttVdLjklZA0NpAiSVSjkWvvF4nKamDcnnyzjsMEk0urKO4MeLbBbOPVfj44/TaNq5SHkX0AnY30s8Hicej5fwGjcaGhpcNrSl8Pl8+Hw+xzXIHWtS4iB3jzl3NaKUklAo5MQd3WKfQqFAQ0MDpmkSj8dL9u0WLHV0dFBeXkY+X4eun4Zh/MB77x3PgQeO4ve/l/zxj7bIbOl4uMedPO60lO8Udj/43XeHXXeVNDVJPvwQ/v3vCB9+OJn58yezYMGviES+pbLydcrLZxAMNhCPxxkzZgzNzQZfftmyyO17CS4PS41czraGgyRS9jSLVkpMd7BeSolhGBiG4QRswE4ifP/995imhc+3YnySlwZSQjqd5YknnixpBO9OXriDUp2dnUgpicfjBINB5szZHF33s99+Xun4UOCll+yeW0I8i5R/B3qqsKLRKOXl5SV94dQ5qeu6Yw3SH/Hw+/2OQka9XgVhfD6DeDzGmDFjGDVqNDUjqglHQkgpaWhopLm5maamZhYuXEg6nUbZVebzeYdwqyRXMplk/PjxgG09oAI67vOqoqKCpqYmgsH78Ptfo6vrHP7974OZOVPjjDPg4IOtZe6T0v8ipxY/FvHcUKldBurDvLxwH4MiGDq9lScr7nodrGN2H9fQVHgIAdXVdqP1bbaRdHVJ3nkH7r47wGuvTWXhwqle9ZYHD4tASwvYKr1W5zG1JrgDGgqRSIRkMun87/P5aG1tpaGhgZEjR6ygUS8dpIQXX3yZ5uZm58ZdcT9l1aL4Uj6fJ5vNEo/HqayspLOzho6OKey7r2TcuJV8ID9CpFKCs8/WaGtrR9NOx7Led55TrgO9k1uAE1hrbGzs18JZBd8U93dbEeq6j2AgwIiaEYwbN47KikpGjrLtRrLZLA0N9TQ1NVNXt5D29nYKhQKBQADDMMjlchiGQTabJZ1OM3/+fGpqarp726ZLkmlgB4jKysq6q/G/JR4/nlTqF3z//SXstVclhxwCf/iDxejR9lpm88FlXX897uRxpyVsVUA4DOusA2uvLTnxRMns2XDffYKnnqrhiy9+QWPjrvj9rUQi32NZ/iVv1IOH1QSplJ1gEKIdKXvWnXw+X5LkUr+Vla1bXC2E4Lvvviu5/x9OsO3vWnnhhRdLqnaCwWCf3vUqxiSE6K6y9lNXN51oVGOPPbwY02BDSsm992o89RQIcSdS3gj0nIeJRIJEIuF8R25uC9DY2FjC390IBAIUi8WSGJOyJff5DMrKEowdO4aamlGMGlmDz7CDPAsXLqS5uZnGxiYaGhocu8pIJOJUiBUKBUzTdJJr48aNc5yEVH8ulRQOBoOUlZXR1tZGOHwdhvEcyeRf+cc/duKNNwTnnCPZbTfZzZd6xr9855rHnTzu1D90HUaOVMkui/Z2eOklwX33hXn77Y2ZM2dj5s1LEQrVUlX1HBUV7xOLFQAvweVhSFB6oShrkd4kQ03CbkWyCvTn83l0PTisCIhKfHz44Uw++eQTZyFS5EOVxKuFSfVaCoVCVFVVkc2W0dS0FRtuCJtvviInrtUDlgV33y1IpzMI8Xek7EluGYZBNBp1KrDcCSNd16mtre1DPIQQGIaBZVklvsnquUQiwbRp0zjmmGPYcMMNqKmpJhgMdZNQpbCXFAq2R3ZDQwNffvkVL7zwAq+88hptbW2ObWE6nXaUygsWLGDixInk83nHesFt8xkIBJzzrVCYDZyEps3kk09O4Nhj1+Ldd+2G6omE+2gGogRdnHpkSQqUocDQq3hsSyJ1LVqucnD1WUjn+f5L8IdK9TKYZAP6looPPkHUNLuya9ddYaedbNXNW2/BY48J7r13UHflwcOPClL2XJuapjmBfHXjqdSa8XicxsZGZx0qFovk83mam5tL1qbhAikl6XSGhx9+2FGVAk71FvTcyOu6TmdnJz6fj/LycoLBELNmbY8QIQ4/3Fpk3yQPy46ZM+Hdd0GIh5HyXedxVe0eDNpVgYorKWGasgLp3TtC13V8Pp8TcHRzpkAgwNixYzniiCPYeeedGDduDPF4Al33oevKyQEsyySTydLR0cGsWbOYMWMG//3vU/zwwyzHSsfmPgUsy6KhoQG/308wGOxjPaXU0CpgUyymMc270bRv6eg4i+uu24m33/ZzzTWS6dMlQvQOOIDHnRaxB487Ld/WBfj9dmXXn/8sOessuxL+6acFzz1XxddfV3niIA8e+kHvCpRisVjSv10Jg4LBIMFg0Gl7oV7T0NCAZZkIoQ87vgTw8ssvM2fOnJJkh+p/qZJcyoquUCgQDoepqKigq2sM7e0bsttuMGnSyjySHyfyebjzTkGh0IgQV5QkWQOBANFo1OEoKl6jzsUFCxb04ScqxqTE0yreBPY5XF5ezrbbbssRRxzBuuuuQ3V1JX5/EF3XUGuQan+RTqepq1vI559/zjPPPMs777xLZ2enUzGfzWaxLItkMkltbS3jx4+nq6urJMakaRqFQsER0tk86zPgCOBk3nzzaD75ZBSnn24nuoLB/tZBjzstcQ8ed1om6Lpd2XXggZJ995XU1cGrrwoeeyzCRx9NYe7cKcyfnyIYnAMcucjteAkuD0uNUAgqKqCtrRwIAXbCQE3e7ptTpdZNJBK0tbU52xBC8MMPP1BbW8ukScOvo3ihUOSmm24imUw6ylVVVqwsClUCL51Ok8/nqaiooKKignnzdiGbHcUBB0ii0aFUIKyeME349lsBdKHrszHNHvsjZbPjTm5pmkYoFGL+/Pl9klvuUnFVGq7eU1Mzgi233Ir999+f7bbbhsrKSqDvYmQHJkHXg04fi3XWWYe99tqL2bNncfPNt/LEE0/S3NxMLBYjlUpRLBZJp9PMmzePkSNHksvl+pB20zQZMWIE9fX1Tv8VTbuGQOApLOufXH/9L2hr07j8couamp5FdOBkY2kw1OfwYBKMJZEx9+/ejy+KhA328Q/m9mSv30O1n75Qqpv99rN7DXoJLg8e+mL0aLDn5VHOY5ZlkclkKCsrKwnaSCmJRCL4/X5HmanEFzNmzGCHHbZb4eMfCF5//U3effddR8ik7AnddjtgH0tnZyd+v7+7l8Q46up2Yu21YeutV9rwf9SYNUuQzws07TOEwOn3o+yO3AEasAOG6XS6T3JLibyUkE31VbMsi1gsyrrrTmWPPfZgzz33YN1110bT9H75EoCu24mxWCzK2LFj2Gabn3Hsscfy3HPPc+ONN/HVV1/h8/mcJuqWZVFbW8vo0aOdfqVqzGr84XCYYrFIS0sL+XwOId7A7/8IwziOjz8+l0MOqeL222GHHSSapqww1ZrvcSePOw3VfmwIAZEIbLYZ/PSnthXUl1/C448L/vrXQd+dBw+rJBIJiEahtbUaO0xZdCzYTNN0kj7uftqJRMJJcCmhxqeffkpbWztVVZUr9Xj6Q1dXiptvvsVZ26CnBYYSTqv1TSUoysvLSSTK+PLLfbCsGIceCn6/F2MabGQygjlzAJrQ9Qanz49hGFRWVuLz+Zz4ppQSn89HIBBgzpw5fZJbfr/fcehRsUPFnUaPHs22227L/vvvx1ZbbUk8Hgd6x5jsNVWJw0KhEJWVVWywwfrst9++fPXV11x33fW88MKLjnAslUphmiadnZ3U1tZ2C+9tty13n1/LsqipqWHhwoXdwrQMuv5XAoEnyWSu4KKLtqKzE847D8rK+rMO97hTDzzuNBT78flg/Hg44gjJoYdKWltt2+fHHovw9tvrkUot+jv0jJ89LDXKy+HYYyVCTAWORV2YUkqSyWTJTaeUEtM0qa6uLrFAsSyLdDrNq6++uuIPYLGwL8xPPvmE1157raT/ViQSIRgMlvThUs0dVXJF0wI0NW1MRQXsv/9KOYAfPdrbob4eNK0WKZPOgl1WVuZ4E6uSb2WhU1tbS5ftq+nA5/M5ShpFWOzEVg1HHHEE99xzN7fffgv77bcPlZUVQM8C37ts235MlPwYho/JkydzySUXc99997Llllvg9/uJxWLOtZDL5WhqanL+dwcBleqnrKzMsS3QdQ1dryUQOA7DuIP77jPZZx+t2wILhk7tsiqh72fQX5l9fz/9vdZDD6TEUeD3/Nhzpld54cFD/zjiCMnIkRrwR6DCeVwJF9zzfo/AosZ5nXrslVde6bOOrVxIp4L9rrvuKuk5YBgGkUjEsZ1TSCaT5HI5wuEw8Xic9va1yOfLOfBASVmZN/EOBb7+GqCIps12ElbKokZVY/Xu97Fw4cI+ya1AIODwJBXcCYfDbLHFFlxxxRU89NADnH32may33rrd9wE9CtX+1tTenKm8vJxDDjmIRx55iN/97mRisRjhcJhIJOLsr7Gx0QnQuCvOwL5OKisrCYVCjnjJ57Pw+W4mGDyWuroG9t1X8MgjUGqNAx53Ao87DR16cycAv1+yySbwl794AWoPHhQmTIADDpDA9sDezuMqbtSbL5mmyahRo0r6o1uWRWNjIx988D7DCWqteu21V/n0008dAbWqplZ8SR2LZVm0t7fj8/morKzENMO0tKzPxImw004r7TB+1Kivh44O0LTZWJYtMtM0jYqKCvx+f0nrChVvmj9/fp/klvoeVRLMsix0XWf8+PGcdNKJ3H//f7juun+x6647E4/HGHiMqYePbbTRhlx77TXcdtstTJ26rhNjUpw7lUrR3t7u9ElVfEmdh6FQiHg87th8+nw6uv4lgcBhCPE0V10lOeoojUzGzZcW9Xt1hsedhgqKO+m63Srj8MMlDz1k8cEHFmuuuej3eQkuD0sNIewE16ab6sD/Ab9wnstms04ljGo0riq7Kip6Ajv5fJ62tjYefPDhRfZDWhmQEpLJLv72t4tL1KsqWKMsU9RCYVmWE6ypqKggmVyDtrap7LqrZOJEtxWKh8FCbS00N4OUX2OatmIrFAoRi8Wc7wTUhKjT3Nzc5xxTynJFOIrFIqFQiG22+Rl33HEbV199BVtvvTWhUGi5xmpfCzqbbvoT7r77Lo4++teEQiFCoRDBYJB8Pk9nZyfJZLKk8lHZeKbTaafhqApCaZqGYRSIRi+gouIK3n/f4sorRbfNicRW0wzGebcigj/eir5sWFmBOa3PvoeT9YcHD8MREybAWWdJNG0acCV25XuP7Yg9p9s3pKZpkslkqKysLOkj2dXVxccff8Jbb729cg6iH9hLquTxx5/gueeecyrOwK4O0jStxLZa13VnTauqqsLnC7JgwU4kEoKDD/b40lCgWITPPxdAEtP8BrC/h7KyMqdi3W2Xk8vlaGhoKBF3KeskpUJW/Hf8+HGcd94fuf/+/3DkkYczatRINK1nPVjatUG9vKqqinPPPYebbrqBCRMmONbTKplaX1+PYRhOcFP9zufzFAoF/H6/w5ssy8IwDEKht6isPIJ8vpY//Umjvr5kz3jcaXWBx508eBjO0HU4+2zJhAlB4ApgmvNcOp12+JKa31WSSFXAgB2Lamlp4b77HiCXyw+LGJMaQkNDA5dc8nc6OjqctTcQCBAKhUpiTMpKrlgsEovFup2QNiCVGsvBB0vKywdrvfLgxg8/2H3gpPwUy7L7i0YiESKRCIDznYHNmRoaGkgmkyXnmNv2WfHgaDTKnnvuzr333s3f/nYhm266KYHA8vdf9Pv97LDD9jzwwP3svffe+P1+xwUin8/T2trq3GcovqSum1Qq5cTDFLfTdR2/P0k8firx+H945hm45x7Rff72XrM87rT6YPhwJ58Pxo2zC24W9y4PHpYalZVw000W48aVAzcB2wI2qVClsG7y3tXV1Sdgk8/neeedd3jwwYdKVG0rC3ZfAIs777yL//3vhZIb/FgsVmJfB/bC1tXVhWVZlJWVYRgG9fU/BQL88pcSzbu6hgTffw+ZDGjal4DdK8JuvNrjs60sB9va2mhtbXWSRoCjpFGPSSkZM2Y0Z511JnfffRc///kOhEIhRyXj/lkWqPdWVFRw4YV/5aqrriQWixGJRJwKsubmZid55e5dp5Q/qq+YOxhVLHZRVvYfQqFZ3HOPwHYAdfsKDyYW55+8vNtdUdvs/XjvEmv37+F+07ByxtdzTbBc14QHD6sTNA1+8xvJr38tgEOAfwA2n+jo6AB6lL3KzqRYLJJwNVgsFou0tbVxxRVX0t7esdL5ksKsWbO4+OKLS0Qk6gbbfcOvbq6TyaRTPZRKVdLWtg6bbQYTJ66sI/hxI5eD774DIVoQoh5N04jH44TDYWcOV0I00zSpq6srSVQqwZqyBFRioF122Zm7776bU0/9HaNHj+rDlZaPL9misp133olHH32YLbbY3AkAgh3kVDaX7v2pgGAikXD6v6lz0LJMLOsjRo16gB9+gGeecVs7STzutLhtetxpeeFxJw8eBo6JE+HGGyVlZeOAu4GpgD33u/uiK3R0dDBixAjnMSkluVyOp59+mpdffmlFD3+RKBYLXHXVVXz44Ycl1VtKEKRiTGo96+zsBKC8vBxN87Fw4ZYEgxp77tmfZZyH5YWU8MUXAtMETfsCsPlseXl5SVxGxZiampro6OgoqYpSfXWhx41nrbXW4sIL/8pNN93E5ptv1s1dlj/G5H7v6NGjufbaa/i//zuPYDBINBpF13VM06SpqclJCqv3KU4eDAYJh8N9Ykz5fDMjRtyGprVw662Cbvfx3p8YHnda3DY97rS8WFbu5IXgPSwThIBNNoFrr5VUVY0GrkfT1nYCNkrhqW4wC4UCuq6XBGzAJiFXXXUNc+fO7f5/JRyMCx988BGXX36l00cC7MUtHA6XBKBUUKCtrQ2/309FRQXFYiW1tT9n44290vGhxEcfCcBCiM8AHBsk6FHLqAbozc3NzuOAkwRT5yfAmDFjuOqqK/jDH86hurpqyMZtB2187LvvL/n9709F13WCwaATNGptbcXv9zuJN/W7UCiUVJLl83knsappeTQtRzpNt090b9ud5cGiFmYPwwsr8ntxq7SUasuDBw9LQiQCF11ksfvuPuBYNO0UQJBKpcjn8yXEXVVx1dTU9CHzH3zwIffee6/L7mrlzMtSQiqV4a9/uZjvv//BuSlWwRo1bnUjrWmaIzax7YTD1NbuDMQ46SQLn89bX4YCdXW25Y4QXyNEFl3Xne9H8SBlU9jQ0OAEZtzJymKx6KjlA4EAhxxyMHfccRtbbLFZibBosCGEYNy4cVx55RWMHj0av9/vWO20t7c7QSU3Z1IWiqriXSVVc7kcQoCudyIl2E6fvW13PO60esHjTh48DEcIATvtJLn0Ukk4vDZwI5o20ukt5E4Eue+Tw+FwyXZyuTx///tltLa2rVS+pPDcsy9w++13Uiz22P8Gg0Gn4gd6Ene5XI7Ozk6nt3cmM56Ghs3ZaSfYeGNvTRkqfPQRQAZN+9bhs8phQVU4qV5X7e3tzuOAI4R3898pUyZzyy03csIJvyGRiDNU1S9CQDAY4De/OY5DDz0ETdMIBoMIIcjlco7VpZsvgR1TcseYcrmcY4Wu6xmEKJBMglWyZPWu5vG40+qF4c+dvASXh2WGELDHHpILLpAEg+si5WVAOel02lEtuBMKHR0dxOPxkmbW2WyW2bNnc8kll5BMdrGyJjMpJfPnz+e0006noaGxxFKnvLzcUT64k1xtbW2Ypun0CGhs3IpMZiTHHy+JxVbKYfzoYQc2wO790U4gEKCiosJJOKpgmt/vp729vaSUXL3fHXAbO3Ysl112KXvuuSc+n2+FHIOmaRx//PH88pe/dHqGqetDBTrdFWcqqKQ8udX1pJQ3Hjx48OBh+GPkSLjmGov11gtgWX9CiB0xTdOpeld+/mDfdJqm6diigJ34SqVSXH31NXz44YesPL5kK5Gv/de1PP7EExQKRee5aDTqqJHt19pjVMIMwzBIJBIUi+WOIGjHHZfezs7DkiGlJJOxq7ggiZQmlZWVTpLILQgqFAqkUqmS96uKKMMwEEIQCoU45JCD+dvfLiqxHB9KCEF3L9NLnB4YgGO9o3hbb86kLMXVY4VCoYRHefDgwYOH4QtNg6OPlpxyikTXt0bKC4CQs06pGBPYc35nZydlZWUlXCKTyTBz5kz+9a9/kc/n+tnLioGUks8++5yzzzmXrs4uJzbh8/mcGJO74ljFmMB2EAqFQixYsBNSxjjxRAvD8PjSUEBK6OgQgIlpdhAKhRxhvhLPKIvMtra2koSpit2oc1LXdaZMmcK//nUN06dPd8U+h5a3+3wGf/jDH/jZz37m9G+XUtLa2lrSXkWNXcUx7eMvfV6Jxz14WNXgJbg8LBc0DY4/3iYgmrY7mnYFlhV1klxQGpD3+XwlPsmqB8VDDz3C9dffSLFYXOEKGylh7tz5HH/cb/n4449KLBaVlYu7obV93HbpuEqwGEaIhobpVFQIdtzRKx0fKhSL8OWXAmhHyjklzcdVg3QhBMlkkmQyWfJet0LesixGjRrJP//5D/baa89u4rF81jpLg0gkzJlnns7EiWs4x6AqAlXARpEkFYSKRCIUi0XHkxtw1DkePHjw4GH4Y+JEuPVWizFjKoCb0bStHf9+N/dR/T3d1s5gB+rr6hZy2mmns2BB3Qofv5SQzxe49tobuPyKK0ilko4gKBAIdFvpaCXrkmEYjtVONBolkUjQ3r4+uVwVe+4pWc5Wlx4Wg6++gkIBpPwYwzAIBAIllVvqe2pqauoTrAH7u1N9rQ466AD+/veLKS8vY0XyJSEEO+64AwcffCDhcMgJuiSTSQqFQh9bZ8uyiMfjzt+FQsERBHkJLg8ePHhYNeDzwf/9n+SggwCOQdP+j2JRI5vN9okx9VfFpWJM1113Aw8++AiWJVe4U5CU8OmnX3Dssccxe/YssrmeGFN5eXmJna7b+Uj1R6qsrATiNDf/lIkTYbPN8GJMQ4RkUvLDDwB1QDPRaBToqdxSCa6Ojg4nVuiGqnQHWGuttbjuun+x9dbTB8W+eWlQWVnBOeecxYgR1Y4dtWmaThUXUMKF7D6lIUzTdPiSpmnd5+aQD9eDh0GHl+DysNwwDPjznyW//KUADkfXT6a9vaNPkEOpQauqqkoIiGoOfdVVV/PUU09332SvGD9SKSVfffU1xx13PG+88SbZbNa5yVeVWW5FjVrgGhoanIRdZWUludwoOjqmsPnmMH78kA97tUVHh2D2bND1OiKRHLFYzAmuuYM2ygpJQZEKFdyprKzgggsuYK+99kLTdMffdVnQ3g733Se4/HLBFVcI3nlH2QX2D9tHFtZcc01++9vfEAwGnYCNOv8USXKr31UySx1nMBjs9kxetnF78ODBg4cVCyFg883h8sslZWVrANeRz5c5zdPd1iZg34RWV1eXcKlCocAnn3zKn/50Hl1dXSuMM9kVQWn++c/LueSSvztV7GqcSj3trpRWVi4dHR0IISgrKyMQCNHYuBWhkGD33T1B0NBB8NlnAssyCYV+IJFI9OEWuq6TSqXIZDJ93q0CIYFAgJ122olLLrmEsrLy5eJLxSK8/z5ceaXNme6+W9Daunh7ctHdk+u3v/0Na665ZnePVEGxWCSbzTq2QO4KLlX5rnigYRieIMiDBw8eVjFEInDllRZbb61jWaejaQfS1tbexx5X0zTy+Tw1NTUllSfFYpFMJsMFF1zAjBkzGNq+QaWQUvLOO+9y7LHH8tmnn5W0v4jFYgSDwZIYk7LWra+vdypoysrKSCbXIpUaw047ScrKhnzYqy3q6wUNDWAYs4lGNcLhcJ8YkxDCqYZSUI+rvqCjR4/i8ssvY/r06Sgx0LJASmhshNtvt/nSVVcJPv0UTHPR71G7mjZtUw499BACgYBjsZhOp0varCjepGwK1f8qxqTrPi/G5GGVhJfg8jAoiETgppssNt9co1g8HdPcjfb2jhLrOLVIWJZFdXV1iXognU7T1tbG2Wefw5NP/pdi0RzySdWyJK+++jq/+tXhvP7662SyaWfBCgaDJBKJEgKlEg+qOkgIQTgcJhwO09S0BVJGOfBAixXkdLdaor0dmptBiDoMo+g0yXQTkM7OTtLptPMed6CtWCwSDoc57rhjOfDA/bsDiss+nsZGOOoojTPOENxzj+COOwR77aVxyy2C7j64i4QQsM8++zB16jrOOVYoFOjs7HSavitIKR31tUrihUIhT13jwYMHD6sYhIADDpBceKFEiPWR8lJaWwslvvju/kKxWMxRkoK9TqTTaZ566inOPfeP3TfbQztmKaGpqZmzzjqXv//977S2tjhrlKZp3YmrgLPeuo+jubnZ4U/l5eXk8yNobd2YadNg3XWHdtyrO77/HqCIps1zrAkL3eREOSuo70fBrVTWNI0NN1yfv/3tr1RUlC8X3ygW4Z57BLvvrnHbbTZnOvdcwaGHaixcuKR3S0aPHs2RRx5RooLu6uoin887SS11XJZlEY1GnaSx3+93quU9ePDgwcOqg+pquOsui0mT/BSLF5LLbUJXl+3SogLyio8IIaiqqiqxSU6lUixcuJCTTjqZN998qzu4P7RjLhZNHn30cY488kg++eQTsrlciYBatezoHWNqb293qoPsJFiIhoZtCAR87L+/JwgaSjQ0gG3+M4dAQHd6pLvjMW1tbeRyPXaXbtvCYrFIPB7n7LPPZIcdtl8uMZCUMHs27LOPxgUX2Hzp5psFu+yi8eSTvXtilUIIe1xHHHEEo0ePdM4xZRXuvtcAOy4bDAadBJ3P5yMSiTjWmR48rGrwElweBg0VFXZ/iYkTy7GsW0mnf0o4HHHUlirooRQsbgICdmPDBQtqOemkU7jkkkv7KCQGC6pB9fXXX8+xxx7H559/Tj6fd/YVCoWoqKgo8XZW5br5fJ6mpiZnsauqqgKqqa3dk7FjYdddB324HlzoWY9tda6maSXWhLqu09HR0afqTpWXSynZeuvpnHHG6QSDoeUiiqYJ558vqKuD116zePddixkzLP71L8n55wveeGPx7xdCkEgkOOSQQ0qsczKZjHNd9G6eDjjJunA4jM8Xp1iMUVEBXjsuDx48eFg1oGnw619Lfv1rEOIwLOsicjm756e7F1exWCSfz1NWVtbHeqerq4t77rmXww8/ig8//BDTHFjz3aVFsVjk3Xff4aijfs2dd95JOp0uSW5VVlY6PM+yLMdCV9M0mpqayGQyTqIuFotTX787hUIlhx0mCQY9eehQwqYNEp9Pd4IVSs3r8/nIZrN9gjVKUGOaJrFYjL/85S+ss846yx3oeP99OOsswaWXSmbMsDnTG29YpFJwzjliCZXvAiE09t57L8aNG1vSi0v1xnArkt0BKV3XCQQCRCNR8vkqNM3uh+fBgwcPHoY/hIA11oCrr7aoqhqHlHeTSk0gHo/3Edbkcjl8Pp/Tn1shk8nwzTffctRRR3PjjTeTTKaGLMbU0NDAxRf/jd/97lTmzJnbLSqx9xWJRBwrZ+iJMem6TjqdprW11Yk5VVVVkc9PoKFhezbcEDbf3ONLQwlFG4SwnPPK5/M5MSYhBB0dHc7r1XkHOMnKffbZm6OPPhqfz1iuGFM+DyefrFFZCe+80xNjOvtsyUknaXzzzeLfL4Rg7Ngx7LXXXk7/USkl2Wy2xM7Z/Vsdh2EY3daGZZhmkJoa8NydPaxK8BJcHgYVm25qq2wqKirJ52+nvr7SWRyAErVKKBSiqqqqhIDkcjlaWlr4+9//wYEHHszLL79CzqV6WVbYN70W6XSaZ555jn333Z9zzjmX2tpaRzUDOOXgarxq8VK2O42Njc6Nczgcpqqqivb2aaTTozjmGMmIEcs1TA9LwBdfQDoNweBnBAJ+TNOkWCw6CaBsNltSvaW+O5/Ph2VZVFZWcdZZZ5FIJJZbBZXNwowZgpNOkkyeDIEAhMOw776SKVPgxRcHtoMddtiBESNGOOegOt8VWXer0vx+v0N8/X4/hUKYfL6CsWPBJfD34MGDBw/DHOEwXHmlZM89NaQ8ntbWY8lkCk4iwn3zrOs6VVVV/VrvvPLyK+y//0H84x//TziYzgABAABJREFU7O6lZC0XZ1J8qVgs8P33P3D22eew777789JLL5PP5x3O1rtyS41Tjbu9vZ2uri7n8REjRqDrlSxcuA1TpthrpacOHTqk0/DFFwJdbyASaXNs/dxuCu5G6YorOUkun5/99tuP7bbbblC+p/feE6y7LhxyiCQSsTnTmmvafXxffVXQfaosFiNGjGD77bcv6VGayWQcO0XTNB1Fv0qCgZ3M03SNVGocug6TJnmBQg8ePHhYVSAE7LYbXH+9JBSaSCZzO42NBoZh9IkxCSGIRqOUl5eXbCObzVJbW8e55/6RI488ig8++JBCobCcMaaeavvOzk7uu+8B9txzby655FJaWlpK+reHw2HHKliNV425WCzS2NjoiFnj8Tjl5eU0Nv4M04xz8smSUMjjS0OJmTMFpgnh8BdORVaxWHSEM+l0uqT3ljrvVIxp3LjxnH76aQQCweWOMbW12T1UTz/dYswYmy/FYrYwLhSCt99e8g6E0Nh9992JxWLOY5lMpsSmULlsKfG0Srb6/X5yuTKKxShrrilx0SkPHoY9vASXh0GFELDVVnDrrZJweBStrVfS1NSjGFWBe7WYB4NBRowY4dycSinJ5XJkMmneeuttDjzwYH7962N46aWXXL0mBg6l5GxoaOSuu+5m33335fDDj+DNN98inc446k+wiUdlZaVzg++2UNQ0jcbGRqdPgRCCiooKDCPCvHk7Eo9rHHqo1/hzqDF3rp1oDAYbSgJ/anHu6uoqKbtWwQ6/308gEODAAw5gq622HJRgTTgM99xjsf/+pedke7ttXVhdPbDtjBkzhsmTJ5cEaDKZTEnQSV03SoWjiIi6HLzzzoMHDx5WPUSjcOONFttso5PLncr8+VuVBETAXuPUWlZdXV1iV1gsFsnmstTV1XHhhRex666/4LrrrmfBglrnxnygUDfxqVSK9977gFNOOZXddvsFN9xwEw0NjeTzeWccSiEdiURKgjRqvKlUygnugG37XFZWRkvLxiSTozjwQKisHKQP0UO/6OiA1lbw+ZowDNPhEYrbqgSpgpSSYrGIYRj4fD7WmDCeU0891eHvy4sjjpDcdpuFK0eLlPDdd1BebvfzXTzs8W+99dYOTwfb4twdqFGcKRAIlPD5nibvHmfy4MGDh1UNtrW/5LLLJD7fVBob/0Z7e6EkhqQqVYrFItFotKQlhh1jypJKpXjmmWfZc8+9OeWU3/HuuzNIp9PLFGMqFIosWFDLddddz5577skJJ5zIRx99TDabc9yBhBDEYrGSCn0lJLGPS9DQ0OA4HKnKeIizYMG2jBsHe+zhrVtDCSlhzhyAIsFgi8MXVF80IQSdnZ0l7zFN03lNKBTm+OOPZ+211x6U72nECHj8cYvp00sfVzaKlZUDOVcla6+9NqNGjXKukWKx6Aip3YkuVemuuJIdY1JituU/Hg8eViS8bkEeBh2aBnvtZfGnP2n83/9tREvLBQhxNomE37FCUZOplJJwOIymabS2tjrPq0RXPp/n4Ycf4ZlnnmHttddm3333ZauttmKNNdaguroaw/A5N6xSgpR2xUsqlaKuro4PPviQt99+h5dffoWGhgaKxQK5XI8dofptW+fEStQ/6m9ls5NKpZxjVGrqbHYybW3rsNNOkrFjPUXoUOOLLwBM/P7ZJU3F1Xfmrt5SUIt6Tc0ITjzpt87/ywshYL31Sh+zLLjxRoGuw0EHLfl8sFXGBlOmTOJ///uf83gulytRHytEIhHa29udBurJ5BiKxRA/+Qlomsd8PXjw4GFVQ00N/OtfFr/8ZZAffriQBQsOZ+zYuY6yuHfgvrq6GiEEyWTSWQMLhQLFYpFPPv6Us846lyuuuIrtttuOvffem0mT1mLMmLGEw2F0vafvpNp2Npujra2Vr776infffY8XXniBb775hmQy5ShYFSzLwu/3U15e3qfSTN0Up9Pp7kqynjUwkUgQiZTx3Xc7E4kIdtvN6yUx1Kivh5YWCATmoWlFLKuHM2maRiqVKrHyU1AJrSOOOJzJk9catPGUl9s/bnz1Fdx5p+CPf7SruhYH+/yHSZPWwu83HDGTOvfdvF4luILBIJlMBsMwkNJPV9dEqqth/Hjv5PPgwYOHVQ2GAcccI/nqK7j++p/T0HAyQlxBKGQ4CSV3oisWiyGEoK2tzek/qdplNDY2cscdd/LQQw+zwQYbsP/++zNt2jTGjx9PRUUFPp/uijFJJ3GWTCaZN28e77//Pm+88RZvvPEmLS3NFItmScsLlUSIx+OOGKg3ZxJCUF9fX1IZZBgGVVVVdHT8hFRqNIceKonHvRjTUEJK+PJLgRAZ/P4FzvftFpv1jjEpO2chBFOmrMWRR/5q0FwJNA022qj0sUIBLrtMMGUK/PznS96GEIJIJMKECeP5+OOPnTHncjmCwWBJ/zf12qTdhAy/309b20Sk1Nl0Uwl4nMnDqgMvweVhSKDrgt//XrJggeCGG35JW9sXRKP/IRAIlBAQZcPm9/upqqqira2tpHpFNcTu6jJ57733+fjjTzAMg7KyMtZYYw1qamooK0sQCgXJZnN0dnbS2trKwoULaWhoIJ1Oo+s+J3Hmti8BewK3m3gGHdVCb7uW2tpaZ8JXiEajxGJx5szZFp8vwGmnWV757hCjUIA5cwRCdKFpzc53aKtM7O/M3UtCQZHc6dO3ZM01Jw5ZUE1KmDEDbrpJcPXVFqNGDfSdgnXXXbekH102myUej5cEN1WgsVgs4vf7CYVCpFJhQCMalQgxNP1XPPzYsagLwruZ8uBhRUAIWH99uOUWiwMOGElb2z9oavo1Y8eaTlWyu/pdSkl5eTl+v5/29nYnSSGlxJQmVs5i9uw5zJt3N/ff/wDBYJAxY8YwZswYRo6swe830DSdZLKL9vYOGhoaqKuro729HU3THY5mmqaTRFABmUgkQjQaLbGyc1fMdHTY23NXUuu6TnV1NanUeNra1mXffSXTpnnzy1Bj9my7p4Suz3Iec6tz+xMEqWrB6uoq9tjjF0Na7ZTJwB//qLHxxnZ110D3M2rUSCorK2lubnECjoVCoTuJ1dODyzRNJ6AZCAQwjACWFcQwIBDw+JKH5YXHnTx4WBkIBuGiiyS1tTqPP348TU1fMnHiaxiGdOZ8xU0syyIUCuHz+RwhtVsgWygUaGtr5/XX3+Ddd2dgGAYVFRVMmDCBmpoaolG7l3wmk6ajo5OWlhYWLlxIY2MjuVwOITRHjKTEQCo+EQgEnD5h7ioy6IlN1NbWllRSgy0ICgajzJq1PYmEzsknW14PpCFGKgULF9IdX+qJ+anvTbXEcKOnKlywyy47U11dNaQxpiefhGefFTz0kDXgthQ+n97dQ/W/zmOZTIZwOOzEmDTNPocLhQKmaXZXpIVobbX7/sZiEm9d8zB4GCzutOjXewkuD0OGUAj+/GfJV1/pvPLK2SxY0M6YMf/FMAyHgKgAiZpQy8vLCYfDdHR0OK8BnGBJPp+nUCg4FVrQY+Hm7qWl6zqFQqGbZPSoadQ+A4EAoVCIUChU0tBdBXFU4m3hwoV9kltCCCorKzHNchoatmDqVNhyS690fKhRLCrykUbXO5zEj/ILVr243FDEIxAIsPvuewxa9VZvKJuds8/W+POfJXvvvTTng2TSpEndfse5kgbp7oSrGyq4WCza563f7xEPD24I7IVf/fbgwcNwhhCw7bZwwQWSs87ahM7Of9DQcBYVFUHHGlAluNx9QP1+P52dnWQyGWf9U2uGaZpks1kymQzt7e18/vnnJY3N3Tfn7hvd3uuoYRiEQiHC4TCGYZTY67jtCTs7O0t6SChEIhFisTi1tdMRIsxhh3nBmhWB2lqBZQkMo975vt3Btf4EQYojbbrppqy55ppDNrZcDv72N4HPB1deaREMDux9Qti9SUaNGs0PP8wqUeT3Fqip81D1ATZNgZQCw/D4uodFweNOHjysCigrg8sus/jhhyCffXYx8+b9jjFj3nN6J6l4juI2Pp+PyspKMpkMnZ2dTrLCfY+dz+fJ5/Mkk0nmz58P0GddAbrvv4slFTAKmqYRDAadGJPiSOr96n/Vc6t3cksJgjKZUTQ3b8iuu0rWWWdoPkMPPchkoKkJdL0DIdJOgtQ0TQzDIJvN9onHKO4bj8fZZZddh2xsSkD9j39oXHedxRZbLB2HmTJlCj6fz+FLylrR3rbsc34rW8ZiUUeIgdhHe/AwvLiTl+DyMKSorobrrrM44IAQX3xxAQsWzGHEiA8Ih0MUCgXnBlQpWXw+H4ZhEAwGSSaTpNPpPg1Ae9sLuv9W2+sd6AF74lbbVgrk3tY/StmazWZpbGwsKRlX8Pv9JBIJGht3JJ8fycknS6JRr3x3qNHRYTfd1LQGNK2ApvWooYQQJRaSCip5OW7cOLbeemuG4jtSya1jj9U47jjJr34ll9qvWNk9KViWRaFQKOkz0dsGStM02tunoGkwbRp455+HUohev5fl/d455cHDioKmwW9+I/nhB7juup1paamnWPwTlZV29N+dhHL3U6qsrCSbzZJMJslmsyUJpt58qfdzvW/Ye1de+f1+otEooVCoxLMf7DVJVQQ1NzfT3t7eZ3tCCMrKyjDNUSxcuAubb25bq3gJhqFFTz+JArq+0OHY6tzJZrN91Mhgf+eGYbDHHnsQCoUGzW7HjVwOLrxQ8M03gptuspa6F5thGFRWVvQJTKreYe6m6SphGwgESKfLyeWqWG89iES8E9DDouBxJw8eVgWstZYdYzrssArmz7+U+fMPpqZmHn6/v0T0qu6jfT4fsViMUChEV1cXmUymREzdX1zJ/XdvHtU7xqTcVSKRiLPmumNMqn92MpmksbGxZN8KwWCQSCRKXd1e+HwxTj3VwufzYkxDjYYGO8ml6wvQNIkQpRV3i6p4F0IwdepUNtpoQ4YqxjRjBpx6qsZf/2qx885Lz5+rqqpKXIJUdbuKJbn5koqVgqCjYwqhEGywAXjnn4clY0Vzp0W/1msb52FIIQSssw7ccYdFTU2CYvEq6uvjtLa2OguDGyrBZRgGiUSCmpoap6m63+/v92Z7cU1B1Q1vJBKhoqKCyspKEokEfr+/pPG0uxF6Lpdj4cKF/Sa3wFYjh8PV1NXtxPjxgr32kkMSBPBQirY2+0fX65Ey26d3RH/BGhXM+clPNqGqavBLx6WEb7+FY47ROPbYZUtuqQBgwNV5XQUe3R7QKripPJ/t19kaBU9d42HRkK4f+vk9kPcN9MeDBw/LA8OAiy+W7LsvwP+zd97hTRzpH//MSrLkjnE3nUAIJQECBJIQQjrpyaX33vvlQvoll3bpvfd66e3ul95JL6SQSgi9GYO7bFlt5/fHsCsJ22DAgG3ez/PsY3s1Ozu7Wmu+euctR1JTcwQLF5a7C1vJWsP5Iur1esnIyKCgoICSkhK6devmpl1eHTweD16vl0AgQLdu3cjPz6d79+5undRkzeZ4RPt8PpYsWdLi4haYObh793yqqsYTDhdw3HGajAz5rFgfzJ6tcBa4VtRHtm23GPEOkJubw9ixW7EuDBrhMFx1lVncuv/+1V/cAvNMFRQUturkluyZ7EQ++nw+4nHQ2sLnk/pvQlsQ7SQIHRmlYPx4uOceTVZWDyKRO1i0yKaurm6VNqa8vDxKSkooKCggMzPTraW0Iq3ZmBz95fP5yM7OJj8/n/z8fLKzs1Mi3Z1oYqWU67y9ZMmSFhe3wEQo+7w9KC/fjhEjYNttxca0PliyBBobweNZiG03zwjUmo1JKcU222xNZmbmOrExffWVWdy6+uo1W9xysk6t+H3AsSk5bWzbdu1qaWlpy+1NXpSCdZT8SOiyrC/t1DryyArrHKVg1Ci44w7NCSf0oaHhUaqrDyESqaBv377E43EaGxvdOkPJdR18Pp/rQRyNRl0vZSeloVMjIjkCC3DFRU5ODmAMN5FIxBU3yYsFWmt38ayqqqrFFDuJa1EUFRXR0DCKYLAvp52m1+gLurD6/PmnMY5kZU13n5Hk1AMtiQ+HzTcfhsfTvuv5zuKWE7l1xBHGaJKshdsiRJJDw51Ui87vjiBJFslO+gO/P5PGxr506wa9e7frpQldihUfwrZ62MgXKkHYEKSnw+2328ybZ/Hll1fQ1LSQRYteoqSkkMLCQncxybZtYrFYSto5Z7ErGo26qXbC4bA7hzgaK1k3OV6cWVlZSYsB8ZQC2ivOt46H9IIFC5ql2EkmKyuLnJwSZs3alV69YM89xVizPmhshJkzweNZis9Xk5Le0rKsZg5CkDBylJSUUFZW2u7GGmdx688/zeJW9+6pesmMYdX9mOdHu98BgJQF2OQoQ+cZzsjIIBjsi237lnsjC8KqEO0kCB0dpWD33TVXXQUXXrgl0eg9LFt2IpFIJX379iUUCi2vlaVSUrM5c0ZaWho5OTlEIhFCoRCNjY2ujSnZrpAcjeX1evF6vWRlZbn7nIgYpy64Y2MCs2AAsGTJEiorK1tdNLMsi+KiYqqqJxCJ5HPssZpAQD5P1ge//KKwbfD7p6ek8nY0ckuayYnK22KL9hcVzuLWueeayK1ddknsd2irjcl5RpNTkCfbmFaMMgwEAni9uYRCZZSWmmxcgtB2Nrx2kgUuYb1gWXDggZq5c+Gyy8YSjT5EMHgw8+bNI3/5CpHjUeosXjg4E4yTB7egoABIpDV0DDXJIePJX+CdD+3kQpFOWydlYUNDA4sXL26WDjEZj8eD3+8nK6uYmTMPICfHw2GH2eIJup6orjb1JLzeGve9T35fW1rgclIGDBs2jPb+0jlnDhx6qMXixfDaa4r//je1/5EjNRdcoFmua1eCckPfnWdvxbzhzjPsGDONWPYQiWSTlQXL13EFQRCELkBxMTz+uM2kSenMnn0vsVgF5eUf4fF4sG3bdYZYEceI42ic3NzclPS2joHH0VqxWMz98p6cwi55gcDRZh6Ph8zMTGzbpry8nGAwuFJnIKfmRUXFdgSD/TnxRC1flNcT0SjU1IBSIbzeKE7CDmcRqKWapc7rAwYMIDOzjRXM20gsBtdco7jlFsW228Ipp6Q6HAUCmn/+U7Pppqvuy7ZtGhoaUtI3Jxtnkmv7Os+5z+cjEskBFMXFEsElCILQVfB64YwzNLNmKe67b2/i8RuprT2dBQsWkJ2dnVK71FmAcuwHjr5xUtlmZGQAuK+1FCmcrKUcreTYJZIdrx0n7bq6OpYsWeLqrJbweDymzmlaGTP+2oeePRV77ik2pvWB1prKSqf+VK2rLZJTU7YWwZWZmcmgQZu2u+PW99/DYYdZWBY8+KDFQw+lvr7LLpqTTmpL1iBFMBhMsa2uaENz9JMTVej3+9HaRzSaSXa2cboThM6ELHAJ6w2PB84+W1NZCTffvDO2fT11dWcRDAZdD5r09PRmi0zOB68TMuuIE0gsZjnGnuQ6Wskf4I7XsnOMz+db/gGuWbBgAcFgEKBVz1bHOFRWVkYksiM1NVtw3HFaPEHXI+Zt0Sill/8ddyOdoHkaAee1jIwMSkvb3xvZ54MJEzQtpGUGzKJTW89ZU1NLKBRqsYApJIyMTU1NrmgOh3MJhYoYNQpyc9fmSgRBEISOhFIwcCD85z82f/tbNosXP0wstivz5v3pLjTl5OS4BpgVtZFTf3LFaBZHLyUvaDn7kheznAUt56ff7ycQCFBZWZkS5Z7sEZqMZVlkZGRQUjKIadMOoqDAy6mn2qudwldYM7Q2m1KJurTJC50t4Rg6+vbt2+4R70pBz55w1FEtG/cCgbanWo7H4yxduqxZHZQVDZHhcNh9fp2apWlpMHy4pIQTBEHoSqSlwXXX2VRXK/7zn6PQegaVlTdQXV2N3+8nNzcXv99PJBIBEil5kzP/QML477yW7Bzk7HPmFEgsfiTbItLS0vD7/USjUebOneuWvFiZjcmyLHr37k1t7V40NvZh8mRNjx7r6m4JqZjorZXZmJodsfzZMOm8C9p9RIGAiUxsLTlRdnbb+1q6tLLFWnMrpnOORCKujamxsZhoNIcRI9riqC0IHQtZ4BLWK4EAXHGFZvZsixdfPBb4A9u+i1gsRk1NDbW1tW76m7S0tBSDDZgw7+S8sQ7JaUqAFK8bJ7zYSVuotaaxsZGKigoaGxtT+lrxi78zuQUCAcrKyigr24Tfftsdv9/DSSfZrGaJC2Et+PZbMPUkfklJ56e1xu/3k5aWlpIqyVnc9Pv9bqrK9qRnT5N2c21wntE5c+a4xhhIze3ttHOMjc6zHI8rbNuL348YDQVBELoYSsHYsXD//TaHHtqLUOghtD4Q215GKBQiFAq5i09OmkGv15uymOHz+dwvtslpBp3IluTI9sR5lVvDyzHeLFu2jIaGBtc45LRrySnDqW/Rt29fwuFtaWjoy8EHm4LwwvphzhxYtgw8nl+wrCiWZaL0nBSFgUCg2fvnPBPrwljj8cApp2hOOWXt+tFaEwyajAvJHtXO94bkCETnp/O9IR5PQymWp3ySRS5BEISuRHY23HmnZs4cD59/fhHwF7b9EtFolKqqKlefeL1e/H5/s8UsJz0zJPSS8zu0bmNyvq870fFOVqCmpqZmdY6SSXbE7dWrF0VFmzJ16q5076448kiJ3lpf2DZMnapQqg6P56+UKHCt9fKUfd4U/eu8/5mZmaSvgxCnoUPhvvvax8Y0a9bMlOCB5P8Dp53jrObz+Zbb1zxo7SEQUO6inyB0FmSBS1jvZGTArbfazJnj59tvrwJq0fppACKRCOFwmIaGBtLS0sjOzsbv95Oenp4y2SR7wSSnKYlGo+7E5Ox3vvTG43Fqa2upra0lEok0ixJLzseclpZGeno6WVlZZGZmkp2dTU5ON5YsGc/SpSM58EDNiBHr9bZt9JhIKY1tB91nwSH5/U7Gsiz8fr+7UNTxMIaWX3/9NeV5dBZjnec9Oa0QOB5my3sQASwIgtAlUQr22AOuvFJzySXbEo8/htaHAyHX4zIUCrk1tNLT090v4/F4PCWyPTmlr8/ncxe6klMTOvVIvV4vdXV11NTUEAqFmi2AOZopLS3NjYh3osoCgQDdu3fHsgr57LPD6N7dw2mnSfTW+iQcNmkBLasBrRNRfg4tRXE5+7KyMtfbONeEiooKKioq3L+dhV3nO4DjXe+kikqkpHI89sVYIwiC0BXJy4MHHrDZZ59sZs26G6gDPgAgHA670VSBQICsrCzXxmTbdkpaW8cZJDnSy7ExQSKzj7MgEIlEqKmpoa6urlkmIqdtsgN3eno62dnZpKen061bNzIzc5k9e2/q6/tx3nmaPn3W623b6GlsBK3j2HaomV5qzcaklCI9PR2vt+N6u9u2za+//poyfsfG5NR8T67R6/f7lz//pq3oJaEzIgtcwgahRw/jlXz44dlMn34DWs8jGv0oRRBEIhEqKytdb2JHhMTjcbdgZ3p6OuFwmMzMTFdQOALFWSxzfk8uLurz+VxDUFpaGpmZmaSlpbl/GwNOgHC4O8HgAKqqRhCL9WTp0qEUFnq47DKbQGCD3LqNkkgE5sxRQA3R6CJ3MnYEiOOxviJOfZGOu8CliUZj/Prrbynh4z6fL8WrzPGij0Qirmd9MNiLeDzAqFGyyCUIgtBVcepLLFyouOuu3dD638Ri52HbiUUn27apq6ujrq7OrS2akZHhRrADKfrJ+QLvGHEaGxsJh8PE43Gi0ahbo8mZax0vVccwEwgEXF1m0uv4iMezaWzsxbJlQ1mypB81NUOor+/J5MmaLbfcUHdv42TmTEU8Dlr/kZJuMtnzfMUILsehZl14I7cHzlinT/+TYDDoLro6xdKdZ9lpFwqFXAOk1gGCwd6UlEDPnhLBJQiC0BVRCoYMMTamo48upLz8bmz7b8RiP6e0a2pqoqmpyY1oduw/jmbyeDx4vV5isRiBQCDFxuQ4Fzk2JkczJTtWt2ZjMpFeFhAgHC6kvn5TKiu3IBrtzdKlmzFggOLvf5cMQeuT+npYvBhgMZFIJZblb5ONydHTraUx7AgEgw3MmDEjJfrMKfmSTCQSIRaLkZGRgcfjobp6E7S2GD1atJLQ+ZAFLmGDoBSMHAmPPGJzwAGFVFTchmUdRDz+Z7O2Wms3HU9NTY07yThem2AKIjrGGecLvBN67vV6ycjIID093a3z5RT+dDxqtFbEYplEo4UsWzaI2toBBINDCIV6EYtlYlmKjAwYPx4uvdRm8801JvpGWB9Eo7BkCSgVxLLqse2Amz7AeR7SVkgS7HilRCIRmppCLXXbIVi4cCHff/99SrodR2Q7nvKOZ41jwDHXlQko8vOlYLogCEJXJjMTrr5as2SJ4vnnj0OpX4H7gOb1r6LRKNFolPr6eiARceV8CXdqna4Y4eW08fl8ZGdnu9HrXq/XXfQwcxPYto94PI9gsA81NUMJBjehoWEgkUh3wIfHA717wz/+oTnnHKeugUxU64tFi0wNLstaDJCyuOVophVT7jhpLqurqzfImNuCbWveffc91wsfEt7IDs6ibDgcdr8nxOMeYrF0MjMhEBCDjSAIQldFKdh5Z7jnHptjjtmEhobbsKwjse3yZm1t26axsZHG5QW1V7QxOdl9kh1/AFdPeb1eMjMzycjIIDs723X8cRwvjHOJIhbLIRIppqpqM+rq+tPQMJRQqIx4PAOPx6RX3GsvuPxym7Iy0Uvrk8ZGqKoCparxeMLE494UG5OT3SAZR2c0NjYSiUQJdEivd8Uff0xnxoy/UmrIOTam5Dq9zgKukzEoEslCKejefQNfgiCsAbLAJWwwlIJtttFcfbXNueduTlPTzVjWUdh27UqPc7wzHS8aMGHnTg7ktLQ0cnJyyMrKIhAIkJ6e7ooM82HuoanJQyhUTGNjD4LBgTQ29qWhYSDRaB62nY7XC4WFMG4cjB+v2WYbm5ISGDBA4/ev81sjtILWmkgkDARcY5xjuDFh4t6UhaJoNLo8JUF4ecH1DTf21vjkk0+pqKhwn2uv1+um2wFc7+umpiY3habX66W2dhAeD2y5pRhrBEEQujrZ2XD99ZoZM/x8//3VeL2/EYt9tMrjkmtvAW4aN8f5x1nISk9PJyMjw10wMJrJSyymaWrKpqGhN8HgQJqaigkGhxEKlRKPZ6GURXY2DB4MY8dqttvOpl8/GDRIk5fXMefdrkxyWTTbNhF5jsHNidJyFi2TF7gcT/RgMLgBRr1qlFIsW7aMTz75pJlDkPO642ntRCI6KaGamgoJh7uzxRaaDhqgJgiCILQj++yjOf98zbXX7ojWV6DUeWjdtNJjWrIxOc7Qfr/freudmZnpRn4lL2ZprWhq8tHYWEZjY08aGvrT2DiQhob+xGK5aO3H54PiYpg4ESZM0IwZoykrg759NR024cxGgSYcDqNUluskDeaZyMzMpLq6OiXyKRqNEgqFiMWiHdLGpLXm7bffcZ3dIOEQlKyXnCwOiVqmHmprNyUzE4YOFRuT0PmQBS5hg3PccfDbb5o779wT274bOAOTM7l1HM8aJwQ8JyfHjc5yvuwagw7EYpk0NBQSDA6hsbGYYHAzwuF8wuFSbDuAUpCVBZttBptuCtttpxkxQrPpppCfjxsmbiauDjZ7bSQsXmwiuOAPwuFatM5xc14npwTw+Xyu4cNJ61dbW8v06dPp378fHen90xoikSivv/56Sn0Tx/vLMdI4C3mhUMj1rjH1UzwohYhhQRCEjQCloE8fzb332uyzTzcqKp4ADgM+X8VxZg5xjDNZWVl069aNjIwMAoGAm9bNpN/xE4lk0dg4gLq6gTQ29qapqZhQqDexWDZKWXi9xjgzZoxZ0Np2W83AgZpevVi+eOBECXWc+XZj48cfwdRp+41wOExGRkaKsQ4gIyOD2tqEQ5mzKPTzzz8TjUabeSxvSEz9LJsvv/ySefPmuUZIj8dDZmamW3POwTFOOkZJMIbHDpxJSBAEQWgnlDL2mwsv1Pz6q+Lll09A6zrgn0B4pcdalpVSyiI3N9d1AnJKHti2qesYjWYSDJZSXz+EUKiIYHBTwuEiIpEibDsNpSAnB7bYAgYP1my3nWbYMGNj6tYNLMtEa4mNacMxc6ZJU6j1TzQ1NaJUgVuHzckG5ff7U6LenYj4iooK5s6dR15eRwp1MlFn9fX1vPXWWymLchkZGa62S07z3NTUhNYan8+H1+t1bUyimYTOiCxwCRsU4xUD11yjCYUsHnrocMzn8BkoVZ/yJdbn87kh4M5iVnp6+vIFDkU8rojF/FRXF1FfX0Yk0pu6usE0Ng4kFuuGbQewLOMF3bMnjByp2WILzZZbavr2Nel00tOVW1Cxo3libMyEQmAy0tQTi0UIhUJkZWWl5D126oSEQqEVjg3xySdTmDRpUod7T6dNm8YXX3yRUhMjKyvL/d1JRxiNRt2UPMY4ZWHbGfh85pkVBEEQuj5KKbbaCp54QnPMMT2pqPgPcDhKJeYRJ/rKKaLuRLQ7Uc6W5VmenjCdUCiTurpCGhuHEAqVEQwOIRIpIRbLBiwyMkx6xJEjYcwYzejRmh49NJttZlKXOJnhUudWmZM2JFpDTY0C4kAdDQ0N5OXlpUS4Ox7JlmU180j+8ccfqahYSo8ePTqUZgqHIzz11FMp9UqdmiaA6+zkpFl0PJTNNWYCFrm5HeiCBEEQhHWGUor0dFOPKxLx8t//nrf8lcQil/Nd26mVlZ2dTXZ2NhkZGW6NUYBYzEMs5qeurphgsA/hcBl1dcMIhZzIrDQ31WD//kYvbb65WcwaMADKyhR+v0nXnFrPSeakDU19PRhpVEMkEiYcDhMIBFK0kdfrJRAIpES9a62pra3liy++ZMSIEet93K1jvgt8/PHH/PHHHynfDTIzM4HEc+84UDspCk1KRi+2HSA9HdLS5PkUOh+ywCV0CDIz4ZZbbGxb8fDDh+PzhcnJuRqPp8kVG2lpaa4Hsm0HCIUKqKkpob6+B/X1mxIOF9DU1INYLAfbTgMU2dkmMmvIEM2ECZq+fTWDBxuvmexsx3MmlY70hV4wBIMsD/82i551dXVkZGS4r9u2TSwWIzs7m8rKypTC6ZFIlClTPqeuLkhubmLxaEOitSYajfLww49SW1vrGp2c9IPJBU0ty6KhocEVH6Z2XBoNDf3Jzzce/YIgCMLGgVKw226aJ57QHHlkL6qqniY391i83l9JT88gNzeXQMC/XC8F8HjSiEazaWgoYsmS/oRCJTQ09HajspzFrLQ0KC2Ffv1M+ugxY2z69jXRWgUFYEqe6hXGIoKpoxGPm5oSEEYpk0InHA67tRUcz+O0tDTS09NpaGhwj9Vas2jRYr755jv2379HivPNhsIMwURvffbZ566BSSlFRkaGm37TGaPWmsbGRrcAvEnpvAlae9hyS+06sQmCIAhdn/x8U/P92GO9vPHGeQQCYbKyHsDrjbvpBh37UlqasTE1NhZRVdWDhoZi6uo2IxwuJBwuJhrNRWtTRiA3F4YNg+HDjY2pVy8TmZWXZ+xaqXONRLZ3VOrr1XIbU4Mb+ZQcwe7YmHJzc6mrS80wFQ6Hef/9DzjxxBNJSzNm9Q2ti7XWBINBHn74UUKhkLtQ52RscBx/IGFjcqK5/H4/WmcTCvVgk02gsFD0ktD5WKsFLqVUN+BhYBjmW+/xwHTgeaAvMAc4WGtdrcx/+x3AHkAjcKzW+vu1Ob/QtcjMhH//W7NokcVbbx2LbfcnN/cnGhv7o9R8LMumvr4fsVgOjY1ly+s/BACL9HSzYNWvnxEbm2+u2XTTOEOHmmgtv994GjefdFTKYojYajoeWmt+/tkiEgGv9yeU8hGJRNwJ20nlB2ZiDgT8hEKJHNtKwYwZM5gyZQp7773HBrmGZJzH7eOPP+bVV18hFk3UksjIyHCjtpzn0lnQczxrAoEA8Xge4XAe/fub/xtBEDoPop2EtUUp2HVXuPlmzZln9qGh4Tl69HgZrXOor1dEo9VUVmYTDPYnHs8gGOxLNNoNrT14vRAIGL1UWgpbbKEZO9amVy/NoEGQm+ssZq1aMwkdj/p6+PNPUGoBPl818bhy0xQ6C1xO+r7c3JyUBS6lTNuXXnqJ3XffjUCgYxSdraur54YbbqSmpsbVfk7N3eSFLafoezgcTmkTDPYlLc3UhRMEoXMi2klYUwoK4J57bCoqvHz33UXk5AwnM3MOwWBfYC4NDYq6uk2Jx9NpaOhNU1MRtu0HFBkZxjF6wAAYMcKUsejb12bzzY2GSkszmkz0Uufk++8BNF7vNLT2Eg6HU943p1yEU6M2OYocYOrUqUybNo3Ro7dcvwNvAWfYL730MlOmTHEdqJ3xK6WWR2klas3V19e7JTBMlFoxsVgmgwdr97uAIHQm1vaxvQN4W2t9oFIqDcgALgE+0Fpfr5S6CLgIuBDYHRi4fBsL3Lf8pyC4dO8OTzxhc9ZZildemUhV1UTS0mDRIvN6WprJB1tUBCNGwLBhmqFDbYYMMR46hYWmJlHzyKzWV642tKeFsCrU8glbobWN1saTpqmpCZ/PlzJZx+NxunXLIxRa7B5t2jby5JNPsuuuOxEIBDbQdSSeyaVLl/Hvf99IMNhA3I4DCr/feFMnF/5UStHU1OSmJ3Rqz0WjfmKxAPn5UoNLEDohop2Etcay4MgjNRkZcOaZxcyde7qbMjAeV1iWxu83i1kjRxov4622sund2yxulZQY5x+vd0VP45VrItFMHRutHSOHdqObgsEg6enp7uKQk/o4OzsHr3epawRxFr+mTJnCTz/9xNixW23A9zvh5PP440/yzTffLHcIMtooOzvbrY/hYFlWSl0xk75QEQrl4vWa7wmCIHRaRDsJa0zv3vDyyyaSa8qUvamoIMXG5PcbG1NZGWy5pXH+GTDALGR1724is8TG1PVwJISxMWk3ZZ9jh0lO5ZyTk0NlZaV7bCwWo7q6mmeeeYYttxyRUjpj/eI8k4q//prF7bffSTgcXj5uRXog3U256diYkjMEQSK9eTicTjzuo6gokYZcEDoTa7zApZTKBSYAxwJorSNARCm1LzBxebMngI8xQmNf4Eltvol8pZTqppQq1VovRhCWo5T5AvrQQ5rTT9f89RcMHKiZNcsiFjMFOnNzzQJXojhny14zQtfBpNux0boR2zbRWvX19RQWFqakprFt20014HjwOgtf3377DT///DOjR48hkSpg/WGKpGsikQi33nobX375pTtGpUgx1jiphCzLYunSpa6wctIKNTT0Jx5PY/Ro8QwThM6EaCehPfF64cADTW2sr76CnBwzt1VUKPLyTERWIGAMNmlpydHqopm6KpGISVMIIeLxmJuyL1krOU5Btm2Tl5fH0qVL3eNt26a2tpZXXnmV0aNHuXpkfWM0k80333zLrbfeSm1tHbZOpNpJT09Ha+1GvYNJF5Rch9Xj8WBZWQSDvSkrgx491vtlCILQDoh2EtYWpUxWn5dftvnuO7OwtckmmhkzLJQy2X8yMkxUVnZ2wvFH9FLXRWtT5x3iaN3kZgQKBoN069YtRTc5aQqTS0s4TkEffPABc+fOo1+/fmxIG1MwWM/VV1/N77//nrRwpcjOyXazAzm2JsuyqKmpSXES8vv91NRsCiixMQmdlrWJ4OoHLAUeU0oNB6YC5wDFSeKhHChe/nsPYH7S8QuW70sRGkqpk4GTAXr37r0WwxM6M5mZMH68Zvx48/e22xoPhOaIyNgY+PZbgAhKTXP3hcNhd7JOTufn8XgoKipi/vzEx00kEqGmppY777yX++67m8zMDDYEWsNbb73N448/4YojMMYav9+fEo1mWRbhcDglfZBTCDfUaGrMZWVpSaspCJ0L0U5Cu2JZ0L+/pn9/Z09rX0plstgYmDkTqqoAfsTYgE0amlgstry+gnbT+dm2TX5+PnV1da7DTSwWw7ZtXnzxZQ444EC22mrUer8GJ2q/omIZV1xxJUuWLEkplJ6dnd0s1Y5lWVRVVaUYa9LS0rBtCzueht8vEe+C0IkR7SSsNUoZB+mdd07ME2Jj2niJxeD77xVQg9Z/uvtbszH5fD4KCgooLy9320ajUebPX8CDDz7CVVddgc+3IfL6mXIdTz/9DP/73/+5jtGAm1oxOZ2zE73lZAgC4xBksgQFUAqystb7RQhCu7A2gYdeYEvgPq31SKABExbustxrZrWWf7XWD2qtR2utRxcWFq7F8ITOj1phEzZWzDyt0Tru7guHw+7E7BRNt217edqdbLKzs5OOt4nH4nz4wQc8/fTTbvt1nxtbu+fRWvP++x9w3nl/d1PoOCkHc3JylnsaW+7m8Xiorq5OGaPjSV1Tuwler0k5JQhCp0K0k7AOEL0kGBIpCu2U/TU1NXg8HuLxuBvZbts2tm1TXFyc4nEcDoepr6/nX//6F0uXLl1vesnRTKCprFzGOeecy6effuYWRVdKkZWV5aba8Xg87tbY2JgSvQUmRWFDQz7hSC7DhpmUnYIgdEpEOwntiGgmwWCCtjTJmqmxsZFYLObalpJtTHl5eaSnp7ttHaeg5557jrfeems96SUzZudcth3jueee58orr3Lr0DtO0dnZ2Sm2Jcc5qLq6OqU3E9mlqK3tT1aW1CwVOi9rs8C1AFigtf56+d8vYYTHEqVUKcDynxXLX18I9Eo6vufyfYIgCCvF1E3wAHnuPqUUVVVVrlHGMdbE43Gampro37//8voLhsZQI0uXLeWaa67llVdeIx5vzWOr/Ujkdda8++67nHrqacybN5+mprD7WnZ2tjtOR6j4fD7q6uoIBoMp/Rnx4aWhoS/dukHfvut0+IIgtD+inQRBWGdkZTlF77svT1tjCIVCNDU1uZFbyXqpW7duFBUVuW3j8Ti1tTV88snHTJ58EVVV1S2dqt1xdNHSpcs488yzee211wmFmojFzKKc3+8na7lbsWNwcow1zkKcg2PQaWjohW2nMXy41JMQhE6MaCdBENoVpUx9NUgDEo7RWmuqqqrc9MeOjSkWixGNRunfv39Kva2GhgYWLVrI5MkXMmXKZ+tlgcs5RTwe55lnnuUf/7iApUuXEglH0NrYyRwHaueabNsmLS2NqqqqlOgtYLkDVIBQqAelpVBcvOIZBaFzsMZSX2tdDsxXSg1avmsn4Dfgv8Axy/cdA7y+/Pf/AkcrwzigVvIgC4KwKpSCvfbSeL0+bHuSu9+pK9HU1OR6pCQLEK01/fv3d8WJ1ppoNEp5+RLOPfc8nnvuBbf45rrASbETCoW45557OeUUs7hl28bB0LbjpKenk5GRkRK95fF4iMViVJkcQ82wrDSamrqTlWUK3gqC0HkQ7SQIwrpk0CAYMgRse1sg390fj8epqqrC6/W6qXccz+RgMEjfvn3JyEikb47FYjQ2hnjppZc566xzWLasMmXBrD0xzj2m7++++46jjjqa119/nUgkivFSNhFcOTk5+Hw+VzM5PysrK916E8l9er1ewuECQCHZxwSh8yLaSRCE9sbjgX320UAOtj3R3e/oolgs5kaPOzamSCSC3++nZ8+eKTXgo9Eos2bN5qSTTub99z9cnn1o3dqYamtrufrqa7ngggtYtnSZieDHRmtTkz4QCDSzMTU1NVFXV9esT2MvyyASySE/35SLEYTOyNr6sp0FPKNMYZwRwHXA9cAuSqkZwM7L/wZ4E5gF/AU8BJy+lucWBGEjYdw42GwzgEOALdz9WmuWLVvmTtpOJFQ8Hqe+vp60tDTKyspS+orH49TU1HDBBRdwxx13UV8fXJ7Sp/28bUxXmvnz53P++ZO5/PIrKC8vJx6P4WTPyMzMJDc31zU2KaXcxbjy8nIikUizfr1eL2m+dMCD14vU3xKEzoloJ0EQ1gnp6XDwwRqlegAnkVxuORgMEgqFsCzLrcngGGaqq6vZZJNNUiLfwdQw/d///sdJJ53Cr7/+5uql9tJMjqEmEgnzn/88xxFHHM2nn35GOBxGa5MyyOv1kpeXRyAQcCO2lFJ4PB7q6+tbdQgKBNJR+Jf30S7DFQRhwyHaSRCEdkMp2G03TWmpwpTiS3jCxONxli1b5qZB9vl8bnrnmpoaunXrRkFBQUp/8XicRYsWceqpp/HUU0+7GXvWhY3p99//4JRTTuPWW2+jqqqauB0HtJvKOTs7u5mNSWtNeXl5Sh14B5/Ph9cTACypVyp0atZK7mutfwRGt/DSTi201cAZa3M+QRA2Trp1g8suszn++H40Nj4PHA78CGjC4TDV1dV069bNrdMQj8eJRqPU19eTn59PfX29W/cKTG7lSCTC1Vdfzffff8/ll1/GppsOcMO9lVpRiKxqJUmTrF2CwQZefeV17rzrTqZNm4bH43EXrDweD+np6eTm5rqRZw4+n4/q6moaGhpaPItlWTQ2FtDUlM+IEeJdIwidEdFOgiCsK5SC446zeeklD99++09MXYnbAZOOZunSpZSVlbkevc5iVSgUwuPx0KtXL+bMmeMWKY9Go0SjUd5//31mzJjBFVf8k/322wefL60VzbRqvQSJhS3bjvPTT79w11138dJLL7kpgLQ2hhq/309OTk7K4paTytlJI9SS8ci0taiu2YysLKlZKgidHdFOgiC0N336aP7+d5tLLhlFNPoscBRmbdzYi+rr68nKyiIej2NZlhvFVVdXR2lpKY2Nja7dxskutGDBAs4//3ymTp3K5Mn/oEePsnazMVVWVvOf/zzHvffew6xZs1EKd8HK6/WSkZFBTk6Ou7CltXbrcS1ZsqRZakIHj8dDXX0votFMxo7VJGVgFIROhWQjFwShw6MU/O1vmoce0uTmDgLeAs7DqclVXV1NY2MjkKi74Hgm19TUkJ+fT3Z2dkqfsViMUCjEa6+9xlFHHc2TTz5DdXWNW6DdMb60JDxW9F52vHNqamp4+eVXOPCAgzn9jDOZ/sefaBtXTCil3MgtK6kYhG3beL1eYrEYy5Yta/EeOKKloXEQth1g2201Sq2vQqaCIAiCIHQGCgrg+edtJk5MA/4FPIMpV6OIRCJUVVW5DkGOXlJK0dDQgNaakpKSFI0CRsfMmTOHc845l8mTL+b336cTi8UBkowvLRtqjGZyfldoDdFohJ9++okL/nEhe++9Ly+99DKRcJRIJErcVH0nLS2N3Nxc/H6/u+DlaB6/309FRUWL0e6WZeH3+/F68wgGN6F3b+jVS/SSIAiCIAgJLAvOPFNzww2aQGBr4H3gWCATrTWVlZVu/VIn3Z+TsrC2tpaioiLS09NT+oxGozQ0NPDYY49x9NHH8vrr/+fWVU/YmFqmZRuTTUXFUh5//An22Wd/Lr7oYubPX4Bta1cDWZZFVlYWOTk5Kc7TjkNQY2MjNTU1LZ7TsTHV1Q1FKYtttzXlNAShMyIJGwRB6BT4fIpDD9UUF2suvLCIH364CdveFcs6E9v+i2XLllFaWuqKj+QC5ABFRUWkpaVRXV3teiaHw2EiEWNkOeecc7j33nuYNGkSu+22K0OGDCE7O2e5kaclbxtNLBanrq6O33+fzttvv8mbb77F9OnTaWxsWm6MSYSlW5ZFZmYmWVlZbgogR8R4l+fOWbBggWvYScYRU0VFRdTWDsXrhS22EOEhCIIgCEIqSin69oVnn7W55hovTz65P/X12+HxnE08/rKbwjk7O9v1SE42qgQCAXr06MHSpUtdB514PO5Gvz/00EO8/vprbLfdduy5555svfU4SkpK8PnSaM0o4kSJLV5UzpRPP+X111/nyy+/pKqqmlgslrJ4BTSL3HL6cNIrVlRUtFhHwrn+rKws/P4BRKPdGDpUEwi03/0VBEEQBKEroAgE4KyzNL16aS69tC8zZjwE7IBSFxOLLaKyspKSkhI31Z9t2yk2prKyMiorK6mtrXV1jLMo9sUXX/DTTz8xbNhQ9txzT3beeScGDhxIZmZGykJU8njA1I2vqall2rSfeeONN3jnnXeYPXs2TU1hIJGqEEz0VVZWFllZWa5NKdnGFIvFWLRokWv/SsYp81FYWMycOYPIyoJNN23nWywI6xHVkb3ZRo8erb/77usNPQxBEDoQWmtqaxW33KK46SZFODwXpf4JvExWlof8/HxXXDhGG8c72e/3U1dXR2VlZbP8w16vF8/yeOzMzEz69OnD0KFDGThwIL1796awoJBAIEBVdRUNDQ3MmjWT6dP/ZNq0n5k/fz6hUMgdH1qjk4w8Pp+P7Oxs0tPT8Xq9riHH8arxeDzMmTOHWCzWovjweDz07NmTfv0G8uuvNxKPj+C772z69VtHN1kQ1gClvFO11i2ljxHWI6KdBEEwaGIx+PJLxXHHWcycGUapZ4Cr8XgWUlJS4uoeICUFj9/vx7ZtlixZQigUSll8sizLNaL4/X7y8/MZPHgzBg8ewoABA+jevTtFhUXU19dTHwxSUbGEGTNm8OOPPzJz5iw3gkxrjQJsndA9zuJUZmYmaWlpbiSZc/6MjAyWLFlCTU1Ni7XAlFJkZ2czePBgIpE9+eGHS7nqKpPmumVjkiBsWEQ7dQxEOwnCxoyJNF+6VHHJJYonnoBY7FeUugR4j27dMsjNzW3RxuTU6KqqqqKmpqaZs7LP53OdlbOzs+nfvx9Dhw5lwICB9OjRg6LCIiyPh+rqaoLBev766y9+//13fv3lVxYuWkQ47CxqOZon1RkoOzubQCDglr5wnLwDgQC2bTN37lx3UW5FfD4fffv2pUePQUydeg/Fxb349lubbt3W1X0WhLVn9OixfPfddy2KeongEgShU6GUols3uPxyzYgRcMklffjzz4exrMNobDwZpaooKChwxUWyV3BTUxPp6emUlpZSW1tLfX29+1osFnMXvWKxGNOmTePnn382xp64xuP14PF4iUQiRiBoG1CgdIuCAYzocBa3HM9jj8dDPB53DUher5e5c+e6HszJ41VKkZubS2lpKb1798GyBlJf35ctt4SysnV6mwVBEARB6NQovF4YPx7efdfm8sv9vPDC8cRiuwEXUF7+CqWlxfh8PqLRqJvaGSASiWBZFoWFhYRCIaqqqlyN5NSgAJOKp6mpiXnz5vHBBx+6KZv9fr/RVdEYGp2UYtBOTb+z/KfH4yEtLc31QHY8pZVSxGIxLMsiOzubJUuWuDVVW4r6Kioqonfv3uTnl/Lbb1uTlqYYP14WtwRBEARBaA2FUlBUBHfeqdlqK8W//jWMRYtewLJeoq7uHJSqo1u3bq7NBozeicfjxONxd6GppqYmpZ56NBpN+b2qqoqpU7/HsjzE4zZpPh9KKSLRCLat0dpGtcHG5Pf7ycrKclNOJ9uY0tPT0VqzYMECN9osWTNZlkVeXh5lZWX06tWbcHgEjY1FjB6tyclZh7dZENYxssAlCEKnJC3N1OXafHPNtdd6ee65SUSjL1Jf/2/gS8rK8olEIu5EDwnPF6UUeXl5pKenEwqFCAaDKQKipTSBsXi0mTEFMAJkBZxinvn5+QCu4NBauwYiR5jMnj3bjf5y+vd4PGRnZ1NSUkJhYQHxeB6LFk1kzpzDgG6cc44mLa097qIgCIIgCF0ZpaB/f3jkEZttt1XcdFMP5sy5D6U2Y/Hix+jZ0xhDHM0EuB7AlmURCAQoKSkhFApRV1eXYqzRWrt/J9fDisdj7utJI2mxDpbX6yUvLw+fz4fX63XPHY/HXe/ozMxMqqqqWLZsWUo9LqUUgUCAgoICSkpKSE/PpqFhGFOnHsjixVuz++4wbtw6uKmCIAiCIHQ5MjLgpJM0W26pufrqAP/3f0dg24VUV98A/EZRUXcikUhKNiDHxuTxeCgoKCAzM5PGxka3tqlDqo3JHB9qwcaUlIEwBcuySE9Pp1u3bq4jkGPrchbeAoEAlmUxe/ZsN/rL6d/r9ZKTk0NpaSn5+d2JRIqZPXsX5sw5iOxsP2eeabNCCVZB6FTIApcgCJ0WpUye4Icf1my+OVx//VgqK1+koeEpqqvvoqTET0NDg2t8caKokheZMjMzycjIoLGxkcbGRnchqiVa2p8cbeUYZzIzM930Pcn1LZxUO4FAgGAwyLx581yDkHN8Xl4excXFZGfnoMhl0aJdWLx4EqHQQPr0UVx9teZvfzP1vQRBEARBENpCIACnnabZemvNGWfk8tVX/yQWO5iKisn07z8Xy7IIh8MpqXcgoZ1ycnJcvRQMBolGo616F69MLwFuSp9AIODW2XLqpzqpEpVSbjTX/PnzU6LunbqmRUVF5Ofn4/dnUFe7ObNn705V1Q74/Wkcd5zmqqtsqb8lCIIgCEKbUQpGjTK1TK+8UnHffbsRDE6gru4uMjKeJi/PR2NjI7FYzNVLlmURjUbdRaisrCwaGhpoaGggFAq52qolVlY2SClFWloaPp+PjIwMN7W0Usq1Wzk2Jr/fT21tLVVVVa79yzk+Pz+foqIisrKyse0C5s2dxOLy3YlGezJ0KNxwg83WW7fzjRSE9YwscAmC0Onx+eD882123FFx7bU+/ve/41m2bDMaGi6hqKgBr9dLOBx20+8kG22cVIFOmLeTbic5+ivFoybJuOLU7UpPT8fn85GWluZ67yQbasB4KDv1JCorK6murna9o30+H4WFhRQWFpKTnYOtc1m4cAeWLt2FYHAwvXopTjxRc9xxNj16IItbgiAIgiCsNkrBiBHwxhs2jz2muPHGzViy5GlmzLic7t3fITvbR1NTE7Zt4/F4Uha6nH2ZmZmkp6cTi8UIhUJEo1F3sSt5wStZOzk1KBy95dQfdWqROsc5i1s+nw+fz0coFKKiosLVcI73cXFxMXl5eaSlpVNdNZTZs3ejsnJ70tIy2GcfOO88s5Dn863X2ysIgiAIQhdAKRPN9e9/2+y5p+Jf/0pnypQLWLx4M+rrr6WwsAmPx0MkEnFtTMl1Qx0bUyAQIBKJpNiYHL3Uko3J4/Hg8Xjwer1u/Xa/3088Hse3PJ2hY2NydJFvudipqKigtrbWXfTy+/0UFxeTn59PVlY2sWg+8+ftwrJluxBq6semm8Lpp2sOO0yTny82JqHzo1a2WryhkWKfgiCsLqEQ3Hmn4pprFMFgHR7P3eTnP0JhYUYzTxsnysoRCECKIccRHs5PrTXhcBittet1vKKXsyNunMgtJ+ex3+9Ha015eTnBYBCtNVlZWRQUFFBYWEhGegbRWBq1tZszb97R1NUNIy9PcfbZmpNO0m7NLREeQkdFCqV3DEQ7CYLQFmwbfvoJjjnG4pdf4sBnZGRcRllZBZZluR7HgBtJtWJ0l/PT0VbJKaGj0SixWMxdFHMcfxx9ZMZgu2kJndcsyyIjI4Nly5ZRWVlJLBYjLS2NvLw8ioqK6NatG+ChsbGM8vI9WLx4X5TKYIcd4LLLjAey1yt6SegciHbqGIh2EgShNbSGYBD++U/F/fcrmpoq8Hqvp6joNfLyMmloaHCjqRwbk6OJVtRLTrtk+5Jt2246wYyMDNdpekUbk8fjSXHYVkq5KaaXLFlCQ0MDSilycnIoKCigoKCAgD9AJJpBdfWWzJ17LKFQf0pK4MILNUccYRa2zPjW/30VhDVh9OixfPfddy0+sbLAJQhClyMWg6lT4eKLLT7+2Eap98nMvJDCwiAej9UsrU6y0cXxKHYir5x90WiUcDjsehY73jOO+HDCxJ2+kr2fPR4PNTU1bmH0rKws8vPzKS4qxuP1Ycf9LKvcisWLDyYYHEK3bh7OPltz8MGaQYNgeSS6IHRoxEjTMRDtJAhCW9Eali6Fu+9W3Hmnoq5uEV7v5RQWfkR2tt9dpHJINtQk66PkfUopQqGQW+/B2efoLo/HQywWcz2dkw1AlmURiUSoqqqiqamJQCBAbm4uJSUlZGVlo7VFqLE3ixbtx7LKndA6h512gvPOsxk/HjIzxUgjdC5EO3UMRDsJgrAytIZoFD7+GC66yOKHH6JY1ovk5FxNQYGxG8VisVZtTF6v180O5NiOnAiwSCTiRm05NqbkiDDn9xVtTJZlUV1dTV1dHZZlkZ2d7TpPW5aXeCyTiortWFx+EKFQP0pLLS64QLPPPpp+/UQvCZ2TlS1wSYpCQRC6HF4vbLUVvPaazTXXKO66a1fq64fS1HQz2dkvkJPjd1PiJIeHr+iZ7OB4JjveNI7ASDbYmPN6Xa8cJ7VOXV0doVAIMAtbJSUlFBeX4PN5CYd9LFs6hoWLDiYYHEz37h5OPFFz1lk2Q4ciRT4FQRAEQVhnKAVFRXDllSal3/nnl/H77/dQXv42tbWX0K1b2I1WdzRTcnqcFR0lnf1OhLxjxEl+PTnSPRKJ4PP5iMfjBINB6uvricVi+P1+ysrKKC0tIzc3h1jUpr6+J4sW/41ly3bE48lm1Cg491ybvfaCrKz1etsEQRAEQdiIUArS0mCXXWCLLWwuucTLU08dRk3NGBob/0VOzodkZ6e7msZxhAZjY0p2FnLsSI6DUFpaGkCKjSm5ndfrJRaLub+HQiFqa2vd9M25ubmUlpZSVFiEshRNTemUl09g0aIDaGrqR3Gxxemna0491aZ/f1nYEroussAlCEKXRCnIydFcd51mm20UV13Vgx9+uIGqquHU1FxBILCU3NwcCgsLicViNDQ0AIn6D85il2OEcXDqbkWjUVd8JEdqaa0JBoM0NDTQ1GRyM+fm5lJcXEz37t3x+/3EYgHKy8cwf/6BBIODycvz8I9/mOLvvXubhS0RHoIgCIIgrA8sCyZN0gwaZHPTTX4efXQ/GhqG0Nh4Fl7v5+TkpJOXl0d2djY1NTXYtu1Guq/orewsgFmWRVpammvAcXQSJHSTbdtUVlbS2NjoOhKVlpYuL4SeBXioq+3FgoX7snSpWdgaOxauuQZGj9YSsSUIgiAIwnpDKSgp0dx7r2bCBIurrx7IrFkPUll5F1VVt5GR0Uhubi6FhYWEQiGamprQWruR646NyUk3mLyIpZRyF8KcCC/AtUfV19fT0NDgRnx1797drUnq8/mIRrKoWLodCxbs7y5sXXEFHHGEprTUjF00k9CVkQUuQRC6MAqvF/bdF0aPtrnkEh/PPnsMsdhEGhv/SVPTCzQ0NJCdnU00GnWLdDrh5bZtu4XRHeERj8fdiC4wRpp4PE4kEiEej1NTU0MkEsGyLPLy8igtLXVFR1NTFgsXjmfx4t0IBodQXOzhiCM0559v06+fpCIUBEEQBGHDoJSif3+4807NNtvABRdsypIlrxGNPktV1RXU18+jsLCQSCSC1+t1a0zE43HXOcjxQnYiuBw95Xglezwe6urqSE9PZ+nSpTQ1NWHbNhkZGRQXF1NUVERGRga2bVFTM4zFi3egsnIHPJ5sxo2Diy6y2X57SUUoCIIgCMKGQhEIwDHHaMaN05x3XgbvvjsZ296DYPAiGhvfIxQK4ff73VqjXq+XaDSaUpvL4/GkpC8EUmxMkUgEwM0K5NirCgoKKC0tJTc3F6/XS2NjdxYtmkB5+e6EQv3o08fi8MM1p51mU1YmWYGEjQdZ4BIEocujFPTooXngAdhrL8Xll/flzz8fwrbHUld3OXV1C1FKpdTWcvD7/a5HjeNFE4/HCYfDxGIxN5dyciH2/Px8SktLKSgoQCmLpiYvS8q3YuHCw2kMDaJ3b8Xxx2tOP91mk000Ho9YaQRBEARB2PD4fHDkkZpRozTXXhvgpZeOJxIZSSRyDgsXfo5SuAYZIEX/BAIBANczGaCpqYlYLJZi2HE8ljMyMigqKqK0tJSAP0AsBtVVZSxafADLlk0iEPCz227GiLT33jZ+v5KFLUEQBEEQNjhKwaBBmuees3n2WcU112zOwoXPYtu3UlV1M1CFUsp1/km2MaWnp6c4UQNEIhGi0SjRaNS1MTnH+Hw+ioqKKCsrIy8vD7QiFPKzYMEEFi06nEikF4MGwQEHmFSEpaWysCVsfMgClyAIGwVKKdLT4aCDNGPHas47z8/rr5+ObY8DLgU+cAWE4y2z4u8rw7IscnJy6NWrlxuxVV/npWLp7ixduhONjZvRu7eHk07SHHusTVmZk19ZLDWCIAiCIHQclIIhQ+DRR00017/+NZKlS18FHkbr64BGN+WOs8AVjUbdmqOrIhAIUFJSQmlJKekZGcSiUL5kUyqW7Et1zTj8/hz2209z7rk2Y8eCz9e8PqogCIIgCMKGxNTAglNO0Wyzjebss3OYMuVytJ4ITAa+T9FJDm21MXk8Hrp160avXr3Ize2Gx+OltjZARcW+LFs2kXC4H4MGWZxxhuaQQzT5+aKXhI0XWeASBGGjQino0weeesrmgQcUt946ioULn0frG4jH70Xr+tXqz7Ist8ZWQUEBXo+PcDiXefN2YsmSSTQ19ad3b8VJJyELW4IgCIIgdBr8fjj9dM2IEZqrrurOe+9dgNZjiMfPBP5Kqb/VFgKBgJuKMDMzi3jcS0XFEBYuPIDa2pEEApnsuy+ce67NuHEmmswgmkkQBEEQhI6JUrD55vDKKza33mpx770Tqa7+H1pfQjz+Alo3rlZ/lmW5Nbby8/NRykMoVMiiRcZ5OhrtyaBBcMYZmkMPteneXWxMgiALXIIgbJRkZsJ559lMnKg499xcPvvsamx7Hzyes4jHvwf0So9XSpGdnU1ZWRmFBYWkpfkJNWUzd+EuLF68N+FwGb17K04+2URsOYU9RXQIgiAIgtBZUAq22Ubz0kuam26yuPnmHQmFPkbrG7CsB7HthlX2kZaW5qYizM7OIR73UFU5jPkLDqSmZkvS09PYf3/ciC2vV2psCYIgCILQeVAKuneHq66y2WEHxbnnFvPLL/eh9QFY1rnE43+tsg/HebqsrIz8/AK8Xh8NDfksWrQnS5ZMIhYrYLPNcCO2uncXG5MgOMgClyAIGy1KKUaO1LzySpwHH7S4/vpx1Ne/idd7MbHYC0CwxWPS09MpKyujpKSE9EAmDQ09mDV7Z8rLJxCJlDJypOKoozQHHpi8sCUIgiAIgtD5ME498M9/2my3neLSS4v49tsbsKzRWNaV2PZftOQY5BRD79GjB9265aHtbJYsGUd5+Q5UVw8nP9/HaadpDjtMFrYEQRAEQej8WJZixx01b7xhc8cdPu65Zw8ikcF4vX8nFnsHaGp2jFKKrKws18aU5sugrq4fc8p3prx8O7TOZ9tt4aijNPvum7ywJQiCgyxwCYKwUaOUoqAALrrI1OY644xC/vzzAeB44EzgJ8CEfPv9fkpLSyksLCIQyCES6c3vf+zJkiU7Yts5DB0Khx+uOe00m+xsER2CIAiCIHQdvF7FzjvDsGE2l1/u4amnDiMS2RG4EbgfMDW4PB4P+fn5lJSUkJubB7o7ixdvzfx5+xFs6E9BgcUhh2guvNBm882lELogCIIgCF0HpRS9e8P112vGjoXzzuvHokXPA+8DZwGz3XYZGRmUlZVRkF+ALy2HUOMAps/fl6VLt8HjyWDkSDjhBM2RR2oCAbExCUJryAKXIAgCxriy447w0Uc2jz5qcdNN21Bb+y6W9Ry5ufeTnd1AUeEmxONbUFm5OZWVI6mv3xSfL4NJk+DUUzXjx2tZ2BIEQRAEocuiFJSWwj33aA48UHPllcV8/fUNKLUv6em3kpPzPQUF+QQCI2hoGMxffw2nunoEkUghAwZYnHKKZp99bPr3l4UtQRAEQRC6Lj4fHHSQZvRozT33+Lj33j1oahqO1/soublPkZNjU5A/iEh0GOVLtqCyckuCwX5kZgY47DA44QQT4S4LW4KwamSBSxAEYTmO0ebiizVbb6256KICvv/+TBoa9gMWUllZSGNjH8BDQQHsuy+ceabNttsa8SKiQxAEQRCEjQG/H3bbDUaMsLn2Wg9PPjmB+vrReL1/sGAB1NcPIh7PIBBQDB4MRx+tOfxwm8JC0UuCIAiCIGwcKAX9+8MNNxgb0+WX92D69MtoaDgc215GeXkPQqEyLMuitBT2319z5pk2I0aY1M2CILSNLvnvYtvQ0Eq9Y8uCjIyu+cVKa3PtHk/rr8fjEDLZQ8jMNPdhxXuhl6fQb2gwvwcCkhNf2LiwLNhhB3jvPZsXXlBcd11Pli3rSVkZTJqkmTDBZswY6NFDRIcgCF0D0U6tv94W7ZRMLGb664r3SxCSUQpKSuC22zTHHae5/PIMPvtsS5QyTkDbb68ZN85m6NCu+xkiCMLGi2in1l9vq90puZ3PZ5wnuuI9EwSvFw44ALbf3uaRRxR33rkJ9fWbMHAg7LabsTGNGgVFRa3/bwmC0Dpd0jT7xBOKa65R2Hbz17p3hxdesNlkk/U/rnWJbcOrr8LPPyv++U/dLOWH1vDOO3DvvRa//GIE19ixmr//XTNqVGrbP/+Em25SfPqpIhKBgQPhxBNNGhJJJSJsLCgFubnm2d9vP00wCDk5SEFPQRC6JKKd1k47OdTUwMUXK049VTN8+Dq/BEHoEHi9MHIkvPSSzZIl5n+lrEycgARB6NqIdlpz7aQ1zJsHl16q+OILhdbGYeKii2z22Ue+bwtdE6WgsBAmT9Ycc4ymqcl8VuTkyDMvCGtLl/zaMWWK+dA480zd7LWsLE2PHhtgUOsIrY0x5dlnFf/8p2KTTeDSS5sLjT//hFNPtejfH845R9PYCK+8ojj1VMVbb9kUFJh2wSCcfbbFwoVw6KGakhJ44w3FOecoevc2BRLlg1fYmHBESGHhhh6JIAjCukO005prJzAeyL/+CldeafH66zBhAgwf3vxeCkJXRSlIT4e+fTf0SARBENYPop3WXDstWQLHHmuhtenH74dvvoFzz7VQymbvvcXuJHRdLMuUxhAEof3okgtcAH36aI44Qnf5SbGpCY44wmL6dJNSbd685m3icbjySsWQIfD88zbZ2UagHHOMZtIki7vuUlx5pblXTz+tmDED3n7bZuBAIyqOO05z6qmKSy+1eOMNm0Bg/V+nIAiCIAjrFtFOCVZHOwF89BEceaTFxImaoqIufgMFQRAEQQBEOyWzOtrp+ecV8+bBp5/alJWZ4w87zESIXX+9xa67it1JEARBaDtddoFrVYRCsHixqaHzzTeweLGif38TNq2UqZ8wbRr89ZfC79dssw1UV5vigF6vmahnzTLHL1kC335r9o0cadrE4/D99zB3riIjQzN+vEl3lix8bBv++gt++sms4G+1FfTsuXqeKn4/TJ5s07evWZyaN6/5wdXV8NVXihtu0GRnm31KGY+BAw/UvPuu4pJLNF4vvPuuYtddtbu4BaYG1/HHaw4+WLFokbk+QRAEQRA2LkQ7NddOfr95bcQIeOopm2HDYNy4Lm7lEgRBEAShTYh2alk79e2rOfnk1CgWjweGDYO33zb3RRAEQRDaSpdd4LJtRSyWCBX3eEgJn37zTbj6aosxYzSvvKLIyDDpZB591Cz03HWX4rrrFH4/RKOKrCxobIT//tdmzBiTyu+AAywmTdI895ypVQVGbNxwg2bmTLjnHkV6OjQ1Kfr0MXnpnbQdWsPrr8MZZ1goZURHejo89pjNdtvR5lpXlgUTJ5rfWxMoCxea8W66aWrovFIwbJjmkUcUtbWmCOpff8FOOzXvq29fs2/WLFngEgRBEISuiGinBG3VTkVFZn9BAeyyC9TWtm0MgiAIgiB0fkQ7JVgd7bT33rDXXqmRbw0N8Nxziu2316Snt21cgiAIggDQxums8/HRRzBhgsWECRbbb2/x+OOmcKVDfb1i2jSYNUvxv//ZTJtm8/DDGp8Pbr9d8eyziieeMPu/+cbmkEM01dXGAweMp0xVFTz5pGLyZM0PP9j88IMRIeeco/jsM8ULL5jj33nHZv58ePVVMwat4cUXFVdeaXHDDZoffzTHHnqo5phjLObObd97MXMmpKVB797NXxs0COrqoLzceNwsXGjEx4oUFkJ+Pvz+u3glC4IgCEJXRLRTgrZqJ0EQBEEQNl5EOyVYHe1kWWYx0MG24eGHFXPnwoUX6pTXBEEQBGFVdNkIrtJS2GMPoyyUgs03b75oY1lwzjk2W2+d8EJZuBBuuUVx3nma3Xc3+7t3h9NO0zzwQPPFnUsu0Zx2WsLz5OCDNZ9/rrj/fpsBA8zxOTkwdqwJHQfjkXPDDYru3aGkRDNtmtk/apTm4YcVH3+s6Ndv/RQmVwpX/KyqnSAIgiAIXRfRTm2jrdpJEARBEISujWintrEy7aS1GfN99ymuvtqUyxAEQRCE1aHLLnANGaK57LKVF/ssKYFx41IXb+bONaHRu+7atkKhBQWpx3frpvH5FN26JfZbFmRna3cyr6oyqf5sGw4/PDWILi3N5CNuT0pLTQ7jpUuNaEpmwQLIzIS8PMjKMlFac+cqIHUMNTVQXw+9eok1RxAEQRC6IqKdErRVOwmCIAiCsPEi2inBmmgnreGHH+DMMy1uvNFmr73EuVoQBEFYfbrsAldbCARM3alkLMsIgMbGdXdepUw49pVXag46KFVUeDwmHWB70rev6XfmTBMa7qA1/PqrorjYnNPng379TJFTrVOFxYIF5p5sumn7jk0QBEEQhM6DaKdU7SQIgiAIgrAyRDu1rJ2cxa3TT7e45BKbvfeWxS1BEARhzeiyNbjWlIEDobgY3ngjkTtZa5P7uL1S0RQWwuabw6efmkm+rMxsRUXw7ruKBQva5zwOBQUwdCi89JIiGk3sb2iA119XbL21JhAwYmTCBM277yoqKxPXa9smj3OPHtCnT/uOTRAEQRCEzs3GrJ0EQRAEQRBWl41dO8niliAIgtCebNQRXC3RvTvceqvNlVdaZGfDbrtpKivhrrssgsH2OUdaGlx/vc1551lcdJHikEM00Sg8+qhiwQLFLru0b6i41wuXX25z8MEWkyfD/vtrQiF4+mnF/Pnw8MOJsPgTT9S88ILixBMtjj/eprDQiK5HHlHce6/dzPNIEARBEISNm41dOwmCIAiCIKwOG7N2cmpuHXWUxRFHaPr0gZ9/TvTj85kFQK9YKwVBEIQ20iWnjAEDIBRaeZuyMs3gwarZpKkU7L032LbN5MkW//63wrJg9GgYPtzUqAIjFoYOhdLSVFFQVGT2+/2p/Q4cmPBIUQq22gruuMPmlFMsHnpIoZTp/5FHbEpK1uy6+/SBzTbTWCvE5SkF48fDRRdp7r1X8eijZiB9+8INN9hssknq+G+91ebiiy2OPtpCa5Mn+eSTtXjVCIIgCEIXRbRT82tqq3ZKxueDIUOaX6MgCIIgCF0L0U7Nr6kt2ikUgksvtZgzB266SXHTTalGpqwsePVVmzFj1mx8giAIwsaH0u0V/7wOGD16tP7uu69X+7imJuMVkp7eept43OQ7zspqedFGa1i2zBTI9HrNpBwKQU4OrtdJfb05Pnlit20IBiE7O7XfpibzMzmdjdZQVwcLF5q2ffo0z828OkSjEA6bMbWE1lBTA4sXm/P16mUKfa54/Vqb8c6bZ+5TYaERWCsKGEEQBEFwUMo7VWs9ekOPY2NHtNPq0V7aKbl9fb1p4/Gs+bgEQRCEro9op46BaKfVY221k9ZQXg7V1S0f7/VC//4SwSUIgiCkMnr0WL777rsWv4l3ySmjLTURPB4jBlpDKbOwk1wEMy0t9fWcnObHWVbL+1sak1KQm2u29sDnM1trKGWisfLyVt6PUkakJRcGFQRBEASh6yLaqWXaqp2S27d0LYIgCIIgdC1EO7XMqrSTUlBaajZBEARBaA8kJkcQBEEQBEEQBEEQBEEQBEEQBEHoVMgClyAIgiAIgiAIgiAIgiAIgiAIgtCpkAUuQRAEQRAEQRAEQRAEQRAEQRAEoVMhC1yCIAiCIAiCIAiCIAiCIAiCIAhCp0IWuARBEARBEARBEARBEARBEARBEIROhSxwCYIgCIIgCIIgCIIgCIIgCIIgCJ0KWeASBEEQBEEQBEEQBEEQBEEQBEEQOhVrtcCllDpPKfWrUuoXpdSzSqmAUqqfUuprpdRfSqnnlVJpy9v6l//91/LX+7bLFQiCIAiCIHQSRDsJgiAIgiC0HdFOgiAIgiCsjDVe4FJK9QDOBkZrrYcBHuBQ4AbgNq31AKAaOGH5IScA1cv337a8nSAIgiAIwkaBaCdBEARBEIS2I9pJEARBEIRVsbYpCr1AulLKC2QAi4EdgZeWv/4EsN/y3/dd/jfLX99JKaXW8vyCIAiCIAidCdFOgiAIgiAIbUe0kyAIgiAIrbLGC1xa64XAzcA8jMCoBaYCNVrr2PJmC4Aey3/vAcxffmxsefv8NT3/hkBrswmCIAiCIKwuop0EQRAEQRDajmgnQRAEQRBWhXdND1RK5WG8Y/oBNcCLwKS1HZBS6mTgZIDevXuvcT9aQygEU6dCQwN4PLDlltC9OyT770SjsGQJ9OiRur+l/t5/H+bNUxx7rMbjWeOhtUhTE1RXQ0nJysfR2tjmzoU//jB/FxbCFluAz9e+Y4xGoaICyspWfa/mzzf3dMX7pDXMng1//pm63+uFsWMhO7vlPoNB834WFKz+/QGwbVi8GH77zfw+YAD06WPOmzy25Pvo4PGYseXkJPbV1sI330A8ntp2yBDo1SsxxmgUvv7ajD8Zy4IxYyAvr23jd+7pb78172erraBbt9S24bC5jvJy6N8f+vVr+XmIxWDePJgxw9zbwYMhPb35PdYaFiww59ca8vNh+HBIS0tts2QJ/PRTc0HevTuMHm3G2xrRKHz1lfl/Taa01DzP4ncnCEJnR7TTGg+tRTYW7dRS20WLzNyfmdl6O9FOop1EOwmC0NkR7bTGQ2uRjUU7tWZ3AtN+2LCW+xbtJNpJtJMgdFK01mu0AQcBjyT9fTRwH7AM8C7ftzXwzvLf3wG2Xv67d3k7tbJzjBo1SmsdW6Otqiqm99rL1nl5ti4stHX37rbeYgtb//ZbTNt2ot1778X0qFG2rq1deX+NjTE9aZKtBw609YIFazamlW1PPx3XO+1k63B49Y6LxWL61VdjumdPWxcUJK71/PPjuqGh/cYXDsf01VfH9VZb2bq+vvV28XhMv/FGTG+yia1//LH566FQTG+zja2zs81Yna1HD1u//Xbz9rYd03V1MX3ssXF9yCFxHY+v/thtO6bvuiuuS0ttnZNj627dbJ2fb+5RNJp6jRMnNh9baamt//vf1D4vvzyuA4HUdoWFtr744tQxzpwZ04MHp7bJzra1x2PrG2+Mt/kaIpGY3nVXW2dlNR/byy+ntq2tjekDDjDnyc01/wMXXhjXkUjzZ+eaa+I6P9+0y8qy9aRJtl62rOX3tHfv1GfsrLPiOhhMvc+33BLXRUWpY/R6zfs7e/bKr/Htt2M6PT1xDmebNMlOOY9sssnWMTfgO72GmmJj2UQ7te+2sWinFbf582N6iy1sffvtLesI0U5mE+3U/v9zsskmW/tuop1EO624iXZqH+0Ui8X02WfHU+bGggKjJYYPt3V1dWp70U5mE+3U/v9zsskmW/ttZr5ueS5f4wguTIj4OKVUBhACdgK+Az4CDgSeA44BXl/e/r/L//5y+esfaq3XSeB1RQWcdppFt26aDz/UlJaa1fnHHlMcf7zFfffZjBhh2tbWGm+DWGylXRIIwH332VRWGk+S9qaqyozDtlfvuO++M9f6979rDj9c4/UaT4bTT7fIy4NLLtFr5YGgNXz/Pdx0k2LKFIXP19x7xGHRIrjjDsXLLysWLGjuEQFQWWk8Nx58ULPDDom337KMt0Uytg3vvgu33GLxww/Gm2J1Hxmt4Ycf4N//Vhx/vOawwzR+P7z5puK66xTbbqvZbz/jpVFdDbNmwd13a3bbLXEepVLHFovBjz8qjj5ac9VVqePJzU31FunXDz77zCYaNX+HwzB5smLWLMVxx7X9WmprjbfLbbdp9t679bFVVsIZZyhsGx5/3GbYMPj8c8Xjjytuuw3OP994gcVicMMNijfeUFx3nWb77TV//gnPPqs4/XTFww9rN5rup5/gpJMsTj9dc8wxGp8Pfv3VPHe5uXDVVeYZUwrOPFNzxBGJ8f3+Oxx2mMX552tW5Rj300+KwYPh1Vdt/P7E/vR0yMho860SBEHoyIh2akc2Fu2UTCgEl16qmDbNzPkrItopgWinNt8qQRCEjoxop3ZkY9FOHg9cf73mkksSb/2UKXDKKRaXX26Tm5toK9opgWinNt8qQRA6GGu8wKW1/lop9RLwPRADfgAeBN4AnlNKXbN83yPLD3kEeEop9RdQBRy6NgNvfVzwyCOKn3+Gzz7TFBUlXrv8cs3PPyuuusriuefslDBX51iHFSdnpUxocZ8+LYfRrti2pXG11ib5Na3N1lZx8PrrioED4ayzNIGA2bfLLnD88Zpnn1X8/e+a9PTU86yO8IjH4Z57FPX1inPO0dx7b8sHaw1vvaV47z3FRRdpJk9uuV11NdTXw9Chqe9NS2NqaIAbb7To318zcCD88ceaKaa77lKMHGnef2cCO+MMzZw5cPPNFnvuaZ6Fmhqoq4Nhw1Y+tnjchJTvsAMp7VpqmywEbBuefFLx6aeK//7XJn81MoHX1pp7t6qxvfWW4p13FF98YTN4sNk3cKCmTx/NiSdaHHOMprjYCKpbblHceqsRD0rBoEEwdqxm3DiLr7/W7LyzOf7//k/Rqxecd552J/yiIjj1VM399ysuvFCTlWX2p6VBcbH5vaYGrrvOYuJEzWmn6ZWGiYMZU69eZlvxHgqCIHQFRDu1fFxLx66qzcaknZLbP/OM4qOPVDP94SDaKYFoJ0EQhM6PaKeWj2vp2FW12di0U3o67pgWLIBrrrE46STNvvumjk20UwLRToIgdFbWJoILrfUVwBUr7J4FbNVC2yZMePk6pa4OnnpKsddemsLC1Nd8Pjj8cM1JJyn++MN4ZoDJwfrKK4r33oNoVLH11poTTtDNIop++MF4i+y5Z+LDLxSC559X/N//KbSGXXbRHHlk4oMXzMT00UfwxBOKhgbF0KGaU0/V9OhhXrvzTuPpMH8+HHqoxe67a04+edUfzABHH63ZZx+d4nkA0NiYmvvWtuG114xnx4gRbf/w9njgjjs0aWmaV15p/SCl4KijNAcdpJd7FLfcNhg0Xhy3366orjZt+vfXHHKIZvTo1HFlZcErr9hkZcFll63ZbBMKwbffKk47TacIS48H9txT88wziooK6NnTCJtoFO6+W1FTY87Xt6/m4IM1Y8cmxhaJGI+Y999XfPklxGKK3FzNvvtq9tiDZgIWjBD78Ue48ELj0TNs2OpdR2OjuW/336+48UYzkN69zdjGjUt473z1lcnH3L9/4lilTI7jeNzkMi4uNj+VggkTUj2tunc3guOzzxQ77WReO+wwE23niEOHhgbzjLX0LEWjxlPnp5/gzTebP58rYtumv5kz4bjjFHV1Cp9Ps9NOcNBBus05owVBEDo6op1EOzm0VTtBwrP52msV11yjefDBltuKdkog2mn17pcgCEJHRbSTaCeH1dFOyWOcPFkRDpvFkhXrdYl2SiDaafXulyAIHYc2TGWdi4ULzbbXXs1DpJWC8eONN8BPPyVeXLoULrrI/N2tmzEaXHSRor4+9fjnn1fccYflhnNHIsZL47LLFIGAJitLc+215u/GRtMmHof33oPjj7eoq1Pk52tef11x6qkWVVWmTW6umVQ9Higo0ClFJVfFZpvBuHGpH/YzZxoP3+OPT3jXzJsH551ncdllFuFw2/tXCrKzWeVEAWaCXdXYf/vNCIsPPlCkp2tycjT/+5/isMMspk5NDZVXyhSx9K7FMmx5OSxbBptv3vx52GQTc44ZM8zfv/+eGJvfr8nN1bz1lhnb118nxlZRYQqHfv01NDQoCgo006crTjjB4vHHlRsWviL/+Y8iGIT77lOceKKirq7t1zF9uikI++GHirQ0TbdumvfeM2P74ovE2EpLjXdSbW3q8QsWmOd8zhxzE/LzjViaMye1XTBo9iUXYx0wAMaPT33G5s41wvnYY3WLYdxLlsDLL5vrPfBAixdeUK2mGAAjTH79VTF7NsyYYe5pfb3i0ksVl1yimhVLFQRBENoP0U4dWzuBmZ8vvNBip500Bx7Yehog0U4JRDu1+VYJgiAIq4lop46vnRymTzdaYP582HNPi08+EbtTa4h2avOtEgShg7FWEVwdESfMuqCg5dezs01e1eTw7Lw8ePNNm1GjjEfCkiWaww+3OPtseOgh7U50Wic+0LWG225TPPaY4v33bTbd1Jz3m280++xjsd12mgMOgI8/NiLjwQdtdtvNTJo1NZqbblI88ojiH//QHH+8pqEBHnhAcc89CXGwJoTDxutk003h2GMTk2vv3vDggza9e7dNNKwrdt1V88wzsOOOxlNJKait1Tz3nOKAAyzeeMNebS+TlVFfbybolp6HnBzzfjiCb8cdNU89BTvtpMnPN2Orq9O8/LLioIMs/vc/k0O7Rw+45x7NtttqevUyAjEc1vz4o/GEUgpOOik1N4BScOWVmpNO0ixcCOeea56vRx7RbRJS220HTz6p2WknTUGB6a++3ojWQw+1ePVVmzFjYO+9NQ88oHjtNcXBB5t8xsuWGZETCiX6Gz4cttzS7B882ISfNzSYHNEzZ8LIka2PJRKBK65Q9OwJJ5/cspGtRw/46CObujp47TXF2Wcbke2En6+Izwf/+pdNjx7GE8jvh3hcM28eHHecxbnnwgMPNPe2EgRBENYe0U4dWzvF43DNNYrKSnjmGd2ix257ItpJtJMgCIKwckQ7dWztlMzw4fDVVzbBIDz8sOLooy3efFPsTi0h2km0kyB0VrpcBJdDazUhnVzDyaSnG28Bj8d8gBcXw/77a958U7F4ccv9OCHioRDcfLPilFMUJ5+sePBBEzL+yy/m54svKoqLYeLERFhtXp6ZdE4/fe0Kca5ILGbCnJcuVdx5p50Srm5ZsNtuJmR4Q+aW7dkTDj7YTJaWlfCW2W8/TTwOb7zRvoNTymwtFVFdMe90aSkceqhJMeCMLTfXTN4eD/zvf6ZhIABHHqnp188IFaXMvjFjYNQoUzCzJW+arCwThr3DDnDKKZq331YsWtS26yguNiHbRUWJseXkmHD39HQzmQMMGwYvvWRz/fWKceMsDj7YYswYi48+Uq54AiO4X3jBZu5cxejRFgceaLHNNhaTJ5vc2q2lKYjH4cEHFXPnKu6+227Vc0opIzYGD4azzzZpEV58UbX6f2lZsPfeRvwEAuZ4r9ekNthvP80bbyjKy9t2rwRBEIQ1Q7RTx9NOWsOHH8LjjyvOOENTX288pkMhUyPhr7+Mh+9q1kJfKaKdRDsJgiAIbUO0U8fTTitiWdC3r5nvL7pIY9tid2oN0U6inQShs9LlFrgyM82E/s03LX+o/fWX8Szo3r11S4BSsM02mnCYZuHiDpGI6ae4GKqrFVVVZqupMTlk//Y30/+iRYoxYzSZmanHp6XRbN/aEIuZnMrvvad48knj2dOZKCw0HhStCbs1pWdPI+x++aW5gJk923geOUUxWyM/HzbfnFWKAsuC7bbTVFSY96M1lIKtt17589VW8vJMTm9nbJZlBM9zz9nstZd5Bk8+WXP11UZpDRum3TEUF8PDD9ucfbYRUjvtpHnsMRuvF0aPbn6ueNzkYn7tNcUTT9gMGdK2MWZkwJgxmkWLVl9EKgXbbqsJhZBwcUEQhHWEaKeOq52iUbj9douaGrjgAsWYMRbjxln8+KPxQh4zxuLIIy03RVF7INpJtJMgCIKwckQ7dVzttDLE7rRmiHYSBKGj0+VSFPboAdtsA6++avK0Jhe81Np4QxQVwdixrfdhCnkrfD5azPMKRsx06wbjxmluvz3VIyYSSeTvLSjQTJumaGpKLZYYixnvjhXTzKyJB24sBnfcYUTGI4/YlJV1HG+ZZGzb5IUeNMh40CRTVWVyEm+3XfueMzvbFL788Uc45JDEfdHa5N7t3h1KSszYPvjAtO3fP/X+1dbCH3+YIqlgCmUuW2bGmtxOa/j2WzP5ezzmmj75xBSHTX6ftYYfflB4va0/X8lobYrF9uwJAwemnrOuDn7/3ZzDadvUZMTGmDEaMA/Uq68aYdurV+LYSMT8v0yenGg3b57JmTxsWOoz7RQafe01xaOP2vTq1fzav/zSeAttvnnqa01NJvf44MGtP9zLlsFnn5nrWPF/9vvvFWlpNCs2KgiCILQPop06rnby+YxRYMGCxL54HE491WL0aM0pp5j0Nm3RE21FtJNoJ0EQBGHliHbquNpJ7E6JdqKdUhHtJAhdly4XweXzwbnn2vz4o/lwdgoMam1Sujz7rOK003RKbtxw2BSFdEKH6+rglVcU229vPohbIiMD9tlH8/77qeG+lZVw1lmKKVPM33/7m2bWLDMB2bbpv7ERbr9dcffdCW+fvDzjRTJ//updb1tFhtamOOW8ee2bxmZ1iMeNF/Jll5lCqs79DoXg/fdNgdQ992zfwXm9ps+XXlJMn554DyoqTO7pnXYyxVVtG+65x+Kii6yUsZkCm0ZsOJ4p77yjOPFEi9mzE/3FYqYg5+efK/72NyNwZ86Ek0+2eP9987qTS7uy0jxfEyYY8dCW+3b//YrJky1qaxNjC4eNkFm61DyLYMZ5wAHmnM77XF0N991n8nN372722TZcfLHi5puV6/UTiZgw8O7djVhwWJXIAHOup59WnHWWxbJliTFGIua5mzUL17tMa1OQ98svE2P880846SSLjz5KvVfLlpl7tcMOmrKyNXoEBEEQhFUg2qnjaielTCobY0Aw2+jRxpBSVmb+XtFAsraIdhLtJAiCIKwc0U4dVzuJ3Um0k9NWtJMgbDx0uQgugAkT4IEHbE491WLCBE3fvuYD+L//VZx8suaMM1K9BCorYdIki7/9TZOVBW+/rdhkE83dd6d64iSjFFx8sSYWg512sthnn0S+3O2314wda9rsthvcfrvmmGMsdtlFU1oKn3yiUAqefjqRoHfCBE0goDjjDNPu+ON1qwVLHRyRcdVVikMO0Tz0UOqnf2YmnHCCmVzmzYPDDrPYfHN4/nl7jQqKttV40lo7rxcuu8zmuOMstttOsfPO5v5+/LHJc/vMMzbDh6/+uFY1lhNPNHmtJ02y2HlnTUYGvPeeeQ8uvTRRQPKSS2yOOcZi/HjTLj3djG3BAnjiCdsNnz78cCMwd9jBYqedNL17G8+Yb7+Fs87SnHqqeb6GDzdh2sccY7HNNjBypGb+fPjoI8WoUXDvvXarz9eK9+3CCzXHHKMYP948HxkZMGWKYu5cePRRm222MW0zMyErS3PUURaTJpn3/r33jIi7//7E86yUMYhdfLHis88Uw4drPvtMMW0aPPaYTVGRaeeInEsvVRx4oObRR1Pf3PR0OP54kz/6nHM0Rx2VGGNeHnzxheKPP+C22zSTJpnzRiJw3nmKr75SfPihzYABJof0ccdpjjjCYtttYcQIzdy55v6PG6e56662FUUVBEEQ1gzRToaOpp02BKKdRDsJgiAIq0a0k6GjaSexO4l2Eu0kCBsfSm8ot4o2MHr0aP3dd1+v0bG2Df/3f3D//RZ1debD+qCDzASeHHI6Zw48+aQiL8+s2EejJvz7/PONKEhm8mTF1KmKd9+13cmpvh7uu0/xf/9nvGJ23llz9tnmQ9YhFoOXX1Y88oj5wB8yRHPBBZoBAxKTsm2bUNm77jLjvfNOm0GDVn6NTU1w/vmKn35qeWbPyoK77zYf5LEYPPqoYtAgzYQJa2ZImTnT3KNzz21dgAE0NMCttypOPdVMQMloDd98Y8by669mEP36aY46SrPLLq2P69NPYfZsxVFHrVmB1Nmz4bHHFJ98oojHYfRozbHHaoYPTw0f//57U9Pi55/Nzt69NUceaSbJ5AKYixcbT5yPPzaeKDk5sO++mqOPTn2+QiF46inF668ramvNc7j99ial0Op4hmgNP/1kxvbjj2ZsPXtqjjhCs+eeqWNbsMBc64cfmud5+HDNMcdoxoxJvb/BIDz3nPGQqamBHj00Bx+s2WefRLh2OAwXXaT49tuWb3pGBtxxh83gwWaMf/5pvHGcXOTFxXDIISY3uCMUnLDyH39UnHRS4llqbDT/i6+/bjytvF7YcUfNySdrSkrafq8EQdgwKOWdqrVuIZO6sD4R7bTya+yM2mlFtDbz/ODBmq23br2daCfRToIgdGxEO3UMRDut/Bo7o3YSu5NoJ9FOgtD1GD16LN99912LHxRddoELEuGmziV6PC2HuDo4YeWWlfrB7bQ7/XTFjBmKd95JCA3nNefYls6x4lha6j95DFq33s+K2LbZWkIpc57kidTZvyaszvGraps87pXdjzU598r6WNX7tDpjS+5vxXu9YrtVPYdtZU3Gtqp2q3ouV/aMQfPrWfG+JP+vJLdxXm9tPC31LQhCx0WMNB0D0U6rvsbOqp1Wt61opzUfm2gnQRDWB6KdOgainVZ9jZ1VO4ndac2uQbSTIAgdkZUtcHXp4MvWPuRWbOPQUiiqk8918WL44APFnnvqZh/GSrV87OqOBdrWJpm2TNLJY1gbVuf4VbVdnXGv7rlX1kdbwo3bOra29tfW974tbIixrcl71Zb/hzUdjyAIgrDuEO3UfAxrQ3tqp9VtK9rJINpJEARBWJeIdmo+hrVB7E5r1p9op5bbrOl4BEHoXKzGx8fGSUMDHHqoxbbbWtg2axyqLAiCIAiCsDEg2kkQBEEQBKHtiHYSBEEQhDWnS0dwtQfp6XDWWTZLligmTpScrIIgCIIgCCtDtJMgCIIgCELbEe0kCIIgCGuOLHCtAo8HdtwRQKO1CR0XTxpBEARBEISWEe0kCIIgCILQdkQ7CYIgCMKa02UXuLSGYBA+/9yEe3u9MHYsFBenCoVIBBYsgH79Vl2o+//+D+bMUZx2mm5TntnVobERli2DXr3Wrhjn7NnQsyekpbXPuLSGcBh++830nZYGW24JpaWp+XFtG774ApYsST2+WzeYMAF8vkR/06fDr7+mtvN6YeJEyM1teRy1teZ9LC1ds/sTj8O8efDTT2asm20GAwcmxtUSWsPcuZCX13xcVVUwZUqiqKXD8OGwySaJMUYi8PHHUF+f2s6yYPx4KCxs2/i1hpkzzfiT8Xhgu+0gPz+1bWMjTJsGixaZ6xw0CPz+5v1GozBjBvzxhxnLiBGQldW8eOcPP5j3f0U22wyGDEktKFtTA99/D3V1sMUW0Ldv2/Ibh8PmXgWDqft79ICttlq9fMyCIAjC6iPaqX3G1d7aqaX+58wxc39OTuvjEO0k2km0kyAIwrpFtFP7jGt92Z0AeveG0aNbvn7RTqKdRDsJQidFa91ht1GjRmmtY2u0LV0a0zvvbOv8fFv36GHroiJbDxpk6x9/jGnbTrR7++2Y3mILW9fWrry/xsaY3nNPW2+2ma0XLlyzMa1se+KJuJ4wwdZNTWt2fDwe0x99FNN9+9r6nXfab1z19TF9wAG2zs62dXGxrXNzbV1WZutnnomn3Mc//ojpvDxzn3v0SGyjR9t6wYJEu1AoprfaytbduqW269vX1u++2/z8th3TVVUxfcghcX3AAbaOx9fs3tx0U1wXFNg6L8/WBQXmOk4/Pa7D4daPmz8/pocNs/W118abvXbJJXGdnp56DT162Pryy+MpY5w1K6aHD09tk5tra8uy9U03Ne+3tS0Siekdd7R1Tk5qX7172/rVV1PbVlXF9B572Doryzz/OTm2Puec5tcajcb0ZZfFdbdupl1mpq0nTrT1kiWp7ZqaYvqww+Ip5y0qsrVStt5tt8Qza9sx/ddfMT1ypDl3Xp7p95574m163954I6YDAVuXlqZe49572zoYbP//Odlkk619N+A73QG0w8a+iXZq+9ZZtNOK2+zZMb3ZZra+5ZaWdYRoJ7OJdmr//znZZJOtfTfRTh1jE+3U9q2zaKdYLKb//vfUebikxGiJ4cNtXV2den7RTmYT7dT+/3OyySZb+21mvm55Lu+SEVyLF8OJJ1r07au5805NcbHxLHjqKcUJJ1jce6/NVluZtsEgVFZCLLbyPgMBeOABm+pq483R3tTWmnFovfrHVlTA7bcrXn5ZsWhRc0+ENcW24YEHFFOnwiOP2IwfbzxIHn5YcfnlirFjNZtsYtr++SdkZsJ779kUFSX68PmMZ4bDsmWwcKHpb+LExH7Lau6FHI/D//4Ht9xiMX06DBu2+vdHa/j2W7jlFsW552oOOUSTlgbvvmuuYcIEOPjg5gVcQyG45BLFL78Yz5BkYjH48UfFccdprr46dUBZWakeH337wpQptvt8NTXBOedYLFoEJ5zQ9oupqYFZs+CuuzR77ZU4TqnU+1ZRASefbJGbq3nxRc3gwfDVV4qHHlJcfz1ceqnG4zEeNFddpfj4Y8Vdd2nGj9fMnAnPPKM4+WSLJ5+03X7T0uCRRzShkHbv6TPPKK67TnH11bbrtfX77+b/bsIEzV13mf+7jz5SPPigont3OOSQlRfK/eknxeabw3//a6d4gvn9kJHR5lslCIIgrAGindpnTOtCOyXT2AgXXaT444/m+gREOyUj2qnNt0oQBEFYA0Q7tc+Y1oV28njguus0l16auND331ecfrqZh5MjpUQ7JRDt1OZbJQhCB6PLLXBpDQ89pJg1C554QlNQYPZ37w7/+Ifm++8VV11l8fLLdrPQWds2P5VqHo6sFJSVmW3F17ROTIAtHbuqNsmv2fbq51v+7jt47z3FJZdoLrmk9QOTz98WamvhnnsUkydrDjzQHFdaClddpfn8c8UTTyj+9S8zeSxYoMjONqHu6ektXyeYCTMYNOHL3bq13g6MOLzvPouRIzXDh8Nvv61ZDP099yjGjYMLLtDuBHb88ZoZM+C22xT77adTngVnIp0yRdGjR/P+4nGTXmDnnRPX0Np1JAsB24YHH1R89RW8+aadcuyqqKsz927TTfVK79ubbyqmTIGvvtJsuqnZ17u3pqREc8wxFiedpCkthb/+grvvVtx5p+aII8x72LcvDB+uGTtW8eWXsNtuifOkp5tNa/jxR7j5ZsXVV2tGjTKva20EaFUV/Otf2hWMm2yiiUTgzjvNfQ4EWr/GuXPN/1eyUG3t2RAEQRDaD9FOHVs7JY/l8ccVX3+tWjV6iXZKINpJEARBWFeIdur42snvT6TLmzMH/vUvxemna/bYI7W9aKcEop0EQeisdLnsojU1ZpLYay+dkh8WTD7kww6zmTLF5PZ1iETg6acV++xjsfvuFv/6l2Lp0uZ9f/MNvPxyqjdHQwPcd59izz0t9tjD4tZbFXV1qcfF4yaP8gEHmP7PP18xZ47pJxaDf/9bcd99irlzYd99LW6/Xbmipy3stht89JHN3nu37pkRj8N//qP45pu2e6PMmmXExg47pHpAZGXB9ttrvvxSucKottZEZ518smL33c29uPJKI/iSz1dXZ7w4/v1v02733S1OP13x6afNx5WVBS+/bHPbbbpVT+ZVEQrB1KmKXXfVKXmPLQsmTdLMmmW8Txy0Nnl8r7nGTKSDBjXvMxw2HjFvvqnYe29zDYceqvjPfxRNTS2PQ2vz/Fx2meKIIzQDB67edQSD5r7ddlvivp18suKDD0h5Vr791uQm7tMnsU8pkwtZ68Rz/8cfTj7m1Pe2WzfT9rPPVIvPSWUlnHWWRe/esPfeiWNt29zn7bfXZGennnv0aM3cucbDrTVs2+SLnj4dDjnEXN8++1jcdpti2bLVu1eCIAjC6iHaqWU6inYC8/fXX8MNNyj+/W9N//4tn1+0UwLRToIgCMK6QrRTy3Qk7eQQDML551vEYnD00bpZjSXRTglEOwmC0FnpcgtcixZBeTnstVfzsFSlYJttzAT2yy+JF5cuheuuUxQVaQYN0rz4ouL881WzEOFXXlHcf7/lfrA3NZkQ5BtvVPTpo+nfX3P33YrJk5Ubru2EO59xhkUgoBk8WPPZZ4pTTrFYutR82PfrZzxU/H4YPFjTt+/qxUN7PK2nsnGYPx8uvVRx9dUW4XDb+p02TVFY2Dw0XikYNcoUn3Tu0bRpRnTNnKnYbDNNcbHmyScVJ51ksXBhQmz88YciGjWTUp8+moEDNV98oTjmGIsvvkidNJUy19WWQpGtsWiREUBbbNH8edhkE9P3n38m9gWDcOGFFrvsojnwwJbfh6VLTVHTX381IcxDhmgqKxXnnqt44AFFJNLyWF57zVz7/fcrjjzSoqqq7dcxY4YRxFOnKnr21Gy6qfEKO/ZYiw8/TBQd7dXLeCdVV6ceP2eOEVTz5pmbUFxsBNOMGant6uuNl83MmS2PY+pUIwamTYNdd7X4/vuE51ePHppffml+/b/+asTCygRDNAq//65YvNiMfcgQ43Vz882KCy5Q1Na2+VYJgiAIq4lop5bpKNoJjEHnwgst9t5bs+++radeEe2UQLRTm2+VIAiCsJqIdmqZjqSdHP76yyz6LF4MkyZZvPee2J1aQ7RTm2+VIAgdjC6XohDMh15eXsuvZWYmQl4d8vPh7bdtttjCHFtVpTn0UIvTT4cnn9R4l9+l5JBureGmmxTPPqv48EObfv3M/h9/1Oy+u8UOO5jcr++9B6eeavHUUzY77miERTCouf12xZNPKs4/X3PYYZply6CiQnHjjSsPp11T+vSBJ56w6dGDZiHyrVFZaSbSlsaTn6+pr09MKuefrznrLM2IEaa91uY+XnKJ4pBDLN5+2yY7G/bYQ/PKK5rx43HDiRsajLg7+GCLN9+0GT68XS55ed9mQm3peXBEjCOW4nHjQVNZCU8/rVPy8SbTqxc8+qjNuHFmwrYsiEY1v/4K++9v4fXC6aenChul4IorNKedplm0yAjPM89UPPVU4vlaGTvsAC++aDNhgrlvSkFjo+aNN4xoefVVm623Nt4tDz6oePFFxaGHavLyjPB+6qlUL58ttoCttzZeZ4MGacrKjMh4/XXF7NkwenTL49h5Z/jhB5tgEG68UXHYYRYffmjTsyccfrjmtNMU774LEyea52DuXHj22Za9cpJJS4MbbjDP54ABJoe2bWvKy+GooyzOOgsefbRt90oQBEFYfUQ7NaejaKdYDK68UtHYaLREsmfwukC0k2gnQRAEYdWIdmpOR9FOyWyxBXz9tU1jIzzyiFmseestsTu1hGgn0U6C0Fnpsv+2rYVaa938tUAAevdOFGns3h3+9jfNFVcoFi3S9O7dvJ/GRnj5ZUV9vSkK6UwqTvj3H3+Y319+WdGzJ2y7bcIjJDsbLrpIE4utvzyvSsH226/eMR5PIjfzisTj5n45uWpHjWp+voICU0hz//0V06aZe1BSAnvtldo2K8ssfF1xheKNNxTDh6+eJ9HKcMboeJok4whHyzI/P/gAHntMceWVRvgtXWqEyrJl8MsvJoy6Rw8zKf7tb6l9paWZyXvsWLNYd9JJzYVKeroRfL17wymnaC67TLFwoU4J626N/HzYd9/UfZmZsOuumtxcxeuvK7beWjNkCLz6qs0BB5i0BYMGmdzFPXua98N5xjMz4dlnbY45xmLMGMXIkcZ7JhKBwYNb917yeExfYHJLv/qqyRl9+OEml/V999kcf7xFYaF5r3/8ETbf3PyPrexZVwp22aX5ucrKYP/9Nddeqygv1+65BUEQhPZHtFMqHUE7bbMNvPOOSfdzzTWaJUuMl3BDg9Epv/xijCkt1epYU0Q7iXYSBEEQ2oZop1Q6gnbadtvUNpZl5kaAc8/VPPOM2J1aQ7STaCdB6Kx0uRSFWVnmQ//LL1tevZ8+3XiIFBS0PpkpBVttZYoUOiHfKxKNQlWVKZCYlmZW/n0+8/v++2sOOcT0v2SJYssttVsA08Hno9m+jsbIkcbrY8mS5q9Nnaro3791jyWHYcOMN86KocsrUlAAm22Wmpe4PejZ04zx55+bz3KzZhkvmyFDjDh88EHLFY7jx1tst53F1KnGqDR+vMVRR1mtPg9gJvGttzbCpCVh4+A8X9Fo689XW8nNNffYeY+UMoLn5Zdtjj5aU1SkufBCzdVX22gNm2+u3XYFBfDQQzZXXGGKgR5yiOaZZ4wKHzNm1efu08cILydvuGXB7rvDSy/ZTJqk6d1bc/PNmiOPNAVK2yKoVkQpI96amozoEwRBENof0U7tR3trp2gUHnjA6JPJk40e2X57i2nTjHFk/HiLY4+1aGxsv2sQ7STaSRAEQVg5op3aD7E7iXZaGaKdBEFoC10ugqtHD5gwAV59VXHCCaneDFrDf/+rKCuDsWNb78MUZlSkpRmPg5bw+YzHzRZbaO6+O7VQZSiEmz6muFjzww+KUEiTkZFoE42ayWjFMOy2FuJcH/Trl8gVnDxJxOPwww+KYcNMmpzGRnjpJcW++2o37aDDr7+a1/PyjFfOf/8LQ4fSrNhlZaURgRMntu81ZGWZc33/PRx2GCkeT9OmKQoKTLi3zwcPPGCnFKS0bTj5ZIshQzR//7u5tqws4x1SUWE8P5K9Q2wbvvzSTOAej5mA33lHcdBBOiU833m+fL7Wn69kbBveesuI2iFDUs9ZW2u8fPbfP9F3MGi8VxyPJK3hpZeMB1eyJ0ooBIWFcMYZmjPOMPtmzzbjHjbMhLpHo/Dii4oddtDNcmLPnWu8yAsLE+dubITttoMJExLn/uc/Ff360ezZSGbJEvjgA8WBBzb/n/3mG0Ug0LZ7JQiCIKw+op3aj/bWTj4fPPKInWL0icfhuOMsttpKc+aZ5st88n1aW0Q7iXYSBEEQVo5op/ZD7E6inUQ7CYKwtnS5CC6vF8491+a330xKl1jM7Ldt+P13eP55xZlnarp3TxzT1GSKYTph0VVVprDnzjtrevRo+TwZGSac/KOPFHPmJMKOFy+GU05RTJliJoQDDtDMmwdffGEmaK1Nztnrr1fcfXfC2yc/33xoz5mzbu6L1jBligkHbquYKSkxniF33GEKUzph8J98Ap9/bgqqWpbJJXz55YpHHlGEQolw/MpKc7+32MJ4d8Tj8PDDFpdcYlFdnbhnwSC8+aYphLnnnu2rtLxe2GcfzcsvK37+2YzBtmHhQlN0c7fdtJujOT/feKU429ChZnIrKDB/9+pl3tMpUxSnnWYxfXriPY1E4Oef4euvjbDw+WDePDjvPMWbb5rXtTbty8vN87XTTm0LfdYann5accEFFpWViee0sRHee8+IjX33Nfetpgb228/ijTcS11pRAXffbbHDDonnPh43nuDXXKMIhxP93XOPorjYCBVIFLS94QZTwNZ5z2przTUUFCRExZ9/wm67Ga9y2078zz37rGKffRI1Q7Q2z/mHHybSNsyZA2efrXjnHSNunHu1aJH50rDLLpqSknZ5JARBEIQVEO3UMh1BOyllvtC3pE+KiszfPXu2b+oh0U6inQRBEISVI9qpZTqCdhK7k2gn53pEOwnCxkOXi+ACMzk+9pjNySdbjB4NffpoamuNV8M//qE5+eREIUZT3BMmTbLYc09NVha8/75i5EjNnXe2XlxQKZML1rZhp50sJk3SeDzmHHvvrdlmG9Nu551NftgTTrAYP15TXAyff67IzYWnn04kZZ4wQZOVpTj5ZDMhnHGGabu6OLmJV2TuXDj6aIvNNzdFI9tSUDQtDa691mbSJGt5ShzN4sWKzz834fB77GHalZbCVVdpLrjAFJkcN05TUwOffKLo2xeef94mK8u0veIKk393660tJk40XhNTpijq6uCFF2x3gmvrdbXlfhx7rObNNxWTJplryMiAjz5SZGWZnNSt5f1t7byHH6755BPFDjtYTJhgxMK0aYqffoJLLtGceKJ2Q7bPOUdzwgkWW25pPFsWLoTPPlNMnKi56662Fa/0eEy/Rx+t3PuWkWGeoyVL4KmnbLbayrTNzobSUs1xx5mCs3l5mo8/Nrm6kwvXWpYRE3//u+LTTxWbb6758kvFjBnwzDM2BQWmXVaWeQZOPtni448V221nQtw/+cR4Ar36qu2K8dJSIw723ttip51MqoVPPlFsthkp/3PRKPzjHxZffQUff2wzYACMHGk8eo491mLUKOOhNm+eucZddtHcfrsU+hQEQViXiHZqvr+jaKeVjXtNrmtViHYS7SQIgiCsGtFOzfd3FO0kdifRTqKdBGHjQumOFJu8AqNHj9bffff1Gh1r26Z44wMPWNTVmVDgAw/UHHaYTplkFyww3h55eaYwZzQKW29tJvqiotQ+J09WTJ2qePdd252cGhrg8ccV//d/CtuGXXbRnHRSash0PA5vvAGPPmpqJAwdqjnnHFPkMTl0+dtv4d57FbW1iptuMh/Aq0M0arxD9t+/uYdGPG48GgYM0Iwd2/ZJ2xnXf/6j+O03E7K7226aQw/V5Oen9v/22/DCC4rFi5Wbw/aYYzT9+6de508/wZNPKn75xezs319zxBGa8eNbH9fXX8PcucZLZU0Ex4IF8Mwzik8+UcTjMHq0ydG72Watn9MJse7VC8aNS32tosJcw4cfKmIxEwa9776aAw9Mfb6amsxz9dpritpa49mzww7mvqz4fK0MrY1XyhNPKH74wQy4d2/zPuy4IympCsrLzXv9/vvmeR4xwtxfxxPcobERXn9d8dprUF2t6NlTc9BBml12IWVS1xo++8w8AzNnmg6GDdMcfbRm+PDU99YIFcVXXyksC7bbztxnxwvJaff99yY/9ZFHJgREU5MJS3/9deX+z+64ozmPE44uCELHRSnvVK316A09jo0d0U6rd82dQTu11P9zzykGDtSMXsl/nGgn0U6CIHRsRDt1DEQ7rd41dwbtJHYn0U6inQSh6zF69Fi+++67Fj9Nu+wCFyTCWh1a8opIft35vaV2tg2nnWY+aN95x07xvkg+T2seH21p45xnVW1WRvI5Vue1tvS7OuNfVbu29pfc3mm7pqzuOVd13rY8X6vTri209Rrau11799nafW3PeyUIwvpFjDQdA9FOK7++lugs2ml1xyXaqXlfop0EQehIiHbqGIh2Wvn1tURn0U5id2r7uFvrS7STIAgdhZUtcHXp4Mu2fEglv97aB2IoZHIlv/++4m9/Sy3suTrnacsH5op9ry4rO8fafGC39/hXdwJpj8lmTSatVd3PtvTXnpNle59zdcbWnn229roIC0EQhA2LaKe2v9aWftfV+Ns6H68top3WvF179ynaSRAEoWMi2qntr7WlX7E7rVl/op1abrO24xEEoXOwltNa16ehAQ46yGK77Sz8fjjqqDULVRYEQRAEQdgYEO0kCIIgCILQdkQ7CYIgCMKa06UjuNqDjAy49FKbZctgm21Iyf8rCIIgCIIgpCLaSRAEQRAEoe2IdhIEQRCENUcWuFaBZRmBAYk8reJJIwiCIAiC0DKinQRBEARBENqOaCdBEARBWHO67AKX1lBTAx99BMGgwuuF8eM1vXqlCoWmJpgzBwYNWrmAsG14+WWYPVtx7rmatLT2HW8wCOXlsMkmqydkbBs+/9yMa0WGD9dssUX7CaNQCObObflexePwwQdQXt78ZFtvrRkwoPVc09OnQ3Ex5OU1f6262ryHDQ3mPdxuO03Pnqt/TbEY/PUXTJ2qiMdh2DDN0KHg96e2s22YNw8+/9y0y87W7LAD5Oau/JwVFeY97Nev+fP19ttQV5d6sGXBTjtpSktX7zqamuCXX+C33xQeD4werdlkE/Am/SdrDXV1MHUqLFigyMzUjBsHpaXNc1WHw/Drr/DLL6a/LbfUDByY2p9tw1dfwV9/pV5Derpmjz0gMzOxLxKB336Dn39WaG3ON2KEZtAg8PlWfW1vvmn+X5Pp3VszYcLa5wkXBEEQVo5op46pnbSGadPgp5+at+vXT7Pttok5UrRTczq6dtIali6Fr7+G2lrl9rcq3eRcm2gnQRCEDYdop46pnZwxz5kDX3yhsG3IzdVMnAg5Oan9inZqjmgnQRA6G112gauiwuQw/vNP80EYiUBamuL5521GjUpMBh99BP/4h8UXX9jk5rbeXzgM//mPxV9/mXzIqztBrIoXX1Q8/LDiww/tZpPfygiH4b77FF9/rVL2LVoE++6reOEFu00f8quisREuu0zx/vuKzz+3yc5OfT0YhNtvt5g+PfWY8nI49VS4556Wc0jPnAl77WVxyimaCy7QKa/NnQtHHGExc6Z5D8NhSE9XPPWUzdixbRcbtg3XX6+49VaFz2cm0fp6xUEHae69V7v327bh00/h2GMtYjFISzOT3tCh8OSTNj17ttx/KASnn25RUwNvvZV6v8vL4brrLCorE/tqa42AuvFGOP983ay/1mhqglNOUbz6qiI7G6JRiMUUF16omTw5cX8XL4YDDrD4+WcoKDATfmYmPPSQzaRJifsWDsMZZyheeMH0F4tBNGqE9KWXajwe066qCg47zCISMakTHLKyFIMH2wwbZv6OxeC88xRPP23Ol55ucok3NSlOPVVz3XXNC+Um8/77cPjhFiUluOcGGDlSMWaMnSJoBEEQhPZHtFPH1E62Dc8+q3jxxcR443FTiH74cHP93bqZ/aKdUuno2slx9DrgAIv58412ikQUl1+uOeccnaKHWkK0kyAIwoZFtFPH1U4ffggnnGChtVn4qK9XjBwJjz9up9xX0U6piHZq860SBKEjobXusNuoUaO01rHV3ubNi+kdd7T1WWfF9cyZMV1XF9NLlsT07bfH9fDhtv7ss0Tbl16K6R49bF1ZufI+bTumy8tjevp08/uajGtl2513xvXQobYOhVbvONuO6aYmc411dTFdUxPT//53XPfsaetffln7sdp2TH/4YUzvvLOt+/Sxde/etq6pabldKJQYR1VVTJ93Xlxvtpmt581reRz19TG93362Bltffnk85bXGRnPOvfe29axZps/yctPnwIG2Xriw7eP/9NOYLi629W23xfW8eaafZ56J69JSWz/5ZNwd2+zZMd23r60vuSSuKyrMOWfMiOlddjHjaGpq3n88HtO33BLXPp+tx4yxdSTS/PwNDYn7Ul4e0/vvb+uJE21dW7t678Ojj8Z1WZmtn3sursvLY3ru3Ji++OK4HjDA1hUVpl0kEtOnnhrXW25p648/Nu/Dr7/G9AknxPUWW9h68eJEf089Ze7B00/H9eLF5v/m9tvjurjY1p98knjPvvsupgsLbf3NN4nrqKuL6WAw9X398ceY7t7d1nfcEdeLFpk2CxbE9HXXxXVRka1nzFj5NV59dVyPG2frZctSzxMKrZv/Odlkk619N+A73QG0w8a+iXZa9dYZtVMkkjo3PvtsXBcW2vrttxPtRDs176czaKdRo8z9mzrV9PfMM3G91Va2fvzx+CqfRdFOssnWuTfRTh1jE+206q2zaacZM2K6Vy9bX3FFXC9datpOnx7TEyfa+oADbB0Om3ainZr3I9pJNtlk66ibma9bnss3uJhY2bYmQsO2Y/rSS82kvaJ4iEZj+tBD43rXXRMTerLQiEbNFo+33ndLH3i2nTi2tQ9E247pWKzl/uNx8wE/dKit6+tbP39brn3KlJg7Ga04ltbGv7ItFovpM86I66OPjuvbbou3KjRWPM+rr8Z0SYmtP/ig5XPG4zF9661mkuzZs/kC14wZ5vgvv0w9bsECIxpefbVt44/HY/rww+P6wANTRUA8bp6TMWMSz8ILL8T0gAG2Xro09Vreeccs3Mye3fw6v/kmpnv3tvWWW7YsNFa8l7fdFtd9+tj6999X771obIzpkSNtfeWV8ZTnIxiM6U8+Mc+Vc98KCmz91lup/S9ZEtObbGLrBx8097mpKabHjrX1xRen9heJxPTBB8f1oYcm9r/9thEaCxeu/H/k/ffNfZozJ3X/r7/GdG6uESoru8ZTTonrffe13XOs7P9JNtlk63ibGGk6xibaafWvvbNoJ2f788+Y3nRTW197beocLtopdevo2sm2Y/qss+J6yJBU45Ntx/R998X12LGrNkCKdpJNts69iXbqGJtop9W/9o6unZ56yix6VVWltv/vf82cP3++2SfaKXUT7SSbbLJ15G1lC1xdLrtodTU895xi7711s5pOHg8ceqjmyy9NPlmHpiZ44AHFrrta7LCDxYUXKhYvbt73Z5/B00+b2kIO9fVw882KnXay2HFHi6uvVlRXpx4Xi8ELLyj22MP0f9ppihkzTGhtLAZXXKG4807F7Nmw224WN9xg8vCuLosWwVlnWWy6KUyYkBqCHIvBww8rpkwhZfyrwuOBW27RPPKIpri4bcf8+Secd57F+PEwYkTz17U29/LWWxU33mjTp0/zNn36wPPP22y5Zer+qioTIt3WsOFQCL7/XrHzzjolv69lwc47a2bPNmkFAHbdFZ56yiY/P7WP8nKF30+z/NfLlsGZZ1r87W+a/fZb+U11rvlf/1IcfLDJyb06lJebHM0TJ2rmzIH33oMffzTXsd12idzFP/9s8juPHp0aSl9YCKNGab74woylosKkh9xll9S0gT4f7Lwz/PCDIhQy+6qrFQ0N5lp32CHxDH/9deqztNlmkJ1twvKnTzfv1a+/mr9LS02e6NaIx/+fvfsOk6uq/zj+Pnf61pRNJQmEJk1qqFIEpAoIqBQLCCiioIANFBVEQEUF4SdFEBU7KqA0RUQElBpaEkpIAgkhPbub7dPuPb8/7ty7M7uzyW6yye5kP6/n2Se7d2bu3Dsz2fvZc77nHH/u8tdegxNO8J/jiCMcrrrKsHz5wF4rEREZGGWn4Z+dAq2t8KUv+RfuD3+4dPpnZaeexzC8s5Pn+euqHXSQpaame3/G+GtTvPMOLFnS9/kpO4mIDB1lp+GdnT74Qcudd3ZP4RxYvtyQTHbnE2Wnnseg7CQilWmz6+BatsxfbPDYY3uv+WQM7Lef3wj/2mvdNzY2ws03G3bZxXLQQZZHHzVcfLFh9erSx99/v+HOO/0FKsFfX+h73zPcfrthxgzLfvtZfvc7w0UXGVpb/fvk8/48x5dcYpg61fL+91tef93w2c86LFvmXyj22suy/fb+xfOQQyy77772tYr68vLLsGIFvPIKfOADDi+80H0hWLLEP9Yf/9ghkxnYfhOJ0sUf1+Wpp/wL07/+BUcf7YShKtDUBJdc4nDKKZZjjik/p3EsBgcfXHpxz2bhxz82vPe9cMAB/TuWpUv993fXXXt/HoJFMt94w/+5vt7/fBTfb/VquOEGw+mnWyZO7N6ez8MPfuDPrXzppeue5xfgkUf8BTVvv91wyikOq1b17xwAXn/dP9Y//tGwzz4OH/2ow8EHO5x+ukNLS/f9XnjBsN12lJ3Xe8YMf1HPTMafszga9V+Dnt77XktTE7z7rv/za6/5/y5ZAgccYNl7b8uzzxrOOcfh5Ze739vJk+F737P89rf+Me61l8P++zs88IDhBz/oHeCK+Yux+iE9FoNDD7VMm2a54w7Dl75kSuaSFhGRwaXsNPyzU2DhQr94ZPVqOOIIh/vvJ2ycUnYqNdyzkzH+guYvv2x6fb5eftnPPk1NfZ+fspOIyNBRdhre2Wn0aNhnn9J8smIF/PSnhk9+0tLQ4G9Tdiql7NT/10pEhpcBXD4qhzHlf9GCv1hhMlm6raEBHn7YY8cd/Z8vucRy2mkO551n+MMfShdvDC6Y1vojU/76V8Ojj3pssYW//YwzLEce6Tc4fOxjln/8Ay680PCXv3gceKB/bF1dlptvNvzxj4aLL7aceCIsXmxZvNjw7W/bXsfXX0cfDa+84tHeDldfbfjYxxz+8x+PyZNh2jT4wx88Jk5kQIuJro9PftJy7LGWNWv8jqyPf9zh0Uc96ur8KphvftNgDFx2me13gLEW7r3X8M9/Gu691ytZdHJtOjv9gFLu81Bd7VcKtbWVf6zr+mHC8/zPRBD+rIV77jH8/veGe+7xGD9+3cdhDHzrW5YLLrAsXw6f/azDeec53HVX/xZjbW01rFrlB4mrr7Yccojl9dfhd79z+MxnHG66yT+O5maoqekdDI3xQ15Li39ebW1+yC1XkVRf779PQSXN2WdbjjrKsuee3f93Ojv9z/DJJzs8/rjHtGl+WEin/f9jO+0Ehx9uefhhw/z5/sKirtt3YI3H4frr/c/qllv674u10Nho+fjHHT7/efjd7/r/eRERkYFRdhq+2anYe98Lzz3n0dUFv/yl4dOfdvjHP3pXHoOyUyVkp09+0vKZzxjuu8+v+q6uhnnz4A9/MOusfFd2EhEZWspOlZGdwG+ruPpqQzwOX/5y3x17yk7KTspOIpVpsxvBFehrqLXnEVbCBBIJmDjR/2VsDNTVwcknWx5/vO/hrZ2d8Le/+T3/n/+8w4kn+l9f/7pDOu0PwwX/gjR9Ouy9t/+L3Rg/7Fx0keX883tXd2yISATGj4ett4aLL7asXAlPPeXfZgzsu6//S3wwn7OcaBQmTID3vAcuusjjjTf86h5r4f774S9/MZxxhmXBAnjhBf+it3QpPP88vP1274pla+G55/wqmhtv9Nh77/6fg+P4X+U+D57n77tcFYzn+dMCPPus4ec/9xg3rvu2t9/2O+mOP94PHzNn+p+Tjg7/fGbN8gNUT8HnbLfd4NxzLU880V2t0l8XXmg591zLDjvASSfBD37g8dhj/mcR/HMJzquYtf5rEIn4r11wIe/5fwH8+xlDGKy22gre9z5Ipbr/j1RXw4c+ZGlthccf94PEXXcZrrjCcN99Hg8/7HHZZZZHHvH4wx88Lr7Y4aGH+p6mwBh/yHtQ3RQ8f0MDnHSS5bHHDEuXDuy1EhGRgVF2Gn7ZqSdj/Gvj1Knwuc/5f9Q/9FDvg1N26jZcsxP40/P8/OceX/yiXyl96KEOBx7oEI36jTtrq6xXdhIRGXrKTsM/O7muXxQ0a5afT8aMKb8/Zaduyk4iUmk2u37pujr/F/p//2vYfffeF/LXX/eH/06Y0HfXfjB/ay5n6Owsf59czp+7daedYOrU0n2dcQZ8/OP+ttWrDbvt1rs6Jhod2PDrvgTDdHvacks/dDQ1GWAAkx8P8nHssIMfrFpa/Nfst7916OqCr3/dAP4D2tpg7lzD3Xcb9t4b7r3XCys8gpDxxS86XHmlx1FHDSwoTZ3qV5C88orhve8tfR3eessfWbTTTqWP8Tz4zW8Md9xhuOMOj+22K33OBx/05+e96y7Dn/7k35BO++d3zDEO9fXwwAMeO+/s37/clAV77GHJ5/v+fPVUVWVpaDAceGDpZ3raND+4PP00fOYz/jD8Bx7wX9Oe1UPPPecPA08mYccd/QqjBQsoCVEAs2YZRo3y9w19v7dTpsCkSf4QcM+DX//acNRRNgzV4AeMgw6C973Pn7rw+OPLfxaDYFTutdprL0s22z03s4iIDC5lJ99wzE7B/aD3fceMge22o9fURspOvuGencDPS4cd5p/7/fcbmprg4ouhvd3Pxltt1ff5KTuJiAwdZSffcM1OAdeFX/zCHwX1y196TJ9e/vHKTj5lJ2UnkUq12Y3gmjTJn0f1r381ZLOlt1nrVxxMm+ZXtvTFWnj6aX+Bx9ra8veJx/1e/m22sfz0p5abb+7+uvpqG/6SnjzZMnNm7wtKNutXXvR83nKVDX3JZPx5dcstTDp/vj/H8NoC1WBpb4dbb+29yCn4FTSdnTB2rD/H7R13eLz8ssfzz/tfzzzjsfvucM45luef9/jtb7uHgVsLzz67/iED/GHT229PybzQwb5fftkwbhwli5i6rt9R01fIAL8K5qWXPGbO7D6Pz3/esvPO8NRTHo8/7rHTTv7rf/vthnS69PH9+Xz1tNtufjDtOX9yW5u/COikSf7PO+1kaW/31+golk7D7NmGPff0z2fCBP/r5ZdNr9dl5ky/way62v+c3nGHKVvx8/bbfiVQMEd0Ou3/n+j5ejmO3wjX1dX3m7dsmb8Ybc95lK3159ZOpShZRFRERAaPspNvOGYn1/XXQXj99d73W7XKX68gyACg7FSsErKT50Frq79exZVX+v8vPvpRy7x5sO22az9XZScRkaGj7OQbjtkp4Lr+9fj3v/fzydo6t5SdfMpOyk4ilWqz6+CKRv1h2PPnw333EYYNz/MXw7z7bsOFF1pGj+5+TFeXf2F2Xf8X24oV/hDvY46xJY0GxVIpOOUUyxNPGN58s3t47qJFcPbZhiee8H+hf+Qj/ty3//mPP3zYWn++2iuuMNx8c/cv+fHj/Wn6giHm/ZFO+4uUXnutoaWlO6isWuU3hkyfDvvv333+Dz/sVxKta17agWprg2uvNdx6q6G9vXtY8rJl/nHMmOGvGRHMx7vttt1f22zjv5Zjxvg/jx/v3y8IGRde6IeMI49cvyHukYg/7P+eewwzZ/rvgev6F+JbbjEcd5wNL4Cu61fQ/PKXfsjYdtvyz5lI+MddfB5jx/rbt93Wr2JyHP/8L7vMcO+9ftiw1n/+RYv8z9fRR1smT+7feUye7C9E+oc/GFas8I+1tdWflqiz0x+2Df7z77gjXHedYc0a/zkzGf99WLIEjjzSr8SpqYHjjrPceqvh7bf9/eXzfiC7+27DySf78w5ns3DbbYZrrunen+f51Wh/+pNhiy3goINsWB30yCOGRYu6h+a7rv9/64knDHvu6R+jtf4cyQ891B2slyyBb3zDcN99lLxWCxf6c2Afe2zpYqsiIjJ4lJ2Gb3byPL9y9xvfcFi5svs1W7MG/vpXg+PABz/YfX1Vduo23LMTwJtvwgc+4DBzpr8/1/Ub6f74R8NJJ9lwvQxlJxGR4UXZafhmJ+ju3PrDH/rXuaXs5FN2UnYSqVTGDvZVZxDNmDHDzpz57IAf53nwv//BmWc67LijP5Q7mLP18sstZ53V/Uvvnnvgox91GDOGcIHCJ54wHHyw5brrbMkClV/7muGFFwz//KdHJOL/Av/JTww//anh0EMtkQg89pjhYx+zXHGFJR73f9k+/DCcd57Dnnv6lS3PPGOYOhXuvNMLK0yWLoUDD3QYO9b/xf2Vr6z7ImQtPPIIfPrTDjU1sP/+lnQa/vc/w4QJ8Mc/emy1lX+xXLgQDjnEYZdd4O67vfVaUPSuuwyXXGJ45RWvZBiytf5F54tfNEyaBHvvbWlp8Ssgdt7ZP88JE8pftPN5OOwwh0MPtXznO90NNDNnwimnONTVwX779R7yf+yxluOP71/46OyEj3/c4X//8y/WVVWW//7Xf43+/nd/kcxg7uMvfMGw776w9dal/y8iETjvPBsGpp6ChV+ffLJ78c58Hm64wXDVVYaddoJddrEsXWp47jn/In/99bbsAqh9WbYMTjvN4e23/SHhb7zhh43f/c7jfe/rnhbwmWfghBMcGhr8127ePMOsWfCNb1i++tXuRUtXrYJjj3VYtsyfQjCdNjz9NBxwAPz+9/5IOmvh8cfhrLMcEgk44ABLLud/xkaNgrvu6g5kixb595s719/fmDGwcqXhqaf8yrXbb/cXm81m4fTTHZ55Bv7zH79aKZfz57r+wQ/8z8wuu1jefdd/rU46yfKjH9l+Vx2JyNAwJvqCtXbGUB/HSKfstPbzrLTsBP4aC2ec4dDaCgce6L8PTz/tV4z/8Y8ee+3lH6+yU2/DPTu1t8PRRzssWOB/hnM5PzfttRf86U9eWEWs7CSyeVJ2Gh6UndZ+npWWnaz1pyW8+GLDgQfClluW5pNoFM4/319fStmpN2Wn/r9WIrJpzZixLzNnziz7G3mdHVzGmF8AxwErrbW7FLaNAe4CtgIWAqdYa5uNMQa4ATgW6AQ+Za19sfCYM4FvFnZ7lbX2znUf+PoFDfAvHE895Q/VbW01xGKWj3wETjzRDwCBZcv84eOjRvmhI5czHHCA5ZxzbK/FJ3sGDfCrcP74R8ODDxo8D444wvLJT9qSYa2uC489Br/6laGjw7DzzpbPfc4PEsGF0lqYPRt+9jO/Kua737VMn77u8wwqTu66y7Bwob+z3XaznH66Zfvtu/fveXDvvf5CoLvvvn5VKUuWwD//aTjjDNtrgUzX9S9If/mLYdkyU1hc1PKxj1mmTOn7+ayFv/7Vr0zZddfubU8+CTfc4PQ5dP7kky2f+ET/F0tdscI/tv/8x+C6fhg65RTL1lv7x+Z5foVPuYXawQ8aX/2qx777lt//a6/5Xx/+cOm5ZrN+xcjf/mZYs8YQjcJhh/nPXTx8vj+s9Ydn/+EP/udw6lR/P/vvX7qQpuf5n4k//9nw9tuGujrLccdZPvhBwukfi/d3112G55/3q8Df/37LRz5SWrUSdDjedZdhwQL/5HbZxf+M7bhj6Wf43Xf943vmGb9KzHH80HHaad37tBbmzIHXXjN85CPdn6VMxp/H+b77uv/PHn64X7FWXPkmIsOTGmm6KTt1U3ba8Oxkrd+48Ic/GGbP9jduvbV/bZ0xo3vku7JTb5WQnRYt8hvsnnnG39/BB/tT7UycWHo/ZSeRzY+yUzdlp27KThuWnTzPn8rwkUfKP3k0Cpde6rHnnspO5Sg7ichwtaEdXAcD7cCvi4LGtUCTtfb7xphLgdHW2kuMMccCX8APGvsCN1hr9y0Ek5nADPyVJ18A9rLWNq/9wNc/aED5IdE9L0x9nX7P+3kenHuufzF/+GGv5ELbcx99DX1e13163m8gYWAgx7A+IaO/j+/vea5rv/0ZWDjQ81jXsW3Ic67ttenP53Ag+vsZWZ/P3Ma4X7n79vV6DfZrJSKbjhppuik7+ZSdBjc7bcwc0xdlp+FzP2Unkc2PslM3ZSefstPgZKf+5hNlp74pO4nIcLO2Dq51rsFlrX0CaOqx+UNAUAlzJ3Bi0fZfW98zwChjzCTgKOARa21TIVw8Ahw94DMZIGN6f/XnPj07Wlpb/Z7/f/3LsPfetqRqodw++nMs/TnmDTnXtd1nffXn8f09z3Xtt6/3ZX1fn/4c24Y850De+w29cPZ3P+vzmdsY91vba70+jxURGe6UnZSdBvL4wboOKzv17zz6e7+hzE5ru8+6HqvsJCKVSNlJ2Wkgjx+sfKLs1L/z6O/9lJ1EZKiss4OrDxOstcsK3y8HCqsEsAWwuOh+7xa29bW9F2PMucaYmcaYmatWrVrPwxs87e3+XMmHHurPl/zJT/Z/eLKIiIhIgbKTiIiISP8pO4mIiMg6RTd0B9Zaa4zpxyDbfu/vNuA28IeKD9Z+11d1NXz/+x5NTf6ihcWLXIqIiIgMlLKTiIiISP8pO4mIiEhf1reDa4UxZpK1dllhKPjKwvYlwNSi+00pbFsCvL/H9v+s53NvUo4De+wx1EchIiIiFU7ZSURERKT/lJ1ERERkndZ3isL7gDML358J/K1o+xnGtx/QUhhS/jBwpDFmtDFmNHBkYZuIiIjISKDsJCIiItJ/yk4iIiKyTuscwWWM+QN+FUyDMeZd4HLg+8CfjDHnAIuAUwp3fwg4FpgPdAJnAVhrm4wx3wWeL9zvSmttzwVERURERCqespOIiIhI/yk7iYiIyPpaZweXtfb0Pm46vMx9LXB+H/v5BfCLAR2diIiISIVRdhIRERHpP2UnERERWV/rO0WhiIiIiIiIiIiIiIiIyJBQB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFHVwiYiIiIiIiIiIiIiISEVRB5eIiIiIiIiIiIiIiIhUFGOtHepj6JMxpg2YO9THMcQagNVDfRBDSOev89f5j1w6/8o6/y2tteOG+iBGOmWnivt/M9hG+vmDXgOdv85f5185lJ2GAWWnivt/M9h0/iP7/EGvgc5f518p599nbopu6iMZoLnW2hlDfRBDyRgzcyS/Bjp/nb/OX+c/1McxVEb6+ct6G9HZaaT/vxnp5w96DXT+On+d/8g9f1lvyk46f53/CDbSXwOdv85/czh/TVEoIiIiIiIiIiIiIiIiFUUdXCIiIiIiIiIiIiIiIlJRhnsH121DfQDDwEh/DXT+I5vOf2TT+YsM3Ej/3Oj8ZaS/Bjr/kU3nLzJwI/1zo/Mf2Ub6+YNeA53/yLZZnL+x1g71MYiIiIiIiIiIiIiIiIj023AfwSUiIiIiIiIiIiIiIiJSQh1cIiIiIiIiIiIiIiIiUlGGbQeXMeZoY8xcY8x8Y8ylQ308G4MxZqox5jFjzGvGmFeNMRcWtl9hjFlijHm58HVs0WO+XnhN5hpjjhq6ox8cxpiFxpjZhfOcWdg2xhjziDFmXuHf0YXtxhhzY+H8Zxlj9hzao98wxpj3FL3HLxtjWo0xF23O778x5hfGmJXGmDlF2wb8fhtjzizcf54x5syhOJf10cf5/9AY80bhHO81xowqbN/KGNNV9Dm4tegxexX+38wvvEZmCE5nvfTxGgz4M1+p14g+zv+uonNfaIx5ubB9s/wMyMZTqf8vBkLZSdlJ2UnZaSRlJ+Um5SbZuCr1/0Z/KTf5lJ2UnZSdlJ2UnTbz7GStHXZfQARYAGwNxIFXgJ2G+rg2wnlOAvYsfF8LvAnsBFwBfKXM/XcqvBYJYHrhNYoM9Xls4GuwEGjose1a4NLC95cCPyh8fyzwd8AA+wHPDvXxD+LrEAGWA1tuzu8/cDCwJzBnfd9vYAzwVuHf0YXvRw/1uW3A+R8JRAvf/6Do/Lcqvl+P/TxXeE1M4TU6ZqjPbQNfgwF95iv5GlHu/Hvc/mPg25vzZ0BfG+erkv9fDPA8lZ2UnYJzVnbq5/uNslPFXjf7OP8Bfd4r+fpQ7vx73K7cpK/1/qrk/xsDOMcRn5sK57UQZafgM6/spOyk7NS9XdlpM3n/h+sIrn2A+dbat6y1WeCPwIeG+JgGnbV2mbX2xcL3bcDrwBZreciHgD9aazPW2reB+fiv1ebmQ8Cdhe/vBE4s2v5r63sGGGWMmTQEx7cxHA4ssNYuWst9Kv79t9Y+ATT12DzQ9/so4BFrbZO1thl4BDh6ox/8ICh3/tbaf1pr84UfnwGmrG0fhdegzlr7jPWvOr+m+zUb9vr4DPSlr898xV4j1nb+hYqYU4A/rG0flf4ZkI2mYv9fDISyU5+Uncqr+Pdf2WlkZyflJuUm2agq9v9Gfyk3rZWyU3kV/xlQdlJ2QtlpxGWn4drBtQWwuOjnd1n7RbjiGWO2AvYAni1suqAwdPQXwdBZNs/XxQL/NMa8YIw5t7BtgrV2WeH75cCEwveb4/kHTqP0F8xIef9h4O/35vo6AJyNXxkRmG6MeckY87gx5qDCti3wzzmwuZz/QD7zm+tn4CBghbV2XtG2kfQZkA2zuf6/6JOyk7ITyk6g7DRSs5Nyk3KTbLjN9f9GWSM4N4GyU0DZyafspOyk7NRts3j/h2sH14hijKkB7gYusta2ArcA2wC7A8vwhw9urg601u4JHAOcb4w5uPjGQk+xHZIj20SMMXHgBODPhU0j6f0vMRLe774YYy4D8sDvCpuWAdOstXsAXwJ+b4ypG6rj28hG7Ge+h9Mp/YNjJH0GRAZE2UnZCWUnYGS8330ZwdlpxH7ee1BuEumnEZ6bQNlJ2anISHi/+6LsNPI+7z1sttlpuHZwLQGmFv08pbBts2OMieEHjd9Za+8BsNausNa61loPuJ3u4cCb3etirV1S+HclcC/+ua4IhoAX/l1ZuPtmd/4FxwAvWmtXwMh6/wsG+n5vdq+DMeZTwHHAxwthi8IQ6cbC9y/gz/+7Pf65Fg8nr/jzX4/P/Ob4GYgCJwN3BdtG0mdABsVm9/+iL8pOyk4oOyk7jeDspNyk3CSDZrP7v1HOSM9NoOxUoOyk7PQplJ2UnTbT7DRcO7ieB7YzxkwvVBmcBtw3xMc06ApzX94BvG6tva5oe/H8vicBcwrf3wecZoxJGGOmA9vhL/pWkYwx1caY2uB7/EUP5+Cf55mFu50J/K3w/X3AGca3H9BSNMS4kpX0oI+U97/IQN/vh4EjjTGjC8OKjyxsq0jGmKOBrwEnWGs7i7aPM8ZECt9vjf9+v1V4DVqNMfsVfoecQfdrVpHW4zO/OV4jPgC8Ya0Nh4GPpM+ADIrN8f9FL8pOyk4Fyk7KTiM2Oyk3AcpNMjg2x/8bJUZ6bgJlpyLKTspOyk4+ZaeCzer9t9YOyy/gWOBN/N7Dy4b6eDbSOR6IPyx2FvBy4etY4DfA7ML2+4BJRY+5rPCazAWOGepz2MDz3xp4pfD1avA+A2OBR4F5wL+AMYXtBripcP6zgRlDfQ6D8BpUA41AfdG2zfb9xw9Uy4Ac/hyu56zP+40/Z/D8wtdZQ31eG3j+8/Hn9g1+B9xauO+HC/8vXgZeBI4v2s8M/AvyAuCngBnqc9vA12DAn/lKvUaUO//C9l8B5/W472b5GdDXxvuq1P8XAzxHZSdlJ2UnZacRk536OH/lJuUmfQ3SV6X+3xjA+Y3o3FQ4H2UnZSdlJ2UnZafNPDuZwkGLiIiIiIiIiIiIiIiIVIThOkWhiIiIiIiIiIiIiIiISFnq4BIREREREREREREREZGKog4uERERERERERERERERqSjq4BIREREREREREREREZGKog4uERERERERERERERERqSjq4BKRkDHGNca8XPS11RAdx9XGmMXGmPYe2xPGmLuMMfONMc8WH58x5uuF7XONMUdt8oMWERGREadSs5MxZqwx5jFjTLsx5qdDccwiIiIy8lRwdjrCGPOCMWZ24d/DhuK4RaQ3Y60d6mMQkWHCGNNura3p4zaD/zvD2wTHsR+wCJhXfDzGmM8Du1przzPGnAacZK091RizE/AHYB9gMvAvYHtrrbuxj1VERERGrgrOTtXAHsAuwC7W2gs29jGKiIiIVHB22gNYYa1daozZBXjYWrvFxj5OEVk3jeASkT4ZY7YqjIj6NTAHmGqMucUYM9MY86ox5jtF911ojPleoQJnpjFmT2PMw8aYBcaY84ru91VjzPPGmFnFjy9mrX3GWruszE0fAu4sfP8X4PBCAPoQ8EdrbcZa+zYwH7+zS0RERGSTqZTsZK3tsNb+F0gP2smLiIiIDFAFZaeXrLVLC9tfBVLGmMRgvAYismHUwSUixVJFw8TvLWzbDrjZWruztXYRcJm1dgawK3CIMWbXose/Y63dHXgS+BXwEWA/4DsAxpgjC/vbB9gd2MsYc/AAjm8LYDGAtTYPtABji7cXvFvYJiIiIrIxVWp2EhERERkKm0N2+jDworU2M4D9ishGEh3qAxCRYaWrEBQAv5IGWGStfaboPqcYY87F//0xCdgJmFW47b7Cv7OBGmttG9BmjMkYY0YBRxa+XircrwY/eDyxUc5GREREZONSdhIRERHpv4rOTsaYnYEfFJ5DRIYBdXCJyLp0BN8YY6YDXwH2ttY2G2N+BSSL7htUr3hF3wc/RwEDfM9a+7P1PJYlwFTgXWNMFKgHGou2B6YUtomIiIhsapWQnURERESGi4rITsaYKcC9wBnW2gXruX8RGWSaolBEBqIOP3i0GGMmAMcM8PEPA2cbY2oAjDFbGGPGD+Dx9wFnFr7/CPBva60tbD/NGJMohKHtgOcGeGwiIiIig224ZicRERGR4WhYZqfC6LAHgUuttf8b4DGJyEakEVwi0m/W2leMMS8Bb+DPSTygi7q19p/GmB2Bp40xAO3AJ4CVxfczxlwLfAyoMsa8C/zcWnsFcAfwG2PMfKAJOK2w31eNMX8CXgPywPnWWne9T1RERERkEAzX7FR4zEL8RqS4MeZE4Ehr7WvrcZoiIiIig2IYZ6cLgG2Bbxtjvl3YdqS1tmS/IrLpGRXwiYiIiIiIiIiIiIiISCXRFIUiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUdTBJSIiIiIiIiIiIiIiIhVFHVwiIiIiIiIiIiIiIiJSUTZ5B5cx5mhjzFxjzHxjzKWb+vlFREREKomyk4iIiEj/KDeJiIiMLMZau+mezJgI8CZwBPAu8DxwurX2tU12ECIiIiIVQtlJREREpH+Um0REREaeTT2Cax9gvrX2LWttFvgj8KFNfAwiIiIilULZSURERKR/lJtERERGmOgmfr4tgMVFP78L7Ft8B2PMucC5ANXV1XvtsMMOm+7oREREZL288MILq62144b6ODZDyk4iIiKbIWWnjWKduQmUnURERCrNwoULWb16tSl326bu4Fona+1twG0AM2bMsDNnPjvERyQiIiLrYkx00VAfw0il7CQiIlJ5lJ2GjrKTiIhIZZkxo1e9SmhTT1G4BJha9POUwjYRERER6U3ZSURERKR/lJtERERGmE3dwfU8sJ0xZroxJg6cBty3iY9BREREpFIoO4mIiIj0j3KTiIjICLNJpyi01uaNMRcADwMR4BfW2lc35TGIiIiIVAplJxEREZH+UW4SEREZeTb5GlzW2oeAhzb184qIiIhUImUnERERkf5RbhIRERlZNvUUhSIiIiIiIiIiIiIiIiIbRB1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlHUwSUiIiIiIiIiIiIiIiIVRR1cIiIiIiIiIiIiIiIiUlGiQ30AIiIycJ5nWbPGsGIFGAOJBEyeDPG4/3NlcQBb+BrOgpqQSjhWERERsdaSzRoWL4Z83t82cSLU1kIksq5HG4bv9b5SslMQSof7cYqIiIxsngerVkFTk/9zTQ1MmACx2EDamJSdNpyy0/pQB5eISAWxFlasgP/7P4e77jIsXepvTyZhu+3gmGMsxx5r2W47Q329xZhK6PCqlAu37fHvcDKcg6SIiMiml8vBgw863HCD4cUX/Z+N8QuC9t3XctJJlr33hkmT/Mab3obzdXU4H1ulUHYSERGxFt56C667zuH++2H1an97TQ3suCMcd5zlyCNh+nSorfU7iEyfjUzD+bo6nI+tmKW7k2u4Gb7ZSR1cIiIVwnXhqafg8593mDMnD7yOMfOw1tLVVcNzz72X556bwPe/H2HKFDjiCMOJJ3rsthuMGweOUxxEhtOFabgcx7oM5+MMjs2U2UbRbcP5HERERDactdDYCN/6luFXvzKk0ysx5gWs7QQM8+fvwPz5W/KHP1QzahTsvTd86EOWww6zTJ0KqZR/rey78WY4qKTr+XDNH8pOIiIysuVy8MADhosvNixalAFmAYsBS1fXWFat2oknnmjg8ssdtt4ajjkGTjgBdtgBxo7125eGdVwqUSnXc8PwzR/DNzupg0tEZJizFjo7LT/6kcP11xtaWhqJRL6Ntb/D89rwLx4RYCywL9nsh1iwYB8WLNien/88zrhx8L73wUEHWY480rL11oZYzGDMcLpgVspw8Z42/sXbFna/9uAYhCCvx/H0fNBwDUoiIiIbzvPgySfhy192ePFFD2PuJhL5Fq47H3AL96oGtsPzPkhz82E8/PDuPPzwKGprHXbcEQ45xHLUUZa99rLU1w/njq5KyE7ljk/ZSUREZChZC83N8O1vG37xC0M6vYho5BJc7wGs7cK/7sWA8cBBpNPH89pre/Pqq1tx441RJk6Egw+2HHIIHH64XyAUiVRCgZCyU5/PWuHZyVg7fN/UGTNm2Jkznx3qwxARGTLWwsKF8IUvGP7xD3DdJ4nFvoG1z+O6ecr/Djc4Ti2wO553HI5zMJ63E1BNXZ1hxgy/Utnv7Co3p3KwT6fMtv5eqAY6b/Da7r+u5wxu7zk6bX2vbwM59nLH1tfxrt9Fvv9Bg3Xsf+OGDGOiL1hrZ2y0J5B+UXYSkZGqq8ty220O3/2uobFxJZHItRhzB9a247pu2ccYE8NxtsLzDgU+COyJtROJxSJMnw5HHWX50Icse+1FobNrXUdRrqK1ErLTQJ53oMfS13Ova9vatq+dspMMhLKTiIwknmeZPdvwuc85PPOMC9xPNPptPO8NPM8t28bkj9QaDeyN552A4xyA522PMSnGjIH99/fbmPzOLkskMpCRXcpO/buvstOMGfsyc+bMskeoEVwiIsOU68LDD8MXvuDw1lsZotGf4ThXkss1lb2/Hzr83/WO04nn/Zd4/BkikSo8bzrW7kVn54d47LF9+fe/x1JX57DXXn4QOeYYyzbbgOP4+/FDTTClYfHFqa+Las8LXV8XtOL9lXtMuYvhui6OPR+/oQZyMR7IxXtjFpQUd+j19RposVIREdn8WAtLlsCllzr86U+GfP4FotEvk88/SV/XvCAzOY7F8xYQibxNJPIbHGc8rrsLcAzz5h3Gm29uw623xpg+HY480nLiibDffpaqquIGgJ7X3XXlmOGWnYr3u76UnURERIa7bBbuusvhK18xrFzZRjR6LZ53PblcZ9n7l7YxtWLtv4jH/0M0WoPrbou1+7FmzfE8+OBePPhgPWPGGPbbz89LRxzhj+xynHVd98vdVgnZaUMpOw0mjeASERlmrLW0tBhuvNFw7bWGzs5lRKNfw/P+gutmcBwHYwzRaJRYLEY0GsUYQzweJxqNluwnGo1irSWfz+N5HuBg7Rak0/uTTh9NLrc31o5l7FjDoYfCSSdZDj7YMmmSxXFMmQ6uYsUXrnVdxMrdXu7x5fZRPJLM68d+B1PP/fd8PZwexxTc36P0nIrnUR7YsfavkiY4xnLzNQ+k+mn9X0dVIQ8Pyk4iMpK4Ljz+uD8l4csv54hEfocxl+O674YNMpFIJMxLjuMQiURIJpOA33DjeR6O4+A4Dq7rks/n8a+JNeRyu5BOH0UmcyiuO51YLMZuu8EJJ1g++EHLjjtCMlmuSrmSstNgZyllp/5SdhoelJ1EZHNnLaxcCVddZbjtNkMuN49o9EJc9194Xj5sYwryUtDGlEgkiEQiRfvp3cZkbRRrtySTOYiurqPI5/cA6pk0CY44Ak480XLAAZaGhqDDrFznFVRedtrQmYPWtX9lp57WNoJLHVwiIsNIMCXhWWc5PPmkxXGexpjzcd05JBJx4vE4VVVVYeiw1mKtP9IqEolgrcXzvHAUVrA9n/dDi7U2/Nl1IZMZR1fXfmQyx5HNHoAx1Ywf76/X9eEPW4480jB6tO2jSrn4wlQubBT/7PS4b899BLeXuxibHrf11PcFsv8X6b72NdCLdvHx93XR77mfgZ1T/49hfW9fP2qkGR6UnURkpEin4cYbDVddZWhvX008fhW53O1EInmSySTJZDJsmHEcJ8xHQTYKpi0M/h4OclSQnwKu65HNJkindyh0dh2H502mqsph553huOMsH/2oZdttHaLR4LHlGiGC75Wdyj9e2UmGhrKTiGzOPA9mzYIzz3SYPdslGv0H1n4Rz3uHZDJBPB4nlUqVbWOKRqOFTiwb5iV/BLxfFNSzjSmfN2Qyk+jqOpBM5gRyuT2JRJJssQUceqjlIx/x1+2qqbEYEynsMygUUnbqz3OV3j6yspM6uEREKoDnwX/+A5/5jMNbb6WJx39MKnU70WgHiUSS6uqqkmARdGYFDTJBFXLwfXHjTBBCgtuDRp5IJEI2myWfN+Ry0+nsPIhM5ijy+V2JRGrYaiu/6ubDH/bYf3+oququUi69iPcMF8H3wUW3XMVJuYqUnvfruc+1XZR7X0D9YwyqhPpzge0rGPRVSdNzW7ljLQ5hfQWNvp5nXc/Xn3ModzvruM/AH6dGmuFB2UlENnfWWpqaDBdeaPjTnwyu+z9SqUtIJN4kFouEnVv+SCyf67phFgLWmpeCf6214eO6G25ccrlRpNN7kU4fTTb7PqydxKhRDvvs41cpf+hDlokTg31DcWOLtf41WtlJ2QmUnYYLZScR2TxZ8nm4+27DhRc6rFjRSiJxOanUn4hGcyQSCaqrq0vWKQ3aioKOrWBbz8zUPW2h38YU5KpgJFgulyOXi5DLbU9n56FkMkfgujsSiyXZfnt/jdOPfMSwxx6WRMKW6RgyRcdU2KLsxEjPTurgEhEZ5tra4Cc/MVx/vaGlZSXV1ZeRTDxEIhkhHo+H0+cAJZXFxdPqFHd+BduDxpziDrAgfARDzXuO+MpmDR0dk+jqOoxc7hRcd1sSiTg77wzHHms5+WTLzjs7xGIe3Y00UFo5Uvx9cYAorqgpV2kT3N/Q++IMlRE0egal4v30vBavq1pmYwaNtT3/wKmRZnhQdhKRzZm18MQT8NWvOsyc6ZFI/J5U6nskk2tIJJJhJglyUpBteo7SCnJSkIGKbyvu3AoEI76K85LnQUdHis7O3clmP0Y+vx8wikmTDIcc4uelD3wA6usdjAkyiS0cX18Vw8pOvfej7CQbl7KTiGxurLWsXu2Pcr/jDkM6vYDq6ktIJv9LIpEkFouutY0pEomE7UfF++xew7R7Oj/XdcO2qCBLBfyc5ZDJOHR2bklX19Hk8yfhutOoro6y225w/PGWk07y14QvWnGD7uIgAKdMB5eyU/n9Fv8bHuE6jqMyspM6uEREhqlgSsILL3R48EGPWGwmY0Z/n0RyFo4xGAdyuVw413HQKRWEiyBMBOtKlAspQadWsK1np1ixILB4nkc2myObjdHZuS3Z7PHk8yfgeZOpq4uw//5w5pnF63WBfwErnre4Z3AAiBTd7tF7nuPgeILtPatMygWB4OJeLmj4t3eHob6CSrnn6nlb8HPPCqDifRcHjbLX3aJjLq6kKXd7X8e8rkqY/gaRclVLUBr6+k+NNMODspOIbK6yWbjpJsPVVxuamxsZNepn1NT8hoiT8zOQ9cjlsmFeKu7kAsjn8+FtQcdWzyl2giIgIOzgKm7kCXJScSNONpvFdaG9fQyZzMHkcqfjuu8lEqli223h9NPh+ONh550hHvd6VCkX5yBQdlJ2kk1P2UlENifWwssvwxe+4PDUU3mSyccYPfoHJOJvYZwIYMjns1hricVivdqP8vl8OD1h8VqlxVMUFrcxFY/e6lk8BISF1/l8nlwuTzqdoKtrJ7LZD5PPH4m14xg71uHQQy2f+ARF63UFHVx+O5MxxddftTuNxOykDi4RkWEomJLw4osdZs9OU1X1a8aOvYlIpAOswXXzWPzh4UDJiKzgX3+6nHy4KHrQ8OK6btgwUzx8PFi/q3jdiZ7VOkHDTXC/rq4uOjvTGDOWTGYPMpmTsfYDGDOWSZP8iptzzoHdd7dEo8UXSQCXUg7lL4Q9L7oOvS/ofV2Yg4v92ipYyj2u532Kn7t4X8XPW3x+PcOQ1+P+PUNX8fMVH1fP4+6rsav49nLnWrz//lzb+3u/no8JjqnHLWqkGRaUnURkc2MtNDbCN79p+OUvDdZ7idFjrqC6+jWwHhbI53PhWlvF62wBYcNNNpvF8zxyuRxAOAWP30HllnRkpVIpkslkyboTxXmpeLroYL2KbDZLe3s7rhvF87YnnT6cfP5UrN2WqqooBxwAH/+4X6VcV0eP6QuVnUpv7/ncyk6y8Sg7icjmIp+He++Fr33NYdGiFmpqbmbs2N/gGL9DK++6gC1pYyrOTsVtTEE7E/jFPrlcLiwKgu4MVFVVFXZsBdsDxaPAituqOjs7SaezGDORdHoG2expeN4BRCL1bLUVnHyy5ayzLO95T3f26r0uvLJT6e09n3vzy07q4BIRGUasha4uuPVWf8j4mjUrGVV/HaNG31NoqLFY2x0OgtFZxaGjq6uLjo4O2tvbwwYbKJ16p5x4PI7jOMTjcaqrq0kkEmG4Ka7IKW64CeZQ7uzsJJPJ4HmGTGYi1p6EtSfgeXtSW5vgjDPgm9/0mDAhqG4uN4Vhz4acnsfZ1zDxoPIj+L5cNcvaLr49lavICR4fVPv0DA7F9y1+3uIqG6/kdVz786/tmMpV2gSvQXDbuqqC1rX/te2nL8WvdWnFjRpphgdlJxHZnHieX4X8uc85PP+8Szz+EOPHXU0kuqrQaNLdoFFcbVw8Ir29vZ2Ojg46OjrChprixplyfw9HIpFwtFdVVRWpVIp4PN6rICjITMWj5v1GmzSu65LLpcjlDgJOxvOOwHEa2HNPw/e/bzn0UIvjFFe3ouyk7CRDQNlJRCqdtZaWFsP3vme46SZDV9dCxoy5ipqa/xSmSfZ6FTP3bGPq7OwsaWMKsk3xKPeejDHhKLBgTa9EItFrOYyebUzgFx51dXWRyWSwNko6vSXwYTzveKzdmbFjo1xwgeWiiyyjRpU8K8pOIzM7ra2DK1puo4iIbBzWQmsrXHCB4Y9/NMALNDR8h5rq13GMg2f9X9xBw0sQJhzHIZfL0dLSQltbG/l8vmyDTPHUOuVks1kA0uk0ra2txGIxqqurqa+vD9f6Kl6XorhaOZVKEYlEaG1txfPm43k/IBa7hWRyX7q6LuCmm47h1Vej/PnPLg0NwUWs57Wn54WtOFQEIaOvqpm+KmXWdbEsvrj23FbuPj0XJe352HL367mPtVXtlB5v+Tmlix/f8/u1nWu54yq3Hygdqt/zPenrObw+vhcRERlcngd//Sucd57D6tVtVFdfz+jRvycW9bA4WNs9tWDPNR/a2tpYs2ZNoTCn9/WqZyNLT8Uj4Ts7O3Ech2QySX19PdXV1SU5KZjmMGjMicfjRKNR2tracN1mPO8eIpH7SKW2x9oTeeGFC/nwh8fxi1/4o7n8639x44ay07qOV9lJRETEZy0sX24480yHRx+1RCL/Yvz4a6hKLcYYB9dzge6R7cUz/GSzWZqbm+no6CCfz5fZt11rG1Mwgh1K25hqamqoq6sjFouFy2r0zE7BDEOO49Da2oq1s/G8WSQSNxKJHMiaNV/iyisPYO5ch5//3KO6Gkqvt8pOyk7deo5HExGRjcRay/z5cMIJDr/7nSUS+Q2TJn2O2trXC6HDYgodW8HUOkHoWLJkCQsXLqSpqSlck6uv5xiIXC7HmjVrWLx4MatWrSpZhwL80BMcRzQaJZVKhUHFn0e5Dc97kkjkTCKR7/L44y7XXuvgecEQ9OCZii/Y5eY5Xtf8weUEVSU9h14H++4rTJTbFhyLQ98VO8Uhoe/X2ZjiKprgGNd2DP25reQZ6Pt1Kq44WttrWRwK+6oUEhERGRqZDFx1leGssxwaG99i7NizmTD+d4Updjwcx5RUFgeFQU1NTbz99tssW7aMrq6uPke09zVyqy/ByKxly5bx7rvvhp1exWtTBCPio9Eo8Xic2trasOHGdfO47nysvY5Y7ARaWhZyySUOixeXHoeyU/Exru0Y+nNbyTOg7CQiIpsXP0M8/zwcc4zDI4/kSCavZ/Lkr1CVeqdQqFM8xZ/fxhSJROjq6mLx4sUsXLiQlpaWsp1b4bMMIC8FHV5NTU0sXryYxsbGsEMr2E/QvhRkp6qqKurq6godcJZcrgnP+wfR6MkYczt//rP1p6ju4ziUnYqPcW3H0J/bSp6BSspO6uASEdkErIXHHjN85CMOTzzRSSr1YyZO/AGJRAsAsVgEi7/weDCFYCQSYfny5SxZsoSOjo61BouggSdoVInH46RSKRKJBIlEgmQyGU7bU47neWFH15o1a8J9BoL1JSKRCNXV1YwaNSqslk6n02Qya7D2J8AT/OIXhrfeCo+s6Fl6BoxgTt/iypu1XcSLw0rPIdEDuzj6DVuEX937Co6nXMAoNz9yuWPsK/wUP7a4MYvCgqnl9lkcfnqGlp76G2rWdYxrq5Dpz3GIiIisH2th9WrLxRf70zh3dv6XhobPMXrULDCWSNTBFKb1C9bMqqqqoq2tjXfeeYempqa1NtJA93oTiUSCWCxGMpkkmUyGeSmYzrkv6XSapUuXsmzZMnK5XFgRXTzlD0AikWDUqFEkk0mMMWSzWTKZNLncczjOFcyf7/LLXxZfU8tV7yo7dT9W2UlERCTgunD33XDqqQ6zZjVRW/ttJk64nVisEwxEYxEs/nTIjmNIJBIAYYbp6upa6/6DNqZYLEYsFiORSPRqYwqyWPnjc8OOrra2tpL7BdNKB9kpGPEViUTwPK/QxrQauALXfYMbbjA0NZUb8aPspOzU/QgREdmIcjn4y1/gtNMcZs1aSSp1CePH30YiniefzxXWX6BkesCWlhYWLFhAW1tbr46tYFRV8FVckQPd0+oUr80VTLMTjLwK5knuyXVdVq9ezbJly8jn82HACOZODvZXU1PDuHHjwmpl//jbiEQepbkZXnihZxDoaV1DnsvpeYEMLs7FX70vor3DRM/vy20rvggPJMQUH0txiCpX6dOfffcMX8X376t6aF1DuHsGtr6Oodz24uNRY42IiAweay1vvw1nnRXh1ltdPO+vjBlzPqPq38H1PKwN1o7wcF03zCVvv/02y5cv79WxVVypHOSl4imgXdfF8zxyuVz42CDzFK/B1VeBUEdHB0uXLqW1tTUs+gn2GYjFYowfP56qqqqS8zTmCYxp5vHHDblceEuPf3u9Qmu5rS/KTspOIiKyuenqgp/9zOGssyIsWrSQqqoLGD/uHqJRyOfzJetmBSOoGhsbeeutt+jo6Oi1vyArBUVAxeuZBvvJ5/Ph2lzQ/TzramPK5/OsXLmSFStWlExVGOSloA2svr6esWPHhoVD/m0riUSeYvFimDu33Cuh7KTs5FMHl4jIRuKPbrL88IeGT37SYfXqhUSjpzBmzN+IxRw864UdSOCPkopGozQ1NZVtqAkUh4ZYLBaO1ioOJMFX0KATBBYgfE5jTPi4noJpeFpbW8OAEwSboLOsurqaurq6kjmcY7GZeF6OJ54ovrhD7yqVckFjXRe94mqTDQswxjgYEwlDW+mwcyg9Drdo27qqY3p+Qfd5F4cOQ3+PtfQ5er5+PauK+qrGKf6+eB/B9+XOu9y+ip9zfcKiiIhIb54HL71kOPZYhwceyGDM9VRXf45RozJ41i0skO5fc4wxxONxstks7777btmGmuB+QQNPNBolkUiEo9yLpzYsl52C7OMfmxeO9urZ0RU02qxcuTJsoAkeExQcxWIxxowZQzweB4JCpdVEIvN47TVYubKvV0XZSdlJRESkW7Cm+1e/arjwQujoeIVY7EQaGp7GiYBXWJ80aO8JRpavWrUqzCrlFBcABVkpmUyW5KLir+IlNaC7jclxHFKpVK+OLmstbW1tLFu2jI6OjpLbg84zx3Gora2lpqYmzBqOY4jFniGTsTz9dH86gJSdRmp2iq7zHiIiMmDWWpqaDF/4guEvfzHkcv8hFvsc48e1U1NTQz6fDxfbDEKH53ksX758rdMRFlfIBA0n/oXShqOpHMeE2yKRCK7rkc1mcV0vDCPB82UyGYwxJJNJcrlc2HkFkM1mwyqbmpoaHMcJp+JxXZdoNEptbS2u69La2ooxhlxuLtDCnDkN5POWWGxgrxlQ1HjU10Wv+CJbHDzKh4DyQ+Z7bgv21fPf4Db/y1qvsM++9lfuONb1/MXP2ZPtcZ+ez9WfoFKuUqiv79e2v2Bof/HrLyIisv6s9afY+fOfDRdfbFixogXH+QI11f9g4sQxAOGoqCC/GGNoaWlh9erVJbmlp6BwKGh0CTqb/ClaooVGmu5rcCQSIZPJFBpZ/OKfoAEml8vheR7xeLxkQXX/HGy4fsX48eN75Y7iTq7Vq1cXtnVh7WyamvbnnXdgypT1ff2UnXpTdhIRkc2PtZbFiw3nnOPw739bPO/PxONfY+JEvz2nXBtTPp9n+fLlpNPpPvcbjFaH7gIdP/9YYoUGnVgsWtTGFA1Hc3meLeqM6m5jCjrKimcVAn+a52XLljFx4sSwIyxoY8rn80SjUerr63Fdl46OjsK677OADK+8ksTzLGuZRbrfryMoO5Wq/OykDi4RkUFmLcydazjjDIeZM12svQO4gpqaDNU148KOpOLFNiORCEuWLKGzs7PsPoNOqGC0VVCNM2pUPe95z3vYffddGTduHFOmTAk7o4L7tba2MmfOa8yePYeFCxeyZMkS2tvbS6qXgzARi8XIZDLhRd9ay8qVK8nn84wePbok+HieRzQaZcyYMWSz2UIn2jLgdV5//SBWrYLJkzfKK7yejwsCQ/Hcy8VVIfT4uWfQ6Vm90p+qlXXdVi40ldNXQOhLsL8gHPQVVMoFq74Uv279PQ4REZG+ZTLwne8YbrzR0Nk5F7gAx3mChnHTwo6toJgnqBZuaWlh5cqVfRYDBaPbizNWMplg2rRp7LbbrkyfvhUNDeOYNGkS0WjxNDge8+YtYM6cOcybN5+FCxfS3NxMNpsNc1fQSFNVVUUmkynpYOvo6AgbbYIpC4PR747jUF1djed5rFq1qtAI9Die9xmeftqw//62TCPGYFJ2WjdlJxERGZ6shaeeMpx9tsObb2aAHwI/ZtSoBIlEfUkbU3Gb0dKlS8lkMmX3GbQxBWthBe1DY8eOYaedduS9792FsWMbmDZtajiaK3jc6tWNzJnzKnPmvMrChQvDQu2ebUxBYVDxMQSF3ePGjaOmpiZ8/iAzxWIxGhoaCu1LLvn8XOBdZs7clo4OqK3dyC92SNlp3YZPdlIHl4jIILIWnngCvvAFh9mz24lErsJ1/49oNMfo0dPCC3cgWOR8+fLlfXZuRaNRUqlUWL08efJkjj76aA4//DB23fW9TJw4IZxuJ9i1P5UPBBeRU0/1q48bG5t46aWXeeSRR3j88cdZuHAhnZ2dxGKxsNEmlUrR1dVV0snV3NxMMpmkqqoqDD/BGhWRSITRo0fT2NhYaIh6hsbGg5g92zB5sqVn+1P/G3DWdSFbn8aC4sesrZIk+Nfp8fPaQgb0vqDbHreVPl/3Z6H8/oKpIXt+H/zczaFnOOrrdQ8+F92fkd73ERER2dhWroTvftdw660Gz3sYx/kynvcao0Y1EItFyeVyYW4KRrCn0+k+O7eCqZeDjq1UKsW+++7Lcccdxz777MX06dOpqakJG356T6UMYPA8l87ONHPnzuXZZ5/lgQceZM6cOWHOCaqNU6kUmUyGXPciWqTTaRobG5kwYUK4LZ/Phw1OVVVV1NTUkE6ncZxZ5HLtPPFELRdd1F2RvGHXZ2UnZScREdmcuC7cdx9ceKHD4sWriES+huv+nnjcUF8/PsxKwfUuGD21ePHiPju3YrEYyWQybGPaeuut+eAHP8j7338wO++8Ew0NDeHMQaVtTKXX62w2x/LlK3jppZf4+9//wf/+9z/effdd0uk0sVgM13WJRCKkUinS6XT4eM/zWL16NYlEgkQiUbKOaXEbU3NzM46TxnVfZtGibVm4EN77Xv8Iio+r+OeAslP3/kZCdlIHl4jIIPE8P3icc45DU9NqotFLcczvsTZLTU0d8Xi8ZBrAYBHOlStX0tzc3Gt/QbVwIpEgGo0yZcoUPvKRj/DRj36Y97znPYWLgim5OPT+vntDLBZj4sQJHHPMURx11BEsXbqMf//7Me677z5mz57NkiVLsNaSz+fDyuTioLF8+XK22GKLcA2J4rW7gs6vrq4uHOclMhl4/nk46qhBfIE3WF/VKGurUik3R/X6VryUb4xbl+L79H3/nlUuwfvfO8gYU+57VRSLiMims2IFnHGGwz//mccx9xOJno+1q3Ecf2qaoIo3aOgIRpgvWbKk7LSEkUgkzEs1NTUccsghfOxjp3P44YeSTKbw/8AuvYaW/mhK9lVTU81ee+3JXnvtyZlnnskLL7zIX//6V55++mnefPNN0uk02Ww2nAYxyEzBGhPRaJSGhoaSqRWDKYNqa2sLnV7LcN1lzJlTu4krkgdC2cnfruwkIiKbnuvC7bcbvvxlQ2fnO0Sj52PMI3henlGjxhGJRMKRTsVrbgWz9vRkjAlHusfjcbbZZhtOO+1UTj75JKZNmxrep/QxpY8v+ol4PM60aVOZNm0qxx33QRYuXMQ///kIDz30EHPmzGFlYaFRz/PC9qLi5TaWLVvGlClTStaLD54nKLz2R9K/SGfnR5g92/De9w7366+yk79902YndXCJiAyC0s6tt4lEPom1z5EvTOM3evTokgreYNh2Op2mqamp1/6CqptoNEpdXR0f//jpXHDB+UyZMrUwTc/Aj7H4MY7jMGXKFpxxxic47bRTWbFiBT/96U3ceeeddHZ24rpuWGUTNCS5rsvKlSuZNGlSOL9ysK4FwJgxY1i+fDmZzAKgizffTOJ59HuO5P5cdIdaBRyiiIjIsNbduZXDcX6AMdfiuv4o9oaGhrDhI2ioCaYnDKZM7iloqIlGo+y55+5cdtllHHjggWFBTs+Cn/4ovt5XV1dx8MEH8r73HUBXVxf/+tejfPe732XevHlhp1YymSypTF6zZg2JRCJcqzQQNPD4lctrgLdoatqelSuhrq7886/9OId/MKmAQxQRERl2Sju3Xiy0Mb2J5/m5IyiYAcI2pkgkQmtrK62trb32FxQMBUU4n/3sZzj77LMZN24csH7X6+LHRCIRttlmaz73uc9y9tlnsWjRO/zwhz/knnvuCQu9q6ur6erqCh+Ty+VYuXIlEydOLJklKBgx39DQwNKlS/G8NwCXN95wyj73QI5f2WnztIFLs4mICMAbb8C55wadW6fjeU/junk8z6Ouri5ciwFKL6hNTU3hlH/FgoqaXXbZmTvv/BXXXHM1U6dOW+/OrZ78BdaD54oxdeoUrrnmKn7729+y3XbbhcPJg6l+Aul0OgxLQaNOUJkcBCVrlwEdLFxoWMva7yIiIjLC5PPw1a+aQufW94Grcd32cF3Puro6PM8LpyUEwsaactPsBCPd6+vr+dKXLuYvf/kLhx12aGHq5sFpIAj2E4k41NRUc+KJJ/DAA/fziU98gng8Hk6lEyzEDn5GampqIp/P4zhO2GHn789QX19PKhXD8xbS3u53+omIiIiAP6Xb44/DV77id245zum47uvhOlujRo0q3K+0jcl1XdasWVOyLfg+Ho+TTCY54ID9+dOf7uKrX/3qBnVu9VScuxKJONtvvy033/xTbrnlFiZOnFjSxlR8bJ2dneEa8cXnE0xPPXbsWFx3EZDjrbd6T3cnAhvQwWWMmWqMecwY85ox5lVjzIWF7WOMMY8YY+YV/h1d2G6MMTcaY+YbY2YZY/YcrJMQERlKrgs33WRYtaoLxzkP130+vDBHo1GqqqrC9RmCBo5YLEZnZycdHR0AJXPcplIpqqqqOPbYY7jrrj9w+OGHEolEB62hpliwT2MgGo3wgQ8czu9//3sOOuggEolEOF1hsTVr1pDJZEoCSBC06urqqK3NYMzbzJsHZWZeFBmxlJ1EZCSzFl56Ce6912DMn4Br8LzuTqu6urpwtFMwRXJQkdzU1BSOGA9EIhGqq6vZYostuPnmn/KNb1zK6NGjBq0YqKfizDRp0iSuu+7HfOMb36C6uhqARCJRMn1zNpulubm5ZO1SIKxOHjduHJHITPJ5ePFFleqKlKPsJCIjUS4H113n0NGxGsc5G8+bF94Wj8dJJBIlM+0EHVitra2k02mgtI2pqqqK6upqPvGJj/Pb3/6aGTP2xHGcjd7GFIvFOOWUj/Lb3/6WXXbZhUQiged5pFKp8P5BUVAulyvJS8H5jR49mqqqlcBKZs0yFE5PpMSGjODKA1+21u4E7Aecb4zZCbgUeNRaux3waOFngGOA7Qpf5wK3bMBzi4gMG8uWwZ//bIDn8Lz/UDyv7NixYwtVxCa8QAeVyatWrSrZTywWI5FIkEwmOe2007jpppuYOjWYB3kTnQyW97xnO37+89s44IADiEX96X2KA0hQFRRU1QTrS+Tzedrb26muTgJv09YGy5dvquMWqQjKTiIyov3iF4b29izW3lLSuZVIJBg9ejRAuPZWMD1NY2Mj2Ww2vG9Q0ZtKpdh666257bbbOOGE40s6lzY2YyzJZIKLL76Qb37zm9TU1JLP+1PvFI98b21tDUdxFS8CH6xBEYstBXLMn6+KZJE+KDuJyIgzZw78+98Af8fzZpfc5hfI+JknKDQO1lLvufxFLBYjmUySSqX4/Oc/z/e//z0aGhqATdPGFKzPtM8+M/jFL+5ghx12xHEi4dqpgVwuR2tra7iUR9DGlMvl6OzspLrawZglrF6tImopb73X4LL+HFTLCt+3GWNeB7YAPgS8v3C3O4H/AJcUtv/a+l3IzxhjRhljJhX2IyJSsVatgrY2gHeBXLg9EolQW1sbVqAEI55isRjt7e0ljTXgV65UV1dz8skn88MfXlsYur1hrR3WQlcXlJnVh6oqKMoUhWP0j2PChPHccvNNnHLq6bzyysthhVBwzJ2dneRyOWKxWKHyp7sDLx6PEo+/QWcnvPkm7LrrBp2CDBFrob0dnn4aXnrJYC3U1MC++1p22MH/XnNDD4yyk4iMZK4L77xjgC6ge06+YMq+ntPsBI03LS0tJfux1hKPx9lyy2nceuut7L33jA3OS8HxtbX17miKRstf84wBxzF89rOfobm5mR/96Ee4rktNTQ1tbW1Ya/E8j7a2NsaMGROuJRacg+d51NSsIJ1uY86cMeTzlqJZDqWCuK6fef/9b0Nbm//Z2GUXy267waRJ4Di9pyOX/lF2EpGRaMmSoA1nEcUF1PF4vGSGoOKp/JqamkrW/QzU1tby2c+eyze/eRmx2IYXA1kLHR3+KLOeamrolWWCNqbtt9+WW265idNO+xiLFi0M1yQNzqW9vZ36+nqi0WjYxpTP5zHGkEo5RCJv0ti4P4sXw+TJG3waMgSshaYmePJJeOMNPxeNHQv77GPZfntIJgHWLzOtdwdXMWPMVsAewLPAhKLwsByYUPh+C2Bx0cPeLWxT0BCRilZTA34bTH24zRgTTlkTVJ8E60k4jsPq1at77ScWi3HYYYfx/e9fTSqVHJTGmq4u+MQnHJ57rvdtH/qQ5YYbLNEeV4LgWKdM3YIbbriOj33sE7y7+F2SySTWWnK5HJ7n0dLSUlhzq3QtrkgkQk3NXBobPWbONHz4w1YdIRXGdeHRR+Gb33R46SV/zZRAImHYbjs46ijLQQdZ9t8fCkVgMgDKTiIy0kQiUFNjgUThK9juTzWYy+XChcWD7a2trb0KgowxjBs3jh//+Mfsvfeeg5KXAP7yF8PXvtZ7/dBRo+Avf/HYYYdyjzJEIg5f+tJFzJv3Jn/+8904jkMikSCTyWCtpa2tjbq6OqKFwBXkJWMM9XUZmpveZe7cMbS2+n/kS+Ww1p/J4aqrDL//vaG4L9ZxDA0NcOCBcPjhlkMPtWyzTdDwpw6v9aHsJCIjRX19UFhTF24zxlBbWxuO2grabYLrSXOZoU2JRIJTTvkol176tUHp3AK/g+Kkkxzeeqt0uzHwuc9Zvv713u0/wbHuuusuXHvt9/jsuZ+jec0aEolkOPosn8/T1tZWsr5Y0H6WSCSoqnqV1lZ45RXDPvuojanSZLNwzz2GK680zJ0LwczjxkAqZdhpJ7+N6ZBDYMYMP38PJC9tcAeXMaYGuBu4yFrbWvzE1lprBvgXhzHmXPyh5EybNm1DD09EZKOrrfUDSEfHOPwGm0w4Gst1XVzXLalC6erq6rVQeiQSYfLkyVx++bcZM2bsoF2sk0m49FKPd97p3vbSS4brrjPsvTc4fUxUG/wunzFjL771rW9ywQVfIBKJkEwm8TwP13Xp6urCWkskEinp5PLnVF4EtDJz5ig8z7IJZw2SDWCtX73+f/9n+N73DJ2dK4Df4Dgz8TwXqCGTOYg5cw5mzpyt+MlPomyxBeyxx1AfeWVRdhKRkWrKFPD/BJ0EvAb465VGo1EymUy47hb4WSRYKL1YdXU1Z5xxBh/4wOGD2klw2GGW66+34R/cmYzh8ssNW2wBEyaUf4z/9IZUKsk111zNq6++xuuvvx5WJWezWVzXJZ1OU1dXF+alIBM6UZdIdDarVu3KW2+pg6uSuC78739w0UUOL7+cB/6JMfdgbStg8bzdWLnyIO65Z0/uuaeWujrDHnvAMcdYDj4YdtppqM+gsig7ichIMmYMpFLQ3j4Zf3Uhr6SNKVjPM+gAamtrI19clYqfr7bbbju+/vWvU1VVPWjHNmoUXHmlR3HN9j//abjrLsOMGX3/Kg5+bx9zzNGcf8Hnueqqq4nHY1jbPTV1Z2cno0ePLlnvvbuN6Q1aW7M8+2yMz3xm0E5HNjJr/VmvrrnGcMsthlzubeDXGPMa1npY20Bn50HMnHkQM2dO5tprI2y1FRx5pJ+X3vc+GD+eXoX5PW1QB5cxJoYfMn5nrb2nsHlFMATcGDMJWFnYvgSYWvTwKYVtPU7c3gbcBjBjbf8zRESGiTFjYKutYOnS6cBoYDnGGBKJRHhRdl03rDzpOdWO4zgkk0lOPfUUdtzxPYN6bI4D++zjfwGsXg0/+IHhnHMsp59u++zgKj62U089hX/961/ce+9fw22u65LL5chkMiSTSYwxRCKRcKrCWKyFSGQJCxaMYs0aNdhUAmvhjTfg/PMdHn/cYszTRKMX4Hmzekx18GugHmNmYO1BLF58HO+8o3ko+0vZSURGKmNg993BmCjW7oK/bA5hZ1DxdMdB8UxxQZAxhmg0yvTp0znnnLNK1roaDOPGwckn+997Hlx3nX/M11/vUVgebC3nZpg8eTLf+c4VfOpTnyKbzZV0vnV0dFBbW1tSjew35uSpqnqDlhaYPduw9976FV4J2tvhxhsNP/iBoa2tkWj0Sqz9Jfl8e9G97gbiwLY4zvtobz+Wxx/fn8cfH0ci4Wh6pQFQdhKRkWbKFD+XtLfvCCSBTqLRKLFYLBzBFbQxxeNx2tvbSx7vOA5VVVWce+6nmTx54qAeWyQC739/98/z58Ollxq+/nXL4YevexmDaDTK+ed/nscee4xnn30uzEZBYVAulyMajYYj3gHy+TyJxAqMaeLVVyeSydjCdHYynHkePPccnHeew6xZLo7zD6LRi3Hdt8IZG3y3AQ04zr647vuZP/9o5s3blltuiTNuHOy8sz8DVWdn38+13n8VGD+x3wG8bq29ruim+4AzC9+fCfytaPsZxrcf0KJ5kEVkcxCLwW67WWAMsHVhW4xYLIbneSWLikejUTp7/FaORqNMnjyZT3/604VOoo1znLmcHzyiUfjWt2yv9bf6kkwmuOSSSxg7dizRaLTXvM5BFTJQNFVhlkhkJc3N0NJiAH0Nzy9fPu9PzXTkkQ6PPdaJtVcBx5PPv1xmHm8LrMHaf2HtFRjzYaAVWTdlJxEZ6Xbd1RKPA+wdbquqqgqrkaE7S2Sz2ZI/fo0xJJNJzjzzDKZOnbLR8pK18Pjj8KMfGa66yrLjjv17nDFw5JFHcNxxx4fHW5yPgikKHccJz9EYQyy2DGs9Fi40WDvUuUBfa8tM1sKCBXDmmQ7f/ja0tf0XY47BdW/GdTt6fiSALPAa1v4caz+KMXsTiXwcz/sNb7+dLXN/6UnZSURGoro6eM97AKYRzMCaSCTC0UxBIXUwo05XV1fJ42OxGDvuuCOnnnpqIW9snONsb4cvfMFhl13g/PP7P3NPfX09X//610mlUkSj0V4ZsLhzCygshdGB4zSzYgV0dQ11JtBXX1kpkE7Drbcajj3W4ZVX1gAXA6eTzy/o0bkFfhvTKjzvAaz9Gsa8D2OOJBq9nNWrn+axxxq58EK/ILsvG1L29j7gk8BhxpiXC1/HAt8HjjDGzAM+UPgZ4CHgLWA+cDvw+Q14bhGRYcMYmDgRwMFxJgH+4p/B1ITFw6uttaTT6fCx0WiUeDzOBz5wONOmTS2z98Fz333w298a3noLbrrJ0DqAPokddtie97//kHAaoaCRprW1tdf5+dU3eRKJObS2whtvWPwLlr6G25e10NoKX/+64cwzDUuWLCIW+wTGXIXrNoXvK1CygG0qlSKVSlFVVdVrEVlZK2UnERnR6uqguhqMGY8xsfDaEnyBnyXi8ThtbW0lj00kEowbN44TTjienn9ED6aWFvjKVxxWr4Zf/9rw3HN+x0Z/RKNRPv7xjxWuj36xE0A6nSaTyYQNU8GINc/ziMfnAZ3MnEnhuquv4fjluvCPf8Dxxzvcc08aw61EIqfgef40zsVTKQVr0iaTyTAzJZMxUqlGamr+Tjz+XaBch5iUoewkIiOO38ZkgTiOMw7w25g8zwvbYoIskc/nyeVy4WNjsRjxeJwTT/wQo0bVb9TjvP12wyOPwCuvwB13GIqautZp//33ZbfddiMWixGNRsPR+62treGIruKlMKCLWGwuy5fD4sVDnwv0Ve4LrIUVK+C88wwXXmhoaZlDLHYicDOu2162jSkejxe1MaWIxzPU1r5MMnkDicQHqao6hFTqq1jbs2Os23pPUWit/S99/2VxeJn7W+D89X0+EZHhbI89go6dXYG7w+rcoBED/Ol2glAScByHVCrFySefhONsvMYagEMOgRtusDQ2wp13GpYtgxtvtKRS635sJBLhpJNO4u9//wexWCxcBNRvmImTTqdxXTfs7IpEIiQSC2lrs8ydazj2WLvuJ5FNylp4/nn42tccnnzSAx7GcS4in58H+A2J/vuYIB6Phw2PxeETIJdrYPlyQ68iHOlF2UlERrqJE2GLLaCpaTugmkikraTTJ1hToqamhsWLF4ePCzrADjroILbcchr+H9EbJzfV1sJVV3nMn294/HHDmWc6/PrXXjjd89pZ9tlnb6ZPn87rr78eTt8cXDNjsRjZrD9yJygKSiQ6cZzVLF5cQ2cn1NRslNOSDdDcDD/+seH//s/Q1raESOSbePaPWC8bFn7FYjGSyWS4JgoQTlde3EDnT/XdQFeXslN/KDuJyEhkjL/O9a9+lcDzdgCeK2ljCnJF8d/pAcdxGDNmDMcd98GNfpwnn+zPDLRsGVx/vaGxES6/3K5zvSSwpFIpjj/+OF566SWi0Wg47aLruiQSCbq6usJOvGCa6kTibdra/NHUu2qVhGHH8+Bf/4JLLnF45ZU8xtyFMV8jn/eXcYnHE4X3MUEsFgs/u/F4vCQvBx25wfTlrttKPv8furr6blfcoDW4RETEt/POfoNEa+s+gBMOHw84jkM0Gi0ZvQX+L/Kdd96Z/fc/YKMfY0MDfPaz/qid977X8rGPOZxzjmW//db9WGMMe+65B6NHjyKfz4eNM0FDVBC0isNHKrUIyDJ7dhzPY53rfcmmk89b7r3X8IUvOKxc2UIicSvW/ghop7Z2LPF4nFgsFjbMFYfoIFgDhfc6wsaspBcRkc1HMulPUzh79kSM2Ypo9PWSkVvByBcgzBrgF1ckk0k+/vGPhX/wbiyRCBxzjH88n/qU5f3vd/jZz/yF09eVZYwx1NTUsN9++zB37tyS6QgDxeuN+cVPGWKxxSxZshWrV6uDazixFt56C770JYf773eJRP5LVdU3yWafJ5lMUFMzhkgkQiwWCzNwPp8PP9NBY03xz36uGsqzEhGRSrDXXpZo1JDP7wf8ulcnQHD96bn+Vjwe58ADD2SHHXbY6Me45Zbw+c/7bUwTJsAVVxjOOsuy9dZrf1yQiw488H0kk0lc1w3XXS1ekyv4ubuNaT4tLR5z5hhOPNFutKkXZeDSafjlLw2XXmpoa1tJKvUj8vlbcZw8dXXjwtmrgiVOipfC6NnGFPwtUDyLUC4XB/oeIqjmRhGRQTB+PEybBsa8B8cZFY7UCi7Gwb/F4SMY0bXvvvuSSm26FTKNgf33h9Gj4bXX+p8IJk2ayDbblCaVbDZLW1tbyVzJQdVNdfVSHGcZzz1n1roYpGw6wZSE3/++wxlnOKxcuYhk8mOkUj+ioSHJxIkTGTVqFFVVVb2m14xEImGHV+mc2IZgOLqIiMjaGAMzZoA/5c7u4RR+xZ1AnueRyWTI5/Ph4xKJJOPHj2eXXXZhUxVVGON3Nh11lGXWLEPR4azjcYb999+/5JyCKXfy+Xx4HQ0qlaNRSCZn0tICL7+88c5HBsbz4H//gxNOcLjvvgyRyE9JpT5Gbe0CJk+exNixY6mtrSWRSISNNUHhV/EoruLOrYD/vVrlRESkb1tvDWPHgjG74zjJcI13ILzmAHR0dE95G0xPeOCB7ws7CTYFfx1SfzrfhQv79xhrYdttt2H8+HEl18iurq6SdeuDNibP86iunocxrfz3v4ZeS4XLkLAWVq2Cr33N8MUvQlvbbFKpk0ilfsX48aOYMGEC9fX1pFKpMC8Vd1oW56WeoxGBsA1qXdTBJSIyCBIJf10Ja6uxNlESOICwIrl4bmTP83Bdj5133glj6Ncv7YGwFpYsgaKnDHV1QSZDP4aOd4tEImy99TYlf7QH24unX+nuBGnDmIUsXgyNjYNwQrJBrIU33jCceKLD5ZeD5z3LuHGnM3bsbOrr/QYaIOyYLZ5eM3hvgZJOr8KeN/WpiIhIBWtoADB43ujwmtJz/SKgJEflclmmTJlSWEti8K87ra3Q1FT+tuZmPy/1P6ZZttpqq3Cq356jd6B7FFfQwWfMK3gezJpl+r3elwy2oDMSOjrgmmsMxx3n8MYbaxg16hLGjbueMWPiVFVV+fcujNYKOiqL11Ur7tws7uQMfu5ea01ERKS8qir/y9p6INqvNibX9TDGYYcd3gPYQW9j8jx4913Kdi61tfnb+9+v5k9TOHXq1JIR/NA9oif4CtYdc5yVGLOCN99ERdTDgOfBM8/AUUc5/PSnHtHo3xk//pOMHfsudXW1Yc4tblfq+X336PbS4e09Zz9YV2GQOrhERAZBNAp77mmB0Vi7LUBJJ5DneWSzWbq6usJt1lpyuSwTJozfKFPtNDbCscc63HcfJY0l1sJjjxlyOdhnn/7/ce04DltttWW41pa/L1tSuQrdFy/XzeE4c+jshHnzBu+8ZOBcFx56CI44wvDYY53U1NzApEnnUVOzMpxWJ2icCRpggjUlgkoaay2xWCysCgsWAY3H46gKWURE+mvXXS3JJFi7d1gYEwj+2G1tbS15TDaTZfToUSQS8Y1SEHT99Yazz3ZKFke31u/c+te/DIce2p/1JHzGGCZOnNjnVELBfUrX0ZgPdKiDa4gFC6N/4hMOV1xh6Op6mokTP8Xo0Q+STEbKrn8STJ1TXIUciUTCdblisRg1NTXhehP+/TS9s4iIrF1tLey0E8AUrJ1UUigDfrtLOp0umdLZ81ys9Rg3rmGjtDHNnw+HHebw/PO925gefNAwZkxwzOsWjOCZMmVKjwJaSCaTJSPeg46QfL4Tx5nL6tV+R5sMnWwWfvUrvxjo5ZebGDXqu0yc+DWqq9vDove1tTEFn8+ebUzJZDLcVrz2+7poDS4RkUFgDOy1F0AUx9mTSOSdcE7ZoPGmeESM/xhTNL/s4LdmjB4NH/iA5ZJLHN54w3LooZZ0Gh56yPDoo4Yf/tBj2237+7z+xWfHHXcqWUvAcRxyuRyu64YdIcFFyP+D/3U6Oy2vvmr4wAfUYrNplL7ObW2GG24wXHutoaNjCWPHXkZd3f8AD8/rHqkVLPIZhI3i0JHJZOjo6KCpqSlcWyIIKq7biedpfgAREemfKVNg0iR4++2diUbrwutQz2kKi0ULHUP+NW7w88Qxx1h+9asI55xjOPVUy6RJ8MILhnvvNeyxh+WCC7wBjOAyjB07lgkTJtDW1lZySy6XK5nGDvycGI83Yswq5s2rprNT63ANBc+zPP00fO5zDnPmuFRV/ZLRo28iHm8LP4/5fL5kzS2gZJ2IoKCttbWVbDZb0sEZNPL4+SrX6zMuIiJSzBi/iPrBB6uIRHbBmJd7rVvUs42puNBiY+SlLbf0j+ncc/313Pff39LYCPfdZ3j2WcONN3o0NAysjWnnnXcOr4/BOWSz2XCt0uDLb1eDSOR1OjtPYN68/nemyeCxFlavhiuvNPz854Z8/nUaGi6jpmYW4K/H5nke+XyeeDwe5vvitibwM3FnZyeZTCbswOw5Kr7481xdXbfW41IHl4jIINlhB0siYXDd3ait/TcdHe3hWgvlqg6CzuIIF9YAAQAASURBVK18fuN0DkQicNVV/hD1n/3M8KMf+VXBEyfCxRdbzjpr3Yull1Pc+RGsNVZ8QQruk0wmsfZNwGXu3CjWDmR6H1l/BvCwFubPN3z1qw7332+JRP7H+PHfpapqfhiCgyDZs+LYdV26urpob2+no6ODbDZb8hkunjIAMkNwjiIiUqlqa/11Jd5+ezLx+GRqajK0tLSE15nijq5ALBYtrMk1+EHCGNh7b/j5zz0uvdThzDP954jH4ZBDLD/9qWX8+IHvs/gP+mCqwmBdseAa2p2XluE4y1i6dCva2ow6uDaxdBpuu81y+eUOLS3N1NV9j9Gj7wcyeF53h2ssFitZN8IYQyaToauri7a2NtLpdEnjY/HnuPRvgU40RaGIiKyNMfDe91ocJ4Lj7Ep9/ds0NzeXXUYgEIycyec3ThFFPA633mq56CL4/vcN6bTfxrTVVnDFFR7HH28H3OYTFEcHmSkWi5VcS4tHTPtTFc7F82DePKM2pk3MWsuLL8JFFzn8738u8fhDjB9/LcnksrBYLXg/gzamaDRaaPfM09nZSVtbG52dneRyubW0MfXW3r4CGNfnsamDS0RkkEybBtXV0Ny8HZ2dGSKRCK7r9ur0aW9vB7qrGoqHlA+2VAquvdbja1/z15cAf+2L+vr1CwJvv/12yfoCwXSFxY1SwXoE2WyWSKQDY5p5+eVx5HKWeHwQT076ZK3hxRfhrLMcZs/uoqrqN4wZcxPRaBvGdC/SGSxUW7w4+urVq2lrayOT6bvjSlXHIiKyvmIx2GYby6OP1pPJjMXz3g0bNYpHNwU/gz+SOJvNbbTp+4yBww6zPP64y7JlfnVqIuGPNBvIeqWBNWtawk47f81VN2yw6Tk9YXt7O/l8mkjkFdas2Z8334RJk9T5sak0N8M11zj85CcGa2fR0HAZ1dWvF4rAuqdoDoq5giry9vZ2Wlpa6Ozs7DMX9XdaHRERkXK23dbPTfn8dnR1dZWsfx5kp0QiEf7tnsvlyOfzJetyDSZjYNQoyx13WFas6F4Ha+JEvy1sfduY/LVZS0ejFXd2BAVCuVyOaPR1Mpk0zz+fBNQusam4Ljz2GJx9tsPixS3U1t7E6NG/IxJJY0x3ByV0z2IF/nvX2NhIW1vbWj+X62pjWlemUgeXiMggGTPGr0ieOXNrOjsT1Nb6CzkUD7WN9Fhx0xjD66+/wfHHf7CwZfD/EHYcGD+eAVcf92StZdWqVRhjyGX9C1NxJWvxApHxeJyOjg5cdw2Os5BFi8bR1GSYOHEQTkjWynXhgQfgM58xrFrVRl3dtxk37h9Ym8PzusNG0BGZSCTI5XI0NjbS2tpaUi21Nt2Lpzuov0tERAZi773httuipNM7ks8vBCgplgFKOrii0SjvvPMOHR3t1NXVszEaNIzxF3PfZpsN31drayu5XC4cAR2M+AkKn4qLn4wxhT/4Xyafh1mzDIccsuHHIGtnLSxfDmefbfjnPz0ikYeZOPFbJJOt5PMe1pqwWM3zvLACuaWlhebmZtLFC7atRfB3QNDooyIhERHpr2nT/Hacd9/dma4uSyzWXVwcFExHiypxHMfBdV3mz5/PHnvsVtg6+G1MkQhMnrzh+7HW0tjYFBZKA+EsQdA940zQbtHR0YHnvYvjrOCNN7aks9NQXb3hxyF98T87uRzccYfhq181dHSsZMyYLzFm9Ew8m8fzuteaDZazSCaTpNNpGhsbaW9v71f2KR71HrQvDoQ6uEREBkk8DrvsYpk5czQdHQ1UV78DdP9h27PiIKhwWLhwIZ5ncRzDcF5w2nVdXn31Vb+yxvoXm2QyGV54glFAQdV1JpPBcfJEIstZswaamqw6uDaybBauvdbwwx8a2toWMnr0lxgz5lWsdcPPW1A1Hqwh0d7ezvLly8NAWU5x2CheY82/LcpGHIQoIiKboZ128qd1zuV2Ipe7r2RawqCRI/hDOdDc3MyaNa3U1dUxnPOStZa5c+eSTqdLOuiCKQqL85I/jVC+MMJrKdmsy8KFTuH1GOIT2YxZCy+8AOec4zBrVo5k8v8YP/5XxOPpMOMUL2ofZNt33303nImhp54NM0H+75mb/Pc/RVeX3mAREVm72lp/FNfixVvQ3l7FqFGt4TWm5/qlxRYuXFg0fd9wvd5YOjs7mT9/Hp7nhueSSCTCEe891wjPZDJEIjkcp5GVK7eko8Oqg2sj6+iASy91uOMOyGReZuzYrzJ69GJcN18yA0OQl+LxOM3NzaxatWqtxdPFWSl4j7uLqE3JiDB/NoQoa2myYj1WXxERkXIcx597GBLkcuOJRqMlDRsAiUSiZFHxTCbDokWL+j1qZig1N69hwYIF5HJ+Q4zjONTU1PSahjFoEOjq6iKRiBONvkxnJ8yZM1yDVSXrfk0bG+GLX3S48kpDW9t/qKk5g4aGV3EcSt6f4n+XLl3Ku+++W7ZzKxqNEovFSsJG0EAXi8XC+6kSWUREBmryZH8aZZgejgIOii+CxoxEIhHeP1jnaNmyZUNyvAP10ksvk8vlyWb8CpBUKhV2dASCa3FnZ2ehQWAhxrTxwguGCoiFFcvz4C9/MXz0ow6zZjURjX6ZceNuIZn036uemTYSidDe3s6CBQvKdm4FuSjosCxed604RwUNd+tTlSwiIiNTLAZTp1qgjlyuvlcbk7WWZDIZZgrP88jlcixY8NYQHnX/LV26lKVLl5HL5cIcWF1d3auNCQiX90gkDJHIHBob4a3KOM2KZC288w6ceabDzTdb0um7qa//NKNHLw7XmoXSNiZrLYsXL2b58uVl2zhjsVjYplS8bEawFnz3c3cXG7muW/J56Is6uEREBtHee9vCVDO7h400wR+yQRVK8TSFnucxf/58Vq9ePYRH3T+vvfYay5evCDtDgg6PIIgE24ILVDweL/yRvwDwePPNITz4zZbFWpg/319v67bb8rjuPVRVfZpx45YClHReFb9ny5YtozVYmK3cngujDqPRKMlkklgsjuPEcF3I5WqASVg7CZiA4oSIiAzEhAn+tDuetz3ZbJJ4PN7rD9l40cKd1lq6urp48cUXh/26RplMhqeeegrPdXG97hHvuVyupGjEGENVVRWe5xUyUyvGLGfpUuhjkJBsoK4uuOUWwznnGBYufIt4/DwaGu6mqioajqQrXjciFovR3NzMihUr1jrSvbjqPB6PE43GgAjZrIPnTcBaPzPl8+PJ58fjeVqUVkRE+meffQDiZDI7EIvFSoolghHvwUgX8NuYZs+eTUdHx5Adc39YC8899zxtbe3kcv41NihyAkrazYJMGBQ/Oc488nmYP19F1BuDtfDyy3DaaQ53353GmNupqbmQsWNbsdbrtZZWLBYjl8uxdOnSPke6+/u14f2DNiZjooU2pnqCNiZrJ5LLjcN16/E8Cu2oa5+EUFMUiogMoilT/PUburq2oasrgzEmHO0UVO7W1tbS2NgI+L/gly1bxpNPPslHP/rRYTodjcXzLA8++BCdnZ3kCvPRJZPJXmtIBHMk53I5MpkM+XweY+YDeRYsiBUNk5fB4Hnwv/8ZPvtZw+uvp4H/Ixa7irFjR+M48XDaAv++HrFYjM7OTlasWLHWBT7j8TiJRALPM+Ryo8hkdsTa9wEHYG0CayfhuqPwR5AZoH7jn6yIiGw2YjF/1PusWfV0dtZSXd1UMr2JtTYc9RRUgHqex/33389ZZ32KRCIxDPOEX3Qyd+6bvPrqa3Sl04AN1yIonp4QutfEzGQydHZ24jhpYBmrVu1ASwuMGjWU57J5sRZWr4bvfMfh1lstrvsyxnySmppl1NaODTu2gs9gULy1bNky2tvb++xUdRyHVCqFMQ75fIpcbhqetxfGHILnTcXaJLnc9JLH+B/nJUDtRj9vERGpbMbA1ltbIhGD521DJvNoSRtTMIqruro6LF71PI+5c+cya9Ys9t9//2GZlwDyeZcHH3yIdLorLCKpqqoqtCGVjgqKRqN0dnaSTqcLuXAe1lrefhu1MQ2yfB4efNDw+c8bli5tAy4nFvs5DQ3jAMI2puLOqra2NlatWtVnMVBQBBSLxXDdCLncGPL5XbD2IGBvPC8CbInrVvV4ZAswH2NewHEWAc/2edzq4BIRGUQTJ0JNDXR0TKOtrYtRo6rw3O4LgDGG2tpampqaSqqU77jjF3zwgx+kurrnL/Sh5l+03nlnMfff/4AfKDx/JFpdXV0YrICS9QpaWlrC4fGO8ybGLOfFF6fR1WWpGm6nWKE8D+6+2+/cam5uBC4C/kR9/aiwIS0IGJFIJJw6Z22dW8FoLWvj5PPvJ5v9NJ63F9aOwXEi1NX5C8pusUXvhrcnntiYZysiIpuTaNRvsIFqOjrqGDeuCceJYIv+aI7FYqRSqbASNJ/P89xzz/P008/w/vcfMrQn0Et3Mcmdd/6atrY2Mpk04DfWBB11xaO3ANasWRPmJcgRiTxLa+uhzJ4NW245VOeyebEWli2DT37S4bHHXKy9B/gCsdgaGhq2CrO467phFXwikWDFihW0tbWV3acxhmQySSQSxdrpZLNnkc8fi+dNAVJUVflTcKZSMH16acObtfD222NobPRHlImIiKzNtGmQSEBn51Z0dnaRTCbIZnNYC9b6BcZ1dXVhB1c+nyedTvPzn9/BPvvsXTL123BhLbzyyiv897//o6urC2v9wpLa2tqw2AS625hyuRzt7e24rksulyMSeRlj2nj66To8z1I02Es2QD4PN9/scOml0NW1GPg08G/GjJlANBoN25iCgrRoNIrruqxcubLPZVfi8TjxeBxrq8nljiGX+xSuuwswikjEob7ez0lbbUWv9dTWrBnDO+9Mp7X1CFzXAvv0eezD71MuIlLBRo+G7beHFSu2prU1zqhRhHPxG8evCPU8j1QqRWdnJwDpdJpnn32eRx/9N8cffxwwvCpQXNfj17/+DUuXLg0vWvF4nOrqanK5XK/FIYNphIKpeBynDXiVt9+expIlsN12Q3s+m4NMBq691vDjHxtaWuYTi32KfP4ZotEI9fX1JQvOBl+RSIR33nmnz86tZDJJPF5LNnsgudwFuO77GDUqzk47wQEHWA4+2GPXXSEe9xe79ddO6TYMc7OIiAxj/pQ7EfL53elof5V4IoGHDUdwBXkp6ODK5XK0tbVz8823cMAB+xem9RvSUyhhLbz22hvcf/+DZDKZksKmSCRS0mATrJmxatUqurq6wgYCx3mWfN7y1FOG444b3lMxVgJr4dln4fOfd3jppSyRyPeA63DdNsaMmRiO1irOS7FYjKamJpqamsruMxKJUFVVjetuSSZzDrncacRi49luO9hrLzj4YMs++1gmTvSz0ejRvTu41qzx17XYa69N8jKIiEgFmzoVJk2CBQvey5rmLJO3qMIxeZxI6RqPiUSCTCYDQFdXmoce+gcvvTSLGTP2BIZXG1M2m+O2237OmuY14ZpiiUSCVCpFJpMJi6iD0VtBp11QYO04y3HdhcyevSstLTBmzFCezeahrQ2+/nXDHXdAJvMcsdjZ5HKvk0olqampCdsCg9kIgvdo8eLFZTu3gmKgaHQU2eyR5HLnY+0eNDRE2GUXOPBAy4EHeuy0k19EPWqU39ZULJ32R+C//jo8/bThuuv6Pn41R4mIDKJoFHbf3fLkk/Vks1vS3v4myWTC/+PZ6/4juqqqKuzg8jyPdDrNj398He9//8HU1tbiT/s2tILZWP7736f42c9uJ53OhBeuurq6cHRQ8UKnjuPQ2toaNhA4jlM453dIp1EH1yDIZCzf+Y7DD39oyOcfJxb7CsbMxnEMo0aNIhKJkM/nw/ckGLn17rvv0lWmVNgPw0lgTzo6rsR138eECXGOPBIuvdRj2239qaSGUyAWEZHKt9NOlqoqQ2fn7jSvuYnJkydhrRdmjaATKJjXH8B1Xf75z0f4978f4+ijj2Q45CXwM1N7ewff/vblLFu6jGzRdM7xeLxQbRwp6VAJpnMObk+lUuTzy4Au3n47heuiiuQNYC088wycfrrDokWriUSuwnF+DuSIxfzGmmC0YDBdZDQapbW1lRUrVpSdltBfHH0c6fT55POfJh4fx777wkUXWY491lJTA04/liVtaPC/RERE1qWqCnbcERYsmEhn12gyma6SwplgmYigcwjA81xa1rRw/fXX8ctf3lFYw2roM1Nwab333r9yz933ks5kwvOoq6sjm82GxbnFHSrNzc3hdTro8IpEltDauiurVqmDa0O1tcEXvmD49a8t8Fei0Usw5h0iEYfRo0eHHanFbUzgd24FmbeYPxo+hbXvp7PzCjxvd6ZOjXDCCZYvf9ljiy38ttN1tTFVV/tf06ZZjjrK8sADfd9Xq8KLiAwiY4IpZWLAZNraWsMGDSCscgjWOArkclmeefoZfvaz2/G84VKxa1m+fAXf+MZlrFq1klyuu7GmeOh4sG5BsM5YV1cX6bQ/LU9QSeQ4C8jlDIsWDX2oqmS5HFx5pd+55bp/JxI5nXz+RbLZLLFYLOx4DEJuNBolEonQ0dFRdpHZSCRCKjUaz7uQdPqvVFcfyte+FuOppzx++UuXHXe0xGKWYOolERGRwdLQEExFMpVMxg0bNcKR74XsVFNTEz7GdfN0dHRw+eWXs2LFSsr0QWxy/h/8lp/97DYeeeQRutKdYTX1mEKLS9CJEmSnVCpFa2sruVyObDZLJBIhFosRi63CmE7eestQaEOQ9WCt5fnnuzu3HOccrP0p+by/zsfYsWOx1pZMsxPMQtDY2Fi2cyuZTBGL7UsmczeueykHHzyOv/3N47HHPE491aO21mLMMPhAiojIZiUahalTLVAFjKO1tTXMScWz6aRSKWKxWPi4XC7L3/52H3fffe+QHXs5c+e+yXe+cyUtrWvI5/0CpurqaqqqqsIOlKBzKyimzmQydHV1heebSERxnIW0t8Py5UN2KpuFjg744hcNv/mNBX6F45xFPr+AbDZLKpUK10UrLgaKRCK0tLSE7X7FotEoqdQ48vkrSaf/yNixe3HNNQ7PPONxww2WLbe0RKN2QAXU3Z/1vu+jDi4RkUG2117BHMD7kE6nqaurCyscgo6gaDRKbW1t2HjjeR6e9fjRj37M448/3udi1ptSOp3hmmu+z4svvkgulwsba0b1WHwp2J5MJmlvby+5yCUSicIFMAtYyvSxyAA8/TRcf73B8x7GmLNw3eXhZ6W+vj78PmisCcJuuWl2/EXvJ5HN3ko2+x323Xcs999vueYay/TppRXIZiDpQ0REpB/GjfPXJ4Lt8Lx68vl8eC0L8pLjOFRXVxcqj32e5zJr1mwuv/w74TpXQ+2JJ57k+uuvp6urK2ycSaVSpArz+RZfR4Pzam1tDe8bj8cLjQYGYzJkMv46CLJ+0mnD17/usGhRM5HIOVj7QDh9cyKRIJlMhp2NQSNhLBajubm57FTOyWQKOI2urr9QV7cvV10Ff/ubx5FHWlIpShoZRUREBps/rXMM2IPOzk7Gjh1bMj2h4zjEYjGqixYxcj1/vapvfvNbzJ796rAoClqzpoXLLvsWb731VjgjkOM4jBo1qqQto7iNqaWlpaQIKh6PF9qY/AxYmBhJ1oO18Le/GX7zG4BfY8zFuG5r+PrX19eXrCEbZNhcLseaNWt67S8SiZBIbEM6/Xvy+Qs5+uhq/vlPj0su8Zg0yW9j2lh5SR1cIiKDbLvt/Pn2YU88z2HFihXhL/Cg4yEIH6mihYzy+TyNjY2cd97neeONeUMWQKyFfN7lZz+7nV/96lclf+jX1NSQSqVwXTdslAnOKZ/Ps3LlyvD++XyeXC5HLpejvn4RxuR54YUhOaXNQjYL11/v0NXVhLVfwfNWhrclk0mqqqrC0XSu65LP54lGo7S0tIRTFRRLJnchk7kVaz/MuedG+etfPQ46yO+cNUaNNSIisnHFYrDnnhYYA2xLS0tLWJ3bfZ8YsViM+vr6kvWrcrkcd955Jzfe+FNc1w5hZrK8+eZ8LrjgC6xe3VgydUtDQwO5XC5cfxUIO1KWL19OOp0ORxBlMhlyuRyJRJpUagnvvOOvOSDr59FH4b//BfgZrvtASaPZmDFjwvfD87xwPVnXdWlpaelVZBaN1mDM+aTTP2GHHcbz5z/7DTV1dSoAEhGRTWO33SzJJMA+uK7LypUrS65Bwcia2trakpmC8vk877zzDuee+1mWL18xpG1MmUyWq6++hr///e9h5xbAqFGjiMViYRtT0LkSjUbp6uqisbExvFbncjny+Tyu61JfvwDPg5de0rV4fbW3w09+YnDdt7H2MjyvLbyturqaRCIR5tjgdY9GozQ3N5e8hxDM3rQ/6fQviUYP5bLLDH/8o7+O+6bIS+rgEhEZZLW1wbz6E7A2xYoVK8IF0oPpaYKq0fr6+pJh5K7r8tZbb/GZz3yG1157HWtN4WvTHLvfOZLn9tt/zhVXXEFnZ2fJ8PCampqwsSZYXyuYmrC5uZlsNht2rgRqamqIx98HRNl//01zHpuj1avhyScBXsXauSW3jRkzJqymKV4PzfM8GhsbS+7rL966Bdns7cRix3LRRYaf/AQmTFAwFBGRTccY2Gor8JeFnkJnZydLly4NK3eDzBRMu1M8VWEwXc0PfnAtt9/+88JI802Zl/zMNG/ePD7xiU/y5ptvlqxBUFdXh+d5YdVrIBqNksvlaGlpCW8PMmEkEmHMmPeQy01n++21RtP6shYeeMCQzeaB+ymeZjmZTIbV7cHnK5hZYfXq1SX5NRKJkExWEYt9lnT6e+yxRy1/+pPl8MMNxqgZRURENp2xY8GPQVPwvAhLliwJi1iL81IkEqG+vr5kBiHXdXnxxRc577zPsXjxu0PSxpTJpLn66qu55ZZbyBTW3QLCUdVBkXTQhhFMHdzY2Bh2rARFQeB3ihlzALEY7L33MBiaVqHmz4dZswCewtpl4fagICgoeC4e9Z7NZmlpaSnZTzKZJJXagXT6V9TU7M/VV8O3vw11dZuujUnJTERkkNXUwPbbA0wGJmKtDStCg6rQ4N9EIsHo0aPDtbnAb7R57rnn+MhHPsrTTz+9iaYr9ENOR0cHV175Xb71rW/T2dlZ0lkyduzYkimCgirkWCxGW1sbTU1NJeeXSqWYPHkyEybMYNWqk2hogMMPV/hYX+3t/hpc0AKUVoIXL5QefJai0Shr1qwJOygDuVw1+fzNWDuDb33L8r3vBdPrrHuRTxERkcG0++4WxzHAHhhjSKfT4ZqRwR/U4OeQ0aNHk/TLl0NtbW18+ctf5pprvk863bUJjjhoFLI8/vgTnHrq6bz66qsl19qamhrq6urKjt631rJ06dKwI6V4ra7p07ejvf10crkGTjghqNSWgbIW/HaXLNAebi83BVIwPaHrurS2tpbsx3U9XPejpNPfZrfdIjz4oGXnnbvzkjKTiIhsKuPHw9SpANsBfhFNMEVczzamqqqqQgdQ94XKdV3+/ve/c+qpp/HGG2+wKdbYDjrRGhubuOiii7nxxp+SzWZLRruPHTuWaDQaPqZ4CsKmpqaSa7PneVRXVzNlyhTq6w+kqekIpk+Hvffe6Key2WptBT/CNofb/JFYCVKpVPiZCvJSNBotu1ZpLjeebPYOYrGt+b//87joIksstmnzkjq4REQGmTFBFUk1sDORSATP82hubsZ13ZKLerC2xOjRo3tNvTN37lw++tFTuP3220mn00WVNgYYvK9gn6+99jpnnfVpfvKTG2lrawuraIKRZsECn4Fgnud8Ps+qVavC4crJZJKGhga22257kslDmTfv+7juNnzjG5Ytt9yoL/1mrabGX2AW6vHfO/+zUl1dXVLRVFzx1NzcXGZPn8XzjuOLX4SLL7bEYhY/4KrzUURENq0dd4S6OoAZOE4Ux3HCtRZyuVw49W4wyqahoaGk2CaXy9HZ2cn3vvc9zjrrbBYteqcwumrj5aX29g5uvPGnfPKTZ/Lmm/MKGc2/hiaTSWpra0vyUtAgEDQKdHV14TgO8Xic2tpattpqK6ZO3YUVK77EkiVnctBBhrPPHtji29LNcaC+HiCOn8V9xhhSqRTZbLak6CwWi9HS0tKrIMhxtiaXu4Yddqjlt7/1mDjRYowyk4iIbHqJhF8UBOOA6eESEa2trSVtTEHxRm1tbcn0zsGUvM8++ywnnPAh7r33XnK5/EZuY4JnnnmO0077OL/73R/o6Ojote6W4zglnSVBQVA6naapqQnP88I2pgkTJrD99u/BmOOYN+//2TvvMEmqqo3/blV17p7u6Ym7s4HdJbMgSEZAJQiIIIgoKhgIYgAkmEUQ5BMkSAZBECQHyQhKzhl22cDmvDs59Ez3dO663x81t6Z6ZjbP7M5Cvc/Tz/R0qK7qrrr3vee85z2X4vPVcPHFsm/Od7EhiEZV7/VK+zEpJZFIhHw+XxZjUr/VQEEQaEj5ezRtHy65RPKd70h0fdPzJTfB5cKFCxfDDCFg661B0wRCbGtb0KRSKXp6euwSa7W41nWdcDhslwArKJXvOeecywknfIdp0z6iVHL63MoNvklp2rdkspu77voXxx33Tf7zn//Q29tr2+zouk5lZSXBYNAmS9DfIN3j8diWLrqu24qa7bffAdPcnzlzLsbv356//lVyxhkSzZ11NhiVlcrKaRJOAhIMBu1zSVkhaZpGb29vWZISQNO2RsrT2X13wUUXSfx+db5pw3Bz4cKFCxcu1g/RqKVKhgak7BNsFIq0t7fbC2tnPwav10tNTU1Zkgsgn8/z8MP/5pBDDuX22/9JMmktvq2YyfDwpVKpwLRpH3Hqqadx4YV/oqmpiUwmY+9bMBi0LYOd1VsAXq+XdDpNT0+PXX1dVVXF9ttvT339dixe/Cuam4/nyCM93HuvSV3dSH7rn37sthuADuxsP+bxeGzLJpXMUr+P02rHsuMxgF/g9Y7h8sslO+4oHAlHwfDwJpc7uXDhwoWLdYMQVq93MBBish1jSiQSduLIGWMyDIOKigqiA7I/UkoWLlzID37wI37849NZsGA+UprOV2zwzcmZOjraue666/j2t7/DG2+8TjqdtpNbhmFQVVVlV+WrGJOKY2iaRnt7u53cikQiTJo0ie22257e3sOZN+98qqvHceutJscf7wqCNgYNDYqH7wD0925zxpicVtrKYhucMaa9MM1v8dWvwllnKVG2wnDxpbXzJmONz7pwMaohsAZR6z/TtOwoWlut26xZgkQC9thD8vnPQ1WVBIQ7+LnYJJg0SaLrglJpGzswA5BKpRBCUGHJlZFS2gEcVQacTqfLtpXL5Xj66f/wxhtvcvzxx/PTn57ODjvsYPfuWpdzeiiXw+7ubp599lluvPFmpk//mFwuT7FYsJ9Xya1AIFDWD0OpagzDoKmpiXQ6jcfjoSJSwdiGBsaMaaC1dTs++eS3VFZWc/fdJocc4lq5bCx8PthhB8lHH8WBcUB7X38If5nqWBFaZ/WW9ZiXYvEc/P4J/PrXss/D21Uiu3DxWYJV2QLptGV7unAhdHTAzJmCceOs6uPttgNdd8dsF5sGoRCMGQPz59chRAWlUgIAs2hVvldVVdkcRAVvTNMkEonQ1dVVViklpWTJkiX87Gc/54477uTMM8/g8MMPIxqtYF3XAIP5kqBUKjJz5kxuueVWHn/8Sbq6EhSLhbLPDoVCZT0voL9yy+Px0NvbS3t7O2BZGFbFq5k8ZRKmWcns2T+ho+PLnH46XHGFadsGu9hw7LCDxOvVyOd3sR+LRCI2X3KqxRUXd0LTdqdU+gGHHw4HH4yjcsuFCxefBVhjhKBYtCy8Vq2Czk7BtGmWZfzee0t22w0iEVkmUHXhYiQxZQqAhqZtXbb+7+7utsUzTuFroVAgEAiQyWTsfl0K6XSau+++m+eee46TTjqJU045mcmTJ9k8Zm2n9eq6aLS1tfPYY4/x97/fyrx58ykUCmUxJsMwiMfj+Hy+shiT4kuaptHY2Egul8Pr9RKNxpgwYTxVVXWsWLEn8+adw6RJYR580GTXXV2+tLGoqIBJk2DlynFANbDKjvU57bTVb+SMVVqPBSkW/0AsFuNXv5JY+jPnybHpuJOb4HKxRUEFZlIpWLkSmpsFH30E8+bB0qWCuXMtApJKWQkvAF0XTJkCxx4r+dWvJPG4S0JcjDwmT7aagzc374plkdJPKHp7e4lEIgC2GsIwDKSUxGIxdF0nm83a1TcqgNLZ2cltt93Gww8/zBe/eCDHHfdN9tlnb8aNG4fX6xlyP4TALjeXUtLbm2LJkiU888yzPProo8yZM6es15aC1+ulsrLSTqKpcmRVtWUYBq2trXR0dODz+YhGo0ycuBXxyhqWLDmURYtOpro6xN13m32BgWH9ej+T0DRVwRVAiLFIOd22IlRJVGdfCdXDREHK8cDxHHAAHHWUUjopwmGibA9duHCx5UMFZrJZSCRg2TL45BPBsmWCDz+0/m9thc5Oiy+ZpjVOV1QIvvhFOPdckwMPdPmSi5GHrltitFdfrQC2A5bbzxWLRTKZDIFAoKxfA1jKUrA4VS6Xs+dApTR95513+PDDD9lhhx049thjOPzww9l22237emOtaY8sdWg+n6e1tYUPPviQBx54gFdffYWursQQiRDLBigcDtuNuFXARvUpzWazNDY22r0jxo4dy/hxE0hnGpgx49ek09v2JbckfYflYiMxbhx4vZDPT0aJIp1Vfyr4p2maXYWnoGk6pnkafn+E3/3OSjhurmCNCxcuRh5SWjwombT4UVMTzJihMXOmYOVKmD/fElJnMv0xJsMQ7LQTnHCC5MwzJcGgy5lcjDx23lkSDAqy2T1Rc5tCKpUibClY7cpylfCKx+P09PSQy+XspIXiVc3NzVx11VXcddddHHLIIXzjG99g990/z5gxYzAMfeAuOGDFmEzTJJnsYcGChTz++BM8+eQTLF68mGw2O8iuWfWf13XdrtZSMSav14uu66xatYqenh78fj+VlZVstdUkwuEq5s49nuXLv8mUKT43uTWM8Hph3DgJxBCiCilX4fV6y/gs9J8vmUx/v1vr+V2BgznuOMk++wzFjzZdnMlNcLkYlVBrjGIR2tstxczMmYIZM2DBAsGcOVZgJpNRDfFyQAZYhhDL0LTl+HxzEXSRL3ye+fMP5fLLpzJnjsY//2kSj7uDoYuRRSgE9fXQ3FwDVABt9nOmadLS0kJ9fT2BQKBMfWMYBl6vl2KxSEdHR1lfB/Xerq4unnzyKZ5++j9UVVWx0047scMOO7DLLrtQW1vDhAkT0LR+C5Zly5azZMkSpk+bxqzZs1m+fBm9vb1IKQcpeYQQRCIRKioqbFWN8t1VyRTDMGhubqanp6evf1icrbeegq5Hmb/gWJYu/Ra77+7jpptMdt/dvdaGE1OnKuucnZHyGbxer+2HrKDIrDMIZxgGmvYVTLOKY4+1Gn72vXrTHoALFy6GFf32a4JUCpYsgcZG+PhjjffeE6xYYQVrOjstvmRZkKQRohVoQYiP0fUOvN7ZlEpj6en+Ak8+eSjvvBPmX/8yOewwdwx3MbIQwhIFgY6UkwY939PTg6ZpxONxwOJBHo/HroYPh8OkUikSiUQZnzJNk1wux+zZs5kxYwZXXnkVkyZNYurUqXz+87tRX1/PpEmTCQaDaJrANCXd3d0sWriIGTNn8skns5k7dy6dnZ0Ui0W7eswJn89HLBbr24Y1D6ukieJL6XSa5uZmdF0nEo4wZespxONVdHRMZe7cnyLlJK68UvLjH7vJreFEVRWMHQsLFkwGIkDSoUrv72MaCAQG9ZLweseSyRzMjjvCzrbDoTsQunCxJUMJf0CSzwtaWqC5GaZNs6qyli0TfPIJtLVBPq9iTBkgDSxHiAVoWit+/8dImSef35OPPz6CmTMns2SJ4G9/s9b/LlyMJOJxq21BU1MDlp1c1n6uWCzaMSafz0exWLS5iWEY+Hw+CoUC7e3tZTEgJQxqbW3lvvvu4+GHH6ampoadd96ZnXbakR122JH6+nrGjh2DEJr9WYsWLWbRokV8/PHHzJo1i8bGVaTT6dVURWtUVFQQiUTs5InaP6ct4cqVK0mn04TDYWprapk0eRKlUpxPPvkujY1HcthhOldfbbLttu76ZDix885w//0ehNgeKWfg8XhsIT5guzhZv1s/F7Ze93V03c+xx5qOdiSb58dxE1wuNiv6A/eCXM6qylq8GN54Q2PuXCsgM3u2ZZ9TLIKURSCHpq1C1+eiacsJBD4mn5+PrreSy63ANHN9igUvhUIBKR9EiL+g63/kqafO5OSTde680yQWc1U2LkYOgYBlXTBtWh2wDc4EF1gBkLa2Nurq6mzLP2W7A9iN1LPZLIlEwq7mUtdMqVSyPZffeOMNXnvtNQzDQNd1OxHlfG02m1UxUIrFYlnSDLD7WlRUVBDqY+eKdOi6bquANE2jqamJZDKJ3+9nzJixbDVxEpJqPvnkJJqbD+XAAwX//KfJVlu519hwY9ttrb5ZmcxOWHZLfWX9Zr9y3ePx2IkvBV2Pks//kK22Ehx7rOkSQhcutlBYVQeCri5Yvhw++EDwxhuCdFowezasWAG5HJRKEsigaV0IsQIhZhMIzEXKZZjmLKTsoFBIIGUBMDBNYdmHiOvRtS/S1vZPfvCDcdx9t8mhh7qLSBcji733lgQCgkxmP+AfDKyQ6e7utnswqGCI6jkphCAUCuH1ekkmk7aAR0Hxp3Q6zcKFC/nkk0947LHH7Op5Xdft+VLTNNLptJ2kUnxpIGdSPUeVJaGyT7TEJJotCkqlUrS1tYHEViFXxmtpbNyd2bPPoLIyyqWXSn7wAxNddy+y4UQoZPXDnT+/DqhB01I2X1JV75qmEQ6HWb58hf0+63f/Opo2ntNOc5OOLlxsiXCO2ZmMYPlymDfP4kvLlgmamiznn+5uy24Q8giRRYiV6PpsdH0Ffv9s8vnZGEZXX4wp3ycq8lIo5IF70bRLEeIqbrvt2wghuPpq2Vfx6cLFyKCqykpGrFo1BRgLLC57XiWwamtrbZ6jKrbASkjU1NSQyWTo7u4eZEEHVnuMjo4OXnzxRV566SVbsKOSUOp1xWKRbDbX5xgk7f5fTqiqrWg0SqDv4lC925293QFWrbISZKFgiIZx45gwfgK5fD0zZpxOd/deHHss3HyzSU3NsH+tn2kIATvtJNF1jVJpJ6Dfvck0+88Lr9fbJ6KXjveOpVg8nr33hgMP3Bx7Xw43weVisyCftyqwli8XvPWWYPp0wbx5Vi+IVIq+rHABITLo+kIMYyFe7wwMYz4eTxNCNGOavUhZ6qtWMCkUCuh6AbAWLtls1vGJXWjahQgheOqpMzn7bMGNN9LXg8aFi+GHEHDAAXDrrV5Mcz/grUGvyefzNDc3U1dXZyeQ1ASiVBLBYLCsMflA9bA6z1WwR5ETtS2ltBiKcIA1eQUCAcLhsN3k0/mcgq7r5HI5u+l7LBZj/LjxVFVX05uewKxZZ5NO78APfgBXX21SUYGb3BoBTJxoEduVK6cCfgKBIAJBSVrnhUqWJhKJsvcZxk7kcrtw4IHSbVzvwsUWBGWZs2oVTJ8ueP11wYoVVkV7S4vFp6wqdhNda8TwzMLrXY5hzMTjmYNhdGOaHZhmDiGEHdjNZDJoWgnT7E8AWChgmi/h959MW9ud/OQnY7n7bpP99nOTXC5GDlOmWJZyCxbsCYSBZNnzUko6OjoAyqqlnD1OfT4fhmEQCoXo7u62bQsVSqUS6XTavg7U+xVUUkoFaQZCVUdHIhECgcCgXltqP1VQoL29nUQiQSAQoK6ujoaxDXh9Vcyd+3WWLj2BiRO93HuvZO+9JZrmXlzDDcOwrJyeeaYCIbbB41mFYXhQ60Ql4Mrn8+Ry/WtGj8ePaR5LRYXGYYe5giAXLrYEqLE+nxc0NcHixVaMac4cywVoyRLl/FMEigiRxDDmoevL8Xo/xDDm4fW2I2UTppnBstQCr9dyO9F1a04YGGOSsgmf7xeUSoLbb/820ShcconTKcOFi+GFYcD++0v++98osBsDE1xgWci1tLRQU1MzZIzJMAzC4TA+n49UKkVvb+8g3pPJZGwREWC7CqltqfYaTh7mhIpjhUIhfD5f2XNqm0o8nclkaG9vxzRNqqqqGD9+vFXp3rkts2adh2mO49e/hvPPN90E8ghh++0hGIRUalek1PH7AwgEpmklQBVnSiT6e7xbCdQvkMtN5Igj5KiIrbsJLhcjDikhm7W8jOfOhTfe6CcciQTk8xLIo2ntGMYneL1zCYXexeNZjq5n8Xo6MTxmmT+rlDqmaXnd5/N5e5DM5/Pk83kymYxtJaIGYtPMIOVFSFnPvfd+i3HjBL/73ei4EPtR7qPrYsvG7rtLwmFBKvVFhLiOUik/6DWFQoHGxkZisZjdvwGwCYVpmjYJ8fv9ZLNZstksuq6XqZQHKoydXrnORBX0J0H8fj9+v9/2O3b2cnL2kVDN0VtaWgCorq5hm222IRKO0dyyM7Nnn41hVHH55ZLTT3fVriOJWAy22QZWrtwKTavF0AsU+1Tszt/ZaQtgqcl3A3yr8UV24cLFaICqzurosCra331X8NprVs+sVassLiWlEv8swTDmEom8j8czHV0v4PW2YRg5DEOzt6dpGqWSHyECduWvEjaUSiV6e3vJ5/NlFcS6rpHPvwz8iiVLrueMM+Lcfbdkp53kKA32utxpS0dFhcWZFiyYiGFsQ6k0bVDARCWNAoEA8Xgcw7CWsc4ADIDf78cwDAqFAr29vXbwZCiV8sDtD3xOVbcbhmELjpS1DlBWCQT9/cHa2tpIpVIEA0EmTZ5Ew9hxZHNxZsz4Me3t+/HlL2v8/e8mU6a4ieORxJ57SkBD0/ZA11/rs2ilLEEKDFC3V5NOb8fEiTBmzCbfZRcuXKwjTNNKWjU2wqxZlgDo7bcF8+dbwqBCwQQKaFoLhjELv/8TPJ73MIwWDKMXj6cbj6c/YG+tgz1Iac0thUIBTdMIhUIUCgVyuZzdI1slAywRaRdS/opSqZbrrvsy48fDaadJBsT0RyFc7rSl4gtfkHg8Gqb5JaR8HNMcLMrJZrM0NTURi8Vsdx4ojzF5PB7bvSeTydjxg3Q6DQzNl5wxJif3UiKhoWJM6vNUXMoZY+rp6aG1tRVd16mrrWPrrbfB769g+YovMG/eT6ioCHH99ZJvflPiaKPpYpjR0GBxngULdkLTQlY1l1keY9I0bVALDCn3RNMEe+89OgRBboLLxbBDSqsKa9EimD1b8NZb8PbbgkWLoLeXPkuRLjRtHkLMIRx+D79/MT5fJ7rejabJsiC/CrZb2+4fZJ1+sup5r9eLlJLKykpKpRLJZJJ0Om0Hb4ToQYgzMc1KLrvsK4TD8OtfS/Q19U508ZmH8uxe+6CtvL0tNDRYfbiWLNmJ6uqt6OxcNqjnFVgEobOzk0wmw9ixY+3H+pOz1n2fz4eu6/h8PjtAmc/ny3pDqOCKstVRk5IKyqgeXyqh5Zy0lAoHKHuupaWF7u5ufD4fdXVjmDJ5CoYnzOIlR7JgwfcYM8bHrbeaHHqoxHBnlRGFEFBXJwEvphlFaB2AxMk9NU0rO89M06S3dypeL+y662gNULtw8dlEsWgFZ2bMsBqav/GGpTZub4dsVgJpNG0lMAu/fzo+34f4/Uk8nhaEyGEYhr1gXB1fGtjEGfq5UzgcRkpJNpu1m08r6zd4EE2LMH363/jud4O8+CJUV7tjiIt1w7pzJ9A02HVXeOCBIJWV+5LLLSSVSpVVWClkMhmam5upra0lFArZgUYVbFFWgU67wGAwSKFQoFAo2JxJBVicyV1l56N4kuJOgB2k6U8cl8quOSUGamtro1QqUVlZyeRJW1NVXUUyOYWPPz6bbHYrzjxTcsEFJfpairkYQVRVCTweKBSqEUIrq95Tv2M+ny8L4PX21iJlnF13dYNpLlyMJkhpiaPnz4c5c6yE1nvvwdKlkE6DaRYRoh1N+wRNm0M4/D5+/0p8vlZ0PYWul8eVALufkNMBRQk+FU9Sa2+VJCgUCiSTSTKZjJ3sEqIRIU4jl3uY887bjXgcTjhBMkBj6sLFWrEu3GnrrS1hUDq9JxUV9XR2tg5wY7Cgerrncjnq6+sHuf0ovq9iS36/H03TBnEm0zTL7JiBsmvD4/HYLRKUjaFz7QGU8Sx1a2xsJJlMEgwGGTt2HFtN3AqhVTB33gksW3YUO+xgcPvtJfbcE/daGmEYhqC6GubPDwLhst/OCWeMqVAwKRZ3JBqF7bbbhDu7BrihSBfDBimtvg///rfgmmusJp2ZDEABq5H5bGA6QryBzzcPTWvD79cJBAL2YGiaoGn9lmpAWfBdDZbKPkSpKFVg3jlwer1eKisriUQiFItF265E05II8WMKhce47LLdaGiAk04aLQEbV0WzZcGpfBp8AoVC8KUvSRYsGEcoeCpjxzxLb7qZjo52enp6Bi2qM5kMK1asIBaLUVVVRS6XK6vAUkRCBVYCgYDdALK8wrG/qkuReHXtOKFe63yfKjf3+Xwkk0na2trI5/MEg0HGjRtHQ0MDml7DrFmn0NR0IPvso3PrrSV23NFVIW8KCAG77SZ54IEgsANSvl6mJAereqvcohWkDCIEbnWdCxejAGqMnj1bcNVVgqeesnpqWddwD0IsRIi5CPEahvERHs8KDCNHKBSyF5AWRyrvt+gMzDjt1hRH8nq9g/o5KitbZVViJcR7SSaTfc/di5RVzJr1Z04+WePeeyUVFZvjW1sTXO60ZWEgd7LuH3SQ1YerUPghU6Y0YZaW0pXooKOjnWw2W2afUyqVaG5uJhQK0dDQYD9XKpUGCd9UoNLr9ZLP58s4lTPhoR5zPj+wol1dL05uphJfzc3NJJNJDMOgtraWrbbaikgkTmvrAcyceTp+f5SbbjI58UTJAEdoFyOEbbaxxquOjl2RcjAPNk2TVCo1wAHBBxiEQm5AzYWL0QAlnv7XvwQ33SRYvNiKOVn2zI0I8QnwAZr2Jj7fQoToJBj02hUk1jjfP7YrjuRcByuBqArg+3w+O5A/MMbk9/vt3tmFQsHula1pqxDih+TzT3HOOROorYWDDx4tMaah4HKnLQv9fKmuDvbYA154YWfilSfS0PAWqVQr7e1W9XihUCjj+clkkkKhQFVVFZFIxBb/q/NeiXvUGkIluJwxoqFiTM6bE2uLMXV1ddHR0UGxWCQSiTBhwgTq6+oxzQY+nv4zOjt34+ij4ZprSkyY4MaYNgW8XsnUqZK33qoCJiLlqkExJlXB2g+BlCEMg1FjHekmuFwMC6SE9nb4+c8Fjz0mKBYXA+8AHwDvIcR8oAuwAizRaAy/P2YHYAb64eurKakaSl2j/g583umv7vF48Pl8ZDKZPjueVuB0enru57e/nUJdneQrX5GDBmcX6wInOfp0fn+rPy/kau7345xzJC+8YLBo8dmEQscwZcrt7LjD+2RzaXpTvXQlukgkEmSzGUqlEvl8no6ODrLZLNFo1CYESmHsPLcV8TYMw050OSu+nEmtgdWPA++r/3VdJ51O09bWRm9vL4ZhEI1WMG7ceOrq6snlJjNz5nmkUttwyimSP/+5RG2tSzw2FYSwCK01RO6Hz/eeXa2nzpWB56sQGrrumsG7cDFaYJqCu+4S/P73gubmXuBd4E1gBjAdaETKLEIIQqEKwuEwHo/lp6ySVgpOIYPTYx+wlZnOQI5qNu0c99Vcouu6PZ+EQiFSqRS5XI58/iZgIs88cyq//73g8sslgYDLmTYOLncaeH/XXeFHP5LceuvuzJp1O2PHPsOECQ8zflw7mUyGRHeCrq4uUqkUxaIVeEmlUixfvpxIJGL3EXVWoysupCq21JrAyY0GBnmgv4peBWSczznn22KxSFdXF93d3Zimid/vp7a2hvHjJ+DzVbFo0bdZuvQbTJrk5bbbTA44wFX0b0rU1AgmT4aOju3weuvQ9X4L59UF5rweL/nBQngXLlxsBkhpVWideqrGK6+YmOYc4G0srvQuQiwEegCJz+cnGo3i91vlscrGdqgY00C+5Exg6bpuzwtKPDFUjEnxJZ/PRzqdJpPJkMvNR4if0tp6J2eeWcO991rCRJcuDRdc7gRWH67f/97ko48CzJt/MRUVc5gy5R/U188mm82QTCbp6uqip7ubbC5r945rbW2lt7eXiooKW/zjrGJX57jiTKoaXsWYnAUIAznRmpJc6rrq7e2lubmZbDaLx+MhHq9k/PgJVFfXkkzuxMyZ51EsjuUPf5Ccd57q6T7837GLwRAC9t4bbr3Vg2Hshc/3DBmrWgUodzFQsApTRpcVmpvgcrHRsKxtBKefLnjssRJC/BO4GGhCDcRS0tf4ucJuNDjQTmfgNlUQx7n4cC4yBwZ41PacZbNOuzVVbhsKhcjlcnR3z6e391yam//BmWfW8thjJjvuWN6EcdMGb1wf5NGK9bHZcUIIq1z3uedM/v53nbvu2ppZs/5EXd0r1NU9Q139EurHjCGXzZJKpWjv6KCrq4NMxiImyWQSr9dLRUUFgUCgrMeS6qMClCn2Bypt1P6rx9TrBqqRpbSa6DY3N9uLf13XicViTJw4kYqKSjo79+KTT87GMOJcdZXJaae5/bY2B7beWhKLQVfX5wgEIhQKGbvaT50X5X3XnP7Z7jjjwsXmhJTw+OOCM88U9PbOQohfIuVLQNHxKstSTd3UogLKq0qGEi0MtCMc+Fqnctnphw+UjR+qCl4pP7u7L6BYnMgttxzGxIlwzjmg64MD/87/Nw3cMW20Yn25k2FI/vpX2H9/uPbaKB988B26uvakoeFRqqs+oqq6h2IxT2+q1+7ZkOpNks1myWQy6LpOKBSioqLCTkxpmkahUChL9Dr3zym0c15bA5X9zmtNBX+UEEhdU4FAgIaGcYwZU4+UdcyceRbt7Xtz6KGC668vsfXWblJ4U8MwJLvuKnn//Uo0bRvC4Sby+bydwFRwjpESVdHnji0uXGxudHbCd7+r8c47GYT4G/A3LNG0BSkte9hwOGxXua/OWmvgundNMSbnWL26GJOaP1QVfCQSIZPJ0N39BpnMBcydezlnnBHhoYcEDQ0mMHScyeVOLpxYF+4khMWVXnjB5PrrDf79712YMeNSxoz5H7W1L9DQsIKGsQ1kshlSqV7a2lrpTiTI5rIkEgm79UQsFrOrHJVDkDPG5DzXnbGlgTGmoURBgF3xnk6n6erqKhNnV1VVMWHCREKhGE1NhzBv3mlEo2Guu87km9808XpdvrSpscsuJj6fTqm0O8Hgq5RKJduiUjkkjPYYk5vgcjEseOEF+M9/BEL8HfgVVsl4P4LBINFoFF9ft01n8GXgRK8GSdXMU11YKjiv3qdUM86eRNDfV0IN0k6o94ZCIaLRKJ2dH9LW9isWLLiBM8+M8O9/m5vRE391A8LQVi6jF2vbRzVZjfbjGC5IJk+Gv/7VUiZfdJGX//znMJqaDqKiYj61NW9TXfM+lfFlxCpjFAsT6U33kkgk6OhotxJf7e12L4h4PE4wGLQbqKveW07FMpQneAcGb5RlT6lUspNp6XTa3g5Y12hVVZwpU7bB74uxfPmxLF78HRoa/Nx8s8lhh7m96zYXolFBZSV0dNSSSOQIhQZbBfgd/kfWudGJaUJPz5Ywhrhw8elFKgV//augt3cZQnwLKeeWPW9VzUYJhUKDktVlQViHpU6xWCSXy9m9hRRXciasnN74fr/f5kPOz+jvvdUfcPF4PNTW1hKL5WlqOpPe3ju56KL92GknyRFHjIbxxOVOnyaEQpITToCvfU1y222CG27Ymrlzf4XP10pV/ANq694hWjGTcDhMff0Y0pk0vakU7R1tdnVXKpWyqxDj8Th+vx/TNO3rw7meUOe7U7Gv1hDqr1pPqL4rqrLRGcQJh0NMmjSJutoxpHqnMGvWr8lmJ/KLX0j+8AdrbeEmtzY9NA0mTADwkMlUksksLnteVfTpum4H3orFHqBAT4/eZ52/yXfbhQsXWMmrBx4QvPeeiRB/Aq7GKQayqtwtUYPqlegMxKv7zv9VXMnZwxooq0xRlraKL6mxe3UxJudnVFRUUFlZSWvrE3R2Rnn77Yv57W+93Hrr6LHwsuBypy0dQkh23hn+/nc4+WTJxReHefnl41i58khisdnU1rxFVfWHVFU1Eq+sJJ8vkE730tnVSWdHB73pXlpaWuzzvbq6Gr/fj67rZb231HrC2fbCKZZTiV7Atu5UMaaenh4ymUzZ9WIYBnV1tUyeNAVNj7FgwQ9ZufKr7LSTh1tuMdlnH1cMtLlQXS0IhaCrayzd3eV9C50xpt7eXgBMs4QQCQoF6Htos8NNcLnYaGSzgquv1sjnmzCM6yiV8vZzQlgNzOPx+JCe9tBvA6IWnJ2dnbYicmCCanVQVoSBQIBoNFrWEFqRF0VKVBlusVjE7/dTU/0SHZ038sorv+LUU3XuuEOOsnLYtdvgbV4M/KLWto8DSdPoJ08bM8n2q+5hxx3hnnskH34ouesug8cf34lFi3diydLvUlk5g8rK14jHpxMOtxGLxpg4cStSqW7a2zvo7OwklUqxcuVKvF6vbcejApdOEq6uG+Uhbpom+XyeTCZjey47/ZkHqty8Xh8TJoxn3LhxaFots2afTmvrgRx4oM4NN0h22skN1GxORCKw/fawcOF4crkY4XCXPa4qSwFnshPA55tNNguzZ0v2338z7bgLF59xSCl54gmNjz6S6PrfgYU4aY7X66WqqopAIDBoXHYGahRSqRTd3d12k/OhFMtDQQmEKioqCAaDq120KrGR4k3V1Sa6/mt6eh7k5JMbuPdek4MOKt/H0QOXO21urO/54Hx9JAJnny35znckDz4ouP/+OqZPP5LGpiMIh5dRWfkWVVVvEw4tIVgToH7MGDKZNImE1dch0WXZGSYSCUKhEOFwGMMwyhIafr/fDsQo6yoV2Mlms2SzWTt5nE6nB1X9gHXNxONxpkyZQjRaRVPTF5g796cEgzFuvtnq8evzjabr4rOHPfYATRMUi5/DNN+3Hx9YkaHg9TZRKHQxa9YYCgXo02a6cOFiE6OjA268USDlbHT9zrK4kKZpRCIR4g5lsrPSHSgbs1WvLDWWD1wnrQ4q4RUMBqmoqMDjsSzfVYxJVTWouJXabjgcRIj76Oycyv33f49oVHDVVVb/xcFW8qNpjnC50+bGup4P/QId2GcfePxxk9deg7vv9vHMM7szb/7uGIt7iMc/Ih5/jcrYLCoqOqmMx5m01SSSyW7aOzro7OygtzfN8uXLbecgVTygLJ3VusSZ8FIxplwuZ8eYTNMkmUzaybGBCPgDbDVpK8aMGUOp1MD06WfT3f05vvENjSuukEycONquh88W6uth/Hjo6tqObNZLOJwvizENrI4VwsTrnUNPz2EsXAhTpmzGne+Dm+BysdF45RV4803weO7HNJfaJ71hGMRiMQKBgD3xD4RaSCYSCXp6euwBc32hiIpSV3o8HiKRCJFIpExJ4CynVfsZCgfxB+6hsTHGE0+czlVXCc4/Hzye0eKXPPon4vWH84v9tB3bmuHxWCRkr70k558vefVVwaOPBnn++X2YP39vDKOHysr3qKl5iVBoJoFAiK22ijBu3DhSqRRtbW0kEgkSiQTQr7JXllJOb/BCoWCrkhXpXlsANBAIMHnSZMaMHUMutzPTp/+UZHIKP/4x/OlPJnV1oyn5+9mEENb58/TTQXp7JxGLtZdZLUG/yrC/2mMOUGDGDE/fazfjAbhw8RlFOi247jqBaS7H47mPQsHiO0oM5AyeqMedlmkAvb29dHR0UCgU1mlMHwpK+KNs3YLBIJFIhFAoBPRzKjWfOHs01td34PGcRUvLTZxzTh2PPWYyefJonBdc7rSlQwhrsX3WWZJTTpHMnAlPPSX4978nsXjxJFauPJ5gcAk1Nf8jHn8Pn28ldXV11NXVkk5n6ezsoKOjk2QySW9vb9mc6PF4bCsdJQxyLuLXJQCqaRpj6scwafIkAoGxLF78bZYs+Spbb+3jppskX/qS229rNGD77aGiArq7dyObLSBlv7uBgtfrtRunl0o9CLGExsYxtLcLGho+/deaCxejDVJK/v1vjblzJYZxK6VShz1+e71eYrGYLfQcOFar9VA+n7cFogOdTtYVSiSaz+dtW7dIJEI4HLbt11TgV+23mlei0SCBwJWsWhXittuOZZddNE49VaJpAjBHaSDf5U5bIoSwxBiHHgoHHSRZvlzy4ouCRx6p4PXXv0RLyxfxejuJx9+guvpVgsFPiFREqIhGGT9+PD09PbS1tdHd3UNHR0cZX3L2LnX2gVd/17UoIRKOMHnKFGpr60il9mLGjJ9QLI6x+21FoyP9LblYG3w+qx/uxx9X09tbSzC4fFCMSRWSgIpDzkRKyaxZcNhhm2e/nXATXC42CsUi3HuvIJ9PoWkPYJpW9YBSITt9kJ0WaarpZ2dnJ4lEwl5UDAeklOTzeTo6Okgmk2UkRGFgDwvDKFJXdwtNTTtw+eVfZMoUwfe+JzFGxRUy2ifiDSn9Hu3HVI7VeyFbJNCa/wVCrNtxqQTD2LGC73xHcvzxkkWL4LnnBE88EeW99w7lk08OxuttoarqFaLRacRic4nFPESjMfL5PKlUis7OTjo6OgbZLEC/N7Lqp7UuiEQibLfttsTjY2hqPpR5835AIFDBlVdKfvxjt9/WaIEQsNVW9PUBGY/fP5NcLodqBqvUhMrGEqBYXAlkWb7cg2ni2ku6cLEZ8N57MGMGwFMUCqtsm8FYLEY4HB5kR6huhmGQTqfp7OwknU5vUFJrdSiVSnYCIBgMEovF7IXswH6NanEbi82iWLyKmTMv4qyzAtx5p6SmZrTN66NtfwbC5U7rwp3UuR4OC/bdF/bZR3LeeZJ33oHHH/fwwgvbsXTpdixfniIcnkl19WtEK2YSibQwblyQMfVjSKfTfT272uhNp+yqrFzOslN39mFZ1wCoYRhMmDCBSVtNIpffhunTT6ezcxcOP1xw1VUm2247GpO+n01Eo5KqKkF39xhM04fXKygUCmW9aZ2WO6VSBiFWkUxCR4ekoWEzH4ALF59BZDKC++8XSNlIqfRUWa/DeDyOrutl7kDOGJOUkvb2drq7u8vWxhsKZwW9qu7t6emhoqLCtpN2WiM6BUJeb5a6uitpbt6G3/xmKlttBYceOpqFhlsWz1g3bFnHtLHcSddh0iQ49VTJSSdJ5s6FZ58VPPVUFdOmfZ2WliPxeldRU/MSFRXTicUWUlXlJV4ZJ5vL0dubor2tg65EJ/l8gUKhUBarVdfduvIlIQSxWIztttuOSLie5cuPYdGib1Fd7efKKyXf+pbEoe1zsRkhBEyaJAEPhUI9gUAb+XzedksrlUp4vV77PkCxuBQosWyZjpSbn/uOivC9iy0Xc+daakpdfx4pZ9i+nFVVVfh8PtvP3plM8ng8FItFVq1aRTabXeP2VRWCYRi2UsDpl+8sB3faHCo4E13K9sdZvq6CS6ZpYhgp6uouoLHxTs48cxIVFYJjjhltBGQ0q2rWbd9UXM76HTbXsTjL1YdjO4OPwzrOdfMQNgzYbjvYbjvJ6adbCognnhD85z9jmDXrOzQ1fRufbwXR6HRqa94lFvuYmpoA1dXVVuCmu4euRCedHZ3kC/ky9di6QNcMYpUxtt56a4KB8cyZewqrVh3EDjsY3HyzyX77uQmR0YZtt5UYhqBU2o5c7rGy8dCpcFSEVMrlaNpMPvhgP5qbcQM2LlxsYpRKcMMNGrlcEo/ndgoF0650r6iosFWRznFb8Z+WlhYSicQaF5Nq8eFceCphjwr+KL6ktuNUXJqmSSqVIp1OE4lEqKystPdHBWvUtkqlItXVT1Isbs2zz57KWWdp3HqrJBIZ9q9tmDAauZOyynG5U9kza+FOQkBVFRx5JBxxhKS9XfLf/woeeyzMm2/uy6JF+6LrKSKRaVRWfkxtzduEI21UxuPU1taSyWRo7+igq8tS9a9/FaS1zpk8eRJ1deNo7/gy8+f/CMOotVXIFRXr+324GElEIjBuHCxaNIZMxksgUBpUAeusnLXWhs+SyXyTF14Q7LLLaBs7XLj49OP11+Htt8EwHqJUWoEQgmAwSFVVlZ3EUjEmlaz2er1ks1kaGxvXKvBU17wSA6r+i9Dfk1HxJac1m0Iul6Otrc2OMfl8vkECarU28/vbqKn5A83Nt/ODH1Tz6KOSffcdVQGm1WA0cqf1q8b6rHMnnw8+9znYZRfJ2WdLPvwQHntM57//nci8eT9i1aoigcAiotGPqa15h4qKOdTVhqmuriaTztCVSJBIdNLZ2eWIKax7jMnQPVTXVDNl8hR0YzIzZv6Etra92Xdfwc03m0yduvkTIi7KscMOABql0hSKxWn2+KpiTE5BtYWZCLGcl1+eTCq1+deCYjhVoMONPfbYQ37wwbubezdcrAZSwvnnC/7ylxIezwkUi48RCASoqamxK7RUEEX5FxeLRTo7O+np6RmylNUwDDugUigUygZPZ0N1p9pSXWTq/1wuNySpcTb+dKqknSXlVtPRXWhuvpba2on8738mO+/sNjocTny6iMYaPmE9Elyre386bZH7114TPPmkYM4cKBRK+P3LqKp6l6qqtwmFFqJraRCSfC5PZ2cX7e1tJFPJdVKtCSGoq61jq62mIOVuzJl7Jun0Nhx/vOTKK03GjHG9kEcjWlpgt900mpvfp6HhO3g80iaeasFnmiYrV64ErN/Q5/sV+fyl3H47/OAHw5+8F8L4UEq5x/Bu1cX6wuVOoxOffAIHHKDR3f0M8E2gQHV1NaFQqEwdrGwgNE0jmUzaVbpD9eRyWpE6LXLU806upBYoatuaptm2O0MlzpRYye/32485t28FfwK0tv6ObPYE/vAHwQUXmOi6O2eMBFzutGYUi7B0Kbz4ouC//xW89BKkUqBpXUSjM6ipfoNodDpebycSq/9osidFW1srXYkucrncOiW6goEgk6dMIV45hWXLv8fKlV9j8mQfV15pcuSREl13z/3RBinhvPMEV19tEgwey/jxC+xKWDVG6rpOU1OTLbz0+6eQz7/KvvuO5bnnzBF1MHC50+iAy51GD4pF+MEPBPfd14vHcyjF4nuEw2GqqqrsWNDAGJMSNff29m5wjGlgD6+BPCuXyw3pOqTrOtFolFgsVrZdJ2cqFIqk01+kre1ytt++mueekzQ0jDYh9ZYApzDos5bgWsMnrAd3khKSSXj1VXj1VSvGtGQJlEoFQsGFVFW/Qzz+DsHAUoSWRQjIZrN0tHfQ3tFBb29qnSwJNU2jYWwD48dPJpvbj7lzf4ZpNnDaaZKLL7YsCd31wujD7Nmw114a2eyjTJz4a0yzZNt4qzEtm83S0tICgK4bGMZ1SPkT/vMfySGHjPx1tscee/PBBx8MefK4CS4XGwQpJcuXC/bbT6OpaQ5CHEAgkKOmpsYOroJS+lpVXLlcjubm5rJqKwVd120CUSwWywIzisA4e3sNTFCpwI3zc4vFIoVCYVCQPxy2VAnqfQOb5YGgp2dvWltvYqedQjz0kMn227vqgtVjQ2x2RppkbCoSs2Gf4zxP1+310N0Nc+bAM89oPPCAFcgplQoE/CuoiH5MdfUrhMNz8fkKlIomvb0p2trb6OhoJ5vNlp3jzutn4sSJjGuYQkfHV1mw8BSCwQh/+pPkJz+xGuG6GJ3o7YV999WYOXMJ4fCXGTPGRzabHWQn1tjYaC/GPJ6xFIuvsNtuW/PSS8Pvde0GaUYHXO40+mCacNZZghtvNNG07yPEQ9TW1tpV5c7x2aooN2hubiadTtuPKahgjmpwDuVzidMaR9d1O6Hl7OXl7K2llMrKgsS5Lx6Ph+rqaoLBYJn1j/pMS90cYtWqGxDiC1x6qeSMM2RfkmtEv9JPAVzutL5YF+4kpVUtuXgxvPOO4O67Be++C6mUxDC6iERmEYt9SDz+OoFAAiEkuWyOrkQXba2t9CTLBXjOObWiooLtttsewc4sWPhzEoldOPJIwZVXmmyzjXvOj2Zce63g7LMFmnYKEya8bIuA1Pin63pZf1tN09G0ixDi9zz4oOTYY0fuunC50+iAy51GDz74AL78ZY3e3peAr1FR4SMej5eJklWMyTAMu0e1igU55woVY1IVCGuLMamqK/XegQIkwI4vOWNMQggqKiqIx+M213JyL2ubGp2dR9PZeQlf/KKXe+6BsWNNd+5YL7jcaX2xJu4kJbS3w6xZgscfFzz2GDQ2gpQ5AoElRKMfU1PzEsHgYrzeEsVCiVQqSWtbK52dHbbVs4K6RjVNY8qUKdTWTKap+XiWLDmB2lo/l19ucsIJjJI2MC6GQlMTfP7zGs3Nb1NZeRxVVWG7FYaClJJVq1bZY6jHszOFwosceWQ1jzxi4vON7D66CS4Xww4pJTffrHHGGQJdvwTDuJTqassCUC0MnZN7V1eXTTycUP26nERCNetUQRnDMAgEAkSjFmmor69n3333obKyku7uHhKJBAsWLGDFihWsWLGSdDpNLpfHMHRboaz6cqmLsKKigvr6+rJkmrIH0jQNj8dHS8uhtLf/iX33DfP005J4fHNfK+VJuNEBjfL9GonvSE3m6zOpD3zt6CqxX98EV/l7IZGA99+3bAyff16wdCkUiwUCgZVUVb1AVXwm4cgqhOikVCzS1dVFV6K/350QGn6/j3HjxhGLTWXFilNoajqEHXfUuekmky98wVKUuaqa0Qsp4YQTBA89lEXT9mXChKR1XkmJpvc3XO7u7rYDNiDweH6JaV7GbbepKq7huy6E8LhBmlEAlzuNPjQ1wT77aKxcuRhd349o1CQWi5UFYhTnyefzNDY2Dlo0AnZfUxWYVWIe6Lco9Hq9RCJhKitj1NTUsOOOO7HDDttTKBTo7u5m1apVLFy4iOXLl9PZ2UUul0dK07abME2TXC5ncznDMBg/frzNz9Tnq0SZpZwew7Jll+Hx7MH998PRRw/v2LJxcLnTZ5U7SQmFAixcCP/9r+CJJwTTp1vJLl1PEI1Oo7r6JWLRJfh87ZRKOXp7e+nsaqerq8tKMEvQdI3q6hrGjZtMb+9XWbToZAyjhl/+UnLOOZJIZMM5nYtNg1dfhUMO0SgWr6Oy8mLilXEKxQKaZv1mUlpV8EqICWAYkyiVXmP//Rt49lmTUGhkrgWXO40OuNxpdMA04be/FVxxhcQwTsPne4jq6mo7XqT4j+IgbW1tdHV1DYoxaZqG1+ulVCrZ8Z2BMSaPx0MwGCAajVJVVUVDQwP77LMPoVCQRCJBV1cX8+dbMaZVqxrJZDLk8wU8HkuUrWJLzir7qqoqqqqq7Kr6wck2PytXnkB39zkcd5yXu+6SBAKjsZJrtHInJfgaKX7y2eVOpmklu956Cx5/XPDyy4LGRjDNHMHgUqqrnyUen0co1ASym0KhQGeXZfnc09Njn/OBQJAJEyYQDO7K0qWn096+L/vtJ7jpJpOpU12+NNqRz8MXv6jxzjstGMYeTJjgt2PmmtYvkOzstKy+AYTQ0fVrMYyf8dRTJgcfzIiuA60E14dugsvF8KGz0zrxP/lkAZHIMUQiybLSb6flQ09PT9mCQUF5HyvlnLPyy+/3M27cOPbcc0922+1z7LzzzowZM4aqqjihUAi/328PjJZas0Q2m2XBggW8/vqbPPHEE8yaNYtEIkEwGEQI0UdK8raSpqKigrq6OgA7QOT0FfV4fCxc+A3y+fM57jidW281qazcVN/wUBiKaGzcBNpftr1hz2/cZw5FIIafEAx9DBtSKr6m/RQ4CddIfG9DQSW7PvkEHn5Y8Mwz/SXmXm87lZVvUlX1MdGKWXh9SfL5rHUNmBCNVdLRsR8LFpxCoTCO446T/O1vkvp6V4W8JUBK+NvfBL/8pQC+R2Xlf6msrKRULIHor+LI5/O0trY6FDZWFddWW23NCy+YTJo0fIsqN0gzOuByp9EFKSV//avG739v4vefSzj8AOFwGKCMM2maRqlUYtWqVWQymbJtqECMWmAoix5VVVVZWckuu+zCrrt+jr333ovx48dTXV1FLFZJMBiwXw9gmlYgt7W1lenTp/Poo4/zxhtv0NjYiOqjmsvlyOVyNjfyer3U19cTDAZtC2invVcgEKCtLUZr633U1Y3jnnskBx00WgI2LnfauM8re9TxeeuK0cGdpLQW7YsXw1tvCe66SzBtGiSTEl3vpaJiOpWV06iq+ohgoImSmaFQyFPIF/H7A3i9WzFn7g9pazuQKVMM/vY3k8MPd1XIWwqammCXXTTa29/EMA5l/PgxdpDG2Wewra3NHn+F0DCMizHN33HFFfCLX5g4DBCGDS53Gh1wudPowOLFsP/+Gq2tbxKJfI+Kin63HqdF1poE1CoZ5rRlVq8JBoNMmjSJPfbYnd13/zzbb78DY8bUEY/HCQZD+P39pQdSQrFYIpNJM2fOHF566WWefvo/zJs3j2QySTgcxjRNstmsHWPSNI1YzBIYDeyNLITA4/EghIdFi36BaZ7Mz34m+OtfTQKB0ZUUcbnTxn5e2aOOz1tXbD7u1KeX7avsgnvuEbz4osDqepDH52uisvJNqqunEYnMwzB6+2JMBQQQi9WyqvFgFi8+CU2r5tRTJRdfLPssCYdnH12MHKSEn/9ccPPNJeBL1NYuJBQKUSpZ1aZK5JhOp2lvb7fHN693KoXCS+yxRzXPPGNSXe0muAbBJRqjE1JKnntOcOSRGrp+DRUVfyESidhZe5XoMgyDZDJJY2PjoOSWSmY5gzSaplFXV8fBBx/EEUccwT777M2YMWMwDH2o3RiA8nLlVKqXd955l7vuuov//e950uk0mibsRYsKEtXX11NbW0tPT4+1lb5RV6mke3rytLefRz5/Gj/9qcY110gcfYg3Eus7qW7I5LiWLa4T0RBryMCvPzFY/WduSMn5xnzexmAgSRqKaKzpext+qGTXCy9YvSfeeUcwezYUiyZeTxuh8HwmTnyZsWNXkk4HWbLkMFas+BLjxgW4+GKTb39b4vW6ipotCY8/Dscdp2Gaf8LrvYytttrKLiFXlSGmadLT02OPcQBCfBsp7+SrX/Xy0EMmodDw/Oauzc7ogMudRhcyGcn+++tMm7aKSORAotGibYuluIbiQitWrLBtCRWcwRyn/WgwGGTXXT/HkUd+lYMPPoTtttu2z/JwXfaqf+4uFk0WLVrIk08+yV133cPSpcvQNGFbFqogUSgUYtKkSXYPChUwUvbSQmg0Nm5DKnUL48bV88ILkm22GYkkl8udBm+L9d7ehn/exmB0cCeV7Jo7V/Dkk/DGG4IPPoCuLtC0NIHAEmpr32HSpI/x+3OsWD6VJUu/Tj4/ge9+V/KnP0nGj3f7825JSKUsW+dZsxYhxN7U1/sIhUJ2Lx41zuXzedra2ux1qxDVSPks0ejuPPVUif33H36e7HKn0QGXO21+SAm33ir4yU8Efv8vqKh4kHA4bHMOZ4yps7OT1tbWQcktZ4zJac08fvw4DjvsKxx++BHsvvvn+9pqrEvGun+OtdbaCV5//XX++c87eP31Nynk8yCwY0xKuN3Q0EA0GnVUOFjbMQwDwzDo6CjR2Xkppvl1LrlE8KtfSXR9JOc+lzsN3hbrvb0N/7yNweblTqqy65lnBK+8Au+9J5g/H0yzhM/XRCQyl622eoW6uha6uytZvPgompr2YYcdPFx2mcnhhyvrcpczbSm4+mrBuecC/IBA4BEmTJhAJpOxK2HBSnR1dnY61q0aQpwDXMZpp2lcf72J1zsyv/mIWhQKIXTgA2CVlPJrQohJwANAFfAhcJKUMi+E8AF3AbsDHcC3pZRL17zjLtEYjTBNyamnatxxR5ZY7BtUVs63lceKROi6TjqdpqmpaVATQhWk8Xg8tmIuGAxy4IEHcvbZv2C//fbpU7f096VY3wFRvS+fz/Peex9w+eVX8NZbb2GaJplMBtM0KRQKeL1exowZg8fjsRU2zmMwDIOWlh66u69H077OZZdJzjzT7S/Rj41VvqztSxwphc1wkbaRVFtt+LalhHQaPvwQXn5Z8NRTFhFJpUy83jSlkoEQfo48UnLJJZIdd3TP5y0Rn3wCe++tkUo9ghAnMHXqjuTzebvnmlrcZbNZ2tvb7WoMXfcClyHlLzjzTLjyShPD2PgTwA3SrDtc7vTZwauvwhFHaJjmXVRX/xG/3+sInvarkZuamujt7S17r1N0o4KwHo+HrbbaitNOO40TT/wuVVXxId+zPlAJ8cZVjdxx513cdtttpFIp0um0XQEvhCAej9vWO4q/QX/fCqvX6l5kMnew775+Hn0U6urc/hKD4XKn0cKdpLSCNwsWWEGbJ54QvP02tLUBZNH1Ivl8iClTBL/+teSHPxxOoZuLTQXThOOP13j00V5gL+LxFqZMmWIHyNU4rAI2KigN4PHsQ6HwFFtvXcWzz5pMmTK8yU2XO607XO706UYuB0ceqfHSS+3E40cQjXYB/a4Uqhqrp6eHlpaWIW0JVYxJWRNWVFRw+OGH84tfnMXnPrdzWUU7bHiMKZPJ8Morr/HXv17OrFmzKBaL5PN5CoUCpVIJv9/P2LFjyxLozmPQdZ2mpizJ5P0EAntx221w/PHOKtHRVtE1GuByp83NnUwTenqsVhnPPSd49lmrVUY6XcLrTVMs+vD5vHzrW5KLLpKMH+/GmLZEPP+8tXYtla5E13/HrrvuSiKRoFgslsWYVBVXv7VzCNO8A13/JpdeKjn3XHNEEptrSnANR6H9L4A5jv//Clwtpdwa6AJO6Xv8FKCr7/Gr+17nYgvEihWC//1P4PN9TDS6DMD2IFYTdqlUorW1dVCjZkU8fD5fX8WXzk477cS1117N3Xf/iy9+8Yt4vV77QlD2N+sL9T6v18v+++/HnXfezimn/IhAwI/f77ftEfP5PM3NzWW2iur9QB8x8uD3/4pSaRp//KPg/vtVg9NBn7re+7nhWNfPkqxpslIlyBuODX2zUzWzptvGfs6aPn99f6+hXj+SxHPDty0EhEJw4IFwwQWS114zee89kwsvFOy1V5ijj/Zzzz2SBx6Q7LjjaLGRcrG+GDcOamoAdkRKL4sXL3ZY64iyHobKEg2gVMpjmhdhmk/xj38IbrpJkE67i6hNDJc7fQZQLMK112pkszmi0Wfw+Tx2ZRRgWyJ3dnYOSm6pIIzP58Nqpm4Sj8c59dRTePzxRznrrDOpqqoq4y8buohQvuoN4xr43e9+w4033sDEiRMIBPy22lj5rSeTSbv/l3qvCuBUVFTg9T6P33cp77xj8sMfWmKLtXz6Bu3zhmFTcqc1fZbLnUYO67dtIUDXYfvt4fvflzz0kMlHH5nce6/J0Uf72XPPMBdcAC++aHLqqSaG4c6VWyKEgM99TgIhYFu6u7tZuXJl2bjp8XgwDINoNIrh8J4sFt8Dfs7ChVnOOEOwaBGDAusuNhlc7vQphZQwcya89x4EAq8RiSTK+lupGJOqsnReg86+7z6fj2KhiMfjZe+99+a22/7BLbf8nc9//vOOivMN50xOa+YjjjiMe+65i2OOORq/34vP57VjTNlslubmZnssGRhj8ng8hMMF/P4z6O1dzs9+Bq+8IhzcYm1jzKeVO61t+xsClzutHeu2bU2DWAwOPRQuv1zy9tsmb7xhct55Gp//fIQTTvDwyCOSf/zD7Kt0H8FddjFi2HZbK5YIu1IqSRYuXGgLpZ0xpmAwSMh6IQDFYi9SnkWh8C5/+YvggQcE+fym5UsbleASQowDjgRu6/tfAAcB/+57yb+AY/ruf73vf/qeP1i4dYpbHKSE224TNDUViUbvQNNyNulQdjWmadLU1GT3aYB+72TVR6JUKlFRUcHxxx/HQw89wIknfo9wODTspbWKhFRVVfGnP13IT37yY4LBAF6vF6/XC0Aul6Onp4dgMGiTJaVm7u3t7SuHb8Xr/RmZzBL++Ed4443Bl46zWbxjD4b1eEYGa9vHDZmUP41w/rYDv4/1G0otgjfU+TL8EAKCQSt4c8EFkhdfNHnoIZNvfUvi87nl4lsyAgHYemuAOqCOdDpNIpFASkmpVLKbKUspiUQiZQREym50/dfkctM491zBuedq9Pa6QZtNAZc7fXawYIFVweX3v04oNL1MwauQSCTo7Oy0/1dJL9M08fv9mKaJYRjsvPNUrr/+Wq688nK23noKQgz3wlH0fbbOkUcewfXXX8uUKZMwDAOfz2dzvM7OTrsPqhovVJ+JdDpNMOhDaDfj9d7Kiy/ChRdq9OXzhsSnmzu52NK4k65DfT1861vw0EMmL71kcuGFkgkTNlx052LzQwiYOlX2VUfsTKlUor29nUKhYPOkYrFIqVSy+xqqqi4pTeAxPJ5r+N//8hxxhM5HH4lNxuNdWHC506cbpRJcd50gleolFrsLIayKACWokdLqH9rY2FgmoFbPK+cd0zSpqq7i1FNP5sEH7+Ooo47E7/eOWIxp3LgGrrrqSo4//pv4fD58Pp+d5MpkMmQyGfx+f1m/PyklyWSyT8A0D7//Z3R1dXD22YI5c9ZtLfbp5k5bwnGMNEY/dxICIhHYdVcr2fXqqyZ33SU5/HCJYbh8aUtGPG4JqWErIEJPTw/JZNJe7yk3NIBoNIrf77ffK2Uzun4OicRifvQjjcsu08jnNx1f2tgKrmuAX9NvAloFJKSUxb7/VwINffcbgBUAfc93973exRaEri54+GGBpi0iEHjHnqjBIhi6rpNIJMp6SKgMr3pNqVQiGo1y4YV/5KabbmDy5EmbZN+DwSC//vWvOfnkk/F4PAQCAXvx0tnZSS6XK+tbo8iTrut9wZ3ZBIOXsHx5F2ecAYsWDTVoD3VJrevgLhx/1f3VXaKS8u0637Puk4kQrAPhW7MaZ8PgLNUeuN9D/R3qmDbNpNlPCJzfw8Dvf3UEc037uOkJnBDg8VgBHAvr/9sq9ZXztiFQZMvFhsMwYKedJBABJqNpOrlsjkIhj+ZYRIE1jlVWVtqJfYBSaT7wNUqle/nHP+C737VsBtyfZcRxDS53+tRDSnj0UUFnZ4lg8FGEKNrziRL8mKZJe3t72fsUX3Ja7Bx88EHcf/+9HHfcNwapgUcCQgj2228/brjhBurq6ggEAnbAJpfL0draaie8nAl10zQJBoNAL37ftQjxCjfeaPXUGNCKdQA+rdxpuDG6udNgXrA2VfTo5k66bnGmwZeay522RGyzjSUMgp0RwkAgSCaTVoWqKW0bNCEEoVCIiooKx7sLlEoXI8QPWbiwi298Q+P++wXF4mo+zMVI4Bpc7vSpxYoV8OyzAo/nQ3y+uUC5NaGu63R0dJQJqNXjqqKgVCpRV1fL3/52JX/966XU1dUBI8+XotEol156KV/72lF4vd4yEVBra6u9HlM8ScWYvF4vhqGj628QDFzJrFkZzjxTo61tXff308qdPhtxp3Wfz0c/d1IxJm2N2QWXO20pCAYtzmSJqMeg6zq9vb1Iadrxf2c1ajweL6t8L5XeRYjDyOWe55JLBD/9qUZ7+6aJMW1wgksI8TWgVUr54TDuD0KIHwshPhBCfNBmGaC7GCWQUvLII4IFCyASeQohUpimaStmLAudEl1dXWXvU5O5UgBXV1fzf/93CT/5yemEQuGNttZZH/j9fn75y/M47LDD0DTNrmiQUtLd3Y1hGGWBGk3TKBaLVsBGSvy+/xAIXMiMGRl+9StBItG/7aGPYX0G8vUhCtqA7Q5Mvji3ufrtrbvNznD/NgNLxYc6djngNQMxciOkacKyZXDffYKf/Uzjxz/WuPNOjZUrhWNydB7DwMjdUL9FP6zTZCQI3OogWPPvuKkVNuWfN1BVpP4fDkKz5n1Y+xQ4mhW6QsAOOwB4gK3RNOt77ezsIpvNUygU+3oLYtt21NbW4vP57G2USk0IcQameT1PPpnjkEN0brlFkEq5ia6RgMudPjtoaYE77hAYxjJCobdsMZDqp2U1Ge+wLR8UVAWBYRh4vV6OPPJIbrrpRrbddhvb5nlT8CUhBHvuuSeXXHIJHo+HYDBoL15UfxrFlQb247J6crUTDp9DPj+NCy4QvPba0GPKp5c7res+rQ9GH3eSEnp6JC+/DP/3f4Lvf19w6aWCN94AKw7pnGvlgJvLndYPLnfaGIwdC9EowNYI4QU0MukM3YkeiiXTruBSVmjxeJxoNGqPT6aZRcqHEOKHLF8+n9NO0/jhD3UWLGAtCXwXGwuXO326oRyC2tslFRWPIKVlS6gSWJqm2Y47TgyMMY0fP57rrruOb3/7W3aSaVPxpXA4zJ//fDG77rqrbQ8PFqdLJpO2qEndlOjbEgVJ/IF/4fNdzUsvFbnoIkEms+bx89PLnT7dcadSCebNg3/+U3DqqYIzztB44AFBW5szAaMxeJ51udOGw+VO6wtdh+22k0AYmNCXsIf29k7y+SKFQrHMsjAQCFBTU2OLIUFSKi1CiB9QKNzHHXeYHHywzr//DdnsyO77xlRwfQE4WgixFKu550HAtUBMCKHSd+OAVX33VwHjAfqej2I1/SyDlPJWKeUeUso9aqzmIi5GCTIZwT/+IZCylWDwSXRdszO4ilx0dnaWlY0rKOJRVRXn//7vEn74wx/0XQAbfwFLCcnkug9E0WiMiy66iJ122tGuziqVSiQSCYcdRf/gIqW0LA19XkqlAnAXhn47Tzxh8tOfCvq51sAJRw1k6zqIm46/csBjAzGcA9+mnmSGwsCgx+ZBPg+zZsG55wr22kvjxBMFf/97kdtuK/KjHwm+8AWNSy5RCoSBhA4G7//Q36311vU5NzYWq/tunfu9brDUV+W3DcPaVEbr8rqNxcaca5v/fAXYZReJ1wtC7EmxWCJfKJDL5elKdJHL5TBNi6VZiS7LHmOgykbKHuA8hDiZxYtncuaZcOihGg8+OJBwuxgGuNzpMwAp4cknBYsXSwKBhzCMXptfqABqqVSyE0VO6Lpu94I58sivcv311zF27Jhh27dczrqtCzRN46ijvsYZZ/zcXsAIIchkMqTTabvJsHXM/fY7lnhIUiwuxmOcR1dXCyeeqPHGG2IIruZypw3H5uNOUlpJ3HvuERx0kM5hh2n88Y+Se+4p8Ic/SL7yFY1vf1vj7bexk7urD3q43Gnd4XKnDUVFBWy3HcBEoJZCMU+xWKS7p5tUKkmxWEJgjc1K7BiJRMp6mIJEyqcQ4mjS6bu4774cBxyg8dvfWtZihYJ0xUEjA5c7fYrR3g733ivQ9QUEAq/bVVnOGFNHR8eg9YiUEr/fj6ZpjBvXwHXXXcvXvnakzbc2FusTYxJCMGbMGC677FLGjh2L12v14yoWi3R1ddm9TJ2cqVQqWb3hDYNSMYsQV6PrT3LLLXD++VofV1vdWO5ypw3HpudOmYzVX+6UUwT77KNxyimCf/6zyE03FfnudwUHHKBxww1a3/k2FCdyuZPLnTYtd9pjDysZLMQeFItFCoU82WyGRCLR1xsRpNkfYzIMg3g8Xjb+StkMnAr8gpkzl3DiiRpHH63xn/9AIjEyybwNHv2llL+TUo6TUm4FnAC8JKX8HvAy8M2+l/0AeKLv/pN9/9P3/EvSjZptUXj7bfj4YwgEHsfrXWVXOHk8HjRNI5PJkEwmB71PZXJ9Ph+//OUvOemk79n9JzZWVSMlTJ8ORx6psWjRur1HCMmkSRP4zW9+g8/nsxU2+XyedDpdZv+jrIRCoRBer5dUb4p0ugfJH9D123joIck116zJomI4T3E1MQn6ycjaJ7W1Y237OBKXqVLPrP9kO9yqCikhlYKnnxaccIJg3301rr02R3v7K3i9f8DnOxxNOxBNO4cVK+Zy4YVw+OEazz8v6XdJGIpwCNb83W2axpv9qpTVTSIjvRNrsjvo24NBKrRyRdXGEZo1YbhOpM03ldXWWk1AhZgA6Fi9IiSFQp5UKmlVdQnsClsVaIxEIgMWgCWEeAghDqNY/APvvLOUE0+EfffV+M1vNJ55BlpbJYXCSKiaPjtwudNnA9ks/OtfAiGaiUQexTQt4Y/iS5qm2bY1Tggh8Hq9SCnZa6+9uOqqK6mvrx22/Uqn4Ze/FFx11VCJpqHh9Rr87Gc/Zeedd8bn89k9LhKJBB6Px05sqdPS4/EQjUbJ5XOkUinyhdfweE6msbGVM84QrFy5LoO5y51Wv83Ny51KJcmsWXDxxYK999b44Q/ho48WATfh95+EYeyHECeQy93H44/n+OpXNf78Z0FLy+qCNmV7icudFFzuNNwwDBg/XgJBhKhFShOJREqTZLLHGqdF/3imrMSCwWBZ5buFBWjaj4FjaWl5jiuuyLPPPhrf+pbOHXcIZs+WZLNyjZVdUrLG/oQu+uFyp08vpJQ8/bRgxQoIhe5G17vt6i2rD7pGT09PWfsLBZ/Ph+ozfMklf+aIIw4btootKeGFF+DrX9foGJQaHRpCSHbb7XOcccbPMQzD7r2VzWbJ5/Nl/VfBEjRVVFSg6Rqp3hTZTCdC/BR4khtuENx339rsnQft9fq8eC1wuRNsHHeSEjo7BQ8+KDjqKI0vfUnjX//qJZl8Br//l3i9B6FphyDEH5g/fwVnny049liNd9+VlEpqn9X+u9xp3eByp+HC2LH0iai3wmnxmMtlSKd7h4wxaZpGJBIZ8P1mEeLvCHEI+fzlPP98M8cco3HggToXX6zx4ovQ1SUpFtd8rZmmlSheuJAyF7WBMFb/1AbjN8ADQohLgGnA7X2P3w7cLYRYCHRikRMXWwhKJUtZk8+nqax8xrbCUgsA1XtrYPWWFazxIQQceOABnHTSSX2qHNjYAS6ZhEceEVx+uWDRIujogK23Xvf3H3jgAWy//XZ8/PEMW02dTCapra2lUCjYC5xSqUSxWLR7UFgBqTS6/idgJy6//Avsu6/kkEMGDobDPfgMVOk4tz+wdHzNUIPHug/eIz2QDlUivjqo5zc+OdrZCc8/L7jmGsEHH0Cp1IWmvYSm3YphvI2mlchms30D+rt4vf9Gyu/z4Ye/5uijo5x4ouTCC2HcODngnF6zwmJT9dwcHWs5WXa+WffX5Tce6S9pY7+btRHJTYO6OqipgURia8AP9EdLcjkrwByNRst6JRqGgcfjwePxkMlkSKVS9lgOzcBf0bS7KZVOZPHib3PFFVP5298MGhpg0iT43OckoRDsuadkwFrNxYbD5U6fInz4oSW+8ftfxO9PYJoWH1J2DoVCgd7e3kHvUz3yqqqqOO+8c+3KrY0N2JgmTJsGV14peOIJwTe/uX5jVzRawbe//S3++McLMAyDQqFALpezOV+pVLLtdgqFgs2X+iu8XsTr/QszZlzO+ed7+Mc/rEXT0HC507pj03AnKa0K908+gZtv1nj4YUEiUUSIjxHiQXT9PnS9s48vF4CPEOJp/P576O6+gIsu2ptHHtG47DKTQw+V2A4mg47D5U79cLnTSGDqVLC40tbAe/bjyqre6/UOStgry8JsNksymaRQKPQF7/LAf9G0V5HySySTp/H441/m8cejVFToTJliVdlXVsJOO0Ftbf9xt7UJZs6EmTNHQzXDFg2XO23hyOUE994rgDYikVftcd7ZCz2RSAwal50i66OPPoqjjjqqL3ANGzsOtrdb1clXX221o+jtherqdX//UUd9jRtvvJEVK1ba1oRqPVYsFu3qNLAqnP1+P+l0um9c6cTj+TWFwnb87nfbs/vuJjvvvC7zn8ud1h0jy51ME1pb4YknBDfcIPjkE5CyBSH+h67/HV2fgRCSQsHyapPyDXy+hymVfsyLL/6c994L8POfS375S4jHrcTp0PvqcqfBcLnTcGHSJAiHIZHYESF0+ttdYjt5hMPhQTEmZbGvYkygnByWAL9D026jWDyZWbOOZebMrTEMnYkTYcoU2HFHSSwGu+4qHXMBfPCBYNkymDVLsGQJDHCrLcOwJLiklK8Ar/TdXwzsNcRrssDxw/F5LjY9urvh1VcFur6MUGhJWXNxFXgZKlijiMeECeP5058uoLIyOiz7IyXcfbfg//5PcNppVhXV+kAIQSQS4rvfPYG5c+eRy+XIZDLk83lUo1Jnb7BsNlvWl8vqL5HCMH5FOv04v/xlLY88IvsSbMMxgK3vdkbS/H1992ddB2C5mvtr2fowVP11dVnnzw03WIOkaXah6/8kEHiQfP5jSqUC+Txli1wA02zBNK8AXiWfP4/bb/8ab73l4brrTA48cGDAbnQkQAZ/X5tyvyTWuanUNGsilP37NXJETKnQxID75RgdBG3d4PdbgZP582uwemrPLXs+kUgghKCqqsru7aNKycPhsK1M7unpcTRulpjmKoS4HCH+jpR7o2mHsGrVISxfPo5XX62kXwnnYkPhcqdPJ6SEF18UpNMmNTWvoesCIfozwYZhkEgkVlO95cMwdE4//TQOOeQgLGuIjd+n5mb43vc0dtwRvvzlDdvGUUcdye2338bChYvJ5XK2Ktnn89ncCKxFTLbPYF3xKUtlfTemuQ8PPngC++4Lp50Guu4MHLjcabRxJ5XY+ugjuPhijddfh97eIobxKl7vbcBzFAoJikU5hJNBnkLheYSYhmmewsyZP+f448dw7rmSM8+U1NSouV5SHixzuZPLnUYGQlgCHV0XmOauwH1lz+fzedrb2xkzZoxdqaoS936/33b9SCQSZDIZR4A6AzyLrr9IqTQFTTuETOYrTJu2K9OmVQFWv6/B39nQ36OLNcPlTp8urFpliYIMYxaBQBtSlq8tTNMkk8kMep+VjNbYeeep/P73v8Xv9zMcY7SUcMUVgocfFvzwh5Lrr1//GFN9fR3HHPN1brnlH3g8HnK5HNls1rbvUnEmwD62cmekJjTtt7S03Mu554a47z5ZliB3fBoudxo93Ekltm66SXDHHYLGRomUTej63/F4HiGXm9dngTs4xlQqLcU0zwdeIpX6JX/965d49VWNa66R7L47DkGp8/txuVM5XO40nKistJJcH344EagE+vtUSinp7OxE0zRisRiFQgGPx2Pb8IfDYUKhEB6Ph1QqRcEuV5eY5kKEOB8h/oaU+yPEwSxZchCLFtXz3HNRho4xmUAOaEfTlrOmc8qNTrlYJzz+uGDpUkkweC+alrFVNSp4kclkyA3R1EFlcX/6058ydepUrGDNxo8iQsB3vyt5802TE0/c0JJbwZe+9CXi8Up7n3K5XJ+nqHXROAcctbhRlosejwevdz6RyBXMnFngj3+kr5y4f/vrjoGT7lAX7cDLVQ2W64/1K71dsypkw7EpvYAtwtrcbJHWvffWOO88WLJkDoZxERUVh+P3X4xhzEPXLYsoRT6VDzjQlxgooevv4vX+CJ/vTObOTXDUURq/+Y0YojfX+u7j8HrRDr7W1jbkb/g5taZtCiHtQJZ1X5V/r4+CauP2YfXYmM8VjMx3tu7QNDjgAAmEgD2GfE0ikbB7DDptCk3TREpJMBiktraWioqKAb25JKbZDTyHaf4eIb6Ix7MXXu8RGMYxwB8R4k/AlcDgxacLF59FtLVZyl9dn0Ug8I6dUFaWxwDJZHLQWK/6M+y66678+Mc/RteNYVt01dfDE0+Y3HefSUXF+o95QkB9fR17771PWSIrlUoNKXhSPcRUbwyrl6kgHP4rUs7j978XzJ+/umCDy53WjJHnTlJaNpvPPw/HHKNx6KEa//tfgnz+YcLhbxEMnoTP9wyalrEr9VSVizoHVFWwEO0YxhX4/UeSz7/G//2f4Ctf0Xj7bYFpDhUI2ZD9dbnTyODTx52mTrUqMaTcFxhUSkgul6O1tZVSqWTb7qjzSyW84vE4VVVV+Hy+st+iVMoDc5DyBqT8Jh7PHni9B2MYhyHEGcCfEMK6GcbZ6Pp3gMHW/i5cfFYgJdx5p6C7u0g4fDdg2msUtQbv7e11BEcpey4YCPDLX/6S8ePH248PB849V/LGG1bF8YZA0zS+8pWvEAwGyhJZag3mnK+EEPh8Pvx+v80DvV4vPt9bhMO38tJLkmuu6a+CKofLndYdI8OdpLQSW0uWwB/+INhzT43/+z9JU9OHeL2/oqLiCHy+q9H15RiGXhZjcrYKsM77Irr+PF7vt/F4LuTtt7MccojG5ZdrJJNrmjdd7uTcpsudhgd+P+y7rwRqge0HPa+SXD09PbYYSI3f6tyKRCLU1tYSDofLLFqlNDHNduBxpDwHTfsCHs8+eL2Ho+vHAxcgxEXAhej6n9D1Y9C0A4BdkfI7QGnQ/iiMhEWhi08ZSiX4z38EppkiEHizLLihFrPK4soJ9dx2223Lccd9w1E2PjyIxazbuvbeGgghYOLEieyww/Y0N7eQyWSQUtLb20soFLKDNc7AjZSSQqFgT0xWM/UnKBR+wnvvTaG7WxKPq09Y3QCmFANrV6iUl3SvSS2zIeqb/mTMxhNC65hUf4V1256z6Xj/NgbvI+uxzcGQEubPhxtvFDz9tGDp0hKaNg+v9xG83n+haV19Ht9BdF23B2ClpJJSks/nbUKay+X67ueR8i6E+IRc7nyuvfZgpk3Tufhik/33xzG5rg/63zB8v03/9wDmWvZpuCf7gef60MRiuI91MFa3ABj6nFvbfmzsOTmcEMIiH16vRj5/IHDPoNdIKeno6KBQKBAOh/H5fHbQBvrH6lgsRjAYJJlMksvlbDs1gFKpiBWISQJL+x59uu+7GAOcPJKH6cLFFgEprV6lS5aAx/MaXm8WIXSb8GuaRj6fHyQIEkJgGAY+r5dTTvlRn/Bm+PZL02C77VYXIFk36LrBwQcfxKOPPmYrkp3jhHOhrHhSoVCgVCrZ1otSLqOy8nFaW3/D++8LdthhqB1yudOaMXLcSUrLiumhhwR33il47z3I59vxel8jFPo7hvERhqH1JbPC9radf4vFIsVi0eZO/QveucB3gB/z8cdncdRRlZx/vuRHPxJEo87g14acpC53Ghl8+rhTTY1V9d7Ssj0Wd1k+6DXpdJqmpiZisRiBQMA+r53CN7/fj9/vJ5lM2g4gTnFksZgDWvpuAC/2PUffX73v890mXC4+u8hm4b//FUArgcD0vhYYelmMaaj+7oZhINDYa++9OPjgL8MwVbuDNRfV1Vn3Fy/e8G3svPNUxo0bRyLRbbc7SKfTdt8wNV4oy0LVEkMJDU2zQDT6ALnc93nttSryecmgVoBlcLnTmjG83En15po2TeOGG+B//4OmpgKGMRO//z683ofQtHSf2CtkW3arGJPT1lu5RCl3BCl7kfJvCDGdVOqPnH/+nnzwgeD88yW77lq+zy53csLlTsMJIeDAAyU33uhByi8Arw96TalUorW1lUKhYFdsOeNHahyPx+Nks1mrN3M+X/Ya636i77ag79FHHXxJ64vDW70ApfSvcb/dBJeLtWLRInj5ZdC01/H5lmOaun1SmqZJIBAYsveWVeHk5fvfP4m6utoRLP/cUFiVOnvssQcvv/yqXd1QKpXweDx2gMZpSwjYE1MymcTn8+H1lvD5Omlvn0IyiSPBtTqsi2pm4OvX9uUNNUGrxwYOpsObaOz/rA2dpOSAv1C+z+u/XSmtZOTcuXDLLYJHHhGsWpVH02YSDN5KMPgigUAJIUDTYgC2fRuUTzRCCLtJrDofVMCmVCqRz88lnT6JXO4sXn31XL72tQDnny/56U8l4fDGTKBDT4LDB+f2NUbWbkCdw2s/npEnHRuHkagi31jisu22ViPQ5cv3weerIpMZ3A1Z9ZfI5XLEYjH8fr/9eYpYqyB7PB6nUCjY9mOdnZ1lQWzo/31Ga1m9CxebA1LCXXcJSqU04fCjaJpGsVi0qwH6XzdYEGQYBlN3nsqRRx45Csc/a/z+3Od2IRgM0N3dDfQLnZwWhYDNmdScmclkbE4YibTR0mIlAdcPLnca8O4Bf2FDuZOUlhX5o49q3HEHvP22xDRb8Hr/TSx2F8FgC4YhEKLCPqeVElP97s4KRadAyDRNu69tNpsll7uWbPZlOjv/wXnnbcNzzwmuuMJkxx2VMGh4Al8jB5c7bQhGC3cyDPjCFyQvvVSJ3783hcKqQWtYsCq52traiMVihEKhMuWxMzCjbHgymQyGYZBOp237woFVGs7/N+7ad+Hi04H334eZM0HXn8br7cE0tXWKMRmGQSAY4NRTTyEcjozKGFMkEmHq1KnMnv2Jff2bpmlbxQ8VY1KxqFQq1WeJmsUwkqxaVUUuR1+Ca33nOJc7DXj3gL+wPtxJSsuxado0wc03azz5JHR0ZNH19wiHbyYYfIdAAEBH06JlvzsMjjE5524VhwTLMjeff5tM5hvkchfx6KPf5803PfzlL5LvftfsOxeGcw5xudNoxObmTrvtBhUV0Nv7ZQzjerLZwS2JVCVXNpslGo3ic2TilaDasuH3UlVVRS6Xo1AoYBgGXV1dZaJrGBxjGvicpukMQdtsuAkuF2uElPDcc4JEQqJpj2MYoPpSqcWsqmoZCF3XGTt2DF/96hGjkHj0Y6edppZNMAPL4BW8Xi+FQsFOfKnjj8XqaW+PUV0NodD6fLKTCAzx7CYLHG/4jzNy+7jh2zVNmDsXbrhB48EHobOzhGHMIBa7hlDoXXy+Yt/g6B1EMJ0DqVNdNfCcVwOvsuAslUp0d/+Dnp53SKcv4Pe/34MXXtC49lqT7bZbn7L8gRjJC8f5HY8kyVBQwU9FSgce2/CWyQ+N9SX5a8Jw/jYbd9yRCEyeDCtWjGPs2M/T0zPd7qk18DvNZrO0tbVRX19vKSD7LBLUosppy6muibq6OorFol3JqMZAUMQlQCYzigd5Fy42EVpa4OWXBULMxDAWIETYfk5dWz1DdMZV9m7f/OaxRKMVm3KX1wOC2tpa6uvHsGpVI4CtOHYGfwF7TMlms/acWSqVqKysxDTHIAQ0NGzofrjcaQ1bXq/XWoktwSOPaFx/vRVolLKdQOB+IpF/4fd3oesCXffZAXt1Hqv7Tstb9Ro1n+i6btsXKk9+XddJpZbT1fUNstnT+e9/f8S0aSEuv9zkm98UBAIbw5kUXO40vPj0cCerssI6R6PRA/F636WrywrMFAc0kjNN0xb4xPvUiyq4LqW0z3GnWCgWi1FRUWFXL6o1pbomnOsKw4jQ0yNGJIDlwsVoh5RWC4xcroDX+wS6bo11ar2t65ageqi4jK7rbL/9thxwwBdGbYxJ0zSmTp3K/fc/YD+mer0PDNh6vV57zFBrL8MwCIfHUCqFqK119vne2MSOy52G2LJ9b3VBf2di65prNJ58UpBKFfB43iEe/xvB4Gy8XhMhDJsbqRiTc/8HxpjUelqtAxRnDgaDGIZBPp8nkfgzqdTLtLX9kZ/8ZDtefFHj0kslfc6cas/Z2HiCy52GG1s+d6qttUTUixdvR0PDjiQSi0kmkxQKhUHfXzqdJp/PM2bMmLKKd8Ae29T/ikfV19fb8XW1pnTGmBRUzNVqFVRNSwurhZvgcrFG9PTAP/8pgIX4/c+j60aZukAFMAYuClQF1/77f4GGDY9ibBLU1taUKY1VAFctXpzWhIB9/EIIKioqMM3dyGQmcsQRch2qt9YfG6ooKH/fmraxLkqd0Q8rsSW44QbBgw9CV1cGw3iTiopHCIdfxucr9A2mWpmaQNkBeDyePluRYllFi7o5oYiLUuZbDah1wuH55POn09r6fV544ScceKCfiy6S/OhHsk/NszZYvsHWZwzv97Pm7Y2kamfgBzvLx4euBhr5knExxH6tG4Zj1wYe58Yer8cD3/625NVXYyQSF9HQ8Ahbb/0+3d3ttjdyLpezx+1SqURjYyORSISGhoY+lVjePtfVue/xeOz7mqbh8/lsYqKqNixlWiW5nMDcFHzVhYtRCinhwQcFjY0muv5P/H7sal91HSmLmoHweDzE43EOPfQrjNb5WAjw+XzE45X2OKDmTOhfpDv71qhjBwiFQlRWjmHRoi9TXw+HHDKyC0uXO60eVkWvVd1+/fWCmTMlsAi//ylCoYcJBpsxDB0hdPs3doqAfD6fXcXu7FHkFEY4K/rACv7n83nA+o6rq7MIcSOJxFu0tV3EqaduwyOPwDXXmGy11fpyAZc7Of8ffny6uNMBB1iN01es+C4TJ5aYOvVl8vkVtLe309PTQ29vr22zCdDT00M6nWbChAnouk6hULAT++o1KljjrMhQPbqcSX7nPptmmGTSTXC5+Gxi5Up4+GGBEO/h93+EEBVlAU4ppV0N6YSu63g8Hr7yla8Qi8U2z86vI+rq6uykheKDzniS4oVqvFFzqqZpVFZWksnsR6FQxXHHrc2ecPjgcqdyWIkt+OgjwbXXajz1FKRSSbzel4nFHiIUehev1yyLMan1tHIHUutp9Ts7Y0wD4Yw7qjhTOGwQjb5PNvtDWlt/xv33f4fXXzf4299Mvv51MIwNaYsBLndyudPaEInAMcdILrtsPL29f2b8+Cfx+z+mq6udrq4uu62FGqeLxSIrV64kHo9TU1NDoVAgl8vZcSPFkdR5rjiS3+8fZOOpnnceh3VdGUBxNXvsJrhcrAWzZ1s3KV8C2tC0hrJqF13Xbb9YpyJFqTUPO+wwW5EzGiGEIBQK2QsTwD4uZ9bYqSZS8Pv9VFfX0Nm5P0J4OeYYE20YD3VTlMpu7GeMhn0cWLHV1ZXB43mFWOxWAoHpeDz0DZj9ZbLq/HRWIToJtHpe2S85lZdOX/CBVV5SSny+NGPG3EIy+S6dnb/nF7+YyvvvC37/e8nWW6+bp7MQIznpDkUqNuXq2hzwdzDh2JxQgYbV7cpoLWX/3vdM3n9f44EH9mHmzN2pr3+RyZPvoaamkWKxQG9vL52dnSQSCdLpNMVi0Q7kRCIR/H4/gUCgzFbHec4r1Y0i6U7LTiFG7xjvwsWmQrFoqZGl7MA0/1dmR+JUrQ1lhyWlZNddd2XixAmM5sW/pulEIhWD5ktnhbOCs/JZ13UqKyvR9SmkUjvw5S/DhAkjs4+jgZeM9Ps39DNUYuvRRzWuu85KbAmxkGDwDkKhp/B6u/sqe/t5kVOBqX5fZwBSLUjVPOFUXqr3q892Llat88OksvJDAoEf0d7+fZ566ofMnevliitMDjtM4vWuu/2cy502L7Yk7lRXJ7nqKpPzzqtk4cKzaGw8im22+SeTJr2HlDmy2SyJRILOzk5SqZTda3DJkiX4/X4ikQg+n8/mQE5FvgpuKrWxs8pRzQVAn9Wny51cfHbx5ptWkgueQtNy9tjgFNKpZNBAKze/38/BBx+8OXZ7naGE0M4xABhU1aOeV8erqneqqmpYuvSLBIMaRx65tl5Gw7O/I40tgTs5USyqxJbgySehtzeJ1/ss8fjt+P3z8HgU5xFDxpicolH1v5oHnPGkfsGoaZ//Tv6k3h8IdNHQcBmJxGusWnU+J500kbPOkpx1llVlsyFfj8udNi9GO3cSAs45RzJnjsZ///sV2toOYFzDU0yY8BD19VZ/92QySVdXF4lEgkwmQ6lUoqOjg+7ubioqKvD5fH2VV5RdF4o3qTWycsVyHq/zegJ1Xax5n90El4vVQkq47z7Rp7i8r0xt4EwMOJMB0G/fUF1dze677zEqBo81IZfL2apSoGwiUvYTqudAoVCwLVfi8TiRSC0LF+7OuHHw+c9vxoP4DEJKmDOHvootQWdnBo/nJSorbyMUmomumxiGp2ygdBJkZxVi/zYtSwBVwaequgA7iOOs4HNu17kNIUpUVHyAz3cKnZ2/5s47j+L5531ceKHJ974nCQRW50ftnPDXngizPn/gMyOpihkJqAPYFPs8UF0mGLpMfk3f4caPZyMxJgaDgptvhtNOg7/9zeCxxw6ns3MPqqvfpKHhBaqqllNdXU0+nyeVStnEI51O093dTXd3Nz6fj3A4jN/vx+PxlCX61fiuFl/qOCwiPrrHeBcuNgVmzoQPPgD4H1KuQsqGsjkHBs8XYM0tPp+P/fff31b8j1ZIadLbm3L83784UfOmmlOVPSFY1Vv19fV0d38e0wxw5JEbqjZ1sSGQ0nJk+Pe/rcTWrFkSWEAweAeRyH/wenv6xAueIRfTzt/Z+ZiTFymurKAWqs61AWCvHZyLXJ+vldraq+jtncXChb/jm98cw/HHS/78Z8mkSeuS5HK506b5LHV/S+dOgqOPFuyzD9xzj+SaayYxY8YficVmUF//AjU104lGexg7diz5fJ729nYSiQSpVIpsNmv32wqFQgSDQTweDz6fz14jDkx2qX13Bmo2nR2YCxejD4UC3HuvBnQBjw8SQzgrwgcKqD0eDxMmTGCHHbYf1XwJIJPJUCwW7WNQQhAVS1AxJWXPpYSE1dXVeL0N9PTsyOc+Z9nQu9g0kNIST3/4IVxzjarY6sHne4aqqjsIBBZgGAJd9w4phof+6ryBlezKdhOwY0xqLa0C/muPMeWprHwFv38+nZ1/4oorDuCJJwz+8hfJ174m8XjWJ9HlcqdN81nq/pbJnaqr4YEH4I034IorArzwwvG0tX+B6urXaGh4mbq6JmpraykUCnR3d9vuQel0ms7OToQQBAIBQqEQPp+vTCAE2Oe+ijE5E8EDj8PiWGsWB7kJLherRVMTPP20AKYBH5YtcJ19iKDcE1epERoaGojHKzf9jq8HpLSa4jntu5yKPKfSTtmxWFU6Purr6zHNBjKZBnbdlRGxJ3QxGFJCczP8618aV18Nra1FdP1/hMM3EwrNIBz2YZqWAt5ZWah+S6WqV3Y5+Xze9n5VPYacJbPKasTr9eL3+207S+gnHqsj5j5fF2PH/omenv/S0vIrfvaz7Xj2Wclf/iLZbrv+svB+OFUlG/wNrcNrNiUZcX6WpL+xqDbg8U0BZ6l4uReyNYRtaSStH0JYFgV77in517/ghBMk11xTzdtvf52mpsMJhZZRU/MOdXUvE4msIhaL2WXjnZ2dtLW1kclk6OrqQkpJOBwmGo0SjUbLrDgHeoe7gRoXLqzx4/77Bb29eYS4F+i3YVDzgfOaUVBk3ePxsMMO2zPak8X5fIHOzq4yVTX0e6tDv/q6UChgmiZer5doNEo8Xs3y5bsSDMLee7sJrk2FbBZefRUuvVTj9ddBymV4vTcQCj1JJJLHMAxMUxukMoby6rxSqUQ2my3jTOo8ULxHCMva1jAMAoEAhmGU9ZRwBoCcAUtLGFeisvJ/BIMf097+M+6//1jeftvLxRebHH88a6nmcrnTyOLTxZ2sc0RSWys591w46ijJjTd6uO++PZgz5/MsWtRBZeUMxo59gVBoFuPGBaivr6dUKtHT00NLSwvJZJLe3l6SySQej4fKykqi0SiGYVAsFsusqKBcPKnEdEJ4GO1jvgsXI4G5c61gqRAvIeViTNMP9Asg1hZjmjJlCqH1a3y+ySGlpL29zY4tQH+1lnPOVAIhFYfy+/2MHTuWbHYy+Xyc/faT+P2b80g+OzBNWLoU/v53wS23CHp6cuj6I0Qi/yAcXkQw6MM0++M9q4sxlUolW0CvrAaV49XAGJMSSHi9XjvG5AzyD1VgABAINNLQcDaJxCEsWHAO3/3uOE46CS68UNLQsK5cyOVOI4tPB3cSgM9rctBBsPfe8Mgjguuua2DGjO+watUxRCILqa19k5qa16mstCz3i8UimUyGjo4OOjo67PuqsrWiooJIJGLzpYHV8FA+9qtrw3rMAPJD7iu4CS4Xq4GUko8/FqxcCbr+GlJmkNJTFvxXN6cHOWD7kk+ZMoVAIDji+xqPw5FHyg1uWN7e3l7WQ0zK/j5Myl7CSUh0XScYDFJZGWfZsj2BIN/4hhxWe0IXg6ESW08+KfjrXwVLl0pgOj7f9Wjak4RCHgJ9ja4GKqWcRDmTydDb20tvb++QDRLXBHW+e71e26KkfMDt/2xFXoQoUlPzLpHIqaxc+QMee+x7vP9+gGuugaOPtpQ2jqMsO15re+v7Ta3LZDlUYg0sArCmD9yQiVi93lzN/0rRMlwT/Ppsa/MQi5EpN7eORQjw+eDrX4evfEXywQeCO+/08eKL27Js2bYsX/4NIpG5VFW9Tjz+LoFAK1ttVcH48eNJJpN0dHTYtjzJZJLm5mbbF1mR73A4bAdxhBCkUqOfnLlwMZLIZODFFwXQgq5Pp1TCFsVA/7WugjMKSrEWCASYPHnKJtnXAw4Ah9vyOkNKSS6Xpbs7UTZvqsCNSmQMtHn2+XxUV1eTy9WQSExln31gm22G5VBcrAG5HLzzDvztbxr/+x/kcgk8nrvRtJsJBlsIhcLoej8BGZiQFcLqUZpOp22bNqeF7eo/NwdAIpGwgzfOSpeB3vtOrgYQCrUTDl9GU9PLLF36K045ZQpvvgkXXmhSV6eupdXb3bjcaUPx2eNOajPbbgtXXy056yzB448LHnqohlmzDqa19Yv4/Y1UVr5LdfXrRCJzqK31U1tba9sYtrW10d3dTUtLC62trXYFvOq74vP5iEQitkhI2Xvquk5vb94VCLn4zEFKeP11QSIh0fUXkLLfnm2guFgfQFYKhQIej4ftt9/eTiaMJMaPt2JMG9rqq7W1rcyOUMWYBh6n4ksej4dwOEwkUsHy5fvh8+l8/esjb0/4WYeUVmLrwQc1rr0WmptNNO11/L7r0PQXCYeD+AdkGYeKMan4kmoFsC7jeyaTAfpjTMoG1+v12rzamSAtjzHlqK9/jnD4Yxobf8bttx/FW295uOEGkwMPlGia0zHI5U7923S503pB9P8Jh+H735ccc4zgrbfgjjsCvP76zixcuDNLlnyHiopZfTGm9wiHE8RiMSZOnEhPTw/t7Vbfru7ubhKJBB6Px44xeTwePB4PkUjETvoLIcjlcvj9ftuBKJPJkMsVgYrV7q6b4HIxJExT8NhjglIpg2E8jeqxMjCR5UwADVQlWwPvyO9rLAZ33CHZUJ7T2NhUtu9ORU2pVLIX5E5/0Gg0iqb5aG09gOpqOPRQV408UpBSkkoJnnpKcMklgrlzJTAfuBFNexCfL0s0GrV/G/Ue9VcIyxc5mUzaQZp1IRwDPbLV9pTSIJ1OYxiGrUBQvYnU5DFQreXzdVFffxkdHS+xatVlnHjiBI45RuOSS0wmT94Y5cxwoFxVsubXjXasaR9Hy0U6EvtRftxCQDAoOeAAyf77Q3u7pZb85z/DvPPOHixatAfLlnUSjX5ELPYK8fg0QiFJRUUFEyZMoLu7m46ODhKJBNlstoyoOwmSdZ3UIeVQJfcuXHw2MGOGpUjWtBcRomtQRa8S0QxUJisMZcUwEhACTj99w9WayWSK7u6essecNtVOWwk1J/t8PqLRKO3tU8nnq/jGNzZds/TPIkolmDULrrpK46GHIJfrRRP3I8Q/0bWPqYhGCAaj9m80kOcIIUin0ySTSdLp9JA94wbCeb47YZomuVyOXC5HV1cXwWCQaDRqi5GUFY+zusXqQVGivv514F1SqQv4+9+P4vXXDf7wB8nxx7PBfH/44XKnTYuR2w9Ng8mTTc49F372M8mcOXDffTpPPz2BxYsn0Nh4DOHwPCor3yAafZ1YrJna2lpqa2vJZDJ0dnbS0dFhV3UNtOYceN9SKdcztF2RCxefXuTz8MQTAmhDiJcHxZgGiqmHwqbgS2D1Cv3nPzcsxiSlpLGxsewxp8hJCamdMSZVDVoqhWhv34ett4Y99xyOI3ExFKSEzk548EHBZZcJVqwwEeIjhLgJIZ7AH5BUVPTzJacwR9139rRWAp+1YU0xplQqRSqVwuv1UlFRYYtKlVPCwCoX0zQJh1uorf01XV0vM2fOhXz969WceKLkwguhtnY0xihd7rRpMbz7IQREoyaHHw5f+Yrl+vbii4J//SvKhx9+gQULvoDH00ws9gGx2MtUVc0mEqmw3YNUjEm1ynAWmgyOMVnXSfn6Ioib4HKx3li0yCo/FOJlpHyfUsk68Qaqa6B/snaeeGqQ3hQQggFVMOsGNTnMnTu3bF89AzamXpdKpVB9maqrq+nunkIqNZkvfhFqajb2KFwMhUIBXntN8Pvfa3z4oaRUWoIQtyLEXUjZjNfrJxarKeuV5Uy4er1eenp66OrqWifSMdCWRyU5V5cQKxaLdrVLfX293bfImQxQViSFQoFQyI9hfEBLy9fJZi/ngQe+xIcferj+epNDDwVNW/dS8eEnK5tzEt4cihbJuh/zwP0bjv0d7mMeentCWLfaWjj2WDj6aJMVK+CllwQPPBDn7bcPob39YPz+VYRCc6iufol4fBaxmN63yLKSw8qSJ5vN2rZU4LTdGcZDceFiC0KpBDfeKMhketH1v1Ms5m1Lt4HWIsCQqmNnr6KRxoZUb1kQrFq1kkSiyz4Wp/2cc55USQ1N06isrMTjCdPU9CXCYfjSl0bjYnvLh5SwciVceaXgX/8SdHf3IsQzaNq1SPk+mmYSjVUTDAYHVZ2DxX2LxSLNzc2k0+l1Oh+dCU0lJlqdba2U0lY2V1VVUVFRMShY41zYmqZJXV0Oj+dcEokP+OSTszn11Breew8uuUQSDPbzIGdVl8udRhqfNu7k2HLfYQUCVl/l3XaT/PGPJh9+KHjsMYPHHpvKypVTWbXqJEKh+USj71Bb+yrBYBfjxgUZM2YM+Xye1tZWurq66O3tJZ/Pl60HBlrWunDxWcM778Brr4EQ/8Y0F2GapT6r3H5rZzX/DMWXtpQYU6FQYP78+WUikYExJrDmulTK6m3q8/mIx+O0tX2OXK6Ggw6y5joXw49MBv7zH8EFFwjmzTMxzdlo2o1I+TDQRSAQIhqtwjCMMktldW56PB66urpIJBJl6+LVwel+NdAdaiio/o+9vb3U1dXZfHtgZZimaeTzeaJRP17vs7S0fEw6fSU337w7772nc8stks9/fmju43KnTYlPH3cSwlpTjhtnVXV95zsmS5YInntOcN999Uyf/jXa2r7KypXLCIVmUVPzIrHYAqqqLBvDUqlEIpGgtbXVLkIY6KrmrHBdV7gJLheDICV88IGgqwuEeJVSKdv3eLkljRqYPR7PkAq13t7evveM3khGOp1hxoyZZQt5Za2jyJZajKjjqaiwMtCzZx8A+Dn5ZHMjAkYuVodCAc4/X+P66yGTaQOuAqzEFgiCwSCxWKzMr1udk2Cdr62trXR3d6+WPKjmrk4bhIH9JwYin8/bSSxlOZLP51m5ciWRSISxY8diGIZdcq6IuCq3jUTCFItddHZ+j3z+6yxadBHf+95YTj9dcs45kqqqdSMRG15KPhTURtY28Y0UIdgcC/3yY7G+R7maRM3g120clHJpuMdG5TM9NISwlO+TJsHJJ0u+9z3J/PnwzDOCBx8cx/z545g//yA8ng6i0RnU1T1NLLaYykqDiooIuVyenp4e25JHWXy61VsuPstIJuHddwWwDCnn2fONszpFQSl2FZz9F9ZV+bn5IJk27WMymWxZgks1RnfaMColazgc7rPzaiCR2JnDDoMdd9ycx/DphJRW0PB739NYsqQIPANchpQfIKXltlBZGcfXVzqnbCSd9oCpVIr29vbVBmqsPlmGzZecSU11HqvFqFPZrK6DUqlkzxnt7e0kk0lqa2uJx+Mkk0l7X9Q1o/p31ddHyedvIZv9L/n8JVx33eF88onGBRdI9tlHouvrNx+73Glj8WnjTsquaDCPsVTKgoMOshLzv/+95PXXBf/+d5CXXtqNVat2o7HxRAKB5dTVPUdV1XuEQp2MG+dl7Nix9PT00N3dTVtbG9lsdpMKGVy4GI1Q9oTZrImmvYJpWoHLgTxJzQPOuWagFdxoR0dHFwsWLCyr5lRzoZp/VcIknU4DUFlZSSgUYc6cLxMI6Hz/+6494Uigtxd+8hONBx+EQmEZ8Bfg35im5cCg+lA7zz0nny+VSrS1tZFMJlf7Gc4Yk4opAoPiVtBvPZjL5WxRtJovMpkMy5cvJxaLMXbsWIQQ5PP9/YcKhQK6rlMoFIjFouRyi+np+Tr5/A/46KPfcswxMc4+G378Y0k4XM59+jnc2r8zlzttLD7d3EkI8HoF220H224rOflkyezZ8NRTgocemsTy5ZNobz8cr7eNysoPqK19llhsOdXVHuLxSjKZDD09SVpbW0kmk3a7oA2Bm+ByMQhSWn2OpEwjxHNlz6mJeODA7PF47OyqWqQ2NzeTzWYJhUar9ESwcOFCli1bZh+X6hfgbOTobJgeCASIx+MUCmHa2/dk++3hi1/c3PZynz5ICU8/DddfD9nsM8CvgLmoAd7v9/epwsuTq+q8TCaTtLe3D5nxV7+xOk/V+ezsPzGwIbqzl4qyXHI2DAWLkHd3d2OaJtXV1Xbgz0lehBD09PTg9Xrx+9MUi/cTCi2jp+ePXHrpF3juOY1//Uuyww4bo3BfV9LghLNUfEs/mddGhtTzI5VkWjusc2IkKrjWZx/A74dddoGdd5b8/OeSxYvhiSc0nniilnnzDmH27C/j8zUSi71PVdVrRCILqKryUVNTQyaTob29nc7OTpJJg/UU17hw8anB9OmWd78QLyJlv33fQG9+tTj2er32Y2r+yOVyrFq1kqlTR2/2p1gs8uqrr9oLabDUxs45Ti3o8/k8Ho+HiooKQqEQixfvA/j5wQ/MUWQv9+lBVxecc47GkiUdCHEGUj4JWCIbXdeJxWKEQqEy3u7kLi0tLWSz/YlLJwzDsHsuOvukCKH1iSYMWwykeI/qzyilJBAIoGkamUzGXqwq68Lm5mZKpRKhUMh+D5QHAnt7e6msjNLSMo9A4McUi7/m+edP5N13K/nzn62gjdfr5OEbOre63MnlTquHpsGYMfCtb0m+8Q1obpa8/bbgzjsjfPzxTixZsiPLliWJRD6hqupVYrEPCYUMYrEY48ePty0ME4nEOlulu3DxaUM+b4nqoAV4s+w5Z0WvU2jqdEZRPGrlypUUi0U8ntFKKATTp0+nq6vLnguVbbNTDKRsgkulEsFgkHg8TjpdQyKxEwceCDvttJkP41MIKeH22wX33y+R8k7gImC5/bwSUDt/K2eiK5FI0NnZOWTwXdM0vF6vXc2uXpPP58vEQU5rb6fwwev12r23nNUspmnS1dWFaZpUVVUNsjhUnKm7u5twOEw2245p3ojPt5Tm5t/ym998juefF/zjHzBu3OpiTC532jC43Gnw50EoBHvtBXvuKTn3XMmCBfDggwbPPz+WBQuOpqXlCAKBFVRWvk08/gah0BJqa4PU1dXR29trx5hSqdR6J7pG66zgYrNC0tEBUETKhP2oSgZAeWWLEIJAIEA2m7UfMwyDpqYmuru7R3GCC5588ikymYydvPB6vbbNnEpwqX4EhUKBiooKKisr6eiYQjo9lq9+VRKNbuaD+JRBSklLi2VLmMmsQNPORcr59vNer5eqqiq7zN9JhA3DIJFIrDa5pciKalzotCI0DIOAP0D9mHrGjxtPvCpObW01xWKRZDJFa2srbW1trFrVSDKZpFQq2c2k8/k8qhFiMpkkk8kwduxYwuEw6XR6UBm6aZrE43Gy2SyG8SEVFSeRSn2HDz44n0MPDXHyyXDuuZJYrNxCyImNS6oONcmpyY/VPDdSi/F19WHeWDiPQREMnYGq3U2XrB6uY3Ye14YpXYSASAQ+9znYZRfJr34lmTcP7rlH49lnx7Nw4XhaWr6O19tOZeW7VFa+RCy2gIkTwzQ0NNDV5WfOHN1Ncrn4TKK726o4FqKjLGipFrTO3oxSSoLB4KDql1KpxMKFizjssM1yCGuFlLBo0VLee+99e27VNA2fz2eLgJyikGQyiaZpVFVVYZo+mpv3YexYVxA0EjBNyTXXaLz3nommXYlpPkS/5YwgFosRDocHvU/ZfrS0tNgV504IIfB6vRSLxTLOpG4ej5d4vJLx48dTU1PL2LH1fe+UNDY20d7eTnNzC21tbbYq2ev1ks1m0TSNXC5HoVCgsbGRaDTKuHHj7CoXVf2lro1AIEAkEqG3t5tQ6BI8nidIJv/KL3+5O//9r84f/mCy777rpnR1udP6wuVOA2EYliXPN78pOfZYSXu7ZXX18MMVvPfePixatDe6niQYXEp19bPE49OoqvJQU1NDNpulvb2dtrY2UimXN7n4bKFUgkQCIIuUKcfj/RfCwDYYfr/ftvBTiaKlS5eSzWbxeAbPbaMBpZLJI488WlaF4PP5bEGIUyieSqVsoUdFRQWrVu1MoRDluOPcfqUjgTlz4C9/EZRK09C03wGt9nN+v594PF5mS6h4rcfjsYPuQwXclXhaxYScySxdNwiFQowdO4ZxDeOoqq6isjJGqVSiq6uTtrZ22traaWxcRSrVi2maBAIBu++7aZoUCgUSiQS9vb2MHz8en89HNpu1eZJTlB2Px2lqasLjeQGv9yOSydP53//O4stf9vCznwl+8hOTQKDcotDlTsMNlzuBdXyVlVaya489JJmM5OOP4a67DF54YTLLlk2msfFb+HytVFW9TmXlq0Sji5g0KcL48eNtC8NEIlFm+bwmuAkuF0OgvCLGfrQvgK8WvE7P/Wg0SldXl/3aUqlEOp2mqyvBmDH1QwboNycsi5ROnnrq6TIlnd/vt1+jlDXKbsfr9RKPx9F1H42NhxIK6ZxwgokQo9uGcUvECy/AvHkgxC2Y5gL7cU3TiEQi+Hy+spJ/RTw6Ojpob28fNPgpQlkoFGzbG/XeYDDIpEmTOOWUUzjwwANoaBhDOBzpKyvvbyRaKpXIZDJ0dVmWA2+88SbPPPMsK1assJt/KgJSLBZpbGxkq/9n77zD3Civt32/o15W24tt3G2KwYCxqaEl9F5Db6EbCD1AAgRCL4HQEhJqKPkBIYEECAmQL4VUWkIPmGJsr8sWb9Oqa+b9/ph9ZyXvuvf1ua9L9q40I81Is5pnznnOOWPGEAgEyOVyZcPcjXBKJBJ9zoRuHOdufL6PWbDgUm68cSf+8Q8f993nsNlmS3u3So+/ZRm6u6TjdWkOlNXB6nfxaG0cWABOSTm4eS/6S/QHL8FfXa6XVSk2YGCLwuXfbqXc+RNbbw1bbaX5/vc1774LL7xg8f/+XyOffnowLS0HEArNo7r6Laqr3yMcnokZEi0IGyqL6iUjxEsTQuacY4wRgNfqdsGCBZh2FeuSZnLPgfDCCy/Q1tbmOUr9fr93QV86KD2Xy+E4jtfOuaNjU1KpsZxyiqa+fqg4NtcdursVTz2l0PpT4CFKv/MjkQixWKysoty0/ysWizQ3N5e1uoH+KnejZUpb6/h8Purq6th///05+uijmThxPDU1NQSDwb6gZL+JJ5fL0duborm5mffee4+XXvod77zzH++1Aa9qrLu7G7/fT1NTk9fyp7RFlTGYuVVgNoXCv1DqmzjOxfz+98fx9ts1XHstnHHG8lQIinZa6iuIdlry2spNdjU1wWmnaU46STNrFrz2muK3v03wwQdbMnPmZGbPThKPf0Rt7VtUV79DU5M7r6unJ8aHH0qSS9gwWfRa3SQGTEcVc31fUVHhJbjA1Uw9PT309vYSj8fWKb0E7nfhzJkz+ctf/uKdX5VShMNhL7FlWtdZlkUqlSIcDlNXV4fjhFmwYE+GDVPsv7/EmFY1WsOvf61oaXFQ6g4cpz+55fP5vBiTbdtls0oDgQAtLS10dXUNOG6N4dqtKCzvLBSPx9lss804/fTT2X77bWlqaiIWi2JZ/TEmx9HYdtHrjPLppzP4y1/+yiuvvEpLSwv5fN6LMZlWz83NzYwbN84zKi1qprMsi3g83qfHW9H6Gvz+D5g580Iuu2wr/vEPi7vvdthooxU5l4p2WuoriHYaFMtyK7t22gl22EHT1aV56y34zW/8vP76CD7//BjmzTuCWOx/VFV9SHX1B8Tj71JTU0c2myaVStHW1kYqFafklDAASXAJgzJ8uAYCQD2mbNf0gY1Go17Qxgw7DIfDZRetjuOQSqX473//y6RJm661/VgSv/nNb/n000+9VjvGjWycQ0ZYFQoFent7iUajNDQ0kMtNoq1tB77xDc3mm0uLiVWP4tNPTTn/B2itcBz3fa6srCQej5cJD1NB2NnZOSC5ZT5T434xwTjzXFtttRWHHHII++23L+PGje1zU5WfbEpbCZiWS6NHj2aPPb7BOeeczXPPPc8jj/ycL7/8Er/fTzqd9srKZ8+ezYgRI7y/k9Lh0iYxXCwW6ezspFDIY1m/IxD4B/Ad/vKXczn66Dg//7nDlCkayxrsJLyoM8Rh2cXG8rC6j/NVKTAG29ZScVX6/6L3L06Erer9X5XPtyTn1cq9jlKQSMCuu8Iuu2iyWc1//qN4/nmLP/xhJJ99NpL58w8lGGynWIyt1GsJwvpKbS2EQpDLDcN8jxgXJ/RXypgkQbFYJJFI0N7eDuBVi7/11ltkMhkikcha2pPFs2DBAp544oky95zRS6VBANOGF6Curo5YrIpPPjmScDjI0Uc7DDLWUlhJOjthwQJQ6it8vh7MfGYzrL50Nha4wRi/38/MmTMHJLdCoZCnT8ysONu2CYVCjBo1ij333IMjjjiCbbed5h2n5ZqpvK2U0c3bbDOFY489hv/857/cc899/P3vf/eWSafTOI5DR0cHlmVRVVXlVXmVBgOVUjQ0NHjtz2EWfv93CIVeoqPjh1x88RakUorp0zXRqF5K0FO000BEO63s6wQCMGECTJigOf10TUuLO3/iN79J8NZbO/LllztiWT1Eo7OprX2DePxTlJJQjLDh4PdDYyP8739RoApwDQ22bXtzOwuFghesz+fzVFRUsGDBAk9naK1pa2vjk08+oampca3ty2AYU+zjjz/BggULymJMxghS2nkml8uRyWSoqqqirq6Onp7t6erajEMP1YwYITGm1cH//gdQwLL+h+P0tx5055/FyqqhLMsiEokMmtzy+XwEg0Gvwt3EmJRS1NTUMG3aNA4//DD22mtPRowYDgweY7Ks/ueqrKxk/Pjx7LvvPpx//nk8+eT/8X//9xRz586loqKCdDpNPp8nn88za9Yshg8fDvTP/IX+GFNtba03i96tiH+SQOA14Dqef/5E2tuDPPSQw4QJS9NLpYh2GohopxV5HcuCmhrYZx/Yay9NOq355z/h+ef9vPjilixYsCVz5xYJheZTVfkhtXV/o6LiCxobmygW63j99U8W/9zLt0PChoBlwfTpmng8AlwN9AdbzBBMg2lbaGYild5vWRavvPLKYgdWrx1c4dHZ2cX//d8vBgRrotGo16YQ+oM1tm0Tj8eJxWK0t2+O1mFOPBFKRmkIqwitYcYMgAxKNXtBQVO6b4Ii5n+fz0dnZyetra2DJrfMMFdDIpFgjz2+wf33/5inn/4/zj33bMaPH1vW2sYVHQO3zbQTMCXnDQ2NnHXWmTz//K844YTjiUQi3nECeLPoFp3rVuqyqaurIxKJeJVlfn+OQOBmQqFL+OijJPvua/HPf6rFDKEc7OS5oTPwPVj08zS/L3obbFnBRSkIhzU77QS336755z8dXnvN4cYbFZtu2kBFhcgJYcNk223h618HOAbYwbu/WCx67UMAr02tbduMGDGi7IJSa83nn3/Gp59+umY3fimYYM1vf/sCs2bNKqtGi8fjhEIhr60zuLNKe3p6CAQC1NbWkstV0dU1galTYerUtbknQ5evvoJcDizrc+/z8fl81NbWevOzStsLaq2ZPXs2uVyu7HmCwWCZoceYgiZMmMDll1/Gs88+ww9/eDu77roLkUgY0Es8b/brJTwj0k477cijjz7E3Xf/iNGjRxEOh6moqPCOn56eHlKplBcoKp3JAq4bOh6PezMq/H4Ln+8fhMNHUyy+wRVXwGWXKWx7aSdx0U4DEe20KgkE3DaG06drXnrJ4a23HB59VHPggQni8S2YPfs0PvroRjEHCRsUwSCce66D398AXI7bssult7e3LEhvYkyJRIKKigpvOXP/K6+84hlg1w3cbZkzp5nf/OY3ZfGvaDRKJBLxYkzmnGa6H1VVVREKhWlr3ZpAwMdJJ2kxBK0G8nn46iuFUp0o1eZ9DolEgng8XtaG2cSYWltb6ejoGDS5ZcxApYmtQw45hEceeYgnn3yck08+qS+5teRzpdFJ5ubz+dhoo5Fcdtml/PrXz3LAAfsTCoWIx+OeuahYLNLS0uLN9S2dUWf2oaamhnA47O2L399DMHgZodCN/O1vWfbZx2LGjMXFmAZDtNNARDutLJYF8TjsvTf85CeaN990eOklh+9+18eYMSPp7tmPjz66gXfe+SmffPIdurv3RuvFf0HKV6cwKNOmue0WlNofN8nlOswKhYKXMDBf6I7jkE6naWhoKAvkdHd38/rrf+PDDz9eZ4bpau1u28MPP8xbb73tXeArpUgkEkD/PpqAQDqdJhgMUl9fD8SYN293Ro+G/fZb3JBGYWXIZODTTxXQhm271YOBQICqqiovCGICHqZ9ZFtbW1n/bjPrwbTXMcfsxIkTufXWm3niicc44ojDqa2tKQsyLm+bAyNIRozYiFtvvZnbbruVhoYGgsGg5wLKZDK0trYSDAZxHMcblGvcaqZdUGlf7mDQTzT6PHV1Z9LZ2c3ll1ukUkvdGlxx7bBqnBpqMT+vSuQPaMVYE5/N4jAXA25l13e/q/nXvxzefHPF5n8JwvpOMAjXXutQXV0F/AwY5z2WTqe96l9z4VkoFAgGg0Sj0bLl5s9fwC9/+auyeY1rE7MJM2Z8xt133006nfa2ywRqSs9pZii21tqb+9TSsgOFQhWnnCKzJFYXH3+sKBQ0jvMuWjuenjUttxcdRL5gwYKymVuLtk4yFYdVVVUcf/xxPPPMU3z3u5czadIkAgE/K6svIpEIhx9+OM888zS77LILgUCAeDyO3+8nl8vR1tbmbYs5tsxxlslkvLlvZlauq/daqKw8lWj0//Hoo4o//pHlDNiIdtowWDvaKRCA8ePhpJM0zz7r8M47Dr/8pebkkwNMmLDGNkMQ1gkOOAAOPhjgVOAszN+i0Q/G8Fk6HsCNwbgUi0W6u7v53e9+T3Nz8zqhl8A95xQKBe6880d8/vnnXoLLtL4zXYFKTa6ZTMZrT1go1LCgZQemTIHtt5eg9+qgsxNmzQKtZ1MstgGuwb2ystIzIgOepu3u7h4wc8tUwZvklm3bBAIBtt56K37843t46KGfse+++5JIVKzUZ6iUayabOHEi99//E7773SuorKwkHA4TjUYpFAqkUik6Ozs9PW7bNlprTy+ZRJ2JMbnbr4hGf0Zd3WXMmpXj+99XXuX/cm4hop02FNacdlIKhg93K7tuuEHz1lsOf/2rw9VXK772tWo6Ovbi3XdPWeJ2SIJLGBS/H66+WrPvvn7gAuBSwA3OmPYz0J8QyOfzXjsSg5lDdNddd/X12V+z+7A43nnnbe65596yarRwOFx2gQ/uSSWfz5NOp70B111do+jtHcmee2pqa4GyAYnCqqC7G+bMActqBrq9ljWhUKgsgWpmPMyfP59CoeCJEuNaKRQKXmvARKKCb37zSJ5++im+9a1TqK2tLXPKmNuKYBzK4XCYY489hmeffYaNN55IJBLxAkzJZJJMJuM5pEtfr1gsUllZSagv+tc/86uAz/c3Ghr+wJtvwr//vbQt0SW3Vc3q6gG+urZ1We5ftMS69P915Mtqsayd7et3Hamy+6JR2HTd7EQrCKsdpdwqrjvv1ITDWwBPAsMA97vfXHCW/t309PTQ0NDg/e44Dtlslief/AXvvvvumt2BJZBOp7nxxhv4/PMvyqq3EomEFwwoPad1d3d7rlHH8bFgwY7U1cE3vmEMQaKZViVawwcfANhY1idepZQJ1piKcdMief78+fT29pZVRQUCgb72NcozA02ePJm77voRd955B5Mnb9FXBcZKa6b+CnjFxIkTefzxn3PmmWd6piCj3dra2sr0klm3UCgQj8e9tuil+1EozGX48AfI5bI8+KC1HNccop2W/JyinVYVSrnJrmHD4PDDNY884vDPf4o5SNiwiETgzjsdttkmDNwInAC418O9iwxWUUqRTqeJxWJepQq4iaQZM2bw05/+tE9jrcEdGATz+q+88gpPPPFkWYW06Q5U2irYsiwymQz5fN6rymlvn0Q+X8PBB2vc8IHopVXN/PnQ3u5WvCvlxi6rq6vLEkBm3EoqlaK1tdXT8IDXLtkY4W3bpqamhtNPP42nn36Kww8/nIqKxCrRS9AfY4rFYpx33rk8/vhjNDU1Eo1GvZbS7piLQlm1fmklZCKRKKvycvcxSzj8O6qr3+DllxWff74iWyfaacnPKdppxSiPMcXj7jX2D36geeUVN9l1992aceMW/wyS4BIWS00N3H23w3bbRYArsKxvAm5gxlwMlyYccrlcWcAG3C/m3//+9/zhD69C3/D0tYXW0N7ewdVXXUtra1tZQqS09L20lUt7e7tXchwMRpg9+0Di8QBnnbU+fBmtn3z2GSSToNT7KOV4gY/SYJppUbhgwYIB7uRAIFA2oysej3Puuefyk5/cx+abb7ZSQmNpWJZi0qTNuOOOO6isrCQYDHoD2s18CROQ6U9k2Z673ziWe3t7+3o6a3y+JMUiLNIdtIRFXRWrat8Wd2IW1i3W9Oci332CsCiWBccdp7niCo3fvz1K3YNSFd4MT+i/2DV6yZwjDFprurq6uPXW28lkXFPQ2nQmO47mySee4sUXf1d2no1Go2VtnM3FdCqV8gJRlZWVdHVtQWfnZhxzjGbUKPnOWB0UCvDhhwroQKk5gNtqp7Ta3e/3EwgE6Orq8o5Fc1yZFjulLZSnTt2Gxx9/lGOPPZpoNMLqCrC5F64xvve9y9ljjz3w+Xye0SeddodJG/1Uus2FQsFr0WMSw2a/LKsXpRySyWXagkV+Fu20YbH2k11KQUlhiiBsMIwaBT/5icOECZXArVjWrgB0d3d7LdbMecm2bWzbpq6uruw5lFI88cQvePvtd4DlqdpdPcycOZtrr7mOZDLpna/8fj/xeLxsTqm5LVy4EJ/P1zcrM8bs2QcwfLji+OOlQ9Dq4sMPFYUCWNa7gFtRHolEyjSQMc+0tLSUmWhMNZSpwNNaU11dzfe/fxW33XYLo0ePAlZP5Z1S4PNZfO1rO3L99dcTCoW8anbbtlm4cKEX/zJdIEwllzFbg6ufjPHOshwsK0U+D9nscm3NIj+LdtqwWN2fy+DPr5TbMWXbbeH88zUlk5EGIAkuYbEo5Q7Lve8+h402SuA4twJbUygUvMHUJtGgtSabzeLz+QZ8kfb0JLnpppv44osvWFtfVlq7ZeDXXXc9//jnvzx3BrjBAOMcLT2RpdNp0uk0oVCIRCJBOj2S1tbt2XNP2Gqr5W9nJywbqRQUi6B1N+DOqCp16lqWRSAQIJPJ9A0a78ckiEzCyE1uTeeyy75DPB5fI9uvlGKHHbbnyiuvLHPNZDIZuru7vbYLpceacV2XBjMLhQLhcNhzFAnC2kfchIKwOIJBuOwyzTHHKOBQ4EIgQKqvv6wxZ4AbmE8mk1RVVZU9RyaT4dVXX+PJJ5/EtleoZ8gqQWvNX//6V2644ca+ZFv/rNLSdsGlF9LGxJFIJAgEwsyZcwDRaJAzztBYlnxvrA4cxxiC8jhOLxUVFZ7WKZ3DYFkWXV1dZeuW6iVwA3HTpk3rMwNtXqJxV69uj0Zj3HTTTWy++eae5nEcxzOYmX0xx6Bt28RisTK9ZExNQRmMKwiCsM6jFGy3HfzoRw5VVU04zo+AMeRyOS9GY6pltNb09vYSiUS88xW43YPa29v5wQ+uo7W1hbUZY+rq6uKyyy7jk09neNXuSimqqqq881rpdX8ymSSXy5V0CJpEZ+ckjjpKM2rUWtmNIY/W0NNDn3ms05tVWhqXMTGmnp6eshlqBsdxvOOypqaGq676HqeffppnzlndKKU46KCDmD59OrFYzPt76O3tJZVKDYgxmVaLptrLfR+0F2OSWKYwFJHIqbBElHLncd17r6aqajRKPYJlTRrQ4gTcC8xisei1fzPk83k++eRTvvOdy+ns7FrjjmStIZVK84MfXM8TTzxBJpP2HKHRaNRr5eLur+uqCQaDdHV14fP5vOGm7e3b4jhRDjtM4/Mt6RWFleG991TfsfUe4XDYG8aqlPLKr23bpr29vWw98xn6/X4KhQLRaJRzzjmbK6643HMhr87qrVIsy+Kb3zyCvfbao8zt3t3dXZbUMoLXcRyqqqo8l5rp0R2JRCTBJQiCsJ4QDrsBm69/3YfW38WyziaXK3izhACviiufz5NIJMoujG3bJpvNct11N/CXv7wOrHlXsuPAX/7yN8455zxaWls8Q5NlWVRXVxMIBLzzkjmPFQoFcrkc4XCY2tpaisU6Ojq2YOutYeON1+z2b0i0trotd+BzlEp7TnET1DAu+I6ODu9zLMXn83ntC6dM2Zqf/vTHTJo0CSh3mq9uxowZxaWXXkxlZcJrdW6cxiaZao45rbUX6DR6yczCkASXIAjC+oFSsP/+cOONmnB4Cpb1ADCC3t5eL05TWsXlOA41NTXe+lpr8vk8//jHP7n22uvKzDhrCq2ho6OTiy66hFf+8AqZTMbbhng8Tjwe9671zbnUxJjMfPFoNEZr604EAj4OOUSqt1Yn770HkMdxPiYajZZVZJkYUz6fH9QQBP2aqaqqiiuv/C5nnHFGX4xnzemlQMDPmWeeztSpU7x9AOjs7CxrgVmaVE0kEl6MyVyPuJVrEmMShh5yVAtLRSk4+GDN1VdrIpGtUeou0mnlzTgqLes1QfmampqyL/lCocCf/vRnbrvtdm+I6JpodeW2/Onkyiuv4oEHHiSZ7BdNgUCAyspKbzkTqPH5fHR1dZFKpTyHht8fpa1tB+rrYffdRXysLhzHzJPIEo02U1lZOcCJ4vf76enpGRCsMYlJc9I+9thjuOKKK4hEol4P4xUhn4c//xnuuENxxx2KX/8aFmkRPgDTL/nCCy+kvr7eq2o0QUDTdqfUkWzaK5Yen2vKESQIgiCsPEpBbS3cf7/D5puHcZwbgF3o7Oz0LkINJjHU1NRU5kouFAp0dXXxne9cxqefzmD19rnvR2vXnfryyy8zffo5zJw5k2Kx0LdfisrKSs9wYu4z57KWlhbANQ0lEgk6O7ckn6/i4IM1knNYfcyc6c4tDQY/o6IiQigU8tzjRtc6jjNosMa04rEsiwkTxnPPPff0JbdWPEijNcyeDfff7+ql++5TfPGFq+0Wh3mpvffei3333ZdQKORV7afT6bJ2i+aWy+WIRqNlrutwODzgb0wQBEFYd7EsOPNMzTnnaHy+PbGs60kmM2XzPd3l3JnaFRUVXuwG+qtRnnnmlzz44EMl85JWf6JLa828efP49rfP57lfP086k0Zr92QXDoepqKgoO0f5fD58Ph9tbW3kcjksy6K2thatEyxcOJUJE2DKlNW+2Rss+Tz8738KpbqIxRaSSCTK2m+Dm8Dq7Ows6/QErmYyVVAVFRWcd965nHnmGSUjJlZsm9JpePHF/hjTH/6w9HaBSkFdXS0XXnghFRUVXozJVD+apF3/vK2iZ0wz+xsMBvsMQdIGUBh6SIJLWCYsy+13ee65Gtv+Olp/j/b2pHfxbP43LhtTkm3I5XKkUikeeeQRbr31NlKp1Gp3JWsNX301m+nTz+XBBx+kp6cbx3Ev/M1QSfOFX+quKRaLdHR0AHjumt7eMfT0TGDPPTXDhq3e7d6QsW348kuFUil8vhYvmGbKxI1by3w+htJWmX6/n91224Urr/wu0Wh0pZKR2awrOr75TYvHH1c88YTinHMszj1X0dm5tLU1kyZtxmGHHeKJdK21N8POcZyy2RJaa2/WmAnWxGIxlHxNC4IgrDcoBRMnwmOPOdTXV+A4PyKd3shrqWu0hklE+P3+MlOQ4zikUik+//wzzj57Oh999FHfOWL1bbPWbrX9gw8+zFlnncUXX3xOPp/ztrXUiVzqCrUsi46Ojr6ZkW4SzO+PsGDBbtTUKA48UAxBq5PZs915EvAFoVDI07ClQZuFCxeWBWuMMc0Yahoa6vnBD65h6623WqlAjdbw7ruw774WP/yh4sknFffco9hrL4t//WvJlYhub/0gZ511BolEhfe3kMlkSKfT3rWFwXEcotGo57gOBALE43F8liS4BEEQ1if8freK64gjNLZ9NFqfycKFXViW5RlAzTnNtm1qa2vLqnXNHMbbbrudBx98iHw+vwZiTJoPPviQU075Fs899xy9qXIDdVVVlWcgKY2V5XI5urvdEQyhUKivPeEWZDJNHHqopmQkvLCKyeVgzhxQqgO/v8czaBl9pLUmk8nQ09PjrWNai5ukUTAY5JBDDuK8884hEAiulL5NJuHyyxWnnWbxxBOKxx9XnHiixbXXqiXMXe9n552/xm677VI237e7u9urdiyNMSml+mJibozJnT0WlQouYUgiR7WwzPj9cPnlmgMO8KH1JRSL38a23RZ+JugBrvu4WCxSU1MzoPVOV1c3P/rRPZx11jnMmDEDx1n1CsR1d+Z59dVXOPHEE3nhhRfJZrPeF73f76eurs4LBpSe3ABaW1vJ5XI4jkNlZSWRSJy5cw/HsiKccILGssTtsLpw+yIDaAIBvycO/X4/4IrGVCpV1hfZ9Bs2wZqmpiZuuOEGhg8fsdKBtd/9Du66S/H44w7//rfDG284vPaaw5tvuk6bJbuSXRFx3HHHUVNT4zn0c7mc93jp/JLSnt2mX3I0EiOfryUYdKsCBEEQhHUfpVwn7i23aKLRyWj9OMlktWesMRektm2Tz+cJh8MD5nGlUmneeuttjj32BJ555tmS6vdVi9aaWbO+4rLLLuOqq66mpaW1TBMZx7RJOhiHtM/no6enxxsK7/f7qa2tpbd3Mh0dU9ltN83EiaKXVicm52NZ2tPbRjeZRGQymfSWN8ddadu/0047jUMOOQSfb+UuCbu74bTTLHbeWfPGG/2a6fDDNaeeatHauuT1lVJsvvnm7LbbroRCIc9tbJzupRVcpVVqZvZWLBbDdmrQ2s+wYXLcCYIgrC+Ew3DzzZrttgvjOLeQzx+BzxcsM9YAXktaM5/bUCgUWLhwIVdffQ2XXnoZzc1zV5teSqfTPPPMLznxxJP429/+3pdQ66+Mqaur83Se4zjejEhT7V4oFNBa98UGEsyZcyTxuI+jj14zlWcbKo5jYkxuosqYo81xZDoElZppjPYwLZE33ngiP/jBD6iqql6pGJPW8OCDipdeUrz4Yr9e+tWvHJ58UvGLX6ilmILcrkUnnXSSZ/YBN9m76OzS0mSX2d9wOEw4HCOfryIWg5KiSEFY75EEl7Bc1NbCo486bLedH9u+mra2fbBtxwvel1aqBAIB6uvrB7TeSadTPPfccxx66BE8+ODDJXOJVvyk7l70OhQKeT744EOmTz+H4447gbfeetubLwBuMqSqqqrM+WPcNZZlsXDhQtJ9tolAIEBjYyOOM4LW1m352tdg1137+/AKq572drfljt8/k2g071VvlTq3SlvtmECNEY6hYJjTTz+NyZMnrxLX+N/+pthjD80++0AkAqEQTJ4Mxxyj+cMfFItUsA+CYvz48UybNtULKNm27bUpNIEa464x5e/9vaAt0ukRRKMwevTK748gCIKwZrAsOPlkzXXXaXy+aaRS97FwYZFgMFimO8A9lyUSCRKJhLe+1ppsNsvnn33OOeecxznnnMenn35a0oJnRdF9F702Cxcu5P77f8YBBxzET3/6AMlkj7c9pnKroqK/osYEmowTub293duWmpoaKioqmT9/D4LBIN/+Nvj9opdWJ2+9BVAkFpuB3++nWCyWJX+SyWSZIchUPLnGINhii8mcddaZ+Hz+wV9gOZgzB9ra4KKLNHV1rl6qroZzz9W0t8OHHy79Ofx+PwcffEiZOc60KSytTitt92R+DwaDZDINOE6QTTZx//4EQRCE9YPRo+EXv3AYPz5CoXAXCxZM9q6HoV+XgJtIqq+vL2tLm8vlSCaTPPzwIxx22BE8++yvSaXSK53oMjGmXC7Hv/71b0488WTOOutsT4+ZbSqt3DLbWzpHu62tzRuvEAqFaGxsJJvdmK6uTTnkEJg0SWJMq5NZs1yNEgx+QiRieQZ3kwgqFotl1VulOsO2beKxCi644EJGjRq50jEmreH11xXHHqvZbjs3wRsOwy67wJ57al5+eVleQLHNNtuw8cYbDygyMObv0mSdaWFtWVafKdxPNjuMmhpoaFi5/RGEdQmR/8JyU1cHTz7psNlmQdLp65kzZ3zZLC5z8VwsFlFK0dDQ4A2NBvfLN5vN8uWXX3LJJZdy0EGH8vjjj9Pa2rbcgRvj5uzp6eHPf/4Lp512OgceeBD/939P0dnZRT6f954zGAxSW1tLJBIpC9KAm/jq7u72ysbBnaGUSCSYP/9r5PMJTj4ZSnZDWA20tUEqBYHAAi8wVjooPZvNehVQgCdIgsEggUCALbeczKnfOrVMUK4Ml12mufVWXRYocRz44gv372DpL6MJhYLssMOOXoAG6GvRqcuGzoIrPsxygUDATfkqS1o8CYIgrIf4fDB9uubSSzWwK/PmXUwqlfcCIKYSyrh8Kysrqa2tLXNgZnNZenp6eOqpp9ln7/357ne/xwcffEA2u/wVXabC/csvv+SWW25lv/3257LLLufTT2eQz+fJ5wveeSmRSFBVVeWdg0vPq8aJbCq9TPVWodDAggXbstVWsNNO4kRenRSLMGeOQqkMoVB/YrI04FcarHHXKXpBm4qKOBddeCFNTY2rRGNsthm8+KLDxhuX3z97thvMWVaH8DbbTKGystLbDzNXwiSyjCve7/d7yWKzT2ASsSu/P4IgCMKaQykYP95NcjU1VZBM3sm8eVVlesmcA8xcoYaGhjJDRD6fJ5vN8sEHH3D66Wdw1FFH8/zzz9PZ2Vk2l2hZMNUvnZ2dvPjiSxx//PEcfviRvPTS7+jpSZLL5T0Dbjgcpra21qs+LtVLPp+Pjo6OsmrqRCJBNBqjufkbKBXk1FPdTknC6mPuXHcOVzA4H5/P8vS3SZymUqmy7gVGlweDQYKBILvtvhuHHXYoRmesDErBnXc6XHxxeRvvXA5mzVI0NCzLcaqprEwwZcqUslmlpq2z+zrK+z8cDpe1dTb7ITEmYaghX6XCcqMUTJig+fGPHY4+upK2th8yb95xDBumveRD6YWoZVnU19fT3t5e9qWbz+cpFAr885//4p133mHkyI3YZ5+92W+//Rg7dhzDhw8nHA6VtU0xYiOTydDe3s6HH37Iv/71Bq+++iozZ35FJpPxytcNjuMQDoeprq4uSzKY7fP7/SSTSRYuXFh2QqipqSEYrGHevK/T2Ai77irBmtXNzJnuwM3q6i+A/vZ94H4mmUxmgDg1n6HP5+Occ8+mobF+lW3P8OHlv2sNf/sbvPqq4pFHHJY2z9xN+sJmm22CUpQd+6XHqPvcmnA4TCgUolAoEAwGKRbjpNPDmDQJamtFgQiCIKxvRCJue+dPP7V4/vnjmDfvE0aMeMYzApnzgnFcmgHq3d3d3sW26ak/p7mZe+6+j8cee5ypU7fhm9/8JpMnb8moUaP65l9ZgPLON6YKuqenh5kzZ/Lmm2/y17++zr///SadnZ1ei0SDCSBVVVV5ZiDodyKbaun58+eXVQaFw2Fqampoa9uFfL6KQw7RlBTKC6uBfB4++wx8vm4CgXYveGc+M9PerxRj9gLYfvttOejgA1gVwRpwg3Nbb11+X28v3HyzxV57abbccunPoZSitraWpqZGZs2a5W2zqXov3Q/LsojFYl5LHr/fT3f3RCzLbIdoJkEQhPUJpWC77TR33ulw+ukj6On5IUqdSn19qCzGZAL6oVCI+vp6Fi5cSCaTAfrndRcKBV599Y+8/vrrjB07loMOOog99vgGo0ePoampqa9NXf95wnHcyvZ0OkNrawvvvvsu//rXG7z22ms0NzeTy+XJ5/uTWua1otEolZWVZcbp0hhTZ2dnWfcZy7Koq6tD62G0tGzPxhvDVlstYeaBsEr45BOFbUMo9PmA+JJlWV4Hp1KM7o3FolxwwXnE47FVsi1Kwbhx5fdpDc8/r/j0U7jzzqXPr3WPNcWkSZuWHZNmzIoxq5l9jUQi3mz7UChEJlNDLlfDpEkQiYheEoYOkuASVgilFLvtBnffrTn99I1Jp2+ks/NC6utjpFKpsgtt44wwc4h6enrKBh/adpFs1uHTT2fwxRdf8tBDjxCNRtloo40YPnw4jY31BAJBQJNM9tLV1cWCBQuYN28ePT09+P0Bb3h7abDIOFnj8TixWMxzIZdWzYRCIdrb28va7IBbZl5XV0dHxyR6e0dy1lmaMWMkwbW6+fxzBWgs66syly64n8lg4sO05RkzZjRf//ruq9WJ0tkJV1xhccQRmr33XnbXy5gxo4nF4vT2pryAY2lPbsCreCwUCp7TxucL4TghwmEIBET8CquDxR3E8n0nCKuKqiq4916H+fOD/Pvfl9PS8injxs0gm82WDbg25714PE4gEKCjo8NLQJlWzvlCnra2dv7wh1f585//6rWDHj16NE1NjUQiYcLhMKlUmu7ubtrb25g3bz7t7e19lTDaS5iVzn4EiEQiVFRUePMJSnWR3++nUCgwd+7csqQYuO0Jfb4E8+btyqhRbmtGcYWuXjo63JtlNaNUHuhPQlqWRSaTGWCkMckvtxXgQcRi0dX2OWkNDz+s+Owz+MMfNCXdypdIOBxm/PjxvPHGm33P47bqTCQSZfMkisWi18I6EAgQDodxHHd/4nGZZSKsbkQ7CcLqQCnFN78Jc+dqvvvdHUgmLycavYmKiohndDVJLq21N1u9q6vLi0GB6fJSIJ22+eCDD/nkk0+56667qaioYNSoUTQ1NVFX51ZdFYtFkskeOju7WLBgPvPnLyCZTBIIBMhksl7VWGmMye/3U1FRQTQa9QzURseZGUktLS1lyS3oNwS1tm5LPl/DuedqqqvX9Lu8YaE1fP45QAGfb25ZByfzv0mQluL3+3Ech80224xp06auVl371Vdw7bWKCy7QA8xCS2LjjScSDAa9WKhJcJnrCXPsmhhTMBjsM7CF0TpANKqxLIkxCWuKVaWdFr+8JLiEFcay4Jvf1Lz/Ptx++z50dFyF3389iUTYG4ZeWkpu5jmEw2G6u7vJZrOeUCgN8tu2TTqdZuHChbz77rtlblQjGizL8loPWla5m8aU3kYiEaLRqDfos9SJbE5oCxcuHJDcArd0PByOMWPGbkSjfo46ypGWJ2uAOXMANIFAi1cFWPq5LxpUg/6ZErvtthv19auuemtRkkn4zncUW2/tzlRZ1lYCSkFjYyO1tTW0tfW34Sx1oC36d2Aq0opFhdZKnPDCcuImivv/FwRhbTN8ONx9t8ORR1YzZ85dzJ49neHDvyjTSOac5ziON6w8nU6TTCbLZisZcrkcuVyO3t5evvzyy7I5qNCfuLIsy2tPV+pcBffCPhKJEIlECIfDZXqptBI/l8vR0tIy4DwcCASora2lu2sCPT3jOO44zbBhq/WtFIDubujpAb9/IZAv0xGBQL/xqxSjORoaGthtt91X27ZpDS+9BE89pfj5zx0mTFh2Q5DPZ7HxxhPx+/3eMW/+Ptzn1t7/5th0jVAK27awLGn1JKwoop0EYV3A74dzztG8/77iySdPpKVlIZb1UyKREPl8vqxa2WibyspKIpEI3d3d3jLQf21t5hOl02laW1sHVDwPFmPK5wsDYkwmQRCNRr0YROnNnGfb2tro7OwcsG9u6+cY8+buRmOj4sADHTEErQHcls4F/P72shiT0cWlXQkMxhy/7777EoutmuqtRdHaHdFx4YUWxxyjOe+8ZTeIKQWjRo0iHo/T29vrXT+4j/VXb5lkF7gxJveawEJrJMYkrALWLe0klwDCSuH3w1VXaWbOhGefPZbW1jkUCvdSXR3znC6lLhufz+f1zU+n06RSKc9pYCi9eDX/L/pz6fKlX+Q+n49QKEQ8HicUCg0I8rjb7LoxWltby/ohG0x7nkxmAu3tO3HEEZqttjJ/tMLqwrZh9myFUil8voXeMWPEZzqdLvvcob+sPBKJcNBBB5W1sFmVJJNw4YWKcBhuu02zvBonHA6TSCS8342QWnRIemkv6GAwSG/vMIrFGFOn6rI2CoKwdNQi/6/I+nLMCcKqQinYdlu44w6H6dNHs3DhbTQ3H09jY9IL5puB5SaxFAgEqKysJBqN0tPTU1bxBQww5wymn6BfJ5WeQ82g6VgsRjQaLevVby6MTfLArQRrL3ttQywWIxyu4MsvjqCyMsD06Q79FzrC6qK52Z3DFYnMLpv3YQaLLy7BpZRihx12YNy4sayOz8gkt2680eLHP3bYZpvln/FQX18+8bxYLHqD00uDkCYwFQwGsW2LZHICtbXuHBc5/oQVQ7STIKwLRKNwxx2aOXN8/OUv32b+/FnU1f2aioqYV70LlMWYotEooVCIVCpFOp32DNeGlYkx+f1+L8YUDAbLHjMEAgEKhQKtra2kUqkB++T3+6murqa7ayrdPZM48yzNRhuJXlrdZLOwYAEo1YVlJcsMxmb+1qIYHV5dXc2+++6LUqve6W6SW2ecYTFtmubyy5e/vXc8XkE0Gil5TjfGFAgEvL8NEyM1+sltnTkGrQNsv70cf8KqYE1rp8UvKwkuYaWJRuH++zXz51u8/vrFdHR8SDb7AvX1dWUt2AAvoG/bNvF4nGg0SqFQIJ1Ok81mywSLYUkDQUvb14XDYYLBoPeFrha5ojazuADmzZs36MnMPGdNTS0LFuyFUlFOO80RN+gawE1wgVJpLKvdC2ZAf8BmsPlbWmuGDWtiyy0nD/jMVwUrm9wCCAaDVFfXlG2/aeNZ6h4yzhuTCM5k3HkqgYAMARVWlNK/mUUdNks6qNa+A0cQhhpKwZFHQnu75sILtyCTuZnm5pOoqwsSjUYHtJQL9PV1M7OJbNsmk8l480YHc5wuTjOZi1rTAjcYDHqtCEvPtUa3+Xw+wuEw7e3ttLW1DdBmhqqqamx7Au0Lp3DYYbDZZqyWc7FQzpw5imIR/P45ZYlRw6LHEuAZaXbbbZe+Y2HVbpPW8OKLcNNNFj/5icOUKSuiXRQNDfUDjqFSJ7L53ey3m+By0NqPz8dS56MKwtIR7SQIa5u6OnjsMYd99w3yv//dQGvrR2Qy71BbWztoNbqJ/1RUVBCPx8nlcmQyGXK53ArHmILBoKeZ/H6/d/+ixpJIJEKhUGD+/PmDGkzAHY1RWVnD55/vSzzu58QTteilNUA2C/Png2V1olTSGxNh3vvBYkzm850wYTzjx49dLXrJJLe23VZz2WUrNrs2Go0Sj1cMiDGZ/0s7N5jRH67Od4WSxJiEVcva104SthdWGqXc+RIPPOBw8MFBZsy4h1SqlULhb4wYMZyqqiq6u7tRSnkX3KWuG7/fTywWI593h3cmk0mvusVcwJa2qtNae20HTVVMIBDwWpiYgFDpl7lJemWzWebPnz9oqztDVVUVodBIWlt3ZcstYaedJFizJmhvh3nzwO+fjd+fBVxhYdt2X7u+gc5xczyMGTOGqqrKVb5Niya3olFXkJRvw7I9l+kTbo69UiFubgbTYrOjYzxKKSZPlgtmYUVZ9ABdVoeNfOcJwupAKTj1VM3nn8Ndd+1HsXgDLS2XU12dZ8yYMfT09FAoFPrmR/S3ZjPJiVAoRCKRIJ/Pk06nvZkUpefJ0kRAqfM4Eol49xeLxTKHZ2lrE1MBP3fuXLq7uxcbBPL7/TQ2NNLSujdKRTj1VGnnvCbQGt5/H6BIMNjfmrJ8vu3ABJfjOIRCQSZNmrTKdW1pcuvHP3aTW+Z+w7K9pLuCCT6Vuo8XbZ1pErHucV1PLlfDuHEQj6/SXRM2SEQ7CcLaRikYORIeesjhsMMStLY+TE/P4eTznzJq1Mi+bie9ZTGm0nOG3+8nHo9TKBTI5XIkk0nPQDtYjAn6W7hVVlZ61+4mLhUMBj29ZHRRIBDAsiySySQLFiwYNF5hcBNzG9PRMYUDD4RNNpF5pWuCOXPcOeqBwBf4fA5a9ye2TNXdYGit2XTTTYhEIoM+vqIsWrl12WXunNIViTGZZcxxCv2tFUs7Qphj3FwLpNMTCARg000lxiSsSta+dpIEl7BKUAo23hgefVRz8ME1LFz4GPn8fsyd+6knIEzl1mDzIczAc1MKXOpELR2UaOZIlPbmL22lY5Y3yS2fz+cJm3nz5pHJZBbrQjbBo9raOpqb9yOfr+ekk9ykhrD6yWahtxcsqxe/X+M47udpTtKlw10NRsBuvvkkgqu4iXAm4ya3nnpKsfvucPLJ5V+8VVWaG27QNDUt/bmKxSK5XK4sUAn9bnnjrikWi567xu/3k8tVoRTU14v4EARBGCqEQnDddZovv7T47W/PROt2OjuvJxCYSygU8mZAQH/7HaNpTCJKa93n3IyXze9a1MVZWiFcaqYwz2vOraayy+/309HRQXt7+4DnK8Xv91NZWYntjGP+vD3Yckv42tfECbqmaG8HcAgEegfM81y0zRL066WamlpGjx69SrdFa/jDH+DUUy2GDYObbx6Y5TzuOIfDDlu24yOZ7G8hBJQ5kEsTsiYBHAqFsO0wth2hutp1JAuCIAjrP0rBjjvCj3+sOfnkMaTTT5LN7kdzczONjY2etlk0xlT6v4lD1dbWApSdR0qD/7Zt4/f7vSSVOfeY63YTrwJXA0UiEbLZLHPmzCGfzy8xxhQIBKiurmPWV4ehVIyTT5YOQWuKZBJyOYhEuvH5VFmMCVisidrn8zF58qrvENTVBaecYvGPfwAojjuu/Pk32khz/fWaioqlP1culy/b/kVjTOZvwmh9NyHrI5+vxO+Hvj8JQRgyyNeqsMpQCnbYQfPII5oTTxxGT89j5PP7MGvWLM9BE4/HyxIVJnlhHDImyWQwX84mOVaaEChNaJlAUGlrHdN+p7W1lYULF5Yl1QZLlCilqKyspKpqMv/5z0FMnKg49lgZ/Lmm6NeE/WXVpc6TwTAVUGPGjF3l22NZbtL2+OMHD+5VVS37IPNcLk9HR0eZ2B5sn3K5HGDaIvjo6ZlAZSVsssmK7IEgCIKwrhKNws9+5tDTY/GnP30HrWfQ0vILfD6LcDhMZWVlmSOztCIL+tsXlibASs+ZpW3rSpNfpcEes44Zmp5Op71ADVCWaCvF6LLRo8fS0nIkRbuWCy5YtotxYdXgaiYN9HcrMJ/14lo6K6Wor6+nYjV8UBUVcPjheoAD2bA87Z1bWtoG7ENpkBHcgFShUPACh8nkKGw7yLbbiiFIEARhKKEUHHqo5s474YILJpHLPUg6faQXY6qoqCAWi5XFmExLZhPUNwbS0mtxo2VKE1qlsSmTGCitgjGz5P1+P/Pnz6erq6tvG9ViY0yWZVFXV0cotB0trbuz886w995r7v3b0DExJqXcH0zlnokjDWbkMhWAriFo1QYDfT6YMkUzYsTgj1dVsczdEFKpND09PQMSu6VxJq211zbT/VsIkUyOZtgwFrsNgrC+IgkuYZViWXDggXDLLZrzz9+SYvHHaP0tbDtNKpUilUp5wsDMzYL+gL/f7x/QZgfwHMvmZLRo32VzgWseKxQKtLS0kE6ny8qOBzuJWZZFMBikrq6O0aPH0NW1J7lcHccfr6mrW93vmGD4+GNIpyEa/S9K4TmoTHDNHCulmGRmXd2qt5+EQnD55SsfKNFa09HRwcKFC8scNubvoLQC0RzjZnitbQexLAgGTe9aQRAEYSigFDQ0wCOPOOy9d4gZM24HZuE4fyefz9Pe3u6dD/x+P+Fw2NM47vpuYqpULxktZZJb5uJ90SSVeU4TsOnp6WHevHlks9my5x+sCsgYlkaNGkVFxWZ8/PHOjBsHBx0krXbWFJkMfPSRwrJa8PnmecYw4y43x0rp525MQ1VVlQSDq7bESSnYeWfYeeeV0ynmGP7yyy8GOJLNvLhFzWqmZbltBwBFJCLHoSAIwlDD74fTTtN89RXceuueaH0jjvMdbNsmmUzS29tbZnAuTV6YERZKqQHVOsb8Y2JMpZXrxoBt2hBqrcnlcrS3t5PJZMqea7AYk2kr3djYyMiRY5gzZz8cJ8rpp0uHoDXJf/6jsG3w+f7r6Vjbtr1W3aFQaMA65rOvrq5h6fODlo9EAm68cVXEmGD+/Hn09vaWdbYKBALe8b7obN1AIIBtaxwnQCAgFe/C0EMSXMIqx7LgW9/S/O9/invvPRToBs4D3EorMzfC5/NRUVFBOBwmEol4F+OlYsG0IwH6vpDtsvsdx/GSBD6fj+7ubrq6ushms2WBmVIXcyAQ8AaGxmIxKioqiEQiVFfXYNsjeeedQxk3jr7Bn2vufdvQyWQUjgOO0wv0D/xctK1fKcYtFY1G18k5aUbnzpo1i97e3rLKxdL2UEaEG+eZ6zBz11cKlJLkliAIwlBk1Ch48EGHI45opL3952h9BPCR57jMZrMopYhEIsRiMcLhcF9LNttra1vaRqc0sWUqXMy50rIsrwVuJpOhq6uL3t7eAfMHjF4yRoxgMEg0GvU0W01NDZFIgg8/PJpCoY5zz9VUVa2Vt2+DxHHcJJfWebTOlXUygMGrxPv1UmxQPbWukMvl+eSTTwfMJbUsyzuezfaX6icj+dfhXRMEQRBWAr8frrhCM2OGxXPPnQl0o/X1AN6crXQ67VV1mRhTqWGnNBFlziWls9yNltJaEw6HvXNRd3c33d3d5HK5QWNMJnlgYkymc1EsFqOysppUalPmzNmTbbeF/feX6/o1hdaadNr9DE2MySQxzedd2j3KYBJhpcfAuoR7CGs+/XQG+Xy+rHLRJLRMxaHRT+bx0hiTIAw1JMElrBbCYfj+9zULFvh49tkT0XomxeItOE7/Bbht23R1dXlOg3A4TDQaxXEcAoEAWmtisRi5XI5oNIpt294NIJPJeCKjUCiUtfGxLItoNEokEiEQCBCLxQiFQl5gyF0mSLGYIJUaw4IFk5k3bxQdHVtg27VceqlmFY8oEJbCZ58BOBSLn5a5TYzreLDyceNSD4dX7fDPVYe7zR988FGZM75UfJS2QchkMt7fQ6FQQSbTyNZbQ3X1WtwFQRAEYbVhql/uukszffpYkskHsO3DcZxmbxn3Aj3tmYNM0Mbf1yfXBFZKjT+FQsELwhQKBfL5PPl8Htu2KRQKXosWwHs+o5EikYinmdxKLx8QJZNpJJnchIULNyeTGUt7+8bssINrapIL5TVHW5s7w0Hrr8jnU0QiUW8mlTkGFg3ImNaU62qwxrBw4UKam+eUafpgMOjpPYMxspnODz09E/H5YKut1taWC4IgCKubykq4806HhQtD/PWvF6H1lxQKj5XFCYrFIp2dnd75w8SYbNv22jtHo1FyuRyxWMw73xhzbSaT8a7b8/n+GUfGQBSPxwmHw16MybR5NqZrywpRKFTR2zuO5uatmD17I9rbtyAYjHD11Vqu69cwbowpS6HwxYBWkoubm2Y0cjg8sLpr3cCNHb3//gdlJjVzfJcmah3H8cxyfr+fbLaefL6KLbZwY7aCMJSQBJew2qirg3vucWhpCfD669/Bsv4HPM+irdaMeMjn8/T09AD9TlPTK9mIEJPgKu3Fb8rRE4mE55Yxgz+BvmQZ2HYI266hu3scXV2b0du7Men0OAqFKpTy4ffDxIlw3nmaU0/VrOpyZGHJNDcDOFjWAqC/LSX098RetOWOcdx0d3ev6c1dZvL5An/84x+9mSbQLz4M5ljO5/Ml/cCD2HaIyspln/UlCIIgrH9YFhxzjKazEy6+eBq2fQuWdQ6O0zNgWdu2vZbP0N9n38yNMOcXk8Qy59HSaviKigqi0SiJRMIL/piKLdd8YVEsVpLLDaetbRLJ5Bh6eyeRzTbhOGF8PqipcSvdr77aoaJC9NKapLvbHZpuWa1Yll32OYOrq0OhkDdzAfpnlvb09GDbzqCO5XWBN998i/nzF5TpP3MtYKq3lFLkcjkv2AiKXC6O349UEgqCIAxxRo92K98PPTTGxx/fgM/3Obb99wHLmZaCuVyO7u7uslmmxiAUiUQ8w8SiMSa/308oFKKqqsqb81Va1eOemxS2HaFYrKGzcyLd3RvT27sZ6fRoCoUElmURCsEWW8Cll2r2208MQWsSrRVz5yqggM/XXjaPFvqPhdKklzHLO45DMplci1u/ZHp6krz++utlCS6TZIX+eKoxQIVCIXw+H4VCGMfxU10tVe/C0EPCpsJqpbFRc9ddDkcckWDmzDvx+WZg2x8udT1z4jFJge7ubs+hXFr2HYlEiEajnoPTvfj1UyhostlqUqmNSCY3JZttord3ErlcI7Ydw7IUlZUwZQrssINml10cNtoINt1Uk0is7ndFWBRTKg1g20VvoKtxIpuqvnA47AX1AK96z7T/W/dcyYqZM7/inXfeKWuNYKoIjegwraQcxyEUChEMBuntHUmxGGXaNC3iQxAEYYhjWXD66Q7vv2/x0EPH9JmCbgWKS1zPXJAbh3E+ny+rjA+FQiQSCWKxmFeZZfSSz+fHcSCbDZFOjySVGkUmsxG9vZNIp8dQLFYAAUIhdxD1lCmw666arbbSjBql2Wgjd1i2sGYxeskE72Kx/raD5niIRqNlg8fBTXqm0ykcx0brwDoXZLNth9/97uWyxFwwGPQSW0ZHmRabpoWm1gGSyXE0NMCYMdL6SRAEYagzYYJbyXXCCcNZuPAefL5DsO05S1yndLaWiTHl83mvdXM4HPYM06bqyxh/XJOIj1xOkc3Wkk67MaZMZjip1Kbk83V9MSbXALTDDvC1r2l23tlh2DDYZJPSuVvr2Ml3A8HEWow5xiS7TOwll8sB/RXvrmZKr6Pt/BTvvfc+n332WZkhqNREbds2Pp/PO9bNPLnOzvFo7We77UQvCUMPSXAJqxWlFFtvrbnzTocTTxxFb+//AUcBnyx1PZ/P55V7JxIJKisrvRY6xmXhVmaFyWYTpNMbk0yOIZWaQC5XSzY7kmIx3lee7gZnJkyAnXbS7Lijw8SJMGwYuHMlTXJknTt7bRAUCvDxxwrooFicST4PsVjMEyHmFolEyhJcxWKRfD7Pe++9yzHHHLVOJbi0VoDDq6++RmdnZ1l7wtKZc2bfjOgyw9SLRdeV7PeL00sQBGGoo5SrR265RfPxxxb/+MeVQC9wH2Avcd1SA1A0GqWqqspLaBmXsnsh7yOfj5FKjaSnZxKZTCPp9Fiy2eHk8zVoHcCy3La406bB5MmaXXbRbLqpZsIEdzC2OxNSrVPn2w2Njz5SFAqg9X/IZrNe8sfMkjCdDyzL8qrejTN99uzZtLa2MXLkyLW8F6W4mn7+/Pm8/vrrZUk5E2AsDUxaluXNnAgGg/h8frT2oZQkXAVBEDYElIK994ZrrtFccsnW5POPA8cD85aynvKuxY0BKJFIeL+bGJPjgG1HyGTc+Vmp1Ah6ezcll6shmx2BbUf7YhPuLNWJE2HnnTXbbqvZeGNoaAA31yAxprVJTw988QXAHAqFBdh2zYC2x6b1t0lwgRtjymQyvP/+++yyy86sS5+f1gqtbV544cUBhqBwOFwWY/L5fORyOU8fuqYgN8YUCEiCSxh6SIJLWO0opTj4YLjvPjjvvC3o7X0GOAalPikb8unz+YhGo8Tj8TK3ses09lEs2th2hN7eSpLJejKZTUmlRtPbuymFQj22HQcU8ThUVMCOO8LUqZrtttMMH66ZOFFRWdlfDVMem1l3TlobIo7jttyBHFr3kkop4vF4WUtCrTXxeJyFCxcOcCT/61//pre3l8Q6Vn7X3d3D008/XdY6yARrgLLkXU9Pj1fR5Qal4gAkEnJsCoIgbAgopaiuhl/8QnPMMWH+/e+b+x75MaaSy7ROCYVCxGIxEokEFRUVXnDGTXZoisUAhUKIzs5GensnkM830dOzBdnsaIrFSrT2EwhALAabbQbbb6/ZckvNxImaTTZRNDVp/H43oVWezJJz0tqmu9uYaDrJZrMUCgX8fn+Z1ggGgwSDQTKZjHef4zgsWNDCu+++y8iRG7FufZaa3/zmt8yfP7/MEBTts7yb497n89Hb2+sFb9wZE0EcJ0g8Dj7furRPgiAIwupCKTjrLE0yqbj22t3I558ETkCp+WUxJnMuqaioIJFIeHPaTXVwsagpFiP09NSQTDaSzY6nt3cCqdQmFIs1XjIrHofaWnfW49ZbuzGmESM048Yp4nGJMa2LFArQ2wuQxnEypFIpr5NBqWaKx+MDRl7kcjn++tfXOfPMMwgGg2t2w5eIprl5Li+++GLZPpRW85e2Wezt7fUSt0opbDuOZWnicZDjUxhqSIJLWCNYFpx4ooPWinPPnUw2+yRVVafj8zUTjUaprKwkFAr13cJYVpBcrpJ0uoGurnGk0xuRyQzra5kTw7ZjgEU4DBttBOPHu66ZLbd0K7NqalwB0u/kNDO1ENfxOkg+D65pJoNSDqlUtmygq3Emh8PhshJycAM2M2Z8zv/+9ynbbTfNu39tfs6upnZb7Xz00UdeabhlWUQikTIx4goNm0wmg23bXpuEVGpjLAu23nrw4aeCIAjC0EMpGDVK8/TTmm9+M8xbb91MLFYgEvk1waCPRKKSaDTiaaZAIIhtR0mlGmltHUU6XU8yuQnZbCP5fK2XzPL53MqsTTd1zT+mNfO4ca5mCodNUGZRvSSaaV1Ca3f+FjgolfZmslVUVHgBDDMcPZFIlCW4ANLpDK+++kcOOOCAkmDc2v2MtXZoaWnlySef9JzG4BqCSo0/4Oook+Dy+XyEQiGKxTry+Vo22QRiMXEkC4IgbCgEAnDppW6M6ZprdgceobLyAiyrg3i8gkSioiTGFAJCZLM19PY20N09hlRqDNlsA5nMaIrFOLYdBiyiUVcfTZyo2WUX2HRTh003dec8ls8ukhjTukwmA25IqRelIJlMUllZCfTHmIrFojdfzcSfwK18/+9/36O5eR5jx4721lmbuGM9HJ566inmzp3rzd8y8+IWjTHlcjny+Ty2bRMIBPD53BhTKASTJoleEoYeK5XgUkpVAQ8BW+B+s58KfAo8A4wBvgKO0lp3Kvfb4G5gfyANnKK1/s/KvL6wfmFZcMIJmrlz4brrppDJ/JJhw35HoTCMZLKXXC7l9TQuFCpJpUZRLFagtY9g0A2+TJwII0e6bXOmTXMYO1YzfrxbsWWSWYOdeLR8f6/TLFgAc+eCZc3A58vhOA75fJ5AIOCJD5PkqqioKEtwKaVIJpP86le/YurUKd4g9bXNvHnzufPOO8lkMl6wJhQKeYNMS+nt7fUEldtuJ0QqNYpEwh2kKwjC0EG0k7A03CSXO0T9iCPCfPnlD6ms/BrhcBfJ5HC0nk0y6ae7e1O0DtHbO4Zcrg7HCXgtc+rr3RY5U6Zopk51GDlSM3mye59bmSV6aX3lnXcUkMXv/xSt/WSzWS/BBXhzTCsqKmhraysLeDiOw5///GdmzfqKsWPHrqU96MdtBaV58MEH+PDDj7yqfWMIMlXuRkeZuatmmVAoRDq9EY7jZ/JkOXgFYagi2klYHIEAXHSRprkZHnhgL/L5p2ho+AvZ7Bh6e1vJZvOkUsPJ5+vJZutIpzfCtmNobREKQTQKm2zijrLYYgvXML3xxpoxYyAScWNMg+slOees63z5JXR2gs/3IZblJq2MRjImY601gUCAWCxKd3ePt65SitbWVl588UW+/e1z14n4EsDHH3/MAw886BmoAa/r1aLb2NPT4+kqtwVnlFRqGI2N7vWAIAw1VraC627gD1rrI5VSQSAKfA/4f1rrW5RSVwBXAJcD+wET+27bA/f3/S9sQPj9cOmlbkns978/ni+/PB+/321R5zjuvKFAwE1Ybbmlm8jabjuHMWPcSq2mJggG3ecxbhmXJZ9w1pUTkrB4XI2oPfdxb28v1dXV3knZzKmqqqqio6PDC9jYto3j2Lz44kucffZZjBs3bu3tRN8xWSza3H33vXz22ed9iSu3B7Jpu1gqiLXW9PT0iyl3OKgim00QibhOMUEQhhSinYSlopSrg154weG448J8+OGxOI6rf+bOdZcJh93Ay5gxblXWlCkwerTDFlu4VewVFa5mcudmec+8lNcVvbSu06+XXPNPOp32gjSmLY1t24TDYeLxeJnGsO0ic+fO5bnnnufiiy/GstbW522OScVbb73FI488RqFQ6NNHimg0VmZyMrMkurq6PF3otjC3SKXiaG3R2CgzSwVhCCPaSVgskQjcdpumokJx331b88UXWxMIuNU7Wrvzhvx+t/pqhx1g880122zjePOymprcRJlrmF42zSR6ad3HhFy0do3SxWKRdDpdNusdXPNMdXUNPT1JL05TLBYpFgs8/fQzHH/8cdTW1q6tvfB+Sqcz3HzzbbS0tFIs2rjz2v1ee0Kz7UopisWiN7teKUUgEMC2feTzcRIJt0W5IAw1VjjBpZSqBHYFTgHQWueBvFLqEGD3vsUeA/6CKzQOAR7X7l/dv5VSVUqpYVrr+Su89cJ6SSgE556r2Wsvzdtvw/Dhmu5uRU+PO/NhzBiIx6GxkbLhhwNFhIiKoUIm4yY5tU57gYtUKkV1dfWAz10pRSKRoKury7vPtm3mz5/Pyy+/zLnnngNYayXI4ZaNa15++fc88sgj9Pb2ekIjEokQDoe9IZ/Gldzb21tWkeb3+7HtWjKZBrbaCvqq6AVBGAKIdhKWB6Xc+Vivvebwxhtua7oRI+CLLxSBAGy5pSYUcu+LRvsTWaKXhi6OA+5M8SJa57wK90wmQzQa9ZJc4AZnqqur6e3t9UxBpkL+xRdf4pRTTqG2tnYt6SUFaNraWrn66u/T3NzsVbL7fD4qKuJe5VapMag0WaeUIhgMMn/+JgQC7kwUQRCGHqKdhGUhHofrrtMcfbTm/fdh7FjN/PmKTEYxZoymqclNcNXWgt+/pLaCopmGCv1dmvtjTMlkkoqKirLqdlPFFY1GvaQQuDGmzz77jNdf/yuHHXYYWqs1rpmMXnIcmyeeeJIXXniBdDqNSXzF464hqDTGZFkWHR0dZS0XA4EA+fxw8vkEW26pWafGignCKmJlKrjGAm3Ao0qprYB3gAuAxhLxsABo7Pt5BDCnZP3mvvvKhIZS6kzgTIBRo0atxOYJ6zJ+v9v3ddIkc8/iLkpFYGwIfPihIpsFy3q7rA2NmbtQWvHkOA4NDQ1lbf0KhQLBYJCHHnyU/fY7gPHj13zbHXcTLb788nOuv/56ku6QDIC+6i3XJlM65BOgs7Oz7HlCoRC27cNxAl5bBEEQhgyinYTlQim33eCBB/afB3fd1a1yGWTpNbZdwtohlYKPPwaYi9bzvPtzuRwVFRVllVyO4xCJRLzKd8BzMH/wwUc8/dSzTD/nTHw+a/AXW60o8vk899xzH//+978XGfYeK2u1Y4I23d3d3rwJcLWVz+ejWAxjWW6SVxCEIYloJ2GZCIVgm20022xj7pEY04bMO+8oHKc8xmRa+5W2PwZXazQ1NTFz5kxPkxQKBfL5PPfe+xN23nlX6uvr1vxOuFvLO+/8lzvuuINsNuttt0nKQXmMybbtAYagUChEsRBAax/RaOkcOUEYOqzMYe0HtgHu11pPAVK4ZeEefa6Z5bLTaa0f0FpP01pPq6+vX4nNE9Z91CI3YUOlP65heydsrTXd3d34fD5v/pbbjtAtJ1/0+yGfzzN//nxuvOFGr3Jq9ffGdr/izFfdrFmzOOuss/noo/95yTlTcRYIBLAsy7v5fD56enrK+icr5ZaZJ3tGUCyG2GYbabcjCEMM0U7CCiKaSXBxNZMG+pNCyWSyb55VuV4qFArU19f3tT92MQaiH//4x7z55ltrXC9prSkU8tx7733cd9+PKRQKnuPYtFU0Osm0IXQcp6xyH+hrtxMgmRxFQ4M7o1cQhCGJaCdhORC9JLj0FW0Bdsl97igMoy2MdrJtm2AwSHV1tbesq1cKfPzxx/zoRz8in8+tMc3U/zqa99//gLPOmk5zs9uj3GijysrKMq1kWRZ+v5+urq6y6i3T5rm7ewxa+5g2bTVvviCsJVYmwdUMNGut3+j7/Ve4wqNFKTUMoO//1r7H5wKllx4b9d0nCMIGTlWV7qtUKu9tXFqlZdrw2LZNNpulsbGRqpIBVYVCgc6uDn793K+58cYbSaXSa2Tbjb6ZOfMrTjvtdP72t7+TzWZxbFeURKNRotGo56oxiS/btlm4cGHZc5mEWLJ3DEpZbLklkuAShKGFaCdBEFYYv99tXaxUFIh495sEkKl6N5rJVDyNHTu2rBVTMpnky5lfcP755/PBBx+tkW03eimfz3PXXXdz4403uUafXAGtXQ2USCSw+mzFZh+CwSBtbW1l1VvgBnjy+QS5XD3jx7sz5wRBGJKIdhIEYbmpqXH/V6o8xtTV1eUlqUx8ybZtMpkMo0aN8qqiwK2Q7+jo4IEHHuAnP/kp+Xy5FlkdlObP3n33Pb71rVP54IMPyGZzOI4bY4rH44RCIa9i33Ec/H4/2Wx2gCGoP8Y0jmDQ7aQlCEORFU5waa0XAHOUUpv03bUH8DHwAnBy330nA7/t+/kF4CTlsgPQLX2QBUEA2G47GD4cHGdvIOzdXywW6ezs9AaNlwZtUqkUEydOJFjSQLhYLNLb28v99/+Mq6++ht7edF/f4lWP66pxBcVrr/2R4447gb///e99Az81jrbx+/1UVFTg9/vLKreUUrS3t5e15DEE/AGy2QYsCzbaSMSHIAwlRDsJgrAyRCKwzz4arUfgOFO9+0srnBZNEGWzWaqqqmhsbCxZ3iafz/P++x9wyinf4j//ebdPL616zWT0EigWLFjAJZd8h5tuutkb5q5x0NqhoqKCUChUppf8fj+9vb1lMzEMPp8P266gWIzS1KQpKVITBGEIIdpJEIQVYc89NRUVYNsHUBr6zufz9PT04Pf7y2JMxkg9ceJE/H53mo9p7dzZ2cUNN9zIXXfd3ZfkWn0xJlAUi0V++ctfcsIJJ/HBBx9i2w5mFlcwGCQej5fFmPx+P1pr2tvbB60w8/n8ZLP1BIPQ1LRaNl0Q1jor23nz28AvlFLvA1sDNwG3AHsppT4D9uz7HeBl4Evgc+BB4JyVfG1BEIYI9fVwwAEamAwcjREMpk1hoVDAsiwv0WXbNrlcjmQyyfjx4/GVDKrSWpPL5XjkkUe48MKLmDVrNlqbAMuqSRi5T6NIpXr5yU9+yqmnns57771HPp9HazdpZUrcg8Gg55ox5eGdnZ1lfZENSilC4TAQwLJk/pYgDFFEOwmCsEIoBUceqYnH/cD5QI33WLFYpKOjw0sM+Xw+r13hwoULaWxspLKysuz5isUiM2bM4JRTvsVLL/2OYtFeDe13FFo7vPnmW5x00rf4+c8fo7e3F8ex+/ZJUVlZSSwW89rsmJaFhUKBBQsWDGoICgaD+CzXFCXJLUEY8oh2EgRhuZgwAXbZBWB33K8IF601HR0daK29GBO47QvT6TSFQoHRo0eXVb5rrUmn09x22+1cffU1tLa2raYYE3R0dHDjjTdz3nkX8MUXX1AsFjAdWMPhMNXV1d74C6OXLMuira2NdHpgFyPLsgiFIoAfy5L5W8LQxb8yK2ut3wUG6+C5xyDLauDclXk9QRCGJpYFl1yiefXVMF9+eU/fvb8AimitaWtro6nPamL6JTuOQzqdpqKigmHDhjF37lxPXORyOfL5PL/85S/56KOPuO66H/CNb3y9L9hj2v4tKkSW5MLRZaXixaLNP//5BnfffRe///3vUX3D0s32hUIhKisrCQaDZcIoEAi4rRQ7Owd9FddBFKSnZwINDa4oEwRhaCHaSRCElWGbbTSnnqq57779cJyHgbMwnbl6enqIxWKEw2EvcOM4Dvl8nt7eXkaOHEk2myWXywF4FfGfffYZZ5xxBuecM51zzz2HmpoaT/cotTx6Cfo1kwI08+Yt4JFHHuWBBx7oCwi5LmlwdVE8Hicej3tGIK21l6RrbW0d0JrQ4PP56Ooej+ME2GknqXgXhKGMaCdBEJaXQACuusrhzTeraW9/HDgFeBVwdUh7ezt1dXUAXotnM6OrsrKS+vp6WltbvefLZrPk83l+9rOf8d5773H99T9g2rSpKGWVxJigPM607DGmXC7Pa6/9ibvvuou//f1vWJZVFmMKh8NUVVV5lWf9+xkgnU4PaqA26xYKMXp7RzFpklRwCUMXyd0KgrBOMH685rnnHLbYogK4v++2MQDpdJrOzk5vfpVxq4A7RyIQCFBfXz/AZZPNZvnggw8488yzuP76G/nqq9neMNGlGW1KlzFtDrPZLP/617+Zfva5HHnEkfzxtT9iFx2yuZznLg6FQlRVVREIBNBae8EacMVHS0uLF9gpxefz9QWkGsmkR7D55lBTsyaGmAqCIAiCsL7g98MNN2guvhj8/oOB14BDgSCO49De3k4+ny9z9YI7q7S3t5dhw4aVtXcGt11PMpnkjjvu5NRTT+fPf/4LmUwWYBn1ki753W2B2Nw8h3vuuZf99z+IW265lYXtHdi27SWs/H4/iUSCeDwO4OklrTWhUIienh6SyeSA11NKEQgEiEajdHdPJhSC7bZzB7ELgiAIgiCAm3DafnvNs886jBzZADyDW/w5AnDjSMlk0jPWlMaYuru7icfj1NTUlD2naf3897//nZNP/hZ3330fCxa0ePrFlUOLD7MPjDFpUqkUf/zj/+Okk77FiSecyJtvvonjuF2JTDwpEolQVVVV1rmoNDbW0tIyaLW7z+cjEolQKIwmn69m2jRNOCwxJmFoslIVXIIgCKsKpRRbbgm/+Y3DVVeF+M1vTiOb3ROf70xs+//R1dVFKBQiEong8/lKElXuydn0ITaBHXBb7xSLRebOncsdd9zB008/xde//nUOOGB/tt12GrW1tX39lQd31mjtkEqlmT27mT/96U+88MKLvP32W/T0JLFtuyx5BRCJREgkEoRCob71teegDgaDzJs3b9CycSOkqqqqUGozbCfClClayscFQRAEQVgERUUFXH+9Zvx4uPHGyTQ3P41S9wA3k8t10tHRQUNDw4B5XCaIM2LECNrb270Ekmm9Y1kWr776Kv/617/YZpspHHjggXz967szduwYwuFwmZGodHtAk8vl6ezs5O23/8OLL77A//t//4/m5rnkcnmUokwvmRml0WjUC9aUmoHS6TQtLS2DBmBMO6GamuHMnTuW+nqZWSoIgiAIwkAsS7HbbvDCCw6XX17Bn/98GYXC3n0xpnfo6OggGAy6bY8XiTEVi0WvHeDChQspFouAawrK5/N88cUXXHPNNTz66CPstdde7Lffvmy99TZ9iajFV245jkNvby9ffjmT1157jRdffIn333+P3t40jlMeY1JKEY1Gqaio8MxJZvtMtfucOXO8+FcppjK+traWYnFztPazzTYDk2CCMFSQBJcgCOsMSrmVXD//Obz8smb69NG0tPwape4H7qSjo4Nhw4b1Lds/pwtcZ3I0GmXYsGEsWLCgbx6W+1ixWMRxHGbNms2jj/6cp59+hoaGBiZN2oxNN92U8eMmUF1TQ21HJwDOAAEAAElEQVRtDV1dXaRSKebNm8tnn33Ou/99ly9nzqSnuwdHO4u4lN2fLcsiHo8Ti8UGCA/LsohEIjQ3N9Pb2zsgKWaorKxk1KhRLFw4ErCYPLlf1AiCIAiCIJQSDmvOOgv228/hvPOCvPzyJTjOTih1Oen0m/T29hKLxQBXp5jqcdu28fv9NDY24vP56Onp8Vy/juOQy+WwbZu//OWv/O1vf6eiooKJEyey+eabM3HCRBobG2lsbMS2bbq6u+jp7uGzz2fw4Ycf8b//fcKCBQv62wpqt7KqVPZEIhHi8TihUKgsueU4DpFIhGw2W9Z2elH8fj9jx45FqTqy2XomT4aqKoXIJUEQBEEQFkUp2GorzfPPOzzxhOKyy7amp+dllLodx3mQjo4OGhsbvWop6I/z5PN5Kioq8Pv9tLW1lSWSCoUCjuMwY8ZnzJjxGY888ijDhw9n8803Z+ONN2bs2HHU1taSSCTo7OwglUoxe/ZsPvvsM959911mzZpNb2/vIJXw7s8+n88zA5k5YaXJrVAoxFdffeW1nR6434q6ujqGDRvGrFmjCQRg0iSJLwlDF0lwCYKwjqEIheDQQ2HcOIfLL4/z6quXAofgONNZsOCfNDU1YVkWxWIRpRSO46CUIpfL4fP5aGxsJJVK0dXV5QV0TNAG3IRXKpXiiy++4Pe//wO6z8gSDIUoFPIUizZuQMa0GHQGDbT4/X4CgQCJRMIrDzf9mx3Hwe/3E4vFmDt3LqlUyt27RRJc0WiExsYmRo8eTSIxjJkzp5FIwLRpWsSHIAiCIAiLwU3qjB4NTz7p8OMfK26/fSe6un6Pz/cAHR3XAFBRUUGxWPT0iXEl27ZNVVUV0WiUzs5OMpkM4AZPSude5fN52traeOONN1DKTZSFgiG01uQLBU8jKRQoPWiLHKUUoVCIcDhMNBrFcRyvHVCx6M5bjcViZLNZ5s+fXxZkMvh8PmpraxkxYgQjRmxEZ+e25PMJdt5Zs0jHRUEQBEEQBA+3EgpOP12z6aaayy6r4803b0apoygUTqO19XMvyWViS6UxpkAgQFNTE8lkku7ubk/r2LbtxZtMK+hPP/20rxrMrSALBALk83ls26E0xuQ4A8dWgFvJbmJMQFmMybZtgsEgkUiE2bNnl7WkNtuklCIWi9HU1MSYMWOIRDaip2cyw4bBZput/vdaENYWkuASBGGdxHXawDPPONx7r+Keezamre1JbPs25s9/llGj3LY2JkgDlAkS4w7OZrP09PR4JeXQ36oHKHPhFO2C9zwlWzIguaWUwu/3U1NTg8/nIxAIYNu2JzoAL7m1YMECOjs7vfWMoIlGozQ0NNDY2EAgUEFPz1T+97+jaWvbijPO0EyYsMrfUkEQBEEQhiCVlXDFFZrtttNcf32cv/3tAmA47e13Yllzqa6u9CqzDEYv+f1+6uvryWQypFIpMplMme4x+qk0cZXOFAcYdrT3Tzk+n49YLEZFRYU338K2ba8NkJktYds2zc3NZXoNIBgMUlVVRVNTE9XVVWSzI/n00/2ZNetgRoyw+Na3pN2OIAiCIAhLx+eD3XaD3/7W4fbbFQ8+OJVk8lls+2ZaWn7PRhtVYtu21wEIymNMiUSCcDhMJpMhmUwO0FWliS9DoZAfxCw90MhsZozW1tZ6Py8aYwoGg0SjUebMmeO1mTZ6zLIsYrEYjY2NfW2qK2hv34nZs4+lp2c0l16qqatble+mIKxbSIJLEIR1mspKuPJKzQ47aC64YBgff3wnhcIxtLR8l7FjO8lmM147QnNiN8LC7/dTVVVFJBIhk8nQ29tLoVBYbNubwe5fdGZEIBAgEokQDAY9N40RM2bWRSAQwHEcZs6cWTZzy+fzEY/HaWxspKa6hkAwSkfHdsyduy9dXTtSUeHnO9/RXHGFpmR+qCAIgiAIwhKxLNhjD9hmG4dLLrF46qljyOX2o7PzBmKxPxCLxUin016wxMxmsG0by7KIRqPE43FSqRS9vb1ks9lBq7EMSxpQbuZkmUCMVTJU1Lw+9Fd2LVy4kM7OTi+AY1kWoVCI+vp66urqicViFPIj+OKL/Whp2Q/HqWXHHeH22x0mTlxFb6AgCIIgCBsETU1w++2aadPgiismMnv2Q2Szf6Ct7TpGjcqRTqe9uJGJMZkZ7CYeFI1GSafTpFIprxp9MJYWYwoEAvj9fq8VYWlFVmmMKRgMerO/TNU9uDGqRCJBY2Nj3/yvOG1tuzJv3r4kk1tTV2dxyy2ac8/V0s5ZGNJIgksQhHUepdygzR//6Lbgue++7enpeYoZM75DXd0bRKNBz3G8aEsb27Y90RCJRCgWi2QyGQqFgtc3ebCex8bVbPobm+GjRmD4/f4yh45lWQSDQfx+P729vbS1tVEoFDwRVFVVRUNDA9XV1fj9Edpap9HSsjcdnTsSjwc56STN+edrttpKkluCIAiCICw/SkF1NfzsZ5rDD9dcc00l7757C7Nnb0oicR+1te4AdaNbTNAG+uc6hMNhwuEwhUKBXC5HLpcjn8+XOZMNpXMi/H4/fr+fcDjsJbeMBjOY6qxgMOiZgebPn+/NoPD5fEQiERobG6mtrSUajZHNDGfmzH1ob9+DQmEYW28N55+vOfRQTUUFEqwRBEEQBGG5sSw45hjNtttq7rhD8dhj+9PVNZFc7lLq6/9HMBggm82WmYIAr6IqEAhQWVlJNBotizGZ6q/FxZgCgQCWZREOh70Yk7s9Vl9rQ8erGvP5fASDQXw+H93d3bS3t3sazu/3U1tbS319PZWVlVhWjAXzv0Zr2150dU2lrs7Ht76lmT5dM3GipsRrJAhDEklwCYKwXqAUDBsGP/iB5utf15x2WiOzZj3MvHm/Ix6/jmHDlDdnq7SCy/RP1lp7wZdIJOIJEyMewBUebn9k23PmlAaASpcrHQZqEmHhcJjW1lbPhRwOh8tEh3Z89KZGM2/e4bS27oXfH+TII+Hyyx223NItmZdAjSAIgiAIK4pSEAzCgQfCDjs4nH++xa9/fRqdnXuQTF5LU9PrJBIJUqmUp49MUKU0ABMMBgmFQgBlesnoH9u2vdkPxnXcP7u0/3n6Z004ni6LRqOkUilaWlrIZrNYlkVlZSX19fXU1tYSCATJ5SqZO3dHZs8+iXy+ifHj4eqr+xNbZl8FQRAEQRBWBKVgwgS45x7NrrtqLrhgIm1tzzBnzv9RWXk7TU1x8vm8Z4wGPONOaUWXqVgfLMbkOI5nFDLzs0rbCpZqK3MzZmtj1G5pafFmf8ViMS/GFI9X4Dg+enom0tx8LB0dOxGJ+Dj7bM0FF7hV7kqJXhI2DCTBJQjCeoXPB9/4Brz+usOtt/p59NFDSSY3J5v9Do2N7xOJuK5jM98B8NzJSil8Ph9KKYrFIn6/v2xoZyaT8ZzHZh3Tb9mUpZsAkHHOmOdPpVLMmTOHQqFANBqlqqqKYcOGEQ5H0I6Pzs6JzJv3TTo6vobfH+GoozTTpztstx2Ew2vnvRQEQRAEYWiiFNTVwcMPaw49FK66agyff34/c+c+SHX1PdTUhNDa8VrwmECN0UQ+n8+bdWq0k9FM2WzWay9otFRpsqzUWGSeuzSBNnv2bFKpFD6fj5qaGhoaGqipqUHho1CsYu7cPWlpOYxcbjgTJiiuuEKz776aYcMkSCMIgiAIwqolEICjj4YpUxyuvTbEc8+dSlfX1mSzF9PYOMerbLdtu6ydcqlJCBgQY3Ich2w2SyQSGTTGZBJdpTEm87NlWXR1ddHV1YVt20SjUWpqamhqaiIYDKGdAO3tWzBv3tF0dU0lEgkyfbrmlFMctt7a3SdB2JCQBJcgCOsdSsGoUXD33Zodd9R897sTaW5+knnzfkk0egOVlUXC4bCX5DICQmtNsVgsmwUBeMsZ9/Gijxsnjd/vfmUWi0WCwSCFQoFkMklvby+2bROJRGhqamL4sOHE4jEKeU13zwTmzv0mnZ07EQpF+MY34KKLHPbYA/qM0YIgCIIgCKscpSAahaOO0kydqrnkkjAvvngeHR27kUpdQWXl+8RiEW8WV2l1eumsLOjXQoVCwWvLDP0BntLljKGoUCh47QtTqRQ9PT3kcjkvsTVs2DDq6urQGjKZBC0te7FgwSEUCsMZNUpx2mmab33LkcSWIAiCIAirFcuCTTeFxx7T7LADXHfdNnR2Pkdz80PEYvdSWenz2i+XxpiMqWewURlLijEZjBnILJvL5Ugmk16lfSwWo6GhgaamYW6iLa/o7NyCufOOort7G+LxIIcdprnoIoftt5fElrDhIgkuQRDWW/x+OP54zeTJDjfdFOdXv/oWyeRkenvPIxj8kEQiTk1NDeFwmO7ubs8VAwyYnwV4wiMQCFAoFLz7jCPHuGmKxSLd3d2k02kAwuEwDQ0N1NfXE41GQfvp7JjInObDWbjQTWzttx9ccw1ssYUmFJJAjSAIgiAIawa3BY/miSc0jzxiccstW9HS8hS53PVY1s+JxWyqqqqoq6sjmUySz+fLTEEmeGMquYxeKg3KmPuMI9n83NPTQyqVolAo4Pf7aWhooLGxkcrKSvz+ALlsFQta9mDevIMpFIYzcqTiqqvg4IM1dXUyEF0QBEEQhDVHKATnn+8wdari+utr+OMfL6G7eyt6ei4iFJpNZWUFdXV1WJZFMpn09FLp/CxTwWXw+XwEAgGvtXNplbvf78e2bTKZDB0dHWQyGSzLIhqN0tjYSF1dHZFIBMd2K7bmzDmS7u5tiMWCnHACXH65ZsIEN7ElmknYkJEElyAI6zVKKbbaCh591GH77RU/+MG29PS8Ri73U9rbbyOZnEVdXR25XM7rY2wGrJsScJPAMiLDDAYtbUGYTCYJhUK0t7eTzWYBiMViNDU1UV9fTyQSoVj0sXDhNsyfvwcdHV8jEomw997wve85bLuttCIUBEEQBGFtoUgk4IILNDvtpPn2t6t4663bsO3D6Om5jFTqLTKZTJkmMlVYpS2fTXWWz+crq/IyQZp0Ok0gEKC7u5tUKkWxWCQQCNDY2MiwYcNIJBIoZZFKDWf27N1oWbAvufxwNtlEccYZmhNOcKivlyCNIAiCIAhrB8tS7LILPPOMw623Wtx99z5ks38lm72dfP5+kskkNTU15HI5AoEAgUDAq9iybdtrU2g0k+M4FIvFATNK0+k0Pp+PhQsXks/nAUgkEgwbNoza2lpCoRD5fJAFC3Zg/vy96O6eSlVVkCOO0Hzvew6bby4VW4JgkASXIAhDgmjUDdrsvLPmmmsSvPbad7Dtbclmz6e5+WOUoiyZZVrtBINBr82OcSYDZDIZisWiJ0RKey3H43GamppobGwkEAhSLEBb63jmzjuazs5dSST8HHkknH66w+67awIBidIIgiAIgrD2UQq23Vbz0ksODzxgceedO9PR8Rts+1ra2h5GqaI3NB3K50REIhGgXE/lcjkKhQLFYtEL7pgATigUoqGhwUtsaUeRSsVpadmL+fOPxnHq2Hprt4Xiaac51NRIYksQBEEQhHWD6mq4/nrNXntprryynjffvBnH2Z50+mLS6TkopbxkFvTHmEKhkKejzJgLx3HI5XJejMm0OQRXV1VWVtLU1ERDQwM+n598XrFg/hbMnXssPclp1NVZnHKKO8d9yhSN3y+CSRBKkQSXIAhDBp8PttsOfvUrh9tuU/zoR18nmfwDcBda/xgollVoARQKBVKp1FKf2wR2hg8fTkNDI5FwmFwO5s2bSmvrAXR3T6OiIsIpp2jOP99h8mR3e0CEhyAIgiAI6w5KKerr4bvfdY1BF17YwLvv/gjYB62/g1Jfeq0Hi8Wit14ul1um5/f7/dTW1rLRRhtRUeFWbHV1VtHSejgLF+5KsTicKVMUF1ygOfhgTUXFwNkVgiAIgiAIa5tAAL7xDXj5ZYerrrJ45JEjyOW2BG5E6/8rm1FqDD5m3MXSUEoRi8XYaKONqKurJxQKkk4r5s3dlda2fUgmt6KuLsgFp7qJrQkT3FlhEmMShIFIgksQhCFHLAbXXKPZdlvNDTeM4I03bgK2xba/g+PM85Jby0o0Gi1pRRilWAwxb/42zJ17GL29W1BREeLkk+lLbGl8PhEcgiAIgiCs21gW7LorvPCCwy23BPn5zw8hnd4Sx7kA2/4jtp1frufz+/3U1dXR0NBAdXU1aB+9yeHMnXcI7e274DgNTJlCX2LLKUlsiW4SBEEQBGHdRCmoqYG779bsuCPcfPNE/ve/+4Fp2Pb1OM5CL7m1bM+nvK5A9fX1BIMhCvkos2fvxPz5B5NKbUJdnZ/TToOzz3aYMEFjWaKVBGFJSIJLEIQhiWXBAQdottvO4Zpr/Dz88FEUCjtgWVeh1LNovXQXcjgcpqmpiaamJmLROIWCn9bWaTQ3f5NkchKJhI9TTtF8+9tSsSUIgiAIwvqHUjByJNxzj8PuuysuvXQss2c/g+P8Cp/vu9j2vKU+h8/no7q6muHDR1BTU4NSPnp7h9PcfChtbd9A6wTbbINXsRWPm1aEopkEQRAEQVg/CATghBMcvvY1xeWXh3nuuXNxnD2wrItR6v+hdXGJ6yulPPN0Y2MTkXCEXD7EvHk7M3fuEaTT46ivtzjzTM3ZZzuMHy8VW4KwrEiCSxCEIYvbgkdz112aPfZQXHnlKGbMeBCfbypa/xDHmTvoesFgkPr6ekaMGEEiUUmxUMXcebswf/7u9PRsxogRPqZP1xxzTGliSxAEQRAEYf3E51MceaRmiy0cbrklzC9+cQKOsyU+30XY9j+Age12LMsikUgwYsQI6uvr8fujdHZuxvz5e9LauiN+f4L994fjj3fYbz9KEluCIAiCIAjrH0opxo7VPPqoZu+9Lb7//c1YsOBZfL5bcJyfofXCQdcLh8M0NjYyfPhwYrEKcrk6Zs/5OvPn704qNZaJEy1OPFFz9NGliS1BEJYVSXAJgjCkUUoRCsERR8CUKQ4XXxzi5ZfPx7YPBa4EnsUEbfx+P/X19TQ1NVFRUYVj1zN79m40Nx9EJjOCESMURx+tufxyh7FjJUgjCIIgCMLQQSnFZpvBT3+q2W47xdVXb0Vn50vAr4DLgRZvVlZFRQXDhw+npqYWvz9BMjmJWbMOp6NjKqFQkJ13hm9/W3PggZpAQDSTIAiCIAhDA7fFIJx+ujsW49xz4/z739ej9XHARcCfABulFIFAgMbGRhoaGonFEtjFYXz55V7MnbsfhUI948bBoYdqLrnEobFR9JIgrCiS4BIEYYNAKRg3Dv7v/xxeeklx7bWj+eSTh1DqWGKxO6mo+IyGhmH4/VvR27s58+ZtRWfnZGy7hi23VJxzjmbffR2GDxc3jSAIgiAIQ5dIBKZP1+y6q+aOOyL84hcnUizuSCDwU6qqnqOyMkR19SSy2Uk0N29FR8c2pNMjqa4Ocs45mhNOcJgyBUlsCYIgCIIwZFEKttoKXnrJ4dlnFT/4wSTmzfs1Sr1AInE38fgCGhpGotTW9PRszqxZW9PdNQlUJTvsAOeco9ljD01dneglQVhZJMElCMIGg1IQi8FRR2mmTdNcfXWI3/zmANLpnfH5ZvDVVyGSyU1wnBCxGEyb5rpyDj/cIZEQ0SEIgiAIwoaBZcHkyW411w47KG66aSLNzbeRSp1OsZhkzpwx5HL1+HyKUaPcuafnnOOw8cbSulkQBEEQhA0DpaC6Gs44Q7Pddporrojzpz8dRyq1F0rN5IsvKkgmJ6B1gMpK2G13mD7dYd99XUORxJgEYdUwJBNcjgOp1OCPWRZEo0PzS0Rrd98Xd1GpNdg2ZDLu77GY+z6UvhdaQz7v3hYlFIJgcNVvtyCsaZSC8ePh5z/X/POfmiuvrOSDD7YlHIZjj3Udy9tvr9lkE/e4H4rfF4IgCKWIdlr840vTTot7Tssamu+ZsGERDsNZZ7mtBu+6y+LnP9+MfB6mToU99tDssotbrVVTIxXugiBsWIh2WvzjKxp3GsrvmzC0MdVczz/v8MorcPXV9Xz1VT2Vla7Betdd3QTY2LFS4S4Iq4MhmeB67DHFDTcoHGfgYzU18MtfukP7hhKOA88/Dx98oPj+9/WAC0yt4ZVX4Cc/sfjwQ1c4bL+95uKLNVOn9i+Xz8Pppyv+/veB37b77KO59163j74gDAWCQdhtN3jlFYe2Nvf3piZxHguCsOEh2mnFtdOidHbChRcqLrhgycsJwvqCUrDRRnDrrZoLL9QUCtDQIEFIQRA2bEQ7rbh2SqfhpJMs/vOf8vUrKuCppxw233z174sgrGqUcquyDjkEdt/dobPT/b2hQUxAgrC6GZIJrtdfh/p6OO88PeCxeFwzYsRa2KjVhNbQ1QVPPaX4/vcV48fDlVcOFBozZsDZZ1uMGwcXXKBJp+G55xRnn634/e8d6urc5QIBt+f+Pvv0r/vJJ/DDHyomTZLAvzD0UAricfcmCIKwoSLaacW1UynFItxxh+LJJxV77AFTpw58PwVhfcXncxNdgiAIgminldFOra3u+3fOOZqJE/vXj0Q0Y8asqb0ShNWDUlBV5d4EQVgzDMkEF8Do0Zrjj9dD3lWYzcLxx1t8+il8/eswe/bAZWwbrr3WTVA984xDRYUrUE4+WbPvvhb33qu49lr3vbIs2Gkn2GknV6R1d8PDD1scdZTm9NMHChhBEARBEIYGop36WR7tZNAafvc7+PGPlRiCBEEQBGEDQLRTP8ujnWbMcGNPZ5+tGTZsze+PIAiCMLQYsgmupZHJwPz5MGIEvPkmzJ+vGDfOLZtWynXgvv8+fP65IhTS7LST23Jm3Djw+90T9Zdfuuu3tMBbb7n3TZniLmPb8J//wKxZimhUs/POUFlZ3sbDceDzz+G999yT+3bbua7I5RFHoRBcdpnDmDHw5JOK2bMHrtzZCf/+t+LWWzUVFe59SsGwYXDkkZpXX1V873uaUKh8PduGH/xA0dkJjz+uiUaX/30WBEEQBGFoINppydrpq6/gyistLr5Y8+ijQzzSJQiCIAjCUhHtNLh2sm339tZbkM26zzVhgmbSJHf2oyAIgiAsD0M2weU4imKxv1Tc5yvvefryy3D99Rbbbqt57jlFNAq77gqPPKLx++HeexU33aQIhaBQUMTjbp/gF15w2HZb6O2FI46w2HdfzdNPK284ptZuf/ovvnAdvJGIe8IePRp+9SvHK7fWGn77Wzj3XAulXNERicCjjzrsssuy92e1LNh9d/fnxQmUuXPd7d144/LSeaVgiy00Dz+s6O52+8KW8uqr8LOfufv+yCOKCy/UVFYu23YJgiAIgrB+Idqpn+XVTtksXH65YuRIOPNMzWOPSYJLEARBEIY6op36WR7t9J//KDo64NhjLaqq3O1KpRRHH+3OfZcklyAIgrA8DNmGc3/+M+y6q8Wuu1rstpvFz3+u0CXn2WRS8f778OWXihdfdHj/fYeHHtIEAnDXXYqnnlI89ph7/5tvOhx9tKaz03XggOs26eiAxx9XXHaZ5r//dfjvf10RcsEFir//XfHLX7rrv/KKw5w58Pzz7jZoDc8+q7j2Wotbb9W8+6677jHHaE4+2WLWrFX7XnzxBQSDMGrUwMc22QR6emDBgoGPbbst3HST5qyzNL/4heLSSxWp1KrdNkEQBEEQ1g1EO/WzPNrJceDBBxXvvqu47z6HWGzVbosgCIIgCOsmop36WR7ttPHGcMopmueec7zteuwxh7lzFRdcIHEnQRAEYfkYshVcw4bB/vu7ykIpmDx54OBPy4ILLnDYccd+F8rcue5w8Isu0uy3n3t/TQ1Mn6752c8GWlW+9z3N9On9PZePOkrzj38ofvpThwkT3PUTCdh+e7d0HFxHzq23KmpqoKlJ8/777v1Tp2oeekjxl78oxo5dM0PJlcITP4tSV+cOBtXancl15JEWJ56o2XXXNbJpgiAIgiCsQUQ7LRul2klrePdduP12xY03uoPRTVBGazf5pdTytQESBEEQBGH9QLTTsrFo3OnIIzWHH+62YTQcdhgkEg6HHGJx/PESdxIEQRCWnSGb4Jo0SXPVVUse9tnUBDvsUB50mDXLDUzsvfeyDQqtqytfv6pKEwgoqqr677csqKjQ3sm8o8Pto+w4cNxx5UV0wSCMGbNqRcawYW5v57Y2VzSV0twMsRhUVy9+faVcodTYCO+/r9h11zUjggRBEARBWHOIdupnWbVTMgkXXWTR1QWPPqp47DGFbbvzNm6/XfHkk4o999R85zsan2+VbqIgCIIgCGsZ0U79LE/cybIGb4+4zTYSdxIEQRCWnyGb4FoWwmGIRsvvsyxXAKTTq+91lXJ7M197reab3yw/aft8UF+/al9vzBj3eb/4wi0NN2gNH32kaGx0X1PrfjHiX+TIyOfdmwRnBEEQBGHDRbRTuXYKBNwWO9tt179MPg///a87B2PzzTUTJy5b8EoQBEEQhKGHaCeJOwmCIAirlyE7g2tFmTjRdYz87nf9vZO1dnsfD9bGb0Wor4fJk+Fvf3NP8sOHu7eGBnj1VUVz86p5HUNdHWy+OfzqV4pCof/+VAp++1vFjju6Qzy7u+Gggyyee668b7TW8M9/uj2Td9hBXDSCIAiCIPSzIWsnvx++9S3N7bf33264QVNbC0cf7f5+xBHLPsRdEARBEIShz4asnSTuJAiCIKxqNugKrsGoqYE773S49lqLigrYZx/NwoVw770Wvb2r5jWCQbjlFoeLLrK44grF0UdrCgV45BFFc7Nir71W7cnc74err3Y46iiLyy6Dww7TZDLw5JOKOXPgoYe017N5t900V16p+Oor+MY33O165RXFSy8prr1Ws8UWq3TTBEEQBEFYz9mQtZMgCIIgCMLysiFrJ4k7CYIgCKuaIZngmjABMpklLzN8uGazzdSAkmil4KCDwHEcLrvM4uabFZYF06bBVltBba27XDDoulOGDSsXBQ0N7v2hUPnzTpzY3xtZKdhuO7j7boezzrJ48EGFUu7zP/ywQ1PTiu336NGw6aZ6gEtYKdh5Z7jiCs1PfqJ45BF3Q8aMgVtvdRg/3l3OsuAHP9AUi3D33YqbbnIdNdXVcM45mvPPl/kRgiAIgjAUEe00cJ+WRTsNRiAAkya575cgCIIgCEMT0U4D90niToIgCMLaQOlVVf+8Gpg2bZp+++03lnu9bNYtb45EFr+Mbbv9juNxBnXgag3t7W5vYL/fPSlnMq7bRCn38WTSXb/0xO440NsLFRXlz5vNuv+Hw+Wv0dMDc+e6y44ePbA38/JQKEAu527TYGgNXV3u4HOlYORId9Dnovtv29DaCp2d7u/19a7AkvY6giAIwuJQyv+O1nra2t6ODR3RTsvHqtJOi67T2+tulwRoBEEQhMUh2mndQLTT8iFxJ0EQBGFtMG3a9rz99tuDXokPyQqu0pP54vD5XDGwOJRyT7ClgzeDwfLHE4mB61nW4PcPtk1KQWWle1sVBALubXEo5bpiqquX/Dw+Hwwb5t4EQRAEQRj6iHYanGXVTouus6T3SRAEQRCE9R/RToMjcSdBEARhTSPeCEEQBEEQBEEQBEEQBEEQBEEQBGG9QhJcgiAIgiAIgiAIgiAIgiAIgiAIwnqFJLgEQRAEQRAEQRAEQRAEQRAEQRCE9QpJcAmCIAiCIAiCIAiCIAiCIAiCIAjrFZLgEgRBEARBEARBEARBEARBEARBENYrJMElCIIgCIIgCIIgCIIgCIIgCIIgrFdIgksQBEEQBEEQBEEQBEEQBEEQBEFYr1ipBJdS6iKl1EdKqQ+VUk8ppcJKqbFKqTeUUp8rpZ5RSgX7lg31/f553+NjVskeCIIgCIIgrCeIdhIEQRAEQVh2RDsJgiAIgrAkVjjBpZQaAZwPTNNabwH4gGOAW4Efaa0nAJ3AaX2rnAZ09t3/o77lBEEQBEEQNghEOwmCIAiCICw7op0EQRAEQVgaK9ui0A9ElFJ+IArMB74B/Krv8ceAQ/t+PqTvd/oe30MppVby9QVBEARBENYnRDsJgiAIgiAsO6KdBEEQBEFYLCuc4NJazwV+CMzGFRjdwDtAl9a62LdYMzCi7+cRwJy+dYt9y9cu+rxKqTOVUm8rpd5ua2tb0c1bLWjt3gRBEARBEJYX0U6CIAiCIAjLjmgnQRAEQRCWhn9FV1RKVeO6Y8YCXcCzwL4ru0Fa6weABwCmTZu2wqd1rSGTgXfegVQKfD7YZhuoqYFS/06hAC0tMGJE+f2DPd8f/wizZytOOUXj863olg1ONgudndDUtOTtWNy2zZoFn3zi/l5fD1tuCYHAqt3GQgFaW2H48KW/V3PmuO/pYO+T1tDWBu++C44DFRUwdSqEQot/3t5e9/Osq1v+9wfc15k/Hz7+2P15wgQYPRr8JX8Bi76PBp8Ptt8eEon++7q74c03wbbLl500CUaO7N/GQgHeeMPd/lIsC7bdFqqrl237zXv68ccDn2e77aCqqnzZXM7djwULYNw4GDt28OOhWITZs+Gzz9z3drPNIBIZ+B5rDc3N7utrDbW1sNVWEAyWL9PSAu+9N1CQ19TAtGnu9i6OQgH+/W/377WUYcPc41l8d4IgrO+IdlrRLRucDUk7lS7X2upqp2h0ya8t2km0k2gnQRDWd0Q7reiWDc6GpJ20hq4ueP999zMaNgw22UTiTktCtJNoJ0FYb9Far9AN+CbwcMnvJwH3A+2Av+++HYFX+n5+Bdix72d/33JqSa8xdepUrXVxhW4dHUV94IGOrq52dH29o2tqHL3llo7++OOidpz+5V57rainTnV0d/eSny+dLup993X0xImObm5esW1a0u3JJ229xx6OzuWWb71isaiff76oN9rI0XV1/ft6ySW2TqVW3fblckV9/fW23m47RyeTi1/Otov6d78r6vHjHf3uuwMfd5yifuONot50U0fX1rrbW13t6KOOsnVHx+DL9/QU9Smn2Proo21t28u/7Y5T1Pfea+thwxydSDi6qsp97UsusXWhUL6Pu+/u6IoKd7vMbdgwR7/wQvlzXn21rcPh8uXq6x393e+Wb+MXXxT1ZpuVL1NR4Wifz9G33WYv8z7k80W9996OjscHbtuvf12+bHd3UR9xhPs6lZXu+3v55bbO5wceOzfcYOvaWne5eNzR++7r6Pb2wT/TUaPKj7Fvf9vWvb3l7/Mdd9i6oaF8G/1+R48Y4eiZM5e8j3/4Q1FHIv2vYW777uuUvY7c5Ca3dfMGvK1XUFNsKDfRTqv2tqFoJ3NznKL+7LOi3nZbR99//+I1hGgn9ybaadX/zclNbnJbtTfRTqKdFr2Jdlp1cac//7moN9nEPVfX1rrn+AMOcPTChYMvL9pJtJNoJ7nJbd2+uefrwc/lK1zBhVsivoNSKgpkgD2At4E/A0cCTwMnA7/tW/6Fvt//1ff4n7TWq6XwurUVpk+3qKrS/OlPmmHD3Oz8o48qTj3V4v77Hbbe2l22u9t1GxSLS3xKwmG4/36HhQtdJ8mqpqPD3Q7HWb713n7b3deLL9Ycd5zG73edDOecY1FdDd/7nl4pB4LW8J//wO23K15/XREIDHSPGObNg7vvVvz614rm5oGOCHDdIMcfb7H//pqLLtJEIq6T47zzLC6+GB58UHvuFseBV1+FO+6w+O9/XTfF8h4yWsN//ws336w49VTNscdqQiF4+WXFTTcpvvY1zaGHui6Nzk748ku47z7NPvv0v45SrhPEUCzCu+8qTjpJc9115dtTWVnuFhk7Fv7+d4dCwf09l4PLLlN8+aXiW99a9n3p7nbdLj/6keaggxa/bQsXwrnnKhwHfv5zhy22gH/8Q/Hznyt+9CO45BLXBVYswq23Kn73O8VNN2l2200zYwY89ZTinHMUDz2kqahwn/O99+CMMyzOOUdz8smaQAA++sg97ior4brr3GNMKTjvPM3xx/dv3//+B8cea3HJJZpRo5a8j++9p9hsM3j+eYdQqP/+SGTpLnVBEIT1BNFOq5ANRTsBpNPw2GOKBx5QzJjhnu8HQ7RTP6KdlvmtEgRBWJcR7bQK2VC008KF8J3vWGy1lebRRzUjR7pVO1deaXHHHYrrruuvjhPt1I9op2V+qwRBWMdY4QSX1voNpdSvgP8AReC/uCXevwOeVkrd0Hffw32rPAw8oZT6HOgAjlmZDV/8dsHDDys++AD+/ndNQ0P/Y1dfrfngA8V111k8/bRTVuZq1jUsenJWyi0tHj168DLaRZcdbLsWt0zpY1q7t2UVB7/9rWLiRPj2tzXhsHvfXnvBqadqnnpKcfHFbhKp9HWWR3jYNvz4x4pkUnHBBZqf/GTwlbWG3/9e8dpriiuu0Fx22eDL/fWv7knwqqs09fXufQ0NcPnlDtOnW7S0aEb0dc9OpeC22yzGjdNMnAiffLJiiuneexVTprifvzmBnXuu5quv4Ic/tDjgAPdY6OqCnh7YYovy42bR98u23ZLyr3+dsuUGW7ZUCDgOPP644m9/U7zwgkPtgE7gi6e72xVCS9u23/9e8corin/+02Gzzdz7Jk7UjB6tOf10i5NP1jQ2uoLqjjsUd97pigel3HL97bfX7LCDxRtvaPbc013/pZcUI0fCRRdp74Tf0ABnn6356U8Vl1+uicfd+4NBaGx0f+7qgptusth9d8306XqJZeLgbtPIke5t0fdQEARhKCDaafD1Blt3actsSNoJ4PPP3ec86STNs88ufjnRTv2IdhIEQVj/Ee00+HqDrbu0ZTYU7aS1u70LF8Jvf6u9ROERR4DjaM4/X3H22do7d4p26ke0kyAI6ysrU8GF1voa4JpF7v4S2G6QZbO45eWrlZ4eeOIJxYEH9idQDIEAHHec5owzFJ984jozwO3B+txzitdeg0JBseOOmtNO02UOBXAdGfPmwQEH9H/5ZTLwzDOKl15SaA177aU54YT+L15wT0x//rPrvE2lFJtvrjn7bDeRY9twzz2u02HOHDjmGIv99tOceebSv5gBTjpJc/DBusx5AK7Tt7T3rePAb37jOju23nrZv7x9Prj7bk0wqHnuucWvpBSceKLmm9/Ufa7iwZfday9NQ4MecJJNpRQ+X3nv5HgcnnvOIR6Hq65asbNNJgNvvaWYPl2XCUufDw44QPOLXyhaW2GjjVxhUyjAffcpurrc1xszRnPUUZrtt+9/z/J51xHzxz8q/vUvKBYVlZWaQw7R7L8/AwQsuCLr3Xfh8stdR88WWyzffqTTrvvlpz9V/H/27jtOivLw4/jnmd3rRzl6E7ErooiAWAC7YMMSrIklFizRqD97SbEkMabYe4stahSxxcTYewMFxQ4CSuco18vuzvP747nZcrdXObhb+L5fr31xtzs788zs3M6XedoNN7iCDB7syrbrronWOx9+6MZj3nzzxHuNcWMcx2JuLOO+fd2/xsD48aktrXr0cIHj3XcN++7rXjvuOMveeycCa6Ciwp1j6c6lSMS11Jk1C156qeH5WZ/vu/XNnQu//KWhtNSQlWXZd1846ijb4jGjRUQ6O2UnZadAS7MTwLBh8M47PgUFMHVq48spOyUoO7XueImIdFbKTspOgZZmp3fecZUo/fqlvnfcOIsxhtmzExUcyk4Jyk6tO14i0nm04FKWWRYtco9DDmnYRdoYGDvWtQaYNSvx4ooVcNll7vfu3S333GO47DJDWVnq+5980nDzzV68O3dtrWulcdVVhtxcS2Gh5Q9/cL9XVrplYjF45RU45RSP0lJDz56W554znHmmx6pVbplu3dxFNRSCXr1syqSSzdl2W9h119Qv+7lz4bHH3AUtaF3z449wwQUeV13lUVPT8vUb4yYyb+5CAe4C21zZ+/WDCRNSu1OvXu0u7pMnp4ZDY9wkluG1qIZduhSKi2GHHRqeD1ts4bbx/ffu96+/NtTUwGuvGXJyLN26Wf7zH8Nxx3l89FGiG//y5W7i0I8+chVzvXpZvv3WcOqpHv/4h4l3C6/vn/80lJfDnXcaTjvNUFra8v349ls3Iezrrxuysy3du1teecWV7f33E2Xr399NyllSkvr+hQvdeT5/vjsIPXu6sDR/fupy5eXuue++Szy35ZYwdmzqObZggQvOJ59s03bjXrbM3YArL4fJkz3+9S/T6BAD4ILJl18a5s2D7793x7SszHDllYYrrjANJksVEZH2o+zUubMTuNxUVNT8jSJlpwRlpxYfKhERaSVlp86bnWpq4KuvXG+q+pV3RUUwZAh89lliR5SdEpSdWnyoRKSTWaseXJ1R0M26V6/0r3fp4sZVTe6eXVQEL73kM3KkuwAuW2Y5/niPX/86dU4oaxNf6NbCjTcaHnzQ8OqrPltv7bb78ceWSZM8xo2z/Oxn8OabLmTcc4/PhAnuorlmjeUvfzHcf7/hoossp5xiqaiAu+823H57Ihy0RU2Na3Wy9dZw8smJi+vgwXDPPT6DB7csNKwvvu+6LFdUwGWX2ZQeXO2hrMxdoNOdD127us8jCHz77GN55BHYd1/Xw8wYKC21TJ1qOOoojxdecGNoDxwIt99u2WMP1609FIKaGsvMma4llDFw+umpYwMYA7//veX00y2LFsH557vz6/77bYuC1Lhx8PDDln33tfTq5dZXVuZC67HHekyb5jN6NBx6qOXuuw3PPms4+mg3nnFxsQs5VVWJ9Q0fDjvv7J7fbjvX/byiwo0RPXcujBjReFlqa+F3vzMMGgRTpqQfa3vgQHjjDZ/SUnj2WcOvf+1CdtD9vL6sLLj6ap+BA11LoJwciMUsP/4Iv/ylx/nnw913t//5ISIiyk6Zlp3WNWUnZScREWmaslPnzU6RiJsjKhjCLll2tqvMWr68fbep7KTsJCIda4Or4Ao0NidkMNZwsrw811og+BLr2xeOOMJy3XWGJUtsg7FZIdFFvKoK/vpXE/+y9X23/tmzDUce6eZJ6NsX9tor0XW7qMhddCKR9h3nNRp1PaFWrDDccYef0l3d81zPqc7E9+GZZ1yX67vu8unfv/23YYx7pJtEtf640/37w7HHNpy889BDLddcY3jhBcNOO7kg+ItfpC6XmwujR8PIkW7CzJNPtild9cG1ltpmG9h6azjjDLfOxYubnwQT3Dl53HGp2+za1XV3v+YaFyxGj3Zd0J9+2ufYYz3+/nfD9tvDJ5+4LuBBeAIXuP/1L58TTvAYNcqwyy6uRdGaNbDVVg1bOgViMbjnHsOCBYbbb/cbbTlljAsbAwe6Lu1PPWV46qlE9/P6PA8OPTT1uXDYDW1w+OGWG24wLF2amJ9NRETan7JT589O64Oyk7KTiIi0jLJT58tOxrhypMsx0Lq5x1qzTWUnZScR6Tgb3BCFBQXugv7xxyZt2Jgzx7Us6NGjkSSC+5LcfXdLTQ0NuosHamvdevr2hdWrDatWuceaNe7L9Mgj3foXL3YXgIKC1PdnZ9PgubURjboxlV95xfDww65lT2cWVG79/e8e993ns8ce62ZSx0GDXLCbPbvhyufNcy2PgkkxG9OzJ+ywgxsHuyme58Z0Xr7cfR6NMQZ2263p86uliorcmN5B2TzPBZ4nnvA55BB3Dk6ZYrn2Wpe0hg2z8TL07Qv33efz61+7Fir77mt58EGfcBhGjWq4rVjMjcX87LOGhx7yGTq0ZWXMz4fRoy2LF7f+AzYG9tjDUlWFuouLiKwjyk6ZkZ3WF2UnZScREWmaslPnzU55eS6nzJjR8LXSUlfBMnJk+25T2UnZSUQ61gbXg2vgQNh9d5g2rWFrBmvhhRcMffrAmDGNr8Na+PRTQ1YWacd5BRdmuneHXXe13HRTauuA2trE+L29elk+/9xQXZ06WWI06ip56k8M2VgLoKZEo3DzzS5k3H+/z4AB66ayqL34PkydCjfe6HH33T7Dhq278nbp4ia+nDkTjjkmsR1r3di7PXq4ecF8H157zS27+eap5SkpgW++cZOkgpsos7jYdd9OXs5a12qlqMi1ylq1Ct56y00Om/w5W+vGfA6HGz+/klnrJosdNMi1ckneZmkpfP2120awbHW1CxujR1vAnVDTprlgm9wqrLbW/b1cckliuR9/dGMmDxuWek4HE40++6zhgQd8Ntmk4b5/8IFrLbTDDqmvVVe7sce3267xk7u4GN591+1H/b/ZTz81ZGfTYLJRERFpH8pOnT87rU/KTspOIiLSNGWnzpudPA+GD7e8846hpsamDJX400+usqep62tbKDspO4lIx9rgenBlZcH55/vMnOm+nIMJBq11k2A+/rjhrLNsyti4NTVuUsig63BpKTzzjGHPPWm0a2p+PkyaZHn1VZPSwmLlSjj3XMPbb7vfjzzS8sMP7gIUdCOvrISbbjLcdluitU9RkZtA8qefWre/LQ0Z1rrJKX/8sW1hpr2sz8otcIHv4IMtTz9t+PbbxGewfLkbe3rffd3kqr4Pt9/ucdllHmVliXPBTbDpwkbQMuXllw2nneYxb15ifdGom5DzvffcEAFZWe58mzLF49VX3evBWNorV7rza/x4Fx6aE7RgueQSj5KSRNlqalyQWbHCnYvgyvmzn7ltBp/z6tVw551ufO4ePdxzvg+XX274619NvNVPba3rBt6jhwsLgeZCBrhtPfqo4dxzPYqLE2WsrXXn3Q8/EG9dZq2bkPeDDxJl/O47OP10jzfeSD1WxcXuWO29t2XAgDadAiIi0gxlp86dndY3ZSdlJxERaZqyU+fNTsbA/vtbvv0WXn7ZfTbWuuEe77jDsPnmbqjI9qTspOwkIh1rg+vBBTB+PNx9t8+ZZ3qMH28ZMsR9AT//vGHKFMuvfpXaSmDlSpg40ePIIy2FhfDf/xq22MJy220Nx7MNGAOXX26JRmHffT0mTXLdbV94wbDnnpYxY9wyEybATTdZTjrJY//9Lf37w1tvubGTH300MUDv+PGW3FzDr37lljvlFNvohKWBIGRcc43hmGMs996b+u1fUACnnuouLj/+CMcd57HDDvDkk36bJhRtaUVUY8tZ64YlPPNMj333dZNoTp2aeD0cdmMMDxnS+rI1VZbTTrO89JJh4kSP/faz5OfDK6+4z+DKKxMTSF5xhc9JJ3mMHeuWy8uDN980LFwIDz3kx7tPH3+8C5h77+32Y/Bg1zLmk0/g3HMtZ57pzq/hw1037ZNO8th9dxgxwvLTT/DGG4aRI+GOO/xGz69k4TBceqnlpJMMY8e68yM/H95+27BgATzwgM/uu7tlCwqgsNBywgkeEye6z/6VVwyVlXDXXYnz2RjXYujyyw3vvmsYPtzy7ruGzz+HBx/06dPHLReEnCuvNEyebHnggdQPNy8PTjnF0rs3nHee5YQTEmUsKoL33zd88w3ceKNl4kS33dpauOACw4cfGl5/3WfLLd0QAb/8peXnP/fYYw/YaSfLggXu+O+6q+XWW1s2KaqIiLSNspPT2bJTR1B2UnYSEZHmKTs5nTE77bEHnHCC5ZRTPPbcE7be2vLmm4bvv3dzRzU2p1NbKTspO4lIxzK2EzdJHTVqlJ0+/aM2vdf34cUX4a67PEpL3Zf1UUe5C3hyl9P58+Hhhw1FRa7GPhJx3b8vvNCFgmSXXGKYMcPwv//58YtTWRnceafhxRddq5j99rP8+tfuSzYQjcLUqYb773df+EOHWi6+2LLllomLsu+7rrK33urKe8stPtts0/Q+VlfDhRcaZs1Kf2UvLITbbnNf5NEoPPCAYZttLOPHt+1Gyty57hidf37jAQygogL+/nfDmWe6C1AgFoM//9nw0kvpNx4Ow3XX+Ywd2/C1d96BefMMJ5yQfrLI5sybBw8+aHjrLUMsBqNGWU4+2TJ8eGr38U8/hfvuM3zxhXty8GDLL37hLpLJE2AuWeJa4rz5pmuJ0rUrHHaY5cQTU8+vqip45BHDc88ZSkrcPu65p+WMM1rXMsRamDXLlW3mTFe2QYMsP/+55eCDU8u2cKHb19dfd+fz8OGWk06yjB6d+rmXl8MTT7gWMmvWwMCBlqOPtkyalOiuXVMDl11m+OST9Ac9Px9uvtlnu+1cGb/7zrXGCcYi79sXjjnGjQ0eBIWgW/nMmYbTT0+cS5WV7m/xuecMZWXuWO2zj2XKFEu/fi0/ViLSMYwJz7DWphlJXdYnZaem9zHTslN9vg/33+8mHx89uultKzspO4lI56bs1DkoOzW9j5mandascb19XnzRUF4Om21mOe44y4QJxI9rfcpOyk4i0nmNGjWG6dOnp/2i2GAruCDR3TTYxVAofRfXQNCt3PNSv7iD5c4+2/D994aXX/ZTLojWJt6bbhv1y5Ju/cllsLbx9dTn++6RjjFuO8kX0uD5tmjN+xtbtqnyQtPHr6XbbqpMzX1O9cvY1GeVvL76x7r+cs2dhy3VlrI1t1xz52VrP7P6xyVdeGzs82zPYyUi65du0nQOyk7N72OmZad1vVxz61B2arxsyk4isjaUnToHZafm9zFTs1NLj0dbtt3UOpSdGi+bspOItFVTFVwbdOfLxr7k6i8TSNcVNRjPdckSeO01w8EH2wZfxsakf29rywItWyZZSy7SyWVYG615f2PLtqa8bd12U+toSXfjlpaxpetr6WffEh1RttZ+Zi39e2hreUREZN1RdmpYhrXRHtlpXS/X3DqUnRoup+wkIiIBZaeGZVgb7ZmdWnuNVHZylJ1EJNO0oaph41JRAcce67HHHh6+T5u7KouIiIhsDJSdRERERFpO2UlERKTtNugeXO0hLw/OPddn2TLDXntpTFYRERGRpig7iYiIiLScspOIiEjbqYKrGaEQ7LMPgMVa13VcLWlERERE0lN2EhEREWk5ZScREZG222AruKyF8nJ47z3X3TschjFjoG/f1KBQWwsLF8JmmzUdIKyFF1+E+fMNZ51lWzTObGtUVkJxMWyyydpNxjlvHgwaBNnZ7VMua6GmBr76yq07Oxt23hn6908dH9f34f33Ydmy1Pd37w7jx0NWVuo6Fy2C6dPdpJBdu8Luu0N+fuP7XlLiPsf+/dt2fGIx+PFHmDXLlXXbbWGrrVLLlW7fFyyAoiLo1i31tVWr4O23E5NaBoYPhy22SJSxthbefBPKylKX8zwYOxZ6925Z+a2FuXNd+ZOFQjBuHPTsmbpsZSV8/jksXuz2c5ttICen4XojEfj+e/jmG1eWnXaCwsKGk3d+9pn7/OvbdlsYOjR1Qtk1a+DTT6G0FHbcEYYMadn4xjU17liVl6c+P3Ag7LJL2+ZuExGRllN2ap9yrYvslLzuRYvcMoWFTZdD2anjslN9vg9z5sDgwZCb27CcQXZaswZ69XLr7Nq1+c9N2UlEpGMpO7VPudbVfacVK2DGDLffAwfCDjvovlNTdN9J2UkkY1lrO+1j5MiR1tpomx4rVkTtfvv5tmdP3w4c6Ns+fXy7zTa+nTkzan0/sdx//xu1O+7o25KSptdXWRm1Bx/s22239e2iRW0rU1OPhx6K2fHjfVtd3bb3x2JR+8YbUTtkiG9ffrn9ylVWFrU/+5lvu3Txbd++vu3WzbcDBvj2scdiKcfxm2+itqjIHeeBAxOPUaN8u3BhajnffjtqN9/crW/gQN/26OHbSZN8u3x5w+37ftSuWhW1xxwTsz/7mW9jsbYdm7/8JWZ79fJtUZFve/Vy+3H22TFbU9P4+376KWqHDfPtH/4Qa/DaFVfEbF5e6r4OHOjb3/wmllLGH36I2uHDU5fp1s23nufbv/yl4Xobe9TWRu0++/i2a9fUdQ0e7Ntp01KXXbUqag86yLeFhe7879rVt+ed13BfI5GoveqqmO3e3S1XUODbvfby7bJlqctVV0ftccfFUrbbp49vjfHthAmJc9b3o3bOnKgdMcJtu6jIrff222Mt+tz+/e+ozc31bf/+qft46KG+LS9v/785PfTQo30fwHTbCbLDxv5Qdmr5I1OyU/Dw/aj98kt37G+7rfEMoezkHh2Znep/HjNmRO2gQb59+umGr82aFbXbb++23b+/+3fECN9+913q3126h7KTHnpk9kPZqXM8lJ1a/siU7OT7Ufvyy66cXbr4tl8/d33dZx/dd2rqoftO7f83p4ceerTfw12v01/LN8geXEuWwGmneQwZYrnlFkvfvq5lwSOPGE491eOOO3x22cUtW14OK1dCNNr0OnNz4e67fVavdq052ltJiSuHta1/7/LlcNNNhqlTDYsXN2yJ0Fa+D3ffbZgxA+6/32fsWNeC5L77DL/5jWHMGMsWW7hlv/sOCgrglVd8+vRJrCMrK7WF8YIFcOKJHkcfbTnvPEturmvJdPbZHuefb/jHP2y8dUssBi+8AH/7m8e338KwYa0/PtbCJ5/A3/5mOP98yzHHWLKz4X//c/swfjwcfXTDCVyrquCKKwyzZ7uWIcmiUZg50/DLX1quvTa1QIWFqS0+hgyBt9/24+dXdTWcd57H4sVw6qkt35k1a+CHH+DWWy2HHJJ4nzGuhW9g+XKYMsWjWzfLU09ZttsOPvzQcO+9huuvhyuvtIRCrgXNNdcY3nzTcOutlrFjLXPnwmOPGaZM8Xj4YT++3uxsuP9+S1WVjR/Txx4z/PGPhmuv9eOttr7+2v3djR9vufVW93f3xhuGe+4x9OgBxxzT9ES5s2YZdtgBnn/eT2kJlpPjWlmJiMi6o+zUPmVaF9kJXPnuucfw4IOG+fMbZpOAslNCR2anZKtWwYUXeixcCKWlBkiUpbISLr3UY9Ag97eyzTbw5Zfwm994XHWV4aGHbIMeX8mUnUREOo6yU/uUaV1kp+XL3fV1/HjL+edbBg502eaSSzxuuMHwpz8lescpOyXovlOLD5WIdDIbXAWXtXDvvYYffoCHHrL06uWe79EDLrrI8umnhmuu8Zg61W/Qddb33b/GNOyObAwMGOAe9V+zNnEBTPfe5pZJfs33Wz/e8vTp8MorhiuusFxxReNvTN5+S5SUwO23Gy65xDJ5sntf//5wzTWW994zPPSQ4eqr3cVj4UJDly6uq3teXvr9BHj3XUNWFlxyiY13by4qgosv9jn9dI/ly134ABcO77zTY8QIy/Dh8NVXbetDf/vthl13hYsvtvEL2CmnWL7/Hm680XD44TblXAgupG+/beJlSRaLuUq5/fZzXeEDjZ03wQXb993NqQ8/hJde8lPe25zSUhc2tt7axt+XbnsvvWR4+2348EPL1lu75wYPtvTrZznpJI/TT7f07++GybntNsMtt1h+/nP3GQ4ZAsOHW8aMMXzwAUyYkNhOXp57WAszZ8Jf/2q49lrLyJHudWtdAF21Cq6+2sa71m+xhaW2Fm65xR3npm7SLFjg/r6Sg2pjf08iItJ+lJ06d3YCN1zLY48ZzjjD8tBDjRdG2SmhI7NTwPddZlqyhLRlf/99dy6+9ZbP0KHuuT33hL/9zWfiRI9ZsyxjxjS+j8pOIiIdQ9mp82Yna+G55wxlZXDDDa4CBOCgg6C21ufMMz3OOcey6abueWWnBN13EpFMtcGNLrpmjbtIHHKITRkfFtx4yMcd5/P2225s30BtLTz6qGHSJI8DD/S4+mrDihUN1/3xxzB1amprjooKuPNOw8EHexx0kMff/24oLU19XyzmxlH+2c/c+i+80LW+tda1yvjTnwx33mlYsAAOO8zjpptMPPS0xIQJ8MYbPoce2njLjFgM/vlPw8cft7w1yg8/uLCx996pLSAKC2HPPS0ffGDiwaikxI3lPGWK4cAD3bH4/e9d4Eve3oEHWu67z6dHj9RtrVrlKr6Sx5guLISpU31uvNE2O89EY6qqYMYMwwEH2JRxjz0PJk60/PCDa30SsNaN43vdde5Cus02DddZU+NaxLz0kuHQQ91neuyxhn/+01Bdnb4c1rrz56qrDD//uWWrrVq3H+XlrvXLjTe643vggR5Tphhee42Uc+WTT9zYxEFYA3eh3mYbV4bgvP/mm2A85tTPtnt3t+y775q058nKlXDuuR6DB8Ohhybe6/vuOO+5p6VLl9RtjxplWbDAtXBrjO+78aK//RaOOcbt36RJHjfeaCgubt2xEhGR1lF2Sq+zZCeA7beHN9/0mTLFNjk3gLJTQkdnJ2vh+efd38nNN/sN/rasda2dt9oKttwy9bXtt3c3Xz75JH0eA2UnEZGOpOyUXmfJTu++C7vsYhtUYuy2m7uWz56duh1lJ6ejs1NA951EpLU2uAquxYth6VI45JCG3VKNgd13dxew2bMTL65YAX/8o6FPH8s221ieespw4YWmQRfhZ54x3HWXF/9ir652XZBvuMGw6aaWzTe33Hab4ZJLTLy7dtDd+Ve/8sjNtWy3neXddw1nnOGxYoX7st9sM9dCJScHttvOMmRI6/pDh0LNTzT+009w5ZWGa6/1qKlp2Xo//9zQu3fDrvHGwMiRbvLJ4Bh9/rkLXXPnGrbd1tK3r+Xhhw2nn+6xaFEibPTq5Sb/TP5siotdq47jjrMpk18a4/arJRNFNmbxYrf+HXdseD5ssYVb93ffJZ4rL3dd2fff3zJ5cvrPYcUKN6npl1+6LsxDh1pWrjScf77h7rsNtbXpy/Lss4ZIBO66y/CLX3isWtXy/fj+exeIZ8wwDBpk2Xpr1yrs5JM9Xn89MenoJpvA/PmwenXq++fPd4Hqxx/dQejb1wWm779PXa6szLWymTs3fTlmzHBh4PPP4YADPD79NNHya+BAy+zZDff/yy9dWGgqMEQi8PXXroXz6tXumObmuhY7F19sKClp8aESEZFWUnZKr7NkJ3D73KVL861LlZ0SOjI7WeuO41VXeZx1lmW33RqWz/fh008Nw4fbBpPP5+TAsGGWGTMa3z9lJxGRjqPslF5nyE7V1e4eRNDrJ1lREWy+ubv+Jm9H2cnRfacWHyoR6WQ2uCEKwX3pFRWlf62gINHlNdCzJ/z3vz477ujeu2qV5dhjPc4+Gx5+ODE2b3KXbmvhL38xPP644fXXfTbbzD0/c6blwAM99t7bjf36yitw5pkejzzis88+LliUl1tuusnw8MOGCy+0HHecpbgYli833HBD091p22rTTeGhh3wGDqRBF/nGrFzpLqTpytOzp6WsLHFRufBCy7nnWnbayS1vrTuOV1xhOOYYj//+109pYRGIxeDPf3Ytci65pOlWyW1RUeEuqOnOhyDEBGEpFnMtaFauhEcftSnj8SbbZBN44AGfXXd1F2zPg0jE8uWXcMQRHuEwnH12arAxBn73O8tZZ1kWL3bB85xzDI88YlN6rTVm773hqad8xo+Hbt3c+iorLf/+twst06b57Laba91yzz2Gp54yHHuspajIBe9HHklt5bPjjq710mOPGbbZxjJggAsZzz1nmDcPRo1KX4799oPPPvMpL4cbbjAcd5zH66/7DBoExx9vOessw//+B3vt5c6DBQvg8ccbb30cyM6GP//ZnZ9bbunG0PZ9y9KlcMIJHueeCw880LJjJSIirafs1FBnzU7rmrLT2menmho4/3yPTTeF886zjeaglStdb636N8NCITfMlbtBlP7Nyk4iIh1L2amhzpCdwOWUYNjIZFlZbii/lSvbtHuNUnbSfScR6Vgb7J9tY12trW34Wm4uDB6cmKSxRw848kjL735nWLzYMnhww/VUVsLUqW5c3yuuMPGLStD9+5tv3M9TpxoGDYI99ki0COnSBS67zBKNrr9xXo1xY/q3RiiUGJu5vljMHa9grNqRIxtur1cvN5HmEUcYPv/cHYNkvu+6r3/wgeGee/yU3lvtJShj0NIkWRAcPc/9+9pr8OCDht//3gW/FStcUCkudl3Yu3eHgQPdRfHII1PXlZ3tLt5jxriWWKef3jCo5OW5wDd4MJxxhuWqqwyLFtmUbt2N6dkTDjss9bmCAjjgAEu3bobnnjPstptl6FCYNs3nZz9zwxZss40bu3jQIPd5BOd4QQE8/rjPSSd5jB5tGDHCtZ6prYXttmu89VIo5NYFbmzpadPcmNHHH2856CC4806fU07x6N0b+vVz295hB/c31tS5bgzsv3/DbQ0YAEccYfnDHwxLl9r4tkVEpP0pO6XqjNlpfVB2Wrvs5PvuBs+778Ktt/rMm+eGLqqthUWL3HHp08eVL/l8qT9/iO833Zpc2UlEpOMpO6XqDNlp+HD3nnQ5Bty22rthtbKT7juJSMfa4IYoLCx0X/offJC+9v7bb11rjV69Gq/aN8aN11tbS7zLd32RCKxa5SZIzM52Nf9ZWe7nI46wHHOMW/+yZYadd7bxCTADWVk0eK6zGTHCtfpYtqzhazNmGDbfvPEWS4Fhw1xrnPpdl33fteK45x7D/ff7jBq1bkLXoEGujF980XDlP/zgWtkMHerC4T33ePHgOHasx7hxHjNmuEq4sWM9TjjBa/R8AHcR3203F0waC1OQOL8ikcbPr5bq1s0d4+AzMsYFnqlTfU480dKnj+XSSy3XXutjLeywg40v16sX3Huvz+9+5yYDPeYYy2OPuRQ+enTz2950Uxe8gnHDPQ8OPBCeftpn4kTL4MGWv/7V8otfuAlKWxKo6jPGhbfqahf6RESk/Sk7tZ91mZ3WF2WntctOZWVuAvSSEjjtNI+xYz32398NnfTHP7rjctFFbvSCnXe2zJjRcA6USARmzjSMGtW64aOCcio7iYisW8pO7ae9s1N+vusd/cknDZcrKXFDBbbkfkdrKDvpvpOIdKwNrgfXwIFujqdp0wynnpramsFN9mwYMADGjGl8HW5iRkN2tmtxkE5Wlmtxs+OOlttuSx1ar6qK+Fj6fftaPvvMUFVlyc9PLBOJuItR/W7YLZ2Ic33YbLPEWMHJF4lYDD77zDBsmJszoLISnn7acNhhlm7dUtfx5Zfu9eRAkly5dd99Pltvve5aFBUWwlZbuQk8jzuOlBZPn39u6NXLdffOyoK77/ZTJqT0fZgyxWPoUMv//Z/bt8JC1zpk+XLX8iO53L4PH3zgLuChkLsAv/yy4aijbEr3/OD8yspq/PxK5vvwn/+4UDt0aOo2S0pcK58jjkisu7zctV4ZPtzGn3v6adeCK7klSlUV9O4Nv/qV5Ve/cs/Nm+fKPWyY6+oeicBTTxn23ts2GBN7wQI31nTQ885a91mPGwfjxye2/dvfGjbbjAbnRrJly+C11wyTJzf8m/34Y0NubsuOlYiItJ6yU/tZV9lpfVJ2Wrvs1LWra9WcPOdFZSVMnuwxZYrl8MPdpPfhMOy0Ezz3nCtTjx6J5YuLYeFCV57GMrKyk4hIx1F2aj/tnZ2MgZ12srz2mqGmJjVP/Pijq8DYdtv2PQDKTrrvJCIda4PrwRUOw/nn+3z1Fbz8smshAe7L+uuv4cknDeecY1P+E1ld7SbDDLpFr1rlJvbcbz/LwIHpt5Of77qTv/GGYf78RLfjJUvgjDMMb7/tLgg/+5nlxx/h/ffdBdpa17Lz+usNt92WaO3Ts6f70p4/f90cF2vh7bddd+CWhpl+/VzLkJtvdhNTBt3g33oL3nvPTajqeW4s4d/8xnD//YaqqkR3/JUr3fHecUfXugPWb+UWuPNh0iTL1KmGL75wn4HvuyFi7rrLMGGCjc9v0bOna5USPLbf3l3cevVyv2+yiSvr228bzjrL49tvE59pbS188QV89JELFllZLjxdcIHhpZfc69a65ZcudefXvvu2rOuztfDoo4aLL/ZYuTJxnlZWwiuvuLBx2GHuQ12zBg4/3OPf/07s6/LlcNttHnvvnTjvYzG45BLDddcZamoS67v9dkPfvi6oQGJC2z//2U1gG5znJSVuH3r1SoSK776DCRM8Pv/cbTf4m3v8ccOkSYkJ1K115/nrryeGbZg/H379a8PLL7twExyrxYvdfxr239/Sr1+7nBIiIlKPslN6nSU7rW/KTmuXnYxxQ90kH5ehQ11r+4ED3e99+rjldt/d4vtuqKJgnVVVcPfdhsJC2HnnxP4oO4mIdB7KTul1huxkjBtSb84cN9dTcI0sK4Obb3bD6W2xRfvut7KT7juJSMfa4Hpwgbs4Pvigz5QpHqNGwaabWkpKXKuGiy6yTJmSaA3pJveEiRM9Dj7YUlgIr75qGDHCcsstjU8uaIwbC9b3Yd99PSZOtIRCbhuHHmrZfXe33H77ufFhTz3VY+xYS9++8N57hm7d4NFHE+ORjB9vKSw0TJniLgi/+pVbtrWCsYnrW7AATjzRY4cd3KSRLZlQNDsb/vAHn4kT3fAqe+5pWbLE8N57rjv8QQe55fr3h2uusVx8sZtkctddLWvWwFtvGYYMgSef9CksTMy5de65hr32gnvvTS1oOAynnmrZaquW71dzjIGTT7a89JJh4kS3D/n58MYb7sbBZZfZZuc3qL/d44+3vPWWYe+9PcaPd2Hh888Ns2bBFVdYTjvNxrtsn3ee5dRTPXbe2bVsWbQI3n3XsNdelltvbdnklaGQW++JJxp2281jr73cPrz3nmHZMnjkEZ9ddnHLdukC/ftbfvlLN+FsUZHlzTfdWN3JE9d6ngsT//d/hnfeMeywg+WDDwzffw+PPebHJ2QtLHTnwJQpHm++aRg3znVxf+st1xJo2jQ/Hsb793fh4NBDPfbd1w218NZbhm23JeVvLhKBiy7y+PBDePNNny23hBEjXIuek0/2GDnStVD78Ue3j/vvb7npJk30KSKyLik7NXy+M2Sn1pS3rcule5+yU9uzU2uOy+abw5VXWv7v/9y8FjvvbPn4Y8NXX7nhfAYMcMspO4mIdD7KTg2f7yzZacwYOO00yxlnGB54wLDVVpZ33jEsWgTPPefHK5taul8tOR7KTrrvJCIdx9jO1De5nlGjRtnp0z9q03t9303eePfdHqWlrivw5MmW446zKRfZhQtda4+iIjcxZyQCu+3mLvR9+qSu85JLDDNmGP73Pz9+caqogH/8w/Dii278/P33t5x+emqX6VgM/v1veOABj8pK2H57y3nnuUkek7suf/IJ3HGHoaTE8Je/uC/g1ohEXOuQI45o2EIjFnMtGrbc0jJmTMsv2kG5/vlPw1dfuS67EyZYjj3W0rNn6vr/+1/4178MS5aY+Bi2J51k2XzzxISbN99s+O9/0288HIbf/tZn110bvvbRR7BggWul0pbAsXCh6zn21luGWAxGjXJj9G67bePHIuhivckmNCjT8uXw8MOG1183RKOuG/Rhh1kmT049v6qr3Xn17LNuLoZwGPbe2x2X+udXU6x1rVIeesjw2WeuwIMHu89hn31SJ0ldutR91q++6s7nnXay/PznNt6aKVBZ6Vo0PfssrF5tGDTIctRRlv33J+Wibi28+647B+bOdSsYNsxy4omW4cNTz2EXVAwffmjwPBg3zh3noBVSsNynn7rxqX/xi0SAqK523dKfe87E/2b32cdtJ+iOLiKdlzHhGdbaUR1djo2dslPr9rmzZ6f6gp7wO+xg2Wmnpsuh7NRx2am+WMw17Np/f9ug1Xh1Nbz4omuhXFxs6NfPHZOJE4kPn6PsJLJhUnbqHJSdWrfPmZKdysrckIYvvOB6BW2+uVvfuHE0Wtmk7KT7TiLSeY0aNYbp06en/TbdYCu4INGtNZCuVUTy68HP6ZbzfTjrLPdF+/LLfsoFMXk7jbX4aMkywXaaW6YpydtozWstWW9ryt/YcvU/k/qaOn7B623V0n1o6XZbcn61ZrmWaOk+tPdy7b3Oxo5rex4rEVm/dJOmc1B2anr/0uns2amtZVJ2ariu9Z2d6r8veE9T64TUG0jNvV/ZSSRzKTt1DspOTe9fOpmSnVp7zVZ2argu3XcSkc6iqQquDbrzZUu+pJJfb+wLsarKjZX86quGI4+0Df7T2dLttOQLM91/aFujqW2szRd2e5W/rReO9rjYtGXbzR3PlqyvPS+W7b3N1pStPdfZ2OsKFiIiHUvZqeWvtWS966L8rblury1lp7Yvl+59a7NOZScRkc5J2anlr7Vkve1Z/tZeI5Wd1s02dd9JRNa1tbysbfgqKuCoozzGjfPIyYETTmhbV2URERGRjYGyk4iIiEjLKTuJiIi03Qbdg6s95OfDlVf6FBfD7ruTMv6viIiIiKRSdhIRERFpOWUnERGRtlMFVzM8zwUMSIzTqpY0IiIiIukpO4mIiIi0nLKTiIhI222wFVzWwpo18MYbUF5uCIdh7FjLJpukBoXqapg/H7bZpukA4fswdSrMm2c4/3xLdnb7lre8HJYuhS22aF2Q8X147z1XrvqGD7fsuGP7BaOqKliwIP2xisXgtddg6dKGG9ttN8uWW6af2HHePNc6qVu3htuzFlavdp9hRYX7DMeNswwa1Pp9ikZhzhyYMcMQi8GwYZbtt4ecnNTlfB9+/BHee88t16WLZe+9Xfma2uby5e4z3GyzhufXf/8LpaWpb/Y82HdfS//+rduP6mqYPRu++soQCsGoUZYttoBw0l+ytVBaCjNmwMKFhoICy667Qv/+DceqrqmBL7+E2bPd+nbe2bLVVqnr83348EOYMyd1H/LyLAcdBAUFqdtesQI++ghKSkx8fVlZLdu3l15yf6/JBg+2jB+/9uOEi4hI05SdOm928n1YvNhdjysrDZtsYhk5Erp0SV2vslNDyk4iIrKuKDut3+wEEInAZ5/BN9+4F4cMsYwZkz6fBNkpEjGMGWPZdFMIhVKXU3ZqSNlJRDLNBlvBtXy5G8P4u+/cF2FtLWRnG5580mfkyMTF4I034KKLPN5/309byRKoqYF//tNjzhw3HnJrLxDNeeopw333GV5/3W9w8WtKTQ3ceafho49MynOLF8Nhhxn+9S+/RV/yzamshKuuMrz6quG993y6dEl9vbwcbrrJ49tvU9+zdCmceSbcfrttcANm1iw47jiPs86y/PrXtsE2FyyAn//cY+5c9xnW1EBenuGRR3zGjGl52PB9uP56w9//bsjKchfRsjLDUUdZ7rjDxo+378M778DJJ3tEo5Cd7S56228PDz/sM2hQ+vVXVcHZZ3usWQP/+U/q8V66FP74R4+VKxPPlZS4AHXDDXDhhQ33uzHV1XDGGYZp0wxdurhgF40aLr3UcsklieO7ZAn87GceX3wBvXq5C35BAdx7r8/EiYnjVlMDv/qV4V//cuuLRl3wO/98y5VX2njwW7XKfU61tW7ohEBhoWG77XyGDXO/Wwvffuu2/dNPkJcHtbWG3/zGct55tkGQrO/VV+H44z369UsNnSNGGEaP9lMCjYiItD9lp86Znax1/xE/4wyPykp386O42DB8OEyd6tOvX+L9yk6plJ1afKhERKQNlJ3Wb3aqqYFbbzVcf72JN/IpLTWceqrld7+z8WuutfDuu/CLX3iUlblrpOcZbrvNctRRqfemlJ1SKTu1+FCJSGdire20j5EjR1pro61+/Phj1O6zj2/PPTdm586N2tLSqF22LGpvuilmhw/37bvvJpZ9+umoHTjQtytXNr1O34/apUuj9ttv3c9tKVdTj1tuidntt/dtVVXr3uf7UVtd7faxtDRq16yJ2j/9KWYHDfLt7NlrX1bfj9rXX4/a/fbz7aab+nbwYN+uWZN+uaqqRDlWrYraCy6I2W239e2PP6aWo6Qkaq+5Jma32863Xbv69rrrYg3WV1nptnnoob794Qe3zqVL3Tq32sq3ixa1vPzvvBO1ffv69sYbY/bHH916HnssZvv39+3DD8fiZZs3L2qHDPHtFVfE7PLlbpvffx+1++/vylFd3XD9sVjU/u1vMZuV5dvRo31bW9tw+xUVieOydGnUHnGEb/fay7clJa37HB54IGYHDPDtE0/E7NKlUbtgQdRefnnMbrmlb5cvd8vV1kbtmWfG7M47+/bNN93n8OWXUXvqqTG7446+XbIksb5HHnHH4NFHY3bJEvd3c9NNMdu3r2/feivxmU2fHrW9e/v2448T+1FaGrXl5amf68yZUTtypDt+M2a49T32WMzusotv//GPWLPn4rXXxuyuu/q2uDh1O1VV6+ZvTg899GjfBzDddoLssLE/lJ2af2Radlq0KGq33963Z5wRs1995ZZ7/fWoHT7cfV5B9lB2argeZSc99NCjMz+UnTrHQ9mp+UdnyE6+H7X/+pfLJ88848pQUuLeN3iwb2++2V03fT9qX3klanfYwbd/+YvLTnPnRu3dd7vP5ZVXEutUdmq4HmUnPfTQo7M+3PU6/bW8w8NEU4+2BA3fj9orr3QX7frhIRKJ2mOPjdkDDkhc0JODRiTiHrFY4+tO94Xn+4n3NvaF6PtRG42mX38s5r7gt9/et2VljW+/Jfv+9tvR+MWoflkaK39Tj2g0an/1q5g98cSYvfHGWKM3aepvZ9q0qO3Xz7evvdZwm7NnR+1uu/n2vvtidvTo9BVc33/v3v/BB6nPL1zoQsO0aS0rfywWtccfH7OTJ6eGgFjMnSejRyfOhX/9K2q33NK3K1ak7svLL0dtjx6+nTev4X5+/LELUzvvnD5o1D+WN94Ys5tu6tuvv27dZ1FZGbUjRvj297+PpZwf5eVR+9Zb7rwKjluvXr79z39S179sWdRusYVv77nHHevq6qgdM8a3l1+eur7a2qg9+uiYPfbYxPP//a8LGosWNf434vtRe+65MTt0aGqA8v2ovfPOmB0zpvkQfcYZMXvYYX58G039Pemhhx6d76GbNJ3joezU+n3vzNnJ96P2jjtiduutG+aTF15w1+cffnDPKTulPpSd9NBDj87+UHbqHA9lp9bve0dkJ9+P2pNPjtkTTki9Dvt+1J53XszuuWfienjIIb494IDUjOH7UXvRRS7fRKPuOWWn1Ieykx566NGZH01VcG1wo4uuXg1PPGE49FBLUVHqa6EQHHus5YMP3HiygepquPtuwwEHeOy9t8ellxqWLGm47nffhUcfNdik3r1lZfDXvxr23ddjn308rr3WsHp16vuiUfjXvwwHHeTWf9ZZhu+/d11ro1H43e8Mt9ximDcPJkzw+POf3Ti8rbV4MZx7rsfWW8P48aldkKNRuO8+w9tvk1L+5oRC8Le/We6/39K3b8ve8913cMEFHmPHwk47NXx96FB47TWfE0+0jXb33nRTePJJn513Tn1+1SrXRbql3YarquDTTw377WdTxvf1PNhvP8u8eW5YAYADDoBHHvHp2TN1HUuXGnJyaDD+dXExnHOOx5FHWg4/vOmDauu6yF99teHoo92Y3K2xdKkbo3mvvSzz58Mrr8DMmW4/xo1LjF38xRdufOdRo1K70vfuDSNHWt5/35Vl+XKYOxf239+mjDGclQX77QeffWaoqnLPrV5tqKhw+7r33olz+KOPEueS78OsWYZx4yyFhYn1GePGV/7xR1i0qPH9i8Xc2OVffQWTJrlt7L+/x3XXGZYubd2xEhGR1lF26tzZ6f33YfRom5JPjIFddnHX/y+/dM8pO9Uvg7KTiIisG8pOHZOdLr/c8vvfp16HYzFYtgy6dnXX0Koqd23cf3+bMoyfMbDrrpZZs9zcUaDsVJ+yk4hkqg2ugmvJEjfZ4EEHNaw8cRc0NyH3V18lXly5Eu64wzBsmGXcOMtrrxkuuMBQXJz6/hdeMDz0kMH33e8VFfCnPxnuvdcwapRl110tjz1mOP98E79gRqNunONLL3UTgu+1l+Xrrw1nnOGxZIm7UIwcadl6a3fx3HNPy0472TZNbDhzpruwz5oF++3nMWNG4kKwaJEr69/+5lFT07r15uSkTv7YnPffdxemV1+FiRO9eKgKGOPGyW1KVhaMH596ca+thb/9zbDDDrD77i0ry+LF7vPdcceG50MwSeY337jfu3Vz50fycsXFcPPNhuOOsylzXESj8Oc/u7GVL7us+XF+AV55xU2oee+9hqOP9lixomX7APD1166sTzxh2GUXj6OO8hg/3uO44zxKShLLzZhh2Gor0o7rPWqUm9SzpsaNWRwOu2NQ3w47WFatgoUL3e9ffeX+XbQIdt/dMnq05aOPDKee6jFzpvtsjXGTcs6caRqcXzNnGlaudCGxMW4yVhfSs7Jg770tgwdb7r/f8H//Z1LGkhYRkfal7NR5s5Ob5Ns0uIEA0L27u47PmOFeUHZKpezU8mMlIiKto+y0/rOTMbD11rD55onnrHUNgd54w3DWWT6e53LQwIHwySekVOBZC598Ylixws2DCspO9Sk7tfxYiUjn0or/emcOY9J/0YKbrDA3N/W5Xr3g5Zd9ttvO/X7ppZZjj/U480zD44+nTt4YXLitdRNIPvus4bXXfAYOdM+feKLlgAM8XngBjj/e8t//wnnnGZ5+2mfs2KBFieWOOwxPPGG44ALL4YfDTz9ZfvrJ8Nvf2gbla6mJE2HWLJ/ycvjDHwzHH+/x5ps+AwbA4MHw+ONuIvLWTCbaFiecYDnoIMuaNXDppR4//7nHa6/5dO3a9nVaC9OmGf73P8O0aX7KpJNNqax0ASXd+VBQ4FoKlZWlf28s5sKE77tzIgh/1sIzzxj++U/DM8/49OnTfDmMgd/8xnLOOZalS91E8Wee6fHkky2bjLW01AWxGTMMf/iDZc89LV9/DY895nH66R633+7KsXo1FBY2DIbGQFGRm2g0FnP77HnpWyR16+ZaKwUtaU45xTJhgmXnnRN/O5WV7hw+8kiPt97yGTzYfe6nn254/nnXcqmgAL7/Hh5/3DTbeis7G2680Z2rm27qPhdrYeVKy89/7nH22fDYY7ZVNwtFRKTllJ06Z3Zyk6fToHU4uGt9YSENWnAHlJ2UnZSdRETWHWWnjs1O4K7hl17qejftv7/b7+xsOOkky5/+ZHjjDRvv8f7FF/D8801fX5WdlJ2UnUQy0wb7Z9tYV2vfJ94SJpCTA/36JVpQdO0KRx5pueIKw6JFMGRIw/VUVsJzz7ma/7PP9uLvDVrbzp3rfn/mGcNmm8Ho0cQvVPn5cP75llisYWvctREKQZ8+7nHBBZapUw3vvw+TJ7vtjBnTfttqSjgMffu6x/nn+xx6qMesWa5Lc1tYCx9/7FrR3HKLz+jRLT9unuce6c4H33frTtcKxvfdsAAffWS47z6f3r0Tr82bB1dd5YYj8DyYPt21MqmogBkz3Oc7dGjDi31wnvXtC1OmWC691LBwIWy2WcuPxXnnWY4/3rUK2nZb2HFHnzFjPJ57znD66a5FT7BfycfIWncMQiH3fHAhr/+3AMTPy+B8HTKk4d9AQQEcdpjl+usNb71lOOEEy377wX33+fziFx6FhYY+fVwrnF12cQGlqdZhxjQ8P4xx/wk44gjL735nWLzYMnhwy4+ViIi0jrJT58tOI0a4MkajDd+TfG1P95qyk6Ps1PJjJSIiraPs1HHZqaICrrzSsM02lquvTlRKGAMnn+x+nzzZY+BAd039/nvXI2v58vTHQ9kpQdmp5cdKRDqHDa6Cq2tX94X+7ruGnXZq2D34669d99++fRuv2g/Gb41EDJWV6ZeJRNzYrUOHwiabpK7rxBPh5z93zxUXG4YPb9g6Jhxu3dA1jal/QQlsuqkLHKtWGaAVgx+3czm23dZdeJO7M7d2vR9/DL/+tcc11/hMmNC6cLbJJq4FyaxZhh12SD0OP/wANTXuM0zm+/DII4b77zfcf7/PVlulbvPf/3bj8z75pOFf/3IvVFe7c+LAAz26dYMXX/TZfnu3fLohC0aMsESjjZ9f9eXnW3r1Mowdm3pODx4Mw4fDBx/A6ae7i/qLL7qWMvVbD338sesGnpsL223nWhjNnUtKiAL4/HND9+7EL+qNfbaDBkH//oku4J4H++zj9v2FFwyrVsEFF7ju/99+a9IG9kDQ0ibdsRo50lJbmxibWURE2peyk9MZs1N+Pgwb5q7hp5ySunxpqZu769RTG65X2UnZSdlJRGTdUXZy1nd2ClRUwMUXG6JRuPVWS5cuqa+HQq5n26abWl56yRCJwDXXWKZPN6xcaejVK3V5ZSdH2UnZSSRTbXAVXP37u3FUn33WMGWKTekWba1r/TJ4sGvZ0hhr4YMP3ASP9S+UgexsV8u/xRaW225LHbu4oiIxhu+AAZaPPzZUVtqUbrm1tQ0nrWysZUNjamrgoYdci47+/VNfmzPHjYvcVKBqL+Xl7sJ87LENJ1idNcu1Oqo/gWZLWAsffQTnnedCxgEHtL7lUWGhG6d5xgz4+c8T77fWjdHbuzcpk5jGYm5fHnjAhYwtt2y4zSlT3DBCyd2f77zT8OqrhieecN3YN9nEHf/nnzeceGJq0GzJ+VXf8OEumK5Y4UJkoKzMTQK6667u96FDLeXlhvnz3XsC1dXwxReGI490QSVoJT5zpmHMGJtyXKZPh622cudmbS08/LBh4kTLoEGpZZo3z42XHIwR7fvuZtuoUTB6tI2v74orDFtu2fS+LlniAtyJJzb8m33/fUNeHimTiIqISPtRdnI6Y3YKbk785z+GmprUPDFvnjtu226bKK+yU4Kyk7KTiMi6ouzkrM/sFKiogIsuMsRicOONNu21LhZzWWrPPWGvvWz8uYcfhmHDbMqcW8pOCcpOyk4imaoNU0p2buGw64Y9Zw48/7z7ogT3JThzJkydajjvvNSbCVVV7sIci7kvtmXLXBfvAw9seAEP5OXB0Udb3n7b8N13ie65CxbAKacY3n7bXaAmT3Zj3775phtexlo3Xu3vf2+4447EGLF9+riJKYMu5i1RXe0mKb3hBkNJSSKorFjhJoXcbDPYbbfE/r/8smtJ1Ny4tK1VVgY33GC46y5DeXmiW/KSJa4co0bBDju0bp3tETLAtdw58kjLM88Ypk93n0EsBvPnu3BwyCGJ1j5ByHjwwcZDBriWWltsAVtumXj07Ome33JLFwQ8z+3/lVcapk0zVFe7fYpG3TnyzDPu4j1gQMv2Y8AAFyYef9ywbJkra2kpvPSSa41z2GHuQ91yS9dK5u9/N6xZ47ZZU+M+h0WL4IADXKgoLIRDDrHcdZdh3jy3vmjUBbKpU10gCYfd38899xj++MfE+nzftUb7178MAwfCuHFu29995yaZnT7drS8WczfpnnjCcMQRNj7ms7VueICXXkoE60WLXCB5/nlSjtX8+W4M7IMOSp1sVURE2o+yU+fNTsbAhAmW+fPd5PE1NYnj8be/GXbcMTFxt7JTKmUnZScRkXVF2Wn9ZydIrdz6+9/TV24BvPUWTJzoMW+eK1MkAq+/Dm+/bTj88NR5rpSdEpSdlJ1EMlWzPbiMMQ8AhwDLrbXD6p7rATwJDAHmA0dba1cbYwxwM3AQUAmcbK39tO49JwFX1a32OmvtQ+27Kwm77AKPPupz0kke//iH68pdWgpvvWX43e8sv/xlouWAMa7L98EHe/EJCt9+2zB+vOXvf298ckFj3HjDxsD++3vsvbcbh/aNNwzHH2/j47ruvbcbH/bMMz123tm1bPnwQ8Mmm8BDD/nxcowbZykqMpxyise4cZaLLmr+ItS1K9xwg89pp3m8/LJht90s1dXw3nuGvn1h2rTEGL4//ghTpngMGwZTp/ptmlDU89JfePv1g+uvt/z614YnnzSMHm0pKXEtILbf3k0ymm5SyeA41h8jN2jNcdxxHl27uovytGmpyxx0kOXQQ5sPH8a4bvsvvWQ4+GCPXXd13a7ffdcdo4svduHG9+GxxwznnWcYM8bdNEoWCsGZZ9pGK+qCMZeT7bADXHaZ5eyzDbfdZhg2zLJ4seHjj91F/sYbWz55ZVYW3Habz7HHeowebdhlF/jmGxc2nnjCZ9Qot1zXrvDnP/tMmuTxySeGXXe1fP+94fPP4YorLDvtlCjvRRdZXn/dMH68xx57WKqrDR984MalPuEEd24XFLhz7Je/9Hj9dcPuu1siEXeOde8Ozz7rx8P4oEEugE+a5M7hSMSNxT1yJCl/c5EIXHaZx4cfwptvuq74O+0EF15omTLFY/vtXauqhQvdsTriCMtf/2rTjlktItIZKTul34ayU0JrstOoUXD22ZZzzjHcd59hiy0s77/vbgC88IJPYaGyUzrKTspOIpI5lJ3Sb0PZKaGqCv7v/wyPP26YNMly0UWpC/Xs6TJK9+6u8qW4GPbZx+3nihXu+njUUZYDD3TLKzs1pOyk7CSSqYxtplmFMWY8UA48nBQ0bgBWWWuvN8ZcBhRZay81xhwEnIsLGmOAm621Y+qCyXRgFG5g3hnASGvt6qa2PWrUKDt9+kdt2jHfh/ffh3vvNZSWGrKyLJMnw+GHp3ZHXrLEdR/v3h2eeQYiEfdleuqplh49Utd5ySWGGTMM//ufH//Sq6pyLQX+/W+D78P++1tOOCG1JUksBm+8Af/4h6GiwrD99pazznJBIrmL7hdfwN13u1Yx115rWzQJZNDi5MknDfPnu5UNH2457jjL1lsn1u/7MG0abL65+1JvS6uURYvgf/9z3Xnrf+nHYq6VzNNPG5YsMXWTi7qJKQcNanwSz6lTXfgIxg0Onn/nHbj5Zq/RrvNHHmn5xS8ajnXdmGXLXNnefNO19hk92nL00ZbNN3dl8324/37DSy+lX2EoBBdf7Dc6YepXX7nHz36Wuq+1ta7FyHPPGdasMYTDsM8+btutHbbRWtc9+/HH3Xm4ySZuPbvtlhpyfN+dE089ZZg3z9C1q+WQQywHH+zm8qi/viefNHzyicHzXPf9yZNTW60Ewe/JJw1z57qdGzbMnWPbbZd6Di9Y4FrYfPihW9/48ZajjrIpk+laC7Nnw1dfGSZPTpxLNTVuHOfnn0/8ze67r2uxVn/4JhHpfIwJz7DWjurocnQGyk4Jyk7tk50qKtyQKm6+A8Pmm7vr6y67uAyg7JSespOIdGbKTgnKTgnKTumzU3k5/OY3ie3X17u35Y9/tPTq5cr75Zfu+vrFF4acHMsBB7hKjOD6qOyUnrKTiHRWo0aNYfr06Wm/QJut4AIwxgwBXkwKGt8Ce1lrlxhj+gNvWmu3McbcXffz48nLBQ9r7Rl1z6cs13jB2x40IH2X6PoXpsZ2v/5yvg9TpriL6csv+ykX2vrraKwyp7ll6i/XmjDQmjK0JWS09P0t3c/m1tmS7uyt3Y/myrY222zq2LTkPGyNlp4jbTnn1tdyrfnc1+ZYicj6o5s0qZSdlJ1a+v72ur4qOzVO2UlEOiNlp1TKTspOzb2/tblD2an5bTVG2UlEOpumKrha2FG1gb7W2iV1Py8FgukSBwI/JS23sO65xp5fp1ryBdWSCpiyMjcm66uvGo47zjboEtwe22ntcm1539p+Ya+LbTS2/Lq4uLSkW/m6WHd770t7n0sdsdz6/NxFRDoJZad23k5rl2vL+zpTdlqXOaYjtqns1LrllJ1EZCOk7NTO22ntcm1537rMTu11v6mt6+vobSo7tW45ZSeRjYfX/CJNs64LWAvaILSMMWaKMWa6MWb6ihUr2mu1bVZeDkcd5bH33h49eiTGiBURERFpC2UnERERkZZTdhIREZHGtLUH1zJjTP+kruLL655fBGyStNyguucW4bqLJz//ZroVW2vvAe4B11W8jeVrNwUFcP31PqtWuUkLu3Xr6BKJiIhIBlJ2EhEREWk5ZScRERFpVlt7cD0PnFT380nAc0nPn2icXYGSui7lLwMHGGOKjDFFwAF1z3V6ngcjRsC++0L37urKKiIiIm2i7CQiIiLScspOIiIi0qxme3AZYx7HtYLpZYxZCPwOuB74lzHmVGABcHTd4i8BBwFzgErglwDW2lXGmGuBT+qWu8Zau6od90NERESkU1B2EhEREWk5ZScRERFpq2YruKy1xzXy0r5plrXArxpZzwPAA60qnYiIiEiGUXYSERERaTllJxEREWmrtg5RKCIiIiIiIiIiIiIiItIhVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRVMElIiIiIiIiIiIiIiIiGUUVXCIiIiIiIiIiIiIiIpJRjLW2o8vQKGNMGfBtR5ejg/UCiju6EB1I+6/91/5vvLT/mbX/m1pre3d0ITZ2yk4Z93fT3jb2/QcdA+2/9l/7nzmUnToBZaeM+7tpb9r/jXv/QcdA+6/9z5T9bzQ3hdd3SVrpW2vtqI4uREcyxkzfmI+B9l/7r/3X/nd0OTrKxr7/0mYbdXba2P9uNvb9Bx0D7b/2X/u/8e6/tJmyk/Zf+78R29iPgfZf+78h7L+GKBQREREREREREREREZGMogouERERERERERERERERySidvYLrno4uQCewsR8D7f/GTfu/cdP+i7Texn7eaP9lYz8G2v+Nm/ZfpPU29vNG+79x29j3H3QMtP8btw1i/421tqPLICIiIiIiIiIiIiIiItJinb0Hl4iIiIiIiIiIiIiIiEgKVXCJiIiIiIiIiIiIiIhIRum0FVzGmInGmG+NMXOMMZd1dHnWBWPMJsaYN4wxXxljvjTGnFf3/O+NMYuMMTPrHgclvefyumPyrTFmQseVvn0YY+YbY76o28/pdc/1MMa8Yoz5vu7forrnjTHmlrr9/9wYs3PHln7tGGO2SfqMZxpjSo0x52/In78x5gFjzHJjzOyk51r9eRtjTqpb/ntjzEkdsS9t0cj+/8UY803dPk4zxnSve36IMaYq6Ty4K+k9I+v+bubUHSPTAbvTJo0cg1af85l6jWhk/59M2vf5xpiZdc9vkOeArDuZ+nfRGspOyk7KTspOG1N2Um5SbpJ1K1P/NlpKuclRdlJ2UnZSdlJ22sCzk7W20z2AEDAX2BzIBmYBQzu6XOtgP/sDO9f93AX4DhgK/B64KM3yQ+uORQ6wWd0xCnX0fqzlMZgP9Kr33A3AZXU/Xwb8ue7ng4D/AAbYFfioo8vfjschBCwFNt2QP39gPLAzMLutnzfQA/ih7t+iup+LOnrf1mL/DwDCdT//OWn/hyQvV289H9cdE1N3jA7s6H1by2PQqnM+k68R6fa/3ut/A367IZ8DeqybRyb/XbRyP5WdlJ2CfVZ2auHnjbJTxl43G9n/Vp3vmXx9SLf/9V5XbtKjzY9M/ttoxT5u9Lmpbr/mo+wUnPPKTspOyk6J55WdNpDPv7P24NoFmGOt/cFaWws8ARzWwWVqd9baJdbaT+t+LgO+BgY28ZbDgCestTXW2nnAHNyx2tAcBjxU9/NDwOFJzz9snQ+B7saY/h1QvnVhX2CutXZBE8tk/OdvrX0bWFXv6dZ+3hOAV6y1q6y1q4FXgInrvPDtIN3+W2v/Z62N1v36ITCoqXXUHYOu1toPrbvqPEzimHV6jZwDjWnsnM/Ya0RT+1/XIuZo4PGm1pHp54CsMxn7d9Eayk6NUnZKL+M/f2WnjTs7KTcpN8k6lbF/Gy2l3NQkZaf0Mv4cUHZSdkLZaaPLTp21gmsg8FPS7wtp+iKc8YwxQ4ARwEd1T51T13X0gaDrLBvmcbHA/4wxM4wxU+qe62utXVL381Kgb93PG+L+B44l9QtmY/n8ofWf94Z6HABOwbWMCGxmjPnMGPOWMWZc3XMDcfsc2FD2vzXn/IZ6DowDlllrv096bmM6B2TtbKh/F41SdlJ2QtkJlJ021uyk3KTcJGtvQ/3bSGsjzk2g7BRQdnKUnZSdlJ0SNojPv7NWcG1UjDGFwFTgfGttKXAnsAWwE7AE131wQzXWWrszcCDwK2PM+OQX62qKbYeUbD0xxmQDk4Cn6p7amD7/FBvD590YY8yVQBR4rO6pJcBga+0I4P+AfxpjunZU+daxjfacr+c4Uv/DsTGdAyKtouyk7ISyE7BxfN6N2Yiz00Z7vtej3CTSQht5bgJlJ2WnJBvD590YZaeN73yvZ4PNTp21gmsRsEnS74PqntvgGGOycEHjMWvtMwDW2mXW2pi11gfuJdEdeIM7LtbaRXX/Lgem4fZ1WdAFvO7f5XWLb3D7X+dA4FNr7TLYuD7/Oq39vDe442CMORk4BPh5Xdiirov0yrqfZ+DG/90at6/J3ckzfv/bcM5viOdAGDgSeDJ4bmM6B6RdbHB/F41RdlJ2QtlJ2Wkjzk7KTcpN0m42uL+NdDb23ATKTnWUnZSdTkbZSdlpA81OnbWC6xNgK2PMZnWtDI4Fnu/gMrW7urEv7we+ttb+Pen55PF9jwBm1/38PHCsMSbHGLMZsBVu0reMZIwpMMZ0CX7GTXo4G7efJ9UtdhLwXN3PzwMnGmdXoCSpi3EmS6lB31g+/ySt/bxfBg4wxhTVdSs+oO65jGSMmQhcAkyy1lYmPd/bGBOq+3lz3Of9Q90xKDXG7Fr3HXIiiWOWkdpwzm+I14j9gG+stfFu4BvTOSDtYkP8u2hA2UnZqY6yk7LTRpudlJsA5SZpHxvi30aKjT03gbJTEmUnZSdlJ0fZqc4G9flbazvlAzgI+A5Xe3hlR5dnHe3jWFy32M+BmXWPg4BHgC/qnn8e6J/0nivrjsm3wIEdvQ9ruf+bA7PqHl8GnzPQE3gN+B54FehR97wBbq/b/y+AUR29D+1wDAqAlUC3pOc22M8fF6iWABHcGK6ntuXzxo0ZPKfu8cuO3q+13P85uLF9g++Au+qW/Vnd38VM4FPg0KT1jMJdkOcCtwGmo/dtLY9Bq8/5TL1GpNv/uuf/AZxZb9kN8hzQY909MvXvopX7qOyk7KTspOy00WSnRvZfuUm5SY92emTq30Yr9m+jzk11+6PspOyk7KTspOy0gWcnU1doERERERERERERERERkYzQWYcoFBEREREREREREREREUlLFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiEmeMiRljZiY9hnRQOf5gjPnJGFNe7/kcY8yTxpg5xpiPgvIZY3ZJKvMsY8wRHVFuERER2bhkanZKen2wMabcGHPRei2wiIiIbJQyNTsZY4YYY6qSyn1XR5RbRBoy1tqOLoOIdBLGmHJrbWEjrxncd4a/HsqxK7AA+D65PMaYs4EdrbVnGmOOBY6w1h5jjMkHaq21UWNMf2AWMMBaG13XZRUREZGNV6Zmp6TXnwYs8JG19q/rupwiIiKyccvU7FRX0fWitXbYui6biLSOenCJSKPqWqh8a4x5GJgNbGKMudMYM90Y86Ux5uqkZecbY/5U15JlujFmZ2PMy8aYucaYM5OWu9gY84kx5vPk9yez1n5orV2S5qXDgIfqfn4a2NcYY6y1lUmVWbm4GzUiIiIi61WmZKe69R4OzAO+bJedFxEREWmlTMpOItI5qYJLRJLlJXW3nlb33FbAHdba7a21C4ArrbWjgB2BPY0xOya9/0dr7U7AO8A/gMnArsDVAMaYA+rWtwuwEzDSGDO+FeUbCPwEUFehVQL0rFv3GGPMl8AXwJnqvSUiIiLrQUZmJ2NMIXBpsB0RERGR9SQjs1Pda5sZYz4zxrxljBnXyv0WkXUk3NEFEJFOpaouKACuJQ2wwFr7YdIyRxtjpuC+P/oDQ4HP6157vu7fL4BCa20ZUGaMqTHGdAcOqHt8VrdcIS54vL22BbfWfgRsb4zZDnjIGPMfa2312q5XREREpAmZmp1+D9xorS1Xo2QRERFZjzI1Oy0BBltrVxpjRgLPGmO2t9aWruV6RWQtqYJLRJpTEfxgjNkMuAgYba1dbYz5B25IwEBN3b9+0s/B72HAAH+y1t7dxrIsAjYBFhpjwkA3YGXyAtbar42bJHQYML2N2xERERFpq0zITmOAycaYG4DugG+MqbbW3tbG7YiIiIi0VafPTtZaG2zPWjvDGDMX2BrddxLpcBqiUERaoysueJQYY/oCB7by/S8Dp9QNi4MxZqAxpk8r3v88cFLdz5OB16211hizWV3wwBizKbAtML+VZRMRERFpb50yO1lrx1lrh1hrhwA3AX9U5ZaIiIh0Ap0yOxljehtjQnXr3BzXK+yHVpZNRNYB9eASkRaz1s4yxnwGfIMbk/i9Vr7/f3VDCH5QNxxOOfALYHnycnWtiY8H8o0xC4H7rLW/B+4HHjHGzAFWAcfWvWUscJkxJoJrtXO2tba4bXspIiIi0j46cXYSERER6XQ6cXYaD1yTdN/pTGvtqrbtpYi0J+N6WIqIiIiIiIiIiIiIiIhkBg1RKCIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhlFFVwiIiIiIiIiIiIiIiKSUVTBJSIiIiIiIiIiIiIiIhllvVdwGWMmGmO+NcbMMcZctr63LyIiIpJJlJ1EREREWka5SUREZONirLXrb2PGhIDvgP2BhcAnwHHW2q/WWyFEREREMoSyk4iIiEjLKDeJiIhsfNZ3D65dgDnW2h+stbXAE8Bh67kMIiIiIplC2UlERESkZZSbRERENjLh9by9gcBPSb8vBMYkL2CMmQJMASgoKBi57bbbrr/SiYiISJvMmDGj2Frbu6PLsQFSdhIREdkAKTutE83mJlB2EhERyTTz58+nuLjYpHttfVdwNctaew9wD8CoUaPs9OkfdXCJREREpDnGhBd0dBk2VspOIiIimUfZqeMoO4mIiGSWUaMatFeJW99DFC4CNkn6fVDdcyIiIiLSkLKTiIiISMsoN4mIiGxk1ncF1yfAVsaYzYwx2cCxwPPruQwiIiIimULZSURERKRllJtEREQ2Mut1iEJrbdQYcw7wMhACHrDWfrk+yyAiIiKSKZSdRERERFpGuUlERGTjs97n4LLWvgS8tL63KyIiIpKJlJ1EREREWka5SUREZOOyvocoFBEREREREREREREREVkrquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjKIKLhEREREREREREREREckoquASERERERERERERERGRjBLu6AKIiEhD1kJVFSxcCL4PxsDAgZCfD8ZYjDGtXKMB7LooajvwcGXrrOULBG1CMqGsIiIiG4dYDJYuhbIyl5+6d4devSAcdvmp7ZSd1p6yk4iISGdgLZSXw6JF7vdQyN1jystb27yUTNlp7QUfRmcvZ+eiCi4RkU6mqgqeeMJw552Gr792N248DwYPhnHj4PDDfYYPh759XShpmc58cezMZUtm6/3bmXTmICkiItL+fB+++AL+8hePV1+F0lL3fFERDBsGkyZZ9tkHNt0U8vJsG27edObramcuWzJlJxERkY5krWsEdP/9hgcfNMyd654Lh2HzzWHffS2HHmoZOhR69nT3ntpe4dWZr6uduWyZovNmJ1VwiYh0EtbCTz/BBRd4PP88RKM/YcxMrK0FQnz99TC+/noQDzyQS8+esPvucPjhlrFjDQMHWrKz23LzpjPonBfIhiyJ1jSdTXAMTZrnSHotU461iIhI46qr4ZFHDFddZVi+vALDZ1iWA5aqqgEsXrw1//tfDwoKDNtuC4ccYjj4YJ8tt4Ru3draG74zyZTreWcup7KTiIhs2KyFr7+Gs8/2eOcdH9+fizGzsTYGZDNr1o7MmjWAW2/Nom9f2HNPyxFHGHbZxdKvnyUrq6P3oD1l0vW8s+aPzpudVMElItIJxGLw/POGSy81zJkTwfPuJxT6I7HYYsDHXSS6ANsTjU5i+fKxTJu2I88+24Vu3WD4cMOeexomTLDsuKOloMCtN3Pu3WRKd/H1f/G2datv+rM0dQ+/Xnnqv6mzBiUREZHmWeuGb77kEo+pUyEa/YJQ6CJ8/22wtbhrXA7QH9iHysqDmTFjFDNmDODPfw4xaBDstRfss4/P+PHQr19resN3NpmSnepTdhIREVnXIhF48EHD1VcbFi+uJBT6O553K9YW465rHtANGEEkchiLFu3GY48N5fHH8ykqMuyyi2HcOJg40WfbbSE3N5PuLzUmE7JTuvIpOzXHWNt5P9RRo0bZ6dM/6uhiiIisM9ZayssN119vuOUWQ3n5fMKhq8E8he9X4/t+2vcZk4PnbYXv748xE7F2J6ztSU6OxzbbwEEHWSZNsuywA2tR2ZWuVUZLL1StHTe4qeWb22bwuqn3e1uvb60pe7qyNVbetl3kWx40aGb96zZkGBOeYa0dtc42IC2i7CQiGyJrLb5veOcdOOccjy+/rMGYxwiH/4Dv/0gsFkv7PmM8jOkN7I61kzBmF3x/C4zJpl8/GDsWjjjCMn68pV+/dMPypLvGN0XZqWXLKjuBslNnoewkIhsSa6G4GK64wuORR6CmZjbh8FXAy/h+pNF7TJ6XjzFDicUOxPP2xfd3BLqRn2/YYQc49FB3n8lVdrXn6EGZmp1as93WlqWxbTf3XFPPNy0TstOoUWOYPn162hKqgktEpENYrIXvvjOcd57Hq69arH0Nz7uQaPSLRt9ljMEYg+d5+L5PKBQiFMoG+tcFkEOIRPbE2sHk5ITYeutEZdfIkZCdDYkJv90QPWt/UU6+yDe3ruSLXfJ7TL1/18b6bC3i4VqvrLvttyxoQMPjWt+6ba2kmzSdg7KTiGyIKirgrrsM11xjKC1dTlbW74lG78faSNrlg7wU/AwQCoUJhboRi20NjCcaPRjf3xFjCujbF8aNsxx+uJu3q2/f4Lrb2gquluhs2Slojbu+WjQrOwWUnToHZScR2VBYC9OnuyEJZ8zw8byngMuIxRY0+p5095jC4Vx8f5O6htSTiEb3wNr+5Od7DBsGhx5qOfhgy7BhlnDY5Qh3b2ld6WzZqf421jVlJ1AFl4hIp2KtJRo1PP88XHyxx7x51YRCt2LMX4jFVsZvxITDYbKysgiHwxhjCIfD5ObmYq2bNyIWi8Vfi8ViRCIRjPGwtjuRyAiqqiZSWzsO39+E3NwQu+wChx1mmTjRsMUWPtnZyRev5ItjcMFvLjzUDwotXbap96dbh5f0c7qLelPbXVv1118/RNQPGsHyPqn71PabR60LGsnbSd52W1sFtZxu0nQOyk4isiGxFubNgyuvNDz1FPj+dMLh84jFPsFaP35DJshMoVAIYwx5eXkN5tgKhUL4vk80GsVai7XZ+P4WVFfvRXX1BKLRYRhTwJAhMHGi5bDDLLvsAt2723p5KW1JUXZqbP3KTo2+W9mpU1B2EpENQVVVYn7SFStKCYevA3s30VgZnudyQf17TFlZWWS7VtAp95gAYrEYsVgMaw3Qm9raXaiunkhNzW5Y24/CQo+xYy2HHw777QeDB7vKrpZXdGVydmrvLKXs1BKq4BIR6SSCIQl/+1vDXXcZamt/IivrMiKRqYTDhpycbPLy8sjOzo6HDt/3G7SqCdYVPOdu1Ljv8+D3WMyntjafysodqak5kJqaCVjbmy5dDCNGuMquI4+ETTaxSUPy2Lp1A3h1N4fSXUiDn+tXikH6i75Xb9n66wheT3cxbq6VTeMXyJZfpBtbV2sv2snlb+yiX389rdunlpehra+3jW7SdA7KTiKyoYjFDG++aTjtNJg/v4bs7CeIxS4DisnNzSUnJ4e8vDw8zyMrKytlyJ1wOBwftjA5HwU3b4KsFAqFiEajRCIeNTWDqarak5qaw4hGhxIOZzNkCOy/v+WooyxjxkBenknTs0vZSdmpbZSdOgdlJxHJZNbCypVw7rluflLf/4ZQ6NdEI2+SnRMmO9vdY0qu2AruMQXZKN09pmAZa23891jMUlPTlaqqkdTUHExt7T5Ad7p3h112ccM+H3YY9OlDUkWXslPz61J2aglVcImIdALBxOinnurx+usWY14kN/e3ZGcvJDs7i7zcPLKys1LmkQhuwgDx4BGEjuSWycm/+74fDyOhUIhIJFJX2dWb6uoxVFcfSCSyC9b2pndvwx57wJFHWg480NKzZ8OLoltt8sU+2B/3XGpYSRdEgiBRP7Cka5HSWNfr+FbTHNnGg4i7xAWtiFpygW0sGDTWkqb+c+nKmnzcGgsajW2nue21ZB/SvU4zy7T+fbpJ0zkoO4nIhqCmxg1J+LvfGUpKlpCXdwl5ea8QCllycnIoKCggGo3Glw/yUTgcTrlJE9yUCQRZKbhREywbVHhFIhEikRwikaFUVu5LTc2++P6W5OZmM3QoHHywZfJkN/9EVlaQL5Jv0pg0NzeUnZSdlJ06M2UnEclU1sJXX8FJJ3l8+mmMcPgh8nJvICt7ZV3FVj6hkJfSCKi97jFFo5ba2gFUVe1OTc1EIpGRGFPEgAGw117uHtO++/p07ZqcjVIrlpSd6m9b2amp96mCS0Skg8Vi8PzzcPnlHt99V0te3h3k5t5Gbk41Obk58eWCABEEjOA7OhQK1U2w7uN5XkooCV4Llk+uIAuFQsRisZRWOr5vqKjoSmXlaCKRnxONjsCYLmy6Key3n+WIIyzjxkFBQXIFV/JF0asrI2leT75ABj8nBwiPhhfl5JY0wfKGhhfn5O0k62xBI92kren2JXm9jZVjXQaNprbferpJ0zkoO4lIJrPWsmCBx1VXGZ5+Gnz/U/LzLyU3dzY5ObmEw6F4FgqWT775EgxRmMg87pqc3Eo54IbdsWkrxhxDdXWIioqtqKmZRCRyEL7fn27dQowa5XrCH3aYz8CBEAq55RvZK5SdlJ3SrlXZqVNQdhKRTFRbCw89ZLj6asPixRUU5F9Pbu7DZOf45ObmpOSlZMHzQeOe+veYkkcJqn+PKaj0Ss5ZnucRjUJFRU8qK3evu8c0lHA4ny23hAkTLD/7mWXUKMjNTW4cFNzvSlfBpeyk7NSQKrhERDqItVBZCdddZ7j1VkN19SKKim6koOAFPM8FCD8WIxKNEA6H4zdmEu+3RKNRsrKyUrqJJweQIJQE3+dBhVZyd/MgiATD8VhrqampIRr1KC/vSySyL7W1x+L7W5OVlcPQoXDCCXDggT5bbeVaKScuoC4EJC7iyRfW5ABVPzgAhJJe9+st75O48AXP129lki4IBGVLFzQMicBkG7yeWEe6bdV/Lfi9fgug5HXXP07pJIew5HXXf72xMjfXEqalQSRdqyVo66SguknTOSg7iUimshZefx3OP99j9uwaCgtfoHu3G8nKXopnQlgskUhtfF7S+pVckUiEUChEyNU2xTNPkIMgUakFiV5f9SvFAkGOcq2UfSor86iu3ona2mOIxcYBPejb13DggZbjjrOMHg3dulHvJk1yflB2alhOZSdlp46n7CQimWblSrj0UsPDDxus/Y4ePf5Mfv7bGGPxjEfMj8bvIwW5KBD0xgqyVLqGQ0FGCh7JvbeC55J7eAXrqa2tJRIJUV6+CZHIBCKRo/D9IeTlZbHTTnDyybDffj6bbmoJhepf2wPKTspO6amCS0SkA1gLP/5ouPBCw7RplnD4LXr2vJq83IVYfKwP0VgkPg5yco8sIP57TU0N1lpqa2tTxkCORCINWuXk5+eTnZ3dIJAE4SOo/EpurVxTU0NFRQW+n0csNpTq6gnEYj/D2sF07eqxzz5wwgmWCRMs+fmJidYbdidP11okRiqPpkNMctCof0Fv7MIc7H9TLVjSva/+MsnbTl5X8naTQ0D9MOTXW75+6EreXnK56pe7fiur+hf9xgJC8vpbcm1v6XL13xOUqd4ruknTKSg7iUgmqq2F++4z/P73hpUrl9G16w0UFb0IRMFCNBaNV2wFOSjIS0GGckMyx4hEIvH8kxhGJ5pSkRXMR5Hcy6t+BVfy8IXGGKLRKBUVFdTUxDBmENXVuxGJHI/v70w4XMB228HkyZaTTrIMHly/pbGj7KTslPKKslOnoOwkIpnCWsvs2YbzzvN4880YOTnP07Pn9WRnrwJr8a2P78cIh8MAKT2ykhs919bW4vs+kUgkZRShWCyWco/JGEN+fj5ZWVkpc5s2d4+purqaiopKoAuRyA5UVx+K7x8C9KdHD8PEiZaTT3YjB+XkNNjLevsMyk7Jz2+82UkVXCIi61ksZnnjDcM553h8+20N+flP0LvXjRivHGPA9xPhwPO8eCVX8k2a8vJyKioqqKqqioeJ5BYz6b6/g15g4XCYgoICcnNzyc7Ojr9evzdXEExisRiVlZXU1NQQi8Wore1CLLo/liPw/b3IyurG+PFwww0+I0bUb50cSG6hAda6ljGpQSR5Uk9oeMFsrJt4Yr3pL7zp1tWUdC1ygvcHrX3qB4fkZZO3m9zKJtGTzqQ/SPXW0ViZ0rW0CY5B8FpzrYKaW39T62lM8rFObXGjmzSdg7KTiGQSa2H5ctcK+fHHDb4/2zUGyvsMY1yWSB4iJ7nnVnCzJshL5eXlRKPRBq2Kk+edCBhjyM7OxvO8+JxeOTk58XXXz0uJ8roe8FVVVXU3h7Kort4WYybj+wdj7RYMGBDi8sstp55qyctLzjzpKDspOyk7dTRlJxHJBLW18MwzcPHFHosWlVFYcC89e94HphZjbEpFU9CjPfkeU21tLeXl5ZSXl1NdXR3PR8nTYaQTjCaUlZUVv8eUlZUFNKzsSv49Go3G7zH5vqWmpqguKx2O7+9Bbm4+hx5q+cMfLFtu2dg9pnSUnTbW7NRUBVe4FWsXEZFmWaJRuPtuw+WXe5SXL6dbtz/QvftLhMPg+4kJz4MbNcGFyVpLaWkpJSUl8V5b9TWcHyJVNOq6oge9skKhEHl5eXTr1o38/PyUGzVBxVbQAjonJ4dwOExpaSmx2HJi/sOEw0+QmzuMaPQ4XnttCoce2oWnn/bZddcggKS7ICZfoOtfe+pf2JJDRRAyGms101hLmeYulskX1/rPpVum/qSk9d+bbrn662iq1U5qed3H4aWZ6yxdWZvb13TlSrceSO2qX/8zaWwbfiM/i4iItI61lu++Mxx/vMdnn8XIzp5Knz5/Izd3ZV1GSZ0/K+B5HlVVVaxevZrKysqUuUeT1538b7rXa2pqAKiqqqKkpITs7Gy6du1Kly5d4nOYBpktuGkUbL+goABjDGVlZVj7IdZ+SHb23wiF9mbp0ks4//xhzJ9v+NOfLHX3gJIoO6Vfh7KTiIhIOtXVcO21hr/9zRCJ/EBR0dV07fouoZAXv8cUVFQF95iCXuqlpaWUlpZSW1vb6D2mpjq/RCIRwI0sVF5eTigUoqCggG7dupGbm9vg/cGcqAC5ubmEw2FKSkrw/UXEYncSDv+D3NydiURO4amnjmP27FyefRa23rqp67WyU/p1KDsFVMElItKOyssNl15qeOABQyTyKX36XElBwdy6FsUGzwsRjUbjk3oGQ+cUFxdTVlaW9iZNstb2uo3FYvGWzfn5+RQVFZGbmwskJhcNh8PEYq4bezgcpmvXrgBUVFQQjdYSCn2JMb8lK+t1Fi9+hAsv7MFLL/l07970tlNbkgQXr/otOOq3gmlxs52k9wbSXZzrh4t0wSe5bMnlSdeCpvmLa6LiLyhjcjhoSSBqdgtNLB8c0/RjQzfcVlPhTUREZN2wFl56yfDrX3v88EMFXbr8gV69XgBbXZdJQvHraTDnAxBvCFRdXd2CbbT8WhZUeK1YsYI1a9bQvXv3eB4KbhIFN46CFtEFBQUAlJSU1DUwWgY8TVbWW9TW3s4ddxzK+PGGQw8NMlHz5VF2Csqo7CQiImItFBfDr35lmDbNYMwr9Ot3Hbm5S4hGfTzPNbypf4+ppqaG4uJiysvLG+2ZldhG6+8xlZaWUlZWRmFhIUVFRfFRg4LKrXA4TDQajd9jApeXqqqqiEarCIdn4HkzCYff5uuv7+CKK/J49FGou1VVR9mpKcpOqVTBJSLSDqyFBQvgkksMU6dCOPwCffpcT2FhMb4P4XBikstQKITneeTm5rJs2TJWrVrVbMUWJObkysrKigeH+r2xgqF5GpbPUlFRQWVlJYWFhfTs2TPessdamzKmcm5ubnyYxNra2ngLZ8/7H8bcxEcfXcNzz3mcdFJLWtgkX7Tqjx1c/8Ld3MUteZ3J70kOLy3jjlFiPYlWLOm6h6drrdPUfje79ZRl3bYbCzDJLY2a01Twqr/OppZrKkw11l1fRESkZSIRN9/Wb39rWLVqId26XUevXm9ijMX3LWETBhK93fPy8qioqGDp0qUtqtgKhslJnq+r/lCD0Wi00ewViURYsWIFJSUl9OzZk8LCwviyQcOgYOL2rl27xm/0xGKxup5eizDmUqqqduGvf+3LAQf45Oa2NEMoOzWy9ZRllZ1ERGRDZy188QVccIHHG29Eyc5+lN69byUvtwLf2gb3mILKpCVLltT1mGq+kiTISMnzwCffYwryUmP3mMrKyqioqKBr16706NEjpbIpOzs7XvEWzHsaiUSIRCLxPOd5j2PMWF588VQ++MCy994pW2jk52TKTk1sPWXZDT071S+ViIi0krWWzz+HY4/1eOqpGjzvfnr1uoQuXYKKq0T38KDXVCQSYc6cOaxYsaLBDZag1U39cZODIXqi0Wh8QtDgvUG38OQ5uIL31i9rWVkZixYtorKyMl5JFoSWILjk5OTQr1+/eG8vt40YnvcKvl/NG29A03mpuZYjbflPvqn3CFq7JD/qL+OCYSKPpQsLjbXAaaybeFOSy+LTeAuhdC19mltf/eXTrTM5LDUmeb+aCjLpnk8uj9fIMiIiIumVlMB11xnOP9+wcuVsuhSeRu/eb+AZSzQajVdExWJ+vHJq6dKlLFiwIG3lVpB5glbLyZOoB7krGo0SiUTiGScWi+F5HtnZ2RhjyMrKSjt/QW1tLUuXLmXFihUpE6knT7LueR49evSge/fu8YZILk/NxfO+4MsvYfHill4rlZ2UnURERNy9lnfegcmTPV5/vYysrL/Qp88fyM+vJBqNAtTN7Z64x1RZWcmcOXNYvXp1g8qtpu4xJeebSCQSf2+Qd4I5uIJ7TA3L6rNmzRoWLVpEbW0toVAI3/dT7lUB5OXl0bdv33pzxNcSCr1MTY3PO+/Uv9a2hLKTspOjHlwiImshFoPXXzecdJLHkiXlhEK/pWvXxyks7BafoDwIHEGYKC8vZ9myZY22HE6+MRPcdAlu+NSfg6t+MAlutgQVXrm5ufF5uZJb3UQiEZYuXUr37t3p2bNnfH6JYP3BjZ+ioiIikUi85U04PB9rFzN9+uZUVFi6dGnpkWpJsGjqopXc6qapVjMtCy/GBBfJxtaZ/HuM1Atyum009lzyNupfnFsbtNIdQ9PEa8nLJAeVdK2X0rV8amyf1BJZRERax1pLcbHhrLM8pk3zgTfIyZlCz14Anru6eIleVkHP8iVLllBRUZF2nUHDn6BXe3Lr40gkEn8tEFRABcslz68V3Lypra1NeY+1ljVr1lBbW0uvXr3Izc2NNwgK5uUKh8N069YtPnm7K5dPOPwRa9bsx8yZsPnmbTpqKDspO4mIyMYlEoEnnzScc46hpGQlodA5dO/+Nnl5XVyj41DDe0wlJSWsWLGi0V5byY1wsrKyGtw3Cl4Llk0emjl5DnlwFVXBPaJkNTU1LFmyhO7du8d7cyWvP5gfvqioKF5Wd49pNrFYCe++W0QkYsnKWpvrpLLTxpqd1INLRKQN3FwNcMsthqOO8liyZDGh0FF06/oYvXp1i9/4CC76QavilStXsnTp0iaHJAyHw2RnZ5OdnY21NmUdoVCIrKwscnNzyM3NJjc3h5ycbMCmBIxg2draWmKxGNnZ2WTVm+Xc931WrVrF8uXL45VxQfgIWgLl5OTQo0eP+LCK0ehqrJ3DwoWwYkVyC5X2OaapXd+TW3rUb+0SXBSTn0sfVILKv6Zbx9R/vn6LFfdwZUy7lXrvber3dMvXXy7d8une25KLfbqWQo393NS6dHNGRERaz1r4+mvDxIkezzwTw9rbyM7+BQP6u8wT9EpPnhu0pqYm3tu8MUHvraAnViIHWbKyXCtjl5dcZsrLy6mbjD0Wv+ESbM/3fWpqaurek9ugR1dlZSWLFy+mqqoqpVERuBbOoVCIoqKi+BA8ANHop/i+z+efJ/JSauve9ji2yk7KTiIisiGwFioq4MorDVOmGEpKviYUOpiePd6kqKhrvFd60OM9uMe0fPny+D2ddILGONnZ2fHM4+7/EK8gy85OvceUnZ0FWGKxaHwdwT2hoDFQbm5ufH6tQDQapbi4mOLiYiAx5GHQSywYerqoqChe/khkEdYuYs4cKC9veK1Udqr/fmWndNSDS0SkDcrKDOedZ/jnPw21tR8AvyYcnk2PnoPj3buDGzXgbuCsWLGClStXNrrOoBIqCAGhUIj8/Dw222wzRowYzqBBm9C3bx969+6d0jU8Go3y9dff8sUXs/nhhx9YsGABa9asSQk+QSvjvLw8ampqUsJPMDl63759U1o1B0P4dOnShWg0yurVqzHGx9p3KC09gM8+M2y2WUf8Z72t2wwu0MktW+oHmeTf6wcZ28h76m8j3c+NvZa8zqb2q7GA0Jhgfekm/kzedroWNI2pP060btSIiEjTfB9efBEuusjj++/LgKuA++jZswehcChlKJygYigWi7F48eIGLYMDwTymQctiYwy5uTn06dOHYcO2Z7vttqNnzx4MHjw4XvnlGJYsWcLs2V/y1VdfM2/ePFasWEFlZWXK/BPRaJTc3FxisRi1tbXx7UajURYvXkzfvn3Jy8sDiPeuN8aQnZ1Nr169WLx4cd1+fAqs4b33ehCLWcId+j9vZafmKTuJiEjHWbYMTjvN47//tcRiLwIXkpu7mO5FA+N5KbjHFExPsXjxYkpKShpdZ05OTkpD51AoRJcuhWy55ZaMGDGcfv36079/f4qKuifdYzJUV1fz5Zdf8cUXs5k3bx4//fRTfL7RIDMlz69VXV2dUmkUzDPfq1evtPeYunXrRiQSoby8HGsrgE9YvHgYc+YYRo9eBwe3TZSdmtd5spMquEREWsFaWLAALr3U8NRTFmMew5grgYX06NEPzzNEo7ZuWfdvTk4OZWVlrFq1Ku06jTHk5+fHb8B06dKF8ePHc9BBBzJy5AgGDx5Mfn5+UrdyMCZoxeK2MWmSIRaLUl5eyZdffsV7773Hf/7zH7755hvWrFkT3040GiU/P5/q6uqUG0cVFRWsXr2aXr16pQy9E1S0denShZqaGmpra/G8j4hGo7z9dpgjj0zfwsZtL/X3xP62+Gi38PXWBI/k9zTVkiT416v3e1MhAxpe0Ou3DErdXiIEpl9fcgvx5J+D3xM86oejxo57cN4kzqGGy4iIiKyt2lp46CHDZZcZVq/+kVDoCmKxJ8jPz6WgoCBlbobkYXZ+/PHHRiu3srOzycnJiQ9LuM022zBp0iTGjt2dbbfdhqKiIsLhcN01073HXe8S12ZrLbW1tfz440I+/fRT/v3vf/Pxxx+zePHi+NCG0Wg03ugoee6vWCxGcXExAwcOjN+wCRo1Ba2ji4qKKCkpwfOKiUa/Z/bsMRQXG/r1a/w/9spOyk4iIrJxshZmz4bzz/d4/fUIodBtGPMHjFlDjx4Dk5azSQ17clm1ahWlpaVp1+l5Hvn5+fFrYM+ePdl3332ZMOEARozYiYEDB8R7nafmJQiujUceeSTRaJSSklI+//wL3nrrTV555VXmzJlDWVlZ/P5ULBYjPz+fqqqqlIbUpaWl5OTk0K1bt5RhoYMKsmB4Z5ej3qOm5mQ++MAwapStd21VdmpI2ak+VXCJiLSQtTB3LhxzjMenn1bjeQ8RCl2O75cRDmfTpUuXlIqhcDhMOBymvLycxYsXp+0yHgyFEw6H6d69OxMmHMBxxx3LHnvsTjjsuoXXHyYn+NX9m3jNzQHRld1335Xddx/DlCmn8+GHHzFt2jSmT5/OnDlzADdpenZ2NqFQKD7purWW1atXk5WVlRJAgotbVlYWhYWFda2D5hKLlTJjRg9iMTq4RXJrNNYapalWKum6+be1xUvD96Wb1L6pZRpfvn4rl+D8aBhkjEn3s1oUi4hI+6mtheuuM1x/vSES+ZJw+DSM+RTft3Tv3j0+L0PQkjdoXfzTTz9RVVXVYH3B3KDhcJjc3FyGDh3K8ccfx2GHTaJPnz40lZfcz6nX0pycHLbaagu22moLjjzyCL777nv+85//8Morr/Dll1+mTNBeUFAQH5ow6NW1dOlSBgwYEF9vcm+ygoKCpIZEX1BcPIa5c6FfP8i8662yk3te2UlERNqftfDJJ3DssR7z5pURCv0dz/sr1laRl5dHfn5+fISg4L5MKBRi9erVLF++vN5Qe8Qrj3JycgiHw/Tq1YtJkyZx7LFHs/POI/C8UN1yye+p/3PiiaysMD179mDvvfdkr73Gc8455/DOO+8ybdo0Zs6cyfz584nFYkQikfjcXMnlXbFiBeFwmIKCggb3mLKzsyksLKS8vJxQaDaxWC0ffZTDuec2nwU6N2Un9/z6zU4Zc1tSRKQjWQtz5rjg8emnlXjexRjzILFYLcYYevbsmTKfQ/L8DOnGQzbGkJWVRVZWFtnZ2YwfP5YrrriCESNGxMcxrh8uWiJxHTJ069aVCRP2Z99996G8vIJnn32W66+/Pl7ZFrRwrqmpib+/uLiYrKws8vPziUQiKROLBkMVlpSsAhaxeHEPSkqgZ8/GypD+98bL3vmbwGZAEUVERDpUcuVWNPoyodDpWLsE37cUFhaSn58f76EVzOcQCoUoLi5OO+dWOByO39AZNGgg559/HscccwzdunUD1jYvuZs322+/HUOHbsc55/yKr7/+huuuu47XXnstXgkXtEwOVFVVUVxcTO/evQFSJmsPh8P07NmTJUuW4Ptf4/vw/fewxx6N5whlJxERkY1LauXWSkKhM4AXicXc0H89e/ZMmfoimH4iGo2yYsWKtJVbwbQXeXl5HHTQgVxyycVss802de9vWzmT7zH16tWTI444jEMOOZg1a0p45JFHuPnmm+MNg7Kzs+PDKQb3kZYvX86AAQPIzs4mFosRDofjr3Xv3p1IJEJFxWJgFfPm9aemBnJz022/sXI1vVzD93X+YJIBRex0vOYXERGRqio444ygcutCrL2XWKwa3/fJyckhPz8/pYILiLesiUQiDS6i4XCYnJwcevfuzTXXXM2jjz7K6NGj6yqd2ueCFqwjHA7RvXtXTj75RF588UUmTpxIVlZWPAAlTwzq+348nAStq4PKOs/z6NGjB1lZUaxdxMqV0MRwzyIiIrKRsRaefDJRuWXML4nFFsZb8hYVFaUMgRI8ampq0g6zE/S2ysvL5eCDD2LatGmcfvpp9Sq31k6Qu4yB3NwcRowYzqOPPsIf//hHunXrRlZWFtZacpPvtgBlZWVUVVXFK7aSy5yXl0f37t3x/TlYa/nhh4bDs4iIiMjGq7gYfvlLV7nleafj+88Si9Xi+z4FBQVkZ2fHM1Nwj8nzvPj8VvXvMQWNpwcP3oSbb76Ju+66k+22226tKreSJd+nysoK07t3Ty644DyeffZZxowZE6+4ysnJiZcX3Byma9asifd0r3+PqVevXnheKbCSxYshaWRokRZrcwWXMWYTY8wbxpivjDFfGmPOq3u+hzHmFWPM93X/FtU9b4wxtxhj5hhjPjfG7NxeOyEisi5ZCy+/DO++C8bcjLX3Y21iboiuXbvGWyIHE38GF/fgQp7cuiYrK4uCggK22morHn74Qc4++0wKCgrarWIrWfJNG2Ngyy234N577+HMM88gNzcX3/fjYy8HKisrUyYqTZ6TKycnh549i/C8Tykrg6++at/yimzIlJ1EZENXWgo33WSIRObU3axZGn8tLy+PUCgUr+wKhifMzs5mzZo1RCKRlHUZYygsLKSwsJDzzz+Pe+65m2222Sp+o2ZdZqa8vFzOOutM7rvvPgYPHhxvGJRcyeX7PitXrozfZApu2ARzi/Xq1Yvs7DlAOdOnG1VwibSBspOIbIishccfN3z9tY/nXYW1z2OtayzjeR6FhYXxe0zJwxNGIpF4g6Dke0w5OTkUFBQwatQonnjinxx77NHk5OSs87zkeYYRI3bikUceZvLkyeTk5BCLxerubyU2XFZWRkVFRUq5g3tnrlFQHp43m2XL3Jz3Iq21Nj24osCF1tqhwK7Ar4wxQ4HLgNestVsBr9X9DnAgsFXdYwpw51psW0RkvYnF4J57PCKRNQ0qtwoLC+nSpQtAvAdX0IV8xYoV8Zsc4Hp0ZWVlkZuby0477cQ//vEgY8eOrWu9sn72xRhLt25dueaaqznzzDPIy80nGo1RWFiYEkDWrFkT34+ggstaS0VFRd38XfOw1jJ3rvpOi7SCspOIbNDeegtmzgT4J7HYwvjzxhj69OkTzxrJQ9dUVVWlNKwB4sPrdOnShd/85jdceumldOlSuN72I7hxM2HC/tx7790MGjQISAz9E6iurqaioiI+dFBQyVVbW0tNTQ35+bVAMQsXQprRF0WkecpOIrLBqayE++4zWLsA3/9XvHILoFu3buTn5wPE7ycFjWmWLVuWUrEVDOOck5PDXnvtxYMPPsCwYcOA9TfMnTGWfv36cvPNN3LkkUeSnZ0bH945EMz5DqT0fPd9n4qKCvLycjFmDpEIzJ+/fsotG5Y2z8FlrV0CLKn7ucwY8zUwEDgM2KtusYeAN4FL655/2Lq/xA+NMd2NMf3r1iMi0mnV1MDixQBrgNXx540xdOvWLX5xDubcysrKIhqNUlZWlrKeYHib7bffnvvuu5fNN988ZeLFtopEoLy84fPZ2ZCfn35s4qysMFdeeQUrV67ikUcewRhDfn5+vFVNNBqlsrKSLl26pMwnFtyYys9fQElJLbNmZeP74GnA24xjLUSj8MUX8NZbhpoa9zmOHGkZNgx693ZhNRPGqM4Uyk4isqH78UeD71tgfvy5YMi+YF6G4DnP88jKymLJkiVp55Ho3r07V111FWecMaVdcoa1UFbmGi6lbgu6dIFQqOHz1lrGjNmFG2/8O6ecciorV66ksLCQ0tLS+E2n0tJSCgoK4vOJBb24rLUUFFhKSuazcOFmFBdD4fqro5N2ZC0sXQpvvGH48Uf33MCBMGqUZfPNXeZWXFo3lJ1EZENUXu6GKITlQEX8ec/z6NatWzxjBPdhsrOzqa6uTpkPFKjLGgXsscfu3HXXXfTu3atd7jHV1KRvmJOb6x7p7jEVFOTz17/ewMqVK3n55ZfjjZWCMtfW1lJdXR0fQcjzvHjFXSgUIjf3eyoqfL74wjBpktV1NQNZ686dGTPg/fcNsRhkZcGYMZbtt4fu3dddXmpzBVcyY8wQYATwEdA3KTwsBfrW/TwQ+CnpbQvrnksJGsaYKbiWNgwePLg9iicislaysyEvDyCf5K/N4IIdiUTiPZ08z8PzvPiQNck8z2PIkCHcfvutbL75kHYJHtbCLbcYbrqp4dA3gwfDtGk+ffume6chJyeba6+9mh9++IE333yL3JwccnJyqK2txVpLSUkJBQUF8fGTg4oOF7pWUVq6ilmz+hOJWHJy1npXZD2yFubMMVx1leHFF1PDayhkGDAA9trLsvfehj33tGyyCYTDiTlTZO0pO4nIhshNjWWArvHnjDF07do1ZQjCIDOlaxAEUFBQwNlnn8Wpp57cbo1ofvgBjjjCY9Wq1Oc9D667znLiiQ1zWXBjaZ999uLKKy/nisuvorqmhtzcXKqrq4nFYtTU1FBVVUVBQUF834IbN9nZIXJyvqKkZG++/x6GDGmffZH1p7ISHnzQ8Je/uMqtIG8bA4WFhp12ggkTLHvuadlpJ3CngRoIrQvKTiKyocjNdfeZoAvJg6vl5OSQlZVFbW1tyj2mUCjE0qVLGzQICoVC7LDDDtx66y307t2zXe4xxWJw2WWGp55qeB0bMQIef9xvtMFO165d+Pvf/8pRR/3E559/QV6u680V3GNas2ZNfLjn5LzkeR5du/5ERUUV06cX1L221rsi65G18NlncPnlHm+95Sq6AllZhsGDYf/9Yfx4y7hxlv79XQZvr895rSu4jDGFwFTgfGttaXKQs9Za08q/LmvtPcA9AKNGjdJI5SLS4TwPBgwAyAN6ASsA6sY0NvFhCUOhUPz3+hOlG2Po0qULv/71rxkxYkS7XqwnT7YMGWLj/+EuKTFcdplhm20sXbumf4/bvqFHjyL++tcbmDTpcIqLi8nLy8P3fSKRCJFIhNraWvLz8+PDCAWVXdnZlXjed8yb159ly1xlmmSGSAReegn+7/8MP/xQjTHP4Xn/xverAI9YbBd++mk8jzwyjEcfzaOoyDBmjLt5M368Zeut0/cMlJZTdhKRDVXfvpZw2BCNDoo/Z60lPz8/3qspyEuhUCg+JHKynJwcRo0axTnnnENWVna7lW3QILjhBj/e691aeOwxj08+gR12aPyrM+jJfvLJJzFz5iwefPAfFBYWxodXDIZw7tKlS8qNpyAT5ubOoqoKPvnEsP/++orOFNa6eUCuusrwxBPg+18Aj2DM/LpcPIiysnG8887uvPNOX3JyPLbeGiZOtIwbB2PGQI8ermegMtPaU3YSkQ1Jdjb06QMLFnTFNQqqBiA/Pz8+N1VQ+WOMIRKJxEfbCRhjKCoq4oorrmCzzTZrt2uN58Hpp1v22CPx1bhw4f+zd95hclX1/3+dW6bu7GxP7wmhh9ARQUTwiwICoiggTVCUIiLNrlhAFAQBERFROoiAICCg4o/eSQgkIaTXzfY69Zbz++PuuTuz2YQkpGzCeT3PPNlMuXtn58497/sp709QHDt9uqRkHOka+wMwbtxYfvObqzjhhC9TLBbDGJPruhQKBTzPIxKJhDGmfr3UhhArmT17BzKZoLtes22Qz8M99wi+9z1Bc3MPQtyHYfwP33cAG8c5kIULD2bhwh245ZYo9fWCj38cPv3pIMY0btzgnYEbwodKcAkhbAKRcbeU8qG+u5tUC7gQYgRBvyXASmBMyctH992n0Wg0QxrThGnTJA8/XEFg5z4XIAzWqJkLEHggq+SQQgiBbdtMn74HX/jCcZt034SAceOCGwSWc9/5DkyYAL/8pezrPFvX6wW77LIz3/3uZVxyyaWhkIIgIJXNZonH42XdacHcDJdYbB49PZ9g/nyd4NpWaGuDn/1M8Kc/CfL5Fdj2pUj5CK5banXwABADdkaIA+nsPIp//Wtv/vWvKpJJg/Hj4bDDJJ/7nGTPPYNqfR24WX+0dtJoNNszU6YENnydnbsDJhAEMZR+KA3aRKNRegd4LJum2VcQdB6VlZs2shGNwhFHBD9LCa++Cq+/DlddFXTefBCRSJTvf/97vPzyyyxatLgsKJPP53FdNwxEqYIg13WJx5fR0ZFhxowkvi+1rfM2gOvC00/D+ecbLFpUwLLuxbJ+iOsOtNO8ARiOYXwMxzmMd9/9FO+8M47f/tZi+PCg0v244ySHHioZPRqsTeKf89FDayeNRrO9EYvBzjtLXn+9nuA0FZzCVDKo1O44EomQzWbLCoKCLvEIn/rUoXzykwdv0n0TAnbeObgB5HJw0kmCQw6Biy6SH7iWCSE46KCDOPvss7n22mvDOBIEM7dyuRy2bYcxJvVeDSNPJLKApqYdWLECdtppk74tzSalP2a4ahVccong738XeN48bPtb+P6zeF6x5Pn3ARUIMQ04kJaWo3jwwWk8+GCKykrB5MlBQfXRR0t22y3oht/QGNNGy2sRRED/DMyVUv625KFHgdP6fj4NeKTk/lNFwP5Al/ZB1mg02wp77aWsRvYC+udJ+L4fCg9VlZzP58teaxgGyWSSb3zjG6TTVZstGSAl3HdfsLBcfbXf13X2wQghOOmkE9lvv/3C5FbpEHhVaa1a5IPHwbZX4rqwfLlBsMDp29C7BUgJM2fC8ccb3HCDpFB4BCEOx/P+hueVH68BeeAtpLwRKY9GiP2wrLMoFv/G3LlL+N3vXI44wmD//Q0uvFDwzDODbEKzBlo7aTSa7Z3hw4NOKdgRCPxrVCe453l9RTL9CYJCqX8JEIlE+NjHPsZhh30KITZfAUVzM5xzjsGxx0pOOGH9bHCEgNGjR3Phhd/BNE0sywrfi9KAQBjEUT9bVgdCZFixAhxna+sCffsgzdTTA1dcIfjiFw0WL16FYZyBlOcMktwC8IFV+P7fkfIchNgfIY7CNK+isfEtHnusi7POEuyzj8Fxxxn8+c+CJUuCBJpm/dDaSaPRbK/svTdAFNgNCIp8otFoWAwEgb6wLIvsgIFYalbXueeeSywW22x6yffhuusE77wDv/mN32dF/cGYpsF5553LlClTwiInRWk3v4oxBd3yEstqJJuFpqatrQn0bd03ie9Lnn0WPvMZg/vu8/C8PyPE4bjuf/s6twbSi5QvIuVvkPLTCPExbPs8stnHmDFjBVde6XPooQYHHWTwgx8IXn45mFW3hvRaCx+mfuxA4BTgUCHEzL7bZ4FfAYcLIeYDh/X9H+AJYBGwAPgTcM6H+N0ajUazRamtDdrIDWMkIMrsdVQgQ0qJbdtl1ciqQnnixIkceugnN+s+LlsW2Ki0t8PNNwvmzVv/xSCZTHLSSScSiUSwLAvbtgHIZrO4fVfhyopRDQONRucAHq+/LgF9G5q3IIhy112Co482ePbZHkzzZxjGGfj+vLJAoxKYlmURi8WIx+MkEgliMZNEopFk8iEika8Rix1IKvUFDONmFiyYHya7NOuF1k4ajWa7xrKgvh4giWFUAYRVupZlhV3vhmFQKBTKAh7RvlmgX/rSF4lG1+J/swnw/SCBMXMmPPus4L77giHY68tnPvN/jB8/PtRLqvK4p6enpNO9X4AZRgeWtZQFC6CjY2vrAn1b2y2YTwonnWRw+eWSfP4FLOsopLwfz8uvYT+pApHxeLxPM8WJRrOkUq8QjV5BLHY4FRWHEotdRlfXczz+eBdf+1p/suuPf9xM0cjtD62dNBrNdocQgUWhYYBhjAIIC2dKR19AkPgqtSc0DINoNMqee+7J9Ol7bNb9fOst+M1vBM3NcMMNglWr1v+1DQ11HHfcsdi2XRZj6unpKUvglcaYYrFZeF4wy2lr6wJ9W/stnw8Sn8cfb/Duu21Y1gUIcQGetwIp14wx2bZdFmOKRiGZXEoicTeRyMnE4wdSUXEyUt7BrFlLufJKn09+0uDjHzf40Y8Ec+aUz/QajI1ukpdSvkBpqVM5nxrk+RI4d2N/n0aj0WxNJk6EqipoatoVsDEMyqqRfd/HsiwqKirKqpHVQNDPfOYIqqurCBaEzXNBO3JkUFWzapXgn/8UnHqq4O67fSZPXp9XSw477FPU1NSUBZxKBVZposs0zT6P5B4WLKjCcSR9ekUzRJASGhvh5z8X3H67IJ9/H9O8CN9/Cik9bNvGNE0ikQjRaDRM1gohiEQioTVCqf83BHZLUs5AiLfx/RvIZvejs/P3W/ndbhto7aTRaLZ3LCuwdf7f/6rw/fHA0jBIozSTYRjE4/E17AkNw2DMmDEccsghbE69JEQwW2LKFFi8GH7wA0EmA9/4xvp0cknq6mo59NBD+etf/4ppmuFciaD4JxrO5eq/qBfY9hJ6e/dh+fKgy00ztHAcePBBwQ9+IFi0KIdh3IIQP8N1O8NitUD7xrAsC9M0kVISjUYB1ujkU7rZ91uAexHiQQqFEeRyH6er6wgef3w6jz22lkG5mjK0dtJoNNsru+wiicUE2ew0oL+bSSV91JqSSCTCWAwQFqUed9yxxGLRzbqPO+0E114raW0N3ILOPFNwxx1+XzHTB/O5zx3Nn/50axgjcxwnLHryPA+vr8KoP8bUCBR57z0bKdGjEIYYqhjo+983eOQR8Lw3MIxv4bqvAz6RSGSNGBMESVrbtsvsN1X8Sbli+f6LGMYreF4ludzu5HKf5p13PsHbb4/m+utN9twTmprWvm/aBVqj0WjWg5qaYK5EU9MkoA7b7goDNso72DTNskUagqrlyspKvvSlL4VDyjcXtg1f/GIgDr74Rcn++xvce6/ghz/84ICNEIJhwxrYbbddaWlpCWeIlc6XKE14BFWr3ZhmMwsXVtHbC9XVm+2taTYQKeHttwXnnSd48UUH236CePzHuO48EokK4vE4lmWF1fRAOE9u4K3Ucsn3fWzbDsW37+cxjDl0dRXWu1tQo9FoNNsvQsC++wKYCLE38FzY5VSa9LEsi1yuf/6jqu486qgjGT58+GbVS0LArrvCrrtKfD/4/7XXCr78ZfmBWkatjYcc8gnuvPNOIpFIGLRRerA02RHMYbWIxebT3g7z5gn22UcvmEOJrq6gCvnKKwWOs4Rk8hc4zj1YlkEq1RBWnZfOCVHHs9L+qgio1OpbBXiUfjbNlcTj9+F5fyOb3ZGOjvu0dtJoNJqPMGPGwIgRsHDh7kCCSMQq69xSMaZisVjW8R6JRBgxYgRHHXXUZt/HZBJOOy3ocv70pyUHHWTw1FOCr3zlgxcwIQSTJk1i/PhxzJ49h2IxmMmk4kmO45TFmAInmSYMo5s5c+pwHEkksrnfoWZ98X14/nn4xjcM3nsvTyRyH9Ho5XheI+l0mmg0GnbrlcYQgTKdJITA6hvkpnRzpOSD9v0MkchLVFa+RC4Xp1CYTi53Is89t986dZP2FNJoNJr1wLJg+nQJVGEYU4lEImFyS13MSinJZrNlFibRaIwJEyYwfvy4LbavQgTVwR/7mGTGjPUPEFmWxX777Vu2/77v093dHQoPJT48zyMScYhE3mblSli4cHO8E83G4Lrw2GNw1FGCF1/sJRL5KYnE2aTTrYwYMYLq6mpSqRSRSCQM1iiRaVlWKD4GihBgDUvONWdRaDQajeajzi67SBIJEGIfTDMoplAXuKXFQaXzJCKRCNFIlAMP/PhmTW4NxDDg6KMlTU3rrgotRUqYNm03kslE2b5mMhny+XzZfWpOazI5Cyjy3HNBgECzNSifHyElLF0KX/+64PLLJY7zHPH40SQS/2TYsHrq6+tJp9PEYrEyvaQCMyooowqBBqI6uYCw+M2yLKJRg2SyHSE2wBdTo9FoNNsdySTssgvASAxjTDh/qzTGJIQYdATGbrvtRl1d7RbbVyFghx1g552D2d7rS0VFkmnTdi+7z3Vduru7S2ZvibBQPBbrwTTf5733YPXqTfseNBuHlIE94O23C4491mDevDai0XOJxy+lutphxIgRVFVVUVFRERa1Ba8LNFKpHhoYYyrtfAfKjn/btkgm81RVvUhDw3nU1Z1MMPt0cHSCS6PRaNYDIaCuDsBCynRZha46OZe2lCscx2Hy5EnE45t+loSU0NYWDMMeiOdBV5fAtjcsATF58uQ1FqHSBUpZCwVVGSDE2+Tz8N57und8ayMldHTAhRcKvvQlg9WrG6mpOZu6uruoqgrmQwChbU6p9YEK2gwU0wOP8dJjW1WqazQajUZTSjodzC2VsgYw1lg/VEVyqd2O67rE4jEmTZpAYE+4aXEcWLWKNSo/pYTOzkDnrSVPMQiSqqoqGhoaygo/oL/buf/i3O5bLxcjRA/vvrth8740m5L+2RGuK3nsMTjsMIMHHnBJJO6kvv7r1Nb2UFFREergUuskldwq/XngsQ2UHQ+lVfiK4LWb/c1qNBqNZohjGFBdLYEoUibXmOOpuoFLHYKklDiOy0477Yhl9cdsNhVSBomlfH7NxxwHenvZ4NEUU6bsEGo/RWnsTCU5gmISFyFm09ERFKFoti7B2AvBaacZnH22oLd3PrW1p1BX92+qqyuIxfrjnKqoq/QYHljgtq4YU6mLUPC7+48N2zZIJntZ1zWCjkxpNBrNerLPPoHVn5R7h4kehTqRd3d3l72mUChQX19fljDaVPg+XHKJ4HvfKw+WSAnLlsEbb8Bhh63/9oQQjB07pixZB5RZ2alEiLoJMQfwNqiKR7PpkTLoojv6aIObbpJI+S9GjDiVdPpVolErFMvqBoQdW6XBOXWfbdvYtk1FRQWRSCR83sBEWPA9MNlcc1I0Go1Gs+3R0ADjxoGUU5EytUbBjOd5ZDKZNRJclmVRXV21WTq4Xn4ZPvUpg8WL+5NcUga3f/xDMHUqjBq1ftsSQpBIJGhoaFgjuRGLxdbQS8Hg9A6EWMqyZUEximbrkcvBVVcJTjzRYNGiFdTVXUJDw69IJt1QD6nPTukdpYVLtb/SSrZtk0wmy6x5BgYpB143CGGgtZNGo9Fo9tsPIIKUe4RrRWng33XdNWaWFosFhg8ftln0UrEIp55qcP31oqwoSEqYNSuYXXrIIetfiCSEYMKE8WFhiELNAx/YuRP8Dd7B8+Ddd/U6uTXxfXjzTcHhhwv+9jeXSORuRo48jVTqfSIROywEKtVLpa5AKqao4kuRSIRIJEIymQxjTOp4L20UKLX8Lo1Tldp0DoaewaXRaDTryZQpUFkJ3d17YlnRcAFW9m6lHrOK/hlHm74a2TDgmGPgvPMMPA+OO06STsPzzwseeURwwgmSL35xQ6pEBaNGjSaVSoX+yEAorNT7VJU3gVfuCoToYfbsKlxXYulVZYvjuvCvf8H55xssW5YnlbqOqqo7saxCeDw6jrNGcEaJCQg+y0KhQFdXF8ViMQzMQH8lTqlIqagI5ngFQmPrvG+NRqPRDE2iUdhtN8nbb9dhmpMQorVMH5UWSyhM0wLUheym10y77w7DhklOOcXgjDMk06ZJli8Pklvvvy/47W89+hqd14PgAn7q1B158cWXymxXisUinueVFZAEcyU8TPN92tv3ZPnyIAmo2bJICcuXwyWXGDz8MAjxEg0NPyWRWNR3fPZ3bNl95emlLg3qcy4UCvT29lIoFMqOYRXkKX2umsVbWigWHBOqm0yj0Wg0H1WECPRSJCJwnL2xrH+VJXpUUH9gjMkwzM2mlyIROOYYn6uuMmhthSOPDGI8//mP4LHHBJdc4nPwwev7e4O1cNKkSdi2HRY2lepAFWewLCv8fySykHy+yKxZNlKiu563Avk83HOP4LvfFbS2dlFV9QsqKx/FMNzwc1J6tzRRVaqBHMchl8vR2dmJ4zgfGGOqrKwkFoutMQNeHS8fVBikQ5EajUaznjQ0wMiR0N09mVisjng8qEAubbcdiG1bOI5LcDLetAJEiGBuRCYjufJKwb33CoSARCK4/6qrfCoqNnSb/UEaIQSRSCS0tAPKLuTj8Ti+vxohOli8uIpCQegE1xamuxt+8xu45hpBobCS6uqfkk4/i5Quvk8oCNTQTsMwQrukQqFALpejp6eHfD5fJpxLO/gGm7OVy+UA+rYtkVJnuTQajUYTYBhBQglimObOVFbOpK2tbQ2b21LdZFkmUoLnbZ6gfzoNd94pOe+8oPPddYPfveOO8Nvf+hxwwIYHUNR7ULY7kUgEx3HCx0o74T3PQ4j55HKwdKlgr7026dvTfAC+L3nmGcG3vy2YPdshHr+burrfY1nt+L4sCyYqVMBGBWh6enrIZrOhzTNQdgyvbS6pcnewLItEIkEikSAaVbPANBqNRvNRZtw4qKqC1tZdSCSqEMIJ53kOtq6o2URBjGnTIwScfbakWJTcdJPglluCtaqqCk45RfK978kNtiiE8mKRaDQaJkgGjvlIJBL4/hKEyPH++xF8f0MspDUfFimhuRl+8hO47TaB779Hbe2Pqaycge97SNkfY1LFQKpry/d98vk82WyWnp4eisXioDGmteml0hhTPB6M2FBzvdYWby1FhyI1Go1mPamogDFjYO7cBvL5GBUVGaDcT1YlEhTFYpFisbjZKk8MA0480eeoo4KFCIJhpQ0NGycEmpqayOVyYUVNsVjEsixct9+2RVWoBoNBMxjGPFatmsDKlZIddtiEb06zVqSEpibBJZcI7r7bx7JeoKHhR8RiyzAMEykD8WDbdlk1sZSSzs5Ouru7yeVyaxUXH9T+XZr8yufz6CpkjUaj0ZSy444SIQxcdxKFwqvhDInSpFBpNW+xWMR13bI5E5sSIWDMGMnf/+7R2BhY8BgGjBgBsdiGazTf91m+fFlQVer5fQksUbY+lnbAZzIZTHMm4PP664LPf16vm1uKYlHw0EOCc88VdHQ0U1X1K9LpJzCM/mpipXHVrAcg7Gzv7e0ts9MsZW06arDnOI5DV1cX3d3d2Hb0A7WWRqPRaLZ/6uqgvh6am8eSy0FFhVEWyDcMg2g0Gv5fxWgKhc0XY7IsuOACn9NPD2a+Q1AoVFsbaKcNZfnyZUEMyfP7Zog5mKYZdvVAoKs8z6OrqwshujCMZcyfvxudnZLa2k333jRrR0pYtAi+8Q2D//zHIRZ7gvr6K4hEWhCi305ysBhTe3t7WDi9KWJMmUyGTCZDZ2cnFRUVVFdX6wSXRqPRbCqEgL32kjz9dAW53HikfLcsmDHwJA9BNcP8+fNxHKcv+bXpL2aFCKwTKys//Lba29tD0QSELcOlQ7VL24hdt4gQb5PNHsF77wmd4NoCSAkLFkhOOknw5psu0cg9DBt+Nbadx3X7PYtVUM22A3/kzs5OOjo6yuwn14X6zD+o0kaj0Wg0moHsuGNQGJTJ7EE+/1eAMr3ked4aw8YzmQzLli1j1KgRffdu+nXHtmHs2A+/Hdd16erqwnM93L6kXCQSKbMWUkQikb5ip/kI0cPbb6dxXXTX+xYgn4crroBf/1rgOIuoq/sW6fQCPM8JnxPMSAuOx2g0Sjabpa2tjWw2u15JqNJCt34bnbUT6OwCujhIo9FoNMrWefbserLZOioqmsLHSrucSrEsi7lz5/b9b/ONw6iuDm4fBimhtbUVIQRFJ4hDDGZBp+4Pip1yCDGH1tbdWLpU6ATXFsD34fXX4eSTBQsXFkgkfsewYbdjGEU8r78ASMWYlObt6Oigq6srdDD4IErn8q5PjMl1XTo7O+np6SGZjABr9xPXslqj0WjWEyFg2rRgMHQ+PxXXnblGq6y6QC71F169ejW5XI5IxGYo25FIKXnnnXfCDi0gTI6oRIcaHCmECFuObXsF2SwsW6bserbyG9mOkRKeegrOOcdg8eIsicTPaWh4FMtyypJRKhGpvKyXL18etnwPRukxrLy+1Vy50pldSoR6nld2nGg0Go1GU4qydZ43bxLZrEEs5pYlAAbawUGgoVasWIGU+/VpiaEqKCRtbW2sWLESz/cAGVruqEDNwDkEQUd8F8ViDytXpikW9dzSzU1rK5xzjuAf/xD4/n+pr/8xlZWtZZZI6vOyLItIJEJzczPt7e2D6puBiSx1X+kNymecKq20tg4wjUaj0Xy0MQzYYw+4774o2ex4PG8V0L/mQH8Bq1qbhBAsX74cx3GHfIwJJG+/PatP+wXvR1kUlnZNq7mlQczCx7JWkM9DY6MuBtnceB7cdZfgsssETU3tpFKXUV//AkIE2mVgjMm2bYrFIitXrlxn8fTAGFNpbKk0qamuDTzPK7OBLt9Hr8/yObbW37cRzYUajUbz0WXcuCAgIeUEQJQtzCr5U2pTmM/n6ezspL29Y+vt9HoipWTGjJl4nkexGFRgJJPJ8LHSi3eATCaDbdvY9mygyOuvb429/ujgOPCHPwhOPdVg8eLlRCJfp6Hh70QiXngcln5GpmnS2dnJwoULB01umaaJbdvhsauOX8MwwtlrA5ObSngocW1ZVui9rNFoNBqNIpmE4cMB6nGcWOjNr5IJUkri8f4qTHVRu3Dhwq22zxvC/PkL6OzspFh0QkvgWCwWWiyWrqHKfjEazWOaC1i6tN9WWrPpkRLeeQdOOMHggQc8PO+P1NRcQDrd1vd4+fwsNWdr8eLFtLa2DprcUnpJ6SF1HKu5EwO3q6ruVUefSoDatr1GJb5Go9FoPtpMmBAUUfv+2LDYVEoZri+WZYU/QxBjampqIptdewHrUKFYLPLuu+/iuh6O4yCEoKKiInyPwBoxpkgkgm3PREp4442hnLzb9slm4Re/MDjvPEFT07vE46dRX///sCxZFmNSmKZJS0sLS5YsGTS5NViMSc00VcXzQFmya2DxdBBjtMuO+fVBqyuNRqPZACZNCryHPW93PC84WQ+8kC1NcEkp6erqYs6cOQx1h7eOjk5mzJiB63pIGSwusVgs9EhWGIYRBqWC99+CEJ0sXixYT/c7zQbS1RUIjwsvFLS2ziIaPY36+meJRq2wTbw0wWWaJq2trbS0tKy1y0oJFsMwiMViRCIRLCuClAbFooWUw5FyBFKOwHHqcd16XNdAyv7ElhACz9NdXBqNRqMpxzRhzz0lkCafH1tWOKEuZJWGUniexxtvvDnku12khBdeeJFioRjuq0raqW5n6B+S7fs+sVgM8DGMBeRyQde7ZtPj+/Dss/DFLxr873/dWNZVVFb+lOpqN0yiQn8SyrZtcrkcq1atWmenuwrC2bZNNBrFsmyEsHBdcN2aUC953jAcpx7PS+L7hIEd27bD64SNCdpoNBqNZvtlt90k8Ti47nSk7O9mUsWlar1S+L5PY2MjS5Ys3op7vX4sX76C99+f37f+9ndwlVpVlxaKm6bZ9/5XADnmzw/Wds2mRc10v+gig5//XJLJPEcsdir19e9gWWZZJ1Wpi9Pq1avDsSZr33Z5jMk0bXxfUCxGB4kx1eJ55TEmIOy2V8my9UErK41Go9kAksnAcmf16mFkMhapVH8limq7TSaTdHV1hQkEx3F49NFHOeKIT2MY5hC08JNIKXjttddYtmw5+XweILRrUQmu0moLIQSFQoFCoYBhNALtrFzZQD4f+EhrNg1SBkGwiy82ePBBHyn/H4ZxBul0gUQiHQreUu9qgJUrV5LNZte6XdM0+5KUAtdNUixOxPf3RYiD8f16pEzh+6PLXhMkshYCs5ByDvAfpFyGYQgtOjUajUZThhAwZQqAieuOw3XfBwIv/dJZnvF4PFyvpJS89tprLF26lEmTJg1JvQRBdfHTT/+bfCEfdmwlk8myxJzqerZtm0KhQC6X61uvF+A4sHz55pmZ8VGmUAgsdi6+WNDZ2QJ8i0jkcWprh4WFQKXVyJZl0dHRQVtb21qLgYQQxGJBB6Ln2ThOPY6ze59emoaUBr4/EYgMeGULsAAhZmAYLwAzgQ4MQ6zVfkej0Wg0H01qa4PbihVjyWRcIpGgs9gwjDDGVFFRQSaTAQK9lMlkeOKJfzFt2u5lcYChQxBjeuaZZ2hvb6dQKADBXFI1+7K02x2C91UoFPre+1Igw+LFcTxPopufNx1Swpw5gnPPFTz7rAv8Hcv6FjU1ESKRxBoxJtM0cRyH1atXh7HCwVBFQFIKXDdFsbgDvr8/cBBSViJlDb4/rOw1wUzUBcAMpHwX+B9SrsQ0CbVbvy2isc64k05waTQazQYQi8Ho0fDWWzV0d1tUVbkYwkDSf9Eci8WIRqPhyd/zPP71ryd5//357Ljjjlv5HQwkEBPFYoG//OWv5PP5vsHXUFFRAVDWXqzEU0dHR5i8g04MYyarVu3IokUwffpWeSPbHVLCvHnwpS8ZzJpVBP4I/IhYzKW6egyu64bdW6rSKRKJsHz58rUmt1QljRAWvr8zjnMWrnsoUo4AolRUBAnKykoYM6b8tb4PCxbU0dGxH4E+7QHeQ8qnAW1TqNFoNJpyJk2SGIagWBxLoVDAMi0c1wUJvgzWrlQqFa5ZjuPQ0dHBXXfdzY9//KMhGbCREp555v8xd+7cvv0OqqoTiUTZ/C1lMZTL5cjn831D0z1M81XA4cUXLU46iSGYxNv2kDJIbv30pwbXXAOuOxs4DSFmUl8/BsMwQs2kgoWqc6u1tXWtySZlKShlFcXi8bjuSXjeDkAlti1Ip4PZKZMnQ2RAfqu5uYZVq6bS03NkX/CmCfgnUt6HEDP6jg/94Ws0Go0G0mmor4fly0fQ3e0xYkSkz1WnP/GTTCaxLCsskvA8j3vvvY+vfvUMhg8f9gG/YUsT7Hd3dxd33XUPhUIB1w1GYFRWVoaznNS8UkVpjEmIRkzzfebPr6O5GUaN2ipvZLtDSnj5ZYMTT4RlyzLAL4HfkUjYpFK1OI4TJrhUJ6FlWaxYsWKtyS3TNPucCix8f2+Kxa/heQciZQNC2KRSYNtQVwfDBhyqjgMLFgyjs/NAHEcC3cBbSHkvhvE4QrSGOi4Wi7GOGm6d4NJoNJoNQQjYd1/Jo48mKBZ2IJ9/HWEY0LcASBkMkk4kEuECUCgUaGlp4ZZb/szVV1/Vt5hv5TdSQmC18xIvvPBS6KNrGAapVGqNxJaUkkgkQnt7O/l8PpypYRgvk89/mTffFEyfrqtSPyxSwuOPw4UXGixY0ItlXYzv34GUBWprR5dV1ChhaFkWTU1N9PT0DLpN27aJx5M4zlSKxW/guscSi6XZcUfYd1846CDJPvtIqquDJFc6Xf5634eODli0CN57Dx59NMVbb+3DsmX7bIG/iEaj0Wi2NXbcMVhLOjr2oqOjh/r6GgxlSSMI50uUBmzy+Tx3330fp592BuPGjxlyeqmnp5c//elWMplMGHiKx+NEo9G+rvb+mZWRSIR8Ph/qwSDxtQDPa+W110ZQLErd9f4hkRJaWgTf+pbgwQfB9x/Hss7FdZdRUZEiFouFnXWqc1DN3Fq5cuWgyS0hBIlEAiFqcJzjKBbPRoipDB9uMG0afPzjkgMP9JkyJUhwVVfDQMfBTCaYs/bee/C//1k8++xo3n33mxQKpwMzgJdZ16B0jUaj0Xx0iERgjz0kb71VRzY7HNdpLrvOVwmtRCJBd3c3EMSYFi1azL33PsC3v30eMLSKZqSERx99jDmz5/QVRQcOQaqIGvrtglVhUDabpVAo9FnSecDrtLd/jLlzdYJrU+B5cPvtgh/+EBobW7Dts3HdxxHCo7Z2eNnYCwg+H9u2Wbly5VptnCORCLFYBcXiHrjuubju/5FMJpg6FQ44QHLwwZLp0yUVFZBIQMnHH+5TWxvMnw/vvit47LE0M2d+ksbGT+B5KzGMRxDiHSzrCRxn3RbmOsGl0Wg0G4AQMH26xDQNPG8POjqepr6+rs9X3wu7uOLxOKZphtY1nudx3733ctppX2HatN2BoaE+pBQ0NTXz4x/9hM7OrlB8JBKJsHW8dHi2EIJcLofrukQiETzP65srsBzwWLgw8M8dSuJqW0NK+Oc/BV/9qqCtbSmm+X2EeAjD8IjFksTj8TDBBYTdW21tbbS1tQ26zcD7eBS53KU4zpdJJtMcdBBceqnPQQdBPM4Htv2bJjQ0BLf99pOccopPSws89RTccYfBM89s6r+ERqPRaLZl6upg3Djo6JhEb69JTY2LMASe74WzuCzLIhaL0dvbCwR6acWKFfzh5j9wxRU/DxNGWxu17t5yy608/9wLFAqFsLo1lUpRLBbDAI3SfgDd3d199nZe31zTDIbRTEvLCLq7g4ptzcYRJLfg1FMFTz3lIMTtWNaPgTZM06S6uhoILG5KbXZc12XlypVln5Mi6IZP4rpH4zg/AHZg8mSDE0+UfOMbPg0NQVfiBx2SlZXBbdIkyZFHSgoFweuvw913x3j88Y+xcuXHNv0fRKPRaDTbJELAXnvBbbfZeN7OdHXNJ51O4/le2RqWSCTo6ekJY06u63LzH/7A8ccfy5gxoxgKMSZVNzJ//gKuuOJXZLLZsNCkoqIi3HfbtsN4hhCC3t7esJhaxZ18fymFAixerG2dPyyeB7feKvjOdwTZ7LtY1sXA/8MwfFKpyjC2NzDGtHr16jCpWooQos9ucjLZ7I9x3SOpqkrw8Y/D97/vs8cegfvVB+kl04QRI2D4cMlBB0nOPluwfHlQ7H3HHWOYOfM8ikWJ47yPZf0FeHqt29IulhqNRrOBjByprEjGkcvlynz7SzuekslkeL/ruLS0tvKjH/0kDOJsbYL27yK/+tWveGvGW+TzQb+vYRjU1NSEVa2loioWi9HT09PXZu6GtniWtQJwWLBg64uqbZmgc0sltxZjmifi+/fhukV836empgbP88Khm0p4eJ5HZ2fnGtsLBtwnMc1Pk8//EynP5thjK3n6aZ8nn/T5v/+TJBISITZMMAZBIhg2THLqqZInn9RDuDQajUZTTjQaXLRCNb5fSW9vb5ntsapKTiaT4QBppU1uvfVWnn/+ha26/4pADwleeukVrrvuOnozPWFypLIyCAooLajuj0QiFItFHMchn8+HNi+RiI9hrKK1NeiK1mw87e1w2mkGTz3lYBi/xjAuwHWbcBwn/FxU4Vb/0HqDjo6O8P5Sgirk0TjO9RQKtzJu3I78/veCl1/2+clPJMOHBzNANiTfqo71WCzo/LrpJskrr/j8/e8+55yjg3UajUajCRg7NiiggHH09PaU5aqUjZ9lWSQSifB+xymycNFCrrjiSorFNde1rYMkk8nywx/+mEWLFlIo9M93r6qqKtNLKpEVjUbp7e0ln8+H9oXRaBTTXARIFizYim9nO8D34bbbguRWLjcD0/winvdvHCcozqqurg5HX5TGmAqFwqDJLcMwiMdTCHEi+fzjmOYXOeOMOM8+6/Pwwz777y+JxSQbkpTst/iGceMk55wj+d//fJ56yueGG2Dy5Km47hWAudZt6ASXRqPRbCDjx6uK22l4noUQImy1VkMQTdOkoqKiv/sJiZQ+//3vf/nd724oG0S+tZBS8uCDD3PHHXeGlcgQVNZEBg4TgHCeRKkFXtAZZGJZEiFccjnWOfhRs27a2+GyywTt7cswjJPxvFfCKqdkMtk3CyL4nFRVu2VZtLa2rnFMBQGVCjzvfPL5Oxk+fGduukly992SAw6QRCLlCdmNQb3W1iO4NBqNRjMAw4C99pJACtiRbDZLbW0t0N8VroIYpQEbz3Pp6enh4osvZcWKlWE18NZDsGpVI9///g9obm4Ok1iWZZFOp8N1udRqJx6P09HRUWaPZ1kWtm1hGDmkhLW4vWjWAynhllsETz3lYRi/Qcpf4Hm5UIdXVlaGxUClc9FyudyghWaBVeY0crmHkfIUTjopyn/+43P22T61tfQltjZeLwF9x3tgs3TccZIbbtjqB7ZGo9Fohgg776zs2/bBcTyi0SjRPh/jgTEmlfAK9Ifknnvu4Z577i0rvN5aeJ7HH//4J5544gmKxWKokdLpdFjMVLqWRiIRCoVCOI9VStmX3DIxTQ/wyGYZAlpw22XxYvjxjwW53CyEOBHPmxd+LqlUqmwOWulstNbW1jWOqSDGVIXjXE4+/3smTx7L3XdLbr5ZsvvugWXzpooxJRJwyCFw7rmS//7X5/TT1709neDSaDSaDSSVCgQIjEHK4bS3t4eVoP0Bf5tIJEJlZWX4Ot/3KRaL/PrXv+H++/+OlFtvoZZS8sorr3HppZeF7eAQzGmqqanBcZwwsQL9gZnGxkaKxWI4K6NQKOA4DolEF5FIK++9xzoHP2rWjpRw//2C997zkfIKfP+V8DHDMKiqqgqDar7v4zgOhmFQKBQGDdbYdi2+/wOKxZ+w//5pHn3U56yzAu/joWD3pNFoNJrtGyFgn32Ul/8+FAoF2tvby9agoEgmSBRZJYOMXNdl5syZnHfet+jp6d2Kegl6ezNccsmlvPHGG2XFJDU1NeG8rdK5BbZt09XVRXd3N8ViMVyrVbVyZeUCcjmYM0evxRtLY2OQ4JLyDaT8FVIWwscqKyv75uIGtpJKs5qmSXt7+xrWhEKYRKNHkM/fTkXFHlxzDdx6q8/EiZtPL6lkl0aj0Wg0AMOHB7bOsCNSpmhpaSkroFHxmFgsVjbHyvM8stksl132Xf7f/3t+q8aYfF/yz38+wRVXXEGh0L8ux2IxKisrw/VYvS/V1a9iTEpPqQ74VKoJ0+xl5kzBIK7CmvXA9wO9tHp1Afgevv9++JhlWWFBkJrz5roulmWRyWTCpGMp0ehYXPfXuO55HH10nMce8/n855XD1eZBCBgzBm6+WfZ9RwZHyyqNRqPZQAwjaCGHODCc7u5umpqawspdtTBDMMuqvCrZo7e3l8suu4yHHvpHX0BEbDEREggeyWuvvcZpp51OY2NjWXIunU7jui6e55VVIluWRTabpbe3F9/3y1rKbdumqmoartvAHnsECRTNhhMMYhX4fi8DvYUrKiqIxWJhIK20iqulpaWssiYQvhUYxg9xnEs49NAo99/vs/feIIRP0CquS6A0Go1Gs/kZOTKwKoRxeJ7P8uXLQw1RejNNk6qqqrKqZM/zeOqpp7joootpa2vv00tbUjNJenq6+c53vsNDDz1U1u2eSCSwbTvUUMpuUQVr2traQkth13XD91VTU4/v70sqBbvvrtfijeXNN2HpUoCnkLK/yEfZbCuUnjUMg0wmQyaTKdtOLBYjHj+AbPYv1NXtyE03Sc4/XxKPQ79e0p+TRqPRaDYvkUigmSANVNPe3h4WBakYk4q/pFIpYrFY+FrP82hra+Occ87huede6Iv5bNkYk+/7PPHEE5xzzjl0dXWVdbCn02kcxwnHXqj3YZom3d3d4diP0iKiIJG3H76fYr/9JObanek066BQgCeeEMBqpHyp7LF0Oo1t22GMCfo7uFpaWsqeG4lEiMer8f2rkfKrnHCCye23++ywA33jLjavXhIiuJ6oq1v7c3SCS6PRaDYQIWDPPQEiwK4AZLNZ8vl83+P9C4RlWdTU1GCXeLhJKWlpaeGss87illv+NOgcgM2w10gp8H2Phx56iK985VRWrFhRVsVaWVlJMpksaykO7HRsXNdl9erV4fNVEKe+vo7x43ekvf0UpEzw+c9LXZG6kbguBO6POSAf3m8YBtXV1WVDWJUgLBQKawRrXBc873wKhW9w+OGChx6SjB4NgZG3rhbXaDQazZZj/HgIXAl3AyLhzEjVGaMSXGp2aSqVKnu967rcfvvtnHHGV1m5ciWbP9nQn0RbvnwFZ555Fvfdd39YdQz93e5mSbRFDdu2LIvm5uaytVlKSSqVYuzYcUSjn6azcx/23BMmT97Mb2U7prNTBe46w/sMwyCZTJZ1AqqEo2VZtLW1rbEdx9mBQuFWKitrueceyYknqhkoWjNpNBqNZsthmjBtmiRIcAUCoaenJ3TWKY0xDaZDfN9n0aJFnHjiifzjH//A97dEy1OgmRynyC23/IlvfOObdHR0lMWYqqury5JxpTGmfD5Pc3NzWbGubdsMGzaMMWN2paXlJCIRk2OOkRs0/1LTTz6vHJZ6gf64oyosKy2eVjGm3t7esg48AMcxcN2f4TjHcuqp8Ne/Sqqrh5Ze0mFIjUaj2QimT5d9c4f27VsMDDo7O3FdF8dxwurkYKB4hPr6+rIL7mKxSGdnJxdffAkXXnhhXwu6CG/9C8WHv6lttrd3cPnlv+Cb3zyPlStXhQk5gGQySTKZDMVFaeeWYRg0NzdTKBQwTZNIJEI6nWbixIkMHz6d5ct/REvLUXz+85Kjj9biY2OxLOW7HQdiJfcHArBYLAL9HtyWZdHR0REG3BSGsQ+O8z0OPDDCn/7kU1lZ+pkMLRGi0Wg0mu2bqirYYQeACQjRgGma5PN5MplMqJlKK3mrq6vLklye5+E4Dk888QTHHHMMzz77LJ7nbxa9FGgm8Dyfp576N1/4wgk8+eTT5HK5srlbVVVVAGXrr2ma2LZNb28vnZ2dQBCkSSQSjBw5kilTdqRQ+BLz5/+EhoYkl1/ub1Y7l+2dqir1t68K71OJxGKxGHZu+b6PaZoUi8U1CoKEiOL7vyKR2IGbbpJ88pOlRVoDjw2NRqPRaDYfQsC++0qCMP1eYee3ShgpCz8ICjpisRh1dXVlSS7HcVi9ejVnnnkWP//5L+ju7tnsMaYVK1Zy4YUX873v/ZC2tvYwMVLaaVYaYzIMIyz+bmlpwXEcLMsiGo1SXV3NlClTqKnZj0WLfkl39/6cfbZk33030x/9I0AsRl9XegXQH4+MRqMIIXAcJ9RLKsbU3t6+xnaEOArX/Tqf/7zJb37jE42qjq2ho5d0gkuj0Wg2gmHDIJ0GmADYeJ5LoVCktbUVx3FwXbesjTwaja6R5IKg8+uWW/7E4Yd/moceeoh8Xg3XhHJrlA27SemHN8cp8Nxzz3HSiSdz7bXX0d7eTq5vsrlhGFRUVFBVVRVauKj71X53d3eTzWbDQfANDQ3svPPOVFfvzLx5P6az89OceqrgllskAwqvNRuAELDHHhJIAjuE9yvxIYTAdd2w6t33/TVmbwmRAC6lsrKC3/1OMnp0kHwNUMEgYzPdNBqNRqMpxzRh0iQJJIDReJ6H7/m0tbWRy+XKioJKrQoHdnL5vs+MGTP5/Oe/wKWXXsaKFcv7XqOe8eH1ku97rFy5kp/97OecdtrpvP3222QymTC5FYlEqK2tJRKJlA3PVgEBKSVtbW1IKcO5YpMmTWLSpB1obf0SCxZcxOTJtdx1l8/BB6MLgj4EU6aooqBplAZUVJW4sgtXiVOVdIT+uVpCHImUn+SrX4Uvf1lpYIPg2PD7tru5NJPWThqNRqMpZ+zYICEBU/oKbjxyuRwdHR1rxJgMwyAej1NbWxvGcCBIInV2dnLllb/iyCOP4plnnsFxCn2PwaaKMeXzWR577DG++IUT+Otfb6e7uyssoDYMg8rKynAe/cAYUyQSoaOjg3w+j2maxONxRowYwU477UQstgdz5/6cYnE/LroIfvUr2Wd1rdkYIhHYeWcJ1AFjwvvj8XhYqKWKgoQQFIvFMFaoEKIGuJjRo21++1tJVZVRomF9tpxmWrdustb5qEYzRFBzg3p7Bd3dsHixYNUqeP/9oCp0770lEyYEXQrBF01fMWo2L7W1UF0NbW1jkTKC7weLebFYpKuri5qamnAeg/IbhmCWUldXV1nVr+/7vPvubE4++SsccsghfOtb53PwwQeRTCaB9QuArOmvLCgWC7z22uvcdNMfePrpf9Pbm8FximXDSlOpFBUVFWHlT+lcLcuy6OzspL29PbR9qa9rYMLE8eRydbzzzkVks9P58Y8ll1widSXyh0QI2G23YNi5lLui5nClUqnQj1oFAA3DwHXdMp/qQDgege9/lq98BXbfXfkhK/QMCY1me0etBcUi9PbC4sXQ1SV4802wbdh/f8m0acF8Ga2XNFsCIZQVXxTDGIfnvRw+1tnZSU1NDZFIJFzf1MyqZDJJPp8vs3GWUtLd3c3vfvc7HnnkH5x11lmcfPLJjBo1MgyefJBmGkwvSemzcuVK7r33Pv7857+wbNnyvsRb/xobiURCy2lR8kuUXgJYtWoVrusSj8epSlcxfsJ4Uqk6Fi06nEWLvsY++0S4916f8eN1cuvDMnw4jBgB8+dPISgM6iUWi2EYRpgwBcJkY+mg9OC+Wlz3B4wdG+W880o7t0pnSGjdpNFsb5ReBwfrThBf6uiA5cth0SLB8uXBjMS99oKRI5VtqUaz+Rk5MphnXihM7hsvEegQlXCorq4Oj13VrWxZFhUVFfT09JTFmFzX5eWXX+aYY47ls5/9LOeffx57771XWAiycTGmYF+effY5brzx97zwwkvkcjlc1yn7bqXTaZLJZBgPUwVMSjO1tLTQ3d2NaZqkUimGDRvOuHHj6OwcyezZ30OIiVx/veTUU/XsrQ+LaQZxoQceiANTgdmhLXjp+BEVY8pmswMcCix8/xRgH847D8aMKZ25NbTQCS7NkCL4IgmyWWhrgxUr4O23BUuXwqxZBgsXQnt7IEB8PzjhCgF1dYLDD5dcdpnfFyDe2u9Es72TSMCuu8L8+SMRYjQwJ3ysUChQKBSIRCJhYkslkCoqKhBCkM1mw/Zt9ZxCocC///1vnnvuOfbYYw+OP/54DjvsU0yaNDFMdq0do28beVatWsWLL77E/fffz8svv0x3d3dZIkTtTzqdJpFIBK8uGeoeiUSwbZuenh4aGxvD5Nbo0WMYOXIUnZ1TeOedS/C80fz4x5JLL1V2jZoPy/jxwUWU70/sO7+JsIW/tMJGfT6lCBHB875JXZ3NxRf79DcL6iSXRrO90X8+UIU/sHy54L334K23BCtXBvd1dATJLmVtH4kI9txTcsYZktNP14UJmi3DXnsFa5uU+wL3hfdLKenp6Qk1Tqk9MkBNTQ09PT0UCoXwIlz9u3jxEn78459w881/5DOf+QzHHXcsu+++Ow0N9WWVzGtihNvp7Ozkvffm8sADD/LEE4+zcuVK8vl82YW9ECJIWFVVlc0nUNZ3KuG1YsUKstlsaBk0fvwEIpEaZs06i9WrD2fffS3uu89n3Dh9nbIpqKiA+nqYP38YQlQgZS/RaLQssaXsdjzPK5slEVjxfArYna9/XfZ1GCpKf1YVyRqNZlul/3wuyGRg9WpBY2OglRYvFrz3nuD996GzE7q7+2NMhiEYORI++1nJd78rdWGCZotQVwcTJ8Kbb04BqoHm8LF8Po/ruti2HXYoW5aF53mkUimEEORyuXCsgYoxZTIZHnzwQZ588kn23XdfvvCFL/CJTxzM+PHjymZjlSIEJZaGkmw2x4oVy3nmmf/xwAMP8NZbb9Hb21s2awv6bZzVdkv1mG3b2LZNR0cHzc3NWJZFZWUlY8eOZVjDCBob92Tu3AuIRGq5/nrJaafp2e6biokTAQyEGB/GmCzLCrsBgVDXDnQIghRSfo0pUwRf+5rfdx4cLKa09eNMOsGl2SoonSElYWBm6VJ45x2Dt94SLFoEK1cGQiM4Z3pAFiFWAU0I8S62vRrDmI/rTqKl5WDuuecTvPpqlPvv99lzTy1ANJsXIWDiRAlEgPIEFwReyUIIqqqqyioigNB6p7u7m+7u7rKhmr7vk8vleOONN3jttddIpVJMnjyZXXbZhT333JOGhnomTpwY2tb5vk9raxuLFi5i5tszmTNnDu+/P5+urs5wbkXp9oEwUBOPx8MKILWgqcWuq6uL5uZmIpEIyWQFO+wwhVQqTWPj/rz//tlUVDRw3XWSE07Qya1NyZgxwbyS9vadARvD8MN2cfV5q2BbY2Nj+Lqg1X9Hcrm9+djHgu30o0+GGs22jLITyeeDxFVzM7z1lsEbb8CKFYJ586ClBRxHJbKyQDewCsOYjWG0E43MwJcWxeL+vPLKZ3nzzZGsXh0EbXSSS7O5GTECkknIZMYDJoGuDygWizQ3NzNs2DBs2w6rkZUeicfjFAqF0AJaobq9Vq5cyZ/+9CfuuOMOhg8fzu67785uu+3KpEmTGTVqFPX19X3JNUmhUGTB/AW8P38+77wzi3ffnU1T02ry+Ty+75dtH/qLgVKpVLhPalaBZVlh8dLy5cspFotUVKQYOXIkY8aMplAYzqxZX6W19WBOOQWuuMJn5Eh9fbKpMAzYZRfJSy+lCOzCV2PbdpgkVfpWBf9Kk5bRaJxi8fMkkyZHHeUP+Ez0B6TRbKsoveT7go6OIL40f77BO+/Au+8GiazVq6GnR8WYHCCHEMuBVQgxj0hkGUKswHF2ZsWKT3LLLfvx1ltBgcLEifocrtm8WFZgU/jGGxUI0UBpgktKSWtrK/X19aRSqTC5pGJMNTU1eJ5HR0cHvb29azgG9fb28uyzz/Lss8+STqfZcccd2XnnnZg+fU/q6+uYMGEClmUjRDCLtLGxkcWLlzBjxlvMnj2HRYsW0dMTxK6KxeIaxUCJRIJ0Ok08GPhUNi9MFe22tbXR1tZGPBYnVVnJDjtMIRZLsXTZYSxYcAajR1dy000+n/40Orm1CZkyRRKNCorF3YD+QjL12ah4ZTQaDW0m1eO2vS+eN5kjjpD0jaBlqGolneDSbHbUec91obU1EBqvvip45RVBLgfvvBMks4LAjA/kMYwWDGMJQswjmXwXz1sKzMfzmnCcHsAlmHsk8TwXIX6LaR7HokW/50tfquKBB3z22EMLEM3mQwg46CDJdddZeN4BKDs5hZSSjo4OLMsikUiEwkP52ypf4lgsRldX1xoVwyrIkslkmD17NjNnzuSBBx4IgyqGYYSiQXWEqUpV13XDRaoU1b5eWVkZJksgCOCo/bMsi46ODtrb2zFNk9raOiZMmEhFRS1LlnyS998/kzFjYtx4o89nPyvLbHo0H566Ohg1CtraxgEpDKOnLwEpy2a6VVRUUCz2B+JM06JY/AqRSJpvfMPXrfwazTZIvy++oLcXli2D2bMFzz0HTU2CpUsFCxYEgZmgKbeAEFmEWIFpzMK2l2FZ71Msvo1ldZHPr8L3g2C8xMZxisDtGMZ4fP+P/PKXhyIEfO97EktfEWg2I+PGwfjx8M47uwOVQEfZ4/l8nra2Nurq6oBAi5R2nqv5n9lslu7u7jJLFfVzPp+nqamJJ554gqeeeqpML6mLd8MwKBQKFIvFUAeVVq8q1PD2dDpNtG/wg+u6ZUkt0zTxPI/Vq1dTKBSoTFUyZswYRo0aTXfPWGbNuoBicQfOPlvy61/LvnlRmk2FYQS2zhBByqnAyyVFWzIsCIrFYmXBGgApd8L3D+eII2DnnbfG3ms0mg9LqSVzUxMsWQIvvSR46y1BNiuYNSu433XB9z2ggGE0YhgLEWIxyeTbuO4iDGM5xeIKPC9HUHwRwXU9fN9DiKswza/xxhu/5MtfjvPAA4HFrEazuTDNIMb00ENJfH868G7Z40FxcyumaRKNRsOOcrXmGYZBdXU1iUSCzs7OskSUlDLUVj09Pbz55pu8+uqr3HXX3eEs0VJLQYBsNoeUPkIYeK6LL8sLpyHozEqlUuHsVNd1MQwj3JbqfG9ubqarq4tIJEJ9QwMTJkwkEqll/vyjWbLkS+yyi8Wtt/rss4+OMW1qxowJRqysWjUViISFX2oUkO/72LZNIpEoK/YyzSjF4pmk0xHOOGNgQdDQQ1/OajYpymLQ96GrK7AYfOMNwYsvwrJlgtmzA+vBYlESBGZcDGM5tv0usehiTGs2kch8TLMDz+tEyuACVFXe5XI5TNPH82TYehuQR8oHiEZh4cKb+OpX09x7r8/UqTrJpdl8TJsWdNu0tR1IcDottwH0fZ/m5mYaGhqIRqNhEqk0URGLxbAsi0KhQFdXF47jrJHoUtXC6gK9tCOr1CpnYKeWejwSiZBKpYjH4yUzKvqrW1XQx/d9Vq9eHdoFjRgxkhEjhmMYDcyadTKNjZ9ljz1M7rnHZ4cd0MJjM5BIwI47SmbNGo4Qo4hGF/f5Hnvh52SaJplMBtftFx+2naZYPJLRo+GAA/R5T6PZVpAS8vmg0Gf+fMELLwgWLoSZM4MZEPk8+L4DeBhGO5Y1F8taQSz2JpY1F9vuQspGfD/fZyciiURk39Bmr68QyC+zEJFyIbHYmRSLf+FXvzqEyko4/3xtA6LZfCSTsM8+knfeGQVMAV5b4zmq2ri2tjZMQJUGZVQAJRaL0dPTExb2KKSUZLPZ8LoBCIuHSrt5SpNiA7Esi2QySSKRIFLS2qj0Tml3UG9vL62trQghGDZsGKNHjyGdrmFV43TmzPk2kUgN11wj+drXdKf75mL33SWWJfC86cAdxKIxBKIvMC3CAq6urq7wNYGO+j+EqOaYY3RyX6PZVgjO3aJvjIXgtdfglVfosxkMnH8cRwJFhChimkuwrDnEYvOwrPeIRJYiRAu+34OUTrhW+L6P5xUAiefJMjtTyAB/IBqFN964grPOinHXXT7Dh2+VP4HmI8IBB0iiUYNC4WDgLgZav3meR1NTE8OGDQuTUlAeY4rH49i2TS6Xo7u7e40OdRVLVcU+A4ujVYJqbTEmwzCIRqNUVFSErkBqe6WayTRNXNelqamJbDZLZWUlo0aNoqFhGJ43nLfeOpu2tgP51KcEf/2rz4gROsa0OaipCYrNVq2agBDVxGIFhDDwfTeMMVmWtYa7VCQyimz2E+y667ZREKQlneZDI2VQGdPcHCSxXn5Z8PzzgpkzgxbwICZfRIheLHMBpjWPyspXse13MQyPSKQF23Ywzf7ISiA44kA8FB6GYRCPB//PZDJ9w5+9ki4WKBYfQIjhzJz5c84/P8Gtt0rGjdv6XqDrT+Bxq9k2GDECpk6Fl17aFcsagesuX+M5UkqampqoqKigurp6jQQTEB7bkUiEQqFAJpMJB2IPHPw4GINVHtu2TSQSCbdr23ZYRVPa+VXq3dzc3Ew+nydVkWLS5MkMaxhGT+9wZs68gJ6eXfjylwVXXx2Ieq07Nh977w1/+1scw9gN01zW1/VHmXgdWHFuWWPJ50ez885QWbm19lyj0awLNcy8txdWrQqSWM89J3jlFVi4EDIZNV/IwTRXYlmzSSRmYVmvY1md2HY3tt2DZfVfkAYFDlGkDILxxWIR0zRJJBK4rksul6NQKOC6bpmVieOsAM4nm72bn/50d0aOhOOO21aDvVo7DXWEgIMPhr/8JYphfBwp3xg0YJLJZCgWi9TU1JTNhSgtyolEIqTTaSoqKkKd5HleWAQ0mF4qnS9QGjhRGkhZIcZiMWzbDi2b1Xqr1l8VAGhvb6etrQ3bthk5ciQTJ07CNFMsWvRZFi06mVGjotx6q8+hh6I7qjcjU6ZAOg0dHXsihI0wDLy+z6u0gKu0KNK2I3jePsRiMH261HpWoxmCqHN2sShYvRoWLYKXXjJ44QXBO+8ErkBBHqqIYXRhmvOwrHnE469g2+9jmm5fjMkr6yIJYkzB/GnVySKEoFgs4jgO2Ww2jDH1ryMervsHhBjJM898m0svtbjmGp/6+i3/d9m0aO00VJkyJXB0Wbx4P0yzEtftWuM5nufR2NhIKpWiqqpqjQSTWv+SySTRaJRCoUA2m8WyrDL7wrXFmAa73zAMIpFIWYyp1FlIPV/ti23bFAoFmpqacByXqqpqpkyZQk11Le0dE3jnne9QLI7j29+W/PCHPtXVm/TPqCnBtmHaNMnLL9diGJOxrPfwXBcGxJhK3ROCjsCpSFnDXnttG8Va2+RlrGbrUyzC8uUwa1YwoPPFFwVz5qhh5hLowTCWArNJJN4kGn2bWKwHy2rFMJyw46RUcABlJ0XVYguEdiCJRAIhBKlUKqzULB0+HWznRgyjiv/857t8/es2Dz0EiYS+gNFsPKozceAxFI3CrrtKXnqpjrq6vejpaSebzQ4qEnp7eykUCgwfPpxoNBoGGlWAR7UFm6YZCoVEIhEKbtd1w3bv0oozIPQ0jkQimKYZJrSg336wNLhTOg/Mtm26urpoa2sDoLa2jsmTplCZTtPatjuzZl2AEPX84hc+553na4udzYwQ0NAg+ryv6/vOhf3HSWmwpvQ46+0dj5QJ9t1Xn+s0mqGElEEgZu5cmDvX4Lnngs72FSsgl6OvirgZw3gH05xNMvkGsVgzkchqDCOHZRmDBOWNku0H5wGlq2zbDoP2sViMZDIJBImv7u7ucEB1sM25GMaZdHX9ja9+dQINDZKDD9YFDJpNw0DttOuukkhEEIkcSDR6J52dHWUX0grHcWhubiadTlNfXx8GGtV1g+d5mKYZFu6o74fjOBSLxVAvqfWy1JJHdfWo7nmlnVR3NKxZTKK+e6WWhJlMhlRFijFjxjJ69Bg8v4Z33jmL1asP4sADDW65xdMuEluAeFyQTkNbWyWGEcUwRFlhmPr8SyvXi0UT2IEJE2D06K204xqNZg1UR3swl13w6qtB4fS8ecHMdsfxEaILIRYixFySydeJRucQi3Vhmu0YhrdGjEmdz4Ptl8eZVCEDQDKZREpJOp3G930ymQy9vb0Ui8W+GJMP/BQhqrnrrjOwbcEf/qBnmGo2D+k0TJoES5aMo75+Zzo7Z64xzgKCY7q7u5tCocDIkSPXSDRBoGVUIkrppng8XqaXSmNMSj8BoTZSr1f/qjjtwBiTeg0EMab29vZw7MWwYcOYPGkKiUSKVY0HMnv2N0gmU9xwg89JJ0n63KA1mwkhYPhwARh4Xm3wOYn+86LqtivtYJVSksnsCJh9tpFbZ983BJ3g0mwQvh+0gl99tcEzzwRiQ0ofaEeI94D3EOJZLOttbHsVtu2GNh9qcLQQ8WUigAABAABJREFU5QF3dYIs9Y1VF7IqcD9wppCyGVFWJWpoYiaTAcAwrsH363jmmW/wne8Irr9eEI2uWSk69NBVNNsa//d/kj//2cL3z2bqVAenuIL2jjY6OtrJ5wt9nt8BjuOwatUqkskko0aNCitKVbAG+itjfN8PhYjjBEnh0uqz0uSWet3Adu7SII0S/Go7qmtr5cqVZDIZbNtm+PDhjB07jkSihuXLP8PcuadQXx/n5pt9jjxyW63s3/bYbTefSMSkUNgTKf9aVokFwfHS29tb9hop44Agmdw2xIdGs72jEls33yy47TbBqlWqACgPLEeIucDLGMbLRKOLMYxukskYkUiEaDQadnup87g6/5fqJbVuKMu1SCQSWtoOTIorqxLf9ykUCnR2dvatPbOBs8hk/s6ZZ1bz0EM+u+++Vf5kHwKtnbYFdtghuM2b9wnGjTuesWPepru7hda21j7bXbdM53d2dlIoFEKbZ9WFqI57dY2ggjm2bWPbdllio/R6o1RDlXbRq22Vfm8UytIwGo3S2tpKe3s7UkqqqqoYN24c9fUN5AsTmTHjArLZyXzta5Kf/9yjrk4nt7YElZWSKVMkixaNBer65oSIsoCbOrYUUhpAjEgEHZzWaIYAynrw3/+Ga64xePVVCC5zPKAVIeYAsxHiOSKR2ZhmE9GoLOsg8Ty5RoxJXRuXxphU4YK6xlb/V89Ra0k6nSaRSOD7fjgrG1wM43u4bgN3330048bBD34gt+EuXa2dhiqGAUccIfnPfyqwrG+y8053kc+voq29ja7OTgrFQpleKRQKLF++nFQqxYgRI8jn82Wz1pXGiUQieJ4Xdqu7rlsWI4L+zq0NjTEpvaS6tpYtW0Y+nycajTJy5EjGjBlLNFrD/AUnsGjRsUyebHPrrR4HHoi2SN9CBF3rBlLuge+/GH6u6lhxHIdcLlf2Gt8POl4rKraN84UOV2rWm2IRrrlGcNVVgq6uDuAV4CVgJjALaCZoEzeorKwikUiUZfhLLzChPzA/0GNfdWKVnkyVd2tpkksFcdTviEQiVFRU0NPT01eRcDmeN4q//vVzjBsHl16KDtBvFkpPdtvn1fy6fID/7//gyCPhscc+TWfnXowd+3cmTXoM1+kim83S2dVJR0cHmUwGzwuCMz09PSxbtozKysqyYZ5KXKvKM3VBrkR46RyJgUEe6O/OUkksoMymRT1WLBZpbW2lu7sbgEQizvDhIxg9ejSmWc+cOWeyatVh7LWXyS23+EybppMmW5IJEwQNDbBixXSi0XTYsac+v8GOx4gdoegMsjGNRrPFkRJmzICvfc3grbdcAo30Ut+/ryHEEqAXkMTjCdLpNNFobdmMIEVp0KX0X/WYQgVuVPFC6ePKwk3Zq9m2TSwWI5PJkM/nKRReQoiLWLjwer75zQruvFMyceK2cSGz7fLR004VFUEw8Kyzapgz57fU1LzFpEm3MmLkYvK5HD093bR3dNDd3U2xL3iTy+VobGykoqKCVCoV6qOBMyFKrx9KLZmh/ztUmtQaWCSkfi7VT+papLe3l1WrVlEsFvsCn5WMHTuOqqo62tr2Z/bs87Htaq67TvLVr/rE45v1z6opwTBgn33gqacqse1pRCKzyWaz4eODaSbLtPDlNhuR1mi2O7JZ+MEPBH/6kyCbXQ28DLwKvNmX3GoFXCzLIp2uJh5PlXVgDYwxlbK2GBOUF1mXXoerGJPqFK6rq6NQKPR1dGWACykWG7j66v0YMwZOOw0MQ2umLcP2r50gKJA55RTJ3/5m8PrrJ9Haeijjx9/J1B3+R7EYFPV3dnbQ0dnZZ9UcdGGpee7pdHqNGVoqnqDiqhB0WanrjtJZXKXfESjvzlpXjCmfz9Pe3k5PTw+GYVBRkWTkyFGMHDkKKUcwc+b5tLbuzRFHGNxwg8eECboYaEuyyy6BFs9k9icavS08L64rxmTbEZxtKMakw/2a9UJKuOkmwU9+InCcFxDiIqR8EyitdBQkk0mSySTxeHyNjpPBTpyljwe/Z027QvVzaRKgtPVcnaiFEESj0bD7pbu7m+7ui3DdUfzyl3sxfrzgy1/uH6JeegE7MOk28P9bBu2DPFRZm0UhBPaXf/mLz9/+Jrjxxjrmzj2b9vaPMXLkQ9TWvkt9QwanWKQ300tXZxctLc1kshmy2Ww4a0sFbkq7q1zXLbPqHBjcVMf8YN2PQFmQRiXCHMehsbGRXC4XbieZSDJmzFgahtVTKIzl7bcvpqdnJ04+Ga680mPkSLmFvweaVEqy446S5ctHY5qjqajopbOzs0ygGgNKnWR4LtbnEY1ma7N4MXz5ywbz53cgxOVI+WeCQeUBUkI0Gg01U2mhw2AaCCi72BxMq5R2bKn7gDCxBf2BfmWFW1lZSTqdJpPJ0NX1dwqFCbz00qVcdFGU226Tg3rha+2kWV/W1E6S44+HMWMk110X5fHHP8bMmTsyatQ/qa9/ljFjmxg1ejS5bI6e3l6am5vo7u6iUCjQ3t5OZ2cnsViMdDpNpK/1prQYaGBxXOkMCvVctV+q4rg0qVxaraycIVSnIwSBoGHDhjNmzBii0SqWLDmexYu/zJgxUf74R49PfUpimlovbUmEgL32UhXJe1JRsTS0FFPXiMq2VSEpnSuizx8azdbE8+DHPza44Qbw/UcQ4ntIOQ/1vZSSvkB5ikQiQSwWW2uMqTTQPliMCcq1i7q/NKY0cFtqXYnFYsTjcRzHobu7g56e8+ntvZdLL53E2LGSQw9dd6BeayfNhlJXBw8/7HP77YJbbhnJvHkX09Z2MCNGPEJt3XsMGzaMYrFIb28v7R0dtLW1ks1mQntN27aprKwkkUiUOQUpO0L1/9JjfmB8tvQ7sLYYk5SBDfTKlSspFArha1KpFGPHjqO2tpbe3qm8++4lFItjuegiyXe/61FdrZNbW5phwyRjx8KcOTsQidQRi+XJZDJlMaaB56HArQ22lXOGTnBp1otVq+C66wSO8yZCfAkpG8seVwOf1Yys0pPjwO4tq6+NaqBXfmmLuPJ7VXYjyvNVnXjVDQgvPNX21f6MGDGCdDpLY+PXyeXu4cILpzJ1qmTPPYfqyXRtJ4zSk8m2cGL5oH1Uf/yh/j7Wn+pqydlnwxe/KLn2WsFtt+3O7Nm7Eo+vpLb2dYY1vEwqNZdUKsXIkaPI5jL09PTQ1tpKZ1cnXV1d9PT0YNt2OCg0Ho/jeV5oyaOSu6VBGDUPQgV0ShNkqkqnWCzS1dVFb28vjuOUiejKyhSTJk2ipqaejo49mD37OwhRzy9/KTn3XDVva0h+WbZrTBPGjAGIk8nESafbAco+99KqLADX7QB8uroMpByq5ziNZvvH9+EPfxDMn19EiPOA+yktBgoCNUFRg5qVODAQD/1BF3UuV5pJrQtqTVDbVLOEhBDE4/HwfFHaSd8/q7TfgsQ0Taqrq6murmb16j/Q1ZXmkUfO5de/NvnZz8C2h7q9s9ZO2xKmKfnYxwT77CP5z38kv/hFDa+9dhrLlh1PVdUshjW8RE3NDOrrW6irraVQKJDJZmhra6O9vZ18PkculwtnzNXV1ZFIJDAMA8dxQp1TWo0PhMe/WjtLLT6VhbrneWQygT7L5/Nl1xeRiM2oUSMZN24Cvl/DnDnn0dx8IJ/4hMmNN/rstNOWDk5qFCNHBlaDjjOK7u6ess9BFYPFYrESW/AiQvSQzwfzfhKJrbXnGs1HGykls2cHNs5SPo4QpyNlV9lzotEo6XQ61DWDBeDVttR1sOM44Xx2tSaoGJNpmmGRT2mcCcqt3AbatCni8TipVIru7maams6mtfVOzj13BP/6l2T8+G3p+ktrp6GPZPhwuOwy+MpXJFdeaXDffQcwa9a+JJNLqK97hfqGV6lMz6cyXcmY0WPIZjN0dQez1bu7u8LiIBWrTaWCRLHrujiOM2iMqfQ6oVQzKftBlQwuFouhS1GpxbQQgpqaaiZPnkKqooam5oN5771vkkxW6nlbW5lYTDB8OMyenaa7WxCJrDnyJBaLlb3G84I4VGfntnA+0AkuzXogJfzlL4Jly1xM8xqgmZJrPmKxGLW1tUSj0UEGofd3bAXbCgYhdnV1hYH79UFdiEajUSorK8uCN6WWbupndcIGqK9vo739MlpabufEE9M8+KBk113lGvs58PcNHeRafh4qDPxbfdA+DhRNQ/9kua7jofSx2lr42c8kZ50luesuwf33j2HevDGsWPE5KisXUlP9PLW1r5FILCOZrGDUyNFkc719Azjb6OzsCmc8VFRUkEwmQxGu/lXeyb7vl1WmOo7TZzVVwHVdcrlc6L88sBPANE3q6+uZOHEiFRU1LFnyWRYuPJVhwxL8/veSo46SWNZQ+g589Nh7b7jttijF4o5IuSIUliqgPXBOSDS6mHw+z4wZOlKj0WxNFi2CO+8UGMZzGMajuG7/d9U0TdLpNOl0OrxvYLdJqRWzmpWlzuUDv/drQ60XyWQytMKF/iA/EFoZqgIjKSVVVQlM8zo6Onbht7/9FKlUcGFtGLJsPwfu+9r+v3XR2mlrs67jw7bhiCPg4IN9nnxScPfdFTzzzMeYPecAYrE2qqvfoLbmedLpuVRVRairrcNxHbq7u2hra6WtrT2sUo7FYqRSKSKRSDjHVCV61fdGrZ9KQxUKBbLZLI7j4Louvb29obYauM+JRJJJkyZSX99ALjeJWbMuIp+fzDe+AT/5iU99/VA79j9aTJwINTWwevXuFIvl+lW5IZRimgUMYyGrV+9KY2PwWo1Gs+XxfcENNwg6O7NY1q/x/R5KL1kTiQR1dXVhMUIpg8WYOjo66OnpCQsW1gchgnEXKpEWjUbLiotc1w0LhXzfD4uzLcuivv592tt/xrx513LiiTEeeCDoUB5sbdbaaVOx/WsnRelxMXo0XH+95NxzJXfcYfD3v09iyZJJLF32Raqq5lJd/Ty1NW+QSKwilUoxZsxYMpke2tvb+5Jd3axevZrW1lZSqVTotqUsnftn2XlhR5bqlC8Wi+RyubDILpPJhJ1aA2NMlmUxYsQIxo8fTyxWy/vvf5nly49l6tQIN98s+fjHwTCG0vH+0cI0gzlc//1vFYXCWGBu+JgqglT/qs82FnuPXM5nxgyD004b+kl8neDSfCBNTfDnPwuEeBvDeBLHCQRD0AFSWVaFrO4f2L3V0xOcYNXF42AeyetCnWhd1w1t3ZLJZHiCVtstrbpRF6m2bTNy5Dyamy9l/vyrufDCFPfeK6ivL/fuV/s+9Nh2FuL1p/TvvH29N8OA8eODORPnny958034xz8sHn54KkuXTWXpsq9QUTGPhoanqKp6k2i0wMiRIxkxYjjZbK4vwdVBb28PPT094XaFCOZKlNouqBZzlexSomRdmKbJmNFjGDd+HLY9lrlzT2flyoPYbz+LG2+UfcMnN/MfSbNOhIDp04MAYLE4nWLxiVBslM5dU0NcAXx/NYaxmoULJ5LJiG1mEKhGsz0hJfzpT4KmJpdI5EYcp38WTCwWo6qqKgyelFoKKu1S6l+fzWbLtMyGoNaDQqFAR0cHsViMysrKsGhCBW0Gmz1RXR0hGv0+jY2/5aqrDmS33eCoo9ZcFErXGq2dthTbl3YSApJJOP54yec+J1m4EJ5+WvD3v9fx+utH0Nj4aaLRZurq/kdt7QvE4/OoqqqiurqasWOLdHZ2BvNEu7ppbW0tuyA3TTMMzqj7Si/eB0tmDUY6XcXkSZOoqR1GW9shvPvuV4lEqrn2WsmZZ0o9b2sIUFUFU6dCY+N4MpkkqVTQAVLqIKKOBaCvi+MdisVjmDcvmEmh0Wi2PO+9B3//u8A0/wO8XtaVXlXVP88dKBtPoZx+1Fzrjo6O8Fp4Q1EdX47jhLZuqss+2tdmUtr9rvYFgu6yUaOeZfXqX/Dqqz/m+9+P8Ic/CJLJIMk1mDbS2mlrsH1oJ9OEnXeGK6+UXHyx5JVX4KGHIjz22DQWLZrGkiUZKitn0dDwbyorZxCLFRk9ejQjR44gk8nS0tJCR0cn3d09dHd3l8U/VYGQ6nIsFouhlXNpIdy6iEQijBs7jtFjxgCTmDXr6zQ3T+eoowyuucZn8uShnxzZ3hEC9t0XwCCf3xXXfafMvl79WzqnzfeXIEQXc+dW43lgDfEM0hDfPc3WRsrgYnPZMgnch+N0AkF2vrq6OrQFUaiKFzXIXCW2crncJt0vNUSxt7eXZDJJOp0Oq2sU5Z7MPrW1z+J5t/LMM+fz/e9b/Pa3gooKf4iKi1K23YV47Wxb72ntM7gCERis9wIhSkUrpNNw6KHwyU/6fO978PzzgocfjvLss9NYuHB3DKObdPpNamtfIl35DhUVbYwbW8GokaPIZDN0dXbR3NJCLpfD81zy+XzJ9sstFNaHSCTCxIkTGT16DL09uzNz5jfJZidy6qnwi1/4jByphcdQoaFBkkoJOjrGYBgRTLPfWqP0wkoluBynGyFaaGubSE+P7LOX1Gg0W5K2NvjHPwRCzMFxnuufdZhMUl1dXTbAt/Qcbts2ruvS3NxMV1fXRiW1BlK6PuRyga2bSrLFYrFQrw28+b5PItFFff0vaG6+hXPOGcOoUZLp0wnXuA0tUto6DPV93BjbnKH+nsr5IO1Uim3DjjvC1KlBF/w778Bjjwkef3w47757IqtWHU8stpSGhv+QSs2iqmoxDQ1R6urqyefz9Pb20NLcSldXJ47rhAFLRekcuvVBCEF9fT077LAD0ehI5s8/kaVLj2TSJIvrr/f59KfBMD54O5rNj2nCuHESSFAs1hCPF8MB9ypgF41Gy86JnrcI35csW4a2ddZotgJSwoMPCjo7XQzjLjwvuMa1bTt0BiqNMZXa8BuGQVdXFx0dHeF10KbCcZywE6yioiLsgl9zLo0qTvKpq3sI192Fe+75EpMnCy67jEEt2LR22hRo7SREMJ/rqKPgs5/1Wb4c/vc/wcMPJ3nppQOYN29/LKud6uqXqK5+jaqqOVRUWKQqUjijHTKZDB0dHbS0tlLI5/F8ryxWq753paMtPoh4PM7kyZMZMXwUbe378957X8fzhnPxxZLvftfXndJDiNGjJdGowHHGYdsRisVimNhSyfxIJBImuBynGehi1apqCgWd4NJs4+Ry8PvfC6RcgWnej5RBG3dNTQ0VFRVl83+g3//YMAwaGxvLqgMGQ1XglAZtBw6DVlWW6vHS6hzP8+ju7iaTyYS2P6U+saViREqX+vo/47qTue22o0mn4Re/gGh08AqboclQrKrZsKoYdTgEf/Ot9V5K29U3xXbW/T6EgBEj4IQTggHrq1ZJHntM8I9/pHnttUOZP/+TWFYXlZVvUVv7FnW1r5BOR6mtqWXY8OFks9m++RNtZLM5pNywLkghDBKJOJMnTaa2biSrVh3NggUnUVlZyXXXSc44Q1chDzUaGgLLy/b2CWSzHomEVTY4HcorkqUsYJpP09KyH6+8Ascdt7X2XKP5aCIlPPywYP58sKzbcN2ucN5WTU1NqDNUkEZpnEgkQk9PD01NTWUB+cFQ3fKqsq50XoSyH1TniFJPfUU+n6epqYl4PE5tbW1ocTvYrKKKikV43k9ZufJ6TjopySOPwA47BBfW245mUgxF7aRYv33bPrXTmggRzETabz/Yd1/Jd78refFFePhhm3//ewqLF09BSodkci7p9CwaGl4mVbGA1IgUdXV15HL5vpkTHXR2doYX6IPNUlkbthVhxMjhjBs3Ac/biRkzzqG7e1eOOkryu9/5jBunEyJDCSGC5CjEcJzRSNlYlswqne2sjgchXgQ6ePLJGs49V1JiRKLRaLYALS1w220Cw3gHIZ4OnSlqa2tJJBJ4nlfmWlI6x33lypVkMpl1XgureFRp0LY0xqTmCJVqpdICCNd16ezspLe3l+rqaioqKsLXD5wBZhgOw4b9hlWrJvLLX+5HOi047zwf01z3SIyhz1DUTspmUGsnCAptxo2D00+XfOUrkkWL4NFHBY8+Wstbbx1NS8tR2HYL6fRb1NW9QU3NG1TXxKitq2XEyJH09vbS0dFGW1s7+Xx+rbPn1oYhTCpSFUyZMpl0ehSLFn+ZxYuPZeTIGNdcIzn2WL2+DjXGjg3cEzo6diCXK2BZVjg6qDTGlM0GLiRSdmEYL7Bo0XjmzIF99tmae//BiKFcSbD33nvLN954dWvvxkcWKeF//4MjjzRwnJuR8nxM06C+vp54XzRcCYHStsaurmCgYemwQYXq7FKvLQ2qlA5UHzjrQYkUwzAoFAo4jjNoFWYikaC2trbMlqTUtzmw5ammqekKPO9wbropsBjRVZgfBvXHG9xzeiDbl9D4cDhOYM/wzDOCxx8XvPQSZLNg281UVc2gru4FKivfxba6kATt4V1d3bS0tNDZ2bHelTWpVCWTJk0mVTGFBQvPoqnpE0yfbvG73/kccIDUXshDEN+H4483+Mc/ekmnD2PYsE5yuVxZYNw0TZYvXx4GbOKxA8gXnuRLX0px553+Fq+wEcJ6U0q595b9rZqBaO20dchm4TOfMXj++UZM8yA8bzFVVVVUVVWFwRR1vjYMA9u2yeVytLW1kc1mB9U0KgElhKBYLJZVMwNlAZtS3aQqnJVNoTpHlKI68VOp1BpdZaCsoX26uz9Pe/tPOOSQJA8/7FNVtcn+ZJoN4KOunXwfOjrgmWcCzfTYY4LGRpAyT0XFPOpqX6K65jXisRUgiggB2WyW1pY22tpbyWZz+P4H21dZlsXYMeMYOXICXV2H8f78M4lGa7n4YslFF/kkElovDUWefjo4/wrxWyZMuJlisRheY6pry56eHtra2gCwrDhC/I2KiiN5/nnJLrtsvXiI1k5DA62dthxSwu23C848U2AY38XzriYSsamvrw9tAUtjTJZlIaWks7OTjo6OQS35VcG0svAvDdKvK8akurNUjKlYLK6xbdWJX1tbG8axgDJNFozSGE1j47VEo3vywAM+RxyxLRVRb598VLVToQAzZsCzzwr++U/Bm29CoSCJRFZRXf0G9XUvUpGai2X2gvBxHZeOzk5aWlro7u76wII7RU11DRMnTiYa3Zn35p1DR8eefPKTBtdf77PTTvr4H4rk8/Dxjxu8+eYq6usPJ512wplqpdeUy5cvD8/D8fjx5HL38N3v2vzyl/5Wj53vvfd+vPHGG4MeXDrBpVkrxWIQYH3ssRyG8X+Y5qsMGzYsFB6lFTXq58bGxpKZMP3BGpXYMk0Tx3HKBEbpc0tbz0uriUsFikpaqZlcA4P80Wg0FEhqewOP82KxlpUr/0IyOZU//lHyxS8G1jv6HLwxbEyr+OYWGVtKxGzc7xk4803KINn1/vuBjeEddwhmzYJczse2W6msnEV19atUVb1CPJ4BKfuqlNtoaW2mt7d3je+b+j21tbVMmTIVp7g3894/n1xuIqecIvnFLyQjRugq5KGKlPDtbwuuv97Fso5k3LjF4blOVSNalkVLSwu9vb0AmGYUuJV4/GT++1+/z2N5y6GDNEMDrZ22Do88Al/8ooHn/RUpv0Z1dX9XOfRrJs/zsG2bjo4O2tvbw8dK1wXTNEPtoiqP1a10+G+pV7rqUijtYi+dWaH0UmkXvGEYVFdXk06nAcLgkNp2ECA2aWo6m56eb3HCCQY33yxJp8sLWvQF7MagtdPGIiWsWgXvvCP4298ETzwRdAMIkSWZfJ/KylnU1/+XRGIllunjOC7d3d00tzTR0dG+RuBGfUds22aHHaZSlZ7E8uWnsnzFkUyebHPddT7/93/aknAoM2sWfOxjBpnM/TQ0fIeKijiO44SfrSoSWL16dWj/ZNufwnEe4Zxz4txww9YL2GjtNDTQ2mnL0d0NhxxiMGNGK4ZxIJHIchoaGsIu9XINEvy7atWqMHFVGtdReskwjLIY08CZ7ComVFr4rDTTwAIkpZcGrhXxeJz6+vqybvqBMaZsdgKNjX9lxIjh3HWXzyc+0X+tPVjiTLOhaO20IUgZOHLNmwf//a/BnXcGPxeLHpHIatLpt6mtfZFUagbxWB7fl4FzUHsrrS0tZLLlnZKl1zTDhw9n0sQd6O09iHnvn4uUw/jWt4LO+6oqHWMaqngefP7zBo8+2kM0ehBjx+bKElxqJMbq1avD8SiWVYHv/5Phwz/Biy/6jB+/dd+DTnBpNop33w2yuz09L2GaR1BTk6SysrIsOKI6q3K5HI2NjYNm+0u7qVTAxnXdsFrGNE2i0SiVlSmqq6toaGhgjz32YMKEieRyWbq6ulm2bCmLFi1h2bKldHV1UygE1ZmWZYVB30KhEO5bJBJh7NixoWBRX1YV+LFtm0xmEitWXEM6PZknnpDsu+9QT3CVfleHyo4agEqsbK7FXW13Q7Y/8LlDq8V+YIKr/LGgsmLuXHj88aBK+d13+5NdVVWvUl/3Iun0Eiy7Dd8LZg20tbfR2dkRLkSmaTFs2DBGjpxMR8fxLFoUWBL+/OeS00/3icW0sB7q3H674PTTBfBtGhruJ5lMhrawwew3ST6fp7m5OTymbHtfHOffnHhiBbffLrHtLXfcC2HrIM0QQGunLY/jwMknCx54wMGyjiSReJ3a2tow+KEuFtSF4erVq+nu7l5jO6ZphvO41POV7aBKZNm2TTKZIJ1OU1dXx7hx49hnn32wbZvOzk7a2lqZN+99VqxYTmNjE/l80PVu21bfvgZJLqWdhBAMGzaMyspKXNcNgz3QH/wxjCTLlp1LNnsaF1xg8Otf+1jWtpLgGqraqXS/tHbaWDwPVq+GZ5+Fhx82eOGFINklZY6KivnU1f2LmpoFJBJNSD+4fmhvb6Ojs52enp5wTU1VpBg7bjyWtR8LF36Tnp5dOfJIuPZan/Hj167ZNEODzk6YPt1gyZJ3iUY/wZjRdRSdYt+1pggtyJqbm0OdbBhRhHiAdPoonnvOZ+edt851oNZOQwOtnbYcTz8NRx1l4Pv3Y5pnUFdXE17jQH93umEY9Pb2snr16rL4k3pOJBIJYz0qxuQ4TlisY1kWsViMdDpFdXU1DQ3D2GeffRg5cgS9vb10dXWxaNFili5dyrJly+jp6aVQKGIYwWtVN1ehUCjpZIgzZsyYMJalEnDqdwYFTNNpbPwN48cP49//9pk4MQj2b1sJLq2dtjftJCVkMvD22/DPfwr+9S/B++9DoeARjTZRXf0cdXWvU1m5HNNow/Ncuro6ae9oo7Ozk0KhEB7jI0eOpL5+B5qbv8LSpccxYkSM666TfO5zgYPM0D62P9pICZdfLrj8chDiWEaOnIFt233nsf6EfyaTobW1NXydbR+H49zL975n84tfSAxj6x3jQYLrTZ3g0qw/ngfnnSe4+eY8yeSpVFS8QCKRAPo7qpT4cByHFStWUCwWy7ahgjGq2lhVzKgqybq6Ovbcc0+mTdudffbZh9GjR1JbW0s6nSYej5e1ffu+T7HosHLlSt588y0efPBhXn31FZqamrAsi2g0Si6XC2fUQCBAhg8fTjQaDfdNBXMMwyAej7N8+Vg6O+9k6tQq7r/fZ/fdS6sNhtriNJjQ+PBVsLD2CosPevzD/c7BBMSm/5sP/h42plV8XfspKE30baq/m0p2zZ8P//2v4N57BbNnQzbrY1k9VFW9TnX129RUv0Us3oLr5nAcF9d1SCRSIKcy970z6ejYiz32MLjxRp/99tNVyNsKb78N++1nUCjcTTR6FqNGjeqz5QCV4AJoamoKz3GGEcEw/oxpnsxdd0mOP97fYgEbHaQZGmjttOV55RU4/HCDQuHvpFLforIyBvQniEoriltaWsLOrVKi0Whou6OSW6owp6KigilTprDXXnuyzz57M3nyZIYNa6CmpoZEIjFgHp/EcTx6e3uYPXs2T/7rKZ586ikWLVpELpcLg0j5fD48b5imSW1tLTU1NbiuGwaD1QVqJBLBcWyWLPkVpvkZLr9cctFFa/PV19pJa6dStox2kjKwMWxsDNbO2283eP55aGoCIfLE40uoqX6Fuvq3SCYXYhg5nGKhz/rTJF01nMWLj2bZshNIJlNcdJHkO98J5pPqOM3Qx/cDS/0nn+wG9mTkyAKRiI3vB0krdS7t7u6mo6MjfF0kchjF4iN87nNx7r3Xo+9Sd4uitdPQQGunLUOhAMcdZ/Dkk21UVHyeiooFxGKxMp2k4ka5XI6VK1euYbNcasNcamEopSQSiTB8+HD23ntvpk3bnT333JNRo0ZQW1tLKpUiHo+XBd89z6dYLLJkyWJeffV1HnrwYd6a8Ratra1Eo1EsywpjTCrJlUwmGT58eFhoDf0xJtM0icXiLF68F729v+eAA2Lce6/P2LEfZJOntZPWTqVsXu2kkl3vvQePPSZ46KEg2VUselhWJ9XVL1NT8zZVVW8Ti3VQLAYxJs/zSFWkyeV35733vkZv744ccojgxht9dtxR66Vthccfh6OPNpDy5ySTv2bYsGFlMSYIRvs0NTWF51/LqkDKf5JKfYLHHw/GnGytz1snuDQbTGtrUAm3atVMUqnPUFUVBGt838e27bKhncuXLw9tCRWlQzxL7W5SqRT77bcvRx75WQ455BAmTZpEJBJZjy9HeTuy47jMmTOHv//9Qe67735Wr27CMESY4FJBosrKSiZMmEBvb29YpakSbMH7kTQ2HkQ2+1umTavkqack9fVb6su6oYvqpvfvXT+hIRBi04mxtf/OjWk5/zC/78MwUCQNJjTW9XfbcFSya8YMweOPwwsvCN56KxAnptlDIrGQ4cNfYPy4uZiWx5Il+7JkyVGYZgPf/KbkkkskdXXaC3lbYuVK2Htvg9WrX8AwPs3o0Q1YlhUm8dXFnJrj098ZOAkp/8OoUeP4z388pk7dMpVU2mZnaKC105ZFSvjudwW//rVPPP4F0ulXSSQSFIvF0A5H3Zqbm8MZMIrSOVrKalAFbCZOnMhnPnMERxxxBNOm7U51dfV6zkzsX5ulhObmFp555r/8+c+38eYbb+H5PlL6YSeDsk0cO3YssVgsHCxcGmiyLIumJouurt9jGAfyl7/AiSeqc86WvJbQ2mnNbbHB29v43/dh2DLaqTTZ9eijgueeg9deEyxdClI6xGIrqKp6lwkTXqC2tp2WluEsWnQsra3T2X//oENRXbhrzbRtICV861uCG290gcNJpWYwcuRIcrlcWCwAwbmutbW15LrVQohrEOI8fvazwFrJNLfsZ66109BAa6ctw3vvwT77GOTzj5FKnUE6nQq/n2ruqGVZFAoFVqxYsYY7kOqMLy2cVnbLBx30cT772c/w8Y9/nLFjxxGJWHzwelu+hubzRWbOnMG9997Lww8/QkdHJ4YhyOfzoQsRQG1tLaNHj6anpydMoEN/8i2fd2hq+hK53I844ogoDzwAyaRP/xq3pRNaWjutuS02eHsb//s+DJtXO6lk10svCZ56Kvh35kzI5yW23UEyuYBRo55lzJhF+L7B4sWfYOnS/yOVSnPppZJvfMMnldJ6aVvi7bcDW+ds9l5M83TGjRsTFjdCf4ypt7e3rChIiP2R8jF2372Gp57yGDZs63zum9WiUAhhAm8AK6WURwkhJgD3AbXAm8ApUsqiECIK3AHsBbQBX5JSLln3jmuhsTWQEv72N8HJJwui0V9QW3srkYgdVsmopJXyQ1YBEkXpAq+SW7Zts9NOO3Huuefy+c8fSypVUfaajfliKNufRYsWc9NNN3PfffdRLBbJZDIIEQgRwzCor68PrRVV4Kg0YNPbm6G5+QsUi7/i2GMt/vpXSSqlklybt8pj2+fD/k0+6HPfXH/7TSXaNucxsfZtSwmuC3PmwCuvCP7xD8Ebb0B7O5hmFiEkjpNkjz3ghz/0OeYYKLEc12wj5PNw8MEGr7++kqAi2WbYsGG0t7eHF3QQDDZua2sjl8sB9F0cHoPj3MV++yX45z/9LZLc1EGa9Udrp+2Hzk448ECDefPep7b2c6RSXqhPlNYwDIP29vayRDT0ax+lR5QVYU1NDccffzznnPNNpkyZvEZSa0O/y+p3dnf38K8nnuQ3V1/NkiVLKBaLuK4bViYnk0lGjBgRXuSUViSrbrSVKy0ymX9QWzuRBx6Agw/2gYHnF62d1o3WTltKO0kZ3Fpa4PXX4YknBP/+t2DFCigWXSKRHMVinMpKizPOkPzgB5KaGl2FvC1y662Cr39dIOU5RCK3MX36dJqbm8Pgubom7e3tDXUUgGXV4Xn/IJH4GH/+s88JJ2zZYjCtndYfrZ22baSEq64SfP/7koqKb1JT83SofUptCR0ncO0ZbF4iBIkw9f2NRqPsueeeXHDBBRxxxOFhN9i6xgF88H4G809nz57Lddf9jscffxzXdcPin0KhgGmaDBs2LOyKV5pPFYGbpklnZy9tbd/Bdb/FOecIfvMbn2h0sPPLluku2vbR2mlzaycpoVgMEiAvvCB45BHBO+9AZ6fEtrOAwHUTfPzj8LOf+Rx0kHYG2hZpa4M99zRYtmwG8HEmTRpJPB6np6enLMZULBZpbW0NHT+EMDHNb+C613LMMRb33OMTj2/5Avp1Jbg2xeF4ATC35P9XAddKKScDHcCZffefCXT03X9t3/M0QxDHkdx9t0DKDqqq/odtW+HMBpUcsiyLlpaWNZJbqqomGo0CQYfU8OHDueii7/Dwww9y2mmnkEql1mhD3xiCoIvB5MmTuOqqK/jVr66kvr6ORCIeVs/4vk9LSwuFQiFMzKnXqiRdOl1JJHIHtn0bjz4KF14o6Ld5Ll1EPmhB2ZJf7PX9XZJ17be68N/437exi2xp1cy6bh/296zr92/o5zXY8zen8Fz7toUA24Zp0+DrX5c8+qjPjBk+t9wiOfzwBAcemOTXv5Y89ZTPccdtXY9czcYTjcLOO0ugHhhNS0sLzc3NQP85zLZtbNsmnU6XDX513ceAH/Haax4XXSRobIQPW9Ci2aRo7bQdIGUw+2f+fEgmnySZDOw7+i1Dg0BHNpstC6iqxyAoBrJtG9dxicViHHbYp7j77ru4+urfMHXqDpim8aE1k3pdZWWKL335i9x11x0cfPBBRKMRIpFI2NWeyWRobm4O/69+l+p+j8VixOPNxOPn0NrawSmnwJw5g62nWjt98PY3Bq2dPpjybQsRBF+GDYOjjoIbb5S8/rrPf/7jc/bZJtOmpTjrLJMnnvC5+mqfmpqhPo9XszZ22032FXNNx3Ec5s+fX3bOtSwLy7KoqKggHo+H97tuK3AmmcwiLr3U4D//EXie1ktDFK2dtmF6euCBBwSmuYx0+k0Mwwjdd0qLqJuamsqSW6Wd7tFotC9pLRg/fjyXX/5THnjgbxx77DHEYvE1Yj0bQxDrMtl991258cbr+e53LyOdThGPx8ICbs/zaG5uLouPqdcq0ukkkchvMIzHueUW+NWvDKRc15qotdO6f5fWTpsPlRAO4g/77gsXXih5+mmfN9/0+e1v4aCDkhx6aIKbbpI89pjPwQdLndzaRqmqggkTAMYD1axcuZKuri6g/3xr2zbRaJR0Oh2e16T08LxbgRt5/HH46U8FnZ1DK8b0oQ5JIcRo4Ejg1r7/C+BQ4O99T7kdOLbv52P6/k/f458Suo9xSPLii4L//AeSyX8Siy0vq+BVB29rays9PT3hawzDCP2PY7EYnucRiUTYf/99ue22P/HjH/+QUaNG9tl9bMq9DQRFJBLhlFNO5te//hXDhzeEX0iVxGprayOZTK7Rduk4DoVCgVhMYJo/xzQf5b774He/E/j+hrZAy0G+3NvCIb6+dkcfdUo/24F/jw07lQYCb7DjZcNRya7Ro+GrX5U88ojP00/7XHSRpL7+wwl8zdZFCNhtNwAb2AnHcWhra8P3/XBOjuM4+L5PNBqlqqqqRIC4CHELpnkXd97pceyxJosXi0123Gk2Hq2dth9yObj2WgPfbyKdfgC1TpRa5xQKBVavXl3WRaAej0QiYfJoxMgRXHTRd7jzzjv4xCcOwrbNTR5oV+vBjjtO5fe/v4HDDjsU27bCORNAaOmsKqSVjpJS0t3d3aelXiIWu4jly3Ocd55g9eqNT/hsv9ppYwIa2yNDSzsZRnBhf+CBQbLr+ed9/vAHyQEHgGFovbQtM3o01NQA7IiUFp2dnWQyGXzfx/d9PM/DdV2EEFRVVQ2YXTgPy/oOy5c38/nPG/zlLwaep/XSUEJrp20bKeGRRwRvvy1Jpe4hEukE+guB1Lm9qakpdKRQj6vEl0puxePxvmKgO7nggvOpq6tBiE1dnBCsB8lkgm996zx++MMfhOeNYLyGwHVd2tvbB40x5fP5vnhYHtu+GN9/lRtugPvvV9diH27vtm/tpBkK2kkluyZMgAsukDz5pM8//+nz9a9LbUm4jWMYsOuuEkgCE8nn86HLyMAYUzwep7KyMnytlAUM40rgSa6+WvKVrxi0tm6ZGJOUsHo1rFixjvf2IX/HdcCl9JuA1gKdUko1CXIFMKrv51HA8mDHpAt09T1fM4TwPLj7bkEulyeReBjot6lRAqRQKKwxIF0lt1SbuWVZnHDCF7nnnrs49NBPhlU3mxPDMDjqqKO46qpfk0qlSCQSYcBGVU+rri7Veq6+hIlEAmgnHruSYnEWP/+54JFHjI0QH4O9z/U9+YuSf9XPa/u7Scq3W/qa9V9sgoTj+rzJTX2yKm3VHrjfg/072HvaNIuqEpkb9lkPfPLaBOa69nHTB7+EAMsKbuunOdZdaTXoK+Sat41BiS3NutllF4llCWC38PzV29tbNlC5vzujkoqKfvtXKTNIeR5wEa+/nuXoow3+/W+B76/112m2DNehtdN2wdtvw6uvQjT6DLa9GqDMmtA0TVpaWsoGpJfa/annT5o0kVtuuZnvf/+7pNOVqMDK5kIIwYgRI7j++uvZf/8DiEQiJZ33PqtXrw4TW6U3VcRkmgLb/ifx+C08+6zLxRcbZDIfZn+3R+204evrB7P1tdOHu4AdWtrJMIICoQ2/RNHaaShSUwNjxoCqSDZNk97enlAPq3MzBF0g1dXVYbEBgOc9hhBH0Ns7g29/W/D97xv09HzYbs110+8YolkPrkNrp20Wx4E77xT4fjuJxJMAoa5QMaZMJkN3d3f4GuUaBEGsyXVdotEo3/zm2dx++23stdf0LRJktyyL0047je9///vEYjESiUR47uju7qanp6dMM6lZyUKIPsvEFSQSl9PZuZRLLhG89NLAdeyD1u21sb1qp03N1tFOmy7gv/W104bHmAZDa6ehghCw++4AEWBnTNPEdV1yuWw4D1rFmAzDIJ1O98XLA3y/BSlPRsqreOIJj2OOMXjrrc2vl559Fj73OYOmprU/b6OzDkKIo4BmKeWbG7uNtWz360KIN4QQb7S0tGzKTWvWg3nz4OGHBdHoTOLxuWVDPyEIzKgOglJUx5ZpmsRiMU477VR+85tfM2rUKITot9fZ3BiGwRFHHMGll17aV3WTDINIXV1d4RdWiQ8lRqLRaF8X2kKSyQvo7l7Md74jmD17/b+og7/HDTmRb4hQMAZst/T3DKz4WPv2Pnyr+Maitqn2e7D3Lgc8ZyAbfwaVMvCe/de/4Ic/NDjtNMG11wpmzADXXdt2B54uS1vaB2YMBvss+gkOk80R/FobgnUfC1u6Aqf89w0UgOr/m0LQrHsfPngJ3NodTxMnBtVTsBNCGICgt7eXnu5ePLe/k0tdHNbW1pYluTwvA9wEnM+cOas44QSDCy80WLVq84oQzeBo7bT94Lpw440G+XyRysqH8X0vLPRR38fe3l4ymUzZ61TgQ3Vv7bTTTvzxjzfz6U8fHg5Y3xJFkUII6uvrueaaqxk7dizRaJRYLAaA4zjkcrkwqa7mSygNFTzPJZG4Btu+g/vvl9xwg8B1N/yyYvvWTpv6g9zy2imo5oT33oObbhKccYbBRRcZ/OMf0N29PgEDrZ02HVo7rYtYTFnu1CFEfWgj1tbWhut4OI6L6/ZboVVUVFBbW1vScevj+zMR4kQymSe5+mo44giT//43CM5vSlwX3nwTvvpVXQG/PmjttG0jJbzwAjz/PCQSz2Lbq8KEc7/uEWvMKVUFyUovpVIpLrzwQn70ox9SW1u3RWNMlmXxla+czBlnnBHGmNTv7ezsXCPGpPSTskO17ddJJi9i5cpWLrjAYMUKQb9dYenat37vZfvVTuu7TxvCltNOqsPk4YcFF11kcMYZBn/4g2DePDbQHUprp02H1k6DMXWqsnXeKTyfdHZ2kc3k8Fyv79pPhnaFdXV1ZUkuz+tAiJ8BP+Tllzs58kiTn/3MoK1t0/79pAzm6P72t4LPfc7g9dcz63z+h2mrORD4nBBiCcFwz0OB3wFVQgir7zmjgZV9P68ExgD0PZ4mGPo54A3IW6SUe0sp966vr/8Qu6fZUKQMKmva2z2SybsxTS9MDqmurFwuFw7YLEX5msdiUU499RSuvPIKqqurNtm+5XLBxcD6YNsWp59+Gl/+8pcQQoTCore3l2KxSOngUZWZhqCLS0ofz3sT2/4+S5b0cMIJBnPmqC1/0Ml44IKjTmTrexL3S/6VA+4b7HdtKobCxZUccNs8+D4sXw433ij4+McNjj7a4IorfO680+Gii+CQQwzOPNNg9uxSEWKwprBb28I9cP8H/9sGh9+GHBsflrX9bQcK6w9G2YyW3jaOD6oyWp/nfVg+zLG2+Y9XgBEjYNQogJ2QMonjFHEcl86uwHrH8wIfes/r77CoqqoqEyDgAX9BiGPp6nqUG2/0OPBAgyuvFCxaxIeaNSEldHbCHXcMhfPINoHWTtsJCxbA449DJPIqsdi7mKYZBlSllNi2vUa3uyIWi2EYBjvuOJWbb/4DBxxwwCYL0Pg+ZDLrd3EhhGCHHaZw5ZVXkEqliEajmKZJsViks7Mz7BQtxXXdvuplA9ftwTB+gpQvcfnl8LvfbUxHgtZOG8/m005SSnp64P/9P8GXvhRopnPPFdx+u8O113p84QsGn/ykwd13CwqFdSW6tHYCrZ3KX7v5tNPee0sghhC74TgOjuOSyWTp6uoKZ/qUJu1VJ1fp+VfK94EvI+WPePnlJo45xuDEEw2eew56ez+ctVixGCS2zjxTcOihhtZO64/WTtswvg+33CLI53Mkk/dimv3JGZXA6unpCeeXlqIKqJPJJN/+9gVcdtklfdc4H/4cImWgl9bX2SIej/Gd71zIoYd+MuzOUvbNqvh7oFWhKv72fR/fexrb+hVvvlng5JNZS7Hh+tpsaO208Wx67eR5sHAh/OIXgv33N/jCFwTXXutx++0O55wTaKgLLzRYunR9CoPUPiq0dtLaadNrp0mTAstumI7vB/MQHceho7ODXC7fF2MijDEBVFdXh44fAFIWgN8gxAk0NT3Lz38uOfjgIKm7YsWGJnXL8X1oboYbbhAcdJDBZZdJMpnXiUROAdaeGNjoBJeU8ntSytFSyvHAl4FnpJQnA/8DvtD3tNOAR/p+frTv//Q9/ozUfYJDirY2NfhzLsnkM2GHk23b4YyI1tbWNV6n5m8BHHHEZ/j5zy+nsjK1yfarvR1OP11w333rf8JJJOJcdtkljB49Kgwk+b5PZ2cn0Wi0LLGlZnilUily+RyZTAbXfZBI5ALmzu3l2982aG/f2JPdpjzE1cIk6BcjH7yofTAftI+b42uqqmc2fLHdmKoKx5G89hpccolg330NLrhAMm/eu5jm1cRiJ2CaH8MwTqO391/ccYfLYYcZ3HSTUTI0cWDFzwf97dVz17WjW2aQeX9VytoqQjb3TqzL7qBvD9aoQiuvqNr0s/vW3IehsZ01iUaDJBdUI0RVeDz6vkd3TxfqWBSCssrBZDIZdt728yaGcRJSfoUlS17hBz/w2Hdfg9NPN7nnHsHChZJicd3BGymDSuamJvh//y8YLrr//gZnnDEULliGPlo7bR9ICffcI+jq8qio+AtQCAMZlmVhmiYdHR0UCoU1XqsCHQ0NDfz2t9ew//77btLk1t13C04+2SCfX7/XCAGf+tQnOemkE7FtOwzYZDKZ0Dqo/30HHWpVVVV9CZBeCoVVmOZpOM7LXH45/PvfYsA5ZGPem9ZOa9/m5tVOUkJjI9x2m8FhhxkccYTBQw9109n5BLHYeUQin8AwPoOUV/LWW6189asGp5wimD17bfa3WjttHFo7bShCwLhxapba+LLPLpvLUCjk+/4mQaGj0ku2bZNMJgdsrRshfoUQh5HN3sKDD3Zw+OEGhx9ucvXVghdegO5u+YHFl54XBNDnzAkKgY4+OkgM33FHhp6ex4E1i0Y1a6K107bNokWBNohEXiIefzt0nlB6yXGcQQuClKWzaZqceuopXHzxd4jFooP8hg1HyqDo9fOfD5LX60tNTTU//OEPSKfTxP8/e+cdJklZve37rarO3dPTEzcHFpZdcs5BBQQEJIMSTKCIGABRwAiS4acEQSR+SBQJoiIICEtmyXHXDWzenRw7p6r3+6Pmramemc0zuwtb93XNtbM9Haq6q+t96pznnBMKOcamVCqF3+93YkxKPwWDQSKRCNlslmw2g2ndjM/3O155pcgvfylWotVWXQm1ir1ah8esDE87waq1kz1rTfLii3DWWRq7767x29+aLFv2NoZxBcHg0Wjavmja9+jqeoObbrI46CCNhx4SZDKrq9TxtNO64WmnNaWqCmprQYhGIOR8XqZZJpnqrUgqutvVR6NRJ/avtkeIFxDiGCzrbGbP/pgf/lCyxx4aP/iBzuOPw/LlkmJx1dchUtomoKYmeOYZ+OlPBXvuqXHuuZJ58z5EiO8h5aEUi2+ucr+MVf513bgQ+KsQ4nLgfeCuvtvvAu4TQnwKdGGLE49NiOeeg8WLIRL5Fz5fESmFUxoOkM/nK4Z+KlQWd/z48fz0p+cTj8cB1jtgUyrZ5ezXXqvx/POwzTZr82WWjBkzliOOOILbb7/DmQ2WzWadE65pmk6/UVXp5ff7KRaLSGkhxMMEAtvw/PPn8fvfa/zud6qMc823YXgZ6NJxP//ACqNVo04ua/4RjfQ1QeXCsmrU31e98VLalX/vvw833qjz1FOQyRTRtLcQ4l50/Ql0PUOxWOw7xt9D158gGDyclpZL+MlPpvPww4Jrr7XYYw/6Pnv1vq9sG1cmRAbcawPlAjaNazlZcbzZv6/JZzzSb9L6vjerE5LDg88H06ZJXnqpGtucusT5m2VZ9Pb2UldX55zXlCkhEAhgGAb5fJ5UKkW5XO67Txb4G5r2NFJ+ha6u73D//ftw//0Ramp0ttgCdtlFEonALrtAVVX/Pi5bZrdYeP99weLFdpKrVCqjaU1Y1ugRfy8+53ja6TNEdzc89phA1z8lGn3fCZoqvaTrOj09PYMep+Zy+Xw+vvGN09lvv30BtSas+zlPSlixAu64Q3DrrYJIxNZQfQXsq0XTNL72tZN58MEHKRQKTvvmbDZLIBCgXC477XfUPLFAIIDPl+s7tyzF7z+fTOZxzj13NP/9r2TsWK1v1sLanic97bTmDJ92Mk17aPNDD2ncfjssXiyBJQjxJLp+B4axADApFvN9wbsZBIMPUyr9hEceOZ0ZMwwuvFBy1ln28PH+IIP7/fe005rjaad1Ydo0e25pubz9oL+l02mCwSChUH8gxzAMhBBUV1cTCoXIZDJOpxLbsTwLIc5BiD9RLH6PmTOPZObM8fj9GltsAVOnwhZbSEaNgunT+/erWIS33hIsXGjrpkWL7ESXEF1o2rNo2g1YVjP2cu+xHnjaaRNHSlsvdXdL4vE30HWrL2nQf92SyWSGrN4KBOy2ydtssw0//OE5Thvl9Y0x5fPw7LNw9dUab70Fp5++NuclyTbbTGe//fblqaeedrRROp0mHo87yXNd1zFNk1Kp5MSYbL1URtNuxu/fjgce+Br77CP47nfdOtBdUbU2eNppzVk/7SQlpFLw+usaN9wgePFFKBSyaNqrCHEXuv4cul6gUCj0rSPv4vM9js93PAsW/IZvfnMsJ5wgufRSyVZbDXxf3Hpodcelp50G42mnNSUahUmTYN68MQhRiz2q0qZcLpNMJqmpqQFwEvaapuH3+zEMg0Kh4FSv2sd5L3AHmvY4lnUcLS3f4LbbduP22wM0NODEmEIh2H13CAb792fePLur0Hvv2TGmjg4wzQK6PgchbkbKx7Csnr57r/ridlgSXFLKF4EX+35fCOwxxH3ywInD8Xoew49lwX/+IzDNPNHoG2iaQErNER+GYQzprNE0DZ/hJxAM8LOf/ZSdd94RGJ75Ef/7H3zjGxqHHy7Zfvu1e0Jb+Ei+/vWTefzxxyiXyxSLRSzLolQqOW13NE1zglLqy6kGmvr9BlL+AdPcnZtvPpA99oCvfhVWPRxzOE4+a1++u+bl7OvC2m7Pmr4HciW/r+bZV3NwqcTWSy8JrrhC8O67kM8XMIx/Ewjcg2W9SLmcoVSSg3rqS5mlVHocId7Gss7m1VfP5CtfSfC730m+8Q1JVdXKRILafrfg2zAJkNUx+P3akNslsY9NFehalaDs366RE2LqwkEM+L2STUOg2QhhJ5rAwLK2B16r+Hsul6Ozs5NRo0Y5jkEVnA6FQgSDQYLBID09PeTzeWffLCsFPIyu/wPTnI6uH0Iq9WXeeWcb3nmnBlseDHS6qc+zC01bCsxE12cAc4GXRvid+PzhaafPLv/7n92iMBB4i0Agi2XZ5zjlCiyVSkNWbwUCQYTQOOCA/fnRj85B141hOd+Zpl2h/Mkngm9+U/Loo2v/pNOmTeVLX/oi//znkxiG4czhikajjttarSfK7KR0lN/vR4hZCPE75s69iYsuMrj1VkkstiYX6KzhfVaHp51W+ewrOdBM03ax/9//Cf72N0FHh0SIBej6n/D5/kGhsATTtDDN/udQlcTl8myk/BHwLJ2dP+Wii3blpZc0rrnGYto06C/+W9l2etppaDzttK6MGweNjbBs2TQgCPSXR1iWRUdHB42NjUSjUUqlEj6fz5mX4/P5CIfD9PT09HXzsJP5UppI+RGa9hOkvBIpDwQOZu7c/ZkzpwGI0l8d4MYCMkA7mvYhmvYKQjyJlIuxrBLgGYPWBU87fbYolewYE3RSVfWc0xVInS80TSOVSg16nGEYGLpBvLqK3/7210yaNJHhijG99JJdcXP66ZLly9c+xmQYBt/4xmm8/PLLfa1QS85MZNWuWv3YxmlZMS/ZMCTwW3K5nbj00ulsv71kr70GVth42mnN779htJOUkE7Dv/4luPZawf/+B8ViFsP4K8Hg/ZTLMymX81jW4LmNltWLad6NEK9TLl/IX/96Ii+9FOD3v5ccfbSkf7LA6oxA7vt42qkSTzutDULAzjtLnn02jGVNBRZW/D2dTiOEoKGhwbneU+MwIpEI4XCYQCBAT0+Pc54DsKxO7ETXg5jmjuj6l+nsPITW1im88UYN/eNfBn4+JtCJpi0EXkfXnwNmYlnJiu2yt2Pl+zUSFVwen0HmzYN//1vg979EIDDfEfuAczCrdjVufD4fUkoOOuhLnHTSidjDPodnm6ZPh+ees5g4EQ46aO2fVAjYcsst2Xbb7WhtnQHYfZ7T6TRVVVUVziFQbmR7f9RFjd9fxDAuIZ1+iHPPHcXee1s0NKzqVd3vz9q5gVa/oGsMdtOsG2v3GY3USVctPuv//OqwzGbh6afhhhs03n0XCoVWDOPfxGKPAO8gRIlCof+C1p0McJdTa9oyNO3X6Pq/SaVu5txzt+Pvfxf88Y+SbbZxv38rExXr9tmo79dwtasa/Dyrc1yti8hd7Vb0JYXt92hol9Jwv+bgbVh1gG1d3+8NY4nac09JKCTI5fYH/jzo79lslvb2durr6we1BbAsyxkMms1mB/W4N8088D5SfoiUf8Tnq0aIrbAsP6a5PRBDSvtY0vUmpJyPac5Fyh7s+IHEC9J4bE6YJtx2m6BUSlNd/XBF4EII4QRrzAHDqNTfa2oSXHTRRX1zX4Znm3Qdrr1WEg5Lnn5a8Oija/d4IcDn83PooYfy9NPPOGtHOp2mrq7OCdq49yUQCBAKhZyLGrv98z8Q4gs89NDJ7L+/5KyzYO0DD552WjXrr53sY1YwZw7ccovGY49Be3sZXX+DUOgBfL4XKZebAOkYwtTxrDQTqAqXPLr+KIbxMlJexJNPns3MmQZXXQWnnWYRCAzVFsfTTmuwFZ52WgcSCdhxR1i2bAvsqvdPK/5uWRbt7e3OOUwZHN3HdTweJxKJOMag/uPdBJqAh7CsRzGMGLb+GY1l1WOaWyKEhpQWum4B72BZy5FyOVKmkLIyImObkkbsrfDw2CR44w146y0IBv+Bz9fixJjUeVaZaQbiM3wg4KSTTuJLX/oSw5XcAjjgAHj5ZYv6ens8x9pimw93YcKECfT09DrGplwu57QpdMeYgsGg0zZedRDS9S4M4xJaWu7k3HNjzJhha7h+PO00vKy7dpLSnjf9+OOCm28WzJ4N5fISDOMJqqqewLI+QNNUDMnvxBHdMSa1jmjaHHT9B2ja47S23sg3vjGeY4+1OwZNnAhCuKvf1bauPDnT//+1x9NOI8VnQzsJAfvvL7nuOh3L2g/4z6D7pFIpdF2ntrbWVallo+aYNjQ0kE6nSafTzqxTANPMAK8j5ZsIcV1fjGkqluWnXN4RIYKuyrCFSLkY05yDlEmkLDLwPTQMg3A4TDBYR1vbyt8LL8HlgZSSV14RdHZKotHnMQwLMCoESCaTqThgQQU8dWKxKN/97pl9fYiHb7vs1lystr/5qgiFQhx44P68+uprTjvCfD5PLBYbFAhWrQpV8Fc5jDTtE+LxF1ix4hRmz2Y1CS43q3JgrImw6E/c2O/rqtwy67ZADN/CZu+TcvWu2fOp/RGufwdvvyotXtlzSinp7hbcc4/Ggw/Chx+Caa4gEHieaPRWdH0ehqGjaTqGESAajVY8lxKlSoyocnL7BP4WcAxS/oQZM87g8MPD/O53cNJJdnmtehp7G0Xf8zlbtgbvwUDcLqHhFR3201mr+Y4O92I/8FgfWlgM974OZmUicOhjbk2qBNf8OF9/Jk+GCRNg7txdgRgw2OmoAurxeJxgMIgQwjmnqfN4OBwmFAqRTCbJ5/OUSqWKRJhl5YAc0Nz3rP91nt++m9EXoLG8oIzHZomUdnvCl14SCLGAUGhBhRtZJYHS6XTF45TjVxOCww47jF122YnhvFARAsaP7/99Xdl7772oqUmQTqedqvdcLodhGE4SD+yAlDrHlMtlV+AmSyJxH83NRzNjRoAzzxzY3ndN8LTTqll37SSl3bHhlVcEt9wieOEFQVdXDp/vPcLhe/D5nkTT7C4HoVDUab3k/tc0TSepqX639VI3Uv4SId6ks/NXnH32NN56S/Czn8GWWw49+8HTTivD007riqbZAZsnn4wBuzIwwQX29V5LSwuJRIJwOOxUrKpzuZotoYxBqn2a27RQLpewO991AbMG7COAMgTYQUq3ZtI0jVAoRDhcR2fnqp3IHh6fZaSEZ54R5HImicTz6LpACL3CFJRMJoc0BGmaRmNDI9/+9rcwDH1YY0yhEGy1FSSTq7/vyqipqWHPPfdgzpy5TgcN1dbZbZwFnP0rFovOdZltQHyFWOx95sw5gGXLYOutofL86mmnlb/+yGgnN1LaM0lvu03w6KOCOXMksAi//99Eo3egacvx+QyEsMcCRCIRRyerbXKvHcowIWUZKf+DEEdimj/nkUdOZPZsP5dfLvnKV8Dvd7Zgpdvlaaeh8LTT2rLDDlBTAx0d+wI+oDToPj09PZTLZaqqqvrMjP2mN3W8x2IxwuFwRYxJYd830/ezou/WZ5zzjZQC0IeMMQkh8Pv9RCIRIpEIhmFQLgeBwV1SFF6Cy4NiUXDffRrQSiDwnBPwV0F+VdU0EMMwMAyD/Q/Yn3322XuDBXvXHPsksvvuezhzL8rlMqZpVlzMKNyDTE3TJJPJOA7lSKSVzk76ytgHio61ER8MuK9cg8euSaZ/qODGyh2yw/1RKYGxjo8e8C9UbvPKFndJe7vggQc07rtP8MEHFrCcQOABqqr+SiTS2zdoOo6maU5rSqDic1cDYJXYVse9Sg7k8yny+UvI519k2bJbOPPMUfz3vxqXXy6ZOHHNBOO6sbbH1fo8/0CX1nCz5t+TkRcd68dIJHZWJ1yiUdhtN8ncueMJhbanUJhZ4aBRZLNZisUi1dXVhMPhiooLt5ssHo8TjUYdp2EymaRQKFRcjKn7uv+vLthU2w2fz0coFELTauju1rykl8dmgOQ//9FYvhwM42/4fCamKZ31QlUyDfx+qu9LdaKaM874Dj6ffwRbYqwL9vm5sbGRyZO3YPly+wJEff9VgkOtkXaLHXs9VYmuTCaD3+8nGk2h63kWLw5iWWp26VAnB087bSjtJGX/XNs//1nw9NOCdDqNYbxIVdVthMMfEwgIIIimhZ3jV60ham1yu9HVOmCapnP8FwoFSqX/kMm8Qal0A3fc8RVeeEHn97+3+MpXwDDcia6RctJ62mlTZENpJyFg770lPp8GHISmPTFku1jTNOns7KRQKFBVVeUk6dX5TGkd1eZZmd+klPT29jq/97+u6NumftOQ+3uj6zrBYBC/308gEOgL7geG/03x8NiE6Omx528JMZdA4F0nMKqutVUV5UAMw8DwGXz1q0cxbdrWm+B5zdYDe+21F3/5y32ORjJNE5/PR7FYRNf1Cg2lzgOWZZFKpfrmAQp0vY32dmhrE2y99UBN4GmnIV99BLWT2o1ly+DuuzX++leYN68MLCQYvJtw+B+EwzknxqTWDBUvXdMYk5SSQqGZXO7HFAqvMGvW1Zx8cjU/+AFcfLGkvt7eRvvYH4744+rwtNOmyEjHVhob7a5pr766DaHQRHK5BUPG/dPpNIVCgUQi0Rf70fq2Tzp6R80zLZfL5HI5gsEg3d3djqF64Hu9qhiT3+8nFArh8/nw+XxOjN5+3VW/KV6Cy4N58+D990GIV/D52hEiNkiUq4G7buy5Cz6+9rUTCQT8g/6+aSCYOHEi1dVxOjs7AZwk18ATmbqQLxQKzpfWNE1qa2tJp0dhGNDYOJToWN8FduWVSRuGdT+hj9w2Dr5o7H9NaG8X3H+/4NZbBQsWgBDLiUTuJhp9jGAwja5raFplkFEF4wDndvWvOpkqAaJOonaFov19SKXeo6fnKHK583nggeN54w0/f/yjxcEHK6fNQEfQcAiFkVxs3du2Ieyj7tYAQ4lnuQGO+bUV+atiOD+bVW+HptkOmwceCFJbuz9SLqG7u5tCoTDowrBcLtPZ2YllWc6xq6pH1IWlOr5VcFKVnasAjnLdaJrmtPJU/zcMA5/P53w/7PsEEWLkRZiHx8bGsgSPPy6wrBS6/qzzHVHrlK7rQ34vwf7+7LXXHmy//babWHLLRl1QbLPNdF566SXAXuOLxaIz2H3gfVViXFU+BINBAoExWJafsWPdM5iGwtNOw89AgwIUCpLXXhP84Q8azz8P+XwOv38GtbU3EA4vxO8XCGFreLerXukjdVHq1lPq83avA6pK2DAM8vk8PT0/IZN5hoULL+LrXx/HWWdJLr4Y6uul6xoDBgduKvdj3fC00/Dy2dJOkyZBdTVkszvT2DiF7u7mQa1zwD62VdvmUaNG2VvXd90Ltp5y6yWVyA2HwxSLRaeCVemqgd8Tn8/nmEHVdwVwBYZWeYL08PhMI6Xk7bcFCxeCEE/j8+UQIuT8Xa0b+Xx+0GNVh6CTTjq+ImGwaSGYOnWqM+cYcAziCqWPVBW8SnyBvd7W1NTT0lJHKAQ1NWt6XvW00/DTX2W7bJngzjsFd98NK1ZIdP1TotE/EY0+RzCY61sjBseY3OaGgcF8ZYAbGGOqrq5GSkky+R96e/9HLncxN954CC++qPOnP0l2313QH75yGzmGSnqBp53ceNppTfD5YJttJK++Wk1Dwz7k82lnptZAs2apVHJGYtid24RzTKskl7omUNfH9fX1TrcH0zSdAhOlqRRqDqo7xqSuFdwjANYEL8G1mWNZcNddgnQ6j99/N4GAzxHr6kLXNM0hxYff72f8+Anss88+jOwJcd0RAqLRCNFoDF3XnQyyu3pLfXnUl8zdXzQSiRCNjmfZsn2YNg12221j7MO6vbeVj1vVc6yJU2fjoyq2+hNbFpr2MeHwP4lE/k4o1N3XwkB33DHuE65y1Zum6QTtldhQwqOylY+suK+uazQ09CLlZXR2vsyiRb/h+ONHc9ppkssvlzQ02O/j+paK232D3SXnw8Oqn28kXTsDX3hwAnCgk2PkS8aVMFx7hmPTBu7nmuzvEUdIrr1Wo7Pzh0ycGGfChFfI5Zrp6OggmUySzWZdA9ElXV1dpNNpJk2a5ASp1Tldvb4KuqhjXwVjoD8A43Yhu7dfCXZ7+zfVi08Pj+Hlww/h+edB054iFFqKlNXOuqK+W9lsdtBFk2EY+P1+jjzySAKBTdu139jYWHHBoip0ACeZ505+qHXSMAxqa+tIJr8IhDnpJFW9tXHYnLWTfc4XvPaa4PrrNf77XygUOgkEniWReJhI5GP8fuEcs+65u8qBrp5HOY3d5331+8DbVLtn0zSpqtJIJP5LJjOL9vafceONh/HMMxq33GJxwAFKew2lOzzt1P/cQ72Wp51Wp51Gj4ZDDpE89NCOFIuXsMUWT2Po/6Ozq4Oenh4nqaWer1AosGzZMhoaGqiurqZYLDqBaHVNqIIvbiNcMBisSFq5HcjubXbrJfd3x7I8V5DH55dSSfDnP2uUy90Egw8586+VAUitLwMrLNX1yLbbbst222+3MTZ9DZEkEtXOeUDFC1QiXekltZ9QGWNKJBL4/VuRTO7IgQfClltutB2pYHPTTvY6IFi6VHDXXXZiq6mphK6/Syz2BJHIvwkGM33Xx5UxJjVPTcWYyuVyRYLLHWMa+JruGJPPp9PY2Ixl/Yz29iP58MOLOPTQOD/+seRnP5NUVa1JezpPO/U/91Cv5WmnofZTCDjxRMm99/ro7LyICRMmMnny66TTbXR2dpJMJsnlchXn7ba2NkKhEBMnTqRcLjvjfdT1odOW3xVr9/v9jl5SsaehYkz929Wv89R3SH1v7GuU4pCPAy/BtdmTTsNTTwlgCZY1E8OoBfqDm+4Ahxt1oO23337U1NSyqS1Wbnw+H5FIpCILrb5gAy/O3ZlhO1hTi2luRy43joMPllRXb7jt3hClsuv7GhtiG6WEtjZ44AGtL7FlouuziEXvJBx5Dr8/1yc6+t2Tyh3j/nyVGFGuY3dQxz1DxV1m6w7qKDTNpK7uBSKReXR0nM1ddx3LRx/pXHutxb772i141nd/7WqYkVp0hxIVG/Ii2xrw72DBsTFRGnRlm7KxStmnT5dcfrnFZZeNZe7cC6mqOoqttrqTKVM+xrLswcY9PT10dXU58yKKxSLz588nHA4TiUSctlIKJcLVRZiqzhroPFMCvT8oowblqiTYxv/cPDxGGintWRLJpESIx9H1fuGt1hHVDhf6dZL6vaamhn333Xdj7sIaEY/HAQadAwa23FKaSZ0/otEo1dUNzJ69P/X1cOCBGyd4uzlrJymhWIRXX9W44QbhJLaCwceprb2XYHBp30zS/mSWcly6z+8qaOM2RQx0Ug4M4sDgtmwgiUSa8Psvprv7BebMuYijj67j17+WfOc7ktpaGOxwXfd997TTxmNT0k6GAb/7nWT5coM33jiB1tZDmDjxb4wZ8yRjxiQplYokk0m6urqc4I1lWbS0tNDZ2enMmXAnegEnGOlu06oC22rf3GuC+n4MNgWp9p5egsvj80tLC7z8MsCHWNYcdH3soJmO7nagA88RBx98MKFQiE01xmSbZ4NOCzrAiTEMTHar2xV+v5+6ujpyud0plRJ89avSNXdp47A5aicpcSW2BE1NJQzjbeLxOwiFXsXnKzkxJvWZumNMbi2lGBhjch8P6rgfmPTq7wJRpKHhcSKRT+jsPJ+rrjqQd9/VuOIKi512kmiae/897bRmeNppdRx4oOTnP5fcfPM0Zs/+LTU1b7HVVndTU7MAy7Jb0Hd3d9Pd3U02m6VUsuNO8+bNIxKJODPe3durvhPuGJOqdHRrotXFmNz7rp6nXB7cJcWNl+DajJFS8uKLgkWLAB7BslJIWVPh8If+4IYb5VY48MAD+k7UG3bb1wbTNMlms86Xw92WTgkrtRjl83lHgMRiMRobG1mxYk90Xefww1c3KNFjOJES2tvhvvsEf/6zndjStI+Jxe4iFnsew8j1uSmNIR2SbiEC/QE5tyPT5/MNCtipv1UmtbSKE7KUFqHQMhobf0MqNZu33/4RX/lKgjPPlPziF9DQYPVVtaztAu6+/6oPtpUviCPpihkJhqusfm1eS/0uGLpMflXv4fqfBNZFpAgBZ50Fhx8Od94p+NOftuX996+kpuYdRo9+jtra2SQSNYwdO5ZCoUBHRwe9vb2k02lyuRyZTMZJ9ofDYXw+H4FAgFKp5HwnAKcFj9rOgQlgFQwF9wWbPizvi4fHpkwmA488IoBFSDkDyxo4+0UMWoegv+3C9OnTGTdu3CZxQbUqMplMhSFIJTmUM1Wtqao9oa7r+P1+GhsbsazJZDITOfhg+uYHeGwIbIe44OWXBddfL3j+eSgUOggEHqe+/n6CweUYht262R2IGcrcM/CiUgh7Lq+6sFS4tZS7TefAawj7GMlSW/sPwuH/0dFxGRdeuBOPPKJxzTUWBxwg0PX1bbPjaacN81rq901fO22xBTz1lMUzzwiuvTbO22+fSUvLQdTXv8iYMa8wZkw7jY2NlEolJ3Cjkl2dnZ1omuaYg5Rech/b7jlC7vO+up50n/+hv1WZO5DjDnh7eHyekBL++U9BV5cE7seyKo0/A5O97tiMrutEIhH2228/GIH5TcNJuWwHet0xJvW7Soir9oSFQsFJbsTjcWpr65k7dy9iMfjiF+UmvZ+fN6S0Z2zdcYfg//0/wYoVJQzjLaqq7iAWewPDsBNbptl/jh7KIOrWS+qzVlrZ7/dXrAPuqq1VxZjAIhqdi8/3E3p7z+KZZ77Jm29GOe88yY9+JKmuHirJ5WmnNcfTTgPRdcFvfgMnn2xxyy0a99yzF+++uy21tTMZM+ZZqqsXUFtbS7FYJJfLOTGmTCZDOp0mlUr1zWCOOnOzAoEA5XJ5lTEm95xfd4xJ/T6wy1Y+n+97vQJQu9L98RJcmzGmabd7K5d7EeJRVC9SFdBUDOUy0DSNSCTClptKPfVKkBKy2RzJZLKifNJd6QP9FV1qUQoEAtTU1BCN1tLTsz319fYMHI+RR0pJJiN46imNq66yW0IJMYtg8I9EIs8Ri6nKwn5H+crcxaZpksvlKBaLlEolp32Oeh11rKvKlWAw6AwydAcrh0p42cGeInV1DxIOv05n5/n88Y8H8eKLOldfLTjkEFx9k9cUt6tknd/BtXqdkcf9WpL+waLagNs3BG4hWNkL2T7FbboiTR1/EyZYXHopHHss3HhjiCee2J+PP96HQKCV2tr3GTPmOYLBeUyYEKFcto/3np4e2traHBGSTCYJBAJUV1dTXV3tJPvdraiAiu+XEu4Dk1vlcpl8Pj+o/YKHx+eN11+H2bNBiL8jZSeWVV3hQFsZKqAxffp0pyJgU6a9vb2ifZddadBfoaDWTffsmXA4zOjRo2lrm45phjnwwI3bnnBzwjQl//uf4MYbbU2fz6cxjHuJx+8lEmkmFApgmqLi3A6V1Yfqb/l83tFL7tZR7otNVbkSDAadliNuzaTuP/B1pJSEw/MYP/67dHUdy7vvns3RR9dyzjmSCy6Ampr+Vjlrj6edRpbPnnYSAiIROPZYyRe+ILn/fsGf/rQFn366BcuWnURV1RxGjXqFmpo3qKuzqynK5TLZbJb29nZnzqkySFZXVxOPxwmHw873w12hNVAvuQeiq++DYRhkMhkKhUKf+Sg/aMaFh8fngWwWHnxQIOUyhHgGd4zJvSYMjDEpfVFTU8O4ceM23g6sAVJKkskUmUzGiS2oaveBMSbVptCyLEKhEPX19fj9DaRSU5k6FSZP3ph7svkgJfT0wKOPalxzDSxYING0NwiH/0gk8gaxmLrG7e9SMFS8ULUjVN1S1O/uudVK+6u5QirGNNAMN1SMCcDny9LQcAuRyAw6O3/OJZfsznPPaVxzjWTPPZWxu2Lv1uEd8bTTyPLZ0E5CgBCSadPgxhstTjwRrr8+xnPPHUJr6xcJhVZQV/c2o0c/TzC4iEmTok5cVcWYMpkMvb299PT0EAqFnBiTu9W9+zrEndS1LMtpaajWBMMwKBaLZLNZcrkc6XTaeQ4IrXJ/vATXZkxXF7z+ukCI+ej6AiwLpy0J9F+UDnSYqUW6urqasWPHjrjjRNPgoIMku+66LicASTqdJp1OV9yqgjXuiw8VxBFCOOIjnZ5AJjOZI4+Unht5hJFSks0KXnpJ4+qrBW+8AeVyC37/HQhxN+FwmnA4ghD9py1V6u2u0iqVSmQyGecicmBQZ3Uot30sFiMUClX0kFWv4S4zB0lV1TKqqn7B8uUH8fHH53LCCaO54ALJeedBX7cnVLueflZdsr26kuWVsyaL5cC/qxexXL+v63Ov7LWslfxfOVqGa4Ffm+faOMJifcrNbRECO+8Md98tufBCwcMPazzxxBjmzh1Dc/OXCYcXU1PzBrW1rxGNfsro0aMZNWoUuVyO7u5u2tvbSSaTtLS00NbWRjAYdJK8SoSHw2HHoVwsFp25Qblcjmw2Sz6fp1Qq9bnRGtgwA2M9PDYOUsJ//ysoFMoYxvNYlnDcmFDZ1nlgsqtUKhEMBpk+ffoGqd7aemvJYYfB2o76Umtle3v7oAouddHu3k+1736/v6+lV5S2tn2pqYEvf3njX7B93rEsmDMH/vIXjTvuEHR3l9H1pwkEbsTne4dIJFbhIAYqPkP7OSynwjebzVYEZ1ZHMpl0qrpCoRDRaNSZ46iCQu7X7U+oZRk79m9EIm/S0nI+11xzIK+8onHTTRY77WRr/sq12dNOQ//f005rghBQUwM/+pHklFMEM2ZI7rknysyZuzFnzq74fKdTVfUhdXUvk0i8Rzzuo6amhmLRbmPY3t5OT08P3d3ddHV14ff7CQQCTuWqz+ejqqoKwGlPWyqVCAQCFAoFUqmU09JHDVjvp2rY3hsPj02JpUvh449B095DiDagsoPOysxBKg4zevRoamtrRzzGFAzCYYdJpk1bt/NZT0+PE2tQqGsnd3wC+qvhQ6EQdXV1dHVNo1Co56ijJOHweu+KxyqQUtLbK3j2WcGVVwo+/hikXEggcAtCPEgkYhEe8CGomKg7xpTP58lms84ogFUZFFTSM5/PO7epdSMWizltcAdWMyotbifILBKJOcRiP2L58mN55ZXv85WvVHPZZXab51BIaR3J6rWSp536n9PTTkMhBOg6HHAA7L235OOPBfffr/PUUxNZtGgiK1YcSSTyKTU1r1Fb+waRyFLGjRvH6NGjyWazdHV10dHRQSqVoqmpidbWVmdGod/vxzAMIpGIU90F9vdDtXnNZrNks9kKo926mIC8BNdmipTw8suClhYQ4kmEKA5yEgzsze+msmxwfbL+q0fT4Le/lazCIL1Kuru7yOVyzv/dgsrdWsLtTFUX6wsX7oFlhTjxRMtzI48gpRK8+aad2HrmGSiXexDiToT4C4axiKqqKkKhKudzcve6VmQyGVKplNNLf3UM5TQGnDYChULBqVS0Xz9U0YpnYADQMCzGjPknLS2vkMlczWWX7cezz2pceqnFwQer11zfd2qkqHSVrPp+mzqr2sZN5QMYjnJz0HXJ9OmSSy6Bn/1M8uGH8Je/GDz33FYsW7YVy5efRCw2i0TiZaqrX6eqynKSXdlsls7OTrq6uhxBMZQAcrv7YfD3xcNjcyCZhP/8RwALEeLdiotQ6G9XMpRegspWDCPNrrvCjjvKdagghnLZpLm5pWIf3Pukgjbqol/XdXw+H7W1teRytfT07MCXvrTpDEv/PCKlpLnZbqtz/fWCzs4yQryEEH9G054hEvETiyWc5JPSue6+9ip4n8lkBgTcV87ApJXaFuXiVC1K4vE4kUjESYIOnEWkgn/V1Yspl79HMnkar712PoceGuOssyQXXiiJRjdlveTG004blnXfDiGgttbihBPsqq6lS+Hf/xY8+GAdH398EHPmfIlAYDmJxJvE4zOorZ1HdXW1k+zq7u52Bq5nMpmKVp8r00yeXvLYHJHSnu+eTlvo+hNOZa670lG1rlpZjKl/TtHIrgU+H9x007rpJYC2traKNdQdU1IJLXeMSdM0otEowWCI+fP3JxDQOfZYbwTGSCElFAowY4bG5ZcLZs4Ey2pGiFsR4gF8vnbi8Th+v7+iA5D92P7jVpnlc7ncGp3Xh9JLgNNZKJfLoes60WjUmfnontvmfqxpmvh8FqNH301b2wySyes499zt+de/BFdcYbHrrqr6/bO03njaacOydtshBPj9kl12keyyix2Hf/tt+H//L8iLL27H0qXbsWzZqVRVfUgi8RKJxFtEIpJx48YzduxYUqkUnZ2ddHd3k8vlKJVKwxpjCoVCuEL7g/ASXJspxSLcfLPANFvQ9XudxVldjA6sWBkqMNNfJjjyrKvwAMGCBQsrgreGYQyZ3FBfQF3XqampQco4bW37MWoU7L77eu6Ax5BYFnz6KVx6qcYTT0A2240Qj6JptyDlLHRdUF3dQDAYrHC4qMCJcki2t7eTz6++1cfANob2NlgrvRC1LItUym4/0NDQQDgcdgZKDzxRK2f0qFHddHR8m2Tyx7z55rc4+eQ4F14I558v8flWLdTdVV6rE7vDL4Y35iK8MRwtyu20JqyJC2ptGZ59VsdBNAr77ms7brq6LGbOFDz2WIB//3tXlizZleXLv0MkModE4jXq618jFDKYODHqzOxqaWmht7fXcRoPbFM4UHB7eGwuSAlPPimYPRs07U5Ms8MxO6j1w76fvY4M1YbQDuyXN8j2CmEHbdbhkWSzGRYvXlQRvDUGCDBVxZ/JZBBCEA6HicfjLFu2N6YZ4bDDvPaEI4GUkErBX/+qceWVgqVLy0j5Dpp2E1I+CWSIROJUVVVVzAFSekkF11SQXrknV8VAp71aB4bSS1JKCoUCbW1tRKNR6uvrnSClO3Cj/i0Wi9TWBggE7qW9/T26uq7mqqumMXOmxu23SyZPXnOd42mnDclnVzupz94w7BldP/yh5LvflcydawfkH3poPHPnjqel5RjC4YVEox/S0PBfqqqW0dDgp76+nnK57LiU0+k0hUKh4nw5VIDSw2Nzorvbnm0Es4F/OXNX3HMe3dfj7opw6DdObIgY07rrJZu5c+c6IzCgXy+5Wy/aoxfspLjfb7dDLRQa6OramalTYerU9doFj5VgmvaYi1/9SuP556FYbEWI+9C025ByEYZhUF3dgN/vX2mMKZvN0tHRMahKbygGxpjU86zscaZpOnOMGhsbncrggfFVlSzz+32MGrWY9vaTyGR+zbPPHsvHH4e54grJN75hFwQM7ha0ajzttCH57Gkn9ZlXV8PBB8NBB1m0tkpeflnjkUeiPP/8vixcuC9+fzuRyBxqal6mru5tolGdqqoqJkyYQDabpbW1lWQy6cSYFO72nGtyvhdCUFNTw6RJ2/Lee8tWej8vwbWZ0tQEn3wCQsxCyibn9oFOT3cfWYW62C0UCmvs/Nx4SN55592K7VSLh1uE6LpOMpmkVCoRiURoaGggmZxKJjOJ006TjB69sbb/84uU9gDa739f0NpaAB4ErkfK2UhpD+dMJBL4fL6K49DtAOvt7aWjo6NCGLtxO6b63WCV87qAituVqFZOY1Ueq8psR40aRSwWI5VKAZVzipSbvbExRLn8OwqFv5NOX81vf7sX778v+PWvYZttVl6N2J80W7P3b03vu3rUk6xucRkpQbAxHDqV+6JK/IdeXwffb/1QzqXhFHd2yb2mWdTVCY48Eg4/XLJ8uWTGDMEjj8R5/fU9WbJkD5YvP4NIZAGNjU9RU/MhkUgvkyYFMU2TZDJJV1cXnZ2dFAqFlQYzPTw2F6SEGTPANPNo2quOPhqol9x9xBXu5HAmk90o27/mSJYuXc6KFU3Od95d7e6eQVAul8nlcmiaRl1dHX5/jJaWL1BfLzj+eM+NPNxIKenoEJx2msbzz0tM8xPgcuDfWFYGTdOoqooTi8UcPaKCLKrqvFgs0tnZSTa78uNQtRdUznp31ZfC3dZbtbA1DKNiLpFyOtfU1DB69GhyuZyjpZTOUo+pq0uQz7+Jph1KqfRjXnjhhxxxRJCf/xy+/nVJIODWOUMfWJ522pB8frSTEBAMCnbcUbDDDhbnnCN5/3144gmdxx+fSkvLVNrbj8Lvb6W29g0aGp6jqqqZxkYfdXV1ZLMZkskUra2tZLPZtW6nEwgEKRbFSt47D4/PJvPnw+LFIMRbWFaPc7vSRwM11EBTtaZp5HK5lV7bbyqYpsXbb79b8Z03DINyuewYndT+pNNpTNMkEolQV1fH8uW7UCjUcfrpdsWyx/Ahpf1z222CX/xC0NubBm4DbkXKRUgpCQaDJBKJivim0jbq8+zq6qKrq2ul53Q1w11Vy9uvPTjGpFA6TGknFWMql8s0NTURDocZM2YM4XCYdDrtaDm3mS4YDFJfn8eyfoKmPUJb29X86EfTmDlTcPHFFhMnyrXSNp522pB8trWTEPbP6NGCk0+WHHecZNEieO45wcMP1/PBB/UsXLgvS5b0EIvNobHx39TUzKaqykckEqZUKpNKpejo6KC7u9tp8bmmMSZd12loaGDKlCkUCpOQcvlK7+sluDZTXn5Z0NUF8CSW1e88cQ93Uydo5WJQc6xU8D+TydDW1saoUY0bYQ/WjHQ6wxtvzMQwDEcoBQKBigCASoAUCgUCgQDxeJxAIMi8efsRDGqcdpq1zu0RPYZGSliyBC64QNDWthghvo+UMwA7EWkYBolEglAo5AQI7cfZJ8FyuUxrayvFYnHQiVEJDbdzRp1AbbEhMAytwkFmzxEynf+HQvbwQlUVpsRILpejqamJ+vp6QqGQ40pTr6vEC0A8HqO9/W3C4W9SLP6aRx45lpdeivDHPwqOPdZC11cnQtZ1UV9T0eDGXSr+WY9Mru59U38fiSTTmmEfM8Mt2gbvh67DxInwzW9KTjlFsmIFvPii4L774nzyyS7Mn78zhtFNVdVH1Na+RDz+IbGY/d2bOHEinZ2djtu/UCgM47Z6eHx26O2FGTME8ClSfuLc7m5D49ZMSlO4hbtlWSxZsqTifpsir7/+RsV33efzVQQAVOJD3ScSiZBIJOjpmUQ6PZETTpCMHbvBN/tzj2XBNdcInnvORIjrgBuANufv0WiUeDxeoWugv7K8o6ODZDI5ZKBGGXPcesl+TQuBQDd0hNAQon/2mrvyXc2RUMEcpbVN06SzsxPLskgkEhXb5dZNPT09xONxCoU24HJ8vkXMn38uZ521FTNmCK6/XlJTox63Jmu2p53Wjc1bOwkBVVVw4IFwwAGSX/5SMmsW3H9/gFdesedPNDcf0zfj9DUSidcIh5czenSU0aNHk0wmncBNNptdbaIrEokwYcJk5s/XWYNiSg+PzwxPPy0oFCyE+BdS9n8PBhpN1bW13+93NIVag7q7u+nt7SUS2XSHU7W3t/PRRx85nV0ApxpImV6VHiwWi05SRdMCtLTsR12d3S51E5aEn1Ek770n+M1vBMnkewhxDlK+A/R/RolEgmAwWPmoPr2uKtGH6lQlhHDmZiktpEw7/ZVbOpomhowxaZrmzBtyx5hM0ySTybBixQrq6uqcGUUDq8Ky2Wxfm8sgpdJzhMPLKRR+yx13HMp//+vn7rst9tuPdeyi4GmndWPz1E4+n119utVW9jy4pUvhmWcEDz9cw+zZ+zB37l74fB3E4+9SW/sy8fhs4nG/0/bZHWNaXcGMruuMGzeOceMm0tt7GPPmnYkQh6/0/l6CazOlq4u+vsadFbeXSiUnuK+QUhKJROjs7L+vruvkcjmWLFnKDjtsv0G2eW2REt577wPmz5/vtGLRdZ1AIIBhGBUCyzRNstksfr/dgiKfj9LRsSvbbAM77bRx9+PziGnCJZcIFiwoomm/wrKedf6maRo1NTWEw+FBwkIF1lpaWipaAiiEEPj9fkqlUoUzTCUy/T4/dfV1jB8/ntraOsaOGUW5T6A0NzfR3t5Bc3MLXV1dFItFfD4fPp+PfD6Pz+dzZnOtWLGC2tpaGhsbnZlfqm2TEuzRaLRvvkUr0ejPMIy/09Z2Hd/+9hb8/e+CX/7SruZyC9vK0vLVlcKv67sPQy9yavEb6rVHspTbLXJGkoHvrQB0+oeO9t1rg+mO4dpn934NHVARAvx+mDwZJk2SnHaapLkZHn9c8PjjNXzwwReYN+9ADKOXWGwutbVPU1PzEaNG+WlsbHRaNHR0dJDJZJzATf/Fqs4mbrT08FhnikV7BhdkkLJ/WHSpVBpkcJBS4vf7nfVCoWkan376aV8b6E1PeksJ+XyRJ554oqJlr9JLA4NSyWQSKaUzn3LevD3QtAAnnOAZgkaCl14S3HabAJ5DyiuBtPO3aDTaFzTTBrVO1nWd1tZWent7h3RJ+v1+LMtyLi7VOd12JvuIxWKMHTuGMWPG0tBQRyQSQUpJW1sbHR0dtLe309TU7FSFhcNhx3iknMmdnZ1kMhkmTJgA4DiYVcBHHVeJRIL29naCwb/h979MKvUz7r//ND78UOO88+DUU/vnpAxcpz3tNJJsftpJCKirs5Nd++8vSaUkb74J990X4MUXp7FixTSWLz+VQKCVurrnqal5jVhsCdXV1ZRKJbq7u52WPKorhLvdfyQSYZtttqVY2BnL8g/T/nh4bBrY4SIJ9MeN1JqgZh25iUQiTlcUsE2uPT09tLS0MGbMptlCR0p44YUXnUQI2IYgv99fEWMCe83L5/NEo1Fqa2tJJuvp6ZnGkUdKJk3aiDvxOSWbFVx0kUZnZxJN+ymW9abzN13Xqa2tJRgMVnxGUkoMw3DaqQ3VwllVbKlYz8D5aoFAkMaGesaNn0BtbS2jRzdSLpeduJUdY2qiu7uHUqlUca2gYk3ZbJbly5fT0NBAbW2tM2LFsizn2rtcLhOPx8lkMsACqqq+TyZzGIsWXc2xx9Zz8slw8cUwfrw7xjT0Au1pp5Fkc9BO9vaHQrD11jB1quT735csWQJ//avgn/9sYNasw2lvPxSfr5t4/CNqa58hkZjN2LFBRo8eTTqdpr29nc7OTiemCv1mUSEEkydPZtSoaSxa9A1WrDiCSZP8q3zfNr2rbI8NittZo6qYVO9jddJWCS63Q0W5EVpbW1DllZuSK9ku6bV49NFHK1yrfr/faXOnvjiqFB4gHo8TjcZoa9udQqGOU0+VhMOfF4fBpsOyZfZME3gNKf9e8bdIJEI4HHYc8Cph5PP5nAqqgcJD0zR8Ph/FYhHTNB1xCfS1DGzkhBNO4Oijj2by5IkkEtUYhg9d7w8ImaZJPl8gnU6xZMlS3n33Pf71r3/xySezKioA1Xeks7MTn89HIpFwqhsVuq5TLBaprq6mvb0d0yxSKj2Npn1KPv8zHnroWGbOjHDttYLjjlMtC9d1wXW7QdYksrgq98jqHCgjwci7eKTsd+iC5SoHV+9Ff4n+0CX4I1VtNZxiA+zP3xpw+0D3me26mTABfvITydlnS+bPh//8R/Dkk9XMmrUnn366B35/O1VV71NT8zHV1W8zblyMsWPHks1m6ezspKenB8uyCAQC1NdPZf58w3Mhe3zOqfwuWZZFuVx21gb3vKJoNFrhSFbVLIVCAcMYPFR9Y2KvgYL33/+A999/3zGPuJ2mhmE4mgns6uZgMNg3S6KKtrb92WYb2GefNa2y8VhTLAvuv1+QTucR4mqk7NcbPp+PaDTqVGC5k1y6rtPU1FQROIR+B7I6ft16SQhBPB5nl1124YwzzmCnnXagoaGBUCjU50pWDntJuVwim83R1tbK7Nn/47//fZ4XXphBV1eX065QVbLk83mWLVvG5MmTKZVKzra6NV4gEHCOt1JpCfBjdP19Pv74B5x11la88Ybg6qstqqvde7M+a6innVb7CputdupH0yAehy9/GQ4+WNLeLnn9dfj73wPMnDmRhQu/w4oVpxKNfkR19SckEh8Rj8+mrq6eXC5LKpVy5gQbhkFNTQ2NjVvQ1nYcS5eeQiQSZMBX1MPjc8HAOUL5fN4xoaoYU7lcpqqqitbW1oouLcVikfb2djbVGFMul+fRRx+tCMiqDkHQH5xVyTpd16muriYUCrN48YEIEeH00y0Mw4sxDTcffQSvvgpCPIGUrzq3K23uNvIrk43P5yOVstvNDmyNqes6hmE4LdXcmikQCDB27FhOP/10Dj30y4wfP454vApd96Hros8wBpZlksvlSSZ7WbRoEW+++Rb/+teTzJ//qRNjUmYjy7Joa2vD7/cTCoWcGKVCtXdOJBJ0dnZSLucwzQfRtHkkkz/nz3/+Mq+/HuCmm+CAA1aWQPG000i+xuahnQY/lzJUb7UV/OpXkp/+VDJ7Nvz734Knn65lzpwvMnfugQSDK6iq+oCamo+Jx99m0qQ448aNcwzVSdtVSigUYty4CVjW7nz44fdJJrfliCME119vcfLJK986L8G1mTJqlC3aLau/l4y6CFVOBHfpLdjOTPfcIbDb2Xz729+saGGzqTBnzlz++c9/VgwqDQQCg1q4APT29qLrOvX19fj9NSxbdix1dRpf/ao3S2IkaGqCnh4QYi6aVnSqP8LhMNV90Qu3MA4EAn1VVs2DklsqIGKaptPz2rIsQqEQW265JYceeijHHnsMO+20Az5ff8ZfPb2m9Zd/G4ZBNBph1KhR7LnnHnzjG6fz2muv8cc/3sy7777nCNZcLoeUktbWVsBOyhUKhYrZFKrtT01NDW1tbRQKeYT4BJ/vLHy+p1m69ArOPHMS2SycfLLE71dOm7U54AY6QyzWXGysDSPtdBnOL9lQ2+oWV+5/B96+MhE23Ps/nM+3KufV6t1YgQBstx1su63kxz+2XTf/+Ifg739v4L33DqWjw3bdhMOLqat7nerqd5k4sZlp01QFS4iO9oMxzdAqX8vD47NKMAi1tdDREQfCgC28TdOkWCzi9/sr5gsVCgWqqqoqqt4BFi1axLJly5g2besNvxOroVwucfvtt5NMJp011jCMihaFSjdls1kKhQKNjY3U1NSwYsUh5HJjOOEESVXVhnBFbl5YFsydK4AMur4A0+xvf1RTU0MwGKyohtI0jVAoxPLlywcltwzDqHAgq0CNpmk0NDSw9957c/zxx/PFLx5IXV0dMPgC3A5Mgq5rBAIBEolqtt56a7761aNYtGgxd955F3//+xO0t7cTi8WcodK5XI6lS5cyevRoCoWCE0RytzZsaGigpaXFCRpq2s0EAk9iWf/HHXccRXe3xg03WIwePbDV59omVT3tNBhPO60OTYPGRjj2WDj6aLuy64UX4O9/9/P007uzYsXuLFtWJBhcQU3iA2pqXyWRWMy4ceMBSalURoipfPTRmXR378xuu2lcc43ki18cxt3y8NjIjBkD9vmgv/pKtflPJBKOSRpw5goFAgHy+bxzX9M0mTlzJl/+8sGbVHJL8frrb/Dqq69WtNYKBoMVs73B3pdkMumYbWEsK1YcxpQp8IUvbIQN3wxYtEhQKICmfYwQODEm1cpZzZRVn1EwGCSXyw1KbgkhCAaDjpHNHWOKRqNMnz6dI444gq9+9SimT5/WVwE/WC+BrZcMwyAWizJ27Fj2228/zjjjDJ599jluvfXPzJplm6lzuZzTurCpqYnRo0fj8/mcFojq9ZXOi8fjdHR0UCwWEOJ1/P5T8fm+wyef/JJTTqnnrrtsY8bKx2J42mn92Vy106oRAsJh2G032HVXyUUXSebMgSeeEDzxxHhmzx5PW9uR+P0dRKMLqKt9lXj1R0yZ0kowaLd11fU4K5YfwfxPTyYWi3LppZKf/MQiFlv1a3sJrs2Uww+XbL+94MMPzwH+DnwK2GXUylmj2tQod+XYsWOZM2cOgHP7e++9S1NTE+PHj994O1OB7ZQwTZMHH3zQ6f8P9CUvohX9kcGuyMlkMsRiMRKJBJnMaNLpsRxxhGTy5I25L59f5s8XWBbo+nxM0/58VDJIOWX6Z2bZgfSBlVuqHaE6FlVyKRgMMmXKFL71rW9y1FFHMmHCeHTdoN+x4XZVVDJQRMdiUQ499Mvss8/ePPTQw/zhD9fT1dWFYRhO1VZXV5dTGahEh/ruSCmprq4mnU47vZwNQyDEP9H1RaTT9/Dd705lxQq48MJ1KVMearHc3Bm6amlV/1/Tv32ecbtuLrhA8oMfSObNgzffFDzySIKPPkqwaNHOQIFYbD4TJrxLKFRg0aK96OzchsmTDRYu3Nh74eEx/FRVwfe+J7nggq2R8vvAddhaQ5JOp51EgDr/W5ZFfX09zc3NFQGbfD7PCy+8sIkluOxz5SefzOKFF16oWGMjkQjBYHCQHuzu7kbTtL4B3QHa2nYiHhecdNKqZ854rBu9vdDcDEI0IWXK+Rzi8TihUGhQAlLTNJqamhwHpEIlLFWVe6lUwufzUVtby2GHHcrpp5/GbrvtRjiszAr9SaQ10UuGYbDlllO44orL+NrXTuY3v/ktb775FpqmOUlR5cqvr6+nUCg4FY+WZTmmoEQiQbFYdExDut6CYXwPuJRHHz2TBQsMnnrKorER1l3zeNppMJ52WhtUZZdKdi1bJvngA3j+eR9PPTWZZcsm09T8Vfz+TkaNeovRo5fQ2TmRpUv3R4g4F14oueACi0TCMwV4fL449VTJLbdorFhxMTAD6ADsym/3vGulmTRNY9SoUSxevLji9pdeeolk8sfE4/GNsyODsGNMhUKBe++9t6Jlu9/vJxKJVCRBADKZDPl8ntraWuLxON1dkykUajj+eElNjffdHwnsUKWFpi2kXLYTVmr+mZqL5m65nc1maW5uHpTcUuZq90zdcDjMtttuwxlnnMGhh36ZUaNGOUZppSlWthYO1EzV1dWcdNIJHHzwl7j99ju4/fY7HYN0JpNx2kGPHTvWiS25q/SllNTU1JDJZJxttysC7yYY/JSWljs44YTR/PnPklNPHbQ16/juetppMJ52Wh3KUL3jjrDDDpJzz7WTXTNnCv7613rmzq1n/qd7IUSORGIWEyZ8gK5rLFiwP729U9hjD9vctvvurFEbfK9T/mZKPA6XXGIRDE4AbgPsAI2U0qnici/ShUKBWCyG39/fKzydTrNo0SKefPKpjbAHQ2Of8yUzZ77JX/5yr1NpA3awRpUBq2SDmiWm5j6FQiFWrPgiuh7gO9+xHQ8ew4uUko8+AinLmObHzoIdj8cJBAJAvzBUgY/m5uaKmVvKVWOaphPckVJSX1/POeeczSOP/JUf/egcJk+e1Pf39fscY7EqzjzzOzzwwP3ssMP2TrJUufVbWlqc7XAPai+VSuTzeQKBgFP9pUrhA4F5JBKnYhgfcN11go8+Wq9NpH+BtdZ7f/ufb6jfh5PNYFUfEUb+swmH7fmD3/ue5KmnLN55x+L//T/JSScFiMW245NPvslbb32PfH4HfvxjnRde8ILbHp9PhIBvf1uy114acDFwtPM3lcBSLfyU87hYLFJbW+vcr1Qq0dPTw6OPPkZPT8+Q85A2BlLaAZgrrriyYu6Az+cjEok465hap5UeDIfD1NbWksmMp6trOw4+GLbccvO4UNvQNDdDWxtIOQ/TtI01wWCQqqoqRyMBjqbt7OwcNHNLzT1RiaRyuUwwGGS//fbl7rvv5KabbuCAAw5wJbfWDRWc2WmnHfnLX+7he9/7LuFwmFAoRDAYpFgs0tvbSyqVcvS40kyqpaH6LqnZb7aZySQavZyammv54AOL666zTVLDg6edNh9G5rPRNJg4EY4+Gm64QfLOOxbPPmtx/vkaO+/cQHPzkcyceQ6LFh3JTjvF+cc/LC69VFJTs2m1XvPwGA7Gj4eLLpLo+o7ATdiV7/a1fbFYrIgxqRnoyuCqSCaTfPTRx7z88isbYQ+GRsWYnnzy3zz55L8d/QcQi8Wclosq2aDrurOm1dXVYRgBlq84mGhU49RTV1ZR47E+mCZ88old8W6atilftYdU5mmlmTTNrhJpaWmpqMRT7blVjElpqXHjxnHxxRfy178+xLe//U3GjBntSm6tPerzr6mp5YILLuCOO25niy22cFpPSymdGJPP53Panat/VVGCMlkrjef3+wgGZ1Jbexrl8lJ+8xuNFSvWeTNXtQd42mlzYfg+GyHsPMSee8KPfyyZMcPirbcsbrlF8tWvhhBiNz744Ezeffc7aNpWXHqp4B//sNhjjzVLboGX4NpsEQKOOAJ+9SvQ9S8AdwJRgIoLY/fwxUwm4ziVwRYl6XSGP/3pVhYvXsKmEa8RdHV1cckll9DS0lIxqC7mqmdUFT9g769hGH2u0RDt7buyxRZ2SSXOAETvhDhcSKnERw5NW4gQgkgk4nw+KmCjBGJTU5OTqFSOGzVvS4lJv9/HXnvtyR133M4ll1zClClTnPLzgT9ri/04+xjadddd+Nvf/sYxxxzjuLVUkqurq8tJ0KljS9M0SqWSk7xzu4DsWXefMnbsXXR3W9x///oeY9L1M9ysbQn72jzvhnrOgbcPbE/j/neTOJmtgg23faqya8IEOP10yYMPWrzxhsV990luuUXy+usW110nmThxg22Sh8cGp7oa/vxni0mT4sCfgIMA28mr+uO715dUKuW4RcHWUMVikbfeepuHHnrI6cu/MZESpLR44IH7efrp/1SYSKLR6KBKak3TnGrkeDyO3++ntXVXpAxx3HFW34WHp5eGm4ULIZMBXZ8NWBXV7uqYUy0He3p6nM4FSse7gzpKe4wePZqf/vR87rvvPg455GDC4bDTTmd99BL0P0cikeC3v/0Nf/zjTcTjVY67Xc0wBZx9UD8qSee+r9qPUilFPP4Q4fA8HnpI0NGx/u+tjaedVv2cnnZaGzTNXi8OPBCuu07y/PMWzz1n8Yc/SP75T4v//MfikEPsWageHp9HhIAzzpB897sCOBH4A2Cfz3t7e4H+TkDqml/NrVaYpklPTw9/+MMNdHV1bXS9pFiyZAmXX355RaxMxQMGzhyzLItUKkUgEKC6uppsNkFX17bsuitMmQJejGn4KRZh7lwQohshmhFCEIvF+jSOqIgxqTaAal4u4LRudseYQqEQhxxyCPfddy8//en5jBs3dsj40vrEmHw+g4MO+iKPP/4Y++23L4FAgHDYTgzncjl6e3udDlTqRyXoqqurnflvSjNZloVlfcTo0Q+yaBH8858jpUM87eRpp3VHCHsMwJZbwve/L3nsMYuZMy3uuENy++2SmTMtfvELSUPD2hkovQTXZozPBz/5icWZZ4IQRyLEFQjhJ5/PVwRs1GKQy+Woq6sbNG9r6dKl3HTTH/uqoipnJ21oSqUyN95wCzNnvukkt8B21rjbuKjkR29vL8VikVgsRiwWo61tb7LZsXz3u5J4fFM/2Xw2SSYFCxaAEMsQohNN06iqqnKCaNA/J6Kjo8NxSKnjauAwdV3XOeigg7jvvr9w2GFfxu/3MVJiUQioqUlw9dVXsuOOO2AYhpPUSqVSTksdlZxTASXTNB3xob5L2Wy2z+2cQgjJgG5Ca7NVA34frn1f2cLssWmxYZNdQsC4cXYLkh/8QLLddmB4zY49PucIAdtvD7fcImloGAXcgqZt4wRsVCJIXWCWy2WnMtmNlJKbbrqFhX39PDd20Oa99z7i2mt/X3GB7/f7CYfDFUYntXZ1d3fj9/upra3FNBMsX34I228Phx/uVW+NFO+/b7tkhbDLvMPhsKM71HGnWg529GV91GenEkgqmAgwevQofv/76/jVr35BY2P9iG23CtocffRRnH/+TzEMw5lRUiqV6OrqwufzVSTebONPyQnsgN06PZVK9bUKKqNpeXI5cBmu13ULB/zuaafNi5H/XNQMigMOgPPOkxx+uJ388s6VHp93QiG49FKLY47RgW+haecBGplMhmKxWJEQME2TXC5HQ0NDRZJACMEHH3zAX/5yH1JaGzXGJCVks3kuv+xq5s6dX9FpJhaLudr5CqftYldXF5Zl9bUTDtPUdAiWFeeccyz8fm9dGAmam+0570LMRYhs39yrys9HxZhaW1udyi13slLFmOxqKD8nnngC99xzF/vss1eFsWi4EUIwduwYrr/+D4wfPx6fz+eM4lDXGW6zkvpX7ZMQAtM0yWQyTgtow7DnsA4Yx7q+Wzrgd087bV6MXLJL0+zk/xlnSM48U7LllmteteXGS3Bt5kSjcOWVki99SUPK7wKnIaUgk8lULNLQX0ZeVVXlPF5KSS6X48EHH+Lpp59Cyo3Xpso0LR599FFuvfXPFIv9V76hUKgigaJEiXIHGYZBPB5HiDDLlh3B6NEap5wycIC1x3BRKtluZMhhmnmqq6udYIZqn6M+q4EzJJSbRrU28Pv9HHLIwdx44w1MmDDBJWBGbvuFgLq6Oq677v+YMGGCk7gql8t0dHQ44sftoDZN0yk3d99miyzPxunh4eGxqSMEHHaY5He/k4RCU5Hy/4BacrlcRbW4Sigkk8lB5o1CocDSpUu54oor+9a3jRWskTQ1NXH+eefT3NzimDLUbC3V0s6d5Orp6aFcLhMOh4lEIrS17UU2O5YzzpBsMiMyPmdICT09YM/+6HGSi0pjKJ3u9/vp6empmCFhP15WaPkxY8ZwzTVXc+yxx2JsIGeCEBpnnPEdTjjhBEKhkPO6ymA2UC+poJLbTKeCOWomnIeHh4fHpk1DA9xwg8WOO/qxrIsQ4lDH5AlUxJhKpRLlcploNOo8XsWdbr75Ft566y02nl6yq6T//OfbePTRxyra2akONGo/1DpWLBZJJpP4fD7i8TimWc3y5Yew3XZw2GFea9KRolCwfyCNZZWpqakhEAg4GsKe62m3aVaz1BXKfKNiTMFgkJNOOpGrr76yooPVSCIEbLHFFlxzzTXU1dU5o2GKxSKdnZ0V42PcmikajVbc5m5d6OGxueEluDxIJOC22yx22CGIlNehaceTzeacPq/uYaDFYpGampqKC+NyuUwymeTnP7+Ijz76BNjwrmTTtHjssb9z0YUX09Pb7YgPwzAGtXJRMwJyuZxTelxTU0MuN4FUajJf+ILsG17tMRIsXmwPTYdP0HV7YOfA4KAQgvb29iGDNcqpbBgGX/ziF7j55psYP34c0O803xDssMN2nH32WUQi9nwJwKl+VE5+1btZSunM7FLfI7u1oh+fzyt/8fDw8PgsoGm2s+y88yS6fhiadgOWVUU2m61w9KrKXV3XK6q41Pn/73//B3/8482USuUN7kiWEpYvb+Ks753NO+++UzFHIh6PEw6HneSWu21cMpnE7/dTU1OD3x+irW0f4nHBoYd6syRGCtOEWbME0IuUixwdoSq3lGbKZDKkBlh03a1sLMuisbGRa6+9muOOOxZd17CHoW8YzRQOhzj//HPZcsstiEQizvHV1dXlBGDcAULlii+Xy84PQCgUxGvn5OHh4fHZYMIEuPNOiwkTqoE/o2kHkk6nKwyf0D/vvba2tsIUVCqVaG1t5dxzz2fJkmUbfPultLsD3XbbHVxzzTWkMyknNuH3+0kkEs41v8Ln85FKpZBSEolESCQSJJPTyefrOeIISSSywXdjs+F//7MTXFJ+0DeLKuhoCncssL29veL4U7f7fD4nOXTCCcdx7bXXUFNTw4bUSwBf+MIBnHLK1yoq9tPpdEX1o9JRlmVRVVVVMf9ddQ7yElwemyNegsujzy0At95qMX58AilvQMqtSSaTQ54YLcti1KhRFX8rlUqsWNHET396AS0tLYxsX9Z+bOFR4t577+OCC35Gc0uLcyEshKC6utpJMqjFQPXW7ejocC6iI5EIHR17IGWAY47xgjUjyZw5gkIBgsF5VFXZcz7cLWqUg2aoYI2q7vL5fOy8807ceOMNjBs3DiU81gXLgjlz4KabBL//veD22wVNTatO0tpltBpf+9rJ7LHH7k7bHcuynIGy7kGmav5KKBSqSOaFQiGE8E7DHh4eHp8VDAN++UvJCSdI4BR0/Sf09PQOCnKo/vi1tbVEXBEN0zQplUr88Y83849//KPvInvD9GCXUjJv3jy++93vMePFF8nn885FfjgcdloTugMCuq7T2tpKuVzGMAxqa2spFhvp6ZnObrvB5MkjvtmbLamUPYNL11uIRHJEo9FBxh9d151WSAoVAAkEAliWRSKR4Ne//hXHHXcsmqaMROu2Tb298PDDtl76wx8Er7666naBqrXt5MmTOPvsswkGg44rWR1/7mpBsHW9e6aE2hefz4/XtsbDw8Pjs4EQsOuucP31FjU144FbKJVqyWazFZpJ/atpGg0NDYOSXLNmzebii39BMpnsuz7fMDGmfD7HDTfcwGWXXU5XV7ez/uq6TnV1dYUZSMWYMpkMPT09aJrWNx/JNgQFAhpHHeXFmEaSjz+2DT2h0AKng4K7sknXdbLZLNlsdtBjlXnf7/fzpS99iWuuuYaamgR2jGndtsc04d134frrbc10772Czs7Vx5gMw+B73/seW221ZV+sSDitPFWMyV3BZZomwWDQ0YGqJbRXKeixOeJFVj0A+2S69952kisUGo1l3Uhvb7hvrlalw0a1CXG7klXP13feeYdzzvkhS5cuHXFXspSQyWS49tr/44ILfkZTUxPlcqlvf0Rfz+OQUwLvDtp0dnZimqaTBIMYra37MGkS7L+/1x99JFmwQC3sCwgGg4AtXtXxIqWkvb29IlijXDdKfEyYMJ6rrrqCyZMnrVegRkp44QU45BCNP/1JcP/9gquuEnzlKxr/+9/qKhElsViMs846C7/f54jxTCZDLpcblOBSJeRqX/x+P9FotELEe3h4eHhs+oTD8Kc/SfbbT1Au/wTT/Crd3T0VreOUxrAsi7q6uorK92w2S29vLxdddDGPP/53ymVzxCvfLUvy6quvcdpp32DGjBnkclln3VVD0N1V1CrxkMlkSKfTCCGc9oTt7XtgmjFOOsnC53XZHTF6e6GtDaAZn6+IruuYpukYucCe/5mx+z4DVATaVJeC73znW5xyytf6klvrvj3t7XDGGRrnnmvrpXvuERxzjMattwqKxdU//qijjmL77bd1dI/qAKECNO6AjTtAowxBtpPZE+geHh4enxWEgGOOsUdiaNp0pLyOrq7yoOtk97Wyu1VhqVQim83yn//8h5/97EI6OtpHXC9JCZ2dnVx88S+5/PIr6OzswDTtdVclrtT6pHSe2o/Ozk5HP1VXV1Mq1dLZuQs77wzbbTey27258+mnAGWEWOK0JnTP2TJNk46OjooYpTJPq4Trtttuw5VXXkZdXe16xZhME/76V8Hhh2vceaetmX7xC8HJJ2usWLG6R0tGjx7Ft7/9rYpEcCqVolgsOvFYtV/qe6PuGwgE7Ip/L9TvsRniHfUeDkLAl78MF10k8fm+iJS3kU4HSCQSGIbhnDRN06RYLBKNRonFYs7jpZSk02meffZ5vva1U3n22f+OWPsdy7L43/9m84Mf/IDrrvs/ent7HeGhklbqRO++cFZDP9XA6mAwSCKRoKtrP9LpLTn6aElDg+cOHSmktCumQKLrdpLHPRxT9UV2B2tUIERVevn9fi644Kfst99+6+1MWboUzjxT44wzJG++aTFzpv2zzTaS731Pw7UZg1Cidv/992OHHXZw9qVcLlMqlSrmSihRpdB1Hb/fTyQSoVyqQ0rBmDHrtSseHh4eHhuQRMKeL7HllnEs6zZyuX0IhewqKJVkUC0JAWpraysq3wuFAk1Nzfz4R+dy2WVXOEGR4UYNqL799tv4znfO5KOPPqJYLDqvFQwGnW1T65Yasl0qlWhvb3fMTvYcglpWrDiaMWMERxwx7Jvr4UL5fISwCAQCTltClSzVdd0ZPq5QXQvUv3vttRc///nPCIXC65Xcsiy47DLBwoUwY0a/XrrtNovLLhPMmLHqxwshqKqKccoppxAMBpx9UG2d7dfo10xqn1SyLhQK4TNilMsxEgno6wzt4eHh4bGJo2lw+umSM88EIb6GZV1NPq+TSCQqZm+Xy2WKxaLTLllhWRapVIq//vVhTjvtm7z11luY5sjMfS+Xy7z99lt8+9vf4a677iaTyVTMKa2pqXGqapReUn/r6OhwWlZHIhGqquK0th5OodDA178uCYe9GNNI4Y4xGYbd7UcI4cyt0nWdQqFQ0ZZbGeB9Pp8zL/2SS37Ltttuu94xpvffh/POE1x+ueStt2y99NprFqYJP/2pWE3luwAERx11JBMnTnCq3lX7QXdlmjvGpGJpdowpSrFUhxAwatR67YqHx2cKL8HlUYHPBxdeKPnBDyRCHE4yeSnJZNEJ3qugDfQv8u7WO5Zlkc/n+OD9D/jGN77FRRddzLJlyyrKg9cNiZQWplmmubmZq6++liOP/CoPP/w3Z1ip2r6qqioikUjF7AiVnMtkMnR3dzv3r6urIxyO09R0MDU1Gt/9rlzvBc1j5VgWvPuuQIg0kcgyNE2jXC47C7OUkp6eniGrt2x3jc5+++3PySefPCyt/WbPBr8ffvADSTwOgQA0NsKPfyz55BNYtgbtvsPhMEcccYQjoACnTSHY1Y3K0a8SeZZloes6Pp+PTHYMoLH11uu9Ox4eHh4eG5CddoL77rOoq0tQLN5JS0sjum4453+38zIUClFbW1uhMfL5PF1dXfzf//2eE088meee+y+FQmG9E132Ra9FLpflmWee44QTTuSnP/2Zo8eUjnNXbgEVGk9K6bQmBHutq6uro7d3FzKZcXzrW5LRo9drMz1Ww+zZkMlAIPAJgYDfqd5SmrpQKFQYgtzV7pZlUZOo5Wc/u4BEIrHenQkKBZg5U3D22ZKtt7b1UjgMX/2q7Up/9tk1eQHBF77wBUaNGu18D9Tx7jakKfx+vxPM8fv9lMohCoVaxoyBqqr12x8PDw8Pjw1HKAT/93+S444TSPlturq+Ty5XchIRbv2h6zp1dXVOpxewr6dz2Rwvv/QyJ530Na666mra2tqQcv1iTEovlctlFi5cxMUX/5JjjjmOZ599lkKhUNE+MR6PV7R+c8coent7SSaTzn0bGxvx+WpoavoCU6bASSd5MaaRJJ+HTz4RaFo7kUiXYzp2x5i6u7udY0VpJZXkMgwfxxxzDAcffPCwfE7vvCOYMgVOO82euxYIwMSJcPbZkldeEX3z6FdNbW0dBx10kHNNIaV02hQCjoFfdQZSCS/DMDAMnUxmHLoOU6d6iVWPzQcvweUxCL8fLr1UcuqpUC6fyPLlp1Asliqcx6pNimVZ1NTUUF1d7SwGpmmSL9hBmz/96c8ccshhXHnllXz66acVruE1xT6Z55k9+3/88pe/5tBDD+Pyy69gyZKlFIslx1msaRqJRIJYLOaUGiuhJIRwnMgqeeL3+6mtrSWdnkxn5zS+9CW8JMMIUyhAczNoWpJAIFcx5wPsBGlmQNmUmvuh6zq1tbX87IILiMViw9JG8gtfgMces6iv779NSliwQBAKscaDYPfee++KYZ75fN4JQLnbPfn9fnw+n+PCto9PJZzXf388PDw8PDYcQsAee8Ddd0ui0Ua6u2+grU2ruBhVSa5yuUwwGOwLevQbIgrFArlcjjfemMnXvnYK3/zmt3juuef6Ks3XXi+ZpklbWzsPPPAgxx13AqeeehovvfQK2WzOaW0CdsKqpqamYk1S6LpOe3t7hYEokUjg94dZtuwgIhHBqad67ZxHmqVLBZYlCQZbKgJ/KqCmuhEolC73+XwE/AGOPe5YDjhg/2EJ1gSDcM89Fl//euUMkWQSWlqo0FErRzJ69GimTp3qfEfU7FJ30El9b4LBoLO//d+ZdW8Z5OHh4eGx8YhE4JZbLL70JZ1i8YcsXXqAc75XqBiTqhp3dwsqm2XyhTzNzS1ceeXVHPrlw7nppptZtmzZoLEaq0MlAzKZLO+88x7nnnsuhx12ODfffAstLa0UiyVnOwzDoKamxukO5DYvaZpGNputqMIPhUJUV1fT2bk96fRYjj8eGhqG6U30GJJkEjo7wTA68Pv7Y4NK25bLZUfTgv35l8tlfD4fhmEwfvx4zj33XKdaan352tck99xjVVSbSwnz5kF1tR1vXTUSTRPst99+TiIOcCoElXla7Ys9p7Rfz6sqMPC0usfmhbH6u3hsjlRVwVVXST79VOeNN37C8uXzGDfuVcdhqU6q6kK0pqYGsHvDKqeEck18Ov9TLr/8Km699Xb22Wcvjj/+BKZNm8b48eOJxWLouuaceO0+spJisUBvby/z58/nzTff4oUXZvDBBx+STCadFnAK1as/kUg4LVyg34ms6zqlUomWlpYKZ2gkEiEej7NgwcFAgGOO8QZ/jjTJpF0VZRit6HraEZdKKJZKJaedk0KVjksp+cpXDmXf/fYetu0JhWD77Stva2+H3/9ecOqpknHjVv8cQgjGjRtLPF5Fe3s7gNPGE/od/Eogh8NhksmkU5GWTG5FKATbbAPebAkPDw+PzxaaBl/5isVvfqNx8cXb0dV1GUKcR3W1n0KhAOBU7UopCYVC1NXV0dXV5fxdVeMUi0Uef/wJnn76GbbeeirHHnss++23LxMmTKShob7v4lVd0NJX2W6SzWZpamri3Xff5fXXZ/L88y/Q0tJCuVyiUOg3Fql/o9GoM4Db7ZxW/3Z0dJBOp5191HWd+vp6CoUt6ezcli98ASZO9ByhI82sWQAWgcDCirZ96jNb2aB0IQR19bX88Ic/qEimrg9CKJ3Sj2XBHXcIymU45ZTVHw92ospg662n8tRTTzm3FwqFvvlalYRCIWegeiAQIJ0eg2mG2Xln0HVPL3l4eHh81qivh5tusjj22ADz5l3K8uWLGDt2gWMMHRhjqqurQwhBKpVy1sBSyTY4f/TxJ1x00S+44YYbOfDAAznmmGPYcsstGTduHOFweIgYk0WhUKCrq5s5c+bw5ptv8txz/+V//5tDOp2mXC5XzLhUoxESicSgSjNl0M3n87S1tVWYTaqqqohGq1m48MuEQhpHHOHFmEaatjbo6ACfbymaVsKyKjVTPp+v+GyhP8YEktNO+zrTpw+f07262v5xM38+3H234LzzJK687ZDYxz9MmbIFgYDf2Rd1jCpNqL4nPp+PYDDodBGS0kc6vQW1tTBpknfweWw+eAkuj5UyZgzceafFMcdE+fTTy2ltPY3Jk7tIp9MVizjYAqCqqgq/309XV5ezgEgpkUiKxSLNzc08/vgTPPnkUwQCARobG5kwYQKjRjUSCATw+/2k02l6e3tpa2ujqamJrq4upMRpyeJuX6JERjgcJhqN4vf7nTJjhc/nI5fL0dTUVLGoqfaEpllHa+se7LILHHWUJz5GmqYmu92Opi1GCAn0i0TDMCrEq0LXdSzLIhwOceyxx2AY6zckfVWYJlxzje0O/vnP5RpXVcXjVYwbN44FCxZWCOhQn21HHbcqOauquQKBAJYVRtfp68vtBQw9NjQr+zJ5x6KHx5qi64If/lCyYgXceOOR9PTMIhr9C8Fg0GnBppJcKmBSX19Pd3d3RfWKGohtmiZvv/0OH374ET6fj3g8zsSJExk1qtEZbl4oFEilknR1ddPc3ExrawuZTBbD8JHP552qMXUBDLYmqqqqqqiMGdiupampiVQqVbF/9iyJKpYu3R9NC3HuuRauzkEeI0C5LFm0SEOINJrW7nyGKuEjhHASpG76Z2/tyVZbTRkxvSQlvPce3Hyz4NprJePHr+kjBdOnT6tw7Ofzear6eg6q4Kb6HpTLZfx+P6FQiHw+hJQ60ahEiJGZv+LhsWZ42snDY10QAqZPt2NMxx/fQGfntbS3f4vx40tOVbLb/CqlpLq6Gp/PR09PT0XLOSlNCgWLxYuXsGzZA/ztb48QDAYZM2YMY8eOZfToUX0VOjqplB1jam1tpampie7ubjRNd7oLqQpoexvtGFM0GiUajVa0slPbFAgESCaTtLa2DpqzXV9fTzY7jq6u7TjiCNhrL++8MJJIKVm82DbbBAKLnNvdFeCdnZ2DHmcYBqZpUlOT4Mgjj0CIkat2yufhl7/UmDYNvvOdNY85NjY2UFdXR1ubbaJWc+pUpZmKMZmm6RQABINBfL4AphnE54Ng0NNLHpsKw6WdVn5/L8HlsVKUAPn97y2++c3xdHffxPLlP6CxseQ4Z9yD1MGe59DQ0EAqlSKbzVaIEPVvoVCgUCiQTCaZN29exbwH+3WF8697kKIbNXA6FAoRCAQcF40SREoUZbPZPhdzpWMjEAiQSCRob9+RfL6Rk06SRKMj91562LS32wt8VVUbUvaLQTUrzT34U6Ha2EyZMoVddtllxLbNNOGuuwTvvSe45x5rDdvt2AQCAbbYYjKvvfa6U7llmqYjgpUgVsexGpoupcA0NXQdNM0Tvx7DhcBe+NW/Hh4eI00wCL/6lWTWLJ3nnjufFSt6GDv2cfx+P8Vi0dFLKpCi6zrV1dWEQiGSyWRF9bJaK4rFIqVSiUwmQ3NzM9CvkdyztNQ8SzvpUdkKWtM0AoEAwWCwz9HcP9C9f76lvV0tLS2DkltCCGprazHNalpa9mHrrWH//b2WJyONaQqamkDTcmhaj5P4UceOe7aEQn2efr9/0GzQ4URKWLgQLrhA4+KLJSecsDYGMcmWW04ZlPx1t9pR+6JQwcVy2W41NEwdhDw8BuBpJw+PDYEQsO++cNllkvPO24FU6v9oafkptbVBisWiE/9Rax7YbZX9fj/JZJJcLufoJLVmmKZJPp8nl8vR09PDrFmzHK3jrgpT1+ZKQw2MMfl8PkKhEOFw2Gn5pjSSO8Y0VHJLbWcsVkVL8z5IGeXUUy0ML+I64jQ1CUxT4Pe3OJ+3OjZWF2Paeeed2WqrrUZs24pF20BdKsGtt1qEw2v2OCHsasCxY8cyb958J4E1cP/UbYAz1sOyQEoNn8/T6x4jzaalnbzTrccqEQKOOAJ++1vJL3+5I8nk5Zjmd2lo6B9irQL57paAiUSCSCRCKpUin89XLP4DK3QGnqSH+rtCXbhHIhHCrtXBfSGsgjddXV10dXUNEi5gLxaGUc3y5ccyaZLg1FMt7+S/AVi82C631rSlFWJRudYHticE+/PUdZ2DDjqI+vr6ERnQqpJbDz0kuOsui8mT104MaJpGfX1DxbGr3Mfqe+L+foCdFCsWA2Sz45k6FUaN8g5Aj+FEDPh3XR7vHZMeHmtDTY09X+KEE4J89NGvWb58EQ0NMwmHQ5RKJUePKEOOYRhOMCWVSpHL5QbNKh1KG6nf1fMNDPSAagdntyxRDuSBrX9U1ZZqsTNUAMDv91NVFae9/Yvk82M55xxJVZW6kPEYKXp7oasLNK0NTSs62kF9bu4Wkgqlf8eOHcuBBx7ISHxGKrl1xhkap58u+da3JK7xbWtEdXWiIvmmnMcDXfLuNlCaptHTsxVCwO67e8efx0jhaScPjw2BpsEZZ0gWLIAbbvgSXV0/p1y+kLo6u12tOwnlnqdUW1vbV8GeolAoDBljGqiR1G2rijHpuo7f7ycajRLsK1F3xxzUWiSEoKOjg56enkHPJ4QgHo9jWY00NR/GrrvCYYd5CYaRR7B4MUAZTWuqML1LKYdsTwj2Z24YBkcccQSRSGREYkzFIlx1leCDDwR33GFRV7d2x4M65gfGmPx+v6PrVeJVmd0CgQC5XDX5fAPTp0Ms5h2AHiPNhtZOK7+vl+DyWC2aBuecI2lthWuv/SLp9IUUixdQX19FIBAY5FxR7VOUa1gNdczlck7l10BWNhTUPSgxFArh9/vx+/0VDmT1WmoWVyAQoLm5me7u7iGfVwhBTU0NmcyOJJNb8t3vwqhRw/BGeawSKekTHxLDsIfBuofaK1f7QIQQBAKBvkHpa9gzcC1wJ7fuvtti0qR1E6INDQ0rDUC6ncnKZe/3+zFNiZRGXwXXcOyNh8dA3OfAgQ6bVR3oG9+B4+HxWUMI2HJLuOceiyOOiNHcfD0tLV8hHl9BIpFwWu8oVEBfBUVisRiFQoFcLkehUHBa2rpZ1RB1Na9SVWwpvaRcqu7kFuD0629paRnSYAIQDoWJRutYuPDLjB0rOPZYa0SCAB6V9Ce4WoE8pikrNNNQWloFc3bccQcaGhqGPagmJSxYAGeeue7JLXWsBwf0uHQHH1VwSn1fVDJMSvs4HqHCNA8PF5528vAYaQwDfvc7SXOz4IEHvkZv7/8oFK6nvr7GCd4rlCFHVXcNFWMaKo6wMlR8Sdd1J8ZktzM0Kq7bVYxJJRSamppIJpNDajFN06itraO7ex/y+Ua++U1JJOIZMjYECxcClNH15kExpoHaG/qTl7FYjL333ouR+IyKRbjySsGHHwpuv33tk1vQ3/JyqGqtgTEm9d3w+Xx9MSYNw/ASrB4bko2vnbwEl8caYRhw8cW2y+Zvf/s2xeJSmpv/QF1djHHjxjk9kdXJVZ2ElQAJhULO/KF0Ou24hN1tddx9jVXVjhIc6mLXNE2nXHzgMFJ7npHFkiVLhnS2KgKBAHW1jcz/9HAiEZ3TT/eqtzYElgWzZgmESOH3NzlBPfciPZT4sCyLWCzGllsO/yyJgZVbkybZt7s3Y21e0zAMJ+jkdnqp/6vjW7XYNM0xlEoRpk+XXsDGY4QYeACvqcPGOyl6eKwLQsCOO8LNN1t861vjSKX+H93dJ1IstjJp0iQsyyKXyzkzspS+URVXfr+fWCxGsVgkn8+TTqedamA1I8KtmQBHF1VVVTlrTLFYdCrE3MkCNQNSCEFXVxft7e2rDArVNzSQy+1MKjWF73xHrlX7Xo91Z/58u6VzODwXTbOr392z3IZKcCm23347DGMtM0+rYajklqatvV6yj1v7d7UfAyvc3fqwv8VmhGx2ElVVOFrNw2Pk8LSTh8eGIBi0x2EsWaLxyiu/IJ9fTnPzQzQ21tHY2OgYli3LcuaKQn/1TTgcdrrApNNppyW00lgqZuS+Btc0jWg06jyHil35fL6K8QLuNahcLrN8+XJyudxK9yUSiRCPN/Lhh4cyejQcfXS/TvMYOfJ5+PRTgaZ14PN1VbS3dMcMB2JZFg0N9YwdO2bYY0xDJbdg3WJM6rhVWt1dADCw9abf7yccDpPLTsKyfOywg2e68NiQbHzt5CW4PNaYWAxuuUWydKnBzJm/wbLa6Oi42wmsqAtVd0kw9M/SsiwLy7KIRqNUVVVVzO9y39cd8HHPmACc+7sHkIZCITRNo729vWL46EBUwiGRSJDO7EBHx+4cfjhsvfXIv3ce9oJuz/cs4fPlKmaHABXDXd3ous7YsWNoaGgY9u35y18E558v2G47+PnPK0uoNE3yox9J9ttvzQRIKpWqcAupY1Ula6F/EKiu630tCiNYlo/6eq+Cy8PDw+PzgqbBMcfYzuSf/3xXSqW7yWSOZ+nSpdTV1Q0Kngx0ZroNPXV9V8VuXaSC/+4kgPvCVxmFoHJtVS0L1UyvoSrEFKpdTyxWz6JFxxONGpxyiuWtVRuInh6BaYJh9PTNU+hvb6m08kBUknS77bZjuAPty5bB176msWwZ/Pvfgqefrnz+7beXXHSRJBBY3TMJslk7QOg2wwFOJwYVqFHXFPYwdY1iMU4wCPH4sO6ah4eHh8dGpL7ernw/9NAgn356E+VyK62tzzm6Z2WmDneMCSAej1e0t1VjNJROKpfLFQktd0tc6DeRqL9FIhEsy6K1tZVUKjVknEJth67r1NTU0tG+L6nUVpx2mvQ6BG0gymXo6bFnlvp8RcDWFEovqXmfbtRnNmXKFKqqqoZ1e0zTnrl1zTWCvfaCs8+uFM5+v+RXv5Jss83qn8uyJJlMtmJ2rtJI7vlwai6rquDqLcUAjYaGtZmR6uHx2cdLcHmsFbW18MADFkcf7eOTT67DshawYsUMDMOutlILRLlcdoL7SjiotmzuQevqbwMTWurH7Th2P5+axRUMBkkmk7S0tDjCR9f1IZNc6jETJmzJwgUn4/OFOf98aw0uxj2GAyntKi4hJCArkppKdA4UH0qYjB07lsAIfFA1NZKvf33ov2ma7SpbE6SUtLa2DSl83e2gisUi5XLZqUrs7d0S0PrmSXh4eHh4fF7QNDj7bElnJ1x11YGY5v+RSn2fTGYJPp+Pqqoqx3k8cHaWCuqrgL97roTbUGS/juYMlVZ6SbmWwU4aqMowIQTLly93qtzdibHKbbeDQ6NHj6Zc/gLd3Ttz6qmSnXce6XfNQ6E+Flsz9beicc/icuNutTR27NhhD2j4fLD//pKVNUiIx9fcqNPT00s2m3X+79aDbs2fz+eda4disYpstpFtt4Xq6vXcGQ8PDw+PTQYhYPJkeOghi2OPjbJ8+R2Uy4eybNlsdF0nEokQi8Uquve4tZEaXaHiTUBFAmBgQsAdd1I/ykiiqrpCoRCdnZ20tfVf36vY1EA0TSMcDjNmzFQ+/vgkEgkf55zjGYI2FCrGBJWt+9Rnb99n6BjTxImT0LThrXgHGDMGTjtt6PiO32//rAmWZdLe3lZxHeCOLanbisWic/zaM0unYhiw885ejMlj88JLcHmsFUqA3HuvxWGHVdHWditwDKY5h0KhQHt7u+P6VRfa7iQX2APLS6US0N9z3+1KVgvOwKBLIBCo+Ft3dzeZTKZiKLq75Z1CBX+qqqqYOHEihrET3T07sc8+sM8+I/t+efTT2QmLFoGmLULTep12fspFFQwGBy3YynlVU1NbUR01HAhhO+yPOWb9Fn4pJaVSmcWLFzvHNdjtCv1+f4U7TB3Tap6EadrqJhRar03w8PDw8NgECQTgF7+QLFokeOCBU4E5WNYfME2T3t5eksmks1Yo3eRuP+j3+x195EatJSqY466EV61MVHW9lJJcLkdbWxu5XK5CWw1snaMCAsFgkDFjxjB27BbMmfMVfD6D737XwvCuGjYYb78N9jyJjwd1SQgEAvj9/kFJIpUYHW43MsDo0XD99euvl0CwZMkS8vl8RdWhz+dzzdqSg4KNpimwLINAgLWe++Xh4eHhsWkjBOy6K9x+u8WJJ44hk7kDKY/HslqdOVuqA4oK4qs5XUq7+Hy+lcaY3G1wB+qgQCDgJMxM06Szs5NMJlMxm3RgjAL6167q6momTZpEsbgP6fQUTj3V6xC0IVm6FNraQNdnI0TRqdJTcaShYkzquKmrqx12Q5CuwxlnSM44Y/2eR0pJNptlxYqm1caY3DPe7eM4gBAQDKr5Rx4emwfeparHWqPmS/zxj5Jvf3srstkHgGOQstlxEKj5EsVikXA4TDAY7Bt4aA5qY6jcFUp0KOex+rvqlezz+chkMvT09JDJZAaVqqvHKKey6kFbVVVFMBikpqYGv7+at98+FcMI85OfWGvsnvBYf8plKBRAyhxSljHNwUG7oYJtANFoZINt57qQSqVYvHhxxbwt1WanVCpVBC3VLBX7//TdfyNuvIeHh4fHiBEKwXXXSRYt8vP6678GepHybsCu6i0UCmQyGWf2lppbClS00XEnAwBnfXG3JFQJDnX/3t5eent7KRaLg6rEVLBH6aVQKEQ0GnWc0rFYNR0de9HauhtHHw27775h37fNHZW7sqy0095Y4W5B6UYFN/ybrLi1Ay2zZs2quFXpfHW8K82kAjr2sd33DJ5e8vDw8PhcIgQccghcdpnk5z/fk3L5HqT8GpDBsiwnxqRpWkWMSSU0VIzJPdMdbGPpwBEXauaWSpSlUil6enrIZrODTNYqxuT3+/H5fAQCASKRSEWMSdNqee21r1NdrXPOOd589w1JsQi2XMgCFpYlK6ruhpqDpgxi0Wh0g27r2tLW1k5ra6vzf3W8umNMSj+pykawq9qE8DSTx+aHl+DyWCc0DY47TrJsGfziFztRLP4J0zwdy+p27iOlJJ1Ok06nMQyDYDDozMtSP6rtnPq/am0I/YGfcrns/KjesoAjauzh0/Zzq9/tk72BZUXI5cbQ0zOd9vappNNT6eqazPHHw5FHeif9DcmyZZDLgWXNp1wuEgoFK8TmwDkigPP3YDC0SQ9pXbZsOR0dHU7SVc3BUMerCizmcjknaSuERjK5JZEITJu2Mbfew8PDw2MkGTUKbr3V4pRTosyadQWWtQTLerYi6VQsFuns7HTcxErXmKbpJCxCoRCFQoFIJOIE/9VFbTabpVAoOEEg5VwFO7gTCoUcs1E0GnVus59boGkBCoVa0ukpdHXtRLk8jo6ObamtNfj1ry2v0ngDUirBokUC6KFUWl6hkYGVzgFRBhq/37cBt3ZtsNtnzpo1q8IZrxzH0O+SL5fLFItFx1mfyYzDNEPssos3s9TDw8Pj84phwFlnSVasEFx//UFY1rWUyz/GsvrXDMuySKVSpFIpZ7ZoOBx2rrGBQfpJ6SJN0xy9ZJompVLJiT+pZEgkEnH0kdJOKuZkr8c+TDNKNjuejo5taW3dgt7e6SST4zn3XMkee3gxpg3JwoV2W2ch5jg6yB1jGqqtnzLUhDZRcau2dd68T0mlUhUmNzWOxT3yJZezZ5v6fD6k9JNKTaS+HiZM2Gi74OGxUfASXB7rjGHAj34k6eiAa689DCF+gRC/QsrCoPuWy2Un2QX9rgnl0gwEAo7zRgVr3L1z1bwK5ZZRYkb9zW7Ro1MuV5PLjaenZ1vS6UlkMtMoFOqRMoCmQWMj/PjHkosvtvD57FYpHhuGjg67gkvXm9E04QgLd/tKd2sB6Hf19vT0VNxvU+Oll16it7fXESPueSju47hQKDjOGyk1isUIgQDEYl7puIeHh8fnFSFg++3hrrssjjuulubmP6BpJ2Ca/xt0Xykl+XyefD5PT0+Ps+6ptQPsls0qOKMu4NWaYxgG4XCYUChELBYjHA5XzOCy1x9BuRyhVKqjo2Nrenu3JJ3ehlxuPOVyFE0ThMOw997wi19YfT38N8319/NIuQwtLQBZNC2JZQUG6aWBVVpKV5dKJbLZ3Ibf6DWkubmFd955t6ILg0pwqX1QLZ1Vi0Jd18nlwkipUVvrDUz38PDw+DwTDsNvfytpbRXcf//pCDELIf6IlINnhpZKJUqlEqlUCqiMMYGd6CqVSoMqvNT1ud/vJxqNEo1GicVizvwtUGsTWJYP06wmnZ5IT892pNNbkM1uRaFQC/jQdRg/Hs49V3LeebJvdqa3UG0ompoEliXw+Zqctt1KG6vP2jCMCmONijF1d3ev4pk3LlJK/vvf55zkFeBUHSqUAUrFmOz2zjrlcphIBEIhL8bksXnhJbg81gufDy680OKTTzSefPJHGMYnlMv3srper+6eyGC7alTwRrmW1QB2VZnVPxjUwDQl+XyETGY86fQW5HKjSae3JZcbj2lGAYNwGCZNgt12g/33t5g+HaZMkTQ0eO7PjYEyzUhpUSgUnICGO2gTDoedKif7vpJSqUQ6nR7U93pTIZfL8/TT/6lIzKlAonsYraZp5PN5p29yuRwhkxnH9ttDff3G2noPDw8Pjw2BELDHHpIrr7Q455zp5HJ/QNNOqah8Hwq19ql5AgCFQsGZs6VmLinHsZp92j90XSef18jlGslmx5JOTyWXm0g6PZVSKYFlhdB1ex3ac0/Ybz/JPvtYjBoFW20l6Su099goyL6AjP0hqLlUlmURCoUGmYLK5TKFQoF8Pu+0p9m0ELz66ms0Nzc7x7WasaUSdyqplc/nnbbjuq7T27s1mga77rppakEPDw8Pj+EjGoUrr5TMm+fnrbcuwTBmUy4/u9rHDYwxqVbOPp+PcDhMJBIhGo06MSbV1ll1/ymXJfl8jGx2PKnUVuTzjaTT25HLjcE0owihEY3aM7b22EOy//4WU6bA1KmSmppNcd39fNMfHpJYlkmxWHS6OSmjjPrs3Qkuy7KcGNOmiBCCzs4uXnhhRoUhSHW/Uok8ZQgqFotO+8x8vpZCoZZtt7WTxR4emxNegstjvRAC4nG4+WbJp5/6mTPnBiAHPMKqklwq+B8IBJw+xtXV1Y7YUK4b+0LeR7EYIZebRG/vdHK50eRy48jnx1MqVQM6mgZ1dbDTTrDzzpL995dMnSqZPBkiERBCuV491bGx+OADe/aCZX1APp8nHo9XlFtLKYlEInR2djqPUa0D5s2bRyqVorq6euNs/BBIKQCLOXPm8sEHH1S014lEIk55vJtSqeQkuITQkVJD172Eq4eHh8fmwmmnwezZkt///suY5q3AWUDvKh+jDEDK8BOPx6mqqnK1GKQvoAPlcoRsto50ejrZ7ChSqWkUCrUUCqOxrGDfGgVTp9o/++8v2XlnydZbQ22tPRwbPM20MWlpgeZmgHkUi91YVgRd1x0zGNguXneCS7X1S6VSzJkzh6lTt2JT+vyktDXQE0/8o6IVdTAYrJgbp5z3dpLOrky056eoWSobaw88PDw8PDYUQsC4cZI//cniyCOraGn5f8ApwEureZy9hqgYUzQadWJMwWCwoq2baQYoFqNks1NIJrcim51APt9IPj+BUqkKITQMAxoabMP0HntI9ttPstVWkvHjVfLA00sbmw8+AChgmrOcNt4D59aGw2F6enqcx6ik0Mcff+y0Q95UUDGmN998i8WLF1cYgsLhsDNzTqHmtKoYE9gxJsPwEq4emx9egstjvRFCMGEC/PWvkpNPjjN37m19f3kUsJz76LpOMBh02gxGo9EK54xpWphmgEIhRCrV0NdecBTJ5LYUCuMol6sAnUDATlrttBPsuadkp50kkyZJpk8X1NVJ7A4+A9vZeWf3jY2tKSTQTTabdQZhuqu4QqEQhmFUOJJN02ThwoV8+ukCdt11101qobYsyUMPPUQqlXLEh9/vJxgMVrQn1HWdZDLpOMpsF3YIKXWqqthkWy96eHh4eAwfthayW+9ksxq33noi9jXq9xGid1BVSyQSIRaLOa0GQ6FQX7sVDdMUlMsBurvrSaXGUCxOJJmcRja7FeVyNZYVQtMgFoMxY2CXXWCHHSS77GJrpgkTJOGwcFrpVC5D3pq0Mcnn7R9IUi4XyeVyTuukgWaabDZb8dhcLseLL77EUUcduclpi1mzZvHKK69U7EM0Gq1oF6Vmjbn3yz7eI/h8EA5vWvvk4eHh4TEyCCHYZRe4/37JaaeNpqXlAeA0hHjJWUfUuhEKhYhGo06MSc0c1TS9rz1hiFwuQipVTzY7nVxuDKnUNhSLoymXY4BGKGTHmHbc0U5m7babZOxYyfTpkkRCDDAAOVu54d8Yjwq6uwVgAkkymQyJRALDMJzKJ2WiVlVdinK5zMcffUxLSysTJkzYpGJMxWKJe++9r6LqTBmCoD9xp2kaXV1dTkWX3T0ogpQaVVXgHZ8emxvrleASQlQDdwLbYUeuvwPMBR4GJgGLgZOklN3CXgluBL4CZIFvSSnfW5/X99h0EMIOnDz8sOT44+MsWPBnYjFJIPAigYCfeDzuOI/tgdF+yuUomUwDXV2TyeXqSaW2JJ8fQ6kUp1SKAzqGYbfNmTTJTmbtu6/FuHF2n+PaWlytcySqYsxz0Wx6WBbYrbHLCJGnVCqRy+WcOWq2i8p2nsRiMbq6uioe39vby4wXXmLXXXdxStE3ZuDG3gaL+fPn88QT/6gQH2rIrRIZYG9rOp12klt+v59icRzlcpQddpDoutdyx8Njc8HTTh7hMFxzjYVlCW699UR8vjxVVZeiaRknOKP0UiAQQMoguVwtvb2jSSbHkk5vRaFQRy43jnI5hmUFAOG0zdlmG7uSffJkyTbb2JX2VVWqWti93my6sy03ZzIZWzcJkUZKSCaTRCIRJ6BnWRblcplYLEZnZ2dFtXipVObVV16npydJIhEHNr6JRlWX3XXX3XR3dztBJ1WFptrsgB2sSafTlMtlLMsiEAgghJ9sdgqJBEye7OklD4/NEU87bZ4IAV/6kuT++yVf//oYOjruparqW/h8HxMKBYnH4wSDQUcv6bqfUilGJtNAe/sUstlGstmJZLMTKJejfYZpDb8fRo2yY0z77CPZYw+LSZPsee11de5qYen868WYNj1ME2w/TBEhSuTzeYrFIrquO0kfKSV+v59QKFTRklBKSUtLGzPfeIsJEyZUmG82FirG9NZbb/HSSy85MSYhBKFQyImZuedwZTIZTNPE7/fj8/lIp7dASoNddumPj3p4bC6sbwXXjcB/pJQnCCH8QBj4BfC8lPJqIcRFwEXAhcDhwFZ9P3sCt/b96/E5wU5ywW23WXz969V0dd1JdfXfMAxIpeKYZjM9PUFSqalYVoB0egsKhRqkNNA0CIVsl3FDA+y0ky00xo2TbLst1NT0C42hFp1NdDyTRx+mCR99JIAeDGMplqUNmeAql8tUVVXR3d1dMXOrXDb515P/4tvf+Sa1tTUbb0cc7Nlg119/PcuXL3eCS2qGnHIjq30oFAqOG1kluHp7JwKC7bbzBqZ7eGxmeNrJg3AYLr9c0tSk8c9/noZpTiYef49sdguEWEYuZ5FKTaJcjpPNju6b/xBEuYyjUTsws802sP32kq23Ntl2W9sAFAjYySxPL302+eQTQaEAhvEBQthV7cp1rOYtgD2LIRgMkM32DyAXAhYuXMiMGTM47rhjNsbmV2Afb4JXXnmVRx99tGKWRDgcdiq33LNXk8mkk/QKBAJYVpx8voZp0+zj3sPDY7PE006bKXaSC66/XvL9748jm32QsWMfQ8ooqZROqdRFZ2eUdHoKphkinZ5MqVSNlLZZOhi09dKoUbDjjpI997QYP95uzVxdTV/3H08zfRbJZGDOHBCiCZ+vE9MU5PN5IpGIk+BSJup4PF6R4BJCUCgWefSxRznqq0cQCgU34p70k06nueaaa+nu7nZiTGq+ljvGJIQgm81SKBQAnBaF6fRkDAOmTfNiTB6bH+uc4BJCxIEDgG8BSCmLQFEIcTTwhb67/QV4EVtoHA3cK+0rmJlCiGohxGgpZfM6b73HJocQ8MUvwuOPW5x+eoylS88A7EBLuWy3wgkGbSGx9dawyy6S3XazGD8epk2zq7XCYTuZZbfNcZ55Na/rnb03ZaS03ch9/8OyLDKZDPF43Fm41fyFYDBIMBgkl8v1PdYeGjp79myef/55TjrpxI34eatjUvDUU8/wj3/8i1Kp5ARwIpEoRp9KVsEZXdfp6upygjd2uwSNXK4KIWynmIeHx+aBp5083CQScNddFuedJ3j44f3p7t4fvx+amuy/+/32TKyGBrtlzrbbSrbbzmKbbewq9oYGWy9p2sAIzMrXSE8vbfooTSGlhZR2tVahUMDn81UEN0zTpLo6UZHgKpfL5As57r33Pg4//FDCG23CeP8x2dnZzZVXXk0ymepLzgnHTW2307Gc/SoUCo7+0zStb85YgFIpRE2N/Z3w8PDYvPC0k4cQcPLJknBY8v3vN7BkydnODGvTFGiaJBCwk1k77WQnsvbYw2LCBNhiC/t6W8WgvBjT5wcplWaSSGlhWRbpdJpwOFwRYyqVSkSj0YrZpZZlYVllXnvtNd59913222/fjR5jkhLuv/9BXn/9jT5DkHDaOeu6XmEA1zSN3t7+Gb5KI+ZyVU4XLA+PzY31qeCaDLQD/08IsSPwLvAToNElHloAFb4dCyxzPX55322e0PicoWmw777w2msWb7xhn6gTCVi6VBAOw3bbSfx+GDvWrtqqbC3oxhMUnxfKZbC1RAHTLCKlpFAoUCwW8fv9jgtFtbFJJBLOgHGw53Dlcjkee+xxjjrqSEKh8EZxpNhDPyULFy7k0ksvpaOjw3FS+/1+otEIgONIVtuesvszOn/z+QIkk1tRVQVbb+1Zwzw8NiM87eRRQU0N3Hqr5KyzJPPmwVZbSRYu1CiX7fUhkbAvUqurcdrZenrp841d8C2RModl2RojmUzS0NBQ0c7PsizC4TCBQMBx8KrE17vvvssHH3zI3nvvzcZoRan0UqlU4sYbb+S1114jbw8WA6iYKaZaCWmaRkdHhxOUUm2FstlJmGaA3Xbz3MgeHpspnnbywDDg6KNhp50sZs6EaFSi64LWVkF1tWTaNDuJNXq0GmPhaabPO8WiHWeCHKZZRkpJLperaOOnYkyWZZFIJGhra3Mer+I0jz/+OHvttSeGYWyUJJetmSzeffd9rr32Onp7ex0tFAwEnREYauYcVHYIAjWPLkI6PYlRo2DcuA2+Gx4eG531SXAZwC7Aj6SUbwohbsQuC3eQUkpRaZFYLUKI7wHfA5gwYcJ6bJ7HxkQIu93g8cevycfviYzPO+3tsHgxCDEPsJ0mUkqKxSLBYNDpj6xKyePxOKlUykkMqfLyl156mf/85zmOOebojRTkEGQyGa644krmzp07aFC6pmmOiFJBm66uror5GD6fD9Aol4Poukryenh4bCZ42sljEOGwPQNin33s/++7r8XQ2sjTS5sDb78N9jyJD5zbisWi08rP3c5P13UaGxtZunSpc99SqUQqmeKmm25h++23d8w3Gxop4dlnn+POO++qaE0YDNqtFaE/8KRpGsVikUwm49xPVXAVi37sGXNegsvDYzPF004egG2knjzZPY9xVR+5t2B83lm8GDo6AD5CStvoo8ZeBINBRzOp9s61tbUkk0nHcGOaJqZp8vhj/+CEE05kn3322uD7oKr2Ozu7uOSSS2lubnZ0nqZpRGPRQeMvNE0bNNLD7/cjLQ3T9OP3exXvHpsn2urvslKWA8ullG/2/f9RbOHRKoQYDdD3r0qRrwDGux4/ru+2CqSUt0spd5NS7lbv1VV+DhCuH4/Nlf4WhVbFQtzb2+u0p1GuY8uyKJVKNDY2ouu6c99isUipVOKqq65i/vz5FUGeEdxybBe1/ZPNZvjtby/lkUcexTRNR2yEw2FnloSu685PqVSqqN4CO8FVLITJZkcxebLt3vfw8Nhs8LSTx0oQeJrJA+y5pQBS9ptj3K37lGZSeikajVJVVeXc17IsymaZl19+iXvuuQfTNDeYZup/HcmLL77ET35yLj09PU4yTtd14vG487tyI+u6XjFvAnD+1tszBV235/N6eHhslnjayWMAnl7ysONLtrSxKm7v6elB13VH/6h/y+UyjY2NFVVaxWKRTDbDpZf+jpaWlg0eYwJJd3cX5533U2bMmIFlWY5pOhqNEggEHJ2kdFMul6uo3gL6Kt5rKBSq2XZbu5rRw2NzY50TXFLKFmCZEGLrvpsOAmYD/wS+2XfbN4F/9P3+T+AbwmYvoNfrg+zhsXkQDKrB4FWAz7ldJYBU5Zb6KRaLBAIBxrlqq9Xg8Y8//pgf//hHLFmybNDrjARK32QyGX79699y2223kU5nKJXsMnifz0csFqtoGSSlxDAM2tranBaGgJMAy+UbKJVibLON9Nw1Hh6bEZ528vDwWB21tWBfoiWc24QQdHV1OVpDuY5N0ySfzzN58mT8LkGRy+Vob+/gqquu7jPlVAZ/RgKll6SUPP/8C5x11vdZvHgJ+Xyhb06GpKqqqq+SHSdJ5/P5Kqr2Ffa8CZ10ZhJVVfYcFQ8Pj80PTzt5eHgMRTRqt6MUIoE7tJ3P58nlchUxJtM0KRQKxONxGl1D0E3TpKenh1dffZULLvg5HR2dG2TblWbq7Ozixz8+l0ceeYxcLk+5bCfjAoEA0Wi0osUi2Oaftra2QfO4NE0jkx2HaQbYYQfpzKjz8NicWN/D/kfAA0KIj4CdgCuBq4FDhBDzgYP7/g/wFLAQ+BS4A/jBer62h4fHZ4T6ensum5TbIuUU53bLsujq6nLcKOo2y7LIZDKMHv3/2bvv8CjKtY/j32c2PYGQTugCFroICCigSBUVGyrYyyu2Yzsq9t71KPbee0NEPXoUK3YFpakovYcWSEjP7tzvH0+2pZGEICn357rmIpmdnXlmdjbzY+YpmSQlBW/w+IPJrFnfcuaZZ7F06fKyPovrn629Y9e9dOlSJk8+l6eeeorCgiL8A5mCHUciKioqECwcxyEiIoJt27aFjTfhX6dt2dUK142ifXs0fCjV/Gh2UkpV6fDDhcjICFz30MA8/7gShYWFgTGrQltxua5L586dA1nK1lQuZcOGjVx22RW88sqr+HzCrqrt7u9ip6ioiCeeeJKzz57M8uUrcF1bO9l1fcTGxhIXFxfIfMYYIiIi8Hq9ZGdnV7pejyeKoqIU4uP9D/6UUs2UZielVJiuXaFXL3DdwYikBub7fD6ys7OJiIgIdO/sr4Scl5dHp06diI+PD1neS2FhIe+9N4MLLriQjRs3/SP3mH777TdOPfV0pk2bRklJCf57TI7j0LJlSyIiIgKZyd+CKzs7m1I7uH3YOiMiIiguTgE8dOiAdumsmqWdurUqInPLmnX3FpGjRGSriGwRkREisqeIjBSR7LJlRUQuEJEuItJLRGbXzy4opRo6jwcmTXKJiEjAjgkcF3ituLiYnJwcPB5PWAjxer1s3ryZDh06EBcXF7a+0tJSfv75Z0477XS+/fY7XDe0W5yd579R4/P5mDnzc0488WRmzHifwsJCXLEtshzHoVWrVsTFxQUebPlv1tia05sqLU9MTAyOsW3GIyMrvKyUauI0OymlqjNgAPToATAB6BuYLyJs3rw5cKPD3xLKdV3y8vKIiIigbdu2YetyXZdt27Zx1VVXc//9U8nJ2R5oTVVf7KqEtWvXMmXK1VxzzXWsW7cen8+Lf3yUuLg4EhMTAznPGBP4d8OGDRQXF1dYb0REBFGRsYCHiAi9WaNUc6bZSSlVXnQ0nHCCYExr4FxCewrKz8+noKAgMJ6nvzVXaWkp2dnZdO7cOazlO9h7TB9//DFnnXU28+cvCOSl+r7HVFpawltvvcNJJ53CV199RXFxcaDytMfjISkpyd4zKstJ/l6A8vLy2LKl8hZmMTExGKIBISKiXoqrVKOjbQeUUv+IsWOF8eMFY84E/oPtrtDaunUrpaWlgQu4v2ZycXExBQUFdOjQgYiQK7XP5yM/P5/ffvuNk08+mccff4L8/ALAlAWR0C0L1Q9AG1zOBhg77sXSJcu46qprOOmkk5k/fwElJSWBpuFRUVEkJSURHx8fCB5SNki64zhs2bIlrGvCUI7jkL11bxwHBg7U8SSUUkopFdSyJVx/vUt8fAfgTaA//pZXJSUlZGdnB1pq+f/1d/mcnJxMq1atwtZXWFjI5s2bufPOOznnnHNYtGgRQLm8JOWm6gQrFYkI+fn5vPbqmxx77HE8+eSTFBcXB2oXezweEhISSEpKIiIiImzci6ioKPLy8sjPz690K47jUFCYTFFROr16+bu6VkoppZSyFV9OPdVl8GAHuBq4EggOPrV582Zc1w2rVONvEV9aWkr79u0DOQpslsrLy+PLL7/khBNO4PXX36SkpJTwe0y1yUt2ef89Jtf1MX/eQs4//0LOPnsyK1aspKSkBBHBGEN0dDTJycnExsaG3RPz3wfbsmVLpQ/b7LIOW7ftQ1wc9O2r95hU86QPuJRS/4i4OHjiCeHEEw3GTAY+BIYDnkBrLZ/PF9bVH9gWXkVFRbRp0ybsIZf/tc2bN3PDDTdy/vkX8Msvs8tCSLCGTFXd8ZSvjSNim6cvWbKE22+/k3HjDueJx59k+/Y8vKU+vF4vAJGRkSQmJoa1KvOvKyYmhi1btgQGgg9ljCEqKoqYmARyc7vTqpVtUr/rBzFVSimlVGNhDIwfLzz3nEtSUldsb1uXA8mAHTzd/1AotLs/EWHbtm0kJyfTsmXLsHX6fD4KCwv54IMPOOWU03j++ZfIzt4auGEjUvV/CSvLSyDk5OQwffoMjjtuIueeex5//PEn4lI25pa9WRMfH09iYmLYDSTXdYmIiMDn87F58+ZKc1BERARxcXEUFOyFzxfLgQcKjvNPDPyulFJKqcYiKQlef91l5Mgo4AbgDfwVg0pKStiyZQuu64b1uGOMoaCgANd1yczMDMsoYO8xrV69mn//+99cfvkV/P77n3i9tvLyjmKI/2FW8Hf74GzBgvlceeU1HH74eN584y2Ki0soKSkNVIqOioqiVatWxMTEBDKUP/NER0ezcePGsm4MwzmOQ1RUFJGRrdi+vSvt2kGnTpqXVPOkjReVUv8QQ1oaPPaYsM8+hgcfHMLmzR/gODcg8iQFBfls27aNlJQUPB5PYCwuf6spj8dDu3bt2LRpU+DGjuu6FBQUUFxczDvvTOOzzz5n0KCBHH744QwbNox27doTHR1VXaEoKipi06Yt/Pjjj8yYMYOvv57Fxo0bKCkpDQsWYB9utWzZktjY2LBxLsCGkpycnCqbjTuOQ0xMDC1bdqCoqA09ekBysgYPpZRSSoWLiDBMmADp6S5XXpnKnDl34fONxuO5AJ/vb7Zs2UJmZmZgTAZ/XvLnlrS0NKKioti6dWvg5om/G8AFCxbw73//m8cff5yxY8cwZswYevbsSYsWCThOZRWDDCB4vT62b9/OokV/8b///Y///vcjFi36k4KCorKbMcFMZIwhISGBhISEQFeK/gdl/jHEVq1aFag8FMp/AyotLY38/B54PNCnj+YlpZRSSoUzxtChA7z6qssdd3h4/vnx5OYOwXEuwXXfIi8vj6ioqEBlG/9YXKH3cNq2bcumTZsC46f7fD4KCgooKSnhueee5/33P2Do0CEcfvhhDB48mMzM1mXZpqq+k4WCgkKysjbwzTffMmPGDL7//nu2bMnG6/VWuMcUHR1Ny5YtbTeDZS3d/b0DRUZGsmnTJnJzc6vc/4SEBGJiulJSkky3bkJsbL0dXqUaFX3ApZT6R7VsKVxzjXD00Yazzorj55/vBoZjzDVs3/4ncXFxREdHA/Ymh8/nQ0QoLS0lKiqK1q1bs3HjRvLz8wMPv3w+H0VFRWzZsoWPPvqYTz+dSatWrdh7773p3r07e3bdk9S0VDIyMigqKiI3N5fs7GwWL17M/Pnz+fvvxWzauAmvz2tv0hAMFn5xcXEkJCQQHR0d9nBLRIiNjSUnJ4cNGzZUud/R0dF06dKF0tIMSksT2XtvISbG6JgSSimllKrAceCgg4RPP3V54AHDXXeNoKhoJsbchNf7FtnZ2aSmpgZq+vpv3ICtLezvFnDLli1hA5L7u1xesGABCxYs4LHHHqdDhw706NGDPffck44dOpKalkpsbCzZ2VvJz89j+fJl/P3338ybt4DVq1dTWFBgO+eRYDc9/sgUGRlJixYtiI2NDbS89+elyMhIIiIiWL58eaUPt8DerGndujXJyWlkZXWkRQvo0oWw7g2VUkoppfzS04X//Ec47jjDmWcm8/ffz2DMSOBmtm1bTWxsbKCCjTEmUPmntLSU6Oho2rRpQ1ZWFoWFhYF7QF6vF9d1ycrK4p13pvH++x+QnJxMt2770K1bd7p27UpKcgpp6enk5W0nb3seGzdtZPHixcybO48lS5eSvSUbn+sru8dkhVYGio+PJyEhgaioqLCHW2DH1dq4cSNbt26tcr/j4uLo3LkzBQVtcN0YevYEj0czk2qe9AGXUuofZnAc6N4d3n/f5a67HJ544jAKCwfj8dzJxo2PkJ5u+x72er04jhO4yPvH6UpOTiY+Pp7s7OxAU20RCfxcUlJCcXEx69ev59tvvwUx+Fwf0dExuK6P0tLSwM0WW4PGDe9+p+xff5Pv+Ph4oqOjAzVpjDGB2jcJCQnk5OSwadOmwHtCx9+KjIwkNTWV9u3bk5HRhjVrBuO6URx0kOBoJ7FKKaWUqoIxhsREuOYaoU8fuPrq9ixa9CSOM4nCwrPZsmULaWlpgcpAobWCi4qKiImJoXXr1uTk5LB9+/awmzb+B0xer5cFCxawcOFC+5DMJ3giPHg8EZSWlOBzXSgb/BxD4CFaeVFRUURFRdGiRYtAXvJ4PPh8PlzXJTo6msjISFauXBnIUKHlNcbQsmVLMjMz6dixIx5PV7Zv70zPntCu3S4+0EoppZRqxAwREXDAAfDJJy433BDF66+fitc7CmOuJCvrLVq3TicqKipwT8mfZ0pKSnAch7S0NAoLCwPjw4PNPKH3mIqKili9ejVffPGl7eLZFaJjom2uKvUi7Pgek8fjCVQG8o9PGnqPyXEcEhIS2LRpE9u2bbN7V0mrr/T0dDp0aE9KShsWLRpERITD0KGuPtxSzZY+4FJK7RbGQHo63HOPMGgQ3HFHMvPm3YYxe7Bhw6NkZm4nISGekpKSwAOj0JsgUVFRZGRkUFhYSF5eHsXFxYHXRSRw4ya0r+LCwvyw9ZSVpNI+ij0eT6A7woiICEQk0AWQv4ud2NhYCgoKWL9+faBrIH9Q8g8S2rp1a1q2TKSgoCsLF45n9epR9OoFRx+t3e0opZRSasciI+HII4VevYTbb/fw2msjKSl5m7y8O4DvaNs2JZCX/DkktCJPUlISsbGxgcwU+pAqtFKOn9dXsZtmINDCPZS/MlBycjLGmMBDrdAsFhUVRXR0NCtWrKCgoMCuq2z9Ho+HhIQEWrduTVpaGq7binXrDmLFikm4bjIXXSTExFTYrFJKKaVUGGOgUyd4+mmXAw803HNPJsuWPYIxe5OV9Rxt27rExsZWuMfkH6crJiYmcI9p+/btYfeS/L0KQfg9Jl+BN/B6SEmqHGO0VatWREVFhd1j8vl8gQwVHx/Ptm3b2LRpU1jlJWMMMTExpKSk0Lp1a+LjW5CX14Nffz2WdesOZMQIGDq0/o+pUo2FPuBSSu1WERFw3HHCoEHCBRdE8/HH5+PzHcPmzdeQkPALsbEeioqKwmon+x8k+VtQxcfHU1BQEHjQVVXt4spCRug8/02aqKiowDhb/hZk/tDhXy4yMpKsrCxycnIC2zPGEBcXR3p6OqmpqcTGxFFQ2IW//zqUjZvG4DgJHHoo3H23S2rqLjiYSimllGqSjLFd9T35pG3Ndfvt/dm06U0KCl4nO/sBMjOjyc/Px+v1Bh5uOY4TeMgUHR1NfHw88fHx5OfnU1BQEMhWlakuMxljAt0NxsfHB7oiDB3fwt+dc3R0NAUFBaxZsyYwDpj//UlJSaSnp9OyZSLGtCQrayTr14+loGBv2rc33HyzMHGiaHfOSimllKqx6GiYPFkYPFg4//yWfP/9tXi9x7Np0xT22GMZjuME7hv57zFBcOyrli1bEhcXF7jHVFpaWud7TP4WWzExMYFxtsrfY/I/3PJ4PKxevTqs1b3jOMTFxZGRkUFKSgrR0XFsz+3BH38cypYthxAVFc0ppwi33ebq+FuqWdMHXEqp3c4YaN8e3nzTZdo0w803t2bp0idYtux+WrV6haSkiECtZP8NE38I8c+LjY0lJiaG0tJSiouLKSkpCYwzERpGQsNGREREWOCIjIwkMjIS13UDN2uAQFc6/po2paWlrF27loKCgrCaNnbMiGRiYuLIy9uDJUvGsGnzCCCJoUPh0kuFUaNsTWS9WaOUUkqp2oqMhIsucjn4YMPtt0fy3nunsnnzPhQUXEVaWj4RERGBB0n+ykAQrKHsr8iTkJBAaWkpRUVFYa2/wrrTCbm54s9M/pbt/q6bPR5P4MGWP295PB6ioqLweDxkZ2eTnZ0dyGuRkZGkpaWRmppKy5aJIC1Zu/ZgNm0exfbtPWjb1nD55cJZZ7m0a6d5SSmllFK1Zwz06gUffujy0kuGO+/ck6ysl1m8+EaSkz+iZctIioqKcF0Xj8cT9qDL5/MF7vH4h87w5yX/w66q7jFFRkbiOA7R0dGB7pn964+MjAxUQvL5fIFcFBlpy7J+/XqKioowxhAREUGLFi3IyMggOTmZqKhYtm3tzorlY9i85SCiouI57DB7j+nAA4WoqH/8ECvVoJiqau01BP3795fZs3/a3cVQSv2DRGDVKjjzTIevvxZcdyFRUdfRps3vxMTY2sn+UOC/qeK/aeMPJKHBxB8e7LptdzklJSWBwOIPG6GDs/sfcIXWgPYPAupvLu5fR1JSEmlpaSQnJ+PxRFBYmMrmTcNZvWYiPl8S++4LN94YfLBly/ePH1aldjljIuaISP/dXY7mTrOTUs1HURE89pjhppsM27dvx+N5nOTkp0hLi6GwsDDQmst/owQIa5EeWlnI/3DL/6+IBLp/jomJITo6Omxch9AuffwZyl8LOTo6GoCsrKxALeSEhARSU1NJTU0lPi4erzeKnNwerFp1Kjk5vUlMNPzrX8I550hgzC3NS6qp0+zUMGh2UqppE4EFC+C00xzmzXOB74mNvY42bdbj8TgUFhaGVdIJbZFePjP5W8aH3mMqLS2ltLSUiIgI4uLianyPyd86a8uWLWzZsoXS0tKwFu5JrZLAeCgoyGTDhrGsW3c0xsQzbBhcf73LAQfYik+al1Rz0b//QGbPnl3pGa8tuJRSDYox0KEDvPuuy6uvGm67rRfr17/IqlX/ISXlNVq1isHn8wVu2vhv1PgfdPmbdnu9XjweT+BGi+PY4GKMITY2NhBc/MEkNLiUDx5gA8zy5cspKCggKiqK1NRUMjIySExshcGhuDiddesOY9Omw/B6U+nbF6680uWQQyA5WUOHUkoppepXTAxcfLEwbJhw9dUt+OKLy9mypR+FhVNITy8OtGz3j+8ABPKS4ziBGzD++f55/tbw8fHxREZGBsZ/CO0q2uv1BvKSv6azf72bN29m27ZtgQdbKSkpZGRkEBERheuLZn1Wf9avP4Ht27uTmBjBddcJJ5zg0q0beDy784gqpZRSqqnxt+b69FOXxx83TJ06hJycN1ix4kbS02fSokUspaWlld5jAsLyUUREROAekzGGwsJCHMchPj4+kKVCM5e/AlBERETY0BbGGIqLiwOttmJiYgJjuCckJCDiIS+/HevWHcXmzSMRSeTgg+Hf/3YZOhQSEvQek1Kh9AGXUqrBMQYSE+G884SBA4VLLmnFt9/exObNY9i+fQqtWq0mLi42UHu4/GDp/pswfv5aNf6HXxC8wRN608YfSEpKSgLNx/Py8sjNzQ3UpklPT6dNmzYkJSXh8wkFBamsX38YGzeOQySVPfeE88+3Y0bogy2llFJK7UoeD/TrZysG3XWXYerUEeTlfUBx8VRatHiNFi2iAt0vh3ZBWL5msp//5k5UVFQgG/mXC81b/hs1/i53ioqKyM3NpaCgAICEhAQyMjJo3bo1kZGRFBdHsHlzf9atPZ7teT1ISvJwxhnChRe69OqlD7aUUkoptesYA2lpcN11dmyuSy9tze+/P0RW1kxycq4iMTGP2NiYau8xhfI/CPO3kA+tdO0X2tLdf4/J5/MF7jF5vV6ioqLIzMykTZs2JCYm4i112Z7XlvXrjmbT5hF4PC3p2xcuvthl/Hh9sKVUVfQBl1KqwTIG9ttPmDbN5dFHPUydOpTt26dTVHQFHs/7JCR4aNWqFampqeTk5OD1esNu3oR2Zeh/kOXv5zj0QZi/C0L/v8YYtm7dSn5+Pj6fj8jISDIzM8nIyKBly5Y4joeC/HTWrT+UrKxDcd1U9t4bbr0Vhg8XEhN1QHSllFJK/TOMgRYthFtuEQYPNtx8cxtmz76D7Ow+bNt2HTExWSQmtiQtLQ2v10t+fj5AoLW7Pzv5b8L4RUREEBERQUlJSeBBmL+lVkREBF6vl7y8PPLz8ykqKsLj8dCyZcuQgdCj8Xpj2JDVn9VrjmX7dvtg69JL4YILhI4dwXH0Ro1SSiml/hmOAyNHCh9+6HLffVE8/fTh5Od3o6DgQiIivqFFi2iSkpJISkoiJycnMEYpEPbQy3/vyJ+foqKiKC0tBQjcgwIC/4oI2dnZgSE3oqKiaN26NRkZGSQkJAAecnPbsWbNeDZtGoHjtGTAALjtNth/fyE+XvOSUtXRB1xKqQbNGEN6uh3H6oADhIsuas3ffz+H1/sJOTlXkZf3d2BwUP/DK2NMoEseCIYPf7eE/gdh/trI0dHRbN++nZiYGLKzsykoKMDn8xEdHR0IHS1atEDEsH17F7KyDmLTptH4fKn07g0XXSQceaTQqpWGDqWUUkrtDgaPBw47DPbbz+X66yN4+eWTKS0dRkHBTRQVvUZ+fj4tWrQIdLETGRkZyESu6wYGRvd3pePz+SgtLQ3rxtDn81FSUoLrumzdupXS0lKMMbRq1YrMzEySk5PLWmzFs3btgaxfP5a8vB6kp3s44QThiitcOnfWFltKKaWU2j2MMXTqBPffLxxwAFx2WRfWr59GaelbbN16A9u3ryI9PT3QC1Bol8w+ny/wQAsIdFnoz1OhQ2fk5uYSGxvL5s2bA+N8xcbGkpGRQUZ6BnHxcbiuw7Zt3cnKGs7mzYfgOC0ZOBCmTHEZPlxbbClVU/qASynVKDgOjB4tzJzp8sADETz99OHk5fXA651CVtZ7GGMfWEVGRgKEDRIaExMT+Nl/46aoqAiv1xt4EBba8is2NpbU1FQyMzOJj0/AdSE3J5n1WYezYcPReDwtGDQITjxROPFE0dChlFJKqQbBGMjMFB59FMaNE66/vgN//vkErjuQ3Nxryc1dG8hL/prHYGsWx8TEBG7U+Gsc+3w+iouL8Xq9gVrM/owVERFBcnIymZmZpKakYhyH4iIPGzb0Z+3akygo6Ea7dobTTxfOP99lzz0Fj0cDk1JKKaV2v8hImDjRpW9fw513xvDmm6dRXNyX0tKLWbv2G4yxrbP83RCG5p/Qe0z+Vu7+e0yhlYf83TzHxcWRlpZGZmYmsTGxeH2wdWtmWVeE44iOjmHUKDjtNOHII12io43eY1KqFvQBl1Kq0TDG0KED3HOPMGSIcMUVe7Bs2QvA24hcgzEbw2rWAJSWllJUVFSj9UdFRZGWlkbbtm2Jj09AxLBlcyYbNh5DdvYQjEll2DC49FJh5EghJqbi2BVKKaWUUruTMYaYGDjmGNh/f5fLLovk3Xcn4/PtD1wPfBJ4sFVSUhJ4n79rnR1xHIcWLVrQvn17kpOSiYyKJG+7h40bx7Jp8wjy87vRrl0EU6YIZ5zh0q6dPy9pZlJKKaVUw2GMYZ994OmnbWuuG2/szYYN04DnEbkNyKv0HlNhYWGN1u/vFSgzM5O4uDi8XsOGDV3ZsPEotm4dRFRUIkccIVx6qcvgwRAZqfeYlKoLfcCllGp0IiLg6KOhWzeX226L4+23T6e0dD9c93x8vtmB4FFTkZGRpKenk56eTmJiIq7Pw9ate7B27TFs3ToQx0liyJDKHmxp8FBKKaVUw2QMtG8PL74oHHig4b77+rJ69WuI/Aef72FEcmu1PsdxaNmyJa1btyY1NZUITyTFJS1ZveYQsrIOpaioC+3aGa64An2wpZRSSqlGIyoKJk8W+vQRbrkliU8+uRTXHYDPdz7wd63vMUVHR5ORkUF6ejoJCS1wfRFs2rQPa9ceS07OfkRFJXD44YQ82PL3CqSZSam60AdcSqlGyRjYZx/h+eeFIUMM11/fmy1bPkLkaRznDlx36w7XERERQUpKCm3btiUxsRUiDrm5nVm9+liysw/E44kra7HlMmIExMRo6FBKKaVU4xIbCxdd5HLwwYZLL23JV1/diOsejsdzET7fbMCt9v3GGBISEmjTpg1paelER0VTWJTAqnUjWLfuSIqL29K+veGss4Qzz3Rp21bzklJKKaUaF2Ng4EDhrbeE++93uOeeYeTnf4XIf3Ccx3DdvB2uw98rUJs2bWiR0BKf6yE7uztrVk9gW05/oqOjOOIIuOSS8g+2lFI7Qx9wKaUaLWMMUVFwzjlC//4uN9/cko8+uhRj+uLxTMHnm0tlN208Hg9JSUm0bduWlJQUjIlny+Z9WZ91CJs3DyAuLo6JE4UTT7QDewYfbCmllFJKNT7GGHr3Ft5+28ezzzrcccf+5OR8iMdzLa77BiLbK31PbGwsmZmZZWNGxJNf0Ibly0ewPusgiovb0KeP4dRThQkTQh9sKaWUUko1PrZSD1x7rcuQIYbrrkvlxx9vw5h+OM71uO5iQCq8L7TydFJSEuK2YOOmgWStH0721n1JSopi8mRh0iSXQYP0wZZS9U0fcCmlGj3HMQwYAK++6nLffYb77z+E/PzPgWeA24CcsuUcEhMTadOmDUlJyTimFVu27MvKlceQk9ODhIQIxo6Ff//bZdgw2xWiUkoppVRTYIwhJQUuv1zYf3/h/PNTWbToMUTOBP4F/Aa4GGOIjo4mMzOTtLQ0YmJaUlrSnkV/HUZW1ghcN5Fu3WDSJOH8810SE/UmjVJKKaWaDo/HMHw4TJ/ucuONHl544TiKiw8G7gUeBQrLlvOQnJxM69aZtGqVBCSRlTWIVauOIi+vKykpDhMmCFde6bLvvuA4u22XlGrS9PatUqrJSEyEG24QDj1UuOOORP7730sRGUF09EMkJn5OcnILWrToRUFBd1as6E129n4UFmaSmRnBBRcIxx/v0r07eDx6o0YppZRSTZPjwEEHwRdfuLzwgsPddw9k27b/4ThvkZj4OC1abCctrTOu24stW3qRnb0fubl7ERkZz+jRcO65wtChQsuWmpeUUkop1TQZAxkZ8OCDwrHHCjfdlMb3398BjCc2diqJib+QkpJCbGwf8vO7sXRpb7Kz+1JSkk7nzg7XXy8cdZRL5842e2lmUmrX0QdcSqkmJSICBg+GV15xefhhw0MP7cvmzU9QULCI0tJili7dk9LSRCIjDV26wIQJwv/9n0uHDho4lFJKKdU8GAOtW8OUKcLgwcKVV6Ywe/Z55OePB9aQnZ1Cfv4egIeUFDj8cLjwQpchQ+xA7JqZlFJKKdUcREfDyJHQp4/LHXd4eOGFIeTm9iMy8k+KiiAvb2+83jiiow377AOnnCKcfLJLerrmJaX+KU3yAZfrQn5+5a85DsTFNc0/MiJ23z2eql/3+aDQtqQlPt4eh8qOhQiUlkJxcdM+ZqrpSkyEa64Rjj9euPPOSN57rzc+Hxx8MAwfLhxwgG0irrWPlVJKs1Nds5MIlJTYqTLGBN+jVEPkODBsGHz6qcu0aXDrrW3ZtKktGRlw6KHCsGEuAwZAu3badbNSSoXS7FT16zW571Q+QzXlY6YaP2MgPR3uu084/XThhhti+frr/TDGVgI66CBh0CCXnj01+yu1OzTJ/6a8+KLhttsMrlvxteRkeOstly5d/vly7UquC9Onw4IFhhtukAr9uorAJ5/AY485LFxow8PAgcK//y306xe+bGmpPYYvv2xYtQpiY2HkSOGKK4T27f+5fVJqZzkO7LUXPPWUcNNNgghkZtoaOEoppYI0O9UtOxUVwZlnGn78sfL/xcbGwrPPugwevIt3RqmdYIyt8HP66XDEES7bt0OLFpCSojdolFKqKpqd6n7fqaQEnnvO8OqrhjVr7Dy976QaA48H9t3Xfr+zsuw5npkJkZG7u2RKNW9N8gHXrFmQlgb/+pdUeC0hQWjbdjcUahcRgW3b4PXXDTfcYLtcu/baikHj77/h3HMdOneGiy8WCgrg3XcN555r+Phjl9TU4Po++QSuusoOqHjKKcLixfDKK4bSUnj00YrrVqqhi4yEjh13dymUUqrh0uxUt+wUHQ0XXCAcdljF7fzvf/Dxx4YWLf6R3VJqpxkDqakE/l+glFKqapqd6n7f6bvv4MorDaNGwemnC9HRsGCB3ndSjUdMDHTqtLtLoZTya5IPuAA6dhROOkmafK3DoiI46SSHv/6C4cNh1aqKy/h8cNNNhu7d4c03XVq0sAHltNOEsWMdHn7YcNNN9ljl5MC11zqcdZZw++1CRIRdduhQ4euvDT4fGjSUUkqpJkizU1BNs5PjwJAhMGRI+M2t/Hx4/HGHCROEbt3+oR1TSiml1D9Ks1NQbe47ffqpoWdPO252TIx9vwi0bw8PPmgoKBASEv7ZfVRKKdV4NdkHXDtSWAjr10PbtvDzz7B+vaFzZ9ts2hjwemH+fFiyxBAdLRxwAGzdCp07E3jos2yZff+GDfDLL3Ze3752GZ8Pfv0VVq40xMUJQ4bYMYFCg4/rwpIlMG+efWi0//62f/vahKPoaJgyxaVTJ1vbZdWqim/euhV+/NFw990SqEVsjG1GO2GC8OmnhmuusbVmFi+2x+W002zwKCmx+3vYYbYf/qr6WVZKKaVU06bZqfLsVJ4IfP65rYl8++2anZRSSqnmSrNT5dkpNRU2bbL71KGDXbaoyN6PSkqqenwvpZRSqjJN9gGX6xq83mBtWo8nvOXRRx/Brbc6DBggvPuuIS7ODrD83HO21dLDDxvuuMMQHQ2lpYaEBCgogPfftwMt5+XBscc6jB0rvPGGCQyMKQJ33y0sXQqPPmqIjYWiIkPHjvDOO26gCasIzJgBF1zgYIwNHbGx8PzzLkOH1ryVlOPAwQfbn6sKKGvX2vLutVd47WJjoGdP4dlnDTk5dsDERYtsVzpz5xpuvNGwfDl07y6cfbYNS0oppZRqmjQ7BdUmO5Xn9cLLLzscdBA69pZSSinVhGl2CqpNdjrhBOGFFwyHHOIwbpzQqhV8951h3jx48EEJtOpSSimlaqLJdjb35ZcwbJjDsGEOBx3k8MILBgm5zm7fbpg/H5YtM3zwgcv8+S7PPCNERsIDDxhef93w4ot2/s8/u5xwgrB1q62BA7amTHY2vPSSYcoU4bffXH77zYaQiy82fPut4a237Ps/+cRl9WqYPt2WQQTefttw000Od98tzJ1r3ztxonDaaQ4rV9bvsVi6FKKigjVjQu29N+TmQlaW/X3hQruP115r2LgRhg8X/vrLcO65Dr/8QqUDqCqllFKq8dPsFFSb7BRKxNbQ/vJLuOQSt9IWXkoppZRqGjQ7BdUmO7VtC5dcIqxYAS+/bHjpJcPXX0P//nDMMU2/y0ellFL1q8m24MrMhHHjbLIwBnr1qjjwp+PAxRe7DB4crIWydi3cd5/h0kuFQw+185OT4bzzhCefrHiVveYa4bzzghfg448XvvvO8MQTLl272ve3bAkDB9qm42Br5Nx9tyE5GVq3FubPt/P79ROeecbw1VeGPfaoWN5dwRgC4cdvwwZ4+WXh2GOFqCgoKhKeeMIwYYLDN9+4dOz4jxRNKaWUUv8gzU41U1l28vN6YepUh8GD0ZbvSimlVBOn2almQrOTCEyfbluv3X23cOihQkoKzJplePZZwxVXGO69V4iL+0eKppRSqglosg+4uncXrruu+pofrVvDoEHhTaxXrrQDg48eXbNaI6mp4e9v1UqIjDS0ahWc7zjQooUEboRkZ9t+lF0XTjwxvBFdVBR06lS/ISMz095w2bTJhqZQa9ZAfLzt59ivXTsYOTI4rkRsLBx+uHDbbYZZswynnPLPhCCllFJK/XM0OwXVNjtBsPXWV1/BW29p6y2llFKqqdPsFFTT7JSTAzfc4DBhgnDZZeEP7fbaSxg92nZbeNhh9Vo8pZRSTViTfcBVEzExVKgV4jg2ABQU7LrtGmP7Zr7pJuG448JDhccDaWn1u71Onex6ly61TcP9ROD33w0ZGcFt9u4NH39c8bi0bGnn5eXVb9mUUkop1XhodqqYnfy8XnjgAYe994YDDqjf8iillFKqcdLsFJ6dNm+G9evh4IMrPtzbe287RteyZQbQitVKKaVqpsmOwVVXe+4JGRnw3/8G+04WsX0fV9YVTV2kpUGvXvDNN/Yi36aNndLT4dNPDWvW1M92/FJToUcPeOcdQ2lpcH5+PsyYYRg8ODiIZ//+ts/nZcsI2//vv7d9Jg8apCFDKaWUUkHNPTv5LVtmW2+dc45o6y2llFJKVak5Z6fISIiOhtWrw8crE4Ft22D7dkhIqN+yKaWUatqadQuuyiQnw/33u9x0k0OLFjBmjLBlCzz8sFNvrZeiouCuu1wuvdThqqsMJ5wglJbCc88Z1qwxjBpVvw+RIiLg+utdjj/eYcoUOPpoobAQXnnFsHo1PPNMsOZMly623+dzznE48khh0CDhq68MH35ouOkmoWfPei2aUkoppRq55p6dwNbCfuIJQ8eOcNRROji6UkopparWnLNTejqcfLJwyy2G9evhkEPs2O+LFhmee86QkgKHHqoVq5VSStVck3zA1bUrFBZWv0ybNkK3boaIckfAGDjiCHBdlylTHO680+A40L8/9OkDKSl2uagoWzslMzP8wpuebueXr7m7557BvpGNgf33hwcfdDnnHIennzYYY9f/7LMurVvXbb87doR99hGccu3yjLEDnV91lfDYYzY0gG1CfvfdLl26BJeNiIDLLxdycuCRRwx33GEHJT3/fOGiiwSPp25lU0oppVTDpdmp4j7VNDuBPXa//2647DKhRYu6lUUppZRSjYdmp4r7VJPs5Dhw882C1wsPPmjvOfnfv+++8NprLhkZdSubUkqp5slIfbV/3gX69+8vs2f/VOv3FRXZ5s2xsVUv4/PZ/o4TEqi0lq2I7Rt40yb70KdTJxteWra0y4sEm06HXthd145T1aJF+HqLiuy/od3ZiNhu/9autct27Fixb+baKC2F4uKqm3P7m3yvX2+31769Heizsv33+ey+Z2fbpu0pKVQIMEoppZSfMRFzRKT/7i5Hc6fZqXbqKzv5yxUfT4WbWEoppVRlNDs1DJqdaqe+spPPBxs3wtat9vfISOjQoeJDO6WUUgqgf/+BzJ49u9K+Uprkf8HLj4lQGY+HamvYGmMf7IQOvBkVFf56y5YV3+c4lc+vrEzGQGKinepDZKSdqmIMJCXZaUc8HmjdmjrX6lFKKaVU46HZqXI1zU7+cimllFKqedDsVLmaZiePBzIz7aSUUkrtDG2To5RSSimllFJKKaWUUkoppRoVfcCllFJKKaWUUkoppZRSSimlGhV9wKWUUkoppZRSSimllFJKKaUaFX3ApZRSSimllFJKKaWUUkoppRoVfcCllFJKKaWUUkoppZRSSimlGhV9wKWUUkoppZRSSimllFJKKaUaFX3ApZRSSimllFJKKaWUUkoppRqVnXrAZYy51BjzuzFmoTHmdWNMjDFmD2PMT8aYJcaYN40xUWXLRpf9vqTs9U71sgdKKaWUUo2EZiellFJKqZrT7KSUUkqp6tT5AZcxpi1wEdBfRHoCHmAicDcwVUS6AluBs8rechawtWz+1LLllFJKKaWaBc1OSimllFI1p9lJKaWUUjuys10URgCxxpgIIA5YDxwCvFP2+ovAUWU/H1n2O2WvjzDGmJ3cvlJKKaVUY6LZSSmllFKq5jQ7KaWUUqpKdX7AJSJrgf8Aq7ABIweYA2wTEW/ZYmuAtmU/twVWl73XW7Z8Svn1GmMmG2NmG2Nmb9q0qa7F2yVE7KSUUkopVVuanZRSSimlak6zk1JKKaV2JKKubzTGJGFrx+wBbAPeBsbubIFE5CngKYD+/fvX+bIuAoWFMGcO5OeDxwP77QfJyRBaf6e0FDZsgLZtw+dXtr7PPoNVqwynny54PHUtWeWKimDrVmjduvpyVFW2lSth0SL7e1oa9O4NkZH1W8bSUti4Edq0qbyMrgvr1sEff9gy7bUXdOhAhWMlAtu2wfz54PVCr162zNXtd16e/TxTU2t/fPxlW7/els11oWtX6NgRIkK+AeWPo5/HAwMHQsuWwXk5OfDzz+DzhS/bvTu0bx8sY2kp/PSTLX8ox4EBAyApqWblF4HVq235y69n//2hVavwZYuL7X5kZUHnzrDHHpWfD14vrFoFixfbY9utG8TGVjzGIrBmTfCzTUmBPn0gKip8mQ0bYN68ioE8ORn697flrUppKfz4o/2+hsrMtOez1rtTSjV2mp3qWrLKNafsVFoKS5fCihX294gIm5/S06ved81ODT87+ZfLzbXfu5ISiImBfv0gIWHHn5tmJ6VUU6fZqa4lq1xzyE4iNjMtWVL5+ivLKH6anTQ7aXZSqpESkTpNwHHAsyG/nwo8DmwGIsrmDQY+Kfv5E2Bw2c8RZcuZ6rbRr18/EfHWacrO9srhh7uSlORKWporycmu9O7tyh9/eMV1g8vNnOmVfv1cycmpfn0FBV4ZO9aVPfd0Zc2aupWpuumVV3wyYoQrxcW1e5/X65Xp073Srp0rqanBfb3sMp/k59df+YqLvXLrrT7Zf39Xtm+v+LrP55X77/dJ69autGzpSqtWtjxXX+2T0tLgcq7rlTlzvNKtmysJCa60aOFKx46ufPxx+OcSunxurldOP90nJ5zgE5+v9mV3Xa88/LBPMjODZUtJsccotGzFxV45+GBbprS04JSZ6cr774ev8/rrfRITE75cWprd39AyLl1q9zV0mRYtXPF4XLnnHl+N96GkxCujR9tjVr5s06aFL5uT45Vjj7XbSUy034Err/RJSUnFc+e223ySkmKXS0hwZexYVzZvrvjZ/ve/XunQIfwcu/BCn+TlhR/n++7zSXp6eBkjIlxp29aV5cur38f//c8rsbHBbfinsWPdsO3opJNODXMCZksdM0VzmTQ71e/UXLJTYaFXzjjDJ61a2XL6s0T79q689JKvQn7S7GSnxpKdlizxyqBBwc82KcmVgw92ZfXqyrNx6KTZSSedGvek2UmzU/lJs9POZ6fSUq+cd56vQt5IS7PLezyuPPJIeJ7Q7GQnzU71/53TSSed6m+y1+vKr+V1bsGFbSI+yBgTBxQCI4DZwJfABOAN4DRgRtny75f9/kPZ61+IyC5peL1xI5x3nkOrVsIXXwiZmfbp/PPPG8480+Hxx1323dcum5Njaxt4vdWukpgYePxxly1bbE2S+padbcvhurV73+zZdl///W/hxBOFiAjbgub88x2SkuCaa2SnaiCIwK+/wr33GmbNMkRGVqw9ImLLce+9hnPOEY4/XoiMhA8/NNx1l2HIEOHQQ+2yP/0EF17ocMQRwlFHCTEx8N//Gq65xiEx0WXw4OB6XRc+/RTuu8/ht99sbYranjIi8NtvcOedhjPPFCZNEqKj4aOPDHfcYTjwQOGoo2wtja1bYdkyeOQRYcyY4HaMsTWw/LxemDvXcOqpwi23hJcnMTG8ldIee8C337qUltrfi4thyhTDsmWGM86o+b7k5NjaLlOnCkccUXXZtmyBCy4wuC688IJLz57w3XeGF14wTJ0Kl11ma4F5vXD33Yb//tdwxx3CQQcJf/8Nr79uOP98wzPPCC1a2HXOmwdnn+1w/vnCaafZz/b33+15l5gIt9xizzFj4F//Ek46KVi+P/+ESZMcLrtM6NCh+n2cN8/QrRtMn+4SHR2cHxsLcXE1PlRKKdWQaXaqR80hOxkD33wDM2YYbrtNOOwwITbW1g6+/37D3XcbjjhCAjVqNTsFNYbslJsLJ5/s0L698MIL9nPcvBmmTHE4/XSH9993q81Amp2UUs2AZqd61Byyk8cD//mPcOONFT/2V14x3HOPYfTo4GuanYI0O9X4UCmlGpqqnnzVZAJuBhYBC4GXgWigM/AzsATbfDy6bNmYst+XlL3eeUfrr0tNGtf1yh13+GTPPV3ZsCH8teJirxx5pCtHHx2ssfLOO15p29aVLVvse/1TVeuuqpVRTd9b2TKu65WHHvJJjx6uFBTsuMZB6HT11T4ZOtSVwsLw9d1+u0969rTr21H5q5tKS22t4XHjXLnrLp906ODKtm0Vyz9pkk+OPtqVoqLgfK/XK+ef75Phw10pKbG/H3usKwcdFF5jyHW9ctFFPjnppPBaKLm5Xhk+3JWzzvLJeefZ9Xi9tT8fTj/dJ4cdVrFsl17qkwMOCJZl0SKvtGrlypw51X+eRUVe6d3blfvv99Xos/dPPp9Xnn/eJ23auDJ7du0+iyVLbNl++KH67b38sq3h/ccf4cfg88+9sscermRl2Xl//eWVpCRXnn8+vOb3hg12uZkzg/NuucUnAwe6YTWzXNfWnNprr8prVol4ZetWr4wa5crEib6w87Oq6ZxzfHLkkW6tjqlOOunUcCa0FrJmpyrWrdmp7tlJxCtPPmk/m9zc8HXMnOmV5GRXVq0KztPsFJwaQ3b65huvpKW58uef4WX6+WevJCa68uuv1e+jZieddGrck2YnzU5VrVuz085lp8qmnBzbiu6cc/S+U1WTZieddNKpIU+7qgUXInIjcGO52cuA/StZtgjbvHyXys2Fl182HH64kJYW/lpkJJx4onD22YZFi2zNDLB9sL77rmHmTCgtNQweLJx1loTVUABbI2PdOjjssGC/rIWF8Oabhg8/NIjAqFHCyScLCQnB9/l88OWX8OKLhvx8Q48ewrnnCm3b2tceesjWdFi9GiZOdDj0UGHyZKl2vCK/U08Vxo+XsJoHAAUF4X3fui68956t2bHvvjXvV9bjgQcfFKKihHffrfxN+fnw66+Gyy8PL4fHA4cdZt+3ZYvtD3fuXDj7bAnrQ9cYOPBAuOkmw/btQmKinZ+QAO++65KQANddV7fqQIWF8MsvhvPOC9+mv2yvvmrYuBHatbP7UVoKjzxi2LbNbq9TJ1szaODA4DErKbE1Yj77zPDDD+D1GhIThSOPFMaNq9g/MNgaPXPnwpVX2ho9PXvWbj8KCmztlyeesDWOADp0sGUbNChYe+fHH21/zJ07B99rjO3j2OezfRlnZNh/jYFhw8JrWiUnw957w7ffGkaMsK9NmiQMH25rjIfKz7fnWGXnUmmprakzbx589FHF87M817XrW7oUzjjDkJtriIwURoyA446TGvcZrZRSDZ1mJ81OUPPs1Lo19O4tZGfb/T3xRHs9XrsWnn7asOee4eMqaHYKagzZqU8fePppl65dK34GxlQciy2UZielVHOh2UmzE9QuO5UnArNm2dZJDz4Yvs+anYI0O9XueCmlGo4aXMoal7Vr7XT44RWbSBsDQ4YIcXG2Warfpk1w1VX291athKeeMlx1lWH79vD3v/mm4cEHnUBz7pISePhhw3XXGWJihIQE4fbb7e8FBXYZnw9mzoQzz3TIzTWkpAgzZhjOPdchO9suk5hoL6oeD6SmSqWDXVZln31g0KDw4LB0Kbz6qr2gxcTYeatWwaWXOlx3nUNxcc3Xbwy0aEG1DyjWrrXNrHv0qNj0ec897UVk6VI7sGZqanDATT8RO2/9ehsUQ7fdqlX4gJy1lZVlmyv36lXxfOjSxW5j8WL7+59/GoqL4fPPDdHRQmKi8PHHhkmTHH76KVjmjRttWX/6CfLzDampwl9/Gc46y+GFF0ygWXh5r71myMuDxx83/N//mbB93ZG//rIDwn7xhSEqSmjVSpg505bt+++DZcvMtINy5uSEv3/NGnuer1hhD0JKig1L/sHq/fLy7Ly//w7O69oVhgwJP8dWrrTB+fTTpdJm3Bs2wLRpdn8nTHB46y1ToYuBUKWl8PvvhuXLYfFie0y3bzdce63hmmtMhcFSlVJK1R/NTg03O4EdNPucc4TLLzfst5/DAQc4DB7s8M03hltvdYmPD9+2ZierMWSnFi3gyCPDP6/CQpg61WHYMHuuVkWzk1JK7T6anRp2diqvpASeeMJh9GjYv9xjUc1OQZqdan6slFINy0614GqIROwfxNTUyl9v0dYk0ysAAFRqSURBVML2qyoh18SkJPjoI5d+/WyNhA0bhBNPdLjoInj6aQn84RQJ/kEXgalTDc8/b/jsM5e99rLb/flnYfx4h6FDhWOPha++siHjqadcxoyxf4S3bRPuvdfw7LO29smZZwr5+fDkk4ZHHw2Gg7ooLra1TvbaC04/PXhx7dABnnrKpUOH6kNDXWzfbgNDSkrF11q1CvYzHB1ta2U8/LDh119tbRKPx/Y//N57Juwzqc+yFRVVfj60bGk/D3/gO+QQ4eWXYcQIISWFsv59hWnTDMcd5/DBB7YP7bZt4dFHhQMPFNq3t/tQXCzMnWtrQhljW6mFMgZuukk4+2xh7Vq45BJ7fj37rNQoSA0dCi+9JIwYIaSm2vVt325D68SJDtOnuwwYAEccITz5pOG99wzHH2/7M9682YacwsLg+vr0gf32s/O7dRPS021Nlo8+MixdCn37Vl2WkhK48UZDu3YweXLlfW23bQtffumSm2s/24susiF75MjK1xkZCTff7NK2ra0JFB0NPp+wahWccYbDJZfAk09KtbVxlFJK1Y1mp4abnfxat7bjcrRtC/vuK3z6qa04Ur7WeH2VTbPTP5+dwH5HXn7ZMGeO/X6F1oovT7OTUkrtPpqdGn52CvXtt7bV0YwZ1V9bd6Zsmp00Oymldp8m94DLr6qHJSIVX4uNtbUF/H/EMjLg6KOF224zrF9vLybl+ZuIFxbCf/5jAn9sXdeuf+FCwzHHCG+/bcjIgIMPDjbdTkqyF53S0po32a4Jr9c2c960yfDYY25Yc3XHgTFj6m9bofz7UNkx9wczx7HLnXeeXWjMGIdu3eyx/+03e3HxeOr3ePjLZkzlg6j6zwX/NjMzYeLEioN3HnGEcMsthg8+MOy7rw2CJ58cvlxMDAwYYGtZv/66rWFS/sKakGCbYe+1l62JfcsthnXrhA4ddrwfGRn24WColi1tc/dbbrHBYsAA+9DwnXdcJk50uP9+Q48e8Msvtgm4PzyBDdxvveVyyikO/fsb9t/f1ijats3WfqqqmwKfD556yrBypeHRR90qa30ZYwNZ27a2SfvbbxvefjvY/Lw8x4EjjgifFxFhuzY46ijhnnsMWVm2ewWllFK7hmanhpedRGwN3CeeMMyc6dKrl/3P+Nat9jhNmOAwY4ZLjx71WzbNTv98dhKB776zyz70kP1MqzvXNTsppdTup9mp4WWn8oqLbeue4cMrtt6qz7JpdtLspJTafZpcF4Xx8faC/vPPlbcIWrLE1ixITq66uZAxcMABQnExFZqL+5WU2PVkZMDWrYbsbDtt22Zv4h9zjF3/unX2AhDafQzY/nLLz9sZXq/tU3nmTMNLL9maPf+UDh3shev33yu+tnSpvTj5yxMVZS+yTz7p0qWLkJYm/Oc/toZIx46V18bZGe3a2WC3cGHFq9zy5TbsdOtW/TpSUqBXL9sPdnUcB4YOFTZutJ9HVYyBwYOrP79qKinJ9untL5vj2MDzxhsuhx9uz8HJk4Vbb7VJq2dPCZQhIwOeecblootsDZURI4Tnn3eJiID+/Stuy+ezfTG/957hxRddunevWRnj4mDAAGHdutqnamPgwAOFwkK0ubhSSu0imp0abnYqLLRjbU2aJAwYYG+OOY7NJqecIrRqZW9w1CfNTv98dvLfoLnsMod77nE58si634zU7KSUUrueZqeGm53K+/Zb+OEHuOSSXdN6CzQ7gWYnpdTu1eRacLVtCwccANOnV6zNIAIffGBIT4eBA6teh4gdvDIykkrHFwIbZlq1gkGDhAceCG+VUlIS7A82NVWYP99QVBQ+WKLXa2t3lB8Ysi7d9Hm98OCDNmQ8+6xLmzb13xKqOomJ0KkTzJ1rOPpoCatZs2CBPd7p6Xaev6bRscfCscdKYLnTT7dNluu7GXuLFnbgy7lz4YQTwmv9/P67ITnZdvvjuvD553bZzp3Dj19ODixaZAdJBTte2ObNtvl26HIittZKUpKtlZWdDV9/bQeHDf2cReC33wwREVWfX6FE7GCx7drZWi6h28zNhT//tNvwL1tUZMPGgAEC2GM8fboNtqG1wkpK7PdlypTgcqtW2T6Te/YMP6f9A42+957huedc2revuO8//GBrC/XqFf5aUZHte7xbt6pP7s2bbfA87DAqfGd//dUQFUWFwUaVUkrVD81ODTc7+Xx2wO/y112w18XU1Pr/j7hmp38mO4WW9dtv4fLLHe6802X48Jqdi5qdlFJq99Hs1HCzU/kyP/SQQ/futqu8XUWzk2YnpdTu1eRacEVG2poZc+faP84+n50vYmt1vP664bzzJKxv3OJiOyikv+lwbi68+67hoIOosmlqXByMHy989pkJq2GxZQtceKFh1iz7+zHHCMuW2QuQ/+FOQQE88IDhkUeCtX2SkuwAkqtX125/axoyROzglKtW1S3MVCcy0jZZfvNNw5Ilwf3MyoJnnjGMGiWBZuvffQfHHOOwYUOwXL/8YgexPOywqpso11VEhC3bO+8Y/vorWLaNG23f0yNG2MFVXRcefdThqqsctm8Pngt2gE0bNvw1Uz75xPB//+ewfHlwfV6vHZDzu+9sFwGRkfZ8mzzZ4bPP7Ov+vrS3bLHn17BhNjzsiL8Gy5QpDjk5wbIVF9sgs2mTPRfBlvPYY+02/Z/z1q3w+OO2f+7kZDvPdeHqqw3/+Y8J1PopKbFNu5OT7UMqv5qEDBF45RXDhRc6bN4cLGNJiT3vli0jULtMxA4Q+8MPwTL+/TecfbbDl1+GH6vNm+2xGj5caNOmTqeAUkqpHdDs1HCzU3S0vQEycyaBfAJ2+b//tjdC9t67fsum2emfyU4QvEFz2WXV36DR7KSUUg2LZqeGm51CLVpkx966+GJ3p8Yc2xHNTpqdlFK7V5NrwQUwbBg8+aTLuec6DBsmdOpk/wC//75h8mThggvCawls2QJjxzocc4y9IP7vf4YuXYRHHqnYn62fMXD11YLXCyNGOIwfb5vbfvCB4aCDhIED7TJjxsADDwinneYwapSQmQlff237Tn7llWAHvcOGCTExhgsusMudeaZUOWCpnz9k3HKL4YQThKefDv+rHh8PZ51lLy6rVsGkSQ69esGbb9bt4l5VjQhj4NxzhY8/NowebcsfHQ0zZ9oaEFdeKYEHVx06wMKFMHq0w+jRwoYN8Pnn9pj5H4DUJ2Pg//5P+Ogjw9ixDiNHCnFxtmzGwLXXBgeQvOYal9NOcxgyxC4XGwtffWVYswZefNENNJ8+8UQbMIcPdxgxwvZl/Ntvhl9+gQsvFM49155fffrYZtqnneZwwAHQt6+wejV8+aWhXz947LGaNZGPiLDH8LTTDEOG2OMbFwezZhlWroTnnnM54AC7bHw8JCQIp5ziMHas/exnzjQUFMATTwTPZ2PsDbOrrzZ8+62hTx/h228N8+fD88+7gZpP/pBz7bWGCROE554LPwliY+HMM4W0NLj4YuGUU4JlTEqC7783LFoEU6cKY8fa7ZaUwKWXGn780fDFFy5du9o+pM84QzjpJIcDD4R99xVWrrTHf9Ag4eGHazYoqlJKqbrR7GQ1tOwUGQk33eRyxhkOQ4caRo60x3v5cpufBg6E44+v3/yk2emfyU6pqbbi14kn2nFpv/46eKPSv72jjhJ694bSUs1OSinV0Gh2shpadvKzD5MMe+4Jhx66a1ubaXbS7KSU2r2M1He1inrUv39/mT37pzq913Xhww/hiScccnPtH+vjjrMX8NAmpytWwEsvGZKS7BP70lLb/Puyy2woCDVlimHOHMOnn7qBi9P27Xbw7w8/tLViRo4ULrrI3tz383ph2jTDs8/aP/jduwtXXCF07Rq8yLqurYXw8MO2vA895O6wRm5REVx2mWHevMqv1AkJ8Mgj9g+51wvPPWfYe29h2LC6XdyXLrXH6JJLKgYwEdtK57nnDN98Y4/FgAHCGWfYAShDm2h//7095r//boPIqFHC6adXPN6hvvkGli83nHKK1Knsy5fD888bvv7a4PNB//52m336hJft119t7Z8FC+zMDh2Ek0+2D2dCw9L69bYmzldf2ZooLVvCkUcKp54afn4VFsLLLxtmzDDk5Njz8KCDhHPOqV3NEBGYN8+Wbe5cW7Z27YSTTpIKLd/WrLH7+sUX9nzu00c47TQ7dkfoscvLgzfesDVktm2Dtm2F448Xxo8PNtcuLoarrjL88kvlBz0uDh580KVbN1vGv/+2tXH8fZFnZMAJJ9iHl/6g4O/OcO5cw9lnB8+lggJ7XsyYYdi+3R6rQw4RJk8WWreu+bFSSu0exkTMEZFKelJX/yTNTtXvY2PNTj//bJf7/Xc7MzLSHrezz5YK3fH4aXZq2Nlpn33gxRcNzzxT+XLG2Brnxx5rf9fspFTTo9mpYdDsVP0+NsbsBPahyWOPGXr0kBp3YafZSbOTUqrh6t9/ILNnz670D0CTfcAFweam/l30eCrvWs3P36zccSp2lScC559vWLzY8MknwaDhf83/3sq2Ub4sla0/tAwiVa+nPNe1U2WMsdsJvZD659dFTd5fk2MB4eWuyb7ubNnrWrbqPqvQ9ZU/1uWX29F5WFN1KduOltvReVndOQYV96f8cQn9roQu43+9qvJUtm6lVMOlN2kaBs1OO97HppCddrRsTbe9I5qdqi/bzman0G1Wt5x/u6DZSammRLNTw6DZacf72FizU23Lotmp7mXT7KSU2tWqe8DVpBtfVnVzvfwyfpU1RRWxXaqtX2+7gjnsMKnwx9iYyt9b27JAzZYJVd1FpLIy7IyavL8mxwJqV+6abrsm66jPstV0fTX97Gtid5StLp9VTb4PdS2PUkqpXUezU8Uy7AzNTnVbX3PJTjXdpn/ZupZHKaXUrqPZqWIZdkZ9ZqfalkWzk6XZSSnV2NTiv8nNU34+TJzocOCBDq5LnZsqK6WUUko1B5qdlFJKKaVqTrOTUkopVXdNugVXfYiNhQsvdNmwwXDwwdonq1JKKaVUdTQ7KaWUUkrVnGYnpZRSqu70AdcOeDxwyCEAgohtOq41aZRSSimlKqfZSSmllFKq5jQ7KaWUUnXXZB9wiUBeHnz3nW3uHREBAwdCRkZ4UCgpgTVrYI89djyI5YcfwooVhvPOkxr3+VpTBQWweTO0b79zg3EuXw7t2kFUVP2USwSKi+GPP+y6o6Jgv/0gM7P6/nG9XliyBLp2rdg/rghs2gRz5kBpqV1fmzbVry8nx36OmZl1Oz4+H6xaBfPm2cEk99kH9twTIiOrfo8IrFwJSUmQmBj+WnY2zJpVcXDLPn2gS5dgGUtK4KuvYPv28OUcB4YMgbS0mpVfBJYuteUP5fHA0KGQkhK+bEEBzJ8P69bZ/dx7b4iOrrje0lJYvBgWLbJl2XdfSEgIP8Yi8Ntv9vMvb599oHv38EE8t22DX3+F3Fzo3Rs6dapZ/8bFxfZY5eWFz2/bFvbfv3bjjiillKo9zU71U65dkZ2Kiuy1eulS+3tkJPTta6+RVa1Ts5NmJ81OSim1a2l2qp9y1Wd2EoE//7RTZTweOOggm1XK0+zUOLJTaakt5x9/2Pc5DvTqZfPTjr4zmp2UaqJEpMFO/fr1ExFvnaZNm7wycqQrKSmutG3rSnq6K3vv7crcuV5x3eBy//ufV3r3diUnp/r1FRR45bDDXNlnH1fWrq1bmaqbXnzRJ8OGuVJUVLf3+3xe+fJLr3Tq5Monn9RfubZv98qxx7rSooUrGRmuJCa60qaNK6++6gs7jqGT63rlww+9kpHhys8/V3zthx+80rmzXWdioiuZma6895630vW5rleys71ywgk+OfZYV3y+uh2be+/1SWqqK0lJrqSm2u2ef75Piourft/q1V7p2dOV22/3VXjtmmt8Ehtrz63Q6frrfWFlXLbMK336hC+TmOiK47hy770V11vVVFLilUMOcaVly/B1dejgyvTp4ctmZ3tl3DhXEhLs+d+ypSsXX1xxX0tLvXLddT5p1couFx/vysEHu7JhQ/hyRUVemTTJF7bd9HRXjHFlzJjgOeu6XlmyxCt9+9ptJyXZ9T76qK9Gn9t//+uVmBh7PoRu64gjXMnLq//vnE466VS/EzBbGkB2aO6TZqeaT40lO+Xne2XiRJ+0aGE/k7ZtXWnVypXWrV15+umK69TsZCfNTvX/ndNJJ53qd9Ls1DAmzU41nxpDdvJ6vXLhhb4KeaNtW5tnHMeVhx/2VViXZqfGkZ1KS73y73/b9aWm2uWSk+104407zk+anXTSqfFO9npd+bW8SbbgWr8e/u//HDp1Eh56SMjIsDULXn7ZcNZZDo895rL//nbZvDzYssXW/KhOTAw8+aTL1q22Nkd9y8mx5RCp/Xs3boQHHjBMm2ZYt65iTYS6cl148knDnDnw7LMuQ4bYGiTPPGO4/nrDwIFCly4V37diBUyZ4rBpkz3ufiLwzTdw8cUOp54qjB8vREfDJ58YbrzRISnJZdiw4PI+H3zwAdx3n8Nff0HPnrU/PiLwyy9w332GSy4RTjhBiIqCTz+1+zBsGBx/fMUBXAsL4ZprDAsX2lq1obxemDvXcMYZwq23hhcoISG8xkenTjBrlhs4v4qK7P6vWwdnnVXzndm2DZYtg4cfFg4/PPg+Y6Bly+ByGzfC5MkOiYnC228L3brBjz8ann7acNddcO21gsdja7zccovhq68MDz8sDBkiLF0Kr75qmDzZ4aWX3MB6o6Lg2WeFwkIJHNNXXzXccYfh1lvdQK2tP/+037thw4SHH7bfuy+/NDz1lCE5GU44ofqBcufNM/TqBe+/74bVBIuOhri4Gh8qpZRSdaDZqX7KVN/ZCWzN3U8/NTz4oDBmjBATY8t///2G++4zHHusBGoha3YK0uxU40OllFKqDjQ71U+Z6js7eTxwzz3CTTdV3Mnnn7fZady44GuanYIaS3Z68UXDVVcJEycKLVrYcr/wguHJJw2nnip07lz1Pmp2UqppanIPuETg6acNy5bBiy8Kqal2fnIyXH658OuvhltucZg2za3QdNZ17b/GVGyObIztRq9Nm4qviQQvgJW9d0fLhL7murXvb3n2bJg503DNNcI111T9xtDt10RODjz6qGHKFGHCBPu+zEy45Rbhu+8ML75ouPnm8It0cTFcd50hIsKGs1A+H9x/v0NKClx9tQQuJt26CatXw2OPGQ48UAJdshQUwOOPO/TtK/TpA3/8Ubc29I8+ahg0CK64IrjNM88UFi+GqVMNRx0lYeeC/0I6a5ahbduK6/P5bPcCI0dCq1bB+VWdN/4LtuvCU08ZfvwRPvrIDXvvjuTm2ov2XntJ4H2Vbe+jjwyzZsGPPwp77WXndeggtG4tnHaaw9lnC5mZthn/I48YHnpIOOkk+xl26gR9+ggDBxp++AHGjAluJzbWTiIwdy785z+GW28V+vWzr4vYAJqdDTffLIGm9V26CCUl8NBD9jiXPydCrVxpv1/p6dUfU6WUUvVLs1PDzU4Aq1bZhx0TJtj/xIP9bI4/Xpg2zZCXF+xmR7NTkGYnpZRSu4pmp4adnWJiKs7fts0+fDzmGKFTp+B8zU5BDT07gX24JgKTJgkdOth5ycn294ceMmzZQrUPuDQ7KdU0NbneRbdtsxeJww+XsP5hwfbFOmmSy6xZtq9Wv5ISeOUVw/jxDoce6nDzzYZNmyqu++efYdq08Noc+fnw+OOGww5zGDfO4f77Dbm54e/z+Ww/yscea9d/2WWGFSvserxeuPNOw+OPG1auhCOPdHjgARMIPTUxZgx8+aXLEUdUXTPD54PXXjP8/HPNa6MsW2bDxvDh4WEiIQEOOkj44YfwcvpD3s8/G6ZOdYmNDV9fUREsXAijR0tYTQljYPBgYe5cE9ZncEICTJvmMnWqkJBQszKXV1gIc+YYRo+WsH6PHQfGjhWWLbMXyNB9+PVXuO02eyHde++K6ywutvvy0UeGI46wn+nEiYbXXjMUFVVeDhF7/lx3neGkk4Q996zdfuTl2dovU6caDj3UbnPyZMPnnxP2Gfzyi+2buGPH4DxjbF/IIsHzftEif3/M4Z9tq1Z22W+/NZWeJ1u2wIUXOnToAEccEXyv69rjfNBBwZtv/m337y+sXGlruFXFdW1/0X/9BSecYPdv/HiHqVMNmzfX7lgppZSqHc1OlWsI2Qmgb19h2zZbEWj9enu9XLgQHnnEoXv38PEQNDsFaXZSSim1q2h2qlxDyU7lidhxl1asgFNOkbDWT5qdghp6dgI71ld8vG1NuGKFzUJLl9rf09PDy1SeZielmq4m94Br3TrIyoLDD6/Y/NcYOOAAewFbuDD44qZNcMcdhvR0Ye+9hbffNlx2manQRPjddw1PPOEE/rAXFdkmyPfcY+jYUejcWXjkEcOUKSbQXNvf3PmCCxxiYoRu3YRvvzWcc45tSu04dqDRzEzbJLZbN6FTp9q1h/Z42OGFePVquPZaw623OhQX12y98+cb0tIqNo03Bvr1sxcR/zESgQUL7PG44YbKL6SRkXaw1XnzwgfJFLHNhDdsCB8U0xi7XzUZZLsq69bZQVR79654PnTpYtf999/BeXl5cOWVDqNGCRMmVP45bNoEGzbA77/bJszduwtbthguucQ2iS4pqbws771nKC2FJ54wnHyyQ3Z2zfdj8WIbiOfMMbRrJ+y1l60VdvrpDl98ETye7dvb0LZ1a/j7V6ywgWrVKnsQMjJsYFq8OHy57dttLRv/IPblzZljw8D8+TB6tMOvvwZrfrVtKyxcWHH/f//dhoXqAkNpKfz5p71xt3WrPaYxMbbGzhVXGHJyanyolFJK1ZJmp8o1hOwE0LcvXHyxcMMNhr59HQYMcDjwQIc5c+D228Nv7Gh2CtLsVONDpZRSqpY0O1WuoWSn8oqL4YknHMaNs62Bym9Hs5PV0LOTf9s33yw8/bShf3+H/fe301tvGW6/3SUtrer90+ykVNPV5LooBHuB8nfVUl58fLDJq19KCvzvfy69e9v3ZmcLEyc6nH8+vPSSEFF2lEKbdIvAvfcaXn/d8MUXLnvsYefPnSsceqjD8OG23/yZM+Hccx1eftnlkENssMjLEx54wPDSS4bLLhMmTRI2b4aNGw333FN9VyR11bEjvPiiS9u2VGgiX5UtW+yFtLLypKQI27cHL6rbtsF55zmMGWP7wd2woeJ7oqLg5JOF++4z/PCDsN9+9kK/aBHMmFF5zY2dlZ9vL6iVnQ/+EOMPSz6frUGzZQu88kp4K7NQ7dvDc8+5DBpkL9iOA6Wlwu+/w9FHO0REwPnnhwcbY+DGG4XzzhPWrbPB81//Mrz8cvD8qs7w4fD223aMssREu76CAuG//7WhZfp0l8GDbe2Wp54yvP22YeJEOyZHVpZtih9ay6d3bxg82NY623tvoU0bGzJmzDAsXw79+1dejpEj4bffXPLy4J57DJMmOXzxhUu7dnDiicJ55xk+/RQOPtieNytXwuuv7/izjYqCu++252fXrvZhqOsKWVlwyikOF14Izz1Xs2OllFKq9jQ7VdQQshPYfBIdbT+HHj1gv/2Ejz4y5Ofb+bXtYmhHNDtpdlJKKbVjmp0qaijZKZS/9dbs2fDRR7vmuqjZ6Z/LTj6fPVeio23+GT5cmDnTsHq1ne+6VT+s1OykVNPVZL+2VTW1Fqn4WkwMdOgQHKQxORmOOUa48UbDunXBfl1DFRTAtGm2S71rrjGBi4q/+feiRfbnadMM7drBgQcG/8i2aAFXXSV4vf9cP6/GwEEH1e49Hk+wb+byfD57vIyx+3vffYaNG+HYY4W//rI1TbxeWL7ckJIitGtnmyGffbZtDn7EEQ5duthj//vvsN9+thuW+j4e/jKGthjz8wdHx7H/fv65HXT0ppts8Nu0yQaVzZttV0CtWkHbtvaieMwx4euKirIX74EDbU2ss8+uGFRiY23g69ABzjlHuO46w9q1Um0Tar+UFDjyyPB58fG2u8fERMOMGYbBg4Xu3WH6dJdjj7XdFuy9t+27uF07SE0NnuPx8fD66y6nneYwYIChb19be6akBLp1qzoQeDx2XWD7lp4+3fYZfeKJwrhx8PjjLmee6ZCWBq1b22336mU/5+o+W2Ng1KiK22rTBo4+Wrj9dkNWlgS2rZRSqv5pdgrXELJTYqIdi+nFFw1ffeWyzz72P+PXX2+vwSec4DBjhkufPvWzz6DZSbOTUkqpmtLsFK4hZKfyY04VF8PUqQ6jR9tK1ruCZqd/JjtNmiS8+67h6qsN06a57L+//V5dd53wzTcwebLDU0+5jBlT+Tmv2UmppqvJdVGYkGD/6P/wQ+U1H//6y9YQSU2tulqkMbD//naAZ3+T7/JKSyE72w6QGBVlbzZERtqfjz5aOOEEu/4NGwz77ScV+gWOjKRGfQXvTn372lofldWKmTPH0LmzraGyfr2tabpuHRx3nMOQIQ7HHOOQmwsXXmgYOtThvvtsv8kREXD66cKrr7oMHGibzj/1lMuwYfaC6x+ctb60a2fLuGBBxavbsmU27HTvbkPRU085geA4ZIjD0KG2+5/XXrO/n3KKU+X5APYiPniwDSaVBRs///lVWlr1+VVTiYnQs2fwMzLGBp5p01xOPVVITxeuvFK49VYXEejVSwLLpabC00+73HijHQz0hBPs5wIwYMCOt92xow1e/n7DHQcOPRTeecdl7FihQwfhP/8RTj7ZDlBak0BVnjE2vBUV2dCnlFKq/ml2qj/1nZ3y8+GFF+zDkF697LHyDyR+3HFCejq8+Wb93rXS7KTZSSmlVPU0O9WfXXHfKZS/9dbFF++6ljmanf6Z7OS68NxzhhEjhKFD7bltjH2QNnIk7L+/fXhYW5qdlGr8mlwLrrZtYdgwmD7dcNZZ4bUZROD99w1t2sDAgVWvww7MaIiKsn8oKxMZaWvc9O4tPPJI+CCVhYUEBpbMyBB++81QWCjExQWXKS0NNq0tv+2GYo89gn0Fh/4H2+eD334z9OxpB9Bs1w4+/9wNu2hmZcGECQ4PPCD0729rQDiOfW9pqf3P/LhxdmddF957D3r0qLp5dl0lJNhBKH/9FSZNIqzG0/z5htRU29w7MhKefNING8zbdW0NkO7dhX//W0hMtOubO9f2KzxqVHitENeFH36wF3CPx16AP/nEcNxxEtY8339+RUZWfX6Fcl34+GMbart3D99mTo6t5XP00cF15+XZmr99+khg3jvv2BpcoTVRCgshLQ0uuEC44AI7b/lyW+6ePW1T99JSePttw/DhUqFP7JUrbV/T/j6ORWwNs6FDYdiw4LZvuMGwxx42FFVlwwb4/HPDhAkVv7M//2yIianZsVJKKVV7mp3qT31nJxE79kZmZsWaqDEx9ngWFNTvPmh20uyklFKqepqd6s+uuO/kV1oKDz/s0Ls39dravTzNTv9cdioosMeyfC72eCAtTVizxgCVn+CanZRquppcC66ICLjkEpc//oBPPrE1JMD+sf7zT1vL9V//EpKTg+8pKrKDYfqbRWdn24E9R44U2ratfDtxcbY5+ZdfGlasCDY7Xr8ezjnHMGuW/YN77LHCqlXw/ff2Ai1i+5y96y7DI48Ea/ukpNg/2itW7JrjIgKzZtnmwDUNM61b25ohDz5oB6b0N4P/+mv47js7oKq/KXanTrZGh3/aZx/7Weyxh9CzZ7CZ+Dff2O4J16yx6/P54Ntv4csvDUccER7Y6kNEBIwfL0ybZliwwG7PdWHtWjvo5pgxQosWdtmUlPB96NHDXtxSU+3v7dvbfZ01y3DeeQ5//RX8TEtK7GCnP/1kg0VkJKxaBZdeavjoI/u6f3+zsuz5NWJEzZo+i8ArrxiuuMJhy5bgeVpQADNn2rBx5JH2Q922DY46yuG//w3u68aN8MgjDsOHB897nw+mTDHcdpuhuDi4vkcfNWRk2KACwQFt777bDmDrP89zcuw+pKYGb8j8/TeMGeMwf77drv879/rrhvHjJRC+Rex5/sUXwW4bVqyAiy4yfPKJDTf+Y7Vunf1Pw6hRQuvW9XJKKKWUKkezU+UaQnaKjoa994aPPjJs3Rosh89nbzT8/rvNK/VJs5NmJ6WUUtXT7FS5hpCdQv3+O/zyi/2sajomWF1odvpnspMx9qHYV18Z1q8PZiLXpez8N4HWY5qdlGpemlwLLrAXx+efd5k82aF/f+jYUcjJsbUaLr9cmDw5OBCjHdwTxo51OOwwISEBPvvM0Lev8NBDVTdhNsb2Beu6MGKEw9ixgsdjt3HEEcIBB9jlRo60feufdZbDkCFCRgZ8950hMRFeeSXYdnrYMCEhwTB5sr0gXHCBXba2jKm8r9mVK+HUUx169bKDRtZkQNGoKLj9dpexY23z74MOEtavN3z3nW0OP25c7cvXtau9qIwY4XDIIcLGjYZvv7WtucaPr/1+7YgxtkvEjz4yjB1r9yEuzj5QS0iwfVJX1e9vVds98UTh668Nw4c7DBtmw8L8+YZ58+Caa4T/+z8JNNm++GLhrLMc9tvP1mxZuxa+/dZw8MHCww/XrIm8x2PXe+qphsGDHQ4+2O7Dd98ZNmyAl1+2fQ+DrS2TmSmccYYdcDYpyV78jQkfuNZxbJj4978N33xjQ8APPxgWL4ZXX3UDXUUmJNhzYPJkh6++Mgwdapu4f/21rQk0fbobCOOZmTYcHHGEw4gRtquFr7827LMPYd+50lK4/HKHH3+Er75y6doV+va1NXpOP92hXz9bQ23VKruPo0YJDzygA30qpdSupNmp4vyGkJ0iI+Hmm+3YBf4MkJAAK1YYvvkGRo0Sjjuu8jtImp00O2l2UkqpXUezU8X5DSE7+fl88Mgjhu7dK7aCqopmp4adnYyByy4TTjvNcMAB9hxOSbEts776yuan88+3x6WkRLOTUs2JkYbUNrmc/v37y+zZP9Xpva5rB2988knbJ29kJEyYIEyaJGEX2TVrbO2apCQ7MGdpKQwebC/06enh65wyxTBnjuHTT93Axck/NsKHH9q+fkeNEs4+W8K6FPH54L//heeecygosF3xXXyxHXMqtOnyL7/AY48ZcnIM995r/wDXRmmprR1y9NEVa2j4fLY2aNeuwsCBNb9o+8v12muGP/6wTXbHjBEmTrQXkqoUFdl9OfVUCRtXS8Q22371VcPChYboaDtg5cSJEmhyXJmffoKVK20tlboEjjVr7Da//trg80H//nZ8g332qfpY+JtYt28PgwaFv7ZxI7z0kuGLLwxer+1C5sgjhQkTws+voiJ7Xr33niEnx9bsGT5cOO20iudXdURsTbAXXzT89pstcIcO9rgdckh4M/ysLPtZf/aZPZ/33Vc46SShd+/wfS0ogBkzDO+9B1u3Gtq1szfJRo0i7KIuYlvZvfaaYelSu4KePYVTTxX69Ak/h21QMfz4o8FxYOhQe5z9tZD8y/36q+2f+uSTgwGiqMg2S58xwwS+s4ccYrdT3bmhlGoYjImYIyL9d3c5mjvNTrXb58aSnebNs7lj4UJbiKgoGDnSXiNDa4eH0uyk2Ukp1bBpdmoYNDvVbp8bQ3aC4HhN3brZB4E1KYtmp8aRnZYvt2X88UfbOtFxYMgQ4fTTJfAgTLOTUk1P//4DmT17dqV/TZvsAy4INmv1q6xWROjr/p8rW8514bzz7B/aTz5xw2pfhG6nqhofNVnGv50dLVOd0G3U5rWarLcm5a9NWWqzvp0pe123uaPt1uT8qs1yNVHTfajv5ep7nVUd1/o8Vkqpf5bepGkYNDtVv3+VaYzZqSbr1OxUcV2anZRSDYlmp4ZBs1P1+1eZxpSdalMWzU4V19UYslNVy2p2Uqppqe4BV5NufFmTP1Khr1d1kSgstH0lf/aZ4ZhjKo4TVdPt1OQP5s6OQVXdNnbmD3Zd/uDvqCy1WV99XGx21z7U58WyvrdZm7LV5zqrel2DhVJK7V6anWr+Wk3Wq9mpbuvT7FT5MjtbHqWUUvVPs1PNX6vJeus7d9TXumqzDs1OdVuuvtep2Ump5mMnL2tNX34+HHecw9ChDtHRcMopdWuqrJRSSinVHGh2UkoppZSqOc1OSimlVN016RZc9SEuDq691mXzZjjgAKrt/1cppZRSqrnT7KSUUkopVXOanZRSSqm60wdcO+A4NmBAsJ9WrUmjlFJKKVU5zU5KKaWUUjWn2UkppZSquyb7gEsEtm2DL7+EvDxDRAQMGSK0bx8eFIqKYMUK2Hvv6gOE68K0abB8ueGSS4SoqPotb14eZGVBly61CzKuC999Z8tVXp8+Qu/e9ReMCgth5cqqj1VpKfz2GyxaZF/s1EkYOBCio8OXKyiAefNg8WK7XGQkDBgg7LEHFQZR3brVfob5+fYzHDpUaNeu9vvk9cKSJTBnjsHng549hR49KpbNdWHVKvjuO7tcixbC8OGQmFj9NjdutJ/hHntUPL/+9z/IzQ1/s+PAiBFCZmbt9qOoCBYuhD/+MHg80L+/0KULRIR8k0UgNxfmzIE1awzx8cKgQZCZWbGv7eJi+P13WLjQrm+//YQ99wxfn+vCjz/CkiXh+xAbK4wbB/Hx4dvetAl++glyckxgfZGRNdu3jz6y39dQHToIw4btfD/hSimlqqfZqeFlJxGYOxcWLKi8QB4PjB4tpKUFl9fsFK6hZ6eSEvjjD/sZi9jt7buvsPfeO85Pmp2UUmr30uzU8LJT+XXNnw9//WX0vlMtNPTspPedlFLlNdkHXBs32j6M//7b/iEsKYGoKMObb7r06xe8GHz5JVx+ucP337skJla9vuJieO01hyVLbH/Itb1A7MjbbxueecbwxRdupRfm6sr1+OOGn34yYfPWrYMjjzS89ZZboz/yO1JQANddZ/jsM8N337m0aFGxHA8/bLjrLkOLFvb45uYazjpLuPFGIS7OLpefDyef7PDZZ9CqFURF2YuiiOHmm4Xzzw/2Nb1yJZx0ksPSpfYzLC6G2FjDyy+7DBxY87DhunDXXYb777ehJiICtm83HHec8NhjEjjergvffAOnn+7g9dqy5eUZevSAl15yadeu8vUXFsL55zts2wYffxx+vLOy4I47HLZsCc7LybEB6p574LLLpGY7gb0Qn3OOYfp0e4xLS8HrNVx5pTBlSvC4rV8Pxx7rsGABpKbaC358PDz9tMvYscHjVlwMF1xgeOstuz6vF0pLbZC+9loJhL7sbJg0yaGkhMDnCJCQYOjWzaVnT/u7CPz1l9326tUQGwslJYbrrxcuvljCQmRlPvsMTjzRoXXr8MDZt69hwAA3LNAopZSqf5qdGl52cl145RXDe+9VDD2FhTZnPPwwXHCBzROancI19Ozk9cKllxpeecVuLzbWZuWiIsO55wp33CHV3mjR7KSUUruXZqeGl5388vNtPvnf/+y9p6Iive9UEw09O+l9J6VUpUSkwU79+vUTEW+tp1WrvHLIIa5ceKFPli71Sm6uVzZs8MoDD/ikTx9Xvv02uOw773ilbVtXtmypfp2u65WsLK/89Zf9uS7lqm566CGf9OjhSmFh7d7nul4pKrL7mJvrlW3bvHLnnT5p186VhQt3vqyu65UvvvDKyJGudOzoSocOrmzbVnGZt97ySkaGK+++a8uQk2Pf16GDKw8+6AuU44MPvJKS4sobb/hk0yZb5mXLvHLhhT7Zc8/g51BQYLd5xBGuLFtml8vK8sqll9rl1q6tefm/+caWbepUn6xaZdfz6qs+ycx05aWXgmVbvtwrnTq5cs01Ptm40W5z8WKvjBply1FUVHH9Pp9X7rvPJ5GRrgwY4EpJScXt5+cHP5+sLK8cfbQrBx/sSk5O7T6H557zSZs29thlZXll5UqvXH21T7p2dWXjRrtcSYlXzj3XJ/vt58pXX3klO9srv//ulbPO8knv3q6sXx9c38sv22Pwyis+Wb/efm8eeMAnGRmufP118NyZPdsraWmu/PxzcD9yc72Slxd+fs2d65V+/ezxmzPHru/VV32y//6uvPCCb4fn4q23+mTQIFc2bw7fTmHhrvnO6aSTTvU7AbOlAWSH5j5pdtrx1NiyU0lJ+HXRP917ry3zihV2Oc1OFdfTGLJTcrL9vNets8usWeOVO+7wSXq6K4sXV7+Pmp100qlxT5qdGsak2WnHU2PLTj6fVx580CcdOrgyfbpXNm60950uusgnPXsG163ZqeJ6GkN20vtOOunUPCd7va78Wr7bw0R1U12Chut65dpr7UW7fHgoLfXKxIk+GT06eEEPDRqlpXby+aped2V/8Fw3+N6q/iC6rle83srX7/PZP/A9eriyfXvV26/Jvs+a5Q1cjMqXparyVzd5vV654AKfnHqqT6ZO9VUZNE4/3SennOILK7vreuXii31y0EGulJbaeU89ZS+M5S+yn3xi/4O/apX9ffFir7Ru7coPP4Qvt2aNDQ3Tp9es/D6fV0480ScTJoSHAJ/PnicDBgTPhbfe8krXrq5s2hS+D/6yLV9ecb9//tmGqf32qzxolD+WU6f6pGNHV/78s3afRUGBV/r2deWmm8KPcV6eV77+2hs4vosXeyU11ZWPPw5f/4YNXunSxZWnnvKJiA2nAwe6cvXV4esrKfHK8cf7ZOLE4Pz//c8GjbVrq/6OuK59SNm9e/hn67peefxxnwwcuOMQfc45PjnySDewjeq+TzrppFPDm/QmTcOYNDvVft8benaqbNqyxSs9erhy8cXBMmt2Cp8aenYS8cpnn9nj5H9I6Z9+/90riYn2Jk91+6jZSSedGvek2alhTJqdar/vDT075eZ6ZZ99XLn//vDy5eTYB1Fer/1ds1P41NCzk9530kmn5j1V94CryfUuunUrvPGG4YgjhKSk8Nc8Hpg4UfjhB9ufrF9RETz5pGH0aIfhwx2uvNKwfn3FdX/7re0mRkJa927fDv/5j2HECIdDDnG49VbD1q3h7/N64a23DOPG2fWfd55h8WLbtNbrhRtvNDz0kGH5chgzxuHuu20/vLW1bh1ceKHDXnvBsGHhTZC9XnjmGcOsWYSVf0c8HrjvPuHZZ4WMjKqXu/pq4aabwrtR8flgwwZo2TLYPLl/f2HbNrjvPsOKFbYZ8i+/wP33O/TubZs2A3TsCG++6bLffuHbyc62TaRr2my4sBB+/dUwcqSE9e/rODBypLB8ue1WAGD0aHj5ZZeUlPB1ZGUZoqOp0P/15s3wr385HHOMcNRR1R9UEXv+3Hyz4fjjbZ/ctZGVZftoPvhgYcUKmDnTjsnhODB0aLDv4gULbP/O/fuHN6VPS4N+/YTvv7dl2bgRli6FUaPCP7PISBg5En77zVBYaOdt3WrIz7f7Onx48Bz+6afgueS6MG+eYehQISEhuD5jbP/Kq1bB2rVV75/PZ/su/+MPGD/ebmPUKIfbbjNkZdXuWCmllKodzU4NOzuVJwJffGGvq6ecEuwqRrNT+TI07OwEsM8+0KKF7dLor7/sZ/X77/b3zEw7xkZVNDsppdTuo9mpYWenVavsvKFDhSVLbAbwX+8PPDDYNZ1mp/JlaNjZSe87KaWq0uQecK1fbwcbHDdOKtwYMAYGDbL/kfzjj+CLW7bAY48ZevYUhg4VPv/ccOmlhs2bw9//wQeGF180uK79PT8f7rzT8PTThv79hUGDhFdfNVxyiSE31y7j9dp+jq+80tC+vXDwwcKffxrOOcdh/Xp7oejXT9hrL3vxPOggYd99q+9vvypz59qL+Lx5MHKkw5w5wQvB2rW2rPfd51BcXLv1RkeHD/5YnjGw117QuXNwngh8/z18+aXhvPPcwP707g1XXinceaehXz+Hfv0cDj7YYdEiuPNOl5gYu1xkJAwbFn5xLymxD8Z69YIDDqhZ2dets59v794Vzwf/IJmLFtnfExPt+RG63ObN8OCDhkmThNatg/O9Xrj7btu38lVX7bifX4CZM+2Amk8/bTj+eIdNm2q2DwB//mnL+sYbhv33dzjuOIdhwxwmTXLIyQkuN2eOYc89qbRf7/797aCexcW2z+KICHsMyuvVS8jOhjVr7O9//GH/XbsWDjhAGDBA+Oknw1lnOcydaz9rY+ygnHPnmgrn19y5hi1bbEisih2M1Yb0yEgYPlzo0EF49lnDv/9twvqSVkopVb80OzXs7FReURE8/rjD+PFCnz7B+ZqdwjX07ATQpg3ceafwyiu2jP36OQwe7PDhh4a776548yuUZiellNp9NDs17Oy0cKEdD+qJJwyDBtkMMGSIw+mn24cofpqdwjX07KT3nZRSVanm8tF4GVP5H1qwgxX6H6L4pabCJ5+4dOtmf7/ySmHiRIdzzzW8/nr44I3+C7eIrV353nuGzz93advWzj/1VGH0aIcPPoATTxT+9z+4+GLDO++4DBliy1ZYKDz2mOGNNwyXXiocdRSsXi2sXm244QapUL6aGjsW5s1zycuD2283nHiiw1dfubRpAx06wOuvu7RuTa0GE62rrVvhyittLZNRo4IX75ISW7slKQn239+26Hr/fXshKSkJXrTKE4Hp0w2ffmqYPt0NG3SyOgUFdr2VnQ/x8bbmzvbtlb/X57NhwnXtOeEPSyLw7ruG114zvPuuS3r6jsthDFx/vfCvfwlZWXDOOQ7nnuvw5ps1G4w1N9ewaZMNErffLhx0kPDnn/Dqqw5nn+3w6KO2HFu3QkJCxWBojD3mOTl2v7ZvtyG3shpJiYm2tpK/Js2ZZwpjxgj77Rf87hQU2HP4mGMcvv7apUMHW4v87LMN779vay7Fx8PixfD662aHtbeiomDqVHuuduxoPxcR2LJFOOkkh/PPh1dflWoDr1JKqbrT7NRws1MoEfj8c5g/H+69t/rromanhp+dvF77wDIuDrp3hxEjhE8+MSxZYgdl9/mqvtmn2UkppXYvzU4NNzvl5NiHkIsWGe69VzjgAGH+fMMrrxjOOw8eeqhiyzvQ7NQYspPed1JKVabJfm2ramrtugRqwvhFR0Pr1sGLYcuWcMwxwjXXGNauhU6dKq6noABmzLBP/s8/3wm8V8T+R3XpUvv7u+8a9tgDBgwgcKGKi4NLLhF8vqq7n6kLjwfS0+106aXCtGmG77+HCRPsdgYOrL9tVSc/H6691rD33sLNNwcvDiJw//2Gt982zJrl0qWLLfPllwsffmiD0YwZLv36ha9PBH7+2daieeghlwEDan7cHMdOlZ0PrmvXXVktGNe13QL89JPhmWdc0tKCry1fDtddZ7sjcByYPdvWMsnPhzlzgjcpyl8U/edZRgZMnixceaVhzZrqu58p7+KLhRNPtLWC9tkHevd2GTjQYcYMw9ln2xo9/v0KPUYi9hh4PHa+/0Je/rsABM5L//naqVPF70B8PBx5pHDXXYavvzaccoowciQ884zLySc7JCQY0tNtLZz997cBpbraYcbYJu/l56WmwtFHCzfeaFi3TujQoebHSimlVO1odmp42am8oiKYOtXhsMOE3r2rXp9mp6CGmp1OPll4803DTTcZ3n/fpW9fW5v48suFH3+Ek092iI52OeKIyj87zU5KKbX7aXZq2NlpypTgdXSffYRu3YQhQxwOPxxOOCH8aYhmp6CGmp30vpNSqipNrovCli3tH/Rvv6386f2ff9rmvxkZVT/a9/ffWlpqA0VlSktt363du0P79kK7dnZq31449VThpJPs+jdvNvTpU7F2TERE/dRoqaqGQseONnBkZ9djkqmB/Hy44gqD1wsPPyxhF+iCAnj1Vfsf+r32ssfAGHvRGj/e9g/89tvh5fWHjIsucrjlFpdjj63+glVe+/a2Bsm8eRWPw7JltnZs9+7h810XXn7Z8Oyzhmeftf0xh160//tf2z/vm28axoxxGD3a4bnn7NgJhx7qMH687XJRpPLPxxjo21fweqs+v8qLixNSU2HIkPAm7x06QJ8+8MMP9vf997fneGW1g37+2TYDj4mBbt1sDSN/IA41f76hVSsCF/WqzrF27SAzM9gE3HHgkEPgww9dTjpJ6NdPePppYdIkoVWrygO7X3XHql8/CbT8U0opVf80O1kNMTuFEoHPPrNdA114YdUPwTQ7WQ09O7kuvPSSYcwYYcAAW6vYGHtzZuhQOPBA23VhVTQ7KaXU7qPZyWqo2Sk+3l5vBw4MzyN77mkf2Pz4Y/jymp2shp6dQO87KaUq1+RacGVm2n5U33vPMHmyhF3MRWztlw4dbM2WqojADz/YAR5btKh8mago+5S/SxfhkUfC+y7Ozw/24dumjfDzz4aCAglrlltSUnHQyqpqNlSluBhefNHW6MjMDH9tyRLbL3J1gaq+5efD5ZfbgUqnTg0f9BHsvhUX2+NWviZMdLQNiUVFwXki8NNPcPHFNmSMHl37mkcJCbaf5jlz4KSTCKvxNHeuIS2NsEFMfT4bMp57zoaMrl0rbnPyZGHcOAm7MD7+uOGzzwxvvGGbsbdvb4//++8bTj01PGjW5Pwqr08fG043bbIh0m/7djsI6KBB9vfu3YW8PMOKFYSNy1FUBAsWGI45xgaVjAw7zZ1rGDhQwo7L7Nk2+MXH2/P0pZcMY8cK7dqFl2n5cttfsr+PaNeF3Fzb5/KAARJY3zXXGLp2rX5f16+3Ae7UUyt+Z7//3hAbS4XzSSmlVP3Q7GQ1xOwUqrQUHnnEYb/9oGfPypfR7BTUGLJTUVHludhxIDkZ1qwxQOXno2YnpZTafTQ7WQ01O/XrJ/h8diiM0MyybZttBRU6zpVmp6DGkJ30vpNSqjJNrgVXRIRthr1kCbz/vv1DCfaP4Ny5MG2a4eKLw/vbLSy0F2afz/5h27DBNvE+9NCKF3C/2Fg4/nhh1izD338Hm+euXAlnnmmYNcteoCZMsH3ffvWV7WdfxPZXe9NNhsceC9b2SU+3A1NWVrOhKkVFdpDSe+4x5OQEg8qmTXZQyD32gMGDg/v/ySe2lsWO+qWti9CQcf/9lYeMmBjo0cNefDduDIaq0lIbBBYuhH33tfPqI2SAbRJ9zDHCu+8aZs+2n4HPBytW2HBw+OESuAD6Q8bzz1cdMsA+jOvSBbp2DU4pKXZ+1642CDiOvXhee61h+nRDUZHdJ6/XniPvvmsv3m3a1Gw/2rSxYeL11w0bNtiy5ubCRx8ZCgpss22w2+/WzXYFuW2b3WZxsT0f1q6F0aNtqEhIgMMPF554wrB8uV2f12s/h2nTbCCJiLDfn6eeMtxxR3B9rmtro731lqFtWxg61G7777/tILOzZ9v1+Xx24Nk33jAcfbQE+nwWsX0kf/RR8BxYu9YGkvffJ+xYrVhh+8AeNy58sFWllFL1R7NTw81OoebPh19/hUsvdcMGQ/fT7BSuoWcnf83qmTMNK1cGuzXy+ex3a9Ysw377BW/caHZSSqmGQ7NTw85OnTpBr1629dOmTfaYb9sG771ncBw47LDg9VWzU1BDz06g952UUpUzsoOrjjHmOeBwYKOI9Cyblwy8CXQCVgDHi8hWY4wBHgTGAQXA6SLya9l7TgOuK1vtbSLy4o4K179/f5k9+6da75TrwnffwWmnOXTrZpty5+bC118bbrxROOOM4B+9d9+F445zSE4mMEDhrFmGYcOE++8XWrYMrnfKFMOcOYZPP3XxeOwf8AceMDzyiGH4cNsP7ZdfGk48UbjpJiEqyv6x/eQTOPdcW+M2I0P48UdD+/bw4osuKSl23evWwZAhDikp9g/35Zfv+CIkAjNnwv/9n0NCAgweLBQVwXffGTIy4I03XDp1shfLFSvgoIMcevaEadPcOg0o+uabhiuvNMyb54YNnllYCJdcYnj9dcP48RVDRkoKXHGFkJhob86ceqpDbq5t9hwfDytXGn7+2fZ5e//99sI/ezYcf7xDy5YwaJBUuOCPGydVjklQXkEBnHSSw3ff2Yt1XJzw7bf2GH38sR0k09/38YUXGgYOhM6dw78XHg+ce67Qq1fl2/AP/PrNN8HBO71eePBBw223Gbp3h549hXXr7L4efrgwdWr4+bUj69fDxIkOy5fbJuGLFtmw8eqrLgceGGxC/+OPMH68Q2qqPXaLFxvmz4drrhGuuCJY62vTJhg3zmH9etsNTlGR4Ycf4IAD4LXXbI0gEfj6azjjDIfoaDjgANuFwnff2ebkb74ZDGR5eTB2rMPSpfYcLi21fXH36wdvveUGzouSEpg0yeHHH+Grr1z23NM+5LzvPsPddxt69LDHas2a4Hnxn/9IjWsdKaV2D2Mi5ohI/91djoZAs1NwvZqddi47tWplf/f57I2sdesMH3xQsSz+mrCancI19Oy0cqVd7q+/7PqSk2HjRpufBgyAp592ad1as5NSTZVmpyDNTsH1anaqn+y0cqXNRRs2wP77CwsWGEpKbHn79bPl1exUUUPPTnrfSanmq3//gcyePbvSv8g1ecA1DMgDXgoJGvcA2SJylzHmKiBJRK40xowDLsQGjYHAgyIysCyYzAb6Y/vZmAP0E5Gt1Re8bkED7IXj++/h6acNubmGyEhhwgQ46igJq/W6fr1tPt6qlQ0dpaWGAw4QzjrL/iczVPmgAfYi+8Ybhv/+1+C6MGqUcMop4Rdbnw++/BJeeMGQn2/o0UM47zwbJEKb6C5YAE8+aWvF3Hqr1GgQSH+NkzffNKxYYVfWp4/tf3avvYLrd12YPh06d7atpOpSK2XtWvj0U9ucN3SAzLw8uP764PbLS0sT7rjD9uUrYi+Qr79uWLDALh8VJYwaBccdZx+CicA338CDDzpVNp0/5hjh5JMrBpCqbNgA77xj+OorW9tnwADh+OOFzp3tsXBdePZZw0cfVb5CjweuuMKtcsDUP/6w07HHhh/bkhJbY2TGDMO2bYaICDjkELttf8isKRHbPPv11+152L69Xc/gweH9Q7uuPSfeftuwfLmhZUvh8MOFww6zA5GWX9+bbxp++cXWZDr4YGHCBKnQZH/2bLvc0qV253r2tOdYt27h5/DKlbaGzY8/2vUNGyYcd5yEDaYrYlvr/fGHYcKE4LlUXAwffmhb+Pm/syNG2BproTXflFINk96kCdLsFKTZaeezk78sr79u2GsvoX//imXR7FS5xpCd1qyx5fvxR1vD3nHsDZuJE4Pr1OykVNOk2SlIs1OQZqf6yU4itrXP668b5s0zdO5sr63+HKXZqXKNITvpfSelmqedesAFYIzpBHwYEjT+Ag4WkfXGmEzgKxHZ2xjzZNnPr4cu559E5Jyy+WHLVV3wugcNqHrwwB0tU9lyrguTJ9uL6SefuGEX2vLrqOziV5Nlyi9XmzBQmzLUJWTs6P01aX4e+r4dfTa1XV9N7OgY7cw2a3ts6voZlF9fdeupyzn3Ty1X1fGq72OllPrn6E2acJqdNDvt6P11zU41vf7uaH01odlp9yxX2bKanZRqejQ7hdPspNlpR++vS+6obl81O1WtsWUnve+kVNNX3QOuiDquM0NE1pf9nAX4h0tsC6wOWW5N2byq5ldgjJkMTAbo0KFDHYvnX9fOLyNiB1RcsQI++8wwaVL4wJ71tZ3aLleX9+3sH+zq3l/bde9o+V1xcdmV26zPY7Mz22osy1W1jIYKpVQTptmpnrdT2+Xq8j7NTrtum5qdarecZielVDOk2amet1Pb5eryvoaUnXbF+nZmezu7Tc1OtVtOs5NSzYez40WqJ7YJWA3qINR4fU+JSH8R6Z+WllZfq62zvDzbV/Lw4ba/5FNOqXnzZKWUUkqp8jQ7KaWUUkrVnGYnpZRSSlWlri24NhhjMkOaim8sm78WaB+yXLuyeWuxzcVD539Vx23/o+Lj4a67XLKz7aCFoYNcKqWUUkrVkGYnpZRSSqma0+yklFJKqR2qawuu94HTyn4+DZgRMv9UYw0CcsqalH8CjDbGJBljkoDRZfMaPMeBvn1hxAho1UqbsiqllFKqTjQ7KaWUUkrVnGYnpZRSSu3QDltwGWNex9aCSTXGrAFuBO4C3jLGnAWsBI4vW/wjYBywBCgAzgAQkWxjzK3AL2XL3SIi2fW4H0oppZRSDYJmJ6WUUkqpmtPspJRSSqm62uEDLhGZVMVLIypZVoALqljPc8BztSqdUkoppVQjo9lJKaWUUqrmNDsppZRSqq7q2kWhUkoppZRSSimllFJKKaWUUruFPuBSSimllFJKKaWUUkoppZRSjYo+4FJKKaWUUkoppZRSSimllFKNij7gUkoppZRSSimllFJKKaWUUo2KPuBSSimllFJKKaWUUkoppZRSjYo+4FJKKaWUUkoppZRSSimllFKNij7gUkoppZRSSimllFJKKaWUUo2KPuBSSimllFJKKaWUUkoppZRSjYo+4FJKKaWUUkoppZRSSimllFKNij7gUkoppZRSSimllFJKKaWUUo2KPuBSSimllFJKKaWUUkoppZRSjYo+4FJKKaWUUkoppZRSSimllFKNij7gUkoppZRSSimllFJKKaWUUo2KPuBSSimllFJKKaWUUkoppZRSjYo+4FJKKaWUUkoppZRSSimllFKNihGR3V2GKhljtgN/7e5y7GapwObdXYjdSPdf91/3v/nS/W9c+99RRNJ2dyGaO81Oje57U9+a+/6DHgPdf91/3f/GQ7NTA6DZqdF9b+qb7n/z3n/QY6D7r/vfWPa/ytwU8U+XpJb+EpH+u7sQu5MxZnZzPga6/7r/uv+6/7u7HLtLc99/VWfNOjs19+9Nc99/0GOg+6/7r/vffPdf1ZlmJ91/3f9mrLkfA91/3f+msP/aRaFSSimllFJKKaWUUkoppZRqVPQBl1JKKaWUUkoppZRSSimllGpUGvoDrqd2dwEagOZ+DHT/mzfd/+ZN91+p2mvu543uv2rux0D3v3nT/Veq9pr7eaP737w19/0HPQa6/81bk9h/IyK7uwxKKaWUUkoppZRSSimllFJK1VhDb8GllFJKKaWUUkoppZRSSimlVJgG+4DLGDPWGPOXMWaJMeaq3V2eXcEY094Y86Ux5g9jzO/GmIvL5t9kjFlrjJlbNo0Lec/VZcfkL2PMmN1X+vphjFlhjFlQtp+zy+YlG2NmGmMWl/2bVDbfGGMeKtv/+caY/XZv6XeOMWbvkM94rjEm1xhzSVP+/I0xzxljNhpjFobMq/XnbYw5rWz5xcaY03bHvtRFFft/rzFmUdk+TjfGtCqb38kYUxhyHjwR8p5+Zd+bJWXHyOyG3amTKo5Brc/5xnqNqGL/3wzZ9xXGmLll85vkOaB2ncb6vagNzU6anTQ7aXZqTtlJc5PmJrVrNdbvRk1pbrI0O2l20uyk2UmzUxPPTiLS4CbAAywFOgNRwDyg++4u1y7Yz0xgv7KfWwB/A92Bm4DLK1m+e9mxiAb2KDtGnt29Hzt5DFYAqeXm3QNcVfbzVcDdZT+PAz4GDDAI+Gl3l78ej4MHyAI6NuXPHxgG7AcsrOvnDSQDy8r+TSr7OWl379tO7P9oIKLs57tD9r9T6HLl1vNz2TExZcfo0N29bzt5DGp1zjfma0Rl+1/u9fuAG5ryOaDTrpka8/eilvup2Umzk3+fNTvV8PNGs1OjvW5Wsf+1Ot8b8/Whsv0v97rmJp3qPDXm70Yt9rHZ56ay/VqBZif/Oa/ZSbOTZqfgfM1OTeTzb6gtuPYHlojIMhEpAd4AjtzNZap3IrJeRH4t+3k78CfQtpq3HAm8ISLFIrIcWII9Vk3NkcCLZT+/CBwVMv8lsX4EWhljMndD+XaFEcBSEVlZzTKN/vMXkVlAdrnZtf28xwAzRSRbRLYCM4Gxu7zw9aCy/ReRT0XEW/brj0C76tZRdgxaisiPYq86LxE8Zg1eFedAVao65xvtNaK6/S+rEXM88Hp162js54DaZRrt96I2NDtVSbNT5Rr956/ZqXlnJ81NmpvULtVovxs1pbmpWpqdKtfozwHNTpqd0OzU7LJTQ33A1RZYHfL7Gqq/CDd6xphOQF/gp7JZ/yprOvqcv+ksTfO4CPCpMWaOMWZy2bwMEVlf9nMWkFH2c1Pcf7+JhP+BaS6fP9T+826qxwHgTGzNCL89jDG/GWO+NsYMLZvXFrvPfk1l/2tzzjfVc2AosEFEFofMa07ngNo5TfV7USXNTpqd0OwEmp2aa3bS3KS5Se28pvrdqFQzzk2g2clPs5Ol2Umzk2anoCbx+TfUB1zNijEmAZgGXCIiucDjQBdgX2A9tvlgUzVERPYDDgUuMMYMC32x7Emx7JaS/UOMMVHAeODtslnN6fMP0xw+76oYY64FvMCrZbPWAx1EpC/wb+A1Y0zL3VW+XazZnvPlTCL8PxzN6RxQqlY0O2l2QrMT0Dw+76o04+zUbM/3cjQ3KVVDzTw3gWYnzU4hmsPnXRXNTs3vfC+nyWanhvqAay3QPuT3dmXzmhxjTCQ2aLwqIu8CiMgGEfGJiAs8TbA5cJM7LiKytuzfjcB07L5u8DcBL/t3Y9niTW7/yxwK/CoiG6B5ff5lavt5N7njYIw5HTgcOKksbFHWRHpL2c9zsP3/7oXd19Dm5I1+/+twzjfFcyACOAZ40z+vOZ0Dql40ue9FVTQ7aXZCs5Nmp2acnTQ3aW5S9abJfTcq09xzE2h2KqPZSbPT6Wh20uzURLNTQ33A9QuwpzFmj7JaBhOB93dzmepdWd+XzwJ/isj9IfND+/c9GlhY9vP7wERjTLQxZg9gT+ygb42SMSbeGNPC/zN20MOF2P08rWyx04AZZT+/D5xqrEFATkgT48Ys7Al6c/n8Q9T28/4EGG2MSSprVjy6bF6jZIwZC0wBxotIQcj8NGOMp+znztjPe1nZMcg1xgwq+xtyKsFj1ijV4ZxviteIkcAiEQk0A29O54CqF03xe1GBZifNTmU0O2l2arbZSXMToLlJ1Y+m+N0I09xzE2h2CqHZSbOTZidLs1OZJvX5i0iDnIBxwN/Yp4fX7u7y7KJ9HIJtFjsfmFs2jQNeBhaUzX8fyAx5z7Vlx+Qv4NDdvQ87uf+dgXll0+/+zxlIAT4HFgOfAcll8w3waNn+LwD67+59qIdjEA9sARJD5jXZzx8bqNYDpdg+XM+qy+eN7TN4Sdl0xu7er53c/yXYvn39fwOeKFv22LLvxVzgV+CIkPX0x16QlwKPAGZ379tOHoNan/ON9RpR2f6XzX8BOLfcsk3yHNBp102N9XtRy33U7KTZSbOTZqdmk52q2H/NTZqbdKqnqbF+N2qxf806N5Xtj2YnzU6anTQ7aXZq4tnJlBVaKaWUUkoppZRSSimllFJKqUahoXZRqJRSSimllFJKKaWUUkoppVSl9AGXUkoppZRSSimllFJKKaWUalT0AZdSSimllFJKKaWUUkoppZRqVPQBl1JKKaWUUkoppZRSSimllGpU9AGXUkoppZRSSimllFJKKaWUalT0AZdSKsAY4zPGzA2ZOu2mctxujFltjMkrNz/aGPOmMWaJMean0PIZY3obY34wxvxujFlgjIn5xwuulFJKqWalsWYnY8xJ5crtGmP23R1lV0oppVTz0YizU6Qx5sWy+01/GmOu3h3lVkpVZERkd5dBKdVAGGPyRCShitcM9m+G+w+UYxCwElgcWh5jzPlAbxE51xgzEThaRE4wxkQAvwKniMg8Y0wKsE1EfLu6rEoppZRqvhprdir33l7AeyLSZVeXUymllFLNW2PNTsaYE4HxIjLRGBMH/AEcLCIrdnVZlVLV0xZcSqkqGWM6GWP+Msa8BCwE2htjHjfGzC5rKXVzyLIrjDF3ltXAmf3/7d3Nq1VVHMbx7xN3kHrphaAoadCgoCIRU2sQCgUXGjUReyEIGkR/QDVpUqMgollBUGg0qIEQCElGNlAkQUq8FTSowHtvCJKGmYa9/RrsdWEPIjv3XD1nw/cz2fucs9Zi7TM454HfWnsn2ZRkf5Lvkzzba/d8kqNJ5vv9+6rqSFWd/JePHgHebed7gIdaAJoD5qvqeOt/2uKWJEm60gaUnfoeBz4Y57olSZJWYkDZqYB1bYH1GuB34JdV+RIkjcUCl6S+Nb1t4h+2924H3qyqu6vqBPBiVW0GNgDbk2zo9V+oqo3AIWA3sAO4H3gZIMlcG28rsBG4N8m2Eea3HlgEqKo/gbPADcAdQLVg82WSF0a/dEmSpJENNTv1PQq8P8KYkiRJKzXU7LQHOA+cBBaA16rqzIjXLukymJn0BCRNld9aUAC6lTTAiao60muzM8kzdL8fNwN3AfPts73t+BUwW1XngHNJLia5jm6n1RxwrLWbpQseB8ec9wzwALAFuAAcSPJFVR0Yc1xJkqT/MtTstDzf+4ALVfX1aownSZJ0CUPNTluBv4BbgOuBQ0k+raofxhxX0pgscEm6lPPLJ0luA54DtlTVz0l2A1f32l5sx79758uvZ4AAr1TVWyucy4/ArcBS2xZ+LXAaWAIOVtVPbZ77gE2ABS5JknSlDSE7LXsMd29JkqTJGkJ2egL4uKr+AE4lOQxsBixwSRPmLQoljeIauuBxNslNwMMj9t8PPJ1kFiDJ+iQ3jtB/L/BUO98BfFZV1ca9J8naFkC20z3wU5IkaZKmNTuR5CpgJz5/S5IkTY9pzU4LwINtzHV0t0X8dsS5SboM3MEl6X+rquNJjtH9iS8Ch0fs/0mSO4HP2/PNfwWeBE712yV5lW51zNokS8DbVfUS8A7wXpLvgDN0q45pq3peB47SPfhzX1V9tOILlSRJWgXTmp2abcCit9aRJEnTYoqz0xvAriTf0O0S21VV80iauLQFfJIkSZIkSZIkSdIgeItCSZIkSZIkSZIkDYoFLkmSJEmSJEmSJA2KBS5JkiRJkiRJkiQNigUuSZIkSZIkSZIkDYoFLkmSJEmSJEmSJA2KBS5JkiRJkiRJkiQNigUuSZIkSZIkSZIkDYoFLkmSJEmSJEmSJA3KP+JwICi2BzVLAAAAAElFTkSuQmCC", "text/plain": [ "<Figure size 2160x1440 with 9 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# # visulaizing some annotated frames \n", "plt.figure(figsize=(30,20))\n", "for i in range(9):\n", " plt.subplot(3,3,i+1)\n", " plt.imshow(annotated_frames[100 +i][:,:,::-1])\n", " plt.xlabel(\"Frame \" + str(100 +i))\n", "plt.show()\n", "# plt.figure(figsize = (10,10))\n", "# plt.imshow(annotated_frames[100][:,:,::-1])\n", "# plt.savefig(\"object_detection.png\")" ] }, { "cell_type": "markdown", "id": "ee609c40-99b5-4836-b56a-0abe080ef6b7", "metadata": {}, "source": [ "### Save the frames as a video" ] }, { "cell_type": "code", "execution_count": 27, "id": "c176cbcc-c204-468a-9c72-dc3a4461f225", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Frame Size(WxH) : (1920, 1080) \n", "Frames Per Second : 31\n", "Video writer in progress...\n", "Video writing completed.\n" ] } ], "source": [ "# Defining necessary parameters for video write\n", "\n", "output = '180631j_en2550_a05.mp4' # Name of the output video file.\n", "fourcc = cv.VideoWriter_fourcc(*'MP4V') # 4-character code of codec used to compress the frames\n", "duration = 9 # duration of the source video\n", "fps = int(len(annotated_frames)/duration) # Framerate of the created video stream\n", "height, width,_ = annotated_frames[0].shape\n", "frame_size = (width, height)\n", "isColor = True # to write color images to the video\n", "print('Frame Size(WxH) :', frame_size ,'\\nFrames Per Second :', fps)\n", "\n", "# Creating the Video Writer object\n", "out = cv.VideoWriter(output, fourcc, fps, frame_size, isColor)\n", "print(\"Video writer in progress...\")\n", "for frame in annotated_frames:\n", " out.write(frame)\n", "\n", "# Release everything if job is finished\n", "out.release()\n", "print(\"Video writing completed.\")" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 5 }