diff --git a/(t15) Contours and Contour features and functionalities/Kiran_contoour properties sss.ipynb b/(t15) Contours and Contour features and functionalities/Kiran_contoour properties sss.ipynb new file mode 100644 index 0000000..6ebe58f --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/Kiran_contoour properties sss.ipynb @@ -0,0 +1 @@ +(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features s.ipynb diff --git a/(t15) Contours and Contour features and functionalities/Kiran_contoour properties.ipynb b/(t15) Contours and Contour features and functionalities/Kiran_contoour properties.ipynb new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/Kiran_contoour properties.ipynb @@ -0,0 +1 @@ + diff --git a/(t15) Contours and Contour features and functionalities/Kiran_contour properties.ipynb b/(t15) Contours and Contour features and functionalities/Kiran_contour properties.ipynb new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/Kiran_contour properties.ipynb @@ -0,0 +1 @@ + diff --git a/(t15) Contours and Contour features and functionalities/contoure features ss.ipynb b/(t15) Contours and Contour features and functionalities/contoure features ss.ipynb new file mode 100644 index 0000000..61c1f87 --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/contoure features ss.ipynb @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'m00': 0.0,\n", + " 'm10': 0.0,\n", + " 'm01': 0.0,\n", + " 'm20': 0.0,\n", + " 'm11': 0.0,\n", + " 'm02': 0.0,\n", + " 'm30': 0.0,\n", + " 'm21': 0.0,\n", + " 'm12': 0.0,\n", + " 'm03': 0.0,\n", + " 'mu20': 0.0,\n", + " 'mu11': 0.0,\n", + " 'mu02': 0.0,\n", + " 'mu30': 0.0,\n", + " 'mu21': 0.0,\n", + " 'mu12': 0.0,\n", + " 'mu03': 0.0,\n", + " 'nu20': 0.0,\n", + " 'nu11': 0.0,\n", + " 'nu02': 0.0,\n", + " 'nu30': 0.0,\n", + " 'nu21': 0.0,\n", + " 'nu12': 0.0,\n", + " 'nu03': 0.0}" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "M" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Aspect Ratio\n", + "It is the ratio of width to height of bounding rect of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "aspect_ratio= float(w)/h" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aspect_ratio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Extent\n", + "Extent is the ratio of contour area to bounding rectangle area." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "x,y,w,h = cv2.boundingRect(cnt)\n", + "rect_area = w*h\n", + "extent = float(area)/rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Solidity\n", + "Solidity is the ratio of contour area to its convex hull area." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "hull = cv2.convexHull(cnt)\n", + "hull_area = cv2.contourArea(hull)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Equivalent Diameter\n", + "Equivalent Diameter is the diameter of the circle whose area is same as the contour area." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "equi_diameter = np.sqrt(4*area/np.pi)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "equi_diameter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Orientation\n", + "Orientation is the angle at which object is directed. Following method also gives the Major Axis and Minor Axis lengths." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "error", + "evalue": "OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31merror\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mMA\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mangle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfitEllipse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31merror\u001b[0m: OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n" + ] + } + ], + "source": [ + "(x,y),(MA,ma),angle = cv2.fitEllipse(cnt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Mask and Pixel Points\n", + "In some cases, we may need all the points which comprises that object. It can be done as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "mask = np.zeros(img.shape,np.uint8)\n", + "cv2.drawContours(mask,[cnt],0,255,-1)\n", + "pixelpoints = np.transpose(np.nonzero(mask))\n", + "#pixelpoints = cv2.findNonZero(mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mask" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[223, 127],\n", + " [224, 127]], dtype=int64)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pixelpoints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Maximum Value, Minimum Value and their locations\n", + "We can find these parameters using a mask image." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(132.0, 141.0, (127, 223), (127, 224))" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "min_val, max_val, min_loc, max_loc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Mean Color or Mean Intensity\n", + "Here, we can find the average color of an object. Or it can be average intensity of the object in grayscale mode. We again use the same mask to do it." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "mean_val = cv2.mean(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(136.5, 0.0, 0.0, 0.0)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_val " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Extreme Points\n", + "Extreme Points means topmost, bottommost, rightmost and leftmost points of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "leftmost = tuple(cnt[cnt[:,:,0].argmin()][0])\n", + "rightmost = tuple(cnt[cnt[:,:,0].argmax()][0])\n", + "topmost = tuple(cnt[cnt[:,:,1].argmin()][0])\n", + "bottommost = tuple(cnt[cnt[:,:,1].argmax()][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "leftmost " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rightmost" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topmost" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 224)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bottommost" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features s.ipynb b/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features s.ipynb new file mode 100644 index 0000000..2f17194 --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features s.ipynb @@ -0,0 +1,5511 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 Moments :-\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image moments help you to calculate some features like center of mass of the object, area of the object \n", + "\n", + "The function cv2.moments() gives a dictionary of all moment values calculated. See below:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M= {'m00': 0.0, 'm10': 0.0, 'm01': 0.0, 'm20': 0.0, 'm11': 0.0, 'm02': 0.0, 'm30': 0.0, 'm21': 0.0, 'm12': 0.0, 'm03': 0.0, 'mu20': 0.0, 'mu11': 0.0, 'mu02': 0.0, 'mu30': 0.0, 'mu21': 0.0, 'mu12': 0.0, 'mu03': 0.0, 'nu20': 0.0, 'nu11': 0.0, 'nu02': 0.0, 'nu30': 0.0, 'nu21': 0.0, 'nu12': 0.0, 'nu03': 0.0}\n" + ] + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "print(\"M=\",M)" + ] + }, + { + "cell_type": "code", + "execution_count": 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20]],\n", + " \n", + " [[ 64, 20]],\n", + " \n", + " [[ 71, 20]],\n", + " \n", + " [[ 72, 19]],\n", + " \n", + " [[ 81, 19]],\n", + " \n", + " [[ 82, 20]],\n", + " \n", + " [[ 85, 20]],\n", + " \n", + " [[ 86, 21]],\n", + " \n", + " [[ 87, 21]],\n", + " \n", + " [[ 88, 22]],\n", + " \n", + " [[ 89, 22]],\n", + " \n", + " [[ 91, 24]],\n", + " \n", + " [[ 92, 24]],\n", + " \n", + " [[100, 32]],\n", + " \n", + " [[ 98, 30]],\n", + " \n", + " [[ 98, 29]],\n", + " \n", + " [[ 89, 20]],\n", + " \n", + " [[ 90, 19]],\n", + " \n", + " [[ 91, 19]],\n", + " \n", + " [[ 92, 20]],\n", + " \n", + " [[ 92, 19]],\n", + " \n", + " [[ 91, 18]],\n", + " \n", + " [[ 91, 10]],\n", + " \n", + " [[ 92, 9]],\n", + " \n", + " [[ 92, 6]],\n", + " \n", + " [[ 93, 5]],\n", + " \n", + " [[ 93, 2]],\n", + " \n", + " [[ 94, 1]],\n", + " \n", + " [[ 94, 0]]], dtype=int32),\n", + " array([[[65, 0]],\n", + " \n", + " [[65, 3]],\n", + " \n", + " [[66, 3]],\n", + " \n", + " [[66, 0]]], dtype=int32)],\n", + " array([[[ 1, -1, -1, -1],\n", + " [ 2, 0, -1, -1],\n", + " [ 3, 1, -1, -1],\n", + " ...,\n", + " [255, 253, -1, -1],\n", + " [256, 254, -1, -1],\n", + " [ -1, 255, -1, -1]]], dtype=int32))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contours,hierarchy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Contour Area\n", + "Contour area is given by the function cv2.contourArea() or from moments" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area = cv2.contourArea(cnt)\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Contour Perimeter\n", + "It is also called arc length. It can be found out using cv2.arcLength() function. Second argument specify whether shape is a closed contour (if passed True), or just a curve." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "perimeter = cv2.arcLength(cnt,True)\n", + "perimeter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Contour Approximation\n", + "It approximates a contour shape to another shape with less number of vertices depending upon the precision we specify. It is an implementation of Douglas-Peucker algorithm. Check the wikipedia page for algorithm and demonstration.\n", + "\n", + "To understand this, suppose you are trying to find a square in an image, but due to some problems in the image, you didn’t get a perfect square, but a “bad shape” (As shown in first image below). Now you can use this function to approximate the shape. In this, second argument is called epsilon, which is maximum distance from contour to approximated contour. It is an accuracy parameter. A wise selection of epsilon is needed to get the correct output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 223]],\n", + "\n", + " [[127, 224]]], dtype=int32)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "epsilon = 0.1*cv2.arcLength(cnt,True)\n", + "approx = cv2.approxPolyDP(cnt,epsilon,True)\n", + "epsilon\n", + "approx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Convex Hull\n", + "Convex Hull will look similar to contour approximation, but it is not (Both may provide same results in some cases). Here, cv2.convexHull() function checks a curve for convexity defects and corrects it. Generally speaking, convex curves are the curves which are always bulged out, or at-least flat. And if it is bulged inside, it is called convexity defects. For example, check the below image of hand. Red line shows the convex hull of hand. The double-sided arrow marks shows the convexity defects, which are the local maximum deviations of hull from contours." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 224]],\n", + "\n", + " [[127, 223]]], dtype=int32)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hull = cv2.convexHull(cnt)\n", + "hull" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Checking Convexity\n", + "There is a function to check if a curve is convex or not, cv2.isContourConvex(). It just return whether True or False. Not a big deal." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k = cv2.isContourConvex(cnt)\n", + "k" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Bounding Rectangle\n", + "There are two types of bounding rectangles" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.a. Straight Bounding Rectangle\n", + "It is a straight rectangle, it doesn’t consider the rotation of the object. So area of the bounding rectangle won’t be minimum. It is found by the function cv2.boundingRect().\n", + "\n", + "Let (x,y) be the top-left coordinate of the rectangle and (w,h) be its width and height." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "img = cv2.rectangle(img,(x,y),(x+w,y+h),(0,255,0),2)\n", + "x,y,w,h \n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.b. Rotated Rectangle\n", + "Here, bounding rectangle is drawn with minimum area, so it considers the rotation also. The function used is cv2.minAreaRect(). It returns a Box2D structure which contains following detals - ( top-left corner(x,y), (width, height), angle of rotation ). But to draw this rectangle, we need 4 corners of the rectangle. It is obtained by the function cv2.boxPoints()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((127.0, 223.5), (1.0, 0.0), 90.0)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect = cv2.minAreaRect(cnt)\n", + "box = cv2.boxPoints(rect)\n", + "box = np.int0(box)\n", + "img = cv2.drawContours(img,[box],0,(0,0,255),2)\n", + "rect\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[127, 223],\n", + " [127, 223],\n", + " [127, 224],\n", + " [127, 224]], dtype=int64)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Minimum Enclosing Circle\n", + "Next we find the circumcircle of an object using the function cv2.minEnclosingCircle(). It is a circle which completely covers the object with minimum area." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(x,y),radius = cv2.minEnclosingCircle(cnt)\n", + "center = (int(x),int(y))\n", + "radius = int(radius)\n", + "img = cv2.circle(img,center,radius,(0,255,0),2)\n", + "center\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "radius" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(225, 225)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Fitting a Line\n", + "Similarly we can fit a line to a set of points. Below image contains a set of white points. We can approximate a straight line to it." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "rows,cols = img.shape[:2]\n", + "[vx,vy,x,y] = cv2.fitLine(cnt, cv2.DIST_L2,0,0.01,0.01)\n", + "lefty = int((-x*vy/vx) + y)\n", + "righty = int(((cols-x)*vy/vx)+y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2905421568" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lefty" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2241978368" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "righty" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features.ipynb b/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features.ipynb new file mode 100644 index 0000000..7bdd03b --- /dev/null +++ b/(t15) Contours and Contour features and functionalities/kiran_ML_Contour Features.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 What Are Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours show distinct characteristic features of the terrain as follows: i) All points on a contour line are of the same elevation. ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall. iii) Closely spaced contour lines indicate steep slope." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + " i) All points on a contour line are of the same elevation.\n", + "\n", + "ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall\n", + "iii) Closely spaced contour lines indicate steep slope\n", + "\n", + "iv) Widely spaced contour lines indicate gentle slope\n", + "\n", + "v) Equally spaced contour lines indicate uniform slope\n", + "\n", + "vi) Closed contour lines with higher elevation towards the centre indicate hills\n", + "\n", + "vii) Closed contour lines with reducing levels towards the centre indicate pond or other depression.\n", + "\n", + "viii) Contour lines of ridge show higher elevation within the loop of the contours. Contour lines cross ridge at right angles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2 Why Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours make it possible to represent the height of mountains and steepness of slopes on a two-dimensional map surface. Topographic maps also use a variety of symbols to describe both natural and human made features such as roads, buildings, quarries, lakes, streams, and vegetation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/contoure features ss.ipynb b/contoure features ss.ipynb new file mode 100644 index 0000000..61c1f87 --- /dev/null +++ b/contoure features ss.ipynb @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'m00': 0.0,\n", + " 'm10': 0.0,\n", + " 'm01': 0.0,\n", + " 'm20': 0.0,\n", + " 'm11': 0.0,\n", + " 'm02': 0.0,\n", + " 'm30': 0.0,\n", + " 'm21': 0.0,\n", + " 'm12': 0.0,\n", + " 'm03': 0.0,\n", + " 'mu20': 0.0,\n", + " 'mu11': 0.0,\n", + " 'mu02': 0.0,\n", + " 'mu30': 0.0,\n", + " 'mu21': 0.0,\n", + " 'mu12': 0.0,\n", + " 'mu03': 0.0,\n", + " 'nu20': 0.0,\n", + " 'nu11': 0.0,\n", + " 'nu02': 0.0,\n", + " 'nu30': 0.0,\n", + " 'nu21': 0.0,\n", + " 'nu12': 0.0,\n", + " 'nu03': 0.0}" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "M" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Aspect Ratio\n", + "It is the ratio of width to height of bounding rect of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "aspect_ratio= float(w)/h" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aspect_ratio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Extent\n", + "Extent is the ratio of contour area to bounding rectangle area." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "x,y,w,h = cv2.boundingRect(cnt)\n", + "rect_area = w*h\n", + "extent = float(area)/rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Solidity\n", + "Solidity is the ratio of contour area to its convex hull area." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "hull = cv2.convexHull(cnt)\n", + "hull_area = cv2.contourArea(hull)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Equivalent Diameter\n", + "Equivalent Diameter is the diameter of the circle whose area is same as the contour area." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "equi_diameter = np.sqrt(4*area/np.pi)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "equi_diameter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Orientation\n", + "Orientation is the angle at which object is directed. Following method also gives the Major Axis and Minor Axis lengths." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "error", + "evalue": "OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31merror\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mMA\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mangle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfitEllipse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31merror\u001b[0m: OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n" + ] + } + ], + "source": [ + "(x,y),(MA,ma),angle = cv2.fitEllipse(cnt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Mask and Pixel Points\n", + "In some cases, we may need all the points which comprises that object. It can be done as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "mask = np.zeros(img.shape,np.uint8)\n", + "cv2.drawContours(mask,[cnt],0,255,-1)\n", + "pixelpoints = np.transpose(np.nonzero(mask))\n", + "#pixelpoints = cv2.findNonZero(mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mask" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[223, 127],\n", + " [224, 127]], dtype=int64)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pixelpoints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Maximum Value, Minimum Value and their locations\n", + "We can find these parameters using a mask image." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(132.0, 141.0, (127, 223), (127, 224))" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "min_val, max_val, min_loc, max_loc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Mean Color or Mean Intensity\n", + "Here, we can find the average color of an object. Or it can be average intensity of the object in grayscale mode. We again use the same mask to do it." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "mean_val = cv2.mean(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(136.5, 0.0, 0.0, 0.0)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_val " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Extreme Points\n", + "Extreme Points means topmost, bottommost, rightmost and leftmost points of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "leftmost = tuple(cnt[cnt[:,:,0].argmin()][0])\n", + "rightmost = tuple(cnt[cnt[:,:,0].argmax()][0])\n", + "topmost = tuple(cnt[cnt[:,:,1].argmin()][0])\n", + "bottommost = tuple(cnt[cnt[:,:,1].argmax()][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "leftmost " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rightmost" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topmost" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 224)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bottommost" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/intern-basics/PROJECT b/intern-basics/PROJECT new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/intern-basics/PROJECT @@ -0,0 +1 @@ + diff --git a/intern-basics/project 1.ipynb b/intern-basics/project 1.ipynb new file mode 100644 index 0000000..ddae31d --- /dev/null +++ b/intern-basics/project 1.ipynb @@ -0,0 +1,3005 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email id:-Kiranavhad886@gmail" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sueven Consultancy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 1:-Performing Analysis of Meteorological Data using Data Analytics in Python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import seaborn as sns\n", + "from matplotlib import pyplot as plt\n", + "from scipy.stats import ttest_1samp\n", + "from statsmodels.stats import weightstats as stests\n", + "from matplotlib.pylab import rcParams\n", + "from scipy import stats\n", + "import sklearn as sk\n", + "from IPython.display import display\n", + "rcParams['figure.figsize']=10,6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df=pd.read_csv(\"E:/FILM/weatherHistory.csv\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Exploration" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Formatted DateSummaryPrecip TypeTemperature (C)Apparent Temperature (C)HumidityWind Speed (km/h)Wind Bearing (degrees)Visibility (km)Pressure (millibars)Daily Summary
02006-04-01 00:00:00.000 +0200Partly Cloudyrain9.4722227.3888890.8914.119725115.82631015.13Partly cloudy throughout the day.
12006-04-01 01:00:00.000 +0200Partly Cloudyrain9.3555567.2277780.8614.264625915.82631015.63Partly cloudy throughout the day.
22006-04-01 02:00:00.000 +0200Mostly Cloudyrain9.3777789.3777780.893.928420414.95691015.94Partly cloudy throughout the day.
32006-04-01 03:00:00.000 +0200Partly Cloudyrain8.2888895.9444440.8314.103626915.82631016.41Partly cloudy throughout the day.
42006-04-01 04:00:00.000 +0200Mostly Cloudyrain8.7555566.9777780.8311.044625915.82631016.51Partly cloudy throughout the day.
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" + ], + "text/plain": [ + " Formatted Date Summary Precip Type Temperature (C) \\\n", + "0 2006-04-01 00:00:00.000 +0200 Partly Cloudy rain 9.472222 \n", + "1 2006-04-01 01:00:00.000 +0200 Partly Cloudy rain 9.355556 \n", + "2 2006-04-01 02:00:00.000 +0200 Mostly Cloudy rain 9.377778 \n", + "3 2006-04-01 03:00:00.000 +0200 Partly Cloudy rain 8.288889 \n", + "4 2006-04-01 04:00:00.000 +0200 Mostly Cloudy rain 8.755556 \n", + "\n", + " Apparent Temperature (C) Humidity Wind Speed (km/h) \\\n", + "0 7.388889 0.89 14.1197 \n", + "1 7.227778 0.86 14.2646 \n", + "2 9.377778 0.89 3.9284 \n", + "3 5.944444 0.83 14.1036 \n", + "4 6.977778 0.83 11.0446 \n", + "\n", + " Wind Bearing (degrees) Visibility (km) Pressure (millibars) \\\n", + "0 251 15.8263 1015.13 \n", + "1 259 15.8263 1015.63 \n", + "2 204 14.9569 1015.94 \n", + "3 269 15.8263 1016.41 \n", + "4 259 15.8263 1016.51 \n", + "\n", + " Daily Summary \n", + "0 Partly cloudy throughout the day. \n", + "1 Partly cloudy throughout the day. \n", + "2 Partly cloudy throughout the day. \n", + "3 Partly cloudy throughout the day. \n", + "4 Partly cloudy throughout the day. " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Formatted DateSummaryPrecip TypeTemperature (C)Apparent Temperature (C)HumidityWind Speed (km/h)Wind Bearing (degrees)Visibility (km)Pressure (millibars)Daily Summary
964482016-09-09 19:00:00.000 +0200Partly Cloudyrain26.01666726.0166670.4310.99633116.10001014.36Partly cloudy starting in the morning.
964492016-09-09 20:00:00.000 +0200Partly Cloudyrain24.58333324.5833330.4810.09472015.55261015.16Partly cloudy starting in the morning.
964502016-09-09 21:00:00.000 +0200Partly Cloudyrain22.03888922.0388890.568.98383016.10001015.66Partly cloudy starting in the morning.
964512016-09-09 22:00:00.000 +0200Partly Cloudyrain21.52222221.5222220.6010.52942016.10001015.95Partly cloudy starting in the morning.
964522016-09-09 23:00:00.000 +0200Partly Cloudyrain20.43888920.4388890.615.87653915.52041016.16Partly cloudy starting in the morning.
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" + ], + "text/plain": [ + " Formatted Date Summary Precip Type \\\n", + "96448 2016-09-09 19:00:00.000 +0200 Partly Cloudy rain \n", + "96449 2016-09-09 20:00:00.000 +0200 Partly Cloudy rain \n", + "96450 2016-09-09 21:00:00.000 +0200 Partly Cloudy rain \n", + "96451 2016-09-09 22:00:00.000 +0200 Partly Cloudy rain \n", + "96452 2016-09-09 23:00:00.000 +0200 Partly Cloudy rain \n", + "\n", + " Temperature (C) Apparent Temperature (C) Humidity Wind Speed (km/h) \\\n", + "96448 26.016667 26.016667 0.43 10.9963 \n", + "96449 24.583333 24.583333 0.48 10.0947 \n", + "96450 22.038889 22.038889 0.56 8.9838 \n", + "96451 21.522222 21.522222 0.60 10.5294 \n", + "96452 20.438889 20.438889 0.61 5.8765 \n", + "\n", + " Wind Bearing (degrees) Visibility (km) Pressure (millibars) \\\n", + "96448 31 16.1000 1014.36 \n", + "96449 20 15.5526 1015.16 \n", + "96450 30 16.1000 1015.66 \n", + "96451 20 16.1000 1015.95 \n", + "96452 39 15.5204 1016.16 \n", + "\n", + " Daily Summary \n", + "96448 Partly cloudy starting in the morning. \n", + "96449 Partly cloudy starting in the morning. \n", + "96450 Partly cloudy starting in the morning. \n", + "96451 Partly cloudy starting in the morning. \n", + "96452 Partly cloudy starting in the morning. " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(96453, 11)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Formatted Date', 'Summary', 'Precip Type', 'Temperature (C)',\n", + " 'Apparent Temperature (C)', 'Humidity', 'Wind Speed (km/h)',\n", + " 'Wind Bearing (degrees)', 'Visibility (km)', 'Pressure (millibars)',\n", + " 'Daily Summary'],\n", + " dtype='object')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Temperature (C)Apparent Temperature (C)HumidityWind Speed (km/h)Wind Bearing (degrees)Visibility (km)Pressure (millibars)
count96453.00000096453.00000096453.00000096453.00000096453.00000096453.00000096453.000000
mean11.93267810.8550290.73489910.810640187.50923210.3473251003.235956
std9.55154610.6968470.1954736.913571107.3834284.192123116.969906
min-21.822222-27.7166670.0000000.0000000.0000000.0000000.000000
25%4.6888892.3111110.6000005.828200116.0000008.3398001011.900000
50%12.00000012.0000000.7800009.965900180.00000010.0464001016.450000
75%18.83888918.8388890.89000014.135800290.00000014.8120001021.090000
max39.90555639.3444441.00000063.852600359.00000016.1000001046.380000
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" + ], + "text/plain": [ + " Temperature (C) Apparent Temperature (C) Humidity \\\n", + "count 96453.000000 96453.000000 96453.000000 \n", + "mean 11.932678 10.855029 0.734899 \n", + "std 9.551546 10.696847 0.195473 \n", + "min -21.822222 -27.716667 0.000000 \n", + "25% 4.688889 2.311111 0.600000 \n", + "50% 12.000000 12.000000 0.780000 \n", + "75% 18.838889 18.838889 0.890000 \n", + "max 39.905556 39.344444 1.000000 \n", + "\n", + " Wind Speed (km/h) Wind Bearing (degrees) Visibility (km) \\\n", + "count 96453.000000 96453.000000 96453.000000 \n", + "mean 10.810640 187.509232 10.347325 \n", + "std 6.913571 107.383428 4.192123 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 5.828200 116.000000 8.339800 \n", + "50% 9.965900 180.000000 10.046400 \n", + "75% 14.135800 290.000000 14.812000 \n", + "max 63.852600 359.000000 16.100000 \n", + "\n", + " Pressure (millibars) \n", + "count 96453.000000 \n", + "mean 1003.235956 \n", + "std 116.969906 \n", + "min 0.000000 \n", + "25% 1011.900000 \n", + "50% 1016.450000 \n", + "75% 1021.090000 \n", + "max 1046.380000 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Temperature (C) 91.232037\n", + "Apparent Temperature (C) 114.422544\n", + "Humidity 0.038210\n", + "Wind Speed (km/h) 47.797464\n", + "Wind Bearing (degrees) 11531.200691\n", + "Visibility (km) 17.573897\n", + "Pressure (millibars) 13681.958835\n", + "dtype: float64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.var()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Temperature (C) 9.551546\n", + "Apparent Temperature (C) 10.696847\n", + "Humidity 0.195473\n", + "Wind Speed (km/h) 6.913571\n", + "Wind Bearing (degrees) 107.383428\n", + "Visibility (km) 4.192123\n", + "Pressure (millibars) 116.969906\n", + "dtype: float64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.kurtosis" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 96453 entries, 0 to 96452\n", + "Data columns (total 11 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Formatted Date 96453 non-null object \n", + " 1 Summary 96453 non-null object \n", + " 2 Precip Type 95936 non-null object \n", + " 3 Temperature (C) 96453 non-null float64\n", + " 4 Apparent Temperature (C) 96453 non-null float64\n", + " 5 Humidity 96453 non-null float64\n", + " 6 Wind Speed (km/h) 96453 non-null float64\n", + " 7 Wind Bearing (degrees) 96453 non-null int64 \n", + " 8 Visibility (km) 96453 non-null float64\n", + " 9 Pressure (millibars) 96453 non-null float64\n", + " 10 Daily Summary 96453 non-null object \n", + "dtypes: float64(6), int64(1), object(4)\n", + "memory usage: 8.1+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Formatted Date 96453\n", + "Summary 96453\n", + "Precip Type 95936\n", + "Temperature (C) 96453\n", + "Apparent Temperature (C) 96453\n", + "Humidity 96453\n", + "Wind Speed (km/h) 96453\n", + "Wind Bearing (degrees) 96453\n", + "Visibility (km) 96453\n", + "Pressure (millibars) 96453\n", + "Daily Summary 96453\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": 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7.42210e+00, 6.15020e+00, 2.41500e+00,\n", + " 9.37020e+00, 3.54200e-01, 2.81750e+00, 4.70120e+00, 4.55630e+00,\n", + " 1.00947e+01, 8.90330e+00, 7.29330e+00, 2.64040e+00, 1.06421e+01,\n", + " 8.51690e+00, 9.38630e+00, 9.24140e+00, 1.10929e+01, 5.16810e+00,\n", + " 7.16450e+00, 8.01780e+00, 2.91410e+00, 1.43290e+00, 7.93730e+00,\n", + " 5.95700e-01, 2.27010e+00, 7.45430e+00, 1.44900e+01, 8.85500e+00,\n", + " 1.01752e+01, 1.55043e+01, 1.54560e+01, 1.54238e+01, 5.02320e+00,\n", + " 9.66000e+00, 4.25040e+00, 1.34435e+01, 1.34757e+01, 1.07065e+01,\n", + " 1.04650e+00, 1.43451e+01, 1.15437e+01, 1.55204e+01, 4.54020e+00,\n", + " 1.14954e+01, 1.51179e+01, 1.56653e+01, 1.50535e+01, 9.17700e+00,\n", + " 5.77990e+00, 7.79240e+00, 9.06430e+00, 6.60100e+00, 6.52050e+00,\n", + " 6.10190e+00, 6.45610e+00, 7.30940e+00, 2.18960e+00, 2.84970e+00,\n", + " 9.12870e+00, 7.67970e+00, 1.40070e+00, 7.40600e+00, 1.69050e+00,\n", + " 3.59030e+00, 3.54200e+00, 5.58670e+00, 5.31300e-01, 1.52950e+00,\n", + " 1.30893e+01, 1.98030e+00, 1.39587e+01, 1.19140e+01, 8.06610e+00,\n", + " 9.35410e+00, 9.33800e+00, 1.16403e+01, 1.03040e+01, 7.01960e+00,\n", + " 1.35401e+01, 1.53916e+01, 1.54077e+01, 1.43290e+01, 3.73520e+00,\n", + " 6.21460e+00, 4.16990e+00, 8.16270e+00, 5.15200e+00, 7.56700e+00,\n", + " 9.20920e+00, 9.09650e+00, 6.61710e+00, 1.67440e+00, 1.56814e+01,\n", + " 1.43934e+01, 1.15115e+01, 1.21877e+01, 1.49730e+01, 1.57136e+01,\n", + " 1.52789e+01, 1.59068e+01, 8.82280e+00, 2.28620e+00, 5.20030e+00,\n", + " 1.32664e+01, 7.38990e+00, 1.12700e+00, 2.22180e+00, 1.13827e+01,\n", + " 6.63320e+00, 2.04470e+00, 3.70300e-01, 4.99100e-01, 2.09300e+00,\n", + " 5.36130e+00, 1.96420e+00, 2.78530e+00, 2.23790e+00, 2.67260e+00,\n", + " 3.79960e+00, 2.80140e+00, 2.51160e+00, 5.45790e+00, 3.99280e+00,\n", + " 2.70480e+00, 3.02680e+00, 5.98920e+00, 2.76920e+00, 1.48120e+00,\n", + " 1.13666e+01, 7.19670e+00, 7.95340e+00, 7.48650e+00, 2.25400e+00,\n", + " 1.38621e+01, 9.16090e+00, 1.01591e+01, 9.66000e-02, 7.32550e+00,\n", + " 5.61890e+00, 9.99810e+00, 1.01430e+01, 6.92300e+00, 1.14149e+01,\n", + " 8.87110e+00, 1.44417e+01, 5.29690e+00, 2.43110e+00, 1.22682e+01,\n", + " 1.24775e+01, 8.67790e+00, 9.46680e+00, 1.17369e+01, 1.03362e+01,\n", + " 4.63680e+00, 4.13770e+00, 5.00710e+00, 9.77270e+00, 7.43820e+00,\n", + " 5.55450e+00, 1.46671e+01, 1.45383e+01, 7.34160e+00, 4.86220e+00,\n", + " 6.66540e+00, 1.99640e+00, 8.88720e+00, 9.25750e+00, 8.59740e+00,\n", + " 1.02396e+01, 1.33630e+01, 1.35240e+01, 1.41841e+01, 2.25400e-01,\n", + " 7.85680e+00, 5.63500e+00, 1.42807e+01, 1.39265e+01, 1.16242e+01,\n", + " 1.06904e+01, 6.95520e+00, 2.57600e-01, 1.20750e+00, 9.72440e+00,\n", + " 8.83890e+00, 6.97130e+00, 1.54882e+01, 1.14632e+01, 1.11734e+01,\n", + " 9.30580e+00, 4.10550e+00, 1.55687e+01, 1.21555e+01, 1.22843e+01,\n", + " 1.25097e+01, 1.26063e+01, 1.37494e+01, 1.38460e+01, 9.88540e+00,\n", + " 8.77450e+00, 1.58424e+01, 6.71370e+00, 8.37200e+00, 1.47798e+01,\n", + " 4.65290e+00, 3.68690e+00, 1.19140e+00, 1.32503e+01, 1.28478e+01,\n", + " 7.58310e+00, 8.03390e+00, 1.10124e+01, 6.50440e+00, 1.31537e+01,\n", + " 1.13022e+01, 8.66180e+00, 1.07870e+00, 1.46510e+01, 7.50260e+00,\n", + " 1.37816e+01, 5.79600e-01, 1.51340e+01, 1.27029e+01, 1.26868e+01,\n", + " 1.18818e+01, 1.13344e+01, 1.36367e+01, 1.02235e+01, 8.69400e+00,\n", + " 1.20106e+01, 1.51823e+01, 1.20750e+01, 1.31376e+01, 1.32342e+01,\n", + " 7.92120e+00, 1.19945e+01, 1.31698e+01, 6.44000e-02, 1.05616e+01,\n", + " 1.09319e+01, 7.84070e+00, 8.58130e+00, 9.08040e+00, 1.33630e+00,\n", + " 1.04650e+01, 3.31660e+00, 9.04820e+00, 1.15598e+01, 1.02879e+01,\n", + " 1.05133e+01, 7.10010e+00, 1.21233e+01, 1.38299e+01, 1.00142e+01,\n", + " 7.22890e+00, 6.76200e+00, 1.34113e+01, 8.79060e+00, 1.29927e+01,\n", + " 8.99990e+00, 1.03040e+00, 1.46188e+01, 1.42968e+01, 1.03201e+01,\n", + " 1.30088e+01, 8.72620e+00, 5.49010e+00, 1.18335e+01, 1.42002e+01,\n", + " 1.17852e+01, 1.11090e+01, 1.06099e+01, 6.39170e+00, 6.37560e+00,\n", + " 1.25580e+01, 1.41519e+01, 1.51662e+01, 1.22199e+01, 5.05540e+00,\n", + " 6.68150e+00, 6.81030e+00, 6.42390e+00, 5.37740e+00, 1.36689e+01,\n", + " 7.24500e+00, 1.43129e+01, 6.44000e+00, 6.32730e+00, 3.38100e+00,\n", + " 6.55270e+00, 1.38782e+01, 8.24320e+00, 1.24614e+01, 1.40714e+01,\n", + " 2.39890e+00, 1.35562e+01, 1.21394e+01, 1.52145e+01, 4.97490e+00,\n", + " 8.69400e-01, 1.34918e+01, 8.95160e+00, 9.03210e+00, 1.14310e+01,\n", + " 7.76020e+00, 1.00786e+01, 5.94090e+00, 8.38810e+00, 1.34274e+01,\n", + " 1.37977e+01, 6.27900e+00, 1.09963e+01, 1.31215e+01, 8.21100e+00,\n", + " 9.96590e+00, 1.04328e+01, 1.26707e+01, 1.46993e+01, 1.37655e+01,\n", + " 1.42485e+01, 8.43640e+00, 1.43773e+01, 1.30249e+01, 1.28317e+01,\n", + " 1.48603e+01, 1.32020e+01, 8.29150e+00, 1.59229e+01, 8.98380e+00,\n", + " 1.28800e-01, 1.22521e+01, 1.50213e+01, 1.28156e+01, 1.45061e+01,\n", + " 1.12217e+01, 1.57780e+01, 1.57941e+01, 1.53433e+01, 1.42646e+01,\n", + " 6.56880e+00, 1.48281e+01, 1.40392e+01, 1.41358e+01, 1.59551e+01,\n", + " 1.17691e+01, 1.49891e+01, 1.58585e+01, 1.51984e+01, 1.50857e+01,\n", + " 1.23809e+01, 1.19623e+01, 1.27673e+01, 1.21716e+01, 1.26385e+01,\n", + " 1.18174e+01, 1.30410e+01, 1.30732e+01, 1.40070e+01, 8.27540e+00,\n", + " 1.25741e+01, 1.56170e+01, 1.60195e+01, 1.45544e+01, 1.22360e+01,\n", + " 1.23970e+01, 8.56520e+00, 1.24936e+01, 1.25419e+01, 9.22530e+00,\n", + " 7.47040e+00, 1.31859e+01, 8.50080e+00, 1.35723e+01, 1.39909e+01,\n", + " 1.41197e+01, 1.34596e+01, 1.01269e+01, 8.45250e+00, 8.48470e+00,\n", + " 8.40420e+00, 8.53300e+00, 9.91760e+00, 5.71550e+00, 8.80670e+00,\n", + " 1.14793e+01, 1.06260e+01, 1.24131e+01, 1.08675e+01, 1.23326e+01,\n", + " 1.17208e+01, 1.52306e+01, 1.52950e+01, 1.53272e+01, 1.57619e+01,\n", + " 1.58102e+01, 1.59390e+01, 1.59873e+01, 1.60839e+01])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Visibility (km)'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1015.13, 1015.63, 1015.94, ..., 998.11, 998.52, 997.59])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Pressure (millibars)'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Partly cloudy throughout the day.',\n", + " 'Mostly cloudy throughout the day.', 'Foggy in the evening.',\n", + " 'Foggy overnight and breezy in the morning.',\n", + " 'Overcast throughout the day.', 'Partly cloudy until night.',\n", + " 'Mostly cloudy until night.',\n", + " 'Foggy starting overnight continuing until morning.',\n", + " 'Foggy in the morning.', 'Partly cloudy until evening.',\n", + " 'Partly cloudy starting in the morning.',\n", + " 'Mostly cloudy starting overnight continuing until night.',\n", + " 'Mostly cloudy until evening.',\n", + " 'Partly cloudy starting in the morning continuing until evening.',\n", + " 'Partly cloudy starting in the afternoon.',\n", + " 'Partly cloudy starting overnight.',\n", + " 'Partly cloudy until morning.',\n", + " 'Partly cloudy starting overnight continuing until night.',\n", + " 'Partly cloudy starting in the afternoon continuing until night.',\n", + " 'Mostly cloudy starting overnight.',\n", + " 'Partly cloudy until afternoon.',\n", + " 'Mostly cloudy until night and breezy in the afternoon.',\n", + " 'Foggy starting in the evening.', 'Foggy throughout the day.',\n", + " 'Foggy starting in the evening continuing until night.',\n", + " 'Mostly cloudy until morning.',\n", + " 'Foggy starting in the morning continuing until evening.',\n", + " 'Foggy starting overnight continuing until afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until afternoon.',\n", + " 'Foggy starting overnight.', 'Foggy until morning.',\n", + " 'Foggy starting overnight continuing until evening.',\n", + " 'Foggy starting in the afternoon.',\n", + " 'Partly cloudy starting overnight continuing until afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until night.',\n", + " 'Overcast until night.',\n", + " 'Mostly cloudy starting overnight continuing until evening.',\n", + " 'Foggy overnight.', 'Partly cloudy in the morning.',\n", + " 'Mostly cloudy starting in the morning.',\n", + " 'Foggy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy until afternoon.',\n", + " 'Foggy starting overnight continuing until night.',\n", + " 'Mostly cloudy throughout the day and breezy in the evening.',\n", + " 'Foggy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy in the afternoon.', 'Clear throughout the day.',\n", + " 'Partly cloudy starting in the afternoon continuing until evening.',\n", + " 'Partly cloudy overnight.', 'Overcast until evening.',\n", + " 'Foggy in the morning and breezy starting in the afternoon continuing until night.',\n", + " 'Breezy starting overnight continuing until afternoon and foggy starting in the morning continuing until evening.',\n", + " 'Partly cloudy starting overnight continuing until morning.',\n", + " 'Mostly cloudy throughout the day and breezy in the afternoon.',\n", + " 'Mostly cloudy starting overnight and breezy in the afternoon.',\n", + " 'Partly cloudy throughout the day and breezy starting in the morning continuing until night.',\n", + " 'Mostly cloudy throughout the day and breezy in the morning.',\n", + " 'Partly cloudy starting in the evening continuing until night.',\n", + " 'Mostly cloudy until night and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until evening and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy throughout the day and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy throughout the day and breezy starting in the morning continuing until evening.',\n", + " 'Foggy until afternoon.',\n", + " 'Overcast until night and breezy overnight.',\n", + " 'Breezy until morning and mostly cloudy throughout the day.',\n", + " 'Mostly cloudy starting in the morning continuing until night.',\n", + " 'Breezy starting overnight continuing until morning and partly cloudy starting overnight continuing until evening.',\n", + " 'Partly cloudy in the evening.',\n", + " 'Mostly cloudy starting overnight continuing until afternoon.',\n", + " 'Mostly cloudy starting in the morning continuing until afternoon.',\n", + " 'Mostly cloudy starting in the afternoon.',\n", + " 'Mostly cloudy starting in the morning continuing until evening.',\n", + " 'Partly cloudy starting overnight continuing until afternoon and breezy in the afternoon.',\n", + " 'Partly cloudy starting overnight and breezy in the afternoon.',\n", + " 'Mostly cloudy starting in the morning and breezy in the evening.',\n", + " 'Foggy starting in the afternoon continuing until night.',\n", + " 'Foggy until night.',\n", + " 'Foggy starting in the morning continuing until night.',\n", + " 'Foggy until evening.', 'Foggy starting in the morning.',\n", + " 'Partly cloudy starting overnight continuing until evening.',\n", + " 'Partly cloudy starting overnight continuing until evening and breezy starting in the morning continuing until evening.',\n", + " 'Breezy starting overnight continuing until morning and foggy in the evening.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the morning continuing until evening.',\n", + " 'Partly cloudy until evening and breezy starting in the morning continuing until afternoon.',\n", + " 'Mostly cloudy starting in the afternoon continuing until night.',\n", + " 'Breezy starting overnight continuing until afternoon and mostly cloudy starting overnight continuing until evening.',\n", + " 'Mostly cloudy throughout the day and windy starting in the morning continuing until evening.',\n", + " 'Breezy and partly cloudy in the afternoon.',\n", + " 'Mostly cloudy starting overnight and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy until night and breezy starting in the morning continuing until afternoon.',\n", + " 'Breezy and mostly cloudy overnight.',\n", + " 'Mostly cloudy throughout the day and breezy overnight.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy throughout the day and breezy in the morning.',\n", + " 'Partly cloudy starting in the morning continuing until evening and breezy starting in the afternoon continuing until evening.',\n", + " 'Partly cloudy throughout the day and breezy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy starting overnight and breezy in the morning.',\n", + " 'Partly cloudy starting in the afternoon and breezy in the afternoon.',\n", + " 'Partly cloudy starting in the morning and breezy in the evening.',\n", + " 'Partly cloudy until evening and breezy in the morning.',\n", + " 'Partly cloudy starting overnight continuing until evening and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy starting overnight continuing until evening and breezy in the evening.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the evening.',\n", + " 'Mostly cloudy throughout the day and windy starting in the morning continuing until night.',\n", + " 'Breezy starting overnight continuing until morning and partly cloudy starting in the morning.',\n", + " 'Mostly cloudy starting in the morning and breezy overnight.',\n", + " 'Overcast throughout the day and breezy starting overnight continuing until morning.',\n", + " 'Partly cloudy throughout the day and breezy in the evening.',\n", + " 'Mostly cloudy until evening and breezy starting in the morning continuing until afternoon.',\n", + " 'Mostly cloudy until night and breezy in the evening.',\n", + " 'Partly cloudy starting in the evening.',\n", + " 'Overcast starting in the morning.',\n", + " 'Mostly cloudy starting overnight continuing until evening and breezy starting overnight continuing until morning.',\n", + " 'Partly cloudy starting overnight continuing until morning and breezy starting in the morning continuing until afternoon.',\n", + " 'Partly cloudy until evening and breezy starting in the morning continuing until evening.',\n", + " 'Breezy starting in the morning continuing until afternoon and partly cloudy starting in the morning.',\n", + " 'Partly cloudy starting in the morning and breezy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy starting overnight continuing until morning.',\n", + " 'Mostly cloudy throughout the day and breezy starting overnight continuing until afternoon.',\n", + " 'Breezy starting overnight continuing until morning and foggy overnight.',\n", + " 'Mostly cloudy throughout the day and breezy starting overnight continuing until morning.',\n", + " 'Overcast throughout the day and breezy in the morning.',\n", + " 'Overcast throughout the day and breezy in the evening.',\n", + " 'Mostly cloudy starting in the morning continuing until night and breezy in the afternoon.',\n", + " 'Mostly cloudy until night and breezy starting in the evening continuing until night.',\n", + " 'Partly cloudy until night and breezy in the morning.',\n", + " 'Partly cloudy until evening and breezy overnight.',\n", + " 'Partly cloudy starting overnight continuing until night and windy starting in the morning continuing until afternoon.',\n", + " 'Breezy starting in the morning continuing until afternoon and mostly cloudy starting in the morning.',\n", + " 'Foggy starting overnight continuing until morning and breezy starting in the evening.',\n", + " 'Mostly cloudy until night and breezy starting in the afternoon.',\n", + " 'Foggy in the afternoon.',\n", + " 'Mostly cloudy until night and breezy starting in the afternoon continuing until night.',\n", + " 'Foggy starting overnight continuing until morning and breezy starting in the evening continuing until night.',\n", + " 'Breezy until afternoon and mostly cloudy throughout the day.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the morning continuing until night.',\n", + " 'Partly cloudy starting overnight continuing until evening and breezy in the morning.',\n", + " 'Mostly cloudy starting in the morning and breezy in the afternoon.',\n", + " 'Mostly cloudy starting overnight continuing until night and breezy starting in the morning continuing until evening.',\n", + " 'Foggy starting overnight continuing until morning and breezy starting in the morning continuing until afternoon.',\n", + " 'Mostly cloudy until evening and windy starting in the morning continuing until afternoon.',\n", + " 'Foggy starting overnight continuing until afternoon and breezy in the morning.',\n", + " 'Foggy starting in the morning continuing until afternoon and breezy starting in the evening.',\n", + " 'Partly cloudy starting overnight and breezy starting in the morning continuing until afternoon.',\n", + " 'Foggy starting overnight continuing until morning and breezy in the afternoon.',\n", + " 'Mostly cloudy starting overnight and breezy starting in the afternoon continuing until evening.',\n", + " 'Overcast throughout the day and breezy starting overnight continuing until afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until evening and breezy in the afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until night and breezy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy until night and breezy starting in the evening.',\n", + " 'Breezy in the morning and mostly cloudy starting in the morning.',\n", + " 'Mostly cloudy until night and breezy starting in the morning continuing until evening.',\n", + " 'Partly cloudy starting overnight continuing until evening and windy starting in the morning continuing until evening.',\n", + " 'Breezy in the morning and partly cloudy starting in the evening continuing until night.',\n", + " 'Partly cloudy overnight and breezy starting in the morning continuing until afternoon.',\n", + " 'Light rain in the morning.', 'Light rain until morning.',\n", + " 'Light rain in the morning and afternoon.',\n", + " 'Partly cloudy starting in the morning continuing until night and breezy starting in the morning continuing until afternoon.',\n", + " 'Breezy starting in the afternoon continuing until night and mostly cloudy starting in the evening.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the evening continuing until night.',\n", + " 'Foggy starting in the afternoon and breezy starting in the afternoon continuing until evening.',\n", + " 'Breezy and foggy until morning.',\n", + " 'Mostly cloudy until night and breezy starting overnight continuing until morning.',\n", + " 'Partly cloudy starting overnight continuing until night and breezy in the morning.',\n", + " 'Partly cloudy starting overnight continuing until night and breezy in the afternoon.',\n", + " 'Mostly cloudy starting in the morning and breezy starting in the afternoon continuing until evening.',\n", + " 'Partly cloudy starting overnight and breezy starting in the evening.',\n", + " 'Breezy overnight and overcast throughout the day.',\n", + " 'Partly cloudy until night and breezy in the afternoon.',\n", + " 'Mostly cloudy starting overnight and breezy starting in the evening.',\n", + " 'Breezy overnight and partly cloudy until evening.',\n", + " 'Mostly cloudy starting in the evening.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the afternoon.',\n", + " 'Mostly cloudy throughout the day and breezy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy until night and windy starting in the morning continuing until afternoon.',\n", + " 'Breezy and foggy starting in the evening.',\n", + " 'Breezy overnight and partly cloudy throughout the day.',\n", + " 'Overcast throughout the day and breezy starting in the evening.',\n", + " 'Breezy until evening and foggy in the morning.',\n", + " 'Breezy overnight and mostly cloudy throughout the day.',\n", + " 'Partly cloudy until evening and breezy in the afternoon.',\n", + " 'Partly cloudy starting in the morning and breezy starting in the morning continuing until afternoon.',\n", + " 'Mostly cloudy until evening and breezy in the evening.',\n", + " 'Windy in the afternoon.', 'Overcast until morning.',\n", + " 'Mostly cloudy overnight.',\n", + " 'Foggy starting in the morning continuing until evening and breezy in the evening.',\n", + " 'Breezy starting overnight continuing until morning.',\n", + " 'Breezy starting in the afternoon continuing until evening and foggy starting in the evening.',\n", + " 'Mostly cloudy until night and breezy overnight.',\n", + " 'Mostly cloudy starting in the morning and windy in the evening.',\n", + " 'Partly cloudy throughout the day and windy starting in the morning continuing until afternoon.',\n", + " 'Breezy until afternoon and overcast throughout the day.',\n", + " 'Breezy in the morning and foggy in the evening.',\n", + " 'Breezy starting in the afternoon continuing until evening and foggy in the evening.',\n", + " 'Breezy starting in the morning continuing until night.',\n", + " 'Breezy in the morning and mostly cloudy starting in the evening.',\n", + " 'Mostly cloudy until evening and breezy in the afternoon.',\n", + " 'Mostly cloudy until night and breezy starting in the afternoon continuing until evening.',\n", + " 'Mostly cloudy until evening and breezy starting overnight continuing until morning.',\n", + " 'Overcast throughout the day and breezy in the afternoon.',\n", + " 'Overcast throughout the day and breezy starting in the morning continuing until evening.',\n", + " 'Overcast throughout the day and breezy overnight.',\n", + " 'Overcast starting in the afternoon.',\n", + " 'Partly cloudy throughout the day and breezy in the afternoon.',\n", + " 'Light rain starting overnight.',\n", + " 'Drizzle starting in the evening.', 'Drizzle until morning.',\n", + " 'Rain throughout the day.', 'Rain until morning.',\n", + " 'Light rain overnight.', 'Rain until afternoon.'], dtype=object)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Daily Summary'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Formatted DateApparent Temperature (C)HumidityDaily Summary
02006-04-01 00:00:00.000 +02007.3888890.89Partly cloudy throughout the day.
12006-04-01 01:00:00.000 +02007.2277780.86Partly cloudy throughout the day.
22006-04-01 02:00:00.000 +02009.3777780.89Partly cloudy throughout the day.
32006-04-01 03:00:00.000 +02005.9444440.83Partly cloudy throughout the day.
42006-04-01 04:00:00.000 +02006.9777780.83Partly cloudy throughout the day.
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" + ], + "text/plain": [ + " Formatted Date Apparent Temperature (C) Humidity \\\n", + "0 2006-04-01 00:00:00.000 +0200 7.388889 0.89 \n", + "1 2006-04-01 01:00:00.000 +0200 7.227778 0.86 \n", + "2 2006-04-01 02:00:00.000 +0200 9.377778 0.89 \n", + "3 2006-04-01 03:00:00.000 +0200 5.944444 0.83 \n", + "4 2006-04-01 04:00:00.000 +0200 6.977778 0.83 \n", + "\n", + " Daily Summary \n", + "0 Partly cloudy throughout the day. \n", + "1 Partly cloudy throughout the day. \n", + "2 Partly cloudy throughout the day. \n", + "3 Partly cloudy throughout the day. \n", + "4 Partly cloudy throughout the day. " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "titles_required=['Formatted Date','Apparent Temperature (C)','Humidity', 'Daily Summary']\n", + "df1=df[titles_required]\n", + "df1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":1: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " df1['Formatted Date']=pd.to_datetime(df1['Formatted Date'],utc=True)\n" + ] + } + ], + "source": [ + "df1['Formatted Date']=pd.to_datetime(df1['Formatted Date'],utc=True)\n", + "df2=df1.set_index('Formatted Date')\n", + "df2=df2.resample('MS').mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Apparent Temperature (C)Humidity
Formatted Date
2005-12-01 00:00:00+00:00-4.0500000.890000
2006-01-01 00:00:00+00:00-4.1737080.834610
2006-02-01 00:00:00+00:00-2.9907160.843467
2006-03-01 00:00:00+00:001.9697800.778737
2006-04-01 00:00:00+00:0012.0988270.728625
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" + ], + "text/plain": [ + " Apparent Temperature (C) Humidity\n", + "Formatted Date \n", + "2005-12-01 00:00:00+00:00 -4.050000 0.890000\n", + "2006-01-01 00:00:00+00:00 -4.173708 0.834610\n", + "2006-02-01 00:00:00+00:00 -2.990716 0.843467\n", + "2006-03-01 00:00:00+00:00 1.969780 0.778737\n", + "2006-04-01 00:00:00+00:00 12.098827 0.728625" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,6))\n", + "plt.title(\"variation in Apparent Temprature and Humidity with Time\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Apparent Temprature And Humidity\")\n", + "plt.plot(df2)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df_april=df2[df2.index.month==4]\n", + "plt.figure(figsize=(14,6))\n", + "plt.title(\"variation in Apparent Temprature and Humidity with Time\")\n", + "plt.xlabel(\"Time\")\n", + "plt.ylabel(\"Apparent Temprature And Humidity\")\n", + "plt.plot(df_april)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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nLunAqelZrG9rqOh3b97AwJZu3PLkSRyftjGwpRtPHp3CNWubI/UP9hXwnReK+Lt/G0Vv3sDuvgL+/j9O41+OTEceq3U9um01ZmwP1+89ktjWnv4CTA70/8/k8/90bQ9aTI7rlDGJ8TNc+f3KOVwKN3XOhCRdf+/aHtgeAt325g3suqobOZ3h/Y8cxR8Xcvj077fjuy8U8bGNbZi2XJQcD0cnZvH7K3KYLLtoy3CUGDA66+GGfUfwx4Ucbr60AyXHxdhsGKO2rmvC//m2LrxPmed/vq4HnLGKOKVqWerzpjd3BHO+u6+AO54+hYdenqzQg7T/6uYVGC+7uPHRcGxSK1968mSFvmW5Wy/vws+PTuIPe5rm1PZ3/bidpOs9/QVkuIi1aqxQ19s9z43gr9/WhX86WET/ujx2/PBYpL3blTHK9q5bm8cbGg10G0vjBuViwDjHMcvA76Yc7Hz8VazK6fjmu1biA48IbXzjHV2RGKzGcHUPv/XyrgpNPPrKBM5v1bG+raEiBj95dBIbO3O457kR/PlbOiLz++i2Ao5PoaLModEZ/MkPjgfPV+QYXiw6eOSV8YocYXdfAT/39we1np/esBonZ7yKuh99ZQJ5kyXuF2pfb3pzB1Y0cAyXXOx9Obnd775QxJ9saMVXfiE0+o13dAX1xvOKYCwNDO/cHcaf7/v7UTx210u+oWcyfp4XzZeymocXSyKurcrp2HXVGzDqAScVfck9qewyDI1Hj++6qhv/cbJyX1f3UBmPtp3Xgg8/Fsa4gS3dWJHT8N/3j+K95+XRkdXwxkbgRSUfVOf80pWNFeVX5jR86cmTQey598pu/OBwpQ4G+wroyjIcnxb793/fsgouDBRnvdQcoslg+Ny/ngjyiCaD4f/9z1F8/i3tmHG8Cp2p493QkuzvC5rEVchvJnnFudb22nqzaC0S1/HWdU3467d1VeRkLRmGz/yvcO5uefIk/vdLWiKxLx431T3vr97aiXwsV3tk62pMlF18UNmn772yO8hFk/TfnuUVeYLcL9+ztgmXrAjLybiUpMf7r+5Ba5ZH8mEZg7tymWCfVssM9hXQkmH4wk8qc4iBLd1o1Bm++qthfHXzChRn3Uhu9cA1Pfj8T04E+UGDznDtg68GedYNfry4c/OKSDyQY+vIaoFdfB3f9JNTgY/uSLFNypM+d0kHfnB4vGre9YZGDatz9R2TN7QwbHzg1Yq9KUmvMrZesyZfMfe3P30Kx6edijlSY9lHLmqN5BF3vn0Fjk+JGK/OdXwON/c04fwWDtt1cXiicv8eni6jM2fijc0ujkzDz2fCPuzpL+DCPEOjFn39QZZfk2fIZjI4NO5VXN+aGsOr4zNY357Bykxy+Q0tGVgAXh53cf3eI/jlB1en2tWDVgiCOPukx+TkOHE27WupL8vNfqF11zu15Ptas6+lviyGfZyz+snJSy65BLfddhu2b98OAHj22Wdx9dVX48SJE9A07Ww1uyCmpqawZs0aPPXUUzj//PMBAJ/61KfQ3d2NL3/5y1XLFlkDgPBTA/PB9YCS4yGns8ixpPLTtoesxoJzrgf8+vQs1raYeGWsjI0dGbxz9xB+fEPvvPqwf2QWGzsyQT2f+dFx/PiGXrxz9xC+/o6VyGgsOKb2S7xrm8H1gHcPDuGRratx3UOvBmU2dmSwf0SIbW2LiWsf/C1+tL0XnCE4vrEjExlXTmd4524hWgDY01/An//kRNA2gGBs79wdtintAeDwx88PxiX5zI+OR8ai2vfmDTx5w2rY/qcy1fb3f3Qdrnvo1cCX7x4U517eeX7wWLaplpP1/viGXrR6MxU+X4rvaptkGWze/Wqqb/ePzFb4ft/W1ZFjcr6//o6V+POfnKjw7yNbV4MxFmhJ6nVo3ArK/mh7L949OBT8j8973C5pzpLm8lvvXoW+h16NHJP9VNeL2m/V7vq9R9CbN1LbfWTramy87+WK5/HHsq6475LaSutztfM/2t6LdQMvVsxhk7f0kiBg7rWYpOs030t/yrjxyNbVOOzbyBgq49JF7RmUHA/XPvhbDI1b2P/RdRHb+Jqo1r5sL0kLcj3JOZePVRv1XFqM/Na7V2HW8VL1XW1NJWlb+ieua3ED6o2BX9LG8+c/OZEY/5PGKO2+9e5V+P0Oo+61vFj7xyTL4D9GrIrYKf398s7zIzEYqNRrkn5lnOEMibFWjd3xsgf+t/MStfHjG3qx5h9erKgjTSNJWo3v66otgNRzal+ldtPaVfOk6/ceibRZrf14TE6K3Wn5Rq1RZA2p+ZI8vqe/gA3tGbwyVk6MR2kxYq4YpM5BUoxbkzeCWCFz6fm2IWNkUuypNtbDHz8f07bYC9JyCLVuta8yH6o23rSc5id+Xv2OhHP/ev1qtLH6jpNnm7iO02JdfO6+/o6VeMuK7LzKSj3E13taDpI2149sFW/aTNsv4/2RsaiaHpPiT7U8+NFtb8TB07NVfZSWfyTlrWreU81/F7aZqXuAjKtz2cbzpLnyDzlnGzsydR+T1/zDixV7U5q/q/kEQOrcy7ir1q9qIS3HlbFYvkZQbV+R+XfauqlWPu2cnOOk1y/Syi/09QLizFiKr7PMl6U89uXyyclqMTkpTpxN+1rqy3KzX2jdtcx84lIt+b7W7GupL4thH+esfnLy6NGjuOKKK4Lnl156KXRdx+9+9zsUCoWz2fS8efHFF6FpWnBjEgB+7/d+Dz/72c8S7Q8dOhQ8bj1/U/DYWcAtXs7E15WoJJWXX/Wjnms0ODgT/y0XGBq3grrm6oMsIx/LskPjFtqz4maxWp+sU+3v0LgFjbNIGcsV9ck+D41bQb/lcbVOWZ8q2vasVtG22j/Zpoo6FrWMOhaVoXEL02UbTDcrzsv61XHK8at28X5LW9sFDr14CEnUavKoankh5Hs3VPWt1JZK/Jicb/lfos63rFfqSNrJMnJu5P/4vMft4v21U+ZS1ZM8JuuyXST2W7VT+51koynvIoiPVX0s60ryZ7yttD5XOx+PF3IOf3e4ui5qTcsL0XE12yRdp/le+lPGDY2z4JiMI/K5jKGynritJElT8faT4qCqR3XO5eP487liZKPB0Wgkn5trTSVpO03XQ+NWxC9p40mL/0ljlHaNBp9Ty7WmYyBZn2capxdCvndDYoyVxGNwkk1aTJS5QNq5tHiapg3bTa4jTSNJbVfrj3w8V19l/9LajedJaptzta8eS4rd8Xyj1rQsNdt6/qY59972rBbktEm2aTqYKwZVm5tGg0diRVoukNaGjJHxducaq+WGuk5bL2rdal/l82rjTRuH5Xrw0jQHtigxZj7Umo4BoeW4juc7d+1ZLfVaJ15WHo+v97R1kTbX1bSS1J9qMbha/KlWhrP5+yipj/G21bVVzX/V9oD52sbzpLnyDzWG1HtMBir3pjR/z8d/8XNq3FXrV+3n2sdtV3zLVLU1YbvV10218tX6LuN3tdcB1LrP5PWCWqPWdAycuzy5Vlm6Y88tuEQ1X9SalucTk5PixNm0r6W+LDf7+drWmo6BM4vJteT7WrOvpb6cLftqOj6rNycdx4FpmpFjuq7Dtu2UEovP1NQU8vl85Fg+n8fk5GSiverMovKJxoV8ctLyf/tCPZZU3vJ/x0z95OSU5Qb/DS7uRBt8fn2QZWR5WbY3b+B0yUFGY8ExtV+W/zuVridsHdeLlDE4gq9VlTYaE2XlcfX6VtbXmzcC8Z4uOZG2AUT6J9tUxS5tp5Q7mvGxqPa9eQM5U4etPJfnZf3SP/KcxqJ2sj/xenWevNBq9cYkcOYb3CTTq/pWaks9Hz8m51v+j/vXcT0wxgItqeVlGTk38n983uN2SXOWdFzVkzwm69I5Evut2snHae06rpf4PP5Y1pXkz3hbaX2udl6LxQs5hytqVK9pzFfHc39yslLXab6X/pRxw3G94JiMI/K55r+YIeuJ28bXRLX2k+Kgqkd1zuXj+PO5YuSU5WLWqd7OQrSdpuvevBGJtWnjSYv/SWOUdlOWi1zeqHstL94nJ3VMTVoVsTN4wZClx/Bq+lVzgbRzafE0TRt6LEeQdaRpJEmrafqVMXE+fY3nQ0lrQdWo2uZc7avHkmJ3Wr5RK8i+Feex954uOViR01NjbZoO5opB1eZmynIjsSItF0hrQ8bIeLtzjdXgIv+tlkOodat9lflQtfGmjcPwLw4SxwivprV0rlm/fn2Fjuc7d6dLDtbkjXmVlcfj6z1tXaTNtaqHpDbi/akWg6vFn2plXG9uH6XlH0l5q7q2qvmvq0GbM67OZRvPk+bKP9QYUsvraD4xGajcG9P8PVdONlfcVetXtTDXPi77WW1N6Lz6uqlWvlrfZfyOv36RVn6hrxcQ8+Nc5cm1yJIe+88W/snJevLFfGJy0njOpn0t9WW52S+07lriTGJyLfm+1uxrqS+LYR+Hz2nxGvA8D5/61Kdw4403Bn+lUgk33XRT5Ni5pLGxERMTE5Fj4+PjaGpqmrNsp+mi03ShMzd4bHLxP2+46DBdtJrhubwhbE3uodW3bfPLt5vCXto2aMJOY6KcyYXdmrwB1xVJd6fpYrCvUNEH2Q/5J+tbkzfAvLCegS3daDZEHbsOFNGZ1TCwpRuu5wR1dpiiH/L5YF8BA/tHsVsp02mK+roaNLiui919BTz80ljkeLRvXtD33rx4C+2uA8VgLPJvsK+AdjPaprSX41fb6GoQ/VfHoto/2F9AM7Mi9cvzA/tHI76U5+7/dTFid2xiNvK8N28E5ZYLzczCg/2FRN926HagLfX82hbxezLx+d51oIh7rwxtc3o43wb3Ai2pdd71zAgGtnTj4ZfGMOifj2s4yS4+Z5bjVGhqjz8u9di9V3YH/Xzq2GRiv3v9/t31zEjw+P5fFyvql2OTz3f3FXD3syMVj9W61raE/Upqa09/AW9s1lPP/9O1PcELUmo/HD+OxOdwuZKk686sFtFtb1783pl8YevuZ0ew25/TXj8O3Xe10MnaFvHccUXMk1q4+9kRrMkbWNUYjVG7DhTx/Vj7XQ1aYpxK0qc65zI+Sxv1nLRfkzfwnWujY5NaSdK3LCfX5Hy0LeN2kq739Bfgum5FrFDX264DRezpF/Xsuqq7oj11jLK9gS3dWNdiLGstL5RmZmFdSzTGfu+6UBvxGAyEMVx9nqSJ+39dDOJm/NzDL40F8xyfX8BNLPPUscnIc50LDSXlCLuV/UE9ru7x8b6m7RdqXwe2dMN1Xey6Kr3dgf2j2NMfalStN55XBGNh0Zj8/f5CYuyul3wjnmfJ/k+W7eD4Xc+MgMML4kN8T8poXsXxXVcl7+tqrJHx6P6rozFO1jWwfxT3Xd2NNXkDHSn9fPilscTyMkbKY/demayDwb4CmOcG+/crY7MwuVc1h+hq0CJ5RFeDhrufHQly62rjTfN3m2ahTbMSz9mnf3cWFbA0SLpeScrJVjVG5+6uZ0YqYl88bqp73ncScrU1eQPfje3Tai6apIekPEFq7omhaDk1f47rUWo/KQar+3T8vMG9VH13ZrUg/4jnVg9c0xPJD9a2GJE8S8aLeDyQ/Vft1HMPvzQW8VGabVKeJNd2tbxrXYtR9zG503QT96YkvcrYmjT3uw4UE+dIjWXxPGKtkntUm8PBvgJaTRdNevIYDo7MYLCvgJzuRvIZabOnv5B4/S/LNxniXNL17Zq8gYMjM8hola9fqD5sMcN436Cl2xEEQQDVY/Ji29dSX5ab/ULrrndqyfe1Zl9LfVkM+zhn9TcnP/OZz8zL7lvf+tbZ6sKcyN+c/MUvfoHzzjsPAPCnf/qneMMb3jDnb04C4kc/AY6SC2T9W71lDzAZ4ELc/fUAyDduugDKrvjqlJwGWL6tWl5iA5h1xDsZTQ7Ynvg0wawrjjke0KIDw2Wg06yso6zMrMlEfVP+u/48v56yC3SZog4OQOPiUz4dpgcGFtQ55QCNmmhj0v9EZ9kNy7TowJgtxqozoOQADZooI4+3Kp/TlfUNlwHbBXQuxFwsA60mCzwmxzZcDtu0XfEJuzbNAtc0ADxoAxD91yDqLLviXbcZDjSzMjzXjcxbvP2RMkeHGY7TdoFWM3ws7YbLPPI87Qdel+q72hjnmPAMlF0Gk3toZlbgW80wMOHqmHUBxwVMTWgCEBouO8JvTbrQAYPQteOJeW03wvnWGDDja8nxNet6QIPufwKZ++d1YMYO9Vj2284ZYt6yGjCtzGG7CZwsAc2mKCePyzZLjuir/NSP64VrrkkXeuAQ69nxRFmDi7p0WYct6i/Zoq9yzFJLBhf9mrDEuQYdmPQfG/64dQZkfP8F5TRRdtq3bfP1Kcec0USfS37s4AByelTDzYaHWYelro+lyHzWYqBrj0FjDAweNM7g+J94l/7UNcByxLG8KbRlchGDPIh5aNRFDHY9ION/InvGEXPQbAAOhLEa07KaqLPkhnGfMdGW7Yp2m3ShGccVWudMtGlwoTXGxHqZdcP51mN6cAF0mMC4rxvXEzYMQodTir7lJ+g1f0/LcmDaEWMqK200xTQm43WDDkyWRd8NDsxYot+NujjvQYw56IO/3jgAMNFOyRHHPYj6NRau+Xh7We6iwbOWhJYXc/9gnGOGGSi5HK4HZHWhsVnH3+MNoV81zmhcxHOpETkHjh8vm3SgWJb7ZHS/bzeBUQtgntCV1JftiroMHpYP91pgpBzG06yfY0w4op9xTZp+PtNiRutp0kX9o8qxRh0YK4txNRtR+wZNjF1jYl/I+Gvd8de3qQk/xNttNoBxKzzeZoZtxvOKJl2sreHYeGc9sd7nk2/UInomE8mXmnRgzAI6MqGPG3ThU5mTOv6e7UHobtKfX8ff/5gn4mezAUxZwtfqfmpqIr+W+zSYmB+NR2OqzoG8DjC4sMEjc95qCj2whPINmphXNQbLnH7WDXMcGeMyXPR/1vXQkWEoOSLGS+3Lr/7OaqK9ST9GZjSAex6mbSCne9AYw5TDEvOHTsOBXS6D6zpGHSPwSZtmwfW/rSbp3Au//vWSzFFfb+I67jSBEUvoSONi7m1P7EmGJuZczmObWRnHhsuV+sn4ulVt86aoR+bIcg8HA5oMYLys5A86MJESb9XnHVmh7fg5ued7nlgjHKJPJSeMuXkDmLCjcdvxwrG0msK+5ERzZM2P6Y4rjrX6eZO8TpB5q8yhm/y1U3ZFf3J6mD/lDNEfuYZlLuB4on9TdvK4szJ39mNJixnampqwl/mJ7sd6OYZqc5bX6jsmd5riOl3G3taM0Jw83+GPXeZoWeV6S51fqXPLj+muF+YP8hquZIfXb7Z/7ZTlIp7LGB+/bmrQxfN23YbnefA08YLXaGydjJfF/nja4mjz942Ssm90GB6m/OueNiO6PtpMQIOYx6TrW65pOG3raDbE6zaNFXt1WJYZJkYtEadXZpLtiNePpfo6y3xYymNfLr85CSTF5Opx4mza11Jflpv9QuuuVeYbl2rJ97VmX0t9WQx7lbN6c7Je+PjHPw7GGL75zW/i+eefxwc+8AE89thjuOiii+ZVfiknB2cC+SOEfLE4LEU/L8UxnUuWgj9pDMsL8pWA/FD/Pqj3/qvQWJYv5K+5IR/VBzRPrx3y4blnOc/BUh77cro5uRRYylpMYrmNdyEsN98sp/EuxljP6m9O1gt33303PvvZz2L9+vVob2/H3XffPe8bkwRBEARBEARBEARBEARBnH3e+rPcgn+fkG5iEQRBEETtQZ+cJAiCIAiCIAiCIAiCIAii5qFP2C1NaF4JgiCWH3RzkiAIgiAIgiAIgiAIgiAIgiAIgiCIRYGf6w4QBEEQBEEQBEEQBEEQBEEQBEEQBLE8oJuTBEEQBEEQBEEQBEEQBEEQBEEQBEEsCnRzkiAIgiAIgiAIgiAIgiAIgiAIgiCIRYFuThIEQRAEQRAEQRAEQRAEQRAEQRAEsSjQzUmCIAiCIAiCIAiCIAiCIAiCIAiCIBYFujlJEARBEARBEARBEARBEARBEARBEMSiQDcnCYIgCIIgCIIgCIIgCIIgCIIgCIJYFOjmJEEQBEEQBEEQBEEQBEEQBEEQBEEQiwLdnCQIgiAIgiAIgiAIgiAIgiAIgiAIYlGgm5MEQRAEQRAEQRAEQRAEQRAEQRAEQSwKdHOSIAiCIAiCIAiCIAiCIAiCIAiCIIhFgW5OEgRBEARBEARBEARBEARBEARBEASxKNDNSYIgCIIgCIIgCIIgCIIgCIIgCIIgFgW6OUkQBEEQBEEQBEEQBEEQBEEQBEEQxKJANycJgiAIgiAIgiAIgiAIgiAIgiAIglgU6OYkQRAEQRAEQRAEQRAEQRAEQRAEQRCLAt2cJAiCIAiCIAiCIAiCIAiCIAiCIAhiUaCbkwRBEARBEARBEARBEARBEARBEARBLAp0c5IgCIIgCIIgCIIgCIIgCIIgCIIgiEWBbk4SBEEQBEEQBEEQBEEQBEEQBEEQBLEo0M1JgiAIgiAIgiAIgiAIgiAIgiAIgiAWBbo5SRAEQRAEQRAEQRAEQRAEQRAEQRDEokA3JwmCIAiCIAiCIAiCIAiCIAiCIAiCWBTo5iRBEARBEARBEARBEARBEARBEARBEIsC3ZwkCIIgCIIgCIIgCIIgCIIgCIIgCGJRoJuTBEEQBEEQBEEQBEEQBEEQBEEQBEEsCnRzkiAIgiAIgiAIgiAIgiAIgiAIgiCIRYFuThIEQRAEQRAEQRAEQRAEQRAEQRAEsSjQzUmCIAiCIAiCIAiCIAiCIAiCIAiCIBYFujlJEARBEARBEARBEARBEARBEARBEMSiQDcnCYIgCIIgCIIgCIIgCIIgCIIgCIJYFOjmJEEQBEEQBEEQBEEQBEEQBEEQBEEQiwLdnCQIgiAIgiAIgiAIgiAIgiAIgiAIYlGgm5MEQRAEQRAEQRAEQRAEQRAEQRAEQSwKdXtz8tvf/jbe9a53YcWKFfj0pz8dHP/Vr36Fbdu2Yc2aNTjvvPOwY8cOHD9+PLWevr4+rFy5Ej09Pejp6cFll122GN0nCIIgCIIgCIIgCIIgCIIgCIIgiGVH3d6cXLVqFb7whS/gIx/5SOR4sVjExz72Mfznf/4nnn/+eTQ1NeGzn/1s1bq+9rWv4ejRozh69CieeeaZs9ltgiAIgiAIQYS/ngAAIABJREFUgiAIgiAIgiAIgiAIgli21O3Nyfe+973o7+9He3t75PiWLVuwbds25PN55HI5fPKTn8TTTz99VvsyMjJyVuuvN8gfIeSLxWEp+nkpjulcshT8SWNYXpCvBOSH+vdBvfdfhcayfCF/zQ35qD6geXrtkA/PPct5Dpbr2JfruGuZ5TYny228C2G5+WY5jXcxxsqKxaJ31ls5i9xxxx04evQo/v7v/z7x/Le+9S3s2bMHTzzxROL5vr4+HDx4EJ7nYf369bj11lvxR3/0R6ntHTp06HXpN7G8WL9+/bnuQgWkZeJMqDUtk46JM6HWdAyQlokzo9a0TDomzoRa0zFAWibOjFrTMumYOBNqTccAaZk4M2pNy6Rj4kyoNR0DpGVi4VTT8ZK+Oflf//Vf6O/vxwMPPIA//MM/TCz/zDPP4MILL4RpmhgcHMRf/uVf4qc//SnWrl077z4cOnSoJoPFuYL8EUK+WByWop+X4pjOJUvBnzSG5QX5SkB+qH8f1Hv/VWgsyxfy19yQj+oDmqfXDvnw3LOc52C5jn25jruWWW5zstzGuxCWm2+W03gXY6x1+7Wuc/Hyyy/j/e9/P/72b/829cYkAFx22WVobm5GJpPBhz70IVx++eX44Q9/uIg9JQiCIAiCIAiCIAiCIAiCIAiCIIjlgX6uO3A2+O1vf4utW7fiL/7iL3DjjTcuqCxjDJ63sA+TXvSmNwHgGLOBsgs4LtCgAU2Yhee6FfZ6JlOT9sNlwHYBnQOdpgt7drZu+l4r9ksdrusYdQxYLtBsABkNKCq6aTOBkgvM2OGxBg2YdQAXQJMBFGcBjYuyWQ7MOAADMOv71+CinOsBjifeQeEC6DQRzEOGA3ldPPcArL5oE8YcwFLaBES7DkSdEo0Bzf55B6LMpA20msB4WbRlcNEX17dX+9GgiT7ndL89JurhAKZtDybz0MysZamPWqa1vQNjrCHQiMmFdlTtNZviv6rFrCaeW67QgulradYFNAgdzzhCIxpTdKID8MQ5W2mz7MeQRi3Ub4aLfkzaonxOF49luawG2B7whg2bMKmMiUGsA+Y/P10WWjT9NcCZWJ95Axi3hMaHS2L9GX6bjisq0phYt3L9MCbGnOGiLxrzwDygmZVJ22cZzTAwYutoPX8Tigzo0G04lnWuu/W6opsmRmwNliP0mNWE1sat6H4yZQOdF2zCsCvWWrMR3XPaTWDMErFe89dYVgMmLaFfQxMxWmq7SRdrUto366INyxVr1vXEGpVrveyKtgwONOrAhC3Wp8EAkwHDZbE3jfj9ljFA18RzeCIeOJ6/LzF/X3KBnCFsyk50r3QQ7nHTLjBtA22+FtJys1pFz2Qw5XB0+XMo42BOF3NddsJ8QPNjjuMJ/zAGtPixq9MU9am5mKmJuhw/V3A9EfM8z49tCP14vCTsM7wyJnsQ5UqOqKPB39stJ7TReLg3tJ2/CWM8zCvKfvznvmZ0DpRsUUb3x+T5OpB9lPsEZ2GbthuNwRoX+VKD7sdnJxy3zoS90JaHDBOxGQBmuIkZh4k9TAPatcr4wTjHhGcg37sBk0ynnGUO9EwGJZdjxYWbMKxo1mBifVpK7up4QlOWA2R1cVzNidtMYNSPYTLmzDpirkwu6tOY0IDthXrP+vuy1Ei7KfZ8WY/hl43Xq3GhexeivzoHJvx41WqK/tr++vE8oNGPS5yJtst+riPzJRnPpN4dN1xrGgNWXLgJti5isBo7y27oJ8vz148/PnUsaq7keOI58wCPiWsGx19LlhIHOBNrztSiuUynCZy2RDu6FsZegwt/y/bzRhgXLDesR14HqOsWvg+nrerXy7WKvK7t3rAJFhf7n/R7k/+qUMkRfzld6EfqN6f7mvRjY94Qfioq+3ajLvwm/dlsCO2WHHGsSclv1T3Q0HwNW+K4GoNlv6QmPIg5UfutcxGfZx1hK8836ELXs76t5mvF4ECLnz/Itep4oWZbDWDUPxdcs2qif7P+Xr/ygk0oQqzVrBb6bsYR63zMCq8dOBN1zDrhPhS/bsgbIjYEeQQPY7/sV9Zf28xvS/qAM//aQZmLDhMYKStlNdGmzGsqr0vqR8t6JoPhMg/y5Hpbh8T84boOaEbwiZqL3rQJACpemwMDWnQAIC0QxGKz0OsKGcPnuvdQ6/bz3YMWUv9yGmtF2XlZ1SC2bcO2bTiOA8dxUCqVoOs6Tp48ife+97345Cc/iY9//ONV6ygWi3j22WexefNm6LqOPXv24Oc//znuvPPOefdDJPnA0JSLE9MOdj5+DEPjFnrzBh56TwFrs3ZkYdaq/cExB9v3HQlsB/sK2NCSiQipVvteK/ZLHa7r+M0kx/Z9Q/jjQg53bu7Ai2NeoJsfbO3BBe0ZjJQ83KBoaXdfAVkO3PrUKdx2eRcefWUC/9+BMTy6rQDPYyg5LsZmvYh/77u6GxnO8NVfDeNzl3RgY4eGoSngxLSDR14Zx5f/oA1DU8CU5SKnM5QcRPS7u6+A1gxDyfJw61OncNObO9BksGAszSZHTy4c21PHprG+rQHdOYZP/+gkbnpzBxr1sP17nhsJ/t92eReePDqJP+xpQqvJMOsCnHmYLHv43L+ewPFpGw/2F7CuYXnpo5bhuo6xxlXYvnsIQ+MWtq5rwt9sXoFZRXt/XMjh85d24KSy1reua8Jtl3dVxEbX8/A3vxzGHVd0oeQiovd7r+zGPc+N4M63r8C05VXo8rsvFCP6bctwlDkwUvJwx9On8HdvX4GTM5XlGjRx8ztO0eDoafRvVJrAjh8K/a7MaWjLAMcmLAzrOoany+jMmTgyUcZNPzmJgS3daDIYPA/46q+GcfOlHfiLn57E8Wk7WD/wgKIL/OepaXTlMrjnuRF8+W1dpO2ziGYYeGGCYfu+oYjmLmw2lswNSt008cIEcP3ecIz73luIxPGt65rw1c0rIntvfD1+4x1d+KNCE963N1wr/3xdDzTOcL1ybGBLN2558iRW5bTE9Xz706dwfNrBnZtXRPah3X0F3PH0KTz08mTQ9pNHJ/H+C5rRqAMHxzyszDG8MO5F2tt1VTdyOsPf/FLsH5944hhW5XTc866VmLREvFmV0xPbk3ulXMO9jcBbd79aNTerVfRMBsdLwOisE4mR/2v7avxu2quYo968hpPTLm589GhsvGLvljmA6rM9/QVkODBleYn7terHjQ+8ij39BXzlF2JOZf05Azg+5abOy2BfAV0NDC+NRdt+4JoetGY4vvTkyaC+gS3dWJnT8MTQBN5eaATA8JVfnAp0EN8nZD9vvbwLDRrwiSeOBzG4LcPwr69O480rs6k50gcUXz3YX0BLhuFw0a7w0QVNYfxgnOPlGR3b9r4aKUtxPRk9k8HJWeB0KXqdlBRr/vm6HpQd4MOPHcWqnI57r1yFGSeaI1SLOTJWHZ+28cjW1RgpOfjoY5Xn1VgWb2dVTsfX/mhFRbmWDENrhqM4K9bef7u4BX+yIY9ZB5i0XHz1l8P45rtW4NSMuCFSdsV6+8a/j0TWlarjgS3dQa4s19oTQxPY3NOE25+OrrMVDQz3PDeKGy9sxXdeKOJ957egLcvx27FZdObMipznDqX8rqu6sfflcXxsYxumLTeIo0l+u+/qbvzFT0Mf3f70Kdx2eSfGy5VrqCOrYWD/KHZubMN4ORp7/vm6HkzbHnb8sHLd3vTmjqC9eovJgLiuNTnwu3I013xk62rMOh7etzdZV3G9qvaRmKwx9D30Kv64kMP//fYOnCoBo7MeXhydwfq2hkC3Sfr/H78u4iMXtVbE4O5GhhPTHr6cEE/l+ePTHv4v5XxaG3IN/fXbunD93sq+JOX+Ui/XPfRqhR5uvbwLbRmGVlOsnYdeFGvgOy8U8Xf/Nur3sQecMfz0yCQ29zRF6pb1qNfIu67qRmeW4+SMWxHP8wZDsRy91n5i22qcnI5ek8fX1RPXr8bYbPJ1yQcvbEVbhmFVtva1rGcyODjmVeTJ9bIOifnDdR22psFENDdJygcfek8BRc7Q2yg0QlogiMVhodcVC43hy8m+lvqyGPZx6vZrXb/2ta9h1apV+PrXv47vfe97WLVqFb72ta/hH//xH3H48GHcdddd6OnpCf4kd999N2644QYA4gbnHXfcgfPPPx/r1q3Dt7/9bdx///0L+i7d4TLHcJnj8LgVbJAARHL78BFMeEZd2MtEVdpu33cEw2X+utS9XOyXOqOOEejk5ks7MONEdbOhowElhwUXS4Dw1Q37jkDTOHZc3Irt+47gwxe1+ueFb49PORX+/ehjxzBccrDj4lZ84oljmHXCedi5sS2Yl1MzDjiv1O8N+47AclnQ7s7Hj+HUjBP8vTxm4XSZY7TMMWlzXNEtLhTLXmivtq/+377vCN5zXotow2PBWE7NOPjiZR0YGrewbe/y00cto2oXAHZcLDSoau/mS8XcqVqU8x2PjadmhDY0jVfoXerklTErUZdx/WqcB+tG1plUjnMe0bD8OzxuoehruVgO9Xt43ELZ5ehuzmD7viPY0CFeELpkRUMwzlMzTqDzjz52LNCvXD+Wx3B43MIV3U3BuEjbZ5cRW0/U3Ihdt+8lq2DY0oIX9AExxngc33Fxa8XeG1+P7zmvJXhRVNZzasapqHvn40Lbaet5x8Wt+OJlHRX7kFyTatvvOa8FZTfMmxyPV7S344fHghghX0D94mUdODUTxpu09tQ96/C4heEynzM3q1WGyxxltzInmHVY4hzNOiy4OSCPy/Gm5WLX7xWxMW2/jvvx+r3hnMr6AV51XuQ8x49/6AdHcXjcitQn23vPeS04PuUE7UkdSLt4P2WMV2Nw2WW4srepao6kHtu29whKDkv0kRo/JjwD22L+p7ieznBZ7NHx2JEUa07NOPjwY0cDLXFemSNUizkyVg2NWzjsz/NcsSzezhcv60gsd3zKiay9D1/UirIr9vgPPHIUOy5uheNxvDRmQePheouvq3i9cu2p2t++r3Kd2R7Hzo1t2O7nQR/6wVG8MmYFuUla7JUxdefGtsDH1fwmcxnpox0Xt0ZexJZlPvqY6O/OjW04PG5VxJ5TM05wY1IeU+OKbK/eYrKMpVrCtdPhcSvYU5N0Ffehai+PSX3JvHrSDvcBea2VVt/Ox4/h5kuTY3DZ5diWEk/l+ffFzldbYzsubg36GrdLyhWkXpL0IOP1pC2uKeUa2LmxLbA9Me3gfXuPBOeS6lGvkXf88Bg4r9x3rt97BFpCXIlfOyStK8utjGPyukSOoR60PN/XrYj6Z9QxMO7HLfUv7bU5me+RFghi8VjodcVCY/hysq+lviyGfZy6fbXrlltuwS233JJ47q/+6q9Sy918883B487OTvzoRz96Tf2wXfH1Io1G+AKSZGjcQtll4Xfu1bB9kq3tf91frfe9VuyXOpbrBX7QOIPlRnVj+V8DleQrzoD2rIahcQuO/+EvzoRvpU28TKPB0WjIC6pwHmTbsmy1NoGwXWkvsWNv5JGaV+1l+/KYOgbZRqPBg/+NRljXctNHLaNqFxBzLFE1HV/rcr5VVG2kaU/Wn3Qurl/59WiynNRWvJy6XuKoWlb1K49LbQdxXRkHgIjO1fbEOR6UlXWTts8etps8//H9uJ5JGmN8LSWtofh6TForaft1tTU5n3Nq7Jd7mNyb5tq/ksaTFlvUvVJdw6pNvWjBTskJqu3Zadqvloup+2/Sfh2PhfH4r7abNi9pcVnd99Vjjhf2N63OeD/l3Kv9st30ccf3g7l8KDVTTtEsxfVk0nScNC/qsfasdkY5gjw331gWb6da3qLaydxD1anUbZJ+58qHVO0nrTPHE3mWzIPUtVltnPK5zNHm8lu1x0l9T8r95vJ/vN56iskyls61f85HV3PFJpnvynrU/TJNT1Ib8ePxPHQ+56vFXvk4ya6a1pPqUuM1EL6uovFQFNJXaXtJ/Bq5WjxPqiN+LCk3SatP+jwYQ41reTnkyYTAcj14CZNaLfYEeTNpgTjHtA4cXXCZ4s6es9CTs8tCrysWGsOXk30t9WUx7OPQ20peI7r/uzNTlovefPTdAb15Ayb36sI+yVaPqaNW+14r9ksdg7PAD47rVejG4OJ3MJJ85XriK7F68wY0PzC5nvBtmn+nLDcoo86DbFuWrdam2q60l3+6//tA8k9qXrWXj+P/NRa2Ifsg7WX7y00ftYyqXUDMcVx7jutVaFHOt4qqjTTtyfqTzsX1q7Fw3ZwuOYG24uXU9VJNy6p+49pW47q6JlR9q+3JNmVZaUfaPnvo89yP65mkMcbXUtIaiq/HpLWStu5Ol5zU9TzXObVtjfm/V+aPIS1/UtdV0njS2ovvWfF5ryct6Ck5QbU9O0371XIxdf9N2q9VP6pzmtRu2rykxWV131ePaSzsbzVtqf/l3Kv90quMe8pyK45V86HETNEsxfVk0nScNC/xNV4tR5gr5sw3lsXbqZa3qHYy91B1KnWbpN+58iFV+0nrTPyGoxfkQerarOYH+VzmaNX8kuSjavnYlOUm5n5z+T/eXj3FZBlL59o/56OruWKTzHdlPep+maYnqY348XgeOp/z893z43bVtJ5Ulxqv5e9EyrHEfZW2l8SvkavF86Q64seScpO0+qTP5RhqneWQJxMCg7Mg51b/qsUeuQ4JglgcFnpdsdAYvpzsa6kvi2Efh0L3a6TTdNFpuliTl7+ZIyajNy+++7yZWXVhP9hXiNgO9hXQabqvS93LxX6p06ZZgU7ufnYEDVpUNwdHZpDVPOyOaWl3XwGO42LXgSIG+wq4/9dF/7zw7apGrcK/913djc6shl0Hirj3ym5ktHAeBvaPBvPS1aDBdSv1u7uvAIN7QbsDW7rR1aAFf+taDLSbLtpMF026i6eOTWKwrwCThfZq++r/wb4CHn5pTLTBvGAsXQ0a7npmBL158T3ry00ftYyqXQDYdUBoUNXe3c+KuVO1KOc7Hhu7GoQ2HMet0LvUydoWI1GXcf06rhusG1lnUjnXdSMaln9r8gZafS23mqF+1+QNmNzFsYlZDPYVcHBkBoN9BTx3ciYYZ1eDFuj8vqu7A/3K9WMwD2vyBp46NhmMi7R9dunQ7UTNdej2Oe7Z60en4WBPf3SM8Ti+60CxYu+Nr8eHXxrD92P1dDVoFXUPbBHaTlvPuw4UcdczIxX7kFyTatsPvzQGk4d5k8bcivZ2XdUdxIh7rxR13vXMCLoawniT1p66Z63JG+g03Yr+xnOzWqXTdGHyypwgo3mJc5TRPHzn2p7E8ablYnv6RWxM26/jftzTH86prB9wq86LnOf48Qeu6cGavBGpT7b38EtjWNWoBe1JHUi7eD9ljFdjsMk9PDE0WTVHUo892F9AVvMSfaTGj2Zm4cGY/ymup9Npij06HjuSYk1Xg4b7r+4JtOS6lTlCtZgjY1Vv3sAaf57nimXxdu56ZiSx3KpGLbL27v91ESYXe/z3ruvBrgNFaMzFeS0GHDdcb/F1Fa9Xrj1V+4N9letMZy4G9o9i0M+DHrimB2tbjCA3SYu9MqYO7B8NfFzNbzKXkT7adaCIlbnkNbQmb2Bg/yjW5I2K2NPVoGHXVcnrVm2v3mKyjKVOwrXTmrwR7KlJuor7ULWXx6S+ZF7dpIf7gLzWSqtvYEs37n42OQab3MWDKfFUnv9+7Hy1NbbrQDHoa9wuKVeQeknSg4zXTbq4ppRrYGD/aGC7Mqfh+/2F4FxSPeo18q6ruuG6lfvOnv4CnIS4Er92SFpXBq+MY/K6RI6hHrQ839etiPqnTbOQ9+OW+pf22pzM90gLBLF4LPS6YqExfDnZ11JfFsM+DisWi/RW2deI+IF5jjFbfKzZcYEGDWjCbOqPwNai/XBZfBRX50JYaT9yOlfdhw4dCn63s1bHerbs46i+WApwXceoY8BygWYDyGhAUdFNmwmUXGDGDo81aMCsA7gAmgygOAtoXJTNcmDGEZ/ynvX9a/DwneqOJ95B4QLoNBHMQ4YDeV089wDoTLRhKW1C1umJOiUaA5r98w5EmUkbaDWB8bJoy+CiL65vr/ajQRN9zul+e0zUwwHM2OKGTjOz5qWPaiw17ZxrTo2chtnZA9sTc2pyoR1Ve82m+K9qMauJ55brl9MAeOKYBqHjGUdoRGPia5NcD2jQhd2ME64Fkwv9NmhAoxbqN8NFPyZtoaOcLh7LclkNsBN2agaxDuS3JJwuCy2a/hrgTKzPvAGMW0LjI7PiuOG3Kb9CSmNi3cr1w5gYc0YDJi1AYx6YBzSz8mvSNul6bjTDwIitB/PfodtwrKV140A3TYzYGixH7AdZTayDcSu6n0zZ4XrMaGLfUfecdhMYs0T81/w1lvU1a7mAoYkYLbXdpIs1Ke2bddGG5Yo163pijcoYUfb3EJ0BjTowYYv1aTDAZMBwWexNI36/ZQzQuf/1aJ7YNxzP35f8vcpxgZwhbMpOdK90EO5x0y4wbc+dm9UqeiaDKYdXxMGcLua67IT5gObHHMcT/mEMaPFjV6cp6lNzMVMTdcmv2nX9r6n0PD+2IfTj8ZKwz/DKmOxBlCs5Yey2XMByQhuNx/YGLcwryk74FZmmn7+UbFFG98fk+TrwPDEumU+o+4XtRmOwxkW+1KD78dkJx637X7/nAnA9DyYTsRkAZriJGYcF/WzXKuMH4xwTnoHpso2cqb8uOctSRs9kUHI5phwEMSujiTgwbYv9WffXveMJTVkOkNWFTtScuM0ERv0YJmPOrCPmyuSiPo0JDdheqPesvy9LjbSbYs+X9Rg8jBVqvRoXunch+qtzYMKPV62m6K/trx/PE1/zLr/Ktuz68RBhviTjmdS744ZrTWPiGqBRFzHY9vOoRl3UY/nPLZmX++OTY3FcP45r4brS/VzFg7hmcPy1ZLmizwb3168tyqm5TKcJnLZEYV0LY6/Bhb9l+3kjjAuWG9bjBGtMtMEhnKBzYMYSfa3HmCyva00u9j+pzSb/x35KjvjL6WKMUr853dekHxvzhvBTUdm3G3XhN+nPZkNot+SIY01KfqvugTKmTlviuBqDZb/K/t7gwb9G9PXSpAu7WVfMMZTzWV3oetYNP9U464j12uLnD5a/vhwv1GyrAYxa0fWe1UT/ZuVej/C6UH4LsRxnm1K3zAsyvgblPhRcN/j15A0RG+Qx2V/pS4OL8bj+HldyQh9w5l87KHPRYQIjZaWsP8aym3ZdUj9a1jMZDJd53eZGrwfL5XqK6zqgGRWfqIm/NgcGtOgAsPy0cK5ZLlqUzHe8y+VrXYGFX1csNIYvJ/ta6sti2KvQzcnXgeUWkOeC/BFCvlgclqKfl+KYziVLwZ80huUF+UpAfqh/H9R7/1VoLMsX8tfckI/qA5qn1w758NyznOdguY59qY67nm9kLdU5SYNuTqZDWli6LMZY6WtdCYIgCIIgCIIgCIIgCIIgCIIgCIJYFOjmJEEQBEEQBEEQBEEQBEEQBEEQBEEQiwLdnCQIgiAIgiAIgiAIgiAIgiAIgiAIYlGgm5MEQRAEQRAEQRAEQRAEQRAEQRAEQSwK+rnuwFKgIdeISZZB2QVMDjQzC57rAgD0TAYAx3AZsF1A50Cn6aJYRs3bn2ndXRdswnCdjfX1tLdnZ8+a1pYajHPMMBMzLoPGANcTfrY9wHKBFRnAATBuARkOzDhAqwkUy+KdFS6AdhPo3rAJoy6Q04SN7QLtGfHY89tyPMByAI0DhvK2DAbAcUU7GS7KOhA2nIk6OUQ9Y2XxP6sDE2VRl8lFec4AzoFpKzyuM6BRA6ZcYMYOdSLHkDeAadsDPC+iLaJ+4bqOomug7GstowkNTdtC12VH6MfggMGACUs8Nn2d6QyYsJN1e/6bNmEq5ZzUtKpnqU2pZ0DoNMuBMUucMzSg3RBrqeyKPyTUwZho1/XCtdfkZxCTCdpuMT1MlUnXtQDXdYw6BizXg8EZ2jQLrm2fcX2Mc0x4RuK+GJzzGDTOgridN4TWpU46TGBEieOeJ9aA7Wuy7MfxBh3ouWgTRh1Ag9Cg7QkdG77uZx1hb/hrbdaXm+WKmO5B6FrqvUETa6fkhMfaDFHmdBnoNIGyJ/pddsN2mb9HOZ7ol+X4bWjCD9N+H10IG5OHxx0XyBlhGdl3W1lnLbpo34Xow6QjxsYAdF6wCVMcaNHrK8fQMxmM2RydF2zCOBMxY9wK44QaN2b9/dqF8KPtiXONHJhxgSklzjTpIk6aXPja9TXheX4MhJj7Jl1o7HgJyOmA5cdMnQsdzPqPde7HaH9usprQq4zhtiP61aAB7es3ocjCvMDgAJgoK3XYpIvnthdqz9SAFgMY9ced0USfZ2xRR04X4yg5/thZqDnujymrAczzMG17MDmDzj1M25XrkHh90TMZDJc52s4Xc99pAidmxXzEY5bORbybtHwtMzHPtrJfN+ti33Q8/zxCfRn+/qwx8SdjEBiCvELuy3IfLvs5aEnpg8nF8SY9jLGO3x/H8+OgL5eyv4Ysvy2dizgq42NWC3PejL8+NCbilemP52RJlDtv4yYUrVCzSXmIHLOMjaYfu6f8PKlJD3N5uVZnHNHvRn88s0r81v11JG1LbujrnB7uEdJ3jAHwx2u50Zzd9sK1q7GwbbUvk7bwt1mnMTmu5eGy2NNkLHL8scqcVefC75O273M/ZjboIk5KX0ttWF54zSPj6awT7o26n/9qPLRr8OPfrDJvJQdgXlguowkdz/p5tOv3T/an5AgbeVzOq8bEvlB2RXlZn5xDef2Z9duU2soZ4n/Z94fGgJItNNdiACsu3IRhvy+OF443b4g1rPpF46JPZQfQY5rNG6J9+P1yPA+uBzRoHiYdDtsN14yuAa7fJ03pU0YLY8asshfF18aEFe6hU7bQvzzXqNWPlqWOWwMd10/fiYWhGQYYD1+yvuhNm+AgzKXE62/yLOmAIOoBGcPn+xp6rdrPdw9aSP3LaawVZedZRzQOAAAgAElEQVRlRaTCOEeprYDNu1/F0LiF3ryBB/sLWNdgQzPEq10Hxxxs33cEQ+MWtq5rwm2XdwXPa9V+fZ7VTF/qxb43b2Cwr4ANLRlKjOYB4xzHLAO/m7LxjX8fwecu6cAPDo/jTza04vq9R7DvvT2Y1jmOTnn46ZFJbO5pQtm2MazruP3pU/jcJR0oNDG8anGcmHbw/KlpbO5pwvZ9R3DbWztwRXcOU5Z45cVygQ/94GgwTwNbutFksKAvngd89VfDuOnNHWjUWfC4yWBoMjk6suJCOqMBn/qXk7j18i78/X+cxr8cmcbAlu6gzJf+oBN/9q8ncHzaxsCWbqzMaZg1gRPTHm6I6USOpSvL8Gc/Pokvv60L6xpsenGxjuG6jkNTHNfvHQrm+r6ru9HdqOHUjIsbHz2KVTkd9165Cu1ZhlenPHznhSL+7M1tgCNenHl1Com6/adrVmFT1/w0XU3PANBkcvzDf43i7/5tFL15A3v6Czgvz8Agbq6PzrqJddzy1k7c+athfO6SDtzz3Aj++m1dyGgMfQ+9mqjt4ekyVjaapOtzCNd1/GaSY/u+ocgcXdCkn9ENSsY5Xp7RsW1vZc4DIHJu67om3Hp5F14cncH6toaKvVXG8U88cQyrcjru3LwCj7wyjg9e2Iob9h3BqpyOe961EpOWF+wRn3jiWETzK3Ia/o8nT+KhlyfRmzewb+tqzDouxmY9PPLKOD62sQ0npx3sfPxY0Padm1fguHLsC29pw5f+oA0vj3lYmWMYt4HRWeDEtBO0e89zIxV9Veu89fIu3KGMRz0ux6KWkbEhw8P1uTKn4Y2NwEd+eBK3Xd6FDS0Mf/fsKK5Zk8c9z40ENr2N9ZFj6JkMhqaAE9MWvvHvI/jmO1fg5XEviA/x3Gl1E8OEBczaHhhjaNDFDduTs8BIqXIPPTQ6g5WNmSA+qfOk+usNOWBVFvjlKSfi/919BbQaDJPwMGUhUv/uvkJkj8+bDLc/PRzZ+++9shv3PDeC2y7vQlYD+v5nWH5PfwF5k+HViWibe/oL+MovTgV6HdjSjVuePInj0zYe2boaJcfD9XvDemQb6piaDIbPKXmGLC/XIcXa1xc9k8HBMa8ihnZlGV4YdSIxK37+ph+fxJfe2gnbC/frL7ylDTde2BrRv5znWy/vQluG4VfHp7GuJYspW8S+P39LB3b8MBr7pO6/unkFGEvW8HdfKOLjb2pDxr9xozNxk7DVACb8m+AlB5gsu0Gc/dJbOzFlexHdDvYV8C1lPazMaWjLAGMlB6dngZU5DdOWgxseOYbBvgKGp8vQNT3QbFIe0mhwfEmJ3YN9Bdz+9Cl0ZDV8+vfbK/z5nReK+OmxUrAnqP2T62BVTsNfv60rsoZ29xVwx9PRNbcyp6HkuLh+bzSHWpnTwJiHax9Mvw6Mx4Z6i8lJWt7QwnBwzMOTRyfxe105dGU5RssuPvpYVAO3K37c098DgEV8PbClG715DaMlL+KzfVtXo1hy8eHHQn//y/WrUZwVdkn7o9TvNWvywb77/7xjJT70g6OJ9gNbuvE/fl3ERy5qrTi+ulnDeNnDV35xKjWPaNbFG2aOT4mYndZGXGdJ+UBcM/dd3Y2OrIbrlFxZjd2DfQV0NzLYbvhmqkdensDbC02R64nvXdsDF8CNjx5NrOfRbatRsj28LzYn8rzUbnuWV8Sg3X0FtGUYVmVrX8vpOq79vhMLQ9yYlG/fEZQ84PC4l/D6m9hb9AzpgCBqmYXG8OVkX0t9WQz7OHxOC6IqE56B7Y8ex9C4BQAYGrewbe8RTHgGhsscw2UebJ4AsOPi1sjzWrWvpb7Ui/3QuIXt+4TviLmZ8Ay8PGZh5+PHsOPiVnziiWPYubEtuNBtMnXMOBzv23sE7zmvBdv3HUF3cwbb9x0J7LO6jsPjog5pMzRu4creJhwet3BqxsGpGSd4UQgQ87Tz8WPBuVMzDoZLDnZcLC5o1cenZhy8MmZhxuYYtzhmHI4dF4sXoW6+tCOoS5b5wCNH8cXLwuOHxy3YLg9eZJHtq2PxmKhTaouoX0YdI9AvIOb6o48dQ9llwYsJX7ysA5xzlF0RP3ZubIPtiudjZZ6q2yu656/panqWmt65sS0oe/3eIyiWOSZtDo3z1Do++OjRYO3tuLg1GGuatjd0NJCuzzGjjpG4T406ZzYnE56BbXuT98X4ORkrr+huStxbpZbkutj5uNgDZLz84mUdODXjRPaIuOaHxi3suLg1ODY0bgUvLu7c2Baxk22/Eju2c2Mbxv393PHEWpT7iqr3eF/j44z3UR5PKiNjg7rODo9bGCnzwD/DZY6dG9uC9qVNveQYw+WoHz3GI/EhrskZh8NyGTgX5cQ3U3CUHJa4h17R3RSJT+o8qf4at0Q9cf/fsO8INI0DqNyj43v8iWmnYu+X7WzfdwSc80j56/cegeWyijav33skotedjx8LcobD/nnVPmlMp2acSJ4hH1OsPTuk5foe4xUxK35+x8WtGC5F9+udG9sq6pPze8O+Iyi7DFd0N2G4FMY+eWNS2qu6l2slScM7N7bhlTELsy7D4XELDhheGbNQ9jhsT6ytV8asSJyV7cbHo66Hw+MWyi5Ha9YInnfljMB2Q0dDRLNJecjhWOyWe8LNl3Yk+nPnxrbInhD3xxcv64jkJaof4mvusL9PxOuQvqx2HRiPDfUWk9OuW7fvE9daOx8/Bk3jwY1J1U714/Epp8LXOx8/hlmHVbQxNG4FNyblsbIb2iXtj1K/6r4r11GS/c7Hj+HmS5OPWy4LYm9aHuExLnLjx5P3+TSdJeUD8fF/9DGhk6S6pG/LrliTjif2wfec11Lh3+GSE1xLJNXzypgV3JhMOi+1mxSDZOypBy3T6y/LhxFbD15zk3+TVvr8yz+CIGqXhcbw5WRfS31ZDPs49MnJ10jZReB8iUy6XYh3wKnn27NaXdjLd+/VQl/qxV6et12I748hqlJ2xTunh8atwNcaZ4FP/Q+IYWjcguOJ/5a/3qS9pdQhbWTZRuW7W5PmST0PAI1GeFx9DIivDZGofVXrkmXas1rkuNovtX3bDf/LOssuI+3UMZbrJc41Z6EG2rMaOEOgZY0z/2uchH2abheq6Wp6BhDoV5aVGveUPiTVIbUq/8fXUVzbpOtzS5omrTPcp6rlPEC0LTVOJx1X99ikPUCNpWn7sdSmROpR1iX3B7VteV6icRb0Ue478b0pqa/VxhO3m6v/8rG6H9guAn+o661ecgw7tserPk7bE2VYknun/Oq9anvoXPHJVnKJeB3V6k/b49Xjsh0em4943FePSw3Gn8e1Gm9DHZPUfDznoFj7+mNX0Ws8ZsXPp8WbavPMWeXamSv2VdNwo8HBGSL/ZZyTz9U+xPur1qW2ra6r+HM7lqun5SFq7Jb2af7ROKvav/mcU/sbRx5X13Ka7xN9UQfrbi4ty+uV+cSutHiVVDbJNp4Xp/k5yWY+9kl9qraW1OvJam3EdVZt34+3Ua0u+bqL9E3StWO1PWI+5+PaTfJTPWi5mo5rve/EwlDXhUrq/EtIBwRRsyw0hi8n+1rqy2LYx6G3lrxGTA705qPvVO7NGzC5J35TIXb+dMmpC/ta6ku92Ku+I+bG5OLrK3vzRuBrx/UCnxqKjzUm/svn0t5Q6pA2suyU5QZ/SfOknp+y3KDO+OMpyw1+k0rniPRVrUseP11yIsfVfqnt6zz8L8uaPCkFJ+oFg7PEuXa9UAOnSw5cL9S243rQlN/PS9PtQjVdTc9TlhvoV5aV+tYYqtYR/y+/ZjZel/qfdH3uSNNkwmuz86JazhM/p8bppOPqHpu0B5wuORV7RLxdqU2Juj4c16tYK2qdEsf1gj6q6zBJ72pfq40nbjdX/+VjdT/QOQJ/xG3qAT3mR9XHaXui6//2ndw7Df9YtT10rvgkY1tSHfK3xpLOpe3x6nF5zI2FuHjcV4+relWfp8X1pDGpeYb6mGLt60+adnRlD087nxZvqs2z61WunWqxY8pyq2pYnlf/G8rv7KkxM6m/al1q2+q6UuOS6pu58pCktZDmH8f1qvbvdMlJ9VW8Hdl+kk/VtZxWX5Iv6oG5tCyvV+YTu9LmIalskm08L07zc5LNfOyT+lRtLan7frU24jqrtu/H20iqSz6W+bdcl0nXjtW0P5/z0kfV/FQPWq6mY2JpIV9vi/+lzb/8IwiidlloDF9O9rXUl8Wwj0Ph+zXSzCwMXrsqmITevPj9pWZmodN00Wm6GOwrBOd3HShGnteqfS31pV7se/PiO5U7Tfq9n/nQzCysaxG/h7HrQBH3XtmNgf2j2NMvfDpZttGgufh+fwEPvzSGwb4Cjk3MYrCvENiXbBtr8qIOadObN/DE0CTW5A10NWjoatDwwDU9kXka2NIdnOtq0NCZ1bDrQBEDW7ojj7saNKxtMdCgu8gbLho0F7sOFLG7r4C7nx0J6pJlvnddD+56Jjy+Jm9A5y52J+hEjoV5ok6pLaJ+adOsQL+AmOv7ru6GyT1851qhwbueGYHrujC5iB8D+0ehc/G8xXRTdfvUsflrupqepaYH9o8GZff0F9BqumjSXTium1rHd6/tCdbergPFYKxp2j44MkO6Pse0aVbiPtWmndmcNDMLD/Yn74vxczJWPnVsMnFvlVqS62Jgi9gDZLy865kRdDVokT0irvnevIFdB4rBsd68gVWNWlCXaifbXhs7NrB/FHl/P9eYWItyX1H1Hu9rfJzxPsrjSWVkbFDX2Zq8gQ7TDfzTaboY2D8atC9t6iXH6DSjfmSeG4kPcU02aC4M7sF1RTlA5FlZzUvcQ586NhmJT+o8qf7KG6KeuP939xXgOC6Ayj06vsevzGkVe79sZ7CvANd1I+X39BdgcK+izT39hYheB7Z0BznDGv+8ap80pq4GLZJnyMcUa88Oabk+89yKmBU/v+tAEZ3Z6H49sH+0oj45v7v7CjC5h6eOTaIzG8a+XVdVxj6pe7lWkjQ8sH8Ua1sMZLiHNXkDGjysbTFgMhc6E2trbYsRibOy3fh41PWwJm/A5C6KJSt4fmo6/G2ZgyMzEc0m5SFrYrFb7gl3PzuS6M+B/aORPSHuj7ueGYnkJaof4mtujb9PxOuQvqx2HRiPDfUWk9OuWwf7xLXWwJZuOI6L+66u1IDqx1WNWoWvB7Z0I6N5FW305g3cf3U0ZzV5aJe0P0r9qvuuXEdJ9gNbunH3s8nHDe4FsTctj2CeK3LjLcn7fJrOkvKB+Pjvu1roJKku6VuTizWpMbEPPvzSWIV/O7NacC2RVM/aFgPfT5gTeV5qNykGydhTD1qm11+WDx26HbzmJv+ajPT5l38EQdQuC43hy8m+lvqyGPZxWLFYpLfZvkaOHD2G1sJalF0Gk3toZhY8V0yAnslA/G6O+JirzsWkFcuoefta6ks92as/9nro0CGsX7/+9RfdEoFxjhlmYsZlwbtFTU3403KBFRnAATBuARkNmLGBVhMolsU7K1wA7SYwYYuvG8xpwIwjyrdnxGMZ4BxP1Ck/jRH0AYDjinYyHLD9r5IzuPhqnZwm2vIAjJXF/6wOTFiiLpOL8pwBnAPTFqBxcVxnQKMGTLmi71Incgx5A5i2PcCLagsg7bzeLJY/ua6j6BqwfE1kNKGhaVtoy3LFMYMDBhM6MrjQPYfQzISdrNtWU9RTTdOqnk2O4KsR5XnOgCwHxixhZ2hAuyHWUtkVf7Juxwv1zZho1/XCtdfkfzH8ZIK2W0wPU2XS9Wvh9fIV13WMOkKTBhc3LF3bPuP6GOf/P3vvHiVHdd6L/vbeVdU9Mz09Twl5ZkBCIB6CyA44i2Pje5NzI1ngEQEkbIgdlq6M1/E5WfFyEvB1fAzXyfXrshySE3xuvFbW0lIUBYwdJLCRDBicxLE5NrFxsB3EQzZIYTQW0jx6Hj3T3VW16/6x967aVV3VMyPQqFuzf2tJ01X17b2/vb/f/n1fVff0YCawU/OiuuYGBJQS5KjQ4aItuK540ucA45qOB5r22wyoSR1vswT3qr7geRCIfUS13zau+sLelnutKumm9loQCF4rvrcxwe2KH53rkR/ym6gB/Q5QC4TfNQ4wCO4TmaP8QPjl+tEYDgXmfGHLEe0ddd4PgHatjfLd0/ZqlyXG5xA+zPpibgS6DV/UH5RvFli5HKY8KtaRCM2YdiOd0HWjKvM1h1hHT/4WRwcF5jlQ1nSmIPmkNI5LTgRBtF45KsajAE5U5PoHog9GBA+qfvRJ+znZv02BPJM5nor4er7wq40JvWMkqgtsCkB+HZ7iYcESx57GPYcBXTYwWYv4QYmoDWwq/OOSl14gcoHiHJVzyjOABAHmPFlj0ABzXv0+XCyMHi8OVi6HsRrVan3gjaqIR1KzLCr0btaVXCYizl4g9r8leTnrCR4oLil+2TI/q9+iUhoE+XXwVKs7VR6uyfMVzQeHivMFK9JYX/rjB1IHJV1qcg+pesIiQkeVPuYZMFOT+0HuD0aEXjkU6LSAkxU5dweYrkWcTatD1Jzn/GhvtDO5xwPh87w2lzZZ2/sB0CHnU9X025JzZ0Roc8UXa83kvlI5QtXmRHwLOVx5r6HX7F4Q7V2lE0lfZr0oDq2oyUkuj9XEuikt8uU1LxDrZlGx7rOeXHOpmW1WlNcpibjhBtE9j9LTqh/lRkvWv4xGdm1S/6pa3Co+QIKoncrnVV/chynOWkT0WfGFDZe6q+7RmPy26xqP6lj1ld7qOg9EnxU/4la7LX4qjjACVDzBuS5b7FOXi/n5QTTforrmR3uGUbGWNbm2ltR+pRfqN3bFXgnAA6CNBZj1aZizKACLAVzW6rpPORZpRlXLRfo4ev4qWGK/uRqvO1jrcLmex63j+1uFlZK/mW2D0PhfIvMhaildxwRalwfde44vuU1p1+AZ8GTpWClcVFjsfFs5pqeLxa7NUjV8Jdk3ky/LYa/DvDn5FmClCfJCMOsRwazF8uBcXOdzcU5nE+fCepo5rCyYtRIw69D6a9Dq/uswc1m5MOu1MMwatQZMnN48zBqefazkGKzUuZ+r827lN7LO1Zhkwbw5mQ3DhXMXyzFX87WuBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGywLz5qSBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgcGywLw5aWBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgsCywFjZpTvzN3/wNHnzwQRw+fBg7duzAV77ylfDad7/7Xdx1110YGRnB1Vdfjb/+67/GBRdckNrP5OQk/uAP/gD/9E//hN7eXnzmM5/B+9///rfMT0IpmG0DoBiL/eHm9D8M2kz2p9v35VduOuu+N6O9QWNQy8Kkb4MgQAACLwAoARwKtDEgADDjinVuswAvAPIUqHLgois3YcoFOAccJmxcDuQYwCjAAFR8cY5RwKYAIwAPgHlPxK3PAeZ84cu8H8WTEsAiwn7eF20oEZ/s4AB6nOiPsjtMtJlzxTgOBfwACAJx3ueiTcECZr1ojKId9V31RduByzaBM+l3AOQoMOuKteiyDcdaCYRSzBMbFU7h8wAdFuAHBD4EN/ochBrSZolYlz3BU0rEzxkXOO+STShB8CSn8VzxDhDHrh/xD4h4V7QFn2o8zu8gADokJ7P47QdiD1C5bygAH8KPIBBjBADyTPjK5L51ueh7Wu7dVZdsAhzx2pd8BwF6DafPCgilmAkcVDnAKEGecrQTH3MBQy2gqGlcIhDcUZzxE1xxKJC3gOmaOBcQEWcmdbzGIx7lmIi9OnaoGGde00Vl07thEyZlG0akJvpir/BA9Kv6cLnIDRYRfVR8sX/aLaGfHgfabfFTza3dEn64MkdYkrtVzcaRdlNaru+0BdfV3NT+9QPRT17bo+22yE8V2V+nBdQk/30O2Azos5GoJYBxV/jVf8kmzDGgyFprn1i5HMZqFD0Xb8KcFelTTy7K5yoHTlTF64Il9I8A4r9A8MuXcSWI9GzKFevnMBHnmi+uU5l7fR7nqOKlLfO0TSOeUMkxQPCQyXYBBK8V71Zdsgk1yXPVft4T/PAC4YNFgW5H8EX5q/ZLGxPHrlaT5GWNM+dKXZZzoCTiiMPE/F0O8CAAJQQO5ahxCi8IwAhBp8Ux61G4PIBNCXqYC+55yxrzcxFWLocpj6L/kk0Yk7HIybxsUZEnSzURG51TjMRrREvqiMulbkHwkWgcV7wDEWOomtCVGmMzoR8qp9rSF1Wj1jSNKXuiXZslOFaRta0XxDVX7SsfQDsDKlz4FJConui0gbIbaWRBap0nNdiXmjdw2SaMeULz1H5vsyIttBlgE7GuVR7pn02i/MKDuDbMaOMWbVGrhPqtabVNoxrEomJe4VxJVNvbKpd4UbwsErUr2tH6qr1ckjFUY8x6ot+eFqtddE0uEZFnpqXGqPXPMXF/leTYvC85i3j+z7H4fVPBEvdTFolyo02BXgeY41GeT2pmQT6VKsu+HBkbV+b4APLejorXilOWvK8jiGoAJrVW9yvM2aw+35c9qcVU+O5Ln1X9AAgOUABE6vLqSzehTMR89NzPiOBM2QUsJq/L+9E5L+JqR+JesN8BfLeKgPPYPTEICdsobclREZc5T/iq51R976laSv02QrgHpG5NtOjzC8Xj7pDHreO7wdJh5XJQLL78yk0A6utlAcMDA4NWgNLwxeafZrVfbA5aSv8raa51bRdl1YRYs2YN7rrrLvzjP/4j5ufnw/Pj4+O4/fbbcf/99+O6667D5z//eXz4wx/G008/ndrPXXfdBcdx8Morr+DnP/85br31Vlx55ZW4/PLL37SP0ZtXwEtTPnYcGsGxaRdrizb2Dw/hsq5cLFDNZN9MvpwL9gaNQS0Lr8xSfPbZE/jYO/pwx9Oj4Xr+w/sGsaaD4uRcgB2HRrCm3cIXr12Nn5+aw3uGCjhVrmFVh4PtB6Nru56K2h/8nSHUOLD9YBSjPVsGUJBPRz72z2/gxJyH/cNDuLSL4OWpIBbPve8dwGAHQ6kW4Bbt/O7NA/jy8+O455pVGJur4bpvHA/7/tQzJ3FizsOeLQPosAi+8KMx3Hl1H3JUvL7nmlV46OUS/vwnk1hbtHFg2xAcCmz7ZtzH89oZenLAl/9tErdd2o2//ukEvjMyh0dvGMKGTsOxVgChFKOujV+Vfex66vWQo3/1b+P42Dv6cGkPw0tTEbf/fuvb8KtagIdeLuGOK3vQzoCRSoDPPnsq3BtpPP/mDUPwgnSeBwFC3vXkCf6P/a/HeHxqrooNPW0x3mfxW53/2Dv68OXnx/HxX+9Db46i6gf4wo/GcPc1q/AVydOHh4fgeh4cy6rTyPMLBBUfmK4GuPsHp/CZ/7QKlxQNp5cThFK8Om/hpoP/EePMBZ0Mp+Y5bnv89ZgOU0JiPExy5f7fWo3RKcHVP7qqDzu/LWxuXF/A3desCvUzeby2aOM728/HZDWusQ8PD+Fzz57CN16dDX1b08Hwqe+fxIk5v24PpNkrLd4/PITPPnsqtd2hG8/HVJXjg08cz+xr39YB9OUZ3vcNsSZ3XdWD2y7txkMvl3Drpd245VA8/2S9Vv1/68bzMV7xcfuT0bkD24bw1ZdEXrhxfQH3XLMqtm/U/C9ob419YuVyUtuOxdbgIxu7cP2FnXWa8PzJeXz2R+PYPzyEZ47P4u2r2/GXPxnP5Ns916zCM8dn8fF/ORVbv/dv6EKVB7G1TdMtPU/rrws2CesC1e7ua1bF+PDw8FCoc3u2DODvXyzh9y7vjsVYzeOK/vaY/2l8S467970D6M9TnJznYZ9pnBA8PRH6JXgeP76kYJk3KN8ErFwOx8rAG3NuLL4Htg3h/3t+AuMVP3WvJrVHj0meAZ/+X0InF+J4l03wetkPx1bao4/3+E3no+IFuPlgfE8pzfv7rW9DqYo6zdH93L15AE8cncatl3bjcykanpzj/uEhrGoj+OWUH1uXB68bxO5/nwz3Q1L/blxfwOevXY2Tc36dfn/t5RKuW1cM1yJrXLWeablE35tqTh/d1INSIr/oc9+3dQC9eYa/eG48NZ5qLyut0cd4ZNtQy9QuuibH71kJrvja6xq3BwGQWD2ZFh/RXtimrde7BwuxvH/f/746zPNpefHAtiG0WQTXPxr58tD1gyhYBPN+gFk3wLdem8b/eUUPJlK4vLqd4dPPnAy5kRXHawcLdTr6lZ+KvZzGpwuLBEenRW3zyd/ox+8+HtfuLP2veR5sy8IvJudx7WA7TpWD2JqmacNlXTYCzvHyDMFnnz2BT1zdjw89eTyVt6pOeefqfJhTs9a1P09wcj6+B/YPD8XuRVvl+UU2j5vfd4OlQ7wxCYiP8Ai8lHhWo3RM2RseGBg0L5aq4SvJvpl8WQ77JOiCFk2K3/md38G2bdvQ29sbO//YY4/hsssuw0033YR8Po8/+ZM/wb//+7/jlVdeqeujXC7jm9/8Jj796U+jUCjgXe96F6677jp87Wtfe0t8nAlsjNUoxmo0TKAAcGzaxY5DIxir0aa1byZfzgV7g8aY9G3sODSCnRu7w5teQKznqXkfHo/W+ZPv7MOup0Zxw0Vd2H5wBJf1tYU3e+qa3v4/Zrzwujq366lRnJr3cWrexyff2RfGbTwlnju/PQpGaXhDp87f8fQodm4UD4gu62uL9a363PXUKMYqPnZu7MbtT0avdxwawa4resI22w+O4D9mvDofj067qHGKXVf0YMehEdx5tej3pscMx1oFM4GNV6eih5qKo4rrfhDnNqM05MerUy4CQuv2RhrPR2azea7zruqTOh6/a6BQx/ssfqvz6ueup0ZxvOyFY9yi8fSWQyMY6MylauS8T+EHFIxR7NzYjZsPGk4vN2YCGzelcKbGCW6TD9/U+VPzfqZGKy4oLu/c2B0+1AYQ8iLr+Ni0ixondedukX3pvr025WLnxu7UPZBmr9s9Ug4AACAASURBVOt7Vrtj0274RlFWX7c/KfRY2ShN3nVFT+i33nfWa9XfUdmnfm77wSgvqL2XjM1rU27L7BO9PtLX4EOX189tx6ERbF5bCF/fcFEXdn57tCHflJ06r9ZvTHtonWyj65aep/XXel2g7JN80HVu11OjuPPq+hgr/5L+p/EtOe7Ob4+CUhrrM40TSb92pBxP+vaZDfQ5jrEaxdFpty6+2w8KDmTt1aT2qGs7Do2AUhrq5EIcZyzOA6U9uv1rU274xqQ+jtI8Rmmq5uh+3vH0aKhnaRqetmf9gNatywefOB7bD0n927mxOxw7yeVdV/TE1iJrXLWeablE35tqTm5KftHnrtYlK55JrdHHaKXapdE9q37uRNmvqyfT4nNs2sUbc37meiXzvp7n0/Li9oMjeG3KjZ277fHjYIzi1Lx4M3vXFT2xmCk71ZfOjSy/0nRUxT6NT7NuVNv87uP12p2l/wOdOdxyaATvGijA47RuTdO0YaxGMe5Z4TX1xqQ+nuKt2qt6Ts1aVz+ov49N3ou2yvML8+xlZUE9b9P/ZcVf/TMwMGheLFXDV5J9M/myHPZJtOxvTmbhxRdfxJVXXhked3R04MILL8SLL76ISy65JGb7i1/8AowxXHzxxeG5X/u1X8P3v//9zP6PHDmy6PPFtZeB2uJ7BlSAFI5Nu/A4cOQXR5rSvpl8aXX7I0eOYMOGDWg2ZHH5bKD7ol/DsWkXvXlWt54dNoUfROusbNQ5l9dfS7ZPi1GHTeX16JzH0+Opj6+fV+N5vP68Pk6HXf+aUZLqT/KcJ79uUW+TxsnlQrNxeSk8PhucL669LMZBxRn1M8lfxTVGCTpsGl7XuX26PD827UKjXWiTxftG/NZ/JsdI8jRLIwOIrwXTx1kuTjcbj4F0fp5JzhbXXpYaG0rqY6b4lcY9dV5xN2mz0DGA1DF1LVXHSkPV8UL2uhbrr9PmtpixFXRNTtuXp7tf1d7JWmeVE/R90mxcVpztvnhT6hpk5VOlM3rObcQ3ZaefV7rZqI3+U7+mXic5lrTXx9JfL7Z2aKTV+rjJPdFoLRoduzxoqKvNUgs2G48BsTbdF29quF8XiktaTPS8txiO69fTuLaQhvnBwjY6jxej2Y1q4yxdVMfKrlG7RuOqPrKuJ/dm1njJfd8onmlao163oiYrJGs8oHF+Wiz3ktzozbOYpjXKcclzlETjNNJ4XUNPh7NZbbyUOnyhddHbqXp3Mfqt58HFakvaPfJS5p0cX3G52XgMRJqctd5n4774bKJZ8veZRPfFm+rOLaRjSR40G5fT49b+FvVzdtBMviwHFjfftzamzcZj4PSeXSxVw1eSfTP5cqbsG/H4nHtzslwuo7+/P3auWCxidnY21bZYLC7KViFtMbPefJolFtQXKa0t2rFArS3asGi8v2aybyZfWtm+Wd+YBJorwU0RgrVFGxMVv249yy4HI9E6Kxt1zqb115Lt02JUdkUVW5VPHFTc0mz18fXzajxLu5dW5/Vxqn5Q99rnQayN8id5zqJA1Y23SePkSsVi1+Bs7cVZYqE869ZxVP1M8veCTjuMddnl4XWd26fL87VFGxrtQpss3jfit/4zOUaSp1kayeXf59HHWcmcTs79THN2llipseFBfcwUv9K4p84r7iZtFjoGkDqmrqXqWGmoOl7IXtdi/fVi9k7a2Ao+j7ieti9Pd7+qvZO1zionNPM+Ub6VUvL2sWk3M58qndFzbiO+KTv9vNLNRm30n/o19TrJsaS9Ppb+erG1QyOt1sdN7olGa9Ho2KYkky/NXKM2AzZs2IASabxfF4pLWkx4gDo+NuK4fj2Nawtp2AWd9oI2Oo8Xo9mNauMsXVR95RhZsF2jcZXPWdeTe5OQ9PGS+75RPNO0Rr1uRU1WSNZ4QGO+L5Z7SW5MVHysbrcyeaHapd0L8SAap5HG6xp6OpzNamOl1OELrYveTtW7i9FvPQ8uVltU7dVoXRvNOzl+s3O5EY+b2fe3Gislf5dI/bmFdKzZ1yXVv+8ff2v6OQtYKVxUWPR8Wzimi8XpPLtYqoavJPtm8mU57JM4537vvaOjAzMzM7FzMzMzKBQKi7Kdnp5OtT0ddBIX/Q5Hv8Oxf3gIa4vi43xri+K7d/sd3rT2zeTLuWBv0Bg9zMX+4SHsPVzC7s0DsfVc1cZg0Wid7/3xOPZsGcBjv5zCgW1DeGl8Hge2xa/p7S/otMLr6tyeLQNY1cawqo3h3h+Ph3HrS4nn3vcOwOccDyfO7948gL2HS9g/LHzQ+1Z97tkygP48w97DJezbGr3ePzyEPS9Mhm0ObBvCBZ1WnY/rijYcyrHnhUnsHx7Cfc+Jfh+9wXCsVdBJXKzvskNeKo4qrjMS57bPeciP9V02SMDr9kYaz4cK2TzXeZdjQR2PfzA6W8f7LH6r8+rnni0DGOywwjEe1nj68PAQRmeqqRrZxjgY4fB9jr2HS3hkm+H0cqOTuHg0hTMODfDQ9YN1Opyl0YoList7D5ew972RjeJF1vHaog2HBnXnHpZ96b5d2GVj7+FS6h5Is9f1Pavd2qL4O2mN+tq3VeixslGavOeFydBvve+s16q/dbJP/dyBbVFeUHsvGZsLu+yW2Sd6faSvwQMv1s9t//AQnj4W/d2tx345hb3vHWjIN2Wnzqv168+zurVN0y09T+uv9bpA2Sf5oOvcni0DuO+5+hgr/5L+p/EtOe7e9w6Acx7rM40TSb/2pxz3sPgnWA2Whn6HY13RrovvgW2CA1l7Nak96tr+4SFwzkOdXIjjvh/ngdIe3f7CLhuPbKvfU0rzfM5TNUf3c/fmgVDP0jQ8bc8ywuvW5cHrBmP7Ial/ew+XwrGTXN7zwmRsLbLGVeuZlkv0vanmZKfkF33ual2y4pnUGn2MVqpdGt2z6ufWdLC6ejItPmuLNs5rZ5nrlcz7ep5Py4sHtg3hwi47du6h6wfh+xyr2hj2bBHx1GOm7FRfOjey/ErTURX7ND4V7Ki2+er19dqdpf+jM1U8PDyEH4zOwqK8bk3TtKHf4eizvPDaA1vrx1O8VXtVz6lZ68pI/X1s8l60VZ5fmGcvKwvqeZv+Lyv+6p+BgUHzYqkavpLsm8mX5bBPgpRKpWBhs+bF5z73ORw/fhxf+cpXAAB/+7d/i69+9at48sknAYjfjrz44ovx3e9+t+5rXcvlMtatW4cf/vCHuOiiiwAAH/3oR/G2t70Nf/qnf7poHxp9QoBQCmbbACjGaoDHAYuKwKX9UdBmsm8mX1rVfqV9kujNgFoWJn0bBOLrb7xAfNWfQ4E2Js7NuGKd2yxxPc+Aqg8UbHGNc8BhwsblQI4BjAIMQMUH3ABgBLCp+MkDYN4TcetzgDn5AdZ5X3wNFiPCB4uI1/O+aEOJ+GQHB9DjAJMy/g4Tfc25YlyHin6CQJz3uWhTsIBZL+JM0Y76rvpR2zYW+Z2jwKwrznXZ6Zw0yMbZ3IuEUswTGxVO4fMAHRbgBwQ+BDf6HGCsJviRt0Ssy57gKZV8nXEjzvFAcFvxXPEOEMcuF3x15DnFu6INVDhQS/A7CIAOycksfuv2PBDXfQg/gkCMEUDsyRnJ/zYmfOmwgGk34nu3I177ku8gQK/hdB2Wg7OEUswEDqry66PzlKOd+JgLGGoBRU3TIwKgxiPO+AmuOFTwd7omzgVExJkRwVGddzmp3erYYVJjvXQbKo8ZkZroizzAA+GT4rvLRW6wiOBaxRf7p90S+ulxoN0WP9Xc2i0xhuuL9pbkblWzcaTdlJbrO2XecajwQeUmPxCv9T3abov8VJH9dVpATfLf54DNgD4biVoCGHeFX4yK/oqstfaJlcthrEbDdXe5mE9PLsrnKgdOVMXrgiX0jwDyPxFnX8aVINKzKVesn8NEnGu+uE5l7vUlX3XdCqSmzntxniiOAeIak9wOIHiteGdJLkzXRD8WBSpeVJfU/EjnpmqRv4rHbUwcK74xKnQz0MfV/imOOEz463KABwEoIXBogBon8IIAjBB0Whyznvg6cJuKD35xz0MWTI26OFi5HKY8ihqPYpGTedmiIk+WagjXXXGKkXiNaFGRD2tc6hYEHwkijivegYgxVE3oSo2xmdCPacl9S/qiatSapjFlT7RrswTHKr7owwuEbjFtHxAixm9nok4Ia3G5hzptoOxGGllQWic12OdiDCJ1XO13zxf7x+OilrWp+IdAaKzSP7V/1V715d4oSp11Na2Y9TT91rTalntpVtYgFtHmKtdHrZnKJbbUAItE8Sw6Yn/rNUtJHodjeKLfnharXXRNVnlmWq6Lyu85BuRpPcfmJaeT+T+n7lU0bsz5Yk1VbrQp0OsAc1zww+NCR3XNLMjv8ypLnjpyL6maNoC8t6MRN9WYNhXcc33RJ5NaO++n5GxWn+/LntRiKnz3ecTVdulXSdY2ROqyLTV53otyv/K12xH7xWLyurwfnfMirnYk7gX7HcB3qwg4j90Tg0RtlLbkqBh/zhO+6jlVz7WWrB3UbyOo9bClbk0s4nlHM6Kex63j+1uFlZS/rVwOyd+pSdbLAq3Lg+49x5fcprRr8Ax4snSsJC4Ci59vK8f0dLHYtVmqhq8k+2byZTnsdbTsm5Oe58HzPNx77704fvw47r//fliWhVKphKuuugpf/vKXsXXrVnzxi1/EM888g6effjq1nw9/+MMghOD+++/Hz3/+c3zgAx/Ak08+icsvv3zRvqw0QV4IZj0imLVYHpyL63wuzuls4lxYTzOHlQWzVgJmHVp/DVrdfx1mLisXZr0Whlmj1oCJ05uHWcOzj5Ucg5U693N13q38Rta5GpMsmDcns2G4cO5iOeZKFzZpTnzpS1/CmjVr8Jd/+Zf4+te/jjVr1uBLX/oS+vv78Xd/93f43Oc+h3Xr1uHHP/4xdu/eHba77777cMstt8SO5+fnsWHDBnzkIx/Bfffdt6Q3Jg0MDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDBYH62w7cLr41Kc+hU996lOp137rt34LP/rRj1Kv3XnnnbHjnp4ePPjgg2+5fwYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBnG07G9OGhgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYtBbMm5MGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgbLgpb9WtdWArUsUGYDAMZqgMcBiwL9DodXrTa1/en0ffmVVwKgZ933ZrQ3WB4w28a4Z8GhQJ4BMy7gcqA3F722KOBQoMaBgiV+1nh0TsWyaAMVDvBAtGMAAgB+AFAiPuHBKOAFgOsDNgPyFKj6AEfUHyWiDz8AmGzny+s+B0CEH9OuGHv1pZswR4F5D7AIQGT7NkucU/71OsCExr1uByjVgE4bqHLAIeKnx4WPauyAAB0MmPWAPsuD77pnL2AGSwK1LExxO+SW4nDFBwiAggPM1ARf2yzBuTwD5jTedNqCDx6PuJXGbzWGH4h2eSb4OucBedk3QcRti4jjkNsBYMs+XD/idcUT+8Ymoi+bCbs5V5zPUdH/bE3sozYmuFuTPtd82Z4KP4vMaO5SYDkOxlwGjwsuVPxIF/sdYMoTPFCcKNiRNlkU6HGELupapDSOArCYaOv6kda6Gg8Vz3RNokTwYM4THLMZ0GEB5126CWMy3nkmuFCqiTYckabmmBhf+e1zwGGCS24QnbNZxFml4V220FGXR1z0/Kh/W3KtLPnpUNFHjUf9FCyhtTU5Tk9OrKs6zjHRds6N1jleN4h1V/ZtTPg1VgN6Lt6EEmm92sLK5TDuUvRcvAmTMkZ5KrmhxSQn17zmi9zkynirmHIexaLNijTAouLY5UJTckzEZs6P4s+IzKNUxGjGEzZFCxivxXMyh+D2lBtpTE5yu+wJu/Mu2YQpqY1lN+K+HwDtTOwL1wfabeF3xRdzs6h4TeU6BIHwS12ziKgbLKbmF8CmBD3MBfe8hutMKMVMYIc1TCdxEXC+HCFeEbByOYzVaLgPOyzBBaWJ3Y6opTypH46mFQVL8FFpYcESGqfqQ8Vrj0dcdiVn8pbI5Tp/FFfUscfjdR2B4FfFj+8jQHDa47JvWRuremDaFbpMJA+VzlnyY8yepm02E+0rXlzDCQEGL9uEMS+qPVwe+av2YdGRtbgv8w+PfM0zoeFhLSD3sJ4X8lS07xS3X5iX82q3hD9KG/ocsceTc9brDYsKnaj5kQbodbUtc8isK9p0WFqsKdDXgpqsc1nlISbzt6fVfra8twEEJ9I0VdWIPQ5QckVNV+P1+Tkv15gQEd92Fs+XDhPxK3sRL1Rclc5XfZETp904RxmJatRZGdNuG5isRfsKgdRfCnSqcbR7QVX3elz022GJvvR7q4ovfFrlxPNym7ZPVb3b7wBlX/JRr0dkDV1Ve0m2CSD8aKMc4zUKlwdotwh4EKDGAUZJeM/mcbGetpbrVO7LMbE2sbWT45a0eqPLAWy07rMLxePuFq2NDJYOK5cDQHH5lZvqamcBwwEDg1aB0vDF5p9mtV9sDlpK/ytprnVtF2VlcNoQb14xABwvTQXYcWgEx6ZdrC3a2D88hMu6crFgNZP96fcNvDTlt9Rcz5S9wfKD2TZeniF46OVx/PFVPXh1WsTmnt/owztWt8Xi9PDwEL72cgn/dVMPStUAD71cwq2XduMWaXPXVT348JU9mK1xzLoB/urfxvGxd/ThjqdHwz6+fv0gqjzA7U+OxuKfo8DeF0V/n3v2VF273ZsH8OXnx/HxX+9Dh0XwD0emcNul3TH/9mwZwKeeOYkTcx52bx7AC2NzuHawUMe1zz57Ct94dTY8rnkeHMvC6naCOR8YLfsx/9TY//d/WoVXJuaxoacNl3ba5g3KFgC1LPyiTPG9kSn8b0MF3HxwBL891I7ff3svPvvsKfzP/7war0o9WtNu4YvXrsbPT6XzZnUbwUQlQI0Hqfy+cX0Bd1+zKtwPql2eAX/xkwn83uXdqXtC53bRIeAB8P5vHU/ldaPX57UzFB3g4/90Endfswo9OQKHAh/755Mh3/dsGUDBJig4FBe058yN6SJgOQ5emgZ2HDqG3x5qx397e28Y41d3XYhjZYKyG2ne/b+5OtRRFcNv3Xg+qn6Amw+O1MX9j67qQ7tFYjF/eHgI/+v4LN49WMjUwyeOTtdpYFLfHrp+EEWH4r8/c7Kuj0M3no+qzzFVDbDrqej8gW1D8HkQ82fvewfwlz8R3E3T1X943yDmvAA7vz2aytt/eN8gKCGxNvo4H9nYhe0binhjzo/5ovpY085wzzWr6uZ6cRfBux98vaG+J2uRZoWVy+Hl6QDbDx6LrWunQzEjc2o8ToOYd4EPPRnXitVtFGMVjp3fHg01TW/38PAQ2hhwx9MncGLOw8PDQ/ictmb7tg7gE98Tcds/PIQjk/O4qDuPE5Rge4K/aRxUWnTfc+P4zshcTN/0/PzE0emwfkjzM6lvBZvgY//8Bk7Medi3dQC9eYYcAY7O+HX1xCUFK/MNSkIpXp23cNPBiDePbhvC+jbPvEH5FsDK5WSNH/H4O9vPR6kqNPEjG7tw/YWdqbXbmnaWmkO7bIK7vn8Sn792NaaqHB984ngmt7/y0wl8Z2Quxp9v3jAEL0Adf7/8/Di+cO0qnPRQp2dJvdL73j88hGeOz+I33taB3308sf/aGYp2nJc3ri/U6Zca/86r+/C3L5Twe5d3Z/Jf6VpfnuH3395bt3b63lA+fPqZkzEdfP7kPH7z/HaUqkHqnkvzMWs91b3AdeuK8HwP/e1OZjzTdLuVNDnJZeE/wQ9P+rF8umfLANZ0MFCIe4isWKq1u+3SbjzTIMfvHx6CRYHP/OAU/vw9qzFTQ11+fGTbEP7sh4IXel0SticcY/M0VncofiAIAELwF8+NY7zih3FK8uKuq3rqNF7lkOFvptceN64v4IvvWY0TZR+X97K6e/7kXnro5RJ+97Ju9OQIjk77MU5+4drVdfPet3UAHTZBjlG0W8Czv5rF/3h+qqHfafX5ozcMoS9H8MZ8EDv/r7eej18kfH5k2xByjOB933i95biczePm993g9CDemASyn7mR0M5wwMCgubFUDV9J9s3ky3LYJ0EXtDB4U5j0bYzVKMZqNEykAHBs2sWOQyMYq9GmtW8mX84Fe4PlwbhnYcehEey6ogc1HsVm89pCXZxuCe1I2OYWzWbXFT14bcrFqXlxI7lzY3d4s636GKtED2zUuR2HRsAYDftLa3fH06K/XU+NYqziY9cVPXX+7XpqFJ98Z19of8NFXalc27mxO3Y80JnDjkMj4AFFjZM6/9TY2w+O4F0DYl3GPfNZlVbApG/j5oMjuOGirvABzZ1X94U88IOI8598Zx92PZXNGy+gOF72Mvm9c2N3bD+odpRS3Hl1X+ae0Ln9xpyPU/N+Jq8bvT467cIPaOhHjRN48ljv69S8j9emXKO5i8SYy0I+3Hl1XyzGlDAcnY5rXkDqc9zRaTfknzqn4r7z26N1Mb/lkOBsIz1M08Ckvt32+HEcnXZT+zg27eKE9hBVnd9+cKTOn53fjribtj9OzfvhG5PqnM7PU/N+XRt9nA9d3o2jsk1aHzs3dqfOtVSjC+p7q/B8rEbDN0+AaF1f1XKqfu1E2Q/fmFTndj01CkppGAulaUluUUrD2NySWLPbn4zituOQyHmn5v0637I4qLTozqujXKz0Tc/Pev2Q5mdS307N++GxytGM0dR6YtK3M9d5JrBxU2IuNx0cwUyQ3cZg8Uir8VXNqPZ6Vu2WlUMZE3ns2LSLDz5xvCG3Fe90/ozMeqn83bmxGyRFr9P0Su97h9Rn9cakPo9j0y68IM7LNP1S49/+5GhYH2TxX+maql2SdvreUP0kdXDz2gJcTjL3XJqPWeup7gXueHoUl/W1NYxnK9/vNbpfTebTXU+N4rUpFxykYSzV2ikOZeX4HYdGcHzWw86N3WCMpubHmw9GvEjbN915u67uUH1QSsOaRo9TkhdpGq9ySFbu3bmxG69NibGqfv0aJvfSrit6sP3gCCo+qeNk2rxvf3IUJ8qidqj4BO8aKCzod5q23PSYqOuT5+dTfL754AiOTrstyWXz3GXlQT1vaxR79c/AwKC5sVQNX0n2zeTLctgnYZ5Gn2G4PEAA8WkeFSSFY9MuPPl1js1o30y+tKy9wbLD42L9GSVweRQb/bWCstNf6zaMEnTYNLzem2d1fXTYNLVfSgAQktlOP99h07qxdRv12g/S56Bs1LFaA09+nWyjsXVbnd8GzQmXB3VcUNzpzbMYz1WMs3jjB2jI7yzeLpXbSSR5nfW6wxZfCaH6Ul+dmOS7GsNweHHweD13FFxez4k07czSvay46zzM4sxCGqiOO2yKDjvdJ2WT7CPNn0b7o9H8Gl1X46i9tZCmJ68l64YsfW8FnnsZvFFYSi5NalqaTZqOJI/V+mWNlcVBlaP1/pL96m0b6aLeZ4cdHyNLq90GMa9l1DY1TlqCJ82ONB7rnFyoLsvKvcnrjXQx2WcjbUmr+RrxXfcpi/vJawvl/cXUs7151nC/JfdGhx23Sda3i61f0tZT9znrXmFB3W6BvZbGZf0+IHm+w6YN7yHUa7V2C+V4FceF8mMWLxbyU+m0Pn7Sl6y+aSJ++hz1uS7lXjK5do04pHIjJYjVvVl+Z61x2j7O8jmtLmoFLjficbP7bnB68Lj46mNgEbWz4YCBQVNjqRq+kuybyZflsE/CfLzkDMOmJPx7AmuL8U8xry3a4d/yaEb7ZvLlXLA3WB5YMh4+D2KxyYqTzwPwIHqt2/g8QNnlKLsca4s2Jip+XR/qWrJfHiDsL62dfr7s8rqxdRv1mpH0OSgbdazWwKII55Y1tm5r0PywKanjgs4znecqxlm8YQQN+Z3F26Vyu+zy1OsLvS67HBaN/ODybxcl+a7GMBxeHCxazx0F8XcV45xI084s3dPjnrymeJjFmYU0UB2XXZ6pxVl+ZXEwa380ml+j62octbey+shagySHs/S9FWBl8CYrTo1yaVLT0mzSdCR5rNYva6wsDqocrfeX7Fdv20gX9T6Tx1lanfIZjxBORm3j0CCjhcFSkMZjnZON6rIsHqg8pvOwkS7qfQKNtSWt5mvEd92nLO4nry2U9xdTz05U/Ib7LWuvqHPJ+nax9Uvaeuo+Z90rLEW3mxVpXNbvA5Lnyy5veA+hXqu1WyjHqzgulB+zeLGQn0qn9fGTvmT1zRNyqc9R36uN7iWT65Fcu+SeT85BzUOve7P8bqQtyfNZPqfVRa3A5UY8Njg3YVEs+MxN/TMwMGhuLFXDV5J9M/myHPZJGAk/w+hhLvodjn6HY//wUBistUXx/bv9Dm9a+2by5VywN1ge9Fni79nseWESDo1i8/Sx2bo4PRzaBWGbhzWbPS9M4sIuG6vaGPZsGcDewyXs3jwQ66M/z7Bv60Bd/H2fh/2ltdu9WfS3Z8sA+vMMe16YrPNvz5YB3Pvj8dD+sV9OpXJt7+FS7Hh0por9w0OghMOhQZ1/auwD24bwg1GxLn1W+t+zMmgu9DAXj2wbwmO/nMIj2wQX7ntuPOQBIxHn7/3xOPZsyeaNRTgGO6xMfu89XIrtB9WOc477nhvP3BM6t89rZ1jVxjJ53ej1uqINRnjoh0MDWPJY72tVG8OFXbbR3EWi3/ZDPtz33Hgsxjzwsa4Y1zwS1Oe4dUU75J86p+K+970DdTF/eFhwtpEepmlgUt8eun4Q64p2ah9rizbWdAi/9fMHtg3V+bP3vRF30/bHqjaGve8dyOTtqjZW10Yf54EXS1gn26T1sfdwKXWu3Q5vOP9Wqi36HY4D2+rXdb2WU/VrazoYHtg6WLdenPMwFkrTktzinIexeTixZvu2RnHbPyxy3qo2VudbFgeVFt33XJSLlb7p+VmvH9L8TOrbqjYWHqsc7fs8tZ7oYfFPoeroJC4eJ6YbewAAIABJREFUTczl0W1D6CTZbQwWj7QaX9WMaq9n1W5ZOdT3RR5bW7Tx4HWDDbmteKfzZ6hgpfJ37+ESghS9TtMrve/9Up+/en39/ltbtGGROC/T9EuNv2/rQFgfZPFf6ZqqXZJ2+t5Q/SR18Oljs7BpkLnn0nzMWk91L7B78wBeGp9vGM9Wvt9rdL+azKd7tgzgwi4bFEHDWKq1UxzKyvH7h4cwWLCw93AJvs9T8+Mj2yJepO2bUsWtqztUH5zzsKbR45TkRZrGqxySlXv3Hi7hwi4xVo7Vr2FyL+15YRIHtg0hz4I6TqbNe99W8fc91xZt5FmAH4zOLuh3mrY8eoOo65Pn21J8fmTbENYV7ZbksnnusvKgnrc1ir36Z2Bg0NxYqoavJPtm8mU57JMgpVLJfLT2TeLIkSPYsGFD5nVqWaBMBGisJn7d1aIieGl/GLSZ7E+vbwaAnnXfm8F+IW4YvDVIrjOzbYx7FhwK5Bkw44qvtenNRa8tKn7joMaBgiV+1nh0TsWyaAMVLj6h7XLxKfkgEF9LRIn4hAejgBcArg/YDMhToCrbOAyo+cKWy3aMIPyKSocCvvxV94IFTLtibJuJTwjOe4BFACLbt1ninPKv1wEmNO51O0CpBnTawgeHiJ8eFz4y6XNAgA4GzHriDV3fPbcfZJ4Le1HNgVoWprgdclVxuOKLb0woOMBMTfC1zRI8yzNgTuNNpy344PGIW2n8VmP48tPceSb4OufL14EYU3Hbkt8k6ENyOxA8rvFof9gUqHhi39hE+KXOz7nifI4CeQuYrQEcQBsTvtWkzzXpq02Fn0WWrtGtjDPJWctxMOYyeFxwoeJHutjvAFOe+AolxQldmywK9DhCF+c9wQdGhZ0fCH2xmGjr+pHWuhoPGUT/uiZRIngwJ/u0GdBhieOaL8bIM8GFUk204Yg0NccED5XfSl9zcmxXarJFI84qDe+yhY66mvZ6ftS/+sR2WfLTkX3UeNRPwRJaW+PC/56cWFd1nGOi7ZwbrXO8bhDrruzbmPBrMbVIs8LK5TDuUrgyfjmZH10excQPRIxsKuIckIh3KqacR7Fos6QGSG61WcK+4gl7hwp98rnIv4xEelOwgBlP2BQtYLym5WSIMXocYMqNOJeTGlP24vnT0fRK5fN2JvaF6wPttvC74ou5WVS8ZkT4FQRi/6hrFgGqvtg7an42FR9I4V7jDw8RSjET2KhxAocG6CQuAr7wjeC5kBeXA1Yuh7EaDfdhhyXiqDSx2xG1lKrdHE0rCpbgo9LCgtQ0DsEDlTs9HnHZlbHPW6JmtUnEH8UVdezxqKYMIHQpx6Sma/sOEJzyeZTLZ9yoHph2RT8EgodK59SnnT1N22wm2le8uIYTIl7PeVHt4XLNX7kPi46sxX2Zf3jka56JeYS1AIv6DMemon2n/HD2vFyHdkv4o7ShzxF73ONyPeWc9XrDolqdDhEXva62mdCAWVe06bC0WFOgrwU1WeeyykNM1oGeVvvZ8t4GEJxQOZUReW+i3Uf1OEBJcrXG6/NzXq4xkTxtZ/F86TARv7IX8ULFVel81Rc5cdqNc1TVHpaMk0WBbhuYrEX7CoHgGSVApxpHuxcMEO1DpuLsxu+tKr74l8zdbZaouVWdUOPCpuxLPso6wZZ89rmYu8+jNgGEH22UY7xG4Uo+8yCAywFKSXjP5nGxnraW61TuyzGxNrG1Y+J8SfO5ywFstG59Uc/j1vH9rcJKy99WLgf1ezXJ2lmgtTnQvef4ktuUdg2eAU+WjpXGxcXOt5VjerpY7NosVcNXkn0z+bIc9jrMm5NvAVaaIC8Esx4RzFosD87FdT4X53Q2cS6sp5nDyoJZKwGzDq2/Bq3uvw4zl5ULs14Lw6xRa8DE6c3DrOHZx0qOwUqd+7k671Z+I+tcjUkWzJuT2TBcOHexHHOlZ7R3AwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwnz5qSBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgcGywLw5aWBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgsCwwb04aGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgsC6yz7UCrw8rlcPmVmzBWAzwOWBTodzi8arXObqxG0e+I44XsqWVh0rfR5wQAyFm1X2rf3b19mCJtTeH7ctq7PIBNCXqYC+55MGh+WI6DMZfBD4A8A3gABAHAAfiBiLlNgACAQ4GyB3Q7wIwLVH2AUaDTAuZ8oCaPc7KfigfYVPThc8BiYkzXB1wubG3t4yE2AXyIfn0OnHfpJswR0X7OizjY5QBTGicdJsZuYwAjwKxm2yNtOYCCBcx4Yh45ClQ5MO8pXgNlDlhEjF8ghsPnAqhlYRa24KrksccF1z0ueGgzIE8FfyZqgjPTDfjtSD4HRPClEbcJhM28D1Ai9kXvhk2YpkA7A8q+8IMR8UkpDqDNEvwsaRzPMeGPOu52xHHVl3uTifFmXGFLIPdtEMDhNQScn60QNB0sx0EFDBYRa6zWXa1tmwUwADUuNMLnQIct4leVPMhbgkNlN+KQTYE5V7T3AwBSR3kg2lJxCh1Sh3wutGzOF7xhNNJgpUsFyb3eDZswSQQ35/xII20qxrZIpJFp4zuSj3O+0Heq8a1baqSr9JSKuRc0P/NyfkqfGeJz67QF9xTH1Vr2OsCkK+ZnUaDPAcZj9QQw7kbzb2eAp82/aIt5VXyg/5JNKFOgy6qvQZoZVi6HCZeid8MmlDXdyTGAEJEn1f4tu0DREfPX41Hl4qdFxTU9v814Qi/K2vmiI9aNc6l5Mk5tTPTlyf4cBszUgFV5YFLGReeyel2R8bCosFl9ySZMJHhUsARvFHeUthUsoMIBotUVlMR1NC/nWJM86WAcDnfrdItQipnARk3630nqbQzODNQ9XM/FmzBFZV6T3LUkRxQfLCb46/qCQ+1M1GU+F/YOBWbdqF5kqOeIqh3nXKG3vtQVW9Zvek71OFCwBYdIIDjlJvI1JWK/KW3plXunxus1MVljFmxxrDR51otrNoX0R7ZXa2RTwPPj/uSo2JNM+lOR+p9j4joCcb3GxdzqahUm5lOV120q+tLnNaH5zojcc4j0flbqC0OkDzaNNEhpcY1HdVBRarxed1d9sb6tpsk6lKYEAByLwg+i/Kq4Pe+JvOryeL2makC19hYJQAmByyOdCzkh49LOZMxVvcEEdxgRdjpvVc2h1rzdEmNRIuwh+3a55i8RcWNE65NH9YIl61Ig4pmez9XYc168Lu1xgJIbzb/fEc9xLrh8E0p+vH5CIObU7wBvVIW/XTKvqRpc1RnhHrMizvuI64sj97uaQ4fSg0Dsm7K2H9U9Zbcl/FNrVePR+un1B7Dw86hmhdLk7os3oURay3eD04OVywGguPzKTSj7Yl+ovNhn4m9g0FJQGr7Y/NOs9ovNQUvpfyXNta7toqwMUiGSJPDSlI8dh0ZwbNrF2qKN/cNDuKwrFwbByuXw0lSAy7q4tA8a2lPLwiuzVLPnZ8zeB3Ckgf3p9D3VsQaXOWfe92ay33HoWMzmkoJl3txpcliOg5emgR2HjmFNu4X/8Zvn4f/90Rg+9o4+3PH0aBjPb914PhwGjFYDuJ6HCdvCzQcFJ+66qge/e1k3th+MOLJnywAKNsHH/vkNnJjzsG/rAHociloQoOwGuP3J0TpbRoGiQ/H6jI9dT0XXv/6+QRRsivd94/UYvz777Cl849VZrC3aeHh4CF97uYTbLu1Gd47gtw/Ebc8vEPyX75zEPdeswpHJeZzXkcPqdoZ2C/jQE7/CiTkP+4eHsKGLYKwqksLrHsP5eRgOtzCoZWGkynCi7OKv/m0cf3RVH3Z+exRr2i188drVMZ49d9v5eGUqgEU4Jip0QX53WARf+NEY/q939qNok4bc7rAp9rwwievWFWP7Ksnj3ZsH8OXnx3H3NavQmyf4yk8n8ec/mQw5/jnNVvF6qhrg7h+cwp1X92FVG8PzJ+dwXkcOfXkKhxG0W8BMYKOPmof4gNC8CY8gxziOTgf47LOn6vTuH3ecj4oHvDEntGhNu4Xdm9egyoHtB0ewpt3C3299G06U43XMni0D+PsXS/i9y7vxV/82Xteviu8916zCZ589hb48w++/vbeuj64cwe//4xtY085wzzWrwus3ri/gC9euDv1SbR68bhDdOaGRittp4yc5tHvzAF4Ym8O1g4WYD7qe6vw8sG0IPg/w+X+N54i7ruoJbZNjJjm+0HEyd+wfHsIzx2fx8X85FV4/r51hbUeuJR7CWLkcXp4OsP3gsVTd2bNlAJ965mSYJ7/7ehnXXdiJW1LicfPFXWGc9fVdXyR4dbq+pl7dTvCrMscHHj+eyYFHtg2h0waOTKGOh8qvpI85SmJ96rxe1UbwP5+fxG2XduOhl0uYqHD8/tt7U7mh66jaE3pO78vHdYtQilfnLdx0MJr/o9uGsL7NM9p2hqHu4fQ6P4sjX79+EFUe5cIb1xdw9zWrYpzet3UAn/iesP+H9w2CUYL/54f1HNm3dQB/+4LQVH3f7B8ewkMvl8KcquueyvNZ+fqP/0Voy7duPB+zLscHvpXO5YdeLoX5d//wEB5/bQY/PlmJabLq/20dDLv/vT7H79s6gHaLYMeh43UaX3QopmtBrLY49DtDACE4qeWepGYc2DYEIMD2g8dTY6HWRvmu5vSxd/ThiaPT2HVFD96Y81NzhOonLfck56106X0XFltKk3W0tXfg1XkLf/rDk/jCtasAl9flVz2v6+fVun781/syuZ/kVMEOMD5P6rT6meOzePvq9hhv920dQG+eYTih9w+9XML7N3TBkm9Sz7pB6t54/4YuEFJ/fd9WwdfpGsdUNWjIgxNzHnZvHoDne1jV4YRcnfqv6/HSVIBnjs+m1g+9eYKDv5zBtYMFXNZF8Kf/OoldV/Sg7HLMugG+9do0br20O6YJ+4eH0OUQTFQ4vvCjsdi6JuuE72w/HxVfvEl5Yi6oq8/f0c/w0pSo7/77b/Sj7AX4+an6WuefdpyPiUrj51HNijRNbhXfDU4P6pkrwHGiAkxWg9geOrBtCJcWTfwNDFoBS9XwlWTfTL4sh30SdEGLM4xf/epX+NnPfobnn38+9q8VMFajGKvRsLADgGPTLnYcGsFYjcbs1LnF2E/69rLZTy5gv5y+tLJ90mbSt1M5Y9A8GHNZGLtPvrMPtz1+HDs3doc3qYCI59FpFy4nuOXQCAY6c+EbNwCw64qe8MZQ2e96ahSn5n188p19ODbt4vYnR8EYxYmyH960J21PlH24nIQ30er6B751HEen3Tp+7dzYHR7fcmgEu67owY5DI6hxUmc771Ps3NiNHYdG8K6BQjhGxSehjzsOjWCyRlH1CQJCcXTaNRxucUz6Nl6bEhzbubE7fPDzyXf21fFs1hNa1523F8XvsYqPnRu78cEnji/I7aPTLnZd0VO3r5I8vuNp4ecth0ZQ9Ql2XdETXrslYat4zZjg9u1PjuLVKTfk98ish1enXPgBRcUnmAkMlwGheR6nmJfxTtO7qk9EzJ6K+EIpDXnwyXf2gdH63LjrqVHceXVfyLdkvyq+atw7r+5L7eNEWWinslXXd27sjvml2nzwiUgjFbfTxk9y6I6nR3HDRV11Puh6qttvPziCU/N+Xd+67UIcX+g4mTt2HBrBDRd1xa4fnXZjNUgzY6wW500ydrueGo3lyQ9dHj2wVTYqHnqc1bUdh0Yw7abXaTygGKv4DTlw88ER2Iyl8lD5lfQx2afOaz+gIR92XdETcjyNG7qOpuX0pG7NBDZuSmjxTQdHjLYtA9LuBbI4MlaJ50KV0/S2tz8Z2Z+a97H9YDpHbn8y0tQkv/WcquueyvO6n3q+VuMelfVlFpf1/Lvj0Ag+dHl3nSar/l+dSs/xtz85ijfm/Dp7Ve8mawtKaWiTpRnbD47gRLm+T10zdd/VnO54ehS7rugJc0jWnszKPVl5otU0WUeu7224SXKPyLo/TaPTOKjWtRH3k5zKW1aqVt9wUVcdb1U/abwfq4h7plPzfubeGKukX7/9yVG4nOBE2V+QB8r/y/raYlxVz02y6oeqT8JrYzUa8k75s+uKnjpN2HFoBIzScK8mOa3nB3WfF4Cm1ucqJ+7c2I2xihgzzdeKT1Lj0QpcXszzGYNzC+q53FiNoiafySRzg4m/gUFrYKkavpLsm8mX5bBP4qz95uRPf/pTfPSjH8Urr7yCIAhi1wghmJiYOEueLR6e/MootfgKx6ZdeBzhd4d4XJxzeXS9kb3Lg6axbyZfmtk+aeNqNgbNCbUvAaA3z3Bs2g1/6uiwKSiJ4qpfZ5Skxr/Dpuiwo2NKRD9ZtgDCMbKu6+d68yx2rPygCc4pvqp5qTmrOal+1DVKxLp02NRwuMXh8iDknM7rNI67/PT4vVhuZ/WT5LHyjRKI73xrYKv4qtp02DTGbyD6arEaJ4bLiGoWP0AdLxSS8ezNs5g29eZZ2F6HrkNp/erne/Ns0dqpoGtVWhtls9D4+vFi5pHmW9oeWeyYCx0n5+9r5bHO81bgc1qO1aHPfzHxSMuFHk9vo/JY1ngLtdf90l9n9an8V74ymYwbcUPnU9KvpG7VMvw02nbmsRSOJHPhQrxPy9G6XZZO6ucX0r00nmXlbNUHo/H86wfZc+mwaUM9TzuXVu+m5Z6l1sRpvutzWmi90/LMQrFpJU3WwakVzrlRHdeoflsKp7L2UZbup8VZxVA/18gm7bo+18XwIFkXq+MsvymJaiyPo86frPX0A6Tu1WR+UP5nja/8Wyi3Zt1ztgKXG+X9Zvfd4PSg7l+A1uaugYHB0jV8Jdk3ky/LYZ/EWfuIyR/+4R9icHAQjz/+OJ5//nn89Kc/Df+1ym9OWvL7/dcW459cXlu0YdG43dqiHf5Ni4XsbUqaxr6ZfGlm+6RN4p7KoAlhafGdqPhYW7TDnzrKLgcPorjq130epMa/7HJMVPzwmAeinyxbfYy068lzqm91rPzg8c95hHxV81JzVuPpPlpU/L0TiwpfDYdbGzYlIed0XqdxXPF6qfxeLLez+knyWO/T18icZqv4qtqUXR7jd9nl4m8OBYBDExtjhUL9DS4V5zQuJOM5UfFj2jRR8cFIulapOKf1q5+fqPgLcivZx0TFb8gzZbPQ+PrxYuaR5lvaHlnsmAsdJ3MHI6i7brWINqflWB36/BcTj7RcaDWo0xaTO7Pa637pr7P6VP4rX30eLMgNnU9Jv5K65WT4abTtzGMpHElq1EK8T8vRul2WTurnF9K9NJ5laamyS+ZfRrLn0ijHp+2XrHo3LfcstSZO812f00LrnZV7FtKlVtFkHZR74Zwb1XGN6relcCprH2XpflqcVQzVvyx/G13X57qYvJSsi9Vxlt88QHjNoqjzJ2s9GUHqXk3mB+V/1vh6fafGTLPNuudsBS43yvsG5ybUM1ebtjZ3DQwMlq7hK8m+mXxZDvskzpqMv/zyy7j33ntxzTXXYO3atbjgggti/94MBgcHY/96e3vxiU98ItX2gQceQG9vb8z+e9/73qLG6Xc4+h2O/cNDYRDWFsX36vY7PGanzi3Gvoe5y2bfs4D9cvrSyvZJmx4W/8SAQfOh3/bD2N3743E8dP0g9h4uYffmgVg81xVt2DTAw8NDGJ2p4pFtUbz3vDCJA9vi8d+zZQCr2hju/fE41hbF3zjxfY41HQz7tg6k2q7pYLBpgD1b4te//r5BrCvadfzae7gUHj88PIQ9L0xi//AQHBrU2bYxjr2HS9g/PIQfjM6GY+RZEPq4f3gIPQ5HjgUgAce6om043OLoYS4u7BIc23u4hL3vHQi5nuRZwRJaV6q4i+J3f55h7+ESHrxucEFuryva2PPCZN2+SvJ492bh58PDQ8ixAHtemAyvPZywVbz2fcHtfVsHsL7LDvk9VLCwvssGIxx5FqCTGC4DQvMsytEm452mdzkWiJhtifjCOQ95cO+Px+Hz+ty4Z8sA7ntuPORbsl8VXzXufc+Np/axpkNop7JV1/ceLsX8Um0evC7SSMXttPGTHNq9eQCP/XKqzgddT3X7A9uGsKqN1fWt2y7E8YWOk7lj//AQHvvlVOz6uqIdq0GaGf1OnDfJ2O3ZMhDLkw+8KPZ/Wjz0OKtr+4eHULTT6zRKOPrzrCEHHtk2BNf3U3mo/Er6mOxT5zUjPOTDnhcmQ46ncUPX0bScntStTuLi0YQWP7ptyGjbMiDtXiCLI/35eC5UOU1vu29rZL+qjeHAtnSO7NsaaWqS33pO1XVP5XndTz1fq3HXyfoyi8t6/t0/PIQHXizVabLqf31Xeo7ft1X+jdwUjbdpUFdbcM5DmyzNOLBtCGs66vvUNVP3Xc1p9+YB7HlhMswhWXsyK/dk5YlW02Qd1fFf4VHJvUDW/WkancZBta6NuJ/kVMXzUrX6sV9O1fFW9ZPG+/68uGda1cYy90Z/Pv36vq0DsGmANR1sQR4o/18an49xVT03yaofciwIr/U7POSd8mfPC5N1mrB/eAg+5+FeTXJazw/qPo+Ap9bnKifuPVxCf16MmeZrngULPuNoVizm+YzBuQX1XK7f4XDkM5lkbjDxNzBoDSxVw1eSfTP5shz2SZBSqXRWPna7efNm/Nmf/RmuvfbaMzpOuVzGJZdcgq9//eupYz3wwAPYt28fnnjiidPqX/yBZoqxmvg1VouKoKT9cdOxGkW/I44XsqeWhUnfRl8T2C+171PjE3D6B5vC9+W0d7n4RFcPc8E9DwBw5MgRbNiwAQZnFqe7zpbjYMwVX1OYZ+LTeAHET1/+FqFNxDmHAmUP6HaAGReo+gCjQKcFzPlATR7nZD8VX7QVn5wFLPmtPK4PuEH0G0wKNgF8iH59DjgMsGT7OU+cYxTocoApjZMOE2O3MdHnrBdd65G2HEDBAmY8MY8cBaocmPcUr4EyF+NVfaBAIg6fKzgX9uJS50AtC7OwBVclj30uOOpx8fVUNgPyVPBnoiY4M92A347kc0AEX5Lc9uRXqdpUfHuDRYB5X5zjQfTbue0MKEuuUyI+KcUBtFmCn6VaxPkci/YFo2IPVn3B4SAQe8CmYl/mmBjXJkAQBHB4DQFvzRvWM8FZy3FQAYNFxBqrdfelJrVZAIP4GskqF2veYYsYVSUP8pbQy7IbccimwJwr2quvIlXxVvENAHRIHfK50LI5X/CG0UiDlS4VJPdcyZEeaa+4YFMxtkWERnpcGz8Q8xK/gSb98wVfdL51S410lZ5SMfeC5mdezk/pM0PUNyVApy24pziueNrrAJOumJ9FgT4HGI/VE8C4G82/nYn9o+ZftMW8Ktre67Lqa5BmhpXLYcIVXxOe13Qnx8Q3N1e8aP+WPTHneS8ejyoXPy0qrun5bcYTelHWzhcdsW5cfg2Y0qQ2JvryZH8OA2ZqwKo8MCnjonNZva7IeFhUfrVYEH1ltOJRwQJqgdgfBUtomyd5VOEACaJ9RklcR/NyjooHHYzD4W6dbhFKMRPYqHECh4o3L9+stp0LeXE5oO7hVL6ziOCiwwQvqp7gM4W47sp42kzs61kvquscCsy6UW5jqOeITaPaL8/EOU9qXo7Gc6rS6KrsI5Bfz6/zjBLhn9KWXrl3arxeE5M1ZsEWx0qTZ724ZlMk/FG1s9ovEOvBiPA9gHhNiNA215frIJNEAOEXD+KaYTO5FjI3cblOLDGvCa12YPIrNnW9n5X6whDpg/qNnLIbaXGNR3VQUWq8XndX/dbUZIUjR47gkksvxUxgIwCBYxH4QeIeRGpumyXWzJNxpIhqwIqsLy0SgBICl9frY4+MSzuTMZfr2MYEdxgRdq6W61TNoWLZbglfKEH4jQIcCMdzqPCnJn0M+5TX1f0YIYjxTM/nauw5L5qn8r/kRvPvd8SzAeW/4kWbJfqe94XNG1Xhb5cjfA8g84+8bwv3mBVx3ke0rrb0Z96XtTMRNZQfCN7mmMh9at3UPWW3JfxTa1Xj0frp9Qew8DOOZoXS5Fb0/a3CSsvf6pkrIGostfdsCvSdA/Hv3nN8yW1KuwbPgCdLx0rj4mLn28oxPV0sdm2WquEryb6ZfFkO+1jbRVm9RZicnAxf33PPPfjMZz6Du+++Gxs3boRtx3/9s6en5y0Z8xvf+Ab6+/vx7ne/+y3pLwmvWo02oSx4vZS196pVdCO61g00tOeehy54TWG/1L5LE+PY0NfbFL4vp72y4efWezrnNLxaTcQXEHeESejP/XzJhSrQCaBTxhsuUATC+EPGvwB5rPpN8kK/pqFd9nXkZakrPuDo/VfjnIQn28j+9WtBVfoG4WePmqcvxL9D43VOG78138oxSIJ7HtrhCX7oH0NSvCOQT2WEbnVDcKYhv1Vbvb8FuJ3T7MN8yYEu3V5B/iJQkuNt+rHkq+KsGr8nxRfzpYdxeLVaWPh1Jy/KeANCH5QWqTXNqWOpIV3qWHKoXV1L61dB6RARr8M+NO3sSHAv5ExV+NSe0ibUyCwd5xpfdH+qCR982b/up2wPNXZybjW5lqpfVQsk+var9fVEcv45ff41kUcKBDjyilgDL21+TQyvWo3HEIjWFGJuan3bAMBN5DsVD8m5nHYtqMo86yf0Qp3XIdc3r44VJ4joJ2yvc1m91uyhzyXB63DPuJq2eRrvdF90HeXxecFL162AcxRQjeZvxG3ZoO7hjvwi4nFHkiMqHioHadeTWpJP6FcdR/R+/frzek5VGh1yO9B+JvJ1h6ZNHRD/Ym2A+hqzBvSpsWvpmp2V42NIqXlD3mv7C7pfKbUKoOkwr59XzPfkHknTBtUPB9oSWtyprUFq3e2j5TRZR6gpQJj7w/yqc1Cvq4L4zw71OrnW2nFQjeqzpNbVcVnjSazuU7khS/d0bqQKKOr415G00XNRwn+9XvUkz468GH/+o9YwB2HTp/qpJsY/9YACAAAgAElEQVTyEnWMW/9ArkPzJ7a3pW0OiNdh2vw8P16TdEC009d+sc84mhVJTW4l3w1OD+rhtsoxaXw2MDBoDSgNX+weblb7xeagpfS/kuaaxLK+Obl+/XoQQsLjIAhw8803150jhGBiYuItGfOrX/0qbrvtttgYSfzsZz/D+vXr0dPTg1tvvRV//Md/DMta1qUxMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDjnsaxf6/r9739/0bbvec973vR4r7/+Ot7+9rfjJz/5CdatW5dqc/ToUQDABRdcgBdffBEf/vCHwzco03DkyJE37ZfBykMzftWB4bLB6aDZuGx4bHA6aDYe///svX2UHMV5PvpUVXfPzH6vdleI3VVWEggJyRZOIMEOtuP8LCFgRcAIfxKi6No51yE2jg+JMTHk2IHYIYQEm2vycS53o+iHLWJJBiOBQdhc2cHAtZTYSSQQMiBF0lpIu9rZ79np7qr7R3X1VPf0zO7qa2d26zlnz850v131Vr3P+7xvz+zOAIbLBqeHSuOy4bHB6aDSeAwYLhucHiqNy4bHBqeDSuMxYLhscHqoNC4n8fjX/63os1kmxU/fO3Y23DE4RzjbMa00HgNGkw2mj3I8nrHvnDxy5Ag6OzuL/qNRCIGjR49i4cKFZzzHAw88gBdeeAFPP/30lK/Ztm0bvvGNb2D37t1Tvmaufc72ZDD7UYDZi/OD2bjPs3FNM4nZsJ9mDXMLZq8kzD5U/x5Uu/86zFrmLsx+TQ6zR9UBE6czh9nDmcdcjsFcXftsXXc1fz/hbI1JKZjvnCwNw4XZi/OxVnpORy+Dyy67DH19fUXHBwYGcNlll52VObZs2YKPf/zj07qGEAJhvsjFwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwOCsY8a+WFF9t2QcIyMjSKfTCVdMD6+88gp++ctf4sYbbyxrt2vXLlx22WWYP38+Xn/9dTzwwAO44YYbpjwPtSy0XvwO9AkCmxK0OBwARV8e8DhgUaDV4eGXOFPLwoBvw+Wi4uwXpGU8znRsfW8qda3nwt6g+kAoxTix4YMiz4EUBXwBTPgAo0CKSTvPBzjkOYvI2PsBB7gIftR5KschACY4kA/GcoKxuQAoAQQAmwBjnrwmw4AcB1xfPl+8YhWynryOEWDcL/Auw4BhVz6us4BRX47lUGDUA1zNroYB/RpnG2xgxJX+NjlANi+vczlgU8AL1sB9gXqSh+C85P4ZVD6YbaPfs0BR4HPO1zhiAcN5IG1Jfnpc8s2hkrcqH3wO2AGfuCjP7ZDjQnLKFRqvV67CoAvUWsCIV+ClE+RSrS1zIs/lc4vIefM6/7XOZcwr+GYTOZdDpc8ZC8gIF9zzZmTvZxKEUgwLG64gSFlEakiCntTb0t4PYupzoMaW5zJM6onHgeaU5E0+sHGYjE2ey2szljwuEMQfgCAy7izQRBBgzC1oqxDyGqWdNpW8yXnycYrJc22XrEIfl89psA6lZUNugXO+kGur07hlM8m1Cc33Wls+dn05T2Ogg4pfjMgfxVvd/7xf4DeF9M8JdNOhcl/9wFcW13df+kiD/FIcV2MRIuOhfKkJYjPhA80Xr8IgBVrs6uo5rFQKfXka+l9nyX2wgvZf1TxGgZogTkA0nuEPlbHXdcDnci9HvEI8GJHX+qLAdz0OCDik6uOIL+Pqcq3uC3lNxpKxdX3JeUZkLMaCuSc0DbQIMBZwikDOLyCPj3tAmslz+prtwD8hgDFPoMYi4EJgwgfSFoEXaDIlQIYKZMTUarLK/3ywP/XENbX8DKDzOEuAVkf2VapvqrWBUVfGXekZIzJujCCMozrGRUEDlCakAv0jkDyqsaJ8b3KAgXxBw7yAf6p2qxqbYZLDcR3hQvqr9FvVBItKjRz3CvlDSUEvlRZP8MAXIq+f8KPrVBresXwVJoi0h4j2zgRBTtBAB4IcUD02F3Iuj0f3MsUK/qeD826g7/WWrANesK4Uk+dc1UMEOTbhR31Ix/rovNbrOKywZ44aL8jt0PfgXqDRqi5Nltrg4IJL3olBQuAGHOKi0NOlqNxPgcJ9ARdRbWVB3aI02jtSyD3LBz1io1PoIxQ/J4L7LTeIKYOcV3EuxaK10KJAiwMMutJGcSRjSZ0u3JMD/a5WtwMtZ6S4Z82wAm8sWuhZHCpz2Qn6jYmAp/UWACL75RZHvlbSsXwVsrzQS+m9db0t+aXqUpMT9KtCriHNCveJep7lfQEKoJ7kAUDquCBgVPZxOa2W+Cq/tHywSKGvanGAoaCfrg/u/dR6Gx3ARunXfCodSpObQk2uHt8NTg9WKgWA4tJ3rIrxFgBM/A0MqglKw6dafyrVfqo1aDrjz6W1Fl07JauziC984QsA5H8ofuUrX0EmkwnPcc6xd+9evPOd7zzjeb797W9j3bp1qK+vjxw/cuQI3v3ud+Pll1/GwoULsXv3btx2220YHR1FW1sbPvKRj+COO+6Y0hzUsvD6CMX6nUdweMjFyKeXAABeG/SxfudRHB5y0dVgY1t3J5Y3psB9P7A/XHH2+z6xEIDAa4PijMe+9B3vqOi1ngt70xBVHwil6HVtDOc5RlwfT781hE8sb8KHdhTi27OmHfMzFH05jg3P9YbHN69tR7NDMeIJ/NVP+/DZd7Xgk88Xzj99w0JM+KJorFqL4KuB/cM/68fnfrUFd714AgtqGO65sq2IWy8eG8F1S+qRnRC4WTu3tbsTf//zU/jB0TFs6+7EwYFxLGlKo86muO7JIxG75jTBL05N4Jonj4XjtqUJPrf7BO65sg15z4NtWXj8QBYfW9aELQey+PjyJnz7tSxuWd6EJRnPvKhZpWC2jQPDBPe+chz3vacNaZtgcCKq8Vu7O/H9t4ZxVUctNu4qcPj5mxbC5cDxUT9y/JkbFyLnTc7tz76rBd8/NISPLWsq4nXfWB6tNU6RH48fkJyzKdD9vei5+145iSffHAmfz0sTcAH8yY9OhMe3dXdii8bjjy5rwrw0Q5uFOfUGJaEUb45buHHHESyosfDo6gUY94HHD2Tx6VXNGAj05IOdNbjrN1qQ94G3x2ScF9RY+NpV8/FfJ8dwVUcd1u88ik+taMRNSxtCm8NDLm5YUhdqlrrm6//RH8b/87/WEtHMnjXtqLMJPvv/vo3jYx561rSjMUXg+cBHnjkWsbvrxRM4Pubh6RsWoj/n49Zno9r7pz+W55X2tdWkIvq7rbsT9wZ8uWFJHb561fyi9SWtQ12/6ep21FgEH376WGTeeWmGbk1fH13djod/1o+7r2wL9fNejafK17i+37CkDndf2RbR9EdXt0fyZUGNhYc/cAFGXBHJv+3rOrGsoTp6DiuVCnpK2Uf9ya81Y+PKZhAi/+ArSYseP5DFNYsaIvHcdHU7OmoZsvniOthRR3BoWODeV05GtEe/XufU1u5ONKcIdr45jA921YMR4OR4lGOKq//wnwP43UubIvu/eW07/nlfFr+/sqnomgtqGJ4/PIx3ttWgziYQAvjqT/vK1nk1l0MJvvGzU+F8cZ4q2wtrbbTb5d9o1PNfXfvEuk5Ty08TcR7rteZv/n0g8jzO3X+9tgOeAD7x/WOJuqHXNaWJKUbxXyfHsLQ5U1Q7txzI4se9OTzwvvm49dlknnx3XSdSjOC6J6X+P/K/LoDPUaQl8bxIU+Dul07iz369FaOeiGhkXK/iNVmt6XO/2oLGFEGaUfzZiyeKclG3U3NvXtuOFCX4yDPHimrJJ5+PrnEq+r3zhoU4lSvOaTWfvv96H51m0b7jsbUdeGBvX2KcdN9b0gxdtdWhyUobvvzy22GNLqU1qqe74/IWpGihv4trc7xWbrq6HfUOwU07juFTKxpx7eL6xHubD3bV41TOx4N7+4s4p2rdX7xcqOPxfkPvUUpxoWdNO9prGUY9gZu0nvU713WAURI5Voqbf/rjE/jEJXX4yLJ6HBsR6KgjeG1QhD2m6qX+8LJ5kRzR+5N9fWNY3VWPMU/WsFL1ffPadsxLMXzpJyfwV++dj5wnIjquuLeghuGrV83HqMuR80WE69+5rgNjnsCv1FP8zyjB22M+3h6dKNITXSeq7TWNUppcDb4bnB7kG5MAwEu8VklgpUz8DQyqAdPV8LlkX0m+nA/7OOikFmcZ+/fvx/79+yGEwOuvvx4+379/P958801cdtlleOSRR854noceegj/9E//VHR84cKFOHbsWPidlvfddx8OHjyI3t5e/PznP8eXvvQl2LY9pTkGfDssjgDQl6foy9PIscNDLtbvPIq+PK1o+0rypRrtDaoPw8LGm4MuTo7LF603rmwO33ABZHw37uoFpTR8kV0dv/XZXjBG8bFnjmHDiqbwZl2dPzTkJo7Vl/ND+w0r5IuQd17Rgg0rmhK5df1FjXA5CW941bmbdx7FHZe3hHbvaa/DR54+hkNDbpFd3idY3pKJjCsIDedsr0/h5p1HsXFlM9YHv2/aIX/fuOMohsXU9NCg8tDvWVi/8yg2rGgCYxQuJ0U8u3nnUdyivQCvjruc4K1Bt+j4W4NT4/Ynn+8NORXn9fKWTKIfinOU0qJzG1Y0RZ5P+AQuJ5Hj62M8VnYD/tzi8LCwcWMQozuvaAGlNNzfvKYnd1zeApcTHBoqxPnOK1qwcVcvrr+oMYzRLZc2RWwARDRLXaPHP66ZG3f14uS4jzuvaAmfHx/10Zfzi+yUzaFAa+Paq84r7Yvr73qNLxtWNCWuL2kd6voNz0lf4/MejumrWquunzofla/xOdQ18bH0fLnzipawNul2N+2onp4j3jNtXNmMQ0MugNJatHFlc1E8NzzXCxZwuLi+0XDfde0pxambdx5FnhNcf1EjDg+5eHOwmGOKq3dc3lK0/7c+24s7Lm9JvObQkIvrL2oMr1eaWK7OK9tjo15kvjhPle2bg+6kNVnPf3WtqeWnj1K9/8aVzUXP49zry/nhG5PqmK4bul4oTTw85OI97XUl57zzigL/knjyoR1Hw17wzitacHzUT9SSeF4wJvvCvpxfpJFJuaf7rve0x0d9HBpyE3Mx3vuqnFJ1IF5L4mucin7rep20Vn3/9T463nfc8uyxknHSfT805FaNJitt0Gt0Ka1R+qXikxTPpFq54bkCj2+5tPS9jdq/JM6pWqfX8Xi/ofcocRt9HRyFNyHV8ZPjftGxUty884oWXH9RIyaCWqN+qx5T9VLxHNH7k+svasShIG/K1fdbn+3F4WGZO28OukU6rteSQ8E64lw/Oe5jw3O9oISFvU+Snug6oftcDVw2r8fMPajX4crF3sTfwKA6MF0Nn0v2leTL+bCP47z/5+SOHTsAALfddhv+6q/+Cg0NDefbhbMGl4tw4+Vz+Vs/pp57HAAq176SfKlK++JPKDaocOQ5UGtLoTw85IJRkhhfSpLjro7PS7Oi87U2Tbym1qaotaPXzUuz8HzcXn3cV9I5Rkn42OOF8ZP89Hj0mMcRzq+uVeuP/85zYvhdpVCxnZdmCOhSkmfx45Qk83g63C6VU8qv+HFlT2N80/NEPVc28eNx/lIS6Pcc4nBe218V+7hmAAif6zFVsdM54YviuOu6p2tZKU3UOaI/j0OPdSmu6ZrpluCSsonra9y3cr5O5Vic63E+Jul7qTn1fClXF6ql54jnOaMEtTYtq0WlNCNJo3QtmYx7+n6qj6DU63/cvtamJX0pdbzWpqGfamxdE8vNpfanFE9128lqcr5ETphafnooV6/iz6daL+P9nzquuFBK1xglidobt1PjxMdP8kM9piRZdybLqfia4tyfbO1xf+N5XG690+m/9fl03dbXP5mvSWPV2rRqNDkf00ugPIdUDPXHSXaljpXSbb2nKKeNeh0v16OUW0fSPdRU81I9Vh9lq/ccer5P1uvGe6jJ6oHeJ5XaE/1Y0tpcHn081dhVA5dLaXI1+G5welAfMw2Ue+0OJv4GBlWA6Wr4XLKvJF/Oh30cM/YnJo888khVvzEJADYl6GqwtefyRz8GyOfyezUq176SfKlGe4Pqg/xeEY5Rl6OrwYbPRWJ8uUiOuzp+KucXnVdjxq8ZdXlor/9OGqOrwQYLvpso6ZzPRfjYooXxk/zUOars1ZzqWrX++G+HChhUJ1RsT+X88LtRS/EsfpyLZB5Ph9ulcsoqoaXKnscop8bUn6v1xI/H+cuD78GaS3C0/VWxV3uic0A912OqYqdzgpHiuOualaRp5TiiP0/SLGVTimv6GKXqsrI5lfMT15e0jrivUzkW53qcj0n6XmpOPV/ifut21dJzxPPc5wKjLi+rRaU0I0mjdC2ZjHs6Z9R3p+n1P24/6vKSvpQ6Pury0E819lTqvLKNx7+U7WQ12SmRE6aWnx7K1av486nWS50X+nHFhVK65nORqL1xO6VVSkemoqWqnpbT+qRr42uKc3+ytcf9jedxufVOp//W59N1W1//ZL4mjTXq8qrRZCeml0B5DukxPZ1aWUq39Z6iXK3T63i5HqXcOpJqzVTzUj1mpPAagE2L832yXjfeQ5Vbs9rrcj6Wy2t1zKbRx1ONXTVwuZQmV4PvBqcH9f3E5V6LM/E3MKgOTFfD55J9JflyPuzjmDEZz+VyeOihh/ChD30I733ve/Gbv/mbkZ9qQDNzsa27MwxAq8PR6vDIsa4G+Tm7rQ6vaPtK8qUa7Q2qD/XExZJGG20Zhp417ejZN4DvrovGt2dNOzjn2HR1e+T45rXt8H2OLdd2YNP+LB5dHT2/qMFOHKs1zUL7Tfuz6FnTjvv39GPT/mwit556YxA2FdgaO7e1uxMP7u0P7V7qHcG/XteBRQ12kZ3DBF7rH4+MSwQP5+wdnsDW7k707BvAtuD39nXy9xPrOlFPon/9YlA9aLHk9/Jt2p+F73PYVBTxbGt3Jx57VXJRP25TgcWNdtHxxY1T4/ajq9tDTsV5/Vr/eKIfinOc86Jzm/ZnI89TTMCmInJ8W4zHyq6ZzS0O1xMXTwQxun9PPzjn4f46mp48uLcfNhVY1FCI8/17+tGzph1PvTEYxuixV7MRGwARzVLX6PGPa2bPmna0ZRju39MfPl9Qy9CaZkV2ymZRoLVx7VXnlfbF9XebxpdN+7OJ60tah7p+09XS1/i8XTF9VWvV9VPno/I1Poe6Jj6Wni/37+kPa5Nut31d9fQc8Z6pZ98AFjXYAEprUc++gaJ4brq6HX7A4eL6xsN917WnFKe2dnfCoQJPvTGIrgYbSxqLOaa4+uDe/qL937y2HQ/u7U+8ZlGDjafeGAyvV5pYrs4r245aKzJfnKfKdkmjPWlN1vNfXWtq+emjVO/fs2+g6Hmce61phm9d01FSN3S9UJrY1WDjpd6RknPev6fAvySefHddZ9gL3r+nHwtqWaKWxPPC92Vf2JpmRRqZlHu673pPu6CWYVGDnZiL8d5X5ZSqA/FaEl/jVPRb1+ukter7r/fR8b7jsbUdJeOk+76owa4aTVbaoNfoUlqj9EvFJymeSbVy09UFHj/2aul7G7V/SZxTtU6v4/F+Q+9R4jb6OigEtsf0sC3Dio6V4ub9e/rx1BuDSAW1Rv1WPabqpeI5ovcnT70xiEVB3pSr75vXtqOrXubOkka7SMf1WrIoWEec620Zhk1Xt4MLP+x9kvRE1wnd52rgsnk9Zu5BvQ5XLvYm/gYG1YHpavhcsq8kX86HfRwkm83OyJ/S/tEf/RF27NiBG2+8EQsWLAAh0f/z/OIXvzgTbk0b1LLQ7zL4oLAp0OJwABR9eflvrRaVQVJfAEotCwO+DZej4uwXpOWaznTsV//7v7F06dKKXuu5sE/CwYMHsXTp0jMnmkFZnO4+E0oxTmz4oMhzIMUAnwMTPsCofA4Ang9wyI/1sYiMvR9wgAt5jgcf+2NRIEXlf65PcCAfjOVQeZ4HH9UqANgEGPPkNRkG5Djg+vJ5nQWMePI6RoBxv8C7DANGXDlunQWM+nIshwGjrvxIMGVXw4B+jbMNtryWA2hygGxezuFywGYFO+4L1JM8BJ8dzf5syMXTWQOzbfR7FigKfM75GkcsYDgPpC3JT49LvjlU8ssXMh/8gB81THK4HLdDjgf/teiKYD4C1NmSo7UBvxXfHAZwLj8KbsyTHz/Gg3yzmZzL53K+jPaB9GNewTebyLkcKn3OWEBGuOCed/aCcB5xJpwllGJY2HAFQcoiUkMS9KQ++OM2P4ipz4EaW57LMGA0iFFzSvImH9g4TMYmz+W1GUseF4hqnMfl4xQFEPhAieSiEPIapZ8WledynuRNislz+cDXFJPnx72Clg25Bc6pees0btlMcm1C873Wlo9dX87TGOig4hcj8scV0obRgv95vzAPhfTPCXTToXJffSHtWVzfg3M0yC/FcUrkD4GMRzbQ65ogNnr+tdjle45Kg5VKoS9Pw1jUWXIfrKDlVzWPUaAmiBNQqKcqFoxIm3FNMxTnHCrjreLBgo9t9UWB73ocFA9VfRzxZVxdrtV9Ia/JWIAX8MBhCPOoxo72Ck7wV/tjAXcJ5PwCcq05X3LCpsGaA521A/9EMF+NBXAhMOEDaYvAE4UcylCBjJhaTVb5n+cEDhWoJ27idbOhLp4P6DyWvb/sq9T9QW1Q1wgKvSIL8poRhHFUx7goaIDShBQt6MCYL7mg873JAQbyBQ3zAv7Fa3fGkmMpTcsEOsKDOqz0W3HZolIjx71C/lBS0EulxRM88CXoNSf86Dr9oN7TYIwJDkBEe2eCICdooANBTni8oOGpQE/1vUyxgv/p4LzqWestWQeURqaYPOfyQl1hRPqr+5BmwLBb6LfzWq/jsMKeOWq8oF6Evgf3Ao1WdWmy1AYHHIAgJNxTLmTMWcBF9TGKNpX8Vf9xrrRVxV3FXue34nbel/V11Ivev0xwOYfqDZXGK86lWLQWWhRocYBBF+G9mscl18e0sVsdoN/V6nag5YqPes+asYChvLYWACLwfTTolajiDZU8A5H9cosjXytR61S9lN5b19uSX6ouNTlBvxrsc5oV7hP1PMv7AhRAPckDQNjHUSr7uJwnr7VV3w15vcoHixT6qhYHGAr66frg3k/tVaMD2Cj9mk+lo1iTq8f3s4W5Vr+tVArq/2qivAWA6o9/U8+xaV+T3dhxDjyZPuYaF6e63mqO6eliqnszXQ2fS/aV5Mv5sNcxY29OLlq0CP/8z/+MD3zgAzMx/VnFXBPkyWD2owCzF+cHs3GfZ+OaZhKzYT/NGuYWzF5JmH2o/j2odv91mLXMXZj9mhxmj6oDJk5nDrOHM4+5HIO5uvbZuu5qfiNrtsakFMybk6VhuDB7cT7WSs/p6GVQU1ODjo7qTj4DAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDA4OpY8benLz99tvxzW9+E3yWfGSggYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYFBeViTm5wbvPDCC3jppZfw/PPPY/ny5bCsqCtbtmyZIc8MDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAzOBWbszcmWlhasW7dupqY/Z6CWBcpsAFP7kvFKsj9bY1/6jndU/FrPh71BZYFQinHiAITAF0CeAzUMyHGACEAQwPUBRoEUk+eGXCAfHHMoYBHAZsCQFv+MBYx78rwnovYpCoz6hXHVGOO+vN5mgE0BhsKxFAMoAeYtXYUskf/ezgE0OcCgK20YkTZcAHUWMOIV/KmzgexEYb56CziVl+PmfPm7lgEDeaDF8uC77gxHxuBsgFoWBnwbDhPwOAEjgCskL5yA0+Me4HLJjVqrwDkW41k2xm+PQ+ZMjMc5XuB2DZM2E1zy0iJA2pKcc33AYXK85otXYYBI3hNI/g7E5hvOB3kYzDWq+W1Tyf0aJvNtwpe57Af5ZBF5DReAywXyvpB5QFwI80kNAJQW2shxGtk3T8h9E0LGixC5vz6XzykBch5Q78hjE8G+19oyfhN+IUYEMp4UMn4eB2qsgCOBXZMDjHmF+KWZPD7qRse5YNkqZIW8fsyLciUX09c0k9c3BDxWvOZC+k8JICC5Ne4DnAMWk3YpJsd3qPRJ19QxxUEi9yLvF+zUHL6I5lKjI2uFG+xxvR2tHXqu1QR7mPflOYfK8TJM6nvzxaswSICWKus3rFQKfXmK5otlPcswGX+iHnMZD1flMJV7xYisi3pta3KAwWA/rUAH1B7luTyeYYU6bAd8GPML/CJE6qBFpfYMuvIaoMBndV3OD2IXcJERaaM0TOmT7mOGAQjmoJDcklpUGJsFvE5TgRTh6HNZpJ/sz1O4XKDGIuDCaFglIM7jJgfoyxX6xRQFhoP+rNaW8Vb1ss6SHHR9qVlCSG4pzdJroE1l3RzOS1tdgxudgg7V2PKYEAXtyVhSz3IB9y0qeajmtGmh5iv+j3jyWotITvoIajkK86aY1LwxTz7O+1FtzHNZF1iQI80Xr8IQBRpsmV96Xw0h99PlhZpeYwV13C9+rtaR82W+27SgiWrcNJPDjrnFe1ZjxfQgqCGq7tVa8pyac9wv6Ele643U3GPanohgOS12dWkys22MwULbJaswBMkfJxZX2UMJpKjAqE9BIddKgvsOxdVaS9awjFWIUxjv4LO5BAo1Xt3f+IHu+6ouQ96D2RTw/AKn1b4TyHlZMGZEUxlgEzlHhskYOkz6oWpFJqgp+v2YnpcWlfV5YKJgr+dAjSXnVLnV5Mic/ZVLVyEby6khV/rd6gAeZP/DiLxW+ZfUA1hU9i2uL+1HPMAiAr4g8ESh700zAZcTjHqFPp4AoLTgb70jc7/ZKWhLvP61OnIvq/X1DKXJTYEmV5PvBqcHK5UCQHHJO1ZF7hsVl4G5x4Hz9Z2Gk89TA/xb1ObczHN2cOa+Fa/XYHpQGj7V+lOp9lOtQdMZfy6ttejaKVmdAzzyyCMzNfU5g3zzigHgeG1QYP3Oozg85KKrwca27k4sb0xFAlNJ9ky0IGIAACAASURBVJXky2ywN6gsEErR69rwOQcIwYkxH/91cgzv7azDX7x8Ep//tRZseK43jOl3ruuARQk+tKMQ55417fiVeobBUYGbdkTjf3BgHJfMy0SO96xpxwU1DH/24gk8+eYIuhpsfOuaDjSlKK578khot+XaDjQ40WM9a9px14sncHzMw6Or2/Hwz/pxz5VtODgwjo9//zi6GuzI8XtfORnOsa27E8+8NYz/e/9g6AMjHCfHCR4/kMV1ixuwoJYh7/noExTL6m3zBmWVg1oWXh+h2HKgHx9f3oRvv5bFx5Y1hTp1w5I63HNlW+T53Ve24WZNxx5d3Y7vHxqKXNfVYOPpGxZizBMR2yRub+vuBBcCH376WCQ3dG7qvO5Z0446m6DWpnj+8DA+96OT6GqwsbW7E3//81P4wdGxcJ6efQP4m38fCMeoswnqHIqWNHBshEfmVDmWYsAHtxdy6ol1nViS8eb8i/tKC3856mPjriMRzRvzBDY814sFNRYe/sAFGHEFNu4q6OLmte3YfWQUNy1twNtjPjbukrYPvG8+bn22N8IPFVtCgGufOIIFNRa+dtX8yHhP37AQ/Tk/cu2Wazvwx7vfjnBECODlX47iqo66otob59cFNQytaeAXgwL3vnISn31XCz75fG+E5w//rB93X9mG+7Rrn1jXCV8AWw5k8dFlTRG+b+vuxJYDWfzNvw+EufN4YHdfmTl0bf76+9sS/X/x2Ai+9fpI0d5s7e7E4wdkHsf1vVr6DSuVCvqlw5F1pSnwwyMjWN1Vj1GXJ/KsNcPg0EIOxzUsKZbHx/wiLm7t7ozEefPadvzpj6UGbevuxM9OjGNVWzriQ5I+bl7bjnlphi9pmpekg1u7O9GcItj55jCu6qgFF0hcX5rJ/Ki3CX5r6+EY1/rx495cESeMhs0Mkni8rbsTR4fz+NyPTuA713WAUYKbdhxN1DnFwSR+bl7bjpY0i/R/W7s78f23hrF2UV3InQ921uAPL5uHm3ceDTX3wb39ofYkzduzph3/+9Usfn9lE/7j7bFE/VG6pvcAv7+yGScCfdd9+smxEfxmR12RNjY6BL/77C9Dzb7rxRNYUMOK8rVnTTsW1DKMexw37ThWMtfK9Q1PruuEDxT12nU2wT/85wA+vao53LOk2hTXg+3rOnFhLUH/BHAqJ/CTYyN4X2ddpPcvVTO+fW0H7v9pH/783W1Y1lAdmsxsGydcilM5P6xd3z80VFTzVLyv6qjDva8cx2ff1YKHf9ZfVOuUhr77wgxyPorivbCe4Zej0Rqv9xrxPb7j8hakKMFHnjlWFN8MU39YKoo0VdXSqzrqsOVAtqiP3XnDQuR9Eca1FO+eeWsYe07k8JdXzQ9zIM6j79/QgdYaJ5wvnlPq/kvWaoKBnMC4j3A/S/Xl6vr2OoLhPPAP/zmAaxY1RPb7u+s6saCGoHeU4+DAOJbNy+ArL5/EPVe2Yigf1QqbcPSN06KYqFx6Yf1CnMpV5+sZpTS5Gnw3OD3INyaBMc7xP8NJvCWhneGAgUFlY7oaPpfsK8mX82EfB8lms2JSq3OIQ4cO4bXXXgMhBMuWLcOiRYtm0p3TwsGDB7F06VIMkoz6o9DwxQaFrgYbu2/uQpMYD49Vkn0l+TIb7BUUNwzOLSbb5xGSws/7XSxudPDWYB63vXAcL6zvwm9vO4y/e/8F+PyP3o7EdOcNC3HbC8eL4vzMjb+Ca5/4n8T4J/Hikd9egAlfvpmpH+t+8kiRXfzY373/Aty042j4+PM/ehu7b+7Cov/nFxGbz//o7dBWHX9hfReW9PwiHHtlSwq/tfUwnr5hIa578kjkWCnuzjbMhlwstYZBksH7tfiq34qP29d1Rjgefw4gfLNIvw4onQtT5XacmzqvH/ntBQCAS+elsKSnwOunb1iIlZvfDG0WNdhYufnNyDwAsLIlhX39E4n5tLjRwYp/eSNy/MWbF6JOVM9N67ngrNLCeEz1OG9f14kUI4lxf2F9F149NRGxTeKSihEAdD95JNGuFLdKceS3txVrbJxfurYlaXsp3VS+JOWAzkm1DmU31Tne3Hhxov8vrO/Cz07myuZjfI3VotlZkkmsi8/c+CtIM4JXT8lcLKUveg6X4pm+zwBK2pTSoN03d2Ff/0TEh3KcTtK8+LGprg+Iap869/QNC3FgIJ/ow9nWsNlQF881SvFY9WNx7SzFQSCZn0l1M66z+25dEuqSmkPXnslquup3S+ma/vzQUHF9UD6V0zC9Xy23VgDhesvtV1LOlutHFjXYEd+nOvbum7sw5glc+8T/lFxjqV5b782rRZPVWpXvpWpe/B6pVK3T928q90zl6v7nf/R2yXskdf8GJGuq8ncqfWwpbigu6/1P3PbQ/3Exfmvr4bL5oO6/ynGrlA/qGiFEYlzU/ab6/XfvvyDir9KKUvelisP7f++ikvezlc7lcppc6b6fTcyl+p0lmfBxqdgrVCsHztd/DRpUNk7nvzorCVPRpelq+FyyryRfzod9HDP2n5NDQ0P47Gc/i+9973ugVH5OhxACv/M7v4OHH34Y9fX1M+XaacPlAgLyL3f0gKjnHgeC0xVnX0m+zAZ7g8pCngO1NgUl8vfhIRe+kLGbl2ZFMVU2Og4PuaAkOf4uTz5ea1PU2sXHkuzix+alWeRxyLOYjW6rjvsiOrYX+McoKTpmuFv9cLmIxFf9VohzPInzSdcBpXNhqtyOc1PntbL3RfQaRknERj2PX+cFeZ3kG41x+vCQizwnc57rSgvLxVmPkQ6lLXHbUvzQMR2dLcWRcra6vdK2Ur4l6abyJSkHdE6qa5XdVOco5b8vJs/H+BqrRbO9EnVRfRyrim0p/ug5PNV9ngpHdFsvIR/KcTpJ8+LHpro+IKp96hyjpKQPRsPOP0rxWPVjU9HDcvxMqmFxndV1Sef8ZPOq60rpT7y2MkpK6vJkGnY6a51sv+LPy/Ujcd+nOrbHEfb25epMKb+qTZPVWuO1TIe+F0l80+30MePnko6Xq/ul8kG/f1PHSvk7lT621FriXE6yVfd75fIhaW/i9pPtJ0hyXJQeuTzK57hWlLovVfalYlYNXC6ryRXuu8HpwePhp4KXrccADAcMDCoc09XwuWRfSb6cD/s46OQm5wZf/OIXsW/fPjz11FM4fvw4jh8/jieffBL79u3DXXfdNVNunRFsSsLvpulqsCPnuhpsWLRy7SvJl9lgb1BZcCgw6nJwIX93NdhgRMbuVM4viqmy0dHVYIOL5PiX4sWoy3Eq5xcdS7KLH1PX6T7qPNOPx+dgJDq2Ffjnc1F0zHC3+mFTEomv+q0Q53gS55OuA0rnwlS5HbfReT3qcoy6POSr7oduo57Hr7OCvE7yjcde9O9qsOHQGf2giIqA0sJycT6V80vGnZFi21L8UD+l7ErNUYoj5Wx1e6VtpXxL0k3lS1IO6JxU1yq7qc5Ryn9GJs/H+BqrRbOtEnWRB9/NqWJbij96Dk9ln8vZJD1Xexn3oRynk/gWPzbV9cW1T53zuSjpg9Gw849SPFZ5OBU9LMfPpBoW11ldl3TOTzavuq6U/sRrq89FWe0vp2FTXau+3unmbLl8ivs+1bEtirC3L1dnSvlVbZqs1hqvZTr0vUjim26njxk/l3S8XN0vlQ/6/dtk/JxKH1tqLYrL5Xik7vfK5UPS3sTtJ9vPUnFRemRrfU6SVpS6L1UcLhWzauDyZJpsMPtgUUz6Opz6MTAwqGxMV8Pnkn0l+XI+7OOYMQl/5pln8I1vfAPvfe97Yds2bNvG+973Pjz00EPYuXPnTLl1RmhmLlodjlaHY1t3ZxiYrgb5WbutDq9Y+0ryZTbYG1QW6omLJY02OJc3cD1r2vHUG4PYvq4Tm/Znsenq9khM2zIM310XjXPPmnY4VGD7uuL4v9Q7UnS8Z007FjXY2LQ/Gx771jUdWNRgR+y2XFt8rGdNO+7f04+uBvldLJv2Z8N5lI1+XJ9jW3cnHns1G/Eh53nY2t2Jnn0D6FnTjsWNNrI5F9u6O9FieecpCgbnCs1MxrJn3wC2r5O/dZ1SPNGfb43p2KOr24uu62qwsajBLrJN4va27k60ZVhRbug2Oq971rSjLcOwqMHGU28MhjZbuzvx4N7+yDw9+wYiY7RlGBY32shYvGhOlWMOFZHjT6zrRD2J/iXXXITSwp41xZqndPD+Pf1oy7Aim81r2/HYq1kZkzUF281r24v4oWK7uNEO7eLjLQrGjOthnCOtaYan3hhMrL1xfi1qsJFhPDz36Oro+Eo3t8auba+1whyK810dBwq5o+zKzaH7V8r/p94YTNwbNUeSvldLv5HUL23t7oTvczz1xiAWBbxL4tnixmgOxzUsKZZJXIzHefPaggZt6+7E84dHinxI0kc1bhLf9GNbuzvhUIGn3hjEBTWs5PpUfliEJ3ItiRNGw2YGpfr+n50YD7VT9X+lcrkUPzevbS/q/7YGPZzOnQf39oecVOPo2pM0b8+adjy4V9qW0h+9tqoeQF0b9+mpNwYTtdHnPKLZ9+/pT8xX1XsuqC3U7KRcK9c3dNRaib12W4bhwb3RujUVPdi+rhMO40gxEa4x3vuXqhnfvrYDm/ZnsX1d9Whyi+WFa1X8Sap5ai/0OppU65SGcl6cIz1r2mFTURQDvddQx9T4m9e2ozXNEuPr+xwdtVaipm7T/E3qY7sa7EhcS/HusVez2LS/cP+UxKPX+scj8yWNoddqznlkP8vVtG3dko8OFejZN1C0399d1wmH8vB+8LvBPewFNcVaoe7x4nupcinNRNW+nmFei5l7UK/B1VilY69+DAwMKhvT1fC5ZF9JvpwP+zhm7DsnL7zwQrzwwgtYvnx55Pj+/fuxevVq9Pb2zoRbpwX9s5WpZYEyGYy+vPzXVovKQCV9CWgl2VeSL7PBHphb3wcwk5jKPhNKMU4cgBD4Qn68YQ0Dclz+l7mA/LgeRoAUk+eGXCDvA4zK/ziyCGAzYEiLf8YCxj3AYfKYbp+iwKhfGFeNMe5LW5vJvwJkRI7hcTk3JUDOl8cpAA6gyQEGXWnDiLThAqizgBGv4E+dDWQnCj7UW8CpvBw358vftQwYyMsXKnx3brzYORtysdwaqGVhwLdDHjIqeefxgItMcswNeFJjFXgY51k2xm+Py48fjOdCjhc+JqyGSZsJLnlpESBtSc65vswPiwJjnpzPpjLv6izJRX2+4bycJxXMNeoBrihcp+bzBDDhy1z2g3yygjzjQn7cbd4HHCpQT1wIXl03reeKs1ILbeQ4jeybJ+S+CSHjRYjcXy4K+57zgHpH7vdEsO+1dqB9ARdUbC0qeTUa6FONFXAk4FGTI/mg4pdm8viYFx3HD/yqseQ5nSu5mL6mGTDqAg0BjxWvuZBjUiK1PkUl/7ko+JlicnyHSp90TR3ztHkYAl4Faw7m8EU0lxodWSvcYI/r7Wjt0HOtxi7UDyvgvS+ADCvou02BljL9RiXCSqXQl6eFmDHJG4LCY1V7fQHYQY1lBGCI1rYmBxjMF/RNfXxqhsk4uFw+9gKtsgM+jPkFfpGg1lpUas+gK68BCnxW1+V8qTs2KdTpCa3GK33SfcwEc4x5kgcWU1pUWB8LeJ2mAinC0eeySD/Zn6dwg3zh4txq2Gyoi+cDcR43OUD/hORgikkuDLvqo8ZlvBVP6izJQdeXmiVE0N8F/NFroE1l3RzOS1ulwb4AGjUdqrElVwWC/7IS0p5zObYd/AdJzpdcFoGGq5qv+D/iyWstIufyRVDLEcwb9KROoI2pQPt0bcxzWRdYkCO5oB9usGV+uSpfGMLP5XODfGVBLzLhF/ZLf66vQ9UEpYlq3DSTw465sT0LcsgL8k/1JGNeoV+oteQ8as5xv6Anea03UnOPaXsiguW02NWlycy2MQYL416hVqWYXL+Kq8MAzgVSVGDUp6CQayVE/VeftKu1ZA3LWIU4uZo+IrguH+hfSul2wF1f1WUAIthjzy/UU70P4EKOC2iaqu6jiJwjw2QMHSb9UP1uJqgpo5p/el5aVNbngYmCvZ4DUosLudXkyJxV8+k5NeRKv1sdwIPsf1hwTxe3j/fbDU7gH5Ect4iALwg8Ueh700zA5QSjntz/cV/uD6UFf+sdWeeanYK2xOtfqyP3cqqvZ1Qa4ppcTb6fLcy1+m2lUgAofETvGxWXgermgPnOSQNgbnznJDB9DZ9L9pXky/mw1zFjb07eeOONqK+vxz/+4z+ipqYGADA6OopPf/rTGB4exhNPPDETbp0W5lpzMBnMfhRg9uL8YDbu82xc00xiNuynWcPcgtkrCbMP1b8H1e6/DrOWuQuzX5PD7FF1wMTpzGH2cOYxl2MwV9c+W9dt3pw0AObOm5OzBXNpvedjrdY5Hb0MvvrVr+Lmm2/GpZdeipUrV4IQgv/+7/9GTU0Ntm/fPlNuGRgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYnCPM2JuTK1aswN69e/Gd73wHBw4cgBACH/3oR/HhD38YmUxmptwyMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDA4R5ixNycBYGhoCE1NTbjooovAOUc+n8djjz0GAPjUpz41k64ZGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBicZczYm5OPP/44br/9dggh0NTUBEJIeI4QYt6cNDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDCYZZixNyfvvfde3H777bjzzjthWWffje7ubuzZsycc+8ILL8SePXsSbb/5zW/i61//OnK5HK6//nr87d/+LVKp1GnPTS0LA76NFkcAIOjLAx4HLAq0OhzexETF2p+NsZsvXoUsqfy1ng97g/MHalkYETYmOJCigMuBNJPncr58nrEAX8jHLSkgmwccCuR5IY4OBSY4UG8BI17heIMNDLlRO18AjMo58j5ACcCIHI8LwCKAHdiqsWwmj4258lqbyusyDBjOA4LI61qWyjyiADgK82csYNwrHG92gIE8kGLAhA80OQABcDJX8NPlQDNzwT1vRmJjMHUQSjEsbOQ5QdoicDngcYEGG5h/yTsxxggYAE/IOE9wwOeAw2S8IYC0BQwF2pSxACFkDrCADzTg1bhfnt+ukPwUAhCQPGKQvPOFtKuzgGHtOkok9xU/5znS14G8zI0Fy1Yhq52vC/JM5Z1N5TmHAnkh5xvz5XOLAKOugEMF6okLwfmMxGg2QOdZrU0w7gdxC7jBAn3L+5JPfhALTxRirGLe5ACjXjEfU1Ryw6JSp7Iu4AY8TDPJB4/LaxgkxzwhjwdURr0DdCxfhYHYuON+gYNpWuByjS156voBP21gxA38D8ZNWUDOK9QELqR2Mip11AtoVWdH8yhiF9N1lUODrvTTpvKYzyXPWxxgyJO1Qa0jw+TzcU/1EIj1FMCQL+dsvngVBinQYldXn2GlUhhwKZovXoUBIvdM/S3iRMA5FRcQua8TvqyDrg80BtxSe5JhklMpJsca8wv7CSGvSzO5p4ofjMh4x7nR6gADbiGmDgVqLWDMi3LS1TQRBJh/ySr0cekDJYX4KQ1zNP2MrJHIaxT31HpUT+JpdkBhPXbQU2SCGi/1V4ARgjTlyAgXADBObOQ4lfxjgE048pzC50YzzxRWKoX+PA3vb5RO2lRyJKfV0owV9JwBrxodyRGV+zYt9I0EkhNjroyrw4JeEoUcULqUosBo0DcKyHqYK1HDdb2qseVcE0Gu1DtRDjY5UrfUXBkm/VJ9s9KynC/nDB8H2qvnoEOB1ktWoV9IH1S+2Uzm1ohb6INVXjpMjjvmyfnr7YKd6jFGPLnnQhRqUCrYh1or0AgBEBHdNyfYZ5/L5xaVsfA4UBPUtQlfrtEOtF+gMHeSdug9fDXe+zHbRr9nhTVFrcWmstaPeQg1hAS9nxXotsvlsbAHDDRtIriHYoH+OjTaT6rYNTkylnotdTR+pQONhYj2pxkm45sLYsWINGNE2ql+UvUmqt6r+6U6S/aTXMg9oESuUWhrSQVrzAX3co5Wv1sdwIe8Z/QEcEFK1uqWpaswGvDG1fZMXaPqeb0t16W4Z2s9kN5DqPs5IURwb0gw5hU4ByF1hAKo0/LY1u5jbSb3cdgFFqSBfrfAWytWr2otOV81vo5hpVLoy1M0lXnNyWD2wEqlEHSKuPQdq5Dj0dxpdQDAcMDAoFqgNHyq9adS7adag6Yz/lxaa9G1U7I6BxgeHsYtt9xyTt6YVHjggQfwe7/3e2VtfvCDH+Chhx7C9773PVx44YW45ZZb8LWvfQ1f/vKXT2tOall4fYRieaN8AeC1QY71O4/i8JCLrgYb27o7sbwxFQaokuwryZfZYG9w/tA0rwVHcgxvj7l4+q0hfGxZE148NoLuJfXITgis33kUC2osfO2q+di4qxdff/98dNY72HIgi48ua8LNWhy3dnfiFwPjWNqcCeP7J7/WjI8ta4rEe2t3Jx4/kMX6pY2odyi+9OIJ/Nmvt2LUE9i4qze0276uE2lGcN2TR8JjPWvacdeLJ3B8zEPPmnbU2QR1DkW9DXz2hRP43K+2hOcfXd2Oh3/Wj3uubEPfWB6tNQ5ePDaCla014XGLcLiC4vEDWXxsWRMW1hEcGXbx+7uOh35+bFkTLqmzzBuUFQxCKd4ct3DjjiMRvn6wswa3XTYPWw5k8X+uasaED0z4HIMTUa49c2MnmhyCNwcLnP/b91+AT3z/WIR7FzUynBwXU+L3x5c3IUWBE+McX/+Pfnz2XS345PO9Ed2795WTePLNEXQ12CFfP/uulpCfSxoJXvifMdz70/7E8wcHxnFxcwaPH8jiusUNqLMJam2KtCVfwNp1aBjvbKvB/BqGv93bjx8cHcMT6zqxJOOZF9tPAzrPPthZgz+8bF5EA//12g54AvjE94+FPFSxV7HTOfD0DQvh+gKnJniEj9u6O/HIz0+hP+fjnivbIvzqWdOOBTUMIy7HX/5/fUVjKp78+bvb4HOBDz99LKKp334ti7/594EIB4+P+WHOHB5yccOSuqJ5t3V3ACBFNUH3q8EhODiQC2tAkt2WazvQ4NCIrm/r7sSLx0bwuR+dRFeDjc1r25GiBN85OIiNK5vx9phfVBsyFrDxueNYUMMSfO1EnU2w9okjkWuWNVRHn2GlUnh9SOBDOw6H/n/nug7UORTHR6N7ocebArhxx1F8akUjrl1cX6RLf//zU/jB0TFs7e7EfZr2PLa2A0+8MVikZT1r2vG/X83idy9tKuKnrl09a9pxQQ2DQ4E/+fGJRK0jROCmHccSa7nSzOsWN+BX6hneHuMR7X1sbQea0hTdGme2dneiKUXwJz86UaShf3p5Kx7Y24d7rmzDlgNZ/P7KZmRzHLc8G51/UYONCR/45aiPjbuiY9/3yvFwXKOZpwcrlcJrgwLrdx4u4uvfvH8+shMiop86r25YUoevXjW/KPc3r21Hmsl3oesciglP4LHXZD963ysn8flfa8GG56K6tKCWoZYBx0Y4aiz5ByVJ8+o6uKDGwsMfuAAjrgh7ibjex/Ng89p2tKRZ2Z71rhdPYEENw91XtoVj3bCkLnyepJlJ+RYf833t6aL83dbdiS0HsrhmUUMkH3vWtGNeimLcIXh7jOOv9/Ql7ludTZBhBIzJN3dL+fed6zqQ91GUX0naofteTfd+zLZxYJhEuBzXMF1TN13djr/79378+btbARD8xcsnI7qox1yN9911nUjF7nkeXd2OfX1jWN1VjzEvmi9Kd//z5Bh+48IacIGinNra3YkMAz75/HEcH/PwrWs60FlHcWxc4L5XTpbsTbZ1d+LgwDhWtdVg1JW651ACVyC8Trffcm0H/nj32yEnay2Cr/60D3//wfnoHZE98399YmGgB8k8Unt2z5VtWN5IcPuP+vFnv9GCgdiakvZpW3cn+sbyuObJY0Wx+dY1HWhMyXvN/+u35+OXo0B/zsf33hgquo/tWdOOK9oYDgwJ3LTjaGKsf7h+IXpHRVW+jpGkydXiu8H0YYX/MCJz+FQeODGexF0CK2U4YGBQ6Ziuhs8l+0ry5XzYx0EntThH+MhHPoJnn312pqYP8e1vfxu33norLr30UjQ1NeELX/gCvvWtb532eAO+jfU7j6IvT9GXp2HhBIDDQ254rhLtK8mX2WBvcP5gzbsQh4ZcbNzVi40rm7F+51Fcf1Ej8pyEcbrzipbwBvJd8+WLzhtXNoc3dICM4807j+I97XWR+Kox43YbVzbjY8/IFzI2rGhCX67wApSyu2nHURwaciPHNu7qxZ1XtISPT477eGvQhS8oNqxoipz/5PO92LBCvlizvCUTrk0/3pS2Q3/W7zyKcZ9icWMq4uf6nUcx4NszEB2DqWJY2LhxRzFf77i8JeSrywkOD7mRF/cBBL8p8pxGOK9eHFc2G3f1whd0yvy+acdRUEqxcZfkm3ohR9mt33kUG1Y0hc8VL3V+DuUpVnfVlTz/nva6cD6VD4eGXBBQvDXo4vqLGiN7cXjIxY07jmJYGD6fDnSe3XF5S5EG9uX8kDeKh3rM4hw4NOTi2KhXxMf1O4/ijstbwjjHefjWkIuT437imGqum3Ycxclxv0hTN65sjsyzYUVTJGcAJM779pifWBN0v94e8yM1IMnuY88cK9J1pc3q+a3P9sqasLI5rE/xdQAUd16RvEfrdx4FBym6plr6jL48xYd2RNekal18L/R49456ODzk4pZLi/fk5oBT6rGuPbc8eyxRyzbu6sUdlxfHMK5dG3f14tCQC0ZpSa07PuoXja1qta5heU6KtFe96RFfj8tJoobe8uyxkBcbVzZHxtDnz/kEbybsaXx/jGaeHpL6fRUjl5Mi/dR5tWFFU2Lu3/qsrHMqH3pHvbAf3bCiKXyDTdlv3NWLtwZdCEJxctwHpbTkvLpe3XlFC06O+5H6Wc5f5dtkPavSLH0s/XmSHU0qPQAAIABJREFUZiblW3zMpPxV/I/n48ZdvTg26oW5VmrfTo77YIwCoGX9OznuJ+ZXknbovlfTvV+/ZyXqo65heow2PCd5fnzUx007jhbpYpwDh4dcfCjhnueTz/fi+osacSiYIz7/oSEX72mvw4RPEnPq5p2yD1V+fuL7x+ALGvpbqjdR/eWhIL4nx30cG/Ui18Xrus7JvpzsT/J+QQNO5WnZ3kDtmeLFHZe3IJ+wpqR9Uvd5SbFR9WTDiib4guJQkKtJ97Ebd/XiVJ6Gb0wmjTfhk8RcqwYum9dg5hbU627qxxOl4284YGBQ+Ziuhs8l+0ry5XzYxzFj/zn5l3/5l7jllluwe/durFixArYdvWG+8847z3iOr3zlK/jyl7+MpUuX4u6778b73ve+IptXX30V1113Xfj8He94B06cOIFTp05h3rx5RfYHDx5MnEsdb7ronTg85CL4A70wMAqHh1x4HDj4i8qzryRfZoO9wsGDB7F06VJUGkpxuRrRdNE7UWtTHB5ywah8MdcPPvpJxWlemoWPXY6IrQ4VY/14KTt1vNamqLULx+N2tTYtOjYv+MxZ/bzHC37q59UxL/DLF8nHlT8ej86ljrtcFPFzuqg0Lk+Hx5XO+Yau5Yl8VfFjwef9Kb7EuUYJItzVx1DQ+aMwGb9VHpUaT3FVfx7n52Tn4/kEyI/aqrVp6G+tTcM9ODzkYizv4ZeHTi+mlcZjIJmf54KzOs+SYq+0FEBRrJI4UIqPKqaleKOuq7WTr1XXJeknCz/7slhPFUr5Oll+1Np0SnmU5Jcvim0YJZF59fOUINF3/Xz8WLzPqDQuh/3wxaumxZV4vOM6pex0DYhrz2RaljSn/lzpzXRirscvrplTuV7nQHwv1O/JOFTqXHzcJM2slLpYaTwG5N4k8Vjtbak4q30vl9txLijulOOex2WsJ5tX1y79+XTyoNzYk+ntdHoF/fF081ffi3L7pnS0nH+lcmiyPat2TS4V21LnJqux5WpjqT1WNTceJ90mXivj90GlfFE5k7TmyfZC3dvp/cBUegO9t9Xr1VT2KalfTvInfs8bHyd+Hxsfr5SG6FyuNB4D5TU56TWY2Y5Kqd/nEk0Xryo6Vir+QDIHKo3LyXGrOe9+GFQeyuV0pfEYOL3XLqar4XPJvpJ8OVf25Xg8Y29O9vT04Pnnn0dLSwveeustEBJ9BeZM35z8yle+gmXLlsFxHGzbtg0f//jH8eMf/xiLFy+O2I2OjqKhoSF8rh4PDw8nvjmZtJn6m0+DhKCrwYbqN7sa7EiAuhpsWBQVaV9JvswGe6By35gEKrPAnS4GhMCoy9HVYMPnAl0NNljwRo2K06mcHz62KSK28Tiq8+p4KTt1fNTlmPAFUowk2qmPE9KPncr5RectitBP/bw6ZgV+MZJ8XPlj0ehc6rhNyayKOzB1HldyLiqMECuRryp+PhcghIR8iXONC/k9NkljKOj8mSq/uYjyLW6nuKo/j/NzsvPxfALk9/GMujz0d9Tl8IMvDepqsFHjWJhf4TGdDuL8PFec1XmWFHulpTqH4r/j9kByTfS5KMkbdd2En8w/dV2Sfioe6LZxH0r5Oll+jLo8UgMm818/xgiKbHwuIvPq57lAou/6+fgc8T6j0qB8y5LiNZXjSjzecZ1SdroGxLVnMi2bTLuU3kwn5nr84po5let1DsT3Qv2ejEOlzsXHjWtmNdTFmcTSpUsTeaz2dn6NVXbfT+X8KfeFijvluGdRGetS/IprSXz+6eSBjqSeVJ9HrXUyzUziuf64LcOmlb/6XpTbN6Wj5fwrlUOT7Vm1a3Kp2OrPFYfi+zbd2lhqj1XNdb3CsclqZfw+qJQvKmfi/kzGUeXXhC+wqMEObafSG+i97YQr+/ap7lNSv5zkT/yed7L72Ph4pTSkGrhciseV7vvZxlyp39nYH+mV4y5QHRxI9PHfjp1/RwwqDtXAXx2n89rFdDV8LtlXki/nwz6OGfvf9wceeAD33XcffvGLX+Cll17CT37yk8jPmeKKK65AfX09UqkUPvGJT+DKK6/Ec889V2RXW1uL4eHh8Ll6XF9ff1rzNjMX27o70epwtDoc27o70dUg/6Wqq8EOz1WifSX5MhvsDc4fvFO/xKIG+X0aPfsGsK27E0+9MQiHijBO9+/pR8+adnQ12PjZiXFs6+5Ez74BbI3FcWt3J17qHYnEV40Zt+vZN4At13agq8HGpv1ZtKZZOIey276uM7yxVcd61rTj/j394eO2DMPiRhuMcGzan42cf3R1Ozbtz2Jbdyde6x8P16Yfz+bc0J9t3Z3IMI63Bicifm7r7kQzcxN2z6BSUE9cPLGumK8P7u0P+WpT+ULEgtpirgEcDuURzn/rmo4i7jHCp8zv7es6wTlHzxrJt0dXtxfp3qb92fC54qXOzwaH4/nDIyXPv9Q7Es6n8mFRgw0BjsWNNp56YzCyF10N8vvT6onh8+lA59mDe/uLNLA1zULeKB7qMYtzYFGDjY5aq4iP27o78eDe/jDOcR4ubrDRlmGJY6q5tq/rDF+wVue2r5Nc0efZtD8byRkAifNeUMMSa4Lu1wU1LFIDkuy2XNtRpOtKm9XzzWvbZU3YNxDWp/g6AI779yTv0bbuTlCIomuqpc9odTi+uy66JlXr4nuhx7u9Vr7h89irxXuyNeCUeqxrz2NrOxK1rGdNOx7cWxzDuHap72/0OS+pdQtqWdHYqlbrGuZQUaS9j62Vz+PrsalI1NDH1naEvOjZNxAZQ58/zQSWJOxpfH+MZp4ekvp9FSObiiL91Hm1aX82Mfc3r5V1TuVDe60V9qOb9mex6epiXVrcaIMIjrYMA+e85Ly6Xt2/px9tGRapn+X8Vb5N1rMqzdLH0p8naWZSvsXHTMpfxf94PvasaUdHrRXmWql9a8sw+D4HwMv615ZhifmVpB2679V079dieYn6qGuYHqNNV0ueL6hl2L6us0gX4xzoapDfpRjnz6Or2/HUG4NYFMwRn39Rg42XekeQYiIxp7Z2yz5U+fmtazrACA/9LdWbqP5yURDftgxDR60VuS5e13VOtqZlf+KwggbMc3jZ3kDtmeLFg3v74SSsKWmf1H1eUmxUPdm0PwtGOBYFuZp0H9uzph3zHI7t60rHOsVEYq5VA5fNazBzC+p1N/VjkdLxNxwwMKh8TFfD55J9JflyPuzjINlsVkxudvaxePFi/PCHPyz6T8ZzhZtvvhmrV6/Gpz/96cjxT33qU+jq6sI999wDANi9ezf+4A/+AK+//vqUx47/hQC1LAz4Nloc+bwvLz+u0aIyYPEvA60k+0ryZTbYz5W/aptpHDx4EMsuvRQjwsYEB1JU/tek+nSinC+fZyz5UXEuB1pSQDYPOBTI80IcHQZM+EC9BYx4heMNNjDkRu18DrDgTzzyvvyYHEbkeFwAFgFsKudQY9lMHhvzpK1N5XUZBgznAUHkdRPBeBTyK+DV/BkLGPcKx5sdYCAPpAK/mxyAADiZC/wM9qKZueCeNyPxqQRUSy4SSjEsbOQFQZoRuBzwuECDDYz5gM0IGABPyDhPcMlDh8l4QwBpCxgKtCljAULIHGABHxSvxv3y/Ha55KcQgIB8ziB5x4Ucr84Chl2ZV4zIsbko8HOeI30dyMvzjEhbdb4uyDOVdzaV5xwK5IWcb8yXzy0CjHoCDhGoJy4En903oeeSszrPai2CcT+IW8ANRmWc8r7kkx/EwhOFGCv9a3KAUa+YjykquWFRqVNZF3ADHqaZ5ILH5TUMkmOexiMhgHoHyHnF4yp/GQXStMDlGlvy1PXlvHU2MKLzE0DKkmOqmsCF5B6jUkfVR0PV2dE8itjFdF3l0KAr/bSpPOZzyfMWBxjyZG1Q68gw+XzcUz1EvKcAhnw5px/Ujha7uM+oZFipFAZcGu6b0h8BuS6uxRuQ+zrBAy5wuaej2h5nmORUismxxvzCfkLI+plmck99Ia9hROpfjRXlRqsDDLiI+FZrydqcxEkn6CfcoJ9IMem3ip8T+O6ouiuK15hiBe6p9fjBmF5sL9R67KCnyAQaKfVXgBKCNOXICPmG4zixkeM05IpNBPKcwBelNbNa6uJMw0ql0J+nwcc0FnTSppIjOa2WZqxCz8kI0OhIjqjct2mhbySQnBjzJE8cFvSSkLFXY6QC3Rt15bUCsh7mStRwXa9q5OsDoY4oTVUcbHKkbiltzjDpl1qD0rKcL+cMHwfaOxZwXPW6477U7rSWbzaTuaW0OMzLoPZbJOiJKVAfaLZal9JwVRNUDUoF+1BrBRohABLkjMeljRPss6pVFpWx8LjUA18U+g470H6lPaW0Q/Xw40Esku79KhnMttHvWZH7kXFPxiAd6J8fxJMEvZ9FARLwkSCo/8E9TopJ3fMCrqYDbR5yC/uuYtfkyJqp11JH41eaQk4gov1phsn45oJYMSLNGJF2qp8Me5NAS9X9Up0l+0n1H7SUSN+EkNf5QvKJBPdeJOCOqt+tjtTpbF76cUFK1mouCj2Dq+2ZukbV83pbrktxz9Z6IL2HUPdzQojg3pBgzCvECULqCCUyL1Qe29p9rM3kPg67wII00O8WeGvF6lWtJecr9zpGpcJKpeT3D1ah72cLc6l+W6kU9P+pyfFo7rQ6AFDdHGjqMf85aQBkN3bMtAtnhKnq0nQ1fC7ZV5Iv58Nex4y9OXn33Xejvr7+rHy3ZBzZbBZ79+7FVVddBcuysH37dvzxH/8xdu/eXZQszz//PG677TZ873vfw4IFC3Drrbfi8ssvx5e//OUpzzeXmoOpwOxHAWYvzg9m4z7PxjXNJGbDfpo1zC2YvZIw+1D9e1Dt/uswa5m7MPs1OcweVQdMnM4cZg9nHnM5BnN17bN13ebNSQNg7rw5OVswl9Z7PtY6Y985OT4+jn/5l3/BD3/4Q6xcuRKWFXXlr//6r097bM/zcN999+HgwYOglOKSSy7BY489hqVLl+LIkSN497vfjZdffhkLFy7E6tWrcfvtt+P6669HLpfD9ddfj7vuuutMl2dgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYBDDjL05eeDAAaxatQoAij5ClRCSdMmU0draihdeeCHx3MKFC3HsWPQvUz7zmc/gM5/5zBnNaWBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgYGBgUB4z9ubkjh07ZmpqAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwODGQCd3MTAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDAwMDgzEGy2ayYaSeqFVYqBYCiLw94HLAo0OpweBMTAABqWRjwbbhcwKYELQ6vOPscpxjxCvYtlgffdc9obAaBtjQqbq3n0r6ZueCeV8SRufQluWcbhFIMCxt5DtTYBBwErg+4QTwabMAVMj4OBUYDHmcswBMAEQAhwIQPMCpt/P+fvXcPjuM67wV/5/RjHhgMBgRAMcDIoN4y6UiyZV/ZVpybu6FEyYBWMsn4Ia2WYZTdxLtWuWLZVxVfK3dvpDjlUlSJ463NP6vlsngpv0haikhZEpWqJI5ia20lys2K1mMlkREAUwRADt4z093n7B+nT/fp1wAQZXCGOL8qFNDd3znnO9/3+x7dM5hhAAiQo8CiB/RYwKwT+rhii7+bXMg2GWASgADwIOYwiZjfYwADYBDA40DJBBZdcc42gKYHFAxgzgEsCnRbwJmGWIf6OtT9/diGmKfuRdfLUXF+yRPj655Yi3GxzyVX/E2JeKcJA9BveXCbzfPmt3ZFu8RiwGtOQAmBTTk8TgTPTYBDcKvhiWOHA44neFMyha9nHcFFlwu+SJm8Kfgh+WwS8bPkhee6TMEviwI1R4wzqDgOdPR/mizK73lXrOtwIc+54KBJBdcXfZ2bntDfMvz1XSGvxlGOAgsesMEC5lyxl6aiCwFQpqIerVe8V5xV61W3RVD3gLwheEEhbO4wwRHLALoMRPqCii182/AEN4uWmJdxMc4AYBrhdcsAuk3BnwYLOdbj+9rxhI8tA1h0Qp9bxB+j5GxCAJuE+hTMMK/LtWwqjmUO9LjgLSUinmRObbJwTzJHez6XbSryNyUhxwkP57P9vC35XrGFfIMJPXKG0KvuCp1K/v7rip49FjDbFHNSItatx2wm7SN6DmCBiTXT+pBOgJnL4YxD0VR8vuQCPbao2ZIbOSrskvO5KO1qGcKvHH4tlPnGFOdl3bcMIO/Xdc+vqdT3R84Qa7helB9lS4yP1/mcIbjN/H4BCg8spX4veqH+RVOsJeu5RcU1DpHbDCJypJqLC6bIoS4Xe3GZWL9oiN+y3zGo0Alc6BrwG0KvkiXOM/9uzpG28+0NAHWHw6Yc3UTkU9lbeY06NhYNcMbWhhAdCjOXw7RDQ3/7dl30BBc8Hs1bBSPaW5Yt4Xt5wy19VLRCPxf93tVlfk9HQt43PJFT6iwaMzK/NVhYPwuGH0OKPnlDcB2xvrhohGPj/UbeCGv/2WaYf1lsr10mMNMMQgUuD/naYCFXKQ37E5uK8UtuNDbUHC5zpIzNuhfGkswJXaZvVz9GZV8c1ApEc0m3JXQ1EI3NnKxfyvwexPo5KtZoKj2Wx/zaRIEes/Ny8pxHI7XH9O8/ZG4jft/HGMB9+zMe+iXn81/WUJMIznhc/FZzV9GI1vWSGdpT5jYDYe6WMeHG8py89+q3RRyoPUqvLfpZ5uffeI/Q5felrr8fy/edOgcl4b2Vx1PyLwS3SqaIjbPN6PqTdbG2rBf9tuCQXINA9A01x5+XRPmq5gmbctheE5yxyL1wbw6Yc0WzLnsay7exXKdoCTvUY3ylfs1jAOadZDxbBtBndQ6XzVwOU00Kx7dBp/VG7wXa5b52LSCfuboQfJW9lEWBPltKdTYHKnvHlxfSuOBR2zN0vlU4J6w0L8kcvtL723aVX2kNWs3862mvibErktJIQBRJ4JUZDzuPjuHkrIPhsoVDI1Vc3ZMD8zy8Nk+x8+hJnJx1MP/7l7ad/JkmcHopXf6VGd7WureTvLx2ZclMfYFSY/UglOLNJRN3HHkbm4omvvUbF6Hucdz9zAROzjr45q8PYPSybiy54kb6F02OnUfHsKlo4k9v3Ihv/vM07v9IPz73w/HAR3tvGkSXSfD912fwmasqmF5sor9oJ3x8UZHg1CLHLuX8o9sG8a2XpvHFD/ZhY9EAOMeCw/H1n07h3uv68K2XpvHADQPosQi+/A+n8bUbBvDdV2v4zFUV/NW/nMHfjC3i0EgVL51ewoM/ncaB7UOo5ClGnng7ot8fPn8apxbdyHoXFQ08d3IONw6VsLFA8IsFhp/8YgE3DpUiussxD9wwgKvLtn6Bsg2h8vrkrIPbLy3hP390AJ86MhbwnAP49FPjAZf3HBOc//KHevGlD/ViYoHjO6/W8LmrK/j2KzV89qpKhPtSfrhs4blPXYwZPzZUjl/eQ/D/zXLsODIW4V/JCr/vuWhR/N8vn8Utm8sBr14/u4TLewv47qs1fOryHlgUuPdv38GpRReHRqp4fnweHx8q4aEXJvHEm/PL8vq/TS7iyg0FXFYm2P3s6ciYkkVQsyjeV7DW9QuU5wpqmkG9+s1qEZ+/dgP+cXweNw6V8OALk/jqR/qx4PKAN9/89YFIbvn2LZtw7cYiTi142HNsIuApAMw7HN/852k8cEM/Zps8wr3Do1V0mQTbH387mPfXqqUE5yQ3vv/JIVBCIlyVPOiyKL76/GmcWvTwrd+4CPNOdK1DI1V859Uabtlcxj3PTSRy4p98fABLHiI5/eBINZWnm4oGHrhhAA++MIl7r+uLzCdlPjGYx56tvXhn0Yvo8dgtQ/jS34t4ODxaRY4CI389FrGJRYAHfjyJ//KxAZyps8Q+HlR0krH67w6+nehDOuEBjJnL4dVZjh1HTkZs+GatgQ9eVEhwYUOOomQT/Ntc1K77bh7En/+TyBuSL8/tuBgzjTC33X5pCV+7YSDi4/3bB/GVHwn5x24ZgkmATys9geTNn/3T2WSdL1DUGhwPvziV4MFjtwyhkhOclL6K8ylrPdW/B0eq2JAnWHI4Fl0OzoGv/3QKf3LjRsw0GO58Otq/bCwa+E/KmlLfP/roAAomMN/kidjYv30QeYMEefrx0SryJsEtj4eceny0iksLrn6BMgNZPP6VLgPPnphL5LX92wfRlzfwySfCOv/1GzdiwRH2lT5Sa3Za/Vb5+Pz4Am69pDuRHzfkKCyDRNaKx8HemwaDPvIjv9IV9MWqbNr6B0eqGCoSvD7DM3sMudevPn86iJM0uX03D6JoEvzWU+OJ+PzEYB6fvaqSmXM3FigaDBEbP7ptEC9PLeIT1RL+y0/EuJenFoPaJetUPB4Oj1bx7VeStSIev9L2913fF/gybV/StsNdnZOT314EfrHgJPwoc+XemwbRkyMomARnltJz4P7tg9iQNyL3MIILFNN1FtyrxfnYip+yxmfFwb3X9aFoMNBuC6eXkn3t8+PzeOy1efwf/91FmGkk/d6fI3h7nuHxN2Zw73Wil067h/qjjw7AAHB7Sn/8zIl5/C/XloOYUNfnnGHXUxM4sH0ID784Je7FegjemPHwyIvTeHTbRrwe67vTav5AnuBsAyiaFvpND28sUNxx5G088JE+fPCiAv74J6fwhx/px2dSasupRQ8Pf2Ij7n4mPQ5/MFpFzs8XadcPj1ZxVbn9uWzmos+pOq030lgd5DPXBY9hzgHONqLPaARvSSCrOaCh0d5YbQ5fT/LtpMtayMdBl5XQSMVUk2KqSYPmFABOzjrYeXQMU02Ks54VudaO8i7Plm933dtJXl4761nnSisNH3Pcwh3+Ddz9H+7D5JIX3OwCwG2X9aDhEZycdWDQ0Ff3f7gPe45NYPeWSvAABhA+2nNsAlN1D3u29mLX0TFc3VdI9aPDaND0yvP3PCfmlDdxlFJM1T3s3lIJru08OgbDoNi9pYJdR8eCde67vi+Ye9twCSdnHdz1jNAtrt/9H+5LrHdi1sFtl/Vg59ExuFysK4/TdNx5dAxTjrHWLtNYAVReA8DuLRV8KsbzT/sP7ySXpeyerb1oMsH1PVt7seOI+B3nvsoJNTbkuZ1Hx1Br0uABiTy/59gEJpe84OfkrIM9W3sjvPrYYCng9p1Pj2NyyQs4u/PoGG67rAe7jo5h95ZKZN4sXn9sUDzUrTVpYszkkocTsw6mXf0eqnOBWq/uu74Pu3w/7fT9NFX3IryJ55aPDZbw1kz4IFPydHLJC3Kt+iIdIHy448gYGEhk3jTOSW5MKm+UUq9LHuzeUgnWjq8lY0I+PJXnJd8oTeb0LJ5Krsvcnqbvnq29ODHrJPS48+nxYD87joyBUpqwydvzLnZvqWB83k3dh6qTjNW0PqQTMJWRZ7YNl1LPjy+4aDKSsMvuZ8O8Ie3rMBLhi6y76ri7nwnl73x6HFN1L5U38ljNT5RS3PXMeCoP7nx6POCkPBfnU9Z68TENj4BSisklL+gp5Pi4fU7G1pT67jgyBoCmxsbdz0xE8vQdR8bw5ky097jjyBjmuO5fs5DF4zdnnNS8dvczor6p3Dzh5zjVR2rNTqvfKh/ven8lNT+OL7iJteJxoPaRal+syqatv+voGJo82V+n7VWNkzS53c9OBH2FOlbm01Y5l9Kk/e95bgK3XdaDTx0Jx6m1K6tWyL4pvk48fqXtVV+m7UvatpNy8pszydql5so9xyZwasEDkJ0D5f1Y/BwhNHKvFudjK37KGp8VB/c8N4HB7lzms4vbLuvB/R/uC95IFfc7J2I/e7b2wkuZQ82n4wtuai9y1/srmHPS1x8oWjg56wQ2k7X67mfEvPNuksdpNZ8TUfPrHsFZL7xnkHVz95ZK8MJkfJ77P9wX2D/Nlp86MtaSzzuOdEZ/0eoZjcaFB/lcbsmjaDKSyCGSt/JHQ0OjvbHaHL6e5NtJl7WQj0M/9XuXcJn4SBhpeImTsw5cBgA8cs1/w2zHyLeTLu0uL6858iPANM4ZTYWDG/LihTbV5vKjhbosCo9HZU/OOsFvFSdnHXRZFAYlgb/SZNT51PNyzi6LBmt3WdFrHg91kOsYlARzuCyqS9oaaetJnTye3HOajq7mYluiGeOcytM4z+McNigJOKtyK0seQCZP4jleno9zUs6v8kpdV8aAHC/Xk3uR57N4LedzGRJjpC6ay+cGh4X1Svot7qd4bo3Xwy6LJngqx6XNIY+p4rdWOQuIrqFelzzosqLn43JqLMTnp6T12ml7yaohG/IGDEoy9VXnoDHepsXMcjrJmpE41wExkZVnsmqvrK2tapu0T1yulb/U+ePXDcVJ6jpy/la9RJyTWTmslYxcPs7z1awp52kVQ+q8aXo1GekITp0PtKqXWXlNtbHqc3ldnm9Vv+O95Upqdiu+xudYyfouS9c3PrfshZeTS9tfvM+Iy2TlBLWOxW3Uqi61qhXxY1XvVvvqpJy8ktql5uLV+HO5vLySfNoqDlrdn8v7r6zrav+6kvu8NB093rqvjs8j19yQNzLrXlrNl/ZX+zeHtfbHcvcQ6j5aXe8ELmfl5E7QXWP1kM9cgWTvB6T0ypoDGhptjdXm8PUk3066rIV8HPrtJe8SJhWfuTtcjr7beLhs+ddI5JrVhvIGyZZvd93bSV5ei93LaJwDbMX+Z+oeFhwWsbnhfzfIgsMiPD5T9zBctoLfKobLFhYcBo/xwF9pMllxIedccFiwdnw9g4Q6yHU8/4ugJH9UXdLWSFtP6mSQ5J7TdDQ1F9sSdoxzKk/jPI9z2GM84KzKrSx5YOU5Xp5fcFjkR86v8kpdV8aAHC/Xk+fk+Sxey/lMisQYqYPm8rlBrVfSb6qf0nJrvB7GeSl9kzUHIOaQ34GXNq+UkX7PmkOudabutVxLjYX4/Iy3Xls9Xq6GnKl78BjP1EPlurp/dT+t9hHXKc7/TsrvWXkmq/bK2tpOE6QzAAAgAElEQVSqtkn7xOVa+UudP37dU5ykriPnb9VLZOW5VuvFZRgPe5nluJG1ppxnJeOy9LJpjKwaAVrVy6y8ptpYzZlZNb4Vf1v1pXJOda2V6rqS9c1YL96KXyuRS9tfvM+Iy2TlBLWOxW30bmtF/FjVu9W+Oiknr6R2qbl4Nf5cLi8vx6Hl4qDVswt5/5W1P7V/Xcl9XpqOBmn9fCA+j1zzTN3LHJdW86X91f7Noq39Ebffcn5rFfPtjqyc3Am6a6we8pmrRZO9HxD6Xv5oaGi0N1abw9eTfDvpshbycegU/i7RbzP02wyHRqqBA4bL4jN1+22GXsOJXGtHeZNky7e77u0kL6/1GtF3CWi8e3QTB4+PCht/42fTGCgY2L99MLD5k2/MIGfIF2hCX33jZ9PYe9Mg9h2v4du3DkV8tPemQfTnDex9+SwOjlTxyvRSqh8tynAwdv7RbWLOvTcJHRhj6M8b2He8Flw7NFKF5zHsO17DwZFqsM4jL04Hcz93UnyvyIHtQre4ft/42XRivc1lC0++MYNDI1WYRKwrj9N0PDRSRb/lxU2q0QZQeQ0A+47X8IMYz7/3yaEIl6Xs3pfPwqaC63tfPovDo+J3nPsqJ9TYkOcOjVRRsRkOj1YT/BsoGMHPcNnC3pfPRnj144n5gNuP3TKEgYIRcPbQSBVPvjGDgyNV7Dtei8ybxesfT8zj8KjQJz5moGBgc9lCn6m/x/dcoNarR16cxkHfT4d8P/XnjQhv4rnlxxPzuKTHCmQkTwcKRpBrLyoaCe4dHq2CgkfmTeOc5MZAwUhwVeXBvuO1YO34WjImHt02mJoTGUvm9CyeSq7L3J6m796Xz2Jz2Uro8dgtQ8F+Do9WwRhL2OTikol9x2sYKpmp+1B1krGa1od0Avoz8sxzJ+dTzw91mbApT9hl381h3pD2tSiP8EXWXXXc/u2h/GO3DKE/b6TyRh6r+YkxhgPbh1J58NgtQwEn5bk4n7LWi4/JGRyMMQwUjKCnkOPj9hmOrSn1PTxaBcBSY2P/9sFInn58tIpLe6K9x+OjVXQT3b9mIYvHl/ZYqXlt/3ZR31RubvZznOojtWan1W+Vjwd+XkvNj0NdZmKteByofaTaF6uyaesfHKnCJsn+Om2vapykye27eTDoK9SxMp+2yrmMJe3/6LZBPPnGDH4wGo5Ta1dWrZB9U3ydePxK26u+TNuXtG0n5eRLe5K1S82Ve28axKYuA0B2DpT3Y/FznLPIvVqcj634KWt8Vhw8um0QE3ONzGcXT74xg2/8bBqbutL9TrjYz96Xz8JImUPNp0NdZmovcuDnNXRb6etPLorvVpI2k7V6/3Yxb8lM8jit5hMuan7e4Og1wnsGWTf3Ha/hu7H7WznPN342Hdg/zZY/GK225PPh0c7oL1o9o9G48CCfyxUMBpvyRA6RvJU/Ghoa7Y3V5vD1JN9OuqyFfBykVqvpt8u+S4gvaKaYaop/YTWpcIj8sk9qmjjrWXCYeLdPn83aTr7OKObdUL7PdOE5zjnNbYBhII+22+svU77XcMDc5EP0119/HVdcccV7R7p1BEIp5riFJiMoWgADgeOJj7YxKVC2AIcL/9gUWPB5XDABlwOEA4QADQ8wqJDx/H8pz1Fg0QN6LGDWCX1cscXfTS5kmwww/U878yDmMImY32MAg3gXr8eBkgksuuKcbQBNDygYwJwjONJtAWebQp76OtT9/diGOF/3ouvl/HcJL3lifN0TazEOFOV6/kfcUoi1+y0PbrN53vzWrmiXWJS8djgBIUTwkguuFU3x0TUeAxoMKBqC444n+Fkyha9nHcFFl4vzDhMyeVPMJflsEvF7ScnxXabgl0WBmiPGyneDBzr6P00W5fe8K9Z1uJDnXMxtUsH1RU/soemJuLMMoUOc1zYV3F7wgA0WMOeKvThM7M+iQrZMRT1ar3ivOKvWK5lH8obIKxQiPzpM+NmkQJeBSF9QsYVvG57gZtF/QxzzfWYAMI3wumUA3abgT8PnpkFFvp1zxbFFhdySG/rcIv4YJWcTAtgk1KdghnldrmVTcSxzYJATiYgnk4gxTT9/GiTM0Z7PZZuKfEpJyHHiz+VxcY6SkO8VW8g3mNAjZ4g16q7QqeTvv67o2WMBs82wbpg0er3bDO0jeg5ggUXjV+1DOgFmLoczDkUz5vMeW9RsyY0cFXbJ+VxssNA3FMKPhmL/ginOy7pvGUDer+tMjvP9kTPEGq4n1pAcKFtifLzO5wwxB1M+gkbyQM4rewipf9EUa8l6blFxjUPkNoMInVVfFkyRQ10u9uIysX7REL9lv2NQoRMQ5bDke8kSe5D/BCpj2SLCLgBQdzlswoMXIWVv5TWWsLFogDP9QK8VzFwO0w4N/e3bddETXPB4NG8VjGhvWbaF7+UNt/RR0Qz9XPR7V5dF85fh57uSCdRZNGZkfmuwsH4WDD+GFH3yhuA6ZF/s1/aiIf5u+rVb7TfyRlj7zzbD/Mt4ON72e4qZpggVyfecIQ6kHAVAadif2FTotuT6saHUIxmjsi7I2Kx7YSzJnNBlinGci3Eyxjwm+iGCMEdbhqh/M01Rs9TYzMn6xcMeXcZ7joo1mkqP5TG/NlGgx+y8nDzn0UjtkX2azG3E3z9jACfRWkhJMh/JXlP2EGruKhrRul4yQ3vK3GYgzN0FPybcWJ6T9179togDtUfptUU/y/z8G+8Ruvy+1PX3Y9Gwr/B8PSkJ1/d4ev6tu2KuvBHGhFx/si7Whs/Fflvkcakngegb1L47XhPKlrCNTTlsrwnOWOReuDfHMeeKZl326JZvY7lO0RJ2qMf4Sv2axwDMO7F49vv1PqtzuGzmcphq0o7tjd4LtMt97VpAPnN1Ifi65MezeGYnpTqbA5W94+dbBY02QG3P0PlW4Zyw0ry02hy+nuTbSZe1kFehX5x8D7CemoOVQNsjhLbF2uBCtPOFuKfziQvBnnoP6wvaVgLaDp1vg07XX4Xey/qFttfy0DbqDGg/nTu0Dc8/1rMP1uveL9R96xcnNYD18+LkhYL1tN+12CtdXkRDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0Pj3KFfnNTQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0FgT6BcnNTQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ01gT6xUkNDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDY01gXm+FehkUNPEWc9C5bJfxQwh6DUcMNcFAJi5HACKqSbgMsCkQL/NMN2kcBiHRdtX/lznHrjyGpgdstf3Ut5tNH5pXOt0EEoxxy00GdBtESx6BA4DLAoQABxAxQbOKjbt9Y8pgJwB1BngeECPDSy44rxpiHMXXXkNagA8LsbmlbdduBxoMsBjYh6DAouO+J2jYj0PgE2FDCdCryUXMAhQUNY2qJijywAm62ItmwIOD8dYFKAEqLuAZQhdljyhW8kUf1OIuTwONP15bQr0mJpH7Q7JZQ7AMCgaHmAAYAAYF763qeAcJYJDBhG+LpvAGQfIG4IrkuslvxIzCL6qc0pOW0Tk1jMcID4vmyzKH0/lMvf1geC0SYC6J65RImQNX89ijOMFQ8zLEOV33RVjqa9byRSx6DCg2xZ7kms3NK/PG9R8WzQBlxMwTgI+FUzBvaYn/NplAg0W5kmLCn+6DFh0Q3/nDOFXeUyJ4FjBjPI5bwg9bArMOuK8RYG8Ccw1wzzqi2HJE5xb8sI5ZN7ttYCLrroGU76upsJtz+el7efYbhNY9AQfDRLWCEDoHdQAIvZlUqBkifNNFuVslwnMOeJc3hRreSwZ34z7a5HQfrYB9FjRelaxhW6qHjYV5+RxOTam3wZmXDFv7+XXYJ4CFauzYsnM5bDgUQxceQ2mmKiJpp9/TCp4J21GCcCY8Inkje3LS3+VLWDGAbotAByYV3gn/VK2BHeaXpiTS5afq5Q6Doj6TPz5XSa4Y/rXGRe8NmXO5OL8+95/DWZ92bwRjpN7K/jccRTuOF7It1ojzPvzruhpZmJcmWmK3kitAcRfv+6Fetq+DYuyHvjnDeLz2Y8DEKDXcDHjUjSZGNdNHADRfCHPc8aWvbaeYOZymHUp+n0ex/OIzKl1T3DApCF3JGc9BhQtwQVHclvKEcEfxv3e0c91pt8/NBkAEuYPywAqFlBrip4hzkOLCv57XORSR+WgKeZjEPIy/sBF/9BjA7MKH8sWcEbhrMPFPjkP+wEPQoccRRDrMo83PHE9R0XsNfy4DHK9CTTcsKZIyP4l3lu5St+cM4TMvN/TFw2xp7p/vVvpUdQ4LprCrguuiCu5hkHDmOEIc7rsb9Rc43CRP7qMzszJ/UpOtnyeNZSeMufbYskLe1iPh/ax/Vyk1v15B+jPi/zlKByAf0/kcsHpvBHeF8n5GISses8mdZM6UBKupXJUrhHvq9PqQ8HP/QYR1+Xa6v3jvN/Lyhqd8+81CUQ/3W2KGtV7+TWYoSLeFh0xvs8Gppuifs/63HP9feYM8aPqXjJFHmFQar7HkTPEfbLLOHIGULIIFvx+IF7/ZMwvOuL3Bl+H+N5LlvBDXel18obYS6f16mYuh6kmReXya1Aj+jnMhQz53E1CrTF9tojLEJoHGhqdAJnDV/osvV3lV1qDVjP/etprYuyKpDQSoKaJ1+Ypdh49iZOzDobLFg6NVHFlyQQ1ROf7yoyHnUfHcHLWwZc/1IvPXlVpe/mre3Jto0unyKu20w1REoRSvLlk4o4jb+M3q0V8/toN2KXY7tFtgygaDJOmGdj06duH0F+08eALk3joYwNoMGDn0TH87pYe3HpJNx58YRIP3NCPRZfjkRence91fbjnuYmIPwYK4kbu1IKHPcfCa3tvGsQfPn8apxZd7L1pEF0mwdd/OoUvfrAv8reUOTRSxYMvTOKJN+eD8Zu6DLyz4OC3j53CwZEqvvtqDZ+8pByZNz6+L2/g89duwEMvTOKrH+kHA/DZH45H9LqoaGC4S/OoXSG5/L/95DQeuKEfs00P3/znKP9uv7SEr90wEPi5yyIAIRjqAl6b5fiHsXncOFSK5I+nbr8YBVM8MDi1kD2njJvbLy3hgRsGInNkcfne6/rwrZemI5x+7JYhlC2CyTrDv04u4teqJew4Ep1rU5eBP/yH0/jaDQMJfj+6bRDfemkaD9wwEOH2d1+t4XNXVxJzaV6vHdR8u6lo4uFPbIzkSHnu7mcmgnq3Z2sv3lkM8+Ttl5bw5/9+I6brHA+9MIl7r+vD0ydm8ZmrKsHxt14Sc748tZjg88GRKsoWgcuBTz7xduT8X/3LGfzN2CL23jSIyysGTi9yPD+ejIlDI1W8fnYJV24oRPj0/U8OYdHl2P3sRGTe6cUmBrrsiOy+mwfRn6c4vcQya8Dh0SpyBsGIoqfk7FefP41Tix7+9MaNkfEy59+yuYxvvTSNr36kHwsuj9gvHp9P3X4xag2GO58ej8zzkF9bssZM173AV8NlC4+PVnFFuTNiyczlcKoOnG14kZq/f/sgem2KyXrUL9//5BA2FSnenOWJ3KbW06brwui2cHqJJ3j33Vdr+OxVFWwsEPz7g29H+BSv4xtyFDmTwKLAxELUzntvGkRfnuJ//ptTkZz3n/5dPwxCsOPoGDYVzQQ3vvfJIXTbFLc+/nbq9UMjVfzwrTn8n8dngr1MKb2PlHl+fB5b+4uRvubbtw6hbNMIVw+OVPGP4/P4+FApYmPVZlL3P/roAP74J6cDGzw+WkVlQ1+QL1SOXVoQb8bLuraeXqA0czmcXADeWXQivty/fRBf+ZGw8cGRKrosYM+zp1J7wOfH5/HYa/MJPqhz7N8+iLxBcO/fvhMcb8gbKPsv1p+O5WiZL9J4JnNLWv566vaL4XgcZxrR+Nt38yB+Md/AFb2FBB9fOr2EB386nZrHJL/+7BMbMd5MxmSeAl/78SS++ME+XNxt4J0FhrueGU+V+cr1/Xj4xalIjYn39vE4LlnCZpuKRqRPSpOXuj7y6xsx0+T4459MJtY4PDqEvEGDmph236LmmkqOYFO+c3Ly24vALxaiXP7r26rwOPCplN7tuZNziVx0YPsQKvlkLgJnqDVohANHb78YDY8HtTnez6p++aOPDsBjHL/11HhqLtt38yCu7DXw5kyUZ4dHqyiYBLc+Hs3533m1hj/7p7MJn11cIjgxx/HgC0n/p8Xux4dKeOiFSfzBh/pQd1z0F+2WNWpDHnh1FugyCbYrOv1o18UYn+eJ+OqxCL78D6fxwA0DuLyH4IF/nMb/8P5KIm6n6x7G5xq4cbCYqH9Sh01FI9FLyDoR77Okj//b5CIu6sp1TK9u5nJ4ZYanPsNqd901VgfxwiQgXr6H7/do/FzeQyIPtM2c5oGGRjtjtTl8Pcm3ky5rIR8HXVZCIxVnPSsojgBwctbBzqNjOOtZmGpSTDVp5Pqerb0dId9OunSKvGo7jSTmuIU7/JvS+67vC25IAWG7e56bwGB3LmLTq/vEw5HdWyowjNDed72/Epx/Z1E8TNy9pRLcWMo5dx4dg8cp3poJb8DltT3HJnD/h/uCv6fqHnZvqST+ljJyPXX8WzMOLunJ4eSsg11Hx7Bna29i3vh4uffdWyqYqnvBC5PqvCdmHc2jNobksuTfnmNJ/u3eUon4mVKKk7MOZpoUO46M4bbLehL548Ssg7pHAr5mzakex+fI4vI9z00kOH3n0+MwDIo9xyZw22U9wUMjda63Zpxg3Ti/5Zxxbu/Z2ps6l+b12kHNt/d/uC+RI+U5td6dmI3myd1bKqh7JODxPc9NYM/W3six/J3G511Hx+CB4MSskzh/3/VhjnSZyO1pc+w8OoaPDZYSfJpc8oIXJtV5r+4rJGR3PzsBSmnLGiDHpHF295YK7v9wX2K85Lq0w1TdS9gvLcblA311Hllbssaovjo56+COI53Ta0w1KZqMJGr+3c9MBPkn7luGZH8Vr6eD3Tm4PCkn/bLz6BhcThN8itfx8QUXb844aDKSsPOeYxMYm3cTOW9yycOOo2F8xffw6afG8daMk3l959Ex3PX+SmQvady/7bKeRF/zOb9niO/5tst6EjZOy9c7jkRtcMeRMZgbfiXIF+r5OW5Fckn82nrCVJMmcqTksbTxrqNjAGhmD3jbZT2pfFDnuPuZCUwueZHjk7NOwOWsHJOVo7Ly14lZB+MLbuL87mcn8LHBUioftw2XMvOY5JdB02PSMGjQgziMBC9Mpsnc9cx4osYsF8fSZvE+KU1ezttkJIiH+BqnFryIv9PuW9Rc02Sko3Lymyn3RWPzbvDCpDwn62BaLpI+jNtkoJh8NqLWWSDZz8Zz1OSSl5nLdj87gaaX5NmOI2NB3pXndvo+UvWTPlvy50jzf1rsynja/exEcH/aagwlBnYcGcMbMZ3S6tZOhf87j46h1qS47/r0uL37GRGjafNIHdJ6CVkn0sacmHXwscFSR/Xq+jnM+oF87tbq+VstJqN5oKHR3lhtDl9P8u2ky1rIx6H/c/JdwmE8MLrEyVkHjv9mYu4fSxiUdIS8y9pHl06Rl9dd/2OXNKJostBerWyrnpfHG/IGKAmveTw8L8duyBupc3oc6LJo6jV1fJdF0WUl/46voY7vssS/qstjua+0MfLvNJm4XsG8mkdtiSZbnn/yWMpQIngoOS05rKLLooFcqzmzjqUurbgc11vGVZo+8fFZ/I5zOyu+Na/XDmq+VX0UPydhUJLIk2relfIqB9TfWfyRfI6fN/zP7VPHZs0RrwtAdk53U2RVnsfPx2tA/LrkvzxO20dWPk+Lz+Vq0WrGdEosuf5H367UL2qejMurdk7rU+U16RePI3MOeSz9nqVjnANxX7fKw62uS91a8bZVXl6pbFa+VmVcpOfsJhMfuJ95rQP4917BZSvrJSlBZg/o8Ww+pPWj6nFaL9sqp6fNq0JyaKU5N8g5aG2HVrVA6tgqH8Rry3L7yrLZcvJp9a2VfbL6GnmeEnRUTk7zYZZfJf9WmovS8lkr7qpj5fm0eVUuZ3G0Vb+hHqt6riR21PvOVuvHa1SaTlm2VPODy9I5J+3oKPeerXRIWyPLbqq+ncDlrLrZCbprrA6y35NoVZ8i0DzQ0GhbrDaHryf5dtJlLeTj0G8teZewKMFwOfru4eGyFXxPiEURue4x3hHy7aRLp8irttNIwlbs1cq26nl5fKbugfHwmkHC8wsOC/5Om9MgCGTi187UveDvBYcFc6h/qzLyb3WM9Pdw2Qr2lTZG/q3KZOmlzqvRfrDp8vxT+bPgMDAueCg5LTmsQpVrNWfWMbA8l+OclHGVpk98fBa/49zOim/N67WDmm/j/lfPSXiMJ/KRmnfTOKD+zuKP5HP8vMd48LccmzVHWq3Nyp1mRl1W64d6Pl4D4tcl/7NirVU+TxuzXC1azZhOiSWTItP+aefVPBmXV/0lv1OxlV+M2A1QVh2XubdVDlTHqz5plYdbXZe6teJtq7y8UtmsfK3KmEjP2TblkVwSv7aeYNKV9ZKMI7MHNEg2H9L6UfU4rZdtldPVebPyStZ+lru/aWWHVrVA6tEqH6T1K63sFbfZSuXT6lsr+2T1NfI887+rsBOQxeVW9ySryUVp+Wwl9VH1Rdq8akxkcbRVv6Eeq3quJCbV+85W68drVJpOWbZU84NJ0zkn7Wi1qH+t4qCVH1V9O4HLWXWzE3TXWB3kczf5k+X3+I+Ghkb7YrU5fD3Jt5MuayEfxwWZvhuNBr7whS/gAx/4AKrVKj7xiU/g2LFjqbIHDhzAhg0bMDQ0FPz86Ec/WnaNXsPBoZFqYPzhsvg83V7DQb/N0G+zyPW9L5/tCPl20qVT5FXbaSTRTRw8Pirs9ciL0zgYs92j2wYxMdeI2PSV6SUcGqli3/EaPC+094Gf14LzFxUN7N8+iH3Ha3h022DCHwZhuKRHfKeGem3vTYP4xs+mg7/78wb2Ha8l/pYycj11/CU9Ft6aaWC4LL7LY+/LZxPzxsfLve87XkN/3sB3bh1K6LW5bGketTEklyX/9t6U5N++47WInxkTDxR6bIbDo1U8+cZMIn9sLlvIGzzga9ac6nF8jiwuP7ptMMHpx24Zgucx7L1pEE++MYPDo8m5LumxgnXj/JZzxrm99+WzqXNpXq8d1Hz7jZ9NJ3KkPKfWu83laJ7cd7yGvMEDHj+6bRB7Xz4bOZa/0/h8cKQKAxyby1bi/CMvhjnSpCK3p81xaKSKH0/MJ/g0UDCw7+bBxLyvTC8lZPfdPAjGWMsaIMekcXbf8Rq+8bPpxHjJdWmH/ryRsF9ajD92y1BiHllbssaovhoui+/865RY6rcZbMoTNX//9sEg/8R9S5Hsr+L1dGKuAZMk5aRfDo1UYRIWuZZWx4e6TFzaI15si9t5702DqJbMRM4bKBg4PBLGV3wP3/vkEC7psTKvHxqp4sDPa5G9pHH/yTdmEn3Nt/2eIb7nJ9+YSdg4LV8fHo3a4PHRKtwzvwjyhXq+mziRXBK/tp7Qb7NEjpQ8ljY+OFIFwDJ7wCffmEnlgzrH/u2DGCgYkePhshVwOSvHZOWorPy1uWxhqMtMnN938yB+PDGfysfnTs5n5jHJL4+lx6TnsaAHsSjHge3JPChlDmwfStSY5eJY2izeJ6XJy3ltyoN4iK+xqcuI+DvtvkXNNTblHZWTL025L6qWTPwgo3dLy0XSh3GbTC4mn42odRZI9rPxHDVQMDJz2b6bB2EbSZ4dHq0GeVeeO+T7SNVP+qzgz5Hm/7TYlfG07+bB4P601RjGPRwereKymE5pdeuQwv9DI1VUbIZHXkyP2/3bRYymzSN1SOslZJ1IG7O5bOHHE/Md1avr5zDrB/K5W6vnb5WYjOaBhkZ7Y7U5fD3Jt5MuayEfB6nVahfcW2AXFhbwl3/5l7jzzjtx8cUX49lnn8Xv/u7v4vnnn8fw8HBE9sCBA9i/fz+efvrpVa9DTRNnPQsO47AoQa/hgLkuAPkFzhRTTfHvrSYVzppuio+tsijaVr6ddOkk+bQveX399ddxxRVXrJpbFxoIpZjjFpqMoNsCFj0ClwOm/+lgHEDFBs42AY8BBgV6/WMKIGcAdQY4HtBjAwuuOG8a4hwh4j80PP8dzHnlbRcuFx916DExj0GBRUf8zlHhQw/iP448BnAifL7kinenFpS1DSrm6DKAybpYy6aAw8WYuivOUSL+tgyhy5IndCuZ4m8KMZfHgaY/r02BHjPkkebOe4v3yp6SyxwEhkHQ8AADAAPAueCiTQXnKBEcMojwddkEzjhA3hD8kvmj5H/AOoPgqzqn5LRFxJzMX6NgiGPHX0fyN+AyF7IUgtMmAeqeuEZJGGdNBhRjHC8YgpcMSX5TIuZkEHovuEKHblvsSa7d0Lw+Z7xbW6n5tmhyuJyAcRLwqWAK7jU94dcuE2iwME9aVPjTZcCiG/o7Zwi/ymPq592CGeWz/BQ9mwKzjjhvUSBvAnPNMI/KD9tb8gTnlrxwDpl3ey2g5oS6mgq3PZ+Xtp9juy2hr8NEzMkaAQi9gxpAhJxJgZIlzjdZlLNdJjDniHN5U6zlKbEm45txfy0S2s82gB5L1C+5n4oNLHpRPWwqzsnjcmxMvw3MuOG8eQOoWOm9RrvCzOWw4FFRA5nwh+nnH5MK3kmbSXuWzJA3ti8v/VW2gBlH+BocmFd4J/1StgR3mp6fA4nw84IbreOAqM/En9/186npX2dc5EzpX4+HvG34snlDjHP9PG0SEQ9zjlhLcsf11y1ZQK0R5v15V/Q0MzGuzDRFb8Tgc4wCxF+/7oV62r4Ni349aPrnDeLz2Y8DEKDXcDHjiu8BtSlHN3Hw2quv4sqrrgryhTzPmbiJVHNJ/Np6gpnLYdalAV/jeUTm1LonOGDSkDuSsx4DipbghSO57feaJhH9IuN+70hDPhl+bgEJ84dlABULqN9GwFsAACAASURBVDUF9yQPZa22qOC/x0UudbhYV/KuyQS3HL+nsCgALvqHHhuYVfhYtoAzCmcdPy44D/sBD0KHnJLzZR5veOJ6jgoeN/y4lD1IwQzPKZ/CGfQvMgZk7nWVvjlnCJl5v6cvGmJPdf96t9+juDwax0VTHC+4Iq7UOJMxwxHmXtnfBLnGXydPgS6jM3PyosIly+dZgym29W2x5IU9rKfY0fY5rtb9eQfoz4v85SgcgH9PJO/78kZ4XyTtzaD0Jiyq25KSh+VaKkcLfg8d76vT6oPUx4C4LtdW7x/n/V5W1uicvNeE6Ke7rXB9yxDxs+iI8X02MN0U9XvW70ck/3KG+FF1L5kijzAoNd/jyBlEjGUcOQMoWQQLfj8Qr3+qDhYFNvg6xPdesoQfZHzY0pZOsldvd5i5HKaadNnnMBcy1sv9lHzuJqE+f+uz458U2Lk8qOwdP98qaLQBanuGzrcK54SV5qXV5vD1JN9OuqyFvIoL8sXJNHz84x/H/fffj9tvvz1y/lxenJRYL83BSqHtEULbYm1wIdr5QtzT+cSFYE+9h/UFbSsBbYfOt0Gn669C72X9QttreWgbdQa0n84d2obnH+vZB+t17xfqvvWLkxrA+nlx8kLBetrvWux1Xbw4efr0afzqr/4qfvSjH+HKK6+MXDtw4AC+8pWvIJ/Po7e3F5/5zGfwpS99CaZpps71+uuvr4XKGhcY2jFpaS5rvBu0G5c1jzXeDdqNx4Dmssa7Q7txWfNY492g3XgMaC5rvDu0G5c1jzXeDdqNx4Dmssa7Q7txOY3HH/mH4nnQRKPd8NNfW8y81m48BnRO1lg9WvH4gn9x0nEc7Nq1C5dccgn+4i/+InH9xIkTAID3ve99+PnPf47f+Z3fCV6gXCnW0yvmK4G2Rwhti7XBhWjnC3FP5xMXgj31HtYXtK0EtB063wadrr8KvZf1C22v5aFt1BnQfjp3aBuef6xnH6zXvV+o+9b/OakB6P+c7DSsp/2uxV7p8iKdC8YYfu/3fg+2bePhhx9Oldm8eTM2b94MSim2bt2K//gf/yOeeOKJNdZUQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ+PCR/pnl14A4JzjC1/4Ak6fPo3vf//7sCxrReMIIeB89f9MKr+sWX5Jc8EEwIGGx2BToJs44Iy1tbz84tJznbtQ7LrgbLMa+U4DoRRz3IJtAA6naDLAY4BlAHkD8DjAOODI8xTotoBZJ/xC8l4bOKt8QXnJAhYcMcY2xLlFBzAoUDTFnAYAgwDzrniXhGkADU+cZwAoEet63P/ScwuYboovPmcQflhyxZqDV1+DWQ6AA902MKP4inOgwcRaBUPsue6JffhD4DGhq0kBm4qxHGL/DQY0PaG7TYWMx4GGCxAidOdEzF93hd0sAjQZsMEW+zMIsOSJeS0K9BoOmOueB29f2JBcbjKgaBI0OYFJOJqMoPfya1AjQJcJLHqCR4bPsYbPB5OKv3OG8G3DC2OhywTmnOix5HjF9nnix0jRLzdyfMkSfztyrB9XHgRXFl1xrWCGfDeIzzM/JjiAvivEHgqG4JPHBUctKsZzAKY/rsnC/cm47DKFnMMBxxN6NVP4zbmILULCOKTw485fu2ILO1oEWHA1t99LyHpc8Tm7mi8Sfy9AKMUSsVBnFB7j6DIFlxY8AtfP6QUj5K1BxTGD4I3MtXVP8Mfz87hBBMckNz2FmxWZt7ngkUHEXBtywMCV12DKj52CIfhY9/OpbQjOL7oifhgX+jS9cO6yJeTlupSEsWobIg7mHTFPk4XjiqbgdrclYkLyPOfrMe+GsgVD5Afb8PfGhD3kvmWNZFysb/sx6/rXN9girtQ6UbGBBU/kgN7Lr8EMBfqsteXCucLM5eCBBj40KVC2Rf6dd/z85ueenCH8ZtOobSlEruy1gVoz6p+66/tbyb0ei86bN4T/mjya03st4ZOyLfjTZMI/JhH6USqOmx6QN0O+XnSV6DdMv5+I9EcGkKdCX7WfkXndokJOjQnZQxCEuZYToceSK8blDWEv2wCKBjDnAowBZYtj0SNB/1Lw+df09fY4h0kIiG/DHAVKROfo1cLM5TDjUvT7PM4ZgltLfo7jXNRLWW+Lpojtpuf3r7boX2Wv63hh7sxRAMTPLf5bhtU80GX6fTIRNV6ez1FRgz0G9OZE/pF1Wuoj17Op4I/LRE5ddEVONCgwYAtuyB7e8vk254Q9dF2Jp4IR9v9FU+i1pMTV+7Zcg7MuUDLDGiG52fS5TyH2nPN7jroX7cUNP1aoLzOn3G/02cAZR9gwYj//mBIxn8f8nl+Jo7INzDZD3YMey88/8Hunoin0WXTDfREezQnSHj1m5+VkgOKyD1yDhid4yiHsHuQ/n2vqfY08L7krfQqE/aisrxzCL5IX3bbwAYXI0fOKP0umyOtSRp63/Xqg9p4Nv2+dc8Metu6FfUUw1j8u+TVc1lnb54rlx6qMM1lnOBG8W3LFfmXsqbE454qYmWoCw1uuQU3Rudu/92UA+m1g2hF5nfNob5OL1Tipb58t5m+ycN/SrhVbyBPixzoRtSA+j+Hz32FAl9/jO57wYY4Ke0g/dVvh/bJJ177XPBec7z5ZY20h8xaASD/Z5/eTUWguaGi0O9TXHlZSf9pVfqU1aDXzr6e9JsauSKoD8aUvfQmvvfYaHn/8cRQKhUy5Y8eO4dprr8XGjRvx2muv4eGHH8btt9++qrXe/4EPAABemfGw8+gYNhVN/OmNG7Hn2AROzjoYLlt4fLSKSwsuOGN+gW0v+VdmOHYePfmezH3o1ioIRdvu9Zcp32kglOLNJRN/PzaHbcPdeGfRCfZ2+6UlfP3GjVhwGOYdHtnz4dEq/vgnk3jizXnh85EqvvNqDX/2T2dTj/feNIg/fP40Ti26ODRSRW+ewCTA5BLHgy9M4oEb+jHb5PjmP0/j3uv68K2XxO97nhNrvvI/bsYriwQPvjCJe6/rw8tTi7hxqBTxyTf/eRr/+3/YiDdmeKqvbr+0hEd+fSNqDY7vvFrDb2/txaLDUPc47n4m3NvemwbRZRJ8/adTeOCGATz4QrjPvTcNYmNRPOm857lTOLXo4tFtg/jWS9P44gf7Inv8zqs1fPaqCi7tIZhYAEaeeDuMkZEqriyZ+gHhewjJ5TuOvB34/qm3ZvGZqyrYdXQsYvvnx+fx0V/pAgjw6afGI77/rz+v4fev6W3J+S9/qBefvaqCnUfH8LtberDjijLeWfSw59gENhVNfOs3LgrGx3n45Q/14vev6UXDf6Ay04zy9am3ZvH5a3tRd4F3Fr0gJmQs3H5pCQ/cMBCM2Xfzr8DlwKLDUPSfHp1OGTdctnBwpIreHMF9f38afXkD/+t1G7DjyFhk/1n8lnH5wA0DeH58HjcOlTBYIji9BHz1+dORXKC5/e6h1mOVs1f35NbkZptQignHwi8WPOw5JmLp0W2bsOQhiCOVgyp3ShbBvX/7Dj4xmMdnr6oE+Vrl7tduGMBDsfNyj/FcO9twUe22I+s8dfvFWHJ5Yu3/+vMafntrBX/9RnrMbywQfPFvT+OrH+nHghuNbZkTPj5USox7/ewSPrKpiLMNHlxT41+Nrb/6lzP4m7FF7N8+iBwl+PQPxyNzTS02ccsT44Ed1LUOj1aRM0ikTjx1+8WYd1gkRx0ereKq8tpw4Vxh5nKoc+DErJfwYcPj+FQs92zqMlCxgRNzUf8+um0QrueivxjlwqGRKgom8M4iC3Ltw5/YmKjn7+s24DD4nI7m9MEuUZ9l/pbXvnfrEFwO3Pn0eGrf9+1bh1C2CBZdnlorPMbxJ//PVILnadyQOfYPPtSHP/+nMNeqPYXKr8OjVXz7lRrO1Bk+f+2GCI8OjlRxUYHgxJwXsYPap1xUNHBxHjpHrxBmLoeTC4j0x8NlCz8YreKxV2q4ZXM50rOm3hcFPWEPFt1kz9mTIyiaFE2KSK5Rx45eWsbuZ6O5dJffg9x6SXci3w6XLey7eRCXdBuYqIuYeuAjfbj+ogLu8GPvF//TpaizZMwdHKni6bfmcONQV2Qf+7cPoi9v4JNPvJ3odVT+Ty40E/F6cKSKPAW+9uPJgOP/+aMD6MkRTC+l9+IXlwxMNEPdvvyhXnzu6kqib+nJEeQNgrrHMdPgCZ2/8qPTQV3KupeTOej/+n/P4re39qLh8cg6B7YPoWABO45Ee8aLigaGuzonJwPArMew6IgXsRZT7vHS7muO/vdV1D0kcnDRIrj18bcTY2Wt78sb+Py1G/DQC5N45Nc34vQsT8wxNtfEULedyGXffTWMr6/dMIBNRYK35oRffrNaxOev3YDvvlpL1Hw59rNXVfD8+Dy++PeTwVoDeYJFnoyzrHs5tS8RvRjBKzM86IPje9mQJ/iDvzuNB24YwOtnlzBQzEVi8q9vq8LliHBL1ffyHoLPP3s6EcuyXo3PifvmP/u1jTi9GLXlczsuxkwj/R44fi/+9zsvDu6Xz0eveS44332yxtpC5i2A+X6PcvbyHpJ4oG3mNBc0NNoVq83h60m+nXRZC/k46LISHYh/+7d/w969e/Gv//qvuOqqqzA0NIShoSF873vfw9tvv42hoSG8/fbbAIC/+7u/w4033ojBwUH81m/9FkZHR3Hfffetar2pJsVUkwbF8v4P9wXNIACcnHVwx5ExzHGrbeXfy7l3/vBUW+/1lynfaZjjFu44MobbLuvBiVknsrfdWyo4MetgcslL7HnHkTHs3lIJjnceHcOerb2Zx3uOTeD+D/cF1wgoPC7suntLJXgwuHtLBfc8F/6Wa+ZNM5C957kJ3HZZT8Inu7dUgjnTfLV7SwVNRgLdTvp7kw9DVF2n6h52b6kEa6rXTs46oJQG+5H6xve4Z2svdh4dw2yT4uSsE42Ro2M463UmZ9oVksuq7/ds7Q0ePgCh7W+7rAdTdS946C+v7Tk2gfuu71uW89K3J2cd3PX+SiR27v9wdHych3u29qLJCE7MOjBokq97tvai4ZFgzngsSF7KMQwk4DKlNNhHfNzJWQe7jo6hyQh2b6ngvuv7gocj6v6z+C1/S/vtPDqGpkdxYtZJ5ALN7XcPtd4AoU2nmmvTrs1xC2/ORPlMKY3EkcpBqeOeYxOYXPIEj/34SOPurpTzco/xXHvdxkJinRO+bFrc3v1Mdsy7nGL3lgqm6snYlpxOG/exwRKajESuqfEvZXcdHcN914uYufsZUUPic13dV4jYIZ5f4nXixKyTyFE7jqwdF84VU02KeSfJ5xOzTvDCpDy359gE3ppx0GRJ+Xuem8DVfUku7Dw6BkJohKtp9bzJSITT8tqOI2No+Dksfm2q7uHOp8cz+77P/XAclNLMWjG55KXyPI0bMrfufjaaa9WeQuXXjiOiv7jv+r4Ej3b5XI/bQZ3zxKyjc/QqMNVM58infD/Ee9bU+yK/J3xnMb3nPLXggYMkco06Vr4wCURzyF3vr6Tm25OzDnY/OwFOwpjaNlwK+iQAaHgU824y5nYdHcNd768k9nH3M4I/ab2OlNlxZCw1XncdHYNh0AjHP3VkDA2PZPbiao8EiNyb1recWvBACMWphaQ+dz8zEalLWT6SOUjeH8TXueuZcZxa8BJjTsw6HZWTp5oUTY+iycLeMW6LtBxEaXpv8taMkzpW1nqZp3ZvqYCS9Dmu21hIzWVqfO06OgaP08Avct60mi/Py9qursUJTY2zrHu5eH8rezT1PlS9DtCgR/rYYCkRk2PzboJbqr61Jk2NZVmvpE6GkbSl49/jtuK43BvP8EUncPl898kaawuZt7L8XlOuqz8aGhrtidXm8PUk3066rIV8HBfkf06+733vQ61Wy7w+Ph5+4fBDDz2Ehx566JzWc/x/mJNO2JA3gr8lTs46aDISfHQPbzP5dtKlk+U7DU3f9x4Huiwa2duGvBH8nbbn+HWDkpbHUl6ul3Ze2jduZ4dFr3s86ZMNeSOQU8+r+6Ek1K3Lopl767Iouqz0fXZZFJQgU291/ydnHbgMwVrqPA5DR3KmXdFM8b30gYosvstrkhutOK/OG59L5YCqi4SMiy6LpvJYvZ4WC+qx5LTkl/w7bZzUSXI3yzbL8VuNP8ntLis6h+b2u4dajyWkrdfCpk2W5LPMmxJZ3JJckNzK4m7W+HiudVJs0Spul4v5eGzGr2fZPb7/rDVk7EpbpM2l2iF+PT4ma69rxYVzRbx/ksjaV5dFU30u95yVz5brz9S8mDZv2rV4DKx2XrWHSLsWPxePjayeIu3v+FxZXJZzSjt3AofaAVkcUfNNvC6vtreQdVceZ60joa4h/Z21rhpT8fiK37+q47J4JPnbKp+2itc4x1vFUVyH5fqWVr2bOrZVDl7OT2nnOi0nA4j0jq3yhfRzvA5KueXymRojrersSuJLlVuu5svz8n5TXStrL2l5N96XuKx1fMheI2tfy+USl2XzU70XTlt/JfVQ7qdVrW13Lp/vPlljbaHmrUy/p0FzQUOjLbHaHL6e5NtJl7WQj0O/reQ9gOV/N8ZwWTyhPVP3gr8lhssWbCpKq9mG8u2kSyfLdxpsf28GARYcFtnbmbqHBYclzgNizJm6Fzn2GG95LOXlegYJz8s1pH3jdpY+kOflWKmnvNbKV2fqHhgPdWu1twWHReaNX2Mckf3EZeUaw2ULJhW2ja9h6ez7nsJO8b30gYosvstrkhutOK/OG59L5bOqi4THOBgXY9J4rF5PiwX1WHJacrnVOLkHyd0s2yzHbzX+JLfjMaK5/e6h1mMJaeu1gE2TfJZ5UyKLW5ILkltZ3M0an8ajuFyruF0u5uOxGb+eZff4/rPWkDVP2iJtruXst5K9rhUXzhXx/kmiVd1Nk5d7zspny/Vnal5MmzftWqscvpJ51R4i7Vr8XDw2snoK9e9WXM+KL9XOGitDFkfUfBOvy6vtLWTdjeea+DoS6hpqL502Vo2peHzF71/VcVk8kvxtlU9bxWuc463iKK7Dcn1Lq95NHdsqNpfzU9q5TsvJll/XlrvHU3NQFjeXy2dqjLSqsyuJL1VuuZovzxskej6tpmftOa0vkTpk7UX2Gln7Wi6XmDSbn+q9cNr6K6mHcj+tam2743z3yRprCzVvZfk97UdDQ6M9sdocvp7k20mXtZCPQ6fu9wD9NkO/zXBopIrhsoVv/Gwae28aDBwzXBbfS9hNnLaVfy/nPnTrprbe6y9TvtPQTRw8PlrFk2/MYHPZiuxt3/EaNpctDBSMxJ4Pj1ax73gtOD40UsXel89mHu+9aRDf+Nl0cI2DwSDCrvuO13BRUayx73gNj24Lf8s1664byD66bRBPvjGT8Mm+47VgzjRf7Tteg015oNuwv7f926N723vTIPrzBvYdrwVrqteGyxYYY8F+pL7xPe59+SwOjVRRtsWNaCRGRqroNTqTM+0KyWXV93tfPouDPh+A0PZPvjGD/ryB731yKOH7R16cXpbz0rfDZQsHfl6LxM43fhYdH+fh3pfPwqYcm8sWPJbk696XzyJn8GDOeCxIXsoxFDzgMmMs2Ed83HBZfK+NTTn2Ha/hkRencXi0mth/Fr/lb2m/QyNV2AbD5rKVyAWa2+8ear0BQpv222vzncbdxMGlPVE+M8YicaRyUOq496ZBDBQMwWM/PtK4ezDlvNxjPNe+dHopsc5mXzYtbvdvz455kzDsO15Dfz4Z25LTaeN+PDEPm/LINTX+pezBkSoeeVHEzP7toobE53pleilih3h+ideJzWUrkaMOj64dF84V/TZDyUryeXNZfF9f3IeX9FiwaVL+0W2DeGU6yYVDI1VwziJcTavnNuURTstr4ns+WaL3GS5b6M8beOyWocy+79u3DoExllkrBgpGKs/TuCFz676bo7lW7SlUfh0eFf3FIy9OJ3h00Od63A7qnJvLls7Rq0C/nc6RH/h+iPesqfdFfk94UTG959zUZYCAJ3KNOnbfzclcKnuQtHw7XBbfOUl4GFPPnZwP+iQAyBkMJTMZcwdHqjjw81piH/u3C/6k9TpS5vBoNTVeD45U4XkswvEfjFaRM3hmL672SIDIvWl9y6YuA5wzbOpK6rN/+2CkLmX5SOYgeX8QX+fA9iFs6jISYzaXrY7Kyf02g20w2DTsHeO2SMtBjKX3Jpf0WKljZa2XeWrf8RoYT5/jpdNLqblMja+DI1UYhAV+kfOm1Xx5XtZ2dS3CWWqcZd3Lxftb2aOp96HqdYAFPdKPJ+YTMVktmQluqfpWbJYay7JeSZ08L2lLy7/HbcVxuTeS4YtO4PL57pM11hYyb2X5vaJcV380NDTaE6vN4etJvp10WQv5OEitVuvMf/lqI7z++ut4/wc+AIBiqin+nbVgAuBAwxM3m93EAWehU8SXO7eX/FSTvidz18beQnVosK33+suUj3PjiiuuSL3WLiCUYo5bsA0ChxM0GeAxwDKAvCE+Mopx8REwHgcsAnRbwKwj7GFSoNcGzjbD45IFLDhijG2Ic4sOYFCgaIp5DIh3fM+74l0SpgE0PHGeQXw8DeNC1qRAnwVMN8V/hDMIPyy5oU88DoAD3TYwo/iKc6DBxFoF/9N56p54B54/BB4TuppU/OeQ/AiRvCHGNj2hu+2/G8/jQMMFCBG6c/8/QeuusJtFxMcjbrDF/gwCLHliXosCvYYD5rot/dIJ3Gk3SC43GUHRBJqcwPR9IbnZZQKLnuCR4XOs4fPBpOLvnCF82/DCWOgygTknPC6ZwLzP8Yrt88SPnaL/hiE5vmSJvx05lx9XHgRXFl1xTfLYpEI3j4cxwSGOqc/jJU8c5w2hu+Nz1vTHNVm4P48J/naZgOPHssPEHpop/OZcxBYhYRxS+HHnr12xhR0tAiy4K+e25vXyUOuxSUWjt5IvEX+vQCjFErFQZxQe4+gy/f8Q9ghcP6cXjJC3BhXHDII3MtfWPcEfz8/jBhEck9z0FG5WZN7mgkcyn/bmwlpj+esyLuaWuph+DBVMcc2ggtPSfmVLyMt1KQlj1TZEfM47QlYdVzQFt7stEROS5zlfj3k3lJXHUnePCXvIfcsayfwYtv2Ydf3rG2wRV2qdqNjAghfNQ33W2nLhXGHmcvBAI/1B2Rb5d97x85ufe3KGsL9NhS0lNySHem2g1oz6p+4J+zWZsG3BFOPUefOG8F+TR23ZawmflG3BHzmHSaK5z/F97vHQN+CiZwFCGebnbtk3qf2MzOsW9bnBQ99TInI3QZhrORF6LLnhnAs+v4oGMOcCjAFli2PRI0H/UjB8e3BhS49zmISAQNSbHAVKJMzROh+vDGYuhxmXBnkjZ4jcseT6/uOCM7JnLRjCv03P719t0b/KXtfxwtyZowi+RiLnv2VYzQNdpt8n+zyR53NU1GCPiTw554R1Wuoj17OpiDeXARtygu91P0YGbMENGaOWz7c5J+yh60o8FYwwJxdNodeSEld5vzaUzLBGSG42/fsICrHnnN9z1L2wF3f9HGn5sZ+jQhcZ9302cMYRNozYzwvzRd3Xp2CIazKOyjYw2wx1D+LUzz/we6eiKfRZdMN9EQ5Q/7/uZC2xKdBjdl5OBiiaEDZ0udirE8t/HH4dlv2xf15yV/oUCPtRNZ/laFinu20/ViD643nFnyUTqDmizi4pNdX264HaezY8Ua/nXKFHya/tsq8IxvrHJb+Gy1xr+/pafqym6W1Rny8kjD01FudcETNTTcGTRUXnbv/elwHot4FpR+R1zqO9TY5G+wepb58NzHnRfUv9KraYg8CPdSJqwXzMZgaETRwGdFliXscTHM5RYQ+5324rvF8+H73mueB898ntgPVUv2XeAhA8j5P1IPlJgZ3Jhcre8fOtgkYboLZn6HyrcE5YaV5abQ5fT/LtpMtayKvQL06+B1hPzcFKoO0RQttibXAh2vlC3NP5xIVgT72H9QVtKwFth863Qafrr0LvZf1C22t5aBt1BrSfzh3ahucf69kH63XvF+q+9YuTGsD6eXHyQsF62u9a7FV/rKuGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhsaaQL84qaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhsSbQL05qaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGisCfSLkxoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGmsC83wrcKGAUArDsgBQTDUBlwEmBfptBrfRaHt5M5drG106XX49gVCKOW4BhMCgBB4HHAYYABgAxoGcAXSZQM23XbcF1D2AACjbQMMDljwhW/QzksvFb4cBRQOwqJBpMqDbBOZdoGKL+TwOXPGBa1BrAhtsoOYA4GJ9j4uxOfk2DAIsueJdGQxAwQDmHOHPgiF0YQBsCjSY+J2jwIIH5A1g0RXHTRbyoNsScxQMgHOGAnfAGVtTP2isHoZl4YxngvhcsQ3BN5eFnHE4QInghceAbjvkj0GFLAHACUA4AAI0PXGt1wYWXHGdQci6/hweF3PmKMAhfkwi5ChEfLhMcBwQ/HM8oP/Ka7BoiFghEL8ZBwgRvynE3wYRXLUMET/zrtDfMoBeS8SIy4Sehr8/i4q9UqTzu2hwND2ObqL5/cuGzKvl4asxT8w1s7lct+nnvtWua9o2pl0Djh8DBYOjCBeznoEmJ+iyCJZcwS3bEPxf9EJudv3/7L17cBzHfe/7nZ6ZfWGxAAiAohcrg6TepE3ZpmTZ1rmJT5kUJYE6kkU6li2reGDFlZs4Kl9H9lXsY+c6luyU4/CkEtdNfCtXBTOKHj4mKSkirAflW34psmzTUayIkkJLIiwAoQiAXLyBnZme+0dPz/Q8dgGIJLhL/D5VKOzM9OPXv/72r3+zA+x6WpXaa02J6x0Xb8KoVybj7QU2F/uFzuC3KeO46cXvOaVtUxO6zpsAXLE2LaVOSgcmK+F9g2nAnLeO2k1g3BZtpHWxztU+F2mR9QAAIABJREFU57joQ9eEfSlvn5B7jeOKa/K4IwWMVQIb2lJi7BUubE7rQJMJmBDl2i7chLLWeHmHkU5j3GZYffEmjEkfePEqpeylrWlgyotLWUNcn3eEH5gmfCJzCp0BBRMYV/KxvAGMW2Kftrnwq8nEvLoAbCeYB6Z57UL0mTVEzmHzwD7H9XICLmJvSvfm1ga6LtuECR7E+rSnyxPzni2m0ILFw3oumKKMqYuxWwk2ydjtKHqXeUm7pxnZXkYX9qd0AK7Yh0xPf0wT68vhLjg0MHCYDLBdDfMOoDMNGcbRuqodU1raX/MF3cEMDMw6mrCBAWl1Hb/F2ACcenw5mxjpNMYqDOddvAmT3tzK/VJnYv9WY1mbCRyfAzJGOIeQ1056a1/qe9YO9tsJC77vTT1YC1LbGsQ+7yp5brMpdCO10ZYSfch8JmOI+CZjps3F2uORWJczAc6F7nXN0ykX64N5x1ldrDUdCOU8KU+TxUs34aTXtox5hi7GNO+VzRkiPluOGGNWFzHZ8fYGNfZqLuBAtO+4Qtf+HmB6Y3GCcZctKHuQqKPGD80bhwYxLt1b7wYL5imli+MZ7/4gZwATlWCceQM4URGvW4zGi8kuGN5+2SaMe/Etb4o592MgvFzS84HOxL1XxdOGqs+8LnwhtddkiLmM5pAy3qt7oebFvYmK0KgZ2c8LZqA1nYn5knNrenNoaGKeOYRtsr7p6XHSCt93RjVraKLslCViaDQPKZhiPPOOaMdxAx+svmQTpjXRrswvZm1RpsXL9eGK9lJKjuO4YRuyutB0i8HhWBYm3RTmOWAwDaYu1oLORH0Hwpa8Ifa2KTusdw2ir/GKsH3CUt+3EBpQ38uQ97tpBhQaSMtGOo3RCkNrg+ZGxOIw0mnYYKE3rDu9ewJV02FICwRR78gYvtj31eu1/GL3oKW0v5LGGqu7qFJETbK5Ju/hFfDyuIMd/YMYmLDQXTCxr6eES1vSoQkJHnbVR3nxYPL0ta1Sb2M90+VXEhpjeG3WwFd+dhx3v78Tc46LKcvF3/zrGO54Vztuf3oYa3IGHu55G34z7mJH/yA+VMrhDy9fhXueG8Hf/9fVGJ0DTs672Nk/iDU5A9/64Hl++1OWixdGZvCRi5sxOgO8OePgzel5XNSWRcW2wZrFm1zNJvCbcRd508WROQ1f/dmI37+cq/3bSyikNGgA+l+bxMaOHL71/Bi+dFUn/v7fTuAHgzPY21NChgFfenYEX7qqE999pYzr1xVwXk7Hr0dmcGFbFv8yNIUPdOWxM6KDIydncWFbFlkd0JmJotk4b7qtRHTTxH9Mafjqz47hjne144mjE7jlklZ/fd+4Po+vXb0atuPixDxH78HhkHa/eGUH5rmL3YfG8Nn3tOOvfzWGz2/uwK1PDoU0lzWAqYpYF7KNOze3480ZB99/fQL/fWMbZiyOnKGBMQ2cu5h1gJ39g/j9DS3YtaGAkTkXNx8I9Na3tYhVaYYKd+G6wNd/MYo73tWObz0/5v/+P6/owJ/8+E0cm7Gxf3sJD75cxl/96qRvl3rct7WILzxzHMdmbDxwbRda0gw9j74R0/dFbVk8MzSF3ynlsT5rk77PEDKu3nQgmINHtpfOuM9PtV8jlcIrk8DNBwZCWj0vp+OLzxxHe0bHH16+KhQ79/aUcM9zI3j0tSncuD6PL1/VGVqDX796Nd6ccdB7cDhW59iMg3u3rPHXi6rXtoyGgYlwvX09JTwzNIWe9c0oz7uhvXxvTwnnZTUMT3N89PGhkP1ybezfXkLB1PD/vHASH72kNdbnM0NTuH5dM8YrLh56pYyPXtKKe56L70X3biniitU6Xh4PbHjw2jXY1JmLjfXRG0owmYbrI+uxUfIOI53GwDQwNmfhtifDPpD77z3PjeCK1Rlct64ZO7w84C+uXh3yw33bikgzDb/nzc3n3tMWitfSL88fn8X61nSsbkuKYc52/fpybvOmhm//+iQ+cVlrqM69W4p44uhEbJ77thbxTy+VY+X7thaxpknHvwzN4O5fjGFfTwldeQ3D0+HYLW28+xdjsTFJW1dl9Fj8TTPg/3tjCld35WO6lfnL/du68M1Do/jMu9t9zfZtLaLJ0PD1X4zii1d2wHaBjz8R7q+95W3Ysjfo7/s3no+xOTs0Xw9c24XWtB7S4VJj0tmKa6cDI53Gy+Mu7n7uGO66sgMfU+bsf13XBUMHxufdkCb2by8hzVycmIO//6vXvvozEffUOLMmp4dioJyjJlPD//280Onf/OsYvnBlB/7C2/dvfzrITaIx6e7ngj729pTwxOuT+PCFzYCm4Xgk1lTTthqj1Zj+9MAkLl+dw66n4utgqsLxke+HfTTP3ZCmou0m9SN1vOeaIv76V2P4zLvbcV6O4biNqrEiOu6+rUUUm3Qcm3Fitq7O6fjOiyfxexe3wGQaTnq5nur7z/9E2KCuNekDy3FwYh44L6eju6lxYrINYHSO+/vgh0o5/NHlq0K6kzFajSciNjihedzXU0LWCPaoarF5dKaC9lwqpFHZx//1vk70vzaJHRc3Y9qK7+dHTs5ifUsmFr9kDM+ZDBkd6MwAb0zG9/Z/Oz6Ly1dncc9zI7E8Xeog4/0B07eeP5lo/93PjaA9o+NPNrfH1o7Mm7/zoqi7KqPhsz86ji9f1YkLWzT8ZkLkBH96RRsGp4GJCsctkb3ovJyO5hTw2xmAwcS2R36bmIc8ftP5mLVdjExXsLEjjeOz8fuDjat0vDruYnSmgo5cKjaWi1s0/K4S8/f2lEL3u42gZRmTd/QPhMbWKLkRsTiMdBrTDtCkBzmCmjsH864BEA/udaUuaYEg6pOlxvCVVL6ebFmO8lHYgiWIBUm3vw2jFYbRCvM3TAAYmLCwo38Qo5Wwmydds67K15MtjV5+JTHpmrjpwCB2bWjFG1M2RmbFDduuDa3+m7F3XdGOihv47s7N7djZL+pUXIYK1/wb0buuaMfIrOP/9B4cxg0XtKDCGY5OWOg9OIz3F8Wbc8XmNGyv/qwj2s8YBm727JH9A2Kubj4wCItrqHANN1zQgtufFnbu7B/EnZvbMTBhYWf/IHSd+ed7N7ah9+Awjk5YeH9RPJC84YIW317Z9o7+Qf86YwyvjVviv0mJumXMDmuld2NbaH3v2tCKgQkLQ9O2/yaEqt1R7w2aXRtasesp8Vu+4QEEmgOYr2XZhtRy78Y2DExYGJl1wBjD6+MWGGO+vm69rBW2y/w3HmS7vQeHMTQt1tvonOOPQf398SeGcNcV7b4dvRvbQnapx70Hh/2y8o2fJH3v8PR/04FB0vcZRMZVdQ6Ww+en2u+opSdq9eiEhV0bWv31o16X6wkQay66BuVaSapz1xXtofUir+/oH8S8o8XqSf1WuBbby3f2D8J2mf9gUrVfXUc6Y+jd2JbY5w0XtEBnYi+SZZL2otufHkY5kk+8v5hPHOuNjw3iaMJ6bJS8Y7Qi9m75ZjYQ+EDus7s2tOLWy4K5v+uK9pgfbntyGKNzjn8uGq+lX7Z05xPrDk7ZofpybkdmHdy5Od6f3BOi89x7cDixfO/BYbw+bmFLd17RYDx2SxuTxjSg+ClaR9cZbrigJVG3Mn+59ckh7NrQGtJs78Fhf48YnXP8+K72F9VX0nx9/ImhWLmlxqSzFddOBzL/37Wh1X8wCYgxjM45ODbtxDRx84FB5FNGaP9Xr8m4p8aZaAyUc3RsOtDprg2t+OjjQ6HYkhRbd/SH+9jZP4hbL2sFY8zvczHa3tkft/XohIUbLmjxH/ap114fFzlN1EdRTUXbTepH6ljmWL0Hh6FprGasiI679+AwOLREWwcmLPRubMPIrINhJddTfS9tUNea9EFrxvRfN1JMLldYaB+8c3N7THcyRqvzkBQbdvSH96hqsfnS9mxMo7KPDx8Q2gSS9/P3F/OJ8UvG8IEJCxWu4WTCffpOL+b6e82T8TZkfVdjVe2XOUzS2pF2yboA89ey3Ot7N7Zhyhb74S0JecbRCQvcFfcBr45bsetyDl4fF/Hj0vYsLJ58fyDviS9tzyaO5USFxXyk3u82gpbpPZmVwWiFYdZh/vtwteZ9tMJwshIuSxBEfbLUGL6SyteTLctRPgr95+RpgDMDlvdHPXIiJAMTFmwO77NEBBUu/rqnXsrbXHw0yGlrG0ssX8e+WWr5lUSFCx+syuj+OXksfbUqo8Pige90pvll5MdiqWVVBiYs8XFMLtBkipsp2ZZcb8z7eC31mtq/2hbz5slxw+V074Iso54fmLDQZIp/S5f2VNOBrN9kihv/laqLRsDmcQ2o8xrVNBDWrjwv69fSnNSubEMey9cA/HLqenDccP9qu7IeID76MckW1U6p8WrHalm1bXkuqn/S95mjwpPn/Ez7/FT7tavUbzIZmkzE1pi8LrUXXUOqJqvVUdeLer3aefnxmdWu1epLlqk2DnW9qrGi1n4hsXg4Tqhlq63HRlh/do1xqXFK9X01n6l+qDYHVg0NRpHnq7W11PMyT1jIFrVM0twmnZMfM1vNHvk6KfbL9SePF+pvKTpcSkw6W3HtdBDNF1SkX6rNdS39Jx1X8300pqi2LBRb5bGMf9VsWmw7TSarqsektbZUHyT5RI43es+wmHarxXzp11pzmJRHqes9tPbrXMdAcL+v+qTWvKs+WExsqNZWtfxA9lFrb661jtQculoftdavbEPWr+ULNX9PakPWddxAm7JvnWkL7vNynFGS5mCh95wWswep56L3u/Wu5VpzXe+2E4tHxiuVxWjah7RAEHXJUmP4SipfT7YsR/ko9GclpwHGbfHdCwzoLoT/Cri7YMKIeDnlla2X8kYd2dLo5VcSKc8nJ+YcTFsc0xb3j6WvTsw5Id853PXLmEx8/4taVrYj29K97wKRx7Itk4nvLJHfl6NeU/uXdBdM//v5dC1czuFuqIx6vrtgYtriMLy2Zd1o2/I6d4WtKRZNp4l6wmBxDajzGtU0ENZuVOu1NBdtQx7L19MW98up60HXUFVv6jqJ2qD+luWlxqsdq2WnLR7rL6p/0veZI1VlrznTPj/Vfo0q9aVGo2tMXpfai64hdZ0l1Tkx54TWi3q92nm5Z1S7Vss+WabaONT1qsaKWvuFRN3jkvyXVL8RMGqMS41Tqu+r+Uz1Q7U5qJanyViZdL5aW0s9L/OEhWxRy1SzKXpOzVuS7JGvk2K/XH+L1ddSdLiUmHS24trpIJovqETzBImc61r6jx7X0n40pqhlF4qt8ljGv2o2LbadaYsvmJtEfbRYHyQdq+ON3jMspt1qMV/6tdYcJuVR6nqPrv16R97vqz6pNe+qDxYTG6q1VS0/kH3U2ptrrSM1h67WR631K9uQ9Wv5Qs3fk9qQdXUt0Kbs2+Hugvu8HGdSrI3OgbwHrjXexb5voa79RtFyrbkmzh1kvFJ/qs170g9BEPXJUmP4SipfT7YsR/koFLpPA/Nj/4mOFEdHimNfT8mfkO6C+IzdjlQ40WzWrLoqX0+2NHr5lUSzZuGR7SXsOVzG+XkDnVkdfVuL2HO4jHu3FNFdMPGNX44hpQW+231oDHt7RJ2UJh7i7fWufeOXY+jM6v5P39YiHnt1HCnGsbYgvkvj2eEp7OspYXhyHoZXP6uL9uds8b1gav+AmKv920swmYsUc/HYq+O4d4uwc29PCbsPjaG7IL53w3G4f77vxZPo21rE2oKJZ4ensLenhMdeHfftlW3v6yn51znnWN9iolmzarmOOMu0G2Gt9L14MrS+9xwuo7tgoqvJQN/WYky7HRkd920TGtpzjfh9/7aumOYA7mtZtiG13Pei+M7HzqwOzjnWtZjgnPv6uv+lMgyNY//2sN76thbR1STWW0dG98eg/n7g2i5845djvh19L54M2aUe920t+mUfuFaMIUnf+zz9P7K9RPo+g8i4qs7Bcvj8VPvtMJ1Era4tmNhzuOyvH/W6XE+AWHPRNSjXSlKdb/xyLLRe5PV9PSWkdTdWT+o3xdzYXr63pwRD4/judV0x+9V15HCOvhdPJvb52KvjcLjYi2SZpL3o3i1FtEbyiWeHpxLH+ugNJaxNWI+Nknd0pMTefd+2uA/kPrvncBn3vxTM/Td+ORbzw33biujI6P65aLyWfnl6YCqxbilvhOrLue3M6th9KN6f3BOi89y3tZhYvm9rEetaTDw9MKVoMB67pY1JY+pW/BSt4zgcj706nqhbmb/cv60Lew6XQ5rt21r094iOjO7Hd7W/qL6S5uuBa7ti5ZYak85WXDsdyPx/z+EyHozEiI6MjjVNekwT+7eXMFWxQ/u/ek3GPTXORGOgnKM1TYFO9xwu47vXdYViS1Js3dcT7mNvTwn3v1QG59zvczHa3tsTt3VtwcRjr45jzzXJ66Azq8d8FNVUtN2kfqSOZY7Vt7UI1+U1Y0V03H1bi2BwE23tLpjoe/EkOrM6ikqup/pe2qCuNemD8pzlv26kmNya4qF9cPehsZjuZIxW5yEpNuzrCe9R1WLzy2OzMY3KPh7eLrQJJO/nzw5PJcYvGcO7C+KPHNoS7tP3ejHX32u2xduQ9TWXV7Vf5jBJa0faJesC3F/Lcq/ve/Ek8obYDx9KyDPWFkwwTdwHXNBixq7LOVjXIuLHy2OzMFny/YG8J355bDZxLKtSPOYj9X63EbRM78msDDpSHFmd++/D1Zr3jhRHWypcliCI+mSpMXwlla8nW5ajfBStXC7X/5+t1jlHjhzBxZdcAt00ATCMVsS/tBpMTFDSl39qjNVVeSOdPm1tHzlyBBdddFHdjvVMl1eJ+uJcQ2NMfGeQpkFnGhxXfESd/CtY7gJpHWgygLLnu2YTmHPEf3YXUsC8A8w6omzO+6Bp24tKFhfnTE2UqXCg2QCmbKA1JdpzvD7KFWBVCihbAFyAQ1wzGZD2/gxD04AZW/xVBgeQ1YFJS8xnVhe2cAAp73XKqzvtABld1E3rQMUJdNBsijayOuC6HFnXgstPPSk+17Wz3ET9qZsmTjgGNDeYc4uLeZWasbyPmpp3AIcDzSlg1tOPzkRZDYCrfDJdxRHX2lLAtC3OcwRazZvi97wj+nAhfgxNlGMQ68NxgRbvD4+mHcDy2k3rYq1oCNaY5q03BvFa93Ru6kBOF+vF4eK4zRRrxOEA8/76et4RY2aa+EnSd85wUbFdNGunpm/S9cLIuDpTsZFLGafs86X2W+EaUmzpc22kUhizdV+rWd1FDjYmHB2WqyFnapi1hbZSutD/jBNos8nTqtRea0pcn1fKZJjYC2xvb9AZ/DZlHDcZMM+9deTVMzWxf+RNAK5Ym5ZSJ6UDk5XwvsE0YM5bR+0mMG6LNqJ7QNYQfZlaYE+KibJyr+FeLJHHHSlgrBLY0JYSY69wYXNaFx/ZbEKUW0reUU8Y6TTGbfFRcbb3H4DMi1cpz48OB1rSwJQlxpk1xPUKF35kmigj/agzoGAC44pf8gYwbol92ubCryYTfbgAbCeYW6YJ/zKIPrOGsM3mgX2O6+UEyp6ga2Juc6Y4V1FicoYBJ+Y9W0yhBYuH9VwwRRlTF+OyEmySsVvVu8xL2lNhLWR0YX/K+xRLF0GuxDSxvhzXBXc1MLgwmQvb1TDviI8vzDCOyeP/iWzH2/w1X9AdzMDArKMJGxiQVtbxW40NwKnHl7OJkU5jrMKgQeyx8msJZC5gaOFY1mYCx+fFHKk5hLx20lv7ae/6rB3stxPe/mwyUZ57+YLUtrTBhbjmuKLejKK1tpToQ2o3Y4j4JmOmzcX64pFYlzMBzoXudc3Tqbd2mXec1cVa0wHAi6uybEYXsVC2rXs+MnQxJtluzouZliPGmNVFTHa8vUH6zGBivI4r2ndcoWt/D1DWohx32YKyB4k6avzQPFs1BDHJ8f5zTs5TShfHM979Qc4AJiqizZQXb05UxOsWo/FisguGGQeY48JXeTOIdTIGahDjnbHE72ZDzOs8D+szrwtfOFyUazLEXEZzSLknOoouNC/uTVritxnZzwumpzUvr5VxmnmfqqNBrL2sLuZ3ngf1TU+Pk1b4vhNaELtT3to1mYjVLuJ5SMEU46lwMe+Oq/hAF/U1BPnFrO3l7ynv6xlc0V5KyXEcN2xDVheabjE4HMvCpJvCPAcMpsHUxdrUmajvQOg0bwh7p+yw3jWIvsYrwvYJS80fhAbU9zJSXr6UZkChgbRspNMYrbCGzY1OByvhfspIp2GDhb6HLPxeXFKtxtRCa9/Q2TaBqAPKvV1n24RTYrFxaakxfCWVrydblqO8Cj2cPA2shORgKZA/AsgXy8O56OdzcUxnk3PBnzSGlQX5SkB+aHwfNLr9KjSWlQv5a2HIR40BzdOpQz48+6zkOVipYz9Xx00PJwlg5TycPFdYSeNdjrHSw0mCIAiCIAiCIAiCIAiCIAiCWCbo4SQBNP7DSYI4FejhJEEQBEEQBEEQBEEQBEEQBEEQBEEQywI72wYQBEEQBEEQBEEQBEEQBEEQBEEQBLEyoIeTBEEQBEEQBEEQBEEQBEEQBEEQBEEsC/RwkiAIgiAIgiAIgiAIgiAIgiAIgiCIZYEeThIEQRAEQRAEQRAEQRAEQRAEQRAEsSzQw0mCIAiCIAiCIAiCIAiCIAiCIAiCIJYFejhJEARBEARBEARBEARBEARBEARBEMSyQA8nCYIgCIIgCIIgCIIgCIIgCIIgCIJYFujhJEEQBEEQBEEQBEEQBEEQBEEQBEEQywI9nCQIgiAIgiAIgiAIgiAIgiAIgiAIYlmgh5MEQRAEQRAEQRAEQRAEQRAEQRAEQSwL9HCSIAiCIAiCIAiCIAiCIAiCIAiCIIhlgR5OEgRBEARBEARBEARBEARBEARBEASxLNDDSYIgCIIgCIIgCIIgCIIgCIIgCIIglgV6OEkQBEEQBEEQBEEQBEEQBEEQBEEQxLJADycJgiAIgiAIgiAIgiAIgiAIgiAIglgW6OEkQRAEQRAEQRAEQRAEQRAEQRAEQRDLAj2cJAiCIAiCIAiCIAiCIAiCIAiCIAhiWaCHkwRBEARBEARBEARBEARBEARBEARBLAv0cJIgCIIgCIIgCIIgCIIgCIIgCIIgiGWBHk4SBEEQBEEQBEEQBEEQBEEQBEEQBLEs0MNJgiAIgiAIgiAIgiAIgiAIgiAIgiCWBXo4SRAEQRAEQRAEQRAEQRAEQRAEQRDEskAPJwmCIAiCIAiCIAiCIAiCIAiCIAiCWBbo4SRBEARBEARBEARBEARBEARBEARBEMsCPZwkCIIgCIIgCIIgCIIgCIIgCIIgCGJZoIeTBEEQBEEQBEEQBEEQBEEQBEEQBEEsC/RwkiAIgiAIgiAIgiAIgiAIgiAIgiCIZYEeThIEQRAEQRAEQRAEQRAEQRAEQRAEsSzQw0mCIAiCIAiCIAiCIAiCIAiCIAiCIJYFejhJEARBEARBEARBEARBEARBEARBEMSyQA8nCYIgCIIgCIIgCIIgCIIgCIIgCIJYFujhJEEQBEEQBEEQBEEQBEEQBEEQBEEQywI9nCQIgiAIgiAIgiAIgiAIgiAIgiAIYlmgh5MEQRAEQRAEQRAEQRAEQRAEQRAEQSwL9HCSIAiCIAiCIAiCIAiCIAiCIAiCIIhlgR5OEgRBEARBEARBEARBEARBEARBEASxLNDDSYIgCIIgCIIgCIIgCIIgCIIgCIIglgV6OHkaGBsbO9sm1BXkjwDyxfJwLvr5XBzT2eRc8CeNYWVBvhKQHxrfB41uvwqNZeVC/loY8lFjQPN06pAPzz4reQ5W6thX6rjrmZU2JyttvEthpflmJY13OcZKDydPAydOnDjbJtQV5I8A8sXycC76+Vwc09nkXPAnjWFlQb4SkB8a3weNbr8KjWXlQv5aGPJRY0DzdOqQD88+K3kOVurYV+q465mVNicrbbxLYaX5ZiWNdznGSg8nCYIgCIIgCIIgCIIgCIIgCIIgCIJYFujhJEEQBEEQBEEQBEEQBEEQBEEQBEEQy4Jxtg0giHrESKex1Gf3oxXA5oDBgI4Uhz0/f2aMa0CMdBqjFQabA80mMOcAGoBCCph3gFkH4C6Q8yKS7YrfFgdyOpDWgQkLqDhASwqYtsXsGDrQrAMXv2MTyhbAOZDSxTxYXNTTGaBD9JnRxW/Lm6cUAyocyBvid4UH5+RcFkxgjgv7LC7acgE4LsA0YYfOhM2WA5g6kGFiXBxBe0wTbTguoHv1HO+6wwFowo4JS/S9+pJNmGHArA0YGqB59bOGOCftW5UCTijaa00B5YoYq+MCzYa4ntKF/0ibi0djDLNaCrNcg8OB5pTwvT/nXOjY1QDNBaAJH+sMaPN0qkHowPY01ZwCTAZMKHOWN0Rd7grtTNpCY4YmfqcYMGkB5128CWWIcmlF5yldtCPJeOUtLvTiuEIPM4pumk2hWZsH2krSt9Sv44p6GV3odcYGMl7bGgJtG5o49rXtivFWuFgfUtdztvCTqYm2TF2Um7HE+TQT7U9bni1emyYTduV0Yf+849nHvTY0IK9Z4La9fEI5R9AYw6RrApoGTdPgItBE3gxik+Hpe46HY5GMcTI2W96cy1hrKTqUOrOVeMg0MYczdjCfTQZw3iWbMOqtq4wOZHUR4xjE2pIxNa2L/qXdjrc20l7flqITqVkZw1tMESctHmjRdoL2TSZ+pj19pphoo8KDdvIGMM8DPbalxX4jj+V+NGPJPCGaNwDjdlA+qwu7RitA24WbUNYaL34b6TTGLIa2CzfhpDdHGeZpQ5mTtOfziiPiqeXNt5xTzoO5yBrCZxVPW1lDtDNni/IpBsw4wfzrmrePerF20hZl5N6o7skcQtvjVhDL00z8nrJEufMu3oRJb0+ed4K6rhbo2+FAzoysAV3ERzUOZ3XhJzUvSTMOx9VgMs0fR0Z30YwKXM7P3mSuYGQOK9dhkyHmXcbE1hQw5c2r6WlQxoq8IfQodZA3hAY6zxJIAAAgAElEQVRkfih1bfNAy5Yj1kPGACYr4rXBhE4MJnQkj20e1qAGsQ7mnPA6AoSmbe61rYs8QeYDE5aIy76uvTgncwubh/fajC7WnBrDNQ3ounQTRu0g97B4YK9ch4WUl6M43j0BD2zN6CKG+7mAt4bVfUHmOM2msG3WG1fOEPbI2NCeAsYq8TGr+YZcmxUniAFqXm16e8iUJeo0GcpcM6C9AWOyquWOFDDh3ZPNOYGPW0yxz9peLJMxNxpTUyzQgBpnK26gZRlHCwZwwgLg3e+p+2VaF/dbMvY2m8G8ynuxGUfEzBk7rFFdC3LUKUvorSUV2J81ANcV49O92D9th+8FZd5rc0+HLOjf9O61phzRRmcqvC9nlXUq890OT0M6C8aY0YVvHS7G7vCgjgvhIwBw4WKy4iLFgILuYMLRUeFAztQwzzVY3v2sqex1cu9L68F9tbrPpPXAHwYT/jHRuO9dSB23NmhuRCwN9X25y96xKZY7BzSeDtT3yBazDs9k+bfa9mLXYT2Ntd7Gu1RbCOJchB5OEkQEkQAB4hZ1cbw87mJH/yAGJix0F0zs6ynh0pb0whVXAEY67flnAB8q5fCHl6/CPc+N4O//62qMzgEn513s7B/EmpyBb33wPL/elOXihZEZ3HJJM16dcHHzgUH8/oYWXLeuGXc/N4IvX9WB9S0M8xwYmBLX1+QM/MXVq9F7cNifiwP/rYQKB346OIWru/KhedrbU8J3Xynjf9/UhvK8i4deKeOjl7Rip1fmc+9pwyff0YapCseU5eJv/nUMd7yrHbc/HbT/v67rwjx3cduTw6H5TzNgz0uivXueG4nVu3dLEd96fgyfeXc7mgwN3zsyjlsuaQ3Z17e1iC88cxzHZmzcu6WIF0dnYmPY11PC3c+N4NHXpvzjim3DNAzxJr6mQdc4RmY1fPeVMm65pBWXtqQp4VkAjTEMWyb+c9pG78HhkHa/eGUH5rmL3YfG8Nn3tOOvfzWGz2/uwK1PDvnzsn97CVkDmKq4mLJcv417PtCONybD8eL7N56PrAG0poE3poFpiyNnaNCZhpwODM25uFvRUJLO//mGEkxdQ94EXpsS7ctyL4wk62Z1VsOJORcV7ibq+8b1eXzpqk5/Pch6GR34n786gU9c1pq4JlRtF1IauAt85PtDibqu9fq8nI5CCvjMD4/jjne1+23mTQ35FEN7Bhia4qG2H7i2C61pHednQA8ol4DGGF6bNfCVnx3HF6/sgKbB18Tf/u5qvDYR1+y84+LDBwZj8/7Z97QjZ2ihednbU8K/DE3hA135qvHwiaMTsRgYjW8PXdeFQorhi88cj7XRf+P5mHc4xufd0NrYv70Eh7she/ZcU8Rf/0poNymufu/6LszYLnY9NZyo2+9d3wWmaaE6aj+/v6EFN19UwJszTsgW2caanI4vX9UZG+uFLRo+8MAbNeN7o8RvI53GKxMubj4wEPJrc4ph0ttTw/PUhVkLoTjat7WI1VmG0TmOXU8lx769PSVkdeD2p4/h2IyNvT0l3KP47L5tRXz+J2Le9vWUcOTkLC5ozUBnGm6O6DdJgzIW7T40hh8MzoTim7o/P3F0ws8fkuzc11NCS1rDlv1vhGxvS2u488fHfXvFWpnEB7ryodj7yPYS1mdtekC5zKg5rJyLH9x8PsrzIibKvDQpd1uT0xP30BZTw+d+ehxfu3o1xuc5Pv7EUFVt//2/ncAPBmdC8eefbyjBdhHT77eeH8PXr+7EcRuxeBaNV2rb+3pKeGZoCle+rQkfezyy/nI6CiZwdNLx89wb1+dj8Uv2f+fmdnznxTI+cVlrYuyT6/Du50bQntHxR5evivkub2q444dv+rnA6pyO//HM8VAcfP74LH73/BzKyj2E6r8kG6v5U94LXLu2ANux0ZFLVZ3PpLjdSDE5qmVhv4afjzixeHX3cyM4NuPEdJnku+vXFfxz37/xfExUOG55PJybtWUYvvDT4/ir/7IakxZi++PD20v4858JXfzh5ati62Zts4aByXDeIfUB1wU0Df/z0BjG5hx/nqK6+Nx72mIxXu4hPf+cnHvcuD6Pv/gvq3Fs2sFlq/TYPX90LT30Shkfu7QVbWkNvznphDT59atXx8Z937YimkwNaZ0hZ4iHq/f8XB3HG4n6jsaWR24ooT2t4c1ZN3T+5x89H7+J2Pzw9hLSuobrH32j4bRcXcf1bzuxdKLvyyW/56aFyjeKDpaq5TNZvp5sWWnlKaYRhIAtXIQgVhajFbbkH5kkAcDAhIUd/YMYrdDyAhDyz52b27GzfxC7NrSi4jJUuObfQN11RTtGZh3/p/fgMG64oAWzDvPfgLn1MnFDuWtDK96ccTBRYZiyg+t3XdHu37gBYi5+O2nj5gODuOGCltg87ewfRO/GNlS4eNOmd2Obbw8A9G5sw+vjlm/Prg2t/pvhso3RueANG3luR/8gdJ357SXVu/1p0V7vwWGMzjno3dgWs6/34DDuuqLdL580BukP9bjYnMbO/kEwxnB0wkLGMPyxkjYXx6Rr4rVxy9eTql0557s2tGLXU+K3fEMdEPNw84FBAMzXjmyjwuPx4uiEhTlHw0RFzNfIrAPGGF4bt+BqzJ9jqaEknQ9O2Xh93AJ3g/ZluWq6sV2GoWm7qr53bWgNrQdZjzGGOze3V10TqrbfnBHruZqua70+OmHBcZnfh2xzZNbB6+MWZm0Wa/vjTwzh6ISFk465PEI5R5h0Tdx0INC3qgmpwahm5RuE8pyco11PDcfmZWe/iMG14mFSDIzGt1seF/Ob1MbAhIVj005sbdx8YDBmj1y31eLqyKzjP5iU51R9jsw6sTpqP7de1oqjE1bMFtnGrg2tiWMtV9iC8b1R4vdoJdibgcCvryl7qnrt2LQTi6O9B4fBGPPnIin2yb1Ozs3OiM9uezKYtx39g3h/MY+RWSdmWzUNylh05+ZgL5axSN2f1fwhyc4d/YOwuBazvcK1kL3qWlHL3nRgUPxnM7GsJOX4MmdU89Jq6zxpD9V1sa/JPauWtqXuVL0NTtmJ+t21oRVaQrxOildq2zs8zckHk+o4BiYs2C4L5blJ8Uv2f9uTw35+UC1+yrh25+b2RN+NzDqhXGDAi/mqD7d052FF7iHUPpNsrOZPmR/f/vQwLm3P1pzPRr7fq3W/mhSvdm1oTdRlku/Uc0e9vTqam70+LuZR11ni/vjhA4EuktbNlM1ieYdsgzGxd965OTxPUfuTYrzcQ6rtvbs2tOJ1735g3on7MLqWeje24eYDg5hztJgmk8Z925PDODYtcoc5R4PtsgXHkRRbbnpM5PXR87MJNn/4wCCOTlgNqWV632Vlsdj33NSfRmGpWj6T5evJlpVWnmIaQQjoPycJIoLNxcerLAW5majHNv1xOwDhT+kfnYk35lZldFjeR53Ka6syeqjewIQFx/uoSFlGvpZlLR6UlW1E56LJZH5bSfOkMy30Wi2jMw1NJvOv12o/2i7TAGha1Xrq+SaTxfpWy6j+qFVGHkufM03YJ49lH7b3MbJEdSo8PLeqdoHw/FWbX+l/tQ2Lx+ewyWRgmtCz1JusK8urfVTTIYBQ+7JcNd04Lmrqu9a4lqLtKEl+THottRv1s2zTVvylti39RhpfPBWeHEtkrF5s3Ks276oOq2lmoRgoj5tMhiYz2SZZJtpGkj211ket8dW6LvuRa2uhmB69Fs0bqsX3RtC2XUU3kqXspbVinyyTFEeix9J/1fqqpkG5R6vtRdtV69aMnTVsl+eqxewK1xpi7s8lknSsanKhvKza3hu9XisuRtusFVtU2yS19K7aVE370WsL7fuLyWdXZfSa663JTD6W5+yEe4jF2JjkT9XmpP1uUXG7AdZlkpbVe4bo+VpjTvLdYvbHJnPh/bGaLqrZKXNoGadr5cvV2k6KzXI86lir6SPpXjK6Fmv5U839HRcLjqOavpPWcTWbk/KiRtByLR3Xu+3E0om+L7eY3LlRdLBULZ/J8vVky0orTzGNqHda+4YA5ICfDi26Trm3a8n90ON4gohgsOA7IBb7010I/zV7d8EMfQfcSsZQ/ONwF90FEyfmHJhMfJeUvHZizsG0xf2f7oIJXQv7V9fg15+2eMz/J+ac2FyobSXNk8Nd3w5pn8ThbsieWu1H2+VueLxJZeT5aYvH+lbLyNfVxiDLyGPpc+4K++Sx7IO0uTDiO6N4onajeqg2v9L/ahtJ8WLa4uCu/E477h9LjUf7qKZDtbxarppudA019V1rXEvR9rTFE68v9FpqN+pn2abh+SvatvQDsXhSLBxbVU1U0+xC8x69psbvarF4MfFt2uI110BSG9U0WG191BpfreuyH7m2qrVRzQfR2FwtvjcCRhXdVJunWntprdgnyyTFkeix9F+1vqppUO7RanvRdtW6teysZbs8Vy1mp9hS/3SOOFWSdKxqslZeVk0HuhbkvAtpJqo7oHZsUW2T1NK7alM17UevLbTvLyafPTHn1Fxv0VwgKQ7Wig1L8adqc7V7uqXE7XolScvqPUP0fK0xJ/luMfvjiTlnwf2xmi6q2anmzA53a+bL1dpOis1yPOparaYPVVeyj+hajK756BjkOHQNC46jVmyJnq9mc1Je1AharqVj4twj+r5ctblXfxqFpWr5TJavJ1tWWnmKaQQhIMkTRISOFF/yz76ekr+pdBfE54R3pOhfJwGE/LP70Bj29pSw53AZKY0jxVzs9a5945dj6Mzq/k/f1iIee3UcWZ1j/3ZR5v6Xytjn1RffR8eRN4Lr3/jlGPq2FkNz8fZmA/u3l/DYq+OxedrbU0LfiyeRYi72ea/3KmX6XjyJdS2mb8+ew2XcuyXcfkdGx33birH5dxzut5dU794tor2+rUV0ZHT0vXgyZl/f1iK+8csxv3zSGKQ/1OPhyXns7SmBc461BRNztu2PlbS5OJo1C+tbTF9PqnblnO85XMaea8Tv+7d1heZl//YSAO5rR7aRYvF4sbZgIqO7KKTEfHVmdXDOsb7FhOZyf46lhpJ0XsobWNdigmlB+7JcNd0YGkdXk1FV33sOl0PrQdbjnGP3obGqa0LV9nk5sZ6r6brW67UFE7rG/T5km51ZHetaTGQNHmv7gWu7sLZgok0P/wUiUZtmzcIj2wN9q5qQGoxq9uHtpcR533NNMTYve3tEDK4VD5NiYDS+PXSdmN+kNroLJtY06bG1sX97KWaPXLfV4mpnVseea4pVdduZ1WN11H7uf6mMtQUzZotsY8/hcuJYW1O85vgbKX53pIK9GQj8ul7ZU9Vra5r0WBzt21oE59yfi6TYJ/c6OTd7Iz67b1swb/t6Snh2eAqdWT1mWzUNyli0+1CwF8tYpO7Pav6QZOe+nhJM5sZsTzE3ZK+6VtSyj2wvoVmjuLbcJOX4MmdU89Jq6zxpD3Ucsa/JPauWtqXuVL2V8kaifvccLsNNiNdJ8Upte5+nuQevi6+/7oIJQ+OhPDcpfsn+79tW9PODavFTxrXdh8YSfdeZ1UO5QLcX81UfPj0wBTNyD6H2mWRjNX/K/PjeLUW8PDZbcz4b+X6v1v1qUrzac7icqMsk36nn1np7dTQ3W9ci5tFxeOL++PD2QBdJ6yZv8FjeIdvgXOyduw+F5ylqf1KMl3tItb13z+Ey1nn3A2k97sPoWup78ST2by8ho7sxTSaN+75tRaxpErlDRndhaHzBcSTFlkduEHl99Hw2weaHt5ewtmA2pJbpfZeVxWLfc1N/GoWlavlMlq8nW1ZaeYppBCHQyuUy/RnuKXLkyBFcdNFFZ9uMuuFc8If48u2lPbsfrYh/yzeY2GTs+flzwhenAyOdxmhFfERjswnMOeJTCgopYN4BZh3xF9A574OmbS8qWVycSzNgwhIfPdhiAtO2mB1DB5p18RXpZQvgHEjpYh4sDqR1QGeADtFnxgDmbHHNYOK/hSocyBvid4UH5+RcFkxgjgv7LC7+otX1Pm6WacIOnQmbLQcwdSDDgHmvTkoHKo4oy716uhZ8dE+KAY73sQ15Q4zT5qIdkwGzNmBogObVzxrinLRvVQo4oWivNQWUK0BGF+03G+K6tENqc6XxVtaixhhmtRRmuQaHA80p4Xt/zrnQsat80l7FEdfaUkKnGoQ+bS7mI2+KeZ1Q5ixvAPDmN8OASVt8hI2hid8pBkxaol8OUS6t6Dylh/9SNOOVt7jQi+MKPcwoumk2hWZtHmgrSd9yPTiuqJfRhV5nnEBjGgJtG54vHM9ux/uP0AoP1ofJxDrUGWBqwi55fsYS59NMrNdpK7BFtsU0IKcL++cdzz65ZjQgr1ngtn1qgqkDlnv/0BgT32mnadA0DS4CTaixyfD0PcfFenC4F2e9OZKx2fLmXMZaS9GhDqFtW8ZDiHk1vetyPpsMcSzXVUYHsrqIcXI9yJia1oUOpd0yvqa9vi0vJhss0KyM4S2miJOWEnttJ2hf/sX2tKfPlNdGhQft5A0R96Ue29Ji35HHcj+asWSeEM0bgHE7KJ/VhV1JuUWjYKTTGLMYLG/+0t7+aPFgThxXzJHJxDy7WqA7OaecB3ORNYQ/Kp62soYoP2eL8ikm4pPjxUZdC+JN3hDxNcWCvdFRNMghtD1uBZpLM/F7ygrKad6ePO8E51wt0Lfcq0NrQBfxUY3DWR2AZ59cC2nmeprT/HFkdBfNqMDlp/eNCspRF4eawxpMxCVdC2JiawqYsoPcLaXEirwh9Ch1kPdiGofQhNw7bR7WjOntgZOW2NcMJuKJwYSO5LHNg5zShYhLaV1cU9cdIDTt8GAvn7SCfGDC07cGT9denJO5hc3De21GD+tWrgvd07jMPSyu2Outw0LKy1Ec756AB7ZmdDEOPxfQgzb9vr0cp9n7R4NZzw85Q9gjY0N7Chjz4qepjFnNN+TarDhBDFDzalMXMWDKEnWaDGWuGdDegDFZ1XJHCpjw7snmnMDHLabYZx0OZM0g5sqYOmsHe7vtBrFNarziBlqWcbRgACcsAN79nrpfpnVxvyVjb7MZzKu8F5txRMycscMalbmH4c2ToQEt3r2QXFeuK/pjmoj905F7QRfBOtSZ0Jjs3/TutaYc0W90784awGQlyBMqXJQ5URFtyTwhzYRvHS5scXhQx4W4DgAuXExWgBRzUdAdTDg6KlxDzgTmuQbLy79NZa+Te19aD+6r1X0mrQf+MJjwj4nGzS/iOm4c208XK2n/jr4vF82dAxpPB0vV8pksX0+2rLTy50pMW0lxCVg54xUf67o03srHutLDydPAShHlYiF/BJAvlodz0c/n4pjOJueCP2kMKwvylYD80Pg+aHT7VWgsKxfy18KQjxoDmqdTh3x49lnJc7BSx75Sx13PrLQ5WWnjXQorzTcrZbzL9XCSLVyEIAiCIAiCIAiCIAiCIAiCIAiCIAji1KGHkwRBEARBEARBEARBEARBEARBEARBLAv0cJIgCIIgCIIgCIIgCIIgCIIgCIIgiGXBOFsdz8/P484778QPf/hDlMtlrFu3Dn/2Z3+GrVu3AgB+9KMf4XOf+xwGBwexefNm/N3f/R3e/va3AwB+/OMf4y//8i/x61//Gi0tLXjhhRdCbb/zne/EyMgIdF0HALz3ve/Fww8/nGiH67r4yle+gn/8x38EANx222348z//c2iadqaGTpwFol+kvRiiXxJfrogvtU8xoFmz4HJ+ZoxtYDTGMOmacAFwMDjcRc5wYXMNKd2FwRgmLDETmgbMO0DGADI6MGcDcw5g6oChARoAiwMtKWDCAtIMmHWA1hRQrog20jowz4FVF23CtC7my3ZFfZOJ+Urroh+bA1kDcFyg4ojXNhd9mAzQFXmYGuBA1HO4sCnj9e+4onzeACYtYafu9eV4/TFNjCVviDoped0FdE3YzhHY1mQAlivOzzoA50Dxkk2Y1oBZW2gwb4hxp3TRxrwj+pFtFVLARCU4zujid0oTPpK+kf27GrDKBMYqjful22cDqXHL1ZAzNMxxwHKEBnKG0JbrimMXQhPS720poGx5ccXTOGNirgAxL/Nc1LO8dvOmqDvnxHVuMqGBeUVrqs7hCg1IzcIVbad1gLtCkzLGZXXR5pwT1rdcR7a3DkwmNLlYbedN0Sb3xtVx0SaUlXJJPnEg2s3qwJQVHKcZUHFF2Yrnc+mDNANOzgsb08yF7bgUp6ugMQaYaZxU4oWvA0PEv0lbXHPcQD9pBsw4gA4AWjAHOV1oYF6dE6/MrO3pQhOak/3pmvixvBicM8VaqfCwjvIG0HHxJoxyEfsMTeiUez8689aHLdaRqQMzdhC3Na8MdwP72lLAuCXWV8YI1lBSrGea0F7OEGOZ56ItQxO+mrEDW6P2pHTh0xlLjE/VbYspxi3XrMmAZtPb25Txd6RELtJ2oVg3jRarjXQaoxWGtgs3Ydwb96QlfAoE4zdYcM52Az+lvTgq90EZb/KGiAWOp7usAcAV7ck5nHGCPTmlHKd0UdaBaB8Amg1gwg7v464r+pT25Lw5k3PRkgLG5sTcGSxso8xdxq1Ag7LtlC76nXNEOd2ro2miz+heLeNf3hB1VM2Ynn2mxuGCYZ4HOjaZC8vR4HAXKUbx8FQw0mlMc4bOizdhAmKe55X5zOrAlC1io4wFmpeHZnRg2hJzre61hhaey4whyjV5+zeHqCPns8nrw+ZBHqjmh9OOiGkyjs8px7oWxDNdU3Jfr121brMXq2YdMY60HpSX60LG5ikl/sn233bpJkxDaFzaK3MSi8f3AxfePQAPfCHH1mwKP6u5TNpbK3LsWV3EFMOL7eoakfn4rC1sUPcBk4m9TvabUe8hWHDPIeeYeXFd5kHSXy1G48ZksaeIPcZ1RT5qePmm4b1W/Qwt0JWMW2kvT5P3FaYWzi1T3lpJMeHLrHe/M++E75lmFd/OWEH8Z8o9jMGC2J5m4X7kvaHMRdXc1GBAqynGP2UHsdR2g7gs9+BJW8RsVwuP02Riv896Nk5YQPeGTSgrGpf6Eu8biPurjC50VPDathygOSXGq+YOzNtTKhyYrAT5zoy3DuYckR+73vpV7+VaTeCk8p5FISXWBOdirTCIc+VKuM80g5+nyfc6GkXLUsetDZobEYvDSKdhg4XesL7sHZsAAONKzpbVRX4JNJ4OpJbV9xxrjeFMln+rbS92HdbTWOttvEu1hSDORc7aw0nbttHV1YX+/n6cf/75eOqpp9Db24tnnnkG+Xwet912G/72b/8W1157Lb72ta/hk5/8JJ5++mkAQFNTEz7xiU9gbm4Ou3fvTmz/oYcewgc/+MEF7fjOd76D/v5+/PSnP4Wmafjwhz+MtWvX4pOf/OTpHC5xFhEPJgGRji+Ol8dd7OgfxMCEhRvX5/Hlqzr94+6CiUe2l7A+a9MbPQoaY3ht1sBXfnYcd7yrHbc//QbW5Az8xdWr8cLIDD5ycTN+O+Hg7udGcNeVHfjY40NYkzPwT9vehpEZFzcdCPz7wLVdaE0zjM9ZGDMN/GRwCld35VGxbYwaBu5+bgT3vL8TFRe4+cCg30/vwWG/jb09JfzL0BQ+0JXHzv5wmaTy920rIqOLB06MaTg27YSu799ewoMvl/FXvzoZOv7IRS2Ytt1Q2b6tRTwzNI1r1zXju6+U8dFLWrFT0c+9W4r41vNj+NJVnfjuK2XcckkrWlIa5jnwP545jkdfm/Lb+cIzx3Fsxsa+nhIef30S/+/h8dB52daXr+rE6EwFhm74bTeZQIppGJ52cNuTw7H+/+x9nWhLAy+PA5e2pCkJWgCp8ZsOvIEPlXL4o8tXheLEn72vE1/92Qi+eGUHNA2Yc9yQ3/f1lHD3cyP+/O65poh1zTpmvDcqxytAxXExZbn4+BND+FAphy9d1Y7yvIsPV9G5qjWp82/+b6ux+9CYtw6Dsvdv68I3D43ir35nNcbn3VBM29tTQlYHbn/6GI7N2Ni/vYSfDgbr51S03ZbRMDrD8XuPD8XKffmqTjwzNIXP/HgkdP4z727HeTkdeQP4P3503D9uNoE7fhheI3lTQz7F8C9DM7j7F2PY11PCQ6+UceulrRSnI2iMYV438dtxEYujGvnJR87H4KyLr/4sfO3G9Xl86apO3PPcCD6/uQO3PjkUOh/VSN4Uf+B1xw/fDMWpO97Vjm89P4YvXtmBeS7WR5Ku791SxBNHJ3DLJa0hne7f3oXJiotdT4XXgIyHe3tKuEdZY/dv60JKBz7y/aHQOpX7xrc+eB6mLHeBWN+FrMFCe8Ln3tOGWy5pTfShas9924r4zotlfOKyVr/u3/xOJ3rWN+PkvBvymxrj1fVx5OQsPvbEMb9Mo8RqI532cqmB0BiPnJzFlWtysfH333g+JisctyhxQmpJ6mhvT8mPK50ZDb+z7w0/5qmxNqqD/dtL+OrPwrr45qFRfObd7bi4Vcdvp4E3Z8J7/veuLwFw8ZHvDyVqdF9PCc8fn8XdvxiLaVDa+MzQFN73tqZYjhDdC/q2FnFeTsecw3HzgXic/My729Fd0HFyLhy39/WU8MzQFLZ0N+PNGSuWA6k+oLz1rWGk0zg+D4zNObjnObG/R+dTzvm1awuhWCBz2esffSM0Z8Wcht9Oh/W/t6eEfzs+i/cVc5ixeCguJd2HSM2tyel+TKsWk6WOPvueduQMLRQPo+0+ftP5mLGEzpJ0/+B1Xdh/ZLxm/FvTxDBrV8/P1f0gKc7LPOP69c2xvUjm65//SbDe/v7fTuAHgzPY11NCS1rDlv1vhNr6p5fK+O8bW0Mx4r5tRazK6Oh59I2YjdX2NTUff+iVMv7bBQW0Z3R0NzV2TL60RUP+26/Fxqm+7r/xfFQckYvKug9d14VCiuGLzxzHZ9/TjgOvTcRyQrk2rl9XwPlNOqZsxO6vqvX5veu7wDQtlquq93bVdJy0B5SaNKQZMDInHvYdj8R8Oa/b1xdiOcZ5OR2/HpnB75ZyeOcBdpUAACAASURBVGPCxTND4r602jrZ11PCBS0afjPuwrJtjJkGbj4wiA+VcvjDy1fhnoS1s6+nhK68hq//fAw/GJwJ5dv3PDeCz76nPWTXvVuK6MgAIzOs5nsWz37kfPxm3F0wX2mU/KK6juvfdmLxGOk0ph2gSY/nLAMJOdujN5RwYbMmHmg2iA6WquUzWb6ebFlp5SmmEYSAna2Om5qa8IUvfAHd3d1gjOHaa6/F29/+djz//PN47LHHcOmll+Kmm25CJpPBn/7pn+Lf//3f8R//8R8AgM2bN+OWW27B2rVrT9mOBx98EH/8x3+Mrq4uFItFfPrTn8YDDzxwyu0S9cNohS35Ryb1ALBrQ2voeGDCwk0HBjHpmmdzWHXHpGvipgOD2LWh1b/xueuKdvQeHMYNF7SgwoVfd21oxce8Nx/vuqIdOmP+g0lA+PfjTwzh6ISFYnMaHz4wiBsuaMGO/kEUm9N+G7rO/DdjZD9qGzv7RT1586qWSSp/25PDGJl1wBjD6+NW7PrNBwbRu7Etdjw658TK9h4cxq2XiRv03o1tvg3y+u1PD2PXhuD6jv5B6IxhYMLCrg2toXbuuqIdAxMWdvQP4tbLWmPnZVs7+gdxaXs21DbAUOGa/4ZMtP+bDwyCaTp29A9itHLWtoOGQWp8YMLCnZvbY3HiZk//o3MORmadmN+lduXxrqeG4WoMNmeocIbXxi0MTtn4+BNDfh9zjua/GZSkW1VrssxtTw6H1qEse+uTQ9i1oRUW12IxbWf/IBhjvq5uPhBeP0n9LVbbGhhG55zEcju8dRo933twGEcnLLgaCx3bLoutkZFZB6+PW9jSnff93LuxjeJ0ApOuiRk7iMVRjdic+TpWr8k53bWh1X8wqZ6PamRkVqyBaJySv0fngvWRpOvbnx729aOePzbt+G/Oqf3JfnZG1titTw5hZNYJ2avuGyOz8fgdjfXHpp3YniBtS/Khas9tTw7jzs3h8Yn9UIv5TY3x6vp4fzEfKtMosTqaS0n731/MJ45/YMLyH0zKc1JL6vxK37saC8W8aDxTdSA1LY9lLOw9OAzbZTg6Ed/zP/L9QV87SRrd0T/ox5yoBqWNN1zQkpgjRPcCGd+OTSfHyd6Dw5h34nFb9pFkf9QHFA/fGqMVhjlH8/2ZNJ9yzqOxQOay0TmruCym/52KnqJxKek+RGpOjWmybLV9eddTw7F4GG339XHLP5ek+489PrRg/ANq5+fqfpAU52WekbQXybiqrrc7Nwd5ssW1WFt3bo7HCHmcZGO1fU3Nx3s3tuG2J8W6bfSYLO2PjlN9PTBh+bmoLHvL40LfUltJOaFcG70Hh6HryfdX1focmXUSc9Vobpqk46Q9YNZhmLLFfZHsK+qL3o1tiTnG0QnL27uYH3drrZMd/YMYr4h1XmxO++vhzs3tvm1RXe/oH8S8w3w9q/m29HF0HbVmzAXfs6i41XO+qK4bQcsL6Zg4NxitMMw6ye/TJeU8Nz426F9vFJaq5TNZvp5sWWnlKaYRhOCs/edklOPHj+PVV1/FZZddhnvvvRfveMc7/GtNTU1Yt24dXnrpJVx88cWLau9Tn/oUOOfYtGkTvvrVr+Kd73xnYrmXX3451Nc73/lOvPzyy1XbPXLkyJLOr1TqyR+tF25ach25OQDAqoweOpbXZyo2/vPowuM8cuQILrrooiXbcKY53XNU6L4UAxNWyF/ytfxowKTr8rzKwISFJpPB4vDrD0xY/vGqjA6mIdZPtA217SS7kvpkGtBkssTrOtNix9XKyr51piVelzbI644r+m0y4+XUNpPOy7ZsHj6W5tbqX9axOXDkNwtrot60vBQdn6rmpcYBxOZV+lPOC1Dd7+qx5f1BqJx/tZ7U21vRebWy0bWjXmMaYno7ndquVk7qOnq+yRQfb6IeOy5iPpRt2zw4J/uuFqfrTcdAsj7PRJxmZqqqRpLiNFBdV7ViKQA/nql1VY3VaiNJX9XibTQeJtkS7StqR7Rvtc9oOWlbrXVWbRzy4w+rra2ov2weLhON1fWmZanZ1gs3JY7R5snjrza36r6o+lP6ZaE5qHUsY3Ctvmv1ocacpDmXsW8x9kVjZNTOWppZbB9J8bBe8vV60zEgfNN64Sbf9wvFjFoaUs/JvCvpfFK8WUycWUzZWvFQomppodhc7fpi8vNonhC9Xm0vShq7mispoTtmb/R8tfW9lLgu85RGj8nqcdJ+ulB8ruXnpcTDxfQZzU0XuwfY3tcLLHSfV22csn7Uhlr7Q3S9L7R2bB7O/RdaBxZf2BcWX/xaUrVcbzoGgphczXeLuY89l6iX/ftMUOv9u2rrV8ayqA7qTcuLiclJWj6T5evJlpVWfrFl603HwPK8d1HvrIzx5pZco5pfaum4Lh5OWpaFT33qU/jYxz6Giy++GNPT0+jo6AiVKRQKmJqaWlR7//AP/4DLL78cruvi29/+Nnbs2IGf//znaG1tjZWdmppCoVCI9eO6buL3TiY5s14fPp0t6s0f5bfw9aHdBdPfJE7MOaFjeT2XMrB6gXHWmy9UTrddU5qB7oIZ8pd8Lb9jJun625vNRP9OWxwmg1+/u2D6xyfmHKzOGbF+om3IetEy1cpPWxzcBaYtnnjd4W7suFpZ2bfD3cTr0gZ5XddEv/OOGyuntpl0XrZlsPCxNLdW/7KOweoz6VmIxdp8Otai1PjAhBWbV+nPE3MO0t5EVfO7emyy4Ptmpr0nlWofmqa9JZ1XKxtdO+o17iKmt9OpbRW1nK4ln5+2OAyG0LGuIeZD2bbBgnOy78XE6Xohqs8zsX9MaQZsxGOxRE+I0wCq6qpWLAXgxzO1rlwjC+k6SV/V4m00HibZErU3ake0b7VPeV6Wk7bVWmfVxiG/a7Pa2or6y1CebTRCrJa2lavED4MBFTt+rdrcqvui6k/pl4XmoNaxjMG1+q7VhxpzkuZcxr7F2BeNkVE7uVtdM4vtIxoP6zlHrQcuuugilDXAsgN/1ooZtTSknpN5V5KekuLNYuLMYsrWiocSVUsLxeZq11WtLmRPNb9V24uSxi7jtew76u+F5max+1rSGpd5Sj2vo8XEZPU4aT9dKD7X8vNS4uFi+ozmpovdA+Q4Lbv2fV61carxvtr9ZbS/6HpfaO0YDJi33Fg/1cqbbGFfmGzxa6kRtFxLx/Vs++nmXN+/a71/V239yjVa735ZTExOGsOZLF9Ptqy08o0c05bjvYt6ZsWM96dDS67yVvxy1v9XmHOOP/iDP0AqlcI3v/lNAOI/JScnJ0PlJicnkc/nF9Xm+973PmSzWeRyOfzJn/wJWlpa8OyzzyaWzefzob5kP0kPJonGpCPFl/yzr6eE7oL4U/09h8uh4+6C+O6eZs2q1e2Ko1mz8Mj2EvYcLuPeLUV0F0x845fiu5gee3UcKSb8uudwGQ9e1+VfdzjHI9vD/n3g2i6sLZgYnpzHw9tLeOzVcezrKWF4ct5vw3E49nv1ZD9qG3t7RL29PfEySeXv21ZEZ1YH5xzrWszY9f3bS+h78WTsuCOjx8r2bS3i/pfK2NsjyuyN6OfeLUXsORxc39dTgsNFor3ncDnUzjd+OYbugvjs+ftfKsfOy7b29ZTw8thsqG2AI8Vc3LetmNj//u0lcNfBvp4SOlL0PVQLITXeXTCx+9BYLE7s9/TfkdHRmdVjfpfalcd7rilCczkMxpFiHOtbTJTyBh64tsvvI6O7eLiGzlWtyTL3bSuG1qEse/+2Luw5XIbJ3FhM29tTAufc19X+7eH1k9TfYrXtgqMjoyeW2+et0+j5vq1FrC2Y0FweOjY0HlsjnVkd61pMPD0w5fu578WTFKcTaNYs5IwgFkc1YjDu61i9Jud0z+Ey7t/WFTsf1UhnVqyBaJySvzsywfpI0vW9W4q+ftTza5p07LkmvgZkP3sja+z+bV3ozOohe9V9ozMbj9/RWL+mSY/tCdK2JB+q9ty3rYjdh8LjE/uhG/ObGuPV9fHs8FSoTKPE6mguJe1/dngqcfzdBfEdZklaUudX+l5zeSjmReOZqgOpaXksY2Hf1iIMjWNtIb7nf+/6kq+dJI3u6yn5MSeqQWnjY6+OJ+YI0b1Axrc1Tclxsm9rEWk9HrdlH0n2R31A8fCt0ZHiyOiu78+k+ZRzHo0FMpeNzllK4zH971X0FI1LSfchUnNqTJNlq+3Le64pxuJhtN11LaZ/Lkn3D17XtWD8A2rn5+p+kBTnZZ6RtBfJuKqut92HgjzZZG6srd2H4jFCHifZWG1fU/PxvhdP4r5tYt02ekyW9kfHqb7uLph+LirLPnSd0LfUVlJOKNdG39YiHCf5/qpan51ZPTFXjeamSTpO2gOyOkfeEPdFsq+oL/pePJmYY6wtmN7exf24W2ud7OspoSUl1vnw5Ly/HnYfGvNti+p6X08JaZ37elbzbenj6Doqz1kLvmeR0qrnfFFdN4KWF9IxcW7QkeLI6snv0yXlPI/eUPKvNwpL1fKZLF9Ptqy08hTTCEKglctld+FiZwbXdfHpT38av/3tb/G9730P2WwWAPCd73wHDz74IJ588kkAwPT0NC688EL86Ec/Cn2s6w9/+EPccccdeOGFF2r28973vhf/P3tvHl1XceaL/qr2cAbNlmQcScY2k7FNuwmQC8FNOlmNsUHmGrCTJtDgp0dWJ/cu8lghncdLbsjLZQgrA5ckrPSQtXhqxx06g+3gh8XofknoOIQOEDppIMQN2FhWjC1ZR/M5e6j9/qiqvWvvs8+RZDDWseq3lpa0967hq+/71e/76hzp6Mtf/jKuuuqqsmdXXHEFbrzxRmzZsgUAsG3bNmzduhV79uyZ8TrmzTvmM8Rc9IeZyWC278UPOvxjAk3Kk0bBARxGYNMADcRFwKZPGHPRFycShFKMBRYCEDAQ+EGAvBHAYwS2AZiUYNTlkSAEcBiQMYCsARQ9oOgDlgGYBCDgf13SZAOjLm835QHNNlBw+BgZAygx3i5r8Hh5Ae9v0Wj8ks+f5Uz+kXquD2RNfs8NAIsAhqAHAe/vg/fzGbcpS4Epn/e3KFBvAmMub2+IuXwxHyV8LfUm72OL5/Iv5CgAhsi2OpPbQcHbs4DPB8LXbIr5Cg5gG/wvb0p+fKxGGxh1ouuswb/bhPtI+sYQfQICLLCAIYfz+1T/h9vv1l6UHHcDgrxJUGScTwYF8ibg+PxjnwzCv/uK31tsoOAKXREcp5THCuBxKYmPjXLFuPUW71v0+b2MwnOLcg6UFK6pPEfAOSA5i4CPnRHccPxI43IGH7Pox/kt95En9oFFOSdnyu16i4/JxLpYwPe+bJfmEx983JwBjLvRdYYCTsDbOoz7RfogQ4HhErcxQwN4/sx1eq7iROUPQilgZTCs6IUvOJozuR6OefyZ/EhuS/h/0gcMACCcPwYF8gaPhyM+rtOiItsK/ZJ/Oc+CaD6DRH9B6DIgb/G94rI4j+pNbovPuPaZhPOUiS+Div3h8X1kGcCkF9lMRBsWcD4alHNuxI3ygNxDaVpPCede3uRrKQmum8JXk15kq2pPSewjkwKTLl+fxyKfNVl8rXLPWhRosERuU9bfZpfXIrWk1WYmg0GHhvrRZHFdsQ0AQbR+k3I/Azy+kgcZynWj6HO/Sr2pN7kW+Iz7OmdG48kYTvpRTraVazm3Dz4+ADSYwKgXz+NBwO3yAh63vBXpskl5bTJUjOKs2ihrlxE34qAc2zb4vFLTDbF2QvicyVwt9a/e5H1UzljCPosECEBQYhGPLRrA9XkdZpN0PZxvNerxwsxkMMEopsR+NylCX9uGyFUe10apBURoYdYAJlwea5Nyrsp8p8Yya/J2dSJ/M/A+UsvqxBwyvkaiPpzwI27mBFc8P9IkqWcGUWpfMa7at0FolaxFZc3hKvtCavO4F2m7HN+iPI9nKH8eq71ZeT4IIM4ALPKFXFuDxf2s1jIZsVfk2mWdILVd3SOyHp/yuA0s4OPJ2sEi0byxM4TId9IHss4oetz3NuWaYFKgyaxdTeY5heeYIOD1qCnqTVP8rPoZ4pn8aG6bch+Pu9G5wqLx2tIWtaBNefxyBudeyY+fmaa8qMacFPHMyBqXReNJbc8Y8Xnk2VDWMjJX+CKezfw1X4x7kZZ6QaTLMgePeVyzAxLx1RZaO+lx+y3Kz6V1JjChcJwFUY5vs/n5KmtwHjXaPPe5PtBgI9QSqReU8JzhMGDMieqdSbEPij7fV4HYv3IfBeBrG1bqBDkXY1G93aicneWcmcQ5s5bqi3Ie147t7xbmQ/42Mxl4oKkf9Tei1Gw5UV8CtceD2XL5RLafS7bMt/aniqbNB11SMV/W29w7+7+cLPR0zrrPSf1Y19tvvx1/+MMf8Mgjj4RvTALAhg0b8KUvfQm7du3CunXr8LWvfQ2rVq0K35hkjMFxHLiuiyAIUCwWQSmFbds4ePAgDh06hAsuuACMMXz3u9/F0NAQLrnkklQbrr/+enznO9/B2rVrQQjBd77zHfz1X//1e7J+jfcOxyPuzYA4CQBeCahXroOT9pb+3EbAGOqR8LX8VB2Pfws/XDlQnvvcv/UE/NSkogQ0gt/PiOtwDI/fK0sMAR8zL9rkgOhdj+TPSvsk8rItU+YXtsABmpQ11qltIa6FfaEt6rpV21xAnJuRFd/3vcbXVCc4BxdoS46vjqX6RYwtERP6IPruiz5e7dU+Jw0xjsv4KjHKVOwIBCWFMwn+S+TUPgRhHC2k8FxwoT5pSwqXY/tKjBnyO4j618m2kt9++T6Q+2pG3HaEfQLJNaT6RIwLX+x95bqMy8pa2xQbAa3TlRAwBpSmUPZB94LDgBITiaQGBijjTnhfiUle3kvGQr1WeF72zAUGJWfS3meWe6CSTiOyp0HaKzmn7JWKWi/XI3ge47oL2JXskT8zIK+uT9rg8DkyiXsLEuv3hEbv+0/ug1rTaq9UitmPEtAAhH6KrT+pW8q9OuU6DwBupAUNShzrkjGsdC0h+vkihyfzeKxmEDFU19Km2K7aCCDiGVBeI7Bp1i7HUvoHfgpnEv2SPFbH0np4/PBKJWQAvCW1KCUvtiQ7KdoR6k2iTkitH7zkQNEc4blE1oFK39Q55LVS96WNG+vr8DdZQw1U94DKKVfYo44ZAPt+H/kotDdZbyft8Mp1u44k7qc9l/lHns1KiT2itpV5QNogrsvWKedgUT2elmdyoo+XtnfnMJKa7KlnB/V8keJnID03xs51rLy2zAORfxmvZ2P7B3Htzif0LRYHFu2T2DylhB1qbco4N+TaVC2tU8dwUupRZZ02EDvL7ntFcD15vhSvGzSJ9vLsGu6ztLOCWEMGgs/CL/nkPlDtEj8HpfhrFkirq5NnRKAsxrVUX6TxWOPUg3z9Tk2L8hyZrNlqlQOSy5jhPjyR7Y937Jnuw7m01nfS/kSsd7a2aGiciqAna+K33noLvb29+N3vfofly5ejs7MTnZ2d+NGPfoS2tjZ873vfwz333IOlS5fi+eefx0MPPRT23bt3LxYtWoSPfvSj6O/vx6JFi3DttdcC4P9D8vbbb8fSpUuxYsUK7NmzB9u3b8eCBQsAAL/85S/R2Rm9i9vT04P169fj0ksvxQc/+EFcccUV6OnpeW+doaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaExD3DS/nLy9NNPR6FQqPj8wx/+MH7961+nPrvssssq9l2xYgV++ctfVhz30ksvxaFD0Z+lEkJw11134a677pqh5RoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGseDk/aXkxoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGvML+s1JDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ2N9wQn7WNdNTTeCcxMBrN9b33QATwGmBRosxkKDuAwwKZAA3ERMHZijJ1HIJTCMWxMeCT0dc4A/ID7mgVAvQUEAVBigMsAg/A2BuFjjHtRnOpN3s9hQLMNFEQMcybgBQAJgABA69mrMWkCPgNKPmBQHteMmBsBMOVzxjBE42cM3l7ep4Tf9xjvExDA9YGsycfxhL0UfA4v4M8tA2iyIvtMCmQNvp4Si+6RIN7PoIAlvko+4Ih7eQPoWrEaIz5vK+f0wX3l+NzeRgsYd7mdBgGyNO6/OpP7fMoH2iwfnuO8x4yoLRBKMUUsFBmFx3hcskacqzYVXBX/sNygPAbS5002MOkBUx6/tkW8Giwey0kPMMDjxwLOOZvy8Uo+kBHjTyV4GQRAW4LnWZPfd5R9pPbzlfF9xvmTN3lfBJENWYOvT+WaytO8xf1T8vk4FuWcB4Apl7eVc/uJMVgQ7cm8mc5rBqDNBo653GfS10Uv2ltewOc2KL9PSOTjVtOD77rvHVFqHIRSjAU2SgwwKUGDBYx5kSZlRKxGXc5dU2gUAeeaHwALMjx2w4omm4K3HgOaM5zrBLy9LfVQcMg2OC+llvkB16sS43aYlGv+qAu0nLUaBcFjV7STey5Ne+tNPjdDtP8kz9Q95yjaXG/xNqPKXqaEt2+wgDG3vG8QcB6q+9cXNpGA+2TCU+uOZB0Sv260gBE3GqPO4OOOCR+MUaDFYvBKpZNBm+OCmclg0KFhDHMmMOYAC7LAqLL2ZhsYcfjezxjcz1Me1x6PxXNjUcTNplE7qbWSO4TE+9kKfyUX6k1+/5gT18yM0LdJL4oFFc9yBrBw+WqMBlF7k/A2NuWxUuPnBHHOmzSy1xI/ZwxREym2GoRz3DIAi0S1qkGAos/9ZIq2JfGsyfDhex7GAgsOI8iahOs6C5ChQANxUutcrgdWaj1c7dl8gsrjERG7SZfzmQU8HlTkMyrynqPoWMGJaxAR+brEODcyBuenvJY5liDiuFpTFxnP25KjDbbghdRwA7BJVA9K7k26XOuKfjSe1EjJ5TqLj+so+YAIfZNa6LGoLnAFH2VdvuDs1RiVdYwXaZuqrQYR9QkAEG6vtN824n3rTWAisbYg4M8tyuugMYc/a7CACTfaH+q5Qdbl427kX5uImoyKc4rP1yHPDHI/1plcr+SZQNbuBECTWXuaDFCcvnI1JsT5SnIwZ8TPEDaNdE7WxCqPSooWNdo8JnK8vCXqSiXmRaF3BgU8JfcbJMq3Mr/mRR6X/fMm/9kVNYgpbPF8wDTi+bcusY6cyc9HBSeaR61BA8Jzdlhvg7cv+XxeSuL8zRl8H6w4b3Ush8v8JvP7iPAHE3ZJ/2YS9YfUhgW2qKECIG8wTPk0rM2zBm9PAGRM/r2o1PLSJ5ayPnnGlbWS1C15Piz5fAzJ81ristTkZlFbtNm1Y7vG8UFqV3Lftdlqq9rjgeSy+hpltTWcyPbHO/ZM9+FcWutcW+9sbdHQOBWh35zUqDnw4gTg5fjM8PuRAJv6+nFg1MXGM+px58Xt4fWSRguPbOjCGTlvXr7o8m6BUIohZmFokmGz4tsd3V3ImQRX7TqIv+jK4/P/pRWjToDrdkdt/r9Ni2ER4MhUEIvLju4utOcIBsZcDJomNvX1Y1HexH1rFuJbvxnCp89vxS17BrAob+J/feg03PDEobDvj6/qRGuOIgiA4VKAe547GraXbbZ3d+GHrxWwfmkjHnxpCF/4QBtKLMD9LwzhMxe0YstTA+F8PU9H/X50ZSdKLMBNT/J7f3NBC65f3hyzfXt3F5ozBH/zzBHsemMcSxotfH9dJ3IWcN3uyM5t6zqwIGuge9fBkJ9fWbMQQ0U/HH9Jo4WHLu/Agy8N4bb3t2JRnYHP/+II7ry4He1Zgv/jZ0fwhf/ShnqL4ioxjrShNUvw6OtjWNNZj3Mbbf0GZQUQSjHgWvjjhI+epw9W1IrHNi5GzoxexD4ynsLZLMGNT/wRhye9kGPXL29Ge47gOy8NY/3SxpCHMt5vT/p47M1RfGp1CwqlAHcLvj74UjrPk5yXHLw7hee9aztQZxL8eN8I/nJ5c2wvTMfvRXkTD374NIy7QazNtnUdyBoEn/7Z2zg86WFHdxfufu5oyPWtV3QgbxJ89LFDM+L1nRe347Q8wR8nAvzz7wu4alkjPr/3CA5Peti5oQtddYS/ge8Cvz48idMbs7j9mWju5Q2WfoNyBiCU4o0pE9fsfgsHRl1860Pt+LOu+pge79zQCQKCa5V7vWs7sDBv4H/sPYKrl9XjmjPzeH0sCDX5ocsXYcoHNvf14xMrm9B9RgP+5684z57YP4qeVS14e9KPcejh9Z0wCfCxxw+l8nBHdxf2HhrHbc8cDfXsP4encHZLLtxz3/pQO9Z01pftwZwJ9L5cKOO7qo33KHx9bONilPwgtuaHLu/AE/tHU7Vd9lX3r2r7P1/ZiUabhrou7frBawV848VhHPnrM2J1SfL5kkYLj1+zGEUvbtNPNnThnMZMTRxYzUxGrPFAzHfjjodCySxb+77hKXz8icMh3/7p1QL+akVzzK/JuPWu7Qh1Qmrtx89tAkBinJb8/ceXh8N8f+fF7ViYI7jtZ0em5cfWKzrw70cm8Wdd9bjrV+V8enh9J5oz8fy7c0MXfBaEGpi0t9Iapa3/64Uh/Ev/ZMiLnlUtKPrx2kmu+apljTi9wcC4Y2Lj7oOp+ymtzs3l64QeHCxrB6Dis/lUK6fxuFLsknlP3ddq3lc5dnjSr5hjl9QbOFos14l9w1M4qyWHzX39+IuuPP77ny6Iteld2xHWiepe2XtoAuuXNYQ1+sYz6vHFi9tj18map3dtB07LG9hzYCzUWlkXFP2oTkjyTeV6Uttk3pf54ePnNpftV7Xv3Yk9X29Ftcf27i783b8fw4IsLdPqZF/Z9l/6J7FtXQfacgbqDOD1ET9cx9cvWxirUeT6G23gsh8fjN2vtwgKFsWSutrRZAbgaIlhygOOKHkr7RzTt3ExRkosdrZK45HMoQXRdjo+7NzQiTEnwJanymvBL17cXpbn5fijDsP1j8fPT+05A38cidaRxuEdcNHL0AAAIABJREFU3V3IWwSf/0W51st5P3NBKx54cSisu++8uB0deQKHAQMTQVkNsKyBlOVwlV87uruwtJHg0h8djO21H77G6xLVd2odfEYjwdBUgClK8PakF/Pnt34zhK+saYcXEAyXgtRctG1dBzI0qvc395Xvq0V5A1+6pL1sz52WN2qCy2mavKO7C+c2zX3bNY4P6mt/abXzuU0k1rZWeDBbLp/I9nPJlvnWXmuahgYHPdkGaGjMFoMOnfWXLGIAYMvK5tj1gVEX1+zux1hgncxl1TzGAgtFn4QHIYD7dlNfP/aPujgw6uKzF7bCZdGLhrJNySfwAloWl019/fADio6GTPjsjota0fP0ALasbA4PZHdc1BoenmXfo1M+Sj6Bw7hNanvZZnNfP3pWteCWPXy8QfHGyZaVzeGhWc6n9htU3mABgJ5VLWW2b+7rh8sItqxsDu/d+OQhHJ7wY+3kOCo/9yv3ZTtpY8/TA3hzxA15HBCKLSub8bHHDoV+Vm0o+gRXn9mETX39GHSNE8iA2sZYYOGNETcW6zSt2D/qougTuKwyZwNCccdFrTGOSS5LviXj3fP0AHpWtcBhBJsUvlbieZLzco40nvc8PYDBoo+eVS1le2E6ft9xUSuOTvllbW56cgBHp/xwnXJu+XzLU/z5THkt/XPdbu6vnqcHwrGv292PKZ/CCygcRvDBjnrc8MSh2NxDnv5dq5lgLLBwjaK/V5/ZVKbHhyf88A0xeU/Gf8vKZly+pB7jHo1pMqU01P4bVzTj2t0Rz3pWtYQcV8e84YlDGCz6FXm4qa8fV5/ZFF5v7uvHBzvqY3tOaluyHyE0le/qWCpf94+6ZWuWtqdpu+yr7l+1zcfFC6hJu3pWtQAAJr107ZDPD4y6eHOk3KZrd/dj0KmN0j1Ze0nfLWvKpK79gx314XXP0wP47IXlnEjGTdUJqbWHJ/wyTstx1Hy/qa8fXkBnxI8tTw2EeyWt/Q1PlOff63b3xzQwaW+lNcrrz17YGuPFfjFmWg3T8/QAHEawcXe8Tpquzs20vi+mB2q7pFbM11o5jceVYpfMe2r8KnGsWo4NSLpOfLCjPtTbz17YmmqfrBPVezeuaI7V6FtWll+njbV/1I1prbRZrRPSeKzmaFXb1NqmZ1VL6n6tVFv0PB2vPTb39fNYpGh1sq9sK/375oiLgNDYOpI1ily/H9Cy+0enfOwfdWtKk485FCWfxLQGSD/HSG1LrjvJI5lD1fq0Gh8OT/jhGUs+l5xIy/NyfPnGpLx305MDCECmrds39fWH+yG5D+W8W54aiNXdm/r64QQUDkvPY+MpOVzl16a+foy7NGaX1Ouk79Q5R10KgNe6SX9uWdkMQiiKPqmYi256Ml7vp8Vgy8rm1D1XK1xO0+RNfbVTG2nMHpVe01Njr37VCmbL5RPZfi7ZMt/aa03T0ODQr+Zp1Bw8xj9yZTaQYg8AC7JG7Fo+dxjhn5OicVxwxMdapfm2zuLJ1aAkvKeCio94SuvrB/FnMn5qHNNiWmdRiOnK2qvjG5SEz9PaVhpbvSfHSI5NCcJxk76odE+1I9lO2lJnUdRZ/J7HELufZoP0n8egOV4BDiuP63S8qsRZGRN5LfnhB+VcSbaTP0/H86RtKo8r7cG0NtPxuxofJQ9Vm5PP09aZHEfa4LHKe1LqPhUf15j2XHN7ejgsHoM0Dif3ARCPt8uiewCPrar9ckwZV4OSqmPKMSrpv3rtzcB+qXsg1feEytdK9lXSdtl3uv2RNh7AfVhpvulsqhWuJ2MFpMdQva9eT+f75PVMuJbUQD+ozL3kPElep40/k3tpuaGSrTNZlxxD3YMzrXMZNSu3Q6BrZVTmcbXYzbRtkmPJ55V0QrWpmh11VvxeUi+TPKnG7WQdrto83R5KalsyP0zXN622UGuPSmeLtL5q2zqLxnxZbf1e4o+F1VjXkibLOmom55hKmjNd3TAdHyqNK/ul8b5Sn+S5s1oM5bmp0rzJ79Jfs8ljKr9UzsyE77KPenZV+8paK9knba0z2Vdp/WqBy1VriDluu8bxQX3tb7r6EUDN8GC2XD6R7eeSLfOtvdY0DQ0O/Xa8Rs1B/q+e2XwtaYxO6MeKfuwa4M9tOtu3PDVU2OL/7KT5dkK8mu2zILUNE//7I62vQeIxlPFT45gW0wmXgQWRTZXi7rMgfD7hshmPrd6TYyTHZgHvn+aLSvdUO5LtpC0TLgt/Nili99NskL41teJXhE3L4zodrypxVsZEXkt+GKScK2q81f0xHc+Ttqk8rrQH09pMx+9qfJQ8lNfVuD4TXpu0fE+qPjXE/9KR7ZLPNaaHnciHaRyeLt7JvHqs6Md0XY4p4+qzoOqYcoxK+q9emzOwX+redHtC5Wsl+yppu+w73f5IGw8or0uSz6vZVCtcT8YKSI+hel+9ns73yeuZcC3JCYNU5l5yniSv08afyb203FDJ1pmsS46h7sGZ1rmUeRXbJbWi0hinOirxtVrsZtr2WNGvqiGVdEK1qZodlTgskeRJNW6rfZM2T7eHktqWzA/T9U2rLZJjz1Qv1H014bKYL6utP6m78n7as7kKeX5mwczOMZV4OV3dMB0fpqsF03hfqU/yTFkthtXsSvtupryGIPtU0wW1TdKuajyVfdSzq9pX1lrTnWvVXJc2z2x4PhcxkxpC49SC+tpfpdirX7WC2XL5RLafS7bMt/Za0zQ0ODTlNWoObTab9deO7q5Q9Le+UohdL2nk/0engbjVptWYBg3ERdYIsD3hW/5/NywsabRw/wtDsGiAnRvibTJGAJOwsrjs6O6CQRgGxkrhs68+P4TetR3Y+koBD13eEd57eH1nrG97zkDGCGBTbpPaXrbZ3t2F3peH8dDlfLy2rIFt6/jPW6/oiM2n9pPt5L3el4fLbN/e3QWLBtj6SiG89/11nVhUZ8TayXFUfi5V7st20sbetR1Y1mSFPCYBw9ZXCvjRVZ2hn1UbskaAR18fwY7uLrRZ0Ys0GnE0EBdnNFmxWKdpxdJGC1kjgEUrc5YEDF99fijGMcllybdkvHvXdqD35WHYNMAOha+VeJ7kvJwjjee9azvQljXQ+/Jw2V6Yjt9ffX4I7TmjrI38Xz9ynXJu+XzrFfz5THkt/bNzA/dX79qOcOydG7qQMxhMwmDTAM8OjOPh9Z2xuVtN74Rz5FRAA3HxiKK/j74+UqbHi+oM/CRxT8Z/6ysF7DkwjnqTxTSZMRZq//dfLeAnGyKe9b48HHJcHfPh9Z1oyxoVebijuwuPvj4SXm/v7sKzA+OxPSe1LdkvCFgq39WxVL4ubbTK1ixtT9N22Vfdv2qbf76yM6br0q7el4cBAHkzXTvk8yWNFpY1ldv0kw1daLNr4//9JWsv6bs3R0qpa392YDy87l3bgftfKOdEMm6qTkitXVRnlHFajqPm+x3dXTAJmxE/tl7REe6VtPYPry/Pvzs3dMU0MGlvpTXK6/tfGIrxYqkYM62G6V3bAZsG2LUhXidNV+eWhv4Y0wO1XVIr5mutnMbjSrFL5j01fpU4Vi3HkiBdJ54dGA/19v4XhlLtk3Wieu/7rxZiNfrWV8qv08Za2mjFtFbarNYJaTxWc7SqbWpt0/vycOp+rVRb9K6N1x7bu7t4LFK0OtlXtpX+XdZkgQQsto5kjSLXbxBWdr89Z2Bpo1VTmrzAZsgYQUxrgPRzjNS25LqTPJI5VK1Pq/FhUZ0RnrHkc8mJtDwvx//BlXFbtq3rAEEwbd2+o7sr3A/JfSjn3XpFR6zu3tHdBZsw2DQ9j9Wn5HCVXzu6u1BvsZhdUq+TvlPnbLQYAF7rJv259ZUCgoAhawQVc9G2dfF6Py0GW18ppO65WuFymibv6K6d2khj9qj0mp4ae/WrVjBbLp/I9nPJlvnWXmuahgYHKRQK8+tXYE8A9u3bh7PPPvtkmzFn8F74g/9j7Nm9tz7o8D+bNylPAgUHcBiBTQM0EBcBe/cTwHzjBqEUjmFjwiOhr3MG/+g9h/Hf9qy3gCAASox/tJ1BeBv5FzLjXhSnepP3cxjQbAMFEcOcCXgB/6SDQPwWacYEfAaUfMCg/C+EMmJuBMCUzxnDwO8ZhD8vKfcp4fN6jPcJxEdIynE8YS8Fn8MLANcHLANosiL7TArIT5IqsegeAe/vBdHa5W8ClnzAEbbnDW6P4/O2ck4f3FeOz583WtxfgRg3S+P+qzO5b6Z8oM3y4TnOe0mHOYWZ7EVCKaaIhSLjH21kiTiqXLUNwAAE+Xi8xt3I5002MOkBUx6/tkW8Giwey0mP92fgsaGEcxWEcyAj/kJwKsHLNJ5nTX7fUfZRGs8tyvv4APIm74sgsiFr8PWpXFP5nRe/zFfy+TgW5ZwH+DoNwvfklBfNKcdgQbQn84KPjs/bURLZ2mYDx1zuM+nrohftLS/gcxuU3yck8nGr6cF3T70XzE9U/iCUYiywUWKASQkaLGDM47E2KOdg3gRGXR4r+RvLBJxrfgAsyPDYDTs8LlkTMAVvPQY0ZzjXCXh7W+qh4JBtcN5LLfMDrlclxu0wKdf8UVfZexRwRTu559K0t97kczNE+0/yTN1zci0G4XmJgs8neUbFX+o2WMCYW943CDgP1f3rB8JXAd8TE55adyTrkPh1owWMiPktA6gz+Lhj4l7GAFosBq9Uetc5caJgZjIYdGhUD5jAmAMsyAKjytqbbWDE4bHOGNzPUx7XHo/Fc2NR5FSbRu2k1kruEBLvZ4t7KhfqTX7/mBPXzIzQt0kvigUVz3JifhJE7U3C29g0ipWMnxPEOW/SyF5L/JwxRE2k2GoQznHLACzC+SbvF33uJ1O0LYlnTYYP3/MwFlhwAoKsQbiuswAZCjQQp6zO3bdvH85Zvpz3SamHuVakP5tPUHlsGTx2ky7nMxP1nMxnVOQ9qaeydlU1iIh8XWLR3iaIrmWOJYg4rtbURcbztuRogy14ITXcAGwS1YOSe5Mu17qiH2mf1EjJ5TqLj+so+YAIfZNa6LGoLnAFH2VdLmsnQ9mbjVZcWw0S1QAAt1fabxvxvvUW11GZB+R+mfJEjSY0xaDcvgk32h/quUHW5eMe31OW8NGkx/v6ojbJmQjPDHI/1plcr+SZgJIoJzaZtafJAMWE0FFH4WDOiJ8hbIPz1VfiqvKopGhRo81jIsfLW/yZGvOi0DuDAp4fr1NlvpX5NS/yuLQlb/KfXZG35V9IeT5gGkp9akQ1gpw7Z/LzUcGJ5vGUeQPwWMocH4C3L/l8Xko4f9U9OOYCi7LxHJ4zgXHBxTYbGPGis69FI/9mEvWHtGmBLWqoAMgbDFM+DWvzrMHnISTSi6JSy0ufWMr65Bk3qVvyfFjy+RiS57XE5WRt0WbXju3vFubba0zqa3/JWjpC7fFgtlw+ke3nki3zrf2pomnzTZfmy3qbew/Nuk+hp3PWffSbk+8C5gspZwrtjwjaF+8NTkU/n4prOpk4Ffyp1zC/oH3Fof1Q+z6odftV6LXMX2h/TQ/to9qAjtM7h/bhycd8jsF8Xft8XfdcxnyLyXxb72ww33wzX9b7Xr05SWfdQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ+M4oN+c1NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQeE+g35zU0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NB4T6DfnNTQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0HhPYJ5sAzQ0AMDMZDDb98oHHcBjgEmBNpuh4AAOA2wKNBAXAWMnxliNdwRqmhj2LbgMsChAAAQAmm1gWIlpow2MOYDL+DOHASUG+KKfQQFKgCwFFi1fjUGf38sYgEGAKY+PlTcBL+CTmAa3wWX8mUE46wLCfwaie5M+YAAAARwfyJqAH/D5DQpYBJj0uK0W5fcDAFkDGHP5/XoTmPCBBgsYdTg3JUcdFq213gImPMD1Acvg452+YjUKPsACvk4KgAFosvm8GQqMe9EY6vOhIrfRpvyZHwAlX/jOAJosoODwcVkgfABggenBd933kg41C0IppoiNKUZggPvPF7GS8aWCVwbhPHcZUBRcsgSHxlzOGS/gfVjAY2YQoOgBeYsPXmJA54rVGGGCJ5T3A4AiA0jA4583+TzhWGJuH7wPEOd4hvL2BLw/CyrzmyFaW73J+ddscy7ZlPvAY3w8uRcBYNIFbIOPdc55q2P7vM0GhlygQdgt9w4lka/9gI9FwNdOCLdBroMSgFI+j0Ej3zoMcFkAmwTzOidEmhvAogQLTA8jnoESAwxK0GAyjHsUrhKTQSfSlCDg/s0bPOZSR6Su1Zucnwbh/PaERteZwJhonxW65gY8zpKbdYJHci4W8HFMyseyKHD6ytUY9vj8U76SIyzOF2m3LbjcaAMjgmM5odsQ+0PuSYdF6zBFvjDFniJiHa4fz0Vyj/hBxD0fXHNHFU7XizkNsVdKPm8fgI8p90ajEa9jWoXfpV2tFjDq8/4tZ63GCAVaLQavVDpJTJo9zEwGEz5F+zmrMSjWWWfyOMc0T+hUQHgMil6kI7JOIIh0NRD9KeHaMSHa58TYJT/KgbJfvcU1IgC3I29GeVjyIW/x7yW/nBv1JuffgrNXo6DkZFvUI0U/0mFf6LjMtZ5im8PiGm9RPhfA7csYfF1THt9jKudtg9cjUpN9cA0HATw/AAXQQJxUrSOUYiywRA1CYNIAjUvOxTgx57U+zgRmJgMfcR7nTK4LeUvk0CDSMLVma7A4NySP2mxgIsE724j006ZcgywSj31e8Dxj8Lp3yhd5EPyZWg/WW0ChFP0sdchnQHOG/yznVjXPSPBa5vqCI9bB4hpmU2DcFbW28EPLWXx/5E3O74BEWir3iivrBPDn6r6RbWQ+l+PIswIRdavcYy0WcEzR0TqRjwA+h9RTi/K94zFue4OyN5MxzJnRGULmmhE3yk+yZrYMoNGoMU22bQx7Bk5fsRoTAfdrSfFTlipnGItr7YQXnZXU+CPgfpC6FtZk4twh/ZfU0XHlfOYGfMwGKz0n+OCcqDdFXhbPVZ2VcZN1qB/wWJsUyBng+ijOaJITttB3h/H2ltBkuX/lGAaNNNam0VnNoLwm95R7qka32cDhYsSfKVG7UkR1kqojhqix8sTDMc+EywI0WCRcs6ypHFGLS/9In8mzcZPN41fyo7VPefHcKHUIKH8tpVa4bGYyGHQomoXe1JLtGrOH+jrhivNWwwfKzpIctccDyeWZ7sMT2f54x57pPpxLa51r652tLRoapyL0m5MaJx284AB4uT0z/H4kwKa+fhwYdbHxjHrceXF7eL2k0cIjG7pwRs7TL7bMMVDTxB/GKTb1HQhj9dDlHcgbDEdNM4zhtz7UjjWd9djU149PrGzCdWc34u1JHz1PD4T9tq3rwIIMhcOAa3f3x+9nDXTvOohFeRNfv2wh7n9hCHde3AaTEEx4AW544lBs/gdfGsL/eVEbLArkTX4YvPu5o/jMBa3Y8tQAFuVN3LdmYWz+3rUd+PzeIzg86aF3bQfqTIKv/HoQX7y4HX/378fwL/2T2NHdhX3DUzi7JYe9h8ZxaWc9fvhaAX+5vBmbFb7u6O7CD14r4BsvDmNJo4U91y7GiBPEOC3tvPPidnTUEbw9BfS+PBz2UZ+/dGQKd/96CL1rO3Ba3kAQBOj+f6Oxdm7oQsn1MOlTPPjSED59fmvYd3mDpd+gnAaEUgy4Fv444eFbv+H+u2XPQKhHX7y4Hfc8dxRf+EAb6iyCjEkw7ga45tF+LMqbeOjyRViQJTg4EWDvoXFcvqShjN+9azvwT68W8KnVLRh3Azz25iiuX94c071vfGghRkoB7n7uKD59fiteHpxMHUty47b3t6LeIiHHf/BaAdcvbw77yzVMx+8fin4qt/9iSQOOFX3c9GR8jHqL4NM/exuHJz28cP1i7BuJ83pHdxdObyB4cyzA+/IEX/m3IfxL/2Ro8+cubMPXXxjEbe9vxcIcxbgb4C8fL9+/n72wFZ/7V27vj6/qBCVE5wSkay7Xm2P4xovD+JsLWgSv+POXbliCwSmayont3V2457mj2PXGeExHmrIWgiDAlI+KurbxjHrcu2YhjijclHNPxz9VR2VMI7v7Y/ZJbv7gtQL+daCI+9YsDPfogy8N4QsfaMOEF5TlEsmdvo2LUfIDXLe7fB3rlzbGbHzo8g4cnSzF7FrSaOGxjYv5G5ol4PCEj2/9ZijMJeqcrVkDV+06GJvHJAznP3wg9G9bluDD2w/GtHt5Y6YmDqxmJoPDRWC45Md4sXNDF5psgrfGynXqif2jZXHtXduBhTka5uUkV3Z0d+Hu547i8KSPr1+2sEyDFuYN/OPLw7h+eTOaMwSffeYIPnthK5Y2GBhzEerldHk+mael9ty7ZiFKfoC7flVu284NXbjrV9y2amNvW9eBrBFp5bZ1Hfj5wQmsX9YQ853k+FXLGkNNvu39rWjKEAQBcPdzg/jyJe1lWkcoxRtTJq7ZfTAx/1EcnvTmrT7OBGYmgyID9o/5ZXrzxJtjWNNZV1YHJGuy1izBjU/8EYvyBu7/0EIUfcS0MKlD27u7kDdJmT7sPTSOq5Y1YJhx3n7rN0P4xp8txJGp8rz6+JtjeP5IEff92UIcnuBzVaun5dzSbjXX94856GqwY3P0/dcuFH1gU19/6t7hawCu2hXfy6flDUy4DPf+2yA+c0ErHnix3Hfq3pCcX7+0MaxXZdu0PLCjm+vLwXG/zB41f6m6oeaJlwcnw/NHpTOmWne05Qycnq8RTbZt/GEM+Nf+EVy+pAFFn2GkFM+HO7q78LfKGUZqZjKH9a7twKI6A44XYKOSL390ZSdKLCjT4c/vPYJFeSP0pTyf3fTkAP6iK4/bL2wt2xNq7Xp6g4ExN8CXny3X2a1XdOCBF7kWj5RY7Iy3c0MXGm2C4SLDuFu+1rsVTvzgyk7UmwTDDiuz/9wWAwfG4rWB9MHnf3EkHEOtQ5Y3EfzPfxtGz6oWuH4AU/xSQVLT5Zmxd20H3ldn4P/6xWG0Zg38tz9dUJY7M+KXDDMmQSmhI2lclWeJv1rRHFv7TzctxrFiuW6c2zT3uWxmMuJ1oAM1Z7vG7JF8nZDn4zTukrB9rfBgtlw+ke3nki3zrb3WNA0NDnqyDdDQGHTorL9kQQIAW1Y2x64PjLq4Znc/xgLrZC5LIwXDvlUWq1v2DKCjIRO7f/WZTeH1jSuasX/UDQ9Vst9NTw6AUhq+ManePzDq4sCoizsuasVNTw5gy8pmvD3p49CEFx5a1fm3rGzGDU8cwtEpH5Ryfm1Z2RwexO+4qLVs/p6nB3DHRa3hz4NFH1tW8jcdP3shv7+prx8f7OAvclx9ZhM29/WjZ1VLeNiUY20S9+W1QWmqnyTXHUa5T5Q+6vPLl9SHdu0fdUEpjY113e5+dDRkwj5q3yFP/87KdBgLLLwxwv0r/afq0WbBn8Ei55PLCK55tD/kEqUUDqMhL9L43fP0AD57YSuOTvEXHnpWtZTpnstIyNVb9gxUHEvGt+fpgRjH5ZjJNUzHb9lP5ba699Qxjk754TjjXjmvN/X1Y9KjuG4357XcO9LmG588FNpOKQ3fmEyu7aYnI3uPTvk6Jwikaa6qN0leNWetipyQvJbXUkekxlTTtS0rm0NOyDYz5Z/KtWTfpH3yfs+qllC3VY0bLPqpuUTOJdeVto6kjbfsGSiz68Coi/2jLlxG8aaiETKXqHPuF/Op8zRnrZh//aBcuwed2ijdBx0Kh5EyXvC9TlJ1Ki2ucu9X4oq8L/N9su8BkSs39fWDEhrqhRfQmF5Ol+eTeVpySq4pzTZ5f7qxb3oyrpU3PTmAG1c0l/lOclzV5J6nB3B4wsfbk/w6TevGAgvX7C73q5xvvurjTDDo0NTctbmvHzeKF/zTYq/WVQEo7rioFVtWNsNhpEwLkzq0ua8/VR+uPrMJBo14u2VlMwwjPa/euKIZW1Y2hzo0XT0t55Z2q3p6/sJc2RxUqVPT+L25rx+E0DLO7Rc5WuridPq/WdHfZNs0vdjU1w+D0lR71Pyl6oYaQ/X8AaSfMdW6480Rt3Y02TVw7e6o7pRvWif9p55hHEZSc1jP03zthya82P1B5ZfU1LaS/ypnZDs5X7Xa1RF1dBpfJI8OjLplZ7zrdvfDZSSspdNyh7y+/vFDMAyaar/DaFltIH2gjqHumyGHomdVC/aPcj+l1UnqmbHn6QG8Icb77IWtqbmTUhqeK5I+S+OqPEsk1170SereqQUuJ18HqiXbNWaP5GuAlc6SaptawWy5fCLbzyVb5lt7rWkaGhz6VWiNkw75USuzgRRvAFiQNWLX8rnDxGeeaMwZuCxIjZXL4jH1g+jaD4A6i6b2owSp9+vE51dKbiyQn3+J9PayXZ1FwzFVXlXimBxX9q2z5JuLJLzvibXJNRmUpI5lKJ9jqa4/zU6PcZ+ofZLPVbtoYh+odqk+CvvqfVMVDos4meRGknPS9yqXKEHI+Wr8NigJnyV5I8dRbag2VhrH5ZjHw+8ktyvNK/sBKNvnso0cxxMfM5q0WX6vtN+TPq9ky3zMCZU0V/o5ySs3oQvJfkktlVpUKTZyHpVLErPhX5I71XRUfk/yJ82G5FzV9mI17qqos2hsT1Ran8xTyfHUaz9RHNWSRnviI1hnk7sr+TktL6vPq8VW5krpz0p6OZOx03Ku+vNsbUvTWHldqQ6Qa1E1WXJJXie1zqmgver881EfZwJ5Rknzn4xRtdirvAP4nqiWp+XPafog9UDVlko8UeeUz6erEZJ2J3O9CnUPV1p/Wu2Z5OpM911a20p6Ua2Gnm7Nyb7TxbbOojWlyar2AdXztozhTHMYMDN+AfEx1Vo3rd87zQEz2XNq25nm+qRuy3vqvpFrAyrnQ9XfcrxquVAiuaZKvkkbq9o65zqXK8WiFmzXmD3SXiesGH9R+2o4AAAgAElEQVSJGuHBbLl8ItvPJVvmW3utaRoaHPrteI2TDvk/zWbztaQxOgkcK/qxa4A/t+ls3/LUONGwKEmNVTKmBomuDQJMuCy1HwuQen/C5RWq5Maxoo8Jl1UcR7abcFk4psqrShw7VvRjc8p2PgvC+6ZYm1yTz4LUsWSf5PrT7DQp94naJ/lctYsltoJql+ojta9GZdg04mSSG0nOsQAxnh4r+mBBpGPV+O2zIHyW5I0cR7Wh2lhpHJdjHg+/k9yuNK/sB5Rrt2wjxzEpYnsnyc1K+11tB1S2ZT7mhEqaK/2c5JVFy/VP7Sd9LK+lFlWKjZxH7ge1zWz4l+RONR2V35P8SbMhOVe1vViNuyomXBbbE5XWJ/NUcjz12kgcSmtJo02Kiryoxpdq7atxpZqf5bgGQUW9nAkP03LudHGuZluaxsrrSnWAXIuqybK+kddJrbMraK8633zUx5nATDl3APEYVYuvyjuZt6fToUr6IP+Htcq5SjyRc6pzTVcjJO1O5noVybqm0r5N3ktydab7Lq1tJb2oVkMnr5N2JPtOF9sJl9WUJqvaVy3fyZ9ZUNkHcgwV1fhV6Vyl1rpp/WaaA6qdFafjvdp2prk+qduq/2QfubaZ1EnqeNVyofxKrqmSb9LGqrbOuY5KsagF2zVmj7TXCSvFX37VCmbL5RPZfi7ZMt/aa03T0OA4aZQvlUq49dZbcd5556GrqwuXXXYZnn766fD5z3/+c3zgAx/A+973PmzYsAFvvfVW+OyZZ57Bhg0bcPrpp+NP/uRPYuMePXoUt9xyC84991ycfvrpWLduHZ5//vmKdtx3331oa2tDZ2dn+LV///53fb0aldFms1l/7ejuCkV86yuF2PWSRv7/xRqIW21ajZOAFsMti9VDl3dgYKwUu//o6yPh9fdfLWBpI/+/GWq/bes6wBjDTzZ0ld1f0mhhSaOFrz4/hG3rOrD1lQJOyxvorDPx8PrOsvm3vlLAw+s70Z4zwBjn19ZXCth6RUc4TnL+3rUd+OrzQ+HPbVkDW18pYHt3F+5/gd/f0d2FZwfGsaO7C4++PoLt3V3ofXkY2xM+2CHuy2ufsVQ/Sa7blHGfKH3U53sOjId2LW20wBiLjbVzQxcGxkphH7Vvq+mdcB7UOhqIizOauH+l/1Q92i7405blfLJogEeu7gq5xBiDTVnIizR+967twP0vDKE9Z6B3bQd6Xx4u0z2LBiFXH7q8o+JYMr69aztiHJdjJtcwHb9lP5Xb6t5Tx2jPGeE49WY5r3d0dyFvMuzcwHkt9460+fvrOkPbGWP44ZXp+3fbusje9pyhc4JAmuaqepPkVaHoVuSE5LW8ljoiNaaarm19pRByQraZKf9UriX7Ju2T93tfHg51W9W4tqyRmkvkXHJdaetI2vjQ5R1ldi1ptLC00YJFGZYpGiFziTrnUjGfOk+h6Mb8a5By7W6za+P/ArbZDDYNynjB93qQqlNpcZV7vxJX5H2Z75N9l4hcuaO7CyxgoV6YhMX0cro8n8zTklNyTWm2yfvTjb1tXVwrt63rwPdfLZT5TnJc1WT5f89Oy/PrNK1rIC4e2VDuVznffNXHmaDNZqm5a3t3F77/aiG1DkjWZAQMX31+CFtfKcCmQZkWJnVoe3dXqj48+voIfBbxdusrBfh+el79/qsFbH2lEOrQdPW0nFvarerpS0emyuZgSp2axu/t3V0IAlbGuaUiR0tdnE7/tyv6m2ybphc7urvgM5Zqj5q/VN1QY6ieP4D0M6ZadyxrsmpHky0fP9kQ1Z2L6srz4Y7EGcamQWoO613L195ZZ8but2WNVB2W/Fc5I9vJ+arVrraoo9P4Inm0pNEqO+Pt3NAFiwZhLZ2WO+T1D67shO+zVPttyspqA+kDdQx137TaDL0vD2NpI/dTWp2knhl713bgDDHe/S8MpeZOxlh4rkj6LI2r8iyRXHvWCFL3Ti1wOfk6UC3ZrjF7JF8DrHSWVNvUCmbL5RPZfi7ZMt/aa03T0OAghULhpPyq7MTEBL797W/jhhtuwOLFi/HUU0/hE5/4BPbu3Yv6+nq8//3vx7e//W2sX78e9957L5599lns2bMHAPDCCy9g3759KBaLuP/++/G73/0uHHf//v3YvXs3Nm/ejPb2dmzbtg133XUXfvvb36K+vr7Mjvvuuw9vvvkmvvvd7x73Wvbt24ezzz77uPufajgef/B/dj2798oHHf5n8Cblol5wAIcR2DRAA3ERsJMv6Job5aCmiWHfCmNHwD+uo9kGhh3AZ4BBgUYbGHP4xww22/xjyUqMP7cob0MJkKXAhAeUfH4vY/DfDp/yOD/yJuAJlZO/geQy/swgnHWB+G10ILo36QMGAIiP4MwY/COxpH0WASa96Df6fPGxI1kDGHP5/XqL29ZoASMO/+sFh0XfpQ9kO3lt0WgNLODrpOD/Cr7J5vNmKDDucZuMxPOhIrfRFr9B6AfcPz4DLANosoCCw8dlgfABgAWmB989NV+gfLf3IqEUU8TGFCMwwP3ni1jJ+FLBK0N8Wp4rOJwxxG9/Es6VrME56jAeD1PEv+QDOZMPLvu5DHB93l9+GlWR8fFZwPnuMmUsAhDCbZOfwKVyPGPw8Qg4f1hQmd8M0drqLWDc5XuzILgdgHPYZdFeBIBJF7ANPladwfd5pN3AkAs0CLvHPWGf8hdjfsDHkj4k4DbIdVACUMr3CyWRb/keC2CRuZMTZoN3i7NSc12hnQtMDyOegZL4yLEGk2Hco3CVmAw6kaYEAfdv3hCaI3SkwQJGHaDe5Pw0CFD0eWwtCtSZwJhonxWcdwMeQ8nNOsEjORcTemZSPpYleDTp8fmn/Ig7jRbfP9Jum/KfG22utx7j+8cPAAR8fLknHRatwxR2G4TbScS164t5RC6SeyTUXLGvmmzuh1DPxZyG2CslMXYAPqbcG41GvI5pFX6XdrVawKgf1+5Wi8Erld4xJ94rmJkMJnwai1udyeMc0zyhUzKHFj3OFUPsZwL+3PG53wPRnxKuHRMej31OjC3rAZtGelFvcS0KwO3Im1EelnzIW/x7yY+4MeVFcZ3y49ojNdEQfCVBxBGTRrnWU2yT+mgQvk6L8rkAbl/G4Oua8vgeU31nG9wHUpN98FoABPD8ABRAA3FStY5QirHAEnUyYNIAo0UPedusSX18L2FmMvBBY7krZ3JdyFsiLwWRhqk1W4PFuSF51GYDEwne2UaknzblXLdIPPZ5wfOMwevekIvgz8a9eE1ZKEU/Sx3yGdCc4T/LuVXNS/LaYZz3BUesg8U1zKZcvz0W+UHqZt7k/A5EDW2SaK+4sk4Qe17WL34QtZl0+Xc5jjwrEBK1NSnQYgHHnLi+lASVw1wj6hjHj/zdoOzNZAxzZnSGkLlmxI3yk9QgywAajRrTZNvGsGfANvj6CJSzleDWuPB9vcXXOeFFZyU1/gh4TFiQqMnEuUP6L6mj8uySM7jOe4JnZTkBXONs0a/oRzFVdVbGTdahfsBjbVI+B0j00ZCyvyXsclhUHxsk2r9yDINGGmuL82ZyD8h7qka32cDhYsSfKZ9zlyKqk6SOjLt8zrwB5ImHY54Jl0Xa4cl6SeQshsg/0mfybNxk87qo5Edrn/LiuVHqEFD+WkqtcNnMZDDo0Jq0/d3CfHqNKfk6oY/ysyRH7fFgtlw+ke3nki3zrf2pomnzSZeA+bPe5t5Ds+5T6OmcdZ+T9uZkGi699FLccccdGB4exsMPP4ynnnoKAH8j88wzz8QzzzyDc845J2z/s5/9DJ/+9Kdjb06mYfHixXj00Udx/vnnlz3Tb06++9D+iKB98d7gVPTzqbimk4lTwZ96DfML2lcc2g+174Nat1+FXsv8hfbX9NA+qg3oOL1zaB+efMznGMzXtc/Xdc9lzLeYzLf1zgbzzTfzZb3v1ZuTdPom7w2OHDmC119/HStWrMCrr76K8847L3xWV1eHZcuW4dVXX531uL/97W/hOA6WLVtWsc0TTzyBpUuX4pJLLsFDDz10XPZraGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhUx5z4y0nXdbF582YsW7YM3/zmN3Hrrbeira0NX/7yl8M269atw80334wbb7wxvDfdX06Ojo5i/fr12Lx5M26//fbUNr///e/R1NSEhQsX4vnnn8fNN9+Me++9F5s3b05tv2/fvuNfqMa8xVz8jQrNZY3jwVzjsuaxxvFgrvEY0FzWOD7MNS5rHmscD+YajwHNZY3jw1zjsuaxxvFgrvEY0FzWOD7MNS5rHmscD+YajwHN5fmCD/wiP+s+v/6zydT71XhsznqWdxmMMXzyk5+Ebdv4+te/DoD/peTY2Fis3djYWOr/jKyEqakpXH/99bjooosqvjEJAOeee27488UXX4xPfepT2LVrV8U3J9OcOV/+nHem0P6IMJd9MVftOh7MZT8fL07FNZ0IzNRHp4I/9RpObST9on3Fof1QWz441etkvZb5A63Js4f20dzDqa7JJwvah+89tCZHmK9rPxXWXev2J3EqxGQ2mG/rrYb5rsnzZr2/mP3Huh6PX07qx7oGQYBbb70VR44cwfe+9z1YlgUAWLFiBf7jP/4jbDcxMYE333wTK1asmNG4pVIJN954Izo6OvDNb35zVjYRQhAEJ/2PSTU0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0Tjmc1L+cvP322/GHP/wBjzzyCHK5XHh/w4YN+NKXvoRdu3Zh3bp1+NrXvoZVq1bhnHPOAcD/2tJxHLiuiyAIUCwWQSmFbdtwXRc333wzstks/v7v/x6UVn//ta+vD2vWrEFTUxNefPFF/MM//APuvPPOE7ru+QAzk8Fs3/sedACPASYF2myGggM4DLAp0EBcBIydGGPnOQilGAss2AbgBhQOA3wGWAaQNQA/AFgAuPI+BRosYNSN4tViA8NK/OotYMItb9dkA44P+ABKPmAQPjYlQBDwOQ0AUz6Pu8N435wJZAxgXBmr0QLGPMD1gbZzVmPSAGwCMABTHrfXpEDO4H1HnPg9iHkaLaDoAyWxvgVZYFRZi21w21S/EAi7AVDKfeT63DdZExhz+Hc/4H1MCmQon8PxAYPy9RHCr+Va/YD7hBKg49zVGGG8TYZyWz3G10IJX6NJgWYbKDjcTsfnvp90uR8W2MCRIrfZJHydBuF2M0R9G21uPyXcR/XEBfO8k0PIdwDJZYcBeZPACQhMEsBhBC1nrUaBAHUmMOnzGEr+lUTsTMp/zhjc7yWfxy9v8e8lJXZ1JjDicr8ZFMib3MdjbuRfP+D3LBFfqvIdAAl4uyDg86lx8RjgBDymHuPjL1q+GoNivpzkgXhuEL5PpryIuzmD82LUjebyA/4sawCTHl9Xgx3vJ7mU5Lcp1i7H8YQe5E2+39X9VfL5Gk0a513nitUoCS76widy3S0239MA95sn9lidyfWFEj6vRXn8fMb71YtKZtyL5iYEaKK1yWMzk8GgQ9EsONtmM3il0oz7x/cB4AUELCBh3CyhR5M+56NJuD+bhI7nDM4rGZeMwdupGmhT/lyOYQlulHzOg7wJuApvcgbnwKQfaWDe5O2lbsm+sv24x21btnI1hr1ov0qdtEW+KLJoH2YMoN7g3BkVe1HuZYMCeYOvw2HRGK7S36ZCK9UxKQDCxz2m5Aapn2reK5R4nzqTc9xR9quraEhG7EGZH2VeHXEjH7daUV3Ufs5qeCaQpbPjwsmG5HLLWavhWSIHCh7lDABKLmuxeZ42hF4a4PGUsZAaPeVxrfMEvzKCj5NCU2wDQBBpw5QfxZuC1x9ZUQNQcF+rOb/RBo4VlTyNqBYxKXD6itUYdPnPco/Itfgs3lbm9lD7wdvZoh5I8q7EuG66flRDSH2XdZJJAccPQAgJxw+CABYJ0Gj4GPUNXTu/yzAzGQy7nMcjlHNx0o3HiIpcb4k6quiLOlrhpiV0MEOFHrCIs6Y4Mjl+vIawqOCP4IYnaghb6Mi4krsp4d+T9UrO5HvLFzVknRnXnqzBaxeT8rpxOKVmsAi3T9ps0Ui3S4xzkxKg89zVKDDO96wZ6au6T8UWhRcIbVRyhdyjlnKEzFJgQtT18mwy6fH1q/utweI/T4qaQ+4lQ5w/xhI1W1GMmRP+l7aZNB6bnMHn90Q9KNckz6u1pslTjOL0FatR8CMO1Jk8V4658Rpy3OOxkzyXNW0A7nvGANMQ95Q6wRZnL5PEOdpocY7L2rXO4n3CWkHsKXkWDG0x+bie+P1xxy+vM2T8KYnyvOS8QcDFHPGxG8QZ0BU2GyTKMb6oweUekTpsE56bk3rA+cD3j6zr1X1IxZkvZ3L+yrUtsAEKBt91MUUsFBmFHwQwCQEFAwFCbW+wCYYdAoqIpyxA7GzXZidfU+G1S8YA6ozyZwC/V0tcfqd1skZtwcxkEICCAFhx3mp4iNffksdA7fFAcll9DbTaGk5k++Mde6b7cC6tda6td7a2aGicijhpb06+9dZb6O3tRSaTwfLly8P7DzzwAD72sY/he9/7Hj73uc/hk5/8JC688EI89NBDYZu9e/fi6quvDq8XLVqENWvWoK+vD8899xyefPJJ5HI5LFmyJGzz4x//GJdeeil++ctf4qMf/SgOHeJ/mrpz507ceuutcBwHHR0duO2223DDDTe8Bx44dbHivPPETzN/QeT3IwE29fXjwKiLjWfU486L28PrJY0WHtnQhTNynn6R5V0GoRRvTJl4pn8Mly9pwNuTLnqeHgjj8JU1CzHhMoy7QXh/SaOFnRu6cNevjmLXG+NY0mhhR3cXfvBaAd94cTi8NgnD0Skai+NjGxeDEuCPEz6+9ZshfPr8Vjz4Ev/+xP5RfHJ1CwqlAD98rYC/XN6MzX39WJQ38U/r3oc/TgSxsXZ0d+Hu5yIbfnxVJ1pzFMPFeLtnNi/GwfH4ve3dXWjJEPS9wdddKDHc8MQh3PmBVpy/MBfj4r1rFuLIpB9b/9YrOvDAi0P4wgfaUGIBbnpyIDb2E2+OYU1nXcyXX7qkHdftjmzoXduBhXkD//jyMP5yeTPuUday9YoO5E2Ce/9tEPd8sB1FBmzui/f9/N4jODzpYUd3FxzPg2Wa+OFrBVy/vBkLsgSf+fkR3HlxO4KAYfNjA7E+D13egQdfGsKdF7fD8TwMmiY66gnGHH6gHmYGFmdRU2/sSC5fs/sgFuVN3LdmIR57czTkkcqbvYfGccn76gACfOyxQzG//tOrBXxqdUvI+UV5E1+/bGEsxj++qhMGJWE8N55Rjwc/shAHJwPc/dxRfPr8VtyyJ4r9Fy9uxz3i/oMvDeEzF7TigReHYu2WNFphXL6yZmG4T6QN3/zz03D944fCMb/xoYUYKUW8/psLWnD98uYYz/s2LkbJD3DXr46WzbW9uwv3PHcUrVkD/+1PF8R8tL27Cz98rYCPnt1Uxu++jYsxIvZLpXm3d3chS4EvPnsUt72/NeTd1is60FlnYMSJ70eVj0sbCN4Y5Tpfb1GMuwx1FoXr+xgsAg++NITb3t+KeosgCICv/HoQd17cjoU5gmcHJnFWSy6c+/++pB1n1Zk1xWMzkxH58ECMs+c2ZWZ0SEnug69fthD3vzCUykk15i9cvxj7RgLsPTSONZ31IY+f2D+K/21VS5kGPry+E00Ziv+x90ioW5JThyd93LdmYax938bFcPwA1yp7RtrwF135VA7+3b8fw7/0T4Z7dlVbPsbhPdctju0BuYffV2eABcAX9h7BHR9ow8cfP1TG+11vjKfWGtvWdaA1a+CqXQdjY57VbOAP49XrlB3dXXj8zTE8f6RY5t9kvupd24HT8ga+oPhPzaP/vH4Rzm7JlY2/MEewIDMzLpxsqFz+xMomXHd2I95O8Gjbug587l+jXLa4nuDlY7w+uOeD7SgxlMX3n14t4K9WNMfya9Lf31/XiUdeHynTJqk1t72/FQvzBtqzwBsj5bXFS0emcPevh7BtXQcWZA10K3xQualqV0cdwcBEea3xw9cKWL+0MVbrJO3qXduBxQ0Gjk4xfPzxQ2EOU32l2v75vUewKG9U4FnEKV07v3OYmQz+MBrg2t0HqvJQ1gaUkJhOJGP0o6s60ZqleGssvhf6/msXpnyEtYKqdQ+v74RJgI8pWpasQ2Tt2GxTbNxdWdPStGsmevvYxsUYKvqxeuDxaxZjcCq6p643yeFkLXTLnoFpeV5vEbRkKA47QZlP1XOCyv/2HMF3XhrGhjMaseWpgVQNTouL1N+Pnt2ECS+I2S39lWbvbPLzyYaZyeBICfADhkIpiK3/2Y8tTtWvtPNM2rlo54Yu+CzAR5WaeueGLuRMgisfORi7lzEIuncdTPXnnusWgwAYTti3vbsLzTbB0WJljZQ55MgUynKNPPc5LMCEi4q1R6W9vaO7C0sbCGwSf80i7Ux2VhPBK8MsVnuoZ77rlzfH6oEd3V04s4nAsiy8ctRHz9MHy/bDnRe3o95iODxFcPdzR/GFD7TFeCrbXrLQKLOPc5S/M1vpWcbgz2qBy++0TtaoLZiZDDwApnhdccJH2es6KsfNGqmRgdlz+US2n0u2zLf2WtM0NDhIoVDQn2H6DjFvPmt4hiiQ3PSNEvjz7VyMAWDnhi585pm3w2sAWNJoYe/mxagPakug5zo3xkkGa7YfxE83LcGrx0r47z89HItDxuCFnnof4PF44EOn4brd/eH1YxsXY9W2N8Lrn29eEosrAPRtXByO98CHTsNnnnk7/P7YxsUghODKR97CYxsXhy+k7NzQhfPbs/jIjgNVbejbuBjLmmxc+chbsXZv9JyV2vfxa05H1iCxde//388q42LGIBXXX+nZTzctic1ZidN/+5FFWNpo4apdB8v8+bcfWYSSH+DcBZmyNalrV30t/fbTTUvw0tEiPvPM2/j55iVY+v/8Z1kf6XfZ9+ebl2DSC0KfnNeaQVMwNVMqnXRILkvOSE5JHknI+CT5Lp89tnEx9o+64bO02PVtXFy2VyRHpV+TsU/yPdlOzi95BaCiDTs3dJXx4uWbzihbq7Sz2lzLW+xUHyX9UGntafPK/fX7Y6VwrZJ3yb2h2iL5+PJQuc6vas3gz7dH/v3bjywCAJT8AJ955m38dNMSUMJziTr3M5uX1BSPCyRXpptyjzfPYB1p+6ASJ9U5pPbJ+Ki6nMYDVaNU3XrgQ6cBwIz2jGxTiUMyp1TizSs3n5mqjUluVNLOarrcvetgmf9nUqeo2jtdzkzzn1xzMhep41OCGXHhZEPl8hs9Z1XU3LRc9sCHTquY+5K6XikWlfRf1RCpK2n7TebNND6o3Ezm0kp2qHuqkmbK9VZak5o/gPJ9lsazarXzXK9R5wIqaXJaHKvpnNpXjbWE1LNK+TrJw+Rcldol71XbL9X0Nm2+autNq1uS+Wg6nv/tRxZhxYJMaj1drb6b8ljFvV9N+9PyXbU1yX4zzc8nGwWSw6T408Mk/6rlnKT/K519puNe8l6aP1+5+cxU+5K2VIvFy0Ppuebxa06PjV2t9ki7//PN/Jfe0/yUlsdmc+abbmw1x1Q7f1aau9r46rNa4PI7rZNPFcyX/J32umI1HgO1USMDs+fyiWw/l2yZb+1PJU2bL7okMV/W29w7+/85WejpnHWfk/qxrhqnJtzj+AVtVYwXZI3YtXzuMBJ+JIvGuwOHcd/6AVBn0bI4SKTFI/ncoCR27bLyfnXic5pkf/W77C9/ln0XZA34wfQ21FkUlJS3q9RXfkSkuu6kzXL8anOnPUvOWYnTdRYN1/r/s/fuYXJUZf7455y69GVmemYyMyHOdJgEgXATEXQR4wV3ExKYsFyCu14W+QZ1d3+yfv3y84oruyugPqyyrsvvca9xjFmQlSTAknBRFFSi8hUUZRNAroFJCEkm03Pv7qo69fvjnFN1qrqq50JCpjPn8zzzdFfVubznPZ/3877VPd0d92eTRdFkIXFN8fldFvWb54dzuiy5j3pdPqo+cRgaKt6qyt6pnErbnzjf5TWDksi1pL1LihW55/H2cZ7HH+PzJ8Vd0phxXiStVdpZb640H8X9kLb2tP6URNcuz9eLZcnDJvX73AQkT2U72abJCsdlfu3cjcZjN0E3gziexjqS4iCNkyocFt0fNYbSYkVqlHouTReTYkYe1+OgfJ7EmzRtjHMjfl3aWE+X4+eSckOatkw3tpP8J9eclD9VnjcCp1Uu19PcpFyWpHGyTZwvaf5O45WqIWl+VvNmEh9UbsZzaZodU+Uldb31ODRV/RHnma6dXxum2lcV9XRO7ZvEbXluurpUT5frnasXL/J5kt5Opx5Qx56qFqpnixqjafV0vfquXuxP5YOZrEn2m25+PtKQdT5Qu7/1ck7cH0n9p8O9+Lkkf6bZF7el3l6kxUZ87Hq1R9rYfoptSXksad1p93xqzkkaO54f09rWy2lptqtzNwKXX2udrNFYkNxVUY/HABqGBzPl8uFsP5dsmW/ttaZpaHDUvgKoofEaYdGZ//UWwlfoDpa9yDHAr9tUf8j3UMMWvjcIMO6wmn0Yd1jNeYD3OVj2Isce8yPH8X0FEBlP7rN89JgP5odjyb4Hyx4MUjtW3IZxhwX9VaT1lb/Roa4viYv11p92LT5nGqfHHRasNe7PcYfhYNlLXJPavrdgwaRRvxkknFP+jlG8j3pdPqo+SXh/aE7DVvZO5VTa/qTtncf8yLWkvUuKFbnn8fZxnscf4/MnxV3SmHFeJK01HmtJc6X5KO6HtLWn9Wd+dO3yfL1YljyU61f/JE9lO3leHhvit7biczcaj80E3VTjeCokxUEaJ1VYNLo/agylxYr0v3ruYNmbdszI43oclM+TeJOmjXFuxK9Lm+vpcvzcdOsUVXvT5lXnScujSflT5XkjQOVyPc1NymX1cl+cL2n+TuOVqiFpflbzZhIfVG7Gc2maHVPlJXW99ThUL7ppU58AACAASURBVM6SeKZr59eGqfZVRT2dU/smcVuem64u1dPleufqxYt8nqS306kH1LGnqoXq2aLGaFo9Xa++qxf7U/lgJmuS/RpJk5mfnDvr5Zy4P2bLvfi5JH+m2Re3pd5epNkXH7te7ZE2dpqfkvJY0rrT7vlMmq418RxTbw/q5bR619R7wbmO11onazQWJHfTXjcEojxuJB7MlMuHs/1csmW+tdeapqHBoSmvccjRabMZ/23uKwaivGFnKXLcW+C/m9NCnHrTaswCLcTBnWuKuPu5YSwp8N/EUPdhScFCV86InO8t8N8M2bCzFBxv7iuif8dQ5LhUdmr2cUnBwnGtfJ4NO0tYvyJ87N8xBIv62CTG2iT63vjoIDzGasba3Be1oStnIGP4Ne0MUtt3U18RNvWDdd+6uge9BQsP7Bqr4WJvzC+9Bf67Pht2ltCZNbBxVXfN2Lc8Warx5ZY1URvkdblWdS0bzutGV87Ahp0leB4LfKH2vfHRwcAPe0Yrgd829xUBsCCO9k84NX2k32XfzX1F2AaDTX14jGFJwUK70VjxJrksOdO/sjvCIyDkzd3PDaMza+D7F/TU+PWmxwYjnL/x0cGaPe7KGZH93LCzBJOygJPrV0T3fpNyfsPOUsAftZ26L2qcSBtuO78nMqZFo1yXe6+Op8ZqfC5p002PDdb4SHIpid+9SrykzbuprwjP4xxUebfhvO7EWFb52GwydOUMdOUMLBW+XlKwUCo7Qbv+lTw+OrNG0M8kDL/YMxaZ+441xYbjcTwfSs522tP7SoJ4HGxcVcs1yUl1jmaTBbGh8rh/x1CiBkoOqLolOSXjL86bO2IxI21I4+BNj4Uad/dzwzUcjseAtPO4Vp5rNuws4Xvn99SMK21OqjU2rurGEmGvOiYlU9cpm4X2J/k3nq/6V3YHNqptZB79xZ6xxPFNwqbNhSMNlcu3PFmqqTGkv9VcljNYUB94Xm0sSI2O59e4v29Z1ZOoTaqG9BYs5IzkeHtg11hgX2+MDyo3Ve2yaXKt0b9jqKbWSVqXRf2Ar0kxpNp+46OD0+KZrp1fOzptFtGuNB7K2iCuE/E9+v4FPbCpX9OXMRapFeJ625k16tYhMsf2NJl1NS1Ju6ajt0uUeJDnlrZGz6nrjXM4XgtNh+ddOaOmZpDjpNV3BmHo3zGEDed111xTtT+pr6x74nZvTlnTTPPzkUanzZA1/OBeS11Hmn4l3c8k1QRb1hTRlTNqzi1ttWrOSU1N8qdFfdgJ9m3qK8JjrK5GyhySlGvkfR/A6tYeabEt69OkGi1+T9Zms5raQ73ni+v05r4iWsXrIWnxsLmviLLrBn3jPJVt69WQ9a5lRC5sBC6/1jpZo7HQaTO0Ka8ZptVt6uuKjYKZcvlwtp9Ltsy39lrTNDQ49G9OHgLMl+8ani6eeeYZnHzaaZjpe98Hqvxj7SblIl2qAlVGYFMfLcSBzxpPoBuBG4RSjPoWbIPA8QmqDPAYYBlA1kDwNXIO488tArRYwIgT7le7DQwp+9dsAeNObbtWG6h6gAeg4vFPUzCff42P7/M5DQCTHv8EUFXMmTWAjAGMKWMVLGDUBRwPMCi/bhOAAZh0ub0mBXKi73A1eg5inoIFlD2gIta9IAuMVPlzgwK2wW2TtliUf8MC8znDKeXnXY+PnTWB0Sp/9Hw+jkmBDOVzVIW9NgUI4ce2IfwiPrlICX90GW+TodxWj/G2lPA1mhRos4FSNRyj2QImHO6HBTawr8z9ahK+ToNwuxnCvgWb+5ES7qNm4oC57pEh5GuA5HKVEeRNoOoTmITvneRNkwlMeHwPJf8qHt9Xk/LnGYP7vSJ8nrf4Y0XZuyYTGHZC/uVN7uNRJ/Sv5/NzluAyVfmOkEe+z+dT98VlQNXne+oyPr7ncw4ZhHOYEs4LV54zOS9chee2wWOQ+Hxs5nN7swYw4fJ1tdjRfpJLEX6LOWyDjyHPWWLt4040viqMr8ukUd6ZBn9eFr6lyrrbbR7TAPebK2KsyeT6Ir92WMagx3i/ZvEF9WNuODcB0Eobk8dmJoMDVRrJh25l+r+3HI0DH65PwHwScNISejTh8b00xbc+tgodzxmcV3JfMmLP1dxgU35djmGJuKh4nAd5E3B8Hh+SEwbh7atKzFS8ULdkX9l+zOW2NZmcFzJepU7aIl+UWTQPNBucOyMiFmUsGxTIG3wdVYXPDuN/BuFrMAkfU34FXoYCIHzcg0qek/qp5r1Shc/TZHKOy7XmxDzSjoyIQZkfLcrz5bAT+rjDitZFzSaQpTPjwpGGyuU2W+RAxvcxK/wqc1m7zfO0IfTSAN9Pub9So8suz6+uqEsygnsTSo6EH2rDpBfuNwWvP+Q36lGhzyOKnws2cLBcm6cl7yQ31VyaM/haPBbNN4GWKtoPiFhReCt5V2E8NzgsrL+k9so6yaRA1fNBCAnqJN/3YREfBcPDiGdMu3ZuhBp1LsDMZDDkUF4rGJwzE060ziOCS5aoo8qibVbhpiV0MEOFHrCQs/I/5KuK9jKx35QATHDDFTyyhY6MuWG9SsUnq+P1Ss7kseUxHlNNZlR7sgavXUzK68YhpWbwhA2W4K602aKhbst8L+0KYtwU+irqKhmnIkTh+kIbYzyXeUoiS4FxUdfLe5MJl69fjbcWiz+fEDWHjzDGWm2+RrVmK7t87pzQFmmbSaN7kzP4/K6oB+WaZpOfjzTMTAaTjIL5Yf1oiZxFRA2r1pBjLt87qUWypvUR7rP8ZJOv1Am2uPcyCR9DvXereuKexuf7UFX8mRMxJe8FA1tMPq74yUxUvdo6Q+4/JWGel5w3CIKvx1PHbhH3gI6w2RA5SdpR9cIYkfy0SZibVT3gfODxI2t8NQ4pCe0eV3yywAYoGDzHwSSxUGYUnu/DJAQUPghCbW+xCYaqhMe6yBnyW29knum046+p8NolYwBNRu01gJ9rJC6/1jr5aMB8yt9mJgMfNPiGSxfR+lvyGGg8HsyUy4ez/VyyZb61P1o0bT7pEjB/1vt6/ebkrN6cdF0XP/7xj/HWt74VCxYsmPGkRxvmCymnC+2PENoXrw+ORj8fjWs6kjga/KnXML+gfcWh/dD4Pmh0+1XotcxfaH9NDe2jxoDep9cO7cMjj/m8B/N17fN13XMZ821P5tt6Z4L55pv5st7X681JOnWTWpimicsvvxyjo6Oz6a6hoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoTEPMas3JwHgtNNOwwsvvHAobdHQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0DiKMes3Jz//+c/jr//6r7F161YMDAxgaGgo8qehoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhYla/OQkA7e3t4SCEBM993wchBAcPHnzt1jUI5sN3DZuZDGb6Xnb0B9cZSlX+4/Q2BVqIA5+xw2PsHMJ84EYaCKUY9S0YFKgwCgrAoECTyX/EnPlAxgAIASoef171AEoA3wdcnz+3KZAzgHGXtzMoP2cQ/jfhAgQAA1CwgTEHcFh43fMRzO35nJMZg49tEWDMDXlqU87RdhsY9/h8HgMsA8hSPgfzAR9A3gQmXd6e+YBJAItyu6uKnZ5obxKg7HGbqLBXtY+BP/oAsga3S22bM4BJD2i1gRGH22wI/zjCxqoXriVr8LFbTb6WsifmUsYsWHysnMGvtxsOmOu+7lx5PXC4YpFQilHYqDACg3BuOSzkQMbge1TxODdcxvfGELx3GOeNZQATDpAzeTvH4/u4wAZGBc8kF5tMflzxOPdyJsAYUGFRzhQsbuOoiAnJCwYgb/A4lHxptvhYVcbjwiB8PJfV2mhQICPSQVnELCW8v+QwAeBBxABL53Wzydt5jMeyZfC5DHC+B/aZfKwxj8edIeYE+PXALoP3zbJKw+eY1yN/cJ22OXcogSX2tsr4nyv23qRcq6ue2GMCdFg8z1NwPRxzQw11GeelSYAJoaO2wTkw7vLjZotzTHK92QKGq7yN5J1t8GtVoV+tVqjZkisEIr4EV5pMzh3mh+fabWCoGtolY0zGU8ULYyxvAo4faqzkdrMZzp0zuT1VMYZNgXElNgzBTdcPx7UN7o8q431tyseedLmNeZOvWR4XLB4TZSWftJoMbqVyWDlxKGFmMjhQ5flf+tEQHGkxo/m3YIn1x/bS8cP4zhp8jEmhFQYBylI3RD6M5/SKqDtl7SGvLRCcyBoxrbE4R53Y3mbFnjse30tD2bsWS+gx+Bo8JW5yJq9L1LrAJGH7ZpPvc97i7QLbjbBemXDDMW2R28su0GLzR1kDyRyfEX0BPlbZ8WFTHy3EAQCM+hbnYaWMhXmj4bXycMPMZOCDYrDKfWzSkHt5wVupY2021zGZc9tsroGynswK3ZqIHTviblzyRz3vMJ7XfITjFiye2wlC/ZXaxHw+nxpD6vxE4W6nHd6vxfsWLGDYCWsPqYGO4LK0Qe1bVeoQX9TZUvPUvG0QPi6D4CyNxmHO4O3KwmaH8TEdFta8Wcp9Uhb92jOhPZbBxxxzonFnEJGDhBZZ4j5CxrfHonVymx3qRt7ij1UvjO0m2piaHN9v6aNMTEPlvUSGcj4OVaN5dcwRtaeICSY0a1KpFSRfMgZQMICDQg+lz12FMx54feqwMPfJ44oHmEaUd/F7mkmPcwJQtFhwwRF2AmE85C1un1rn5kWdUhVxB8LX64g6ZGEm+hpHwQYOlsN4csHjRo4j7fN9gFKe++R9nCU0wgNgevy1kVHfguMTEEICH8r7NenLJpP7bFTJGTKW1ZiW5/eWa+NdHu+rcD922o3DZcljuW+NZPuhwnx5jYmaJmBYkVchh5X74pzB7w04Go8Hqiab0+Dy4Ww/27GnG4dzaa1zbb0ztWWuYr7oksR8We/r9ZuT5ox7CNx9992z7arRYOBvTAK8tJ4enhr2sXbbAHaNOLjouGZce3ZXcNxbsHDnmiKOy7n6BZGjFIRSPD9p4panhvCny9pwwyN78YW3dWJJgeJZwY1FeRP/+oeLcLDCcM8LI6LdfnzijA585IE9AVduv6AHBiW4dGvIn/6V3Xhjq4H9kz6uF31cz8XCJhuXKO3Wr+jGzY8P4gtv60SF+bj8/j1YlDfxb3+0CM02wVDZj/ByU18RP989hpVLWrB33MO6H4Z23HPRYhACjFUZ3tBE8co48OpEtM3mviKuf2Q/7np+LLCzyST4yq8O4JNv6cA12/dh74Qb2PWJMzoSH794dhf++bcH8aOBiaDttWd3YfvuMSzvacb23WP45E/3R2x+R08zLoutJWcAJULQ2wT8wX+9XOOXa8/uwoGJKjrzdjD2ic3mUfsG5aGG5PnFW19K1bqNq7rR3WTg1QmGD963G4vyJm4+9xiUPc5HldP/+WQJf3ZyW8Cpi45rxleWL4zw7KLjmvHVdy4M+Lkob+L/e++iyN6vX9GNHQcm8L4TW7BnvJbjPXmCZ8ei5yW/AR/NJsGoAwyWvRobJYf7V3aj2SL4xEOv1uX0J9/SEcRAGq+7cgSjVR8feWAv9k64uO38HhRsigvuejkSWwtzBE0WcMm9r0TmVGOrf2U3FmQosqaFN1jz459gZos4f6XeNtu0Rv82rurGgqyB7+wYwuolBZzeaeCpYa6/X3/nQuyb9HHb0yX86bI2XCb0/eZzj8GY40e4+8Wzu4LrX12+sEY/H983iePaMom6+taFWZy/tCXC2y1reuD7JHJu20WLUSozfOj+3TVj7J3wIvPGYyzJLhlPy3uag9wVbxOPjeNbDYw6tTliy5oirvtlmCM2rurGZ37G+0nNlnGwua+I254u4eu/HgrmOCZvoLcp0xA3rGYmIziyF3/9B1348v/djy+8rRPjro9Xxys4oT0X2bcfXboYpUqtXqk+6V/ZjdYMwcd//GpwLP3+o0sXY09C//96uoT/dUobXvEQuba5rwiTMLg+rVuvJmlzfM+3rCkiQ4F9k6wmbjqyBr6wfV+kLuBvCPr44i/249qzu7C4meDFkWTbZW2kcqbJIrjn+TGsXtqSWDf1r+xGwSa4/pFo7XHnmiKyJsHqO0Nt1fV4fZiZDFwAzw57U/IiiT/3XLQYpQrP/3EdlG3uWFOEncCfLWuK8JiPL//fAzV7LPXhL05rx75JP1Wb5Bjvu2d3DXff1Z3F+5e1pfZVa9qktam6+rV3LYzUC+tXdOO+F0eCnBCvPz91VgcylNcGN5zThQpDDf/bMwTbnh/F8p5mdGUJ9sZq9geEZly2bQAfPaW1Jj/EdfnYFgPDVb/mfiIpvtUaJSl3SBsXZAmOyTSWJq/dtguL8mbNnm374yLKXu0+5AygYJOAZ5LHf/f2Lly8NVrvviFn4NVJHzc8sh9Xn9mBK34Q1aVj8lwPk/wpff7Fs7simreprxgcX3RcM/7m7V2RPVT3qjtPsHucRWoPGQcPD0Tv75I4L2v2PeMebnpsEJ85qxN3PjccxMmODy6OvMah1i7X/2oQm/uKOCZPcOcznLfXJ+iztEXex23uK2JJgWCSGNgzSXHx1uj92v6JCk5ckAvWfNFxzfincxdi/2StHSe1kkT7jisQ2ASJ105qJTj11pfF87nPZZXH0XXMfds1ZgZqmnANA7byGuSuhNdf7rqwiONb+H++mA2ix8DMuXw4288lW+Zbe61pGhocs/7kpEaIo/0d8xLJzbjPezZxcQWALWuKuPqnrwbHANBbsLD9ssVo9o9uwT3auZGGMZLB8k0v456LFuOCu17GN959DDIGwakdmYAbW9YUkTEIPv7g3ki7OFe2XbQYH39wbw1/Hlzbi/du3hX0+cllvRHeyXZybjmGnPfkBRm8d3Nt+wfX9uLJg5WaObddtDh4fmpHBjsGa9vI+S7dOhAcf+u9i1DxfFz901eDa7KdPJf0eM9Fi3HqxucjbeWaH1zbi+P6n63xRdyWey8+Fi8MV3FqRwZLvv1sjZ2q3+QYP72sF63+5Gva/7mIwxGLkudTad29Fx+L8+98qYb38XYyDtTx4m3j59LmfHBtLyhBYkwkxYrk99JWG1mDJMaAym+V21NxWo2BNF6XPR9PHaxExu676+XENf16XzlxTrUvALy5w2roHHO480ecv0DIg6S9/9Z7F2FJwcIFd70ccOgb7z4GZ3Rl8d7NuyL8TeOu5Goab+vpuJxnqvyQljO+8e5jACAy70ziSc6d1kblYFoeScoRar97Lz42EgcyXtQ9OLUjg7YG0OgSyQUckTEqfZ20zzs//MZAJyWSfJKkO5duHUjtz//xgiRei9uRtrdxbZbn43uXNIdqr3puaauNpw5W6tYvam0U7y9rmKS6qV7tkaSt86Eeny3kPVC9/anHn7geTadOUM+r+5g0f86kU2pT0p5/493HYFm7HdHserpW7zqAGceNWhuctCCTGvtZg+C9m3dNqRnPrzs+sQ6eToxOZWe9Nd578bHIm6ShNDltv+tpsNyHqXgcvzdL4zOQ7M94Taeen4qHUkvT7s/ieXmqWFTvxyQ/Xrzy+NS6esm3nw3mAVDXD/H7uJ9cxvtMp2bfsqaYWA/Vq6GmGl/a/pPLeuc8l1UeSzSK7YcS8+E1pmGSQ/yF6rT4lhwH0DA8mCmXD2f7uWTLfGt/NGnafNAlFfNlvXP+k5MSr7zyCgYGBlCtViPnly9f/lqH1pgjcBlqCoOpoIrrgqwROZbXq4zw7yPSOOpQZXyPDUqwa8TBgiz/fiaHhdyQ5+Lt4lxpsmgifzwfkT7q2Go7dR51Xtk/adykOZus8AtFHJZulxxfHjdZFE1WrS3S7rRHQ3z3lXpO2uz50TnT1kIJt9ONfSBCHdNl0TEcBh2X00SVTU/rKEnmfbydjAN1vHjbJD6n8TiNF0mxIvlNxVcNT8VvldvqtaRHNQbSeE0JasZOWhPzkRpH8b46x9RHnL9AyIOkvW+yaMBRqRsLskbAM5W/adydirf1dDyJz2laPZ1ckGRnvXiaqo061nRiKKlfPA5kvMjjQM8bgNcqR+LrTNpnVSclknySpDv1+quaE7/mTlPD49ocnzuu82ob1V71nFxXkh3xeZPqingNlDZvmj6qbbVWpkPeA003Z0+lR9OpE9Tz6j4mzT8dbUra8wVZo0az63F8Oro3lX/UPura6sW+WpvW04y0emc6MTqVnfXWSAkaTpOB5P2czj5ITJUrp9IleRy/Hve5er7evKqW1rtvVK9NFYvq/Zhsl1ajyPssOU/criRb0vonjR33fRrf03JJPR1T524ELtdb41y3XWNmcJgPP7apafEdea2jQXgwUy4fzvZzyZb51l5rmoYGB526STJeeeUV9PX14ZRTTsGqVauwZs0aXHjhhcGfxtEDU/zOxEz+egvhKzEHy17kGODXbao/tHu0whYc8JiP3oKFg2UP4w6LcEOei7eLc0W2UdFbsGAQRPrEeSfbqfOo88r+SeMmzTnusODPoul2HSx7keNxhwU2ymuq3WmPHvNr2kqbDRKdM20tzOd2mjGlV8c0aXQMa9ZZYf7BnqbWMT+Z9/F2Mg7U8eJtk/icxuO0mEg6L7nNxO9CTcVvldvqtaRHNQbSeM181IydtCaTInVOte+4w3SOmQJx/gIhD5L2ftxhAUelbhwse4F2qPxN4+5UvK2n40k6l6bVaWPE551JPE3VRuXgdGIoqV88DmS8yOMkPZ+rUDkSz8VJ+6zqpESST5J0p15/j/mp18xpanhcm+Nzx3VebaPaq56T60qyIz5vUv94DZQ2b5I+xttqrUyHmXBfA6Tn7Kn0aDp1gnpe3cek+aejTUl7frDs1Wh2PY7Xuz6buFHXVi/21dq0nmak1cHTidGp7Ky3RiZ+g7QRYNL6XJnOPkhMlSun0qV6fKqXJ6fqZ9a5P4vn5aliUa1bZbs0LZAckPNM5Yf4fZxJkZoHkvJUGt/rjTEd2xuBy/XWqHF0waKk5jXGtPiWMdRIPJgplw9n+7lky3xrrzVNQ4Nj1pS/5pprYBgGHnnkEeTzedx77734zne+g2XLlmHz5s2H0kaNI4xOm834b3NfMRDZDTtLkePeAv+Nmxbi1JtWo4HRQhzcuaaI/h1D2NRXxIadJXRmDeSMkBs3PjqIniYT/Su7I+3Wr+iOcKUrZ2DLmih/+ld2wyB8LNnnqcFJ3BFrt35FdzD3xlXdwbzFZhM+WA0vN/UVcfdzw1jayudQry0pWFjayu0xCMOSQm0baY9qZ2fWwIadJfSv7MaNjw5G7Ep73NRXxE2PRdtuFrbJx7jNmxLWwhi3s9NmiX7Z3FfEU4OTkbHbDR2X04XkeT2t27iqGzb1cevqnoB/XbmQj7Jd/8pu3PTYYIRTG3aWani2YWcpws8bHx2s2fv1K7px93PDsGkyx21Se17yG2AwBb+TbJQc7l/Zja6cMSWn1RhI47VBGBhjwVi3nd+DJQWrJrZMwtBisZo543b1NJl4Y6ulc8wUiPNX6m2S/kku9O8YwvoV3cibof56Hn8udVzleZy76vUk/Xxg11iqrt7yZG18LWoyas71FizcsqoncYz4vPEYS7JLxtPmOrbHOWim5Igta6I5YuOqsJ/UbHksfarOIfW8ESBrwQ07S7j9grAO6F/ZjV/sGavZN5v6iXql+qR/ZTcWNRmRY/k8rX//jiEwVqt5m/uKKJWdKevVJG2Oz71lDbczKW6WFKyauqC3YMHzWDCfWhvFbZe1kTrmoiYDtzxZSq2b5G+7xfXxzjVFHNca1VZdj9dHp83QZtfuT1rOTsqtMv/LNvGcfUcKf7asKaIrZyTusdQHqb9p2iTHSOJu/46hun3VmjZpbaquxuuF9Su6IzlBPb9hZwkbV4W1gboG2W5TXxE29QPtJX5tG4v6wfhJ+SGuyzb1E+8nkuJbrVGScoe0MWP4DafJcr/je5akk1KDTVJ7bx+vHzau6obnsUCXNpxXq0tSD9NyrYwPVfM2xXgY30N1r2zCamoPGQfx+7skG2TNvnEVH/OWVT2ROIm/xqHWLvK5RVnA26TYlbao/ZsthpzJany6fgXPl1ti9xpGQh2/ua+Yal/Bqn19Ru2jPp/rqLcOjaML7YaDQuw1xqTa+q4Li5E2jYKZcvlwtp9Ltsy39lrTNDQ4Zv2bkyeccAK+//3v4y1veQsWL16MBx98EMcffzzuv/9+fO1rX8MDDzxwqG2ds5gP3zVsZjKY6XvZB6r8Y+om5aJbqvKv2bOpjxbiwGdHv+DOB26kgVCKUd+CQQkqjIACMCjQZAKlKv8P3YwBEAJUPP686vGvFfJ9wBVf9WhTIGcA4y5vZ1B+Tv5n6oTLv/GAASjYwJjDv3ZHXvd8BHN7PudkxuBjWwQYc0Oe2pR/1WG7DYx7fD6PAZYBZCmfg/n8q3HyJjDp8vbMB0zxSTXX5+uQdnqivUmAssdtouKTYoF94liuPWtwuwzCbWfgPpj0gFYbGHG4zYbwjyNsrHrhWrIGH7vV5Gspe+FccsyCxcfKGfx6u+GAue4RYszhxeGKRUIpRmGjwggMwrnlMM4LeWxTziVX8C9r8GsVT+wd5fs34fK9cH3AFRxaYAOjgmeSi00mP654nDc5E2AMqLAoZ0SNi1ERE5IXDEDe4HEo+dJs8bGqjMeFQfh4LovaOOlyDmVEOiiLmI1zmADwIGJAfJ1UEq+bTd7OY3z9lsHnMsD5Hthn8rHGPG6DjCOAX59wuL8yBu+bZZWGzzGvR/7gOm1z7oj/UM4IHayK/bfEfyITIjQagE+ADovneQquh2NuqKEu47w0CTAhdNQ2OAfGXX7cbHGOOV7IwZEq30PJO9vg16pCv1qtULMlVwhEfAmuNJmcO8zn8xiUa/pQNbTL9fm8Mp4qXhhjeRNw/FBjJbebLZ5f5Bie0HpLxPi45KDIT4DIByxcv0nCnGFRPvaky+3Om3zN8rhg8ZgoK/mk1WRwK43z24BmJoMDVQoK4Udw3OODyQAAIABJREFU3zgs6k+5XodF475J7IWM76zBfVd2AVPoaFnqhsiHkZxu8L21ldpDXlsgOJE1YlpjcY46sb3Nij13xXlD2bsWS+gx+Bo8n9tjUs6VMSdaF5gkbN9s8n3Ox/xhG2G9MiFixhLnPeGDFps/yhpI5ngZQwAfq+z6sIkfvAk56luoMgKvMomFeaPhtfJww8xk4INisMp9bNKQe3nBW6ljbTYwXA1zbpvNNVDWk1mhWxOxY0fcjTus9rysaWVtbBAeL6MO1+W8EfI+Z4a53CBhDKnzE4W7nXZ4vyb7VrwwJoedsPZoFjrvCC5LG5LmpYTnfUtonudH87ZB+LgMYU2hxmFOfKtnWdjsMJ5rHMZ9YFJel/vgGukyoD0T2mMZfMwxJxp3BhE5yOfnLZGjZM3ssWid3GaHupG3+GPVC2O7iTamJsf3W/ooY0R1SPolIz61NKRoaLu456qIPGsQXotmhKbKWkHyJWMABQM4KPRQaqrqcw+czw4Lc588rii5Qu5z/J5m0gt/iibQYpGXHWEnIOLBF3k3VovnRZ1SZbyehNByR/RZmIm+xlGwgYPlMJ5c8LiR40j7fB+gFGgxw/s4S2iEB8D0+Gsjo74FxycghAQ+lPdr0pdNJvf3qLJXMpbVmJbn95Zr410e76twP3bajcNllcfydaZGsf1QYb68xkRNEzCsyKuQw8p9cc7g9wYcjceDmXL5cLafS7bMt/ZHi6bNF12SmC/rfb1+c3LWb04uXrwYDz/8MHp7e/GmN70J//Zv/4ZzzjkHL774Is455xy88sorsxm2ITFfSDldaH+E0L54fXA0+vloXNORxNHgT72G+QXtKw7th8b3QaPbr0KvZf5C+2tqaB81BvQ+vXZoHx55zOc9mK9rn6/rnsuYb3sy39Y7E8w338yX9b5eb07SqZsk44QTTsAzzzwDAHjTm96E/v5+vPTSS/iP//gPvOENb5jtsBoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGkcpzNl2/Mu//Eu8+uqrAIDPfvazuOyyy7Bp0yZkMhn88z//8yEzUENDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0ND4+jArN+c/JM/+ZPg+RlnnIHf/e53+P3vf4/Fixejo6PjkBinoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaFx9GDWb06q2LdvHzo7O3HGGWcciuE0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDSOQsz6zUnHcXD99dfj29/+NiYnJ/HYY49hyZIl+Nu//VssXrwYH/3oR+v2r1Qq+NSnPoWHHnoIpVIJS5cuxd/8zd9g5cqVAICf/OQn+PSnP42BgQGcddZZ+Na3voVjjz0WAPDTn/4Uf//3f4/f/e53aG1txRNPPBEZe9euXbjqqqvw2GOPoVgs4mtf+xrOPffcRDt838ff/d3f4bvf/S4A4PLLL8eXvvQlEEJm65pEmJkMDlQpXAaYFOi0GdxK5ZDOMRubZvKzoweqiNhfqgJVBtgUaCEOfMYOn7Eacw6EUviWhVKVggKwDKDsAR4DMgZgEM4XBsA2AN8HfAAO420sA7AoP18V57IG/xt1wzZZCjg+UDCBg1UgZwBlBhAAzOcMXrjsdBzwgM4sUBI8zZn8uu9zeyY9wXYCVD1gQRaYdMO5LQMwCef3aBXImoDnA47Hx6KEr89AuKaqF87lirZ5i/vHYfzYoECGcn+MOnx8SkLbffA1T3j8nEG4HV0nno4RMVe7zfuWPb5+EKDi8XGo0maoChRsvq749WYTGKkyHa8KCKWYJDYmGQn21fN9GIQgb/qYcAmo2I8K43vDfM6LnMHHYOB7Lfu32sBIlZ8zKW/nCe6blO+LI3TTosCYE+VIhYnxCNBs8eu2iIH240/HEAHyJucC8QGfhLqcodw+x+dj5w1gwuVjqhwnIgZUDrfYQNkVcYXwGg38wnlKRV+Hcbstyvt4ItZVbkP4bsLl9sV53WYDByu8T5sNDDt8HJW3bTaPjQnFT3mTtw3iy+BroJBr82ERX/P8EMOwLAy6JlxFvyccrrvjLuc4EGp83uI8nnT5/tgG54G6l00m1y25364SN4bgateJp+OA7K/wKWdwbsMPOWoSzlMPPNYk7xdYwGA1Ov6ow20kCHOXJXKQy/ifw/g6syKHuGJdDgOaDGDMDceU8UrBdbgixpA5xjb4midF7GUNrhVhXcVtlNpRsHiuq3g89ocp0GEd+dpxJpC1b/vxp2Nc1AFlj8f1uMdj2DZCnphUaEGV70tG8bsp+OKIXCs1KG9wH/sQNYbQBZvyPgDnTKjxnCeWIXgnahDJa5uGHDMI10WVu50nno5xkccrikYyn/M1J+yROi7rI4+JGkLYljOBcYe3le1Mgy8irtllL6xPmkXMBLyxPEwygnGP32NYFGg2GUZdCo/5yFCghVS1Fr4GmJkMyj4NtKjF4nviKLEPP9QDqRlBzQeuSRYFWkygFM9fHudQ3uSaYIg85/mhjtkG59aEjAfCY8QHr1dlbEleqDncJ7xekDm1FNcdxZ68yeesKvWry7j9Ng3rhyRNzxrAsSefjiHFZqnZFuV8nnC4vwiisW1TzvtWCxhxwvN5k69B+lb1vay9XRFDNhV6K2qgJpPvgar7FbEuJuoyWdMZJFovTwgftNq8zWSCb5tNIEsbS5OpaYIaFhYuOx0jwgdEqW1toXsGEfdAfsgd1a/jbpQjOTOsfaUul1m0LyWc7xbh/g04J3K5HC9rcH5UPL6/BuF9ffDnFuW6rNbZGdFHrSfkvjaZYR72RY1Q9mprSABot4BJxjnrsjAODSLu60S9POnyvFwS4w9Xw3gaF/eonl9bW0y6vM2wcv+ZMUT9UPXBQIL7EAJ+3GT4KDMS7Iu8n82bYVzkFA3IGQBR4jIn+Mog7PNCPluUc3ys6jdUnpC1RZvYg7nwuprG4YFhWSA0fMn65NNOj8RPzuB5g6PxeDDT14gPZ/vZjj3dOJxLa51r652L7xVoaLzemPWbkzfeeCPuu+8+/Ou//is+9rGPBefPPPNMfPOb35zyzUnXddHT04Nt27Zh8eLF+MEPfoB169Zh+/btaG5uxuWXX45/+qd/wurVq/HlL38ZV155JR544AEAQFNTE/7sz/4M5XIZN910U83YH/3oR/G2t70Nt99+O37wgx/gwx/+MH7961+js7Ozpu13vvMdbNu2DQ8//DAIIbjkkkuwZMkSXHnllbN1TQ3MTAZPDftYu20Xdo046C1Y2NxXxEmtmSMmOvyNSYCXqlOD2z+AXSMOLjquGdee3RUc9xYs3LmmiONybsMUtRqvDYRSVAwLLw37uP6Rvbj+nC4cKDOs++GegBNb1vRgtOpj6/Mj+F+ntmPCYRhz/KDNRcc148vLF2LfhBfpt6mviBse2Y+7nh9Db8HCvRcvxjE54PfDPrbvHsM7i8247pf78YkzOnDz44O4+swOXPGDPfjOykUoVUys3TaARXkTX12+EN/8zSBuOKcLZQbc8Mh+fOasTnzo/t249m0dOKc7j1djc9+6ugetGYo7nhnB8p4mrPvhHizKm/jWHx6D4YqPb/5mEJ84owP3vTiCP13WhsuUuWTbm889Bg4DPnjf7mDc/pXdWJg38A+PDeJHAxNYv6IbNz8+GKzhi2d3RdYcv37t2V04MFHF6rt2B/px1YN7sXfCDdpee3YXTMJwYJKiK0vwgXtfiVz/4tld+OffHsSPBiZ0vIJzeI9j4ZVxN9jXjzywJ6Jx1z+yH194WyfGXT/SRu4zAIw54TXXc9GZtyPauKmviIU5gkkXGHd9XLp1IMKLa7bvw94JF9v+uIgKQ3D9m+/uwvKeZtz2dAnvX9ZWM+Z/PV3CmuMKuOIHoc1fWb4QpQrDHc8O4zNntWP3OFI5/qNdo3hHTzMu2zaAPyrm8fE3L8D1j+yP8PsGcayuuez5uPz+PZE1NFsEvg985VcHAs7Kx0++pSNYYxKvB0ar+ORP92FzXxHPDE3iA/ftjcTAtWd3odhM8KH7OJ/7V3bjmLyB/h1D+PqvhwIb2jMUf/fL/fjCH3Tifz/0KvZOuJrnhxCGZeHpURKpY/pXdoOAoeJZGHe4j6XGL8qbWL9iESY94LJtyZzfsqYHAAn0XMaf5HhPM8GeUT/Cfdl/Ud4IYlTt++kz23Hlae3YO+5Fck28ZtnUV8R9L4ziguOaMVzxIzFy78WLMVxheP+9u2vy0t4JD19dvhCvjldwQnsuMqbk8BvbcgAhGKmiJr/dsaaIpw9O4j2L83heqas+fWZ7TZxv7isiawB9/z2g5NUilhWOXO04E6i1r5onpd4k7eveCTfw42kdOZRZyB+pcYNlL9Cgi45rDvKnrAXieTdjAP/6uyGsXlKIcGzjqm70NBsYKidzTOqNfL5xVTc+8zP+/PYLekAJqeFfUg3z/fN7wIAIn6SOfWH7vqDdhvO60Zml2DcZraXUeW9d3YO2DMUFd70cXP/RpYtRqtTeY9z29GCgkVoLZw8zk8FBh8fyWpEv/583L4jo2j0XLUbF83HJ1qjGyJpL5rN/eM9CvDpRWwcUbILrHzkQ1GmDZS+xPt6ypojrfllbK3793QtRqvgRm2SdsHpJIaiVtz4/EtGZuDbKeIprdpNJ8JVfHcBf/0EnKCF14yXO6/j17bvH8f6TCon2Dk5UE2uo9gzBp366Dx1ZI/C9qilJsZem+20WwSuTHm56bLAmdtW647anS2i1DXzgpAKGUnz7/mVtWJgjWJBpDE2mpgliGHh6xIvcR8X9cMeaIjqyBANjDH//6IGaHPuBk9oiHN64qhudOQPn3/lyjS7Hx05rq/p346pudGSNiM4FXH/XQuyt+jX7uiBLUPGAax7eVzPn5r4iWm2Cg2WGX74yjncWm1Nj8G/f3oWMQXDBXS8HHLvnhfCeLyn+1Vi/9+LFyIo3wV8Zr43fhwfGsKK3BRNulFN3rCmiYBP80ZaXImu+70Ues7c9XcJfnN6OUsXHDY/sx9ffuRD7Jv3IPa86VzzuFjUZKE06cJusGj5vWVNExXGRs8yGyBNz8XU1jcMD/sYk/3cDD/yfzHYl3NvedWERx7fwD5aYDaLHwMy5fDjbzyVb5lv7o0nT3vZwHnh495E243XEfFvv4cX0PzYXw6ZNm/AP//AP6OvrA6XhMKeccgqeffbZKfs3NTXhmmuuQW9vLyilWL16NY499lg8/vjjuPvuu3HSSSfh4osvRjabxec//3n8z//8D37/+98DAM466yy8//3vx5IlS2rGffbZZ/Hb3/4W11xzDXK5HC666CKceuqp+O///u9EO773ve/hr/7qr9DT04Pu7m5cddVVuPXWW2fnlBQcqNKgiAaAXSMO1m4bwIHqrN1/SGyayZ9q/xWntNWs5+KtAxj1rXpTahxFGPUtTLicF1ec0oaXx9ygSAQ4J/aOe7jiB3uw7tR27BpxsH/Si7S54pQ27BpxavpdJsaUxy8MOxh1+FwXvrEVl27l1z/ywB5ccUpb8GLk0tZMwMvPvbUD637IrxsGDcb80P38xcEVvc14MWFu+Ybih05uC6597q0dwQvdct51p7YHN3ZyLvl8/6QXjCPHldc/dVYHdo04ge3yMb7m+PW12wZwUkcuuL522wA+99boWGu3DaAta2HttgH4hNZcv2zbQDC/jlfO4eeHnci+xjXuilPacKDs1bSR+yw5La+d1JGr0cbLtg3A8ykYSPBiiLy27od7gn2ilEauX/jGVqzdNoB1p7Ynjrnu1PaA+9LmFwWH153ajkmP1uX4hW9sDTj8qbM6gvWq/E5as3xTQF3D/kkPB8pehLPyUV1jEq/PWJgLOH1Od3Mwrtqm7IV8XvfDPXxdp7ZHbNgz7uKKU9rwJ/fsDtpqnh86DLpmDQ/X/XAPlrZm8KLQd1XjP/fWDlBKA46pfeT+7B33Inoe53jVq62dZH81RtW+605txwvDTk2uSYqhD53cFnkTU157YdgJ3khS219xSlug9+d0NyfWded0N+N99wzAZTQxv12ylbeJry0pztduGwClNHLu0q1HtnacCdTaUc2TUm/SeCH9KHN3XONUDVLzp6qHqu8dRrDu1PYajl1+/x5UPFLXFvX55feHz/dPeon8S6phDpS9Gj5JHVPbXfGDPaCU1nBGnfeD9+3GiyNO5HqV1a5B5g55rLVw9uD/yR5y+VNnddTo2osituM8iNd8BDSxDnh1wovUaWn1sdRLeSzHdRipsUnWCWqtHNeZuDZKG+L2yfwueV8vXuK8jl//0Mnp9qbVUFVGcMUpbRHfq5qitpVzp+m+YVBcfn9t3RevO9ad2o4PndyGah3frt02ANenDaPJQ56FwSqtuY+K++GSrbxu/eB9uxNzbJzDl9+/By8MOzU8Sho7rW28TVznpK0Gra0LLts2gIpH8MKwkzjn2m0DMCjFgbIX3EemxeAlWweCuSXH1Hu+pPhXY/2FYQdljwT3F/H4vfCNrXhR9In7nBJas2bJs3WntgdxI+9tk/KruiY17l4YdtDdkknk86VbB9DdkmmYPDEXX1fTODwYdM3gtcgh8Zh0b3vR3QOR1y0bBTPl8uFsP5dsmW/ttaZpaHDM+pOTe/fuxeLFi2vOu64Lz/NmPN6+ffvw3HPP4eSTT8b69etx2mmnBdeampqwdOlSPPnkkzjxxBPrjvPkk09iyZIlaGlpCc6ddtppePLJJxPbP/XUU5G53vSmN+Gpp55KHf+ZZ56Z0XkAaDv+9EBsJHaNOHAZ8Myz6f0OJ9qOP31G7VX7F2SNxPVMVF288iJfTz1/zDc888wzOOGEE460GTV4LXtU6D0J1LKxa8TBgiz/fss4J5osfpNlUIImi9a0SeunjinHcRg/7/nhdfURQNBGji2vU4LEttK++NxNFg3midspxzAoqZlrqjU1WRQGJTVjqY9xH6iPLkPN9Xhbl4Xakma3PKfG60ww17g8Ex6rbQu9JwUciGtafE/ibdL2SuWgel1+nVU9rsevSw6qXFP7xc+rthqUzIjjcqw4v2fCbQBosupzux6v0ziexGc1ltRz6vzyfBrP5xqPgWQuz5VcWq+OkfsvzwGIaG+8j9yftPiT7dLiKS0uAQT5Zjo1i+cnx0ha3KjzptnmsvpjyzY+UGN3UluF5pH+au0417gsOatyRt2DtLWq/nVZrSYmaVBSLaCO2WRR7kOS7t/pcCz+fCruxmuYNNuarOi56dijxhuQnlviGpmmhXNFY+YajwHuG3m/VI+/aXscr/nUvKu2U/OXQcm062N5XI8DabUrUKuN9eJIcnU6/IzzWr1erx5yU3SVEm5bWu2dNFc93Z8qdqWv6tkqbfF8/pWoDaHJb3xToIVTaWean9L0W9Wl6ehyvG29NvJcvRiiBJE4SlpPvPaNzyf7yrmT4qZeTQ4gyDlpmlCvNvB81JyT89XTkqliQa4pKa/K6zL21Dwx13gMhJqctoYj9brakcJcyd+HC0mvV9arrSXiPJhrXE6qkyXqcflwtp9Ltsy39tNtO9d4DCRpUP6I2KEx95CWn+rxeNZvTp500kn4+c9/jt7e3sj5O+64A29+85tnNJbjOPjYxz6GD3zgAzjxxBMxPj5e8xWshUIBY2NjU441Pj6OQqFQ03fPnj2J7cfGxiLt5Ty+7yf+7mSSM6d686lEgN6CFRGd3oIFkx45kSnN8Cc1VfsPlr3E9eRtEwtPOGHOvhl3JDCXffFa7BojJlzwfT9Y9pAxSA0nxh2G3oIFj/nBV/7FeZTUT46pjmNRft4g4XX1cdeIE7TZNeJEri/Mm4ltpX3xuccdFswjx5J2yjE85tfMFW+bNK7H/Mga449xH6iPpnKfrraPt5GPSdfV+WW8Njqmy+N4LI4RE+NjTg03AER8H997dZ+BqH9VDkpI3jos+ZrcJ+ZHr0sOqlxT+8XPq7Z6zEfWItPmuBwrzu+ZcBsAKl60X5zb9XidxvEkPquxpJ5T55fnG4nncS7PpfxRr46R+y/PSb5I7U3jvORnWk2RFk9JfJJtZL6ZTs1ikOQ8kBY36rxptpm0/thxzqt2J7VlsRcrj3TtOB1I20qxPBrXm3r+NSlQdaeuGZJqAXXMcYeJ355O9+90OBZ/PhV34zVMmm0VL6pj07FHjTegNnfIdnGNTNLCuaQxcxEnnHACSiTq4yT+pu1xvOY7tsWqywXZZ7r1sTxO09q03J6mjfXiqOL5U9qUxmv1er16yEzRVeZz27pyRqKmJM1VT/enil3pK9skqbZKX8rfQ5zLcSRtGyYEPtLvoyTq+SlNv1Vdmo4ux9vWayPP1Ysh5iMSR2n53kipZdS+cu6kuKlXkwMIck6aJtSrDYzYazPq3B7jr0sl+WGqWJBrSsqr8rqMvbleM0tNTlvDXI7DQ435kL+TXq+cqrYG5j4PkupkiXpcPpzt55It8619I2tajX36K041BGbD3Vl/Vvhzn/scPve5z+HrX/86PM/DnXfeiY9//OP4x3/8R3z2s5+d9jiMMfzFX/wFbNvG1772NQD8k5Kjo6ORdqOjo2hubp5yvKS+IyMjqX2bm5sj7eU8SW9MzhadNsPmviJ6C/xfSXsL/HukO+0j953+nTab0Z9q/4adpZr13LmmiBbi1JtS4yhCC3GQNzkvNuwsYXGzif6V3RFOLGoysOG8bvTv4L951JUzIm027Cyht2DV9NskxpTHS1sttFh8rrufG8aWNfz6+hXd2LCzhA3n8f4vDFcCXt746CD6V/LrnseCMW9Z1YPegoUHdo1hScLct67m1295shRcu/HRQSxqMoLx1q/ga9oUm0s+78oZwThyXHn9pscG0VuwAtvlY3zN8eub+4p4anAyuL65r4gbH42OtbmviFLZwea+IojPaq5v6isG8+t45Rw+rtWK7Gtc4zbsLKEza9S0kfssOS2vPTU4WaONm/qKMAgDhY8ta4o1vJD7xBiLXL/7uWFs7iuif8dQ4pj9O4YC7kublwgO9+8YQs5gdTl+93PDAYdvemwwWK/K76Q1b1zVXbOGrpyBzqwR4ax8VNeYxOvH900GnP7FnrFgXLVN1gj53L+ym69rx1DEhu4mExt2lvD9C3qCtprnhw4dplvDw/6V3XhhuIIlQt9Vjb/x0UEwxgKOqX3k/ixqMiJ6Hue4bdTWTrK/GqNq3/4dQ1jaatXkmqQYuuXJUqDt6rWlrRZuO7+npv2GnaVA73+xZyyxrvvFnjHcfkERJmWJ+e2ONbxNfG1Jcb65rwjGWOTcljVHtnacCdTaUc2TUm/SeCH9KHN3XONUDVLzp6qHqu8t6qN/x1ANxzau6kbG8Ovaoj7fuCp83pUzEvmXVMN0Zo0aPkkdU9ttOK8bjLEazqjz3rq6B0sKVuS6TWvXIHOHPNZaOHt02gwmDbl802ODNbq2RMR2nAfxms8HS6wDjskbkTotrT6WeimP5bgW9WtsknWCWivHdSaujdKGuH0yv0ve14uXOK/j1295Mt3etBrKpj427CxFfK9qitpWzp2m+57HsHFVbd0Xrzv6dwzhlidLsOv4dnNfESZhDaPJ7YaDDpvV3EfF/XDHGl633rq6JzHHxjm8cVU3lrZaNTxKGjutbbxNXOekrR6rrQs29RWRMXwsbbUS59zcV4THGDqzRnAfmRaDd6wpBnNLjqn3fEnxr8b60lYLWcMP7i/i8Xv3c8NYIvrEfc58VrNmybP+HUNB3Mh726T8qq5JjbulrRb2jFYS+bxlTRF7RisNkyfm4utqGocHHaYbvBbZLh6T7m3vurAYed2yUTBTLh/O9nPJlvnWXmuahgYHKZVK/tTNkvGjH/0IN910E37729+CMYY3v/nN+OxnP4s//MM/nFZ/3/dx1VVX4aWXXsLtt9+OXI7/ptp3vvMdfO9738P9998PgH8a8vjjj8dPfvKTyNe6PvTQQ/jEJz6BJ554Ijj37LPPYvny5Xj22WeDr3Y9//zz8b73vQ9XXnlljQ3nnXcePvShD+GKK64AAGzcuBEbNmzAAw88MG0/TOc/l8xMRvxuCWBSLkJH+gduzUwGM3l/+kAVEftLVaDKCGzqo4U4wQ+oz4f/5JoujmZfEErhWxZKVQoKwDKAsgd4DMgY/JNfLgMYANsAfJ9/lZ3D+H+hmxSwKD9fZbxf1uB/oy4/tgwgSwHHBwomcLAK5AygzAACPg4F4Iu5OjJASfA0Z0J8YoLbM+kh+Iq8qgcsyAKTbji3ZQAm4XaNObyP5/OxsgbvW/b4j7HLNVW9cC7XBxwPyPO6Ag7jxwYFMpT7Y8xF8F/Wge3g4094/JxBuB2uuM4AtNvAqMPnzxkACFAR61HbDFWBgs3XFb/ebAIjVb8mXucLkmKRUIpJYmOSkWBfmfgarybTx7hLQMV+VBjfG+ZzXuTEN6sx8L2W11ptYKTKz5mUt/ME903K98VhgC34P+ZEOVJh4XjNFr9uixiQfMqbnAvED7lvijGYz9taFMgbwITLx1Q5TgjnruSw5/O5yq6IK4TXJH88P4yDqsfnMAi3DeK65K8nuAvhu0mX2x3ndZsNHKzwMdtsYNjhdqq8bbN5bEwofsqbvG0QXwb3AYVcmw+LND7P51r+MCwLg64JV3DJonxfOrPAuMs5DoQanzM5HyZdvj+2wXmq7mWTyXVL5ZlBeNwYgqujjtKfcE7L2KqI7ZVxaRLOUw881iTvF1jAoFLD5Aw+bt7inC8rbbOCT66IRYvyc5NC7/OW+Gpwg2u6HFPGKwXX4YoYQ+YY2+BrnhSxlzW4VoR1FbdRakfB4rlOXUeHdeRrx5lArX1zJs/HFY/r5LjHY9g2Qp6YVGhBle9LRvG7KfgitdBhQg8N7mMfYY0htUn+J/2EG+ZuyRPLELwTNYjktU1DjhmE62LAXTccm8o8jDB3EMHdqqLjsj7ymKghKO+fM4Fxh7eVdYEpioK4ZpdeaWKKAAAgAElEQVS9sD5pFjET8MbyMMkIxj3uZ4sCzSbDqEvhMR8ZCrSQaqIWzjWNmaswMxmUfYoxoUUtFt8TR4l9+KEeSM2Q+Z2KvGhRoMUESvH85XEO5U2uCTLPe34Y/7bBuTUhjg3CY8QHkBWxVVZiJcjhhLchfphTS3HdcaL1RcXjfaVOu4xrqk3D+kGuR9X0rIipCcVmqdkW5XyecLi/CKKxbVPO+1YLGHHC83mTjyl9q/pe1t6uEvNVFtrWZIb5I8gZYl1M1GXMD+s+tV6eED5otfn1yQTfNptAljaWJlPTBDUsDDqihgTfU5lDbaF7spZz/JA7ql/H3ShHcoK7sjbMy3s1pS8lnO8W4f4NOCdyudTCrMH5UfH4/kp99MGfW5TrslpnZ0SfpHqiyQx5Ie+5yl5tDQkA7RYwyThnXRbGofzEr8OAFjusa2ReknHbaQPj4h7V82tri0mXtxlW7j8zhqwffDCfgPk+KCEg8MFA0GT4KDMCg/I8NinyTt4M4yLIr4zfNxMlLnOCrwzCPi/ks0U5x8eqfmqemIuYi6+rvd6YL/nbsCwQGv2yPzV+cgbPGxyNx4OZcvlwtp9Ltsy39keLprX1609OanCU1vXMuM+s35z84Ac/iA9/+MM477zzQOnsPoB59dVX44knnsCdd94Z+WTjgQMHcOaZZ+Lmm2/GqlWr8NWvfhXbt28P3jBkjKFareJnP/sZrr76ajz66KOglMK2bQDAihUr8Pa3vx1f/OIX8cMf/hBXXXUVfv3rX9d8VSwAfPvb38a//Mu/4M477wQhBJdccgn+/M//PPGNzDTMl+JgutD+CKF98frgaPTz0bimI4mjwZ96DfML2lcc2g+N74NGt1+FXsv8hfbX1NA+agzofXrt0D488pjPezBf1z5f1z2XMd/2ZL6tdybQb05qSMzmzcnZvasI/vWpV155JU455RRcd911eP7552fU/6WXXkJ/fz+eeOIJLFu2DD09Pejp6cH3v/99dHZ24rvf/S5uuOEGLFmyBI8++ijWr18f9N2+fTsWLVqE973vfRgYGMCiRYtwySWXBNfXr1+P3/zmN1iyZAm+9KUv4bvf/W7wxuTPf/5z9PSEjlq3bh1Wr16Nd7zjHTjnnHNw3nnnYd26dbN1i4aGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGRgrMqZsk49///d8xMjKC22+/Hbfccgu+8Y1v4O1vfzs+/OEP4+KLLw6+ojUNxx57LEqlUur1c889F7/61a8Sr73rXe+q27e3txfbtm1LvPaOd7wDu3eH7+gTQnDdddfhuuuuq2uvhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhobGa8OsPzkJAIVCAR/5yEfw4x//GD//+c9xxhln4Oqrr8ayZcvwf/7P/8HTTz99qOzU0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NBocLymNyclXnnlFdxzzz24//77YZom/viP/xi7d+/G8uXLcfPNNx+KKTQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NBocpFQq+bPp6DgO7rnnHvznf/4nHnzwQZx++um44oorsHbtWjQ3NwMA7rjjDnzyk5/ESy+9dEiNnmuYKz+Ka2YymOn7zQeqgMuAnAnAByoeg02BFuLAZ2xWdswVf8wFHG2+oKaJIc+Cw4C8CZgUmHAB5gOUcPZlDMDzgQoDWkxgzOUcMynnmUWBkWp4rsUCRhyAMcA0gFYLKCnXW23AY4DrA1UGmIQ/ugxYlOUctml4zqRATtgAAlQ83t+igGUAEOPYBl9TcN0AshQoe4Aj2psUmHSBFmFDhQEGAJ8AxAcY+Dw58QXZzOd9PaV/zuBjVhlvaxDuKx9AswmMOqHd8pocR/qUgfthwuXrJwQgCNdMRBt1Hxi4bz2f91tgA/srYg7uBrQbDpjrvo4MOnLYP3gQdmcPHOFryRnP95EhQJvt40CVggIw5DXG+WwQ7kPL4Ps5KThjUM7XYbGHrVaU780W38eyB2Qo59yYE+6PQbhtOQOgVHDBAzIm3zfHC2Nmwo3y3KJAwQaGq+F4ntj/jMHPWZTb43jc1rwBlJU4abOAIdHfNHgsxPlNCbezKrkPHouUcHtyBo9fldsZyn00HV4XRPw3mwAI95XHgKwRHWOBzf1MhE1VxsfwAOQMH/D9wEevJX/NBZi2jQOOEehQp+XBrVYP2fiEUoz6ltBBgqxJOC/FHlFw7pZZyAlVX3JGqMceA/KC5y4LeZER+qdqebvNjx0lPjyfa6yaI1zGx2Y+1zvLAKoeb5s1+HVHzOuxKKcyJlB2wzmkrU1maItlcBvHHR4XGYPHXT6Wr2zKNd+inJ9q/7zB28rc0WbVrm3SFf4T/mgyebzJ8TvtsAaT/jlYDcfssPh+HYj0YXArlUPGhcMNM5PBoEMDDZJ62kSj62q1uQ44HnBMFhj1Qu5JPY7rT7sNjLtRrshc2G5HfS33Mm/w9hUv3AMHUR2lhI9VEfy2DX484XL7cybXcVWbSlV+TWqWRTlXR52wzcFq7bUWK6w5TKHpk24YW5bBtdgnIg84/JzMO47HjzPUx4Tjo2DTCIdbbR/jVR8txAGAMO6FTv7+6aePqhr1cMHMZHCgSiM1ZsXjeZsSXjuOOOH9FPNDjrUpPPUY7wvC99mkPAcerHA9cxnXuiBfy3pU6IEaMwtsYMhBJLZcEQs5M6qrUmvUXO+ljKvqUpPF7XbEWjpsYLCOhuUEr3Mmj/NJLxqbHvi6XMavNQv+y/4yBm1DcFvUTR4LYytvivwjuG8QrvmWASywova12YpuUyBrAqNV7q9OGxiJxZolavOcGb1Pia+zxQrX2UQbT5NVLrfZ4T2bmu/j91VZg/+VYrpaZdw/g4oe2ZQ/l3VpVtQDZY9zStVPtW/W5HPErw+LfTJEjaLuq8yd4x4AP8zRZS+6rxNKvNkkup/NFlCqhPPtr4ZzJXFA3nvKuaQ2y3Z7y0BHFrAg4i5hrDGP+9zxovNKjSAEmHB9WJSgQ5k7XvtTUTcbYj8KJvBqmR93Kf1knabOB7AIFxqpvpA8DurkBrL9UOFoe40pDfL1zWGH64Al7l/jeYuj8XgQ1+SpuHw428927OnG4Vxa61xb70xtmato6989dSONeYHSup4Z95n1b04uW7YMvu/jsssuw0MPPYTTTjutps173/tetLW1zXYKjRmAJ26A3wpMD08N+1i7bQCL8ia+unwh1v1wD3aNOOgtWLhzTRHH5dyGfoFX49CCmiZ+P0axdtsuLMqb6D9vEcYd4LJtAwFvtl5YBKUEr054eHW8ghPac1irXN/UV8SCLMH/+5N9uOv5MfQWLGzuK2L77jF88qf78ekz2/H+ZW1Bn4uOa8bN5y7EuAuUKgybnxnGny5rw2XbBvDTtYvx1LCP254uBefkPA9cuhhVD3h1wovweuOqbnRkDTywaxQrelsi1y86rhnXnt0Vsbd/ZTe27x7HJScUsG/Cwzd/M4irz+zAN349iE+c0YGPPLAHi/Imbj73GADAmOPXzNeZ4++Cnn/ny8H59Su6sePABJb3NEfm23BeN/Imwfvu2R1pe/Pjg7j27C505wn2V8I3Q3ePebjpsdCWpD7H5AnuenYUy3uakTV89P337sj1E5vNo/4NSmqaGG5ahLWbdgV7/cWzuwLOyL2//pG9+MLbOjHuRvexf2U3rtm+D4vyRoQj33x3F95ZbMalWwfw0VNacf7Slgh3v7J8IV6d8HDPCyP432e0Y8+4j+sf2Y9PnNGBmx8fxOfe1oldw2W8Z3Eer4z4uHRrVI8X5U2sX7EIkx7wXzGey1iR46n7f/sFPSg2U7w4ysdU4++GR/bjrufHlDXvx7Vnd2Kk6tfw++bHBwN/fPM3tTzrX9mNY/IGvrA9jOdbVvWgLUvRd9fL0+b1gYkqOvM2FuYJ9k8yPDwwXhMbm/uKWNJC8JEH9uFv396FW58qYfWSAm5+fBCffEsHmi2CTzz0KvZOuA2dv0zbxlMjwNptuyJrP6lgH5I3KAmleH7SxMVbX07k0c2PD+Kf3rMQeyeBveNezb5/+sx2rDu1PdDOpPqhf2U3FjVFdS+u7XJdrRmCFVtCrmxZU4TH/AhXJG/3TniR2IjPm8S9TX1F9DQTPCvqnXhM751w0b+yGwtzBkYd4IJY3/96uoQLlhZqeK7GkrT74QGex5JyyW3n96Bg02D8pDab+4q4PjZmdxPBeza9HOVCa6YhbljNTAZPj/i4dOuuiN9PaDPw8qhfs/btu8fwR8c24eUJGnAvTX9UfVU5sH5FN+57caSGa3Iv/3RZW82+ZQ2CL2zfV6N58Vz+mZ9xvmxZU8R1v/z/2Xv36Lqq+1z0m3OutfZD0pZkScaRNsiG8nSbF+QSoMnIuMUYkDiA7TYUDnXUNE3akd7clubS9oS0J0lDaQ49I8nITdtxGToOJSTBNtDYCWB6RtsEODmBJE3KKyTYDrIKtmRtPfdjve4fc8615nptScayta35jaGhvdZ8/eac3+/7/eba0t7HIjnMOR0Eh2f9SB6ye6iML//bcfzT2EIkz5Fl/3a0iretL0Ta7BkqI8+AoX+M5gX//Qdc5yRn4zbIXOXaTR2J/iYWGjirzULeILhWyUMeGS6jUGw73TRZ9TByOXFeOhzZ26LB30BoNwlencs+T6Vpmqo/e4bKGJttYF3BwO2Pjyd0T+Wq3PMbz23HJ9/dF4nvo1v6UbIIvvbydIT/n39vH64aaMenv3cMf/HuPkzVvcA+WRb3xa+9XMF3xmuRuSxFs3YPlfHYwVlcf247put+qm/KPObXykX83tvWRfgq84JPXN6Hr79cwX86r4SNHQxvVLlvZcWbrPwsPjfpk//X27uwYLOEfkjNfVWJF1mx65WpKn6pu4B1eYKzcq2jyXEuy9zqZ5XwPKHuk6z3rzvOxticn1jPp4/MJdb5oesHsOD42PnEeEKLeotWJt/+Yetb8Pp8MjasLxL83//MNbrIPEwYRqLOOR0ER6s+PB+YqHmZ+v2TW88Onn+o7b99cBb/3wvTgZ0GM4J48/Svnx2M+XxK+7g/X9RJ4IM/Z0nL0fcMlXFuieDyr0dj+/mdBJ1/+2rE5vf05xPnYpm7/5f/ow+//q2oHWcVGRZsFxd3sabPeR4eLiPHCK5/NJZrtkB+kcXjVrBdY3mQzzd/Nuvixm9mxx7pd7JNq/BguVxeyfqryZa1Vl9rmoYGBz3Rhp/97Gfx4osv4nOf+1zqG5MA0NXVhR//+McnbJzG0jHRoMv+kYnunZf1BAkrAByesXHTvjHM+uZpnpXGasKUa0Y4A9Dg4Apw3jBGcWjGxsiBcVzRHx5WZfmO/WOouwQ7L+kK7m3fP4YbzusEAIxs7o602XlJFxyf4tVpG7d8+whGNncHY/qEc1i9J/u0PRLYod6//fFxHJqxccN5nYnynZd0JewdOTCO2y7uCl7vvKQLO5/gv+VB887LenCs6uJY1U0d7+C0jYPTduT+B58cxw3ndSbG2/nEOI5V3URdaVvDpzg8Y6PuEtRdgtsfj9qS1sb2aDBWu2UkyqfcM9/PVe4CfK93xK637x/Dzku6MFFL7uPIgXHceVlPgiM3nNcZPBy87eKuxBiSYyObu+H4NBhDrv9vfvsIruhvR8OlQT+qHt95WQ8o5X4W57n0lbT9P1Z10fDCPuX9HaJ+fM7yAV2c3+p6pI0zcoD7k+rPtz3OH8Auh9cX9fA/YnA8/qZEmm9s3z+GOYdi5yVduHkfXw/Zx8gB3v+dl/W0fPyasFnq3CdsdlL6n/VN3LQvm0c7L+mCTygOTtup+z6yuTuinWn5w8iBpO7FtV3Oy/ZI5N62fWMJrkjexn0jPm4a93bsH0PDpanaLvkycmAch2dtHEppO7K5O5Xnqi9Ju2UcS4slt3z7SKT/tDrbU/qsuzTJhcYJp+6nFBONpAaNHBiH7SX3Q+YB7ZYR4V6W/qj6GteVNK6pGhpfY7m3cc2Lx3LJl237on1s3z+GBSeZD+3YP4Y7Lu1J5Dmy7OrB9kSb7fvHQGl0z6Umq5yN2yBzlbT+Luop4KZ9Y3g1lofctG8MuZ63rMjen0lQz0tAuH+EUAAUnt/8PJWmaepebt8/hrevLwRvTKpjxLmqxu8033pjwU3wX8bTnZd0YXzeidiXFWtHNncn5rIUzdqxfwy3XdyF1+eTPiR9U3L0jkt7EnyVPij99fbHx+H4oW9lxZus/Cxt3+64tAddeTNVP6Tmqu2yYtcV/e3BmaaVNDkrt1LPE2nnKtdP94O0dT5WdYM3JtVxZK6XxTdG0+3zfBrY1t+RS62z4FBQSvHanNNUv49nrIE860k71Xijjpm2hnF/nmhQTDaiOX98vBk7GdunBI9Um9POxbJf+cakasehGRt9RXPR5zw3i9jXivlFFo9bwXaN5UE+s5RvTALpsUfuv/xpFSyXyytZfzXZstbqa03T0OA44f+cvOWWW06mHRpvEo7HP4pmOZACuC7PgtdqWcMTn8OjoQHA9vwIZyhBgjeUAG0mP3DZXrL88IwNSnh79Z4ryMsoibRZl2dw/bBPtVz2H28TtyM+fptJI32qY6XVV+vKOmrd+FzSxotD9ruU+up4/GO2KChJlmW1kWsr28fLbQ9nvJ+r3AWSe63uK5C+L2ll6h7G91OtzygJyuMcspU9idum+lmc5/I6bf/bTJrpf9KutDnHbUsri/fXZlK0mcl7afXSbJG8VH0tyzccL7Q7Pn/VjlaOX07GvjknyU8bsf7j67guzz9ONq55an1VO5vxQkWaTst4sFjbNP9b6rjNYpHaZ5ZOS7vTeJ4Vx5ZiWzPdVq+d2D//nkwurDSyuJzl366PRLyVZWmaLcvi/WRxTeW6el/u7XJiQNo+ZY2pzk8ta5YjpY29mA3NdDPLN3xmgH/YpkYWsvZW7pO6j8vRJXUvs8aI73E8fqeNE+e/mnvIevGyeD+Mksw8aTEb0/JrtV95P8tP4zFetXExG5Y6NzXGxcvje5Flp6xHCVpek+X9+NqraKbb8ftZa5uleZJvS8n9svqQHyufNbbkSFb7+FlJraO2WUo+IZ/JpMUutU6ze7Jt2rm4Wb9tJo2Mr7ZJq5tqwyrn8krnyRqrB3EuSyyaL7cID5bL5ZWsv5psWWv1taZpaHDot+PPEBhUfKfeMn4GS/xJ2/GaG7yWGCyZsOgJfR2pxhkKk5IIZzwfCd54PjBvexgsmRGOSQyWTHg+b6/ek9+953p+pM3xmgtGwj7Vctl/vE3cjvj487YX6VMdK62+WlfWUeser7mYt72m483bXmq/WfXj9+R4BuW2eD6C9c+yW95n4jsDZft4ecoz+TMOKneB5F6r+5q1j8drbqKduofx/VT7cj0/KI9zqJkeq34W57m8Ttv/edvL9D/pe2lzjtuWVhbvb972Ev6cxuHFeK36WpZvGDS0Oz5/1Y5Wjl9Gxr4ZJ8lPrVj/8XU8XnNh0qTmqfVVH2nGC3XP03RaxoO0tvF7cf9rNm783mK+0Eynpd1pPM+KY0uxrZluq9fxfT+ZXFhpZHE5y7+Z+F5FlXtZPGym1VlcU7mu3pd7u5QYEH8tr7Pm6gqCq/yQ181ypLSxF7OhmW5m+QZxz+yPdD8ZyNpbmYct5TyVpWnyddYYWZrTbJw4/9XcI87tLM64np+ZJy1mY1p+rfYr72f5aTzGqzY2s6FZfha3QdWZeHl8L7LslPU8Hy2vyfJ+fO1VNNPt+P2stc3SPMm3peR+WX0YtPnZT/I0q73U5zQOqG2Wkk/IZzJpsUut0+yebJt2Lm7W77ztRcZX26TVXcyu1YiVzpM1Vg/iXJbIysPkT6tguVxeyfqryZa1Vl9rmoYGh6b8GYJey1v2z56hMgZLJu55dhKjW/oDURws8e+i6SD2IqNqrCV0MzvCGcDDbnENiAOm62FjiX/vxTPjc0F9Wb57qIwc87HrhUpwb89QGd/8+TQAYPT5qUibXS9UYBAP53by7+wafX4qGJP4nMPqPdmnSf3ADvX+/Vv7sbFk4ps/n06U73qhkrB3dEs/HnixErze9UIFu67hv++7uj9Yi74CQ1+BpY63qdPEpk4zcv++q/vxzZ9PJ8bbdU0/+gosUVfaZhF+6M4xHznm4/6tUVvS2pjUC8aaaziJ8m525vu5yl2A7/Xu2PWeoTJ2vVBBbz65j6Nb+nHPs5MJjnzz59PYO8yvH3ixkhhDcmz0+SkYxAvGkOv/4HUDeGZ8Dhbzgn5UPb7n2Ul4HvezOM+lr6Ttf1+BwaJhn/L+blE/PueziiyV3+p6pI0zuoX7k+rPD2wdwGDJXBavX5qsYs9QGQb1sKGNpfrGnqEy2g0Pu16o4OFhvh6yj9EtvP97np1s+fjVa7qpc+81T85/N3UQG48MZ/No1wsVEN/Dpk4zdd9Hn5+KaGda/jC6Jal7cW2X8zKpH7m3d7ic4Irkbdw34uOmcW/3UBkW81K1XfJldEs/BjtMbExpO/r8VCrPVV+Sdss4lhZLvnbdQKT/tDp7UvrMMS9Rp9dqje9S7bWSGjS6pR8mTe6HzAPmGk6Ee1n6o+prXFfSuKZqaHyN5d7GNS8eyyVf9g5H+9gzVEbRSOZDu4fKuPe5yUSeI8uePDyXaLNnqAzPi+651GSVs3EbZK6S1t9Lk1X+PbyxPOSR4TLqk/+xInt/JkE9LwHh/vm+B8ADJc3PU2mapu7lnqEyfnS0ivu39ifGiHNVjd9pvnVWkSX4L+Pprhcq6G8zIvZlxdrR56cSc1mKZu0eKuOBFyvY0Jb0IembkqP3PjeZ4Kv0Qemv92/th0FC38qKN1n5Wdq+3fvcJCo1O1U/pOaq7bJi1zPjc8GZppU0OSu3Us8TaecqRtL9IG2d+woMu67pT4wjc70svrleun2UeIFt47P11DpFw4PneTi73Wiq3+sy1kCe9aSdarxRx0xbw7g/91oeeqxozh8fr2QmY3u34JFqc9q5WPb70PVJOzaWTBxbsBd9zvOwiH2tmF9k8bgVbNdYHuQzy0dvaB575P7Ln1bBcrm8kvVXky1rrb7WNA0NDlKpVFrz3wtWEV555RWcf/75p9sM8aXRy3u/eaLB/5W8YADwgbrrw6I+OogN3zsxQVwt67EacKatBTUMTLkmbA8oGvwvfRYc/teqlHD25Rj/+J+6B3QYwJzDOWZQzjOTAjON8F6HCczYCP76uNMEKkp5pwW4HuD4/CMJDcJ/uz5wVo5z2KL8XjCOsAEEqLu8vUkBU3wCSMMFLPE6KGdAngI1l39sjyn++q7mAO3ChroHMAC++MRIT3wMXUF8QLbn87au0r7AeJ/SZkb4WvkA2g1g1ub1GeVzIyTsR66pB74OC05YhyCcMxF11H3wwNfW9Xm7dRZwrC7GBx+/m9nwnLXxnxPHJo/D6h2AI/ZAcsbzfVgE6LJ8TDQoKPheNMQ+5hivv+BwjhQYUHXDPes0gWmb70OnGeV7u8n3seYCOco5N2eH+yP/UrvAAEo5Fxwv9CHHBfLCZxacKM9NCpQsYLoR9ueK/c8xfs+k3B7b5bYWGVBT/KTLBKZEe4NxX4jzm4r/vG1I7oP7IhVrWGDcfyW35dqqa9SM1yXh/+0GAMLXyvWAvFhnaes6i68zAV+rhsv7cX2gwHzA97HgkDcdv1YDDMvChM2CufeaLpxG46T1TyjFrG+i4RFYDMgbhPNS7BEF527NE5wQ9yUfCizUY9cDioLn8mPVLMr5btColndb/NpW/MP1gWosRjie9E3OHZPx/XZ9zgvH430UTT6+yqmcwTVbjiFtbTNCW0zGbZy3OT9zjPtaMRavLOETJuX8VNsXGa8rY0eXmZxb1RHrJ9ajzeD+FuyrFeZgcn2ON8I+e8Qf0U5E2nhw6vWTxoWVhpHLYdKmgQZJPW2j0Xl1WlwHbBc4Kw/MuqEeST2O60+3Bcw7Ua7IWNhtRdfaojx+FxmvX3fDPbAR1VFKeF91wW+L8esFh9tfMLiOq9pUafAyqVkm5VydtcM6xxvJsg4zzDnkOiyoc6IA8bkmmxRYsDk3ZNyxXX6doz4WbKBkkQiHOy0f8w0/+GONwO+FTv705ZfPqBx1pWDkcpho0EiOWZe6Q3juOGOH5ynPDznWpfDU9XhbEK4PBuUx8Hid65njca0L4rXMR4UeqD6zzgKmbER8yxG8KRhRXZVao8Z6N6NfVZfaTG63LebSYwGTTTSsIHKcvMH9vOoqvinidVHYWXVFnHGV3BjcBy0muC102PVC3yoaXANsl8+FEa75JgPWmVH7uixFtym3a7bB16vXAmZivmaK3LxgRM8p8Xl2mNx/CwbQRltPk1Uud1nhmU1qrtyDhpKD5Rn/qcR0teHx9ZlU9Mii/LXMS/PyPOVyTqn6qbbNG3yMePm02CeZi6j7KmPnvAvAD2N0TeG4KbjICPc3i0T3s90EKvVwvGONcCzJTZUDG/Lha5OF2izbv14DevKACeF3si8v5N6cy9fcdqPjSo0g8twh/G5C4bGa+1ORNzOxHyUDeKPGr/uUdjJPU8cDvAgXWim/iPO4lWw/WTjTnjFlQT7fnLa5Dpji/BqPWxytx4Plcnkl668mW9Za/TNF07pGj5xuEzRWCSojA8tuo9+cPAlYK8nBUqHXI4Rei1ODM3Gdz8Q5nU6cCeup57C2oNeKQ69D669Bq9uvQs9l7UKv1+LQa9Qa0Pv05qHX8PRjLe/BWp37Wp33asZa25O1Nt/lQL85qSFxIm9O0hWwQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQyMB/eakhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhobGKYF+c1JDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ+OUQL85qaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhcUpAKpWKf7qNaHWs1Lu7Cb0AACAASURBVJfiGrkclvv+8UQDcDzAoECv5aHSABoeYFGgg9jwPe+k2xmH/pLgEGt9LYxcDsdtCoMAtg/kKVB1OUcLBsAIv3Y9oMMCag5gC/52WcCCyz3AIEDd41xmAHwAjg+YlPdBxD3f5/3WXF7X9wFKeF8VxTfaDV4O8N+uz8cwKLfFJwDxAQ+AJ/qwaFg3z/j4jsfHp+Bt8pSPbXsAo0CBcbtlvRwD6m44Xp7xOeZE344HWIyXLTjcHkrEYgp7uixg2g7tc33ed8nka9nw+ByKJu+v4XJbcpT3PWeHbSh4H20Gt7md2PAc59SS5BThRHyRUIpZ3wJlBL7PeeaBr5VcY9sL94IJDjU8wCT8d4HxPZx3+H705vlruU85UV5zeftuC5hzAEIEVzzO86Ih9tcNuUUIUHVUzY/GgDzjNtc8wHb5PYuGfid5a7tA3uC8kL5pe1F+g4h2TtiP9IcEt8UYnhf2b7Foe0q4z0r/NaQWCN/osICZRtRGRoGi4lNU4XCHGc6p1XnMeWdivu6gLWesSOw2LAsTNgs10QRm7ZBvbSbXClleMoFZR9kHg3Ox7vL6eYNrVkesXbcFTDWivKg5nA85BtSdUMcKBrdN8r5o8t91RcPyjNedd6K2zShj5hi3zZFcUspNyvXO8bnPyTaSz5JPBYOXVcWcaqI/RpLc77a4PbYXan+R8X5q0ocZH1euscX4Gsq1MhmPH7N2ONeSAUza4ZrnGFBiHpx6/aRyYSVh5HKYaNBgjibh85WxlVF+T8Y7k4ZaILXIFacUH0kt6RJ6qfLY8fi6yvHkXlGhU77Ye4MCXSYw74b9SY7kDc7NogG44GWSG0H8JLwvk3JueD5QsvjYDcVP6opud1nAtKLRBcbtD/IIcBtlnIlrsEF5DlR1Qx6qfbVRF5M2gy3WzvEBxwVy1EcHaSR0ZOzIOLrKmyLnBACY9c1F752K88RqgcpjmZ/OOzx21b3Qx4nPdUvVwDaDc2NB0QKZb9oe10OpDw0v1L+ciPFqHGVCq3KMc7LhxbgotC+NqzKXbTc45xpKTJXjxjlaNPl4C6K+micYJNSt43XOdUPUDfydAgt2eq4U9CNy8lkn1EaqxAmpm7LPHOXry0Q8MElUAyxlDYiYu6oV6tpITaAI+ywyADE96BJxTI05Uw1ets5sPU0GKGZczikZs3KMa0tdnBtMyudad8NcixB+Xz3XUAAGE2cnn7+W/XZaYawuCD+ou6FeSX4SEvKmoHBMzfEKIscsCX6aMf2jIpeUubN6ximZIeflfk4rOm0JDlZsoNPktgR+LdbGFnLn+tFcW+W5modbjHNJPXtSwXsZh2Q+HM/dpb7kGec+BbdTjtdweRsXUV72WsCUDXSb8edB/Nr1gb4ccFwp67GAN2rhc6NW4bLUZFvsUSvZfrKwVp4xEUrBzFzifpzjIVqLC/H8YjEur2T9E+17qX64mua62ua7XFtWK7pGj5xuEzRWCSojA8tuY6yAHRonAfzwAPC0eml4adrH9v1jODxj48Zz23HX5X3B9WDJxCPDZZxbcNbUAwWN0wcjl8PLMz4efGkSt1zYhaeOzOGqgXZs3z+GDUUDX3zfWZizfYwcGMevlYv4vbetww6Fr3uHyyiZBDnGH9C+seDi8z+cxB+8vQcffHI8qPfocBkmI6i7Pl4+XsVb+4p4Y8HFyAFe57EbB9BbtCK+sGeojL48wbGaH7n/0PUDaLjA556biIxz47nt+MTlfdghbL/7qvVB/4MlE/dd3Y8v/mgSn7i8D5/53jE8+uocBksmdg+VF71++sgcrhxoj8x9dEs//vSpo3h9wQn6/vilvfjccxO46/I+vDJVRV8xF1mHvcNluJ6PX//WEWwoGvjce9bj9sfD8q9eO4CuHMX1j76WsPuuy/vQaRFMeQxn59HSb+ycLBBK8WrVwAMvHccHNnej7npwPQSclTyQnPzijybxX6/ow7zt4+GfTeP9F3bh6SNzuOG8DkzWfOzYP4bPv3c9zu/ORfip7vd/f08v5vMmHM/HZM0L6vzxO7vxmxd1Ydu+kCPfuvFsVB0/wetPK/zaf+PZqLt+pN2T287GdN3Hp793DH/4zh7sfGI8wulm/P7YO3oCXi7G7fu39qNoEGzff6Qpr/+fy3rFm2EUo89P4b/9YCqYy9dermD43BJ2PhHaEh9H5XBfnmC86qHNbF0eS97dtO+1FYvdhmXhpRlg+/7DqflCWv4g90Puj7oPUh9/NlXF+d2Fpv2oHNgzVEaOAsPf5Lr6//6fZ2G67mfycHRLP87pYJhuRDmt8l7V6qzye9+7HlN1P1Jn91AZX3+5gms3lgItLzDg4Z/N4tpNHUHdtP73DpcB+Ni270hkTM/nepxmxx+/sxu3XNiVuTajW/pxVpFFfGJ0Sz82tDGcU8y1xIHVyOVEXno4EmMXHD/i02nz/rOnjuL1BTfQWKlVaptXK3W8fX0hwdP1BYLP/u9J/NPYQkIvRrf0ozNH8Pv/8w28vuDg2zedjTxDoNFqP/1FgmkbOF7z8ZnvHUvkHlJ77ri0BzlK8Nnv8/j86QxdTPOH3UNlfPnfjuOfxhaC/j757j4wADcqHJdlf/7uPliM4H88P4X3X9gVsXn/jWdjzAW27Tuc6j9xHSGUotZdxlW7Q6157KazUXP8hP7kDYJrH1k5TVrNSOPx3uEyShbBa7PRWP7oDWUcqyGiT7uHyliXJ/ijfzka8OKr1w6gM0cB38cHn3wdG4oMn71qfSI3+Np1AzApInH0oesHwCiJjHHf1f147NAM3n9hV1Ou3vve9ThY9RP2pXF0Q9HAP2x9C/7D5vXTOHX/1n70Fhh+eryOC9ZZmLeRyGX/4cUK/vPFXZFcKW5fPHeRmvCe/nxTndz/n8qouUj4lKrlH3tHT6AVn05Zm9Et/Wg3Cf7gn7kmPLntbFSU+PD59/YFZxfV3h8dreLT35/E3uEyLiy1jib7AF5b8DBRdSNnhIeuH4BBCW7el30WeezQTGI/vnHdAOqej3ufm8Rdl/diwfFx++Pj+J1LOnHdpo6AS3HuSK2u+Vxjs+qp56tNHQQ/m/bxtZcrCf1Ly1PTbH7sxgGsb7MS8zyryGC7LuYaDJO16NrI/OfajSW8o49Fnrek5TUNx8F5XSZ+Fqun2qjGoT1DZWwqEfT83atBft9hAgfnea7+Z+/qRd3z8Y8/5z5ebufrdmgmeQa4qJMk7JP9vzrtYqpGE2V55mPoH4+I9qufy2ma3Cq2aywP/I1JE/HnoWkcv6iTBOVGrjW4sFwur2T91WTLWquvNU1Dg4OebgM00jHRoMv+kUEaAHZe0hW5Pjxj46Z9Y5j1zdM5LY01hIkGxbZ9YxjZ3I3t+8dww3mdASfvvKwHx6rhQ5g7Lu0JDpkA5+u2fWNglMLxKQ7N2Bg5MI6dl3QFDxVkvSPzDg7N2Lh53xiu6G8P6so6F/UUEr6wff8YfEIT949VXdz2+JHEODsvCQ/Bd17WE+n/8IyNDz45HtTZeUlXcH8p1zec15mY+8iBcdx5WU+kb2nX9v18nvF12LZvDMeqbmCjPFjL8lsfO4JDM3aq3dv387U+NGNjytUaAfD/ErlJ8PfwjI3X590IZyUPJFd2XtKFI3MObn3sCEY2dwd7W3NJsL9vX19I8FPd7/6OHA7N2BibcyJ1RjZ3Bw8TZZtDgsdxXqv8krxQ69geCerJh/0qp5vxW+XlYty+/fFxvLHgLsrrWx87gmNVl6/L5u7IXEY2dwc2Zo2jctgnNOirVXksebeSsXvCZk3zhbT8Qe6HvFb3QWrfFf3ti/ajcmD7/jEwRgPevT6f9K9424ZHEpzenmJLs/KGRxJ1doj5qVpOKcVtF0f7S+t/274xvD7vJsaUepxmh4yLWWszcmA84RMjB8ZxcNrGRKM1Uvd4XipjbNyn0+a985KuiMamtbl6sD2Vp45Pccel6To1cmAcr8+7wXgHp+2IRqv9NHyKuihLyz0kV25/fBwTNTfge5YupvnDjv1jga2yv237xnBk3kkdSz5QlzFGraPqfZr/xHVk1jex/duvR+q8Om2n6s+r03bTvs5kpPF4274x2B5JrPGROSehTzv2j6Hukggvbn2Mv9lIKcWdl/Vg5yVdqbnBLd8+koijx6puYowPPjkecKIZVymhqfalcfTOy3rAKG3Kqdsf55r09vUFADQ1l73j0mSuFLcv7jdSExbTSUqTexPXclUr0sYeOTCOY9VQE+xYfFDPLqq9Vw+2B1xoJU2ebFAcnLYTZ4RjVTfQF3kvnrOl7ceEeCNv5yVdeGMhfFPvtoujXIpzR2p1zSVN66kxec6hQS4S51panppm80U9hdR5Hpqx0ZU3cWgmuTbbFU7N2knOxfOa/o4cqm6ynmqjGoe27x/DrE2DeodmbDg+DTgr11jOu+5SzKXYsX3/WKpeyf77imZqWbtlRNqvdmTNsRVs11geZn1z0Wee6v6rP62A5XJ5JeuvJlvWWn2taRoaHPo/J1cpHI9/vNNyIAUNANblWeRaljc88bknGhorDMfjnGOU4PCMDdcPObouzwCE17KOCtkG4P9VdXjGTuV1mxke6GwvrCthe0jtO+1+1jjqdZZvyftybur9ZtfquqTVi/d9eMYO1jbeRq5Flo2yPM1u1+fztz1ojQD/uCjJX3Xd4jyI73uc85SEbdL4Kdusy7OgXB0HSPePZv00qyPtyeL0Uvm9FG5n8S3ep6zHKInUzdKFtHGlX8i+WpXHjQzfPpmxO64fzfROtSG+P3IfZP24pjbjknwtu4zHhKy2qj81s6VZeVYfkm+yD/kRbEuZUxrXm/F/MW7L9vE1bzP5R/60ArfT4tRiuiXn2GZGy9LaZMVB1w+1JEuXZP9tJs3kg/xYwWY2qBrWZjbXxcX8Kk0Ts8ZaLCYs5QyQpjVZ+5Nmz1o5T2TxLI03WetHCVJ5mHY/3ja+9lljxPUrXr4uzxbNN+O5QDxvz7JP9ZXF7FpMo9XrxXRyqWPK2NRsDlIT4n1mrZnjxV63gC/IZwtpHFqKNjfTnXgMXwp34jnyYjobP1dm1Wtmc9aZUPJ4Mf/Kaq+OKdd5KTFDbaOuqVy/tLnYCvfi/WfpVTObWo3Lzea42m3XWB4aHv/44jia8ThAC3BhuVxeyfqryZa1Vl9rmoYGh347fpVCfvfOcn4GS+FfMR+vuZFrgJdbVH/FqMapgSE46Xo+BksmGAk5erzmYt72gmtZR4VswwiCumm8nre9oNykiPQLJH1D9p12P2sc9TrLt+T94zU3cb/ZtbouafXifQ+WzGBt423mxYk1y0ZZnma3XGdTRwUA/DtoJH8lx1RuxfdE5bTKec8P9yqNn0C4D7I8XifNP5r106yOtCeL00vl91K4ncW3eJ9yzq7nR+pm6ULauNIvZF+tymMrw7dPZuyO60czvVNtiO+P3AdZf6l5iMoB2WU8JmS1Vf2pmS3NyrP6kHyTfXji+7CWMqc0rjfj/2Lclu3jaz5vezBahNtpcWox3ZJzPF5zExobb5MVBxlBsG5ZuiTvzdteJh8Mmq6XcbvVPpvp4mJ+Fe+v2ViLxYSlnAHStCZrf9LsWSvniSyepfEma/08H6k8lPfj+hevt5Qx4voVLz9ecxfNN+O5QDxvz7JP9ZXF7FpMo9XrxXRyqWPK2NRsDll9Zq2Z1GH19WqHfLaQxqGlaHMz3YlzeCnciefIi+ls/FyZVa+ZzVlnQsnjxfwrq706ppHyXCZuo8q5OIfmbS9Yv7SzRdpzH7WfrPvN2qTZsVrRbI4aZxasJTzzBML9V39aAcvl8krWX022rLX6WtM0NDhOG+Xr9To++tGP4pd/+ZdRLpfxnve8BwcOHAjK/+Vf/gXvete78Ja3vAXDw8P4xS9+EZT5vo8///M/x6ZNm7Bp0yZ88pOfhO/zQ/Jrr72GgYGByE9XVxe++MUvptpx9913o7e3N1L/0KFDKzr3paDX8pb9s2eoHAjbrhcqkevBEv+OmA5iNxtWQ+OkodfysHe4jNHnp7BnqIxv/nw64OQ9z06ir8AwuqUfgyUT9z43id0xvvLvUPRgEA8bS/w7PXa9UMF9V/dH6g20GdhYMvHwcBnPjM8FdWWdlyarCV/YM1QG8b3E/b4CwwNbBxLj7HqhEth3z7OTkf4HS/x7RGSdXS9UgvtLuf7mz6cTcx/d0o97np2M9C3t2jPE5xlfh73DZfQVWGDj/Vuj5V+9dgAbS2aq3XuG+FpvLJnoZlojAKCD2HhE8HewZGJDG4twVvJAcmXXCxUMtBv46rUDGH1+KtjbPPOD/f3R0WqCn+p+j8/WsbFkotxuROqMPj+FvcNRjmwUPI7zWuWX5IVax6R+UG/XNf0JTjfjt8rLxbh9/1b+HT6L8fqr1w6gr8D4ujw/FZnL6PNTgY1Z46gcJr4X9NWqPJa8W8nY3Wu6TfOFtPxB7oe8VvdBat8z43OL9qNyYM9QGa7rBbzb0Jb0r3hbi/oJTu9JsaVZuUX9RJ3dYn6qlnuehwdejPaX1v/e4TI2tLHEmFKP0+yQcTFrbUa39Cd8YnRLPzZ1mui1WuN7/uJ5qYyxcZ9Om/euFyoRjU1r8+ThuVSeGsTDvc+l65T83k453qZOM6LRaj8W8ZATZWm5h+TK/Vv70ZtnAd+zdDHNH3YPlQNbZX97h8sYaDNSx3pYcF/GGLWOqvdp/hPXkQ5iY891GyJ1zu00U/Xn3E6zaV9nMtJ4vHe4DJP6iTUeaDcS+rR7qIwc8yO8+Oq1AxgsmfA8D/c8O4ldL1RSc4OvXTeQiKN9BZYY476r+wNONOOq53up9qVx9J5nJ+F6XlNO3b+Va9KPjlYBeKm57L3PJXOluH1xv5GasJhOel5yb+JarmpF2tijW/rRVwg1wYzFB/Xsotr75OG5gAutpMk9lodNnWbijNBXYIG+yHvxnC1tP3rzDPdv5Wt9VpEF/T7wYpRLce5Irc4zv2k9NSa3G16Qi8S5lpanptn80mQ1dZ4bSyYqNRsbS8m12aNwqsNMci6e14zP1lFgyXqqjWoc2jNURofpBfU2lkwYxAs4K9dYzjvHPLSn2LFnqJyqV7L/Ywt2atlcw4m0X+3ImmMr2K6xPHQQe9Fnnur+qz+tgOVyeSXrryZb1lp9rWkaGhykUqmclj99nZ+fxxe+8AXceuutOPvss/HEE0/gd37nd/DUU0+hvb0d73jHO/CFL3wB1157Lf7yL/8SzzzzDJ588kkAwOjoKL70pS/h0UcfBSEEN998Mz784Q/jt3/7txPjHDp0CO985zvxwx/+EIODg4nyu+++GwcPHsTf//3fn/BcXnnlFZx//vkn3D4LRi6H5b5/PNHg/xpuUC50lQbQ8Ags6qOD2PC9lRe5lVqPVsRaXwsjl8Nxm8IggO0DeQpUXc7RgsH/srbqAq4HdFhAzeFljAJdFrDgcg8wCFD3+Md7MPCPpnF8/tdzTHyymA/A93m/NZfX9cVHBnVZQEXxjXaDlwPiI0N8PoZBuS2+6NPz+Q8l/K/3ZN084+M7Hh+fgrfJUz62LeZQYNxuWS/HgLobjpdnfI45BjTEuliMl1Ud3kfwqX4+/zr4LguYtgEirl3x3z0lk69lw+NzKJq8v4bL+8lR3vecHbah4H20GdzmdmLDc5xTS5JThBPxRUIpZn0LjBF4vuAE+Fq5PlAU6yb3ggkONTzOzYbLOUAJMC+43Zvnr+U+5UR5zeXtuy1gzgEIEVwRfRWNcH8Z4f0SwZNQ86MxIM+4zTUPsF1+z6Kh30neOsIO1w990/ai/Ib4L2ZppyU4K7kU4bYYwxO+ZHvhuLI9Jdxnpf8alM9F+kaHBcw0QhttweOi4lNU4XCHGc6p1XnMeWdioeGgaBkrErsNy8KEzUJNNIFZO+Rbm8m1QpaXTGDWUfbB4Ptfd3n9vAEsOHwf1HbdFjDViPKi5nD+5BhQd0IdK4gvGpC8L5r8d13RsLzg6bzC+5Lgiit0N9BTySUTmBE2mZTrneNzLso+JJ8lnwoGL6uKOdVEfywWC6TPzjuc51L7i4z3U5M+zPi4co0txtdQrpXJePyYtcO5lgxg0g7XPMeAEvPg1OsnlQsrCSOXw0SDwvUAgwGm0BsPPLYyyu8tOOF/9Rgkmie4Me0NNMzh8XBO4UK7iHtzjvgLexLuFRU65Yu9NyjQZQLzbtif5Eje4NwsGvwjxapOyI0gfhLel0k5Nzyfc3HODuNu0eD8tb0wF5lWNLrAuK1qfzkWzjWuwQblOVDVDXmo9tVGXUza/CPCC0aYp+SIjw7SSOjI2JFxdJU3Rc4JAP+ep8XunYrzxGqB5LFc6y7h8wQ8HkkfJz7XLVUD2wzOjQVFC2S+aXtcD6U+NLxQ/3Iixss4KmOeJbSg6oT5QMBFqWMkmr/Ka0p4/jvnKBxl4bgy95YcLZp8vAUxVl7JEwwS6tbxOue6IepKTTMpULWBgpnMlVw/9KV2g8cXT/gTVeKE1E3ZZ47y9WUiHpgkqgGqlhMS9tUptEL1Y6kJFGGfRQYgpgddIo6p8XCqwcvWma2nyQDFjMtji4xZOca1pS7ODab476O6G+ZahPD76rmGgmu7K85cBgv77bTCWF0QfqDmsHL/CQl5IzU/nuMVRI5ZEvw0Y3GYilxS5s7qGadkhpyX+zmt6LQlzoUVG+g0uS2BX4u1sT3ev+NHc23J8wU7modbjHOpouQm8qPiZRyqOum5u9SXPOPcp+Dt5XgNl7dxEeVlrwVM2UC3GX8exK9dH+jLAceVsh4LeKMWPjdqFS7HNbmVbD9ZWCvPmAilYGYucT/O8RCtxYXlcnkl668mW9Za/TNF07pGj5xuEzRWCSojA8tuc9renEzDlVdeiTvvvBNTU1P46le/iieeeAIAfyPzvPPOw7/+67/iggsuwDXXXINbb70VH/jABwAAX/nKV/CVr3wlePNSxV/91V/hu9/9Lvbt25c65mp+c7JVodcjhF6LU4MzcZ3PxDmdTpwJ66nnsLag14pDr0Prr0Gr269Cz2XtQq/X4tBr1BrQ+/Tmodfw9GMt78Fanftanfdqxlrbk7U23+VAvzmpIdHSb04ePXoUv/Irv4LvfOc7uO+++2DbNv7mb/4mKL/iiivwJ3/yJ7jxxhtxzjnnYO/evbjssssAAD/84Q9xww03YGxsLNHv29/+dnz84x/Hbbfdljru3XffjS9/+cuglGLDhg340Ic+hA9+8IOZdr7yyitvcqYaaxGrMYBpLmucCFYblzWPNU4Eq43HgOayxolhtXFZ81jjRLDaeAxoLmucGFYblzWPNU4Eq43HgOayxolhtXFZ81jjRLDaeAwkufyu7xZPkyUaqw3f/9WF1PvNeGyslDHLgW3b+NCHPoTf/M3fxAUXXID5+Xn09vZG6pRKJczNzQEA5ubmUCqVEmW+74MQEtx/+umncezYMdx4442ZY9988834wAc+gPXr1+PZZ5/Fb/3Wb6GzsxM7duxIrZ+2mPqvJ6LQ6xFiNa/FarXrRLCa1/lEcSbOaSWw1DU6E9ZTz+HMRnxd9Fpx6HVorTU40/NkPZe1A63Jy4deo9WHM12TTxf0Gp56aE0OsVbnfibMu9Xtj+NM2JPlYK3NtxkS6/Bd/Z+TGhwn4iPL+0LDFYDnefjwhz8My7Lwuc99DgDQ1taG2dnZSL3Z2Vm0t7cDANrb2yPlskx9YxIAHnzwQdxwww1BuzRcdNFFeMtb3gLGGC6//HJ85CMfwaOPPnqypqehoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoSFwWv9z0vd9fPSjH8XRo0fx0EMPwTRNAMDFF1+MBx98MKg3Pz+PgwcP4uKLLwbA31D893//d1x66aUAgJ/85Ce46KKLIn1Xq1U8+uijuP/++5dlEyEEvr8yn3Qrv4R+OYh+2bOHSoN/AbxFgQ5iw/e8FbFVQ+NkghoGplwTBACjnMM5GnK54fEvM59xANvjP4zysjYDcHyg5gA1F2g3gboH2C7QZQFzDtD9S29FhQAFBjACUALM2MLbCPchKsodn4/nekDRFP5F+JgmBXzwOrYYq+YCrg/kGa/r+LyeQYEFm9tZYLxOzeX3GQHqLu+XAHDB5+J6gAdenxJev+6Gc81RPh+LAX0XvBUzom1OzGu2AXQIm/IMqLqhPrSb3J6iwftwfbEW4GO2m8CCA3h+uC6MAFUHMEX/NTG2QQHP9dFBGlpjlgBCKWZ9U/CZoNMCFlyCqhuuv+vzPe80gVmH88Lz+f7JNYcP2OJewRB74gJ5ETb6LngrFqjwIcEdkwJ5g++t7/N+KAE84UNEcNEV/G43+bXtAyYRviC4YlH+uuFFuWMK7vqE27LgctvVOtKPOy1gzl46ry0x7zkn5HLJ5H3PObxPX6ydHKtkAjWPc1f6e5zXBgEM4sNw1yaHJSdtnyBnkMDXLaFPUgeDtSV8n6SmmJRzcKYB9OSB6Ua4/p5ok2N8n+X6y/3LM35te4Ln4LwyBY89n3PBdrkdkkc+4W1tl/Ne8qd88VtRcXmbhhvlq+Pze0zwzKJ8nIrN+8kbvL4rYoAlbKiLGGAyoMPgfFL9xBRzkJpYMoGKko+1iza26CcnNL3q8PJuC5hqhLb2WsC0E8aeTov7rC36KxhAGwUmG+G9XguYEr7Ue8FbMU+BTsODU6+fFk6dCIxcDpMNiu5feiumKdecqtCtosHnJtfEYnwdCxQ43lC0kfC1MhlvJ+Nup8X5Kfek2wp1ROYQBcb5V0/RrIIYb1ascd7gdRoK9yS3qw7fI9dHOBdhi7zfEPMyhR/JnEPmKybj83e80CcsqvBY4RITfcfnnBP6X3cBAh+uTxLrJO2ROY28H/DW9dFwfVgUKBTbIvtFKMUsLNQ9EqwVJT468OZ1NBonW+sMY+RymBA8rhDO3aob8olRvq9yD9tM/tpWYvRsQ+wh47pbc/le2aKe5J4BrQAAIABJREFUxYCi4Is8hboxLhPw+MtimitzW9cD2hW/KBihxjc8fq9o8PgvOdnGuLYVBP99JPuuu2GcJ4LDvh/GA6bkuudc/FbMeaGGFxkfW80rfBFvPD96DnCEJncqelsUfJY+SkVOwwCARP210+DnZjmG7YZrDih+xADH5XWIDxiMr13dDfW4quQklHAbcgyAL/RInANaUZMBGuSTct3lXldd/rvm8j2VZyIZPzsNHssMEs0X8kJLiybPP9UYbgj/kPql5oimiAs1j+9FTtig5huM8jIm8sU2wQ+Zi8i6PRaPoQm/EA4lc0MXod9JGwsGj/cyB5c5hi1yZHm2cz1+9jzeCM+evRbwei2M2/Oi/YIT5adco24LmHd4ucwdOg21j/B5T4cJLLgUhPhg4o/wZe7WZoY8lX4zbfN5L4j78swo84p1Iq+wFf+0pF3MgWvbp56UJwCpyV3BHrSWH2osD+oz1It/+a2BznsIY1yPBQCtxwPJZfV5b7M5rGT9E+17qX64mua62ua7XFs0NM5EnNY3J//oj/4IP/3pT/HII4+gUCgE94eHh/HJT34Sjz76KLZu3Yq//uu/xubNm3HBBRcAAG655RZ86UtfwpYtW0AIwZe+9CX87u/+bqTvffv2oVQq4b3vfW9TG/bv34+rrroKnZ2d+MEPfoC/+7u/w1133XXS58qDKsDD6NLw0rSP7fvHcHjGxo3ntuOuy/uC68GSiUeGyzi34LTM4V5jbYIaBn46R/Hp772OP3tXL+YdH986OIP3X9iFr79cwfsv7MJgB8HheWCy5uL2x8cDjt+/tR+/1MnwxoKPm/aN4dfKRfz+29Zh+/4x/M4lnbhuU0fER774vvUwKDA+7+PT3zuGj1/ai9sePxKUf/aq9XhjwcXIgXFsKBq4+6r1+NbBGdxyYRe+9nIFH9jcjem6h1sfO4JfKxfxe29bhx37x4K6IwdC20a39ONPnzqK1xccjG7pR2eO4Pf/5xvBtSy77+p+fPFHk/jYO3rQZhB89vsTuOvyPpxVJPjVh16L9HdWkeHHxxbwS90FfP3lCq7dWAranlVkeGZ8AW9bX8DTR+Zw1UB7RA/2DJVxdjvBoVk/cl+Of9flfViXJ/jDfzmKP3h7T9CvOgf5eu9wGQ++VMFtF3VpjVkEhFK8WjVw0z6+lw9euwHv2lDEVN3DZ753DH/w9h588EnOm8+/tw+/Wm7Hp/5X9P5gycRXrx1AV47i+kdfw4aigfuu3oC6C3z3yByGzu3AVN3H11+u4Pfe1o3pBR837wt5/4nL+7BD2fOHrh8AJYBBCI7XvYC3f/zOboxs7kal7uHhn03j/Rd2Be1uPLcdn3x3H7btS3JH5e4nLu/DZ753DI++Ohep84nL+/D1lyu45cIuPHVkDh/712NL4vWGNgaLAr+297UIl/vbCBwXeN+e11K53JcnuPXb/xHxMcnrP3lXLzosijwDcsxEibbOQ/CTAZWTkktVF/j6yxV85K3dqLnAUaGDcm333VBGzUOER7uHyoDvoVKn+HSMy5J3cY4Plkw8ue1sTNf9RJvBkokHtg7gkZ9HuSf39rFDM7j1oq6A25I/64sM/+P5Kbz/wq6Ae2k50eiWfpzfxXB4zse2fem6vf/Gs3E8FmceHi7D8Xz8+reORGJPnhH8wT9zTd8zVManFd7vGSojz4ChfxyLtPn4d46m1t87XIYrxlBji7rWPXmC7hzQ/bevBmN87eUK/tsPpiK+NNiWa4kDq5HLiTz2cCJuvqc/j5HN3UE8luWP3XQ2Fhw/okPxWPunTx3FrRe0R2KgjO/xHCJtv1XN6s4R/O2Pp/Cd8Ro+9571kXqjW/rRbvKHwX/74yn854u7EjnAP7xYSb3/p08dxYYiS2jz/Vv7kaMEv/HtI035lzbn1xcc3L+1H+vyDP/lqaMJ31qKPXGf2XNdGYQCvucpuvGLxFr9xbv73lQuEI+TrXSGSePxnqEynjoyh8s2tOHsdorj9VBT03Rn91AZX/634/insYUgX/zSj5Kc+taNZ6PmenA9/iayyseHrh8AoyQ1f9g9VEaBAetyBK+Ks6Oa40q9TbNt73AZP3yjinO7cvj8DydT+85T4BPPHMNfXrUe87aHz/7viUQ9qeG3XNgV4djuoXJqzvDJd/chzwhGhbZLP/njd3YHfaj2biga+OL7zsKc7ePzP5zEH76zBzufCMf/xvUDqJgUf/bU0USZ9GWp56Nb+tGdo/iL/8XPCRZD4H/q+Gm5kNrP/Vv70ZNvLU0GgJemXXxNnL92xM4RTx2Zw5UD7UGuFteYDW0MeQaM1/xEDHvs4CyuGmhL6M/6IuN/rGkBr8/5mTF+58VdqHlIzSse2DoAiwGO68IyjMxzjhp3dw+V0WYCs3Ufn/3+BP7ru/tgGQRTNX7Oi5+/DAJc88hrmdx96PoBnNdJ8dNpP3H+2thB8NMpG267CZMCE9XkPGUufH53ARs7CG5+jOewu4fKqBgE3RZwxUOvYc9QGa9MVXHgF1X83tvW4TPi/EwIMGf7GDkwnsgjZE70lHI+TMs14rnJ6JZ+9LcxHJquo6/NwgXt5qp/gzJLky/qbA0/1Fge4s9QX5pOP1/sHS7jwhKBkWsdHiyXyytZfzXZstbqa03T0OCgp2vgX/ziFxgdHcVPfvITXHjhhRgYGMDAwAC+8Y1voLe3F1/5ylfwmc98Bhs3bsSzzz6L++67L2g7MjKCa6+9FldeeSWuuOIKXHPNNRgZGYn0/+CDD+KWW25JfNTr008/jYGBgeB67969eMc73oFyuYyPfOQj+NjHPoZbb731pM93okGX/SMTXwDYeUlX5PrwjI2b9o1h1jdPuq0aGicTU66J7fvHsPOSLkzU+MObkc3d2LF/LPi94FAcmrGDBzEA5/jtj4+j4VHcJA54d1zaE/jBbRd3JXzE8SkaHg3Gk29MyvJDM3ZwaL7zsp7Alu3ClsMzdnBgvePSnuBAJ+uqto0cGMedl/UEr1+fdyPX8vUHnxzHzkv4A6iJmhv4su3RRH+HZmxc0d8erI3a9tCMjasHedkN53Um9GD7/jFUXZq4L/vYvn8MAMXOS7oi/abZvG0fH19rzOKY9c2AnwBwRX87Gh7BDsFBeXACgBvO68S2fcn7kneHZuyAb5RSbBN7Lfsb2dyNukuCBx4A5/WO2J4fq7p4Y8HFkXknwtuRzd04JMaSvqf2s21fOndU7sp5xetI+7YLm2X5Yrw+OG2j4ZEElxsehU9oJpd9QhM+Jn/fIh78NzwC26NrjsMqJyWX5NrLtY7rGWM0waMd+8fQVwz1W+WsyoU4l22PpLY5PGPjtseT3JN7OLK5O8Jt1U7ZRnIvLScaOTAO26MBj9N0W8YV9d7N+8ZwrOomYs+xaqjp22O8375/DJTSRJus+tuUMdTYoq51zSWYbtDIGCObuyPzOzRjY6Jx2lL3ZSGex6pxRmpRfH9enbYTOpQWp+IxUMb3+N6m7beqWQ2PYGRzN+68rCdRb+QA58Cxqos7Lk3PAbLu33lZT6o23/4419LF+JcVm6WNab61FHsSecO3Xw/0MR7L1LV6s7lAWt+tkl+k8VjGuVsfOwLHpxGtStOdHfvHcMel0Xwxba8Ozdh4fZ5zLs7HY1U3M3/YIfSo4Ye2qjlus1x2274xXD3YjpED45l9M8Zzx8MzNn7jW0dS60kNj69VVs6wbd8Y14BYPFD7UO2987IeHKu6gZ3yzUfZ7298i+dQaWXSl1WfGp93gnOC6n9pc1BzFrWf2x9vPU2WfE6Lw5LXaq4WX8eD0zaA9HzhNuXNdrXN4RkbHggaHm0a42UekpU7HKu66O/INT3nqFzbIc49Mn89Mu/g4HR4zlNtODRjwwVJzEnt71jVxaydrgdzDkV/Rw51l8DJmKfMhWV9yaMd+7kvNISWbN8/hiv624NcQZ6fJf/T8gg5fzU2puUa8TUaOTCOn0/buKingG37xjDpnNb/W1gSsjS5VfxQY3lIez6aphHb9o0FdVoFy+XyStZfTbastfpa0zQ0OE5bBnLOOeegUqlklr/vfe/D97///dQyQgg+9alP4VOf+lRm+71796bev/LKK3HkSPhFreqbnisJR/mYnqVCChQArMuzyLUsb3jis3Q0NFYpbM/H4Rkb6/L8c5UOz9hglER+2x7QZtJUjjte6AuyPsA/ZifuI64f3o/7jDq+vI7botqgjpXlf2qfbSZFm5leJtvLOodn7OBjhtT+2kwazFeOr7aVZfG5p61V3E7ZTr5Wf6fZLMfXGtMcjdia2+LjI9M4mMVNINx/gO+R7EN+HKzcE1lXIq0v2U+8rspxld9Z/WRxV/IkXkf2qXJ7KbymMX5JLsehtnM8pPpYvF/XBxr+2uKwykmVS5I/aVor66iQ2pylp1lczuK/7DPOvcXut5k0wht1/HhdVRuzfKOZ78XvpWm6vE7jbZqexsfImicVH5cYX5N4H46HluBzs3gUj7cSWfsTX9e0+C/Ll9pfsIeELKrJy+Vslj3NuLbYnNW6UotPhj0yxsdjWXyt3kwukNV3K+QXWTyWHHT9KM+a6Z58rWqaiqzYLcua6SoVX08Qt2MpuayTofNq32nxNm2OzfgXb5+2Dln2LmX8Zr4R13O1rrruzeaQ1U8rabKP5nsled0sHmedQbLuy3zMzvAlyQN53Wx/s/qIn2nkfUoQ2TN5P8vGtH4lmo0v11bmnVljSF+L57ABj5T+4nmPantWDq+OvVR/jNu12rmcpcmtYLvG8hF/htpMI4IcukV4sFwur2T91WTLWquvNU1Dg0O/HX+KYNDwu2iW+jNYCjPp4zU3cg3wcouuzPdjamicLJiUYLBk4njNxbztYbBkwvX8yG+TIihTMVgyYSi+IOsD/Ps84j7CSOg7cZ9Rx5fXcVvUcnWsLP87XnOD1/O2F7mOv1brDJZMsFiyIcvlfOX4altZFp972lrF7ZTt5Gv1d5rNcnytMc1hxdbcFN+jlMZBuW9ZfJq3+anqeM0N+pDfLSX3RL6WSOtr3vaCH7VM5bjK76x+srgreRKvI/tUub0UXnsxikkuGzR5X7YzKFJ9LN4v/96gtcVhlZMqlyR/0rQ2zisAgTZn6WkWl7P4L/uMc2+x+/O2F+GNOn68rqqNWb7RzPfi99L0UV6n8bZZfTlG1jw9P8p5uSbxPuJ+sVrRLB7F461E1v7E1zUt/i+3P7nmruc31WSVf/HyrPvHa+6iOr/YvazYrGrxybBH6mM8lsXX6s3oaFbfraDNWTyWHGQEqbllvL705bimqciK3bKsma56fvTsGI/LzWwzMnRe7Vv1sRPhX/w6ax2y7F3K+M18I67nal3V/5rNIaufVtJkkzbfK8nrZvE46wySdV/mY/FnG2q5mt8228OsPrLyU5nzSP40ywGaxXQATceXayvzzqwxpK/Fc1iVR7JczXvitmfl8OrYS/XHuF2rHVma3Aq2aywf8WeozTQi7ey4mrFcLq9k/dVky1qrrzVNQ4NDU/4Uodfylv2zZ6gcCNWuFyqR68ES/76WDmI3G1ZD47Sjm9nYM1TGrhcq6M0zjG7px+jzU9g9VA5+Fw0PG0v8+5hUjt+/tR8W9fDIMOf+vc9NBn7wwIuVhI8YxINFvWC8B7YORMo3lvj3awyWTNzz7GRgyx5hy2CJf/efHGu36F/WVW0b3dKPe56dDF5vaGORa/n6vqv7seuFCka39KM3zwJfNqmX6G9jycQz43PB2qhtN5ZMPHmYl33z59MJPdgzVEaBeYn7so89Q2UAHna9UIn0m2bz3mE+vtaYxdFB7ICfAPDM+Bws6mO34OB9V4e8+ebPp7F3OHlf8m5jyQz45nke9oq9lv2NPj+FHPPx8HCU97tje95XYDiryDDQZkR4O/r8FDaKsaTvqf3sHU7njspdOa94HWnfHmGzLF+M15s6+QPqOJct6oH4XiaXie8lfEz+/tp13Ict6sOk3prjsMpJySW59nKt43rmul6CR7uHyji2EOq3ylmVC3Eum9RPbTNY4t8bFeee3MPR56ci3FbtlG0k99JyotEt/TCpF/A4TbdlXFHvPTxcRl+BJWJPXyHU9D0x3u8ZKsPzvESbrPp7lTHU2KKudZ756LS8yBijz09F5rexZKLXWt3f0ScRz2PVOCO1KL4/53aaCR1Ki1PxGCjje3xv0/Zb1SyL+hh9fgr3PDuZqDe6hXOgr8Bw73PpOUDW/XuenUzV5vu3ci1djH9ZsVnamOZbS7EnkTdctyHQx3gsU9fqzeYCaX23Sn6RxmMZ57567QAM4kW0Kk13dg+Vce9z0Xwxba82lkxsaOOci/Oxr8Ay84fdQo8sEtqq5rjNctm9w2U8eXgOo1v6M/t2XZ47Dpb4dzum1ZMaHl+rrJxh73CZa0AsHqh9qPbe8+wk+gossHPXNdHxv3E9z6HSyqQvqz7V32YE5wTV/9LmoOYsaj/3b209TZZ8TovDktdqrhZfx02dJoD0fOGBFyup+jNYMkHhw6Je0xgv85Cs3KGvwDA+W296zlG5tluce2T+OtBmYFNneM5TbdhYMsHgJ+ak9tdXYOgw0/Wg3fAwPltHjvkwMuYpc2FZX/Jo9xD3BUtoyZ6hMp4ZnwtyBXl+lvxPyyPk/NXYmJZrxNdodEs/zus08dJkFXuHy+gxnJNNu5OOLE1uFT/UWB7Sno+macTe4XJQp1WwXC6vZP3VZMtaq681TUODg1QqldX/Z6urHK+88grOP//8RevxL3Re3vvBEw3+r94G5cJVaQANj8CiPjqIDd9bfaK11PVYC9BrwUENA1OuCQKAUf4RXznx2xK/ey1gxuEf+2N7vJ5FgTYDcHyg5gA1F2g3gboH2C7QZQFzTugjBcb/YpUSYMYW3iY+Ko8SXu74fDzXA4pm2NZ2+V/k+eB1bDFWzeUf0ZNnvK4j/vrXoMCCze0sMF6n5vL7jAB1FzDEJ5a54HNxPf517gWD21ZzeT051xzl87EY0HB5HRdATsxrtgF0CJvyDKi6of3tJrenaPA+XPHXuxR8zHYTWHD4X/XKdWGEr6sh+q+53A6DAp7ro4M0VqXGnAhW0hcJ5d9ryLUZ6LSABZeg6obrLz+etdMEZh3OC098DLHkE3zA9vmeFoxwT/IibFTF/jDK+VEXnM0bQFXsrUH5OJ7wISK46Hq8brvJr20fMMVH+UmuWFR8DKoX5Y4p7vvgtiy44V+HyzrSjzstYM5eOq8tMW/Vj0sm73vO4X36Yu3kWCUTqHl8ztLfPVEH4PcMAhjEh+G2LoffDGclJ22fIGcQMMLXyxL6JHUwWFvC90lqikk5B2caQE8emG6E6y/XOsf4Psv1lzwqML6/tit4jpDnEO0txssdhUc+4bpmu5z3kj9UcFjyJ+Cr0OSGqJsT9U0KVGzeT97g9V0RAyxhQ13EAJMBHQbnk+onJuN21gRvSyZQUfKxdtHGFv3kGO+/6vDybguYaoS29lrAtBPGnk6L67EtY5cBtFFgshHe67WAqZgvdRoenHr9TXPrVMHI5TDZoHCENpmEc8ykPFbV3XBNcoyvdYECx8VaW4z78oLD98Sk/DUjfA1nlD3pVvIBmUMUGOdfPUWzCoyPOWtzPsg4LvVPcs/z+b4WBJcarmKLHbsv+Fd1w5yj7gGOy+OsKfIR6RMWVXisrAOjIZfkOJLjjAq/gw/HJ2EMEesk7bG96P2At66Phsv/o7wydhDlgf5gvwilmIWFukeCtaLERwfevI5G4+TqPcOkwcjlMNGgAdeKBt9jGX8Yie5hm8lf20qMnm2IPWRcd2su3ytb1LMYUBR8kQdzN8ZlAh5/5ScquEqZI67bFb8oGKHGNzx+r2jw+G8LHrcxrm0Fg/fpI9l33Q3jPBFz9f0wHjAl1y0ybrPU8CLjY6t5hS/ijedHzwGO0ORORW+Lgs91oecyHjAg+Dhi6a+dBj83yzFk7p8Tn2IZ+BELPyqQ+Nw3XSWWFEROJddAflRnjgHwhR6JvK0VNRmgmGhE112eoaou/11z+V77PucWVdZ42uG6ouYLeaGlRZPnn2oMNyivJ/VrzubjUvFpNybh8ZSINVZzZ88Xuaz4DZ/7V6UR5iKybo/FY6g6H0fkJkCYG7oI/U7aWDB4vJc5uOSULXJkebZzfaDLDGOUjNWv18LX86L9ghNyylLWqNsC5h1eLnOHTkPtI3ze02H6WHBpkKcBYe7WZnKeqn4zbfN5L4j78swo84p1Iq+wFf+0pF3MgWuv/j8YAZKa3Gu1lh+eDKylZ0zxZ6gTyplExrgeCwBajwfL5fJK1l9Ntqy1+meKpnWNHjndJmisElRGBpbdRr85eRKwlpKDpUCvRwi9FqcGZ+I6n4lzOp04E9ZTz2FtQa8Vh16H1l+DVrdfhZ7L2oVer8Wh16g1oPfpzUOv4enHWt6DtTr3tTrv1Yy1tidrbb7LgX5zUkPiRN6cpItX0dDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0Hjz0G9OamhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhonBLoNyc1NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDROCfSbkxoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGhoaGqcEpFKp+KfbiFaFkcthue/vTjQAxwMMCvRaHioNoOEBFgU6iA3f81bG2FMI/SXBIdbKWhi5HKYdCscDbA9gFDDFT80FOgxgxubcNxmQZ8CCA7jimvhAjgE1j9dhhPtEwwMKDHB8/tr1eD2LAlUX8HyAEl6n6gKuz9tSAB6AkgnMOUDD5T5HCZATNtkeUDB4H20GMOsAthv2Twi3kQIAEfMi4bVBgQU7nCsBv1d1Qh+nRKwPBXwf8MHHa7i8nUUBgwALLn+do8C8w8cyKJ9Xw+PzknPqtLhdVSccw/PD9Wo3+O+GBxSNcA4egB7DgWvbp54gqwBxX2SmieOuAeLztaGE74VUYFvwzaR8zesu5xgF4BPOFUb5GtfdcM9yFKh7CPp1fc4z2+U8ZoSP1W4CMyIeSB42Yn3YCk8Iwv2dtnkb+Lwe4y/h+ECnCTR83p9B+PiOF47dbnJ7JVflfBwv6jsFA5htRPmdo8C8G9olfaXucp+etUPutwufyjHAIkle28ImOV6HydvLa0b4nHKU35d9Vhr8daAPBt+nBYfb2c1seI5zaki1wjjd8YNQilnfhA8Cn5BAt1SNcYXOQPiE1P9iip4TwrVX6n6PGeZEJuN7PSc0NUf575rgm0GBksXLofiWJbiwIOKBSaMabzE+vtRLi/HxqbhXMDh355yQ16bQVccFXHCfmnOiMUByVNXmkgVMN8L5tTHOV1UnVNvzlK9b1eH1242oD/Va0Zyx3QDy1INTr58mRiwfRi6Hmkcx50S1rq5qm4ivcv3bDL5/Mm7LdbYYj6MNoXkewrUpmcDxOt+7vMF5kmcIchKT8fWueVH9KjFgyg7tyTGum/MiPymaYR/q3rcZ3KaaG9pQYPye6/OxpxtJ/nVbwFQjmiP44HVqQsMMyvuQ+ldVfCZPgTYmzg4+ASUEFvVh+wSOsqaOx7lrUYDBQ8FPP1+cbo1pFcgcV2pegSH0Xcr3u+ZyLgPRHC8n9Kmh5AxS1ywW5pKmzG0dzgsZ4yzG28pryR157YpY32Yg8LMcCzVOxm8XSX6bDFhnApONkNuyP1NwL8fCvFXykxB+rXK/6oa+6orcvM3g96WGy3xV+gEVNtW9cH2k/jKRgzPRRton834ZV9S2JZP7vsw1SlaYZ6lrnTfCOcX9ssMM44dcZ8fnrx03mv9xDWk9TXZAMe9wjXG9WNwWuapBOG8KSrz3xdqreaJJ+RqrZ5RpReO6LaBihzmx73P+yNwzOOcIO/JGmLcaIh7M2iFfO03O3/iZ0AXfUzsjPiwI/lYdzgU15uRELPZ9HmdnbHFmE3stfRzgtpnirCZzF1PwSsZtH3y8PIvqfdHgfcjzBQSPO8X9N+o+DEqQp4At5hLPa+RZk9HoebPAOPd78oCBaG6VF3l0joX5jpqHzbm8716rdbhs5HKYaFAe32lr2X6ysNbid9pz1+hzVXm3tbgguaw+H25m/0rWP9G+l+qHq2muq22+y7VltaJr9MjpNkFjlaAyMrDsNsYK2LEmwAMkED7KXhwvTfvYvn8Mh2ds3HhuO+66vC+4HiyZeGS4jHMLzhnxBqXG2oGRy+HwPDBZs3H74+MBnx+6fgCUEEwsNNBbtCLc/8TlfdihcP9bN5ZxtIr/n73zDoviatv4vYWOiEovAqIoChqDBntNIoo1ib3FHktiYjea+IlJrK8tliS+iYli1Fc0EiUau4I1alRUBBt2RRFUUGDZ3e+PYYad3dlG28Lzuy4v2ZkzZ065n+c8c+bMDM8e4qL9cCPrDRq6O+LJazmG7X+o1Xa2R/th3umniL+VgwAXG/z8rg/2pr9Ev7quvHS7u/khX8Gcx8tRiqVtPPEqXwZ3J1t8sLu4fP9p44GsfCW+Of0UUyPcMPDvB1weP7/rg+8vZGJyRA1MTczA49eFWP+eD/ydJXhRoOSdjy3HsAbVkCtTQK4E+u0pzmv9ez7wdJTgwJ1XCHd3hKejBF8ez+DqERftB3sxMPvkU3z6Vg18fyETX0W6w91ehIF7H+Hx60KuPLMj3bE1NRv96rrC3UGEVRey0K+uK44/yEEDN0fu2LpVbCrtDUoWiY0N0nJEiDn1mGvXL5u6cROLOTIlp7cAFxsc/MAf2flKzDv9FF+8XQND9wlrsUctZ3zdzB0xp5j+GnHgIbwcpZjf0oOX39bOvqhiK0aX+HuC+9X1vP49H3g4SvDrFaZPL2S8QUN3e+TIlFjxbyZ3rpH1q+LDEBfkFCjgKBUBIhGe58l5dvlXD39IRcBLGaNv1fqo6nt2pDvWXnyOg/dfc/p+LFNydhLgYoONnXzg4ySBjQi4nasIBzAQAAAgAElEQVTUsMnrWW/g6WQHLycJZibp1/X1rDdwd7TD9xcyedvXFJVje7Qf9tx+hf9efYG4aD9sTc1G37qucJAAIw48xuPXhdge7YcQZ6nV3KA0FSKxGLfeSPF/pzI0NPJXD39kFunKy1GK79t5Ik+u5HSm7uN71HLG/FYeeJwr5+l8R1c/JN3PwcRjTzmdzzxe7FM9HCWYVeQPhWxLdaz4pshehMYH1XxZ3XQJckFsSjZmNq2Bx6/5ul7/ng+cbUQQi4AtqS/Qv54rbz9rI6xGVbW6JTUbS85ncTbAapc9b1SgC6/sbNla+9hrjFfbo/008vNwEKG6nZ1FXLBK7ezwvADIeCPnxtzFrT14/kion9XjA7a9v4p0h0KpxLdnnmloYHu0Hy5kvMG8fzIRF+2HvbdfoaWvk864YWMnH7g5SNB55z3B8jx+LdfwzWxZ/tPGA9n5So2YxdVOhB8vZWFAPVck3GJ8la4+ZvOb2LgGp9GNnXxgJxbhu3+eYXakO6dttp6udiL88/g1+u99LNhe69/zgZOUOX5i4xpwthGhiq0NfGysYwFkRcPGuE9ey3haUPUr26P9cPxBDiI8nXjxIhvjfalD3+p+T9VXnXiQgxa+ztxY95GWOFqf31PVmbq9fRXpjnmnNf3q+vd8EJuSjUGhrrx6/x7li6p2YkTH3+PZHxtravPN6ra8JTUbQ0NdUaCEoP91tBHj1ytZiAp04fysat6bOvmiuoOYs98pb1fj2Ze2NhGqExtz1bCXYGyj6rz+YX1392AXOEpF+DCB379eThLUdLQcn/xaATx9o0CuTMEbt4X6a2dXP9hJRRpjt2qcWN1ehN03X6GBmyMK5YW86z3VcUx97GOvjz5uUI2LU4Xi4R1d/RBziinTijbueDegCu+aMMDFBnt6+uNNoQIv8vkxsWoZfJ1FuPtKyV0nqeuiqp0IUpEI2WIRLj19DW9nO17cc+ADf26RgPq1nrov8HEWwVYEXH+hOUbUsBdBrgCe5ynw3T/PMKOpG1xsxfB3Yibl2my7i4Qe/rzYnbX3b04/xZdN3eBqJ8ZLmVJDp1Aq4Gkv4c03qZbPy1Gi4X92dPVDXRcRlpxjri/qVTV/LUvt7IrqeIfXx5ZQdqJkCM27quuc0YCIS28JWjBWy+WZ3pzKUtnSk08jCAax/iSEEM8KxEb/YwdQABha35X3+85LGXruvo9XShtTVosgjOZZgRjpL4tvTAKMnp8WTUjWq+Ggof2P1LQvEok17OGjhPto7uOM9JfFE0Ls8eppP0y4j6H1XbnfIw48xLAG1TTSSSTF55nepAYG7H2AejUcuIkRNv8ChQgfFeXJTjSp5j20visG//0Q05vUwJ2i8knEmnVgy5Fe1B7sjUl2/7D9D5H+UoZuwVW5v1Xr8VHCfUgkYgyt78qd98OE+1CKxNy52e0fJdzn6ixXirm/uwVX5R2bWUhrUjILpfhg931euz7Lk+PpG+afqt7uvJShQCHiNMZOVgCaWhxa35WXL6sz9fz67nmA9JcyrfvV9czuZ/v03QBnrpyq5xoY6orbLxiticVi3BGwy/SXMshRrG/V+qjraXIEX9+qdsLmXaAQQSlgvx8W2e+w/Q9x+4Vhum7u48z9Vt3OluPDhPsYGOrK5TGsQTV8lHAfYnGxPXyYcB9ZchpHS8srpQ167hbWiKq/n96kBp6+kfN0pu7jh9ZndKmu8w92M/6J/T1sP9+n3lHxh0K2xR73kYq9CI0Pqvmyuhm2/yEmR9QQ1PWw/Q/x9I2cmQBtUE1jv7pGVbU6rEE1Lp2qdtnzqpedLZvQeCWUX6GSiSctgWcFYhQq+WOuuj8S6mf1+EC1fZ++kQtqgPWLbFsPVLn5wOar3r6D/2Z8k7byCPlmtizsmKCuQ5lChGENqqHX7mJfpauP2fxUNTr474d4lifn2kLVd36YcB8FChGa+zhrba9h+4uPZ7V864WMri9KCBvjqmtBtc/YWEs9XlSP67T1l6rfU/VV3YKr8sY6XT5Wl99T1Zm6vbHxhpBvmhyhaQMD9jJ1VLc/NtbU5pvVbXlYg2qQSLT7XzbmUfWzqukG/v2AZ7/q9qWtTYTqxLbB5IgaGv3Dtv/gvx/iyWu5Rn63X8gsyie/LhRz1yTq/li9vx7mFgqO3apxYr5cxPW9+vWe6jim3n/s9ZFqnCrkc9lxHwC6BVcVtMXbL2TcDVRt40O+XMy7TlLvx8e5ctzPKUT6Sxma+zhrxD0yhQjpL2WC13rqvqBALkZOofB1bZ5cBJlSxPnofkXXA88LxFCKxJxtCcVU7LUKG8Or5+3uaKMx36RaPiH/88Hu+3hWUHzNaAlaFqqjpZSdKBn65lVVNcD+swSM1XJ5pjenslS29OTTCIKBZqlLSKGCeW2HMbAOBwCq20t4v9n9BYqi96gQhIVQqACcbMQaema3yRT6tS8WQdAehPLWZjvV2XfuFP2WiEU6z8PmI1Q+Np2uc6me885LGeRK4TpIxCI42Yi53+r7nWzE3LFONmI42fD3i0XgnY9tF9Vzs9vZOsuV4P2tfmxl9zGFCuF+ZNGmG3U9aPutul2bhlhNGKpnJxsx16eqdqF6vFwJLl+xSLtdGqpvSdF7iXXpW1z0SkZt9musrtX7Ragc7N9se7B5sdtlpPFSU6DQrhFVXam2O4uQXainYX/LlfzfqmlVdSNkW0LH6duvqhuJWKRV16wdCY0jQhpV16rqudTPK5SXtn3q+cmLXtlsCfpm42RDfKF6P6unYbezabX5G/Zv9X7V54e1lUdbWbTFLGIRAFHx2Kt6jCFaUi+D0FggLnoNtyFtqlpHur4oGdpiXENjQEP1rStPde3oi0W05WusX9WmWSG70VZ/df0Kjeva8mfPb4j96msjfXXS54d1+QtLiatZn6zrmkS1v/SlY/0R2/faYkFd7aoeT+gqExvjCsUk6uVSz4ONLw3RtFA92Jhan87Zc6mOfarp2CFd3UcXqjzUru26lz2HrmtmbefVFYcVKsC7vjB3LRfquOYw97ITJUNo3lVXHAjAIrRgrJbLM705laWypSefRhAMdDu+hEjFxd/UM/RfgEvx7OzzPDnvN8DstxXTJ0AJy0IqBnJlCg09s9sM0b5CCUF7EMpbm+08z5PzfssVSp3nYfMRKh+bTte5VM8Z4GIDiUi4DnKFErkyhWAbBbjYIFem4I7NlSk06qFQgnc+tl1Uz81uZ+ssEYH3t/qxlR2pWLMf2T4S6idtetD2W3W7Ng3lyhQ696vrIFem4PpU1S5Uj5eIwNVBodRul4bqW65Qctu06Zv9Ho42+zVW1+r9IlQO9m+2Pdi82O02pPFSYyvWrhFVXbG2o88utPk/iYj/W7UfVXUjZFtCx+nbr6obuUKpVdesHQmNI0IaVdeq6rnUzyuUl7Z96vlJir53bAmw34s0xBca0n+qabX5G/Zv9X7V54eFyqOrLNpiFoWSP/aqHmOIltTLIDQWKJTFGtDXpqpapuuLkqEtxjU0BjRU37ryVNeOvlhEW77G+lVtmhWyG231V9evqq/UZkfq/tcQ+9XXRvrqpM8P6/IXluSTbcTFcaK+/tKXjvVHbN9riwV1tat6PKGrTGyMKxSTCMXEqnmw8aUuTbP/hOrBxtT6dM6eS1tbKJTFeanapFRc7Ne1xVRsLKXrmlnbeXWNaVIxeNcX5o5UxzUHYZ0Izbtq04CqLZk7xmq5PNObU1kqW3ryaQTBQJIvIW62CqP/bY/24xzPb1ezeb8DXJhvO1QRyXSdliDMDjdbBQJdmO83qerZ3UGC7dF+uJb5RkP7cWraVyoVGvYQF+2Hkw9zEOjCfC9Dl+1sj/bDb1ezud8/v+uD9VeyNNLJ5cXnWXg2E79H+eJa5hvs6Movn61YibiiPDd18uXl8fO7PvjtajY2dvLBwrOZCCgqn1yhWQe2HIFF7bGlMz+v9e/5INDFBrtuvuD+Vq1HXLQf5HIFfruazZ13e7QfREoFd252e1y0H1dniUjB/b3r5gvesTWk9C2+GtJC7Ojqx2tXN3sJ3B2Yf6p6C3BhFo2wGvvtfe1a/O1qNi9fVmfq+W3t7ItAFxut+9X1zO5n+/TAnRyunKrn2pSSjaCqjNYUCmZyQ90uA11sIEGxvlXro66n/5zj61vVTti8bcVKiATsd3uR/a5/zwdBVQ3T9cmHOdxv1e1sObZH+2FTSjaXx/orWYiL9oNCUWwP26P9UE1C42hpqSKSYWdXYY2o+vuFZzPh7iDh6Uzdx/92ldGlus53dGX8E/t7/Xt8nxqg4g+FbIs9Lk7FXoTGB9V8Wd2sf88H/zmXKajr9e/5wN1BAk9HCdZfydLYr65RVa2uv5LFpVPVLnte9bKzZRMar4Tyk4qYeNIScLNVQCrij7nq/kion9XjA9X2dXeQCGqA9YtsW29KydYbN2zsxPgmbeUR8s1sWdgxQV2HNmIl1l/Jwh9di32Vrj5m81PV6MZOPnCzl3Btoeo7t0f7wVasxMmHOVrba/17xcezWq5V1YauL0oIG+Oqa0G1z9hYSz1eVI/rtPWXqt9T9VW7br7gjXW6fKwuv6eqM3V7Y+MNId/0n3OaNvB7FFNHdftjY01tvlndltdfyYJcrt3/sjGPqp9VTbepky/PftXtS1ubCNWJbYP/nMvU6B+2/Td2Yr4fqp5fUFUbi/LJjlIFd02i7o/V+8vHSSo4dqvGiXYSJdf36td7quOYev+x10eqcaqQz2XHfQDYdfOFoC0GVbWBl5NmTKxaBjuJgnedpN6PXk4S+DlLEehig5MPczTiHhuxEoEuNoLXeuq+wFaigLNU+LrWXqKEjUjJ+egtRdcD1W0VECkVnG0JxVTstQobw6vn/fS1TGO+SbV8Qv5nR1c/uNkWXzNagpaF6mgpZSdKhr55VVUNsP8sAWO1XJ7pzakslS09+TSCYBBlZ2fTUtoSwnyc2bj7u88KmEe3pWLGEWUXMK9ashUrUUUkg1Jh+U7o+vXrqFOnjqmLYRZUlraQ2tnhRSHzWppCJfPKGXZlW54cqCIFXsoY7dtIAHsJ8LoQ3BMAIgB2YiBPwaSRiABbCVAgBxwkTJ4FCkCuAOwkzFM9b+TM8WIRk+aNnHnlj0TEWKUCgIsNkFPIvKJHImLS2hWVSaYAHKRMHk5S4FUhIJMX5y8SMWUUA4BIJY+i31Ixs19SVFcRmG1vCplySsTgXt8jFQNKJfNKEoWSqZdEzJxHKgJey5m/7SRArow5l1TM1EvGtmlRnaraMufNK2TykBS9UslWzLSRs5T5v0ABOEqL66AAc1NOLqucE5TqtiixscFzuRQiJdM2YhHTF6wHlhXpzUbMtHm+nNGYWMT0o6yoDx2lzD62z+zEQL4CXL5yJaMzmZzpR1aHzjbAy6LxgNVhgVoeMhWdiFDcvy9kzDFQMukkIkZfhUqgqg1QULQyW1qkDdYuJUXnzZcXa1UMQCkqtjtWKw5S4JWMr287MZArLy4Xayv5csamX8mKxzfnIpti0+jTdRUb5nj2t6Sone3EzHY2z+wC5m9W7w5Spp9eFzLlrCaRQVFoHTfgTT1+iMRivFLaQCkSQQkRZIoi7ar4GHmRn4GI0YWsyPc5StT8eZFPzZMX2ZUEqGFTHBPZSJi+zpEVaUvM/J9XpDepGHCxZfZDxbZsi7Twumg8sBHzfbythDn/m8Ii3UiY84uLtjlIGe3mFBbr2qbIdxfKATkYm+KNIyjWqFxFwy62wIuC4vo5SRi9qvoJ1bLbi5l2e1PIpHeW8m3IzZYfMzpLAXuxAoX5+SZShPFI7eyQpxAjp5Dv6/LVdCFT8XdO0uJ+541xEsbPFRQdyzylyKRxsQGe5zN9Zy9ldGIvKfZ9UjHT3nkKvv9ykQBZMqZv2G1SEZBbNI472jB5qPe9k5QpU568uH8cJMw2uZI59wsZUz+JqHi8rmYLZBWoxCpFfo5NY1O04l+uLPZ/bKzD1sFJwlw7yJQiiEQi2IoBmZJva4UKRru2YkACBRyUwtcXpvYxlgIb47I+z0GCYtsVM/2dJ2e0DPBjPLsi/1SgEjOw+raVFMWSMsYH2LLjsqh4jGNjYfY3qx3V31IRo8mcIt3aSpg88gqLY2w5NPVtIwGq2wCZBcXaZvOzKdKenYTRn0zBbJcW2WyBmvbfyIttVV4UmztJme2F8uKYWKEstgNxUZnyFcV2zfpfiag4xmZjffapM3a/bVGsxLatiw1j+2ys4WJbHGeptrV9kR9ifQFbnkIFE4uw4wcba7A+pFBeHC+JRawPsTyfXAgxcgsZHyNXqI3bRbGqVMT0s4OkeLxXFrW9apxoI2baWPUa5YXKuFXNFsiWFcfESiWTLxt7svmz5bCXFset0qLx4JWsWK9VbRj9ql8TylGsU6Hx4bW8SNOFjBZUxxy7orFYqWTG2Zcypm2UKCqHiLFxgCmbjZgpAxu72BTpih23lWDOZy8p1pW0yPaB4usLFOm4atH2J/lKSMUi2Bf5dJlCM65hrzUlRXVRtcGcQqCGHfPNJtXYyr4ojraTFMc7qnFYjpzJ283WcrQstbNjvmutMqdmKWUvKyrb+C0078qfV2W3WpYWjNVyeaY3p7JUtvTW4tNc1z8wdREIMyF7mK/Rx9DNyTKgsgUH+qD2KIbaomKwxna2xjqZEmtoT6pD5YLaioHawfLbwNLLrwrVpfJC7aUfaiPLgPqp9FAbmp7K3AeVte6Vtd7mTGXrk8pWX2Ogm5MES0luTor1JyEIgiAIgiAIgiAIgiAIgiAIgiAIgig9dHOSIAiCIAiCIAiCIAiCIAiCIAiCIIgKgW5OEgRBEARBEARBEARBEARBEARBEARRIdDNSYIgCIIgCIIgCIIgCIIgCIIgCIIgKgST3ZzMz8/HhAkTEBYWBj8/P7Ru3Rr79+/n9h89ehRNmzaFt7c3unbtirt373L7lEol5syZg6CgIAQFBeHrr7+GUqnk9oeHh8PLywu+vr7w9fVFr169tJZDX17GIBKLkSOyw3OlHXJEdhCJ6d4vQZQ3IrEYrv61ye4Ii4XGDoKwbsjGTQ/1AUGQHRBEaWFtyCWgHtkQQVQwDo5ONIYRVgfFZgQBSE114sLCQvj6+iIhIQH+/v7Yt28fhg0bhuPHj8PZ2RmDBw/GypUrERUVhW+//RbDhw/HgQMHAAC//vorEhISkJSUBJFIhF69eiEwMBDDhw/n8t+yZQvatWuntxyG5GUIIrEYt95I0XP3Pdx5KUOAiw12dvVDLYdCKBUKo/IiCMIwOLtLeEx2R1gkNHYQhHVDNm56qA8IguyAIEoL2RBBmA6RWIy8an5oGUf2R1gPNK4QBIPJbsk7OTlh5syZCAgIgFgsRlRUFGrWrIkLFy5g165dqFevHnr27Al7e3vMmDEDly9fRlpaGgBg8+bNmDBhAnx9feHj44Px48fj999/L1E5yiqvV0ob9Nx9H3deygAAd17K0HP3fbxS2pSoXARB6IfsjrB0SMMEYd2QjZse6gOCIDsgiNJCNkQQpuOV0gYf7nlM9kdYFTSuEASDyZ6cVCcjIwM3b95EaGgofv75Z4SFhXH7nJycEBQUhJSUFISEhODatWu8/eHh4bh27Rovv1GjRkGhUKBhw4aIiYlBeHi44HkNyUuV69evC27PzS/kHArLnZcyvC4oxKN04WOsGW3tVBm5fv066tSpY+piaGANfeQSUM+q7c4c+8jctGxMG5ljexqrYXOsg7GYQx3MTceAcLuYQ1uZA5bcDmU1TmlrA3PTsrZymrIPyzpWsGQ9qmMudTE3HQPW55MrKma25DYqC8xNy+boky0Va7/uVMXcdAxYn08uLZWt7iW1P3PTsjX2mzXWSRdlWV9DdW1uOgaE2sHRJOUgzI+SzFuYxc1JmUyGUaNGoX///ggJCUFubi7c3Nx4aVxcXJCTkwMAyMnJgYuLi8Y+pVIJkUiEdevWoVGjRlAqlfjhhx/w4Ycf4syZM3B1ddU4t7681BFqzOvXr8PJTooAFxueYwlwsYGjrRQeZuhIyhNzvRlnCsy5Lcy1XMaQI7JeuzNn7ZgThraRubanMRo21zoYgzXUobxQbxdqKwZLb4eyGKcsqQ20xcmmLH9ZxgqmrktZYk11KQ+szSdXRMxs6W1kjZijT7ZUrPm60xKwNp9cGipj3a3F/qyt3yqbFsu6vpasa412SHpgmoIQZkdJbMTkX1pVKBQYM2YMbG1tsXjxYgDMk5KvXr3ipXv16hWcnZ0BAM7Ozrz97D72ZmKzZs3g4OAAR0dHTJo0CVWrVsXJkycFz68vL0OpIpJhZ1c/BLgwj1+z74quIpLpOZIgiJJCdkdYOqRhgrBuyMZND/UBQZAdEERpIRsiCNNRRSTD9s5eZH+EVUHjCkEwmPTJSaVSiQkTJiAjIwPbtm2DjQ1jkKGhodi8eTOXLjc3F7dv30ZoaCgAoF69erh8+TIiIiIAAMnJyahXr57W84hEIiiVSsF9xualtS4KBWo5FOL4R/4oUIhgK1aiikhGH7EliHKEtbsD0e6Q2DmQ3REWB40dBGHdkI2bHuoDgiA7IIjSompDrwsK4WgrJRsiiApCqVDAPushjn8URGMYYTVQbEYQDCZ9cnLSpElIS0vDli1b4ODgwG3v2rUrUlJSEB8fj7y8PCxatAgNGjRASEgIAKBfv35YvXo1Hj58iEePHmH16tUYMGAAAODevXs4deoUCgoKkJeXh5UrVyIzMxPNmjUTLIOuvIxFqVDAWZmP6qI8OCvzyaEQRAWgVCiQfe8G2R1hsdDYQRDWDdm46aE+IAiyA4IoLawNvUi/RjZEEBXMm9e5NIYRVgfFZgQBiLKzs4UfKSxn7t69i4YNG8LOzg5SafEDnMuWLUOfPn1w5MgRTJ06Fffu3UNERATWrFmDgIAAAMwTl3PmzMGGDRsAAEOGDMHcuXMhEomQkpKCESNGID09HXZ2dggPD8fcuXPRuHFjAMCJEyfQu3dvPHjwQG9eBEEQBEEQBEEQBEEQBEEQBEEQBB/X9fTNSYIhe5iv0ceY7OYkQRAEQRAEQRAEQRAEQRAEQRAEQRCVC5O+1pUgCIIgCIIgCIIgCIIgCIIgCIIgiMoD3ZwkCIIgCIIgCIIgCIIgCIIgCIIgCKJCoJuTBEEQBEEQBEEQBEEQBEEQBEEQBEFUCHRzkiAIgiAIgiAIgiAIgiAIgiAIgiCICoFuTpaCrKwsDBw4ED4+PggLC8O2bdtMXaRSEx0dDU9PT/j6+sLX1xdNmjTh9h09ehRNmzaFt7c3unbtirt373L7lEol5syZg6CgIAQFBeHrr7+GUqnk9t+5cwddu3aFt7c3mjZtiiNHjvDOu23bNoSFhcHHxwcDBgxAVlZWuddVnZ9++gnt2rWDh4cHxo4dy9tnqrrn5+dj/Pjx8Pf3R0hICFatWlU+lbdQLN0G8/PzMWHCBISFhcHPzw+tW7fG/v37ATC6cXV15WzR19cXixYtMnGJLQtd7QtYThtbms5J14ZjTN+uXr0aISEhqFmzJsaPH4/8/PwKLGn5YWgbbNq0CdWrV+dpJzExsYJLWz7oij/UsSQdWJrvYrE2H1bS2J5gsFQdlyX64qnSXCcRFQdp2XhKOj9AlB/WrOPymoszN0w170aUHbq0aulUdr9fnjFfeHg4vLy8ON306tWrQuumTmnqeuzYMXTt2hU1a9ZEeHi4Rt7m6I/Ks76l7Vu6OVkKpkyZAltbW6SlpWHdunWYPHkyUlJSTF2sUrN48WI8ePAADx48wNmzZwEAmZmZGDx4MGbNmoXbt2+jcePGGD58OHfMr7/+ioSEBCQlJeH48eP4+++/sX79em7/yJEj0bBhQ9y6dQuzZ8/GkCFD8OzZMwBASkoKvvjiC/z4449IS0uDo6MjJk+eXLGVBuDl5YUpU6Zg0KBBvO2mrPuCBQtw69YtJCcnY9euXVi5ciUOHDhQzi1hOVi6DRYWFsLX1xcJCQm4e/cuZs2ahWHDhuHOnTtcmjt37nD2OG3aNBOW1vIwpH0B829jS9M56dpwDO3bgwcPYvny5YiPj8elS5eQnp6O+fPnm6DEZY8x+n7nnXc43Tx48ACtW7eu4NKWD9riD3UsTQeW5rtYrNGHlSS2JxgsVcdliS6bKO11ElFxkJaNp6TzA0T5Ye06Lo+5OHPDFPNuRNkjpFVroLL7/fKO+bZs2cLp5o8//qjo6vEoTV2dnJwwaNAgxMTECOZtjv6oPOsLlK5v6eZkCcnNzcWff/6JWbNmwdnZGc2bN0dUVBS2bt1q6qKVC7t27UK9evXQs2dP2NvbY8aMGbh8+TLS0tIAAJs3b8aECRPg6+sLHx8fjB8/Hr///jsA4MaNG7h48SJmzpwJBwcH9OjRAw0aNMCff/4JgHlyMCoqCi1btoSzszNmzZqFXbt24dWrVxVax+7du6Nr166oXr262dR9y5YtmDp1KlxdXVG3bl0MGTKEy7uyYw026OTkhJkzZyIgIABisRhRUVGoWbMmLly4YOqiWQXW0L6WqHNraPeKwJi+3bx5MwYPHozQ0FC4urpi2rRpVjEWWKK+ywNt8Yc6lqQDS+7byuLD9MW3hGXruCzRZROluU4iKg7Scsko6fwAUT5UVh1bm581xbwbQRhKZff7lSnmK01dIyIi0K9fPwQGBmrka67+qLzqWxbQzckScuPGDUgkEtSuXZvbFh4ebhWrtubOnYtatWqhU6dO3CvTUlJSEBYWxqVxcnJCUFAQV99r167x9oeHh+PatWvcsYGBgahSpQq3PywsjDtWPe+goCDY2tri5s2b5VdJIzBV3bOzs/Ho0SOteVd2rNEGMzIycPPmTYSGhnLbwsPDUb9+fYwbNw6ZmZkmLJ3lI9S+gHm3sTXonHQtjDF9qz5WhIWFISMjA8+fP6+QspYXxur70qVLqFWrFiIiIrBo0SIUFhZWVFHNAhB4wS8AACAASURBVEvSgTX4LhZr8GElie0J69JxWaJqE6W5TiIqDtJy2UL+0zRUBh2X9VycJVGe825E2SOkVWumsvr9so75Ro0aheDgYPTq1QvJyckVUwkDMaauurAUf1RW9WUpTd/SzckSkpubCxcXF942FxcX5OTkmKhEZcPcuXNx4cIFpKSkYOjQoejfvz9u376tt745OTm8/ew+pVKp91ht+yv6yUltmKrubBr1vM2lXUyNtdmgTCbDqFGj0L9/f4SEhKBGjRo4fPgwkpOTceTIEeTk5GDUqFGmLqbFot6+ACyijS1d56Rr7RjTt+pp2b8tfTwwpg1atmyJEydO4MaNG9iwYQO2b9+OlStXVlRRzQJL0oGl+y4Wa/BhJY3tCevRcVmibhOluU4iKg7SctlC7WkarL3dy2MuzpIoz3k3omzRplVrpjJqrKxjvnXr1uHSpUtITk5G69at8eGHHyI7O7viKqQDY+uqC0vQSlnWFyh939LNyRLi5OSkMRn08uVLODs7m6hEZUOTJk1QpUoV2NnZYcCAAYiMjMS+ffsE6/vq1Suuvs7Ozrz97D6RSKS3rbTlrbrKwJSYqu5sGtX9L1++NJt2MTXWZIMKhQJjxoyBra0tFi9eDIDRVePGjSGVSuHh4YHFixfj0KFDePnypYlLaz5ER0fD1dVV8F9UVBSXTqh9ActoY0vWOelaN8b0rXpa9m9LHw+MaYPAwEAEBgZCLBajQYMGmDZtGuLj4yuqqGaBJenAkn0Xi7X4sJLG9oR16LgsEbKJ0lwnERUHablsIf9pGqxdx+UxF2dJlOe8G1G2aNOqNVPZ/H55xHzNmjWDg4MDHB0dMWnSJFStWhUnT56soBpppyR11YW5+6Oyri9Q+r6lm5MlpHbt2igsLOS9evTy5csarwu0dEQiEZRKJUJDQ3H58mVue25uLm7fvs3Vt169erz9ycnJqFevHgAgNDQU6enpPKGrtpV63unp6cjPz0dwcHC51s1QTFV3V1dXeHl58fZfvnyZy7uyYy02qFQqMWHCBGRkZGDDhg2wsbERTMcO6Ja2ArI8SUhIQHZ2tuC/vXv3AjC8fQHzbGNL1TnpWj/G9K36WJGcnAwPDw+93yg0d0qjbzY+qUxYkg4s1XexWLMPMzS2Jyxfx2WJNpsozXUSUXGQlssW8p+mobLpuCzm4iyJ8px3I8qXynBdVpn8fkXFfOagm5LWVRfm7I/Ko75CGNu3dHOyhDg5OaFbt2747rvvkJubi1OnTmHPnj3o27evqYtWYrKzs3Hw4EHk5eWhsLAQ//vf/3DixAl07NgRXbt2RUpKCuLj45GXl4dFixahQYMG3OsR+/Xrh9WrV+Phw4d49OgRVq9ejQEDBgBggsjw8HAsXLgQeXl52LVrF65cuYLu3bsDAHr37o29e/fixIkTyM3NxXfffYdu3bpV+JMAhYWFyMvLg1wuh1wu59rBlHXv168fFi9ejOzsbKSlpWHDhg1c3pUda7HBSZMmIS0tDVu2bIGDgwO3/ezZs7h+/ToUCgWeP3+O6dOno1WrVqhataoJS2t5aGtfwDLa2FJ1TrrWjzF9269fP2zcuBHXrl1DdnY2lixZYhVjgTFtsH//fmRkZAAA0tLSsHjxYnTp0qWii1wuaIs/1LEkHViq72KxFh9WmtiesHwdlyXabKI010lExUFaLhklnR8gygdr1nF5zcWZI6aYdyPKDl1atQbI75dPzHfv3j2cOnUKBQUFyMvLw8qVK5GZmYlmzZqZpI4sJa2rQqFAXl4eZDIZlEol8vLyUFBQAMC8/VF51Lcs+laUnZ1t3csbypGsrCyMHz8eR44cQfXq1TFnzhz07t3b1MUqMc+ePUPv3r1x/fp1iMVihISEYNasWWjfvj0A4MiRI5g6dSru3buHiIgIrFmzBgEBAQCYu+9z5szBhg0bAABDhgzB3LlzuRXld+7cwbhx43Du3Dn4+flhyZIlaNeuHXfubdu2Ye7cuXj+/Dnatm2LNWvWoFq1ahVa//nz52PhwoW8bdOnT8fMmTNNVvf8/HxMmjQJf/75J+zt7TFx4kRMmDChAlrDMrB0G7x79y4aNmwIOzs7SKVSbvuyZcsgFosRExODZ8+eoUqVKmjXrh1iYmLg6elpwhJbFrrat0+fPoiLi7OINrY0nZOuDUdb3967dw/NmjXDqVOn4O/vDwBYtWoVVqxYgby8PHTr1g3Lli2DnZ2diWtQegxtg9mzZ2Pr1q3Izc2Fu7s7+vTpg2nTpul8GtpS0BZ/DBo0yKJ1YGm+i8WafFhpYnuCwVJ1XJboi6dKc51EVBykZeMp6fwAUX5Yq47Lcy7O3DDVvBtRNujTqqVT2f1+ecV8KSkpGDFiBNLT02FnZ4fw8HDMnTsXjRs3Nkk9gdLVNTExEd26dePl17JlSyQkJAAwT39UXvUti76lm5MEQRAEQRAEQRAEQRAEQRAEQRAEQVQI9FpXgiAIgiAIgiAIgiAIgiAIgiAIgiAqBLo5SRAEQRAEQRAEQRAEQRAEQRAEQRBEhUA3JwmCIAiCIAiCIAiCIAiCIAiCIAiCqBDo5iRBEARBEARBEARBEARBEARBEARBEBUC3ZwkCIIgCIIgCIIgCIIgCIIgCIIgCKJCoJuTBEEQBEEQBEEQBEEQBEEQBEEQBEFUCHRzksDYsWPRt2/fUuXRvHlzzJ8/v4xKRBCEEPPnz8f48eONOiY/Px9hYWH4999/y6lUBGG5kE1ZBvPnz0fz5s11ppk6dSqio6O532UR2xCmw9XVFfHx8aXK499//4Wrqyvu3LlTRqWqeAyNr7t27YrNmzdzv8ui/QzBENucPXs2pk2bVu5lKS8qixbv3LkDV1fXChvbkpKSEBERAblcrjXN999/j/Dw8AopT3lTWWOHxMREuLq6IjMz06D04eHh+P7777nfhtifehp9v8uSmzdvok6dOnjx4gUAYNOmTfD19S3z81i6HyUIgigPjB1jCIIwT+jmJIEFCxbgxx9/NHUxCAvA1dVV57+xY8eauohlTnldZBrL06dPsWbNGkydOpW3PSMjA9OnT8dbb70FDw8PhIaG4qOPPsK+ffsAAHZ2dvj0008xZ84cUxRbKxcvXkT16tXRqVMnUxel3IiOjtboL3XIpkyHtdlUeaLtRl9FTbh/+umnSEhIMOoY9djGEHskypZffvkFPj4+KCgo4LYVFBTA29sbLVq04KW9efMmXF1dcfToUQBAamoqoqKiyr2M6enpGD16NOrXrw8PDw/Uq1cPffr0wcWLF8v93GXF33//jQcPHqBPnz4Vcr7Hjx/D3d0dz58/Nyj9559/js2bNyM9Pb18C6YDS9BidHQ0N/ZXq1YNISEhGDlyJB4/flzu5wYAPz8/pKamVtjNwK+//hqTJ0+GRCKpkPOZGmuLHfr27YsePXoI7ktNTYWrqysOHz6MyMhIpKamonr16gble/jwYYwYMcKosuizUdX9ZX0TPiYmBiNGjEDVqlXLJD9tmIMfJcwPQxZ5GIJ6jGzsb/VFBRXFlStXEBoaitzc3Ao/N1Hx0LUcQVgvdHOSQNWqVeHq6mrqYhAWQGpqKvdv5cqVGtsWLFhg4hIajuoElSWcc8OGDXj77bcRGBjIbbtz5w7atm2LQ4cOYc6cOTh+/Dh27tyJ999/H5MmTeLS9enTB6dOnUJKSkppil+mbNiwASNGjEBKSgpSU1NNXRyOitYF2ZTpzmltNmXNODs7GzyxyUKxjelp06YNXr9+jXPnznHbzp49CxcXF9y4cQPPnj3jticlJcHOzg6RkZEAAE9PT9jZ2ZVr+WQyGXr16oVnz55h/fr1OHv2LH777Te8/fbbyM7OLtdzlyU//PADBgwYUGE3efbs2YN33nnHYJt0c3ND+/bt8fPPP5dzybRj7lpkGThwIFJTU3H16lVs3LgR165dw4QJE8r9vAUFBZBIJPD09IRUKi33850+fRrXr19Hz549y/1chiCTySrkPNYUOwwZMgTHjh0TXJy0ceNG+Pv7o23btrC1tYWnpydEIpFB+bq5ucHR0dGosuiz0fKy4fv37yMhIQEDBw4s87zVMQc/ak6MHTuWW8zh5uaGRo0aYfbs2ZXuJlVZLfKIjY3F119/XW7py4sGDRqgSZMmWL16tamLQhAEUSoqKhY1V+jmJMF7IiI6OhqTJ09GTEwMatWqhdq1a2P27NlQKBRc+qdPn6J///7w8vJCWFgYNm7cqJHnixcvMHHiRNSuXRt+fn7o0qULt0IxLy8PzZs3571K79GjR6hVq5ZJVlwRhuPp6cn9Y1eIqm47ceIE2rZtC09PTzRs2BDz5s3j3TwIDw/HwoULMXbsWPj5+aFBgwbYsWMHsrOzMXz4cPj6+uLtt9/GoUOHuGPYVzXs3bsXrVq1gqenJ9q2bYsLFy7wynb69Gl06dIF3t7eCA0NxaRJk/Dy5Utuf3R0NCZNmoTZs2cjODiYe2Jv1apVaNGiBXx8fBAaGopPP/2Um5RMTEzE+PHjkZuby10Asa9XE1ohKLSKkH1tZM2aNTFq1CiDyipEXFwcOnfuzNs2ZcoUKJVKHD58GL169UKdOnVQt25djB49GklJSVy6atWqITIyEtu3b9d5jorizZs32LZtG4YOHYru3btr+BB2VfO2bdsQFRUFT09PNG3a1GhdPH/+HCNGjED9+vXh5eWFZs2aITY2lncubbq4du0a+vTpAz8/P9SuXRsjRozAkydPuONYv7l27VqEhoYiICAA48aNw+vXr7n9x48fx7p16zjtCE3gkE2RTVkLQq/VUX9CgU2zf/9+tG3bFl5eXujcuTMePHiApKQktGzZEr6+vujbty/vqSz1V0fK5XLMnj0bAQEBCAgIwIwZMzRWjavGNkL2mJ6ejsaNG2tojn1qSt0eCOOpXbs2vL29kZiYyG1LTExE27Zt0bhxY55NJSYmomnTprC3twfAfw0fq6P4+Hj07NkT3t7eiIyMxOHDh3nnO3DgAJo2bQpPT0907twZN27c0Fm+lJQU3L59G0uWLEFkZCRq1qyJyMhIzJgxA23btuXSubq64qeffkKfPn3g7e2NsLAwbN26lZfXw4cPMXz4cE6Tffr0wc2bN3lp9uzZo9OfGxJfq/Ps2TMcOXJEw5eps3z5ctSqVQtnz54FULKxg+Wvv/5Cly5deNu2b9+Ot956C35+fhgwYIDG67U6d+5sUn9p7lpkcXR0hKenJ5fvkCFDNJ7i1RefnD9/Hr169UKtWrXg7++PqKgonDlzhpeHq6sr1q1bh0GDBsHHxwcxMTFa/fXRo0fRsWNHeHt7o127dhq+cePGjQgLC4O3tzf69u2L//73v3oXhsTFxaFt27YaN6FWrFiBkJAQ+Pr6YsyYMcjJydE4NjY2FpGRkfD09ERERARWr17Nu069ceMGunTpAk9PTzRp0gT79u2Dr68vNm3aBKC4D+Pi4tCtWzd4eXlh/fr1BuWt6/qW3T969GjUrl0bnp6eaNSoEdasWcPtt6bYoVOnTvDw8ODalUUmk2Hr1q0YNGgQxGKxRmygr42EYsEnT57o9L/6Xtuqur9Ro0YAgPbt28PV1RXR0dE4fvw43NzceHYEAPPmzdN4slqVP/74A/Xr14e/v7/WNNnZ2ejUqRM++OAD5ObmljgOAkzvR82Ndu3aITU1FRcuXMDs2bPx888/46uvvhJMW1hYCKVSWcEl1E9pFlmW5SKPatWqoUqVKuWWviQoFAqDnggdOHAgfvnlFxQWFpZreYhi2DmAWbNmITAwEMHBwVi7di3y8/MxZcoU1KxZE2FhYdiyZQt3zJUrV9CjRw94eXkhMDAQY8eO5V6HDZR+buXy5cs6YxWCMJTNmzcjKCgI+fn5vO2jRo1Cv379AOi/ptu6dSvat2/PxepDhw7Fw4cPuf1sLLBv3z506NAB7u7uOHjwYMVU0Eyhm5OEBtu2bYNEIsG+ffuwePFirF27Fjt27OD2jxs3Drdv38bOnTuxadMmbNmyBXfv3uX2K5VK9O3bF48ePcLWrVtx7NgxtGjRAt27d8fjx49hb2+PdevWIS4uDjt37oRSqcQnn3yCsLCwClkdTJQPBw8exOjRozFq1CicOnUKq1atQnx8PGJiYnjp1q5di4iICBw9ehQ9e/bE2LFjMWrUKLz33ntITExEixYtMHr0aOTl5fGO++qrrzB37lwcPnwYgYGB6NOnDxesXLlyBR988AE6d+6MpKQkbNy4EcnJyRp6+t///gelUok9e/bghx9+AACIxWLMnz8fJ0+exLp163Du3Dnumx6RkZGYP38+HB0duSfZPv30U6PaZc2aNQgJCcGRI0fw9ddfG1xWVbKysnDt2jU0btyYt+3AgQMYNWoUnJ2dNY5RnxiKiIjA8ePHjSp7eREfHw9/f3+EhYWhb9++2LJli+BKoTlz5mDMmDFITExEu3btMGDAAN6gDujWRV5eHho1aoQtW7bg1KlT+OSTT/DFF19wr2pjUdfF48eP0aVLF4SGhuLgwYPYuXMncnJy0L9/f94k1cmTJ5GSkoKdO3di/fr12L17N6erBQsW4J133uGegkhNTYWfn59R7UQ2JQzZlOUzf/58zJ8/HwcOHOBuhixatAgrVqzA7t27kZKSovM7e6tWrcKGDRuwfPly7N+/H3K5HNu2bdOaXsge/f39MXjwYI0FC7GxsQgPD8dbb71VZvWtzLRu3VrjhlCrVq3QqlUr3vakpCS0bt1aZ17ffPMNxowZg6SkJDRu3BjDhw/nbl7cv38fAwcORLt27ZCYmIjRo0frfX2im5sbxGIx/vzzT72TWvPnz0fnzp2RmJiIjz/+GJ988gl3U+L169fo1q0b7OzskJCQgP3798PT0xM9evTgfKoh/lxffC3EyZMnYWdnh9DQUMH9SqUSs2fPxk8//YSEhAQ0adKE21eSsePVq1c4duwY7/uud+/exY4dOxAbG4sdO3bg0qVLmDdvHq8cERERePjwIW7fvq2zPuWJOWtRiGfPniEhIQERERHcNkPik1evXqFv377Ys2cPDh48iPDwcPTu3VvjhvHChQvx/vvv48SJExg5cqTWcsydOxdz5szB0aNHUb16dYwePZqb5D9z5gw+++wzjBw5EomJiejSpYtB30g9ceIEb/wFmBs933zzDWbOnImjR4+iTp06vJtWAPDbb79h3rx5+PLLL3H69Gl88803WLFiBf773/8CYCazBw0aBKlUiv3792PNmjVYuHChxgQTW6+RI0fi1KlTiI6O1pu3vutbgNHF1atXsXXrVpw5cwarVq2Cj48P77zWEjtIpVL0798fv//+Oy823rNnDzIzM7U+TWhIG6mjy/8aC7vgYvv27UhNTUVsbCxatmyJoKAg3kS6QqHAli1bMHjwYK15CelYFdZevb29sWXLFjg5OfHqZGwcZA5+1Jyws7ODp6cn/Pz80Lt3b/Tu3Zv7BAC7qG3Tpk3cZxpyc3NLvcBg/fr1iIiIgKenJ4KDg/HBBx9w8YPQJxDUF9exaZYvX4769eujfv36AAxb4KSO0CIP9ny///47wsPD4evri3HjxqGgoAD//e9/0aBBAwQFBeHLL7/k2a2xr8sUSp+Tk4PRo0fD19cXISEhGosMdC1eBYo/+7Fv3z40b94c7u7uSE1NxZUrV9C9e3f4+/vDz88PLVu2xLFjx7jjOnTogKysLN4iI6L82bZtG5ydnXHw4EF8/vnnmDlzJgYOHIjg4GAcOXIE/fr1w2effYZHjx7h9evX+Oijj+Dk5ISDBw8iNjYWZ86c0bhWL83ciq5YhSCMoWfPnlAoFPjrr7+4bS9evMDu3bsxePBgg67pCgoKMHPmTCQlJWHr1q3IzMwUfGX9//3f/2H27Nn4559/eNdolRG6OUloULduXcyaNQu1a9dGr1690Lp1a24y/8aNG9i/fz+WL1+OZs2aoVGjRli7di3evHnDHX/s2DEkJyfjt99+Q0REBGrVqsU94cCudAwLC8OcOXMwceJEzJo1C5cuXcIPP/xg8CtfCPNjyZIl+PTTTzFo0CAEBQWhTZs2+L//+z+sX7+eFxh07NgRI0eORHBwMGbOnIn8/HwEBQWhf//+qFWrFqZOnYpnz55pvPJo6tSp6NixI+rXr4/Vq1cjLy8PcXFxAICVK1eiV69e+PTTTxEcHIwmTZrgP//5D/788088ffqUy6NmzZr49ttvERISgrp16wJgJgPbtm2LgIAAtGrVCjExMdi5cycUCgVsbW3h4uICkUjEPckmdNNCFy1atMDEiRNRq1YtBAcHG1xWVe7duwelUglPT09u261bt6BUKhESEmJQOby8vPROclYUGzZs4FYdtWrVCg4ODrzBn2X48OHo1asXQkJCsHDhQvj6+uKXX37hpdGlCx8fH3z22Wdo2LAhAgMD8fHHH6Nbt27cfhZ1Xfz8888ICwvD3LlzUbduXYSFheHHH3/E+fPneRewVapUwdKlS1G3bl106NABPXv25Hxl1apVYWNjwz0F4enpafQrd8imhCGbMg0HDhyAr68v75/601OGMmvWLLRo0QJhYWEYNmwYTp8+jZiYGDRp0gSNGzdG//79dU4yrF27Fp999hnPP3h4eGhNr80eBw4ciJs3b+Kff/4BwDyRqW8ykjCOVq1a4Z9//kF+fj7y8vJw9uxZtG7dGi1btuRuCKWlpeHx48do06aNzrzGjRuHzp07Izg4GF9//TWysrKQnJwMgPmmoJ+fHxYtWoSQkBD06tULw4YN05mfj48PFi5ciEWLFiEgIABdunTBN998I/jKxW7dumHYsGGoXbs2pkyZgjZt2mDt2rUAmElupVKJNWvWICwsDCEhIVi+fDlyc3Px999/A9Dvzw2Jr4W4d+8e3NzcBMcXuVyO8ePHY8+ePdizZ4/GDcySjB0HDx5EcHAw73XYhYWFXN3feecdfPzxxxqLgLy8vADApD7TnLXI8uuvv8LX1xc+Pj6oXbs2MjIysGzZMm6/IfFJ27Zt0a9fP9StWxchISFYtGgR7O3tceDAAd65evXqhSFDhiAwMJDXn+rMmjULbdq0QUhICKZNm4a0tDRuodiPP/6IDh064PPPP+dWhnft2lVvPe/du8cbfwHGr/fv359nZ2+//TYvzeLFizF37lz06NEDgYGB6Ny5Mz7//HPuVZeHDx/G9evX8cMPP6Bhw4Z455138N133wkuPhg9ejSXj6+vr968Dbm+vXfvHho2bIiIiAgEBASgdevWGk81WVPsMHjwYNy/fx9HjhzhtsXGxqJDhw5aF+QZ0kbq6PK/xlKjRg0AQPXq1eHp6Ylq1aoBYF5Tq/oU6MGDB/H06VPB722r1kVdxyy3bt1Cp06d0KxZM/zyyy+wtbXl7S9JHGQOftScsbe35y12vXPnDuLi4vDrr79yr+suzQKDf//9F1OmTMH06dPxzz//YOfOnejYsaPR5Tx+/DiuXLmCuLg4xMfHG7TASQhtN8fv3r2Lv/76C1u3bsWGDRsQHx+PAQMG4Pz589ixYwdWrlyJn376Cbt27TK67LpgF48ePXoUM2fORExMDP78809uv67Fqyx5eXlYsmQJli1bhtOnT8Pf3x+jRo2Cl5cXDh48iGPHjmHGjBncmw0AwNbWFuHh4XRzsoKpV68eZs6cieDgYEyYMAE1atSAVCrF2LFjUatWLUyfPh1KpRJnzpzBtm3bkJubix9//BENGjRAq1atsHz5cuzatQu3bt3i8izN3IquWIUgjMHBwQF9+vThLWCOi4tDlSpV0KlTJ4Pm6AYPHoz3338fgYGBiIiIwNKlS3Hy5Ek8ePCAd67p06ejQ4cOCAwMhJubW4XW09wo/49KEBZHgwYNeL+9vLy4Cd7U1FSIxWLeKt6aNWvC29ub+33x4kW8fv0atWvX5uWTl5fHW+k3duxY7NmzB2vWrMGvv/6qd9UkYd5cvHgR58+fx4oVK7htCoUCb968wZMnT7gLKlV9OTs7w9HRkbeNnWBWv6nwzjvv8I5r0KABrl27xp371q1b+OOPP7g07MBw+/ZtuLu7A4DgkzBHjx7FsmXLkJaWhpcvX0Iul6OgoABPnjzh6bqkqF80GFpWVdinFlQDcWNXgjk4OOid5KwIbt26hdOnT3OTPSKRCH369MHGjRvRo0cPXtqmTZtyf7N+h+1zFl26kMvlWLZsGXbs2IFHjx6hoKAABQUFaNWqFS8PdV1cvHgRJ06cgK+vr0b5b9++zfm/unXr8r7N5OXlxb0yrywgmxKGbMo0tGjRgqdFALh69SoGDRpkdF5C+lTfpu3G8osXL/D48WNB/6Ae8OvD09MTnTp1QmxsLJo2bYoDBw7g+fPn6NOnj1H5ENpp06YN8vLycObMGSiVStSoUQNBQUHw8PDA7du38eTJEyQmJsLR0VHvilFVjbC+RDU+bdKkCW+Rm6qP0wb7ip7ExEScO3cOf/31F5YvX45Vq1Zxi2gA/njE/t63bx8AxgfduXNHYzL+9evXXNyrz58bEl8LkZeXx/Njqnz11VeQSCQ4ePCgoB8sydgh9EpXf39/7rXkADMWqn7DEWD8JQCT+kxz1yLA3DCcMWMGACAjIwNLly5Fjx49cOjQITg7OxsUnzx9+hTffvstEhMT8fTpU8jlcrx58wb379/npdf1xJe2urJxx9OnT+Hr64u0tDRERUXx0kdEROC3337TmaeQblNTUzUWhjRt2pSbuHz27Bnu37+PL774ApMnT+bSqL6uMS0tDd7e3rxryrfffhtiseZ6bNX6G5K3Ide3I0aMwNChQ3Hx4kW0b98eUVFRGjGnNcUOwcHBaNGiBXdD8tGjRzh48KDGQkJVDGkjdXT537Kif//+mDdvHk6fPo3IyEjExsYiOjpa57d1tfnfgoICREVFoXv37liyZIngsSWJg8zBj5or586d454kZCkoKMCPP/7Ite/RXdixPgAAFR5JREFUo0eRnJyMGzducG05e/Zs7N27F1u3bsXEiRN5N88BICAggMvv3r17cHJyQufOnblXmoaHhxtdVjs7O6xatYr7DurGjRu5BU7suLF8+XLUrl0bf//9N3r16iWYj7ab43K5HKtXr0bVqlVRv359dOzYEcePH0dKSgpsbW1Rt25dREZGIikpSePauzRERERgypQpAJhXqZ8/fx5r1qxB9+7dATCLelgCAgIQExODAQMG4IcffuB8tFwux6JFi3jXl/fu3cOECRO4xaO1atXSOLc1LfqwFFT9lUgkgru7O2+bjY0NXF1d8fTpU9y6dQsNGjTgvQo4MjISYrEY165d4/q0NHMrumIVgjCWIUOGoG3btnjw4AF8fX0RGxuL/v37QyqVGjRHd+HCBSxcuBDJycnIzs7mYsn79+/zNGloLF4ZoJuThAY2Nja83yKRiDMmQyZvFQoFPDw8sGfPHo19qgNSZmYm0tLSIJFIeCtmCMtEoVBg+vTpgqtfVVeBCOlLNQhhg3LVV40Ycu4hQ4bwgl4W1Yk91dfpAMzKwr59+2LIkCH48ssvUb16dVy8eBEjRozQ+w0IsVisYQ9CK7PVz2loWVVhV/lmZ2dzwVZwcDBEIhHS0tJ0lpMlKyvLLFbjbNiwAXK5HGFhYdw21cHa2Fef6uL777/HqlWrsGDBAtSvXx/Ozs6IiYnRuNgX6qP3338f33zzjUaeqhO8unxlWUA2RTZlTjg6OmpMCKh+K4SdWFDtQ22vylTVLKtP9W3G6LU0DBkyBKNGjcL8+fMRGxuLbt266f1eGmE4gYGB8Pf3R1JSEpRKJVq2bAmAseO33noLSUlJSEpKQrNmzTR8mTpCujEmPtVGlSpV0KVLF3Tp0gWzZ8/GBx98gG+//ZZ3c1IXCoUC4eHhghPy7FM5+vx5Sctfo0YN3mvRVGnXrh22b9+Offv2Cb5i0dixo7CwEPv27eMtBNGWj7r9ZmVlAYBJfaYlaLFq1aqcn61Vqxa+//571K1bFzt27MCQIUMMik/Gjh2LjIwMfPfdd6hZsybs7OzQvXt3jTFYfSzVhr66luStN7p0qw1WU0uXLkVkZKRgGmPaXrX+huRtyPXte++9h+TkZOzfvx9Hjx5F37590aNHD95rIa0tdhgyZAgmTpyIrKws/P7776hWrZrOtyoY0kamwM3NDZ07d0ZsbCzq1KmDPXv28F7zKoQ2HdvY2KB9+/bYt28f7t69i5o1awqmYTE0DjIHP2pOsG/0KCwshEwmQ5cuXbBo0SJuv4+PD++tGqVdYMB+P6xRo0bo2LEj2rdvj27duhn97cXQ0FDuxiRbLn0LnITQdnPcz8+Pt2DIw8MDtWvX5j29q2sRYEkRWkSg+nSmIYtXpVKpxg3fcePG4bPPPsPmzZvRtm1bdO/eXeMtNw4ODhqfLyHKF30xJLtNoVDoHJtVY4jSzK3oilUIwljCw8PRqFEj/P7774iOjsa///6Ln376CYD+a7rc3Fx8+OGHaNeuHX788Ue4u7sjMzMTnTt3LnEsXhmgm5OEUdStWxcKhQLnz5/nLt7u3buHR48ecWkaNWqEjIwMiMVina8J+vTTTxEUFIRFixZh5MiR6NChA33jyYJp1KgR0tLSBFezlQX//PMPp6fc3FxcvXqVmzhs1KgRUlJSjD73v//+i4KCAsyfP597LcTevXt5aWxtbQU/xu7m5sa9AgZgLhDS0tLQsGFDnecsSVmDgoLg4uKC1NRU1KtXDwAz4dmxY0esW7cOY8aM0Xg1ZnZ2Nm+C/erVq2jUqJHB5ywPCgsLsXnzZsyZMwedOnXi7RszZgw2bdqE6dOnc9vOnj3LrYBVKpU4f/68xgpPXbo4efIkoqKiuN/sq/NUL9iEaNSoEf744w/4+/vrnaDUhTbtGArZFNmUJcFOlj1+/Jj7m33NYVlStWpVbiWtun/Q9no1QLvu3n33XVSpUgW//PIL9u7dq/PblUTJYL/1p1Qq0b9/f257q1atcOzYMSQlJWH8+PGlOke9evXw559/8m6WsK/rNQaRSIQ6derg4sWLvO1nz57lPdV19uxZ7lXWjRo1QlxcHKpXr671xrY+f25IfC1Ew4YN8ezZM2RmZnKLLljef/99dOvWDR9//DFEIhEGDBigu/J6OH78OJycnEq0yjclJQU2Njbc97VMhSVpEQA3jrJPShkSn5w6dQoLFizg4qyMjAw8efKkROfXR926dXH+/HneNvXfQjRs2BCpqakaeQnZGYuHhwd8fHxw+/ZtXt+p5/Ho0SM8evSIm+z+999/9S52MSRvQ69va9SogX79+qFfv3547733MGLECCxbtoy7GWFtsUOPHj0wbdo0bN26FbGxsejXr5/e2FlfG6mjy/8aC3uDRigeGDp0KIYOHYrAwEB4eHigXbt2OvMS0jHAjCNr167FJ598gm7dumH37t3w9/cvUXlVMRc/ai6wb/SQSqXw9vbW0J3QYsbSLDCoUqUKjh07huPHj+PIkSNYtmwZ5s2bh0OHDsHb27tUiyz1LXASQtfNcVW03TQqzTWqsRi6eNXOzk7jNfUzZ85Enz59sH//fhw6dAgLFy7E0qVLeT4hKytLcBEAYR7Uq1cPmzZtwqtXrzhbO336NBQKhVG+vLRzKwRhDEOHDsWKFSuQmZmJZs2aoU6dOgD0X9NdvnwZmZmZ+Oqrr7h4UfUV14Qw9M1Jwijq1KmDd999F1988QXOnDmDS5cuYdy4cdyrMQBmpXazZs0wYMAA7N+/H+np6Thz5gy+++47nDhxAgDzPZbjx4/jhx9+QI8ePTBgwACMHDlS53v1CfNm2rRpiIuLw7fffourV68iLS0N8fHx+Prrr8sk/yVLluDw4cNISUnBhAkTYGtri48++ggAMHHiRJw/fx5ffPEF94rHvXv34vPPP9eZZ3BwMBQKBdasWYP09HTExcVxH91mqVmzJvLy8nD48GFkZmZyGm3Tpg22bduGxMRErkzanhJSpSRlFYvFaNu2LU6ePKnRJkqlEu3bt8fOnTtx/fp1pKWl4eeff9Z4RdLJkydL9F2MsuTvv/9GZmYmhg4divr16/P+ffjhh4iNjeVNIP3yyy+Ij4/H9evXMWPGDNy7dw/Dhw/n5alLF7Vr18axY8dw8uRJpKWlYerUqQa98mXkyJF4+fIlhg0bhrNnzyI9PR1HjhzBxIkT8erVK4PrW7NmTZw7dw537txBZmam0U+CkU2RTVkStWrVgp+fHxYsWIAbN27g0KFDWLx4cbmc65NPPsGKFSt4/kHf5Ls2e2S/PRkTEwNvb2/eK8GIsqF169Y4e/Yszp07h9atW3PbW7ZsiR07duDp06e87SVh2LBhuHv3LmbMmIHr168jPj4e69ev13nMpUuX0L9/f8THx+PatWu4desWNmzYgE2bNml8N2/Xrl347bffcPPmTSxduhRHjx7F2LFjAQC9e/eGh4cHBgwYgKSkJKSnp+P48eOYNWsWbt68CUC/PzckvhaiYcOGcHd31/BlLFFRUfj1118xadIkbN682aC21EZCQgI6d+5comNPnDiB5s2bw9HRsVRlKC3mqkWW169f48mTJ3jy5AmSk5MxefJk2Nvbo0OHDgAMi0+Cg4Pxv//9D9euXcP58+cxfPhwje/dlRVjxozBoUOHsHLlSty8eRMbNmzA7t279R7XoUMHDc1+8skn2Lx5M8/Ozp07x0szY8YMrFy5EqtXr8b169dx9epVbN68GUuXLgXAPNlUp04djB07FsnJyfjnn38wa9YsSKVSvU946svbkOvbb7/9Frt378bNmzeRmpqKXbt2ITAwkHfTzdpiBwcHB/Tu3RsLFizA7du39X6z2ZA2UkeX/zUWd3d3ODg44ODBg8jIyOC9AaJ9+/aoVu3/27v3mJr/Pw7gz3OQLcTPMLmWbGFhizpn65zEGfFNZnJmKnTij6Jm3YxcTlPkbIbSxTVyJEVjtUo2ZNU0YkL8oZqy/JGmVNZObr8/rKOjU6ejyznl+dj6o3Pr/fnsfN59Pp/X6/16/Q8qlQre3t56ywF3tmLFCjx58kTvuapQKMSZM2cgEomwdu1avH///q/G25m5zKPmoqOix6xZs3qVTNo5wWDOnDk6P50r43QEz5OTk3H69Gmkp6dDo9EA+LWyb9myZVAqlSgpKdHpLf1nkiXQuyS9xYsXo7q6GhMnTuwyrp6Ck90Fx03lz/KbnZMIOievOjs7Y+7cuQaTrzqzs7NDQEAAMjMzsWXLFqjVap3n37x5M6ySPoYbuVwOS0tLBAQEoKKiAiUlJQgJCYGnp6dRycV9vbdCZAwvLy/U19cjJSVFp42NoWu6GTNmYPTo0Th//jzevXuHgoICHD161FSbMWQwOElGS0pKwqxZs7Bu3Tps3rwZcrlcJ1NJIBAgMzMTUqkUu3fvhpOTExQKBSorK2FtbY23b9/iwIEDUKlU2kyC2NhYCAQCREZGmmirqK9kMhkyMzNRXFwMmUwGmUyGkydP9luZTqVSif3792PZsmWoqqpCRkaGNvPQwcEBeXl5qK2txdq1ayGRSHD48GG9PZY6c3BwwLFjx5CUlASxWIwrV64gOjpa5zUikQj+/v7Yvn077OzstLXFQ0JC4OrqCh8fH2zYsAFisdjgCq++jNXPzw+3bt3SyRazsbHBw4cP4ebmBqVSCRcXF6xbtw75+fk4efKk9nWPHz9Gc3Nzv/aV+BtqtRpSqVRv/5b169fj/fv3KCws1D6mVCqRmJgIiUSCe/fu4erVq136BvT0vYiIiICjoyPkcjn+++8/WFpaQi6XGxyntbU1CgoKIBQK4eXlBbFYjPDwcFhYWPR48+RPwcHBsLCwgFgshp2dndE3JnhM8ZgaSkaNGoWLFy/i3bt3kEgkiI2N7bdA+p+CgoLg4+OD4OBgyGQy/Pjxw+Cx3dPx6Ovri/b2dvj4+PxViULqmVQqRXt7OyZPngxbW1vt42KxGG1tbbCysupz5YyZM2dCrVbj3r17kEgkSEpKglKp7PE906dPh42NDVQqFVauXAmpVIrExEQEBQXplIYDfgUusrOz4eLigpSUFCQmJsLR0RHArxukeXl5sLGxgZ+fH5ydnREYGKiz2ro387mh82t9RowYAV9f3x5X/K5evRqXLl1CSEhInwKU+fn5PZZr7ElWVha2bdv213+7v5jrd7FDWloa7O3tYW9vD09PTzQ0NCAzM1Obrd2b85OEhAR8+fIFbm5u8Pf3h6+v74CtKHF2dkZcXBzOnj0LFxcX5ObmYvfu3d32Qe2wadMmVFVV4c2bN9rHNmzYgL179yI6Ohqurq54/fp1l3LtW7duRUJCAjIyMiCRSLBmzRqkpqZq+8IJhUJcvXoVGo0GMpkMgYGBCAsLg0AgMDgmQ59t6PoW+LXqJyYmBhKJBO7u7mhtbdUpDTpczx22bNmCpqYmiEQig6tgDO0jfXqaf401cuRIqFQqqNVqzJs3T2dFuUAggI+PD75+/aq3FPafVq1apQ106iMUCpGcnAyRSARPT88+ByjNZR4dqvqaYHDnzh0kJyejvLwctbW1uHHjBlpbW7UlRl1dXfHixQuo1WpUV1cjLi4OpaWlBsfVmwQnffQleZhSWVkZTpw4gaqqKqSmpuL69evaObw3yav6tLW1ITw8HEVFRaipqUFZWRlKS0t15pmamhp8+PABy5cvH7Bto76xtLREVlYWWlpaIJPJ4O3tDScnJyQkJBj1OX29t0JkjHHjxmH9+vWwsLDQ6f1r6Jpu0qRJSE5ORm5uLkQiEVQqFY4cOWKqzRgyBE1NTSzETERmq6ioCJ6enqiqqupSsuxf01H6qLd9sDps27YNixYtQlhY2ACNrH/V1NRg8eLFePDgQbfl4/i9+Hvcd7/9K8cU9aysrAzu7u54/vx5v5Reo+FlwoQJSE1NNduAwsePHyESiXD//v0ey032RXl5ufb/hrHlzgsKCnDo0CGUlJR0KS1Hw8++ffvw8OFD7c3+7kRFRaGhocHom5PGevnyJaRSKQoLC03ePoTnDuYvNDQU1dXVuH37dq9en5KSgtu3bw94yTbOo7oCAwPx6dMnZGRk6H0+NjYW2dnZXYJ3LS0tiImJQU5ODj5+/IgpU6ZAJBLh4MGDsLW1xfHjx3Hz5k3U1NRg9OjRcHJyQkxMDOzt7fHo0SMcOXIEFRUVaGtrg62tLXbt2qWzoiY2NhaXL19GW1sb5HI5xo8fj/z8fO04uht3fX09oqKicPfuXTQ3N2Pq1KmQSqU4fPhwt9dqTU1NmD9/Pu7fv4/58+d3u90RERF4/fo1cnNztY/5+/vj27dvuHLlCgDAw8MDCxYs0FY8Mfb3hQsXwtvbG5WVlbhz5w4sLS2xa9cunSo2Z86cQVxcHBobG+Hs7AyFQgGFQoHy8nLMnj0baWlp2LNnD+rq6rTvaW9vx86dO1FaWor6+npMnDgR7u7uiI6OhpWVFYBfvYJLSkqQlZWldz8REf2tjRs3Ytq0aYiPjzf1UIY9BieJyKwxkPLbq1ev8OLFC6P6Rmk0GsTHxyMoKMhgeThzweDkwOK+++1fOaZIP41Gg7q6OoSGhmL8+PFITU019ZDIDJl7cBIA8vLyYGVl1aX8dH95+vQp3r59a3QiBwBtj8SlS5cOwMjI1OLj4+Hm5oaxY8eisLAQkZGROHjwoMHenc3NzTh37hxCQkK69Bjri5ycHIwZMwZz5sxBbW0t9u/fj58/f6KoqMikK+N57mDePn/+jOfPn2Pz5s24dOmStmerId+/f8epU6ewY8cOgz3t+4LzKOkzWEke5kqj0WDJkiW4cOECxGKxqYdDRMNEY2MjCgsLsX37dhQXF7PX8yBgcJKIzBoDKf8eBicHFvcd0S9paWkIDg6Gg4MDrl271m8lk2l4GQrBSSJTUSgUKC4uRnNzM2bPng0/Pz8EBgaaLBCYnp6O48ePo66uDhMmTIBEIsHRo0cxZcoUk4yHhgYPDw88e/YMvr6+A9Yvm6i/DVSSx1BRWVmJoqIiKBQKUw+FiIaRhQsXoqmpCWFhYTorwGngMDhJRERERERERERERERERINCaOoBEBEREREREREREREREdG/gcFJIiIiIiIiIiIiIiIiIhoUDE4SERERERERERERERER0aBgcJKIiIiIiIiIiIiIiIiIBgWDk0REREREREREREREREQ0KBicJCIiIiIiIiIiIiIiIqJB8X84bl+3DC1l3gAAAABJRU5ErkJggg==\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(14,6))\n", + "sns.barplot(x='Apparent Temperature (C)',y='Humidity',data=df_april)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 175, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(data=df2,x='Apparent Temperature (C)',y='Humidity',color='c')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Conclusion:As whole world facing the problem of global warming due to increase in pollution here we see actually how its affect the various environmental parameters.Global warming is no doubt deteriorating the climate .Hence from this analysis we infer that there are either sharp rise in temperatures or sharp falls over the 10 yrs. Hence we can conclude that Global Warming has caused a major difference and unreliability in temperature predictability also taking humidity into consideration we can say that it has almost remained same throughout the past years." + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 195, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "plt.figure(figsize=(15,5));\n", + "plt.plot(df2['Humidity'], label = 'Humidity', color = 'red',linestyle='dashed');\n", + "plt.plot(df2['Apparent Temperature (C)'], label = 'Apparent temp.',color = 'navy');\n", + "plt.title('Variation of Apparent temparature v/s Humidity', fontsize= 25);\n", + "plt.legend(loc = 0, fontsize = 12);\n", + "plt.xticks(fontsize = 15);\n", + "plt.yticks(fontsize = 13);" + ] + }, + { + "cell_type": "code", + "execution_count": 217, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Humidity v/s Apparent Temperature')" + ] + }, + "execution_count": 217, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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monthyear
12006-4.1737080.834610
20072.3870150.813495
2008-2.0699070.819476
2009-3.6699370.867621
2010-4.3290620.875914
\n", + "
" + ], + "text/plain": [ + " Apparent Temperature (C) Humidity\n", + "month year \n", + "1 2006 -4.173708 0.834610\n", + " 2007 2.387015 0.813495\n", + " 2008 -2.069907 0.819476\n", + " 2009 -3.669937 0.867621\n", + " 2010 -4.329062 0.875914" + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data3 = df.groupby(['month','year']).mean()\n", + "data3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 221, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-15., -10., -5., 0., 5., 10., 15., 20., 25., 30.]),\n", + " )" + ] + }, + "execution_count": 221, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,10))\n", + "a = np.arange(2006,2017)\n", + "plt.plot(a,data3['Apparent Temperature (C)'][:11].values, label = 'Jan. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][11:22].values, label = 'feb. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][22:33].values, label = 'march. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][33:44].values, label = 'april change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][44:55].values, label = 'may change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][55:66].values, label = 'June change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][66:77].values, label = 'July change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][77:88].values, label = 'aug. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][88:99].values, label = 'sep. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][99:110].values, label = 'oct. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][110:121].values, label = 'nov. change in Apparent temp.')\n", + "plt.plot(a,data3['Apparent Temperature (C)'][121:132].values, label = 'dec. change in Apparent temp.')\n", + "plt.legend(loc = 0)\n", + "plt.title('Variation in Apparent temp. in diffrent months',fontsize = 15)\n", + "plt.xticks(fontsize = 12)\n", + "plt.yticks(fontsize = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n", + " )" + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,10))\n", + "a = np.arange(2006,2017)\n", + "plt.plot(a,data3['Humidity'][:11].values, label = 'Jan. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][11:22].values, label = 'feb. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][22:33].values, label = 'march. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][33:44].values, label = 'april Humidity')\n", + "plt.plot(a,data3['Humidity'][44:55].values, label = 'may Humidity')\n", + "plt.plot(a,data3['Humidity'][55:66].values, label = 'June Humidity')\n", + "plt.plot(a,data3['Humidity'][66:77].values, label = 'July Humidity')\n", + "plt.plot(a,data3['Humidity'][77:88].values, label = 'aug. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][88:99].values, label = 'sep. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][99:110].values, label = 'oct. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][110:121].values, label = 'nov. change in Humidity')\n", + "plt.plot(a,data3['Humidity'][121:132].values, label = 'dec. change in Humidity')\n", + "plt.legend(loc = 0)\n", + "plt.title('Variation in Humidity in diffrent months',fontsize = 15)\n", + "plt.xticks(fontsize = 12)\n", + "plt.yticks(fontsize = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [], + "source": [ + "apt=df2['Apparent Temperature (C)']" + ] + }, + { + "cell_type": "code", + "execution_count": 224, + "metadata": {}, + "outputs": [], + "source": [ + "hmd=df2['Humidity']" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,9))\n", + "plt.title(\"Analysis of Humidity and Temperature\")\n", + "plt.plot(hmd,label=\"Average Humidity\")\n", + "plt.plot(apt,label=\"Average Apparent Temperature\")\n", + "plt.xlabel(\"Years\")\n", + "plt.legend(loc=(1.01,0.8))\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 226, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "hdt=df2['Humidity']\n", + "atm=df2['Apparent Temperature (C)']\n", + "plt.title(\"January Monthwise Stats\",fontsize=17)\n", + "plt.plot(hdt,label=\"Average Humidity\",marker=\".\")\n", + "plt.plot(atm,label=\"Average Apparent Temperature\",marker='.')\n", + "plt.legend(loc=(1,0.8))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 227, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hdt=df2['Humidity']\n", + "atm=df2['Apparent Temperature (C)']\n", + "plt.title(\"February Monthwise Stats\",fontsize=17)\n", + "plt.plot(hdt,label=\"Average Humidity\",marker=\".\")\n", + "plt.plot(atm,label=\"Average Apparent Temperature\",marker=\".\")\n", + "plt.legend(loc=(1.02,0.8))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 228, + "metadata": {}, + "outputs": [], + "source": [ + "import warnings\n", + "import itertools\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "warnings.filterwarnings(\"ignore\")\n", + "plt.style.use('fivethirtyeight')\n", + "import pandas as pd\n", + "import statsmodels.api as sm\n", + "import matplotlib\n", + "matplotlib.rcParams['axes.labelsize'] = 14\n", + "matplotlib.rcParams['xtick.labelsize'] = 12\n", + "matplotlib.rcParams['ytick.labelsize'] = 12\n", + "matplotlib.rcParams['text.color'] = 'r'" + ] + }, + { + "cell_type": "code", + "execution_count": 229, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 229, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize = (10,5))\n", + "a = np.arange(2006,2017)\n", + "plt.plot(a,data3['Humidity'][33:44].values, label = 'april Humidity',marker = 'o',color = 'red')\n", + "plt.title('Variation in Humidity in the month of april',fontsize = 15)\n", + "plt.xticks(fontsize = 12)\n", + "plt.yticks(fontsize = 12)\n", + "plt.legend(loc = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Humidity v/s Apparent Temperature')" + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "april = df2[df2.index.month==4]\n", + "plt.figure(figsize=(15,5))\n", + "plt.plot(april.loc['2006-04-01':'2016-04-01', 'Apparent Temperature (C)'], marker='o', linestyle='-',label='Apparent Temperature (C)',color = 'navy');\n", + "plt.plot(april.loc['2006-04-01':'2016-04-01', 'Humidity'], marker='o', linestyle='-',label='Humidity',color = 'red');\n", + "plt.legend(loc = 'center right',fontsize = 15);\n", + "plt.xlabel('Month of April', fontsize = 15);\n", + "plt.title('Humidity v/s Apparent Temperature',fontsize = 15)" + ] + }, + { + "cell_type": "code", + "execution_count": 231, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Apparent Temperature (C)Humiditymonthyear
Formatted Date
2005-12-01 00:00:00+00:00-4.0500000.890000122005
2006-01-01 00:00:00+00:00-4.1737080.83461012006
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Apparent Temperature (C)Humidity
Formatted Date
2005-12-01 00:00:00+00:00-4.0500000.890000
2006-01-01 00:00:00+00:00-4.1737080.834610
2006-02-01 00:00:00+00:00-2.9907160.843467
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" + ], + "text/plain": [ + " Apparent Temperature (C) Humidity\n", + "Formatted Date \n", + "2005-12-01 00:00:00+00:00 -4.050000 0.890000\n", + "2006-01-01 00:00:00+00:00 -4.173708 0.834610\n", + "2006-02-01 00:00:00+00:00 -2.990716 0.843467\n", + "2006-03-01 00:00:00+00:00 1.969780 0.778737\n", + "2006-04-01 00:00:00+00:00 12.098827 0.728625" + ] + }, + "execution_count": 235, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_columns = ['Apparent Temperature (C)', 'Humidity']\n", + "df_monthly_mean = df[data_columns].resample('MS').mean()\n", + "df_monthly_mean.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 236, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "warnings.filterwarnings(\"ignore\")\n", + "plt.figure(figsize=(14,6))\n", + "plt.title(\"Variation in Apparent Temperature and Humidity with time\")\n", + "sns.lineplot(data=df_monthly_mean)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/intern-basics/project2.ipynb b/intern-basics/project2.ipynb new file mode 100644 index 0000000..0149de0 --- /dev/null +++ b/intern-basics/project2.ipynb @@ -0,0 +1,341 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email id:-kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sueven Consultancy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Project 2:-Recognizing Handwritten Digits with Scikit-learn under Data Analytics using Python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# mporting Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn import datasets\n", + "digits=datasets.load_digits()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0., 0., 5., 13., 9., 1., 0., 0.],\n", + " [ 0., 0., 13., 15., 10., 15., 5., 0.],\n", + " [ 0., 3., 15., 2., 0., 11., 8., 0.],\n", + " [ 0., 4., 12., 0., 0., 8., 8., 0.],\n", + " [ 0., 5., 8., 0., 0., 9., 8., 0.],\n", + " [ 0., 4., 11., 0., 1., 12., 7., 0.],\n", + " [ 0., 2., 14., 5., 10., 12., 0., 0.],\n", + " [ 0., 0., 6., 13., 10., 0., 0., 0.]])" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.images[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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3PeuvJ9dIAGxu/GoDIIwgARBWNEjM7LCZ/WFmt83s45LH6oaZzZnZz2Y2a2btfveDjYPZXnW8UtdIzGxA0i1J70hakHRD0jF3/63IAbtgZnOSxty9yYuK0DDM9rNKnpHsk3Tb3e+4+0NJX0saL3g8oFeY7VVKBsnLkv5a8f3C8s+axCVdNbMZM5vsdzPYMJjtVUru2Wpr/Kxp95r3u/uimb0k6Xsz+93df+x3U2g8ZnuVkmckC5JeXfH9K5IWCx5v3dx9cfnr35Iu6skpK5DDbK9SMkhuSHrdzHaa2RZJ70n6puDx1sXMXjCzbU//LeldSb/0tytsEMz2KsV+tXH3R2b2oaTvJA1I+sLdfy11vC6MSLpoZtKT/w5fufu3/W0JGwGz/SyWyAMIY2UrgDCCBEAYQQIgjCABEEaQAAgjSACEESQAwv4L/Yz5VonlzzYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "plt.subplot(321)\n", + "plt.imshow(digits.images[1791],cmap=plt.cm.gray_r,interpolation='nearest')\n", + "plt.subplot(322)\n", + "plt.imshow(digits.images[1792],cmap=plt.cm.gray_r,interpolation='nearest')\n", + "plt.subplot(323)\n", + "plt.imshow(digits.images[1793],cmap=plt.cm.gray_r,interpolation='nearest')\n", + "plt.subplot(324)\n", + "plt.imshow(digits.images[1794],cmap=plt.cm.gray_r,interpolation='nearest')\n", + "plt.subplot(325)\n", + "plt.imshow(digits.images[1795],cmap=plt.cm.gray_r,interpolation='nearest')\n", + "plt.subplot(326)\n", + "plt.imshow(digits.images[1796],cmap=plt.cm.gray_r,interpolation='nearest')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=100.0, gamma=0.001)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn import svm\n", + "svc=svm.SVC(C=100.0,gamma=0.001)\n", + "svc.fit(digits.data[1:1790],digits.target[1:1790])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 9, 0, 8, 9, 8])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "v=svc.predict(digits.data[1791:1797])\n", + "v" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4, 9, 0, 8, 9, 8])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k=digits.target[1791:1797]\n", + "k" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([7, 8, 9, 0, 1, 2, 3, 4])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "svc.predict(digits.data[17:25])" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([7, 8, 9, 0, 1, 2, 3, 4])" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "digits.target[17:25]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def accuracy(a,b):\n", + " hit=mis=0\n", + " \n", + " \n", + " for i in range(len(a)):\n", + " if (a[i]==b[i]):\n", + " hit=hit+1\n", + " else:\n", + " mis=mis+1\n", + " acc=(hit/(hit+mis))*100\n", + " return acc" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "values=dict()\n", + "for x in range(3,1797):\n", + " svc.fit(digits.data[1:x],digits.target[1:x])\n", + " values[x]=accuracy(v,k)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "lists=sorted(values.items())\n", + "x,y=zip(*lists)\n", + "plt.xlabel(\"Training set\")\n", + "plt.ylabel(\"Accuracy\")\n", + "plt.title(\"Accuracy of Model\")\n", + "plt.plot(x,y)\n", + "plt.show()" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/kiran_ML_Contour Features s.ipynb b/kiran_ML_Contour Features s.ipynb new file mode 100644 index 0000000..2f17194 --- /dev/null +++ b/kiran_ML_Contour Features s.ipynb @@ -0,0 +1,5511 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 Moments :-\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image moments help you to calculate some features like center of mass of the object, area of the object \n", + "\n", + "The function cv2.moments() gives a dictionary of all moment values calculated. See below:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M= {'m00': 0.0, 'm10': 0.0, 'm01': 0.0, 'm20': 0.0, 'm11': 0.0, 'm02': 0.0, 'm30': 0.0, 'm21': 0.0, 'm12': 0.0, 'm03': 0.0, 'mu20': 0.0, 'mu11': 0.0, 'mu02': 0.0, 'mu30': 0.0, 'mu21': 0.0, 'mu12': 0.0, 'mu03': 0.0, 'nu20': 0.0, 'nu11': 0.0, 'nu02': 0.0, 'nu30': 0.0, 'nu21': 0.0, 'nu12': 0.0, 'nu03': 0.0}\n" + ] + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "print(\"M=\",M)" + ] + }, + { + "cell_type": "code", + "execution_count": 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20]],\n", + " \n", + " [[ 64, 20]],\n", + " \n", + " [[ 71, 20]],\n", + " \n", + " [[ 72, 19]],\n", + " \n", + " [[ 81, 19]],\n", + " \n", + " [[ 82, 20]],\n", + " \n", + " [[ 85, 20]],\n", + " \n", + " [[ 86, 21]],\n", + " \n", + " [[ 87, 21]],\n", + " \n", + " [[ 88, 22]],\n", + " \n", + " [[ 89, 22]],\n", + " \n", + " [[ 91, 24]],\n", + " \n", + " [[ 92, 24]],\n", + " \n", + " [[100, 32]],\n", + " \n", + " [[ 98, 30]],\n", + " \n", + " [[ 98, 29]],\n", + " \n", + " [[ 89, 20]],\n", + " \n", + " [[ 90, 19]],\n", + " \n", + " [[ 91, 19]],\n", + " \n", + " [[ 92, 20]],\n", + " \n", + " [[ 92, 19]],\n", + " \n", + " [[ 91, 18]],\n", + " \n", + " [[ 91, 10]],\n", + " \n", + " [[ 92, 9]],\n", + " \n", + " [[ 92, 6]],\n", + " \n", + " [[ 93, 5]],\n", + " \n", + " [[ 93, 2]],\n", + " \n", + " [[ 94, 1]],\n", + " \n", + " [[ 94, 0]]], dtype=int32),\n", + " array([[[65, 0]],\n", + " \n", + " [[65, 3]],\n", + " \n", + " [[66, 3]],\n", + " \n", + " [[66, 0]]], dtype=int32)],\n", + " array([[[ 1, -1, -1, -1],\n", + " [ 2, 0, -1, -1],\n", + " [ 3, 1, -1, -1],\n", + " ...,\n", + " [255, 253, -1, -1],\n", + " [256, 254, -1, -1],\n", + " [ -1, 255, -1, -1]]], dtype=int32))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contours,hierarchy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Contour Area\n", + "Contour area is given by the function cv2.contourArea() or from moments" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area = cv2.contourArea(cnt)\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Contour Perimeter\n", + "It is also called arc length. It can be found out using cv2.arcLength() function. Second argument specify whether shape is a closed contour (if passed True), or just a curve." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "perimeter = cv2.arcLength(cnt,True)\n", + "perimeter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Contour Approximation\n", + "It approximates a contour shape to another shape with less number of vertices depending upon the precision we specify. It is an implementation of Douglas-Peucker algorithm. Check the wikipedia page for algorithm and demonstration.\n", + "\n", + "To understand this, suppose you are trying to find a square in an image, but due to some problems in the image, you didn’t get a perfect square, but a “bad shape” (As shown in first image below). Now you can use this function to approximate the shape. In this, second argument is called epsilon, which is maximum distance from contour to approximated contour. It is an accuracy parameter. A wise selection of epsilon is needed to get the correct output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 223]],\n", + "\n", + " [[127, 224]]], dtype=int32)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "epsilon = 0.1*cv2.arcLength(cnt,True)\n", + "approx = cv2.approxPolyDP(cnt,epsilon,True)\n", + "epsilon\n", + "approx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Convex Hull\n", + "Convex Hull will look similar to contour approximation, but it is not (Both may provide same results in some cases). Here, cv2.convexHull() function checks a curve for convexity defects and corrects it. Generally speaking, convex curves are the curves which are always bulged out, or at-least flat. And if it is bulged inside, it is called convexity defects. For example, check the below image of hand. Red line shows the convex hull of hand. The double-sided arrow marks shows the convexity defects, which are the local maximum deviations of hull from contours." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 224]],\n", + "\n", + " [[127, 223]]], dtype=int32)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hull = cv2.convexHull(cnt)\n", + "hull" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Checking Convexity\n", + "There is a function to check if a curve is convex or not, cv2.isContourConvex(). It just return whether True or False. Not a big deal." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k = cv2.isContourConvex(cnt)\n", + "k" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Bounding Rectangle\n", + "There are two types of bounding rectangles" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.a. Straight Bounding Rectangle\n", + "It is a straight rectangle, it doesn’t consider the rotation of the object. So area of the bounding rectangle won’t be minimum. It is found by the function cv2.boundingRect().\n", + "\n", + "Let (x,y) be the top-left coordinate of the rectangle and (w,h) be its width and height." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "img = cv2.rectangle(img,(x,y),(x+w,y+h),(0,255,0),2)\n", + "x,y,w,h \n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.b. Rotated Rectangle\n", + "Here, bounding rectangle is drawn with minimum area, so it considers the rotation also. The function used is cv2.minAreaRect(). It returns a Box2D structure which contains following detals - ( top-left corner(x,y), (width, height), angle of rotation ). But to draw this rectangle, we need 4 corners of the rectangle. It is obtained by the function cv2.boxPoints()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((127.0, 223.5), (1.0, 0.0), 90.0)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect = cv2.minAreaRect(cnt)\n", + "box = cv2.boxPoints(rect)\n", + "box = np.int0(box)\n", + "img = cv2.drawContours(img,[box],0,(0,0,255),2)\n", + "rect\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[127, 223],\n", + " [127, 223],\n", + " [127, 224],\n", + " [127, 224]], dtype=int64)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Minimum Enclosing Circle\n", + "Next we find the circumcircle of an object using the function cv2.minEnclosingCircle(). It is a circle which completely covers the object with minimum area." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(x,y),radius = cv2.minEnclosingCircle(cnt)\n", + "center = (int(x),int(y))\n", + "radius = int(radius)\n", + "img = cv2.circle(img,center,radius,(0,255,0),2)\n", + "center\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "radius" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(225, 225)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Fitting a Line\n", + "Similarly we can fit a line to a set of points. Below image contains a set of white points. We can approximate a straight line to it." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "rows,cols = img.shape[:2]\n", + "[vx,vy,x,y] = cv2.fitLine(cnt, cv2.DIST_L2,0,0.01,0.01)\n", + "lefty = int((-x*vy/vx) + y)\n", + "righty = int(((cols-x)*vy/vx)+y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2905421568" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lefty" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2241978368" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "righty" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/kiran_ML_Contour Features.ipynb b/kiran_ML_Contour Features.ipynb new file mode 100644 index 0000000..7bdd03b --- /dev/null +++ b/kiran_ML_Contour Features.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 What Are Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours show distinct characteristic features of the terrain as follows: i) All points on a contour line are of the same elevation. ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall. iii) Closely spaced contour lines indicate steep slope." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + " i) All points on a contour line are of the same elevation.\n", + "\n", + "ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall\n", + "iii) Closely spaced contour lines indicate steep slope\n", + "\n", + "iv) Widely spaced contour lines indicate gentle slope\n", + "\n", + "v) Equally spaced contour lines indicate uniform slope\n", + "\n", + "vi) Closed contour lines with higher elevation towards the centre indicate hills\n", + "\n", + "vii) Closed contour lines with reducing levels towards the centre indicate pond or other depression.\n", + "\n", + "viii) Contour lines of ridge show higher elevation within the loop of the contours. Contour lines cross ridge at right angles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2 Why Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours make it possible to represent the height of mountains and steepness of slopes on a two-dimensional map surface. Topographic maps also use a variety of symbols to describe both natural and human made features such as roads, buildings, quarries, lakes, streams, and vegetation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/new Folder/Kiran_contoour properties.ipynb b/new Folder/Kiran_contoour properties.ipynb new file mode 100644 index 0000000..8b13789 --- /dev/null +++ b/new Folder/Kiran_contoour properties.ipynb @@ -0,0 +1 @@ + diff --git a/new Folder/contoure features ss.ipynb b/new Folder/contoure features ss.ipynb new file mode 100644 index 0000000..61c1f87 --- /dev/null +++ b/new Folder/contoure features ss.ipynb @@ -0,0 +1,602 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'m00': 0.0,\n", + " 'm10': 0.0,\n", + " 'm01': 0.0,\n", + " 'm20': 0.0,\n", + " 'm11': 0.0,\n", + " 'm02': 0.0,\n", + " 'm30': 0.0,\n", + " 'm21': 0.0,\n", + " 'm12': 0.0,\n", + " 'm03': 0.0,\n", + " 'mu20': 0.0,\n", + " 'mu11': 0.0,\n", + " 'mu02': 0.0,\n", + " 'mu30': 0.0,\n", + " 'mu21': 0.0,\n", + " 'mu12': 0.0,\n", + " 'mu03': 0.0,\n", + " 'nu20': 0.0,\n", + " 'nu11': 0.0,\n", + " 'nu02': 0.0,\n", + " 'nu30': 0.0,\n", + " 'nu21': 0.0,\n", + " 'nu12': 0.0,\n", + " 'nu03': 0.0}" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "M" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1. Aspect Ratio\n", + "It is the ratio of width to height of bounding rect of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "aspect_ratio= float(w)/h" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "aspect_ratio" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Extent\n", + "Extent is the ratio of contour area to bounding rectangle area." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "x,y,w,h = cv2.boundingRect(cnt)\n", + "rect_area = w*h\n", + "extent = float(area)/rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect_area" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223, 1, 2)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Solidity\n", + "Solidity is the ratio of contour area to its convex hull area." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "hull = cv2.convexHull(cnt)\n", + "hull_area = cv2.contourArea(hull)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Equivalent Diameter\n", + "Equivalent Diameter is the diameter of the circle whose area is same as the contour area." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "area = cv2.contourArea(cnt)\n", + "equi_diameter = np.sqrt(4*area/np.pi)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "equi_diameter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Orientation\n", + "Orientation is the angle at which object is directed. Following method also gives the Major Axis and Minor Axis lengths." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "ename": "error", + "evalue": "OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31merror\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mMA\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mangle\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfitEllipse\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31merror\u001b[0m: OpenCV(4.4.0) C:\\Users\\appveyor\\AppData\\Local\\Temp\\1\\pip-req-build-9d_dfo3_\\opencv\\modules\\imgproc\\src\\shapedescr.cpp:360: error: (-201:Incorrect size of input array) There should be at least 5 points to fit the ellipse in function 'cv::fitEllipseNoDirect'\n" + ] + } + ], + "source": [ + "(x,y),(MA,ma),angle = cv2.fitEllipse(cnt)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Mask and Pixel Points\n", + "In some cases, we may need all the points which comprises that object. It can be done as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "mask = np.zeros(img.shape,np.uint8)\n", + "cv2.drawContours(mask,[cnt],0,255,-1)\n", + "pixelpoints = np.transpose(np.nonzero(mask))\n", + "#pixelpoints = cv2.findNonZero(mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " ...,\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0],\n", + " [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mask" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[223, 127],\n", + " [224, 127]], dtype=int64)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pixelpoints" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Maximum Value, Minimum Value and their locations\n", + "We can find these parameters using a mask image." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "min_val, max_val, min_loc, max_loc = cv2.minMaxLoc(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(132.0, 141.0, (127, 223), (127, 224))" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "min_val, max_val, min_loc, max_loc" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Mean Color or Mean Intensity\n", + "Here, we can find the average color of an object. Or it can be average intensity of the object in grayscale mode. We again use the same mask to do it." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "mean_val = cv2.mean(img,mask = mask)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(136.5, 0.0, 0.0, 0.0)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean_val " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Extreme Points\n", + "Extreme Points means topmost, bottommost, rightmost and leftmost points of the object." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "leftmost = tuple(cnt[cnt[:,:,0].argmin()][0])\n", + "rightmost = tuple(cnt[cnt[:,:,0].argmax()][0])\n", + "topmost = tuple(cnt[cnt[:,:,1].argmin()][0])\n", + "bottommost = tuple(cnt[cnt[:,:,1].argmax()][0])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "leftmost " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rightmost" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topmost" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 224)" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bottommost" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/new Folder/kiran_ML_Contour Features s.ipynb b/new Folder/kiran_ML_Contour Features s.ipynb new file mode 100644 index 0000000..2f17194 --- /dev/null +++ b/new Folder/kiran_ML_Contour Features s.ipynb @@ -0,0 +1,5511 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Name:-Kiran Avhad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Email Id:-Kiranavhad886@gmail.com" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linkedin Profile:-https://www.linkedin.com/in/kiran-avhad-296499155" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Contour Features" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "from IPython.display import Image\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/jpeg": 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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "path=\"D:/FILM/download.jpg\"\n", + "Image(filename=r\"D:/FILM/download.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 Moments :-\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Image moments help you to calculate some features like center of mass of the object, area of the object \n", + "\n", + "The function cv2.moments() gives a dictionary of all moment values calculated. See below:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import cv2\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "M= {'m00': 0.0, 'm10': 0.0, 'm01': 0.0, 'm20': 0.0, 'm11': 0.0, 'm02': 0.0, 'm30': 0.0, 'm21': 0.0, 'm12': 0.0, 'm03': 0.0, 'mu20': 0.0, 'mu11': 0.0, 'mu02': 0.0, 'mu30': 0.0, 'mu21': 0.0, 'mu12': 0.0, 'mu03': 0.0, 'nu20': 0.0, 'nu11': 0.0, 'nu02': 0.0, 'nu30': 0.0, 'nu21': 0.0, 'nu12': 0.0, 'nu03': 0.0}\n" + ] + } + ], + "source": [ + "import cv2\n", + "import numpy as np\n", + "\n", + "img = cv2.imread(\"D:/FILM/download.jpg\",0)\n", + "ret,thresh = cv2.threshold(img,127,255,0)\n", + "contours,hierarchy = cv2.findContours(thresh, 1, 2)\n", + "cnt = contours[0]\n", + "M = cv2.moments(cnt)\n", + "print(\"M=\",M)" + ] + }, + { + "cell_type": "code", + "execution_count": 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20]],\n", + " \n", + " [[ 64, 20]],\n", + " \n", + " [[ 71, 20]],\n", + " \n", + " [[ 72, 19]],\n", + " \n", + " [[ 81, 19]],\n", + " \n", + " [[ 82, 20]],\n", + " \n", + " [[ 85, 20]],\n", + " \n", + " [[ 86, 21]],\n", + " \n", + " [[ 87, 21]],\n", + " \n", + " [[ 88, 22]],\n", + " \n", + " [[ 89, 22]],\n", + " \n", + " [[ 91, 24]],\n", + " \n", + " [[ 92, 24]],\n", + " \n", + " [[100, 32]],\n", + " \n", + " [[ 98, 30]],\n", + " \n", + " [[ 98, 29]],\n", + " \n", + " [[ 89, 20]],\n", + " \n", + " [[ 90, 19]],\n", + " \n", + " [[ 91, 19]],\n", + " \n", + " [[ 92, 20]],\n", + " \n", + " [[ 92, 19]],\n", + " \n", + " [[ 91, 18]],\n", + " \n", + " [[ 91, 10]],\n", + " \n", + " [[ 92, 9]],\n", + " \n", + " [[ 92, 6]],\n", + " \n", + " [[ 93, 5]],\n", + " \n", + " [[ 93, 2]],\n", + " \n", + " [[ 94, 1]],\n", + " \n", + " [[ 94, 0]]], dtype=int32),\n", + " array([[[65, 0]],\n", + " \n", + " [[65, 3]],\n", + " \n", + " [[66, 3]],\n", + " \n", + " [[66, 0]]], dtype=int32)],\n", + " array([[[ 1, -1, -1, -1],\n", + " [ 2, 0, -1, -1],\n", + " [ 3, 1, -1, -1],\n", + " ...,\n", + " [255, 253, -1, -1],\n", + " [256, 254, -1, -1],\n", + " [ -1, 255, -1, -1]]], dtype=int32))" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "contours,hierarchy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2. Contour Area\n", + "Contour area is given by the function cv2.contourArea() or from moments" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "area = cv2.contourArea(cnt)\n", + "area" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3. Contour Perimeter\n", + "It is also called arc length. It can be found out using cv2.arcLength() function. Second argument specify whether shape is a closed contour (if passed True), or just a curve." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "perimeter = cv2.arcLength(cnt,True)\n", + "perimeter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 4. Contour Approximation\n", + "It approximates a contour shape to another shape with less number of vertices depending upon the precision we specify. It is an implementation of Douglas-Peucker algorithm. Check the wikipedia page for algorithm and demonstration.\n", + "\n", + "To understand this, suppose you are trying to find a square in an image, but due to some problems in the image, you didn’t get a perfect square, but a “bad shape” (As shown in first image below). Now you can use this function to approximate the shape. In this, second argument is called epsilon, which is maximum distance from contour to approximated contour. It is an accuracy parameter. A wise selection of epsilon is needed to get the correct output." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 223]],\n", + "\n", + " [[127, 224]]], dtype=int32)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "epsilon = 0.1*cv2.arcLength(cnt,True)\n", + "approx = cv2.approxPolyDP(cnt,epsilon,True)\n", + "epsilon\n", + "approx" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 5. Convex Hull\n", + "Convex Hull will look similar to contour approximation, but it is not (Both may provide same results in some cases). Here, cv2.convexHull() function checks a curve for convexity defects and corrects it. Generally speaking, convex curves are the curves which are always bulged out, or at-least flat. And if it is bulged inside, it is called convexity defects. For example, check the below image of hand. Red line shows the convex hull of hand. The double-sided arrow marks shows the convexity defects, which are the local maximum deviations of hull from contours." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[127, 224]],\n", + "\n", + " [[127, 223]]], dtype=int32)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hull = cv2.convexHull(cnt)\n", + "hull" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 6. Checking Convexity\n", + "There is a function to check if a curve is convex or not, cv2.isContourConvex(). It just return whether True or False. Not a big deal." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "k = cv2.isContourConvex(cnt)\n", + "k" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7. Bounding Rectangle\n", + "There are two types of bounding rectangles" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.a. Straight Bounding Rectangle\n", + "It is a straight rectangle, it doesn’t consider the rotation of the object. So area of the bounding rectangle won’t be minimum. It is found by the function cv2.boundingRect().\n", + "\n", + "Let (x,y) be the top-left coordinate of the rectangle and (w,h) be its width and height." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x,y,w,h = cv2.boundingRect(cnt)\n", + "img = cv2.rectangle(img,(x,y),(x+w,y+h),(0,255,0),2)\n", + "x,y,w,h \n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 7.b. Rotated Rectangle\n", + "Here, bounding rectangle is drawn with minimum area, so it considers the rotation also. The function used is cv2.minAreaRect(). It returns a Box2D structure which contains following detals - ( top-left corner(x,y), (width, height), angle of rotation ). But to draw this rectangle, we need 4 corners of the rectangle. It is obtained by the function cv2.boxPoints()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((127.0, 223.5), (1.0, 0.0), 90.0)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rect = cv2.minAreaRect(cnt)\n", + "box = cv2.boxPoints(rect)\n", + "box = np.int0(box)\n", + "img = cv2.drawContours(img,[box],0,(0,0,255),2)\n", + "rect\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[127, 223],\n", + " [127, 223],\n", + " [127, 224],\n", + " [127, 224]], dtype=int64)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "img" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 8. Minimum Enclosing Circle\n", + "Next we find the circumcircle of an object using the function cv2.minEnclosingCircle(). It is a circle which completely covers the object with minimum area." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(127, 223)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(x,y),radius = cv2.minEnclosingCircle(cnt)\n", + "center = (int(x),int(y))\n", + "radius = int(radius)\n", + "img = cv2.circle(img,center,radius,(0,255,0),2)\n", + "center\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "radius" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(225, 225)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 9. Fitting a Line\n", + "Similarly we can fit a line to a set of points. Below image contains a set of white points. We can approximate a straight line to it." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "rows,cols = img.shape[:2]\n", + "[vx,vy,x,y] = cv2.fitLine(cnt, cv2.DIST_L2,0,0.01,0.01)\n", + "lefty = int((-x*vy/vx) + y)\n", + "righty = int(((cols-x)*vy/vx)+y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2905421568" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lefty" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-2241978368" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "righty" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img = cv2.line(img,(cols-1,100),(0,100),(0,255,0),2)\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " [ 0, 0, 0, ..., 1, 1, 1],\n", + " ...,\n", + " [ 5, 6, 8, ..., 47, 41, 34],\n", + " [ 5, 6, 8, ..., 47, 41, 35],\n", + " [ 4, 6, 10, ..., 46, 44, 35]], dtype=uint8)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "img" + ] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/new Folder/kiran_ML_Contour Features.ipynb b/new Folder/kiran_ML_Contour Features.ipynb new file mode 100644 index 0000000..7bdd03b --- /dev/null +++ b/new Folder/kiran_ML_Contour Features.ipynb @@ -0,0 +1,83 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 1 What Are Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours show distinct characteristic features of the terrain as follows: i) All points on a contour line are of the same elevation. ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall. iii) Closely spaced contour lines indicate steep slope." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + " i) All points on a contour line are of the same elevation.\n", + "\n", + "ii) No two contour lines can meet or cross each other except in the rare case of an overhanging vertical cliff or wall\n", + "iii) Closely spaced contour lines indicate steep slope\n", + "\n", + "iv) Widely spaced contour lines indicate gentle slope\n", + "\n", + "v) Equally spaced contour lines indicate uniform slope\n", + "\n", + "vi) Closed contour lines with higher elevation towards the centre indicate hills\n", + "\n", + "vii) Closed contour lines with reducing levels towards the centre indicate pond or other depression.\n", + "\n", + "viii) Contour lines of ridge show higher elevation within the loop of the contours. Contour lines cross ridge at right angles." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 2 Why Countour Features?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# \n", + "Contours make it possible to represent the height of mountains and steepness of slopes on a two-dimensional map surface. Topographic maps also use a variety of symbols to describe both natural and human made features such as roads, buildings, quarries, lakes, streams, and vegetation." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}