{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyse images to determine asymmetry of comets ##\n", "\n", "Look at images, find good comets using three thresholds and determine their asymmetry." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some useful routines\n", "\n", "Convert RGBA images to RGB and RGB to greyscale. Ceiling division. Analysis routines...\n", "\n", "Note that must set `negative = 1` in call to rgb2grey in processImage for MC data, `negative = 0` for real images." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date and time 2023-03-02 11:57:32.784414\n", " \n", "Date and time 2023-03-02 11:57:32.914834\n", "Time since last check is 0:00:00.130420\n" ] } ], "source": [ "import datetime\n", "now = datetime.datetime.now()\n", "print(\"Date and time \",str(now))\n", "#\n", "import numpy as np\n", "#\n", "def rgba2rgb(rgba, background = (255, 255, 255)):\n", " '''\n", " Function to convert RGBA images into RGB format. Input RGBA image (and background); output RGB image.\n", " '''\n", " rows, cols, chans = rgba.shape\n", " #\n", " debug = False\n", " #\n", " if debug:\n", " print(\" \")\n", " print(\"Running rgba2rgb\")\n", " if chans == 4:\n", " print(\"RGBA image\")\n", " elif chans == 3:\n", " print(\"RGB image\")\n", " return rgba\n", " else:\n", " print(\"Channel number is\",chans)\n", " sys.exit()\n", " else:\n", " assert chans == 4, 'RGBA image must have 4 channels.'\n", " #\n", " rgb = np.zeros((rows, cols, 3), dtype = 'float32')\n", " r, g, b, a = rgba[:,:,0], rgba[:,:,1], rgba[:,:,2], rgba[:,:,3]\n", " #\n", " a = np.asarray(a, dtype='float32')/255.0\n", " #\n", " R, G, B = background\n", " #\n", " rgb[:, :, 0] = r*a + (1.0 - a)*R\n", " rgb[:, :, 1] = g*a + (1.0 - a)*G\n", " rgb[:, :, 2] = b*a + (1.0 - a)*B\n", " #\n", " return np.asarray(rgb, dtype = np.uint8)\n", "#\n", "#\n", "#\n", "def rgb2grey(rgb, negative = 0, withHists = False):\n", " '''\n", " Convert RGB image to greyscale. Input RGB (and flag indicating negative required), output greyscale image.\n", " '''\n", " rows, cols, chans = rgb.shape\n", " #\n", " debugHere = False\n", " #\n", " if debugHere:\n", " print(\" \")\n", " print(\"Running rgb2grey\")\n", " if chans == 4:\n", " print(\"RGBA image\")\n", " elif chans == 3:\n", " print(\"RGB image\")\n", " elif chans == 1:\n", " print(\"Greyscale image\")\n", " return rgb\n", " else:\n", " print(\"Channel number is\",chans)\n", " sys.exit()\n", " else:\n", " assert chans == 3, 'RGB image must have 3 channels.'\n", " #\n", " grey = np.zeros((rows, cols), dtype = 'float32')\n", " #\n", " r, g, b = rgb[:,:,0], rgb[:,:,1], rgb[:,:,2]\n", " #\n", " grey[:, :] = (0.2125*(r*negative + (negative - 1.0)*r) + \n", " 0.7154*(g*negative + (negative - 1.0)*g) + \n", " 0.0721*(b*negative + (negative - 1.0)*b))\n", " if withHists:\n", " print(\" \")\n", " print(f\"In rgb2grey, max intensities are red = {np.amax(r)}, blue = {np.amax(b)}, green = {np.amax(g)}.\")\n", " print(\" \")\n", " nBins = int(256/8)\n", " nBins = 256\n", " plt.figure(figsize = (8, 6))\n", " plt.subplot(4, 1, 1)\n", " plt.hist(np.ravel(r), bins = nBins, color = 'r')\n", " plt.yscale(\"log\")\n", " plt.xlim(-1, 256)\n", " plt.subplot(4, 1, 2)\n", " plt.hist(np.ravel(g), bins = nBins, color = 'g')\n", " plt.yscale(\"log\")\n", " plt.xlim(-1, 256)\n", " plt.subplot(4, 1, 3)\n", " plt.hist(np.ravel(b), bins = nBins, color = 'b')\n", " plt.yscale(\"log\")\n", " plt.xlim(-1, 256)\n", " plt.subplot(4, 1, 4)\n", " plt.hist(np.ravel(grey), bins = nBins, color = 'k')\n", " plt.yscale(\"log\")\n", " plt.xlim(-1, 256)\n", " plt.tight_layout()\n", " plt.show()\n", " #\n", " return np.asarray(grey, dtype = np.uint8)\n", "#\n", "#\n", "#\n", "def ceilDiv(a, b):\n", " '''\n", " Return a//b rounded up.\n", " '''\n", " ceiling = -(-a//b)\n", " return ceiling\n", "#\n", "#\n", "#\n", "def processImage(MCdata, imgRaw, hotCut, withHists):\n", " #\n", " import sys\n", " import numpy as np\n", " import scipy.ndimage as ndimage\n", " import matplotlib.pyplot as plt\n", " %matplotlib inline\n", " # \n", " # Number of rows and columns. Depth is 3 for RGB, 4 for RGBA image. A is opacity (alpha)\n", " nRows = imgRaw.shape[0] \n", " nCols = imgRaw.shape[1]\n", " nDepth = imgRaw.shape[2]\n", " #\n", " nThresh = len(thresh)\n", " img = np.zeros((nRows, nCols))\n", " imgThr = np.zeros((nRows, nCols, nThresh))\n", " #\n", " # Determine image format and process accordingly\n", " neg = 1\n", " if nDepth == 4:\n", " imgRGB = rgba2rgb(imgRaw)\n", " imgGrey = rgb2grey(imgRGB, neg, withHists)\n", " elif nDepth == 3:\n", " imgRGB = imgRaw\n", " imgGrey = rgb2grey(imgRGB, neg, withHists)\n", " elif nDepth == 1:\n", " imgRGB = imgRaw\n", " imgGrey = imgRaw\n", " else:\n", " print(\" \")\n", " print(\"Unexpected image depth\",nDepth)\n", " sys.stop()\n", " #\n", " # Remove \"hot\" pixels\n", " hotPixels = imgGrey > hotCut\n", " imgGrey[hotPixels] = 0\n", " #\n", " # Rescale \n", " imgGrey = np.asarray(255/hotCut*imgGrey, dtype = np.uint8)\n", " #\n", " if withHists:\n", " print(\" \")\n", " if MCdata:\n", " print(\"Running processImage for MC data\")\n", " else:\n", " print(\"Running processImage for real data\")\n", " print(\"Maximum pixel value before removing hot pixels\",np.amax(imgGrey))\n", " print(\"Minimum pixel value \",np.amin(imgGrey))\n", " print(\"Type of raw image file is\",imgRaw.dtype)\n", " print(\"Type of greyscale image file is\",imgGrey.dtype)\n", " print(\"Number of rows\",nRows,\"of columns\",nCols,\"of pixels\",nRows*nCols,\"and depth\",nDepth)\n", " print(\"Hot pixel cut\",hotCut)\n", " print(\"Number of hot pixels\",np.sum(hotPixels))\n", " print(\"Maximum pixel value after removing hot pixels\",np.amax(imgGrey))\n", " print(\"Minimum pixel value \",np.amin(imgGrey))\n", " #\n", " return imgGrey, nRows, nCols\n", "#\n", "#\n", "#\n", "def findWheels(imgGrey, threshold):\n", " #\n", " if not hasattr(findWheels, \"firstCall\") or debug:\n", " if not hasattr(findWheels, \"firstCall\"):\n", " findWheels.firstCall = True\n", " print(\" \")\n", " print(\"Running findWheels\")\n", " #\n", " # Create image with cluster threshold and run watershed algorithm\n", " clusImg = imgGrey > threshold\n", " if debug:\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(clusImg);\n", " colDotsClus = ndimage.watershed_ift(clusImg.astype(np.uint8), markers)\n", " #\n", " # Remove \"isolated\" markers (i.e. markers in regions where no cluster found)\n", " colDotsClus[rMark, cMark] = colDotsClus[rMark + 1, cMark]\n", " #\n", " # Find the value of the marker of the last identified regions\n", " mMaxClus = np.amax(colDotsClus)\n", " #\n", " # Positions of marker values\n", " boolClus = colDotsClus >= mStart\n", " nFoundClus = len(np.unique(colDotsClus[boolClus]))\n", " rMarkerClus = np.zeros(nFoundClus)\n", " rMarkerClus = np.unique(colDotsClus[boolClus])\n", " #\n", " # Select the clusters, first pass (determine accepted number). Must exclude tiny clusters (noise) and any \n", " # really large clusters (background regions in image).\n", " nClus = 0\n", " cMarkerClus = np.zeros(nFoundClus)\n", " maxInDotClus = 0\n", " for nR in range(0, nFoundClus):\n", " boolClus = colDotsClus == rMarkerClus[nR]\n", " nHereCl = np.sum(boolClus)\n", " if nHereCl < minClusPixels or nHereCl > maxClusPixels:\n", " continue\n", " maxInDotClus = max(maxInDotClus, nHereCl)\n", " cMarkerClus[nClus] = rMarkerClus[nR]\n", " nClus += 1\n", " #\n", " # Information on clusters\n", " nInCluster = np.zeros(nClus).astype(int)\n", " iClusSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in clusters\n", " lClus = np.sum(clusImg)\n", " #\n", " # Safe size of arrays would be number of pixels in image. Try to reduce size by using number of pixels in clusters\n", " # The factor lFact can be used to expand array sizes\n", " lFact = 4\n", " indexCl = np.zeros(lFact*lClus)\n", " cPixelsCl = np.zeros(lFact*lClus).astype(int)\n", " rPixelsCl = np.zeros(lFact*lClus).astype(int)\n", " iPixelsCl = np.zeros(lFact*lClus)\n", " #\n", " # Temporary information \n", " cPixelsHere = np.zeros(lClus).astype(int)\n", " rPixelsHere = np.zeros(lClus).astype(int)\n", " iPixelsHere = np.zeros(lClus)\n", " #\n", " # Find pixels in clusters, determine positions and plot \n", " if findWheels.firstCall:\n", " fig = plt.figure(figsize = (pltX, pltY))\n", " ax = fig.add_subplot(1, 1, 1)\n", " plt.title(\"Clusters with threshold \" + str(threshold), fontsize = 12)\n", " plt.xlabel('x pixel', fontsize = 12)\n", " plt.ylabel('y pixel', fontsize = 12)\n", " #\n", " # Figure control\n", " xOffMax = 2\n", " yOffMax = 2\n", " mSize = 0.01\n", " nCol = 0\n", " #\n", " nLastCl = 0\n", " #\n", " for nC in range(0, nClus):\n", " #\n", " # Clusters\n", " boolClus = colDotsClus == cMarkerClus[nC]\n", " nHereCl = np.sum(boolClus).astype(int)\n", " #\n", " nInCluster[nC] = nHereCl\n", " #\n", " # Indices of x and y pixels\n", " rPixelsHere, cPixelsHere = np.where(boolClus)\n", " #\n", " # Intensities in pixels\n", " iPixelsHere = imgGrey[rPixelsHere, cPixelsHere]\n", " iClusSum[nC] = np.sum(iPixelsHere)\n", " #\n", " indexCl[nLastCl:nLastCl + nHereCl] = nC*np.ones(nHereCl)\n", " cPixelsCl[nLastCl:nLastCl + nHereCl] = cPixelsHere[:]\n", " rPixelsCl[nLastCl:nLastCl + nHereCl] = rPixelsHere[:]\n", " iPixelsCl[nLastCl:nLastCl + nHereCl] = iPixelsHere[:]\n", " #\n", " if findWheels.firstCall:\n", " plt.scatter(cPixelsHere, rPixelsHere, s = mSize, c = colorTab[nCol], marker = '.')\n", " rLab = np.amax(rPixelsHere[0:nHereCl]) + yOffMax\n", " cLab = np.amax(cPixelsHere[0:nHereCl]) + xOffMax\n", " plt.text(cLab, rLab, str(nC), color = colorTab[nCol])\n", " nCol = nCol + 1\n", " if nCol > nColTab - 1:\n", " nCol = 0\n", " #\n", " nLastCl = nLastCl + nHereCl\n", " #\n", " #\n", " if findWheels.firstCall:\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " #\n", " findWheels.firstCall = False\n", " #\n", " return nInCluster, rPixelsCl, cPixelsCl, iPixelsCl\n", "#\n", "#\n", "#\n", "def edgeFinderIn(picture, edgeWidth, useDiag = True):\n", " '''\n", " Return array containing pixels in edges (of width edgeWidth) of input (thresholded) image.\n", " The edges are inside the original image. The flag useDiag ensures \"corner\" pixels are selected.\n", " '''\n", " #\n", " shiftR = edgeWidth\n", " shiftC = edgeWidth\n", " nRows, nCols = picture.shape\n", " edges = np.full((nRows, nCols), False)\n", " imgShift = np.full((nRows, nCols), False)\n", " #\n", " # Right edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " edges = np.logical_and(picture, np.logical_not(imgShift))\n", " #\n", " # Left edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " # Lower edge \n", " imgShift[shiftR:nRows, 0:nCols] = picture[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " # Upper edge \n", " imgShift[0:nRows - shiftR, 0:nCols] = picture[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " if useDiag:\n", " #\n", " # Left upper edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " imgShift[shiftR:nRows, 0:nCols] = imgShift[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " # Left lower edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " imgShift[0:nRows - shiftR, 0:nCols] = imgShift[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " # Right upper edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[shiftR:nRows, 0:nCols] = imgShift[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " # Right lower edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[0:nRows - shiftR, 0:nCols] = imgShift[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(picture, np.logical_not(imgShift)))\n", " #\n", " return edges\n", "#\n", "#\n", "#\n", "def expander(picture, edgeWidth, useDiag = True):\n", " '''\n", " Return array containing thresholded regions expanded by band of width edgeWidth. The flag useDiag ensures\n", " \"corner\" pixels are included correctly.\n", " '''\n", " #\n", " shiftR = 1\n", " shiftC = 1\n", " nRows, nCols = picture.shape\n", " edges = np.full((nRows, nCols), False)\n", " edgeSum = np.full((nRows, nCols), False)\n", " imgShift = np.full((nRows, nCols), False)\n", " #\n", " for nE in range(0, edgeWidth):\n", " #\n", " # Left edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " edges = np.logical_and(np.logical_not(picture), imgShift)\n", " #\n", " # Right edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Upper edge \n", " imgShift[shiftR:nRows, 0:nCols] = picture[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Lower edge \n", " imgShift[0:nRows - shiftR, 0:nCols] = picture[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " if useDiag:\n", " #\n", " # Left upper edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " imgShift[shiftR:nRows, 0:nCols] = imgShift[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Left lower edge\n", " imgShift[0:nRows, 0:nCols - shiftC] = picture[0:nRows, shiftC:nCols]\n", " imgShift[0:nRows, nCols - shiftC:nCols] = False\n", " imgShift[0:nRows - shiftR, 0:nCols] = imgShift[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Right upper edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[shiftR:nRows, 0:nCols] = imgShift[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Right lower edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[0:nRows - shiftR, 0:nCols] = imgShift[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " picture = np.logical_or(picture, edges)\n", " edgeSum = np.logical_or(edges, edgeSum)\n", " #\n", " return picture, edgeSum\n", "#\n", "#\n", "#\n", "def expanderRx(picture, edgeWidth, useDiag = False):\n", " '''\n", " Return array containing thresholded regions expanded by band of width edgeWidth. The flag useDiag ensures\n", " \"corner\" pixels are included correctly.\n", " '''\n", " #\n", " shiftR = 1\n", " shiftC = 1\n", " nRows, nCols = picture.shape\n", " edges = np.full((nRows, nCols), False)\n", " edgeSum = np.full((nRows, nCols), False)\n", " imgShift = np.full((nRows, nCols), False)\n", " #\n", " for nE in range(0, edgeWidth):\n", " #\n", " # Right edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " if useDiag:\n", " #\n", " # Right upper edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[shiftR:nRows, 0:nCols] = imgShift[0:nRows - shiftR, 0:nCols]\n", " imgShift[0:shiftR, 0:nCols] = False \n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " # Right lower edge \n", " imgShift[0:nRows, shiftC:nCols] = picture[0:nRows, 0:nCols - shiftC]\n", " imgShift[0:nRows, 0:shiftC] = False\n", " imgShift[0:nRows - shiftR, 0:nCols] = imgShift[shiftR:nRows, 0:nCols] \n", " imgShift[nRows - shiftR:nRows, 0:nCols] = False\n", " edges = np.logical_or(edges, np.logical_and(np.logical_not(picture), imgShift))\n", " #\n", " picture = np.logical_or(picture, edges)\n", " edgeSum = np.logical_or(edges, edgeSum)\n", " #\n", " return picture, edgeSum\n", "#\n", "#\n", "#\n", "def clusExpand(nInCluster, rPixelsCl, cPixelsCl, widthEx):\n", " #\n", " debugHere = False\n", " #\n", " if not hasattr(clusExpand, \"firstCall\") or debug:\n", " if not hasattr(clusExpand, \"firstCall\"):\n", " clusExpand.firstCall = True\n", " print(\" \")\n", " print(\"Running clusExpand\")\n", " #\n", " nClus = len(nInCluster)\n", " #\n", " # Temporary information \n", " lClus = np.amax(nInCluster)\n", " lFact = 1\n", " cPixelsHere = np.zeros(lFact*lClus).astype(int)\n", " rPixelsHere = np.zeros(lFact*lClus).astype(int)\n", " thisPic = np.zeros((nRows, nCols))\n", " thisPicEx = np.zeros((nRows, nCols))\n", " thisEdge = np.zeros((nRows, nCols))\n", " #\n", " # Information on expanded cluster\n", " nInClusEx = np.zeros(nClus).astype(int)\n", " iClusExSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in expanded cluster\n", " lFact = 30\n", " indexClEx = np.zeros(lFact*lClus)\n", " cPixelsClEx = np.zeros(lFact*lClus).astype(int)\n", " rPixelsClEx = np.zeros(lFact*lClus).astype(int)\n", " iPixelsClEx = np.zeros(lFact*lClus)\n", " #\n", " # Information on edge\n", " nInEdge = np.zeros(nClus).astype(int)\n", " iEdgeSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in expanded edge\n", " lFact = 30\n", " indexEdge = np.zeros(lFact*lClus)\n", " cPixelsEdge = np.zeros(lFact*lClus).astype(int)\n", " rPixelsEdge = np.zeros(lFact*lClus).astype(int)\n", " iPixelsEdge = np.zeros(lFact*lClus)\n", " #\n", " # Pictures before and after expanding and edges (all clusters)\n", " clusPic = np.zeros((nRows, nCols))\n", " clusPicEx = np.zeros((nRows, nCols))\n", " edgePic = np.zeros((nRows, nCols))\n", " #\n", " if clusExpand.firstCall:\n", " fig = plt.figure(figsize = (pltX, pltY))\n", " ax = fig.add_subplot(1, 1, 1)\n", " plt.title(\"Expanded clusters\", fontsize = 12)\n", " plt.xlabel('x pixel', fontsize = 12)\n", " plt.ylabel('y pixel', fontsize = 12)\n", " #\n", " # Figure control\n", " xOffMax = 2\n", " yOffMax = 2\n", " xOffMin = 30\n", " yOffMin = 30\n", " mSize = 0.01\n", " nCol = 0\n", " #\n", " nLastCl = 0\n", " nLastClEx = 0\n", " nLastEdge = 0\n", " for nC in range(0, nClus):\n", " #\n", " # Clusters\n", " nHereCl = nInCluster[nC]\n", " #\n", " # Indices of x and y pixels\n", " thisPic.fill(0) \n", " thisPic[rPixelsCl[nLastCl:nLastCl + nHereCl], cPixelsCl[nLastCl:nLastCl + nHereCl]] = 1\n", " clusPic += thisPic\n", " #\n", " nLastCl = nLastCl + nHereCl\n", " #\n", " # Expand cluster\n", " useDiag = True\n", " thisExp, thisEdge = expander(thisPic, widthEx, useDiag)\n", " nHereClEx = np.sum(thisExp).astype(int)\n", " nInClusEx[nC] = nHereClEx\n", " #\n", " # Indices of x and y pixels expanded cluster\n", " rPixelsHereEx, cPixelsHereEx = np.where(thisExp)\n", " thisPicEx.fill(0)\n", " thisPicEx[rPixelsHereEx, cPixelsHereEx] = 1\n", " clusPicEx += thisPicEx\n", " #\n", " # Intensities in pixels expanded cluster\n", " iPixelsHereEx = imgGrey[rPixelsHereEx, cPixelsHereEx]\n", " iClusExSum[nC] = np.sum(iPixelsHereEx)\n", " #\n", " indexClEx[nLastClEx:nLastClEx + nHereClEx] = nC*np.ones(nHereClEx)\n", " cPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = cPixelsHereEx[:]\n", " rPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = rPixelsHereEx[:]\n", " iPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = iPixelsHereEx[:]\n", " #\n", " if clusExpand.firstCall:\n", " plt.scatter(cPixelsClEx[nLastClEx:nLastClEx + nHereClEx], rPixelsClEx[nLastClEx:nLastClEx + nHereClEx], \n", " s = mSize, c = colorTab[nCol], marker = '.')\n", " rLab = np.amax(rPixelsClEx[nLastClEx:nLastClEx + nHereClEx]) + yOffMax\n", " cLab = np.amax(cPixelsClEx[nLastClEx:nLastClEx + nHereClEx]) + xOffMax\n", " plt.text(cLab, rLab, str(nC), color = colorTab[nCol])\n", " nCol = nCol + 1\n", " if nCol > nColTab - 1:\n", " nCol = 0 \n", " #\n", " nLastClEx = nLastClEx + nHereClEx\n", " #\n", " # Expanded edges\n", " nHereEdge = np.sum(thisEdge).astype(int)\n", " nInEdge[nC] = nHereEdge\n", " #\n", " # Indices of x and y pixels edge\n", " rPixelsHereEdge, cPixelsHereEdge = np.where(thisEdge)\n", " thisEdge.fill(0)\n", " thisEdge[rPixelsHereEdge, cPixelsHereEdge] = 1\n", " edgePic += thisEdge\n", " #\n", " # Intensities in pixels edge\n", " iPixelsHereEdge = imgGrey[rPixelsHereEdge, cPixelsHereEdge]\n", " iEdgeSum[nC] = np.sum(iPixelsHereEdge)\n", " #\n", " indexEdge[nLastEdge:nLastEdge + nHereEdge] = nC*np.ones(nHereEdge)\n", " cPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = cPixelsHereEdge[:]\n", " rPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = rPixelsHereEdge[:]\n", " iPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = iPixelsHereEdge[:]\n", " nLastEdge = nLastEdge + nHereEdge\n", " #\n", " #\n", " if clusExpand.firstCall:\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " #\n", " clusExpand.firstCall = False\n", " #\n", " if debugHere:\n", " print(\" \")\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(clusPic);\n", " plt.show()\n", " #\n", " return nInClusEx, rPixelsClEx, cPixelsClEx, iPixelsClEx, nInEdge, rPixelsEdge, cPixelsEdge, iPixelsEdge\n", "#\n", "#\n", "#\n", "def clusExpandRx(nInCluster, rPixelsCl, cPixelsCl, widthEx, widthExRx):\n", " #\n", " debugHere = False\n", " #\n", " if not hasattr(clusExpand, \"firstCall\") or debug:\n", " if not hasattr(clusExpand, \"firstCall\"):\n", " clusExpand.firstCall = True\n", " print(\" \")\n", " print(\"Running clusExpandRx\")\n", " #\n", " nClus = len(nInCluster)\n", " #\n", " # Temporary information \n", " lClus = np.amax(nInCluster)\n", " lFact = 1\n", " cPixelsHere = np.zeros(lFact*lClus).astype(int)\n", " rPixelsHere = np.zeros(lFact*lClus).astype(int)\n", " thisPic = np.zeros((nRows, nCols))\n", " thisPicEx = np.zeros((nRows, nCols))\n", " thisEdge = np.zeros((nRows, nCols))\n", " #\n", " # Information on expanded cluster\n", " nInClusEx = np.zeros(nClus).astype(int)\n", " iClusExSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in expanded cluster\n", " lFact = 60\n", " indexClEx = np.zeros(lFact*lClus)\n", " cPixelsClEx = np.zeros(lFact*lClus).astype(int)\n", " rPixelsClEx = np.zeros(lFact*lClus).astype(int)\n", " iPixelsClEx = np.zeros(lFact*lClus)\n", " #\n", " # Information on edge\n", " nInEdge = np.zeros(nClus).astype(int)\n", " iEdgeSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in expanded edge\n", " lFact = 30\n", " indexEdge = np.zeros(lFact*lClus)\n", " cPixelsEdge = np.zeros(lFact*lClus).astype(int)\n", " rPixelsEdge = np.zeros(lFact*lClus).astype(int)\n", " iPixelsEdge = np.zeros(lFact*lClus)\n", " #\n", " # Pictures before and after expanding and edges (all clusters)\n", " clusPic = np.zeros((nRows, nCols))\n", " clusPicEx = np.zeros((nRows, nCols))\n", " edgePic = np.zeros((nRows, nCols))\n", " #\n", " if clusExpand.firstCall:\n", " fig = plt.figure(figsize = (pltX, pltY))\n", " ax = fig.add_subplot(1, 1, 1)\n", " plt.title(\"Expanded clusters\", fontsize = 12)\n", " plt.xlabel('x pixel', fontsize = 12)\n", " plt.ylabel('y pixel', fontsize = 12)\n", " #\n", " # Figure control\n", " xOffMax = 2\n", " yOffMax = 2\n", " xOffMin = 30\n", " yOffMin = 30\n", " mSize = 0.01\n", " nCol = 0\n", " #\n", " nLastCl = 0\n", " nLastClEx = 0\n", " nLastEdge = 0\n", " for nC in range(0, nClus):\n", " #\n", " # Clusters\n", " nHereCl = nInCluster[nC]\n", " #\n", " # Indices of x and y pixels\n", " thisPic.fill(0) \n", " thisPic[rPixelsCl[nLastCl:nLastCl + nHereCl], cPixelsCl[nLastCl:nLastCl + nHereCl]] = 1\n", " clusPic += thisPic\n", " #\n", " nLastCl = nLastCl + nHereCl\n", " #\n", " # Expand cluster\n", " useDiag = True\n", " thisExp, thisEdge = expander(thisPic, widthEx, useDiag)\n", " #\n", " # Indices of x and y pixels expanded cluster\n", " rPixelsHereEx, cPixelsHereEx = np.where(thisExp)\n", " thisPicEx.fill(0)\n", " thisPicEx[rPixelsHereEx, cPixelsHereEx] = 1\n", " #\n", " # Do rightwards expansion\n", " useDiag = False\n", " thisExp, thisEdge = expanderRx(thisPicEx, widthExRx, useDiag)\n", " nHereClEx = np.sum(thisExp).astype(int)\n", " nInClusEx[nC] = nHereClEx\n", " #\n", " # Indices of x and y pixels rightwards expanded cluster\n", " rPixelsHereEx, cPixelsHereEx = np.where(thisExp)\n", " thisPicEx.fill(0)\n", " thisPicEx[rPixelsHereEx, cPixelsHereEx] = 1\n", " clusPicEx += thisPicEx\n", " #\n", " # Intensities in pixels expanded cluster\n", " iPixelsHereEx = imgGrey[rPixelsHereEx, cPixelsHereEx]\n", " iClusExSum[nC] = np.sum(iPixelsHereEx)\n", " #\n", " indexClEx[nLastClEx:nLastClEx + nHereClEx] = nC*np.ones(nHereClEx)\n", " cPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = cPixelsHereEx[:]\n", " rPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = rPixelsHereEx[:]\n", " iPixelsClEx[nLastClEx:nLastClEx + nHereClEx] = iPixelsHereEx[:]\n", " #\n", " if clusExpand.firstCall:\n", " plt.scatter(cPixelsClEx[nLastClEx:nLastClEx + nHereClEx], rPixelsClEx[nLastClEx:nLastClEx + nHereClEx], \n", " s = mSize, c = colorTab[nCol], marker = '.')\n", " rLab = np.amax(rPixelsClEx[nLastClEx:nLastClEx + nHereClEx]) + yOffMax\n", " cLab = np.amax(cPixelsClEx[nLastClEx:nLastClEx + nHereClEx]) + xOffMax\n", " plt.text(cLab, rLab, str(nC), color = colorTab[nCol])\n", " nCol = nCol + 1\n", " if nCol > nColTab - 1:\n", " nCol = 0 \n", " #\n", " nLastClEx = nLastClEx + nHereClEx\n", " #\n", " # Expanded edges\n", " nHereEdge = np.sum(thisEdge).astype(int)\n", " nInEdge[nC] = nHereEdge\n", " #\n", " # Indices of x and y pixels edge\n", " rPixelsHereEdge, cPixelsHereEdge = np.where(thisEdge)\n", " thisEdge.fill(0)\n", " thisEdge[rPixelsHereEdge, cPixelsHereEdge] = 1\n", " edgePic += thisEdge\n", " #\n", " # Intensities in pixels edge\n", " iPixelsHereEdge = imgGrey[rPixelsHereEdge, cPixelsHereEdge]\n", " iEdgeSum[nC] = np.sum(iPixelsHereEdge)\n", " #\n", " indexEdge[nLastEdge:nLastEdge + nHereEdge] = nC*np.ones(nHereEdge)\n", " cPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = cPixelsHereEdge[:]\n", " rPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = rPixelsHereEdge[:]\n", " iPixelsEdge[nLastEdge:nLastEdge + nHereEdge] = iPixelsHereEdge[:]\n", " nLastEdge = nLastEdge + nHereEdge\n", " #\n", " #\n", " if clusExpand.firstCall:\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " #\n", " clusExpand.firstCall = False\n", " #\n", " if debugHere:\n", " print(\" \")\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(clusPic);\n", " plt.show()\n", " print(\" \")\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(clusPicEx);\n", " plt.show()\n", " print(\" \")\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(edgePic);\n", " plt.show()\n", " #\n", " return nInClusEx, rPixelsClEx, cPixelsClEx, iPixelsClEx, nInEdge, rPixelsEdge, cPixelsEdge, iPixelsEdge\n", "#\n", "#\n", "#\n", "def findRims(nInClus, rPixelsCl, cPixelsCl):\n", " #\n", " if not hasattr(findRims, \"firstCall\") or debug:\n", " if not hasattr(findRims, \"firstCall\"):\n", " findRims.firstCall = True\n", " print(\" \")\n", " print(\"Running findRims\")\n", " #\n", " useDiag = True\n", " #\n", " nClus = len(nInClus)\n", " lClus = np.amax(nInClus).astype(int)\n", " #\n", " # Information on cluster edge\n", " nInClusEd = np.zeros(nClus).astype(int)\n", " iClusEdSum = np.zeros(nClus)\n", " #\n", " # Information on pixels in cluster edge\n", " lFact = 3\n", " indexClEd = np.zeros(lFact*lClus)\n", " cPixelsClEd = np.zeros(lFact*lClus)\n", " rPixelsClEd = np.zeros(lFact*lClus)\n", " iPixelsClEd = np.zeros(lFact*lClus)\n", " #\n", " # Pictures for display/edge finding\n", " thisPic = np.zeros((nRows, nCols))\n", " thisEdge = np.zeros((nRows, nCols))\n", " thisEdgePic = np.zeros((nRows, nCols))\n", " #\n", " # Edge width required\n", " width = 1\n", " #\n", " if findRims.firstCall:\n", " fig = plt.figure(figsize = (pltX, pltY))\n", " ax = fig.add_subplot(1, 1, 1)\n", " plt.title(\"Clusters and their edges\", fontsize = 12)\n", " plt.xlabel('x pixel', fontsize = 12)\n", " plt.ylabel('y pixel', fontsize = 12)\n", " #\n", " # Figure control\n", " xOffMax = 2\n", " yOffMax = 2\n", " xOffMin = 30\n", " yOffMin = 30\n", " nCol = 0\n", " mSize = 0.01\n", " #\n", " nLastCl = 0\n", " nLastClEd = 0\n", " for nC in range(0, nClus):\n", " #\n", " # Clusters\n", " nHereCl = nInClus[nC]\n", " #\n", " # Indices of x and y pixels\n", " thisPic.fill(0)\n", " thisPic[rPixelsCl[nLastCl:nLastCl + nHereCl], cPixelsCl[nLastCl:nLastCl + nHereCl]] = 1\n", " #\n", " if findRims.firstCall:\n", " plt.scatter(cPixelsCl[nLastCl:nLastCl + nHereCl], rPixelsCl[nLastCl:nLastCl + nHereCl],\n", " s = mSize, c = colorTab[nCol], marker = '.')\n", " rLab = np.amax(rPixelsCl[nLastCl:nLastCl + nHereCl]) + yOffMax\n", " cLab = np.amax(cPixelsCl[nLastCl:nLastCl + nHereCl]) + xOffMax\n", " plt.text(cLab, rLab, str(nC), color = colorTab[nCol])\n", " #\n", " nCol = nCol + 1\n", " if nCol > nColTab - 1:\n", " nCol = 0\n", " #\n", " nLastCl = nLastCl + nHereCl\n", " #\n", " # Edges\n", " thisEdge = edgeFinderIn(thisPic, width, useDiag)\n", " nHereClEd = np.sum(thisEdge).astype(int)\n", " #\n", " nInClusEd[nC] = nHereClEd\n", " #\n", " # Indices of x and y pixels\n", " rPixelsHereEd, cPixelsHereEd = np.where(thisEdge)\n", " thisEdgePic[rPixelsHereEd, cPixelsHereEd] = 1\n", " #\n", " # Intensities in pixels\n", " iPixelsHereEd = imgGrey[rPixelsHereEd, cPixelsHereEd]\n", " iClusEdSum[nC] = np.sum(iPixelsHereEd)\n", " #\n", " indexClEd[nLastClEd:nLastClEd + nHereClEd] = nC*np.ones(nInClusEd[nC])\n", " cPixelsClEd[nLastClEd:nLastClEd + nHereClEd] = cPixelsHereEd[0:nHereClEd]\n", " rPixelsClEd[nLastClEd:nLastClEd + nHereClEd] = rPixelsHereEd[0:nHereClEd]\n", " iPixelsClEd[nLastClEd:nLastClEd + nHereClEd] = iPixelsHereEd[0:nHereClEd]\n", " #\n", " if findRims.firstCall:\n", " plt.scatter(cPixelsHereEd, rPixelsHereEd, s = mSize, c = 'k', marker = '.')\n", " rLab = np.amin(rPixelsHereEd[0:nHereClEd]) - yOffMin\n", " cLab = np.amin(cPixelsHereEd[0:nHereClEd]) - xOffMin\n", " plt.text(cLab, rLab, str(nC), color = 'k')\n", " #\n", " nLastClEd = nLastClEd + nHereClEd\n", " #\n", " if findRims.firstCall:\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " #\n", " findRims.firstCall = False\n", " #\n", " return nInClusEd, rPixelsClEd, cPixelsClEd, iPixelsClEd\n", "#\n", "#\n", "#\n", "def selCometsThree(nInClus, rPixCl, cPixCl, nInClusEd, rPixClEd, cPixClEd,\n", " nInHeadL, rPixHdL, cPixHdL, nInHdEdL, rPixHdEdL, cPixHdEdL,\n", " nInHeadH, rPixHdH, cPixHdH, nInHdEdH, rPixHdEdH, cPixHdEdH):\n", " #\n", " UseLowHead = False\n", " #\n", " if not hasattr(selCometsThree, \"firstCall\") or debug:\n", " if not hasattr(selCometsThree, \"firstCall\"):\n", " selCometsThree.firstCall = True\n", " print(\" \")\n", " print(\"Running selCometsThree\")\n", " print(\"UseLowHead\",UseLowHead)\n", " #\n", " nClus = len(nInClus)\n", " lClus = np.amax(nInClus)\n", " lClusEd = np.amax(nInClusEd)\n", " nHeadL = len(nInHeadL)\n", " lHeadL = np.amax(nInHeadL)\n", " nHeadH = len(nInHeadH)\n", " lHeadH = np.amax(nInHeadH)\n", " #\n", " minRimPnts0 = 100\n", " minWheelPnts0 = 500\n", " rMin0 = 5\n", " rMax0 = nRows - rMin0\n", " cMin0 = 5\n", " cMax0 = nCols - cMin0\n", " rWidMin0 = 20\n", " rWidMax0 = 160\n", " cWidMin0 = 50\n", " cWidMax0 = 500\n", " maxRtoW = 0.1\n", " #\n", " mSize = 0.01\n", " #\n", " if selCometsThree.firstCall:\n", " #\n", " # Figure text positions\n", " rTextRow = 3\n", " rTextCol = 3\n", " wTextRow = 28\n", " wTextCol = 28\n", " #\n", " nCol = 0\n", " #\n", " fig = plt.figure(figsize=(7, 5))\n", " plt.title(\"Selected clusters (updated index)\", fontsize = 12)\n", " plt.xlabel('Column', fontsize = 12)\n", " plt.ylabel('Row', fontsize = 12)\n", " #\n", " pnts_num = np.zeros(nClus).astype(int)\n", " pnts_row = np.zeros((nClus, lClus)).astype(int)\n", " pnts_col = np.zeros((nClus, lClus)).astype(int)\n", " mean_row = np.zeros(nClus)\n", " mean_col = np.zeros(nClus)\n", " #\n", " edgs_num = np.zeros(nClus).astype(int)\n", " edgs_row = np.zeros((nClus, lClusEd)).astype(int)\n", " edgs_col = np.zeros((nClus, lClusEd)).astype(int)\n", " #\n", " head_num = np.zeros(nHeadL).astype(int)\n", " head_row = np.zeros((nHeadL, lHeadL)).astype(int)\n", " head_col = np.zeros((nHeadL, lHeadL)).astype(int)\n", " #\n", " sumWheel = np.zeros(nClus)\n", " sumHead = np.zeros(nHeadL)\n", " #\n", " mean_row = np.zeros(nHeadL)\n", " mean_col = np.zeros(nHeadL)\n", " #\n", " iSelRim = 0\n", " nLastCl = 0\n", " nLastClEd = 0\n", " for nC in range(0, nClus):\n", " #\n", " # Clusters\n", " nHereCl = nInClus[nC]\n", " #\n", " # Cluster edges\n", " nHereClEd = nInClusEd[nC] \n", " rMinClEd = np.amin(rPixClEd[nLastClEd:nLastClEd + nHereClEd])\n", " cMinClEd = np.amin(cPixClEd[nLastClEd:nLastClEd + nHereClEd])\n", " rMaxClEd = np.amax(rPixClEd[nLastClEd:nLastClEd + nHereClEd])\n", " cMaxClEd = np.amax(cPixClEd[nLastClEd:nLastClEd + nHereClEd])\n", " rWidClEd = rMaxClEd - rMinClEd\n", " cWidClEd = cMaxClEd - cMinClEd \n", " #\n", " rimToWheel = nInClusEd[nC]/nInClus[nC]\n", " #\n", " if (nHereClEd > minRimPnts0 and nHereCl > minWheelPnts0 and\n", " rMinClEd > rMin0 and rMaxClEd < rMax0 and cMinClEd > cMin0 and cMaxClEd < cMax0 and \n", " rWidClEd > rWidMin0 and rWidClEd < rWidMax0 and cWidClEd > cWidMin0 and cWidClEd < cWidMax0 and\n", " rimToWheel < maxRtoW):\n", " #\n", " # Look at low threshold heads\n", " nHeadsInClusL = 0\n", " nLastHd = 0\n", " nLastHdEd = 0\n", " for nHL in range(0, nHeadL):\n", " #\n", " nHereHd = nInHeadL[nHL]\n", " #\n", " # Low head edges\n", " nHereHdEd = nInHdEdL[nHL]\n", " rMinHdEd = np.amin(rPixHdEdL[nLastHdEd:nLastHdEd + nHereHdEd])\n", " cMinHdEd = np.amin(cPixHdEdL[nLastHdEd:nLastHdEd + nHereHdEd])\n", " rMaxHdEd = np.amax(rPixHdEdL[nLastHdEd:nLastHdEd + nHereHdEd])\n", " cMaxHdEd = np.amax(cPixHdEdL[nLastHdEd:nLastHdEd + nHereHdEd])\n", " rWidHdEd = rMaxHdEd - rMinHdEd\n", " cWidHdEd = cMaxHdEd - cMinHdEd\n", " #\n", " # Find any low threshold head rims completely within the cluster rim\n", " if (rMinHdEd > rMinClEd and rMaxHdEd < rMaxClEd and \n", " cMinHdEd > cMinClEd and cMaxHdEd < cMaxClEd):\n", " #\n", " nHeadsInClusL += 1\n", " nLastHdSelL = nLastHd\n", " nLastHdEdSelL = nLastHdEd\n", " nHereHdSelL = nHereHd\n", " nHereHdEdSelL = nHereHdEd\n", " #\n", " nLastHd = nLastHd + nHereHd\n", " nLastHdEd = nLastHdEd + nHereHdEd\n", " #\n", " # End of loop over low threshold heads \n", " #\n", " # Look at high threshold heads\n", " nHeadsInClusH = 0\n", " nLastHd = 0\n", " nLastHdEd = 0\n", " for nHH in range(0, nHeadH):\n", " #\n", " # High heads\n", " nHereHd = nInHeadH[nHH]\n", " #\n", " # High head edges\n", " nHereHdEd = nInHdEdH[nHH]\n", " rMinHdEd = np.amin(rPixHdEdH[nLastHdEd:nLastHdEd + nHereHdEd])\n", " cMinHdEd = np.amin(cPixHdEdH[nLastHdEd:nLastHdEd + nHereHdEd])\n", " rMaxHdEd = np.amax(rPixHdEdH[nLastHdEd:nLastHdEd + nHereHdEd])\n", " cMaxHdEd = np.amax(cPixHdEdH[nLastHdEd:nLastHdEd + nHereHdEd])\n", " rWidHdEd = rMaxHdEd - rMinHdEd\n", " cWidHdEd = cMaxHdEd - cMinHdEd\n", " #\n", " # Find any high threshold head rims completely within the cluster rim\n", " if (rMinHdEd > rMinClEd and rMaxHdEd < rMaxClEd and \n", " cMinHdEd > cMinClEd and cMaxHdEd < cMaxClEd):\n", " #\n", " nHeadsInClusH += 1\n", " nLastHdSelH = nLastHd\n", " nLastHdEdSelH = nLastHdEd\n", " nHereHdSelH = nHereHd\n", " nHereHdEdSelH = nHereHdEd\n", " #\n", " nLastHd = nLastHd + nHereHd\n", " nLastHdEd = nLastHdEd + nHereHdEd\n", " #\n", " # End of loop over high threshold heads \n", " #\n", " if nHeadsInClusL == 1 and nHeadsInClusH == 1:\n", " # \n", " # This rim accepted\n", " pnts_num[iSelRim] = nHereCl\n", " pnts_row[iSelRim, 0:nHereCl] = rPixCl[nLastCl:nLastCl + nHereCl].astype(int)\n", " pnts_col[iSelRim, 0:nHereCl] = cPixCl[nLastCl:nLastCl + nHereCl].astype(int)\n", " #\n", " edgs_num[iSelRim] = nHereClEd\n", " edgs_row[iSelRim, 0:nHereClEd] = rPixClEd[nLastClEd:nLastClEd + nHereClEd].astype(int)\n", " edgs_col[iSelRim, 0:nHereClEd] = cPixClEd[nLastClEd:nLastClEd + nHereClEd].astype(int)\n", " #\n", " if UseLowHead:\n", " head_num[iSelRim] = nHereHdSelL\n", " head_row[iSelRim, 0:nHereHdSelL] = rPixHdL[nLastHdSelL:nLastHdSelL + nHereHdSelL].astype(int)\n", " head_col[iSelRim, 0:nHereHdSelL] = cPixHdL[nLastHdSelL:nLastHdSelL + nHereHdSelL].astype(int)\n", " else:\n", " head_num[iSelRim] = nHereHdSelH\n", " head_row[iSelRim, 0:nHereHdSelH] = rPixHdH[nLastHdSelH:nLastHdSelH + nHereHdSelH].astype(int)\n", " head_col[iSelRim, 0:nHereHdSelH] = cPixHdH[nLastHdSelH:nLastHdSelH + nHereHdSelH].astype(int)\n", " #\n", " # Sum cluster intensities\n", " sumWheel[iSelRim] = np.sum(imgGrey[pnts_row[iSelRim, 0:pnts_num[iSelRim]], \n", " pnts_col[iSelRim, 0:pnts_num[iSelRim]]])\n", " #\n", " # Head intensities and mean head position\n", " sumHead[iSelRim] = np.sum(imgGrey[head_row[iSelRim, 0:head_num[iSelRim]], \n", " head_col[iSelRim, 0:head_num[iSelRim]]])\n", " mean_row[iSelRim] = (np.sum(imgGrey[head_row[iSelRim, 0:head_num[iSelRim]], \n", " head_col[iSelRim, 0:head_num[iSelRim]]]*\n", " head_row[iSelRim, 0:head_num[iSelRim]])/sumHead[iSelRim])\n", " mean_col[iSelRim] = (np.sum(imgGrey[head_row[iSelRim, 0:head_num[iSelRim]], \n", " head_col[iSelRim, 0:head_num[iSelRim]]]*\n", " head_col[iSelRim, 0:head_num[iSelRim]])/sumHead[iSelRim])\n", " #\n", " if selCometsThree.firstCall:\n", " plt.scatter(pnts_col[iSelRim, 0:pnts_num[iSelRim]], pnts_row[iSelRim, 0:pnts_num[iSelRim]],\n", " color = colorTab[nCol], s = mSize, marker = '.')\n", " plt.scatter(edgs_col[iSelRim, 0:edgs_num[iSelRim]], edgs_row[iSelRim, 0:edgs_num[iSelRim]],\n", " color = 'k', s = mSize, marker = '.')\n", " plt.plot(mean_col[iSelRim], mean_row[iSelRim], marker = '+', color = colorTab[nCol])\n", " row_label = np.amax(pnts_row[iSelRim, 0:pnts_num[iSelRim]]) + rTextRow\n", " col_label = np.amax(pnts_col[iSelRim, 0:pnts_num[iSelRim]]) + rTextCol\n", " text_str = str(nC) + ' (' + str(iSelRim)+ ')'\n", " plt.text(col_label, row_label, text_str, color = colorTab[nCol])\n", " nCol = nCol + 1\n", " if nCol > nColTab - 1:\n", " nCol = 0\n", " #\n", " iSelRim += 1\n", " #\n", " # End of if statement, rim accepted\n", " #\n", " # End of if statement, cluster in fiducial region \n", " nLastCl = nLastCl + nHereCl\n", " nLastClEd = nLastClEd + nHereClEd\n", " #\n", " # End of loop over clusters\n", " nRimOut = iSelRim\n", " #\n", " if selCometsThree.firstCall:\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " print(\" \")\n", " print(\"Number of selected clusters (nRimOut)\",nRimOut)\n", " #\n", " # Remove overlaps\n", " #\n", " overlap = np.zeros(nRimOut).astype(bool)\n", " #\n", " for rimA in range(0, nRimOut - 1):\n", " rowA = edgs_row[rimA, 0:edgs_num[rimA]]\n", " colA = edgs_col[rimA, 0:edgs_num[rimA]]\n", " for rimB in range(rimA + 1, nRimOut):\n", " rowB = edgs_row[rimB, 0:edgs_num[rimB]]\n", " colB = edgs_col[rimB, 0:edgs_num[rimB]]\n", " for nP in range(0, edgs_num[rimA]):\n", " dist2 = (rowA[nP] - rowB)**2 + (colA[nP] - colB)**2\n", " if np.amin(dist2) < 1:\n", " overlap[rimA] = True\n", " overlap[rimB] = True\n", " break\n", " #\n", " #\n", " #\n", " if selCometsThree.firstCall:\n", " print(\" \")\n", " print(\"Remove the overlaps:\",np.linspace(0, nRimOut - 1, nRimOut)[overlap])\n", " #\n", " nCol = 0\n", " #\n", " fig = plt.figure(figsize = (pltX, pltY))\n", " plt.title(\"Rims no overlaps (final index)\", fontsize = 12)\n", " plt.xlabel('Column', fontsize = 12)\n", " plt.ylabel('Row', fontsize = 12)\n", " #\n", " l_json = nRimOut - int(np.sum(overlap))\n", " #\n", " j_num = np.zeros(l_json).astype(int)\n", " j_row = np.zeros((l_json, lClusEd))\n", " j_col = np.zeros((l_json, lClusEd))\n", " #\n", " w_num = np.zeros(l_json).astype(int)\n", " w_row = np.zeros((l_json, lClus))\n", " w_col = np.zeros((l_json, lClus))\n", " wm_row = np.zeros(l_json)\n", " wm_col = np.zeros(l_json)\n", " #\n", " h_num = np.zeros(l_json).astype(int)\n", " h_row = np.zeros((l_json, lHeadL))\n", " h_col = np.zeros((l_json, lHeadL))\n", " #\n", " j_rim = 0\n", " for iRim in range(0, nRimOut):\n", " if overlap[iRim]:\n", " continue\n", " j_num[j_rim] = edgs_num[iRim]\n", " j_row[j_rim, 0:j_num[j_rim]] = edgs_row[iRim, 0:edgs_num[iRim]]\n", " j_col[j_rim, 0:j_num[j_rim]] = edgs_col[iRim, 0:edgs_num[iRim]]\n", " #\n", " w_num[j_rim] = pnts_num[iRim]\n", " w_row[j_rim, 0:w_num[j_rim]] = pnts_row[iRim, 0:pnts_num[iRim]]\n", " w_col[j_rim, 0:w_num[j_rim]] = pnts_col[iRim, 0:pnts_num[iRim]]\n", " wm_row[j_rim] = mean_row[iRim]\n", " wm_col[j_rim] = mean_col[iRim]\n", " #\n", " h_num[j_rim] = head_num[iRim]\n", " h_row[j_rim, 0:h_num[j_rim]] = head_row[iRim, 0:head_num[iRim]]\n", " h_col[j_rim, 0:h_num[j_rim]] = head_col[iRim, 0:head_num[iRim]]\n", " #\n", " if selCometsThree.firstCall:\n", " plt.scatter(pnts_col[iRim, 0:pnts_num[iRim]], pnts_row[iRim, 0:pnts_num[iRim]],\n", " color = colorTab[nCol], s = mSize, marker = '.')\n", " plt.scatter(edgs_col[iRim, 0:edgs_num[iRim]], edgs_row[iRim, 0:edgs_num[iRim]],\n", " color = 'k', s = mSize, marker = '.')\n", " plt.plot(mean_col[iRim], mean_row[iRim], marker = '+', color = colorTab[nCol])\n", " row_label = np.amax(edgs_row[iRim, 0:edgs_num[iRim]]) + rTextRow\n", " col_label = np.amax(edgs_col[iRim, 0:edgs_num[iRim]]) + rTextCol\n", " text_str = str(iRim) + ' (' + str(j_rim)+ ')'\n", " plt.text(col_label, row_label, text_str, color = colorTab[nCol])\n", " nCol += 1\n", " if nCol > nColTab - 1:\n", " nCol = 0\n", " j_rim += 1\n", " #\n", " n_rim = j_rim\n", " if selCometsThree.firstCall:\n", " selCometsThree.firstCall = False\n", " plt.xlim(-0.05*nCols, 1.05*nCols)\n", " plt.ylim(-0.05*nRows, 1.05*nRows)\n", " plt.grid(color = 'g')\n", " print(\" \")\n", " plt.show()\n", " #\n", " return n_rim, w_num, w_row, w_col, j_num, j_row, j_col, wm_row, wm_col, head_num, head_row, head_col\n", "#\n", "then = now\n", "now = datetime.datetime.now()\n", "print(\" \")\n", "print(\"Date and time\",str(now))\n", "print(\"Time since last check is\",str(now - then))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check directory contents " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Volume in drive C is OS\n", " Volume Serial Number is 8A8B-1A1F\n", "\n", " Directory of C:\\Users\\green\\OneDrive\\OneDocuments\\Liverpool\\Teaching\\Phys386-MedPhysProj-2022\\Images\\ControlBatch\n", "\n", "07/10/2022 11:50 .\n", "07/10/2022 12:28 ..\n", "24/08/2017 09:05 1,448,758 0001.bmp\n", "24/08/2017 09:05 1,448,758 0002.bmp\n", "24/08/2017 09:05 1,448,758 0003.bmp\n", "24/08/2017 09:06 1,448,758 0004.bmp\n", "24/08/2017 09:06 1,448,758 0005.bmp\n", "24/08/2017 09:06 1,448,758 0006.bmp\n", "24/08/2017 09:07 1,448,758 0007.bmp\n", "24/08/2017 09:07 1,448,758 0008.bmp\n", "24/08/2017 09:07 1,448,758 0009.bmp\n", "24/08/2017 09:08 1,448,758 0010.bmp\n", "24/08/2017 09:08 1,448,758 0011.bmp\n", "24/08/2017 09:09 1,448,758 0012.bmp\n", "24/08/2017 09:09 1,448,758 0013.bmp\n", "24/08/2017 09:09 1,448,758 0014.bmp\n", "24/08/2017 09:10 1,448,758 0015.bmp\n", "24/08/2017 09:10 1,448,758 0016.bmp\n", "24/08/2017 09:10 1,448,758 0017.bmp\n", "24/08/2017 09:10 1,448,758 0018.bmp\n", "24/08/2017 09:11 1,448,758 0019.bmp\n", "24/08/2017 09:11 1,448,758 0020.bmp\n", " 20 File(s) 28,975,160 bytes\n", " 2 Dir(s) 631,484,227,584 bytes free\n" ] } ], "source": [ "MCdata = False\n", "ControlData = True\n", "#\n", "if ControlData:\n", " !dir \"../Images/ControlBatch\"\n", "else:\n", " !dir \"../Images/IrradiatedBatch\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Check an example image" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date and time 2023-03-02 11:57:32.991380\n", " \n", " \n", "Look for images in directory \n", " C:/Users/green/OneDrive/OneDocuments/Liverpool/Teaching/Phys386-MedPhysProj-2022/Images/ControlBatch/*.bmp\n", "Number found is 20\n", "Hottest allowed pixel intensity is 255\n", " \n", "Example image C:/Users/green/OneDrive/OneDocuments/Liverpool/Teaching/Phys386-MedPhysProj-2022/Images/ControlBatch\\0001.bmp\n", " \n", "In rgb2grey, max intensities are red = 254, blue = 155, green = 254.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "Running processImage for real data\n", "Maximum pixel value before removing hot pixels 244\n", "Minimum pixel value 0\n", "Type of raw image file is uint8\n", "Type of greyscale image file is uint8\n", "Number of rows 1040 of columns 1392 of pixels 1447680 and depth 4\n", "Hot pixel cut 255\n", "Number of hot pixels 0\n", "Maximum pixel value after removing hot pixels 244\n", "Minimum pixel value 0\n", " \n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "Date and time 2023-03-02 11:57:36.048414\n", "Time since last check is 0:00:03.057034\n", "Time since noteboook start is 0:00:03.057034\n" ] } ], "source": [ "import datetime\n", "now = datetime.datetime.now()\n", "startNB = now\n", "print(\"Date and time \",str(now))\n", "print(\" \")\n", "#\n", "import os\n", "import sys\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import glob\n", "from PIL import Image\n", "import scipy\n", "import scipy.ndimage as ndimage\n", "import scipy.ndimage.filters as filters\n", "%matplotlib inline\n", "#\n", "if ControlData:\n", " path = \"C:/Users/green/OneDrive/OneDocuments/Liverpool/Teaching/Phys386-MedPhysProj-2022/Images/ControlBatch/*.bmp\"\n", "else:\n", " path = \"C:/Users/green/OneDrive/OneDocuments/Liverpool/Teaching/Phys386-MedPhysProj-2022/Images/IrradiatedBatch/*.bmp\"\n", "#\n", "images = (glob.glob(path))\n", "num_images = len(images)\n", "debug = False\n", "print(\" \")\n", "print(\"Look for images in directory \\n\",path)\n", "print(\"Number found is\",num_images)\n", "#\n", "# Set two thresholds for applying to image (lowest to highest)\n", "thresh = np.array([20, 120])\n", "#\n", "# Set cut on hottest allowed pixels\n", "hotCut = 255\n", "hotCut = min(hotCut, 255)\n", "print(\"Hottest allowed pixel intensity is\",hotCut)\n", "#\n", "# Check that one of the images looks sensible!\n", "print(\" \")\n", "if MCdata:\n", " eg_img = 0\n", "elif ControlData:\n", " eg_img = 0\n", "else:\n", " eg_img = 0\n", "#\n", "print(\"Example image\",images[eg_img])\n", "imgRaw = plt.imread(images[eg_img])\n", "withHists = True\n", "imgGrey, nRows, nCols = processImage(MCdata, imgRaw, hotCut, withHists)\n", "print(\" \")\n", "pltX = nCols/200\n", "pltY = nRows/200\n", "plt.figure(figsize = (pltX, pltY))\n", "plt.imshow(imgGrey, origin = 'lower', cmap = plt.get_cmap('afmhot'))\n", "plt.show()\n", "#\n", "then = now\n", "now = datetime.datetime.now()\n", "print(\" \")\n", "print(\"Date and time\",str(now))\n", "print(\"Time since last check is\",str(now - then))\n", "print(\"Time since noteboook start is\",str(now - startNB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Slice integration " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date and time 2023-03-02 11:57:36.109932\n", " \n", "Date and time 2023-03-02 11:57:36.552070\n", "Time since last check is 0:00:00.442138\n", "Time since notebook start is 0:00:03.560690\n" ] } ], "source": [ "import datetime\n", "now = datetime.datetime.now()\n", "print(\"Date and time \",str(now))\n", "#\n", "from scipy.optimize import least_squares\n", "from scipy.stats import chi2 as stats_chi2\n", "#\n", "verbose = False\n", "#\n", "def gaussian(params, xdata):\n", " \"\"\"\n", " Gaussian function\n", " - params array of function parameters\n", " - xdata array of x data points\n", " \"\"\"\n", " f = params[0]/(np.sqrt(2*np.pi)*params[2])*np.exp(-(xdata - params[1])**2/(2*params[2]**2)) \n", " return f\n", "#\n", "def gauss_line(params, xdata):\n", " \"\"\"\n", " Gaussian function plus straight line\n", " - params array of function parameters\n", " - xdata array of x data points\n", " \"\"\"\n", " f = params[0]/(np.sqrt(2*np.pi)*params[2])*np.exp(-(xdata - params[1])**2/(2*params[2]**2)) +\\\n", " params[3]\n", " return f\n", "#\n", "def gaussian_diff(params, xdata):\n", " \"\"\"\n", " Differential of gaussian\n", " - params array of function parameters\n", " - xdata array of x data points\n", " \"\"\"\n", " df = -(xdata - params[1])/params[2]**2*gaussian(params, xdata)\n", " return df\n", "#\n", "def gauss_line_diff(params, xdata):\n", " \"\"\"\n", " Differential of gaussian plus straight line\n", " - params array of function parameters\n", " - xdata array of x data points\n", " \"\"\"\n", " df = -(xdata - params[1])/params[2]**2*gaussian(params, xdata)\n", " return df\n", "#\n", "def min_gaussian(params, xdata, ydata, xerr, yerr):\n", " \"\"\"\n", " Calculation to minimise to find the best fit using chi2: difference between each y point and its \n", " prediction by the function, divided by the sum in quadrature of the error on y, both from the \n", " y error and from the related error in x.\n", " - params array of function parameters\n", " - xdata array of x data points\n", " - ydata array of y data points\n", " - xerr array of x data errors\n", " - yerr array of y data errors\n", " - func function describing data\n", " - diff differential of function \n", " \"\"\"\n", " residuals = ((ydata - gaussian(params, xdata))/\n", " (np.sqrt(yerr**2 + gaussian_diff(params, xdata)**2*xerr**2)))\n", " #\n", " return residuals\n", "#\n", "def min_gauss_line(params, xdata, ydata, xerr, yerr):\n", " \"\"\"\n", " Calculation to minimise to find the best fit using chi2: difference between each y point and its \n", " prediction by the function, divided by the sum in quadrature of the error on y, both from the \n", " y error and from the related error in x.\n", " - params array of function parameters\n", " - xdata array of x data points\n", " - ydata array of y data points\n", " - xerr array of x data errors\n", " - yerr array of y data errors\n", " - func function describing data\n", " - diff differential of function \n", " \"\"\"\n", " residuals = ((ydata - gauss_line(params, xdata))/\n", " (np.sqrt(yerr**2 + gauss_line_diff(params, xdata)**2*xerr**2)))\n", " #\n", " return residuals\n", "#\n", "def IntegrateComet(withImages, this_row, row_bots, row_tops, col_bot, col_top):\n", " #\n", " # Integrate slices for one comet\n", " n_cols = col_top - col_bot + 1\n", " columns = np.linspace(col_bot, col_top, n_cols).astype(int)\n", " #\n", " y_top = 240\n", " y_bot = 0.5\n", " print_slice = n_cols//3\n", " #print_freq = n_cols//3\n", " #\n", " det_test = 1e-137\n", " #\n", " slice_norm = np.zeros((n_cols, 2))\n", " #\n", " for nC in range(0, n_cols):\n", " n_rows = row_tops[nC] - row_bots[nC] + 1\n", " #\n", " this_col = columns[nC]\n", " #\n", " x_data_all = np.linspace(row_bots[nC], row_tops[nC], n_rows)\n", " x_error_all = np.ones(n_rows)/np.sqrt(12)\n", " y_data_all = imgGrey[row_bots[nC]:row_tops[nC] + 1, this_col]\n", " y_error_all = np.sqrt(imgGrey[row_bots[nC]:row_tops[nC] + 1, this_col])\n", " #\n", " good_data = np.logical_and(y_data_all < y_top, y_data_all > y_bot) \n", " bad_data = np.logical_not(good_data)\n", " #\n", " y_data = y_data_all[good_data]\n", " y_error = y_error_all[good_data]\n", " x_data = x_data_all[good_data]\n", " x_error = x_error_all[good_data]\n", " #\n", " init_mean = np.sum(x_data_all*y_data_all)/np.sum(y_data_all)\n", " init_RMS = np.sqrt(np.sum(x_data_all**2*y_data_all)/np.sum(y_data_all) - init_mean**2)\n", " if not row_bots[nC] < init_mean < row_tops[nC]: \n", " init_mean = (row_bots[nC] + row_tops[nC])/2\n", " if not init_RMS < (row_tops[nC] - row_bots[nC])/2:\n", " init_RMS = (row_tops[nC] - row_bots[nC])/2\n", " #\n", " if withBG:\n", " limits = ([0.0, 0.0, 0.0, 0.0], [np.inf, np.inf, np.inf, np.inf])\n", " init_params = [np.sum(y_data_all), init_mean, init_RMS, 0.01]\n", " else:\n", " limits = ([0.0, 0.0, 0.0], [np.inf, np.inf, np.inf])\n", " init_params = [np.sum(y_data_all), init_mean, init_RMS]\n", " #\n", " if withBG:\n", " result = least_squares(min_gauss_line, init_params, args=(x_data, y_data, x_error, y_error),\n", " bounds = limits)\n", " else:\n", " result = least_squares(min_gaussian, init_params, args=(x_data, y_data, x_error, y_error),\n", " bounds = limits)\n", " #\n", " if verbose:\n", " if not result.success or result.status < 1:\n", " print (\"ERROR: Fit failed with message {}\".format(result.message))\n", " print (\"Please check the data and initial parameter estimates\")\n", " else:\n", " print (\"Fit succeeded\")\n", " #\n", " # Get fitted parameters \n", " final_params = result.x\n", " N = final_params[0]\n", " mu = final_params[1]\n", " sigma = final_params[2]\n", " if withBG:\n", " c = final_params[3]\n", " nparams = len(final_params)\n", " #\n", " # Calculate chi2\n", " chi2_array = result.fun**2\n", " chi2 = sum(chi2_array)\n", " npoints = len(x_data)\n", " reduced_chi2 = chi2/(npoints - nparams) \n", " chi2_prob = stats_chi2.sf(chi2, (npoints - nparams))\n", " #\n", " # Print chi2\n", " np.set_printoptions(precision = 3)\n", " if verbose:\n", " print(\" \")\n", " print(\"Fit quality\")\n", " if debug:\n", " print(\"chisq per point = \\n\",chi2_array)\n", " #\n", " print(\"chisq = {:7.5g}, ndf = {}, chisq/NDF = {:7.5g}, chisq prob = {:7.5g}\\n\".\n", " format(chi2, npoints-nparams, reduced_chi2, chi2_prob))\n", " #\n", " if reduced_chi2 < 0.25 or reduced_chi2 > 4:\n", " print(\"WARNING: chi2/ndf suspiciously small or large. \\\n", " Please check the data and initial parameter estimates\")\n", " #\n", " if chi2_prob < 0.05:\n", " print(\"WARNING: chi2 probability for given degrees of freedom less than 0.05. \\\n", " Please check the data and initial parameter estimates\") \n", " #\n", " # Calculate errors\n", " jacobian = result.jac\n", " jacobian2 = np.dot(jacobian.T, jacobian)\n", " determinant = np.linalg.det(jacobian2)\n", " #\n", " if determinant < det_test:\n", " print(f\"Matrix singular (determinant = {determinant}, error calculation failed.\")\n", " param_errors = np.zeros(nparams)\n", " else:\n", " covariance = np.linalg.inv(jacobian2)\n", " param_errors = np.sqrt(covariance.diagonal())\n", " #\n", " if verbose:\n", " print(\" \")\n", " print(\"N = {:7.5g} +- {:7.5g}\".format(final_params[0], param_errors[0]))\n", " print(\"mu = {:7.5g} +- {:7.5g}\".format(final_params[1], param_errors[1]))\n", " print(\"sigma = {:7.5g} +- {:7.5g}\".format(final_params[2], param_errors[2]))\n", " if withBG:\n", " print(\"c = {:7.5g} +- {:7.5g}\".format(final_params[3], param_errors[3]))\n", " print(\" \")\n", " print(\"Summed column intensity\",np.sum(y_data_all))\n", " print(\"Summed good data intensity\",np.sum(y_data))\n", " #\n", " if nC == print_slice: \n", " #\n", " if withImages:\n", " print(\" \")\n", " size = 1.0\n", " fit, axs = plt.subplots(1, 2, figsize = (2*pltX, pltY))\n", " axs[0].set_title('Greyscale image')\n", " axs[0].imshow(imgGrey, origin = 'lower', cmap = plt.get_cmap('Greys_r'))\n", " axs[0].plot(this_col*np.ones(n_rows)[good_data], \n", " x_data, color = 'm', linestyle = '', marker = '.', ms = size, label = 'Good data')\n", " axs[0].plot(this_col*np.ones(n_rows)[bad_data], \n", " x_data_all[bad_data], color = 'c', linestyle = '', marker = '.', ms = size, label = 'Bad data')\n", " axs[0].legend()\n", " #\n", " axs[1].set_title('Fit result for column ' + str(nC))\n", " axs[1].set_xlabel('x')\n", " axs[1].set_ylabel('y')\n", " axs[1].grid(color = 'g')\n", " #\n", " # Plot data\n", " axs[1].errorbar(x_data, y_data, xerr = x_error, yerr = y_error, color = 'r', \n", " marker = '+', linestyle = '', label = \"Good data\") \n", " axs[1].errorbar(x_data_all[bad_data], y_data_all[bad_data], xerr = x_error_all[bad_data], \n", " yerr = y_error_all[bad_data], \n", " linestyle = '', marker = '+', color = 'b', label = \"Bad data\")\n", " axs[1].plot([row_bots[nC], row_tops[nC]], [y_top, y_top], \n", " linestyle = '--', color = 'c', label = \"Good data limits\")\n", " axs[1].plot([row_bots[nC], row_tops[nC]], [y_bot, y_bot], \n", " linestyle = '--', color = 'c')\n", " #\n", " # Calculate initial function values\n", " if withBG:\n", " y_init_all = gauss_line(init_params, x_data_all)\n", " y_init_BG = init_params[3]*np.ones(len(x_data_all))\n", " else:\n", " y_init_all = gaussian(init_params, x_data_all)\n", " #\n", " # Calculate fitted function values\n", " if withBG:\n", " y_fit_all = gauss_line(final_params, x_data_all)\n", " y_fit_BG = final_params[3]*np.ones(len(x_data_all))\n", " else:\n", " y_fit_all = gaussian(final_params, x_data_all)\n", " #\n", " # Plot initial func\n", " axs[1].plot(x_data_all, y_init_all, color = 'b', linestyle = '--', label = \"Initial fit\")\n", " #\n", " # Plot fit \n", " axs[1].plot(x_data_all, y_fit_all, color = 'b', linestyle = '-', label = \"Fit\")\n", " #\n", " # Plot BG\n", " if withBG:\n", " axs[1].plot(x_data_all, y_init_BG, color = 'm', linestyle = '--', label = \"Initial BG\")\n", " axs[1].plot(x_data_all, y_fit_BG, color = 'm', linestyle = '-', label = \"BG\")\n", " #\n", " # Add legend and fit params\n", " axs[1].legend() \n", " plt.show()\n", " #\n", " if result.success and determinant > det_test and np.amax(param_errors) < np.amax(final_params):\n", " slice_norm[nC, 0] = final_params[0]\n", " slice_norm[nC, 1] = param_errors[0]\n", " else:\n", " slice_norm[nC, 0] = 0.0\n", " slice_norm[nC, 1] = 1.0\n", " #\n", " return slice_norm\n", "#\n", "then = now\n", "now = datetime.datetime.now()\n", "print(\" \")\n", "print(\"Date and time\",str(now))\n", "print(\"Time since last check is\",str(now - then))\n", "print(\"Time since notebook start is\",str(now - startNB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loop over all images in chosen directories and analyse" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date and time 2023-03-02 14:44:48.191295\n", " \n", "List of image folders:\n", "C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch/\n", " \n", "Cluster ID using Watershed algorithm\n", "Cluster threshold 20.\n", "Head low threshold 80, high threshold 180.\n", "Min number of pixels in cluster 500, max number 200000.\n", "Min number of pixels in head 40, max number 20000.\n", "Width of expansion 16\n", "Width of additional rightwards expansion 40\n", " \n", "Look for images in directory \n", " C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch/*.bmp\n", "Number found is 20\n", " \n", "File index 0 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0001.bmp read.\n", " \n", "Image 0 with 7 comets.\n", "Matrix singular (determinant = 9.860881505856261e-52, error calculation failed.\n", "Matrix singular (determinant = 6.449174287529397e-51, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = -3.709453013404346e-29, error calculation failed.\n" ] }, { "data": { "image/png": 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jjTf03HPP2fs0atRIL730kr755hslJiZq06ZNmjlzZpnXO3bsmPr3769rrrlGa9eulaenZ7mx1RWULwAAAGXLzpZ8fY39s2elS9TBKosb5QkAAADgZCVyi9XS70p8+eWXeuuttzRo0CB7W15enlauXKmgy0xWuOWWW2SxWCRJTz/9tF5++WVdf/31uu222yRJjz/+uKKionTixAkFtQxSS3NLTZ8+XW6NjJXMHn74YW3YsEHvvPOOIiMj7ecNCwvTvHnzHK7VqVMnrVy50p4QXbFihW677Tb5Fr8XKEN+fr6WLVtmP3diYqI6d+6sL7/8UjfccIOee+45/elPf9Ldd98tSWrfvr2eeeYZzZw5U7Nnz5Ykh9nB7dq10zPPPKMHHnhAf//73x2udeDAAcXGxmrUqFFasmSJTPXkfQVJWQAAAAAAANQLZnP19qus9evXy9fXVwUFBcrPz9eoUaO0dOlS+/E2bdpcNiErSd27d7fvt2rVSpLUrVu3Um3p6ekKahmkwsJCzZ07V++8/Y5+/vln5ebmKjc3t9QCY9ddd12pa91///1avny5Zs6cqfT0dH300Uf6/PPPLxlf48aNHc51zTXXKCAgQPv27dMNN9yg5ORk7dq1y2FmbGFhoc6fP69z587J29tbmzdv1ty5c/Xtt98qKytLBQUFOn/+vLKzs+1x5+TkqF+/frrjjju0ZMmSy75udQnlCwAAQO1Th0s3AAAAwHX695daty7/S1omkxQaavSrCTfddJNSU1O1f/9+nT9/XmvXrlXLli3txy9OkpanSZMm9v3imaFltRUVFUmSViWs0pLFSzRz5kxt2rRJqampGjp0qPLy8hzOW9b1J0yYoB9//FHbt2/Xm2++qbZt26p/BV6gsmasloxrzpw5Sk1NtW//+9//9P3338vT01M//fSTbrnlFnXt2lXvvfeekpOT9be//U2SHMo9eHh4aPDgwfroo4907FJ1KeogZsoCAADX8PEpewUGAAAAoIrc3KQlS6QxY4wEbMk/N4tziIsXG/1qgo+Pj8LCwmrm5Jewe+dujRw5UnfddZckIyn6/fffq3Pnzpd9bGBgoEaPHq0VK1Zo+/btuueeey77mIKCAn311Ve64YYbJEn79+/X6dOndc0110iSevfurf3795f7Wnz11VcqKCjQggUL1KiRMWf07bffLtWvUaNGWrlypcaNG6eBAwdqy5YtCgkJuWx8dYFLZ8o+//zzuv7669W0aVO1bNlSo0eP1v79+x362Gw2xcfHKyQkRF5eXoqJidHevXsd+uTm5urhhx9WixYt5OPjo5EjR5bKnp86dUrjx4+Xv7+//P39NX78eJ0+fdqhz5EjRzRixAj5+PioRYsWeuSRR0p9ogAAQL3BbFQAAADUQ3Fx0rvvSldd5djeurXRHhfnmrhqUmjbUH322WdKSkrSvn37ZLFYlJaWVuHH33///UpMTNS+ffvsdWAvpUmTJnr44Ye1c+dOpaSk6J577lGfPn3sSdqnn35a//znPxUfH6+9e/dq3759+r//+z/9+c9/liR16NBBBQUFWrp0qX788UetXLlSr7zySpnXcnNz06pVq9SjRw8NHDiwUs+rNnNpUvaLL77Qgw8+qB07dmjjxo0qKCjQkCFDlF3ijeG8efO0cOFCLVu2TLt27VJwcLBiY2P166+/2vtMnTpV77//vtasWaNt27bp7NmzGj58uAoLC+19xo0bp9TUVG3YsEEbNmxQamqqxo8fbz9eWFioW2+9VdnZ2dq2bZvWrFmj9957T9OnT3fOiwEAAAAAAIBqERcnHT4sbd4svfWWcXvoUP1MyErSfVPvU69evTR06FDFxMQoODhYo0ePrvDjBw8eLLPZrKFDh1ZoJqq3t7cef/xxjRs3TlFRUfLy8tKaNWvsx4cOHar169dr48aNuv7669WnTx8tXLhQbdq0kST17NlTCxcu1F//+ld17dpVq1at0vPPP1/u9Ro3bqzVq1erS5cuGjhwoNLT0yv83Gork81We743mJGRoZYtW+qLL77QjTfeKJvNppCQEE2dOlWPP/64JGNWbKtWrfTXv/5VFotFZ86cUVBQkFauXKnbb79dknT8+HGFhobq448/1tChQ7Vv3z5de+212rFjh31VuB07digqKkrfffedOnXqpH//+98aPny4jh49ah98a9as0cSJE5Weni4/P79S8RYXTS6WlZWl0NBQHU0/WmZ/VE5WbpZCF4Xq6GNH5efB6wnnYNzB2S455rKz5Rdo/J+UlXnc+Lp/dbrc+Wv6+lcSG64Iv+vgCow7OBtjDq7AuKseebl5OnHshNq2bStPT09Xh1PrFdoK9fWJr9W9VXe5mapWl+HcuXMKbR2q1157Tb+L+90l+ya+kahp06Yp82Rmla5VH5w/f16HDx9Wq9at5O7h7nAsKytLoS1DdebMmUvmB2tVTdkzZ85Ikpo3by5JOnTokNLS0jRkyBB7Hw8PDw0YMEBJSUmyWCxKTk5Wfn6+Q5+QkBB17dpVSUlJGjp0qLZv3y5/f397QlaS+vTpI39/fyUlJalTp07avn27unbt6vBpwNChQ5Wbm6vk5GTddNNNpeJ9/vnnNWfOnFLtoQtDJX5nVJvQRaGuDgENEOMOzlbWmPPOk4q/O2JeEKJz7qW6XJJ3npQ919j3eVKlHn+581/p9a+EK6/dkPC7Dq7AuIOzMebgCoy7K9PGp41e6fuKcn7JqWWZq9rt6xNfV/oxRUVFykzP1JsJb8rL10utb2it3Wm7L/mYn878pEJb4WX71WsF0i9nftGtH9+qn7J/cjx2vmKnqDVD22azadq0aerXr5+6du0qSfYaEa1atXLo26pVK/3000/2Pu7u7mrWrFmpPsWPT0tLc1jprljLli0d+lx8nWbNmsnd3b3cWhVPPPGEpk2bZr9vnyk7jZmy1YFPGOEKjDs426XGXOHZs9ry0S2yBgbqbctyRbdsIbfylpEtS3a2NNf4sNE6veyZsJc6ftnr1+Bs1it+7rgkftfBFRh3cDbGHFyBcVc97DNlWzBTtiKuZKbs4cOHFRkRqdatWytxRaKub339ZR/ztf/XcjO5qVdwr6qGXOedP39eh88e1leTvyp7puwLl/9gptYkZR966CF9/fXX2rZtW6ljpovehNlstlJtF7u4T1n9q9KnJA8PD3l4eJRq9/Pw45dvNeL1hCsw7uBsF4+5tRkZevTAIRXMmiXLunVK2JWqxiEhWhIWprigoIqdtODCH2R+Hn6Sh0+Fj1fo+pc7fxVVy3NHhfC7Dq7AuIOzMebgCoy7K3Pedl4Zpgy5NXKTW6OqfR2/QSkybtxMlX+9OrTvoMpWNr333nt17733Vuox9Y1bIzc1MjWSr7uvPD0u+uCgdKqwTC5d6KvYww8/rA8//FCbN29W69at7e3BwcGSVGqmanp6un1Wa3BwsPLy8nTq1KlL9jlx4kSp62ZkZDj0ufg6p06dUn5+fqkZtAAA1KS1GRkas3evjuXny5yZqfjERJkzM/Vzbq7G7N2rtRkZ9fb6rn7uAAAAAOAMLk3K2mw2PfTQQ1q7dq02bdqkdu3aORxv166dgoODtXHjRntbXl6evvjiC0VHR0uSIiIi1KRJE4c+VqtV33zzjb1PVFSUzpw5oy+//NLeZ+fOnTpz5oxDn2+++UZWq9Xe59NPP5WHh4ciIiKq/8kDAFCGQptNjx48qLI+qy5um3rwoAqrYZ3OQptNW3r00OqBA7UlK0uFNptTr19WPK66NgAAAAA4k0vLFzz44IN666239K9//UtNmza1z1T19/eXl5eXTCaTpk6dqrlz5yo8PFzh4eGaO3euvL29NW7cOHvf++67T9OnT1dgYKCaN2+uGTNmqFu3bho8eLAkqXPnzho2bJgmTZqkhIQESdLkyZM1fPhwderUSZI0ZMgQXXvttRo/frxefPFFnTx5UjNmzNCkSZOoDwsAcJqtp0+r4Phx9co0VjLt/f33DreSZA0M1NbTpxVzUT31yjBKBBywlwiYlpSkxiEhmmQ2V/z67tW7+paznjsAAAAAuJpLk7Ivv/yyJCkmJsahfcWKFZo4caIkaebMmcrJydGUKVN06tQpRUZG6tNPP1XTpk3t/RctWqTGjRtr7NixysnJ0aBBg/TGG2/Ize1CHY1Vq1bpkUce0ZAhQyRJI0eO1LJly+zH3dzc9NFHH2nKlCnq27evvLy8NG7cOM2fP7+Gnj0AAKVZ8/JkWbdO8YmJDu2vlfj/KP7uu2Xt16/K1yguEWCT1Ou3EgEfRkcrNTBQsw8f1uyKXr+ak7LOeO4AAAAAUBu4NClbkULCJpNJ8fHxio+PL7ePp6enli5dqqVLl5bbp3nz5nrzzTcvea2rr75a69evv2xMAADUFLO7u6aNGKEPfyuv0/v77/Xa/Pm6f8YMpYSHSzJmi66uQEK00GbT1h49ZA0MlDkrS/29vSXpsiUCEqrp+pVVnc8dAAAAAGozlyZlAQCAo/4BAWocEqLUwECHxGlKeLh2d+wok6TWHh7qHxBwyfNcaXmC3R07OpyvrOsXZmeXSvq6mUwuf+4AAAAAUNu5dKEvAADgyM1k0pKwMEnSxenN4vuLw8IumfwsLk9wLD9f5t/KE5gzM/Vzbq5mHz4sy7p1SrFYlGKx2EsDvDZ/vr3Nsm7dZa//r19+Uds9e3THrFnaHxqqO5KS1HbHDq3NyHDpcwcAAABQeRMnTtTo0aNdHUaNiomJ0dSpU10dhh1JWQAAXCU7W36e/rLFG/vF4oKC9G6XLrqqSRNZAwONOqqBgWrt4aF3u3RRXFBQuacstNkqVJ6gd0KCeick6P4ZMyRJ98+YYW9LGDFCc9q0Kff6kspN+o7Zu/eKErNX8twBAACAi3322We69tpr9dlnn9X4tdLT02WxWHT11VfLw8NDwcHBGjp0qLZv317j10bdQ/kCAABqobigII3y8tLWBx806qhGR6t/cPBlZ4luPX26WsoTPNW2rZ4KCip1fUlqu2NHuUlfk6SpBw9qVIsWVZ7RWtXnDgAAAJRks9n05JNPat++fXryySc1aNAgmWrwb8rf//73ys/PV2Jiotq3b68TJ07o888/18mTJ2vsmrVJfn6+mjRp4uow6gxmygIAUEu5mUyK2bNHd2zapBg/vwolJa15edVSnsDNZCrz+vak74ED6nXggEPSt9eBA+p54IDyjx/X1tOnnf7cAQAAgJI+/fRT7dq1S5K0a9cuffrppzV2rdOnT2vbtm3661//qptuuklt2rTRDTfcoCeeeEK33nqrvd+ZM2c0efJktWzZUn5+fho4cKD27NnjcK4PP/xQ1113nTw9PdWiRQvFxcXZj506dUoTJkxQs2bN5O3trZtvvlnfl5iA8cYbbyggIECffPKJOnfuLF9fXw0bNkxWq9Xep7CwUNOmTVNAQIACAwM1c+ZM2WyO0y42bNigfv362fsMHz5cP/zwg/344cOHZTKZ9PbbbysmJkaenp5avny5/Pz89O677zqca926dfLx8dGvv/5a5msXExOjhx56SA899JD9en/+858dYsrLy9PMmTN11VVXycfHR5GRkdqyZYv9eGZmpu644w61bt1a3t7e6tatm1avXn2pH5k2bNggf39//fOf/5QkbdmyRTfccIN8fHwUEBCgvn376qeffrrkOa4ESVkAAOoRs7v7FZcnuFSJgIomfa15eU55vgAAAEBZbDabZs2aJTc3N0mSm5ubZs2aVSr5WF18fX3l6+urDz74QLm5ueXGdOuttyotLU0ff/yxkpOT1bt3bw0aNMg+m/ajjz5SXFycbr31Vu3evVuff/65rrvuOvs5Jk6cqK+++koffvihtm/fLpvNphHDR6ggv8De59y5c5o/f75Wrlyp//znPzpy5Ihm/Pa+QJIWLFig119/Xf/4xz+0bds2nTx5Uu+//75DrNnZ2Zo2bZp27dqlzz//XI0aNdLvfvc7FRUVOfR7/PHH9cgjj2jfvn363e9+pz/84Q9asWKFQ58VK1ZozJgxatq0abmvX2Jioho3bqydO3fqpZde0qJFi/Taa6/Zj99zzz3673//qzVr1ujrr7/WbbfdpmHDhtkT0ufPn1dERITWr1+vb775RpMnT9b48eO1c+fOMq+3Zs0ajR07Vv/85z81YcIEFRQUaPTo0RowYIC+/vprbd++XZMnT67RmdWyodqcOXPGJsl25swZV4dSL5w5f8ameNnOnOf1hPMw7uBUZ8/abJLNJtnOZB6/5HHb2bMVOmVBUZGtdVKSzbR5s02bN9t6JSTYbJKtV0KCTZs320ybN9tCk5JsBUVFtoJff7Vt7tHD9tbAgbbNx4/bCoqKLnv9zSdP2oLffdfWKyHB1ishwXbfjBk2m2S7b8YMe1vwu+/aNp88WW2vTUWfOyqO33VwBcYdnI0xB1dg3FWPnJwc27fffmvLycmp8jk2bNhgk1Fhy2HbsGFDNUbq6N1337U1a9bM5unpaYuOjrY98cQTtj179tiPf/755zY/Pz/b+fPnHR7XoUMHW0JCgs1ms9mioqJsd955Z5nnP3DggE2S7b///a+97ZdffrF5eXnZnn/leVtBYYFtxYoVNkm2gwcP2vv87W9/s7Vq1cp+32w221544QX7/fz8fFvr1q1to0aNKve5paen2yTZ/ve//9lsNpvt0KFDNkm2xYsXO/TbuXOnzc3Nzfbzzz/bbDabLSMjw9akSRPbli1byj33gAEDbJ07d7YVlXg/8vjjj9s6d+5ss9lstoMHD9pMJpP9nMUGDRpke+KJJ8o97y233GKbPn26w3UeffRR29/+9jebv7+/bdOmTfZjmZmZNkmXjLOkS43RiuYHmSkLAEA94mYyaUlYmKSqlSe4nP4BAWocEqLUjh21u2NHpYSHS7pQkza1Y0c1CQlR/4CA6ntSAAAAQCXYLpolW6ymZ8v+/ve/1/Hjx/Xhhx9q6NCh2rJli3r37q033nhDkpScnKyzZ88qMDDQPrPW19dXhw4dspcGSE1N1aBBg8o8/759+9S4cWNFRkba2wIDA9WpUycdOnjI3ubt7a0OHTrY75vNZqWnp0syyidYrVZFRUXZjzdu3NhhNq4k/fDDDxo3bpzat28vPz8/tWvXTpJ05MgRh34XP+6GG25Qly5d7CUBVq5cqauvvlo33njjJV+7Pn36OMxKjYqK0vfff6/CwkKlpKTIZrOpY8eODq/bF198YX/dCgsL9dxzz6l79+721/fTTz8tFe97772nqVOn6tNPP9VNN91kb2/evLkmTpyooUOHasSIEVqyZIlDyYeaQFIWAIB6Ji4oSO926VKl8gSXU5mkLwAAAOAKxbVkCwsLHdoLCwtrvLasp6enYmNj9fTTTyspKUkTJ07U7NmzJUlFRUUym81KTU112Pbv368//vGPkiQvL69yz11eMtlms8lU4q/zixfbMplMlU5EjxgxQpmZmXr11Ve1c+dOexmAvIvKlPn4+JR67P33328vYbBixQrdc889V1QGoKioSG5ubkpOTnZ43fbt26clS5ZIMkoyLFq0SDNnztSmTZuUmpqqoUOHloq3Z8+eCgoK0ooVK0q9JitWrND27dsVHR2t//u//1PHjh21Y8eOKsd9OSRlAQBwkUKbTVt69NDqgQO19ew5FVbjJ/ZxQUE63KOHVj/zjDodParV0dE61KfPFSVkS567ppK+dj4+xcULjH0AAACgAopnyTZqVHbKq1GjRjU6W/Zi1157rbKzsyVJvXv3Vlpamho3bqywsDCHrUWLFpKk7t276/PPPy/3XAUFBQ51UjMzM3XgwAG1C29XoXj8/f1lNpsdko0FBQVKTk52OOe+ffv05z//WYMGDVLnzp116tSpCj/nu+66S0eOHNFLL72kvXv36u67777sYy5Ofu7YsUPh4eFyc3NTr169VFhYqPT09FKvW3BwsCRp69atGjVqlO666y716NFD7du3d1gArViHDh20efNm/etf/9LDDz9c6nivXr30xBNPKCkpSV27dtVbb71V4eddWY1r7MwAAKBcazMy9OiBAyqYNUuWdeuUsCtVjX9O15KwsIonNbOzJV9fY//s2VLJy+LyBJIkPz+psp9OFydGyxAXFKRRXl7a+uCDsgYGanV0tPoHBzNDFgAAAC6Vl5enI0eOlFqQqlhRUZGOHj2qvLw8eXh4VNt1MzMzddttt+nee+9V9+7d1bRpU3311VeaN2+eRo0aJUkaPHiwoqKiNHr0aP31r39Vp06ddPz4cX388ccaPXq0rrvuOs2ePVuDBg1Shw4d9Ic//EEFBQX697//rZkzZyo8PFyjRo3SpEmTlJCQoKZNm+pPf/qTrrrqKg0YOqDCsT766KN64YUXFB4ers6dO2vhwoU6ffq0/XizZs0UGBio5cuXy2w268iRI/rTn/5U4fM3a9ZMcXFx+uMf/6ghQ4aodevWl33M0aNHNW3aNFksFqWkpGjp0qVasGCBJKljx4668847NWHCBC1YsEC9evXSL7/8ok2bNqlbt2665ZZbFBYWpvfee09JSUlq1qyZFi5cqLS0NHXu3LnUtTp27KjNmzcrJiZGjRs31uLFi3Xo0CEtX75cI0eOVEhIiPbv368DBw5owoQJFX7elUVSFgAAJ1ubkaExe/fKJqlXZqbiExP1YXS0UgMDNWbv3guzTS+RFK0NrjjpCwAAAFQzDw8P7dq1SxkZGeX2admyZbUmZCXJ19dXkZGRWrRokX744Qfl5+crNDRUkyZN0pNPPinJKCPw8ccf66mnntK9996rjIwMBQcH68Ybb1SrVq0kSTExMXrnnXf0zDPP6IUXXpCfn59DPdYVK1bo0Ucf1fDhw5WXl6cbb7xR69av09kmZysc6/Tp02W1WjVx4kQ1atRI9957r373u9/pzJkzkozZxGvWrNEjjzyirl27qlOnTnrppZcUExNT4Wvcd999euutt3TvvfdWqP+ECROUk5OjG264QW5ubnr44Yc1efJkh+f97LPPavr06fr5558VGBioqKgo3XLLLZKkWbNm6dChQxo6dKi8vb01efJkjR492v6cLtapUydt2rRJMTExcnNz08yZM/Xdd98pMTFRmZmZMpvNeuihh2SxWCr8nCvLZHPWfO0GICsrS/7+/jpz5oz8/PxcHU6dl5WbJf8X/HXmT2fk58HrCedg3KGmFdpsartjh47l5kqSeh04oBSLRb0TErS7Y0eZJLX28NChPn0uP+v0MjNlr/j45Vzp4+Ey/K6DKzDu4GyMObgC4656nD9/XocOHVK7du3k6enp6nBqvcKiQu1O261ewb3k1sjt8g9wglWrVunRRx/V8ePH5e7ufsm+MTEx6tmzpxYvXuyc4KrBpcZoRfODzJQFAMCJtp4+rYLjx9UrM1OS1Pu3Oke9S9Q7sgYGauvp04pp1qxmg6nlM3EBAAAA1C3nzp3ToUOH9Pzzz8tisVw2IduQkZQFAMCJrHl5sqxbp/jERIf21+bPt+/H3323rP36OTs0AAAAALgi8+bN03PPPacbb7xRTzzxhKvDqdVIygIA4ERmd3dNGzFCH0ZHSzJmyL42f77unzFDKeHhkoyZsqv5RBkAAABAHRMfH6/4+PhKPWbLli01EkttR1IWAAAn6h8QoMYhIUoNDFTJwgEp4eEONWX7BwRc+cUoTwAAAAAAtVIjVwcAAEBD4mYyaUlYmCTp4mW8iu8vDgu7/CJfMhYN29Kjh1YPHKgtWVkqdHYCtjjpa7M5f5Gv7GzJZDK27GznXhsAAAAArhBJWQAAnCwuKEjvdumiq5o0kTUw0KghGxio1h4eerdLF8UFBV32HGszMtR2zx7dMWuW9oeG6o6kJLXdsUNrMzKc8AwAAAAAAFeCpCwAAC4QFxSkwz16aPUzz6jT0aN67fqeOtSnT4UTsmP27tWx/HyZMzMVn5goc2amfs7N1Zi9e0nMAgAAAEAtR01ZAABcxM1kUsyePZKkLF/vCpcsePTgQZVVqMAmowTC1IMHNapFiwqd75LXKpS2bpWsVslslvr3l9zcruiU1abQZtPWHj1kDQyUOStL/b0r9voBAACgAcnOlnx9jf2zZ51fcgu4BJKyAADUpGr+Q3Dr6dMqOH5cvTIzJUm9v//e4VaSrIGB2nr6tGKaNavyddaulR59VDp27EJb69bSkiVSXFyVT1st1mZk6NEDB1Qwa5Ys69ZpWlKSGoeEaElYWIVmGgMAAACAq5GUBQCgDrHm5cmybp3iExMd2l+bP9++H3/33bL261fla6xdK40ZY6zfVdLPPxvt777rusRscekGm6Rev5Vu+DA6WqmBgRqzd2+Fa/ICAAAAtVV8fLw++OADpaamujoU1CBqygIAUIeY3d2VMGKEeickqHdCgu6fMUOSdP+MGfa2hBEjZHZ3r9L5CwuNGbIXJ2SlC21Tpxr9nO1ypRsko3RDYVnBAwAAoGFLS3PSZdL08MMPq3379vLw8FBoaKhGjBihzz//3CnXR93BTFkAAOqQ/gEBahwSotTAQIfkZEp4uHZ37CiTpNYeHuofEFCl82/d6liy4GI2m3T0qNEvJqZKl6gyZ5VuAAAAQD2UliZ16FCjlzh8+LD69u2rgIAAzZs3T927d1d+fr4++eQTPfjgg/ruu+9q9PqoW5gpCwBAHeJmMmlJWJgkY1GvkorvLw4Lq/KiV1Zr9farTsWlG1IsFqVYLPaSDa/Nn29vs6xbJ2tenvODAwAAgGtlZ5e9FcvJufTxajBlyhSZTCZ9+eWXGjNmjDp27KguXbpo2rRp2rFjh73fkSNHNGrUKPn6+srPz09jx47ViRMnyj1vTEyMpk6d6tA2evRoTZw40X5/ZORIPffcc5owYYJ8fX3Vpk0b/etf/1JGRob9Wt26ddNXX31lf8wbb7yhgIAAffLJJ+rcubN8fX01bNgwWS/xx/6pU6d05513KigoSF5eXgoPD9eKFSskSVu2bJHJZNLp06ft/VNTU2UymXT48GGHa65fv16dOnWSt7e3xowZo+zsbCUmJqpt27Zq1qyZHn74YRWW+Hre3//+d4WHh8vT01OtWrXSmDFjLvWjqBOYKQsAgKv4+Cjr/Bn5v+CvM5VYACwuKEjvdumiRw8ckDUw0KghGxio1h4eWnyFi12ZzdXbrzqZ3d01bcQIfRgdLcmYIfva/Pm6f8YMpYSHSzJmyq6uYukGAAAA1GHFi+uWJza27PZqKn118uRJbdiwQc8995x8yvjbPuC3b7LZbDaNHj1aPj4++uKLL1RQUKApU6bo9ttv15YtW64ohiWLl2ju3LmaNWuWFi1apPHjx6tv376699579eKLL+rxxx/XhAkTtHfvXpl+m8Rx7tw5zZ8/XytXrlSjRo101113acaMGVq1alWZ15g1a5a+/fZb/fvf/1aLFi108OBB5eTkVCrOc+fO6aWXXtKaNWv066+/Ki4uTnFxcQoICNDHH3+sH3/8Ub///e/Vr18/3X777frqq6/0yCOPaOXKlYqOjtbJkye1devWK3qtagOSsgAA1KBCm01be/SQNTBQ5qws9ff2rvIs1pLigoI0ystLWx980EhERkerf3DwFZ+7f3+pdWtjUa+y/j41mYzj/ftf0WWqFltlSjdkZ1/4w/zsWakSSW8AAACgsg4ePCibzaZrrrnmkv0+++wzff311zp06JBCQ0MlSStXrlSXLl20a9cuXX/99VWO4eabb5bFYpEkPf3003r55Zd1/fXX67bbbpMkPf7444qKitKJEycUHBwsScrPz9crr7yiDr+VdnjooYf0l7/8pdxrHDlyRL169dJ1110nSWrbtm2l48zPz9fLL79sv+aYMWO0cuVKnThxQr6+vrr22mt10003afPmzbr99tt15MgR+fj4aPjw4WratKnatGmjXr16Vfq6tQ3lCwAAqCFrMzLUds8e3TFrlvaHhuqOpCS13bFDazMyquX8biaTYvbs0R2bNinGz69akr1ubtKSJcb+xacrvr94sdHP2Wq6dAMAAADqsLNnL2wHD0rbtkkbN144vmCB0bZtm3G8uG81sf02o8F0mb9F9+3bp9DQUHtCVpKuvfZaBQQEaN++fVcUQ7fu3ez7rVq1Mtq6lW5LT0+3t3l7e9uTo5JkNpsdjl/sgQce0Jo1a9SzZ0/NnDlTSUlJlY7z4mu2atVKbdu2lW+J2c6tWrWyxxEbG6s2bdqoffv2Gj9+vFatWqVz585V+rq1DUlZAABqwNqMDI3Zu1fH8vNlzsxUfGKizJmZ+jk3V2P27q22xGxNiIuT3n1Xuuoqx/bWrY32uDjXxCVdKN1wVZMmpUo3vNulyxWVbgAAAEAd5uNzYevQQerbV4qKunA8MtJo69vXOF7ct5qEh4fLZDJdNrFqs9nKTNyW1y5JjRo1sid9i+Xn55fq16RJE/t+8bnKaisqKirzMcV9Lr5WSTfffLN++uknTZ06VcePH9egQYM0Y8YMe5zFz6WicRZfs6y24jibNm2qlJQUrV69WmazWU8//bR69OjhULu2LiIpCwBANSu02fTowYMq60+Z4rapBw+qsJrqV9WEuDjp8GFp82bprbeM20OHXJuQLRYXFKTDPXpo9TPPqNPRo1odHa1Dffo4JGQLbTZt6dFDqwcO1JasrFr9WgMAAKDua968uYYOHaq//e1vyi5jAbHiBOK1116rI0eO6OjRo/Zj3377rc6cOaPOnTuXee6goCCHxbcKCwv1zTffVO8TqISgoCBNnDhRb775phYvXqzly5fb2yU5xJqamlot12zcuLEGDx6sefPm6euvv9bhw4e1adOmajm3q1BTFgCAarb19GkVHD+uXpmZkowFqUreSsaCVFtPn1ZvbxfUAaggNzcpJsbVUZStuHSDJMnPz6HWwtqMDD164IAKZs2SZd06TUtKUuOQEC25wkXQAAAAUIf9VkO1Jv39739XdHS0brjhBv3lL39R9+7dVVBQoI0bN+rll1/Wvn37NHjwYHXv3l133nmnFi9ebF/oa8CAAfY6rRcbOHCgpk2bpo8++kgdOnTQokWLXDZL9Omnn1ZERIS6dOmi3NxcrV+/3p5MDgsLU2hoqOLj4/Xss8/q+++/14IFC674muvXr9ePP/6oG2+8Uc2aNdPHH3+soqIiderU6YrP7UokZQEAqGbWvDxZ1q1TfGKiQ/tr8+fb9+PvvlvWfv0kby9nh1evFZeNsEnq9VvZiA+jo5UaGKgxe/dS4gAAAKChckJStl27dkpJSdFzzz2n6dOny2q1KigoSBEREXr55ZclGV/L/+CDD/Twww/rxhtvVKNGjTRs2DAtXbq03PPee++92rNnjyZMmKDGjRvrscce00033VTjz6cs7u7ueuKJJ3T48GF5eXmpf//+WrNmjSSjLMHq1av1wAMPqEePHrr++uv17LPP2hcaq6qAgACtXbtW8fHxOn/+vMLDw7V69Wp16dKlOp6Sy5hslyoUgUrJysqSv7+/zpw5Iz8/P1eHU+dl5WbJ/wV/nfnTGfl58HrCORh3qA5bTp3SHZs2yVxipuxr8+fr/hkzlBIeLsmYKbt64ED19nar+pjLzpaKi+GfPVutNbHqokKbTW137NCx3FxJUq8DB5Risah3QoJ2d+wok6TWHh461KdPg18MjN91cAXGHZyNMQdXYNxVj/Pnz+vQoUNq166dPD09q36iBvL3cmFRoXan7Vav4F5ya1R7v4lXn1xqjFY0P8hMWQAAqln/gAA1DglRamCgQ13ZlPBwh+Rg/4AAZef9WvUL+fhIfLZqV5myETHNmrkkRgAAADgRfy+jFiMpCwDAlSjj03c3k0lLwsI0Zu9eXTwfs/j+4rCwBj9bs7pVqmwEAAAAALgQSVkAAGpAXFCQ3u3SRY8eOCBrYKCRDAwMVGsPDy1mwakaYXZ317QRI/RhdLSkS5SNcHd3ZZgAAAAAQFIWAICaEhcUpFFeXtr64INGMjA6Wv2Dg5khW0MqUzYCAAAAtR/LIKG2qo6xSVIWAIAa5GYyKWbPHuOOn59EQrbGUDYCAACgfmjSpIkk6dy5c/Ly8nJxNEBp586dk3RhrFYFSVkAAFBvUDYCAACg7nNzc1NAQIDS09MlSd7e3jLxwXq5CosKpQLp/Pnzcmvk5upw6jWbzaZz584pPT1dAQEBcnOr+utNUhYAANQrlI0AAACo+4KDgyXJnphF+YpsRfrlzC86fPawGpkauTqcBiEgIMA+RquKpCwAAFeg0GbT1h49ZA0MlDkrS/29vUn+1QKUjQAAAKjbTCaTzGazWrZsqfz8fFeHU6udzTurWz++VV9N/kq+7r6uDqfea9KkyRXNkC1GUhYAgCpam5GhRw8cUMGsWbKsW6dpSUlqHBKiJSW/Ju/jI7FAQe2TnS35/vYH69mzxs8JAAAAtY6bm1u1JMDqszxTnn7K/knuHu7y9PB0dTioIOY0AwBQBWszMjRm714dy8+XOTNT8YmJMmdm6ufcXI3Zu1drMzJcHWLDVpwMt9lIuAIAAACodUjKAgBQSYU2mx49eFBlzX8tbpt68KAKmSFbaxXabNrSo4dWDxyoLVlZ/KwAAAAAOBXlCwAAqKStp0+r4Phx9crMlCT1/v57h1tJsgYGauvp04pp1swlMaJ8FSo7AQAAAAA1iKQsAACVZM3Lk2XdOsUnJjq0vzZ/vn0//u67Ze3Xz9mh4TKKy07YJPX6rezEh9HRSg0M1Ji9e/Vuly4kZgEAAADUOJKyAABUktndXdNGjNCH0dGSjBmyr82fr/tnzFBKeLgkY6bsand3V4aJi1yu7IRJRtmJUS1ayM1kcnJ0AAAAABoSkrIAAFRS/4AANQ4JUWpgoEOCLyU8XLs7dpRJUmsPD/UPCHBRhCgLZScAAAAA1BYkZQEAqCQ3k0lLwsI0Zu9eXTyfsvj+4rAwZlvWMpSdAAAAAFBbkJQFAKAK4oKC9G6XLnr0wAFZAwONZF5goFp7eGgxC0bVSpSdAAAAAFBbkJQFAKCK4oKCNMrLS1s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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 671680.8 +- 2710.6 (error 0.4%).\n", "Left 302455.8 +- 2003.5 (error 0.7%).\n", "Right 369225.0 +- 1825.6 (error 0.5%).\n", "Head 604911.6 +- 2833.4 (error 0.5%).\n", "Tail 66769.2 +- 3921.2 (error 5.9%).\n", "Tail Prop. 0.0994 +- 0.0059 (error 5.89%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.52156762993892e-51, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 2.76494126589419e-52, error calculation failed.\n", "Matrix singular (determinant = 4.9180242057629234e-52, error calculation failed.\n", "Matrix singular (determinant = 1.8441629736847482e-52, error calculation failed.\n", "Matrix singular (determinant = 1.5255907056754904e-52, error calculation failed.\n", "Matrix singular (determinant = 2.260541270537867e-52, error calculation failed.\n", "Matrix singular (determinant = 2.639931946257981e-52, error calculation failed.\n", "Matrix singular (determinant = 6.219232637282931e-52, error calculation failed.\n", "Matrix singular (determinant = 9.514471162243525e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.09164664585548e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.7982621512276186e-36, error calculation failed.\n", "Matrix singular (determinant = -2.1808015591782413e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\green\\AppData\\Local\\Temp\\ipykernel_1264\\476951368.py:157: RuntimeWarning: divide by zero encountered in double_scalars\n", " reduced_chi2 = chi2/(npoints - nparams)\n", "C:\\Users\\green\\AppData\\Local\\Temp\\ipykernel_1264\\476951368.py:116: RuntimeWarning: invalid value encountered in double_scalars\n", " init_mean = np.sum(x_data_all*y_data_all)/np.sum(y_data_all)\n", "C:\\Users\\green\\AppData\\Local\\Temp\\ipykernel_1264\\476951368.py:117: RuntimeWarning: invalid value encountered in double_scalars\n", " init_RMS = np.sqrt(np.sum(x_data_all**2*y_data_all)/np.sum(y_data_all) - init_mean**2)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 6.938676548551695e-90, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 806396.0 +- 2053.6 (error 0.3%).\n", "Left 364604.2 +- 1466.9 (error 0.4%).\n", "Right 441791.7 +- 1437.2 (error 0.3%).\n", "Head 729208.5 +- 2074.5 (error 0.3%).\n", "Tail 77187.5 +- 2919.1 (error 3.8%).\n", "Tail Prop. 0.0957 +- 0.0036 (error 3.79%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.883277727156485e-51, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 3.936902828926702e-51, error calculation failed.\n", "Matrix singular (determinant = 5.0239791360211455e-51, error calculation failed.\n", "Matrix singular (determinant = 5.1558144304807976e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.233823241709711e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 410248.5 +- 1207.9 (error 0.3%).\n", "Left 175298.9 +- 833.5 (error 0.5%).\n", "Right 234949.6 +- 874.2 (error 0.4%).\n", "Head 350597.8 +- 1178.7 (error 0.3%).\n", "Tail 59650.7 +- 1687.7 (error 2.8%).\n", "Tail Prop. 0.1454 +- 0.0041 (error 2.84%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.213447737516286e-52, error calculation failed.\n", "Matrix singular (determinant = 3.990702358749682e-51, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 1.4644102662008807e-51, error calculation failed.\n", "Matrix singular (determinant = 1.2511024363823518e-60, error calculation failed.\n", "Matrix singular (determinant = 9.255177765589597e-52, error calculation failed.\n", "Matrix singular (determinant = 4.2614068355375985e-51, error calculation failed.\n", "Matrix singular (determinant = 6.712535378704585e-51, error calculation failed.\n", "Matrix singular (determinant = 5.641099694961515e-55, error calculation failed.\n", "Matrix singular (determinant = 8.49661605702853e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.487572107961697e-63, error calculation failed.\n", "Matrix singular (determinant = -1.605667683005686e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.559638451926957e-49, error calculation failed.\n", "Matrix singular (determinant = -1.2428924838387369e-48, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 627229.9 +- 2081.2 (error 0.3%).\n", "Left 266820.4 +- 1501.7 (error 0.6%).\n", "Right 360409.5 +- 1441.0 (error 0.4%).\n", "Head 533640.7 +- 2123.7 (error 0.4%).\n", "Tail 93589.1 +- 2973.5 (error 3.2%).\n", "Tail Prop. 0.1492 +- 0.0048 (error 3.19%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.2650633578620106e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.955190186312256e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.0637291176773732e-47, error calculation failed.\n", "Matrix singular (determinant = -1.3675986097584342e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.358912666604111e-79, error calculation failed.\n", "Matrix singular (determinant = -8.358912666604111e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.2749820596670104e-78, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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7NWnSJA0cOLDUErJVHUlZAACqgGslXBeEhqp/QIBtJWxqquKWLtWnbdsq0d9fA3/6SUGpqYpITZUktTx40OZekkz+/tqUlqZoV1cuFAYAAABUAsnJyZo6daqSk5NlNBr1wAMPaMaMGfYOq9IgKQsAQCV3vYTrgH379O+77rpuJawkxa5Zo7g/LkBQ4M0/Gv1LUtywYTK1by+5upbZeQAAAAAoPxMnTtTEiRPtHUalRVIWAIBKLM9s1phDh67beuDJgwflnJx83UrYT9q316dt21rH35w9W49PmKDdYWGSLJWyK0jIAgAAAECxkJQFAKAS25SWpkunTt2w9UBxKmGnX3XV1N1hYdrTsKEMkuq6uamDn5904UKZnAcAAAAAVCYkZQEAqMRMOTnFSrjG9+59w0pYyVJZe6WC5/NDQ+VsMNzwYmIAAAAAAJKyAABUakZXV40rRsI1LyhIif7+Nm0Orq6E/fCOO/T0wYMy+ftbesj6+6uum5vmX3GxsOtdTAwAAAAAYEFSFgCASqyDn5+qBQffMOG68I47NPCnn65bCds/IEB/8vTUpieftPSQbdtWHYKC5Gww3PBiYh81bkxiFgAAAAD+4GTvAAAAQNlxNhi0IDRU0vVbDwyoXVsfNW6sOi4uhSphr0yoOhsMit67V4M2bFC0j4+1ZcH1LiYmSWMPHVKeuagZAAAAAFD1UCkLAEAl1z8gQB81bqwxSUnXbD1QMK+vh0eRlbDXU9yLiW1KS1N0jRpldJYAAACArbw8adMmyWSSjEapQwfJ2dneURUWHR2tFi1aaP78+fYOxaEsWbJEY8eOVVpamr1DKRMkZQEAqAKKm3AtqISVJPn4SMW4SFdxLyZmat/+1k8EAAAAKIZVq6QxY6QTJy6P1a0rLVgg9e9fNsccPny4lv7xd+Jq1aopJCRE/fv31/Tp0+Xl5XWdWFfJxcWlbIKCwyIpCwBAZZGZKXl7Wx6fPy9d9Re/kiRcC/Hykq5qQ1Dci4mtcHW9+eMBAAAAN2nVKmnAgEJ/bdXJk5bxjz4qu8Rsjx499M477yg3N1ebNm3S448/rszMTL322muF5ubm5srFxUU1a9Ysm2BuICcnR678Hd1u6CkLAABuifViYg0bak/DhtZEbMHFxBIbNpRLcLA6+PnZN1AAAABUenl5lgrZoi5nUDA2dqxlXllwc3NTUFCQQkJCNHjwYD300ENavXq1JCkuLk4tWrTQ22+/rQYNGsjNzU1ms1nR0dEaO3asdR/16tXTCy+8oKFDh8rb21u33367/vOf/yglJUV9+/aVt7e3mjZtql27dllfk5qaqkGDBqlu3bry9PRU06ZNtWLFCpvYoqOj9de//lXjxo1TrVq1FBMTo0cffVS9evWymXfp0iUFBQXp7bffLvIclyxZIj8/P61evVoNGzaUu7u7YmJidPz4cZt5a9asUWRkpNzd3dWgQQNNnz5dly5dsm6fO3euWjRvoQ6hHVTv9noaNWqUzp8/f833NjU1Va1bt1afPn108eLF6/45VAQkZQEAwGUFlbBmc6FK22sp7sXEbtSbFgAAALhVmzbZtiy4mtksHT9umVcePDw8lJuba31+6NAhffDBB/r444+VmJh4zdfNmzdP7dq10549e9SzZ08NGTJEQ4cO1cMPP6zdu3crNDRUQ4cOlfmPTPPFixcVGRmptWvX6scff9TIkSM1ZMgQbd++3Wa/S5cuVbVq1fS///1P8fHxevzxx7Vu3TqZTCbrnM8//1znz5/XwIEDrxnfhQsXNGPGDC1dulT/+9//lJGRob/85S/W7V988YUefvhhjR49Wj/99JPi4+O1ZMkSzZgxwzrHyclJ8+bP08oNK/X2O29rw4YNmjhxYpHHO3HihDp06KA777xTq1atkru7+zVjqyhIygIAUEnkmc3a2Ly5VnTurI0ZGcorqjygjBRcTKyOi0uhi4l91Lix9WJiAAAAQFm6IrdYKvNuxY4dO/T++++rS5cu1rGcnBwtW7ZMERERatasmQzXKFy4//77FRsbq7CwME2dOlW///677r77bj3wwANq2LChJk2apP379+v06dOSpDp16mjChAlq0aKFGjRooKeeekrdu3fXhx9+aLPf0NBQzZo1S+Hh4brzzjvVtm1bhYeHa9myZdY577zzjh544AF5F7RGK0Jubq4WLVqkNm3aKDIyUkuXLtWWLVu0Y8cOSdKMGTP0zDPPaNiwYWrQoIFiYmL0/PPPKz4+3rqPsWPHqlOnTqpzWx117txZzz//vD744INCx0pKSlK7du3UtWtXa1K5MqgcZwEAQBW3KiVFY5KSdGnKFMWuWaNxW7aoWnCwFoSGXk6IFtEPtjQV92JiAAAAQFkxGkt33s1au3atvL29denSJeXm5qpv375auHChdfvtt9+ugGIULDRr1sz6ODAwUJLUtGnTQmNnzpxRUFCQ8vLy9NJLL+nf//63Tp48qezsbGVnZxe6wFirVq0KHevxxx/X4sWLNXHiRJ05c0afffaZvv766+vGV61aNZt93XnnnfLz89P+/fvVunVrJSQkaOfOnTaVsXl5ebp48aIuXLggT09PffPNN5oxY4a+3/e9ss5n6dKlS7p48aIyMzOtcWdlZal9+/YaNGiQFixYcMP3rSKhUhYAgApuVUqKBuzbpxO5uTKmpipu6VIZU1N1MjtbA/bt06qUlHKLpeBiYoM2bFC0jw8JWQAAAJSrDh2kunWvfU1bg0EKCbHMKwudOnVSYmKiDhw4oIsXL2rVqlWqXbu2dfvVSdJrcXFxsT4uqKYtaiw/P1+SNGfOHM2bN08TJ07Uhg0blJiYqO7duysnJ8dmv0Udf+jQofr111+1detWLV++XPXq1VOHYrxBRVX5XhnX9OnTlZiYaL398MMPOnjwoNzd3XX06FHdf//9atyksV5e/LJ27Nyhf/7zn5Jk0+7Bzc1NXbt21WeffaYT1+tLUQGRlAUAoALLM5s15tAhFVX/WjA29tChcm1lAAAAANiLs7NUUFB5dc6w4Pn8+ZZ5ZcHLy0uhoaG6/fbbbZKoZW3Tpk3q27evHn74YTVv3lwNGjTQwYMHi/Vaf39/9evXT++8847eeecdPfLIIzd8zaVLl2wuNHbgwAGlpaXpzjvvlCS1bNlSBw4cUGhoaKGbk5OTdu3apUuXLmn27NlqGtlUDRs21KlTpwodx8nJScuWLVNkZKQ6d+5c5JyKivYFAABUYJvS0nTp1ClFpKZKklr+8Revllf8Bczk769NaWmKrlGj7AMq4xYJAAAAwI307y999JE0ZoztRb/q1rUkZPv3t1toZSY0NFQff/yxtmzZoho1amju3LlKTk5Wo0aNivX6xx9/XL169VJeXp6GDRt2w/kuLi566qmn9Oqrr8rFxUV//etfdc8996h169aSpKlTp6pXr14KCQnRAw88ICcnJ33//ff64Ycf9MILL+iOO+7QpUuXtGjRItWPqq996/fp9ddfL/JYzs7Oeu+99zRo0CB17txZGzduVFBQUPHfHAdFUhYAgArMlJOj2DVrFLd0qc34m7NnWx/HDRsmU/v25R0aAAAAYDf9+0t9+0qbNlku6mU0WloWlFWFrL1NmTJFhw8fVvfu3eXp6amRI0eqX79+Sk9PL9bru3btKqPRqMaNGys4OPiG8z09PTVp0iQNHjxYJ06cUPv27fX2229bt3fv3l1r167VP/7xD82aNUsuLi6688479fjjj0uSWrRooblz5+qVWa/o7Lmz6nhvR7344osaOnRokcerVq2aVqxYoQcffNCamL2yLURFZDCbKWcpLRkZGfL19VV6erp8fHzsHY5DyMjOkO9Lvkp/Jl0+brwncBysTTiikqzLjefOadCGDTJeUSn75uzZenzCBO0OC5NkqZRd0blz+VTKlobMTKngSq/nz1uqb2FXfGbCEbEu4ahYm3BUFWltXrx4UYcPH1b9+vXl7u5u73CqhAsXLig4OFhvv/22+t+glHjJkiUaO3as0tLSbvm4efl52pO8RxFBEXJ2qjgZ8+ut0eLmB6mUBQCgoigiWdnBz0/VgoOV6O9v01d2d1iY9jRsKIOkum5u6uDnZ4eAAQAAADiy/Px8JScna86cOfL19VWfPn3sHVKVwYW+AACowJwNBi0IDZUkXX3t04Ln80ND5Xyty8/aQ2am5SoLBoPlMQAAAAC7OHbsmOrUqaMPPvhAb7/9tqpVo36zvPBOAwBQwfUPCNBHjRtrTFKSTP7+lh6y/v6q6+am+aGh6h8QYO8Qb0qe2axNzZvL5O8vY0aGOnh6OlZSGQAAAKgk6tWrp5vtbDp8+HANHz68bAKqQkjKAgBQQVwvWdk/IEB9PTy06cknLT1k27ZVh6Agh0xmXu88VqWkaExSki5NmaLYNWs0bssWVQsO1oIKmFwGAAAAgGuhfQEAABXAqpQU1du7V4OmTNGBkBAN2rJF9bZt06qUFOscZ4NB0Xv3atCGDYr28XHIhOz1zmNVSooG7NunE7m5MqamKm7pUhlTU3UyO1sD9u2zOVcAAAAAqMhIygIA4OAqS7Lyeufx5337NPLAARX1w6mCsbGHDinvJn9aBQAAAACOiPYFAAA4sDyzWWMOHbpmstIgS7Kyb61aci7n2G7Gjc5DklxOn1ZEaqokqeXBgzb3kmTy99emtDRF16hRxtECAAAAQNkiKQsAgAPblJamS6dOFT9Z6aCVpMU5j8FffaUJH35o87o3Z8+2Po4bNkym9u3LIVoAAAAAKFskZQEAcGCmnBzFrlmjuKVLbcYrWrKyOOcx+4EH1DI+XpIlWfvm7Nl6fMIE7Q4Ls+zD318rXF3LL2gAAAAAKCMkZQEAcGBGV1eN691bn7ZtK6niJiuLex7J/v42r9sdFqY9DRvKIKmum5s6+PmVc+QAAABA5Td8+HClpaVp9erV9g6lzERHR6tFixaaP3++vUORxIW+AABwaB38/FQtOFiJDRtqT8OG1gRmQbIysWFDuQQHO3yysjjnkRsYKIMsfXKvVPB8fmionA1XbwUAAACu7auvvtJdd92lr776qsyPdebMGcXGxuq2226Tm5ubgoKC1L17d23durXMj42Kh6QsAAAOzNlg0ILQUEkVO1lZnPNYHB6ujxo3Vh0XF5n8/S1tGfz9VdfNTR81bqz+AQGWiZmZksFguWVmlts5AAAAoGIxm8169tlntX//fj377LMyl/H1F/785z9r7969Wrp0qZKSkvTpp58qOjpaZ8+eLdPjOorc3Fx7h1Ch2DUp+91336l3794KDg6WwWCwKZHOzc3VpEmT1LRpU3l5eSk4OFhDhw7VqVOnbPaRnZ2tp556SrVq1ZKXl5f69OmjEydO2Mw5d+6chgwZIl9fX/n6+mrIkCFKS0uzmXPs2DH17t1bXl5eqlWrlkaPHq2cnJyyOnUAAGxlZsrH3VfmOBVKNPYPCChestLBFec8+gcE6Ejz5lrx/PMKP35cK9q21eF77qkw5wgAAADH8eWXX2rnzp2SpJ07d+rLL78ss2OlpaVp8+bNevnll9WpUyfdfvvtat26tSZPnqyePXta56Wnp2vkyJGqXbu2fHx81LlzZ+3du9dmX59++qlatWold3d31apVS/3797duO3funIYOHaoaNWrI09NT9913nw5ecfHcJUuWyM/PT1988YUaNWokb29v9ejRQyaTyTonLy9P48aNk5+fn/z9/TVx4sRCCet169apffv21jm9evXSL7/8Yt1+5MgRGQwGffDBB4qOjpa7u7sWL14sHx8fffTRRzb7WrNmjby8vPT7778X+d7FDojV6KdG669//av1eH//+99tYsrJydHEiRNVp04deXl5KSoqShs3brRuT01N1aBBg1S3bl15enqqadOmWrFixfX+yLRu3Tr5+vrq3XfflSRt3LhRrVu3lpeXl/z8/NSuXTsdPXr0uvu4FXZNymZmZqp58+ZatGhRoW0XLlzQ7t27NWXKFO3evVurVq1SUlKS+vTpYzNv7Nix+uSTT7Ry5Upt3rxZ58+fV69evZSXl2edM3jwYCUmJmrdunVat26dEhMTNWTIEOv2vLw89ezZU5mZmdq8ebNWrlypjz/+WOPHjy+7kwcA4CZUlmRlcc7D2WBQ9N69GrRhg6J9fApVAeeZzdrYvLlWdO6sjRkZyivjigcAAABUPGazWVOmTJGzs7MkydnZWVOmTCmzallvb295e3tr9erVys7OvmZMPXv2VHJysj7//HMlJCSoZcuW6tKli7Wa9rPPPlP//v3Vs2dP7dmzR19//bVatWpl3cfw4cO1a9cuffrpp9q6davMZrPuv/9+myrVCxcuaPbs2Vq2bJm+++47HTt2TBMmTLBunzNnjt5++2299dZb2rx5s86ePatPPvnEJtbMzEyNGzdOO3fu1Ndffy0nJyf96U9/Un5+vs28SZMmafTo0dq/f7/+9Kc/6S9/+YveeecdmznvvPOOBgwYoOrVq1/z/Xv33XdVrVo1bd++Xa+++qrmzZunN99807r9kUce0f/+9z+tXLlS33//vR544AH16NHDmpC+ePGiIiMjtXbtWv34448aOXKkhgwZou3btxd5vJUrV2rgwIF69913NXToUF26dEn9+vVTx44d9f3332vr1q0aOXKkDGX4i0SDuaxrt4vJYDDok08+Ub9+/a45Z+fOnWrdurWOHj2q2267Tenp6QoICNCyZcv04IMPSpJOnTqlkJAQff755+revbv279+vu+66S9u2bVNUVJQkadu2bWrTpo1+/vlnhYeH67///a969eql48ePKzg4WJLlD2f48OE6c+aMfHx8iownOzvb5j+0jIwMhYSE6PiZ49d8TVWTkZ2hkHkhOv70cfm48Z7AcbA24XAyM+Xjb/l/0MlTB1S9ZtB152SknpK8vMozwtJzo/O4zvZPU89p0uHjyk8+rdg1axTfu7ecjEF6uV5d9fGvUW6nUNXwmQlHxLqEo2JtwlFVpLWZk52j0ydOq169enJ3dy/RPr744gv1vL9nofHPPv9M3bt3v9UQi7Tq41WKjY1VVlaWIlpG6N5779WDDz6oZs2aSZI2bNigAX8eIFOySW5ubtbXhTcM14QJEzRi5Ai1b99eDeo30LvL3i20/4MHD6rRnY303abv1PaPC+impqaq3u31LInPBwZo6ZKleuyxx3Qg6YDuuOMOSdJrr72mF55/QSdPnZQkhdQN0VOjn9LEiRMlSZcuXVLoHaFq2bKlVn2yqshzS0lJkTHIqMS9iWrSpImOHDmi0DtCNXfeXI0ePdo6b8eOHerQvoMOHzms4OBg/fbbbwqpG6J1X6xTx44dC+03z5ynNh3a6ELaBf3www/WJOjkyZO1ds1a/fDjD/rll190Z/idOnrsqDVvJ0ndunXT3XffrRkzZhQZc+9evXVnozv1yiuvSJI6d+6sFs1bKKxhmP7+3N/10ccfqVOnTpKks2fPqnZAbX294esi47zaxYsXdeTIEQXWDZSrm+1FlzMyMhRSO0Tp6enXzQ9Wu+FRHEh6eroMBoP8/riYSUJCgnJzc9WtWzfrnODgYDVp0kRbtmyxNlP29fW1JmQl6Z577pGvr6+2bNmi8PBwbd26VU2aNLH5g+3evbuys7OVkJBg/QO62osvvqjp06cXGg+ZGyKV7DOj0gqZF2LvEIAisTbhKDxynPR58+Yy+fvrkfcGKjvzB0m230J75kgFjQ2Mc4J1wbXQbiqEYp1H3B/3Cy//v1m1Okh3Wf6/G5GaqrilS/Vp27baU7OGhhz4VfppmvTbpjKMHHxmwhGxLuGoWJtwVBVhbd7udbteb/e6sn7LKlHmymw262+T/yYnZyfl513+O7WTs5P+NvlvCmgWUCYVkPXb1deaXWuUuCNR3yd8r8/Xf67Zr8zWc688p94P9tbab9fq/PnzqlWrls3rsi9ma+sPW9UquZX27NmjmAditCd5T6H9f7v1WzlXc5br7a4220MahGjDrg26o8MdOpp+VO4e7srwyrDOyXLP0pkzZ7QneY/OZ5yXyWSSf0N/m32ENglVena6dezEkRN6/ZXX9cPuH5R+Nt1aIbtx70bl1srVqRRLe1Gf+j42+3G5zUUNGjbQy/96WcP/OlzvL35fgXUCVb1h9SLPqUBYszAlnk60Pg+8M1BJc5O06+QufbPhG5nNZoWHh9u8JicnR06eTtqTvEd5eXlaumip1q9ZrxRTinJycpSTk6Nc51zrcc/nnNfKD1fq7G9n9eYnb8qvkZ9NTL0G9tJ9992n1h1aq3WH1orpHaNagbZ/VlaXpN/Sf1PPz3vqaOZVLQ4uXvM0bVSYpOzFixf1zDPPaPDgwdYsc3JyslxdXVWjhm1lTGBgoJKTk61zateuXWh/tWvXtpkTGBhos71GjRpydXW1zinK5MmTNW7cOOtza6XsOCplC1Skb+JQtbA24UgKqj8HtbRUf9aoP6ro6s/MTGmmJUlpGl+BK2UlZUy13JuuP80qz2xWk90/6lROERcPMDjJICk44kX90LKJw1/0rCLiMxOOiHUJR8XahKOqSGvTWilbq2SVsl988YV+2vtTofH8vHz9tPcnpXyfUmbVspJ0T717pIGWxyNHjNSS+Us0dcxUrfdaL6PRqK83fF3oNX5+fpbrJXl66Xaf2xURFFFoznHf4zLIoIigCGtbBknyqOah4OrBigiK0Pe+38vN1c3m9cdqHJPZbFZEUITSPdIlSWE1w2zm+Lr5WudI0tCuQ1W3bl298+Y7Cg4OVn5+vpo3a64QrxBFBEWoxkXLv1NahLRQi6AWNnE++X9P6l///JcWvLBAj656VCMfG6mWxpZFvld5Zkv70ZoeNW3iOe53+Vx/9flVzs7O2rVrl815S5a2EUFBQXrllVf0wVsfaO7cuWrStIm8vLw07ulxquZUzbpfb1dv3d3ybu3Zs0db12zVQz0esknOr16xWnv27NEXX3yhtWvXavEri7Xui3W65557CsV98eJFHTl/RLtG7iq6UvalG3/5USGSsrm5ufrLX/6i/Px8/etf/7rhfLPZbPOmFvXtR0nmXM3Nzc2m3LyAj5uPw3/AlTfeEzgq1ibsbVVKioYmHZZZttWfif7+Gpp0WB819rzcb9XNR/qj61BVW7Ubz51TvilZEampkqSWf/SOannFRQ1M/v7am3WXomvQxqCs8JkJR8S6hKNibcJRVYS1edF8USmGFDk7OcvZyfnGL7iC2WxW3LQ4OTk5Fep/KklOTk6Kmxan+3rcV6b9Qgs0btxY//nPf+Ts5KxWka2UnJwsN1c31atXr8j5zZo10zfffKPHHnus0LYmTZro0qVL2rVzl037gqSkJDW+q7GcnZzl5GS5fNSV79uVYzVr1JTRaNTOHTvVKdryy/BLly5p9+7datmypZydnJWamqr9+/crPj5eHTp0kCRt3rzZuq8r/1yK+jMaOmSonpn0jP656J/at2+fPh/++bX/HP/4I9qxfYfNnB07digsLEyuLq6KjIxUXl6eUn9LtcZztf9t/p/69u2roUOHWnabn69Dhw6pUaNG1v0aZFBoaKjmzp2r6OhoVatWrdB1rlpFtlKryFZ67tnn1KZNG/175b/Vrm27QsdzdnKWk8FJ3q7ecne76ouDwqnCIjl8UjY3N1cDBw7U4cOHtWHDBpsK1KCgIOXk5OjcuXM21bJnzpyxLs6goCCdPn260H5TUlKs1bFBQUGFGv+eO3dOubm5hSpoAQAoLXlms8YcOqSimrubJRkkjT10SH1r1ary1Z+mnBzFrlmjuKVLbcbfnD3b+jhu2DCZ2rcv79AAAADgQHJycnTs2LEiE7KSJVl3/Phx5eTkFFloV1Kpqal64IEH9Oijj6pZs2aqXr26du3apVmzZqlv376SpK5du6pNmzbq16+fXn75ZYWHh+vUqVP6/PPP1a9fP7Vq1UrTpk1Tly5ddMcdd+gvf/mLLl26pP/+97+aOHGiwsLC1LdvX40YMULx8fGqXr26nnnmGdWpU8d6jOIYM2aMXnrpJYWFhalRo0aaO3eu0tLSrNtr1Kghf39/LV68WEajUceOHdMzzzxT7P3XqFFD/fv319/+9jd169ZNdevWveFrjh8/rnHjxik2Nla7d+/WwoULNWfOHElSw4YN9dBDD2no0KGaM2eOIiIi9Ntvv2nDhg1q2rSp7r//foWGhurjjz/Wli1bVKNGDc2dO1fJyclq1KhRoWM1bNhQ33zzjTUxO3/+fB0+fFiLFy9Wnz59FBwcrAMHDigpKcma5C0LDp2ULUjIHjx4UN988438/f1ttkdGRsrFxUXr16/XwIGWunCTyaQff/xRs2bNkiS1adNG6enp2rFjh1q3bi1J2r59u9LT062J2zZt2mjGjBkymUwyGo2SpC+//FJubm6KjIwsr9MFAFQxm9LSdOnUqRtWf25KS6vy1Z9GV1eN691bn/7x/+6WBw/qzdmz9fiECdodFibJ8l6tcK2gjXYBAABQKtzc3LRz506lpKRcc07t2rVLNSErWX5GHxUVpXnz5umXX35Rbm6uQkJCNGLECD377LOSLL/S/vzzz/Xcc8/p0UcfVUpKioKCgnTvvfdaiwKjo6P14Ycf6vnnn9dLL70kHx8f3XvvvdbjvPPOOxozZox69eqlnJwc3Xvvvfr888/l4uJS7FjHjx8vk8mk4cOHy8nJSY8++qj+9Kc/KT3d0trAyclJK1eu1OjRo9WkSROFh4fr1VdfVXR0dLGP8dhjj+n999/Xo48+Wqz5Q4YMUVZWllq3bi1nZ2c99dRTGjlypM15v/DCCxo/frxOnjwpf39/tWnTRvfff78kacqUKTp8+LC6d+8uT09PjRw5Uv369bOe09XCw8O1YcMGRUdHy9nZWRMnTtTPP/+spUuXKjU1VUajUX/9618VGxtb7HO+WQaz2VxUgU65OH/+vA4dOiRJioiI0Ny5c9WpUyfVrFlTwcHB+vOf/6zdu3dr7dq1NhWrNWvWlOsf/+h64okntHbtWi1ZskQ1a9bUhAkTlJqaqoSEBGufifvuu0+nTp1SfHy8JGnkyJG6/fbbtWbNGklSXl6eWrRoocDAQL3yyis6e/ashg8frn79+mnhwoXFPp+MjAz5+vre8OpqVUlGdoZ8X/JV+jPpDv/zCFQtrE04ghWnT+vApEmFqj+vFDdsmMJfflmDqvgvN/LMZtXbtk0ns7MtrR6SkrQ7NlYt4+O1p2FDGSTVdXPT4XvuqfJVxWWBz0w4ItYlHBVrE46qIq3Nixcv6vDhw6pfv36JesrC/t577z2NGTNGp06dsubwipKXn6fW7Vur/d3ttWDBgnKM8NZcb40WNz9o10rZXbt2qVOnTtbnBRfNGjZsmOLi4vTpp59Kklq0aGHzuoISY0maN2+eqlWrpoEDByorK0tdunTRkiVLbBr/vvfeexo9erS6desmSerTp49NzwhnZ2d99tlnGjVqlNq1aycPDw8NHjxYs6/4SSQAAKWN6s/iczYYtCA0VAP27dPVKdeC5/NDQ0nIAgAAAHZ04cIFHT58WC+++KJiY2Ovm5Ct6uyalI2Ojtb1CnWLU8Tr7u6uhQsXXreitWbNmlq+fPl193Pbbbdp7dq1NzweAAClpYOfn6oFByvR39+mr+zusDCb6s8Ofn52itCx9A8I0EeNG2tMUpJM/v6WHrL+/qrr5qb5oaGXL4gGAAAAwC5mzZqlGTNm6N5779XkyZPtHY5Dc+iesgAAVGZUf968/gEB6uvhoU1PPmmpIm7bVh2CgniPAAAAAAcQFxenuLi4m3pN/EfxigiKKJuAHBhJWQAA7KiiVX/m5UmbNkkmk2Q0Sh06SFd0DCoXzgaDovfutTzx8ZFIyAIAAACoYEjKAgBgZ1dXf755dwv1CGngcNWfq1ZJY8ZIJ05cHqtbV1qwQOrfvxwD8fKSbtTiKDNT8va2PD5/3vIaAAAAAHAQJGUBAHAAV1Z/Znh7OmRCdsCAwrnQkyct4x99VM6J2RvIM5u1qXlzmfz9ZczIUAdPx3tPAQAAAFRdTvYOAAAAOLa8PEuFbFHFqQVjY8da5jmCVSkpqrd3rwZNmaIDISEatGWL6m3bplUpKfYODQAAAAAkkZQFAAA3sGmTbcuCq5nN0vHjlnn2tiolRQP27dOJ3FwZU1MVt3SpjKmpOpmdrQH79pGYBQAAqEoyMy3XHzAYLI8BB0JSFgAAR+DlpYyL6TLEyeH6n5pMpTuvrOSZzRpz6JCK6jZbMDb20CHl3agfLQAAAACUMXrKAgCA6zIaS3deWdmUlqZLp04pIjVVktTy4EGbe0ky+ftrU1qaomvUsEuMAAAAwI3ExcVp9erVSkxMtHcoKEMkZQEAwHV16CDVrWu5qFdRRaYGg2V7hw7lH9uVTDk5il2zRnFLl9qMvzl7tvVx3LBhMrVvX96hAQAAwN6Sk6U77iiHwyRrxowZ+uyzz3Ty5EnVrl1bLVq00NixY9WlS5cyPz4qDpKyAADgupydpQULpAEDLAnYKxOzBoPlfv58yzx7Mrq6alzv3vq0bVtJlgrZN2fP1uMTJmh3WJgkS6XsCldXe4YJAAAAeyiHpOyRI0fUrl07+fn5adasWWrWrJlyc3P1xRdf6Mknn9TPP/9cpsdHxUJPWQAAcEP9+0sffSTVqWM7XreuZbx/f/vEdaUOfn6qFhysxIYNtadhQ2sidndYmPY0bKjEhg3lEhysDn5+9g0UAAAApS8zs+hbgays628vBaNGjZLBYNCOHTs0YMAANWzYUI0bN9a4ceO0bds267xjx46pb9++8vb2lo+PjwYOHKjTp09fc7/R0dEaO3aszVi/fv00fPhw6/N69erphRde0NChQ+Xt7a3bb79d//nPf5SSkmI9VtOmTbVr1y7ra5YsWSI/Pz998cUXatSokby9vdWjRw+ZrnOxiHPnzumhhx5SQECAPDw8FBYWpnfeeUeStHHjRhkMBqWlpVnnJyYmymAw6MiRIzbHXLt2rcLDw1Xdu7omjZikzMxMLV26VPXq1VONGjX01FNPKS8vz7qff/3rXwoLC5O7u7sCAwM1YMCA6/1RVAgkZQEAKA+V4Mqv/ftLR45I33wjvf++5f7wYcdIyEqSs8GgBaGhkiTDVdsKns8PDZWz4eqtAAAAqPC8vQvfAgMvb4+JKXpOKTl79qzWrVunJ598Ul5FXLjX74/CALPZrH79+uns2bP69ttvtX79ev3yyy968MEHbzmGefPmqV27dtqzZ4969uypIUOGaOjQoXr44Ye1e/duhYaGaujQoTJf8dO3CxcuaPbs2Vq2bJm+++47HTt2TBMmTLjmMaZMmaKffvpJ//3vf7V//3699tprqlWr1k3FeeHCBb366qtauXKlPvv8MyVsTdCAPw/Q559/rs8//1zLli3T4sWL9dFHH0mSdu3apdGjR+sf//iHDhw4oHXr1unee+8t2ZvkQGhfAAAAis3ZWYqOtncU19Y/IEAfNW6sMUlJMvn7W3rI+vurrpub5oeGqn9AgL1DBAAAQCV06NAhmc1m3Xnnnded99VXX+n777/X4cOHFRISIklatmyZGjdurJ07d+ruu+8ucQz333+/YmNjJUlTp07Va6+9prvvvlsPPPCAJGnSpElq06aNTp8+raCgIElSbm6uXn/9dd3xR2uHv/71r/rHP/5xzWMcO3ZMERERatWqlSRLhe7Nys3N1WuvvaY77rhDefl56tKzi9atWqfTp0/L29tbd911lzp16qRvvvlGDz74oI4dOyYvLy/16tVL1atX1+23366IiIibPq6jISkLAEA5yDObtal5c5n8/WXMyFAHT08qNstI/4AA9fXw0KYnn7T0kG3bVh2Cgni/AQAAKrPz5y8/Tk623LKyLBWykjRnjhQVZXkcFGS5laKC6lPDDf7OuX//foWEhFgTspJ01113yc/PT/v377+lpGyzZs2sjwP/qBJu2rRpobEzZ85Yk7Kenp7WhKwkGY1GnTlz5prHeOKJJ/TnP/9Zu3fvVrdu3dSvXz+1/eOaDsV19TFrBtRUvXr15H1F5XJgYKA1jpiYGN1+++1q0KCBevTooR49euhPf/qTPD09b+q4job2BQAAlLFVKSmqt3evBk2ZogMhIRq0ZYvqbdumVSkp9g6t0nL29lZ0YqIGff21oo1GErIAAACVnZfX5dsdd0jt2klt2lzeHhVlGWvXzrK9YG4pCQsLk8Fg0P79+687z2w2F5m4vda4JDk5Odm0HJAs1aZXc3FxsT4u2FdRY/n5+UW+pmDO1ce60n333aejR49q7NixOnXqlLp06WJtd+Dk5GQ9l+LGWXDMosYK4qxevbp2796tFStWyGg0aurUqWrevLlN79qKiKQsAABlaFVKigbs26cTubkypqYqbulSGVNTdTI7WwP27SMxayd5589rY4sWWtGlizaaTMq7zl88AQAAgBupWbOmunfvrn/+85/KLOIaEgUJxLvuukvHjh3T8ePHrdt++uknpaenq1GjRkXuOyAgwObiW3l5efrxxx9L9wRuQkBAgIYPH67ly5dr/vz5Wrx4sXVckk2siYmJpXLMatWqqWvXrpo1a5a+//57HTlyRBs2bCiVfdsLSVkAAMpIntmsMYcOqah0X8HY2EOHSAiWMyqXAQAAqqBSbldQlH/961/Ky8tT69at9fHHH+vgwYPav3+/Xn31VbX5o2q3a9euatasmR566CHt3r1bO3bs0NChQ9WxY0drn9arde7cWZ999pk+++wz/fzzzxo1apTdqkSnTp2q//znPzp06JD27duntWvXWpPJoaGhCgkJUVxcnJKSkvTZZ59pzpw5t3zMtWvX6tVXX1ViYqKOHj2qd999V/n5+QoPD7/lfdsTSVkAAMrIprQ0XTp1ShFJSYpISlLLgwclSS0PHlREUpJaJCUp99QpbargP7upSKhcBgAAqKLKISlbv3597d69W506ddL48ePVpEkTxcTE6Ouvv9Zrr70myfKz/NWrV6tGjRq699571bVrVzVo0ED//ve/r7nfRx99VMOGDbMmb+vXr69OnTqV+fkUxdXVVZMnT1azZs107733ytnZWStXrpRkaUuwYsUK/fzzz2revLlefvllvfDCC7d8TD8/P61atUqdO3dWo0aN9Prrr2vFihVq3LjxLe/bngzm6zWKwE3JyMiQr6+v0tPT5ePjY+9wHEJGdoZ8X/JV+jPp8nHjPYHjYG2iPKw4fVoHJk1S3NKl15wTN2yYwl9+WYMCA1mXZSzPbFa9bdt0IjtbkhSRlKTdsbFqGR+vPQ0byiCprpubDt9zDz1or8LahCNiXcJRsTbhqCrS2rx48aIOHz6s+vXry93dveQ7ysyUCi4edf58qfaQRenIy8/TnuQ9igiKkLOTs73DKbbrrdHi5gerlXWQAABUVUZXV43r3Vuf/nE10pYHD+rN2bP1+IQJ2h0WJkky+ftrhaurPcOsMqyVy6mpkmRTuVzA5O+vTWlpiq5Rwy4xAgAAoBR5eUnUIsJBkZQFAKCMdPDzU7XgYCX6+9v0ld0dFmZTmdnBz89OEVYtppwcxa5ZU6hy+c3Zs62P44YNk6l9+/IODQAAAEAVQ1IWAIAy4mwwaEFoqAbs26erfwxf8Hx+aCg/lS8nVC4DAAAAcBQkZQEAKEP9AwL0UePGGpOUJJO/v6US099fdd3cND80VP0DAuwdYpVB5TIAAEDFwmWQ4KhKY22SlAUAoIz1DwhQXw8PbXrySUslZtu26hAURIVsOaNyGQAAoGJwcXGRJF24cEEeHh52jgYo7MKFC5Iur9WSICkLAEA5cDYYFL13r+WJj49E4s8uil25zJV6AQAA7MbZ2Vl+fn46c+aMJMnT01MG/v5cKeXl50mXpIsXL8rZydne4dyQ2WzWhQsXdObMGfn5+cnZueQxk5QFAKA8cOVXh1GcyuU8s1mbmjeXyd9fxowMdfD0pIIWAACgHAUFBUmSNTGLyinfnK/f0n/TkfNH5GRwsnc4xebn52ddoyVFUhYAAFQ5zt7eik5MLHLbqpQUjUlK0qUpUxS7Zo3GbdmiasHBWkAPYAAAgHJjMBhkNBpVu3Zt5ebm2jsclJHzOefV8/Oe2jVyl7xdve0dTrG4uLjcUoVsAZKyAAAAf1iVkqIB+/bJLCkiNVVxS5fq07ZtlejvrwH79umjxo1JzAIAAJQjZ2fnUkmAwTHlGHJ0NPOoXN1c5e7mbu9wylXFqQsGAAAoQ3lms8YcOqSimkwUjI09dEh5tKEAAAAAcIuolAUAoDRwYagKb1Nami6dOqWI1FRJUsuDB23uJcnk769NaWmKrlHDLjECAAAAqBxIygIAUAq4MFTFZ8rJUeyaNYpbutRm/M3Zs62P44YNk6l9+/IODQAAAEAlQ1IWAIBbxIWhKgejq6vG9e6tT9u2lWSpkH1z9mw9PmGCdoeFSbJUyq5wdbVnmAAAAAAqAZKyAADcAi4MVXl08PNTteBgJfr72/SV3R0Wpj0NG8ogqa6bmzr4+dkpQgAAAACVBRf6AgCghLgwVOXibDBoQWioJOnqxhMFz+eHhtKWAgAAAMAto1IWAIAS4sJQlU//gAB91LixxiQlyeTvb+kh6++vum5umk87CgAAAAClhKQsAAAlxIWhKqf+AQHqW6uWNqWlydS+vVa4uqqDnx8VsgAAAABKDUlZAABKiAtDVV7OBgPVzQAAAADKDElZAABKiAtDAQAAAABKggt9AQBQQlwYCgAAAABQEiRlAQC4BQUXhqrj4lLowlAfNW7MhaEAAAAAAIXQvgAAgFvUPyBAfT08tOnJJy09ZNu2VYegICpkAQAAAABFIikLAEApcPb2VnRior3DAAAAAABUALQvAAAAAAAAAIByRKUsAABACeSZzdqUliZTTo6Mrq7q4OdHywoAAAAAxUKlLAAAN5KZKRkMlltmpr2jgQNYlZKielu2aNCGDTowaZIGbdigetu2aVVKir1DAwAAAFABkJQFAOAG8sxmbWzeXCs6d9bGjAzlmc32Dgl2tColRQP27dOJ3FwZU1MVt3SpjKmpOpmdrQH79pGYBQAAAHBDdk3Kfvfdd+rdu7eCg4NlMBi0evVqm+1ms1lxcXEKDg6Wh4eHoqOjtW/fPps52dnZeuqpp1SrVi15eXmpT58+OnHihM2cc+fOaciQIfL19ZWvr6+GDBmitLQ0mznHjh1T79695eXlpVq1amn06NHKyckpi9MGAFQgq1JSVG/vXg2aMkUHQkI0aMsWKiKrsDyzWWMOHVJRafmCsbGHDpG4BwAAAHBddk3KZmZmqnnz5lq0aFGR22fNmqW5c+dq0aJF2rlzp4KCghQTE6Pff//dOmfs2LH65JNPtHLlSm3evFnnz59Xr169lJeXZ50zePBgJSYmat26dVq3bp0SExM1ZMgQ6/a8vDz17NlTmZmZ2rx5s1auXKmPP/5Y48ePL7uTBwA4PCoicbVNaWm6dOqUIpKSFJGUpJYHD0qSWh48qIikJLVISlLuqVPadNWXvwAAAABwJbte6Ou+++7TfffdV+Q2s9ms+fPn67nnnlP//v0lSUuXLlVgYKDef/99xcbGKj09XW+99ZaWLVumrl27SpKWL1+ukJAQffXVV+revbv279+vdevWadu2bYqKipIkvfHGG2rTpo0OHDig8PBwffnll/rpp590/PhxBQcHS5LmzJmj4cOHa8aMGfLx8SmHdwMA4EhuVBFpkKUism+tWlzcqQox5eQods0axS1dajP+5uzZ1sdxw4bJ1L59eYcGAAAAoAKxa1L2eg4fPqzk5GR169bNOubm5qaOHTtqy5Ytio2NVUJCgnJzc23mBAcHq0mTJtqyZYu6d++urVu3ytfX15qQlaR77rlHvr6+2rJli8LDw7V161Y1adLEmpCVpO7duys7O1sJCQnq1KlTkTFmZ2crOzvb+jwjI8Nyn50hZRf5kionIzvD5h5wFKxN3Mim9N8tFZGpqZJkUxFZwOTvr3Upp9TBt3qpHJN16fh8DJcU37u3Pm3bVpJlPbw5e7YenzBBu8PCJFnWxZuGS5Xqz5G1CUfEuoSjYm3CUbE24Ygq47os7rk4bFI2OTlZkhQYGGgzHhgYqKNHj1rnuLq6qkaNGoXmFLw+OTlZtWvXLrT/2rVr28y5+jg1atSQq6urdU5RXnzxRU2fPr3QeMjcEMn9RmdYtYTMC7F3CECRWJu4poDOmrYj5IYVkb1O/0tK2VCqh2ZdOjInKWqFkmuGSobLXaB2h4VpT8OGkjlfyk5Rr9duk5RvvzDLCGsTjoh1CUfF2oSjYm3CEVWqdXmxeNMcNilbwHDVT0LNZnOhsatdPaeo+SWZc7XJkydr3Lhx1ucZGRkKCQnR8XHHaXnwh4zsDIXMC9Hxp4/Lx433BI6DtYkb2ZT+ux4P3HbDisi1He4p1UpZ1qXj+zT1nIYmHS40bpAkg5PebXaP+nQ6V+5xlSXWJhwR6xKOirUJR8XahCOqjOsyIyNDIS/dOMnssEnZoKAgSZYqVqPRaB0/c+aMtao1KChIOTk5OnfunE217JkzZ9T2j39EBwUF6fTp04X2n5KSYrOf7du322w/d+6ccnNzC1XQXsnNzU1ubm6Fxn3cfCrNQiotvCdwVKxNXEuPgOqqFhysRH9/m76yBRWRBkl13dzUIyC41HvKsi4d28PBPvJ08dSYpCSZ/P0tPWT9/VXXzU3zQ0PVPyDA3iGWGdYmHBHrEo6KtQlHxdqEI6pU67JwqrBITjeeYh/169dXUFCQ1q9fbx3LycnRt99+a024RkZGysXFxWaOyWTSjz/+aJ3Tpk0bpaena8eOHdY527dvV3p6us2cH3/8USaTyTrnyy+/lJubmyIjI8v0PAEAjsnZYNCC0FBJf1RAXqHg+fzQUC7yVUX1DwjQkbZttaJzZ4W//LJWdO6sw/fcU6kTsgAAAABKj10rZc+fP69Dhw5Znx8+fFiJiYmqWbOmbrvtNo0dO1YzZ85UWFiYwsLCNHPmTHl6emrw4MGSJF9fXz322GMaP368/P39VbNmTU2YMEFNmzZV165dJUmNGjVSjx49NGLECMXHx0uSRo4cqV69eik8PFyS1K1bN911110aMmSIXnnlFZ09e1YTJkzQiBEjaEMAAFVY/4AAfdS4cZWsiMSNORsMir6qrz0AAAAAFIddk7K7du1Sp06drM8L+rMOGzZMS5Ys0cSJE5WVlaVRo0bp3LlzioqK0pdffqnq1S/37ps3b56qVaumgQMHKisrS126dNGSJUvk7OxsnfPee+9p9OjR6tatmySpT58+WrRokXW7s7OzPvvsM40aNUrt2rWTh4eHBg8erNlXXMwFAFA19Q8IUF8PD2168kmZ/P21om1bdQgKokIWAAAAAFBidk3KRkdHy2w2X3O7wWBQXFyc4uLirjnH3d1dCxcu1MKFC685p2bNmlq+fPl1Y7ntttu0du3aG8YMAKh6nL29FZ2YaO8wAAAAAACVhMP2lAUAAAAAAACAysiulbIAAACVVZ7ZrE1paTLl5Mjo6qoOfn60vQAAAAAgiaQsAABAqVuVkqIxSUm6lJys2DVrNK53b1ULDtYCLhAHAAAAQLQvAAAAKFWrUlI0YN8+ncjNlTE1VXFLl8qYmqqT2dkasG+fVqWk2DtEAAAAAHZGUhYAUOXlnT+vjS1aaEWXLtpoMinvOhehBK4nz2zWmEOHVNQKKhgbe+gQawwAAACo4mhfAACo0qw/M58yxfIz8y1b+Jk5SmxTWpounTqliNRUSVLLgwdt7iXJ5O+vTWlpiq5Rwy4xAgAAALA/krIAgCqr4GfmZkkRf/zM/NO2bZXo768B+/bpo8aNSczipphychS7Zo3ili61GX9z9mzr47hhw2Rq3768QwMAAADgQEjKAgCqpBv9zNwgy8/M+9aqJWeDoZyjQ0VldHXVuN699WnbtpIsFbJvzp6txydM0O6wMEmWStkVrq72DBMAAACAnZGUBQBUSfzMHGWhg5+fqgUHK9Hf3ybhvzssTHsaNpRBUl03N3Xw87NThAAAAAAcAUlZAECVxM/MURacDQYtCA3VgH37dHV9dcHz+aGhVF8DAAAAVRxJWQBAlcTPzFFW+gcE6KPGjTXm0CGZ/P0tyX1/f9V1c9N8LiAHAAAAQCRlAQBVFD8zR1nqHxCgvrVqaVNamkzt22uFq6s6+PlRIQsAAABAEklZAEAVxc/MUdacDQb6EQMAAAAokpO9AwAAwF4KfmZex8Wl0M/MP2rcmJ+ZAwAAAADKBJWyAIAqjZ+ZAwAAAADKG0lZAECVx8/MAQAAAADlifYFAAAAAAAAAFCOSMoCACq/zEzJYLDcMjPtHQ0AAAAAoIojKQsAqFqSk+0dAQAAAACgiiMpCwCoWkjKwlFcWcH9yy/2jgYAAABAOSIpCwCo3DIzbVsWZGXZLxbgWviyAAAAAKhSqtk7AAAAyozJJAUH247FxEgJCZbHRqPlBtjD1V8WZGZKXl72iwcAAABAuaFSFgBQecXHFz0eGWm5XWs7UJZMJmn3bikw8PJYTIzk7W0ZN5nsFxsAAACAckFSFgBQecXGSps3S+vXXx6bM8dSKZuQYNkOlLf4eMuXAkXhywIAAACgSqB9AQCg8ipoT3Dlz8SjoqSWLe0XExAbK/XpI509a6mQlSxfFkRFSR4etNQAAAAAqgCSsgAAAOXpWl8WtGtnv5gAAAAAlCvaFwAAKj8vL+nUKWnaNKlBA3tHA1h4eV2+6JyHh31jAQAAAFCuqJQFAFQNRqMUF2fvKABbRqPlywJaFgAAAABVCklZAAAAe+HLAgAAAKBKon0BAAAAAAAAAJQjkrIAAAAAAAAAUI5IygIAAAAAAABAOSIpCwAAAAAAAADliKQsAAAAAAAAAJQjkrIAAAAAAAAAUI5IygIAADiqzEzJYLDcfvnF3tEAAAAAKCUkZQEAACqC5GR7RwAAAACglJCUBQAAcESZmZZbgaws+8UCAAAAoFSRlAUAVGz8vBuVkckkeXtLgYGXx2JipN27LTeTyX6xAQAAALhlJGUBAJUHP+9GZREfX/R4ZKTldq3tAAAAACqEavYOAACAW3L1z7szMyUvL/vFA5SG2FhLZWxWluVekubMkaKjLY+NRruFBgAAAODWkZQFAFRMJpPlFhl5eawgeZWQYElakbhCRVWwfq/80iEqSmrZ0n4xAQAAACg1tC8AAFRM8fG2Cdkr8fNuVBZeXpYvGSTJw8O+sQAAAAAoNVTKAgAqpthYqU8f6exZ2593R0VZkldUyaKyMBqladNY0wAAAEAlQlIWAFAxXevn3e3a2S8moCwYjVJcnL2jAAAAAFCKaF8AAAAAAAAAAOWISlkAQMXm5SWdOmXpIduggb2jAQAAAADghhy6UvbSpUv6+9//rvr168vDw0MNGjTQP/7xD+Xn51vnmM1mxcXFKTg4WB4eHoqOjta+ffts9pOdna2nnnpKtWrVkpeXl/r06aMTJ07YzDl37pyGDBkiX19f+fr6asiQIUpLSyuP0wQA3KqCn3fTcxMAAAAAUAE4dFL25Zdf1uuvv65FixZp//79mjVrll555RUtXLjQOmfWrFmaO3euFi1apJ07dyooKEgxMTH6/fffrXPGjh2rTz75RCtXrtTmzZt1/vx59erVS3l5edY5gwcPVmJiotatW6d169YpMTFRQ4YMKdfzBQAAAAAAAFD5OXT7gq1bt6pv377q2bOnJKlevXpasWKFdu3aJclSJTt//nw999xz6t+/vyRp6dKlCgwM1Pvvv6/Y2Filp6frrbfe0rJly9S1a1dJ0vLlyxUSEqKvvvpK3bt31/79+7Vu3Tpt27ZNUVFRkqQ33nhDbdq00YEDBxQeHl5kfNnZ2crOzrY+z8jIsNxnZ0jZRb6kysnIzrC5BxwFaxOOiHUJR8XahCNiXcJRsTbhqFibcESVcV0W91wcOinbvn17vf7660pKSlLDhg21d+9ebd68WfPnz5ckHT58WMnJyerWrZv1NW5uburYsaO2bNmi2NhYJSQkKDc312ZOcHCwmjRpoi1btqh79+7aunWrfH19rQlZSbrnnnvk6+urLVu2XDMp++KLL2r69OmFxkPmhkjupfQmVBIh80LsHQJQJNYmHBHrEjcj6HcpdpcU30pKrl62x2JtwhGxLuGoWJtwVKxNOKJKtS4vFm+aQydlJ02apPT0dN15551ydnZWXl6eZsyYoUGDBkmSkpOTJUmBgYE2rwsMDNTRo0etc1xdXVWjRo1Ccwpen5ycrNq1axc6fu3ata1zijJ58mSNGzfO+jwjI0MhISE6Pu64fHx8SnDGlU9GdoZC5oXo+NPH5ePGewLHwdqEI2Jd4qZlZsrHP1iSNGHaOuW3bVMmh2FtwhGxLuGoWJtwVKxNOKLKuC4zMjIU8tKNk8wOnZT997//reXLl+v9999X48aNlZiYqLFjxyo4OFjDhg2zzjMYDDavM5vNhcaudvWcoubfaD9ubm5yc3MrNO7j5lNpFlJp4T2Bo2JtwhGxLlEsmZnSJWfrU+88Z6mM1w1rE46IdQlHxdqEo2JtwhFVqnVZOFVYJIdOyv7tb3/TM888o7/85S+SpKZNm+ro0aN68cUXNWzYMAUFBUmyVLoar7ji9pkzZ6zVs0FBQcrJydG5c+dsqmXPnDmjtm3bWuecPn260PFTUlIKVeECAADYnckkBQfbjsXESAkJlsdGo+UGAAAAwCE52TuA67lw4YKcnGxDdHZ2Vn5+viSpfv36CgoK0vr1663bc3Jy9O2331oTrpGRkXJxcbGZYzKZ9OOPP1rntGnTRunp6dqxY4d1zvbt25Wenm6dAwAA4DDi44sej4y03K61HQAAAIBDcOhK2d69e2vGjBm67bbb1LhxY+3Zs0dz587Vo48+KsnScmDs2LGaOXOmwsLCFBYWppkzZ8rT01ODBw+WJPn6+uqxxx7T+PHj5e/vr5o1a2rChAlq2rSpunbtKklq1KiRevTooREjRij+j3/EjBw5Ur169brmRb4AAADsJjbWUhmblWW5l6Q5c6ToaMtjqmQBAAAAh+bQSdmFCxdqypQpGjVqlM6cOaPg4GDFxsZq6tSp1jkTJ05UVlaWRo0apXPnzikqKkpffvmlqle/fPnhefPmqVq1aho4cKCysrLUpUsXLVmyRM7Ol/uwvffeexo9erS6desmSerTp48WLVpUficLAABQXFe2J0hIsFTHRkdLLVvaNSwAAAAAxePQSdnq1atr/vz5mj9//jXnGAwGxcXFKS4u7ppz3N3dtXDhQi1cuPCac2rWrKnly5ffQrQAgDJjMll+jh0bSwUgAAAAAKDCc+ikLAAAysy8fEGjmBiSssDVjEZp2jT+2wAAAAAqEJKyAADHlZlpuRXIyrJfLICjMhql6/xiCAAAAIDjISkLAHBMJtPlCtkCMTGW/pmSbU9NAAAAAAAqECd7BwAAQJHi44sej4y03K61HQAAAAAAB0elLADAMcXGWipjs7Is95I0Z47lCvMSVbIAAAAAgAqLpCwAwDEVtCe4sqdsVJTUsqX9YgIqIpPJUlkeG8uXGQAAAICDKHZSdty4ccXe6dy5c0sUDAAAhXh5WfrIRkZKHh72jgaoWDIzL/dmjokhKQsAAAA4iGInZffs2VOseQaDocTBAABQJKNRmjaNhBJws66sNM/Ksjz38rJfPAAAAAAk3URS9ptvvinLOAAAuDajUYqLs3cUQMVhMllukZGXxwp6MyckXG4PAgAAAMAunOwdAAAAAEpZfLxtQvZKkZGW7QAAAADspsQX+tq5c6c+/PBDHTt2TDk5OTbbVq1adcuBAQAAoIRiY6U+faSzZy9XyM6ZY7lYnocHVbIAAACAnZWoUnblypVq166dfvrpJ33yySfKzc3VTz/9pA0bNsjX17e0YwQAAMDNMBqlli2lNm0uj0VFSe3aWcZJygIAAAB2VaKk7MyZMzVv3jytXbtWrq6uWrBggfbv36+BAwfqtttuK+0YAQAAUBJeXpYespKlQhYAAACAQyhRUvaXX35Rz549JUlubm7KzMyUwWDQ008/rcWLF5dqgAAAALgFRqM0bRrVsQAAAIADKVFStmbNmvr9998lSXXq1NGPP/4oSUpLS9OFCxdKLzoAAADcGqNRiosjKQsAAAA4kBJd6KtDhw5av369mjZtqoEDB2rMmDHasGGD1q9fry5dupR2jAAAAAAAAABQaZQoKbto0SJdvHhRkjR58mS5uLho8+bN6t+/v6ZMmVKqAQIAqgCTSYqPt1wxnmo+AAAAAEAld9NJ2UuXLmnNmjXq3r27JMnJyUkTJ07UxIkTSz04AEAVkJkpBQdbHsfEkJQFAAAAAFR6N91Ttlq1anriiSeUnZ1dFvEAAKqSzEzLrUBWlv1iAaoyk8nSd9ZksnckAAAAQJVQovYFUVFR2rNnj26//fbSjgcAUFWYTJcrZAvExEgJCZbHRiNVs0B5oFodAAAAKHclSsqOGjVK48eP14kTJxQZGSkvLy+b7c2aNSuV4AAAlVh8fNHjkZGW+2nTLJV7AMoO1eoAAACAXZQoKfvggw9KkkaPHm0dMxgMMpvNMhgMysvLK53oAACVV2yspSovK8tyL0lz5kjR0ZbHVOsBZYtqdQAAAMBuSpSUPXz4cGnHAQCoagoSPldW6UVFSS1b2i8moCqhWh0AAACwmxIlZeklCwAoNV5elsq8yEjJw8Pe0QBVB9XqAAAAgN2UKCn76aefFjluMBjk7u6u0NBQ1a9f/5YCAwBUIUajpSqPJBBQfqhWBwAAAOymREnZfv36WXvIXunKvrLt27fX6tWrVaNGjVIJFABQiRmN/EwasBeq1QEAAIBy51SSF61fv15333231q9fr/T0dKWnp2v9+vVq3bq11q5dq++++06pqamaMGFCaccLAACA0ka1OgAAAFCuSlQpO2bMGC1evFht27a1jnXp0kXu7u4aOXKk9u3bp/nz5+vRRx8ttUABAABQRqhWBwAAAMpViSplf/nlF/n4+BQa9/Hx0a+//ipJCgsL02+//XZr0QEAAAAAAABAJVOipGxkZKT+9re/KSUlxTqWkpKiiRMn6u6775YkHTx4UHXr1i2dKAEAAAAAAACgkihR+4K33npLffv2Vd26dRUSEiKDwaBjx46pQYMG+s9//iNJOn/+vKZMmVKqwQIAAAAAAABARVeipGx4eLj279+vL774QklJSTKbzbrzzjsVExMjJydL8W2/fv1KM04AQEVlMknx8VJsLBcRAgAAAABAJUzKSpLBYFCPHj0UHR0tNzc3GQyG0owLAFBZmEzS9OlSnz4kZYEKymBK1rRvJMOwZKle4esKAAAAALg5Jeopm5+fr+eff1516tSRt7e3Dh8+LEmaMmWK3nrrrVINEABQgZ05I0VGWh6fPStlZto3HgA3LzNT1euHK+5byfDH3/kAAAAA3JoSJWVfeOEFLVmyRLNmzZKrq6t1vGnTpnrzzTdLLTgAQAVlMkm7d0uBgZfHYmIkb2/LuMlkv9gAFF9mpu2XKVkX7RcLAAAAUImUKCn77rvvavHixXrooYfk7OxsHW/WrJl+/vnnUgsOAFBBxcdfrpC9WmSkZTsAx2YyWb5IueLLFe+e/SxfrPDlCgAAAHBLSpSUPXnypEJDQwuN5+fnKzc395aDAgBUcLGxUkKCtH795bE5c6TNmy3jsbH2iw1A8Vzry5PISL5cAQAAAG5RiS701bhxY23atEm33367zfiHH36oiIiIUgkMAFCBGY2W25U/e46Kktq1s19MAG5ObKyl7UhWluVeUtbLM+TRtYdlOxfuAwAAAEqsREnZadOmaciQITp58qTy8/O1atUqHThwQO+++67Wrl1b2jECACoqLy9LZWxkpOThYe9oANyMIr5cybs7UmrZ0o5BAQAAAJVDidoX9O7dW//+97/1+eefy2AwaOrUqdq/f7/WrFmjmD8qKQAAkGRJ6kybRlUdUFF5een81m8tj/lyBQAAACgVJaqUlaTu3bure/fupRkLAKAyMhqluDh7RwHgFpiDghTXURofFGTvUAAAAIBKoUSVsg0aNFBqamqh8bS0NDVo0OCWgwIAAIDjMBuDNL2T5R4AAADArStRUvbIkSPKy8srNJ6dna2TJ0/eclAAAAAAAAAAUFndVPuCTz/91Pr4iy++kK+vr/V5Xl6evv76a9WrV6/UggMAAAAAAACAyuamkrL9+vWTJBkMBg0bNsxmm4uLi+rVq6c5c+aUWnAAAAAAAAAAUNncVFI2Pz9fklS/fn3t3LlTtWrVKpOgAAAAUIGYTFJ8vBQba7m4HwAAAIDrKlFP2cOHD5dbQvbkyZN6+OGH5e/vL09PT7Vo0UIJCQnW7WazWXFxcQoODpaHh4eio6O1b98+m31kZ2frqaeeUq1ateTl5aU+ffroxIkTNnPOnTunIUOGyNfXV76+vhoyZIjS0tLK4xQBAAAqrsxMKThYmj5d+vVXe0cDAAAAVAg3VSl7pa+//lpff/21zpw5Y62gLfD222/fcmCSJVHarl07derUSf/9739Vu3Zt/fLLL/Lz87POmTVrlubOnaslS5aoYcOGeuGFFxQTE6MDBw6oevXqkqSxY8dqzZo1Wrlypfz9/TV+/Hj16tVLCQkJcnZ2liQNHjxYJ06c0Lp16yRJI0eO1JAhQ7RmzZpSORcAqLSokAOqtszMy4+zsizPvbzsFw8AAABQAZQoKTt9+nT94x//UKtWrWQ0GmUwGEo7LknSyy+/rJCQEL3zzjvWsSsvJGY2mzV//nw999xz6t+/vyRp6dKlCgwM1Pvvv6/Y2Filp6frrbfe0rJly9S1a1dJ0vLlyxUSEqKvvvpK3bt31/79+7Vu3Tpt27ZNUVFRkqQ33nhDbdq00YEDBxQeHl4m5wcAlYLJZKmQ69OHpCxQlZhMlltk5OWxmBjLfUKC5fOAzwQAAACgSCVKyr7++utasmSJhgwZUtrx2Pj000/VvXt3PfDAA/r2229Vp04djRo1SiNGjJBkaaOQnJysbt26WV/j5uamjh07asuWLYqNjVVCQoJyc3Nt5gQHB6tJkybasmWLunfvrq1bt8rX19eakJWke+65R76+vtqyZcs1k7LZ2dnKzs62Ps/IyLDcZ2dI2UW+pMrJyM6wuQccBWuzFGRmSpkX5PNHQuZ88nHlZ4faOaiKjXUJR1XU2nT756tym/FS0S+IjFT2c88oe8rk8ggPVRSfmXBUrE04KtYmHFFlXJfFPZcSJWVzcnLUtm3bkrz0pvz666967bXXNG7cOD377LPasWOHRo8eLTc3Nw0dOlTJycmSpMDAQJvXBQYG6ujRo5Kk5ORkubq6qkaNGoXmFLw+OTlZtWvXLnT82rVrW+cU5cUXX9T06dMLjYfMDZHcb+5cK7uQeSH2DgEoEmuzZIJ+l0xzbMe8e/ZTy5GWx6bqUnL18o+rsmBdwlFduTaDLkrGkVKNLOnrZZaxp7tJO+pKWdUk08WXlPzSNZK2QCniMxOOirUJR8XahCOqVOvyYvGmlSgp+/jjj+v999/XlClTSvLyYsvPz1erVq00c+ZMSVJERIT27dun1157TUOHDrXOu7p9gtlsvmFLhavnFDX/RvuZPHmyxo0bZ32ekZGhkJAQHR93XD4+Ptc/uSoiIztDIfNCdPzp4/Jx4z2B42Bt3hq351+UVDjZsnux5T77uWeU/QwVcjeLdQlHdd21mZkpLQuWJD3/zDrlt21jhwhRFfGZCUfF2oSjYm3CEVXGdZmRkaGQl26cZC5RUvbixYtavHixvvrqKzVr1kwuLi422+fOnVuS3RZiNBp111132Yw1atRIH3/8sSQpKChIkqXS1XhFz7IzZ85Yq2eDgoKUk5Ojc+fO2VTLnjlzxlrtGxQUpNOnTxc6fkpKSqEq3Cu5ubnJzc2t0LiPm0+lWUilhfcEjoq1WUJPjpbu62W5qE9BD8k5c6ToaEmSm9EoN97XEmNdwlEVuTbdfCw9ZCMj5e0bYHkOlCM+M+GoWJtwVKxNOKJKtS4LpwqL5FSSfX///fdq0aKFnJyc9OOPP2rPnj02t9LSrl07HThwwGYsKSlJt99+uySpfv36CgoK0vr1663bc3Jy9O2331oTrpGRkXJxcbGZYzKZ9OOPP1rntGnTRunp6dqxY4d1zvbt25Wenl4ubRoAoMIxGqV27aQ2V1TERUVJLVtablzcB6hajEZp2jT+2wcAAACKqUSVst98801px1Gkp59+Wm3bttXMmTM1cOBA7dixQ4sXL9bixZbfxxoMBo0dO1YzZ85UWFiYwsLCNHPmTHl6emrw4MGSJF9fXz322GMaP368/P39VbNmTU2YMEFNmzZV165dJVmqb3v06KERI0YoPj5ekjRy5Ej16tXrmhf5AgBI8vKyVsjJw8Pe0QCwF6NRiouzdxQAAABAhXFTSdn+/fvfcI7BYLC2F7hVd999tz755BNNnjxZ//jHP1S/fn3Nnz9fDz30kHXOxIkTlZWVpVGjRuncuXOKiorSl19+qerVL19hZt68eapWrZoGDhyorKwsdenSRUuWLJGzs7N1znvvvafRo0erW7dukqQ+ffpo0aJFpXIeAFCpUSEHAAAAAMBNuamkrK+vb1nFcU29evVSr169rrndYDAoLi5OcdepznB3d9fChQu1cOHCa86pWbOmli9ffiuhAkDVRIUcAAAAAAA35aaSsu+8805ZxQEAAAAAAAAAVUKJLvQFAAAA3BSTyVJVbzLZOxIAAADA7kjKAgAAoOyZTNL06SRlAQAAAN1k+wIAAADgpmRmWm6RkZbnZ8/aNx4AAADAAZCUBQAAQNkwmaTgYNuxmBgpIcHy2Gi03AAAAIAqhvYFAIDrow8kgJKKjy96PDLScrvWdgAAAKCSo1IWAHB9BX0g+/Shog3AzYmNtVTGZmVZ7iVpzhwpOtrymM8UAAAAVFEkZQEARaMPJIBbVdCeIDPz8lhUlNSypf1iAgAAABwA7QsAAIWZTJK3txQYeHksJkbavdtyo5UBgJvh5XW5j6yHh31jAQAAABwASVkAQGH0gQRQ2oxGado0WhYAAAAAon0BAKAo9IEEUNqMRstFAwEAAACQlAUAFIE+kAAAAAAAlBnaFwAAro0+kAAAAAAAlDqSsgCA66MPJAAAAAAApYqkLADg+gr6QJKUBVCWTCbLZ43JZO9IAAAAgDJHT1kAAADYV2amFBxseRwTw5dAAAAAqPSolAUAAID9ZGbaXlQwK8t+sQAAAADlhEpZAAAA2IfJdLlCtkBMzOULDBqNVM0CAACgUqJSFgAAAPYRH1/0eGSk5Xat7QAAAEAFR6UsAAAA7CM21lIZm5VluZekOXOk6GjLY6pkAQAAUEmRlAUAAIB9XNmeICHBUh0bHS21bGnXsAAAAICyRvsCAAAAAAAAAChHJGUBAABgf0ajNG0aLQsAAABQJdC+AAAAAPZnNEpxcfaOAgAAACgXVMoCQFVmMlmSICaTvSMBAAAAAKDKICkLAFWZySRNn05SFgAAAACAckRSFgCqqjNnLFc6l6SzZ6XMTPvGAwDXQ2U/AAAAKhF6ygJAVWMyWW4FCVlJiomx3CckWPo6cqEdAI4kM1MKDrY8jonhMwoAAAAVHpWyAFDVxMfbJmSvFBlp2Q4AjuTKSv6sLCr7AQAAUOFRKQsAVU1srNSnj6VlQUGF7Jw5UlSU5OFBBRoAx0FlPwAAACopKmUBoKoxGqWWLaWuXS1JDUmKjpbatbOMk+AA4Cio7AcAAEAlRaUsAAAAHBOV/QAAAKikSMoCQFVmNErTppHYAOCYrmxPkJBgqY6NjrZU9QMAAAAVGElZAKjKjEYpLs7eUQAAAAAAUKXQUxYAAACOj8p+AAAAVCJUygIAAMDxUdkPAACASoRKWQAAAAAAAAAoRyRlAQAAAAAAAKAckZQFAABA5WAyWVocmEz2jgQAAAC4LnrKAgAAoOLLzJSCgy2PY2K4IBgAAAAcGpWyAAAAqNgyMy23AllZ9osFAAAAKAaSsgBQmfFTXgCVnckkeXtLgYGXx2JipN27LTc+/wAAAOCASMoCQGVmMknTp5OUAFB5xccXPR4ZabldazsAAABgR/SUBYDKqOCnvJGRludnz9o3HgAoK7GxlsrYrCzLvSTNmSNFR1se01sWAAAADoikLABUNibT5YvdFIiJkRISLI+NRpIUACqPKz/TEhIsX0ZFR0stW9o1LAAAAOB6aF8AAJUNP+UFAAAAAMChUSkLAJUNP+UFUFUZjdK0aXzOAQAAwOFVqErZF198UQaDQWPHjrWOmc1mxcXFKTg4WB4eHoqOjta+fftsXpedna2nnnpKtWrVkpeXl/r06aMTJ07YzDl37pyGDBkiX19f+fr6asiQIUpLSyuHswKAUmY0Su3aSV27Xm5ZUPBT3pYtSVYAqLyMRikujs85AAAAOLwKk5TduXOnFi9erGbNmtmMz5o1S3PnztWiRYu0c+dOBQUFKSYmRr///rt1ztixY/XJJ59o5cqV2rx5s86fP69evXopLy/POmfw4MFKTEzUunXrtG7dOiUmJmrIkCHldn4AAAAAAAAAqoYK0b7g/Pnzeuihh/TGG2/ohRdesI6bzWbNnz9fzz33nPr37y9JWrp0qQIDA/X+++8rNjZW6enpeuutt7Rs2TJ17dpVkrR8+XKFhIToq6++Uvfu3bV//36tW7dO27ZtU1RUlCTpjTfeUJs2bXTgwAGFh4cXGVd2drays7OtzzMyMiz32RlSdpEvqXIysjNs7gFHUVXWpqGmt1yfe0Y5Nb1lruTnWhlUlXWJioe1CUfEuoSjYm3CUbE24Ygq47os7rkYzGazuYxjuWXDhg1TzZo1NW/ePEVHR6tFixaaP3++fv31V91xxx3avXu3IiIirPP79u0rPz8/LV26VBs2bFCXLl109uxZ1ahRwzqnefPm6tevn6ZPn663335b48aNK9SuwM/PT/PmzdMjjzxSZFxxcXGaPn164Q3PSHIvjTMHAABAaQn6XYrdJcW3kpKr2zsaAAAAVEoXJb0kpaeny8fH55rTHL5SduXKldq9e7d27txZaFtycrIkKTAw0GY8MDBQR48etc5xdXW1ScgWzCl4fXJysmrXrl1o/7Vr17bOKcrkyZM1btw46/OMjAyFhITo+Ljj133Tq5KM7AyFzAvR8aePy8eN9wSOg7UJR8S6hKOqLGvTaU+ivOd01ISXvlV+RAt7h4NbVFnWJSof1iYcFWsTjqgyrsuMjAyFvBRyw3kOnZQ9fvy4xowZoy+//FLu7tcuPTUYDDbPzWZzobGrXT2nqPk32o+bm5vc3NwKjfu4+VSahVRaeE/gqFibcESsSziqCrs2MzMttzYdJUne53OkingeKFKFXZeo9FibcFSsTTiiSrUuC6cKi+TQF/pKSEjQmTNnFBkZqWrVqqlatWr69ttv9eqrr6patWrWCtmrq1nPnDlj3RYUFKScnBydO3fuunNOnz5d6PgpKSmFqnABAABQgZhMkre3dOXf6WJipN27LTeTyX6xAQAAoMpy6KRsly5d9MMPPygxMdF6a9WqlR566CElJiaqQYMGCgoK0vr1662vycnJ0bfffqu2bdtKkiIjI+Xi4mIzx2Qy6ccff7TOadOmjdLT07Vjxw7rnO3btys9Pd06BwAAABVQfHzR45GRltu1tgMAAABlyKHbF1SvXl1NmjSxGfPy8pK/v791fOzYsZo5c6bCwsIUFhammTNnytPTU4MHD5Yk+fr66rHHHtP48ePl7++vmjVrasKECWratKm6du0qSWrUqJF69OihESNGKP6Pv5iPHDlSvXr1Unh4eDmeMQAAAEpVbKylMjYry3IvSXPmSNHRlsdGo91CAwAAQNXl0EnZ4pg4caKysrI0atQonTt3TlFRUfryyy9VvfrlS+rOmzdP1apV08CBA5WVlaUuXbpoyZIlcnZ2ts557733NHr0aHXr1k2S1KdPHy1atKjczwcAAAClyGi8nHhNSLBUx0ZHSy1b2jUsAAAAVG0VLim7ceNGm+cGg0FxcXGKi4u75mvc3d21cOFCLVy48JpzatasqeXLl5dSlABQTkwmy09vY2Op9gIAAAAAoIJw6J6yAIAbMJmk6dO5UA0AFIfRKE2bxpdYAAAAsLsKVykLAJCUmWm5RUZanp89a994AKAiMBql6/y6CgAAACgvJGUBoKIxmaTgYNuxmBhLr0TJtn8iAAAAAABwOLQvAICKJj6+6PHISMvtWtsBANdnMlkqaWkJAwAAgDJGpSwAVDSxsZbK2Kwsy70kzZljuZq4RJUsAJRUQZ/uPn34LAUAAECZIikLABXNle0JEhIs1bHR0VLLlnYNCwAqtDNnbPt0Z2ZKXl72jQkAAACVFu0LAAAAUHWZTNLu3VJg4OWxmBjJ29syTisDAAAAlAGSsgBQkRmN0rRp/MwWAEoqPv5yhezV6NMNAACAMkL7AgCoyIxGy0VpAAAlExtr6SF79qxtn+6oKMnDgy+9AAAAUCZIygIAAKDqok83AAAA7ID2BQAAAAAAAABQjkjKAgAAABJ9ugEAAFBuaF8AAAAASPTpBgAAQLmhUhYAAAAAAAAAyhFJWQBwVCaTpWLLZLJ3JAAAic9lAAAAlBqSsgDgqEwmafp0/vEPAI4gM1MKDrZ8Lv/6q72jAQAAQAVHUhYAHNGZM1JkpOXx2bOWZAAAwH6u/BzOyuJzGQAAALeEpCwAOBKTSdq9WwoMvDwWEyN5e1vGqZoFgPLF5zIAAADKAElZAHAk8fGXK2SvFhlp2Q4AKD98LgMAAKAMVLN3AACAK8TGSn36WFoWxMRYxubMkaKiJA8PyWi0b3wAUNXwuQwAAIAyQFIWAByJ0Xj5H/gJCZYqrOhoqWVLu4YFAFUWn8sAAAAoA7QvAAAAAEqLySTFxdFrFgAAANdFUhYAHJXRKE2bxk9jAcBRFOdz2WSSpk8nKQsAAIDron0BADgqo9FSbQUAcAzX+1zOzLTcCi4KdvZsuYUFAACAioekLAAAAHArTCYpONh2LCbG0oNWsu1LCwAAAIj2BQAAAMCtiY8vejwy0nK71nYAAABUWVTKAgAAALciNtZSGZuVZbmXpDlzpOhoy2OqZAEAAHAVKmUBwF64QjcAVA5Go9Sunf6/vXuPjqq89z/+GQKEkZAgUpgJRC7eyp2GIkaoCZ5wOWojdbVSraC1PZ0uiBZRqq16Ejweoa23KgVj22W7RJcsVy11aQ83D79gihSamKIWb22OhDIxrgKJxJiE5Pn9sZlJJpnJTC4zszPzfq01a8Lez8x+ZtaXmf1859nfR/n57SUL8vKk7Gzr1jEpy2c/AAAARFIWAOKHFboBIPnw2Q8AAACRlAWA+KitZYVuAEhEbrdUVBS8ZEHnz/6Ghtj2DQAAALZBTVkAiCWv17r5BuUSK3QDQCJxu63yBB2F+uyXrM9/PvsBAACSDjNlASCWSkoCB+U+rNANAIkr1Ge/xGc/AABAkmKmLADEkscjFRRYl62yQjcAJIdQn/3z5klOJ5/9AAAASYikLADEUsdLVMvLrRlSvhW6AQCJqSef/V6vNXPW4yFZCwAAkMAoXwAAAADYhdcrrV9v3QMAACBhkZQFgHjpboVuAEBi6u6zv7a2vfbsiRNSQ0Ns+wYAAICYoXwBAMRLsBW6AQCJLdhnv9dr3TouBuarPVteHlj+AAAAAAmBmbIAAABAPJWUBCZkO5ozx9oPAACAhMJMWQAAACCePB6poMAqWeCbIfvII9K8eZLTySxZAACABMRMWQCIFq/XukSVxVoAAN1xu6XsbCk/3ypXIEl5edL8+db2zklZvl8AAAAGPJKyABAtrKANAIgGvl8AAAAGPMoXAEB/a2iwbh1X0AYAIBJut1RUFLxkAd8vAAAACYOkLAD0J69XyswM3LZoUfvlqKygDQDojtttlSbojO8XAACAhEL5AgDoT6FWyJ4zhxW0AQC9x/cLAABAQmGmLAD0J4+nfeXsykqpsFDatEnKybG2MYsJANAbvu+Xxsb275lHHrEWBJP4fgEAABhgSMoCQH/qePmo02nd5+RYq2cDANBbHb9fysut2bF5eXy/AAAADFC2Ll+wYcMGzZ07VyNGjNCYMWO0bNkyvffeewFtjDEqLi5WZmamnE6n8vLy9M477wS0aWpq0m233abRo0dr+PDhKigo0LFjxwLanDx5UitWrFBGRoYyMjK0YsUKnTp1KtovEQAAAOhfXq9Vl9brjXdPAAAAEIKtk7KlpaVavXq1Dhw4oN27d+vMmTNavHixGhoa/G1++tOf6tFHH9WmTZt06NAhuVwuLVq0SJ9++qm/zZo1a/T73/9eL7zwgsrKynT69Gldc801am1t9be58cYbVVlZqR07dmjHjh2qrKzUihUrYvp6ASSY7lbQBgCgt8J9v3i90vr1JGUBAABszNblC3bs2BHw72eeeUZjxoxReXm5rrjiChlj9Pjjj+vee+/VddddJ0n67W9/q7Fjx+r555+Xx+NRXV2dfv3rX+vZZ59Vfn6+JGnr1q3KysrSnj17tGTJEh05ckQ7duzQgQMHNG/ePEnSL3/5S+Xk5Oi9997TJZdcEtsXDiAxhFpBGwCAvuju+6W21iptIEknTkgNDdLw4THrGgAAACJj66RsZ3V1dZKkUaNGSZKqqqpUU1OjxYsX+9ukpqYqNzdX+/fvl8fjUXl5uVpaWgLaZGZmavr06dq/f7+WLFmiN954QxkZGf6ErCRddtllysjI0P79+0MmZZuamtTU1OT/d319vXXfVC81BX1I0qlvqg+4B+yir7Hp8NZo6K+eUfN3vy3jdvVn15DE+MyEXRGb9ufw1shRU6O0nNz2jWcXBDv9RqmMy5Vw31fEJeyK2IRdEZuwo0SMy0hfy4BJyhpjtHbtWi1YsEDTp0+XJNXU1EiSxo4dG9B27Nix+uijj/xthg4dqnPPPbdLG9/ja2pqNGbMmC7HHDNmjL9NMBs2bND69eu7bM96NEsa1oMXlwSyHsuKdxeAoHobm186LlU8LeV8slFvZvZzp5D0+MyEXRGb9lW0VyouDb4vLSdXxbnS+oWx7VOsEJewK2ITdkVswo4SKi4/j6zZgEnKFhYW6vDhwyorK+uyz+FwBPzbGNNlW2ed2wRrH+55fvSjH2nt2rX+f9fX1ysrK0vVa6uVnp7e7fGTRX1TvbIey1L1HdVKT+U9gX30KTZrP1H6+RdKkvZdu11tl13KpaHoF3xmwq6ITftz3Fyj0zU1UmOjUg6/JeeadWp8/GdqnTlDcjp1p8ultWdnyibK1R7EJeyK2IRdEZuwo0SMy/r6emVtDJ9kHhBJ2dtuu00vv/yy9u3bp/Hjx/u3u1zWSWRNTY3cHRY6qK2t9c+edblcam5u1smTJwNmy9bW1uryyy/3t/n444+7HPeTTz7pMgu3o9TUVKWmpnbZnp6anjCB1F94T2BXPYpNr9e6+Wr1SUq7epn1R3m5VeOPRb3QD/jMhF0RmzY2MV2aeLH1d8YXJEnOr1wpZWd3bXviQ+m/Nyr1um9YjxvgiEvYFbEJuyI2YUcJFZddU4VBDYpuL/rGGKPCwkK99NJL+t///V9NmjQpYP+kSZPkcrm0e/du/7bm5maVlpb6E65z5szRkCFDAtp4vV69/fbb/jY5OTmqq6vTwYMH/W3+/Oc/q66uzt8GAFRSEpCQDTBnjrUfAAA7C7YQGAAAAGLO1jNlV69ereeff15/+MMfNGLECH9914yMDDmdTjkcDq1Zs0YPPfSQLrroIl100UV66KGHdM455+jGG2/0t/3Od76jO++8U+edd55GjRqlu+66SzNmzFB+fr4kacqUKVq6dKn+4z/+QyVnkyrf+973dM0114Rc5AtAEvJ4pIICaxB7dvEUPfKING+e5HQySxYAYA9ut1RUFPi9FORqD/93GVd7AAAAxJytk7JbtmyRJOXl5QVsf+aZZ3TLLbdIkn74wx+qsbFRq1at0smTJzVv3jzt2rVLI0aM8Ld/7LHHNHjwYF1//fVqbGzUv/3bv+k3v/mNUlJS/G2ee+453X777Vq8eLEkqaCgQJs2bYruCwQwsHQcsJaXWwPbvLzgl4YCABAvbrdUXBy4raRECrJArSTr+6yoqOtjAAAAEDW2TsoaY8K2cTgcKi4uVnE3J5HDhg3Tk08+qSeffDJkm1GjRmnr1q296SYAAABgb76rPRobpcpKqbBQ2rRJmj07+NUeXq+VyPV4mEELAAAQBbZOygKAbQW7NBQAALvqeLWH02nd5+SEvtrD67Vm1hYU8F0HAAAQBbZe6AsA4sbrtS7j9HqD7/ddGspAFQCQSBoarFtjo/Vv3z0AAAD6FTNlASAYZggBABJVqKs9vF4pMzNw24IFVh113+P4TgQAAOgXzJQFgM5qa9tXpz5xIr59AQCgv4W62qOkJHj7OXOsW6j9AAAA6DFmygKAj9dr3XwJWUlatIgZQgCA5ODxWN97jY3WvSQ98oiUl2f93fE7kIXAAAAA+oSZsgDgU1ISmJD1YYYQACAZuN3S/PlSfn77D5J5edZiYNnZXZOy69eHrr0OAACAbjFTFgB8PB6rhuyJE+FnCAEAkKw6LwTW0CANHx7fPgEAAAwwJGUBwKdjeYLycmt2rG+GEAAAySTYYmDByvwsWGDdl5dT5gcAAKAHKF8AAAAAIFCwxcBClfmRupb58Xqtx1PeAAAAIChmygJAMMFmCAEAkMxClfmZN09yOoPXnC0o4LsUAAAgCJKyAJKSw1ujor2S4+YaaWJ61wa+GUIAAMASaZmf2tr2GbUnTlBzFgAAIAjKFwBISo6aGhWXWvcAAKAfeL1SRYU0dmz7tkWLpLQ0azulDAAAAPxIygJILg0NXVeNBgAAPROszE9Pas5K1J0FAABJjfIFAJKH1ytlZkqS0s5uSrtyqXUJpsSq0QAARCpYmZ+e1JyVqDsLAACSGklZAMmj8wwdH9+snqIi6sgCANBbkdac9V210rHuLAAAQJIhKQsgeXg81sydxkb/DJ7Gn/y3nPlLrf3M0gEAILo6XLXit2gRV60AAICkQ01ZAMnD7Zbmz5fy83X6jVJJUusVC6wZPNnZDAIBAOgvwWrOSt1ftdK57iw1ZwEAQAIjKQsg8TCIAwAgvnw1ZzsnZT0eqazMum3aZG3btMmaKVtebu338dWc5fscAAAkIMoXAEg8ESwcYlwuFedKd7pcMe4cAABJrGN5AqfTus/J6Vp3trY2sOZsQ4M0fHjs+gkAABBlzJQFkFiCDeKCMG6X1i+07gEAgE14vVJFhTR2bPu2RYuktDRrO7NmAQBAgiApCyAxMIgDAGBgCVZ3tqSk/cfVzjrVnHV4a1S017oHAAAYaEjKAkgMPRjEAQAAGwhWd9bjsWrLdq45W1bWpeaso6ZGxaXWPQAAwEBDTVkAA4/XayVZPZ72gZzHY9WQbWyUKiulwkJrEDd7tlWzLkRtWQAAYCM9qDmblpNr/X3iJDVnAQDAgENSFsDAE2whr0gHcQAAYODyeq1bh6tj0q5eZv1RXh54PgAAAGBjlC8AMLA0NFizYaX2ewAAkHj6WHNWkpXALS6mtjwAALAdZsoCGBiCzIzRggXWrBgpcGZMsEEcAAAYWHw1ZzvqUK6o8S9vyLlmnRof/5mcX84JXq4o2NU1AAAANkBSFsDAUFJiDao68yVpi4raB27BBnEAAGDg6/AjbGtKq3U/71LpsvmB7RoarHuurgEAADZFUhaA/fRkIa+cHGs/s18AAIBknUdkZgZuC3V1TbBzDgAAgBigpiwA+/Fdatix/pvbbS3aNX9+eyLWt5BXdjYDKQAAkoxxuVSca90H6FxX1mfOnK51Z4OdcwAAAMQAM2UB2AeXGgIAgAgZt0vrF0pr3Z2Ssh6PtGiR9Xd3V9d0Xjy0oUEaPjwmfQcAACApC8AeenKpIQt5AQCAUDqeMzid1r3v6hrJOueoqOi6eKhknXdQ3gAAAMQA5QsA2ENPLjX0LeTF4AgAAPRUSUlgQrYjyhsAAIAYYaYsgNgKNeMk0ksNAQAAIhXs6ppQi4fOnm3NrKW8AQAAiAGSsgBiyzfjpKAgcIAU7lJDAACAnvJdXdN5W3+VN/C1p8QBAADoIcoXAIidYDNOAAAA7KQn5Q0kShwAAIBeISkLoH95vdaMlI4DE9+Mk7S09pkmCxZY/66o6DqIYSEvAAAQC6HKG5SXS2VlVlkDybovK7O2ezzWtoaGrj84BxPs3AgAACQ9krIA+lew2SI9nXHCQl4AACAWgp1zuN1WKYP589tr2+fkWP/Ozrb2e73Wj8udf3CuqOj6g3O4mbQkbQEASEokZQH0THcDh1CzRSKdcQIAADAQdP5B2WfOnMAfnCMp3RRJ+YNwiVsSuwAADDgs9AWgZ4It1OX1WrfOC2KUl1t/+2acSCziBQAABo5QJZU8HmnRIuvvykqpsND6wdk3s3bQoMgWCwuWtB0+vGs/Qi2U2pP9LEYGAICtMFMWQGS6q5sWqjxB59kiAAAAA0mokkput1XOoHOJg+xs67Z9e/elmx5+OLJ6+5HUre2v2bgAACCmmCkLoF2oWRRer5SZGdi240zYZcusmRmNjcFni3Su08YiXgAAIJF5PMHPjWbPtq4aeu657pO2RUXWc3R3/jVokNTW1r+zcZlNCwBAzJCUBdAu1KVv3dVNk6yBQ3Gx9Xe48gS+GScAAACJINgPzr6EqBT83Mjtlr71rdBJW7c7/PlXbq5UWhq6zdq11jHCJW19KIEAAEBMkZQFYOluFkW4ummcmAMAgGTVmx+cwyVtpcjq1ra19W02bnFxe7mD7kokSOGTtgAAoEdIygLJJNgMh1CLdEmBsyjCDRx8KE8AAADQrrfnRj05/+rtbNxwJap6WgIBAABEjIW+kPi8XmsWQHcLG4RrE8lzDATBFnkItUiX1LtFukItiAEAAJCMwp0bResHbbfbStB2Xoxs/nxre7gSCT1ZkEzinBsAgB4iKQv76+vJWySrzYZrE8l+O5xAdtePUCv3ejzWbIiyMmv2hGTdl5VZ2z2ewOdhJiwAAED/ieQH7XDnX709P/N4rHO+zueB5eXts2Uj/fE+mc65AQDoByRl0TdhTowc3hoV7bXue/N4f5venrwFu9Sq8/5QycpQz9GbPvra9DW53Jv3yusNPsOhosK6SeFnUXTETFgg6e3Zs0dTp07Vnj174t0VAEgOkcy27c1sXLfbOufrfB6YnW3d7rorsh/vo3HO3fk5JHudc8diDBTn18ExEu8YfY5Nm7wOjpFgx0hmBgF+8YtfmIkTJ5rU1FSTnZ1t9u3bF/Fj6+rqjCRTV1cXxR7aTHm5MZJ1H8Snb5QaI1n3PX386dPWrazMalNWFrxNsP3Hj7c/d+dbebm1//jx0PvLy415883gz+Hbf/x48D6cPt2r96pP+7t7r4qKgr9O362oKPI+JJC6z+uMimXqPk+i/6+wvYEQl21tbWbu3LlGkpk7d65pa2uLd5cQAwMhNpF8iMt+1ptz0Wiec3d8DmPscc4dYZs+jYFs9Do4RuIdo8+xaZPXwTES6xiJ+H0eaX6Qhb462LZtm9asWaPNmzdr/vz5Kikp0b//+7/rb3/7m84///x4d89eIlmltTe/hvsWDPB6u190wLfabOfFqXz7n3tOevTR4H33rTYbiu85c3Ol0tLQ+9eutRZPCLdAVrzfq2XLrFVyOy/y4JsN0XHGBKUJAISxa9cuHTp0SJJ06NAh7dq1S0uWLIlzrwAAfdab88CSEmvmajB9Pef2tYnmOXfnBcsi2Z+sx+hNHzgGx+AYHCOSK4+TmMMYY+LdCbuYN2+esrOztWXLFv+2KVOmaNmyZdqwYUOX9k1NTWpqavL/u76+XllZWaqurVZ6enpM+hwPDm+NRky6pMv202+cPZk6mzBNy8nt0X5fG+NyaeivnlHqf28M2YczX5mvwa//KeT+ptsL1XLDN6TGRqUcfkvONevU+PjP1DpzhuR0yrhc1mupqpK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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 407636.6 +- 1212.7 (error 0.3%).\n", "Left 183522.6 +- 869.7 (error 0.5%).\n", "Right 224114.0 +- 845.1 (error 0.4%).\n", "Head 367045.2 +- 1230.0 (error 0.3%).\n", "Tail 40591.4 +- 1727.3 (error 4.3%).\n", "Tail Prop. 0.0996 +- 0.0042 (error 4.27%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 7.530084355059577e-51, error calculation failed.\n", "Matrix singular (determinant = 3.470075246081323e-52, error calculation failed.\n", "Matrix singular (determinant = 8.71878732839394e-51, error calculation failed.\n", "Matrix singular (determinant = 4.7493660161579125e-53, error calculation failed.\n", "Matrix singular (determinant = 4.021736190066813e-51, error calculation failed.\n", "Matrix singular (determinant = -1.1269665077148897e-33, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 933878.6 +- 5523.6 (error 0.6%).\n", "Left 432065.4 +- 3915.7 (error 0.9%).\n", "Right 501813.2 +- 3895.8 (error 0.8%).\n", "Head 864130.8 +- 5537.6 (error 0.6%).\n", "Tail 69747.8 +- 7821.4 (error 11.2%).\n", "Tail Prop. 0.0747 +- 0.0084 (error 11.23%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", " \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 3.076310341180067e-51, error calculation failed.\n", "Matrix singular (determinant = 8.95232934481869e-52, error calculation failed.\n", "Matrix singular (determinant = 8.611230175790935e-51, error calculation failed.\n", "Matrix singular (determinant = 4.028660448799895e-51, error calculation failed.\n", "Matrix singular (determinant = 7.412321308410276e-52, error calculation failed.\n", "Matrix singular (determinant = -1.2668371149252726e-60, error calculation failed.\n", "Matrix singular (determinant = -1.3402348436773013e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.492973061023693e-50, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 730724.1 +- 2488.1 (error 0.3%).\n", "Left 333864.3 +- 1795.8 (error 0.5%).\n", "Right 396859.8 +- 1722.2 (error 0.4%).\n", "Head 667728.6 +- 2539.6 (error 0.4%).\n", "Tail 62995.5 +- 3555.3 (error 5.6%).\n", "Tail Prop. 0.0862 +- 0.0049 (error 5.65%).\n", " \n", "Results for image 0\n", "Total 524288.4 +- 679.8.\n", "Left 230496.7 +- 482.6.\n", "Right 293852.4 +- 478.0.\n", "Head 460993.3 +- 682.5.\n", "Tail 60022.8 +- 963.5.\n", "Prop 0.111 +- 0.002.\n", "Prop var 0.029.\n" ] }, { "data": { "image/png": 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ptdmz2obt1asXli9fjjt37qBDhw4oUqQI6tSpgz179mgtvvSwHUqUNcwxS0Q54urqipMnT0IIodFAjYqKQlJSEgoVKpTpPlavXo1GjRph8eLFGtu11YGVnkKFCkGhUODIkSPqjrW3pbUtN1avXo2SJUti/fr1GnX19kIR2VGwYEEoFIo0GzXZaehkdRECV1dXnDp1KlfHyqsKFSqEqlWrYvr06Wk+7unpme19lihRAr/99hsA4MaNG/jzzz8xadIkJCYmYsmSJbmKF4D6s7Vw4cJ0V4pO7jQvVKgQfvjhB/zwww+4e/cu/vrrL4wZMwZRUVHYuXNnrmMhIiLKL4y57ZueQoUKwdbWNlXu1rcfB4DNmzcjLi4OwcHBGiNf317YFEjpKE2vjert7Z1hPFk9Tna4urrmus2clv379+PBgwc4ePCgepQsgHTXFMiNtNrs2WnD9u3bF3379kVcXBwOHz6MiRMnonXr1rhx44Z6kTZA/jZ5+3dQbgersB1KlDUcMUtEOdK0aVPExsZi8+bNGttXrVqlfjzZu2eukykUilSdoBcvXsTx48e1H/BbWrduDSEEwsPDUatWrVQXHx+fDJ+fnRGZgHydVlZWGo2qyMhIbNmyJUfx29vb4/3330dwcLDGKNQXL15g69atOdpnRnx9ffHixYtUK+quW7cux/vMbh3mVnrvwdatW+Off/5B6dKl03wv5KRj9m3lypXDuHHj4OPjg7Nnz2YYH5C1+qhfvz4KFCiAK1eupBlzrVq1YGVllep5xYsXx5AhQ9C8efMMYyEiIqLUjLntm57WrVvj1q1bcHV1TbM9kdyRmtyGfTt2IQSWLVumsb8PPvgANjY2WLNmjcb2Y8eOZSmlVVaPkx2NGzfG5cuXceHCBY3tf/zxR5aen14bLa1YAWDp0qU5DTVbctKGtbe3x0cffYSxY8ciMTERly9fBgD13/nixYsa5bPyuyKrbVi2Q4nSxxGzRJQjvXv3xqJFi9CnTx+EhYXBx8cHR48exYwZM+Dv749mzZqpy/r4+ODgwYPYunUrPDw84OjoiPLly6N169aYOnUqJk6cCF9fX1y/fh1TpkxByZIlkZSUlGkMyY2IsLCwbMVev359DBo0CH379sXp06fRsGFD2NvbIyIiAkePHoWPjw8+++yzdJ/v6OiIEiVKYMuWLWjatClcXFxQqFChdEcBtG7dGsHBwRg8eLB6ddqpU6fCw8MDN2/ezFbsyaZOnYqWLVuiefPmGDlyJJRKJWbNmgV7e3v1NHZt6dOnD+bPn4+ePXti2rRpKFOmDHbs2IFdu3YBAMzMsn+OL7t1mFvpvQenTJmCPXv2oF69ehg2bBjKly+P+Ph4hIWFYfv27ViyZAmKFSuW5eNcvHgRQ4YMQadOnVC2bFlYWVlh//79uHjxIsaMGZPu87JTHw4ODli4cCH69OmDp0+fomPHjihSpAgePXqECxcu4NGjR1i8eDGio6PRuHFjdO/eHRUqVICjoyNCQ0Oxc+dOBAQE5KQaiYiI8i1jbvumZ/jw4di4cSMaNmyIL7/8ElWrVoVKpcLdu3exe/dujBw5EnXq1EHz5s1hZWWFbt26YfTo0YiPj8fixYvx7Nkzjf0VLFgQo0aNwrRp0zBgwAB06tQJ9+7dw6RJk7KUOiCrx8nua1y+fDlatWqFadOmwc3NDWvWrMG1a9ey9PzkARsLFixAnz59YGlpifLly6NevXooWLAgPv30U0ycOBGWlpZYs2ZNqg5gXclqG3bgwIGwtbVF/fr14eHhgcjISMycORPOzs6oXbs2AMDf3x8uLi7o378/pkyZAgsLCwQFBeHevXuZxpFeG7ZgwYJshxJlleHWHSMiY/LuyrRCCPHkyRPx6aefCg8PD2FhYSFKlCghvvnmGxEfH69R7vz586J+/frCzs5OY0XWhIQEMWrUKFG0aFFhY2MjatasKTZv3iz69OkjSpQoobEPpLHaZ6FChcQHH3yQpdjf3Z8QQixfvlzUqVNH2NvbC1tbW1G6dGnRu3dvcfr0aXWZ5FVKHz16pPHcvXv3iho1aghra2sBINOVd7/77jvh7e0trK2tRcWKFcWyZcvSXAEVgPj8889TPb9EiRKpjvHXX3+JqlWrCisrK1G8eHHx3Xffpbuq6rt8fX1F5cqV033s3VVi7969KwICAoSDg4NwdHQUHTp0ENu3bxcAxJYtW9Tl0nqfCJH2aq/ZqcPbt28LAGLFihWp9vnu3yatFWTTew8KIVeTHTZsmChZsqSwtLQULi4u4r333hNjx44VsbGxGsf//vvvU8X29nvz4cOHIjAwUFSoUEHY29sLBwcHUbVqVTF//nyRlJSkfk5adZxefaT1eoQQ4tChQ6JVq1bCxcVFWFpaiqJFi4pWrVqJ//3vf0IIIeLj48Wnn34qqlatKpycnIStra0oX768mDhxooiLi0u3romIiMi4277ptfPSOk5sbKwYN26cKF++vLCyshLOzs7Cx8dHfPnllyIyMlJdbuvWraJatWrCxsZGFC1aVHz11Vdix44dAoA4cOCAupxKpRIzZ84UXl5ewsrKSlStWlVs3bo1zbZPWrJ6nOy8xitXrojmzZsLGxsb4eLiIvr37y+2bNmSap/p+eabb4Snp6cwMzPTeM6xY8dE3bp1hZ2dnShcuLAYMGCAOHv2bLpt1rdltT5KlCghWrVqleZjWWnDrly5UjRu3Fi4ubkJKysr4enpKTp37iwuXryosa9Tp06JevXqCXt7e1G0aFExceJE8euvv6Zqg2a1Dct2KFHWKYQQQj9dwERE2nPlyhVUrlwZISEhaNWqlaHDyZdmzJiBcePG4e7du9kaVUpERERE2cO2LxGRaWIqAyIySgcOHEDdunXZMNWTn376CQBQoUIFvH79Gvv378ePP/6Inj17slOWiIiISMfY9iUiMk0cMUtERJlavnw55s+fj7CwMCQkJKB48eLo3r07xo0bl+ZCU0RERERERESUMXbMEhEREREREREREelZ9pfSJiIiIiIiIiIiIqJcYccsERERERERERERkZ6xY5aIiIiIiIiIiIhIzywMHUB+o1Kp8ODBAzg6OkKhUBg6HCIiIqI8TQiBFy9ewNPTE2ZmHFNgCGy/EhEREWVddtqv7JjVswcPHsDLy8vQYRAREREZlXv37qFYsWKGDiNfYvuViIiIKPuy0n5lx6yeOTo6ApB/HCcnJwNHk3MxCTHwmueFeyPuwcnaeF+HobEec491qB2sR+1gPeYe61A7TKkeY2Ji4OXlpW5Dkf6x/UpvYz1qB+tRO1iPucc61A7Wo3aYSj1mp/3Kjlk9S57+5eTkZNQNWyQAsHnzOoz4w2JwrMfcYx1qB+tRO1iPucc61A4TrEdOoTcctl9JA+tRO1iP2sF6zD3WoXawHrXDxOoxK+1XJuoiIiIiIiIiIiIi0jN2zBIRERERERERERHpGTtmiYiIiIiIiIiIiPSMOWaJyOQplUq8fv3a0GHkaYmJiShhXwKJCYmIF/GGDidPs7S0hLm5uaHDICIiIiIiIiPHjlkiMllCCERGRuL58+eGDiXPUwkVltRfgof3H+KR4pGhw8nzChQoAHd3dy5GRERERERERDnGjlkiMlnJnbJFihSBnZ0dO9EyoFQp8erxK3gX8oa5GUeDpkcIgZcvXyIqKgoA4OHhYeCIiIiIiIiIyFixY5aITJJSqVR3yrq6uho6nDxPqVICFoCNjQ07ZjNha2sLAIiKikKRIkWY1oCIiIiIiIhyhIt/EZFJSs4pa2dnZ+BIyBQlv6+Yu5iIiIiIiIhyih2zRGTSmL6AdIHvKyIiIiIiIsotdswSEWUmLg5QKOQlLs7Q0RARERERERGRCWDHLBERoXSp0vhj2R/pPh4YGIh27drpL6AcCgsLg0KhwPnz5w0dChEREREREVGG2DFLRJQZpTLl9uHDmve1TKFQZHgJDAzM9PmbN2/WelwLFixAUFBQtp6jq1gy4uXlhYiICFSpUgUAcPDgQSgUCjx//lyvcRARERERERFlxsLQARAR5WnBwcCwYSn3/f2BYsWABQuAgACtHy4iIkJ9e/369ZgwYQKuX7+u3mZra6v1Y2aFs7OzQY6bXebm5nB3dzd0GERERERERESZ4ohZIqL0BAcDHTsC4eGa28PD5fbgYK0f0t3dXX1xdnaGQqHQ2PbHH3+gdOnSsLKyQvny5fH777+rn+vt7Q0AaN++PRQKhfr+rVu38PHHH8PNzQ0ODg6oXbs29u7dm6243k1l0KhRIwwbNgyjR4+Gi4sL3N3dMWnSpExjAYCtW7fivffeg42NDUqVKoXJkycjKSlJ/bhCocCvv/6K9u3bw87ODmXLlsVff/2lfvzZs2fo0aMHChcuDFtbW5QtWxYrVqwAoJnKICwsDI0bNwYAFCxYUD3ieNWqVXB1dUVCQoLGa+zQoQN69+6drXohIiIiIiIiyil2zBJR/hMXl/7lyRN5HRMjR8oKkfr5yduGDZPlkhcES2+fWrJp0yZ88cUXGDlyJP755x988skn6Nu3Lw4cOAAACA0NBQCsWLECERER6vuxsbHw9/fH3r17ce7cOfj5+aFNmza4e/duruJZuXIl7O3tcfLkScyePRtTpkzBnj17Moxl165d6NmzJ4YNG4YrV65g6dKlCAoKwvTp0zX2PXnyZHTu3BkXL16Ev78/evTogadPnwIAxo8fjytXrmDHjh24evUqFi9ejEKFCqWKz8vLCxs3bgQAXL9+HREREViwYAE6deoEpVKp0dn7+PFjhISEoG/fvrmqE8olpRLmh46g6yXA/NARnaYNISIiIiLSCrZhKRfYMUtE+Y+DQ/qXQoXktbNz6pGybxNCPu7sLMsDgLd32vvUkjlz5iAwMBCDBw9GuXLlMGLECAQEBGDOnDkAgMKFCwMAChQoAHd3d/X9atWq4ZNPPoGPjw/Kli2LadOmoVSpUhodkzlRtWpVTJw4EWXLlkXv3r1Rq1Yt7Nu3L8NYpk+fjjFjxqBPnz4oVaoUmjdvjqlTp2Lp0qUa+w4MDES3bt1QpkwZzJgxA3FxcTh16hQA4O7du6hRowZq1aoFb29vNGvWDG3atEkVn7m5OVxcXAAARYoUUY9CtrW1Rffu3dWjbAFgzZo1KFasGBo1apSrOqFcCA4GvL1h79caazcC9n6t5WdKByPTiYiIiIi0gm1YyiV2zBIRGYmrV6+ifv36Gtvq16+Pq1evZvi8uLg4jB49GpUqVUKBAgXg4OCAa9eu5XrEbNWqVTXue3h4ICoqKsPnnDlzBlOmTIGDg4P6MnDgQERERODly5dp7tve3h6Ojo7qfX/22WdYt24dqlevjtGjR+PYsWPZjn3gwIHYvXs3wt90vq9YsQKBgYFQKBTZ3hdpQXLakPv3NbfrMG0IEREREVGusA1LWsDFv4go/4mNTf+x+HjAxgY4fFgu9JWZ7duBhg3l7bAwrYSXkXc7DoUQmXYmfvXVV9i1axfmzJmDMmXKwNbWFh07dkRiYmKuYrG0tEwVm0qlyvA5KpUKkydPRkAaC6fZ2Nhkad8fffQR7ty5g23btmHv3r1o2rQpPv/8c/XI4ayoUaMGqlWrhlWrVsHPzw+XLl3C1q1bs/x8gvbSdCiVGacNUSiAL74AmjUDzM21c0x7e+3sh4iIiIiMhxbTzOm9Dcv2q8lixywR5T8Z/VNLfqxFC6BYMXm2M61/tgqFfLxFi5R/tDr+Z1mxYkUcPXpUY4GqY8eOoWLFiur7lpaWUL6T0+jIkSMIDAxE+/btAcics2F66EROK5aaNWvi+vXrKFOmTK72XbhwYQQGBiIwMBANGjTAV199lWbHrJWVFQCkigMABgwYgPnz5yM8PBzNmjWDl5dXrmLKd7SYpiNDQshRCM7O2t0nEREREeUv+mq/Atpvw7L9arKYyoCIKC3m5sCCBfL2uyNSk+//8IP2RvBlwVdffYWgoCAsWbIEN2/exLx58xAcHIxRo0apy3h7e2Pfvn2IjIzEs2fPAABlypRBcHAwzp8/jwsXLqB79+6ZjmzVhrRimTBhAlatWoVJkybh8uXLuHr1KtavX49x48Zleb8TJkzAli1b8O+//+Ly5csICQnR6Jx+W4kSJaBQKBASEoJHjx4h9q3R0j169EB4eDiWLVuGfv365e7FEhEREREREWUTO2aJiNITEABs2AB4empuL1ZMbk9jOr4utWvXDgsWLMD333+PypUrY+nSpVixYoXGglVz587Fnj174OXlhRo1agAA5s+fj4IFC6JevXpo06YN/Pz8ULNmTZ3Hm1Ysfn5+CAkJwZ49e1C7dm188MEHmDdvHkqUKJHl/VpZWeGbb75B1apV0bBhQ5ibm2PdunVpli1atCgmT56MMWPGwM3NDUOGDFE/5uTkhA4dOsDBwQHt2rXL1WvNl2JjtXPZvj1rx9u+XXvHJCIiIqL8R1ttSUO0YclkKYTgeGh9iomJgbOzM6Kjo+Hk5GTocHIsJiEGzt85I3pMNJysjfd1GBrrMffSq8P4+Hjcvn0bJUuW1MhdmrODxKRMQdm+XTN9gYlQqpQ4F3kONdxrwNzMtF5bRpo3b46KFSvixx9/zNbz0nt/8TOdA0qlXLk2vbQhAODlBdy+bXKfO10ypfeiqbSdjJmp/A1M6XNhSKxH7WA9agfrMfdYhzmUWRs2OfUd27DZYirvx+y0nThilogoM2//I23YkP9YTcDTp0+xbt067N+/H59//rmhw8nf3k4bkhaFQu9pQ4iIiIiIMpTchk2vUxZgG5ayhB2zRESZsbeX/3CF4GqYJqJmzZr45JNPMGvWLJQvX97Q4VBy2pBixTS3e3mlpA1RKoH4eMPER0RERET0roAAYOPGjFPfvXxpmNjIaLBjloiI8p2wsDBER0drLJxGBhYQAISFIW5XCLp1AOJ2hcipXwEBwOvXQI8eQMeOQGKioSMlIiIiIpICAoC7d9Nuw/79N1CyJLBvn6GjpDyMHbNERERkWAkJcjSsuTmUvg2wzgdQ+jZImfp15Qrw11/Atm1A9+5AUpJh4yUiIiIiio6W1+m1YX/+GYiKAtq2lZ20RGlgxywREREZ1rp1gLs7MG1a2o9XqwZs2gRYWcnpYv36ASqVfmMkIiIiIkqmUgE1agAffAD8+2/aZZYvlwtHv3wJ+PsDp0/rN0YyCuyYJSIiIsNauVKOOEheKCEtfn7An3/KEQi//w4MHpz2YgtERERERLp29KhMWXDlSuocs8msreXggoYNgZgY2Z69dEm/cVKex45ZIiIiMpw7d4ADB+Ttnj0zLvvxx8Dq1bIDd+lSYMQIds4SERERkf6tWiWvO3UC7OzSL2dnB4SEAHXqAE+fAs2bA9ev6ydGMgrsmCUiIiLDWb1aXjduDJQokXn5rl2B336TtxcvBm7c0F1sRERERETvevlSzuQCgD59Mi/v6Ajs2AFUrw48fAh8951OwyPjYmHoAIiI8rq4OMDBQd6OjQXs7Q0bD5HJEEKmMQCy1qhN1revXDCsbFmgfHndxEZERERElJbNm4EXL4CSJYEPP8zacwoWBHbvBmbOlBeiNzhilojIxAghMGjQILi4uEChUOD8+fNZet6Dew9gYW6R5fKGFBgYiHbt2hk6DMqtkyeBmzflFK+AgOw999NPgaZNU+6/eKHd2IiIiIiI0pKcxqBXL8AsG91qhQsD8+bJ3LOAHKTANmy+x45ZIqJMKJUptw8f1ryvC7ntdNy5cyeCgoIQEhKCiIgIVKlSBQqFAps3b87weW6ebrgffh9VqlTJ8rEmTZqE6tWr5zjWnFqwYAGCgoLU9xs1aoThw4frPQ7KpeTRsh06yCleOXXlClChAvDrr9qJi4iIiIgoLQ8eAHv2yNu9e+d8P0IAX34J1K8vc89SvsVUBkREGQgOBoYNS7nv7w8UKwYsWJD9AX76cuvWLXh4eKBevXrZep65uTnc3d1hbmauo8i0x9nZ2dAhkDaMGAG4ugIffZS7/fzvf7KRPGgQYGsL9OihnfiIiIiIiN7m6gqsXw+EhgKlS+d8Pw8fyv1ERgItWwJ79wJOTtqLk4wGR8wSEaUjOBjo2BEID9fcHh4utwcHGyauK1euwN/fHw4ODnBzc0OvXr3w+PFjAHK07dChQ3H37l0oFAp4e3vD29sbANC+fXv1trS8m8rg4MGDUCgU2LdvH2rVqgU7OzvUq1cP19+sIhoUFITJkyfjwoULUCgUUCgU6lGs0dHRGDRoEIoUKQInJyc0adIEFy5cUB8reaTt77//Dm9vbzg7O6Nr16548dZUng0bNsDHxwe2trZwdXVFs2bNEBcXp36dyaOKAwMDcejQISxYsEAdx+3bt1GmTBnMmTNH4zX+888/MDMzw61bt3LzJyBtKVsWmDZNjhTIjQkTgMGD5ciDPn2ATZu0Ex8RERER0dusreWPwVmzcrcfd3fZGevqKjt5W7WSi5tQvsOOWSLKd+Li0r88eSKvY2LkSFkhUj8/eduwYbJc8v/P9PapTREREfD19UX16tVx+vRp7Ny5Ew8fPkTnzp0ByCn+U6ZMQbFixRAREYHQ0FCEhoYCAFasWKHelh1jx47F3Llzcfr0aVhYWKBfv34AgC5dumDkyJGoXLkyIiIiEBERgS5dukAIgVatWiEyMhLbt2/HmTNnULNmTTRt2hRP35qmc+vWLWzevBkhISEICQnBoUOH8N2bFUojIiLQrVs39OvXD1evXsXBgwcREBAAkcYfZMGCBahbty4GDhyojqN48eLo168fVqxYoVF2+fLlaNCgAUrn5uw25T0KBbBwIRAYKHONdOkiV74lIiIiIsqrKleWaRGcnYGjR4F27YD4eENHRXrGVAZElO84OOR+H0LIkbPJM+qFALy9gTcDV1OV1ZbFixejZs2amDFjhnrb8uXL4eXlhRs3bqBcuXJwdHRUpyV4W4ECBVJty4rp06fD19cXADBmzBi0atUK8fHxsLW1hYODAywsLDT2u3//fly6dAlRUVGwfpPYfs6cOdi8eTM2bNiAQYMGAQBUKhWCgoLg+Ca3aK9evbBv3z5Mnz4dERERSEpKQkBAAEqUKAEA8PHxSTM+Z2dnWFlZwc7OTiOOvn37YsKECTh16hTef/99vH79GqtXr8b333+f7TogLYuKAj7/XC6Y0KaN7FjNLTMzmWP25Uvgzz9lrpEdO4BGjXK/byIiIiKi2bOBhASgXz+gaFHt7LNGDdlmbd5cjqDt3BnYuBGwtNTO/inP44hZIiIjcubMGRw4cAAODg7qS4UKFQBAZ9Pzq1atqr7t4eEBAIiKisowxtjYWLi6umrEefv2bY0Yvb291Z2yyftO3m+1atXQtGlT+Pj4oFOnTli2bBmePXuWrbg9PDzQqlUrLF++HAAQEhKC+Ph4dOrUKVv7IR344w9gwwZg+nTtdMomMzcHVq+Wnb3x8cDkydo9M0JERERE+VNiIvD99zKF1sWL2t133bpASAhgYwNs2wYcOaLd/VOexhGzRJTvxMam/1h8vPx/ePiwXOgrM9u3Aw0bytthYVoJL0MqlQpt2rTBrDRyGiV3mmqb5VtnaxVvOtFUKlW65VUqFTw8PHDw4MFUjxUoUCDN/SbvO3m/5ubm2LNnD44dO4bdu3dj4cKFGDt2LE6ePImSJUtmOfYBAwagV69emD9/PlasWIEuXbrAzs4uy88nHVm5Ul736aP9fVtayhGzEyYAY8dqt+OXiIiIiPKnHTvk9Eh3dzm6VdsaNZLrJDx/DjRpov39U57Fjlkiynfs7TN/rEULoFgxma4grQF3CoV8vEULOUgvs/1qS82aNbFx40Z4e3vDwiLrX+GWlpZQKpVaj8fKyirVfmvWrInIyEhYWFiku9BYVigUCtSvXx/169fHhAkTUKJECWzatAkjRozIUhwA4O/vD3t7eyxevBg7duzA4cOHcxwPacnFi8D587IDtUsX3RzDxkZONXvb8+fAWycGiIiIiIiybNUqed2jB5CN32HZ0rKl5v3oaMDJiQMNTBxTGRARpcHcHFiwQN5+9/9g8v0ffkjplNW26OhonD9/XuNy9+5dfP7553j69Cm6deuGU6dO4b///sPu3bvRr1+/DDtevb29sW/fPkRGRmY7JUBGvL29cfv2bZw/fx6PHz9GQkICmjVrhrp166Jdu3bYtWsXwsLCcOzYMYwbNw6nT5/O0n5PnjyJGTNm4PTp07h79y6Cg4Px6NEjVKxYMd04Tp48ibCwMDx+/Fhj5G1gYCC++eYblClTBnXr1tXaa6ccSm7UtmkjV6HVhzlzgIoVgZs39XM8IiIiIjIdT54AW7fK27qY8ZWW+/eBOnWAr75iai4Tx45ZIqJ0BATINJienprbixWT2wMCdHfsgwcPokaNGhqXCRMmwNPTE3///TeUSiX8/PxQpUoVfPHFF3B2doaZWfpf6XPnzsWePXvg5eWFGjVqaC3ODh06oGXLlmjcuDEKFy6MtWvXQqFQYPv27WjYsCH69euHcuXKoWvXrggLC4Obm1uW9uvk5ITDhw/D398f5cqVw7hx4zB37lx89NFHaZYfNWoUzM3NUalSJRQuXBh3795VP9a/f38kJiaiX79+WnnNlAtJSTIHLKC/Rm18PPD770BkJNC0KXDnjn6OS0RERESmYd064PVruVBXOgsSa92RI8D168DcucCkSfo5JhkEUxkQEWUgIABo1gxwdpb3t2/XTF+gC0FBQQgKCkr38bJlyyI4ODjdx4cPH47hw4drbGvTpg3atGmT4XE9vTyRpEyCuZl8cY0aNYJ45+xs9erVNbZZW1tjw4YNqfbl6OiIH3/8ET/++GOax5o0aRImvdPAeDvuihUrYufOnenG+m79lCtXDsePH0+zbEREBCwsLNC7d+9090d6smcP8PAhUKhQ6qlaumJjI4/r6wtcuyZzdh0+rL2VdImIiIjItCXP+NLn74lu3WRO22HDgClTADs74Ouv9Xd80huOmCUiysTbnbANG+q2U5a0JyEhAf/++y/Gjx+Pzp07Z3m0LulY9epA9+6AlZX+jlmkCLB3L1CqFPDff/JsS1SU/o5PRERERMYpMRGoVEmuVdC9u36PPXQoMHOmvD1mDLBwoX6PT3rBjlkiokzY28u0PkLoZ4Ev0o61a9eifPnyiI6Oxux3F4Iiw/joI+DcOeD77/V/7KJFgX37ZC6Sa9fk0PenT/UfBxEREREZDysrYMUKOeurSJE0iyiVwJFD5sClrjhyyBxaXXN5zBhg3Dh5e9gwYPlyLe6c8gJ2zBIRkUkKDAyEUqnEmTNnUJTT1vMWfY6WfZu3t+ycdXMDLlwA/vrLMHEQERERkXFJp/0aHCybmK397IGNa9Hazx7e3nK71kyZAowYIW/PmgUkJGhx52Ro7JglIiIi3du6FXjxwtBRAOXKybQGixYBgYGGjoaIiIiI8qqrV4GzZ+XUyTQEBwMdOwL372tuDw+X27XWOatQAHPmANOmAQcOANbWWtox5QVc/IuIiIh069YtoG1bwNFRtlydnAwbT5Uq8pIsNhawtGQjl4iIiMiExcVlr7zV1JmwXPs7Er+dhNffTtR4TKmUmQXS6rMVQvalfvGFXNpAG2uU2NsrgLFjNTc+eQK4uuZ+52RQ7JglIiIi3UpeybZePcN3yr7r+XOZ+7ZIEWDDBtlBS0REREQmx8EhG2XxApHYCEsADWf44eSM7B1LCDkewdk5e8/LaH8a1qwBPvtMzkrz9dXOQcggmMqAiIiIdEelSumY7d3bsLGk5coVuSDZX38BvXpBu6s1EBEREZExCkAw7PESN1AWJ1HH0OFoEgL480+ZJqx1a+DECUNHRLnAjlkiIiLSnaNHgbAwmcagXTtDR5NavXoyAZilJbB+PTBwoOxMJiIiIiKTEhub9cvyhisBAN4T+iA2VpHq8e3bs3bM7duzd9z0LhoUCtlubdpUPvjRR8D581qtK9IfpjIgIspEnFIJhyNHAACxDRrAXhtJgojyi5WyUYvOnQE7O8PGkh5/f2DtWhnjihUyzoULZaOXiIiIiEyCvX0WC965Axw+AACw6t8LVmk8r0ULoFgxudBXOmuDwc1NltPJz0cbG2DLFsDPD/j7b6B5c+DQIaBSJR0cjHSJI2aJiIyUQqHA5s2bs1z+4MGDUCgUeP78ea6PHRgYiHZ5cfTjO8LCwqBQKHCeZ5AN4+VL4H//k7fzYhqDt3XoIDuRFQpg0SLg66/Tb2UTERERkelavVpeN24MFC+eZhFzc2DBAnk7vXP57drpqFM2mb09sG0bUKsW8PixXGns3391eEDSBXbMEhFlQvlW58zh58817utCYGAgFAoFFAoFLCwsULx4cXz22Wd49uyZRrmIiAh89NFHWj325MmTUb169UzLLViwAEFBQdnad3Y7krXBy8sLERERqFKlCgDtdk5TFhw7JqdXlSwJfPihoaPJXM+ewJIl8vbKlcDDh4aNh4iIiIj0b9cued2nT4bFfHyAsmWBAgU0txcrBnz1VUqzUqecnYGdO4EqVYCICOD33/VwUNImpjIgIspA8KNHGHbzpvq+/6VLKGZtjQVlyiCgcGGdHbdly5ZYsWIFkpKScOXKFfTr1w/Pnz/H2rVr1WXc3d11dvzMOGtreVEdMzc3N2g95XvNmsmpYGFhgJmRnAseNEgOe2jQAOB7h4iIiCj/2b8f2LMn04EFy5cDN27IFK+fD49D618GIGTQr2jZ1F5jpOzTp8D9+0DVqjqK19UV2LtXLrg7apSODkK6YiS/koiI9C/40SN0vHwZ4YmJGtvDExLQ8fJlBD96pLNjW1tbw93dHcWKFUOLFi3QpUsX7N69W6PMuyNQjx07hurVq8PGxga1atXC5s2b05zGf+bMGdSqVQt2dnaoV68erl+/DgDYun4rpk6ZigsXLqhH7KY3KvbdVAaNGjXCsGHDMHr0aLi4uMDd3R2TJk1SP+7t7Q0AaN++PRQKhfo+AGzduhXvvfcebGxsUKpUKUyePBlJSUkar/PXX39F+/btYWdnh7Jly+Kvv/5SP/7s2TP06NEDhQsXhq2tLcqWLYsVK1YA0ExlEBYWhsaNGwMAChYsCIVCgcDAQKxatQqurq5ISEjQeI0dOnRA77w+/d4YeHnJTk5jMnAgUKFCyn2OnCUiIiLKPywsZG+ro2O6RV6/lksTALLp2MBXCfisQwNfpUan7JMnco2uRo2Ac+d0GLObmxymm5xXITFR9ghTnseOWSLKd+KUynQvT16/RpxSiZikJAy7eRNpJS1I3jbs5k3EJCUhTqnMcL+59d9//2Hnzp2wtLRMt8yLFy/Qpk0b+Pj44OzZs5g6dSq+/vrrNMuOHTsWc+fOxenTp2FhYYF+/foBAJq3bY4vR3yJypUrIyIiAhEREejSpUuW41y5ciXs7e1x8uRJzJ49G1OmTMGePXsAAKGhoQCAFStWICIiQn1/165d6NmzJ4YNG4YrV65g6dKlCAoKwvTp0zX2PXnyZHTu3BkXL16Ev78/evTogadvGhrjx4/HlStXsGPHDly9ehWLFy9GoUKFUsXn5eWFjRs3AgCuX7+OiIgILFiwAJ06dYJSqdTo7H38+DFCQkLQt2/fLL9+esc7JzSM1u7dQOnSQDZTdxARERGRkUlKArL4+23bNnnuvkgRoHXr9MtZWgK2tsCzZ3Iy2YULWoo1I/HxQECAPCBTuOV5TGVARPmOw5Ejud6HABCemAjno0fl/UaN4H3iBB6/fp26bKNG2d5/SEgIHBwcoFQqER8fDwCYN29euuXXrFkDhUKBZcuWwcbGBpUqVUJ4eDgGDhyYquz06dPh6+sLABgzZgxatWqF+Ph42NjawMHBARYWFjma/l+1alVMnDgRAFC2bFn89NNP2LdvH5o3b47Cb9I+FChQQGPf06dPx5gxY9DnTf6mUqVKYerUqRg9erR6X4AcodutWzcAwIwZM7Bw4UKcOnUKLVu2xN27d1GjRg3UqlULADRG477N3NwcLi4uAIAiRYqgwFvJoLp3744VK1agU6dO6vosVqwYGuXgb0eQi2bVqgV4esqFtEqXNnREObd3LxAXB/TvL1vV2ThZQURERERGZNMm4Msv5WXkyAyL/vqrvA4MlJ2vrxLSLufkJFPAtmgBnDwpR8/u36/DtAYA8OABEBoKREXJkb+7d2c4+pcMiyNmiYjyoMaNG+P8+fM4efIkhg4dCj8/PwwdOjTd8tevX0fVqlVhY2Oj3vb++++nWbbqW60ADw8PAEBUVFSuY676TuvCw8Mj0/2eOXMGU6ZMgYODg/oycOBARERE4OXLl2nu297eHo6Ojup9f/bZZ1i3bh2qV6+O0aNH49ixY9mOfeDAgdi9ezfCw8MByJG9yYuwUQ6cPQtcugQcOgSkMXrZqMyaJfPOqlRycbCtWw0dERERERHpwqpVQHi4zD+Qgfv3gR075O3+/TPfrZOTXE/s/fdTUhv8848W4k1PqVIyR66LC3DiBNC2LfDqlQ4PSLnBEbNElO/EZpDvMl6lgo2ZGQ4/fw7/S5cy3dd2Hx80fDPyMuyDD7QVIuzt7VGmTBkAwI8//ojGjRtj8uTJmDp1aprlhRCpOhGFSCsRAzRSIiQ/R6VS5Trmd1MtKBSKTPerUqkwefJkBAQEpHrs7U7mjPb90Ucf4c6dO9i2bRv27t2Lpk2b4vPPP8ecOXOyHHuNGjVQrVo1rFq1Cn5+frh06RK2sgMu51aulNft2smVYo2ZQgEsXgy8fAmsXg107AiEhADNmxs6MiIiIiLSlocPU3pbM1lnYsUKec7e1xcoVy5ru3d2lp2zzZsDp08DTZoABw4AlSvnMu70VK0qD9i0KXDwoExtsHkzYG2towNSTnHELBHlO/bm5uleXC0tYW9ujhYuLihmbY30xksqAHhZW6OFiwvs32R3T2+f2jBx4kTMmTMHDx48SPPxChUq4OLFixoLWJ0+fTrbx7GysoJSC3lx02JpaZlq3zVr1sT169dRpkyZVBczs6z/iypcuDACAwOxevVq/PDDD/jll1/SLGdlZQUAab7GAQMGYMWKFVi+fDmaNWsGLy+vbLw6UktMBNaulbdNZfE0MzPZAu/QQb6+jz8GtJAShYiIiIjyiLVrZX7Z99/XXAQ2DbVrA35+clJVdhQoILMK1Kwp+0d13kdaqxawfTtgZyfzKXTrJvPoUp7CjlkiojSYKxRY8GbE6ruds8n3fyhTBuZ6mureqFEjVK5cGTNmzEjz8e7du0OlUmHQoEG4evUqdu3apR4xmp3p+N4lvHH79m2cP38ejx8/1ujozS1vb2/s27cPkZGRePbsGQBgwoQJWLVqFSZNmoTLly/j6tWrWL9+PcaNG5fl/U6YMAFbtmzBv//+i8uXLyMkJAQVK1ZMs2yJEiWgUCgQEhKCR48eITY2Vv1Yjx49EB4ejmXLlqkXRKMc2LEDePwYcHc3rVGlFhbAH38A/v5yKthvvxk6IiIiIiLSluQZX2/WvshIy5ayn7N79+wfpmBBmWXg0CHgzc9N3apfH/jrL9kLvHs3cPWqHg5K2cGOWSKidAQULowNlSvD880oy2TFrK2xoXJlBLxZ0EpfRowYgWXLluHevXupHnNycsLWrVtx/vx5VK9eHWPHjsWECRMAaKYEyExAhwC0bNkSjRs3RuHChbE2eeSjFsydOxd79uyBl5cXatSoAQDw8/NDSEgI9uzZg9q1a+ODDz7AvHnzUKJEiSzv18rKCt988w2qVq2Khg0bwtzcHOvWrUuzbNGiRTF58mSMGTMGbm5uGDJkiPoxJycndOjQAQ4ODmjXrl2uXmu+ltyo7dlTdmaaEisrYMMGmXc2ecUHIiIiIjJuFy8C58/LVby6dtX54VxcZBrYZLt2Adev6/CATZsCwcFyUVsfHx0eiHLCxH4xERFpV0DhwmhWsCCcjx4FIHPKtnBx0elI2aCgoDS3d+/eHd3fOi37bg7ZevXq4cKFC+r7a9asgaWlJYoXLw5Ajrp99znVq1eHEAJKlRLPIp/B2toaGzZsyHaMBw8eTFVm8+bNGvfbtGmDNm3apCrn5+cHPz+/dI+VVq7c58+fq2+PGzcu3RG23t7eqZ4/fvx4jB8/Ps3yERER6NGjB6yZeylnnjyR+VcB00lj8C5bW2D06JT7KhUQGQl4ehouJiIiIiLKuVWr5HWbNrLXNB2PHwNLlwKBgUDRoto59P79cm0uV1eZCjarOWuzzd9f8354uGy/crFjg+OIWSKiTLzdCduwQAG9pS/IrlWrVuHo0aO4ffs2Nm/ejK+//hqdO3eGra2toUPL854+fYp169Zh//79+Pzzzw0djvGysQEWLZLL0+aHs/FKpUwuVrs2cOuWoaMhIiIiopzo0QP4/HPgk08yLLZqFTBunFxHS1t8fGRnbEQE0LgxcPOm9vadrrNngWrVgG+/BdJZMJr0hyNmiYgyYW9uDtGokaHDyFRkZCQmTJiAyMhIeHh4oFOnTpg+fbqhwzIKNWvWxLNnzzBr1iyUL1/e0OEYL3t7YOBAeckPXrwATpwAHjyQU8SOHAG4aBwRERGRcalRA/jppwyLCJGSyUqby1EULgzs2yc7Za9ckdeHDgGlS2vvGKmcPStnun33nWy/Z2N9D9I+dswSEZmI0aNHY/TbU6wpy8LCwgwdAhmjAgVkrq6GDeXwhqZNgcOH5cJnRERERGQyjh+X62bZ2QHduml330WKyJQGjRvLYzRuLNMavJ2HVqsGDABiYoCRI4Hx4+WLGjFCRwejzDCVAREREeXe0qXAwoXy7Ht+4u4uhzmUKCE7Z5s1kwnIiIiIiChve/5cpqU6fDjTKf3Jo2U7dwacnLQfipub7JytUAG4d092zkZEaP84aiNGAFOmyNsjRwJLlujwYJQRdswSGYpSCfNDR9D1EmB+6IjMVUhEZIyUSmDqVGDYMHl6P7/x8pKds56ewOXLgJ+fbOgTEZkatl+JyJT8+SewbJnML5uBmBhg/Xp5e8AA3YXj7i47Z8uVA3x95UhanRo3DhgzRt7+7LOURdBIr9gxS2QIwcGAtzfs/Vpj7UbA3q814O0ttxMRGZsDB+TKrgULAq1bGzoawyhdWnbOFi4MXLwIhIYaOiIiIu1i+5WITE1yR2Tv3kAGCzyvXQu8fClHs9arp9uQPDyAv/8GVqwAzM11eywoFMCMGXJwBQAEBQEqlY4PSu9ixyyRvgUHAx07Avfva24PD5fb2bglImOzcqW87toVsLY2bCyGVKECsGcPsHkz0Ly5oaMhItIetl+JyNT8+6/sATUzA3r0yLDokyeAra0cLZtB/63WFCqU0imrVMpBrffu6ehgCgUwfz6wYAEQEiLrg/TKoDWelJSEcePGoWTJkrC1tUWpUqUwZcoUqN7qoRdCYNKkSfD09IStrS0aNWqEy5cva+wnISEBQ4cORaFChWBvb4+2bdvi/juNhmfPnqFXr15wdnaGs7MzevXqhefvTDO8e/cu2rRpA3t7exQqVAjDhg1DYmKiRplLly7B19cXtra2KFq0KKZMmQKRSS4SMnJxcdq7xMTIs1FpvWeSt33xhSynjeMREenaixcpP8h79zZsLHlBtWpAq1Yp9yMigHfaEmTc2H4lo2Gs7Ve2YYlIH37/XV43by7TUWXg229lk27QID3ElcaxZ82SOWfDw3V0EDMz+T1vZ5ey7c4dHR2M3mVhyIPPmjULS5YswcqVK1G5cmWcPn0affv2hbOzM7744gsAwOzZszFv3jwEBQWhXLlymDZtGpo3b47r16/D0dERADB8+HBs3boV69atg6urK0aOHInWrVvjzJkzMH9zmqF79+64f/8+du7cCQAYNGgQevXqha1btwIAlEolWrVqhcKFC+Po0aN48uQJ+vTpAyEEFi5cCACIiYlB8+bN0bhxY4SGhuLGjRsIDAyEvb09Ro4cqe/qI31xcNDfsYSQIxGcnbW3PyIiXdq4Uc7tKlcOqFPH0NHkLbduAU2bArVqAevWARYGbXaRlrD9SkZDX21Ybbdfk/dJRKQrKlVKGoM+fbL0FG1+xWXHkCHA//4nm5WNG8vlHDLpR84dIYCJE4G5c4Fdu4APP9ThwQgAIAyoVatWol+/fhrbAgICRM+ePYUQQqhUKuHu7i6+++479ePx8fHC2dlZLFmyRAghxPPnz4WlpaVYt26dukx4eLgwMzMTO3fuFEIIceXKFQFAnDhxQl3m+PHjAoC4du2aEEKI7du3CzMzMxEeHq4us3btWmFtbS2io6OFEEL8/PPPwtnZWcTHx6vLzJw5U3h6egqVSpWl1xwdHS0AqPdprKLjowUmQUTHG/fryBL51WScl3wgvffiq1evxJUrV8SrV68MFJlxSVImidDwUJGkTBJCCAFAbNq0ybBB5WHpvb/y1XdjskaN5PfN9Ola2Z1J1eHevUJYWcn66dlTCKVSb4c2pXrMa20ntl+Nlyl9LrLE0O1QtmEzlO/ejzrCesy9fFmHBw/K7xonJyFevky32MuXQpw9m7Vd6rIew8KE8PaWIZcrJ8SDB1o/RIrXr4Vo2VIezNFRiNBQHR4sNVN5P2an7WTQVAYffvgh9u3bhxs3bgAALly4gKNHj8Lf3x8AcPv2bURGRqJFixbq51hbW8PX1xfHjh0DAJw5cwavX7/WKOPp6YkqVaqoyxw/fhzOzs6o89ZIng8++ADOzs4aZapUqQLPt049+Pn5ISEhAWfOnFGX8fX1hfVb+fP8/Pzw4MEDhIWFabNqKC+JjdXO5dmzTHPXqG3frp1jktGKjIzEF198gTJlysDGxgZubm748MMPsWTJErx8+dLQ4eVZgYGBaNeunaHDyD+SkuSCX1ZWQM+eho4m72naFNiwQY6UXb1arnbLUWBGj+1XMhraasMuWpS142mr/co2LBHpWnQ0ULIk0KmTTB6bjuBgoGZNoH17PcaWhhIl5Fq7xYsDN27IkbORkTo6mIWFfOGNGsmUZX5+wKVLOjoYAQZOZfD1118jOjoaFSpUgLm5OZRKJaZPn45u3boBkB0TAODm5qbxPDc3N9x5k+8iMjISVlZWKFiwYKoyyc+PjIxEkSJFUh2/SJEiGmXePU7BggVhZWWlUcbb2zvVcZIfK1myZKpjJCQkICEhQX0/JiZGXifEAAmpihuNmIQYjWuTpoVPidmNm7DtNwjmp88CAASAtHKGC4UCoqgnYn0/AMyVuT9wPvj7pPdeTExMhEqooFQpoVTlvi73/rcXX+76EvP95qNZqWa53l9G/vvvPzRs0BAFChTAtGnTUMWnCpKSknDzxk2sWLEC7u7uaNO2jVaPqRTKlOs3aRJVKpVW6k6fhBAQQug8bqVKCZVQITYxFomKlFyO+eq7MdnaIJlX0MlJK985JleHLXxhEbQMtr37Q/HLL0iwMkfC9zN1vnKEKdVjXnsNbL+mVzN5nyl9LrIkt21YpRJWC36C9cSpUECP7VcgX7dhKXtYj7mXL+vQrxFw+azMaZ3B616y1A6ABSr5xCMmIeM1A3Rdjy4ewNZdCrRqbo/r183QoqUSh47FqRcJ0yozAP9bDbvW7WFxMhSqZk3xcu8OqMqV1cHBNJnK+zE78Ru0Y3b9+vVYvXo1/vjjD1SuXBnnz5/H8OHD4enpiT5v5flQvPPjRQiRatu73i2TVnltlBFvRr6kF8/MmTMxefLkVNu95nkBNhm+BKPgNd/L0CHkbQIYHAp8vxswTwKe2QArqgPDT8jGrZlmUQgh0LFeODZ972KYeI3Yu+/FEvYlsKT+Erx6/CrX33RCCIzYNQJXH1/FiF0jENQuKNPvoNwYOnAoVAoVftn6C2ztbBGPeABAycIlMaW+XLDlXOQ5AEBkeCS+H/c9Qo+GwszMDHUb1cWoaaPgWthVvb8NKzdg9dLVePjgITy9PNH/i/7w7+ivfvzuf3cxbdQ0XD5/GUWLF8XIKTLn4H/P/1Mf510qlQq/L/4dm//YjIcPHsKlkAsCegag3xf9AAD/Xv0XcyfMxaWzl2BjY4PGrRrjy4lfws5eJpSfNHwSYmNiUbl6Zaz7bR0SExPRfWB39B3WF4tmLsJf6/6CjY0NPvnqE7Tt2lZ93KiIKMyfPB8nD5+EmcIM1d6vhpFTRsLTyxO/zP0Fq97kirIwl3/0Jf9bgqq1qmL+5PnYv30/XkS/gGthV7Tv2R59h/bN+R8pCXgc/RittrfCnbjUifH53Zh7plaHvdsCKzcD1j8txpwLizGuqX6OaxL1GG/oADSx/ZrhSzAKJvG50LESz4BVm4CGd+X9UA/gvQi2X3WB70ftYD3mHuvwHY/LAkduAAolZsSWxYzv7mf+HOihHgNKAat34lLlL+Dy/Q6dHsq5EbD/DlAz8hGe16+FBv2AsIKZPk0rjP79mI32q0E7Zr/66iuMGTMGXbt2BQD4+Pjgzp07mDlzJvr06QN3d3cA8my+h4eH+nlRUVHqM/3u7u5ITEzEs2fPNEYdREVFoV69euoyDx8+THX8R48eaezn5MmTGo8/e/YMr1+/1igT+c548aioKACpR0Uk++abbzBixAj1/ZiYGHh5eeHeiHtwcnLKrIryrJiEGHjN98K9L+/Bydp4X4cuKcIfwPaTz2Gxdz8AIKlJI1j88jMGFCuK+M1/wWbk10D4A43nJPz8I4L69UGQAeI1Vum9FxMTEvHw/kN4F/KGjU3ufkXuurULVx5fAQBceXwFj14+gl9pv1ztMz1PnjzByUMnMW36NNQrVS/DskIIvN/6fdjZ2+HgwYNISkrC0CFDMeOLGdi/X77vNm/ajHkT52He/Hlo2rQptm3bhjEjxqBe5Xpo3LgxVCoV+vr1haurK5b/tRzulu74auRXAIBSBUqhhnuNNI89ZswYrPl1DebOnYv6H9ZHREQErl+7jhruNfDy5Ut83Ptj1KlTB7+e/BVRUVH4ZNAn+G3ab1i+YjkAwNXWFYd3Hkbl0pVx5PARHPv7GAYOHIiwS2Fo0LABTp44iT///BPTxkxDvw794OXlhZcvX6J7o+748MMP8f2h72FhYYEZ02dgdJ/ROHf+HL6f+D2e33uOmJgY/Lb8NwCAi4sLFi5ciBP7TmDDnxtQvHhx3Lt3D/fv3U/3tWVFfHw8wmLDcHrQaVhZW6m356fvRkXYHUClgiiVerRdbphyHb5augy2X4zCmCcVMXTIXp0uzGNK9RgTEwOv7/JO45ztV+N9P5nS50JnhIDlqjWwmTsGihcvIBwcED97Bsr37Y34LVtTtV8VAJJatkDQqv+x/ZpNfD9qB+sx9/JbHZr/fRzK2u/JVFwZmDjOGj8AaOGnwv9mXs50v/qsx9fTAUvLdTo9RjLF0CdQNvdHsavXcKXSIrzuo9v0ZabyfsxW+1X7KW6zzsXFRfz8888a22bMmCHKli0rhEhZPGHWrFnqxxMSEtJcPGH9+vXqMg8ePEhz8YSTJ0+qy5w4cSLNxRMevJVFed26dakWTyhQoIBISEhQl/nuu++4eAKlplIJUbeuTJhtYyPEjz+mXvQlKUnE7goRXQMgkipVlGWHDzdMvEZM14t/qVQqUfuX2sJ8srnAJAjzyeai9i+1s/yZz67k76bg4GCN7a6ursLe3l7Y29uL0aNHCyGE2L17tzA3Nxd3795Vl7t8+bIAIE6dOiWEEKJevXpi4MCBGvvq1KmT8Pf3F0IIsWvXLmFubi7C7oSpF//asWNHhot/xcTECGtra7Fs2bI0H//ll19EwYIFRWxsrHrbtm3bhJmZmYiMjBRCCNGnTx9RokQJoXzrc1G+fHnRoEED9f2kpCRhb28v1q5dK4QQ4rfffhPly5fXqPuEhARha2srdu3apd7vxx9/rBHP0KFDRZMmTbT6N+PiX0KITz6R31tTp2p1tyZfhytXCvHokc4PY0r1mNfaTmy/Gi9T+lzozK5dKQtw1a8vxK1bmo8nt187QLycOTWlrRsRYZh4jRjfj9rBesy9fFWH9+8LYWYmRKFCQjx7lm6xxEQh3NzkV9w7P8vSZah6vHlTiI8+0nHz8sEDIf74Q4cHSGEq70ejWfyrTZs2mD59OrZt24awsDBs2rQJ8+bNQ/s3mZUVCgWGDx+OGTNmYNOmTfjnn38QGBgIOzs7dO/eHQDg7OyM/v37Y+TIkdi3bx/OnTuHnj17wsfHB82ayTyQFStWRMuWLTFw4ECcOHECJ06cwMCBA9G6dWuUL18eANCiRQtUqlQJvXr1wrlz57Bv3z6MGjUKAwcOVI8M6N69O6ytrREYGIh//vkHmzZtwowZMzBixAidTmsmI6RQAAsWAB98AJw9CwwdCpi983EzN4fStwHWVQXiZ00HzM2BBCNO3Gaidt/ajdAHoRo5WEMfhGL3rd06Pe673ymnTp3C+fPnUblyZXXev6tXr8LLywteXiln4ipVqoQCBQrg6tWr6jL169fX2Ff9+vU1Hi9evDiKFSumfrxu3boZxnb16lUkJCSgadO052JfvXoV1apVg729vcYxVSoVrl+/rt5WuXJlmL31uXBzc4OPj4/6vrm5OVxdXdUju86cOYN///0Xjo6OcHBwgIODA1xcXBAfH49bt26lG29gYCDOnz+P8uXLY9iwYdi9W7d/u3whPh5Yv17ezuT9Qu/o3RsoVCjl/r//Gi4WyhG2X8mkNW8uF8OZORM4dAgoVUrz8eT2qw/wevhQ+T+gWDHg7l3DxEtElB1r1gAqFVChAlCgQLrFtm0DHj4EihQBWrfWX3jZJQTQvTuwY4dcc/bJEx0dyMMDeJNLHwDw9KkOD5b/GDSVwcKFCzF+/HgMHjwYUVFR8PT0xCeffIIJEyaoy4wePRqvXr3C4MGD8ezZM9SpUwe7d++Go6Ojusz8+fNhYWGBzp0749WrV2jatCmCgoJg/lYW5DVr1mDYsGHq1W/btm2Ln376Sf24ubk5tm3bhsGDB6N+/fqwtbVF9+7dMWfOHHUZZ2dn7NmzB59//jlq1aqFggULYsSIERpTvSgf27sXCAsDBgyQ92vXBo4dy9ICL8pmTYDbtwGvvDNVk2SqgPEHxsNcYa7umAUAc4U5xh8YjxalW2j9R22ZMmWgUChw7do1je2l3vwwsn1r1VCRTr7Cd7dnlOdQpLFCfGavyTaDlUsziuvdfVtaWqZ6LK1tKpVcjUylUuG9997DmjVrUu23cOHC6cZTs2ZN3L59Gzt27MDevXvRuXNnNGvWDBs2bMjwdVAGtm4Fnj+X31mNGxs6GuO1ZAkwZAgQFAT01O20MNIetl/JpLx4AUyZAnz7LVCwoGy3rl+ftQUKFQpgwwbZc2Fh0J+VRESZEwJYuVLefisnfFqSfyYEBgLv/DzJUxQKYNUq2Ry/eBFo1gzYtw9w0WXK76goeRLP0lIezNlZhwfLHwz6H9TR0RE//PADfvjhh3TLKBQKTJo0CZMmTUq3jI2NDRYuXIiFCxemW8bFxQWrV6/OMJ7ixYsjJCQkwzI+Pj44fPhwhmUon3n5EhgzBli4UOapqVsXqFxZPpbVTjuFgp2yeVDyaNl3vT1q1q+MdnPNurq6onnz5vjpp58wdOhQjVGn76pUqRLu3r2Le/fuqUfNXrlyBdHR0ahYsSIAOeLq6NGj6N27t/p5x44dUz+evI8HDx6oV/M4fvx4hjGWLVsWtra22LdvHwYkn4h4J66VK1ciLi5OHf/ff/8NMzMzlCtXLuuV8Y6aNWti/fr1KFKkSLo5Dq2srKBUpl4R2snJCV26dEGXLl3QsWNHtGzZEk+fPoWLTlstJuzNImvo2TP1bADKusuXAaVS/jiwtQU6dDB0RJQFbL+SyTh6VI7iv30biIgAkt9r2Tnp7Ompm9iIiLTt7FngyhXAxkbODMjAihVA585A1ap6ii0XKlQA9u+XnbPnz8vO2b17ddg5++QJ8OAB8Pgx0KoVsGsXkMFvVsocf00R5cbp08B778lOWUCOlvX2zt0+L18G/vwz16FR7iSPljVL52vSDGYYf2B8miNOc+vnn39GUlISatWqhfXr1+Pq1au4fv06Vq9ejWvXrqlHUzVr1gxVq1ZFjx49cPbsWZw6dQq9e/eGr68vatWqBUAuUhMUFIQlS5bg5s2bmDdvHoKDgzFq1Cj1PsqXL4/AwEDcuHwDR44cwdixYzOMz8bGBl9//TVGjx6NVatW4datWzhx4gR++00uuNWjRw/Y2NigT58++Oeff3DgwAEMHToUvXr1Snehmazo0aMHChUqhI8//hhHjhzB7du3cejQIXzxxRe4f1+ukurt7Y2LFy/i+vXrePz4MV6/fo358+dj3bp1uHbtGm7cuIH//e9/cHd3R4EMpi9RBh4+lPOlgExHG1AmFiwA+vaVU+q6dQO2bzd0RESUHyQkyEEFDRvKTtkSJYCBA3O/z6VL5Q91IqK8KHm0bLt2mY7ytLQE2rbN/U97falYUXbOFikCnDsHtGgBPHumw4Pt3i1TQfz9N/DxxzLNGeUYO2aJciIpSU77qlsXuHZN5lzZsQNYtCh3Z4tOnQJ8fID+/WXeFjKYRGUi7kbfhQqqNB9XQYV7MfeQqEzU+rFLly6Nc+fOoVmzZvjmm29QrVo11KpVCwsXLsSoUaMwdepUAHJE1ubNm1GwYEE0bNgQzZo1Q6lSpbA+OfcngHbt2mHBggX4/vvvUblyZSxduhQrVqxAo0aNAABmZmbYtGkTEhISENg6EJ8M+gTTp0/PNMbx48dj5MiRmDBhAipWrIguXbqoc8Ha2dlh165dePr0KWrXro2OHTuiadOmGtNvc8LOzg6HDx9G8eLFERAQgIoVK6Jfv3549eqVegTtwIEDUb58edSqVQuFCxfG33//DQcHB8yaNQu1atVC7dq1ERYWhu3bt2vkt6Vs+OMPOcqzTh3gTZ5LyiEzM2DZMqBrV+D1ayAgQLaqiYh05Z9/5Pf3rFlyWm9goJz/6uubu/126AB8+imQwUhyIiKDSUyUbVggw4EFKpVs5hqjSpVkZoHChYEzZ4CRI3V4sBo1gJ07AQcHedCOHWUdU44wGRBRdqlUQJMmwJEj8n6nTsDixYCra+73XauW7Ji9eFGOpJo8Off7pByxtrBG6MBQPHr5KN0yReyLwNrCWifH9/DwyHSKKyCnsG7ZsiXDMp999hk+++yzdB8vV64cDh06hHOR51DDvQbMzcwzHQlsZmaGsWPHpju61sfHB/sz6GAKCgpKte3gwYOptoWFhWncd3d3x8rks91pKFy4cKrFvRo1aoSBuR0JRCmCg+X1W+kxKBfMzWVqiFevgC1b5PCMXbuAdxbtIyLKtW3b5AmgxES5COEvvwBvFq3LtX795P4XLpS9AQULame/RETacOSInILv7i7n+qdj3z75dfbFF8CbCYZGpUoV+Rq++gp4K928btSpA4SEAB99JL//e/QA1q5lzvEc4HAhouwyM5O5VJydZS6u9eu10ymbvO/x4+XtBQvk4jpkMF7OXqjpUTPdSzGnYoYOkUj/du2SK9p27WroSEyHpaX8X9KiBRAXJ1vURETaVreubLO2bg1cuqS9TllATg2uUgWIiQF+/FF7+yUi0oamTeWMgV9/zbDj8Ndfgfv35ZrexsrHRw5mfTvHbFKSjg7m6wts2iTX2jlxAoiM1NGBTBs7Zomy4sEDmSg82ahR8n6PHtlbICErAgLkPITo6JTctUREeYWdHdC9u46Xe82HrK1lwzYoKOUEHRFRbgghT/Qkz4JxcZFps/76S44a06a3Bxf88IPsoCUiyksqV5YDrNLx+LFsigFy6RhT8dNPsv/0xQsdHcDPD9i8WY5KLsaBSznBjlmizPz5pzzt1LGjnGoKyKmnulqF1swMGDdO3p4/X4ffoERE2SBEyo970g07O5n3LPmE36tXxj1kg4gM59Ejmfe1WTPg999Tthcrpv1BBck6dJDLgz9/LnsCiIjyAlXaa4a8a9UqmfL/vfeA6tV1G5K+PHkCTJgAHDsmMw7orGvho480V0q7do2/G7KBHbNE6Xn2TI6I7dJFLsRlZye/2fShc2egXDkZw6JF+jkmEVFGduyQIw0WLzZ0JPlDbKwc1dGgATtniSh7QkJkWoFNm2SqFH2lxjI3TxlcMHcuBxcQUd7QuDHQrRtw+3a6RYSQaQwAwJSWpnB1BfbsAQoUAP7+WzYtY2N1fNDNm4GqVYGJE3V8INPBjlmitOzdK0fJ/vGHbGSOHw8cP66/ofnJDdtChYA3q81TzmS2iBVRTuTL99XKlcDVq8D164aOJH949QqIiJCJzpo2BcLDDR0REeV1L17IHoU2bYCoKHky7dQpYNgw/cXQpQtQtizw/vtygAERkSFdvQocPgxs2ADY26db7PhxWdTOTvbhmpL33gN275ZL5Bw5Ijtn4+J0eMD79+XQ46lTge++0+GBTAc7Zonelpgol2Bs3lz+CC5TBjh6FJgyRY440Kdu3eQoqcGD9XtcE2H55u/18uVLA0dCpij5fWWp7+8FQ3n2DNiyRd7u3duwseQXhQvLk4SlSgH//SenI0dFGToqIsqrTpwAqlWTQ74UCmDkSOD0af3Px7WwAEJD5SyL4sX1e2wionetXCmvP/oIKFIk3WLJo2U7dzbNcVG1a8v1e52cZD9169aAzn4mDxmS0iH7zTdcEDIL0l+Ojig/srCQqzUCwGefAd9/n+GZNZ3HksGKkZQxc3NzFChQAFFvOjLs7Oyg0FVONROgVCmBJCA+Ph7mZuaGDifPEkLg5cuXiIqKQoECBWBunk/q6n//AxIS5NTYGjUMHU3+UbSoXLinYUOZq6t5c+DAAS68RkSpvXolp+kWLy47Iho1Mlwszs6GOzYRUTKlEli9Wt7u0yfDop9/DlhZAYGBug/LUOrUkZ2zLVoABw/KQcQ6G2/x9dey53fKFDnwzd4e6N9fRwczfuz1IUpKkkPtbW3lwltBQbJz9qOPDB2ZpFLJ1XMTE+UpPMoy9zcrDkdxlFmmVEKFx9GPERYbBjMFJ1NkpkCBAur3V76QPNqgd2/dLRpDafP2TumcvXgRaNlSjqQ1xeEcRJQ9sbGAg4O83bgxsHatbL/mlY7RBw/kWgnjxsl2NhGRPu3fL2fBFiwoh4hm4L335MXUffABsHOnTGmg80lwkybJnAlz58o0O7a2QPfuOj6ocWLHLOVvN27Ib6QaNVIWtPHykpe8Yv16+QXm6Qm0bQvY2Bg6IqOhUCjg4eGBIkWK4PXr14YOJ0+LTYxFq+2tcHrQaThYORg6nDzN0tIy/4yUBYCbN+VSrmZmQM+eho4mfypbVnbG+vrKv8ft23LKMhHlTyoVMH8+MHOmTGFQpozc3rWrYeN6mxBAkyYyL7mHh5zaSkSkT8kDC7p2BaytDRtLHlKvnrwki4uTS9xovZtBoZAzkF++lH0t+/axYzYd7Jil/EkIYMkSYNQo+UVx/bo8o+PmZujIUgsIkIuO3b8PLF/OnLM5YG5unr860nIgUZGIO3F3YGVtBRtrdv7TW37/XV63aCF/XJNhVK4sV24wN2enLFF+dueOnJJ76JC8v3w5MGOGYWNKi0Ihp68OHixzDQ4cyI4RItKfFy+A4GB5O4M0BhcvyhSogwbJNQvzm9hYwN9fZhrYtElHnbM//QTUrQv06KHlnZsOzlel/OfBA/ntM3iw7JRt0kR+I+fFTllANmLHjJG3Z86UeR6JiPSleXN5dnvAAENHQjVranbKXr0qU/EQkekTQo7+8vGRnbL29sAvvwDTpxs6svT16ydzZYeHAytWGDoaIspPhAAmTwY+/jjDHtdly4DffgPmzNFjbHnI1avAmTMyvUGHDjrqajAzA3r1kteAzP17+bIODmS82DFL+cv//icbtDt3ytNBP/wA7NmTt1IXpKV/fzlS7f79lCkZRET60KABsGaNbK1R3nH0qFzFoWdP2cAlItP16JH8Dg4MlKPA6tUDLlyQo1Dzct5va2u5AAwgBxckJho2HiLKP5ycgK++AjZvTvd78tWrlLXB8uv4g9q1gW3bZPrX7dt12Dmb7PVrOXK2Th3g+HEdHsi4sGOW8o/nz4HPPgOePpWjjs6ckVOszIzgY2Bjo9mw5QgpIqL8LTYWiI8H/vxTnrxTqQwdERHpytKlco6ppaVMW3D4MFC6tKGjypoBAwB3d+Du3ZTUOEREeUBwsOwiKFECaNbM0NEYTqNGQEiI7HLYtg3o1EmH59GUStkfExcnF6s8e1ZHBzIuRtAjRaQlBQrIhu24cfLsTKVKho4oewYOlOkWwsJSTu0REenKy5fyhNClS4aOhNLSsqVcHNLcXM6kGDJETtsjItMzerRMKXPyJPDNN/JzbyxsbWX8gEy7wMEFRKRra9fKE0FxcRkWW7ZMXvfrZxxjtXSpSRNg61bZObt1K9C5s446Z21s5InGDz8EoqPlGhZMa8COWTJhr14Bw4fLD36yDh2AqVMBKyuDhZVjdnZysbIaNeRiYEREurRpEzB7NtCuHTv88qr27YFVq+QUvcWLZecH/1ZExu/vv+Wv4uROTCsrmVKmRg3DxpVTn3wih6R9/LEc6U9EpCtCABMnAr17Axs3plvsxg2ZrtvMDOjbV4/x5WHNmgFbtsgsNEePyrUmdcLeXg7NrV0bePJEHvjmTR0dzDiwY5ZM05kzwHvvAQsWyCUWX7wwdETa8cUX8rU1b27oSIjI1CXns+7dO2/nMMzvuneXCwABcuWKyZMBpRLmh46g6yXA/NAR5qAlMhaJicC33wING8p1EebNM3REqSiVwJFD5sClrjhyyDxrXy92dvJH9/z5gKOjzmMkonzs+HH5fWNvDwQEpFts+XJ53bJl3l9uRp9atAD++gvYtw8oW1aHB3Jykuv+VK0KREYCTZvKnuB82oZlxyyZlqQkYNo04IMP5BKD7u6yc8FUGoGWluwgISLdu38f2LtX3u7Vy7CxUOYGDJAnIgE51MHbG/Z+rbF2I2Dv1xrw9paJ1Igo7/rnH7kYysyZMmd0797Ap58aOioNwcHy66S1nz2wcS1a+9ln/evF0lLH0RERIWVgQYcOgINDusU8PYHixfPvol8ZadECqFYt5f7ly7KbRetcXORC7OXLA1FRsrc8n7Zh2TFLpuPmTbl6+Pjx8pujY0eZG9Hf39CRad+LF8CsWfIHOBGRtq1ZI6eCNWgAlCpl6GgoK4YNk+luLlyQHetvCw+X/xPzQcOWyOioVHJkbK1awPnzgKsrsGGD7FxwdjZ0dGrBwfJrJNdfL8ePyw7nfDIKioj0KD5e5t8HgD59Miw6bBjw339A27Z6iMuIHTkizxn26qWjztkiReTw3LFjZcrJfNqGtTB0AERaER4u827FxclG7E8/AT16mO7o0p9+klPdKlcG2rRhtnIi0h4hNNMYkO5ksihFtiiVcrGLtHLMCiH/H37xhczjpa2Fg+zttbMfovxs5Ejghx/kbX9/4Lff5IwvLdDWV4xSKTsxcv31EhcHO39/KJ4/R3y9JlB26JxuUX69EFG2/fWXXFDKywto1CjT4sa0jqKhPH8us+ysWye/61etAiwsoN02rKOjXKRdX23YPPgPhh2zZBqKFpV59m7dAoKCTD9RzGefyRGzly/LBXo6dDB0RERkKk6flqlgbGyATp0MHY1py2CKndYJIUchaHMEHhcaI8q9wYOBP/6QI4UGDtTqoAJ9fcVk/evFHhMwHJMxCTf6TEP1Ph0h0pnAya8XIsq25IEFvXqlO3DpwQPg5EmgdWtmWMmKNm1kyvOOHeX5fzMzWc3mxtyGzYP/YDjMjozXhg2aQ91//FHmKDH1TlkAKFBAnjUCgClT5DQ4IiJtuHMHKFQIaN8+T02jJSIyCY8eyXQxycqWBcLC5GK1pjrT6y0/Yhii4YSquISPwZRcRKQlSiWQkCBvZzDj67ff5JpgndMfsE/v+Phj4M8/5UjZNWuAvn0BJbsStYojZsn4PH8ODBkivxWaN5er+ZmZydFd+ckXX8icZBcvAlu3ym9MIqLc6thRfp88f27oSExfbKz29nX4cNZyqm/fLld8JyL9CwmRK81ERcmBBMmfRVtbnRxOW18xO3ZkbQJF1r5eCsJy8lDg++nYUHUK4v9uly86pIlIx8zN5cK14eFyNm0aVCrZMQtwwml2tW8v0xl06QL8/jtg1iMev/2cqJ10EGzDsmOWjMy+fUBgoBwpa2YGvP++/IbNjzlWXVyAoUPl6r1TpsjM5WzYEpE2WFoChQsbOgrTp80cVy1aAMWKyR8kaU3RUijk4y1aMKkakb7FxgIjRgDLlsn7lSoBTk46P6w2vmI2bZLNzYxk++vl6y+Bn3+A+cXzsD8QIufKEhFpQzqdsoDsSrhzR04IY8ds9nXoINMZdOsGPI2xhNLGEuZWWtgx27Acf0xG4tUrYPhwmfD5/n2gTBng6FFg2rQ32afzqREjZKv77Fk5nIGIKDf++YepUYyVuTmwYIG8/e5JuuT7P/xgsg1aojzr2DGgWrWUTtkvvwTOnAGqVzdoWJl58ED+CA8IACIjAQ8PuT29MQDZ+npxdZWz3wCZWzcP5vsjIiMSGSlnImTi11/ldc+eOpuoYPI6dZId3Bs2AFba6JQF2IYFO2bJGNy+Dbz3XsqH9dNPgXPngLp1DRtXXlCokGzYdusGlC5t6GiIyJg9eQLUrAmUKgU8fWroaCgnAgJkS/nd0SLFisntAQGGiYsov5oxA2jQAPjvP5m6YP9+mYbKCNJv7doFBAfL8Q/ffitfwsaNaQ9G69YtB18vI0bIkcP9+/OEIBHlzvffyy+nWbPSLfLokZwBAMh1FinnfH1TOmWFkPlnc/01ns/bsOyYpbzPzU1+4t3dgW3bgMWL9buSdV43c6Zczbd8eUNHQkTGbO1a4PVrOZLJxcXQ0VBOBQQAYWGI2xWCbh2AuF0h8gSniTdoifIkT0/5a7V3b+DSJaBxY0NHlKHExJTbgYFyOYMzZ4Dp02Vf8puvF4TsigM6dMPI0XKhnR07gOjobB6sSBE5S+OTT0x6FBQR6VhSklx7JilJnuxJx++/y2ZurVpyEgNpx4gRMu/s559rYfJDPm7DsmOW8qY7d+TKigBgZydPb126lLWk0PkN88oSkTasXCmvM1jJloyEuTmUvg2wzgdQ+jZgpweRvqhUsucyWZ8+MvXWypUyqWEelZgoO18rVQJiYuQ2hULOHK1aVbOsuTnQwFcJ+KzD2IkJqFgRePYMmD8/BwdmG5aIcmvXLuDhQ7k2QsuW6RY7e1ZeDxigp7jyiZo15Vf5kiVyIm+uO2fzaRuWHbOUtwghP9WVKmm28CpUkNP2KX03bwJ9+wIHDhg6EiIyNleuAKdPyzmr3boZOhoiIuNz5w7QtCnw4YeypxKQv1br1zdsXJk4eVJmDBs3Drh1C1i1KuvPNTcHJk+Wt+fNkxlxsu31ayAoSA7RJSLKruQvre7d5eK16Vi9Gjh/XhYj7enVC1ixQv67+/lnYNgwpg3PCXbMUt4REQG0agV89hnw8qXMKs1PddYtWCAbtlOmGDoSIjI2yY3ajz6S00uJiChrhJDfoVWrAgcPyk7Z5KFZeVhsrExVULeuzChQqJCcDfz559nbT4cOclrwixcpy0FkS1SUTGewciVw6FAOdkBE+dazZ8CWLfJ2FmZ8VasGODrqOKZ8qE8f4LffZOfsTz/JNS7ZjZM97JilvGHDBqBKFZmkytpajpbdto1TnLLj66/lWcKDB4EjRwwdDREZC6VSJt4CZMuKiIiy5vFjoGNH+d0ZEyN7OS9ckCNn87Dt24HKlYEff5Q/nnv3Bq5elSPJstv0NjMDvvtOjpwdNSoHwRQtKhcAAzi4gIiy588/gYQE2Y9Qo0aaRV6+BJ4/129Y+VHfvsCyZfL2ggXA6NGGjcfYsGOWDOv5czn+vVMnuQp4jRpylYHhw2VLj7LOywvo10/enjrVsLEQkfE4fBh48AAoWBBo3drQ0RARGYdt22RnQHCwTAMzfbr8Pi1TxtCRZer334G7d4GSJWV6xpUrc5cxrGVLYMIEwMkphzsYM0YOLti/H/j775wHQkT5yx9/yOs+fdI9q7R6NeDhIb+jSLf69weWLpX/EmvWNHQ0xoU9X2RY9+7JM11mZsDYscCJE/IUPuXMmDHym3DPHuD4cUNHQ0TGoFEjuTjNTz/JGQtERJS51avlgjOVKslErd9+K9tgeZAQQFxcyv0FC2S4ly4BLVpo/1ivXmXzScWLp8zY4OACIsqq4GBg0SKgR490iyxbBsTHy/EHpHuDBgHXr3PJiuxixyzpn0qVctvHB1i8WE69nzYNsLIyXFymwNs7Jb8OG7ZElBXJi9NwNQQiooy93YZdtAgYP14unJiHhwb995/sfH07U02RInKAr729do914gRQpw4wcmQOnvzNN3I1sV27gFOntBsYEZkmV1dg8GA5JDYN58/Lr2hLSzlJl/SjVKmU2+HhMkslc85mjB2zpF9nz8p0BadPp2zr1w+oV89wMZmab7+VDdsdOzTrmYiIiIiyLzFRzuzq3Dnl16WLi8yJamtr2NjSkZQEzJkjsy3s3SszL9y6pdtjxscDoaHAr78Cd+5k88mlSqX0nHBwARFpwW+/yev27XOXroVy5tUroHFjYMQIeR6TnbPpY8cs6UdSkjw1X6cOcPEis0HrUunSckndSZPkbSKi9AQEAJ99JpMNEhFRapcvAx98AMyYAWzcaBQLrJ47J5vcX32V8sP40iXdNwsbNZLrnr1+ncO+1W+/lTsYMULboRGRKTl4UA7sSl68Ng2vXsmMMwAwYIB+wiJNtrbAkCHy9vTpsnuC0saOWdK9f/8FGjQAxo2THbQdOsi8sqQ7CxYAEycymQ4Rpe/2bWDTJpmlP7vLcBMRmTqVCpg3D3jvPdnT6eoKbNgANGxo6MjS9eoV8PXXQO3acpJawYLA8uXAvn36W5MsuUM2KEj+BMiWsmXl8N7GjbUdFhGZkpUr5Xoqhw+nWyQ4WK4zXqKEPN9DhjFsmPxXCshJJpMnGzaevIods6Q7QgBLlgDVqsmkU05OwKpVwP/+x7kERESGljyMoEkTwMvLsLEQEeUld+7IX/IjRwIJCYC/vxxy2qGDoSPLkFIJrF8vr7t0Aa5eBfr21e+5t7p1ZXUplfwBTkQ6EBcnT5IBmsmz37F8ubzu31+uM06G8+WXMrUOIEfNTptm0HDyJL5FSXc2b5ZTZF++TJlD1asXR2bp065dwIcfyronIkomhDxRBqQsGEhERPL78eOP5VRZOzs5yCAkJN3FZQzt2bOUNckcHGROxb/+AtatA9zcDBPTlCnyes0a4MqVHOzg8WO5GFj//lqNi4hMwKZNQGyszEtdv366xX7/XWag6dtXj7FRukaOBGbPlrfHj5frv1MKdsyS7nz8MdC6tRy7vncvULy4oSPKf379Ffj7b5nUhYgo2bFjco6pvb3MM0tERJJCIVNC1asHXLgAfPJJnhxUIITsfK1QAVi2LGV706ZAmzaGiwuQ2R/at5cxJo9ay5aICOC774AVK2SOXyKiZCtXyuvevTP8bvb0lOd3ihXTU1yUqa++AmbOBMqVk11FlIIds5R9SiXMDx1B10uA+aEjcq4SAERHy09bbKy8b2YmT9l/+SXnDxjKuHHy+s8/5Xw2IiIgZbRsx45yiBURkalLr/0KANu3p6R3AQBfX+DoUf0lZs2mu3dl52u3bkBUlOynyGurXU+bJtMqJI+QyhYfH3nSUAgOLiCiFPfvy6TZAGd8GakxY2QOdE9PQ0eSt7C3jLInOBjw9oa9X2us3QjY+7UGvL1lEikfH5k8ZNSolPJ5cIRBvlKtGtCunWzYzphh6GiIKC949Ur+WgYyzM1FRGQy0mu/rlkDfPop0KqVHBn79mpVebANq1QCCxcClSsD27YBlpayCX7gQN4Lt1IloHPnXIzNGD9eXq9fD1y/rrW4iMiIrV4tf9c2bAiULJlmkS1bgGbNZAYaypvs7VNu//FHyuJg+Rk7ZinrgoPl6Kr79zW3378vszjfuweULs2zV3lN8qjZP/4Abt40bCxEZHgJCcDgwTIvl6+voaMhItKtjNqvPXsCS5fK+4MGAUWL6j++LLp6VS4bMGyYnJxWrx5w/jwwYQJgbW3o6DIWF5e6+jNVvbocFqxScXABEUk1agAffZRh4thly+Sg2qNH9RgX5cjFi3IJopEjgfnz5TalEjhyyBy41BVHDplrTG4xZRaGDoB0KC5Oe/tSKmVLMKN5Uvb2wOHDgLOzdo799qkUyrn33pMjQbZtkw3bFSsMHRERGVKBAvyRS0R5m7basFlpv5qby87bpk1lJ2Buj62j9mtcHHDqFODoCMyaJQf4GkOmsD175A/v6tWBnTuz+eTx44GtW+XI5vHj82xqCSLSEz8/eUnH/fvAjh3yNtcOzPuqVpVjyKZMAUaMkOuV79kD3L9vD2AtWm+UOYIXLDD9JTHYMWvK9J03MC5OuyMN8lqyLGM2frzsmP39dzm0Ip2pH0REREQGp882rFKp3VVItNh+DQ9PaVrXqiXPrTdpYlyL2ZQuDTx5AuzaJUewffhhNp5cu7YcHbdjh1wM7NdfdRYnERm/FSvk+TVfX6BsWUNHQ1kxaZL8m02blvb4sfBwOellwwbT7pw1gvOsRJRrdeoAQ4bIvDzFixs6GiIylJAQeXn92tCREBFROqKjZerb0qWBK1dStvfubVydsgBQqlTKyLVx43LQbz1hAvDZZyk5Z4ko/0lIkFMF7txJt4hKBfz2m7w9cKCe4srH4uK0c3n5Ui5RlN752OT/GV98AcTEaOeYeRFHzJqy2Fjt7evwYcDfP/Ny27fLZNyU9yxcaOgIiMjQxo6VCZ1++YWtViLKu7TVhjXC9uumTfJc+oMH8v7OnXIhLWM2dqwcCXXoELB/v8wakWUffCAvRJR/bd8OjBkjf8/evZtmHpd9+2S/bYECpj2yMq/Q58QWIWSaCmdn7e0vr2HHrCnTZo6rFi3kKfrw8LTfyQqFfLxFC5mri/I2lco4EpMRkfacPy87Za2sgA4dDB0NEVH6tNWGNaL264MHwNChMt0tIKfh/vIL0KiRQcPSCi8vOQL4xx/lqNkmTWTV5wjbsET5z8qV8rp793Q//8mZTnr2BGxt9RQXkZbwvxpljbm5zLoMpG5JJd//4QeDN2opEyqV/DuVKSN/pBBR/rFqlbxu2xZwcTFsLERE+mAk7degIDkqNjgYsLAAvv0WuHDBNDplk33zjewsOXEiZXGebLlyBWjfHhg+XNuhEVFe9vixXCsFkPlc0vHxxzKHNRf90o/YWO1dtm/P2jG3b9fO8fIidsxS1gUEyKzL7y7wVayY6WdjNhVmZrLVf/s2MHu2oaMhIn15/Vquag1k2KglIjI5RtB+ffRI5pWtXRs4fRqYPt30Rny5u8sUDQBw/HgOdhAZCWzeLIcRJ+d5ICLTt3YtkJQE1KwJVKmSbrHu3YEjR4Dq1fUXWn5mb6+9S/LklvRmUigUcuZFixbaOV5exI5Zyp6AACAsDHG7QtCtAxC3K0R28uWBRi1l0YQJ8vqXX4CICMPGQkT6sWsXEBUFFC4MtGxp6GiIiPQrj7VfExOBsLCU+19+KUfNHj8OVKtmkJD04uuvgXPngKlTc/Dkxo2B+vXlIkDff6/12Igoj0pOY9Cnj2HjIJ0xksktOsWOWco+c3MofRtgnQ+g9G1g2p8QU9S0KVC3LhAfD8yZY+hoiEgfktMY9OgBWFoaNhYiIkPII+3XkyeBWrWAjz6STTFApi/o08f0m9SurrkYzaZQpAwuWLIEePhQW2ERUV51+TJw5oz8kuzWLc0iZ88C8+fLjAdkvIxgcotOsWOWKL95t2EbFWXYeIhIt1QquUwtwNEGREQGEhsr06PWrQtcuiQ7Ea5dM3RUhhMWJvPNZkvz5kCdOrJHe+5cXYRFRHnJP/8AdnZAq1Zy1lcafvoJGDFCjsgn4/ZmcgtCdsUBHbohZFdcvpmczY5ZovzIz08O13j5Epg3z9DREJEumZnJIVr//GPac2SJiPKoHTuAypXlVE0hgF69gKtX828uxB07gHLl5LnCpKRsPFGhAMaPl7cXLZLJeYnIdHXpIkfHJ89zf0dMDLB+vbzNRb9Mg7k50MBXCfisQwNfpcnPJEnGjlmi/OjtUbOLFgEvXhg2HiLSvcqV08+qT0REWvfqlcwg4+8P3L0LeHsDO3fK7DKFChk6OsP58EPAyQm4cSNlXcos8/eXiwC9fAn8/LNO4iOiPMTBAShRIs2H1q6VXwUVK8rZCETGih2zRPlV69Zy3sfhw4Cjo6GjISJdePZMzp8lIiK9s7GRgzrNzGST659/5KSl/M7RMWXa8eTJwOvX2XiyQgHMnClXgvnqK12ER0R5wf37mRb59Vd5PWAAxx6QcWPHLFF+pVDI/Fw1ahg6EiLSlXnzADc3uSoCERHp3H//Ac+fy9sKBbB0qcylOncuYG9v0NDylM8/l/+ebt8GVqzI5pNbtAC++ELmniQi0xMTI/OdVKuWbsqS8+eB06flmra9euk3PCJtY8csEUmvXhk6AiLSJpVKzpd9+RLw8DB0NEREJi0pCZgzB6hSRXMRmpIlgdq1DRdXXmVnB3z7rbw9dapczytHVCogIUFrcRFRHrBhg/xtmpCQbt6X5NGy7dunuy4YkdFgxyxRfhcbC3z6qfzlEBNj6GiISFsOH5ZJDZ2cgI8/NnQ0REQm69w5oE4dObP+1Svg33+BxERDR5X3DRoEFCsmZywvW5aDHezcCfj4ALNnaz02IjKgVavkdZ8+6eYoSEyUo2UHDNBjXEQ6wo5ZovzO1lZ24Dx8CPz0k6GjIUNQKmF+6Ai6XgLMDx0BlEpDR0TasHKlvO7cWX7OiYhIq16+lKNja9cGzp4FChQAfvsN2LsXsLIydHR5n40NMG6cXNsnW3lmkz1/Dly5ItP1cCHb/IltWNNz+zZw6JDskO3ZM91iv/wChIcDTZvqMTYiHWHHLFF+Z24OjB0rb8+dy4ZtfhMcDHh7w96vNdZuBOz9Wstlo4ODDR0Z5UZcnJwGBsjRBkREpFUXLwJVq8rBmkol0KkTcPUq0K8fF6HJjr59ZT/MiBE5eHKnTkD58nKhy0WLtB4b5XFsw5qm33+X102aAF5eGRYtXFgurkhk7Pg2JiKgSxegbFng6VNg8WJDR0P6EhwMdOyYetXT8HC5nQ1b47Vpk0xTUro0UL++oaMhIjI5np5AdDRQtCiwZQvw55+Au7uhozI+VlbpppDM3LuDC2JjtRYX5XFsw5omITTTGKThwQPg+nU9xkSkBxaGDoCI8gALC9mwDQyUK1d8/jmXDs6L4uK0ty+lEhg2TDaA3iWEHO7zxRdAs2byh4828D2lP8mN2t69OXSLiEgLhJCZnxo2lF+rhQoBISFAxYoylTfl3v79stMlg9nLqXXrBkyeDNy6BSxZAowapbP4KBeMuQ3L9qv+HD8uP8v29kBAQJpFFiyQMxW+/hr47js9x0ekI+yYJSKpe3dgyhTgv/9k0p4vvzR0RPQuBwf9HUsIOQrB2Vm7+yT9WLYMWL0a6NHD0JEQERm9u3eBwYOBbduA//1PDsgD5IJfpB179gAtWshmR6tWQMGCWXxi8uCCfv3k4ILBgwE7O53GSjlgzG1Ytl/1p3ZtYOtW+aWbRof469dAUJC8/cEH+g2NSJeYyoCIJEtL4Ntv5e2ffwZUKsPGQ0Q5V6KE/KHq7W3oSIiIjJZSCSxcCFSuLDtlLS3lTGnSvqZNgSpVZHqIefOy+eSePeX/u4cPgY0bdREeEemDpSXQurU8wZKGkBAgKgpwc5MncIhMBUfMElGKXr2AyEhg0CBmUs+LtJk77fBhwN8/83Lbt8t5m0RERPnI5cvAgAHAiRPyfr16cjJCpUqGjctUmZnJjAQdOgA//CBnomc596ylJfDjjzJhbYsWugyTcoptWNKCX3+V14GB8mNPZCrYMUtEKaysUhZRoLxHmzmuWrQAHB2BFy/SL+PlJctpK8cs6V5oKDBpkuxNaN/e0NEQERmlRYtkRqfXr+W/yu++Az79lOesda19e6BGDeDcOZlDcvbsbDy5TRudxUVaoM02bIUK8sOY3uw+hQIoVoxtWGMzcCBQuDAwZIhcXfEd9+4BO3fK2/376zk2Ih1j84KI0vfokaEjIF355ZeMO2UBOUeIDVrjsnKlHCGyYYOhIyEiMlrlyslO2TZtgCtX5KxadsrqnkIBTJ0qb//0k5zElSPR0UBiotbiojzkyRM5Wja5UzatBU6FAKZPZxvWmERGAsuXAzNnpju6OihI/tl9fYGyZfUbHpGusYlBRKndvQs0bgzUqsWGrSnatAn4/HN5u3NnOargbcnLSy9bJpPqkXFISADWrpW3+/QxbCxEREYkOho4eDDlfvPmwMmTwJYtqf9Fkm75+8tF1V69kn002fbjjzLPevIKQWQ6Xr0C2rYFrl2TH8ylS4GiRTXLJJ9B+e032S4i47Bmjex1rVtXnhlLw+bN8nrgQP2FRaQv7JglotQKF5aNnrt3gVWrDB0NadPRo0C3bnI0wcCBwLp1QFgY4naFoFsHIG5XiByN0KePXPWkc2c5PZ7yvu3bgadP5fSvpk0NHQ0RUZ6iVAJHDpkDl7riyCFzKJVy++bNMm9smzZyqmyy999PezAe6ZZCAUybBpQpI/P6ZpsQsqd95kw57JlMQ1IS0LUrcOwYUKCAnNM+aFDqNmxoqMw/cugQ0Ls3FzM2Fsm/N3v3TrfI338Df/wBBAToKSYiPWLHLBGlZmsLjB4tb8+YwYatqUhKktnyExLkiIOff5a/gMzNofRtgHU+gNK3AWBhIUfLtmgBvHwJLF5s6MgpK1aulNc9e3L6HhHRW4KDAW9voLWfPbBxLVr72cPLSw7Oat8eePAAcHdnBqe8omlT4OpVoEuXHDx54EC5ZHtYGLB6tbZDI0NZvRr46y/A2lpeV64st7/bhq1ZU37gLSzkrK9r1wwbN2Xu/Hng4kX5t83gQ29jI8eW2NrqLzQifTF4x2x4eDh69uwJV1dX2NnZoXr16jhz5oz6cSEEJk2aBE9PT9ja2qJRo0a4fPmyxj4SEhIwdOhQFCpUCPb29mjbti3u37+vUebZs2fo1asXnJ2d4ezsjF69euH58+caZe7evYs2bdrA3t4ehQoVwrBhw5D4zjTuS5cuwdfXF7a2tihatCimTJkCIYR2K4UoL/jkEzly9vZteXqSjJ+FhWzMdukip7xbZLD+o6WlzFM6Y4bMR0t526NHKWknMhhtQETawfar8QgOBjp2BN6pWkREACdOyJnP33wj+wVq1jRMjKRJoci4iZIhOztg1Ch5e/p0eVKajF/v3nLQyB9/AA0aZFy2WTM5Nf7QITkcnvK25IEFbdsCBQumejgxUQ6EJzJlBu2YffbsGerXrw9LS0vs2LEDV65cwdy5c1GgQAF1mdmzZ2PevHn46aefEBoaCnd3dzRv3hwv3lq0Zvjw4di0aRPWrVuHo0ePIjY2Fq1bt4YyeY4SgO7du+P8+fPYuXMndu7cifPnz6NXr17qx5VKJVq1aoW4uDgcPXoU69atw8aNGzFy5Eh1mZiYGDRv3hyenp4IDQ3FwoULMWfOHMybN0+3FUVkCO82bN/6PJERq1RJpi+ws8u8rKOj/LWa/OtICObryqvWrZM/Pt97L2UUCRHpBNuvuhcXp51LTAwwbFjGP+oLFQLGjJEznrVxTNKexEQ5aWfMmGw+8dNP5R/21q2U3Otk3MzMgFmzsj6PvXNn2SZKxvZr3vT6dcoAoHQGFixcKNPOrlmjx7iI9E0Y0Ndffy0+/PDDdB9XqVTC3d1dfPfdd+pt8fHxwtnZWSxZskQIIcTz58+FpaWlWLdunbpMeHi4MDMzEzt37hRCCHHlyhUBQJw4cUJd5vjx4wKAuHbtmhBCiO3btwszMzMRHh6uLrN27VphbW0toqOjhRBC/Pzzz8LZ2VnEx8ery8ycOVN4enoKlUqVpdccHR0tAKj3aayi46MFJkFExxv36zC0PF+PL14I4eoqBCDEmjWGjiZNeb4ODe3VKyHatBFi//4Mi2Vaj4mJQvTtK0TbtkK8fq2DQE2Dwd6PmzYJUbeuED/+qN/j6gA/09phSvWY19pObL/qnuxKNc5LfqCv75dTp2SdmpkJ8eYtn3UzZ8only8vRFKSTuLLLVP6ntaJv/4SomtX2ZbNQKb1eOKEEMWKCXH4sA6CNA0Gey8+fSrEp5/Kz2liYqqHVSohKlSQH+U3/z7zNH6mtcNU6jE7bSeDjpj966+/UKtWLXTq1AlFihRBjRo1sGzZMvXjt2/fRmRkJFq0aKHeZm1tDV9fXxw7dgwAcObMGbx+/VqjjKenJ6pUqaIuc/z4cTg7O6NOnTrqMh988AGcnZ01ylSpUgWenp7qMn5+fkhISFBPTTt+/Dh8fX1hbW2tUebBgwcICwvTYs0Q5REODsCXX8rbzNNlfJRKmW9061aZviA3Q3muXJFntP/6Cxg6lHOK8pp27eSCGEOGGDoSIpPH9iuRftSuDbRuLUczT56czSd//rmcFn3zJnDqlE7iIx06fly2XdetA376KXf7WrBA5jL5+GOZvJjyjoIF5bD4q1dlGrV3HDsm0wTb2cn8skSmKqfZe7Tiv//+w+LFizFixAh8++23OHXqFIYNGwZra2v07t0bkZGRAAA3NzeN57m5ueHOnTsAgMjISFhZWaHgO/lI3Nzc1M+PjIxEkSJFUh2/SJEiGmXePU7BggVhZWWlUcbb2zvVcZIfK1myZKpjJCQkIOGtqRMxMTHyOiEGMOIZFTEJMRrXlDNGUY8De8PSzRWvu3YC8mCcRlGHhiAEbL78ClYbN0JYWeHl6hVQWijT/RtmWo8VSsJi5a+w7dYbiiVLEO9ZBImjR6ZdNh/j+zH3WIfaYUr1mNdeA9uvGVSOljx4op39HDtqjo4f22dabsOWONT7UDspm2KMuH2fVfr8fhk9zgwhIQ5Yt05g2Kg4VKqsytoTrQCLXxdDWaEcROnSbMMaEbPrN2DXuhXMXr3C65Yt8OrTvhn+/TKtx0XzYPffv7A4GQqVnx/iDu2B8PTQRehGK6++FxcvtQFghYCOiYB1fJ7/fs2r9WhsTKUesxO/QTtmVSoVatWqhRkzZgAAatSogcuXL2Px4sXo/VaOEYVCofE8IUSqbe96t0xa5bVRRrwZNZZePDNnzsTkNE7xes3zAmwyfAlGwWu+l6FDMAlGUY9zPzN0BBkyijrUozFHgJn7ABWArm0T8b/jrYHjmT8vs3oc0hJYuAOwmTAFA89Nwepq2onX1Ojr/WimAvqdA4IrAk+zkDbYmPAzrR0mUY/xhg5AE9uvGb6EvEVlBjiFATFFkfbSGirA6T46nikJnMtihx+p6e37pdKfEFc6oW7PXUCXjtl77iXdhKRNJvE9rSUeMcCx3wDvaOBkUaBJzd14ObdQlp6bUT26NgSO3QTK3buHf+tVgG8g8MKYvsv0RJ/vxYZhQJIZcMwLQFr/iuKdgHUPAFhhtUUjrP4uCz9k8gh+prXD6OsxG+1Xg3bMenh4oNI7KyVWrFgRGzduBAC4u7sDkGfzPTxSzmpFRUWpz/S7u7sjMTERz5490xh1EBUVhXr16qnLPHz4MNXxHz16pLGfkydPajz+7NkzvH79WqNM8uiDt48DpB4Vkeybb77BiBEj1PdjYmLg5eWFeyPuwcnJKc3nGIOYhBh4zffCvS/vwcnaeF+HoRldPSYmQvEgAsK7hKEjUTO6OtQDy1VrYLtvMAAgce4s/Pr5p/g1k+dkpx4Tvh0P63k/YtVWCyzp/z8omzXRUuTGT9/vR/M9e2E/pQOWnnZH7K2rcnEMI8fPtHaYUj3GxMTA67u80zhn+9W43k9/VbJA724KAAJCvN1ZLQAosOqXQmjb7pnB4jNG+v5+udrWDHXfExBXO+BgixeoUTP7neiKW7cgSpbMU/8nTel7Wiuio2HfzB/m0f9AWaY0Kh3YjYjCmXfKZrUeFX1vQ9WoOWpEPsLT0MZ4uelPwMpKm6/AaBnivWjn2wwWJ0PxauE8vB7YP9Xjy5dZ4svXtihfQYmTi3Yik/OaeQI/09phKvWYnfarQTtm69evj+vXr2tsu3HjBkqUkJ0+JUuWhLu7O/bs2YMaNWoAABITE3Ho0CHMmjULAPDee+/B0tISe/bsQefOnQEAERER+OeffzB79mwAQN26dREdHY1Tp07h/fffBwCcPHkS0dHR6sZv3bp1MX36dERERKgb0bt374a1tTXee7OiY926dfHtt98iMTERVm++xHfv3g1PT89UU8SSWVtba+T0SuZk7WTUb7JkpvI6DM0o6vHUKaBTJ8DVFThzBnntv6NR1KE+HDsGfDZU3v76a9iMGJ2twU1Zqsfv5wMRj6BYuxb2vfoBYWGAkf1Q1zW9vR/Xyo4gs4AOcLItoPvj6RE/09phEvWYuhllUGy/Gtf7qWcXwM4S+OILmWYyWbFiCvzwAxAQYGLTDfRIX++HOjWA7t3lquyzpzlg27Zs7mDQIODXX4FNm2Se0TzGGD9XOtG3G3DpH8DdHea798CxWOo0KxnJtB4rVgO2bQcaNYLFvgNw+nEpMHZsLoM2LXp7L964AZwMBczNYduxG2zTOOaalfJ60EBzONsY1+eDn2ntMPp6zE77VWdLkGXBqVOnhIWFhZg+fbq4efOmWLNmjbCzsxOrV69Wl/nuu++Es7OzCA4OFpcuXRLdunUTHh4eIiYmRl3m008/FcWKFRN79+4VZ8+eFU2aNBHVqlUTSW+twNmyZUtRtWpVcfz4cXH8+HHh4+MjWrdurX48KSlJVKlSRTRt2lScPXtW7N27VxQrVkwMGTJEXeb58+fCzc1NdOvWTVy6dEkEBwcLJycnMWfOnCy/5ry2snBOmcpKeYZmVPX4+LEQ9vZyWcytWw0djZpR1aE+JCQI0aOHEL16yaVMsyjb9RgfL0TbtkK8WT2cJL2+H6OjhbC1lZ/JU6d0fzw94WdaO0ypHvNa24ntV+OUlCREyK5YgQ5dRciuWPFWNVM2GeL75cYNIfz9c/jv7ptv5P/K997LVttI10zpe1orjhwRokQJIc6ezdbTsl2P27cL0aGDEHFx2Y/RROn9vTh2rPxM+vun+bBKJcTBg/LnTFSUfkLSBn6mtcNU6jE7bSeDdswKIcTWrVtFlSpVhLW1tahQoYL45ZdfNB5XqVRi4sSJwt3dXVhbW4uGDRuKS5cuaZR59eqVGDJkiHBxcRG2traidevW4u7duxplnjx5Inr06CEcHR2Fo6Oj6NGjh3j27JlGmTt37ohWrVoJW1tb4eLiIoYMGSLi4+M1yly8eFE0aNBAWFtbC3d3dzFp0iShyk7nhwk0bIUwnQ+LoRldPX79tfwnWrt2nmnYGl0d6oNSKURiYraewnrUDr3W42+/yc9jhQp55vOoDXwvaocp1WNebDux/WqcTOlzYUhGV4+PHqUMLti2zdDRqBldPepDQkK2n8J6zD291qFSKUTx4vLzuG6d7o+nR3wvaoep1GN22k4KId5k/ye9iImJgbOzM6Kjo40uR9fbYhJi4PydM6LHRBv38HIDM7p6jIoCvL2BV6+AHTuAli0NHZHx1aEuREYCv/wip2OZm+doF7muxxs3gGnTZBw2+Xc1Bb2+H319gcOHgZkzgTFjdHssPeJnWjtMqR5Npe1kzEzlb2BKnwtDygv1qFJlM13sV18Bc+YAdeoAx4/niZRceaEeDW7xYqBePaBazleTzVU9CgFMmgS89x7Qtm2OYzB2en0vHjgANGkCODvL3zAm9LuBn2ntMJV6zE7bKe9kPyeivK9IEeCzz+TtKVNkY4YMKyYG8PcHJk4ERo82TAxJSUCrVsDvvwO9eslfS6Rbt2/LTlmFAujZ09DREBER6cXjxzJfsJ9fNpuho0bJDqCTJ4G9e3UWH2XD778DgwcDDRsC9+4ZJoZVq+Rvmq5dgRMnDBNDfrPyTfLYLl3S7JQNDpaf8StX9BwXkQGxY5aIsie5YXv8OLB/v6Gjyd8SE4EOHYBz52Sn+eDBhonDwgJYtkyubLthAzBiBDvtde34cTk6umlToFgxQ0dDRESkFwkJwNKlsm91z55sPNHNDfj0U3mbgwsMb/duoF8/eXvgQMArayuXa12PHnKAw6tXQJs2wM2bhokjv1CpgNOn5e3evdMssmAB8OOPwMaNeoyLyMDYMUtE2ePhIVe3BbLZIiatUqmAvn3lLxN7e2DbNqB0acPF06hRyhnwBQuA+fMNF0t+0L078OCBbLkSERHlE0WLpkzeGjcum/2rX30FWFvLoXjh4TqJj7LgzBkgIEDOuOreHZg923CxWFgA69fLVAaPH8s0bVFRhovH1JmZARcvyllf9eqlevjGDfmQmZn8mUOUX1gYOgAiMkJjxgDdugEffGDoSPKvr78G/vhDNig3bgRq1TJ0RHIa2P378ofPyJHy11OXLoaOynQVKSIvRERE+ciYMTKlfWgoEBIiBzpmiacnsHWrbL86Ouo0RkrHrVv/Z+++w6MqvgaOf282PYGEhECABELvVUCKNOnFHxARlY4CKkoRkaIvCKioqAiCDQsIqKA0FelIlSo10ksoCQkJkATSk937/jGkQYCU3WzK+TzPPtly987szSY7e+7MOWqGakwMdOgACxdmM1mwBbi6qgkOLVrAxYvQo4fKg+riYt1+FVY2NtCqVaYPff+9+tm1q+UWhBmNRpKSkiyy78TERCq4VCAxIZF4Pd4ibRQFBeU42tnZYchhfZd7SWBWCJF9Zcqoi7COzz5TBSwAfvhBJVrLL954Q+UJ+/xztUSpXDl44glr96pwiYwEd3dr90IIIYSwitKlYdQo+OgjmDpVpbnPcmyvY0eL9k08RFiYGrOGhUGDBmpigb29tXullC6tChu3aKEi/s8+q4L4+aBIXKERE6N+33Z2mT6clASLFqnrw4aZv3ld1wkNDSUyMtL8O7/LpJv4uuXXXA+6TrgWbrF2CruCdBzd3d3x9vZGy+X/CgnMCiFyJzQUoqOhShVr96To8PNTS/GmT1fFtvITTYPZs9XM2ZAQqFnT2j0qXOLioGJFVb34119lxqwQQogi6c034csv4ehRVSyoT59s7kDXYc8eaNnSEt0TmXF0VGMYo1EFQR9RpTzPVaumgrFdukDfvhKUNbfPP1ffEaZPz7Quxtq1KmZfurQ62WJuKUHZUqVK4ezsnOtAWmaMJiNxN+LwK+mHwcY8MymLooJwHHVdJzY2lrC7qU/K5HLSmgRmhRA5t3w5DBkCbdrAhg3W7k3R0bs3nDgBlSpZuyeZMxhg6VJ13cnJun0pbP74Q82YvXQJSpa0dm+EEEIIq/D0hNdfV3W8Zs3KZmA2OVkFZA8cUMHZ5s0t1k+RTvHiKmVAaCh4e1u7N5lr3hwCA8HDw9o9KVx0HRYvVnl8HR0z3eS779TPIUMeOKk2x4xGY2pQ1tPT07w7T9+OyQi24OjomG8DigVBQTmOTne/54aFhVGqVKlcpTWQ4l9CiJxr0kStO9m4UQ1uheUcPw6XL6fdrlw5f5/Jd3LKGJRdtgyioqzXn8IipcDawIHWz8kmhBBCWNG4cWrm7J9/ZvOJtrZQp466/u67Zu+XSEfX1VTIlCpt9vZQvrx1+/Qo6YOy16/DmjVW60qhcfAgnD6tvhtkchZF16FePTVb9sUXzd98Sk5ZZ2dn8+9cFGkp76nc5i2Wb3VCiJyrVCltKb0MbC0nMFDl5GreXA1qCpqPP1bF4vz9ITHR2r0puEJD1UkQUPl7hRBCiCLMzU3Nli1dOgdPfusttcJn/Xr491+z903c9dZbqjrb+PHW7kn2Xb+uxt59+sjKwNxavFj99PfPNIWFpsEHH6hMaFWrWq4blkhfIIo2c72nJDArhMidt95SM/fWroXDh63dm8Lnxg0VlA0NBS+vgll0rWNHVfH2779h6FAwmazdo4Lpp5/UsWve3LKjViGEEKIAunkzGxtXrgz9+6vrMrnAMubNgw8/VNdTZigXJKVKqQK2RqMKzh46ZO0eFUwJCfDLL+r6IyYW2BaERJsxMSqSrGnquhBmIIFZIUTuVK2qZkMCvPeedftS2MTEQI8ecO6cWva1fr2aHlLQNGigKnPY2sLPP8PkydbuUcGj62lpDAYPtm5fhBBCiHwkOFidw37ssWwuzHnrLRVc+eMPVUVMmM9vv8GYMer6e++pE/MFjaapxKcdOqgxeffuahWbyJ6//oJbt6BsWWjf/r6HjxyBTZtk3kZ+4ufnx5w5cx74+JAhQ+jVq1ee9SenLl26hKZpHC0A/98lMCuEyL2331aDl9WrVS5UkXvJyfDss7B/v8p1tWGDGtAUVB07wvffq+uzZsH8+dbtT0Fz7BgEBICDg6oULIQQQghADZMCAlQq/pShRpZUrw7PPaeuy+QC89m+HQYMUCeVR45UAfCCyt4eVq6E+vVVaoMuXdRqNpF1KWkMBgxQ6UPu8cEH6sTKlCl53K+cMhrTru/cmfG2mWma9tDLkCFDHvn8NRbIkTx37lwWLVqUredYqi8P4+vrS0hICHXuztjfvn07mqYRGRmZp/3ICgnMCiFyr2ZNFSxydFSnPUXu6Dq89JI6w+zkpNJE1Kxp7V7l3qBBaV98Ro9Ws2hF1lStCkuWwNSpUKKEtXsjhBBC5BtOTmqOAKhhRlxcNp6cMrngwoVsPlFk6vhx6NlTTV3294fPP8/fxWqzonhxWLdOrV47exb+9z+IjbV2rwqOd99VOYYzCSKGh6fVVisQ8w5WrYJatdJud+sGfn4W+04TEhKSepkzZw7FixfPcN/cuXMt0u6juLm54e7ubpW2s8NgMODt7Y1tAciRIYFZIYR5zJoFFy/KMmtzuHNHBbhtbGDZMpVTtLB46y0VdNZ19X4RWePiomYaFORZJ0IIIYSFDBsGvr5w7Rp88002nli7Nuzbp+okODlZrH9FxpEjahzbqpXKjZ/JDMkCqWxZlVLM3V0ty4+IsHaPCo66dVUh4EwmmSxZAklJ0LixmpScr61apXINBwdnvD84WN1vgeCst7d36sXNzQ1N0zLc9/PPP1O5cmXs7e2pXr06S5YsSX2un58fAL1790bTtNTbFy5coGfPnpQuXRpXV1eaNGnCli1bstWve1MZtG3bltGjRzNhwgQ8PDzw9vZm2rRpj+wLwJ9//sljjz2Go6MjlSpVYvr06SQnJ6c+rmka3333Hb1798bZ2ZmqVavyxx9/pD4eERFB//798fLywsnJiapVq7Jw4UIgYyqDS5cu0a5dOwBKlCiROuN48eLFeHp6kpCQkOE1Pv300wzKw2LLEpgVQphH+fIFszBVflS8uFoG9vvv6qx8YaJpKo3Bli0Fs0KvEEIIIfIdBwe1qATU0uhs1eRp2rTgz+rMLwYPVrNLf/9draQrTGrVgs2bYc8eKFfO2r0p8HQdvv1WXR82zIodiYl58OXmTfXz9m212k/X739+yn2jR8Pt29jExj18v2ayevVqxowZwxtvvMF///3HSy+9xNChQ9m2bRsABw8eBGDhwoWEhISk3o6OjqZbt25s2bKFI0eO0LlzZ5566imuXLmSq/78+OOPuLi4sH//fmbNmsWMGTPYvHnzQ/uyceNGBgwYwOjRozl58iTffPMNixYtYubMmRn2PX36dPr27cvx48fp1q0b/fv359atWwBMmTKFkydPsn79ek6dOsVXX31FyZIl7+ufr68vK1euBODMmTOpM46feeYZjEZjhmDvjRs3WLt2LUPzMDe2BGaFEOZ34IAkx8+J9GdgixdXhb8KI1vbjMn/79yBsDDr9Se/mzRJzTSQnGZCCCHEAw0eDJUqqSFFjlLZR0er9FEie+Li1CzSFF26FN60S40bq6TGKS5csF5f8ruTJ6F/f9i6NdOH9+yB06fB2TmtjrRVuLo++FKypPrp5nb/TNn0dB2CgzGU8KBR1dbqPj+/zPdpJp988glDhgxh5MiRVKtWjXHjxuHv788nn3wCgJeXFwDu7u54e3un3q5fvz4vvfQSdevWpWrVqrz33ntUqlQpQ2AyJ+rVq8c777xD1apVGTRoEI0bN2br3d/9g/ry/vvvM2nSJAYPHkylSpXo2LEj7777Lt8u+DbDvocMGcLzzz9PlSpVmDlzJjExMRw4cACAK1eu0LBhQxo3boyfnx8dOnTgqaeeuq9/BoMBj7t/u6VKlUqdhezk5ES/fv1SZ9kC/PTTT/j4+NC2bdtcHZPsyFFgdsOGDezevTv19hdffEGDBg3o168fETKtX4iibcYMePxxSLd8QWTB7t0qj+jHH2d+NrawCgmBNm2ga1cVoBUZ3boFn30GEyY8fEAohMgSGcMKUXjZ2aUNP3/7LZvDqZs3oWJFlR/13DlLdK9wSk5WBdSeeAJyOeMuJ4xG2LXDAAHPsWuHwZJ1mO731VeqgNzPP+dhowXIokXq2DzgLMl336mfzz6r5qOI7Dl16hQtW7bMcF/Lli05derUQ58XExPDhAkTqFWrFu7u7ri6unL69Olcz5itV69ehttlypQh7BETbw4dOsSMGTNwdXVNvQwfPpyQkBDi4+Iz3beLiwvFihVL3fcrr7zCsmXLaNCgARMmTGDPnj3Z7vvw4cPZtGkTwXe/ay1cuJAhQ4ag5eFKihwFZt98801u374NQEBAAG+88QbdunXj4sWLjBs3zqwdFEIUMN26qZ8//QTnz1u3LwXFiRPw1FNqxsHu3WAyWbtHeSc2FoKCVG63Z55RiaZEml9/VQU06tUrAMm3hMj/ZAwrROHWr58qAr9nTzazE3h6qokFJhPcs4xWPICuw6uvwh9/qLoBeRyYXbVKTUrs0dkFVv5Cj84ulqzDdL/z51VkeMiQB84KLbKMRli6VF3PJE+nyaS+/oCV0xiAmin/oMuNG+rnunVZ2pXxr7UcPrdT3bh0KfN9mtG9gUNd1x8ZTHzzzTdZuXIl77//Prt27eLo0aPUrVuXxMTEXPXFzs7uvr6ZHvGd1mQyMX36dI4ePZp6CQgI4PSZ09g72Gdp3127duXy5cuMHTuWa9eu0b59e8ZnM11ew4YNqV+/PosXL+bw4cMEBAQwJJNidZaUo8BsYGAgte5Wo1u5ciU9evRg5syZfPnll6xfv96sHRRCFDCNG6vZj0ajSvIlHi4oSC35ioxURb5++aXwFErIisqV4a+/1DqmjRthxIiiNWP4UX78Uf2UonpCmIWMYYUo3AwGGDgQ7O0fve19pkxRP5cskQKlWfHuu7BggYqA//yzmjWbR1LqMAUFZbzfgnWY7vfxx2q6Z1IS+PvD8eN50GgBsWWLWhXn4QHdu9/3sI0N7N+vst9Zvcaxi8uDL56e6menTuDj8+CzPZqmqg927IjJ2enh+zWTmjVrZlgBBLBnzx5qpiuyZmdnh/GeaeS7du1iyJAh9O7dm7p16+Lt7c2lS5fM1q8HyawvjRo14syZM1SpUuW+i41N1kOVXl5eDBkyhKVLlzJnzhwWLFiQ6Xb2dz8Y7u0HwLBhw1i4cCE//PADHTp0wNfXNxuvLvdyFJi1t7cnNjYWgC1bttCpUycAPDw8UmchCCGKsJSB7eLF6myhyFxEhArKBgVBjRrw558qQFnUNGmiZoYaDGrZk6TBUM6eVZWiDQY1BUgIkWsyhhWi6EhKgn//zcYTHn8cOndWkws+/NBi/SoUvv0W3nlHXf/iCxWYfIiH1VfK7iUrdZjGjFHbmaO9B7KxUSfQ27RRjXXtClev5ux4FjaLF6ufzz//wLMkmqa+AhSIunsGA8ydq67f2+GU23Pm5OnkmjfffJNFixbx9ddfc+7cOWbPns2qVasyzBb18/Nj69athIaGpqZrqlKlCqtWreLo0aMcO3aMfv36PXJmqzlk1pepU6eyePFipk2bxokTJzh16hTLly9nSkosIQumTp3K77//zvnz5zlx4gRr167NEJxOr0KFCmiaxtq1awkPDyc63Qzm/v37ExwczLfffssLL7yQuxebAzkKzD7xxBOMGzeOd999lwMHDtD97lmQs2fP4uPjY9YOCiEKoObNoWNHlXdKBraZi49XecxOnICyZWHDBnVWtqjq3l3l6gKVp/jbbx++fVGQMqjt3Bm8va3bFyEKCRnDClE0BAerc95t20J4eDaeOHWq+rlokVVyphYIf/wBL7+srr/9NrzyyiOf8rD6Stm9ZKUOU1CQ2s4c7T2UgwOsWQO1a8O1ayo4GxmZ1SNZON2+DatXq+uZrPi6ceMRAe/8yt8fVqxQ39vS8/FR9z/i5IS59erVi7lz5/Lxxx9Tu3ZtvvnmGxYuXJihYNWnn37K5s2b8fX1pWHDhgB89tlnlChRghYtWvDUU0/RuXNnGjVqZPH+ZtaXzp07s3btWjZv3kyTJk1o1qwZs2fPpkL5Clner729PZMnT6ZevXq0bt0ag8HAsmXLMt22XLlyTJ8+nUmTJlG6dGlee+211MeKFy/O008/jaurK7169crVa80RPQcuX76sd+/eXa9Xr57+3Xffpd4/duxYfdSoUTnZZZERFRWlA3pUVJS1u5IrUfFROtPQo+IL9uuwtkJ9HHfu1HXQdTs7Xb9yxWLNFNhj+Msv6vgUL67rx45Zuzf55zhOmaKOi4+PrsfEWLcvOWC242g06nr58upYLF9uns4VEPnmvVjAFabjaM6xk4xhc0bGryK9gnAcTSZdb9xYfYy+8UY2n/zkk+qJI0dapG8pCsJxvE9ysq7Xrq2OzwsvqAOdBSpcWjAvWXLliq6XLaue8PnnOT++VmLW9+J336njULNmpu+PV1/V9WLFdP3bb3PfVFbFxcXpJ0+e1OPi4nK/s6iotDfHunXqb+KuZGOyfjD4oJ5sTH7IDsSjWOs4dujQIdtjwYe9t7IzdrLNSTC3fPnyrF279r77P/vss1wFiYUQhUirVmqawoULEBio8u6INM89p1IZ1KypCjsJZfp0tTRs6NCimdYhRVQUtGihCn/973/W7o0QhYaMYYUoGjRNpUDt2lWttB837v6Jbg80dSps26YK9eh6AVlrnUcMBpU/9JNPVC2JLB4bc9Y82rkzrdbww6xbB61bm6/dh/L1hfXr1bFJNwuvSHJxUdPVBw267/0RF6dqgt25AxWyPikyf0mfrqB166JVG6SQunXrFps2beLvv/9m/vz5VulDjgKzABcuXGDhwoVcuHCBuXPnUqpUKTZs2ICvry+1a9c2Zx+FEAXVkiXg5aWW+QjFaEz7AM/C0q8iR9PuzzGb/pgVFSVKqEJwiYk5rGAihHgQGcMKUTR07gwtW8I//6gY4rx5WXximzZw/jxUqmTR/hUo6cdi3t4qMJsNZqx5xJNPqtXjwcEPrhfr66vqNeXp8LFevYyTLYri+BXU5JNnn1Up7e6xcqWae+DnB+3b533XzMLFRQoVFzKNGjUiIiKCjz76iOrVq1ulDznKMbtjxw7q1q3L/v37WbVqVWrS3OPHj/NOShJwIYTw8ZGgbHoLF6rB/q1b1u5JwbFmDTRsmM0EcYWIBGWFMCsZwwpRdKTMmgVYsCCbKWMlKJsmKkoVRlu61No94Y8/oFGjtHP4D5qw6+enFmBZzZ07arp2UV2NoWlgZ3ff3d99p36++KKVfz9CpHPp0iWioqIyFE7Lazn6c5g0aRLvvfcemzdvxj7dl8Z27dqxd+9es3VOCFFIJCer2bOhodbuifWsWwfDh6tpG4sWWbs3BUNCAowfDwEB0KNHAa0UkAOHDqmicEIIs5MxrBBFS7t2aoZlYiK8914OdnDhAvz6q9n7VWAkJECvXmpsMmGCCjhayc8/q/pKJ0/C6dOq3lK5chm38fBQk1QHD7ZyBorffoPNm+GNN9T1okDX1ZTY2NhMHz57FnbsUAHZIUPytmtC5Hc5CswGBATQu3fv++738vLi5s2bue6UEKKQGTBA5Rn69FNr98Q6DhyAZ55RS5oGDYLXX7d2jwoGBwf46y81yj5wQC2NymRZVKEzcSLUqQPffGPtnghR6MgYVoiiJ2XW7JUraiiWZQEBUL26iiKFhVmia/mbyaTGrdu3Q7FiapJBsWJW6crXX6uvE0YjDByoUlP4+8OlS7B2Yww8/TxrN8YQFgbnzqkZmSmssup86FB49VXV+IABKjFuYffPP9CnD1Srlukf2vffq59du6pFlUKINDkKzLq7uxMSEnLf/UeOHKHcvaethBBi0CD188svi96S9LNnoXt3dfa4c2e1hkeKSGRd9erw55/g6Ahr16qCCoU5r9PVq/D33+p6587W7YsQhZCMYYUoelq0gCNHYMOGbKb8rFNHrZuPi4PZsy3Wv3xJ11XFtF9/VUvSV6+GBg2s0pWPPlJlGXRdxToXLQLbu5VyDAZo1cYIdZfRqo0RgwEqVkx7bng4NG6sanLlKU2DuXOhd281XbtnTzXVtzD78Uf1M5PkvkYjLF6srg8blsf9EqIAyFFgtl+/fkycOJHQ0FA0TcNkMvHPP/8wfvx4BqUEYIQQIkXXrvDYYyo4WZRyLYWGQpcucOOGGhWuWJFpviXxCC1aqPVrmqZmkX7wgbV7ZDlLl6pvHm3aqARpQgizkjGsEEVTjmKKmgZTpqjr8+dDUZpV/8knKrAIKuBmhUpNug5vvQWTJqnbb72lCrhlJzfp++/D4cPqq0hKftM8YzDATz+pcWxkpOrEtWt53Ik8EheXlvIjk89Sg0FNqJ0xQ81XEUJklKPA7Pvvv0/58uUpV64c0dHR1KpVi9atW9OiRQv+7//+z9x9FEIUdPcObItK8avBgyEwECpXVkvyXV2t3aOCq3fvtHLKb78NW7datz+WoOtpsw0GD7ZuX4QopGQMK0TRFh6uyh5kWY8eKqobEwNz5lioV/nMP/+ofLKg0pA9/7xVunHnjpqoC2rW7PvvZ3/R2UcfQf/+KhPW8OEqW5TJZP6+PpCTk6pYVq2ayqXx3HOFc+XX77/D7dtQoQK0bp3pJpUqqa+DMkdFiPvZ5uRJdnZ2/PTTT8yYMYMjR45gMplo2LAhVatWNXf/hBCFxf/+B/Xrw7Fj6gz89OnW7pHlff65CrD99BOUKmXt3hR8r76qBrVxcdC2rbV7Y34HD8KZM2oQ//TT1u6NVRh1nV1Rd8DrSXZF3aGLVzEMkvpDmJGMYYUoum7eVOfK79xRQ9J69bLwJE2DqVNVQtPPP1fFnNzdLd1V62rRQp0Ej4tT6QyspHhxVT/r778znYSZJQ4OKhBftSpMmwazZql6bosXg7OzWbv7YJ6eKo9Gnz5qkkFhHNek5CkYODB7U5oLoJiYtLk20dHg4mLd/ojCIVd/NZUrV6ZPnz707dtXBrRCiIfTNEiZjTR3LkRFWbc/eaF6ddi7V30LEObx4Yfq/ZOtJHEFRMpsWX9/9W2kiFkVHo7fvn30OHkOak2hx8lz+O3bx6qilpda5AkZwwpR9Hh6Qrdu6vrUqdl4Ys+eKt/s7dsqOFvYaRq8955KZ5DH4uNh06a02z4+OQ/KptA0eOcdFaC1t4eVK6FdO7h+PXf7zZaKFeHff9UZgcImJAQ2blTXM/llzZyp/oT27Mnjfgmz2L59O5qmERkZ+cBtNE1jzZo1edannJo2bRoNrJQr+1GyPGN23LhxvPvuu7i4uDDuEWfOZhe15OhCiKzx94datdTIODwc3Nys3SPzmzoVnnhCJb6HwnlW3JrSH8/ERLXUbuzYgp+PVdfTKlMUwTQGq8LD6XPiBPcu7gtOSKDPiROsqF0bfy8vq/RNFHwyhhVCpJg2DX77Ta28/vdfVQLgkWxs1Brs4cPVqpbC6MIFlcN/3ry015jHY9joaOjVS82QXbYM+vY17/4HDFAr7Xv1goiItAJieSb98fznH9ixQyXOLej+/lvlh2jRQk1NTsdoVOUhrlxRv88WLazURzMyGtOu79yZaa0zsxoyZAiRkZH3BT63b99Ou3btiIiIwN3Ks/hDQkIoUaJElrdftGgRY8eOfWiw1xLGjx/PqFGjUm8/6NhaQ5b/HR05coSkpKTU60IIkW02NrBrF3h4WLsnljF7Nrz7rkqedPZswQ8W5ndvvKFyFm/cqAa4Bfl9pWkQEKCWuj35pLV7kyUx6UemuWDUdUafO3dfUBZABzRgzPnzdChRwmxpDVwK44xr8UAyhhVCpKhRQwXoFi9Wsdb167P4xKefVhGYwpjGICwMOndWwVmDQUXS8lhEhCoKtXevWhpesqRl2mnVCvbtU9c9PS3TxiNdvQodOqjpwSVKwCuvWKkjZtK/PzRrpn6J99i6VQVlS5QoHFm6Vq2C0aPTbnfrpmZ1z52r5h8VVd7e3tbuQpa4urrimk9rvmQ5MLtt27ZMrwshRLYU5ODZw/zyiwoUggrOSlDW8iZOhDVr4PRplcN48+aCPZPF3l69jgLCddeuPGlHB4ISEnDbvdt8+yyMOYrFA8kYVgiR3tSpKv3/hg3qvG7Llll4ksFQOIOy0dEqInrhghq7WqEGxPXrKi587JgK4K1fD48/brn27s1e8+236ufw4ZZrMwNfX5g8WeVXeO01KFtWrfUvyB6Qtu2779TPAQPA0TEP+2MBq1apNMH31m4LDlb3r1gBPXtZpWup9uzZw6RJkzh48CAlS5akd+/efPDBB7jcTYS7dOlS5syZw5kzZ3BxceHJJ59kzpw5lEpXC2XdunWMHTuWq1ev0qxZMwZnYSWfpmmsXr2aXr16cenSJSpWrMjKlSuZN28e+/fvp2rVqnz99dc0b96c7du3M3To0NTnAbzzzjtMmzaNxMRE/u///o+ffvqJWxG3qFu3LrM+mkXbu+P2lJm2y5cvT+3jE088wcKFCylTpgygZhJPmDCBEydOYGdnR+3atfn555+pUKEC06ZNY82aNRw9epRp06bx4900cin92LZtGzNmzKBWrVrMnz8/9fXdvHmTsmXLsn79ep600ASaHOWYfeGFF7hz585998fExPDCCy/kulNCiCLg5k2YMUNlUC/otm5NW34+enRaJVthWT4+6luVm5v6ZjVgQMb1RQVFYmLhrNArRD4kY1ghROXKcDcuwJQp2XyyrqsTwb/+avZ+5bmkJBVR+vdfNUV140bI45lvV65A69YqKFu6tFrdb8mg7L2OHVMTVkeMUMN3kymPGk5JjWEywXPPqanCBVFCwgMfCg9X8ycAhg3Lm+7kREzMgy83b6qft2+rr3iZDddT7hs9Wm0XF2vz0P1aSkBAAJ07d8bf35/jx4+zfPlydu/ezWuvvZa6TWJiIu+++y7Hjh1jzZo1BAYGMmTIkNTHr169ir+/P926dePo0aMMGzaMSZMm5ag/b7/9NuPHj+fo0aNUq1aN559/nuTkZFq0aMGcOXMoXrw4ISEhhISEMH78eACGDh3KP//8w08//8QvW36hT58+dOnShXPnzqXuNzY2lk8++YQlS5awc+dOrly5kvr85ORkevXqRZs2bTh+/Dh79+5lxIgRqYHX9MaPH0/fvn3p0qVLaj9atGjBsGHD+Pnnn0lI997+6aefKFu2LO3atcvRscgSPQdsbGz069ev33d/eHi4bjAYcrLLIiMqKkoH9KioKGt3JVei4qN0pqFHxRfs12FtRfY4mky63qCBroOuf/pprnZl9WN45IiuFyumXkvfvrpuNFqnH7lk9eOYG9u26bq9vfodjBql3l9WkqPjOHeurlesqOvffWe5jllAdHKyWS7rbtzQ2bbtkZd1N27oUUlJZmmzKCjQf9P3MOfYScawOSPjV5FeYTiOly/ruqurro8cqesJCdl44po1arxRqpSux8Tkqg9WPY4mk64PGqRei7Ozru/bl+ddCA/XdV9f1YUKFXT93Lmc7Sc3x9Fk0vXp01UfQNf9/XP9a826pCRd79ZNNezpqetnzuRRw/fL0TFMTNT1cuV0vWdPXQ8Nve/hTz9VL61JE/P1M6fi4uL0kydP6nFxcfc9lvK7N+cl2ZislyyZ+WPZNXjwYN1gMOguLi4ZLo6OjjqgR0RE6Lqu6wMHDtRHjBiR4bm7du3SbWxsMn3duq7rBw4c0AH9zp07uq7r+uTJk/WaNWvqpnTfpSZOnJihncwA+urVq3Vd1/XAwEAd0L9L973mxIkTOqCfOnVK13VdX7hwoe7m5pZhH+fPn9c1TdODg4P1ZGOyfjD4oJ5sTNbbt2+vT548OfV5gH7+/PnU533xxRd66dKldV3X9Zs3b+qAvn379kz7+c477+j169dPvT148GC9Z8+eGbaJj4/XPTw89OXLl6fe16BBA33atGmZ7vNh763sjJ2yNWP29u3bREVFoes6d+7c4fbt26mXiIgI1q1bl2EatBBCZErT0hL0zJoFcXHW7U9OBQVB165w5w60basSltnkaCGCyI22beHuUhTmzYNPP7Vqd7Ltxx8hMLDA/R24GAxmuXTy8MDH3v6B7WiAr4MD7UuUoP2xY0wNDCTeZMpVm6LokTGsECK98uXVMO6LL1QmoSzr1g0qVVJ5WRcssFj/LO6dd9S41WBQ1dDycprqXZ6eKu9o9eqqBEWVKnneBTQtLbWFvb1art62LYSG5kHjtrawfLmqQHfzJnTpot5XBcWGDWod/7599yXs1fW0FBH5ebZsQdGuXTuOHj2a4fJdSp6Iuw4dOsSiRYtS86i6urrSuXNnTCYTgYGBgMqz37NnTypUqECxYsVSUwRcuXIFgFOnTtGsWbMMM0ybN2+eoz7Xq1cv9XpKmoGwh7y/Dx8+jK7rVKtWDbfibrSu2hq34m7s2LGDCxcupG7n7OxM5XSpM8qUKZO6Xw8PD4YMGULnzp156qmnmDt3LiEhIdnqt4ODAwMGDOCHH34A4OjRoxw7dizDzGJLyFYtQnd3dzRNQ9M0qlWrdt/jmqYx3Qp5aYQQBdCAASqVwaVL6pM7fSb1gqJ0aTWIOnxYrdVxcLB2j4qu555Tg8MZM6BRI2v3Juv++0+9f+zs1GsoggyaxmdVqvDMyZP3PZYyLJxTpQqbIyL4984d/r1zh+9DQphUvjyjfXxwlkCryAIZwwoh7uXmloMn2dmp/KDDh8NHH8FLLxXM/Pbdu8NXX6kJEt26WaULmqbOpb/zjvXT9/brp4L1vXrBwYMqTv3XX1CnjoUbdnVVDTVvrsavxYtbuEEzWrxY/ezfXwWZ0zEaYdQo+Pnn/D+8jY5+8GPx8So37s6dWfszWfuXkeLVjgH1uXTJXD0EFxcXqtxz5iIoKCjDbZPJxEsvvcToTL5Tly9fnpiYGDp16kSnTp1YunQpXl5eXLlyhc6dO5OYmAiAbsbUanZ2dqnXUwK9pofkCjGZTBgMBg4dOgQanAw/SS2vWhhsDBkKdqXfb8q+0/d74cKFjB49mg0bNrB8+XL+7//+j82bN9OsWbMs933YsGE0aNCAoKAgfvjhB9q3b0+FChWy/PycyFZgdtu2bei6zpNPPsnKlSvxSFfEx97engoVKlC2bFmzd1IIUQilDGxfekkNbEeMKHhZ4e3s4IcfICoqh6N7YVbjxsHzz6siCgVFyqC2e3fLlSAuAPqUKsVKTWP0uXME3x0cAvg4ODCnShX8vbzQdZ31desy8eJFjsfEMDkwkHnBwUz382OItze2MltdPISMYYUQD3LkCCxZooKEmaQivN+gQarQ65Ur8P33qoBTQfP443D2rKq2lYe2blWzlH/5Rc1nsLGxflA2xRNPqMmf3brBuXNqQqjFA7MApUqpWgmlShWclXe3bsEff6jrgwbd97CtLYwcqS753d26WA99rFMnVdoiODjzPLOaph7v2BGOh5seuV9LaNSoESdOnLgvgJsiICCAGzdu8OGHH+Lr6wvAv//+m2GbWrVqsSYlMfBd+/btM3tf7e3tMd5TF6Rhw4YYjUbCwsJo0bIFd1zvUMW7Cgab7E/AaNiwIQ0bNmTy5Mk0b96cn3/+OdPAbGb9AKhbty6NGzfm22+/5eeff2bevHnZ7kN2Zesvv02bNrRt25bAwMDUpLopl+bNm8uAVgiRPYMHq8qk167BwoXW7k3WJCerGQYp/8Q1Lf+MKIs6TcsYlD11Ss1Iza+Sk2HpUnU9CxVPC6NYo5G4u39L/l5eXG7enLW1qsLJd1lbqyqBzZrh7+UFqDPiXTw9OdK4MYtr1KC8gwPXEhMZfvYsdf/9l+vpArpC3EvGsEKIzNy5o4pPffYZ/P57Fp9kb68mF4CaXPCQAkj5yq5dcOhQ2u08Dsr+/rsKeq5enX+zTlWpooKzn34Kb7yRhw17e6cFZU0mWLkyfxeGXb5cFa+tX19dCjmDAebOVdfvPXmTcnvOHLWdtUycOJG9e/fy6quvcvToUc6dO8cff/zBqFGjADVr1t7ennnz5nHx4kX++OMP3n333Qz7ePnll7lw4QLjxo3jzJkz/PzzzyxatMjsffXz8yM6OpqtW7dy48YNYmNjqVatGv3792fQoEGsXrWa4CvBHDx4kI8++oh169Zlab+BgYFMnjyZvXv3cvnyZTZt2sTZs2epWbPmA/tx/Phxzpw5w40bN0hKSkp9bNiwYXz44YcYjUZ69+5tltf9MFkOzB4/fjx16nFUVBQBAQEcP34804sQQmSJgwOkVHr84AP1AZ+f6Tq8/LI6/TtwoLV7Ix7m0CFo2VKlmrh61dq9ydzWrRASovJyWWkZobW9fv48jQ8d4uidO4BKa9DKrRiE/00rt2IYMpm6ZKNpDPT25kzTpsyuXBkPW1s8bW0pdc/SJiFSyBhWCPEgxYqlZdOaOlXFxLJk6FAoV04lqrVA4MLsAgLgqadUAtV7ZsnlhZ9+UvlkExOhd+88Dnpmk4eHWoSVMgSJjlaB+yy/N3JD1+GFF6BPH8jP6XVSVnxlMlv2999V+uW7Q7tCw98fVqy4f2Gej4+639/fOv1KUa9ePXbs2MG5c+do1aoVDRs2ZMqUKan5Xb28vFi0aBG//fYbtWrV4sMPP+STTz7JsI/y5cuzcuVK/vzzT+rXr8/XX3/NzJkzzd7XFi1a8PLLL/Pss8/i5eXFrFmzAJWGYNCgQbz55pv0ad2H3r16s3///tQZvo/i7OzM6dOnefrpp6lWrRojRozgtdde46WXXsp0++HDh1O9enUaN26Ml5cX//zzT+pjzz//PLa2tvTr1w/HvFjV+8jyYHdpmpZaxVbTNN3GxkbXNO2+i42NTVZ3WSRJVVuRnhxHXdfj4nTdz0/XR4zQ9Vu3sv30PD2GU6aocpo2Nrr++++Wby8PFbr34s2bul6zpvp91a6t6w+pJGpO2TqOzz+v+vfaa5bvWD70R3i4zrZtOtu26VvT/e1n970YmZSkn4+NTb0dkZio9ztxQv8vOtrsfS5ICtPfdG7HTjKGzT0Zv4r0CttxvHlT14sXVx/Jy5Zl44mff67rNWrkeEyYZ8fx8mVdL1tWvcAnntD1dJ+ZeeGLL3Rd01TzgwbpelKSefdvyeNoMun6U0+pvvfuresxMWZv4n5ffaUaBF1PV9nekrJ1DE+fVn0zGHQ9NPS+hxs3Vg/Pnm2BjuZQXFycfvLkST0uLi7X+4qKSvv1rFun68nJaY8lG5P1g8EH9WRj8oN3IB4pPxzHK1eu6DY2NvqhQ4ceut3D3lvZGTtlOcdsYGAgXneXE6ZUdRNCiFxzdITTp/N/4ayvv1b5xEClMvjf/6zbH/FwHh6wfr0qpnDihJqesWFD/nqfvfaaSkA1dKi1e5LnwhITGXbmDADjfHx4MhfLKd1sbXFLV3Tio6tX+TksjGVhYQzx9ma6nx8+BS1/tTArGcMKIR7Gw0PN4HznHXV5+un7ahllLmUVVX4uQnnrllo9dO0a1K6t8oLmYbGyDz9My/rw2mtqOXhBSaMKatbs88/Dxo0qBUPbtuoQentbsNGXX1arvWbOVLU4ypTJXyurSpeGefPg8mV1PZ2jR9WEbDu7wru4MP2fe+vW+fvPX2RfUlISISEhTJo0iWbNmtEoj4pKZzkwm74KmaUrkgkhipj8FCzLzOrV8Oqr6vq0aapQmcj/KlSAdevUqGn7dhgyRK2lyy/fCFq0UJciRtd1hp05Q1hSEnVdXHi/YkWz7n9w6dKciY1l9Y0b/BAays9hYYwuV45J5ctTQtIdFEkyhhVCPMrYsSpoeOaMqiSfyQrt++X3z5S4OJW+4NQptd56/fo8zSt77ZrKVAbw9ttqfkOWiqvlM88/D+XLQ8+ecPCgqpv2118WLgz23nsqTcbixfDMM7BjBzRubMEGs8Hd/YEF7777Tv3s3bvw1rR1ccnf6X9F7vzzzz+0a9eOatWqsWLFijxrN0ffTn/88Uf++uuv1NsTJkzA3d2dFi1acPnyZbN1TghRxBw7pj7ok5Ot3ZM0u3erEZnJBMOHqwRkouBo0EAVULC1hWXL0nIaC6v5NiSEP2/exF7TWFqzJo5mnmpQw8WFVXXqsKdhQ1q5uRFvMjHr6lUq7d/P7Pyab1jkGRnDCiEyU7w4TJigrk+fDulqwDxaXJyaQbhqlUX6liPJyfDcc7BnjwqkbdigCu7mobJlVQDz009VnLEgBmVTtGypioJVqwZXrqjz6hs3WrBBTYNvv4WOHSE2Frp3h4sXLdhg7sXFpdW0HT7cun0RIqfatm2LruucOXOGunXr5lm7OQrMzpw5E6e7SyD27t3L/PnzmTVrFiVLluT11183aweFEEVEQoIafHzxhQqg5Re3b6sZlv/7H3z5ZcEeVRZVHTvCDz+o6/v3W796cmCgOgFx8KB1+2EF52Jjef38eQBmVqpEPVdXi7XV3M2NHQ0a8GedOtRxcSEyOZkTMTEWa08UDDKGFUI8yGuvqQLzY8dmc0bcN9+oCmKTJoHRaKnuZU9iooouOziotfe1a+dJs0lJKkNZiieeUIW0CoMqVWDvXmjTRhW2GjYM4uMt2KC9vaoq1aABRESoAm7W9tFHKmB8+/Z9D61cCVFR4OcHTz6Z910ToiDLciqD9K5evUqVKlUAWLNmDX369GHEiBG0bNmStm3bmrN/QoiiwsFBjdwmT1an1Z9/Pn8k7enWDf75B6pXz2LCMZEvDRyoSi936WL91BmLF6sTEGfPwqZN1u1LHnOyseHx4sUBeN3Hx+LtaZpGj5Il6erpyZLQUNqnW8J5NjaWs7GxdPf0RJMTLkWGjGGFEA/i4gJHjuTgHPywYWrseu4cLF8O/fpZpH/Z4uwMv/+ukn42aZInTcbHq0m6O3aoDFL16+dJs3nKw0MN3UaPVr92i6ewL15cpeU6e1ZFhK0pOlrlo4iJUYH+e9JxpaQxePHF/JM1TIiCIkd/Mq6urty8eROATZs20aFDBwAcHR2Ji4szX++EEEXLq6+q3FdnzqgzxNYSEZFxuVDDhmqAKwq2Xr0yjqBDQ/O+D7quArMAgwfnfftW5uPoyJb69VlVuzY2eRgMNWgaQ8qUwTfd73/yxYs89d9/tD16lH1RUXnWF2FdMoYVQjxMjj6aXF0hZcb9e++p9FfWcvhw2nRfO7s8C8pGR0OPHioWHBcHwcF50qxV2NurmsDpU77+84+KV1pEmTIZg7JhYdaZmb1qlXqRVaqo4rrpJCaqPwM7O1XSQQiRPTkKzHbs2JFhw4YxbNgwzp49S/fu3QE4ceIEfn5+5uyfEKIoKVYsbWD77rvWGdjGx6sAXvPmanArCh+TCSZOhFq1Mq63ywu7d6ugv6urep8VEXfS5Y220TTcrVwwxaTrVHVywtHGhp1RUTQ/coSn//uPM7GxVu2XsDwZwwohHsVkUlm12rVT6T2z5LXXVC7XU6fUmm5r+PNPFYh95ZU8DdxFRKisUVu3quHN+vVqwVlRceAAdOigYqchIRZu7ORJ9TseNSrvK1D9+KP6OWjQfWcw7O1h7Vr1+vNgQZQQhU6OArNffPEFzZs3Jzw8nJUrV+Lp6QnAoUOHeP75583aQSFEETNqlFq2c+IErF6dt20bjTBgAOzcqQK0krqgcEpMVOvsIiJUagOLj6LTSZkt+8wzas1kERCdnEyjQ4cYefYssfkk956NpvFh5cqca9qUF729sQFW3bhB7QMHeOnMGa5ZOw+xsBgZwwohHiU5WaWL3b4dvvoqi09yc4MxY9R1a0wu2LsXnn1WtZuUlGdrya9fh7ZtVWGsEiVUcLZduzxpOt9ITlYB6UOH4PHH4fhxCzZ2+jRcvaremB99ZMGG7nHlCmzbpq4PHPjAze5+pAohsilH/7Hd3d2ZP38+v//+O126dEm9f/r06bz99ttm65wQoghyd884sM2rs8G6rtpduVKd9v39d6hXL2/aFnnL0VHNKqlSBS5fVpVu79yxfLtxcfDrr+r6oEGWby+fGHfhAufj4lh78yYJ1lzemQkfR0e+q1GDgCZN6OnpiRFYEBLCkuvXrd01YSEyhhVCPIq9PUydqq5/+GE2hghjxqjVXwEBahyZV06fVnkE4uLUVNWvv86TYrXXrkGrVioQ6e2t5jU0bWrxZvOdFi1UYLp6dRUzfeIJ2LDBQo35+8Nnn6nrkyfDkiUWaugeS5eq70pt2qjqXumcPKnitkVFjNGItn072vbtxOSTCQei4MvxqbTIyEg2bdrE0qVLWbx4ceplSV79cxBCFF5jx0K1aip4lW4JtEV98IEqyKRpapAjRWAKNy8vNWouVUpV+ujTR80wsaQ1a1QV2woVoHVry7aVT/xx4wbfhoSgAT/WqEEJK6cweJBaLi6sqVuX3Q0b4l+yJKPKlUt97GJcXL4LKIvckTGsEOJRBg1S529v3IB587L4pBIlVHC2Z0+oXNmi/Ut17Rp07gy3bqmo6K+/qkSfecDDA3x91bBm1y6oUydPms2XKldWk5bbtlWB/O7dszHbOrvGjIE33lDXX3gBtmyxUEN36XpaGoNM6iO8+aaK1X7/vWW7IbKvbdu2jB07NvW2n58fc+bMeeD2Q4YMoVcBSLV26dIlNE3j6NGj1u6K2eRone6ff/5J//79iYmJoVixYhmqGWuaxsCHTG8XQohH8vBQZ//zqjjQokWQMlNqzhzo2zdv2hXWVbmySojVtq0qsTt8OCxcaLn3XUIClC2rvu0VgXK11xMTGXbmDADjfHxoV6KElXv0aC3d3Gjp5pZ626jr9PrvP24nJ/NexYr0K106T4uWCfOTMawQIitsbWHaNJXh6uOPYeRItajrkWbMyLvxa1QUdO2qpitWrarGNHmYJsnRUU0MjoqCdOczi6wSJWDjRnjpJfXVYuRINezr2dMCjc2apSqsLVumZtHu2gX161ugIdQvuGJFlfqrT58MD129quY56HqRmXOAMd1qzp2RkXTy8MBgob957RH7HTx4MIsWLXrg46tWrcIuGydq5s6di57N1aqaprF69eo8Dej6+voSEhJCyZIlAdi+fTvt2rUjIiIC9yz9o85/cvTN8I033uCFF17gzp07REZGEhERkXq5deuWufsohCiK8mpQazTCggXq+oQJMHp03rQr8ocmTeC338BgULMB9uyxXFtDhqgvTxMnWq6NfELXdV48fZrwpCTqurjwfqVK1u5SjgTGxXEzKYnLCQkMPH2aRv/+y4abN7M9aBX5h4xhhRBZ9dxzqk5oZGTa6vFHysuTd7t2qZoMpUuriKCXl8Wb3LNHBaxTPgZdXSUom569PfzwA7z/vqrx2qOHhRqysVHR3zZt1BTdCRMs1BDqjMSGDRAUpFJ1pLNwoUpr3LatOjdQ2K0KD6fWgQOpt7sFBOC3bx+rwsMt0l5ISEjqZc6cORQvXjzDfXPnzn3o8z08PCh2z+/sYdzc3ApEYNNgMODt7Y1tIaoHk6PAbHBwMKNHj8bZ2dnc/RGiyDDqOrui7oDXk+yKupPh7Ju4y2hUS7KGDrVcrlmDQc2W/Owzlc5AFD3dusE338Avv0DLlpZty2AoEkW/FoSE8NetW9hrGj/VrIlDAZ0hXMXZmXOPP86HlSrhZjBwLCaGrgEBtD92jIO3b1u7eyIHZAwrhMgqgwGmT1fXP/tMBWiz7OpVeO012LzZEl1TevRQaZLWr1czGi1syxbo2FEdk5SV7eJ+mgZvvaXKVhgM6r7ERAgNNXNDDg7q9z98OCxfbuadZ6J48Qw3jca09AXDhlm+eWtbFR5OnxMnCE5MzHB/cEICfU6csEhw1tvbO/Xi5uaGpmmpt+3s7Hj55Zfx8fHB2dmZunXr8ssvv2R4/r2pDB7l3lQGbdu2ZfTo0UyYMAEPDw+8vb2ZNm1a6uN+d/MN9+7dG03TUm+DWqH02GOP4ejoSKVKlZg+fTrJ6VIUaprGd999R+/evXF2dqZq1ar88ccfqY/fjrzNwAED8fLywsnJiapVq7Jw4UIgYyqDS5cu0e5uxcESJUqgaRpDhgxh8eLFeHp6knBPQd+nn36aQfmw1keOvil17tyZf//919x9EaLIWBUejt++ffQ4eQ5qTaHHyXMWPdtWYN28qWYZLlpk/vxJ0dFp111dVV7bAho8Embw4otqakwKc54I0HVVyTav8iXnA6Xs7PCwteWDSpWo6+pq7e7kirPBwMTy5bnYrBlv+Phgr2lsi4yk6eHD7JfgbIEjY1ghRHb4+6v5AStXQrpMN482d66qXfDOO+YfU6Qfw/boAQ0bmm//D7BmjcqbGhsLnTrBM89YvMkCL+Vrha6r2GmTJnDsmJkbcXdXK//Sz3I05/vt9Gk1UzYTW7aohWAlSsDTT5uvybwWYzQ+8HIzKYkYo5HbycmMPneOzI5syn2jz53jdnIycSb9ofs1l/j4eB577DHWrl3Lf//9x4gRIxg4cCD79+83WxsAP/74Iy4uLuzfv59Zs2YxY8YMNt894XTw4EEAFi5cSEhISOrtjRs3MmDAAEaPHs3Jkyf55ptvWLRoEe+//36GfU+fPp2+ffty/PhxunXrRv/+/VNXL3398decOnWK9evXc+rUKb766qvU1AXp+fr6snLlSgDOnDmTOpP4mWeewWg0Zgj23rhxg7Vr1zJ06FCzHiNzyNHc3+7du/Pmm29y8uRJ6tate1/eiv/9739m6ZwQhVHK2bZ7/7GnnG1bUbs2/nmwFKlAKFVKJWqaM0ednu/QwTxLxEJD1czIoUNVblnJGSnSCw5W3zjmzDFPeeGjR+HJJ1VlhLNn86wohzX19vKihZsbXoXotXrY2fFJlSqM8vHhncBALsTH0zTd8rAkkwk7ObmT78kYVgiRHTY2aml6tr3xhgrM7t0Lf/8N7dubp0OffKICcRs3Qh6lCVqyRA2ZjUYVqP75ZzVZU2RNRAQcOKDim088oSa3dutmocbmzoV9++Cnn8wz4WTiRPjzT7WybPjwDA999536OWCAyjdcULnu2pXrfehAcGIiHnv2ApBcFvz27eNGJoWFdTMVmC5Xrhzjx49PvT1q1Cg2bNjAb7/9xuOPP26WNgDq1avHO++8A0DVqlWZP38+W7dupWPHjnjdjVm4u7vj7e2d+pz333+fSZMmMfhusbhKlSrx7rvvMmHChNR9gZqh+/zzzwMwc+ZM5s2bx4EDB+jYqSOhwaE0aNCAxo0bA2SYjZuewWDAw8MDgFKlSmVIxdCvXz8WLlzIM3fPJP3000/4+PjQNh8W+c5RYHb43T/KGTNm3PeYpmkYzXgmQAhrM+eZLaOuP/RsmwaMOX+eDiVKmCWJuEvK+pmC7M03VVnTf/6B7dvh7lKFHLt9W42GLl5UM3FHjcrmFAhR6E2dqr5Ide+uflapkrv9paz3a9q00Adl441GHO/+3yltb2/l3lhGBUdHFtWsSaLJlFqUISo5mfoHDzLI25vxvr4UL0Q5rwobGcMKIXIjMVHlEX2kMmVUIGvePFUQzByB2SVL0nKJbtigqktZ2JdfwquvquuDB6tgnHzEZY+Hh8rN26ePitE/9ZR6W5j913fhgvrelJSk3n+zZ+duf+HhsG6dmoH7xBMZHoqLg61b1fWikMYgPzIajXz44YcsX76c4OBgEhISSEhIwMXMKdPq1auX4XaZMmUICwt76HMOHTrEwYMHM8yQNRqNxMfHExsbm5pOKv2+XVxcKFasWOq+nx70NJNHTObIkSN06tSJXr160aJFi2z1ffjw4TRp0oTg4GDKlSvHwoULGTJkyCOLqllDjv6tmkwmc/dDiHzLHGfRskoHghIScNu92zz7y4dng7KtbFn1if/FF/Duu7kLzCYmqrU2R46oAgkbN0pQVtxv7ly11uzQIejSRY2mS5XK2b6SktTUElDfaAqxvVFR+J84wdfVqtEzk6VGWWE0wq4dBgh4jl07DHRpn5afLb+xTzcTZUloKJcTEnj38mW+vnaNKRUq8FLZshm2EfmDjGGFEDmRnKwKOn35JRw+nMWCVxMmqJmGO3fCjh2qUFNObdoEL7ygro8blydB2VOnVJpcUPMY5syRrF85VaKESgX8yitqBvarr8K5c2oCtNnGOZUrq8kA/fqppMi+vvD66znf388/qzd+kyZQs2aGh5yc4PJl9ba8J25X4ES3avXAx+JNJhxtbNgZGUm3gIBH7mttndoUj78EwKVmzczVxUx9+umnfPbZZ8yZM4e6devi4uLC2LFjSbwnB25u3buySNO0R46lTCYT06dPx9/f/77HHNNNr37Yvls+2ZKLgRfZsH4DW7ZsoX379rz66qt88sknWe57w4YNqV+/PosXL6Zz584EBATw559/Zvn5eSnX/1rj4+PN0Q8hhHiwiRPVTMNt21QF2pwwmdQ6rC1bVPGldevUAEaIe7m6wl9/qUIaFy6o/G0xMTnb1/r1asZB6dIqKVshFZ2czMBTpwhNTOS3R5xFf5BVq1S2hx6dXWDlL/To7IKfn7o/v3u1XDlW1q5NNScnwpOSGH3+PDUOHOCX69cxSWHHfEvGsEKIrDIY1AzBsDAVoM0SHx+Vwx7U5IKc+vdflUMgORmefx4+/jjn+8qGmjXVorX/+z91zlqCsrljb69mHM+cqW7PmaO+mpjV88/DrFnq+rhxqohyTqWs+HpAoaRixQp2btkULgbDAy+edna4GAx08vDAx8GBB82z1ABfBwc6liiBk4320P2ay65du+jZsycDBgygfv36VKpUiXPnzplt/1llZ2d332qjRo0acebMGapUqXLfxSYb/0i8vLwYMmQIS5cuZc6cOSxYsCDT7ezvLmPIbNXTsGHDWLhwIT/88AMdOnTA19c3G68u7+RoxqzRaGTmzJl8/fXXXL9+nbNnz1KpUiWmTJmCn58fL6Z8AAlRCDzsLNqjXE9MZFlYGD9dv87J2NgsP29d3bq0Tp/Evajz9VUjlwUL1MB206bs72PCBHXm19ZWVXC4m69GiEyVLq2WCbZoAQcPwrPPqsoX2V2/t3ix+tm/f6Fe+/f6hQtciI/H18GB+VWrZvv5q1apJX73xjCDg9X9K1ao76T5laZp+Ht58ZSnJwtDQ3nn0iUC4+Ppd+oUs4OC2N2wIQ7yjTZfkDGsECInNA3ee09Nev3uOzWsfEDKw4wmToRvv1VR3X/+UTUOsuPCBZVaKSZGpUNYtMiiEVKTCSIj1fJ7UKUehPloGkyerNIDDx9uocVU48fD1asqX8LAgWpMm93Z2gEBaoWhnV3G4rioNAaOjkWrRIdB05hbpQp9TpxAgwxpCVMOw5wqVcySijCrqlSpwsqVK9mzZw8lSpRg9uzZhIaGUvOe2c2W5ufnx9atW2nZsiUODg6UKFGCqVOn0qNHD3x9fXnmmWewsbHh+PHjBAQE8N5772Vpv19//DXdW3enbt26JCQksHbt2ge+tgoVKqBpGmvXrqVbt244OTnherf4cP/+/Rk/fjzffvsti1O+l+VDOfqv/v7777No0SJmzZqVGp0GqFu3Lt+lZIEWopB42Fm0h11eOnOGavv383ZgICdjY3HQNJ4pWZKSdnYPPNsG6mxbJw+PHLdriTNy+cLkySq/0Zgx2X/u/v3w6afq+g8/QOfO5u2bKJyqVVMFDxwd1QzaKVOy9/xbt9Tz4YGzDQqymBh1WRYUznchIWjAN341sEu0S30sK5fbt2H06MyLCKfcN2aM2i47+33YxVLsbGwYUbYs5x9/nPcqVqSYwUAdFxcJyuYjMoYVQuRU69aqDm1SUjYmwFaooPIBTJgAOThxyWuvqWm6DRqos5gWzN+elKSGK61awY0bFmtGoM73X7qUMfVwQoKZdq5pKpVB794qjVuvXqrwcXakBLC6d4d70lO98op6O6bkmC0q/L28WFG7NmXv+Rv0cXCwSvHuKVOm0KhRIzp37kzbtm3x9vamV69eedoHUCkVNm/ejK+vLw0bNgSgc+fOrF27ls2bN9OkSROaNWvG7NmzqVChQpb3a2dnx9tvv029evVo3bo1BoOBZcuWZbptuXLlmD59OpMmTaJ06dK8lpKDBShevDhPP/00rq6uVjk+WabnQOXKlfUtW7bouq7rrq6u+oULF3Rd1/VTp07p7u7uOdllkREVFaUDelRUlLW7kitR8VE609Cj4gv26zAXk8mk/3v7tm4ymVLvG3H6tM62bXrzQ4f0r4OD9YjERF3XdX1lWJiubduma9u26WRyGXnmjLVeRoGU5ffid9/p+qxZedOpAkj+ph9i9Wpdr19f169ceeSmGY7jkiW6Duq5hRDoOiXidVbvVv+/Xjqv7isAl7wSnpCghyYkpN4+HROj9ztxQj8fG2vxtgvT37Q5x04yhs0ZGb+K9Irycdy7V32OGAy6fvZs7vaVpeN4/bquP/OMroeE5K6xR4iL0/WePdVrs7XV9b/+smhzZlUY3o+nTum6r6+Zj3tsrK63aqXrs2c/ctMMx9Bk0vXKldWbYfXqDNtFRuq6k5N6aM8eM/bVwuLi4vSTJ0/qcXFxud5XVFJS6vf2dTdu6Mnpvv8nG5P1g8EH9WRjcq7bKcrMfRw7dOigjxo1yiz7utfD3lvZGTvlaF1lcHAwVTKpUm0ymUhKSspVoFiIgiQ4IYEloaH8eP06p2Nj2duwIc3uFpOaWL4843x9qX636mCKlLNtY86fJyjdqdFiBgN3jEa+vnaNtu7uPJPTYkMic7I8VeRUr14qz2x2UxH07w+1aqmpnoWSDhPOgHsSnHeBHypau0P5Tsl7ZlX8X2AgK8LD+S08nJfLluX/KlSglAVnP4n7yRhWCJEbzZqpIcHatTB9OixdauEGS5XKXZ7QLIiOVkOdrVvVIqEVK6BbN4s2Ke7x8ccq+8BTT6l8vukm/OWckxP8/Xf2x6+apircrVp13xvhl19UKoNatdTfQlGUPl1Ba3f3PE1fILLn1q1bbNq0ib///pv58+dbuzsPlaO1dbVr12ZXJgV4fvvtt9Tpy0IUVnFGI79cv07nY8cov3cvkwMDOR0bi5ONTYY8spWcnO4Lyqbw9/LiUrNmrK1VFU6+y9paVbnVsiXDy5TBBPQ/dYr9hTaYk0tRUWr92KOy5R89Ch07qsJLQuRW+kHtb7/Bxo2Pfo6mQaNG0LatxbplTTdv6wzp4YCDprG/Z02iI2yIjibbl3XrstbeunXZ3/eDLtbyVvnydC5RgiRdZ15wMJX372fGpUtEJydbr1NFjIxhhRC5NWOG+vnbb3D9ejaeuHOnyoVw+PCDt9F1GDZMpd7KAxERari8dauqfbp+vVq9LvLWV1/BCy+oHL+jRqkUTpnUMcq+9OPXqCiVGi4x8dHPK14chgy5L3VGSsafYcOKVo7Z9FwMBvS2bdHbti18qQMLmUaNGvHSSy/x0UcfUb16dWt356FyNGP2nXfeYeDAgQQHB2MymVi1ahVnzpxh8eLFrF271tx9FCLfOB0Tw+OHD3M73SflE25uDPH25hkvL4pn44ykQdNo5VYMwv+mlVsxbG1s+KpaNW4nJ6NpGo3uJqwW9wgNhXfeUQPXMWOgZqX7t7l0Cbp2VdtOnJhng1tRBGzYoBKDOTurL1iNGmW+ncmUt/2yAo9iNiysU5134srj5+SU4/106qQKVwcFPXgbHx+1ncGg6lGULw93FycUKA2LFWND/fpsjYhg4oULHIqO5p1Ll/giOJiPKlViSJky1u5ioSdjWCFEbjVsqOoqde2q6ipl2YIFKgL63ntqNmJm3n4bvv8efvxRFWyqXNksfc7M9evqs/X4cVXsa/16aNrUYs2Jh7C3V0HPqlVV7PTzzyEwUNUtNstXQl1Xs1/37FFTcxcvzryI3EPGr0eOwKFDqq8DB5qhT0JY2KVLl6zdhSzL0YzZp556iuXLl7Nu3To0TWPq1KmcOnWKP//8k44dO5q7j0JYzZX4eDbfupV6u6qzM262tlRwcGBKhQqca9qUXQ0b8mKZMtkKyj6IQdNYUrMmS2vWxE6KxWSuevW06qCZVXW8cUMV9woNhbp1VfJ7IczlySfVJSZGDXAz+cDXTODyWHM1qzssLO/7aGHJJhOmdJW6chOUBRVsnTtXzby4d/ZFyn1z56rtjEZ45hmoWFH9+RfUhQXtS5TgwGOPsbxWLSo7OhKWlERoVmawiFyTMawQwhxeey0HMdO331YfaqtXq2jovebPhw8+UNcXLLBoUBYgOVl9jnp7w44dEpS1Nk2DSZNU5gpHR1U/tnVrMw0lNQ2mTlUzaH/6Sb0XM2G3aImadPDzz/c9ljJbtnfv++qBCSFyKceRn86dO7Njxw6io6OJjY1l9+7ddOrUyZx9E8IqYoxGloSG0v7oUfz27WPAqVMk3T17aNA0djZowMVmzZhRsSJVHpCqIDfsbGxSc9WYdJ1JFy5w0pJlxAuilIHtypXY/biU5wLAsGOXGl326AFnz6opdevXF8xpdSL/sreHlSuhXj011aRLF7h5M8Mm7S6B4dRpWLNGLQUrZGZcvkyX48e5ZqbywXfugL+/ymlXrlzGx3x81P3+/up2cLCa4BERAVOmqADtBx+ofRQ0NppG31KlONW0KQuqVWO0j0/qY/9ERfF3RIQVe1e4yRhWCGFOly9nccOaNaFvX3X93Xcx7NiVNoZdvhxGj1aPvffeo1N2mUG5crBlC+zaBXXqWLw5kUXPPAPbtoGXF7i4mPGrTOfO8O236vqHH8KXX963id3SX9TU2KtXM9wfG6viuaDSGAghzCtHgdlKlSpx854vogCRkZFUqpTJsmIh8jmTrrMjMpIXTp/Ge88eBp0+zd+RkehAbRcXwtIVBPFzcsImj5LqvHf5Mh9dvUrHY8cIjIvLkzYLhNq1UzPOO730Kr+sBJfOPdR6sv37oUQJteT83iiPEObg5qaC/r6+cOYM/O9/qhKC0Yhhxy7e2X53u2eeUVMeCpG9UVG8f/kymyMi+CcqKtf727cP/PzU7BB/fzUBee3GGHj6edZujCEwMC0oC+p8S0CAmshRvTrcugVvvaUCtB99ZN38sTllZ2PD8LJlcb6bp8yk64w8e5b2x47R5dgxjhXEF5WPyRhWCGEuJpNa0l2xohp+ZknKTMUVK3Dp3CNtDPvcc2q5+ciR6oPNQo4eVeeXU1SuDJnUQxRW1qyZek+tWQMODmbc8ZAhqlYHqGnfa9akjl/H7AXbPXvV5JcBAzI8zcFBjb2GD1cLx4QQ5pWjwOylS5cwZpKNOiEhgeDg4Fx3Soi8NuPSJdoePcrC0FCijUYqOToyw8+PwMcf5+8GDShn1k/ErHu1XDlqOTtzLTGRDseOmW2GWoG3apWK6NwrPl79HD9ezUoQwlLKllXBf3d3la+rbVvw88Olcw9aX7m7ze+/PziHXAF0JzmZAadOYQIGli7NM6VK5Wp/YWHQp48Krv72m/o+ajBAqzZGqLuMVm2MZFZTwWCA55+HEydgyRKVj+3mTbX8b+/eXHUpX4g3mWjt7o6tprExIoKG//7LwFOnuCQn58xCxrBCCHOxsQE7O/X5NXVqFp907tzDH2/XzmJVlVKGK889B3//bZEmhBlVrAienmm3J01SuY1z7e23YcQI9cbt2xfKlMGlcw/mpNS1tbe/70yDwaAyeC1YkHlqWiFE7mQrKeYff/yRen3jxo24pZtXbzQa2bp1K35+fmbrnBCWcCc5mRXh4dR1caHx3WXGvUqWZHZQEH29vBji7U1LNze0fFBq0tPOjs3169PqyBEuxsfT6dgxdjRsiKednbW7ln3mSsdgNKqlXulyXN7nq6/UWWBzVcp0cTHPfkThUquWCr62bw8HDtz/eHi4ijymX4tfgL1+/jwX4+Op4ODAvKpVc7Wv5GT1xTA4GGrUUPX5svsv12BQEzqee07N4tiyRRW7TrF3L9Svr+q0FSTOBgPzqlZlTLlyTLl0iWVhYSy9fp1fw8IYWa4cb5cvT8l7qiSLR5MxrBAiRx4xfp3yhsaSJU5s2qSxa1McrVo+pPhnyhj2QTQNXn89rdplbqUbv27ZAj17qiXpTzwBjz2W+92LvLNjh1oZBCq2/9lnuXiLaBp88YWq5HXokBqvppeQUKjGr0IUBNkKzPbq1QsATdMYPHhwhsfs7Ozw8/Pj008/NVvnhDAXk66zPTKSRaGhrAwPJ9ZkYmDp0iy+G5htUKwY11u0wMlcgTwzKuvgwJb69XniyBFOxMbS9fhxttavTzEzFBvLU2YpKZpFQUHmzS37sCCwKHjMmbO5QQM1neH69fsf03U1+B0zRkUMzfwlKy+tCQ/n+9BQNGBxzZq45fL/z1tvqfxprq5qUnGxYjnfl60tDBqkLilu3VLpf52d1QyTESMglzXK8lwVZ2d+qVWL8b6+TLxwga2RkcwJCqKVmxv+Xl7W7l6BI2NYIUSOPGL8WhEYxpd8zSv8X+cDbKctOZ7aoevmHcPeHb+uWQPPPguJiSrN6KpVBe+kZVHXurVKC5syazbwfDK/LEzI+dcroxGuXXv4NnfHr7M+dyQyCl56IZkK5XPxnUgmugjxQNmaiG4ymTCZTJQvX56wsLDU2yaTiYSEBM6cOUOPHj1y1JEPPvgATdMYO3Zs6n26rjNt2jTKli2Lk5MTbdu25cSJExmel5CQwKhRoyhZsiQuLi7873//IygoKMM2ERERDBw4EDc3N9zc3Bg4cCCRkZEZtrly5QpPPfUULi4ulCxZktGjR5N4T4XkgIAA2rRpg5OTE+XKlWPGjBnoErDJ187HxjIlMJCK+/bR/tgxlly/TqzJRDUnJxre80mWH4OyKSo6ObG5fn08bW05eOcOvf/7T957QuSUq6v5Lm5umQdlU6T/kmWO9qwgJCGBYWfOADDB15fW7u652t/KlfDxx+r6Dz9YJuvIxYsq1XRoKIwdq3LozZ+flu2kIHmsWDE216/Pxnr1eNHbm97pSiH/Fx2dWpxSPJyMYWUMK4SlvM37OBDPTtqwlfbW7k4GS5aoyY+JifD002qhjwRlCx5Ng4kT4Tf64Egca9fb0sr7LEGu1XM+fg0JeXCDd8eviW4l+XRKBB98Ys+RWv0K3BhWmIemaaxZs8ba3SjUcpQhJDAwkJLpvhjk1sGDB1mwYAH16tXLcP+sWbOYPXs28+fP5+DBg3h7e9OxY0fupCu/PHbsWFavXs2yZcvYvXs30dHR9OjRI0P+sH79+nH06FE2bNjAhg0bOHr0KAMHDkx93Gg00r17d2JiYti9ezfLli1j5cqVvPHGG6nb3L59m44dO1K2bFkOHjzIvHnz+OSTT5g9e7bZjoMwL13X6REQwHuXL3MlIQE3g4GXypRhb8OGnG7alNd9fa3dxWyp5eLCxvr18bKz47Vy5fJFqoVsiY42z2Xduqy1t26d+doUogi7lZxMSTs7Gri6MqNixVzt68IFVXcCVCroZ57Jff8y07gxnD0L33yjCoaFhMCoUarAyZdfqlV6BYmmaXTy8OC7GjVS//dHJSfT9uhR6hw8yMrw8AxBNqOusyvqDng9ya6oOxglAJdKxrAyhhUiW7IwTvSJPsPLI9UEjylNN6LfyR9j2H/+UatJjEYYOhSWLTNzISmR5/qwku20pRTXOUpDHmc/h2losfbW0oMwSuNNCN35y2LtiIcLDQ1lzJgxVKlSBUdHR0qXLs0TTzzB119/TWxsrLW7l28NGTIkdcVUvqfn0JYtW/TJkyfrL774oj506NAMl+y4c+eOXrVqVX3z5s16mzZt9DFjxui6rusmk0n39vbWP/zww9Rt4+PjdTc3N/3rr7/WdV3XIyMjdTs7O33ZsmWp2wQHB+s2Njb6hg0bdF3X9ZMnT+qAvm/fvtRt9u7dqwP66dOndV3X9XXr1uk2NjZ6cHBw6ja//PKL7uDgoEdFRem6rutffvml7ubmpsfHx6du88EHH+hly5bVTSZTll9vVFSUDqTut6CKio/SmYYeFZ8/XkeyyaRvuHlTH3LqlB6bnJx6/4eXL+tdjh3Tl12/nuH+/CInx/FOUpIFe1QAJCfruo+PrmuarqvzuRkvmqbrvr5qO5Fl+e1v2qKio813Wbcu8/fhvZd168zTnpXEJCfrl+Picr2fpCRdHz9e19u2VdczY+73Yny8rn/1lfq3Abpua6vrFy6YZddWtScyUi+5e7fOtm0627bpj//7r74jIkJfGRam++zZk3o/27bpPnv26CvDwqzd5Rwz99hJxrDZH8PK+FWkJ8fxfiEhuu7srOslS+r6pUsP2CiPx7Amk64PG6brY8boutFoll3mS0Xq/Xh3PBh4IkavVcOog67/ujjOYuPXro2v66Drk95IKLBjWF3X9bi4OP3kyZN6nBnGsrqu65svbNZrzq+pb76wOcP9ycZk/WDwQT3ZaL7voRcuXNC9vb31GjVq6MuXL9dPnjypHz9+XF+xYoXerVs3/ffffzdbWw8C6KtXr7Z4OynMdRwHDx6s9+zZ0zydeoCHvbeyM3bK0YzZ6dOn06lTJ7Zu3cqNGzeIiIjIcMmOV199le7du9MhfcUO1IyG0NBQOnXqlHqfg4MDbdq0Yc+ePQAcOnSIpKSkDNuULVuWOnXqpG6zd+9e3NzcePzxx1O3adasGW5ubhm2qVOnDmXLlk3dpnPnziQkJHDo0KHUbdq0aYNDutOMnTt35tq1a1y6dClbr1mYz+mYGCZfvEiFvXvpcvw4i0JD+ePmzdTHJ/j6sr5ePZ4tVSpfpyrIDtd0uR0vxcXxTmBg0VqOaDDA3Lnq+r2zhlNuz5ljvsJfovBxcTHfpVMn8PF5cOUqTQNfX7WdOdrLQ6Z0/1ecDQbKOzrmep+2tiqNwcaN6npecHCAl1+G8+dVrYsJE6BSpbTHN29WSzwLmuZublx4/HGmVKiAs40N++/coc3Rozx94gRB90wJDk5IoM+JE6y6t8BHESRj2LRtZAwrhPl4e8PatRAYCBUqPGCjPBjD6jokJaXt8ptvVKEomxx96xf5zt3xoF8tZ/bss2HZMnhmoKNFxq9XyzRlwyGV0/6Fl+wL1BjWknRd562tb3Hqxine2vqWxb+Hjxw5EltbW/7991/69u1LzZo1qVu3Lk8//TR//fUXTz31VOq2V65coWfPnri6ulK8eHH69u3L9XtSrn311VdUrlwZe3t7qlevzpIlSzI8fu7cOVq3bo2joyO1atVi8+bNj+yjyWTio48+okqVKjg4OFC+fHnef//91McDAgJ48skncXJywtPTkxEjRhCdblVqyszWmTNnUrp0aTw9PPl29rckJyfz5ptv4uHhgY+PDz/88EOGdoODg3n22WcpUaIEnp6e9OzZM3VcM23aNH788Ud+//13NE1D0zS2b99OYmIir732GmXKlMHR0RE/Pz8++OCDLP8+LCVHX4u+/vprFi1alGEpVU4sW7aMw4cPc/DgwfseCw0NBaB06dIZ7i9dujSXL19O3cbe3p4SJUrct03K80NDQylVqtR9+y9VqlSGbe5tp0SJEtjb22fY5t5qvSnPCQ0NpeIDlncmJCSQkO4L0u3bt9XPhNtQwJZSpnc74XaGn3nadrKRX2/c4pfwm/wbnTZ1v4StgT6eHlS0063Sr5zIzXGMNZpoffQkVxMTiUiM490KBTC9QU5174DtL4txfGMiNsFpietN5coS/8mHJHfvAAXkPZBfWPNvuqCz/eQDnJ4fBJqGlm5wpt/9e4z7eCbJyTGQbK0eZl+SSafHybN093DntTKlsMnl/5btfxto8YQRe/u0++If8BloyffigBdT2lA/T/xnQ6dOrpSvYOLNSQk8PyAJOzuzN/tAMemWrOfUK6Xd8S/hwuzgUJaE38p0Gx3QgFHnztLU2YDBTJ8VLnl0Asyc7wUZw6a1k/JYZmNYGb+Kh5HjmLnHWoCJtM+YTFlwDGs0whtjHAkP0/jx57g8OwFqbUX1/ag5Qtdeae+34CCNhd/ZM+n/ErL0u3/U+HXBEwvQf9No1TqZ0uVjH/6+zucSExMx6SaMJiNGU+7GXhsvbOTgNfXZf/DaQdafX0/nyp0BMOrGtJ9mKAFw8+ZNNm3axHvvv4ejk+OD+66rgHGvXr1wdnHm721/k5yczKjXRtH32b78/fffAKxZvYYxY8Yw+7PZtG/fnr/++ouhQ4dSpmwZ2rVrh8lkwt/fH8+Snvyz5x9u377NG+NUaiSTyfTA9idNmsT3333Pp59+SssnWhISEsKZ02cwmozExsbSpUsXHn/8cfbt30dYWBgvjXiJV199lR8WqkCrruv8/ffflCtXjm3bt7H7n928NPwlAgMCad26NXv27uHXX3/l5Zdf5sn2T+Lr60tsbCzt2rXjiSeeYNv2bdja2jLz/Zl06dKFI0eP8Pq41zl58iS3b9/m+x++B8DDw4M5c+fwxx9/8MuyXyhfvjxXr14l6GpQjt8XRpMRk24iOjGaRC3jTI/s/E/K0b/rxMREWrRokZOnprp69Spjxoxh06ZNOD5kFs69gSZd1x8ZfLp3m8y2N8c2KWdHHtafDz74gOnTp993v+9sX8j95COr8/3MCnlancpB06Xqum6Em/vg+iYibu7lWz2Jb/O+R7mW4+Po3RWqT2BeSBjz9syEKz+Zt2P5nM2L0OoylImGEFfYVSEY0+mB8KG1e1ZwWeVvuhDo/QzM3QC+6T5/rxbTGdsFVhfE96TfC1BhIPtuhTDll8chKXszCTMIbAuLt4DPPhjQGRxisvS0PHkvnu0Krt9z5XIZRr3ixKi3rkHr96DeEjDkPmj6SG22Wb6Nu3TgWmISvgePm2+nO9qZb18PY8aibTKGTXv8Qc8FGb+KrJHj+AA6cK4rVNkINplHZ8w+hjXawppFENAfMOH5ak+ouD2HOyuYivT70WQDCw5CaCM+XrkF+jwHDo+uk/Gg8euYTjas2eQOwK6Sg3H78GcLdTxvVHCpwNctvybuRlwOI2CKruu8uelNbDQbTLoJG82GNze9iVcvrwyfp8evm2es9d9hVfDbrpQdR0KPpN7foU4HEhNUEPCZIc8w6u1R7N+5n+PHj7Nm7xpsytlgjz0TP53Is+2eZemGpdRuUJsZH86ge9/uNOvdjBhiaPt8W9ptb8e0mdNwr+nOvh37OHXqFL/v+x3dW6eYdzGGvDGEIwOOcDHyYoY+pIiJjuHzzz/nzffepG7nutzmNi5VXGhUpRFHQo+w+qfVRMdG8/qs10lyTqJEyRKMmT6GcUPG0W9cPzy9PLkZdxNXN1cGTx5MrE0sjbo1okLlCtyIukGXoV2IJprOQzrz4Ycf8vO6n+nUsxN/LPuDRFMir7z7CslaMskkM2rmKNrVbMf3q7+nWZtmxBJLPPGEoArdhdwK4fDpw5QuXxqXKi7c0m7hUsWF6lWqZ/rasiQZbkTdoPu67lyOuZzxsWyMX3P0thw2bBg///wzU6ZMycnTAbWEKywsjMceeyz1PqPRyM6dO5k/fz5n7laADg0NpUyZMqnbhIWFpZ7l9/b2JjExkYiIiAwzDsLCwlIH3d7e3vdN3wYIDw/PsJ/9+/dneDwiIoKkpKQM26TMPEjfDtw/IyK9yZMnM27cuNTbt2/fxtfXl6vjrlK8ePEHPi+/u51wG9/PfLn6+lWKO1judZyMjePnsJvEmkzMrlQ+9f7XLlymppMjz5T0oJR9E2CUxfpgSeY4jl+GhDH5UhBUHMasdtN4qcz9s2sKs7x6LxZ2chzNwGgkfNsWRi/sy+dDf8W9XQcWGQwssna/smn/nWi6/HcWE7Codn16t76U430FB2m0bu7CDd2G51o14eup1x64ai5FXr8XY2Nh4XfxfPaJPeFhleH3hVQM+J6JbyXwzHNJFp1x5Lb3sOV2ngeiJkXlSTu3b9/G90PzfOGWMWxaO/DgMayMX8XDyHF8MF2Hnt2c2bHNlu9/jKXPsw9eLmOu4xgfD0P6O7E+wA5bW50FC+N5+pnfc7y/gkbej8rvNW0ZMVQn/lx36v4VyfJVsZTzycIy+0zGr/NiDHhNdWTTBhMHfvgKR8evLP8CLCgxIZHrQdfxK+n30BOqj7LxwkZO3jiZetukmzh54yThseF0rtwZo27k+PXj1CtdD4OW+1VFiZ4q+Fq5RGUaeqcVeTt44CAmk4mBAwfibutOQ++G7L6+G19fX7o+1jV1u4beDXF3d0cP02no3ZCrF64yduTYDPvq1r4b8z6fR0Pvhuy6vovy5cvTpVGX1McrdavEGMZQyb1ShuelOHDgAIkJiQzpPYSK3vevwFl6bSkNGzSkRaW0k+KVelRirGks9hH2NKzbEE8nTxrUbcBjZdW4yqgb8fDyoGnDphna9CrphXOiMw29G/LD+R8IuhREu+oZJwkkJiSi3dJo6K32a0gwZNjHG6+8QZfOXejfrj+dO3emW/duGdJKZVd8fDyXoi/x74h/sXewz/BYdsavOfq6ER8fz4IFC9iyZQv16tXD7p51f1mp8tq+fXsCAgIy3Dd06FBq1KjBxIkTqVSpEt7e3mzevJmGDdWBTExMZMeOHXz00UcAPPbYY9jZ2bF582b69u0LQEhICP/99x+zZs0CoHnz5kRFRXHgwAGaNm0KwP79+4mKikod+DZv3pz333+fkJCQ1AH0pk2bcHBwSB10N2/enLfeeovExETs767F3LRpE2XLlr1veVh6Dg4OGXJ6pSjuULxQfHBY4nXcSEzkl7AwfgwN5dDd3CN2msZHVarjefe9trhWXbO2aW25OY6T/IoTrxuYfvkyEy4FUcrRlcHe3mbuYf5XWP6mrE2OY+7c7tCZZf/CNx06F8jjeCc5mZfOn8QEDCpdmsFlH5Qo79ESEuCFAXAjHOrXh++/tcfZ0f7RT7wrr96LxR1g8psweiR89RV89BEEXrRhymQn+j/rhKsFK1hHt2pltn3tjIyk2z3jqsysq1uX1u7uZmkzr1IZYMbfgYxhszaGlfGryAo5jpnr2B52bIMP33NmUL9H51TPzXG8cwee6w3btoGjI6xYodG9u3OO9lXQFfX348DnoHol+N//IOC4gfatirF2LTRq9Ojn3jt+Le4MC74CkwlsbAr+MY3X4wnXwjHYGDDY5Gzsous607ZPw6AZUlMWABg0A9O2T6Nrla4Z7stpO+lVr1YdTdM4e/Zshv1VrVIVAGcnZzRNw2BjQENLvX5vvw2GtP6kvw5keJ6Gmj2R/nFbg/oHZmNjk+lrcnVxTX1OZo9raNhoGZ+bct3WYKva1TTs7e3TtjGpFT0Odg4Z+6ppoKvn67rOY489xk8/3b9i2MvLK3W/9x6TJo2bEBgYyPr169myZQvPP/c8HTp0YMWKFfftJysMNgZsNBtc7V1xdLgn6J+N8WuOArPHjx+nQYMGAPz333852QXFihWjTp06Ge5zcXHB09Mz9f6xY8cyc+ZMqlatStWqVZk5cybOzs7069cPADc3N1588UXeeOMNPD098fDwYPz48dStWze1EEPNmjXp0qULw4cP55tvvgFgxIgR9OjRg+rVqwPQqVMnatWqxcCBA/n444+5desW48ePZ/jw4amzAvr168f06dMZMmQIb731FufOnWPmzJlMnTq16OT1tLAdkZHMDQpi7c2bJN1dYmenafTw9GSwtzfFpZjTA73j50eU0cicoCBeOH0aLzs7unl6WrtbQogCZsz58wTGx1PBwYHPq1bN1b7GjYN9+8DdHVauBOd8/j3RxQXGj1eFwr74QvXbVY01MZlUUZfu3c1bV9Ccgc1OHh74ODgQnJBAZvNjNMDHwYFOHh5myzFbEMkYVsawQlja6NGqhte5c7B0KQwZYpl2bt2Cbt1g/371ebV2LbRpY5m2RMHQtKl6P3TvDidOQKtW8MsvKlibE1I0Ls2mC5tSc8umZ9SNHLx2kE0XNtGhUodMnplznp6edOzYkfnz5zNq1ChcHlJErVatWly5coWrV6/i66tmaZ48eZKoqChq1qwJqHHF7t27GTRoUOrz9uzZk/p4yj6uXbuWWlR07969D+1j1apVcXJyYuvWrQwbNizTfv3444/ExMSk9v+ff/7BxsaGatWqZeNoZNSoUSOWL19OqVKlHriSx97eHmMm9RyKFy/Os88+y7PPPkufPn3o0qULt27dwsPDI8f9ya0cBWa3bcubnGgTJkwgLi6OkSNHEhERweOPP86mTZsoVqxY6jafffYZtra29O3bl7i4ONq3b8+iRYswpPuy89NPPzF69OjUKcr/+9//mD9/furjBoOBv/76i5EjR9KyZUucnJzo168fn3zySeo2bm5ubN68mVdffZXGjRtTokQJxo0bl2GZl8g+k66nFpU5Gh3N6hs3AHjMVc36fL5UKUraZ32GVVGlaRqzK1fmdnIyh6OjaZzub0QIIbJiVXg4C0ND0YAlNWvilos1/IsXw5dfqutLl0LlyubpY15wdYWJEzPet3o19OkDNWvCO+/AM8/kvy8rBk1jbpUq9DlxAg0yBGdTQm9zqlQp0kFZkDGsjGGFsLxixdTnyJtvwvTp0K8fWOLrzIULEBAAHh6wYQM0aWL+NkTBU6EC/PMP9O0LmzapcUt2Tixv3KjGQi1a8Mj0U0WFrutM2TYFG2wwZVLVywYbpmybQvuK7c3e9pdffknLli1p3Lgx06ZNo169etjY2HDw4EFOnz6dujqmQ4cO1KtXj/79+zNnzhySk5MZOXIkbdq0oXHjxgC8+eab9O3bl0aNGtG+fXv+/PNPVq1axZYtW1L3Ub16dQYNGsSnn37K7du3efvttx/aP0dHRyZOnMiECROwt7enZcuWhIeHc+LECV588UX69+/PO++8w+DBg5k2bRrh4eGMGjWKgQMHPjQl6KP079+fjz/+mJ49ezJjxgx8fHy4cuUKq1at4s0338THxwc/Pz82btzImTNn8PT0xM3Njfnz51OmTBkaNGiAjY0Nv/32G97e3ribaTVZTmXrW5e/v/8jt9E0jZUrV+aoM9u3b79vX9OmTWPatGkPfI6joyPz5s1j3rx5D9zGw8ODpUuXPrTt8uXLs3bt2oduU7duXXbu3PnQbcSjhSUm8tP16ywKDWWsjw9D7y6961eqFEEJCQwuXZo6KdOURJZpmsaC6tWJMRopXlTKsAohzOZ6YiJ2msYbvr60ysXgJC4OJkxQ11O+DBR0t2+rGbSnTsFzz8G776rX9vTT+StA6+/lxYratRlz/jxBCWnlk30cHJhTpQr+Xl5W7J11yRhWxrBC5KWRI+HTT+HSJfjhB7Uaw9yaNIE//oDSpeGeSfyiiHNzUzOop0xR78WsBmV1HcaOhdOn1Yn1/v0t2s0CI9GYyJWoK5kGZQFMmLh6+yqJxkSzt125cmWOHDnCzJkzmTx5MkFBQTg4OFCrVi3Gjx/PyJEjATXuWLNmDaNGjaJ169bY2NjQpUuXDGOMXr16MXfuXD7++GNGjx5NxYoVWbhwIW3btgVUuoLVq1fz4osv0rRpU/z8/Pj888/p0qVLZl1LNWXKFGxtbZk6dSrXrl2jTJkyvHz3n56zszMbN25kzJgxNGnSBGdnZ55++ukspY56GGdnZ3bu3MnEiRPx9/fnzp07lCtXjvbt26fOoB0+fDjbt2+ncePGREdHs23bNlxdXfnoo484d+4cBoOBJk2asG7dOmysPKDX9JSyrFkwdOjQLG23cOHCHHeosLt9+zZubm5ERUUV+OIJbh+6ETUpKku5fBJMJv66eZNFoaGsu3mTlAnlT7q7s/XuksKiKLvHMbt+DA2lnosLDQvxDFpLH8OiQo6jeRT04/hfdDTVnJ2xz+Xg5OxZlQ7gs8+yH7jMr8cwKgrmzoXZs9V1gLp1VYDW3z9/zSox6jobwq/RY8Ug1vZZTBevsgV6pqw5xk4yhs2dojp+FZmT45g18+aptAblysH58yoHbHo5OY5nzqgToEX469N95P2YdStXQseOcO+/8ZRjuKFVNF3au+DsDCEh929XUMXHxxMYGEjFihVzXPzratRVwmPDH/h4KZdSlHEtw5HQIzT0bmiWHLNFldFkLDDH8WHvreyMnbI1rU4GqwLUF75dUXfA60l2Rd2hi1exB37h03WdsefPs/T6dW4lp1UlbVqsGEO8vXm2VKm86naRszwsjCF3883ubNCAGg/JSSOEKLp0XU/NM2mu1QrVqqkgZmHi5gZTp6ov2Z99pvIHBgTAzJkqMJufGDSNVm7FIPxvWrk9+DO6KJExrBAirw0fDrNmgZcXXLsGlSrlbn9Hj0JK8fBdu+BuqmkhsmTVKpWKqU4d+Osv8M2kWPzihaog5nPPFZ6grLn4uvni65bJQUvHaLo/n6kQWZGPFuCJgmBVeDh++/bR4+Q5qDWFHifP4bdvH6vCRT4xWQAA9hJJREFU084eRSQlpV7XNI1TsbHcSk6mrL09k8qX52STJux/7DFeKVcOj3uqIQvz6eLhQSNXV8KTkuh4/DiX4+Ot3SUhRD5zKiaGxocOcfjOnVzva/Zs2LrVDJ3K59zdVc7AwED4v/+D999Pmy17545aOpj1tUhCCCEKK0dH2L0bDh3KfVB2zx5o2xbCw6F8eZAavyK7fH2hVCl1Uvnxx9X7EsBohF07DHB4KCt+Vd/NM6nhJISwIAnMiixbFR5OnxMnMuStAwhOSKDPiRO8cf483Y4fp/SePVxLt83UChXYWK8eV5o354NKlagpMzeBdB+CAc+xa4eBTAoG5oqbrS0b6tWjhrMzQQkJdDh2jNB7fndCiKIr0WRiwKlTHI6OZmpgYK72tW4djB+vZvKcOGGmDuZzHh4q12z6tFvz5sFTT6mqyH/9JQFaIYQo6ipUyH2qm82b1fLzqCho1UqdBC1Z0jz9E0VHkyawf7+aMRsSAq1bw6RJ4OcHPTq7wB8/kJioYWurZngLIfKOBGYLsRij0WyX28nJjD53jsy+Y+p3L7ODglh/6xZJus5fN2+mPrdhsWK0dHMj3mTKVpuF2apV6T4EV/5Cj84u+Pmp+83Jy96eLfXr4+foyPm4ODoeP86tdDOahRBF1/RLlzgcHY2HrS0LcrEe8uJFVRxC1+Gll6B2bTN2soDRNHB2hn//hR49oFkzVSlbArRCCFG0RUertAa3b2fveatXq8+T2Fh1InDDBpVaR4icqFBBzeLu1Em9pz76CIKCMm6TnKxSHpj7e6kQ4sGkdHsh5rprl9XaHnH2LCPOns3VPvS71QELm1WroE+f+7+oBwer+1esMG++wnIODmypX58njhzhv5gYuh4/zo4GDXDManlOUehlJ2+0KBx2R0by4ZUrAHxTrRplHRxytJ/YWHj6aYiMVEHIOXPM18eCaPJkePFF+PhjVfzswAHo2lUdmxkz1IwnIYQQRU/XrioglpAAU6Zk7TkbN6oAmdGofi5dCvb2lu2nyN9iYnK/D1tb+OUXldogNvbB240ZAx06gLm+MuaHRbPZqHsvRJaY6z0lgVkhHsEcH4ApjEZVOCazv19dV7OtzPkhmPIBWNnJic316tHm6FG6enjgkMuK66LwWBUezpjz51WKkrt5o30crjC3ShX8vbys3T1hAbeTkxl4+jQmYHDp0vTJYRFGXYdXXlHFSLy84Lff5AsjqPxtH3+sUjvMmgVffgn79sGiRRKYFUKIourVV1Vg9tNP4bXXoESJRz/niSdUapyaNWHBAvMFyETBZaYarY+k62omrTlnZ1szJmp3t65NbGwsTk5O1uuIKHRi757dsMtl7SQJzBZi0a1amW1fOyMj6RYQ8Mjt1tWtS2t3d7O1mx/k1QcgmP9DMP0HYB1XV042bUppiZyIu1LyRt87TkrJG72idm0JzhZCY86f51J8PH6OjnxetWqO9/PNN7B4MdjYwPLl4ONjxk4WAqVLqy/gb76plgq+9FLaYxcvwpUrqpCLEEKIwq9vX1Us8r//1GfDe+9lvl3K2F3T1ASLTZtUihyZUyFEzhkMBtzd3QkLCwPA2dkZzQKrA40mIyRDfHw8Bhs5k5JTBeE46rpObGwsYWFhuLu7Y8jlmTMJzBZiLmY8rdrJwwMfBweCExIyzTOrAT4ODnTy8JAl0PlY+qBsjNHI19eu8bqPDzbyOysQzJl72ajrD80braECeB1KlDDb37Q5/yeJnEkwmQhKSEADFteoQXHbnA8DDh9WPz/6CNq1M0//CiNvb/jss4z3TZsGS5aowOz06aoAhxBCiMLLxkaltPH3V2l/xowBh+IZt9F1mDgRihVLS3eQlxNERP4XHW2e/ezcCd26PXq7desKzxjF29sbIDU4awkm3cSNqBtcir6EjSZnU3KqIB1Hd3f31PdWbkhgVmSJQdOYW6UKfU6cQIMMwZyUkM2cKlUKZVA2Nx+A16/Dn3/CH3+oD8Dk5Kw9z9Ifgrqu0yMggO2RkZyPi+PLqlUtctZQmFde5o3WgaCEBNx27zbfPmV6oNU52NiwsV499t6+TctcTs3/5hvo3VsVIxFZp+tqCau9PWzfDm3awJNPqgDtE09Yu3dCCCEspVcvaNRIndj88EN4srMBAp5j1w4DHduqdGfffKO27dEDGja0Zm9FfmSuPK2dOqmVTsHBmacY0DT1eKdOhSeFhqZplClThlKlSpFkoWLY0YnRdF/XnX9H/IurvZxVyamCchzt7OxyPVM2hQRmRZb5e3mxonbttHyUd/k4ODCnEOejzM0H4Oefw9y5abdr14arV+HOnQfn2fH1tfyHoKZpvFy2LDsiI/n62jXcDAY+rFzZcg0KIfING03LcVDWaFSDdRsb9bNrVzN3rgjQNPW5MH48zJwJ338Pf/+tLh06wLvvqmJhQgghChdNU//ju3eH2bNh9mwX4Bd6rAQnJ4iLU9ssWCBBWWFZBoMai/Tpo95z6b+XpszVmTOn8ARl0zMYDGYLpt0rUUvkcsxl7B3scXRwtEgbRUFRPI4SmBXZ4u/lRc+SJdkQfo0eKwaxts9iuniVLZQzZbNK1+HkSVi1Clavhk8+UbOfQH3Y7d2rli317g3VqqntMvsQTNGnT958CD5bqhS3k5MZcfYsH129irutLZMqVLB8wyLHzJk3+seQEF49f/6R2xXGvNFF0fygIAJiYphdpUquUkpMnqz+3y1ZkrXCJeLBfH3hq69g0iQVoP3hB9iyBVq1ksCsEEIUVnFxD7//9ddh2LC8648ouvz9YcUKlVYjKCjtfh8fFZT197da14QociQwK7LNoGm0cisG4X/Tyq1YkQzK6jocPJgWjD17Nu2xlSvTArNPPAH792d87oM+BJ2dITZWnb1s0AAGDbL4y2B42bLcNhoZf+ECkwMDKW5ry8hy5SzfsMgRc+VoTTCZmHH58kO30YByDg442dhIbtgC7mRMDG9evEi8ycTjxYvzQpkyOdrPypXw8cfq+q5d8L//mbGTRViFCmrp6qRJqiDMmDFpjx08qH42aWKdvgkhRFEXE2O+fRmNGf/HZ+bXX+Gdd8wzScNcy95F4eXvDz17woatMfRYMIy1I76jS3uXQjlTVoj8TAKzQmRTSAg0bZoxqGpvr9IP9O6dtWBFZh+Cndq5MHIkfPcdDBkCSUnw4osWexmp3vD1JTI5mfcuX+bVc+dws7Wlf+nSlm9YWI2DjQ2fVqnC/KAg9t+5A2SeN7qxqyvtjh1jTLlyfFCpEk4ySitwEk0mBpw6RbzJROcSJRiaw+T0p06p/0ugluBLUNb8KlaE+fPTbus6vPYaHDigcg1OmwaPPWa17gkhRJGU18W3goIglyngUz0obZoQ6RkM0KqNEfYuo1WbbyQoK4QV5O8SZ0JYWUIC/PWXWmKawttbfYC5ukLfvrBsGYSHqyJfL7wAJUtmbd+pH4J1l9GqjRE7OzVrauRINZAaNkzlHswLM/z8GFWuHCXt7Kjp7Jw3jYo8czs5mZFnz7IyPDz1vn6lSrH3scdYUbs25RwcMmzv4+DAb7Vq4eOocvrMDQ6m8aFDHL0bxBUFxzuXLnEkOhpPW1t+qFEjR0X+7txRJ5Oio6FtW/jgA/P3U9wvNhZq1FD5fNeuhcaN1Qm9I0es3TMhhBBCCCGEuciMWSHucecOrF+v0hSsW6dulygBAweCnZ3KDbt+vZrd5GjmXNQ2NmrGlIMDLFqkvojnBU3TmFOlCm/6+uJr7hclrGrtjRu8cu4cQQkJrL5xg24eHjgZDKkBuofljX66VCm6enjwwunTnIyNpenhw7xXsSJv+PoWyRQmBc2uyEg+unIFgAXVq1P2ngB8Vug6DB0Kp09DuXKwfDnYysghT7i4wI8/wttvq2IxP/8Mf/yhLr17q/tq17Z2L4UQonCLjjbfvnbuhG7dHr3dunXQurX52hVCCJG/yYxZIe7680+1PNfLC559VgUg7txRwYj+/TMOzGrWNH9QNoWmqTyDx49D/fqWaSMzNpqWISi7NyqKvVFRedcBYVZhiYk8f/IkT/33H0EJCVRydOSnmjUzTUfwsLzR3Tw9CWjShJ6eniTpOhMvXuTJo0e5Eh+fly9HZFNUcjIDT51CB4Z4e+Pv5ZWj/cyerXLL2tmp3NilSpm3n+LRqlVTxdZOnIB+/dRnxOrV6vaDGI2wa4cBAp5j1w4DRmPe9VcIIQoTFxfzXTp1UoWVHnRuW9NUYchOnczTnhBCiIJBArOiyAoOhvSxpYMHVXA2IQGqVIGJE2HfPrhyBebNy9sK5JqmBm4pdu+GDz/Mu/YP3r5Nx2PH6BYQwDFzThUQFqfrOktCQ6l14ADLwsKwAcb7+hLQpAlP5vBN7GVvz+o6dfiuenVcbGw4HB1NkiQuy9fOxMYSbTRS0dGRuVWq5Hg/rVtD+fKqKGGzZmbsoMi2GjXgp5/gv//gjTegT5+0x9atSwvUrloFfn7Qo7MLrPyFHp1d8PNT9wshhLAeg0F9nsL9wdmU23PmmKfwlxBCiIJDFiSKIuX8efXldNUq2L9fzTrq1Us99txzalZY795qeWh+WakdEqKWPd25o2btvvuu5ftWy8WFBq6u/HP7Np2OHWNXw4ZUk9yzBcK/d+4w6PRpAOq5uPB99eo0Ll481/vVNI0Xy5Shrbs7p2JiqOzklPpYgsmEg42c58tPmhYvTkCTJoQlJVE8F7kHmjRRgcC8Ln4iHqxWLfjkk7TbsbEqv3lYGLRoAXv23F/wJThYBXJXrFD5goUQQliHv7/6XzxmTMZCwj4+Kigr/6OFEKLokcCsKNR0HQIC0oKxAQEZHz9+PC0wW6uWuuQ3ZcqoatxvvAHvv69m9M6aZdngrIvBwNq6dWl37BhHo6PpcOwYuxs2pLzkn833mhQvzogyZajg6Mibvr7YmTlgWtnJKUNQdmtEBENPn2ZhjRq0z8tp5eKRyjg4UCYHeWUTEuDcOahTR90uVszMHROpYmJyv4/r1+Hxx1Xu2X/+yXwbXVefGWPGQIcO5puNJUtlhRAi+/z9VTHHDVtj6LFgGGtHfEeX9i4yU1YIIYooCcyKQi0wMGOeVoMBnnxSzYrt1UsFPQuCcePA3h5GjVIzpRIS1FIoSwZn3e3s2FivHq2PHOFMXBwdjx1jZ8OGlLa3t1yjIttOxsQw7vx5vq1ePTVH8DfVq+dZ+zMvX+ZqQgIdjh3jdR8fZlasiKN8s7AKk64z4NQp+nh55TinLMDrr8MPP8D336v82sJy8nImsq6r2VlububdpxBCiOwzGKBVGyPsXUarNt9IUFYIIYowWXsqCoWkJNiyBUaOhJdfTru/UiVo2lSdlf7xR7XUc9MmeOWVghOUTfHaa/DNNyoYO2+eep0mk2XbLGVvz+b69Snv4MDZuDg6HztGZFKSZRsVWZJoMjHj0iUa/vsvGyMiePPCBav044+6dXm5bFkAPgsKosnhw5KX2ErmBwfzS1gYA06dIjQhIUf7+PFH+OorSEwEDw8zd1AIIYQQQgghRAYyY1YUWHFxsHmzSlHwxx8QEaHud3KCTz9NW2K5dy8UlvSXI0aombMvvAALFkC9evDqq5Zt09fRkS3169PqyBHKOzriWFgOZgF24PZtXjxzhv/uroPu7uHBx5UrW6UvLgYDX1WrRncPj9Q+NT10iPcrVmScry82+SVZcyF3IiaGCXeD859Urox3DlIYHD2admLrnXega1czdlBkypznMHbuVPnIH2XdOlXUTQghhBBCCGF9EpgVBdI776jga/r8fF5eKj1B794qeJmisMURhwxRr2/5chg2LG/arOrszJ5GjfB1cDB7zlKRdTFGI1MCA5kbFIQJKGlnx+dVqvBcqVJoVg6A9ihZkoDixRl+5gx/3LzJmxcvUsvFhW6enlbtV1GQaDIx4NQpEnSdrh4evHJ3BnN23Lqlct7Fx6vg3pQpFuiouI85c7R26qSKxwQHZ55iQNPU4506ScVvIYQQQggh8gsJzIp8LzxczYj194eU2kLFiqmgrK+vut/fH1q2LDpfNvv1g+efT8sxq+tgNEIuiq8/UqV0BZ90XWfJ9ev0K1UKWwnU5pk5QUF8dreE74DSpfmscmVK5qOcv6Xs7VlTpw7fh4Sw5/Ztuspa+DwxNTCQo9HReNra8n316tkO0ptMMGCAysldqRIsXVr4TmgVBQaDyj3ep4/6bEgfnE15S8yZU3Q+J4UQQgghhCgI5KuXyJeuXIHPP4e2bcHbW80M/fPPtMcHDoR//4XLl9UXzdati96XzfRB2TFj1JfxHKaVzLax588z+PRpXjhzBpNUf8kzr/v48KS7O+vq1mVJzZr5KiibQtM0hpUtyw81aqQGCG8kJvLq2bNESH5is9sZGcmsq1cB+LZ6dcrkIIXBzz/D+vXg6AgrV6adABMFj78/rFgB5cplvN/HR93v72+dfgkhhBBCCCEyJzNmRb5x4wZ8+63KGfvvvxkfa9QInJ3TbpcurS4CTp9W+WYTEtSX7pUrVYDFktqXKMEXwcEsuX4dN1tbPq9SxepL6QsbXddZER7OT9evs7JOHQyahrPBwNYGDazdtWx79dw5fg0P54+bN/mxRg2elMif2fwdEYEODPX2preXV4720a8fXLgAFStCAXx7iXv4+6uClxu2xtBjwTDWjviOLu1ditzJSyGEEEIIIQoCmTErrEbX0wp2ASQlwdtvq6CspkGrVvDZZ2p57aFDakaouF/NmrB2rSp6tm4dPPUUxMZats3/lSzJ4po10VCV4KcEBlq2wSLmWkICvf/7j74nT/L7zZv8GBpq7S7lyjhfX6o4ORGUkED7Y8d44/x54o1Ga3erUJhWsSLr6tZlbpUqOd6HjY3K2z1okBk7JqzKYIBWbYxQdxmt2hglKCuEEEIIIUQ+JYFZkaeMRti1C8aNU7Oznnkm7bEyZdT9CxZASIiqMD12LPj5Wau3BUeHDmopsosLbNmiiveYs9p3ZvqVLs2XVasC8P6VK3x85YplGywCTLrOgmvXqHngAL/fvImtpjGlQgX6F/Dp4Y8XL86Rxx5jRJkyAMwOCqLp4cMct/SbtIjo6ulJsWwmmI6NhenTIS7OQp0SQgghhBBCCPFIkspAWFxiImzbplIUrFkDYWFpj0VEqABBSpqCTz6xShcLhTZtYONG6NoVduyAzp3VDFo3N8u1+XK5ckQZjUy6eJEJFy9S3NaWl3JQEV7A+dhYhp89y/bISACaFivGd9WrU9fV1bodMxNXW1u+qV6dHp6evHjmDAExMTQ5dIjVderQzdPT2t0rUIITEhh7/jyfVa6MTw7ylug6vPIKLF4M+/apkzpCCCGEEEIIIfKezJgV2WY0wq4dBgh4jl07DDxqRfJzz0GXLmombFgYuLur4l2rV6uZselzx4rcadlSzZh1d1cBlz17LN/mxPLlmVy+PAbAVdbL5tjQM2fYHhmJs40NsytXZk+jRoUmKJveUyVL8l+TJjzl6Ulpe3taFC9u7S4VKCZdZ+jp06wID2fomTM52sfXX6ugrMEAEyeauYNCCCGEEEIIIbJMZsyKbFm1CsaMgaAgF+AXeqxU1Z7nzoUnn1S5Tletgs8/V/eDCsru3Qu9eqmiJG3bgp2dFV9EIde0KWzdCmfOqNmzeeH9ihV5rlQp6hXCQGJemV+1KpMvXuSLqlWp6ORk7e5YVCl7e36vU4eQxETc7/4z0HWdHZGRtJXCYA81PziYzRERONnYMC8HeWX37VP/wwE+/FD9PxZCCCGEEEIIYR0SmBVZtmqVKsCl6xnvDwqCp59WBWRMJnXfk0/Ca6+p60OGwLBh6nGRNxo1UpcUwcEqGF6qlGXa0zQtQ1D2WkICF+PieMLd3TINFnBxRiMzLl/GQdOYVrEiAPVdXVlXr56Ve5Z3NE2jrIND6u3vQkIYcfYs/UqV4ouqVVMDtiLNiZgYJly4AMAnlStTw8UlW8+/fl39D09KUj/feMMSvRRCCCGEEEIIkVUSmC3EYmLMty+jEUaPvj8om57JBDVqQM+eakl9+vaTkrLfZjZjDuIBQkKgXTuwtVUzae/WX7KY4IQEWh85wvXERLY2aMDjslQ9g52RkQw7c4ZzcXHYahpDvL3xK+QzZLPiZlISBuDnsDB2RUXxY40atJPZs6kSTSYGnDpFgq7T1cODV7KZyzk5WaWVCQ5W/6d/+AE0zUKdFUIIIYQQQgiRJRKYLcSssar89Gl1+eij3O/rYUFgkXUxMaryelCQKhD2999paSYswdPWloqOjlyMj6fr8ePsaNCgUOZKza6o5GQmXrjANyEhAJSxt+fLqlUlKHvXpAoVaOvuzoBTp7gQH0/7Y8d4w9eX9ypWxEGm2zM1MJCj0dGUtLPjh+rV0bIZVT13DgIC1OfC6tVQrJiFOiqEEEIIIYQQIsvk264QhVyVKrBjB1SooIIzbdrA5cuWa8/RYGBNnTo0L16ciORkOh47xvnYWMs1WAD8eeMGtQ8cSA3KjihThpNNmtDLy8vKPctfmrm5cbRxY4aVKYMOfHL1Kk0PHeK/6Ghrd82q4o1G1t68CcC31arhnS4FRFbVrAmHDqmUNDVqmLuHQgghhBBCCCFyQmbMFmLmjGXs3Anduj16u3XroHVr87UrzKNSJRWcffJJuHhR/Y7+/hsqV7ZMe662tvxVty5tjx7leEwMHY4dY3fDhvg4OlqmwXwsPDGR50+eJMZkooqTE99WqyYFrh7C1daWb6tX5ylPT4adOcN/MTFEGY3W7pZVORoMHHjsMdbcuJHtYL6up6UsqFBBXYQQQgghhBBC5A8SmC3EzJmjtVMntfw9ODjzFAOaph7v1AkMBvO1K8ynQgUVYH/ySTh7Ni2tQbVqlmmvhJ0dm+rXp9WRI5yLi6Pj8ePsbNAAL3t7yzSYT3nZ2/NR5cpciY9nmp8fTvIHkiX/K1mSgOLF2RIRQUs3t9T7E0ymIpnawNlgoF/p0tl6zu3b6n/y22/DU09ZqGNCCCGEEEIIIXKs6H27FTliMMDcuer6vakNU27PmSNB2fyuXDk1c7ZWLXB2tnyeydL29mypXx/fu0uvE4tA4uBLcXF0PX6cvyMiUu97tVw5PqpcWYKy2VTa3p7+6YKRp2NiqLRvH7+GhVmxV3lnRVgYs65cwZiDvxtdhxdegP374dVXVZ5pIYQQQgghhBD5i8yYFVnm7w8rVsCYMaqQVAofHxWU9fe3WtdENnh7w/btkJAAZcpYvr3yjo78Xb8+bra2hXq2rFHXmR8czNsXLxJjMhGUkMDxxo2zXaRJPNgnV69yLTGRZ0+e5M+bN5lftSputoXzYywoPp4RZ88SkZxMCVtbhpctm63nf/IJrFwJdnbw668gNeaEEEIIIYQQIv+RGbMiW/z94dIlWLsxBp5+nrUbYwgMlKBsQePlpQLqKZYtU4WBLKWKs3OGoOzfEREkmEyWazCPnYiJoeXhw4w9f54Yk4lWbm6sqF1bgrJm9lW1akypUAEbYOn169Q7eJAdkZHW7pbZmXSdIadPE5GcTONixRji7Z2t5//9N0yapK7PnQvNmlmgk0IIIYQQQgghck0CsyLbDAZo1cYIdZfRqo1R0hcUcBs3Qv/+0L497Ntn+fZ+CAmhw7Fj9Dt5kuQCHpxNMJmYFhhIw3//Zf+dOxQzGPiqalW2N2hAdWdna3ev0LGzsWFGxYrsbtiQSo6OXElIoN3Ro0y4cKFQBfo/Dwpia2QkTjY2LK1ZE7ts5NQNCoLnngOTCQYPhpdftmBHhRBCCCGEEELkigRmhSjiWrRQl6go6NgRdu+2bHvlHRyw0zRW3bjB8LNnMRXgvLPrb95k+uXLJOk6T3l6crJJE14uVw4bmSlrUc3d3DjauDEvenujAx9fvcp3ISHW7pZZ/BcdzaSLFwH4tHLlbAX4ExKgTx8ID4cGDeCrr+7PCS6EEEIIIYQQIv+QwKwQRVyxYrBhA7RrB9HR0LkzbNtmufY6eHiwvFYtDMCi0FBeP38evQAFZ9P3tWfJkgz19mZZrVr8XqcOPo6OVuxZ0VLM1pbvatRgde3a9PD05KW8SJhsYQkmE/1PnSJB1+nm4cHL2cwrq2nQuDGUKKHyy0peWSGEEEIIIYTI3yQwK4TAxQXWroVOnSA2Frp1g02bLNdeLy8vFtaoAcDnwcFMu3TJco2Z0cZbt2h++DC3kpIA0DSNH2rU4NlSpQp0PlmjEXbtMEDAc+zaYcBotHaPsq6Xlxd/1q2L7d3l/gkmE6+dPUtwQoKVe5Z9+2/f5nRsLCXt7Pi+evVsv6fs7WH+fDhxAipVslAnhRBCCCGEEEKYjQRmhRAAODvD779D9+4QHw9PPQUnT1quvYHe3syvWhWAGZcvM/vqVcs1lks3k5IYdOoUXY4fZ/+dO7x/+bK1u2Q2q1aBnx/06OwCK3+hR2cX/PzU/QXRtEuX+OLaNeoePMhvYWHW7k62tHZ35+Bjj/FLzZp4Ozhk+XlXrkByctrtQjB5WAghhBBCCCGKBAnMCiFSOTqqgFzv3qpoUM2alm3v1XLleL9iRYB8OcNR13WWh4VR88ABlly/jgaMKVeO6X5+1u6aWaxapXKSBgVlvD84WN1fEIOzg0uX5jFXVyKSk+l78iSDTp0iKn3UMp+r5+pKBw+PLG9/6xa0batSkNy4Ybl+CSGEEEIIIYQwP1trd0AIkb/Y28Ovv4LBkFY4SNctV0RocvnyNC1WjPYlSlimgRwKio9n5Llz/HnzJgC1nJ35rnp1mru5Wa1PMTHm25fRCKNHq9/tvVJ+32PGQIcO6r1gDi4u5tnPw9RwcWFvo0ZMv3SJD65cYcn16+yMjGRxzZq0dne3fAdy4O2LF+ldsiSNixfP1vNMJhgwAAID1e/LXL8nIYQQQgghhBB5QwKzQoj72Kb7z5CYCM88o2ZQDhxo/rY0TcswQzDBZOJodDSPZzNIZW4zr1zhz5s3sdM03ipfnskVKuBgY91FBq6uedeWrquZtOaMQ+dVjTc7Gxveq1SJrp6eDDx1isD4eNoePco31aoxPJsFtSxt2fXrzLxyhdlBQQQ+/ni2UhjMmAHr16uZ7itXqqJfQgghhBBCCCEKDkllIIR4qB9+gD/+gMGD1XVLijUaeSoggLZHj7IjMtKyjWVCTxc5fL9iRf7n6cmRxo2ZVrGi1YOyIvtaurlxrHFjXvD2xtVgoEM+i1xejY/nlXPnAJjg65utoOxff8H06er6N99AgwYW6KAQQgghhBBCCIuSGbNCiIcaMQKOH4evvoIXX1QzaF9+2TJt2WkajjY2xJtM9AgI4O/69WmSBzNnk0wmPr16lYN37rCidm00TaOEnR2/161r8bazIzrafPvauRO6dXv0duvWQevW5ms3rxWzteX7GjWY7ueHj6Nj6v27IiNp6eaGjaVydDyCSdcZcvo0kcnJNClWjP+rUCHLz71wQaUwABg5EgYNslAnhRBCCCGEEEJYlEwBE0I8lI0NfPGFyjcK8Mor8PnnlmnLzsaGX2vVop27O9FGI12OH+eEOROrZuLwnTs0PXyYyYGBrLpxg80RERZtLzdcXHJ3uXwZRo2CqCjo1Al8fB7enoeH2s7FRaUhiI/PXfvWlD4ou/nWLVofPUrX48e5ZqWic3OCgvg7MhJnGxuW1qyJXRZnZOu6mr0eGQnNmsFnn1m2n0IIIYQQQgghLEcCs0KIR9I0FQCaMOH/2bvv8KiqrY/jv8mkd0IakNB7F1BBpSjFghULCgoI6kVQKVZAFFDBa0GwgKIXsKMXsbxeRBCpIkUEQbq0UBI6CenJzHn/mGTIkAQImcxkku/nefIkc84+56xZTMLOyp51bI+HDZNef71sruVvNuv75s11ZUiITubmqvtff2lPRobTr5NhsejZ3bt1xfr12piaqire3prduLG6l7O3uzvDmjXSHXdIzZpJs2bZ/i3NZmnqVNu/7bmLRvO3TZt29oZSM2bYCrkPPST99Zfrn4MzJWZny9/LSwtPnVKLdes09+hRl15/c2qqRu3ZI0maXL++GgYGXvSxJpP0/vvSNddI//2v7WZ9AAAAAADPRGEWwEUxmaRXX5VeeMH2eMIE6dChsrlWiLe35rdsqRZBQUrMzla3v/7SISeubFx66pRa/vGHXjtwQBZJ90RFadsVV6h/bKxMbnpru7MZhrRwoXTddbaVld99Z9t+xx3SPffYvu7VS5o7V6pRw/HYuDjb9t69z2777Tfbitn//MfWz7RLF9sNp3JzXfBknKxfbKz+bNtWbYKDdTI3V3dv3aoB27YpxUVP5sPERGUbhm6uWlWPVKtW4uObN7e1orjQimcAAAAAQPlGYRbARTOZbDccevVVW+/Rcwt6zhTh46OFLVuqfkCATubk6KCTCrO5Vqv+tXOn/snIUHVfX33fvLm+atZMMRVo6aHVausLe/310pIlkre3NGCAtHWrNG+edPnlZ8f26iXt2yf9+HOadOd9+vHnNO3da9te0Ny50ooVtqKu2SwtWybddZdUt6705puufHbO0SQoSL+3aaPRNWvKS9LHR46o1R9/aKULbjo3pX59TWvQQB81anTRfwhYs8ZWHM9XQf5+AAAAAACVGoVZACX27LNSx45nHx88aFuh6Wyxfn76pVUrLW3dWleW8iZgRl6A3l5emtGokf5VrZq2XnGFbo2MdEaobpeTc/ZrLy/pssukwEBb24k9e2wtDJo0KfpYs1nq2NkitZijjp0t9vYFBZlMtrfPf/WVrZA7ZowUGSkdOCCtXVsmT6nM+Xp56ZW6dbWsdWvV9vfXvsxMJbig56yXyaRHa9S46D8GHDliK5R36WL7gwgAAAAAoGKgMAugVDZtklq1kkaMKJvibC1/f7UOCbE/3paWpnSL5aKPT8rK0t1btmjqwYP2bZ3Dw/V+o0YK8/Z2aqzucOaM9MYbUq1a0u+/n90+dqztZl9Tpkjx8c69Zlyc9PLLtqLs7Nm2Qn2+nTs9r83BNeHh+qtdO73fsKH6xMTYt2dbrU67xqmcHD2ze7dSS5iU3FxbS4nDh6X69R3/IAIAAAAA8GwUZgGUyp9/SidP2m4kNWSI7W30ZWVVcrI6/Pmn7tyy5YJFM8MwNDsxUU3XrdPcY8f04r59Lush6grHjtn6/daqJT39tJSYaLtBV76oKNuK1rLk7y/17y+1aXN227vvOrY5ePVV6fjxso3DGUK9vfWv6tXtj49lZ6vx2rV69+BB+2rr0hi6a5deP3BAd2/dWqLjnnvOls/gYOnbb6UCf6MAAAAAAHg4CrMASmXAAGnmzLN3i3/4YakEC1pLxGoYyjYMLTh5Uvdv26Zsq1Urks9IUddpRfIZWfIKaHszMnT9pk16cMcOncrN1WXBwVraurVCK8AK2YQEW3uCWrWkl16STp2SGja03ZTr/ffdHZ1t9ezzz9sKwwcOSKNG2VbsDhokbdzo7ugu3geHD2tvZqYe/+cf3bR5sxJL0eLgiyNH9OXRozJLGle79kUf99//nu3fO3u21LjxJYcAAAAAACiHKMwCKLUHH5Q+/dTW23TmTFuxtiwWp14THq5vmzeXj8mk/x47poiVK3Xz1l1S07G6eesu1f79dz24bZuar1unRadOyd/LS6/Wrau1bdrosgqw1NAwpG7dpLffljIypLZtbTfl2rpVGjhQ8vNzd4S2G8K99JKtgPzxx7YYMzNtr4uuXSUXtHB1itG1aunt+vXl7+WlBSdPqsW6dZp37FiJz5OQmakhO3dKksbWrn3RvZK3bbN9X0m2FdF33lniSwMAAAAAyjkKswCcom9fac4cydtb+uwz2+OCN6RylusjIjQsLk6SlHZOO4ND2dmafeSI0q1WdQ4L06Z27fRszZry9vLcH3Xr1knZ2bavTSbbatmuXaVFi2z77rxTRd6sy938/aV+/Wwx/vabdO+9tlYX+cVjq1V6773y2+bAy2TS43FxWt+2rVoHB+tEbq7u3LJFD27fftEtMayGoQHbtyvZYtGVISEaU7PmRV9/1iwpLU269lpp4sRLfRYAAAAAgPLM89/XC6DcuPtuydfX9vnIEVth1sfHti/NSf0NLIahL48cKXJffifQcG9vfde8uXy8vJxy3SAXVz4Nw1Z4ffVVackS29vY+/e37RsyRBo61KXhlIrJJF11le2jYKvWX36RHntMevJJWxH/8cel1q3dFmaxmgYFaU2bNnpx3z79OyFBs5OSFOHtrTfr17/gsW8dPKglp08r0MtLnzZpUqI/EPz737Z2FXffbftjBwAAAACg4uHXPQBOddtttqJbmzZSYODZ7cErVrgshtO5uary229OO5/RpYvTznU+Fos0b56tIPvnn7Zt3t7Svn1nx5hMLgmlTBSM3Wy2tTlYv97W5mDmTKljR+mJJ6Tbby9fxUhfLy9NqltXN0VE6IV9+/RCMX1iLYZh73n8y6lkvXXggCRpSv36alDwm+EimEyeVYAHAAAAAJSc576/F0C51amT7S7y+T75RFImP26KYxjSRx9JTZpI99xjK8oGBkrDh0t79kgvvujuCJ2va1dbm4NVq2xtDry9pRUrbCtE69Sx3TisvOkYHq4lrVsrLK9qbBiGntm9W9vT0jTv2DHVXr3a3vP4zu27ZZXUJzpaD1WrdlHn//VX6b77pDNnyvBJAAAAAADKjXK0JglARfTvf0vPPSd16tJR//3eqqCg0p1v+enTumnz5guOm9+ihTqFh5fuYi5iMklffint2iVFRNje1v/441LVqu6OrGyZTFKHDraPN9+U3n/f9hEWJuW1EZZka4sRE+O+OIvzUWKiXj9wQFMPHlR2wT4NeZKys/Xl0aO6MypKvaKiznuuAwdsBepjx6R69aSXXy6rqAEAAAAA5QWFWQBl6pprpJAQaflSk+7sadb//idd5I3pi9QjIkJxfn46lJWlwqUwySQpzs9PPSIiZC6n7/s/dkx65x3bW9XzC47jxkk33yw9/LDjauPKonp1acIEafRoW5Ey/58uLU1q3Fhq3txWrL7jjrN9iy+Vs/oddwkP17VhYVqSnFzkfkO21+Owf/5RtypVin09ZmVJve700rFjJrVsbWj4c1alFROiq/sdAwAAAADKDoVZAGXq6qttN7K6/npp5UqpRw9pwQLpUhezmk0mTa1fX3dt2SKT5FCczS97Talfv1wWZffvt60M/egjKSPD1lP2lVds+zp2tH1Udv7+UoMGZx///ruUmmp77axcKdWoIT36qPTII9IFFqEWy5X9jg1JB7OyFLZyZfGD3mograshheRo0zPrFfVHZvHnc1G/YwAAAABA2aPpI4Ayd+WVtv6ZERHSmjW2/qInTlz6+XpFRWlus2aq4efnsD3Oz09zmzW74NvGXW3LFql/f6l+fdtK2YwM242vOnRwd2TlX7dutoL2Cy9I0dHSoUPS889L8fHSgw9Ke/e6O8JSWhAr/VBDMhnSmG1SteKLsgAAAACAioUVswBcok0backSW6Htzz9txdm1ayVf30s7X6+oKN0WGakFxw7r5rn99ONdn+iGqOrlaqWsYdhu5vTVV2e3de1q67nbtevZt+vj/KpXl8aPt7U5+Ppr6e23pT/+kD7+WBozpuTnS3Xi0uTS9Dz+a4PUdaqXMiWNecHQqKeaOS0uAAAAAED5R2EWgMu0bCktXWorzj7yyKUXZfOZTSZ1DAuRjv2qjmEh5aIoaxhnC64mk1Sliu3zHXfYCrKXX+7e+DyZn5/0wAPS/ffbVl6vXGlbhZzvscekatUu3ObAmX1aS9Pz2JRja+nRpo004QUvefEeFgAAAACoVPg1EIBLNW0qbdsmDRni7kicy2KxreZs29a2mjPfmDHS1q3SN99QlHUWk0lq31566qmz2/bvl6ZPP9vmYMAA28rsspbf81g62+PYHmfe5+J6HnfoYIvxs89EURYAAAAAKiF+FQTgcmFhZ78+ccK2mnT/fvfFUxpZWdKHH0qNG0u9e0sbNkiTJ5/dHxdn24eyFRtra21w+eW2f5OPP7YVya+5xlYwz8kpu2uXtOdxwf7K1arZVlUDAAAAACofCrMA3GrwYOm776ROnaQ9e9wdzcU7c0Z64w2pTh3bW+f/+cd2c7Nx42w3+IJr+fnZWhysXSutXi316SN5e0u//WYrmP/nP2V7/V5RUdrXvr1+bNpA2vqSfmzaQHvbty9UlP3xR6l2bce+wwAAAACAysmthdlJkybp8ssvV0hIiKKjo3X77bdrx44dDmMMw9C4ceNUvXp1BQQEqEuXLtqyZYvDmKysLD3++OOKjIxUUFCQbr31Vh08eNBhzKlTp/TAAw8oLCxMYWFheuCBB3T69GmHMQkJCbrlllsUFBSkyMhIPfHEE8rOznYYs3nzZnXu3FkBAQGqUaOGJkyYIMMoqrMggIvx1ltSw4ZSQoKtOLtzp7sjujDDkK6+Wnr6aSkx0bYq9q23bKt+X3xRqlrV3RFWbldeKX3+ue019eKLUoMGtkJtvhUrpPXrnX/dC/U83r3b1iM3NVVavtz51wfgGsxfAQAA4CxuLcwuW7ZMQ4cO1erVq7Vo0SLl5uaqR48eSktLs4957bXXNHnyZL377rtat26dYmNj1b17d505c8Y+Zvjw4fr22281Z84crVy5Uqmpqbr55ptlsVjsY/r06aONGzdqwYIFWrBggTZu3KgHHnjAvt9isahnz55KS0vTypUrNWfOHH3zzTd68skn7WNSUlLUvXt3Va9eXevWrdM777yjN954Q5MLvm8ZQInExdluCNa0qXTokNS5s60na3mTkCDl5tq+NpmkgQOlRo2kmTNtBbfhw6XgYLeGiHNUq2ZbwbxjhxQaattmGNKwYVK7drbi+pw5ZdvmIF96unTnndLp07b+uG+9VfbXBFA2mL8CAADAaYxy5OjRo4YkY9myZYZhGIbVajViY2ONV1991T4mMzPTCAsLM95//33DMAzj9OnTho+PjzFnzhz7mEOHDhleXl7GggULDMMwjK1btxqSjNWrV9vH/P7774YkY/v27YZhGMb8+fMNLy8v49ChQ/YxX375peHn52ckJycbhmEY06ZNM8LCwozMzEz7mEmTJhnVq1c3rFbrRT3H5ORkQ5L9nJ4qOTPZ0DgZyZme/TzcjTyedeSIYbRoYRiSYURFGcamTRd3XFnn8O+/DeOBBwzDbDaML744uz0ryzByc8vkkm5RWV6LaWmG0bevYfj42F5rkmFUr24YEyYYRlJS6c9fVB6tVsO4/37btaKjDePgwdJfpyKrLK/FslaR8lje507MXz1HRfq+cCfy6Bzk0TnIY+mRQ+cgj85RUfJYkrlTueoxm5ycLEmKiIiQJO3du1dJSUnq0aOHfYyfn586d+6sVatWSZLWr1+vnJwchzHVq1dX8+bN7WN+//13hYWF6corr7SPad++vcLCwhzGNG/eXNWrV7ePuf7665WVlaX1ee95/f3339W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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 622211.3 +- 2378.3 (error 0.4%).\n", "Left 260798.4 +- 1502.0 (error 0.6%).\n", "Right 361412.9 +- 1844.0 (error 0.5%).\n", "Head 521596.8 +- 2124.2 (error 0.4%).\n", "Tail 100614.4 +- 3188.8 (error 3.2%).\n", "Tail Prop. 0.1617 +- 0.0052 (error 3.19%).\n", "Matrix singular (determinant = 1.0535772336297383e-87, error calculation failed.\n", "Matrix singular (determinant = -4.4421722170514696e-88, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8783162246112398e-37, error calculation failed.\n", "Matrix singular (determinant = 9.388750946886192e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.4764919362829517e-88, error calculation failed.\n", "Matrix singular (determinant = -1.8704864922673973e-37, error calculation failed.\n", "Matrix singular (determinant = 5.336136259546061e-57, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1084747424748828e-50, error calculation failed.\n", "Matrix singular (determinant = -3.3953484725496147e-54, error calculation failed.\n", "Matrix singular (determinant = 6.104029233513407e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 567547.1 +- 1566.5 (error 0.3%).\n", "Left 243833.8 +- 1182.7 (error 0.5%).\n", "Right 323713.3 +- 1027.2 (error 0.3%).\n", "Head 487667.6 +- 1672.6 (error 0.3%).\n", "Tail 79879.6 +- 2291.6 (error 2.9%).\n", "Tail Prop. 0.1407 +- 0.0041 (error 2.88%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.298500462137245e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1013763132343256e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.407879415801728e-53, error calculation failed.\n", "Matrix singular (determinant = 3.1681004321943248e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.4637296003291866e-42, error calculation failed.\n", "Matrix singular (determinant = -3.025736084793606e-34, error calculation failed.\n", "Matrix singular (determinant = -4.659528334343198e-76, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.580578404344379e-75, error calculation failed.\n", "Matrix singular (determinant = -1.4279819919328817e-35, error calculation failed.\n", "Matrix singular (determinant = -3.3485144518885673e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4885568160641833e-72, error calculation failed.\n", "Matrix singular (determinant = -1.4885568160641833e-72, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 840445.9 +- 2407.3 (error 0.3%).\n", "Left 367191.5 +- 1721.5 (error 0.5%).\n", "Right 473254.4 +- 1682.6 (error 0.4%).\n", "Head 734383.1 +- 2434.6 (error 0.3%).\n", "Tail 106062.8 +- 3423.8 (error 3.2%).\n", "Tail Prop. 0.1262 +- 0.0041 (error 3.24%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.2155385283965004e-54, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.811703813039254e-51, error calculation failed.\n", "Matrix singular (determinant = 2.7071991170577637e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.068980314103252e-37, error calculation failed.\n", "Matrix singular (determinant = -2.068980314103252e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 4109110.3 +- 28639.8 (error 0.7%).\n", "Left 1952337.0 +- 22373.4 (error 1.1%).\n", "Right 2156773.3 +- 17879.2 (error 0.8%).\n", "Head 3904674.1 +- 31640.8 (error 0.8%).\n", "Tail 204436.2 +- 42677.6 (error 20.9%).\n", "Tail Prop. 0.0498 +- 0.0104 (error 20.89%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.676359402067298e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.598698444440075e-52, error calculation failed.\n", "Matrix singular (determinant = 1.7422865522780265e-52, error calculation failed.\n", "Matrix singular (determinant = 1.420183090222401e-51, error calculation failed.\n", "Matrix singular (determinant = 7.426946721570457e-52, error calculation failed.\n", "Matrix singular (determinant = 3.5031650774969924e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.601096113002909e-86, error calculation failed.\n", "Matrix singular (determinant = -5.601096113002909e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8734902686961134e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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q6qpbb71Vc+bMUUZGhnX/m2++qdatW6tmzZoKDAzUk08+qcuXLxf43sbHx6tjx44aMmSIrl27Vuj3oTIgKQsAqJxyLLJVUPVqacjZA3VbcnKB/U0rcr/bYinDRHZh/XaN11sXmHx8Ck5kOzmVXmyFvM78EqyFyS/5Wu9//9N9hSxc9unp09rX6U599MPdiroQR79cAACAUhYVZduyIDezWTpzxjKuPLi5uVkrYiXp+PHj+uSTT/T5559r7769BT5vwYIF6tatm/bv36+BAwdq9OjRGjNmjB5++GHt27dPQUFBGjNmjMzX/568du2aQkJCtHHjRh08eFATJkzQ6NGjtWvXLpvjrlixQjVq1ND//vc/RUZG6vHHH9emTZtkMpmsY77++mtdvnxZI0aMKDC+K1euaO7cuVqxYoX+97//KTk5WQ8++KB1/zfffKOHH35Yzz77rA4fPqzIyEgtX75cc+fOtY5xcHDQW2+9pYMHD2rFihXaunWrnn/++XzPd/bsWfXo0UO33Xab1q5dK1fXyt/ugaQsAKDKKW4itSg3WvGY3e+2vpNTnn63n7VsWbJ+t3ao+i1t2f12902cqH0TJ1rbE7w3f75128QNG2yeU1aJ7ILmxo1+r7PbMeROvsbn+OQ/J/P128jffrOe4/Hd0VTQAgAAlLIcucVSGXczfvrpJ3300Ufq1auXdVtaWppWrlyp4OBgtWnTRoYC/ta95557NHHiRDVt2lSzZs3Sn3/+qTvuuEP333+/mjVrpunTp+vIkSO6cOGCJKl+/fqaNm2a2rVrp1tvvVXPPPOM+vXrp08//dTmuEFBQZo3b56aN2+u2267TV27dlXz5s21cuVK65hly5bp/vvvV63sNm75SE9P15IlS9SlSxeFhIRoxYoV2r59u3766SdJ0ty5c/XCCy9o7NixuvXWW9WnTx+9/PLLioyMtB5j8uTJ6tmzpxo3bqy7775bL7/8sj755JM854qJiVG3bt3Uu3dva1K5KqgarwIAgOvyLCa1fbtqBARoUVCQwtzd5VHLU2ZJyc+kSC4efz0xV+/YtVeu5NsDNdrHR8MPHSowyVqu/W5LUabZrKi2bS09UJOT1cPdvdRiLm6/XUn5LtyWeflyqcRW0NwYWbeu5p85U/D3ukkThd1yi+Ugly8r0929wHYM/vHx1urfghYuM97AfAIAAMCNMRpLd9yN2rhxo2rVqqWMjAylp6dr6NChWrx4sXV/w4YN5VeMv/vatGljvV+vXj1JUuvWrfNsu3jxovz9/ZWZmanXX39d//73v3Xu3DmlpqYqNTU1zwJjHTp0yHOuxx9/XEuXLtXzzz+vixcv6quvvtKWLVsKja9GjRo2x7rtttvk5eWlI0eOqGPHjtq7d692795tUxmbmZmpa9eu6cqVK3J3d9f333+vV199VYcPH1ZycrIyMjJ07do1paSkWOO+evWqunfvrpEjR2rRokVFvm+VCUlZAEDFVsyFtqSCF5OySa4V45SF9UA1y1LFOfn4cQ319c03OZjd71aS5OFhqXItobJMlmYrNJFdColCa79dHx+b9zS7TYFBUn0nJy1/5hld9Pa2SWQXlWS/2bmx38dHb+TqfZUt+3s96fRpeQYH66K3t4zJycpMS7O0Y8gn+XrHhg2auHGjzXFyL1yWnZzOeY7C5hMAAACKr0cPqUEDy6Je+V0wZzBY9vfoUTbn79mzp95++205OTkpICBATk5ONvtzJ0kLkvN52dW0+W3LysqSJEVERGjBggVauHChtU/r5MmTlZaWVuT5x4wZoxdeeEE7duzQjh071KhRI/UoxhuUX5VvzrjmzJmjsHxWVHN1ddXvv/+ue+65R//v//0/vfzyy6pTp45+/PFHPfbYYzbtHlxcXNS7d2999dVX+tvf/qYGDRoUGVdlQVIWAFChFTcpWZxEas7kmsflK+rvbbYeK+d5Lly4UGDSLZvJx0dRiYkK9fbOe8Lsfre53UCCWSr7ZGn2OUpSEXwjsvvtDj90qMB+u4tuuUW99u+3PLieyC6PJLtUvOrWh196yfo9SKtXT89s2KDwFStsjpMz+Ro5aJB233abtSL4dN268k1K0h+enjc+nwAAAFBsjo7SokXS8OGWBGzOP8uz/xuxcKFlXFmoWbOmgq6vNVGeoqKiNHToUD388MOSLEnRY8eOqUWLFkU+18fHR8OGDdOyZcu0Y8cOPfLII0U+JyMjQ3v27FHHjh0lSUePHlViYqJuu+02SVL79u119OjRAt+LPXv2KCMjQxEREXJwsHRXza91gYODg1auXKlRo0bp7rvv1rZt2xQQEFBkfJUBSVkAQIV1I0lJ62JSxUyuRe6OVo1zF62Lc+U8T2R0tCYWkXQLHztWpu7dy+R1S+WTLL3ZiuAbkd1vd1JMTJ5+uwuzq15vMLbcFawFJeyLmhsTi1ndmrO6NrIY7RiyE737mjbVkO3b7TqfAAAAqpOwMOmzz6RJk2wX/WrQwJKQzad4s9ILCgrS559/ru3bt8vb21tvvvmmYmNji5WUlSwtDAYNGqTMzEyNHTu2yPFOTk565pln9NZbb8nJyUlPP/20OnfubE3Szpo1S4MGDVJgYKDuv/9+OTg46Oeff9Yvv/yiV155RU2aNFFGRoYWL16swYMH63//+5/eeeedfM/l6Oio1atXa+TIkdbErL+/f/HfnArKrknZH374QW+88Yb27t0rk8mkL774QsOGDbPuL6jZ8bx58/S3v/1NkhQaGqr//ve/NvsfeOABffzxx9bHCQkJevbZZ7V+/XpJ0pAhQ7R48WJ5eXlZx5w+fVpPPfWUtm7dKjc3N40aNUrz58+Xs7NzKb1aAMCNuNGkZPZiUkUlvnIm16J9fHTfoUPW/TnPU5yk25oy+h1RXsnS4iayC6zgvMHK3yL77eYoY4hKSLihJHthCfvizI3IQYMUOXhwkQnWbLE+Poq93gc3W3Y7hmw5n1Oc+bQqM1Pb2rWznG/VqkrRixgAAKCiCguThg6VoqIsi3oZjZaWBWVVIWtvM2fO1MmTJ9WvXz+5u7trwoQJGjZsmJKSkor1/N69e8toNKply5bFqkR1d3fX9OnTNWrUKJ09e1bdu3fXBx98YN3fr18/bdy4Uf/4xz80b948OTk56bbbbtPjjz8uSWrXrp3efPNN/fOf/9SMGTN055136rXXXtOYMWPyPV+NGjW0Zs0aPfDAA9bEbN26dYv12ioquyZlU1JS1LZtWz3yyCO677778uw35VoK7z//+Y8ee+yxPGPHjx+vf/zjH9bHbm5uNvuzJ8imTZskSRMmTNDo0aO14fpKz5mZmRo4cKD8/Pz0448/Kj4+XmPHjpXZbLZpxgwAKB8lSUoWdzGpnImygi5nlwpPuhkkNXBxUY8cH+4V93UVpxXDTSdLi6m4iewSVXAWkLAtbr/dkibZ80vYF3du5Px+72va1DpfjPHxBX4Pcs8RgyzzysfR0aYiOK6I+VSnRg2NO3myTFtVAAAAVDeOjlJoaPmdb/ny5YXuDw8PV3h4eJ7tW7dulaPDX9niU6dO5RljztUerVGjRjbb6tSpo3Xr1hV6/m3bthW47+rVq0pMTNRjjz1W6DFyCgsLy7dnbLZ+/fqpX79+Be5/7rnn9Nxzz9lsGz16tPX+uHHjNG7cOOvjGjVq6PPPPy92fBWdXZOyAwYM0IABAwrcn7sU+csvv1TPnj1166232mx3d3cvsGz5yJEj2rRpk3bu3KlOnTpJkt5991116dJFR48eVfPmzfXtt9/q8OHDOnPmjPXTgIiICI0bN05z586Vh4dHvscGAJSNkiQlC1tMqrDkmu/1T44L6/WZU3YKcWFQ0A1VMd5IK4YyTZbmUNxkZUEVwSVahKygfrsljC13kj2/hH1RC41lyx15cb4Hix97LN92DEN9fRWVmChT9+5a4+ysP9LTNeLw4TyvMzuJG5+RIansWlUAAAAA+cnKylJsbKwiIiLk6empIUOG2DukaqPS9JS9cOGCvvrqK63I9Z8jSVq9erVWrVqlevXqacCAAZo9e7Zq164tSdqxY4c8PT2tCVlJ6ty5szw9PbV9+3Y1b95cO3bsUKtWrWzKs/v166fU1FTt3btXPXv2zDem1NRUpaamWh8nJydbvqYmS6n5PsXuklOTbb4C5Y05iOL47UpSsRJiv3UOUXv3vz5Rfq1hgMbEnLzh5Fpuuc8TOXiwNekW4Oyk1xs1UG8Pl2LP4/XxCRoTc7LAVgwfNmusIT5/Vbx6GDKKdbn7e4aMm/q31NbNQQ5G/wKTlQZJAc5OauvmkOc86+MTNP3kGWXlSDI7GP31z0YNNMTHW5nXLuvA9YStR3ysujreWKuFwmIrTgXrpjO/aWBDS7/glPjzBc6N7MfPGOvqsz8u2SRYi/M9WNassRyb36oLnUP0npOTunrUkqPBoJS0Py1z0z376h1HfdissaafPGNzDqNTDV0zm3UpIzPPe5CdZH72WIx61namlQFKFb+PYW/MQdgbc7BiS0tLU5Y5S5lZmcrMyvt3UlWRac7862uWfWI4deqUgpoEqUGDBnr/g/dlcDAU+Z5nZVmCrcrfm6JkZmUqy5yly2mXlWZIs9lX3J8rlSYpu2LFCtWuXTtPWfRDDz2kxo0by9/fXwcPHtSMGTN04MABbd68WZIUGxubb4+JunXrKjY21jqmXr16Nvu9vb3l7OxsHZOf1157TXPmzMmzPfDNQMn1hl9iuQpcEGjvEFDNMQdRKM+28h88s+jLzT8dpseSDtg+17eHDE2eLnZyLXelbH7nmb5mjeolJCjh5MtKPfiLRt/QX0wOUqc1kotfnkv1zZJkztLon3fKLWqUrrxqOe79Lzroao81iq0TJBkcrOOtlZ3mLCk1ToPevkU3/debbw/p9jnK08zBnCWzDDq3f4YafBWllFctm2u+KF0JyH6ObZJ5fx1vjT76m3TmYxnq9lK97IXTdkcrtmamdGKJ9EfUTcdWnIT9veff1rfXk8KPfDBAqSm/SL7d8swN87UL0on/01v/jZJbmoO+/qq1TD4+unTyFaW1mlHk92DoOw11Y98DB8mzteZ09JHOvCydcZB/4EtFVoXXeecpKfdcB0oBv49hb8xB2BtzsGJqWLOh3un2jq7+cbUSZa5K7ucLP9vv5K7S7nO7rQ/3x+4v8ilt+rfRd/2/K9bYKitD+iPpDw38eqB+T/nddt+14h2i0kztDz74QA899JBcXW2znePHj7feb9WqlZo2baoOHTpo3759at++vaT8Fwwzm80224szJrcZM2ZoypQp1sfJyckKDAzUmSlnKmzLg+TUZAUuCNSZ587Iw6VixoiqjTmI4sg0m9Vq38EiKzgvDfxvvtWDmZcv60CveywJ2Q5t9cS5C0Veuq589hkkBTjV0DNffCHHrCwN/PR8kYtZ5RaV9Kcej9op42nbZFvupNt7E2OkVy2VnbFTz2r9tTSNiTmZ53gGSTI46MM2nTWkZ8INxSJJSkmRh4/lypDkeMvrya56zZmsrO/iotcbNdCQrhst/WFftTzn7JRzanX0pM6npec9dnby8paRMksyno6xJmwv+DSTWv4jT1VwUfKLrTgVrJ5162rkzIuauGGDvBs/aa3iHejiZJ0b793RTl3r+sqxZ45WSrMsX+L0V4Vznpd5/bWW9HuQ8+fgt39m6PRL4UUmmW+Zu07Dfevc8LmAgvD7GPbGHIS9MQcrtrTUNF04e0GNfBvlyQNVJZnmTP184We1qddGjoYqugJZFXXt2jWdunxKeybskbOLbbu35ORkBb5e9Ac+lSIpGxUVpaNHj+rf//53kWPbt28vJycnHTt2TO3bt5e/v78uXLiQZ1xcXJy1Otbf31+7du2y2Z+QkKD09PQ8FbQ5ubi4yMXFJc92DxePCv9DvTLEiKqNOYiiLG7aTMMPHSrwcvO3mjaTt6tn/k/OcPxrMSlfozLcPQs8ljnH/XzP06y5HDMtl+WUZMYmm68Wq7IzsUMHbcvuz5oqjTTeIncnd02Kicm3Z2mJe4xm/PXHnoeLh+RSUw8HeGikh4+inupu6SHbtat6+PtbE96Z6Q7W2C4kXlWWKbbIys7ci1plX4r/4u/nNdJ4S7Evxc8d26ouXTTu1Kmik+yZmXlaRYyJOWnpzxodXexzl8n34DoPFw/dmpmpl4rT19fdk5+ZKBP8Poa9MQdhb8zBiuma+ZriDHFydHC0WQCryrl+wZWjoYq/zirI0cFRDgYH1XKuJVeXXB8c5E0V5qtSJGXff/99hYSEqG3btkWOPXTokNLT02U0GiVJXbp0UVJSkn766Sd17NhRkrRr1y4lJSWp6/X/AHXp0kVz586VyWSyPu/bb7+Vi4uLQkJCyuhVAQAKE+bnp89atixZQizXYlJhNWsWeixJZZZ4K+6CVZlnzsgxn0XATrVtq6innso3WVoSBS3O5Wgw/JXI9vCwtlrIvUBZZHR0kUnmyEGDFDl4cLEWaCsOm9g8PbWoadN8k+yFKWgRsKKE+fnlWbSrh5dXqfV3LWoRMoOk+k5OyuzVS2u8vWVcteqm5wAAAAAA+7NrUvby5cs6fvy49fHJkycVHR2tOnXq6JZbbpFkKfn99NNPFRERkef5J06c0OrVq3XPPffI19dXhw8f1tSpUxUcHKxu3bpJklq0aKH+/ftr/PjxioyMlCRNmDBBgwYNUvPmzSVJffv21e23367Ro0frjTfe0KVLlzRt2jSNHz++wrYhAIDqIMzPT0Pd3EolKZn7WO/d0U79A2+1Hqu0zpNbUUk3q4yMfBcB+6xJE4XlkywtidwJ1pzJ3zA/P5tEdvb44YcO5VmgrLD2ARM3bNDEjRs1ceNG63FyVwWbune/scCLmWT3c3KSY2ysjEVU8ZYoKXwD42+Eo8GgRUFBhVZyX83K0sMvvZT/9wwAAABApWTXpOyePXvUs2dP6+Ps/qxjx47V8uXLJUkff/yxzGazRo4cmef5zs7O2rJlixYtWqTLly8rMDBQAwcO1OzZs+Xo+FfZ9+rVq/Xss8+qb9++kqQhQ4ZoyZIl1v2Ojo766quv9OSTT6pbt25yc3PTqFGjNL+QlbkBAOWjoArOmz1Wci13m6RraZ4n9zkLSroVxlrZefashmZl3XSCuKAEqzX527KlTZIv02zWpOPHcy//JUmKzac9QXaSOXzcOEUOHiypkEvxnZ3zHPNG5ZewP+fgoGPvvltkq4gbTgqXsYKqwuvUqKH4jAzF59OKIb/vGQAAAIDKw65J2dDQUJnN+f137y8TJkzQhAkT8t0XGBio//73v0Wep06dOlq1alWhY2655RZtzFHVAwAoRykpUq1alvuXL9suppWrSvKm1Kyp5GtJ8nzdU0k3uGDXzSgo6VZWlZ25FZZgLeiy/qjERGWcP19k79jcCkvYGiQ1cHFRDy+vEr+WnBxr1VJojv6w2xISNK04/VlLISlc2nK3SVjl5KRxv/6a79iStmIAAAAAUHFUip6yAICqraA+p+WqNJO/+SiTys6Cktm5tkelpRUrwZoz+WtKSyvWAmWRgwdbk8yBLi56sG5dzT9zJk+o2d/NhUFBZfa9LU5/1tJMCpe2nG0StiUkKMNkuqHvGQAAAFBS48aNU2JiotatW2fvUMpMaGio2rVrp4ULF9o7FEkkZQEAdlZkn9MqJHeLhG1paeVS2VncBGvO5G9xFyibvmaN6iUk2PTh7ezhUWYLpxWmqP6sUtkmhUtTSb5nAAAAyOu7777Ts88+q7feeku9e/cu03NdvHhRM2fO1H/+8x9duHBB3t7eatu2rcLDw9WlS5cyPTcqH5KyAIDyk6uCc+2VKzfU57TSy1WN28Pd/aYqOwuqMM69va6ra7ESrDmTv8WqOnV21jNffCHHrCybPryluUDbjSqoVUR5JIVLU3GT4qucnLQtIUGmtDQZnZ3Vw8urUiSdAQAAyoPZbNaLL76oI0eO6MUXX1SvXr1kKMO/le677z6lp6drxYoVuvXWW3XhwgVt2bJFly5dKrNzViTp6elycnKydxiVhoO9AwAAVB+ZZrO2tW2rNXffrS1JSZp07FiBfU4lS8/MzDJsKWBv2ZWdkm64snNtXJwaHTigkTNn6mhgoEZu365GO3fq+RMn8mwfe+SI0uvVU3SzZtrfrJk1qZedYI1u1kxOAQE2yd9ixda0qRwzMy2J5lw9erOrgkdu3apQD49yTRSG+fnpVNu2WvPyy2p+5ozWdO2qk507V5qErJQjKV7I9yy9Xj2NO3JEI7du1dHp0zVy61Y12rlTa+Pi7Bw9AABAxfDtt99q9+7dkqTdu3fr22+/LbNzJSYm6scff9Q///lP9ezZUw0bNlTHjh01Y8YMDRw40DouKSlJEyZMUN26deXt5a0n7n9CB7Kvprtu/fr16tChg1xdXeXr66uwsDDrvoSEBI0ZM0be3t5yd3fXgAEDdCxHi6vly5fLy8tL33zzjVq0aKFatWqpf//+MplM1jGZmZmaMmWKvLy85OPjo+effz7Pmk+bNm1S9+7drWMGDRqkEydOWPefOnVKBoNBn3zyiUJDQ+Xq6qqlS5fKw8NDn332mc2xNmzYoJo1a+rPP//M970LDQ3V008/raefftp6vr///e82MaWlpen5559X/fr1VbNmTXXq1Enbtm2z7o+Pj9fIkSPVoEEDubu7q3Xr1lqzZk1h3zJt2rRJnp6e+vDDDyVJ27ZtU8eOHVWzZk15eXmpW7du+v333ws9xs0gKQsAKBe5k4gP79hh6ZkZE6PgmBibnpnBMTFqFxOj9PPnFZWYaN/Ay1h2ZWd9J6c8lZ0FVQqvjYvT8EOHdDY9XcbrFcbG+HidTU3VG2fO5Nl+Pi1N8RkZ1gWicios+VuS2Kyyq4LzSdiWh+xFwEZu2aJQo7HSVY8WlRQ3S4rPyMjzvT6Xmqrhhw6RmAUAANWe2WzWzJkz5ejoKElydHTUzJkzi1xwvqRq1aqlWrVqad26dUpNTS0wpoEDByo2NlZff/21ftr9k5q3bq6+ffpaq2m/+uorhYWFaeDAgdq/f7+2bNmiDh06WI8xbtw47dmzR+vXr9eOHTtkNpt1zz33KD093TrmypUrmj9/vlauXKkffvhBp0+f1rRp06z7IyIi9MEHH+j999/Xjz/+qEuXLumLL76wiTUlJUVTpkzR7t27tWXLFjk4OOjee+9VVlaWzbjp06fr2Wef1ZEjR3TvvffqwQcf1LJly2zGLFu2TMOHD1ft2rULfP9WrFihGjVqaNeuXXrrrbe0YMECvffee9b9jzzyiP73v//p448/1s8//6z7779f/fv3tyakr127ppCQEG3cuFEHDx7UhAkTNHr0aO3atSvf83388ccaMWKEPvzwQ40ZM0YZGRkaNmyY7rrrLv3888/asWOHJkyYUKaV1bQvAACUuewkYu42BUO2b6dnpm7scv9Ms1mTjh/Pt8K4INnJ2Do1asjNYLihy/rD/Pw0yNlN/xq7TCdcgjR9cKievKOOnGtUriRnZWRtxXD8uM33rL6zs65mZSk+IyPPc7K/15OPH9dQX99Kl4wGAAAoLTmrZCVLdWh2tWy/fv1K/Xw1atTQ8uXLNX78eL3zzjtq37697rrrLj344INq06aNJOn777/XL7/8oosXL8rFxUWZWZmaPGuydn63U5999pkmTJiguXPn6sEHH9ScOXOsx27btq0k6dixY1q/fr3+97//qev1NlerV69WYGCg1q1bp/vvv1+SpY3AO++8oyZNmkiSnn76af3jH/+wHm/hwoWaMWOG7rvvPknSO++8o2+++cbm9WTvy/b++++rbt26Onz4sFq1amXdPnnyZJtK3scff1xdu3bV+fPnFRAQoD/++EMbN27U5s2bC33/AgMDtWDBAhkMBjVv3ly//PKLFixYoPHjx+vEiRNas2aNzp49q4CAAEnStGnTtGnTJi1btkyvvvqq6tevb5N4fuaZZ7Rp0yZ9+umn6tSpk825/vWvf+nFF1/Ul19+qZ49e0qSkpOTlZSUpEGDBlnftxYtWhQa880iKQsAKFOFJREjy2GRq8oi9yJgKiCZFpWYqIzz5xUcHy9JNhXGvklJ8k1K0h+enrrl4kWb/ZLl/VzepYscb6DX69q10qRn3XX23PVPqYdLEQ2kRYukHH97oYyE+flpqK+vohITZereXWucnZUp6eGtW/OdA9lMPj6KSkxUqLe3PcIGAACwq5xVspmZmdbt2dWyffv2LZMKyPvuu08DBw5UVFSUduzYoU2bNmnevHl67733NG7cOO3du1eXL1+Wj4+P9TlZ5iylXku1tgaIjo7W+PHj8z3+kSNHVKNGDZsko4+Pj5o3b64jR45Yt7m7u1sTi5JkNBp18fr/D5KSkmQymWwWHqtRo4Y6dOhgU0V84sQJzZw5Uzt37tQff/xhrZA9ffq0TVI2ZxWvJHXs2FEtW7bUhx9+qBdeeEErV67ULbfcojvvvLPQ965z584235MuXbooIiJCmZmZ2rdvn8xms5o1a2bznNTUVOt7mZmZqddff13//ve/de7cOaWmpio1NVU1c1219/nnn+vChQv68ccf1bFjR+v2OnXqaNy4cerXr5/69Omj3r17a8SIETIajYXGfTNIygIAylRhScR918eYfHys94u7yFWVk2sRsIKY0tI0ccOGQiuMC9oePnasLt5xh0YWI/krWRKyw4dLZrNtt6Nz5yzbP/uMxGx5cDQYbJKray5cKHIOVJcqcwAAgPzkrpLNVtbVspLk6uqqPn36qE+fPpo1a5Yef/xxzZ49W+PGjVNWVpaMRqO1F2pmVqYOxx3W7X63y6eOJbno5uZW4LELar1gNpttEpq5F9syGAw33LZh8ODBCgwM1LvvvquAgABlZWWpVatWSktLsxmXO+kpWapllyxZohdeeEHLli3TI488clNJ8KysLDk6Omrv3r3WdhTZal1fSDoiIkILFizQwoUL1bp1a9WsWVOTJ0/OE2+7du20b98+LVu2THfccYdNXMuWLdOzzz6rTZs26d///rf+/ve/a/PmzercuXOJYy8MSVkAQJkqThIxfOxYa8WsVPQiV9WZ0dlZUwqoMD5dt65NpWy+lce1axcr+ZuZKU2alP9Qs9mSy508WRo6VMr1dxHKWGFzoDpWmQMAAOSUXSXr4OCQp/+pJDk4OJRptWxut99+u9atWydJat++vWJjY1WjRg01atRImVmZ+rPWnwryD5Kjg+WP6jZt2mjLli165JFH8j1WRkaGdu3aZW1fEB8fr5iYmGJfau/p6Smj0aidO3daq1czMjK0d+9etW/f3nrMI0eOKDIyUj169JAk/fjjj8V+zQ8//LCef/55vfXWWzp06JDGjh1b5HN27tyZ53HTpk3l6Oio4OBgZWZm6uLFi9Z4couKitLQoUP18MMPS7Ikco8dO5bnfWnSpIkiIiIUGhoqR0dHLVmyxGZ/cHCwgoODNWPGDHXp0kUfffQRSVkAQOVU3ASSpGL3Oa3Oenh5qUZAgKJ9fGxaQmRXGGcLjomx2X6jlcdRUdLZswXvN5ulM2cs40JDb/hl4CYUNQcMkupfb3Ow5sIFGZ2d1cPLiw84AABAtZCWlqbTp0/nm5CVLMm6M2fOKC0tTS4uLqV23vj4eN1///169NFH1aZNG9WuXVt79uzRvHnzNHToUElS79691aVLFw0bNkz//Oc/FdQ0SAd+OaC1P61V2L1h6tChg2bPnq1evXqpSZMmevDBB5WRkaH//Oc/ev7559W0aVMNHTpU48ePV2RkpGrXrq0XXnhB9evXt56jOCZNmqTXX39dTZs2VYsWLfTmm28qMccCy97e3vLx8dHSpUtlNBp1+vRpvfDCC8U+vre3t8LCwvS3v/1Nffv2VYMGDYp8zpkzZzRlyhRNnDhR+/bt0+LFixURESFJatasmR566CGNGTNGERERCg4O1h9//KGtW7eqdevWuueeexQUFKTPP/9c27dvl7e3t958803Fxsbmm6xu1qyZvv/+e4WGhqpGjRpauHChTp48qaVLl2rIkCEKCAjQ0aNHFRMTozFjxhT7dd8okrIAgNKXkiJdv4ykx59/Fp1AcnLS8mee0UVv72L1Oa3OHA0GLQoK0vBDh1Tcd6gklccmU/GOXdxxKD2FzQGDLIt9Xc3M1MNbt2rihg2aMniwagQEaBEfdAAAgGrAxcVFu3fvVlxcXIFj6tatW6oJWclyGX2nTp20YMECnThxQunp6QoMDNT48eP14osvSrK0Efj666/10ksv6dFHH1VcXJzq+NVRr9BeqlevniQpNDRUn376qV5++WW9/vrr8vDwsOnHumzZMk2aNEmDBg1SWlqa7rzzTn399dd5WhYUZurUqTKZTBo3bpwcHBz06KOP6t5771VSUpIkSzXxxx9/rGeffVatWrVS8+bN9dZbbyn0BqoxHnvsMX300Ud69NFHizV+zJgxunr1qjp27ChHR0c988wzmjBhgs3rfuWVVzR16lSdO3dOPj4+6tKli+655x5J0syZM3Xy5En169dP7u7umjBhgoYNG2Z9Tbk1b95cW7dutVbMPv/88/r111+1YsUKxcfHy2g06umnn9bEiROL/ZpvlMF8o00lUKDk5GR5enoqKSlJHh4e9g4nX8mpyfJ83VNJLyTJw6VixoiqjTlYTeRIyuryZa29ckXDDx2SJLWLidG+iRPVPjJS0dcrOz9r2bLckkVVZQ6ujYvTpJgYZcTGauKGDYocPFhOAQF6sG5drYmNzbP9RiuPt22Tri9EWqjvv6dS9kaV1hxcGxenScePK+P8eev3Or1ePcVnZEiyVEvb898aKraq8rMQlRdzEPbGHKzYrl27ppMnT6px48ZydXW1dzhlJjMrU/tj9yvYP9javqCqWL16tSZNmqTz58/LuYi2WqGhoWrXrp0WLlxYPsGVgsLmaHHzg1TKAgBKXabZrKi2bWXy8ZExOVlD/f31WcuWmhQTI5OPD20KSkGYn5+Gurkp6qmnLP1Dc1QYv1avXr7bb0SPHlKDBpZFvfL7+NZgsOwvoKUTykGYn5+G+voqKjFRpu7dtcrJSeN+/TXfsWZZqmgnHz+uQT4+2p6UJFNaGq0NAAAAUKquXLmikydP6rXXXtPEiROLTMhWZyRlAQClylrBOXOm5dLp7dutl06fatv2ppOF+IujwaDQAwcsDzw8LJnSQrbf0LEdpUWLpOHDLU/PmZjNPtzChSzyZW+OBoNCvb0lSdsSEpRhMik4Pl6SpX9zzq+SpX9zg+3b5XjhAq0NAAAAUOrmzZunuXPn6s4779SMGTPsHU6FRlIWAFBq1sbFafihQzJLCo6PV/iKFVrftauifXw0/NAhy6XT0dH2DrPqqFkz/zLWgrbfoLAw6bPPpEmTbBf9atDAkpANC7vpU6AUmdLSNHHDBoWvWGGz/b358633w8eO1Zxx4wr+90liFgAAADchPDxc4eHhN/Scbdu2lUksFR1JWQBAqcg0mzXp+HHllwrMeen0UF9fqmMrkbAwaehQKSrKsqiX0WhpWUCFbMVjdHbWlMGDtb5rV0mWCtn35s/X49OmaV/TppIslbK58e8TAAAAKH8kZQEApSIqMVEZ588Xeel0VGKi9XJrVA6OjizmVRn08PJSjYAARfv42Hw4sq9pU+1v1kz+8fEyXr8V9O9z8dmzqufsTK9ZAAAAoIyRlAUAlIriXjpt6t69vEMDqgVHg0GLgoI0/NAh5ZdKLc6/z39eH0evWQAAAKBskZQFAJSK4l46vYbVN4EyE+bnp89attSk48dl8vGxfBDi4yM/JydFFuPfp5FeswAAAEC5ICkLACgVRV06bZDUwMVFPby87BQhUD2E+flpqK+vohITZereXWucndXV01NNdu0q8N9nNuP19iMSvWYBAEAVkJIi1apluX/5smVBXKCCICkLACgVhV06nf14YVAQiR2gHDgaDHl6Nxf07zO716xEL2gAAACgvJCUBQCUGuul0zExNpdON3Bx0UJ6UwJ2VVBrg+L0mj3XrZu2JSTIlJbGImAAAABlLDw8XOvWrVN0dLS9Q0EZIikLAChVYX5+GurmpqinnrL0kO3aVT38/UngABVA7tYG09PS9E+pyF6zmSdOyDE2lkXAAABA5RUbKzVpUg6nidXcuXP11Vdf6dy5c6pbt67atWunyZMnq1evXmV+flQeJGUBAKXO0WBQ6IEDlgceHhIJWaDCyNnaINNsVsTZs0X2mlV6uoJZBAwAAFRm5ZCUPXXqlLp16yYvLy/NmzdPbdq0UXp6ur755hs99dRT+vXXX8v0/KhcHOwdAACgkkpJsSRbDQbL/Zxq1pTMZsuNZvpAhZXdC1pSnl6zhclO4E4+flyZZnOhYwEAAMpFSkr+t2xXrxa+vxQ8+eSTMhgM+umnnzR8+HA1a9ZMLVu21JQpU7Rz507ruNOnT2vo0KHy9PBUaPNQPfjAg7pw4UKBxw0NDdXkyZNttg0bNkzjxo2zPm7UqJFeeeUVjRkzRrVq1VLDhg315ZdfKi4uTkOHDlWtWrXUunVr7dmzx/qc5cuXy8vLS998841atGihWrVqqX///jKZTAXGkpCQoIceekh+fn5yc3NT06ZNtWzZMknStm3bZDAYlJiYaB0fHR0tg8GgU6dO2Zxz48aNat68udzd3TV8+HClpKRoxYoVatSokby9vfXMM88oMzPTepx//etfatq0qVxdXVWvXj0NHz68sG9FpUBSFgBQIplms7a1bas1d9+tbcnJJGaASiq712x9FxebXrN+Tk7yj49XcEyMgmNibBYBC46JUbuYGKWfP6+oHH90AwAA2E2tWnlv9er9tb9Pn/zHlJJLly5p06ZNeuqpp1Qzn8IULy8vSZLZbNawYcN06dIlbf1+q5asWaLffvtNDzzwwE3HsGDBAnXr1k379+/XwIEDNXr0aI0ZM0YPP/yw9u3bp6CgII0ZM0bmHP93u3LliubPn6+VK1fqhx9+0OnTpzVt2rQCzzFz5kwdPnxY//nPf3TkyBG9/fbb8vX1vaE4r1y5orfeeksff/yxNm3apG3btiksLExff/21vv76a61cuVJLly7VZ599Jknas2ePnn32Wf3jH//Q0aNHtWnTJt15550le5MqENoXAABu2Nq4OE2KiVHGzJmWHpPbt9NjEqjEcveaXePsrHNpaTr27rtFLgJm6t69vMMFAACocI4fPy6z2azbbrut0HHfffedfv75Z508eVIB9QPkEOug5SuWq03rNtq9e7fuuOOOEsdwzz33aOLEiZKkWbNm6e2339Ydd9yh+++/X5I0ffp0denSRRcuXJC/v78kKT09Xe+8846aXG/t8PTTT+sf//hHgec4ffq0goOD1aFDB0mWCt0blZ6errffftt6zuHDh2vlypW6cOGCatWqpdtvv109e/bU999/rwceeECnT59WzZo1NWjQINWuXVsNGzZUcHDwDZ+3oiEpCwC4IWvj4jT80CGZJXpMAlVIzl6zkrQtIUHTBg8uchGwNc7OdokXAADAxuXLf92PjbXcrl61VMhKUkSE1KmT5b6/v+VWirKrTw1FrKdx5MgRBQYGKjAwUJlZlsvzb7/9dnl5eenIkSM3lZRt06aN9X6961XCrVu3zrPt4sWL1qSsu7u7NTkqSUajURcvXizwHE888YTuu+8+7du3T3379tWwYcPU9frfi8WV+5z16tVTo0aNVCtH5XK9evWscfTp00cNGzbUrbfeqv79+6t///6699575e7ufkPnrWhoXwAAKLZMs1mTjh9Xfo0K6DEJVC09vLxUIyBA0c2aaX+zZtZEbPYiYNHNmskpIEA9rl+KBwAAYFc1a/51a9JE6tZN6tLlr/2dOlm2detm2Z89tpQ0bdpUBoNBR44cKXSc2WzON3Fb0HZJcnBwsGk5IFmqTXNzcnKy3s8+Vn7bsrKy8n1O9pjc58ppwIAB+v333zV58mSdP39evXr1srY7cHBwsL6W4saZfc78tmXHWbt2be3bt09r1qyR0WjUrFmz1LZtW5vetZURSVkAQLFFJSYq4/x5ekwC1UBhi4BlP14YFCTHIqpBAAAAqoM6deqoX79++r//+z+l5LOAWHYC8fbbb9fp06d15swZ677Dhw8rKSlJLVq0yPfYfn5+NotvZWZm6uDBg6X7Am6An5+fxo0bp1WrVmnhwoVaunSpdbskm1ijo6NL5Zw1atRQ7969NW/ePP388886deqUtm7dWirHthfaFwAAis2UlqaJGzbQYxKoJrIXAZt0/LjNImANXFy0kB7SAACgMinldgX5+de//qWuXbuqY8eO+sc//qE2bdooIyNDmzdv1ttvv60jR46od+/eatOmjR566CFFvBmhwxcOa/HsxbrrrrusfVpzu/vuuzVlyhR99dVXatKkiRYsWGC3KtFZs2YpJCRELVu2VGpqqjZu3GhNJgcFBSkwMFDh4eF65ZVXdOzYMUVERNz0OTdu3KjffvtNd955p7y9vfX1118rKytLzZs3v+lj2xNJWQBAsRmdnTWFHpNAtZLfImA9vLyokAUAAJVLOSRlGzdurH379mnu3LmaOnWqTCaT/Pz8FBISorfffluS5bL8devW6ZlnnlHP0J6SQRrQf4CWLFlS4HEfffRRHThwQGPGjFGNGjX03HPPqWfPnmX+evLj7OysGTNm6NSpU3Jzc1OPHj308ccfS7K0JVizZo2eeOIJtW3bVnfccYdeeeUV60JjJeXl5aW1a9cqPDxc165dU9OmTbVmzRq1bNmyNF6S3RjMhTWKwA1JTk6Wp6enkpKS5OHhYe9w8pWcmizP1z2V9EKSPFwqZoyo2piDlVum2axGO3fqXGqqZaGvmBjtmzhR7SMjtb9ZMxkkNXBx0cnOnStswoY5CHtjDqIiYB7C3piDsDfmYMV27do1nTx5Uo0bN5arq2vJD5SSImUvHnX5cqn2kC0NmVmZ2h+7X8H+wXJ0cLR3OLgBhc3R4uYH6SkLAChcSopkMEgGgxyvXKHHJAAAAIDKoWZNyWy23CpYQhagfQEAoFCZZrOi2raVycdHxuRkDfX3t/SYjImhxyQAAAAAACVApSwAoEBr4+LU6MABjZw5U0cDAzVy+3Y12rlTknSqbVutefllNT9zRmu6dtXJzp1JyAIAAAAAUAxUygIAlHn5sqK6d7dUw65apR7+/vryjz80/NAhS+/Y+HiFr1ih9V27KtrHR8MPHdJnTZoo7MABywE8PCwtDgAAAACglLAMEiqq0pibJGUBoJpbGxenSTExypg5UxM3bNCU7dvlaDTqWlaW8vs1Y5alf+zks2c1NCuL/rFANZZpNisqMVGmtDQZnZ3Vw8uLnwkAAOCmOTk5SZKuXLkiNzc3O0cD5HXlyhVJf83VkiApCwDV2Nq4uHyrYff7+Mg/Pl7B8fGSpPbHjtl8lSSTj4+iEhMV6u1tj9AB2NnauDhNOn5cGefPWz7QGTxYNQICtIje0gAA4CY5OjrKy8tLFy9elCS5u7vLUAU/+M3MypQypGvXrsnRwdHe4aAYzGazrly5oosXL8rLy0uOjiX/vpGUBYBqKtNs1qTjx/OthpWkiRs2KHzFCptt782fb70fPnasTN27l2GEACqqgj7QsbY3admSxCwAALgp/v7+kmRNzFZFWeYs/ZH0h05dPiUHA8s+VSZeXl7WOVpSdk3K/vDDD3rjjTe0d+9emUwmffHFFxo2bJh1/7hx47QiV0KgU6dO2nl9kRlJSk1N1bRp07RmzRpdvXpVvXr10r/+9S81aNDAOiYhIUHPPvus1q9fL0kaMmSIFi9eLC8vL+uY06dP66mnntLWrVvl5uamUaNGaf78+XJ2di6bFw8AdhaVmKiM8+cLrIbd3rKl+s6bpz88PdX+2DG9N3++Hp82TfuaNpVkqZRdw89IoNop7AMda3uT48c11NeXVgYAAKDEDAaDjEaj6tatq/T0dHuHUyYup13WwK8Has+EParlXMve4aCYnJycbqpCNptdk7IpKSlq27atHnnkEd133335junfv7+WLVtmfZw7STp58mRt2LBBH3/8sXx8fDR16lQNGjRIe/futb5Bo0aN0tmzZ7Vp0yZJ0oQJEzR69Ght2LBBkpSZmamBAwfKz89PP/74o+Lj4zV27FiZzWYtXry4LF46ANidKS2tWNWwc8aNsz7e17Sp9jdrJoOkBi4u6pHjwy0A1UNRH+hItDcBAAClx9HRsVQSYBVRmiFNv6f8LmcXZ7m6uNo7HJQzuyZlBwwYoAEDBhQ6xsXFpcBy4KSkJL3//vtauXKlevfuLUlatWqVAgMD9d1336lfv346cuSINm3apJ07d6pTp06SpHfffVddunTR0aNH1bx5c3377bc6fPiwzpw5o4CAAElSRESExo0bp7lz58rDw6MUXzUAVAxGZ2dNGTxY67t2laQCq2Fzy657WxgURBUcUA0V9wMd2psAAAAABavwPWW3bdumunXrysvLS3fddZfmzp2runXrSpL27t2r9PR09e3b1zo+ICBArVq10vbt29WvXz/t2LFDnp6e1oSsJHXu3Fmenp7avn27mjdvrh07dqhVq1bWhKwk9evXT6mpqdq7d6969uyZb2ypqalKTU21Pk5OTrZ8TU2WUvN9it0lpybbfAXKG3Ow4mjr5iAHo7+ifXxsLkPOWQ3rXcNRAQaDTD4+liSLj48CnJ30eqMG6u3hUim/j8xB2Ftln4MehgxFFuMDnfcMGZX2NVYHlX0eovJjDsLemIOoCJiHVVNxv58VOik7YMAA3X///WrYsKFOnjypmTNn6u6779bevXvl4uKi2NhYOTs7yzvXpXH16tVTbGysJCk2NtaaxM2pbt26NmPq1atns9/b21vOzs7WMfl57bXXNGfOnDzbA98MlCp41XnggkB7h4BqjjlYQfj2kG6fI+XuDmnOklkGXTrwktzO/09ff9VaJh8fJZx8WakHf9FoZdkl3NLEHIS9Vd456CB1WqPYOkFSjgUpsj/QkTlLSo3ToLdvkarAz4qqrvLOQ1QVzEHYG3MQFQHzsIq5VrxhFTop+8ADD1jvt2rVSh06dFDDhg311VdfKSwsrMDnmc1mGXJcUmvI5/LakozJbcaMGZoyZYr1cXJysgIDA3VmypkK2/IgOTVZgQsCdea5M/JwqZgxompjDlY86+MTNP3kGZtq2PouLnq9UQMN6brRMmiW5UtVWPeUOQh7qwpzcH18gsbEnMyz3SBJBgd92KazhvRMKPe4UHxVYR6icmMOwt6Yg6gImIdVU3JysgJfLzrRXqGTsrkZjUY1bNhQx64vJOHv76+0tDQlJCTYVMtevHhRXa9fUufv768LFy7kOVZcXJy1Otbf31+7du2y2Z+QkKD09PQ8FbQ5ubi4yMXFJc92DxePCv+PqTLEiKqNOWgfmZcvK6p7d5l8fGRctUo9/P31cICHRnr4KOopy/Y1Xbuqh79/le8XyxyEvVXmOfhwgIfcndw16fhxmw90Gri4aGFQkML8/OwdIoqpMs9DVA3MQdgbcxAVAfOwismbKsyXQ9FDKo74+HidOXNGRqNRkhQSEiInJydt3rzZOsZkMungwYPWpGyXLl2UlJSkn376yTpm165dSkpKshlz8OBBmUwm65hvv/1WLi4uCgkJKY+XBgBlbm1cnBodOKCRM2fqaGCgRm7frkY7d2ptXJwca9VSaHS0Rm7ZolCjsconZAHcvDA/P53q3Flr7r5bzf/5T625+26d7NyZhCwAAABQDHatlL18+bKOHz9ufXzy5ElFR0erTp06qlOnjsLDw3XffffJaDTq1KlTevHFF+Xr66t7771XkuTp6anHHntMU6dOlY+Pj+rUqaNp06apdevW6t27tySpRYsW6t+/v8aPH6/IyEhJ0oQJEzRo0CA1b95cktS3b1/dfvvtGj16tN544w1dunRJ06ZN0/jx4ytsGwIAuBFr4+I0/NAhmSUFx8crfMUKre/aVdE+Php+6JA+a9mSRAqAG+ZoMCg0V29/AAAAAEWza6Xsnj17FBwcrODgYEnSlClTFBwcrFmzZsnR0VG//PKLhg4dqmbNmmns2LFq1qyZduzYodq1a1uPsWDBAg0bNkwjRoxQt27d5O7urg0bNsjR0dE6ZvXq1WrdurX69u2rvn37qk2bNlq5cqV1v6Ojo7766iu5urqqW7duGjFihIYNG6b58+eX35sBAKUk8/JlbWvXTmt69dI2k0lpWVmadPx47qW8JP21vNfk48eVac5vBAAAAAAAKG12rZQNDQ2VuZAkwDfffFPkMVxdXbV48WItXry4wDF16tTRqlWrCj3OLbfcoo0bNxZ5PgCoyNbGxWlSTIwyZs7UxA0bNGX7dmX4+6tGbKyC4+MlSe2v9+XO/ipJJh8fRSUmUvEGoNRkms2KSkyUKS1NRmdn9fDyojUKAAAAcF2lWugLAFCwgloU7Pfx0ewNGxS+YoXN+PdyXA0QPnasTN27l3PEAKqqtXFxmnT8uDLOn7d8QDR4sGoEBGgRi4ABAAAAkkjKAkCVkGk2F9iiQJIiBw/W+uuLG7Y/dkzvzZ+vx6dN076mTSVZKmXXODuXU7QAqjJ6WAMAAABFIykLAFVAVGKiMs6fL7JFQayPj/XxvqZNtb9ZMxkkNXBxUQ8vr/IMGUAVVNgHRGZJBll6WA/19aWVAQAAAKo1krIAUAWY0tI0sRgtCuaMG2ezPzslsjAoiAQJgJtW3A+I6GENAACA6o6kLABUAUZnZ00pRosCvxo1ZPLxsfSQ9fFRAxcXLaTHI4BSUtwPiOhhDQAAgOqOpCwAVAE9vLxUIyBA0T4+NpcN525R8HunTtqelCRT9+5aw2roAEpZcT8gooc1AAAAqjuSsgBQBTgaDFoUFKThhw4pd4o1Z4sCZwcHLhkGUGaK+wERPawBAABQ3TnYOwAAQOkI8/PTZy1bqr6TU54WBax2DqA8ZH9AJKnQD4io0AcAAEB1R6UsAFQhYX5+Gurrq6jERFoUALCL7A+IJh0/Tg9rAAAAoAAkZQGgksq8fFlR3bvL5OMj46pV6uHvL0eDQY4GAy0KANhVYR8QZZrNlu1paTLywREAAACqKdoXAEAltDYuTo0OHNDImTN1NDBQI7dvV6OdO7U2Ls7eoQGAJFk/IBpZr55Cvb3laDBYfnbt3KmRW7fq6PTpGrl1Kz+7AAAAUC2RlAWASmZtXJyGHzqks+npMsbHK3zFChnj43UuNVXDDx0iuQGgQrL+7EpN5WcXAAAAqj2SsgBQiWSazZp0/LjNqubZsrdNPn5cmeb8RgCAffCzCwAAALBFT1kAqESiEhOVcf68guPjJUntjx2z+SpJJh8fRSUm0lcWQIXBzy4AAADAFklZAKhETGlpmrhhg8JXrLDZ/t78+db74WPHytS9e3mHBgAF4mcXAAAAYIukLABUIkZnZ00ZPFjru3aVZKkye2/+fD0+bZr2NW0qyVJttsbZ2Z5hAoANfnYBAAAAtkjKAkAl0sPLSzUCAhTt42PTm3Ff06ba36yZDJIauLioh5eXnSIEgLz42QUAAADYYqEvAKhEHA0GLQoKkiQZcu3LfrwwKEiOhtx7AcB+ivOzK6JJE0UlJmrNhQvalpDAol8AAACo0kjKAkAlE+bnp89atlR9FxeZfHwsfRh9fNTAxUWftWypMD8/e4cIAHkU9rNrWmCgppw4oZFbt+ro9OkauXWrGu3cqbVxcfYOGwAAACgTtC8AgEoozM9PQ319FZWYKFP37lrj7KweXl5UyAKo0PL72fVHerpGHD4ss6Tg+HiFr1ih9V27KtrHR8MPHeLDJgAAAFRJJGUBoJJyNBgU6u1t7zAA4Ibk/NmVaTar0c6dyq9RgVmW1gaTjx/XUF9fPnQCAABAlUJSFgAAAHYRlZiojPPnFRwfL0lqf+yYzVdJMvn4KCoxkQ+hAAAAUKWQlAUAAIBdmNLSNHHDBoWvWGGz/b358633w8eOlal79/IODQAAAChTJGUBAABgF0ZnZ00ZPFjru3aVZKmQfW/+fD0+bZr2NW0qyVIpu8bZ2Z5hAgAAAKWOpCwAAADsooeXl2oEBCjax8emr+y+pk21v1kzGSQ1cHFRDy8vO0UIAAAAlA0HewcAAACA6snRYNCioCBJlkW9csp+vDAoiEW+AAAAUOWQlAUAAIDdhPn56bOWLVXfxUUmHx9LD1kfHzVwcdFnLVsqzM/P3iECAAAApY72BQBQgWWazYpKTJQpLU1GZ2f18PKiYgxAlRPm56ehvr6Wn3fdu2sNP+8AAABQxZGUBYAKam1cnCbFxCgjNlYTN2zQlMGDVSMgQIuCgqgcA1DlOBoMCvX2tncYAAAAQLmgfQEAVEBr4+I0/NAhnU1PlzE+XuErVsgYH69zqakafuiQ1sbF2TtEACg3mWaztiUkaM2FC9qWkKBMs7noJwEAAAAVGElZAKhgMs1mTTp+XPmlHLK3TT5+nKQEgGphbVycGu3cqZFbt+ro9OkauXWrGu3cyYdTAAAAqNRIygJABROVmKiM8+cVHBOj4JgYtT92TJLU/tgxBcfEqF1MjNLPn1dUYqJ9AwWAMma9aiA1lasGAAAAUKXQUxYAKhhTWpombtig8BUrbLa/N3++9X742LEyde9e3qEBQLkp6qoBgyxXDQz19WVBMAAAAFQ6JGUBoIIxOjtryuDBWt+1qyRLhex78+fr8WnTtK9pU0mSycdHa5yd7RkmAJQp61UD8fGSZHPVQDaTj4+iEhNZIAwAAACVDklZAKhgenh5qUZAgKJ9fGwqxPY1bar9zZrJIKmBi4t6eHnZKUIAKHtcNQAAAICqjKQsAFQwjgaDFgUFafihQ8p9QW7244VBQVyuC6BK46oBAAAAVGUkZQGgAgrz89NnLVtq0vHjMvn4WKrBfHzUwMVFC4OCFObnZ+8QAaBMcdUAAAAAqjKSsgBQQYX5+Wmor6+iEhNl6t5da5yd1cPLiwpZANUCVw0AAACgKiMpCwAVmKPBwAI2AKotrhoAAABAVUVSFgAAABUWVw0AAACgKnKw58l/+OEHDR48WAEBATIYDFq3bp11X3p6uqZPn67WrVurZs2aCggI0JgxY3T+/HmbY4SGhspgMNjcHnzwQZsxCQkJGj16tDw9PeXp6anRo0crMTHRZszp06c1ePBg1axZU76+vnr22WeVlpZWVi8dAAAAxZR91cDIevUU6u1NQhYAAACVnl2TsikpKWrbtq2WLFmSZ9+VK1e0b98+zZw5U/v27dPatWsVExOjIUOG5Bk7fvx4mUwm6y0yMtJm/6hRoxQdHa1NmzZp06ZNio6O1ujRo637MzMzNXDgQKWkpOjHH3/Uxx9/rM8//1xTp04t/RcNAAAAAAAAoFqza/uCAQMGaMCAAfnu8/T01ObNm222LV68WB07dtTp06d1yy23WLe7u7vL398/3+McOXJEmzZt0s6dO9WpUydJ0rvvvqsuXbro6NGjat68ub799lsdPnxYZ86cUUBAgCQpIiJC48aN09y5c+Xh4VEaLxcAAAAAAAAAKldP2aSkJBkMBnl5edlsX716tVatWqV69eppwIABmj17tmrXri1J2rFjhzw9Pa0JWUnq3LmzPD09tX37djVv3lw7duxQq1atrAlZSerXr59SU1O1d+9e9ezZM994UlNTlZqaan2cnJxs+ZqaLKXm+xS7S05NtvkKlDfmIOyNOQh7Yw6WLoMpVs7vLVPa44/IbMz/Q3rkxTyEvTEHYW/MQVQEzMOqqbjfz0qTlL127ZpeeOEFjRo1yqZy9aGHHlLjxo3l7++vgwcPasaMGTpw4IC1yjY2NlZ169bNc7y6desqNjbWOqZevXo2+729veXs7Gwdk5/XXntNc+bMybM98M1AybVEL7PcBC4ItHcIqOaYg7A35iDsjTl489zTpJRXLffvNr2u7bcUPh55MQ9hb8xB2BtzEBUB87CKuVa8YZUiKZuenq4HH3xQWVlZ+te//mWzb/z48db7rVq1UtOmTdWhQwft27dP7du3lyQZ8lkMwmw222wvzpjcZsyYoSlTplgfJycnKzAwUGemnKmwLQ+SU5MVuCBQZ547Iw+XihkjqjbmIOyNOQh7Yw6Wootx0qtBkqRv7lunrF75X92EvJiHsDfmIOyNOYiKgHlYNSUnJyvw9aIT7RU+KZuenq4RI0bo5MmT2rp1a5HJzvbt28vJyUnHjh1T+/bt5e/vrwsXLuQZFxcXZ62O9ff3165du2z2JyQkKD09PU8FbU4uLi5ycXHJs93DxaPC/2OqDDGiamMOwt6Yg7A35uBNMJkst5AQ66ZaA4dJe/daHhiNlhuKxDyEvTEHYW/MQVQEzMMqJm+qMF8OZRvFzclOyB47dkzfffedfHx8inzOoUOHlJ6eLuP1P8S7dOmipKQk/fTTT9Yxu3btUlJSkrp27Wodc/DgQZlMJuuYb7/9Vi4uLgrJ8cc+AAAAKoDISJuErFVIiOUWGVn+MQEAAAA3wK6VspcvX9bx48etj0+ePKno6GjVqVNHAQEBGj58uPbt26eNGzcqMzPT2t+1Tp06cnZ21okTJ7R69Wrdc8898vX11eHDhzV16lQFBwerW7dukqQWLVqof//+Gj9+vCKv/4E+YcIEDRo0SM2bN5ck9e3bV7fffrtGjx6tN954Q5cuXdK0adM0fvz4CtuGAAAAoNqaOFEaMkS6dEnq08eyLSJCCg213KdKFgAAABWcXZOye/bsUc+ef/X+yu7POnbsWIWHh2v9+vWSpHbt2tk87/vvv1doaKicnZ21ZcsWLVq0SJcvX1ZgYKAGDhyo2bNny9HR0Tp+9erVevbZZ9W3b19J0pAhQ7RkyRLrfkdHR3311Vd68skn1a1bN7m5uWnUqFGaP39+Wb10AAAAlFR2e4KUlL+2deokXV9PAAAAAKjo7JqUDQ0NldlsLnB/YfskKTAwUP/973+LPE+dOnW0atWqQsfccsst2rhxY5HHAgAAQAVRs6alj2xIiOTmZu9oAAAAgGKr0D1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1098331.3 +- 2123.1 (error 0.2%).\n", "Left 497496.6 +- 1611.1 (error 0.3%).\n", "Right 600834.7 +- 1382.7 (error 0.2%).\n", "Head 994993.2 +- 2278.5 (error 0.2%).\n", "Tail 103338.1 +- 3114.3 (error 3.0%).\n", "Tail Prop. 0.0941 +- 0.0028 (error 3.02%).\n", " \n", "Results for image 1\n", "Total 750036.9 +- 1010.2.\n", "Left 323650.2 +- 728.8.\n", "Right 424875.2 +- 686.6.\n", "Head 647300.3 +- 1030.6.\n", "Tail 94029.6 +- 1446.8.\n", "Prop 0.118 +- 0.002.\n", "Prop var 0.044.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 2 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0003.bmp read.\n", " \n", "Image 2 with 11 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.188684053195351e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.2346820937782163e-52, error calculation failed.\n", "Matrix singular (determinant = 1.6081040908168768e-51, error calculation failed.\n", "Matrix singular (determinant = 1.9918384550454727e-52, error calculation failed.\n", "Matrix singular (determinant = 5.5711264519854084e-52, error calculation failed.\n", "Matrix singular (determinant = 8.595414978429074e-52, error calculation failed.\n", "Matrix singular (determinant = -5.101836346352317e-60, error calculation failed.\n", "Matrix singular (determinant = 1.2267862635432866e-51, error calculation failed.\n", "Matrix singular (determinant = -4.564656103072758e-47, error calculation failed.\n", "Matrix singular (determinant = -4.564656103072758e-47, error calculation failed.\n", "Matrix singular (determinant = -1.7785210328542528e-34, error calculation failed.\n", "Matrix singular (determinant = -1.4323700510033038e-44, error calculation failed.\n", "Matrix singular (determinant = -3.6823033135016456e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.666509169724986e-74, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.564656103072758e-47, error calculation failed.\n", "Matrix singular (determinant = -1.7785210328542528e-34, error calculation failed.\n", "Matrix singular (determinant = -6.226581199384275e-76, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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xxx7TJ598UuSK1KeeekoeHh56++239cILL8jT01NNmjTRqFGjJEleXl5auXKlnn76aTVv3lxNmjTRhAkTNHDgQJs+s3m1aNFCn376qSZMmKBXX31VRqNR//znP60tSmHLYC5KDwEUSVpamry9vZWamsrFwW5RWkaavN/0Vuo/UuXlyrlEyWJ9wV7stra40BfEZxfsh7UFe2J9wV5YWxXb5cuXdezYMdWpU6fQBKA9Zedka1fiLoUFhsnZia/d51q8eLGeeOIJpaamyt3d3dHhONT11mhR84NUygIAAAAAAACw8dFHH6lu3bq64447tGfPHr344ovq37//bZ+QLSkkZQEAKOOyzWZtbNZMJl9fGdPS1M7Dw6FfuwIAAABQ8SUmJmrChAlKTEyU0WjUI488osmTJzs6rAqDC30BAFCGLU9KUu09ezRg/HgdCg7WgM2bVXvrVi1PSnJ0aAAAAAAqsBdeeEHHjx+3flV/xowZ8vDwcHRYFQZJWQAAyqjlSUnqt3+/TmVlyZicrNiFC2VMTtZvGRnqt38/iVkAAAAAKKdIygIAUAZlm8167uhRFXQ1ztyxUUePKpvrdQIAAABAuUNPWQAAyqCNKSm6cvq0wpKTJUktjhyxuZckk6+vNqakKMLFRapSxTJ44YLk6VkyQaSn22e/AAAAAHCbIykLAICjFZD8NGVmKmblSsUuXGgz9f2pU62PYwcPlun++yUXl9KMFgAAAABwi0jKAgBQBhldXDS6Vy991aaNJEuF7PtTp+qpsWO1s359SZZK2SUkZAEAAACg3CEpCwBAGdTOx0eVgoK029fXpq/szvr1tatBAxkk1XR1VTsfH+niRQdFCQAAAAAoDi70BQBAGeRsMGhWSIgkyXDNttznM0NC5Gy4disAAAAAScrOljZskJYssdxnZzs6ooJFRERo1KhRjg6jzFmwYIF8fHwcHYbdkJQFAKA0pKdLBoPllp5epJdE+ftrWaNGuqNyZZl8fS09ZH19VdPVVcsaNVKUv7+dgwYAAADKp+XLpdq1pQ4dpIEDLfe1a1vG7WXIkCEyGAwyGAyqXLmy6tatq7Fjxyr9Br//L1++XK+++qr9AkOZRPsCAADKsCh/f/Vxd9fGZ56x9JBt00btAgNtKmSzzWZtbNZMJl9fGdPS1M7Do0QqaO21XwAAAMCeli+X+vWTzGbb8d9+s4wvWyZFRdnn2N26ddP8+fOVlZWljRs36qmnnlJ6errmzp2bb25WVpYqV66s6tWr2yeYG8jMzJQL16hwGCplAQAo45wNBkXs2aMB69crwsvLJjG6PClJtffs0YDx43UoOFgDNm9W7a1btTwp6ZaOaa/9AgAAAPaUnS0991z+hKx0dWzUKPu1MnB1dVVgYKCCg4M1cOBAPfbYY1qxYoUkKTY2Vs2bN9eHH36ounXrytXVVWazOV/7gtq1a+u1117ToEGDVKVKFdWqVUtffvmlkpKS1KdPH1WpUkVNmjTRjh07rK9JTk7WgAEDVLNmTXl4eKhJkyZasmSJTWwRERF69tlnNXr0aPn5+SkyMlJ//etf1bNnT5t5V65cUWBgoD788MMC32NuW4EVK1aoQYMGcnNzU2RkpE6ePGkzb+XKlQoPD5ebm5vq1q2rSZMm6cqVK9bt06dPV5MmTeTp6ang4GANHz5cFy5cKPTcJicn67777lPv3r11+fLl6/4cygOSsgAAOFi22awNzZppSceO2pCWpuyCfoMswPKkJPXbv1+nsrJkTE5W7MKFMiYn67eMDPXbv9+SQC1G24Qi7RcAAAAogzZulE6dKny72SydPGmZVxrc3d2VlZVlfX706FF9+umn+vzzz7V79+5CXzdjxgy1bdtWu3btUo8ePRQdHa1Bgwbp8ccf186dOxUSEqJBgwbJ/Of/O1y+fFnh4eFatWqV9u3bp2HDhik6Olrbtm2z2e/ChQtVqVIl/fe//1VcXJyeeuopxcfHy2QyWed88803unDhgvr3719ofBcvXtTkyZO1cOFC/fe//1VaWpr+8pe/WLd/++23evzxxzVy5EgdOHBAcXFxWrBggSZPnmyd4+TkpHfeeUf79u3TwoULtX79er3wwgsFHu/UqVNq166d7rrrLi1fvlxubm6FxlZekJQFAMCBiluRmm0267mjR1VQ+jZ3bNTRo0VO8Np7vwAAAEBpyJNbLJF5t+LHH3/UJ598ok6dOlnHMjMztWjRIoWFhalp06YyFNIe7MEHH1RMTIzq16+vCRMm6I8//tC9996rRx55RA0aNNCLL76ogwcP6syZM5KkO+64Q2PHjlXz5s1Vt25djRgxQl27dtVnn31ms9+QkBBNmTJFoaGhuuuuu9SmTRuFhoZq0aJF1jnz58/XI488oipVqhT63rKysjRnzhy1bt1a4eHhWrhwoTZv3qwff/xRkjR58mT94x//0ODBg1W3bl1FRkbq1VdfVVxcnHUfo0aNUocOHVSnTh117NhRr776qj799NN8xzp8+LDatm2rzp07W5PKFUHFeBcAAJRDuRWpZklhf1akftWmjXb7+qrf/v3XvZjXxpQUXTl9WmHJyZKkFkeO2NxLksnXVxtr11bETcRU5P2mpCiiWrWb2DMAAABgf0Zjyc67WatWrVKVKlV05coVZWVlqU+fPpo9e7Z1e61ateRfhAv2Nm3a1Po4ICBAktSkSZN8Y2fPnlVgYKCys7P15ptv6t///rd+++03ZWRkKCMjQ56enjb7veeee/Id66mnntK8efP0wgsv6OzZs/r666+1bt2668ZXqVIlm33ddddd8vHx0cGDB3XfffcpISFB27dvt6mMzc7O1uXLl3Xx4kV5eHjou+++0+uvv64DBw4oLS1NV65c0eXLl5Wenm6N+9KlS7r//vs1YMAAzZo164bnrTwhKQsAgAPcqCLVIEtFah8/PzkXMMeUmamYlSsVu3Chzfj7U6daH8cOHizTvffeVFxF3u/999/UfgEAAIDS0K6dVLOm5aJeBX25y2CwbG/Xzj7H79Chg+bOnavKlSsrKChIlStXttl+bZK0MHlfl1tNW9BYTk6OJGnatGmaMWOGZs6cae3TOmrUKGVmZt7w+IMGDdI//vEPbdmyRVu2bFHt2rXVrggnqKAq37xxTZo0SVEFXFHNzc1Nv/76qx588EH97W9/06uvvqrq1atr06ZNevLJJ23aPbi6uqpz5876+uuv9fe//101a9a8YVzlBUlZAABKQbbZrI3Nmsnk6ytjWpqyMzOLXpFawBVRjS4uGt2rl75q08b6uvenTtVTY8dqZ/361tcvueaXwHzS06XcryVduFD0/XKVVgAAAJRBzs7SrFlSv36WBGzexGxuDnHmTMs8e/D09FRISIh9dn4dGzduVJ8+ffT4449LsiRFjxw5ooYNG97wtb6+vurbt6/mz5+vLVu26Iknnrjha65cuaIdO3bovvvukyQdOnRIKSkpuuuuuyRJLVq00KFDhwo9Fzt27NCVK1c0bdo0OTlZuqsW1LrAyclJixYt0sCBA9WxY0dt2LBBQUFBN4yvPCApCwCAnS1PStJzhw/ryvjxilm5UqM3b1ZmQIBGFLUitYAEaDsfH1UKCtJuX1+batud9etrV4MGMkiq6eqqdlWr3lSsRd6vj89N7RcAAAAoLVFR0rJl0nPP2V70q2ZNS0K2gOLNci8kJESff/65Nm/erGrVqmn69OlKTEwsUlJWsrQw6Nmzp7KzszV48OAbzq9cubJGjBihd955R5UrV9azzz6rVq1aWZO0EyZMUM+ePRUcHKxHHnlETk5O2rt3r3766Se99tprqlevnq5cuaLZs2erV69e+u9//6t33323wGM5Oztr8eLFGjBggDUxGxgYWPSTU0ZxoS8AAOwot2/sqawsGf/sG2tMTta5K1cU16uXWsTFqUVcnJ4aO1aS9NTYsdaxuF69ZHRxkTw9LX/iN5stjyU5Gwya9edfna/90lDu85l/bt/QrJmWdOyoDWlpN7xAV1H361zIBQkAAACAsiAqSjp+XPruO+mTTyz3x45VzISsJI0fP14tWrRQ165dFRERocDAQPXt27fIr+/cubOMRqO6du1apEpUDw8Pvfjiixo4cKBat24td3d3LV261Lq9a9euWrVqldasWaN7771XrVq10vTp01WrVi1JUvPmzTV9+nS99dZbaty4sRYvXqw33nij0ONVqlRJS5YsUaNGjdSxY0edPXu2yO+trKJSFgCAkpCeLq8q3jJLShuRLrl6XbdvrCQl+voq0dfXZuxmKlKj/P21rFEjPXf4sEy+vpbKWl9f1XR1tSZka+/ZY1OhWykoSLNCQgq9gFhR9nu91wIAAABlhbOzFBFResdbsGDBdbfHxsYqNjY23/iGDRtsnh8/fjzfHPM1xRW1a9e2GatevbpWrFhx3eNfe5y8Ll26pJSUFD355JPX3UdeUVFRBfaMzdW1a1d17dq10O3PP/+8nn/+eZux6Oho6+MhQ4ZoyJAh1ueVKlXS559/XuT4yjqSsgAA2MnGlJQi9Y29NjF7MxWpUf7+6uPuro3PPGPp9dqmjdoFBurL339Xv/37ZZYU9meF7ldt2mi3r6/67d+vZY0aKcrfP1+v23YeHnI2GArdLxWyAAAAQMWRk5OjxMRETZs2Td7e3urdu7ejQ7ptkJQFAMBOTJmZiilC39jZTz55SxWpzgaDIvbssTzx8lK2VGiFrlmWpO+oo0eVYzbr+SNHCq2kvXa/IiELAAAAVCgnTpxQnTp1VLNmTS1YsECVKpEqLC2caQAA7MTo4qLRvXrpqzZtJFkqZN+fOlVPjR2rnfXrS7JUyn5ar56cR4wosYrUolboPpKRIek6lbQeHsWOAQAAAEDZd20bhKK4tq0AioekLAAAdtLOx0eVgoK029fXpmr12r6xEV5eci7BitSiVuhOKuAXqbyVtH2aNJHzLUUCAAAAACgISVkAAOzE2WDQrJAQ9du/X9emWW+mb+zNKkqFbraTk8IOH7Zuz3svWSppN9aurYgSjQwAAAAAIJGUBQCgROS9YJbXhYvqVs1svWDWskaN9Nzhw4X3jU1PL9FYblShK0kTFyy4YSWt6d57SzQuAAAAAIAFSVkAAG7R8qQkPXf4sPWCWXHbd6vSb2etF8yK8vdXH3d3bXzmmRLrG2vD01PK0wfKWbpuha5ZUlwRet0uqVrVZr8AAAAAgJJBUhYAgFuwPClJ/fbvl1nXuWCWv7+cDQZFlGDf2Bu5XoXutHr1NPqXX27Y67adj49dYwQAAACA2xVJWQAAiinbbNZzR4+qoFpSmwtm+fk55IJZ16vQdTYYSr3XLQAAAADAgqQsAADFtDElRVdOn1ZYcrKk61wwKyVFES4uhe/omvYDJamwCt0i9boFAAAAcFsYMmSIUlJStGLFCkeHYjcRERFq3ry5Zs6c6ehQJJGUBQCg6NLTpSpVLI8vXJApM1MxK1fe+IJZ998vXS8p6yB273ULAAAAONjatWs1cuRIvfPOO+rcubNdj3X27FmNHz9e//nPf3TmzBlVq1ZNzZo1U2xsrFq3bm3XY6P8ISkLAEAxGV1cNLooF8wqgwnZXKXd6xYAAAAoLWazWS+99JIOHjyol156SZ06dZLBjr/vPvzww8rKytLChQtVt25dnTlzRuvWrdO5c+fsdsyyJCsrS5UrV3Z0GOWGk6MDAACgvGrn46NKQUHa3aCBdjVoYE3E5l4wa3eDBqocFMQFswAAAAAHWL16tbZv3y5J2r59u1avXm23Y6WkpGjTpk1666231KFDB9WqVUv33Xefxo0bpx49eljnpaamatiwYapRo4a8vLzUsWNH7cktkvjTV199pXvuuUdubm7y8/NTVFSUddv58+c1aNAgVatWTR4eHurevbuO5GmftmDBAvn4+Ojbb79Vw4YNVaVKFXXr1k0mk8k6Jzs7W6NHj5aPj498fX31wgsvyHxNO7X4+Hjdf//91jk9e/bUL7/8Yt1+/PhxGQwGffrpp4qIiJCbm5vmzZsnLy8vLVu2zGZfK1eulKenp/74448Cz11ERISeffZZPfvss9bjvfLKKzYxZWZm6oUXXtAdd9whT09PtWzZUhs2bLBuT05O1oABA1SzZk15eHioSZMmWrJkyfV+ZIqPj5e3t7c++ugjSdKGDRt03333ydPTUz4+Pmrbtq1+/fXX6+7jVpCUBQCgmJwNBs0KCZGkG18wK7dvrNlseVxaHHVcAAAAwIHMZrPGjx8vZ2fLJXednZ01fvz4fMnHklKlShVVqVJFK1asUEZGRqEx9ejRQ4mJifrmm2+UkJCgFi1aqFOnTtZq2q+//lpRUVHq0aOHdu3apXXr1umee+6x7mPIkCHasWOHvvrqK23ZskVms1kPPvigsrKyrHMuXryoqVOnatGiRfrhhx904sQJjR071rp92rRp+vDDD/XBBx9o06ZNOnfunL744gubWNPT0zV69Ght375d69atk5OTkx566CHl5OTYzHvxxRc1cuRIHTx4UA899JD+8pe/aP78+TZz5s+fr379+qlq1aqFnr+FCxeqUqVK2rZtm9555x3NmDFD77//vnX7E088of/+979aunSp9u7dq0ceeUTdunWzJqQvX76s8PBwrVq1Svv27dOwYcMUHR2tbdu2FXi8pUuXqn///vroo480aNAgXblyRX379lX79u21d+9ebdmyRcOGDbNrZbXMDvT999+be/bsaTYajWZJ5i+++MJmuywXr853mzJlinVO+/bt821/9NFHbfZz7tw58+OPP2728vIye3l5mR9//HHz+fPnbeb8+uuv5p49e5o9PDzMvr6+5hEjRpgzMjJu6v2kpqaaJZlTU1Nv6nXIL/VyqlmxMqde5lyi5LG+UGwXLuSmNy2P//T52bPmmps2mQOXLTNPHDzYHLhsmTl482bz52fPOjDYIirkPdn9tbhpfHbBXlhbsCfWF+yFtVWxXbp0yXzgwAHzpUuXir2P+Pj4AnNK8fHxN3ztlewr5u2/bTdfyb5yU8dctmyZuVq1amY3NzdzmzZtzOPGjTPv2bPHun3dunVmLy8v8+XLl21eV69ePXNcXJzZbDabW7dubX7ssccK3P/hw4fNksz//e9/rWO///672d3d3fzpp5+azWazef78+WZJ5qNHj1rn/Otf/zIHBARYnxuNRvObb75pfZ6VlWWuWbOmuU+fPoW+t7Nnz5olmX/66Sez2Ww2Hzt2zCzJPHPmTJt527ZtMzs7O5t/++03s9lsNiclJZkrV65s3rBhQ6H7bt++vblhw4bmnJwc69iLL75obtiwodlsNpuPHj1qNhgM1n3m6tSpk3ncuHGF7vfBBx80jxkzxuY4zz33nPlf//qX2dvb27x+/XrrtuTkZLOk68aZ1/XWaFHzgw6tlE1PT1ezZs00Z86cArebTCab24cffiiDwaCHH37YZt7QoUNt5sXFxdlsHzhwoHbv3q34+HjFx8dr9+7dio6Otm7Pzs5Wjx49lJ6erk2bNmnp0qX6/PPPNWbMmJJ/0wCAcivbbNaGZs20pGNHbUhLU/aff2WP8vfX8WbNtOTVVxV68qTev7e5jrVqpSh/fwdHXARU0gIAAKCCMV9TJZvL3tWyDz/8sE6fPq2vvvpKXbt21YYNG9SiRQstWLBAkpSQkKALFy7I19fXWllbpUoVHTt2zNoaYPfu3erUqVOB+z948KAqVaqkli1bWsd8fX0VGhqqgwcPWsc8PDxUr14963Oj0aizZ89KsrRPMJlMNhceq1Spkk01riT98ssvGjhwoOrWrSsvLy/VqVNHknTixAmbede+7r777lOjRo2sLQEWLVqkO++8Uw888MB1z12rVq1sqlJbt26tI0eOKDs7Wzt37pTZbFaDBg1sztv3339vPW/Z2dmaPHmymjZtaj2/q1evzhfv559/rlGjRmn16tXq0KGDdbx69eoaMmSIunbtql69emnWrFk2LR/swaEX+urevbu6d+9e6PbAwECb519++aU6dOigunXr2ox7eHjkm5vr4MGDio+P19atW62L9r333lPr1q116NAhhYaGavXq1Tpw4IBOnjypoKAgSZZS7iFDhmjy5Mny8vK6lbcJAKgAlicl6bnDh3Vl/HjFrFyp0Zs3q1JQkGaFhCjK39/mgllpVTwsLQsAAAAAlLq8vWTzys7OtvaW7dq1q12O7ebmpsjISEVGRmrChAl66qmnNHHiRA0ZMkQ5OTkyGo02vVBz+fx5HQp3d/dC911YMtlsNtskNK+92JbBYLjpRHSvXr0UHBys9957T0FBQcrJyVHjxo2VmZlpM8+zgMKOp556SnPmzNE//vEPzZ8/X0888cQttQHIycmRs7OzEhIS8iXaq1SpIsmSx5sxY4ZmzpypJk2ayNPTU6NGjcoXb/PmzbVz507Nnz9f9957r01c8+fP18iRIxUfH69///vfeuWVV7RmzRq1atWq2LFfj0OTsjfjzJkz+vrrr7Vw4cJ82xYvXqyPP/5YAQEB6t69uyZOnGjtU7FlyxZ5e3vb/BWhVatW8vb21ubNmxUaGqotW7aocePG1oSsJHXt2lUZGRlKSEiwyZznlZGRYdMnJC0tzXKfkSYV3D4ERZSWkWZzD5Qk1hdu1lfJ5zXo8DGZJYUlJyt24UJ91aaNdvv6qt/+/fqoQR31dnNR7p/w/sj4Q8q4DapOM9Kt7zktI02qlO3QcCo6PrtgL6wt2BPrC/bC2qrYMjMzlWPOUXZOtrJzbu53TLPZrFdeeUVOTk75+p9KkpOTk1555RV16typ0ERhtjn76n3+XdyUuxrepRUrVig7J1vNmjdTYmKiDE4G1a5dO/9xc7LVpGkTrV27VoMGD8q3PfSuUF25ckWbt2xWmzZtJFkucHX48GGFhoYqOyfb+p7znre8Y1WqVpHRaNTmLZvV9v62kqQrV64oISFBYWFhys7JVnJysg4ePKj/m/t/ateunSRp06ZN1n3l/bkU9DMaMHCAXnjhBc2cNVP79+/X49GPX/fnaJZZW7dutZmzectm1a9fXzJITZs1VXZ2tkyJJms81563H374Qb1799aAgQOscR45ckR33XWXdb9mmVW3bl1NeXuKOnXsJCcnJ70z+x2bfTVt1lRNmzXVCy++oLZt22rx4sW69757CzxmjjlHFzIvKNNgm/gt6udSuUnKLly4UFWrVrW54pwkPfbYY6pTp44CAwO1b98+jRs3Tnv27NGaNWskSYmJiapRo0a+/dWoUUOJiYnWOQEBATbbq1WrJhcXF+ucgrzxxhuaNGlSvvHg6cGS202/RRQgeEawo0NABcb6QtE4SS2XSK7+0jW/tJklyZyj6L1b5b5xoC7+Od5gTqguupR2nKXPPdNJ3zRrJpOvr574sLsy0n/SLf/Wihviswv2wtqCPbG+YC+srYqplmctvdv2XV36/dJNZ64yMzL1v+P/KzAhK1mSdcd+PaYfT/woF9fr/9K+98zeIh835VyKxsWMU6+/9FL9hvXlUcVDB/cc1Ntvva37I+/XrsRd8m3sqybhTdS9V3eNeHmEatWrpaTEJG1ev1ntu7XX3c3u1oBnBmj4o8PlEeChLn26KPtKtjZ/t1mDhg+Sqkrtu7bX4CcH66W3XpKHp4fmvDFHfgF+urPlndqVuEu/pv6qbHO2diXussb2v5T/SZJ17OEnHtYbb74hZz9n1alfR4vnLda58+eUmpGqXYm7lJOTI+9q3pryzhSdr3Reib8las4bc6z72pW4S6eTTkuSfv79Z5kT81fhtu/eXi+88IJatm+ppEpJSkpMKvTcXci8oF9P/KpBfxukhx5/SIf2HdLs2bM1asIoS8xeUreobnos+jE9N+E5hTYOVcq5FO347w6F3BWitp3aysvopW+++UYLVi6Ql4+XFs9brN9Mv8lYx2h93xcyL+hs+lmle6XrnaXv6G+P/E3nMs5pzD/H6LcTv+mLxV/ogcgH5B/or19/+VU///yzInpH2JxLqyvS76m/q8c3PfRr+q+22y4Xbc2Um6Tshx9+qMcee0xubrbZzqFDh1ofN27cWPXr19c999yjnTt3qkWLFpJU4F8+ri3tLsqca40bN06jR4+2Pk9LS1NwcLBOjj5Jy4NblJaRpuAZwTr5/El5uXIuUbJYX7gZG1P/0FMbt8p4wnJVzxZHbO8lyeTrq/djDkuvh0iSDj97SFWrF9xWp6L4Kvm8Xjx2UgNanFHMypWqVme4nIyBeqt2TfX2rebo8CokPrtgL6wt2BPrC/bC2qrYMjMydebUGdX2q50vD1QUCTsSlJRUeBKwRo0aqlmzZqHbs83Z2ntmr5oGNJWzwbnQeXllVMtQx3Yd9eWCL/XLL78oKytLwcHB+tuwv2ncuHHWtgTfrf5O418Zrzf//qaSkpIUGBiodu3a6YG7H1BwYLDCosLk+29fTZ48WR/96yN5eXmpXbt2CgsMkyQtW7xMz496XmOHjFVmZqbatWun1fGrVT+4viRpr/deORucrfMl6YSPpa9q7liTiU3kdMFJr41+TU5OThryxBBFPRSl1NRU65x/L/23nh/1vAZ0GqDQ0FDNnjlbnTp2Ul2fugoLDFO1y5bf+e/yu0vNA5vnOx9jho/Rt198q+dinrOJpSBVXKpo8KDBysnJ0ZO9npSzs7NGjBihf479pzUv98UnX2jy5MmaO3mufvvtN/n6+qpVq1Z6sv+TahLYRLPemKWnzj6lUY+PkoeHh54a+pS8+nrZvKcqLlVUw7OGwgLDFBYYprvW36VOHTsp0CtQf//73zX/5Hy98rdXlJycLKPRqBEjRmjC3yfIySn/JbkuX76s4xeOa8ewHfmS+2lpaQp+88Z/MDKY7dXd+CYZDAZ98cUX6tu3b75tGzdu1AMPPKDdu3erWbNm192P2WyWq6urFi1apEcffVQffvihRo8erZSUFJt5Pj4+mjFjhp544glNmDBBX375pfb82QtQks6fP6/q1atr/fr1hbYvuFZaWpq8vb2VmppKUvYWpWWkyftNb6X+I5X/wKLEsb5wM5acOaNDL76o2ALa5+SKHTxYof/8pwbUqiVJSks+La/qxtIKsdQtT0pSv/37Le0cDh/WzpgYtYiL0+4GDSRJyxo1Kh8XOStn+OyCvbC2YE+sL9gLa6tiu3z5so4dO6Y6deoUKyl7q7JzLJWmYYFhcnYqWlIWthYvXqznnntOp0+flovL9SuSIyIi1Lx5c82cObN0gisB11ujRc0PlotK2Q8++EDh4eE3TMhK0v79+5WVlSWj0fI/w61bt1Zqaqp+/PFH3XfffZKkbdu2KTU11dp/o3Xr1po8ebJMJpP1datXr5arq6vCw8Pt9K4AAOWB0cVFo3v10ld//jejxZEjen/qVD01dqx21rf8Ndrk66slVasq7XKq5X8OCmh2X1Fkm8167uhRFfQXXbMkg6RRR4+qj58fFzsDAAAAbjMXL17UsWPH9MYbbygmJuaGCdnbmUOTshcuXNDRo0etz48dO6bdu3erevXquvPOOyVZssufffaZpk2blu/1v/zyixYvXqwHH3xQfn5+OnDggMaMGaOwsDC1bWtpVtywYUN169ZNQ4cOVVxcnCRp2LBh6tmzp0JDQyVJXbp00d13363o6Gi9/fbbOnfunMaOHauhQ4dS8QoAt7l2Pj6qFBSk3b6+NonInfXra1eDBjJIqunqqnY+PkrP/MNRYZaajSkpunL6tMKSkyUV3s5hY0qKIqrRxgAAAAC4nUyZMkWTJ0/WAw88oHHjxjk6nDLNoUnZHTt22LQGyO3POnjwYC1YsECStHTpUpnNZg0YMCDf611cXLRu3TrNmjVLFy5cUHBwsHr06KGJEyfK2flqefnixYs1cuRIdenSRZLUu3dvzZkzx7rd2dlZX3/9tYYPH662bdvK3d1dAwcO1NSpU+3xtgEA5YizwaBZISHqt3+/rq37zH0+MyTktqkKNWVmKmblynztHN7P89/M2MGDZbr//tIODQAAAICDxcbGKjY29qZes2HDBrvEUtY5NCkbERGhG7W0HTZsmIYNG1bgtuDgYH3//fc3PE716tX18ccfX3fOnXfeqVWrVt1wXwCA20+Uv7+WNWqk5w4flsnX15J09PVVTVdXzQwJua36pxa5nQNfUwIAAACAQpWLnrIAADhalL+/+ri7a+Mzz1iSjm3aqF1gYJmokM3OljZulEwmyWiU2rWTnO10PYKbaecAAAAAACgYSVkAAIrI2WBQxJ49lideXlIZSMguXy4995x06tTVsZo1pVmzpKiokj8e7RwAAAAA4NY5OToAAABQPMuXS/362SZkJem33yzjy5fb57i57RzuqFw5XzuHZY0a3VbtHAAAAACgOKiUBQCgHMrOtlTIFtSa3Wy2FPGOGiX16WOfVgZluZ0DAAAAIElKT5eqVLE8vnBB8vR0bDxAHiRlAQAohzZuzF8hm5fZLJ08aZkXEWGfGMpiOwcAAAAAKA9oXwAAQFF5elqynWazw//KbjKV7LwSl55uSdIaDJbHAAAAAIokNjZWzZs3d3QYsDOSsgAAlENGY8nOK5YylKQGAAAArisxsZQOk6gRI0aobt26cnV1VXBwsHr16qV169aVyvFRftC+AACAXOWo51S7dlLNmpaLehXUV9ZgsGxv1670Y5OkbLNZG5s1k8nXV8a0NLXz8KDfLAAAABwnMVGqV8+uhzh+/Ljatm0rHx8fTZkyRU2bNlVWVpa+/fZbPfPMM/r555/tenyUL1TKAgBQDjk7S7NmWR5fm+vMfT5zpn0u8nUjy5OSVHvPHg0YP16HgoM1YPNm1d66VcuTkko/GAAAANwe0tMLvuW6dOn620vA8OHDZTAY9OOPP6pfv35q0KCBGjVqpNGjR2vr1q3WeSdOnFCfPn1UpUoVeXl5qX///jpz5kyh+42IiNCoUaNsxvr27ashQ4ZYn9euXVuvvfaaBg0apCpVqqhWrVr68ssvlZSUZD1WkyZNtGPHDutrFixYIB8fH3377bdq2LChqlSpom7dusl0nR5o58+f12OPPSZ/f3+5u7urfv36mj9/viRpw4YNMhgMSklJsc7fvXu3DAaDjh8/bnPMVatWKTQ0VB4eHurXr5/S09O1cOFC1a5dW9WqVdOIESOUnZ1t3c///d//qX79+nJzc1NAQID69et3vR9FuUBSFgCAcioqSlq2TLrjDtvxmjUt41FRpR/T8qQk9du/X6eysmRMTlbswoUyJifrt4wM9du/n8QsAAAA7KNKlfy3gICr2yMjC55TQs6dO6f4+Hg988wz8izgG3c+Pj6SJLPZrL59++rcuXP6/vvvtWbNGv3yyy969NFHbzmGGTNmqG3bttq1a5d69Oih6OhoDRo0SI8//rh27typkJAQDRo0SOY8X7W7ePGipk6dqkWLFumHH37QiRMnNHbs2EKPMX78eB04cED/+c9/dPDgQc2dO1d+fn43FefFixf1zjvvaOnSpYqPj9eGDRsUFRWlb775Rt98840WLVqkefPmadmyZZKkHTt2aOTIkfrnP/+pQ4cOKT4+Xg888EDxTlIZQvsCAADKsagoqU8faeNGy0W9jEZLywJHVMhmm8167uhRFdBNQWZJBkmjjh5VHz8/WhkAAACgQjl69KjMZrPuuuuu685bu3at9u7dq2PHjik4OFiStGjRIjVq1Ejbt2/XvffeW+wYHnzwQcXExEiSJkyYoLlz5+ree+/VI488Ikl68cUX1bp1a505c0aBgYGSpKysLL377ruq92drh2effVb//Oc/Cz3GiRMnFBYWpnvuuUeSpUL3ZmVlZWnu3LnWY/br10+LFi3SmTNnVKVKFd19993q0KGDvvvuOz366KM6ceKEPD091bNnT1WtWlW1atVSWFjYTR+3rCEpCwDAn8prH1RnZykiwtFRSBtTUnTl9GmFJSdLklocOWJzL0kmX19tTElRRLVqDokRAAAAFdSFC1cfJyZabpcuWSpkJWnaNKllS8vjwEDLrQTlVp8abvD/DwcPHlRwcLA1IStJd999t3x8fHTw4MFbSso2bdrU+jjgzyrhJk2a5Bs7e/asNSnr4eFhTY5KktFo1NmzZws9xtNPP62HH35YO3fuVJcuXdS3b1+1adPmpuK89pgBAQGqXbu2quSpXA4ICLDGERkZqVq1aqlu3brq1q2bunXrpoceekgeHh43ddyyhvYFAACIPqglwZSZqZiVK7UzJkY7Y2L0/tSpkqT3p061jsWsXClTZqaDIwUAAECF4+l59VavntS2rdS69dXtLVtaxtq2tWzPnVtC6tevL4PBoIMHD153ntlsLjBxW9i4JDk5Odm0HJAs1abXqly5svVx7r4KGsvJySnwNblzrj1WXt27d9evv/6qUaNG6fTp0+rUqZO13YGTk5P1vRQ1ztxjFjSWG2fVqlW1c+dOLVmyREajURMmTFCzZs1seteWRyRlAQC3Pfqglgyji4vievVSi7g4tYiL01N//nL21Nix1rG4Xr1kdHFxcKQAAABAyapevbq6du2qf/3rX0ov4AJiuQnEu+++WydOnNDJkyet2w4cOKDU1FQ1bNiwwH37+/vbXHwrOztb+/btK9k3cBP8/f01ZMgQffzxx5o5c6bmzZtnHZdkE+vu3btL5JiVKlVS586dNWXKFO3du1fHjx/X+vXrS2TfjkL7AgDAbY0+qCWnnY+PKgUFabevr8353Fm/vnY1aCCDpJqurmr350UOAAAAgFJTwu0KCvJ///d/atOmje677z7985//VNOmTXXlyhWtWbNGc+fO1cGDB9W5c2c1bdpUjz32mGbOnKkrV65o+PDhat++vbVP67U6duyo0aNH6+uvv1a9evU0Y8YMh1WJTpgwQeHh4WrUqJEyMjK0atUqazI5JCREwcHBio2N1WuvvaYjR45o2rRpt3zMVatW6X//+58eeOABVatWTd98841ycnIUGhp6y/t2JCplAQC3NWsf1MOHFXb4sE0f1LDDh9X88GFlnT6tjeX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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 631595.3 +- 2165.0 (error 0.3%).\n", "Left 254225.8 +- 1543.2 (error 0.6%).\n", "Right 377369.5 +- 1518.5 (error 0.4%).\n", "Head 508451.5 +- 2182.4 (error 0.4%).\n", "Tail 123143.7 +- 3074.1 (error 2.5%).\n", "Tail Prop. 0.1950 +- 0.0049 (error 2.52%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.422988933446883e-51, error calculation failed.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\green\\AppData\\Local\\Temp\\ipykernel_1264\\476951368.py:189: RuntimeWarning: invalid value encountered in sqrt\n", " param_errors = np.sqrt(covariance.diagonal())\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.123739592745184e-52, error calculation failed.\n", "Matrix singular (determinant = -1.2226387746526051e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.5549524460228965e-23, error calculation failed.\n", "Matrix singular (determinant = -2.482317915416411e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.162506189861698e-34, error calculation failed.\n", "Matrix singular (determinant = -7.39221482028137e-24, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 627019.8 +- 1704.0 (error 0.3%).\n", "Left 252793.3 +- 1183.6 (error 0.5%).\n", "Right 374226.5 +- 1225.8 (error 0.3%).\n", "Head 505586.7 +- 1673.8 (error 0.3%).\n", "Tail 121433.2 +- 2388.6 (error 2.0%).\n", "Tail Prop. 0.1937 +- 0.0038 (error 1.99%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.693690277730815e-84, error calculation failed.\n", "Matrix singular (determinant = 3.118819294322731e-51, error calculation failed.\n", "Matrix singular (determinant = 6.068911361250913e-52, error calculation failed.\n", "Matrix singular (determinant = -3.9791679139350417e-60, error calculation failed.\n", "Matrix singular (determinant = 8.66282724750262e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 836606.4 +- 4530.6 (error 0.5%).\n", "Left 353886.5 +- 3117.1 (error 0.9%).\n", "Right 482719.9 +- 3287.8 (error 0.7%).\n", "Head 707773.0 +- 4408.3 (error 0.6%).\n", "Tail 128833.4 +- 6321.3 (error 4.9%).\n", "Tail Prop. 0.1540 +- 0.0076 (error 4.94%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.747041760290266e-87, error calculation failed.\n", "Matrix singular (determinant = -2.783153896310195e-48, error calculation failed.\n", "Matrix singular (determinant = 9.560077519619754e-51, error calculation failed.\n", "Matrix singular (determinant = 4.64045072278762e-53, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 605308.2 +- 1411.3 (error 0.2%).\n", "Left 243036.2 +- 871.7 (error 0.4%).\n", "Right 362272.0 +- 1110.0 (error 0.3%).\n", "Head 486072.4 +- 1232.7 (error 0.3%).\n", "Tail 119235.8 +- 1873.9 (error 1.6%).\n", "Tail Prop. 0.1970 +- 0.0031 (error 1.59%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.2726468487329439e-52, error calculation failed.\n", "Matrix singular (determinant = 5.17211597142436e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.572541428549354e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.43349634432258e-60, error calculation failed.\n", "Matrix singular (determinant = -1.2721405000492447e-41, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.3726906204673215e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1171168.5 +- 6187.6 (error 0.5%).\n", "Left 497297.5 +- 4443.0 (error 0.9%).\n", "Right 673871.1 +- 4306.5 (error 0.6%).\n", "Head 994594.9 +- 6283.3 (error 0.6%).\n", "Tail 176573.6 +- 8818.5 (error 5.0%).\n", "Tail Prop. 0.1508 +- 0.0076 (error 5.02%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.5742408224286635e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.16902020419309e-56, error calculation failed.\n", "Matrix singular (determinant = -7.629025260789903e-49, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 926188.1 +- 8361.2 (error 0.9%).\n", "Left 356497.0 +- 5720.0 (error 1.6%).\n", "Right 569691.0 +- 6098.5 (error 1.1%).\n", "Head 712994.1 +- 8089.3 (error 1.1%).\n", "Tail 213194.0 +- 11633.8 (error 5.5%).\n", "Tail Prop. 0.2302 +- 0.0127 (error 5.53%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.754238961507962e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.5162935697287156e-35, error calculation failed.\n", "Matrix singular (determinant = 3.3428120946283796e-51, error calculation failed.\n", "Matrix singular (determinant = -1.919409807011903e-16, error calculation failed.\n", "Matrix singular (determinant = 4.010432338824139e-51, error calculation failed.\n", "Matrix singular (determinant = 9.861379180574151e-52, error calculation failed.\n", "Matrix singular (determinant = 1.7938518951955488e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 873358.0 +- 5948.7 (error 0.7%).\n", "Left 382175.5 +- 4422.3 (error 1.2%).\n", "Right 491182.6 +- 3978.7 (error 0.8%).\n", "Head 764350.9 +- 6254.1 (error 0.8%).\n", "Tail 109007.1 +- 8631.4 (error 7.9%).\n", "Tail Prop. 0.1248 +- 0.0099 (error 7.95%).\n", "Matrix singular (determinant = 1.1394647272863077e-76, error calculation failed.\n", "Matrix singular (determinant = -3.511919045750868e-55, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.330013961971166e-73, error calculation failed.\n", "Matrix singular (determinant = -3.3809954323192664e-55, error calculation failed.\n", "Matrix singular (determinant = -9.56462057990737e-72, error calculation failed.\n", "Matrix singular (determinant = 1.7421725565507514e-52, error calculation failed.\n", "Matrix singular (determinant = 9.940083109068797e-51, error calculation failed.\n", "Matrix singular (determinant = 1.9576967546698875e-53, error calculation failed.\n", "Matrix singular (determinant = 9.125610139601892e-54, error calculation failed.\n", "Matrix singular (determinant = 6.452127879611643e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0533711376987698e-47, error calculation failed.\n", "Matrix singular (determinant = -4.2044751397977084e-36, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 1789492.6 +- 9723.7 (error 0.5%).\n", "Left 823056.7 +- 7711.9 (error 0.9%).\n", "Right 966435.8 +- 5922.6 (error 0.6%).\n", "Head 1646113.5 +- 10906.2 (error 0.7%).\n", "Tail 143379.1 +- 14611.5 (error 10.2%).\n", "Tail Prop. 0.0801 +- 0.0082 (error 10.21%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.348368877939336e-83, error calculation failed.\n", "Matrix singular (determinant = 1.3966773661266017e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 707527.9 +- 2237.3 (error 0.3%).\n", "Left 286464.9 +- 1650.0 (error 0.6%).\n", "Right 421063.0 +- 1511.1 (error 0.4%).\n", "Head 572929.8 +- 2333.4 (error 0.4%).\n", "Tail 134598.0 +- 3232.7 (error 2.4%).\n", "Tail Prop. 0.1902 +- 0.0046 (error 2.42%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1591291043195317e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.358777480567478e-62, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 9.\n", "Total 2165317.6 +- 16018.6 (error 0.7%).\n", "Left 935569.8 +- 10997.4 (error 1.2%).\n", "Right 1229747.8 +- 11647.1 (error 0.9%).\n", "Head 1871139.5 +- 15552.7 (error 0.8%).\n", "Tail 294178.1 +- 22326.7 (error 7.6%).\n", "Tail Prop. 0.1359 +- 0.0104 (error 7.63%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.551801048644042e-82, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.750639038716227e-45, error calculation failed.\n", "Matrix singular (determinant = 6.647445526747845e-60, error calculation failed.\n", "Matrix singular (determinant = 5.9972317423824546e-52, error calculation failed.\n", "Matrix singular (determinant = 2.391556225856257e-51, error calculation failed.\n", "Matrix singular (determinant = 4.689492190095269e-51, error calculation failed.\n", "Matrix singular (determinant = 8.103310412310579e-51, error calculation failed.\n", "Matrix singular (determinant = 3.234036981081383e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.782414737946614e-82, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 10.\n", "Total 838005.7 +- 4079.3 (error 0.5%).\n", "Left 391559.8 +- 3007.2 (error 0.8%).\n", "Right 446445.9 +- 2756.3 (error 0.6%).\n", "Head 783119.6 +- 4252.8 (error 0.5%).\n", "Tail 54886.1 +- 5893.0 (error 10.7%).\n", "Tail Prop. 0.0655 +- 0.0070 (error 10.75%).\n", " \n", "Results for image 2\n", "Total 677167.4 +- 830.0.\n", "Left 272642.3 +- 560.1.\n", "Right 404634.0 +- 602.7.\n", "Head 545284.7 +- 792.0.\n", "Tail 122430.1 +- 1150.3.\n", "Prop 0.175 +- 0.002.\n", "Prop var 0.052.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 3 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0004.bmp read.\n", " \n", "Image 3 with 6 comets.\n", "Matrix singular (determinant = 5.052283067008258e-52, error calculation failed.\n", "Matrix singular (determinant = 7.299893201400501e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.277411367250087e-27, error calculation failed.\n", "Matrix singular (determinant = 7.336337708460616e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.1528679782205302e-52, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 1774835.7 +- 3271.8 (error 0.2%).\n", "Left 716604.0 +- 2670.6 (error 0.4%).\n", "Right 1058231.7 +- 1890.2 (error 0.2%).\n", "Head 1433208.0 +- 3776.8 (error 0.3%).\n", "Tail 341627.7 +- 4996.9 (error 1.5%).\n", "Tail Prop. 0.1925 +- 0.0028 (error 1.47%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0068730641970117e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.313943927302819e-51, error calculation failed.\n", "Matrix singular (determinant = 6.741654979027342e-51, error calculation failed.\n", "Matrix singular (determinant = -6.304401493902576e-60, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.339076919055402e-52, error calculation failed.\n", "Matrix singular (determinant = 7.384946652730812e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.777602538609126e-23, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 510299.6 +- 1133.3 (error 0.2%).\n", "Left 207687.7 +- 785.0 (error 0.4%).\n", "Right 302611.9 +- 817.4 (error 0.3%).\n", "Head 415375.4 +- 1110.1 (error 0.3%).\n", "Tail 94924.3 +- 1586.4 (error 1.7%).\n", "Tail Prop. 0.1860 +- 0.0031 (error 1.69%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.499699243412081e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5489990635047905e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.6220874211386908e-72, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5194481601746134e-52, error calculation failed.\n", "Matrix singular (determinant = -7.101478666042057e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 602864.2 +- 1578.5 (error 0.3%).\n", "Left 254334.8 +- 1077.9 (error 0.4%).\n", "Right 348529.4 +- 1153.2 (error 0.3%).\n", "Head 508669.6 +- 1524.3 (error 0.3%).\n", "Tail 94194.6 +- 2194.4 (error 2.3%).\n", "Tail Prop. 0.1562 +- 0.0037 (error 2.34%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.554280147012738e-80, error calculation failed.\n", "Matrix singular (determinant = 3.033880264450339e-51, error calculation failed.\n", "Matrix singular (determinant = 3.0124216381432746e-51, error calculation failed.\n", "Matrix singular (determinant = -4.360196558471485e-50, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.81153248629172e-78, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0354189611027478e-47, error calculation failed.\n", "Matrix singular (determinant = -3.672526239069296e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.9867639702833666e-83, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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339vmbNu2TRkZGXZz9u7dK7PZbJuzdu1aGY1GhYeHl9prBACgTGVlSQaD9ZaV5ZBTLk9NVd09ezR44kQdDAnR4MRE1d26Vam5uaoSHKykhg21u2FDWzJ2V4MG2t2woZIaNpRbcLA6+/k5JA4AAAAAqGicWjF77tw5HT582Pb4yJEjSkpKkr+/v+644w49//zzevjhh3Xfffepa9euWrNmjVatWqWNGzdKknx9ffXEE09o3LhxCggIkL+/v2JjY9W8eXN1795dkrXCtmfPnhoxYoQSEhIkSSNHjlTv3r3VqFEjSVKPHj3UpEkTRUdH66233tKZM2cUGxurESNG0CsWAIBiLE9N1cB9+2SRFJaWpriFC7WyQwclBQTo4f37FRsSounHj+vqpkAFj2eFhsr1Gi2DAAAAAKAyc2rF7I4dOxQWFqawsDBJ0tixYxUWFqZXXnlFkvSnP/1J7777rqZNm6bmzZvr/fff12effaZOnTrZzjFz5kz1799fgwYNUseOHeXp6alVq1bJ1fVyv4slS5aoefPm6tGjh3r06KEWLVpo0aJFtuOurq768ssv5eHhoY4dO2rQoEHq37+/pl/RBw8AgIouz2LRxpYttfT++7UxM1N5FsstnWv04cMq6gwFY8tSUvRxkyaq7eYmc0CA4oYNkzkgQHWMRn3atKkG1KxZ4usDAAAAQEXn1IrZiIgIWa7zj8LHH39cjz/+eLHHPTw8NGfOHM2ZM6fYOf7+/lq8ePE1r3PHHXdo9erV1w4YAIAKanlqqkYfOqRLEycqZtUqjU1MVJXgYM0ODS1RgnTT2bO6dOqUwtLSJFl7yF75VbL2kK1x99062rKlNv2//2ftKduhgzoHBVEpCwAAAOC2V243/wIAAI5xrZYDA/ftK1H1qjknRzGrVilu4UK78fev+LRJ3LBhMnfqJFd3d0Xs2WMd9PGx9rgFAAAAgNsciVkAACqx67UcMEgac/iw+lWtKtdq1awHzp2TvLyueV6Tu7vG9umjlX9spNn6p5/0/vTpejI21rbRlzkgQEvd3R33YgAAAACgEiExCwBAJXajLQc21a2riJs4b2c/P1UJDlZSQIBd0ndXgwba3bChDJLqGI3q7OdnrZC9hX62AAAAQEnk5UmbNklms2QySZ07S1dsSVRuREREqFWrVpo1a5azQylXFixYoDFjxujs2bPODqXUkJgFAKASu9GWAyfvuUcbW7aUOSBApsxMdfb0vGYfWFeDQbNDQzVw3z5dPavg8azQUHrJAgAAwCmWL5dGj5ZOnLg8VqeONHu2NGBA6Vxz+PDhWvjH791VqlRRSEiIBgwYoMmTJ8vrGp9IW758udzc3EonKJRrJGYBAKjEbrTlQN7x43K91sZgWVmSt7f1/h+tDgbUrKlPmzbV6EOHZA4IsPaUDQhQHaNRs0q4qRgAAABwq5YvlwYOLPyhrZMnreOfflp6ydmePXtq/vz5ys3N1aZNm/Tkk08qKytL77zzTqG5ubm5cnNzk7+/f+kEcx05OTlyp/WYU7k4OwAAAFB6bC0HGjbU7oYNbcnYgpYDuxs2VHJAgFIvXZLpj43BTGlpOpmdrYH79ml5auo1zz+gZk0dbdlSS199VY2OH9fSDh10pF07krIAAABwirw8a6VsUZ20CsbGjLHOKw1Go1FBQUEKCQnRkCFD9Mgjj2jFihWSpLi4OIW3DtfKZSvVILSBjEajLBaLIiIiNGbMGNs56tatq9dee01Dhw6Vt7e37rzzTn3xxRdKTU1Vv3795O3trebNm2vHjh2256SlpWnw4MGqU6eOPD091bx5cy1dutQutoiICD399NMaO3asatSoocjISD3++OPq3bu33bxLly4pKChIH374YZGvccGCBfLz89OKFSvUsGFDeXh4KDIyUsePH7ebt2rVKoWHh8vDw0P169fX5MmTdenSJdvxGTNmqHnz5vLy8lJISIhGjRqlc+fOFfvepqWlqU2bNurbt68uXrx4ze9DRUFiFgCAspaVZe27ajBY75eigpYDkgq1HLiWgt9jxxw+rDyLRXkWiza2bKml99+vjZmZyrviN11Xg0ERe/Zo8IYNivDxoX0BAAAAnGbTJvv2BVezWKTjx63zykLVqlWVm5tre3z48GGtW7VOH3/ysZKSkop93syZM9WxY0ft3r1bvXr1UnR0tIYOHapHH31Uu3btUmhoqIYOHSrLH7+XX7x4UeHh4Vq9erX27t2rkSNHKjo6Wtu2bbM778KFC1WlShX997//VUJCgp588kmtWbNGZrPZNuff//63zp07p0GDBhUb3/nz5zVlyhQtXLhQ//3vf5WZmak///nPtuNfffWVHn30UT377LPav3+/EhIStGDBAk2ZMsU2x8XFRW+//bb27t2rhQsXasOGDRo/fnyR1ztx4oQ6d+6su+++W8uXL5eHh0exsVUkJGYBAKjkCloO1HZzs2s5UNPNTUFpaQo7dEhhhw7ZbQwWduiQWh06pNxTpzTl6FHV3bNHgydO1MGQEA1OTFTdrVuvW00LAAAAlLUr8osOmXcrvv/+e3300Ufq1q2bbSwnJ0d/e/tvCgsLU4sWLWQopqjhwQcfVExMjBo0aKBXXnlFv//+u+6991499NBDatiwoV544QUdOHBAp0+fliTVrl1bsbGxatWqlerXr69nnnlGUVFR+uSTT+zOGxoaqmnTpqlRo0a6++671aFDBzVq1EiLFi2yzZk/f74eeugheRe0MitCbm6u5s6dq/bt2ys8PFwLFy5UYmKivv/+e0nSlClT9OKLL2rYsGGqX7++IiMj9eqrryohIcF2jjFjxqhr166qV6+e7r//fr366qv6+OOPC13r0KFD6tixo7p3725LLFcWleeVAACAYg2oWVP9qlbVpv/3/2QOCNDSDh100sVFP7333nU3BpsUECBJCvuj1cHKDh2UFBCggfv26dOmTa1tC4r6rBgAAABQxkwmx867WatXr5a3t7cuXbqk3Nxc9evXT3PmzLEdv/POO1U9oPp1z9OiRQvb/cDAQElS8+bNC42lpKQoKChIeXl5euONN/Svf/1LJ0+eVHZ2trKzswttOnbPPfcUutaTTz6pefPmafz48UpJSdGXX36p9evXXzO+KlWq2J3r7rvvlp+fnw4cOKA2bdpo586d2r59u12FbF5eni5evKjz58/L09NT33zzjaZOnar9+/crMzNTly5d0sWLF5WVlWWL+8KFC+rUqZMGDx6s2bNnX/d9q2hIzAIAUMbyLBZtatlS5oAAmTIz1dnTs0w+/l/QckCS5OOjjTk5ir2BjcGKYpG1NcKYw4fVr0YN2hcAAACgXOjcWapTx7rRV1G1AwaD9XjnzqVz/a5du+qdd96Rm5ubgoOD5ebmZnf86kRpca58XkFVbVFj+fn5kqT4+HjNnDlTs2bNsvVtHTNmjHJycq57/aFDh+rFF1/Uli1btGXLFtWtW1edb+ANKqra98q4Jk+erAFF7LLm4eGhX3/9VQ8++KD+8pe/6NVXX5W/v782b96sJ554wq71g9FoVPfu3fXll1/q+eefV506da4bV0VCYhYAgDK0PDVVow8d0qWJExWzapXGJiaqSnCwZoeGlv6GWV5edr+ddvb0tG4MFhCgK39nLdgYTJKt1YEku1YHBcwBAdp09qwiql//r/4AAABAaXN1lWbPlgYOtCZhr0zOFuQRZ82yzisNXl5eCv1jj4eytGnTJvXr10+PPvqoJGti9KefflLjxo2v+9yAgAD1799f8+fP15YtW/TYY49d9zmXLl3Sjh071KZNG0nSwYMHdfbsWd19992SpNatW+vgwYPFvhc7duzQpUuXFB8fLxcXa6fVotoYuLi4aNGiRRoyZIjuv/9+bdy4UcHBwdeNr6IgMQsAQBlZnpqqgfv2yaLrtAUoIwUbgw3ct6/QxmAGWatiY1atum6rA3OnTqUeKwAAAHCjBgyQPv1UGj3afiOwOnWsSdkiijgrvNDQUH322WdKTExU9erVNWPGDCUnJ99QYlaytjPo3bu38vLyNGzYsOvOd3Nz0zPPPKO3335bbm5uevrpp9WuXTtbovaVV15R7969FRISooceekguLi764Ycf9L///U+vvfaa7rrrLl26dElz5sxRnz599N///lfvvvtukddydXXVkiVLNHjwYFtyNigo6MbfnHKMzb8AACgDeRaLRh8+rKI6sRaMjTl8WHll3Ku1uI3B6hiNmly3rhL69FHrhAS1TkjQk7GxkqQnY2NtYwl9+sjk7l6mMQMAAADXM2CAdPSo9M030kcfWb8eOVI5k7KSNHHiRLVu3VpRUVGKiIhQUFCQ+vfvf8PP7969u0wmk6Kiom6oItXT01MvvPCChgwZovbt26tq1apatmyZ7XhUVJRWr16tdevW6d5771W7du00Y8YM3XnnnZKkVq1aacaMGXrzzTfVrFkzLVmyRK+//nqx16tSpYqWLl2qpk2b6v7771dKSsoNv7byjIpZAADKwKazZ3Xp1CmFpaVJKl9tAYraGKzzH3+Bfs9sLrbVgUFSHaNRnf38yjReAAAA4Ea4ukoREWV3vQULFlzzeFxcnCa+MlG7k3fbjW/cuNHu8dGjRws913JVAUfdunXtxvz9/bVixYprXv/q61zpwoULOnv2rJ544olrnuNKAwYMKLKHbIGoqChFRUUVe/y5557Tc889ZzcWHR1tuz98+HANHz7c9rhKlSr67LPPbji+ioDELAAAJZGVJXl7W++fO2ft33qN4+acnHLdFuDqjcEKGnBdq9WBJM0KDWXjLwAAAKCCys/PV3JysuLj4+Xr66u+ffs6O6TbColZAADKgMndXWP79NHKDh0kWStl358+XU/GxmpXgwaSrBWzS53VFuCqjcEKFLQ6GH3oUKFWB7PKYsMyAAAAAKXm2LFjqlevnurUqaMFCxaoShVShWWJdxsAgBLIs1i0qWVLmQMCZMrMVGdPT7vK0auPdwgMVJXg4ArZFqC4VgdUygIAAAAV29UtEW7E1S0GUHJs/gUAwE1anpqqunv2aPDEiToYEqLBiYmqu3WrlqemFnv8rm3bNLhWLUmqkG0BClodDN6wQRE+PuU2TgAAAACoKEjMAgBwE5anpmrgvn06kZsrU1qa4hYulCktTSezszVw3z6N//nnYo9PP35csSEhqu3mVqgtwKdNm5bvtgAFrQ4slsL9dAEAAAAAN41WBgAA3KA8i0WjDx9WUR/0KRibcfx4sccNkpalpOjnFi2USFsAAAAAALitkZgFAOAGbTp7VpdOnVJYWpok6wZeV36VpDwXF7nm5xd73BwQoMS6dRWxZ491wMdHIikLAAAAALcdErMAANwgc06OYlatUtzChXbj70+fbru/sWXLy0nXIo7HDRsmc6dO1pYAAAAAAIDbFolZAABukMndXWP79NHKDh0kWSth358+XU/GxmpXgwaSClfMXn3cHBCgpe7uznkBAAAAAIByg8QsAAA3qLOfn6oEByspIMCuj+yuBg20u2FDSZKrpHypyOMGSXWMRnX28yuzmAEAAADgeoYPH66zZ89qxYoVzg6l1ERERKhVq1aaNWuWs0OxcXF2AAAAVBSuBoNmh4ZKsm7kdSXDH7exISHFHpekWaGhbPQFAAAAlJGvv/5aTZo00ddff13q10pJSVFMTIzuuOMOGY1GBQUFKSoqSlu2bCn1a6NiIjELAMBNGFCzpj5t2lS13dxkDgiw9owNCFAdo1GfNm2qaXfddc3jA2rWdPZLAAAAAG4LFotFL730kg4cOKCXXnpJllLe5+H//u//tGfPHi1cuFCHDh3SypUrFRERoTNnzpTqdcuL3NxcZ4dQ4ZCYBQDgJg2oWVNHW7bU0ldfVaPjx7W0QwcdadfOlnS93nEAAAAApW/t2rXavn27JGn79u1au3ZtqV3r7Nmz2rx5s95880117dpVd955p9q0aaMJEyaoV69etnkZGRmaMn6KTEEm+fj46P7779eeqzYPXrlype655x55eHioRo0aGjBggO1Yenq6hg4dqurVq8vT01MPPPCAfvrpJ9vxBQsWyM/PT1999ZUaN24sb29v9ezZU2az2TYnLy9PY8eOlZ+fnwICAjR+/PhCSes1a9aoU6dOtjm9e/fWzz//bDt+9OhRGQwGffzxx4qIiJCHh4fmzZsnHx8fffrpp3bnWrVqlby8vPT7778X+d5FRETo6aef1tNPP2273l//+le7mHJycjR+/HjVrl1bXl5eatu2rTZu3Gg7npaWpsGDB6tOnTry9PRU8+bNtXTp0mt9y7RmzRr5+vrqn//8pyRp48aNatOmjby8vOTn56eOHTvq119/veY5bhWJWQAASsDVYFDEnj0avGGDInx8CrUnuN5xAAAAAKXHYrFo4sSJcnV1lSS5urpq4sSJpVY16+3tLW9vb61YsULZ2dnFxtSnTx+lpaRp1epV2rlzp1q3bq1u3brZqmq//PJLDRgwQL169dLu3bu1fv163XPPPbZzDB8+XDt27NDKlSu1ZcsWWSwWPfjgg3bVqufPn9f06dO1aNEifffddzp27JhiY2Ntx+Pj4/Xhhx/qgw8+0ObNm3XmzBl9/vnndrFmZWVp7Nix2r59u9avXy8XFxf96U9/Uv4fGx0XeOGFF/Tss8/qwIED+tOf/qQ///nPmj9/vt2c+fPna+DAgapWrVqx79/ChQtVpUoVbdu2TW+//bZmzpyp999/33b8scce03//+18tW7ZMP/zwgx566CH17NnTlpS+ePGiwsPDtXr1au3du1cjR45UdHS0tm3bVuT1li1bpkGDBumf//ynhg4dqkuXLql///7q0qWLfvjhB23ZskUjR46UobT/HWeBw2RkZFgkWTIyMpwdCkpBxsUMi+JkybjI9xeOw7qCo7GmUBpYVygNrCs4GmsKpYF15RwXLlyw7N+/33LhwoUSn2PNmjUWWffktbutWbPGgZHa+/TTTy3Vq1e3eHh4WDp06GCZMGGCZc+ePbbj69evt/j4+Fj++8t/LZfyLtnG77rrLktCQoLFYrFY2rdvb3nkkUeKPP+hQ4cskiz//e9/bWO//fabpWrVqpaPP/7YYrFYLPPnz7dIshw+fNg25+9//7slMDDQ9thkMlneeOMN2+Pc3FxLnTp1LP369Sv2taWkpFgkWf73v/9ZLBaL5ciRIxZJllmzZtnN27Ztm8XV1dVy8uRJi8VisaSmplrc3NwsGzduLPbcXbp0sTRu3NiSn59vG3vhhRcsjRs3tlgsFsvhw4ctBoPBds4C3bp1s0yYMKHY8z744IOWcePG2V1n9OjRlr///e8WX19fy4YNG2zH0tLSLJKuGeeVrrVGbyY/SMUsAAAAAAAAKg3LVdWyBUq7avb//u//dOrUKa1cuVJRUVHauHGjWrdurQULFkiSdu7cqXPnzql7s+7y9fG1VdkeOXLE1iYgKSlJ3bp1K/L8Bw4cUJUqVdS2bVvbWEBAgBo1aqQDBw7Yxjw9PXXXXXfZHptMJqWkpEiytlIwm81q37697XiVKlXsqnIl6eeff9aQIUNUv359+fj4qF69epKkY8eO2c27+nlt2rRR06ZNbe0BFi1apDvuuEP33XffNd+7du3a2VWntm/fXj/99JPy8vK0a9cuWSwWNWzY0PaeeXt769tvv7W9b3l5eZoyZYpatGihgIAAeXt7a+3atYXi/eyzzzRmzBitXbtWXbt2tY37+/tr+PDhioqKUp8+fTR79my79g+lhcQsAAAAAAAAKo2C3rJ5eXl243l5eaXea9bDw0ORkZF65ZVXlJiYqOHDh2vSpEmSpPz8fJlMJi1Zu0Q7d+1UUlKSkpKSdPDgQT3//POSpKpVqxZ77uISyhaLxS6p6ebmZnfcYDDcdDK6T58+SktL03vvvadt27bZWgLk5OTYzfPy8ir03CeffNLWzmD+/Pl67LHHbqklQH5+vlxdXbVz5+X3LCkpSQcOHNDs2bMlWdszzJw5U+PHj9eGDRuUlJSkqKioQvG2atVKNWvW1Pz58wu9J/Pnz9eWLVvUoUMH/etf/1LDhg21devWEsd9I0jMAgAAAAAAoFIoqJZ1cSk65eXi4lKqVbNXa9KkibKysiRJrVu3VnJyslyruCo0NNTuVqNGDUlSixYttH79+mLPdenSJbu+qWlpaTp06JAaN258Q/H4+vrKZDLZJRwvXbqknTt32p3zwIED+utf/6pu3bqpcePGSk9Pv+HX/Oijj+rYsWN6++23tW/fPg0bNuy6z7k6Abp161Y1aNBArq6uCgsLU15enlJSUgq9b0FBQZKkTZs2qV+/fnr00UfVsmVL1a9f325TtAJ33XWXvvnmG33xxRd65plnCh0PCwvThAkTlJiYqGbNmumjjz664dddElVK9ewAAAAAAABAGcnJydGxY8cKbVJVID8/X8ePH1dOTo6MRqPDrpuWlqaHHnpIjz/+uFq0aKFq1appx44dmjZtmvr16ydJ6t69u9q1b6fYx2NVZXoVNWncRKdOndK///1v9e/fX/fcc48mTZqkbt266a677tKf//xnXbp0Sf/5z380fvx4NWjQQP369dOIESOUkJCgatWq6cUXX1Tt2rVt17gRo0eP1htvvKEGDRqocePGmjFjhs6ePWs7Xr16dQUEBGjevHkymUw6duyYXnzxxRs+f/Xq1TVgwAA9//zz6tGjh+rUqXPd5xw/flxjx45VTEyMdu3apTlz5ig+Pl6S1LBhQz3yyCMaOnSo4uPjFRYWpt9++00bNmxQ8+bN9eCDDyo0NFSfffaZEhMTVb16dc2YMUPJyclFJqwbNmyob775RhEREapSpYpmzZqlI0eOaN68eerbt6+Cg4N18OBBHTp0SEOHDr3h110SJGYBAAAAAABQKRiNRm3fvl2pqanFzqlVq5ZDk7KS5O3trbZt22rmzJn6+eeflZubq5CQEI0YMUIvvfSSJGtLgdWrV+svY/+iEU+OUGpqqoKCgnTfffcpMDBQkhQREaFPPvlEr776qt544w35+PjY9WedP3++Ro8erd69eysnJ0f33Xef/v3vfxdqX3At48aNk9ls1vDhw+Xi4qLHH39cf/rTn5SRkSHJWlW8bNkyPfvss2rWrJkaNWqkt99+WxERETd8jSeeeEIfffSRHn/88RuaP3ToUF24cEFt2rSRq6urnnnmGY0cOdLudb/22msaN26cTp48qYCAALVv314PPvigJGnixIk6cuSIoqKi5OnpqZEjR6p///6213S1Ro0aacOGDYqIiJCrq6vGjx+vH3/8UQsXLlRaWppMJpOefvppxcTE3PBrLgmDpaxqt28DmZmZ8vX1VUZGhnx8fJwdDhwsMztTvm/4KuPFDPkY+f7CMVhX5VxWluTtbb1/7pxURP+k8oY1hdLAukJpYF3B0VhTKA2sK+e4ePGijhw5onr16snDw8PZ4ThUXn6edifvVlhQmFxdXK//hApqyZIlGj16tE6dOiV3d/drzo2IiFCrVq00a9assgnOAa61Rm8mP0jFLAAAxcizWLSpZUuZAwJkysxUZ09Pud5C03oAAAAAqMzOnz+vI0eO6PXXX1dMTMx1k7K3O6du/vXdd9+pT58+Cg4OlsFg0IoVK4qdGxMTI4PBUCh7np2drWeeeUY1atSQl5eX+vbtqxMnTtjNSU9PV3R0tHx9feXr66vo6Gi73hmSdOzYMfXp00deXl6qUaOGnn322UI7twEAbh/LU1NVd88eDZ44UQdDQjQ4MVF1t27V8mt8JAoAAAAAbmfTpk1Tq1atFBgYqAkTJjg7nHLPqYnZrKwstWzZUnPnzr3mvBUrVmjbtm0KDg4udGzMmDH6/PPPtWzZMm3evFnnzp1T7969lZeXZ5szZMgQJSUlac2aNVqzZo2SkpIUHR1tO56Xl6devXopKytLmzdv1rJly/TZZ59p3LhxjnuxAIAKY3lqqgbu26cTubkypaUpbuFCmdLSdDI7WwP37XNqcjYvT9q4UVq61Pr1iv/dAQAAAIBTxcXFKTc3V+vXr5d3QVu469i4cWOFamPgSE5tZfDAAw/ogQceuOackydP6umnn9ZXX32lXr162R3LyMjQBx98oEWLFql79+6SpMWLFyskJERff/21oqKidODAAa1Zs0Zbt25V27ZtJUnvvfee2rdvr4MHD6pRo0Zau3at9u/fr+PHj9uSv/Hx8Ro+fLimTJlCv1gAuI3kWSwaffiwimrAbpFkkDTm8GH1q1GjzNsaLF8ujR4tXfnBkDp1pNmzpQEDyjQUAAAAAMAtKtc9ZvPz8xUdHa3nn39eTZs2LXR8586dys3NVY8ePWxjwcHBatasmRITExUVFaUtW7bI19fXlpSVpHbt2snX11eJiYlq1KiRtmzZombNmtlV5EZFRSk7O1s7d+5U165di4wvOztb2dnZtseZmZnWr9mZUnaRT0EFlpmdafcVcATWlZNlZcknwPqzPzPtlOTlpU0Zv+vSqVMKS0uTJLX+6Se7r5JkDgjQmtRT6uxbrcxCXbmiioYOrirrlp2XE8InT1o0cKD0z6UX1Lf/JdYUSgXrCqWBdQVHY02hNLCunCMnJ0f5lnzl5ecpL79yfUQsz5J3+Wu+k4NBieXl5ynfkq9zOeeUY7BvhXozPy/KdWL2zTffVJUqVfTss88WeTw5OVnu7u6qXr263XhgYKCSk5Ntc2rVqlXoubVq1bKbExgYaHe8evXqcnd3t80pyuuvv67JkycXGg+ZESJVrk0DcYWQmSHODgGVEOvKOTxzpKw/7pvig3XeXVLN+zXp+xDFLVxoN/f96dNt9+OGDVPv0/+QUjeUTaD5LtKso5Kltq7uQmSxGCTlK3rkb9L+epKL9bc71hRKA+sKpYF1BUdjTaE0sK7K1p1ed+rdju/qwm8XynnmquR+OP2Ds0PArbgk/Zbxm3r9u5d+zfrV/tjFGz9NuV3eO3fu1OzZs7Vr1y4ZbvKjohaLxe45RT2/JHOuNmHCBI0dO9b2ODMzUyEhITo+9jjtDyqhzOxMhcwM0fHnjsvHyPcXjsG6cq68c+e08csHZQ4I0Mcx89ShVg0lZp7Tk4FbtbJDB0nWStn3p0/Xk7Gx2tWggSRrxezqzu3KrGJ207eu6v03r2vMcJEy79Dqjplq2S6dNQWH42cVSgPrCo7GmkJpYF05R052jk6fOK26NerKw6NyVb7lWfL0w+kf1CKwhVwNrs4OByV08eJFHT13VDtG7pC70d3uWGZmpkLeuLE/5pTbxOymTZuUkpKiO+64wzaWl5encePGadasWTp69KiCgoKUk5Oj9PR0u6rZlJQUdfjjH9RBQUE6ffp0ofOnpqbaqmSDgoK0bds2u+Pp6enKzc0tVEl7JaPRKKPRWGjcx+jDD+xKjO8vSgPrquwtT03V6ENHdGniRMWsWqWE7UmqEhysGXfdpSrBwUoKCLDrM7urQQPtbthQBkl1jEb1rBlcZj1mM9NudJ6XfIzWj0axplAaWFcoDawrOBprCqWBdVW2LlouKtWQKlcXV7m63ELyMitLKtiA6tw5yetaxQ5l5I/2Ba6GW3xtcCpXF1e5GFzk7e4tD+NVfzwonCoslsv1pzhHdHS0fvjhByUlJdluwcHBev755/XVV19JksLDw+Xm5qZ169bZnmc2m7V3715bYrZ9+/bKyMjQ999/b5uzbds2ZWRk2M3Zu3evzGazbc7atWtlNBoVHh5eFi8XAFCGlqemauC+fTqRmytTWpriFi6UKS1NJ7Oz9fD+/Rr8Rwucq9OuBY9nhYaW6cZfJpNj5wEAAAAAnM+pFbPnzp3T4cOHbY+PHDmipKQk+fv764477lBAQIDdfDc3NwUFBalRo0aSJF9fXz3xxBMaN26cAgIC5O/vr9jYWDVv3lzdu3eXJDVu3Fg9e/bUiBEjlJCQIEkaOXKkevfubTtPjx491KRJE0VHR+utt97SmTNnFBsbqxEjRtCSAAAqmTyLRaMPH7arhi1gkTX5uiwlRR83aaLnfvpJ5oAAxQ0bJnNAgOoYjZoVGqoBNWuWacydO0t16kgnT+qPzb/sGQzW4507S1mXyjQ0AAAAAA4WFxenFStWKCkpydmhoJQ5tWJ2x44dCgsLU1hYmCRp7NixCgsL0yuvvHLD55g5c6b69++vQYMGqWPHjvL09NSqVavk6nq5HHzJkiVq3ry5evTooR49eqhFixZatGiR7birq6u+/PJLeXh4qGPHjho0aJD69++v6Vds9AIAqBw2nT2rS6dOKezQIYUdOqTWP/0kydpLNuzQIbU6dEi5p06phpubjrZsqaWvvqpGx49raYcOOtKuXZknZSXJ1VWaPdt6/+pC3YLHs2ZZ5wEAAAAowjU2d3fsZZL1zDPPqH79+jIajQoJCVGfPn20fv36Mrk+KhanVsxGRETIUlTpTzGOHj1aaMzDw0Nz5szRnDlzin2ev7+/Fi9efM1z33HHHVq9evUNxwIAqJjMOTmKWbVKcQsX2o2/f8Uf4+KGDZO5Uye5Vq+uiHLyV+oBA6RPP5VGj5ZOnLg8XqeONSk7YIDTQgMAAADKv+Rk6a67SvUSR48eVceOHeXn56dp06apRYsWys3N1VdffaX/9//+n3788cdSvT4qnnLbYxYAgNJgcndXQp8+ap2QoNYJCXoyNlaS9GRsrG0soU8fmdzdr3OmsjdggHT0qPTNN9JHH1m/HjlCUhYAAABQVlbRtwIXLlz7uAOMGjVKBoNB33//vQYOHKiGDRuqadOmGjt2rLZu3Wqbl3wyWX/q/yd5e3vLx8dHgwYNKnLj+gIREREaM2aM3Vj//v01fPhw2+O6devqtdde09ChQ+Xt7a0777xTX3zxhVJTU9WvXz95e3urefPm2rFjh+05CxYskJ+fn7766is1btxY3t7e6tmzp90eTFdLT0/XI488opo1a6pq1apq0KCB5s+fL0nauHGjDAaDzp49a5uflJQkg8FgK7YsuObq1avVqFEjeXp6auDAgcrKytLChQtVt25dVa9eXc8884zy8vJs5/nHP/6hBg0ayMPDQ4GBgRo4cOC1vhUVhlMrZgEAKGud/fxUJThYSQEBdn1mdzVooN0NG8ogqY7RqM5+fk6K8NpcXaWICGdHAQAAAJQz3t7XPh4ZWfT4TXyS+1rOnDmjNWvWaMqUKfLy8ip03O+Pf19YLBbFPh6rGn419O233+rSpUsaNWqUHn74YW3cuPGWYpg5c6amTp2qiRMnaubMmYqOjlbHjh31+OOP66233tILL7ygoUOHat++fTL80RPt/Pnzmj59uhYtWiQXFxc9+uijio2N1ZIlS4q8xsSJE7V//3795z//UY0aNXT48GFduHDhpuI8f/683n77bS1btky///67BgwYoAEDBsjPz0///ve/9csvv+j//u//1KlTJz388MPasWOHnn32WS1atEgdOnTQmTNntGnTplt6r8oLErMAgNuKq8Gg2aGhGrhvn65q12p7PCs0VK5XN3MFAAAAgGIcPnxYFotFd9999zXnff311zp84LDW/LxGde+sK0latGiRmjZtqu3bt+vee+8tcQwPPvigYmJiJEmvvPKK3nnnHd1777166KGHJEkvvPCC2rdvr9OnTysoKEiSlJubq3fffVd3/dHm4emnn9bf/va3Yq9x7NgxhYWF6Z577pFkrdS9Wbm5uXrnnXds1xw4cKAWLVqk06dPy9vbW02aNFHXrl31zTff6OGHH9axY8fk5eWl3r17q1q1arrzzjtt+1VVdLQyAADcdgbUrKlPmzZVbTc3mQMCrD1lAwJUx2jUp02bOmWDLwAAAAC34Ny5y7fDh6XNm6V16y4fj4+3jm3ebD1eMNdBCvZQMlynwOPHH39UYHCgQkJCbGNNmjSRn5+fDhw4cEsxtGjRwnY/MDBQktS8efNCYykpKbYxT09PW4JUkkwmk93xqz311FNatmyZWrVqpfHjxysxMfGm47z6moGBgapbt668r6h6DgwMtMURGRmpO++8U/Xr11d0dLSWLFmi8+fP3/R1yyMSswCA29KAmjV1tGVLLX31VTU6flxLO3TQkXbtSMoCAAAAFZGX1+XbXXdJHTtK7dtfPt62rXWsY0fr8YK5DtKgQQMZDIbrJlctFosKfXTvj/HikrouLi62xG+B3NzcQvPc3Nxs9wvOVdRYfn5+kc8pmHP1ta70wAMP6Ndff9WYMWN06tQpdevWTbF/7Nvh4uJy+TXeYJwF1yxqrCDOatWqadeuXVq6dKlMJpNeeeUVtWzZ0q6XbUVFYhYAcNty9fZWRFKSBq9frwiTifYFAAAAAErE399fUVFR+vvf/66sIjYVK0giNm7cWKdPntbx48dtx/bv36+MjAw1bty4yHPXrFnTbkOuvLw87d2717Ev4CbUrFlTw4cP1+LFizVr1izNmzfPNi7JLtakpCSHXLNKlSrq3r27pk2bph9++EFHjx7Vhg0bHHJuZyIxCwAAAAAAgMrtj56qpekf//iH8vLy1KZNG3322Wf66aefdODAAb399ttq/0f1bvfu3RXaOFTR0dHatWuXvv/+ew0dOlRdunSx9W292v33368vv/xSX375pX788UeNGjXKadWir7zyir744gsdPnxY+/bt0+rVq20J5dDQUIWEhCguLk6HDh3Sl19+qfj4+Fu+5urVq/X2228rKSlJv/76q/75z38qPz9fjRo1uuVzOxuJWQAAAAAAAFRuZZCYrVevnnbt2qWuXbtq3LhxatasmSIjI7V+/Xq98847kqwf0Z/+4XRV96uu++67T927d1f9+vX1r3/9q9jzPv744xo2bJgtgVuvXj117dq11F9PUdzd3TVhwgS1aNFC9913n1xdXbVs2TJJ1hYFS5cu1Y8//qiWLVvqzTff1GuvvXbL1/Tz89Py5ct1//33q3Hjxnr33Xe1dOlSNW3a9JbP7WwGy7UaR+CmZGZmytfXVxkZGfLx8XF2OHCwzOxM+b7hq4wXM+Rj5PsLx2BdwdFYUygNrCuUBtYVHI01hdLAunKOixcv6siRI6pXr548PDxKfqKsLKlgQ6lz5xzaU7ak8vLztDt5t8KCwuTq4urscFBC11qjN5MfpGIWAIBKIu/cOe1qe58++u5+bTqdqjz+9goAAIDbmZeXZLFYb+UgKQtcjcQsAACVwPLUVNXds0eDJ07UwZAQPbk9SXW3btXy1FRnhwYAAAAAKAKJWQAAKrjlqakauG+fTuTmypSWpriFC2VKS9PJ7GwN3LeP5CwAAAAAlEMkZgEAqMDyLBaNPnxYRTUtKBgbc/gwbQ0AAABQ4bAtEsorR63NKg45CwAAcIpNZ8/q0qlTCktLkyS1/uknu6+SZA4I0KazZxVRvbpTYgQAAABuhpubmyTp/Pnzqlq1qpOjAQo7f/68pMtrtaRIzAIAUIGZc3IUs2qV4hYutBt/f/p02/24YcNk7tSprEMDAAAASsTV1VV+fn5KSUmRJHl6espgMDg5KsfIy8+TLkkXL16Uq4urs8PBTbJYLDp//rxSUlLk5+cnV9db+x6SmAUAoAIzubtrbJ8+WtmhgyRrpez706frydhY7WrQQJK1Ynapu7szwwQAAABuSlBQkCTZkrOVRb4lX79l/Kaj547KxUCH0YrKz8/PtkZvBYlZAEDllpUleXtb7587J3l5OTee68g7d06bOnWSOSBApsWL1TkoSK7XqA7o7OenKsHBSgoIsOszu6tBA+1u2FAGSXWMRnX28yvt0AEAAACHMRgMMplMqlWrlnJzc50djsOcyzmnXv/upR0jd8jb3dvZ4aAE3NzcbrlStgCJWQBApZZnsWhTy5bWRGdmpjp7el4z0elMy1NTNfrQIV2aOFExq1ZpbGKiqgQHa3ZoqAbUrFnkc1wNBs0ODdXAfft09asqeDwrNLTcvmYAAADgWlxdXR2WBCsPcgw5+jXrV7kb3eVh9HB2OHAyaqYBAJXW8tRU1d2zR4MnTtTBkBANTkxU3a1btTw11dmhFbI8NVUD9+3TidxcmdLSFLdwoUxpaTqZna2B+/ZdM+YBNWvq06ZNVdvNTeaAAGtP2YAA1TEa9WnTpsUmdQEAAAAAzkNiFgBQKd1KorOs5VksGn34sF0rggIFY2MOH1aepagZVgNq1tTRDh30fud2mtzmuN7v3E5H2rUjKQsAAAAA5RStDAAAlc71Ep0GWROd/WrUKBcf8d909qwunTqlsLQ0SdYNvK78Klk38Np09qwiqlcv9jyuBoM6+1aTUjeos2+1cvHaAAAAAABFIzELAKh0HJXoLCvmnBzFrFqluIUL7cbfnz7ddj9u2DCZO3Uq69AAAAAAAKWExCwAoNKpaIlOk7u7xvbpo5UdOkiyJpDfnz5dT8bGaleDBpKsieSl7u7ODBMAAAAA4EAkZgEAlU5FS3R29vNTleBgJQUE2LVf2NWggXY3bCiDpDpGozr7+TkpQgAAAACAo5GYBQBUOhUt0elqMGh2aKgG7tunq7vCFjyeFRpKz1gAAAAAqERcnB0AAACOVpDolFRhEp0DatbUp02bqrbRKHNAgLXVQkCA6hiN+rRpUw2oWdPZIQIAAAAAHIiKWQBApVSQ6Bx96FChROes0NBymegcULOm+tWooU1nz8rcqZOWururs59fuUogAwAAAAAcg8QsAKDSqoiJTleDQRHVqxd7PO/cOW3q1EnmgACZFi9W56Cgcv16AAAAAABFo5UBAKBSK0h0Dg4MVET16hU6ibk8NVV19+zR4IkTdTAkRIMTE1V361YtT011dmgAAAAAgJtEYhYAgApgeWqqBu7bpxO5uTKlpSlu4UKZ0tJ0MjtbA/ftIzkLAAAAABUMiVkAAMq5PItFow8flqWIYwVjYw4fVp6lqBkAAAAAgPKIHrMAAJRzm86e1aVTpxSWliZJav3TT3ZfJckcEKBNZ8+qtaerU2IEAAAAANwcErMAAJRz5pwcxaxapbiFC+3G358+3XY/btgwmTt1kjyrlnV4AAAAAIASIDELAEA5Z3J319g+fbSyQwdJ1krZ96dP15OxsdrVoIEka8XsUnd3Z4YJAAAAALgJJGYBACjnOvv5qUpwsJICAuz6zO5q0EC7GzaUQVIdo1Gd/fyUlfO7s8IEAAAAANwENv8CAKCcczUYNDs0VJJkuOpYweNZoaFyNVx9FAAAAABQXpGYBQCgAhhQs6Y+bdpUtY1GmQMCrD1lAwJUx2jUp02bakDNms4OEQAAAABwE5yamP3uu+/Up08fBQcHy2AwaMWKFbZjubm5euGFF9S8eXN5eXkpODhYQ4cO1alTp+zOkZ2drWeeeUY1atSQl5eX+vbtqxMnTtjNSU9PV3R0tHx9feXr66vo6GidPXvWbs6xY8fUp08feXl5qUaNGnr22WeVk5NTWi8dAICbNqBmTR1t105L779fjd58U0vvv19H2rUjKQsAAAAAFZBTE7NZWVlq2bKl5s6dW+jY+fPntWvXLk2cOFG7du3S8uXLdejQIfXt29du3pgxY/T5559r2bJl2rx5s86dO6fevXsrLy/PNmfIkCFKSkrSmjVrtGbNGiUlJSk6Otp2PC8vT7169VJWVpY2b96sZcuW6bPPPtO4ceNK78UDABwi79w5bWzVSku7ddNGs1l5Fsv1n1SBuRoMiqheXYMDAxVRvTrtCwAAAACggnLq5l8PPPCAHnjggSKP+fr6at26dXZjc+bMUZs2bXTs2DHdcccdysjI0AcffKBFixape/fukqTFixcrJCREX3/9taKionTgwAGtWbNGW7duVdu2bSVJ7733ntq3b6+DBw+qUaNGWrt2rfbv36/jx48rODhYkhQfH6/hw4drypQp8vHxKTLG7OxsZWdn2x5nZmZav2ZnStlFPgUVWGZ2pt1XwBFYV7dmZVq6XjhyXPkTJypm1SqNTUyUiylIb9ato74B1Z0dnlNUtDWVZ7EoMfOcTufmKtDNTR18vEk2l0MVbV2hYmBdwdFYUygNrCs4Gmuq8ruZ761TE7M3KyMjQwaDQX5+fpKknTt3Kjc3Vz169LDNCQ4OVrNmzZSYmKioqCht2bJFvr6+tqSsJLVr106+vr5KTExUo0aNtGXLFjVr1syWlJWkqKgoZWdna+fOneratWuR8bz++uuaPHlyofGQGSGSh4NeNMqdkJkhzg4BlRDrqgRqdJaaWH8Gh6WlKW7hQq3s0EG7/asr+uAv0v5J0m+bnByk81SINVWjs3TX0wrKclXMqlV6uU8fJXvlST/Pva2/d+VZhVhXqHBYV3A01hRKA+sKjsaaqsQu3vjUCpOYvXjxol588UUNGTLEVsGanJwsd3d3Va9uXxUVGBio5ORk25xatWoVOl+tWrXs5gQGBtodr169utzd3W1zijJhwgSNHTvW9jgzM1MhISE6PvZ4sVW2qLgyszMVMjNEx587Lh8j3184BuuqZPIsFjXbtVencnILHzS4yCApOOx1/a91s9uu+rKirKmVaekaeuiILJJMxw7ZEuunAxpKTf+mfzasd9tWPZdHFWVdoWJhXcHRWFMoDawrOBprqvLLzMxUyBs3lnivEInZ3Nxc/fnPf1Z+fr7+8Y9/XHe+xWKR4Yp/iBuK+Ed5SeZczWg0ymg0Fhr3MfrwH1clxvcXpYF1dXM2pqcr35yssLQ0SVLrn36y+ypJ5oAA7bnQRBHVb8/kXnleU3kWiyb8uk9FdQO2SDJIeunXUxpsuuO2S6yXd+V5XaHiYl3B0VhTKA2sKzgaa6oSK5wqLFa5T8zm5uZq0KBBOnLkiDZs2GBXiRoUFKScnBylp6fbVc2mpKSoQ4cOtjmnT58udN7U1FRblWxQUJC2bdtmdzw9PV25ubmFKmkBAM5nzslRzKpVilu40G78/enTbffjhg2TuVOnsg4NN2DT2bO6dOrUdRPrm86evW0T6wAAAAAqv3KdmC1Iyv7000/65ptvFBAQYHc8PDxcbm5uWrdunQYNGiRJMpvN2rt3r6ZNmyZJat++vTIyMvT999+rTZs2kqRt27YpIyPDlrxt3769pkyZIrPZLJPJJElau3atjEajwsPDy+rlAgBukMndXWP79NHKP36Ot/7pJ70/fbqejI3VrgYNJFkTe0vd3Z0ZJopBYh0AAAAAnJyYPXfunA4fPmx7fOTIESUlJcnf31/BwcEaOHCgdu3apdWrVysvL8/W79Xf31/u7u7y9fXVE088oXHjxikgIED+/v6KjY1V8+bN1b17d0lS48aN1bNnT40YMUIJCQmSpJEjR6p3795q1KiRJKlHjx5q0qSJoqOj9dZbb+nMmTOKjY3ViBEj6BULAOVQZz8/VQkOVlJAgN3H4Xc1aKDdDRvKIKmO0ajOf2wWifKFxDoAAAAAODkxu2PHDnXt2tX2uGAjrWHDhikuLk4rV66UJLVq1crued98840iIiIkSTNnzlSVKlU0aNAgXbhwQd26ddOCBQvk6upqm79kyRI9++yz6tGjhySpb9++mjt3ru24q6urvvzyS40aNUodO3ZU1apVNWTIEE2/onIHAFB+uBoMmh0aqoH79unqDqQFj2eFhtKftJwisQ4AAAAATk7MRkREyGIpausPq2sdK+Dh4aE5c+Zozpw5xc7x9/fX4sWLr3meO+64Q6tXr77u9QAA5cOAmjX1adOmGn3okMwBAdaPvgcEqI7RqFmhoRpQs6azQ0QxSKwDAAAAQDnvMQsAwLUMqFlT/WrU0KazZ2Xu1ElL3d3V2c+PhF4FYEusHz5MYh0AAADAbYnELACgQnM1GBRRvbqzw0AJkFgHAAAAcDsjMQsAAJzmeon1PIvFmrjNyZGJxC0AAACASoTELAAAKJeWp6Zq9KFDupScrJhVqzS2Tx9VCQ7WbFodAAAAAKgEXJwdAAAAwNWWp6Zq4L59OpGbK1NamuIWLpQpLU0ns7M1cN8+LU9NdXaIAAAAAHBLSMwCAIByJc9i0ejDh2Up4ljB2JjDh5VnKWoGAAAAAFQMtDIAAADlyqazZ3Xp1CmFpaVJklr/9JPdV0kyBwRo09mzbPwGAAAAoMIiMQsAAMoVc06OYlatUtzChXbj70+fbrsfN2yYzJ06lXVoAAAAAOAwJGYBAEC5YnJ319g+fbSyQwdJ1krZ96dP15OxsdrVoIEka8XsUnd3Z4YJAAAAALeExCwAAChXOvv5qUpwsJICAuz6zO5q0EC7GzaUQVIdo1Gd/fycFCEAAAAA3Do2/wIAAOWKq8Gg2aGhkiTDVccKHs8KDZWr4eqjAAAAAFBxkJgFAADlzoCaNfVp06aqbTTKHBBg7SkbEKA6RqM+bdpUA2rWdHaIAAAAAHBLaGUAAADKpQE1a6pfjRradPaszJ06aam7uzr7+VEpCwAAAKBSIDELAADKLVeDQRHVqzs7DAAAAABwOFoZAAAAAAAAAEAZIzELAAAqLrNZiouzfgUAAACACoRWBgAAoGLKypKCg633IyMlk8m58QAAAADATaBiFgAAVExZWZfvX7jgvDgAAAAAoASomAUAABWL2Wy9hYdfHouMlHbutN43maieBQAAAFDuUTELACj/srIkg8F6+/lnZ0cDZ0tIsE/KFggPt94SEso+JgAAAAC4SVTMAgAqluRk6a67nB0FnCkmRurbVzpzxlopK0nx8VJEhPU+1bIAAAAAKgASswCA8i0ri16isFfQquDKddG2rdS6deG5ZrO1gjYmhoQtAAAAgHKFxCwAoPwym6XgYPsxeoniRmVlXV4/kZGsFQAAAADlCj1mAQDlV3G9QuklCkny8pJOnZImTZLq1y98nEprAAAAAOUYFbMAgPIrJsZa6XjhAr1EUTSTSYqLsx8zm623KzcIo9IaAAAAQDlDxSwAoPwymaSOHaX27S+PFfQSbd2a5BqKlpBgn5QtQKU1AAAAgHKEilkAAFC5xMRIfftKZ85QaQ0AAACg3CIxCwAo/wp6iSYkFN1LFLhSQauCK3vMFlRaX8lstq6pmBiStQAAAADKHIlZAEDFUFQvUeBavLysfWXDw6WqVe2PZWVJwcHW+5GRJGYBAAAAlDl6zAIAgMrLZJImTSqceL2ymvbChbKNCQAAAABExSwAAKjMrq60Nputtys3B4uMtFbWFsynehYAAABAGaBiFgAA3D4SEuyTsgXCw623hISyjwkAAADAbYmKWQAAcPuIiZH69pXOnLFWykpSfLwUEWG9T7UsAAAAgDJCYhYAANw+CloVXNljtm1bqXVr58UEAAAA4LZEKwMAAHD78fK63Fe2alXnxgIAAADgtkRiFgAA3J5MJmnSJNoXAAAAAHAKpyZmv/vuO/Xp00fBwcEyGAxasWKF3XGLxaK4uDgFBweratWqioiI0L59++zmZGdn65lnnlGNGjXk5eWlvn376sSJE3Zz0tPTFR0dLV9fX/n6+io6Olpnz561m3Ps2DH16dNHXl5eqlGjhp599lnl5OSUxssGAADlgckkxcWRmAUAAADgFE5NzGZlZally5aaO3dukcenTZumGTNmaO7cudq+fbuCgoIUGRmp33//3TZnzJgx+vzzz7Vs2TJt3rxZ586dU+/evZWXl2ebM2TIECUlJWnNmjVas2aNkpKSFB0dbTuel5enXr16KSsrS5s3b9ayZcv02Wefady4caX34gEAAAAAAADctpy6+dcDDzygBx54oMhjFotFs2bN0ssvv6wBAwZIkhYuXKjAwEB99NFHiomJUUZGhj744AMtWrRI3bt3lyQtXrxYISEh+vrrrxUVFaUDBw5ozZo12rp1q9q2bStJeu+999S+fXsdPHhQjRo10tq1a7V//34dP35cwcHBkqT4+HgNHz5cU6ZMkY+PTxm8GwAAoFwxm6WEBCkmhqpaAAAAAA7n1MTstRw5ckTJycnq0aOHbcxoNKpLly5KTExUTEyMdu7cqdzcXLs5wcHBatasmRITExUVFaUtW7bI19fXlpSVpHbt2snX11eJiYlq1KiRtmzZombNmtmSspIUFRWl7Oxs7dy5U127di0yxuzsbGVnZ9seZ2ZmWr9mZ0rZRT4FFVhmdqbdV8ARWFdwNNaUg2RlyeeP3wvOdWmvfH8vJwfkXKwrlAbWFRyNNYXSwLqCo7GmKr+b+d6W28RscnKyJCkwMNBuPDAwUL/++qttjru7u6pXr15oTsHzk5OTVatWrULnr1Wrlt2cq69TvXp1ubu72+YU5fXXX9fkyZMLjYfMCJE8rvcKUVGFzAxxdgiohFhXcDTW1K2pcU5K/eN+v/k9teE7p4ZTbrCuUBpYV3A01hRKA+sKjsaaqsQu3vjUcpuYLWAwGOweWyyWQmNXu3pOUfNLMudqEyZM0NixY22PMzMzFRISouNjj9P+oBLKzM5UyMwQHX/uuHyMfH/hGKwrOBpr6tYYzMkyJCfLu30X29j6RdK5Ld9KkixBQbKYgpwVntOwrlAaWFdwNNYUSgPrCo7Gmqr8MjMzFfLGjSXey21iNijI+o+e5ORkma7o65aSkmKrbg0KClJOTo7S09PtqmZTUlLUoUMH25zTp08XOn9qaqrdebZt22Z3PD09Xbm5uYUqaa9kNBplNBoLjfsYffiPqxLj+4vSwLqCo7GmSmjBDKmIT8PYErWTJklxcWUbUznCukJpYF3B0VhTKA2sKzgaa6oSK5wqLJZL6UVxa+rVq6egoCCtW7fONpaTk6Nvv/3WlnQNDw+Xm5ub3Ryz2ay9e/fa5rRv314ZGRn6/vvvbXO2bdumjIwMuzl79+6V2Wy2zVm7dq2MRqPCw8NL9XUCAIByJCZG2rlTuuJ3C8XHW8d27rQel6wbg8XFWb8CAAAAQAk4tWL23LlzOnz4sO3xkSNHlJSUJH9/f91xxx0aM2aMpk6dqgYNGqhBgwaaOnWqPD09NWTIEEmSr6+vnnjiCY0bN04BAQHy9/dXbGysmjdvru7du0uSGjdurJ49e2rEiBFKSEiQJI0cOVK9e/dWo0aNJEk9evRQkyZNFB0drbfeektnzpxRbGysRowYQUsCACgLWVmSt7f1/uHD0l13OTce3L5MJustK+vyWNu2UuvW9vPMZmtlbd++1vkAAAAAcJOcmpjdsWOHunbtantc0K912LBhWrBggcaPH68LFy5o1KhRSk9PV9u2bbV27VpVq1bN9pyZM2eqSpUqGjRokC5cuKBu3bppwYIFcnV1tc1ZsmSJnn32WfXo0UOS1LdvX82dO9d23NXVVV9++aVGjRqljh07qmrVqhoyZIimT59e2m8BAOBqyckkZuF8Xl7WCtnwcKlqVftjKSnWcUk6c6bsYwMAAABQKTg1MRsRESGLxVLscYPBoLi4OMVdo5ebh4eH5syZozlz5hQ7x9/fX4sXL75mLHfccYdWr1593ZgBAKXgyurECxecFwdwJZPJ2lO2oCLWbLbermxzFBlpTeAWzKd6FgAAAMANKrc9ZgEAtwGzWdq1S7pyo8XISOvYrl3074RzmUzWPrIFydaEBPukbIHwcOvtj5ZJAAAAAHAjSMwCAJyHRBcqkhvdGAwAAAAAboBTWxkAAG5zMTHWzZPOnLFWykrWRFdEhPU+HwtHeXKjG4MBAAAAwA0gMQsAcB4SXaiIrrUxGAAAAADcIFoZAACcryDRJZHoQsVw9cZgVzObrf1p6ZMMAAAAoBhUzAIAyofrJbqA8qRgY7CiZGVJwcHW+5GRrGkAAAAARSIxCwAoH66V6AIqkitbc1y44Lw4AAAAAJRrJGYBAAAcwWy23sLDL49FRl5u01HQUxkAAAAARI9ZAAAAx0hIsE/KFggPt94SEso+JgAAAADlFhWzAAAAjhATI/XtK505Y62UlaT4eCkiwnqfalkAAAAAVyAxCwAA4AgFrQqu7DHbtq3UurXzYgIAAABQbtHKAAAAwJG8vC73la1a1bmxAAAAACi3SMwCAAA4mskkTZpE+wIAAAAAxSIxCwAA4GgmkxQXV3Ri1my2HjObyzoqAAAAAOUIPWYBAADKSlaWFBxsvR8ZSUUtAAAAcBujYhYAAKCsXLkx2IULzosDAAAAgNPdcMXs2LFjb/ikM2bMKFEwAAAAlZLZbL2Fh18ei4y8vEmYyUT1LAAAAHCbueHE7O7du29onsFgKHEwAAAAlVJCgjR5cuHxgkTtpEnWvrMAAAAAbhs3nJj95ptvSjMOAACAyismRurbVzpzxlopK0nx8VJEhPX+ldWyZrM1kRsTQxUtAAAAUImx+RcAAEBpK2hVcGWP2bZtpdat7eexORgAAABw2yhxYnb79u365JNPdOzYMeXk5NgdW758+S0HBgCohKgExO3Oy8vaVzY8XKpa1f5YVhabgwEAAAC3EZeSPGnZsmXq2LGj9u/fr88//1y5ubnav3+/NmzYIF9fX0fHCACoDAoqASdPln75xdnRAM5jMll7yl7dvsDbWwoMvDwWGSnt2mW9mc1lHycAAACAUlWixOzUqVM1c+ZMrV69Wu7u7po9e7YOHDigQYMG6Y477nB0jACAyoBKQMDKZLJu9HVlYjYhoei54eHWW8Fxs9n6XBK1AAAAQIVXolYGP//8s3r16iVJMhqNysrKksFg0HPPPaf7779fk4vadRgAcHsym623gt3nJWsl4M6d1vsFvTeB21lMjPW/iwsXit8cjP6zAAAAQKVSoopZf39//f7775Kk2rVra+/evZKks2fP6vz5846LDgBQ8SUk2CdlC1xdCQjczkwmqWNHqX37y2MFm4O1bl144zCqzgEAAIAKr0SJ2c6dO2vdunWSpEGDBmn06NEaMWKEBg8erG7dujk0QABABRcTY62O/eP/G5KslYA7d1pvMTHOiw0obwo2B5Mubw5mNlv7zN5I/1laHQAAAAAVRolaGcydO1cXL16UJE2YMEFubm7avHmzBgwYoIkTJzo0QABABVfQquDKar+CSkAAhV29OVhCgnXTvKsVVKJPmmRNxkrWhOzkyVLfvrQ6AAAAAMq5m07MXrp0SatWrVJUVJQkycXFRePHj9f48eMdHhwAoBIpqAQMD79cCQigsILNwQrExFgTrWfOXLv/bFbW5WTtmTNlGTEAAACAErjpxGyVKlX01FNP6cCBA6URDwCgMru6EhDA9V25QV7BHzciIi5XnZvNkre3/XPYYA8AAAAo90rUY7Zt27bavXu3o2MBAFR2BZWAJIkAxyluAz022AMAAADKtRL1mB01apTGjRunEydOKDw8XF5eXnbHW7Ro4ZDgAAAAcIWiqs5jYqwVshcuFN/qAAAAAEC5U6LE7MMPPyxJevbZZ21jBoNBFotFBoNBeXl5jokOAAAAl13df7ZgjA32AAAAgAqnRInZI0eOODoOAAAA3IrrbbBnNlvbGsTEUEULAAAAlAMlSszeeeedjo4DAAAAt6q4DfaysqTgYOv9yEgSswAAAEA5UKLE7MqVK4scNxgM8vDwUGhoqOrVq3dLgQEAAOAmFdXqQLJvc3DhQpmFAwAAAKB4JUrM9u/f39ZT9kpX9pnt1KmTVqxYoerVqzskUAAAANwks9l6Cw+/PBYZaW15IF3uTwsAAACgzLmU5Enr1q3Tvffeq3Xr1ikjI0MZGRlat26d2rRpo9WrV+u7775TWlqaYmNjHR0vAKA8M5ut1Xpms7MjASBZe8pemZQtEB5uvSUklH1MAAAAACSVMDE7evRozZgxQ926dVO1atVUrVo1devWTdOnT9fzzz+vjh07atasWVq3bt0tBXfp0iX99a9/Vb169VS1alXVr19ff/vb35Sfn2+bY7FYFBcXp+DgYFWtWlURERHat2+f3Xmys7P1zDPPqEaNGvLy8lLfvn114sQJuznp6emKjo6Wr6+vfH19FR0drbNnz95S/ABwWynoYTl5svTLL86OBoBk3ehr507pyt/J4uOtYzt3Wo8DAAAAcIoSJWZ//vln+fj4FBr38fHRL3/8Y7xBgwb67bffbim4N998U++++67mzp2rAwcOaNq0aXrrrbc0Z84c25xp06ZpxowZmjt3rrZv366goCBFRkbq999/t80ZM2aMPv/8cy1btkybN2/WuXPn1Lt3b+Xl5dnmDBkyRElJSVqzZo3WrFmjpKQkRUdH31L8AHBboYclUP6YTFLr1lL37pfbF0REWMdat6aNAQAAAOBEJeoxGx4erueff17//Oc/VbNmTUlSamqqxo8fr3vvvVeS9NNPP6lOnTq3FNyWLVvUr18/9erVS5JUt25dLV26VDt27JBkrZadNWuWXn75ZQ0YMECStHDhQgUGBuqjjz5STEyMMjIy9MEHH2jRokXq3r27JGnx4sUKCQnR119/raioKB04cEBr1qzR1q1b1bZtW0nSe++9p/bt2+vgwYNq1KhRkfFlZ2crOzvb9jgzM9P6NTtTyi7yKajAMrMz7b4CjlAZ1pXBnCxDcrK823e5PBgZqXNbvpUkWYKCZDEFOSm6209lWFMoHS455+Qt6VzOOeUXsT4M5mS5vz9fOU8+Vui/WdYVSgPrCo7GmkJpYF3B0VhTld/NfG8Nlqt38LoBBw8eVL9+/XTkyBGFhITIYDDo2LFjql+/vr744gs1bNhQK1as0O+//35LVadvvPGG3n33Xa1du1YNGzbUnj171KNHD82aNUuDBw/WL7/8orvuuku7du1SWFiY7Xn9+vWTn5+fFi5cqA0bNqhbt246c+aM3UZkLVu2VP/+/TV58mR9+OGHGjt2bKHWBX5+fpo5c6Yee+yxIuOLi4vT5MmTCx94UZJHiV82AFQok76R4r4t/nhcF2ly17KLB0DRgn6XYnZICfdIydUKHw87Je2aJ7UeKe0OLvv4AAAAgErhoqQ3pIyMjCI7DlypRBWzjRo10oEDB/TVV1/p0KFDslgsuvvuuxUZGSkXF2t3hP79+5fk1HZeeOEFZWRk6O6775arq6vy8vI0ZcoUDR48WJKUnJwsSQoMDLR7XmBgoH799VfbHHd3d7ukbMGcgucnJyerVq1aha5fq1Yt25yiTJgwQWPHjrU9zszMVEhIiI6PPX7dNx4VT2Z2pkJmhuj4c8flY+T7C8eoDOvKMCxZ55KTpTPp8u7VX5J04c0pyruvkyRpXFCQxlIxW2Yqw5pC6Rp79UBWlpR1Xj53hEqSvuu3Qvnd7P+awrpCaWBdwdFYUygNrCs4Gmuq8svMzFTIGyE3NLdEiVlJMhgM6tmzpyIiImQ0GmUwGEp6qmL961//0uLFi/XRRx+padOmSkpK0pgxYxQcHKxhw4bZxXIli8Vy3XiunlPU/Oudx2g0ymg0Fhr3MfrwH1clxvcXpaFCr6u6PlLdhnY9Zqt27CK16+jEoFCh1xTKjtls3bTvCt69+l/uR2sy2fWhZV2hNLCu4GisKZQG1hUcjTVViRVOFRarRJt/5efn69VXX1Xt2rXl7e2tI0eOSJImTpyoDz74oCSnLNLzzz+vF198UX/+85/VvHlzRUdH67nnntPrr78uSQoKslZgXV3VmpKSYquiDQoKUk5OjtLT06855/Tp04Wun5qaWqgaFwBQDC+vy8mcqlWdGwuAG5OQUPR4eLj1VtxxAAAAALesRInZ1157TQsWLNC0adPk7u5uG2/evLnef/99hwV3/vx5W2uEAq6ursrPz5ck1atXT0FBQVq3bp3teE5Ojr799lt16NBBknWjMjc3N7s5ZrNZe/futc1p3769MjIy9P3339vmbNu2TRkZGbY5AIAbYDJJkyax0ztQUcTESJs3S1f8nqT4eOsfWXbutB4HAAAAUCpK1Mrgn//8p+bNm6du3brpL3/5i228RYsW+vHHHx0WXJ8+fTRlyhTdcccdatq0qXbv3q0ZM2bo8ccfl2RtPzBmzBhNnTpVDRo0UIMGDTR16lR5enpqyJAhkiRfX1898cQTGjdunAICAuTv76/Y2Fg1b95c3bt3lyQ1btxYPXv21IgRI5TwR2XIyJEj1bt3bzVq1MhhrwcAKj2TSYqLc3YUAG5UQauCK1qRqG1bqXVr58UEAAAA3CZKlJg9efKkQkNDC43n5+crNzf3loMqMGfOHE2cOFGjRo1SSkqKgoODFRMTo1deecU2Z/z48bpw4YJGjRql9PR0tW3bVmvXrlW1ape3G545c6aqVKmiQYMG6cKFC+rWrZsWLFggV1dX25wlS5bo2WefVY8ePSRJffv21dy5cx32WgAAAMqtglYk4eG0IgEAAADKSIkSs02bNtWmTZt055132o1/8sknCgsLc0hgklStWjXNmjVLs2bNKnaOwWBQXFyc4q5RoeXh4aE5c+Zozpw5xc7x9/fX4sWLbyFaAACACuwarUgM5mRN+kYyDEu2bvgHAAAA4JaVKDE7adIkRUdH6+TJk8rPz9fy5ct18OBB/fOf/9Tq1asdHSMAAABK2zVakRiSkxX3rXQuOVmq27Bs4wIAAAAqqRJt/tWnTx/961//0r///W8ZDAa98sorOnDggFatWqXIyEhHxwgAAABnSUmRd/su1vtn0p0bCwAAAFCJlKhiVpKioqIUFRXlyFgAABWB2SwlJFh3ay/iI88AKgmz2XoLD7cNeffqb+1FK13eOAwAAABAiZSoYrZ+/fpKS0srNH727FnVr1//loMCAJRTWVlScLA0ebL0yy/OjgZAaUpIsEvK2oSHW28JCWUfEwAAAFCJlKhi9ujRo8rLyys0np2drZMnT95yUACAcior6/L9CxecFweA0hcTI/XtK505I/3RqurCm1NUtXtP63GqZQEAAIBbclOJ2ZUrV9ruf/XVV/L19bU9zsvL0/r161W3bl2HBQcAKCeK+EizIiP5SDNQmV3x3/W5Ld/Ku30X5d3XSWrd2smBAQAAAJXDTSVm+/fvL0kyGAwaNmyY3TE3NzfVrVtX8fHxDgsOAFBOJCRY2xdcrSBRO2lSsbu5A7gN0HsaAAAAuGk3lZjNz8+XJNWrV0/bt29XjRo1SiUoAEA5U8RHmhUfL0VEWO+TiAEqNUtQkOK6SOOCgoqeYDZb/3jTty8/DwAAAIAbVKIes0eOHHF0HACA8uzKVgU7d1orZSMi+EgzcJuwmII0uas01nRVYjYry3orqJ4/c6bsgwMAAAAqqBIlZiVp/fr1Wr9+vVJSUmyVtAU+/PDDWw4MAAAA5ZjZLAUH24/RexoAAAC4YS4ledLkyZPVo0cPrV+/Xr/99pvS09PtbgCASsxksvaUJeEC3N4SEooeDw+33oo7DgAAAEBSCStm3333XS1YsEDR0dGOjgcAUN6ZTGz0BcDaezoyUrpwgd7TAAAAQAmUKDGbk5OjDh06ODoWAAAAVBQFrQqysi6PtW1L72kAAADgBpWolcGTTz6pjz76yNGxAADKA7PZWhFrNjs7EgAVgZfX5b6yVas6NxYAAACgAilRxezFixc1b948ff3112rRooXc3Nzsjs+YMcMhwQEAylhW1uXNfCIj+SgygBtD72kAAADgppUoMfvDDz+oVatWkqS9e/c6Mh4AgDNd+ZHkCxecFweAioXe0wAAAMBNK1Fi9ptvvnF0HAAAZzKbrbfw8MtjkZGXP55c0EsSAG6W2SwlJFg3C+PnCAAAAGBzU4nZAQMGXHeOwWDQZ599VuKAAABOkJAgTZ5ceLwgUTtpEtVwAG4e7VEAAACAYt1UYtbX17e04gAAOFNMjNS3r3TmjDV5Iknx8VJEhPU+yRQAJUF7FAAAAKBYN5WYnT9/fmnFAQBwpitbFezcaa2UjYiQWrd2algAKijaowAAAADX5eLsAAAAAFDJJCTYJ2ULhIdbbwkJZR8TAAAAUM6UaPMvAEAlZjJZe8pSzQagpGiPAgAAAFwXiVkAgD2TiY2+ANwa2qMAAAAA10UrAwAAAAAAAAAoYyRmAQAAUHqu1R7FbLZW6JvNZR4WAAAA4Gy0MgCA25HZbN18JyaGXo8ASldx7VGysqTgYOv9yEh+FgEAAOC2Q8UsANyOzGZp8mSq1AA4T1bW5fsXLtg/BgAAAG4DJGYB4HaTkmLdiEey7pgOAGXJbJZ27ZICAy+PRUZK3t7Wcf5gBAAAgNsEiVkAuF0UlwzZtYtkCICyk5Bw+Y9DVwsPtx4HAAAAbgMkZgHgdlFcMiQ8nGQIgLITEyPt3CmtW3d5LD5e2rzZOh4T47zYAAAAgDLE5l8AcLuIiZH69rW2L4iMtI7Fx0sREdb7bLwDoCyYTJd/3uzcaf3DUESE1Lq1U8MCAAAAyhqJWQC4XZAMAQAAAACg3KCVAQAAAJzDZJImTSq+Yt9sluLi6IENAACASonELADcjq6XDAGAsmAyWROv10rMTp5MYhYAAACVEq0MAOB2VJAMAYDyKiXl8oaFZ844NxYAAACgFJCYBQAAQPlhNltvBUlZybph4c6d1vtX9ssGAAAAKrBy38rg5MmTevTRRxUQECBPT0+1atVKOwt+MZdksVgUFxen4OBgVa1aVREREdq3b5/dObKzs/XMM8+oRo0a8vLyUt++fXXixAm7Oenp6YqOjpavr698fX0VHR2ts2fPlsVLBAAAQIGEBPukbIHwcOstIaHsYwIAAABKQblOzKanp6tjx45yc3PTf/7zH+3fv1/x8fHy8/OzzZk2bZpmzJihuXPnavv27QoKClJkZKR+//1325wxY8bo888/17Jly7R582adO3dOvXv3Vl5enm3OkCFDlJSUpDVr1mjNmjVKSkpSdHR0Wb5cAAAAxMRYq2PXrbs8Fh9vHdu503ocAAAAqATKdSuDN998UyEhIZo/f75trG7durb7FotFs2bN0ssvv6wBAwZIkhYuXKjAwEB99NFHiomJUUZGhj744AMtWrRI3bt3lyQtXrxYISEh+vrrrxUVFaUDBw5ozZo12rp1q9q2bStJeu+999S+fXsdPHhQjRo1KrsXDQCOYDZbq8piYvjIL4CKpaBVQVbW5bG2baXWrZ0XEwAAAFAKynViduXKlYqKitJDDz2kb7/9VrVr19aoUaM0YsQISdKRI0eUnJysHj162J5jNBrVpUsXJSYmKiYmRjt37lRubq7dnODgYDVr1kyJiYmKiorSli1b5Ovra0vKSlK7du3k6+urxMTEYhOz2dnZys7Otj3OzMy0fs3OlLKLfAoqsMzsTLuvgCOU1rpy+fUneU+erHM971e+v5dDz43yjZ9VKA1OWVdVJJct38q7fRedc81TPmu60uHnFRyNNYXSwLqCo7GmKr+b+d6W68TsL7/8onfeeUdjx47VSy+9pO+//17PPvusjEajhg4dquTkZElSYGCg3fMCAwP166+/SpKSk5Pl7u6u6tWrF5pT8Pzk5GTVqlWr0PVr1aplm1OU119/XZMnTy40HjIjRPK4udeKiiNkZoizQ0Al5Mh1VeOclDrder/fP7pow10OOzUqEH5WoTSU9boK+l2K6SIlfNpFyV+V6aVRhvh5BUdjTaE0sK7gaKypSuzijU8t14nZ/Px83XPPPZo6daokKSwsTPv27dM777yjoUOH2uYZDAa751kslkJjV7t6TlHzr3eeCRMmaOzYsbbHmZmZCgkJ0fGxx+Xj43PtF4cKJzM7UyEzQ3T8uePyMfL9hWM4cl0ZzMkyJCfLu30X29j6RdK5Ld9KkixBQbKYgm7pGij/+FmF0uDsdTX2+lNQATl7XaHyYU2hNLCu4GisqcovMzNTIW/cWOK9XCdmTSaTmjRpYjfWuHFjffbZZ5KkoCBrgiE5OVmmK3oopqSk2Kpog4KClJOTo/T0dLuq2ZSUFHXo0ME25/Tp04Wun5qaWqga90pGo1FGo7HQuI/Rh/+4KjG+vygNDllXC2ZIRVTx2xK1kyZJcXG3dg1UGPysQmlgXaE0sK7gaKwplAbWFRyNNVWJFU4VFsul9KK4dR07dtTBgwftxg4dOqQ777xTklSvXj0FBQVp3RW79ubk5Ojbb7+1JV3Dw8Pl5uZmN8dsNmvv3r22Oe3bt1dGRoa+//5725xt27YpIyPDNgcAyj12MgdwOzGbrX9sMpudHQkAAABQIuW6Yva5555Thw4dNHXqVA0aNEjff/+95s2bp3nz5kmyth8YM2aMpk6dqgYNGqhBgwaaOnWqPD09NWTIEEmSr6+vnnjiCY0bN04BAQHy9/dXbGysmjdvru7du0uyVuH27NlTI0aMUEJCgiRp5MiR6t27d7EbfwFAuVOwk7lkTcSGh0sREexkDqByMputnxLo2/fyzz4AAACgAinXidl7771Xn3/+uSZMmKC//e1vqlevnmbNmqVHHnnENmf8+PG6cOGCRo0apfT0dLVt21Zr165VtWrVbHNmzpypKlWqaNCgQbpw4YK6deumBQsWyNXV1TZnyZIlevbZZ9WjRw9JUt++fTV37tyye7EAAAC4MSkp1j8+SdKZM1JWluTl5dyYAAAAgJtUrhOzktS7d2/17t272OMGg0FxcXGKu0bfRA8PD82ZM0dz5swpdo6/v78WL158K6ECQPlhMll7ylJFBqAyMZutt4KkrCRFRlq/7txp/8kBAAAAoJwr1z1mAQAlZDJZey+SoABQmSQk2CdlrxQebj0OAAAAVBDlvmIWAAAAkGTdxLBvX2v7goJK2fh4qW1bqWpV/hgFAACACoXELAAAACqGglYFWVmXx9q2lTp2dF5MAAAAQAnRygAAAAAVi5eXtaesZK2UBQAAACogErMAAACoeNjkEAAAABUcrQwAAABQ8RRscggAAABUUFTMAkBFZTZbkxJms7MjAQAAAAAAN4nELABUVGazNHkyiVkAAAAAACogErMAUBGlpEjh4db7Z844NxYAAAAAAHDT6DELABWJ2Wy9FSRlJSky8vLu5CYTG+EAAAAAAFABUDELABVJQoJ9UrZAeLj1lpBQ9jEBAAAAAICbRmIWACqSmBhrdey6dZfH4uOtYzt3Wo8DANggEQAAAOUerQwAoCK5slXBzp3WKtmICKl1a6eGBQDlSlaWFBxsvR8ZSYsXAAAAlEtUzAIAAKByycq6fP/CBefFAQAAAFwDFbMAUFGZTNKkSVSCAUABNkgEAABABULFLABUVCaTtX8iSQYAsGKDRAAAAFQgVMwCAACgcoiJkfr2lc6csVbKStYNEiMirPf5QxYAAADKERKzAAAAqBzYIBEAAAAVCK0MAAAAAAAAAKCMkZgFAABA5cMGiQAAACjnaGUAAACAyqdgg0QAAACgnKJiFgAAALcXs9matDWbnR0JAAAAbmMkZgEAAHB7MZulyZNJzAIAAMCpSMwCAADg9pGSIoWHW++fOSNlZTk3HgAAANy2SMwCAACg8jObpV27pMDAy2ORkZK3t3X8yupZWh0AAACgDJCYBYDyisQAADhOQsLlStmrhYdbjxe4VqsDfjYDAADAQUjMAkB5RQ9EAHCcmBhp505p3brLY/Hx0ubN1vGYGOvY1a0OrsbPZgAAADhIFWcHAAAowvUSAwCAm2MyWW+SNREbHi5FREitW1vHClodXFlVGxlpnVvwfFfXwv1pvbzK7CUAAACgcqFiFgDKk+J6IO7aVbgHIgDAcYprdRAebr3FxdGfFgAAAA5FYhYAypPrJQau7IEIACgZk0maNOlyBa1UfKuDnTulkSOlefOKPtfN9KcFAAAArkArAwAoT2JipL59rR+RjYy0jsXHWz9uK9knEQAAJWMyWatarx4rrtVBXJz15/PVP5vbtpWqVr38PNrQAPj/7d1/dFT1nf/x14SQEBISQCQzKVlERcpvJVgaiRAlAbbSQD1b3cXij9oaF0IbUVt/1CXp1wp1RahmQbBWPaAHT08V3eNuIFSMUkUxYwq6iLayEnVi+H4DCcQYkNzvH9eZzO/Jj5nJTOb5OCdnkns/n8md8Gbu577nc98fAAB6gMQsAMSSUDUQAQDRF476tHywBgAAAC+UMgAAAADc+St1EAxlaAAAANALzJgFgFjV08QAACA8/JU6cN/nrz4tZWgAAADQQyRmASBWBUsMAAD6R0/r07pzOMzZs6WlJGsBAABAKQMAAAAgKhwOqbLSfAQAAEDCIzELAAAAhEugMjRNTV11aJubo39cAAAAiDlxlZhds2aNLBaLysvLXdsMw1BFRYVycnKUlpamwsJCvf/++x79Ojo6tHLlSo0aNUrp6ekqKSnRp59+6tHm+PHjWrZsmbKyspSVlaVly5bpxIkTUXhVAAAAGDCcpQ6ciVmHQ7LbpezsrjbFxeY2u53ZswAAAAksbhKz+/fv15YtWzRt2jSP7Q8++KAefvhhVVVVaf/+/bJarSouLtbJkyddbcrLy/XCCy9o+/bt2rt3r06dOqVFixbp7NmzrjZLly5VfX29qqurVV1drfr6ei1btixqrw8AAAAD0ObNXTNl3eXlmV+bN0f/mAAAABAT4mLxr1OnTum6667T448/rvvvv9+13TAMbdiwQffee6+uvvpqSdLTTz+t7OxsPfvssyotLVVLS4ueeOIJbd26VUVFRZKkbdu2KTc3V7t379aCBQt06NAhVVdXa9++fZo1a5Yk6fHHH1d+fr4OHz6sCRMm+D2ujo4OdXR0uH5ubW01HztapQ6/XRDHWjtaPR6BcCCuEG7EFCKBuOo9y41LZVl4pdR8XBlXLZEktf/2Nzo7p0CSZFitMhL070pcIdyIKUQCcYVwI6YGvp7821oMwzAieCxhccMNN2jkyJFav369CgsLdfHFF2vDhg36+OOPdcEFF8hut+uSSy5xtV+8eLGGDx+up59+Wq+88ormzZun5uZmjRgxwtVm+vTpWrJkiSorK/WHP/xBq1at8ildMHz4cK1fv1433XST3+OqqKhQZWWl7467JA0JxysHAADAQHHJ55J9izTjFundnP4+GgAAAETEV5LWSi0tLcrMzAzaNOZnzG7fvl12u1379+/32dfY2ChJynav2fXNz5988omrTUpKikdS1tnG2b+xsVGjR4/2ef7Ro0e72vhz9913a9WqVa6fW1tblZubq4ZVDSH/8Ig/rR2tyl2fq4bbGpSZyr8vwoO4QrgRU4gE4io8kt6tl7bM1Ws31arzkov7+3D6HXGFcCOmEAnEFcKNmBr4Wltblbs2t1ttYzox29DQoJ///OfatWuXhgwJPAXVYrF4/GwYhs82b95t/LUP9TypqalKTU312Z6Zmsl/rgGMf19EAnGFcCOmEAnEVR+NHS+tXq2MseMl/o4uxBXCjZhCJBBXCDdiagDzTRUGFNOLf9XV1ampqUl5eXlKTk5WcnKyamtr9cgjjyg5Odk1U9Z7VmtTU5Nrn9Vq1enTp3X8+PGgbb744guf33/s2DGf2bgAEE4WR6NW7zEfAQADnM0mVVSYj/44HOZ+hyOaRwUAAIB+EtOJ2Xnz5ungwYOqr693fc2cOVPXXXed6uvrdf7558tqtaqmpsbV5/Tp06qtrdVll10mScrLy9PgwYM92jgcDr333nuuNvn5+WppadHbb7/tavPWW2+ppaXF1QYAIsHS2KiKWvMRAJDgHA6pspLELAAAQIKI6VIGw4YN05QpUzy2paen65xzznFtLy8v1wMPPKDx48dr/PjxeuCBBzR06FAtXbpUkpSVlaWbb75Zt99+u8455xyNHDlSd9xxh6ZOnaqioiJJ0sSJE7Vw4UL99Kc/1ebNmyVJt9xyixYtWqQJEyZE8RUDSChNTcrIn2t+33w8eFsAwMDW1CTl5ZnfNzf377EAAAAgKmI6Mdsdv/jFL9Te3q7ly5fr+PHjmjVrlnbt2qVhw4a52qxfv17Jycm65ppr1N7ernnz5umpp57SoEGDXG2eeeYZ/exnP9P8+fMlSSUlJaqqqor66wGQABwO88t5AS4p46olUl2d+YPNFvg2VwDAwOLnnKDiYs4JAAAACSDuErOvvvqqx88Wi0UVFRWqqKgI2GfIkCF69NFH9eijjwZsM3LkSG3bti1MRwkAQWzebN6q6s15Ub56tVljEAAw8HFOAAAASFhxl5gFgLhXWiqVlJi3qhYXS5Laf/sbpRUtNPczMwoAEoefc4LWrZMKC83vOScAAAAMWCRmASDa3G5LPfVmrTLy5+rsnAJpxox+PjAAQNS5lyqoqzNnyhYWck4AAABIAEn9fQAAAAAAAAAAkGhIzAJAPzKsVlXMNR8BAAnOZjNrylK+AAAAICGQmAWAfmTYrKq8wnwEACQ4m81c6MtfYtbhMPc5HNE+KgAAAEQIiVkAAAAg1jkcUmUliVkAAIABhMQsAAAAEMuamsxFwSSpubl/jwUAAABhQ2IWACKJW08BAL3lcEh2u5Sd3bWtuNjcZrdzbgEAAIhzJGYBIJK49RQA0FubN3fNlHWXl2d+bd4c/WMCAABA2CT39wEAwIDFracAgL4oLZVKSqT2dqm+Xiork6qqpPx8c7+/RcIAAAAQN0jMAkC4ORzml/ssp+Jiqa7O/N5m42IaABCa+/kiLc18zM+XZszov2MCAABA2FDKAADCjVtPAQDRRk1zAACAuENiFgDCrbTUnB1bU9O1bd06c1tdnbkfAICesNmk1asD33FBTXMAAIC4QykDAAg391tP6+rMWbKFhdx6CgDoPZvNnBHrDzXNAQAA4hIzZgGgr7h9FADQHxwOyW6XsrO7thUXm9vs9q7zEucpAACAmERiFgD6Ktjto6FuPQUAoLe6W9OcMgcAAAAxiVIGANAXoW4fDXbrKQAAfVFaKpWUmOef4mJz27p1ZvkcyTwHdafMgcNhJnFLS/kgEQAAIIqYMQsAvdHd20cBAIgUm82sX15UZNY0l7pqmtts5rmoO+cpZtQCAAD0CxKzANAb3b19FACA/tDd8xQLhwEAAPQbShkAQG905/ZRAACixbumeajzVFKSOXPWPXlbXNw189Zm41wGAAAQYSRmAaA33C9Y6+rMC1vn7aMAAESbd03zUOepigqzfIE3Z6J29WpqpAMAAEQYpQwAIBSHw7w4pfYeAGCgKC01E7Y1NV3b1q0zt9XVmfsBAAAQUSRmASCUUIuieN8+CgBALPF3ngq2cJhz8TCJDycBAAAiiMQsAATjvShKW5tvG+ftoyRmAQCxqC/nqVAfTgIAAKDXSMwCgD8Oh7koSnZ217biYikjw9zOBSoAYKAIdOeH94eTAAAACCsSswDgz+bNnitVu8vLM/cDADAQeM+oDfThpN3Oh5MAAABhRGIWAPwJtCjK3r0sigIAGNgCfTiZl8eHkwAAAGGU3N8HAAAxyWbrmjlUV2deiDoXRQEAYCArLZVKSszyBcXF5rZ168zzoERNdQAAgDBhxiwASKw6DQCAk81mfhBZVGR+OCl1fTg5Y4ZnYpbzJwAAQK+RmAUAKfiq04EWRQEAINEFO38CAAAgKEoZAECoVaedi6IAAJBogn04Ger8CQAAgKBIzAJIXA6H+eW+wElxcddtm+51ZgEASET+Ppzk/AkAABAWlDIAkLhYdRoAgJ7j/AkAABAWzJgFkLicq063t0v19VJZmVRVJeXnm/uZ7QMAgC/n+bO52ZwpK0nr1pkLhEld50+Hw0zSlpZyTgUAAPCDxCyAxOV+q2VamvmYn2+uOA0AAPxzP3/W1ZmzZAsLPc+fbW1STo75fXExiVkAAAA/KGUAAAAAILza2rq+b2/vv+MAAACIYSRmAUAKvuo0AADwz/v86XBIdruUnd3VprjY3Ga3m/u/YXE0avUe8xEAACARxXRids2aNbr00ks1bNgwjR49WkuWLNHhw4c92hiGoYqKCuXk5CgtLU2FhYV6//33Pdp0dHRo5cqVGjVqlNLT01VSUqJPP/3Uo83x48e1bNkyZWVlKSsrS8uWLdOJEyci/RIBRIvDYa4q7XZB6MG56jSJWQAAus/7/NmDhcEsjY2qqDUfAQAAElFMJ2Zra2u1YsUK7du3TzU1Nfr66681f/58tbndGvXggw/q4YcfVlVVlfbv3y+r1ari4mKdPHnS1aa8vFwvvPCCtm/frr179+rUqVNatGiRzp4962qzdOlS1dfXq7q6WtXV1aqvr9eyZcui+noBRJDDIVVWBk7MAgCAvistNevO1tR0bVu3ztxWV2fub2uTmpqUkT/X3N98vH+OFQAAoJ/F9OJf1dXVHj8/+eSTGj16tOrq6jRnzhwZhqENGzbo3nvv1dVXXy1Jevrpp5Wdna1nn31WpaWlamlp0RNPPKGtW7eqqKhIkrRt2zbl5uZq9+7dWrBggQ4dOqTq6mrt27dPs2bNkiQ9/vjjys/P1+HDhzVhwgS/x9fR0aGOjg7Xz62treZjR6vU4bcL4lhrR6vHI+JI0zFlfjN751RjgzqbbVJ6ej8flIm4QrgRU4gE4grdNjJdGnmhJCnpzVpl5M/VqctmqnOyuc3iaNSwjByPLhlXLdGpN2slSYbVKsNmlcXRqJTfP6nTP7lJhs0a3deAuMV7FSKBuEK4EVMDX0/+bS2GYRgRPJaw+tvf/qbx48fr4MGDmjJlij7++GNdcMEFstvtuuSSS1ztFi9erOHDh+vpp5/WK6+8onnz5qm5uVkjRoxwtZk+fbqWLFmiyspK/eEPf9CqVat8ShcMHz5c69ev10033eT3eCoqKlRZWem74y5JQ8LxigH0hfWkZDsp2bf47ptxi+QYJjUOi/5xAQCQCC753DwHz7hFevebXOzqPVJFbeA+FXOlyiv89wUAAIgLX0laK7W0tCgzMzNo05ieMevOMAytWrVKBQUFmjJliiSp8Zt6VNnuiwt88/Mnn3ziapOSkuKRlHW2cfZvbGzU6NGjfX7n6NGjXW38ufvuu7Vq1SrXz62trcrNzVXDqoaQf3jEn9aOVuWuz1XDbQ3KTOXfNx6k/p81Sl231u8++xap49671HHX3VE+Kk/EFcKNmEIkEFfoDYujUR3nPqlat1mvlhsaderIEan9K2VctUSSdOI39yn5SvPOttutVq0aNEiZ/2DOsH1t8Q51zruiX44f8Yf3KkQCcYVwI6YGvtbWVuWuze1W27hJzJaVlenAgQPau3evzz6LxeLxs2EYPtu8ebfx1z7U86Smpio1NdVne2ZqJv+5BjD+fePIip9JV/9Qam42V4SWzDp3s2ZJaWlKtdmUGiP/lsQVwo2YQiQQV+iR8zKl+9co1XvbeReZdWa/kZw/WxnfnWPWgXc4PBYPy7hqiVmbVjIXGHMuMuZwmAuJlZaycCd88F6FSCCuEG7E1ADmmyoMKKYX/3JauXKlXnrpJe3Zs0djxoxxbbdazU/evWe1NjU1uWbRWq1WnT59WsePHw/a5osvvvD5vceOHfOZjQsgjths0owZUlFR10VdYaE0e7a5nQs5AAD6R3q6q66s0tLMx82bPZKyLnl55tfmzV3bWNQTAAAMADGdmDUMQ2VlZXr++ef1yiuvaNy4cR77x40bJ6vVqhq3VV9Pnz6t2tpaXXbZZZKkvLw8DR482KONw+HQe++952qTn5+vlpYWvf322642b731llpaWlxtAAAAAISPYbWqYq75KMmc/VpXJ7mN27Vunbmtrs7c39YmNTV1JXCbm6N/4AAAAGES06UMVqxYoWeffVYvvviihg0b5poZm5WVpbS0NFksFpWXl+uBBx7Q+PHjNX78eD3wwAMaOnSoli5d6mp788036/bbb9c555yjkSNH6o477tDUqVNVVGTWspo4caIWLlyon/70p9r8zSfxt9xyixYtWqQJEyb0z4sH0HPBbmu02aTVq5klCwBAjDBsVlVeIa36pv6sR6mCujoz+VpYaN7lIpnn+YwMzycpLvZf6gAAACAOxPSM2U2bNqmlpUWFhYWy2Wyur+eee87V5he/+IXKy8u1fPlyzZw5U5999pl27dqlYcO6llpfv369lixZomuuuUazZ8/W0KFD9Z//+Z8aNGiQq80zzzyjqVOnav78+Zo/f76mTZumrVu3RvX1AuijYLc12mxSRQUXbAAAxCv3UgbuvEsdOBzmOZ8yBwAAIMbF9IxZwzBCtrFYLKqoqFBFRUXANkOGDNGjjz6qRx99NGCbkSNHatu2bb05TACxoK1Nam83v3c+AgCA+OTvTpfSUnOGbHu756KehYVdfaSuD2pLSvhAFgAAxLSYTswCQEh+VnBWQQG3NQIAEM+cd7p4bwtW6kDig1oAABBXYrqUAQCE1JMVnAEAwMDkcEh2u1mDtqDA3FZQYG6z2ylrAAAAYhKJWQDxzbmC8969UlWVua2qynMFZwAAMLB4lzroyQe11KAFAAAxglIGAOKb+22NaWnmY36+522NAABgYPEudVBaataUbW4OXn9WogYtAACIGSRmAcQPh8Oc8VJayoUUAADo0t36sxI1aAEAQMyglAGA+OGc4RLo1kN/KzgDAAA4HGb92VA1aClzAAAAoojELID44L3KsnPWizvnbY0kZgEASFz+PqgNtBiodw3aUB8CAwAAhBGlDADENofD/HJf0MM506WuzvPWRQAAAO/6s5JZBqm42PxwN1ANWu8Pgf2hrBIAAAgjZswCiG2BVlmWfFdZBgAA8Mdmk2bPloqKzA92pa4atDZbV6mDYGUOJGbUAgCAsCIxCyC2lZaaF1B790pVVea2qirz57o6cz8AAEBvBfoQ2L3MQVtb92bUAgAA9AClDADEFu9bBN1LFaSlmY/5+Z6rLAMAAHSXdw3a0lKppERqbvZf5iApyZxN666goGvmrXOsQpkDAADQQ8yYBRBbuEUQAABEkvdioTab+YGvvzIHM2ZIO3b4fx4WDgMAAH3EjFkAsaOpqetWwuZm3/3+VlkGAACIpO4sHBZqDMNsWgAA4AeJWQD9z+Ewv9zruxUX+94i6G+VZQAAgHDx9yGwe1mlujpzvOKcUdvdMYxzNm1JCYlZAADgQikDANHlcJjJVffb/Lqz6AYAAECkeZc5CKU7Yxjv2bRtbb7t/Y2PAADAgMeMWQDR5W/GiHPRjfZ2qb5eKiuTqqrMRb4kZpYAAIDYEGjhMH9jmGPHzDbZ2V39naUQ6uo8Z+IyoxYAgITEjFkA0dPWZl64SOajc8aIc9GN2bO7krH5+V2LbnCBAgAAYkGghcP8jWHefFNauND/87jfEdSd+rTMpgUAYEBixiyAyPNXf62gwHz0njECAAAwEDhn0zY3ey4aNmuWlJYmJSVJdjv1aQEASGDMmAUQeYHqr0m+NWT9LboBAAAQ67zHMM7ZtEVFXcnWwkJzdu2MGdKOHaHr0wa628gdM2oBAIhbJGYBhJ/3BUJpqXlBUlPT1WbdOmnvXnN7aWnX9p4uugEAABALejqGCTQ+qquTqqvNkggZGV13GRUUmD/b7Z5JWOeMWn+J2VBJW5K6AAD0KxKzAMLP+wIh1IwRkrAAAGAg83dHUKDxUbjr0wZK2obaT9IWAICIo8YsgPAKdYEAAACQaJyzabsrHPVpBw3yHJO1tUnp6V3tvcskeKO2LQAAEUdiFkB4+Fvgy98CFtSQBQAA8OSvPq3z+7o6c3zlnE0rmUneykrf53GOw265RdqypWu7M7lbV2cmdTs7fRdldR+zZWb61rZ1T+pK5rhv82Yzicy4DgCAXqGUAYDe8b69LdACX+4LWEjUkAUAAPDW2/q0e/dKVVXmtqoqc5t3UtZdXp5UXh58zFZREfnatgAAQBKJWQC95T0YD7aAhfcCXwAAAOieYPVpZ882FwmTzMcZM8yEqL+krXPR1Q0bAo/ZQiV1w1nblsQtAACUMgDQQ21t5qN3TbJQt9wBAACg53pan9Z9TJaWZj46k7bevMdsFRXmh+nhrG3rD/VrAQCQxIxZAIH4m8ngcJi3snnf3ma3+97eBgAAgMgLZ/1+50zcoqKuZGthoTkzd8YMaceO0GUQsrO7thcX+44TuzPbltm0AIAEQWIWgH/+bkFz3r7mzV8dWRb4AgAAiLxg9WlDjcl6OmYLVroqUBkE5zjxoYfMBG2oxC1lEAAACYTELABfbW2+pQokczC+d6//hSbc68iywBcAAED/CzUm62lSN9CMWvfatoHWG5BCLxQbajatFDRxa3E0avUe8zFgX5K6AIAYQo1ZIJE5HOYguLTUHGg7HOaX+6C5oMCzbtjs2eb3oWqWAQAAIH71pbatv/UGbDbpuut869cWFkrHjpk/e8+mdR+D2mwhE7eWxkZV1EqnGhul8y7yPUZq2wIAYgwzZoFE5j3jYPPm0DMZAAAAgJ6WQQg22/bNN6WFC3379KQMQlOTMvLnmvuaj/s+F7VtAQAxiMQsMJAFGmC2tfkvV+CsGxaqVIFEHVkAAIBE1pfatt5CjUGlHi06lnHVkq6kbX09tW0BADGLUgbAQObvdi2HQ8rJ8WznXa7AZgtdqqCnt7cBAAAgMYQaJ3onbt3LIPgbgwYrg7B5c+BFxyRp7lyptjbw/tWrpeXLu1/bNp7KIHiXLQMAxBxmzALxLtisWH8LeAUqR0C5AgAAAERDTxeK7eGiY+2//U3XbNsNGwIvSlZdbSaAQ82mDTSudgo1mzbY/kj3DTQLmBnAABATSMwC8c57wOVwmAPJjAxzJqxkPjoHmEuWmLeJhSpXQKkCAAAARFsfateeetOcGXt2ToG5bcYM6eKLzcf8/K4+s2b1rLZtoHF1T8ogBEuQhrtvW1v3aupSugEA+h2JWSAW9OaT8EB1YkMt4LVjhzR7tvnlHKA6bxWbMcPzlrKezGQAAAAA+irUGLS3kwfS07tm2zrLJfS1tu3mzcFn0wYar7vvD3dfh8NMJAebBRxqBrDzeXoz2zaWZw/3MtFscTRq9R7zMWaOOUb/VgB6jsSsl40bN2rcuHEaMmSI8vLy9Prrr/f3IcWueDyR9KFv0BNyOH5vTz4Jdw64/H16n59v3pbVnQW8ACBKdu/erUmTJmn37t39fSgAgHgWJHFrWK2qmGs+BuzrXdt2xozAExbuuCNw4tZZBiHQbNr6+sDj9Z07za9I9H3oIf+v3X2htGAzgPs62zbWZg93t2+ga7W2Ng0bN0EVtZLlyJHYOuZY+1uF2j/Q+sZybiHe+iY4ErNunnvuOZWXl+vee+/Vu+++q8svv1z/+I//qKNHj/b3ocWmeD2R9LKvpbHRPCE3Bnnz7M1tRr35JDxYndiFC83bskLNiJUoVwAgKgzD0D333KNDhw7pnnvukWEY/X1IAIAByLBZVXmF+ehXb2vb+htXhyqDUF7u/zmd4/VI9ZUCly275ZbAC6U5SzeEmm0bLGnrfe3S1hZ8fyz0lYJfx7k/V/tXPXve3s6WjtW+Ulxex0esb6zlFuK5b4JL7u8DiCUPP/ywbr75Zv3kJz+RJG3YsEE7d+7Upk2btGbNmn4+uhjj7+SXnh54f7C+oZ57oPZ1OKScHM+2BQXmoOnYMfNn90GXc59k1ol1rkhbXy+VlZkDLueAsSeDzWAr5gJAGOzatUv79++XJO3fv1+7du3SggUL+vmoAABw09MJC6WlUkmJOb73Nx5PSupK6nnvd471MzLC39dm63oNzpINzmRyRYV53IGO+Zln/L9WZyLWO7FbXBz82kUy9yclSZ2dnmUhQl33RLqv82+Vmen/utbhML/c+mZctaR712q9OeZY7hvob+XOGa+9LdsRj33DlQ+Jx77e+tIXshhMW5EknT59WkOHDtUf//hH/eAHP3Bt//nPf676+nrV1tb69Ono6FBHR4fr59bWVuXm5qqhqUGZmZlROe5oszgaZWlsVEb+XJ99p96sdb2he+8/9WatLP/3/0mS0r9/tW8/KeH6Dt7+R6X+rkq90XHvXeq4727zEN6tV0b+XJ16s1adl1zs0c7iaFTK75/U6Z/cFHjmAPpVa0erctfnquG2BmWmDsz3DURXrMWUYRi6ouAKHag/oLNnz2rQoEGadvE07dm7RxaLpb8PD90Ua3GFgYG4QrhFMqaCjauDjcdD7Y+lvhZHo+t2/UEHDiqt/E61b/h3nZ31HaX8/kmlPPFUkL9QYF9fPlvJr/8l5vqe/vGNSvnDUz7bT71Z26drtVh9vX3p6+9v5X5NnDHrcp8+3b2ejqe+gfa5nrsX+YF47BuOfIhhtQ7oHEVra6tyR+eqpaUlZH6QxOw3Pv/8c33rW9/SX/7yF1122WWu7Q888ICefvppHT582KdPRUWFKisrfZ/sLklDIniw/Wj1HqnCN0ft8upYqfCT3j13ovV96LvSC5PM76c3Shv/S1r+PWnfGGnUl+b2thTffZLkGCY1DjO/v+Rzyb5FmnGL9G6O7+8BgH71N0nb/Gz/kaQLo3wsAABEQKjxeLD9kexrPSmVviNtntl17dDb32s9KdlOSmlfd//a5a9WqT1ZOmuRBhmx1bf0HanU7vu6nR76rvTsNGlEu/Tnrea22+ZLteeFvlbrzTHHct9Qf6t4vBbvS99IPW+i9a2YK1Ve0bu+ceErSWtFYrYnnInZN954Q/nOWzkk/eY3v9HWrVv1wQcf+PRJ5Bmzam/3/BR12lTzVhnnLRDe+2d9x/WJiZE+1GefpJjve6buHY2481c6/u/3a3DB5X3+ve6fEPXlk3BmxcY3Zgsh3GIpprxnyzoxazb+xFJcYeAgrhBu/RVTocbjwfZHsm9fjrm31yexNAM42P5Q17Xu12rtb/1F2XO/py9q/0tps2bH5euNyN/K/Xr6m7IAvboWj6O+Aff1MB/ikVvIm9n7XEpf8jD9nMNhxmwXasx+Y9SoURo0aJAavYovNzU1Kdu9+Lmb1NRUpaam+mzPTM0cuIPL8zKl8y4yv886V5KUdvmVZs0ib8H2x2HfU9/UaBpccLkyvjsnvL83JUOSlJGSIXnHTrB9kvlvcv8a+UYi4smAft9Av4iFmNq5c6ferXvXZ/vZs2f1bt272le7j1qzcSYW4goDD3GFcIt6TIUajwfbH8m+wYTqO3a8tHq1MsaO79n1Sahrl1jp24Pr2qQUsw5nekq6MuL19falbwLnAOIytxCPfQeiHrwxJ0XuKOJLSkqK8vLyVFNT47G9pqbGo7QBEBHBFhvo6UIEABADDMPQfffdp6Qk/0ONpKQk3XfffeLGHQAAYpBzkeCeXp+EunaJxb4hGFarKuaajzFzzDH6twLQc8yYdbNq1SotW7ZMM2fOVH5+vrZs2aKjR4/q1ltv7e9Di03xeCLpQ1/nCfl2fyfkcPzeioqe7wOAGHX69GkdPXp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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 558221.5 +- 1357.2 (error 0.2%).\n", "Left 207619.0 +- 847.5 (error 0.4%).\n", "Right 350602.5 +- 1060.0 (error 0.3%).\n", "Head 415238.0 +- 1198.6 (error 0.3%).\n", "Tail 142983.6 +- 1810.7 (error 1.3%).\n", "Tail Prop. 0.2561 +- 0.0033 (error 1.29%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.688712293149486e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.4541297708011117e-44, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.27795695551292e-51, error calculation failed.\n", "Matrix singular (determinant = 1.1289811077622968e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5793737399495353e-52, error calculation failed.\n", "Matrix singular (determinant = 1.1095248872290482e-51, error calculation failed.\n", "Matrix singular (determinant = 2.344850604387102e-51, error calculation failed.\n", "Matrix singular (determinant = 3.4612317129958605e-53, error calculation failed.\n", "Matrix singular (determinant = -3.947314286390527e-24, error calculation failed.\n", "Matrix singular (determinant = 8.152003657223683e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 783488.0 +- 3231.8 (error 0.4%).\n", "Left 343396.0 +- 2400.1 (error 0.7%).\n", "Right 440092.0 +- 2164.3 (error 0.5%).\n", "Head 686792.0 +- 3394.2 (error 0.5%).\n", "Tail 96696.0 +- 4686.7 (error 4.8%).\n", "Tail Prop. 0.1234 +- 0.0060 (error 4.86%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.4984223023853955e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.037023006232244e-51, error calculation failed.\n", "Matrix singular (determinant = -8.725594610946495e-44, error calculation failed.\n", "Matrix singular (determinant = 1.1847252168297164e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.284349393309761e-35, error calculation failed.\n", "Matrix singular (determinant = 3.1420120439548194e-88, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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nz1tWykpSTIwUFmZ5Xh6rZctqo7H81b7XJmMr82pfAAAAADfEilkAAFA1+PtLnTtLoaFX20JCLG2dO5d/YrOwjcZMJkv5DpOp+GvzV/vee69te2Vd7QsAAADghlgxCwAoO2W1ehCoLIrbaCwjQwoIsDwPDy8+MZy/2jcz82pytrDVviaTJUkbFcUKWgAAAKCSIzELACgfbFwEe/HwkE6ftiQwmzYtnzFKstGYk9PVczeqF5tfquDaRG/+at98N5PoBQAAAODwKGUAACg7xa0eBCqSv7+lhEB5JS9vtNFYdLTk63u1PTxc2rvXchRX1sDD42py183N9hw/XwAAAECVQmIWAHDrTCZLwqk0iSigMoqKsiRQN2682hYTY2kbM0ZatKjgNSWtF+vvL02bZlu+gJ8vAAAAoMohMQsAuHU3Wj3IxkWoaorbaCw6uuikbUKCJal7o3tfu9qXny8AAACgSqLGLADg1uVvXHT+vGUln1T4xkVAVZNfeiA4+GrpgZLUi70Z/HwBAAAAVRKJWQDArSvrRBRQmVxfeqA87s/PFwAAAFDlUMoAAADgVhS10ZiHh3T6tCVp27TprY9T3MZgkqXWbHQ0NWcBAACASoIVswCAspOfiIqNLZtEFFDZ5Sdty/J+ha3OzciQAgIsz8PDKW8AAAAAVAIkZgEANy8jQ/L0tDw/ckRq1uzqubJORAG4qqifr2vLHGRmVlg4AAAAAEqPUgYAgFuTnGzvCIDqy2SS9u6VfH2vtoWHW9r27qWsAQAAAODASMwCAG4eq/MAxxAbKwUHF2wPDrYcsbEVHxMAAACAEqGUAQCg5Ewmy3FtIig8/OqGRPm7xwOoGFFR0sCB0vnzlp9FSYqJkcLCLM/5eQQAAAAcFitmAQAlx+o8wLH4+0udO0uhoVfbQkIsbZ07k5gFAAAAHBiJWQBAyUVFWVbHbtx4tS0mxtKWkGA5D1RmJpNlc63KVpvVw+PqynU3N/vGAgAAAKBEKGUAACi5/FIF19aYzV+dB1R2GRlSQIDleXh45Vtt6u8vTZtW+eIGAAAAqilWzAIAbh6r81AVVfZN7fz9Lat9ScwCAAAAlQIrZgEApcPqPFQVbGoHAAAAwA5YMQsAKB1W56GqqA6b2lXW2rkAAABAFUZiFgAAVG/VYVM7k0maPp3ELAAAAOBAKGUAAACqt2tLFSQkWFbJhoVVnU3tzp69uiL4/Hn7xgIAAADAisQsAABAVUTtXAAAAMChUcoAAAAgX1Xa1K461M4FAAAAKjFWzAIAAOTL39SuKoiKkgYOtJQvCA+3tMXEWMo0SFUj+QwAAABUYiRmAQBFMpiSNe1byfBostTYy97hALgZ+aUKMjKutoWEVJ3auQAAAEAlRykDAEDhMjJUq0mQordKhqNH7R0NgNLy8LhaV9bNzb6xAAAAALAiMQsAKNy1q+wyL9svDsBRmEyWMgcmk70juXlVqXYuAAAAUEWQmAUA2DKZpL17JV9fa5Nnv8GWtr17K2dSCigLJpM0fXrl/BnIr51LYhYAAABwGCRmAQC22MkdKOjs2as/F5mZ9o2lLFXmVcAAAABAJcfmXwAAW4Xs5J75xgy59e5rOc+KO1QnJpPluPYfKxITr9Zqzd9gq7LKXwU8cGDlfh8AAABAJcSKWQCALX9/y67tvXvr4o6tkqTc++61tHXuTPIG1UthK8ifeaZqrCDPyLj63s6ft28sAAAAQDVk18Tsa6+9prvuuku1atVSgwYNNHjwYB0+fNimj9lsVnR0tAICAuTm5qawsDAdPHjQpk9WVpaeffZZ1atXTx4eHho4cKBOnTpl0yc1NVWRkZHy9vaWt7e3IiMjdeHCBZs+J06c0IABA+Th4aF69epp3Lhxys7OLpf3DgAAKoGoKCkhQdq48WrbggWWtoQEy/nKJr+OdGLi1bbwcOpIAwAAABXMronZrVu36umnn9bOnTu1ceNGXblyRX369FHGNTuBz5o1S7Nnz9aCBQu0e/du+fn5KTw8XH/88Ye1z/jx47V27VqtXr1a27dv18WLF9W/f3/l5uZa+wwfPlyJiYmKi4tTXFycEhMTFRkZaT2fm5urfv36KSMjQ9u3b9fq1av16aefauLEiRXzYQCAAzL7+Sm6u+URqJauWUGuhARLW2ho5V5Bnr8K+N57bdurwipgAAAAoBKxa43ZuLg4m9eLFy9WgwYNlJCQoPvuu09ms1lz587VSy+9pCFDhkiSli5dKl9fX61cuVJRUVFKS0vT+++/r2XLlql3796SpOXLlyswMFDffPONIiIilJSUpLi4OO3cuVMhISGSpHfffVehoaE6fPiwgoKCtGHDBh06dEgnT55UQECAJCkmJkajRo3SjBkz5OXlVSD+rKwsZWVlWV+np6dbHrPSpawC3YEC0rPSbR4BR5Ne113Te0hP1nWXmXkKB1SR36M1si/KU9LF7IvKq8Q/D4ZRw2Xo21PKzJRnT0vt6Mw3ZlhKlsjyDzH8vJcN/jsPR8cchaNjjsKRMT9RlJuZEw61+VdaWpokqW7dupKko0ePKjk5WX369LH2MRqN6t69u+Lj4xUVFaWEhATl5OTY9AkICFDbtm0VHx+viIgI7dixQ97e3takrCTdc8898vb2Vnx8vIKCgrRjxw61bdvWmpSVpIiICGVlZSkhIUE9evQoEO9rr72m6dOnF2gPnB0oud7654HqI3BOoL1DQDXm94cUtUeKvVNKrlV4H+YoHF1FzFG/P6So7lLsJ92V/HW5D1chOo2R9i6Suv7ykvZl2juaqovvUDg65igcHXMUjoz5iQIul7yrwyRmzWazJkyYoHvvvVdt27aVJCUnJ0uSfH19bfr6+vrq+PHj1j4uLi6qU6dOgT751ycnJ6tBgwYFxmzQoIFNn+vHqVOnjlxcXKx9rjdlyhRNmDDB+jo9PV2BgYE6OeFkoStsgeulZ6UrcE6gTj5/Ul5G5gzso8a+RHnGdNek17cqr1NHm3PMUTg6e8zRCTfuUmnU2JcoLequ/zxW8Ocft47vUDg65igcHXMUjoz5iaKkp6cr8PWSJewdJjH7zDPP6Pvvv9f27dsLnDMYDDavzWZzgbbrXd+nsP6l6XMto9Eoo9FYoN3L6MUPJW4KcwZ2c/asFNpdkuR5MVsqYh4yR+HomKOldHsLado0ed7eosiff9w65iccHXMUjo45CkfG/EQBBVOFRbLr5l/5nn32WX3xxRf69ttv1ahRI2u735+bzVy/YvXs2bPW1a1+fn7Kzs5WampqsX3OnDlTYNyUlBSbPtePk5qaqpycnAIraQGg0svflf3a7zd2ZQeqH39/KTq6cm5iBgAAAFRydk3Mms1mPfPMM1qzZo02b96sJk2a2Jxv0qSJ/Pz8tHHjRmtbdna2tm7dqi5dukiSgoOD5ezsbNPHZDLpwIED1j6hoaFKS0vTd999Z+2za9cupaWl2fQ5cOCATNckIzZs2CCj0ajg4OCyf/MAYE/5u7Jfj13ZAQAAAACoEHYtZfD0009r5cqV+vzzz1WrVi3rilVvb2+5ubnJYDBo/Pjxmjlzplq0aKEWLVpo5syZcnd31/Dhw619n3jiCU2cOFE+Pj6qW7euJk2apHbt2ql3796SpFatWqlv374aPXq0Yv9MNowZM0b9+/dXUFCQJKlPnz5q3bq1IiMj9eabb+r8+fOaNGmSRo8eTb1YAFVPVJQ0cKB0/rxlpawkxcRIYWGW56yeAwAAAACgXNk1Mbtw4UJJUlh+IuBPixcv1qhRoyRJkydPVmZmpsaOHavU1FSFhIRow4YNqlXr6tbhc+bMUc2aNTVs2DBlZmaqV69eWrJkiZycnKx9VqxYoXHjxqlPnz6SpIEDB2rBggXW805OTvryyy81duxYde3aVW5ubho+fLjeeuutcnr3AGBH/v6WIyPjaltIiNS5s/1iAgAAAACgGrFrYtZsNt+wj8FgUHR0tKKjo4vs4+rqqvnz52v+/PlF9qlbt66WL19e7Fi33Xab1q9ff8OYAKDK8PCQEhIs5Qvc3OwdDQAAAAAA1YZDbP4FALAjf39p2jTKFwAAAAAAUIHsumIWAOAA8ndlBwAAAAAAFYYVswAAAAAAAABQwUjMAgAAAAAAAEAFIzELAAAAAAAAABWMxCwAAAAAAAAAVDASswAAAAAAAABQwUjMAgAAAAAAAEAFIzELANWBySRFR1seAQAAAACA3ZGYBYDqwGSSpk8nMQsAAAAAgIMgMQsAVd3Zs1JwsOX5+fP2jQUAAAAAAEiSato7AABAOTGZLEd+UlaSwsOlhATLc39/ywEAAAAAACocK2YBoKqKjbVNyuYLDrYcsbEVHxMAAAAAAJDEilkAqLqioqSBAy3lC8LDLW0xMVJYmOU5q2UBAAAAALAbErMAUFVdW6ogIcGySjYsTOrc2a5hAQAAAAAAShkAAAAAAAAAQIUjMQsA1YG/vzRtGuULAJScySRFR1seAQAAAJQ5ErMAUB34+1sSLCRmAZSUySRNn05iFgAAACgnJGYBAABgKyNDysy0PM9/BAAAAFCm2PwLAAAAFiaT5QgOvtp2772WDQQl200FAQAAANwSVswCAADAIjbWNimbLzjYcsTGVnxMAAAAQBXFilkAAABYREVJAwdayhckJkrPPCMtWCCFhlrOs1oWAAAAKDMkZgEAAGBxbakCNzfLY2io1Lmz/WICAAAAqihKGQAAAODmmExSdLTlEQAAAECpkJgFAABAQf7+0rRphZcvMJmk6dNJzAIAAAC3gFIGAAAAKMjf37Iq9npnz17dIOz8+QoNCQAAAKhKWDELAACAGzOZpL17JV/fq23h4Za2vXuvrp6lzAEAAABQIiRmAQAAcGOxsVdXyl4rONhyxMZaXhdV5oCELQAAAGCDUgYAAAC4sagoaeBAKTNTSkyUnnlGWrBACg21nPf3lzIyLOelq4/58hO2AwcWXrcWAAAAqGZIzAIAAODG/P2vJlTd3CyPoaFS586WpKvJJAUEXO1/771SQsLVa4tK2AIAAADVFKUMAAAAcGtuVObgpZcsiVrJ8nh9XVoAAACgGiIxCwAAgJvj7y9Nm3Z1BW1UlGV17PbtlvIGkuVxzBjL88WLba+/vi4tAAAAUA1RygAAAAA3x9/fspHXta8LK3MwZIglaStJO3YUXpcWAAAAqKZIzAJAVWIyWVagRUWR8ABgf9cmbPPl16W9Ft9dAAAAqIYoZQAAVUn+rufUbQRgL9eXOSgJvrsAAABQDbFiFgCqiowMdj0HYH/Xlzm4tr2whC3fXQAAAKimSMwCQGVnMlmOa3dEv/dey0Y8UuG/SgwAFe36hC3fXQAAAKjmKGUAAJVdbKxtYiMfu54DcGR8dwEAAKCaY8UsAFR2UVHSwIGWXwFOTGTXcwCVQ0m/u9gYDAAAAFUUiVkAqOyu/XVfNzfLY2G7ngOAIynpd1f+xmADBxZMzJK0BQAAQCVGKQMAAAA4phttDJaftDWZKjYuAAAAoAyQmAWAysZksmygU1gioqhdzwHAkV3/3WUySXv3Sp6elg3BJMvj3r2Ww2QqPmlb3PckAAAA4CBIzAJAZVPcCrH8Xc9JzAKoTK7/7rrRxmDR0cUnbVlJCwAAgEqAxCwAVCY3+rVeAKgKoqKkhARp+3bLhmCS5TEhQRozRlq0qOA1+Unb2Ngblz9gNS0AAAAcAJt/AUBlkL8C7NoVZPfea0lSSLab6ABAZVfcxmDR0ZbEbWamlJgoPfOMJWnbvLn0++8FV9Je/z1Z3GZiAAAAQAVixSwAVAY3+rXe2NiKjwkA7MHf35Kg7drVkqyVLI87dkgjRkiDB9v2v/Z7kt86AAAAgANhxSwAVAZRUZbVXdevEMtPSrDqC0BVVdJNDfO/JyVLkvba78mUFEu7p+fV/kWtpo2NtdyL71UAAACUM1bMAoAjur4GYlErxDp3thwkEABUVcVtanht0jb/e7Jz54Lfkzt2SH37Frz++t86YNMwAAAAVCC7Jmb/85//aMCAAQoICJDBYNBnn31mc95sNis6OloBAQFyc3NTWFiYDh48aNMnKytLzz77rOrVqycPDw8NHDhQp06dsumTmpqqyMhIeXt7y9vbW5GRkbpw4YJNnxMnTmjAgAHy8PBQvXr1NG7cOGVnZ5fH2waAGyM5AAA3VlzS9lrFbSaWkGA5T5kDAAAAVDC7JmYzMjLUoUMHLcj/C/J1Zs2apdmzZ2vBggXavXu3/Pz8FB4erj/++MPaZ/z48Vq7dq1Wr16t7du36+LFi+rfv79yc3OtfYYPH67ExETFxcUpLi5OiYmJioyMtJ7Pzc1Vv379lJGRoe3bt2v16tX69NNPNXHixPJ78wBQlBslB0r6a70AUF1d/z1Z3G8d5JcwuH7TsL17LUf+P5Bd/5sMAAAAwC2ya43Z+++/X/fff3+h58xms+bOnauXXnpJQ4YMkSQtXbpUvr6+WrlypaKiopSWlqb3339fy5YtU+/evSVJy5cvV2BgoL755htFREQoKSlJcXFx2rlzp0JCQiRJ7777rkJDQ3X48GEFBQVpw4YNOnTokE6ePKmAgABJUkxMjEaNGqUZM2bIy8urAj4NANXO9bUMTSbLce0mX4XVQMxfIQYAKNzNfE/Gxlp+Q+F6+d/F06ZdTchOn26pY8s/jAEAAKAMOOzmX0ePHlVycrL69OljbTMajerevbvi4+MVFRWlhIQE5eTk2PQJCAhQ27ZtFR8fr4iICO3YsUPe3t7WpKwk3XPPPfL29lZ8fLyCgoK0Y8cOtW3b1pqUlaSIiAhlZWUpISFBPXr0KDTGrKwsZWVlWV+np6dbHrPSpaxCLwFspGel2zyieqlx/Gd5Tp+ui317Kq+uh4z/eFvGGa8X7PhnciDrpb8pa+qUCo2ROQpHxxzFzTLU9ZTLS39Tdl1PmbPSZRg1XIa+PaXMTDl9/4Pcxv9VmXPfVG7I3ZIks5+fzOdNqpGWIk9JF9NSlFfC+cb8hKNjjsLRMUfhyJifKMrNzAmHTcwmJydLknx9fW3afX19dfz4cWsfFxcX1alTp0Cf/OuTk5PVoEGDAvdv0KCBTZ/rx6lTp45cXFysfQrz2muvaXohKywCZwdKrjd6h8BVgXMC7R0CKph7ttQxWfqvpIh3uyv+NsnvsuQ/RnK7InVIlv75lTT2AWlnI8s1psuvK/n1QhK3FYA5CkfHHMVNcZa0tOD3aafT0l5JXQ/9VfsuSH5/SP5/SHsXXe3j2bOvOo+xPDfVsjxG7ZFi75SSaxU+HPMTjo45CkfHHIUjY36igMsl7+qwidl8BoPB5rXZbC7Qdr3r+xTWvzR9rjdlyhRNmDDB+jo9PV2BgYE6OeEk5Q9QIulZ6QqcE6iTz5+Ul5E5Ux0YTMkyJCfLM7S7te2/H0gXd2yV9OfKLH8/1diXKH3VXbOmblVep472CVbMUTg+5ijKUo19idKi7vrPY5bvXuMrr8kYUzCBm5+ozXrpb8rpf788Y7pr0usFv6+Zn3B0zFE4OuYoHBnzE0VJT09X4OslS9g7bGLWz89PkmU1q/81dbzOnj1rXd3q5+en7Oxspaam2qyaPXv2rLp06WLtc+bMmQL3T0lJsbnPrl27bM6npqYqJyenwEraaxmNRhmNxgLtXkYvfihxU5gzVdy1tWSXrCy0lqE1UZtfy9DF09Lu4ik5wNxgjsLRMUdRJm5vIU2bJs/bW1i+e58eJw150LIRY2Ki9Mwz0oIF1g3EjP7+Mv76qyTJM9epyO9r5iccHXMUjo45CkfG/EQBBVOFRapRflHcmiZNmsjPz08bN260tmVnZ2vr1q3WpGtwcLCcnZ1t+phMJh04cMDaJzQ0VGlpafruu++sfXbt2qW0tDSbPgcOHJDpml12N2zYIKPRqOBrN+EBgNLI3zDGZLIkZxMSpO3bLf9zL1keExIsR1SUpe36HcUBAOUvf9Ow/9/evQdXVd7/Hv/sQMIlIRsCSpISBAURBMQgIoaKWIqpYqqOUgcEPVKSGbyAhVadKU20an9VpziVYlH5/ehROrS21faoEwQPg6UGwYRULWLFRgGTKHLZ4RIgJzznj+XeZN939v3yfs3s2cl61m3rw8qzvvu7vo/z2ltUJJWWSmVlrmCspkw52/6f/1iTNErWe0OD9fpmTGlraVX1ZusdAAAA8JTQjNljx45pz549rt+bmprU2NiogoICDR06VEuWLNHjjz+ukSNHauTIkXr88cfVt29fzZkzR5Jkt9u1YMECLV26VAMHDlRBQYGWLVumcePGacaMGZKk0aNHq7y8XAsXLtTq1aslSZWVlZo1a5ZGjRolSZo5c6bGjBmjefPm6cknn9ShQ4e0bNkyLVy4kJIEACJz/LiVaSVZ70VFZ2/o+/Sx3qdMsW78u+rOjOIAgPhavdrn0w/OyRqdTz/YWltVs0U61toqDbswvucIAACApJfQwOx7772n6dOnu3531mu94447tHbtWv3kJz9Re3u7Fi1apMOHD2vy5Ml688031a/f2ZkVVqxYoZ49e2r27Nlqb2/Xd77zHa1du1Y9evRwrbNu3Trdd999mjlzpiSpoqJCK52ZapJ69Oih119/XYsWLVJZWZn69OmjOXPm6Kmnnor1fwIA6aqlxXp1zbqfOtXKipXIhAWAVNP1SYaqKqmiwlpeV+dV4kBFRd5fzAEAAAAeEhqYvfrqq2WM8dtus9lUU1OjmgBZY71799YzzzyjZ555xu86BQUFeumllwKey9ChQ/Xaa68FPWcACEko2VRVVZQrAIBU4fkkg+e12/n0g/OLueJi5X3TlHdNufsXc0VF7vXH+TsAAACQkZK2xiwApJSWFuuG3VmrOpRasp61DAEAqW/1avenJZwmTrRe35TWcqs/DgAAgIyU0IxZAEgbzhvsioqz2VCh1JIFAKQ2z8kanWUO2tvV/l6d+iz5sdqfflJ9vn3N2fWDlTkgmxYAACAjEJgFgEhRRxAAMpevEgffBFM7e3Ra75Mv9ypz4OJZf9xZ5qDrl30AAABIS5QyAIBwtbRIDQ1SXp51Yy1Z7w0N1sv5eKpnNhUAIDOFUuaAL/sAAAAyBoFZAAhXqHUEqSULABnJFBaqZpr1Lilw/fHaWqvkTaAv+zzrmQMAACClEZgFgHCFMsEXACBjmaJCPTzdepdkfUFXWiqVlVlBWOls/fG6Oqm83HsnXb/sY8IwAACAtEKNWQAIledkLEzwBQCIli6ThqmxUbrnHuvLPmcA126XWlutn5kwDAAAIC0QmAWAUDEZCwAgWjzrj/v7ss85GdiIEWe3ZcIwAACAtEApAwAIRbDJWJjgCwDQHaHWH2fCMAAAgLRFxiwABOKcbKXrTbGvTCXnDTYAAJHq+mVfoBIHBw5Y6+flnd3W198oAAAAJCUyZgEgkFAylQAAiKau2bSRThgmWV8w1tQwaRgAAECSIWMWALrynDwl2GQsZCIBABIl1L9R1J8FAABISgRmAaArz5tXf5OxlJYm7hwBAJkp1AnDuv6Nov4sAABA0iIwCwBO3LwCAJJZd+qZh1ojHQAAAAlDjVkAaGmRGhqsyVOmTrWWTZ1qLWtoOFuTzzNTCQCAZOH5NyrUGunUnwUAAEgYArMAMlPXG9FQb167TsYCAEAy8fwbVVVlZcdu3WrVnZWs9/p661VVZS1zlvAhMAsAABB3lDIAkJm61pJlgi8AQLqh/iwAAEDSIzALIPN43ogywRcAIJNQfxYAACApUMoAQOYItZYsAADpJNz6swAAAIgpArMAMkcoN6JM8AUASDfh1J9lUjAAAICYo5QBgPTlnNirqsq6GQ2llqzz5hUAgHQVSgmfhoaztdj5shIAACAmCMwCSF9dJ/hy3oRSSxYAgMCYFAwAACAuKGUAID1xUwkAQHBdS/iEWoudMgcAAABRQWAWQHoJ9aaSWrIAALjXnw11UjDnEykEZgEAACJCYBZAegn1ptJzIhQAADJdKJOCBXsihWxaAACAkFFjFkBqC2eCLwAA4C1QLfaWFutVXHx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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 1685012.9 +- 9313.2 (error 0.6%).\n", "Left 790529.7 +- 6457.7 (error 0.8%).\n", "Right 894483.2 +- 6710.7 (error 0.8%).\n", "Head 1581059.5 +- 9132.6 (error 0.6%).\n", "Tail 103953.4 +- 13043.8 (error 12.5%).\n", "Tail Prop. 0.0617 +- 0.0077 (error 12.56%).\n", " \n", "Results for image 3\n", "Total 566506.7 +- 739.2.\n", "Left 226736.3 +- 495.5.\n", "Right 338094.6 +- 544.4.\n", "Head 453472.6 +- 700.7.\n", "Tail 110152.5 +- 1019.9.\n", "Prop 0.187 +- 0.002.\n", "Prop var 0.072.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 4 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0005.bmp read.\n", " \n", "Image 4 with 6 comets.\n", "Matrix singular (determinant = 8.984093084384419e-51, error calculation failed.\n", "Matrix singular (determinant = 4.261536776188101e-54, error calculation failed.\n", "Matrix singular (determinant = 5.319211199492598e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.662131889927361e-54, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.947314286390527e-24, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.049517290959478e-47, error calculation failed.\n", "Matrix singular (determinant = -5.049517290959478e-47, error calculation failed.\n", "Matrix singular (determinant = 4.688712293149486e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 513958.9 +- 1336.2 (error 0.3%).\n", "Left 216770.4 +- 894.0 (error 0.4%).\n", "Right 297188.4 +- 993.1 (error 0.3%).\n", "Head 433540.9 +- 1264.3 (error 0.3%).\n", "Tail 80418.0 +- 1839.6 (error 2.3%).\n", "Tail Prop. 0.1565 +- 0.0036 (error 2.30%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.588561889005193e-83, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.4670318555286355e-81, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.0157747894177006e-52, error calculation failed.\n", "Matrix singular (determinant = 6.158111084478945e-51, error calculation failed.\n", "Matrix singular (determinant = 3.4328010976349513e-51, error calculation failed.\n", "Matrix singular (determinant = 3.207354811673607e-51, error calculation failed.\n", "Matrix singular (determinant = 1.6127566962265643e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.902035299262247e-53, error calculation failed.\n", "Matrix singular (determinant = 7.298876734471693e-54, error calculation failed.\n", "Matrix singular (determinant = 5.141541191601653e-51, error calculation failed.\n", "Matrix singular (determinant = 2.4938432021987457e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6660757085141163e-38, error calculation failed.\n", "Matrix singular (determinant = 4.032630458141396e-83, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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1c2eZfHxkXL5cXfz9b/mXW8YZyhpjDPbAOENZY4zBHsrrOLt8+bKOHTumxo0bF5kEhP2tWLFCjzzyiNLT0+Xu7l6s9+Tm5eqH5B8U6h9qXfyrMrjRGL2V/CAzZgEAgI1cs1lb27a1JF8zMtSlRg05GQxak5Kipw8d0pXp0xW9bp0mxcerekCAFgQFOeTrYAAAAADKzvvvv68mTZqofv362rNnj5599lkNHTq02ElZ3Bw1ZgEAgNWalBQ12rNHw6ZP18HAQA2Lj1ejHTs09ehRDdm3T6dycmRMTVXM0qUypqbql6wsDdm3T2tSUhwdOgAAAIBSlJycrIcffljNmzfXM888owceeECLFy92dFiVColZAAAgyZKULSz5eiorS6+cPKnCah/lt008ckS5VEcCAAAAKo2pU6fq+PHj1q/tz58/XzVq1HB0WJUKpQwAAIByzWY9feRIoclXSfJPTZUxNVWS1P7wYZtXSTL5+GhrWpoia9cu61ABAAAAoFIgMQsAALQ1LU1XTp9WaBHJ1+h16xS9fr3Ne96eO9e6HzNqlEydO9spWgAAAACo+EjMAgAAmbKzFb1unWKWLrVpvzb5Gte/v+IGDFD7w4f19ty5GjNlihKDgy3v9/HRShcXu8YMAAAAABUZiVkAACCji4smDRigTyMiJKnI5Guyj4/1PYnBwfqhWTMZJDVwdVUXb28HRA4AAAAAFROJWQAAoC7e3qoeEKAkHx+bOrP5ydd8huvel3/8alCQnAzXnwUAAAAAFKWaowMAAACO52QwaEFQkKTCk68GSf8XGKj6zs4y+fhYasr6+KiBq6tWt2ypKF9fe4cMAAAAABUaiVkAACBJivL11eqWLYtMvs5p2lTH27bVyuefV8jJk1oZEaFjHTuSlAUAAEC5lJsrbdkirVxpec3NdXREhYuMjNTEiRMdHUa5895778m7kpdLo5QBAABVTWamVLOmZf/CBcnDw3oqytdXg9zdtfWJJywLekVEqIu/v7VMgZPBoMg9eyydPT0lyhcAAACgHFqzRnr6aenUqattDRpICxZIUVFlc8/Ro0dr6e+L6VavXl2BgYGKiorSrFmz5HHN79wFY10jZ2fnsgkK5RqJWQAAYIPkKwAAACqyNWukIUMks9m2/ZdfLO2rV5ddcrZPnz5asmSJcnJytHXrVo0ZM0aZmZl64403CvTNycmRs7Oz6tSpUzbB3ER2drZcXFwccm9YUMoAAAAAAAAAlUJurmWm7PVJWelq28SJZVfWwNXVVf7+/goMDNTw4cP10EMPae3atZKkmJgYtWvXTu+++66aNGkiV1dXmc3mAqUMGjVqpBdeeEEjR45UzZo11bBhQ/373/9WSkqKBg0apJo1a6p169bavXu39T2pqakaNmyYGjRooBo1aqh169ZauXKlTWyRkZF68sknNWnSJNWtW1c9e/bUo48+qv79+9v0u3Llivz9/fXuu+8W+oz5JQbWrl2rZs2ayc3NTT179tTJkydt+q1bt0733H2POjXppOCgYM2aNUtXrlyxnp83b55at24tDw8PBQYGavz48bpw4UKRn21qaqruueceDRw4UJcvX77hf4eKgsQsAAAAAAAAKoWtW23LF1zPbJZOnrT0swd3d3fl5ORYj48cOaIPP/xQH3/8sZKSkop83/z589WpUyf98MMP6tevn0aMGKGRI0fq4YcfVmJiooKCgjRy5EiZf882X758WWFhYVq/fr327t2rcePGacSIEdq5c6fNdZcuXarq1avrP//5j+Li4jRmzBht2LBBJpPJ2ufzzz/XhQsXNHTo0CLju3jxombPnq2lS5fqP//5jzIyMvSnP/3Jev7LL7/Uww8/rCeffFL/+uZf+ucb/9R7772n2bNnW/tUq1ZNr732mvbu3aulS5dq8+bNmjp1aqH3O3XqlLp06aI777xTa9askZubW5GxVSQkZgEAqGwyMy3lBwwGy35p8vCw/DZrNtvUpgUAAADKg2vyi6XS73Z8//33+uCDD9S9e3drW3Z2tpYtW6bQ0FC1adNGhiLKht1///2Kjo5WcHCwZsyYod9++0133323HnjgATVr1kzPPvusDhw4oDNnzkiS6tevrylTpqhdu3Zq0qSJnnrqKfXu3VsfffSRzXWDgoI0Z84chYSE6M4771RERIRCQkK0bNkya58lS5bogQceUM38dSkKkZOTo0WLFik8PFxhYWFaunSp4uPj9f3330uSZs+erb/85S8aOWqkGjRsoJ49e+r5559XXFyc9RoTJ05Ut27d1LhxY9133316/vnn9eGHHxa416FDh9SpUyf16NHDmliuLCrPkwAAAAAAAKBKMxpLt9+tWr9+vWrWrKkrV64oJydHgwYN0sKFC63nGzZsKF9f35tep02bNtZ9Pz8/SVLr1q0LtJ09e1b+/v7Kzc3Vyy+/rH/961/65ZdflJWVpaysrAKLjt11110F7jVmzBgtXrxYU6dO1dmzZ/XZZ5/p66+/vmF81atXt7nWnXfeKW9vbx04cED33HOPEhIStGvXLs2ePVt55jxVM1RTbm6uLl++rIsXL6pGjRr65ptv9OKLL2r//v3KyMjQlStXdPnyZWVmZlrjvnTpkjp37qxhw4ZpwYIFN/3cKhpmzAIAUMXkms3a0ratVt53n7ZkZCj3+gJczIoFAABABdWli9SgQdHr1xoMUmCgpV9Z6Natm5KSknTw4EFdvnxZa9asUb169aznr0+UFsXZ2dm6nz+rtrC2vLw8SVJsbKzmz5+vqVOnavPmzUpKSlLv3r2VnZ1tc93C7j9y5Ej973//0/bt27V8+XI1atRIXYrxARU22/fauGbNmqWExASt2LhCCYkJ+u9//6vDhw/Lzc1NP//8s+6//361atVKH3/8sRISEvT6669Lkk3pB1dXV/Xo0UOfffaZTt2oRkUFRWIWAIAqZE1Kihrt2aNh06frYGCghsXHq9GOHVqTkuLo0AAAAIDb5uQk5U+svD5vmH/86quWfmXBw8NDQUFBatiwoU0itaxt3bpVgwYN0sMPP6y2bduqSZMmOnz4cLHe6+Pjo8GDB2vJkiVasmSJHnnkkZu+58qVKzaLjx08eFBpaWm68847JUnt27fXwYMHFRQUpMDGgQoKCrJu1apV0+7du3XlyhXFxsaqY8eOatasmU6fPl3gPtWqVdOyZcsUFham++67r9A+FRmJWQAAqog1KSkasm+fTuXkyJiaqpilS2VMTdUvWVkasm8fyVkAAABUClFR0urVUv36tu0NGljao6IcE1dZCgoK0qZNmxQfH68DBw4oOjpaycnJxX7/mDFjtHTpUh04cECjRo26aX9nZ2c99dRT2rlzpxITE/XII4+oY8eOuueeeyRJM2bM0Pvvv69Zs2bp6MGjOnDggP71r3/pb3/7mySpadOmunLlihYuXKj//e9/WrZsmd58881C7+Xk5KQVK1aobdu2uu+++27puco7ErMAAFQBuWaznj5yROZCzuW3TTxypGBZAwAAAKACioqSjh+XvvlG+uADy+uxY5UzKStJ06dPV/v27dW7d29FRkbK399fgwcPLvb7e/ToIaPRqN69eysgIOCm/WvUqKFnn31Ww4cPV3h4uNzd3bVq1Srr+d69e2v9+vX66quvNOr+UeoU0Unz5s1Tw4YNJUnt2rXTvHnz9I9//EOtWrXSihUr9NJLLxV5v+rVq2vlypVq2bKl7rvvPp09e7bYz1aesfgXAABVwNa0NF05fVqhqamSpPa/f62p/TVfbzL5+GhrWpoia9d2SIwAAABAaXJykiIj7Xe/995774bnY2JiFBMTU6B9y5YtNsfHjx8v0Md83QSKRo0a2bTVqVNHa9euveH9r7/PtS5duqS0tDQ99thjN7zGtaKiohR1g0x379691aNnD/2Q/INC/UPlVM22fsQzzzyjZ555xqZtxIgR1v3Ro0dr9OjR1uPq1avr448/LnZ8FQGJWQAAKplcs1lb27aVycdHxowMdalRQ6bsbEWvW6eYpUtt+r49d651P2bUKJk6d7Z3uAAAAAAcJC8vT8nJyYqNjZWXl5cGDhzo6JCqFBKzAABURJmZUs2alv0LF6TfV1ddk5Kipw8d0pXp0xW9bp0mxcerekCAxhqNihswQJ9GREiyzJR9e+5cjZkyRYnBwZIsM2ZXurg45HEAAAAA2N+JEyfUuHFjNWjQQO+9956qVydVaE982gAAVBL5i3uZJYX+vrjXpxERSvLx0czjx+Xj56ckHx+bOrOJwcH6oVkzGSQ1cHVVF29vxwQPAAAAwO6uL4lQHNeXGEDJsfgXAACVwM0W9zJcc2y47nz+8atBQXIyXH8WAAAAAFAWmDELAEAlUNzFvWLat9dbp09b9keNksnHRw1cXfVqUJCifH0dEjsAAAAAVEUkZgEAqASKu7hXcOfOOt62rbY+8YSlpmxEhLr4+zNTFgAAAADsjMQsAACVgNHFRZOKubiXk8GgyD17LG/09JRIygIAAACA3ZGYBQCgPMrMlGrWtOxfuCB5eNiczjWbtbVtW5l8fGTMyFCEn5+qBwQUb3Gvixft9RQAAAAAgCI4dPGv7777TgMGDFBAQIAMBoPWrl1rc95gMBS6vfLKK9Y+kZGRBc7/6U9/srnO+fPnNWLECHl5ecnLy0sjRoxQWlqaTZ8TJ05owIAB8vDwUN26dTVhwgRlZ2eX1aMDAFBia1JS1GjPHg2bPl0HAwM1LD5eTXfu1LB69SSxuBcAAAAAVAQOTcxmZmaqbdu2WrRoUaHnTSaTzfbuu+/KYDDoj3/8o02/sWPH2vSLi4uzOT98+HAlJSVpw4YN2rBhg5KSkjRixAjr+dzcXPXr10+ZmZnatm2bVq1apY8//liTJ08u/YcGAOA2rElJ0ZB9+3QqJ0fG1FTFLF0qY2qqfsnK0tyTJzUlMFD1nZ0LLO61umVLFvcCAAAAUKjRo0dr8ODBjg6jTEVGRmrixImODsOGQ0sZ9O3bV3379i3yvL+/v83xv//9b3Xr1k1NmjSxaa9Ro0aBvvkOHDigDRs2aMeOHerQoYMk6a233lJ4eLgOHjyokJAQbdy4Ufv379fJkycVEBAgSYqNjdXo0aM1e/ZseXp63s5jAgBQKnLNZj195IhNqYJ8Zllmxq46e1ZH27RR/I0W9/LwkMyFXaUU3KQEAwAAAGBPX331lSZMmKDXXntNPXr0KNN7nT17VtOnT9cXX3yhM2fOqHbt2mrbtq1iYmIUHh5epvdGxVRhasyeOXNGn332mZZet9q0JK1YsULLly+Xn5+f+vbtq5kzZ6pWrVqSpO3bt8vLy8ualJWkjh07ysvLS/Hx8QoJCdH27dvVqlUra1JWknr37q2srCwlJCSoW7duhcaUlZWlrKws63FGRoblNStDyir0LcBtycjKsHkFShtjrBzJylT+nwUzsjKk6rnamv6brpw+rdDUVEmWBb6ufZUsC3xtql9P/X5f3CvDVcrM/s2hcV+PcYayxhiDPTDOUNYYY7CH8jrOsrOzlWfOU25ernLzCv4+WVxms1nTpk3TgQMHNG3aNEV2s5TDLCtRf4xSTk6O3l3yrpo0aaIzZ85o8+bNSvk15baewx7MZrPMZvNtxZmTkyNnZ2ebtlxz7tXXvNsK8baZdfvPmC83L1d55jxdyL6gbINtKdRb+fdUYRKzS5cuVa1atRQVFWXT/tBDD6lx48by9/fX3r17NW3aNO3Zs0ebNm2SJCUnJ6ve7zX3rlWvXj0lJydb+/j5+dmcr127tlxcXKx9CvPSSy9p1qxZBdoD5wVKbrf8iECxBc4PdHQIqOQYY45XI1vK/H3fGBugiy6SfO/TzO8DFXPdHynfnjvXuh8zapSiTv/T+vdB63vtxD27mj7/fVGyR97tq6zM/6qo38AYZyhrjDHYA+MMZY0xBnsob+OsoUdDvdnpTV369dJtZa62b9mu3bt3S5J2796tN/71hsIjy2bm6m/pv+k/2/6jN1e/Ke/m3jqnc3K+w1m9R/eWJP2Q/IMk6ULGBS14YYG+3fCtsrOy1bxNcz0T84yatWxmvda3G7/VO/Pf0dGDR+Vew12hHUP1ytuW9ZYy0jIUOyNWW7/aquysbLUPb68pf5+iO5rcIUla9691mhczTy++8aLmzZynM6fPqO09bTVz3kzV9asryVLS87XnX9On//pUTtWcNHDYQJ27eE4Xsi5Y44z/Jl7vLnhXRw8elVM1J7UOa63Jf5+sBo0aSJJOnzytQR0H6cU3XtTq91drb+JePT3jaf3zpX9qeux0de/f3fo83238Tl3Gd9GGpA3yqFnwG3XRQ6LVNKSpJOmLNV/IqZqT/jjyj/rz1D9bE+k52Tl6Y84b2vDJBv2W/pua3tlUTz33lMIiwiRJaefS9MrfXlHSziSlp6WrQaMGeuSpR9R7cG/rfS5kX9DZzLM2z/jc48/p/57/P/V7oJ8S4hP02uzX9L+D/1N15+pq0qyJXnj9BRkbGAv+B78i/Zr+q/p93k8/Z/5se+7yTYeLVYVJzL777rt66KGH5OZmm/EcO3asdb9Vq1YKDg7WXXfdpcTERLVv316SCv1riNlstmkvTp/rTZs2TZMmTbIeZ2RkKDAwUCcnnaT8AcpERlaGAucH6uQzJ+XpyhhD6WOMlR+5Fy5oy2f3y+Tjow+jFyuiXl3FZ1zQGL8d+jQiQpJlpuzbc+dqzJQpSgwOlmSZMbvm7nbShCDL8eTTdisn8GnqeT177KSGtT+j6HXrVLvxeFUz+usfjRpooE9taz/GGcoaYwz2wDhDWWOMwR7K6zjLzsrWmVNn1KhuowJ5oOIym816fP7jcnJyUm5urpycnPT+/Pf1+IOPl8ms2St1r6hmzZrav3W/Rtw/Qq6uroXG1HVoV9WpXUdffP6FvLy8tHjxYk0YNkEHfjqgOnXq6LPPPtOzY57VtOem6cEHH1R2drY+//xzhfqHSpL+8Oc/6NiRY/r035/K09NT0/4yTc8+8qz+u/e/cnZ21o9ePyrrUpb+/e6/tWrFKlWrVk2jRo7S+6+8r2XLl0mSXnnlFX324Wd69+131bxFc82fN1/fffmdunXrZr3PMZdj+tvUv6lV61bKzMxUzMwYzfjzDCUkJqhatWqqfdny+/3ifyzWK6+8onah7eTq6qrzx87r27XfasqYKZIsM2X/78P/05AhQ9Q5qHOhn11Nl5r6YvUXevTRR7Vzx04l7E7Qn//8Z93T4h6NGTtGkjTi4RE6/vNxfbjqQwUEBGjt2rV6+uGnlbQnScHBwfol9xd179RdL854UZ6envr88881ecJkdQvtZv0WfU2XmqrnUU+h/qH616p/6W+P/03Lli7TwEEDdeXKFfUY00OPjXlM0R9GKzs7W7u+36VW9VrpDv87CsR8+fJlHb9wXLvH7ZaLq+1MmIyMDAW+XMw/dpjLCUnmTz75pNBz3333nVmSOSkp6abXycvLMzs7O5tXrVplNpvN5nfeecfs5eVVoJ+Xl5f53XffNZvNZvP06dPNbdq0sTl/7tw5syTz5s2bi/0M6enpZknm9PT0Yr8HuBXpl9PNipE5/TJjDGWDMWZHFy6YzZZKr5b9a3x89qy5wbZtZv/Vq80zR40y+69ebW4QH2/+8MwZc4P4eLPhm2/M+uYbc2hcnNksmUPj4sz65huz4ZtvzIHx8eYrv/1W5LXLysdnzxYal+H3uD4+e9bal3GGssYYgz0wzlDWGGOwh/I6zi5dumTev3+/+dKlSyW+xoYNG8yyLMVgs23YsKEUI7W1evVqc+3atc1ubm7miIgI87Rp08x79uyxnv/666/Nnp6e5suXL9u8r2nTpua4uDiz2Ww2h4eHmx966KFCr3/o0CGzJPN//vMfa9uvv/5qdnd3N3/44Ydms9lsXrJkiVmS+ciRI9Y+r7/+utnPz896bDQazS+//LL1OCcnx9ygQQPzoEGDiny2s2fPmiWZ//vf/5rNZrP52LFjZknmV1991abfzp07zU5OTuZffvnFbDabzclnks3Vnaubv978dZHX7tq1q7l58+bmvLw8a9uzzz5rbt68udlsNpuPHDliNhgM1mvm6969u3natGlFXvf+++83T5482eY+Tz/9tPn11183e3l52eT8UlNTzZLMW7ZsKfJ617rRGL2V/GC14qVvHeudd95RWFiY2rZte9O++/btU05OjoxGyzTj8PBwpaen6/vvv7f22blzp9LT0xXx+4yj8PBw7d27VyaTydpn48aNcnV1VVhYWCk/DQAARVuTkqIh+/bpVE6OjKmpilm6VMbUVP2SlaUH9+/XsN/L81z/N/7841eDgmwX+rKDmy1KJkkTjxxRblktOAYAAABcw2w2a/r06XJycrJpd3Jy0vTp02Uuo99L//jHP+r06dP69NNP1bt3b23ZskXt27fXe++9J0lKSEjQhQsX5OPjo5o1a1q3Y8eO6ejRo5KkpKQkde/evdDrHzhwQNWrV7dZR8nHx0chISE6cOCAta1GjRpq2rSp9dhoNOrs2bOSpPT0dJlMJpvFyKpXr6677rrL5l5Hjx7V8OHD1aRJE3l6eqpx48aSpBMnTtj0u/5999xzj1q2bKn3339fkrR8+XL51/fXvffee8PPrmPHjjYzmcPDw3X48GHl5uYqMTFRZrNZzZo1s/ncvv32W+vnlpubq9mzZ6tNmzbWz3fjxo0F4v344481ceJEbdy40WZNqTp16mj06NHq3bu3BgwYoAULFtjkCcuKQ0sZXLhwQUeOHLEeHzt2TElJSapTp47uuMMyTTgjI0MfffSRYmNjC7z/6NGjWrFihe6//37VrVtX+/fv1+TJkxUaGqpOnTpJkpo3b64+ffpo7NixiouLkySNGzdO/fv3V0hIiCSpV69eatGihUaMGKFXXnlF586d05QpUzR27FhKEgAA7OZmCU6DpFVnz+rDFi30zOHDMvn4KGbUKJl8fNTA1VWvBgUpytdXysws5AplZ2taWrEWJdualqbI2rULvQYAAABQWjZu3Khdu3YVaM/NzdWuXbu0ceNG9e7du5B33j43Nzf17NlTPXv21IwZMzRmzBjNnDlTo0ePVl5enoxGo7Zs2VLgfd7e3pIkd3f3Iq9dVELZfF0pzusX4DIYDLecjB4wYIACAwP11ltvKSAgQHl5eWrVqpWys20XuvIopGzamDFjtGjRIv3lL3/R0veWasDQAbdVPiIvL09OTk5KSEgokGyvWbOmJCk2Nlbz58/Xq6++qtatW8vDw0MTJ04sEG+7du2UmJioJUuW6O6777aJa8mSJZowYYI2bNigf/3rX/rb3/6mTZs2qWPHjiWO/WYcmpjdvXu3TXY6v17rqFGjrH9NWLVqlcxms4YNG1bg/S4uLvr666+1YMECXbhwQYGBgerXr59mzpxp8x9qxYoVmjBhgnr16iVJGjhwoBYtWmQ97+TkpM8++0zjx49Xp06d5O7uruHDh2vuNYupAABQ1oqb4Kx755063rattj7xhEw+PloZEaEu/v5XZ8p6eFgKGdiJKTtb0evW3XRRMlPnwmtKAQAAAKUlf7ZstWrVlJdXcBHaatWqafr06erVq1eZ1Jq9XosWLbR27VpJUvv27ZWcnKzq1aurUaNGhfZv06aNvv76az3yyCOFXuvKlSvauXOn9VvgqampOnTokJo3b16seLy8vGQ0GrVjxw7rLNYrV64oISHBulZTamqqDhw4oLi4OHXp0kWStG3btmI/88MPP6ypU6fqtdde0759+/TSuy/d9D07duwocBwcHCwnJyeFhoYqNzdXZ8+etcZzva1bt2rQoEF6+OGHJVmSuYcPHy7wuTRt2lSxsbGKjIyUk5OTTX5QkkJDQxUaGqpp06YpPDxcH3zwQeVNzEZGRt40Yz9u3DiNGzeu0HOBgYH69ttvb3qfOnXqaPny5Tfsc8cdd2j9+vU3vRYAAMWWmSn9/hdcXbhw00W4biXB6eTiosg9eyyNnp6SncsXXMvo4qJJAwbcdFGylS4uUmamPGt6ySwp46lMqRwtMgEAAICKLzs7WydOnCg0KStZEnYnT55UdnZ2oQt0lVRqaqoeeOABPfroo2rTpo1q1aql3bt3a86cORo0aJAkqUePHgoPD9fgwYP1j3/8QyEhITp9+rQ+//xzDR48WHfddZdmzpyp7t27q2nTpvrTn/6kK1eu6IsvvtDUqVMVHBysQYMGWb8VXqtWLf3lL39R/fr1rfcojqefflovv/yygoOD1bx5c82bN09paWnW87Vr15aPj48WL14so9GoEydO6C9/+Uuxr1+7dm1FRUXp//7v/9SzZ0/5Bfjd9D0nT57UpEmTFB0drcTERC1cuND67flmzZrpoYce0siRIxUbG6vQ0FD9+uuv2rx5s1q3bq37779fQUFB+vjjjxUfH6/atWtr3rx5Sk5OLjRh3axZM33zzTeKjIxU9erV9eqrr+rYsWNavHixBg4cqICAAB08eFCHDh3SyJEji/3cJeHQxCwAAFVVrtmsrW3byuTjI2NGhrrUqHFrCc5ypIu3t6oHBCjJx8emDENicLB+aNZMBkkNXF3VxdtbunjRQVECAACgKnB1ddWuXbuUkpJSZJ969eqValJWsnylvkOHDpo/f76OHj2qnJwcBQYGauzYsXruueckWUoKfP755/rrX/+qRx99VCkpKfL3t9Rf9fOzJC8jIyP10Ucf6fnnn9fLL78sT09Pm/qsS5Ys0dNPP63+/fsrOztb9957rz7//PMC5QtuZPLkyTKZTBo9erSqVaumRx99VH/4wx+Unp4uyTKreNWqVZowYYJatWqlkJAQvfbaa4qMjCz2PR577DF98MEHhc78LczIkSN16dIl3XPPPXJyctJTTz1lM1FzyZIleuGFFzR58mT98ssv8vHxUXh4uO6//35J0vTp03Xs2DH17t1bNWrU0Lhx4zR48GDrM10vJCREmzdvts6cnTp1qn766SctXbpUqampMhqNevLJJxUdHV3sZy4Jg7msKh5XQRkZGfLy8lJ6ejq1aVEmMrIy5PWyl9L/ki5PZpmhDDDGSlkRM2bXpKTo6UOHdCU5WdHr1iluwABVDwjQvKZNNenoUf2SlSWzpNBDh5QYHa32cXE2Cc5jHTvK6eLFW5qNW9byFy2TpHbXxJ3UrJkkaXXLlory9VXuhQva2rmzTD4+8lyyWH0Cm9h9sTJUfvwsgz0wzlDWGGOwh/I6zi5fvqxjx46pcePGcnNzc3Q4KIEVK1bo6aef1slTJ7Xv3D6F+ofKqZpToX0jIyPVrl07vfrqq/YN8jbcaIzeSn6wWlkGCQAAbOUnME/l5MiYmqqYpUtlTE3VL1lZenD/fg2rV0+SZaGva+UfvxoUVC4TmVG+vlrdsqXqOzsXWJQsPym7JiVFjfbs0bDp03UwMFBjdiWp0Y4dWnOD2QwAAAAAKo6LFy9a6sq+9JKio6PlUs6+7VfekJgFAKCM5JrN2tK2rVbed5+2ZGQoOy9PTx85osK+qpLftursWX3YosUNE5zlVZSvr463bauVzz+vkJMntTIiQsc6drQmZYtKSA/Zt4/kLAAAAFAJzJkzR+3atZOfn5+mTZvm6HDKPWrMAgBQBqzlCqZPV/S6dZoUH68r/v6qnpys0NRUSZYaste+SpYasnXvvFPH27bV1ieesNSUjYhQF39/25myHh5SOaxG5GQwFFiULNdsvmFC2iBp4pEjGlS3brmcDQwAAACgeGJiYhQTE2M9zs3Lvel7tmzZUnYBlXMkZgEAKGX5s0PNkkJ/nx36aUSEfvDx0cx16xSzdKlN/7fnzrXux4waJVPnznJycSmQ4KwQCkkYb01L05XTp2+akN6alqbI2rXtFysAAAAAOBCJWQAAStGNZodKUtyAAfo0IkKSJTH59ty5GjNlihKDgyVZEpQrK1kdJlN2tqKLk5C++26pTh1LQzlY0AwAAAAAyhKJWQAASlFxZ4cm+/hYjxODg/VDs2YySGrg6qou3t7SxYsljiE3V9q6VTKZJKNR6tJFcip8AVS7MLq4aFJxEtLOzo4LEgAAAADsjMQsAAClqLizQ2eNHm1zPr9QwatBQbdVZ3XNGunpp6VTp662NWggLVggRUWV+LK3pYu3t6oHBCjJx8dmJvH1CemImjW1pW1bmXx8ZMzIUJcaNag5CwAAAKDSIjELAEApKu7sUN/q1WXy8bF8hd/HRw1cXfVqUJCifH1LfO81a6QhQwquCfbLL5b21asdk5x1Mhi0IChIQ/bt0/Vp1vzjP9Wrp6Y//mizWFr1gAAtuM3PBAAAAFVYZqZUs6Zln1JZKIdIzAIAUIqKOzv051atFN+li+Ur/BER6uLvf1uzQ3NzLTNlr0/KSpY2g0GaOFEaNMgxZQ2ifH21umVLPX3oUIGE9J/q1dPckycLLJaW5OOjIfv2aXXLliRnAQAAAFQ61RwdAAAAlUn+7FBJRc4OfTUoSC7Vqilyzx4N27xZkZ6eBZOyHh6WjKrZXKy/7G/dalu+4Hpms3TypKWfo0T5+up427Za+fzzCjl5Um/f3U5HOnTQyrNnC10sLb9t4pEjyi0s4wwAAABUQjExMWrXrp2jw4AdkJgFAKCkMjMtU1ENBsv+7/Jnh9Z3di4wO7SsZn+aTKXbr6w4GQzWhHSXmjUUn55uWSzt0CGFHjpks1ha6KFDanfokHJOn9bWtDTHBg4AAICKLTnZTrdJ1lNPPaUmTZrI1dVVgYGBGjBggL7++mu73B8VC6UMAAAoA1G+vhrk7q6tTzxRauUKbsRoLN1+9lLcxdJMnTvbOzQAAABUJsnJUtOmZXqL48ePq1OnTvL29tacOXPUpk0b5eTk6Msvv9QTTzyhn376qUzvj4qHGbMAAJSRa2eHFihXcIulCm6mSxepQQPL5N3CGAxSYKCln0N5eCjjcroMMZZ9o4uL4gYMUPu4OLWPi9OYKVMkSWOmTLG2xQ0YIKOLi0PDBgAAQDmXmVn4lu/SpRufLwXjx4+XwWDQ999/ryFDhqhZs2Zq2bKlJk2apB07dlj7nThxQoMGDVLNmjXl6empoUOH6syZM0VeNzIyUhMnTrRpGzx4sEaPHm09btSokV544QWNHDlSNWvWVMOGDfXvf/9bKSkp1nu1bt1au3fvtr7nvffek7e3t7788ks1b95cNWvWVJ8+fWS6wdfszp8/r4ceeki+vr5yd3dXcHCwlixZIknasmWLDAaD0q75tltSUpLurn+3jh8/bnPP9evXKyQkRDVq1NCQIUOUmZmppUuXqlGjRqpdu7aeeuop5ebmWq/zz3/+U8HBwXJzc5Ofn5+GDBlyo/8UFQaJWQAASijXbNaWtm218r77tCUjw6F1UJ2cpAULLPvXJ2fzj1991TELf92IdbG0Zs30Q7NmSgwOlnR1sbSkZs3kHBCgLt7ejg0UAAAA5VvNmgU3P7+r53v2LLxPKTl37pw2bNigJ554Qh6FTLzw/v33WbPZrMGDB+vcuXP69ttvtWnTJh09elQPPvjgbccwf/58derUST/88IP69eunESNGaOTIkXr44YeVmJiooKAgjRw5UuZr/n/LxYsXNXfuXC1btkzfffedTpw4oSm/T5YozPTp07V//3598cUXOnDggN544w3VrVv3luK8ePGiXnvtNa1atUobNmzQli1bFBUVpc8//1yff/65li1bpsWLF2v16tWSpN27d2vChAn6+9//roMHD2rDhg269957S/YhlTOUMgAAoATWpKTo6UOHdGX6dEWvW6dJ8fGqHhCgBUFBZVJDtjiioqTVq6Wnn7ZdCKxBA0tSNirKIWHdUP5iaUP27bvhYmllVQICAAAAKA1HjhyR2WzWnXfeecN+X331lX788UcdO3ZMgYGBkqRly5apZcuW2rVrl+6+++4Sx3D//fcrOjpakjRjxgy98cYbuvvuu/XAAw9Ikp599lmFh4frzJkz8vf3lyTl5OTozTffVNPfyzw8+eST+vvf/17kPU6cOKHQ0FDdddddkiwzdW9VTk6O3njjDes9hwwZomXLlunMmTOqWbOmWrRooW7duumbb77Rgw8+qBMnTsjDw0P9+/dXrVq11LBhQ4WGht7yfcsjZswCAHCL1qSkaMi+fTqVkyNjaqpili6VMTVVv2Rlaci+fVqTkmLpWMrlCoojKko6flz65hvpgw8sr8eOlc+kbD5HLJYGAACASubChavbkSPStm3Spk1Xz8fGWtq2bbOcz+9bSvJnoRpuMqHgwIEDCgwMtCZlJalFixby9vbWgQMHbiuGNm3aWPf9fp8t3Lp16wJtZ8+etbbVqFHDmiCVJKPRaHP+eo8//rhWrVqldu3aaerUqYqPj7/lOK+/p5+fnxo1aqSa18xg9vPzs8bRs2dPNWzYUE2aNNGIESO0YsUKXbx48ZbvWx6RmAUA4Bbkms16+sgRFVa0IL9t4pEjDi9rEBkpDRtmeS1v5QsKE+Xrq+Nt22rl888r5ORJrYyI0LGOHUnKAgAAoHg8PK5uTZtKnTpJ4eFXz3foYGnr1MlyPr9vKQkODpbBYLhpctVsNheavC2qXZKqVatmU35Assw6vZ6zs7N1P/9ahbXl5eUV+p78Ptff61p9+/bVzz//rIkTJ+r06dPq3r27tfRBtWrVrM9S3Djz71lYW36ctWrVUmJiolauXCmj0agZM2aobdu2NrVsKyoSswAA3IKtaWm6cvq0Qg8dUuihQ2p/+LAkqf3hwwo9dEjtDh1SzunT2loJfkmwtxsulgYAAACUY3Xq1FHv3r31+uuvK7OQRcXyk4gtWrTQiRMndPLkSeu5/fv3Kz09Xc2bNy/02r6+vjYLcuXm5mrv3r2l+wC3wNfXV6NHj9by5cv16quvavHixdZ2STax7knaUyr3rF69unr06KE5c+boxx9/1PHjx7V58+ZSubYjUWMWAIBbYMrOVvS6dYpZutSm/e25c637MaNGydS5s71Dq/jySz8AAAAApe33mqpl6Z///KciIiJ0zz336O9//7vatGmjK1euaNOmTXrjjTd04MAB9ejRQ23atNFDDz2kV199VVeuXNH48ePVtWtXa93W6913332aNGmSPvvsMzVt2lTz58932GzRGTNmKCwsTC1btlRWVpbWr19vTSgHBQUpMDBQMTExeuGFF3T48GHNnz//tu+5fv16/e9//9O9996r2rVr6/PPP1deXp5CQkJu+9qORmIWAIBbYHRx0aQBA/RpRIQky0zZt+fO1ZgpU5QYHCxJMvn4aKWLiyPDBAAAAHAtOyRmGzdurMTERM2ePVuTJ0+WyWSSr6+vwsLC9MYbb0iyfEV/7dq1euqpp3TvvfeqWrVq6tOnjxYuXFjkdR999FHt2bNHI0eOVPXq1fXMM8+oW7duZf48hXFxcdG0adN0/Phxubu7q0uXLlq1apUkS4mClStX6vHHH1fbtm1199136+9//7sefPDB27qnt7e31qxZo5iYGF2+fFnBwcFauXKlWrZsWRqP5FAG840KR+CWZGRkyMvLS+np6fL09HR0OKiEMrIy5PWyl9L/ki5PV8YYSh9j7OZyzWY12rFDv2RlySwp9NAhJUZHq31cnH5o1kwGSQ1cXXWsY0e+il8ExhnKGmMM9sA4Q1ljjMEeyus4u3z5so4dO6bGjRvLzc2t5BfKzJTyF5S6cMFuC/Liqty8XP2Q/INC/UPlVK0CLH5RTDcao7eSH6TGLAAAt8DJYNCCoCBJ0vVp1/zjV4OCSMoCAAAAjpZfKstsJimLconELAAAtyjK11erW7ZUfWdnmXx8LDVlfXzUwNVVq1u2VNTvRe8BAAAAACgKNWYBACiBKF9fDXJ319YnnrDUlI2IUBd/f2bKAgAAAACKhcQsAAAl5GQwKHLPHsuBp6dEUhYAAAAoNSyLhPKqtMYmpQwAAEDFkJlpSX4bDJZ9AAAAVErOzs6SpIsXLzo4EqBw+WMzf6yWFDNmAQBAhZBrNmtr27Yy+fjImJGhLjVqUDoCAACgEnJycpK3t7fOnj0rSapRo4YM/N5XIeXm5UpXpMuXL8upmpOjw7ltZrNZFy9e1NmzZ+Xt7S0np9t7JhKzAACUVP4qryhza1JS9PShQ7oyfbqi163TpPh4VQ8I0IKgIBZbAwAAqIT8/f0lyZqcRcWUZ87Tr+m/6viF46pmqDxf3Pf29raO0dtBYhYAAJRra1JSNGTfPpklhaamKmbpUn0aEaEkHx8N2bdPq1u2JDkLAABQyRgMBhmNRtWrV085OTmODgcldCH7gvp93k+7x+1WTZeajg6nVDg7O9/2TNl8JGYBAEC5lWs26+kjR1TYvGSzJIOkiUeOaFDdupQ1AAAAqIScnJxKLQkG+8s2ZOvnzJ/l4uoiN1c3R4dT7pCYBQAA5dbWtDRdOX1aoampkqT2hw/bvEqSycdHW9PSFFm7tkNiBAAAAICSIDELAADKLVN2tqLXrVPM0qU27W/PnWvdjxk1SqbOne0dGgAAAADcFhKzAACg3DK6uGjSgAH6NCJCkmWm7Ntz52rMlClKDA6WZJkxu9LFxZFhAgAAAMAtIzELAADKrS7e3qoeEKAkHx+bOrOJwcH6oVkzGSQ1cHVVF29vB0UIAAAAACVTzdEBAAAAFMXJYNCCoCBJloW+rpV//GpQEAt/AQAAAKhwSMwCAIByLcrXV6tbtlR9Z2eZfHwsNWV9fNTA1VWrW7ZUlK+vo0MEAAAAgFtGKQMAAIqSmSnVrGnZv3BB8vBwbDxVWJSvrwa5u2vrE09YaspGRKiLvz8zZQEAAABUWA6dMfvdd99pwIABCggIkMFg0Nq1a23Ojx49WgaDwWbr2LGjTZ+srCw99dRTqlu3rjw8PDRw4ECdOnXKps/58+c1YsQIeXl5ycvLSyNGjFBaWppNnxMnTmjAgAHy8PBQ3bp1NWHCBGVnZ5fFYwMAKohcs1lb2rbVyvvu05aMDOWazTd/E8qMU82aikxK0rCvv1ak0UhSFgAAAECF5tDEbGZmptq2batFixYV2adPnz4ymUzW7fPPP7c5P3HiRH3yySdatWqVtm3bpgsXLqh///7Kzc219hk+fLiSkpK0YcMGbdiwQUlJSRoxYoT1fG5urvr166fMzExt27ZNq1at0scff6zJkyeX/kMDACqENSkparRnj4ZNn66DgYEaFh+vRjt2aE1KiqNDAwAAAABUAg4tZdC3b1/17dv3hn1cXV3l7+9f6Ln09HS98847WrZsmXr06CFJWr58uQIDA/XVV1+pd+/eOnDggDZs2KAdO3aoQ4cOkqS33npL4eHhOnjwoEJCQrRx40bt379fJ0+eVEBAgCQpNjZWo0eP1uzZs+Xp6Vno/bOyspSVlWU9zsjIsLxmZUhZhb4FuC0ZWRk2r0BpY4xZfJp6XiMPHZNZUmhqqmKWLtWnERFK8vHRkH379H6zxhroU9vRYVZYjDOUNcYY7IFxhrLGGIM9MM5Q1qriGLuVZy33NWa3bNmievXqydvbW127dtXs2bNVr149SVJCQoJycnLUq1cva/+AgAC1atVK8fHx6t27t7Zv3y4vLy9rUlaSOnbsKC8vL8XHxyskJETbt29Xq1atrElZSerdu7eysrKUkJCgbt26FRrbSy+9pFmzZhVoD5wXKLmV1icAFBQ4P9DRIaCSq9pjrJrUYaXk6itd91V5sySZ8zTixx3SzuGS8hwRYKVRtccZ7IExBntgnKGsMcZgD4wzlLUqNcYuF79ruU7M9u3bVw888IAaNmyoY8eOafr06brvvvuUkJAgV1dXJScny8XFRbVr285a8vPzU3JysiQpOTnZmsi9Vr169Wz6+Pn52ZyvXbu2XFxcrH0KM23aNE2aNMl6nJGRocDAQJ2cdLLIWbbA7cjIylDg/ECdfOakPF0ZYyh9jDFpa/pvGrN1h4wnDkuS2h+2fZUkk4+P3n78hLp41XJIjBUd4wxljTEGe2CcoawxxmAPjDOUtao4xjIyMhT4cvES0eU6Mfvggw9a91u1aqW77rpLDRs21GeffaaoqKgi32c2m2W4ZpaToZDFQUrS53qurq5ydXUt0O7p6lllBhscgzGGslaVx1iG+ZKi161TzNKlNu1vz51r3Y8ZNUoZnTtX2c+otFTlcQb7YIzBHhhnKGuMMdgD4wxlrUqNsYKpwiKV68Ts9YxGoxo2bKjDv89a8vf3V3Z2ts6fP28za/bs2bOKiIiw9jlz5kyBa6WkpFhnyfr7+2vnzp0258+fP6+cnJwCM2kBAJWb0cVFkwYM0Ke//+9I+8OH9fbcuRozZYoSg4MlWWbMrnRxcWSYAAAAAIAKrpqjA7gVqampOnnypIxGoyQpLCxMzs7O2rRpk7WPyWTS3r17rYnZ8PBwpaen6/vvv7f22blzp9LT02367N27VyaTydpn48aNcnV1VVhYmD0eDQBQTnTx9lb1gAAlNWumH5o1syZjE4OD9UOzZkpq1kzOAQHq4u3t2EABAAAAABWaQ2fMXrhwQUeOHLEeHzt2TElJSapTp47q1KmjmJgY/fGPf5TRaNTx48f13HPPqW7duvrDH/4gSfLy8tJjjz2myZMny8fHR3Xq1NGUKVPUunVr9ejRQ5LUvHlz9enTR2PHjlVcXJwkady4cerfv79CQkIkSb169VKLFi00YsQIvfLKKzp37pymTJmisWPHUisWAKoYJ4NBC4KCNGTfPl1fzCb/+NWgIDndoNQNAAAAAAA349AZs7t371ZoaKhCQ0MlSZMmTVJoaKhmzJghJycn/fe//9WgQYPUrFkzjRo1Ss2aNdP27dtVq9bVxVbmz5+vwYMHa+jQoerUqZNq1KihdevWycnJydpnxYoVat26tXr16qVevXqpTZs2WrZsmfW8k5OTPvvsM7m5ualTp04aOnSoBg8erLnX1BMEAFQdUb6+Wt2ypeo7O8vk46OYUaNk8vFRA1dXrW7ZUlG+vo4OEQAAAABQwTl0xmxkZKTMZnOR57/88subXsPNzU0LFy7UwoULi+xTp04dLV++/IbXueOOO7R+/fqb3g8AUDVE+fpqkLu7tj7xhKWmbESEuvj7M1MWAAAAAFAqKtTiXwAA2JOTwaDIPXssB56eEklZAAAAAEApITELAEBRPDykG3yzAwAAAACAknJojVkAAIDSknvhgra0a6eV3btri8mkXJLqAAAAAMoxErMAAKDCW5OSokZ79mjY9Ok6GBioYfHxarRjh9akpDg6NAAAAAAoFIlZAABQoa1JSdGQfft0KidHxtRUxSxdKmNqqn7JytKQfftIzgIAAAAol0jMAgCACivXbNbTR46osKIF+W0TjxyhrAEAAACAcofFvwAAQIW1NS1NV06fVmhqqiSp/eHDNq+SZPLx0da0NEXWru2QGAEAAACgMCRmAQBAhWXKzlb0unWKWbrUpv3tuXOt+zGjRsnUubO9QwMAAACAGyIxCwAAKiyji4smDRigTyMiJFlmyr49d67GTJmixOBgSZYZsytdXBwZJgAAAAAUQGIWAFBl5V64oK2dO8vk4yPj8uXq4u8vJ4PB0WHhFnTx9lb1gAAl+fjY1JlNDA7WD82aySCpgaurunh7OyhCAAAAACgci38BAKqkNSkparRnj4ZNn66DgYEaFh+vRjt2aE1KiqNDwy1wMhi0IChIknR9Sj3/+NWgIBLuAAAAAModErMAgCpnTUqKhuzbp1M5OTKmpipm6VIZU1P1S1aWhuzbR3K2gony9dXqli1V39lZJh8fS01ZHx81cHXV6pYtFeXr6+gQAQAAAKAAShkAAKqUXLNZTx85YvO193xmWWZZTjxyRIPq1mWWZQUS5eurQXXramtamkydO2uli4u6eHvz3xAAAABAuUViFgBQpWxNS9OV06cVmpoqybJY1LWvkmWxqK1paYqsXdshMaJknAwG/psBAAAAqDBIzAIAKrXrF/j6pVo1Ra9bp5ilS236vT13rnU/ZtQomTp3tneoAAAAAIAqhMQsAKDSWpOSoqcPHdKV6dMVvW6dJsXH64q/v6oPGKBPIyIkWWbKvj13rsZMmaLE4GBJlhmzK11cHBk6AAAAAKCSIzELAKiU8hf4MksK/X2Br08jIvSDj4/k46NkHx+b/onBwfqhWTMZJDVwdVUXb29HhA0AAAAAqCKqOToAAABK240W+LrW9ctC5R+/GhTEolEAAAAAgDLFjFkAQKVT3AW+cv38ZPLxsdSU9fFRA1dXvRoUpChfX4fEDQAAAACoOkjMAgAqHVN2drEW+AqeNUv1n3zSUlM2IkJd/P2ZKQsAAAAAsAsSswCASsfo4qJJxVngy9NTkUlJDowUAAAAAFBVkZgFAFQ6Xby9VT0gQEk+PjZ1ZlngCwAAAABQXrD4FwCg0nEyGLQgKEgSC3wBAAAAAMonErMAgEopytdXq1u2VH1n5wILfK1u2ZIFvmArM1MyGCxbZqajowEAAABQBVDKAABQaUX5+mqQu7u2PvEEC3yh+JKTpaZNHR0FAAAAgEqOxCwAoFJzqlmTBb5wa0jMAgAAALADShkAAABcW77g0iXHxQEAAACgymDGLAAAqLpMJssWFna1rWdPKSHBsm80WjYAAAAAKGXMmAUAAFVXXJxtUjZfWJhli4uzf0wAAAAAqgRmzAIAgKorOloaOFA6d84yU1aSYmOlyEjLPrNlAQAAAJQRErMAAKDqyi9VcG2N2Q4dpPbtHRcTAAAAgCqBUgYAgIotM1MyGCzbtck1AAAAAADKMRKzAIDKIznZ0RGgovLwkE6flmbOlJo0cXQ0AAAAAKoAErMAgMqDxCxuxGSSYmIsr4UxGi3nqSsLAAAAwA6oMQsAqNiuLV9w6ZLj4kD5lpkpBQRY9nv2JPkKAAAAwOFIzAIAKiaTybKFhV1t69lTSkiw7Ocv6gRIBRP4mZmW8gUAAAAA4CCUMgAAVExxcbZJ2XxhYZYtLs7+MaH8MZmkxETJz+9qW8+eUs2alvaiyhoAAAAAQBkjMQsAqJiioy2zYzdtutoWG2tpS0iwnAeKSuBLJPABAAAAOBSlDAAAFVN+qYJrv6LeoYPUvr3jYkL5Ex0tDRwonTtnmSkrWRL4HTpI7u6UuwAAAADgMA6dMfvdd99pwIABCggIkMFg0Nq1a63ncnJy9Oyzz6p169by8PBQQECARo4cqdOnT9tcIzIyUgaDwWb705/+ZNPn/PnzGjFihLy8vOTl5aURI0YoLS3Nps+JEyc0YMAAeXh4qG7dupowYYKys7PL6tEBAIA9GI2WZH14+NW2Dh2kTp0s7SRmAQAAADiIQxOzmZmZatu2rRYtWlTg3MWLF5WYmKjp06crMTFRa9as0aFDhzRw4MACfceOHSuTyWTd4q77WuLw4cOVlJSkDRs2aMOGDUpKStKIESOs53Nzc9WvXz9lZmZq27ZtWrVqlT7++GNNnjy59B8aAFB2/P0dHQEqq8xMyWCwbEePOjoaAAAAAJWAQ0sZ9O3bV3379i30nJeXlzZdWzdQ0sKFC3XPPffoxIkTuuOOO6ztNWrUkH8R/2f8wIED2rBhg3bs2KEOHTpIkt566y2Fh4fr4MGDCgkJ0caNG7V//36dPHlSAQEBkqTY2FiNHj1as2fPlqenZ6HXzsrKUlZWlvU4IyPD8pqVIWUV+hbgtmRkZdi8AqWtQo6x6pIup189rkixV1EOGWfVJcOxg3J5e4my6/vKfKv3zspU/m8DF04cUV4D31IPEaWnQv4sQ4XDOENZY4zBHhhnKGtVcYzdyrNWqBqz6enpMhgM8vb2tmlfsWKFli9fLj8/P/Xt21czZ85UrVq1JEnbt2+Xl5eXNSkrSR07dpSXl5fi4+MVEhKi7du3q1WrVtakrCT17t1bWVlZSkhIULdu3QqN56WXXtKsWbMKtAfOC5TcSuGBgSIEzg90dAio5BhjsAeHjDNnSUtfvqW31Mi2bCm/Hw9a0kebvyv1yFAG+FkGe2CcoawxxmAPjDOUtSo1xi4Xv2uFScxevnxZf/nLXzR8+HCbGawPPfSQGjduLH9/f+3du1fTpk3Tnj17rLNtk5OTVa9evQLXq1evnpKTk619/Pz8bM7Xrl1bLi4u1j6FmTZtmiZNmmQ9zsjIUGBgoE5OOlnkLFvgdmRkZShwfqBOPnNSnq6MMZQ+xhjsoSKNM4MpWbUah9i0fb1MurD9W0mS2d9fZiMlNMqbijTGUHExzlDWGGOwB8YZylpVHGMZGRkKfLl4iegKkZjNycnRn/70J+Xl5emf//ynzbmxY8da91u1aqXg4GDdddddSkxMVPvfV+Y2GAwFrmk2m23ai9Pneq6urnJ1dS3Q7unqWWUGGxyDMYayxhiDPVSIcfbevEKba4Z3tezMnCnFxNgvHtySCjHGUOExzlDWGGOwB8YZylqVGmMFU4VFcujiX8WRk5OjoUOH6tixY9q0adNNZ6K2b99ezs7OOnz4sCTJ399fZ86cKdAvJSXFOkvW39+/wMzY8+fPKycnp8BMWgAAUIVER0vbtknX1r2PjZUSEixbdLTjYgMAAABQoZXrxGx+Uvbw4cP66quv5OPjc9P37Nu3Tzk5OTIajZKk8PBwpaen6/vvv7f22blzp9LT0xUREWHts3fvXplMJmufjRs3ytXVVWFhYaX8VAAAoMIwGqVOnaTw8KttHTpI7dtbtt9/3wAAAACAW+XQUgYXLlzQkSNHrMfHjh1TUlKS6tSpo4CAAA0ZMkSJiYlav369cnNzrbNa69SpIxcXFx09elQrVqzQ/fffr7p162r//v2aPHmyQkND1alTJ0lS8+bN1adPH40dO1ZxcXGSpHHjxql///4KCbHUjOvVq5datGihESNG6JVXXtG5c+c0ZcoUjR07llqxAABA8vCwzJANC5Pc3R0dDQAAAIBKwKEzZnfv3q3Q0FCFhoZKkiZNmqTQ0FDNmDFDp06d0qeffqpTp06pXbt2MhqN1i0+Pl6S5OLioq+//lq9e/dWSEiIJkyYoF69eumrr76Sk5OT9T4rVqxQ69at1atXL/Xq1Utt2rTRsmXLrOednJz02Wefyc3NTZ06ddLQoUM1ePBgzZ07174fCACgoMxMyWCwbEePOjoaVGVGo6WmLLNkAQAAAJQCh86YjYyMlNlsLvL8jc5JUmBgoL799tub3qdOnTpavnz5DfvccccdWr9+/U2vBQBwoORkqWlTR0eBqspoZKEvAAAAAKWmXNeYBQBAmZlX9y9dsj0GAAAAAKCCIjELACifTCYpMVHy87va1rOnVLOmpf2aBRsBAAAAAKhoSMwCAMqnuDjLQkuFCQuznAcAAAAAoIJyaI1ZAACKFB0tDRwonTtnmSkrSbGxUocOkrs7CzABAAAAACo0ErMAgPLJaLRs19aU7dBB6tTJcTEBAAAAAFBKKGUAAAAAAAAAAHZGYhYAUHH4+zs6AgAAAAAASgWlDAAA5ZuHh2Q2OzoKAAAAAABKFTNmAQAAAAAAAMDOSMwCAAAAAAAAgJ2RmAUAAAAAAAAAOyMxCwAAAAAAAAB2RmIWAAAAAAAAAOyMxCwAwPEyMyWDwbIdPeroaAAAAAAAKHMkZgEA5UtysqMjAAAAAACgzJGYBQA4Xmbm1f1LlxwXBwAAAAAAdkJiFgDgOCaTlJgo+fldbevZ09KWmGg5D1QEJpMUE8OYBQAAAFBsJGYBAI4TFyeFhRVsDwuzbHFx9o8JuFWZmVJAgDRrlvS//zk6GgAAAAAVRHVHBwAAqMKio6WBA6Vz5ywzZSUpNlaKjLTsG40OCw0otutLcWRmSh4ejosHAAAAQIVAYhYA4DhGo2W7NrHVoYPUvr3jYgKKy2SybNfO+s7/A0NCwtXxDQAAAACFoJQBAABASRRVikOiFAcAAACAm2LGLADA8Tw8pNOnLYmsJk0cHQ1QPEWV4ujQQXJ3Z7YsAAAAgBsiMQsAKB+MRsuq9kBFUVQpjk6dHBcTAAAAgAqDUgYAAAC3w8PDUlNWssyUBQAAAIBiIDELAABwu4xGaeZMyhcAAAAAKLZilzKYNGlSsS86b968EgUDAABQIVGKAwAAAMAtKnZi9ocffihWP4PBUOJgAAAAAAAAAKAqKHZi9ptvvinLOAAAAAAAAACgyqDGLAAAAAAAAADYWbFnzF5v165d+uijj3TixAllZ2fbnFuzZs1tBwYAAAAAAAAAlVWJZsyuWrVKnTp10v79+/XJJ58oJydH+/fv1+bNm+Xl5VXaMQIAAAAAAABApVKixOyLL76o+fPna/369XJxcdGCBQt04MABDR06VHfccUdpxwgAqOgyMyWDwbIdPeroaAAAAAAAcLgSJWaPHj2qfv36SZJcXV2VmZkpg8GgZ555RosXLy7VAAEAlUxysqMjAAAAAADA4UqUmK1Tp45+++03SVL9+vW1d+9eSVJaWpouXrxYetEBACqHzMyr+5cuOS4OAAAAAADKiRIlZrt06aJNmzZJkoYOHaqnn35aY8eO1bBhw9S9e/dSDRAAUIGZTFJiouTnd7WtZ09LW2Ki5TxQFZhMUkwMYx4AAACAVfWSvGnRokW6fPmyJGnatGlydnbWtm3bFBUVpenTp5dqgACACiwuTpo1q2B7WJjldeZMS7IKqMwyM6WAAMt+z56S0ejYeAAAAACUC7ecmL1y5YrWrVun3r17S5KqVaumqVOnaurUqaUeHACggouOlgYOlM6dsySkJCk2VoqMtOyToEJVQCkPAAAAAIW45cRs9erV9fjjj+vAgQNlEQ8AoDIxGi3btYmpDh2k9u0dFxNgLyaTZcufIS5Z/kCRkGDZz//3AQAAAKBKKlGN2Q4dOuiHH3647Zt/9913GjBggAICAmQwGLR27Vqb82azWTExMQoICJC7u7siIyO1b98+mz5ZWVl66qmnVLduXXl4eGjgwIE6deqUTZ/z589rxIgR8vLykpeXl0aMGKG0tDSbPidOnNCAAQPk4eGhunXrasKECcrOzr7tZwQASPLwuJqMcnd3bCyAvcTF2SZl84WFWba4OPvHBAAAAKDcKFFidvz48Zo8ebIWLVqk7du368cff7TZiiszM1Nt27bVokWLCj0/Z84czZs3T4sWLdKuXbvk7++vnj176rfffrP2mThxoj755BOtWrVK27Zt04ULF9S/f3/l5uZa+wwfPlxJSUnasGGDNmzYoKSkJI0YMcJ6Pjc3V/369VNmZqa2bdumVatW6eOPP9bkyZNL8OkAAAplNFpqyjJDEFVFdLTlDxK/L5gqyVLKIyHBskVHOy42AAAAAA5XosW/HnzwQUnShAkTrG0Gg0Fms1kGg8EmKXojffv2Vd++fQs9Zzab9eqrr+qvf/2roqKiJElLly6Vn5+fPvjgA0VHRys9PV3vvPOOli1bph49ekiSli9frsDAQH311Vfq3bu3Dhw4oA0bNmjHjh3q0KGDJOmtt95SeHi4Dh48qJCQEG3cuFH79+/XyZMnFfD74hyxsbEaPXq0Zs+eLU9Pz5J8TACAaxmNLPSFquXaUgUJCZZZspGRlPIAAAAAIKmEidljx46VdhyF3iM5OVm9evWytrm6uqpr166Kj49XdHS0EhISlJOTY9MnICBArVq1Unx8vHr37q3t27fLy8vLmpSVpI4dO8rLy0vx8fEKCQnR9u3b1apVK2tSVpJ69+6trKwsJSQkqFu3boXGmJWVpaysLOtxRkaG5TUrQ8oq9C3AbcnIyrB5BUobYwz2UBXHWbXsC6op6UL2BeVVoed2lKo4xmB/jDOUNcYY7IFxhrJWFcfYrTxriRKzDRs2LMnbbklycrIkyc/Pz6bdz89PP//8s7WPi4uLateuXaBP/vuTk5NVr169AtevV6+eTZ/r71O7dm25uLhY+xTmpZde0qxZswq0B84LlNxu9oRAyQXOD3R0CKjkGGOwh6o0zvx/k6K7SnGruyr5S0dHU3VUpTEGx2GcoawxxmAPjDOUtSo1xi4Xv2uJErOffvppoe0Gg0Fubm4KCgpS48aNS3LpQq95rfxyCTdyfZ/C+pekz/WmTZumSZMmWY8zMjIUGBiok5NOUv4AZSIjK0OB8wN18pmT8nRljKH0McZgD1V5nE26eReUgqo8xmA/jDOUNcYY7IFxhrJWFcdYRkaGAl8uXiK6RInZwYMHW2vKXuvaOrOdO3fW2rVrC8xmLS5/f39JltmsxmsWijl79qx1dqu/v7+ys7N1/vx5m/ucPXtWERER1j5nzpwpcP2UlBSb6+zcudPm/Pnz55WTk1NgJu21XF1d5erqWqDd09Wzygw2OAZjDGWNMQZ7YJyhrDHGYA+MM5Q1xhjsgXGGslalxljBVGGRqpXk+ps2bdLdd9+tTZs2KT09Xenp6dq0aZPuuecerV+/Xt99951SU1M1ZcqUklxektS4cWP5+/tr0zUrGWdnZ+vbb7+1Jl3DwsLk7Oxs08dkMmnv3r3WPuHh4UpPT9f3339v7bNz506lp6fb9Nm7d69MJpO1z8aNG+Xq6qqwsLASPwMAAECxmEyWxfGu+V0EAAAAQOVWohmzTz/9tBYvXmxNbEpS9+7d5ebmpnHjxmnfvn169dVX9eijj97wOhcuXNCRI0esx8eOHVNSUpLq1KmjO+64QxMnTtSLL76o4OBgBQcH68UXX1SNGjU0fPhwSZKXl5cee+wxTZ48WT4+PqpTp46mTJmi1q1bq0ePHpKk5s2bq0+fPho7dqzi4uIkSePGjVP//v0VEhIiSerVq5datGihESNG6JVXXtG5c+c0ZcoUjR07lpIEAACg7JlM0qxZ0sCB0jXfFAIAAABQeZUoMXv06NFCE5aenp763//+J0kKDg7Wr7/+esPr7N69W926dbMe59drHTVqlN577z1NnTpVly5d0vjx43X+/Hl16NBBGzduVK1atazvmT9/vqpXr66hQ4fq0qVL6t69u9577z05OTlZ+6xYsUITJkxQr169JEkDBw7UokWLrOednJz02Wefafz48erUqZPc3d01fPhwzZ07twSfDgAAQDFlZlq2/G/onDvn2HgAAAAA2E2JErNhYWH6v//7P73//vvy9fWVZKnZOnXqVN19992SpMOHD6tBgwY3vE5kZGSBOrXXMhgMiomJUUxMTJF93NzctHDhQi1cuLDIPnXq1NHy5ctvGMsdd9yh9evX37APAOAGTCYpLk6KjmbGH1AcJpMUEGDb1rOnlJBg2Tca+bcEAAAAVGIlqjH7zjvv6NixY2rQoIGCgoIUHBysBg0a6Pjx43r77bclWcoUTJ8+vVSDBQCUU5mZlgTTrFnS79+cAHATv5dYKiAszLIVdR4AAABApVCiGbMhISE6cOCAvvzySx06dEhms1l33nmnevbsqWrVLLnewYMHl2acAIDyLDPz6v6lS5ZjDw/HxQNUBNHRlhmyly5ZXiUpNlaKjLTsM1sWAAAAqNRKlJiVLGUG+vTpo8jISLm6uspgMJRmXACAisBksmz59TGlqwmmhAS+ig3cSP6/j2v/sNGhg9S+veNiAgAAAGA3JSplkJeXp+eff17169dXzZo1dezYMUnS9OnT9c4775RqgACAciwuzjYpey2+ig0Uj4fH1bqy7u6OjQUAAACA3ZQoMfvCCy/ovffe05w5c+Ti4mJtb926tbXGLACgCoiOtiSUNm262hYbK23bZmmPjnZcbEBFYjRKM2cywxwAAACoQkpUyuD999/X4sWL1b17d/35z3+2trdp00Y//fRTqQUHACjnri1VkJBgmSUbGclXsYFbZTRKMTGOjgIAAACAHZVoxuwvv/yioKCgAu15eXnKycm57aAAAADwO5PJkrQ1mRwdCQAAAIBSVKLEbMuWLbV169YC7R999JFCQ0NvOygAQAXEV7GBsmEySbNmkZgFAAAAKpkSlTKYOXOmRowYoV9++UV5eXlas2aNDh48qPfff1/r168v7RgBABUBX8UGSt/Zs1cX2Dt3TsrMtCwWBgAAAKDCK9GM2QEDBuhf//qXPv/8cxkMBs2YMUMHDhzQunXr1LNnz9KOEQAAoGoxmaTERMnP72pbz55SzZqWdmbPAgAAABVeiRKzktS7d299++23unDhgi5evKht27apV69epRkbAABA1RQXd3Wm7PXCwiznAQAAAFRoJUrMNmnSRKmpqQXa09LS1KRJk9sOCgAAoEqLjpYSEqRNm662xcZK27ZZ2qOjHRcbAAAAgFJRohqzx48fV25uboH2rKws/fLLL7cdFAAAQJVmNFq2zMyrbR06SJ06OS4mAAAAAKXqlhKzn376qXX/yy+/lJeXl/U4NzdXX3/9tRo1alRqwQEAAFRpHh6WGbJhYZK7u6OjAQAAAFCKbikxO3jwYEmSwWDQqFGjbM45OzurUaNGio2NLbXgAAAAqjyjUZo50/JaGJPJUnM2OrroPgAAAADKnVtKzObl5UmSGjdurF27dqlu3bplEhQAoJwiAQTYn9EoxcQUfi4zUwoIsOz37Mm/SwAAAKACKdHiX8eOHSMpCwBVkckkzZpleQXgeNfWoL10yXFxAAAAALhlJVr8S5K+/vprff311zp79qx1Jm2+d99997YDAwCUM2fPWupcStK5c46NBajqTCbLlv9vUrLMmE1IsOznLx4GAAAAoNwq0YzZWbNmqVevXvr666/166+/6vz58zYbAKASMZmkxETJz+9qW8+elrbERGbPAo4QF2eblM0XFmbZ4uLsHxMAAACAW1KiGbNvvvmm3nvvPY0YMaK04wEAlDdxcZbyBdfLTwrNnFl0/UsAZSM6Who40DJ7vWdPS1tsrBQZadlntiwAAABQ7pUoMZudna2IiIjSjgUAUB6RAALKn2tLFSQkWP5QEhkptW/v0LAAAAAAFF+JShmMGTNGH3zwQWnHAgAoj4xGS7InPPxqW4cOlrb27UnMAuWdyWSZ1U7ZEQAAAKBcKdGM2cuXL2vx4sX66quv1KZNGzk7O9ucnzdvXqkEBwAoRzw8rs7Mc3d3dDQA8hmNlpIiRf2RxGSylCMZOJA/pAAAAADlSIkSsz/++KPatWsnSdq7d29pxgMAKM9ulgACYH9GY+F1njMzLVt+Pehz5+waFgAAAIAbK1Fi9ptvvintOAAAFUFRCSAA5YvJJAUE2Lb17GmZ9S7Z1qgFAAAA4BC3lJiNioq6aR+DwaCPP/64xAEBAADgNsXFFd6eP3t25kz+yAIAAAA42C0lZr28vMoqDgAAAJSW6GjLDNlLlyyvkhQbK0VGWvaZLQsAAAA43C0lZpcsWVJWcQAAAKC0XFuqIH/RvshIqX17234mk2V2bXQ0yVoAAADAzkpUYxYAAAAVXGbm1Tq0PXuSmAUAAADsrJqjAwAAAEAZMhotNWWvT7xmZl7dv3TJ9hgAAABAmWPGLAAAQGVmNNou9GUyWbb8hcCkq3VoExJsyyAAAAAAKDPMmAUAAKhK4uJsk7LXCguznAcAAABQ5kjMAgCsDKZkzfzG8gqgkoqOtsyM3bTpaltsrLRtm6U9Ovpqu8lkmW1rMtk9TAAAAKCyo5QBAMDKkJysmG+lC8nJUqNmjg4HQFm4tlRBQoJllmxkpNS+fcG+JpM0a5Y0cCDlDQAAAIBSxoxZAIDF2bOqGd7Vsn/uvGNjAeB4Z89eLXlw7pxjYwEAAAAqIWbMAkBVV8hCQDX7DbbMpJNYCAiozIxGaeZM23/jRS0Oxs8EAAAAoFQxYxYAqrqiFgIKC2MhIKCyMxotNWSvTbTyMwEAAACwC2bMAkBVFx1tqR957pxlVpykS/+YLfcefSznmRkHVC2F/ExQbKylDq3EzwQAAACglJCYBYCq7pqvJV/Y/q1qhndV7r2dC18ICEDldyuLgwEAAAAosXJfyqBRo0YyGAwFtieeeEKSNHr06ALnOnbsaHONrKwsPfXUU6pbt648PDw0cOBAnTp1yqbP+fPnNWLECHl5ecnLy0sjRoxQWlqavR4TAACg4jGZLKUQTCZHRwIAAABUOOU+Mbtr1y6ZTCbrtmnTJknSAw88YO3Tp08fmz6ff/65zTUmTpyoTz75RKtWrdK2bdt04cIF9e/fX7m5udY+w4cPV1JSkjZs2KANGzYoKSlJI0aMsM9DAkA5Yfb3V0xXyysAFLo42LVMJmnWLBKzAAAAQAmU+1IGvr6+Nscvv/yymjZtqq5du1rbXF1d5V9EEiE9PV3vvPOOli1bph49ekiSli9frsDAQH311Vfq3bu3Dhw4oA0bNmjHjh3q0KGDJOmtt95SeHi4Dh48qJCQkDJ6OgAoX8xGf83qJk0ykpgFoKuLgxXm7Nmri4SdO2e3kAAAAIDKotwnZq+VnZ2t5cuXa9KkSTIYDNb2LVu2qF69evL29lbXrl01e/Zs1atXT5KUkJCgnJwc9erVy9o/ICBArVq1Unx8vHr37q3t27fLy8vLmpSVpI4dO8rLy0vx8fFFJmazsrKUlZVlPc7IyLC8ZmVIWYW+BbgtGVkZNq/ArTKYkuXy9hJlj3lE5kKSr4wx2APjrGIzmJJlSE5WzfCrfyRXz566sP1bSZYZ94X9fLEnxhjsgXGGssYYgz0wzlDWquIYu5VnrVCJ2bVr1yotLU2jR4+2tvXt21cPPPCAGjZsqGPHjmn69Om67777lJCQIFdXVyUnJ8vFxUW1a9e2uZafn5+Sk5MlScnJydZE7rXq1atn7VOYl156SbNmzSrQHjgvUHIr4UMCxRA4P9DRIaCCCj0tJS6WwlNe1g8BRfdjjMEeGGcV08xvpJhvC7bnJ2pjukqzutk5qCIwxmAPjDOUNcYY7IFxhrJWpcbY5eJ3rVCJ2XfeeUd9+/ZVQMDVbMKDDz5o3W/VqpXuuusuNWzYUJ999pmioqKKvJbZbLaZdXvtflF9rjdt2jRNmjTJepyRkaHAwECdnHRSnp6exX4uoLgysjIUOD9QJ585KU9Xxhhu0dkUed4RJEn6btBa5XW8R/LwsOnCGIM9MM4qNsOoZF1ITpbOnVfNfoMlSZf+MVu593aWJE3293d4ORTGGOyBcYayxhiDPTDOUNaq4hjLyMhQ4MvFS0RXmMTszz//rK+++kpr1qy5YT+j0aiGDRvq8OHDkiR/f39lZ2fr/PnzNrNmz549q4iICGufM2fOFLhWSkqK/Pz8iryXq6urXF1dC7R7unpWmcEGx2CM4ZaYTJYtvxakZE2mKCHBUkPyuoV9GGOwB8ZZBdXIU2rUzLKfkCCFhcm9Rx+pfXvbfiaTFBcnRUcXvXhYGWOMwR4YZyhrjDHYA+MMZa1KjbGCqcIiVSu7KErXkiVLVK9ePfXr1++G/VJTU3Xy5EkZf/8/AGFhYXJ2dtamTZusfUwmk/bu3WtNzIaHhys9PV3ff/+9tc/OnTuVnp5u7QMAFVZcnE1S1kZYmOU8AJQ2k0maNcvyCgAAAKCACjFjNi8vT0uWLNGoUaNUvfrVkC9cuKCYmBj98Y9/lNFo1PHjx/Xcc8+pbt26+sMf/iBJ8vLy0mOPPabJkyfLx8dHderU0ZQpU9S6dWv16NFDktS8eXP16dNHY8eOVdzvCYpx48apf//+RS78BQAVRnS0NHCgZdX0nj0tbbGxUocOkru7w2ayAagEjEZp5syCP0cyM6VLlyz7ly5Zjq8rnQIAAABUdRUiMfvVV1/pxIkTevTRR23anZyc9N///lfvv/++0tLSZDQa1a1bN/3rX/9SrVq1rP3mz5+v6tWra+jQobp06ZK6d++u9957T05OTtY+K1as0IQJE9SrVy9J0sCBA7Vo0SL7PCAAlKVrSxX8/rVjRUYW/NoxANwqo1GKibl6XEjpFHW21J4tqnQKAAAAUFVViMRsr169ZDabC7S7u7vryy+/vOn73dzctHDhQi1cuLDIPnXq1NHy5ctvK04AAIAqLS7OUr6gMGFhltm11yZyAQAAgCqsQiRmAQClpKivHQNAaaB0CgAAAFBsJGYBoCq5/mvHAFCaKJ0CAAAAFFs1RwcAAAAAAAAAAFUNiVkAqGxMJsusWJPJ0ZEAqMpuVjqFn1UAAACo4kjMAkBlYzJZFt8h2QHAkfJLp9woMcvPKgAAAFRhJGYBoDI5e9ZS01GyLL4DAOURP6sAAAAAFv8CgErBZLJs+YkOybIiekKCZf/aBXkAwFH4WQUAAABYMWMWACqDuDjbREe+sDDLFhdn/5gA4Hq38rOKGrQAAACo5JgxCwCVQXS0NHCg5SvBPXta2mJjpchIyz4z0ACUB7fysyq/Bu3AgfwMAwAAQKVEYhYAKoNrv/6bkGCZeRYZKbVv79CwAMBGcX9WUYMWAAAAVQCJWQAAAJQP1KAFAABAFUKNWQCobIxGaeZMkhcAyrfCflZRLxsAAABVCDNmAaCyMRotC+YAQHlW2M8q6mUDAACgCiExCwAAgPKhuDVoTSbL7NnoaJK1AAAAqLAoZQAAFY3JZJllZjI5OhIAcAyTSZo1i5+DAAAAqNBIzAJARUNCAkBVUFS97LNnr9ahPXdOysy0f2wAAABAKaCUAQBUJJmZ0qVLlv38VwCojK6vQWsyWbZrFwfLr0ObkGBbBgEAAACoAJgxCwAVgckkJSZKNWtKnTtb2jp3trQlJjJ7FkDlFxdnm5S9VliY5TwAAABQgZCYBYCKoKiERFgYCQkAVUN0tGVm7LZt0qJFlrZFiyzHCQmW8wAAAEAFQikDAKgIoqOlgQMt9RTzv7obG2tZrVzi67sAKr9rSxW4u1tew8Ol9u0dFxMAAABwG0jMAkBFcG1CIiHBMks2MpKEBAAAAAAAFRSlDAAAAFCxGI3SzJlFflvAYErWzG8srwAAAEB5RWIWACqamyQkAKDSMxqlmJiiE7PJyYr51vIKAAAAlFeUMgCAiiY/IQEAKOjsWdUM72rZP3fesbEAAAAAN8CMWQAob0wmS+LVZHJ0JABQcZhMUmKi5OdnbarZb7ClLTGRn6kAAAAod0jMAkB5YzJJs2aRRACAWxEXZ1kY8XphYZYtLs7+MQEAAAA3QCkDAChPzp69mlg4d07KzJQ8PBwbEwBUBNHR0sCBlp+dPXtKki79Y7bce/SxnKcuNwAAAMoZErMAUB6YTJbt2tlevycWlJBgSSiQVACAol3zc/LC9m9VM7yrcu/tLLVv7+DAAAAAgMJRygAAyoOivoIr8RVcAAAAAAAqIWbMAkB5UMhXcBUbK3XoILm7M1sWAG6B2d9fMV2lyf7+jg4FAAAAKBKJWQAoD64tVZCQYJklGxnJV3ABoATMRn/N6iZNMpKYBQAAQPlFKQMAAABULSaTFBNjeQUAAAAchMQsAJQ3RqM0cyblCwCgrJhM0qxZJGYBAADgUJQyAIDyxmi0zOQCAJS+s2evLrZ47pxjYwEAAECVxoxZAHAEvkYLAPZlMkmJiZKf39W2nj0tbYmJ/DwGAACA3ZGYBQBH4Gu0AGBfcXFXZ8peKyzMssXF2T8mAAAAVGmUMgAAe8rMtLxeumT7CgAoW9HR0sCBlp+7SUnSk09KixZJ4eGW89T1BgAAgJ2RmAUAezGZpIAA27bOnaWEBMu+0UhiAADKyrU/Y93dLa/h4VL79o6LCQD+v717j46qPPc4/psQCDEhAUSSSUkjKlIUUBMoRFICcrVipK5WWxS1tTpnQVAEPL16EroU0ApY5YjReryALrq66u0ce4JBITYVFBNyRItoWwuhTAgtkJA0Bkz2+WM7k5nJ3HKZW+b7WWvWTPa79549+Dj73c+8+3kBAHGNUgYAEC6+bpPlNloAAAAAAOJOVCdmS0tLZbFY3B6ZmZnOdsMwVFpaqqysLCUnJ2vGjBn66KOP3PbR1tamZcuWacSIEUpJSVFRUZGOHDnits7Jkye1ePFipaenKz09XYsXL9apU6fC8REBxBObTaqqkioqOpetX2+OmK2uNtsBAKFntUolJdylAAAAgIiK6sSsJF166aWy2+3Ox/79+51tDz30kDZs2KBNmzZp7969yszM1Jw5c3T69GnnOsuXL9fLL7+sbdu2qaqqSs3NzVqwYIHa29ud6yxatEi1tbUqLy9XeXm5amtrtXjx4rB+TgBxwGqVpk2TZs/uLF8wY4Z5G21uLgkCAAgXq1UqLfX+vWu3m21MzggAAIAQi/oas4mJiW6jZB0Mw9Ajjzyin/3sZ7r++uslSc8995wyMjL04osvymazqbGxUU8//bS2bNmi2bNnS5K2bt2q7Oxs7dixQ/PmzdOBAwdUXl6uPXv2aMqUKZKkp556Svn5+Tp48KDGjh3r89ja2trU1tbm/Lupqcl8bmuS2nxtBfRcU1uT2zNiV8KZZqVKaj7TrI4o+u9JjCEciDOEWm9iLOHQp0pdvVrN869Sx/CUvj409CN8lyHUiDGEA3GGUIvHGOvOZ7UYhmGE8Fh6pbS0VL/85S+Vnp6upKQkTZkyRWvWrNEFF1ygv/71r7rwwgtVU1OjK664wrnNddddp6FDh+q5557TW2+9pVmzZunEiRMaNmyYc53LLrtMCxcu1OrVq/Vf//VfWrFiRZfSBUOHDtXGjRv1/e9/3+/xrV69umvDjyUN7u2nB9CfZZ6WbO9LZZOk+iGRPhoAgCSNaJaOP2y+nrVY2pMt/WtQZI8JAAAAMeZzSeukxsZGpaWl+V01qkfMTpkyRc8//7wuvvhiHTt2TPfff7+uvPJKffTRR6qvr5ckZWRkuG2TkZGhQ4cOSZLq6+s1aNAgt6SsYx3H9vX19Ro5cmSX9x45cqRzHV9+8pOfaMWKFc6/m5qalJ2drboVdQH/4YGeaGprUvbGbNXdU6e0JGKsP1gReJWwIsYQDsQZQq27MWax18tSX6/U/ELnsje3mM/NuytlZGbKsHa9gwvxje8yhBoxhnAgzhBq8RhjTU1Nyl6XHdS6UZ2Yvfrqq52vJ0yYoPz8fF144YV67rnnNHXqVEmSxWJx28YwjC7LPHmu4239YPaTlJSkpKSkLsvTktLiJtgQGcQYQo0YQzgQZwi1oGPs2Q2St7ugJDNZW1Ji1p0FvOC7DKFGjCEciDOEWlzFWNdUoU9RP/mXq5SUFE2YMEGffvqps+6s56jWhoYG5yjazMxMnTlzRidPnvS7zrFjx7q81/Hjx7uMxgWAoDF5DADEDpvNnJSxoqJz2fr1UlWVudxmi9yxAQAAoN+KqcRsW1ubDhw4IKvVqtGjRyszM1MVLh3oM2fOqLKyUldeeaUkKS8vTwMHDnRbx26368MPP3Suk5+fr8bGRr333nvOdd599101NjY61wGAbrPbzdFXJGYBIPpZrVJurjR7tpmIlaQZM6Rp08zlVmtEDw8AAAD9U1SXMli1apWuvfZaffWrX1VDQ4Puv/9+NTU16dZbb5XFYtHy5cu1Zs0ajRkzRmPGjNGaNWt0zjnnaNGiRZKk9PR03X777Vq5cqXOPfdcDR8+XKtWrdKECRM0e/ZsSdK4ceM0f/583XHHHSorK5Mk3XnnnVqwYIHGjh0bsc8OIIa1tEitreZrxzMAoH+w26WyMnMULQlbAAAA9EJUJ2aPHDmi733ve/rHP/6h8847T1OnTtWePXuUk5MjSfr3f/93tba2asmSJTp58qSmTJmiN954Q0OGdE5xvnHjRiUmJuqGG25Qa2urZs2apWeffVYDBgxwrvPCCy/orrvu0ty5cyVJRUVF2rRpU3g/LIDYZ7ebj7y8zmUFBZ2jr6xWLuIBINpZrWZNWV/f1447IoqK+E4HAABAr0R1Ynbbtm1+2y0Wi0pLS1XqZzKGwYMH67HHHtNjjz3mc53hw4dr69atPT1MADCVlXmfPMaRqGXyGACIflar7+9q7ogAAABAH4rqxCwAxBSbzRxBdeKENGeOuWz9erNOocTIKgCIVdwRAQAAgBCIqcm/ACCq+Zo8JjeXyWMAIJaVlbknZR3y8szHl/MUAAAAAN3BiFkAAADAH+6IAAAAQAiQmAWAUAg0eQwAIHa4liqorjZHyTruiPBkt5sjaG02zgEAAADwi1IGABAKjsljuCgHgPhit5sTQdrtkT4SAAAARDkSswAAAECw/N0R0dDQWYv2xAnv29vt5g93JG4BAADiHolZAAAAIFje7oiw26WaGikjo3PZnDnmspoa9yQsI2oBAADwJRKzANATjHgCADiUlXWOlHWVl2c+ysqklpbgRtQCAAAgbjD5FwD0hGPEU1ERdWQBIN7ZbOb5oLVVqq2VioulTZuk/HyzPSFBSk1132bOHHMiMcl9cjEAAADEDRKzANBdLS3mxbdkPre0SCkpkT0mAEDkuCZWk5PN5/x8KTfXfF1a6n07x+jZkhLf6wAAAKDfIjELAMGy282H6+2qBQXmc3U1I54AAN7ZbOYI2dZW81mS1q+XZswwXzvOHXa7WfbAZuN8AgAAEAeoMQsAwfJVQ1DqrCEIAIhvVqs5AtY1sWq1StOmSbNnd5YvmDHDHFGbm+uemGViMAAAgLjBiFkACJajhuCJE+4jnqZMMW9dZXQTAMBq7VlZAiYGAwAAiDskZgEgWK6lCqqrzQtox4gnAACC4Tmi1luZHCYGAwAAiAuUMgAAAADCxTGi1pFs9VUmJy+PMjkAAAD9HCNmAaAnvNUQBACguxxlclpbpdpaqbhY2rRJys832znPAAAA9FskZgGgJ3paQxAAAFeupQqSk83n/HzK5AAAAMQBShkAAAAAAAAAQJiRmAUAAACiQaAyOXa7ebeG3R7WwwIAAEBokJgFAF+4AAYAhJPnxGCe7HZp9WrOSwAAAP0EiVkA8IULYABAtGhpMScIkzqfAQAAENOY/AsAPLW0mM9cAAMAIs1uNx95eZ3LCgqk6mrztevkYQAAAIgpjJgFAFd2u5Saaj4KCsxlBQVSTY35YPQsACCcysrck7IOeXnmo6ws/McEAACAPkFiFgBc+brA5QIYABAJNps5OraionPZ+vXmsupqsx0AAAAxiVIGAODKZpPmzDFf19ZKxcXSpk1Sfr65jNtFAQDh5FqqoLra/JFwxgwpNzeihwUAAIDeIzELAK5cL4CTk83n/HwugAEAAAAAQJ+ilAEAAAAQC6xWqaSEuzcAAAD6CRKzAOALF8AAgGhitUqlpb7PS3a72c5ElQAAADGBxCwA+BLoAhgAgGhit0urV5OYBQAAiBHUmAUAAABiWUuL+dza6v4MAACAqEZiFgAAAIhVdruUleW+rKBAqq42X7tOagkAAICoQikDAPGLWnwAgFhXVuZ9eV6e+fDVDgAAgIhjxCyA+OWoxVdUxGgiAEBsstmkOXPM8gVz5pjL1q+XZswwX3N+AwAAiFokZgHEp5YWavEBAGKfa6mC6mpzlOyMGVJurvt6drs5etZmI1kLAAAQJShlACC+2O1STY2UmmrW4JPM55oa80FZAwBAf+S4S4TzHAAAQNQgMQsgvpSVmaOJPFGLDwAQ66xWqaSk64jYhobOc9+JE+E/LgAAAHhFKQMA8cVmM2vKtrZKtbVScbG0aZOUn2+2c3snACBWWa3mpJYOdrv5cP1Bcs4cs+SBY33HeY9SBwAAAGHHiFkA8cVqNevuTZvWmYzNzzeX5eZyMQoA6D+6c5cIpQ4AAADCLqoTs2vXrtXkyZM1ZMgQjRw5UgsXLtTBgwfd1rnttttksVjcHlOnTnVbp62tTcuWLdOIESOUkpKioqIiHTlyxG2dkydPavHixUpPT1d6eroWL16sU6dOhfojAgAAAKFhs5mjY6uqzLtDJPO5utp82GzmMibEBAAAiIioTsxWVlZq6dKl2rNnjyoqKvTFF19o7ty5amlpcVtv/vz5stvtzsfvf/97t/bly5fr5Zdf1rZt21RVVaXm5mYtWLBA7e3tznUWLVqk2tpalZeXq7y8XLW1tVq8eHFYPieACPFViw8AgP4g0F0iEhNiAgAARFBU15gtLy93+/uZZ57RyJEjVV1drenTpzuXJyUlKTMz0+s+Ghsb9fTTT2vLli2aPXu2JGnr1q3Kzs7Wjh07NG/ePB04cEDl5eXas2ePpkyZIkl66qmnlJ+fr4MHD2rs2LEh+oQAIsqzFh8AAPGkrMwsX+DJUf6gpITzJAAAQAhFdWLWU2NjoyRp+PDhbst37dqlkSNHaujQoSosLNQDDzygkSNHSpKqq6t19uxZzZ0717l+VlaWxo8fr3feeUfz5s3T7t27lZ6e7kzKStLUqVOVnp6ud955x2ditq2tTW1tbc6/m5qazOe2JqnN6yZArzS1Nbk9A32NGEM4EGcINWKsK8vwVA362Y91ZniqjC//XSy3LZJl/lXSiZNKvWahJKn1wQfUPt0cPWtkZjrXRVfEGUKNGEM4EGcItXiMse581phJzBqGoRUrVqigoEDjx493Lr/66qv1ne98Rzk5Ofrss89033336aqrrlJ1dbWSkpJUX1+vQYMGadiwYW77y8jIUH19vSSpvr7emch1NXLkSOc63qxdu1arvYwyyN6QLQ3u6ScFAsvemB3pQ4gJmacl2/tS2SSpfkikjya2EGMIB+IMoUaMeRgo6bl1XpuuuFOqeVKa9pefaZ+XMrOcU30jzhBqxBjCgThDqMVVjH0e/Koxk5gtLi7WBx98oKqqKrflN954o/P1+PHjNWnSJOXk5Oj111/X9ddf73N/hmHIYrE4/3Z97WsdTz/5yU+0YsUK599NTU3Kzs5W3Yo6paWlBfW5gO5oamtS9sZs1d1Tp7QkYiyQhH21Sl1fqFXrKtVxxeWRPpyYQIwhHIgzhBox1n0J+2qlJwv19ve9nzM5p3ZFnCHUiDGEA3GGUIvHGGtqalL2uuAS0TGRmF22bJlee+01vf322xo1apTfda1Wq3JycvTpp59KkjIzM3XmzBmdPHnSbdRsQ0ODrrzySuc6x44d67Kv48ePKyMjw+d7JSUlKSkpqcvytKS0uAk2RAYxFoSWFql9gCQptX2A9MUAKSUlwgcVO4gxhANxhlAjxrohZ4xUUqLUnDGS67+ZY9Jd13Mq/6ZuiDOEGjGGcCDOEGpxFWNdU4U+JYTuKHrPMAwVFxfrpZde0ltvvaXRo0cH3Oaf//yn6urqZP1ylvW8vDwNHDhQFRUVznXsdrs+/PBDZ2I2Pz9fjY2Neu+995zrvPvuu2psbHSuAyBG2O3eZ5hOTWWGaQAAfHFMiPllH1qSec5MTe16Tq2p4ZwKAADQB6I6Mbt06VJt3bpVL774ooYMGaL6+nrV19ertdUsfNXc3KxVq1Zp9+7d+tvf/qZdu3bp2muv1YgRI/Stb31LkpSenq7bb79dK1eu1Jtvvql9+/bp5ptv1oQJEzR79mxJ0rhx4zR//nzdcccd2rNnj/bs2aM77rhDCxYs8DnxF4AoVVbWOZu0p7w8sx0AAATm65yZl8c5FQAAoA9EdSmDzZs3S5JmzJjhtvyZZ57RbbfdpgEDBmj//v16/vnnderUKVmtVs2cOVO/+c1vNGRI56wEGzduVGJiom644Qa1trZq1qxZevbZZzVgwADnOi+88ILuuusuzZ07V5JUVFSkTZs2hf5DAuhbNptUVCSdOCHNmWMuW79emjJFSk52HwkEAAB8s9nMc2lrq/s51dE355wKAADQK1GdmDUMw297cnKytm/fHnA/gwcP1mOPPabHHnvM5zrDhw/X1q1bu32MAKKM1dp5oVhdbY7omTFDys2N6GEBABBzgj2n2u3m6FmbjWQtAABAN0R1KQMAAAAAUc5ul1avpuYsAABAN5GYBdB/Wa1SSQmjdwAA6C1f59SWFrPUgdT5DAAAgKBEdSkDAOgVxwzTAACgdzzPqXa7+XCdcLOgwCx54FifH0YBAAD8YsQsAAAAgO4pK3NPyjrk5ZmPsrLwHxMAAECMITELILbZ7eYIHuraAQAQPjabOTq2oqJz2fr15rLqarPdgXM1AACAVyRmAcQ2JhwBACD8rFYpN1eaPbuzfMGMGeay3Fz3MgacqwEAALyixiyA2NTSYj4z4QgAANGroaGz5MGJE5E9FgAAgChDYhZA7LHbpaws92VMOAIAQGRYrVJJSddRsp6Tg82Z4/1cbbebNWltNs7fAAAgrlDKAEDs8TWhCBOOAAAQflarWUPWNanancnBKHUAAADiFCNmAcQem80cdSNJtbVScbG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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 617871.8 +- 1993.6 (error 0.3%).\n", "Left 253951.5 +- 1353.1 (error 0.5%).\n", "Right 363920.3 +- 1464.0 (error 0.4%).\n", "Head 507903.0 +- 1913.6 (error 0.4%).\n", "Tail 109968.7 +- 2763.4 (error 2.5%).\n", "Tail Prop. 0.1780 +- 0.0045 (error 2.53%).\n", "Matrix singular (determinant = 9.091312578580947e-53, error calculation failed.\n", "Matrix singular (determinant = 2.9090735937946283e-51, error calculation failed.\n", "Matrix singular (determinant = 6.495266333576586e-51, error calculation failed.\n", "Matrix singular (determinant = 3.386043702875072e-51, error calculation failed.\n", "Matrix singular (determinant = 5.0110771517445826e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 586961.3 +- 6942.0 (error 1.2%).\n", "Left 272784.8 +- 4977.0 (error 1.8%).\n", "Right 314176.6 +- 4839.4 (error 1.5%).\n", "Head 545569.5 +- 7038.6 (error 1.3%).\n", "Tail 41391.8 +- 9886.0 (error 23.9%).\n", "Tail Prop. 0.0705 +- 0.0169 (error 23.91%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.7834473613866418e-79, error calculation failed.\n", "Matrix singular (determinant = -1.0929211141199054e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6982475042086685e-49, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.74515723214235e-52, error calculation failed.\n", "Matrix singular (determinant = 4.5085518514274815e-51, error calculation failed.\n", "Matrix singular (determinant = 2.867340544079549e-51, error calculation failed.\n", "Matrix singular (determinant = 2.428039362737857e-52, error calculation failed.\n", "Matrix singular (determinant = 1.2123062538769128e-51, error calculation failed.\n", "Matrix singular (determinant = 2.5150707541926164e-53, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 1440330.2 +- 5738.0 (error 0.4%).\n", "Left 572795.9 +- 4122.1 (error 0.7%).\n", "Right 867534.3 +- 3991.6 (error 0.5%).\n", "Head 1145591.8 +- 5829.5 (error 0.5%).\n", "Tail 294738.4 +- 8179.7 (error 2.8%).\n", "Tail Prop. 0.2046 +- 0.0057 (error 2.80%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.010095074591652e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.0888237649572734e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.967977246980143e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.096981675456405e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.2245072097168174e-56, error calculation failed.\n", "Matrix singular (determinant = -4.661654272641181e-35, error calculation failed.\n", "Matrix singular (determinant = -8.284349393309761e-35, error calculation failed.\n", "Matrix singular (determinant = -8.284349393309761e-35, error calculation failed.\n", "Matrix singular (determinant = -9.634618369121047e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.832081353858781e-86, error calculation failed.\n", "Matrix singular (determinant = 2.1158454562640893e-86, error calculation failed.\n" ] }, { "data": { "image/png": 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4QStXrpS7u3upsVUXtC8AAKCGsuTmKnr1asXExdmNvzd7tu12zPjxsvTsKfGxJQAAANQARXKLFTLvWnz//fdaunSp+vbtaxvLzc3VkiVLFHCFtRvuuOMORUdHS5Kef/55vf3227r55pt15513SpKeeuopRURE6OTJkwoMDFTTpk01bdo02+MfffRRrVu3Tp988onCw8Nt4yEhIXrttdfsjtW2bVstWbLElhBdtGiR7rzzTnl7e5caX15enhYsWGDbd1xcnNq1a6fvv/9et9xyi1566SX95S9/0fjx4yVJrVq10gsvvKDp06dr5syZkmRXHdyyZUu98MILeuihh/SPf/zD7lj79+9XVFSUhg0bpnnz5slUQz7VR1IWAIAayuzqqilDhuiL7t0lGRWy782erQemTVNC69aSZPSQJSELAACAGsJsrth5V+vLL7/UhtYbVJBfoLy8PA0bNkzz58+3bW/evPkVE7KS1KlTJ9vtJk2aSJI6duxYbCw1NVWBgYHKz8/Xq6++qn/96186fvy4cnJylJOTIy8vL7v93nTTTcWO9cADD2jhwoWaPn26UlNT9eWXX2rjxo2Xja9u3bp2+7rhhhvk5+en5ORk3XLLLYqPj9euXbvsKmPz8/N1/vx5nT17Vp6envrmm2/08ssv66efflJWVpYuXLig8+fPKzs72xb3uXPn1LNnT40ePVrz5s274utWnZCUBQCghurl56e6QUFK9Pe36yub0Lq19rRpI5OkZm5u6uXnJ50966QoAQAAgIrTq5fUrJmxqFdJfWVNJmN7r16OOX5kZKQenvWwOgd1VnCzYNWrV89u+6VJ0tIUfVxhZWhJYwUFBZKkOXPmaO7cuXrzzTdtfVonT56s3NzcKx5/3Lhx+stf/qLt27dr+/btatGihXqV4QUqqWK1aFyzZs3SiBJWVHN3d9evv/6qO+64Q//3f/+nF154QQ0bNtTWrVt1//3327V7cHNzU79+/fTll1/qySefVLNmza4YV3VBT1kAAGooF5NJ80JCJEmX/rpUeP/NkBAW9QIAAECN4eIiFRZUXvprbuH9N9805jmCl5eXglsGq3nz5sUSso60ZcsWDRs2TPfcc486d+6sVq1a6cAfa0pcib+/v4YPH65FixZp0aJFuvfee6/4mAsXLtgtNLZv3z5lZGTohhtukCSFhoZq3759CgkJKXapU6eOdu/erQsXLmjOnDnq1q2b2rRpoxMnThQ7Tp06dbRkyRKFhYWpT58+Jc6prkjKAgBQg40ICNCK9u3VtF49Wfz9jR6y/v5q5uamFe3ba0ThR6e8vIxSAqvVuA0AAABUUyNGSCtWSE2b2o83a2aMl1C8We2FhIRow4YN2rZtm5KTkxUdHa2UlJQyP/6BBx5QXFyckpOTbX1gL6devXp69NFHtXPnTiUkJOjee+9Vt27ddMstt0gy+uB+8MEHiomJUVJSkpKTk/Wvf/1Lzz33nCTp+uuv14ULFzR//nz973//05IlS/TOO++UeCwXFxd99NFH6ty5s/r06XNVz6sqIykLAEANNyIgQIc7d9ayF15Q26NHtax7dx3q1u1iQhYAAACoYUaMkA4flr75Rlq61Lg+dKhmJmQlacaMGQoNDdWAAQMUGRmpwMBADR8+vMyP79evn8xmswYMGKCgoKArzvf09NRTTz2lMWPGKCIiQh4eHlq+fLlt+4ABA7RmzRpt2LBBN998s7p166Y33nhDzZs3lyR16dJFb7zxhv72t7+pQ4cO+uijj/TKK6+Uery6detq2bJlat++vfr06aPU1NQyP7eqymS1ltRhA+WRlZUlX19fZWZmysfHx9nh1GhZOVnyfdVXmX/JlI8brzUqFucXHK3c51h2tlS4AuqZM1dX0Xotj0W1wnsYHI1zDI7GOQZH4vyqHs6fP69Dhw6pZcuWcnd3d3Y4VyW/IF97Uvaoa2BXudRxUI8EBzh79qyCgoL0/vvvl9gHtqjFixdr8uTJysjIqJzgqqDLnaNlzQ+y0BcAAAAAAABQCxUUFCglJUVz5syRr6+vhg4d6uyQag2SsgAAAAAAAEAtdOTIEbVs2VLNmjXT4sWLVbcuqcLKwisNAAAAAAAA1EItWrTQ1XY2nTBhgiZMmOCYgGoRFvoCAAAAAAAAgEpEUhYAAAAAAAAAKhFJWQAAAAAAAACoRPSUBQCgmsi3WrWlc2dZ/P1lzspSL09PuZhMZXuwl5d0lb2iAAAAAACOQaUsAADVwMq0NLXYu1ejZ8zQvuBgjd62TS127NDKtDRnhwYAAAAAuEokZQEAqOJWpqVpZFKSjuXlyZyerpi4OJnT03U8J0cjk5JIzAIAAABANUNSFgCAqiQ7WzKZjEt2tvKtVj1+8KBKajxQODb54EHlW63FHgsAAAAAZTFhwgQNHz7c2WE4VGRkpCZPnuzsMGxIygIAUIVtycjQhRMn1HX/fnXdv1+hBw5IkkIPHFDX/fvVZf9+5Z04oS0ZGc4NFAAAAKiCvv76a9144436+uuvHX6s1NRUPfR/D2nwzYPl6eGpwMBADRgwQNu3b3f4sVH9sNAXAABVmCU3V9GrVysmLs5u/L3Zs223Y8aPl6VnT8nVtbLDAwAAAKosq9WqZ555RsnJyXrmmWfUt29fmcq6UG45/PnPf1ZuXq5i3oxR/5v667e037Rx40adOnXKYcesSvLy8lSvXj1nh1FtUCkLAEAVZnZ1VeyQIQqNjVVobKwemDZNkvTAtGm2sdghQ2R2dEKW1ggAAACoZtavX69du3ZJknbt2qX169c77FgZGRnaunWrXnnlFd3U4yY1b95ct9xyi55++mkNGjTINi8zM1MTJ05U48aN5ePjoz59+mjv3r12+/riiy900003yd3dXY0aNdKIESNs206fPq1x48apQYMG8vT01O23364Df3yaTpIWL14sPz8/ffXVV2rXrp28vb01cOBAWSwW25z8/HxNmTJFfn5+8vf31/Tp02W12jdMW7dunXr27GmbM3jwYP3yyy+27YcPH5bJZNLHH3+syMhIubu7a+HChfLx8dGKFSvs9rV69Wp5eXnp999/L/G1i4yM1COPPKJHHnnEdrznnnvOLqbc3FxNnz5dTZs2lZeXl8LDw7V582bb9vT0dI0ePVrNmjWTp6enOnbsqGXLll3uS6Z169bJ19dXH3zwgSRp8+bNuuWWW+Tl5SU/Pz/16NFDv/7662X3cS1IygIAUJmys+Xj7itrjMqU3Ozl56e6QUFKbNNGe9q0UULr1pKkhNattadNGyW2aaN6QUHq5efn0LABAACA6sRqtWrGjBlycXGRJLm4uGjGjBnFko8VxdvbW97e3vr888+Vm5NbakyDBg1SSkqK1q5dq/j4eIWGhqpv3762atovv/xSI0aM0KBBg7Rnzx5t3LhRN910k20fEyZM0O7du/XFF19o+/btslqtuuOOO5SXl2ebc/bsWc2ePVtLlizRd999pyNHjmjaH8UdkjRnzhy9//77+uc//6mtW7fq1KlT+uyzz+xizc7O1pQpU7Rr1y5t3LhRderU0Z/+9CcVFBTYzXvqqaf02GOPKTk5WX/605/0//7f/9OiRYvs5ixatEgjR45U/fr1S3394uLiVLduXe3cuVNvvfWW5s6dq/fee8+2/d5779V//vMfLV++XD/88IPuvPNODRw40JaQPn/+vMLCwrRmzRr9+OOPmjhxosaOHaudO3eWeLzly5dr1KhR+uCDDzRu3DhduHBBw4cPV+/evfXDDz9o+/btmjhxokMrq2VFhcnMzLRKsmZmZjo7lBov83ymVTGyZp7ntUbF4/yCQ505Y7VKVqtkzUw/cdnt1jNnrFar1fppaqrV9M03VtM331i7xsZarZK1a2ysbezT1FSr1Wq1Xvj9d+s3nTtbl/bpY/3mxAnrhYICh8RdGBeqJt7D4GicY3A0zjE4EudX9XDu3DnrTz/9ZD137ly597Fu3TqrjLVx7S7r1q2rwEjtrVixwtqgQQOrm7ubNaJ7hPXpp5+27t2717Z948aNVh8fH+v58+ftHnf99ddbY2NjrVar1RoREWG9++67S9z//v37rZKs//nPf2xjv/32m9XDw8P68ccfW61Wq3XRokVWSdaDBw/a5vz973+3NmnSxHbfbDZbX331Vdv9vLw8a7NmzazDhg0r9bmlpqZaJVn/+9//Wq1Wq/XQoUNWSdY333zTbt7OnTutLi4u1uPHj1utVqs1LS3NWq9ePevmzZtL3Xfv3r2t7dq1sxYU+fvlqaeesrZr185qtVqtBw8etJpMJts+C/Xt29f69NNPl7rfO+64wzp16lS74zz++OPWv//971ZfX1/rpk2bbNvS09Otki4bZ1GXO0fLmh+kUhYAgCok32rV5s6dtaxPH23OylK+1aoRAQFa0b69mtarJ4u/v9FD1t9fzdzctKJ9e40ICNDKtDS12LtXo2fM0L7gYI3etk0tduzQyrQ0Zz8lAAAAoFJZL6mSLeToatk///nPOnrsqOYsmqP+/ftr8+bNCg0N1eLFiyVJ8fHxOnPmjPz9/W2Vtd7e3jp06JCtNUBiYqL69u1b4v6Tk5NVt25dhYeH28b8/f3Vtm1bJScn28Y8PT11/fXX2+6bzWalpqZKMtonWCwWRURE2LbXrVvXrhpXkn755ReNGTNGrVq1ko+Pj1q2bClJOnLkiN28Sx93yy23qH379raWAEuWLNF1112nW2+99bKvXbdu3eyqUiMiInTgwAHl5+crISFBVqtVbdq0sXvdvv32W9vrlp+fr5deekmdOnWyvb7r168vFu+nn36qyZMna/369brtttts4w0bNtSECRM0YMAADRkyRPPmzbNr+eAIJGUBAKhI19B79XKJ1REBATrcubOWvfCC2h49qmXdu+tQt262hOzIpCQdy8uTOT1dMXFxMqen63hOjkYmJVVIYrakZDEAAABQFRX2ks3Pz7cbz8/Pd3hvWXd3d4XfGq4ZM2Zo27ZtmjBhgmbOnClJKigokNlsVmJiot1l3759evLJJyVJHh4epe67tGSy1Wq1S2heutiWyWS66kT0kCFDlJ6ernfffVc7d+60tQHIzbVvzeDl5VXssQ888ICthcGiRYt07733XlMbgIKCArm4uCg+Pt7udUtOTta8efMkGS0Z5s6dq+nTp2vTpk1KTEzUgAEDisXbpUsXBQQEaNGiRcVek0WLFmn79u3q3r27/vWvf6lNmzbasWNHueO+EpKyAABUAWVJrLqYTIrcu1ejN21SpI+PXEwm5VutevzgQZX0K1bh2OSDB68piUoVLgAAAKqLwirZOnVKTnnVqVPHodWyl7rxxhuV/UexRmhoqFJSUlS3bl2FhITYXRo1aiRJ6tSpkzZu3Fjqvi5cuGDXJzU9PV379+9Xu3btyhSPr6+vzGazXbLxwoULio+Pt9tncnKynnvuOfXt21ft2rXT6dOny/yc77nnHh05ckRvvfWWkpKSNH78+Cs+5tLk544dO9S6dWu5uLioa9euys/PV2pqarHXLTAwUJK0ZcsWDRs2TPfcc486d+6sVq1a2S2AVuj666/XN998o88//1yPPvpose1du3bV008/rW3btqlDhw5aunRpmZ/31XJqUvaVV17RzTffrPr166tx48YaPny49u3bZzfHarUqJiZGQUFB8vDwUGRkpJKSkuzm5OTk6NFHH1WjRo3k5eWloUOH6tixY3ZzTp8+rbFjx8rX11e+vr4aO3asMjIy7OYcOXJEQ4YMkZeXlxo1aqTHHnusWEYdAICKdi2J1S0ZGbpw4oS67t+vrvv3K/SPXzxCDxxQ1/371WX/fuWdOKEtl/zMK6vKqMIFAAAAKkpubq6OHDlSbEGqQgUFBTp69GiF53vS09PVp08fffThRzrw0wEdOnRIn3zyiV577TUNGzZMktSvXz9FRERo+PDh+uqrr3T48GFt27ZNzz33nHbv3i1JmjlzppYtW6aZM2cqOTlZ//3vf/Xaa69Jklq3bq1hw4bpwQcf1NatW7V3717dc889atq0qe0YZfH444/r1Vdf1Weffaaff/5ZkyZNssuRNWjQQP7+/lq4cKEOHjyoTZs2acqUKWXef4MGDTRixAg9+eST6t+/v5o1a3bFxxw9elRTpkzRvn37tGzZMs2fP1+PP/64JKlNmza6++67NW7cOK1cuVKHDh3Srl279Le//U1r166VJIWEhGjDhg3atm2bkpOTFR0drZSUlBKP1aZNG33zzTe2VgaSdOjQIT399NPavn27fv31V61fv/6qkt3lUddhey6Db7/9Vg8//LBuvvlmXbhwQc8++6z69++vn376yVb+/Nprr+mNN97Q4sWL1aZNG7344ouKiorSvn37bKu2TZ48WatXr9by5cvl7++vqVOnavDgwYqPj7f1DxkzZoyOHTumdevWSZJtFbbVq1dLMkrYBw0apICAAG3dulXp6ekaP368rFar5s+f74RXBwBQE+VbrdrSubMs/v7yOXNWAxtYLyZW09MlyS6xWsji768tLVoo8pL9WXJzFb16tWLi4uzG35s923Y7Zvx4WXr2LFesl0sWm2Qki4c1aiQXR65KCgAAAJSRm5ubdu3apbTLFA80btxYbm5uFXpcb29vhYeHa968edp/cL8KLhQoODhYDz74oJ555hlJRhuBtWvX6tlnn9V9992ntLQ0BQYG6tZbb1WTJk0kSZGRkfrkk0/0wgsv6NVXX5WPj49dP9ZFixbp8ccf1+DBg5Wbm6tbb71Va9euLday4HKmTp0qi8WiCRMmqE6dOrrvvvv0pz/9SZmZmZKMauLly5frscceU4cOHdS2bVu99dZbioyMLPMx7r//fi1dulT33XdfmeaPGzdO586d0y233CIXFxc9+uijmjhxot3zfvHFFzV16lQdP35c/v7+ioiI0B133CFJmjFjhg4dOqQBAwbI09NTEydO1PDhw23P6VJt27bVpk2bFBkZKRcXF02fPl0///yz4uLilJ6eLrPZrEceeUTR0dFlfs5Xy2StrHrtMkhLS1Pjxo317bff6tZbb5XValVQUJAmT56sp556SpJRFdukSRP97W9/U3R0tDIzMxUQEKAlS5borrvukiSdOHFCwcHBWrt2rQYMGKDk5GTdeOON2rFjh60Z8o4dOxQREaGff/5Zbdu21b///W8NHjxYR48eVVBQkCRp+fLlmjBhglJTU+Xj41Ms3pycHOXk5NjuZ2VlKTg4WEdTj5Y4HxUnKydLwXODdfSJo/Jx47VGxeL8wjXJzpaPv/FzJCv9hFSkx9IX6af11KGjKkg5qejVqxU7ZIjqmAM1vKGfAl59vVhitaiY8eN13YyndV/IDXb73pL5ux7YskPmIgnd92bP1gPTpimhdWtJRkL3vV7d1Mu3/lU9FUfuG47DexgcjXMMjsY5Bkfi/KoecnNydfLYSbVo0ULu7u7ODueq5Fvz9cPJH9SpSSe5mFyu/IAaaulHS/XEE0/o6LGjcnV1vezcPn36qEvnLnpj7huVFN21O3/+vA4fPqwmzZrI1c3++WVlZSm4cbAyMzMvmx90aqXspQqz1w0bNpRklA6npKSof//+tjlubm7q3bu3tm3bpujoaMXHxysvL89uTlBQkDp06KBt27ZpwIAB2r59u3x9fe1Wp+vWrZt8fX21bds2tW3bVtu3b1eHDh1sCVlJGjBggHJychQfH2+3IluhV155RbNmzSo2HvxGsFS93jOqreC5wc4OATUY5xfKwzNXKlzeyzwnSGcLfz436iXdaPzM6PpHG4AvunfXnoYN9A9LqgKHDNEX3btLKj35efqzu3RfsX3XkcKXKaVhiGS62JUooXVr7WnTRrIWSDlpGvz2dZJK/ghXqQL6aOb3wVeswh188h9S2qar2zccjvcwOBrnGByNcwyOxPlVtTX3aq53eryjc7+dq2KZq7L74eQPzg7BKc6fO6/jR44r5qUYDR0zVEmnkq74mDO5Z5Sanao9KXsqIcIKckH6LfM3DVo7SL9m/2q/7XzZdlFlTm2r1aopU6aoZ8+e6tChgyTZej8UlnAXatKkiX799VfbHFdXVzVo0KDYnMLHp6SkqHHjxsWO2bhxY7s5lx6nQYMGcnV1LbUHxdNPP23XU8NWKTuFSllH47+bcCTOL1yL/DNntPnLO2Tx99fH0QvVvbHRsL9Dwo86kZtX/AF/JFJT/f110t/frlVAYWLVJCnItZ4skWulJ5tKkixTL1bhfpF+WuP2Hyq+6z/2/0Gnbhp6W9kb8xfakvm7Hmiy44rJ4jVUylYpvIfB0TjH4GicY3Akzq/qwVYp24hK2epm1qxZeuXlV9Tr1l6a++JceXt7X/Ex3q7eauzVWF0Du1ZChBXj/PnzOnzmsHZP3F1ypeyrV/7HT5VJyj7yyCP64YcftHXr1mLbTJf0qbNarcXGLnXpnJLml2dOUW5ubiX2IPFx8+HNvZLwWsOROL9wtVampenx/Yd0YcYMoz3BrkTVDQrSg2azCiwpV+wZm+Lvr0t/4hTef6t1GzXwD5D+6DpU9My8J8hHnvU89fj+/bL4+xs9ZP391czNTW+GhGhEQEC5ns/AgPqqGxSkxMski5u5uWlgQBA9Zasg3sPgaJxjcDTOMTgS51fVdt56XmmmNLnUcZFLnWqW2Pzjw2kupmoYewX466y/6q+z/npVj/l287cOisZxXOq4qI6pjrxdveXudsk/DsrYrrhKJGUfffRRffHFF/ruu+/sVmQLDAyUZFSxms1m23hqaqqtqjUwMFC5ubk6ffq0XbVsamqquv9R2RMYGKiTJ08WO25aWprdfnbu3Gm3/fTp08rLyytWQQsAwKVWpqVpZFKSrLJvT5Do76+Zhw9rZhkW48p89lmtSE0tV2J1RECAhnl4aMvDD8vi769l3burV2DgNSVLXUwmzQsJ0cikpFKTxW+GhJCQBQAAAICrVOfKUxzHarXqkUce0cqVK7Vp0ya1bNnSbnvLli0VGBioDRs22MZyc3P17bff2hKuYWFhqlevnt0ci8WiH3/80TYnIiJCmZmZ+v77721zdu7cqczMTLs5P/74oywWi23O+vXr5ebmprCwsIp/8gCAGiPfatXjBw+qpJUzC8dihwxRaGysQmNj9cC0aZKkB6ZNs43FDhmiYY0a6XDnzlr2wgtqe/SolnXvrkPdupW50tXFZFLk3r0avWmTIn18KiRZOiIgQCvat1fTevWKJYtXtG9f7ipcAAAAAKjNnFop+/DDD2vp0qX6/PPPVb9+fVvvVl9fX3l4eMhkMmny5Ml6+eWX1bp1a7Vu3Vovv/yyPD09NWbMGNvc+++/X1OnTpW/v78aNmyoadOmqWPHjurXr58kqV27dho4cKAefPBBxcbGSpImTpyowYMHq23btpKk/v3768Ybb9TYsWP1+uuv69SpU5o2bZoefPBB+sMCAOxlZ0uFvZHOnNGW3FxdOHHiiu0J9rRpY7ebS9sA9PLzk8vZs4rcu9eY4OMjVYEqVEdU4QIAAABAbebUpOzbb78tSYqMjLQbX7RokSZMmCBJmj59us6dO6dJkybp9OnTCg8P1/r161W//sUFRebOnau6detq1KhROnfunPr27avFixfLxeVi746PPvpIjz32mPr37y9JGjp0qBYsWGDb7uLioi+//FKTJk1Sjx495OHhoTFjxmh2kY+WAgBQEkturqLL0J5g1oQJ1bYNQGEVrqQqkywGAAAAgOrKqUlZq7WkD3raM5lMiomJUUxMTKlz3N3dNX/+fM2fP7/UOQ0bNtSHH3542WNdd911WrNmzRVjAgCgKLOrq6YMGaIv/miJE3rggN6bPVsPTJumhNatJRmVsrOaN9e7J05U6GJcAAAAAEpxySfc5OXl3HiAIqrEQl8AAFRnvfz8VDcoSIn+/nZ9ZS9tT/BsixZ6NiDA1gbgvZu7aGBwq4qrkPXyksrwD08AAAAAgHM5daEvAABqAheTSfNCQiTpiu0Jii7G1cvbs0q3LLBTmPC1WotXGGRnG+0MTCbjNgAAAIByi4mJUZcuXZwdBhyMpCwAAFcp32rV5s6dtaxPH23OylK+1aoRAQFa0b69mtarV6w9wYr27cvenuByyU8AAAAA5fPH4vKOP0yKXn/udbUOaS03NzcFBwdryJAh2rhxY6UcH9UH7QsAALgKK9PS9Pj+/bowY4aiV6/WlG3bVDcoSPP+6As7zMPD1p5gWffu6hUYWH2qYQEAAICaKiVFuv56hx7i8OHD6tGjh9y83fTqq6+qS5cuysvL01dffaWHH35YP//8s0OPj+qFSlkAAMpoZVqaRiYl6Vhenszp6YqJi5M5PV3Hc3I0MilJK9PS7NoTRPr41IqEbEmVwwAAAEClys4u+VLo3LnLb68AkyZNkslkUtyXcfrzyD+rTZs2at++vaZMmaIdO3bY5h05ckTDhg2Tt7e3fHx8NGrUKJ08ebLU/UZGRmry5Ml2Y8OHD9eECRNs91u0aKEXX3xR48aNk7e3t5o3b67PP/9caWlptmN17NhRu3fvtj1m8eLF8vPz01dffaV27drJ29tbAwcOlMViKTWW06dP6+6771ZAQIA8PDzUunVrLVq0SJK0efNmmUwmZWRk2OYnJibKZDLp8OHDdsdcs2aN2rZtK09PT40cOVLZ2dmKi4tTixYt1KBBAz366KPKz8+37ecf//iHWrduLXd3dzVp0kQjR4683JeiWiApCwBAGeRbrXr84EGVlG4sHJt88GCtS0iuTEtTi717NXrGDO0LDtbobdvUYscOrUxLc3ZoAAAAqE28vYtfmjS5uD0qquQ5FeTUqVNat26dHpr0kDw8PYpt9/PzkyRZrVYNHz5cp06d0rfffqsNGzbol19+0V133XXNMcydO1c9evTQnj17NGjQII0dO1bjxo3TPffco4SEBIWEhGjcuHGyFvmb5ezZs5o9e7aWLFmi7777TkeOHNG0adNKPcaMGTP0008/6d///reSk5P19ttvq1GjRlcV59mzZ/XWW29p+fLlWrdunTZv3qwRI0Zo7dq1Wrt2rZYsWaKFCxdqxYoVkqTdu3frscce01//+lft27dP69at06233lq+F6kKoX0BAABlsCUjQxdOnFDX9HRJUuiBA3bXkmTx99eWFi0U6YwAnaCwctgqqesflcNfdO+uRH9/jUxKurpeugAAAEA1dvDgQVmtVt3Q9obLzvv666/1ww8/6NChQwoODpYkLVmyRO3bt9euXbt08803lzuGO+64Q9HR0ZKk559/Xm+//bZuvvlm3XnnnZKkp556ShERETp58qQCAwMlSXl5eXrnnXd0/R+tHR555BH99a9/LfUYR44cUdeuXXXTTTdJMip0r1ZeXp7efvtt2zFHjhypJUuW6OTJk/L29taNN96o2267Td98843uuusuHTlyRF5eXho8eLDq16+v5s2bq2vXrld93KqGpCwAAGVgyc1V9OrViomLsxt/b/Zs2+2Y8eNludIvUV5eyjqfKd9XfZVZwQt55edLW7ZIFotkNku9ekkuLhV6iIvHukLlsElG5fCwRo1qRQsHAAAAONmZMxdvp6QYl3PnjApZSZozRwoPN24HBhqXClRYfWq6wu++ycnJCg4OtiVkJenGG2+Un5+fkpOTrykp26lTJ9vtJn9UCXfs2LHYWGpqqi0p6+npaUuOSpLZbFZqamqpx3jooYf05z//WQkJCerfv7+GDx+u7t27X1Wclx6zSZMmatGihbyLVC43adLEFkdUVJSaN2+uVq1aaeDAgRo4cKD+9Kc/ydPT86qOW9WQlAUAoAzMrq6aMmSIvvjjF47QAwf03uzZemDaNCW0bi3JqJRdVq+eU+JbuVJ6/HHp2LGLY82aSfPmSSNGVPzxylw5nJGhyAYNKj4AAAAAoKiiBQ/XX29civaMDQ+XevRw2OFbt24tk8mk5J+TdV2360qdZ7VaS0zcljYuSXXq1LFrOSAZ1aaXqlfkb5HCfZU0VlBQUOJjCudceqyibr/9dv3666/68ssv9fXXX6tv3756+OGHNXv2bNWpU8f2XMoaZ+ExSxorjLN+/fpKSEjQ5s2btX79ej3//POKiYnRrl27bG0hqiOSsgAAlEEvPz/VDQpSor+/XXVoQuvW2tOmjUySmrm5qVf9+pUe28qV0siR0qW/Ox0/boyvWFHxidkyVw737FmxBwYAAACqoIYNG2rAgAF6+x9v69ZRxfudZmRkyM/PTzfeeKOOHDmio0eP2qplf/rpJ2VmZqpdu3Yl7jsgIMBu8a38/Hz9+OOPuu222xzzZK4gICBAEyZM0IQJE9SrVy89+eSTmj17tgL+aF1msVjU4I/CjMTExAo5Zt26ddWvXz/169dPM2fOlJ+fnzZt2qQRjqhAqSQkZQEAKAMXk0nzQkI0MilJl/7/uvD+myEhcvH2Lp4ddaD8fKNCtqRDWq2SySRNniwNG1axrQzKXDns6lpxBwUAAADKq4LbFZTkH//4h7p3767xg8brby/+TV26dNGFCxe0YcMGvf3220pOTla/fv3UqVMn3X333XrzzTd14cIFTZo0Sb1797b1ab1Unz59NGXKFH355Ze6/vrrNXfuXGVkZDj8+ZTk+eefV1hYmNq3b6+cnBytWbPGlkwOCQlRcHCwYmJi9OKLL+rAgQOaM2fONR9zzZo1+t///qdbb71VDRo00Nq1a1VQUKC2bdte876dqY6zAwAAoLoYERCgFe3bq2m9erL4+xuVoP7+aubm5rRFrbZssW9ZcCmrVTp61JhXkWyVw23aaE+bNrZEbGHlcGKbNqoXFKRe1fjjRAAAAKhBKiEp27JlS+3avUs3db9JTz75pDp06KCoqCht3LhRb7/9tiTjY/mrVq1SgwYNdOutt6pfv35q1aqV/vWvf5W63/vuu0/jx4/XuHHj1Lt3b7Vs2dJpVbKurq56+umn1alTJ916661ycXHR8uXLJRltCZYtW6aff/5ZnTt31t/+9je9+OKL13xMPz8/rVy5Un369FG7du30zjvvaNmyZWrfvv0179uZTNbLNYrAVcnKypKvr68yMzPl4+Pj7HBqtKycLGORnL9kyseN1xoVi/MLV5J/5oy29Owpi7+/zB9+qF6BgVe1mFVFnmPLlkljxlx53tKl0ujR13SoYlampWlkUpIkqcv+/UqIjlZobKwS27SRJKclqms73sPgaJxjcDTOMTgS51f1cP78eR06dEgtW7aUu7t7+XeUnS0VLh515ox931kHyS/I156UPeoa2FUudRy06i6c7nLnaFnzg7QvAADgKrmYTIrcu9e44+Nj9AhwErO5YuddjcLK4cf37y9WOfxmSAgJWQAAADiXl1elthYDrgZJWQAAqrFevaRmzYxFvUr6fdNkMrb36uWY448ICNAwDw9tefhho4ds9+5XXTkMAAAAALUNSVkAAKoxFxdp3jxp5EgjAVs0MVuYF33zzYpd5KtYDFWochgAAAAAqgMW+gIAoJobMUJasUJq2tR+vFkzY3zECOfEZZOdbSRqTSbjNgAAAFAGLIOEqqoizk0qZQEAuFpVsDfViBHSsGHSli2SxWL0kO3Vy7EVsjZV8PUAAABA9VWvXj1J0tmzZ+Xh4eHkaIDizp49K+niuVoeJGUBAKghXFykyEhnR1FcvtWqLZ07y+LvL3NWlnp5etJzFgAAAKVycXGRn5+fUlNTJUmenp4yVZPfH/ML8qUL0vnz5+VSpzIqJFCZrFarzp49q9TUVPn5+cnlGqpgSMoCAACHWZmWpsf379eFGTMUvXq1pmzbprpBQZoXEqIRAQHODg8AAABVVGBgoCTZErPVRYG1QL9l/qbDZw6rjomuoTWVn5+f7RwtL5KyAADAIVampWlkUpKskrqmpysmLk5fdO+uRH9/jUxK0or27UnMAgAAoEQmk0lms1mNGzdWXl6es8MpszO5ZzRo7SDtnrhb3q7ezg4HDlCvXr1rqpAtRFIWAABUuHyrVY8fPKiSOs1aJZkkTT54UMMaNaKVAQAAAErl4uJSIQmwypJrytWv2b/K1c1V7m7uzg4HVRhJWQAAUOG2ZGTowokT6pqeLkkKPXDA7lqSLP7+2pKRocgGDZwSIwAAAAA4C0lZAEDtk50tef/xUaIzZyQvL+fGUwNZcnMVvXq1YuLi7Mbfmz3bdjtm/HhZevas7NAAAAAAwOlIygIAgApndnXVlCFD9EX37pKMCtn3Zs/WA9OmKaF1a0lGpewyV1dnhgkAAAAATkFSFgAAVLhefn6qGxSkRH9/u76yCa1ba0+bNjJJaubmpl5+fk6KEAAAAACcp46zAwAAoLLlW63a3LmzlvXpo81ZWcq3lrQcFa6Fi8mkeSEhkoxFvYoqvP9mSAiLfAEAAAColUjKAgBqlZVpaWqxd69Gz5ihfcHBGr1tm1rs2KGVaWkXJ2VnSyaTccnOdl6w1dyIgACtaN9eTevVk8Xf3+gh6++vZm5uWtG+vUYEBDg7RAAAAABwCpKyAIBaY2VamkYmJelYXp7M6emKiYuTOT1dx3NyNDIpyT4xiwoxIiBAhzt31rIXXlDbo0e1rHt3HerWjYQsAAAAgFqNnrIAgFoh32rV4wcPqqRGBVYZH6mffPCghjVqJJdKjq2mczGZFLl3r3HHx8eoQAYAAACAWoykLACgVtiSkaELJ06oa3q6JCn0wAG7a0my+PtrS0aGetWrpy2dO8vi7y9zVpZ6eXrS+xQAAAAAUGFIygIAagVLbq6iV69WTFyc3fh7s2fbbseMH6/PO3XS2NRUXZgxQ9GrV2vKtm2qGxSkeSEhfOS+vLy8JBZTAwAAAAAbkrIAgFrB7OqqKUOG6Ivu3SUZFbLvzZ6tB6ZNU0Lr1pKMStmU48clSV3/6Dn7RffuSvT318ikJBanAgAAAABUCJKyAIBaoZefn+oGBSnR39+ur2xC69ba06aNJJXaS7ZYz1laGVSe7GzJ29u4feaMUXULAAAAANUcSVkAQK3gYjJpXkiIRiYl6dKUqkl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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 710835.6 +- 2510.9 (error 0.4%).\n", "Left 300236.5 +- 1790.9 (error 0.6%).\n", "Right 410599.1 +- 1760.0 (error 0.4%).\n", "Head 600472.9 +- 2532.7 (error 0.4%).\n", "Tail 110362.6 +- 3566.4 (error 3.2%).\n", "Tail Prop. 0.1553 +- 0.0050 (error 3.25%).\n", "Matrix singular (determinant = -1.7573953890961295e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.695015436261696e-51, error calculation failed.\n", "Matrix singular (determinant = 6.464359160413016e-51, error calculation failed.\n", "Matrix singular (determinant = 7.218038614322269e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.476823666045978e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 650716.0 +- 1648.3 (error 0.3%).\n", "Left 256898.1 +- 1162.3 (error 0.5%).\n", "Right 393817.9 +- 1168.8 (error 0.3%).\n", "Head 513796.1 +- 1643.7 (error 0.3%).\n", "Tail 136919.9 +- 2327.8 (error 1.7%).\n", "Tail Prop. 0.2104 +- 0.0036 (error 1.72%).\n", " \n", "Results for image 4\n", "Total 612816.2 +- 848.3.\n", "Left 250430.1 +- 582.4.\n", "Right 363459.1 +- 615.4.\n", "Head 500860.2 +- 823.6.\n", "Tail 107635.4 +- 1182.8.\n", "Prop 0.179 +- 0.002.\n", "Prop var 0.051.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 5 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0006.bmp read.\n", " \n", "Image 5 with 7 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.010831141067602e-38, error calculation failed.\n", "Matrix singular (determinant = 2.5666368557564824e-51, error calculation failed.\n", "Matrix singular (determinant = 6.178032231978401e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.3394265360380524e-51, error calculation failed.\n", "Matrix singular (determinant = 9.144100745916176e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4402917237562257e-41, error calculation failed.\n", "Matrix singular (determinant = 1.1597095459862591e-81, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.777452184851848e-81, error calculation failed.\n", "Matrix singular (determinant = -5.65349063571374e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.258063678066334e-45, error calculation failed.\n", "Matrix singular (determinant = 2.262796397499091e-81, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 488209.0 +- 1385.5 (error 0.3%).\n", "Left 205098.2 +- 970.0 (error 0.5%).\n", "Right 283110.8 +- 989.3 (error 0.3%).\n", "Head 410196.4 +- 1371.8 (error 0.3%).\n", "Tail 78012.6 +- 1949.7 (error 2.5%).\n", "Tail Prop. 0.1598 +- 0.0040 (error 2.52%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5416912552033802e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1048932184832954e-37, error calculation failed.\n", "Matrix singular (determinant = -5.592123203091308e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.6954017880362537e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.5449620668154365e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.9122132280565485e-40, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 515400.6 +- 1349.7 (error 0.3%).\n", "Left 229754.9 +- 972.9 (error 0.4%).\n", "Right 285645.7 +- 935.4 (error 0.3%).\n", "Head 459509.8 +- 1375.9 (error 0.3%).\n", "Tail 55890.8 +- 1927.3 (error 3.4%).\n", "Tail Prop. 0.1084 +- 0.0038 (error 3.46%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.646933458584918e-88, error calculation failed.\n", "Matrix singular (determinant = 7.124679023683654e-63, error calculation failed.\n", "Matrix singular (determinant = -4.7874695009393325e-50, error calculation failed.\n", "Matrix singular (determinant = -1.8783162246112398e-37, error calculation failed.\n", "Matrix singular (determinant = 5.356402807915891e-51, error calculation failed.\n", "Matrix singular (determinant = 8.974159426422602e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.6610227538921183e-23, error calculation failed.\n", "Matrix singular (determinant = 2.9219047795159646e-87, error calculation failed.\n", "Matrix singular (determinant = -3.127454616900781e-59, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.1534590868308317e-87, error calculation failed.\n", "Matrix singular (determinant = -4.646933458584918e-88, error calculation failed.\n", "Matrix singular (determinant = -4.646933458584918e-88, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 547972.1 +- 1546.9 (error 0.3%).\n", "Left 234620.9 +- 1026.0 (error 0.4%).\n", "Right 313351.1 +- 1157.8 (error 0.4%).\n", "Head 469241.9 +- 1450.9 (error 0.3%).\n", "Tail 78730.2 +- 2120.9 (error 2.7%).\n", "Tail Prop. 0.1437 +- 0.0039 (error 2.71%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.3206449036609576e-57, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.5905774840816514e-51, error calculation failed.\n", "Matrix singular (determinant = 1.6153713099106984e-51, error calculation failed.\n", "Matrix singular (determinant = 1.6250027896754318e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.933558885728448e-23, error calculation failed.\n", "Matrix singular (determinant = -5.933558885728448e-23, error calculation failed.\n", "Matrix singular (determinant = -1.4286454430743575e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 1376335.6 +- 10971.9 (error 0.8%).\n", "Left 616742.8 +- 8118.1 (error 1.3%).\n", "Right 759592.8 +- 7381.0 (error 1.0%).\n", "Head 1233485.5 +- 11480.8 (error 0.9%).\n", "Tail 142850.0 +- 15880.5 (error 11.1%).\n", "Tail Prop. 0.1038 +- 0.0116 (error 11.15%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.3974161753318167e-56, error calculation failed.\n", "Matrix singular (determinant = 7.034272080293373e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.677386038773384e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.0191652609232847e-56, error calculation failed.\n", "Matrix singular (determinant = 2.1228616877232915e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8425489416397763e-23, error calculation failed.\n", "Matrix singular (determinant = -3.2877708284506895e-34, error calculation failed.\n", "Matrix singular (determinant = -1.1632670416809547e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.9684595176210985e-49, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.665521604992585e-36, error calculation failed.\n", "Matrix singular (determinant = -1.2727131952895699e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1339514.3 +- 10812.6 (error 0.8%).\n", "Left 651666.4 +- 8494.1 (error 1.3%).\n", "Right 687847.9 +- 6690.4 (error 1.0%).\n", "Head 1303332.7 +- 12012.5 (error 0.9%).\n", "Tail 36181.5 +- 16162.0 (error 44.7%).\n", "Tail Prop. 0.0270 +- 0.0121 (error 44.68%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.318658212512731e-76, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.596445050126703e-28, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.005225204651814e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.219332359723679e-51, error calculation failed.\n", "Matrix singular (determinant = -3.692420204486947e-60, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.62431817875713e-52, error calculation failed.\n", "Matrix singular (determinant = -1.6283606689166386e-46, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.7785210328542528e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1195505885870621e-38, error calculation failed.\n", "Matrix singular (determinant = 7.919775808662065e-79, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 929671.9 +- 3339.1 (error 0.4%).\n", "Left 409350.8 +- 2493.8 (error 0.6%).\n", "Right 520321.1 +- 2220.5 (error 0.4%).\n", "Head 818701.7 +- 3526.8 (error 0.4%).\n", "Tail 110970.2 +- 4856.7 (error 4.4%).\n", "Tail Prop. 0.1194 +- 0.0052 (error 4.39%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.87980087464866e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.825755189720934e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.3195233459869384e-84, error calculation failed.\n", "Matrix singular (determinant = -1.4722734270498604e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 543879.6 +- 1617.0 (error 0.3%).\n", "Left 234122.4 +- 1152.9 (error 0.5%).\n", "Right 309757.3 +- 1133.9 (error 0.4%).\n", "Head 468244.7 +- 1630.4 (error 0.3%).\n", "Tail 75634.9 +- 2296.3 (error 3.0%).\n", "Tail Prop. 0.1391 +- 0.0042 (error 3.05%).\n", " \n", "Results for image 5\n", "Total 546609.4 +- 711.2.\n", "Left 235314.5 +- 499.3.\n", "Right 311615.7 +- 504.3.\n", "Head 470629.0 +- 706.1.\n", "Tail 73233.4 +- 1002.8.\n", "Prop 0.131 +- 0.002.\n", "Prop var 0.043.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 6 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0007.bmp read.\n", " \n", "Image 6 with 12 comets.\n", "Matrix singular (determinant = -3.421632568207753e-24, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.298451478538854e-51, error calculation failed.\n", "Matrix singular (determinant = 1.4988129192641674e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1434128839468826e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1207093450020232e-36, error calculation failed.\n", "Matrix singular (determinant = -4.879663673482793e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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AkL9VSUkaf+CALk+bpug1azRx61ZdDgxUpagofd6xoyTrzM+Fs2fr0cmTldC4sSTrDNCFJfiLi8nDQxMLEcOKUvrw7mbuU2nFCAAAALiCVaukwYMly1V1vk6etLZ/8knJJWZ79+6tRYsWKSsrS5s3b9ajjz6q9PR0vfXWW3n6ZmVlqXLlyqpZs2bJBHMdmZmZTEZ0Iqcu9NWnTx+9+OKLGlTAfwmBgYEOj88++0zdunVTw4YNHfpVrVrVoZ+Pj4992759+7Ru3TotXLhQ4eHhCg8P1zvvvKO1a9dq//79kqSvv/5av/76q5YtW6bQ0FD16NFDsbGxeuedd5SWllZyNwAAKriCFqn6IytLiX5+2t2kiXY3aWJPMCY0bqzdTZpoT5MmqhwUpI7e1Uosti6+vqoUFKQ914mhS65vXZSUm71PpREjAAAA4Aqys60zZK9OyEpX2iZMsPYrCUajUYGBgQoODtawYcP04IMPavXq1ZKkmJgYtW3bVu+9954aNmwoo9Eoi8WiiIgITZgwwX6M+vXr68UXX9SIESNUrVo11atXT5999pmSkpI0YMAAVatWTa1atdKuXbvs+yQnJ2vo0KGqW7euqlatqlatWmnlipUOsUVEROiJJ57QxIkT5e/vr8jISD388MPq16+fQ7/Lly8rMDBQ7733Xr7XuHjxYvn6+mr16tVq0qSJPD09FRkZqePHjzv0W7NmjcLCwuTp6amGDRtq5syZunz5sn3766+/rlatWsnLy0vBwcEaN26czp8/X+C9TU5O1h133KH+/fvr0qVL1/x3KAvKTE3Z06dP64svvrBPA89t+fLlWrZsmWrXrq0+ffpoxowZql69uiRp27Zt8vHxUfv27e39O3ToIB8fH23dulVNmzbVtm3b1LJlSwUFBdn79OrVSxkZGYqPj1e3bt3yjSkjI0MZGRn297YEblpGmpSR7y55pGWkOTwDroYxipKSbbHoyYMH8l2kKrerC9nY3r9cL0jpmf+TVHLj85V6QRpx4EihYigpxXmfUPr4GQpXxxiFK2N8wtUxRktOZmamciw5ys7JVnbOjWVPN30nnThRcOFYi0U6flza9F22IiJuMtA8x7bIYrE4xOzp6amsrCxl52Qrx5KjQ4cO6cMPP9RHH38kd3d3Zedky6K8+82ZM0cvvviinnv+Oc2bO0/Dhw9Xx44dNXr0aL362qua+uxUjRgxQj/9/JMMBoPSL6QrtF2oJv9lsry9vfXll19q5MiRWrh6oVr3aS3lSBZZtGTJEkX/X7S+3/y9LBaLzp49q24R3XTi5AmZTCZJ0tq1a3X+/HndO/jefO9/Tk6OLly4oJdeeknvLXpPHh4eeuKJJ3T/A/dr8+bNkqSvvvpKDz30kObOnavOXTrr8OHDeuz/HlOOJUfTp0+3HsggzZk7R/Xr19eRI0f05BNP6i9/+Yve/Meb9vNIUnZOtk6cOKE+vfsoLCxMC99dqEqVKt3w2ChOtn/P85nnlWnIdNhW2J8JZSYpu2TJElWvXj3PrNoHH3xQDRo0UGBgoH755RdNnTpVP/74o9avXy9JSkxMVK1atfIcr1atWkpMTLT3qV27tsP2GjVqyMPDw94nP6+88opmzpyZpz349WDJ88auL3hO8I3tAJQyxiiKnU8bBQZPu+4iVYnV3WT287PWRvXzk+XSaenwPzT8u832fiU6Pv27yNDoievGUGKK8T7BefgZClfHGIUrY3zC1TFGi189r3p6u9PbuvjHxRvOXG3/raakhoXo97t8bj1btAALkHwxWeczzmt34m5J0t7de7V0+VLd3vl27U7crcTzicrIzNDk2ZMlPylb2dpzeo/OZ57XmfQz9v0yszPVPqK9bh9wu87rvAZED9Dbb7+tus3qqlGXRkpXugY8MkAP939Y3/z8jfxr+Uvu0l0P3iWLLEpVqjoN7qQOn3XQN2u/Uct2LSVJ5zPPK6hekB54+gFd0AVJUhXfKrql0S2a9dYsjRg3QpI0L26euvXtpoPnD0r5TFz9PfV3ZWVl6fEZj8uzgTUBNuXvU3Rf1/u07N/L1CK0hf468696aNxDatWrlVKVKv9W/ho9cbTmvzRfUWOjJEl33n+nJClFKarRvIZGPT1Kr059VY9Me8R+nmxLtlb/Z7WeGPqEuvbqqqdeeEo///Fzsf67Fcll6Y/UP9T3y776Pf13x22FnMRbZpKy7733nh588EF5ejpmO8eMGWN/3bJlSzVu3Fi33XabEhIS1K5dO0n5LxhmsVgc2gvT52pTp07VxIkT7e/T0tIUHBys4xOPy9vbu1DXlZaRpuA5wTr+9HF5Gwu3D1CaGKMoKZ/8cVbHno+57iJVdf/6rEIGP2CtIXt7W3Ws5S/3bn0kFf/4zD5/Xj92v1tmPz95L1pgPZfBoGyLRVvTzut0hzAtrFxZHb2r2WMoaYW+Ty/OkMnD44ZiLOh6UXz4GQpXxxiFK2N8wtUxRktOZkamTp84rfr+9fPkga4n9dbC9etwaz2FBtYrQnQF86vip3Wr1imiSYQuX76srKws9e/fX/9865+qVauWAqsFqn69+rqrxV0O+1XzqKZaXrUUGhgqSfJw91DX9l3t7y21rd+bi+wQaW/zbe4rSaqt2mod2FrZ2dl67bXX9PFHH+vkyZP2b3dXqVpFrWu3lrvBXdU8qim0Q6j9GDaPRz+uhe8s1JwX5ujMmTP6z4b/6Ov1X+fpZ/OTz0+qVKmShvUaJnd366zk0MBQ+fr6KudMjkIDQ7X/5/3a9+M+LZl/5e+Y7OxsXbp0SU29m6pq1ar69ttv9eorr2rfvn1KS0vT5cuXdenSJTWp3kReXl76yecnZV7K1GP3PqYHHnhAc+bOucl/oeJz6dIlHT1/VLvG7pKH0bEub1pamoJfvf6HNWUiKbt582bt379fH3744XX7tmvXTpUrV9bBgwfVrl07BQYG6vTp03n6JSUl2WfHBgYGaseOHQ7bz507p6ysrDwzaHMzGo0yGo152r2N3jf8A7ko+wCliTGK4tawaraeL8wiVX61FbFnzzWPVRzj07qQ1hH7QlpxO/eoUlCQ5oWEaFBAgPp6+lz/ICWg0PfJy1cRNWoU+rjXu14UL36GwtUxRuHKGJ9wdYzR4nfJcklJhiS5u7nL3a3gUgT5iegq1a1rXdQrv7qyBoN1e0RXd7kX80pLBoNB3bp101tvvaXKlSsrKChIlXMtTuxmcJOXl1eeazLIIIPB4NBu9DDm6Wc0Xmmr5F7Jvq+7m7tiZ8dq3tx5mjt3rr1O6/jx45WelS53g/U+GmRQtWrV8hx31MhRem7qc/phxw/atm2b6tevr4iuEQVep5ubmz0G22sbd3fruXJycjRz5sx815Hyquql48ePK6pflP7v//5PL774omrWrKktW7bokUceUU52jtzd3OXm5iaj0agePXroyy+/1JQpU1S3bt0C4ypN7m7ucjO4qZpHNXkar/rgIG+qMF9OXeirsN59912FhYWpTZs21+27d+9eZWVl2etghIeHKzU1VT/88IO9z44dO5SamqqOf/6BGx4erl9++UVms9ne5+uvv5bRaFRYWFgxXw0AQCobC2mdzMjQ4L17tSopqcRjKEhJ3CdXvl4AAADgZri7S/PmWV9f/SUw2/u5c639SoKXl5dCQkJUr149h4RsSdu8ebMGDBighx56SG3atFHDhg116NChQu3r5+engQMHatGiRVq0aJFGjx593X0uX77ssNDY/v37lZKSoltvtU5Vbteunfbv36+QkJA8Dzc3N+3atUuXL19WbGysOnTooCZNmujUqVN5zuPm5qalS5cqLCxMd911V759yiqnJmXPnz+vPXv2aM+fM6COHDmiPXv26NixY/Y+aWlp+vjjj/Xoo4/m2f/w4cN64YUXtGvXLh09elRffvml7rvvPoWGhqpTp06SpGbNmql3794aM2aMtm/fru3bt2vMmDHq16+fmjZtKknq2bOnmjdvruHDh2v37t3asGGDJk+erDFjxhS6DAEA4Ma4GwyaFxIiqeBFquaGhJT41+mzLRaNP3Qo34W0bG0TDh1Sdn4fs5dEPOfPa1PbtlrRvbs2/flh4c3ep2yLRZvOndOK06e14exZjT940GWuFwAAAChugwZJn3wi1anj2F63rrU9n8mbZV5ISIjWr1+vrVu3at++fYqOjr7mOklXe/TRR7VkyRLt27dPI0eOvG7/ypUr68knn9SOHTuUkJCg0aNHq0OHDrrjjjskSdOnT9f777+vmJgY7d27V/v27dOHH36ov/71r5KkRo0a6fLly5o/f77++9//aunSpXr77bfzPZe7u7uWL1+uNm3a6K677rqh63JlTk3K7tq1S6GhoQoNtdaomDhxokJDQ6+swiZp5cqVslgsGjp0aJ79PTw8tGHDBvXq1UtNmzbVU089pZ49e+qbb76x17SQpOXLl6tVq1bq2bOnevbsqdatW2vp0qX27e7u7vriiy/k6empTp06aciQIRo4cKBm56rXBwAofoMCAvRJixaqU7mywyJVdY1GfdKiRal8jX5zSoounzql0AMHFHrggMNCWqEHDqjtgQPKOnVKm1NSSjyWVUlJqv/jjxo6bZr2Bwdr6Natqr99uyQV+T6tSkpS/a1bNXTjRu1/5hk99O23umw2u8T1AgAAACVl0CDp6FHp22+lDz6wPh85Uj4TspI0bdo0tWvXTr169VJERIQCAwM1YMCAQu/fo0cPmUwm9erVS0FBQdftX7VqVT3zzDMaNmyYwsPDVaVKFa1cudK+vVevXlq7dq3Wr1+v22+/XR06dNDrr7+uevWsdXzbtm2r119/Xa+99ppatmyp5cuX65VXXinwfJUqVdKKFSvUokUL3XXXXTpz5kyhr81VGSwWpsIUl7S0NPn4+Cg1NfWGFvryedVHqc+mUoMGLokxitKQff68NnfuLLOfn0zLlqlLYGChZsgWx/hccfq09j/zTJ6FtHKLGTlSTV97TUOvUWf8ZtlKClgkhR44oIToaLWLi9OeJk0kWZOyA/z9tTklRebMTJk8PNTF1/ea96mgY/bfutXp11tR8DMUro4xClfG+ISrY4yWnEuXLunIkSNq0KDBDS/0hSuyc7K1O3G3QgNDr1ub98KFCwoKCtJ7772Xbx3Y3BYvXqwJEyYopQJP5LjWGC1sfrBMLPQFACjf3KtVu+5iXiXF5OGhiYVZSMvD41qHuSnXK6FgkLWkwAB//0Iv5nWtY8Y5+XoBAAAAuIacnBwlJiYqNjZWPj4+6t+/v7NDqjBIygIAKjT7Qlp+fg4JTNtCWgZJdY3GEl1wzF5CITlZkhxKCtiY/fy0OSWl0EnZax0zIdcxba9L83oBAAAAuIZjx46pQYMGqlu3rhYvXqxKlUgVlhbuNACgQrMtODZ4716nLThmzsxU9Jo1eUoKLMxV2zxm5EiZO3cu9mPaZsxKpbvAGgAAAADnq1+/vm60sumoUaM0atSokgmoAiEpCwCo8GwLjo0/cCDPQlpzQ0JKfMGxkiihUNhjSsr3erMtlgLr115rGwAAAADg+kjKAgAga2LWvpBW585aUYrJxpIooVCYY9bx8NDiZs105qrrXZWUpPEHDuhyYqKi16zRxKgoVQoK0ryQEEkqcFtJJ68BAAAAoLxwc3YAAAC4CneDQRE1amho7dqKqFGj1GZ/2kooSCq2EgqFOea8xo3V/arrXZWUpMF79+pEVpZMycmKWbJEpuRknczI0L179+reArYN3rtXq5KSlG2xaNO5c1px+rQ2nTun7Bv8KhQAAAAAVAQkZQEAcAG2Egp1KlfOU0LhkxYtijQL1X5Mo7FQx8y2WDT+0CHll0a9VmrVtm3s/v2qv3Wrhm7cqP3PPKOhGzeq/vbtWpWUdMOxAwAAAEB5RvkCAABcREmUULiRY25OSdHlU6cUmpwsyVqHNvezf2qqJOkPH5882yRrjdoTfn4K/XMW7ecdO2qPn58G791b5MQyAAAAAJRHJGUBAHAhthIKzjimOTNT0WvWKGbJEof2hbNnF7hP7m0xI0dq5lWrsFpkLZcw4dAhDfD3Z0EwAAAAABBJWQAA8CeTh4cmRkXp844dJVlnwS6cPVuPTp6shMaN88yUzW9b6IEDBc6i3ZySUuwJZwAAAAA3b9SoUUpJSdHq1audHUqJiYiIUNu2bTV37lxnhyKJpCwAAE6Rff68NnfuLLOfn0zLlqlLYKDTZ5F28fVVpaAg7fHzc6ghm9C4sXY3aZLvPrZtMxYvvuYM25iRI7UhNFTmzEyZiqEsAwAAAFAY33zzjZ566im98cYb6tGjR4me68yZM5o2bZr+/e9/6/Tp06pRo4batGmjmJgYhYeHl+i5UfaQlAUAlApXTEI6y6qkJI0/cECXp01T9Jo1mrh1qyoFBWleSIhT6666GwyaFxKiwXv36up/GYOuLOiV379a3DVm2ErWmbLavdt6vVFRLnG9AAAAKN8sFouee+457du3T88995y6d+8uQwn+DXLvvfcqKytLS5YsUcOGDXX69Glt2LBBZ8+eLbFzupKsrCxVrlzZ2WGUGW7ODgAAUP6tSkpS/R9/1NBp07Q/OFhDt25V/e3btSopydmhlbpVSUkavHevTmRlyfTnglim5GSdzMjQ4L17nX5PBgUE6JMWLVSncmWZ/fwUM3KkzH5+qms06l8tWuhf+W3z8FBW7dra06SJdjdpYk/E2mbR7m7SRIl+fi55vQAAACi/vv76a+3cuVOStHPnTn399dcldq6UlBRt2bJFr732mrp166Z69erpjjvu0NSpU9W3b197v9TUVI0dO1a1atWSt7e37rrrLv34448Ox/r888912223ydPTU/7+/ho0aJB927lz5zRixAjVqFFDVatWVZ8+fXQwV9mwxYsXy9fXV1999ZVatmipOxvfqbv73C2z2Wzvk52drYkTJ8rX11d+fn6aMmWKLBaLQwzr1q1T586d7X369eunw4cP27cfPXpUBoNBH330kSIiIuTp6akFCxbI29tbn3zyicOx1qxZIy8vL/3vf//L995FREToiSee0BNPPGE/31//+leHmDIzMzVlyhTVqVNHXl5eat++vTZt2mTfnpycrKFDh6pu3bqqWrWqWrVqpRUrVlzrn0zr1q2Tj4+P3n//fUnSpk2bdMcdd8jLy0u+vr7q1KmTfv/992se42aQlAUAlChXT0KWpmyLReMPHZIln222tgmHDinbkl+P0jMoIEBHO3bUirvuUtPXXtOKu+7SkQ4dNCggIN9tR8PDtaBpU0n5z6LNjytdLwAAAMofi8WiadOmyd3dXZLk7u6uadOm5Uk+Fpdq1aqpWrVqWr16tTIyMgqMqW/fvkpMTNSXX36p+Ph4tWvXTt27d7fPpv3iiy80aNAg9e3bV7t379aGDRt022232Y8xatQo7dq1S59//rm2bdsmi8Wiu+++W1lZWfY+Fy5c0OzZs7V4yWItWLVAx48f1+TJk+3bY2Nj9d577+ndd9/Vli1bdPbsWX366acOsaanp2vixInauXOnNmzYIDc3N91zzz3Kyclx6PfMM8/oqaee0r59+3TPPffogQce0KJFixz6LFq0SIMHD1b16tULvH9LlixRpUqVtGPHDr3xxhuaM2eOFi5caN8+evRo/ec//9HKlSv1008/6b777lPv3r3tCelLly4pLCxMa9eu1S+//KKxY8dq+PDh2rFjR77nW7lypYYMGaL3339fI0aM0OXLlzVw4EB17dpVP/30k7Zt26axY8eW6MxqyhcAAErM9ZKQBlmTcgP8/ctlKYNsi0WbU1LsdVSzJV0+dUqhycmS5NILYrkbDAXGkN822wzb8YcOOcyiDUxOlqkMXC8AAADKl9yzZCXr7FDbbNlevXoV+/kqVaqkxYsXa8yYMXr77bfVrl07de3aVQ888IBat24tSfr222/1888/68yZMzIajZKk2bNna/Xq1frkk080duxYvfTSS3rggQc0c+ZM+7HbtGkjSTp48KA+//xz/ec//1HHP0uHLV++XMHBwVq9erXuu+8+SdYyAm+//bbqN6gv90R3jXt8nF7824v2482dO1dTp07VvffeK0l6++239dVXXzlcj22bzbvvvqtatWrp119/VcuWLe3tEyZMcJjJ++ijj6pjx446deqUgoKC9Mcff2jt2rVav379Ne9fcHCw5syZI4PBoKZNm+rnn3/WnDlzNGbMGB0+fFgrVqzQiRMnFBQUJEmaPHmy1q1bp0WLFunll19WnTp1HBLPTz75pNatW6ePP/5Y7du3dzjXP//5Tz333HP67LPP1K1bN0lSWlqaUlNT1a9fPzVq1EiS1KxZs2vGfLNIygIASszmlJQyk4Qsbva6sYmJ9jqqmbVr68k1a667IJa5c+d8j5mdLW3eLJnNkskkdeki/fnBv0sYFBCgAf7+1kR05856ND1d7i+8UOTrBQAAAIoi9yzZ7Oxse7tttmzPnj1LZAbkvffeq759+2rz5s3atm2b1q1bp1mzZmnhwoUaNWqU4uPjdf78efn5+Tnsd/HiRXtpgD179mjMmDH5Hn/fvn2qVKmSQ5LRz89PTZs21b59++xtVatWVaNGjZSdY712U6BJZ86ckWQtn2A2mx0WHqtUqZJuu+02h1nEhw8f1rRp07R9+3b98ccf9hmyx44dc0jK5p7FK0l33HGHWrRooffff1/PPvusli5dqltuuUV33nnnNe9dhw4dHP5NwsPDFRsbq+zsbCUkJMhisajJVYsPZ2Rk2O9ldna2Xn31VX344Yc6efKkMjIylJGRIS8vL4d9/vWvf+n06dPasmWL7rjjDnt7zZo1NWrUKPXq1UuRkZHq0aOHhgwZIpPJdM24bwZJWQBAiTFnZir6JpKQZZWtZINFUuifJRs+79hRu/38CrUg1goPj7zHXCWNHy+dOHGlrW5dad48KdcH006XexbtpnPnNLSI1wsAAAAU1dWzZG1KerasJHl6eioyMlKRkZGaPn26Hn30Uc2YMUOjRo1STk6OTCaTQy1UG19fX0lSlSpVCjx2QaUXLBaLQ0Lz6sW2DAbDDZdtiIqKUnBwsN555x0FBQUpJydHLVu2VGZmpkO/q5OeknW27Jtvvqlnn31WixYt0ujRo28qCZ6TkyN3d3fFx8fby1HYVKtWTZK1JMOcOXM0d+5ctWrVSl5eXpowYUKeeNu2bauEhAQtWrRIt99+u0NcixYt0lNPPaV169bpww8/1F//+letX79eHTp0KHLs10JSFgBQYkweHppYwZJy1yrZIEmJfn5KvOqTcduCWAZJdY1GdfnzFzKbVaukwYOlq3+POnnS2v7JJ66VmLXp4uurSkFB2uPn53A/rne9AAAAQFHZZsm6ubnlqX8qSW5ubiU6W/ZqzZs31+rVqyVJ7dq1U2JioipVqqT69evn279169basGGDRo8ene+xLl++rB07dtjLFyQnJ+vAgQOF/qq9j4+PTCaTtm/fbp+9evnyZXt9W9sx9+3bp7i4OHXp0kWStGXLlkJf80MPPaQpU6bojTfe0N69ezVy5Mjr7rN9+/Y87xs3bix3d3eFhoYqOztbZ86cscdztc2bN2vAgAF66KGHJFkTuQcPHsxzXxo1aqTY2FhFRETI3d1db775psP20NBQhYaGaurUqQoPD9cHH3xAUhYAUPZUxKRcYUs2XJ2Ytf06ODckxKG+bna2dYZsfh9sWyySwSBNmCANGOBapQwk66zZeSEhGrx3b54FwAq6XgAAAOBmZGZm6tixY/kmZCVrsu748ePKzMy013UtDsnJybrvvvv08MMPq3Xr1qpevbp27dqlWbNmacCAAZKkHj16KDw8XAMHDtRrr72mpk2b6tSpU/ryyy81cOBA3XbbbZoxY4a6d++uRo0a6YEHHtDly5f173//W1OmTFHjxo01YMAAjRkzRnFxcapevbqeffZZ1alTx36Owhg/frxeffVVNW7cWM2aNdPrr7+ulJQU+/YaNWrIz89PCxYskMlk0rFjx/Tss88W+vg1atTQoEGD9Je//EU9e/ZU3bp1r7vP8ePHNXHiREVHRyshIUHz589XbGysJKlJkyZ68MEHNWLECMXGxio0NFR//PGHNm7cqFatWunuu+9WSEiI/vWvf2nr1q2qUaOGXn/9dSUmJuabrG7SpIm+/fZbRUREqFKlSpo7d66OHDmiBQsWqH///goKCtL+/ft14MABjRgxotDXfaNIygIASkxFSMpdvZjXyUKWbJj/6KMOC2LVNRo1NyREgwICHPbbvNmxZMHVLBbp+HFrv4iI4ryy4lHQAmAFXS8AAABwM4xGo3bu3KmkpKQC+9SqVatYE7KS9Wv07du315w5c3T48GFlZWUpODhYY8aM0XPPPSfJWkbgyy+/1PPPP6+HH35YSUlJCgwM1J133qnatWtLkiIiIvTxxx/rb3/7m1599VV5e3s71GNdtGiRxo8fr379+ikzM1N33nmnvvzyyzwlC65l0qRJMpvNGjVqlNzc3PTwww/rnnvuUWpqqiTrbOKVK1fqqaeeUsuWLdW0aVO98cYbiriBPzgeeeQRffDBB3r44YcL1X/EiBG6ePGi7rjjDrm7u+vJJ5/U2LFjHa77xRdf1KRJk3Ty5En5+fkpPDxcd999tyRp2rRpOnLkiHr16qWqVatq7NixGjhwoP2arta0aVNt3LjRPmN2ypQp+u2337RkyRIlJyfLZDLpiSeeUHR0dKGv+UYZLDdaVAIFSktLk4+Pj1JTU+Xt7V24fTLS5POqj1KfTZW3sXD7AKWJMYricPWiV3FRUaocFHTTSTlnj8/8rutyYKAqJSbKlGumbH4lG5Z16yZ3g8GezO3i65tvcnrFCmnYsOvH8sEH0tChxXp5xerq5HXu673WtrLO2WMUuB7GKFwZ4xOujjFaci5duqQjR46oQYMG8vT0dHY4ZVZ2TrZ2J+5WaGCo3N1K92t1y5cv1/jx43Xq1Cl5XKdcXUREhNq2bau5c+eWTnDF4FpjtLD5QWbKAgBK3KCAAA2oUkWbH3/cWkO2Y0d1CQws04m3ay3mpULUjY2oUaNQ11/YxT5LcFHQYpF7AbDcrk5sT4yKUqWgIM1jFi0AAABQ5ly4cEFHjhzRK6+8oujo6OsmZCsyN2cHAACoGNyrVVPEnj0aumGDIkymMp2Qvd5iXjbFUbKhSxepbl1r7dh8z2GQgoOt/coaW2L7RFaWTH8mtk3JyTqZkaHBe/dq1TW+cgYAAADA9cyaNUtt27ZV7dq1NXXqVGeH49KYKQsAwA0q7GJe2YGBN11H1d1dmjdPGjzYmoDNXXTIlqidO9f1Fvm6nmslti2yJrAnHDqkAf7+ZTqBDwAAAFQkMTExiomJuaF9Nm3aVCKxuDqSsgAA3CBzIRfzavzqq6rTvLnMnTtrxU3USh00SPrkE2n8eMdFv+rWtSZkBw0q6pU4T2ET25tTUvItewAAAAAAZRlJWQAAbpDJw0MTo6L0eceOkgpezGvFn7Vji8OgQdKAAdLmzZLZbK0h26VL2Zsha1PYxLa5c+fSDg0AAAAAShxJWQAAblAXX19VCgrSHj8/h6/fX72YVxdf32I9r7u7FBFRrId0mkIntlkYAAAAAEA5RFIWAIAb5G4waF5IiAbv3Vssi3lVRM5KbAMAAACAK3BzdgAAAJRFgwIC9EmLFqpTuXKexbw+adHihhbzqohsiW1JJLYBAABQMtLTravjGgzW14ALYaYsAABFNCggQAP8/bU5JeWmF/OqiGyJ7fGHDuVJbM8NCSGxDQAAAKDcIikLAMBNcDcYim0xr4qIxDYAAADgKCYmRqtXr9aePXucHQpKEOULAACAU9kS20Nr11ZEjRokZAEAAFD8EhNL6TSJevLJJ9WwYUMZjUYFBwcrKipKGzZsKJXzo+xgpiwAAAAAAADKt8REqVGjEj3F0aNH1alTJ/n6+mrWrFlq3bq1srKy9NVXX+nxxx/Xb7/9VqLnR9nCTFkAAAAAAACUbenp+T9sLl689vZiMG7cOBkMBv3www8aPHiwmjRpohYtWmjixInavn27vd+xY8c0YMAAVatWTd7e3hoyZIhOnz5d4HEjIiI0YcIEh7aBAwdq1KhR9vf169fXiy++qBEjRqhatWqqV6+ePv/sc51LPqd7Bt6jatWqqVWrVtq1a5d9n8WLF8vX11dfffWVmjVrpmrVqql3794ym80FxnLu3Dk9+OCDCggIUJUqVdS4cWMtWrRIkrRp0yYZDAalpKTY++/Zs0cGg0FHjx51OOfatWvVtGlTVa1aVYMHD1Z6erqWLFmi+vXrq0aNGnryySeVnZ1tP84///lPNW7cWJ6enqpdu7YGDx58rX+KMoGkLAAAcFnZFos2nTunFadPa9O5c8q2WJwdEgAAAFxRtWp5H7VrX9keGZl/n2Jy9uxZrVu3To8//ri8vLzybPf19ZUkWSwWDRw4UGfPntV3332n9evX6/Dhw7r//vtvOoY5c+aoU6dO2r17t/r27auRI0dqxvgZevDBB5WQkKCQkBCNGDFClly/U1+4cEGzZ8/W0qVL9f333+vYsWOaPHlygeeYNm2afv31V/373//Wvn379NZbb8nf3/+G4rxw4YLeeOMNrVy5UuvWrdOmTZs0aNAgffnll/ryyy+1dOlSLViwQJ988okkadeuXXrqqaf0wgsvaP/+/Vq3bp3uvPPOot0kF0L5AgAA4JJWJSVp/KFDunzqlKLXrNHEqChVCgrSvJAQDQoIcHZ4AAAAgN2hQ4dksVh06623XrPfN998o59++klHjhxRcHCwJGnp0qVq0aKFdu7cqdtvv73IMdx9992Kjo6WJE2fPl1vvfWWmrdprsH3DZa7m7ueeeYZhYeH6/Tp0woMDJQkZWVl6e2331ajP0s7PPHEE3rhhRcKPMexY8cUGhqq2267TZJ1hu6NysrK0ltvvWU/5+DBg7V06VKdPn1a1apVU/PmzdWtWzd9++23uv/++3Xs2DF5eXmpX79+ql69uurVq6fQ0NAbPq+rYaYsAABwOauSkjR4716dyMiQKTlZMUuWyJScrJMZGRq8d69WJSU5O0QAAAC4kvPnrzwOHZK2bJHWr7+yPTbW2rZli3W7rW8xsc0+NVxn0dp9+/YpODjYnpCVpObNm8vX11f79u27qRhat25tf137z1nCIbeG5Gk7c+aMva1q1ar25KgkmUwmh+1Xe+yxx7Ry5Uq1bdtWU6ZM0datW284zqvPWbt2bdWvX1/Vcs1crl27tj2OyMhI1atXTw0bNtTw4cO1fPlyXbhw4YbP62pIygIAAJeSbbFo/KFDyq9Qga1twqFDlDIAAADAFV5eVx6NGkmdOknh4Ve2t29vbevUybrd1reYNG7cWAaD4bqJVYvFkm/itqB2SXJzc3MoOSBZZ5terXLlyvbXtmNVqlwpT1tOTk6++9j6XH2u3Pr06aPff/9dEyZM0KlTp9S9e3d7uQM3Nzf7tRQ2Tts582uzxVm9enUlJCRoxYoVMplMmj59utq0aeNQu7YsIikLAABcyuaUFF0+dUqhBw4o9MABtTt4UJLU7uBBhR44oLYHDijr1CltLuO/hAEAAKD8qFmzpnr16qV//OMfSs9nATFbArF58+Y6duyYjh8/bt/266+/KjU1Vc2aNcv32AEBAQ6Lb2VnZ+uXX34p3gu4AQEBARo1apSWLVumuXPnasGCBfZ2SQ6x7tmzp1jOWalSJfXo0UOzZs3STz/9pKNHj2rjxo3FcmxnoaYsAABwKebMTEWvWaOYJUsc2hfOnm1/HTNypMydO5d2aAAAACir/qyhWpL++c9/qmPHjrrjjjv0wgsvqHXr1rp8+bLWr1+vt956S/v27VOPHj3UunVrPfjgg5o7d64uX76scePGqWvXrvY6rVe76667NHHiRH3xxRdq1KiR5syZ47RZotOnT1dYWJhatGihjIwMrV271p5MDgkJUXBwsGJiYvTiiy/q4MGDio2Nvelzrl27Vv/973915513qkaNGvryyy+Vk5Ojpk2b3vSxncmpM2W///57RUVFKSgoSAaDQatXr3bYPmrUKBkMBodHhw4dHPpkZGToySeflL+/v7y8vNS/f3+dOHHCoc+5c+c0fPhw+fj4yMfHR8OHD88zeI8dO6aoqCh5eXnJ399fTz31lDIzM0visgEAwDWYPDwUFxWldnFxahcXp0f//DrUo5Mn29vioqJk8vBwcqQAAAAoM0ohKdugQQMlJCSoW7dumjRpklq2bKnIyEht2LBBb731liTZ8181atTQnXfeqR49eqhhw4b68MMPCzzuww8/rJEjR2rEiBHq2rWrGjRooG7dupX49eTHw8NDU6dOVevWrXXnnXfK3d1dK1eulGQtS7BixQr99ttvatOmjV577TW9+OKLN31OX19frVq1SnfddZeaNWumt99+WytWrFCLFi1u+tjOZLBcq1BECfv3v/+t//znP2rXrp3uvfdeffrppxo4cKB9+6hRo3T69GktWrTI3ubh4aGaNWva3z/22GNas2aNFi9eLD8/P02aNElnz55VfHy83N3dJVnrXZw4ccI+nXrs2LGqX7++1qxZI8k67btt27YKCAhQbGyskpOTNXLkSA0aNEjz588v9PWkpaXJx8dHqamp8vb2Ltw+GWnyedVHqc+myttYuH2A0sQYhStjfJZP2RaL6m/frpMZGbJICj1wQAnR0WoXF6fdTZrIIKmu0agjHTrI/ToLKTgbYxSujjEKV8b4hKtjjJacS5cu6ciRI2rQoIE8PT2LfqD0dMm2eNT588VaQ7YsyM7J1u7E3QoNDJW7m7uzwylXrjVGC5sfdGr5gj59+qhPnz7X7GM0GhVYwKcZqampevfdd7V06VL16NFDkrRs2TIFBwfrm2++Ua9evbRv3z6tW7dO27dvV/v27SVJ77zzjsLDw7V//341bdpUX3/9tX799VcdP35cQUFBkqTY2FiNGjVKL730UoE3MCMjQxkZGfb3aWlp1ueMNCkj313ySMtIc3gGXA1jFK6M8Vl+vVIvSCMOHNHVKVfb+5frBSk983+lHdYNY4zC1TFG4coYn3B1jNGSk5mZqRxLjrJzspWdk130A1XxlLIvX3l/M8cqg7It2Veec67TGTckOydbOZYcnc88r0yD4zftC/szweVrym7atEm1atWSr6+vunbtqpdeekm1atWSJMXHxysrK0s9e/a09w8KClLLli21detW9erVS9u2bZOPj489IStJHTp0kI+Pj7Zu3aqmTZtq27ZtatmypT0hK0m9evVSRkaG4uPjC5wS/sorr2jmzJl52oNfD5Zu8IOc4DnBN7YDUMoYo3BljM9yyr+L1OgJmf38rDVk/fxkuXRaOvwPDf9us7OjuyGMUbg6xihcGeMTro4xWvzqedXT253e1sU/LpaBzJXr++n0T84Oofy5LP2R+of6ftlXv6f/7rjtUuEO4dJDu0+fPrrvvvtUr149HTlyRNOmTdNdd92l+Ph4GY1GJSYmysPDQzVq1HDYr3bt2kpMTJQkJSYm2pO4udWqVcuhT+3atR2216hRQx4eHvY++Zk6daomTpxof5+Wlqbg4GAdn3j8hsoXBM8J1vGnj/N1B7gkxihcGeOz/Mu2WLQ17bxOdwjTwsqV1dG7mty79XHclpWl2rZtLlbOgDEKV8cYhStjfMLVMUZLTmZGpk6fOK36/vVvrnxBBZdtydZPp39S69qt5W6gfEFxunTpko6eP6pdY3fJw+i41kVaWpqCX73+hzUunZS9//777a9btmyp2267TfXq1dMXX3yhQYMGFbifxWKRIdcfZYZ8/kArSp+rGY1GGY3GPO3eRu8b/oFclH2A0sQYhStjfJZvfT198rStSkrS+AMHdDkxUdFr1uj5qChVCgrSvJAQDQoIcEKU18YYhatjjMKVMT7h6hijxe+S5ZKSDElyM7hRC/Vm/FmywN3gzn0sZm4GN7kZ3FTNo5o8jVd9cJA3VZj/MYo/rJJjMplUr149HTx4UJIUGBiozMxMnTt3zqHfmTNn7DNfAwMDdfr06TzHSkpKcuhz9YzYc+fOKSsrK88MWgAA4FyrkpI0eO9encjKkik5WTFLlsiUnKyTGRkavHevViUlOTtEAAAA3ITKlStLki5cuODkSID82cambawWhUvPlL1acnKyjh8/LpPJJEkKCwtT5cqVtX79eg0ZMkSSZDab9csvv2jWrFmSpPDwcKWmpuqHH37QHXfcIUnasWOHUlNT1bFjR3ufl156SWaz2X7sr7/+WkajUWFhYaV9mQAAoADZFovGHzokSz7bLLIuBDbh0CEN8Pd3uVIGAAAAKBx3d3f5+vrqzJkzkqSqVate85vMyF92TrZ02fpVe2bKFg+LxaILFy7ozJkz8vX1lbt70e+rU5Oy58+f16FDh+zvjxw5oj179qhmzZqqWbOmYmJidO+998pkMuno0aN67rnn5O/vr3vuuUeS5OPjo0ceeUSTJk2Sn5+fatasqcmTJ6tVq1bq0aOHJKlZs2bq3bu3xowZo7i4OEnS2LFj1a9fPzVt2lSS1LNnTzVv3lzDhw/X3//+d509e1aTJ0/WmDFjCl0bFgAAlLzNKSm6fOqUQpOTJUnt/vz2jO1Zksx+ftqckqKIq2rOAwAAoOwIDAyUJHtiFjcux5KjP1L/0NHzR+VmKFNflnd5vr6+9jFaVE5Nyu7atUvdunWzv7ctmjVy5Ei99dZb+vnnn/X+++8rJSVFJpNJ3bp104cffqjq1avb95kzZ44qVaqkIUOG6OLFi+revbsWL17skKlevny5nnrqKfXs2VOS1L9/f7355pv27e7u7vriiy80btw4derUSVWqVNGwYcM0e/bskr4FAFCuZFss2pySInNmpkweHuri68tsRRQrc2amotesUcySJQ7tC3P9Pztm5EiZO3cu7dAAAABQjAwGg0wmk2rVqqWsrCxnh1Mmnc88r75f9tWusbtUzaOas8MpNypXrnxTM2RtnJqUjYiIkMWS3xcQrb766qvrHsPT01Pz58/X/PnzC+xTs2ZNLVu27JrHueWWW7R27drrng8AkL+rF16a6OILL6FsMnl4aGJUlD7/swRRu4MHtXD2bD06ebISGjeWZJ0pu8LD41qHAQAAQBnh7u5eLAmwiijTkKnf03+Xh9Ej72JUcLoyVVMWAOCabAsvWSSF/rnw0ucdO2qPn58G792rT1q0IDGLYtHF11eVgoK0x8/Poa5sQuPG2t2kiQyS6hqN6uLr66QIAQAAAOD6KCgBALgp11t4SbIuvJR9jW9GAIXlbjBoXkiIJOuiXrnZ3s8NCaFsBgAAAACXxkxZAMBNYeEllLZBAQH6pEULjT90SGY/P2sNWT8/1TUaNZdyGQAAAADKAJKyAICbwsJLcIZBAQEa4O9vXViuc2etYGE5AAAAAGUISVkAwE1h4SU4i7vBwOxrAAAAAGUSSVkAwE1h4SUAAAAAAG4MC30BAG4KCy8BAAAAAHBjSMoCAG6abeGlOkZjnoWXPmnRgoWXAAAAAADIhfIFAIBiwcJLAAAAAAAUDklZAECxYeEluIJsi8X64UBmpkx8OAAAAADABZGUBQAA5caqpCSNP3RIl0+dUvSaNZoYFaVKQUGaFxJCGQ0AAAAALoOasgAAoFxYlZSkwXv36kRGhkzJyYpZskSm5GSdzMjQ4L17tSopydkhAgAAAIAkkrIAAKAcyLZYNP7QIVny2WZrm3DokLIt+fUAAAAAgNJF+QIAAFDmbU5J0eVTpxSanCxJanfwoMOzJJn9/LQ5JYW6xwAAAACcjqQsAAAo88yZmYpes0YxS5Y4tC+cPdv+OmbkSJk7dy7t0AAAAAAgD5KyAACgzDN5eGhiVJQ+79hRknWG7MLZs/Xo5MlKaNxYknWm7AoPD2eGCQAAAACSSMoCAIByoIuvryoFBWmPn59DXdmExo21u0kTGSTVNRrVxdfXSRECAAAAwBUs9AUAAMo8d4NB80JCJEmGq7bZ3s8NCZG74eqtAAAAAFD6SMoCAIByYVBAgD5p0UJ1jEaZ/fysNWT9/FTXaNQnLVpoUECAs0MEAAAAAEmULwAAAOXIoIAADfD31+aUFJk7d9YKDw918fVlhiwAAAAAl0JSFgAAlCvuBoMiatRwdhgAAAAAUCCSsgAAoMLItliss2gzM2ViFi0AAAAAJyEpCwAAKoRVSUkaf+iQLp86peg1azQxKkqVgoI0LySEerMAAAAAShULfQEAgHJvVVKSBu/dqxMZGTIlJytmyRKZkpN1MiNDg/fu1aqkJGeHCAAAAKACISkLAADKtWyLReMPHZIln222tgmHDinbkl8PAAAAACh+lC8AAADl2uaUFF0+dUqhycmSpHYHDzo8S5LZz0+bU1JYIAwAAABAqSApCwAAyjVzZqai16xRzJIlDu0LZ8+2v44ZOVLmzp1LOzQAAAAAFRRJWQAAUK6ZPDw0MSpKn3fsKMk6Q3bh7Nl6dPJkJTRuLMk6U3aFh4czwwQAAABQgZCUBQAA5VoXX19VCgrSHj8/h7qyCY0ba3eTJjJIqms0qouvr5MiBAAAAFDRsNAXAAAo19wNBs0LCZEkGa7aZns/NyRE7oartwIAAABAySApCwAAyr1BAQH6pEUL1TEaZfbzs9aQ9fNTXaNRn7RooUEBAcq2WLTp3DmtOH1am86dU7bFct3jFmUfAAAAAKB8AQAAqBAGBQRogL+/NqekyNy5s1Z4eKiLr6/cDQatSkrS+EOHdPnUKUWvWaOJUVGqFBSkeSEh9oTt5pQUmTMzZfpzv8/++OOa+wAAAABAQUjKAgCACsPdYFBEjRoObauSkjR4715ZJIUmJytmyRJ93rGj9vj5afDevZocHKwVZ844JF+zatdW8uXLUgH72GbfAgAAAEB+KF8AAAAqrGyLReMPHVJ+RQcsfz7+fvy4TmRkyPRn8tWUnGxPyOa3jyRNOHSIUgYAAAAACsRMWQAAUGFtTknR5VOnFJqcLElqd/Cgw7Mkmf38lOjn57BfYHKyTNfZZ3NKitpVdS/R+AEAAACUTSRlAQBAhWXOzFT0mjWKWbLEoX3h7Nn213H9+ikuKsoh+Xr7mjWKXru2wH1iRo6UuXNnqWqVEoweAAAAQFlFUhYAAFRYJg8PTYyK0ucdO0qyJlwXzp6tRydPVkLjxor+M/maOwF7dcJ25623OuwjWWfKrvDwKN2LAQAAAFBmkJQFAAAVVhdfX1UKCtIePz+HurIJjRtrd5Mmihk1SnFRUZLyJmwla/LVVsbAto9BUl2jUV18fXXh94Oa8a1kGJko1fcu5asDAAAA4KpIygIAgArL3WDQvJAQDd67V4Z8tifmU0/Wlny1sSVlJdmPMTckRO4XLqh6g6aKkXT+yBGpfhOH48hsluLipOhoyWQqlusBAAAAUDa4OfPk33//vaKiohQUFCSDwaDVq1fbt2VlZemZZ55Rq1at5OXlpaCgII0YMUKnTp1yOEZERIQMBoPD44EHHnDoc+7cOQ0fPlw+Pj7y8fHR8OHDlZKS4tDn2LFjioqKkpeXl/z9/fXUU08pMzOzpC4dAAC4iEEBAfqkRQvVMRpl9vOz1oP181Ow0ai/BAfLIOVJ2Nre+1Wq5LBPXaNRn7RooUEBAVJ6+pUdLl7Ke2KzWZo50/oMAAAAoEJx6kzZ9PR0tWnTRqNHj9a9997rsO3ChQtKSEjQtGnT1KZNG507d04TJkxQ//79tWvXLoe+Y8aM0QsvvGB/X6WK46Iaw4YN04kTJ7Ru3TpJ0tixYzV8+HCtWbNGkpSdna2+ffsqICBAW7ZsUXJyskaOHCmLxaL58+eXxKUDAAAXMiggQAP8/bU5JUXmzp21wsNDXXx95W4wqIO3t8YfOpQn+To3JCT/fRITpYQEKSzMfvxqfQdK8fHWNyaT5O5+ZfvZs6V/wQAAAACcyqlJ2T59+qhPnz75bvPx8dH69esd2ubPn6877rhDx44d0y233GJvr1q1qgIDA/M9zr59+7Ru3Tpt375d7du3lyS98847Cg8P1/79+9W0aVN9/fXX+vXXX3X8+HEFBQVJkmJjYzVq1Ci99NJL8vbOvwZcRkaGMjIy7O/T0tKszxlpUka+u+SRlpHm8Ay4GsYoXBnjE8WtXVV3qar1w930zP9Jknp4G/VTaHNtbXSLTncI08LKldXRu5rcDQalZ/4vzz7Gf7wh40uv5j34n0nYzIdHyeO9xVfaIyN1ftt3kiRLYKAspvx/pwFKAj9H4coYn3B1jFG4OsaocxT2fpepmrKpqakyGAzy9fV1aF++fLmWLVum2rVrq0+fPpoxY4aqV68uSdq2bZt8fHzsCVlJ6tChg3x8fLR161Y1bdpU27ZtU8uWLe0JWUnq1auXMjIyFB8fr27duuUbzyuvvKKZM2fmaQ9+PVjyvLFrC54TfGM7AKWMMQpXxviEKwm8JJnGSjUuShuWWtue7il9V1+K3iVF507I/qlaeFdJUkxXaWb+v3YAJYqfo3BljE+4OsYoXB1jtJTlU7ksP2UmKXvp0iU9++yzGjZsmMPM1QcffFANGjRQYGCgfvnlF02dOlU//vijfZZtYmKiatWqled4tWrVUmJior1P7dq1HbbXqFFDHh4e9j75mTp1qiZOnGh/n5aWpuDgYB2feLzA2bVXS8tIU/CcYB1/+ri8jazKDNfDGIUrY3zCpaWnS0utH/hOnbhKMyO6y2BO1PnEROnsOWtJA0kXX3tJ2Xd2liRNCgzUJEkeCxcp89HRzJpFiePnKFwZ4xOujjEKV8cYdY60tDQFv3r9RHiZSMpmZWXpgQceUE5Ojv75z386bBszZoz9dcuWLdW4cWPddtttSkhIULt27SRJBkPe9ZQtFotDe2H6XM1oNMpoNOZp9zZ63/BgL8o+QGlijMKVMT7hkozeOr/tO1UL76qqPn6qZvSW6ntL9Zs4LAJWpVNXqUMn65v0dKlaNevuffpZ+wKlgJ+jcGWMT7g6xihcHWO0lOVNFebLrWSjuHlZWVkaMmSIjhw5ovXr1193Bmq7du1UuXJlHTx4UJIUGBio06dP5+mXlJRknx0bGBiYZ0bsuXPnlJWVlWcGLQAAQGFZAgMV09X67MDL68rCX1ctUGp38WLeNrNZiomxPgMAAAAos1w6KWtLyB48eFDffPON/Pz8rrvP3r17lZWVJZPJJEkKDw9XamqqfvjhB3ufHTt2KDU1VR07drT3+eWXX2TO9QfO119/LaPRqLBcKycDAADcCIspUDO7Kf8yBCaTNGOG9dlslhISpD17rmyPjLS2JSRcScKazdLMmSRlAQAAgDLOqeULzp8/r0OHDtnfHzlyRHv27FHNmjUVFBSkwYMHKyEhQWvXrlV2drZ9NmvNmjXl4eGhw4cPa/ny5br77rvl7++vX3/9VZMmTVJoaKg6dbJ+DbBZs2bq3bu3xowZo7i4OEnS2LFj1a9fPzVt2lSS1LNnTzVv3lzDhw/X3//+d509e1aTJ0/WmDFjCl0bFgAA4IaYTNZZr5L1OZ/FQ2X7cHjGDGncuCvvz54tjQgBAAAAlBCnzpTdtWuXQkNDFRoaKkmaOHGiQkNDNX36dJ04cUKff/65Tpw4obZt28pkMtkfW7dulSR5eHhow4YN6tWrl5o2baqnnnpKPXv21DfffCN3d3f7eZYvX65WrVqpZ8+e6tmzp1q3bq2lS5fat7u7u+uLL76Qp6enOnXqpCFDhmjgwIGaPXt26d4QAABQMUVHW8sZbNlypS021tq2bp0UHi7lLqlU0CxaShsAAAAAZYJTZ8pGRETIYrEUuP1a2yQpODhY33333XXPU7NmTS1btuyafW655RatXbv2uscCAPzJbJbi4qzJpD9LxgAoIpPJ+si1AJjat5fatSvcLNq//EUKCrK+j4zkv0kAAADAxTk1KQsAKKPS00kAASXBtgBYWNiVBcCio6X+/a0lCyIjrW2xsVJEhPX11cncghYI40MUAAAAwGWQlAUA3LjrJYAAFF3uBcBs7wuaRWs2Wx+5FyaNjLQmdm37envzIQoAAADgYpxaUxYAUMbYVoi/Xm1LAEVnWwDs6uSpbRatdGUWbVycY0LWJizM+oiL40MUAAAAwAWRlAUAFF5hEkAASs7Vs2htC4StX3+lz40uEAYAAACg1JGUBQAU3rUSQPHx1u0ASs7Vs2hNJmsZg/DwK31spQ22bZN69857DD5EAQAAAJyOmrIAgMK7Vm1LAM5T1AXCAAAAADgFSVkAwI3LLwEEwLluZIEwG7PZOmM2OpokLQAAAFCKSMoCAIrm6gQQAOeylTa4WkEfoqSnS0FB1teRkfy3DAAAAJQikrIAgKIpKAEEwPVc70OUixdLNx4AAACggiMpCwAAUN7l/hDFbLY+cidiIyOts2ltfZk1CwAAAJQoN2cHAAAAgFIUF2ctZdC5s2N7WJj1ERfnnLgAAACACoSZsgAAABVJdLTUv791pqwtMRsbK0VEWF8zSxYAAAAocSRlAQAAKhJbeYL09Ctt7dtL7do5LyYAAACggqF8AQAAQEXk5XWljmyVKs6NBQAAAKhgSMoCAABUVCaTNGNG/iULzGbr4mBmc6mHBQAAAJR3JGUBAAAqKpPJmngtKCk7cyZJWQAAAKAEkJQFAACAozNnpLAw6+uzZ50bCwAAAFAOsdAXAAAArMxm68OWkJWkyMgrtWdti4QBAAAAuCnMlAUAAIBVXJxjQtYmLMz6iIsr/ZgAAACAcoiZsgAAALCKjpb697eWLIiMtLbFxkoREdbXzJIFAAAAigVJWQBAwcxm68y46GiSMUBFYCtPkJ5+pa19e6ldO+fFBAAAAJRDJGUBAPlLT5eCgqyvIyNJygIViZeXtY5sWJhUpYqzowEAAADKHWrKAgDyl3um3MWLzosDgHOYTNKMGfl/IGM2SzEx1mcAAAAAN4yZsgAAR6y+DkCy/nceE5O3nVn0AAAAwE1jpiwAwBGrrwO4FmbRAwAAADeNmbIAAEesvg4gP8yiBwAAAIoNM2UBAI5MJutK6z16XEm2RERY29q1I+kCVFSFnUVPvVkAAADgukjKAgAA4Pqio60f1Kxff6UtNtbaFh9v3S5Zk7EzZ5KUBQAAAK6B8gUAgIJda/V1ABVL7vIE8fHW2bG2WfQ2Z85cmU179myphwgAAACUFSRlAQAFK2j1dQDIjXqzAAAAwA2hfAEAAABuzNWz6AtbbxYAAACAJGbKAgAA4EZdPYs+Olrq399asiAy0toWG2stb2DrbzZbk7PR0cyaBQAAQIVHUhYAAAA3x1aeID39Slv79o71ZhMSrAuA9e9PUhYAAAAVHuULAAAAUDy8vK7Uka1S5Up7ejoLgAEAAAC5MFMWAAAAxSd3vVnbAmAXL17ZzgJgAAAAADNlAaDCM5uttSHNZmdHAqA8sNWbNZmuLADWubNjHxYAAwAAQAXHTFkAqMjS06WgIOvryEhmrAEoXrYFwC5evJKYvXoBMIlFwAAAAFDhkJQFgIos96I8ub9eDADFoTALgPHhEAAAACogyhcAQEVkNltXQq9d+0pbZKS1LSGBUgYAildBC4BJfDgEAACACsmpSdnvv/9eUVFRCgoKksFg0OrVqx22WywWxcTEKCgoSFWqVFFERIT27t3r0CcjI0NPPvmk/P395eXlpf79++vEiRMOfc6dO6fhw4fLx8dHPj4+Gj58uFJSUhz6HDt2TFFRUfLy8pK/v7+eeuopZWZmlsRlA4Dz2eo8Xo06jwBKSu4FwCQ+HAIAAECF5tSkbHp6utq0aaM333wz3+2zZs3S66+/rjfffFM7d+5UYGCgIiMj9b///c/eZ8KECfr000+1cuVKbdmyRefPn1e/fv2UnZ1t7zNs2DDt2bNH69at07p167Rnzx4NHz7cvj07O1t9+/ZVenq6tmzZopUrV+pf//qXJk2aVHIXDwDOFB1tnbW2fv2VtthYa1t8vHU7ABSn3AuASXw4BAAAgArNqTVl+/Tpoz59+uS7zWKxaO7cuXr++ec1aNAgSdKSJUtUu3ZtffDBB4qOjlZqaqreffddLV26VD169JAkLVu2TMHBwfrmm2/Uq1cv7du3T+vWrdP27dvVvn17SdI777yj8PBw7d+/X02bNtXXX3+tX3/9VcePH1fQnzXNYmNjNWrUKL300kvy9vbON8aMjAxlZGTY36elpVmfM9KkjHx3ySMtI83hGXA1jNFyqqaXVDNESk+X7Sfc+dAWymkRcqVPGfg3Z3zC1TFGC2YYNUyG3ndJZ8+pWt+BkqSLr72k7DutC4JZAgNlyUiTwZwoj4WLlPnoaFlMgU6MuHxijMKVMT7h6hijcHWMUeco7P02WCwWSwnHUigGg0GffvqpBg4cKEn673//q0aNGikhIUGhoaH2fgMGDJCvr6+WLFmijRs3qnv37jp79qxq1Khh79OmTRsNHDhQM2fO1HvvvaeJEyfmKVfg6+urOXPmaPTo0Zo+fbo+++wz/fjjj/bt586dU82aNbVx40Z169Yt35hjYmI0c+bMvBueleRZ5FsBAKUq9JSUsEBqN1baHeTsaABURAX9HKqaKaW/bH3d6WFp6y3OiQ8AAAAotEuSXpVSU1MLnOgp3cBM2YkTJxb63K+//nqh+xYkMTFRklQ7d52xP9///vvv9j4eHh4OCVlbH9v+iYmJqlWrVp7j16pVy6HP1eepUaOGPDw87H3yM3XqVIf7kpaWpuDgYB2fePyaNz23tIw0Bc8J1vGnj8vbWLh9gNLEGC3/DOZEZQQs0ndlcBYa4xOujjFaOG6790gLuur70d8pJ7TtlQ1nkqSXrTP4v7p3tXK65/9BOYqOMQpXxviEq2OMwtUxRp0jLS1Nwa8GX7dfoZOyu3fvLlQ/g8FQ2EMW6XgWi+W657i6T379i9LnakajUUajMU+7t9H7hgd7UfYBShNjtByr7y29+Iry/jQrOxifcHWM0euo11iaMUPV6jWWjN7WRb7MZoeas9X6DrTWvJasdWlttWlRLBijcGWMT7g6xihcHWO0lBXyj+tCJ2W//fbbooZSJIGB1tlaiYmJMuX6pfvMmTP2Wa2BgYHKzMzUuXPnHGbLnjlzRh07drT3OX36dJ7jJyUlORxnx44dDtvPnTunrKysPDNoAQAAUMxsi4DZxMVJ+ZWIsiVpZ8xw7A8AAACUMW7ODqAgDRo0UGBgoNbnWhk8MzNT3333nT3hGhYWpsqVKzv0MZvN+uWXX+x9wsPDlZqaqh9++MHeZ8eOHUpNTXXo88svv8hsNtv7fP311zIajQrLb1VgAAAAlJzoaOus2Fy/4yk21toWH2/dLlln08bEWJ8BAACAMqTQM2WvtnPnTn388cc6duyYMjMzHbatWrWqUMc4f/68Dh06ZH9/5MgR7dmzRzVr1tQtt9yiCRMm6OWXX1bjxo3VuHFjvfzyy6pataqGDRsmSfLx8dEjjzyiSZMmyc/PTzVr1tTkyZPVqlUr9ejRQ5LUrFkz9e7dW2PGjFFcXJwkaezYserXr5+aNm0qSerZs6eaN2+u4cOH6+9//7vOnj2ryZMna8yYMYWuDQsAAIBikrs8QXy8dYZsRITUrt2VPunpUtCfq4JFRlLOAAAAAGVKkWbKrly5Up06ddKvv/6qTz/9VFlZWfr111+1ceNG+fj4FPo4u3btUmhoqEJDQyVZFxMLDQ3V9OnTJUlTpkzRhAkTNG7cON122206efKkvv76a1WvXt1+jDlz5mjgwIEaMmSIOnXqpKpVq2rNmjVyd3e391m+fLlatWqlnj17qmfPnmrdurWWLl1q3+7u7q4vvvhCnp6e6tSpk4YMGaKBAwdq9uzZRbk9AOB6mE0GoLxJT7/y+uJF58UBAAAAFEGRZsq+/PLLmjNnjh5//HFVr15d8+bNU4MGDRQdHe1Q//V6IiIiZLFYCtxuMBgUExOjmGvUDPP09NT8+fM1f/78AvvUrFlTy5Ytu2Yst9xyi9auXXvdmAGgzGE2GYCyzGSy1pC1/ezKZxEwRUayCBgAAADKlCLNlD18+LD69u0rSTIajUpPT5fBYNDTTz+tBQsWFGuAAICbxGwyAGWZbREwW6I1Ls4xIWsTFmZ9/FmuCgAAAHBlRUrK1qxZU//73/8kSXXq1NEvv/wiSUpJSdGFCxeKLzoAQNGZzVJCglS79pW2yEhrW0ICpQwAlE2FWQSMki0AAABwcUVKynbp0kXr//xFeMiQIRo/frzGjBmjoUOHqnv37sUaIACgiJhNBqA8MpmsC3716HGlZIFtEbB27azbzWZp5kySsgAAAHBZRaop++abb+rSpUuSpKlTp6py5crasmWLBg0apGnTphVrgACAIoqOlvr3l86etc6QlayzySIirK+puQigPEpPv/KB1Nmzzo0FAAAAKMANJ2UvX76sNWvWqFevXpIkNzc3TZkyRVOmTCn24AAAN8G22E3umrLt21tnkgFAeZB7ETDbAmC5a2ezABgAAABc1A2XL6hUqZIee+wxZWRklEQ8AIDi5uV1JSlRpYpzYwGA4pR7ETBbyZbOnR37ULIFAAAALqhI5Qvat2+v3bt3q169esUdDwCgJOSeTQYA5ZGtZMvFi1cSs5RsAQAAgIsqUlJ23LhxmjRpkk6cOKGwsDB5eXk5bG/dunWxBAcAKCa22WQAUF5RsgUAAABlSJGSsvfff78k6amnnrK3GQwGWSwWGQwGZWdnF090AAAAwI2wlWwJC8u/ZIvZbC1lEB3N7FkAAAA4TZGSskeOHCnuOAAAAIDica2SLWazNHOmtdQBSVkAAAA4SZGSstSSBQAXxQwwACi4ZMuZM9YZtJJ09myphgQAAADkVqSk7Oeff55vu8FgkKenp0JCQtSgQYObCgwAcIPS06WgIOvryEiSsgBgYzZbH7aErGT9ORkfb31tq0cLAAAAlJIiJWUHDhxoryGbW+66sp07d9bq1atVo0aNYgkUAHAduRe3uXjReXEAgKuJi7OWLLiaLUk7YwaLIQIAAKBUuRVlp/Xr1+v222/X+vXrlZqaqtTUVK1fv1533HGH1q5dq++//17JycmaPHlycccLALia2SwlJEi1a19pi4y0tiUkWLcDQEUWHW2dFbt+/ZW22FhrW3y8dTsAAABQioo0U3b8+PFasGCBOnbsaG/r3r27PD09NXbsWO3du1dz587Vww8/XGyBAgAKwAwwALi23OUJ4uOtPx8jIqR27ZwaFgAAACquIs2UPXz4sLy9vfO0e3t767///a8kqXHjxvrjjz9uLjoAwPUxAwwAiofZbP0Qi28YAAAAoIQVKSkbFhamv/zlL0pKSrK3JSUlacqUKbr99tslSQcPHlTdunWLJ0oAQMFMJutsrx49rixaY5sB1q4di9cAQG4mk/UbBPn9bDSbrd88ICkLAACAElak8gXvvvuuBgwYoLp16yo4OFgGg0HHjh1Tw4YN9dlnn0mSzp8/r2nTphVrsAAAAMBNMZnyL+ly5syVsi9nz5ZqSAAAAKh4ipSUbdq0qfbt26evvvpKBw4ckMVi0a233qrIyEi5uVkn3w4cOLA44wQAFMa1ZoABAPIym60PW0JWsi6WaPvmQe56tAAAAEAxKVJSVpIMBoN69+6tiIgIGY1GGQyG4owLAFAUBc0AAwDkj8USAQAA4ARFqimbk5Ojv/3tb6pTp46qVaumI0eOSJKmTZumd999t1gDBABchYVoAKD4sFgiAAAAnKBISdkXX3xRixcv1qxZs+Th4WFvb9WqlRYuXFhswQEA8sFCNABQfFgsEQAAAE5QpKTs+++/rwULFujBBx+Uu7u7vb1169b67bffii04AMBVWIgGAAAAAIAyr0hJ2ZMnTyokJCRPe05OjrKysm46KADAVcxmKSFBql37SltkpLUtIYFZswBQHK61WCKlYwAAAFCMipSUbdGihTZv3pyn/eOPP1ZoaOhNBwUAuEpcnOPK4DZhYdZHXFzpxwQA5Y1tscSCkrKUjgEAAEAxqVSUnWbMmKHhw4fr5MmTysnJ0apVq7R//369//77Wrt2bXHHCACIjpb697eWLIiMtLbFxlrrHkrUPASAkkTpGAAAABSzIiVlo6Ki9OGHH+rll1+WwWDQ9OnT1a5dO61Zs0aRtmQBAKD4mEzWR3r6lbb27a2L0AAASobZbH3k/qZCZOSVBcFsP5sBAACAG1Sk8gWS1KtXL3333Xc6f/68Lly4oC1btqhnz57FGRsA4GpeXleSAVWqODcWACjvKB0DAACAElKkpGzDhg2VnJycpz0lJUUNGza86aAAANdwrYVoAADFJzra+kHY+vVX2mJjrW3x8dbtAAAAQBEUqXzB0aNHlZ2dnac9IyNDJ0+evOmgAADXYFuIBgBQsnKXJ4iPt86OjYigdAwAAABu2g0lZT///HP766+++ko+Pj7299nZ2dqwYYPq169fbMEBAAAAAAAAQHlzQ0nZgQMHSpIMBoNGjhzpsK1y5cqqX7++YmNjiy04AKiwzGZrrcLoaMoUAIAroHQMAAAAitENJWVzcnIkSQ0aNNDOnTvl7+9fIkEBQIWWni4FBVlfR0aSAAAAV1BQ6Rg+RAMAAEARFGmhryNHjpCQBYCSkp5+5fXFi86LAwBwfWazNHOm9RkAAAAopCIt9CVJGzZs0IYNG3TmzBn7DFqb995776YDA4AKx2y2PsLCrrRFRloXl5EcF5wBADhfevqVn9lnzzo3FgAAAJQpRZopO3PmTPXs2VMbNmzQH3/8oXPnzjk8AABFEBfnmJC1CQuzPuLiSj8mAEBeZrOUkCDt2XOlLTLS2paQwKxZAAAAXFeRZsq+/fbbWrx4sYYPH17c8QBAxRUdLfXvb51tFRlpbYuNlSIirK+ZJQsAriEuzlqy4Gq2D9ZmzMi//iwAAADwpyIlZTMzM9WxY8fijgUAKrbc5Qni461/3EdESO3aOTUsAMBVbB+iXbwode5sbeNDNAAAANyAIpUvePTRR/XBBx8UdywAAACA6zOZrB+Ydep0pe637UO0du1IygIAAOC6ipSUvXTpkl5//XV17dpVTz75pCZOnOjwKE7169eXwWDI83j88cclSaNGjcqzrUOHDg7HyMjI0JNPPil/f395eXmpf//+OnHihEOfc+fOafjw4fLx8ZGPj4+GDx+ulJSUYr0WACg0k8n69Vf+sAcAAAAAoNwpUvmCn376SW3btpUk/fLLL8UZTx47d+5Udna2/f0vv/yiyMhI3Xffffa23r17a9GiRfb3Hh4eDseYMGGC1qxZo5UrV8rPz0+TJk1Sv379FB8fL3d3d0nSsGHDdOLECa1bt06SNHbsWA0fPlxr1qwpycsDgPyZTNQjBICygA/RAAAAUARFSsp+++23xR1HgQICAhzev/rqq2rUqJG6du1qbzMajQoMDMx3/9TUVL377rtaunSpevToIUlatmyZgoOD9c0336hXr17at2+f1q1bp+3bt6t9+/aSpHfeeUfh4eHav3+/mjZtWkJXBwAAgDLtWh+imc3WRcGio0naAgAAwMENJWUHDRp03T4Gg0H/+te/ihzQtWRmZmrZsmWaOHGiDAaDvX3Tpk2qVauWfH191bVrV7300kuqVauWJCk+Pl5ZWVnq2bOnvX9QUJBatmyprVu3qlevXtq2bZt8fHzsCVlJ6tChg3x8fLR169YCk7IZGRnKyMiwv09LS7M+Z6RJGfnukkdaRprDM+BqGKNwZYxPuDrGaMXm9vtBVZs5U+d736Wcml7ODidfjFG4MsYnXB1jFK6OMeochb3fN5SU9fHxKVIwxWX16tVKSUnRqFGj7G19+vTRfffdp3r16unIkSOaNm2a7rrrLsXHx8toNCoxMVEeHh6qUaOGw7Fq166txMRESVJiYqI9iZtbrVq17H3y88orr2jmzJl52oNfD5Y8b+zagucE39gOQCljjBa/wP9J0bukuNukxOrOjqZsY3zC1TFGKx7/81LSbOvrAf/sqo2NnBvP9TBG4coYn3B1jFG4OsZoKbtUuG43lJTNXbfVGd5991316dNHQUFB9rb777/f/rply5a67bbbVK9ePX3xxRfXnNlrsVgcZtvmfl1Qn6tNnTrVYWGztLQ0BQcH6/jE4/L29i7UNaVlpCl4TrCOP31c3sbC7QOUJsZoyXHbvUfVYrtq8qvfKSe0rbPDKZMYn3B1jNGKx2BOlCExUdXCr5Ta2rBUOr/tO0mSJTBQFlP+ZbecgTEKV8b4hKtjjMLVMUadIy0tTcGvXj8RXqSass7w+++/65tvvtGqVauu2c9kMqlevXo6ePCgJCkwMFCZmZk6d+6cw2zZM2fOqGPHjvY+p0+fznOspKQk1a5du8BzGY1GGY3GPO3eRu8bHuxF2QcoTYzRYnbmjPTnH+zVzmdK3NubwviEq2OMViCLX5fy+SaVPUk7Y4ZLLuTIGIUrY3zC1TFG4eoYo6Usb6owX24lG0XxWbRokWrVqqW+fftes19ycrKOHz8u05+LKYSFhaly5cpav369vY/ZbNYvv/xiT8qGh4crNTVVP/zwg73Pjh07lJqaau8DAMXCbJYSEqTcH/hERlrbEhKs2wEAZVd0tBQfL+X63VOxsda2+HjrdgAAAFR4ZSIpm5OTo0WLFmnkyJGqVOnK5N7z589r8uTJ2rZtm44ePapNmzYpKipK/v7+uueeeyRZ6+A+8sgjmjRpkjZs2KDdu3froYceUqtWrdSjRw9JUrNmzdS7d2+NGTNG27dv1/bt2zVmzBj169evwEW+AKBI4uKksLC87WFh1kdcXOnHBAAoPiaT1K6d1KOHNQkrSRER1rZ27azbAQAAUOGVifIF33zzjY4dO6aHH37Yod3d3V0///yz3n//faWkpMhkMqlbt2768MMPVb36lVVz5syZo0qVKmnIkCG6ePGiunfvrsWLF8vd3d3eZ/ny5XrqqafUs2dPSVL//v315ptvls4FAqg4oqOl/v2lixelPXukJ56Q3nxTCg+3buePdQAAAAAAyr0ykZTt2bOnLBZLnvYqVaroq6++uu7+np6emj9/vubPn19gn5o1a2rZsmU3FScAXJfJdCXxWqWK9Tk83Dp7CgBQvphM1hqyfOAGAACAq5SJpCwAAABQ5phMLrmoFwAAAJyvTNSUBYByiRlUAFBxmc3WhC0LPAIAAFRIJGUBwFlsM6hIygJAxWM2SzNnkpQFAACooEjKAgAAAKXpzBkpLMz6+uxZ58YCAAAAp6CmLAAAAFAazGbrw5aQlaTISCk+3vo692KQAAAAKNeYKQsAJY26gQAASYqLc0zI2oSFWR9xcaUfEwAAAJyCpCwAlDTqBgIAJCk62jordv36K22xsda2+HjrdgAAAFQIlC8AgJJE3UAAgE3u8gTx8db/P0RESO3aOTUsAAAAlD6SsgBQEqgbCAAAAAAACkD5AgAoCdQNBABci8kkzZjBB3QAAAAVFDNlAaAkREdL/ftLFy9Ke/ZITzwhvfmmFB5u3c4f4QBQsZlM1kUgAQAAUCGRlAWAkpC7PEGVKtbn8HDqBgIAAAAAAMoXAAAAAAAAAEBpIikLACWNuoEAAAAAACAXkrIAUNJsdQNJygIACsNstv5/w2x2diQAAAAoISRlAQAAAFdiNkszZ5KUBQAAKMdIygIAAACu4swZKSzM+vrsWefGAgAAgBJTydkBAAAAABWe2Wx92BKykhQZKcXHW1+bTJTBAQAAKEeYKQsAxYH6fwCAmxEX55iQtQkLsz7i4ko/JgAAAJQYkrIAUByo/wcAuBnR0dZZsevXX2mLjbW2xcdbtwMAAKDcoHwBANws6v8BAG5W7vIE8fHW/69EREjt2jk1LAAAAJQMkrIAUFTU/wMAAAAAAEVA+QIAKCrq/wEASoLJJM2YwQd7AAAA5RgzZQGgqKKjpf79rSULIiOtbbGx1q+bSvwxDQAoGpPJungkAAAAyi2SsgBQVNT/AwAAAAAARUD5AgAAAAAAAAAoRSRlAaA4UP8PAFDSzGZrWQOz2dmRAAAA4CaRlAWA4mCr/0dSFgBQUsxmaeZMkrIAAADlAElZAAAAwNWdOWOtXS5ZF5gEAABAmcZCXwAAAICrMputD1tCVpIiI60LTEqOi04CAACgzGCmLAAAAOCq4uIcE7I2YWHWR1xc6ccEAACAm0ZSFgAKiwVWAAClLTraOit2/forbbGx1rb4eOt2AAAAlDmULwCAwrItsNK/P18VBQCUjtzlCeLjrbNjIyKkdu2cGhYAAABuDjNlAaAw0tOlixetr23PAAAAAAAARcBMWQC4lvwWWOncmQVWAAClz2SSZszg/zsAAADlADNlAeBaWGAFAOAqTCZrbXOSsgAAAGUeM2UB4Fqio601ZM+elSIjrW2xsdZ6fhJ/GAMAAAAAgBtGUhYAroUFVgAAZYHZbP32RnQ0HxgCAACUAZQvAAAAAMo6s1maOdP6DAAAAJfn0knZmJgYGQwGh0dgYKB9u8ViUUxMjIKCglSlShVFRERo7969DsfIyMjQk08+KX9/f3l5eal///46ceKEQ59z585p+PDh8vHxkY+Pj4YPH66UlJTSuEQAZQkLrAAAXFF6unTxovW17RkAAAAuzaWTspLUokULmc1m++Pnn3+2b5s1a5Zef/11vfnmm9q5c6cCAwMVGRmp//3vf/Y+EyZM0KeffqqVK1dqy5YtOn/+vPr166fs7Gx7n2HDhmnPnj1at26d1q1bpz179mj48OGlep0AygAWWAEAuBKzWUpIkKpVkzp3trZ17mxtS0hg1iwAAIALc/mkbKVKlRQYGGh/BAQESLLOkp07d66ef/55DRo0SC1bttSSJUt04cIFffDBB5Kk1NRUvfvuu4qNjVWPHj0UGhqqZcuW6eeff9Y333wjSdq3b5/WrVunhQsXKjw8XOHh4XrnnXe0du1a7d+/32nXDQAAAFxTXJy11vnVwsKsj7i40o8JAAAAheLyC30dPHhQQUFBMhqNat++vV5++WU1bNhQR44cUWJionr27GnvazQa1bVrV23dulXR0dGKj49XVlaWQ5+goCC1bNlSW7duVa9evbRt2zb5+Pioffv29j4dOnSQj4+Ptm7dqqZNmxYYW0ZGhjIyMuzv09LSrM8ZaVJGQXs5SstIc3gGXA1jFK6M8QlXxxhFSTKMGiZD77uks+dUre9ASdLF115S9p3WWbOWwEBZrjP2GKNwZYxPuDrGKFwdY9Q5Cnu/XTop2759e73//vtq0qSJTp8+rRdffFEdO3bU3r17lZiYKEmqXbu2wz61a9fW77//LklKTEyUh4eHatSokaePbf/ExETVqlUrz7lr1apl71OQV155RTNnzszTHvx6sORZ+OuUpOA5wTe2A1DKGKNwZYxPuDrGKEpa6FgpYYHU6fDz2l2EsrKMUbgyxidcHWMUro4xWsouFa6bSydl+/TpY3/dqlUrhYeHq1GjRlqyZIk6dOggSTIYDA77WCyWPG1Xu7pPfv0Lc5ypU6dq4sSJ9vdpaWkKDg7W8YnH5e3tfc197ftkpCl4TrCOP31c3sbC7QOUpoo2Rg3mRHksXKTMR0fLYgq8/g5wqoo2PlH2MEZRWtx275EWdNX3o79TTmjbQu/HGIUrY3zC1TFG4eoYo86Rlpam4Fevnwh36aTs1by8vNSqVSsdPHhQAwcOlGSd6WrKtejOmTNn7LNnAwMDlZmZqXPnzjnMlj1z5ow6duxo73P69Ok850pKSsozC/dqRqNRRqMxT7u30fuGB3tR9gFKU4UZo2cPSS+9KuOg+6T6FeB6y4kKMz5RZjFGUeLqNZZmzFC1eo2lIow1xihcGeMTro4xClfHGC1leVOF+XL5hb5yy8jI0L59+2QymdSgQQMFBgZq/fr19u2ZmZn67rvv7AnXsLAwVa5c2aGP2WzWL7/8Yu8THh6u1NRU/fDDD/Y+O3bsUGpqqr0PgArizJkrC6acPevcWAAAuBEmkxQTY30GAACAy3PpmbKTJ09WVFSUbrnlFp05c0Yvvvii0tLSNHLkSBkMBk2YMEEvv/yyGjdurMaNG+vll19W1apVNWzYMEmSj4+PHnnkEU2aNEl+fn6qWbOmJk+erFatWqlHjx6SpGbNmql3794aM2aM4v5coXbs2LHq16/fNRf5AlCOmM3WR+4VrCMjpfh462uTiT9yAQAAAABAsXHppOyJEyc0dOhQ/fHHHwoICFCHDh3+v737D46izvM//hoQYsgvDBgyOWJAhDuXgJroYiQHkQMEf0TERSyVH6eLqYKgnLK3uvflEvdc8dZjvVqyatxTdMUtra3zx+5hgVHZeJxwuhNyKLIceihxmRCWQGJiDJj09492JvMjM5mETE9n5vmomurh8+me/kzqQ/en3/Ppd2vPnj3Ky8uTJP393/+9Ojo6tHr1ap08eVIzZszQm2++qbS0NO9nPP744zrnnHN0yy23qKOjQ3/zN3+j5557TsOHD/eu8+KLL+qee+7R/PnzJUmlpaWqqqqy9ssCiJ3qaqmXh/Z5g7QVFebsIwAAAAAAgEFg66DsSy+9FLbe4XCosrJSlWGCJeeee642b96szZs3h1wnMzNTW7duHWgzAQx1ZWVSaamZsmDePLNs0yappMR8zyxZAMBQ5nabP0CWlXFOAwAAsAlbB2UBwBK+6QlcLnOGbEmJVFAQ02YBADAo3G7zjpDSUoKyAAAANjGkHvQFAAAAoB94iCUAAIAtMVMWAHw5nWYOWWYSAQCGMh5iCQAAYGvMlAUAX06n+VAvLlQBAENZdbV/QNajsNB8VVdb3yYAAAB4MVMWAAAAiDeeh1h2dEj19VJ5uVRVJRUVmfX8+AgAABBTBGUBAACAeOObniA52VwWFfEQSwAAAJsgfQEAAAAAAAAAWIigLIDE5HabuWPd7li3BACA6ArzEEuHu1EVO80lAAAArENQFkBicrulhx4iKAsAiH9hHmLpaGxUZa25BAAAgHUIygJIPE1NPU+kbm6ObVsAAIiV9nbzQWBSzxIAAACW4EFfABKH222+PAFZSZo3T3K5zPe+D0UBACBe+ZwPU78tSp2zgPMhAACAhZgpCyBxVFf7B2Q9CgvNV3W19W0CAMBqnA8BAABijpmyABJHWZlUWmreollfL5WXS1VVUlGRWc+sIABAIvCcD5ubzTtGJHX880+UPHeBWc/5EAAAIOoIygJIHL63YyYnm8uiIqmgIHZtAgDAaj7nw7bdtUotmq2uWcWcDwEAACxE+gIAAAAAAAAAsBBBWQCJyemUKiq4RRMAkNCM7GxVzjaXftxuqbLSXAIAAGDQEZQFkJicTvNik6AsACCBGc5sPXS1ufTjdksPPURQFgAAIEoIygIAAADo0dQkFRaa75ubY9sWAACAOMWDvgAAAACYs2Ld7p6ArCTNmye5XOZ73wdmAgAA4KwwUxZA/CIfHgAAkauu9g/IehQWmq/qauvbBAAAEKcIygKIX+TDAwAgcmVl5qzYmpqesk2bzDKXy6wHAADAoCB9AYD41N4udXSY7z1LAAAQmm96ApfLnB1bUiIVFPiv53abs2bLykhnAAAAMEDMlAUQX9xuqa5OSk2ViovNsuJis6yujlmzAACcLe5EAQAAOGsEZQHEF/LhAQBw9pxOqaIieCYsd6IAAAAMCtIXAIgvZWVSaanU3Gw+MVoy8+GVlJjvuc0SAIC+OZ3mwzI93G7z5fvDZ3GxmebAsz7nWAAAgIgxUxZAfHE6zdx3c+f2XCh68uEVFHDBCADAQHAnCgAAwKBipiwAAACA8Dx3onR0SPX1Unm5VFUlFRWZ9Z4fPXkIGAAAQEQIygKIX6Hy4QEAgP7xTU+QnGwui4rMu1B8eR4CVlrK+RcAACAMgrIA4ldgPjwAABA9PAQMAAAgYgRlAQAAAEQu8E4UHgIGAADQbzzoC8DQ5nabs2Hd7li3BACAxOC5E8UTaI30IWCcswEAALwIygIY2jy567jAAwAgNsrKzFmxNTU9ZZs2mWUul1kvcc4GAADwQfoCAEMXuesAAIg93/QELpc5O7akxP8hYOHO2W63OZu2rIw0BwAAIGEQlAUw9JC7DgCAoSGSc7ZnBm1pKedvAACQMEhfAGDoiTR3HQAAsFbgQ8D6Omdv3sxdLwAAICExUxbA0FNWZs6maW6W5s0zyzZtMm+VlJhlAwBArHgeAuYR6pw9dar05z9Ld9whbdxolnPXCwAASCDMlAUw9DidZp66uXN7Lt48uesKCriIAwDALkKds3fvNgOygQLvenG7zSAvDwcDAABxhqAsAAAAAGuVlZlB2pqanrJNm8wyl8usl3ryzRKUBQAAcYb0BQCGtsDcdQAAwJ58z9m+6QlcLnN2rOeuF4+mpp58tM3NljcXAAAgmmw9U3bjxo264oorlJaWpqysLC1atEgHDx70W2flypVyOBx+ryuvvNJvnc7OTq1du1Zjx45VSkqKSktL9cUXX/itc/LkSS1btkwZGRnKyMjQsmXLdOrUqWh/RQBny5O7jqAsAAD2Fuk52+2W6uqkceN6yubNM8vq6pg1CwAA4oKtg7K1tbVas2aN9uzZo5qaGn3zzTeaP3++2tvb/dZbsGCB3G639/XGG2/41a9bt06vvvqqXnrpJe3atUttbW26/vrr1dXV5V3ntttuU319vbZv367t27ervr5ey5Yts+R7AugD+eQAAIhfgXe9VFf3zJD1Rb5ZAAAQR2ydvmD79u1+/96yZYuysrLkcrk0a9Ysb3lSUpKys7N7/YyWlhY988wzeuGFFzR37lxJ0tatW5Wbm6u33npL11xzjQ4cOKDt27drz549mjFjhiTpl7/8pYqKinTw4EH95V/+ZZS+IYCIePLJlZYyIxYAgHjjmUHrUVZmnvM7OqT6eqm8XKqqkoqKetaXGB8AAIAhzdZB2UAtLS2SpMzMTL/y3//+98rKytLo0aM1e/Zs/eQnP1FWVpYkyeVy6cyZM5o/f753/ZycHOXn5+u9997TNddco927dysjI8MbkJWkK6+8UhkZGXrvvfdCBmU7OzvV2dnp/Xdra6u57GyVOnvdJEhrZ6vfErCbmPfR9nYNazmuVEltLcfVzf8V+Ih5/wT6QB+F3dmyj2amSJkXSZKGDe8yxwCF09Q99aKedZrdjA8SgC37J+CDPgq7o4/GRqR/7yETlDUMQ/fdd5+Ki4uVn5/vLV+4cKGWLFmivLw8HT58WBs2bNCcOXPkcrmUlJSkxsZGjRw5Uuedd57f540bN06NjY2SpMbGRm8Q11dWVpZ3nd5s3LhRDz30UFB57s9ypXP79/1yH8/t3waAxazuo9lfSs4vpbqne8pS5yxQwd3me3ea1JhmaZNgYxxDYXf0UdidXfvoZUelOkmztszW3h2MDxKVXfsn4EEfhd3RRy32dWSrDZmgbHl5ufbt26ddu3b5lS9dutT7Pj8/X5dffrny8vK0bds2LV68OOTnGYYhh8Ph/bfv+1DrBHrwwQd13333ef/d2tqq3NxcNdzXoPT09Ii+V2tnq3Ifz1XD3zUoPSmybQArxaqPJv3TRiVtejSo3HMR1vkPD6jzgQctaw/siWMo7I4+Cruzex91uBvVef4W1X7/b2U4syMeHzjcjRr5b1t0+tvtMDTZvX8C9FHYHX00NlpbW5X7aN+B8CERlF27dq1++9vf6t1339X48ePDrut0OpWXl6dDhw5JkrKzs3X69GmdPHnSb7ZsU1OTrrrqKu86x44dC/qs48ePa5zvU18DJCUlKSkpKag8PSm93519INsAVrK8j665R1q8RGpuNp+4LEmbNkklJZKkJKdTSfyfwbc4hsLu6KOwO9v20Qnp0sMb5R1xRzo+aP5E+smjSlq8xPwMDGm27Z/At+ijsDv6qMWCQ4W9GhbdVpwdwzBUXl6uV155Re+8844mTpzY5zYnTpxQQ0ODnN8m+y8sLNSIESNUU1PjXcftduujjz7yBmWLiorU0tKi999/37vOf//3f6ulpcW7DgCLOZ1SQYE0d67kcpllJSVmWUEBD/QAACARRTI+aG83HxIm9SwBAABsxtYzZdesWaNf//rXev3115WWlubN75qRkaHk5GS1tbWpsrJSN998s5xOpz777DP96Ec/0tixY3XTTTd5173rrrt0//33a8yYMcrMzNT69es1bdo0zZ07V5J08cUXa8GCBVq1apWqq6slSXfffbeuv/76kA/5AgAAAGAjbrf5KizsKSsu7gneOp38qAsAAGzD1jNln3zySbW0tKikpEROp9P7evnllyVJw4cP14cffqgbb7xRU6ZM0YoVKzRlyhTt3r1baWk9Gf4ff/xxLVq0SLfccotmzpypUaNG6Xe/+52GDx/uXefFF1/UtGnTNH/+fM2fP1/Tp0/XCy+8YPl3BtALp1OqqOBCCgAA9AgcH1RX+wdkPQoLzVd1tRm0raw0lwAAADFk65myhmGErU9OTtaOHTv6/Jxzzz1Xmzdv1ubNm0Ouk5mZqa1bt/a7jQAGkdttXjCVlfkHYJ1O8wIKAADAI3B8UFYmlZaGzDcrp9Mcazz0kLkeP/YCAIAYsvVMWQAJxnOhxOwVAADQX33lm01PJ9csAACwDVvPlAWQQHgoBwAAiAZyzQIAABtipiyA2HK7pbo6KTXVvECSzGVdnfli1iwAAOgv33yzkeSaBQAAsBhBWQCxxYUSAAAYbJ58s06nmWvW5ZJqanrqN20yy1wus17iIWAAAMBSpC8AEFueh3J0dEj19VJ5uVRVJRUVmfXcTggAAM6Gb3oCl8v80deTa9YXDwEDAAAWIigLILZ8L5SSk81lUVHwhRIAAEC0NDX13LnT3BzbtgAAgIRAUBYAAABAYvDNNSv1/hCwefN4CBgAAIg6csoCsFa4fG2BF0oAAACDyTfXrBR5bnvyzQIAgEFGUBaAtTz52kIFZX0vlAAAAKKpPw8BCzV+AQAAGADSFwCwTnu7+UAvqWcJAAAQK5E8BIx8swAAIAoIygKIvt7ytRUXk68NAADYF/lmAQBAFJG+AED0RZqvDQAAIFYCc9uTbxYAAEQRM2UBRF9ZmVRaaqYsqK+XysulqiqpqMisZ5YJAACINU9uew/P+KW52ZwhK5n5ZktKetaXevLNlpYypgEAABEjKAsg+nxv70tONpdFRf752gAAAOyEfLMAACCKSF8AYPBxGx8AAIhnbrdUVyeNG9dTNm+eWVZXxxgIAAD0iaAsgMHnuY2vtwuSwHxtAAAAdjfQfLMAAAAhkL4AwOBqbzdzx0o9S1+B+doAAADsbiD5Zt1uMzhbVsaP0QAAIAhBWQCDw+02X76zRoqLzRxskn9eNgAAgKEsknyzdXU8AAwAAIRE+gIAg4Pb+AAAAEx93TkEAAASHjNlAQwOz218HR1Sfb1UXi5VVUlFRWY9M0QAAEA88s03G+mdQ6Q2AAAg4TFTFsDgcDrNW/ZmzuwJxBYVmWUFBVxwAACA+OTJN+t0Rn7nULiHogIAgIRAUBbAwLjd5gUIFxMAAACmsjJzVuyuXeYdQ5K5dLnMV1lZ36kNGGMBAJAQCMoCGJhwMzx8b+MDAABIFOHuHPKkLUhNNVMaSOayrs58ecZU4cZYBGwxWNrbJYfDfLW3x7o1AJCQCMoC6L++Znj43sYHAACAyFIbRDKLtreALcFaAACGHB70BSBykT68AgAAINEF3jkU7qGox4+b66Sm9mwfOMZKTw8dsPUEa0tLg8di4R4qxgPHAACIGWbKAohcpA+vAAAASHSBdw6FS22we7e0YEHwZ3jGWJWVodMefPrpwGbX9lUHAACiipmyAMJyuBtVsVNyrGgMP8NDYoYFAADAQIQbY1VXS08/HbxNbz+U92d2bSSpEphFCwBA1BCUBRCWo7FRlbVSW2OjdOWUnkF5crK59MzwAAAAQGQCUxv4poAKHGNVVpqB0cCA7b594YO1d9/tX+8J2HpSJfjOzO0tHVWolAgEawEAGBQEZQGE1tcMCgAAAPSfJ7VBpOv2FrBdvLj3YG1/Z9cG1lVUSD/4wcDy1wIAgIgRlAUQzOeBXp7HTaT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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 868176.8 +- 1843.2 (error 0.2%).\n", "Left 339161.8 +- 1056.4 (error 0.3%).\n", "Right 529015.0 +- 1510.4 (error 0.3%).\n", "Head 678323.7 +- 1494.0 (error 0.2%).\n", "Tail 189853.1 +- 2372.7 (error 1.2%).\n", "Tail Prop. 0.2187 +- 0.0028 (error 1.27%).\n", "Matrix singular (determinant = -2.1347742603355369e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.712314904213369e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.788949824758609e-52, error calculation failed.\n", "Matrix singular (determinant = 1.34131045795289e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.3004976152244167e-62, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5416912552033802e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 1001480.3 +- 3429.2 (error 0.3%).\n", "Left 413560.6 +- 2412.3 (error 0.6%).\n", "Right 587919.7 +- 2437.2 (error 0.4%).\n", "Head 827121.2 +- 3411.5 (error 0.4%).\n", "Tail 174359.1 +- 4837.1 (error 2.8%).\n", "Tail Prop. 0.1741 +- 0.0049 (error 2.80%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.421995615018989e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.8052036884305245e-51, error calculation failed.\n", "Matrix singular (determinant = 4.4694340635470654e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.361109307930741e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.673398925211312e-52, error calculation failed.\n", "Matrix singular (determinant = 3.2048895136863977e-51, error calculation failed.\n", "Matrix singular (determinant = -8.740835748403671e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.412298153497563e-34, error calculation failed.\n", "Matrix singular (determinant = -4.617305675708582e-41, error calculation failed.\n", "Matrix singular (determinant = -1.3523480371294534e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.338739603906444e-63, error calculation failed.\n", "Matrix singular (determinant = -1.338739603906444e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 802337.1 +- 2496.3 (error 0.3%).\n", "Left 357051.4 +- 1880.4 (error 0.5%).\n", "Right 445285.7 +- 1641.8 (error 0.4%).\n", "Head 714102.8 +- 2659.4 (error 0.4%).\n", "Tail 88234.3 +- 3647.4 (error 4.1%).\n", "Tail Prop. 0.1100 +- 0.0046 (error 4.15%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.424890093797131e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.080420037749857e-60, error calculation failed.\n", "Matrix singular (determinant = -5.29200560528777e-35, error calculation failed.\n", "Matrix singular (determinant = -1.695916508695602e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 668483.6 +- 2666.6 (error 0.4%).\n", "Left 287674.3 +- 1750.5 (error 0.6%).\n", "Right 380809.4 +- 2011.6 (error 0.5%).\n", "Head 575348.6 +- 2475.6 (error 0.4%).\n", "Tail 93135.1 +- 3638.6 (error 3.9%).\n", "Tail Prop. 0.1393 +- 0.0055 (error 3.93%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.902352015005597e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.954389089867635e-52, error calculation failed.\n", "Matrix singular (determinant = 9.984041169464349e-53, error calculation failed.\n", "Matrix singular (determinant = 9.24377547740675e-51, error calculation failed.\n", "Matrix singular (determinant = -1.539036611949164e-47, error calculation failed.\n", "Matrix singular (determinant = -7.366475865350849e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6854857164702642e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.063941804339226e-81, error calculation failed.\n", "Matrix singular (determinant = 8.09355891253029e-82, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4956714075955306e-80, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4956714075955306e-80, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.2674190840852601e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 572588.9 +- 2344.4 (error 0.4%).\n", "Left 225105.0 +- 1733.2 (error 0.8%).\n", "Right 347484.0 +- 1578.7 (error 0.5%).\n", "Head 450209.9 +- 2451.1 (error 0.5%).\n", "Tail 122379.0 +- 3391.7 (error 2.8%).\n", "Tail Prop. 0.2137 +- 0.0060 (error 2.80%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.638899492841422e-52, error calculation failed.\n", "Matrix singular (determinant = 4.148441551567518e-52, error calculation failed.\n", "Matrix singular (determinant = 6.359866692031147e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.964025990497661e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.762819091820199e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.764683374934129e-59, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.5741866882840984e-54, error calculation failed.\n", "Matrix singular (determinant = -1.8144815458559296e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 1103803.8 +- 3095.7 (error 0.3%).\n", "Left 360160.4 +- 2208.2 (error 0.6%).\n", "Right 743643.5 +- 2169.6 (error 0.3%).\n", "Head 720320.8 +- 3122.9 (error 0.4%).\n", "Tail 383483.1 +- 4397.3 (error 1.1%).\n", "Tail Prop. 0.3474 +- 0.0041 (error 1.18%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.7253520885739473e-53, error calculation failed.\n", "Matrix singular (determinant = 1.6132700390903533e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.0386170419111332e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0681615330127894e-50, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5218639024717463e-85, error calculation failed.\n", "Matrix singular (determinant = -5.341108104894054e-37, error calculation failed.\n", "Matrix singular (determinant = 1.7648562089597688e-53, error calculation failed.\n", "Matrix singular (determinant = -2.3026174193425084e-34, error calculation failed.\n", "Matrix singular (determinant = -8.123350707749124e-24, error calculation failed.\n", "Matrix singular (determinant = 2.2796858483923806e-55, error calculation failed.\n", "Matrix singular (determinant = -2.811649674435926e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 673663.7 +- 3459.7 (error 0.5%).\n", "Left 308798.3 +- 2771.3 (error 0.9%).\n", "Right 364865.5 +- 2071.1 (error 0.6%).\n", "Head 617596.5 +- 3919.2 (error 0.6%).\n", "Tail 56067.2 +- 5227.8 (error 9.3%).\n", "Tail Prop. 0.0832 +- 0.0078 (error 9.34%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1317901604332269e-60, error calculation failed.\n", "Matrix singular (determinant = 5.590176002094862e-54, error calculation failed.\n", "Matrix singular (determinant = 4.834079178812955e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.3599912759445856e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.3599912759445856e-86, error calculation failed.\n", "Matrix singular (determinant = -1.57811045741387e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.1158454562640893e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.895427661826607e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.895427661826607e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 1451495.0 +- 9407.8 (error 0.6%).\n", "Left 444385.5 +- 6098.9 (error 1.4%).\n", "Right 1007109.5 +- 7163.1 (error 0.7%).\n", "Head 888770.9 +- 8625.2 (error 1.0%).\n", "Tail 562724.0 +- 12763.2 (error 2.3%).\n", "Tail Prop. 0.3877 +- 0.0091 (error 2.36%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5240992361945557e-51, error calculation failed.\n", "Matrix singular (determinant = 1.2191051254312307e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.60456660591822e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5416912552033802e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.3529137939490447e-80, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.418281042651319e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 831609.4 +- 1770.0 (error 0.2%).\n", "Left 288646.7 +- 1326.4 (error 0.5%).\n", "Right 542962.7 +- 1172.0 (error 0.2%).\n", "Head 577293.4 +- 1875.8 (error 0.3%).\n", "Tail 254316.0 +- 2579.1 (error 1.0%).\n", "Tail Prop. 0.3058 +- 0.0032 (error 1.04%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.7136248689712425e-52, error calculation failed.\n", "Matrix singular (determinant = -1.9234629697214927e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.330013961971166e-73, error calculation failed.\n", "Matrix singular (determinant = 1.716624406761714e-59, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 9.\n", "Total 578104.1 +- 2401.0 (error 0.4%).\n", "Left 256553.0 +- 1734.2 (error 0.7%).\n", "Right 321551.1 +- 1660.6 (error 0.5%).\n", "Head 513106.0 +- 2452.5 (error 0.5%).\n", "Tail 64998.1 +- 3432.2 (error 5.3%).\n", "Tail Prop. 0.1124 +- 0.0060 (error 5.30%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.0230335015506593e-55, error calculation failed.\n", "Matrix singular (determinant = 1.0233228596964596e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.557998265505685e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.6501654902321187e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.408006823865676e-55, error calculation failed.\n", "Matrix singular (determinant = 5.1706532991512536e-52, error calculation failed.\n", "Matrix singular (determinant = 8.873959162706944e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.2034112012897508e-58, error calculation failed.\n", "Matrix singular (determinant = -7.834157771007648e-88, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 10.\n", "Total 577544.6 +- 1411.1 (error 0.2%).\n", "Left 241045.7 +- 993.9 (error 0.4%).\n", "Right 336498.9 +- 1001.7 (error 0.3%).\n", "Head 482091.4 +- 1405.5 (error 0.3%).\n", "Tail 95453.2 +- 1991.7 (error 2.1%).\n", "Tail Prop. 0.1653 +- 0.0035 (error 2.10%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.6924354267277934e-77, error calculation failed.\n", "Matrix singular (determinant = -9.106025810353149e-40, error calculation failed.\n", "Matrix singular (determinant = -8.269611770175648e-39, error calculation failed.\n", "Matrix singular (determinant = -8.269611770175648e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.802174932797611e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 11.\n", "Total 889807.6 +- 1948.6 (error 0.2%).\n", "Left 493444.2 +- 1440.9 (error 0.3%).\n", "Right 396363.4 +- 1311.8 (error 0.3%).\n", "Head 986888.3 +- 2037.8 (error 0.2%).\n", "Tail -97080.8 +- 2819.5 (error -2.9%).\n", "Tail Prop. -0.1091 +- 0.0032 (error -2.91%).\n", " \n", "Results for image 6\n", "Total 749052.2 +- 658.2.\n", "Left 314314.7 +- 459.3.\n", "Right 432539.1 +- 459.3.\n", "Head 628629.4 +- 649.6.\n", "Tail 123309.6 +- 928.7.\n", "Prop 0.165 +- 0.001.\n", "Prop var 0.121.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 7 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0008.bmp read.\n", " \n", "Image 7 with 9 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.7123547462870147e-52, error calculation failed.\n", "Matrix singular (determinant = 3.2269489664868796e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.899124003122248e-45, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 627874.0 +- 1697.3 (error 0.3%).\n", "Left 262574.9 +- 1166.3 (error 0.4%).\n", "Right 365299.1 +- 1233.0 (error 0.3%).\n", "Head 525149.9 +- 1649.4 (error 0.3%).\n", "Tail 102724.2 +- 2366.7 (error 2.3%).\n", "Tail Prop. 0.1636 +- 0.0038 (error 2.32%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.397528292995339e-52, error calculation failed.\n", "Matrix singular (determinant = 5.914585428604374e-51, error calculation failed.\n", "Matrix singular (determinant = 5.401995906049017e-51, error calculation failed.\n", "Matrix singular (determinant = 1.9295444465841038e-51, error calculation failed.\n", "Matrix singular (determinant = 3.1767759231703744e-54, error calculation failed.\n", "Matrix singular (determinant = -8.19388487218789e-47, error calculation failed.\n", "Matrix singular (determinant = 4.434129562046966e-54, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.577156079157496e-87, error calculation failed.\n", "Matrix singular (determinant = -1.6064831650783775e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1544732693735319e-45, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.7981995927409035e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.112705722365068e-87, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 620179.3 +- 1513.6 (error 0.2%).\n", "Left 270664.7 +- 1067.1 (error 0.4%).\n", "Right 349514.6 +- 1073.5 (error 0.3%).\n", "Head 541329.4 +- 1509.1 (error 0.3%).\n", "Tail 78849.9 +- 2137.3 (error 2.7%).\n", "Tail Prop. 0.1271 +- 0.0035 (error 2.72%).\n", "Matrix singular (determinant = -4.75607595020313e-84, error calculation failed.\n", "Matrix singular (determinant = 4.792533899458854e-52, error calculation failed.\n", "Matrix singular (determinant = 6.026569430796624e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 1599887.5 +- 10968.8 (error 0.7%).\n", "Left 705404.5 +- 7450.3 (error 1.1%).\n", "Right 894483.0 +- 8050.3 (error 0.9%).\n", "Head 1410809.1 +- 10536.4 (error 0.7%).\n", "Tail 189078.5 +- 15209.5 (error 8.0%).\n", "Tail Prop. 0.1182 +- 0.0095 (error 8.07%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.350680591211535e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.97088234050895e-51, error calculation failed.\n", "Matrix singular (determinant = 1.315415650285574e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 966409.2 +- 3776.4 (error 0.4%).\n", "Left 430896.3 +- 2796.6 (error 0.6%).\n", "Right 535512.9 +- 2537.7 (error 0.5%).\n", "Head 861792.6 +- 3955.0 (error 0.5%).\n", "Tail 104616.6 +- 5468.4 (error 5.2%).\n", "Tail Prop. 0.1083 +- 0.0057 (error 5.24%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 703749.3 +- 1900.2 (error 0.3%).\n", "Left 304379.6 +- 1292.2 (error 0.4%).\n", "Right 399369.7 +- 1393.2 (error 0.3%).\n", "Head 608759.2 +- 1827.4 (error 0.3%).\n", "Tail 94990.1 +- 2636.3 (error 2.8%).\n", "Tail Prop. 0.1350 +- 0.0038 (error 2.79%).\n", "Matrix singular (determinant = 9.351818382286524e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.4447901910251308e-51, error calculation failed.\n", "Matrix singular (determinant = 3.336192755790952e-51, error calculation failed.\n", "Matrix singular (determinant = 4.008099500716151e-51, error calculation failed.\n", "Matrix singular (determinant = -9.691423003994176e-86, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 673757.4 +- 3523.8 (error 0.5%).\n", "Left 294921.9 +- 2506.6 (error 0.8%).\n", "Right 378835.4 +- 2476.7 (error 0.7%).\n", "Head 589843.8 +- 3544.9 (error 0.6%).\n", "Tail 83913.5 +- 4998.3 (error 6.0%).\n", "Tail Prop. 0.1245 +- 0.0074 (error 5.98%).\n", "Matrix singular (determinant = -6.938052760927811e-26, error calculation failed.\n", "Matrix singular (determinant = 3.67179281609663e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.025197140265055e-52, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 7529279.6 +- 119713.8 (error 1.6%).\n", "Left 3283453.3 +- 83054.8 (error 2.5%).\n", "Right 4245826.4 +- 86216.6 (error 2.0%).\n", "Head 6566906.5 +- 117457.3 (error 1.8%).\n", "Tail 962373.1 +- 167712.9 (error 17.4%).\n", "Tail Prop. 0.1278 +- 0.0224 (error 17.50%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.938417252759958e-51, error calculation failed.\n", "Matrix singular (determinant = 8.122777850782664e-52, error calculation failed.\n", "Matrix singular (determinant = 5.5915593725271e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.451092801488038e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1840684552908987e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.257523774309396e-86, error calculation failed.\n", "Matrix singular (determinant = -2.873530450011134e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.333341861667149e-65, error calculation failed.\n", "Matrix singular (determinant = 3.3553953792536576e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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L9nll21fR16oErFFUB6xT2DrWKKoD1mnNl52drXxjvvLy85SXX8b/hnR2urzdvJnpkZEhu7+H8rp2kUK7Fz+urOe/ihYtW8hgMGj/gf26Y/Adpmsa86R8y3l5+XkyGAzF3pfRaJTRaFRefp7yjfnmuZJkqGNQfn6+xTHZ2dnm+QXs7O2KndfO7vJYwXlzcnNM18nPV926dS2OKRxHSfpH9NfvR3/X5599rq+//lp9+/bVQxMf0iuvvCKjTInp3Lxc8/GXsi6Z30up15Sx2Jhk+tZ6Xn6eXFxdtOuHXdqyZYs2bdqkZ599VtHR0dqxc4e5LURVK/h3upB9QdkGy9amZf3dZNNJ2SeeeEJpaWm66aabTIsoL0+zZs3SyJEjJUlJSUmSLmf6C3h7e+uPP/4wz3FwcFD9+vWLzSk4PikpSY0bNy52/caNG1vMKXqd+vXry8HBwTynJHPmzNHMmTOLjfvP95ecSjgAtZr/Av+rTwKsjHVavblkSwW3M/CN8dNFh7Ltq+hrVSbWKKoD1ilsHWsU1QHrtOa60fVGvdnzTWX+mXldmas6FzPV+e/tw+cOKyOpcisru4d112uLXtOtI26Vs4uzfjzzo3nfX2l/qZ5HPTn4OOj48eP6IuEL+TQxVav+fvh3paWlydDYoD1Je5R0IUkXcy5qT9IeSZK9m70OHj1ofp2Xl6c9P+5RcI9g81h2XrZOpp80vy7w+/nfzWOnk09Lkn758xcZk4z6I+0P5RnzLI75/fzvklTsPEV1GNBBHQZ00I0dbtRrL76mUVNH6U/Dn5KkzT9tVotWLSRJ674ztQXdn7xfqU6pJV6z6PuVpJTMFF3IumAx5tXOS/9q9y8NjRyqPq376J217+i2O267YpyVJlf6M+1PDfx8oP7I+MNy36WyncKmk7L//e9/tWLFCq1atUpt27bV3r17NXnyZPn5+Wns2LHmeUVLw41G41XLxYvOKWl+eeYUNX36dE2ZMsX8Oj09Xf7+/jox5QQtD2CWnpUu/wX+OvH4Cbk7si5gm1inNURGhjTb9K2PxKmnpcI3IbjSvoq+ViVgjaI6YJ3C1rFGUR2wTmu+7KxsnTl5Rs0aNpOT03VUtGVkmDdbtblV8ml5hcnX7z9v/Ue9bumlyKGRGjd5nAb2GihjnlFfffWVYt+M1c/7f1bHuzrqnbnv6OWpL2v+/PnKzc3V3Ki5urX3rbon4h5Jko+bj1zquqiTj6lv6vDbhysqKkqnE06rZcuWenXhq7r410V5OXuZ5zjYOaipe1Pz6wItPFuYx+pfMhUs3tTwJnX06agfPX6UncHO4pjjnsclqdh5Cjz33HMK7hysNm3bKCsrSz9u/VFt2rRRJ59OaufVTv7+/nr/9ff1/AvP69dff9WH73woSWrbqK2a+TQr8ZpF368keTl7yS7LNG/9+vU6evSoevXqpfr16+uLL7+QMd+oASED1Nanbfn/wa7DpUuXdOzCMf0w4Qc5OFpWn6Snp8v/pav/0cimk7L//ve/9eSTT+pf//qXJFMfjD/++ENz5szR2LFjzf0vkpKS5Ovraz7u7Nmz5qpWHx8fZWdnKzU11aJa9uzZs+aeFz4+Pjpz5kyx6ycnJ1ucZ+fOnRb7U1NTlZOTU6yCtjBHR0c5OjoWG3d3dOd/PFAM6wLVAeu0msu1M2+6O7pLjq5l21fR16pErFFUB6xT2DrWKKoD1mnNdcl4ScmGZNnVsZNdHburH1CaQsfa+TWxeF0ZAloGaPfu3XrxxRe18PmFmnF2hho1aqTg4GC98cYb5vfy8ccf69FHH1WfsD6qU6eOBgwYoEWLFpn31zHUMcX89+sHH3xQP/30k+4bd5/s7e31+OOPq0+fPjIYDBafTx1DnWKfV506l8cKP9vVsVOdOpbXKZhfdKwwJ0cnPf300zp27JicnZ3Vq1cv/XfNf03ndLTT6tWr9dBDD6lzp87q2rWrXnzxRd11111Xvqah+JjBYDC/P68GXlowf4Gen/m8Ll26pMDAQK1evVod2neQtdjVsVMdQx25ObjJybHIHw6KpwFLZDAWdCK2QV5eXnrxxRf10EMPmcfmzJmjpUuX6vDhwzIajfLz89Pjjz+uadOmSTL11GjcuLFefvll842+GjVqpBUrVmjEiBGSpMTERDVt2lSff/65+UZfbdq00c6dO9WtWzdJ0s6dO9W9e3f98ssvCgoK0hdffKFBgwbp5MmT5gTwf//7X40dO1Znz54tc9Vrenq6PDw8lJaWRqUszNKz0uXxkofSnkzjPypgs1inNURGhlTQQP/CheKVsqXtq+hrVQLWKKoD1ilsHWsU1QHrtOa7dOmSjh49qubNm19/pWwV/vdogbx809fzO/l0ur6kMmzWldZoWXN/Nl0pO3jwYM2aNUs33HCD2rZtqz179mj+/Pm6//77JZmy5pMnT9bs2bMVGBiowMBAzZ49Wy4uLho1apQkycPDQw888ICmTp0qLy8vNWjQQFFRUWrfvr369esnSWrdurUGDBig8ePHKzY2VpI0YcIEDRo0SEFBQZKk/v37q02bNho9erReeeUVnTt3TlFRURo/fjzJVQAAAAAAAFvj6irZbi0iajmbTsouWrRIM2bM0MSJE3X27Fn5+fkpMjJSzz77rHnOtGnTlJmZqYkTJyo1NVUhISHauHGj6tWrZ56zYMEC2dvba8SIEcrMzFTfvn21bNky2dld/mvFypUrNWnSJPXv31+SNGTIEC1evNi8387OTp999pkmTpyonj17ytnZWaNGjdK8efOq4JMAAKDy5RmN2nrzzUr08pJverp6ubjI7io92gEAAAAA186mk7L16tXTwoULtXDhwlLnGAwGRUdHKzo6utQ5Tk5OWrRokRYtWlTqnAYNGmjFihVXjOeGG27Q+vXrrxY2AADVztrkZD12+LByZ8xQ5Lp1mhIfL3s/P70aEKDhjRpZOzwAAAAAqFHqWDsAAABgXWuTk3Xn/v06mZMj35QURcfFyTclRaeysnTn/v1am5xs7RABAABQC9nwbZBQy1XE2iQpCwBALZZnNOqxI0dU0n9SFIxNPnJEefwHMQAAAKpI3bp1JUkXL160ciRAyQrWZsFaLQ+bbl8AAAAq19bz55V7+rQ6paRIkjr/+qvFsyQlenlp6/nzCqtf3yoxAgAAoHaxs7OTp6enzp49K0lycXGRoRrd6yAvP0/KlS5duiS7OnZXPwDVhtFo1MWLF3X27Fl5enpa3K/qWpGUBQCgFkvMzlbkunWKjouzGH+70I0so8eOVeItt1R1aAAAAKjFfHx8JMmcmK1O8o35+jPtTx27cEx1DHxJvSby9PQ0r9HyIikLAEAt5uvgoCmDB+vTHj0kmSpk3543Tw9GRWl3YKAkU6XsagcHa4YJAACAWsZgMMjX11eNGzdWTk6OtcO5JheyL2jg5wP1w4Qf5ObgZu1wUMHq1q17XRWyBUjKAgBQi/Xy9JS9n5/2enlZ9JXdHRioPa1aySCpqaOjenl6WilCAAAA1GZ2dnYVkgCrStmGbP2R8YccHB3k5Ohk7XBgo6ihBgCgFrMzGPRqQIAkqWiXroLXCwMCZFeNengBAAAAgK0jKQsAQC03vFEjfdC2rZrUratELy9TD1kvLzV1dNQHbdtqeKNG1g4RAAAAAGoU2hcAAAANb9RIQ52dtfXhh009ZHv0UC8fn+uqkM0zGrX15puV6OUl3/R09XJxoeIWAAAAAERSFgAA/M3OYFDYvn2mF+7u0nUkUNcmJ+uxw4eVO2OGItet05T4eNn7+enVgAAqbwEAAADUerQvAAAAFWptcrLu3L9fJ3Ny5JuSoui4OPmmpOhUVpbu3L9fa5OTrR0iAAAAAFgVSVkAAHBlGRmmqlmDwbR9BXlGox47ckTGEvYVjE0+ckR5xpJmAAAAAEDtQPsCAABQfhkZkpubafvCBW3Nzlbu6dPqlJIiSer8668Wz5KU6OWlrefPK6x+/SoPFwAAAABsAUlZAABQYRKzsxW5bp2i4+Isxt+eN8+8HT12rBJvuaWqQwMAAAAAm0FSFgAAVBhfBwdNGTxYn/boIclUIfv2vHl6MCpKuwMDJZkqZVc7OFgzTAAAAACwKpKyAADUJq6uUiX2c+3l6Sl7Pz/t9fKy6Cu7OzBQe1q1kkFSU0dH9fL0rLQYAAAAAMDWcaMvAABQYewMBr0aECBJMhTZV/B6YUCA7AxF9wIAAABA7UFSFgAAVKjhjRrpg7Zt1aRuXSV6eZl6yHp5qamjoz5o21bDGzWydogAAAAAYFW0LwAAABVueKNGGursrK0PP2zqIdujh3r5+FAhCwAAAAAiKQsAACqJncGgsH37TC/c3SUSsgAAAAAgifYFAAAAAAAAAFClSMoCAAAAAAAAQBUiKQsAAKqHjAxTCwSDwbQNAAAAANUUSVkAAAAAAAAAqEIkZQEAAAAAAACgCpGUBQAAAAAAAIAqRFIWAAAAAAAAAKoQSVkAAAAAAAAAqEIkZQEAAAAAAACgCpGUBQAAAAAAAIAqRFIWAAAAAAAAAKoQSVkAAKwtI0MyGEyPjIzKOwYAAAAAYBPsrR0AAACovvKMRm29+WYlennJNz1dvVxcZGcwWDssAAAAALBpVMoCAIByWZucrGb79mnkjBk65O+vkfHxarZjh9YmJ1s7NAAAAACwaSRlAQDAFeUZjdpy881afdtt2pKerjyjUWuTk3Xn/v06mZMj35QURcfFyTclRaeysnTn/v0kZgEAAADgCkjKAgBQ01Rgv9mSqmFv3L5dEw4dkrGE+QVjk48cUZ6xpBkAAAAAAHrKAgAAE1dXqVAitaAa1pgndYrPVnRcnD71itCeO7Llcz5FnVJSJEmdf/3V4lmSEr28tLVZM4VV6RsAAAAAgOqBpCwAALYsI0NyczNtX7hgSpxWgTyjUY8dOSLjdw2lxQFS8gHTjvlB0vI2imw7RdFb3rA45u1588zb0WPHKrFr1yqJFQAAAACqG5KyAACgmK3nzyt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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 2005463.2 +- 26208.6 (error 1.3%).\n", "Left 933056.2 +- 20745.9 (error 2.2%).\n", "Right 1072407.1 +- 16015.6 (error 1.5%).\n", "Head 1866112.3 +- 29339.1 (error 1.6%).\n", "Tail 139350.9 +- 39340.5 (error 28.2%).\n", "Tail Prop. 0.0695 +- 0.0196 (error 28.26%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.058732960063896e-55, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.611652802401651e-51, error calculation failed.\n", "Matrix singular (determinant = 9.163785655063065e-51, error calculation failed.\n", "Matrix singular (determinant = 2.4138295059801752e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 724912.4 +- 3172.0 (error 0.4%).\n", "Left 309465.2 +- 2198.6 (error 0.7%).\n", "Right 415447.2 +- 2286.4 (error 0.6%).\n", "Head 618930.3 +- 3109.2 (error 0.5%).\n", "Tail 105982.1 +- 4441.7 (error 4.2%).\n", "Tail Prop. 0.1462 +- 0.0062 (error 4.21%).\n", " \n", "Results for image 7\n", "Total 676963.5 +- 870.3.\n", "Left 291200.1 +- 605.6.\n", "Right 385927.7 +- 623.8.\n", "Head 582400.3 +- 856.5.\n", "Tail 93079.0 +- 1221.3.\n", "Prop 0.136 +- 0.002.\n", "Prop var 0.028.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 8 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0009.bmp read.\n", " \n", "Image 8 with 10 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6637488949214531e-50, error calculation failed.\n", "Matrix singular (determinant = -1.0724876129589397e-62, error calculation failed.\n", "Matrix singular (determinant = 8.774917762876812e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1755351832243076e-51, error calculation failed.\n", "Matrix singular (determinant = 2.7084935137079905e-51, error calculation failed.\n", "Matrix singular (determinant = 7.011068912756647e-51, error calculation failed.\n", "Matrix singular (determinant = 9.788829523212814e-53, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 862647.6 +- 1375.3 (error 0.2%).\n", "Left 327556.0 +- 846.3 (error 0.3%).\n", "Right 535091.6 +- 1084.1 (error 0.2%).\n", "Head 655111.9 +- 1196.9 (error 0.2%).\n", "Tail 207535.6 +- 1823.2 (error 0.9%).\n", "Tail Prop. 0.2406 +- 0.0021 (error 0.89%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.250459922246344e-56, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 904481.1 +- 2401.6 (error 0.3%).\n", "Left 378903.2 +- 1844.1 (error 0.5%).\n", "Right 525577.9 +- 1538.5 (error 0.3%).\n", "Head 757806.3 +- 2608.0 (error 0.3%).\n", "Tail 146674.8 +- 3545.3 (error 2.4%).\n", "Tail Prop. 0.1622 +- 0.0039 (error 2.43%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.7328937635497015e-71, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 802365.4 +- 1228.0 (error 0.2%).\n", "Left 331574.1 +- 767.9 (error 0.2%).\n", "Right 470791.3 +- 958.4 (error 0.2%).\n", "Head 663148.3 +- 1085.9 (error 0.2%).\n", "Tail 139217.1 +- 1639.3 (error 1.2%).\n", "Tail Prop. 0.1735 +- 0.0021 (error 1.19%).\n", "Matrix singular (determinant = 1.0343619870472685e-51, error calculation failed.\n", "Matrix singular (determinant = 2.6268484755340834e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.52514953291896e-51, error calculation failed.\n", "Matrix singular (determinant = 1.115522040333628e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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X9MaNivn9j7x8bxQq0xPbr59i+/e3SdrmM/n5aYfJJNf77pPJz0/GNWvULTCwVDMLSoqJEgkAAACoLFH+/hrYsKFTrafw/PPPq1GjRnrxxRf1888/y9fXVx06dNCzzz4rSfrrX/+qQ4cO6YEHHpDBYNCDDz6oMWPG6D//+U+x+wsMDNT27dsVERGhhx56SGvXri31zNTHHntMtWvX1j//+U9NmTJF3t7eatu2rSZMmCBJqlevnjZu3KgnnnhCt912m9q2bavnnntOQ4cOtak7W1iHDh307rvv6rnnntPzzz8vo9Gof/zjHxo1alSZ36uawmC+XoEIlFpaWpp8fHyUmppaIxYNS8tMk89LPkp9JlX1PKr/+aLiMaZgb9V9TNnUkD1+XHHR0eoQG6tDLVrILCkwKUnG32fFdvjxR70xb54emzxZcaGhit64UdHXKOETM3Kkljz6qNwTEhS9caNiS1l/9loxSarSJRKq+3hC5WNMwd4YU7AnxhPsrSxj6sqVKzp58qSaNWtWYhIQle/tt9/Www8/rNTUVHl5eTk6HOXm5epg/EG1D2wvV5fKLZVwrTFalvwgM2YBAKgCci9d0s6uXa2zVzsHBFy3hmyin58u+PnZ9IkLDdXBFi0UM2qUYvv3l1Q0aStZZsxezM0tU/3Z69W1NchSImFgw4YOnakAAAAA4Pr+/e9/q3nz5mrcuLG++eYbTZ06VUOGDHGKpGx1QWIWAAAnV1xpgJzAQNWKj1f7QjNiC99LluRqvJ+fikuBxv++rbD8pG1Jrk6uSrK5NCxXstS1vU5MO1NS1M3NzSbRXNoyCQAAAAAqR3x8vJ577jnFx8fLaDTq/vvv1+zZsx0dVrVCYhYAACdmUxqg0OzVg35+mnmdGrIxI0cqdfp0rU9IkMnPTzEjR8rk56dgDw/9pVEjzTt7tthjXl0CofC9ZEmuzj51Sq+fP6+c+HhLsrh/f2UFBGhsKWL6qF07DU9IoAYtAAAA4MSmTJmiKVOmODqMao3ELAAATupapQEkKbZ/f33cubOkkssRrGvYUPNCQiwzW7t21bpCix50rFdP448ft0naNqhV67qLhsWMHKmZv8+2vTpZXJqY4n/5pchrr1cmAQAAAACqGxKzAAA4qZ0pKaUqDVC4JEF+OQKDpCYeHtYkbET9+kX2b7NS7e9J21xJw0qRXC3J9UoklFSSnxq0AAAAAGoaErMAADgpU1ZWqWavzho1ymZ7fkpzUUjIdROcVydtc81m1QoK0qESFg2TLKUO2h8/Lql0yeL8mMyS/EtRJmFnSkqxiWQAAAAAqE5IzAIA4KSM7u6aWIrZq/5ubjblCJp4eGhROeu1uhoMWhwSosFHjhRZNCw/uVqaZPGSRx8tEtOf/f3ls3LldV9r6tq1zHEDAAAAQFVDYhYAACfVzdf3mrNX88sVnA4P1+7U1CI1ZMsryt9f61u31vgTJ4okVx8zGrWsFMnid1u3lmubNjYx7UxJ0YOlqYvr7l7u2AEAAACgqiAxCwCAk7re7FXJUq7A3cXF7pf+F1d/tpuvryTpdZPpusniiPr1iySHS5tozj8OAAAAAFRnLo4OAAAAlCx/9mpjD48is1fXt25drnIFpZVff/bBgABrojU/WSzpmsni4mbs3shrAQAAgLLKzZV27JDWrbPc5+Y6OqLiRUREaMKECY4Ow+msXLlSvtV80gYzZgEAcHIlzV51VALTWurg+PEy17a9VpmE/Nfmms2Wc83KktHB5woAAICqacMGafx46dy5grYmTaTFi6WoqIo55qhRo7Tq9/UUatWqpeDgYEVFRWnWrFny9va+Rqwb5ObmVjFBwamRmAUAwAnkXrqknV27yuTnJ+OaNeoWGGiTjMyfveosbiRZfK3XbkhM1Pjjx5UTH6/ojRs1sX9/1QoK0uJyLmYGAACAmmfDBmnwYMlstm3/5RdL+/r1FZec7dOnj1asWKHs7Gzt3LlTjz32mNLT07Vs2bIifbOzs+Xm5qYGDRpUTDDXkZWVJXfWd3AoShkAAOBgGxIT1fSbb/TgjBk6FhysB3fvVtO9e7UhMdHRoV1TcaUObuS1GxITNfjIEZ3LzpYxKUkxq1bJmJSkXzIzNfjIEad/PwAAAOB4ubmWmbJXJ2WlgrYJEyqurIGHh4cCAwMVHBysoUOH6qGHHtKHH34oSYqJidFtt92mt956S82bN5eHh4fMZnORUgZNmzbVCy+8oBEjRqhOnTq66aab9NFHHykxMVEDBw5UnTp11LZtW+3fv9/6mqSkJD344INq0qSJateurbZt22rdunU2sUVEROipp57SxIkT1bBhQ0VGRuqRRx5Rv379bPrl5OQoMDBQb731VrHnmF9i4MMPP1SLFi3k6empyMhInT171qbfxo0bFRYWJk9PTzVv3lyzZs1STk6OdfuCBQvUtm1beXt7Kzg4WGPGjNGlS5dKfG+TkpJ05513asCAAbpy5co1vw5VBYlZAAAciGSkRa7ZrPEnTqiYv5+tbRNOnFBucX9hAwAAAL/budO2fMHVzGbp7FlLv8rg5eWl7Oxs6/MTJ07o3Xff1fvvv69Dhw6V+LqFCxeqS5cuOnjwoPr27avhw4drxIgRGjZsmOLi4hQSEqIRI0bI/Pvfx1euXFFYWJg2bdqk7777TqNHj9bw4cP11Vdf2ex31apVqlWrlv73v/8pNjZWjz32mDZv3iyTyWTt8+mnn+rSpUsaMmRIifFdvnxZs2fP1qpVq/S///1PaWlp+stf/mLd/tlnn2nYsGEaN26cvv/+e8XGxmrlypWaPXu2tY+Li4teeeUVfffdd1q1apW2b9+uKVOmFHu8c+fOqVu3brrlllu0YcMGeXp6lhhbVUIpAwAAHOR6yUiDLMnIgQ0bVvsaqztTUpRz/rzaJyVJkjr8+KPNvSSZ/Py0MyXFqUo6AAAAwLkUyi/apd+N+Prrr7V27Vr16NHD2paVlaXVq1fL/zpluu677z5FR0dLkp577jktW7ZMd9xxh+6//35J0tSpU9WpUydduHBBgYGBaty4sSZPnmx9/dixY7V582a99957Cg8Pt7aHhIRo7ty5Nsdq2bKlVq9ebU2KrlixQvfff7/q1KlTYnzZ2dlaunSpdd+rVq1Sq1at9PXXX+vOO+/U7Nmz9cwzz2jkyJGSpObNm+v555/XlClTNHPmTEmymSXcrFkzPf/883riiSf0r3/9y+ZYx48fV2RkpAYOHKjFixfLUI3+NyIxCwCAg5CMLGDKylL0xo2K+X2xhHxvzJtnfRwzcqRMXbtWdmgAAACoQoxG+/Yrq02bNqlOnTrKyclRdna2Bg4cqCVLlli333TTTddNykpSu3btrI8DAgIkSW3bti3SlpCQoMDAQOXm5uqll17S//3f/+mXX35RZmamMjMziyw6dvvttxc51mOPPably5drypQpSkhI0CeffKJt27ZdM75atWrZ7OuWW26Rr6+vjh49qjvvvFMHDhzQvn37bGbI5ubm6sqVK7p8+bJq166tL774QnPmzNH333+vtLQ05eTk6MqVK0pPT7fGnZGRoa5du+rBBx/U4sWLr/u+VTUkZgEAcBCSkQWM7u6a2L+/Pu7cWZIlOf3GvHl6bPJkxYWGSrIkqdexOAEAAACuoVs3qUkTy0JfxVXBMhgs27t1q5jj33333Vq2bJnc3NwUFBQkNzc3m+1XJ0pLUvh1+TNEi2vLy8uTJM2fP18LFy7UokWLrHVbJ0yYoKysrOsef8SIEXrmmWe0Z88e7dmzR02bNlW3UrxBxc1cLRzXrFmzFFXMKmuenp46ffq07rvvPv31r3/V888/rwYNGmjXrl169NFHbUo/eHh4qGfPnvrkk0/0t7/9TU2aNLluXFUJiVkAAByEZGSBbr6+qhUUpEN+fjalHeJCQ3WwRQsZJDXx8FA3X18HRQgAAICqwNVVWrxYGjzYkoQtnJzNzyMuWmTpVxG8vb0VEhJSMTu/hp07d2rgwIEaNmyYJEti9Mcff1SrVq2u+1o/Pz8NGjRIK1as0J49e/Twww9f9zU5OTnav3+/7rzzTknSsWPHlJKSoltuuUWS1KFDBx07dqzE92L//v3KycnR/Pnz5eJiWQLr3XffLdLPxcVFq1ev1tChQ3XPPfdox44dCgoKum58VQWJWQAAHIRkZAFXg0GLQ0I0+MgRXf25e/7zRSEhcjUYlGs2a2dKikxZWTK6u6ubr2+1r8ELAACA0ouKktavl8aPt10IrEkTS1K2mEmcVV5ISIjef/997d69W/Xr19eCBQsUHx9fqsSsZCln0K9fP+Xm5lrrwl6Lm5ubxo4dq1deeUVubm566qmn1LFjR2ui9rnnnlO/fv0UHBys+++/Xy4uLjp8+LC+/fZbvfDCC7r55puVk5OjJUuWqH///vrf//6n1157rdhjubq66u2339aDDz5oTc4GBgaW/s1xYi6ODgAAgJoi12zWjuRkrbtwQTuSkyVJi3//BPl6yciaIMrfX+tbt1ZjDw+Z/PwsZRz8/NTEw0PrW7dWlL+/NiQmqunu3Xpw+3YdmzpVD27frqZ792pDYqKjwwcAAIATiYqSTp2SvvhCWrvWcn/yZPVMykrSjBkz1KFDB/Xu3VsREREKDAzUoEGDSv36nj17ymg0qnfv3qWakVq7dm1NnTpVQ4cOVadOneTl5aV33nnHur13797atGmTtm7dqjvuuEMdO3bUggULdNNNN0mSbrvtNi1YsEAvv/yy2rRpo7ffflsvvvhiicerVauW1q1bp9atW+uee+5RQkJCqc/NmRnM5uIqbqA80tLS5OPjo9TUVNWrV8/R4VS4tMw0+bzko9RnUlXPo/qfLyoeYwr25kxjakNiosYfP66c+HhFb9yo2P79VSsoyJqYHX/ihHLOn7ducwsK0qKQEEWVYmGA6qakGbEbEhM1+MgRmSW1P35ccdHR6hAbq0MtWkiSNXlbUZxpPKF6YEzB3hhTsCfGE+ytLGPqypUrOnnypJo1ayZPT89KirBmu3z5soKCgvTWW28VWxe2sJUrV2rChAlKSUmpnOBKkJuXq4PxB9U+sL1cXSqoNkUJrjVGy5IfpJQBAAAVzCahmJSkmFWr9HHnzjrk56fBR45ofevWOtWxoyUZ2bWr1tXwy/NdDQZF1K9v05ZrNmv8iRMq7tNksywzjCecOKGBDRvW2PcNAAAAKKu8vDzFx8dr/vz58vHx0YABAxwdUo1CYhYAgApUloTi1clIFNiZkqKc8+fVPilJkmWhtML3kmWhtJ0pKbyPAAAAQCmdOXNGzZo1U5MmTbRy5UrVqkWqsDLxbgMAUIFIKNqHKStL0Rs3KmbVKpv2N+bNsz6OGTlSpq5dKzs0AAAAoMpq2rSpylrldNSoURo1alTFBFTDkJgFAKACkVC0D6O7uyb276+PO3eWZElsvzFvnh6bPFlxoaGSLAnude7ujgwTAAAAAEqNxCwAABWIhKJ9dPP1Va2gIB3y87MpCxEXGqqDLVrIIKmJh4e6+fo6KEIAAAAAKBsSswAA2Emu2WxZwCsrS8bfF/AioWgfrgaDFoeEaPCRI7p6aa/854tCQlj4CwAAAECV4eLoAAAAqA42JCaq6e7denD7dh2bOlUPbt+upnv36qNff9XikBBJIqF4g6L8/bW+dWs1dnOTyc/PUgLCz09NPDy0vnVrRfn7K9ds1o7kZK27cEE7kpOVW8Z6WQAAAABQWZgxCwDADdqQmKjBR47ILKl9UpJiVq3Sx50765CfnwYfOaL1rVtrfevWGn/iRJGE4qKQEEX5+zv6FKqMKH9/DWzY0DIzuWtXrft9ZrKrwaANiYkaf/y4cuLjFb1xoyb2769aQUFazHsMAAAAwAmRmAUA4Abkms0af+KEipuXaZZlVuyEEyd0smPHEhOKKBtXg0ER9evbtJUmOU5yFgAAAIAzITELAMAN2JmSopzz59U+KUmSZXGvwveSZXGvnSkpiqhfv0hCETeutMnxgQ0bkggHAAAAijFq1CilpKToww8/dHQoFSYiIkK33XabFi1a5OhQrEjMAgBwA0xZWYreuFExq1bZtL8xb571cczIkTJ17VrZodUYZU2OAwAAoOb4/PPPNW7cOL3yyivq2bNnhR4rISFBM2bM0H/+8x9duHBB9evX1x//+EfFxMSoU6dOFXpsVE0kZgEAuAFGd3dN7N9fH3fuLMmSDHxj3jw9Nnmy4kJDJVmSguvc3R0ZZrVGchwAAADFMZvNevbZZ3X06FE9++yz6tGjhwwVeAXVn//8Z2VnZ2vVqlVq3ry5Lly4oG3btunixYsVdkxnkp2dLTc3N0eHUaW4ODoAAACqsm6+vqoVFKRDLVroYIsW1mRsXGioDrZooUMtWsgtKEjdfH0dG2g1ZnR3V2z//uoQG6sOsbF6bPJkSdJjkydb22L795eR5DgAAECNsmXLFu3bt0+StG/fPm3ZsqXCjpWSkqJdu3bp5Zdf1t13362bbrpJd955p6ZNm6a+ffta+6Wmpmr06NFq1KiR6tWrp3vuuUfffPONzb4+/vhj3X777fL09FTDhg0VFRVl3ZacnKwRI0aofv36ql27tu699179WOhKsZUrV8rX11efffaZWrVqpTp16qhPnz4ymUzWPrm5uZo4caJ8fX3l5+enKVOmyGy2LQy2efNmde3a1dqnX79++umnn6zbT506JYPBoHfffVcRERHy9PTU8uXLVa9ePa1fv95mXxs3bpS3t7d+++23Yt+7iIgIPfXUU3rqqaesx/v73/9uE1NWVpamTJmixo0by9vbW+Hh4dqxY4d1e1JSkh588EE1adJEtWvXVtu2bbVu3bprfcm0efNm+fj46N///rckaceOHbrzzjvl7e0tX19fdenSRadPn77mPm4UiVkAAG6Aq8GgxSEhkiy1TAvLf74oJITaphWI5DgAAACuZjabNWPGDLm6ukqSXF1dNWPGjCIJSHupU6eO6tSpow8//FCZmZklxtS3b1/Fx8fr008/1YEDB9ShQwf16NHDOqv2k08+UVRUlPr27auDBw9q27Ztuv322637GDVqlPbv36+PP/5Ye/bskdls1n333afs7Gxrn8uXL2vevHlavXq1/vvf/+rMmTOa/PvkBUmaP3++3nrrLb355pvatWuXLl68qA8++MAm1vT0dE2cOFH79u3Ttm3b5OLioj/96U/Ky8uz6Td16lSNGzdOR48e1Z/+9Cf95S9/0YoVK2z6rFixQoMHD1bdunVLfP9WrVqlWrVq6auvvtIrr7yihQsX6o033rBuf/jhh/W///1P77zzjg4fPqz7779ffe/rqzM/n5EkXblyRWFhYdq0aZO+++47jR49WsOHD9dXX31V7PHeeecdDRkyRP/+9781YsQI5eTkaNCgQerevbsOHz6sPXv2aPTo0RU6w1qSZIbdpKammiWZU1NTHR1KpUi9kmpWjMypV2rG+aLiMaZgb5U5pt5PSDA32b3bHLh+vXnmyJHmwPXrzcG7d5vfT0io8GPD8v4bvvjCbPjiC3P72FizWTK3j421ttnj68DPKNgbYwr2xpiCPTGeYG9lGVMZGRnm77//3pyRkVHu423evNksy1qwNrfNmzeXe5/Xs379enP9+vXNnp6e5s6dO5unTZtm/uabb6zbt23bZq5Xr575ypUrNq+7+eabzbGxsWaz2Wzu1KmT+aGHHip2/8ePHzdLMv/vf/+ztv36669mLy8v87vvvms2m83mFStWmCWZT5w4Ye3z6quvmgMCAqzPjUaj+aWXXrI+z87ONjdp0sQ8cODAEs8tISHBLMn87bffms1ms/nkyZNmSeZFixbZ9Pvqq6/Mrq6u5l9++cVsNpvNiYmJZjc3N/OOHTtK3Hf37t3NrVq1Mufl5Vnbpk6dam7VqpXZbDabT5w4YTYYDNZ95runxz3mUU+NMufk5hS73/vuu888adIkm+OMHz/e/Oqrr5p9fHzM27dvt25LSkoyS7pmnIVda4yWJT/IjFkAAMog12zWjuRkrbtwQTuSk5X7+yfuUf7+OtWxo9bdc49avvyy1t1zj0527Kgof38HR1wzRPn7a33r1mrs4SGTn5+lpqyfn5p4eGh969aK8vcv8WsHAACA6sV81WzZfBU9a/bPf/6zzp8/r48//li9e/fWjh071KFDB61cuVKSdODAAV26dEl+fn7WGbZ16tTRyZMnrWUCDh06pB49ehS7/6NHj6pWrVoKDw+3tvn5+ally5Y6evSota127dq6+eabrc+NRqMSEhIkWUopmEwmm8XIatWqZTMrV5J++uknDR06VM2bN1e9evXUrFkzSdKZM2ds+l39ujvvvFOtW7e2lgdYvXq1/vCHP+iuu+665nvXsWNHm9mpnTp10o8//qjc3FzFxcXJbDarRYsWNu/bf7/8r86dPifJUp5h9uzZateunfX93bJlS5F433//fU2YMEFbtmzR3XffbW1v0KCBRo0apd69e6t///5avHixTfmHisLiXwAAlNKGxESNP35cOfHxit64URP791etoCAtDglRlL+/XA0GRdSv7+gwa6wof38NbNhQO1NSZOraVevc3dXN11euBsN1v3YAAACoPgrXli0sNzfXWmu2d+/eFXJsT09PRUZGKjIyUs8995wee+wxzZw5U6NGjVJeXp6MRqNNbdR8vr+X3fLy8ipx3yUllM1ms01S8+oFuAwGQ5mT0f3791dwcLBef/11BQUFKS8vT23atFFWVpZNP29v7yKvfeyxx7R06VI988wzWrFihR5++OEbKgmQl5cnV1dXHThwwCbZnpuXq5OXT0qylGdYuHChFi1apLZt28rb21sTJkwoEu9tt92muLg4rVixQnfccYdNXCtWrNC4ceO0efNm/d///Z/+/ve/a+vWrerYsWO5Y78eZswCAFAKGxITNfjIEZ3LzpYxKUkxq1bJmJSkXzIzNfjIEW1ITHR0iJCsyfEHAwIUUb++NSnL1w4AAKBmyJ8t6+JSfMrLxcWlQmfNXu3WW29Venq6JKlDhw6Kj49XrVq1FBISYnNr2LChJKldu3batm1bifvKycmxqZualJSk48ePq1WrVqWKx8fHR0ajUXv37rW25eTk6MCBAzb7PHr0qP7+97+rR48eatWqlZKTk0t9zsOGDdOZM2f0yiuv6MiRIxo5cuR1X1M4nvznoaGhcnV1Vfv27ZWbm6uEhISi71sjy/u2c+dODRw4UMOGDdMf//hHNW/e3GZRtHw333yzvvjiC3300UcaO3Zske3t27fXtGnTtHv3brVp00Zr164t9XmXB4lZAACuI9ds1vgTJ1Tcn275bRNOnKhxl8bn5ko7dkjr1lnuc3MdHVFRfO0AAABqlqysLJ05c6bIIlX58vLydPbs2SIzKW9UUlKS7rnnHq1Zs0aHDx/WyZMn9d5772nu3LkaOHCgJKlnz57q1KmTBg0apM8++0ynTp3S7t279fe//1379++XJM2cOVPr1q3TzJkzdfToUX377beaO3euJCk0NFQDBw7U448/rl27dumbb77RsGHD1LhxY+sxSmP8+PF66aWX9MEHH+iHH37QmDFjlJKSYt1ev359+fn5afny5Tpx4oS2b9+uiRMnlnr/9evXV1RUlP72t7+pV69eatKkyXVfc/bsWU2cOFHHjh3TunXrtGTJEo0fP16S1KJFCz300EMaMWKENmzYoJMnT2rfvn2aO3eu/rftf5KkkJAQbd26Vbt379bRo0cVHR2t+Pj4Yo/VokULffHFF9ayBpJ08uRJTZs2TXv27NHp06e1ZcuWMiW8y4tSBgAAXMfOlBTlnD+v9klJkqQOv3/y2qHQJ7AmPz/tTEmpMaUMNmyQxo+Xzp0raGvSRFq8WIqKclxcV+NrBwAAULN4eHho3759SrzGVVGNGjWSh4eHXY9bp04dhYeHa+HChfrpp5+UnZ2t4OBgPf7443r22WclWUoKfPrpp5o+fboeeeQRJSYmKjAwUHfddZcCAgIkSREREXrvvff0/PPP66WXXlK9evVs6rOuWLFC48ePV79+/ZSVlaW77rpLn376aZHyBdcyadIkmUwmjRo1Si4uLnrkkUf0pz/9SampqZIss4rfeecdjRs3Tm3atFHLli31yiuvKCIiotTHePTRR7V27Vo98sgjpeo/YsQIZWRk6M4775Srq6vGjh2r0aNH25z3Cy+8oEmTJumXX36Rn5+fOnbsqAeeekCSNGPGDJ08eVK9e/dW7dq1NXr0aA0aNMh6Tldr2bKltm/froiICLm6umrKlCn64YcftGrVKiUlJcloNOqpp55SdHR0qc+5PAzmypq7XQOkpaXJx8dHqampqlevnqPDqXBpmWnyeclHqc+kqp5H9T9fVDzGFOzNXmNq3YULOjZ1qmJWrSqxT8zIkWr58st68Pc/qKqzDRukwYOlq/+CyC/PtH698yRn7fm142cU7I0xBXtjTMGeGE+wt7KMqStXrujkyZNq1qyZPD09KylC2NPbb7+t8ePH6/z583J3d79m34iICN12221atGhRmY6Rm5erg/EH1T6wvVxdXK//Aju61hgtS36QGbMAAFyH0d1dE/v318edO0uyzLZ8Y948PTZ5suJCQyVZZl2uu84fHNVBbq5lpmxxH+uazZbk7IQJ0sCBkmvl/m1ULL52AAAAQOW5fPmyTp48qRdffFHR0dHXTcrWdCRmAQC4jm6+vqoVFKRDfn42tUrjQkN1sEULGSQ18fBQt99XUq3Odu60LV9wNbNZOnvW0q8MVzpVGL52AAAAQOWZO3euZs+erbvuukvTpk1zdDhOj8W/AAC4DleDQYtDQiRJhqu25T9fFBIiV8PVW6sfk8m+/SoaXzsAAACg8sTExCg7O1vbtm1TnTp1SvWaHTt2lLmMQXVBYhYAgFKI8vfX+tat1djDQyY/P8WMHCmTn5+aeHhofevWivL3d3SIlcJotG+/ysDXDgAAAIAzopQBAAClFOXvr4ENG2pnSopMXbtqnbu7uvn61qjZlt26SU2aSL/8UnydWYPBsr1bt8qP7Vr42gEAAABwNiRmAQAoA1eDQRH16zs6DIdxdZUWL5YGD7YkYQsnZ/NznIsWOcfCX1er6V87AAAAAM6FUgYAAKBMoqKk9eulxo1t25s0sbRHRTkmrhuVazZrR3Ky1l24oB3JycotbkowAAAAANgJM2YBAECZRUVJAwdKO3daFvoyGi3lC5xxpmxpbEhM1Pjjx5UTH6/ojRs1sX9/1QoK0uKQEGrQAgAAVFXp6VL+AlSXLkne3o6NB7gKM2YBAEC5uLpKERHSgw9a7qtyUnbwkSM6l50tY1KSYlatkjEpSb9kZmrwkSPakJjo6BABAAAAVEMkZgEAuAqXtNccuWazxp84oeK+wvltE06cYAwAAACg0sTExOi2225zdBioBCRmAQAoZENiopru3q0Ht2/XsalT9eD27Wq6dy+zJqupnSkpyjl/Xu2PH1f748fV4ccfJUkdfvxR7Y8f123Hjyv7/HntTElxbKAAAAC4MfHxlXSYeI0dO1bNmzeXh4eHgoOD1b9/f23btq1Sjo+qhRqzAAD8Lv+SdrOk9r9f0v5x58465OenwUeOaH3r1tQbrWZMWVmK3rhRMatW2bS/MW+e9XHMyJEyde0q1faq7PAAAABgL/Hx0s03V+ghTp06pS5dusjX11dz585Vu3btlJ2drc8++0xPPvmkfvjhhwo9PqoeZswCACAuaa+pjO7uiu3fXx1iY9UhNlaPTZ4sSXps8mRrW2z//jK6uzs4UgAAAFxTenrxt3wZGdfebgdjxoyRwWDQ119/rcGDB6tFixZq3bq1Jk6cqL1791r7nTlzRgMHDlSdOnVUr149DRkyRBcuXChxvxEREZowYYJN26BBgzRq1Cjr86ZNm+qFF17QiBEjVKdOHd1000366KOPlJiYaD1W27ZttX//futrVq5cKV9fX3322Wdq1aqV6tSpoz59+shkMpUYS3Jysh566CH5+/vLy8tLoaGhWrFihSRpx44dMhgMSil0tdmhQ4dkMBh06tQpm2Nu2rRJLVu2VO3atTV48GClp6dr1apVatq0qerXr6+xY8cqNzfXup9//etfCg0NlaenpwICAjR48OBrfSmqDGbMAgCgQpe0JyVJks0l7flMfn7amZKiiPr1HRIj7K+br69qBQXpkJ+fTVI+LjRUB1u0kEFSEw8PdfP1VXrWb44KEwAAANdTp861t0dGFt9up4kXFy9e1ObNmzV79mx5e3sX2e7r6/v74cwaNGiQvL299eWXXyonJ0djxozRAw88oB07dtxQDAsXLtScOXM0Y8YMLVy4UMOHD1eXLl30yCOP6J///KemTp2qESNG6MiRIzIYDJKky5cva968eVq9erVcXFw0bNgwTZ48WW+//Xaxx5gxY4a+//57/ec//1HDhg114sQJZWRklCnOy5cv65VXXtE777yj3377TVFRUYqKipKvr68+/fRT/fzzz/rzn/+srl276oEHHtD+/fs1btw4rV69Wp07d9bFixe1c+fOG3qvnAWJWQAAVMZL2lFtuBoMWhwSosFHjshw1bb854tCQuRquHorAAAAUODEiRMym8265ZZbrtnv888/1+HDh3Xy5EkFBwdLklavXq3WrVtr3759uuOOO8odw3333afo6GhJ0nPPPadly5bpjjvu0P333y9Jmjp1qjp16qQLFy4oMDBQkpSdna3XXntNN/9e5uGpp57SP/7xjxKPcebMGbVv31633367JMtM3bLKzs7WsmXLrMccPHiwVq9erQsXLqhOnTq69dZbdffdd+uLL77QAw88oDNnzsjb21v9+vVT3bp1ddNNN6l9+/bKzcu9zpGcH4lZAABkuaR9Yv/++rhzZ0mWmbJvzJunxyZPVlxoqCTLjNl1XNJe7UT5+2t969Yaf+KETH5+lgS8n5+aeHhoUUgIdYUBAACqgkuXCh7Hx1tuGRkFM2Xnz5fCwy2PAwMtNzsy/z7z1nCdD/SPHj2q4OBga1JWkm699Vb5+vrq6NGjN5SYbdeunfVxQECAJKlt27ZF2hISEqyJ2dq1a1sTpJJkNBqVkJBQ4jGeeOIJ/fnPf1ZcXJx69eqlQYMGqfPv/0OV1tXHDAgIUNOmTVWn0KzngIAAaxyRkZG66aab1Lx5c/Xp00d9+vTRn/70J3l4epTpuM6IxCwAACrbJe2ofqL8/TWwYUPtTEmRqWtXrXN3VzdfX2bKAgAAVBWFywfcfLPlVriGbHi41KVLhR0+NDRUBoNBR48e1aBBg0rsZzabi03eltQuSS4uLtbEb77s7Owi/dzc3KyP8/dVXFteXl6xr8nvc/WxCrv33nt1+vRpffLJJ/r888/Vo0cPPfnkk5o3b55cXFys51LaOPOPWVxbfpx169ZVXFycduzYoS1btui5555TTEyM9n61V1Udi38BAKCCS9olcUl7DeVqMCiifn09GBCgiPr1+VoDAACg1Bo0aKDevXvr1VdfVXoxi4rlL4h166236syZMzp79qx12/fff6/U1FS1atWq2H37+/vbLMiVm5ur7777zr4nUAb+/v4aNWqU1qxZo0WLFmn58uXWdkk2sR46dMgux6xVq5Z69uypuXPn6vDhwzp16pS+2P6FXfbtSCRmAQD4Xf4l7Y09PIpc0r6+dWsuaQcAAACqKjuXLijOv/71L+Xm5urOO+/U+++/rx9//FFHjx7VK6+8ok6dOkmSevbsqXbt2umhhx5SXFycvv76a40YMULdu3e31m292j333KNPPvlEn3zyiX744QeNGTPGmuitbM8995w++ugjnThxQkeOHNGmTZusCeWQkBAFBwcrJiZGx48f1yeffKL58+ff8DE3bdqkV155RYcOHdLp06f173//W3l5eWrRssUN79vRKGUAAEAhXNIOAAAAVEOVkJht1qyZ4uLiNHv2bE2aNEkmk0n+/v4KCwvTsmXLJFku0f/www81duxY3XXXXXJxcVGfPn20ZMmSEvf7yCOP6JtvvtGIESNUq1YtPf3007r77rsr/HyK4+7urmnTpunUqVPy8vJSt27d9M4770iylChYt26dnnjiCf3xj3/UHXfcoRdeeMG6+Fh5+fr6asOGDYqJidGVK1cUGhqqdevWqXXr1joYf9Aep+UwBvO1CkegTNLS0uTj46PU1FTVq1fP0eFUuLTMNPm85KPUZ1JVz6P6ny8qHmMK9saYgr3kms3anHhe/daP0KbB/1Yf/yCS9bhh/IyCvTGmYE+MJ9hbWcbUlStXdPLkSTVr1kyenp7lP2h6upS/oNSlS7Z1aFHl5ebl6mD8QbUPbC9XF9dKPfa1xmhZ8oNOXcogJydHf//739WsWTN5eXmpefPm+sc//mFTpNhsNismJkZBQUHy8vJSRESEjhw5YrOfzMxMjR07Vg0bNpS3t7cGDBigc+fO2fRJTk7W8OHD5ePjIx8fHw0fPtxh08IBAIDz2JCYqKZ79+qxnXs18+tgPbZzr5ru3asNiYmODg0AAADX4u0tmc2WG0lZOCGnTsy+/PLLeu2117R06VIdPXpUc+fO1T//+U+b6d1z587VggULtHTpUu3bt0+BgYGKjIzUb7/9Zu0zYcIEffDBB3rnnXe0a9cuXbp0Sf369VNubq61z9ChQ3Xo0CFt3rxZmzdv1qFDhzR8+PBKPV8AAOBcNiQmavCRIzqXmSljUpJiVq2SMSlJv2RmavCRIyRnAQAAAJSbU9eY3bNnjwYOHKi+fftKkpo2bap169Zp//79kiyzZRctWqTp06crKipKkrRq1SoFBARo7dq1io6OVmpqqt58802tXr1aPXv2lCStWbNGwcHB+vzzz9W7d28dPXpUmzdv1t69exUeHi5Jev3119WpUycdO3ZMLVu2LDa+zMxMZWZmWp+npaVZ7jPTpMxiX1KtpGWm2dwDN4oxBXtjTOFG5JrNGvvjcRVX88ksySBp3I/HdXddd8oaoFz4GQV7Y0zBnhhPsLeyjKmsrCzlmfOUm5er3Lzc6/ZHzZRrzi24z7tOZ3sfOy9XeeY8Xcq6pCxDls22svzcdOrEbNeuXfXaa6/p+PHjatGihb755hvt2rVLixYtkiSdPHlS8fHx6tWrl/U1Hh4e6t69u3bv3q3o6GgdOHBA2dnZNn2CgoLUpk0b7d69W71799aePXvk4+NjTcpKUseOHeXj46Pdu3eXmJh98cUXNWvWrCLtwQuCpRsogVLVBC8MdnQIqGYYU7A3xhTKxeePCgyeofZJSZKkDj/+aHMvSSY/PzV47Ukp9RuHhIjqgZ9RsDfGFOyJ8QR7K82Y+oP3H/Ral9eUkZghuVVCUKjSDl84XPkHzZYSUxN136f36Uz6GdttV0q/G6dOzE6dOlWpqam65ZZb5OrqqtzcXM2ePVsPPvigJCk+Pl6SFBAQYPO6gIAAnT592trH3d1d9evXL9In//Xx8fFq1KhRkeM3atTI2qc406ZN08SJE63P09LSFBwcrLMTz9aYxb+CFwbr7NNnKQYPu2BMwd4YU7gR63+9qDPTYxSzapVN+xvz5lkfx4wcqT/M/lCDGzao7PBQDfAzCvbGmII9MZ5gb2UZU7m5uTp/6rwa1W6kBn78nYXi5ZpzdfjCYbULaCdXQ+Uu/nUx6aK8fLz0zZhv5OJqWyk2LS1NwS+V7kMtp07M/t///Z/WrFmjtWvXqnXr1jp06JAmTJigoKAgjRw50trPcNXlg2azuUjb1a7uU1z/6+3Hw8NDHh4eRdrredSrUb+4atr5ouIxpmBvjCmUR/PauZrev78+7txZkmWm7Bvz5umxyZMVFxoqyTJjdl1tH8YXbgg/o2BvjCnYE+MJ9lbaMXWl/hX9+uuvcnFxUe3ata+b50HNk5uXK+VI2ZnZynOpnFoGZrNZly9f1q+//qoG9RvIt7Zv0U5FU4UlcurE7N/+9jc988wz+stf/iJJatu2rU6fPq0XX3xRI0eOVGBgoCTLjFej0Wh9XUJCgnUWbWBgoLKyspScnGwzazYhIUGdf/9HKzAwUBcuXChy/MTExCKzcQEAQM3QzddXtYKCdMjPz6bObFxoqA62aCGDpCYeHurm6+ugCAEAAKqv/JxPQkKCgyOBs8oz5+nX1F916tIpuRhcrv8CO/L19bWO0Rvh1InZy5cvy8XF9o11dXVVXp4lC96sWTMFBgZq69atat++vSRLgegvv/xSL7/8siQpLCxMbm5u2rp1q4YMGSJJMplM+u677zR37lxJUqdOnZSamqqvv/5ad955pyTpq6++UmpqqjV5CwCoPnLNZu1MSZEpK0tGd3d18/Vl8SYU4WowaHFIiAYfOaKrR0f+80UhIYwdAACACmAwGGQ0GtWoUSNlZ2c7Ohw4oUtZl9T3077aP3q/6rjXqbTjurm5ydXVPqUTnDox279/f82ePVt/+MMf1Lp1ax08eFALFizQI488IsnyTTphwgTNmTNHoaGhCg0N1Zw5c1S7dm0NHTpUkuTj46NHH31UkyZNkp+fnxo0aKDJkyerbdu26tmzpySpVatW6tOnjx5//HHFxsZKkkaPHq1+/fqVuPAXAKBq2pCYqPHHjysnPl7RGzdqYv/+qhUUpMUhIYry93d0eHAyUf7+Wt+6tcafOCGTn59iRo6Uyc9PTTw8tIgxAwAAUOFcXV3tlgRD9ZJlyNLp9NNy93CXp4eno8MpF6dOzC5ZskQzZszQmDFjlJCQoKCgIEVHR+u5556z9pkyZYoyMjI0ZswYJScnKzw8XFu2bFHdunWtfRYuXKhatWppyJAhysjIUI8ePbRy5Uqbb+y3335b48aNU69evSRJAwYM0NKlSyvvZAEAFW5DYqIGHzkis6T2SUmKWbVKH3furEN+fhp85IjWt25Nog1FRPn7a2DDhtqceF79LvxLm7p1VB//IGbKAgAAALghTp2YrVu3rhYtWqRFixaV2MdgMCgmJkYxMTEl9vH09NSSJUu0ZMmSEvs0aNBAa9asuYFoAQDOLNds1vgTJ2xqheYzy3Jp+oQTJzSwYUMSbijC1WBQN5+6UuJ2dfOpyxgBAAAAcMOcOjELAIC97ExJUc7582qflCRJ6vDjjzb3kmTy89POlBRFFFosEigN6hYDAAAAKCsSswCAGsGUlaXojRsVs2qVTfsb8+ZZH8eMHClT166VHRqqOOoWAwAAACgPErMAgBrB6O6uif376+POnSVZZsq+MW+eHps8WXGhoZIsM2bXubs7MkxUMdQtBgAAAFBeJGYBADVCN19f1QoK0iE/P5s6s3GhoTrYooUMkpp4eKibr6+DIkRVQ91iAAAAADeCxCwAoEZwNRi0OCREg48c0dUpsvzni0JCSKCh1KhbDAAAAOBGkJgFANQYUf7+Wt+6tcafOCGTn5+lpqyfn5p4eGgR9UBRRqWtW/xLly7akZzMwmAAAAAAbJCYBQDUKFH+/hrYsKF2pqTI1LWr1pEoQzmVtm5x7okTcr1wgYXBAAAAANggMQsAqHFcDQYuLccNu17dYqucnGsuDJZrNls+KGBGLQAAAFCjuDg6AAAAgKoov26xpCJ1i68lP4k74cQJrU9IUNPdu/Xg9u06NnWqHty+XU337tWGxES7xwsAAADAuTBjFgAAoJxKqlvs7+Ym1/h4Ga+zMNj9mZmSdM0ZtQAAAACqJxKzAAAAN6C4usW/ZGXpx9dfv+7CYLNGjSqyP7MsM3AnnDihfn5+2p2aSpkDAAAAoBoiMQsAAHCDrq5bvCM5WZOvszBYrouL2h8/bt1e+F6yzKhtsmePXOPjWTgMAAAAqIZIzAIAANhZaRYGm7lyZalm1FLmAAAAAKieSMwCAADYWf7CYIOPHCmyMJhBlnIFsdeZUWvy8yuy38JlDgY2bEhZAwAAAKAKIzELAABQAUpaGKyJh4fm33yzJv70U4kzagOTkmT8/VZSmYOdKSk25RMAAAAAVC0kZgEA1VKu2aydqb9J/vdoZ+pv6uNfl9mFqHTFLQyWv4CXq8FQ7IxaSYreuPG6ZQ5MXbtWcPQAAAAAKhKJWQBAtbMhMVHjjx9XTny8Zn4drMcC9rJoEhzm6oXB8pU0o9bfza1UZQ7WubtX6nkAAAAAsC8SswCAamVDYqIGHzkis8SiSXB6xc2o7ezjo5u/+qrEMgcGSU08PNTN19dBUQMAAACwBxdHBwAAgL3kms0af+KETTIrX37bhBMnlGsurgfgGPkzah8MCFBE/fpyd3HR4pAQSSp24TBJWhQSQmkOAAAAoIpjxiwAoNrYmZKinPPn1T4pSZJYNAlV1rUWDlv0e0mOXLPZMtM2K0vGQrVrAQAAAFQNJGYBANWGKSuLRZNQbVxr4bDCdZSjN27UxP79qaMMAAAAVDEkZgEA1YbR3V0TWTQJ1UhxC4dRRxkAAACoHkjMAgCqjW6+vqoVFMSiSai2rldH2SBLHeWBDRtS1gAAAABwciRmAQDVhqvBoMUhIRp85AiLJqFaoo4yAAAAUH2QmAUAVCulWTQJqKqoowwAAABUHyRmAQDVTv6iSZsTz6vfhX9pU7eO6uMfxExZVHnUUQYAAACqDxKzAIBqydVgUDefulLidnXzqUtSFtUCdZQBAACA6sPF0QEAAACgdPLrKEuijjIAAABQxZGYBQAAqELy6yg39vAoUkd5fevW1FEGAAAAqghKGQAAAFQx+XWUd6akyNS1q9a5u6ubry8zZQEAAIAqhMQsAKBKyjWbLUmprCwZSUqhBnI1GBRRv36J2/keAQAAAJwbiVkAQJWzITFR40+cUM7584reuFET+/dXraAgLQ4J4TJuQHyPAAAAAFUBNWYBAFXKhsREDT5yROcyM2VMSlLMqlUyJiXpl8xMDT5yRBsSEx0dIuBQfI8AAAAAVQOJWQBAlZFrNmv8iRMyF7Mtv23CiRPKNRfXA6j++B4BAAAAqg5KGQAAqoydKSnKOX9e7ZOSJEkdfvzR5l6STH5+2pmScs3am0B1xfcIAAAAUHWQmAUAVBmmrCxFb9yomFWrbNrfmDfP+jhm5EiZunat7NAAp8D3CAAAAFB1kJgFAFQZRnd3TezfXx937izJMgvwjXnz9NjkyYoLDZVkmQ24zt3dkWECDsP3CAAAAFB1kJgFAFQZ3Xx9VSsoSIf8/GxqaMaFhupgixYySGri4aFuvr4OihBwLL5HAAAAgKqDxb8AAFWGq8GgxSEhkiTDVdvyny8KCZGr4eqtQM3A9wgAAABQdZCYBQBUKVH+/lrfurUae3jI5OdnqZfp56cmHh5a37q1ovz9HR0i4FB8jwAAAABVA6UMAABVTpS/vwY2bKidKSkyde2qde7u6ubryyxA4Hd8jwAAAADOj8QsAKBKcjUYFFG/vqPDAJwW3yMAAACAc6OUAQAAAAAAAABUMhKzAAAAAAAAAFDJSMwCAJybySTFxFjuAdgP31sAAACAQ1FjFgDgvNLTpaAgy+PISMlodGw8QHXB9xYAAADgcMyYBQA4r/T0gscZGY6LA6hu+N4CAAAAHI4ZswAA52MyWW5hYQVtkZHSgQOWx0YjM/yA8uB7CwAAAHAazJgFADif2FjbxFG+sDDLLTa28mMCqgO+twAAAACnwYxZAIDziY6WBgyQLl60zOaTpPnzpYgIy2Nm9AHlw/cWAAAA4DRIzAIAnE/+5dSF62CGh0sdOjguJqA64HsLAAAAcBqUMgAAOC9v74Lal15ejo0FAAAAAAA7YsYsAMC5GY3SzJlcYg3Yk7e3dP68paZs8+aOjgYAAACokUjMAgCcm9EoxcQ4Ogqg+uF7CwAAAHAoShkAAAAAAAAAQCUjMQsAAAAAAAAAlYzELAAAAAAAAABUMhKzAAAAAAAAAFDJSMwCAADAVnq6ZDBYbj/95OhoAAAAgGqJxCwAAABKFh/v6AgAAACAaonELAAAAGylpxc8zshwXBwAAABANVbL0QEAAADASZhMlltYWEFbZKR04IDlsdFouQEAAAC4YcyYBQAAgEVsrG1SNl9YmOUWG1v5MQEAAADVFIlZAIBjmUxSTIzlHoBjRUdbZsdu3VrQNn++pe3AAct2AAAAAHZBKQMAgOOkp0tBQZbHkZFcIg04Wn6pgsI1ZsPDpQ4dHBcTAAAAUE05/YzZX375RcOGDZOfn59q166t2267TQfy65xJMpvNiomJUVBQkLy8vBQREaEjR47Y7CMzM1Njx45Vw4YN5e3trQEDBujcuXM2fZKTkzV8+HD5+PjIx8dHw4cPV0pKSmWcIgDUXFcvMFT4OQDH8fYuqCvr5eXYWAAAAIBqyqkTs8nJyerSpYvc3Nz0n//8R99//73mz58vX19fa5+5c+dqwYIFWrp0qfbt26fAwEBFRkbqt99+s/aZMGGCPvjgA73zzjvatWuXLl26pH79+ik3N9faZ+jQoTp06JA2b96szZs369ChQxo+fHhlni4A1BwmkxQXJwUEFLRFRkp16ljaKWsAOJ7RKM2cyUx2AAAAoII4dSmDl19+WcHBwVqxYoW1rWnTptbHZrNZixYt0vTp0xUVFSVJWrVqlQICArR27VpFR0crNTVVb775plavXq2ePXtKktasWaPg4GB9/vnn6t27t44eParNmzdr7969Cg8PlyS9/vrr6tSpk44dO6aWLVtW3kkDQE0QGyvNmlX8trAwSzIoJqZSQwJwFaOR70MAAACgAjl1Yvbjjz9W7969df/99+vLL79U48aNNWbMGD3++OOSpJMnTyo+Pl69evWyvsbDw0Pdu3fX7t27FR0drQMHDig7O9umT1BQkNq0aaPdu3erd+/e2rNnj3x8fKxJWUnq2LGjfHx8tHv37hITs5mZmcrMzLQ+T0tLs9xnpkmZxb6kWknLTLO5B24UY6rmMIwaKkOfe6SLyarTd5AkKePl2cq9I0zy8pI5MFBmO4wDxhTsifFUwGCKl/sbK5T12MMyGwMdHU6VxZiCvTGmYE+MJ9gbYwr25qxjqizxOHVi9ueff9ayZcs0ceJEPfvss/r66681btw4eXh4aMSIEYqPj5ckBRS+FPb356dPn5YkxcfHy93dXfXr1y/SJ//18fHxatSoUZHjN2rUyNqnOC+++KJmFTPjK3hBsORZtnOtyoIXBjs6BFQzjKmao3aWlF9Vtuex6dqdUTHHYUzBnmr6eKqdJaXPsTy+x/SSdv/BsfFUBzV9TMH+GFOwJ8YT7I0xBXtzujF1pfRdnToxm5eXp9tvv11z5lj++m/fvr2OHDmiZcuWacSIEdZ+BoPB5nVms7lI29Wu7lNc/+vtZ9q0aZo4caL1eVpamoKDg3V24lnVq1fv2idXDaRlpil4YbDOPn1W9Tyq//mi4jGmaqZL/Q+pTqfu+uzxL5XX/ja77psxBXtiPP0uIVGaEyJJ+uzPHyqvx90ODqjqYkzB3hhTsCfGE+yNMQV7c9YxlZaWpuCXSpcsdurErNFo1K233mrT1qpVK73//vuSpMBAy6Vz8fHxMhZamCIhIcE6izYwMFBZWVlKTk62mTWbkJCgzp07W/tcuHChyPETExOLzMYtzMPDQx4eHkXa63nUc6oBUdFq2vmi4jGmapibQqWZM1XnplCpgr7ujCnYU40dTyaT5RYWZm2q03eQdOCA5YnRyEJh5VRjxxQqDGMK9sR4gr0xpmBvTjemiqYKS+RScVHcuC5duujYsWM2bcePH9dNN90kSWrWrJkCAwO1detW6/asrCx9+eWX1qRrWFiY3NzcbPqYTCZ999131j6dOnVSamqqvv76a2ufr776SqmpqdY+AIAKkr/AEAkdwLnFxtokZa3Cwiy32NjKjwkAAACowpx6xuzTTz+tzp07a86cORoyZIi+/vprLV++XMuXL5dkKT8wYcIEzZkzR6GhoQoNDdWcOXNUu3ZtDR06VJLk4+OjRx99VJMmTZKfn58aNGigyZMnq23bturZs6ckyyzcPn366PHHH1fs7/9UjB49Wv369Stx4S8AAIAaJTpaGjBAunhRioy0tM2fL0VEWB7z4QoAAABQJk6dmL3jjjv0wQcfaNq0afrHP/6hZs2aadGiRXrooYesfaZMmaKMjAyNGTNGycnJCg8P15YtW1S3bl1rn4ULF6pWrVoaMmSIMjIy1KNHD61cuVKurq7WPm+//bbGjRunXr16SZIGDBigpUuXVt7JAgAAOLP8UgXp6QVt4eFShw6OiwkAAACowpw6MStJ/fr1U79+/UrcbjAYFBMTo5iYmBL7eHp6asmSJVqyZEmJfRo0aKA1a9bcSKgAAAAAAAAAUCpOn5gFAACAE/H2ls6ft9SUbd7c0dEAAAAAVRaJWQAAAJRN/qJ9AAAAAMrNxdEBAAAAAAAAAEBNQ2IWAAAA9pOeLhkMlttPPzk6GgAAAMBpkZgFAFQ8k8ly2bPJ5OhIAFSm+HhHRwAAAAA4LWrMAgAqVnq6FBRkeRwZaalNCaD6Sk8veJyR4bg4AAAAACdHYhYAULFI0gA1g8lkuYWFFbRFRkoHDlgeG418MAMAAAAUQikDAEDFMJmkuDgpIKCgLTLS0hYXR1kDoLqJjbVNyuYLC7PcYmMrPyYAAADAiZGYBQBUDJI0QM0SHW2ZHbt1a0Hb/PmWtgMHLNsBAAAAWFHKAABQMaKjpQEDpIsXLTNlJUuSJiLC8phLmoHqJb9UQeHyJeHhUocOjosJAAAAcGIkZgEAFYMkDVAzeXtbZsiGhUleXo6OBgAAAHBalDIAANiHySTFxBStHZufpJFI0gA1hdEozZzJzHgAAADgGpgxCwC4cenpUlCQ5XFkZNFkDEkaoGYxGi0f1AAAAAAoEYlZAMCNSU+3LVeQkVG0D0kaAAAAAABskJgFAJSfyVQwUzZfZGRB6YL8OrMAAAAAAMBGqROzEydOLPVOFyxYUK5gAABVTGxs8e1hYZb7mTOZKQvAlslk+dkRHc0HNwAAAKjRSp2YPXjwYKn6GQyGcgcDAKhioqMtM2QzMiz3kjR/vhQRYXlM0gVAYderRw0AAADUIKVOzH7xxRcVGQcAoCrKL1VQuMZseLjUoYPjYgLgvK5XjxoAAACoQagxCwAAgIplMllu+WVOJOpRAwAAoMYrd2J23759eu+993TmzBllZWXZbNuwYcMNBwYAcDLXqgvp7S2dP2/Z3ry5Y+ID4LxiY6VZs4q2U48aAAAANZhLeV70zjvvqEuXLvr+++/1wQcfKDs7W99//722b98uHx8fe8cIAHC0/LqQs2ZJP/9cfB+j0ZJYYdYbgKtFR1tmx27dWtA2f76l7cABy3YAAACghinXjNk5c+Zo4cKFevLJJ1W3bl0tXrxYzZo1U3R0tIz8Qw4A1Q91IQHcCOpRAwAAAEWUa8bsTz/9pL59+0qSPDw8lJ6eLoPBoKefflrLly+3a4AAAAcymaS4OCkgoKAtMtLSFhdn2Q4ApeXtXVBX1svLsbEAAAAADlauxGyDBg3022+/SZIaN26s7777TpKUkpKiy5cv2y86AIBjxcbaLtaTLyzMcouNrfyYAFRtRqOlpixXWQEAAKCGK1cpg27dumnr1q1q27athgwZovHjx2v79u3aunWrevToYe8YAQCOEh0tDRggXbxomSkrWepCRkRYHpNYAVBW+fWoAQAAgBquXInZpUuX6sqVK5KkadOmyc3NTbt27VJUVJRmzJhh1wABAA5EXUgAAAAAACpEmROzOTk52rhxo3r37i1JcnFx0ZQpUzRlyhS7BwcAAAAAAAAA1VGZa8zWqlVLTzzxhDIzMysiHgCAM/L2ls6ft9SFbN7c0dEAAAAAAFDllWvxr/DwcB08eNDesQAAnFl+XUjqygIAAAAAcMPKVWN2zJgxmjRpks6dO6ewsDB5e3vbbG/Xrp1dggMAAEANYzJJsbGWxQf5IAgAAADVWLkSsw888IAkady4cdY2g8Egs9ksg8Gg3Nxc+0QHAACAmiM9XQoKsjyOjCQxCwAAgGqtXInZkydP2jsOAAAA1GTp6ZZbvowMx8UCAAAAVIJyJWZvuukme8cBAACAmspkKpgpmy8yUjpwwPLYaGT2LAAAAKqdciVmP/7442LbDQaDPD09FRISombNmt1QYAAAAKghYmOLbw8Ls9zPnGlZfBAAAACoRsqVmB00aJC1pmxhhevMdu3aVR9++KHq169vl0ABAJWARXcAOEJ0tGWGbEaG5V6S5s+XIiIsj/l5BAAAgGrIpTwv2rp1q+644w5t3bpVqampSk1N1datW3XnnXdq06ZN+u9//6ukpCRNnjzZ3vECACpK/qI7s2ZJP//s6GgA1CRGo9Sli9SpU0FbeLjUoYPlRmIWAAAA1VC5ZsyOHz9ey5cvV+fOna1tPXr0kKenp0aPHq0jR45o0aJFeuSRR+wWKACgArHoDgAAAAAAlapcidmffvpJ9erVK9Jer149/fz7LKvQ0FD9+uuvNxYdAKDisegOAGfh7S2dP28pqdK8uaOjAQAAACpUuUoZhIWF6W9/+5sSExOtbYmJiZoyZYruuOMOSdKPP/6oJk2a2CdKAEDFudaiO2FhJW8HgIpgNFoW+uIDIQAAAFRz5Zox++abb2rgwIFq0qSJgoODZTAYdObMGTVv3lwfffSRJOnSpUuaMWOGXYMFAFQAFt0BAAAAAKDSlSsx27JlSx09elSfffaZjh8/LrPZrFtuuUWRkZFycbFMwh00aJA94wQAVJT8UgWFa8zmL7oDAAAAAAAqRLkSs5JkMBjUp08fRUREyMPDQwaDwZ5xAQAqm7e3pa5sWJjk5eXoaAAAAAAAqNbKVWM2Ly9Pzz//vBo3bqw6dero5MmTkqQZM2bozTfftGuAAIBKZDRKM2dSvgAAAAAAgApWrsTsCy+8oJUrV2ru3Llyd3e3trdt21ZvvPGG3YIDAFQyFt0BAAAAAKBSlCsx++9//1vLly/XQw89JFdXV2t7u3bt9MMPP9gtOAAAAMDKZLJ8eGQyOToSAAAA4IaVq8bsL7/8opCQkCLteXl5ys7OvuGgAAAAABvp6VJQkOVxZCQz+wEAAFDllWvGbOvWrbVz584i7e+9957at29/w0EBAAAANtLTCx5nZDguDgAAAMBOyjVjdubMmRo+fLh++eUX5eXlacOGDTp27Jj+/e9/a9OmTfaOEQAAADWVyWS5hYUVtEVGSgcOWB4bjcyeBQAAQJVUrhmz/fv31//93//p008/lcFg0HPPPaejR49q48aNioyMtHeMAAAAqKliY22TsvnCwiy32NjKjwkAAACwg3LNmJWk3r17q3fv3vaMBQAAALAVHS0NGCBdvGiZKStJ8+dLERGWx8yWBQAAQBVVrhmzzZs3V1JSUpH2lJQUNW/e/IaDAgAAACRZEq8dOkidOhW0hYdb2jp0IDELAACAKqtcidlTp04pNze3SHtmZqZ++eWXGw4KAAAAsOHtXVBX1svLsbEAAAAAdlCmUgYff/yx9fFnn30mHx8f6/Pc3Fxt27ZNTZs2tVtwAAAAgJXRKM2cySxZAAAAVAtlSswOGjRIkmQwGDRy5EibbW5ubmratKnmz59vt+AAAHZmMlkWyomOJrEBoOoxGqWYGEdHAQAAANhFmRKzeXl5kqRmzZpp3759atiwYYUEBQCoAOnpUlCQ5XFkJIlZAAAAAAAcqEyJ2XwnT560dxwAgIqWnl7wOCPDcXEAAAAAAIDyJWYladu2bdq2bZsSEhKsM2nzvfXWWzccGADATkwmyy0srKAtMrJgER2jkdmzAAAAAABUMpfyvGjWrFnq1auXtm3bpl9//VXJyck2NwCAE4mNtU3K5gsLs9xiYys/JgCwN5PJUn/WZHJ0JAAAAECplGvG7GuvvaaVK1dq+PDh9o4HAGBv0dHSgAHSxYuWmbKSNH++FBFhecxsWQBVHTW0AQAAUAWVKzGblZWlzp072zsWAEBFyC9VULjGbHi41KGD42ICAHu6uoZ2errk7e24eAAAAIBSKFcpg8cee0xr1661dywAgIrk7V1QV9bLy7GxAIA9mExSXJwUEFDQFhkp1aljaaesAQAAAJxYuWbMXrlyRcuXL9fnn3+udu3ayc3NzWb7ggUL7BIcAMDOjEZp5kwu8wVQPcTGSrNmFb8tLMzy8y4mplJDAgAAAEqrXInZw4cP67bbbpMkfffdd/aMBwBQkYxGkhQAqo+SamiHh1uuDOBDKAAAADixciVmv/jiC3vHAQAAAJRNSTW0u3RxXEwAAABAKZUpMRsVFXXdPgaDQe+//365AwIAAADKJL+GdlgYNbQBAABQZZQpMevj41NRcQAAAADld70a2iaTpSZtdDQlDgAAAOAUypSYXbFiRUXFUSovvviinn32WY0fP16LFi2SJJnNZs2aNUvLly9XcnKywsPD9eqrr6p169bW12VmZmry5Mlat26dMjIy1KNHD/3rX/9SkyZNrH2Sk5M1btw4ffzxx5KkAQMGaMmSJfL19a3MUwSAG0fyAUBNdK0a2unpUlCQ5XFkJD8bAQAA4BRcHB1Aae3bt0/Lly9Xu3btbNrnzp2rBQsWaOnSpdq3b58CAwMVGRmp3377zdpnwoQJ+uCDD/TOO+9o165dunTpkvr166fc3Fxrn6FDh+rQoUPavHmzNm/erEOHDmn48OGVdn4AYDcmk2WVcpPJ0ZEAgHMoXIM2I8NxcQAAAACFVInE7KVLl/TQQw/p9ddfV/369a3tZrNZixYt0vTp0xUVFaU2bdpo1apVunz5stauXStJSk1N1Ztvvqn58+erZ8+eat++vdasWaNvv/1Wn3/+uSTp6NGj2rx5s9544w116tRJnTp10uuvv65Nmzbp2LFjDjlnACiXhARLjUXJsko5ANRkJpMUFycFBBS0RUZa2uLi+AALAAAADlWmUgaO8uSTT6pv377q2bOnXnjhBWv7yZMnFR8fr169elnbPDw81L17d+3evVvR0dE6cOCAsrOzbfoEBQWpTZs22r17t3r37q09e/bIx8dH4eHh1j4dO3aUj4+Pdu/erZYtWxYbV2ZmpjIzM63P09LSLPeZaVJmsS+pVtIy02zugRvFmCo/gylehvh41enUvaAxMlKX9nwpSTIHBspsDHRQdI7DmII9MZ6qHo9XX5HH7JeKbvj9A6zM6c8oc8a0So6qAGMK9saYgj0xnmBvjCnYm7OOqbLE4/SJ2XfeeUdxcXHat29fkW3x8fGSpIDCsyB+f3769GlrH3d3d5uZtvl98l8fHx+vRo0aFdl/o0aNrH2K8+KLL2rWrFlF2oMXBEue1zmxaiR4YbCjQ0A1w5gqu5lfSDFfFm3PT9TGdJdm3V3JQTkRxhTsifFUdQRekYyjpfoZ0rbVlrane0lfNrU8Nl15SfEvFZO4rWSMKdgbYwr2xHiCvTGmYG9ON6aulL6rUydmz549q/Hjx2vLli3y9Cw502kwGGyem83mIm1Xu7pPcf2vt59p06Zp4sSJ1udpaWkKDg7W2YlnVa9evWsevzpIy0xT8MJgnX36rOp5VP/zRcVjTJWfYWS8LsXHSxeTVafvIElSxsuzlXtXV0nSpMBATayhM2YZU7AXxlMVlp4urbYs/vX8M5uV17mTzWaDKV7ub6xQ1mMPV+rVBYwp2BtjCvbEeIK9MaZgb846ptLS0hT8UumSxU6dmD1w4IASEhIUll8vUVJubq7++9//aunSpdb6r/Hx8TIWWl03ISHBOos2MDBQWVlZSk5Otpk1m5CQoM6dO1v7XLhwocjxExMTi8zGLczDw0MeHh5F2ut51HOqAVHRatr5ouIxpsqhaT2paQubBW68unSXOnZxYFDOgzEFe2I8VUEe9aQDB6SwMNXx8bc8z5eeLjWzlK3yuLef5WdpJWNMwd4YU7AnxhPsjTEFe3O6MVU0VVgip178q0ePHvr222916NAh6+3222/XQw89pEOHDql58+YKDAzU1q1bra/JysrSl19+aU26hoWFyc3NzaaPyWTSd999Z+3TqVMnpaam6uuvv7b2+eqrr5SammrtAwBVgre3JfkgSV5ejo0FAJyJ0SjNnGm5L6zQB1rKyKjcmAAAAFCjOfWM2bp166pNmzY2bd7e3vLz87O2T5gwQXPmzFFoaKhCQ0M1Z84c1a5dW0OHDpUk+fj46NFHH9WkSZPk5+enBg0aaPLkyWrbtq169uwpSWrVqpX69Omjxx9/XLGxsZKk0aNHq1+/fiUu/AUATquk5AMA1GRGoxQTU/DcZLLcCl2ZpcjIgg+3jEZ+jgIAAKBCOXVitjSmTJmijIwMjRkzRsnJyQoPD9eWLVtUt25da5+FCxeqVq1aGjJkiDIyMtSjRw+tXLlSrq6u1j5vv/22xo0bp169ekmSBgwYoKVLl1b6+QDADbs6+QAAKCo2VipmEVdronbmTH6WAgAAoEJVucTsjh07bJ4bDAbFxMQo5hp/OHt6emrJkiVasmRJiX0aNGigNWvW2ClKAAAAOLXoaGnAAOniRctMWUmaP1+KiLA8ZrYsAAAAKliVS8wCAAAANyy/VEHhGrPh4VKHDo6LCQAAADWKUy/+BQAAAFQoFk0EAACAg5CYBYCqxmSy1D00mRwdCQBUDyyaCAAAAAeglAEAVCXp6VJQkOVxZCRJBACwh+stmmgyWRYLi47m5y4AAADshsQsAFQlhWshZmQ4Lg4AqCn4QAwAAAAVhMQsAFQFJpPlFhZW0BYZWVAXMX8RGwCAffGBGAAAACoINWYBoCqIjbVNyuYLC7PcYmMrPyYAqM5MJikuTgoIKGiLjLS0xcVR5xsAAAA3jMQsAFQF0dGW2bFbtxa0zZ9vaTtwwLIdAGA/fCAGAACACkYpAwCoCgqXKjhwwJIUiIiQOnRwaFgAUG1FR0sDBkgXL1pmykqWD8QiIiyPKR8DAACAG0RiFgAAALha/gdihWvMhofzgRgAAADshlIGAFDVGI3SzJnM1gKAyuDtXbDQopeXY2MBAABAtcKMWQCoaoxGKSbG0VEAQM3BB2IAAACoAMyYBQAAAK4l/wOx4hKzJpNlm8lU2VEBAACgiiMxCwAAAJSXySTNmkViFgAAAGVGYhYAAAAoj4QEKSzM8vjiRcfGAgAAgCqHGrMAAABAWZhMllt+UlaSIiMLFgkzGqlHCwAAgOtixiwAOCNqFgKA84qNtU3K5gsLs9xiYys/JgAAAFQ5zJgFAGeTni4FBVkeR0Yy6woAnE10tDRggKV8QWSkpW3+fCkiwvKYn9sAAAAoBRKzAOBs0tMLHmdkOC4OAEDx8ksVFP55HR4udejguJgAAABQ5VDKAACchckkxcVJAQEFbZGRlra4OMoaAICz8fYuqCvr5eXYWAAAAFDlkJgFAGdBzUIAqHqMRmnmzJLLF1AzHAAAACWglAEAOAtqFgJA1WM0WhKvxaFmOAAAAK6BxCwAOIv8moWS5dLYsDBLUpaahQBQ9aSnX7dmuMEUr5lfSIaR8VLTepUYHAAAAJwBpQwAAAAAezKZpDp1rlsz3BAfr5gvLfcAAACoeUjMAoAzul7NQgCA8yqpJnjhmuEJCarTqbul/WJy5cUGAAAAp0EpAwBwRteqWQgAcG7R0ZYZshkZRWuGJyZanheaTVun7yBLCRupoKyNyWRJ4EZH8yEdAABANcWMWQAAAMCejEapSxepU6eCtvBwS83wPXukPn2KvqbwbFrJkpidNcta9gAAAADVD4lZAHAEk8kyI5Z/uAGg+vL2LpgJ6+VluY+OtrRt3WrtlvHybEvbgQOW7QkJliStJF28aLuIGAAAAKoNShkAQGVLT5eCgiyPIyO5RBUAqrOra4bnlyoolGzNvSPMMpvWZLLc8pOyUkEphAMHCl4LAACAaoEZswBQ2QrPfMrIYCYUAFRn+TXDr06oenvr0p4vLY/zZ9PGxtomZQsrXOYAAAAA1QIzZgGgsjATCgBQiDkwUDHdpUmBgZaG6GhpwABL+YLCi4aFh1uSt/yOAAAAqFaYMQsAlYWZUACAQszGQM2623IvyZJ47dCh6KJhXbpY2knMAgAAVCvMmAWAysJMKABAaeQvGhYWVlDmAAAAANUOiVkAqCyFSxXk/8MdEWGZBQUAQGFXLxp2NZPJcqVFdDQf7AEAAFRRlDIAAAAAnE1Ji4blM5mkWbMs9wAAAKiSSMwCgCNcbyYUAAAlSUgoqFl+8aJjYwEAAEC5UcoAABwhfyYUAAClZTJZboUXkoyMtJTHkWxL5gAAAMDpMWMWAAAAqApiY22TsvnCwiy32NjKjwkAAADlxoxZAAAAoCqIjpYGDLCUL4iMtLTNn29ZSFJitiwAAEAVQ2IWAAAAqArySxWkpxe0hYdLHTo4LiYAAACUG6UMAKCimEyWOrKsmA0AsCdv74K6sl5ejo0FAAAA5caMWQCoCOnpUlCQ5XFkJJeXAgDsy2iUZs7k9wsAAEAVxoxZAKgIhS8zzchwXBwAgOrJaLRclVFcYpYrNgAAAKoEErMAYE8mkxQXJwUEFLRFRlra4uL4JxkAUPFMJmnWLH7nAAAAODkSswBgT7GxUlhY0fawMMstNrbyYwIA1BwJCQW/hy5edGwsAAAAuCZqzAKAPUVHSwMGWP4Zjoy0tM2fL0VEWB5TCxAAUBFMJsut8IeDkZEFi4QZjfwOAgAAcDLMmAUAezIapQ4dpJ49C/4ZjoiwtHXowD/FAICKwRUbAAAAVQ4zZgEAAICqjis2AAAAqhwSswBQUYxGaeZM/hkGAFS8/FIF6ekFbeHhlqs1AAAA4JQoZQAAFcVolGJiSMwCACqPt3dBKR0vL8fGAgAAgGsiMQsAAABUJ1yxAQAAUCWQmAWAG2EyWWbFmkyOjgQAAIvrXbHB7y4AAACnQGIWAG6EySTNmsU/twCAqiE9XQoKsvzu+vlnR0cDAABQo7H4FwCUR3q65RYWZnl+8aJj4wEAoDQKLw6WkeG4OAAAAEBiFgDKzGSyzDYqLDKyYLGV/JWxAQBwFiaT5Zb/gaLE7y4AAAAHo5QBAJRVbGzx7WFhlltJ2wEAcJTYWNukbD5+dwEAADgMM2YBoKyioy2zjDIyLPeSNH++FBFhecyMIwCAs4mOlgYMsJTe4XcXAACAUyAxCwBlVfhyzwMHLDONIiKkDh0cGhYAACUq7e8uk8kyezY6mmQtAABABSMxCwAAAMCyMFh+DfXISBKzAAAAFYwaswBwI4xGaeZM/nkFAFQdJf3uSk8veJyRUbkxAQAA1EAkZgHgRhiNUkwMiVkAQNVx9e8uk0mKi5MCAgr6REZa2uLiLNvzmUyW1xZuAwAAQLmQmAWAa+EfUABAdRcba6k5e7WwMMstNragzWSSZs3i9yIAAIAdUGMWAK4l/x/QAQOYFQsAqJ6ioy2/5y5etMyUlaT58y2Lg0mW33/p6ZZbfgL34kWHhAoAAFCdkJgFgJIkJPAPKACg+jMaCz58PHDA8rsvIkLq0MHSZjJJderYviYy0tL36tcDAACg1ChlAABXK0utPQAAqrvCpQwKu7rUAeV/AAAAyoTELABcrSy19gAAqE6MRmnmTNsZsNHR0q5d0tatBW3z51tmzB44YNmeni4FBVnK//z8c+XHDQAAUAU5dWL2xRdf1B133KG6deuqUaNGGjRokI4dO2bTx2w2KyYmRkFBQfLy8lJERISOHDli0yczM1Njx45Vw4YN5e3trQEDBujcuXM2fZKTkzV8+HD5+PjIx8dHw4cPV0pKSkWfIgBnFB1t+UfzWv+AAgBQHRmNllmvhROzRqPUpYvUs2dB+YL8UgcdOhTUoM2XkVGZEQMAAFRZTp2Y/fLLL/Xkk09q79692rp1q3JyctSrVy+lF/rDb+7cuVqwYIGWLl2qffv2KTAwUJGRkfrtt9+sfSZMmKAPPvhA77zzjnbt2qVLly6pX79+ys3NtfYZOnSoDh06pM2bN2vz5s06dOiQhg8fXqnnC8BJGI2WfzSv9Q8oAACg/A8AAMANcOrFvzZv3mzzfMWKFWrUqJEOHDigu+66S2azWYsWLdL06dMVFRUlSVq1apUCAgK0du1aRUdHKzU1VW+++aZWr16tnj17SpLWrFmj4OBgff755+rdu7eOHj2qzZs3a+/evQoPD5ckvf766+rUqZOOHTumli1bFhtfZmamMjMzrc/T0tIs95lpUmaxL6lW0jLTbO6BG+WMY8ol65LqSLqUdUl5ThQXSscZxxSqLsYT7K0qjilDgzpyn/6MshrUkTkzTR6vviKP2S8V7fh7SaDM6c8oc8a0So6y5qqKYwrOi/EEe2NMwd6cdUyVJR6D2Ww2V2AsdnXixAmFhobq22+/VZs2bfTzzz/r5ptvVlxcnNq3b2/tN3DgQPn6+mrVqlXavn27evTooYsXL6p+/frWPn/84x81aNAgzZo1S2+99ZYmTpxYpHSBr6+vFi5cqIcffrjYeGJiYjRr1qyiG56R5GmPMwbgaIG/SdH7pdjbpfi6jo4GAADnEvibZPxNqp8hbVttaXu6l/RlU8tjU11+fwIAgBrmiqSXpNTUVNWrV++aXZ16xmxhZrNZEydOVNeuXdWmTRtJUnx8vCQpoPClU78/P336tLWPu7u7TVI2v0/+6+Pj49WoUaMix2zUqJG1T3GmTZumiRMnWp+npaUpODhYZyeeve4bXx2kZaYpeGGwzj59VvU8qv/5ouI5akwZTPFyf2OFsh57WGZjYLF9JhbbCmfHzynYE+MJ9lbdxtSlMYdUp1N3PT/rS+W1v81mW2l+1+LGVbcxBcdiPMHeGFOwN2cdU2lpaQp+KbhUfatMYvapp57S4cOHtWvXriLbDAaDzXOz2Vyk7WpX9ymu//X24+HhIQ8PjyLt9TzqOdWAqGg17XxR8Sp9TF08Ic1+SR5R90tNGcvVET+nYE+MJ9hbtRlT7nUkSXXc60iFzyc9XWpmKQ3mcW8/qWkLR0RXo1SbMQWnwHiCvTGmYG9ON6aKpgpL5NSLf+UbO3asPv74Y33xxRdq0qSJtT0w0PJp+9WzWhMSEqyzaAMDA5WVlaXk5ORr9rlw4UKR4yYmJhaZjQugmklIsNbB08WLjo0FAICqzGiUZs4sukhmoYV7lZFh+xwAAKAGc+rErNls1lNPPaUNGzZo+/btatasmc32Zs2aKTAwUFu3brW2ZWVl6csvv1Tnzp0lSWFhYXJzc7PpYzKZ9N1331n7dOrUSampqfr666+tfb766iulpqZa+wCoZlhFGgAA+zIapZiYgsRsSb9r69Thdy0AAICcPDH75JNPas2aNVq7dq3q1q2r+Ph4xcfHKyMjQ5Kl/MCECRM0Z84cffDBB/ruu+80atQo1a5dW0OHDpUk+fj46NFHH9WkSZO0bds2HTx4UMOGDVPbtm3Vs2dPSVKrVq3Up08fPf7449q7d6/27t2rxx9/XP369VPLli0ddv4AKlBsbMFM2cLCwiy32NjKjwkAgOqkpN+1Er9rAQAA5OQ1ZpctWyZJioiIsGlfsWKFRo0aJUmaMmWKMjIyNGbMGCUnJys8PFxbtmxR3boFy78uXLhQtWrV0pAhQ5SRkaEePXpo5cqVcnV1tfZ5++23NW7cOPXq1UuSNGDAAC1durRiTxCA40RHSwMGWMoXREZa2ubPl/J/3lx9GSYAACibkn7XhodLXl78rgUAADWeUydmzWbzdfsYDAbFxMQoJiamxD6enp5asmSJlixZUmKfBg0aaM2aNeUJE0BVZDQW/EN44IBl5k5EhNShg0PDAgCg2ijL71qTyTKDNjqahC0AAKgxnLqUAQDYhclkqXlHLTsAAJyTySTNmsXvagAAUKOQmAVQ/V3vn72SVpEGAAD2ca3ftQkJBbVoL16s3LgAAAAcyKlLGQDADSvNP3v5q0gDAICKUdzvWpPJciu8QFhkpKXsQf5r+NAUAABUY8yYBVA9mUxSXJwUEFDQFhlpaYuL41JJAAAcLTbWNimbLyzMcouNtTynJBEAAKimSMwCqJ5K+88eAABwjOhoy+zYrVsL2ubPt7QdOGDZLlF/FgAAVFuUMgBQPUVHSwMGWMoXREZa2ubPt6wGLXFpJAAAjla4VMGBA5YPTiMipA4dCvpQfxYAAFRjJGYBVE//3969B1dV3/0e/+wkJMRsA4JKEskTsaJyFbkUI5GAEqFV0elY6aigj7amg1gQZby0NMGx3iqgDAWh9jxtbWfonLGiraeB4IEoBSskUrXipT4UUHaM50EIxABp9jp/LNa+rn1Ldvb1/ZrZs8P6rbX22uGb5Pf7rt/+/qIZ7AEAgNRE/VkAAJAFKGUAIDNQfw4AgPRVWirV1XmTrbGUJKIPAAAA0hSJWQCZIVz9ucDBHgAASC2lpWZy1fpbHW39WYkatAAAIG1RygBA+otUf84a7AEAgPQQbUkiatACAIA0RmIWQPqi/hwAANmJPgAAAMgAlDIAkL5iqT8HAADSk11JIvoAAAAgAzBjFkD6qq2VZs82P7pYU2NuW77c/KijxEwZAAAygV1JIvoAAAAgA5CYBZC+oq0/BwAAMovVB+jo8G6bPDm4D+BymbNna2tJ1gIAgJRDKQMAAAAA6amoyFtXtrAwuN3lkpYtM58BAABSDIlZAOnB5TI/xhhqYGVXfw4AAGS+UH2AtjZvHdrDhxN/XQAAABGQmAWQHiLNeLHqz5GYBQAguwT2AVwuqaVFGjLEu09NjbmtpYXZswAAIGWQmAWQ+gJnvPjWkwMAAPC1bp233+BrwgTzsW5d4q8JAADABot/AUhdLpf58B1cWSsvNzf7L/4FAAAgmQt9zZ5t3sy1+g3Ll5sLhEr0HQAAQMpgxiyA1BVqxovEjBcAAGCvtFQaP16aMcO7MNi0aea28eNJzAIAgJTBjFkAqcua8dLZKe3ZIy1YIK1eLY0bZ668zMAKAAD0hstl3uitraVfAQAAEo7ELIDU5VuqoLDQfK6sNGe7AAAARFJaKtXVhU66WouLzp5NYhYAACQcpQwApAyHq1V1W81nAACAXistlerrg5OuHR3Bi4sCAAAkGIlZACnD0dqq+ibzOUikGS8AAADRcLkkp1MaMsS7raZGamkxHy5X8q4NAABkFRKzAFJDW5ucldXm14e/Cm4PNeMFAAAgFqEWD50wgcVFAQBAQlFjFkByuVzmw/oooSTntTd6V1H2rTMLAADQW7W15gzZzk7zWZKWL5emTTO/tvodLAwGAAD6GDNmASTXunV+SVkPZq0AAIC+UFoqTZkizZjhvRE8bZq5uOj48f6J2WXLKG0AAAD6DDNmASRXba25EnJnpzp371ThoiXqfPbnKrzyKrOdGSoAACDROjrMGbWS9xkAACDOSMwCSC6fUgXdud3m8+RvmjNWAAAA+lLg4qI2JZZUVUWJJQAA0CcoZQAgsVwucxEvPhYIAACSLXBx0WhLLEXqz9DfAQAAUSAxCyCxwtRrM0pKVF9tPgMAACRcba05O7ax0btt+XJzW3Oz2S5Frj8brp2kLQAAOI3ELIDE6OiIWK/NKC3RsunmMwAAQMKVlprllMItDNbW5p1Ve/iw2b/xFdgeiEXFAADAadSYBdD3XC6prMx/G/XaAABAOrGrP1tTYz43N0s5OZLbHdzu29/JzQ2ftLVeZ906c3Yu/SMAADIaM2YB9D2rHlugwHptAAAAqSJwYbBQ9Wclc/uiReHr09bXS0OGeLfX1EgtLebDd/YsM2oBAMgazJgF0Pdqa83BR2end2bJ8uXmRwMlZoMAAIDUYy0MZqmtlWbPNme6+vZnJk+WCgu9M2YD26dNM5O669cHv4aVyK2rM18rUhkEAACQUUjMAuh7vqUKmpvNAYdVrw0AACAdxNKfCWyvrzcTu3ZJW8lM6ra0hC+DUFpKmQMAADIMpQwAAAAAoC9FWlRs48bwZRCssk+UOQAAIKMwYxZAYgXWawMAAEg3kfozsfZ3QpVJ8C37RJkDAAAyDolZAPEV6SN2gfXaAAAA0k2k/ky4drukbbgyCS6X+YhU5gAAAKQdShkAiC8+YgcAABCalbSNNpm6bl10ZQ4kOVytqttqPgMAgNTHjFkA8cNH7AAAAHoncEZtNGUOTnO0tqq+STre2iqdf1FirxsAAMSMxCyA3uMjdgAAAPERWAYhXJkDS0eH1NEhZ2W1+e/DXyXqagEAQC9QygBA78XwETsAAADEkcslOZ3SkCGeTc5rb5RaWsyHVV7K5TITvpSbAgAgZZCYBRC7wI59ba05g2P7dmn1anPb6tXmtuZmsx0AAAC9Y7dwWKgb4IE3yFkHAACAlEMpAwCxszr2s2d7P15nDRAKC83nykr/j9gBAACgdwLLHEjmDfCaGqmz01ODtvOpn6lwxizvMR0dZrvkffblcpkJ3Npayk8BAJBAJGYBxIYFvgAAAFKHzw3y4zub5KysVvfUKvMGubUOQFmZd/+qquB1AAJvugMAgISglAGA6LhcZp0yn/plqqkJrl9m9xE7AAAAJF406wAE3nTv6Ajen/q0AAD0CRKzAILZdb6jXeDL+ogdiVkAAICEMkpKVF9tPkvyrgPQ2Ojdaflyc1tDg1l6KvCmu9Ppf9NdCl+flqQtAAA9RmIWQDC7zjcLfAEAAKQ0o7REy6abz5LMG+Xjx0szZnjLF0ybZm7buVOaNcv+RL433aOpT8uiYgAA9Ag1ZgH4C9X5ZoEvAACAzFFba9aUPXzYs2iYli+XJk82+3o5OebMWd9PTAXWpy0u9u83dnRIRUWJfR8AAKQxZswCMFk1ZJ1Os9Mtmc+BNWQBAACQfgLXAQg1m3bKFHP7xo3hy1jV1wf3G0OVQQhV6oAyCACALEdiFshWgR3haGvISizwBQAAkG5iXQcgXH3au++W1q+3Py6w3xipPi1lEAAAWYzELJCtAjvCsdSQZYEvAACAzGF30z1cfdr6evuk7fbt/v3Gtjbvjf/Dh/1fM1LtWql3M2qZjQsASAPUmAWykV1HmBqyAAAA2cm66R7L/la/sbnZTL5aSVvJWyLL99NYNTXmvl9+af7bd+GxwNq11rmtiQSzZwdPCHC5zJm5tbXBbR0dUlmZ93VjORYAgARixiyQTagjCwAAgFjFWsYqXImsWbP8k7K+bb5lEMLNtpVCl0Ho6DAflsDZuFbSdtky6b//2/68oWbadnRIDof5+PTT4HYAAGLEjFkgU9nNBFi3zuyEBrI6vXV13hIF1JAFAACAFH5GrV2/sbbWnOXa2Snt2SMtWGCWyKqs9M6YdTqD2yQpJyf0bFvr9XJz7ZO2Lpd3pmy4Yy2hkrbWceH6wq2t0je+4b+NmbgAgBiRmAUyld1Hv8J1kiX/VXpj+TgbAAAAspNdvzHaEll2bfX14ScSBC485pt4/f3v7a8xmmPtkrYdHVJRkXdbuJm4UvjSC1Y7iVsAgA8Ss0AmCqwha3UqqSMLAACAVBZuIsG6df6JVYuVeF282FyArLPTTLpK5qJk06ZFPtYuaSuZiducHMnt7tksXl89rZkLAMhYJGaBTOJymQ/fTqNVS7a52T8xCwAAAPS1cCWy7NrCTSSorzcTl+E+/VVa6j+zdfJk/2MPH44+aSuZ/erqaqmpyb5NijwTt7Q0+pq5zLYFgKzC4l9AOgtcnCDUQguS/2IKEnVkAQAA0PesUgehErOh2kKda/x4acoUbzLWStqOH+89T1GRNzFqJXetY2fM8LZNm+ZN2jY3S42N3tdavtycfdvcLD37rH17c3NwUtZiLWb2zDNmzdwhQ7xtNTX+i+8GftrNTqjFzgAAaY0Zs+iZjg4VOwfIkNR+b4dUUJzsK8pOgXfWQ330a9w4s1MaOBuBOrIAAABIVb2ZSBDLsaFm2k6Z4r9frDNxJbPurd3EiVCzbauq/GfbFp8eZ4VL3DKbFgDSFjNmgVQXOCvWYndnPdQsgilT/GcRAAAAAKku0mzbcInXnhxrN9M2Unu4mbjjx0sPPGBu377dnDAhmc/RzrZ1Os2HVZ6sqsp/tq0UfjZtqLFEX4v0uuHak3XNAJAEJGaBZIum0+Lb0XK5zI5YpA4aAAAAkKliLYMQ7bHRJHxjmcUbrvyCVULBLmlrJXntWInbdesil0GIVAIhzFjE4WpV3VbzOdZjo3rdcMnkniaaSeoCSDMkZoFE6EmnpaPDvqMVqo6sbwdNooYsAAAAEKtICd/eJHXt9g9XM/eBB8ykrV3itqHB3DfcZI3AsYRvKQZLmCSoo7VV9U3ms61w45hQyeJQY5xojo1wvRHbSdoCPcfPT58hMQvEQ6yzXi2hOh4uV+iPLVVWmh2xUHfWa2vNbb2ZRQAAAAAgNtEkdWNN3E6ZYp+43blTmjUr+BhrskZ9ffBYwun0/4RdbxKkdu2RPtm3Z0/oMc6mTeajN4nmPpw9zExdZIXezIJHj5GYDbBmzRoNGzZM/fv314QJE/Tmm28m+5JSnqP1C/uGvvrD1lfH9va8oX5J9aTT8swz9tcwYYLZAdu5M/JqtADgY8uWLRo5cqS2bNmS7EsBACA7xXO2bW1t7LVrJW/t2lBjEZ8EqfMqM/HrvGqWf3I11LH19eE/2bdoUehrmjWr54nmcNcUKqlrp6flFaI5Np3GxX14bNjyGGn4ftLumqI5NpoJZaFm31M3umcMeGzYsMHo16+f8ctf/tL44IMPjIULFxpFRUXG/v37ozr+6NGjhiTj6NGjfXylKeD4ccOQDEMyjv3fBvt9mpvNfZqbY2tL1rE9Pe/x44axfbvZtn27d/uhQ95jfB/NzYZx993B230fixeb59q+3TBWrza3rV5tHtvcbJ47mmtOM0dPHDVUL+PoiSz4GUJCEFMmt9ttTJo0yZBkTJo0yXC73cm+pLREPCHeiCnEGzGVwQ4dMoy6Ou84wFfgmMAahwSOJbZvN7cvXhx+LBLuUV0dvv3uu0OPYd55J/QYp6HBfNi1RRo7RXNNdmMy33FVqDFdNG3h2u3+f6Jty8Bjj+1sMnMIO5tS5ppSLr+QrGPt4jhUTsM63vf3UW+uqRdS9e9eLPnBvCTnhVPKihUrdNddd+n73/++JOnZZ5/Vpk2btHbtWj3xxBNJvroU43uHpPOE+e+iIv/2eH4sJto23+2xHht4ByjS+3G5zIfvXeGqKm+h/t//XlqxIvj9Wfvffbc0b555h3fBAvMOtzUDtrTUe7fcWvHVmhXrizqyAKKwefNm7dq1S5K0a9cubd68WTNnzkzyVQEAgKhZs22j3TfcWKK0VLr1VnNcEzgW+fJLcx+nU527d6pw0RJ1PvtzFV55lbk9J0dyu+2P9X3tcGOYUNcVqq2+3pwhHPia48aZ+4a7pnXr7GcPW2OyxYvN74XdmM76XvjO5PUd7+XkSJdd5n9e3/bSUqm4OL5j0GjaenNsb8fUvTk2074X6fJ+wuU1Qv38SOb+dXXmz2dv3g9EYva0U6dOqbm5WQ899JDf9muuuUY7duywPebkyZM6efKk59/t7e3m88l26aTtIWnP4WqVo7VVzspqzzbntTdKko7vbPL8UfRtV1WVju9skuP//Y8kqej67wS1Ser1sc7JV/pfbBTHhmqL5v3kv/Bfyv/Vr4O/Sad/oZ380QJ17WySOjuV++57nk5N9+RvSpKMkhIZpSXKye2WU9LxCWPkHnWh9zwnzXjKOXXcbD91XO7T2zwGFUkPL/bbP521n2z3ewZ6i5iSDMPQwz9+WLm5ueru7lZubq4e/vHDurz6cjkcjmRfXlohnhBvxBTijZjKTo5BTuX/+CGdGuSUEfB/bzuWGFQkDTLHHcFjEe94pLO7XYWS2i8bpS7fcYp17jDjmLBjmFDXFaot1PVeNibiNTkevl+O/7w15Jis34b/rYJQ5RdCOd327yun2CdUTrefuvMO5f+vX3u3x2EMmopj6liOdZ5ucl41KyO/F+n4fiLlNU7deYdO3fY9/5+fsWO8N0XeeqNH12TlQ3orVf/uxXI9DsMwjD68lrRx6NAhnXfeefrrX/+qK664wrP98ccf129+8xt99NFHQcfU19dr2bJlwSd7SFL/PrzYJKrbKtU3hW7fViFN29+zcyfr2N6cd9146bfjpEtbpTX/R5r/bemtoWab60yp9Uzz68sOSS3rpfF3S++U+Z8jXJsklRyTand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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 414405.2 +- 819.5 (error 0.2%).\n", "Left 185088.0 +- 544.8 (error 0.3%).\n", "Right 229317.2 +- 612.2 (error 0.3%).\n", "Head 370176.0 +- 770.4 (error 0.2%).\n", "Tail 44229.3 +- 1124.8 (error 2.5%).\n", "Tail Prop. 0.1067 +- 0.0027 (error 2.55%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.9218848353904733e-35, error calculation failed.\n", "Matrix singular (determinant = 2.1096966442985885e-86, error calculation failed.\n", "Matrix singular (determinant = 2.1096966442985885e-86, error calculation failed.\n", "Matrix singular (determinant = -4.9873757317918554e-61, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1039250.9 +- 1942.9 (error 0.2%).\n", "Left 407392.1 +- 1293.5 (error 0.3%).\n", "Right 631858.8 +- 1449.7 (error 0.2%).\n", "Head 814784.1 +- 1829.3 (error 0.2%).\n", "Tail 224466.8 +- 2668.5 (error 1.2%).\n", "Tail Prop. 0.2160 +- 0.0026 (error 1.20%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.960115600256967e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.231123510696413e-51, error calculation failed.\n", "Matrix singular (determinant = 6.143832843773167e-51, error calculation failed.\n", "Matrix singular (determinant = 2.165536290079663e-52, error calculation failed.\n", "Matrix singular (determinant = 5.80345719033794e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 534554.2 +- 1268.8 (error 0.2%).\n", "Left 209676.8 +- 854.7 (error 0.4%).\n", "Right 324877.4 +- 937.7 (error 0.3%).\n", "Head 419353.6 +- 1208.8 (error 0.3%).\n", "Tail 115200.6 +- 1752.4 (error 1.5%).\n", "Tail Prop. 0.2155 +- 0.0033 (error 1.54%).\n", "Matrix singular (determinant = 1.3050309434861209e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8227540559019226e-52, error calculation failed.\n", "Matrix singular (determinant = -3.950907380784562e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.6251940071616047e-51, error calculation failed.\n", "Matrix singular (determinant = 9.668095278598224e-54, error calculation failed.\n", "Matrix singular (determinant = -5.822425895199968e-83, error calculation failed.\n", "Matrix singular (determinant = -3.398495374778114e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 792987.6 +- 2180.3 (error 0.3%).\n", "Left 343494.9 +- 1431.0 (error 0.4%).\n", "Right 449492.8 +- 1645.0 (error 0.4%).\n", "Head 686989.7 +- 2023.8 (error 0.3%).\n", "Tail 105997.9 +- 2974.8 (error 2.8%).\n", "Tail Prop. 0.1337 +- 0.0038 (error 2.82%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.2682387083110127e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 611999.9 +- 1389.4 (error 0.2%).\n", "Left 252989.9 +- 853.5 (error 0.3%).\n", "Right 359010.0 +- 1096.3 (error 0.3%).\n", "Head 505979.7 +- 1207.0 (error 0.2%).\n", "Tail 106020.2 +- 1840.4 (error 1.7%).\n", "Tail Prop. 0.1732 +- 0.0030 (error 1.75%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.976930897926687e-51, error calculation failed.\n", "Matrix singular (determinant = 6.738947969756622e-51, error calculation failed.\n", "Matrix singular (determinant = 5.831619534276864e-51, error calculation failed.\n", "Matrix singular (determinant = 2.622478781441128e-51, error calculation failed.\n", "Matrix singular (determinant = 8.388869335707998e-51, error calculation failed.\n", "Matrix singular (determinant = 5.332908989297557e-51, error calculation failed.\n", "Matrix singular (determinant = 8.88320247664974e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 866173.6 +- 2385.8 (error 0.3%).\n", "Left 353663.3 +- 1687.8 (error 0.5%).\n", "Right 512510.3 +- 1686.2 (error 0.3%).\n", "Head 707326.6 +- 2386.9 (error 0.3%).\n", "Tail 158847.0 +- 3374.8 (error 2.1%).\n", "Tail Prop. 0.1834 +- 0.0039 (error 2.14%).\n", "Matrix singular (determinant = 3.922768784107017e-51, error calculation failed.\n", "Matrix singular (determinant = 4.5622633175571704e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.721113619239132e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 9.\n", "Total 1081614.1 +- 2479.5 (error 0.2%).\n", "Left 438729.3 +- 1726.3 (error 0.4%).\n", "Right 642884.8 +- 1779.9 (error 0.3%).\n", "Head 877458.5 +- 2441.3 (error 0.3%).\n", "Tail 204155.5 +- 3479.7 (error 1.7%).\n", "Tail Prop. 0.1888 +- 0.0032 (error 1.72%).\n", " \n", "Results for image 8\n", "Total 661803.0 +- 456.1.\n", "Left 272552.8 +- 297.9.\n", "Right 390009.7 +- 342.7.\n", "Head 545105.6 +- 421.3.\n", "Tail 117477.9 +- 621.7.\n", "Prop 0.185 +- 0.001.\n", "Prop var 0.040.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 9 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0010.bmp read.\n", " \n", "Image 9 with 9 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.022579867540768e-63, error calculation failed.\n", "Matrix singular (determinant = -3.5926949567902748e-37, error calculation failed.\n", "Matrix singular (determinant = -5.733708952705506e-47, error calculation failed.\n", "Matrix singular (determinant = -5.733708952705506e-47, error calculation failed.\n", "Matrix singular (determinant = -2.578836539200236e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.314296335007943e-84, error calculation failed.\n", "Matrix singular (determinant = -3.314296335007943e-84, error calculation failed.\n", "Matrix singular (determinant = -1.135265687724118e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6480230622485938e-84, error calculation failed.\n", "Matrix singular (determinant = -2.687876764511307e-37, error calculation failed.\n" ] }, { "data": { "image/png": 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yOtbPz087d+606j916pQKCgpKrKC9mLOzs5ydnUu0ezh7XPaX35X6gYpgXsFWmFuQpPsCPNTAsYEmpqbK6O2t2DFjZPT2VnNnZ80PCpIkDUtO1qUfZRY/fz24tTycXbW5QwcZvb3lUeCg250ayuEqP3gFroTfWbAV5hZsgXkFW6npc+uc6ZwyDBlyqOdADdPq4M+SBQ4G/j2KOdRzUD1DPbk7ucvF+ZIPDkqmCktV78pD7GPUqFH6/vvvlZSUZLkFBAToiSee0BdffCFJCg8Pl6OjozZu3Gh5ndFo1L59+yxJ2W7duik7O1u7du2yjNm5c6eys7Otxuzbt09Go9EyZsOGDXJ2dlZ4eHhVXC4AANVetI+PDnXooJUvvqiQI0e0snt3HezaVdE+Por28dFHoaFq5uhYImn70Z914Vt8951GTJ+u/YGBemh3klrs2KHVGRl2vioAAAAAqHp2XSl7+vRpHThwwPL84MGDSkpKUuPGjXXdddfJ29vbaryjo6P8/PwUEhIiSfL09NSDDz6oKVOmyNvbW40bN9bUqVPVrl079fuzrl2bNm10++236+GHH1ZcXJwkady4cRo4cKDlOP3799dNN92kUaNG6R//+IdOnjypqVOn6uGHHy61DAEAAHWVg8GgiO++Mz/x8JAuWuka7eOjIa6u2vLoozJ6e2tl9+7q6een//z+u4YlJ8skKSwzU7Hx8fq0e3cleXtrWHKyPgoNVbSPj30uCAAAAADswK4rZffs2aOwsDCFhYVJkiZPnqywsDA9//zz5T7GvHnzNHToUA0fPlw9evRQgwYNtHbtWjk4XFhO/f7776tdu3bq37+/+vfvr/bt22vZsmWWfgcHB3322WdycXFRjx49NHz4cA0dOlSzL9o1GgAAXFlx0nbEpk2K+PODzYkHDljVmi1W3DbpwAEVmkobAQAAAFRcYaG0ebO0cqX5vrDQ3hGVLiIiQpMmTbJ3GNXO0qVL5eXlZe8wbMauK2UjIiJkuor/CTt06FCJNhcXFy1cuFALFy4s83WNGzfW8uXLL3vs6667TuvWrSt3LAAA1ElubtJV/Ld7S1aWzh8/rrDMTElSp59/trqXJKO3t7ZkZSniovrwAAAAwLVYvVqaOFE6evRCW/Pm0oIFUnS0bc45duxYxcfHS5Lq16+vwMBARUdHa8aMGXJzc7tMrKvl6Ohom6BQbVXbjb4AAEANdEnS1nj6tGLWrlXsn3+cFnv7om+jxI4ZI+Ott1ZZiAAAAKjdVq+Whg0ruZbg2DFz+0cf2S4xe/vtt2vJkiUqKCjQli1b9NBDDyk3N1dvvPFGibEFBQVydHRU48aNbRPMFeTn58vJycku50Y13ugLAADUfP5OToobNEid4uLUKS5OD02dKkl6aOpUS1vcoEHy549BAAAAVILCQvMK2dK+3FXcNmmS7UoZODs7y8/PT4GBgRo5cqTuvfderVmzRpIUGxurjh076t1331WrVq3k7Owsk8lUonxBixYt9NJLL2n06NFyd3fX9ddfr//85z/KyMjQkCFD5O7urnbt2mnPnj2W12RmZmrEiBFq3ry5GjRooHbt2mnlypVWsUVEROhvf/ubJk+erCZNmigyMlIPPPCABg4caDXu/Pnz8vPz07vvvlvqNRaXFVizZo1at24tFxcXRUZG6siRI1bj1q5dq/DwcLm4uKhVq1aaMWOGzp8/b+mfO3eu2rVrJzc3NwUGBmr8+PE6ffp0me9tZmambrnlFg0ePFjnzp277L9DTUBSFgAA2ExPLy/VDwhQUuvW2tu6tRKDgyVJicHB2tu6tZJat5ZjQIB61uJaUQAAAKg6W7ZYlyy4lMkkHTliHlcVXF1dVVBQYHl+4MABffDBB/r444+VlJRU5uvmzZunHj16aO/evRowYIBGjRql0aNH67777lNiYqKCgoI0evRoS1nQc+fOKTw8XOvWrdO+ffs0btw4jRo1Sjt37rQ6bnx8vOrXr6///e9/iouL00MPPaT169fLaDRaxnz++ec6ffq0hg8fXmZ8Z86c0cyZMxUfH6///e9/ysnJ0T333GPp/+KLL3TfffdpwoQJ+vHHHxUXF6elS5dq5syZljH16tXT66+/rn379ik+Pl6bNm3Sk08+Wer5jh49qp49e+rGG2/U6tWr5eLiUmZsNQVJWQAAYDMOBoMWBAVJkgyX9BU/nx8UJAfDpb0AAADA1bsot1gp467Frl27tGLFCvXt29fSlp+fr2XLliksLEzt27eXoYy/g++8807FxMQoODhYzz//vP744w/dfPPNuuuuu9S6dWs99dRTSklJ0YkTJyRJzZo109SpU9WxY0e1atVKjz32mKKiovThhx9aHTcoKEizZs1SSEiIbrzxRnXv3l0hISFatmyZZcySJUt01113yd3dvcxrKygo0KJFi9StWzeFh4crPj5e27Zt065duyRJM2fO1NNPP60xY8aoVatWioyM1Isvvqi4uDjLMSZNmqTevXurZcuW6tOnj1588UV98MEHJc6VmpqqHj16qF+/fpakcm1AUhYAANhUtI+PPgoNVTNHRxm9vc01ZL291dzZWR+Fhirax8c8MDdXMhjMt9xc+wYNAACAGsnfv3LHXa1169bJ3d1dLi4u6tatm2677Tarzemvv/56+RT//XsZ7du3tzz29fWVJLVr165EW3p6uiSpsLBQM2fOVPv27eXt7S13d3dt2LBBhw8ftjpu586dS5zroYce0pIlSyzH++yzz/TAAw9cNr769etbHevGG2+Ul5eXUlJSJEkJCQn6+9//Lnd3d8vt4YcfltFo1JkzZyRJX3/9tSIjI9WsWTM1bNhQo0ePVmZmpnIv+n+Bs2fP6tZbb9XQoUP1+uuvl5nErolqR2oZAABUa9E+Phri6qotjz4qo7e33r65o24PbMUKWQAAAFSqnj2l5s3Nm3qVVlfWYDD39+xpm/P37t1bb7zxhhwdHRUQECBHR0erfjc3t3Id5+LXFSciS2srKiqSJM2ZM0fz5s3T/PnzLXVaJ02apPz8/Cuef/To0Xr66ae1fft2bd++XS1atFDPcrxBpSVIL45rxowZii5lRzUXFxf99ttvuvPOO/V///d/evHFF9W4cWNt3bpVDz74oFW5B2dnZ/Xr10+fffaZnnjiCTVv3vyKcdUUJGUBAECVcDAYFPHdd5KkHPcGJRKyhSaTtnToIKO3t/xzctSzQckxAAAAwOU4OEgLFkjDhpkTsBcnZov/tJw/3zzOFtzc3BT0Z/muqrRlyxYNGTJE9913nyRzUvTnn39WmzZtrvhab29vDR06VEuWLNH27dt1//33X/E158+f1549e3TLLbdIkvbv36+srCzdeOONkqROnTpp//79Zb4Xe/bs0fnz5zVnzhzVq2f+In9ppQvq1aunZcuWaeTIkerTp482b96sgICAK8ZXE1C+AAAAVA03N+Wcy5Yh1vz4YqszMtTiu+80Yvp07Q8M1Iht29Rixw6tzsiwS6gAAACouaKjpY8+kpo1s25v3tzcXsrizRovKChIGzdu1LZt25SSkqKYmBilpaWV+/UPPfSQ4uPjlZKSojFjxlxxvKOjox577DHt3LlTiYmJuv/++9W1a1dLkvb555/Xe++9p9jYWCUnJyslJUX//ve/9dxzz0mSbrjhBp0/f14LFy7Ur7/+qmXLlunNN98s9VwODg56//331aFDB/Xp0+eqrqs6IykLAADsanVGhoYlJ+toQYH8MzMVGx8v/8xMHcvL07DkZBKzAAAAuGrR0dKhQ9LXX0srVpjvDx6snQlZSZo+fbo6deqkqKgoRUREyM/PT0OHDi336/v16yd/f39FRUWVayVqgwYN9NRTT2nkyJHq1q2bXF1dtWrVKkt/VFSU1q1bp40bN+rmm29W165dNXfuXF1//fWSpI4dO2ru3Ll67bXX1LZtW73//vt65ZVXyjxf/fr1tXLlSoWGhqpPnz6WWro1GeULAACAtdxcqXin1dOnS6xqrUyFJpMmHjigUsp9ySTJIGnSgQMa0qQJpQwAAABwVRwcpIiIqjvf0qVLL9sfGxur2NjYEu2bN2+2en7o0KESY0yXFMht0aKFVVvjxo21Zs2ay57/0vNc7OzZs8rKytKDDz542WNcLDo6utSascWioqIUFRVVZv/jjz+uxx9/3Kpt1KhRlsdjx47V2LFjLc/r16+vjz/+uNzxVXckZQEAgN1sycrS+ePHFZaZKUnq9PPPVveSZPT21pasLEU0amSXGAEAAIDaqqioSGlpaZozZ448PT01ePBge4dUZ5CUBQAAVqpywy1jfr5i1q5VbHy8Vfvbs2dbHseOGSPjrbfa5PwAAABAXXb48GG1bNlSzZs319KlS1W/PqnCqsI7DQAALFZnZGhiaqrOT5+umLVrNXnbNtUPCNCCoCBF+/hU+vn8nZw0edAgfdq9uyTzCtm3Z8/WQ1OnKjE4WJJ5pexKJ6dKPzcAAABQ111aBqE8Li0rgIohKQsAACRd2HDLJCnszw23Pu3eXUne3hqWnKyPQkMrPTHb08tL9QMClOTtbVVXNjE4WHtbt5ZBUnNnZ/X08qrU8wIAAACAPdWzdwAAAMD+rrThlmTecKvwKj9FvxIHg0ELgoIkmTf1uljx8/lBQWzyBQAAAKBWYaUsAACw64Zb0T4++ig0VBNTU2X09jbXkPX2VnNnZ823UdkEAAAAALAnkrIAAMDuG25F+/hoiKurtjz6qLmGbPfu6unnxwpZAAAAALUSSVkAAOqa3FzJ3d38+PRpyc2tWmy45eDuroikJJsdHwAAAACqC5KyAACADbcAAAAAoAqx0RcAAHVMocmkzR06aGWfPtqck6NCk4kNtwAAAIA6bOzYsRo6dKi9w7CpiIgITZo0yd5hWJCUBQCgDlmdkaEW332nEdOna39goEZs26YWO3ZodUaGZcOtZo6OJTbc+ig0lA23AAAAUON8+eWXuummm/Tll1/a/Fzp6emKiYnRddddJ2dnZ/n5+SkqKkrbt2+3+blR81C+AACAOmJ1RoaGJSfLJCksM1Ox8fH6tHt3JXl7a1hysiXxyoZbAAAAqA1MJpOeeeYZpaSk6JlnnlHfvn1lsOHftX/9619VUFCg+Ph4tWrVSidOnNBXX32lkydP2uyc1UlBQYEcHR3tHUaNwUpZAADqgEKTSRMPHLCqF1usuG3SgQOWUgYR332nEZs2KcLDo1okZAtPn9bmjh21sm9fbTYaVWgq7UoAAACACzZs2KDdu3dLknbv3q0NGzbY7FxZWVnaunWrXnvtNfXu3VvXX3+9brnlFk2bNk0DBgywjMvOzta4cePUtGlTeXh4qE+fPvruu++sjvXpp5+qc+fOcnFxUZMmTRQdHW3pO3XqlEaPHq1GjRqpQYMGuuOOO/Tzzz9b+pcuXSovLy998cUXatOmjdzd3XX77bfLaDRaxhQWFmry5Mny8vKSt7e3nnzySZku+ft6/fr1uvXWW+Xl5aWmPk31+OjH9csvv1j6Dx06JIPBoA8++EARERFycXHR4sWL5eHhoY8++sjqWGvXrpWbm5v++OOPUt+7iIgI/e1vf9Pf/vY3S0zPPfecVUz5+fl68skn1axZM7m5ualLly7avHmzpT8zM1MjRoxQ8+bN1aBBA7Vr104rV6683D+Z1q9fL09PT7333nuSpM2bN+uWW26Rm5ubvLy81KNHD/3222+XPca1ICkLAEAdsCUrS+ePH1dYaqrCUlPV6c8/3Dr9/LPCUlPVMTVVBcePa0tWluTmJplM5pubm30D1+VLLgAAAAClMZlMmj59uhwcHCRJDg4Omj59eonkY2Vxd3eXu7u71qxZo7y8vDJjGjBggNLS0vT5558rISFBnTp1Ut++fS2raT/77DNFR0drwIAB2rt3r7766it17tzZcoyxY8dqz549+vTTT7V9+3aZTCbdeeedKigosIw5c+aMZs+erWXLlunbb7/V4cOHNXXqVEv/nDlz9O677+qdd97R1q1bdfLkSX3yySdWsebm5mry5MnmZPbGDTLUM2jYX4epqKjIatxTTz2lCRMmKCUlRX/5y190zz33aMmSJVZjlixZomHDhqlhw4Zlvn/x8fGqX7++du7cqddff13z5s3T22+/bem///779b///U+rVq3S999/r7vuuku33367JSF97tw5hYeHa926ddq3b5/GjRunUaNGaefOnaWeb9WqVRo+fLjee+89jR49WufPn9fQoUPVq1cvff/999q+fbvGjRtn05XVMqHSZGdnmySZsrOzS+8/l21SrEzZ50rvByqCeQVbYW7VcKdPF6dVTabTp00r0tJML4wZc6GtlNsLY8aYVqSl2TSsq51XH6enmwxff23S11+bwuLiTCbJFBYXZzJ8/bXJ8PXXpo/T020aL2oOfmfBVphbsAXmFWyltsyts2fPmn788UfT2bNnK3yM9evXm2T+UpjVbf369ZUYqbWPPvrI1KhRI5OLi4upe/fupmnTppm+++47S/9XX31l8vDwMJ07d87qdTfccIMpLi7OZDKZTN26dTPde++9pR4/NTXVJMn0v//9z9L2+++/m1xdXU0ffPCByWQymZYsWWKSZDpw4IBlzD//+U+Tr6+v5bm/v7/p1VdftTwvKCgwNW/e3DRkyJBSz3u+8Lxpw/cbTJJMP/zwg8lkMpkOHjxokmSaP3++1didO3eaHBwcTMeOHTOZTCZTRkaGydHR0bR58+bS3zSTydSrVy9TmzZtTEVFRZa2p556ytSmTRuTyWQyHThwwGQwGCzHLNa3b1/TtGnTyjzunXfeaZoyZYrVeSZOnGj65z//afL09DRt2rTJ0peZmWmSdNk4L3a5OXql/GAxVsoCAFAH+Ds5KW7QIHWKi1OnuDg99Ocn5Q9NnWppixs0SP5OTnaO9IKrKbkAAAAAFDNdskq2mK1Xy/71r3/V8ePH9emnnyoqKkqbN29Wp06dtHTpUklSQkKCTp8+LW9vb8vKWnd3dx08eNBSGiApKUl9+/Yt9fgpKSmqX7++unTpYmnz9vZWSEiIUlJSLG0NGjTQDTfcYHnu7++v9PR0SebyCUajUd26dbP0169f32o1riT98ssvGjlypFq1aqVGXo00pOsQSdLhw4etxl36ultuuUWhoaGWkgDLli3Tddddp9tuu+2y713Xrl2tVqV269ZNP//8swoLC5WYmCiTyaTWrVtbvW/ffPON5X0rLCzUzJkz1b59e8v7u2HDhhLxfvzxx5o0aZI2bNig3r17W9obN26ssWPHKioqSoMGDdKCBQusSj7YAht9AQBQCxWaTNrSoYOM3t7yz8lRd19f1Q8IUJK3t1WSMzE4WHtbt5ZBUnNnZ/X08rJTxCVZSi5kZkqSVcmFYkZvb23JylJEo0Z2iREAAADVz8W1ZC9WWFhoqS0bFRVlk3O7uLgoMjJSkZGRev755/XQQw/phRde0NixY1VUVCR/f3+rWqjFvP78O9zV1bXMY5eVTDaZTFYJzUs32zIYDFediB40aJACAwP11ltvydfPV8npybqnzz3Kz8+3GudWSrmzhx56SIsWLdLTTz+tJUuW6P7777+mMgBFRUVycHBQQkJCiUS7u7u7JHNJhnnz5mn+/Plq166d3NzcNGnSpBLxduzYUYmJiVqyZIluvvlmq7iWLFmiCRMmaP369fr3v/+t5557Ths3blTXrl0rHPvlsFIWAIBaprQarDfs3KkRTZtKki79c6j4+fygoGqxqVcxY36+YtauVWJMjBJjYvT27NmSpLdnz7a0xaxdK+Mlf2gBAACg7ipeJVuvXukpr3r16tl0teylbrrpJuXm5kqSOnXqpLS0NNWvX19BQUFWtyZNmkiS2rdvr6+++qrMY50/f96qTmpmZqZSU1PVpk2bcsXj6ekpf39/7dixw9J2/vx5JSQkWB0zJSVFzz33nPr27as2bdroj+zSN+kqzX333afDhw/r9ddfV3JyssaMGXPF11wcT/Hz4OBgOTg4KCwsTIWFhUpPTy/xvvn5+UmStmzZoiFDhui+++5Thw4d1KpVK6sN0IrdcMMN+vrrr/Wf//xHjz32WIn+sLAwTZs2Tdu2bVPbtm21YsWKcl/31WKlLAAAtcjqjAwNS06WSVJYZqZi4+P1affuSvL21uwjRzQ1MFAr09Jk9PZW7JgxMnp7q7mzs+YHBSnax8fe4Vvxd3LS5EGD9Gn37pLMK2Tfnj1bD02dqsTgYEnmlbIrq1HJBQAAANhXfn6+Dh8+XGJDqmJFRUU6cuSI8vPz5ezsXGnnzczM1F133aUHHnhA7du3V8OGDbVnzx7NmjVLQ4aYv/rfr18/devWTUOHDtVrr72mkJAQHT9+XJ9//rmGDh2qzp0764UXXlDfvn11ww036J577tH58+f13//+V08++aSCg4M1ZMgQPfzww4qLi1PDhg319NNPq1mzZpZzlMfEiRP16quvKjg4WG3atNHcuXOVlZVl6W/UqJG8vb21ePFi+fv76+Chg5o3Y165j9+oUSNFR0friSeeUP/+/dW8efMrvubIkSOaPHmyYmJilJiYqIULF2rOnDmSpNatW+vee+/V6NGjNWfOHIWFhen333/Xpk2b1K5dO915550KCgrSxx9/rG3btqlRo0aaO3eu0tLSSk1Wt27dWl9//bUiIiJUv359zZ8/XwcPHtTixYs1ePBgBQQEaP/+/UpNTdXo0aPLfd1Xi6QsAAC1xJVqsBokrUpP1y/t22vbo4+aE5rdu6unn1+1WiFbrKeXV40ruQAAAAD7cnZ21u7du5WRkVHmmKZNm1ZqQlYyf42+S5cumjdvnn755RcVFBQoMDBQDz/8sJ555hlJ5jICn3/+uZ599lk98MADysjIkJ+fn2677Tb5+vpKkiIiIvThhx/qxRdf1KuvvioPDw+reqxLlizRxIkTNXDgQOXn5+u2227T559/XqJkweVMmTJFRqNRY8eOVb169fTAAw/oL3/5i7KzsyWZVxOvWrVKEyZMUNu2bRUSEqIJz0/Q/w37v3Kf48EHH9SKFSv0wAMPlGv86NGjdfbsWd1yyy1ycHDQY489pnHjxlld90svvaQpU6bo2LFj8vb2Vrdu3XTnnXdKkqZPn66DBw8qKipKDRo00Lhx4zR06FDLNV0qJCREmzZtUkREhBwcHPTkk0/qp59+Unx8vDIzM+Xv76+//e1viomJKfc1Xy2DqarWa9cBOTk58vT0VHZ2tjw8PEr25+XI81VPZT+dLQ/nkv1ARTCvYCvMrZpn86lTGrFpk/wvqsFa6srS7t0VERBgftHp01IpdaBs5WrnVfHKX0nqmJqqxJgYdYqLU1Lr1pKkj0JDq90KX9gHv7NgK8wt2ALzCrZSW+bWuXPndPDgQbVs2VIuLi72DqfOKywq1N60vQrzC5NDPYcrv0DS+++/r4kTJ+r48eNyusI32yIiItSxY0fNnz+/EqKtGpebo1fKDxZjpSwAALVEcQ3W2Ph4q/biWqySzCULbr1VqiGfyUb7+Oij0FBNTE2tESUXAAAAgLrszJkzOnjwoF555RXFxMRcMSFbl5GUBQCgJsrNlf7cabR4tWttrcEa7eOjIa6u2nK5kgulvB8AAAAAqtasWbM0c+ZM3XbbbZo2bZq9w6nWSMoCAFBL1OYarA7u7opISiqzv9Bk0pYOHWT09pZ/To56NmhQLevkAgAAALVZbGysYmNjr+o1mzdvtkks1V09ewcAAACuXqHJpM0dOmhlnz7anJOjQpNJDgaDFgQFSTJv6nWx4ufzg4JqXbJydUaGWnz3nUZMn679gYEasW2bWuzYodWX2dwBAAAAAOyJpCwAADXM5ZKQxTVYmzk6lqjBWhs3xSreCOxoQYH8MzMVGx8v/8xMHcvL07DkZBKzAAAAAKolkrIAANQg5UlCRvv46FCHDlr54osKOXJEK7t318GuXe2ekC0slLZ84yD9cI+2fOOgwsJrPJ7JpIkHDqi0LcuK2yYdOKDCGrKpGQAAAIC6g5qyAADUEFdKQhpkTkIOadJEDgaDIr77ztzp4SHZuWTB6tXSxInS0aNuklZq4MdS8+bSggVSdHTFjrklK0vnjx9XWGamJPPGZhffS+aNzbZkZSmiUaNrvQQAAAAAqDQkZQEAqCGuOglZTVaIrl4tDRtWMpxjx8ztH31UscSsMT9fMWvXKjY+3qr97dmzLY9jx4zRsc6dtbl3b/MmYMuXq6efX62rqwsAAIBS5OZK7u7mx6dPS25u9o0HuAhJWQAAaojyJiGNt95a1aGVqbDQvEK2tPywyWRewDtpkjRkiOTgcHXH9ndy0uRBg/Rp9+6SzMnpt2fP1kNTpyoxOFiSOUldeOSIHKZPV8zatZq8bZvqBwRoQVCQ3cs5AAAAAKi7SMoCAFBDlDcJudLJyZ5hWtmyRTp6tOx+k0k6csQ8LiLi6o7d08tL9QMClOTtbVXSITE4WHtbt77QcP68wv6sv/tp9+5K8vbWsOTkWrnxGQAAAGq+2NhYrVmzRklJSfYOBTbERl8AANQQliRk69ba27q1JRFbnIRMat1ajgEB6unlZd9AL2I0Vu64izkYDFoQFCTJXE+3vNgEDAAAoA5KS6ui06TpscceU6tWreTs7KzAwEANGjRIX331VZWcHzUHK2UBAKghipOQw5KTSyQhi5/PDwqqVvVS/f0rd9ylon189FFoqCampsro7W0u3+DtLR9HRzmkpcmfTcAAAAAgmZOyN9xg01McOnRIPXr0kJeXl2bNmqX27duroKBAX3zxhR599FH99NNPNj0/aha7rpT99ttvNWjQIAUEBMhgMGjNmjWWvoKCAj311FNq166d3NzcFBAQoNGjR+v48eNWx8jLy9Njjz2mJk2ayM3NTYMHD9bRS74neerUKY0aNUqenp7y9PTUqFGjlJWVZTXm8OHDGjRokNzc3NSkSRNNmDBB+fn5trp0AAAqpDgJ2czR0SoJ2dzZuVp+Hb9nT6l5c3Pt2NIYDFJgoHlcRUX7+OhQ9+5a2aePQl57TSv79NG8oCDFrF2rxJgYJcbEWOruvj17tqUtZu1aGflvPQAAQO2Qm1v6rdjZs5fvrwTjx4+XwWDQrl27NGzYMLVu3VqhoaGaPHmyduzYYRl3+PBhDRkyRO7u7vLw8NDw4cN14sSJMo8bERGhSZMmWbUNHTpUY8eOtTxv0aKFXnrpJY0ePVru7u66/vrr9Z///EcZGRmWc7Vr10579uyxvGbp0qXy8vLSF198oTZt2sjd3V233367jJf5GtupU6d07733ysfHR66urgoODtaSJUskSZs3b5bBYLDKuSUlJclgMOjQoUNW51y3bp1CQkLUoEEDDRs2TLm5uYqPj1eLFi3UqFEjPfbYYyosLLQc51//+peCg4Pl4uIiX19fDRs27HL/FDWCXZOyubm56tChgxYtWlSi78yZM0pMTNT06dOVmJio1atXKzU1VYMHD7YaN2nSJH3yySdatWqVtm7dqtOnT2vgwIFW/3AjR45UUlKS1q9fr/Xr1yspKUmjRo2y9BcWFmrAgAHKzc3V1q1btWrVKn388ceaMmWK7S4eAIAKivbx0aEOHbTyxRcVcuSIVnbvroNdu1a7hKxk3rxrwQLz40sTs8XP58+/+k2+SpzHYFBEo0Ya4euriEaN1MzJSXGDBqlTXJw6xcXpoalTJUkPTZ1qaYsbNEj+1aj+LgAAAK6Bu3vJm6/vhf7IyNLHVJKTJ09q/fr1evTRR+Xm5lai3+vPEmMmk0lDhw7VyZMn9c0332jjxo365ZdfdPfdd19zDPPmzVOPHj20d+9eDRgwQKNGjdLo0aN13333KTExUUFBQRo9erRMF5XwOnPmjGbPnq1ly5bp22+/1eHDhzX1z7+dSzN9+nT9+OOP+u9//6uUlBS98cYbatKkyVXFeebMGb3++utatWqV1q9fr82bNys6Olqff/65Pv/8cy1btkyLFy/WRx99JEnas2ePJkyYoL///e/av3+/1q9fr9tuu61ib1I1YtfyBXfccYfuuOOOUvs8PT21ceNGq7aFCxfqlltu0eHDh3XdddcpOztb77zzjpYtW6Z+/fpJkpYvX67AwEB9+eWXioqKUkpKitavX68dO3aoS5cukqS33npL3bp10/79+xUSEqINGzboxx9/1JEjRxQQECBJmjNnjsaOHauZM2fKw8Oj1Bjz8vKUl5dneZ6Tk2O+z8uR8kqOz8nLsboHKgPzCrbC3Krm8nMV8d13kqQcZyk3/w87B1S2fgOk91bW11NTXHT82IXPgwOaFenV2efUb8B55ZTy381r0cG1nur5+5W5CZhBUoCTozq41mOO1xL8zoKtMLdgC8wr2EptmVv5+fkqMhWpsKhQhUWFV36BpIp+xl/e41/J/tT9MplMat269WWPuXHjRn3//fc68MsBBQYGSpKWxi9V+3bttWPnDt18880qMhVZxWaSSSaTyeq4JlPJtjvuuEMPPfyQJOnZ557VG2+8ofDO4Yr+a7QkaeoTU3Vrj1t13Hhcfn5+KioqUkFBgf75r3/qhj9LO4x/dLxeevElq+MWmgot97/99ps6duyosE5hkqTA6wItsRa/5tLHF7cVn3PRPxdZzvnXv/5Vy5cv13Hjcbm7uyvkxhBFRERo06ZNGnbXMB06dEhubm6648471LBhQzUPbK72HdpX2r9dRRQWFarIVKTT+aeVb7D+9l15f/5qVE3Z7OxsGQwGy6cLCQkJKigoUP/+/S1jAgIC1LZtW23btk1RUVHavn27PD09LQlZSeratas8PT21bds2hYSEaPv27Wrbtq0lIStJUVFRysvLU0JCgnr37l1qPK+88opmzJhRoj1wbqDkUvZ1BM4LvMorB66MeQVbYW5VY7F/3i8MuNyo6uPBetJvPaXT/pK7Uceu36JRPxVJr9rofE16SjfNkHTJZl6mIplk0LG909R44xYbnRz2wu8s2ApzC7bAvIKt1PS5db3b9Xqzx5s6+/vZcmeu6v38reVx/fTf5ZiRqXrn8hRyz98kSYdfmKTcsFBJUoGPt843Na/uLErbWykx7/99vyTpYPZB7b3MMb/c9aV8A3z1u+Pv+j3td3NjY6mhZ0N9seML1Q+sr7TTaTpTcMZynNP5p5Wem2513Oy8bBWeLbS05Rfmy7ult+V58WpY9+bulrbf65nP9+2P3ypYwfot+ze5uLooxy3HMuasy1mlp6eXeg3fn/he/e7up6cefkr/2/U/de3VVb2ieqnDzR0kSQdOHrCMa3iuodX7kpyRrFMup0o9Z5FbkXyb++rn0z9Lp83ncvRwVOqRVO1N2yuf9j5q2qypWrZqqW4R3dStdzf1vqO3XFwvk3yztfPS79m/a8DnA/Rb7m/WfefKd4gak5Q9d+6cnn76aY0cOdKycjUtLU1OTk5qdMkGHb6+vkr7c1e9tLQ0NW3atMTxmjZtajXG9+Il7ZIaNWokJycny5jSTJs2TZMnT7Y8z8nJUWBgoI5MPlLq6tqcvBwFzgvUkcePyMO59NW3wNViXsFWmFuwhaqeV59mntJTB49Y1d9t5uysV1s01+Du62x+flQdfmfBVphbsAXmFWyltsyt/Lx8nTh6Qi2atJCLSwUSb63+vM/NlWROyjbr+xepR49Ki/FS13e9XgaDQXlpeQrzCytz3JaGW+Rc37nEmHqqpxZeLRTmFyY/dz81cGxgGePh4iGfBj5Wr2lQr4G8Xb0tbU4OTrq+8fUljtvap7WlrdE5c/6sdePW6ujXUd97fi9nJ+tYDjc6LJPJZNVWaCrU9ye+V3vf9gobGaa7I+/W5599rq+++kp/u+dvemT8I/rHP/6hP5qYv73Xrmk7S67u/JHzkqRQn1C18GtR6jn9G/rLw9XDqs27gbcc8h0sbfuS9mnz5s3auHGjls5bqvcWvKcdO3dYFm5WtXPnzunQ6UPaM26PnJytS6Ll5OQo8NUrfzBSI5KyBQUFuueee1RUVKR//etfVxxvMplkuKhwnaGU3UUqMuZSzs7OcnZ2LtHu4exx2V9+V+oHKoJ5BVthbsEWqmpe3RfgoRH+12lLVpaMt96qlU5O6unlJYeL/vteaDKZ+/Pz5V9KP2oWfmfBVphbsAXmFWylps+tc6ZzyjBkyKGegxzqXcPmAxe91qGeg9XzyubTxEdRUVF6419vaNLESSXqymZlZcnLy0ttQ9vq8OHDOn7suKV8wY8//qjs7GyFhobKoZ6D6hnqXYhZUlMf88LC4ueFhYVKTk5W7969rd6feoZ6Jd6vevUutF1871DPQfXqWZ+nePylbTJXU5CDwfw6P18/PfDAA3rggQcUFxenJ554QnPnzJWfr58kKf1Eupp4m1ci//D9D1c+p6Fkm8FgkMFguBCzk4Oi+kcpqn+UZsTOkJeXl77Z/I2io6PL/kexoeJ/J3cnd7k4X/LBQclUYansutFXeRQUFGj48OE6ePCgNm7caLUC1c/PT/n5+Tp16pTVa9LT0y0rX/38/ErdwS4jI8NqzKUrYk+dOqWCgoISK2gBAEDNcukmYBcnXFdnZKjFtm0asWmT9j/1lEZs2qQWO3ZodUaGHSMGAABApfPzs/kp/vWvf6mwsFC33HKLPv74Y/38889KSUnR66+/rm7dukmS+vXrp/bt2+vee+9VYmKidu3apdGjR6tXr17q3Llzqcft06ePPvvsM3322Wf66aefNH78eGVlZdn8ekrz/PPP6z//+Y8OHDig5ORkrVu3Tm3atJEkBQUFKTAwULGxsUpNTdVnn32mOXPmXPM5161bp9dff11JSUn67bff9N5776moqEghISHXfGx7qtZJ2eKE7M8//6wvv/xS3t7eVv3h4eFydHS02hDMaDRq37596t69uySpW7duys7O1q5duyxjdu7cqezsbKsx+/btk9FotIzZsGGDnJ2dFR4ebstLBAAAdrI6I0PDkpN1tKBA/pmZio2Pl39mpo7l5WlYcjKJWQAAgNqkCpKyLVu2VGJionr37q0pU6aobdu2ioyM1FdffaU33nhDknkF6Jo1a9SoUSPddttt6tevn1q1aqV///vfZR73gQce0JgxYyzJ25YtW5a5/5GtOTk5adq0aWrfvr1uu+02OTg4aNWqVZIkR0dHrVy5Uj/99JM6dOig1157TS+99NI1n9PLy0urV69Wnz591KZNG7355ptauXKlQkNDr/nY9mQwFVf+tYPTp0/rwAFzEeCwsDDNnTtXvXv3VuPGjRUQEKC//vWvSkxM1Lp166xWrDZu3FhOTuZ6DY888ojWrVunpUuXqnHjxpo6daoyMzOVkJAgBwfzEuc77rhDx48fV1xcnCRp3Lhxuv7667V27VpJ5mXfHTt2lK+vr/7xj3/o5MmTGjt2rIYOHaqFCxeW+3pycnLk6emp7OzsMmvKer7qqeyns2v01whQvTCvYCvMLdhCdZlXhSaTWuzYoaN5eZKksNRUJcbEqFNcnPa2bi2DpObOzjrYtSulDGqI6jK3UPswt2ALzCvYSm2ZW+fOndPBgwfVsmXLitWULZabK7m7mx+fPi1dUlIA5VNYZN5QLMwv7NrKSdQil5ujV8oPFrNrTdk9e/ZYZfaLN80aM2aMYmNj9emnn0qSOnbsaPW6r7/+WhEREZKkefPmqX79+ho+fLjOnj2rvn37aunSpZaErCS9//77mjBhgvr37y9JGjx4sBYtWmTpd3Bw0Geffabx48erR48ecnV11ciRIzV79mxbXDYAAGb8kWg3W7KydP74cYVlZkqSOv38s9W9JBm9vbUlK0sRl2woCgAAgBrCzU2y31pE4LLsmpSNiIjQ5RbqlmcRr4uLixYuXHjZFa2NGzfW8uXLL3uc6667TuvWsQszAAB1gTE/XzFr1yo2Pt6q/e2LPpCNHTNGxltvrerQAAAAANQBdk3KAgBQlxWaTNrSoYOM3t7yz8lRzwYNrL8qz0pam/F3ctLkQYP06Z/15Tv9/LPenj1bD02dqsTgYEnmlbIr/yyXBAAAAACViaQsAAB2sDojQxNTU3V++nTFrF2rydu2qX5AgBYEBSnax0dSOZK2qLCeXl6qHxCgJG9vXfy9nMTgYKuasj29vOwUIQAAAOy4DRJwWZUxN+tVQhwAAOAqrM7I0LDkZB0tKJB/ZqZi4+Pln5mpY3l5GpacrNUZGVqdkaEW332nEdOna39goEZs26YWO3ZodUaGvcOvFRwMBi0ICpIkXZrmLn4+PyiIJDgAAIAdODo6SpLOnDlj50iA0hXPzeK5WhGslAUAoAoVmkyaeOCASvtc1SRzQnDc/v06ef68TJLC/kzaftq9u5K8vTUsOVkfhYZaVtOi4qJ9fPRRaKgmpqbK6O1triHr7a3mzs6af9GKZQAAAFQtBwcHeXl5KT09XZLUoEEDGfiw3G4Kiwql89K5c+fkUM/B3uHYlclk0pkzZ5Seni4vLy85OFT8/SApCwBAFdqSlaXzx48rLDNTkrmW6cX3krmWqcnbu8Rri5O2kw4c0JAmTVjFWQmifXw0pEkTbcnKkvHWW7XSyUk9vbx4bwEAAOzMz89PkiyJWdhPkalIv2f/rkOnD6megS/dS5KXl5dljlYUSVkAAKqQMT9fMWvXKjY+3qr97dmzLY9n33WXVvTrJ6nspO2WrCxFNGpUBRHXfg4GA+8lAABANWMwGOTv76+mTZuqoKDA3uHUaafzT2vA5wO0Z9weuTu52zscu3N0dLymFbLFSMoCAFCF/J2cNHnQIH3avbskc7L17dmz9dDUqUoMDpYkjfzySyXGxFi97uKkbeyYMTLeemvVBV3HFZpM5pW0+fnyZyUtAABAlXJwcKiUBBgqLt+Qr99yf5OTs5NcnF3sHU6tQVIWAIAq1NPLS/UDApTk7W1VVzYxOFh7W7eWZF4Je/FK2UuTtkZvb610cqrq0Ouk1RkZmpiaqvNpaYpZu1aTBw1S/YAALaDmLAAAAIBrQCEIAACqkIPBoAVBQZLM9WEvVvy8wNdXSa1ba2/r1pZEbHHSNql1azkGBKinl1eVxVxXrc7I0LDkZB0tKJD/nxuu+Wdm6lhenoYlJ2t1Roa9QwQAAABQQ5GUBQCgikX7+Oij0FA1c3SU0dvbXI7A21vNnZ31cWioFoeESCo7aTs/KIivz9tYocmkiQcOWK1mLlbcNunAARWaShsBAAAAAJdH+QIAAOwg2sdHQ1xdteXRR83lCLp3V08/P0uy9aPQUE1MTS2RtJ3P1+arxJasLJ0/flxhmZmS2HANAAAAQOUiKQsAgJ04uLsrIimp1L4rJW1hW8b8fMWsXavY+HirdjZcAwAAAFAZSMoCAFBNXS5pC9vyd3LS5EGD9Gn37pLYcA0AAABA5SIpCwAAcImeXl6qHxCgJG9vq7qyxRuuGSQ1d3ZmwzUAAAAAFcJGXwAAAJdwMBi0IChI0uU3XJOkzadOaeWJE9p86hQbfwEAAAAoF5KyAADYUOHp09rcsaNW9u2rzUYjSbsaJNrHRx+FhqqZs3OJDdc+Cg2VJLXYtk0jNm3S/qee0ohNm9Rixw6tzsiwc+QAAAAAqjuSsgAA2MjqjAy1+O47jZg+XfsDAzVi2zaSdjVMtI+PDnXtqpV9+ijktde0sk8fHezaVZI0LDlZRwsK5J+Zqdj4ePlnZupYXp6GJSfzbwwAAADgskjKAgBgA6szMkja1RIOBoMiGjXSCF9fRTRqJEmaeOCASlvzXNw26cABVkUDAAAAKBMbfQEAUMkKTabLJu0MMifthjRpIgfDpRVLUd1tycrS+ePHFZaZKUnq9PPPVveSZPT21pasLEsSFwAAAAAuRlIWAIBKRtKudjPm5ytm7VrFxsdbtb89e7blceyYMTLeemtVhwYAAACghiApCwBAJSNpV7v5Ozlp8qBB+rR7d0nmZPvbs2froalTlRgcLMmcdF/p5GTPMAEAAABUYyRlAQCoZCTtareeXl6qHxCgJG9vqxIVicHB2tu6tQySmjs7q6eXl50iBAAAAFDdkZQFAKCSkbSr3RwMBi0ICtKw5GRdWhG4+Pn8oCDqBQMAAAAoUz17BwAAQG1TnLSTRNKulor28dFHoaFq5uwso7e3uRyFt7eaOzvro9BQRfv42DtEAAAAANUYK2UBALCB4qTdxNTUEkm7+UFBJO1qgWgfHw1p0kRbsrJkvPVWrXRyUk8vL5LtAAAAAK6IpCwAADYS7eOjIa6u2vLoo+Yast27q6efH0m7WsTBYFBEo0Zl9heaTOakbX6+/EnaAgAAAPgTSVkAAGzIwd1dEUlJ9g4DdrA6I0MTU1N1Pi1NMWvXavKgQaofEKAFrJQGAAAA6jxqygIAAFSy1RkZGpacrKMFBfLPzFRsfLz8MzN1LC9Pw5KTtTojw94hAgAAALAjkrIAAACVqNBk0sQDB2Qqpa+4bdKBAyo0lTYCAAAAQF1A+QIAAIBKtCUrS+ePH1dYZqYkqdPPP1vdS5LR21tbsrIuW48WAAAAQO1FUhYAAKASGfPzFbN2rWLj463a35492/I4dswYGW+9tapDAwAAAFBNkJQFAACoRP5OTpo8aJA+7d5dknmF7NuzZ+uhqVOVGBwsybxSdqWTkz3DBAAAAGBHJGUBAAAqUU8vL9UPCFCSt7dVXdnE4GDtbd1aBknNnZ3V08vLThECAAAAsDc2+gIAAKhEDgaDFgQFSZIMl/QVP58fFCQHw6W9AAAAAOoKkrIAAACVLNrHRx+FhqqZs7OM3t7mGrLe3mru7KyPQkMV7eNj7xABAAAA2BHlCwAAAGwg2sdHQ5o00ZasLBlvvVUrnZzU08uLFbIAAAAASMoCAADYioPBoIhGjewdBgAAAIBqhvIFAAAAAAAAAFCFSMoCAAAAAAAAQBUiKQsAAAAAAAAAVYiasgAAAHZQaDKZNwHLz5c/m4ABAAAAdQpJWQAAgCq2OiNDE1NTdT4tTTFr12ryoEGqHxCgBUFBivbxsXd4AAAAAGzMruULvv32Ww0aNEgBAQEyGAxas2aNVb/JZFJsbKwCAgLk6uqqiIgIJScnW43Jy8vTY489piZNmsjNzU2DBw/W0aNHrcacOnVKo0aNkqenpzw9PTVq1ChlZWVZjTl8+LAGDRokNzc3NWnSRBMmTFB+fr4tLhsAANRhqzMyNCw5WUcLCuSfmanY+Hj5Z2bqWF6ehiUna3VGhr1DBAAAAGBjdk3K5ubmqkOHDlq0aFGp/bNmzdLcuXO1aNEi7d69W35+foqMjNQff/xhGTNp0iR98sknWrVqlbZu3arTp09r4MCBKiwstIwZOXKkkpKStH79eq1fv15JSUkaNWqUpb+wsFADBgxQbm6utm7dqlWrVunjjz/WlClTbHfxAACgzik0mTTxwAGZSukrbpt04IAKTaWNAAAAAFBb2LV8wR133KE77rij1D6TyaT58+fr2WefVXR0tCQpPj5evr6+WrFihWJiYpSdna133nlHy5YtU79+/SRJy5cvV2BgoL788ktFRUUpJSVF69ev144dO9SlSxdJ0ltvvaVu3bpp//79CgkJ0YYNG/Tjjz/qyJEjCggIkCTNmTNHY8eO1cyZM+Xh4VEF7wYAAKjttmRl6fzx4wrLzJQkdfr5Z6t7STJ6e2tLVpYiGjWyS4wAAAAAbK/a1pQ9ePCg0tLS1L9/f0ubs7OzevXqpW3btikmJkYJCQkqKCiwGhMQEKC2bdtq27ZtioqK0vbt2+Xp6WlJyEpS165d5enpqW3btikkJETbt29X27ZtLQlZSYqKilJeXp4SEhLUu3fvUmPMy8tTXl6e5XlOTo75Pi9Hyis5Picvx+oeqAzMK9gKcwu2UNfn1a9nshWzdq1i4+Ot2t+ePdvyOHbMGP3aNVydGjhUdXg1Wl2fW7Ad5hZsgXkFW2FuwRaYV1envO9TtU3KpqWlSZJ8fX2t2n19ffXbb79Zxjg5OanRJStJfH19La9PS0tT06ZNSxy/adOmVmMuPU+jRo3k5ORkGVOaV155RTNmzCjRHjg3UHIp+9oC5wWW3QlUEPMKtsLcgi3U2Xnl2UF+g6br0+7dJZlXyL49e7YemjpVicHBkswrZdM+HKoHs7+zZ6Q1Vp2dW7A55hZsgXkFW2FuwRaYV+V0rnzDqm1StpjBYLB6bjKZSrRd6tIxpY2vyJhLTZs2TZMnT7Y8z8nJUWBgoI5MPlJqyYOcvBwFzgvUkcePyMOZkgioHMwr2ApzC7ZQ1+dVocmkton7lOTtbVVXNjE4WHtbt5ZBUoCTo04O+EYOV/h7B9bq+tyC7TC3YAvMK9gKcwu2wLy6Ojk5OQp89coJ7GqblPXz85NkXsXq7+9vaU9PT7esavXz81N+fr5OnTpltVo2PT1d3f9cgeLn56cTJ06UOH5GRobVcXbu3GnVf+rUKRUUFJRYQXsxZ2dnOTs7l2j3cPa47CS9Uj9QEcwr2ApzC7ZQl+fVwuDWGpacrEtTrsXPXw9urUYunlUdVq1Rl+cWbIu5BVtgXsFWmFuwBeZVOZVMFZaqnm2jqLiWLVvKz89PGzdutLTl5+frm2++sSRcw8PD5ejoaDXGaDRq3759ljHdunVTdna2du3aZRmzc+dOZWdnW43Zt2+fjEajZcyGDRvk7Oys8PBwm14nAACoW6J9fPRRaKiaOTvL6O2t2DFjZPT2VnNnZ30UGqpoHx97hwgAAADAxuy6Uvb06dM6cOCA5fnBgweVlJSkxo0b67rrrtOkSZP08ssvKzg4WMHBwXr55ZfVoEEDjRw5UpLk6empBx98UFOmTJG3t7caN26sqVOnql27durXr58kqU2bNrr99tv18MMPKy4uTpI0btw4DRw4UCEhIZKk/v3766abbtKoUaP0j3/8QydPntTUqVP18MMPl1qGAAAA4FpE+/hoSJMm2pKVJeOtt2qlk5N6enlRsgAAAACoI+yalN2zZ4969+5teV5cn3XMmDFaunSpnnzySZ09e1bjx4/XqVOn1KVLF23YsEENGza0vGbevHmqX7++hg8frrNnz6pv375aunSpHBwu7Fj8/vvva8KECerfv78kafDgwVq0aJGl38HBQZ999pnGjx+vHj16yNXVVSNHjtTsi3ZCBgAAqEwOBoMiLtmsFAAAAEDdYNekbEREhEwmU5n9BoNBsbGxio2NLXOMi4uLFi5cqIULF5Y5pnHjxlq+fPllY7nuuuu0bt26K8YMAAAAAAAAANei2taUBQAAAAAAAIDaiKQsAAAAAAAAAFQhkrIAAADVldEoxcaa7wEAAADUGnatKQsAAIAy5OZKAQHmx5GRkr+/feMBAAAAUGlYKQsAAFDd5Oaab8XOnrVfLAAAAAAqHStlAQAAqhOj8cIK2WKRkVJCgvmxvz+rZgEAAIAajpWyAAAA1UlcXOnt4eHmW1n9AAAAAGoMVsoCAABUJzEx5pWxZ8+a7yVpzhwpIsL8mFWyAAAAQI1HUhYAAKA6KS5PcHFN2S5dpE6d7BcTAAAAgEpF+QIAAK5Fbq5kMJhvv/xi72gAAAAAADUASVkAACpLWpq9I0Bt4uYmHT8uvfCC1KqVvaMBAAAAUIkoXwAAwLW4+CvmZ8/aLw7UTv7+UmysvaMAAAAAUMlIygIAUBFGo/kWHn6hLTJSSkgwPy6uCwoAAAAAwCUoXwAAQEXExVknZIuFh5tvcXFVHxPqDmoZAwAAADUaSVkAAK6ktARYTIx5VezGjRfGzZljbktIMPcDVYFaxgAAAECNQ/kCAACuRlqadMMNF8oTXFxTtksXqVMn+8WGuoNaxgAAAECNRlIWAIDLyc0lAYbqg1rGAAAAQK1A+QIAAMpiNEru7pKv74W2yEgpMdF8MxolNzfp+HHphRekVq3sFyvqBmoZAwAAALUCSVkAAMpSVoLr0gSYv78UG8sKRdgetYwBAACAWoHyBQAAlCUmxrwy9uxZ871kToBFRJgfk4RFVaOWMQAAAFArkJQFAKAsJMAAAAAAADZA+QIAAK7Eze3CRkqurvaNBZCoZQwAAADUcKyUBQCgPPz9zQkwShaguiiuZQwAAACgxiEpCwBAeZAAAwAAAABUEsoXAAAAAAAAAEAVIikLAABQGxmN5tXdRqO9IwEAAABwCcoXAAAA1Da5uVJAgPlxZCS1kAEAAIBqhpWyAAAAtU1u7oXHZ8/aLw4AAAAApWKlLAAAQG1hNJpv4eEX2iIjpYQE82N/f1bNAgAAANUAK2UBAABqi7g464RssfBw8y0urupjAgAAAFACK2UBAABqi5gYafBg6eRJ8wpZSZozR4qIMD9mlSwAAABQLZCUBQAAqC2KyxNcXFO2SxepUyf7xQQAAACgBMoXAAAgmetwxsaa74Gazs3tQh1ZV1f7xgIAAACgBFbKAgCQmysFBJgfR0byFW/UDv7+0gsvMJ8BAACAaoikLAAAF3/V++xZ+8UBVCZ/f/PqbwAAAADVDklZAEDdZTSabxfvVh8ZeeFr38X1OQEAAAAAqETUlAUA1F1xcdYJ2WLh4eZbXFzVxwQAAAAAqPVYKQsAqLtiYqTBg6WTJ80rZCVpzhwpIsL8mFWyAAAAAAAbICkLAKi7issTXFxTtksXqVMn+8UEVAWj0bwSPCaGDx8AAAAAOyApCwCAm5u5jmx4uOTqau9oANvKzZUCAsyPIyNJygIAAAB2QE1ZAAAkc2LqhRdIUKH2u3hl+Nmz9osDAAAAqMNYKQsAgGROxsbG2jsKwHaMRvPt4s3tIiPNq8SlC+U8AAAAANgcK2UBAADqgrg464RssfBw8y0urupjAgAAAOqoap2UPX/+vJ577jm1bNlSrq6uatWqlf7+97+rqKjIMsZkMik2NlYBAQFydXVVRESEkpOTrY6Tl5enxx57TE2aNJGbm5sGDx6so0ePWo05deqURo0aJU9PT3l6emrUqFHKysqqissEAACwvZgY86rYjRsvtM2ZY25LSDD3AwAAAKgS1Top+9prr+nNN9/UokWLlJKSolmzZukf//iHFi5caBkza9YszZ07V4sWLdLu3bvl5+enyMhI/fHHH5YxkyZN0ieffKJVq1Zp69atOn36tAYOHKjCwkLLmJEjRyopKUnr16/X+vXrlZSUpFGjRlXp9QIAANiMv7/UqZPUrduFti5dzG2dOlG6AAAAAKhC1bqm7Pbt2zVkyBANGDBAktSiRQutXLlSe/bskWReJTt//nw9++yzio6OliTFx8fL19dXK1asUExMjLKzs/XOO+9o2bJl6tevnyRp+fLlCgwM1JdffqmoqCilpKRo/fr12rFjh7p06SJJeuutt9StWzft379fISEhdrh6AAAAG3BzM6+MDQ+XXF3tHQ0AAABQJ1XrpOytt96qN998U6mpqWrdurW+++47bd26VfPnz5ckHTx4UGlpaerfv7/lNc7OzurVq5e2bdummJgYJSQkqKCgwGpMQECA2rZtq23btikqKkrbt2+Xp6enJSErSV27dpWnp6e2bdtWZlI2Ly9PeXl5luc5OTnm+7wcKa/k+Jy8HKt7oDIwr2ArzC3YAvOqejA0dpfTs08rv7G7TLXk34K5BVthbsEWmFewFeYWbIF5dXXK+z6VOyk7efLkcp987ty55R57OU899ZSys7N14403ysHBQYWFhZo5c6ZGjBghSUpLS5Mk+fr6Wr3O19dXv/32m2WMk5OTGjVqVGJM8evT0tLUtGnTEudv2rSpZUxpXnnlFc2YMaNEe+DcQMml7OsKnBdYdidQQcwr2ApzC7bAvKoGHCXFv2rvKCodcwu2wtyCLTCvYCvMLdgC86qczpVvWLmTsnv37i3XOIPBUN5DXtG///1vLV++XCtWrFBoaKiSkpI0adIkBQQEaMyYMWWe02QyXTGOS8eUNv5Kx5k2bZpVsjonJ0eBgYE6MvmIPDw8SozPyctR4LxAHXn8iDycS/YDFcG8gq0wt2ALzKuawWBMk9PbS5T/0P0y+fvZO5xyYW7BVphbsAXmFWyFuQVbYF5dnZycHAW+euUEdrmTsl9//fU1BVQRTzzxhJ5++mndc889kqR27drpt99+0yuvvKIxY8bIz8/8PwlpaWnyv2hzivT0dMvqWT8/P+Xn5+vUqVNWq2XT09PVvXt3y5gTJ06UOH9GRkaJVbgXc3Z2lrOzc4l2D2ePy07SK/UDFcG8gq0wt2ALzKtqLDdXamku3eR8x0CpRWs7B3R1mFuwFeYWbIF5BVthbsEWmFflVDJVWKp6to3i2pw5c0b16lmH6ODgoKKiIklSy5Yt5efnp40bN1r68/Pz9c0331gSruHh4XJ0dLQaYzQatW/fPsuYbt26KTs7W7t27bKM2blzp7Kzsy1jAAAA6oTc3AuPz561XxwAAABALVbhjb52796tDz/8UIcPH1Z+fr5V3+rVq685MEkaNGiQZs6cqeuuu06hoaHau3ev5s6dqwceeECSueTApEmT9PLLLys4OFjBwcF6+eWX1aBBA40cOVKS5OnpqQcffFBTpkyRt7e3GjdurKlTp6pdu3bq16+fJKlNmza6/fbb9fDDDysuLk6SNG7cOA0cOLDMTb4AAABqFaPRfAsPv9AWGSklJJgf+/ubbwAAAACuWYVWyq5atUo9evTQjz/+qE8++UQFBQX68ccftWnTJnl6elZacAsXLtSwYcM0fvx4tWnTRlOnTlVMTIxefPFFy5gnn3xSkyZN0vjx49W5c2cdO3ZMGzZsUMOGDS1j5s2bp6FDh2r48OHq0aOHGjRooLVr18rBwcEy5v3331e7du3Uv39/9e/fX+3bt9eyZcsq7VoAANWA0SjFxprvAViLi7NOyBYLDzff/vzgGgAAAMC1q9BK2Zdfflnz5s3To48+qoYNG2rBggVq2bKlYmJirGq7XquGDRtq/vz5mj9/fpljDAaDYmNjFRsbW+YYFxcXLVy4UAsXLixzTOPGjbV8+fJriBYAUK3l5koBAebHkZGs+AMuFRMjDR4snTxp/hmRpDlzpIgI82N+ZgAAAIBKU6Gk7C+//KIBAwZIMm92lZubK4PBoMcff1x9+vTRjBkzKjVIAACuSW4udTKBKykuT3Dxz0qXLlKnTvaLCQAAAKilKlS+oHHjxvrjjz8kSc2aNdO+ffskSVlZWTpz5kzlRQcAwLUyGiV3d8nX90JbZKSUmGi+UcoAsObmdqGOrKtryX7KgAAAAADXrEJJ2Z49e2rjxo2SpOHDh2vixIl6+OGHNWLECPXt27dSAwQA4JqUVQeTOplA2fz9pRdeKFmyoLgMyIwZ0q+/2ic2AAAAoBaoUPmCRYsW6dy5c5KkadOmydHRUVu3blV0dLSmT59eqQECAHBNYmLMK2PPnqVOJlBe/v7m1bCXogwIAAAAUCmuOil7/vx5rV27VlFRUZKkevXq6cknn9STTz5Z6cEBAHDNqJMJXDuj0XwLD7/QFhl5ocxB8c8ZAAAAgHK56vIF9evX1yOPPKK8vDxbxAMAgG1cqU4mgLLFxVknZItRBgQAAACokAqVL+jSpYv27t2r66+/vrLjAQDAdsqqkwng8mJipMGDpZMnKQMCAAAAVIIKJWXHjx+vKVOm6OjRowoPD5ebm5tVf/v27SslOAAAKlVZdTIBXN7F5QkSEsyrYyMiKAMCAAAAVFCFkrJ33323JGnChAmWNoPBIJPJJIPBoMLCwsqJDgCAq2E0mr9GHRPDyj3AXvg5BAAAAK6oQknZgwcPVnYcAABcm9xcKSDA/DgykmQQYCuXKwPCzyEAAABQLhVKylJLFgBQ7eTmXnh89qz94gBqu8uVAeHnEAAAACiXCiVlP/3001LbDQaDXFxcFBQUpJYtW15TYAAAlIvRaL5dvDN8ZKS57qVkXQsTgG3wcwgAAABclQolZYcOHWqpIXuxi+vK3nrrrVqzZo0aNWpUKYECAFCquDhpxoyS7cXJoRdeYHMvwNb4OQQAAACuSr2KvGjjxo26+eabtXHjRmVnZys7O1sbN27ULbfconXr1unbb79VZmampk6dWtnxAgBgLSbGvBpv48YLbXPmmNsSEsz9AGyrvD+HRqM5OWs02iVMAAAAoLqo0ErZiRMnavHixerevbulrW/fvnJxcdG4ceOUnJys+fPn64EHHqi0QAEAKFXx16IvrmXZpYvUqZP9YgLqmovLEyQkmFfIRkRY/xyyCRgAAABgUaGVsr/88os8PDxKtHt4eOjXX3+VJAUHB+v333+/tugAACgvN7cL9StdXe0bC4CSLt0E7OLnAAAAQB1ToaRseHi4nnjiCWVkZFjaMjIy9OSTT+rmm2+WJP38889q3rx55UQJAEB5+Puba1eyAg+wn0t/Do1GKTFR8vW9MCYyUnJ3N7dTygAAAAB1UIWSsu+8844OHjyo5s2bKygoSMHBwWrevLkOHTqkt99+W5J0+vRpTZ8+vVKDBQDgsvz9zfUqScoC9nPpz2Fc3IUNvy4VHm7uBwAAAOqYCtWUDQkJUUpKir744gulpqbKZDLpxhtvVGRkpOrVM+d5hw4dWplxAgBgXlEXF2feNIjEK1AzxMRIgwdLJ0+aV8hK5k3AunQxlxrhZxkAAAB1UIWSspJkMBh0++23KyIiQs7OzjIYDJUZFwAA1tgkCKiZytqMr0ePkmP54AUAAAB1RIXKFxQVFenFF19Us2bN5O7uroMHD0qSpk+frnfeeadSAwQAQBKbBAE13ZU24yv+4GXGDOnPjWMBAACA2qpCSdmXXnpJS5cu1axZs+Tk5GRpb9eunaWmLAAAlYJNgoDa43Kb8V36wQsAAABQi1UoKfvee+9p8eLFuvfee+Xg4GBpb9++vX766adKCw4AADYJAmqR0jbjK+uDl8REPngBAABArVWhpOyxY8cUFBRUor2oqEgFBQXXHBQAABYxMeavPG/ceKFtzhxp61Zze0yM/WIDcO3K+uAlPJwPXgAAAFBrVWijr9DQUG3ZskXXX3+9VfuHH36osLCwSgkMAABJFzYJksxJ2PBwKSJC6tTJrmEBqCQxMdLgwdLJk+YVspL5g5eICPNjNvwCAABALVShpOwLL7ygUaNG6dixYyoqKtLq1au1f/9+vffee1q3bl1lxwgAAIDaqrwfvBiN5lWzMTEkagEAAFDjVah8waBBg/Tvf/9bn3/+uQwGg55//nmlpKRo7dq1iixe4QAAQGW73CZBAGqv3FwpIECaMUP69Vd7RwMAAABcswqtlJWkqKgoRUVFVWYsAABcXvEmQQBqp7I+eMnNvfD47Fnzcze3qo0NAAAAqEQVWinbqlUrZWZmlmjPyspSq1atrjkoAAAA1EHFH7wUJ2WNRikxUfL1vTAmMlJydze3G412CRMAAAC4VhVKyh46dEiFhYUl2vPy8nTs2LFrDgoAUIcZjeakDMkWAHFx5hqzpQkPN/cDAAAANdBVlS/49NNPLY+/+OILeXp6Wp4XFhbqq6++UosWLSotOABAHVNcN1Iyr4ajdixQt8XESIMHSydPmn8nSNKcOVKXLpKrK78jAAAAUGNdVVJ26NChkiSDwaAxY8ZY9Tk6OqpFixaaM2dOpQUHAKhjLq0bCaBu8/e/kHhNSDCvjo2IkDp1smtYAAAAwLW6qqRsUVGRJKlly5bavXu3mjRpYpOgAAB1jNFovl38NeXISHMSRrJOzABAKQzGNL3wtWQYkya18LB3OAAAAMBlVaim7MGDB0nIAgAqT1l1I8PDqRsJwMzfX3rhhdI/oMnNVcOWIYr9RjIcPFj1sQEAAABX6apWyl7sq6++0ldffaX09HTLCtpi77777jUHBgCoQ8qqGxkRYX7MKlkA/v7mTQBLY1X65FyVhAMAAABciwolZWfMmKG///3v6ty5s/z9/WUwGCo7LgBAXULdSAAVUUrpE/cBQyl9AgAAgGqvQknZN998U0uXLtWoUaMqOx4AAACgfOLipBkzSrYXJ2lfeKHs1bUAAACAHVUoKZufn6/u3btXdiwAAFy+biQAXKyU0idnX5sp1363m/v5PQIAAIBqqkIbfT300ENasWJFZccCAKgLjEbzyjWjsfT+4rqRJFMAXIm/v7nMSb9+Or39G0lS4W23mts6deL3CAAAAKqtCq2UPXfunBYvXqwvv/xS7du3l6Ojo1X/3LlzKyU4AEAtZDSav248eDAJEwBVw2g0lzqIieH3DgAAAKqFCiVlv//+e3Xs2FGStG/fvsqMBwBQm6WnX6j1ePKkecd0Nzf7xgSgVjD5+Sm2lzTFz69kJx8GAQAAoJqpUFL266+/ruw4AAC1WSk7pBfXf1RCAjukA7hmJn8/zegtTfa/JCnLh0EAAACohq4qKRsdHX3FMQaDQR9//HGFAwIA1EJl7ZAumZMl7JAOoLLxYRAAAACqsava6MvT0/OKNw8Pj0oN8NixY7rvvvvk7e2tBg0aqGPHjkpISLD0m0wmxcbGKiAgQK6uroqIiFBycrLVMfLy8vTYY4+pSZMmcnNz0+DBg3X06FGrMadOndKoUaMs1zFq1ChlZWVV6rUAQJ0VE2NOgmzceKFtzhxp61Zze0yM/WIDUDvFxVknZC8WHm7uBwAAAOzkqlbKLlmyxFZxlOrUqVPq0aOHevfurf/+979q2rSpfvnlF3l5eVnGzJo1S3PnztXSpUvVunVrvfTSS4qMjNT+/fvVsGFDSdKkSZO0du1arVq1St7e3poyZYoGDhyohIQEOTg4SJJGjhypo0ePav369ZKkcePGadSoUVq7dm2VXjMA1ErFK9Jycy+0deki9ehhv5gA1G4xMeYasidPXlghO2eO+XePqyurZAEAAGBXFaopW1Vee+01BQYGWiWDW7RoYXlsMpk0f/58Pfvss5bSCvHx8fL19dWKFSsUExOj7OxsvfPOO1q2bJn69esnSVq+fLkCAwP15ZdfKioqSikpKVq/fr127NihLl26SJLeeustdevWTfv371dISEip8eXl5SkvL8/yPCcnx3yflyPllRyfk5djdQ9UBuYVbMUmc6u+VG/7N3Lv1kunHQpVxLytc/idBVspMbcau0mNgyRd9Hune2cVhbW78CLmIcqB31uwBeYVbIW5BVtgXl2d8r5PBpPJZLJxLBV20003KSoqSkePHtU333yjZs2aafz48Xr44YclSb/++qtuuOEGJSYmKiwszPK6IUOGyMvLS/Hx8dq0aZP69u2rkydPqlGjRpYxHTp00NChQzVjxgy9++67mjx5colyBV5eXpo3b57uv//+UuOLjY3VjNJqJD4tyeWaLx8Aaiy/P6SYPVJcZymtYfn7AMAWwo5LiYulTuOkvQH2jgYAAAC12jlJr0rZ2dmXLfNarVfK/vrrr3rjjTc0efJkPfPMM9q1a5cmTJggZ2dnjR49WmlpaZIkX19fq9f5+vrqt99+kySlpaXJycnJKiFbPKb49WlpaWratGmJ8zdt2tQypjTTpk3T5MmTLc9zcnIUGBioI5OPlPqm5+TlKHBeoI48fkQezpVbexd1F/MKtnItc6ve3iS5z+mlqa9+o6KwjqWOmVxqK2o7fmfBVi43twzGNOX5LNE3D90vk7+fnSJETcXvLdgC8wq2wtyCLTCvrk5OTo4CXw284rhqnZQtKipS586d9fLLL0uSwsLClJycrDfeeEOjR4+2jDMYDFavM5lMJdoudemY0sZf6TjOzs5ydnYu0e7h7HHZSXqlfqAimFewlaueW+npUrdekiT30/kS8xKl4HcWbKXUudXCQ3rpFZX8qw0oP35vwRaYV7AV5hZsgXlVTuX8o7OebaO4Nv7+/rrpppus2tq0aaPDhw9Lkvz8zCsdLl3Nmp6eblk96+fnp/z8fJ06deqyY06cOFHi/BkZGSVW4QIAymA0SomJ0sW/NyMjzW2JieZ+AAAAAABQvZOyPXr00P79+63aUlNTdf3110uSWrZsKT8/P23cuNHSn5+fr2+++Ubdu3eXJIWHh8vR0dFqjNFo1L59+yxjunXrpuzsbO3atcsyZufOncrOzraMAQBcQVycFB5esj083HyLi6v6mACgPIxGKTaWD48AAABQZap1+YLHH39c3bt318svv6zhw4dr165dWrx4sRYvXizJXHJg0qRJevnllxUcHKzg4GC9/PLLatCggUaOHClJ8vT01IMPPqgpU6bI29tbjRs31tSpU9WuXTv169dPknn17e23366HH35YcX8mDcaNG6eBAwcqJCTEPhcPADVNTIw0eLB08qR5hawkzZkjRUSYH/v72y00ALgso1GaMcP8O4zfVQAAAKgC1Tope/PNN+uTTz7RtGnT9Pe//10tW7bU/Pnzde+991rGPPnkkzp79qzGjx+vU6dOqUuXLtqwYYMaNrywpfe8efNUv359DR8+XGfPnlXfvn21dOlSOTg4WMa8//77mjBhgvr37y9JGjx4sBYtWlR1FwsANZ2/v/mWm3uhrUsXqVMn+8UEAFeSnn5hlf/Jk/aNBQAAAHVGtU7KStLAgQM1cODAMvsNBoNiY2MVGxtb5hgXFxctXLhQCxcuLHNM48aNtXz58msJFQAgSW5uUkKCOcnh6mrvaACgdEaj+XZx2ZXISPPvL+nCB00AAACADVTrmrIAgGrqSvUX/f2lF14goQGg+qIONgAAAOyo2q+UBQBUM7m5UkCA+XFkZOmJV39/c9IWAKor6mADAADAjkjKAgCuzsU1Y8+eNT93c7NfPABQEReXJyguuRIRQR1sAAAAVAnKFwAAysdolBITJV/fC22RkZK7u7m9rFIGAAAAAADACklZAED5lFV/UaL+IoCajTrYAAAAqGKULwAAlE9Z9Re7dJFcXUlmAKi5qIMNAACAKkZSFgBQPtRfBAAAAACgUlC+AAAAAAAAAACqEElZAMDVo/4igLrEaDSXN2BDQwAAAFQSkrIAgKtXXH+RpCyAusBolGbMICkLAACASkNSFgBQKoMxTS98bb4HgDopN1dKTzfX0JbMGx0CAAAAlYCNvgAAJeXmqmHLEMVKOn3woNSitb0jAoCqZTRKAQHWbZGR5o0OJevNDwEAAICrxEpZAEBJubkXHp89Z784AMBe4uJKbw8PN9/K6gcAAADKgZWyAIALjEbzrfirupLcBwxlZRiAuicmxrwy9uxZ870kzZkjRUSYH/O7EAAAANeAlbIAgAvi4qwSshasDANQ1/j7Sz16SP36XfhgKiJC6tTJfCMpCwAAgGvASlkAwAUxMdLgwebNbP5cGXb2tZly7Xe7uZ8kBAAAAAAA14ykLADggovKE5ze/o3cu/VS4W23mleFAUBd5e8vvfACH0wBAACg0pCUBQAAAC7H31+KjbV3FAAAAKhFqCkLACiVyc9Psb3M9wCAMhiN5oSt0WjvSAAAAFCDkJQFAJTK5O+nGb3N9wCAMhiN0owZJGUBAABwVUjKAgAAABWRni6Fh5sfnzxp31gAAABQo1BTFgAAALgaRqP5VpyQlaTISCkhwfz4ok0TAQAAgNKwUhYA6irqIAJAxcTFWSdki4WHm29xcVUfEwAAAGoUkrIAUFdRBxEAKiYmxrwqduPGC21z5pjbEhLM/QAAAMBlUL4AAOoi6iACQMVdXJ4gIcH8+zQiQurUya5hAQAAoOYgKQsAdQl1EAEAAAAAsDvKFwBAXUIdRACoXP7+0gsv8IEWAAAArgorZQGgLomJkQYPNpcsiIw0t82ZY/7arURSAQCulr+/edNEAAAA4CqQlAWAuoQ6iAAAAAAA2B3lCwAAAABbMRrNK2mNRntHAgAAgGqEpCwA1FXUQQQA2zMapRkzSMoCAADACuULAKCuog4iANhObq75Vry54smT9o0HAAAA1QpJWQAAAKAyGY1SQIB1W2SkuZa3ZF3fGwAAAHUS5QsAAACAyhQXV3p7eLj5VlY/AAAA6gxWygIAAACVKSbGvDL27FnzvSTNmSNFRJgfs0oWAACgziMpCwC1mdFoXpEVE0MSAACqysXlCRISzKtjIyKkTp3sGhYAAACqD8oXAEBtxq7fAAAAAABUOyRlAaC2Sk9n128AsDd/f+mFF/i2AgAAAKxQvgAAahuj0XwrTshK7PoNAPbi7y/Fxto7CgAAAFQzrJQFgNomLs46IVuMXb8BAAAAAKgWSMoCQG0TE2NeFbtx44W2OXPMbQkJ5n4AgP0ZjeZVtNT9BgAAqHMoXwAAtQ27fgNAzVC8GePgwZSVAQAAqGNq1ErZV155RQaDQZMmTbK0mUwmxcbGKiAgQK6uroqIiFBycrLV6/Ly8vTYY4+pSZMmcnNz0+DBg3X06FGrMadOndKoUaPk6ekpT09PjRo1SllZWVVwVQAAAKhzcnOls2fNj4vvAQAAUGfUmKTs7t27tXjxYrVv396qfdasWZo7d64WLVqk3bt3y8/PT5GRkfrjjz8sYyZNmqRPPvlEq1at0tatW3X69GkNHDhQhYWFljEjR45UUlKS1q9fr/Xr1yspKUmjRo2qsusDAJtg128AqF6MRikxUXJ3l2691dx2663mtsREShkAAADUETUiKXv69Gnde++9euutt9SoUSNLu8lk0vz58/Xss88qOjpabdu2VXx8vM6cOaMVK1ZIkrKzs/XOO+9ozpw56tevn8LCwrR8+XL98MMP+vLLLyVJKSkpWr9+vd5++21169ZN3bp101tvvaV169Zp//79drlmAKgUxbt+k5QFgOqBzRgBAACgGlJT9tFHH9WAAQPUr18/vfTSS5b2gwcPKi0tTf3797e0OTs7q1evXtq2bZtiYmKUkJCggoICqzEBAQFq27attm3bpqioKG3fvl2enp7q0qWLZUzXrl3l6empbdu2KSQkpNS48vLylJeXZ3mek5Njvs/LkfJKjs/Jy7G6ByoD8wq2wtyCLTCvYCs1ZW4Zxo6U4fY+0slTch8wVJJ09rWZKrzNvGrW5OcnUzW/hrqmpswt1CzMK9gKcwu2wLy6OuV9n6p9UnbVqlVKTEzU7t27S/SlpaVJknx9fa3afX199dtvv1nGODk5Wa2wLR5T/Pq0tDQ1bdq0xPGbNm1qGVOaV155RTNmzCjRHjg3UHIp+5oC5wWW3QlUEPMKtsLcgi0wr2ArNWluhY2TEhdLPX55VnspK1vt1aS5hZqDeQVbYW7BFphX5XSufMOqdVL2yJEjmjhxojZs2CAXl7KznAaDweq5yWQq0XapS8eUNv5Kx5k2bZomT55seZ6Tk6PAwEAdmXxEHh4eJcbn5OUocF6gjjx+RB7OJfuBimBewVaYW7AF5hVspSbOrXp7k6TFvfTt/d+oKKyjvcNBGWri3EL1x7yCrTC3YAvMq6uTk5OjwFevnMCu1knZhIQEpaenK/yiuluFhYX69ttvtWjRIku917S0NPlfVC8xPT3dsnrWz89P+fn5OnXqlNVq2fT0dHXv3t0y5sSJEyXOn5GRUWIV7sWcnZ3l7Oxcot3D2eOyk/RK/UBFMK9gK8wt2ALzCrZSo+bW9cHSCy/I/fpgqabEXIfVqLmFGoN5BVthbsEWmFflVDJVWKpqvdFX37599cMPPygpKcly69y5s+69914lJSWpVatW8vPz08aNGy2vyc/P1zfffGNJuIaHh8vR0dFqjNFo1L59+yxjunXrpuzsbO3atcsyZufOncrOzraMAYBqyWg0b+TFbt0AUPOwGSMAAECdVa1Xyv5/e/ceHVV573/8M9xCyA2DhUxKuNmoXIUESmNSE5QARzFSV4UWBVv9lTkLggSQ6mnrIbhasFbAChWCv7Za0SWr63jBYw8QFGNTpWBCiheKN46gToy/ggnECEj274/tTGYmc8skc8nk/Vpr1kz23s/Ok+S7Ms/+zrO/T0pKisaNG+e2LSkpSYMGDXJuLysr09q1a5Wdna3s7GytXbtWAwYM0Pz58yVJaWlpuv3227Vy5UoNGjRI6enpuvPOOzV+/HhNnz5dkjR69GjNmjVLP/nJT1Tx9Yq3ixYt0uzZs30u8gUAMcFul9askUpKuKgHgHhjt0sVFZLNxv94AACAOBPTSdlg/PSnP1VLS4sWL16sU6dOaerUqdqzZ49SUlKcx2zcuFF9+vTR3Llz1dLSomuuuUaPPvqoevfu7TzmiSee0B133KEZM2ZIkkpKSrR58+aI/zwAELSGBslR3uXkyej2BQDQ9fjgDQAAIG51u6Tsyy+/7Pa1xWJReXm5ysvLfbbp37+/Nm3apE2bNvk8Jj09Xdu3b++iXgJAGNnt5sOl3raKi6WaGvO11crFOwB0Z83N5nNLi/szAAAA4kZM15QFAHhRUeGekHXIzTUfX5dhAQB0Q3a7lJxsPgoKzG0FBVJtrfmghjgAAEBcICkLAN2NzWbOinVZwFDr15vbamrM/QCA7snXB2t88AYAABBXul35AgDo8VzLE9TUmBfpRUVSTk5UuwUA6AI2m1mSpqXFfJbMD96KiszXlKcBAACICyRlAQAAgFjBB28AAAA9AuULAKA7s1ql1auZOQUAAAAAQDfCTFkA6M6sVqm8PNq9AACEAx+8AQAAxC2SsgAAAEAs4oM3AACAuEX5AgAAAAAAAACIIJKyAAAAAAAAABBBJGUBINbZ7ebtq3Z7tHsCAIgVvDcAAAB0ayRlASDW2e3SmjVceAMA2vDeAAAA0K2RlAWAWNbcLLW0mK8dzwCAnq2hQcrNNV+fPBndvgAAACAkfaLdAQCAF3a7+XBcdEtSQYFUU2O+tlrNBwCg5/D23lBczHsDAABAN8RMWQCIRRUV7hfdDrm55qOiIvJ9AgBEF+8NAAAAcYOZsgAQi2w2qaTEvC21uNjctn69VFRkvmYmFAD0PI73hpYWqa5OKi2VNm+W8vLM/bw3AAAAdBskZQEgFrneglpTY86AKiqScnKi2i0AQBS5vjckJprPeXm8NwAAAHRDlC8AAAAAAAAAgAgiKQsAsc5qlVav5rZUAEAb3hsAAAC6NZKyABDrrFapvJwLbwBAm0DvDXa7ud9uj2SvAAAAECSSsgAAAEC8sdulNWtIygIAAMQokrIAEG3MZgIAdKWGBnOBSEk6eTK6fQEAAIBXJGUBINqYzQQA6Ap2u1RbKw0Z0ratuNjcVlvL+wwAAEAMISkLANHEbCYAQFepqGh7T3GVm2s+Kioi3ycAAAB41SfaHQCAHsluNx+uF8/FxVJNjfnaamVhLwBAx9hsUkmJ1NIi1dVJpaXS5s1SXp65n/cVAACAmEFSFgCioaLCLFngyZGkXb3arDMLAECwXD/QS0w0n/PypJyc6PUJAAAAXpGUBYBocMxmOnnSnCErSevXS0VF5mtmMwEAAAAAELdIygJANLjOZqqpMWfIFhUxmwkA0DWsVvOuC28f8tnt5h0bNhsfAgIAAEQJC30BAAAA8cZqNcvg+ErKrlljPgMAACAqSMoCQLT5m80EAEBXam42FwKT2p4BAAAQcZQvAIBI8HerqGM2EwAA4WK3mw/HgpKSVFBgltCR3MvqAAAAIOyYKQsAkcCtogCAaKqocE/IOuTmmo+Kisj3CQAAoAdjpiwAhFNzs/lwXAifPBnd/gAAeiabTSopMd+HiovNbevXm4tMSsySBQAAiDCSsgAQLna7lJnpvq24mFtFAQCR5/qeU1NjflhYVCTl5ES1WwAAAD0V5QsAIFx83QrKraIAAAAAAPRozJQFgHCx2dpuEa2rk0pLpc2bpbw8cxuzZAEA0WC1SqtX8z4EAAAQRSRlASBcXG8VTUw0n/PyuFUUABBdVqtUXu57v91u3s1hs5G4BQAACBPKFwAAAABoY7dLa9aYzwAAAAgLkrIA0BXsdnPWka8LWG4VBQB0Bw0NZt1zSTp5Mrp9AQAAiGMkZQGgKwSaVeS4VZSkLAAgFtntUm2tNGRI27biYnNbbS2zZgEAALoYSVkA6CxmFQEAuruKirb3Mle5ueajoiLyfQIAAIhjLPQFAKGy282H60VscbFUU2O+dl3oCwCAWGazSSUlUkuLVFcnlZZKmzebC1RKvJ8BAAB0MZKyABCqigqzZIEnR5J29Wr/q1sDABArXD9ITEw0n/PypJyc6PUJAAAgjpGUBYBQMasIANDT2O3mh5I2G+9zAAAAnRDTNWXXrVunKVOmKCUlRYMHD9acOXN09OhRt2MMw1B5ebkyMzOVmJiooqIivfXWW27HnD17VkuXLtXFF1+spKQklZSU6KOPPnI75tSpU1qwYIHS0tKUlpamBQsW6PPPPw/3jwigO7NazRlE+fltiVjHrKKcHC5WAQDdk9Vq3u3h7X0s0MKWAAAACEpMJ2Wrqqq0ZMkS7d+/X5WVlfrqq680Y8YMNTc3O4+5//77tWHDBm3evFkHDx5URkaGiouLdfr0aecxZWVleuaZZ/TUU0+purpaZ86c0ezZs3XhwgXnMfPnz1ddXZ127dqlXbt2qa6uTgsWLIjozwsgxtntZjkCLkQBAPHMajXf7zyTsixsCQAA0GViunzBrl273L7+4x//qMGDB6umpkZXXXWVDMPQgw8+qJ///Oe68cYbJUmPPfaYhgwZoieffFI2m02NjY36/e9/r8cff1zTp0+XJG3fvl1ZWVnau3evZs6cqSNHjmjXrl3av3+/pk6dKkl65JFHlJeXp6NHj+qyyy7z2r+zZ8/q7Nmzzq+bmprM57NN0tn2xzedbXJ7BroCcRU5vT58V8lr1ujMrKvVmp7kts+Snqx+P79b59KTZcTJ34LYQjgQVwgXYit8LPZ6WerrlZxX2LaxuFhnXquSJBkZGTKsGVHqXfgRWwgH4grhQmwhHIirjgn292QxDMMIc1+6zHvvvafs7Gy98cYbGjdunD744ANdcsklqq2t1aRJk5zH3XDDDRo4cKAee+wxvfTSS7rmmmt08uRJXXTRRc5jrrjiCs2ZM0dr1qzRH/7wB61YsaJduYKBAwdq48aN+vGPf+y1P+Xl5VrjbZGfuyX174qfGEAsGHDOfJ5YL/3tD1L+bdKrw6LbJwAAImX1Pqm8yvf+8kJpzbTI9QcAACCmfSnpPqmxsVGpqak+D4vpmbKuDMPQihUrVFBQoHHjxkmS6uvrJUlDhgxxO3bIkCH68MMPncf069fPLSHrOMbRvr6+XoMHD273PQcPHuw8xpv/+I//0IoVK5xfNzU1KSsrSydWnPD6S28626SsjVk6sfyEUhN8/1GAjiCuwstir1fKSPfZ8n/7g3rE7CBiC+FAXCFciK3wsdxarzP19VJLi3offkOJZavU8uBvdGHqtyVJKzMytCJO3wslYgvhQVwhXIgthANx1TFNTU3Kui8r4HHdJilbWlqqw4cPq7q6ut0+i8Xi9rVhGO22efI8xtvxgc6TkJCghISEdttTE1L9Bmmg/UAoiKsweXSD183OWzhXrzbr7sUxYgvhQFwhXIitMBiRKo241Hyd9g1JUuJ3rzYXtfRkt0sVFZLNFncLXhJbCAfiCuFCbCEciKsgtU8VehXTC305LF26VDt37tS+ffs0dOhQ5/aMDPMTec/ZrA0NDc7ZsxkZGTp37pxOnTrl95hPP/203ff97LPP2s3CBdDD2GxSdbVUWdm2bf16qabGfNhs0esbAACxxm6X1qxhUUwAAIAAYjopaxiGSktL9fTTT+ull17SyJEj3faPHDlSGRkZqnRJlpw7d05VVVW68sorJUm5ubnq27ev2zF2u11vvvmm85i8vDw1NjbqwIEDzmP+/ve/q7Gx0XkMgB7KapXy86Xp080krCQVFZmzg3Jy4m4WEAAAflmt5l0i3t7/mpullhbzteMZAAAAXsV0+YIlS5boySef1HPPPaeUlBTnjNi0tDQlJibKYrGorKxMa9euVXZ2trKzs7V27VoNGDBA8+fPdx57++23a+XKlRo0aJDS09N15513avz48Zo+fbokafTo0Zo1a5Z+8pOfqKKiQpK0aNEizZ49W5dddpn3zgGIP3F8yyUAAF3Cam1ftsduNx+5uW3bCgraPsy0WnlfBQAA8BDTM2W3bNmixsZGFRUVyWq1Oh87duxwHvPTn/5UZWVlWrx4sSZPnqyPP/5Ye/bsUUpKivOYjRs3as6cOZo7d67y8/M1YMAAPf/88+rdu7fzmCeeeELjx4/XjBkzNGPGDE2YMEGPP/54RH9eAFEW6JZLf7ODAADoqSoq3BOyDrm55uPrSQ+y282ELqUNAAAAYnumrGEYAY+xWCwqLy9XuZ+Fdvr3769NmzZp06ZNPo9JT0/X9u3bQ+kmgHjQ0NB2QXnypPdjvM0OAgCgp7PZpJISs2RBXZ1UWipt3izl5Zn7HR9mOj78LCnhA04AANDjxXRSFgDCztstl8XF3HIJAECwXN8rExPN57w8s/a6g2e92eZmKSkpsv0EAACIITFdvgAAwi7YWy4BAEDH2e1Sba2UnGzWmZXM5+RkczulDAAAQA9FUhZAz+JZz85mM2fFVlebt1pK5nNNjfmw2aLWVQAAuh3P+uu+PvyU2n/4Sc1ZAADQg1C+AEDP4lnPLphbLgEAQHA866/7qjc7caL5vutaIoiaswAAoAchKQugZ2huNh+BFvMCAABdJ9gPPz1rzgIAAMQ5krIA4p/dLmVmum/ztpiX5y2XAAAgvLwtuFlQwIKbAAAg7lFTFkD887VYl+diXo5bLrn4AwCg63n78DPYBTepNwsAAOIMM2UBxBe73byAs9naLvpsNnNmrORezy4vz9xGEhYAgPDzrDcr+a456/keTb1ZAAAQZ0jKAogv3i7aWMwLAIDYFMx7tGe92eZmKSkpsv0EAADoYiRlAcQPFgkBACB++Ko3K5k1Z6k3CwAAujFqygLo/ux2qbZWSk5uu1grKDC31da6159jMS8AAGKT53u0r3qzknu9WQAAgG6IpCyA7i/YRUIkFvMCACBWeb5H22zmjNjqarPOrGQ+V1eb2222trYsBAYAALoZyhcA6P6CXSQEAAB0Hx2pCc9CYAAAoJshKQuge7HbzZmvNhsLeQEAAGrKAwCAbonyBQC6F8dMGG5PBACg5/BWE74jNeUBAABiDElZAN2H50yY5ub2x7CQFwAA8cdbTfiO1JQHAACIMZQvABD77Hbz4Xrh5ZgRU1PjXr7AcdEGAADiW7A15b2VPgIAAIgyZsoCiH2+ZsJIzIQBAKCnslrN+vH5+W2JWEdN+Zwc96QspY8AAECMYaYsgNjnaybMxInmwl7MegEAAN54K32UlBTdPgEAAIikLIBY5HmboWt5gsRE89kxEwYAAMCzpnxHSh9R3gAAAEQB5QsAxB5uMwQAAB3huRBYR0ofMe4AAABRwExZALHF8zZDT54zYQAAADwFW/oo0LgDAAAgTEjKAogNvm4zrKkxX7uWMSgvj0oXAQBANxGo9JHdLtXWBh53SLLY67V6n2S5tV4akRqhHwAAAMQ7yhcAiDy73Uysut4m6Os2w9zc9rcZAgAAdEYHxh2W+nqVV5nPAAAAXYWZsgAiz1G7raSkbRaLr9sM8/LM/ZQrAAAAofBW+iiYcUdzs/naX3kDFgkDAAAhIikLILI8a7c1N0tJSYFvMwQAAAiFt9JHwZQ3SE6WJCV/3ST56lntyxt4+6AZAAAgCJQvABAZjtptyclmzTbJfE5ONrez4jEAAIgVvsomuZY3YJEwAADQCSRlAUSGr9ptUvuasd5uMwQAAAgHX+UNqqul6mq1PPgbSTKfa2qkXbvMWbWeHzTX1rb/oNlbHX0AAACRlAUQLp4XITabeSFTXW3WbJPM5+pqc7vN1tbWcZshSVkAABBu3sYdVquUny/l5+vC1G9LkvmckyO99po0a1b783hbnNRR3sBbUpaELQAAPRo1ZQGEh2eNNWrGAgCAeBDsImHNzW13CZ082f481KMFAKBHIykLoOtRYw0AAMQJIyND5YXSyowMc0MHFglzKi52XyQsNZWxEgAAPRxJWQBdx243H661YwsK2q9UTM1YAADQTRjWDK2ZJq2wZgTXwN8iYZK0aJG0bVvbdm9jJckcU1VUmDNzGTMBABB3qCkLIDTe6qD5WszLs8YaNWMBAEA8CLBImFsd/Zqa9glZB+rRAgDQ4zBTFkBovNVBC6bGGgAAQLxwfNDsuc1XeYPycnO8FKgereS/vEGgerThmGXb3Nx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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 491003.6 +- 1267.4 (error 0.3%).\n", "Left 225157.6 +- 868.5 (error 0.4%).\n", "Right 265846.0 +- 923.1 (error 0.3%).\n", "Head 450315.2 +- 1228.2 (error 0.3%).\n", "Tail 40688.4 +- 1764.9 (error 4.3%).\n", "Tail Prop. 0.0829 +- 0.0036 (error 4.35%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1520776247336517e-33, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0788345505790682e-62, error calculation failed.\n", "Matrix singular (determinant = 2.3401283740973802e-51, error calculation failed.\n", "Matrix singular (determinant = 1.4004377823659527e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.343646661829513e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.7135890994602434e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.92381449959083e-35, error calculation failed.\n", "Matrix singular (determinant = -2.3357445197092976e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.002103835795656e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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RE088ocOHD6tHjx5a+PZCBQUFOfqtXLlSz/zrGe3evVuBgYEaPWa0nnzySdWoYaQj586dq8XvLtZvv/2munXratCgQXrhxRfk4+MjScrJyZEkxxhISUnRrbfeqoCGAVr20TJ5enqW2r9dcWXnZCvHnqMzmWeUaXFOcBfnvaZC1ZhNTU2VZHxSIEkHDx5UYmKi+vfv7+jj4eGhXr16KS4uTlFRUYqPj1dWVpZTn8DAQLVv315xcXEaMGCANm/eLD8/P0dSVpK6du0qPz8/xcXFqU2bNtq8ebPat2/vSMpK0oABA5SRkaH4+Hj17t07X7zPP/+8Zs6cma89aE6QZN7YKJGguUFX7gSUAcYezGTG+PPKdNHXnTrJ5u+vu965WRnpP0oyfuFQvZ6ytHhQNn9/o6asv7/s509Iv76u0d9tlCTVzJRyv1dijQnUWfdyfwooJbz/wUyMP5iJ8QezMPYqjybeTfRm9zd17o9zxc5cxcfV0tGjbQrdb7dbdPSItOjLAwrp9meh/Uoi5VyKzmSc0Y7EHY62dHu6LmRd0K4Tu5R4JlH79u/T20ve1jNvPiMXFxftSNyhM5lnlJSe5DguMztTc+bM0YQnJui9qPf04VsfavSY0ep4Q0dF3h6psY+N1fxZ8zXyzpH66NuPZLFYlGRLUsPWDfXi3S/Ku5a3/rfufxo7dqyy/LLUPri9JOlM5hm9u/hd/X3M3/Xm8jclSamnUhX19yit3blW9RrWkyR9t+Y7pf2Zpta9Wjs9l1y/p/6u9LPp+ue//qknZj8hN3c3vfjkixoyfIje/vJtSdLmDZs17f9N05R/TdH00Ok69vsxzZo6S4lnEnXfpPskScfPHNcDTz8ga5BVxw8f14tPvqjks8l64vknHNfJtmdrR+IOnTh+Qg+NekhtO7bVU3Oe0p7Te0r1367YLkh/pP6hW7++Vb+n/+6873zRT1NhErN2u12TJk1Sjx491L69MWASExMlSQ0bNnTq27BhQ/3++++OPu7u7qpzySrVDRs2dByfmJioBg0a5LtmgwYNnPpcep06derI3d3d0edS06ZN06RJkxyP09LSFBQUpCOTjhQ4w7YiSstIU9DcIB159Ih8PSpHzKgaGHswk1njb0XKKT1+8IhGBp9Q1MqVqtNsglysAXqxaWNF+hs/x7LPnNHOvrfI5u+vhTd0VrcG9eTa++aLJ0lPl2YZHyLaJh+XvL3LLX6UDt7/YCbGH8zE+INZGHuVT2ZGpk4cPaGm9ZoWe1bk3oxLv4NWMJ+MVuoSYC9JeIXy9/KXa4arugR0kST98MMP+ubLb3RDjxvUsWFHBfgE6ELWBX2+7HPVr1//YizuPmrg3cBxnLuru/rc2kfPPGbUnQ1tHqrG7zVWn+599Nh9j0mSAqYHqEf3Hgq0BCogIEAKkAZ0GeA45+DQwdodt1u7vt2l0beMdlyndavWWjR/kVPcc9rMUcKaBD32mHHuZ794ViNuG6HuLboX+Dx3+e3ShawLWvjGQsckyOBrgtW+XXtlHc7SjTfeqEfffFTTnpimJx42kqwKlWpl1tITTzyh/3vp/yRJXaZ3uXjSG6W69rp64IEH9NGijxzXcbW4yjvNWxP+PkGRkZGaO2+uLJai/RuXpfPnz+vQmUPaNn6b3D2cZ8ukpaUp6IWifRBUYRKzDz74oHbt2qVNmzbl23fpC26326/4j3Bpn4L6l6RPXh4eHvLw8MjX7uvhW+ne7CtjzKgaGHswU3mOv+XJyRqz76DskrqkpCh68WKt6NZNCf7+GrPvoD5tV1PD6teXLrgqfOdO4yD/AMnzksTrhYvft/L18JU8SMxWVrz/wUyMP5iJ8QezMPYqj/P280q2JMvVxVWuLsWrN9CoUVH7uci1lFdeslgs+uqrr+Tn66cLFy4oKytLkZGRun/m/XK1uMrF4qImTZoooGGA83EyFgzL+1w7derkeBxoNSZmdOqYvy3ljxQ1Cmyk7OxsvfDCC/roo4907NgxR/lNHx8fxzEWWXT99dfne03vvfdeLViwQE88/oSSkpL09ddfa926dYW+9i4uLqpRo4ZCbwx19Gl3XTvVrl1b+/buU1jXMG2P365tW7fp+VnPO47Lzs7W+fPnlXE+QzVr1tS3336rWbNm6eeff1ZaWpouXLig8+fP6/y58/L29paLi4vOnTunXjf10siRI/XKKwXX6jWDq4vx7+nj7iNPj0s+PMifKiyUqYt/5XrooYe0YsUKffvtt2rcuLGjPSDAGKiXzlhNSkpyzG4NCAhQZmamTp06ddk+J06cyHfd5ORkpz6XXufUqVPKysrKN5MWAIDiyLbb9ciBAyro8/jctokHDijbXrqf2AMAAADVTc+eUuPGUmHz+SwWKSjI6FcWevfurYSEBO3du1fnz5/Xp599qrr16jr2exfxG29ubm6O+7kTBgtqy63DGhMTo7lz52rq1Klav369EhISNGDAgHwLfBV0/TFjxui3337T5s2b9cEHH6hp06bqWYQXqKCJjHnjmjlzphISEhzbjz/+qP3798vT01O///67brnlFrVv316fffaZ4uPj9frrr0u6uCiaZEyK7Nevn7766isdvXQ1tyrA1MSs3W7Xgw8+qOXLlzsKF+fVrFkzBQQEaO3atY62zMxMfffdd+rWrZskKSQkRG5ubk59bDabfvrpJ0efsLAwpaam6ocffnD0+f7775WamurU56effpLNZnP0WbNmjTw8PBQSElL6Tx4AUG1sPH1aF44fV5d9+9Rl3z4F798vSQrev19d9u1T5337lHX8uDaePn3Fc2Xb7drQqZOW9umjDWlpJHMBAACAPFxdpdyJlZfmDXMfz5unUl/4K5e3t7datmypJk2aOCVSy9rGjRs1ZMgQ3XnnnerUqZOaN2+u/X/93XEl/v7+Gjp0qBYtWqRFixbprrvyL/h1qQsXLmjbtm2Ox3v37tXp06d17bXXSpKCg4O1d+9etWzZMt/m4uKibdu26cKFC4qJiVHXrl3VunVrHT9+PN91XFxc9P777yskJER9+vQpsE9lZmopgwceeEAffvihvvzyS9WqVcsxY9XPz09eXl6yWCyaOHGiZs2apVatWqlVq1aaNWuWatasqVGjRjn63nPPPZo8ebL8/f1Vt25dTZkyRR06dFC/fv0kSW3bttXAgQN13333KTY2VpI0fvx4DRo0SG3aGAWh+/fvr+uuu06jR4/Wyy+/rJMnT2rKlCm67777Kk29WABAxWTLzFTUypWKXrzYqX3h7NmO+9Fjx8rWo4fkXvhqXsuTk/XIvn26MH26olau1KS4ONUIDNQrLVsaZRAAAAAAaNgw6dNPpUcekfJOsmzc2EjKDhtmWmhlpmXLlvrss88UFxenOnXqaM6cOUpMTFTbtm2LdPy9996rQYMGKTs7W2PHjr1ifzc3Nz300EN69dVX5ebmpgcffFBdu3bVjTfeKEl6+umnNWjQIAUFBem2226Ti4uLdu3apR9//FHPPvusWrRooQsXLui1117T4MGD9b///U9vvvlmgddydXXVkiVLNHLkSPXp00cbNmxwfMu+sjN1xuwbb7yh1NRUhYeHy2q1OraPPvrI0Wfq1KmaOHGiJkyYoOuvv17Hjh3TmjVrVKtWLUefuXPnaujQoRoxYoS6d++umjVrauXKlXLN8/HHkiVL1KFDB/Xv31/9+/dXx44d9f777zv2u7q66quvvpKnp6e6d++uESNGaOjQoZqd549mAABKwururtjBgxUcG6vg2FjdO2WKJOneKVMcbbGDB8t6haTs8N27dTQrS9a/atRaU1J0LCNDw3fv1vLk5PJ6OgAAAECFN2yYdOiQ9O230ocfGrcHD1bNpKwkTZ8+XcHBwRowYIDCw8MVEBCgoUOHFvn4fv36yWq1asCAAQoMDLxi/5o1a+rxxx/XqFGjFBYWJi8vLy1btsyxf8CAAVq1apXWrl2rG264QV27dtWcOXPUpEkTSVLnzp01Z84cvfjii2rfvr2WLFmi559/vrDLqUaNGlq6dKnatWunPn36KCkpqcjPrSKz2O18B7K0pKWlyc/PT6mpqZVmlm1aRpr8XvBT6hOpFEFHuWLswUzlPf6y7XY13bJFxzIyjMW/9u3T9qgoBcfGakfr1rJIauzhoYNdu8r17FnJx8c48MwZydvbcfzRjAzpSsdXgBVKcXm8/8FMjD+YifEHszD2Kp/z58/r4MGDatasmTw9Pa98QAWWnZOtHYk71CWgS7EXMitPZ8+eVWBgoN555x0Nu0L2+t1339XEiRN1ugil2Kqqy43R4uQHTS1lAABAdeBqseiVli01fPduXZo2zX08r2XLQpOqjhq1KSmS5FSjNpfN318bT59WeJ06pR0+AAAAgCoqJydHiYmJiomJkZ+fnyIjI80OqVohMQsAQDkYVr++Pm3XTo/s2yebv79RU9bfX409PDTvCjVii1WjFgAAAACK6PDhw2rWrJkaN26sd999VzVqkCosT7zaAACUk2H162uIl5c2PvCAbP7+Wtqtm3oGBFyx/IDV3V2TBg/Wim7dJBkzZRfOnq17p0zR9latJBkzZpdepkYtAAAAAFyqadOmKm6V03HjxmncuHFlE1A1Q2IWAIBy5GqxKHznTuOBr690aVLW21u65BejnrVrq0ZgoBL8/ZV3z/ZWrZxqzPasXbssQwcAAAAAlCIXswMAAACXl1ujVlKJatQCAAAAACoeErMAAFQCuTVqG7m55atR+2m7dpetUQsAAAAAqHgoZQAAQCVR0hq1AAAAAICKh8QsAACVyBVr1KanSz4+xv0zZ4yatQAAAACACodSBgAAlKb0dCNZarEY9wEAAAAAKACJWQAAAAAAAKAaGzdunIYOHWp2GGUqPDxcEydONDsMJyRmAQAAAAAAUCV98803uu666/TNN9+U+bWSkpIUFRWla665Rh4eHgoICNDNA2/Wrm27yvzaqJyoMQsAQHny9pbsdrOjAAAAAKo8u92uJ598Unv27NGTTz6pvn37ylKGC+f+/e9/V1ZWlhYvXqzmzZvrxIkTWvvNWqWdTiuza1YkWVlZcnNzMzuMSoUZswAAAAAAAKhy1qxZo61bt0qStm7dqjVr1pTZtU6fPq1NmzbpxRdfVO/evdWkSRPdeOONeuKJJ9SjXw9Hv9TUVI0fP14NGjSQr6+v+vTpo525i/v+ZcWKFbr++uvl6empevXqadiwYY59p06d0pgxY1SnTh3VrFlTN998s/bv3+/Y/+6776p27dr6z3/+o7Zt28rHx0cDBw6UzWZz9MnOztakSZNUu3Zt+fv7a+rUqbJfMnlk9erV6tGjh6PPoEGD9Ouvvzr2Hzp0SBaLRR9//LHCw8Pl6empBQsWyNfXV59++qnTuVauXClvb2/9+eefBb524eHhevDBB/Xggw86rvfPf/7TKabMzExNnTpVjRo1kre3t0JDQ7VhwwbH/pSUFI0cOVKNGzdWzZo11aFDBy1duvRy/2RavXq1/Pz89N5770mSNmzYoBtvvFHe3t6qXbu2unfvrt9///2y57haJGYBAKhCsu12bejUSUv79NGGtDRlMzsXAAAA1ZDdbtf06dPl6uoqSXJ1ddX06dPzJSBLi4+Pj3x8fPTFF18oIyOj0JhuvfVWJSYm6uuvv1Z8fLyCg4PVt29fnTx5UpL01VdfadiwYbr11lu1Y8cOrVu3Ttdff73jHOPGjdO2bdu0YsUKbd68WXa7XbfccouysrIcfc6ePavZs2fr/fff13//+18dPnxYU6ZMceyPiYnRO++8o7ffflubNm3SyZMn9fnnnzvFmp6erkmTJmnr1q1at26dXFxc9Le//U05OTlO/R5//HE9/PDD2rNnj/72t7/pH//4hxYtWuTUZ9GiRRo+fLhq1apV6Ou3ePFi1ahRQ99//71effVVzZ07VwsXLnTsv+uuu/S///1Py5Yt065du3Tbbbdp4MCBjqT0+fPnFRISolWrVumnn37S+PHjNXr0aH3//fcFXm/ZsmUaMWKE3nvvPY0ZM0YXLlzQ0KFD1atXL+3atUubN2/W+PHjy3SGtSTJjlKTmppql2RPTU01O5QiSz2fale07KnnK0/MqBoYezBTmY6/M2fsdqNYgXG/HH2WlGRvvGmTPeDTT+0zxo61B3z6qb1xXJz9s6Skco0Dl8f7H8zE+IOZGH8wC2Ov8jl37pz9559/tp87d67E51i9erVdUr5t9erVpRips08//dRep04du6enp71bt272adOm2bfv2G7femyr/UL2Bfu6devsvr6+9vPnzzsd16JFC3tsbKzdbrfbw8LC7HfccUeB59+3b59dkv1///ufo+2PP/6we3l52T/++GO73W63L1q0yC7JfuDAAUef119/3d6wYUPHY6vVan/hhRccj7OysuyNGze2DxkypNDnlpSUZJdk//HHH+12u91+8OBBuyT7vHnznPp9//33dldXV/uxY8fsdrvdnpycbHdzc7Nv2LCh0HP36tXL3rZtW3tOTo6j7fHHH7e3bdvWbrfb7QcOHLBbLBbHOXP17dvXPm3atELPe8stt9gnT57sdJ1HHnnE/vrrr9v9/Pzs69evd+xLSUmxS7psnHldbowWJz/IjFkAAEqRWTNWlycna/ju3TqalSVrSoqiFy+WNSVFxzIyNHz3bi1PTi6XOAAAAACz2S+ZLZurrGfN/v3vf9fx48e1YsUKDRgwQBs2bNAN19+glR+tlCTFx8frzJkz8vf3d8yw9fHx0cGDBx1lAhISEtS3b98Cz79nzx7VqFFDoaGhjjZ/f3+1adNGe/bscbTVrFlTLVq0cDy2Wq1KSkqSZJRSsNlsCgsLc+yvUaOG06xcSfr11181atQoNW/eXL6+vmrWrJkk6fDhw079Lj3uxhtvVLt27RzlAd5//31dc801uummmy772nXt2tVpdmpYWJj279+v7Oxsbd++XXa7Xa1bt3Z63b777jvH65adna3nnntOHTt2dLy+a9asyRfvZ599pokTJ2rNmjXq3bu3o71u3boaN26cBgwYoMGDB+uVV15xKv9QVkjMAgBQSpYnJ6vpzp0aOX269gYFaWRcnJpu2VLmSdFsu12PHDiggn69zG2beOAAZQ0AAABQLeTWls3OznZqz87OLvNas56enoqIiNDTTz+tuLg4jR07VgtiFkiScnJyZLValZCQ4LTt3btXjz32mCTJy8ur0HMXllC22+1OSc1LF+CyWCzFTkYPHjxYKSkpeuutt/T99987SgJkZmY69fP29s537L333usoZ7Bo0SLdddddV1USICcnR66uroqPj3d63fbs2aNXXnlFklGeYe7cuZo6darWr1+vhIQEDRgwIF+8nTt3Vv369bVo0aJ8r8miRYu0efNmdevWTR999JFat26tLVu2lDjuoiAxCwBAKTBzxurG06d14fhxddm3T1327VPwX3WWgvfvV5d9+9R53z5lHT+ujadPl1kMAAAAQEWQO1vWxaXglJeLi0uZzpq9VNvr2urc2XOSpODgYCUmJqpGjRpq2bKl01avXj1JUseOHbVu3boCz3XdddfpwoULTnVTU1JStG/fPrVt27ZI8fj5+clqtTolHC9cuKD4+Hinc+7Zs0f//Oc/1bdvX7Vt21anTp0q8nO+8847dfjwYb366qvavXu3xo4de8VjLk2AbtmyRa1atZKrq6u6dOmi7OxsJSUl5XvdAgICJEkbN27UkCFDdOedd6pTp05q3ry506JouVq0aKFvv/1WX375pR566KF8+7t06aJp06YpLi5O7du314cffljk510SNcr07AAAVANXmrFqkTFjdUi9enItg+LxtsxMRa1cqejFi53aF86e7bgfPXasbD16XHooAAAAUKVkZmbq8OHD+RapypWTk6MjR44oMzNTHh4epXbdlJQU3Xbbbbr77rvVsWNH1apVS9u2bdPsl2er14BekqR+/fopLCxMQ4cO1Ysvvqg2bdro+PHj+vrrrzV06FBdf/31mjFjhvr27asWLVroH//4hy5cuKB///vfmjp1qlq1aqUhQ4bovvvuU2xsrGrVqqUnnnhCjRo10pAhQ4oc6yOPPKIXXnhBrVq1Utu2bTVnzhydzjOJo06dOvL399eCBQtktVp1+PBhPfHEE0U+f506dTRs2DA99thj6t+/vxo3bnzFY44cOaJJkyYpKipK27dv12uvvaaYmBhJUuvWrXXHHXdozJgxiomJUZcuXfTHH39o/fr16tChg2655Ra1bNlSn332meLi4lSnTh3NmTNHiYmJBSasW7durW+//Vbh4eGqUaOG5s2bp4MHD2rBggWKjIxUYGCg9u7dq3379mnMmDFFft4lQWIWAICr5JixmpIiSU4zVnPZ/P218fRphdepU+rXt7q7a9LgwVrRrZvjugtnz9a9U6Zoe6tWjusvdXcv9WsDAAAAFYmHh4e2bt2q5Mt8Y61BgwalmpSVJB8fH4WGhmru3Ln69ddflZWVpaCgIN1z7z26+a6bJRklBb7++ms99dRTuvvuu5WcnKyAgADddNNNatiwoSQpPDxcn3zyiZ555hm98MIL8vX1darPumjRIj3yyCMaNGiQMjMzddNNN+nrr7/OV77gciZPniybzaZx48bJxcVFd999t/72t78pNTVVkjGreNmyZXr44YfVvn17tWnTRq+++qrCw8OLfI177rlHH374oe6+++4i9R8zZozOnTunG2+8Ua6urnrooYc0fvx4p+f97LPPavLkyTp27Jj8/f0VFhamW265RZI0ffp0HTx4UAMGDFDNmjU1fvx4DR061PGcLtWmTRutX79e4eHhcnV11dSpU/XLL79o8eLFSklJkdVq1YMPPqioqKgiP+eSsNjLa+52NZCWliY/Pz+lpqbK19fX7HCKJC0jTX4v+Cn1iVT5elSOmFE1MPZgptIef0tPnNDexx/PN2M1r+ixY9XmxRc18q9fuEpTtt2uplu26FhGhuySuuzbp+1RUQqOjdWO1q1lkdTYw0MHu3Ytkxm7KB7e/2Amxh/MxPiDWRh7lc/58+d18OBBNWvWTJ6enmaHc1Wyc7K1I3GHugR0kauL65UPqCKWLFmiRx55RMePH5f7FSaIhIeHq3Pnzpo3b175BFcKLjdGi5MfZMYsAADFkZ4u+fgY98+ckby9TZ+x6mqx6JWWLTV8925dmnbNfTyvZUuSsgAAAADK1NmzZ3Xw4EE9//zzioqKumJStrpj8S8AAK5Sz9q1VSMwUAmtW2tH69aOZOz2Vq20o3VrJbRuLbfAQPWsXbvMYhhWv74+bddOjdzcZPP3N2rK+vursYeHPm3XTsPq1y+zawMAAACAJL300kvq3LmzGjZsqGnTppkdToXHjFkAAK5SRZmxOqx+fQ3x8tLGBx4wZuh266aeAQHO1y1gxi8AAAAAlIbo6GhFR0cX65gNGzaUSSyVAYlZAABKQe6M1Uf27cs3Y3Vey5blNmPV1WJR+M6dxgNfX4nyBQAAAABQIZGYBQCglBRpxioAAAAAACIxCwBAqWLGKgAAAACgKFj8CwAAAAAAAADKGTNmAQAohmy7XRs7dZLN31/WtDT1rFmzUpUqqOzxAwAAAEXGwreo4JgxCwBAES1PTlbTnTs1cvp07Q0K0si4ODXdskXLk5PNDu0ib2/Jbje2S37xrBTxAwAAAEA1QWIWAIAiWJ6crOG7d+toVpasKSmKXrxY1pQUHcvI0PDduyt8crOyxw8AAABUF9HR0ercubPZYaAckJgFAOAKsu12PXLggOwF7Mttm3jggLLtBfUwX2WPHwAAALhqiYnldJlEPfTQQ2revLk8PDzUtElTPTr2Ua1bt65cro/KhRqzAABcwcbTp3Xh+HF1SUmRJAXv3+90K0k2f39tPH1a4XXqGGUEKpBixw8AAABUNYmJUosWZXqJQ4cOqXv37qpdu7ZeeukldezYUeczzmvRp4v08EMP65dffinT66PyYcYsAABXYMvMVNTKldoeFaXtUVFaOHu2JGnh7NmOtqiVK2XLzDQ50oIVK/70dMliMbb0dJMjBwAAAIooPb3gLde5c5ffXwomTJggi8WiH374QcOHD1fr1q3Vrl073RF1h/4X9z9Hv8OHD2vIkCHy8fGRr6+vRowYoRMnThR63vDwcE2cONGpbejQoRo3bpzjcdOmTfXss89qzJgx8vHxUZMmTfTll18qOTnZca0OHTpo27ZtjmPeffdd1a5dW//5z3/Utm1b+fj4aODAgbLZbIXGcurUKd1xxx2qX7++vLy81KpVKy1atEiStGHDBlksFp0+fdrRPyEhQRaLRYcOHXK65qpVq9SmTRvVrFlTw4cPV3p6uhYvXqymTZuqTp06euihh5Sdne04z//93/+pVatW8vT0VMOGDTV8+PDL/VNUGsyYBQDgCqzu7po0eLBWdOsmyZhpunD2bN07ZYq2t2olyZhxutTd3cwwC1XZ4wcAAACuyMfn8vsjIgpuL6Vvu508eVKrV6/Wc889J+9LFuGVpNq1a/91ObuGDh0qb29vfffdd7pw4YImTJig22+/XRs2bLiqGObOnatZs2Zp+vTpmjt3rkaPHq3u3bvr7rvv1ssvv6zHH39cY8aM0e7du2WxWCRJZ8+e1ezZs/X+++/LxcVFd955p6ZMmaIlS5YUeI3p06fr559/1r///W/Vq1dPBw4c0Llz54oV59mzZ/Xqq69q2bJl+vPPPzVs2DANGzZMtWvX1tdff63ffvtNf//739WjRw/dfvvt2rZtmx5++GG9//776tatm06ePKmNGzde1WtVUZCYBQDgCnrWrq0agYFK8Pd3qtO6vVUr7WjdWhZJjT081POvX7YqmmLFf/asSVECAAAAldeBAwdkt9t17bXXXrbfN998o127dungwYMKCgqSJL3//vtq166dtm7dqhtuuKHEMdxyyy2KioqSJD399NN64403dMMNN+i2226TJD3++OMKCwvTiRMnFBAQIEnKysrSm2++qRZ/lXl48MEH9a9//avQaxw+fFhdunTR9ddfL8mYqVtcWVlZeuONNxzXHD58uN5//32dOHFCPj4+uu6669S7d299++23uv3223X48GF5e3tr0KBBqlWrlpo0aaIuXboU+7oVEaUMAAC4AleLRa+0bClJslyyL/fxvJYt5Wq5dG/FUNnjBwAAAK7ozJmL24ED0qZN0tq1F/fHxBhtmzYZ+3P7lhL7XzNvLVf4nXrPnj0KCgpyJGUl6brrrlPt2rW1Z8+eq4qhY8eOjvsNGzaUJHXo0CFfW1JSkqOtZs2ajgSpJFmtVqf9l7r//vu1bNkyde7cWVOnTlVcXFyx47z0mg0bNlTTpk3lk2fWc8OGDR1xREREqEmTJmrevLlGjx6tJUuW6GwVmVBCYhYAgCIYVr++Pm3XTo3c3GTz91f02LGy+fursYeHPm3XTsPq1zc7xMvKjT/QxU02WzNF95wgm62ZGtWoHPEDAAAAl+XtfXFr0ULq3l0KC7u4PzTUaOve3dif27eUtGrVShaL5YrJVbvdXmDytrB2SXJxcXEkfnNlZWXl6+fm5ua4n3uugtpycnIKPCa3z6XXyuvmm2/W77//rokTJ+r48ePq27evpkyZ4ogz97kUNc7caxbUlhtnrVq1tH37di1dulRWq1VPP/20OnXq5FTLtrIiMQsAQBENq19fhzp10tJnnlGbI0e0tFs3HezatfIkNTfWl2VUmBKjIzRz4+tKjI6QRnaVNl6MP9tu14ZOnbS0Tx9tSEtTdinV3AIAAACqsrp162rAgAF6/fXXlV7AomK5ScTrrrtOhw8f1pEjRxz7fv75Z6Wmpqpt27YFnrt+/fpOC3JlZ2frp59+Kt0nUAz169fXuHHj9MEHH2jevHlasGCBo12SU6wJCQmlcs0aNWqoX79+eumll7Rr1y4dOnRI69evL5Vzm4nELAAAxeBqsSh8506NXL9e4b6+lebr/8uXS8OHS0ePOcd77JhFw4cb+5cnJ6vpzp0aOX269gYFaWRcnJpu2aLlyckmRQ0AAACUkr9qqpal//u//1N2drZuvPFGffbZZ9q/f7/27NmjZW8vU4/uPSRJ/fr1U8eOHXXHHXdo+/bt+uGHHzRmzBj16tXLUbf1Un369NFXX32lr776Sr/88osmTJhg2mzRp59+Wl9++aUOHDig3bt3a9WqVY6EcsuWLRUUFKTo6Gjt27dPX331lWJiYq76mqtWrdKrr76qhIQE/f7773rvvfeUk5OjNm3aXPW5zUZiFgCAKi47W3rkkdwFZ50Ts7kTYsc/lK2/79qto1lZsqakKHrxYllTUnQsI0PDd+8mOQsAAIDKrRwSs82aNdP27dvVu3dvTZ48We3bt9fAAQO1ddNWzX99viTjK/pffPGF6tSpo5tuukn9+vVT8+bN9dFHHxV63rvvvltjx451JHCbNWum3r17l/nzKYi7u7umTZumjh076qabbpKrq6uWLVsmyShRsHTpUv3yyy/q1KmTXnzxRT377LNXfc3atWtr+fLl6tOnj9q2bas333xTS5cuVbt27a763Gaz2C9XOALFkpaWJj8/P6WmpsrX19fscIokLSNNfi/4KfWJVPl6VI6YUTUw9mCmqxp/6elSblH6M2dKtS5VWdmwQSrS721zE6TOp9Vl3z5tj4pScGysdrRuLYukxh4eOti1a6WZIVyR8f4HMzH+YCbGH8zC2Kt8zp8/r4MHD6pZs2by9PQs+YkqwO/u2TnZ2pG4Q10CusjVxbXcr4+ycbkxWpz8YI2yDBIAAJgvT4mnQgXIJutPB6SaJxW8f78kOW4lyebvr42nTyu8Tp3Ln6gC/PILAAAASDJ+F2U+IiowErMAAFRxVuuV+0QpVtFvz5Tevti2cPZsx/3osWNl69GjDKIrJhK/AAAAAKoIErMAAOR1pcRfJfzUvWdPqXFj6dixQkK32BVbZ6xWPBcouRgzZRfOnq17p0zR9latJBkzZpe6u5MYBQAAAIBSQmIWAIAqztVVeuUVafhwyWJxTs7mlozNmpKphGtbK2/ednurVk41ZnvWri2dPVuOkQMAAKA6Y1kkVFSlNTZdSuUsAACgQhs2TPr0U6lRI+f2xo2lTz+1aMG9dSVJly7tlft4XsuWRVr4K9tu14ZOnbS0Tx9tSEtTdin/Ml3W5wcAAID53NzcJElnmRSACip3bOaO1ZJixiwAANXEsGHSkCHSxo3GgmBWq1HmwNVVkurr03bt9Mi+fbL5+xs1Zf391djDQ/NattSw+vUlGYnRjZ06yebvL2tamnrWrOlI2C5PTtYj+/bpwvTpilq5UpPi4lQjMFCv5Dn+apT1+QEAAFAxuLq6qnbt2kpKSpIk1axZU5YiTBKoiLJzsqUL0vnz5+Xq4mp2OLhKdrtdZ8+eVVJSkmrXri1X16v7NyUxCwBANeLqKoWHF7xvWP36GuLlpY0PPGDUlO3WTT0DAoqUeJWk4bt3yy6pS0qKohcv1opu3ZTg76/hu3fr03btrip5ujw5uUzPDwAAgIolICBAkhzJ2coqx56jP1L/0KEzh+Ri4YvrVUXt2rUdY/RqkJgFACCPy80IrQ5cLRaF79xpPPD1dRShvVxi9O+7d8u/Rg0VVFTALqMcwsQDBzSkXr0SvZbZdrseOXCgzM4PAACAisdischqtapBgwbKysoyO5wSO5N5Rrd+fau2jd8mH3cfs8NBKXBzc7vqmbK5SMwCAPAXvipfsCslRiXJ7cQJdUlJkSQF79/vdCtJNn9/bTx9WuF16hT7+htPn9aF48fL7PxO0tMln79+YT5zRvL2vrrzAQAA4Kq4urqWWhLMDJmWTP2e/rvcPdzl6eFpdjioYEjMAgAgvip/OUVJjI765htN+eQTp+MWzp7tuB89dqxsPXqU6Pq2zExFrVyp6MWLy+T8AAAAAGAGErMAgGqPr8rn4e0t2Z1fiaIkRmffdpuCY2MlGQnbhbNn694pU7S9VSvjHP7+WuruXqIZqVZ3d00aPFgrunW78vkBAAAAoJIgMQsAqPbK9avylVBRE6OJ/v5Ox21v1Uo7WreWRVJjDw/1rF1bOnu22NfvWbu2agQGKsHf3yl5XuD5r1J1rzEMAAAAoPyQmAUAVHt8Vf7yipIYrVujhiwXLuQ7NjelOa9lS7laLCVKfLpaLHqlZUsN371bl/a89PxXgxrDAAAAAMqTi9kBAABgNqu7u2IHD1ZwbKyCY2N175QpkqR7p0xxtMUOHixrNf2qfG5iVFKhidEFbdro03bt1MjNTTZ/fyOR7e+vxh4ejvq8y5OT1XTnTo2cPl17g4I0Mi5OTbds0fLk5CvGMKx+/Sue/2rk1hg+mpUl6181hq0pKTqWkaHhu3cXKUYAAAAAKA5mzAIAqr3y/Kp8ZZWbGH1k3758idF5eWaUDvHy0sYHHjBqvnbrpp4BAXK1WEplcbVh9esXev6rQY1hAAAAAGYgMQsAqPbK66vylV1REqOuFovCd+40Hvj6Sn+VLyitxGdB579a1BgGAAAAYAYSswAAqOgzQqu7kiRGK3rikxrDAAAAAMxAYhYAgL+U1VflqxVvb8nuPDe2VBOfBZz/alnd3TVp8GCt6NZNkpEwXjh7tu6dMkXbW7WSZCSOl1bTGsMAAAAAygaJWQAA8iiLr8pXd8VKfKanSz4+xoFnzhiJ2DJGjWEAAAAAZiAxCwAAiq4EM1aLlfg8e7Y0oy0SagwDAAAAMIOL2QEAAICqLTfxKemKic9su10bOnXS0j59tCEtTdmlXLagMLk1hhu5ueWrMfxpu3bUGAYAAABQ6kjMAgCAMleUxOfy5GQ13blTI6dP196gII2Mi1PTLVu0PDm56BdKTzfKT1gsxv1ixnioUyctfeYZtTlyREu7ddPBrl1JygIAAAAoE5QyAAAA5eJyi6stT07W8N27ZZfUJSVF0YsXa0W3bkrw99fw3bvLbdYqNYYBAAAAlBcSswAA5FWCGqoouoISn9l2ux45cEAFvep2GeUOJh4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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 580646.6 +- 2480.9 (error 0.4%).\n", "Left 258829.5 +- 1958.4 (error 0.8%).\n", "Right 321817.1 +- 1523.0 (error 0.5%).\n", "Head 517658.9 +- 2769.6 (error 0.5%).\n", "Tail 62987.6 +- 3718.2 (error 5.9%).\n", "Tail Prop. 0.1085 +- 0.0064 (error 5.92%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.7360160278846538e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8734902686961134e-86, error calculation failed.\n", "Matrix singular (determinant = 4.018079016832158e-51, error calculation failed.\n", "Matrix singular (determinant = 9.136283357543225e-52, error calculation failed.\n", "Matrix singular (determinant = -1.412298153497563e-34, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 619687.9 +- 2241.6 (error 0.4%).\n", "Left 264346.1 +- 1534.1 (error 0.6%).\n", "Right 355341.7 +- 1634.4 (error 0.5%).\n", "Head 528692.3 +- 2169.5 (error 0.4%).\n", "Tail 90995.6 +- 3119.5 (error 3.4%).\n", "Tail Prop. 0.1468 +- 0.0051 (error 3.45%).\n", "Matrix singular (determinant = 3.211966680766798e-52, error calculation failed.\n", "Matrix singular (determinant = 1.1530277954014531e-53, error calculation failed.\n", "Matrix singular (determinant = 8.643729180723009e-51, error calculation failed.\n", "Matrix singular (determinant = 2.9592401543016205e-60, error calculation failed.\n", "Matrix singular (determinant = 8.134398860791904e-52, error calculation failed.\n", "Matrix singular (determinant = -3.5195329538337807e-37, error calculation failed.\n", "Matrix singular (determinant = -4.551112822943653e-58, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.7157105565922417e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.7157105565922417e-37, error calculation failed.\n", "Matrix singular (determinant = -5.822425895199968e-83, error calculation failed.\n", "Matrix singular (determinant = -2.164559599067911e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 748056.3 +- 4320.6 (error 0.6%).\n", "Left 333913.2 +- 2986.9 (error 0.9%).\n", "Right 414143.1 +- 3121.9 (error 0.8%).\n", "Head 667826.4 +- 4224.1 (error 0.6%).\n", "Tail 80229.9 +- 6042.4 (error 7.5%).\n", "Tail Prop. 0.1073 +- 0.0081 (error 7.55%).\n", "Matrix singular (determinant = 1.4915337711957655e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.9016010350503293e-28, error calculation failed.\n", "Matrix singular (determinant = -3.5776284103251807e-54, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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ff7fMiY6O1qeffqrly5dr8+bNOn/+vPr376+CggLLnOHDhyslJUWJiYlKTExUSkqKRowYYdleUFCgfv36KTs7W5s3b9by5cu1cuVKTZw4seLePAAAQGUUFWWuit28WSr6HW3ePPNYcrJ5exEuBAYAAACUiV3bFzzwwAN64IEHStxmMpk0e/ZsvfTSS4qMjJQkJSQkqGHDhlq6dKmioqJ07tw5ffDBB1q0aJH69OkjSVq8eLECAwP19ddfKyIiQnv37lViYqK2bt2qLl26SJLee+89hYaGat++fWrZsqXWrVunPXv26NixYwoICJAkxcXFafTo0Zo6dao8PT1LjDE3N1e5ubmW51lZWeb73Cwpt8SX1ChZuVlW90BFYJ2horHGYAuVap3Vc5fqBUmSajkUyEPS+ZB2KmwTdHnOH3HWOnJAHlOm6Pz996mwnrsdgkVpVao1hmqLdYaKxhqDLbDOcKtKu3YqbU/ZQ4cOKS0tTX379rWMOTs7q2fPnkpKSlJUVJSSk5OVn59vNScgIEBt27ZVUlKSIiIitGXLFnl5eVkSspJ0zz33yMvLS0lJSWrZsqW2bNmitm3bWhKykhQREaHc3FwlJyerV69eJcb4xhtvaMqUKcXGA2cGSi7lcRaqh8BZgfYOATUA6wwVjTUGW6hs66zTSWmHpHsX9NTOr6y3ueVJHdOk/0mKeK+nkm6zR4S4WZVtjaF6Yp2horHGYAusM5TZxdJNq7RJ2bS0NElSw4YNrcYbNmyoI0eOWOY4OTmpbt26xeYUvT4tLU0NGjQotv8GDRpYzbn6OHXr1pWTk5NlTkleeOEFTZgwwfI8KytLgYGBOjbh2DWra2uSrNwsBc4K1LHnjsnTmfOBisE6uzkGY5qc3l+gvCcek8nfz97hVAmsMdhCZV1nBmOacn0X6LsrfmYYjGkypKXJI7SnZd7/PpTOb/lOkmTy8+PnSyVUWdcYqhfWGSoaawy2wDrDrcrKylLgmzdO6lfapGwRg8Fg9dxkMhUbu9rVc0qaX5Y5V3N2dpazs3OxcU9nT/7iXoHzAVtgnZXSmYPS1DflHPmQ1ITzdTNYY7CFSrfOmnhKr78hq992Fs6USvimkCVJ++qrl/vMxsebe9D6+9siWpRCpVtjqJZYZ6horDHYAusMZVY8VVgiu17o63r8/MwVFldXqp4+fdpS1ern56e8vDydPXv2unNOnTpVbP/p6elWc64+ztmzZ5Wfn1+sghYAqqzsbCknx/w4J8f8HABuVmkvBGY0mpO3XAQMAAAAKKbSJmWbNm0qPz8/rV+/3jKWl5en7777Tl27dpUkhYSEyNHR0WqO0WjU7t27LXNCQ0N17tw5ff/995Y527Zt07lz56zm7N69W8Yr/tOwbt06OTs7KyQkpELfJwBUOKNR2rFD8vCQunc3j3Xvbn6+YwcJEwA3x99f6txZ6tZNCg01j4WGmsc6dzZvL82HQEbj5YpaAAAAoIaxa1L2/PnzSklJUUpKiiTzxb1SUlJ09OhRGQwGRUdHa9q0afr000+1e/dujR49Wm5ubho+fLgkycvLS48//rgmTpyob775Rjt37tSjjz6qdu3aqU+fPpKkVq1a6f7779eYMWO0detWbd26VWPGjFH//v3VsmVLSVLfvn3VunVrjRgxQjt37tQ333yjmJgYjRkzht6wAKq++HjpWh8whYSYtwNAebiZD4GopAUAAEANZtek7A8//KBOnTqpU6dOkqQJEyaoU6dOeuWVVyRJkyZNUnR0tMaNG6c777xTJ06c0Lp161SnTh3LPmbNmqXBgwdr6NCh6tatm9zc3LRmzRo5ODhY5ixZskTt2rVT37591bdvX7Vv316LFi2ybHdwcNAXX3whFxcXdevWTUOHDtXgwYM1Y8YMG50JAChHV1efXeurxps3W3/VGABulr+/uYdsUc/Y0n4IdHUlLQAAAFDD2PVCX2FhYTKZTNfcbjAYFBsbq9jY2GvOcXFx0dy5czV37txrzqlXr54WL1583Vhuu+02rV279oYxA0ClV1R9NnCgOVFSdJMkV1fzfdFXjQHgVvj7mz8EKhIVZf7Zk5MjpaRITz9t/hCoY0fzz59atcwVs1cmbrt3N39AVLQ/LgoGAACAGqDS9pQFAJQB1WcA7Ola/Wa7dTOPr15dciVtSEjxdir0nAUAAEA1ZtdKWQBAOTEazbcbVZ9d/VVjALCla1XSFiVwr/zZdHXVPwAAAFCNkJQFgOogPt6cvLhaUZL21VfNFWdXf9UYACpKSR8ClbadClX/AAAAqOZIygJAdXAz1WcAYAtl+RCotFX/RqP5w6ioKH6+AQAAoEqipywAVAfX6uPYubP5RtICQGVTUiVtfHzpes4WtTag3ywAAACqKCplAaCqoUIMQHVQUiVtaar+r25tkJ0tubvbMnIAAADglpGUBYCq5kYXv+FiXgCqquv1nC1qbRAQcHl+9+7m++Rk69cCAAAAldz/b+/+g6Oq7v+PvzYBQiQEVCpJIIQfagXkR5MixUQjDBSrFSnTir8AP07bOIgVf1Cdqk2ktGJL1Vrlh22n7cf+YhwtdbAFwcknmooFs1BRUVFTE2QjfqskEhFCcr5/XHfJbu7u3U12726yz8fMzoZ77p69gTe7577vue9D+QIA6E2iWfzGP/uM5ASAviRcaQMpuLSBZCVvq6oobwAAAICUxUxZAOgNol38BgD6itBZ/+FKG0ydas2q7fwZ6HRHAQAAAJBkJGUBoDfYsMFKMITyJ2krK2Nf5RwAUllozdlIpQ06i+aOAgAAACDJSMoCQG8QzeI3AJDOYrmjgAUTAQAAkGTUlAWAVGNXCzE/35oNVlp6MhHrnyFWXExSAUB6sVvQMFzN2ZIS+5qz995LzVkAAAAkDTNlASDVUAsRACILLW0gRX9HAeUNAAAAkAJIygJAKglNFrS2SoMGBe9jN0MMANKdU81Zn0/yelkwEQAAACmB8gUAkAr8yYKcHCtJIFnPOTnW9tBSBlVVJA8AIBaxlDcAAAAAEoykLACkgnDJAolkAQDEyu6OgooKa1Zsba1V1kCynuvqrEdFhbXNrq43AAAAEGeULwCAVBCuFuLUqdZtuMyKBYDo2dWcdSpv4EddbwAAALiApCwApIJokwUAgMSJpq43AAAAEAckZQEAAJBeQssb+HzWI3QRMMkqbcAiYAAAAIgzasoCQDJEqlloVwsRABA/oQsmUtcbAAAALiMpCwDJ4K9ZGC4p2zlZAABIrHCLgNXWBi8CJrEQGAAAAOKC8gUA4KbWVuu5c81CAEByxVLXm4XAAAAAEAckZQHALT6fVFAQvK2szJqFJVGzEABSXehCYAAAAEA3Ub4AANwSriZhSQk1CwEgVdjV9fb5JK9Xysk5uQBYWZm1zeullAEAAABiRlIWANxSUWHVJwytWVhX17VmIQAgOezqeodbCMzuoho1ZwEAABAFyhcAgFtiqVkIAEgdFRVWDdmjR6U9e6Rly6yLajNmWO2hs2qpOQsAAAAHJGUBIBF8PmvmVEUFJ+UA0NtFe1EtmpqzfD8AAABAlC8AgMTwz5QKd/uqXc1CAEDvFEvNWafvBwAAAKQFkrIAEG/RzJSyq1kIAEh9dhfVoqk529oa3fcDAAAA0gLlCwAgXnw+69H5xLyszFrESwq+/RUA0Dv5L6p15lRzNiPDmkXbGd8PAAAAaY2ZsgAQL7Gszg0A6Dvy8636sqWlJxOx/pqzxcXSpk32r+P7AQAAIG0xUxYA4iWW1bkBAOmjokKaM8f6OdL3A4uAAQAApA2SsgAQL9Guzg0A6Lvsas5G+/3gXwRs3jySsgAAAH0c5QsAoDt8PqumIKtnAwA66+5CjiwCBgAAkFZIygJAd/hnM4VLytrNlAIAIPT7weeTvF5rIbCyMmtbWZm1zevl4h8AAEAfRVIWAGIVOpuptbXrPt2dKQUA6NtCvx9iWSSSuzQAAAD6DGrKAkC0fD7r0fnk2T+rqa4uuGYgAADRiGWRSGrOAgAA9BnMlAWAaIWbzSR1nc0EAEA08vOtBb9KS08mYv2LgBUXn0y+UnMWAACgT2GmLACE4/NZidaKCuukONxspqlTrdW0mbUEAIi3cHdp1NVZP3e+SyP0ewsAAAApi5myABBO6GJe4WYzlZYGz2YCAKA77BaJjLXmbKRFKAEAAJAymCkLAKH8C3dxmygAwE3+RcA6i6bmLN9bAAAAvQ5JWQDozOeTCgqCt9ndJmo3mwkAgHjrXJ4gO9t69teclazvrZyc4NfYfG95fE2qrJY8S5qk0bnuHDsAAADConwBAHQWbrGu0NtE/bOZSMoCAJIpyu8tT1OTqmqsZwAAACQfM2UBpC+7BVEqKqQ5c6yfw90mCgBAMtjdpRHN91Zrq3NpAxYJAwAAcBVJWQDpy78gyrx5J09AnW4TBQAgWexqzkb63vL5AmV5/AUOcmZd3LUkj2T/nQgAAICEoXwBgPQUzawhAAB6sw0brBIGoUJL8kQ7k7aqynoGAABAjzFTFkB68c8a6nySareQl/9nFvMCAPQWod9bFRXWzNejR3X05R3KXr5CRx/6mbIvmGW1Z2RIXm9034nMpAUAAIgrZsoC6LvsZvVEO2tIYjEvAEDvEvq9lZ9vlTEoLVX79PMkyXouLrYemzY5fye2tnJ3CQAAQAIwUxZA32U3q6fTrCEW8gIApDWn78SMDCknJ/g1djNpWSQMAAAgZiRlAfRNobN6WlulQYNYyAsAkJZMXp6qyqXb8vJObnT6TgxdVMzPP7u2svLkHSmUNgAAAIgJSVkAfUu4mrGSNbOn8wkoAABpwuTn6d6Z0q35ec47+1VUSHPmWD+Hu7sk2kXCmEkLAAAQhJqyAHo1j69JldXWs6TwNWMl+5qxLOQFAID9d2J+vlRaaj38iVj/TFp/2YKcnJMXP8vKrIXDvN7geu7+mbSdtwEAAKQ5krIAejVPU5OqaqxnSdYsnLo6qbbWms0jWc+1tdb2ioqTL2YhLwA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1129484.9 +- 11885.6 (error 1.1%).\n", "Left 447854.2 +- 8098.9 (error 1.8%).\n", "Right 681630.7 +- 8699.2 (error 1.3%).\n", "Head 895708.4 +- 11453.5 (error 1.3%).\n", "Tail 233776.5 +- 16506.1 (error 7.1%).\n", "Tail Prop. 0.2070 +- 0.0148 (error 7.14%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.215088776327806e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 752675.7 +- 3487.7 (error 0.5%).\n", "Left 307276.4 +- 2514.9 (error 0.8%).\n", "Right 445399.3 +- 2416.4 (error 0.5%).\n", "Head 614552.8 +- 3556.6 (error 0.6%).\n", "Tail 138122.9 +- 4981.3 (error 3.6%).\n", "Tail Prop. 0.1835 +- 0.0067 (error 3.64%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.188835714867615e-87, error calculation failed.\n", "Matrix singular (determinant = -8.736372914923244e-42, error calculation failed.\n", "Matrix singular (determinant = 6.175656556080884e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.344269849544512e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.2687189738115574e-46, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 655471.3 +- 3932.6 (error 0.6%).\n", "Left 322198.3 +- 3048.9 (error 0.9%).\n", "Right 333273.0 +- 2483.8 (error 0.7%).\n", "Head 644396.6 +- 4311.8 (error 0.7%).\n", "Tail 11074.7 +- 5835.8 (error 52.7%).\n", "Tail Prop. 0.0169 +- 0.0089 (error 52.70%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.028884755035869e-55, error calculation failed.\n", "Matrix singular (determinant = 2.0393077014543846e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.2159084536002672e-51, error calculation failed.\n", "Matrix singular (determinant = 7.967916354211226e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1819457159076312e-52, error calculation failed.\n", "Matrix singular (determinant = 5.505874227372955e-51, error calculation failed.\n", "Matrix singular (determinant = -3.7786930188108603e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 1081695.1 +- 4859.6 (error 0.4%).\n", "Left 433247.4 +- 3186.0 (error 0.7%).\n", "Right 648447.7 +- 3669.4 (error 0.6%).\n", "Head 866494.9 +- 4505.7 (error 0.5%).\n", "Tail 215200.3 +- 6627.0 (error 3.1%).\n", "Tail Prop. 0.1989 +- 0.0062 (error 3.11%).\n", "Matrix singular (determinant = -8.269611770175648e-39, error calculation failed.\n", "Matrix singular (determinant = 2.229116067755854e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.8317188215945435e-58, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.546059314629138e-50, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.758885158340154e-48, error calculation failed.\n", "Matrix singular (determinant = -2.318658212512731e-76, error calculation failed.\n", "Matrix singular (determinant = 2.8465119449970014e-79, error calculation failed.\n", "Matrix singular (determinant = -9.022242143131818e-47, error calculation failed.\n", "Matrix singular (determinant = -9.022242143131818e-47, error calculation failed.\n", "Matrix singular (determinant = 1.2429551129596132e-54, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 1385612.8 +- 13124.7 (error 0.9%).\n", "Left 592865.4 +- 9583.8 (error 1.6%).\n", "Right 792747.4 +- 8967.1 (error 1.1%).\n", "Head 1185730.8 +- 13553.6 (error 1.1%).\n", "Tail 199882.0 +- 18866.8 (error 9.4%).\n", "Tail Prop. 0.1443 +- 0.0137 (error 9.49%).\n", " \n", "Results for image 9\n", "Total 588458.8 +- 898.1.\n", "Left 260537.5 +- 630.7.\n", "Right 327472.3 +- 630.6.\n", "Head 521074.9 +- 891.9.\n", "Tail 66477.2 +- 1267.5.\n", "Prop 0.122 +- 0.002.\n", "Prop var 0.061.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 10 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0011.bmp read.\n", " \n", "Image 10 with 8 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0896899333221132e-86, error calculation failed.\n", "Matrix singular (determinant = 7.195478028606444e-53, error calculation failed.\n", "Matrix singular (determinant = 4.378491254699648e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.238421116656242e-51, error calculation failed.\n", "Matrix singular (determinant = 5.380345316439062e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.369985585942405e-54, error calculation failed.\n", "Matrix singular (determinant = -1.8338084633447134e-87, error calculation failed.\n", "Matrix singular (determinant = -1.052394454020784e-23, error calculation failed.\n", "Matrix singular (determinant = -5.7018670325725e-41, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.9163954210078883e-50, error calculation failed.\n", "Matrix singular (determinant = -5.369206486703653e-86, error calculation failed.\n", "Matrix singular (determinant = -5.013770168097546e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8338084633447134e-87, error calculation failed.\n", "Matrix singular (determinant = -4.493023875983928e-46, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 555801.9 +- 2683.1 (error 0.5%).\n", "Left 251278.0 +- 1896.4 (error 0.8%).\n", "Right 304524.0 +- 1898.1 (error 0.6%).\n", "Head 502555.9 +- 2682.0 (error 0.5%).\n", "Tail 53246.0 +- 3793.7 (error 7.1%).\n", "Tail Prop. 0.0958 +- 0.0068 (error 7.14%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.576154308663983e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1688386402151452e-79, error calculation failed.\n", "Matrix singular (determinant = 8.269708966810157e-52, error calculation failed.\n", "Matrix singular (determinant = 5.354834197001543e-55, error calculation failed.\n", "Matrix singular (determinant = -2.464765050141051e-80, error calculation failed.\n", "Matrix singular (determinant = -2.464765050141051e-80, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.253529023149054e-81, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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++WWZTCb93//9n90iX/idwXKjghAosczMTPn6+iojI0M+Pj6ODgcllJmTKd83fJXxlwz5GPm5wXEYi7htpbHQ1xXnM9POyKeWqQwDBq6Pz0U4C8YinAVjEc6irMfipUuXdOzYMTVq1OiaCUCUv6VLl+qRRx5RRkaGPDw8HB2OTcHlAu1O3q0OgR3kUq18yiRcb4yWND/ITFkAAAAAAAAAdj788EM1btxY9erV0549e/Tcc89p6NChTpWQrchIygIAAAAAAACwk5ycrBdffFHJyckymUx64IEH9Oqrrzo6rEqDpCwAABVFScoTAAAAAEApmDx5siZPnuzoMCqtao4OAAAAAAAAAACqEpKyAAAAAAAAAFCOSMoCAAAAAAAAQDmipiwAAFVIgcWiLe3ayezvL1Nmprp6esrFYHB0WAAAAABQpTBTFgCASqLAYtHmdu20vEcPbc7MVIHFYnd+VWqqGu7Zo2FTp+pQcLCGJSSo4fbtWpWa6qCIAQAAAKBqIikLAEAlcKOE66rUVA3Zv1+n8vJkSktT3OLFMqWl6XROjobs309iFgAAAADKEUlZAAAquBslXD9JSdEzR4/KUsxzC9smHD1aZGYtAAAAUJEVFEibN0vLl1v3BQWOjqh4kZGRmjBhgqPDcDqLFi2Sn5+fo8MoM9SUBQCgAiuwWK6bcDVIevLIEbkkJ6tDWpokqeORI3Z7STL7+2tLerq6urraas76XLiovjUt1JwFAABAhbNqlfTMM9KpU7+31a8vzZ0rRUeXzT1Hjx6txYsXS5KqV6+u4OBgRUdHa9q0afLy8rpOrKvk6upaNkHBaZGUBQDAWWRlSd7e1uMLF6Tr/OJWaEt6uvLPnLlhwjVmzRrF/fYLYqH3ZsywHceNGqXP27bViJQU5U+dqpg1axS/M0nVT6dobtOmig4IuN1XBwAAAJSLVaukIUOkq78Idvq0tX3lyrJLzPbt21cLFy5UXl6etmzZoscff1xZWVl6++23i/TNy8uTq6uratWqVTbB3EBubq7c3Nwccm9QvgAAgArNnJurmDVrtCsmRrtiYmyJ1vdmzLC1xaxZo/gBA9QxPl4d4+P1eGysJOnx2FhbW/yAAZpz+jQ1ZwEAAFChFRRYZ8gWV5mrsG3ChLIrZWA0GhUYGKjg4GANHz5cDz30kFavXi1JiouLU/v27fXBBx+ocePGMhqNslgsRcoXNGzYUK+88opGjhwpb29vNWjQQJ9//rlSU1M1aNAgeXt7q02bNvrhhx9sz0lLS9OwYcNUv359eXp6qk2bNlq+fLldbJGRkRo/frwmTpyo2rVrq3fv3nr00UfVv39/u375+fkKDAzUBx98UOxrLCwrsHr1ajVv3lzu7u7q3bu3Tp48addvzZo1Cg0Nlbu7uxo3bqxp06YpPz/fdn7WrFlq06aNvLy8FBwcrHHjxunChQvXfG/T0tJ0zz33aODAgbp06dJ1fw4VAUlZAAAqiAKLRZvbtdPyHj20OTNTBRaLTG5uJUq4FgQGKql5c+1u3ly7mjWTJO1q1ky7f2tL9fcv9p5Fas5mZUkGg3XLyiqPlw0AAACU2JYt9iULrmaxSCdPWvuVBw8PD+Xl5dkeHz16VB9//LE+/fRTJSUlXfN5s2fPVufOnbV7927169dPI0aM0MiRI/Xwww9r165datq0qUaOHCnLb5nmS5cuKTQ0VGvXrtW+ffs0duxYjRgxQjt27LC77uLFi1W9enX95z//UXx8vB5//HGtW7dOZrPZ1uerr77ShQsXNHTo0GvGd/HiRb366qtavHix/vOf/ygzM1N/+tOfbOe//vprPfzww3r66ad14MABxcfHa9GiRXr11VdtfapVq6a33npL+/bt0+LFi7Vp0yZNnjy52PudOnVKXbt21Z133qlVq1bJ3d39mrFVFJQvAACgAliVmqpnDh+2lRaYmJCg6kFBmtWkiaoHBSnJ39+urmxhwtUgqb7RqHlNmmjogQO6ujqsQdbEa0BamkwlqDkbydebAAAA4MSuyC2WSr/b8f3332vZsmXq2bOnrS03N1dLlixRwA3Kg91///2KiYmRJL344ot6++23dffdd+uBBx6QJD333HMKDw/X2bNnFRgYqHr16in2twkakvTUU09p3bp1+uSTTxQWFmZrb9q0qaZPn253r5CQEC1ZssSWEF24cKEeeOABeReWVitGXl6e5s+fb7v24sWL1aJFC33//fe655579Oqrr+ovf/mLRo0aJUlq3LixXn75ZU2ePFkvvfSSJNnNDm7UqJFefvllPfHEE/rHP/5hd6/Dhw+rd+/eGjRokObOnStDJVnzgqQsAADl5RZqxkrWhOyQ/ftlkdTht9ICX0REKMnfXw8eOKDY4GDNOHmy2ISrJM35rSbsSoNBzxw+LLO/v+JGjZLZ31/1jUb9MSBAvosW3bDmrLlLF4mkLAAAAJyYyVS6/W7W2rVr5e3trfz8fOXl5WnQoEGaN2+e7XyDBg1umJCVpLZt29qO69atK0lq06ZNkbaUlBQFBgaqoKBAb7zxhv75z3/q9OnTysnJUU5OTpEFxu66664i93r88ce1YMECTZ48WSkpKfryyy+1cePG68ZXvXp1u2vdeeed8vPz08GDB3XPPfcoMTFRO3futJsZW1BQoEuXLunixYvy9PTUt99+q9dee00HDhxQZmam8vPzdenSJWVlZdnizs7OVpcuXTRs2DDNnTv3hu9bRUJSFgAAJ1ZgseiZo0dVTEksWWRNvK5ISdHHLVvq2SNHiiRc51yxSFd0QIAGeXhoy5NPyuzvr+UREeoaGKgt6ekaNmCAvoiIkGSdIfvejBl6PDbWVurA7O+v5SRkAQAA4OS6dpXq17cu6lVcXVmDwXq+a9eyuX/37t319ttvy9XVVUFBQXJ1dbU7f3WS9FqufF7hzNDi2i5fvixJmjlzpmbPnq05c+bY6rROmDBBubm5N7z/yJEj9Ze//EXbtm3Ttm3b1LBhQ3UtwRtU3IzVK+OaNm2aootZUc3d3V0///yz7r//fv2///f/9PLLL6tWrVraunWrHnvsMbtyD0ajUb169dKXX36pP//5z6pfv/4N46ooSMoCAODEtqSnK//MGXW4QWmB2nfeqePt2hVJuLpc9YuSi8GgyD17rA98fCSDQV39/EpUAqGrn5908WIZvloAAADg9ri4SHPnSkOGWBOwVyZmC381njPH2q8seHl5qWnTpmVz8evYsmWLBg0apIcffliSNSl65MgRtWjR4obP9ff31+DBg7Vw4UJt27ZNjzzyyA2fk5+frx9++EH33HOPJOnQoUNKT0/XnXfeKUnq2LGjDh06dM334ocfflB+fr5mzpypatWsS159/PHHRfpVq1ZNS5Ys0fDhw9WjRw9t3rxZQUFBN4yvIiApCwCAEzPn5ipmzZoSlRZwcXMrknAtCReDQXObNtWQ/fuvWwLh6gQvAAAA4Iyio6WVK6VnnrFf9Kt+fWtCtpjJmxVe06ZN9emnnyohIUE1a9bUrFmzlJycXKKkrGQtYdC/f38VFBTY6sBej6urq5566im99dZbcnV11fjx49WpUydbkvbFF19U//79FRwcrAceeEDVqlXT3r179d///levvPKKmjRpovz8fM2bN08DBgzQf/7zH73zzjvF3svFxUVLly7VsGHDbInZwMDAkr85TqqaowMAAADXZnJzU/yAAeoYH6+O8fF6/Lfi/Y/Hxtra4gcMkOk2SwtEBwRoZatWqufqWqQEwspWrWwlEAAAAICKIDpaOn5c+vZbadky6/7YscqZkJWkqVOnqmPHjoqKilJkZKQCAwM1ePDgEj+/V69eMplMioqKKtFMVE9PTz333HMaPny4wsPD5eHhoRUrVtjOR0VFae3atdqwYYPuvvtuderUSbNmzVKDBg0kSe3bt9esWbP05ptvqnXr1lq6dKlef/31a96vevXqWr58uVq1aqUePXooJSWlxK/NWTFTFgAAJ1aepQWurjn73t3t1Te48c3NkL3FxcwAAACA0ubiIkVGlt/9Fi1adN3zcXFxiouLK9K+efNmu8fHjx8v0sdyVYHchg0b2rXVqlVLq1evvu79r77PlbKzs5Wenq7HHnvsute4UnR0dLE1YwtFRUUpKirqmuefffZZPfvss3ZtI0aMsB2PHj1ao0ePtj2uXr26Pv300xLH5+xIygIA4CQKLBZtaddOZn9/mTIz1dXTs9xLC1xZczbT25OSBQAAAEAldvnyZSUnJ2vmzJny9fXVwIEDHR1SlUH5AgAAnMCq1FQ13LNHw6ZO1aHgYA1LSFDD7du1KjXVqUoLFFgs2tyunZb36KHNmZkqKG5JWwAAAAAVwokTJ1SvXj19/PHH+uCDD1S9OvM3ywtJWQAAHGxVaqqG7N+vU3l5MqWlKW7xYpnS0nQ6J0dD9u+3JWaPt2un5S+/rJCTJ7U8IkLHOnUq14Ts9RLHAAAAACqewjIIJ0+eVM+ePUv0nNGjRys9Pb1sA6sCSMoCAOBABRaLnjl6VMXNNy1sm3D0qAosFltpgWGbNinSx6dcSwuUJHEMAAAAACgZ5iQDAFBOiqsZuyU9XflnzqhDWpokqeORI3Z7STL7+2tLeroi3dwcFvf1EscGWRPHg2rXlks5xwYAAAAAFRFJWQAAysGq1FQ9c/iw8qdOVcyaNZqYkKDqQUEaEhCgmDVrFLd4sV3/92bMsB3HjRolc5cukoOSshUhcQwAAAAAFQlJWQAAyljhV/8tkjr89tX/LyIilOTvrzmnTilwwAB9EREhyZrofG/GDD0eG6tdzZpJsiY8lzsw2WnOzXX6xDEAAAAAVCQkZQEAKEMlqRmb6u+vs/7+dn12NWum3c2byyCpvtGorn5+0sWLtx+Ql5dkKS6aazO5uWmikyeOAQAAAKAiISkLAEAZKulX/5P9/XX1sl2Fj+c0bVqyRb1uIeFaEl39/FQ9KEhJJUgcF2RlFambW54LkgEAAABARUBSFgCAMlTSr/5nvPCCVqakyOzvby0F4O+v+kaj5jRtquiAgPIO246LwaC5TZtqyP79100cf/7LL8XWzZ3rBK8BAAAAwLWNHj1a6enpWr16taNDKTORkZFq37695syZ4+hQJEnVHB0AAACVmcnNTfEDBqhjfLw6xsfr8dhYSdLjsbG2tvgBAzSodm0db9dOy19+WSEnT2p5RISOdepU/slMLy9lXsqQIc56XCg6IEArW7VSPVfXIonjla1aSZKG7N+vU3l5Mv1WN9eUlqbTOTkasn+/VqWmlu/rAAAAACR98803atmypb755psyv1dKSopiYmJ0xx13yGg0KjAwUFFRUdq2bVuZ3xsVDzNlAQAoQzfz1X+XixcVuWePtYOPj+RkX/uPDgjQIA8PbXnySWsN2YgIdQ0MlCQ13L79mnVzDZImHD2qQbVrU8oAAAAA5cZisej555/XwYMH9fzzz6tnz54ylOHvo3/84x+Vl5enxYsXq3Hjxjp79qw2btyoc+fOldk9nUleXp5cXV0dHUaFwUxZAABKS1aWNZFqMFiP9ftX/yXdfs1YJ+BiMChyzx4N27RJkT4+cjEYfq+be/iwOhw+bFc3t8Phw2p/+LDyzpzRlvR0xwYPAACAKmX9+vXauXOnJGnnzp1av359md0rPT1dW7du1Ztvvqnu3burQYMGuueeezRlyhT169fP1i8jI0Njx45VnTp15OPjox49emhP4cSM33zxxRe666675O7urtq1ays6Otp27vz58xo5cqRq1qwpT09P3XfffTpyxXoVixYtkp+fn77++mu1aNFC3t7e6tu3r8xms61PQUGBJk6cKD8/P/n7+2vy5MmyXLU2xbp169SlSxdbn/79++unn36ynT9+/LgMBoM+/vhjRUZGyt3dXQsWLJCPj49Wrlxpd601a9bIy8tLv/76a7HvXWRkpMaPH6/x48fb7vfXv/7VLqbc3FxNnjxZ9erVk5eXl8LCwrR58+bf3/9z6Xpo+EOqX7++PD091aZNGy1fvvx6PzKtW7dOvr6++vDDDyVJmzdv1j333CMvLy/5+fmpc+fO+vnnn697jdtBUhYAgDJ2o6/+l7hEQeFCXhaLXWkBRyusm7srJka7YmJs9XLfmzHD1hazZo3MubkOjhQAAABVhcVi0dSpU+Xi4iJJcnFx0dSpU4skH0uLt7e3vL29tXr1auXk5Fwzpn79+ik5OVlfffWVEhMT1bFjR/Xs2dM2m/bLL79UdHS0+vXrp927d2vjxo266667bNcYPXq0fvjhB33xxRfatm2bLBaL7r//fuXl5dn6XLx4UTNmzNCSJUv073//WydOnFDsb2XUJGnmzJn64IMP9P7772vr1q06d+6cPvvsM7tYs7KyNHHiRO3cuVMbN25UtWrV9Ic//EGXL1+26/fcc8/p6aef1sGDB/WHP/xBf/rTn7Rw4UK7PgsXLtSQIUNUo0aNa75/ixcvVvXq1bVjxw699dZbmj17tt577z3b+UceeUT/+c9/tGLFCu3du1cPPPCA+vbta0tI5+bkqmNoR61du1b79u3T2LFjNWLECO3YsaPY+61YsUJDhw7Vhx9+qJEjRyo/P1+DBw9Wt27dtHfvXm3btk1jx44t05nVsqDUZGRkWCRZMjIyHB0KbkLGpQyL4mTJuMTPDY7FWKwELlwoTJlaj6+S/+uvlm/btbMs69HD8u2ZM5b8y5dv6vnl5bpjsZgYvz13zhK4cqWlQ3y8pUN8vOWx2FiLRbI8FhtrawtcudLy7blz5fxKUNHxuQhnwViEs2AswlmU9VjMzs62HDhwwJKdnX3L11i3bp1F1mpadtu6detKMVJ7K1eutNSsWdPi7u5uiYiIsEyZMsWyZ88e2/mNGzdafHx8LJcuXbJ7XpMmTSzx8fEWi8ViCQ8Ptzz00EPFXv/w4cMWSZb//Oc/trZffvnF4uHhYfn4448tFovFsnDhQosky9GjR219/v73v1vq1q1re2wymSxvvPGG7XFeXp6lfv36lkGDBl3ztaWkpFgkWf773/9aLBaL5dixYxZJljlz5tj127Fjh8XFxcVy+vRpi8VisaSmplpcXV0tmzdvvua1u3XrZmnRooXl8hX/f/Tcc89ZWrRoYbFYLJajR49aDAaD7ZqFevbsaZkyZYolvyDfsvP0Tkt+Qb7d+fvvv98yadIku/s888wzlr///e8WX19fy6ZNm2zn0tLSLJKuG+eVrjdGS5ofZKYsAADlpLiv/lcGtrq5zZtrd/Pm2tWsmaTf6+YmNW8u16AgdfXzc2ygAAAAqBIsV82SLVTWs2X/+Mc/6syZM/riiy8UFRWlzZs3q2PHjlq0aJEkKTExURcuXJC/v79tZq23t7eOHTtmKw2QlJSknj17Fnv9gwcPqnr16goLC7O1+fv7KyQkRAcPHrS1eXp6qkmTJrbHJpNJKSkpkqzlE8xms8LDw23nq1evbjcbV5J++uknDR8+XI0bN5aPj48aNWokSTpx4oRdv6ufd88996hVq1a2kgBLlizRHXfcoXvvvfe6712nTp3sZqWGh4fryJEjKigo0K5du2SxWNS8eXO79+27776zvW8FBQV67bXX1LZtW9v7u379+iLxfvrpp5owYYLWr1+v7t2729pr1aql0aNHKyoqSgMGDNDcuXPtSj6UBZKyAADgtlS2urkAAACo2ApryRYUFNi1FxQUlHltWXd3d/Xu3VsvvviiEhISNHr0aL300kuSpMuXL8tkMikpKcluO3TokP785z9Lkjw8PK557Wslky0Wi11C8+rFtgwGw00nogcMGKC0tDS9++672rFjh60MQO5VJcm8iimr9vjjj9tKGCxcuFCPPPLIbZUBuHz5slxcXJSYmGj3vh08eFBz586VJC2NX6q5c+Zq8uTJ2rRpk5KSkhQVFVUk3vbt2ysgIEALFy4s8p4sXLhQ27ZtU0REhP75z3+qefPm2r59+y3HfSMkZQEAwG0rtbq5AAAAwG0onCVbrVrxKa9q1aqV6WzZq7Vs2VJZvy0C3LFjRyUnJ6t69epq2rSp3Va7dm1JUtu2bbVx48ZrXis/P9+uTmpaWpoOHz6sFi1alCgeX19fmUwmu2Rjfn6+EhMT7a558OBB/fWvf1XPnj3VokULnT9/vsSv+eGHH9aJEyf01ltvaf/+/Ro1atQNn3N18nP79u1q1qyZXFxc1KFDBxUUFCglJaXI+xYYGChJ2r1jtwYOHKiHH35Y7dq1U+PGje0WQCvUpEkTffvtt/r888/11FNPFTnfoUMHTZkyRQkJCWrdurWWLVtW4td9s6qX2ZUBAECVEh0QoEEeHtry5JMy+/treUSEugYGMkMWAAAA5SY3N1cnTpwosiBVocuXL+vkyZPKzc2V0WgstfumpaXpgQce0KOPPqq2bduqRo0a+uGHHzR9+nQNGjRIktSrVy+Fh4dr8ODBevPNNxUSEqIzZ87oq6++0uDBg3XXXXfppZdeUs+ePdWkSRP96U9/Un5+vv71r39p8uTJatasmQYNGqQxY8YoPj5eNWrU0F/+8hfVq1fPdo+SeOaZZ/TGG2+oWbNmatGihWbNmqX09HTb+Zo1a8rf318LFiyQyWTSiRMn9Je//KXE169Zs6aio6P15z//WX369FH9+vVv+JyTJ09q4sSJiomJ0a5duzRv3jzNnDlTktS8eXM99NBDGjlypGbOnKkOHTrol19+0aZNm9SmTRtF9Y1ScMNgffP1N0pISFDNmjU1a9YsJScnF5usbt68ub799ltFRkaqevXqmjNnjo4dO6YFCxZo4MCBCgoK0qFDh3T48GGNHDmyxK/7ZpGUBQAApaawbq4kycdHIiELAACAcmQ0GrVz506lpqZes0+dOnVKNSErSd7e3goLC9Ps2bP1008/KS8vT8HBwRozZoyef/55SdYyAl999ZVeeOEFPfroo0pNTVVgYKDuvfde1a1bV5IUGRmpTz75RC+//LLeeOMN+fj42NVjXbhwoZ555hn1799fubm5uvfee/XVV18VKVlwPZMmTZLZbNbo0aNVrVo1Pfroo/rDH/6gjIwMSdbZxCtWrNDTTz+t1q1bKyQkRG+99ZYiIyNLfI/HHntMy5Yt06OPPlqi/iNHjlR2drbuueceubi46KmnntLYsWPtXvcrr7yiSZMm6fTp0/L391d4eLjuv/9+6/0mPKaslCxFRUXJ09NTY8eO1eDBg22v6WohISHatGmTIiMj5eLiosmTJ+vHH3/U4sWLlZaWJpPJpPHjxysmJqbEr/lmGSzlNV+7CsjMzJSvr68yMjLk4+Pj6HBQQpk5mfJ9w1cZf8mQj5GfGxyHsVgJZGVJ3t7W4wsXpKvrK93ovJO4rbFYQV4jKgY+F+EsGItwFoxFOIuyHouXLl3SsWPH1KhRI7m7u5f69VH2li5dqmeeeUZnzpyRm5vbdftGRkaqffv2mjNnzi3dq+BygXYn71aHwA5yqeZy4yeUguuN0ZLmB5kpCwBAKSmwWLSlXTuZ/f1lysxUV09PvroPAAAAoMq4ePGijh07ptdff10xMTE3TMhWZSz0BQBAKViVmqqGe/Zo2NSpOhQcrGEJCWq4fbtWXedrUwAAAABQmUyfPl3t27dX3bp1NWXKFEeH49RIygIAcJtWpaZqyP79OpWXJ1NamuIWL5YpLU2nc3I0ZP9+ErNXysqy1pk1GKzHAAAAACqNuLg45eXlaePGjfIuLGt2A5s3b77l0gUVGUlZAABuQ4HFomeOHlVxBdoL2yYcPaoCi8VaX9VisW7UWgUAAACAKouasgAA3IYt6enKP3NGHdLSJEkdjxyx20uS2d9fW9LTFVmzpkNiBAAAAAA4F5KyAADcBnNurmLWrFHc4sV27e/NmGE7jhs1SuYuXco7NMconA0MAAAAALgmkrIAANwGk5ubJg4YoC8iIiRZZ8i+N2OGHo+N1a5mzSRZZ8ouZ9VRAAAAAMBvSMoCAHAbuvr5qXpQkJL8/e3qyu5q1ky7mzeXQVJ9o1Fd/fwcFKFzKbBYtKVdO5n9/WXKzFRXT0+5GAyODgsAAACVUVaWVLjY1IULrOsAp8JCXwAA3AYXg0FzmzaVJF2dWix8PKdpUxKPklalpqrhnj0aNnWqDgUHa1hCghpu365VqamODg0AAAAAyhVJWQAAblN0QIBWtmqleq6uMvv7W2vI+vurvtGola1aKTogoFziKCiQNm+Wli+37gsKyuW2JbIqNVVD9u/Xqbw8mdLSFLd4sUxpaTqdk6Mh+/eTmAUAAAB+ExcXp/bt2zs6DJQxkrIAAJSC6IAAHW/XTstfflkhJ09qeUSEjnXqVG4J2VWrpIYNpe7dpeHDrfuGDa3tjlZgseiZo0dV3PJfhW0Tjh5VAQuEAQAAoKwkJ5fTbZL11FNPqXHjxjIajQoODtaAAQO0cePGcrk/Kg5qygIAUEpcDAZF7tljfeDjI5VTyYJVq6QhQ6Src5qnT1vbV66UoqPLJZRibUlPV/6ZM+qQlibJuhjalXvJuhjalvR0Rdas6ZAYAQAAUMklJ0tNmpTpLY4fP67OnTvLz89P06dPV9u2bZWXl6evv/5aTz75pH788ccyvT8qFmbKAgBQgRUUSM88UzQhK/3eNmGCY0sZmHNzFbNmjXbFxGhXTIzemzFDkvTejBm2tpg1a2TOzXVckAAAAKjYsrKK3wplZ1//fCkYN26cDAaDvv/+ew0ZMkTNmzdXq1atNHHiRG3fvt3W78SJExo0aJC8vb3l4+OjoUOH6uzZs9e8bmRkpCZMmGDXNnjwYI0ePdr2uGHDhnrllVc0cuRIeXt7q0GDBvr888+Vmppqu1ebNm30ww8/2J6zaNEi+fn56euvv1aLFi3k7e2tvn37ymw2XzOW8+fP66GHHlJAQIA8PDzUrFkzLVy4UJK0efNmGQwGpaen2/onJSXJYDDo+PHjdvdcu3atQkJC5OnpqSFDhigrK0uLFy9Ww4YNVbNmTT311FMquOJ/Yv7xj3+oWbNmcnd3V926dTVkyJDr/SgqBGbKAgBQgW3ZIp06de3zFot08qS1X2RkuYVlx+TmpokDBuiLiAhJ1hmy782YocdjY7WrWTNJ1pmyy93cHBMgAAAAKj5v7+uf7927+PZSKqF17tw5rVu3Tq+++qq8vLyKnPfz8/vtdhYNHjxYXl5e+u6775Sfn69x48bpwQcf1ObNm28rhtmzZ+u1117T1KlTNXv2bI0YMUKdO3fWo48+qr/97W967rnnNHLkSO3fv1+G377Vd/HiRc2YMUNLlixRtWrV9PDDDys2NlZLly4t9h5Tp07VgQMH9K9//Uu1a9fW0aNHlZ2dfVNxXrx4UW+99ZZWrFihX3/9VdHR0YqOjpafn5+++uor/e9//9Mf//hHdenSRQ8++KB++OEHPf3001qyZIkiIiJ07tw5bdmy5bbeK2dAUhYAgArsOn/EvqV+ZaGrn5+qBwUpyd/frq7srmbNtLt5cxkk1Tca1fW3X1QBAACAiubo0aOyWCy68847r9vvm2++0d69e3Xs2DEFBwdLkpYsWaJWrVpp586duvvuu285hvvvv18xMTGSpBdffFFvv/227r77bj3wwAOSpOeee07h4eE6e/asAgMDJUl5eXl655131OS30g7jx4/X//3f/13zHidOnFCHDh101113SbLO0L1ZeXl5evvtt233HDJkiJYsWaKzZ8/K29tbLVu2VPfu3fXtt9/qwQcf1IkTJ+Tl5aX+/furRo0aatCggTp06HDT93U2lC8AAKACM5lKt19ZcDEYNLdpU0nS1VV2Cx/PadpULgaD9StkBoN1K+WvkwEAAKASu3Dh9+3oUWnrVmnDht/Pz5xpbdu61Xq+sG8psfw249Zwg3UlDh48qODgYFtCVpJatmwpPz8/HTx48LZiaNu2re24bt26kqQ2bdoUaUtJSbG1eXp62pKjkmQymezOX+2JJ57QihUr1L59e02ePFkJCQk3HefV96xbt64aNmwo7ytmO9etW9cWR+/evdWgQQM1btxYI0aM0NKlS3Xx4sWbvq+zISkLAEBJOWHCsGtXqX79a68pZjBIwcHWfo4UHRCgla1aqZ6rq8z+/oobNUpmf3/VNxq1slUrRQcEODZAAAAAVGxeXr9vTZpInTtL4eG/nw8Ls7Z17mw9X9i3lDRr1kwGg+GGiVWLxVJs4vZa7ZJUrVo1W9K3UF5eXpF+rq6utuPCaxXXdvny5WKfU9jn6ntd6b777tPPP/+sCRMm6MyZM+rZs6diY2NtcRa+lpLGWXjP4toK46xRo4Z27dql5cuXy2Qy6cUXX1S7du3satdWRCRlAQCowFxcpLlzrcdX/w5X+HjOHGs/R4sOCNDxdu20/OWXFXLypJZHROhYp04kZAEAAFDh1apVS1FRUfr73/+urGImcBQmEFu2bKkTJ07o5MmTtnMHDhxQRkaGWrRoUey1AwIC7BbfKigo0L59+0r3BdyEgIAAjR49Wh999JHmzJmjBQsW2Nol2cWalJRUKvesXr26evXqpenTp2vv3r06fvy4Nm3aVCrXdhSHJmVff/113X333apRo4bq1KmjwYMH69ChQ3Z9LBaL4uLiFBQUJA8PD0VGRmr//v12fXJycvTUU0+pdu3a8vLy0sCBA3XqqlVPzp8/rxEjRsjX11e+vr4aMWJEkYz6iRMnNGDAAHl5eal27dp6+umnlctK0ACAkvLysi4UYLGU6l/dbyQ6Wlq5UqpXz769fn1re3R0uYVyQy4GgyL37NGwTZsU6eNjLVkAAAAAlLXfaqiWpX/84x8qKCjQPffco08//VRHjhzRwYMH9dZbbyn8t1m7vXr1Utu2bfXQQw9p165d+v777zVy5Eh169bNVqf1aj169NCXX36pL7/8Uj/++KPGjRvnsFmiL774oj7//HMdPXpU+/fv19q1a23J5KZNmyo4OFhxcXE6fPiwvvzyS82cOfO277l27Vq99dZbSkpK0s8//6wPP/xQly9fVkhIyG1f25EcmpT97rvv9OSTT2r79u3asGGD8vPz1adPH7u/KEyfPl2zZs3S/PnztXPnTgUGBqp379769ddfbX0mTJigzz77TCtWrNDWrVt14cIF9e/fXwUFBbY+w4cPV1JSktatW6d169YpKSlJI0aMsJ0vKChQv379lJWVpa1bt2rFihX69NNPNWnSpPJ5MwAAuA3R0dLx49K330rLlln3x445V0IWAAAAcJhySMo2atRIu3btUvfu3TVp0iS1bt1avXv31saNG/X2229Lsn4tf/Xq1apZs6buvfde9erVS40bN9Y///nPa1730Ucf1ahRo2zJ20aNGql79+5l/nqK4+bmpilTpqht27a699575eLiohUrVkiyliVYvny5fvzxR7Vr105vvvmmXnnlldu+p5+fn1atWqUePXqoRYsWeuedd7R8+XK1atXqtq/tSAbL9QpFlLPU1FTVqVNH3333ne69915ZLBYFBQVpwoQJeu655yRZZ8XWrVtXb775pmJiYpSRkaGAgAAtWbJEDz74oCTpzJkzCg4O1ldffaWoqCgdPHhQLVu21Pbt2xUWFiZJ2r59u8LDw/Xjjz8qJCRE//rXv9S/f3+dPHlSQUFBkqQVK1Zo9OjRSklJkY+PT5F4c3JylJOTY3ucmZmp4OBgnUw5WWx/OKfMnEwFzw7WyWdPysfIzw2Ow1isALKy5ONv/W9EZtqZcp0NW57KdCze4D0suHBBe3reL7O/v3wWLlBEndrMpq3C+FyEs2AswlkwFuEsynos5ubk6uyps2rYsKHc3d1v/UJZWXLx8ZUkFWRmVNrf36u6AkuB9p7dq7Z128rFUD512y5duqTjx4+rbv26cjO62Z3LzMxUcJ1gZWRkXDc/WL2sg7wZGRkZkqx1OCTp2LFjSk5OVp8+fWx9jEajunXrpoSEBMXExCgxMVF5eXl2fYKCgtS6dWslJCQoKipK27Ztk6+vry0hK0mdOnWSr6+vEhISFBISom3btql169a2hKwkRUVFKScnR4mJicX+BeL111/XtGnTirQHzwqWbuMzA44RPDv4xp2AcsBYdF6euVLhdzlMM4N00e263Su8shiL130Pa3eVocl41Z06VTFr1ih+Z5KSvQqkn+ZLv2wp9VhQcfC5CGfBWISzYCzCWZTVWGzg1UDvdH5H2b9k337m6vRO6/7Xw9Kv1++Kim3v2b3ld7N86ZeMX9Tvq376Oetn+3OXSnYJp0nKWiwWTZw4UV26dFHr1q0lScnJyZKkunXr2vWtW7eufv75Z1sfNzc31axZs0ifwucnJyerTp06Re5Zp04duz5X36dmzZpyc3Oz9bnalClTNHHiRNtj20zZicyUrUj4azOcBWPR+RVcuKDNX1pncX4cU3lncZb1TFm9Zv0DqHnS7zNlv0g7r5GHj8kiyXTisOIWL9YXERE6699cavV/+rB5Iw30r3mdC6My4nMRzoKxCGfBWISzKLeZsrVvc6YsqgSHzZS9cFw/jP2h+Jmyb9z4DxZOk5QdP3689u7dq61btxY5Z7jqf3gtFkuRtqtd3ae4/rfS50pGo1FGo7FIu4/Rh/9AVkD83OAsGIvOaVVqqp45fEz5V8zirB4UpLlNmyr6t1VGK5syGYtGH+tCaJIKr1xgsWjKz/tVXD0liySDpOd/PqNhpjsqZRIcN8bnIpwFYxHOgrEIZ1FWY/GS5ZJSDalyqeYil2rlk2RDBXbZunMxlN94canmomqGavJ285a78ao/HBRNFRbLoQt9FXrqqaf0xRdf6Ntvv1X9+vVt7YG/FWG+eqZqSkqKbVZrYGCgcnNzdf78+ev2OXv2bJH7pqam2vW5+j7nz59XXl5ekRm0AICqZVVqqobs369TeXkypaUpbvFimdLSdDonR0P279eq1FRHh1ihbUlPV/6ZM+pw+LA6HD6sjkeOSJI6HjmiDocPq/3hw8o7c0ZbHLTCLAAAABzDiZZBAuyUxth0aFLWYrFo/PjxWrVqlTZt2qRGjRrZnW/UqJECAwO1YcMGW1tubq6+++47RURESJJCQ0Pl6upq18dsNmvfvn22PuHh4crIyND3339v67Njxw5lZGTY9dm3b5/MZrOtz/r162U0GhUaGlr6Lx4AUCEUWCx65ujRa87ilKQJR4+qgF8Yb5k5N1cxa9ZoV0yMdsXE6L0ZMyRJ782YYWuLWbNG5txcB0cKAACA8uDq6ipJunjxooMjAYpXODYLx+qtcGj5gieffFLLli3T559/rho1athmqvr6+srDw0MGg0ETJkzQa6+9pmbNmqlZs2Z67bXX5OnpqeHDh9v6PvbYY5o0aZL8/f1Vq1YtxcbGqk2bNurVq5ckqUWLFurbt6/GjBmj+Ph4SdLYsWPVv39/hYSESJL69Omjli1basSIEfrb3/6mc+fOKTY2VmPGjKE+LABUFVlZkre39fjCBcnL6/dZnGlpkmQ3i7OQ2d9fW9LTFVmTmqe3wuTmpokDBuiL3/5Q2vHIEb03Y4Yej43VrmbNJFnf4+VulXxlNQAAAEiSXFxc5Ofnp5SUFEmSp6fnDctYouoquFwg5VvrvJZ1+QKLxaKLFy8qJSVFfn5+cnG59fs5NCn79ttvS5IiIyPt2hcuXKjRo0dLkiZPnqzs7GyNGzdO58+fV1hYmNavX68aNWrY+s+ePVvVq1fX0KFDlZ2drZ49e2rRokV2b8zSpUv19NNPq0+fPpKkgQMHav78+bbzLi4u+vLLLzVu3Dh17txZHh4eGj58uGb8NlsHAFA1Fc7ijFu82K79vSv++xA3apTMXbqUd2iVRlc/P1UPClKSv7/djORdzZppd/PmMkiqbzSqq5+fgyIEAABAeSssaVmYmAWu5bLlsn7J+EXHLxxXNUP5FAXw8/OzjdFb5dCkbEnqLxgMBsXFxSkuLu6afdzd3TVv3jzNmzfvmn1q1aqljz766Lr3uuOOO7R27dobxgQAqDqYxVn2XAwGzW3aVEP279fV8x8KH89p2pRFvgAAAKoQg8Egk8mkOnXqKC8vz9HhwIldyL2gfl/10w9jf5C3m3eZ38/V1fW2ZsgWcmhSFgAAZ8cszvIRHRCgla1a6ZnDh2X297fOPvb3V32jUXOaNlV0QICjQwQAAIADuLi4lEoCDJVXriFXP2f9LDejm9yN7o4Op8RIygIAcB3M4iw/0QEBGuThoS1PPmmdfRwRoa6Bgby3AAAAACodkrIAANwAszjLj4vBoMg9e6wPfHwkErIAAAAAKiGSsgAA/KbAYtGWdu1k9veXKTNTXT09bbM0mcUJAAAAACgtJGUBAJC0KjVVzxw+rPypUxWzZo0mJiSoelCQ5l4xE5ZZnAAAAACA0lDN0QEAAOBoq1JTNWT/fp3Ky5MpLU1xixfLlJam0zk5GrJ/v1alpjo6RAAAAABAJUJSFgBQpRVYLHrm6FFZijlX2Dbh6FEVWIrrgVLn5SVZLNbNy8vR0QAAAABAmaB8AQCgStuSnq78M2fUIS1NktTxyBG7vSSZ/f21JT1dkW5uDokRAAAAAFC5kJQFAFRp5txcxaxZo7jFi+3a35sxw3YcN2qUzF26SCRlAQAAAAClgKQsAKBKM7m5aeKAAfoiIkKSdYbsezNm6PHYWO1q1kySdabscje3379aDwAAAADAbSApCwCo0rr6+al6UJCS/P3t6sruatZMu5s3l0FSfaNRXf38HBQhAAAAAKCyYaEvAECV5mIwaG7TppIkw1XnCh/PadpULoarzwIAAAAAcGtIygIAqoasLMlgsG5ZWXanogMCtLJVK9VzdZXZ399aQ9bfX/WNRq1s1UrRAQEOChrFus7PEgAAAAAqAsoXAAAga2J2kIeHtjz5pLWGbESEugYGMkMWAAAAAFDqSMoCAPAbF4NBkXv2WB/4+FhnYgIAAAAAUMpIygIAgAqlwGLRlnbtZPb3lykzU109PZnRDAAAAKBCoaYsAACoMFalpqrhnj0aNnWqDgUHa1hCghpu365VqamODg0AAAAASoykLACgSiiwWLS5XTst79FDmzMzVWCxODok3KRVqakasn+/TuXlyZSWprjFi2VKS9PpnBwN2b+fxCwAAACACoOkLACg0mN2ZcVXYLHomaNHVVwqvbBtwtGjJNsBAAAAVAgkZQEAldpNza708pIsFuvm5eW4oFHElvR05Z85ow6HD6vD4cPqeOSIJKnjkSPqcPiw2h8+rLwzZ7QlPd2xgQIAAABACbDQFwCg0rrR7EqDrLMrB9WuzUJRTs6cm6uYNWsUt3ixXft7M2bYjuNGjZK5S5fyDg0AAAAAbhpJWQBApWWbXZmWJkl2sysLmf39tSU9XZE1azokRpSMyc1NEwcM0BcREZKsP8P3ZszQ47Gx2tWsmSTrz3K5m5sjwwQAAACAEiEpCwCotJhdWXl09fNT9aAgJfn728183tWsmXY3by6DpPpGo7r6+TkoQgAAAAAoOZKyAIBKi9mVlYeLwaC5TZtqyP79urrQROHjOU2bUoYCAAAAQIVAUhYAUGkxu7JyiQ4I0MpWrfTM4cMy+/tbZzn7+6u+0ag5TZsqOiDA0SECAAAAQImQlAUAVFrMrqx8ogMCNMjDQ1uefNI6yzkiQl0DA/kZAgAAAKhQSMoCACo1ZldWPi4GgyL37LE+8PGRSMgCAAAAqGBIygIAKj1mV1YyXl6SxXLjfgAAAADgpEjKAgCqBGZXViFZWZK3t/X4wgVrEhcAAAAAnEg1RwcAAAAAAAAAAFUJM2UBAEClUmCxaEu7djL7+8uUmamunp6UqgAAAADgVJgpCwAAKo1VqalquGePhk2dqkPBwRqWkKCG27drVWqqo0MDAAAAABuSsgCAqqFwcSiLhRqjldSq1FQN2b9fp/LyZEpLU9zixTKlpel0To6G7N9PYhYAAACA0yApCwAAKrwCi0XPHD0qSzHnCtsmHD2qAktxPQAAAACgfFFTFgAAVHhb0tOVf+aMOqSlSZI6Hjlit5cks7+/tqSnK7JmTYfECAAAAACFSMoCAIAKz5ybq5g1axS3eLFd+3szZtiO40aNkrlLl/IODQAAAACKICkLAAAqPJObmyYOGKAvIiIkWWfIvjdjhh6PjdWuZs0kWWfKLndzc2SYAAAAACCJpCwAAKgEuvr5qXpQkJL8/e3qyu5q1ky7mzeXQVJ9o1Fd/fykrCzJ29va4cIFFn4DAAAAUO5Y6AsAAFR4LgaD5jZtKkkyXHWu8PGcpk3lYjCowGLR5nbttLxHD23OzGTxLwAAAADljqQsAACoFKIDArSyVSvVc3WV2d/fWkPW31/1jUatbNVK0QEBWpWaqoZ79mjY1Kk6FBysYQkJarh9u1alpjo6fAAAAABVCElZAEDlkJUlGQzWLSvL0dHAQaIDAnS8XTstf/llhZw8qeURETrWqZMtITtk/36dysuTKS1NcYsXy5SWptM5ORqyfz+JWQAAAADlhpqyAACgUnExGBS5Z4/1gY+P9FvJgmeOHlVxhQosspY4mHD0qAbVri0Xw9UFEAAAAACgdJGUBQAAlYuXl3RVndgt6enKP3NGHdLSJEkdjxyx20uS2d9fW9LTFVmzZvnFCgAAAKBKIikLAKgUCiwWbWnXTmZ/f5kyM9XV05MZj7Ax5+YqZs0axS1ebNf+3owZtuO4UaNk7tKlvEMDAAAAUAWRlAUAVHirUlP1zOHDyp86VTFr1mhiQoKqBwVpbtOmig4IcHR4cAImNzdNHDBAX0RESLLOkH1vxgw9HhurXc2aSbLOlF3u5ubIMAEAAABUESRlAQAVWuHiTRZJHX5bvOmLiAgl+ftryP79WtmqFYlZqKufn6oHBSnJ39+uruyuZs20u3lzGSTVNxrV1c/PQRECAAAAqEqqOToAAABu1Y0Wb5KsizcVWIrrgarExWDQ3KZNJVkX9bpS4eM5TZtS8gIAAABAuWCmLACgwmLxJtyM6IAArWzVSs8cPiyzv7+1hqy/v+objZpDqQsAAAAA5YikLACgwmLxJtys6IAADfLw0JYnn7TWkI2IUNfAQGbIAgAAAChXJGUBABUWizfhVrgYDIrcs8f6wMdHIiELAAAAoJyRlAUAVFgs3oRb4uUlXa/OcFaW5O1tPb5wwdofAAAAAEoRC30BACosFm8CAAAAAFREJGUBABVa4eJN9VxdiyzetLJVKxZvwu1JTnZ0BAAAAAAqIcoXAAAqPBZvQplJTpaaNHF0FAAAAAAqGZKyAIBKgcWbUGqysn4/zs52XBwAAAAAKi2SsgAAAJJkNlu30NDf23r3lhITrccmk3UDAAAAgNtETVkAAABJio+3T8gWCg21bvHx5R8TAAAAgEqJmbIAgMrBy0uyWBwdBSqymBhp4EDp3DnrDFlJmjlTioy0HjNLFgAAAEApISkLAAAg/V6e4MqasmFhUseOjosJAAAAQKVE+QIAAAAAAAAAKEckZQEAFUNWlmQwWLcrZzICZSkw0NERAAAAAKiESMoCAABcC0lZAAAAAGWAmrIAAABXYtE4AAAAAGWMmbIAgIonOdnREQAAAAAAcMtIygIAKh6SsgAAAACACoykLACgYrhyca/sbMfFAQAAAADAbaKmLADAuZnN1i009Pe23r2lxETrsclk3QAAAAAAqCCYKQsAcG7x8fYJ2UKhodYtPr78YwIAAAAA4DY4NCn773//WwMGDFBQUJAMBoNWr15td3706NEyGAx2W6dOnez65OTk6KmnnlLt2rXl5eWlgQMH6tSpU3Z9zp8/rxEjRsjX11e+vr4aMWKE0tPT7fqcOHFCAwYMkJeXl2rXrq2nn35aubm5ZfGyAQA3IybGOit2w4bf22bOtLYlJlrPAwAAAABQgTg0KZuVlaV27dpp/vz51+zTt29fmc1m2/bVV1/ZnZ8wYYI+++wzrVixQlu3btWFCxfUv39/FRQU2PoMHz5cSUlJWrdundatW6ekpCSNGDHCdr6goED9+vVTVlaWtm7dqhUrVujTTz/VpEmTSv9FAwBujskkdewohYf/3hYWZm3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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 678248.1 +- 3549.7 (error 0.5%).\n", "Left 280779.9 +- 2391.5 (error 0.9%).\n", "Right 397468.2 +- 2623.3 (error 0.7%).\n", "Head 561559.8 +- 3382.0 (error 0.6%).\n", "Tail 116688.3 +- 4902.9 (error 4.2%).\n", "Tail Prop. 0.1720 +- 0.0073 (error 4.23%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1897787141369e-56, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.272055060978084e-37, error calculation failed.\n", "Matrix singular (determinant = -4.104002646520661e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.024033213034645e-50, error calculation failed.\n", "Matrix singular (determinant = -2.9762396506252117e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.105854532160799e-41, error calculation failed.\n", "Matrix singular (determinant = -5.118646603834339e-85, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 2819535.5 +- 113313.8 (error 4.0%).\n", "Left 1309956.4 +- 82026.1 (error 6.3%).\n", "Right 1509579.1 +- 78177.5 (error 5.2%).\n", "Head 2619912.9 +- 116002.5 (error 4.4%).\n", "Tail 199622.6 +- 162162.2 (error 81.2%).\n", "Tail Prop. 0.0708 +- 0.0576 (error 81.33%).\n", "Matrix singular (determinant = 7.468074298285283e-51, error calculation failed.\n", "Matrix singular (determinant = 1.5449611811746676e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 1426898.8 +- 8718.7 (error 0.6%).\n", "Left 652179.5 +- 6474.6 (error 1.0%).\n", "Right 774719.3 +- 5839.1 (error 0.8%).\n", "Head 1304359.0 +- 9156.5 (error 0.7%).\n", "Tail 122539.7 +- 12643.5 (error 10.3%).\n", "Tail Prop. 0.0859 +- 0.0089 (error 10.34%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1475817717453964e-52, error calculation failed.\n", "Matrix singular (determinant = 1.8723000688167314e-52, error calculation failed.\n", "Matrix singular (determinant = 3.979228167277125e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.684578947887289e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.684578947887289e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 595199.2 +- 2796.4 (error 0.5%).\n", "Left 275380.3 +- 1951.2 (error 0.7%).\n", "Right 319818.9 +- 2003.1 (error 0.6%).\n", "Head 550760.6 +- 2759.4 (error 0.5%).\n", "Tail 44438.6 +- 3928.6 (error 8.8%).\n", "Tail Prop. 0.0747 +- 0.0066 (error 8.85%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.3523480371294534e-35, error calculation failed.\n", "Matrix singular (determinant = 2.0372886001272472e-61, error calculation failed.\n", "Matrix singular (determinant = 4.1930321843695227e-51, error calculation failed.\n", "Matrix singular (determinant = 3.9959508831597504e-51, error calculation failed.\n", "Matrix singular (determinant = 5.422665668891995e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.5866098325760864e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.293101817127086e-51, error calculation failed.\n", "Matrix singular (determinant = -1.1609541209186476e-23, error calculation failed.\n", "Matrix singular (determinant = -1.5949060514178017e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 1830092.6 +- 20530.3 (error 1.1%).\n", "Left 850914.7 +- 12031.9 (error 1.4%).\n", "Right 979177.9 +- 16635.1 (error 1.7%).\n", "Head 1701829.4 +- 17015.7 (error 1.0%).\n", "Tail 128263.2 +- 26665.1 (error 20.8%).\n", "Tail Prop. 0.0701 +- 0.0146 (error 20.82%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.10392018827197e-84, error calculation failed.\n", "Matrix singular (determinant = 1.1840684552908987e-84, error calculation failed.\n", "Matrix singular (determinant = -3.999763880532834e-58, error calculation failed.\n", "Matrix singular (determinant = 1.7716868578740443e-52, error calculation failed.\n", "Matrix singular (determinant = 8.945785767520717e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.557998265505685e-34, error calculation failed.\n", "Matrix singular (determinant = -2.473972782070262e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 823032.9 +- 7740.3 (error 0.9%).\n", "Left 370501.5 +- 5913.2 (error 1.6%).\n", "Right 452531.3 +- 4994.6 (error 1.1%).\n", "Head 741003.1 +- 8362.5 (error 1.1%).\n", "Tail 82029.8 +- 11394.9 (error 13.9%).\n", "Tail Prop. 0.0997 +- 0.0139 (error 13.92%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.917574304759949e-40, error calculation failed.\n", "Matrix singular (determinant = -4.961535047144375e-78, error calculation failed.\n", "Matrix singular (determinant = 1.8075658774602713e-51, error calculation failed.\n", "Matrix singular (determinant = -4.961535047144375e-78, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 462680.2 +- 1235.2 (error 0.3%).\n", "Left 202854.6 +- 882.6 (error 0.4%).\n", "Right 259825.5 +- 864.1 (error 0.3%).\n", "Head 405709.3 +- 1248.2 (error 0.3%).\n", "Tail 56970.9 +- 1756.0 (error 3.1%).\n", "Tail Prop. 0.1231 +- 0.0038 (error 3.09%).\n", " \n", "Results for image 10\n", "Total 517965.7 +- 989.8.\n", "Left 230165.6 +- 701.0.\n", "Right 287991.8 +- 697.5.\n", "Head 460331.2 +- 991.4.\n", "Tail 60332.5 +- 1401.2.\n", "Prop 0.115 +- 0.003.\n", "Prop var 0.037.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 11 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0012.bmp read.\n", " \n", "Image 11 with 8 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.658402921595377e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.081888918211825e-52, error calculation failed.\n", "Matrix singular (determinant = 1.4340871567166976e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.7350478298485587e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 620195.3 +- 986.4 (error 0.2%).\n", "Left 283794.4 +- 665.2 (error 0.2%).\n", "Right 336400.9 +- 728.4 (error 0.2%).\n", "Head 567588.8 +- 940.7 (error 0.2%).\n", "Tail 52606.5 +- 1363.0 (error 2.6%).\n", "Tail Prop. 0.0848 +- 0.0022 (error 2.60%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.2379625936952408e-26, error calculation failed.\n", "Matrix singular (determinant = 1.1228877112881516e-51, error calculation failed.\n", "Matrix singular (determinant = -7.416909139741992e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 564400.7 +- 1375.0 (error 0.2%).\n", "Left 243983.5 +- 1063.7 (error 0.4%).\n", "Right 320417.2 +- 871.3 (error 0.3%).\n", "Head 487967.1 +- 1504.3 (error 0.3%).\n", "Tail 76433.7 +- 2038.0 (error 2.7%).\n", "Tail Prop. 0.1354 +- 0.0036 (error 2.68%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5185141705980694e-51, error calculation failed.\n", "Matrix singular (determinant = 8.240680085810791e-51, error calculation failed.\n", "Matrix singular (determinant = 7.369213855030893e-51, error calculation failed.\n", "Matrix singular (determinant = 1.6376039107200532e-51, error calculation failed.\n", "Matrix singular (determinant = 7.094008503743659e-52, error calculation failed.\n", "Matrix singular (determinant = -1.5362976280496587e-48, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.351897010884948e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 1037892.9 +- 2429.0 (error 0.2%).\n", "Left 421391.9 +- 1658.8 (error 0.4%).\n", "Right 616501.1 +- 1774.4 (error 0.3%).\n", "Head 842783.7 +- 2345.9 (error 0.3%).\n", "Tail 195109.2 +- 3376.9 (error 1.7%).\n", "Tail Prop. 0.1880 +- 0.0033 (error 1.75%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1052393256363515e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.933520908564546e-51, error calculation failed.\n", "Matrix singular (determinant = 1.9738311267025733e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.0131676106830095e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.1482804273905766e-87, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 775556.6 +- 9773.9 (error 1.3%).\n", "Left 421346.5 +- 9719.3 (error 2.3%).\n", "Right 354210.1 +- 1031.6 (error 0.3%).\n", "Head 842692.9 +- 13745.2 (error 1.6%).\n", "Tail -67136.4 +- 16866.0 (error -25.1%).\n", "Tail Prop. -0.0866 +- 0.0218 (error -25.15%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1338768360936956e-51, error calculation failed.\n", "Matrix singular (determinant = 8.576374591391164e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.830309637666643e-79, error calculation failed.\n", "Matrix singular (determinant = -1.4856270501006584e-59, error calculation failed.\n", "Matrix singular (determinant = 4.167134574598677e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.425328953536738e-80, error calculation failed.\n", "Matrix singular (determinant = 6.425328953536738e-80, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 623971.8 +- 2659.4 (error 0.4%).\n", "Left 294159.2 +- 1905.7 (error 0.6%).\n", "Right 329812.6 +- 1854.9 (error 0.6%).\n", "Head 588318.5 +- 2695.1 (error 0.5%).\n", "Tail 35653.4 +- 3786.3 (error 10.6%).\n", "Tail Prop. 0.0571 +- 0.0061 (error 10.63%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0148803375501383e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.072100124200652e-47, error calculation failed.\n", "Matrix singular (determinant = -4.4099268066461063e-23, error calculation failed.\n", "Matrix singular (determinant = -1.6365249854695423e-47, error calculation failed.\n", "Matrix singular (determinant = 1.0320315717449344e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.134457426813877e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.177860931775074e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.8161103456877821e-47, error calculation failed.\n", "Matrix singular (determinant = -3.918897646476022e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6717340894303233e-28, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.941724759030165e-55, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 834711.3 +- 7723.9 (error 0.9%).\n", "Left 354648.0 +- 4984.0 (error 1.4%).\n", "Right 480063.3 +- 5900.7 (error 1.2%).\n", "Head 709296.1 +- 7048.4 (error 1.0%).\n", "Tail 125415.2 +- 10456.5 (error 8.3%).\n", "Tail Prop. 0.1502 +- 0.0126 (error 8.39%).\n", "Matrix singular (determinant = 1.8838865992374647e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.287706481479812e-53, error calculation failed.\n", "Matrix singular (determinant = 4.587527478819954e-52, error calculation failed.\n", "Matrix singular (determinant = 7.593528164575559e-71, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.259849654298828e-50, error calculation failed.\n", "Matrix singular (determinant = -1.4116134293916576e-35, error calculation failed.\n", "Matrix singular (determinant = -3.1896255501869435e-35, error calculation failed.\n", "Matrix singular (determinant = 6.408616908957058e-86, error calculation failed.\n", "Matrix singular (determinant = -3.693690277730815e-84, error calculation failed.\n", "Matrix singular (determinant = 2.607796546834475e-60, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.468286746896551e-84, error calculation failed.\n", "Matrix singular (determinant = 1.1343266099247936e-83, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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qyLHvuusu3XXXXSUe8/Dhw0Xadu7cWWL/qoykLAAAKB/MogUAAAAqjXfeeUc33HCDrrvuOu3atUtPP/20hgwZIk9PT2eHViWQlAUAAAAAAABgJyUlRc8995xSUlJkNpt19913a8qUKc4Oq8ogKQsAAAAAAADAzoQJEzRhwgRnh1FlkZQFAKC6+QtlBPINQ+vbtJElMFDmzEx18fJy6mIJAAAAAFAZ1XB2AAAAoHJYnpqqhrt26d5Jk7Q/NFT3Jier4aZNWp6a6uzQAAAAAKBSISkLAACuaHlqqgbv2aNjubkyp6UpYfFimdPSdDw7W4P37CExCwAAAABXgaQsAAC4rHzD0BMHD8ooZlth25iDB5VvFNcDAAAAAHApasoCAAB7l9ScXZ+To7wTJ9QuLU2S1P6nn+yeJckSGKj16enq4upKzVkAAAAAuAKSsgAA4LIsOTmKX7lSCYsX27W/OWOG7XXC8OH6tHVrxZ46pbxJkxS/cqXGJierZkiI5jZurJigoPIOGwAAAAAqLJKyAADgssxubhrbv78+i4yUZJ0h++aMGXp4/Hhtb9JEknWmbMrx45Kkdn/UnP0sMlI7AwM1eM8efdSihQZ6ejKLFgAAAOUmP19av16yWCSzWerSRXJxcXZURUVFRalt27aaM2eOs0OpUBYvWqwnnnxC6WfSnR2KQ5CUBQAAl9XF3181Q0K0MzDQrq7s9iZNtKNpU0lSSb/bGpJMkkbu368nTCZm0QIAAKBcLF8uPfGEdOzYn23160tz50oxMY45Z1xcnBb/8e2ymjVrKjQ0VDExMZo8ebK8vb0vE+tyubq6OiYoVFgs9AUAQDWTbxha16aNlnbvrnWZmVdcoMvFZNLcxo0lWROsFyt8H5SWpnYHDqjdgQN2NWfbHTigtgcOyPXkSR3LzZX5j1m05rQ0Hc/O1uA9e7Q8NbWMrxAAAADV2fLl0uDB9glZSTp+3Nq+fLnjzt2nTx9ZLBb98ssvevHFF/Xqq69q/PjxxfbNzc2VJAUEBKhWrVqOC6oEOTk55X5O/ImkLAAA1cjy1FQ13LVL906apP2hobo3OVkNN226YmI0JihIH7VooetcXWUJDFTC8OGyBAaqvru7xtSvr/iVK7U9Pl7b4+NttWbfnDHD1ha/cmWRYxamgsccPHjFxPAVZWVJJpP1kZX1144FAACASis/3zpDtrhfLwvbxoyx9nMEd3d3BQcHKzQ0VEOHDtV9992nFStWSJISEhLUtm1bvf3227rhhhvk7u4uwzAUFRWlMWPG2I7RsGFDvfjiixo2bJh8fHzUoEEDffrpp0pNTdXAgQPl4+OjVq1aaevWrbZ90tLSdO+996p+/fry8vJSq1attHTpUrvYoqKi9Nhjj2ns2LGqU6eOevXqpQcffFD9+vWz65eXl6fg4GC9/fbbxV7jokWL5O/vrxUrVqhp06by8PBQr169dPToUbt+K1euVHh4uDw8PHTDDTdo8uTJysvLs22fNWuWWrVqJW9vb4WGhmrUqFE6e/Zsifc2LS1Nt9xyiwYMGKALFy5c9udQGZCUBQCgmliemqrBe/Zc84zVmKAgHW7TRktfeEFhR49qaWSkDnXqpIGBgUrs31/tExPVPjFRD/8xE+Dh8ePVPjFRvadPV3KLFiXOos09cULr09MdffkAAACoBtavLzpD9mKGIR09au1XHjw9PW0zYiXp4MGD+uCDD/Txxx9r586dJe43e/Zsde7cWTt27FDfvn0VGxurYcOG6f7779f27dvVuHFjDRs2TMYfmeYLFy4oPDxcq1at0u7duzVy5EjFxsZq8+bNdsddvHixatasqf/+979KTEzUww8/rKSkJFksFlufL774QmfPntWQIUNKjO/cuXOaMmWKFi9erP/+97/KzMzU//zP/9i2f/nll7r//vs1evRo7d27V4mJiVq0aJGmTJli61OjRg298sor2r17txYvXqy1a9dqwoQJxZ7v2LFj6tKli2666SYtX75cHh4eJcZWWVBTFgCAaiDfMPTEwYMqbj5qYd3XMQcPamCdOiXWh5WspQyidu2yvvH1lUymK9acfX7RIiX8UVurUOFsWknWWbe33nqNVwYAAAD86aLcYpn0+yu+++47vf/+++rRo4etLScnR0uWLFHQFdZVuOOOOxQfHy9Jeu6557RgwQLdfPPNuvvuuyVJTz/9tCIiInTy5EkFBwfruuuusyuT8PjjjyspKUkffvihOnbsaGtv3Lixpk+fbneusLAwLVmyxJYQXbhwoe6++275+PiUGF9ubq7mz59vO/bixYvVrFkzfffdd7rllls0ZcoU/e1vf9Pw4cMlSTfccINeeOEFTZgwQc8//7wk2c0ObtSokV544QU98sgjevXVV+3OdeDAAfWJ7qOBAwdq7ty5MlWRxYJJygIAUA2sT09X3okTapeWJkl2M1YLWQIDtT49XV1cXbW+TRtZAgNlzsxUFy8vuVzmF5/CmrOD9+wpUnNWkhL799dnkZG28705Y4YeHj9e25s0sZ13qZtbGV0pAAAAqjOzuWz7Xa1Vq1bJx8dHeXl5ys3N1cCBAzVv3jzb9gYNGlwxIStJrVu3tr2uV6+eJKlVq1ZF2k6dOqXg4GDl5+frpZde0r/+9S8dP35c2dnZys7OLrLAWIcOHYqc6+GHH9brr7+uCRMm6NSpU/r888/19ddfXza+mjVr2h3rpptukr+/v/bt26dbbrlF27Zt05YtW+xmxubn5+vChQs6d+6cvLy89M0332jq1Knau3evMjMzlZeXpwsXLigrK8sWd/aFbHW9ravuvfdezZ0794r3rTIhKQsAQDVgyclR/MqVV5yx+mnr1oo9dUp5kyYpfuVKjU1OVs2QEM1t3Fgxl/nlsbDm7BMHDtjXnHVz0/l69UqcRWuSVN/dXV38/cv2ggEAAFAtdeki1a9vXdSruLqyJpN1e5cujjl/t27dtGDBArm6uiokJESurq522y9Nkpbk4v0KZ4YW11ZQUCBJmjlzpmbPnq05c+bY6rSOGTOmyGJexZ1/2LBh+tvf/qaNGzdq48aNatiwobqU4gYVN2P14rgmT56smJiYIn08PDz066+/6o477tD//u//6oUXXlBAQIA2bNighx56yK7cg5ubm3r06KHPP/9cTz31lOrXr3/FuCoLkrIAAFQDZjc3jS3FjNWU48clSe3+qDn7WWSkdgYGavCePfqoRQvFeHmVeI6YoCAN9PTU+kcftc5+jYxUl+Bgffrbb8XOoi18P6dx48vOxAUAAABKy8VFmjtXGjzYmoC9ODFb+CvnnDnWfo7g7e2txo0bO+bgl7F+/XoNHDhQ999/vyRrUvSnn35Ss2bNrrhvYGCgBg0apIULF2rjxo164IEHrrhPXl6etm7dqltuuUWStH//fqWnp+umm26SJLVv31779+8v8V5s3bpVeXl5mjlzpmrUsC559cEHHxTpZ6ph0uJ3Fiv2/lh1795d69atU0hIyBXjqwxIygIAUA1cqe6rpBJrydrVnG3V6qprzpY4i9bdXXOuMAMXAAAAuFoxMdJHH0lPPGG/6Ff9+taEbDGTNyu9xo0b6+OPP1ZycrJq166tWbNmKSUlpVRJWclawqBfv37Kz8+31YG9HFdXVz3++ON65ZVX5Orqqscee0ydOnWyJWmfe+459evXT6Ghobr77rtVo0YNff/99/rhhx/04osv6sYbb1ReXp7mzZun/v3767///a9ee+21Ys/l4uKi9957T/fee68tMRscHFz6m1NB1XB2AAAAwPEK675KKnHGalBamtodOKB2Bw7Y1Zxtd+CA2h44oNwTJ7T+99+v6fwxQUE63KaNlr7wgsKOHtXSyEgd6tSJhCwAAAAcIiZGOnxY+uYb6f33rc+HDlXNhKwkTZo0Se3bt1d0dLSioqIUHBysQYMGlXr/nj17ymw2Kzo6ulQzUb28vPT0009r6NChioiIkKenp5YtW2bbHh0drVWrVmnNmjW6+eab1alTJ82aNUsNGjSQJLVt21azZs3SP/7xD7Vs2VLvvfeepk2bVuL5atasqaVLl6pFixbq3r27Tp06Veprq6iYKQsAQDVxuRmrdwUFyW/RoivWnLXcfPM1n7+4WbRlJd8wrmpxMgAAAFR9Li5SVFT5nW/RokWX3Z6QkKCEhIQi7evWrbN7f/jw4SJ9jEsK5DZs2NCuLSAgQCtWrLjs+S89z8XOnz+v9PR0PfTQQ5c9xsViYmKKrRlbKDo6WtHR0SVuf/LJJ/Xkk0/atcXGxtpeD48brtZ9/lzwrGbNmvr4449LHV9FR1IWAIBqpKS6r+vT03VvKWrOLr1koYKKYHlqqp44cOCqFycDAAAAqruCggKlpKRo5syZ8vPz04ABA5wdUrVBUhYAgGqmuBmrV6o5a5JU391dXYKDi1/G1kmWp6Zq8J49MnSZxclIzAIAAADFOnLkiBo1aqT69etr0aJFqlmTVGF5oaYsAABVUVaWtTyAyWR9fQWlqTk7p3Fj55UEKOZ68g1DTxw8qOJSxIVtYw4eVH4FSiIDAAAAFUlhGYSjR4+qR48epdonLi5O6enpjg2sGiD9DQAAJF2+5uycClgKYH16uvJOnFC7tDRJslucrJAlMFDr09PV3svFKTECAAAAQHFIygIAAJuSas5WxEWzLDk5il+5slSLk/kGNJAhKfPxLMndt5wjBQAAAAB7JGUBAICd4mrOlpq397XXnM3Kknx8rK/PnrUe6zLMbm4aW0kXJwMAAABQvZGUBQAAlVKpFyerVctZIQIAAABAsVjoCwCAyugqF/KqEApn0RrGFWfBlkaFX5wMAAAAAEpAUhYAgOqmjJOjzlS4ONl1rq5FFif7qEWLCrc4GQAAAABIlC8AAKBKyjcMrW/TRpbAQJkzM9XFy6tSzxi93PVUpsXJAAAAgIooLi5O6enpWrFihbNDcZioqCi1bdtWc+bMcXYokpgpCwBAlbM8NVUNd+3SvZMmaX9oqO5NTlbDTZu0PDXV2aFdk9JcT+HiZPeuXasoX18SsgAAAJAkffXVV2revLm++uorh5/r1KlTio+P1/XXXy93d3cFBwcrOjpaGzdudPi5UfmQlAUAoApZnpqqwXv26FhursxpaUpYvFjmtDQdz87W4D17SpeYrUDlDcrievINQ+vatNHS7t21/uw55RvGFfcBAABA5WcYhp555hnt27dPzzzzjAwH/x541113adeuXVq8eLEOHDigzz77TFFRUTp9+rRDz1tR5ObmOjuESoWkLAAAVUS+YeiJgwdV3K+ahW1jDh6ssEnJi5On6zIzlVNQ8Jev59JZtg9v2VmpZw0DAACg9FavXq0tW7ZIkrZs2aLVq1c77Fzp6enasGGD/vGPf6hbt25q0KCBbrnlFk2cOFF9+/a19cvIyNDIkSNVt25d+fr6qnv37tq1a5fdsT777DN16NBBHh4eqlOnjmJiYmzbzpw5o2HDhql27dry8vLS7bffrp9++sm2fdGiRfL399eXX36pZs2aycfHR3369JHFYrH1yc/P19ixY+Xv76/AwEBNmDChSMI6KSlJt956q61Pv3799PPPP9u2Hz58WCaTSR988IGioqLk4eGh119/Xb6+vvroo4/sjrVy5Up5e3vr999/L/beRUVF6bHHHtNjjz1mO9/f//53u5hycnI0YcIEXXfddfL29lbHjh21bt062/a0tDTde++9ql+/vry8vNSqVSstXbr0cj8yJSUlyc/PT++8844kad26dbrlllvk7e0tf39/de7cWb/++utlj/FXkJQFAKCKWJ+errwTJ9TuwAG1O3BA7f/45az9Tz+p3YEDanvggHJPnND69HTnBlqM4koUXLdx41+6njKZNQwAAIBKyTAMTZo0SS4uLpIkFxcXTZo0yWGzZX18fOTj46MVK1YoOzu7xJj69u2rlJQUffHFF9q2bZvat2+vHj162GbTfv7554qJiVHfvn21Y8cOff311+rQoYPtGHFxcdq6das+++wzbdy4UYZh6I477rCbpXru3DnNmDFDS5Ys0X/+8x8dOXJE48ePt22fOXOm3n77bb311lvasGGDTp8+rU8++cQu1qysLI0dO1ZbtmzR119/rRo1aujOO+9UQUGBXb+nn35ao0eP1r59+3TnnXfqf/7nf7Rw4UK7PgsXLtTgwYNVq1atEu/f4sWLVbNmTW3evFmvvPKKZs+erbfefMu2/YEHHtB///tfLVu2TN9//73uvvtu9enTx5aQvnDhgsLDw7Vq1Srt3r1bI0eOVGxsrDZv3lzs+ZYtW6YhQ4bonXfe0bBhw5SXl6dBgwapa9eu+v7777Vx40aNHDlSJkeWRTOc6NVXXzVatWpl1KpVy6hVq5bRqVMn44svvrBtLygoMJ5//nnDbDYbHh4eRteuXY3du3fbHePChQvGY489ZgQGBhpeXl5G//79jaNHj9r1OX36tHH//fcbvr6+hq+vr3H//fcbZ86csevz66+/Gv369TO8vLyMwMBA4/HHHzeys7Ov6noyMjIMSUZGRsbV3QgHy7iQYShBRsaFihUXKjfGFRyFsVU6eb//bnzTpo3xfvfuxjcnThh5BQXG+ykpxvPDhxcWHij28fzw4cb7KSnODt/Ox6dOGaZvvjH0zTdGu8REw5CMdomJhr75pvTXc/bsn+1nzxp5BQVG/eRkQyUc1/TNN0ZocrKRV1Dg7MtHJcdnFhyFsQVHYFzBUcp6bJ0/f97Yu3evcf78+Ws+RlJSkiHrF6zsHklJSWUSY3E++ugjo3bt2oaHh4cRGRlpTJw40di1a5dt+9dff234+voaFy5csNvvxhtvNBITEw3DMIyIiAjjvvvuK/b4Bw4cMCQZ//3vf21tv/32m+Hp6Wl88MEHhmEYxsKFCw1JxsGDB219/vnPfxr16tWzvTebzcZLL71ke5+bm2vUr1/fGDhwYInXdurUKUOS8cMPPxiGYRiHDh0yJBlz5syx67d582bDxcXFOH78uGEYhpGammq4uroa69atK/HYXbt2NZo1a2YUXPS7+dNPP200a9bM2HJ8i7H/wH7DZDLZjlmoR48exsSJE0s87h133GGMGzfO7jxPPPGE8c9//tPw8/Mz1q5da9uWlpZmSLpsnBe73BgtbX6wpuPSvVdWv359vfTSS2rcuLEka1Z84MCB2rFjh1q0aKHp06dr1qxZWrRokZo2baoXX3xRvXr10v79+23Z9TFjxmjlypVatmyZAgMDNW7cOPXr10/btm2z/TVk6NChOnbsmJKSkiTJli1fuXKlJOu07b59+yooKEgbNmxQWlqahg8fLsMwNG/ePCfcGQAASrY8NVVPHDigvEmTFL9ypcYmJ6tmSIhGmM1K7N9fn0VGSrLOKH1zxgw9PH68tjdpIkmyBAZqqZubM8O3c7mSC5Ku+Xpss4bT0mz7XvxcuO/69HRF1a5dhlcEAAAAZzMumiWbn59vay+cLdu7d2+HzIC866671LdvX61fv14bN25UUlKSpk+frjfffFNxcXHatm2bzp49q8DAQLv9zp8/bysNsHPnTo0YMaLY4+/bt081a9ZUx44dbW2BgYEKCwvTvn37bG1eXl668cYbbe/NZrNOnTolyVo+wWKxKCIiwra9Zs2a6tChg90s4p9//lmTJk3Spk2b9Ntvv9lmyB45ckQtW7a09bt4Fq8k3XLLLWrRooXeeecd/e1vf9OSJUt0/fXX67bbbrvsvevUqZPdzyQiIkIzZ85Ufn6+dmzfIcMw1LRpU7t9srOzbfcyPz9fL730kv71r3/p+PHjys7OVnZ2trwvWSPj448/1smTJ7VhwwbdcssttvaAgADFxcUpOjpavXr1Us+ePTVkyBCZzebLxv1XODUp279/f7v3U6ZM0YIFC7Rp0yY1b95cc+bM0bPPPmurnbF48WLVq1dP77//vuLj45WRkaG33npLS5YsUc+ePSVJ7777rkJDQ/XVV18pOjpa+/btU1JSkjZt2mQbtG+88YYiIiK0f/9+hYWFafXq1dq7d6+OHj2qkJAQSdap3HFxcZoyZYp8fX2Ljb/wB1woMzPT+pydKRU/U90pMrMz7Z6BssC4gqMwti6SlSXfQOu/S5lpJyRvb32WdkbDDhySIandH1/J/ywyUjsDA/X84cMKqFdXOwMD7ZKc25s00Y6mTWWSFOLmqjaeNSrM/V2f8XupkqcpF/3iWuz1mPKlCxl/9MjXL+kZil+5UgmLF9ud780ZM2yvE4YP1y+dwtXey8UxF4dqgc8sOApjC47AuIKjlPXYysnJUYFRoPyCfOUX5F95h0t8+eWXtlqyF8vPz9eWLVv076R/Kzo6uixCLcLVzVXde3RX9x7d9ezfn9XIESP1/PPPK3ZYrPLy82Q2m/X12q+L7Ofv76/8gnx5enqqoKCg2OsuTDDnF+RLF+WUDcOQIUP5BfkqKCiQq6ur3f6GYcgwDLv7eem9vbiPZM3Z1a9fX68lvqaQkBAVFBSoTes2unDhgt2+Hp4eRWJ98KEH9eo/X9VTE57SwoULNTxuuAqMApU0E8OQ/bkl2ZVJyCvIk4uLi77b8p1tAmYhHx8f5Rfk6+UZL2v27NmaNWuWWrZqKW9vb419cqyys7NtxzVkqE2bNtqxY4fefvtttQ9vb5cIfvOtN/XoY4/qyy+/1LJ/LdPf//53JX2ZpE6dOhX9WRTkq8Ao0Nmcs8ox5dhtK+1/B05Nyl4sPz9fH374obKyshQREaFDhw4pJSVFvXv3tvVxd3dX165dlZycrPj4eG3btk25ubl2fUJCQtSyZUslJycrOjpaGzdulJ+fn91fETp16iQ/Pz8lJycrLCxMGzduVMuWLW0JWUmKjo5Wdna2tm3bpm7duhUb87Rp0zR58uQi7aGzQiWPsrgrZSt0dqizQ0AVxLiCozC2JK8cKeuP1+aZITrnVkPquFRyD5Iu+cu+IUlGgU6fS5dc/VTkNx6jQIZMOr5jogLWrHd88KUV1F3Pfxd6xeTp5OHD7fe70vX4tVFw/0lXnGWb8uEgPZSxq+j+wFXiMwuOwtiCIzCu4ChlNbYaeDfQa51f0/nfzl915sowDD018SmZTKZi68eaTCY9NfEpBbUOcmy90D/41vdVxu8Z2pGyQ74NfZWSkqL9Z/YrJDTErt/veb/raMpRNQprpI+++Ehtbm9T5FhGkKG8vDwt+WKJ2txs3Z5+Ol0/7v9RHsEe2pGyQ79m/Kp8I187UnbY9vsl/RdJsrXVqVdHn3z1iWo1tX4LPS8vT5u2bNJNrW7SjpQdSj+drn379unJKU8qoEWALuiCdn6303asHSk7dCL1hCTpx99+lJFif59b9WylX5/+VU9PeVp79uzRtD7T7OK51Nmcs/r2v9/a9fl07acKbRQqFxcXedT3UH5+vv7743/VrmM7+/um32VJsejzrz5X516d1bxncxWoQBkFGdr94241atLIdtyzOWcVEhyiV5a9ov+9+391Ovu0JkyZYB+MWYqOi1Z0XLQe7P+g5r01T+4N3YsGnSf9lvGb+n7RV79mXbIY2IUSL9WO05OyP/zwgyIiInThwgX5+Pjok08+UfPmzZWcnCxJqlevnl3/evXq2VY+S0lJkZubm2pf8rXDevXqKSUlxdanbt26Rc5bt25duz6Xnqd27dpyc3Oz9SnOxIkTNXbsWNv7zMxMhYaG6ujYoyXOrnWGzOxMhc4O1dEnj8rXveLEhcqNcQVHYWxdJCtLmmr9Zc0y7oTW5xXo4fWbZD5iP5v00lmlD7YJ0aKTqbIEBiph+HBZAgN1nbu7XmpYXwMiV5X/dVzG+ozf9XC9TVdMntapWfOqriffMNRy++4rzho+3fdbuZTDL+OouvjMgqMwtuAIjCs4SlmPrZzsHJ08dlIN6zSUh8fVzXrLzs5WWkpaiQt6GYahtJQ0tQhoIXf3YpJt1ygtLU333HOPHoh7QK1at1KtWrW0bes2LU1cqphBMWoX3E5t726rpf9cqufin9PUaVMVFhamEydO6N///rcGDhyoDh066B8v/kO9e/VWhxYddM899ygvL09JSUl66qmn1C64nQYMGKBZz8zSqwteVa1atTRj4gyF1g/VE8OfkKurq773+14uJhe1C/4zeXnE/4gk2drGjhmrl6e/rK7tuuqmZjdpzuw5Ovf7Ofm5+6ldcDsV1C1QYGCgvv34W93W4jYdOXJEiVMTJUk3+N+gdsHtVPuCNRd3U52b1Da4rf3NCJZi7ozRvBfnqVevXurTvs9l752Pm48OWA7o3Zff1ciRI7Vj+w59tPAj/ePlf0iS+kf219ChQzV17FS9/PLLatuurX777Td98803atmype644w61b9Fenyz/ROd/Oa/atWtrzuw5Sv8tXX4t/WzX7ePmo7redTWo8yA1+6aZenTvIbOvWbNmz9KhQ4f0xhtvqH///goJCdH+/ft1/PBxxT8Yb3cvC124cEGHzx7W1pFb5eZuX04tMzNToS9d+Q8UTk/KhoWFaefOnUpPT9fHH3+s4cOH69tvv7Vtv/SvFoZhXPEvGZf2Ka7/tfS5lLu7e7H/Afu6+1bIf+Aqalyo3BhXcBTGlqS8P7+a4+vuq8zcs6X6Sn7YrbfqSPB1Wv/ordaaq5GR6hIcXCGTj32CaqlmSMhlk6f13d31a8uWSu7S5aquZ16Tphq8Z48u7VX4/pUmTVXbw68MrwbVGZ9ZcBTGFhyBcQVHKauxdcG4oFRTqlxquMilxtWVmvLy9NKWLVuUmppaYp+6devKy9Prr4Zpx8/XT506dtLcuXP1888/Kzc3V6GhoRoxYoSeeeYZ23X8+4t/69lnn9WIh0coNTVVwcHBuu222xRiDpFLDRf16N5DH374oV544QVN/8d0+fr66rbbbrPtv2jRIj3xxBMaOGCgcnJydNttt+mLL76Qh7s1eV2jRg1Jsrtvl7Y9Nf4pnUw5qQcffFA1atTQgw8+qDvvvFMZGRm2e75s2TKNHj1abVq3UVhYmF555RVFRUWpRo0adj+Xkn5GDz/8sJYuXaqHHnroij9Dk0waNmyYsi9kK6JThFxcXPT4448rfmS8dp7cKReTixYtWqQXX3xRTz31lI4fP67AwEBFRESoX99+cqnhouefe16/Hv5Vd9x+h7y8vDRy5EgNGjTIdk2F5zGZTHKp4aLmzZpr7dq1ioqKUs2aNTVhwgQd2H9AQ94ZorS0NJnNZj322GN65JFHbPfvYi41XFTDVEM+bj62e29Tyly/05Oybm5utoW+OnTooC1btmju3Ll6+umnJVlnsV5cVPfUqVO2Wa3BwcHKycnRmTNn7GbLnjp1SpF/zLgJDg7WyZMni5w3NTXV7jibN2+2237mzBnl5uYWmUELAICzmN3cNLaUC1+5mEyK2vXH1/J9fYuUO6goXEwmzW3c+LLJ0zmNG8utRo2rvp6YoCB91KKFnjhwwG6WbX13d81p3FgxQUFlei0AAACoGEJDQxUaWr5lOtzd3TVt2jRNmzbtsv1q1aqlV155Ra+88kqJfWJiYmzrK12qdu3aeuedd0rcNy4uTnFxcXZtgwYNsps5XLNmTc2ZM0dz5swp8Tg9e/bU3r177douPkbDhg1LnI0sSRaLRYGBgRo4cGCJfS7m6uqqOXPmaMGCBba2i2vMurq6avLkycWWEZWsC3WtWLHisudYt26d3ftmzZrZ5Qw/+eSTUsVaVoqmep3MMAxlZ2erUaNGCg4O1po1a2zbcnJy9O2339oSruHh4XJ1dbXrY7FYtHv3blufiIgIZWRk6LvvvrP12bx5szIyMuz67N69WxaLxdZn9erVcnd3V3h4uEOvFwCA0uri72+dVdq0qXY0bWpLxBbOKt3ZtKlcQ0LUxd/fuYFepcLk6XWurkWSpx+1aPGXkqcxQUE63KaNlr7wgsKOHtWbN7fVoU6dSMgCAAAADnDu3DlrHdlp0xQfHy83N7cr71RNOXWm7DPPPKPbb79doaGh+v3337Vs2TKtW7dOSUlJMplMGjNmjKZOnaomTZqoSZMmmjp1qry8vDR06FBJkp+fnx566CGNGzdOgYGBCggI0Pjx49WqVSv17NlTkjXr3adPH40YMUKJidb6FyNHjlS/fv0UFhYmSerdu7eaN2+u2NhYvfzyyzp9+rTGjx+vESNGVKjasACA6q20s0orYpmCK4kJCtJAT0+tf/TRMi+5cPGs4Uwfr6LHzMqSfHysr8+elby9//I5AQAAgOpo+vTpmjJlim677TZNnDjR2eFUaE5Nyp48eVKxsbGyWCzy8/NT69atlZSUpF69ekmSJkyYoPPnz2vUqFE6c+aMOnbsqNWrV6tWrVq2Y8yePVs1a9bUkCFDdP78efXo0UOLFi2Si8uf9Sree+89jR49Wr1795YkDRgwQPPnz7dtd3Fx0eeff65Ro0apc+fO8vT01NChQzXjohp9AACUt3zD0Po2bWQJDJQ5M1NdvLyq9FfyK0vJBQAAAADFS0hIUEJCwlXtc2lZgerCqUnZt95667LbTSbTFX+YHh4emjdvnubNm1din4CAAL377ruXPdf111+vVasq1orUAIDqa3lqqp44cEB5kyYpfuVKjU1OVs2QEM39I/HqqFmlAAAAAADHc/pCXwAAwN7y1FQN3rNHhqR2aWlKWLxYn0VGamdgoAbv2WOts+rl5ZRZpfn50vr1ksUimc1Sly6Sy9UtiAsAAAAA1V6FW+gLAIBqIyvLmkw1mayvZS1Z8MTBgypuHdPCtjEHDyr/MiudSrLWRTUM66OMaqQuXy41bCh16yYNHWp9btjQ2u5wDrgeAAAAAHAWZsoCAOBIV7mI1Pr0dOWdOKF2aWmSpPY//WT3LEmWwECtb9hQUQ4JuHjLl0uDB1tzohc7ftza/tFHUkxMOQZ0Nby9lXkhQ34v+SmDhC4AAACACoCkLAAAFYglJ0fxK1cqYfFiu/Y3L1p8MmH4cFluvrncYsrPl554omhCVrK2mUzSmDHSwIGVs5RBcQuqUZ8XAACgCrjKCRJAeSIpCwBABWJ2c9PY/v31WWSkJOsM2TdnzNDD48dre5MmkqwzZZe6upZbTOvXS8eOlbzdMKSjR639oqL+wokKSxSUoystqAYAAAAAjkBNWQAAKpAu/v6qGRKinU2bakfTprZE7PYmTbSjaVPtbNpUriEh6lKrVrnFZLGUbb+KonBBtWO5uTL/saCaOS1Nx7OzNXjPHi1PTXV2iAAAAKiGEhIS1LZtW2eHAQcjKQsAQAXiYjJpbuPGkqRLv0Bf+H5O48Zy8fEpt4WvzOay7VcRlNmCagAAAKgcUlLK6TQpevzxx3XDDTfI3d1doaGh6t+/v77++utyOT8qD8oXAABQwcQEBemjFi30xIEDsgQGWmvIBgaqvru75jjha/Vdukj161sX9SouR2kyWbd36VKuYf0lpV5QLT1dUbVrOyVGAAAAlKGUFOnGGx16isOHD6tz587y9/fX9OnT1bp1a+Xm5urLL7/Uo48+qh9//NGh50flwkxZAACcJN8wtK5NGy3t3l3rMjPtZmXGBAXpcJs2WvrCCwo7elRLIyN1qFMnp9Q5dXGR5s61vr50/avC93PmVK5FvgoXVNseH6/t8fG2hdTenDHD1ha/cqUsOTlOjhQAAAClkpVV/KPQ+fOX314GRo0aJZPJpO+++06DBw9W06ZN1aJFC40dO1abNm2y9Tty5IgGDhwoHx8f+fr6asiQITp58mSJx42KitKYMWPs2gYNGqS4uDjb+4YNG+rFF1/UsGHD5OPjowYNGujTTz9Vamqq7VytWrXS1q1bbfssWrRI/v7++vLLL9WsWTP5+PioT58+slymLtmZM2d03333KSgoSJ6enmrSpIkWLlwoSVq3bp1MJpPS09Nt/Xfu3CmTyaTDhw/bnXPVqlUKCwuTl5eXBg8erKysLC1evFgNGzZU7dq19fjjjys/P992nFdffVVNmjSRh4eH6tWrp8GDB1/uR1EpMFMWAAAHyjcMrW/TRpbAQJkzM9XFy0suJlOpFphyMZkUtWuX9UC+vkUzouUoJkb66CPpiSfsF/2qX9+akI2JcVpo16TUC6q5uTkzTAAAAJSWj8/lt/fqVXx7GZWrOn36tJKSkjRlyhR5F1NezN/f/4/TGRo0aJC8vb317bffKi8vT6NGjdI999yjdevW/aUYZs+eralTp2rSpEmaPXu2YmNj1blzZz344IN6+eWX9fTTT2vYsGHas2ePTH/8v8W5c+c0Y8YMLVmyRDVq1ND999+v8ePH67333iv2HJMmTdLevXv173//W3Xq1NHBgwd1/vz5q4rz3LlzeuWVV7Rs2TL9/vvviomJUUxMjPz9/fXFF1/ol19+0V133aXIyEg16dpEW7du1ejRo7VkyRJFRkbq9OnTWr9+/V+6VxUBSVkAABykpMTrvXXrasbRozIktftjganPIiO1MzBQg/fs0UctWjhlRuyVxMRIAwdK69dbF/Uym60lCyrTDNlCtgXVAgPt6soWLqhmklTf3V1d/vjlGQAAALicgwcPyjAM3XTTTZft99VXX+n777/XoUOHFBoaKklasmSJWrRooS1btujmm2++5hjuuOMOxcfHS5Kee+45LViwQDfffLPuvvtuSdLTTz+tiIgInTx5UsHBwZKk3Nxcvfbaa7rxj9IOjz32mP7v//6vxHMcOXJE7dq1U4cOHSRZZ+herdzcXC1YsMB2zsGDB2vJkiU6efKkfHx81Lx5c3Xr1k3r1q1Tk65NdPTIUXl7e6tfv36qVauWGjRooHbt2l31eSsayhcAAOAAy1NTNXjPHh3LzZX5j8SrOS1Nx7Kz9fIfCdlLVYYFplxcpKgo6d57rc+VMSErXcWCaiaT9WttJpP1UcZfcQMAAEAZOXv2z8fBg9KGDdKaNX9unznT2rZhg3V7Yd8yYvzx+7vpCt9u27dvn0JDQ20JWUlq3ry5/P39tW/fvr8UQ+vWrW2v69WrJ0lq1apVkbZTp07Z2ry8vGzJUUkym8122y/1yCOPaNmyZWrbtq0mTJig5OTkq47z0nPWq1dPDRs2lM9Fs53r1atni6Nnr55q0KCBbrjhBsXGxuq9997TuXPnrvq8FQ1JWQAAyli+YeiJgweLTbxKUnBamtodOKB2Bw7YLTDV7sABtT1wQLknTmj9RXWY4BiFC6pd5+paZEG1ijpbGQAAACXw9v7zceONUufOUkTEn9s7drS2de5s3V7Yt4w0adJEJpPpiolVwzCKTdyW1C5JNWrUsCV9C+Xm5hbp5+rqantdeKzi2goKCordp7DPpee62O23365ff/1VY8aM0YkTJ9SjRw+NHz/eFmfhtZQ2zsJzFtdWGGetWrW0fft2LV26VGazWc8995zatGljV7u2MqJ8AQAAZWx9erryTpxQu7Q0SbJLvEpS/MqVil+1ym6fwoWmJFmTg7feKlHP1OFigoI00NNT6x991FpDNjJSXYKDrTNkAQAAgFIKCAhQdHS0/vnPf2r06NFF6sqmp6fL399fzZs315EjR3T06FHbbNm9e/cqIyNDzZo1K/bYQUFBdotv5efna/fu3erWrZvjLugygoKCFBcXp7i4OHXp0kVPPfWUZsyYoaA/JjVYLBbVrl1bknWhr7JQs2ZN9ezZUz179tTzzz8vf39/rV27VjGVbXGLi5CUBQDgSrKy/lw44OzZK/5F3ZKTo/iVK5WweLFd+8WJ18R+/ZTYvz8LTFUAFWlBNQAAADjIHzVUHenVV19VZGSkbrnlFv3f//2fWrdurby8PK1Zs0YLFizQvn371LNnT7Vu3Vr33Xef5syZY1voq2vXrrY6rZfq3r27xo4dq88//1w33nijZs+e7bRZos8995zCw8PVokULZWdna9WqVbZkcuPGjRUaGqqEhAS9+OKL+umnnzRz5sy/fM5Vq1bp18O/6rbbblPt2rX1xRdfqKCgQGFhYX/52M5EUhYAgDJmdnPT2P799VlkpCSVmHhNCQy07VPsAlMmU5mtBgsAAABUa+WQlG3UqJG2b9+uKVOmaNy4cbJYLAoKClJ4eLgWLFggyfq1/BUrVujxxx/Xbbfdpho1aqhPnz6aN29eicd98MEHtWvXLg0bNkw1a9bUk08+6bRZsm5ubpo4caIOHz4sT09PdenSRcuWLZNkLUuwdOlSPfLII2rTpo1uvvlmvfjii7aFxq6Vv7+/Zi+frYSEBF24cEFNmjTR0qVL1aJFi7K4JKcxGZcrFIGrkpmZKT8/P2VkZMjX19fZ4dhkZmfK7yU/ZfwtQ77uFScuVG6MKzhKhRxbVzlTNt8w1HDTJh3PzpYhqd2BA9oeH6/2iYna0bSprZ9JUtuLtu38Yxv1TMveZcfVFX6++WfPav2tt8oSGCjzu+9S3gB2KuRnFqoExhYcgXEFRynrsXXhwgUdOnRIjRo1koeHx7Uf6Cp/j0fFkl+Qrx0pO9QuuJ1calSsFYYvN0ZLmx9koS8AAMqYi8mkuY0bS7ImXi9m+uPxVGgoC0xVAstTU9Vw1y7dO2mS9oeG6t7kZDXctEnLU1OtHbKyrDOaTSbrawAAAFQc3t7Wb54ZBglZVDgkZQEAcEBiLSYoSB+1aFFi4nX6jTfqcJs2WvrCCwo7elRLIyN1qFMnErLOUMIv68tTUzV4zx4dy82VOS1NCYsXy5yWpuPZ2Rq8Z8+fiVkAAAAAuErUlAUAwEFigoI00NNT6x991Lp4V2Sk3VffWWCq4so3DD1x8KCKq/FkyDrbeczBgxrYqpUq1hepAAAAAFQGJGUBALiCfMPQ+jZtrDVFMzPVxcur1DVFSbxWTuvT05V34oTapaVJsi7WdvGzZF2sbX3DhopyRoAAAADVAMsgoaIqi7FJUhYAgMtYnpqqJw4cUN6kSYpfuVJjk5NVMyREcxs3tpYaYPGAKsmSk6P4lSuVsHixXfubM2bYXicMHy7LzTeXd2gAAABVnqurqyTp3Llz8vT0dHI0QFHnzp2T9OdYvRYkZQEAKEFhTVFDUrs/aop+FhmpnYGBGrxnj3VRLi8vZ4cJBzC7uWls//76LDJSknWG7JszZujh8eO1vUkTSdaZsu/WrKl11ziLGgAAAMVzcXGRv7+/Tp06JUny8vKSid+xqp38gnwpT7pw4YJcalSMomGGYejcuXM6deqU/P395eJy7XGRlAUAVHvFlSeQRE3RaqyLv79qhoRoZ2Cg3RjY3qSJdjRtKpOkgJo1FXfoUMmzqAEAAHDNgoODJcmWmEX1U2AU6LeM33T47GHVMNVwdjh2/P39bWP0WpGUBQBUayWVJxhhNlNTtBpzMZk0t3FjDd6zR5fOyTDJmphPy8uTdJlZ1CRmAQAArpnJZJLZbFbdunWVm5vr7HDgBGdzzqrvF321deRW+bj5ODscG1dX1780Q7YQSVkAQLV1ufIEzx8+rOcdXVPU21ti8YIKKyYoSB+1aKEnDhyQJTDQ+vMODNR1bm46X1BgS8pezG4WdZ06lDIAAAD4i1xcXMokAYbKJ8eUo1+zfpWbu5s83D2cHU6ZIykLAKiW8g3jsuUJJCmxFDVFl16psDuJ10otJihIAz09tf7RR60/78hI5Xt46P61a688izo9XVG1azslbgAAAAAVG0lZAEC1tD49vVTlCXY0bWq338U1Reu7uyvSx4eFnqo4F5NJUbt2Wd/4+mrp2bOKL80s6ltvLc8wAQAAAFQiJGUBANWSJSenVIm1yXFxxdYUlaT/qVtXN37/PQs9VTNmNzeNLc0sajc3Z4YJAAAAoAIjKQsAqJZKm1ib3KCB3jhxwq6maH13d/1P3bqacfRosfVoWeipauvi76+aISHaGRhoV/7i0lnUXfz9nRQhAAAAgIqOpCwAoFoqbWLt2YYN9WxQkF1N0ch69XTj5s0l1qNloaeqzcVk0tzGjTV4z54SZ1HPadyYnz0AAACAEpGUBQBUS1eVWLukpui6jIxS1aNloacqopjF2mKCgvRRixZ64sCBIrOo51C+AgAAAMAVkJQFAFRb15pYK209WhZ6qtpigoI00NPTbhZ1l+BgZsgCAAAAuCKSsgCAau1aEmss9IRCLpfMohYJWQAAAAClQFIWAFDtXW1ijYWeAAAAAAB/RQ1nBwAAQGVTWI9WEgs9AQAAAACuGklZAACupHChJ8Owvtaf9Wivc3UtUo/2oxYtWOgJAAAAAFAiyhcAAHCNWOgJtoQ9AAAAAFwFkrIAAPyFxBoLPQEAAAAArhblCwAAAAAAAACgHJGUBQAAAAAAAIByRFIWAAAAAAAAAMoRNWUBAPgrWOgJAAAAAHCVmCkLAAAAAAAAAOWIpCwAAAAAAAAAlCOSsgAAAI6SlSWZTNZHVpazowEAAABQQTg1KTtt2jTdfPPNqlWrlurWratBgwZp//79dn3i4uJkMpnsHp06dbLrk52drccff1x16tSRt7e3BgwYoGPHjtn1OXPmjGJjY+Xn5yc/Pz/FxsYqPT3drs+RI0fUv39/eXt7q06dOho9erRycnIccu0AAAAAAAAAqienJmW//fZbPfroo9q0aZPWrFmjvLw89e7dW1mXzCTp06ePLBaL7fHFF1/YbR8zZow++eQTLVu2TBs2bNDZs2fVr18/5efn2/oMHTpUO3fuVFJSkpKSkrRz507Fxsbatufn56tv377KysrShg0btGzZMn388ccaN26cY28CAAAAAAAAgGqlpjNPnpSUZPd+4cKFqlu3rrZt26bbbrvN1u7u7q7g4OBij5GRkaG33npLS5YsUc+ePSVJ7777rkJDQ/XVV18pOjpa+/btU1JSkjZt2qSOHTtKkt544w1FRERo//79CgsL0+rVq7V3714dPXpUISEhkqSZM2cqLi5OU6ZMka+vb5FzZ2dnKzs72/Y+MzPT+pydKWUX6e40mdmZds9AWWBcwVEYW3AEZ42r/AtntatNG1kCA+WblqJIlzpyMZnKNQY4Fp9ZcBTGFhyBcQVHYWzBESrruCptvE5Nyl4qIyNDkhQQEGDXvm7dOtWtW1f+/v7q2rWrpkyZorp160qStm3bptzcXPXu3dvWPyQkRC1btlRycrKio6O1ceNG+fn52RKyktSpUyf5+fkpOTlZYWFh2rhxo1q2bGlLyEpSdHS0srOztW3bNnXr1q1IvNOmTdPkyZOLtIfOCpU8/tq9cITQ2aHODgFVEOMKjlLWY8srR8qaan3t/Yx0zq1MD49Kolw/s+p0kenGx1Rv0iTFr1ypxC07leKdL/08X/ptffnFgXLBv4dwFMYWHIFxBUdhbMERKt24ulC6bhUmKWsYhsaOHatbb71VLVu2tLXffvvtuvvuu9WgQQMdOnRIkyZNUvfu3bVt2za5u7srJSVFbm5uql27tt3x6tWrp5SUFElSSkqKLYl7sbp169r1qVevnt322rVry83NzdbnUhMnTtTYsWNt7zMzMxUaGqqjY48WO7PWWTKzMxU6O1RHnzwqX/eKExcqN8YVHMVhYysrS5pq/cObZdwJydu77I6NCq+8P7M+SzujYQcOyZBkPnJACYsX67PISJ0MbCq1+D+907SRBgTWvuJxUPHx7yEchbEFR2BcwVEYW3CEyjquMjMzFfrSlRPJFSYp+9hjj+n777/Xhg0b7Nrvuece2+uWLVuqQ4cOatCggT7//HPFxMSUeDzDMGS66OuBpmK+KngtfS7m7u4ud3f3Iu2+7r4VcrBU1LhQuTGu4ChlPrbyXOyOLXeSstVReXxm5RuGJv66R0Yx2wxJJknP/HpC95qvp5RBFcK/h3AUxhYcgXEFR2FswREq3bgqmiosVoVIyj7++OP67LPP9J///Ef169e/bF+z2awGDRrop59+kiQFBwcrJydHZ86csZste+rUKUVGRtr6nDx5ssixUlNTbbNjg4ODtXnzZrvtZ86cUW5ubpEZtACAyiffMLT+j9qe5sxMdfHyIiEGh1ifnq68EyfULi1NktT+j99ZCp8lyRIYqPXp6YqqzWxZAAAAoDqq4cyTG4ahxx57TMuXL9fatWvVqFGjK+6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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 1112093.4 +- 5098.9 (error 0.5%).\n", "Left 498626.3 +- 3504.5 (error 0.7%).\n", "Right 613467.1 +- 3703.7 (error 0.6%).\n", "Head 997252.7 +- 4956.1 (error 0.5%).\n", "Tail 114840.7 +- 7110.7 (error 6.2%).\n", "Tail Prop. 0.1033 +- 0.0064 (error 6.21%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.169369114660517e-82, error calculation failed.\n", "Matrix singular (determinant = 5.2330014990830194e-51, error calculation failed.\n", "Matrix singular (determinant = 4.623841925484009e-52, error calculation failed.\n", "Matrix singular (determinant = 8.765551735873331e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.1902035368391762e-38, error calculation failed.\n", "Matrix singular (determinant = -5.259146614035343e-63, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.693172982524999e-37, error calculation failed.\n", "Matrix singular (determinant = -1.1202615889771395e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.680789517967292e-82, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.373321472496129e-38, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 646492.2 +- 2147.7 (error 0.3%).\n", "Left 298306.5 +- 1528.3 (error 0.5%).\n", "Right 348185.7 +- 1509.0 (error 0.4%).\n", "Head 596613.0 +- 2161.3 (error 0.4%).\n", "Tail 49879.2 +- 3046.9 (error 6.1%).\n", "Tail Prop. 0.0772 +- 0.0047 (error 6.12%).\n", " \n", "Results for image 11\n", "Total 652929.0 +- 683.6.\n", "Left 294004.0 +- 480.4.\n", "Right 358348.6 +- 479.4.\n", "Head 588007.9 +- 679.4.\n", "Tail 69989.6 +- 965.3.\n", "Prop 0.112 +- 0.001.\n", "Prop var 0.046.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 12 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0013.bmp read.\n", " \n", "Image 12 with 11 comets.\n", "Matrix singular (determinant = 6.875037669554606e-51, error calculation failed.\n", "Matrix singular (determinant = 1.7005044495832243e-52, error calculation failed.\n", "Matrix singular (determinant = -2.875503074084301e-63, error calculation failed.\n", "Matrix singular (determinant = 6.578187680916404e-51, error calculation failed.\n", "Matrix singular (determinant = 5.101767024998439e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1769338256752955e-51, error calculation failed.\n", "Matrix singular (determinant = 1.3072123265456587e-51, error calculation failed.\n", "Matrix singular (determinant = 8.482081980644128e-52, error calculation failed.\n", "Matrix singular (determinant = 3.3214335916850664e-51, error calculation failed.\n", "Matrix singular (determinant = 5.027364583594773e-52, error calculation failed.\n", "Matrix singular (determinant = 1.1216652665669274e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.8199306165787545e-53, error calculation failed.\n", "Matrix singular (determinant = 4.7075579390964594e-54, error calculation failed.\n", "Matrix singular (determinant = 7.182484072194692e-52, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 258311.4 +- 909.4 (error 0.4%).\n", "Left 112956.9 +- 584.4 (error 0.5%).\n", "Right 145354.6 +- 696.7 (error 0.5%).\n", "Head 225913.7 +- 826.5 (error 0.4%).\n", "Tail 32397.7 +- 1228.8 (error 3.8%).\n", "Tail Prop. 0.1254 +- 0.0048 (error 3.81%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.723881714156446e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.6370338804174207e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.8037987860598088e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.1371180052651394e-71, error calculation failed.\n", "Matrix singular (determinant = -1.3140159748696009e-36, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 1199899.0 +- 6409.3 (error 0.5%).\n", "Left 612089.1 +- 4451.1 (error 0.7%).\n", "Right 587810.0 +- 4611.6 (error 0.8%).\n", "Head 1224178.1 +- 6294.9 (error 0.5%).\n", "Tail -24279.1 +- 8983.6 (error -37.0%).\n", "Tail Prop. -0.0202 +- 0.0075 (error -37.01%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0338214707687452e-50, error calculation failed.\n", "Matrix singular (determinant = 9.657559629634649e-51, error calculation failed.\n", "Matrix singular (determinant = 4.971624938177342e-53, error calculation failed.\n", "Matrix singular (determinant = 5.838273880049574e-51, error calculation failed.\n", "Matrix singular (determinant = 4.700357155989239e-53, error calculation failed.\n", "Matrix singular (determinant = 2.0892192678440516e-52, error calculation failed.\n", "Matrix singular (determinant = 2.873114225661052e-52, error calculation failed.\n", "Matrix singular (determinant = 3.0313523134006976e-52, error calculation failed.\n", "Matrix singular (determinant = 2.3454866089498925e-52, error calculation failed.\n", "Matrix singular (determinant = 1.380692625447402e-51, error calculation failed.\n", "Matrix singular (determinant = 4.3802105342191056e-52, error calculation failed.\n", "Matrix singular (determinant = 1.2194829042333564e-51, error calculation failed.\n", "Matrix singular (determinant = 3.388191074491405e-51, error calculation failed.\n", "Matrix singular (determinant = 1.1014947156327181e-54, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.3367909694389436e-52, error calculation failed.\n", "Matrix singular (determinant = -1.0100867780456686e-46, error calculation failed.\n", "Matrix singular (determinant = 5.524590633068874e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.798533068701443e-53, error calculation failed.\n", "Matrix singular (determinant = -8.980724631973879e-60, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.5594570807372585e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 616969.6 +- 2179.8 (error 0.4%).\n", "Left 285046.0 +- 1510.0 (error 0.5%).\n", "Right 331923.6 +- 1572.0 (error 0.5%).\n", "Head 570092.0 +- 2135.5 (error 0.4%).\n", "Tail 46877.6 +- 3051.5 (error 6.5%).\n", "Tail Prop. 0.0760 +- 0.0050 (error 6.52%).\n", "Matrix singular (determinant = 1.1186928685270014e-52, error calculation failed.\n", "Matrix singular (determinant = 3.351851538762262e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.0883879209135594e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8733640535381935e-51, error calculation failed.\n", "Matrix singular (determinant = 1.5779074994315153e-51, error calculation failed.\n", "Matrix singular (determinant = -4.395696955234497e-48, error calculation failed.\n", "Matrix singular (determinant = -1.5161146536209862e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.5269898418256478e-75, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.5161146536209862e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.7328937635497015e-71, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 771137.7 +- 3950.3 (error 0.5%).\n", "Left 362242.6 +- 2732.2 (error 0.8%).\n", "Right 408895.0 +- 2853.1 (error 0.7%).\n", "Head 724485.3 +- 3864.0 (error 0.5%).\n", "Tail 46652.4 +- 5525.9 (error 11.8%).\n", "Tail Prop. 0.0605 +- 0.0072 (error 11.86%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.555249708994089e-16, error calculation failed.\n", "Matrix singular (determinant = 1.350288338001094e-51, error calculation failed.\n", "Matrix singular (determinant = 1.0966837396582185e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.832441118450198e-60, error calculation failed.\n", "Matrix singular (determinant = -6.871510674888655e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.618080718717151e-79, error calculation failed.\n", "Matrix singular (determinant = -1.0929211141199054e-36, error calculation failed.\n", "Matrix singular (determinant = 2.1954260105706915e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 661407.1 +- 4438.1 (error 0.7%).\n", "Left 338198.3 +- 3007.3 (error 0.9%).\n", "Right 323208.8 +- 3263.9 (error 1.0%).\n", "Head 676396.6 +- 4252.9 (error 0.6%).\n", "Tail -14989.5 +- 6146.9 (error -41.0%).\n", "Tail Prop. -0.0227 +- 0.0093 (error -41.01%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.735767351171005e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.170330977981998e-51, error calculation failed.\n", "Matrix singular (determinant = 3.4667596129491e-52, error calculation failed.\n", "Matrix singular (determinant = 2.447714382144308e-51, error calculation failed.\n", "Matrix singular (determinant = 5.408031398387902e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1618272715614555e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.130232838641873e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.9406458251019566e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.237016042737152e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 1554758.1 +- 16748.5 (error 1.1%).\n", "Left 742627.9 +- 12645.8 (error 1.7%).\n", "Right 812130.2 +- 10981.6 (error 1.4%).\n", "Head 1485255.8 +- 17883.9 (error 1.2%).\n", "Tail 69502.3 +- 24502.0 (error 35.3%).\n", "Tail Prop. 0.0447 +- 0.0158 (error 35.27%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0082042576087332e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.828946689288236e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.912896887173771e-48, error calculation failed.\n", "Matrix singular (determinant = 3.4982537915325804e-56, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.187438789513997e-23, error calculation failed.\n", "Matrix singular (determinant = -2.187438789513997e-23, error calculation failed.\n", "Matrix singular (determinant = 5.3726906204673215e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 1293137.4 +- 6480.3 (error 0.5%).\n", "Left 590743.6 +- 4701.1 (error 0.8%).\n", "Right 702393.8 +- 4460.2 (error 0.6%).\n", "Head 1181487.1 +- 6648.4 (error 0.6%).\n", "Tail 111650.3 +- 9284.1 (error 8.3%).\n", "Tail Prop. 0.0863 +- 0.0072 (error 8.33%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.581112025780369e-34, error calculation failed.\n", "Matrix singular (determinant = 4.467297592579695e-51, error calculation failed.\n", "Matrix singular (determinant = 8.25947999753805e-51, error calculation failed.\n", "Matrix singular (determinant = 9.33329288394705e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1213804848901267e-51, error calculation failed.\n", "Matrix singular (determinant = -8.533688700988953e-38, error calculation failed.\n", "Matrix singular (determinant = -2.5457859590693267e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.6347707885456654e-35, error calculation failed.\n", "Matrix singular (determinant = 1.1392934657161296e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.009436365492819e-59, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 600567.8 +- 2162.4 (error 0.4%).\n", "Left 277579.7 +- 1502.1 (error 0.5%).\n", "Right 322988.1 +- 1555.5 (error 0.5%).\n", "Head 555159.4 +- 2124.3 (error 0.4%).\n", "Tail 45408.4 +- 3031.2 (error 6.7%).\n", "Tail Prop. 0.0756 +- 0.0051 (error 6.69%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.428970872405629e-51, error calculation failed.\n", "Matrix singular (determinant = -2.186522087277719e-36, error calculation failed.\n", "Matrix singular (determinant = 4.476415226394931e-87, error calculation failed.\n", "Matrix singular (determinant = 7.793778176238218e-51, error calculation failed.\n", "Matrix singular (determinant = 9.781012293703364e-52, error calculation failed.\n", "Matrix singular (determinant = 1.6596294507028935e-51, error calculation failed.\n", "Matrix singular (determinant = 2.4960089838006685e-51, error calculation failed.\n", "Matrix singular (determinant = 5.498496445899221e-51, error calculation failed.\n", "Matrix singular (determinant = 6.950815239553203e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.6208031598666896e-37, error calculation failed.\n", "Matrix singular (determinant = -4.188835714867615e-87, error calculation failed.\n", "Matrix singular (determinant = -4.4421722170514696e-88, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 581150.1 +- 2057.3 (error 0.4%).\n", "Left 253533.1 +- 1358.9 (error 0.5%).\n", "Right 327616.9 +- 1544.6 (error 0.5%).\n", "Head 507066.2 +- 1921.8 (error 0.4%).\n", "Tail 74083.8 +- 2815.3 (error 3.8%).\n", "Tail Prop. 0.1275 +- 0.0049 (error 3.82%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.105187016116377e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.178020811242462e-51, error calculation failed.\n", "Matrix singular (determinant = 4.190474005876367e-51, error calculation failed.\n", "Matrix singular (determinant = -6.042382141491504e-19, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.5266266411481453e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.2170932429466525e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 9.\n", "Total 583984.9 +- 1955.5 (error 0.3%).\n", "Left 242380.6 +- 1222.0 (error 0.5%).\n", "Right 341604.2 +- 1526.7 (error 0.4%).\n", "Head 484761.2 +- 1728.1 (error 0.4%).\n", "Tail 99223.6 +- 2609.7 (error 2.6%).\n", "Tail Prop. 0.1699 +- 0.0045 (error 2.65%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.9131961108905693e-53, error calculation failed.\n", "Matrix singular (determinant = 9.041527766810871e-51, error calculation failed.\n", "Matrix singular (determinant = -8.025665789868754e-36, error calculation failed.\n", "Matrix singular (determinant = 1.2374706873204074e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8465119449970014e-79, error calculation failed.\n", "Matrix singular (determinant = -3.729150548819176e-17, error calculation failed.\n", "Matrix singular (determinant = -1.6055477202211713e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.961535047144375e-78, error calculation failed.\n", "Matrix singular (determinant = -5.349170162649742e-78, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 10.\n", "Total 538624.9 +- 2012.7 (error 0.4%).\n", "Left 257588.9 +- 1514.8 (error 0.6%).\n", "Right 281036.0 +- 1325.3 (error 0.5%).\n", "Head 515177.9 +- 2142.3 (error 0.4%).\n", "Tail 23447.0 +- 2939.4 (error 12.5%).\n", "Tail Prop. 0.0435 +- 0.0055 (error 12.54%).\n", " \n", "Results for image 12\n", "Total 448829.3 +- 626.9.\n", "Left 196242.4 +- 415.1.\n", "Right 251495.3 +- 465.3.\n", "Head 392484.8 +- 587.1.\n", "Tail 44600.2 +- 860.0.\n", "Prop 0.091 +- 0.002.\n", "Prop var 0.059.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 13 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0014.bmp read.\n", " \n", "Image 13 with 7 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.311157723531579e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.6471834629227858e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.7579834541534453e-65, error calculation failed.\n", "Matrix singular (determinant = -1.7099686796408223e-36, error calculation failed.\n", "Matrix singular (determinant = -3.994915486297758e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.141302083532778e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.529355038895631e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.9479543589168836e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.408616908957058e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.700254168114485e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 1500767.0 +- 13363.9 (error 0.9%).\n", "Left 759827.5 +- 8117.4 (error 1.1%).\n", "Right 740939.6 +- 10616.1 (error 1.4%).\n", "Head 1519654.9 +- 11479.8 (error 0.8%).\n", "Tail -18887.9 +- 17617.6 (error -93.3%).\n", "Tail Prop. -0.0126 +- 0.0117 (error -93.28%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.4284056904835708e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.3059925432667024e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.052639112751449e-52, error calculation failed.\n", "Matrix singular (determinant = 6.476173850928584e-53, error calculation failed.\n", "Matrix singular (determinant = 1.3668379581697648e-51, error calculation failed.\n", "Matrix singular (determinant = 6.664591444295259e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.198083096081984e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.109593589601757e-86, error calculation failed.\n", "Matrix singular (determinant = -7.436299471165681e-24, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 986383.5 +- 4281.6 (error 0.4%).\n", "Left 433259.8 +- 2839.3 (error 0.7%).\n", "Right 553123.7 +- 3204.7 (error 0.6%).\n", "Head 866519.6 +- 4015.4 (error 0.5%).\n", "Tail 119863.9 +- 5869.9 (error 4.9%).\n", "Tail Prop. 0.1215 +- 0.0060 (error 4.92%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.62756654700005e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.3661704097253557e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.965889447682027e-51, error calculation failed.\n", "Matrix singular (determinant = 5.966512388759821e-51, error calculation failed.\n", "Matrix singular (determinant = 2.0054191156252717e-51, error calculation failed.\n", "Matrix singular (determinant = 5.738774581205383e-51, error calculation failed.\n", "Matrix singular (determinant = -9.343646661829513e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 569096.4 +- 1158.6 (error 0.2%).\n", "Left 225857.3 +- 744.3 (error 0.3%).\n", "Right 343239.1 +- 887.9 (error 0.3%).\n", "Head 451714.7 +- 1052.6 (error 0.2%).\n", "Tail 117381.8 +- 1565.3 (error 1.3%).\n", "Tail Prop. 0.2063 +- 0.0028 (error 1.35%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.1132021575533134e-51, error calculation failed.\n", "Matrix singular (determinant = 1.361162435386415e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1159868564327587e-51, error calculation failed.\n", "Matrix singular (determinant = -4.1381918523397007e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 581617.1 +- 1416.5 (error 0.2%).\n", "Left 251127.7 +- 920.6 (error 0.4%).\n", "Right 330489.4 +- 1076.5 (error 0.3%).\n", "Head 502255.4 +- 1302.0 (error 0.3%).\n", "Tail 79361.7 +- 1923.9 (error 2.4%).\n", "Tail Prop. 0.1365 +- 0.0033 (error 2.44%).\n", "Matrix singular (determinant = 7.256178131626906e-86, error calculation failed.\n", "Matrix singular (determinant = 8.735231755398273e-86, error calculation failed.\n", "Matrix singular (determinant = -1.705789137587198e-49, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.5154081152996266e-52, error calculation failed.\n", "Matrix singular (determinant = 8.367132926799917e-52, error calculation failed.\n", "Matrix singular (determinant = -3.40783596427467e-41, error calculation failed.\n", "Matrix singular (determinant = -1.970162661215306e-40, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.4986757336310894e-16, error calculation failed.\n" ] }, { "data": { "image/png": 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xXOZdi++//16rVq1Sv379bGNZWVlasWKFOnfurA4dOshURLHDbbfdpqioKLVs2VLPPPOM/vjjD910002644471KpVKz322GNKTEzUqVOnJEmNGjXSjBkz1KlTJzVr1kwPPfSQBg4cqA8++MDuuC1atND8+fPVunVr3XDDDQoPD1fr1q21YsUK25zly5frjjvukK+vb5GvLTs7W0uXLlVYWJhCQ0MVFxen7du36/vvv5ckzZs3T48//rjGjx+vZs2aKTIyUnPnzlVsbKztGFOnTlXfvn3VtGlT3XLLLZo7d67ef//9Auc6ePCgevbsqf79+9sSytUZCVkAAGqC9HSj76vJZDwGAAAAqiizuXznldb69evl6+srT09PhYWF6eabb9aSJUts26+//noFlqD9V4cOHWyPGzZsKElq3759gbHTp09LknJzczVv3jx16NBBAQEB8vX11caNG3X06FG743bt2rXAue6//34tX77cdrzPPvtM9957b7Hx1apVy+5YN9xwg+rUqaPExERJUnx8vP7+97/L19fXdps4caIsFosuXLggSfr6668VGRmpRo0aqXbt2ho3bpxSUlLsLoKWkZGhXr16acSIEXrllVeKTGBXJyRkAQDA1fn4GN/9slqNxwAAAICT9O4tNW5slUzWQrebTFJIiDHPEfr27as9e/bowIEDunjxotasWaMGDRrYtvuU8P/Lbm5utsf5ScjCxvLy8iRJMTExWrRokWbOnKnNmzdrz549GjhwoLKysuyOW9j5x40bp19//VU7duzQu+++qyZNmqh3Cd6gwpKjl8c1Z84c7dmzx3b7z3/+o59//lmenp767bffdNttt6ldu3b66KOPFB8fr3/84x+SZNfiwcPDQ/3799dnn32m48ePXzWm6qB61/8CAAAAAACgWnF1lRYtytMdo1xkMllltV5KGubnDxcvNuY5go+Pj1q0aOGYgxdj69atGj58uO6++25JRkL0559/Vps2ba66b0BAgEaMGKHly5drx44duueee666T05Ojn744Qd169ZNknTgwAGdO3dON9xwgySpS5cuOnDgQJHvxQ8//KCcnBzFxMTIxcWoCS2sXYGLi4tWrFihMWPG6JZbbtGWLVsUHBx81fiqMipkAQAAAAAAUKX8ZaT04rJf1KiR/XjjxtKHH0ojRzonLkdq0aKFNm3apO3btysxMVFRUVFKSkoq8f7333+/4uLilJiYqPHjx191vpubmx566CHt3LlTCQkJuueee9SjRw9bgvaZZ57RO++8o+joaO3bt0+JiYn65z//qaefflqS1Lx5c+Xk5GjJkiX69ddftWLFCr322muFnsvV1VUrV65Ux44ddcstt5TqdVVFJGQBAIBjWxLQvxYAAAAOcMtt5/TLr3n6+mtp1Srp66+lw4erZzJWkmbNmqUuXbpo4MCBioiIUFBQkEaMGFHi/fv37y+z2ayBAweWqALV29tbjz32mMaMGaOwsDB5eXnpvffes20fOHCg1q9fr02bNummm25Sjx49tHDhQl1//fWSpE6dOmnhwoV68cUX1a5dO61cuVLPP/98keerVauWVq9erbZt2+qWW26x9c6tjmhZAABADZBrtWprx46yBATInJam3t7ecq0BzfIBAABQvbm6ShERFXe+t99+u9jt0dHRio6OLjC+ZcsWu+dHjhwpMMdqte+J26RJE7uxevXqae3atcWe/8rzXC4jI0Pnzp3TfffdV+wxLjdy5EiNLCbDPXDgQA0cOLDI7Y8++qgeffRRu7GxY8faHk+YMEETJkywPa9Vq5Y++uijEsdXVVEhCwBANbcmOVlN9u7V6FmzdCAkRKO3b1eT777TmuRkZ4cGAAAAwMHy8vJ08uRJzZo1S/7+/ho2bJizQ6rxSMgCAFCNrUlO1u379ul4drbMKSmKjouTOSVFJzIzdfu+fSRlAQAAgGru6NGjatSokd5//3299dZbqlWLL8w7G38CAABUU7lWqx45dEjWQrZZJZkkTT10SMPr13do+wLaJQAAAADOc2Xrg5K4spUAyhcJWQAAqqmt584p5+RJdU5JkSR1+flnu3tJsgQEaOu5c4qoW9chMaxJTtYjBw8qZ9YsRa1bp2nbt6tWcLBebtFCIwMDHXJOAAAAAKjMSMgCAFBNWbKyFLVunaLj4uzG31iwwPY4evx4WXr1csj589slWCV1/rNdwqfh4doTEKDb9+3Th23bkpQFAAAAUOOQkAUAoJoyu7tr2tCh+jQ8XJJRGfvGggW6f8YMJbRsKcmokF3t7l7u5y5Vu4QLFyRfX2Pj+fOSj8+lyenpRW8DAAAAgCqIhCwAANVU7zp1VCs4WHsCAuwSowktW2p3q1YySWrs4aHedeqU+7lL1S7BAQlhAAAAAKisSMgCAFBNuZpMerlFC92+b5+uvIRW/vPFLVo45AJbpWqXQEIWAAAAQA1CQhYAgGpsZGCgPmzbVo8cPChLQICRBA0IUGMPDy0urwtrFdJWwJntEgAAAACgMiMhCwBANTcyMFDDvby09cEHjSRoeLh6BwU5pDI2X2naJeSmp2trx46yBATInJam3t7etthyrdYitwEAAAAouQkTJujcuXNau3ats0NxmIiICHXq1EmLFy92dijFcnF2AAAAwPFcTSZF7N2r0Zs3K8LPz+FJzfx2CZKKbZfwye+/q8nevRo9a5YOhIRo9PbtavLdd1qTnKw1yclFbgMAAADyffnll7rxxhv15ZdfOvxcp0+fVlRUlK677jp5eHgoKChIAwcO1I4dOxx+blQfJGQBAIBD5LdLaOTmVqBdwodt20qSbt+3T8ezs2VOSVF0XJzMKSk6kZmpv+7bp78Wse32fftIygIAAECSZLVa9eSTTyoxMVFPPvmkrFbr1Xe6Bn/961+1d+9excXF6eDBg/r0008VERGhM2fOOPS8lUV2drazQ6gWSMgCAIBrkmu1akvHjlp9yy3akpam3Mv+EzwyMFBHOnbU6rlz1frYMa0OD9fhHj00vH59PXLokAr773Jx/4XO3zb10CG78wAAAKBm2rhxo3bt2iVJ2rVrlzZu3Oiwc507d07btm3Tiy++qL59++r6669Xt27d9MQTT2jw4MG2eampqZo0aZIaNGggPz8/3XLLLdq7d6/dsT799FN17dpVnp6eql+/vkaOHGnbdvbsWY0bN05169aVt7e3br31Vv3888+27W+//bbq1KmjL774Qm3atJGvr68GDRoki8Vim5Obm6tp06apTp06CggI0MyZMwskqzds2KBevXrZ5gwZMkS//PKLbfuRI0dkMpn0/vvvKyIiQp6enlq2bJn8/Pz04Ycf2h1r3bp18vHx0R9//FHoexcREaEpU6ZoypQptvM9/fTTdjFlZWVp5syZatSokXx8fNS9e3dt2bLFtj0lJUWjR49W48aN5e3trfbt22v16tXF/ZFpw4YN8vf31zvvvCNJ2rJli7p16yYfHx/VqVNHPXv21G+//VbsMRyBhCwAACizkrQVKKxdwtZz55Rz8qQ6HzyozgcPqsuf/8Hs8vPP6nzwoCJ37VLkrl2Fbut08KCyT57U1nPnnPGSAQAAUElYrVbNfma2XF1dJUmurq6aNWuWw6pkfX195evrq7Vr1yozM7PImAYPHqykpCR9/vnnio+PV5cuXdSvXz9bFe1nn32mkSNHavDgwdq9e7e++uorde3a1XaMCRMm6IcfftCnn36qHTt2yGq16rbbbrOrTr1w4YIWLFigFStW6Ntvv9XRo0c1Y8YM2/aYmBi99dZbevPNN7Vt2zadOXNGH3/8sV2s6enpmjZtmnbt2qWvvvpKLi4u+stf/qK8vDy7eY899pgefvhhJSYm6i9/+Yv+9re/afny5XZzli9frttvv121a9cu8v2Li4tTrVq1tHPnTr3yyitatGiR3njjDdv2e+65R//+97/13nvv6ccff9Qdd9yhQYMG2ZLRFy9eVGhoqNavX6+ffvpJkyZN0tixY7Vz585Cz/fee+9p1KhReueddzRu3Djl5ORoxIgR6tOnj3788Uft2LFDkyZNkskZ16iwotykpqZaJVlTU1OdHUq5SL2YalW0rKkXq8frQeXDGoOj1bg1dv681SoZt/PnS76tjD46fdpq+vprq77+2to5NtZqlaydY2Otpq+/tpq+/tr60enTRZ57VVKSdfb48ZfGS3mbPX68dVVSUrm8jrKqcesLFY41BkdjjcGRWF8oTkZGhnX//v3WjIyMMh8jJzfH+srKV6wyvkRld9uwYUM5Rmvvww8/tNatW9fq6elpDQ8Ptz7xxBPWvXv32rZ/9dVXVj8/P+vFixft9mvevLk1NjbWarVarWFhYda77rqr0OMfPHjQKsn673//2zb2+++/W728vKzvv/++1Wq1WpcvX26VZD106JBtzj/+8Q9rw4YNbc/NZrP1hRdesD3Pzs62Nm7c2Dp8+PAiX9vp06etkqz/+c9/rFar1Xr48GGrJOvixYvt5u3cudPq6upqPXHihNVqtVqTk5Otbm5u1i1bthR57D59+ljbtGljzcvLs4099thj1jZt2litVqv10KFDVpPJZDtmvn79+lmfeOKJIo972223WadPn253nkceecT6j3/8w+rv72/dvHmzbVtKSopVUrFxXu58+nnrv7b/y5qcmlxg27XmAGtVfAoYAABUOB8fI5VZTnKt1mJbDphktBUYXr++XAuZY3Z317ShQ/VpeLgko/r1jQULdP+MGUpo2VL1U1MlSb/7+xfYJkmWgACtdncvt9cDAACAqsVqteq1+a/J1dVVubm5tvH8KtkBAwY4pPLxr3/9qwYPHqytW7dqx44d2rBhg+bPn6833nhDEyZMUHx8vM6fP6+AgAC7/TIyMmztAPbs2aOJEycWevzExETVqlVL3bt3t40FBASodevWSkxMtI15e3urefPmtudms1mnT5+WZLRMsFgsCgsLs22vVauWunbtalc9/Msvv2jWrFn67rvv9Pvvv9sqY48ePap27drZ5l1evStJ3bp1U9u2bfXOO+/o8ccf14oVK3Tdddfp5ptvLva969Gjh92fSVhYmGJiYpSbm6uEhARZrVa1atXKbp/MzEzbe5mbm6sXXnhB//znP3XixAllZmYqMzNTPj4+dvt89NFHOnXqlLZt26Zu3brZxuvVq6cJEyZo4MCBioyMVP/+/TVq1CiZzeZi43YEErIAAKDUbC0HUlIkya6tQD5LQIC2njuniLp1CySDe9epo1rBwdoTEGCX1E1o2VK7r/hP2JXbTJIae3iod5065fmSAAAAUIVs3LhR+/fuLzCem5tr6yU7cOBAh5zb09NTkZGRioyM1DPPPKP7779fs2fP1oQJE5SXlyez2WzX+zRfnT///+rl5VXksa1FFFFYrVa7ZKabm5vddpPJVOpWDUOHDlVISIhef/11BQcHKy8vT+3atVNWVpbdvCsTnpJ0//33a+nSpXr88ce1fPly3XPPPdeUAM/Ly5Orq6vi4+NtLSjy+fr6SjLaMCxatEiLFy9W+/bt5ePjo6lTpxaIt1OnTkpISNDy5ct100032cW1fPlyPfzww9qwYYP++c9/6umnn9amTZvUo0ePMsdeFvSQBQAApWbJylLUunVKiIpSQlSU3liwQJL0xoIFtrGodetkueI/R/lcTSa93KKFJKOa9nKmIh5f/nxxixZydUavJwAAADid9c/esUUlAF1cXBzaS/ZKN954o9LT0yVJXbp0UVJSkmrVqqUWLVrY3erXry9J6tChg7766qsij5WTk2PXFzUlJUUHDx5UmzZtShSPv7+/zGazvvvuO9tYTk6O4uPj7Y6ZmJiop59+Wv369VObNm109uzZEr/mu+++W0ePHtUrr7yiffv2afz48Vfd5/J48p+3bNlSrq6u6ty5s3Jzc3X69OkC71tQUJAkaevWrRo+fLjuvvtudezYUc2aNbO72Fm+5s2b6+uvv9Ynn3yihx56qMD2zp0764knntD27dvVrl07rVq1qsSvu7xQIQsAAErtai0HpKu3FRgZGKgP27bVIwcPyhIQoOjx42UJCFBjDw8t/jNZW9S2kYGBjn+RAAAAqJSysrJ07NixIhOueXl5OnbsmLKysuTh4VFu501JSdEdd9yhe++9Vx06dFDt2rX1ww8/aP78+Ro+fLgkqX///goLC9OIESP04osvqnXr1jp58qQ+//xzjRgxQl27dtXs2bPVr18/NW/eXH/729+Uk5Ojf/3rX5o5c6Zatmyp4cOHa+LEiYqNjVXt2rX1+OOPq1GjRrZzlMQjjzyiF154QS1btlSbNm20cOFCnbvsorh169ZVQECAli1bJrPZrKNHj+rxxx8v8fHr1q2rkSNH6n//9381YMAANW7c+Kr7HDt2TNOmTVNUVJQSEhK0ZMkSxcTESJJatWqlu+66S+PGjVNMTIw6d+6s33//XZs3b1b79u112223qUWLFvroo4+0fft21a1bVwsXLlRSUlKhiepWrVrp66+/VkREhGrVqqXFixfr8OHDWrZsmYYNG6bg4GAdOHBABw8e1Lhx40r8ussLCVkAAKqJXKtVWzt2lCUgQOa0NPX29nZYFenVWg6UtK3AyMBADffy0tYHHzQSuOHh6h0UZIu7uG0AAAComTw8PPTdzu+07b/b1DqgtVxdCl61oEGDBuWajJWMr853795dixYt0i+//KLs7GyFhIRo4sSJevLJJyUZrQM+//xzPfXUU7r33nuVnJysoKAg3XzzzWrYsKEkKSIiQh988IHmzp2rF154QX5+fnb9V5cvX65HHnlEQ4YMUVZWlm6++WZ9/vnnBdoUFGf69OmyWCyaMGGCXFxcdO+99+ovf/mLUv+8VoOLi4vee+89Pfzww2rXrp1at26tV155RRERESU+x3333adVq1bp3nvvLdH8cePGKSMjQ926dZOrq6seeughTZo0ye51P/vss5o+fbpOnDihgIAAhYWF6bbbbpMkzZo1S4cPH9bAgQPl7e2tSZMmacSIEbbXdKXWrVtr8+bNioiIkKurq2bOnKn//ve/iouLU0pKisxms6ZMmaKoqKgSv+byYrJWVP12DZCWliZ/f3+lpqbKz8/P2eFcs7TMNPm/4K/Ux1Pl51H1Xw8qH9YYHK0mrbE1ycl65OBB5SQlKWrdOsUOHapawcF62YHVpGuSk3X7vn2SpE4HDyohKkpdYmO1588esB+2bVuyc6enS3/2hdL588YFyEqyzclq0vqCc7DG4GisMTgS6wvFuXjxog4fPqymTZvK09OzTMfIzcvV7qTd6hzUudCELBxv5cqVeuSRR3Ty5Em5X+WCuxEREerUqZMWL15cMcGVg/QL6dq6d6u6tu2q+n717bZdaw6QHrIAAFRx+YnR49nZMqekKDouTuaUFJ3IzNTt+/ZpTXKyQ86b33KgkZtbgbYCJU7GAgAAAKhSLly4oH379un5559XVFTUVZOxKIiELAAAVViu1apHDh1SYV93yR+beuiQch30hZiRgYE60rGjVs+dq9bHjml1eLgO9+hRfslYHx/JajVulag6FgAAAKip5s+fr06dOqlhw4Z64oknnB1OlUQPWQAAqrCt584p5+RJdU5JkWRcXOvye8m4uNbWc+cUUbeuQ2JwNZkUsXev8cTPTyptj9f8pGt5q8TtDgAAAICqKjo6WtHR0aXaZ8uWLQ6JpaoiIQsAQBVmycpS1Lp1io6Lsxt/Y8EC2+Po8eNl6dWrokOrGCRdAQAAAFQxJGQBAKjCzO7umjZ0qD4ND5dkVMa+sWCB7p8xQwktW0oyKmRXO7Kvk6MqXAEAAACgGiIhCwBAFda7Th3VCg7WnoAAuz6yCS1banerVjJJauzhod516jgpQsfKtVq1tWNHWQICZE5LU29vb7mWtmUCAAAAAFQgLuoFAEAV5moy6eUWLSRJV6Yh858vbtGiWiYp1yQnq8nevRo9a5YOhIRo9PbtavLdd1qTnCzJSNZu6dhRq2+5RVvS0hx2YTMAAAAAKA0SsgAAVHEjAwP1Ydu2auTmJktAgNEzNiBAjT089GHbthoZGOjsEMvdmuRk3b5vn45nZ8uckqLouDiZU1J0IjNTt+/bp5m//FJsshYAAADVRHq6cVFZk8l4DFQBTk3IPv/887rppptUu3ZtNWjQQCNGjNCBAwfs5litVkVHRys4OFheXl6KiIjQvn377OZkZmbqoYceUv369eXj46Nhw4bp+PHjdnPOnj2rsWPHyt/fX/7+/ho7dqzOnTtnN+fo0aMaOnSofHx8VL9+fT388MPKyspyyGsHAKA8jQwM1JGOHbV67ly1PnZMq8PDdbhHj0qRjM3NlbZskVavNu5zc6/xeFarHjl0SIXVu1r/vL107FiRyVqSsgAAAACcyakJ2W+++UYPPvigvvvuO23atEk5OTkaMGCA0i/7RGP+/PlauHChli5dql27dikoKEiRkZH6448/bHOmTp2qjz/+WO+99562bdum8+fPa8iQIcq97De+MWPGaM+ePdqwYYM2bNigPXv2aOzYsbbtubm5Gjx4sNLT07Vt2za99957+uijjzR9+vSKeTMAALhGriaTIvbu1ejNmxXh51cp2hSsWSM1aSL17SuNGWPcN2lijJfV1nPnlHPypDofPKjOBw+qy88/SzIuaJY/FpSSUmC//ATu1EOHaF8AAAAAp4qOjlanTp2cHQacxKkX9dqwYYPd8+XLl6tBgwaKj4/XzTffLKvVqsWLF+upp57SyJEjJUlxcXFq2LChVq1apaioKKWmpurNN9/UihUr1L9/f0nSu+++q5CQEH355ZcaOHCgEhMTtWHDBn333Xfq3r27JOn1119XWFiYDhw4oNatW2vjxo3av3+/jh07puDgYElSTEyMJkyYoHnz5snPz68C3xkAAKq+NWuk22+Xrsx9njhhjH/4ofTnP++lYsnKUtS6dYqOi7Mbf2PBAtvj2CFDFDt0qF2y1rZ/QIC2njuniLp1S39yAAAAVF5JSVLz5hVwmiTNmzdPn332mU6cOKEGDRqoU6dOmjp1qvr16+fw86Pqc2pC9kqpqamSpHr16kmSDh8+rKSkJA0YMMA2x8PDQ3369NH27dsVFRWl+Ph4ZWdn280JDg5Wu3bttH37dg0cOFA7duyQv7+/LRkrST169JC/v7+2b9+u1q1ba8eOHWrXrp0tGStJAwcOVGZmpuLj49W3b98C8WZmZiozM9P2PC0tzbjPTJMyC0yvctIy0+zugfLGGoOj1bg1lpmu/I8P0zLTpFrX2BvgGuTmSg897Cur1aQrLzdmtUomk1UPP2JV30Hn5epaumP7mXIUO3SoPg0Pl2QkW99YsED3z5ihhJYtFbVunaLWr1fU+vW2fS5P1kaPH69fe4Sqi3cpT3yFGre+UOFYY3A01hgcifWF4mRlZSnPmqfcvFzl5pXt/6y51lzbff7/6nJPnpCaNimfIItw5MgR3dz7ZtWpU0cvvPCC2ndor+zsbG3cuFEPPvig9u3fd/WDSMqz5klSmV8/HC9/jZ3POi/3THe7bdf6s63SJGStVqumTZumXr16qV27dpKMTxwkqWHDhnZzGzZsqN9++802x93dXXWvqHJp2LChbf+kpCQ1aNCgwDkbNGhgN+fK89StW1fu7u62OVd6/vnnNWfOnALjIQtDJM+rvuQqI2RRiLNDQDXHGoOj1ag1Fv3n/ZLg4mY53uE+0oktRW62Wk06cdykepOHSU2/KeXBXaTuq5VUr4VkutR9KaFlS+1u1UrREyYoduhQSQWTtZJRIZv0wQjdl7q3tK+qUDVqfcEpWGNwNNYYHIn1hcJc73O9Xuv5mjJ+zyhVZsrlQob9c0n7f9+lTn8+P3TyP0r/tWDbrjxvrzLHeqVHJj6inLwcvfbJa/Ly9lK6jLabEaMjFHpbqHYn7ZYkJZ1I0ktPv6Rd23bJxcVFYRFhmvHsDAUEBhjbzyfpQvYF2/yo26PU6sZWmv73S60zZ9w7Q75+vopeHC1JGtZ9mIaPHq6jvx7V1//6Wv51/TVj7gx16NpBz854Vru27VLwdcF6ZuEzurHjjZKkdf9cp4XRC/Xcq89p4eyFOnXylDp266jZC2erfsP6hb7GtHNpmv/0fO38ZqcyLmSoQVADTXh4gobdOUzx2+P1P3f8jzbv36za/rUlSQd+OqC7B96tT777RMEhwbZz/v2Vv2vx3xfr1MlT6nlLT0W/HK2v1n+lZTHLdP6P87p15K2aNmeaXP+s0Pjg7Q+0+vXVOmU5Jd/avurUrZNefP3FcvuzK7Uc4y7i7Qj9lv6b/baL13boSpOQnTJlin788Udt27atwDaT6crKGmuBsStdOaew+WWZc7knnnhC06ZNsz1PS0tTSEiIjk07Vi1aHKRlpilkUYiOPXpMfh5V//Wg8mGNwdFYY87z4T9r6b64q89785bPdfudOaU+/qcpZzXu4OFCtyUFBCgpIMBuLD9Za5IU7O6mM4O/ueYeu6wvOBprDI7GGoMjsb5QnKzMLJ06fkpN6jeRp2fJK9pcXYtPY7X+25RCx3NzS///zcKcOXNGO77eobnPzlV4s/CCE4KMO6vVqm5Dusnbx1tbtmxRTk6OHprykJ575Dlt3rzZmOobJG83b3UO6ixJ8nX3VQOfBrbnkuTv4a86XnVsY+6u7nr/zff17LPPKmZejF5e/LLmPDJH4eHhmnzvZHV4uYOeePwJvTD9Bf34nx9lMpn0o/+PyszI1CdvfaL3Vr4nFxcXjR83Xu+89I5WvLui0Nf58LyHderwKW341wbVr19fhw4dUkZGhjoHdVZqPePb7R0adlCdOnUkSaYk4//VbQPbqklQE9s5P3/3c330/kf6448/dMftd2ju5LmqU6eOvvjXF/r111816o5RGhE5QqPuHKUffvhBMc/EKC4uTmHhYTpz5oy2bdtm935UtPSMdP1+4ndtmbBF9WrXs9uWlpamkBfK/oFTpUjIPvTQQ/r000/17bffqnHjxrbxoCBjJSclJclsNtvGT58+batmDQoKUlZWls6ePWtXJXv69GmF//lVxqCgIJ06darAeZOTk+2Os3PnTrvtZ8+eVXZ2doHK2XweHh7y8PAoMO7n4Vet/sGpbq8HlQ9rDI7GGqt4za4r6Txv+RX8p/Sq7g72k7ebtx45eFCWgABFjx8vS0CAQjw89LcGDbTg2LEC++SnX19p2Up1Pf1Lf9IisL7gaKwxOBprDI7E+kJhLlovKtmULFcXV7m6XFsbqZIor3Mc/vWwrFarbmxzY7HH3LRpk3788UcdPnxYISFG0m7FihVq27atEuITdNNNN8nlz2965R/HJJNMJpPdcU2mgmO33XabHnjgAUnS7Nmz9dprr6lbt2668847JUmPP/64wsLC9Hvy7woKCpKLi4uys7MVGxur5n/2150yZYr+/ve/F/kajh07ps6dO6t7N6P1Z/Nml/ry5u9z+Z/dlWP553zttdds57z99tu1YsUKnTp1Sr6+vmrfrr369u2rb775RqNHj9aJ4yfk4+OjYcOGqXbt2mrWtJm6hna9+h+KA7majNfl6+5b8OdYGX6HuZzL1ac4jtVq1ZQpU7RmzRpt3rxZTZs2tdvetGlTBQUFadOmTbaxrKwsffPNN7Zka2hoqNzc3OzmWCwW/fTTT7Y5YWFhSk1N1ffff2+bs3PnTqWmptrN+emnn2SxWGxzNm7cKA8PD4WGhpb/iwcAoBrr3Vtq3FgqqgjVZJJCQox5ZTUyMFBHOnbU6rlz1frYMa0OD9fhHj00v3lzfdi2rRq5udklaxt7eOjDtm01MjCw7CcFAACA85w/b7vlHjygxLWvK/eLyy4YHxMjbdtm3A4dujS/nFj/vFrt1b61nZiYqJCQEFsyVpJuvPFG1alTR4mJidcUQ4cOHWyP8wsI27dvX2Ds9OnTtjFvb29bYlSSzGaz3fYrPfDAA3rvvffUqVMnzZw5U9u3by91nFees2HDhmrSpIl8fX3txvLjiIyM1PXXX69mzZpp7NixWrlypS5cuFDq81YVTq2QffDBB7Vq1Sp98sknql27tq1Xq7+/v7y8vGQymTR16lQ999xzatmypVq2bKnnnntO3t7eGjNmjG3ufffdp+nTpysgIED16tXTjBkz1L59e/Xv31+S1KZNGw0aNEgTJ05UbGysJGnSpEkaMmSIWrduLUkaMGCAbrzxRo0dO1YvvfSSzpw5oxkzZmjixInVov0AAAAVydVVevll6fbbjeTrn/93lXQpSbt4sUp9Qa8C5zGZFLH3z16wfn62g48MDNRwLy9tffBBWQICtDo8XL2Dgq65TQEAAACcyMfn0uPmzZXukybVbnVprHt3qWdPh52+ZcuWMplMSkxM1IgRI4qcV1T7y+LaYrq4uNgSvvmys7MLzHNzc7M9zj9WYWN5eXmF7pM/58pzXe7WW2/Vb7/9ps8++0xffvml+vXrpwcffFALFiyQi4uL7bWUNM78cxY2lh9n7dq1lZCQoC1btmjjxo165plnFB0drV27dtlaI1QnTq2QffXVV5WamqqIiAiZzWbb7Z///KdtzsyZMzV16lRNnjxZXbt21YkTJ7Rx40bVrl3bNmfRokUaMWKERo0apZ49e8rb21vr1q2zNQWWpJUrV6p9+/YaMGCABgwYoA4dOmjFiku9MlxdXfXZZ5/J09NTPXv21KhRozRixAgtuOyqzAAAoORGjpQ+/FBq1Mh+vHFjY3zkSMeePz9ZO3rzZkX4+ZGMBQAAwDWpV6+eBg4cqH/84x9KT08vsP3cuXOSjGrYo0eP6thlbbT279+v1NRUtWnTptBjBwYG2n1rOzc3Vz/99FP5voBSCAwM1IQJE/Tuu+9q8eLFWrZsmW1ckl2se/bsKZdz1qpVS/3799f8+fP1448/6siRI7aeu9WNUytki8vG5zOZTIqOjlZ0dHSRczw9PbVkyRItWbKkyDn16tXTu+++W+y5rrvuOq1fv/6qMQEAgJIZOVIaPlzaulWyWCSz2WhTcK2VsTY+PvbltwAAAKi5/rwWkSP93//9n8LDw9WtWzf9/e9/V4cOHZSTk6NNmzbp1VdfVWJiovr3768OHTrorrvu0uLFi5WTk6PJkyerT58+6tq18L6ot9xyi6ZNm6bPPvtMzZs316JFi2wJ3or2zDPPKDQ0VG3btlVmZqbWr19vSyS3aNFCISEhio6O1rPPPquff/5ZMTEx13zO9evX69dff9XNN9+sunXr6vPPP1deXp7tm+3VTaW4qBcAAKi+XF2liAgnnJhkLQAAQM1SAQnZpk2bKiEhQfPmzdP06dNlsVgUGBio0NBQvfrqq5KM4sK1a9fqoYce0s033ywXFxcNGjSo2ELCe++9V3v37tW4ceNUq1YtPfroo+rbt6/DX09h3N3d9cQTT+jIkSPy8vJS79699d5770kyWhGsXr1aDzzwgDp27KibbrpJzz77rO64445rOmedOnW0Zs0aRUdH6+LFi2rZsqVWr16ttm3blsdLqnRM1pKUqaJE0tLS5O/vr9TU1GrRdzYtM03+L/gr9fFUrooJh2CNwdFYY3Ak1hccjTUGR2ONwZFYXyjOxYsXdfjwYTVt2lSenp5lOkZuXq52J+1W59qt5OrnbwyeP2/fZxa4BukX0rV171Z1bdtV9f3q22271hwgFbIAAAAAAAComvhWFKogp17UCwAAAAAAAABqEhKyAAAAAAAAAFBBSMgCAAAAAACgwnFZI1RmVqtVVjlmjZKQBQAAAAAAQIVxc3OTJF24cMHJkQBFy7iQoazcLNWqVf6X4OKiXgAAAAAAAKgwrq6uqlOnjk6fPi1J8vb2lslkKtUxcvNypRzp4sWLcnVxdUSYqKGsVqsuXLig08mn9elvn6rvTX3L/RwkZAEAAAAAAFChgoKCJMmWlC2tPGuefk/9XUfOH5GLiS+Ao/z51PbR8kPLtUiLyv3YJGQBAAAAAABQoUwmk8xmsxo0aKDs7OxS738+67wGfz5YP0z6Qb7uvg6IEDWZm5ub0nPSHdZDloQsAAAAAAAAnMLV1VWurqVvOZBlytJv6b/J3cNdnh6eDogMNV6O4w5NTTcAAAAAAAAAVBASsgAAAIVJT5dMJuOWnu7saAAAAABUE7QsAAAAKESu1aqtHTvKEhAgc1qaent7y7WUV/8FAAAAgCtRIQsAAGqmYipg1yQnq8nevRo9a5YOhIRo9PbtavLdd1qTnOykYAEAAABUFyRkAQBAjZRrtWpLx45afcst2pKWplyrcQXVNcnJun3fPh3PzpY5JUXRcXEyp6ToRGambt+3j6QsAAAAgGtCQhYAANQ4RVXAfnD6tB45dEjWQvbJH5t66JAteQsAAAAApUUPWQAAUKPkV8BaJXX+swL20/Bw7QkI0Kj9+xWUkqLOKSmSpC4//2x3L0mWgABtPXdOXbxdnRE+AAAAgCqOhCwAAKgxcq3Wq1bARq1bp+i4OLttbyxYYHscPX68LL16Sd5ejgsUAAAAQLVFQhYAANQYW8+dU87Jk8VWwH7cq5c+DQ+3jb+xYIHunzFDCS1bSjIqZFe7u1dw5AAAAACqCxKyAABUFenpkq+v8fj8ecnHx7nxVEGWrKwSVcDOmTDBbntCy5ba3aqVTJIae3iod506Ss/6owIiBgAAAFDdkJAFAKCKyLVatbVjR1kCAmROS1Nvb2+5mkzODqtKMbu7a9rQoVetgJWkK9/Z/OeLW7TgfQcAAABQZiRkAQCoAtYkJ+uRgweVM2uWotat07Tt21UrOFgvt2ihkYGBzg6vyuhdp45qBQdrT0CAXR/ZKytgP2jeXI/+/LMsAQFGz9iAADX28NBi3m8AAAAA18jF2QEAAIDirUlO1u379ul4drbMKSmKjouTOSVFJzIzdfu+fVqTnOzsEKsMV5NJL7doIan4CtjbGzTQkY4dtXruXLU+dkyrw8N1uEcPkrEAAAAArhkVsgAAVGK5VqseOXTIrpozn1VGEnHqoUMaXr8+X6MvoZG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9sor19OnTtqrZoKAgZWVl6ezZs8XOOXXqVIFzJScnF6i+BYAKZ7FICQnS5T+PIiMlX19j3GJxXmwAgOKdPi2FhhqPz5xxbiwAAACoNKpUQjYzM1OJiYkym81q2rSpgoKCtGnTJtv2rKwsffPNNwoPD5ckhYaGys3NzW6OxWLRTz/9ZJsTFham1NRUff/997Y5O3fuVGpqqm0OADhNbOylX+avFBpqbAcAVC5FfZiWkMCHaQAAAKjcLQtmzJihoUOH6rrrrtPp06f17LPPKi0tTePHj5fJZNLUqVP13HPPqWXLlmrZsqWee+45eXt7a8yYMZIkf39/3XfffZo+fboCAgJUr149zZgxQ+3bt1f//v0lSW3atNGgQYM0ceJExf6Z2Jg0aZKGDBmi1q1bO+21A4AkKSpKGjZMysiQ9uyRpkyRli6VOnWSvLwks9nZEQIArhQbKxV24df8D9hmz5aioys0JAAAAFQelTohe/z4cY0ePVq///67AgMD1aNHD3333Xe6/vrrJUkzZ85URkaGJk+erLNnz6p79+7auHGjate+dPnxRYsWqVatWho1apQyMjLUr18/vf3223J1dbXNWblypR5++GENGDBAkjRs2DAtXbq0Yl8sABTGbL6UdPXyMu7DwqQuXZwXEwCgeEV9mBYWZmznwzQAAIAarVInZN97771it5tMJkVHRyu6mAoDT09PLVmyREuWLClyTr169fTuu++WNUwAAADgEj5MAwAAQDGqVA9ZAKjRzGbja65UVgFA9WCxGK0L6CkLAABQo5CQBYDKpLhfzs1mYxsJWQCoOor7MM1iMXrNkpAFAACoUUjIAkBlwi/nAFC9FPVh2unTly7ydeaMlJ5e4aEBAADAOUjIAkBlkZ5uXABGunQPAKheLBYpIUFq2PDSWGSk5OtrjPOBHAAAQLVHQhYAnC3/l3NfX6lXL2OsVy9jjF/OAaB6iY29VBl7pdBQYzsAAACqNRKyAOBsRf1yHhrKL+cAUN1ERUnx8dK2bdLSpcbY0qXG8/h4YzsAAACqtVrODgAAaryoKGnYMKNNwZ490pQpxi/nYWHGdi7iBQDVh9l86ee6l5dxHxYmdelSYKrJkqTZX0um8UlSE78KDBIAAACOREIWAJytFL+cAwBqDlNSkqK/kc4nJUlNWjk7HAAAAJQTWhYAAAAAzmA2S7NnF/5NCC70CAAAUG1RIQsAlUlxv5wDAKoXs1mKjrYfs1iMW2iofP8c8r1lkNFfNn8f/o0AAACo0qiQBYCKZLEYv3xbLIVvz//lnF+2AaBm4kKPAAAA1R4JWQCoSBaLNGdO0QlZAEDNFhVlVMNu2mQbynhxnjEWH29sz3e1D/kAAABQKdGyAAAqCv0AAQBXc1lLgvM7vpFvWB/l3tyr8As95n/IN2wY36wAAACoQkjIAoCjXdYP0KZXL/oBAgDKJj3duOdDPgAAgCqJlgUA4Gj0AwQAlIE1KEjRfYx7G4tF8vU1br16GWO9ekkJCcYtv30B7QwAAAAqLRKyAOBo+f0At22Tli41xpYuLbwfIAAAf7KagzSnr3FvU9SHeFd+yEfPcgAAgEqLlgUA4GiXtyTw8jLuw8IK7wcIAEBxoqKkyEjj8Z490pQpxod8YWHGmNlMz3IAAIBKjoQsAAAAUFUU9yFffs/y4OBL84vqWW6xGNW0UVH0MQcAAKhgtCwAgPJWXN8+s1maPZtffgEA5a80PctpaQAAAOA0VMgCQHnL/yV32LCCiVez2UjWAgBwra78kC8qyvi3JyOj6HYGEi0NAAAAnIyELACUl/R045ZfnXTmjHPjAQBUb1d+yHe1nuUWi5SQYF9FW1RLAwAAADgMLQsAoDxYLJKvr9Sw4aWxyEjjF9+EBL4SCgBwvtK0NAAAAIDDkJAFgPJQ1C+x/JILAHCGwnqWR0UZ1bDbthmtDCTjPj7euEVFOSdWAACAGoaWBQBQHqKijIpYqfi+fQAAVITCepZfraXB5SwW48PEqCj+DQMAAChnJGQBoDyU5pdcAAAqu+IuUAkAAIBrQssCACgti8WoOqIvLACgqiqspYF06QKVGRnG8/x7AAAAlBsqZAGgtK5WNVTUL7kAAFQWhbU0sFik4GD7sV69jP6y+fvwbxsAAMA1o0IWAEqjJFVD+b/k8ksrAKAq4QKVAAAAFYIKWQAoCYvFuIWGXhqjaggAUJ1wgUoAAIAKQYUsAJREbKx9MjYfVUMAgOrCbJZ69jRu+UnY/AtUdulyKSFLL3UAAIBrQoUsAJREVJTRMzYjg6ohAEDNdrVe6gAAACgWCVkAKInLWxJ4eRn3+VVDAABUN0VdoLIkvdQBAABQLBKyAHAli8VoQRAVReUPAKBmyr9AZT56qQMAAJQbesgCwJXyv4pZVG+8oqqGAACoruilDgAAUG6okAWAy5Xkq5hXVg0BAFDd0UsdAACg3JCQBQCJr2ICAFCc0vRSp/UPAABAsWhZAAASX8UEAKC8XK31DwAAQA1HhSwASHwVEwCAkiqul3pJWv8AAADUcCRkAUAq3VcxAQCoyQrrpU7rHwAAgBKjZQGAmsliMX6Z5OuUAABcu5K2/uHfXwAAABKyAGqo4vrbFfdVTAAAUFBUlFENu22b0fJHMu7j441bVJQxRn9ZAAAAWhYAqGHS04374vrbFfZVTAAAULSStP65sr9serrk41OxcQIAAFQCJGQB1BwWixQcbD9GfzsAAByrqP6ykvFvMP/+AgCAGoaWBQBqjvz+dVe6sr8dAAAouytb/xTVX1Yq+O8vPWYBAEANQIUsgJojKkqKjDQe79kjTZli9LcLCzPGqM4BAODaXdn6JypKGjbMaFNw+b+/nToZ7Q0u//c3v8fssGH8u/z/7d17cNT1ucfxzyaBiAkJVpQkJgawWCEQOVzkEjSAWPCG4LSARainc0acAHKTajulRMcWahmxVAHxzFRrzwxMR4rM4ADBgWAUCmahgEahAhIkMVQgIRGSmHzPH+su2c3eks1e837NZDb+Lt98f+nT8Pye/e7zAwAAMYuCLIDYVFFhW3EzZ861Gzp/+tsBAICO5e+/v649ZgEAAGIULQsAxCae4gwAQHSoqJCsVik5+Vpv2TFjbNusVv4tBwAAMYeCLIDY488KG9f+dgAAIPjc/fvrqccsPd4BAECMomUBgNjh6SnOpaW271t+ZNK1vx0AAAg+d//+euox667Hu7uWRAAAAFGGFbIAopO7pzCzwgYAgOiTnm7rJ5uXd60Ia+8xO2SI+4d+0cYAAABEMVbIAohO7p7C3JYVNgAAILrw0C8AABAjKMgCiD6uN2R1dVJSkv9PcQYAAJHJXY9Zf1sS0c4AAABECVoWAIgenp7CnJzMU5gBAIgF9h6z7XnoF+0MAABAlKAgCyByufaJ9XRDJrXuEetuhQ0AAIg+c+bYVsOWlNhaEUm219JS29ecOe4/PQMAABChaFkAIHK59on11CN28GBbi4KWxVd3T3EGAADRx1tLIns7g4yMa8fbP0VTWup8Li0NAABAhGCFLIDI5O7BHZ6ewpyX1/opzAAAIPa15dMztDQAAAARghWyACKLvw/uAAAAnY9rSyJ/Pz3j7o1eAACAMGGFLICwsVRUavlu26uDvw/uoEcsAACdj+tDv3x9ekZy/0BQq7X1A0Fde9cDAAAECQVZAGFjqaxUYbHt1cGfB3dI7p/CDAAA0JK/b/RKtDQAAAAhQ8sCAOHh6aOD3h7cAQAA4Im7T894amlgX02bnm7LSSTvLQ14IBgAAOhAFGQBBI+7m5cWPWKTvz8sefwkesQCAIDA2D8947rN2xu9FRW2dgYtuetdb189O3my+zyFgi0AAGgDWhYACB53H/1ry0cH6RMLAACCqWXe0VLLvMSfB4J5a3dAb1oAAOCCFbIAAuNpRYjrzUtdnZSU5PTRwSsf71O3hUt15ZU/qtvd423HthzD3UoXAACA9vDU0uC++2zfu7Y0OH/etr3lClp3q2d9FWxZXQsAAFxQkAUQGNebjBYtCRzsTzUuLb32NGRJTfFNttcRd9EjFgAABFdbWxoUFtpyHFf2HGfxYmnmzNY5T8uCbUqK+zeoW/JVsAUAADGHlgUAvPP2MTt3K0I8tSSQWrckAAAAiFRz5tiKqyUltlWzku21tPRa0dVbG6bCQtvqWvsb02PG2P7bar2WV/nbDoGWBwAAxBQKsgC8J/rueqJVVNhuJlxvMqxW26qS7dtb37yUlNhuXubMcQxj0tJUmG97BQAACCvXlgb2T/Xk5dnyG+na6tkhQ6RnnvFcsH3ySWnDBvc/Z+hQadUqz7lUy4KtFFh/Woq5AABEJAqyQGfgT7LuLtH3tGrD24O5Jk2S9u1rffOSl2e7eWnxUTyTnqbnx9leAQAAwsre0sDftgHeCraFhe6LtfY3qCX/HnLqb3/atuZ437NUVGr5btur23Mp5gIAEBT0kAViga+HQXjqTVZXZ3t1TfQ99YG130BMmeJ4MFerB2BI9D8DAACxxd0DwXwd76k3rX3/zJmec6m4ONtK2UD60/rRDsFSWanCYqm2slLqfbvzTh5GBgBA0LBCFogWbW0rYOcpGa+osH1Mzt1H5QoLva/a2LLF+0f4Wn7Ury03LwAAAJHI1+rZ9hRsveVSW7a0vz/t4cO+2yHU1Xkv2Prb29bX6lxvuWt7Wy2wchcAEAMoyKL9gplIxeLYHTEvf9oK2Fe9euvzarXaepe5M3SorefZk096fohFiz6wXrX1o38AItquXbs0YMAA7dq1K9xTAYDI4i3nac8b1N4eKOarP+3Chd6LuatWOd6UTx4/SZJsr1artGOH7ctXb9tAC7aBtFoIpBDsa38g59bVSRaL7euLLzp27GDOO4jz8toSI5zzjtT/LaJ17DDOK6AYi9Jrjtqx0ZqBk9dee8307t3bJCYmmiFDhpi9e/f6fW51dbWRZKqrq4M4w9CpvlptVChTfdXD9ZSWGiPZXtu6P5Bzo3Xs9p5bW2v7Kim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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 703978.5 +- 2295.1 (error 0.3%).\n", "Left 320947.0 +- 1658.4 (error 0.5%).\n", "Right 383031.5 +- 1586.6 (error 0.4%).\n", "Head 641894.0 +- 2345.3 (error 0.4%).\n", "Tail 62084.5 +- 3281.5 (error 5.3%).\n", "Tail Prop. 0.0882 +- 0.0047 (error 5.30%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.635850228865705e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.791118427893487e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.434377752639885e-51, error calculation failed.\n", "Matrix singular (determinant = 8.364778581802113e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.640424746352922e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.4421722170514696e-88, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.232986757492e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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Lz1O+OV9ncs4ox2Cb3C7p368Ks9HXyZMn9dVXX2nx4sWFji1btkxLly6Vv7+/+vfvrxkzZlh/w7Bt2zb5+PhYE7KS1LlzZ/n4+CguLk6tWrXStm3b1LZtW2tCVpL69u2r7OxsxcfHq2fPnkXG9OKLL2rmzJmFxoPmBEkOWhdBc4Mcc2JUaawr2BtrCo7AuoK9sabgCKwrOALrCvZW3tdUI89GeqvrWzr759lrzlzFx9XSsWOtij1uNht07Ki08IsDCuny13VGaivtbJrOZJ/RruRd1rEz5jM6m31Wu5J3KflMsvbt36f3lr2nZ996VtWqVdOu5F06k3NGKVkp1tfl5OVozpw5mvDUBH0Q9YE+fOdDjRo9Su1vaa/Bdw/WmH+N0YIXFuie++7RR99+JIPBoBRTivxb+uvlB16WZy1P/d/G/9OYMWOU65Orth3bWmLJOaNFixfpztF36q2Vb0mSMk5nKOrOKK3fvV71/OtJkr5b950y/8pUyx4tbd5LgcMZh5X1d5b+/Z9/66lZT6mGaw29/PTLGnbXML33xXuSpG2bt2nq/5uq6P9Ea1roNB0/fFwvTHlByWeSNW7SOEnSiTMn9Mj0R2QMMurEkRN6+emXlfp3qp568SnrdfLMedqVvEsnT5zUoyMfVev2rfXMnGe0J32PXf/srtl56c+MPzXg6wE6nHXY9ti5kp2iwiRlFy9erFq1amnYsGE24/fee6+aNGmigIAA/fLLL5o6dap2796t9evXS5KSk5NVv379QuerX7++kpOTrXP8/f1tjtepU0eurq7WOUWZOnWqJk2aZH2emZmpoKAgHZ10tNjq2tLKzM5U0NwgHX3iqLzd7HtuVF2sK9gbawqOwLqCvbGm4AisKzgC6wr2VlHWVE52jk4eO6nG9RpfczXk3mzD1SdJ8spuoeAAc2nCK5avh69csl0UHBAsSfrxxx+14YsNiuwTqeCAYAV4Beh87nl9vuJz+fn5XYzF1Uv1PetbX+fq4qpeA3rp2X9Z+syGNg1Vww8aqlfXXvrXuH9JkgKmBahb124KNARavj0eIPUN7ms956DQQUqKS9JP3/6kUbePsl6nZYuWWrhgoU3cc1rNUeK6RP3rX5ZzP7fqOY24a4S6Nuta5Pv8yecnnc89r3fffFehoaHKM+fJo6aH7upxl3KP5OrWW2/VE289oalPTdVTj1kSrAqVauXU0lNPPaX/vvJfSVLwtOCLJ71Vqmuuq0ceeUQfLfzIeh0Xg4s8Mz014c4JGjx4sObOmyuDoWR/xo507tw5HTpzSDvH75Srm6vNsczMTAW9dPVffFSYpOz777+ve++9t9BfxnHjxlkft23bVi1atFCnTp2UkJCgjh07SlKRf1hms9lmvCRzLufm5iY3N7dC495u3g774ebIc6PqYl3B3lhTcATWFeyNNQVHYF3BEVhXsLfyvqbOmc8p1ZAql2oucql2bT0GGjQo6bxqcrHzTksGg0FfffWVfLx9dP78eeXm5mrIkCFasGCBXKq5qJqhmho1aqQAf9sWnAZZNge79L126NDB+jzQaPlmd4f2hcfS/kxTg8AGysvL00svvaSPPvpIx48ft7bc9PLysr7GIIM6depU6DN96KGH9Pbbb+upJ59SSkqKvv76a23cuLHYz75atWqqXr26Qm8NtczJlxo3b6zatWtr3959CuscpoT4BO3csVMvvvCi9XV5eXk6d+6css9lq2bNmvr222/1wgsv6Ndff1VmZqbOnz+vc+fO6dzZc/L09FS1atV09uxZ9bith+655x699tpr1/PHY1cFf55erl5yd7vsFweFU4VFcupGXyW1ZcsW7d27Vw899NBV53bs2FE1atTQ/v37JVn60p48ebLQvNTUVGt1bEBAQKGK2NOnTys3N7dQBS0AAAAAAADKp+7dpYYNpeJq7AwGKSjIMs8RevbsqcTERO3du1fnzp3TypUrbb7B7VnCzWtr1KhhfVxQMFjUWEHf1dmzZ2vu3LmaMmWKNm3apMTERPXt27fQZl5FXX/06NH6448/tG3bNi1dulSNGzdW9xJ8QEUVMl4a18yZM5WYmGi9/fzzz9q/f7/c3d11+PBh3X777Wrbtq0+++wzxcfH64033pB0cQM0yVIQ2adPH3311Vc6dvnObRVchUjKvvfeewoJCVGHDh2uOjcpKUm5ubkyGo2SpLCwMGVkZOjHH3+0zvnhhx+UkZGhLl26WOf88ssvMplM1jnr1q2Tm5ubQkJC7PxuAACAVVaW5f+MDQbLYwAAAOA6uLhIBQWVl+cMC57Pmye7b/JVwNPTU82bN1ejRo1skqiOtmXLFg0ZMkT33XefOnTooKZNm1oLFq/G19dXQ4cO1cKFC7Vw4ULdf3/hzb0ud/78ee3cudP6/NCBQ0pPT9eNN94oyVI0uXfvXjVv3rzQrVq1atq5c6fOnz+v2bNnq3PnzmrZsqVOnDhR6DrVqlXTkiVLFBISol69ehU5p6JyalL2zJkz1my5JB08eFCJiYk6cuSIdU5mZqY++eSTIqtkf//9d/3nP//Rzp07dejQIX399de66667FBwcrK5dLX0vWrdurX79+mncuHHavn27tm/frnHjxmngwIFq1crS+DkyMlI33XSTRo0apV27dmnjxo2Kjo7WuHHj7N4bFgAApyEBCgAAgCpg2DDp008LtzJo2NAyftl2RZVC8+bNtX79esXFxWnPnj2Kioq64j5Jl3vooYe0ePFi7dmzR2PGjLnq/Bo1aujRRx/VDz/8oISEBP1n0n8U2jlUt956qyRp+vTp+uCDDxQTE6OkpCTt2bNHH330kf79739Lkpo1a6bz589r/vz5+uOPP7RkyRK99dZbRV7LxcVFy5YtU4cOHdSrV69rel/lmVOTsjt37lRwcLCCgy2NfSdNmqTg4GBNnz7dOmfFihUym8265557Cr3e1dVVGzduVN++fdWqVSs99thjioyM1IYNG+Ryya88li1bpnbt2ikyMlKRkZFq3769lixZYj3u4uKir776Su7u7uratatGjBihoUOHatasWQ589wAAAAAAAHCEYcOkQ4ekb7+VPvzQcn/wYOVMyErStGnT1LFjR/Xt21fh4eEKCAjQ0KFDS/z6Pn36yGg0qm/fvgoMDLzq/Jo1a+rJJ5/UyJEj1a1rN7m5u+nDDz+0Hu/bt6/WrFmj9evX65ZbblHnzp01Z84cNWrUSJJ08803a86cOXr55ZfVtm1bLVu2TC+++GJxl1P16tW1fPlytWnTRr169VJKSkqJ31t5ZTCbzfbdaq4Ky8zMlI+PjzIyMuxeYZuZnSmfl3yU8VRGuW7GjYqFdQV7Y02Vc1lZkpeX5fGZM1IJ+1k5Ut6ZM9rSrZtMvr4yLl2q7gEBcrnse2asK9gbawqOwLqCI7CuYG8VZU2dO3dOBw8eVJMmTQpt+A7H+PvvvxUYGKj3339fw66SuV60aJEmTpyo9PR0SVJefp52Je9ScEDwNW/MVlFdaY2WND9YIXrKAgBQ7lTAVgB5ZrM2d+ig5b16aXNmpvKc/HvZlamparx7t+6ZNk17g4J0T1ycGm/frpWpqU6NCwAAAKgq8vPzdeLECU2bNk0+Pj4aPHiws0OqMkjKAgBQBZS3BOjK1FQNT0rSsdxcGdPSFLN4sYxpaTqena3hSUkkZgEAAIAycOTIETVo0EAff/yx3n//fVWvXt3ZIVUZJGUBAKjkylsCNM9s1uMHDqioOt2CsYkHDji9khcAAACo7Bo3biyz2ayjR4+qd+/eJXrN2LFjra0LUHqkvwEAqMSulgA1yJIAHVKvXqFero6yJT1d50+cUHBamiSp4/79NveSZPL11Zb0dIXXqVMmMQEAAABAWSIpCwBAKeSZzdrSoYNlg6rMTHWvWbPMkprXojwmQE05OYpavVoxixfbjL87a5b1ccyYMTJ161Ym8QAAAABAWSMpCwDANVqZmqrH9+3T+WnTFLV6tSbFxal6YKBea95cw/z8nBdYVpbk5WV5fOaM5OlZLhOgRldXTRo0SF926SLJkiB+d9YsPRQdrYQWLSRZEsXLXV3LLCYAAAAAKEskZQEAuAYF/VnNkoIv9Gf9sksXJfr6anhSkj5t08a5idnLlMcEaPfatVU9MFCJvr42bRUSWrTQrpYtZZDU0M1N3WvXLrOYAAAAAKAskZQFAKCEymN/1qspjwlQF4NBrzVvruFJSbr8Uyp4Pq9583LzGQIAAACAvZGUBQCghMpjf9ZLFdfntjwmQIf5+enTNm30+L59Mvn6Wloo+PqqoZub5jm7DQQAAAAAOBhJWQAASqg89mctcLU+t+UxATrMz09DPDy05ZFHLC0UunRR94AAKmQBAACAMjZ27Filp6dr1apVzg7FYcLDw3XzzTdr3rx5zg5FklTN2QEAAFBRGF1dFTtokDrGxqpjbKweio6WJD0UHW0dix00SMYy3qCqoM/tsdxcGS/0uTWmpel4draGJyVpZWqqhvn56VCHDlr+7LNqdfSolnfpooOdOzu9ItXFYFD47t26Z9MmhXt7k5AFAACAXW3YsEE33XSTNmzY4PBrpaSkKCoqSjfccIPc3NwUEBCgvn37atu2bQ6/NioeKmUBACiha+rPmpUleXlZJpw5I3l6OiSma+1zG757t+Wgt7dEAhQAAACVmNls1tNPP609e/bo6aefVu/evWVw4P8D33nnncrNzdXixYvVtGlTnTx5Uhs3btSpU6ccds3yJDc3Vy5uLs4Oo8KgUhYAgBIq6M8qqdz0Z7X2ud23T8H79tn0uQ3et08379un3BMntCU9vcxiuiaenpLZbLk5KHENAACAqmndunXasWOHJGnHjh1at26dw66Vnp6urVu36uWXX1bPnj3VqFEj3XrrrZo6daoGDBhgnZeRkaHx48erfv368vb2Vq9evbS7oHDigi+//FKdOnWSu7u76tWrp2HDhlmPnT59WqNHj1adOnVUs2ZN9e/fX/sv2eNi0aJFql27tr755hu1bt1aXl5e6tevn0wmk3VOXl6eJk2apNq1a8vX11dTpkyR2Wxb5rF27Vp169bNOmfgwIH6/fffrccPHTokg8Ggjz/+WL169VLXpl31zjvvyNvbW59++qnNuVavXi1PT0/99ddfRX524eHh+uc//6l//vOf1uv9+9//tokpJydHU6ZMUYMGDeTp6anQ0FBt3rzZejwtLU333HOPGjZsqJo1a6pdu3Zavnz5lf7ItHbtWvn4+OiDDz6QJG3evFm33nqrPD09Vbt2bXXt2lWHDx++4jmuB0lZAACuQUF/1gY1ahTqz/ppmzbWdgB5ZrM2d+ig5b16aXNmpvLMRdWyXr+CPrcJUVFKiIqy9rd9d9Ys61jU6tUy5eSQAAUAAECVYTabNW3aNLm4WCo3XVxcNG3atELJR3vx8vKSl5eXVq1apezs7GJjGjBggJKTk/X1118rPj5eHTt2VO/eva3VtF999ZWGDRumAQMGaNeuXdq4caM6depkPcfYsWO1c+dOffnll9q2bZvMZrNuv/125ebmWuf8/fffmjVrlpYsWaLvv/9eR44cUfSF1muSNHv2bL3//vt67733tHXrVp06dUqff/65TaxZWVmaNGmSduzYoY0bN6patWq64447lJ+fbzPvySef1KP/fFQfb/5YQ4cO1T/+8Q8tXLjQZs7ChQs1fPhw1apVq9jPb/Hixapevbp++OEHvf7665o7d67effdd6/H7779f//d//6cVK1bop59+0l133aV+/fpZE9Lnzp1TSEiI1qxZo19++UXjx4/XqFGj9MMPPxR5vRUrVmjEiBH64IMPNHr0aJ0/f15Dhw5Vjx499NNPP2nbtm0aP368QyurZYbdZGRkmCWZMzIy7H/ucxlmxciccc7+50bVxbqCvVWlNXX+r7/M33boYP6wVy/ztydOmM/n51uPfZaSYm64das54NNPzTPGjDEHfPqpuWFcnPmzlBS7x/HtqVPmgE8/NQfHxpqDY2PND0ZHm82S+cHoaOtYwKefmr89dcru1y4rVWldoWywpuAIrCs4AusK9lZR1tTZs2fNv/76q/ns2bOlPsfatWvNsnT0srmtXbvWjpHa+vTTT8116tQxu7u7m7t06WKeOnWqeffu3dbjGzduNHt7e5vPnTtn87pmzZqZY2NjzWaz2RwWFma+9957izz/vn37zJLM//d//2cd+/PPP80eHh7mjz/+2Gw2m80LFy40SzIfOHDAOueNN94w+/v7W58bjUbzSy+9ZH2em5trbtiwoXnIkCHFvreUlBSzJPPPP/9sNpvN5oMHD5olmefNm2c+n3fevOP4DvP5vPPmH374wezi4mI+fvy42Ww2m1NTU801atQwb968udhz9+jRw9y6dWtz/iX/pnryySfNrVu3NpvNZvOBAwfMBoPBes4CvXv3Nk+dOrXY895+++3myZMn21zn8ccfN7/xxhtmHx8f86ZNm6zH0tLSzJKuGOelrrRGS5ofpFIWAIBSKG6DqpJsumVP1j63LVtqV8uWSmjRQtLFPreJLVuqRmCgpc8tAAAAUAWYL6uSLeDoatk777xTJ06c0Jdffqm+fftq8+bN6tixoxYtWiRJio+P15kzZ+Tr62utrPXy8tLBgwetrQESExPVu3fvIs+/Z88eVa9eXaGhodYxX19ftWrVSnv27LGO1axZU82aNbM+NxqNSklJkWRpn2AymRQWFmY9Xr16dZtqXEn6/fffNXLkSDVt2lTe3t5q0qSJJOnIkSM28y5/3a233qo2bdpYWwIsWbJEN9xwg2677bYrfnadO3e2qUoNCwvT/v37lZeXp4SEBJnNZrVs2dLmc/vuu++sn1teXp6ef/55tW/f3vr5rlu3rlC8n332mSZOnKh169apZ8+e1vG6detq7Nix6tu3rwYNGqTXXnvNpuWDI5CUBQDATq626ZZk2XTLnq0MymOfWwAAAMCZCnrJ5uXl2Yzn5eU5vLesu7u7IiIiNH36dMXFxWns2LGaMWOGJCk/P19Go1GJiYk2t7179+pf//qXJMnDw6PYcxeXTDabzTYJzRo1atgcNxgM15yIHjRokNLS0vTOO+/ohx9+sLYByMnJsZnnWURbtIceesjawmDhwoW6//77r6sNQH5+vlxcXBQfH2/zue3Zs0evvfaaJEtLhrlz52rKlCnatGmTEhMT1bdv30Lx3nzzzfLz89PChQsLfSYLFy7Utm3b1KVLF3300Udq2bKltm/fXuq4r4akLAAAduKsTbdK2ucWAAAAqOwKqmSrVSs65VWtWjWHVste7qabblJWVpYkqWPHjkpOTlb16tXVvHlzm1u9evUkSe3bt9fGjRuLPdf58+dt+qSmpaVp3759at26dYni8fHxkdFotEk2nj9/XvHx8Tbn3LNnj/7973+rd+/eat26tU6fPl3i93zffffpyJEjev3115WUlKQxY8Zc9TWXJz+3b9+uFi1ayMXFRcHBwcrLy1NKSkqhzy0gIECStGXLFg0ZMkT33XefOnTooKZNm9psgFagWbNm+vbbb/XFF1/o0UcfLXQ8ODhYU6dOVVxcnNq2basPP/ywxO/7WlV32JkBAKjMCjbNukTBplsxixfbjBdsviXJkjDt1s3u4Qzz89MQDw9teeQRmXx9tbxLF3UPCKBCFgAAAFVKTk6Ojhw5UmhDqgL5+fk6evSocnJy5ObmZrfrpqWl6a677tIDDzyg9u3bq1atWtq5c6deeeUVDRkyRJLUp08fhYWFaejQoXr55ZfVqlUrnThxQl9//bWGDh2qTp06acaMGerdu7eaNWumf/zjHzp//rz+97//acqUKWrRooWGDBmicePGKTY2VrVq1dJTTz2lBg0aWK9REo8//rheeukltWjRQq1bt9acOXOUfknhSJ06deTr66u3335bRqNRR44c0VNPPVXi89epU0fDhg3Tv/71L0VGRqphw4ZXfc3Ro0c1adIkRUVFKSEhQfPnz9fs2bMlSS1bttS9996r0aNHa/bs2QoODtaff/6pTZs2qV27drr99tvVvHlzffbZZ4qLi1OdOnU0Z84cJScnF5msbtmypb799luFh4erevXqmjdvng4ePKi3335bgwcPVmBgoPbu3at9+/Zp9OjRJX7f14qkLAAAdmJ0ddWkQYP0ZZcukiwVsu/OmqWHoqOtvV5Nvr5a7urqkOsX9LmVJHl7SyRkAQAAUMW4ublpx44dSr3CXg7169e3a0JWkry8vBQaGqq5c+fq999/V25uroKCgjRu3Dg9/fTTkixtBL7++ms988wzeuCBB5SamqqAgADddttt8vf3lySFh4frk08+0bPPPquXXnpJ3t7eNv1YFy5cqMcff1wDBw5UTk6ObrvtNn399deFWhZcyeTJk2UymTR27FhVq1ZNDzzwgO644w5lZGRIslQTr1ixQo899pjatm2rVq1a6fXXX1d4eHiJr/Hggw/qww8/1AMPPFCi+aNHj9bZs2d16623ysXFRY8++qjGjx9v876fe+45TZ48WcePH5evr6/CwsJ0++23S5KmTZumgwcPqm/fvqpZs6bGjx+voUOHWt/T5Vq1aqVNmzYpPDxcLi4umjJlin777TctXrxYaWlpMhqN+uc//6moqKgSv+drZTCXVb12FZCZmSkfHx9lZGTI29vbvufOzpTPSz7KeCpD3m72PTeqLtYV7K2qr6k8s1mNt2/X8exsmSUF79unhKgodYyN1a6WLWWQ1NDNTQc7d3ZMBWtWluTlZXl85oylmrcSKO26yjtzRlu6dZPJ11fGpUupHIZVVf9ZBcdgXcERWFewt4qyps6dO6eDBw+qSZMmcnd3d3Y4uIq8/DztSt6l4IBguVSzbK62bNkyPf744zpx4oRcr1KUEh4erptvvlnz5s0rg2jt40prtKT5QXrKAgBgJ07fdKugpYLZXGkSsqW1MjVVjXfv1j3TpmlvUJDuiYtT4+3btfIKFRMAAAAArs/ff/+tpKQkvfjii4qKirpqQrYqIykLAIAdVdhNt7KyLO0ODAbL4wpsZWqqhicl6VhuroxpaYpZvFjGtDQdz87W8KQkErMAAACAg7zyyiu6+eab5e/vr6lTpzo7nHKNnrIAANhZRdx0K89s1pYOHSxf9c/MVPeaNct1vMXJM5v1+IEDKqo3k1mWiuWJBw5oSL16FfL9AQAAAOVZTEyMYmJiruk1mzdvdkgs5R1JWQAAHKAibbq1MjVVj+/bp/PTpilq9WpNiotT9cBAvda8efmt7C3GlvR0nT9xQsFpaZIsm61dei9ZNlvbkp6u8Dp1nBIjAAAAAJCUBQCgCiv4qr9ZUvCFr/p/2aWLEn19NTwpqXy3XCiCKSdHUatXK2bxYpvxd2fNsj6OGTNGpm7dyjo0AAAAALAiKQsAgCMUbLpVjlXGr/obXV01adAgfdmliyRLhey7s2bpoehoJbRoIclSKbucDQcAAAAAOBFJWQAAipOVJXl5WR6fOWNJtFYilfGr/t1r11b1wEAl+vraJJsTWrTQrpYtZZDU0M1N3WvXdlKEAAAAAEBSFgCAKqsyftXfxWDQa82ba3hSki6v7S14Pq958wpT+QsAAIDrUMmLLFCxkZQFAKAYeWaztnToIJOvr4yZmepes2alSuZV1q/6D/Pz06dt2ujxfftk8vW1JJZ9fdXQzU3zKuDmZQAAAAAqH5KyAAAUYWVqqh7ft0/np01T1OrVmhQXp+qBgXqtEiX1KvNX/Yf5+WmIh4e2PPKIJbHcpYu6BwRUqqQ6AAAAKqeYmBitWrVKiYmJzg4FDlTN2QEAAFDerExN1fCkJB3LzZUxLU0xixfLmJam49nZGp6UpJWpqc4O0S4KvuovqUJ+1T/vzBltvvlmLe/dW5tNJuVdtrGai5eXwhMTdc/GjQo3Gsvt+wAAAEAZSE4uo8sk69FHH1XTpk3l5uamoKAgDRo0SBs3biyT66PiICkLAMAl8sxmPX7ggMxFHCsYm3jgQKEEYEVV8FX/BjVqFPqq/6dt2pTbquCVqalqvHu37pk2TXuDgnRPXJwab99eaRLmAAAAsLMySMoeOnRIISEh2rRpk1555RX9/PPPWrt2rXr27KlHHnnE4ddHxUJSFgCAS2xJT9f5EycUvG+fgvftU8f9+yVZ+q0G79unm/ftU+6JE9qSnu7cQO1omJ+fDnXooOXPPqtWR49qeZcuOti5c7lOyFaFSmYAAABcg6ysom8Fzp698nE7mDBhggwGg3788UcNHz5cLVu2VJs2bTRp0iRt377dOu/IkSMaMmSIvLy85O3trREjRujkyZPFnjc8PFwTJ060GRs6dKjGjh1rfd64cWM999xzGj16tLy8vNSoUSN98cUXSk1NtV6rXbt22rlzp/U1ixYtUu3atfXNN9+odevW8vLyUr9+/WQymYqN5fTp07r33nvl5+cnDw8PtWjRQosWLpIkbd68WQaDQemX/FspMTFRBoNBhw4dsrnmmjVr1KpVK9WsWVPDhw9XVlaWFi9erMaNG6tOnTp69NFHlZeXZz3Pf//7X7Vo0ULu7u7y9/fX8OHDr/AnUTHQUxYAgEuYcnIUtXq1YhYvthl/d9Ys6+OYMWNk6tatrENzqIKv+pd3V6tkNshSyTykXj3aFQAAAFQlXl5XPh4RUfS4nb4Bd+rUKa1du1bPP/+8PD09Cx2vfWGfBrPZrKFDh8rT01Pfffedzp8/rwkTJujuu+/W5s2bryuGuXPn6oUXXtC0adM0d+5cjRo1Sl27dtUDDzygV199VU8++aRGjx6tpKQkGS78v/Lff/+tWbNmacmSJapWrZruu+8+RUdHa9myZUVeY9q0afr111/1v//9T/Xq1dOBAwd0JuvMNcX5999/6/XXX9eKFSv0119/adiwYRo2bJhq166tr7/+Wn/88YfuvPNOdevWTXfffbd27typxx57TEuWLFGXLl106tQpbdmy5bo+q/KApCwAAJcwurpq0qBB+rJLF0mWCtl3Z83SQ9HRSmjRQpIsG0e5ujozzCrLWsmcliZJNpXMBUy+vtqSnq7wOnWcEiMAAACqngMHDshsNuvGG2+84rwNGzbop59+0sGDBxUUFCRJWrJkidq0aaMdO3bolltuKXUMt99+u6KioiRJ06dP15tvvqlbbrlFd911lyTpySefVFhYmE6ePKmAgABJUm5urt566y01a9ZMkvTPf/5T//nPf4q9xpEjRxQcHKxOnTpJslTo5uXnaVfyrhLHmZubqzfffNN6zeHDh2vJkiU6efKkvLy8dNNNN6lnz5769ttvdffdd+vIkSPy9PTUwIEDVatWLTVq1EjBwcHX/gGVMyRlAQC4RPfatVU9MFCJvr421ZgJLVpoV8uWMkhq6Oam7hd+042yVVUrmQEAAHAVZy6p1kxOttzOnr1YITt7thQaankcEGC52ZH5QsWt4Srf1tqzZ4+CgoKsCVlJuummm1S7dm3t2bPnupKy7du3tz729/eXJLVr167QWEpKijUpW7NmTWtyVJKMRqNSUlKKvcbDDz+sO++8UwkJCYqMjNTQoUMV2jn0muK8/Jr+/v5q3LixvC6pdvb397fGERERoUaNGqlp06bq16+f+vXrpzvuuEM1a9a8puuWN/SUBQDgEi4Gg15r3lyS5avwlyp4Pq95c74a7yRGV1fFDhqkjrGx6hgbq4eioyVJD0VHW8diBw2SkUpmAACAqsXT8+KtWTOpa1cpLOzi8dBQy1jXrpbjBXPtpEWLFjIYDNqzZ88V55nN5iITt8WNS1K1atWsSd8Cubm5hebVqFHD+rjgXEWN5efnF/magjmXX+tS/fv31+HDhzVx4kSdOHFCvXv31r/+9S9rnAXvpaRxFlyzqLGCOGvVqqWEhAQtX75cRqNR06dPV4cOHWx611ZEJGUBALjMMD8/fdqmjRrUqCGTr6+l8tLXVw3d3PRpmzbldgOsqsBaydyypXa1bGltKVFQyZzYsqVqBAZSyQwAAIAyVbduXfXt21dvvPGGsorYQKwggXjTTTfpyJEjOnr0qPXYr7/+qoyMDLVu3brIc/v5+dlsvpWXl6dffvnFvm/gGvj5+Wns2LFaunSp5s2bp3ffedc6Lskm1kQ77VtRvXp19enTR6+88op++uknHTp0SJs2bbLLuZ2FpCwAAEUY5uenQx06aPmzz6rV0aNa3qWLDnbuTELWyahkBgAAQKnYuV1BUf773/8qLy9Pt956qz777DPt379fe/bs0euvv66wC1W7ffr0Ufv27XXvvfcqISFBP/74o0aPHq0ePXpY+7RerlevXvrqq6/01Vdf6bffftOECROcViU6ffp0ffHFFzpw4ICSkpK0Zs0a3dja0ke3efPmCgoKUkxMjPbt26evvvpKs2fPvu5rrlmzRq+//roSExN1+PBhffDBB8rPz1erVq2u+9zORFIWAIBiuBgMCt+9W/ds2qRwb28SfcXIy5M2b5aWL7fc5+U59npUMgMAAOCalUFStkmTJkpISFDPnj01efJktW3bVhEREdq4caPefPNNSZav5a9atUp16tTRbbfdpj59+qhp06b66KOPij3vAw88oDFjxliTt02aNFHPnj0d/n6K4urqqqlTp6p9+/a67bbb5OLiog8//FCSpS3B8uXL9dtvv6lDhw56+eWX9dxzz133NWvXrq2VK1eqV69eat26td566y0tX75cbdq0ue5zO5PBfKVGEQ72/fff69VXX1V8fLxMJpM+//xzDR061Hp87NixWnzZRh6hoaHavn279Xl2draio6O1fPlynT17Vr1799Z///tfNWzY0Drn9OnTeuyxx/Tll19KkgYPHqz58+er9iVfbTxy5IgeeeQRbdq0SR4eHho5cqRmzZol12voSZeZmSkfHx9lZGTI29v7Gj+Nq5w7O1M+L/ko46kMebvZ99youlhXsDfWVNWzcqX0+OPSsWMXxxo2lF57TRo2zD7XKG5d5Z05oy3dusnk6yvj0qXqHhBA4hwlws8qOALrCo7AuoK9VZQ1de7cOR08eFBNmjSRu7t76U+UlSUVbB515oxde8jiorz8PO1K3qXggGC5VHNxdjhl4kprtKT5QadWymZlZalDhw5asGBBsXP69esnk8lkvX399dc2xydOnKjPP/9cK1as0NatW3XmzBkNHDhQeZeU6YwcOVKJiYlau3at1q5dq8TERI0aNcp6PC8vTwMGDFBWVpa2bt2qFStW6LPPPtPkyZPt/6YBAKiIsrIkg8Fyu9Aja+VKafhw24SsJB0/bhlfudKxIbl4eSk8MVH3bNyocKORhCwAAABseXpKZrPlRkIW5Ux1Z168f//+6t+//xXnuLm5KaCYEvOMjAy99957WrJkifr06SNJWrp0qYKCgrRhwwb17dtXe/bs0dq1a7V9+3aFhoZKkt555x2FhYVp7969atWqldatW6dff/1VR48eVWBgoCRp9uzZGjt2rJ5//vlis9rZ2dnKzs62Ps/MzLTcZ2dK2UW+pNQyszNt7gF7YF3B3lhTlVfeuTPa3aGDTL6+8k5LVqjq6dHHaslsNujy7q5ms2QwmPXY42b17HdGLtf5y3LWFeyNNQVHYF3BEVhXsLeKsqZycnKUb85XXn6e8vId3BsL1y3PnHfxPt/JwZSRvPw85ZvzdSbnjHIMOTbHSvr3y6lJ2ZLYvHmz6tevr9q1a6tHjx56/vnnVb9+fUlSfHy8cnNzFRkZaZ0fGBiotm3bKi4uTn379tW2bdvk4+NjTchKUufOneXj46O4uDi1atVK27ZtU9u2ba0JWUnq27evsrOzFR8fX2yfjhdffFEzZ84sNB40J0i6jur6KwmaG+SYE6NKY13B3lhTlUy97jI0+6f8p01T1OrVit2RqOTf60rHi+9jZTYbdPyYQXUnDJaafGeXMFhXsDfWFByBdQVHYF3B3sr7mmrk2UhvdX1LZ/88WwEyVyjw08mfnB1C2Tkv/ZnxpwZ8PUCHsw7bHjtXslOU66Xdv39/3XXXXWrUqJEOHjyoadOmqVevXoqPj5ebm5uSk5Pl6uqqOnXq2LzO399fycnJkqTk5GRrEvdS9evXt5nj7+9vc7xOnTpydXW1zinK1KlTNWnSJOvzzMxMBQUF6eikow7pKRs0N0hHnzharvu+oGJhXcHeWFOVz5dppzV630GZJRmP7FPM4sX6sksXJf/VukSvf6/X1xo+MEPevpZffGamnbjmr46xrmBvrCk4AusKjsC6gr1VlDWVk52jk8dOqpFvI3l4eDg7HFxFnjlPP538Se3928vFUDV6yp49e1aHzxzWzvE75epmux9VZmamgl66+i8+ynVS9u6777Y+btu2rTp16qRGjRrpq6++0rAr7B5iNptluKSvnKGIHnOlmXM5Nzc3ubm5FRr3dvN22A83R54bVRfrCvbGmqoc8sxmTT2cpCJ3BPXNKWq0kKY31JSna742X2h9YMyWutepVar+r6wr2BtrCo7AuoIjsK5gb+V9TeVVz1OqIVXZ57Ll5enl7HBwNRdaFrgYXKrMRl/Z57JVzVBNdTzryOXyfm2FU4VFKtdJ2csZjUY1atRI+/fvlyQFBAQoJydHp0+ftqmWTUlJUZcuXaxzTp48Wehcqamp1urYgIAA/fDDDzbHT58+rdzc3EIVtAAAVBVb0tN1/sQJBaelSZI6Xvjvb8f9+6VmkmqflSm9kZIVWOi1BoPUsKGUemOqGu/ep/MXWh9MiotT9cBAvda8uYb5+ZXl2wEAAEAF4eLiotq1ayslJUWSVLNmzSsWzcG58vLzpPPSuXPnKn1S1mw26++//1ZKSopq165dOCF7DSpUUjYtLU1Hjx6V0WiUJIWEhKhGjRpav369RowYIUkymUz65Zdf9Morr0iSwsLClJGRoR9//FG33nqrJOmHH35QRkaGNXEbFham559/XiaTyXrudevWyc3NTSEhIWX9NgEAKBdMOTmKWr1aMYsX24y/O2uW9XGMpmumIUYyX/rtE8v9P2Zm6O7fLJW2wWlp1tYHib6+Gp6UpE/btCExCwAAgCIVbPpekJhF+ZVvztefGX/q0JlDqmao5uxwykTt2rWta7S0nJqUPXPmjA4cOGB9fvDgQSUmJqpu3bqqW7euYmJidOedd8poNOrQoUN6+umnVa9ePd1xxx2SJB8fHz344IOaPHmyfH19VbduXUVHR6tdu3bq06ePJKl169bq16+fxo0bp9jYWEnS+PHjNXDgQLVq1UqSFBkZqZtuukmjRo3Sq6++qlOnTik6Olrjxo2ze29YAAAqCqOrqyYNGqQvL/wSs+P+/Xp31iw9FB2thBYtJEmm/S3k96FZqScuJmUbNpTmzDXricBfZc4ufF6zJIOkiQcOaEi9eqVqZQAAAIDKzWAwyGg0qn79+srNzXV2OLiCMzlnNODrAdo5fqe8XCt/u4kaNWpcV4VsAacmZXfu3KmePS/u3FywadaYMWP05ptv6ueff9YHH3yg9PR0GY1G9ezZUx999JFq1aplfc3cuXNVvXp1jRgxQmfPnlXv3r21aNEimw9n2bJleuyxxxQZGSlJGjx4sBYsWGA97uLioq+++koTJkxQ165d5eHhoZEjR2rWJZVAAABUNd1r11b1wEAl+vra9JVNaNFCu1q2lEFSw3ZuOvyiQXFbJZNJMhql7t2lLZnpOr+pmNYHF5h8fbUlPV3hl23YCQAAABRwcXGxSwIMjpNjyNHhrMNydXOVu5u7s8OpMJyalA0PD5fZXOT2IZKkb7755qrncHd31/z58zV//vxi59StW1dLly694nluuOEGrVmz5qrXAwCgqnAxGPRa8+YanpSky2tZC57Pa95crtUNCg+3PV6i1gdjxsjUrZvd4wYAAACA8q5C9ZQFAABla5ifnz5t00aP79snk6+vJZHq66uGbm6ad4XNukrU+sDXV8tdXcvsvQAAAABAeUFSFgCACiTvzBlt6dZNJl9fGZcuVfeAAIf3ZB3m56ch9eppS3q6TN26abmrq7rXrn3xullZkteF3lFnzkieniVrfeDmpu61azs0dgAAAAAoj6rGlmgAAFQCK1NT1Xj3bt0zbZr2BgXpnrg4Nd6+XStTUx1+bReDQeF16ugef3+F16ljkwjOM5u1uUMHLe/VS5szM5VnNltbH0i6YusDNvkCAAAAUBWRlAUAoAJYmZqq4UlJOpabK2NammIWL5YxLU3Hs7M1PCmpTBKzxcVVXKK4oPVBgxo1CrU++LRNm2JbHwAAAABAZUdSFgCAciTvzBltvvlmLe/dW5tNJuWZzcozm/X4gQMqamvMgrGJBw4o7wqbZzpCSRLFw/z8dKhDBy1/9lm1OnpUy7t00cHOnUnIAgAAAKjS6CkLAEA5sTI1VY/v26fz06YpavVqTYqLU/XAQI0zGnX+xAkFp6VJsmyadem9ZNk0a0t6usLr1CmTWK+WKDbIkigeUq+eXLy8FJ6YWCZxAQAAAEBFQFIWAIByoKDq1Cwp+ELV6ZdduijR11czDh3SjNWrFbN4sc1r3p01y/o4ZswYmbp1K7N4t6Snl7tEcVlxxmZrAAAAACoXkrIAAJSxy5N6Xfz9r9qeIHbQIH3ZpYskS+Lz3Vmz9FB0tBJatJBkSYAud3UtmzcgyZSTo6hyliguC8VVM7/WvHmJWjJcLaFLwhcAAACoGkjKAgBQhopK6p0PCFD15OSrVp3uatnS5lwJLVpoV8uWMkhq6Oam7rVrl9XbkNHVVZPKWaLY0a5UzTw8Kemqm5ddLaF7vQlfAAAAABUHSVkAAMpIcUm9Xb6+JWpPMHPsWF1eM1nwfF7z5mVaUdm9dm1VDwxUoq+vTYWvMxPFjnRNPXSL+HO4WkI3OihIs44eLXXCFwAAAEDFQlIWAFBlleVXxa+U1JNK1p5gZqNGeufECZl8fS2tAXx91dDNTfOcUEnpYjDotebNNTwpqdwkih3penroXi2hK0lzLiRkizp+tYQvAAAAgIqHpCwAoEoq66+KlzSpl+zra31+edXpM40b65nGjbUlPV2mbt203NVV3WvXdlqibpifnz5t00aP79tXLhLFjnQ9PXRL8mefV62aXPLziz1eWTdNAwAAAKoqkrIAgCrnenuDlkZJk3ozx461OV5U1Wl5SswN8/PTkHr1yk2i2FGup4duSf7sN3fooPDdu4s9Xhk3TQMAAACqMpKyAIAq5Xp7g5ZWSZN6ftWrV7iqUxeDoVwlih3henroluTP/vJK2cq+aRoAAABQ1ZGUBQBUKdfTG/R6lDSpdzg0VHEZGZW66rQiup4eulf7s5ckF0n5UpXYNA0AAAAASVkAQBVzPb1Br0dJk3qu1apV+qrTiqq0PXRL8mc/KShIs44erRKbpgEAAAAgKQsAqGKupzfo9apKG2NVVqXtoWv9sz9woNg/+87e3lc8DgAAAKDyICkLAKhSrqc3qD1UlY2xKrPS9tC92p89awMAAACoOkjKAgCqlOvpDWrPGGhRUDVd7c+etQEAAABUDdWcHQAAAGWt4KvkDWrUKPRV8U/btOGr4gAAAAAAh6JSFgBQJQ3z89MQDw9teeQRSw/ZLl3UPSCAr4pXEXlms6VNQE6OjLQJAAAAAFDGSMoCAKosFy8vhScmOjsMlLGVqal6fN8+nU9OVtTq1Zo0aJCqBwbqNTbUAgAAAFBGaF8AAACqjJWpqRqelKRjubkypqUpZvFiGdPSdDw7W8OTkrQyNdXZIQIAAACoAkjKAgCAKiHPbNbjBw7IXMSxgrGJBw4oz1zUDAAAAACwH9oXAACAKmFLerrOnzih4LQ0SVLH/ftt7iXJ5OurLenp6l67Nj1nAQAAADgMSVkAAFAlmHJyFLV6tWIWL7YZf3fWLOvjmDFj9EX79hr166/0nAUAAADgMCRlAQBAlWB0ddWkQYP0ZZcukiwVsu/OmqWHoqOV0KKFJEulbPLx45Kk4As9Z7/s0kWJvr4anpSkT9u0ITELAAAA4LqRlAUAAFVC99q1VT0wUIm+vjZ9ZRNatNCuli0lSS7FvNYsySBLz9kh9eo5pZVBntlMSwUAAACgkiApCwAAqgQXg0GvNW+u4UlJujyVaZAl8eqXliZjCXrOhtepUzZBX7AyNVWP79tHSwUAAACgkiApCwAAqoxhfn76tE0bPb5vn0y+vooZM0YmX181dHPTnX5+8lm06Ko9Z03dupVpzCtTUzU8KUlm0VIBAAAAqCxIygIAgCplmJ+fhtSrZ2kF0K2bll9oBbAlPV33lKDn7HJX1zKLNc9s1uMHDti0WyhQHloqAAAAACgdkrIAAKDKcTEYCrUguFrPWYOkhm5u6l67dpnFuSU9XedPnFBwOWypAAAAAKD0SMoCAADo6j1nJWle8+ZlWpFqyslR1OrV5a6lAgAAAIDrQ1IWAFCp5Z05oy3dusnk6yvj0qXqHhDA17xRLGvP2QMHCvWcneeETbWMrq6aVM5aKgAAAAC4fiRlAQCVlnXH+mnTLDvWx8WxYz2uqries85I5pfHlgoAAAAArl81ZwcAAIAjFOxYfyw3V8YLO9Yb09J0PDtbw5OStDI11dkhohwr6Dl7j7+/wuvUcVp1dUFLBUnlpqUCAAAAgOtHUhYAUOlcbcd6ybJjfZ65qBlA+VLQUqGBm1uhlgqftmlD1TcAAABQAdG+AABQ6bBjPSqb8tRSAQAAAMD1IykLAKh02LEelVFBSwUAAAAAFR9JWQBApcOO9XCqrCzJy8vy+MABqVkz58YDAAAAoNwhKQsAqHTYsR7lRnIySVkAAAAAhTh1o6/vv/9egwYNUmBgoAwGg1atWmU9lpubqyeffFLt2rWTp6enAgMDNXr0aJ04ccLmHOHh4TIYDDa3f/zjHzZzTp8+rVGjRsnHx0c+Pj4aNWqU0tPTbeYcOXJEgwYNkqenp+rVq6fHHntMOTk5jnrrAAAHYsd6OFVW1sXHZ886Lw4AAAAA5ZZTk7JZWVnq0KGDFixYUOjY33//rYSEBE2bNk0JCQlauXKl9u3bp8GDBxeaO27cOJlMJustNjbW5vjIkSOVmJiotWvXau3atUpMTNSoUaOsx/Py8jRgwABlZWVp69atWrFihT777DNNnjzZ/m8aAFAm2LEeZc5kkhISJH//i2MREZaxhATLcQAAAACQk9sX9O/fX/379y/ymI+Pj9avX28zNn/+fN166606cuSIbrjhBut4zZo1FRAQUOR59uzZo7Vr12r79u0KDQ2VJL3zzjsKCwvT3r171apVK61bt06//vqrjh49qsDAQEnS7NmzNXbsWD3//PPy9vYu8tzZ2dnKzs62Ps/MzLTcZ2dK2UW+pNQyszNt7gF7YF3B3srbmurj7aafgm9SXLMbdLJziN6tUUNdvL3kYjCUmxhxdeVtXRXH7Y3X5fb8S4UPhIRIkrKfeUrZ06aWcVQoSkVZU6hYWFdwBNYV7I01BUdgXdkq6edgMJvN5qtPczyDwaDPP/9cQ4cOLXbOhg0bFBkZqfT0dGuiNDw8XElJSTKbzfL391f//v01Y8YM1apVS5L0/vvva9KkSYXaFdSuXVtz587V/fffr+nTp+uLL77Q7t27rcdPnz6tunXratOmTerZs2eR8cTExGjmzJmFDzwlyf2a3j4AAKjgAv6SjH9Jdc5KG5dYxp6IlL5rbHlsqiUl13JaeAAAAADKwjlJL0kZGRnFFnpKFWijr3Pnzumpp57SyJEjbd7QvffeqyZNmiggIEC//PKLpk6dqt27d1urbJOTk1W/fv1C56tfv76Sk5Otc/wv/aqhpDp16sjV1dU6pyhTp07VpEmTrM8zMzMVFBSko5OOXvFDL43M7EwFzQ3S0SeOytvNvudG1cW6gr2xpuAIFW5dZWVJSyzfvHn2qbXK7xLm5IBwuQq3plAhsK7gCKwr2BtrCo7AurKVmZmpoJeCrjqvQiRlc3Nz9Y9//EP5+fn673//a3Ns3Lhx1sdt27ZVixYt1KlTJyUkJKhjx46SLFW4lzObzTbjJZlzOTc3N7m5uRUa93bzdtgidOS5UXWxrmBvrCk4QoVZV+ddrA+9XL2kihBzFVVh1hQqFNYVHIF1BXtjTcERWFcXFE4VFsmpG32VRG5urkaMGKGDBw9q/fr1V61A7dixo2rUqKH9+/dLkgICAnTy5MlC81JTU63VsQEBAYUqYk+fPq3c3NxCFbQAAABX5OkpnTghzZghNW3q7GgAAAAAlEPlOilbkJDdv3+/NmzYIF9f36u+JikpSbm5uTIajZKksLAwZWRk6Mcff7TO+eGHH5SRkaEuXbpY5/zyyy8yXbIr8rp16+Tm5qaQC5tzAAAAlJjRKMXEWO4BAAAA4DJObV9w5swZHThwwPr84MGDSkxMVN26dRUYGKjhw4crISFBa9asUV5enrWatW7dunJ1ddXvv/+uZcuW6fbbb1e9evX066+/avLkyQoODlbXrl0lSa1bt1a/fv00btw4xcbGSpLGjx+vgQMHqlWrVpKkyMhI3XTTTRo1apReffVVnTp1StHR0Ro3bpzde8MCAAAAAAAAqNqcWim7c+dOBQcHKzg4WJI0adIkBQcHa/r06Tp27Ji+/PJLHTt2TDfffLOMRqP1FhcXJ0lydXXVxo0b1bdvX7Vq1UqPPfaYIiMjtWHDBrm4XOzntmzZMrVr106RkZGKjIxU+/bttWTJEutxFxcXffXVV3J3d1fXrl01YsQIDR06VLNmzSrbDwQAUDomk6Uq8ZJvPAAAAAAAUF45tVI2PDxcZrO52ONXOiZJQUFB+u677656nbp162rp0qVXnHPDDTdozZo1Vz0XAKCcycqSAi073Ssigq+LAwAAAADKvXLdUxYAgKvKyrr4+OxZ58UBAAAAAEAJObVSFgCAUjOZLLdLN2SMiJDi4y2PjUaqZgEAAAAA5RKVsgCAiik21jYhWyAkxHK7sLkjAAAAAADlDZWyAICKKSpKGjxYOnXKUiErSbNnS+HhlsdUyQIAAAAAyimSsgCAiqmgPcGlPWVDQ6WOHZ0XE+BsJpOlSjwqil9MAAAAAOUYSVkAAIDKICtLCgy0PI6IICkLAAAAlGMkZQEAFZunp3TihKU6sGlTZ0cDOEdWlm3V+NmzzosFAAAAwFWRlAUAVHxGoxQT4+woAOcwmS5WyBaIiJDi4y2PC1p9AAAAACg3qjk7AAAAAFyH2Niix0NCLLfijgMAAABwGiplAQAAKrKoKEtl7NmzlntJmj1bCg+3PKZKFgAAACh3SMoCAMq/rCzJy8vy+MABqVkz58YDlCcF7Qku7SkbGip17Oi8mAAAAABcEe0LAAAVS3KysyMAAAAAAOC6UCkLACjf2FUeKBlPT+nECUsP2aZNnR0NAAAAgCsgKQsAKL/YVR64NkajFBPj7CgAAAAAXAXtCwAA5Re7ygMAAAAAKiEqZQEA5Re7ygMAAAAAKiGSsgCA8otd5QEAAAAAlRDtCwAA5Z+n58U+sh4ezo0FAAAAAIDrRFIWAFAxGI3SjBm0LAAAAAAAVHi0LwAAVAzsKg8AAAAAqCSolAUAAAAAAACAMkRSFgAAAAAAAADKEElZAAAAAAAAAChDJGUBAACqApPJ0pfZZHJ2JAAAAECVx0ZfAAAAlV1WlhQYaHkcEWHZOA8AAACA01ApCwAAUNllZV18fPas8+IAAAAAIIlKWQAAgMrLZLLcQkIujkVESPHxlsdGI1WzAAAAgBNQKQsAAFBZxcbaJmQLhIRYbrGxZR8TAAAAACplAQAAKq2oKGnwYOnUKUuFrCTNni2Fh1seUyULAAAAOAVJWQAAgMqqoD3BpT1lQ0Oljh2dFxMAAAAA2hcAAMoJk0mKibHcA7AvT8+LfWQ9PJwbCwAAAAAqZQEA5UBWlhQYaHkcEcFXqgFHMBqlGTP4+wUAAACUAyRlAQDOd+lXq8+edV4cQGVmNFqq0QEAAAA4He0LAADOYzJJCQmSv//FsYgIy1hCAq0MgLJECxEAAACgzJCUBQA4T2ysFBJSeDwkxHKLjS37mICqymSSZs4kKQsAAACUAdoXAACcJypKGjxYOnXKUiErSbNnS+Hhlsf0vgQcLyvLciv4BcmpU86NBwAAAKgCSMoCAJzHaLTcLu0pGxoqdezovJiAqsRkurjJXoGICCk+3vK44O8oAAAAALuifQEAwPk8PS8mgTw8nBsLUJUU1yKEFiIAAACAQ1EpCwAoH4xGacYMqvKAshQVZamMPXuWFiIAAABAGSIpCwAoH4xGy87vAMoOLUQAAAAApyhxUnbSpEklPumcOXNKFQwAAACcoKCFSEgILUQAAACAMlDinrK7du0q0S0xMbHEF//+++81aNAgBQYGymAwaNWqVTbHzWazYmJiFBgYKA8PD4WHhyspKclmTnZ2th599FHVq1dPnp6eGjx4sI4dO2Yz5/Tp0xo1apR8fHzk4+OjUaNGKT093WbOkSNHNGjQIHl6eqpevXp67LHHlJOTU+L3AgAAUKHRQgQAAAAoMyWulP3222/tfvGsrCx16NBB999/v+68885Cx1955RXNmTNHixYtUsuWLfXcc88pIiJCe/fuVa1atSRJEydO1OrVq7VixQr5+vpq8uTJGjhwoOLj4+Xi4iJJGjlypI4dO6a1a9dKksaPH69Ro0Zp9erVkqS8vDwNGDBAfn5+2rp1q9LS0jRmzBiZzWbNnz/f7u8bAACg3LlSCxGTybLpV1QUSVsAAADADpzaU7Z///7q379/kcfMZrPmzZunZ555RsOGDZMkLV68WP7+/vrwww8VFRWljIwMvffee1qyZIn69OkjSVq6dKmCgoK0YcMG9e3bV3v27NHatWu1fft2hYaGSpLeeecdhYWFae/evWrVqpXWrVunX3/9VUePHlVgYKAkafbs2Ro7dqyef/55eXt7Fxljdna2srOzrc8zMzMt99mZUnaRLym1zOxMm3vAHlhXsDfWFByBdeVkWVnyvvD/R2d6hCm/rqeTA7p+rCk4AusKjsC6gr2xpuAIrCtbJf0cSp2U3bFjhz755BMdOXKk0Nf8V65cWdrTWh08eFDJycmKjIy0jrm5ualHjx6Ki4tTVFSU4uPjlZubazMnMDBQbdu2VVxcnPr27att27bJx8fHmpCVpM6dO8vHx0dxcXFq1aqVtm3bprZt21oTspLUt29fZWdnKz4+Xj179iwyxhdffFEzZ84sNB40J0hyv+6PoEhBc4Mcc2JUaawr2BtrCo7AunKOemek1AuPhyzsp03fOzUcu2JNwRFYV3AE1hXsjTUFR2BdXXCuZNNKlZRdsWKFRo8ercjISK1fv16RkZHav3+/kpOTdccdd5TmlIUkJydLkvz9/W3G/f39dfjwYescV1dX1alTp9CcgtcnJyerfv36hc5fv359mzmXX6dOnTpydXW1zinK1KlTbTZAy8zMVFBQkI5OOlpsdW1pZWZnKmhukI4+cVTebvY9N6ou1hXsjTUFR2BdOYfBlCxDcrK8wnpYxzYukc5s+06SZA4IkNkY4KzwrgtrCo7AuoIjsK5gb6wpOALrylZmZqaCXrp6grpUSdkXXnhBc+fO1SOPPKJatWrptddeU5MmTRQVFSWjnfuMGQwGm+dms7nQ2OUun1PU/NLMuZybm5vc3NwKjXu7eTtsETry3Ki6WFewN9YUHIF1VcYWzZGK+EaQNUk7Y0bxPWgrCNYUHIF1BUdgXcHeWFNwBNbVBYVThUWqVppz//777xowYIDlOm5uysrKksFg0BNPPKG33367NKcsJCDAUnlxeaVqSkqKtao1ICBAOTk5On369BXnnDx5stD5U1NTbeZcfp3Tp08rNze3UAUtAABAlRAVJcXHS+vXXxybPdsyFh9vOQ4AAACgVEqVlK1bt67++usvSVKDBg30yy+/SJLS09P1999/2yWwJk2aKCAgQOsv+YdATk6OvvvuO3Xp0kWSFBISoho1atjMMZlM+uWXX6xzwsLClJGRoR9//NE654cfflBGRobNnF9++UUmk8k6Z926dXJzc1NISIhd3g8AAECFYjRKHTtKffpYkrCSFB5uGevY0XIcAAAAQKmUqn1B9+7dtX79erVr104jRozQ448/rk2bNmn9+vXq3bt3ic9z5swZHThwwPr84MGDSkxMVN26dXXDDTdo4sSJeuGFF9SiRQu1aNFCL7zwgmrWrKmRI0dKknx8fPTggw9q8uTJ8vX1Vd26dRUdHa127dqpT58+kqTWrVurX79+GjdunGJjYyVJ48eP18CBA9WqVStJUmRkpG666SaNGjVKr776qk6dOqXo6GiNGzfO7r1hAQAAKh2TSYqNtVTPkqwFAAAArqpUSdkFCxbo3DnLVmJTp05VjRo1tHXrVg0bNkzTpk0r8Xl27typnj17Wp8XbJo1ZswYLVq0SFOmTNHZs2c1YcIEnT59WqGhoVq3bp1q1aplfc3cuXNVvXp1jRgxQmfPnlXv3r21aNEiubi4WOcsW7ZMjz32mCIjIyVJgwcP1oIFC6zHXVxc9NVXX2nChAnq2rWrPDw8NHLkSM2aNas0Hw8AAEDlYjRaesgWlXDNypICAy2PIyJIygIAAAAlcM1J2fPnz2v16tXq27evJKlatWqaMmWKpkyZcs0XDw8Pl9lsLva4wWBQTEyMYq6wiYS7u7vmz5+v+fPnFzunbt26Wrp06RVjueGGG7RmzZqrxgwAAFDlGI1Fb+qVlWW5FTh7tsxCAgAAACqya+4pW716dT388MPKzs52RDwAAACoCEwmyctLunRT1IgIKSHBcrukVz8AAAAAW6Xa6Cs0NFS7du2ydywAAACoKC706i8kJMRyK+44AAAAgNL1lJ0wYYImT56sY8eOKSQkRJ6enjbH27dvb5fgAACVDJsBAZVHVJSlMvbsWcu9JM2eLYWHWx7zdxwAAAAoVqmSsnfffbck6bHHHrOOGQwGmc1mGQwG5eXl2Sc6AEDlwWZAQOViNF78exwfb6mODQ+XOnZ0algAAABARVCqpOzBgwftHQcAoLJjMyAAAAAAACSVMinbqFEje8cBAKisTCbLLSTk4lhEhKWyTrKttgNQMRmN0owZRf9dpm0JAAAAUEipkrJffvllkeMGg0Hu7u5q3ry5mjRpcl2BAQAqidhYaebMwuMFSdoZM6SYmDINCYCdGY1F/z2mbQkAAABQpFIlZYcOHWrtIXupS/vKduvWTatWrVKdOnXsEigAoIKKipIGD5ZOnWIzIKCqoW0JAAAAUKRqpXnR+vXrdcstt2j9+vXKyMhQRkaG1q9fr1tvvVVr1qzR999/r7S0NEVHR9s7XgBARWM0Wjb+CQu7OBYaahnr2JGkLFAZmUxSQoLk739xLCLCMpaQYDkOAAAAVGGlqpR9/PHH9fbbb6tLly7Wsd69e8vd3V3jx49XUlKS5s2bpwceeMBugQIAKjhPz4s7tHt4ODsaAI5E2xIAAADgikqVlP3999/l7e1daNzb21t//PGHJKlFixb6888/ry86AEDlcqXNgABUHrQtAQAAAK6oVEnZkJAQ/etf/9IHH3wgPz8/SVJqaqqmTJmiW265RZK0f/9+NWzY0H6RAgAqvuI2AwJQuRiNFxOvBRXy4eGWliUAAAAASpeUfe+99zRkyBA1bNhQQUFBMhgMOnLkiJo2baovvvhCknTmzBlNmzbNrsECAAAAAAAAQEVXqqRsq1attGfPHn3zzTfat2+fzGazbrzxRkVERKhaNcveYUOHDrVnnAAAAKiIaFsCAAAAFFKqpKwkGQwG9evXT+Hh4XJzc5PBYLBnXAAAAKgMaFsCAAAAFFKtNC/Kz8/Xs88+qwYNGsjLy0sHDx6UJE2bNk3vvfeeXQMEAABAJWUyWRK2JpOzIwEAAADKVKmSss8995wWLVqkV155Ra6urtbxdu3a6d1337VbcACAisVgStaMby33AHBVJpM0cyZJWQAAAFQ5pUrKfvDBB3r77bd17733ysXFxTrevn17/fbbb3YLDgBQgWRlqVaTVor5TjJc+AYFABQrJUUKCbE8PnVKyspybjwAAABAGSpVUvb48eNq3rx5ofH8/Hzl5uZed1AAgAro0oTK2XPOiwNA+WYySQkJkr//xbGICMnLyzJO1SwAAACqgFIlZdu0aaMtW7YUGv/kk08UHBx83UEBACqQIhIsXgOGWsZIsAC4XGzsxQrZy4WEWI4DAAAAlVz10rxoxowZGjVqlI4fP678/HytXLlSe/fu1QcffKA1a9bYO0YAQHkWG2vpCXm5gqTLjBnsvA7goqgoafBgS8uCiAjL2OzZUmio5OEhGY3OjQ8AAAAoA6VKyg4aNEgfffSRXnjhBRkMBk2fPl0dO3bU6tWrFVHwP9cAgKqhiATL2Zefl0effpbjJFgAXMpotNwubXkSGip17eq8mAAAAIAyVqqkrCT17dtXffv2tWcsAICKqCDBIunMtu/kFdZDebd1kzp2dHJgAMo1T08pPt5SVe/h4exoAAAAgDJVqp6yTZs2VVpaWqHx9PR0NW3a9LqDAgAAQBVgNFpanFBRDwAAgCqmVEnZQ4cOKS8vr9B4dna2jh8/ft1BAQAqJnNAgGJ6WO4B4KqMRkvPaZKyAAAAqGKuqX3Bl19+aX38zTffyMfHx/o8Ly9PGzduVOPGje0WHACgYjEbAzSzpzTJSFIWAAAAAIDiXFNSdujQoZIkg8GgMWPG2ByrUaOGGjdurNmzZ9stOAAAAFRhJpMUG2vZUJBqWgAAAFQi15SUzc/PlyQ1adJEO3bsUL169RwSFAAAAKq4rCwpMNDyOCKCpCwAAAAqlVL1lD148CAJWQCoqkwmSw9Ik8nZkQCozLKyLj4+e9Z5cQAAAAAOcE2VspfauHGjNm7cqJSUFGsFbYH333//ugMDAJRDVK4BcDSTyXILCbk4FhEhxcdbHhuN/OwBAABAhVeqStmZM2cqMjJSGzdu1J9//qnTp0/b3AAAlRSVawAcLTbWNiFbICTEcouNLfuYAAAAADsrVaXsW2+9pUWLFmnUqFH2jgcAUB5RuQagrERFSYMHS6dOWX7OSNLs2VJ4uOUxP2sAAABQCZSqUjYnJ0ddunSxdywAgPKKyjUAZcVolDp2lPr0ufiLn/Bwy1jHjiRlAQAAUCmUKin70EMP6cMPP7R3LACA8ioqypIcWb/+4tjs2Zax+HjLcQAAAAAAUCKlal9w7tw5vf3229qwYYPat2+vGjVq2ByfM2eOXYIDAJQTl7YniI+3VMcWVK4BgKMYjdKMGUVXx5pMlir9qCiqZwEAAFDhlCop+9NPP+nmm2+WJP3yyy/2jAcAAACwMBqlmJiij5lM0syZlv6zJGUBAABQwZQqKfvtt9/aOw4AQEVxpco1ACgLKSkX+1yfOiVlZUmens6NCQAAALgG15SUHTZs2FXnGAwGffbZZ6UOCADgZFf7SvCVKtcAwJFMJsvt0o0HIyIs9/Hxtq1WAAAAgHLsmjb68vHxuerN29vbUbECAMpCwVeCTSZnRwIAtmJjbROylwoJsRwHAAAAKoBrqpRduHCho+IAAJQHl38lGADKk6goSw/ZU6cuVsjOni2FhkoeHlTJAgAAoMK4pkpZZ2jcuLEMBkOh2yOPPCJJGjt2bKFjnTt3tjlHdna2Hn30UdWrV0+enp4aPHiwjh07ZjPn9OnTGjVqlLXid9SoUUpPTy+rtwkAzmUySQkJkr//xbGICMtYQgJVswDKB6NR6thRCgu7OBYaKnXtahknKQsAAIAKotwnZXfs2CGTyWS9rV+/XpJ01113Wef069fPZs7XX39tc46JEyfq888/14oVK7R161adOXNGAwcOVF5ennXOyJEjlZiYqLVr12rt2rVKTEzUqFGjyuZNAoCzFfeV4JAQvhIMoPzx9LT0kJUsFbIAAABABXNN7Qucwc/Pz+b5Sy+9pGbNmqlHjx7WMTc3NwUEBBT5+oyMDL333ntasmSJ+vTpI0launSpgoKCtGHDBvXt21d79uzR2rVrtX37doWGhkqS3nnnHYWFhWnv3r1q1aqVg94dAJQTxX0lODzc8pjqMwDljdEozZjBzycAAABUSOU+KXupnJwcLV26VJMmTZLBYLCOb968WfXr11ft2rXVo0cPPf/886pfv74kKT4+Xrm5uYqMjLTODwwMVNu2bRUXF6e+fftq27Zt8vHxsSZkJalz587y8fFRXFxcsUnZ7OxsZWdnW59nZmZa7rMzpewiX1JqmdmZNveAPbCuYFXXU6rbXMrKUsF2jWeC2yi/TfOLc0qwTlhTcATWFYpU11OaOsny+BrXBmsKjsC6giOwrmBvrCk4AuvKVkk/hwqVlF21apXS09M1duxY61j//v111113qVGjRjp48KCmTZumXr16KT4+Xm5ubkpOTparq6vq1Kljcy5/f38lJydLkpKTk61J3EvVr1/fOqcoL774ombOnFloPGhOkOReyjd5FUFzgxxzYlRprCtcKni8lPC2dNuKftr1fenOwZqCI7CucC0C/pKidkqxnaTkWkXPYU3BEVhXcATWFeyNNQVHYF1dcK5k0ypUUva9995T//79FRgYaB27++67rY/btm2rTp06qVGjRvrqq680bNiwYs9lNpttqm0vfVzcnMtNnTpVkyZNsj7PzMxUUFCQjk46Km9v72JfVxqZ2ZkKmhuko08clbebfc+Nqot1haIYTMnK9luo7x66X2Zj0a1hisOagiOwrnDNsrLk7Wv5/8XoGWuV3yXM5jBrCo7AuoIjsK5gb6wpOALrylZmZqaCXrp6grrCJGUPHz6sDRs2aOXKlVecZzQa1ahRI+3fv1+SFBAQoJycHJ0+fdqmWjYlJUVdunSxzjl58mShc6Wmpsr/0p3IL+Pm5iY3N7dC495u3g5bhI48N6ou1hVsNPaWnntRhX+6lRxrCo7AukKJZVwsT/DKc5GKWTesKTgC6wqOwLqCvbGm4AisqwtK+I/pao6Nwn4WLlyo+vXra8CAAVecl5aWpqNHj8p4YdOHkJAQ1ahRQ+vXr7fOMZlM+uWXX6xJ2bCwMGVkZOjHH3+0zvnhhx+UkZFhnQMAAIByzmSSEhKkS3+pHhFhGUtIsBwHAAAAyoEKkZTNz8/XwoULNWbMGFWvfrG498yZM4qOjta2bdt06NAhbd68WYMGDVK9evV0xx13SJJ8fHz04IMPavLkydq4caN27dql++67T+3atVOfPn0kSa1bt1a/fv00btw4bd++Xdu3b9e4ceM0cODAYjf5AgAAQDkTGyuFhBQeDwmx3GJjyz4mAAAAoAgVon3Bhg0bdOTIET3wwAM24y4uLvr555/1wQcfKD09XUajUT179tRHH32kWrUu7ugwd+5cVa9eXSNGjNDZs2fVu3dvLVq0SC4uLtY5y5Yt02OPPabIyEhJ0uDBg7VgwYKyeYMAUNZMJktyIipKuvDNAgCo8KKipMGDpVOnLBWykjR7thQebnnMzzsAAACUExUiKRsZGSmz2Vxo3MPDQ998881VX+/u7q758+dr/vz5xc6pW7euli5del1xAkCFYTJJM2dakhckKQBUFkbjxZ9p8fGW6tjwcKljR6eGBQAAAFyuQrQvAADYUUrKxa/3njrl3FgAAAAAAKiCSMoCQFXBBjgAqhKjUZoxo8hvAxhMyZrxreUeAAAAcAaSsgBQVbABDoCqxGiUYmKKTsomJyvmO8s9AAAA4AwVoqcsAMAO2AAHAKSUFHmF9bA8PnVaysqSPD2dGxMAAACqHJKyAFBVFGyAk5V1cSw0lA1wAFQNJpPldsk3BrwGDLU8iI+33SQMAAAAcDDaFwBAVePpaUlASJKHh3NjAYCyUlwLF4kWLgAAAChzVMoCQFV0hQ1wAKBSKqKFy9mXn5dH1x6WX1Dx8xAAAABliKQsAFRFBRvgAEBVUUQLl7xbQqSuXZ0YFAAAAKoq2hcAAACg6vD01Jlt31ke08IFAAAATkJSFgAqI5PJUglrMjk7EgAod8wBAYrpYbkHAAAAnIGkLABURiaTNHMmSVkAKILZGKCZPS33AAAAgDOQlAWAyiYl5eIO46dOOTcWAAAAAABQCBt9AUBlYTJZbgUJWcmyw3h8vOVxwSY3AAAAAADAqaiUBYDKIjbWNiFbICTEcouNLfuYAKAioi83AAAAHIykLABUFlFRlqrY9esvjs2ebRmLj7ccBwBcHX25AQAA4GC0LwCAyuLS9gTx8Zbq2PBwqWNHp4YFABUKfbkBAABQBkjKAgAAAPTlBgAAQBmifQEAVEZGozRjBgkEACgp+nIDAACgDFEpCwCVkdFo2aQGAFAyUVHS4MGWlgUREZax2bMtbWAkfskFAAAAuyIpCwAAANCXGwAAAGWI9gUAAAAAAAAAUIZIygIAAACXoi83AAAAHIz2BQAAAMCl6MsNAAAAB6NSFgAAAAAAAADKEElZAKioTCZLJZfJ5OxIAAAAAADANSApCwAVlckkzZxJUhYAyhK/EAMAAIAdkJQFgIooJUUKCbE8PnXKubEAQFXCL8QAAABgB2z0BQAViclkuRUkZCUpIkKKj7c8NhrZLRwAHOXyX4hlZUmens6NCQAAABUSlbIAUJHExtomZAuEhFhusbFlHxMAVHYmk5SQIPn7XxyLiJC8vCzjVM0CAADgGpGUBYCKJCrKUhW7fv3FsdmzLWPx8ZbjAAD7Ku4XYhK/EAMAAECp0L4AACqSS9sTxMdbkgHh4VLHjk4NCwAqtagoafBgS8uCiAjL2OzZUmio5OFB2xgAAABcM5KyAAAAwJXwCzEAAADYGe0LAKCiMhqlGTOo0AIAAAAAoIKhUhYAKiqjUYqJcXYUAFC18AsxAAAA2AGVsgAAAEBJFfxCrLikrMlkOW4ylWVUAAAAqGBIygIAAAD2YjJJM2eSlAUAAMAVkZQFAAAA7CElxbIJmCSdOuXcWAAAAFCu0VMWAAAAuB4mk+VWkJCVpIgIKT7e8thopActAAAAbFApCwAAAFyP2FjbhGyBkBDLLTa27GMCAABAuUalLAAAAHA9oqKkwYMtLQsiIixjs2dL4eGWx1TJAgAA4DIkZQEAAIDrcWl7gvh4S3VseLjUsaNTwwIAAED5Va7bF8TExMhgMNjcAgICrMfNZrNiYmIUGBgoDw8PhYeHKykpyeYc2dnZevTRR1WvXj15enpq8ODBOnbsmM2c06dPa9SoUfLx8ZGPj49GjRql9PT0sniLAFA8k0mKiWEHbwCoLPi5DgAAgAvKdVJWktq0aSOTyWS9/fzzz9Zjr7zyiubMmaMFCxZox44dCggIUEREhP766y/rnIkTJ+rzzz/XihUrtHXrVp05c0YDBw5UXl6edc7IkSOVmJiotWvXau3atUpMTNSoUaPK9H0CQCEmkzRzJv94B4CKxGiUZswoumUBP9cBAABwQblvX1C9enWb6tgCZrNZ8+bN0zPPPKNhw4ZJkhYvXix/f399+OGHioqKUkZGht577z0tWbJEffr0kSQtXbpUQUFB2rBhg/r27as9e/Zo7dq12r59u0JDQyVJ77zzjsLCwrR37161atWq7N4sABRISbm4acypU86NBQBQckajpRr2cvxcBwAAwCXKfVJ2//79CgwMlJubm0JDQ/XCCy+oadOmOnjwoJKTkxUZGWmd6+bmph49eiguLk5RUVGKj49Xbm6uzZzAwEC1bdtWcXFx6tu3r7Zt2yYfHx9rQlaSOnfuLB8fH8XFxV0xKZudna3s7Gzr88zMTMt9dqaUXdyrSiczO9PmHrAH1lX5YzAly5CcLK+wHhcHIyJ0Ztt3kiRzQIDMxsK/qCovWFNwBNYV7K0s11RF/7mOkuNnFRyBdQV7Y03BEVhXtkr6OZTrpGxoaKg++OADtWzZUidPntRzzz2nLl26KCkpScnJyZIkf39/m9f4+/vr8OHDkqTk5GS5urqqTp06heYUvD45OVn169cvdO369etb5xTnxRdf1MyZMwuNB80JktxL/j6vRdDcIMecGFUa66r8mPGtFPNd4fGCf8zH9JBm9izjoEqBNQVHYF3B3spiTVWWn+soOX5WwRFYV7A31hQcgXV1wbmSTSvXSdn+/ftbH7dr105hYWFq1qyZFi9erM6dO0uSDAaDzWvMZnOhsctdPqeo+SU5z9SpUzVp0iTr88zMTAUFBenopKPy9va+4muvVWZ2poLmBunoE0fl7Wbfc6PqYl2VP4YxyTqTnCydOi2vAUMlSWdffl55t3WTJE0OCNCkclxRxZqCI7CuYG9luaYq+s91lBw/q+AIrCvYG2sKjsC6spWZmamgl66eoC7XSdnLeXp6ql27dtq/f7+GDh0qyVLparxkI4WUlBRr9WxAQIBycnJ0+vRpm2rZlJQUdenSxTrn5MmTha6VmppaqAr3cm5ubnJzcys07u3m7bBF6Mhzo+piXZUjjb2lxi0tj+PjpZAQefTpJ3Xs6Ny4rhFrCo7AuoK9lcmaqiQ/11Fy/KyCI7CuYG+sKTgC6+qCwqnCIlVzbBT2lZ2drT179shoNKpJkyYKCAjQ+vXrrcdzcnL03XffWROuISEhqlGjhs0ck8mkX375xTonLCxMGRkZ+vHHH61zfvjhB2VkZFjnAAAAAAAAAIC9lOtK2ejoaA0aNEg33HCDUlJS9NxzzykzM1NjxoyRwWDQxIkT9cILL6hFixZq0aKFXnjhBdWsWVMjR46UJPn4+OjBBx/U5MmT5evrq7p16yo6Olrt2rVTnz59JEmtW7dWv379NG7cOMXGxkqSxo8fr4EDB15xky8AcDijUZoxw3IPAKj4rvZz3WSSYmOlqCh+9gMAAFRy5Tope+zYMd1zzz36888/5efnp86dO2v79u1q1KiRJGnKlCk6e/asJkyYoNOnTys0NFTr1q1TrVq1rOeYO3euqlevrhEjRujs2bPq3bu3Fi1aJBcXF+ucZcuW6bHHHlNkZKQkafDgwVqwYEHZvlkAuJzRKMXEODsKAIC9XO3nuskkzZwpDR5MUhYAAKCSK9dJ2RUrVlzxuMFgUExMjGKu8D+37u7umj9/vubPn1/snLp162rp0qWlDRMAAAC4PikpUkiI5fGpU86NBQAAAA5XrpOyAAAAQKVmMlluBQlZSYqIsGwKJlkqZqmaBQAAqHQq1EZfAAAAQKUSG2ubkC0QEmK5XdjzAAAAAJULlbIAAACAs0RFWXrInjplqZCVpNmzpfBwy2OqZAEAAColkrIAAACAs1zaniA+3lIdGx4udezo1LAAAADgWLQvAABnMpksO3GbTM6OBAAAAAAAlBGSsgDgTCaTNHMmSVkAgKVidsYMWhYAAABUASRlAcBZsrKks2ctjwvuAQBVl9Fo+fZEUUlZvlkBAABQqZCUBYCyZjJJCQmSl5fUrZtlrFs3y1hCAv/gBgAUxjcrAAAAKhWSsgBQ1mJjLRu5XC4kxHKLjS37mAAA5VdKysX/bpw65dxYAAAAYBfVnR0AAFQ5UVHS4MGWf1hHRFjGZs+27LYt0UsQAGBhMllul/4iLyJCio+3PDYa+W8GAABABUWlLACUNaNR6thR6tPn4j+sw8MtYx078g9sAIAF36wAAACotKiUBQAAAMqjgm9WnD0rJSZK//yntGCBFBZmOc4v8QAAACoskrIA4ExGozRjBv+wBgAUdml7Ag8Py31YmOVbFQAAAKjQSMoCgDMZjVJMjLOjAAAAAAAAZYiesgAAAEB5xzcrAAAAKhWSsgDgSCaTpRLWZHJ2JACAiqzgmxUkZQEAACoFkrIA4EgmkzRzJklZAIBj8UtAAAD+f3t3Hx1Vde9//BMeEkJCgpQmGUqKqNWCPKNiIEJAHtKKiPZaftXG2mqdLgitUu+63lZvYlsr18uDP03B0Ae8Yrvg9l5R1qU3GCqNpQbQIal4RUSlJcrE8DOQkBgTSPbvj8NMMpNJMknmKTPv11qzJjnn7D174Lty9vmeffYGBhSSsgAQLI2N1orZUvs7AADBwE1AAACAAYWFvgAg0JxO6zVzZvu27GzJ4bB+7riaNgAA/VVT037Oqa0Nb1sAAADgF0bKAkCgFRd7JmRdZs60XsXFoW8TACD6OJ3S4cNSenr7tkWLrG2HDzNqFgAAIIKRlAWAQLPbrVGxpaXt29avt7Y5HNZ+AAD6i5uAAAAAAxbTFwBAoHWcnsDhsC6Mc3KkGTPC2iwAQJSx26Vly6wpCxYtsratX2+dcySmygEAAIhgJGUBAACAgYibgAAAAAMW0xcAQDDZbFJBAaOVAAAAAACAG0lZAOgvp1MqLPS9oIrNZu0jKQsACCZuAgIAAAwoJGUBoL+cTunRR1nlGgAQPtwEBAAAGFBIygJAf9TUtK98XVsb3rYAAOBLd090AAAAICxIygJAXzid0uHDUnp6+7ZFi6xthw9z4QsAiBw80QEAABBxSMoCQF8UF7ePkO1o5kzrVVwc+jYBAOCNJzoAAAAi0pBwNwAABiS7XVq2TGpqkiorpfx8qahIysqy9jOnHwAgnJxO69XxBuKiRZLDYf1ss3GuAgAACCOSsgDQFx0vZhMTrfesLGnGjPC1CQAAl+Jia8oCb64kbUGBNc8sAAAAwoKkLAAAABBtXE901NZaI2Qlaf16KSfH+plRsgAAAGFFUhYA+stms0YccYELAIgUHZ/ocDisEbI5OTzRAQAAECFY6AsA+stmsx4BJSkLABiInE7rPOZ0hrslAAAAMYOkLAD0hItVAMBA1tMTHU6nNf8s5zkAAICQISkLAD3hYhUAMJB190RHTU374l+1tSFtFgAAQCxjTlkA6I73xWpjo5SUFN42AQDQX06n9XKd4yRrQTCHw/q545y0AAAACDhGygKAL06ndPiwlJ7evm3RIik52drOqFkAwEBWXOyZkHWZOdN6FReHvk0AAAAxhKQsAPjS1cWqxMUqAGDgs9utUbGlpe3b1q+3tjkc1n4AAAAEDdMXAIAvdru0bJnU1CRVVkr5+VJRkTRtmpSYyCOdAICBreP0BA6HdcMxJ0eaMcPzOKfTuhFpt3PuAwAACCCSsgDgS8eL1cRE6z0rq/PFKgAA0cy12OWyZSRlAQAAAiiipy94/PHHde2112rEiBFKS0vT8uXLdezYMY9j7r77bsXFxXm8rr/+eo9jmpubtXr1ao0ePVpJSUlatmyZPvzwQ49jzpw5o7y8PKWmpio1NVV5eXk6e/ZssL8iAAAAEF42m1RQ0Dnp2thoPTEitb8DAAAgICI6KVtWVqZVq1bpwIEDKi0t1YULF7R48WI1NjZ6HJebmyun0+l+/eEPf/DYf//992vnzp3avn279u/fr4aGBi1dulStra3uY+644w5VVlaqpKREJSUlqqysVF5eXki+J4AI19XFKgAA0cBmkwoL289zrsUuk5Ol7GxrW3a2tY3FLgEAAAIioqcvKCkp8fh969atSktLk8Ph0Ny5c93bExISlJGR4bOOuro6/frXv9a2bdu0cOFCSdLzzz+vzMxM7d27V0uWLNHRo0dVUlKiAwcOaNasWZKkX/7yl8rKytKxY8d01VVXBekbAhgQXBerAADEguJia8oCb64FMAsKOC8CAAD0U0QnZb3V1dVJkkaNGuWx/U9/+pPS0tI0cuRIzZs3T4899pjS0tIkSQ6HQ+fPn9fixYvdx48ZM0aTJk3Sa6+9piVLlqi8vFypqanuhKwkXX/99UpNTdVrr73WZVK2ublZzc3N7t/r6+ut9+Z6qdlnkT6rb673eAcCgbhqF+esVvyvtqrl3m/L2Hzf5EHPiCkEA3GFQCOmuhd39x2Ky10g1Z5R8k3LJUlN//qYWudao2ZNRobMxX87zp/tiCsEA3GFQCOmEAzElSd//x0GTFLWGKM1a9YoOztbkyZNcm//yle+ottvv13jxo3TiRMn9Mgjj2jBggVyOBxKSEhQdXW14uPjdckll3jUl56erurqaklSdXW1O4nbUVpamvsYXx5//HE96mMUQeaGTGlYX79p9zI3ZganYsQ04kqafko6vEXKOr1WFWPC3ZqBj5hCMBBXCDRiqmfT77POj3Pe/7EqfEwry/mzM+IKwUBcIdCIKQQDcXXRZ/4dNmCSsvn5+XrzzTe1f/9+j+0rVqxw/zxp0iRdc801GjdunHbv3q3bbruty/qMMYqLi3P/3vHnro7x9s///M9as2aN+/f6+nplZmaqak2VUlJS/Ppe/qpvrlfmxkxVPVCllITA1o3YRVxd1NioQX99U9qSq1f/T4naZmeFu0UDFjGFYCCuEGjElP8GVVRKW+bp1W+XqW36NM+dNaeV8sUrJEmv3vKi2m6cH/L2RRLiCsFAXCHQiCkEA3Hlqb6+Xplre05QD4ik7OrVq7Vr1y69+uqrGjt2bLfH2mw2jRs3TsePH5ckZWRkqKWlRWfOnPEYLVtTU6PZs2e7j/n444871XX69Gmlp6d3+VkJCQlKSEjotD0lISVoQRjMuhG7YjaunE7r5ZojT1LyglzJ4bB+sdlY3KuPYjamEFTEFQKNmPLDuC9JBQVKHvclyfVv5ev8edNyzp8XEVcIBuIKgUZMIRiIq4s6pwp9GhTcVvSPMUb5+fl64YUX9Morr2j8+PE9lvnkk09UVVUl28WO4MyZMzV06FCVlpa6j3E6nXrrrbfcSdmsrCzV1dXp0KFD7mMOHjyouro69zEAolBxsccFpdvMmdaruDj0bQIAIJK4FrvsmGTl/AkAANBvET1SdtWqVfrd736nl156SSNGjHDP75qamqrExEQ1NDSosLBQX/va12Sz2fS3v/1NP/rRjzR69Gjdeuut7mPvuece/fCHP9TnPvc5jRo1Sg8++KAmT56shQsXSpImTJig3Nxcffe731XxxU7kfffdp6VLl3a5yBeAKGC3S8uWSbW10qJF1rb166WcHOvnGB7lAwBAl1znz6YmqbJSys+XioqkrIvT/7jOn06nlaC12zmnAgAAeInopOzmzZslSTmuBMlFW7du1d13363BgwfryJEjeu6553T27FnZbDbNnz9fO3bs0IgRI9zHb9y4UUOGDNHXv/51NTU16cYbb9Szzz6rwYMHu4/57W9/q+9///tavHixJGnZsmUqKioK/pcEED4dH690OKzRPTk50owZYW0WAAARreP5MzHRes/K6nz+dDqlRx+1ErgkZQEAADxEdFLWGNPt/sTERO3Zs6fHeoYNG6ann35aTz/9dJfHjBo1Ss8//3yv2wgAAADAS2OjNZJWan8HAACAW0QnZQEgZGw2qaCAkTwAAPSG9/nTxyJgys5mETAAAAAvEb3QFwCEjK+FTAAAQPe8z58sAgYAAOAXRsoCAAAACAx/FwGTWAgMAADENJKyAAAAAALD30XAJBYCAwAAMY3pCwDEBqfTerzS6Qx3SwAAiG2NjSwEBgAAYh4jZQHEBkbjAAAQWr4W0XQ6pTFjPI9jITAAABCDGCkLIPrV1LQvOlJba43OAQAAweVrEc2uFvpiITAAABBjGCkLIHo5ndar4yrQixZZ7w4Ho3EAAAg1u739XNzdQmAsAgYAAKIcI2UBRK/iYs+EbEeMxgEAIPRsNmnOHOvlSsS6FgKbMcMzKfvoo8wFDwAAohYjZQFEL7vdmkO2qclzNM60adaK0Iy8AQAg8rAIGAAAiAEkZQFEr47TEyQmWu+u0TgAACC8vBcC8zXtEIuAAQCAKMX0BQAAAABCz3shsK6mHWIRMAAAEIVIygKIHk6ndXHna/4579E4AAAgstjt1qjY0tL2bevXW9scDmu/S3fnfAAAgAGApCyA6NHdoiDeo3EAAEBksdmsKYYWLmyfsiAnp/MiYBILgQEAgAGPOWUBRAcWBQEAIPo1NlrvnPMBAMAAR1IWwMDGoiAAAEQfX9MOOZ3SmDGex/k65zud1vyzdjt9AAAAELGYvgDAwMaiIAAARB9f0w51dU73PucztQEAABgAGCkLYODwNfLFbpeWLbMeX6yslPLzpaIiKSvL2s8IGQAAooPdLi1aZP3c1Tmf6YwAAMAAQVIWwMDhGvmybFl7srXj9ASJidZ7Vpa1IAgAAIge3Z3zXdMZdZzeoKvpjJjeAAAARACmLwAwMHiPfHEt9AEAANCb6YyY3gAAAEQARsoCiGxdLeQlWaNfOo588bUoCAAAiD7e53zXdEa1te1THKxfL+XktB/vuqHL9AYAACACMFIWQGTrauSL1Hnki69FQQAAQPTxPufbbNY0BgsXtk9ZkJNjbXNNaZScbL1cN3ezs6XDh60Xo2YBAECIkZQFENnsduviqrS0fdv69dL+/dZ2uz18bQMAAANDx5u4HXlPb+B0WslekrQAACDImL4AQGTxXnyj4/QEDod14eQa+QIAAODN13RGdrs1rUFTU9fTG0i+FxUFAAAIAkbKAogsLL4BAAD6w9d0RjabNGdO19Mb2GxSTU37lEm1tb7rZiQtAAAIEJKyACJHTxdDLOQFAAACzem05pVNT2/ftmiR7/lmu7l5HOesVsE+6x0AAKAnJGUBhJ+/F0Ms5AUAAPrL+yZvV4uKdpxvtrGxx5vHcdXVKiyz3jthhC0AAPBCUhZAaPm6KPHnYggAACAQvG/yuhYV3b9fKiqythUVWdscDmn5cik5ufubx42N1ny1Uvt7Rz1Nz0TSFgCAmMNCXwBCy9cCGna79XtTk1RZKeXnWxdDWVnWfkbGAgCAYOm4qGhiovWeldW+qGhhoe9yrhvK990nbdmi5Iubkxfkts9ba7NJKSmeCdvGRikpybMuFhgDACDmkJQFEDreo0hcFyU9XQwBAACEi91ujYyVOt88Li6WtmzpXMYrYeuWnW29Oxzt/R9/RtkWF1vtIGELAEDUYPoCAMHnmjM2Obn9YiQ72/rdewENAACAcPG1qKjNJs2ZY71cT/G4bh4XFloJ1tJS9+FN//qYtc07IdvRzJnSunW++0fec+oz9QEAAFGJpCyA4Otqzlip85yxvi6GAAAAQqG3i4rabFZyduFCNZSXSZJa52Z7Jmy956rdv799egN/FhjzfsrIW09JWwAAEJGYvgBA4Hk/ZtfVnLHTplnTFXiPRulq7jYAAIBw6s3N456mZ7LZpDvv9D2n/unT1jHJye31MfUBAABRhZGyAALPe8SGaxSJ92N/c+ZY27lIAAAAA0E3I2lNRoYK51nvftflq380Y4ZUXi7l5voux9QHAABEBZKyAPqmq058TyM2AAAAopCxZejR+dZ7J72dnsluD//UByRsAQAIKqYvANA3rk78smXWBYbTab06XiBkZ7dfOLges2POWAAAEGt6mp7Ju38UKVMfdOzr+drP1AgAAPQZI2UB+NbdSFhfnfiuFvPqOGJD6v0CGgAAANGurwuMBWvqAxYYAwAg6EjKAjEszlmtgn3Weye+OtpOp9WB99WJz8qSSko6P2bncFgvuz34XwgAACDahHrqg8LCzn295GTPuWr9GWXL1AeRq7FRiouzXr4S7gCAkGD6AiCGxVVXq7BMaqiuli69sn1HVx1t12hXb66OfUGB1QH39ZgdAAAAei+UUx8UF0tbtvj+nJkzpTVrrLI9TVfVn6kPmBYBABAjGCkLDHTdjUTo7RQETmf3j7MtX26NsmA0LAAAQGQI5NQHhYWBX2DMl54WGOtuWoS+9H0DUTZaVft4Yg4AEBIkZYFACVcHsbed2g5TECQvsOYbS16QayVdCwu772i/+KLVgffViZ8xw3OEBot5AQAAhFdv+2RdJWznzLG2P/ig76Stw2FNY5WV1f1ctVL3SdtQJHQHWDK4x+nG+vq5Ll0lZfva5kC0CQBiBElZL5s2bdL48eM1bNgwzZw5U3/+85/D3aTIFexE40AsG8oOYlejXTvu7+0UBFu2SPfd1/+RsCzmBSCA9v1xn1R08R0A4L+e+mSBStp2t8CY6+Z+dwuM7dljvYKZ0B2gyWDXdGNxvpKnff3cjvPIBvr79vffIlKv86KobLeJ/ghtc0SWjcQ2hbFsv24gxTIDt+3bt5uhQ4eaX/7yl+btt982P/jBD0xSUpL5+9//7lf5uro6I8nU1dUFvG11n9UZFcrUfRb4uvvM4TBGst57uz/ayjY0GLN/v7V///7e7et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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 650514.3 +- 1658.9 (error 0.3%).\n", "Left 297594.6 +- 1187.8 (error 0.4%).\n", "Right 352919.7 +- 1158.2 (error 0.3%).\n", "Head 595189.2 +- 1679.7 (error 0.3%).\n", "Tail 55325.2 +- 2360.8 (error 4.3%).\n", "Tail Prop. 0.0850 +- 0.0036 (error 4.27%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.89464216333144e-51, error calculation failed.\n", "Matrix singular (determinant = 3.6947377459801006e-52, error calculation failed.\n", "Matrix singular (determinant = 4.9232863107373504e-52, error calculation failed.\n", "Matrix singular (determinant = -1.522317275277726e-35, error calculation failed.\n", "Matrix singular (determinant = 3.5031650774969924e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.9474304389068713e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.654407933581172e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 589288.3 +- 1555.4 (error 0.3%).\n", "Left 269895.6 +- 827.4 (error 0.3%).\n", "Right 319392.8 +- 1317.1 (error 0.4%).\n", "Head 539791.1 +- 1170.2 (error 0.2%).\n", "Tail 49497.2 +- 1946.4 (error 3.9%).\n", "Tail Prop. 0.0840 +- 0.0033 (error 3.94%).\n", " \n", "Results for image 13\n", "Total 612158.9 +- 663.7.\n", "Left 263577.4 +- 420.4.\n", "Right 348859.8 +- 502.7.\n", "Head 527154.8 +- 594.6.\n", "Tail 81428.2 +- 895.6.\n", "Prop 0.129 +- 0.001.\n", "Prop var 0.066.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 14 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0015.bmp read.\n", " \n", "Image 14 with 5 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.1110765431643355e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.610370261696673e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.470390781501388e-52, error calculation failed.\n", "Matrix singular (determinant = -2.068185043953443e-45, error calculation failed.\n", "Matrix singular (determinant = 1.0362787694083574e-58, error calculation failed.\n", "Matrix singular (determinant = -1.0645268742651535e-33, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.562965262967814e-51, error calculation failed.\n", "Matrix singular (determinant = -9.691423003994176e-86, error calculation failed.\n", "Matrix singular (determinant = -6.850400255455859e-33, error calculation failed.\n", "Matrix singular (determinant = -6.850400255455859e-33, error calculation failed.\n", "Matrix singular (determinant = -9.691423003994176e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 2380027.7 +- 20315.5 (error 0.9%).\n", "Left 982452.9 +- 13162.9 (error 1.3%).\n", "Right 1397574.8 +- 15474.5 (error 1.1%).\n", "Head 1964905.8 +- 18615.2 (error 0.9%).\n", "Tail 415121.9 +- 27554.4 (error 6.6%).\n", "Tail Prop. 0.1744 +- 0.0117 (error 6.69%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.690342261721681e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.6553628530793442e-51, error calculation failed.\n", "Matrix singular (determinant = 3.172966155260906e-52, error calculation failed.\n", "Matrix singular (determinant = -2.716361141688064e-47, error calculation failed.\n", "Matrix singular (determinant = 4.673276974953985e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 655733.8 +- 2229.7 (error 0.3%).\n", "Left 246355.0 +- 1466.3 (error 0.6%).\n", "Right 409378.8 +- 1679.7 (error 0.4%).\n", "Head 492710.0 +- 2073.6 (error 0.4%).\n", "Tail 163023.8 +- 3044.9 (error 1.9%).\n", "Tail Prop. 0.2486 +- 0.0047 (error 1.90%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.320076592904989e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.421002607444196e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 789610.0 +- 3879.9 (error 0.5%).\n", "Left 324230.9 +- 2537.3 (error 0.8%).\n", "Right 465379.1 +- 2935.2 (error 0.6%).\n", "Head 648461.8 +- 3588.4 (error 0.6%).\n", "Tail 141148.2 +- 5284.8 (error 3.7%).\n", "Tail Prop. 0.1788 +- 0.0068 (error 3.78%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.3926851510642954e-34, error calculation failed.\n", "Matrix singular (determinant = 7.549320816434807e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 1149260.3 +- 2538.2 (error 0.2%).\n", "Left 457955.9 +- 1721.0 (error 0.4%).\n", "Right 691304.4 +- 1865.6 (error 0.3%).\n", "Head 915911.8 +- 2433.9 (error 0.3%).\n", "Tail 233348.5 +- 3516.6 (error 1.5%).\n", "Tail Prop. 0.2030 +- 0.0031 (error 1.52%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.846833291020939e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.4815998760355254e-43, error calculation failed.\n", "Matrix singular (determinant = 8.348691720311025e-53, error calculation failed.\n", "Matrix singular (determinant = 6.799580696117956e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 733702.6 +- 2595.9 (error 0.4%).\n", "Left 289685.2 +- 1739.7 (error 0.6%).\n", "Right 444017.5 +- 1926.7 (error 0.4%).\n", "Head 579370.3 +- 2460.3 (error 0.4%).\n", "Tail 154332.3 +- 3576.6 (error 2.3%).\n", "Tail Prop. 0.2103 +- 0.0049 (error 2.34%).\n", " \n", "Results for image 14\n", "Total 832239.2 +- 1320.3.\n", "Left 325243.0 +- 879.0.\n", "Right 507267.5 +- 984.7.\n", "Head 650486.1 +- 1243.1.\n", "Tail 178009.9 +- 1813.6.\n", "Prop 0.210 +- 0.002.\n", "Prop var 0.030.\n" ] }, { "data": { "image/png": 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VyRh3y3VvlT+CmUNs3749Rf6QM2dODMOw5z1Hjhyhfv36HD9+nMmTJ7N+/Xo2b97MtGnTgP/ynqT34HZz0vT2k5HXmHTdbieem7l06RL169fn559/5uWXX2bt2rVs3ryZhQsXphprZqSWo6c3Z3300UeZNWsWhw8fpkOHDhQoUIB77rmHVatWOSy+tCjvFHEOzSl7Cy1btrR/Q5Wa+Ph4hg8fzvz58zl//jx33HEH48ePt88htHv3bqZPn87vv/+ernl3RFxB3rx5+fnnnzEMI1myeurUKa5du0a+fPlu2ca8efNo1KgR06dPT7bfUcWrtOTLlw+bzcb69evtRbXrpbYvM+bNm0fJkiX59NNPk71X1y8SkRG5c+fGZrOlmuBkJOlJ7wIEefPmZdOmTZnqy1Xly5ePqlWrMnbs2FSPFylSJMNtlihRgvfffx+AP/74g88++4xRo0YRHx/PjBkzMhUvYP+zNXXq1DRXiE4qmOfLl49JkyYxadIkjhw5wldffcXQoUM5deoUy5cvz3QsIuI+lK+KZIw757ppyZcvHwEBASnmar3+OMDixYuJiYlh4cKFyUa8Xr9oKfxXJE0rJw0PD79pPOntJyPy5s2b6Rw5Nd9++y1//fUXa9eutY+OBdJcMyAzUsvRM5Kz9uzZk549exITE8O6desYOXIkbdq04Y8//rAvyAbm/0Wu/39PZgemKO8UcQ6NlM2knj178uOPP/LJJ5+wfft2OnXqRIsWLdi3bx8AS5YsoVSpUixdupSSJUsSHh5un2RcxFU1adKES5cupbj9ce7cufbjSW78BjuJzWZLUQDdvn07GzdudHzA12nTpg2GYXD8+HFq1aqV4qdKlSo3fX5GRmKC+Tp9fX2TJVgnT57kyy+/vK34g4KCuPvuu1m4cGGy0acXL15kyZIlt9XmzTRs2JCLFy+mWEn3k08+ue02M/oeZlZan8E2bdrw+++/U7p06VQ/C7dTlL1euXLlGD58OFWqVOHXX3+9aXyQvvejXr165MqVi127dqUac61atfD19U3xvOLFi9O/f3+aNm1601hExDMpXxVJzp1z3bS0adOGAwcOkDdv3lTzh6QialLOen3shmHw3nvvJWuvdu3a+Pv7M3/+/GT7N2zYkK5pq9LbT0Y0btyYnTt38ttvvyXb/9FHH6Xr+WnlZKnFCvDOO+/cbqgZcjs5a1BQEC1btuTFF18kPj6enTt3Ativ8/bt25Odn57/R6Q3Z1XeKeI4GimbCQcOHODjjz/m2LFj9r8oBw8ezPLly5k9ezbjxo3jzz//5PDhw3z++efMnTuXhIQEnnnmGTp27OjQVRxFHKl79+5MmzaNHj16cOjQIapUqcIPP/zAuHHjaNWqFffdd5/93CpVqrB27VqWLFlC4cKFyZkzJ+XLl6dNmzaMGTOGkSNH0rBhQ/bu3cvo0aMpWbIk165du2UMSQnFoUOHMhR7vXr16NOnDz179uSXX36hQYMGBAUFceLECX744QeqVKnCk08+mebzc+bMSYkSJfjyyy9p0qQJefLkIV++fGmOBmjTpg0LFy7kqaeesq9KO2bMGAoXLmz/z25GjRkzhhYtWtC0aVMGDRpEQkIC48ePJygoyOH/Qe7RowdvvvkmjzzyCC+//DJlypThm2++YcWKFQB4eWX8u7uMvoeZldZncPTo0axatYq6desSGRlJ+fLliY2N5dChQyxbtowZM2ZQrFixdPezfft2+vfvT6dOnShbtiy+vr58++23bN++naFDh6b5vIy8H8HBwUydOpUePXpw9uxZOnbsSIECBTh9+jS//fYbp0+fZvr06Vy4cIHGjRvTtWtXKlSoQM6cOdm8eTPLly+nffv2t/M2ikg2pXxVJCV3znXT8vTTT7NgwQIaNGjAM888Q9WqVUlMTOTIkSOsXLmSQYMGcc8999C0aVN8fX15+OGHGTJkCLGxsUyfPp1z584lay937twMHjyYl19+md69e9OpUyeOHj3KqFGj0jVdQHr7yehrnDVrFq1bt+bll1+mYMGCzJ8/nz179qTr+UmDMyZPnkyPHj3w8fGhfPny1K1bl9y5c9O3b19GjhyJj48P8+fPT1H8dZb05qyPP/44AQEB1KtXj8KFC3Py5EleeeUVQkNDueuuuwBo1aoVefLk4bHHHmP06NHkyJGDOXPmcPTo0VvGkVbOmjt3buWdIs5i1Qpj7ggwFi1aZH/82WefGYARFBSU7CdHjhxG586dDcMwjMcff9wAkq2wuGXLFgMw9uzZk9UvQSRVN65IaxiG8c8//xh9+/Y1ChcubOTIkcMoUaKEMWzYMCM2NjbZedu2bTPq1atnBAYGJluJNS4uzhg8eLBRtGhRw9/f36hZs6axePFio0ePHkaJEiWStUEqq3zmy5fPqF27drpiv7E9wzCMWbNmGffcc48RFBRkBAQEGKVLlza6d+9u/PLLL/ZzklYnPX36dLLnrl692qhRo4bh5+dnALdccffVV181wsPDDT8/P6NixYrGe++9l+rKp4DRr1+/FM8vUaJEij6++uoro2rVqoavr69RvHhx49VXX01zNdUbNWzY0KhcuXKax25cHfbIkSNG+/btjeDgYCNnzpxGhw4djGXLlhmA8eWXX9rPS+1zYhipr/Kakffw4MGDBmDMnj07RZs3XpvUVo5N6zNoGOYqspGRkUbJkiUNHx8fI0+ePMadd95pvPjii8alS5eS9f/aa6+liO36z+bff/9tREREGBUqVDCCgoKM4OBgo2rVqsabb75pXLt2zf6c1N7jtN6P1F6PYRjG999/b7Ru3drIkyeP4ePjYxQtWtRo3bq18fnnnxuGYRixsbFG3759japVqxohISFGQECAUb58eWPkyJFGTExMmu+1iGR/yldFUnLnXDetvC61fi5dumQMHz7cKF++vOHr62uEhoYaVapUMZ555hnj5MmT9vOWLFliVKtWzfD39zeKFi1qPPfcc8Y333xjAMZ3331nPy8xMdF45ZVXjLCwMMPX19eoWrWqsWTJklRzndSkt5+MvMZdu3YZTZs2Nfz9/Y08efIYjz32mPHll1+maDMtw4YNM4oUKWJ4eXkle86GDRuMOnXqGIGBgUb+/PmN3r17G7/++muaOer10vt+lChRwmjdunWqx9KTs37wwQdG48aNjYIFCxq+vr5GkSJFjM6dOxvbt29P1tamTZuMunXrGkFBQUbRokWNkSNHGjNnzkyRc6Y3Z1XeKeI8NsMwDOeWfbMPm83GokWLaNeuHWBOdt2tWzd27tyZbMVuMEc7FSpUiJEjRzJu3LhkqxNeuXKFwMBAVq5cSdOmTbPyJYi4hV27dlG5cmWWLl1K69atrQ7HI40bN47hw4dz5MiRDI0mFRERaylfFXF9ynVFRAQ0fUGm1KhRg4SEBE6dOkX9+vVTPadevXpcu3aNAwcOULp0acBcHAZINuG5iPznu+++o06dOkpSs0jSat0VKlTg6tWrfPvtt0yZMoVHHnlEBVkRETenfFXE9SjXFRERAI2UvYVLly6xf/9+wExq33jjDRo3bkyePHkoXrw4jzzyCD/++COvv/46NWrU4MyZM3z77bdUqVKFVq1akZiYyF133UVwcDCTJk0iMTGRfv36ERISwsqVKy1+dSIiMGvWLN58800OHTpEXFwcxYsXp2vXrgwfPjzVRaVERMS1KF8VERERcT8qyt7C2rVrady4cYr9PXr0YM6cOVy9epWXX36ZuXPncvz4cfLmzUudOnWIioqyTyT+119/MWDAAFauXGlfJfH1118nT548Wf1yRERERCSbUb4qIiIi4n5UlBURERERERERERHJQl5WByAiIiIiIiIiIiLiSVSUFREREREREREREclCOawO4GZeeeUVFi5cyJ49ewgICKBu3bqMHz+e8uXLp/mctObU2r17NxUqVEhXv4mJifz111/kzJkTm8122/GLiIiIiGMZhsHFixcpUqQIXl7Wjy9QvioiIiIi10tvvurSRdnvv/+efv36cdddd3Ht2jVefPFFmjVrxq5duwgKCrrpc/fu3UtISIj9cf78+dPd719//UVYWNhtxy0iIiIiznX06FGKFStmdRjKV0VEREQkVbfKV126KLt8+fJkj2fPnk2BAgXYsmULDRo0uOlzCxQoQK5cuW6r35w5cwLmm3d9ouwpouOiCXsjjKPPHiXEz/Nev6fQdfYcutaeQ9faM3j6dY6OjiYsLMyer1lN+ao1PP3PgafQdfYcutaeQ9fac3jytU5vvurSRdkbXbhwAYA8efLc8twaNWoQGxtLpUqVGD58eKq3iKUl6RawkJAQj0xyiQP8/339HvYHx6PoOnsOXWvPoWvtGXSdAVz2ln3lq1lEfw48g66z59C19hy61p5D1/qW+arbFGUNw+DZZ5/lf//7H3fccUea5xUuXJh3332XO++8k7i4OD788EOaNGnC2rVr0xytEBcXR1xcnP1xdHS0+Tsu2vwQeZjouOhkvyV70nX2HLrWnkPX2jN4+nV25detfDXrePqfA0+h6+w5dK09h6615/Dka53e12wzDMNwciwO0a9fP77++mt++OGHDM8f1rZtW2w2G1999VWqx0eNGkVUVFTKA0MB/9sIVkREREScIxZ41RyR6mojRJWvioiIiEh681W3KMoOGDCAxYsXs27dOkqWLJnh548dO5Z58+axe/fuVI+nNvIgLCyMo6c8eI6uN8M4+oznzfvhSXSdPYeutefQtfYMnn6do6OjCSsQ5nJFWeWrWcvT/xx4Cl1nz6Fr7Tl0rT2HJ1/r9OarLj19gWEYDBgwgEWLFrF27drbSnABtm7dSuHChdM87ufnh5+fX4r9IX6eO+8F6PV7Cl1nz6Fr7TmsuNYJCQlcvXo1S/v0VP74UyKoBP7442v4Wh2Ow/n4+ODt7Z32CSlTNkspX7WWp79+T6Hr7Dl0rT2H8tXsLzvnrI7KV126KNuvXz8++ugjvvzyS3LmzMnJkycBCA0NJSAgAIBhw4Zx/Phx5s6dC8CkSZMIDw+ncuXKxMfHM2/ePBYsWMCCBQssex0iIiLZlWEYnDx5kvPnz1sdisdINBKZUW8Gfx/7m9O201aH4xS5cuWiUKFCLruY1/WUr4qIiLg25avWyO45qyPyVZcuyk6fPh2ARo0aJds/e/ZsIiIiADhx4gRHjhyxH4uPj2fw4MEcP36cgIAAKleuzNdff02rVq2yKmwRERGPkZTgFihQgMDAQLcoorm7hMQErpy5Qni+cLy9bvINvRsyDIPLly9z6tQpgJuOHHUVyldFRERcm/JVa2TXnNWR+apLF2XTM93tnDlzkj0eMmQIQ4YMcVJEIiIikiQhIcGe4ObNm9fqcDxGQmIC5AB/f/9sleAmSRpdeurUKQoUKHDzW8NcgPJVERER16V81TrZOWd1VL7q5cigRERExHMkzckVGBhocSSS3SR9pjTvm4iIiGSG8lVxFkfkqyrKioiISKboFjBxNH2mRERExJGUW4ijOeIzpaKsiIiIWCsmBmw28ycmxupoRERERERSUs4qDqairIiIiIiThYeHM2nSpDSPR0RE0K5duyyL53YdOnQIm83Gtm3brA5FRERERBxMOWvWUlFWRERErJWQ8N/2unXJHzuYzWa76U9ERMQtn7948WKHxzV58uQUi0HdSg7vHE6J5WbCwsI4ceIEd9xxBwBr167FZrNx/vz5LI1DREREJMspZ1XO6mA5rA5AREREPNjChRAZ+d/jVq2gWDGYPBnat3d4dydOnLBvf/rpp4wYMYK9e/fa9yWtpJrVQkNDLek3o7y9vSlUqJDVYYiIiIhkLeWsgHJWR9NIWREREbHGwoXQsSMcP558//Hj5v6FCx3eZaFChew/oaGh2Gy2ZPs++ugjSpcuja+vL+XLl+fDDz+0Pzc8PByABx98EJvNZn984MABHnjgAQoWLEhwcDB33XUXq1evzlBcN94K1qhRIyIjIxkyZAh58uShUKFCjBo1yn78/nvuTzUWgCVLlnDnnXfi7+9PqVKliIqK4tq1a/bjNpuNmTNn8uCDDxIYGEjZsmX56quv7MfPnTtHt27dyJ8/PwEBAZQtW5bZs2cDyW8FO3ToEI0bNwYgd+7c9lEbc+fOJW/evMTFxSV7jR06dKB79+4Zel9ERERELKec1U45q2OpKCsiIiKOFROT9s8//5i/o6PN0QaGkfL5SfsiI83zkhZSSKtNB1m0aBEDBw5k0KBB/P777zzxxBP07NmT7777DoDNmzcDMHv2bE6cOGF/fOnSJVq1asXq1avZunUrzZs3p23bthw5ciRT8XzwwQcEBQXx888/M2HCBEaPHs2qVavMY8s+SDWWFStW8MgjjxAZGcmuXbt45513mDNnDmPHjk3WdlRUFJ07d2b79u20atWKbt26cfbsWQBeeukldu3axTfffMPu3buZPn06+fLlSxFfWFgYCxYsAGDv3r2cOHGCyZMn06lTJxISEpIlzWfOnGHp0qX07NkzU++JiIiIiMMoZ1XOanHOqqKsJJeQgPf363loB3h/v96pc6SIiEg2FRyc9k++fObv0NCUow2uZxjm8dBQ83yA8PDU23SQiRMnEhERwVNPPUW5cuV49tlnad++PRMnTgQgf/78AOTKlYtChQrZH1erVo0nnniCKlWqULZsWV5++WVKlSqVLMG7HVWrVmXkyJGULVuW7t27U6tWLdasWQNA7ry5U41l7NixDB06lB49elCqVCmaNm3KmDFjeOedd5K1HRERwcMPP0yZMmUYN24cMTExbNq0CYAjR45Qo0YNatWqRXh4OPfddx9t27ZNEZ+3tzd58uQBoECBAvaRHAEBAXTt2tU+UgFg/vz5FCtWjEaNGmXqPREBlK+KiIhjKGdVzmpxzqqirPxn4UIIDyeoeRs+XgBBzduYf5k4YSi+iIiIq9m9ezf16tVLtq9evXrs3r37ps+LiYlhyJAhVKpUiVy5chEcHMyePXsyPeqgatWqyR4XLlyYU6dO3fQ5W7ZsYfTo0QQHB9t/Hn/8cU6cOMHly5dTbTsoKIicOXPa237yySf55JNPqF69OkOGDGHDhg0Zjv3xxx9n5cqVHP/3PzGzZ88mIiICm82W4bZEklG+KiIiHk45a/bJWbXQl5iS5ki5cUh+0hwpX3zhlMmrRUQkG7p0Ke1jsbHg72+uWNuq1a3bWrYMGjQwtw8dckh4N3NjAmYYxi2Tsueee44VK1YwceJEypQpQ0BAAB07diQ+Pj5Tsfj4+KSILTEx8abPSUxMJCoqivap/Jvt7++frrZbtmzJ4cOH+frrr1m9ejVNmjShX79+9tEX6VGjRg2qVavG3Llzad68OTt27GDJkiXpfr5IqpSvioiIIylnVc5qcc6qoqyrcOD8IhmWkHDzOVJsNhg4EO67D7y9sz6+oKCs71NERG7fzf7eTjrWrJm5Yu3x46n/+2OzmcebNfvv3x4n/3tQsWJFfvjhh2QT+2/YsIGKFSvaH/v4+JBww63S69evJyIiggcffBAw5+s6lAXJeGqx1KxZk71791KmTJlMtZ0/f34iIiKIiIigfv36PPfcc6kmuL6+vgAp4gDo3bs3b775JsePH+e+++4jLCwsUzGJC1C+mjblqyIi7kc5q3JWrM1ZVZR1FQ6cX8ThDAOOHTPnSLGqfxERyV68vWHyZHN0m82W/O/6pG/5J03K0uLKc889R+fOnalZsyZNmjRhyZIlLFy4MNmqtOHh4axZs4Z69erh5+dH7ty5KVOmDAsXLqRt27bYbDZeeumlW44OcITUYhkxYgRt2rQhLCyMTp064eXlxfbt29mxYwcvv/xyutodMWIEd955J5UrVyYuLo6lS5cmS/KvV6JECWw2G0uXLqVVq1YEBAQQ/G9O061bNwYPHsx7773H3LlzHfa6xULKV2/ev4iIZD/KWTNNOWvaNKesiIiIWKN9e/N24yJFku8vVsyS25DbtWvH5MmTee2116hcuTLvvPMOs2fPTjbR/+uvv86qVasICwujRo0aALz55pvkzp2bunXr0rZtW5o3b07NmjWdHu+E1yakiKV58+YsXbqUVatWcdddd1G7dm3eeOMNSpQoke52fX19GTZsGFWrVqVBgwZ4e3vzySefpHpu0aJFiYqKYujQoRQsWJD+/fvbj4WEhNChQweCg4Np165dpl6riIiIiGWUs2aKcta02QxDX+veKDo6mtDQUC5cuEBISEjWdGrl7WC3M0dKVtLtYE4RHRdN6KuhXBh6gRC/LPqciyV0rT1HVl/r2NhYDh48SMmSJZPN/ZRh0dH/jW5btiz57V+SQkJiAltPbqVGoRp4e7n2+9S0aVMqVqzIlClTMvS8m322LMnTXJDy1TQoX81WlMN4Dl1rz+G2+SooZ82g7J6zOiJf1fQFrsLKRO525kgRERFxlOv/bWnQQP/WZANnz55l5cqVfPvtt7z11ltWhyOOonxVREQ8mXLWbMfqnFVFWbn5HClJsniOFBER8SBBQZqPMZupWbMm586dY/z48ZQvX97qcCQ7UL4qIiJWU86a7Vids6ooK6akOVIGDjQXSUgSEADz5mX5HCkiIiLivrJiJV/xQGnlq35+8NFHyldFREQkQ6zOWbXQl/ynfXs4dIiYFUt5rum/+2JjIQsmfhYRERERuaXr8tX+LcDw8oK4OChTxurIRERERDJERVlJztubhIb1mVgPrt3byByaP22a1VGJiIiIiJj+zVen1YZr7dqa+6ZOtTYmERERkQzS9AWSprinB5CjZGno3t3qUEREREREUogf0A+fwJzwxBNWhyIiIiKSISrKSpoSmt0HbTU3l4iIiIi4poQ690Cjprc+UURERMTFaPoCERERERERERERkSykoqzc2tatEBEBq1dbHYmIiGRDMTFgs5k/MTFWRyMibmnXLnMKg0WLrI5ERESyKeWs4mgqysqtzZkDH3wAb7xhdSQiIiKWMwyDPn36kCdPHmw2G9u2bUvX8w4dOpSh860UERFBu3btrA5DJP0+/RTefRdee83qSERERLKFtWvXYrPZOH/+fJrn2Gw2Fi9enGUx3a5Ro0ZRvXp1q8NIQUVZubUBA8yvgr75Bv74w+poREQkm0lI+G973brkj50hswXH5cuXM2fOHJYuXcqJEye444470pWQhoWF2c9PL6sSyMmTJzNnzhz740aNGvH0009neRwi6fbkk+DjAxs3wubNVkcjIiLZkKvkrOkplmaVEydO0LJly3SfP2fOHHLlyuW8gNIwePBg1qxZY3/sKgMQVJSVWytTBlq3NrenTrU2FhERyVYWLoRKlf573KoVhIeb+13VgQMHKFy4MHXr1qVQoULkyJG+dVO9vb0zdL6VQkNDLUmYRW5boULQpYu5PWWKtbGIiEi24445a1YoVKgQfn5+VodxS8HBweTNm9fqMFJQUVbSJzLS/D1nDly4YGkoIiKSPSxcCB07wvHjyfcfP27utyrJ3bVrF61atSI4OJiCBQvy6KOPcubMGcD8Vn3AgAEcOXIEm81GeHg44eHhADz44IP2fam5cfqCpFEOa9asoVatWgQGBlK3bl327t0LmCMJoqKi+O2337DZbNhsNvvo1UvRl+j7RF8KFChASEgI9957L7/99pu9r6QRth9++CHh4eGEhoby0EMPcfHiRfs5X3zxBVWqVCEgIIC8efNy3333EfPvBGnXjx6IiIjg+++/Z/LkyfY4Dh48SJkyZZg4cWKy1/j777/j5eXFgQMHMnMJRG5PUr766adw4oS1sYiISLbhqjnr9TZs2ECDBg0ICAggLCyMyMhIe14HMG/ePGrVqkXOnDkpVKgQXbt25dSpU8naWLZsGeXKlSMgIIDGjRtz6NChW/Z7/d1iSbnuwoULady4MTmDc9L1vq5s3LgRMHPfnj17cuHCBXtOOWrUKADi4+MZMmQIRYsWJSgoiHvuuYe1a9fa+0kaYbtixQoqVqxIcHAwLVq04MR1/96vXbuWu+++m6CgIHLlykW9evU4fPgwkPzus1GjRvHBBx/w5Zdf2uNYu3Yt9957L/3790/2+v755x/8/Pz49ttv03MZMkxFWUmf++4zvxa6dAlmzbI6GhERcWExMWn//POP+Ts62qyfGEbK5yfti4w0z0vKJ9Nq05FOnDhBw4YNqV69Or/88gvLly/n77//pnPnzoB5W//o0aMpVqwYJ06cYPPmzWz+91bp2bNn2/dlxIsvvsjrr7/OL7/8Qo4cOejVqxcAXbp0YdCgQVSuXJkTJ05w4sQJunTpgmEYPN39aU6ePMmyZcvYsmULNWvWpEmTJpw9e9be7oEDB1i8eDFLly5l6dKlfP/997z66qv21/nwww/Tq1cvdu/ezdq1a2nfvj1GKhdk8uTJ1KlTh8cff9weR/HixenVqxezZ89Odu6sWbOoX78+pUuXztB7IOIQd90FderA1aswY4bV0YiIiItz55z1ejt27KB58+a0b9+e7du38+mnn/LDDz8kKzDGx8czZswYfvvtNxYvXszBgweJiIiwHz969Cjt27enVatWbNu2jd69ezN06NDbiufFF19k8ODBbPl1C8VLFeeRbo9w7do16taty6RJkwgJCbHnlIMHDwagZ8+e/Pjjj3zyySds376dTp060aJFC/bt22dv9/Lly0ycOJEPP/yQdevWceTIEfvzr127Rrt27WjYsCHbt29n48aN9OnTB5vNliK+wYMH07lzZ3tR98SJE9StW5fevXvz0UcfERcXZz93/vz5FClShMaNG9/We3Errn//nLgGm838m6ZvX3MKg8hI8Pa2OioREXFBwcGZb8MwzNEHoaH/PQ4Ph38HrKY411GmT59OzZo1GTdunH3frFmzCAsL448//qBcuXLkzJnTPhXB9XLlypViX3qMHTuWhg0bAjB06FBat25NbGwsAQEBBAcHkyNHjmTtrlq9iv179rPh+w0EBgQCMHHiRBYvXswXX3xBnz59AEhMTGTOnDnkzJkTgEcffZQ1a9YwduxYTpw4wbVr12jfvj0lSpQAoEqVKqnGFxoaiq+vL4GBgcni6NmzJyNGjGDTpk3cfffdXL16lXnz5vGaFloSKw0caM4rO2MGvPACuMEtlSIiYg13yFmXLl1K8A2BJtwwme1rr71G165d7fP/ly1blilTptCwYUOmT5+Ov7+//Ut/gFKlSjFlyhTuvvtuLl26RHBwMNOnT6dUqVK8+eab2Gw2ypcvz44dOxg/fnyGYx48eDCtW7cmITGBPoP70KVxF/bv30+FChUIDQ3FZrMlyykPHDjAxx9/zLFjxyhSpIi9jeXLlzN79mx7Xn716lVmzJhh//K/f//+jB49GoDo6GguXLhAmzZt7McrVqyYanzBwcEEBAQQFxeXLI4OHTowYMAAvvzyS/uAjNmzZxMREZFqcdcRNFJW0u/RR6FKFejd2xyBICIiks1s2bKF7777juDgYPtPhQoVAJx2S37VqlXt24ULFwZIcTvZ9X799VeuxFyhQP4CyeI8ePBgshjDw8PtBdmktpParVatGk2aNKFKlSp06tSJ9957j3PnzmUo7sKFC9O6dWtm/XsHzdKlS4mNjaVTp04ZakfEodq3hzvvNAcSxMdbHY2IiEimNG7cmG3btiX7mTlzZrJztmzZwpw5c5Llhc2bNycxMZGDBw8CsHXrVh544AFKlChBzpw5adSoEQBHjhwBYPfu3dSuXTtZ8bFOnTq3FfP1uW2+AvmAW+e2hmFQrly5ZK/h+++/T5bbBgYGJrsb6/rcNk+ePERERNC8eXPatm3L5MmTk01tkB5+fn488sgj9tx227Zt/Pbbb8lGFDuaRspK+gUGwm+/maNmRURE0nDpUtrHYmPB399csbZVq1u3tWwZNGhgbqdjWqtMS0xMpG3btqmOCkgqmDqaj4+PfTspEU5MTEzz/MTERPIVyMe679fh7ZX8rpXrF+e6vt2ktpPa9fb2ZtWqVWzYsIGVK1cydepUXnzxRX7++WdKliyZ7th79+7No48+yptvvsns2bPp0qULgYGB6X6+iMP5+MDmzcpXRUTkltwhZw0KCqJMmTLJ9h07dizZ48TERJ544gkik+ZWv07x4sWJiYmhWbNmNGvWjHnz5pE/f36OHDlC8+bNif/3C8zUprC6XbeT23p7e7Nlyxa8b7gj+/pRwqnlttfHPXv2bCIjI1m+fDmffvopw4cPZ9WqVdSuXTvdsffu3Zvq1atz7NgxZs2aRZMmTex3lTmDirKSMUpwRUTkFoKCbn2sWTMoVsy83Su1HNBmM483a/bfbDk3a9dRatasyYIFCwgPDydHjvSnST4+PiluJXMEX1/fFO3WqFGDf07/Q44cOShd6vbnbrXZbNSrV4969eoxYsQISpQowaJFi3j22WfTFQdAq1atCAoKYvr06XzzzTesW7futuMRcRjlqyIikg7unLNer2bNmuzcuTNF8TbJjh07OHPmDK+++iphYWEA/PLLL8nOqVSpkn3BriQ//fSTw2NNK7dNSEjg1KlT1K9fP1Pt16hRgxo1ajBs2DDq1KnDRx99lGpRNq3ctkqVKtSqVYv33nuPjz76iKlTp2YqnlvR9AWScdeuwRdfwBtvWB2JiIi4KW9vmDzZ3L6xfpL0eNIk501ffuHChRS3gh05coR+/fpx9uxZHn74YTZt2sSff/7JypUr6dWr102LruHh4axZs4aTJ09meBqAmwkPD+fgwYNs27aNM2fOEBcXx3333UeVO6vQoX0HVqxYwaFDh9iwYQPDhw9PkWCn5eeff2bcuHH88ssvHDlyhIULF3L69Ok0594KDw/n559/5tChQ5w5cybZiNuIiAiGDRtGmTJlbvs2NxGHS0yEJUtg7FirIxERETdmdc6aHs8//zwbN26kX79+bNu2jX379vHVV18xYMAAwBwt6+vry9SpU/nzzz/56quvGDNmTLI2+vbty4EDB3j22WfZu3cvH330EXPmzHF4rOHh4Vy6dIk1a9Zw5swZLl++TLly5ejWrRvdu3dn4cKFHDx4kM2bNzN+/HiWLVuWrnYPHjzIsGHD2LhxI4cPH2blypX88ccfN81tt2/fzt69ezlz5gxXr5uis3fv3rz66qskJCTw4IMPOuR1p0VFWcm4n3+GTp3gxRdTn71aREQkHdq3N7/j+3c+f7tixcz97ds7r++1a9fav0lP+hkxYgRFihThxx9/JCEhgebNm3PHHXcwcOBAQkND8fJKO216/fXXWbVqFWFhYdSoUcNhcXbo0IEWLVrQuHFj8ufPz8cff4zNZmPSh5OoX78+vXr1oly5cjz00EMcOnSIggULpqvdkJAQ1q1bR6tWrShXrhzDhw/n9ddfp2XLlqmeP3jwYLy9valUqZL9lrckjz32GPHx8ckWkBCx3O7dcP/9MHIkXPd5FRERySgrc9b0qFq1Kt9//z379u2jfv361KhRg5deesk+9Vb+/PmZM2cOn3/+OZUqVeLVV19l4sSJydooXrw4CxYsYMmSJVSrVo0ZM2YkW/jWUerWrUvfvn3p0qUL+fPnZ8KECYA59UD37t0ZNGgQ5cuX5/777+fnn3+2j+y9lcDAQPbs2UOHDh0oV64cffr0oX///jzxxBOpnv/4449Tvnx5atWqRf78+fnxxx/txx5++GFy5MhB165d8ff3z/yLvgmb4ciJI7KJ6OhoQkNDuXDhAiEhIVaHk+Wi46IJfTWUC0MvEOKXyus3DHMBha1bYdw4GDYs64OUTLvldZZsQ9fac2T1tY6NjeXgwYOULFkyUwlLdPR/K9YuW5b89i9JKSExga0nt1KjUI0Uc8pa4ccff6RRo0YcO3Ys3UXhW7nZZ8vT87Qknv4+pOvvu3vvhe++gyFD4DZWjxbrKYfxHLrWnsNd81VQzppRrpazptfRo0cJDw9n8+bN1KxZM83zHJGvaqSsZJzNBgMHmtvTpsF1w7xFREQy6vpktkEDJbfuIi4ujv379/PSSy/RuXNnhxVkRRwmKV997z2IibE2FhERcXvKWbO3q1evcuTIEZ5//nlq165904Kso6goK7fnoYegQAFztutFi6yORkRE3FhQkHkThmFk/cIIcvs+/vhjypcvz4ULF+y3nom4lDZtoGRJOHcO5s+3OhoREXFzylmztx9//JESJUqwZcsWZsyYkSV9qigrt8fPD/r2NbeTZr0WERERjxEREUFCQgJbtmyhaNGiVocjkpK3N/y7yAlTpqS+bLaIiIgI0KhRIwzDYO/evVSpUiVL+lRRVm5f377g4wMbNkA6V3sWEREREckyPXuaw5l27oQ1a6yORkRERMQuh9UBiBsrXBg6d4YDByA+3upoRERERESSy5ULIiLMQQQ2m9XRiIiIiNipKCuZM3MmZHIFQxERERERp5k40Zx6S0VZERERcSEqykrmqCArIiIiIq5M+aqIiIi4IM0pK45x9iy8+SbExVkdiYiIiIhIStHRMHWq+VtERETEYhopK5lnGFCnDvzxB+TNC927Wx2RiIi4kZiEBILXrwfgUv36BHl7WxyRiGRLTZvCpk1m7hoZaXU0IiLiZpSziqNppKxkns0GPXqY25Mnm4muiIiIm7PZbCxevDjd569duxabzcb58+cz3XdERATt2rXLdDvOdujQIWw2G9u2bbM6FJFbS8pXp06FxERrYxEREXGiRo0a8fTTT9sfh4eHM2nSpDTPV+5pDRVlxTH69DHn6/r1V/jxR6ujERERN5Jw3Zd5686fT/bYGSIiIrDZbNhsNnLkyEHx4sV58sknOXfuXLLzTpw4QcuWLR3a96hRo6hevfotz5s8eTJz5szJUNsZLSI7QlhYGCdOnOCOO+4AHFuYFnG47t0hNBT274dly6yORkRE3ExW5qxJuWpaPxERETd9/sKFCxkzZky6+1PuaQ0VZcUx8uWDbt3M7cmTrY1FRETcxsLTp6m0aZP9casdOwj/6ScWnj7t1H5btGjBiRMnOHToEDNnzmTJkiU89dRTyc4pVKgQfn5+To0jLaGhoeTKlcuSvjPC29ubQoUKkSOHZsQSNxAcDL17m9vKV0VEJAOyOmc9ceKE/WfSpEmEhIQk2zf5Fv+O5cmTh5w5c6a7P+We1lBRVhxn4EDz96JFcOSItbGIiIjLW3j6NB137uR4fHyy/cfj4ui4c6dTC7N+fn4UKlSIYsWK0axZM7p06cLKlSuTnXPjt/8bNmygevXq+Pv7U6tWLRYvXpzq7VNbtmyhVq1aBAYGUrduXfbu3QvAnDlziIqK4rfffrOPckhrRMKNt5A1atSIyMhIhgwZQv58+WlevTlRUVH24+Hh4QA8+OCD2Gw2+2OAJUuWcOedd+Lv70+pUqWIiori2rVryV7nzJkzefDBBwkMDKRs2bJ89dVX9uPnzp2jW7du5M+fn4CAAMqWLcvs2bOB5LeQHTp0iMaNGwOQO3du+yiOuXPnkjdvXuJuWAy0Q4cOdNc89JLV+vcHLy9YvRp27bI6GhERcQNW5KyFChWy/4SGhmKz2eyPfXx86Nu3L8WKFSMwMJAqVarw8ccfJ3v+jdMX3MrNcs88efJQqFAhRo0aZT+entwzKDCIB+o8wOjRo5V7pkFFWXGcKlWgcWNISIC337Y6GhERsUhMQkKaP/9cvUpMQgLR164RuW8fqd30lbQvct8+oq9dIyYh4abtZtaff/7J8uXL8fHxSfOcixcv0rZtW6pUqcKvv/7KmDFjeP7551M998UXX+T111/nl19+IUeOHPTq1QuALl26MGjQICpXrmwf5dClS5d0x/nBBx8QFBTEho0biHwxkpfHvMyqVasA2Lx5MwCzZ8/mxIkT9scrVqzgkUceITIykl27dvHOO+8wZ84cxo4dm6ztqKgoOnfuzPbt22nVqhXdunXj7NmzALz00kvs2rWLb775ht27dzN9+nTy5cuXIr6wsDAWLFgAwN69e+2jODp16kRCQkKyZPvMmTMsXbqUnj17pvv1izhEeDg88IC5PWWKpaGIiIi13C1nTRIbG8udd97J0qVL+f333+nTpw+PPvooP//8s8P6gP9yz59//pkJEyYwevToDOWeO37fwQvjX2DuB3OVe6Yhe4z3FdcxcCCsXw+XLlkdiYiIWCRpVdrMMIDj8fGE/vCD+bhRI8J/+okzV6+mPLdRowy3v3TpUoKDg0lISCA2NhaAN954I83z58+fj81m47333sPf359KlSpx/PhxHn/88RTnjh07loYNGwIwdOhQWrduTWxsLAEBAQQHB5MjRw4KFSqU4ZirVq3KyJEjSUhMoHXO1iydv5Q1a9bQtGlT8ufPD0CuXLmStT127FiGDh1Kj38XOCpVqhRjxoxhyJAhjBw50n5eREQEDz/8MADjxo1j6tSpbNq0iRYtWnDkyBFq1KhBrVq1AJKNhLiet7c3efLkAaBAgQLJboHr2rUrs2fPplOnTvb3s1ixYjS6jWsnkmkDB8KXX8KVK+YCtTab1RGJiIgF3CFnTU3RokUZPHiw/fGAAQNYvnw5n3/+Offcc49D+oD/ck+AsmXL8tZbb2Uo90xITOCewHuIiopi6NChyj1ToaKsOFabNnD4MBQpYnUkIiIiaWrcuDHTp0/n8uXLzJw5kz/++IMBAwakef7evXupWrUq/v7+9n133313qudWrVrVvl24cGEATp06RfHixTMV8/XtAhQuVJhTp07d9Dlbtmxh8+bNyUYnJBWiL1++TGBgYIq2g4KCyJkzp73tJ598kg4dOvDrr7/SrFkz2rVrR926dTMU++OPP85dd93F8ePHKVq0KLNnz7YvuCaS5Ro0MPPVYsWsjkRERCTDEhISePXVV/n00085fvw4cXFxxMXFERQU5NB+UuSehTOeeyYaiRiJhnLPNKgoK47l7a2CrIiIh7tUv36ax2ITE/H38mLd+fO02rHjlm0tq1KFBv9+632odm1HhUhQUBBlypQBYMqUKTRu3JioqKg0V6k1DCNFEmekseLu9dMgJD0nMTEx0zHfOL2CzWa7ZbuJiYlERUXRvn37FMeuLzDfrO2WLVty+PBhvv76a1avXk2TJk3o168fEydOTHfsNWrUoFq1asydO5fmzZuzY8cOlixZku7niziUzaaCrIiIuEXOmprXX3+dN998k0mTJlGlShWCgoJ4+umnib9hztvMymzumZCYwK7Tu6iUvxLeXt7KPVOhoqw4z65d5i1hlStbHYmIiGShIG/vWx5rlicPxfz8OB4Xl+ocXTagmJ8fzfLkwfvfwubN2s2skSNH0rJlS5588kmKpPLlYoUKFZg/fz5xcXH4+fkB8Msvv2S4H19fXxIcOKfY9Xx8fFK0XbNmTfbu3WsvQN+u/PnzExERQUREBPXr1+e5555LNTH29fUFSPU19u7dmzfffJPjx49z3333ERYWlqmYRBxi/364eBFq1LA6EhERyWLumLMCrF+/ngceeIBHHnkEMAuh+/bto2LFik7t90a3yj0TEhO4GHyRMoXK4O2VsffEU3JPLfQlzjF1qlmMHTbM6khERMQFedtsTP63UHjjTURJjyeVKWNPbp2tUaNGVK5cmXHjxqV6vGvXriQmJtKnTx92797NihUr7IlhRm6DCg8P5+DBg2zbto0zZ86kWBU2M8LDw1mzZg0nT57k3LlzAIwYMYK5c+cyatQodu7cye7du/n0008ZPnx4utsdMWIEX375Jfv372fnzp0sXbo0zaS/RIkS2Gw2li5dyunTp7l03Rzz3bp14/jx47z33nv2xc9ELDV3LpQrZ84xKyIikgpXy1kBypQpw6pVq9iwYQO7d+/miSee4OTJk1nWf5L05J4H9x3ks08/U+6ZBhVlxTmaNTN/L10KBw5YG4uIiLik9vnz80XlyhT59xvuJMX8/PiicmXa/7uAQFZ59tlnee+99zh69GiKYyEhISxZsoRt27ZRvXp1XnzxRUaMGAEknwbgVjp06ECLFi1o3Lgx+fPn5+OPP3ZY/K+//jqrVq0iLCyMGv+O+mvevDlLly5l1apV3HXXXdSuXZs33niDEiVKpLtdX19fhg0bRtWqVWnQoAHe3t588sknqZ5btGhR+2IOBQsWpH///vZjISEhdOjQgeDgYNq1a5ep1yriEE2amFNvrV8PW7daHY2IiLgoV8tZX3rpJWrWrEnz5s1p1KgRhQoVsiS3ulXuWfue2vRs25M3J72p3DMNNiOtCdE8WHR0NKGhoVy4cIGQkBCrw8ly0XHRhL4ayoWhFwjxy8Trb9kSli83Rx9MmuSw+MQxHHadxeXpWnuOrL7WsbGxHDx4kJIlS2aoMHmj6GvX7CvWLqtSJdntX65s/vz59OzZkwsXLhAQEJBl/SYkJrD15FZqFKqR4VvBrNa0aVMqVqzIlClTbnrezT5bnp6nJfH098Fhf989/DB88gn06AFz5jgsPnEM5TCeQ9fac7hrvgrum7NaxRVy1vTmnrfDEfmqRsqK8yTdCjZrFkRHWxuLiIi4rOuT2Qa5crlscjt37lx++OEHDh48yOLFi3n++efp3LlzlhZk3dXZs2f55JNP+Pbbb+nXr5/V4Yj8Jylf/fhj+Ptva2MRERGX5i45q7hP7qmFvsR5mjWD8uVh715z5EFkpNURiYiICwry9sZo1MjqMG7p5MmTjBgxgpMnT1K4cGE6derE2LFjrQ7LLdSsWZNz584xfvx4ypcvb3U4Iv+pXRvuvhs2bYJ33oF/pyURERG5kbvkrOI+uaeKsuI8Xl5mIbZfP3Phr/79zX0iIiJuaMiQIQwZMsTqMNzSoUOHrA5BJG0DB0K3bjB9OgwdCjfMGSgiIiLuxV1yT1XIxLm6d4fQUDh/Xgt+iYiIiIjr6dgRCheG2FjYudPqaERERMRDaKSsOFdwMKxaBVWqQCYn1RYRERERcThfX1i61Jx2KyjI6mhERETEQ6goK853111WRyAiIiIikraaNa2OQERERDyMpi+QrJOYCL//bnUUIiIiIiKpMwzlqyIiIpIlVJSVrHHyJFSoYK5ue/as1dGIiIiIiCQXHW1OuVW9Ohw7ZnU0IiIiks2pKCtZo2BBCAiAK1dg5kyroxERERERSS4kBPLmhYQEePttq6MRERGRbE5FWckaNhsMHGhuT5sG165ZG4+IiIiFbDYbixcvtjoMEblRUr767rvmYAIREREPppzVuVSUlazTtSvkywdHjsCXX1odjYiIeLCTJ08ycOBAypQpg7+/PwULFuR///sfM2bM4PLly1aH57IiIiJo166d1WGIOM/990OJEvDPP/DRR1ZHIyIiHk456+1xl5xVRVnJOv7+0KePuT15srWxiIiIS1n952oqTavE6j9XO72vP//8kxo1arBy5UrGjRvH1q1bWb16Nc888wxLlixh9WrnxyAiLipHDujXz9yePNlc+EtERORfylnFkVSUlaz11FNmsrt+PWzdanU0IiLiAgzD4IU1L7D7zG5eWPMChpOLIE899RQ5cuTgl19+oXPnzlSsWJEqVarQoUMHvv76a9q2bWs/98iRIzzwwAMEBwcTEhJC586d+fvvv5O1N336dEqXLo2vry/ly5fnww8/THZ83759NGjQAH9/fypVqsSqVatuGWNiYiLjx4+nTJky+Pn5Ubx4ccaOHWs/vn/3fu677z4CAgLImzcvffr04dKlS/bjSaMDxo0bR8GCBcmVKxdRUVFcu3aN5557jjx58lCsWDFmzZqVrN/jx4/TpUsXcufOTd68eXnggQc4dOgQAKNGjeKDDz7gyy+/xGazYbPZWLt2LfHx8fTv35/ChQvj7+9PeHg4r7zySrqvh4jL6d0bAgNhxw5Yu9bqaERExEUoZ01JOWvmqCgrWatoUejY0dxesMDaWERExCWsPLCSzX9tBmDzX5tZeWCl0/r6559/WLlyJf369SMoKCjVc2w2G2Am3u3atePs2bN8//33rFq1igMHDtClSxf7uYsWLWLgwIEMGjSI33//nSeeeIKePXvy3XffAWai2r59e7y9vfnpp5+YMWMGzz///C3jHDZsGOPHj+ell15i165dfPTRRxQsWBCAy5cvE/lIJLlz5Wbz5s18/vnnrF69mv79+ydr49tvv+Wvv/5i3bp1vPHGG4waNYo2bdqQO3dufv75Z/r27Uvfvn05evSovd3GjRsTHBzMunXr+OGHHwgODqZFixbEx8czePBgOnfuTIsWLThx4gQnTpygbt26TJkyha+++orPPvuMvXv3Mm/ePMLDwzN8bURcRu7c0L27ua18VURE/qWcNSXlrJlkuLBx48YZtWrVMoKDg438+fMbDzzwgLFnz55bPm/t2rVGzZo1DT8/P6NkyZLG9OnTM9TvhQsXDMC4cOHC7Ybu1i7EXjAYhXEh1kmvf+dOw1i71jASE53TvqSL06+zuAxda8+R1df6ypUrxq5du4wrV67cdhuJiYnGXe/eZXhHeRuMwvCO8jbuevcuI9FJ/0b89NNPBmAsXLgw2f68efMaQUFBRlBQkDFkyBDDMAxj5cqVhre3t3HkyBH7eTt37jQAY9OmTYZhGEbdunWNxx9/PFlbnTp1Mlq1amUYhmGsWLHC8Pb2No4ePWo//s033xiAsWjRolRjjI6ONvz8/Iz33nsv1eMzZswwQnKFGBei/7vOX3/9teHl5WWcPHnSMAzD6NGjh1GiRAkjISHBfk758uWN+vXr2x9fu3bNCAoKMj7++GPDMAzj/fffN8qXL5/svY+LizMCAgKMFStW2Nt94IEHksUzYMAA495773XoNbvZZ8vV8jTlq9Zw+t93+/cbxooVylctphzGc+haew53zFcNQzlrajw9Z3VEvurSI2W///57+vXrx08//cSqVau4du0azZo1IyYmJs3nHDx4kFatWlG/fn22bt3KCy+8QGRkJAv0LbfrqFQJGjaEf7/VERERz5U04iDBSAAgwUhw+sgD+G9kQZJNmzaxbds2KleuTFxcHAC7d+8mLCyMsLAw+3mVKlUiV65c7N69235OvXr1krVVr169ZMeLFy9OsWLF7Mfr1Klz09h2795NXFwcTZo0Sf34nt2UrVg22aiJevXqkZiYyN69e+37KleujJfXf6lewYIFqVKliv2xt7c3efPm5dSpUwBs2bKF/fv3kzNnToKDgwkODiZPnjzExsZy4MCBNOONiIhg27ZtlC9fnsjISFaudO61czXKV7Op0qWhWTPlqyIiAihnTY1y1szLYXUAN7N8+fJkj2fPnk2BAgXYsmULDRo0SPU5M2bMoHjx4kyaNAmAihUr8ssvvzBx4kQ6dOjg7JAloy5eBD8/8PW1OhIREclihmHw0ncv4W3ztie4AN42b1767iWalW6WIhHNrDJlymCz2dizZ0+y/aVKlQIgICAgWXyp9X/j/hvPuf64kcpcY7d6TdfHkJq04rqxbR8fnxTHUtuXmJgImLet3XnnncyfPz9Fu/nz508znpo1a3Lw4EG++eYbVq9eTefOnbnvvvv44osvbvo6sgvlqx7g8mWzOHuLP5siIpI9KWdNnXLWzHPpkbI3unDhAgB58uRJ85yNGzfSrFmzZPuaN2/OL7/8wtWrV50an2TQuHFQrBh8/rnVkYiIiAVuHHGQxJkjD/LmzUvTpk156623bjqSEcwRBkeOHLHPXwWwa9cuLly4QMWKFQGzmPbDDz8ke96GDRvsx5Pa+Ouvv+zHN27ceNN+y5YtS0BAAGvWrEk9roqV+GPXH8ni//HHH/Hy8qJcuXI3bftmatasyb59+yhQoABlypRJ9hMaGgqAr68vCQkJKZ4bEhJCly5deO+99/j0009ZsGABZ8+eve1Y3Jny1WxmyhQIC4MbFhgRERHPoZw1dcpZM8+lR8pezzAMnn32Wf73v/9xxx13pHneyZMn7ZMKJylYsCDXrl3jzJkzFC5cOMVz4uLi7MO+AaKjo83fcdEQl+L0bC86LjrZb2fxjbuMf3Q0CZPeIKZDG90elsWy6jqL9XStPUdWX+v4+HgSjUQSEhNISEyZ9NyMYRgM/3Y4XniRSGKK4154Mfzb4TQp2cThIw+mvjWVBvUbUKtWLUaMGEGVqlXw8vLil82/sGfPHmrUrEFCYgKN721M1apV6dqtK2+88QbXrl1jQP8BNGjYwH7OoEGDeOihh6hevTr3NrmXpUuXsnDhQlasXGFvo3z58jza/VFee+01oqOjefHFFwHzW/7U3jcfXx+eG/IcQ4YMIUeOHNStV5fTp0+za+cuej3Wiy5duzB85HAiIiIYOXIkp0+fZsCAATzyyCPky5+PhMQEDMPAMIxk7Ruk3AfYr+FDDz/Ea6+9xv0P3M+oUaMoVqwYR44cYfGixQwaPIhixYpRvERxVqxYwa7du8ibNy+hoaFMmzaNwoUKU616Nby8vPjss88oVKgQOUNyZvhzkSQhMYFEI5FL8ZeIt8UnO+bKf5cpX806WfX3nU9CHAFnz5IweRIxvbqBl1uNaXF7ymE8h66153CnfBWUs4Jy1rQ4Il91m6Js//792b59e4rKfmpSG5Kd2v4kr7zyClFRUSn2h70RBv63EWw2EfZm2K1PyoT8l+GoN/j98ivN++fiJ+d2J2lw9nUW16Fr7Tmy6lqXCCrBjHozuHLmSoYziviEeP48/2eqyS1AIokcPH+QTX9twtfbwVPcBMGcb+Ywe+psBg8dzKkTp/D19aVkuZJ06dOFDj06sPXkVgBGvzOa14a/RsOGDfHy8qJOozoMfnmw/Xjx2sV5NupZxk0Yx8CnB1IkrAgj3hhBaIXQ/9qYMZqXB79M7dq1KVysMIPHDGZLty38ef5P+zk3at27NaevnOaFl17g9N+nyVcgH+0fbW8/f+r8qbw+4nXuuece/P39ady6MY8Nf8x+/J8r/3Ap7lKy9i/FX+JUzKlk++IT4jkWfcy+b8pnU3hr7Fs82P5BLsdcJn+h/Nz1v7s4eOUgp0+e5p7772HpyqXcddddXI65zIzPZ3A24SzvjnuXoweP4uXtRaVqlZj4wUR+O/Xb7V+ja3DmwhlaL2vN4ZjDyY/F3n6zzqZ8Nes5+++74Dg45geh+/bT5fHcLC/r1O4kDcphPIeutedwh3wVlLMqZ70JB+SrNiO1iSNczIABA1i8eDHr1q2jZMmSNz23QYMG1KhRg8mTJ9v3LVq0iM6dO3P58uUU81JA6iMPwsLCOHrqKCEhIY57IW4iOi6asDfDOPrMUUL8nPv6/R9/Ct8P53O1UweufKjbwrJSVl5nsZautefI6msdHxfP38f+Jjw8HH//jFeFjl44yunLp9M8XiCoAMVCiqV53FMlGAls/3s7VQtWxdvmbXU4ThEbG8uhQ4coWKwgvn7J/4MTHR1NWIEwLly44FJ5mvLVrJOQAKu/i6Pz7Eg+6zmF+xr74e3EPwp+zw3Db+rbXGt2H5e/0mJsWUk5jOfQtfYc7pavgnLW25Xdc1ZH5KsuPVLWMAwGDBjAokWLWLt27S0TXDBXh1uyZEmyfStXrqRWrVqpJrgAfn5++Pn5pdgf4hfi0f8gZMnrf3YwfDgfn0Vf4nPmIhQt6tz+JAVP/5x7El1rz5FV1zrWiOW07TTeXt54e2U80QrPHU547nDHB5bd/TtQw9t2e++7O/D28sbL5kWwbzD+fjf8ByplymYp5atZa+FCGDgQjh0D+JjOC8wlCiZPhvbtndTp04PgrenkWLmakIN/QYUKTupI0uJpn3NPpmvtOdwlXwXlrLctm+esjshXXXpSpH79+jFv3jw++ugjcubMycmTJzl58iRXrlyxnzNs2DC6d+9uf9y3b18OHz7Ms88+y+7du5k1axbvv/8+gwcPtuIlyK1Urw4NGsC1a/D221ZHIyIiIpIhylezzsKF0LFjUkH2P8ePm/sXLnRSx6VKQdu25vbUqU7qRERERDyNS4+UnT59OgCNGjVKtn/27NlEREQAcOLECY4cOWI/VrJkSZYtW8YzzzzDtGnTKFKkCFOmTKFDhw5ZFbZkVGQkrFsHM2dCVBTkcOmPpYiIiIidJ+Wrt1j82akSEsyUMbWJ1wzDXC924EC47z6cMpWB1+ORBHz1FcbcuVwe9RoEBiY7HhTk+D5FREQke3Pp6ld6prudM2dOin0NGzbk119/dUJE4hQPPACjRkGPHirIioiIiFvxpHw1ONjqCNJmGOYI2tBQZ/VwL8MZzaeXurCvQGCKo66/SoeIiIi4GlXAxHo5csDIkVZHISIit8kN1gwVN6PPlLgeGy/zktVBiIjIbVJuIY7miM+UirLiehISnHPfmYiIOFTSgkSXL18mICDA4mgkO7l8+TJAmoteiTUuXbKu73XroFWrW5+3bJm5XIHTKV8VEXELylfFWRyRr6ooK65j1y4YNgx8fOCLL6yORkREbsHb25tcuXJx6tQpAAIDA7HZbBZHlf0lJCbANYiNjc12K9kahsHly5c5deoUuXLlwltFL5di5bypzZpBsWLmol6pDUyx2czjzZo5uVZ64ICZr547B6tWObEjERFxBOWr1smuOasj81UVZcW1fPWVmVUfPAglS1odjYiI3EKhQoUA7ImuOF+ikciZC2c4dOkQXjYvq8Nxily5ctk/WyJgFlonT4aOHc1UMbXC7KRJWTB41dcXFi40R8pu3w5Vqzq5QxERySzlq9bI7jmrI/JVFWXFdVSqBE2bmqMO3noLXn/d6ohEROQWbDYbhQsXpkCBAly9etXqcDzCpfhLtF7Wml/6/EKwrwuvvHSbfHx8NEJWUtW+vXkz1cCB5qJe13v4YfO404WFmR19/rlZJX7//SzoVEREMkP5qjWyc87qqHxVRVlxLQMHmkXZ99+HqCjXXuZXRETsvL29VUjLIvG2eA7HHMbXzxd/P3+rwxHJUu3bwwMPwPI1MbR5tzeDy8xm4nh/vvkGoqMhJCQLghg40CzKzp8Pr74K+fNnQaciIpJZylezlnLWW8t+44fFvbVsCWXLwoUL8MEHVkcjIiIiIi7G2xvqN0yAKp/wwoh4WrSACRMgy9ZvqVsX7rwT4uLg3XezqFMRERHJblSUFdfi5QUDBpjbU6dCYqK18YiIiIiIy/L2hm++gd69zbVis4TNZo6WBXj7bdCtsCIiInIbVJQV1xMRATlzwt69sHKl1dGIiIiIiJtIbQEwp+jcGQoWhL/+ggULsqhTERERyU40p6y4npw5YeRI8x60//3P6mhERERExMUlJJgzX02dCmvWQJ48Tu7Qz8/MV2Njzem3RERERDJIRVlxTYMGWR2BiIiIiLgJmw0mT4bt2+GNN+Dll7Og0yefzIJOREREJLvS9AUiIiIiIuLWvLxg1Chze/JkOHPG0nBEREREbklFWXFdCQkwcybUqQPnz1sdjYiIiIi4sHbtoEYNuHQJJk7Mok4NAz780MxX//orizoVERGR7EBFWXFdXl7mUIeffoJZs6yORkRERERcmM0GUVHm9tSpcOpUFnX6zjtmvjpjRhZ0KCIiItmFirLiumw2iIw0t6dONUfOioiIiIikoU0bqFULLl+G117Lok4HDjR/z5hhLvwlIiIikg4qyopr69bNXD730CFYssTqaERERETEhdlsMHq0uT1tGpw9mwWdtmsHxYrB6dPwySdZ0KGIiIhkByrKimsLDITHHze3J0+2NhYRERERcXktWpg3W61YYX6373Q+PtCvn7k9ebI5z6yIiIjILagoK66vXz/w9oa1a2H7dqujEREREREXZrOZtdH69bOw08cfh4AA2LYN1q/Pwo5FRETEXakoK64vLAzatze3NVpWRERERDLgypUs6CRvXnjkEXNb+aqIiIikg4qy4h4GDjTvRXvoIasjERERERE3cPUqPP+8Od3rsWNZ0GFkJDRuDBERWdCZiIiIuLscVgcgki716sE331gdhYiIiIi4iRw54OefzcW+xo2Dt992cod33AHffuvkTkRERCS70EhZERERERHJdmw2iIoyt2fOhMOHrY1HRERE5Hoqyop7OXYMXngBvvzS6khERERExMU1bAhNmphTGYwbl0Wd/v23WQ3+6KMs6lBERETckYqy4l5mzoRXXoFXX7U6EhERERFxA0mjZWfNgoMHs6DDjz+GUaPg5ZfBMLKgQxEREXFHKsqKe+nbF3x84KefYNMmq6MRERERERdXrx40awbXrpl1Uqfr2ROCg2H3bli9Ogs6FBEREXekoqy4l0KF4KGHzO0pU6yNRURERETcQtJo2U8/hXPnnNxZaKhZmAWYPNnJnYmIiIi7UlFW3M/Agebvzz6DEyesjUVEREREXF7t2vDWW7BnD+TOnQUdDhhg/v76a9i3Lws6FBEREXejoqy4nzvvhLp1zRUbpk+3OhoRERERcQP9+kGxYlnUWdmy0KqVuT11ahZ1KiIiIu5ERVlxT0mjZWfMgNhYa2MREREREbdy6FAWdJKUr86eDRcuZEGHIiIi4k5UlBX39OCDUKECdOoEly9bHY2IiIiIuIGrV6FdOyhdGnbtcnJnTZtCzZrQpQtcueLkzkRERMTd5LA6AJHb4uMDv/8O3t5WRyIiIiIibsLHB7y8IDERRo+GTz5xYmc2G2zapHxVREREUqWRsuK+lOCKiIiISAaNGmX+/uwz2LHDyZ0pXxUREZE0qCgr7s0wYONGmDTJ6khERERExA1UrWrOgGUYEBWVRZ3++iuMH59FnYmIiIg7UFFW3Nu+fVC3LgwaBIcPWx2NiIiIiLiBkSPN2QUWLIBt25zc2YkTcNddMHSoOf2WiIiICCrKirsrVw7uvdecGGzaNKujERERERE3ULkyPPSQue300bKFC5uriwFMmeLkzkRERMRdqCgr7m/gQPP3e+9BTIy1sYiIiIiIWxgxwlz0a/NmOH/eyZ0l5asffgj//OPkzkRERMQdqCgr7q91ayhVysym582zOhoRERERcQMVKsCyZbB/P+TK5eTO6teH6tUhNhZmznRyZyIiIuIOVJQV9+ftDQMGmNtTppirNoiIiIiI3ELz5uDvnwUd2Wz/jZadNg2uXcuCTkVERMSVqSgr2UPPnhAcDLt2werVVkcjIiIiIm4kISELUsiHHoL8+eHoUVi0yMmdiYiIiKtTUVayh9BQiIiA8HDNKysiIiIi6Xb1KtSoAU2bwsaNTuzI3x+eeAKKFoX4eCd2JCIiIu5ARVnJPsaNMycFS1rdVkRERETkFnx84J57zO2RI53c2dChcPAgdOvm5I5ERETE1akoK9lHzpzm/LIiIiIiIhnw4ouQIwesWgXr1zuxo6AgswosIiIiHk9FWcl+4uNh/nyIjrY6EhERERFxA+Hh8Nhj5rbTR8uCudDXF1/A339nQWciIiLiilSUleynRQt45BGYPdvqSERERETETbzwAvj6wnffmT9O1bkzdOoEM2Y4uSMRERFxVSrKSvbTqZP5e+pUcyldEREREZFbKF4cHn/c3B45EgzDiZ0l5avTp0NcnBM7EhEREVeloqxkP927Q65ccOAALFtmdTQiIiIi4iaGDQM/P/N7/QsXnNhRx45QpIg5fcFnnzmxIxEREXFVKspK9hMUBL17m9uTJ1sbi4iIiIi4jaJF4bff4IcfzO/4ncbHB556ytyePNnJw3JFRETEFakoK9lT//7g5QVr1sDvv1sdjYiIiIi4ifLlwWbLgo769DGH5W7ZAhs2ZEGHIiIi4kpUlJXsqUQJaNfO3J461dJQRERERMT9nDsH06Y5cRBr/vzQrZu5PWWKkzoRERERV6WirGRfAweav48d0y1hIiIiIpJu8fFwxx3mzVdOXaIgMtL8feIEXLvmxI5ERETE1agoK9lX/fqwcyd8/XUW3YMmIiIiItmBr+9/g1hHjHDi9/vVqpn56rp1kCOHkzoRERERV6SirGRfNhtUqmR1FCIiIiLihp57zlw/9tdf4auvnNiR8lURERGPpKKseIZTp8xRCCIiIiIi6ZA//3+zC4wcCYmJTu7w7Fn47TcndyIiIiKuQkVZyf4WLYKwMHjiCasjERERERE3MmgQ5Mxp1koXL3ZiR6tXQ7Fi5pwJWgtBRETEI6goK9lf7dpmcvvjj7Bli9XRiIiIiIibyJv3v7VjnTpatlYt8PIy7+z67jsndSIiIiKuREVZyf4KF4bOnc3tKVOsjUVERERE3Mqzz5rF2bvvhpgYJ3WSKxdERJjbkyc7qRMRERFxJSrKimdImhDsk0/g77+tjUVERERE3Ebu3HDwILz/vjmVgdMMGGD+XrIEDhxwYkciIiLiClSUFc9w993mNAbx8TBjhtXRiIiIiIgbcWoxNkn58tCihTnt1ltvZUGHIiIiYiUVZcVzJE0INn06xMVZG4uIiIiIuJ3ffzdTymvXnNRBUr46axZcvOikTkRERMQVqCgrnqNDByhaFM6f14JfIiIiIpIhcXFw773mEgUff+ykTpo1M0fMXr4MGzY4qRMRERFxBSrKiufw8YFPP4WjR6FuXaujERERERE34udnLvoFMHq0k0bLennBBx/A4cPQvLkTOhARERFXoaKseJZ69SB/fqujEBERERE31L8/5MsH+/fDvHlO6uSee6BIESc1LiIiIq5CRVnxXIcPWx2BiIiIiLiR4GB4/nlze/RouHrVyR0qXxUREcm2VJQVz3P5MjRsCKVLm1MZiIiIiIik01NPQcGCcPCgOdOAU1y7Bi1bQsmSsHu3kzoRERERK6koK54nMNCcryshAd5+2+poRERERMSNBAbC0KHm9pgxEB/vhE5y5AB/fzAMc2UxERERyXZUlBXPNHCg+fvdd+HKFWtjERERERG38sQTULWqOcdsYqKTOknKV+fOhXPnnNSJiIiIWEVFWfFMbdtCeDicPQvz51sdjYiIiIi4kYAA2LYNnnvOHNDqFA0bmpXfy5fh/fed1ImIiIhYRUVZ8Uze3ubQBoDJk81bw0RERERE0slmy4IOIiPN7bfeMueZFRERkWxDRVnxXI89BkFB8Pvv8N13VkcjIiIiIm7GMGDRImjRwkkzYnXtCnnzwuHD8NVXTuhARERErKKirHiuXLmgRw9ze+5cS0MREREREfdz9So8/TSsWGEuVeBwAQHmBLagfFVERCSbUVFWPNszz8BHHzkpixYRERGR7MzXF4YPN7dfecWc/tXhnnoKZs+GTz5xQuMiIiJiFRVlxbOVKQMPP2xm1CIiIiIiGRQRASVLwt9/w/TpTuigaFGzE6etKCYiIiJWcPmi7Lp162jbti1FihTBZrOxePHim56/du1abDZbip89e/ZkTcDivq5dg/h4q6MQERERN6N81bP5+Pw3Wnb8eIiJcWJniYkQG+vEDkRERCSruHxRNiYmhmrVqvHWW29l6Hl79+7lxIkT9p+yZcs6KULJFubONUfNahoDERERySDlq/Loo1C6NJw+DdOmOamTBQugQgWYONFJHYiIiEhWymF1ALfSsmVLWrZsmeHnFShQgFy5cjk+IMmeLl40V7WdMsWct8vL5b+vEBERERehfFV8fGDECHMN2QkTzHQyONjBncTGwr598PbbMGSIpt8SERFxcy5flL1dNWrUIDY2lkqVKjF8+HAaN26c5rlxcXHExcXZH0dHR5u/46IhLq1nZV/RcdHJfnuEhx4k54svYtu3j8tLFnKtRTOrI3I6j7zOHkrX2nPoWnsGT7/O2el1K1+9fa7456BNB3jgywAe7naVhBzXiHb0dbm/OcGFC+F14gSXP/6Qaw91cnAHrscVr7M4h66159C19hyefK3T+5pthmEYTo7FYWw2G4sWLaJdu3ZpnrN3717WrVvHnXfeSVxcHB9++CEzZsxg7dq1NGjQINXnjBo1iqioqJQHhgKaT99jTFwBgzbCitLQ4lGroxEREZFUxQKvwoULFwgJCbE6mhSUr4ozDf8exnwHPxeF2o9bHY2IiIikKp35arYryqambdu22Gw2vvrqq1SPpzbyICwsjKOnjrpksu9s0XHRhL0ZxtFnjhLi5zmv33bwEMGVa2BLTOTStk0kVihvdUhO5anX2RPpWnsOXWvP4OnXOTo6mrACYW5dlE2N8tWMcYc/B4mJjp8Ry3bqNMFlKmGLjydm3RoS7q7l2A5cjDtcZ3EMXWvPoWvtOTz5Wqc3X8220xdcr3bt2sybNy/N435+fvj5+aXYH+IX4nEfnOt53OuvUBXuvx8WLyb4ndnmfF0ewOOuswfTtfYcutaewWOvc8qULVtQvnp7XPH1x8fDG2/Ae+/Bli3g0GmDw0Kga1eYM4eg6TOh/r0ObNx1ueJ1FufQtfYcutaewyOvdTrzVY9YzWjr1q0ULlzY6jDEHURGmr8/+ACiPW/eExEREbGG8tXsI0cOmDcP/vwT3nzTCR0k5auffw4nTzqhAxEREckKLj9S9tKlS+zfv9/++ODBg2zbto08efJQvHhxhg0bxvHjx5k7dy4AkyZNIjw8nMqVKxMfH8+8efNYsGABCxYssOoliDtp1Aieew7atwcPvBVQREREMk75qlzPywuioqBjR7MoO3Ag5MnjwA5q1IDhw6FpUyhY0IENi4iISFZy+aLsL7/8kmwl2meffRaAHj16MGfOHE6cOMGRI0fsx+Pj4xk8eDDHjx8nICCAypUr8/XXX9OqVassj13ckM0GEyZYHYWIiIi4EeWrcqMHH4SqVWH7dnj9dRg71sEdjBnj4AZFREQkq7l8UbZRo0bcbC2yOXPmJHs8ZMgQhgwZ4uSoxGMYhlmoFREREUmD8lW5UdJo2QcfhClT4JlnIF8+J3WmfFVERMQtecScsiIZ9tdf8NRT0KaN1ZGIiIiIiBt64AFzpoFLl2DiRCd0cPo0PP00NGxoFmZFRETEragoK5Iaw4B334Vly2DbNqujERERERE3Y7PB6NHm9ttvm8VZh8qRA957D9avh3XrHNy4iIiIOJuKsiKpKVrUXJ0BzHvOREREREQyqHVreOEF+PlnCA52cOO5c8Ojj5rbkyc7uHERERFxNhVlRdIycKD5+6OPzNvDREREREQywGYzF/mqWNFJHURGmr+//BIOHXJSJyIiIuIMKsqKpKV2bbjrLoiLg3fesToaEREREXFz5845uMFKlaBpU0hMhLfecnDjIiIi4kwqykoyCYbB+gsXIf+9rL9wkQRPXjTAZvtvtOzbb8PVq9bGIyIiIiJu6coViIiAsDBzPVmHSspXZ850wsS1IiIi4iwqyordwtOnCf/pJ9rs2geVXqLNrn2E//QTCz351v1OnaBwYThxAr74wupoRERERMQN+fvD/v0QEwOvvOLgxlu2hLJl4cIF+PBDBzcuIiIizqKirABmQbbjzp0ci4tLtv94XBwdd+703MKsry8MHWqu0NCwodXRiIiIiIgbstlg9Ghz+9134ehRBzbu5WXmq4MHQ6tWDmxYREREnCmH1QGIKSYhwbK+EwyDyH37SG2iAgOwAQP37+e+3LnxttmyODoI8vbO8j6TSVpAQURERETkNjVubH7H//33MG4cTJ/uwMZ79XJgYyIiIpIVVJR1EcHr11sdQpoM4FhcHKE//GBN/40aWdKviIiIiIij2GwQFQWNGsH775uDW0uUsDoqERERsYrTpi9Yvnw5P1xXxJs2bRrVq1ena9eunHP4sqMiWeCbb6B1azh+3OpIRERExAGUr0pWa9gQmjQx148dO9YJHXz3HTzwAOzd64TGRURExJGcNlL2ueeeY/z48QDs2LGDQYMG8eyzz/Ltt9/y7LPPMnv2bGd17ZYu1a9vWd/rzp+n1Y4dtzxvWZUqNMiVy/kBuapXXoH162HGDBgzxupoREREJJOUr4oVoqJgzRpYvBjefBOCghzY+JtvwpIlULw4TJ3qwIZFRETE0ZxWlD148CCVKlUCYMGCBbRp04Zx48bx66+/0koT0Kdg5bypzfLkoZifH8fj4lKdV9YGFPPzo1mePJbMKesyBg40i7LvvAMvvmguoysiIiJuS/mqWKFePZgzxxzQ6tCCLJj56pIlZgcvvwyhoQ7uQERERBzFadMX+Pr6cvnyZQBWr15Ns2bNAMiTJw/R0dHO6lZug7fNxuQyZQCzAHsjA5hQqpRnF2TBzJyLF4fTp+Hjj62ORkRERDJJ+apYpUcPcMoNaPfeC5Urw6VLMGuWEzoQERERR3FaUfZ///sfzz77LGPGjGHTpk20bt0agD/++INixYo5q1u5Te3z5+eLypUp6ueXbH/SB+T7CxeyPihXkyMH9Otnbk+eDEZq44pFRETEXShfFasZBvz2mwMbtNkgMtLcnjoVEhIc2LiIiIg4ktOKsm+99RY5cuTgiy++YPr06RQtWhSAb775hhYtWjirW8mE9vnzc6h2bZZWKgu7xrC0UlmWVqmCDVh59iznr161OkTr9e4NAQFm9rxundXRiIiISCYoXxUrXbkCdetCzZoOXpfrkUcgTx44eBCWLnVgwyIiIuJITptTtnjx4ixNJQl48803ndWlOIC3zUb90Jxw+lvqh+YkxC+EjytVonnu3OTy8bE6POvlyQPdu5vzyk6ebC6hKyIiIm5J+apYKSAAChSAxEQYPRrmz3dQw4GB8PjjMH68ma8+8ICDGhYRERFHctpIWYADBw4wfPhwHn74YU6dOgXA8uXL2blzpzO7FQfrUqCACrLXi4yEatWU4IqIiGQDylfFSqNGmb8//hh27XJgw/36wR13QOfOmnJLRETERTmtKPv9999TpUoVfv75ZxYuXMilS5cA2L59OyNHjnRWt+JEhmEw7fhxnvzjD6tDsValSrB1q7lCg4iIiLgt5atitRo1oH17s24aFeXAhsPCYPt26NvXnGdWREREXI7TirJDhw7l5ZdfZtWqVfj6+tr3N27cmI0bNzqrW3Gi32NiiNy3jxl//cUHJ09aHY61lNyKiIi4PeWr4gqS6v+ffQY7djiwYeWrIiIiLs1pRdkdO3bw4IMPptifP39+/vnnH2d1K05UJTiYUeHhADz5xx/8/u9oEo916RK89ZaZQYuIiIjbUb4qrqBqVejUydxOms7AYa5cgffegzlzHNywiIiIZJbTirK5cuXixIkTKfZv3brVvrKtuJ8XSpSgae7cXElMpNOuXVy6ds3qkKwzZw4MGGAOb0hMtDoaERERySDlq+IqRo40B7b+8QfExDiw4QULoE8fGD4crl51YMMiIiKSWU4rynbt2pXnn3+ekydPYrPZSExM5Mcff2Tw4MF0797dWd2Kk3nbbMyrWJEivr7suXyZJ/ftw/DUxQO6d4ecOWHPHli1yupoREREJIOUr4qrqFwZ1q+HbdsgKMiBDXfqBAULwvHjsHChAxsWERGRzHJaUXbs2LEUL16cokWLcunSJSpVqkSDBg2oW7cuw4cPd1a3kgUK+PrycaVKeAPz/v6b91MZYeIRQkKgVy9ze8oUa2MRERGRDFO+Kq6kXj3w9nZwo35+5mJfoHxVRETExTitKOvj48P8+fP5448/+Oyzz5g3bx579uzhww8/xNvh2YZktQa5cvFyyZJ4A9EJCVaHY53+/c17zZYtM+83ExEREbehfFVc0ZUrDh7U2rcv+PjAhg3wyy8ObFhEREQyI4ezOyhdujSlS5d2djdigSHFi9Myb16qBQdbHYp1ypSB1q1h6VKYOtX8EREREbeifFVcxeXLUKECHD0KP/8Md9/tgEYLFYIuXWDePJg8GT780AGNioiISGY5tCj77LPPMmbMGIKCgnj22Wdveu4bb7zhyK7FAl42W7KCbGxCAn5eXthsNgujssDAgWZRds4cePllCA21OiIRERFJg/JVcWWBgdCkiZlWjhwJ33zjoIYHDjSLsp9+ChMmQOHCDmpYREREbpdDi7Jbt27l6r+rem7dutWRTYuL2xMTQ6ddu3iqSBGe9LTVips0gapVoVQpOH9eRVkREREXpnxVXN1LL5mDWZcvN2ccqFvXAY3WqgX/+5+5SO3FiyrKioiIuACHFmW/++67VLcl+1t+9iy/x8Tw9P793B0Swp05c1odUtax2WDTJnMhBREREXFpylfF1ZUqBRER8P775mjZVasc1PDq1cpXRUREXIjTFvrq1asXFy9eTLE/JiaGXkkr1ku2MbBYMR7Im5d4w6Dzzp2c/3cEisdQgisiIuJ2lK+Kqxo+HHLkMOuo69c7qFHlqyIiIi7FaUXZDz74gCtXrqTYf+XKFebOneusbsUiNpuN2RUqEO7vz5+xsfTauxfDMKwOK+v9+SdMm2Z1FCIiIpIOylfFVYWHw2OPmdsjRzq48WPHYNIk8MRcXURExIU4dPoCgOjoaAzDwDAMLl68iL+/v/1YQkICy5Yto0CBAo7uVlxAbh8fPqtUiXpbt7LozBmmHD/OwGLFrA4r6/zzj7lc7tWr0KABVKlidUQiIiKSCuWr4g5eeMFc8Cs0FC5fNhcBy7TLl6FSJXNe2aR5ZkVERMQSDi/K5sqVC5vNhs1mo1y5cimO22w2oqKiHN2tuIi7QkJ4vXRpIvfvZ/CBA9QOCeGekBCrw8oaefPCAw/AF1/AlCnw3ntWRyQiIiKpUL4q7qB4cfMmrCJFHNhoYCB06QIzZ8LkySrKioiIWMjhRdnvvvsOwzC49957WbBgAXny5LEf8/X1pUSJEhRxaGYhrqZ/0aKsu3CBk/HxFPO0uasGDjSLsvPmwSuvQL58VkckIiIiN1C+Ku7CKR/DyEizKLtoERw5YlZ/RUREJMs5vCjbsGFDAA4ePEjx4sWx2WyO7kJcnM1mY3b58vh7eZHDy2nTFrumevWgZk349Vcz2R061OqIRERE5AbKV8XdHDkCH38MQ4ZApj+uVarAvffCt9/C22/Dq686JEYRERHJGIcWZbdv384dd9yBl5cXFy5cYMeOHWmeW7VqVUd2LS4mOEfyj9aBK1coHRBgUTRZyGYzR8v26GEu+DVoEPj4WB2ViIiI/Ev5qribmBioWhUuXIDq1aF5cwc0OnCgWZR9910YMcJBE9aKiIhIRji0KFu9enVOnjxJgQIFqF69OjabDSOVVT1tNhsJCQmO7FpcVIJhMPjAAd46fpy11atTLzTU6pCcr0sXeO45c2XbRYugc2erIxIREZF/KV8VdxMUBI89Bm+8YdZPmzVzwGjZ1q2hVClz0tp586BPH4fEKiIiIunn0KLswYMHyZ8/v31bxAs4FR/PNcOgy86dbK1Vi/y+vlaH5Vx+ftC3r7l4wj//WB2NiIiIXEf5qrijIUNgxgzYtAmWLTNrqpni7Q39+8NLL8H5844IUURERDLIoUXZEiVKpLotnstms/FOuXJsuXiRvVeu8Oju3SyrWhWv7D5327PPmqNlg4OtjkRERESuo3xV3FHBgmYNdcIEGDkSWrVywGjZPn2gZ0/IlcsRIYqIiEgGOW0Vpg8++ICvv/7a/njIkCHkypWLunXrcvjwYWd1Ky4oOEcOPq9cmQAvL1acO8erR45YHZLzhYaqICsiIuLilK+KO3nuOXMqgy1bYMkSBzQYFKSCrIiIiIWcVpQdN24cAf8u7LRx40beeustJkyYQL58+XjmmWec1a24qCrBwUwrWxaAlw4eZO25cxZHlEUMA777Dv7+2+pIRERE5AbKV8Wd5MsHkZHm9ogRkJjooIYNAzZsAE8YOCEiIuJCnFaUPXr0KGXKlAFg8eLFdOzYkT59+vDKK6+wfv16Z3UrLqxn4cL0KFiQRKDr7t1cunbN6pCc77HH4N57Yfp0qyMRERGRGyhfFXczaBAULgwtW0J8vAMbrVfPXElMREREsozTirLBwcH88+8iRytXruS+++4DwN/fnytXrjirW3Fx08qVo25ICFPKlCE4h0OnNHZNLVqYv6dPh7g4a2MRERGRZJSvirvJmxcOHYJXXgF/fwc1mpSvzpoF0dEOalRERERuxWlF2aZNm9K7d2969+7NH3/8Qet/lwjduXMn4eHhzupWXFyQtzc/1KhBxwIFrA4lazz4IBQtCqdOwaefWh2NiIiIXEf5qrgjX18HN9i0KVSoABcvwpw5Dm5cRERE0uK0ouy0adOoU6cOp0+fZsGCBeTNmxeALVu28PDDDzurW3EDtuuWij0RF8fP2fkbeR8f6NfP3J482ZyzS0RERFyC8lVxZ99/D716QUJCJhuy2f6brHbqVAdOVisiIiI347T7x3PlysVbb72VYn9UVJSzuhQ3s+PSJe777TcAttaqRRE/P4sjcpI+fWD0aPj1V/jxR/jf/6yOSERERFC+Ku4rJsa8IevcOXOga6a/Q+jeHV54Afbvh2XLoE0bh8QpIiIiaXPqpJ7nz59n06ZNnDp1isTrvnG12Ww8+uijzuxa3ECZgAAK+fqyPSaGh3ftYk21auTwctrgbevkzQuPPAIzZ8KUKSrKiohzJCTg/f16HtoB3t+vhyYtwNvb6qhEXJ7yVXFHQUHm+lzDh8OoUdCpE2RquYagIOjdGyZONPNVFWVFxBmUr4ok47Si7JIlS+jWrRsxMTHkzJkz2S3rSnIFIMDbm88rV+bOLVtYd+ECIw8dYmypUlaH5RyRkWZRdudOc8Gv7DoqWESssXAhDBxI0LFjfAywoA0UK2ZOm9K+vdXRibgs5aviziIj4Y034I8/4OOPIdMf1379zAb37zcX/AoJcUicIiKA8lWRVDhtWOKgQYPo1asXFy9e5Pz585w7d87+c/bsWWd1K26mXGAgM8uXB2DckSN88+8KyNlOlSqwYQPs2KGCrIg41sKF0LEjHDuWfP/x4+b+hQutiUvEDShfFXeWMycMGWJuR0XBtWuZbDA83Jxqa98+FWRFxLGUr4qkymkjZY8fP05kZCSBgYHO6kKyiS4FCrDu/Hne/usvHt29m621ahHm7291WI5Xp47VEYiIM8TEWNd3QoI5VCq1RQQNw1y8ZeBAuO8+a24NCwrK+j5FMkD5qri7fv3g9dfhwAH48EPo2TOTDdau7ZC4RMTFKF9Nm/JVsZDTirLNmzfnl19+oVR2vR1dHOqNMmX4KTqaXy9dYsShQ8yuUMHqkJznyhU4cgT+HSEsIm4uONjqCNJmGOaIhNBQ6/oXcWHKV8XdBQebo2Wfew7GjDGXMfDxcUDD8fFmpbdiRQc0JiKWU7568/5FLOK0omzr1q157rnn2LVrF1WqVMHnhuzg/vvvd1bX4ob8vLz4vHJlJhw5wutlylgdjvNs2AD33w+FCplTGVw3d52IiIhkLeWrkh089RQsWgR9+jgotfztN2jRwqzu/vlnJlcQExERkbQ47V/Yxx9/HIDRo0enOGaz2UhISHBW1+KmSgUEMCO7jx6tXNlc6GvnTvj2W2jSxOqIRCSzLl3K+j43boQuXSC9c14OHgwjRoCX06aSF3FLylclOwgMNKeCdZjy5c3bjU+ehC+/hA4dHNi4iFjCinx1+3Z44AE4fTp95w8YYA751xdB4kGc9mlPTEx0VtPiARINg8nHjvFgvnyEBwRYHY7jhIZCRAS89Za5yqSKsiLuL6vmoUqacwvgrrvM/zCXKQP//APnz9/81quJE80vgiZOhMaNsyRcEXegfFUkFf7+8MQT8PLLZr6qoqyI+7MiX61RwyywFi8O0dFw4cLN89WpU8189bXXzNH6uqtUPECWDJmJjY3Nim4kG3nx4EGePXCALrt2EZ/d/sPUv7/5e+lSc64uEZGbOXYMnn4aGjX6L5ENDYUffoA9e2DmTHPfjYmrzWb+PPKIuYr2r7/CvfeaU6js2ZOVr0DELShfFXd39Sq8+y7UqweZ/jg/+aRZTFm/HrZudUh8IpKN/f03PP883H23OXAAzC94Vq+G/fvh/ffNfWnlq716QZ485h2lrVpBs2bmVCoi2ZzTirIJCQmMGTOGokWLEhwczJ9//gnASy+9xPtJfyBF0vBE4cLkzpGDTRcvMiS7FS7Ll4eWLc3iytSpVkcjIq7qwAFzgsBSpcyRSuvWmYXYJHfcYa5Q2749fPEFFC2a/PnFipn7P/zQTIb79TPPX7LEfO6AAVrYQDye8lXJThISYPRocwmDpO/rbluRItCpk7k9eXKmYxORbOroUYiMhPBwmDABfvkFli3773ilSub81LfKV99/38x9Bw8GX1+zmFujhlmsvXYtS1+SSFZyWlF27NixzJkzhwkTJuDr62vfX6VKFWZmOkuQ7C48IIC5FSoAMPn4cRakdx4adzFwoPl71izzVg4RkSS7dpmjW8uVg/feM4c+NWwIK1fC//6X+nPat4dDh4hZsZSHO0DMiqVw8KC5HyB/fnPalJ07zZGyCQlw+bJuCxOPp3xVshN/f3jxRXP7lVfgypVMNpiUr378sTkKTkQkyf790Ls3lC5tDjSKjYV77jG//G/TJvXn3CpfzZXLnLpgzx5z7QTDMKc80Byzko05rSg7d+5c3n33Xbp164a3t7d9f9WqVdmj2yYlHdrky8dzYWEA9NqzhwOZzixdSLNmUKECXLxofgsoIgLmAl6VK8P8+ZCYaM6ntX49rF0LTZvevIjq7U1Cw/p8UgUSGtY3R8XeqHx5c9GW774zF1JI8scfMG+e2aeIB1G+KtlNr17m9I1//WVOZZAp99xj/sTHJx/5JiKebdcuM6d8/31z8ECjRub/aTduNAuymc1XS5aETz4x23vttf/2HztmDljQIpySjTitKHv8+HHKlCmTYn9iYiJXr151VreSzYwtWZJ6ISFEJyTQeedOYrPLX8A2G7zzjvkPWtI3gyLima4ffXTPPebUAg8+aN7+9c03aY+OzYxGjcxbU5MMGQKPPmrOA/b9947vT8RFKV+V7MbPD4YPN7dfecW8KSJTJk2CbdugZ89MNiQibu36fLViRTNnbdnSnFrru+/MBawdfQdW7drmNF5Jhg83p/aqXh1WrHBsXyIWcVpRtnLlyqxfvz7F/s8//5waNWo4q1vJZny8vPikUiXy+fiwIyaGjdnpVv8GDcx/0ETE8xgGrFkDjRtDlSr//a/Zywt+/hkWLoQ778y6WO65B3LmhC1bzIJtu3awd2/W9C9iIeWrkh1FRJjTO/79N0yfnsnGateGatUcEJWIuKUffjCLr2XLwrlz5j6bzRwZu2yZubJgVqlZE3Lnht9/N+8ma94cduzIuv5FnMBpRdmRI0fSv39/xo8fT2JiIgsXLuTxxx9n3LhxjBgxwlndSjZUzN+fTytV4ocaNWicO7fV4TjHP/9YHYGIZAXDMOfaqlMH7rvPnJbg/HlzVZYkgYFZG5PNBsOGmXODPfmkeRvZl1/+txjYmTNZG49IFlK+KtmRjw+89JK5PX68OdWjQ/zzjxaIFPEEhgGrVplf1NevD8uXmwMI1q7975yszlfBXFBs/3549lnzL7qVK81Rs717w4kTWR+PiAM4rSjbtm1bPv30U5YtW4bNZmPEiBHs3r2bJUuW0LRpU2d1K9nUvblzc3dIiNVhOF5iormgT+HC5lQGIpI9JSTAp5+aieP995ujYf39zeTywAGzQGu1AgXg7bfNEQdt2pgr3b71lrkgoUg2pXxVsqtHHzVnHPjqK/Ofm0wxDOjb15z25qefHBKfiLigxETzi/l77jHXQPn+e7P42aePuf7Agw9aHSHkyQOvvw67d0PHjmbM779vLjYm4oacuoxd8+bNad68uTO7EA+07eJFxhw+zIcVKxKY2sTg7sTLy/zW8epVmDIFZsywOiIRcYa9e+Ghh8zt4GDo1w+eeQYKFrQ2rtRUrGiO5l2zBiZPNkfLJjl50ozZ0XOGiVhI+apkRz4+DvxOzWYzF/uKjzf/XahTx0ENi4hLOX7cLHReuwYBAWYxdvBgKFbM6shSKl0aPv/cvNts3Dh4/vn/jv39N+TLl/oiYiIuxmkjZUuVKsU/qdySff78eUpdP1mzSAZcTUyk3e+/s/DMGSL37bM6HMcYOND8PXcunD1rbSwi4hixseaiB0kqVTKHLI0aBYcPw6uvumZB9npNmphDrAICzMcJCdC0qTm/4A8/WBubiIMoXxVPEReXyQaS8tUvvjBXQBcR93f1qjk3bJKwMHMqq6FD4dAhc6E/VyzIXq9uXVi6FEJDzceGYS6kXbOmOQWDiItzWlH20KFDJCQkpNgfFxfH8ePHndWtZHM+Xl68X6ECNuD9kyf58ORJq0PKvAYNzAUUrlwxb70QEfcVEwNvvGGuFNusmVmATTJrFowcad525Y527ICDB2HTJnN+sQ4dILt8OSYeS/mqZHcxMeb0i6VKwYULmWioWjVo2ND8gi7Tq4eJiKViY80pq8qUMb9w37nzv2NTpsArr5jTWrmjAwfMaQG3bzdz8Vatkr8+ERfj8OkLvvrqK/v2ihUrCE36xgJISEhgzZo1hIeHO7pb8SBNcudmZHg4ow4dou8ff3BnzpxUCgqyOqzbZ7OZow969TLnb3zmGcjh1JlFRMTRzp83//xOmvTfwn1hYeYogxIlLAzMgapXNxdXGDkSZs6EhQvNkbT9+pkryuTNa3WEIummfFU8hb8/fPMN/PWXOfNAptavGzjQnGPynXdg+PD/7qQQEfdw6ZI5Xd7rr5tTUgEUKmQOIqhc2drYHKVMGTNfHTMGpk0z/wJcscJcDCwqyny9Ii7E4ZWfdu3aAWCz2ejRo0eyYz4+PoSHh/P66687ulvxMMNLlOCHCxdYfe4cnXbuZNOddxLkznPGPPwwDBkCR46Yk6t36GB1RCKSHufPw2uvmQXZ6GhzX+nSMGyYucqKr6+l4TlcoULmf8YjI+G558xEd/Jk+OAD+OUX87WLuAHlq+IpvL3NmXMeesi8kSMyEnLlus3G7r/f/KLx8GH46CN47DEHRioiTpN0J9ekSf9Nl1e8uDkPa69eDlgN0MXkzWu+1n79zKkYFi6Ed981/9764Qdz5L+Ii3D49AWJiYkkJiZSvHhxTp06ZX+cmJhIXFwce/fupU2bNo7uVjyMt83GvIoVKeTry67Ll3nqjz8wDMPqsG6fvz888YS5/c471sYiIumXmGje5hUdbY4wmD8f9uwx/6Oa3Qqy16tcGZYtg5UroWpVuOMO895YETehfFU8SadO5l/bFy7Am29moiFvb+jf39xWviriPmw2mDrVLMiWKWNOmbdvHzz1VPYryF6vbFlYsADWrYO77jJz1TvusDoqkWScNqfswYMHyZcvn7OaF6Ggry+fVKqEF3AyPp7YxESrQ8qcp54yR9x9+qnVkYhIWg4ehPHjzUUEwJwf9rXXzG/gt2+Hrl09a/qRpk3h11/NhNdmM/edPw9t2pir4Yq4OOWr4gm8vMy7dsEsymZqXdnHHoOxY+Hrrx0Sm4g4wbFj5p/TpP8fBwaa+epHH5mDB3r1yt6DB25Uvz789JM5jUHS3bVXrkDbtvDtt9bGJh7Pqf9zXLNmDWvWrLGPQLjerFmznNm1eIiGuXLxffXq1AkNxTupIOCuihSBwYOtjkJEUrNnj7nowfz55iIn99wDjRqZx/r2tTQ0y3l7J18MYsIE8z/rX39tDs965RVNayAuTfmqeIIHHzTv2P3tN3M6ybFjb7Oh3LnhhRccGpuIOMiff8Krr8KcOXD1qjlE/t/perhhqh6P4+WVfD7ZqVNh6VLzp00bM3+tWNG6+MRjOW2kbFRU1P/Zu++4ps7vD+CfECBskKkICm7FPepoXdXiqNZZtcNOu4ej045vtb+2dlc7XG3tHtZZtdZR62q1ddS9caEIsqcQILm/Pw4hiaCiQm7gft6vV17AzU3yhEvCk3PPcw5iY2Oxbt06pKamIiMjw+5CVFluCgiwC8gWV/eMWYviYrVHQES7dwOjRgEtWgDffisB2dhYwKYpEF3kqaekmYKLC7BggUxwn3kG4P9+ckKcr5JW2GbLfv45YDRW0h1zvkqkvoMHpZdBkybyAi8qAnr0AMLC1B6Z83rgASnH4uoqgdlWrWTlanKy2iMjjamyoOzs2bPx9ddf499//8XSpUuxZMkSu0tFbdq0CYMHD0Z4eDh0Oh2WLl16xdts3LgRHTp0gIeHBxo0aIDZs2dfxzOh6iLfZMLDR45g7OHD1bu+7Nq1koU3bZraIyHSrtRUWdLUrp0EFhUFGDIE2LZNlj61a6f2CJ1XnTrygWDXLglgFxVJc4mGDaX+LpET4XyVtOS22ySJbs8ewGC4zjv76y8J+rzwQqWMjYiuQU4OMHKk1En9/ntJHujfH9i8Gdi4EejaVe0ROq/gYMmW3b9f5vgmEzBrltTcnTbNWqqMqIpVWVC2sLAQ3bp1u+77ycvLQ5s2bfDpp59WaP+TJ09i4MCB6N69O3bt2oWXXnoJTz/9NBYtWnTdYyHntj8vD18lJeHn5GTMOXdO7eFcu5QUCfzMnAkUFqo9GiJtqlULOHJEUovuuEPqxS5dKk0CqGJat5YA9qpV8mEhI0Myj4mcCOerpCU6ncRQ69SphDvLzpbAz5dfArm5lXCHRHTVfHyAU6ckgDhsGLBjB/D778BNN6k9suqjaVOZ42/YAHToIIHu7dutvRKIqliVBWXHjRuHH3/88brvZ8CAAXjjjTcwfPjwCu0/e/Zs1KtXD9OnT0fz5s0xbtw4PPDAA3j//feveyxaYDIBmzfqgX1jsHmjHiaT2iOquE5+fpgWHQ0AmBAXh105OSqP6BqNHCmz5aQkydAjoqqlKFL/dOhQoKBAtun1wLx5Ukv2xx9lSRNdm379JBj7+efA//2fdfvx49J0gUhFnK+Slp09ex037t9flkpnZQHffFNpYyKiS1AUYN06SXnPzpZtOp0k8uzfL01nO3RQd4zVWc+ekhj1/ffS1Nfi3DnJOiaqIlXW6KugoABz587FH3/8gdatW8PNzc3u+g8//LBKHnfr1q2IjY2129avXz98+eWXKCoqKjMOADAajTDaFFbKLnmTyzZmA5VVb6kaWLbUFS8844FzCd4AfsKgRUB4XTPe+aAAtw2tHvWiHgr1x58Z/vg9Iwsj9u/HxtbN4O+qV3tYV8394QfhMfUNmKZ/iLwRg6rkTF22MdvuK9VcPNaXYDLBdekyGN79APo9+wAA+V/MQtFDD8r1nVrL12r0e3PqYz12lHwtGZvnpAlwW7YCRbcPR8Hrr0GJjlJvbNWMUx9nB6jM5835avWl9dfB9cjOBh4Y64m/Nrliz6FchNW+tmW6bo89BM+Jz8E0YzryHrhLVpdUMh5n7eCxvgRFgevKVXB/5324btsBACj4+EMUPjdJrm/TTL5Wo9+bUx/rkYPla8nYPF58Hu7f/YCiQQNhfOt1mJs0VnFw1Y9TH+sqVtHnXGVB2b1796Jt27YAgP3791fVw5SRlJSEsIsKWoeFhaG4uBipqamoU856nWnTpmGqpfK9jcgPIwGPKhuqczk4DPhlYZnN5xKAsWM8gFEjgRYVr62mKldfoMNcnERt1Fv5MXBwitojumrBF4AzesBjx3+IfTIA/0ZW3WNFflSFd05OhcdauJqAO/YBk/8CmqfKtlw3YGYn4MNTk3D+7UnqDrASOPux1puAufHAfQDcFiyGefFifNwZeLM7kOWp9uiqD2c/zlWmoPLuivPV6k+zr4ProQA48DeQ3w1NxnwB9L+2/3s+RuCsAfA/FodRD9XC6iqMVfA4awePtXAxAyMOAi9vBtqcl235rsDn7YH30qfi7Ntl/x9UN05/rBXg4yPAYzrAbcVK6H5bidkdgam9gFRvtQdXvTj9sa4KFZyv6pRq1BFJp9NhyZIlGDp06CX3adKkCe6//35Mnjy5dNvff/+Nm266CYmJiahdu3aZ25SXeRAZGYkzyWfg5+dXqc/hUvLyHPIw5TKZgBva+iDxnA5A2YxMnU5BnXAF/+7KhV6FpFPva3jD25mTh34HjqJIUfBuVAQeqRNa+QOrYh4PPwH3b79H0e0jkP/dvEq//2xjNiI/isSZiWfgZ3DM3zmpg8faRlYWfLr0gMvJUwAAJcAfhY8/isInHoUSFKju2CpBdTvWLnv2wuPFV+C6XpaFmQNrofDlF1H48INAOZmCJKrbca5s2dnZiAyNRFZWlsPmaVejJs9XnYnWXwfXa/06PYbe6g2DQcGeQ7moE35tHwkNz78Ew8efoTi2Ly4sq/yayDzO2sFjbcNohHeXHtAfOgwAUHx8UPjIgyh8+kkoYdXvc+3Fqtuxdjl8BIaXX4Pbb78DABQ/Pxifn4TCJx8DPDR8VrQCqtuxrkwVna9WeqZsRWpp6XS6KmtkULt2bSQlJdltS05OhqurK4KCgsq9jcFggKGcFqR+Bj+H/eH4O/FrWVF0OJegQ2SoOi+iazlt0Nvgh/cbmjD11CnE+Naqnm8AE58Bvv0ebkt+hVtqDlC3bpU8jCP/zkldmj3WJhNKzyiF+gHNWwC5ecAzz0D32GMw+PnheptQO5tqc6xvuAlYt16aUjz3HFwOHoTHMy/Aw80TeOoptUfn9KrNca5slfCC5Xy15tD6879Wtw2QXkB//aXDpx/64pNPrvGOxk8CPpkJ1zV/wO/kOaBZs0odpwWPs3Zo9ljbzlcNANq1B5LOA+PHQ/fUUzAEBnK+qpY2nYAVK4E//wSefRa6Xbvg8coUeJhdgFdfVXt01UK1OdaVqYIv2EoPyvr7+1f2XV6Vrl27Yvny5Xbb1qxZg44dO5Zbn4tqrqfq1sWY0FCEururPZRr07YtMGEC0L07cNESRyKqgKws4LPPgFmzpKGU5cTGnDlAYCDg5aXu+EjodMDAgUBsrHTx/uILYNw46/X5+YAnaxpQ5eJ8lbROpwNefx24+WZg7lzg+eeByGtZXdqgAfDii9IQs2HDSh8nUY2Xlydz048+Av74A2jaVLZ/8AEwezbg66vu+Mjq5puBHTukGdhHH9knEHC+Steo0oOyX331VaXeX25uLuLi4kp/PnnyJHbv3o3AwEDUq1cPkydPRkJCAr799lsAwKOPPopPP/0UkyZNwkMPPYStW7fiyy+/xE8//VSp46psubnqPfamTfJ5+EpWrgR69Kj68VQWnU5nF5BNMhoR5u4OXRU0zaoyH32k9giIqp/UVGDGDOCTTyQwCwCffw5MmSLfR0SoNjS6DFdX4JFHgIcftjY3NJmArl2BmBjgrbeA+vXVHSPVGJyvEgG9ewO9egEbNshb7KxZ13hHb71ViaMi0ojMTEke+OgjIC1Nts2aBUyfLt+XU8aGnICLC3DPPcDYsdb5qqJIckFICPDOO0BjNgOjiquyRl+VZceOHejdu3fpz5MmSSH6e++9F19//TUSExMRHx9fen10dDRWrlyJiRMn4rPPPkN4eDg+/vhjjBgxwuFjvxrXUje1ssTGSowiIeHSpQIiImQ/NWrKVoYVqam45/BhvFK/PiZdUxoAETm9xERrVoGlUHfz5sBLLwFjxqg7Nqo42xNnf/0F7Nkjl0WLZPXA5MmAylmORBfTynyVap6pU4GePYG1awGjESinQgYRVabUVAm8fvIJkF3Snb1hQ8k4v+ceVYdGV8F2vrp7N7BlC2A2A8uXA48/Dvzvf8AlyhER2XL6oGyvXr1wuV5kX3/9dZltPXv2xH///VeFo6pZ9HpJKhs5Ut5byvt1h4QARUXVNyh71mhERnExXjhxAl38/NCtOn2gz8qSf9p//y3pytUp05fIUQoKgJYtgfR0+bldO+Dll4Fhw+SMNlVPPXsCO3cCzzwjqVzvvCMlDqZMkYxaLvMmJ8H5KlVXPXoAixfLqrnrCsjm5QEzZ8pc9Y8/qu+HBqKqZDIB7dsDZ87Izy1ayHx11ChZMUTVU7t2wN69Ugdm5Urg44+Bb74BXnlFShzwbBddBj+pEgBg+HBg4cKyvaRCQgB3d2DXLuDOO9UZW2V4JDwcY0JDUawoGH3wIFILC9UeUsWZzcC0acCqVcDGjWqPhsh52GSdwcMDuPde4MYbZTK0cycwYgQDsjVB+/bSWGHZMqmzlpoKPPmk1C+8qFESERFdvWHDKiFm4OICvP22nEC7qF4ykaadOWPNetLrpW5+hw5yNmTfPvmQzYBs9RcTA/z2myw7aN1aEquee06aH544ofboyInx0yqVGj4cOHUKWLE6DxhxB1aszkNiIrBmDRAcDDzxhNojvHY6nQ5zmzRBE09PnDUacc/hwzBfJqPFqdSqZV3KMmOGumMhcgZ790o5gqgoWSpk8fbbwObNwIABzCivaXQ6YPBg+fDy2WfyTyk4mE0QiYgqUXGxVI25Jp6esoIB4HyVCACOHAHuuw+IjgZ+/926ffJkYPt2ruaqqfr2Bf77D5g3D6hTRxq1sScCXQbfBciOXg9072kCWv2M7j1N0Otl9ejJk0CfPmqP7vr4urpiQUwMPFxc8Ht6Ot6xzbJzdk8/LV9//VUOBpEWbdsGDBkCtGkDzJ8vWQd//mm93t2dwdiazs1N6nTFxQHffms93llZwGOPWZcDEhHRVcnKkpXUvXoBx45d4508/rh8mNiwQU6gEmnRnj1SjqB5c1nCbjIB69dbr3dz0/R81WQCNm/UA/vGYPNGPUwmtUdUBfR64P775c104UJrOZf8fJmvHj+u7vjIqTAoSxXi42P9/uBB4Pbbgdxc9cZzrVr7+ODTkm6Ir5w8iX8sndmdXfPm0mlNUYBPP1V7NESOoyhStuOWW4DOnWUJu04nk93du6VWE2mPvz/QoIH152nTpMFbkyZSm83SOIOIiCrE31/eQk0m4P/+7xrvJDJSSgcBzJYl7fnnH1nV07YtsGCBzGGHDJGkgvfeU3t0TmHxYlnoNqifN7DoJwzq542oKNleI3l7yxurxYwZMl9t3hyYNMnaC4M0jUFZuiomk7X+bP/+QE6O2iO6eg/Uro2xYWF4ODwcbW2jzc5u/Hj5+uWX1TMiTnQtTCZZ+vXHH1Jv6777gEOHJFO2TRu1R0fOYuRI6VZTUAC89RbQuLFMeouL1R4ZEVG1MXWqfP3hB+Dw4Wu8E8t89YcfgJSUShkXkdNTFOCRR4AVK6QkwZgxki2+dCnQqZPao3MKixfLdO3sWfvtCQmyvcYGZm3deivQr590UP/oI6BRI/lqNKo9MlIRg7J0VfR6WTHq7w/8/be8p1SXZFMLnU6Hr5o1w6wmTeBRnTrD9u8vZ9qysuQgENVEZrNkw1qa8bm6Av/7nyz1OXYM+OorafZEZKtjR1kuu3SpvE8mJ8vfTOvW0nSBiIiuqEMHSewzm4HXX7/GO+naVd6TjUbg888rdXxETkNRpLFsXp78rNMBr74qS9YPHQJ++kkakjqRvDz1LtnZUo2vvJYulm3jx8t+aozPYVq1kubdq1bJ9xkZkjHbooVkvZEmMShLV+2GG4B166T/1NatEpjNzFR7VFdHb1PHx6Qo2JCRoeJoKsjFBXjmGckU7NFD7dEQVa7iYuD772WCMmSIZNhY3H8/MHOmrHciuhSdTv529u8HPvkECAqSD0YLFqg9MiKiamPKFPn6889Ssuyq6XQyX73jDvmQQFSTmM0SPOvQQbIe5861XjdypDR3sl2u7kR8fNS7+PtLRuylKIpk0Pr7qzM+h+vXD9i1C/jiC6B2beDECfkcRJrEoCxdkw4dJDAbGAj8+6+Ue6wOcc2LFZhMiN2zBzfv2YN11eEJPPywZAq2bKn2SIgqhyWTpmlTYOxY+QTo7w9cuKD2yKi6cnMDnnxSmoG98ALwxhvW686cufynAiIijWvbVkqVKYq1nMFVGzMG+PFH+cBAVBMUFwPffQfExEhzlV27pF6oZWUX0dXS64EHH5SVgP/7H/Duu9brkpLY3FtDXNUeAFVf7dpJ4/O+fYEdO4AXXwTmzFF7VFfHQ69HlIcHFAB3HjyI3R07oo7BoPawiGo+RZFsxnfftQbJgoNlCc/jj0tgluh6BAQAb79tv23CBOD334FnnwWeew7w9VVjZERETm3KFKnvmJwsMSd3d7VHRKSiL76QevWWIFlAgKzFf/ppWZVTTTi6Jcn06cA330jMsaL69ZNftaYqlfn4lD0D9vLLkjn79NPASy/JEmWqsZgpS9elTRtg/XppNGl7cqc6+aRxY7Ty9kZyURHuPHQIxWaz2kO6sj17gAceuI4uDEQq0+mA5cslIBseLkXuT50CJk9mQJaqRn6+NJ3Jz5fW4o0by7JDNgMjIrLTqhWwb58kX1xXQPbQIanvvX17pY2NyOFWr5aAbEgIMG0acPq0BNGqUUAWkMTeqrwUFtr/vGePBGQ9PYHRoyX3wqaCYLlWr5YE+9Gj5W3Dy6vqx+3t7Zjff4UVF8vno8JC4P33pRnYjBnMyq7BGJSl69aypfTlsY2j5OerN56r5aXXY0FMDHz0emzIzMTU06fVHtKV/e9/Usbgk0/UHglRxaSlSerN+fPWba+/DsyeLXWUJkxwwlkR1SiensDGjcCiRTLBPX9eOiW3bSvZs+V1nyAi0qiWLa8cQLmit9+W//PTp1fGkIiqXlaWBF5PnLBue+UV+Rs+dUqWhvr5qTU6p3PhAjB/viRohYbKeRiLCRMkU/b8ealRbVlRe/H7ik4nlzffBIYOle9/+w3o3Vt62RQUOOrZOAlXV5mXrlwpDcDS0+WXGRMjSxg4X61xGJSlSvf++/IGaht7cXZNvbwwt6Qo+5unT2N1errKI7qC8ePl6zffVL8ua6QtSUnA888D9etLVsGHH1qv69pVgmIsGUKOotNJscQDByTrIDBQvh840L65HBERAQBSU2W6eU0s89VffgHOnau0MRFVurQ0SXqpX1+Wi7/zjvW6Nm3kb9nLS73xORGTCfjjD+nDW7u2lJBesUISPP/4w7pft27APfdYK0UNHy490urWtb+/iAjZ/tJLwJIlwJEjkmDv6Sn37+Fh3ddorPrn5xR0OmDAAEk3njMHCAuTXgkjRgCffab26KiSMShLlSozU1Yh798vZ7eSktQeUcXdERaGR8PDoQB46MgRFDpzGYPevSWFIS9PunwSOZv4eGm2FB0NvPee/K22aSMzNCK1ubtLna64OKkv26iRTHQtnPn9n4jIQTIz5e3xvvuAnTuv4Q7atwduukmiNbNnV/LoiCpBYqLMA+rXl9JGWVlA8+byWYvK2L8fiIyUJt9ffw3k5ABRUVIC9eBB4KmnLn/74cMl4XjF6jxgxB1YsToPJ0/KdovGjYGZM+WjxIwZ1u3x8VLx7NlnpW+rJri6SqPvY8eAV18F6tUD7r7bej3nqzUCg7JUqQICgA0b5AzYoUNAr17V68T4Rw0bYnRICFa0agV3Fyd+eeh0ElAApISByaTueIhsPfkk0LChnMktKAC6dJFT6Lt2AUOGqD06IqtateSkwYEDkpIByPtp9+5SbsPRXTGIiJxIQABw223y/WuvXeOdWOars2drcB0yObXJkyV54IMPJHmgXTtJ2dy/X9I/CadOAZs3W39u1EjKFNaqBTz6KPDXX1Lp4Y03JJZdEXo90L2nCWj1M7r3NEGvL3+/4GCgQQPrzz/8ICv5P/hAtt91F/Dff9f81KoXX18p+3bsmLwxA1LGoH9/4IUX5GQCVVtOHHWi6qpxYynbFxkpyw969bI2V3d2Hno9fo6JQWsfH7WHcmV33SVLb0+dkoZJRM6kuBi4+WZg3Tpgyxbg1lsroTgdURWx7WSzYoX8zU6dCjRpAnz5JU98EZFmvfqqBFF++w34999ruINhw+RDQUqKFJYkchZ6vayH79ZN/sB37pRVM86cmOMA6enSB7VHD4lZ33+/tYyph4c0+U5KAmbNAm680XHT+xdesNaaLS4GfvxRmoLdfLNs10TSqO18ddMmYO1a6bbesCHw6adAUZF6Y6Nrpu13HKoyDRtKYLZ+fTmh07Nn9Vxm8E9WFtY4a31ZLy9ZzgDYr+0gcqQdO+QDl21n5RdflKDWunUyU2IwlqqT224DFiyQNIzERGDcOMmeWbNG7ZERETlc48bA2LHy/TVly7q6Ak88Id/PmMEmNaSOffuAO+6wL3o6YYJEGP/6S2rLa3i+WlAgfVCHDZM6ro88IhmyOp18ns/IsO7btq19bNBRXFzkMP35p8TP77xT4urr10tic3a248ekqh49JJGgeXOpifzUU1Le8Ndf+T5bzTAoS1UmOlpKGURHA8ePA6tWqT2iq7M+IwPdd+/GmIMHcdpZl1s9/rhkH9x8s0ZOD5LT2LQJ6NcP6NQJWLpUWqZaRERIEy+i6kinA0aOlOJoH34oa/T27ZO/9/79uUSMiDTHki27ejXw99/XcAcPPSS1EG+9lZlc5FjbtknprNatJVP7jTes1wUHy5JODQdjLSZOlKnP0qXyEm3TRqo7xcdLjkVgoNojtNe+vZQzOHlSasxOnGi/qn/OHGlSWKPpdPKeunevpC2HhABHjwJDh8rfdXXquq5xDMpSlYqKksDsnDkyH6tObvT3RzsfH2QUF2P0gQPO2fgrMlLKF7z6quaX2pADKIp8IuvRQ9Lf16yRT2n33ANMm6b26Igql8Egs/y4OPnq5iZpGH5+ao+MiMihGjSQJczANWbLBgZK9OSNN9RJsSNtURRZshkbC3TuDCxbJgGsUaO4uhBynvnFF4Hdu63bRo2SnIoXXpAY3+7dEuyMiFBrlBUTGSnB49dft2776y+pd1uvHvDYYxKnrNFcXeUJx8UBL70kNSbS0+WkA1ULjOJQlatXz7rKHpBOridPqjacCnN3ccEvLVogwNUV/+bk4MUTJ9QeUvkYjCVHGTFCMgU3b5YPVY88IvVJvvmm4tX9iaqbwEDJmD10CPj8c2tGTXa2nIzIy1N3fEREDvDyy4C3tzT6KSy8hjvgfJUc5cEHJVNw7VpJHrjvPvkfPn++pIBq0NmzErxs00aSht95B/j6a+v1PXsCp08Db78NtGql2jArhaJIJm1+vvQXbNZMkkc3b67hq/r9/GTl4tGjwLfforSDWkGBbOdKL6fF/47kUFlZsgK0Rw85mePsojw98U2zZgCAj86exZKUFJVHdAkmE7BkCfDTT2qPhGoSk8m+wVHv3tKhfuJEabU6e7bUJyHSgoYNgZgY68/TpklGQpMmwFdfsRkYEdVoUVES2Jk9+zqSXc1mYOVKec8kqixms31ZjN695Y/0scfkA+dXXwFNm6o3PpUUFgLz5kmVu3r1gOeflyxYNzcJUvbrZ93XxaXmnDfp0UNaXqxfL6v7FUXKrPboAXTpApw7p/YIq1hkpPRCsJgxA3jlFSkQPnMmS8g4oRry0qPqoqAAyMmRSV3PntVjOcFtwcF4pmTtxv2HD+NEfr7KIyrHwoXA8OHAc8/xjZauX2GhdJxv1sy+U/K4cXIa/cMPgbp11RsfkTPo1ElOSpw7BzzwgLQAtm0gQkRUw1hqNl6ztWslSjJpElcZ0PUrLpbCoq1bA3PnWrffcYcsy5w5U84maIhtJqheLxnu69fL9h49pKRgUpLk8gwYoN44q5pOJ8nSK1ZIi4CHHpKqVGlpQFiYdT9nrE5Y6Vq3lpMSKSnSdLF1a2D58hqeNly9MChLDhUWJv8YYmLkc2yvXsDhw2qP6sqmNWiArn5+yDKZ8HliotrDKWvoUPnlJiRI60yia5GfD3z6qaxNHDdOsgvmzLFe7+kpReSJSE6EHToEvP8+4O8P7NkD3HKLtAY+cEDt0RERVZk9eyTx6qo/099yi6w6yMwEvvuuKoZGWmA0SjmhZs2Au++W/7lz5lj/IF1dgfBwdcfoQGaztY5qq1bWhTt6vdSIfestaUGycaOUFHS2pl1VrXlzidmfPi0xfMuqfqMRaNlS6usmJKg7xio1YIAUEv70U6kze/gwcNttQJ8+wH//qT06AoOypIKwMODPP+WfRmKiBGYPHlR7VJfn5uKC+S1aYEajRnjLGZdrGwyyRAcAPv5Y3bFQ9ZOTI4WmoqOBp54CzpwBateWYNPKlWqPjsh5GQzAM88Ax48D48fLB8HffwfefVftkRERVYnMTKBrVylRuG7dVd7YxUXmGYDMV5mpRVfjwgX5u2nUSKKLx48DQUHyx7h5s7Xmu0YcOiQnRxo2BLp3l7j0gQOSAGUxYQIweTJQv75qw3QaYWHS981i8WL5Hb7zjnwEuvdeKe9QI7m5SZZsXJxE6g0G+UOZOlXtkREYlCWVhIZKYLZNG+D8eSn9s3+/2qO6vEgPDzwdEQGds/7Df/RRqZ+0dSuwfbvaoyFnYTJBv3EzxuwD9Bs3l1/38s47pdDU+fMya5s5U5Z9PfMM4OPj+DETVTdBQcD06XKGcfRo6TBukZwsHySJiGqAgABrA9///e8a4qr33w/4+ko0hCVfyKIi89VHHpEToGfPSibshx9K+uNLL8mKFY3YsEEqJrVoIfHoU6fkJXXfffKS6t1b5QFWE6NHS63Z7t2l+t+330psIjYWWL26hp4z8veXbm5HjkiW+TvvWK9LT5dEHXI4BmVJNcHBcoa9XTs5senqqvaIKi6nuBjjDh/GUWf6oB0WBowZI9/PmKHuWMg5LF4MREXBu98g/LQI8O43SGprzZsnqS4WTz5pbVZ07JhkXXt4qDVqouqrcWOpwxwZad32+OPy+vrmG40ULyOimu7FF6Wi0datEry4Kn5+EpgFOF8lcan56jffAKmp1v2efFK2z54tDWcnTgS8vdUatcPk5MjqUgtvb1l17uoKDBok046kJJnG9+ljXZ5Pl+fiIqv4N20Ctm2TIK2Li5S+7t9fzhvVWPXrSwmZkobmACRBp1EjeX0VF6s3Ng1iUJZUFRQkgdkNG+zfE5zd+Lg4fJmUhNsPHEC+M3Xcfvpp+frLL/b/vUl7Fi8GRo6UbAJbZ88CDz4oFe8tYmMlw++++2R5CxFVjsxMaQGckCCvr44d7dcVEhFVQ7Vry/km4BqzZZ98UjIyfvtNTgaTdl1uvnrffcA991i3de4sy68feUSWX9dgRUXy8rjjDsm7eeUV63UdO0oANjFR+jWNHg14eak31pqgUycJbh8/LiUfRoyQTGSLFSskkbTGys8H/v5bVnc99pikDK9cWUPThZ1PNcpNpJqqVi25WKxbJ0ujOnRQbUhX9EZ0NFakpWFvXh7Gx8VhbtOmag9JdOgA3HgjUFgob6p16qg9Im1Tq7OwySQB+sv9I12+HMjKUi9FXQOZDUQICJCGCh9/LGsMd+0Cbr5ZUlvefVe6TxARVUPPPw/MmiUVs1auBG699Spu3LixNEU8c0YyIRs3rrJxUgU483x13To5walW0oAD56uKAvz7L/D998D8+fZJwvv2yfU6nVzuu89hw9KUqCjgo4/s/yQTE6W3q5ub5LVMmAA0aKDWCKuIp6d0cJwzR+rMHjwob+p9+kiPkbZt1R5hjcagLDmVf/6Rz6oeHsCaNXLWyhmFGwz4sXlzxO7di88TE9EzIAB3hYWpPSzx22+aqqvk1Jy5HqvRKAEjtfDMK2mFh4dEL+6/H3j9dYlirFghDcGWL5euuERE1UxoqCS8vvuuZMsOHHiVfZZ+/FEKYTprrwYtceb5amGhffaOozlwvtq/v3z+tQgNlUzZu+6S7Fi+VBzH9nedmChZs3v2AJ98Anz2mQRpn3kG6NJFvTFWOnd3acQ4dizw1ltSXmbdOqB9e+CnnyQlm6oEyxeQU2nRQpI9MzOBvn3lbKGz6hsYiP+VtLJ85MgRHFLrLPPFGJAlInI+ISEymz9wABgyRFYy9Oyp9qiIiK7Zc89JCcKxY8vvy3RZfn6MMpFmJSdLcK+gwLqta1cpQ3D33XLeNiFBeoh26sSXiprat5eFTpZas2YzsHChHK8bb6yBtWcDAuRs2+HD0q8mMFBK3VGVYaYsORU/P2DVKsmW37QJuOUW+blbN7VHVr5Xo6LwV1YW1mVm4vYDB/Bvhw7wdpbq6pmZwJIlsr6F/8nVkZt7fbcvLpbiRg0aWJdtvfzypRtjuLtLgebMTElZuZKVK4EePa5vjER0dZo2BZYuBdLSrEXgTCZg2DBg1Cjgzjul0wQRkZMLDpYm3tf1lpWTI70Q7ruPHYrUcr3zVZMJOHkSqFtXlkED0tX9//6v/P3d3GSliNmsqflqXh7w669SnmDNGvm11akjWZeALIt/9lnnTlzWKp1OEsb69gX27wc+/BD44QcJ1oaGqj26KhIdLRmyaWnWbHVFkYzZW24BHniA79mVhEFZcjo+PvK/d9AgiS/16ydnC2+6Se2RlaXX6fBDixZou2MHUouKcCI/H62c4T+p0SjdvlNSJIWhe3e1R6RNV1OHKiUF2LvX/nLwoJxC371bCq4D1iJGkZFA69b2l8aNZaJrMgEREXKKvbxlVzqdXB8by3+mRGoJCrJ+//PP8gF1+XJJi/ngA2bRElG1cF0BWbNZ5i+nTklkY/DgyhoWXY2rma+mpUmBU9v56v790ihowwbr/65GjeRreHjZ+WrTppJIoIH5anEx8McfEsBbssS+fG+nTlLhyELNqmJUcS1bAvPmSauA7dvtp3NDhwKtWklpF2epbHjdbJ/gypXAggVy+fhjqTfbr596Y6shmIpBTsnbW0qj9ukjJ2/795f//84ozN0dy1u2xO6OHZ0jIAtIR9KhQ+X7S2VVkjqMRilKlJlp3TZ9unwY6dsXmDQJ+Ppr4L//JCDr5WXfkfbee6X9Z3y81KV86y1ZWtKihTWbVq+3HveLs6QtP0+fXm0nuEQ1zvDh8lr29QV27gR69ZL38CNH1B4ZEdEVmc2S7Hr77fJ9hbm4yI0AzledTVGRBFttu0199ZWkR/fuDYwfD3z5pUSl8vMlQ/bcOeu+w4ZJwkFCgmTXvPOOFEdt1UoCsoAm5qvHj0vp+O+/l4BsgwZSg/nIEWDbtoolCpNzqlMHuO0268/bt0sm9BtvAPXqAePGSX5NjXLLLdIJrVYteX/o31+Css4aqKkmGJQlp+XlJUlDsbHyD8uZm1R39PNDbYOh9GezMzQxevpp+bpkCXD6tLpj0SJFkWDqypXA22/LkuSWLSUVvG1bKZxu0aSJTD4bNZLgzJQpwOLFQFycLOuzbWns71+xhgfDh0vBo7p17bdHRMh2y1opIlKfpycwebK85h97TD6A/vqrvGc89ZR84LUwmaDfuBlj9gH6jZuvoZAjEVHlys4GHn5YphcLFlzljZ94QoKz69bJh3xyLEWRTkarVwPvvScFgtu0kQyZVq3kf5FF06byNTpaaqO/+qoc8CNHZL56xx3WfX19JYB7JTVovnrihATknnvOuq1pU4lbPfEEsHWr/JufOlWm/lSztG9vrTVbWCjnLGJiJI7x5581pMexu7vU2YiLk0QiNzepxdG2rUShs7Pt9+ectWIUKiMrK0sBoGRlZak9FFVkFWQpmAIlq8A5nn9+vqIUFqo9ior7KSlJ6bRjh5JTVKT2UBSlTx9FARTluefKXOVsx7lay81VlH//VZTTp63bFi2S3315l4AARfn8c+u+BQWKkpNTNWMrLlZyV69QxoyAkrt6haIUF1fN45BT4Ou6hjh4UFEGDZL3iy5dFMVslu2LFilKRIT9+0lEhGzXEK3P0yy0/nvg+51zmTpV3pKaN7+GqcaIEXLjhx4qcxWPcyW6cEFRduxQlOPHrdvWrbv0fNXXV1E+/NC6b2GholTV+001na+mpirKzJmK0q2b9ddmMChKZqbaI3NuNf11/fffijJ8uKLodNa/i+XL1R5VFYiLU5Tbb5cn2KKFotjGPzhnrfA8jZmy5PQ8PKyrss1mqdGyZo26Y7qUPJMJzx4/ju05OXjk6FEoap8SGz9evn7+uX0RI7o2ZrOsQ1qyRE5zjxghdVx9fYHOnaUYukXLlpLtFhMjmQPTpklNjvh4KT8wbpx1X4Oh6qr66/Uw9eyOn1sBpp7dq/USMCLNaN5cloqsWwd8+qlk0i9eDIwcaV/OBJCloSNHyvVERCoZP14W8hw6BMyffw03BmSNd1papY9NcxRF6vQuWyapm6NGAc2ayVyzY0f5XGDRsqVkKjdrJvu98Ybc7tQpICsLmDjRuq+bm3RlrgrVbL76xx+ydL12beDxx4EtW+TXeMstwJw51goNpE3dugGLFgFHj0qWdIsWkjFtsX27vLyqvYYNpXbN338Dc+cCriUtq37+WT4nc85aIWz0RdXK3LnAZ58BX3whcbEBA9QekT1vvR7zY2LQc9cu/JicjJ4BAXg4PFy9Ad16q7xZHj8uE91HHlFvLNVNZqbUx/H3l6YEgDQzaNeu/P3DwuwLqTVqJIFwm7IWRFTNOfrkVufO8jU7W0rSlHeiT1EkaDt+vNSlVuuD7NU0iiGiGsffXzrHv/yynLceNcr6+fyKbrpJ5le7dskk/4UXqnSsNUp2tpR9MBiADh1k2+nTUmKgPMHB9vVbQ0OlgYenZ9WPtRozmWSab0kU2rNHzp0C8qd7993S4kHNj33kfBo1knPrJpN1elZYKCWXs7KAhx6S6Vv9+pX8wI6er1oaUuflyZO9VMzBGeasTjhfZVCWqpUHHpCSR0uXSg+URYuAQYPUHpW9G/398VaDBnjhxAk8fewYOvn6op2vrzqDcXGR1OJnn2Vd2UsxmaQWlm0X2b17gTNn5Ppx46wZBc2bS5ZBkyb2XWRbtZJJrS0XFwZkiWoaZ2nmeDFLDWt/f3XHQESa9tRTwIcfSnbYjz8C99xTwRvqdHLi6cEHrfMvsmc2A8eOlZ2vnjol148caS3oW7++BF/r1rWfr7ZuLUkEFzfVYkC2XIoiwdcffpC/52nTrH/Td9whC9/uukuyIIkuxzb2aJmuJSRIz6yPP5aX77PPSiJ7pXDW+Sqg/pzVCeerDMpSteLuLhnyd9whAVlLbXjbzofO4NnISGzOysKKtDSMOngQOzt0gF+F0wUq2YMPyjt9RIQ6j+9MkpNlAqvXS+dYALhwQUoMlKdePft/GAaDZNA6+ZIqIiIiIkfz9QWef14SXV9/XXqcVnj6O2YM0LPnpTM8tSQ1VVZrFRZKZ3NAgrJt2gBGY9n969YFAgOtP+t0QFIS56vXKD5egrDffw8cOGDdvmSJNSgbHg68+aY646PqrUEDSW5ftQr44AOpVDV/vlx69ADefx/o1EntUZIjMShL1Y6bm5TuvPtuCdCOGCFfhw1Te2RWLjodvmnWDO127EBcfj7GHTmC+S1aQHfxmWlH8PWVi5YoCrB7d9lsguRkub5XL2tQ1tdXMge8ve0zCVq2BAICyt43J7hE2pWbq87jbtok7XuvZOVKmdETEankiSeADRsk8fWqpkweHtoMyO7bJ+mYtvPVxES5rm1ba1DW1VUiNYWFZVdr2QZkLThfvWqWGPiGDdZtBoOsyrz7bucrm0fVl04nf08DBshH1g8+kDKsmzbJYsvrptZ8FeCc9RowKEvVkpubLCXR6yVAe9ddwMmTsiLHWQS6uWF+ixbosXs36hkMMANQfXp0+LAsZ6gpWbOW5Q9798o/n9GjZbvlP9358/b763RS3KdhQ/vtu3eXXcpFVM2YFAWbs3KAkJuxOSsH/UN8oeffdeVSqw5VbKy8bycklL/sSqeT62Nj+UGciFTl7S2fta/LiRPyvlZTgrSKApw7JwHYlBRg7FjrdbffLmW0LtagAdC0qbUGIyDBDv5frzRGI7BtG9C9u/xsac6l00nS9t13S/JPeTkaRJWlbVvgu++kPMayZdbS0ADw0kvyd/nEE0BIyFXcqZp1UzlnvWoMylK15eoKfPutnFgfPNi5ArIWXfz9cfSGGxDlDLWapk4FpkyR1IUZM9QezbXZuVMuttkEltaVERHWoCwgs6nkZPtsghYtyv8nxQkuVXOLU1IwPi4OZ41GoMWrGHTwGCIM8ZjRqBGGX9UsjpySXi/v2yNHyvuV7STX8v41fTont0TkdGxjihUyfTowaZIELr/5pqqGVbX27AF27LCfr6any3W+vpJNYkmHu+km6UtgO1+NiSl/lRvnq9fNbAY2b5bkngULpE/auXPWz5EzZgC1agGRkeqOk7QnIgJ4/HHrz8nJUqPbaATeeQe4915g4kQ5V+PUOGe9agzKUrXm6grMm2e/raBAArXOwjYgW2Q2o8Bshq8a9WW7dZOvX30F/N//Ac7ag8pslgyJvXulqNOECdbrxo8H/v7bfn9XV6BZM5nEFhVZ26LOn++wIROpaXFKCkYeOICLz0UnGI0YeeAAFsbEMDBbE1iKqI8fLysELCIiZHI7fLhqQyMiutiFC7Ikd9EiyUa0ZCFe0Y03yof4n38G3n0XCHCCxIbymM3SZGvfPsl0ff5563Uvvwz89pv9/i4uEk1p3Vo6lFuCrl984bAha9mBA1Ij9ocf7HvJ1a0r/dMsQdnWrdUZH9HFAgPlvNQHHwDbtwNz5sjlttuAZ56RDG+nPU/DOetVYVCWapRTp4A+fYDXXruKjq8OcqagAKMPHkSomxuWtGzp+PqyffsCzZsDhw5JYPbR+x37+JeycyewZYs1k2D/fpnJA/Kf5uGHAS8v+blXLym/YFtHq1kzKfhEpJI8k0m1xzYpCp4+dqxMQBYAFAA6AOPj4tC3Vi1VShl48yx45Ro+HBgyBHnrVmHc3EH44uEV8O7Tn9kGROR0dDpg1iwpjzpvHvDooxW8YadOQJcuwD//ALNnAy9OrNJxVti+fZJiaZmv7ttnX7fx3nutkb3u3SW9zTb7tXlz58oa0ZCff5Ym0RZ+flI14q67ZGFdpdTwJKpkrq6yCHTUKHnr+eADYPlyKXGwbBnw2Wf2mbVOh3PWCmNQlmqUefMkyfK++wCTCbjfSeKOAJBSVISdOTkoVBRMP3sWEx29Lkank9IFjz0GfPIJ8JADo9ZFRcDRo9aJ7OuvWzNaP/mk7PI0Dw9ZutW6tUx4LUHZN95w3JiJKshn82a1h3BJCoCzRiP8//pLncfv1UuVx63R9HqYenbHz1uBOT27c3JLRE7J01PqIT71lHSpv+++q4hJjh8vQdlZs4CJDow6FBcDcXHW+erzz0sEDwC+/LJs+S93dymN1bq1BGEtXnhBLuRwWVnA4sVAUJBkFAJSutLHRxJ37r5bGncxPk7VhU4n/bB69JCk/I8+kgWhI0da9zlxQmrOOl1vb85ZK4RBWapRpkwBUlNlDvfggxKYHTdO7VGJ9r6++KhRIzxx7BieP3ECXf380MXf37GDGDsWmDwZOH4crqvWVN3j7NkDrF1rzSQ4eFBamlrcfbcEXQE5RZ2RYZ/92qiRnB4kIiIiompp3DiphXj2rKzSf/LJCt5wxAhZV56QALeFS6pugAcPAqtXW4OwBw9KHTSLAQOknAIgtV/j4uyzXxs3tiYZkGoKC4FVq6Q8wbJlEh/v0sUalA0MlN6/lhwPouqqaVNZQPDRR3Liy2LcOOC//4BHHpETYTWlp7dWMOpBNYqLi6Ty6/XAp58CDz0kgdlHHlF7ZOKx8HBsyszE/JQUjDp4ELs6dkSQIydz3t7yS3nvPRj+bxrGNAT0GzcD17KUoKBAJq+WieykSdb/ACtWAK+8Yr+/r68EXFu3ti8sdv/9zpXSTHSVci1te6vQ+cJCrE5Px8r0dPyZkYELZjP6Bwbi6bp1MXDfvive/o2oKEwoyc5PLyqCl14PD67XIyKiKuThIeVVH3sMeOstSZioUO9bNzdZl/vyy3B/+12MaXUd81WjETh82DpffeghoEkTuW79epm/2vLyss5XLVmygKSl2aamkeq2bpWu9fPnW/uoAVIp4rbbpOyvZarDgCzVJLbvo1lZ0qwuK0vKcH/4ITBmjNSdbdtWtSHSVWBQlmocnQ74+GNr479HH5XArDPUXNHpdJjbtCn+y83Fsfx83HPoEJa3agUXR9Z6bNgQAKDfvQc/7QawaJAEU2fMuHzR7UOHZD2QJfv1yBGZ7Vj06GENyt54oxRrss1+rV+fRZuoRqrKuqnvxsdjcUoKtuXk2NWNjTAY0MLLC7GBgYgwGJBgNJZbVxYAfPV6PBMZCY+Scb528iTmJCZicFAQRoaEYEBgIDy5nIiIiKrAAw8A06ZJ79Y5c+z7t15WeDgAQH/sOH46BmBxBeerx48DCxZYg7BHjkhZAouYGGtQtnNnuS/b7NfoaM5XVWAyAZs36oF9Y7B5ox79+1w5/j5tmtTYBIDatYE775TFeG3bOnEDJKJK5u8veVIrVwLvvw9s3ChZ499/LyU7pkyRRH9yXgzKUo2k00lav14vZ4tmz5az887QD8rP1RULYmLQ5b//sDI9HR+cOYPn6tVzzIMvXizpChdLSJCz/999BzRoYJ3I3nefNFwApCTBxdmvgYFAmzYyia1f37q9Vy+5EFGFFZrN2JWbi842mTkr09Lwb04OAKCDjw9uCw7GbUFBaOPjU9oscEajRhh54AB0gF1g1vJ55OtmzUoDsgDwb04Ock0m/JScjJ+Sk+Ht4oJBQUG4PTQUAwID4cUALRERVRJ3d5k+Pvww8N57UsLgihWqFi+WaO7FLPPV77+XUleW+erw4dZ557FjUqrLVkCANejatKl1e8eOwKJF1/HsqDIsXmxp0u4N4CcMWmQff09KkmZdP/wA/PKLxM0B+WwXGCiB2N69Wa6StMvFRWolDxoE7NghTcEWLADWrZMehAzKOjcGZanG0unkbFFEhHTXdIaALAAgLw9tdDp8XK8ePj1/HkO8vYG8vKp/XJNJGn0p5eTTWbbdfbf99ogIaWAAyNcxY4CWLSXLoGVLOS1teyr6ep+Ht/f13Z6omkkvKsLKtDQsT0vDqvR05JhMSOrWDaElJT4mRkbijrAwDAoKQt1LvIkNDwnBwpgYjI+Lw1mbRiMRBgOmN2qE4SEhdvtvatsW23JysCA5GQtSUhBvNGJ+Sgrmp6SgoYcHjnXuXBrwJSIijarEuel9twMHdrvjiYeL4GpUAONldq7IfPWuu+y3e3pakwiaNJHVWi1bWuesdetyvuqkFi+WOPvFhzshQUoLt2kjC/Qsi/N+/FFKYgDAkCFyISKrjh2Bn34C3n5banmPHm297ptvpMb3o49KMzxyDjpFKe8/nrZlZ2fD398fWVlZ8LOtJaQR2cZs+L/tj6wXs+BnqHnPf98+WU2vmpJJoQKg0M0NhqIiFQfjZPh2VCVq+mu6uokvKMCClBQsS03F31lZMNlcF+rmhsUtW+LGa2gCaFIUrEo5h0EL78GKkd+if0g49FcIriqKgu05OViQkoIFycm4NSgIn5Us6zQpCh45cgSxgYEYGBgIHzbfcxpaf01rfZ5mofXfg9ZfB1WOJ+curYbNVx2RG1Iek0lyPhISrrzvDTdIcGn4cOky7yiMv1cNvn87XnGx9CY8dUpqLN9/PzBxYmllwyqj5WNd0XkaP2GRpsybJ90Jp00DXnhB3bHoALuA7M4mTdA2Lg562zqtRFTtFZvNKFKU0rqt6zIy8Ozx46XXt/L2xm1BQRgcHIxOvr7XXGNar9Ohu78vkPInuvv7XjEgC0id6xv8/HCDnx/ebdAAF2zef/7OysKXSUn4MikJni4uGBAYiNtDQjAoKIgBWiIiumbZ8IUfctQeBpXw8VF7BFe2bZtcnnnGsY9bw+LvpHFvvCEriXfvluboM2cCw4bJ66pbN7VHp138VEWakpAg/1xffFHOzr70kgqDyM0ts+m9xES8ePYsptSti1dLGhtUuk2bgIEDr7zfypXStIuIrll2cTFWp6djWVoaVqal4eX69TEpMhIAcGtQEG6pVQuDg4IwOCgIURVqRV31dDqdXdOySIMBL9arhwXJyTheUIDFqalYnJoKj5IA7cv166ODr6+KIyYioipTznz1emVmAk8+Y8CadXrE7b2AchOHOF8lIqp0rq5S+eXOO4E//5S6s7//LiVEFi+WUtxvvaX2KLWJQVnSlFdflULYr7wi9YiKi4H//c/BgyhnHUyItzfMAKYkJOCm4GD0rlWr8h83NlZqxFoi0xfT6eT62FhWyie6BqcLCrA8NRXL0tKwITMTRTavsz8zMkqDsqHu7ljTpo1aw6ywaE9PTGvQAG9FR2N3bq6UOEhJQVx+PpakpuL5kucDAIlGI7z1evgxg5aIqGaognXbPgZg+y4gJRX4ZJ53aW1QO5yvOlxlx9/T04G4OCk5YNGpE3DokP1+bm5ARaq4Mf5OVHl0OqBPH7kcOCBN0b//Hhg82LpPWpr046kOWfQ1AT89kea8/LKcKXrxReC11yRjdsoUdUtn3VenDjZlZeGrpCTccfAgdnfsiNqV3ZlMr5c2piNHypO1nehanvz06ZzgEl2DfJMJzbZtQ4HN8v8mnp4YHBSE24KD0a0a13vU6XRo5+uLdr6+eDM6Gnvz8vBbWho62zyn/506he+SktCvpMTB4OBg+DNAS0RENlxdZe59112yhPbJJ4EyJdQ5X3W464m/X7gA/PcfsH27XLZtA44fl95rWVkSeAWAG28E3N0lOHvDDfK1WTOpccn4O5E6YmKAL78E3nkHCA62bp8yBfjhB2kI9tRTQJ06qg1RE1zUHgCRGl54AXjvPfn+9dclg1btmkGfNm6Mlt7eOF9UhDsPHYKpKgY0fDiwcKF0obUVESHbhw+v/MckqkEumExYlpqKh44cQeyePaXbPfV69KtVCz38/fFegwY4fMMNONK5M95v1Ag9AgLg6lIz/t3qdDq08fHBS/XrQ2dzJutQXh6MioJlaWkYe/gwQv/+G4P37cO3SUnIZDNDIiIqMXo00Ly5lDKYPv0SO3G+6pSKiuw/L40fD/j5Ad27A5MmScd3S8n8unWBxETrvnPnSh3Lzz8HHnoIaNsW8PCQ+DtQNjmG8Xcix7ENyJrNwObNQEaG9OGpX1+agu3fr974arqa8SmR6Bo8+yzw0UfyvTP01vLS67GgRQt4u7hgfWYmpp46VTUPNHw4cOoU8lavwB0jgLzVK4CTJznBJbqERKMRn587h8H79iHo778xZP9+fJGYiLUZGThdUFC636KWLbGxXTs8W68emnp5qThix9vcrh32deyI/9Wvj+ZeXihUFKxIS8O9hw/jxl271B4eERE5Cb1esmUBmYdnZFxiR85XVWU2A0ePSrbc+PHSBMjPDzhzxrpPaKisOKxTBxgyRJoIrVkj5QuOHQPq1bPue6kViYy/EzkXFxdg505gyRLJcC8qAr7+GmjVCujfH9iwQe0R1jwMypKmTZgA/PUX8Oab6pYvsGjm7Y25TZsCAN44fRp7qqDJAgBAr4epZ3f83Aow9ezOU9BEl/DayZMI37oVDx89ihVpaSgwmxHl4YGn6tbF2tatUcfdvXRfvTO8iahEp9OhpY8PpkZH4+ANN2B/p06YEhWFGC8vDLE5/W40mzF8/37MS0xEOjNoiYg06fbbZdlsVpY1QaJcnK863MqVwC23AEFBQNOmwN13Ax9/DGzdChQUADt2WPd96CHg7Fng3Dlg6VIpEXfLLcDVtsYoib9jxeo8YMQdWLE6j/F3IhXp9cDQoRIn2bpVqsm4uACrVwOrVqk9upqHBd9I82680fp9fj7wzTfAI4+oF6S9MywM27Kz0cLbG62roMkCEZVlNJuxITMTy1JT8Vh4OFqWVLZvVfIa7Ozri9uCgzE4KAgtvb3tlu5TWTHe3ojx9sZrUVEoslmKsCY9HUtSU7EkNRWPHD2KPgEBuD00FEODgxFkKTxHREQ1mosLMHWqfND//ntpussy5I6TmSnB1W3bpA7s888DXbvKddnZwB9/yPceHkC7dvZ1YBs1st5PaGjljUmvB7r3NAFbf0b3nnMYfydyEl26AAsWACdOSLmRp56yXrd5M7Bli8ROAgLK3tZkAjZv1AP7xmDzRj369+G5tfLw3x9RCbMZGDZMzgAdOCBnhdWKu0xv3FidBybSkJTCQqxMT8fy1FSszshArskEAAhzdy8Nyt4aFITErl0rv/GehrjZ1NNt7eOD16OisCAlBfvy8rA6IwOrMzLwyJEj6FOrFqY1aID2vr4qjpaIiBxh2DBg5kzJxGRAtmolJgK//GJtxHXsmP31XbpYg7I9ewJz5kgAtmVLa6MuItK2Bg2sNaAt3npLMmffeAN48EFZhRwVJdctXiylT86e9QbwEwYtkrIkM2YwC/5i/BdIVMLFBRg1SmohffqpnNn59FPZrqaMoiKsTE/HXWFh6g6EqIY4U1CAOw4exJbsbNi206vj7o7BQUG42eZUr6deD0+e0q009T088GpUFF6NisKRCxewMCUFC5KTsScvD2syMvCRzRvuifx8+Or1CLEpEUFERDWDiwvw2GNqj6JmKS4GDh6UwGvTptKAC5ASAxMm2O/boIE1A7ZfP+v2OnWAhx922JCJqJpSFGDMGHl/2b9fgq2ffCIrINq3ByZPLttIPSFBrme9aHsMyhLZeOABSam//35g1iwJzM6apV5gNqu4GO137sSpggIEuLri1qAgdQZCVE0Vmc34OysLmcXFGBoSAgCo7e6O/Xl5UAC09fHBbUFBGBwUhPa+vnBhWQKHaerlhZfr18fL9evj2IUL+CMjAy1sSrZMPnECC1NS0CsgALeHhGB4SAhCGaAlIqpxFAU4cgRo1kztkVQfigIcPy7Zr5YM2P/+k1JsgNR7tQRlW7cGbrsN6NhRArEdO9p3WyeimiUvzzGPM3IkMGIE8OefEpT980/Jyv/ll/L3VxRZiTx+PNC3rzqlDJyxOiSDskQXufdeeYO4915g7lw56/z55+oEZv1dXTEoKAifJiTgnkOHsKtjR9Tz8HD8QIiqkcyiIqxKT8eytDT8np6OzOJiNPDwwJDgYOh0Ori5uGB+TAyae3nx9eQkGnt5obGXV+nPiqIgqbAQZgB/Zmbiz8xMPHHsGHqWBGiHBQezpAQRUQ2QmgoMGCAZnidPVm6d0pokMVFqwTZvLj9nZADlVTvz9ZXAa+vW1m0GA/Drrw4ZJhE5gZIqbE5JUSS71t9fvcd3NgzKEpXj7rslCDt2LDBvnpxR+fhjdcbyfsOG+Cc7GztycjD64EFsbNsW7mrXVCByQt8kJeHbpCRsyspCsc1/3GA3N3T390e+2QyvklOy/QID1RomVYBOp8PGdu1wIj9fShykpGBHTg7WZ2ZifWYm5iUlYXuHDmoPk4iIrlNQkGROXbgAvPsu8P77ao9IfVlZ9o24tm+XIMbNNwPr1sk+gYFATIwEXzp1spYiaNJE/dJrRERUcQzKEl3CnXdKxuwTTwD33KPeOAwuLvilRQu037kT/2RnY/KJE/jAtvUpkQaZFAX/Zmejs58f9CUlB/7NzsafmZkAgOZeXlKWIDgYXWz2oeqlgacnnq9XD8/Xq4eT+flYVBKgHV5SigIAsouLMWz/fgwNDsaIkBCEM4OWiKja0OmA11+XbNnPPgOeeUbqmmqFyWS/hPfGG6Wb+cVcXICCAvtte/cyAEtEZeXmqvfYmzYBAwdeeb+VK4EePap+PNUBg7JElzF6tEwS/fzUHUe0pye+atoUww4cwIdnz6JHQACGsBgUaUxucTHWZGRgeVoaVqSlIbWoCJvbtsVNJY257q1dG409PTE4KAiNbJbCU80Q7emJZ+vVw7P16kGxyYRenpZWWuJgfFwcbvT3x+0hIRgREoK6DNASETm9fv2Arl2BrVuBd94Bpk9Xe0RVw2QCDh2yz4DNygKOHbPu4+srX6OjrdmvnTpJ45yLlyQzIEtE5VGzbmpsLBARIU29yisVoNPJ9bGx6tSUdUYMyhJdgW1A9t9/pc7s7NmAm5tjxzE0JASTIiLw4dmz+N/JkxgcFMSmRFTjpRYWYkFKCpanpWFdRgYKbf67++v1OG004qaSnzv7+aGz2mdQyCF0Nu99vQMC8GHDhliQkoKt2dn4KysLf2VlSYDWzw+fNG6MdpZPuURE5HQs2bK33CJz7OeeA+rWVXtUlefTT4EFC4CdO8tvwHP+PBAWZt3X3x+wWRBCRFRt6PXS9GvkSHlvtw3MWqbv06czIGuLQVmiCsrLAwYPBlJS5Kz2Tz85PjD7doMGcNPp8Fy9egzIUo2kKApyTSb4usq/p+MFBXjcJoWkoYcHBgcH47agINzk7w83poloXrjBgImRkZgYGYkzBQWlJQ62ZGfj7+xsBNu8Ue/PzYWfqysbvBEROZk+fYDu3YHNm4G33wY++UTtEV2d8+et2a87dkgQ1rJo59AhWdILSLZrhw7WDNhOneybm7FCGRFVd8OHAwsXAuPHSz1si4gICcgOH67a0JwSg7JEFeTtLU2/RowAFi0CRo0C5s8H3N0dNwY3Fxe83bCh4x6QyAHyTSb8mZmJ5ampWJ6WhoFBQfi8aVMAQCdfXwwqCcAODgpCcy8vuyxJIluRHh6YEBmJCZGRSDAasSkzE5E2AdjnTpzAqvR0dPb1xe2hoRgZEoL6DNASEanOki3bu7esTLu41qqz2b9faiJaShHEx9tfv3s30K2bfD92rLUUQdOmzv28iIgqw/DhwJAhwKp1eRg0dxxWPPwF+vfx5vtfORiUJboKgwYBS5cCw4bJ15Ej5Uy4GmULFUXBvKQkBLi6YgTXOFE1c76wEL+lpWFZairWZmTggtlcet2GzEwoigKdTgcXnQ7LW7VScaRUXdU1GHCHZT0oALOioFhRoAPwb04O/s3JwbPHj+MGX1/cHhKCkSEhiPL0VG/AREQa16sXsG6dfHWWhTBGI7BnjwRehwyRTC8AWLMGeOEF6346HdC8uTX7NTrael2XLnIhItISvR7o3tMEbP0Z3XvOYUD2EhiUJbpKAwYAv/4KDB0KLF8uZ4EWLQIcnWy1ICUF444cga9ej9be3mjMxkZUjfTevRuHLlwo/TnCYMDgoCDcFhSEXgEBzIalSuei02FtmzZINBqxODUVC5KTsSkrC9tycrAtJwe/padjfdu2ag+TiEjTbr5Zvcc2mYDDh+0bce3ZAxQVyfV+fpL1CkjX8JEjrRmw7dur3xiYiIiqHwZlia5Bv34SkL3tNlm69M47wGuvOXYMw4OD0d3fH5uzsjDq4EFsbdcOHjz9RE6k0GzGpsxMLE9Lw/rMTGxr3770b3RwUBC8XFxwW3AwBgcFoa2PDwOx5BB1DAY8UbcunqhbF0klAdqFKSkYbVPU73xhIQbv24fhwcG4PTQUDZlBS0TkUHl5Ul+2W++quX9FkZID7u5AnTqy7bffJBv2YsHBEnwNCrJu69hRVssRERFdDydZGHJ5M2fORHR0NDw8PNChQwds3rz5kvtu2LABOp2uzOXw4cMOHDFpQd++wIoVkjH7/POOf3xXFxf81KIFQtzcsDs3FxPi4hw/CKKLpBcV4Yfz5zH6wAGE/P03btm7Fx8nJGBfXh42ZGaW7jetQQPs6NgR/4uKQjtfXwZkSRW1DQY8Xrcu/mzbFo+Eh5duX5KSgu05OZh88iQa/fsv2u/YgWmnT+OYTXY30cU4XyWqHCkpQIMG0mD35InKmR+kpEgixdSpUo4sLAyIigLmzLHu06mT9JDo0QN49lnpHXHiBJCcLLcdOLBShkJERFTK6TNl58+fjwkTJmDmzJm48cYbMWfOHAwYMAAHDx5EvXr1Lnm7I0eOwM9mDUkIa25SFbj5ZvtlVooCFBY6rsZsXYMB3zdvjv5792JOYiJ6BATgTpsaikSO9F1SEu4/fBgmm22hbm4YHBSEwcHB6B4QULrdhUFYcmIjQkLgotNhQUoK1mdkYFduLnbl5uKlkyfRxtsb3zRvjjY+PmoPk5wI56tElSckRMoBrFoFPDvBA/Adg80b9ejfp2JNshRFarwCQEICcNNNwKlTZfdzdQUyMqw/16kDZGWxERcRETmO02fKfvjhh3jwwQcxbtw4NG/eHNOnT0dkZCRmzZp12duFhoaidu3apRc9/7tSFVMUKfjfv78suXKU2MBAvFK/PgDg4SNHcNiRD06aVGw2Y3NmJp4/fhwr09JKt7f39YUJQCtvb7xUrx7+ad8eid264YtmzTAkOBjefB+maiLE3R0Ph4djbZs2SOrWDXObNEFsrVrQAzhw4QIibc68/ZudjSPMoNU8zleJKlevXvL1jzVuwKKfMKifN6KigMWL7fcrLAR27ABmzQLuvx9o2VK+WtSuLVmyANC0qdSE/fhj4J9/gJwcYMYM+/vjS5CIiBzJqTNlCwsLsXPnTrz44ot222NjY7Fly5bL3rZdu3YoKChAixYt8Morr6B370sXJDIajTAajaU/Z2dny1djNmC81K1qrmxjtt1Xqpj40zrMnu2DnBwdYvsVY8GvF+CoRKqJdQKxISMNf2XnYlVaEsJdr5xpw+OsHZVxrLOLTViXlY1V6VlYnZmFjGLJhz1xIRc3+bgBACL0Cva1j0E9m4BVbmHOdYycrhZf15XPHcDoIB+MDvJBelEkduTmwdWcj2xjPgBg/LEj+DcnDy08PTA0qBaGBgWgqVfV1qDV+nF2tufN+ao6tP46qMmWLXXF5MmW91HrypqEBAUjRwLf/JiPrX/rse1fV+zb44LCQvvVN4VFJmQbrUkKv611QYOGZvj72z9OIYBCDb52nBVf09rBY60dWj7WFX3OOkVRlCoeyzU7d+4c6tati7///hvdunUr3f7WW2/hm2++wZEjR8rc5siRI9i0aRM6dOgAo9GI7777DrNnz8aGDRvQo0ePch9nypQpmDp1atkrXgTgUVnPhjTh7A3Ad2sAoz8Q+Rdw9wDAkOuYx3arBXhHA5n/OebxSBt0rkDLt4CAtoCLm3V7UTaQ/g+QsgFI26rW6IjUpdMDMf8H1OoEuNic5847Ja+NlA3AhdMqDa4GKwDwNpCVlWW39F8tnK9SjVTopc7jml2Azw4BOeEof1GnGfBLANyzgNSWsskzDajzH1BnJxC+Q773OV91Y3Tn6ggiIrqCCs5Xq0VQdsuWLejatWvp9jfffBPfffddhZshDB48GDqdDsuWLSv3+vIyDyIjI3Em+YxTTPYdLduYjciPInFm4hn4GbT3/K/Xzh0uGDbIG1mZOtzQpRgLf71Q5sy8IyiKctnmSTzO2mBSFPyRdh6jfn0MvwyZhb5BYdBf4u/CrCjYlXsBh/MLcFeotcVwz72HsTvvAhp6GDCglj8GBvqjs68PXFkX1unwda2OjOJirEzPwtK0DKzPykFRydRqYC1//NSsYaU/ntaPc3Z2NiJDI50uKMv5qmNp/XVQ1fw9+Du9lKwC7WV8OQJf09rBY60dWj7WFZ2vOnX5guDgYOj1eiQlJdltT05ORthVNDPq0qULvv/++0tebzAYYCinM5OfwU9zfzi2tP78r1XvG4F1fwC33AJs+8cVIwf7YfVqwKbHUZWLu3AB9x85gtlNmiDG2/uy+/I411yLU1IwPi4OZ41GoMWrGHXsHCLi0zCjUSMML2kmc8Fkwh8ZGVieloYVaWlIKiyEm06Hu+pEws9V/kV81qQpgtzc0NRLpawZqhCTCdi8UQ/sG4M9/9RC/z7erI3nIH4G4DHvQDwWGY3MoiIsS0vDgpQU3B0WVvr+eiI/H7fu24eRISG4PSQErby9L3virGKPq9H3bwc106wozlfVpfXnT47Hv7eqxde0dvBYa4cmj3UF56tOHZR1d3dHhw4dsHbtWgwbNqx0+9q1azFkyJAK38+uXbtQp06dqhgiUbk6dAD+/BPo2xfYvh3YsAEYOtRxjz/55En8lZWF2w8cwLb27eHj6tQvdaoCi1NSMPLAAVy8FCLBaMTIAwfwUr162JOXhz8yMlBgNpde76vXo39gIDKLi0uDst3USPWmq7J4MTB+PHD2rDeAnzBoERARIQ1Mhg9Xe3TaEuDmhntq18Y9tWvbbV+QkoLDFy7gjdOn8cbp02ji6YnbQ0IwMiQEbXx8rjtAS+rhfJVqolwHVd+62KZNwMCBV95v5UrgEpU+iIiIqg2nj9RMmjQJY8eORceOHdG1a1fMnTsX8fHxePTRRwEAkydPRkJCAr799lsAwPTp0xEVFYWYmBgUFhbi+++/x6JFi7Bo0SI1nwZpUNu2Epjds8exAVkAmNm4MbZkZeHQhQt47NgxfNusGT/wqyDPZFLlcU2KgqePHSsTkAUABdIy47OEBGSWjK+ewYABgYG4NSgIN/n7w91FarhV5fi9mcJZaRYvBkaOBC4uRpSQINsXLmRg1hk8Fh6OCIMBC5KTsSo9HUfz8/FmfDzejI9HI09PLG3Z8oorG8h5cb5KNY1ab0exsXJSMSGh7P81ANDp5PrYWHA1CBERVXtOH5QdPXo00tLS8PrrryMxMREtW7bEypUrUb9+fQBAYmIi4uPjS/cvLCzEs88+i4SEBHh6eiImJga//fYbBlbklCtRJWvdWi4W58/LBDI4uGofN8TdHT+3aIHeu3fj+/Pn0dPfH+PCw6v2QakMn82b1R5CuRSgNCALAPFGI+YkJmJOYqLjxtCrl8Meq6rl5V15n6piMgFPP13+B1dFkQ+v48dL1r4aH14ZY7Tyc3XFXWFhuCssDNnFxfitpMTB7+npOGc0ItrD2qlpXUYGAlxd0b6cDFqTomBzVg4QcjM2Z+Wgf4jvJetEk+NwvkpUOfR6WeUxcqT8D7P9/2Z5q5s+nQFZIiKqGZy60ZdasrOz4e/v7zQNJBwt25gN/7f9kfVilvbqflSh5GSgd2+ZRK5bB5SU9KxS78TH48UTJ2DQ6fBvhw5o4+NTeh2Pc9XTbdig9hCcVk0KyjIedmmcYVxZTnEx9ubl4UabMiEtt23DgQsXEO3hUVqDtqOvL5akplrrRJeIMBjs6kRrgdbnaRZa/z1wHlOzWcvyWLdFRkpAlqs/aia+prWDx1o7tHysKzpPc/pMWaKaIjMTyMgAEhMlOLtuHXAV/T+uyXORkdiUmYmV6em4/cAB7OjQobROKFWuQrMZ54xGpBYVIa24GGlFRXivQQOkFRcjvagIQ4KD0bOk29tfWVkYsX8/8mxqudr6v6goTIyMBADszs3FTbt2ldnHX69HoJsbHg8Px2N16wIA0oqK8HliItKLijDz3Lkrjnllq1bo4cgOdERUhq+rq11ANt9kQnNvb5woKMDJggK8d+YM3jtzBiFubkgpKipze0ud6IUxMZoKzBJRzTZ8ODBkCLBqXR4GzR2HFQ9/wQaWRERU4zA6Q+QgTZpIw6/evYEDB+Trn38CF/WCqVQuOh2+bd4c7XbsQC1XV+SaTAzKXoXUwkJsyc5GWlGRXEqCrZbL0xERpUGQjZmZiN2795L31cDTEwODggAAIW5upQFZPYBANzcEubkhyNUVQW5uaOrlVVpztZW3NxbHxCDYso+bGwJdXeFWUvfVlrdej/+LjoZJUbAsLQ0JRmO5dWV1kOy62MBALnuuBJXdDCUnB/D1tf48apS8VxQUlN3X0xPIz6/Y/fbpA/z6q/XnH38EWrUCWrTgMtCKclSd6K+bNUOeyYTV6elYmpqK39PSyg3IAtY60ePj4tC3Vi3VXtOsE01ElU2vB7r3NAFbf0b3nnP4v4qIiGocRmeIHKhJE2DjRgnIHjoE9OolwZaqLPca5OaGP9u0QT0Pj9IGTlphNJuRVlQEH72+NBh9PD8f85OTSwOrqRcFW99p0KC0/u7u3FwM2b//kvc/oCTICsjv2aDT2QVPg22Crd1slizEeHvj2A03IMjNDf6urnC5TBDFz9UVw64y+02v02FGo0YYeeAAdIBdYNbySNMbNWJAtpJca91UoxE4fBjYtw/Yu9d6MZmk/rSFTicBWS8voGVLa63q1q0loNq+/eUbotSqBQwbBnTqZB3r+fPAww/L9z4+QOfOQLducunSBWACdfmcuU70WaMR/n/9pd4YalBJEnJ+rK1MRERENQGDskQO1qiRNTB75IgEZtevB0pWoFfNY3p52f2cXVxcrT7MKIqCXJPJLojawssLkSWNcXbl5ODdM2fssljTiouRW5LVNqdJEzxcEmg9VVCAl0+evORj2WajhRsM6OTra5fFGmQTaG1vk87YzscH+T16lGnKUx6Di0uZY1LZhoeEYGFMTLn1J6drrP6k2hQFSEoC6tSxbnvwQeDbb4Hi4vJvk5JirTv9zjtSQ69BA6C88ypXaojy+edl6+9lZgK33AL8849k5q5bJxeL114DpkyR781muS8nfosgIg1ZnJKCp48dQ0JhIdDiVQw6eAwRhnjN1VYmIiKi6o9BWSIVNGhgDcwWF0vQwxGKzWaMOngQy1JTYQJU+TBjUhRklFMKIK24GP1q1ULLkmZk6zMy8HRcnARhi4pQdFEaoG2gNb24GD8nJ5f7eC6wX3Ic7eGB+2vXtmay2gRbg93cUNdgKN23hbc3tnXoUKHnVZFgrKMNDwnBkOBgrEo5h0EL78GKkd+if0i4Uwfgq7u8PGD//rLZrxkZEgi1lA719ZXXfkCAlBCwzX6NibEvXxATc/nHHD4cWLiwbEOUiIhLN0Rp2hRYs0aycg8cALZuBbZskUtcHNCwoXXfbduAW28Funa1ZtPaZt1qSW737qo87qbMTAzct++K+7FONNV0i1NSMPLAgTKleVhbmYiIiKojBmWJVBIVJTVmAekm6wg/JSdjSWpqme3X82Emt7gYJwsK7GquptoEWx8KDy9tYrM0JQXDy/kwZeHbpElpUNYMYH9ent31tuUBbOsXNvfywocNG9qXDSgJtl5cHqCBpyfmNWt2Vc+xOtPrdOju7wuk/Inu/s6dEV2dmM3AyZNAvXqAm5tse+kl4O23yy8joNdLsNMS43/2WeCZZyRwWhmH5Fobouj11mDwI4/ItuRkqVVrsXUrkJ4O/PabXCy3a9NGArSPPSZlFLRArbqpsYGBiDAYWCeaVOeousrlMSkKnj52rNzXgDPUVmZdZSIiIrpaDMoSOZjtB5rgCMs2+frbciCmJRAVXfmPa1IUTD5xotzrLv4wk1hYiC1ZWUgrKkJ6SaA1vbgY6SVfX61fH/0CAwEAS1NTMfbw4Us+bjtfX7QtCbS6u7iUfpjy0+ulwZWrKwJLmldFl5QjAID2Pj5Y27q1XckALxeXcjNSww0GTHRUZJs0JzOzbObrvn2SFfvff0C7drJfeLgEZGvXLpv92rw5YJOEjYiIyh9nZTVECQ21//mJJ4CbbrJm0m7dCpw5I8/9v/+A0aOt+27eLJm1XbtKrVublzRdB9aJJmfhrHWVAfVrK7OuMhEREV0tBmWJHOySH2j+CQRebgUEG4EPdwN1y2m1XoWu5sPMiAMHKny/E+LiMCEursz2bJMJ2SYTTtls+9lmnXYtNzf0LQn8EjlCURFw9KjUd7asAP/sM+DJJ8vf32AA4uOtQdm77wZGjSob1Kzu3N2lXEGnTlIiAZCg7NatcrGt8PHLL8Cnn1pv16GDfdkD27q6dHVYJ5qIiIiIqGZhUJbIWTTKBermA2e8gIltgQ/3ABH5ao+KqMZRFOD8eWvGqyX79eBBoLAQmD9fgquANOYDgPr1rVmvlizYxo0BV5v/oloq5RkZKRfL78nihhukjMKWLdKszBK4/fBDuf7cOWtgNjkZCAy0/x3S5bFONKlNrbrKQMVrK9dydcWY0FA8Gh6Ohra1WIiIiIicDD8KETnY5T7QnO8KDLxFwZFDHqjzwg34ba0ZTZpWzuOyUQxpUX6+BFtDQ621m5cvl8BheXx8pH6qRa9e9g266PLGjpWLogDHj1vLHWzZAuTk2GfK3n+/1NXu3NmaTdulCxAUpNrwqwXWiSY1qVk39Uq1lQEp55FRXIxZ587h3tq1S8ebW1wMb73eKZtyEhERkXYxKEvkYJf7QNOgLrBpA3DzzcCBAzoM7KPH+vVAZfSlYqMYqskUBTh9umzt16NHpSnXW28BkyfLvi1aSHOtxo3t6762bi0ZsS4u1vs1GOxrwVLF6HSSZdyoEXDPPbKtsNB6vaIAhw8DFy4A69fLxaJpU+CWW4BPPnHsmInIuVWktvJPLVrAy8UFazMycIOvb+n1E48fx9r0dIwKDcWokBB08PVlgJaIiIhUx6AskZMJDZUARZ8+EmDq1QvYseP6GwOxUQzVFNnZwP79ktXaurVs27/f+v3FgoKA4mLrzw0aALm5gJdX1Y+VrNzdrd/rdMCxYxKYtTQQ27IFOHJELhfXnn3oIcl07tZNSiT4+Tl27ETkHCy1lZ8+dgwJNmd6Lq6tPDg4uPQ6RVGwNj0dp41GvHfmDN47cwYNPTxKA7RtfHwYoCUiIiJVMChL5IRCQoA//5RssRtukK7ulYGNYqg6MZslcHdx9uvJk3L9/fcD8+bJ902bAt7ekplpqflqudSuLUFACxcXBmSdgYuLZC23aAGMGyfb0tKAf/4B3Nys+6WlAV98Yf1Zp5Nj3K2blD3o0QOIinLo0IlIRVdbW1mn0+HgDTfg9/R0zE9Oxoq0NBwvKMC0+HhMi49H/8BA/H6ps3pEREREVYhBWSInFRwMbNwo2YC2y6mvFxvFkDNKTZWAq04H9O4t2y5cuHTpjrp17bMl3d2l9iubRlVvQUHArbfab9PrpZSBJZv29GlrgH72bOCBB4Avv5R9i4slqNuhA8D+PkQ119XWVvbS6zEiJAQjQkKQZzJhRVoafklOxsr0dLT38Sndz2g24934eIwMCUFzb++qfhpERESkcfz4SuTEbINORUXAY48BTzwBtGt3fffLRjGkJtusV8slMVGu69HDGpT18ZGMSE9P++zXVq3KbwbFgGzNFBAAPPmkXADg3Dlr87CtW4GePa377tkDdO8umbbt2lmzabt1u/4SMERUM3jr9RgdGorRoaHIKS5GkWIt6LQ6PR3/O3UK/zt1Ci29vTE6JASjQkPRhMsriIiIqArwIyxRNfHGG5INtmgR8McfkglG5KwURYJne/cCOTnAqFHW6/r3twZhbTVsKPVebe3ZY196gCg8HBgxQi4XO39eylUkJQHbtsll+nS5LjJSvh8+3JGjJSJn5nvR2bxAV1cMCgrC6vR07M/Lw/68PLx66hTa+vhgVEgIHqhTB2G2BbKJiIiIrgODskTVxKRJwNq1khnWpw+wZo3UmyVyBrt2Af/9Z5/9mp4u14WH2wdle/SQgK1t3deWLSUz9mIMyNLVGDhQ/rZOn7Zm0m7ZIsH9M2eAWrWs+y5bBnzwgTWTtmtXqedNRNp1U0AAbgoIQEZREX5NTcX8lBT8kZGB3bm52J2bi6HBwaVB2SKzGW6VWV+KiIiINIdBWaJqwt8fWL0aGDAA+PtvaQK2ejXQpYvaIyNnZjIBmzfqgX1jsHmjHv37SI3Oa2E2S5OtvXsl6DVhgvW6CROATZvs99frpQFX69ZAYaHUfQWAn3++tscnqgidThp/RUUBd94p23Jzge3bgc6drftt2CB/s7Z/t40aSYC2Wzfg9tuBwEAHDpyInEYtNzfcV6cO7qtTB2lFRViamopt2dl2dWbvOnQIpwsKMDo0FLeHhCDSw0PFERMREVF1xKAsUTXi6wusWiWNcDZtAmJj5edu3dQeGTmjxYuB8eOBs2e9AfyEQYukruaMGRVbwr1rl2QZWjJf9+0D8vKs148bZ81u7dlTgq622a/NmwP8jErOwMfHWqvY4sknpT6xpYHYwYNAXJxcvv0W6NfPGpT96y/52+/cWWrcEpF2BLm54cE6dfBgnTql24xmM1alpyPHZMK2nBw8c/w4uvn5YVRJgDbcYFBxxERERFRdMChLVM34+AArVwKDBwPr1wPDhkn2IntQkK3Fi4GRI6W2q62EBNm+cKEEZouLgaNHrYHXKVOsGa2ffAJ89ZX97Q0GICZGglm5udag7OuvV/lTIqpUDRrI5f775eeMDODffyVAe+gQUL++dd/33wd+/VWycFu0sGbTdu0KNGnCMhtEWmNwccHRG27A4tRUzE9OxuasLGzJzsaW7GxMjIvDw3XqYHbTpmoPk4iIiJwcg7JE1ZC3N7BiBXDHHZIJyYCsc7LNKnUkkwl4+umyAVnAum3sWAnAHjkipQUshgyR+q6AZAUmJUkQtmVLuTRqBNj2RbnW52izApTIKdSqJU3o+vcve110tDSiO34cOHBALp9/LtfVrSvlPCxlQUymay8RQkTVR22DAY/XrYvH69bFOaMRC1NSMD85GVuys9HA07N0v+ziYvx4/jyGh4QglE3CiIiIyAaDskTVlJeXZG7Zsq3bSeorr3GVs7hwQcoRXKy8GsW//175j19ewJjIWX30kVySk63Nw7ZsAXbskNq1tkHYTp0AFxdrJm23bkC9esymJarJwg0GPB0RgacjInCmoABeNm8Ky1JT8dixY3ji2DHcXKsWRoWEYHhICILc3FQcMRERETkDBmWJaoiDB6Xz+BdfAH37qj0aIqKaJzRUssmHDJGfCwslUGuRnQ3s3i0nHXbulBIgABAeLsHZQYOAe+91+LCJyIEubvjlo9ejo68vduTk4I+MDPyRkYHHjh5F31q1SpuE+bjyIxkREZEWcQZAVEO8/74soR08WDJoY2PVHhHl5l76OkWRAE5iolzOnZNGROHhcv0vvwCvvAKcPy/LoS/2009yrAGpD3vffZI9HR4OeHqWnwV7sZUrgR49rvppEVEJd3dpnmfh5yfvw5ZM2q1bpWHeuXPyOvX0tAZlTSZ5jXfqJAHb2rUr9pgmE7B5ox7YNwabN+rRvw/LJRA5s6EhIRgaEoIT+fn4JTkZv6SkYFduLlZnZGB1RgZuqVWrNCirKAp0TKsnIiLSDAZliWqIWbOAtDRg2TLgttuAJUuAAQPUHpU2FRVZA61Nmlg7uK9aBbz7rjTbSkgoW491yRKgcWP53stLbg/IUujataV2ZXi4fG3c2FqXddQoYOhQCQjpdBK0iYqSxyivTIBOJ4Gk2FgGc4gqW2QkMHq0XAApFbJjhwRo27Sx7nfwIPD229afo6PtSx60amVfvxmQBn7jxwNnz3oD+AmDFslrecYMadxHRM6rgacnXqxfHy/Wr49jFy7gl5QUHM/PR4RNZu2w/fuhABgVGorbgoLgywxaIiKiGo3/6YlqCIMBWLAAGDNGgntDhwKLFslyWaocigKkp0u2m6W52r//Al99JQHQc+fka3KyNRi6eDEwbJh8n50NrF9vf5/+/tZgq6+vdXvfvsC2bXJdWNjlg6eennKx0OslSDNypARgbQOzlgSc6dMZkCVyBC8vyUi/OCvdYAAeeUQyavfvB06elMsPP8j1U6YAr70m3+fnS/b8/feXPdGSkCCv9YULGZglqi4ae3nh5fr17bZlFBVhRVoaTACWpaXBoNNhYFAQRoWEYFBQEEscEBER1UD8705Ug7i7A/PnA3fcIQHZ4cMlUGupf0iXpijWgOXRo8CKFdaMVkvA9dw5oKDA+rsFgPh4YM6csvfn5iaBVtvSA926Ad9/b5/xasl2vVhQkFyu1fDhEqSRrDrr9ogICcgyeEN09S7Obr8edesCH3wg32dlSQ3af/6REz3btwNt21ofb9kyKVFSHst71/jxcjJHrZMtl3ovI6KKqeXmhj2dOmF+cjLmJyfjaH4+lqSmYklqKjxdXDC5Xj28GhWl9jCJiIioEjEoS1TDuLlJvdGxYyVA+9FHUs5A6yXKzp+XzFPbjFbbgOvnn1sDlXv3As88c+n7Skmxft+uHfC//0mAxXIJDweCg6XsgK2ICOCuuyr/uV3K8OESkF+1Lg+D5o7Dioe/QP8+3syQJbpGPj6Oe6yhQyu+r6LIyRd//yobToXGQETXJ8bbG69HR2NqVBT25uXhl5IA7fGCAoS4uZXul1JYiL+ystA/MBCe/KdORERUbTEoS1QDublJRmZMjGRP1dSAbEGBNNW5ONBq+f6114D+/WXfzZuB22+/9H0lJFi/b9ZMso0t2ay2ma116gC2jZUbNQKmTq2a51cZ9Hqge08TsPVndO85hwFZIiIiJ6fT6dDGxwdtfHzwRnQ0duXmIspm8rEgJQVPHDsGH70eQ4KCMCo0FP0CA2G4+GwwEREROTUGZYlqKFdX4NVX7bcdOgQ0b67OeK5GcTGQlFR+Ruu4cUD37rLfb79JLcVLOXrUGpSNjgbaty+b0Wr53nZFYMuWwI8/VtnTI6JqKjdXncfdtAkYOPDK+61cWbZ2LRFVbzqdDu1ti84D0Ot0iDQYcMZoxA/JyfghORn+ej2GBgdjVGgobqlVC24M0BIRETk9BmWJNOLdd4HJk4Fvv5VmYJs36oF9Y7B5ox79+zimDqGiAJmZZTNbBw6UgCkggdbbbgPM5vLvo317a1C2bl1pjnVxgNXyc4cO1tt16CA1G4mIrpVadVNjY6X8SUJC+WUCdDq5PjaWDfyItOCR8HA8VKcO/s3OxvzkZCxIScG5wkJ8c/48fkhOxvlu3RDIoCwREZHTY1CWSAMUBTh2TAKdd98NPPUUkJHhDeAnDFokH+ZnzLi+5k9GI5CYaA24tmkDNGki123aBDz4oFyXn1/2tr6+1qBscLCM09VVSgVcHHC1BGQBoHNnIDv72sdMRFQd6PXyHj1ypARgbQOzlvI006czIEukJS46Hbr6+6Orvz8+bNQIW7KyMD8lBbkmEwJt6s/etm8faru7Y3RoKHr6+8OVwVoiIiKnwaAskQbodMCcOVJ/de1aICPD/vqEBPmwv3Bh2cCsogCpqbJPWJgESgFg1y7g5ZetGa+pqfa3++gja1DWYADi4qzXBQbaB1qbNbNe17atBHdDQ8s2yirveRERacHw4fIePX68NPWyiIiQgOz1nFQjourNRafDTQEBuCkgwG57fEEBlqelAQA+T0xEqJsbRoSEYFRICLoHBEDPiRQROZhJUbA5KwcIuRmbs3LQP8SX70WkaQzKEjlYXp46j2syAQcOlH+dokiA8/HHJWh7/rwERs+dk9quhYWy3zvvAE88Id9nZwO//25/PwaDBG3r1JHsV8tzjYoCVq+WQGzt2oCnZ9kx5OXJ0mCDQfYhIiJ7w4cDQ4YAq9blYdDccVjx8Bfo38ebGbJEVK5wd3f80aYNfklOxqKUFCQXFWHWuXOYde4caru74/+iojAuPFztYRKRRixOScH4uDicNRqBFq9i0MFjiDDEY0ajRhgeEqL28IhUwaAskYP5+Kg9gvIpigRjZ8++9D4vvCCXSzEagVOn5LJ1qzTlutoxEBHRpen1QPeeJmDrz+jecw4DskR0Sa4uLuhTqxb61KqFTxs3xvrMTMxPTsaS1FQkFRbCy+YNJNFoxMmCAnTx84MLs9aIqJItTknByAMHcPHHvQSjESMPHMDCmBgGZkmTGJQlIiIiIiKqwdxcXBAbGIjYwEDMMpuxLiMDN/n7l17/TVISJp88iUiDAaNCQjAqNBSdfH2hY4CWqEbIM5lUe2yTouDpY8fKBGQBQAGgAzA+Lg59a9VSpZSBN89wk4oYlCVysNxcdR530yZg4MAr77dyJdCjR9WPh4iIiIgcz93FBQOCguy25ZvN8NHrccZoxAdnz+KDs2cR5eGBUSEhGB0ainY+PgzQElVjPps3qz2ES1IAnDUa4f/XX+o8fq9eqjwuEcCgLJHDeXur87ixsdIQJiGh/DIBOp1cHxvLDt5EREREWjI1Ohov1quHVenp+CUlBctTU3GqoADvnjmDTxMSkHLjjXblDoiIiOj6MShLpBF6PTBjBjBypARgbQOzlsSH6dMZkCUiIiLSIk+9HsNCQjAsJAQXTCasTEvDLykp8NHr7QKyQ/ftQ2sfH4wKCUFLZ22WQER2crt3v+rbJBUW4lBeHuKNRsQXFCDeaMTpggKcMRqRYDRiT8eOiC7p4Pz6qVN498wZu9u76XSIMBjgp9djTwW6XTf08ECOyYRdHTvC31VCVeOPHcOXSUmXvM3ODh3Q1MsLALAqPR07c3JQ12BAuLs7wg0G1HF3R6CrKzP9yWkxKEukIcOHAwsXAuPHA2fPWrdHREhAdvhw1YZGRERERE7CS6/HyNBQjAwNtdt+IC8Pv6al4de0NPzf6dNo4eWFUaGhGB0SgmZqLQcjoiu6uG5qvslUGmQ9VVBQ+vWdBg0Q4eEBAPgqMRFvxsdf8j6Ti4pKT8wMDgqCn6srojw8UN9gQJSHB+oYDNDrdDApCqL++QcJRmO5dWV1ACIMBhzp3LlMTdn769RBS29vJBQWIqEkGJxgNCKhsBAFZjMaenqWPre16emYk5hY5v49XFwQ7u6OP9u2Rf2S5/ZvdjZOFxSgrsGAuiUBXHcXl4r+OokqDYOyRBozfDgwZAiwal0eBs0dhxUPf4H+fbyZIUtEREREl1XfYMD3zZvjl+RkrEpPx8ELFzDl1ClMOXUKrby98UZ0NG4LDlZ7mESal2cy4XRJsLWrnx8C3NwAALMTEjDl1CmcLyoq93bj6tQpDco29fJCcy8v1PfwQFTJxRJwjfLwQKi7e+ntbgoIwE0BAeXep16nw4xGjTDywAHoALvArCUEO71Ro3KbfN3o748bbZoSWiiKgoziYvjZfIjtFRAABUCC0YizJYHb1KIiFJjNOFFQgFqu1vDXvMREzL0ogBvq5iZBWoMBXzRtirCS53ciPx/5ZjPqurvDn1m3VMkYlCXSIL0e6N7TBGz9Gd17zmFAloiIiIiuyMfVFXeFheGusDBkFRfj19RU/JKcjDUZGdiXlwfbPLNzRiMKzGY0KFneTESVR1GU0uDgP1lZWFRSB9qS9ZpiE3Rd36YNetWqBUACpJaArLeLS2mANcrDozT4ajG2dm2MrV27UsY7PCQEC2NiMD4uDmeNxtLtEQYDpjdqhOEhIVd1fzqdDoElgWaLMWFhGBMWZrfNaDbjnNGIc4WF8LMJyjb09MSNfn5IKCzEOaMRhYqC5KIiJBcVYVduLjxtsmbfiY8vDeB6ubiUBm7rurujrsGAyfXqlQa9c4uL4eHiAldm3VIFMShLREREREREV8Xf1RX31K6Ne2rXRkZREZampuKWwMDS6z9JSMDb8fHo6OuLUSEhuD0kBFEM0BJVSG5xMeLy8yXIajTalRg4XVCARTExpYHWfXl5eP+ieq4A4K/XI8rDAyabbbcFB6O9ry+iPDwcXmt1eEgIhgQHY1XKOQxaeA9WjPwW/UPCy82QrSwGFxdEe3qW1r61eL5ePTxfrx4AwKwoSCsqKs2wTboogOuq0yHQ1RXpxcW4YDbjWH4+juXnl17/Sv36pd9POn4cXyYmIqwkYGsJ3Fout4eEsGki2WFQloiIiIiIiK5ZLTc33F+njt225MJCuADYkZODHTk5eP7ECXT29cWo0FDcHhKCSJuMPCItURQF6cXFdoHWUwUFeKhOHbQqqdH6Y3IyHjl69JL3cdom27STry8mRkTYZbvWNxhKszdthbm7ly7LV4Nep0N3f18g5U909/et0oBsRbnodAhxd0eIuzva+vqWuf6zJk3wWZMmuGAy4VxJWQRLbdvkoiL42gRwEwsLYS75mlhYiB0X3dcIm/IuE+PisCo9vUzg1vJzOx8fZtxqAIOyREREREREVKm+bNYM0xo0wOKUFMxPScHGzEz8m5ODf3NyMC0+Hkndul02IGNSFGzOygFCbsbmrBz0D3GOAA7RlSiKgpSiIpwqKLCrvboqLQ3PHj+O00Yjck2mMrfr4OtbGpSN8vBAiJvbJeu52pYFaevrW24wkSqXl16PRl5eaOTldcl9fm3ZEsmFhWUak501GpFeXAwfmwDukQsXcLjkUp6cm26CT0lQ9u3Tp7E9J6dM4NZyubiRG1UfDMoSERERERFRpQt1d8ejdevi0bp1kWQ0YmFKCn5JSUELL6/SAKuiKBh98CB6BgRgRHAwahsMWJySYq092eJVDDp4DBGGeMy4htqTRFUp7sIFLExJKVNmIN9sBgB806wZ7impy6rT6XDAJgBX293dLuAaYxPsu6VWLSTfeKNjnwxdNxedDrUNBtQ2GNDhCoHymY0b42RBgTQluygDN9tksgvgbszKwqr09EveV2737qWB2a8TE3G8oKBM4DbEzQ0uDjyxxRNrFcOgLBEREREREVWp2gYDnoyIwJMRETAr1v7r/2RnY0FKChakpODpY8fQwssL+8vJHEswGjHywAEsjIlhYJaqlElRkGgJsJZ8tS01MDUqCneUNJQ6XlCAySdPlrkPHYBwd3cU2fyt3+Dri9WtWyPKwwP1DAZ4XCa70ZG1XkkdUZ6eFa6z/VxkJG4NDLQL3FqCua46nV2m7PyUlHIDuG46Heq4u+No584wlGTgrk5PR3pRkV0G7uX+LiuKJ9YqjkFZIiIiIiIiKpVXztLqqhLm7o63oqOxODUVO3Jyyg3IAoACCXQ9evQoQt3c4KnXw8PFBR4uLnDX6Uq/r+pMMC4TrnyOzqgrNpuRUFhoF2i9pVYtdPX3BwD8kZGB/nv3XvL2cTZNnpp5eWFsWJhdPdcoDw9EGgxwv6geaC03N8TaNMMjqqiba9XCzSWN3WwpilLm/XpEcDCiPTys5RMKC3G+sBBFioJsk6k0IAsAH505g9UZGXa3D3R1LQ3SLm/ZsrSu7b7cXJgB1HV3R5Cb2yVPHCxOScHIAwegXLSdJ9bKx6AsERERERERlfLZvFntIZRLAZBSVITuu3erNobErl1x+MIFGEqCwBd/9dPr4cbmPBVWFRl1hWYzzhqN8NbrS5ta7cvNxZPHjuF0yXLxi087uAClQdkoDw+46nSItKnhahtwbW5TZqC+hwe+bd78msZJdL10Op1dmQMAuCMsrDST26LIbMb5oiJkFBXZBXFbensjz2xGotGIc4WFyDebkV5cjPTiYpwxGmFUFBhL9p8YF4d1mZkAAINOhzoGA+q4uyO8pEzCG9HRUAA8fexYmYAsYD2xNj4uDn1r1VKllIEznlRjUJaIiIiIiIioAtZmZOCew4cvef2PzZuXBkSWp6bi3sOH7YO3JVm9BhcXvFCvNj/mrAAAloxJREFUHgYGBQEA9ufmYkZCQpl9LF97BQSgdUkTqPSiImzLzr5kYLiWqyu8nDD4cLHrzahLLSzEktTU0mxXS6mBBKMRCoD/i4rCK1FRAABXnQ6bsrJKb+um05UGWusbDGhb8rsFgMaenijo0YP1L6laqqyTapnFxZe8L6OilJb1sPg4IeGK96kAOGs0wv+vvypljFdL6dVLlce9HAZliYiIiIiIqFRu9+6qPO6mzEwM3LfvivutbNUKPQICSn8uVhQUmM3wcHGBa0kgLaWwEOcKC1FgNsNouZTsV2g2o0+tWqVZlNuzs7EyPR2FZrPsryjW25jNeLFePbQradqzOj0dzb28Su+3wOa+ixXFbmlwrsmEjOLiSz6PB4uKSr8/WVCALxITL7nvZ40blwZl9+TmYsBlfk/vNGiA5+vVAwDsyM5Gj927S4O2Fwd8761dG/eWNKJKMBrxv5MnpSSETaDXoNPB4OKCG/z8cFNJNmmeyYR1GRly/UX3aygJDAe6uQGQJdaAfZ1Uk6JcNqMOAB4+cqQ0szXeaER8QQFuDwnBY3XrAgBOG414+OjRcn8HHi4uyDKZSrMCQ93dMa9pU9QrCcKGubuXKXVx8TJwZ8yqI6KahUFZIiIiIiIiKqVWMCo2MBARBkNppuPFdAAiDAbEBgaWyWL0v2hf76tootOrVi30KqdeY3mGh4RcMnvTpNiPelBQEA516lQa6L04kNvJpjt7Uy8vvBEdXXr9xfs2sXkuni4uaOfjY3e97WPYBobzzebSS3m25eTgiWPHKvTcHS2tuBiTjh+327YtJwfPnThxxdsWmM14/8wZvH/mzDU/vjNm1RFdiVon1YBrP7GmZQzKEhERERERker0Oh1mNGqEkQcOQAfYBWYtIdjpjRo57bLyi8fl6+qKZq4V+8jdxMsLL9evX6F9u/j747+OHS95vWITHL7Bzw8nO3e2C9raBnKH7N9focckoupBzQzv6zmxplUMyhIREREREZFTGB4SgoUxMdbmTyUiDAZMv47mT1piWybA4OJy2YxhR2TVmRQFqUVFpYHgQkXB1qwsTLwoC7Y8zKgjqj6q+4k1NTAoS0RERERERE5jeEgIhgQHY1XKOQxaeA9WjPwW/UPC+UG+Cjgqq87voozhjr6++ODsWWbUEdUwPLF2dVyuvAsRERERERGR4+h1OnT39wVS/kR3f18G5moYS0YdYM2gs2BGHVH1NjwkBKe6dMGKFo2Bg/+HFS0a42SXLgzIloNBWSIiIiIiIiJyKEtGXV2DwW57hMGAhTExDOAQVWM8sVYxLF9ARERERERERA7HUhVEpGXMlCUiIiIiIiIiVTCjjoi0ikFZIiIiIiIiIiIiIgdiUJaIiIiIiIiIiIjIgRiUJSIiIiIiIiIiInIgBmWJiIiIiIiIiIiIHIhBWSIiIiIiIiIiIiIHYlCWiIiIiIiIiIiIyIEYlCUiIiIiIiIiIiJyIAZliYiIiIiIiIiIiByIQVkiIiIiIiIiIiIiB2JQloiIiIiIiIiIiMiBGJQlIiIiIiIiIiIiciAGZYmIiIiIiIiIiIgcqFoEZWfOnIno6Gh4eHigQ4cO2Lx582X337hxIzp06AAPDw80aNAAs2fPdtBIiYiIiEiLOF8lIiIioqvh9EHZ+fPnY8KECXj55Zexa9cudO/eHQMGDEB8fHy5+588eRIDBw5E9+7dsWvXLrz00kt4+umnsWjRIgePvPpaf2q93VeqmXictYPHWjt4rLWBx9n5cL7qeHwdaAOPs3bwWGsHj7V28FhfmU5RFEXtQVxO586d0b59e8yaNat0W/PmzTF06FBMmzatzP4vvPACli1bhkOHDpVue/TRR7Fnzx5s3bq1Qo+ZnZ0Nf39/ZGVlwc/P7/qfRDWiKAo6zO2AXUm70K52O+x8eCd0Op3aw6JKxuOsHTzW2sFjrQ08zs45T+N81bH4OtAGHmft4LHWDh5r7dD6sa7oPM2pM2ULCwuxc+dOxMbG2m2PjY3Fli1byr3N1q1by+zfr18/7NixA0VFRVU21ppizfE12JW0CwCwK2kX1hxfo/KIqCrwOGsHj7V28FhrA4+z8+F81fH4OtAGHmft4LHWDh5r7eCxrhhXtQdwOampqTCZTAgLC7PbHhYWhqSkpHJvk5SUVO7+xcXFSE1NRZ06dcrcxmg0wmg0lv6cnZ0tX43ZgLHM7jWWoiiYvG4y9Do9TIoJep0ek9dNRpeILpo6o1HT8ThrB4+1dvBYawOPs8g2Zqs9BDucrzoWXwfawOOsHTzW2sFjrR081hWfrzp1UNbi4oOmKMplD2R5+5e33WLatGmYOnVqme2RH0YCHlc72prDpJiwK2kXAt4JUHsoVIV4nLWDx1o7eKy1QbPHuUDtAZSP81V1aPZ1oDE8ztrBY60dPNbaocljXcH5qlMHZYODg6HX68tkGSQnJ5fJLrCoXbt2ufu7uroiKCio3NtMnjwZkyZNKv05OzsbkZGRODPpjGZqdCmKgt7f9Mbe83thUkyl2/U6PVqHtcb6e9dr5oxGTcbjrB081trBY60NPM5W2dnZiHw7Uu1hlOJ81XH4OtAGHmft4LHWDh5r7eCxFhWdrzp1UNbd3R0dOnTA2rVrMWzYsNLta9euxZAhQ8q9TdeuXbF8+XK7bWvWrEHHjh3h5uZW7m0MBgMMBkOZ7X4GP/gZtDHJXR23urTehy3LGY1/zv6Dfo36qTAyqkw8ztrBY60dPNbawONso+yUTVWcrzoOXwfawOOsHTzW2sFjrR081iUqOF916kZfADBp0iR88cUXmDdvHg4dOoSJEyciPj4ejz76KADJGrjnnntK93/00Udx+vRpTJo0CYcOHcK8efPw5Zdf4tlnn1XrKTg9RVHw6vpX4XKJPwcXuODV9a+WLquj6onHWTt4rLWDx1obeJydH+erVY+vA23gcdYOHmvt4LHWDh7rq+fUmbIAMHr0aKSlpeH1119HYmIiWrZsiZUrV6J+/foAgMTERMTHx5fuHx0djZUrV2LixIn47LPPEB4ejo8//hgjRoxQ6yk4vUJTIeKz4mGGudzrzTDjTPYZFJoKYXB1svQUqjAeZ+3gsdYOHmtt4HF2fpyvVj2+DrSBx1k7eKy1g8daO3isr55OYYi6jOzsbPj7+yMrK0szNbrOZJ1ByoUUAEBuYS56ft0TG+/bCB93HwBAqHcoIvwi1BwiVQIeZ+3gsdYOHmtt4HG20uI8rTxa/D3wdaANPM7awWOtHTzW2sFjLSo6T3P6TFlyjEj/SET6SxHibGM2AKBt7baaqVGmFTzO2sFjrR081trA40zE14FW8DhrB4+1dvBYaweP9dVx+pqyRERERERERERERDUJg7JEREREREREREREDsSgLBEREREREREREZEDMShLRERERERERERE5EAMyhIRERERERERERE5EIOyRERERERERERERA7EoCwRERERERERERGRAzEoS0RERERERERERORADMoSERERERERERERORCDskREREREREREREQOxKAsERERERERERERkQO5qj0AZ6QoCgAgOztb5ZGoI9uYDRSUPH+D2qOhqsLjrB081trBY60NWj/OlvmZZb6mVZyvavt1oBU8ztrBY60dPNbaoeVjXdH5qk7R+oy2HGfPnkVkZKTawyAiIiKiSzhz5gwiIiLUHoZqOF8lIiIicm5Xmq8yKFsOs9mMc+fOwdfXFzqdTu3hOFx2djYiIyNx5swZ+Pn5qT0cqiI8ztrBY60dPNbaoPXjrCgKcnJyEB4eDhcX7Vbi4nxV268DreBx1g4ea+3gsdYOLR/ris5XWb6gHC4uLprOvLDw8/PT3AtHi3ictYPHWjt4rLVBy8fZ399f7SGojvNVoeXXgZbwOGsHj7V28Fhrh1aPdUXmq9pNLyAiIiIiIiIiIiJSAYOyRERERERERERERA7EoCyVYTAY8Nprr8Fg0Fh7PI3hcdYOHmvt4LHWBh5nIr4OtILHWTt4rLWDx1o7eKyvjI2+iIiIiIiIiIiIiByImbJEREREREREREREDsSgLBEREREREREREZEDMShLRERERERERERE5EAMyhIRERERERERERE5EIOyZGfmzJmIjo6Gh4cHOnTogM2bN6s9JKoCmzZtwuDBgxEeHg6dToelS5eqPSSqAtOmTUOnTp3g6+uL0NBQDB06FEeOHFF7WFTJZs2ahdatW8PPzw9+fn7o2rUrfv/9d7WHRQ4wbdo06HQ6TJgwQe2hEDkU56vawPmqNnC+qg2cr2oX56uXx6AslZo/fz4mTJiAl19+Gbt27UL37t0xYMAAxMfHqz00qmR5eXlo06YNPv30U7WHQlVo48aNeOKJJ/DPP/9g7dq1KC4uRmxsLPLy8tQeGlWiiIgIvP3229ixYwd27NiBm2++GUOGDMGBAwfUHhpVoe3bt2Pu3Llo3bq12kMhcijOV7WD81Vt4HxVGzhf1SbOV69MpyiKovYgyDl07twZ7du3x6xZs0q3NW/eHEOHDsW0adNUHBlVJZ1OhyVLlmDo0KFqD4WqWEpKCkJDQ7Fx40b06NFD7eFQFQoMDMR7772HBx98UO2hUBXIzc1F+/btMXPmTLzxxhto27Ytpk+frvawiByC81Vt4nxVOzhf1Q7OV2s2zlcrhpmyBAAoLCzEzp07ERsba7c9NjYWW7ZsUWlURFSZsrKyAMgEiGomk8mEn3/+GXl5eejatavaw6Eq8sQTT+DWW29F37591R4KkUNxvkpU83G+WvNxvqoNnK9WjKvaAyDnkJqaCpPJhLCwMLvtYWFhSEpKUmlURFRZFEXBpEmTcNNNN6Fly5ZqD4cq2b59+9C1a1cUFBTAx8cHS5YsQYsWLdQeFlWBn3/+Gf/99x+2b9+u9lCIHI7zVaKajfPVmo3zVe3gfLXiGJQlOzqdzu5nRVHKbCOi6ufJJ5/E3r178ddff6k9FKoCTZs2xe7du5GZmYlFixbh3nvvxcaNGznRrWHOnDmD8ePHY82aNfDw8FB7OESq4XyVqGbifLVm43xVGzhfvToMyhIAIDg4GHq9vkyWQXJycplsBCKqXp566iksW7YMmzZtQkREhNrDoSrg7u6ORo0aAQA6duyI7du3Y8aMGZgzZ47KI6PKtHPnTiQnJ6NDhw6l20wmEzZt2oRPP/0URqMRer1exRESVS3OV4lqLs5Xaz7OV7WB89Wrw5qyBEDeIDt06IC1a9fabV+7di26deum0qiI6HooioInn3wSixcvxp9//ono6Gi1h0QOoigKjEaj2sOgStanTx/s27cPu3fvLr107NgRd911F3bv3s0JLtV4nK8S1Tycr2oX56s1E+erV4eZslRq0qRJGDt2LDp27IiuXbti7ty5iI+Px6OPPqr20KiS5ebmIi4urvTnkydPYvfu3QgMDES9evVUHBlVpieeeAI//vgjfv31V/j6+pZmFvn7+8PT01Pl0VFleemllzBgwABERkYiJycHP//8MzZs2IBVq1apPTSqZL6+vmVq7Hl7eyMoKIi190gzOF/VDs5XtYHzVW3gfFU7OF+9OgzKUqnRo0cjLS0Nr7/+OhITE9GyZUusXLkS9evXV3toVMl27NiB3r17l/48adIkAMC9996Lr7/+WqVRUWWbNWsWAKBXr15227/66ivcd999jh8QVYnz589j7NixSExMhL+/P1q3bo1Vq1bhlltuUXtoRESVjvNV7eB8VRs4X9UGzleJyqdTFEVRexBEREREREREREREWsGaskREREREREREREQOxKAsERERERERERERkQMxKEtERERERERERETkQAzKEhERERERERERETkQg7JEREREREREREREDsSgLBEREREREREREZEDMShLRERERERERERE5EAMyhIRERERERERERE5EIOyREROKCkpCU899RQaNGgAg8GAyMhIDB48GOvWrVN1XFOmTEHbtm1VHQMRERERqY/zVSKi6+Oq9gCIiMjeqVOncOONNyIgIADvvvsuWrdujaKiIqxevRpPPPEEDh8+rPYQiYiIiEjDOF8lIrp+zJQlInIyjz/+OHQ6HbZt24aRI0eiSZMmiImJwaRJk/DPP/8AAOLj4zFkyBD4+PjAz88Po0aNwvnz50vvw5IhMG/ePNSrVw8+Pj547LHHYDKZ8O6776J27doIDQ3Fm2++affYWVlZePjhhxEaGgo/Pz/cfPPN2LNnDwDg66+/xtSpU7Fnzx7odDrodDp8/fXXDvu9EBEREZFz4HyViOj6MVOWiMiJpKenY9WqVXjzzTfh7e1d5vqAgAAoioKhQ4fC29sbGzduRHFxMR5//HGMHj0aGzZsKN33+PHj+P3337Fq1SocP34cI0eOxMmTJ9GkSRNs3LgRW7ZswQMPPIA+ffqgS5cuUBQFt956KwIDA7Fy5Ur4+/tjzpw56NOnD44ePYrRo0dj//79WLVqFf744w8AgL+/v6N+NURERETkBDhfJSKqHAzKEhE5kbi4OCiKgmbNml1ynz/++AN79+7FyZMnERkZCQD47rvvEBMTg+3bt6NTp04AALPZjHnz5sHX1xctWrRA7969ceTIEaxcuRIuLi5o2rQp3nnnHWzYsAFdunTB+vXrsW/fPiQnJ8NgMAAA3n//fSxduhQLFy7Eww8/DB8fH7i6uqJ27dpV/8sgIiIiIqfD+SoRUeVgUJaIyIkoigIA0Ol0l9zn0KFDiIyMLJ3gAkCLFi0QEBCAQ4cOlU5yo6Ki4OvrW7pPWFgY9Ho9XFxc7LYlJycDAHbu3Inc3FwEBQXZPV5+fj6OHz9+/U+OiIiIiKo9zleJiCoHg7JERE6kcePG0Ol0OHToEIYOHVruPoqilDsJvni7m5ub3fU6na7cbWazGYBkKtSpU8duSZlFQEDA1T0RIiIiIqqROF8lIqocbPRFROREAgMD0a9fP3z22WfIy8src31mZiZatGiB+Ph4nDlzpnT7wYMHkZWVhebNm1/zY7dv3x5JSUlwdXVFo0aN7C7BwcEAAHd3d5hMpmt+DCIiIiKq3jhfJSKqHAzKEhE5mZkzZ8JkMuGGG27AokWLcOzYMRw6dAgff/wxunbtir59+6J169a466678N9//2Hbtm2455570LNnT3Ts2PGaH7dv377o2rUrhg4ditWrV+PUqVPYsmULXnnlFezYsQOALDE7efIkdu/ejdTUVBiNxsp62kRERERUTXC+SkR0/RiUJSJyMtHR0fjvv//Qu3dvPPPMM2jZsiVuueUWrFu3DrNmzYJOp8PSpUtRq1Yt9OjRA3379kWDBg0wf/7863pcnU6HlStXokePHnjggQfQpEkTjBkzBqdOnUJYWBgAYMSIEejfvz969+6NkJAQ/PTTT5XxlImIiIioGuF8lYjo+ukUS5VuIiIiIiIiIiIiIqpyzJQlIiIiIiIiIiIiciA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 15 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0016.bmp read.\n", " \n", "Image 15 with 7 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.4800368095566627e-51, error calculation failed.\n", "Matrix singular (determinant = -2.7703427219533605e-42, error calculation failed.\n", "Matrix singular (determinant = -2.278460326638013e-42, error calculation failed.\n", "Matrix singular (determinant = -2.5671776440218507e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 507572.9 +- 1211.6 (error 0.2%).\n", "Left 197431.7 +- 806.1 (error 0.4%).\n", "Right 310141.2 +- 904.6 (error 0.3%).\n", "Head 394863.4 +- 1140.0 (error 0.3%).\n", "Tail 112709.4 +- 1663.6 (error 1.5%).\n", "Tail Prop. 0.2221 +- 0.0033 (error 1.50%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.280833398578047e-51, error calculation failed.\n", "Matrix singular (determinant = 6.082903752777572e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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nVqmpqQQFBdnyhIVRUrYEWVsW1K5du9wmZUkH3K/FqF8SUpY098SRNP/EUTT3xJE0/8RRNPfEkTT/xFE09ySPm7U21UJfIiIiIiIiIiIiImVISVkRERERERERERGRMqSkrIiIiIiIiIiIiEgZUk9ZEREREREREREpl7Kzs8nMzHR0GDeVkZHBHR53kJGewVXzVUeHI6XIxcUFJyen2z6OkrIiIiIiIiIiIlKumM1m4uPjSU5OdnQoRZJjzuGtbm9x/sx5EgwJjg5HSpmXlxcBAQE3XczrRpSUFRERERERERGRcsWakK1bty41atS4reRXWcjOyebK71do6NsQp2q3X0Up5ZPZbOby5ctcuHABAKPRWOxjKSkrIiIiIiIiIiLlRnZ2ti0h6+Pj4+hwiiQ7Jxucwd3dXUnZSq569eoAXLhwgbp16xa7lYEW+hIRERERERERkXLD2kO2Ro0aDo5EpGDWuXk7/Y6VlBURERERERERkXKnvLcskKqrJOamkrIiIiIiIiIiIiIiZUhJWREREREREREREZEypKSsiIiIiIiIiIhUOtlmM9uSklhz/jzbkpLINpsdHdJtGzNmDIMHD3Z0GABs27YNg8FAcnKyo0OpkJSUFRERERERERGRSmVdQgINd+2i5w8/MOLoUXr+8AMNd+1iXUJCqZ0zalIUzk7OGAwGXFxcaNy4MVOnTiUtLa3UzulIXbt2xWQy4enp6ehQKiQlZUVEREREREREpNJYl5DA0MOHOZOebrf9bHo6Qw8fLtXEbL9+/TCZTPz666+8/PLL/POf/2Tq1Kmldr7iyMzMLJHjuLq6EhAQoAXZiklJWRERERERERERqRSyzWYmxsVRUKMC67ZJcXGl1srAzc2NgIAAgoKCGDFiBI8++ijr16+3nN9sZu7cuTRu3Jjq1atz55138sknn1yPPTubJ554gkaNGlG9enVatGjB4sWLb3i+/fv3U7duXebMmVPg/pMnT2IwGPjoo48ICwvD3d2d1atXA/Dee+/RqlUr3N3dadmyJf/85z/tnhsTE0P79u1xd3fnrrvuYv369RgMBmJjY4GC2xd8+umnBAcH4+bmRsOGDZk/f77dMRs2bMgrr7zC448/Tq1atWjQoAHLli0ryltb6Tg7OgAREREREREREZGSsD05OV+FbG5m4HR6OtuTkwnz9i71eKpXr26rTP3LX/7CunXrePPNN2nWrBnff/89I0eOxM/Pj3vvvZecnBzq16/PRx99hK+vLzExMYwbNw6j0ciwYcPyHXvbtm0MHjyYV199laeeeuqGcUyfPp358+fz3nvv4ebmxttvv82sWbNYunQpISEhHDx4kLFjx+Lh4cHo0aP5448/CA8P58EHH+TDDz/kt99+Y9KkSTc8x/79+xk2bBhRUVE8/PDDxMTEMH78eHx8fBgzZoxt3Pz58/nb3/7GCy+8wCeffMJTTz3FPffcQ8uWLW/5/a3IlJQVERGp4LLNZrYnJ2PKyMDo6koPLy+cdAmRiIiIiFRBpoyMEh13O/bs2cOHH35Ir169SEtLY8GCBWzdupUuXboA0LhxY3bs2EF0dDT33nsvLi4uzJ492/b8Ro0aERMTw0cffZQvKfv5558TERFBdHQ0w4cPv2kskyZNYsiQIbbHf/vb35g/f75tW6NGjThy5AjR0dGMHj2aDz74AIPBwNtvv427uzutW7fm7NmzjB07ttBzLFiwgF69ejFz5kwAmjdvzpEjR/j73/9ul5R98MEHGT9+PGBJFi9cuJBt27ZVuaSsQ9sXfP/994SHhxMYGIjBYLCVc+d29OhRBg4ciKenJ7Vq1aJz586cOnXKtj89PZ1nnnkGX19fPDw8GDhwIGfOnLE7RlJSEhEREXh6euLp6UlERES+leFOnTpFeHg4Hh4e+Pr6MmHCBDLK4AdURETkdqxLSKBhTAzDt27l2PTpDN+6tUgLGGRfusS29u1Z06sX20ymSrESrYiIiIiI0dW1RMfdqi+//JKaNWvi7u5Oly5duOeee1iyZAlHjhzh6tWr9OnTh5o1a9pu77//Pr/88ovt+W+99RZ33XUXfn5+1KxZk7ffftsuDwawe/du/vznP7Ny5coiJWQB7rrrLtv9hIQETp8+zRNPPGEXy8svv2yL5dixY7Rr1w53d3fb8zp27HjDcxw9epRu3brZbevWrRs///wz2dnZtm3t2rWz3TcYDAQEBHDhwoUivY7KxKFJ2bS0NO68806WLl1a4P5ffvmF7t2707JlS7Zt28YPP/zAzJkz7SbEpEmT+Oyzz1i7di07duzg0qVLDBgwwO6bPWLECGJjY9m0aRObNm0iNjaWiIgI2/7s7Gz69+9PWloaO3bsYO3atXz66adMmTKl9F68iIjIbbItYJCZiTExkaiVKzEmJtotYFBQ8nVdQgINf/iB4TNnciwoiOExMaW+Eq2IiIiISFno4eVFfTc3CrtuzAAEubnRw8urVM4fFhZGbGwsx44d4+rVq6xbt466deuSk5MDWJK2sbGxttuRI0dsfWU/+ugjnn32WR5//HE2b95MbGwsjz32WL6iwSZNmtCyZUvefffdIhcUenh42O5bY3n77bftYjl06BC7du0CLP1v8y7gZb5JIUdRn+Pi4mL32GAw2GKqShzavuCBBx7ggQceKHT/iy++yIMPPsjcuXNt2xo3bmy7n5KSwjvvvMOqVavo3bs3AKtXryYoKIhvvvmGfv36cfToUTZt2sSuXbvo1KkTYJl0Xbp04dixY7Ro0YLNmzdz5MgRTp8+TWBgIGDpbzFmzBjmzJlD7dq1C4wvPT2d9Fx9SlJTUy1f01Oh8PYlDpWanmr3VaSsaO6JI1XG+ZdtNvPMz8cLXcDAAIw99hPPGAzkzJxJ5IYNTI6JId2/LklZlg8uQ64lcr/o2pVYHx+GHj7M+80bMdCn9HtrVRWVce5JxaH5J46iuSeOpPlXOWRkZJBjziE7J5vsnOybPyGPhU0aM+zIUQxg9/eyNV24oEljMOeQXYIXi2WbLXHW8KhBo8aNrm+/Fn+Lli1wc3Pj5MmTdO/RPf/zc7L5/vvv6dK1C5H/F2nbHvdLnN1xzGYzPj4+fPzJx/S6rxfDhg1j7b/W5kt05j1/7vfS18+XevXqEfdLHI8Mf6TA5zRv3pwPPviAy1cu4+bmBljaMeQ+Vt5jt2rViu3bt9t9z3b8dwfNmzcHw/VYrN/b3AraVp5l52STY87hUsYlMgz2ifGi/v4ptz1lc3Jy+PLLL5k2bRr9+vXj4MGDNGrUiBkzZjB48GDA0kA4MzOTvn372p4XGBhImzZtiImJoV+/fuzcuRNPT09bQhagc+fOeHp6EhMTQ4sWLdi5cydt2rSxJWQB+vXrR3p6Ovv376dnz54Fxvjqq6/a9fqwCloQBO4FPKEcCVoY5OgQpIrS3BNHqlTzz/NOAoJmEpKYCECHn3+2+wpg8vHhXJ06dsnXg3XqWHbm/QQbwJxDxI+7YPcIoOp9Ul2aKtXckwpH808cRXNPHEnzr2K7w+MO3ur2Fld+v1KszFVD4DWjO/MT0rmQdT3zWtfZwGQ/NxpmneZg/OkSize31PRUDsYfLHDfo5GPMvHZiZxIOkH7ju1Ju5TGD/t+oEaNGgwYNgC3um7seX8P/1z7TwKDAvnq06/YvWc3gUGBtmMmXknkUvolzuacZcGHC3jqoafoP6Q/c96cg7Nz/jfrXMI5AH76/SfM8dffizGTxvDqzFdJJZWuPbuSmZHJkR+P8EfyHzwa+Site7Um88VMho0axuinRxN/Np4FcxcAcCzxGOZ4M3EXLQnjH8//SK2rtXhw9IOMfnA0/2/6/6PPwD78b///WLp0KdNfmW6LPyM7gzOpZ+zeo8uZl4m/FF/o+1YuZcHvKb/T/6v+/Jb2m/2+q0U7RLlNyl64cIFLly7x2muv8fLLL/P666+zadMmhgwZwnfffce9995LfHw8rq6ueOdZLc/f35/4+HgA4uPjqVu3br7j161b126Mv7+/3X5vb29cXV1tYwoyY8YMJk+ebHucmppKUFAQpyefLrS61tFS01MJWhjE6WdPU9utfMYolZPmnjhSZZx/n/x+kVMvRhG1cqXd9uXz5tnuR40ezexcDfUBAi5exHiTRO7yp07Rw7NWKUVetVTGuScVh+afOIrmnjiS5l/lkJGewfkz52no29CuheWtCAmASU3NbE9JIT4jgwBXV3p4epbagrjWStnabrUJCQgpcEz0gmjaNm7LW2++xSvTXsHLy4uQkBCen/E8IQEhtH6uNYm/JjJz/EwMBgOPPPII/2/8/+PrTV/bjulT3QendCfL4wDYvm07ve7rxYKpC1j9wWqcnJzszul91ZIza+nbkvYB7W3bQyaH0DKgJfPnz2fpnKV4eHjQpm0bJk6YaDv2hg0bePr/Pc3IviNp27YtL0e9zMiRI2lfvz0tAlqQUicFgHb+7SyvJSAEt7VuREVF8e7idzEajfz1r39lysTr7UFdnVypX7u+3XtUw6UGATUDCn3fyqOrV69y8tJJ9o3bh6ubfX/i1NRUgl67+QdD5TYpa+0lMWjQIJ599lkA2rdvT0xMDG+99Rb33ntvoc/N28Mibz+L4o7Jy83NzVbCnVttt9rl/pd/RYhRKifNPXGkyjT/GtfI5sXwcL7o2hWwJFaXz5vHk1OncqBZM3xTLH8ghRw/bpd8vXvDBiI3brQ7Vt5Ebmr37pXmfSovKtPck4pH808cRXNPHEnzr2K7ar5KgiEBp2pOOFVzuvkTCuEE9KrjU3KB3UgORC2KIiQg5IYxT5o4iUkTJxW4r0b1GqxYsSLf9tdfe912f2Weooz69epz7NixQs/XpHGTQnvBjhw5kpEjRxb63B7de/DDDz/YHn/wwQe4uLjQqGEjnKo50eu+XvmO/dBDD/HQQw8VesyTJ0/m2xYbG1vo+PLKqZoT1QzVqOlaE3e3PB8c5E8VFqjcJmV9fX1xdnamdevWdttbtWrFjh07AAgICCAjI4OkpCS7atkLFy7Q9dp/UgMCAjh//ny+4yckJNiqYwMCAti9e7fd/qSkJDIzM/NV0IqIiJQHPby8cA4MJNbHx65P1oFmzTjYvDmzVqy4YRVt9IAB7G3Z0i6RC5ZK2TWltBKtiIiIiIhUHO+//z6NGzemXr16/PDDD0yfPp1hw4ZRvXp1R4dWKZTbpKyrqyt33313vmz/8ePHueOOOwAIDQ3FxcWFLVu2MGzYMABMJhOHDh2yLQ7WpUsXUlJS2LNnDx07dgRg9+7dpKSk2BK3Xbp0Yc6cOZhMJoxGIwCbN2/Gzc2N0NDQMnm9IiJSOWWbzWxPTsaUkYHR1ZUeXl4lcsmUk8HA4qZNGXr4cIEry0bfoIoWLMlXaxsDayLXANRzcSG7Vy/WeHtjXL2aHgEBpXaJl4iIiIiIlF/x8fG89NJLxMfHYzQaeeihh5gzZ46jw6o0HJqUvXTpEnFxcbbHJ06cIDY2ljp16tCgQQOee+45Hn74Ye655x569uzJpk2b2LBhA9u2bQPA09OTJ554gilTpuDj40OdOnWYOnUqbdu2pXfv3oClsvb+++9n7NixREdHAzBu3DgGDBhAixYtAOjbty+tW7cmIiKCv//971y8eJGpU6cyduzYctsbVkREyr91CQlMPH6crPh4IjdsYHJ4OM6BgSxu2pQhfn63ffwhfn58EhzMxOPHMfn4EDV6NCYfH+q7unLF37/QKlora1IWsK1MeyUnh5EvvmiJNyamROMtiuxLl9jevbslaayksIiIiIiIw0ybNo1p06Y5OoxKq5ojT75v3z5CQkIICbE08p08eTIhISG89NJLAPzpT3/irbfeYu7cubRt25bly5fz6aef0r17d9sxFi5cyODBgxk2bBjdunWjRo0abNiwwa6x8QcffEDbtm3p27cvffv2pV27dqxatcq238nJiS+//BJ3d3e6devGsGHDGDx4MPNyXeYpIiJyK9YlJDD08GHOZGZiTEwkauVKjImJnE1PZ+jhw6xLSLjlY2abzWxLSmLN+fNsS0oi22xmiJ8fJ7t2Zc1999Hi9ddZc999nOzShWXXPnjMm860PvZxdrZL5Na5tlJrYnZ2icV7q9YlJNDwhx8YPnMmx4KCGB4TQ8Ndu8rk3CIiIiIiImXJoZWyYWFhhTYbtnr88cd5/PHHC93v7u7OkiVLWLJkSaFj6tSpw+rVq294ngYNGrAxz8InIiIixZFtNjMxLo6C/oUzY0mMToqLY5Cvb5GrQG9WdRuWq7c65KqijYuzr6J1c2NR06YM8vW1tFXo3p3VLi6M+emnAs9b3HhvJm9F7O9OTgw7cgQzEHItKfxF167E+vgw9PBhPgkOLrNqXRERERERkdJWbnvKioiIVBR5E4zZ7u5knTtHyLX2AB1+/tnuK1h6um5PTs6XTC2Iter2VhOWQ/z87JKva/L0tLWee1tSElkmU4nFW5TXM/H4cbJmzrS1SUjI02rBqrSSwiIiIiIiIo6kpKyIiMhtKCjBmOHvzzMbNhC1cqXd2OW52uJEjR6NKVc7nsLcbtWtk8Fw00SqKSODyBKK92YKSzDD9R63hSWFt5lMOD34oPrNioiIiIhIhaekrIiISDEVlmA86ONDdHi4LdnY4eefWT5vHk9OncqBZs0AS5JxjavrTc+xPTm5RKtuC2J0dWVyCcV7IzdKMBclKTysbl1ccyW/y3oRMhERERERkZKipKyIiEgx3CjBCBDv40O8j4/dtgPNmnGweXMMQD1XV7KBNefPY8zTViC3sqhi7eHlhXNgILF5Wgjkjre+mxs9vLyKfQ64cYI5JjiYES++yO+enjS4cKHApPDF7Gz1mxURERERkUpBSVkREZFiKGoFa97ErAFL24Er2dmM3Lq1wEW7ciuLKlYng4HFTZsy9PBh8qaFrY8XNW16260Cippgtr5Wa1K4MOo3KyIiIiI3kp0N27eDyQRGI/ToAU5Ojo4qv7CwMNq3b8+iRYscHUq5smLFCiZNmkRycrKjQykVSsqKiIgUQ1ETjEueeAKTj4+lmtXHhzrOziRmZZFYxKrPsqpiHeLnxyfBwUyMi7OLt76bG4uuJYuzzWbLomEZGTes7i1MURPM1t6yVgGJiTftN1tSi5CJiIiISOWwbh1MnAhnzlzfVr8+LF4MQ4aUzjmjJkXx5cdfAuDs7ExQUBBDhgxh9uzZeHh43CDWdbi4uJROUFJuKSkrIiJSDEVNMH4UHIxTmzaYundntYsLY376qcDj5a76HODuTkyPHrYFrRY2acKwI0dKtYoVLInZQb6+lsRr9+6syZV4tS1oFh9/0+rewtwswQxgLVzIncQuq0XIRERERKRyWLcOhg4Fc55eY2fPWrZ/8knpJWb79evHihUryMzMZPv27Tz55JOkpaXx5ptv5hubmZmJi4sLderUKZ1gbiIjIwPX21w3QoqvmqMDEBERqYhsCcbmzTnYvLktEWtNMMY2b45LYCBh3t6EeXsz3N8fJ4OBLJOJkOPHCTl+3K7qM+T4cdofP07muXPU/+EHhs+cybGgIIbHxPDsL78wNSiIem5u+apYS7qfqpPBYIs3zNvblpAdevgwZzIzMV6r7jUmJnI2PZ2hhw+zLiGhyMde3LQpQIEJZgOwpnVr1tx3Hy1ef501993HR8HBRIeH0yE6mg7R0Tw5dSoAT06datsWHR7O+YwM1pw/z7akJLLz/vUtIiIiIlVGdralQragPwmt2yZNsowrDW5ubgQEBBAUFMSIESN49NFHWb9+PQBRUVG0b9+ed999l8aNG+Pm5obZbCYsLIxJkybZjtGwYUNefvllRo0aRc2aNbnjjjv4/PPPSUhIYNCgQdSsWZO2bduyb98+23MSExMZPnw49evXp0aNGrRt25Y1a9bYxRYWFsbTTz/N5MmT8fX1pU+fPjz++OMMGDDAblxWVhYBAQG8++67Bb7GFStW4OXlxfr162nevDnu7u706dOH06dP243bsGEDoaGhuLu707hxY2bPnk1WVpZt/4IFC2jbti0eHh4EBQUxfvx4Ll26VOh7m5iYSMeOHRk4cCBXr1694fehIlBSVkREpBhulmCE/BWs1pYHByIjORAZaav2XD5vnm1b5IYNJGRl5Ut+zjt9mgVNmtglLE907lzqC1zdaEEz67ZJcXFFToRa2yTUc3EpMMH8UN26dknhsJskvw82b06Cjw+v79nDsenTGb51Kw137SpyolhEREREKpft2+1bFuRlNsPp05ZxZaF69epkZmbaHsfFxfHRRx/x6aefEhsbW+jzFi5cSLdu3Th48CD9+/cnIiKCUaNGMXLkSA4cOEDTpk0ZNWoU5mt/h1+9epXQ0FA2btzIoUOHGDduHBEREezevdvuuCtXrsTZ2Zn//ve/REdH8+STT7Jp0yZMJpNtzFdffcWlS5cYNmxYofFdvnyZOXPmsHLlSv773/+SmprKI488Ytv/9ddfM3LkSCZMmMCRI0eIjo5mxYoVzJkzxzamWrVqvPHGGxw6dIiVK1eydetWpk2bVuD5zpw5Q48ePWjZsiXr1q3D3d290NgqCrUvEBERKaai9GHNragtD/KytjaY8ssvnOjcuUwXtCrqgma30tP1Rm0S8rrRImRW2WBLYt+oP6+IiIiIVH65coslMu527Nmzhw8//JBevXrZtmVkZLBq1Sr8bvJ36oMPPkhkZCQAL730Em+++SZ33303Dz30EADTp0+nS5cunD9/noCAAOrVq8fUa1eVATzzzDNs2rSJjz/+mE6dOtm2N23alLlz59qdq0WLFqxatcqWEH3vvfd46KGHqFmzZqHxZWZmsnTpUtuxV65cSatWrdizZw8dO3Zkzpw5PP/884wePRqAxo0b87e//Y1p06Yxa9YsALvq4EaNGvG3v/2Np556in/+85925zp+/Dh9+vRh0KBBLF68GEMlWeBXSVkREZHbcCsJxpv1VLUuaGVMTCw3C1oVdUGzwnq6Zl+6xPbu3W39cXsEBOBkMNjaJBRFYclvJywJ2bxy9+cd5OtbpklsEREREXEso7Fkx92qL7/8kpo1a5KVlUVmZiaDBg1iyZIltv133HHHTROyAO3atbPd9/f3B6Bt27b5tl24cIGAgACys7N57bXX+Ne//sXZs2dJT08nPT093wJjd911V75zPfnkkyxbtoxp06Zx4cIFvvzyS7799tsbxufs7Gx3rJYtW+Ll5cXRo0fp2LEj+/fvZ+/evXaVsdnZ2Vy9epXLly9To0YNvvvuO1555RWOHDlCamoqWVlZXL16lbS0NFvcV65coXv37gwfPpzFixff9H2rSJSUFRERuU1FTTDerOqzPC5oVdTq3jUFLBBgWxxs5kzL4mAxMbe8OJhV3uT39IwMXt+zB2MJVvCKiIiISMXXowfUr29Z1KugDlsGg2V/jx6lc/6wsDDeeustXFxcCAwMxMXFxW5/3iRpYXI/z1oZWtC2nJwcAObPn8/ChQtZtGiRrU/rpEmTyMjIuOn5R40axfPPP8/OnTvZuXMnDRs2pEcR3qCCKlZzxzV79myGFLCimru7O7/99hsPPvgg//d//8ff/vY36tSpw44dO3jiiSfs2j24ubnRu3dvvvzyS5577jnq169/07gqCiVlRUREypCt6vP4cbuqTz8XF6KLmfwsTTer7jUA9d3c6OHlZfc86+JgZiCkhFoL5E5+rzl/vlwmsUVERETEsZycYPFiGDrUkoDNnZi15hAXLbKMKw0eHh40vbb2RFnavn07gwYNYuTIkYAlKfrzzz/TqlWrmz7Xx8eHwYMH895777Fz504ee+yxmz4nKyuLffv20bFjRwCOHTtGcnIyLVu2BKBDhw4cO3as0Pdi3759ZGVlMX/+fKpVsyx59dFHH+UbV61aNVatWsWIESO477772LZtG4GBgTeNryJQUlZERKSMFdTyoKunJ012777l5Gdpu1F1b2ELmt1scbCSaC1wOxW8IiIiIlK5DRkCn3wCEyfaL/pVv74lIVtA8WaF17RpUz799FNiYmLw9vZmwYIFxMfHFykpC5YWBgMGDCA7O9vWB/ZGXFxceOaZZ3jjjTdwcXHh6aefpnPnzrYk7UsvvcSAAQMICgrioYceolq1avz444/873//4+WXX6ZJkyZkZWWxZMkSwsPD+e9//8tbb71V4LmcnJz44IMPGD58uC0xGxAQUPQ3p5yq5ugAREREqiJr1edwf3/CvL1xrVaNxdc+RS5q8rOsWKt767m45FvQ7JPgYAZVr8629u1Z06sX20wmtlkXBzt+nJDjx+1aC4QcP07748fJPHeO7cnJxY7JVsHbvDkHmze3JWKtSezY5s1xCQws8yS2iIiIiJQPQ4bAyZPw3Xfw4YeWrydOVM6ELMDMmTPp0KED/fr1IywsjICAAAYPHlzk5/fu3Ruj0Ui/fv2KVIlao0YNpk+fzogRI+jSpQvVq1dn7dq1tv39+vVj48aNbNmyhbvvvpvOnTuzYMEC7rjjDgDat2/PggULeP3112nTpg0ffPABr776aqHnc3Z2Zs2aNQQHB3Pfffdx4cKFIr+28spgNhfUYUOKIzU1FU9PT1JSUqhdu7ajwylQanoqnq95kvJ8CrXdymeMUjlp7okjVaT5ty4hgYlxcWSdO0fkhg1Eh4fjEhjIomL0YS1p2Wazpbo3IwPjtQXNPv/9d0vf2Ph4W7wZ/v48s3x5vtYCuUWNHk2L119n+LUFCorD2iIBoP3x4xyIjKRDdDSxzZsD2BLGBS00VlYq0tyTykfzTxxFc08cSfOvcrh69SonTpygUaNGuLu7OzqcIsnOyeZg/EFCAkJwqlZKvRFK0eXLlwkMDOTdd98tsA9sbitWrGDSpEkk30aRRUV3ozla1Pyg2heIiIiUIwW1Nujh5eWQCtm88i5oVljf2IM+PmXSH9fWnzcuLl8F76JrVccNf/ihRBYaExERERGpjHJycoiPj2f+/Pl4enoycOBAR4dUZSgpKyIiUs7kTX6WRzfqGwsQ7+NDvI+P3bbS6I9bWBL7899/L/GFxkREREREKptTp07RqFEj6tevz4oVK3B2VqqwrOidFhERkVu23do3NjERwK5vrJWpgMRsafTHzZvELouFxkREREREKoOGDRtyq51Nx4wZw5gxY0onoCpESVkRERG5ZaaMDCI3bMjXN3b5vHm2+1GjR7PkyScLbC1QmlWqRU0Yb09OLvcVySIiIiIiUjkpKSsiIiK3zOjqyuQi9I39qHVrnIKDy7Q/blETxqbu3Us1DhERERERkcIoKSsiIiK3rIeXF86BgcT6+Ni1CcjbNzbM27vMWwQUNWF8uwuNiYiIiIiIFJeSsiIiInLLnAwGFjdtytDDh8mbci2NvrG3oqgJ45JYaExERERERKQ4qjk6ABEREamYhvj58UlwMPVcXPL1jf0kOLhU+8beiDVhDJS7hLGIiIiIiAioUlZERERuwxA/Pwb5+rI9OblM+8YWJa5PgoOZGBdX5guNiYiIiIiI3IySsiIiInJbnAwGwry9HR1GPuU1YSwiIiIiUt6MGTOG5ORk1q9f7+hQSk1YWBjt27dn0aJFjg4FUPsCERERqcSsCePh/v4OWXRMRERERBzrm2++oXXr1nzzzTelfq6Lv1/kqf97igYNGuDm5kZAQAD9+vVj586dpX5uqXhUKSsiIiIiIiIiIpWO2WzmhRde4OjRo7zwwgv06tULQyl+SD997HRcDa6sXLmSxo0bc/78eb799lsuXrxYaucsTzIzM3FxcXF0GBWGKmVFRESKKNtsZltSEmvOn2dbUhLZZrOjQ5Ji0vdSREREpPLbvHkze/fuBWDv3r1s3ry51M6VnJxM7J5YXn31VXr27Mkdd9xBx44dmTFjBv3797eNS0lJYdy4cdStW5fatWtz33338cMPP9gd64svvuCuu+7C3d0dX19fhgwZYtuXlJTEqFGj8Pb2pkaNGjzwwAP8/PPPtv0rVqzAy8uLr7/+mlatWlGzZk3uv/9+TCaTbUx2djaTJ0/Gy8sLHx8fpk2bhjnP38ObNm2ie/futjEDBgzgl19+se0/efIkBoOBjz76iLCwMNzd3Vm2bBm1a9fmk08+sTvWhg0b8PDw4I8//ijwvQsLC+Ppp5/m6aeftp3vL3/5i11MGRkZTJs2jXr16uHh4UGnTp3Ytm2bbX9iYiLDhw+nfv361KhRg7Zt27JmzZobfcvYtGkTnp6evP/++wBs27aNjh074uHhgZeXF926deO333674TFuh5KyIiIiRbAuIYGGMTEM37qVY9OnM3zrVhru2sW6hARHhya3SN9LERERkcrPbDYzc+ZMnJycAHBycmLmzJn5ko8lpWbNmtTwqMHnn39Oenp6oTH179+f+Ph4vvrqK/bv30+HDh3o1auXrZr2yy+/ZMiQIfTv35+DBw/y7bffctddd9mOMWbMGPbt28cXX3zBzp07MZvNPPjgg2RmZtrGXL58mXnz5rFq1Sq+//57Tp06xdSpU23758+fz7vvvss777zDjh07uHjxIp999pldrGlpaUyePJm9e/fy7bffUq1aNf70pz+Rk5NjN2769OlMmDCBo0eP8qc//YlHHnmE9957z27Me++9x9ChQ6lVq1ah79/KlStxdnZm9+7dvPHGGyxcuJDly5fb9j/22GP897//Ze3atfz444889NBD3H///baE9NWrVwkNDWXjxo0cOnSIcePGERERwe7duws839q1axk2bBjvv/8+o0aNIisri8GDB3Pvvffy448/snPnTsaNG1eqldWYpcSkpKSYAXNKSoqjQylUytUUM1GYU66W3xilctLcE0cqaP5l5eSYv7t40fxhfLz5u4sXzVk5OYU+/9MLF8yG774z89135pDoaLMZzCHR0WbDd9+ZDd99Z/70woWyeBlSAsr6e6nffeJImn/iKJp74kiaf5XDlStXzEeOHDFfuXKl2MfYtGmTGch327RpUwlGel1Wdpb59WWvm729vc3u7u7mrl27mmfMmGH+4YcfbGO+/fZbc+3atc1Xr161e26TJk3M0dHRZrPZbO7SpYv50UcfLfAcx48fNwPm//73v7Ztv//+u7l69ermjz76yGw2m83vvfeeGTDHxcXZxvzjH/8w+/v72x4bjUbza6+9ZnucmZlprl+/vnnQoEGFvr4LFy6YAfP//vc/s9lsNp84ccIMmBctWmQ3bvfu3WYnJyfz2bNnzWaz2ZyQkGB2cXExb9u2rdBj33vvveZWrVqZc3L9n2z69OnmVq1amc1mszkuLs5sMBhsx7Tq1auXecaMGYUe98EHHzRPmTLF7jwTJ040/+Mf/zB7enqat27datuXmJhoBm4YZ243mqNFzQ+qUlZERKqcW6mUzDabmRgXR0Gfp1u3TYqL0+XvFYC+lyIiIiJVgzlPlaxVaVfL3tf/Pk6fOc0XX3xBv3792LZtGx06dGDFihUA7N+/n0uXLuHj40PNmjVttxMnTthaA8TGxtKrV68Cj3/06FGcnZ3p1KmTbZuPjw8tWrTg6NGjtm01atSgSZMmtsdGo5ELFy4AlvYJJpOJLl262PY7OzvbVeMC/PLLL4wYMYLGjRtTu3ZtGjVqBMCpU6fsxuV9XseOHQkODra1BFi1ahUNGjTgnnvuueF717lzZ7uq1C5duvDzzz+TnZ3NgQMHMJvNNG/e3O59+89//mN737Kzs5kzZw7t2rWzvb+bN2/OF++nn37KpEmT2Lx5Mz179rRtr1OnDmPGjKFfv36Eh4ezePFiu5YPpUELfYmISJWyLiGBoYcPYwZCEhOJWrmSL7p2JdbHh6GHD/NJcDCDfH3ZnpyMKSOD8xkZZJ07R0hiIgAdrl0e0yFX3yaTjw/bk5MJ8/Z2xEuSItqenKzvpYiIiEgVkLuXbG7Z2dm23rL9+vUrlXO7u7vTp08f+vTpw0svvcSTTz7JrFmzGDNmDDk5ORiNRrteqFZeXl4AVK9evdBjF5ZMNpvNdgnNvIttGQyGW05Eh4eHExQUxNtvv01gYCA5OTm0adOGjIwMu3EeHh75nvvkk0+ydOlSnn/+ed577z0ee+yx22oDkJOTg5OTE/v378+XaK9ZsyZgacmwcOFCFi1aRNu2bfHw8GDSpEn54m3fvj0HDhzgvffe4+6777aL67333mPChAls2rSJf/3rX/zlL39hy5YtdO7cudix34iSsiIiUqllm81sT/kD/O5jW3IqE385VWilpAEYd+wYE48fJys+nsgNG4gODydywwaiVq60G7983jzb/ajRozF1716qr0NunykjQ99LERERkUrOWiVbrVq1fP1PAapVq8bMmTPp27dv6fYLvaZ169asX78egA4dOhAfH4+zszMNGzYscHy7du349ttveeyxxwo8VlZWFrt376Zr166AZYGr48eP06pVqyLF4+npidFoZNeuXbbq1aysLFt/W+sxjx49SnR0ND169ABgx44dRX7NI0eOZNq0abzxxhscPnyY0aNH3/Q5u3btyve4WbNmODk5ERISQnZ2NhcuXLDFk9f27dsZNGgQI0eOBCyJ3J9//jnf+9KkSRPmz59PWFgYTk5OLF261G5/SEgIISEhzJgxgy5duvDhhx8qKSsiInKr1iUk2BKss/YEEelvafJ+s0rJMz4+dlW00eHhfHHtj54OP//M8nnzeHLqVA40a2Z7zhpX17J8aVIMRldXJut7KSIiIlKpZWRkcOrUqQITsmBJ1p0+fZqMjAzc3NxK7LyJiYk89dBTPBP5DO3bt6dWrVrs27ePuXPnMmjQIAB69+5Nly5dGDx4MK+//jotWrTg3LlzfPXVVwwePJi77rqLWbNm0atXL5o0acIjjzxCVlYW//73v5k2bRrNmjVj0KBBjB07lujoaGrVqsXzzz9PvXr1bOcoiokTJ/Laa6/RrFkzWrVqxYIFC0hOTrbt9/b2xsfHh2XLlmE0Gjl16hTPP/98kY/v7e3NkCFDeO655+jbty/169e/6XNOnz7N5MmTiYyM5MCBAyxZsoT58+cD0Lx5cx599FFGjRrF/PnzCQkJ4ffff2fr1q20bduWBx98kKZNm/Lpp58SExODt7c3CxYsID4+vsBkdfPmzfnuu+8ICwvD2dmZRYsWceLECZYtW8bAgQMJDAzk2LFjHD9+nFGjRhX5dd8qJWVFRKRSyL50ie3du2Py8cG4ejW/Ozkx7MiRfG0KBsbE3LRScvaYMXb74318iPfxsdt2oFkzDjZvjgGo7+ZGj2uXG0n51cPLC+fAQGJ9fOyqpXN/L+u5upINrDl/HqOrKz28vHAqgwoKERERESkZbm5u7N27l4QC1ouwqlu3bokmZMFyGX1wh2AWL17ML7/8QmZmJkFBQYwdO5YXXngBsLQR+Oqrr3jxxRd5/PHHSUhIICAggHvuuQd/f38AwsLC+Pjjj/nb3/7Ga6+9Ru3ate36sb733ntMnDiRAQMGkJGRwT333MNXX32Vr2XBjUyZMgWTycSYMWOoVq0ajz/+OH/6059ISUkBLNXEa9euZcKECbRp04YWLVrwxhtvEBYWVuRzPPHEE3z44Yc8/vjjRRo/atQorly5QseOHXFycuKZZ55h3Lhxdq/75ZdfZsqUKZw9exYfHx+6dOnCgw8+CMDMmTM5ceIE/fr1o0aNGowbN47BgwfbXlNeLVq0YOvWrbaK2WnTpvHTTz+xcuVKEhMTMRqNPP3000RGRhb5Nd8qg7m0uhtXQampqXh6epKSkkLt2rUdHU6BUtNT8XzNk5TnU6jtVj5jlMpJc09KU+6KWGvLgQQfH7Kv7Q85fpwDkZF0iI62JG1zVcrmrpT0vfYP9u+enoVWURoTE23Him3eHIBPgoMZ4udX5q9bbp21pzBA+1zzIrZ5c8yAj5MTLhcu2OaRc2Agi5s2Lfb3V7/7xJE0/8RRNPfEkTT/KoerV69y4sQJGjVqhLu7u6PDKZLsnGwOxh8kJCAEp2pON39CJffBBx8wceJEzp07h+tNrkQLCwujffv2LFq0qGyCKwE3mqNFzQ9WK+0gb+T7778nPDycwMBADAaDrcdGQSIjIzEYDPm+Qenp6TzzzDP4+vri4eHBwIEDOXPmjN2YpKQkIiIi8PT0xNPTk4iICLuybLCsHhceHo6Hhwe+vr5MmDAhXzNgEREpf6xJtjOZmRivVcQaExPxS0wk5PhxQo4ft2tTYE3Imnx8bMlWa6Vk18OH2TxtGgciI23Vs8vnzeNAZCQHIiOJ3LABk4+Ppe+ojw/13dyUkK1ghvj58UlwMPVcXOy+l3WcLRcPJWZn282js+npDD18mHU3qLQQERERERGLy5cvc/jwYV599VUiIyNvmpCtyhzaviAtLY0777yTxx57jD//+c+Fjlu/fj27d+8mMDAw375JkyaxYcMG1q5di4+PD1OmTGHAgAF2K7KNGDGCM2fOsGnTJgDGjRtHREQEGzZsACyr7/Xv3x8/Pz927NhBYmIio0ePxmw2s2TJklJ45SIiUhKyzWYmxsUVuHBXURZ0svYWtSpK79jpHTvi3707a3Rpe4U1xM+PQb6+bE9OxtS9O6tdXBjz008FjrUuADcpLo5Bvr76fouIiIiI3MDcuXOZM2cO99xzDzNmzHB0OOWaQ5OyDzzwAA888MANx5w9e5ann36ar7/+mv79+9vtS0lJ4Z133mHVqlX07t0bgNWrVxMUFMQ333xDv379OHr0KJs2bWLXrl106tQJgLfffpsuXbpw7NgxWrRowebNmzly5AinT5+2JX7nz5/PmDFjmDNnTqGlxunp6aSnp9sep6amWr6mp0J6gU9xuNT0VLuvImVFc09Kw/aUP8g6d67AhbtigoMZ8eKL/O7pSYMLFwpMsAK2SslAF2eu+te9Yb/RQFcXRvvVtiXm0jL+KLPXKiWvQw0nqFHdMo9MppsuALcp4Rw9PGvd0jn0u08cSfNPHEVzTxxJ869yyMjIIMecQ3ZONtk52Td/QjmQbc6+/rXgNcaqhJkvzWTmSzNtj4vy/ft267dFHlteZOdkk2PO4VLGJTIM9lfaF/X3T7le6CsnJ4eIiAiee+45goOD8+3fv38/mZmZ9O3b17YtMDCQNm3aEBMTQ79+/di5cyeenp62hCxA586d8fT0JCYmhhYtWrBz507atGljV4nbr18/0tPT2b9/Pz179iwwvldffZXZs2fn2x60IAjKecuToIVBjg5BqijNPSlRfvcxa09QkStirQlWzDmQngA/vc7sjt5w+m9w6H/g2w1az4a8tbfmHMwYOHtwBnW2bC/tVyVlrYjzaMD5f0LC1mKdQr/7xJE0/8RRNPfEkTT/KrY7PO7grW5vceX3K+U8c5Xfj+d/dHQIUhay4PeU3+n/VX9+S/vNft/Voh2iXE/t119/HWdnZyZMmFDg/vj4eFxdXfH29rbb7u/vT3x8vG1M3bp18z23bt26dmOsq9xZeXt74+rqahtTkBkzZjB58mTb49TUVIKCgjg9+XS5XugraGEQp589rabnUqY096Q0bE/5gyf9d9205YC1jyxYLkXHUI3323VmYM9t+Y75RWIS00+eses3Ws/Njdca1mdg141l8KrKr+xsiNnhxPl4A/4BZrp2z8apEqxhUNR5tLFH52JVyup3nziK5p84iuaeOJLmX+WQkZ7B+TPnaejbsOIs9GXO5sfzP9LOvx1OhkrwR7Lc0NWrVzl56ST7xu3D1c2+b25qaipBr938g6Fym5Tdv38/ixcv5sCBAxhusX+b2Wy2e05Bzy/OmLzc3Nxwc3PLt722W+1y/8u/IsQolZPmntyO7EuX2N69uyXRuno1ffyNOAcGFtpyAMD651DuxbkWNW1a6OJcIwNrM9zYwNZvVL1jLdatg4kTIfdamvXrw+LFMGSI4+IqCff71brhPDIA9d3cuN8vsNjzQL/7xJE0/8RRNPfEkTT/Krar5qskGBJwquaEU7UKkuC81rLAyVCBYpZic6rmRDVDNWq61sTdLc8HB/lThQWqVvJhlYzt27dz4cIFGjRogLOzM87Ozvz2229MmTKFhg0bAhAQEEBGRgZJSUl2z71w4YKt8jUgIIDz58/nO35CQoLdmLwVsUlJSWRmZuaroBUREcdYl5BAwx9+YPjMmRwLCmJ4TAxNdu9m+LWrIfKmygzXbmtat2Z5j87M7nia5T06c6Jz50ITslZOBgNh3t4M9/cnzNtbCdl1MHSofUIW4OxZy/Z16xwTV0lxMhhY3LQpUPA8AljUtGmVnwciIiIiIlJyym1SNiIigh9//JHY2FjbLTAwkOeee46vv/4agNDQUFxcXNiyZYvteSaTiUOHDtH12iWIXbp0ISUlhT179tjG7N69m5SUFLsxhw4dwmQy2cZs3rwZNzc3QkNDy+LliojIDaxLSGDo4cOcyczEmJhI1MqVGBMTOZuezrzTp5kaFEQ9Nze7lgP13dz4JDiYh+rWtVxynrCVHp61lFi7RdnZlgpZszn/Puu2SZMs4yqyIX5+fBIcXOg8ulkiX0RERETKobQ0MBgst7Q0R0cjYseh7QsuXbpEXFyc7fGJEyeIjY2lTp06NGjQAJ9rK2Nbubi4EBAQQIsWLQDw9PTkiSeeYMqUKfj4+FCnTh2mTp1K27Zt6d27NwCtWrXi/vvvZ+zYsURHRwMwbtw4BgwYYDtO3759ad26NREREfz973/n4sWLTJ06lbFjx5bb3rAiIlVFttnMxLi4vEtvAZbluAzA2gsX+KVTJ2JSUtRyoIRt356/QjY3sxlOn7aMCwsrs7BKxRA/Pwb5+qp1hYiIiIiIlDqHJmX37dtHz549bY+ti2aNHj2aFStWFOkYCxcuxNnZmWHDhnHlyhV69erFihUrcMq18sgHH3zAhAkT6Nu3LwADBw5k6dKltv1OTk58+eWXjB8/nm7dulG9enVGjBjBvFyrLouIiGNsT04m69w5Qq4t1tXh55/tvoJlEaaYlBTC8iz8KLcv10UkJTKuvLO2rhARERERcZSoqCjWr19PbGyso0ORUuTQpGxYWBjmgq6HLMTJkyfzbXN3d2fJkiUsWbKk0OfVqVOH1atX3/DYDRo0YOPGqr2qtohIeWTKyCBywwaiVq6027481wdnUaNHY+revaxDqxKMxpIdJyIiIiLiEPHx0KRJGZwmntdefY0vv/ySs2fPUrduXdq3b8+kSZPo1atXqZ9fKg6HJmVFRERuxujqyuTwcL641ge8w88/s3zePJ6cOpUDzZoBlkrZNa6ujgyz0urRA+rXtyzqVdDnqAaDZX+PHmUfm4iIiIhIkZVBUvbc6XMMGjIILy8v5s6dS7t27cjMzOTrr7/m//2//8dPP/1UqueXiqXcLvQlIiIC0MPLC+fAQGKbN+dg8+a2ROyBZs042Lw5sc2b4xIYSA8vL8cGWkk5OcHixZb7eVurWh8vWmQZJyIiIiLiMGlpBd+srly58f4S8PoLr2MwGNizZw9Dhw6lefPmBAcHM3nyZHbt2mUbd+rUKQYNGkTNmjWpXbs2w4YN4/z584UeNywsjEmTJtltGzx4MGPGjLE9btiwIS+//DKjRo2iZs2a3HHHHXz++eckJCTYztW2bVv27dtne86KFSvw8vLi66+/plWrVtSsWZP7778f0w16kyUlJfHoo4/i5+dH9erVadasGe+99x4A27Ztw2AwkJycbBsfGxuLwWCwXf1uPefGjRtp0aIFNWrUYOjQoaSlpbFy5UoaNmyIt7c3zzzzDNm5VhP+5z//SbNmzXB3d8ff35+hQ4fe6FtRISgpKyIi5ZqTwcDipk0By6JeuVkfL2raVIsxlaIhQ+CTT6BePfvt9etbtg8Z4pi4RERERERsatbMf/P3v76/T5+Cx5SQixcvsvO7nTw1/ik8PDzy7fe6VkRiNpsZPHgwFy9e5D//+Q9btmzhl19+4eGHH77tGBYuXEi3bt04ePAg/fv3JyIiglGjRjFy5EgOHDhA06ZNGTVqlF0r0cuXLzNv3jxWrVrF999/z6lTp5g6dWqh55g5cyZHjhzh3//+N0ePHuXNN9/E19f3luK8fPkyb7zxBmvXrmXTpk1s27aNIUOG8NVXX/HVV1+xatUqli1bxieffAJY1qSaMGECf/3rXzl27BibNm3innvuKd6bVI6ofYGIiJR7Q/z8+CQ4mIlxcZh8fCw9ZH18qO/mxqKmTRni5+foECu9IUNg0CDYvt2yqJfRaGlZoApZERERERGIi4vDbDbTskXLG4775ptv+PHHHzlx4gRBQUEArFq1iuDgYPbu3cvdd99d7BgefPBBIiMjAXjppZd48803ufvuu3nooYcAmD59Ol26dOH8+fMEBAQAkJmZyVtvvUWTa60dnn76af76178Weo5Tp04REhLCXXfdBVgqdG9VZmYmb775pu2cQ4cOZdWqVZw/f56aNWvSunVrevbsyXfffcfDDz/MqVOn8PDwYMCAAdSqVYs77riDkJCQWz5veaOkrIiIlDvZZjPbk5MxZWRgdHWlh5cXQ/z8GOTra9nevTtrrm1XhWzZcXKCsDBHR+E4Bc1LzT8RERGRcuLSpev34+MttytXLBWyAPPnQ6dOlvsBAZZbCbJWnxpu8vfh0aNHCQoKsiVkAVq3bo2XlxdHjx69raRsu3btbPf9r1UJt23bNt+2Cxcu2JKyNWrUsCVHAYxGIxcuXCj0HE899RR//vOfOXDgAH379mXw4MF0vbb+R1HlPae/vz8NGzakZq7KZX9/f1scffr04Y477qBx48bcf//93H///fzpT3+iRo0at3Te8kbtC0REpFxZl5BAw5gYhm/dyrHp0xm+dSsNd+1iXUICTgYDYd7eDPf3J8zbWwkxKTM3mpciIiIiUg54eFy/NWkC3bpBly7X93fqZNnWrZtlv3VsCWnWrBkGg4GjPx294Tiz2Vxg4raw7QDVqlWzazkAlmrTvFxcXGz3rccqaFtOTk6Bz7GOyXuu3B544AF+++03Jk2axLlz5+jVq5et3UG1atVsr6WocVrPWdA2a5y1atXiwIEDrFmzBqPRyEsvvcSdd95p17u2IlJSVkREyo11CQkMPXyYM5mZGBMTiVq5EmNiImfT0xl6+LASYOIQmpciIiIicjN16tShc1hn3vznm6QVsICYNYHYunVrTp06xenTp237jhw5QkpKCq1atSrw2H5+fnaLb2VnZ3Po0KGSfQG3wM/PjzFjxrB69WoWLVrEsmXLbNsBu1hjY2NL5JzOzs707t2buXPn8uOPP3Ly5Em2bt1aIsd2FCVlRUSkXMg2m5kYF0dBn8lat02KiyP7Bp/aipQ0zUsRERGRSqKE2xUUZPor08nOzqZjx458+umn/Pzzzxw9epQ33niDLteqdnv37k27du149NFHOXDgAHv27GHUqFHce++9tj6ted133318+eWXfPnll/z000+MHz/eYVWiL730Ep9//jlxcXEcPnyYjRs32pLJTZs2JSgoiKioKI4fP86XX37J/Pnzb/ucGzdu5I033iA2NpbffvuN999/n5ycHFq0aHHbx3Yk9ZQVEZFyYXtyMlnnzhGSmAhAh59/tvsKYPLxYXtyMmHe3g6JUaqeos7LJWfO4O/qql6zIiIiIuVVGSRl6zWox959e3nt1deYMmUKJpMJPz8/QkNDefPNNwHLZfnr16/nmWee4Z577qFatWrcf//9LFmypNDjPv744/zwww+MGjUKZ2dnnn32WXr27Fnqr6cgrq6uzJgxg5MnT1K9enV69OjB2rVrAUtbgjVr1vDUU09x5513cvfdd/Pyyy/bFhorLi8vL9atW0dUVBRXr16lWbNmrFmzhuDg4JJ4SQ5jMN+oUYTcktTUVDw9PUlJSaF27dqODqdAqempeL7mScrzKdR2K58xSuWkuSc3s+b8eY5Nn07UypWFjokaPZoWr7/O8GsN6otK80+Kq6jzMjo8nMgNG4gOD8c5MJDFTZsyxM9Pc08cSvNPHEVzTxxJ869yuHr1KidOnKBRo0a4u7sX/0BpaWBdPOrSpRLtIZtXdk42B+MPEhIQglM1p1I7j5QPN5qjRc0PqlJWRETKBaOrK5PDw/ni2sqdHX7+meXz5vHk1KkcaNYMsFQkrnF1dWSYUsUUdV5ae81+0bUrsT4+DD18mE+Cg+ld282R4YuIiIhUbR4eoFpEKaeUlBURkXKhh5cXzoGBxPr42PXvPNCsGQebN8cA1Hdzo4eXl4MilKroZvPSynitvQFYes0asPSa/SGkdZnFKiIiIiIiFYeSsiIiUi44GQwsbtqUoYcPk7cbp/XxoqZN1atTytSN5mVAYqItGVtYr9mYJg3KKlQREREREalAlJQVEZFyY4ifH58EBzMxLg6Tjw9Ro0dj8vGhvpsbi6716BQpa4XNy8gNG/L1ml0+b57tftTo0ZzvHFrW4YqIiIhUGloGScqrkpibSsqKiEi5MsTPj0G+vmxPTsbUvTtrtJq9lAN55+X0jAxeh5v2ml3u4uLAqEVEREQqJpdrf0NdvnyZ6tWrOzgakfwuX74MXJ+rxaGkrIiIOES22WxJcGVkYMyTeHUyGAjz9nZwhCL2cs/LbLOZ+WfO3LQHctfaNR0Sq4iIiEhF5uTkhJeXFxcuXACgRo0aGMp5kUZ2TjZkwdWrV3Gq5uTocKSUmM1mLl++zIULF/Dy8sLJqfjfayVlRUSkzK1LSGDi8eNkxccTuWEDk8PDcQ4MZLFaFEgFoR7IIiIiIqUrICAAwJaYLe9yzDn8nvI7Jy+dpJqhmqPDkVLm5eVlm6PFpaSsiIiUqXUJCQw9fBgzEJKYSNTKlXzRtSuxPj4MPXyYT4KDlZiVCsHWa/b48UJ7IKempzo6TBEREZEKyWAwYDQaqVu3LpmZmY4O56YuZVyi/1f92TduHzVddbVUZebi4nJbFbJWSsqKiEiZyTabmRgXR0Et0c1YKgwnxcUxyNdXFYZSIdyoB3K22cz2lD/A7z62p/zB/X61NK9FREREbpGTk1OJJMBKW4Yhg9/SfsPVzRV3N3dHhyMVgJKyIiJSZrYnJ5N17hwhiYmAZXGk3F/BsjjS9uRk9ZSVCqOgHsjrEhKYGBdH1rlzzNoTxJP+u9SiQ0REREREbJSUFRGRMmPKyCBywwaiVq6027583jzb/ajRozF1717WoYmUGLXoEBERERGRm1FSVkREyozR1ZXJ4eF80bUrYKmQXT5vHk9OncqBZs0AS6XsGldXR4YpUmxq0SEiIiIiIkWhpKyIiJSZHl5eOAcGEuvjY5e0OtCsGQebN8cA1Hdzo4eXl4MiFLk9atEhIiIiIiJFoaSsiIiUGSeDgcVNmzL08GHy1ghaHy9q2lQVhFJhqUWHiIiIiIgUhZKyIiJSpob4+fFJcDAT4+Iw+fhYElQ+PtR3c2ORFkGSCk4tOkREREREpCiUlBURkVKVbTazPTkZU0YGRldXenh5McTPj0G+vpbt3buz5tp2VchKRVfUFh1dPT3ZlpRk93Oh+S8iIiIiUnUoKSsiIqVmXUICE48fJys+nsgNG5gcHo5zYCCLr1XEqqemVDZFadHxSN26NNm9m6xz5wr8uRARERERkcqvmqMDEBGRymldQgJDDx/mTGYmxsREolauxJiYyNn0dIYePsy6hARHhyhSKqwtOuq5ueVr0TE1KIh5p09zJj1dPxciIiIiIlWYkrIiIlLiss1mJsbF2V2+bWXdNikujmxzQSNEKr4hfn6c7NyZ5T06M7vjaZb36Excp06suXBBPxciIiIiIqL2BSIiUvK2JyeTde4cIYmJgGWxo9xfwbLY0fbkZLUwkErLyWCgh2ctSNhKD89axKSk6OdCREREREQAJWVFRKQUmDIyiNywgaiVK+22L583z3Y/avRoTN27l3VoIg6jnwsREREREbFSUlZEREqc0dWVyeHhfNG1K2CpBFw+bx5PTp3KgWbNAEtF4BpXV0eGKVKmivpzMT0jgzXnz2N0daWHlxdOhrxLhomIiIiISEWnpKyIiJS4Hl5eOAcGEuvjY9c/80CzZhxs3hwDUN/NjR5eXg6KUKTs3eznAsAJeH3PHiI3bGByeDjOgYEsbtqUIX5+DolZRERERERKhxb6EhGREpFtNrMtKYk158+zPTmZhU2aAJC3xs/6eFHTpqoAlCrFyWBgcdOmQP6fC6tswJiYSNTKlRgTEzmbns7Qw4dZl5BQZnGKiIiIiEjpU1JWRERu27qEBBrGxDB861aOTZ/O8K1befaXX5gaFEQ9NzdMPj6WXpk+PtR3c+OT4GBV/kmVNMTPj0+Cg/P9XDgVMt5aUTspLo5ss7mQUSIiIiIiUtGofYGIiNyWdQkJDD18GDMQcq3C74uuXYn18WHe6dP8q3Vr/Fq2xNS9O2vUI1OEIX5+DPL1ZXtyMqbu3ZmekcHre/ZgTEwELL1mc38FS6/Z7cnJhHl7OyRmEREREREpWUrKiohIsWWbzUyMi6Og+j0zlku0p/zyCyc6d1YiViQXJ4PBlmBdc/48kRs2ELVypd2Y5fPm2e5HjR6NqXv3Mo1RRERERERKj0PbF3z//feEh4cTGBiIwWBg/fr1tn2ZmZlMnz6dtm3b4uHhQWBgIKNGjeLcuXN2x0hPT+eZZ57B19cXDw8PBg4cyJkzZ+zGJCUlERERgaenJ56enkRERJCcnGw35tSpU4SHh+Ph4YGvry8TJkwgIyOjtF66iEilsD05maxz5wg5fpyQ48ftKvxCjh+n/fHjZJ47x/Y8v3NF5DqjqyvR4eF0iI6mQ3Q0T06dCsCTU6fatkWHh2N0dXVwpCIiIiIiUlIcWimblpbGnXfeyWOPPcaf//xnu32XL1/mwIEDzJw5kzvvvJOkpCQmTZrEwIED2bdvn23cpEmT2LBhA2vXrsXHx4cpU6YwYMAA9u/fj5OTpUPbiBEjOHPmDJs2bQJg3LhxREREsGHDBgCys7Pp378/fn5+7Nixg8TEREaPHo3ZbGbJkiVl9G6IiFQ8powMVfiJ3KYeXl44BwYS6+NjV3V+oFkzDjZvjgGo7+ZGV09PtiUlYcrIwKhWICIiIiIiFZpDk7IPPPAADzzwQIH7PD092bJli922JUuW0LFjR06dOkWDBg1ISUnhnXfeYdWqVfTu3RuA1atXExQUxDfffEO/fv04evQomzZtYteuXXTq1AmAt99+my5dunDs2DFatGjB5s2bOXLkCKdPnyYwMBCA+fPnM2bMGObMmUPt2rULjDE9PZ309HTb49TUVMvX9FRIL/ApDpeanmr3VaSsaO5VTrUNWUSHh/NF166ApUJ2+bx5PDl1KgeaNQMsvTCXG7Ic+r3X/BNHKerce/WOQEYdP0HeFKv18Z/qeNJo105yTPFEbtjA5PBwqhkDeL1hfQb6qM+sFEy/+8RRNPfEkTT/xFE098SqqHOgQvWUTUlJwWAw4OXlBcD+/fvJzMykb9++tjGBgYG0adOGmJgY+vXrx86dO/H09LQlZAE6d+6Mp6cnMTExtGjRgp07d9KmTRtbQhagX79+pKens3//fnr27FlgPK+++iqzZ8/Otz1oQRC4l9CLLiVBC4McHYJUUZp7lU016LSG+DpNwXC9I461wg9zDqQnMODNBkCO48K8RvNPHKVIc8+3BzR5GpOPj6XC3McH89XzcGErb5gfAewX0ztYx5uIY7/CkVnw+/ZSfgVSkel3nziK5p44kuafOIrmnnC1aMMqTFL26tWrPP/884wYMcJWuRofH4+rqyveeVYi9vf3Jz4+3jambt26+Y5Xt25duzH+/v52+729vXF1dbWNKciMGTOYPHmy7XFqaipBQUGcnny60OpaR0tNTyVoYRCnnz1NbbfyGaNUTpp7ldcXiUmMOn4i33YDgKEa77frzMCeSWUeV26af+Iotzr3ss1mYlIvcb5zKMtdXOhUy4M7D9bnXEZm/sGGahgAY/tXeKtpQxKysvB3caFr7ZrFbmtgO39m5m0fSxxPv/vEUTT3xJE0/8RRNPfEKjU1laDXbp6crxBJ2czMTB555BFycnL45z//edPxZrMZQ67/QBgK+M9Eccbk5ebmhpubW77ttd1ql/sfwIoQo1ROmnsVW7bZzPbkZLueliMDa1PDpQYT4+LsKvzqu7mxqGlThvj5OTpsG80/cZRbmXv93T1t97clJZFjiickMRHAbjE9K5OPD+PizxO5YQMvhofjHBjI4pv87BX0s/z5778z8fhxsuLj8x1rkK9vvvFK1lYc+t0njqK5J46k+SeOorkn5E8VFqjcJ2UzMzMZNmwYJ06cYOvWrXYVqAEBAWRkZJCUlGRXLXvhwgW6XutvGBAQwPnz5/MdNyEhwVYdGxAQwO7du+32JyUlkZmZma+CVkSkqlqXkMDEuDiyzp2z9bTMnfyxJW26d2eNkjYiJaKoi+l90bWrra1BrI8PQw8f5l+tW+Pn4pIvkbouIcEu+To5PJxMf38Ss7IA+xYJsT4+/PnwYXycnXE5f77An30REREREbl11W4+xHGsCdmff/6Zb775Bh8fH7v9oaGhuLi42C0IZjKZOHTokC0p26VLF1JSUtizZ49tzO7du0lJSbEbc+jQIUwmk23M5s2bcXNzIzQ0tDRfoohIhbAuIYGhhw9zJj0d47WEjTExkbPp6Qw9fJh1CQk4GQyEeXsz3N+fMG9vJWRFSoDR1ZXo8HA6REfTITqaJ6dOBeDJqVNt26LDw+2eY752G37kCMO3buXY9OkM37qVhrt2Me2XXyw/y5mZdj/L1oRsXuZrXxOzsgr92RcRERERkVvn0ErZS5cuERcXZ3t84sQJYmNjqVOnDoGBgQwdOpQDBw6wceNGsrOzbf1d69Spg6urK56enjzxxBNMmTIFHx8f6tSpw9SpU2nbti29e/cGoFWrVtx///2MHTuW6OhoAMaNG8eAAQNo0aIFAH379qV169ZERETw97//nYsXLzJ16lTGjh1bbnvDioiUlWyzmYlxcbbkTG5mLL1jJ8XFMcjXV4lYkRLWw8sL58BAYn187H4GDzRrhsnHB2NiIsbExELbGhhzLwzm48PfT58u8DwB146T+xh5j5WbfvZFRERERG6PQ5Oy+/bto2fPnrbH1kWzRo8eTVRUFF988QUA7du3t3ved999R1hYGAALFy7E2dmZYcOGceXKFXr16sWKFStwcnKyjf/ggw+YMGECffv2BWDgwIEsXbrUtt/JyYkvv/yS8ePH061bN6pXr86IESOYl+vSQBGRqmp7cjJZ587dtKfl9uRkwvIsvCgit8fJYGBx06YMPXyYvGnPorY1yK2w5OvdGzYQuXFjoceKHjCAvS1b2j0P9LMvIiIiIlJcDk3KhoWFYTYXVHtlcaN9Vu7u7ixZsoQlS5YUOqZOnTqsXr36hsdp0KABG/P8Z0RERIre09LUvXtZhyZSJQzx8+OT4OB8i+lFh4fbkq4dfv6Z5fPm8eTUqZyqWxfflBR+9/TM9yFKZBGTr9Zj3f3TT0Ru3Gi75R2vn30RERERkeIp9wt9iYiIYxldXZlcSPLnQLNmgKVabo2rqyPDFKnU8i6mt9rFhTE//VRgW4OBMTE3/BAlesAAS5/aQn6WrZW0B5o148vOnW09awsbv9rFhW1JSfkWFBMRERERkcIpKSsiIvlkm82W5E9GBnVdXHA2GgtM/hxs3hwDUN/NjR5eXg6KVqRqsC6mZ7W4WbMC2xoUVkGbO5Ean6tHrPVn2cqalAWIzzM293gDUMfZmTE//USWyUTkhg1MDg/HOTCQxU2bMsTPr4ReuYiIiIhI5aOkrIiI2FmXkMDEuDiyzp2zJVky/f1tC/vkZn28qGlTVcaJlLHC2hok3CCRalXQz7IZ8HF2tjuWj7MziVlZhY5PzMoCICTXgmKxPj4MPXyYT4KDlZgVERERESmEkrIiImKzLiGBoYcPYyZ/kgUsVXG5Ezb13dxYpIo4EYfJ29Zgjasrv2dmMuzIkXxjrYnVqUFBrLlwocCf5bzH6uHlxee//54v8VvP1ZUrOTm2pGxu1g9wJsXFMcjXVx/YiIiIiIgUQElZEREBLC0LJsbFUdASi9YkS/Vq1Vhx331cyJWwUcJFxLHytjUA+MRgyJdIzf0hyquNG+dLvlp/lvMeq6DEbzYwcutWQq61Osi7oBhY2iRsT07OdzwREREREVFSVkRErtmenEzWuXM3TbI4tWrFcH9/h8QoIkVTUCI1d+K1oETujeQdv+b8eSI3bLjhgmJRo0dj6t79Nl+JiIiIiEjlpKSsiIgAYMrIUJJFpBK51cTrrTC6ujK5CAuKrXF1LZXzi4iIiIhUdErKiogIoCSLiBRdDy8vnAMDifXxsWt5Yl1QzADUu9bmYM358xjV7kRERERExI6SsiIiVZnJBNHREBlJj4CAmyZZ6ru50cPLy0HBikh54WQwsLhpU4YePkzeNKsBSx/qK9nZjNy6lcgNG5gcHo5zYCCLtTCgiIiIiAgA1RwdgIiIOEhaGgQGwuzZ8OuvtiQLUGCSBWBR06aqdBMRwNK39pPgYOq5udktKFbH2fKZf2J2NsbERKJWrsSYmMjZ9HSGHj7MuoQEB0cuIiIiIuJ4SsqKiAhcuQIUnmSp7+bGJ8HBqnATETtD/Pw42bkza+67jxavv87qnj2pXq3gPy+tFfiT4uLINpsLHCMiIiIiUlWofYGISFVjMllu1xKxAPTpA/v3AzDEaGRQ586FrtouIpJb7gXFtiUlkWUyEZKYCFh6U+f+Cpbe1NuTk0ttETIRERERkYpASVkRkaomOtrSsiCv0FDL11mzcIqKUsJERG6ZKSODyA0biFq50m778nnzbPejRo/G1L27XU9rjMayDlVERERExKGUlBURqWoiI2HgQEulbPfulm3z50NYmOW+kiMiUkxGV1cmh4fzRdeugKVCdvm8eTw5dSoHmjUDLJWya3JyLD2twVKpr987IiIiIlLFKCkrIlLVGI2WW1ra9W2dOkGHDo6LSUQqhR5eXjgHBhLr40PurrEHmjXjYPPmGID6bm70KKTvrIiIiIhIVaG/iEVERESkRDgZDCxu2hSAvF2oDUBAYiIrLl/GKSDg+o7YWDhwwHKz9ryOirJ8FRERERGppJSUFRGpqjw84Nw5mDULGjd2dDQiUkkM8fPjk+Bg6rm5YfLxsfSQ9fGhvpsb3+7axX29e9s/4emnLT2tQ0NhyRJLW4PZs+HXXx3zAkREREREyoDaF4iIVGVGo6UiTUSkBA3x82OQry/bk5Mxde/OGldXenh54dSwIQwfDhcvWnrJAixdCl26WO67uMCrr1ruX7nikNhFRERERMqCkrIiIiIiUuKcDAbCvL3tNxbU07p9e8s2kwnatbu+vU8f2L/f/nkiIiIiIpWE2heIiFR2aWlgMFhuv/zi6GhERCztU6wJ1+rVITra0r4gL2tbg+joso1PRERERKSUqVJWRKQqiY+HJk0cHYWIiKXyddYsy9fISBg40L6twfz5EBZ2fayIiIiISCWipKyISGWX+zJh9WgUkfIib0/rvG0NOnWCDh2uPzaZLBWzkZFK0oqIiIhIhaekrIhIZWUyWW65LwlWj0YRqYjS0iAw0HK/Tx/97hIRERGRCk89ZUVEKiv1aBSRisbDA86ds7Q1aNy44DGq+BcRERGRSkCVsiIilZV6NIpIRZS7rYG14j93IlYV/yIiIiJSCSgpKyJSWVmTFTfq0SgiUp5FR8Ps2fm3W68CmDXLvi+tiIiIiEgFoaSsiEhl5+FhqSoLDYXq1R0djYhI0Vkr/q9cge7dLdtU8S8iIiIilYCSsiIiVYHRaKkoUwJDRCqSolb8m0yWqtrISP2eExEREZEKQQt9iYhUJiaT5VJek8l+u7VHo5IVIlIRWSv+IX/Ff1oaBAZa2hz8+mvZxyYiIiIiUgyqlBURqSysiQmwLISjBKyIVCaFVfznrqLNvSCYiIiIiEg5pqSsiEhlocSEiFRm1op/K5PJcrMu+gWWD6SsFbXW1gciIiIiIuWQ2heIiFR0JhMcOAD+/te39elj2XbgQP5WBiIilUF0tH1C1io01HKLji77mEREREREikhJWRGRik6JCRGpiiIjLVWxW7Zc3zZ/vmXb/v2W/SIiIiIi5ZTaF4iIVHSRkTBwIFy8aKmQBUtiIizMcl+X74pIZWRtT5C7dUunTtChg+NiEhEREREpIiVlRUQqOiUmRKQq8/CwVMaGhkL16o6ORkRERESkSNS+QESksrAmJkCJCRGpWoxGmDVLVwaIiIiISIWhSlkRkcpEiQkRqYqMRoiKcnQUIiIiIiJF5tBK2e+//57w8HACAwMxGAysX7/ebr/ZbCYqKorAwECqV69OWFgYhw8fthuTnp7OM888g6+vLx4eHgwcOJAzZ87YjUlKSiIiIgJPT088PT2JiIggOTnZbsypU6cIDw/Hw8MDX19fJkyYQEZGRmm8bBGR0mNNTCgpKyIiIiIiIlJuOTQpm5aWxp133snSpUsL3D937lwWLFjA0qVL2bt3LwEBAfTp04c//vjDNmbSpEl89tlnrF27lh07dnDp0iUGDBhAdna2bcyIESOIjY1l06ZNbNq0idjYWCIiImz7s7Oz6d+/P2lpaezYsYO1a9fy6aefMmXKlNJ78SIiIiIiIiIiIlIlObR9wQMPPMADDzxQ4D6z2cyiRYt48cUXGTJkCAArV67E39+fDz/8kMjISFJSUnjnnXdYtWoVvXv3BmD16tUEBQXxzTff0K9fP44ePcqmTZvYtWsXnTp1AuDtt9+mS5cuHDt2jBYtWrB582aOHDnC6dOnCQwMBGD+/PmMGTOGOXPmULt27QJjTE9PJz093fY4NTXV8jU9FdILfIrDpaan2n0VKSuae+JImn/iKJp7jmUwxeO6/D0ynnwMszHA0eGUOc0/cRTNPXEkzT9xFM09sSrqHCi3PWVPnDhBfHw8ffv2tW1zc3Pj3nvvJSYmhsjISPbv309mZqbdmMDAQNq0aUNMTAz9+vVj586deHp62hKyAJ07d8bT05OYmBhatGjBzp07adOmjS0hC9CvXz/S09PZv38/PXv2LDDGV199ldmzZ+fbHrQgCNxL4l0oPUELgxwdglRRmnu3L+APiNwH0XdBfC1HR1OxaP6Jo2julb0aGZD2iuX+fabXiGng2HgcSfNPHEVzTxxJ808cRXNPuFq0YeU2KRsfHw+Av7+/3XZ/f39+++032xhXV1e8vb3zjbE+Pz4+nrp16+Y7ft26de3G5D2Pt7c3rq6utjEFmTFjBpMnT7Y9Tk1NJSgoiNOTTxdaXetoqempBC0M4vSzp6ntVj5jlMpJc6+EpKVR28fyAdLUWZvI6drFwQFVDJp/4iiaew50IQFeaQrA139eT06vgj9kr8w0/8RRNPfEkTT/xFE098QqNTWVoNdunpwvt0lZK4PBYPfYbDbn25ZX3jEFjS/OmLzc3Nxwc3PLt722W+1y/wNYEWKUyklz7zZlOdnu1sx2Ar2Xt0TzTxxFc68MmUyWW2iobVPN/oNh/37LA6Oxyi2GqPknjqK5J46k+SeOorkn5E8VFsihC33dSECApe9X3krVCxcu2KpaAwICyMjIICkp6YZjzp8/n+/4CQkJdmPynicpKYnMzMx8FbQiIg5hMsGBAxAbe31bnz6WbQcOWPaLiAhER9slZG1CQy236Oiyj0lEREREJI9ym5Rt1KgRAQEBbNmyxbYtIyOD//znP3Tt2hWA0NBQXFxc7MaYTCYOHTpkG9OlSxdSUlLYs2ePbczu3btJSUmxG3Po0CFMuZIamzdvxs3NjdCC/qgXESlr1iRD9+7225VkEBGxFxlpqYrN9fch8+dbtu3fb9kvIiIiIuJgDm1fcOnSJeLi4myPT5w4QWxsLHXq1KFBgwZMmjSJV155hWbNmtGsWTNeeeUVatSowYgRIwDw9PTkiSeeYMqUKfj4+FCnTh2mTp1K27Zt6d27NwCtWrXi/vvvZ+zYsURfS1qMGzeOAQMG0KJFCwD69u1L69atiYiI4O9//zsXL15k6tSpjB07ttz2hhWRKiYyEgYOhCtXridm58+HsDDL/Sp2Ka6ISKGs7QnS0q5v69QJOnRwXEwiIiIiInk4NCm7b98+eva8vuiCddGs0aNHs2LFCqZNm8aVK1cYP348SUlJdOrUic2bN1Or1vXlxhcuXIizszPDhg3jypUr9OrVixUrVuDkdL3v4gcffMCECRPo27cvAAMHDmTp0qW2/U5OTnz55ZeMHz+ebt26Ub16dUaMGMG8efNK+y0QESkaJRlERG6Nh4elMjY0FKpXd3Q0IiIiIiJ2HJqUDQsLw2w2F7rfYDAQFRVFVFRUoWPc3d1ZsmQJS5YsKXRMnTp1WL169Q1jadCgARs3brxpzCIiDqUkg4hI0RmNMGuWriYQERERkXLHoUlZEREpBiUZRESKxmiEG3y4LyIiIiLiKOV2oS8RkSrPZLIkE3ItQghcTzIoKSsiIiIiIiJSIalSVkSkPEpLg8BAy/0+fZSAFREREREREalEVCkrIlIe5V7Q68oVx8UhIlIZFXYlgoiIiIhIGVGlrIhIeWIyWW6hode39eljWdwLLBWzqpoVESk+XYkgIiIiIuWAKmVFRMqT6Gj7hKxVaKjlFh1d9jGJiFRWuhJBRERERBxElbIiIuVJZCQMHAgXL1oquADmz4ewMMt9VXSJiBSP9UqE3IlYXYkgIiIiIg6ipKyISHliTQrk7inbqRN06OC4mEREKoPoaJg9O/9269UJs2ZZ+syKiIiIiJQBJWVFRMojDw9L9VZoKFSv7uhoREQqPuuVCFeuQPfulm26EkFEREREHERJWRGR8spotFRuKVEgInL7inolgslkqaqNjNTvXxEREREpNUrKioiUV0ajLqUVESlpN7oSIS0NAgMt9/v0UVJWREREREpNNUcHICJSpaWlgcFguf3yi6OjERGpGgq7EiF3FW3uBcFEREREREqYKmVFRMqL+Hho0sTRUYiIVH55r0QwmSw366JfYKmU3b//+nhVzYqIiIhICVKlrIiII+WuyhIREceIjrZPyFqFhlpu0dFlH5OIiIiIVGqqlBURcYSCqrJiY6/3N1RVlohI2YmMhIED4eJFS4UswPz5EBZmua/fxyIiIiJSwlQpKyLiCAVVZT39tKqyREQcwWiEDh2gS5fr2zp1smzr0MGy32SytDwwmRwWpoiIiIhUHkWulJ08eXKRD7pgwYJiBSMiUmUUVJW1dOn1hICqskREyp6Hh6WPbGjo9SsXwNJqJjDQcr9PH/2OFhEREZHbVuSk7MGDB4s0zmAwFDsYEZEqw9qeIHdP2fbtLRVZIiLiOEYjzJpln3jN/bv6ypWyj0lEREREKp0iJ2W/++670oxDRKRqKqwqS0REHMNotLQpgIL7f/fpY/m9bR2rqlkRERERKQb1lBURcbSCqrJERMTxCur/Der/LSIiIiK3rciVsnnt3buXjz/+mFOnTpGRkWG3b926dbcdmIhIlZG7KktERMqPgvp/z58PYWGW+/owTURERESKqViVsmvXrqVbt24cOXKEzz77jMzMTI4cOcLWrVvx9PQs6RhFRERERMqe0Wjp9W1dhBGgUyfLtg4dlJQVERERkWIrVlL2lVdeYeHChWzcuBFXV1cWL17M0aNHGTZsGA0aNCjpGEVEKj6TyVINazI5OhIREblV1v7foP7fIiIiIlIiipWU/eWXX+jfvz8Abm5upKWlYTAYePbZZ1m2bFmJBigiUuGlpUFgIMyeDb/+6uhoRESkOG7U/1sfvImIiIjILSpWT9k6derwxx9/AFCvXj0OHTpE27ZtSU5O5vLlyyUaoIhIhZeWdv3+lSuOi0NERIqvsP7f1g/ewNJ3Vi0NRERERKQIipWU7dGjB1u2bKFt27YMGzaMiRMnsnXrVrZs2UKvXr1KOkYRkYrJZLLccq/c3afP9UtgjUb9511EpKLL/cGbiIiIiEgRFSspu3TpUq5evQrAjBkzcHFxYceOHQwZMoSZM2eWaIAiIhVWdLSlZUFe1iTtrFkFV12JiEj5V9AHb7Gx13vO6oM3EREREbmBW+4pm5WVxYYNG6hWzfLUatWqMW3aNL744gsWLFiAt7d3iQcpIlIhRUZaqmK3bLm+bf58y7b9+y37RUSkYoqOtk/IAjz9tGVbaKhlv4iIiIhIIW65UtbZ2ZmnnnqKo0ePlkY8IiKVh7VKKvelrZ06QYcOjotJRERKRmQkDBwIFy9aWtMALF0KXbpY7qtKVkRERERuoFjtCzp16sTBgwe54447SjoeEZHKx8PDUhkbGnr9slYREanYcrcnsP6O79JFH7yJiIiISJEUKyk7fvx4pkyZwpkzZwgNDcXDw8Nuf7t27UokOBGRSsNotPSQVeWUiIiIiIiISJVXrKTsww8/DMCECRNs2wwGA2azGYPBQHZ2dslEJyJSWRiNWtRLRKSyKuyDN5PJ0ls2MlIfyomIiIiInWIlZU+cOFHScYiIiIiIVEwFffCWlgaBgZb7ffooKSsiIiIidoqVlFUvWRERERGRG8i9yOOVK46LQ0RERETKpWIlZb/44osCtxsMBtzd3WnatCmNGjW6rcBERERERCock8lyCw29vq1PH8tiYGC/QJiIiIiIVFnFSsoOHjzY1kM2t9x9Zbt378769evx9vYukUBFRCoE9Q8UEanaoqNh9uz8261J2lmz1GNcRERERKhWnCdt2bKFu+++my1btpCSkkJKSgpbtmyhY8eObNy4ke+//57ExESmTp1a0vGKiJRf1v6Bs2fDr786OhoREXGEyEhLVeyWLde3zZ9v2bZ/v2W/iIiIiFR5xUrKTpw4kQULFtCrVy9q1apFrVq16NWrF/PmzeO5556jW7duLFq0iC25/xgthqysLP7yl7/QqFEjqlevTuPGjfnrX/9KTk6ObYzZbCYqKorAwECqV69OWFgYhw8ftjtOeno6zzzzDL6+vnh4eDBw4EDOnDljNyYpKYmIiAg8PT3x9PQkIiKC5OTk24pfRKoY9Q8UERGjETp0gN69r7csCAuzbOvQQVdRiIiIiAhQzKTsL7/8Qu3atfNtr127Nr9eqw5r1qwZv//++20F9/rrr/PWW2+xdOlSjh49yty5c/n73//OkiVLbGPmzp3LggULWLp0KXv37iUgIIA+ffrwxx9/2MZMmjSJzz77jLVr17Jjxw4uXbrEgAEDyM7Oto0ZMWIEsbGxbNq0iU2bNhEbG0tERMRtxS8iVYTJBAcOgL//9W19+li2HThg2S8iIiIiIiIick2xesqGhoby3HPP8f777+Pn5wdAQkIC06ZN4+677wbg559/pn79+rcV3M6dOxk0aBD9+/cHoGHDhqxZs4Z9+/YBlirZRYsW8eKLLzJkyBAAVq5cib+/Px9++CGRkZGkpKTwzjvvsGrVKnr37g3A6tWrCQoK4ptvvqFfv34cPXqUTZs2sWvXLjp16gTA22+/TZcuXTh27BgtWrQoML709HTS09Ntj1NTUy1f01MhvcCnOFxqeqrdV5GyUpnnnts/3sBtzmv5d1zrH5j+4vOkz5xRxlFJbpV5/kn5prlXtRnq1MT1xefJqFMTswPmgOafOIrmnjiS5p84iuaeWBV1DhjMeVfrKoJjx44xaNAgTpw4QVBQEAaDgVOnTtG4cWM+//xzmjdvzvr16/njjz9uq9r0tdde46233mLz5s00b96cH374gb59+7Jo0SKGDx/Or7/+SpMmTThw4AAhISG25w0aNAgvLy9WrlzJ1q1b6dWrFxcvXrRbdOzOO+9k8ODBzJ49m3fffZfJkyfna1fg5eXFwoULeeyxxwqMLyoqitkFLeTwPOBe7JctIhVMwB9g/AO8r8C3qyzbnu0L/2louW+qBfG1HBaeiIiIiIiIiJSVq8BrkJKSUmCnAatiVcq2aNGCo0eP8vXXX3P8+HHMZjMtW7akT58+VKtm6YgwePDg4hzazvTp00lJSaFly5Y4OTmRnZ3NnDlzGD58OADx8fEA+Oe+ZPja499++802xtXV1S4hax1jfX58fDx169bNd/66devaxhRkxowZTJ482fY4NTWVoKAgTk8+fcM33ZFS01MJWhjE6WdPU9utfMYolVOVmHtpabAqEIC/Pb+JnK5dHByQWFWJ+SflkuaeFMRgisd1+XtkPPkYZmNAqZ1H808cRXNPHEnzTxxFc0+sUlNTCXot6KbjipWUBTAYDNx///2EhYXh5uaGwWAo7qEK9a9//YvVq1fz4YcfEhwcTGxsLJMmTSIwMJDRo0fbxZKb2Wy+aTx5xxQ0/mbHcXNzw83NLd/22m61y/0PYEWIUSqnSj333GpbFnUJDaWmp5/lsZQrlXr+SbmmuSc2aWnQyNIay+2BAdCweamfUvNPHEVzTxxJ808cRXNPyJ8qLFCxFvrKycnhb3/7G/Xq1aNmzZqcOHECgJkzZ/LOO+8U55AFeu6553j++ed55JFHaNu2LRERETz77LO8+uqrAAQEWCoL8lazXrhwwVY9GxAQQEZGBklJSTccc/78+XznT0hIyFeFKyJyQ0YjzJql1bVFROTmrlxxdAQiIiIi4iDFSsq+/PLLrFixgrlz5+Lq6mrb3rZtW5YvX15iwV2+fNnWDsHKycmJnJwcABo1akRAQABbtmyx7c/IyOA///kPXbt2BSyLkrm4uNiNMZlMHDp0yDamS5cupKSksGfPHtuY3bt3k5KSYhsjIlIkRiNERSkpKyIi9kwmOHAAYmOvb+vTx7LtwAHLfhERERGpMoqVlH3//fdZtmwZjz76KE5OTrbt7dq146effiqx4MLDw5kzZw5ffvklJ0+e5LPPPmPBggX86U9/AiwtByZNmsQrr7zCZ599xqFDhxgzZgw1atRgxIgRAHh6evLEE08wZcoUvv32Ww4ePMjIkSNp27YtvXv3BqBVq1bcf//9jB07ll27drFr1y7Gjh3LgAEDaNGiRYm9HhERERGpoqKjITQUune33x4aarlFRzsmLhERERFxiGL1lD179ixNmzbNtz0nJ4fMzMzbDspqyZIlzJw5k/Hjx3PhwgUCAwOJjIzkpZdeso2ZNm0aV65cYfz48SQlJdGpUyc2b95MrVrXlzpfuHAhzs7ODBs2jCtXrtCrVy9WrFhhl1D+4IMPmDBhAn379gVg4MCBLF26tMRei4iIiIhUYZGRMHCgpWWBNTE7fz6EhVnu6woLERERkSqlWEnZ4OBgtm/fzh133GG3/eOPPyYkJKREAgOoVasWixYtYtGiRYWOMRgMREVFERUVVegYd3d3lixZwpIlSwodU6dOHVavXn0b0YqIiIiIFMJovJ54vbYoJGFh0KGDQ8MSEREREccoVlJ21qxZREREcPbsWXJycli3bh3Hjh3j/fffZ+PGjSUdo4iIiIiIiIiIiEilUayesuHh4fzrX//iq6++wmAw8NJLL3H06FE2bNhAnz59SjpGEREREZHKw2iEWbPUskBERESkCitWpSxAv3796NevX0nGIiIiIiJS+RmNcIPWWyIiIiJS+RWrUrZx48YkJibm256cnEzjxo1vOygRkXLNZLL8Z9pkcnQkIiIiIiIiIlIBFSspe/LkSbKzs/NtT09P5+zZs7cdlIhIuWYywezZSsqKiIiIiIiISLHcUvuCL774wnb/66+/xtPT0/Y4Ozubb7/9loYNG5ZYcCIi5U5ammXFbICLFx0bi4iIVD4mE0RHQ2Skes6KiIiIVGK3lJQdPHgwAAaDgdGjR9vtc3FxoWHDhsyfP7/EghMRKTdMJsvtypXr2/r0gf37LfeNRv3nWUREbp/1aoyBA/XvioiIiEgldkvtC3JycsjJyaFBgwZcuHDB9jgnJ4f09HSOHTvGgAEDSitWERHHiY62VMh2726/PTTUcouOdkxcIiJSeVy4oKsxRERERKqIW6qUtTpx4kRJxyEiUr5FRlqqlq5cuZ6YnT8fwsIs91XNJCIixWW9GsOakAVdjSEiIiJSyRUrKQvw7bff8u2339oqZnN79913bzswEZFyxfof4rS069s6dYIOHRwXk4iIVA7R0ZaWBXlZk7SzZkFUVJmGJCIiIiKlq1hJ2dmzZ/PXv/6Vu+66C6PRiMFgKOm4RETKJw8PS+VSaChUr+7oaEREpDKwXo1x8aKlQhZ0NYaIiIhIJVespOxbb73FihUriIiIKOl4RETKP6PRUrWk/ySLiEhJ0NUYIiIiIlXOLS30ZZWRkUHXrl1LOhYRkYrBaLRcRqqkrIiIlCTr1RigqzFEREREKrliJWWffPJJPvzww5KORURERESkatPVGCIiIiJVQrHaF1y9epVly5bxzTff0K5dO1xcXOz2L1iwoESCExERERGpUqxXY4iIiIhIpVaspOyPP/5I+/btATh06FBJxiMiIiIiIiIiIiJSqRUrKfvdd9+VdBwiIiIiIiIiIiIiVcItJWWHDBly0zEGg4FPP/202AGJiIiIiIiIiIiIVGa3lJT19PQsrThEREREREREREREqoRbSsq+9957pRWHiIiIiIiIiIiISJVQzdEBiIiIiIiIiIiIiFQlSsqKiIiIiIiIiIiIlCElZUVECmMyQVSU5auIiIiIiIiISAlRUlZEpCBpaRAYCLNnw6+/OjoaERGp6vRBoYiIiEilcksLfYmIVBlpadfvX7niuDhERESsHxQC9OkDRqNj4xERERGR26akrIhIbiaT5RYaen1bnz6wf7/lvtGo/wyLiEjZ0geFIiIiIpWO2heIiOQWHW2fkLUKDbXcoqPLPiYREamaTCY4cAD8/a9v69PHsu3AAbUyEBEREanAlJQVEcktMtJSFbtly/Vt8+dbtu3fb9kvIiJSFvRBoYiIiEilpfYFIiK5WdsT5L5UtFMn6NDBcTGJiEjVFBkJAwfCxYuWClmwfFAYFma5r3Y6IiIiIhWWkrIiIgXx8LBUxoaGQvXqjo5GRESqotx9zK3/JoWF6YNCERERkUpA7QtERApjNMKsWapEEhEREREREZESpUpZEZHCGI0QFeXoKERERPRBoYiIiEglo6SsiIiIiEh5pw8KRURERCoVtS8QERERERERERERKUNKyoqIiIiIiIiIiIiUISVlRURERERERERERMpQuU/Knj17lpEjR+Lj40ONGjVo3749+/fvt+03m81ERUURGBhI9erVCQsL4/Dhw3bHSE9P55lnnsHX1xcPDw8GDhzImTNn7MYkJSURERGBp6cnnp6eREREkJycXBYvUURERERERERERKqQcp2UTUpKolu3bri4uPDvf/+bI0eOMH/+fLy8vGxj5s6dy4IFC1i6dCl79+4lICCAPn368Mcff9jGTJo0ic8++4y1a9eyY8cOLl26xIABA8jOzraNGTFiBLGxsWzatIlNmzYRGxtLREREWb5cERERERERERERqQKcHR3Ajbz++usEBQXx3nvv2bY1bNjQdt9sNrNo0SJefPFFhgwZAsDKlSvx9/fnww8/JDIykpSUFN555x1WrVpF7969AVi9ejVBQUF888039OvXj6NHj7Jp0yZ27dpFp06dAHj77bfp0qULx44do0WLFmX3okVERERERERERKRSK9dJ2S+++IJ+/frx0EMP8Z///Id69eoxfvx4xo4dC8CJEyeIj4+nb9++tue4ublx7733EhMTQ2RkJPv37yczM9NuTGBgIG3atCEmJoZ+/fqxc+dOPD09bQlZgM6dO+Pp6UlMTEyhSdn09HTS09Ntj1NTUy1f01MhvcCnOFxqeqrdV5GyorknjqT5J46iuSeOpPknjqK5J46k+SeOorknVkWdA+U6Kfvrr7/y5ptvMnnyZF544QX27NnDhAkTcHNzY9SoUcTHxwPg7+9v9zx/f39+++03AOLj43F1dcXb2zvfGOvz4+Pj/3979x8dZXnn//81IISQkGhUmEnJUlS0KqAm0DjIh0QkwFYaOXZLWxDUKqQLQSlYK+vHzaSnBdduwF2y0kCtekQPe85Xaftdu5HQYiyCgglZxSrVykqsM0QNJBBjQpP788fN/J5JAiRzz0yej3PmzOS6r/uee+TtzDXvue73pdGjR4c9/+jRo319Ilm/fr3Ky8vD2nM25Egjzu61xlrOxhyrTwGDFLEHKxF/sAqxBysRf7AKsQcrEX+wCrEHfdm3bnGdlO3u7taUKVO0bt06SdINN9ygd955R5s3b9aSJUt8/Ww2W9B+hmGEtYUK7ROpf2/HWbt2rVavXu37u7W1VTk5OWpc3aiMjIyeX5xFWjtalbMxR40/bFRGSnyeI5ITsQcrEX+wCrGHWLC5PRr+y6fUee/dMhx2XzvxB6sQe7AS8QerEHvwam1tVc6jvSfn4zop63A4dM011wS1XX311XrhhRckSXa7Oej0eDxyOBy+Pk1NTb7Zs3a7XZ2dnTp+/HjQbNmmpiZNmzbN1+fYsWNhz//pp5+GzcINlJKSopSUlLD2jJSMuP8fMBHOEcmJ2IOViD9YhdjDgGlrk8abpbZS/n6e9NUrw7oQf7AKsQcrEX+wCrEHhacKIxoysGdxfm666SYdPnw4qO3Pf/6zxo0bJ0kaP3687Ha7ampqfNs7OztVW1vrS7jm5eVp2LBhQX3cbrcOHTrk6+N0OtXS0qL9+/f7+rzxxhtqaWnx9QGQxNxuyeUy7wEASCRtbVafAQAAAM5BXM+U/eEPf6hp06Zp3bp1WrBggfbv368tW7Zoy5YtksySA6tWrdK6des0YcIETZgwQevWrdPIkSO1cOFCSVJmZqbuuecerVmzRhdffLGysrL0wAMPaNKkSZo1a5Ykc/bt3LlztXTpUlVVVUmSli1bpnnz5kVd5AtAEnG7pfJyqbhYCph1DwBA3HK7zVtenr+toUFKTTUfOxxSVpolpwYAAIDexXVSdurUqdqxY4fWrl2rn/zkJxo/frwef/xxLVq0yNfnwQcfVHt7u5YvX67jx48rPz9fO3fu1KhRo3x9Nm7cqAsuuEALFixQe3u7brnlFj399NMaOnSor89zzz2n++67T7Nnz5YkFRcXq7KyMnYvFoA1mpr8X2ibm609FwAA+qqqyvxBMVBpqf9xWZm0drUAAAAQn+I6KStJ8+bN07x586Jut9lscrlccrlcUfuMGDFCmzZt0qZNm6L2ycrK0rZt287nVAEkkkgzjIqKpLo687HDwaxZAED8Kikxr/BobjY/vySpslJyOs3HfIYBAADEtbiuKQsAA6aqKjgh65WXZ97OlDIBACAuORxSbq4/CStJ119vtuXmkpQFAACIc3E/UxYABkSkGUYVFVJhofmYL7MAgESQlmZe5ZGX568nCwAAgLhHUhbA4OQtTxC4anV+vjm7CACAROJwmDVk+UERAAAgYVC+AMDg5p1hJDHDCACQmBwOyeUiKQsAAJBASMoCADOMAAAAAABADJGUBQBmGAEAkpDN7VHZbvMeAAAA8YWkLAAAAJCEbB6PXLXmPQAAAOILSVkAAAAg2TQ1Kd1ZYD5uPm7tuQAAACDMBVafAAAAAIB+4nabt7w8X1P6rfP9i1o6HJTrAQAAiAPMlAUAAACSRVVVUELWJy/PvFVVxf6cAAAAEIaZsgAAAECyKCmRioul5mapqEiS1P4vP1PqrLnmdmbJAgAAxAWSsgAAAECy8JYnaGvzNXVNzZNycy08KQAAAISifAEAAACQbNLSdGpfrfk4NTV4m9stuVzmPQAAACzBTFkAAAAgCRl2u1wF0hq73d/Y1iZlZ5uPi4ooZwAAAGARZsoCAAAASchw2FV+s3nvE1DWQO3tsT8pAAAASGKmLAAAAJD83G7zlpfnbysqkurqzMfeWrQAAACICWbKAgAAAMmuqio4IeuVl2feqqpif04AAACDGElZAIMDi5oAAAazkhJzVmxNjb+tosJsq6szt0t8XgIAAMQI5QsADA5ut1ReLhUXc3kmAGDw8ZYnCKwpm58v5eb6/2YRMAAAgJhhpiyA5NfU5L9ks7nZ2nMBAMBKaWn+OrKpqcHbWAQMAAAgZpgpCyB5sagJAADhHA6prMz/GcjnJQAAQMwxUxZA8mJREwAAwjkcZt1Yb6KVz0sAAICYY6YsgORVUmLWkG1uNmf8SOaiJoWF5mNm/QAAwOclAACABUjKAkhegZdb1tWZs30KC4MXNQEAYLDry+el223OmC0pIUkLAADQDyhfAAAAAKBnbrdUXm7eAwAA4LyRlAUwOIQuagIAAMJF+rxsavLXnG1utua8AAAAkgzlCwAMDt5FTQAAQHSBn5dut3kLXASsqMgsceDty4+dAAAA54SZsgAAAADCVVUFJ2S98vLMW1VV7M8JAAAgSTBTFgAAAEC4khKpuNgsWVBUZLZVVJiLgEnMkgUAADgPJGUBAAAAhPOWJ2hr87fl50u5udadEwAAQJKgfAEAAACA6NLS/HVkU1OtPRcAAIAkQVIWAAAAQM8cDqmsjJIFAAAA/YTyBQAAAAB65nBILpfVZwEAAJA0mCkLAAAA4Ny43Way1u22+kwAAAASCklZAMmFL4cAAMRGW5uUnS2Vl0sffmj12QAAACQUkrIAkovbbX45JCkLAEDstLdbfQYAAAAJhZqyAJJHU5OUl2c+bm629lwAAEhWbrd5C0zEFhVJdXXmY4eDBcEAAAB6kVAzZdevXy+bzaZVq1b52gzDkMvlUnZ2tlJTU1VYWKh33nknaL+Ojg6tXLlSl1xyidLS0lRcXKyPP/44qM/x48e1ePFiZWZmKjMzU4sXL9aJEydi8KoAnDe3W6qvl8aM8bcVFZlt9fXMmgUAoD9VVZk/gk6fHtyel2feqqqsOS8AAIAEkjBJ2QMHDmjLli2aPHlyUPtjjz2mDRs2qLKyUgcOHJDdbldRUZFOnjzp67Nq1Srt2LFD27dv1549e3Tq1CnNmzdPXV1dvj4LFy5UQ0ODqqurVV1drYaGBi1evDhmrw/AefB+OQzFl0MAAPpfSYk5K3bPHn9bRYXZVldnbgcAAECPEqJ8walTp7Ro0SJt3bpVP/3pT33thmHo8ccf18MPP6zbb79dkvTMM89ozJgxev7551VSUqKWlhY9+eSTevbZZzVr1ixJ0rZt25STk6Ndu3Zpzpw5evfdd1VdXa3XX39d+fn5kqStW7fK6XTq8OHDuuqqq2L/ogH0XUmJVFxsliwoKjLbKiqkwkLzMZdQAgDQf7zlCdra/G35+VJurnXnBAAAkGASIim7YsUK3XrrrZo1a1ZQUvbIkSPyeDyaPXu2ry0lJUUFBQXau3evSkpKVFdXp9OnTwf1yc7O1sSJE7V3717NmTNH+/btU2Zmpi8hK0k33nijMjMztXfv3qhJ2Y6ODnV0dPj+bm1tNe87WqWOiLtYrrWjNegeiJUBjb2sNCnrCknSkH21SncW6NS0Keq+9gp/H2J+UOO9D1Yh9mClAY+/CwI+d4d2qZs4xxm898FKxB+sQuzBq68xEPdJ2e3bt6u+vl4HDhwI2+bxeCRJYwLrSJ75+6OPPvL1GT58uC666KKwPt79PR6PRo8eHXb80aNH+/pEsn79epWXl4e152zIkUb08sIslrMxx+pTwCA10LF3wydSvaQZTxXo4MsD+lRIQLz3wSrEHqw0kPFnPymVFEhV/1+BPHzuIgTvfbAS8QerEHvQl33rFtdJ2cbGRt1///3auXOnRoyInuW02WxBfxuGEdYWKrRPpP69HWft2rVavXq17+/W1lbl5OSocXWjMjIyenx+q7R2tCpnY44af9iojJT4PEckp1jFns3tUcelT6n23rtlOOwD9jxILLz3wSrEHqwUy/hb3XsXDCK898FKxB+sQuzBq7W1VTmP9p6cj+ukbF1dnZqampQXsIBPV1eXXn31VVVWVurw4cOSzJmujoCakU1NTb7Zs3a7XZ2dnTp+/HjQbNmmpiZNmzbN1+fYsWNhz//pp5+GzcINlJKSopSUlLD2jJSMuP8fMBHOEclpwGPvqxnST9cr/P9MgPc+WIfYg5WIP1iF2IOViD9YhdhDXxMSQwb2LM7PLbfcorffflsNDQ2+25QpU7Ro0SI1NDTosssuk91uV01NjW+fzs5O1dbW+hKueXl5GjZsWFAft9utQ4cO+fo4nU61tLRo//79vj5vvPGGWlpafH0AAAAAnAW3W3K5zHsAAAAEieuZsqNGjdLEiROD2tLS0nTxxRf72letWqV169ZpwoQJmjBhgtatW6eRI0dq4cKFkqTMzEzdc889WrNmjS6++GJlZWXpgQce0KRJkzRr1ixJ0tVXX625c+dq6dKlqqqqkiQtW7ZM8+bNi7rIFwAAAIAo2tqk7GzzcVGRFHBVGwAAAOI8KdsXDz74oNrb27V8+XIdP35c+fn52rlzp0aNGuXrs3HjRl1wwQVasGCB2tvbdcstt+jpp5/W0KFDfX2ee+453XfffZo9e7Ykqbi4WJWVlTF/PQAAAEDCa2vzP25vt+48AAAA4lTCJWVfeeWVoL9tNptcLpdcLlfUfUaMGKFNmzZp06ZNUftkZWVp27Zt/XSWAAAAwCDkdpu3gDUhVFQk1dWZjx0OZs0CAAAozmvKAgAAAEggVVXBCVmvvDzzdqZUGAAAwGCXcDNlAQAAAMSpkhKpuFhqbjZnyEpSRYVUWGg+ZpYsAACAJJKyAAAAAPqLtzxBYE3Z/HwpN9e6cwIAAIhDlC8AkJjcbsnlMu8BAEB8SUvz15FNTbX2XAAAAOIQSVkAicntlsrLScoCABCvHA6prIySBQAAABGQlAWQeJqa/IuItLdbey4AACAyh8O8qiU0KcvVLgAAANSUBZBA3G7zFriqc0OD/7JIbx07AAAQn9rapOxs83FREZ/bAABg0GKmLIDEUVUVnJCVpNJSsy0vz9wOAADiV+ACYFztAgAABjFmygJIHCUlUnGx1Nxszq6RpMpKyek0HzPbBgCA+BTpapeiIv9iYFztAgAABhlmygJIHA6HlJsrzZrl/xLndJptubl8mQMAIF5FutpF4moXAAAwaDFTFgAAAMDAinS1S0WFVFhoPuaHVQAAMMiQlAWQmBwOqayML3EAACSCwPIEdXXm7NjCQvNKFwAAgEGI8gUAEpPDIblcJGUBAEgmbrf5+e52W30mAAAAA4qZsgAAAABiJ9rVLm1tUna2+bioiB9eAQBAUiMpCwAAACB2vFe7hGpri/mpAAAAWIXyBQDiF5cwAgCQ/Nxuqb5eGjPG39bQYLbV1zMOAAAASYmkLID45XZL5eV8GQMAIJlVVZkLfwUqLTXb8vLM7fxQCwAAkgxJWQDxqanJ/wWtudnacwEAAAOnpESqq5NqavxtlZVmW12duZ0fagEAQJKhpiyA+OJ2m7fAGTNFReaXMsmsQ8fCHwAAJI/Az/a6OnMM4HRKublmW08/1Lrd5kzakhLGBwAAIKEwUxZAfIl0CaMUfAkjAABIfpFqzRYVBdeaZQYtAABIUCRlAcSXSJcwVlQEX8IIAACSk8MhlZWZ9739ULthA6WOAABAwqJ8AYD4EukSxsJC/yWMAAAgeTkc5oJekvlDbHGxmXAtKjLbKiqka6+VPvtMuuMO/36UOgIAAAmGmbIAAAAA4o/DYf4oO2uWP+FaWCjt2xeckPUKLXXkdpsJXkobAACAOERSFoD1on1pCryEEQAAQOp7qSPqzQIAgDhG+QIA1vN+aSouDk7ABl7CCAAABq/AH2q9t7Y2//b8/OBSR01N1JsFAABxjZmyAKzFlyYAANAb7w+1gT/epqX5yxqkppr3brdUXy+NGePvV1RkttXXM2sWAADEDZKyAKzBlyYAAHC+QksdVVX5f+wNFFhvllqzAAAgDpCUBWCNvnxpAgAA6EnoDNq+1Jul1iwAAIgD1JQFYI2SErOGbHu71NAglZZKlZWS02luZ3EvAABwtrz1ZiUzCZuXJxUW+uvNUjYJAADECZKyAKwR+KXJWwfO6QxepAMAAKA/uN3mLfAqnaIif03awPIHJSX8OAwAAAYc5QsAAAAAJJ/AerO9lU3atEnKzjbLGnz4YXg/6tACAIB+RlIWQEzY3B6V7Tbvw4Qu0gEAAHC+AuvN9lZr9p57/O3t7eHHilaHlmQtAAA4R5QvABATNo9HrlrplMcjffXK4I3eL00AAAADIVqtWYfDTKh6An40Di1rMHRo5Dq0bW3m7FrvPqE/LrvdlEMAAABRMVMWwMBra1O6s8B83Hzc2nMBAADw8pY1mD49uN1b1sDlksaM8bcXFUn19eYtsMzB2cyuBQAAEDNlAQwk76IaAV9U0m+dHzz7hJkjAAAglgLLJpWUSMXF5ljFm5itqDBn0VZVSVu2hO8fqTZtT7NrIyVsAQDAoMdMWQADp7fZJ1VV1pwXAAAYvAJrzTocUm6udNNN/qRqYaHZ5nJFrkO7bFnk40abXdvQ4J9d6/3Bmjq0AAAMesyUBTBwvLNPJLX/8Q9KXfUjtT/+c6X+n5nmdmbJAgCAeBWtDu33vmeOcZqbzRmyUs+za0tL/Y/LysyxUXm5ec9YCACAQSuuZ8quX79eU6dO1ahRozR69GjNnz9fhw8fDupjGIZcLpeys7OVmpqqwsJCvfPOO0F9Ojo6tHLlSl1yySVKS0tTcXGxPv7446A+x48f1+LFi5WZmanMzEwtXrxYJ06cGOiXCCQ37+yT3Fx15X9dksz7M218EQEAAHEjsKxBb/1ycyWn09+Wnx99dm1lpdlWVyd961uRFw2TmEELAMAgE9dJ2draWq1YsUKvv/66ampq9Le//U2zZ89WW1ubr89jjz2mDRs2qLKyUgcOHJDdbldRUZFOnjzp67Nq1Srt2LFD27dv1549e3Tq1CnNmzdPXV1dvj4LFy5UQ0ODqqurVV1drYaGBi1evDimrxcAAACARQLLGkTaFpqwTUvzlzxITfX3C03YXn+9f7/Jk/3tgYuGecsasDAYAACDRlwnZaurq3XXXXfp2muv1XXXXaennnpKR48eVd2ZwY9hGHr88cf18MMP6/bbb9fEiRP1zDPP6IsvvtDzzz8vSWppadGTTz6piooKzZo1SzfccIO2bdumt99+W7t27ZIkvfvuu6qurtYvf/lLOZ1OOZ1Obd26Vf/1X/8VNjMXQC+izPIw7Ha5Csx7AACAhBItYRttdm1owtZbZz+Utw7tpk3RZ9ACAICklFA1ZVtaWiRJWVlZkqQjR47I4/Fo9uzZvj4pKSkqKCjQ3r17VVJSorq6Op0+fTqoT3Z2tiZOnKi9e/dqzpw52rdvnzIzM5Wfn+/rc+ONNyozM1N79+7VVVddFfF8Ojo61NHR4fu7tbXVvO9olToi7mK51o7WoHugvw356H2ll5fr1NyZ6s5K87W3Zo1U+c3SvVkjZRB/iDHe+2AVYg9WIv5iICtNWrvafBzy39mWla7hDz+kzqx06a6Fss2dKTUfV/qt8yVJ7f/yM3Vfc7Vsn38uIy1NvlFTUZFO7auVZP6YbTgS7wdtYg9WIv5gFWIPXn2NgYRJyhqGodWrV2v69OmaOHGiJMnj8UiSxgSubnrm748++sjXZ/jw4brooovC+nj393g8Gj16dNhzjh492tcnkvXr16u8vDysPWdDjjTiLF6cBXI25lh9CkhCIzul6z3Sa5LmbC3Q3r8L70PswUrEH6xC7MFKxJ+Fhkl65tGgphuWSfVbpJv+8rCKfye5asN3S3cWSJJcBVL5zZL9pFTyplQ1RfKMisF59xNiD1Yi/mAVYg/6sm/dEiYpW1paqrfeekt79uwJ22az2YL+NgwjrC1UaJ9I/Xs7ztq1a7V69Wrf362trcrJyVHj6kZlZGT0+PxWae1oVc7GHDX+sFEZKfF5jkg8NrdHNo/H9wVCkl77lYJmebRkjST2YBne+2AVYg9WIv7i05CDDdKWAr16d60Mu12nPB6pvV3pM+dKMmfQds2YLklaY7drtcOuIQcblF5RoAcerVX3Dddbd/J9ROzBSsQfrELswau1tVU5j/aenE+IpOzKlSv129/+Vq+++qrGjh3ra7efqU3p8XjkCKjj1NTU5Js9a7fb1dnZqePHjwfNlm1qatK0adN8fY4dOxb2vJ9++mnYLNxAKSkpSklJCWvPSMmI+/8BE+EckUCe3mAuTBHCl6QtK5Nx5tI+Yg9WIv5gFWIPViL+4sy4CVJZmdLHTTBr0X71SrO9rk7Ky1PqrLnmYmFeTU3SmTFV+qlOKYH+LYk9WIn4g1WIPSg8VRhRXC/0ZRiGSktL9eKLL+oPf/iDxo8fH7R9/Pjxstvtqqmp8bV1dnaqtrbWl3DNy8vTsGHDgvq43W4dOnTI18fpdKqlpUX79+/39XnjjTfU0tLi6wOgByUl5heJgP/PVFFhttXVmdsBAAAQfdGwUG63VF8vBU4SKSoy2+rrze1RFlgFAADxL65nyq5YsULPP/+8fvOb32jUqFG++q6ZmZlKTU2VzWbTqlWrtG7dOk2YMEETJkzQunXrNHLkSC1cuNDX95577tGaNWt08cUXKysrSw888IAmTZqkWbNmSZKuvvpqzZ07V0uXLlVVVZUkadmyZZo3b17URb4ABHA4/F8szszyUGFh8CwPip0DAABE53BIZWX+MVVVVcQrkZSXZ96XlUnFxWaf4uLek7wAACCuxHVSdvPmzZKkwsLCoPannnpKd911lyTpwQcfVHt7u5YvX67jx48rPz9fO3fu1KhR/gr4Gzdu1AUXXKAFCxaovb1dt9xyi55++mkNHTrU1+e5557Tfffdp9mzZ0uSiouLVVlZObAvEAAAAAAk/wxar5ISM9na3i41NEilpVJlpeR0mtuHDZMmTzYfNzfH+mwBAMB5iuukrGEYvfax2WxyuVxyBQ5gQowYMUKbNm3Spk2bovbJysrStm3bzuU0AQQKneUBAACAsxd4JVJqqnnvdJptbrc/ISuZZQ3q6sL3AwAAcSuua8oCSEB9rZMGAACAs1dV5S9hECgvz7ydKcdGvVkAAOIbSVkA54aBPgAAQGwEXonU1wVW3W6z3ixjNQAA4lJcly8AEMe8A30WlgAAABhYofVme1tgta3NrEULAADiFklZAGePgT4AAED8cbvNW2B5g337/I+pNwsAQNygfAGAvnO7pfp6KT1dmj7dbNu3z2yrr+fyOAAAgFgKXWA1Ur3Z0tLgerOUoAIAIC6QlAXQd30Z6AMAACA2QhdY9dab3bNHqqw027ZuDa43S61ZAADiAuULAPRdSYlZQ7a9XWpoMBOyW7f6a5hxORwAAIB1AssTpKaa97m5/rFaW5v04YfmY0pRAQBgKZKyAPqut4E+AAAA4k+kWrPTp5uzZyVqzQIAYAHKFwAAAABAsgmsNxupBJVECSoAACxEUhZAdD0tBBG6sAQAAADiR2C92Ui1Zisrw2vNsgAYAAAxQ/kCANF5F4IoLg5PvnoH+gAAAIhvkUpQOZ3BJajq66OP+wAAQL9jpiyAyNra/AtAsBAEAABA8mLcBwBAzDFTFkAwFoIAAABIXoElqPo67nO7zbqzJSWMAwEA6CfMlAUQjIUgAAAAkldgrdm+jvu8Ja2oNwsAQL9hpiyAYCUlZi2x9napoUEqLTUXgnA6ze3MjgAAAEgO3nFfc7NUVGS2VVRIhYXmY4cjuLRBKGbQAgBwzkjKAgjWl4UgAAAAkPgCx311debs2MJCc9znLW2Qne3vv29f8L5RFoW1uT0q2y3Z7vRIX82IzWsBACDBUL4AgDmgdrm4JA0AAACmSKUNSkv9pQ02bYq6OJjN45Gr1rwHAACRMVMWQNRZDkELQQAAACB5hY77IpU2qKyUrrhC+uwz6Y47pPXrzfbAxcEyM5XuLDAfNx+P7WsAACCBkJQFBrumJv8siObm4G3ehSAAAACQ3ELHfZFKGzid0m9/a/6YH8o7nrz7bl9T+q3z/cla7/GoQwsAgCTKFwCDl9st1ddLY8b424qKzLb6ekoZAAAAIFxJiZlo3bPHnDkrmffLlpmPn3oquL+33EFVlfm39wqt0LEm5bQAAIMMSVlgMAkc7EaqEyaFD5wBAAAwuAWWNnA4zIXAbrrJnDkrmfculz9Ze0b7v/zMbKurM5O5PV2hFS1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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 930628.9 +- 1444.6 (error 0.2%).\n", "Left 423343.2 +- 947.8 (error 0.2%).\n", "Right 507285.6 +- 1090.2 (error 0.2%).\n", "Head 846686.4 +- 1340.3 (error 0.2%).\n", "Tail 83942.4 +- 1970.6 (error 2.3%).\n", "Tail Prop. 0.0902 +- 0.0021 (error 2.35%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.3726906204673215e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.446792939283475e-45, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.2413880891640177e-51, error calculation failed.\n", "Matrix singular (determinant = 4.637142402587174e-51, error calculation failed.\n", "Matrix singular (determinant = 4.478417297063875e-51, error calculation failed.\n", "Matrix singular (determinant = 6.091563042765574e-51, error calculation failed.\n", "Matrix singular (determinant = 8.675229807101833e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.0259182601107044e-62, error calculation failed.\n", "Matrix singular (determinant = -9.807854143093423e-24, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 619981.9 +- 1338.8 (error 0.2%).\n", "Left 232723.5 +- 957.2 (error 0.4%).\n", "Right 387258.4 +- 936.0 (error 0.2%).\n", "Head 465447.1 +- 1353.6 (error 0.3%).\n", "Tail 154534.9 +- 1903.8 (error 1.2%).\n", "Tail Prop. 0.2493 +- 0.0031 (error 1.25%).\n", "Matrix singular (determinant = -2.999407369142968e-35, error calculation failed.\n", "Matrix singular (determinant = -4.2765025237672985e-79, error calculation failed.\n", "Matrix singular (determinant = -2.999407369142968e-35, error calculation failed.\n", "Matrix singular (determinant = -4.3465516390020463e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 947188.5 +- 1708.8 (error 0.2%).\n", "Left 375260.1 +- 1119.7 (error 0.3%).\n", "Right 571928.4 +- 1290.8 (error 0.2%).\n", "Head 750520.3 +- 1583.5 (error 0.2%).\n", "Tail 196668.3 +- 2329.7 (error 1.2%).\n", "Tail Prop. 0.2076 +- 0.0025 (error 1.20%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.3949938958554986e-53, error calculation failed.\n", "Matrix singular (determinant = 6.154294665398092e-51, error calculation failed.\n", "Matrix singular (determinant = 5.238725491832409e-51, error calculation failed.\n", "Matrix singular (determinant = 7.35303580341674e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.777510201651742e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.642485142254035e-51, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 786126.0 +- 1150.7 (error 0.1%).\n", "Left 328507.7 +- 812.6 (error 0.2%).\n", "Right 457618.4 +- 814.8 (error 0.2%).\n", "Head 657015.4 +- 1149.1 (error 0.2%).\n", "Tail 129110.7 +- 1626.2 (error 1.3%).\n", "Tail Prop. 0.1642 +- 0.0021 (error 1.27%).\n", "Matrix singular (determinant = -7.675242051429313e-58, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.869662178552459e-51, error calculation failed.\n", "Matrix singular (determinant = 9.174452863391532e-51, error calculation failed.\n", "Matrix singular (determinant = 4.2712399624044757e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.7541656807289016e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 7.580650423752326e-52, error calculation failed.\n", "Matrix singular (determinant = -2.6488912052919962e-39, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n", "Matrix singular (determinant = 1.8770650669206153e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.0121369209707896e-63, error calculation failed.\n", "Matrix singular (determinant = -3.518334490312073e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.8257418157902025e-89, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1990484872784608e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 638296.9 +- 1775.9 (error 0.3%).\n", "Left 266492.8 +- 1287.6 (error 0.5%).\n", "Right 371804.1 +- 1223.1 (error 0.3%).\n", "Head 532985.6 +- 1821.0 (error 0.3%).\n", "Tail 105311.3 +- 2543.6 (error 2.4%).\n", "Tail Prop. 0.1650 +- 0.0040 (error 2.43%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8410296678578075e-53, error calculation failed.\n", "Matrix singular (determinant = -7.434243180155646e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.364269147145762e-51, error calculation failed.\n", "Matrix singular (determinant = 5.910929528495606e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1206932564258027e-51, error calculation failed.\n", "Matrix singular (determinant = 1.0647293467322566e-51, error calculation failed.\n", "Matrix singular (determinant = 1.1020223171792333e-51, error calculation failed.\n", "Matrix singular (determinant = 9.569724442286606e-52, error calculation failed.\n", "Matrix singular (determinant = 3.6303631040549765e-51, error calculation failed.\n", "Matrix singular (determinant = 1.0725524804755456e-79, error calculation failed.\n", "Matrix singular (determinant = -2.614524745910441e-57, error calculation failed.\n", "Matrix singular (determinant = -1.9391020522684356e-36, error calculation failed.\n", "Matrix singular (determinant = -4.090858951277409e-51, error calculation failed.\n", "Matrix singular (determinant = -3.079253932998775e-17, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.896497202743464e-48, error calculation failed.\n" ] }, { "data": { "image/png": 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du3crLCxMY8eOlfXPz+AXLlxQeHi4NmzYoB9//FETJ07UmDFjtHPnTofjrly5UrVq1dJ//vMfxcfH68EHH9TGjRtlsVjsfT799FOdO3dOI0eOLHZ858+f17x587Ry5Ur95z//UUZGhv7nf/7Hvv2zzz7Tvffeq0cffVQ//fST4uPjtWLFCs2bN8/ex83NTS+99JJ+/PFHrVy5Ulu2bNHMmTOLPN/x48fVo0cP3XDDDVq7dq28vLyKHVtVQVAWAACU2tq0NDX7/nuNmj1b+0NDNSohQc2++UZr09Kccv6rBYwBAABQMxWILZZLv2vx7bffavXq1erTp4+9LScnR6tWrVLnzp3VoUMHmYr5HHvHHXcoJiZGLVu21FNPPaU//vhDN998s+666y61atVKjz/+uJKTk3Xy5ElJUuPGjTVjxgx16tRJLVq00COPPKL+/fvrvffeczhuWFiYFixYoNatW+uGG25Q165d1bp1a61atcreZ/ny5brrrrvkZ1uUtwi5ublaunSpIiMjFR4erpUrVyohIUHffvutJGnevHn63//9X40bN04tWrRQdHS0nn76acXHx9uPMXXqVPXq1UvNmzdX79699fTTT+vdd98tdK4DBw6oW7du6tu3rz2oXB0QlAUAAKWyNi1NI/bt0/HcXJlPnVLsypUynzql37OzNWLfvhIHZl2VaQsAAIDqy2wu336ltWHDBvn5+cnLy0uRkZG67bbbtGTJEvv2pk2bKqgEV3h16NDB/rhRo0aSpPbt2xdqS01NlSTl5eVp3rx56tChgwIDA+Xn56dNmzbp6NGjDse96aabCp3rwQcf1PLly+3H++STT3T//fdfcXy1atVyONYNN9ygunXrKjk5WZKUmJiov//97/Lz87PfJkyYIIvFovPnz0uSvvzyS0VHR6tx48aqU6eOxo4dq1OnTimzQOmzrKwsde/eXcOGDdNLL71UbBC7KnJpUPbZZ5/VzTffrDp16qhhw4YaNmyY9u/f79DHarUqNjZWISEh8vb2VlRUlPbt2+fQJzs7W4888ogaNGggX19fDRkyRMcvy1U/c+aMxowZo4CAAAUEBGjMmDE6e/asQ5+jR49q8ODB8vX1VYMGDfToo49S9BgAUHEqoOZqRcuzWjXl0CEVFT61tU09dOiqAVZXZ9oCAACgeurRQ2rSxPiIXRSTSQoNNfpVhF69eikpKUn79+/XhQsXtHbtWjVs2NC+3dfXt0TH8fDwsD+2BSKLasvPz5ckxcXFadGiRZo5c6a2bNmipKQk9e/fv1Bcq6jzjx07Vr/++qt27Niht956S82aNVOPErxBRQVIC45r7ty5SkpKst9++OEHHTx4UF5eXvrtt990xx13qF27dvrggw+UmJiol19+WZIcyj14enqqb9+++uSTTwrF+qo6lwZlv/rqKz388MP65ptvtHnzZl28eFH9+vVziIgvWLBACxcu1NKlS7Vr1y4FBwcrOjpaf/zxh73P1KlT9eGHH+qdd97R9u3bde7cOQ0aNEh5Bao2jx49WklJSdq4caM2btyopKQkjRkzxr49Ly9PAwcOVGZmprZv36533nlHH3zwgaZPn+6cNwMAAGfz9TWKalmtxuMS2Hb2rC6eOKHOBw6o84ED6nLwoCSpy8GD6nzggDodOKDcEye07bIvPgsqr0xbAAAA4HLu7tKLLxqPL48Z2p4vXmz0qwi+vr4KCwtT06ZNHYKoFW3btm0aOnSo7r33XnXs2FEtWrTQwT8/q19NYGCghg0bpuXLl2v58uW67777rrrPxYsXHRYa279/v86ePasbbrhBktSlSxft379fYWFhhW5ubm767rvvdPHiRcXFxenWW29Vq1atdOLEiULncXNz06pVqxQeHq7evXsX2aeqcmkRho0bNzo8X758uRo2bKjExETddtttslqtWrx4sZ588kkNHz5cklGQuFGjRlq9erViYmKUnp6uN954Q6tWrVLfvn0lSW+99ZZCQ0P1+eefq3///kpOTtbGjRv1zTffKCIiQpL02muvKTIyUvv371fr1q21adMm/fTTTzp27JhCQkIkGd8yjB8/XvPmzZO/v78T3xkAACoBW9C2AEtOjmLWr1fsypUO7a+/8IL9cey4cbJ07648Dw9t69hRlsBAmTMy1MPHR5KumGlrkpFpO7RBg3J+MQAAAKgphg+X3n9fmjLFcdGvJk2MgOyfIaZqJSwsTB988IESEhJUr149LVy4UCkpKWrTpk2J9n/wwQftCY7jxo27an8PDw898sgjeumll+Th4aHJkyfr1ltv1S233CJJeuqppzRo0CCFhobqrrvukpubm/bu3asffvhBzzzzjK6//npdvHhRS5Ys0eDBg/Wf//xHr776apHncnd319tvv61Ro0apd+/e2rp1q4KDg0v+5lRSlaoybnp6uiSpfv36kqTDhw8rJSVF/fr1s/fx9PRUz549lZCQoJiYGCUmJio3N9ehT0hIiNq1a6eEhAT1799fO3bsUEBAgD0gK0m33nqrAgIClJCQoNatW2vHjh1q166dPSArSf3791d2drYSExPVq1evQuPNzs5Wdna2/XlGRoZxn50hZRfqDpSbjOwMh3vAGZh3FSA7U7av/DKyM6RaeVfsXhn4my4qfvBgfdy1qyQjQ/b1F17QgzNmaHfLlpIkS2Cg7v/jrGYcOqj82bMVs369piUkyM0crPENA41M21On7PsXvLftv/HYrxrYNExWSb9PTJHqXzaQKvjeoWrgZx1cgXkHZ2POwRVKM+9ycnKUb81XXn6e8vLL9jlv6DBp0GBp2zYpxWJSsNmqHj2MDNm8/DId8qqsVqusVmuxY863Gie+fLtVhfezvX6H/fMvtRW8z8vP0xNPPqFff/1V/fv3l4+Pjx6c8KCGDh2q9PR0e9+izmPTq3cvmc1m3XjjjWoU3OiK73t+fr58fHz017/+VaNHj9bx48fVrXs3vf766/b9+kb31Ucff6RnnnlGCxYskIeHh1rf0FoP3P+A8vLz1L5De70Q94Kef/55zZo1Sz169NC8efM0fvx4+2uylWbIy8+Tyc2kt95+S6P+xwjMfrHlC4eyEMXJs+Zdui/Hf/e8/DzlW/N1LuecckyOJSJK+rPVZLVWjlU1rFarhg4dqjNnzmjbtm2SpISEBHXr1k2///67Q7B04sSJ+u233/TZZ59p9erVuu+++xyCo5LUr18/NW/eXPHx8Zo/f75WrFihAwcOOPRp1aqV7rvvPs2aNUsTJ07UkSNHtGnTJoc+np6eWrFihUaNGlVozLGxsZo7d27hF/O/krzK+EYAAGoMnxwpc77x2PcJ6Xxt146nZNykiDWSZwPJ5KbOBw5od0yMusTHa0+rVpI1X8rNkDwCJEmdDx68tL1lmCST5qxcWSjTtqDYceP0bPgxZT+6RVJVem8AAABQHpr6NtWr3V5Vg8YNKlk6YfV1IeuCbu9yu2bHzVbvO3pfse/6/1uvhbEL9WXyl04aXSV0Ufrv7//V//vP/9Nvmb85brsg6Tkj+fRKV95Xmqk9efJk7d27V9u3by+07fLCwVar9aqrrV3ep6j+ZelT0KxZszRt2jT784yMDIWGhurYtGOUO0CFysjOUOiiUB177Jj8PZlrcA7mXQXIzJTmG186WqafKHFdV1f7+NQZjT1wuFC7SZLV5Kb6PoE6fbGIb9ZNRin7kmTarr25k/RomCTpwOT9qlO/6l+ehKqBn3VwBeYdnI05B1cozbzLyc7RyeMn1axBM3l5kfVWkfLz85WSkqKFLy9U/br1NWXsFNWqdeVw4d6AvXI3uatzcGcnjbLs8qx52ntyrzo06iB3U/kVEr5w4YKOnDui7yZ+p9qejhkkGRkZCn0u9KrHqBRB2UceeUQff/yxvv76azVp0sTebqsPkZKSIrPZbG9PTU1Vo0aN7H1ycnJ05swZ1atXz6FP1z//4AsODtbJkycLnTctLc3hODt37nTYfubMGeXm5tr7XM7T01Oenp6F2v09/fnFBqdgrsEVmHflJy/XTVttNVezpR716sj9Kl86Vgb3hvjLx8NHUw4ckCUw0KghGxioJp6eetBs1iuJiVctT7CnVSuHY+5u2VJ7WrWSSVITT08NqH/pd28dzzrMOTgdP+vgCsw7OBtzDq5Qknl3wXpBaaY0ubu5y92tglbkgiTp2NFjat68uZo0aaIVK1bIs3bhONfl3NyMZIsq8W/zZ8kCd1P5ziV3N3e5mdzkV9tPXp6XfXFw9bdQkuRWbqMpA6vVqsmTJ2vt2rXasmWLmjdv7rC9efPmCg4O1ubNm+1tOTk5+uqrr+wB1/DwcHl4eDj0sVgs+vHHH+19IiMjlZ6erm+//dbeZ+fOnUpPT3fo8+OPP8pisdj7bNq0SZ6engoPDy//Fw8AqNHWpqWp2fffa9Ts2dofGqpRCQlq9s03WpuW5uqhlcjwoCAd6dhRa55+Wq2PHdOarl11+NZb1dLbWzHr12t3TIx2x8TYFwB7/YUX7G0x69dLMjJrC7I9XxwWViWC0wAAAEBV16xZM1mtVh07dkx9+vQp0T7jx4/X2bNnK3ZgNYBLM2UffvhhrV69Wh999JHq1KmjlJQUSVJAQIC8vb1lMpk0depUzZ8/Xy1btlTLli01f/58+fj4aPTo0fa+DzzwgKZPn67AwEDVr19fM2bMUPv27dW3b19JUps2bTRgwABNmDBB8fHxkoy6tIMGDVLr1q0lGTVob7zxRo0ZM0b/+Mc/dPr0ac2YMUMTJkygFAEAoFytTUvTiH37ZJXU+dQpxa5cqY+7dlVSYKBG7Nun99u21fCgIFcP86rcTSZFff+98cTfXzKZZK5dW9NKUJ5gbtOmeu3EiUKZtovDwjQ8KEh5585p259ZxP7nzmtAPSuBWgAAAADVhkuDsq+88ookKSoqyqF9+fLlGj9+vCRp5syZysrK0qRJk3TmzBlFRERo06ZNqlOnjr3/okWLVKtWLY0cOVJZWVnq06ePVqxYIXf3S2nJb7/9th599FH169dPkjRkyBAtXbrUvt3d3V2ffPKJJk2apG7dusnb21ujR4/WC39m+AAAUB7yrFZNOXRIRa2yaZWRLTr10CENbdCgSgYhe9Stq1ohIUoKDHR4jZeXJ3iyWTM9GRSkbQ8/LEtgoNZ07aoewcFyN5m0Ni1NUw4c0MXZsxWzfr3idyWp1u+pevHPgC0AAAAAVHUuDcparUX9SerIZDIpNjZWsbGxxfbx8vLSkiVLtGTJkmL71K9fX2+99dYVz3Xddddpw4YNVx0TAABlte3sWV08ceKqNVe3nT2rqAK10qsKd5NJL4aFacS+fVcvT1BEpm11ySIGAAAAgCupFAt9AQBQU1hychSzfr1iV650aH+9wJUZsePGydK9u7OHVm6GBwXp/bZti1wIbPEVsl2rexYxAAAAANgQlAUAwIlKWnN1Te3arhzmNRseFKSh3t5FlicoTnXPIgYAAAAAG4KyAAA4UUlrrvaoW9dFIywFX1/pCqWIiloI7EpqQhYxAAAAAEgEZQEAcKpS1VytYWpKFjEAAABQ2YwfP15nz57VunXrXD2UChMVFaVOnTpp8eLFrh6KJMnN1QMAAKCmsdVcbezhUajmao1ayMqWaWu1Sr6+l7KIW7XSnlat7IFYWxZxUqtW8ggJqRpZxAAAAKgUPv/8c9144436/PPPK/xcqampiomJ0XXXXSdPT08FBwerf//+2rFjR4WfG1UPmbIAALhAWWquVndkEQMAAKA8Wa1WPfHEE0pOTtYTTzyhPn36yFSBnyX/8pe/KDc3VytXrlSLFi108uRJffHFFzp9+nSFnbMyyc3NlYeHh6uHUWWQKQsAgIvYaq6O2rJFUf7+BBtFFjEAAADKz6ZNm7Rr1y5J0q5du7Rp06YKO9fZs2e1fft2Pf/88+rVq5eaNm2qW265RbNmzdLAgQPt/dLT0zVx4kQ1bNhQ/v7+6t27t763rcPwp48//lg33XSTvLy81KBBAw0fPty+7cyZMxo7dqzq1asnHx8f3X777TpYYGHcFStWqG7duvrss8/Upk0b+fn5acCAAbJYLPY+eXl5mjZtmurWravAwEDNnDlT1svWiti4caO6d+9u7zNo0CD98ssv9u1HjhyRyWTSu+++q6ioKHl5eWnZsmXy9/fX+++/73Cs9evXy9fXV3/88UeR711UVJQmT56syZMn28/3t7/9zWFMOTk5mjlzpho3bixfX19FRERo69at9u2nTp3SqFGj1KRJE/n4+Kh9+/Zas2bNlf7JtHHjRgUEBOhf//qXJGnr1q265ZZb5Ovrq7p166pbt2767bffrniMa0FQFgAAVIzLyhOU1PCgIB3p2FFrnn5arY8d0+s3d9LhW28lIAsAAIASs1qtmj17ttzd3SVJ7u7umj17dqHgY3nx8/OTn5+f1q1bp+zs7GLHNHDgQKWkpOjTTz9VYmKiunTpoj59+tizaT/55BMNHz5cAwcO1J49e/TFF1/opptush9j/Pjx+u677/Txxx9rx44dslqtuuOOO5Sbm2vvc/78eb3wwgtatWqVvv76ax09elQzZsywb4+Li9Obb76pN954Q9u3b9fp06f14YcfOow1MzNT06ZN065du/TFF1/Izc1Nd955p/Lz8x36Pf7443r00UeVnJysO++8U//zP/+j5cuXO/RZvny5RowYoTp16hT7/q1cuVK1atXSzp079dJLL2nRokV6/fXX7dvvu+8+/ec//9E777yjvXv36q677tKAAQPsAekLFy4oPDxcGzZs0I8//qiJEydqzJgx2rlzZ5Hne+eddzRy5Ej961//0tixY3Xx4kUNGzZMPXv21N69e7Vjxw5NnDixQjOrZUW5SU9Pt0qypqenu3ooqObSL6RbFStr+gXmGpyHeVcBzp2zhSyNx7ikwHuTfuqEq0eDGoSfdXAF5h2cjTkHVyjNvMvKyrL+9NNP1qysrDKfb+PGjVZJhW4bN24s8zGv5v3337fWq1fP6uXlZe3atat11qxZ1u+//96+/YsvvrD6+/tbL1y44LDf9ddfb42Pj7darVZrZGSk9Z577iny+AcOHLBKsv7nP/+xt/33v/+1ent7W999912r1Wq1Ll++3CrJeujQIXufl19+2dqoUSP7c7PZbH3uuefsz3Nzc61NmjSxDh06tNjXlpqaapVk/eGHH6xWq9V6+PBhqyTr4sWLHfrt3LnT6u7ubv3999+tVqvVmpaWZvXw8LBu3bq12GP37NnT2qZNG2t+fr697fHHH7e2adPGarVarYcOHbKaTCb7MW369OljnTVrVrHHveOOO6yPTXvMuuv3XdaLeRetPXv2tE6ZMsX68ssvWwMCAqxbtmyx9z116pRV0hXHWdCV5mhJ44NkygIAAAAAAKDasF6WJWtT0dmyf/nLX3TixAl9/PHH6t+/v7Zu3aouXbpoxYoVkqTExESdO3dOgYGB9sxaPz8/HT582F4aICkpSX369Cny+MnJyapVq5YiIiLsbYGBgWrdurWSk5PtbT4+Prr++uvtz81ms1JTUyUZ5RMsFosiIyPt22vVquWQjStJv/zyi0aPHq0WLVrI399fzZs3lyQdPXrUod/l+91yyy1q27atvSTAqlWrdN111+m222674nt36623OmSlRkZG6uDBg8rLy9Pu3btltVrVqlUrh/ftq6++sr9veXl5mjdvnjp06GB/fzdt2qRjR485nOeDDz7Q1KlTtWnTJvXq1cveXr9+fY0fP179+/fX4MGD9eKLLzqUfKgIBGUBAAAAAABQbdhqyebl5Tm05+XlVXhtWS8vL0VHR+upp55SQkKCxo8frzlz5kiS8vPzZTablZSU5HDbv3+//vrXv0qSvL29iz12ccFkq9XqENC8fLEtk8lU6kD04MGDderUKb322mvauXOnvQxATk6OQz/fIsqUPfjgg/YSBsuXL9d99913TWUA8vPz5e7ursTERIf3LTk5WS+++KIkoyTDokWLNHPmTG3ZskVJSUnq379/ofF26tRJQUFBWr58eaH3ZPny5dqxY4e6du2q//u//1OrVq30zTfflHncV0NQFgAAVyljzVUAAAAARbNlybq5FR3ycnNzq9Bs2cvdeOONyszMlCR16dJFKSkpqlWrlsLCwhxuDRo0kCR16NBBX3zxRbHHunjxokOd1FOnTunAgQNq06ZNicYTEBAgs9nsEGy8ePGiEhMTHY6ZnJysv/3tb+rTp4/atGmjM2fOlPg133vvvTp69Kheeukl7du3T+PGjbvqPpcHP7/55hu1bNlS7u7u6ty5s/Ly8pSamlrofQsODpYkbdu2TUOHDtW9996rjh07qkWLFg4LoNlcf/31+vLLL/XRRx/pkUceKbS9c+fOmjVrlhISEtSuXTutXr26xK+7tAjKAgCAysfXVxkX0mWKFQFrAAAAlFhOTo6OHj1aaEEqm/z8fB07dqxQBuW1OnXqlHr37q233npLe/fu1eHDh/Xee+9pwYIFGjp0qCSpb9++ioyM1LBhw/TZZ5/pyJEjSkhI0N/+9jd99913kqQ5c+ZozZo1mjNnjpKTk/XDDz9owYIFkqSWLVtq6NChmjBhgrZv367vv/9e9957rxo3bmw/R0lMmTJFzz33nD788EP9/PPPmjRpks6ePWvfXq9ePQUGBmrZsmU6dOiQtmzZomnTppX4+PXq1dPw4cP117/+Vf369VOTJk2uus+xY8c0bdo07d+/X2vWrNGSJUs0ZcoUSVKrVq10zz33aOzYsVq7dq0OHz6sXbt26fnnn9enn34qSQoLC9PmzZuVkJCg5ORkxcTEKCUlpchztWrVSl9++aW9lIEkHT58WLNmzdKOHTv022+/adOmTaUKdpdFrQo7MgAAAAAAAOBEnp6e2rVrl9LS0ort07BhQ3l6epbref38/BQREaFFixbpl19+UW5urkJDQzVhwgQ98cQTkowyAp9++qmefPJJ3X///UpLS1NwcLBuu+02NWrUSJIUFRWl9957T08//bSee+45+fv7O9RjXb58uaZMmaJBgwYpJydHt912mz799NNCJQuuZPr06bJYLBo/frzc3Nx0//33684771R6erokI5v4nXfe0aOPPqp27dqpdevWeumllxQVFVXiczzwwANavXq17r///hL1Hzt2rLKysnTLLbfI3d1djzzyiCZOnOjwup955hlNnz5dv//+uwIDAxUZGak77rhDkjR79mwdPnxY/fv3l4+PjyZOnKhhw4Y5BJsLat26tbZs2aKoqCi5u7tr5syZ+vnnn7Vy5UqdOnVKZrNZkydPVkxMTIlfc2mZrM7K164BMjIyFBAQoPT0dPn7+7t6OKjGMrIzFPBcgNL/N13+nsw1OAfzDs7GnIMrMO/gCsw7OBtzDq5Qmnl34cIFHT58WM2bN5eXl5eTRojy9Pbbb2vKlCk6ceKEateufcW+UVFR6tSpkxYvXlzu48jLz9OelD3qHNxZ7m7uV9+hhK40R0saHyRTFgAAAAAAAMA1O3/+vA4fPqxnn31WMTExVw3I1mTUlAUAAAAAAABwzRYsWKBOnTqpUaNGmjVrlquHU6mRKQsAAAAAAADgmsXGxio2NrZU+2zdurVCxlLZkSkLAAAAAAAAAE5EUBYAAAAAAAAAnIjyBQAAoEh5edK2bZLFIpnNUo8eknv5LVgKAAAAADUWQVkAAFDI2rXSlCnS8eOX2po0kV58URo+3HXjAgAAAIDqgPIFAADAwdq10ogRjgFZSfr9d6N97VrXjAsAAAAolcxMyWQybpmZrh4N4ICgLAAAsMvLMzJkrdbC22xtU6ca/QAAAAAAZUNQFgAA2G3bVjhDtiCrVTp2zOgHAAAAoPzFxsaqU6dOrh4GKhhBWQAAYGexlG8/AAAAoFJISXHSaVL0yCOPqEWLFvL09FRoaKgGDx6sL774winnR9XBQl8AAMDObC7ffgAAAEClkJIiXX99hZ7iyJEj6tatm+rWrasFCxaoQ4cOys3N1WeffaaHH35YP//8c4WeH1ULmbIAAMCuRw+pSRNjLYSimExSaKjRDwAAAKg0MjOLvtlkZV15ezmYNGmSTCaTvv32W40YMUKtWrVS27ZtNW3aNH3zzTf2fkePHtXQoUPl5+cnf39/jRw5UidPniz2uFFRUZo6dapD27BhwzR+/Hj782bNmumZZ57R2LFj5efnp6ZNm+qjjz5SWlqa/Vzt27fXd999Z99nxYoVqlu3rj777DO1adNGfn5+GjBggCxXuCzuzJkzuueeexQUFCRvb2+1bNlSy5cvlyRt3bpVJpNJZ8+etfdPSkqSyWTSkSNHHM65YcMGtW7dWj4+PhoxYoQyMzO1cuVKNWvWTPXq1dMjjzyivAILWfzzn/9Uy5Yt5eXlpUaNGmnEiBFX+qeoEgjKAgAAO3d36cUXjceXB2ZtzxcvNvoBAAAAlYafX+Fbo0aXtkdHF92nnJw+fVobN27Uww8/LF9f30Lb69atK0myWq0aNmyYTp8+ra+++kqbN2/WL7/8orvvvvuax7Bo0SJ169ZNe/bs0cCBAzVmzBiNHTtW9957r3bv3q2wsDCNHTtW1gKr+p4/f14vvPCCVq1apa+//lpHjx7VjBkzij3H7Nmz9dNPP+nf//63kpOT9corr6hBgwalGuf58+f10ksv6Z133tHGjRu1detWDR8+XJ9++qk+/fRTrVq1SsuWLdP7778vSfruu+/06KOP6u9//7v279+vjRs36rbbbivbm1SJUL4AAAA4GD5cev99acoUx0W/mjQxArLDh7tsaAAAAECldOjQIVmtVt1www1X7Pf5559r7969Onz4sEJDQyVJq1atUtu2bbVr1y7dfPPNZR7DHXfcoZiYGEnSU089pVdeeUU333yz7rrrLknS448/rsjISJ08eVLBwcGSpNzcXL366qu6/s/SDpMnT9bf//73Ys9x9OhRde7cWTfddJMkI0O3tHJzc/XKK6/YzzlixAitWrVKJ0+elJ+fn2688Ub16tVLX375pe6++24dPXpUvr6+GjRokOrUqaOmTZuqc+fOpT5vZUNQFgAAFDJ8uDR0qLRtm7Gol9lslCwgQxYAAACV0rlzlx6npBi3rCwjQ1aS4uKkiAjjcXCwcStHtuxTU3F1wP6UnJys0NBQe0BWkm688UbVrVtXycnJ1xSU7dChg/1xoz+zhNu3b1+oLTU11R6U9fHxsQdHJclsNis1NbXYczz00EP6y1/+ot27d6tfv34aNmyYunbtWqpxXn7ORo0aqVmzZvIrkLncqFEj+ziio6PVtGlTtWjRQgMGDNCAAQN05513ysfHp1TnrWwoXwAAAIrk7i5FRUmjRhn3VSogm5lp1Fswmcq9VhgAAAAqIV/fS7frr5e6dZMiIy9tj4gw2rp1M7bb+paTli1bymQyKTk5+Yr9rFZrkYHb4tolyc3NzaHkgGRkm17Ow8PD/th2rKLa8vPzi9zH1ufycxV0++2367ffftPUqVN14sQJ9enTx17uwM3Nzf5aSjpO2zmLarONs06dOtq9e7fWrFkjs9msp556Sh07dnSoXVsVEZQFAAAAAAAArkH9+vXVv39/vfzyy8osIinAFkC88cYbdfToUR07dsy+7aefflJ6erratGlT5LGDgoIcFt/Ky8vTjz/+WL4voBSCgoI0fvx4vfXWW1q8eLGWLVtmb5fkMNakpKRyOWetWrXUt29fLViwQHv37tWRI0e0ZcuWcjm2qxCUBQAAAAAAQPVWzuUKivLPf/5TeXl5uuWWW/TBBx/o4MGDSk5O1ksvvaTIP7N2+/btqw4dOuiee+7R7t279e2332rs2LHq2bOnvU7r5Xr37q1PPvlEn3zyiX7++WdNmjTJZVmiTz31lD766CMdOnRI+/bt04YNG+zB5LCwMIWGhio2NlYHDhzQJ598ori4uGs+54YNG/TSSy8pKSlJv/32m/71r38pPz9frVu3vuZjuxJBWQAAUO3kWa3a2rGj1vTura0ZGcq7wiVYAAAAqAGcEJRt3ry5du/erV69emn69Olq166doqOj9cUXX+iVV16RZFyWv27dOtWrV0+33Xab+vbtqxYtWuj//u//ij3u/fffr3HjxtmDt82bN1evXr0q/PUUpXbt2po1a5Y6dOig2267Te7u7nrnnXckGWUJ1qxZo59//lkdO3bU888/r2eeeeaaz1m3bl2tXbtWvXv3Vps2bfTqq69qzZo1atu27TUf25VM1isVikCpZGRkKCAgQOnp6fL393f1cFCNZWRnKOC5AKX/b7r8PZlrcA7mHZytrHNubVqaphw4oIspKYpZv17xgwerVkiIXgwL0/A/L6kCisPPOrgC8w7OxpyDK5Rm3l24cEGHDx9W8+bN5eXlVfaTZmZKtsWjzp0r1xqyqBry8vO0J2WPOgd3lrtb+S2ScaU5WtL4IJmyAACg2liblqYR+/bpeG6uzKdOKXblSplPndLv2dkasW+f1qaluXqIAAAAcBZfX8lqNW4EZFHJEJQFAADVQp7VqimHDqmoS4BsbVMPHaKUAQAAAACXq+XqAQAAAJSHbWfP6uKJE+p86pQkqcvBgw73kmQJDNS2s2cVVa+eS8YIAAAAABJBWQAAUE1YcnIUs369YleudGh//YUX7I9jx42TpXt3Zw8NAAAAZcAySKisymNuEpQFAADVgrl2bU0bPFgfd+0qyciQff2FF/TgjBna3bKlJCNTdk3t2q4cJgAAAK7Cw8NDknT+/Hl5e3u7eDRAYefPn5d0aa6WBUFZAABQLfSoW1e1QkKUFBjoUFd2d8uW2tOqlUySmnh6qkfdui4aIQAAAErC3d1ddevWVWpqqiTJx8dHJpPJxaNCVZSXnyddlC5cuCB3N/drPp7VatX58+eVmpqqunXryt297MckKAsAAKoFd5NJL4aFacS+fbr8I7vt+eKwMLnzgR4AAKDSCw4OliR7YBYoi3xrvv6b/l8dOXdEbia3cjtu3bp17XO0rAjKAgCAamN4UJDeb9tWUw4ckCUw0KghGxioJp6eWhwWpuFBQa4eIgAAAErAZDLJbDarYcOGys3NdfVwUEWdyzmngZ8O1HcTv5Nfbb9yOaaHh8c1ZcjaEJQFAADVyvCgIA319ta2hx82ash27aoewcFkyAIAAFRB7u7u5RIAQ82UY8rRb5m/qbZnbXl5erl6OA4IygIAgGrH3WRS1PffG0/8/SUCsgAAAAAqEYKyAACg+vH1lazWq/cDAAAAABcovwq3AAAAAAAAAICrIigLAAAAAAAAAE5EUBYAgOoqM9OopWoyGY8BAAAAAJUCQVkAAAAAAAAAcCIW+gIAoJrKs1q1rWNHWQIDZc7IUA8fH7mbTK4eFgAAAADUeGTKAgBQDa1NS1Oz77/XqNmztT80VKMSEtTsm2+0Ni3N1UMDAAAAgBqPoCwAANXM2rQ0jdi3T8dzc2U+dUqxK1fKfOqUfs/O1oh9+wjMAgAAAICLEZQFAKAaybNaNeXQIVmL2GZrm3rokPKsRfUAAAAAADgDNWUBAKhGtp09q4snTqjzqVOSpC4HDzrcS5IlMFDbzp5VVL16LhkjAAAAANR0BGUBAKhGLDk5ilm/XrErVzq0v/7CC/bHsePGydK9u7OHBgAAAAD4E0FZAACqEXPt2po2eLA+7tpVkpEh+/oLL+jBGTO0u2VLSUam7JratV05TAAAAACo0QjKAgBQjfSoW1e1QkKUFBjoUFd2d8uW2tOqlUySmnh6qkfdui4aIQAAAACAhb4AAKiqMjMlk8m4ZWZKktxNJr0YFiZJMl3W3fZ8cViY3E2XbwUAAAAAOAtBWQAAqqg8q1VbO3bUmt69tTUjQ3lWIzd2eFCQ3m/bVo09PGQJDDRqyAYGqomnp95v21bDg4JcPHIAAAAAqNkoXwAAQBW0Ni1NUw4c0MXZsxWzfr2mJSSoVkiIXgwL0/CgIA0PCtJQb29te/hho4Zs167qERxMhiwAAAAAVAJkygIAUMWsTUvTiH37dDw3V+ZTpxS7cqXMp07p9+xsjdi3T2vT0iQZpQyivv9eo7ZsUZS/PwFZAAAAAKgkCMoCAFBZFVEzNs9q1ZRDhxwW8bKxtU09dMgoZeDrK1mtxs3X12nDBgAAAABcGeULAACopPKsVm3r2FGWwECZMzLUw8dH286e1cUTJ9T51ClJUpeDBx3uJckSGKhtZ88qql49l4wbAAAAAHBlBGUBAKiEiqsZOyIoSDHr1yt25UqH/q+/8IL9cey4cbJ07+7sIQMAAAAASoigLAAAlYytZqxVUuc/a8Z+3LWrkgIDtfj4cQUPHqyPu3aVZGTIvv7CC3pwxgztbtlSkpEpu6Z2bRe+AgAAAADAlRCUBQBUb5mZkp+f8fjcOefXVi3l+UtSMzYtMFAnAwMd+uxu2VJ7WrWSSVITT0/1qFv32scOAAAAAKgQBGUBAKhARdWFdTeZiu1f0pqxKYGBuvwotueLw8KueA4AAAAAgGsRlAUAVGulDYqWp+Lqwr4YFqbhQUFF7mPJySlRzdj0J5/U+6mpsgQGGjVkAwPVxNNTi69wbBTg6gxqAAAAADUaQVkAQLVVlqBoeZ67uLqwI/bt0/tt2xY5BnPt2ppWkpqxDRroBbNZ2x5+2Hjetat6BAeTIVtCrgzWAwAAAICbqwcAAEBFsAVFj+fmyvxnUNR86pR+z87WiH37tDYtrcLOXZK6sFMPHVKetXCPHnXrqlZIiJJatdKeVq3sgVhbzdikVq3kERKiHnXryt1kUtT332vUli2K8vcnqFhCa9PS1Oz77zVq9mztDw3VqIQENfvmmwqdEwAAAABQEEFZAEC1cy1B0fJgrwt74IA6HzjgUBe284ED6nTggHJPnNC2s2cL7etuMunFsDBJunrNWF9fyWo1blx+XyKuDNYDAAAAgA3lCwAA1U5JF8vadvasourVK/fzl7QurKV79yL3Hx4UpPfbttWUAweoGVuOrhasN8kI1g9t0ICsYwAAAAAViqAsAKDaudag6LUqcV3Y2rWLPcbwoCAN9famZmw5cnWwHgAAAABsCMoCAKqd8giKXgt7XdjAQIesTFtdWJOkJp6e6lG37hWP4+7np6ikpAoZY03k6mA9AAAAANgQlAUAVDvlFRQtK1td2BH79l29LiycxtXBegAAAACwISgLAKh2KkNQlLqwlY+rg/UAAAAAYOPm6gEAAFARbEHRxh4ehYKi77dt65Sg6PCgIB3p2FFrnn5arY8d05quXXX41lsJyLqILVgviQxmAAAAAC7l0qDs119/rcGDByskJEQmk0nr1q1z2D5+/HiZTCaH26233urQJzs7W4888ogaNGggX19fDRkyRMePH3foc+bMGY0ZM0YBAQEKCAjQmDFjdPbsWYc+R48e1eDBg+Xr66sGDRro0UcfVU5OTkW8bACAk1SGoKitLuyoL75QlNlMwM/FKkOwHgAAAABcWr4gMzNTHTt21H333ae//OUvRfYZMGCAli9fbn9e+7I6b1OnTtX69ev1zjvvKDAwUNOnT9egQYOUmJgod3d3SdLo0aN1/Phxbdy4UZI0ceJEjRkzRuvXr5ck5eXlaeDAgQoKCtL27dt16tQpjRs3TlarVUuWLKmIlw4AcBJ3k0lR339vPPH3lwiK1njDg4I0tEEDbTt7Vpbu3bWmdm31qFuXgDkAAAAAp3FpUPb222/X7bfffsU+np6eCg4OLnJbenq63njjDa1atUp9+/aVJL311lsKDQ3V559/rv79+ys5OVkbN27UN998o4iICEnSa6+9psjISO3fv1+tW7fWpk2b9NNPP+nYsWMKCQmRJMXFxWn8+PGaN2+e/P39y/FVAwCcytdXslqv3g81irvJpKh69Vw9DAAAAAA1VKVf6Gvr1q1q2LCh6tatq549e2revHlq2LChJCkxMVG5ubnq16+fvX9ISIjatWunhIQE9e/fXzt27FBAQIA9ICtJt956qwICApSQkKDWrVtrx44dateunT0gK0n9+/dXdna2EhMT1atXryLHlp2drezsbPvzjIwM4z47Q8ouchegXGRkZzjcA87AvIOzMefgCsw7uALzDs7GnIMrMO/gCq6YdyU9V6UOyt5+++2666671LRpUx0+fFizZ89W7969lZiYKE9PT6WkpKh27dqqd1mmS6NGjZSSkiJJSklJsQdxC2rYsKFDn0aNGjlsr1evnmrXrm3vU5Rnn31Wc+fOLdQeujBU8ir1ywVKLXRRqKuHgBqIeQdnY87BFZh3cAXmHZyNOQdXYN7BFZw67y6UrFulDsrefffd9sft2rXTTTfdpKZNm+qTTz7R8OHDi93ParXKVKAunKmIGnFl6XO5WbNmadq0afbnGRkZCg0N1bFpxyh5gAqVkZ2h0EWhOvbYMfl7MtfgHMw7OBtzDq7AvIMrMO/gbMw5uALzDq7ginmXkZGh0OeuHgSu1EHZy5nNZjVt2lQHDx6UJAUHBysnJ0dnzpxxyJZNTU1V165d7X1OnjxZ6FhpaWn27Njg4GDt3LnTYfuZM2eUm5tbKIO2IE9PT3l6ehZq9/f05wcMnIK5Bldg3sHZmHNwBeYdXIF5B2djzsEVmHdwBafOu8KhwiK5VewoytepU6d07Ngxmc1mSVJ4eLg8PDy0efNmex+LxaIff/zRHpSNjIxUenq6vv32W3ufnTt3Kj093aHPjz/+KIvFYu+zadMmeXp6Kjw83BkvDQBQVWVmSiaTccvMdPVoAAAAAABVgEszZc+dO6dDhw7Znx8+fFhJSUmqX7++6tevr9jYWP3lL3+R2WzWkSNH9MQTT6hBgwa68847JUkBAQF64IEHNH36dAUGBqp+/fqaMWOG2rdvr759+0qS2rRpowEDBmjChAmKj4+XJE2cOFGDBg1S69atJUn9+vXTjTfeqDFjxugf//iHTp8+rRkzZmjChAmUIQAAlFxKinT99a4eBQAAAACgknNppux3332nzp07q3PnzpKkadOmqXPnznrqqafk7u6uH374QUOHDlWrVq00btw4tWrVSjt27FCdOnXsx1i0aJGGDRumkSNHqlu3bvLx8dH69evl7u5u7/P222+rffv26tevn/r166cOHTpo1apV9u3u7u765JNP5OXlpW7dumnkyJEaNmyYXnjhBee9GQCAqu8Ki0MCAAAAAGDj0kzZqKgoWa3WYrd/9tlnVz2Gl5eXlixZoiVLlhTbp379+nrrrbeueJzrrrtOGzZsuOr5AACwy8x0LFmQleW6sQAAAAAAqowqtdAXAACVhsUihYQ4tkVHS4mJxmOz2bgBAAAAAHCZKrXQFwAAlcafdcoLCQ83bsVtBwAAAADUeGTKAgBQFjExRmZsVpZxL0lxcVJUlPGYLFkAAAAAQDEIygIAqrbMTMnPz3h87pzk6+uc89rKExSsKRsRIXXp4pzzAwAAAACqLMoXAACqj5QUV48AAAAAAICrIigLAKg+XB2UDQ527fkBAAAAAFUCQVkAQNVWsHxAVpbrxiERlAUAAAAAlAg1ZQEAVZPFYtzCwy+1RUdLiYnGY1vN14rm6ytZrRV/HgAAAABAtUGmLACgaoqPdwzI2oSHG7f4eOePCQAAAACAEiBTFgBQNcXESEOGSKdPGxmykhQXJ0VFGY/LK0s2M1Py8zMenztnZMYCAAAAAHANCMoCAKomW3mCgjVlIyKkLl0q7pwpKdL111fc8QEAAAAANQLlCwAAKKmUFFePAAAAAABQDRCUBQBUH8HB5X/Mgpm4WVnlf3wAAAAAQI1D+QIAQPVRnkFZi8W4FVxMLDpaSkw0HtvKJwAAAAAAUEpkygIAqjZfX8lqNW7luQhXfLxjQNYmPNy4xceX37kAAAAAADUKmbIAABQlJkYaMkQ6fdrIkJWkuDgpKsp4TJYsAAAAAKCMCMoCAFAUW3mCgjVlIyKkLl1cNyYAAAAAQLVA+QIAAAAAAAAAcCKCsgAAlFR5LiSGyi0zUzKZjNsvv7h6NAAAAACqGcoXAABwJbaFxFBzpaRI11/v6lEAAAAAqEbIlAUAALhcwVrCWVmuGwcAAACAaolMWQAAABuLxbiFh19qi46WEhONx7YF4AAAAADgGpApCwAAYBMf7xiQtQkPN27x8c4fEwAAAIBqh0xZAAAAm5gYacgQ6fRpI0NWkuLipKgo4zFZsgAAAADKAUFZAAAAG1t5goI1ZSMipC5dXDcmAAAAANUO5QsAAAAAAAAAwInIlAUAALicr6904oRRQ7ZFC1ePBgAAAEA1Q1AWAFC5ZWZKfn7G43PnjGAZ4AxmsxQb6+pRAAAAAKiGKF8AAKg6UlJcPQIAAAAAAK4ZQVkAQNVBUBYAAAAAUA0QlAUAVG6ZmZceZ2U5PgcAAAAAoAoiKAsAqJwsFmn3bqlRo0tt0dFGfdndu43tAAAAAABUQQRlAQCVU3y8FB5e9LbwcGM7AAAAAABVUC1XDwAAgCLFxEhDhkinTxsZspIUFydFREje3pLZ7NrxAQAAAABQRgRlAQCVk9ls3ArWkI2IkLp1c92YAAAAAAAoB5QvAAAAKAuLRYqNpb4xAAAAgFIjUxYAULn5+konThg1ZFu0cPVoAENmphQSYjyOjqacBgAAAIBSISgLAKj8zGYjIxGoLAqW1cjKct04AAAAAFRJlC8AANRsmZmSyWTcfvnF1aNBZWexSLt3S40aXWqLjjbadu+mlAEAAACAEiEoCwCATUqKq0eAyi4+XgoPL9weHm7c4uOdPyYAAAAAVQ7lCwAANRuXoaM0YmKkIUOk06eNDFlJiouToqKMx9SWBQAAAFACBGUBADWTxWLcCmY9RkdLiYnGY7OZABsKs82LgsH8iAipSxfXjQkAAABAlUP5AgBAzcRl6LgWvr6XAvje3q4dCwAAAIAqh0xZAEDNxGXouFZmszRnDnMFAAAAQKkRlAUA1Excho5rZTZLsbGuHgUAAACAKojyBQAAAAAAAADgRARlAQCulZkpmUzG7ZdfnH9+X1/pxAnjMvQWLZx/fgAAAABAjUNQFgBQeaSkuOa8tsvQqQ2K8mSxGPPKYnHuvgAAAAAqvRLXlJ02bVqJD7pw4cIyDQYAUAMVrOmalWU89/V13XiA8pCZKYWEGI+jo0sX8L+WfQEAAABUCSUOyu7Zs6dE/UwmU5kHAwCoQSwW4xYefqktOtq4T0y8tBAXUNVkZhb+sqG0+xfcly8qAAAAgGqnxEHZL7/8siLHAQCoaeLjpblzi94WHm7UeGVle1Q1FsulLFeb6Gjjiwbpyl828EUFAAAAUGNQUxYA4BoxMUagafPmS21xcdL27UZ7TIzrxgaUVXx80e3h4catuO22fQsGZC/f/0r7AgAAAKhSSpwpe7ldu3bpvffe09GjR5WTk+Owbe3atdc8MABANWfL+it4qXZEhNStm+vGBFyrmBgjuzUr61KWa1ycFBVlPL5SpmtMjDRkiHT6tOO+ERGStzdZsgAAAEA1Uqag7DvvvKOxY8eqX79+2rx5s/r166eDBw8qJSVFd955Z3mPEQAAoGoo7suGLl3Kvi9fVAAAAADVTpnKF8yfP1+LFi3Shg0bVLt2bb344otKTk7WyJEjdd1115X3GAEA1Zmvr3TihFFDtkULV48GKB++vpfqyHp7O29fAAAAAFVCmYKyv/zyiwYOHChJ8vT0VGZmpkwmkx577DEtW7asXAcIAKgBzGZjUS8uz0Z1YjYbXzaUZV5fy74AAAAAKr0yBWXr16+vP/74Q5LUuHFj/fjjj5Kks2fP6vz58+U3OgAAgKrqWr5s4IsKAAAAoForU03ZHj16aPPmzWrfvr1GjhypKVOmaMuWLdq8ebP69OlT3mMEAAAAAAAAgGqjTEHZpUuX6sKFC5KkWbNmycPDQ9u3b9fw4cM1e/bsch0gAAAAAAAAAFQnpS5fcPHiRa1fv15ubsaubm5umjlzpj7++GMtXLhQ9erVK/dBAgAAoACLxShvYLG4eiQAAAAAyqDUQdlatWrpoYceUnZ2dkWMBwAAAFdjsUhz5xKUBQAAAKqoMi30FRERoT179pT3WAAAAGqOsma7pqZK4eHG49OnpczMch8aAAAAgIpVppqykyZN0vTp03X8+HGFh4fL19fXYXuHDh3KZXAAAADVUmamFBJiPI6Olszmq+9jsRg3W0DWtq8kJSYaxyjJcQAAAAC4XJmCsnfffbck6dFHH7W3mUwmWa1WmUwm5eXllc/oAAAAqpvMTMfs1qysku0XH2+ULChKeLg0Z46ReQsAAACg0itTUPbw4cPlPQ4AAIDqz2K5lCFrEx1tZLpKV852jYmRhgwxShbYMmTj4qSICMnbmyxZAAAAoAopU1C2adOm5T0OAACA6i8+vuh2W0mCK2W72gK2BbNsIyKkbt3KdYgAAAAAKl6ZgrIff/xxke0mk0leXl4KCwtT8+bNr2lgAAAA1U5MjJHlmpXlmO0aFWU8Lkm2q6+vkVkbHm5kyAIAAACocsoUlB02bJi9hmxBBevKdu/eXevWrVO9evXKZaAAAABVXnHZrl26lP44c+ZQsgAAAACootzKstPmzZt18803a/PmzUpPT1d6ero2b96sW265RRs2bNDXX3+tU6dOacaMGeU9XgAAgKrPlu0qlS3b1Ww2yhwQlAUAAACqpDJlyk6ZMkXLli1T165d7W19+vSRl5eXJk6cqH379mnx4sW6//77y22gAAAA1QrZrgAAAECNVaZM2V9++UX+/v6F2v39/fXrr79Kklq2bKn//ve/1zY6AED1YbEYmX0Wi6tHAlQOZLsCAAAANVaZgrLh4eH661//qrS0NHtbWlqaZs6cqZtvvlmSdPDgQTVp0qR8RgkAqNoyM6WQEGnuXOnPL+8AAAAAAKipyhSUfeONN3T48GE1adJEYWFhatmypZo0aaIjR47o9ddflySdO3dOs2fPLtfBAgCqoMxMx0WNsrJcNxagpiAzHQAAAKjUylRTtnXr1kpOTtZnn32mAwcOyGq16oYbblB0dLTc3Iw477Bhw8pznACAqshiMTJkC4qOvrTAkW0legDly2IxMtOHDOH/GAAAAFAJlSkoK0kmk0kDBgxQVFSUPD09ZTKZynNcAIDqID6+6PbwcON+zhwjmw9A+UlNvfR/7PRpI1Pd19e1YwIAAADgoEzlC/Lz8/X000+rcePG8vPz0+HDhyVJs2fP1htvvFGuAwQAVGExMdL27dLmzZfa4uKMTNnERGM7gPJhsUi7d0uNGl1qi46W/PyMdkoZAAAAAJVGmYKyzzzzjFasWKEFCxaodu3a9vb27dvba8oCACCzWerWTYqMvNQWESF16WLcuKwaKD/x8ZcyZC8XHl585joAAAAApytTUPZf//qXli1bpnvuuUfu7u729g4dOujnn38ut8EBAKoJX99LdWS9vV07FqC6iokx/p9dnpm+fTuZ6QAAAEAlU6aasr///rvCwsIKtefn5ys3N/eaBwUAqIbMZqOGLNmxQMWwLZyXmXmpLSLCyFYHAAAAUKmUKVO2bdu22rZtW6H29957T507dy7xcb7++msNHjxYISEhMplMWrduncN2q9Wq2NhYhYSEyNvbW1FRUdq3b59Dn+zsbD3yyCNq0KCBfH19NWTIEB0/ftyhz5kzZzRmzBgFBAQoICBAY8aM0dmzZx36HD16VIMHD5avr68aNGigRx99VDk5OSV+LQCAqzCbjUW9CMoCFYvMdAAAAKDSK1NQds6cOZo8ebKef/555efna+3atZowYYLmz5+vp556qsTHyczMVMeOHbV06dIity9YsEALFy7U0qVLtWvXLgUHBys6Olp//PGHvc/UqVP14Ycf6p133tH27dt17tw5DRo0SHl5efY+o0ePVlJSkjZu3KiNGzcqKSlJY8aMsW/Py8vTwIEDlZmZqe3bt+udd97RBx98oOnTp5fh3QEAAHAxMtMBAACASq1M5QsGDx6s//u//9P8+fNlMpn01FNPqUuXLlq/fr2io6NLfJzbb79dt99+e5HbrFarFi9erCeffFLDhw+XJK1cuVKNGjXS6tWrFRMTo/T0dL3xxhtatWqV+vbtK0l66623FBoaqs8//1z9+/dXcnKyNm7cqG+++UYRERGSpNdee02RkZHav3+/WrdurU2bNumnn37SsWPHFBISIkmKi4vT+PHjNW/ePPn7+5flbQIAAHANW2Y6AAAAgEqpTEFZSerfv7/69+9fnmNxcPjwYaWkpKhfv372Nk9PT/Xs2VMJCQmKiYlRYmKicnNzHfqEhISoXbt2SkhIUP/+/bVjxw4FBATYA7KSdOuttyogIEAJCQlq3bq1duzYoXbt2tkDsrbXl52drcTERPXq1avIMWZnZys7O9v+PCMjw7jPzpCyi9wFKBcZ2RkO94AzMO/gbMw5uALzDq7AvIOzMefgCsw7uIIr5l1Jz1WmoGyLFi20a9cuBQYGOrSfPXtWXbp00a+//lqWwzpISUmRJDVq1MihvVGjRvrtt9/sfWrXrq169eoV6mPbPyUlRQ0bNix0/IYNGzr0ufw89erVU+3ate19ivLss89q7ty5hdpDF4ZKXld7hcC1C10U6uohoAZi3sHZmHNwBeYdXIF5B2djzsEVmHdwBafOuwsl61amoOyRI0ccarbaZGdn6/fffy/LIYtlMpkcnlut1kJtl7u8T1H9y9LncrNmzdK0adPszzMyMhQaGqpj045R8gAVKiM7Q6GLQnXssWPy92SuwTmYd3A25hxcgXkHV2DewdmYc3AF5h1cwRXzLiMjQ6HPXT0IXKqg7Mcff2x//NlnnykgIMD+PC8vT1988YWaNWtWmkMWKzg4WJKRxWousEhFamqqPas1ODhYOTk5OnPmjEO2bGpqqrp27Wrvc/LkyULHT0tLczjOzp07HbafOXNGubm5hTJoC/L09JSnp2ehdn9Pf37AwCmYa3AF5h2cjTkHV2DewRWYd3A25hxcgXkHV3DqvCscKixSqYKyw4YNk2RklY4bN85hm4eHh5o1a6a4uLjSHLJYzZs3V3BwsDZv3qzOnTtLknJycvTVV1/p+eeflySFh4fLw8NDmzdv1siRIyVJFotFP/74oxYsWCBJioyMVHp6ur799lvdcsstkqSdO3cqPT3dHriNjIzUvHnzZLFY7AHgTZs2ydPTU+Hh4eXyegAAAAAAAABAKmVQNj8/X5IRMN21a5caNGhwTSc/d+6cDh06ZH9++PBhJSUlqX79+rruuus0depUzZ8/Xy1btlTLli01f/58+fj4aPTo0ZKkgIAAPfDAA5o+fboCAwNVv359zZgxQ+3bt1ffvn0lSW3atNGAAQM0YcIExcfHS5ImTpyoQYMGqXXr1pKkfv366cYbb9SYMWP0j3/8Q6dPn9aMGTM0YcIEyhAAQElZLFJ8vBQTY6z8DgAAAAAAilSmmrKHDx8ul5N/99136tWrl/25rT7ruHHjtGLFCs2cOVNZWVmaNGmSzpw5o4iICG3atEl16tSx77No0SLVqlVLI0eOVFZWlvr06aMVK1bI3d3d3uftt9/Wo48+qn79+kmShgwZoqVLl9q3u7u765NPPtGkSZPUrVs3eXt7a/To0XrhhRfK5XUCQI1gsUhz50pDhhCUBSo7vkQBAAAAXKpMQVlJ+uKLL/TFF18oNTXVnkFr8+abb5boGFFRUbJarcVuN5lMio2NVWxsbLF9vLy8tGTJEi1ZsqTYPvXr19dbb711xbFcd9112rBhw1XHDAC4TGamcbOVezl92rXjAXB1fIkCAAAAuFSZgrJz587V3//+d910000ym80ymUzlPS4AQFVgsUghIY5t0dFSYqLx2Gwm4ANUNqmpfIkCAAAAuFiZgrKvvvqqVqxYoTFjxpT3eAAAVcmftboLsQV85syRrnC1AwAnsliMW8FFTPkSBQAAAHAJt7LslJOTo65du5b3WAAAVU1MjLR9u7R586W2uDgjyJOYaGwHUDnExzsGZG3Cw41bcV+yAAAAACh3ZcqUffDBB7V69WrNnj27vMcDAKhKbJl1mZmX2iIipC5dXDcmAEWLiTFqyJ4+bWTISsaXKFFRxmOyZAEAAACnKVNQ9sKFC1q2bJk+//xzdejQQR4eHg7bFy5cWC6DAwBUEb6+RmZseLjk7e3q0QAoSsHyBLb/r1FRfIkCAAAAuECZgrJ79+5Vp06dJEk//vhjeY4HAFBVmc1GDVmy7QAAAAAAuKIyBWW//PLL8h4HAKCqM5tZ1AuoKvgSBQAAAHCpUgVlhw8fftU+JpNJH3zwQZkHBAAAgArGlygAAACAS5UqKBsQEFBR4wAAAAAAAACAGqFUQdnly5dX1DgAAAAAAAAAoEZwc/UAAAAAUMlYLEZ5A4vF1SMBAAAAqiWCsgAAAHBksUhz5xKUBQAAACoIQVkAAABckpoqhYcbj0+fdu1YAAAAgGqqVDVlAQAAUE1ZLMbNFpCVpOhoKTHReGw2GzcAAAAA14xMWQAAAEjx8Y4BWZvwcOMWH+/8MQEAAADVFJmyAAAAkGJipCFDjJIF0dFGW1ycFBVlPCZLFgAAACg3BGUBAADgWJ4gMdHIjo2Kkrp0cemwAAAAgOqI8gUAAAAAAAAA4EQEZQEAAODIbJbmzCm+ZIHFIsXGGvcAAAAASo2gLACgREyWFM350rgHUM2ZzUbQ9UpB2blzCcoCAAAAZURQFgBQIqaUFMV+ZdwDqMFSU416s5KxKBgAAACAUmOhLwDAlWVmSpmZ8ovsaTw/fca14wHgGhaLcbMFZCUpOtpYFExyXCgMAAAAwBWRKQsAKJ7FIvn5SY0a2Zv8Bg6Tdu82bly6DNQc8fGOAVmb8HDjFh/v/DEBAAAAVRRBWQBA8YoLshCEAWqemBgjK3bz5kttcXFGW2KisR0AAABAiVC+AABQvJgY4/LkrCzjXlLW8/Pk3XeAsZ1LlYGao2B5gsRE44uZqCipSxeXDgsAAACoigjKAgCKVyAIc27HV/KL7Km827oThAEAAAAA4BpQvgAAAAClYzZLc+aQLQ8AAACUEUFZAECJWIODFdvTuAdQw5nNUmxs8UFZi8XYzmKAAAAAQJEIygIASsRqDtbcXsY9AFyRxSLNnUtQFgAAACgGNWUBAABQPjIzjVt4uPH89GnXjgcAAACopAjKAgAA4NpZLFJIiGNbdLSUmGg8LrBwIAAAAFDTUb4AAAAA1y4+vuj28HDjVtx2AAAAoAYiUxYAYLBYjKBJTAzZbABKLybGyIzNyjLuJSkuToqKMh7zcwUAAACwIygLADDYFuYZMoTgCYDSK1ieIDHRyI6NipK6dHHpsAAAAIDKiPIFAABjYZ6sLOOx7R4AAAAAAFQIMmUBoCazWIybbaV0SerenYV5AFwbs1maM4efHwAAAEAxyJQFgJosPt4xIGvDwjwAroXZLMXGFh+UtViM7RaLM0cFAAAAVBoEZQGgJouJMbJiN2++1BYXZ7QlJhrbAaC82WpYE5QFAABADUX5AgCoyViYB4AzZWYaN1uG/unTrh0PAAAA4CIEZQEAAFDxLBYpJMSxLTqaGtYAAACokShfAAAwsDAPgIpUXI1qalgDAACgBiJTFgBgsC3MAwAVISbGyIyVpKQkafJkaelSKTLSaOMLIQAAANQgBGUBAABQ8QqWJ/D2Nu4jI4uuYW2xGJmzMTEEawEAAFAtUb4AAGoKi8XIhGW1cwCVncUizZ3LzysAAABUWwRlAaCmIMgBoLIoroZ1ZqaUmmrUmJWk06edPzYAAADACShfAAA1QWamlJVlPLbdA4CrFFXD2mKRQkIc26KjpcTES/tQygAAAADVBJmyAFCdWSzS7t2Sn5/UvbvR1r270bZ7N1mzACqP+Pii28PDjVtx2wEAAIAqiKAsAFRn8fGXLgMuiCAHgMomJkbavl3avPlSW1yckSmbmGhsl6iPDQAAgGqB8gUAUJ3FxEhDhhh1GaOjjba4OCkqynjMpcAAKouC5QkSE40vjqKipC5dHPvZ6mMPGcLPMAAAAFRZBGUBoDoraZADAKqCyxcBy8yUfH1dOyYAAACgDChfAAAAgMrFbJbmzLn0pZKtPnajRpf6REcb9bKpjw0AAIAqiKAsANQUlwc5AKCyMpuNurG2n1fF1ceWqI8NAACAKonyBQBQU9iCHABQ1djqY2dlSUlJ0uTJ0tKlUqdOkre345dNFosRpI2J4UsoAAAAVFoEZQGguiAQAaC6Klgf29vbuI+MLLo+NguBAQAAoAqgfAEAVBe2QAS1FQHUVEUtBAYAAABUQgRlAaA6uDwQAQDVVVH1sVkIDAAAAFUMQVkAqMqKC0Ts3k0gAkD1dPkiYBILgQEAAKDKISgLAFVZcYGI8HACEQBqjpgYKTFR2rz5UltcnLR9u9EeE+O6sQEAAABFYKEvAKjKbCuSnz5tZMhKRiAiKsp4zCI3AGqCgguBJSYaX0pFRRW9EBgAAABQCRCUBYCqjEAEAJSOxWJcRRATwxdXAAAAcBnKFwAAAKD6KGohsIIsFmnuXGpuAwAAwKXIlAWA6uJqgQgAqAlsC4EVJTNTysoyHtvuAQAAABcgKAsA1cWVAhEAUJNZLMat4MKI3bsbZV8kx1IwAAAAgBNQvgAAAADVW3y8Y0DWJjzcuMXHO39MAAAAqNEIygJAVWGxGJmw1EEEgNKJiTGyYjdvvtQWF2e0JSYa2wEAAAAnonwBAFQVtsVphgzhMlsAKI2C5QkSE43s2KgoqUsXlw4LAAAANReZsgBQFbA4DQAAAAAA1QaZsgBQmbE4DQCUL7NZmjOHn50AAABwKTJlAaAyY3EaAChfZrNRn7uYoKzJkqI5Xxr3AAAAQEUhUxYAKrOYGKOG7OnTUnS00RYXZ9RClMj0AoByZkpJUexX0rmUFKlZK1cPBwAAANUUQVkAqMxYnAYAnIf63QAAAHASgrIAAACo2QrU7/b7s8mv9wDqdwMAAKDCUFMWAKoKFqcBgIpB/W4AAAA4GZmyAFBV2BanAQCUryLqd2c9P0/efQcY2/kyDAAAAOWMoCwAAABqtgLlCc7t+Ep+kT2Vd1t36ncDAACgwlC+AAAAAAAAAACciKAsAAAA8CdrcLBiexr3RbJYjFIyFotTxwUAAIDqhaAsAFQW/KEPAC5nNQdrbi/jvkgWizR3Lj+rAQAAcE0IygJAZcEf+gBQuWVmSllZxmPbPQAAAFAGlTooGxsbK5PJ5HALLnApmdVqVWxsrEJCQuTt7a2oqCjt27fP4RjZ2dl65JFH1KBBA/n6+mrIkCE6fvy4Q58zZ85ozJgxCggIUEBAgMaMGaOzZ8864yUCgCE1VQoPNx6fPm384Q8AqBwsFmn3bsnPT+re3Wjr3t1o272bL9MAAABQapU6KCtJbdu2lcVisd9++OEH+7YFCxZo4cKFWrp0qXbt2qXg4GBFR0frjz/+sPeZOnWqPvzwQ73zzjvavn27zp07p0GDBikvL8/eZ/To0UpKStLGjRu1ceNGJSUlacyYMU59nQBqKNsf+o0aXWqLjjb+8OcPfQCoHOLjL31xVlB4uHGLj3f+mAAAAFClVfqgbK1atRQcHGy/BQUFSTKyZBcvXqwnn3xSw4cPV7t27bRy5UqdP39eq1evliSlp6frjTfeUFxcnPr27avOnTvrrbfe0g8//KDPP/9ckpScnKyNGzfq9ddfV2RkpCIjI/Xaa69pw4YN2r9/v8teN4Aaorg/9CX+0AeAyiImRkpMlDZvvtQWF2e0JSYa2wEAAIBSqOXqAVzNwYMHFRISIk9PT0VERGj+/Plq0aKFDh8+rJSUFPXr18/e19PTUz179lRCQoJiYmKUmJio3Nxchz4hISFq166dEhIS1L9/f+3YsUMBAQGKiIiw97n11lsVEBCghIQEtW7dutixZWdnKzs72/48IyPDuM/OkLKL2wu4dhnZGQ73qLpM40fLNKC3lJUl970/yHvqX5W1+B/K69Be8vaWNThY1kry78y8g7Mx5+AKRc67+r5S/TBJktuOr+QX2VPnut6k/LZhl/owT3EN+HkHZ2POwRWYd3AFV8y7kp6rUgdlIyIi9K9//UutWrXSyZMn9cwzz6hr167at2+fUlJSJEmNCl7y++fz3377TZKUkpKi2rVrq169eoX62PZPSUlRw4YNC527YcOG9j7FefbZZzV37txC7aELQyWvkr9OoKxCF4W6eggoR51PSLsldfvpr9pz1tWjKR7zDs7GnIMrFDfvbD+rb1veU3s+c+6YUP3x8w7OxpyDKzDv4ApOnXcXStatUgdlb7/9dvvj9u3bKzIyUtdff71WrlypW2+9VZJkMpkc9rFarYXaLnd5n6L6l+Q4s2bN0rRp0+zPMzIyFBoaqmPTjsnf3/+K+wLXIiM7Q6GLQnXssWPy92SuVRdue5KkZT319X1fKb9zJ1cPpxDmHZyNOQdXuNq8M1lSlB20XF89eJ+s5uAijgCUHj/v4GzMObgC8w6u4Ip5l5GRodDnrh4ErtRB2cv5+vqqffv2OnjwoIYNGybJyHQ1m832Pqmpqfbs2eDgYOXk5OjMmTMO2bKpqanq2rWrvc/JkycLnSstLa1QFu7lPD095enpWajd39OfHzBwCuZaNdO0pTRnjvyatpQq8b8r8w7OxpyDKxQ775r5S888q8KfAP9ksRj1wGNipAKfUYGS4OcdnI05B1dg3sEVnDrviv2g6KjSL/RVUHZ2tpKTk2U2m9W8eXMFBwdrc4EFF3JycvTVV1/ZA67h4eHy8PBw6GOxWPTjjz/a+0RGRio9PV3ffvutvc/OnTuVnp5u7wMATmE2S7Gx/BEPAFWZxSLNnWvcAwAAAMWo1JmyM2bM0ODBg3XdddcpNTVVzzzzjDIyMjRu3DiZTCZNnTpV8+fPV8uWLdWyZUvNnz9fPj4+Gj16tCQpICBADzzwgKZPn67AwEDVr19fM2bMUPv27dW3b19JUps2bTRgwABNmDBB8X+ucj5x4kQNGjToiot8AQAAAA5SU6XwcOPx6dOuHQsAAAAqtUodlD1+/LhGjRql//73vwoKCtKtt96qb775Rk2bNpUkzZw5U1lZWZo0aZLOnDmjiIgIbdq0SXXq1LEfY9GiRapVq5ZGjhyprKws9enTRytWrJC7u7u9z9tvv61HH31U/fr1kyQNGTJES5cude6LBQAAQNVksRg3W0BWkqKjpcRE47HZzFUQAAAAcFCpg7LvvPPOFbebTCbFxsYqNja22D5eXl5asmSJlixZUmyf+vXr66233irrMAGgZKgzCADVU3y8UbLgcrYg7Zw5RnkaAAAA4E+VOigLANWKrc7gkCEEZQGgOomJMX62Z2VJSUnS5MnS0qVSZKSxnZ/5AAAAuAxBWQBwhsxM4491ybjPzJR8fV07JgBA+ShYnsDb27iPjJS6dHHdmAAAAFCpubl6AABQrVks0u7dkp+f1L270da9u/F8925W5waAmsZiMUoZ8PMfAACgRiMoCwAVKT7eceGXgsLDje0AgOrDbDZqyBZXssBWyoagLAAAQI1G+QIAqEjF1Rns1Mm4xJU6gwBQvZjNRS/qlZlp3Gxf1J0+7dRhAQAAoHIhKAsAFYk6gwAAi0UKCXFsi46WEhONxwV/VwAAAKBGoHwBAAAAUJGKK1UTHk4pGwAAgBqKTFkAcJar1RkEAFRPMTFGZqzkWMomMtJoK/h7wWIxgrQxMfy+AAAAqMYIygKAsxRXZxAAUL2VppSNbSGwIUMIygIAAFRjBGUBAAAAV8vMNO6zshzvAQAAUC0RlAUAAACcpahSNkUtBNa9OwuBAQAAVGMs9AUA5cliMUoUWCyuHgkAoDKylbIpGGRlITAAAIAah0xZAChP1AIEAJSWbSGwrKxLC4LFxUlRUcZjfp8AAABUOwRlAaA8UAsQAFBWBcsTJCYa2bFRUYUXArNYjKzZmBgCtQAAAFUcQVkAuFbUAgQAOANXYwAAAFQb1JQFgGtFLUAAQHkpaiEwSUpNNX6nSNLp05eu0AAAAECVRKYsAFwragECAMqLbSEwG4vFuNkCstKl3zWJiVyNAQAAUEWRKQsA18pslrp1k/r2vVSywFYLsEsX/lgGAJRdfLxjQLYgrsYAAACossiUBQAAACqrmBijhmxWlpSUJE2eLC1dKnXqJHl7O37xx0JgAAAAVQZBWQAoT8XVAgQAoCwKlifw9jbuIyONKzEux0JgAAAAVQZBWQAoT5fXAgQAwBkyM41sWsm4z8yUfH1dOyYAAAAUi5qyAFAaFosRdLVYXD0SAEBNU9TVGBaLtHu35Ocnde9utHXvbjzfvZvfVwAAAJUUQVkAKA3bpaH8kQsAcDbb1RgFg7IsBAYAAFAlUb4AAEoiM9O4L3hpKAAArmZbCOz0aSk62miLi5MiIgovBAYAAIBKg6AsAFyNxSKFhDi2de8uJSYajwsuwgIAgDMV/B2UmGhkx0ZFFb0QGAAAACoNyhcAwNUUd+lneDiXhgIAqg7qogMAAFQaZMoCwNXExFy6JDQpSZo8WVq6VIqMNNrIkgUAVAZFLQRWkK0u+pAh/O4CAABwMYKyAHA1BS8N9fY27iMjuTQUAFC52BYCK0pq6qUFwU6fNmql+/o6bWgAAABwRPkCAAAAoLqyWKTdu6VGjS61RUdLfn5GO6UMAAAAXIKgLAAUdLV6e1e7NBQAgMokPv5ShuzlqIsOAADgMpQvAICCrlZv70qXhgIAUNnExBi/07KyHOuid+pklOThS0YAAACXICgLADaZmcYfrdKlewAAqrLS1EW3WIzM2ZgYgrUAAAAVjPIFAGCrt+fnJ3XvbrR17260UW8PAFBT2K4W4fceAABAhSMoCwDF1dsLD6feHgCg+rhSXXSuFgEAAHAqyhcAQHH19iIjje1cwgkAqA6KqotusRi3gl9Odu8uJSZe2offgwAAAOWOoCwAlKbeHgAA1Ul8vFGy4HK2IO2cOSxwCQAAUAEoXwCgZrFYjD8uqZcHAIBxtUhiorR586W2uDijLTHR2G7D71AAAIByQ1AWQM1ytUVMrlRvDwCA6sZsNq4M6dv3UsmCqCijrUsXx9+HLAQGAABQbihfAKDmKMkiJkXV2wMAoKZjITAAAIByRVAWQPXHIiYAAFxdUVeL8DsUAACgQlC+AED1Fx/v+MekTXi4cYuPd/6YAACobGxXixQMsvI7FAAAoEKQKQug+ouJkYYMMS63TEqSJk+Wli6VIiON7WT4AABQtNL8DrVYjCBtTAy/WwEAAK6CoCyA6q/gpZXe3sZ9ZKSxgAkAACheaX6H2hYCGzKEoCwAAMBVUL4AAAAAwLVhITAAAIBSIVMWQM1S1CImAADg6lgIDAAAoNyQKQugerFYjEVKLJaitxe1iAkAALi6a10I7Gq/owEAAGoQgrIAqhdbPTv+4AMAoOLFxBhZsdu3GwuAScZ9YqJxi4m51Jff0QAAAHaULwBQfVDPDgAA5yrJQmCZmcY9v6MBAADsCMoCqPqoZwcAQOVksUghIY5t/I4GAACgfAGAaqA09ewAAEDFKGohsOJ+B1NzFgAA1HBkygKo+mJipCFDjMshk5KkyZONenaRkcZ2MnAAAKh4toXACoqJkaKjjd/R0dFGW1ycFBV1aR8bW83ZIUP43Q0AAKo9grIAqr6S1LMDAADOV/B3dGKikR0bFUXNWQAAUOMRlAUAAADgGtScBQAANRQ1ZQFULVerN1dUPTsAAOB61JwFAACwIygLoGqx1Zu7UlA2NpagLAAAlU1Rv6NjYqTt26XNmy+1xcUZmbKJicZ2m6t9BgAAAKhCKF8AoOrIzKTeHAAA1Qk1ZwEAQA1FUBZA5WexGLfw8Ett1JsDAKD6K2nNWYvFKHUQE8NnAgAAUCVQvgBA5Rcf7xiQtSmq3hwAAKiarqXmLKUNAABAFUOmLIDKLyZGGjLEuFwxKUmaPFlaulSKjDS2kxEDAEDVZ6s5W1BMjBQdbTwu7jPA5eWNMjMlX19njRoAAKBMCMoCqFyKuvywYHkCb2/jPjLSsd4cAACofq70GcBW3qhgeYPu3Y37xETHfSlvAAAAKhnKFwCoXLj8EAAAlERx5Y2kwuWN+HwBAAAqGTJlAVQeJbn8sKh6cwAAoPq7/DNAceWNOnUysmpt/Ury+YJMWgAA4GQEZQG4nu3yw4LZLsVdflhUvTkAAFD9Xf4Z4GrljSwWaffukn2+sGXSDhlCUBYAADgF5QsAuF5pLj8EAAAoiZJ+vrg8kxYAAMAJyJQF4FxFXR5Y0ssPAQAAilJUeaOrfb5wcys6kzYx8dIxWSgMAABUEIKyAJyrqMsDr3b5IQAAwJUUVd7oap8vYmONzySXswVp58y5dEzKGwAAgHJGUBaA85RkoQ0AAABnKC6TNjLS2F7cQmFFIZMWAACUEkFZABWvtAt5XX75IQAAwLUo6vNFWRcKK668AZm0AACgFFjoC0D5sliMS/0slkttpVnIy3b5IX/QAACA8lKWzxfFfX4JDy/9QmFFfT4CAAA1GpmyAMpXUZkiLOQFAAAqs9IsFGYrb1DahcLIpAUAAAUQlAVQfoqrGctCXgAAoDKryIXCSpBJa7KkaM6XkmlcitTM/1peCQAAqCIIygK4dqWpGQsAAFAdlGMmrSklRbFfSedSUqRmrQqfi4XEAACodqgpC6D0Lq+LVtqasSzkBQAAqpLiFgrr0kXq1u1SINaWSduli7Ru3dVr0mZmlrwm7dy5RdekpV4tAABVEpmyAErv8rpopakZW9TlgQAAAJVZWT6/lCST1s9PkuT35y5+vQc4ZtL6/1nK4EpB26vVqyXLFgCASomgLICSy8w07i//w4CasQAAoCYrLpP2ajVpi2LLrp02TVq40HHb5eUP/P2LrudfEEFbAAAqJcoXACisqMvgLBYjm8PP71K92O7djVppu3dzyRwAAKi5bJm0pQlqxsRI27dL27cra/E/JMm4T0y8FHgtiq38QWxs4c9lfn6On8uKWoT1clcqjQAAACoMQVkAhRX14bxgXdiCCtZFk6gZCwAAcLniMmm7dZO6dVNexC2SZNzbatLOmGEP2mrpUmOfpUuNgO3EidKyZUWfKzxceuEFIzhbXkFbatYCAFDuCMoCNVFxH66vtNhEgWyOQn8YJCYa26WyZYoAAABUZ2X5fFQgaFtoIbHYWOPz1+Wfy7Zvv5Rle6VFWEsatJWunkl7taDttW4HAKCaIigLVEcl+fB7+Yfrq5UnkIr/w6BLF4KwAPD/27v74Kjqe4/jnw0kkSQkIWBYUsKDzyAJKFANqIAiUEWk1ocqBmtR00HwAXXkzpWGtrY4Xka8HYRqHZ/QO1CtUEbvBANyERQESXLB4VFMTWwS4ArsAsEQk9/9Y92FTXazIbs5Z5N9v2YyCed7ztnf2fnMcn7fPXsWANrIOJ2aP8bzu1X69PGcfzU9Lxs9+sxVtuE0bb2fgAr2Zv3ZWtO0Dbfe1qYuDWMAsB+vpUHRlG1iyZIlGjhwoM477zwNHz5cGzdutHtI0au9T3I6cr2dH9tRXaPC9Z7fQbcPdnIb7OS6tbcnANCprF27VoMHD9batWvtHgoAxCzTx6nfjfP8Duhcbw8VbtN26tTAV9I2/S6BUE3bcOtSeE3dcLY9eVLKyvLUv/46+PYddD7SqvlEtB5buPVoHpvd9WiYx3bSY+/Q9Ujsm3uXB2bgs3z5chMfH2/++te/ml27dplHH33UJCcnm2+++aZV27tcLiPJuFyudh5plNi+3RjJ85u6pY99fPMGYyTP76ZOnDBm0ybP9ps2nVleVXVmv2f/bN/u+Skt9ay/aZMxixd7aosXn6lXVfnvq7DQfxk6Pdf3LqP5Mq7vY+Q1LgY0NjaakSNHGklm5MiRprGx0e4h+SFzsAO5gx3Cyl2o87K2nHcWFjY/Zzz7Z86c0OeV4dSrqjzntMHOa41pXf3s2okT51Y/ePDMuIqLI/fcWlUPZz5h99jbux7NY7O7buc81oLHJxc2PDctvU5bxI5zu9b2B7va3BOOKi+88IJmzJihBx54QJL04osvas2aNVq6dKkWLFhg8+iiTKAvBUhObr96qMePZN37BQfh1O049upqz8/ZH0W75pozH1F75x3phRea78+7fmGh590tSerWzfPbe3uCprz3RQPQoX300Ufatm2bJGnbtm366KOPNHHiRJtHBQA4J6HOy9ryJawFBdKUKZ5zzbIyadYsz5W03qtu33kn8O0PvMvGjJE2bGh7fc6c5uetZ5/XxsVJV1wRuH74sOffkyb51yRPPS5Oamxsfs7cUv3GG888dp8+np9Ymo8wV7Pm2ELVI3Hsoeqx/NzE8rGHqrfluQnVn/C+lsY4hzHG2D2IaHD69GklJSXp3Xff1c9//nPf8kcffVRlZWXaEOCkoa6uTnV1db5/u91uZWdnq/JQpVJTUy0Zt9Uc1TVy1NQoJW9Ms9qJzRt8JzGRrp/Y/OPzb0E95aprA48tRN3xf99JkpJvuc2WY49f/q4S/3Nxs3171T0yS/V33yGdOqUuO3aq22NP6dSL/+H7tl/jdPo+MhdXWqaUvDE6sXmDGq8YFnSfiC3uOreyF2Wr8vFKpSZ2zte4WGKM0bhrxmlH2Q41NDSoS5cuyh2Wq/Wb1svhcNg9PElkDvYgd7CDnblzVNco4dXXdfqB+wPePiHQeaF3ThDsvNLX2GxjPdR57Q/XjlbXjZ+26XhDbRuq7j2njqX5SKg6c7XoPvZQ9Vh+bmL52EPVw31uQvYn/n2u6ub9W9B6JNnxf6zb7VZ2ZrZcLleL/UGasj+qqqrST37yE3366acaNWqUb/mf/vQnvfnmm9q7d2+zbebPn6/f/e53zXc2V9J57ThYGxWul+YHeFPb63/6S2O/id16S9r7sRdeLf1XrtTtB2lojbTkv6WZN0lb+nrq1d2lmu6ev6+okkpeka58SCrNar4v53Gp4Avp5RFntgHQyXwl6e0Ay++VdJHFYwEARK1Q543tUXcely446vk70Hltg0NKqQ9c71XrWX4ywb/2v07pVFfPtl1M83PmpvUep6R1yzz7enyCtGG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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 640713.3 +- 2253.8 (error 0.4%).\n", "Left 282558.4 +- 1416.5 (error 0.5%).\n", "Right 358154.9 +- 1753.0 (error 0.5%).\n", "Head 565116.7 +- 2003.3 (error 0.4%).\n", "Tail 75596.6 +- 3015.4 (error 4.0%).\n", "Tail Prop. 0.1180 +- 0.0047 (error 4.00%).\n", " \n", "Results for image 15\n", "Total 715995.1 +- 548.0.\n", "Left 297252.5 +- 373.8.\n", "Right 419575.4 +- 398.2.\n", "Head 594504.9 +- 528.6.\n", "Tail 124661.8 +- 762.1.\n", "Prop 0.167 +- 0.001.\n", "Prop var 0.057.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 16 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0017.bmp read.\n", " \n", "Image 16 with 7 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 1048832.4 +- 1616.0 (error 0.2%).\n", "Left 392717.5 +- 1119.9 (error 0.3%).\n", "Right 656114.9 +- 1165.1 (error 0.2%).\n", "Head 785435.0 +- 1583.8 (error 0.2%).\n", "Tail 263397.4 +- 2262.7 (error 0.9%).\n", "Tail Prop. 0.2511 +- 0.0022 (error 0.87%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.680674935258277e-51, error calculation failed.\n", "Matrix singular (determinant = 6.420932593702643e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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Tju2YpsZrN1b0MywX5g6cxdzB5WD+wFnMHTiLuVM+rXxb6fXer+vsb2erUebKNX448YOrQ0BJzku/Zf6mQV8O0q/ZvzpuO1e2Q1Sbqf3www/rhx9+0KZNm4ptMxX9A9VqLTZWVNF9StrfmX0KmzZtmiZNmmS/n5WVpZCQEB2ZdMQl7Q6ycrIUMi9ERx4/Ij9P2i2g7Jg7cBZzp3w+Tz9pr4Y1H95nr4ZNCWyvoPR0mdMvLMZV+FoyWg28GbNPeiHUuD/5uPRH//XP00/qiYNHZAkMNPrEBgaqhaenXmrdUpJK3Ta016oqfPaOmDtwFnMHl4P5A2cxd+As5o5zcnNydeLoCbVu0lpeXs5XveXnSxs3SikWk4LMVvXpI/2x9FC1cvPNN+uabtdo7ry59rF8a75+OPGDujbvKjdTNQy6CiS8k6BJkyYpPSPd1aEUc+7cOR06fUjbx2+Xh6djS7isrCyFvHTpD2KqRVL2kUce0eeff67//Oc/atmypX08KChIklHFajab7eOpqan2qtagoCDl5ubq5MmTDtWyqamp6vVHj72goCCdOHGi2HnT0tIcjvPdd985bD958qTy8vKKVdDaeHp6ytPTs9i4n6efS99sXX1+1FzMHTiLuXNp+Varpv26u2jNqt2lFuyKHTtWp669Vhtsi4DlSH0aNZSbyaS7g/10p1+gNj50g9Entlcv9QkKsi8QdrFtrsbcgbOYO7gczB84i7kDZzF3yuec9ZzSTGlyq+cmt3rOJSSXL5cee0w6evTCWMuW0oIF0h/LFlW4cePGKeGP/9PXr19fISEhio6O1syZM+0L2pfk0+Wfyt3d3fG5/tGywM3k/GtQ09WrV0+SquXzd6vnpnqmemrg0UBenkU+OCieKiyRS5OyVqtVjzzyiD799FNt2LBBbdq0cdjepk0bBQUFae3aterevbsko6/It99+q5dfflmSFB4eLnd3d61du1YjR46UJFksFv3444+aPXu2JCkiIkKZmZn6/vvv1aNHD0nSd999p8zMTHviNiIiQrNmzZLFYrEngNesWSNPT0+Fh4dX/osBAKjVNp46pfPHj6t7uvEpb9Fq2M2dOmnA7NkXXZQr/8gRuZWyCJibyaTIXbuMk/k5tkG42DYAAACgtlm+XBoxQrIWqYg4dswY//jjykvM3nLLLVq8eLHy8vK0ceNG3X///crOztZrr71WbN+8vDy5u7vb11aqarm5ufJg4V+XqefKkz/00EN677339MEHH6hhw4ZKSUlRSkqKzp49K8loJzBx4kS98MIL+vTTT/Xjjz9q3Lhx8vHx0ahRoyRJ/v7+uu+++zR58mStW7dOO3bs0N13360uXbqof//+kqSOHTvqlltu0QMPPKCtW7dq69ateuCBBzR48GB16NBBkjRgwABdffXVGj16tHbs2KF169ZpypQpeuCBB1zSigAAULtYcnMVs3KlkmJilBQTY6+CfXPOHCXFxGjN1KnqtXu3drRvb0/E2hbl2tG+vVICA5V2/rzMfywCZk5P17GcHI3YvVvL09Jc+dQAAACAaiM/36iQLZqQlS6MTZxo7FcZPD09FRQUpJCQEI0aNUp33XWXVqxYIUmKjY3VNddco7fffltt27aVp6enrFarIiMjNXHiRPsxWrdurVmzZmnGozPk7+evVq1a6bPPPlNaWpqGDRumBg0aqEuXLtq+fbv9Menp6brzzjvVsmVL+fj4qEuXLlq6dKlDbJGRkXr44Yc1adIkNWnSRFFRUbr33ns1ePBgh/3Onz+voKAgvf322yU+x3feeUcBAQFasWKF2rdvLy8vL0VFRenIkSMO+61cuVLh4eHy8vJS27ZtNXPmTJ0/f96+fe7cuerSpYt8fX0VEhKiCRMm6PTp06W+tunp6erRo4eGDh2qc+fK2Li1GnNpUva1115TZmamIiMjZTab7Zd//etf9n2mTp2qiRMnasKECbr22mt17NgxrVmzRg0bNrTvM2/ePA0fPlwjR45U79695ePjo5UrV8qtUKOQ999/X126dNGAAQM0YMAAde3aVUuWLLFvd3Nz0xdffCEvLy/17t1bI0eO1PDhwzWn0FdHAQBwltnDQ/FDhigsPl5h8fG6f8oUSdL9U6bYx+KHDCnXMW3/z5x44IDyS/pfJwAAAFDHbNzo2LKgKKtVOnLE2K8qeHt7Ky8vz37/wIED+vDDD/XJJ59o586dpT5uwfwF6nZdN21P3K5BgwZp9OjRGjNmjO6++24lJSUpNDRUY8aMkfWPvwPOnTun8PBwrVq1Sj/++KPGjx+v0aNHF2vVmZCQoPr16+u///2v4uPjdf/992v16tWyWCz2fb788kudPn3a/o30kpw5c0azZs1SQkKC/vvf/yorK0t/+ctf7Nu/+uor3X333Xr00Ue1Z88excfH65133tGsWbPs+9SrV0+vvPKKfvzxRyUkJGj9+vWaOnVqiec7evSo+vTpo6uuukrLly+/rF7D1YXL2xdcislkUmxsrGJjY0vdx8vLS6+++qpeffXVUvdp3Lix3nvvvYue64orrtCqVa5b9AQAUHv1CQhQ/eBg7QwMdOgra6uGNUlqXL++WppMDotyNXV3l1tKisyltD2QjNYGG1u3VmTVPR0AAACgWiqUW6yQ/S7H999/rw8++ED9+vWzj+Xm5mrJkiVq2rTpRR976623Knp0tNoFtdOzzz6r1157Tdddd51uv/12SdITTzyhiIgInThxQkFBQWrRooWm/FH4IRnrN61evVofffSRevbsaR8PDQ21t/u06dChg5YsWWJPiC5evFi33367GjRoUGp8eXl5Wrhwof3YCQkJ6tixo7116KxZs/Tkk09q7NixkqS2bdvqueee09SpUzVjxgxJcqgObtOmjZ577jk9+OCD+uc//+lwrn379ikqKkrDhg3TggULZKol7diqxUJfAADUdm4mkxaEhmrE7t0q+l8I2/1FHTpomLe3Nj70kH1RrmP16mn/G29cchEwyw03lPwdLQAAAKAOKbROfIXsV16rVq1SgwYNdP78eeXl5WnYsGEORYStWrW6ZEJWkrp07WK/bVuAvkuX4mOpqakKCgpSfn6+XnrpJf3rX//SsWPHlJOTo5ycnGILjF177bXFznX//fdr0aJFmjp1qlJTU/XFF19o3bp1F42vfv36Dse66qqrFBAQoOTkZPXo0UOJiYnatm2bQ2Vsfn6+zp07pzNnzsjHx0fffPONXnjhBe3Zs0dZWVk6f/68zp07p+zsbHvcZ8+e1Q033KA777xTCxYsuOTrVpOQlAUAoDJkZ0u2T5ZPn5Z8fRXdtKk+7tRJj+3b51AN29LTU/P/WLBL2dkOi3JtyM3VlCFD9PkfC1OWtgjY0os16Pf1vXjCtoRYAQAAgJqoTx+pZUtjUa+S/gtsMhnb+/SpnPP37dtXr732mtzd3RUcHCx3d3eH7UWTpKUp/DhbZWhJYwUFBZKkuLg4zZs3T/Pnz7f3aZ04caJyc3Mvef4xY8boySef1JYtW7Rlyxa1bt1afcrwApVUsVo4rpkzZyq6hBXVvLy89Ouvv+q2227T//3f/+m5555T48aNtWnTJt13330O7R48PT3Vv39/ffHFF/rrX/+qli1bXjKumoKkLAAAVSi6adNi1bB9goLkVspXcMrS9qClp6f6BARURfgAAABAtebmJi1YII0YYSRgCydmbf/lnj/f2K8y+Pr6KjQ0tHIOfhEbN27UsGHDdPfdd0sykqL79+9Xx44dL/nYwMBADR8+XIsXL9aWLVt0zz33XPIx58+f1/bt29WjRw9J0t69e3Xq1CldddVVkqSwsDDt3bu31Ndi+/btOn/+vOLi4lSvnrHk1Ycfflhsv3r16mnJkiUaNWqUbr75Zm3YsEHBwcGXjK8mcOlCXwAA1EVuJpMid+3SnevXK9LPr9SErG3fBX/8R6a0tgfzQ0MvegwAAACgLomOlj7+WGrRwnG8ZUtjvITizRovNDRUa9eu1ebNm5WcnKyYmBilpKSU+fH333+/EhISlJycbO8DezHu7u565JFH9N133ykpKUn33HOPrr/+enuS9tlnn9W7776r2NhY7d69W8nJyfrXv/6lZ555RpJ05ZVX6vz583r11Vf1yy+/aMmSJXr99ddLPJebm5vef/99devWTTfffHO5nld1RlIWAIBqztb2oIW7e7G2Bx936mS0PQAAAABgFx0tHTokffON9MEHxvXBg7UzIStJ06dPV1hYmAYOHKjIyEgFBQVp+PDhZX58//79ZTabNXDgwDJVovr4+OiJJ57QqFGjFBERIW9vby1btsy+feDAgVq1apXWrl2r6667Ttdff73mzp2rVq1aSZKuueYazZ07Vy+//LI6d+6s999/Xy+++GKp56tfv76WLl2qTp066eabb1ZqamqZn1t1RfsCAABqgPK2PQAAAADqOjc3KTKy6s73zjvvXHR7bGysYmNji41v2LDB4f6hQ4eUX5CvHSk77GPWIg1yW7du7TDWuHFjrVix4qLnL3qews6ePatTp07pvvvuu+gxCouOji6xZ6zNwIEDNXDgwFK3P/7443r88ccdxkaPHm2/PW7cOI0bN85+v379+vrkk0/KHF91R1IWAIBKkG+1amO3brIEBsqclaU+Pj5lS6BeZFEuW9sDSZKf34WmWK6KFQAAAECNVlBQoJSUFMXFxcnf319Dhw51dUh1Bu0LAACoYMvT0tR61y7dOX269oaE6M7Nm9V661YtT0tzdWjF1KRYAQAAAFSsw4cPq0WLFvrwww/19ttvq3596jerCklZAAAq0PK0NI3YvVtH8/JkTk9XbEKCzOnpOpaToxG7d1erZGdNihUAAABAxbO1QThy5Ij69etXpseMGzdOp06dqtzA6gCSsgAAVJB8q1WPHTigkpoP2MYmHjigfB8fo0WB1Wq0K3CBMsdaSisFAAAAAIDzqEkGAKCCbDx1SuePH1f39HRJUtj+/Q7XkmQJDNTGU6cU2ahR+U9wkX6z1S5WAAAAAECpSMoCAFBBLLm5ilm5UrEJCQ7jb86ZY78dO3asLDfcUNWhFVOTYgUAAACA2oakLAAAFcTs4aFJQ4bo8169JBlVp2/OmaP7p0xRUrt2kozq06UeHq4MU1LNihUAAAAAahuSsgAAVJA+AQGqHxysnYGBDr1ak9q104727WWS1NLTU30CAlwU4QVljtXdXTKZjI2nT7usBy4AAAAA1CYs9AUAQAVxM5m0IDRUkmQqss12f35oqNxMRbdWvZoUKwAAAADUNiRlAQCoQNFNm+rjTp3Uwt1dlsBAoy9rYKBaenrq406dFN20qatDtKtJsQIAAACoPOPGjdPw4cNdHUalioyM1MSJE10dhh1JWQAAKlh006Y61K2blj73nDocOaKlvXrp4PXXV8skZ02KFQAAACivr7/+WldffbW+/vrrSj9XamqqYmJidMUVV8jT01NBQUEaOHCgtmzZUunnRs1DT1kAAJyRnS01aGDcLqHXqpvJpMhdu4w7fn4X+rJWQxeLNd9q1cZu3WQJDJQ5K0t9fHxoaQAAAIAawWq16qmnnlJycrKeeuop9evXT6ZK/L/sn//8Z+Xl5SkhIUFt27bViRMntG7dOmVkZFTaOauTvLw8ubu7uzqMGoNKWQAAUKLlaWlqvWuX7pw+XXtDQnTn5s1qvXWrlqeluTo0AAAA4JLWrFmjbdu2SZK2bdumNWvWVNq5Tp06pU2bNunll19W37591apVK/Xo0UPTpk3ToEGD7PtlZmZq/Pjxatasmfz8/HTzzTdrl61A4g+ff/65evboqd5te6t5s+aKjo62bzt58qTGjBmjRo0aycfHR7feeqv2799v3/7OO+8oICBAX331lTp27KgGDRrolltukcVise+Tn5+vSZMmKSAgQIGBgZo6daqsVqtDDKtXr9YNN9xg32fw4MH6+eef7dsPHTokk8mkDz/8UJGRkfLy8tKiRYvk5+enjz/+2OFYK1eulK+vr37//fcSX7vIyEg9/PDDevjhh+3ne+aZZxxiys3N1dSpU9WiRQv5+vqqZ8+e2rBhg317enq67rzzTrVs2VI+Pj7q0qWLli5derF/Mq1evVr+/v569913JUkbNmxQjx495Ovrq4CAAPXu3Vu//vrrRY9xOUjKAgCAYpanpWnE7t06mpcnc3q6YhMSZE5P17GcHI3YvZvELAAAAKo1q9Wq6dOny83NTZLk5uam6dOnF0s+VpQGDRqoQYMGWrFihXJyckqNadCgQUpJSdGXX36pxMREhYWFqV+/fvZq2i+++ELR0dG69bZb9d5X72nN2jW69tpr7ccYN26ctm/frs8//1xbtmyR1WrVbbfdpry8PPs+Z86c0Zw5c7RkyRL95z//0eHDhzVlyhT79ri4OL399tt66623tGnTJmVkZOjTTz91iDU7O1uTJk3Stm3btG7dOtWrV09/+tOfVFBQ4LDfE088oUcffVTJycn605/+pL/85S9avHixwz6LFy/WiBEj1LBhw1Jfv4SEBNWvX1/fffedXnnlFc2bN09vvvmmffs999yj//73v1q2bJl++OEH3X777brlllvsCelz584pPDxcq1at0o8//qjx48dr9OjR+u6770o837JlyzRy5Ei9++67GjNmjM6fP6/hw4frpptu0g8//KAtW7Zo/PjxlVpZLSsqTGZmplWSNTMz0zXnP5dpVaysmedcc37UXMwdOKtOz53Tp61WybicPl3+7dVJkVjPFxRYW27ebNU331j1zTfW7vHxVqtk7R4fb9U331hN33xjDdm82Xq+oMDpU9bpuYPLwtzB5WD+wFnMHTiLueOcs2fPWvfs2WM9e/as08dYvXq1VVKxy+rVqyswUkcff/yxtVGjRlYvLy9rr169rNOmTbPu2rXLvn3dunVWPz8/67lz5xwed+WVV1rj4+OtVqvVGhERYb3rrrus5/PPW7cd22Y9n3/evt++ffuskqz//e9/7WO//fab1dvb2/rhhx9arVardfHixVZJ1gMHDtj3+cc//mFt3ry5/b7ZbLa+9NJL9vt5eXnWli1bWocNG1bqc0tNTbVKsv7vf/+zWq1W68GDB62SrPPnz3fY77vvvrO6ublZjx07ZrVarda0tDSru7u7dcOGDaUe+6abbrJ27NjRWlDo74snnnjC2rFjR6vVarUeOHDAajKZ7Me06devn3XatGmlHve2226zTp482eE8jz32mPUf//iH1d/f37p+/Xr7tvT0dKuki8ZZ2MXmaFnzg1TKAgDghHyrVRu6ddPSm2/Whqws5Rf9xN3X15bmLNZvttopEuvGU6d0/vhxdd+3T9337VPYH58+h+3fr+779umaffuUd/y4Np465dq4AQAAgBJYi1TJ2lR2teyf//xnHT9+XJ9//rkGDhyoDRs2KCwsTO+8844kKTExUadPn1ZgYKC9srZBgwY6ePCgvTXAzp071a9fvxKPn5ycrPr166tnz572scDAQHXo0EHJycn2MR8fH1155ZX2+2azWampqZKM9gkWi0URERH27fXr13eoxpWkn3/+WaNGjVLbtm3l5+enNm3aSJIOHz7ssF/Rx/Xo0UOdOnWytwRYsmSJrrjiCt14440Xfe2uv/56h6rUiIgI7d+/X/n5+UpKSpLValX79u0dXrdvv/3W/rrl5+dr1qxZ6tq1q/31XbNmTbF4P/nkE02cOFFr1qxR37597eONGzfWuHHjNHDgQA0ZMkQLFixwaPlQGVjoCwCAclqelqbH9u3T+enTFbNypSZt3qz6wcFaEBqq6KZNXR3eZbPk5ipm5UrFJiQ4jL85Z479duzYsbLccENVhwYAAABcUuFesoXl5+fbe8sOHDiwUs7t5eWlqKgoRUVF6dlnn9X999+vGTNmaNy4cSooKJDZbHbohWoTEBAgSfL29i712KUlk61Wq0NCs+hiWyaTqdyJ6CFDhigkJERvvPGGgoODVVBQoM6dOys3N9dhP98SClDuv/9+LVy4UE8++aQWL16se+6557LaABQUFMjNzU2JiYnFEu0N/lh8OS4uTvPmzdP8+fPVpUsX+fr6auLEicXiveaaa5SUlKTFixfruuuuc4hr8eLFevTRR7V69Wr961//0jPPPKO1a9fq+uuvdzr2i6FSFgCAcqgLvVbNHh6KHzJEYfHxCouP1/1/9J+6f8oU+1j8kCEye3i4OFIAAADAka1Ktl69klNe9erVq9Rq2aKuvvpqZWdnS5LCwsKUkpKi+vXrKzQ01OHSpEkTSVLXrl21bt26Uo91/vx5hz6p6enp2rdvnzp27FimePz9/WU2m7V161b72Pnz55WYmOhwzOTkZD3zzDPq16+fOnbsqJMnT5b5Od999906fPiwXnnlFe3evVtjx4695GMKx2O7365dO7m5ual79+7Kz89XampqsdctKChIkrRx40YNGzZMd999t7p166a2bds6LIBmc+WVV+qbb77RZ599pkceeaTY9u7du2vatGnavHmzOnfurA8++KDMz7u8qJQFAKCM8q1WPXbggEr675tVkknSxAMHNKxJE7lVZkP4StYnIED1g4O1MzDQ4bkmtWunHe3byySppaen+vzxaT4AAABQXeTm5urw4cPFFqSyKSgo0JEjR5SbmytPT88KO296erpuv/123XvvveratasaNmyo7du3a/bs2Ro2bJgkqX///oqIiNDw4cP18ssvq0OHDjp+/Li+/PJLDR8+XNdee61mzJihfv36qU3bNurar6vqp9XXmq/WaOrUqWrXrp2GDRumBx54QPHx8WrYsKGefPJJtWjRwn6Osnjsscf00ksvqV27durYsaPmzp2rU4VakzVq1EiBgYFatGiRzGazDh8+rCeffLLMx2/UqJGio6P117/+VQMGDFDLli0v+ZgjR45o0qRJiomJUVJSkl599VXFxcVJktq3b6+77rpLY8aMUVxcnLp3767ffvtN69evV5cuXXTbbbcpNDRUn3zyiTZv3qxGjRpp7ty5SklJKTFZ3b59e33zzTeKjIxU/fr1NX/+fB08eFCLFi3S0KFDFRwcrL1792rfvn0aM2ZMmZ93eZGUBQCgjOy9VtPTJcmh16qNJTBQG0+dUmSjRi6JsSK4mUxaEBqqEbt3q2hq2XZ/fmhojU48AwAAoHby9PTUtm3blHaRb7A1a9asQhOykvE1+p49e2revHn6+eeflZeXp5CQED3wwAN66qmnJBltBL788ks9/fTTuvfee5WWlqagoCDdeOONat68uSQpMjJSH330kZ577jm9/PLL8vfzd+jHunjxYj322GMaPHiwcnNzdeONN+rLL78s1rLgYiZPniyLxaJx48apXr16uvfee/WnP/1JmZmZkoxq4mXLlunRRx9V586d1aFDB73yyiuKjIws8znuu+8+ffDBB7r33nvLtP+YMWN09uxZ9ejRQ25ubnrkkUc0fvx4h+f9/PPPa/LkyTp27JgCAwMVERGh2267TZI0ffp0HTx4UAMHDpSPj4/Gjx+v4cOH259TUR06dND69esVGRkpNzc3TZ06VT/99JMSEhKUnp4us9mshx9+WDExMWV+zuVlslZVvXYdkJWVJX9/f2VmZsrPz6/qz5+TJf+X/JX5ZKb8PKv+/Ki5mDtwVl2bO0tPnNDeJ54o1mu1sNixY9Xh5Zd15x//qarJ7L1zU1IUs3Kl4ocMkXtwsOZXQO/cujZ3UHGYO7gczB84i7kDZzF3nHPu3DkdPHhQbdq0kZeXl6vDcYn8gnztSNmh7kHd5VbP7dIPqGbef/99PfbYYzp+/Lg8LtH2LDIyUtdcc43mz59fNcFVgIvN0bLmB6mUBQCgjMweHpo0ZIg+79VLklEh++acObp/yhQltWsnyaiUXVpLeq1GN22qYd7e2vjQQ8bz6tVLfYKCqJAFAAAAUKIzZ87o4MGDevHFFxUTE3PJhGxdRlIWAIAyqou9Vt1MJkXu2mXc8fOTSMgCAAAAKMXs2bM1a9Ys3XjjjZo2bZqrw6nWSMoCAFBG9FoFAAAAgNLFxsYqNja2XI/ZsGFDpcRS3dVzdQAAANQk0U2b6uNOndTC3V2WwEDFjh0rS2CgWnp66uNOnS671yoAAAAAoPajUhYAgHKqU71WfX0l1gQFAAAAgApFUhYAACfQaxUAAAAA4CySsgAA1BD5+dLGjZLFIpnNUp8+kpubq6MCAAAAAJQXPWUBAKgBli+XWreW+vaVRo0yrlu3NsYBAAAAlCA72/hGm8lk3AaqEZKyAAA4w9Zr1Wo1blei5culESOko0cdx48dM8ZJzAIAAABAzUJSFgCAaiw/X3rssZLX2rKNTZxo7AcAAACg5ouNjVV4WLirw0AlIykLAEA1tnFj8QrZwqxW6cgRYz8AAAAApUhJqaLTpOiRRx5R27Zt5enpqZCQEA0ZMkTr1q2rkvOj5mChLwAAqjGLpWL3AwAAAOqklBTpyisr9RSHDh1S7969FRAQoNmzZ6tr167Ky8vTV199pYceekg//fRTpZ4fNQuVsgAAVGNmc8XuBwAAANRK2dklX2zOnr349gowYcIEmUwmff/99xoxYoTat2+vTp06adKkSdq6dat9v8OHD2vYsGFq0KCB/Pz8NHLkSJ04caLU40ZGRmrixIkOY8OHD9e4cePs91u3bq3nn39eY8aMUYMGDdSqVSt99tlnSktLs5+rS5cu2r59u/0x77zzjgICAvTVV1+pY8eOatCggW655RZZLlLxcfLkSd11111q2rSpvL291a5dOy1evFiStGHDBplMJp06dcq+/86dO2UymXTo0CGHc65atUodOnSQj4+PRowYoezsbCUkJKh169Zq1KiRHnnkEeUX6tH2z3/+U+3atZOXl5eaN2+uESNGXOyfokYgKQsAQDXWp4/UsqWxYGxJTCYpJMTYDwAAAKizGjQofmne/ML2qKiS96kgGRkZWr16tR566CH5lrAQcEBAgCTJarVq+PDhysjI0Lfffqu1a9fq559/1h133HHZMcybN0+9e/fWjh07NGjQII0ePVpjxozR3XffraSkJIWGhmrMmDGyFlqw4syZM5ozZ46WLFmi//znPzp8+LCmTJlS6jmmT5+uPXv26N///reSk5P12muvqUmTJuWK88yZM3rllVe0bNkyrV69Whs2bFB0dLS+/PJLffnll1qyZIkWLVqkjz/+WJK0fft2Pfroo/rb3/6mvXv3avXq1brxxhude5GqEdoXAABQjbm5SQsWSCNGGAnYwgt+2RK18+cb+wEAAABwjQMHDshqteqqq6666H5ff/21fvjhBx08eFAhISGSpCVLlqhTp07atm2brrvuOqdjuO222xQTEyNJevbZZ/Xaa6/puuuu0+233y5JeuKJJxQREaETJ04oKChIkpSXl6fXX39dV/7R2uHhhx/W3/72t1LPcfjwYXXv3l3XXnutJKNCt7zy8vL02muv2c85YsQILVmyRCdOnFCDBg109dVXq2/fvvrmm290xx136PDhw/L19dXgwYPVsGFDtWrVSt27dy/3easbKmUBAKjmoqOljz+WWrRwHG/Z0hiPjnZNXAAAAEC1cfr0hcuBA9KmTdLatRe2x8UZY5s2Gdtt+1YQW/WpqbSvuP0hOTlZISEh9oSsJF199dUKCAhQcnLyZcXQtWtX++3mf1QJd+nSpdhYamqqfczHx8eeHJUks9nssL2oBx98UMuWLdM111yjqVOnavPmzeWOs+g5mzdvrtatW6tBocrl5s2b2+OIiopSq1at1LZtW40ePVrvv/++zpw5U+7zVjckZQEAqAGio6VDh6RvvpE++MC4PnjQxQnZ7GyjXNdkqvB+XAAAAEC5+PpeuFx5pdS7txQRcWF7z57GWO/exnbbvhWkXbt2MplMl0ysWq3WEhO3pY1LUr169RxaDkhGtWlR7u7u9tu2Y5U0VlBQUOJjbPsUPVdht956q3799VdNnDhRx48fV79+/eztDurVq2d/LmWN03bOksZscTZs2FBJSUlaunSpzGaznn32WXXr1s2hd21NRFIWAIDSVLOko5ubFBkp3XmncU3LAgAAAKB6aNy4sQYOHKh//OMfyi7hbwdbAvHqq6/W4cOHdeTIEfu2PXv2KDMzUx07dizx2E2bNnVYfCs/P18//vhjxT6BcmjatKnGjRun9957T/Pnz9eiRYvs45IcYt25c2eFnLN+/frq37+/Zs+erR9++EGHDh3S+vXrK+TYrkJSFgAAOCXfatWGbt209OabtSErS/kX+UQdAAAAcKk/eqhWpn/+85/Kz89Xjx499Mknn2j//v1KTk7WK6+8oog/qnb79++vrl276q677lJSUpK+//57jRkzRjfddJO9T2tRN998s7744gt98cUX+umnnzRhwgSXVYk+++yz+uyzz3TgwAHt3r1bq1atsieTQ0NDFRISotjYWO3bt09ffPGF4uLiLvucq1at0iuvvKKdO3fq119/1bvvvquCggJ16NDhso/tSiRlAQB1WzWrhq0plqelqfWuXbpz+nTtDQnRnZs3q/XWrVqelubq0AAAAIDiqiAp26ZNGyUlJalv376aPHmyOnfurKioKK1bt06vvfaaJONr+StWrFCjRo104403qn///mrbtq3+9a9/lXrce++9V2PHjrUnb9u0aaO+fftW+vMpiYeHh6ZNm6auXbvqxhtvlJubm5YtWybJaEuwdOlS/fTTT+rWrZtefvllPf/885d9zoCAAC1fvlw333yzOnbsqNdff11Lly5Vp06dLvvYrmSyXqxRBMolKytL/v7+yszMlJ+fX9WfPydL/i/5K/PJTPl5Vv35UXMxd+CsWjF3srMlW0P506cd+krlnz6tjTfcIEtgoMzvvac+QUFyu0Tj/rpgeVqaRuzeLauk7vv2KSkmRmHx8drZvr0k6eNOnRT9x1eXSlMr5g5cgrmDy8H8gbOYO3AWc8c5586d08GDB9WmTRt5eXk5f6CL/F+/ussvyNeOlB3qHtRdbvXoW1bdXGyOljU/SKUsAAAloBK0ZPlWqx47cEAlfaJrG5t44ACtDAAAAOB6vr6S1WpcalBCFnVDfVcHAACAK+VbrdrYrZtRDZuVpT4+Pvrst98uVIKmpys2IUGf9+qlnYGBGrF7d5kqQWurjadO6fzx4+qeni5JCtu/3+FakiyBgdp46pQiGzVySYwAAAAAUN2RlAUA1FnL09L02L59Oj99umJWrtSkzZvlZjbrXEFBqZWgJhmVoMOaNKmTrQwsubmKWblSsQkJDuNvzpljvx07dqwsN9xQ1aEBAAAAQI1BUhYAUCc59EUtVA27IzBQQenpVIKWwuzhoUlDhujzXr0kGa/Lm3Pm6P4pU5TUrp0k4/VZ6uHhyjABAABQC7AMEqqripibJGUBAHXOxfqiSqIS9CL6BASofnCwdgYGOrx+Se3aaUf79jJJaunpqT4BAS6KEAAAADWdu7u7JOnMmTPy9vZ2cTRAcWfOnJF0Ya46g6QsAKDOuVRf1M2dOmnA7Nn6zd+fStAi3EwmLQgN1Yjdu1W0eYPt/vzQ0DrZ2gEAAAAVw83NTQEBAUpNTZUk+fj4yFTH/n+ZX5AvnZfOnTsnt3purg4Hf7BarTpz5oxSU1MVEBAgNzfn/21IygIA6pyy9kWdOW6c/T6VoBdEN22qjzt10mP79skSGGhUDgcGqqWnp+aHhtbZRdAAAABQcYKCgiTJnpitawqsBfot8zcdOn1I9Uz1XB0OiggICLDPUWeRlAUA1Dll7YtaFJWgF0Q3baph3t7a+NBDRuVwr17qExRU518XAAAAVAyTySSz2axmzZopLy/P1eFUudO5pzXoy0HaPn67Gng0cHU4KMTd3f2yKmRtSMoCAOqcsvRFbVy/vlqaTFSCXoRbgwaK3LnT1WEAAACgFnNzc6uQBFhNk2vK1a/Zv8rD00Nenl6uDgeVgKQsAKDOKUtf1EUdOlAJCgAAAACoFCRlAQB1Upn6omZnK3LXLuMBfn4SCVkAAAAAQAUgKQsAqP2ys6UGf/RhOn1a8vWVVIa+qL6+ktVaykEBAAAAAHAOSVkAQJ3mZjJRDQsAAAAAqFIkZQEAtV6+1aqN3brJEhgoc1aW+vj40BsWAAAAAOAy9VwdAAAAlWl5Wppa79qlO6dP196QEN25ebNab92q5Wlpxg62FgVWq72tASpAdrZRdWwyGbcBAAAAAHYkZQEAtdbytDSN2L1bR/PyZE5PV2xCgszp6TqWk6MRu3dfSMyiwuVbrdrQrZuW3nyzNmRlKZ/evAAAAABgR1IWAFAr5VuteuzAAZWUCrSNTTxwgGRhJbhkdTIAAAAA1HEkZQEAtdLGU6d0/vhxdd+3T9337VPY/v2SpLD9+9V93z5ds2+f8o4f18ZTp1wbaC1DdTIAAAAAXBoLfQEAaiVLbq5iVq5UbEKCw/ibc+bYb8eOHSvLDTdUdWi11qWqk00yqpOHNWlSxZEBAAAAQPVCUhYAUCuZPTw0acgQfd6rlySjQvbNOXN0/5QpSmrXTpJkCQzUUg8PV4ZZq9irk9PTJcmhOtnGEhiojadOKczHzSUxAgAAAEB1QFIWAFAr9QkIUP3gYO0MDHSo3Exq10472reXSVJLT0/1CQhwUYS1T7mqk328qzo8AAAAAKg2SMoCAGolN5NJC0JDNWL3bpmKbLPdnx8aKjdT0a1wFtXJAAAAAFA2JGUBALVWdNOm+rhTJz22b58sgYFGlWZgoFp6emp+aKiimzZ1dYi1Snmqk7Nzf3dVmAAAAADgciRlAQC1WnTTphrm7a2NDz1kVGn26qU+QUFUyFaCMlcnnzkjvwb+skrKeiRb8vSr4kgBAAAAwLVIygIAaj03k0mRu3YZd/z8JBKylaYs1cn5p09rY7dusgQGyu/0Gd3SyEqSHAAAAECdQlIWAFD7+fpKVuul90OFiG7aVMOaNNHGU6dkueEGLfXwUJ+AALmZTFqelqbH9u3T+enTFbNypeK37VT9Y6laQDsJAAA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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 681122.5 +- 2189.4 (error 0.3%).\n", "Left 266322.3 +- 1505.4 (error 0.6%).\n", "Right 414800.2 +- 1589.7 (error 0.4%).\n", "Head 532644.6 +- 2129.0 (error 0.4%).\n", "Tail 148477.9 +- 3053.9 (error 2.1%).\n", "Tail Prop. 0.2180 +- 0.0045 (error 2.08%).\n", "Matrix singular (determinant = 2.7582515167868606e-51, error calculation failed.\n", "Matrix singular (determinant = 3.578545704734663e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.9146299561790808e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 770161.9 +- 2736.2 (error 0.4%).\n", "Left 315702.8 +- 1891.4 (error 0.6%).\n", "Right 454459.2 +- 1977.3 (error 0.4%).\n", "Head 631405.5 +- 2674.8 (error 0.4%).\n", "Tail 138756.4 +- 3826.4 (error 2.8%).\n", "Tail Prop. 0.1802 +- 0.0050 (error 2.78%).\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 620127.8 +- 1214.2 (error 0.2%).\n", "Left 239960.6 +- 794.1 (error 0.3%).\n", "Right 380167.2 +- 918.4 (error 0.2%).\n", "Head 479921.2 +- 1123.1 (error 0.2%).\n", "Tail 140206.6 +- 1653.9 (error 1.2%).\n", "Tail Prop. 0.2261 +- 0.0027 (error 1.20%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1974580479608298e-51, error calculation failed.\n", "Matrix singular (determinant = -1.0058708876531946e-50, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.0894373997754555e-55, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 744165.7 +- 2810.6 (error 0.4%).\n", "Left 304938.1 +- 1987.3 (error 0.7%).\n", "Right 439227.6 +- 1987.4 (error 0.5%).\n", "Head 609876.2 +- 2810.4 (error 0.5%).\n", "Tail 134289.5 +- 3974.7 (error 3.0%).\n", "Tail Prop. 0.1805 +- 0.0054 (error 2.98%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.781163020781987e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.0917012041142858e-51, error calculation failed.\n", "Matrix singular (determinant = 4.7698724948814625e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.053017010070433e-51, error calculation failed.\n", "Matrix singular (determinant = 4.657121288068586e-51, error calculation failed.\n", "Matrix singular (determinant = 3.2471934110615614e-52, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 732835.9 +- 2279.0 (error 0.3%).\n", "Left 320031.1 +- 1424.5 (error 0.4%).\n", "Right 412804.8 +- 1778.9 (error 0.4%).\n", "Head 640062.1 +- 2014.6 (error 0.3%).\n", "Tail 92773.8 +- 3041.8 (error 3.3%).\n", "Tail Prop. 0.1266 +- 0.0042 (error 3.29%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0832135686155002e-48, error calculation failed.\n" ] }, { "data": { "image/png": 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OpUuXLunw4cNq3LhxsQFAOE5Obo52J+1Wh6AOtvIFRfnggw/00EMPKS0tTV5eXuU4wornanO0pPFByhcAACqmjAzJYJAMBq0+dkxD9+7V8exsGVNTFbN0qYypqTqRmamhe/dq9Zkzzh4tAAAAAFQp77//vrZs2aLDhw9rzZo1evrppzVs2LBqH5B1FMoXAAAqtBwXF008erTIlVPNshTrn3TsmAa7uMi1Gq7YCQAAAABlISkpSS+88IKSkpJkNBp17733atasWc4eVpVBUBYAUKFtbtNGl5OS1CE1VZLU8ddf7Z4lyeTvr4V/+YsCz561rzULAAAAACiVadOmadq0ac4eRpVFUBYAUKGZ/P0VvW6dYq6sSGr19pWVPyUpZvRo/WP4cEWvW6fJW7fm1Zp1wqqqAAAAAABcC0FZAECFZkxN1eTx47W2SxdJlgzZt+fM0aNTp2pX06aSLIFba63ZtV26KNHfX0P37tXHrVoRmAUAAAAAVDgEZQEAFVKO2azN7drpRL16ygkMVKK/v11d2V1Nm2p3s2a218Yr5Q2kfLVmDx3S4Hr1Sl7KICNDqlXLsn3+vOTtfcPvAwAAAACAggjKAgAqnNUpKZp48KAuT5+u6HXr5HrqlMz+/oX6BaWm2oKxxdWa3XzunCLq1CmfgQMAAAAAUAIEZQEAFcrqlBQN3btXZkkd8pUkSLoSlDX5+ytm9OgS15o1detWnsMHAAAAAOCaCMoCACqMHLNZEw8dsitTUKiPwaCmx4/r6fbt9Q/pmrVmV7q7X9f1N7drZ6lRm56u7jVrlrz0AQAAAAAAJeTi7AEAAKq5jAzJYJAMBm1OStLlkyfV4eBBdTh40K4kgbXN1WzWTadP64nAQNUIDlZis2ba3ayZLRBrrTWb2KyZ3IKD1d3P76rXVEaGJEuGbqMff9Tw6dN1ICREw7duVaPt27U6JaW8PgkAAAAADpSTI23aJK1caXnOyXH2iIoWERGhSZMmOXsYFc57770nv6L+nqsiyJQFAFQYpuzskpUk8PeXq8GgBaGhGrp3rwrmslpfzw8NLVGma3ElExL9/TV071593KqVourXv7E3BwAAAKDcrF4tTZwoHT+e19aggbRggRQVVTbXHDNmjJZe+VumRo0aCgkJUVRUlGbOnCnvqywivHr1arm5uZXNoFBhEZQFAFQYRjc3TR448NolCV58UZIUVb++Pm7VShMPHrSrNdvAw0PzQ0NLFEi9WskEsywB3kmHDmlwvXqUMgAAAAAqgdWrpaFDJXOB/8k/ccLS/vHHZReY7devn5YsWaLs7Gxt3rxZjz76qDIyMvTGG28U6pudnS03NzfVrVu3bAZzDVlZWXK/jnJvcCzKFwAAKozutWtfuyTB5cvq/vPPtmOi6tfXkXbttPLFF9X82DGt7NJFh++4o8SZrZv//POqJRPaHzyo7JMntfncOYe/XwAAAACOlZNjyZAtGJCV8tomTSq7UgYeHh4KCgpSSEiIRowYoQceeEBr1qyRJMXExKh9+/Z69913dcstt8jDw0Nms7lQ+YJGjRrppZde0qhRo1SrVi01bNhQ//nPf5SSkqLBgwerVq1aatOmjX744QfbMampqRo+fLgaNGigmjVrqk2bNlq5cqXd2CIiIjRhwgRNnjxZ9erVU2RkpB5++GENGjjIrt/ly5cVFBSkd999t8j3aC0rsGbNGjVr1kyenp6KjIzUsWPH7PqtW7dOYWFh8vT01C233KKZM2fq8uXLtv1z585VmzZt5O3trZCQEI0fP17nz58v9rNNTU1Vp06dNGjQIF26dOmqP4fKgKAsAKDCsJYkkFR8SYK77pJrTo6U7/YfV4NBET/+qOEbNyrCx+eaGa05ZrM2tWunlXfdpa/T0xW9bp12RUdrV3S0rVTC23Pm2Nqi162TKSvLUW8TAAAAQBnZvNm+ZEFBZrN07JilX3nw8vJSdna27fWhQ4f04Ycf6pNPPlFiYmKxx82bN09du3bV7t271b9/f40cOVKjRo3Sgw8+qF27dik0NFSjRo2S+Uqk+dKlSwoLC9P69eu1Z88ejRs3TiNHjtSOHTvszrt06VLVqFFD//vf/xQXF6dHH31UX3zxhU6fOm3r8/nnn+v8+fMaNmxYseO7cOGCZs2apaVLl+p///uf0tPTdf/999v2f/HFF3rwwQf15JNPat++fYqLi9N7772nWbNm2fq4uLjo9ddf1549e7R06VJt3LhR06ZNK/J6x48fV/fu3XXrrbdq9erV8vT0LHZslQXlCwAATpVjNmtzu3Yy+fvLmJ6uwUFBN1yS4GpWp6Ro4sGDujx9uqLXrdPbe/ZIJSmZwG09AAAAQIVnMjm23434/vvvtWLFCvXq1cvWlpWVpWXLlqn+Nf6uueeeexQdHS1JeuGFF/TGG2/o9ttv17333itJevrppxUeHq5Tp04pKChIN910k6ZOnWo7/oknnlB8fLw++ugjde7c2dYeGhqq2bNn212refPm+vyTzxXZLlKStGTJEt17772qVatWsePLzs7WokWLbOdeunSpWrRooe+//16dOnXSrFmz9Mwzz2j06NGSpFtuuUUvvviipk2bphkzZkiSXXZw48aN9eKLL+qxxx7Tv/71L7trHTx4UJGRkRo8eLAWLFggQxUpK0dQFgDgNAUDpJO3blWN4GAtCA3VkXbttPnxxy0B0S5d1D0o6IZruha3oNfuZs2U5O9v19daMsEgqYGHh7pX4VU/AQAAgKrCaHRsv+u1fv161apVS5cvX1Z2drYGDx6shQsX2vY3bNjwmgFZSWrbtq1tOzAwUJLUpk2bQm3JyckKCgpSTk6OXn31Vf373//WiRMnlJmZqczMzEILjN12222FrvXwIw9r0RuLNO/v85ScnKzPPvtMX3/99VXHV6NGDbtz3XrrrfLz89P+/fvVqVMnJSQkaOfOnXaZsTk5Obp06ZIuXLigmjVr6ptvvtHLL7+sffv2KT09XZcvX9alS5eUkZFhG/fFixfVrVs3DR8+XAsWLLjm51aZUL4AAOAU1gDp8exsGa8ESI2pqTqRmamhe/fqP2fPlrwkgbe35T4ks9murEF+V1vQqzi2kgmhoSzyBQAAAFQC3btLDRpIxf3vu8EghYRY+pWFnj17KjExUQcOHNClS5e0evVqBQQE2PYXDJIWx83NzbZtzQwtqi03N1eSFBsbq3nz5mnatGnauHGjEhMT1bdvX2UVKMNW1PVHjhypE0dPaNu2bVq+fLkaNWqk7iX4gIrKWM0/rpkzZyoxMdH2+Pnnn/Xrr7/K09NTf/zxh+655x61bt1an3zyiRISEvTPf/5TkuzKPXh4eKh379767LPPdPxqdSkqITJlAQDl7moBUrMswdBJx45psIuLXK/8T8aN2nzunGVBr9RUSbJb0MvK5O9fJiUTAAAAAJQPV1dpwQJp6FBLADb/gl/WGOL8+ZZ+ZcHb21uhV9bJKE+bN2/W4MGD9eCDD0qyBEV//fVXtWjR4prH+vv7q0ffHlr63lJt375dDz300DWPuXz5sn744Qd16tRJknTgwAGdO3dOt956qySpY8eOOnDgQLGfxQ8//KDLly8rNjZWLi6WnNEPP/ywUD8XFxctW7ZMI0aM0F133aVNmzYpODj4muOrDAjKAgDKXUkDpJvbtFHEjz865JqmrCxFr1unmKVL7dqtC3tJUszo0cpxcVHzY8ccVjIBAAAAQPmKipI+/liaONF+0a8GDSwB2agopw2tzISGhuqTTz7R1q1bVadOHc2dO1dJSUklCspK0pARQzR59GTl5OTY6sBejZubm5544gm9/vrrcnNz04QJE3THHXfYgrQvvPCCBgwYoJCQEN17771ycXHRTz/9pJ9//lkvvfSSmjRposuXL2vhwoUaOHCg/ve//+nNN98s8lqurq764IMPNHz4cFtgNigoqOQfTgVFUBYAUO5KGiA1FajzeiOM7u6aXJIFvV580RII9vEp/p4nAAAAABVaVJQ0eLC0ebNlUS+j0VKyoKwyZJ1t+vTpOnz4sPr27auaNWtq3LhxGjJkiNLS0kp0fKfunWQ0GtWqVasSZaLWrFlTTz/9tEaMGKHjx4+rW7duevfdd237+/btq/Xr1+vvf/+7Zs+eLTc3N91666169NFHJUnt27fX3Llz9Y9//EPPPvus7rzzTr3yyisaNWpUkderUaOGVq5cqfvuu88WmM1fFqIyIigLACh3JQ6Q3nWXVKeOQ67Z3c9PNYKDlejvb1c2wW5BL3d3df/5Z4dcDwAAAIBzubpKERHld7333nvvqvtjYmIUExNTqH3Tpk12r48cOVKoj9lsX/ytUaNGdm1169bVmjVrrnr9gtfJL/NSps6dO6dHHnnkqufILyoqSlFXSTvu27ev+vbtW+z+p556Sk899ZRd28iRI23bY8aM0ZgxY2yva9SooU8++aTE46voCMoCAMpdiQKkHh7q7ufnsGu6GgxaEBqqoXv3qmD+q21Br5AQh9WwBQAAAICKLjc3VydPntQbs9+Qr6+vBg0a5OwhVRsuzh4AAKD6sQZIJRUfIA0NdXg916j69fVxq1a6yc2t0IJeH7dqpaiQEMtKAGazVMJVUQEAAACgsjp69KhuDrlZX637Sm+9/ZZq1CB/s7zwSQMAnMIaIJ148GChAOn80FBF1a9fZtcd7OWlzY8/bimRwIJeAAAAAKqpRo0a6XLOZe1O2q0OQR1KdEzBsgIoHYKyAACncVaA1NVgsCzmJbGgFwAAAACg3BGUBQA4FQFSAAAAAEB1Q01ZAED5yMiwBFwNBss2AAAAAADVFJmyAIDqx9vbspgXAAAAAABOQKYsAAAAAAAAAJQjgrIAAOeyZq2azZbtiojSCwAAAAAAB6J8AQCgXOSYzdrcrp1M/v4ypqere82acq0ki3pV5rEDAAAAwLXETIqRa6ar/vOf/zh7KGUmIiJC7du31/z58509FElkygIAysHqlBQ1+vFHDZ8+XQdCQjR861Y12r5dq1NSyvbCDshwddrYAQAAANywr776Si1bttRXX31V5tdKTk5WdHS0br75Znl4eCgoKEh9+/bVtm3byvzaqHwIygIAytTqlBQN3btXx7OzZUxNVczSpTKmpupEZqaG7t1boYOblXnsAAAAQHVnNpv13HPPaf/+/XruuedkLuPFfv/617/qxx9/1NKlS3Xw4EGtXbtWEREROnPmTJlet6LIzs529hAqFYKyAIAyk2M2a+KhQyrqf32sbZMOHVJOGf/PUWlU5rEDAAAAkL788kvt3LlTkrRz5059+eWXZXatc+fOacuWLfrHP/6hnj17qmHDhurUqZOeffZZ9e/f39YvLS1N48aNU0BAgHx8fHTXXXfpxx9/tDvX2rVrddttt8nT01P16tVTVFSUbd/Zs2c1atQo1alTRzVr1tTdd9+tX3/91bb/vffek5+fn7744gu1aNFCtWrVUr9+/WQymWx9cnJyNHnyZPn5+cnf319PP/20Cv7hEx8fr27dutn6DBgwQL/99ptt/5EjR2QwGPThhx8qIiJCnp6eWrx4sXx8fPTxxx/bnWvdunXy9vbWn3/+WeRnFxERoQkTJmjChAm26/3tb3+zC6JnZWVp2rRpuummm+Tt7a3OnTtr06ZNtv2pqakaPny4GjRooJo1a6pNmzZauXLlVX5ilvfo6+ur999/X5K0adMmderUSd7e3vLz81PXrl31xx9/XPUcN4KgLACgzGxNP6/LJ0+qw8GD6nDwoDpe+Z+Fjr/+qg4HD6r9wYPKPnlSm8+dK5Pr55jN2tSunVbedZc2padfVwB187lzTh07AAAAgNIzm82aPn26XF1dJUmurq6aPn16mWXL1qpVS7Vq1dKaNWuUmZlZ7Jj69++vpKQkff7550pISFDHjh3Vq1cvWzbtZ599pqioKPXv31+7d+/W119/rdtuu812jjFjxuiHH37Q2rVrtW3bNpnNZt1zzz12WaoXLlzQnDlztGzZMn333Xc6evSopk6datsfGxurd999V++88462bNmis2fOalP8JruxZmRkaPLkydq5c6e+/vprubi46C9/+Ytyc3Pt+j399NN68skntX//fv3lL3/R/fffryVLltj1WbJkiYYOHaratWsX+/ktXbpUNWrU0I4dO/T6669r3rx5evvtt237H3roIf3vf//TqlWr9NNPP+nee+9Vv379bAHpS5cuKSwsTOvXr9eePXs0btw4jRw5Ujt27CjyeqtWrdKwYcP0/vvva9SoUbp8+bKGDBmiHj166KefftK2bds0btw4GcpyLREzHCYtLc0syZyWllb+176UZlaMzGmXyv/aqDqYR3AU61x65/hh84zRo81mqdjHjNGjzSuSkhw+hk+Sk80NtmwxB338sXnG6NHmoI8/NjfYutX8SXJyiY5fkZTktLEjD7+X4AjMIzgKcwmOwlyCo1TVuXTx4kXzvn37zBcvXiz1OeLj482y5H/aPeLj4x04Unsff/yxuU6dOmZPT09zly5dzM8++6z5xx9/tO3/+uuvzT4+PuZLly7ZHdekSRNzXFyc2Ww2m8PDw80PPPBAkec/ePCgWZL5f//7n63t9OnTZi8vL/OHH35oNpvN5iVLlpglmQ8dOmTr889//tMcGBhoe200Gs2vvvqq7fWlzEvmAGOAedCgQcW+t+TkZLMk888//2w2m83mw4cPmyWZ58+fb9dvx44dZldXV/OJEyfMZrPZnJKSYnZzczNv2rSp2HP36NHD3KJFC3Nubq6t7emnnza3aNHCbDabzYcOHTIbDAbbOa169eplfvbZZ4s97z333GOeMmWK3XUmTpxo/uc//2n29fU1b9y40bYvNTXVLOmq48zvanO0pPHBGmUX7gUAVHeBbm56fuBAre3SRZIly/TtOXP06NSp2tW0qSTJ5O+vle7uDr2utRasWVKHK7Vg13bpokR/fw3du1cft2qlqPr1r3oOo7u7Jjth7AAAAABujDlflmxOTo6t3Zot26dPnzLJgPzrX/+q/v37a/Pmzdq2bZvi4+M1e/Zsvf322xozZowSEhJ0/vx5+fv72x138eJFW2mAxMREjR07tsjz79+/XzVq1FDnzp1tbf7+/mrevLn2799va6tZs6aaNGlie200GpWcnCzJUj7BZDIpPDzctr9GjRpq2a6l3bV+++03TZ8+Xdu3b9fp06dtGbJHjx5V69atbf3yZ/FKUqdOndSqVSu9//77euaZZ7Rs2TLdfPPNuvPOO6/62d1xxx12P5Pw8HDFxsYqJydHu3btktlsVrNmzeyOyczMtH2WOTk5evXVV/Xvf/9bJ06cUGZmpjIzM+Xt7W13zCeffKJTp05py5Yt6tSpk629bt26GjNmjPr27avIyEj17t1bw4YNk9FovOq4bwRBWQBAmeniU0s1goOV6O9vV6JoV9Om2t2smQySGnh4qLufn8Ouea1asAZZasEOrldPrlf5H7Hufn7lPnYAAAAANy5/Ldn8cnJybLVl+/btWybX9vT0VGRkpCIjI/XCCy/o0Ucf1YwZMzRmzBjl5ubKaDTa1UK18rvyd4WXl1ex5zYXU3rBbDbbBTTd3Nzs9hsMhusu2zBw4ECFhITorbfeUnBwsHJzc9W6dWtlZWXZ9SsY9JSkRx99VIsWLdIzzzyjJUuW6KGHHrqhIHhubq5cXV2VkJBgK0dhVatWLUmWkgzz5s3T/Pnz1aZNG3l7e2vSpEmFxtu+fXvt2rVLS5Ys0e233243riVLlujJJ59UfHy8/v3vf+tvf/ubNmzYoDvuuKPUY78aasoCAMqMq8GgBaGhkizB0Pysr+eHhl41OHq9HFUL1hljBwAAAHBjrFmyLi5Fh7xcXFzKtLZsQS1btlRGRoYkqWPHjkpKSlKNGjUUGhpq96hXr54kqW3btvr666+LPdfly5ft6qSmpqbq4MGDatGiRYnG4+vrK6PRqO3bt9vaLl++rP0/5WXapqamav/+/frb3/6mXr16qUWLFjp79myJ3/ODDz6oo0eP6vXXX9fevXs1evToax6TfzzW102bNpWrq6s6dOignJwcJScnF/rcgoKCJEmbN2/W4MGD9eCDD6pdu3a65ZZb7BZAs2rSpIm++eYb/ec//9ETTzxRaH+HDh307LPPauvWrWrdurVWrFhR4vd9vciUBQCUqaj69fVxq1aaePCgTP7+ihk9WiZ/fzXw8ND80NBrlhG4XqasLEWvW6eYpUvt2t+eM8e2HTN6tEzdulW4sQMAAAC4MVlZWTp69GihBamscnNzdezYMWVlZcnDw8Nh101NTdW9996rhx9+WG3btlXt2rX1ww8/aPbs2Ro8eLAkqXfv3goPD9eQIUP0j3/8Q82bN9fJkyf1+eefa8iQIbrttts0Y8YM9erVS02aNNH999+vy5cv67///a+mTZumpk2bavDgwRo7dqzi4uJUu3ZtPfPMM7rpppts1yiJiRMn6tVXX1XTpk3VokULxcbG6nz6edv+OnXqyN/fX4sXL5bRaNTRo0f1zDPPlPj8derUUVRUlP7v//5Pffr0UYMGDa55zLFjxzR58mRFR0dr165dWrhwoWJjYyVJzZo10wMPPKBRo0YpNjZWHTp00OnTp7Vx40a1adNG99xzj0JDQ/XJJ59o69atqlOnjubOnaukpKQig9XNmjXTN998o4iICNWoUUPz58/X4cOHtXjxYg0aNEjBwcE6cOCADh48qFGjRpX4fV8vgrIAgDIXVb++Bnt5afPjj1vqsHbpou5BQWWSZeroWrDlOXYAAAAAN8bDw0M7d+5USkpKsX0CAgIcGpCVLLfRd+7cWfPmzdNvv/2m7OxshYSEaOzYsXruueckWcoIfP7553r++ef18MMPKyUlRUFBQbrzzjsVGBgoSYqIiNBHH32kF198Ua+++qp8fHzs6rEuWbJEEydO1IABA5SVlaU777xTn3/+eaGSBVczZcoUmUwmjRkzRi4uLhrz0BhF9IuQrtzp7+LiolWrVunJJ59U69at1bx5c73++uuKiIgo8TUeeeQRrVixQg8//HCJ+o8aNUoXL15Up06d5OrqqieeeELjxo2ze98vvfSSpkyZohMnTsjf31/h4eG65557JEnTp0/X4cOH1bdvX9WsWVPjxo3TkCFDlJaWVuT1mjdvro0bNyoiIkKurq6aNm2afvnlFy1dulSpqakyGo2aMGGCoqOjS/yer5fBXF752tVAenq6fH19lZaWJh8fn/K9dma6fF/1VdozafLxKN9ro+pgHsFRipxLGRnSlXo/On9eKqL2kCPkmM1qtH27TmRmWhb6OnhQu6Kj1TEuzq4W7OE77ih5YLWcxo7C+L0ER2AewVGYS3AU5hIcparOpUuXLunw4cNq3LixPD09nT2cKi8nN0e7k3arQ1AHubq4XvuAEvjggw80ceJEnTx5Uu7XSIiJiIhQ+/btNX/+fIdcuzxcbY6WND5ITVkAQJVSJrVgvb0ls9nyICALAAAAAEW6cOGC9u7dq1deeUXR0dHXDMhWZwRlAQDloxwDm9ZasDe5uRWqBftxq1bF1oLNyZE2bZJWrrQ85+SU6TABAAAAoEqZPXu22rdvr8DAQD377LPOHk6FRk1ZAECVdL21YFevliZOlI4fz2tr0EBasECKiiqnQQMAAABAJRYTE6OYmJjrOmbTpk1lMpaKjqAsAKDKcjUYFPHjj5YXPj7SVQKyQ4daknjzO3HC0v7xxwRmAQAAAACOQ/kCAEDVVYKSCTk5lgzZopa9tLZNmlRMKYOMDEug12CwbAMAAAAAUAIEZQEA1drmzfYlCwoym6Vjxyz9Csoxm7WpXTutvOsubUpPV86VKG7O+fPa1L69VvbqpU0mk60dAAAAAACJoCwAoJozmUrXb3VKihr9+KOGT5+uAyEhGr51qxpt365pv/1WZPvqlBTHDx4AAAAAUCkRlAUAVGtG4/X3W52SoqF79+p4draMqamKWbpUxtRUHc/M1GvHjhVqP5GZqaF79xKYBQAAAMoT5cZQgRGUBQBUa927Sw0aFLsGmAwGKSTE0k+ylCyYeOiQrqcggbXvpEOHKGUAAAAAAFANZw8AAABncnWVFiyQhg61BGDzx0ytgdr58y39JGnzuXO6fPKkOqSmSpI6/vqr7bleWprqpaXptK+vbk5OttsvSSZ/f8U88oh6zZql7kFBci0uEgwAAACg2oqJidGaNWuUmJjo7KGgDBGUBQBUe1FR0scfSxMn2i/61aCBJSAbFZXXZsrKUvS6dYpZutTuHG/PmVPkufO3z7n3Xp2vWVPDt25VjeBgLQgNVVT9+o58KwAAAACKkpQkNWlSDpdJ0qxZs/TZZ5/pxIkTCggIUPv27TVp0iT16tWrzK+PyoOgLAAAsgReBw+WNm+2LOplNFpKFlgzZK2M7u6aPHCg1nbpIsmSCfv2nDl6dOpUHQ0IsMuUtbbvatpUklQvLU1fTpumtV26KNHfX0P37tXHrVoRmAUAAADKWjkEZY8cOaKuXbvKz89Ps2fPVtu2bZWdna0vvvhCjz/+uH755ZcyvT4qF2rKAgBwhaurFBEhDR9ueS4YkJWk7n5+qhEcrMRmzbS7WTNbwHVX06bacPvtWtm7tzbcfrtd++4rfU/7+trOQ51ZAAAAwIEyMop+WF28ePX9DjB+/HgZDAZ9//33Gjp0qJo1a6ZWrVpp8uTJ2r59u63f0aNHNXjwYNWqVUs+Pj4aNmyYTp06Vex5IyIiNGnSJLu2IUOGaMyYMbbXjRo10ksvvaRRo0apVq1aatiwof7zn/8oJSXFdq02bdrohx9+sB3z3nvvyc/PT1988YXu7XGvfH181a9fP5lMpmLHcvbsWT3wwAOqX7++vLy81LRpUy1ZskSStGnTJhkMBp07d87WPzExUQaDQUeOHLG75vr169W8eXPVrFlTQ4cOVUZGhpYuXapGjRqpTp06euKJJ5STk2M7z7/+9S81bdpUnp6eCgwM1NChQ6/2o6gUCMoCAHAdXA0GLQgNlSSVpCJsvbQ0dTh4UB0OHrSrP9vh4EG1P3hQ2SdPanO+/2kBAAAAUAq1ahV+BAbm7Y+MLLqPg5w5c0bx8fF6/PHH5e3tXWi/n5+fJMlsNmvIkCE6c+aMvv32W23YsEG//fab7rvvvhsew7x589S1a1ft3r1b/fv318iRIzVq1Cg9+OCD2rVrl0JDQzVq1CiZ8yWFXLhwQXNj52rm6zP1zaZvdPToUU2dOrXYa0yfPl379u3Tf//7X+3fv19vvPGG6tWrd13jvHDhgl5//XWtWrVK8fHx2rRpk6KiovT555/r888/17Jly7R48WJ9/PHHkqQffvhBTz75pP7+97/rwIEDio+P15133lm6D6kCoXwBAADXKap+fX3cqpUmHjxoWbxr9GiZ/P0V4uGh+wMCtDIpydbeZ+dOTf3oI7vj89eZjRk9WqZu3cr7LQAAAABwoEOHDslsNuvWW2+9ar+vvvpKP/30kw4fPqyQkBBJ0rJly9SqVSvt3LlTt99+e6nHcM899yg6OlqS9MILL+iNN97Q7bffrnvvvVeS9PTTTys8PFynTp1SUFCQJCk7O1v/euNfSvdOV4egDpowYYL+/ve/F3uNo0ePqkOHDrrtttskWTJ0r1d2drbeeOMNNblSTmLo0KFatmyZTp06pVq1aqlly5bq2bOnvvnmG9133306evSovL29NWDAANWuXVsNGzZUhw4drvu6FY1TM2VfeeUV3X777apdu7YCAgI0ZMgQHThwwK6P2WxWTEyMgoOD5eXlpYiICO3du9euT2Zmpp544gnVq1dP3t7eGjRokI7nX6lFlvTqkSNHytfXV76+vho5cqRdOrVkmVgDBw6Ut7e36tWrpyeffFJZWVll8t4BAJVbVP36OtKunVa++KKaHzumlV266PAdd2h2kya29hwXF8Xed586xsWpY1ycHr3yjfOjU6fa2uIGDpTR3d3J7wYAAACo5M6fz3scOiRt2SJt2JC3PzbW0rZli2W/ta+DWLNPDYar30+3f/9+hYSE2AKyktSyZUv5+flp//79NzSGtm3b2rYDr2QJt2nTplBbcnKyra1mzZq24KgkGY1Gu/0FPfbYY1q1apXat2+vadOmaevWrdc9zoLXDAwMVKNGjVQrX+ZyYGCgbRyRkZFq2LChbrnlFo0cOVIffPCBLly4cN3XrWicGpT99ttv9fjjj2v79u3asGGDLl++rD59+igjX02P2bNna+7cuVq0aJF27typoKAgRUZG6s8//7T1mTRpkj799FOtWrVKW7Zs0fnz5zVgwAC72hMjRoxQYmKi4uPjFR8fr8TERI0cOdK2PycnR/3791dGRoa2bNmiVatW6ZNPPtGUKVPK58MAAFQ6rrVqKSIxUcO//loRRqNcr/wPmLU95p13iq0/u7tZMyU2aya34GB1v3IrEwAAAIBS8vbOezRpInXtKoWH5+3v3NnS1rWrZb+1r4M0bdpUBoPhmoFVs9lcZOC2uHZJcnFxsSs5IFmyTQtyc3OzbVvPVVRbbm5ukcdY+xS8Vn533323/vjjD02aNEknT55Ur169bOUOXFxcbO+lpOO0XrOoNus4a9eurV27dmnlypUyGo164YUX1K5du0LJlpWNU4Oy8fHxGjNmjFq1aqV27dppyZIlOnr0qBISEiRZfojz58/X888/r6ioKLVu3VpLly7VhQsXtGLFCklSWlqa3nnnHcXGxqp3797q0KGDli9frp9//llfffWVJMu3EPHx8Xr77bcVHh6u8PBwvfXWW1q/fr0tM/fLL7/Uvn37tHz5cnXo0EG9e/dWbGys3nrrLaWnpzvnAwIAVGpXqz9rfT0/NNQWzAUAAABQOdWtW1d9+/bVP//5T7tkQytrALFly5Y6evSojh07Ztu3b98+paWlqUWLFkWeu379+naLb+Xk5GjPnj2OfQPXoX79+hozZoyWL1+u+fPna/HixbZ2SXZjTUxMdMg1a9Sood69e2v27Nn66aefdOTIEW3cuNEh53aWClVTNi0tTZJlIkvS4cOHlZSUpD59+tj6eHh4qEePHtq6dauio6OVkJCg7Oxsuz7BwcFq3bq1tm7dqr59+2rbtm3y9fVV586dbX3uuOMO+fr6auvWrWrevLm2bdum1q1bKzg42Nanb9++yszMVEJCgnr27FlovJmZmcrMzLS9tgZv0zPTpcxC3ctUema63TNQGswjOApzKU9vHw+936yxnj58zK7+bLC7m15t1EC9fTz4nK6CuQRHYB7BUZhLcBTmEhylqs6lrKws5ZpzlZObo5zcnGsfUJzcHLle2cwJqC/dyLlKYOGihererbs6deqkmJgYtWnbRpcvX9ZXX32luDfjtGfvHvW8q6fatm2rEQ+M0Ny5c3X58mU9MeEJ3dnjTnXo2EE5uTnKNVsyRK3vPSIiQlOnTtXadWvVpEkTLZi/QOfOnZPZbLb7fKyfmd1HkJvXlv85JzfHlomaY86xPdvaivmsZsyYobCOYWrZqqUyMzO1bt063driVuXk5qjxLY0VEhKiGTNm6O8v/l2//vqrYmNji75mgXEXbDObzbb3t379eh0+fFjdu3dXnTp19N/P/6vc3FyFNg29sflxA6w/p/NZ55VlsC99WtL/HitMUNZsNmvy5Mnq1q2bWrduLUlKSkqSlFfzwiowMFB//PGHrY+7u7vq1KlTqI/1+KSkJAUEBBS6ZkBAgF2fgtepU6eO3N3dbX0KeuWVVzRz5sxC7SFzQyTPa77lMhEyL+TanYBrYB7BUZhL+blIvm00s5O/dOxFac/PGqncax8GScwlOAbzCI7CXIKjMJfgKFVtLjX0bqg3u76pi6cv3lDkyuXCRXW8sv2j4ZRyk8o4eO0lLfl8id59/V1NnDxRp5NPq07dOrq17a2a9OIk7U7aLUn6e9zf9drfXlOPHj3k4uKi8IhwTX1pqm1/0vkkXci+YHvd4Z4Ounv73Ro1apRca7hq+Njh6hDeQakXU219snKydDz9uO211e/nfre1nUw5KUn65fQvMieZ9UfaH8ox5+inUz9Jkn469ZN+P/e7JBU6j1VqZqqmPD1FJ4+dlKenp9p3bq/nFzxv6z9j4Qy9+uyr6tChg1q2a6mHJj+kZ6Kf0d6UvTrredZ2zfznL/h+JSn1YqrOZ57X7qTdSslN0bJ/L9OMmBnKvJSpmxvfrJf++ZKy/LOKHWeZuyydTjut/p/31x8Zf9jvu1SyUxjMVysUUY4ef/xxffbZZ9qyZYsaNGggSdq6dau6du2qkydPymg02vqOHTtWx44dU3x8vFasWKGHHnrILmNVshQBbtKkid588029/PLLWrp0aaFFxJo2bapHHnlEzzzzjMaNG6c//vhDX3zxhV0fd3d3vf/++7r//vsLjbmoTNmQkBAdSz4mHx+fG/5Mrkd6ZrpC5oXo2FPH5ONRvtdG1cE8giPknD+vH3vdI5O/v2osnq/eN93M7flOlP/n4bNksboE1KtUPw9+L8ERmEdwFOYSHIW5BEepqnMpKzNLp46fUqNGjeTpeQNZbxkZcvXxlSTlpKc5tIZsVWINzLYNbCtXg+u1D4AuXbqkI0eOKLBBoNw97BduTk9PV0hAiNLS0q4aH6wQmbJPPPGE1q5dq++++84WkJWkoKAgSZYs1vxB2eTkZFtWa1BQkLKysnT27Fm7bNnk5GR16dLF1ufUqVOFrpuSkmJ3nh07dtjtP3v2rLKzswtl0Fp5eHjIw8OjULuPh4/Tfhk689qoOphHKK3VKSmaePCwLk+fruh16xSXeFA1ks9rQWiooq7UF4K9nPPntblbN5n8/WVcvlzdg4IcFjQt9PPYmagawcGV8ufB7yU4AvMIjsJcgqMwl+AoVW0uXTJfUoohRa4urnJ1uYEgYW0f6UouIqHGq7hyA5+r4QY/72rE1cVVLgYX1XKvJU+PAl8cFA4VFsmpC32ZzWZNmDBBq1ev1saNG9W4cWO7/Y0bN1ZQUJA2bNhga8vKytK3335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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 1143955.1 +- 3334.6 (error 0.3%).\n", "Left 363413.2 +- 1671.6 (error 0.5%).\n", "Right 780541.9 +- 2885.3 (error 0.4%).\n", "Head 726826.4 +- 2364.0 (error 0.3%).\n", "Tail 417128.7 +- 4087.5 (error 1.0%).\n", "Tail Prop. 0.3646 +- 0.0037 (error 1.02%).\n", " \n", "Results for image 16\n", "Total 756160.6 +- 761.9.\n", "Left 294643.0 +- 509.7.\n", "Right 463298.1 +- 564.1.\n", "Head 589286.1 +- 720.8.\n", "Tail 161520.5 +- 1049.6.\n", "Prop 0.218 +- 0.001.\n", "Prop var 0.044.\n" ] }, { "data": { "image/png": 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0aVKtx+n3nnnmmQwfPjx1dXVZtGhR7rvvvkycOLHWY/Vr9957b5566in/2qBKzjrrrHz3u9/Nhg0b8q1vfSsdHR2ZNWtWXn311VqP1q+9+OKLWblyZU499dRs2LAhixYtyjXXXJPvfve7tR4NAABIMqTWA9D3SqVSj9uVSqXXGhwpPve5z+Xpp5/OP//zP9d6lAHhgx/8YFpbW/Paa69l7dq1ufzyy7N582bF7Lu0a9eufOELX8jGjRszbNiwWo8zIMyfP7/7v88444zMnDkzH/jAB/Kd73wnLS0tNZysfzt48GCmT5+er3zlK0mSqVOn5oc//GFWrlyZyy67rMbTAQAAzpQdwI4//vgMHjy411mxe/bs6XX2LBwJPv/5z+eBBx7II488khNOOKHW4wwIQ4cOzSmnnJLp06dn2bJl+fCHP5xvfvObtR6r39q2bVv27NmT5ubmDBkyJEOGDMnmzZuzfPnyDBkyJF1dXbUesd879thjc8YZZ+S5556r9Sj92rhx43r95cuECRN80ScAABwhlLID2NChQ9Pc3JxNmzb1WN+0aVNmzZpVo6mgt0qlks997nP5+7//+/zTP/1Tmpqaaj3SgFWpVNLZ2VnrMfqtc889N88880xaW1u7f6ZPn55LLrkkra2tGTx4cK1H7Pc6OzvT1taWcePG1XqUfm327Nl59tlne6z95Cc/yUknnVSjiQAAgF/m8gUDXEtLSy699NJMnz49M2fOzN1335329vYsWrSo1qP1W/v378/zzz/ffXvnzp1pbW3NcccdlxNPPLGGk/VfV199df72b/82//AP/5ARI0Z0n93d0NCQ3/iN36jxdP3X9ddfn/nz56exsTE///nPc++99+bRRx/N+vXraz1avzVixIhe1zo+9thjM2rUKNdAfpeuvfbaXHDBBTnxxBOzZ8+efOlLX0q5XM7ll19e69H6tSVLlmTWrFn5yle+kosvvjhPPvlk7r777tx99921Hg0AAIhSdsBbuHBhXn311dxyyy3ZvXt3Jk2alHXr1jlT5j3YunVr5s6d23377WseXn755Vm9enWNpurfVq5cmST5nd/5nR7rf/3Xf53PfOYzxQ80QLzyyiu59NJLs3v37jQ0NGTy5MlZv359Pvaxj9V6NOj28ssv5/d///ezd+/evP/978+MGTPyxBNP+P/Ue3TmmWfmvvvuy9KlS3PLLbekqakpd9xxRy655JJajwYAACQpVSqVSq2HAAAAAAA4WrimLAAAAABAgZSyAAAAAAAFUsoCAAAAABRIKQsAAAAAUCClLAAAAABAgZSyAAAAAAAFUsoCAAAAABRIKQsAAAAAUCClLAAAAABAgZSyAEegjo6OfP7zn8/JJ5+curq6NDY25oILLsjDDz9c07luuummTJkypaYzAAAAQH83pNYDANDTSy+9lNmzZ2fkyJH56le/msmTJ+eNN97Ihg0bcvXVV+fHP/5xrUcEAAAA3gNnygIcYa666qqUSqU8+eST+dSnPpXTTjstp59+elpaWvLEE08kSdrb23PhhRdm+PDhqa+vz8UXX5xXXnml+znePqN11apVOfHEEzN8+PD80R/9Ubq6uvLVr341Y8eOzejRo/PlL3+5x2vv27cvV155ZUaPHp36+vp89KMfzY4dO5Ikq1evzs0335wdO3akVCqlVCpl9erVheUCAAAAA4UzZQGOIP/5n/+Z9evX58tf/nKOPfbYXvePHDkylUolCxYsyLHHHpvNmzfnzTffzFVXXZWFCxfm0Ucf7d77wgsv5MEHH8z69evzwgsv5FOf+lR27tyZ0047LZs3b86WLVvy2c9+Nueee25mzJiRSqWST37ykznuuOOybt26NDQ05K/+6q9y7rnn5ic/+UkWLlyYf/u3f8v69evz0EMPJUkaGhqKigYAAAAGDKUswBHk+eefT6VSyYc+9KHD7nnooYfy9NNPZ+fOnWlsbEyS/M3f/E1OP/30/OAHP8iZZ56ZJDl48GBWrVqVESNGZOLEiZk7d26effbZrFu3LoMGDcoHP/jB3HbbbXn00UczY8aMPPLII3nmmWeyZ8+e1NXVJUm+/vWv5/7778/f/d3f5corr8zw4cMzZMiQjB07tu/DAAAAgAFKKQtwBKlUKkmSUql02D1tbW1pbGzsLmSTZOLEiRk5cmTa2tq6S9nf+q3fyogRI7r3jBkzJoMHD86gQYN6rO3ZsydJsm3btuzfvz+jRo3q8Xr//d//nRdeeOG9HxwAAACQRCkLcEQ59dRTUyqV0tbWlgULFhxyT6VSOWRp+6vrxxxzTI/7S6XSIdcOHjyY5K0za8eNG9fjEghvGzly5K93IAAAAMBh+aIvgCPIcccdl/PPPz933nlnXn/99V73v/baa5k4cWLa29uza9eu7vUf/ehH2bdvXyZMmPCuX3vatGnp6OjIkCFDcsopp/T4Of7445MkQ4cOTVdX17t+DQAAAEApC3DEWbFiRbq6uvKRj3wka9euzXPPPZe2trYsX748M2fOzHnnnZfJkyfnkksuyVNPPZUnn3wyl112Wc4555xMnz79Xb/ueeedl5kzZ2bBggXZsGFDXnrppWzZsiVf/OIXs3Xr1iRvXRJh586daW1tzd69e9PZ2VmtwwYAAICjhlIW4AjT1NSUp556KnPnzs0f//EfZ9KkSfnYxz6Whx9+OCtXrkypVMr999+f973vfTn77LNz3nnn5eSTT86aNWve0+uWSqWsW7cuZ599dj772c/mtNNOy6c//em89NJLGTNmTJLkoosuysc//vHMnTs373//+/O9732vGocMAAAAR5VS5e1vlQEAAAAAoM85UxYAAAAAoEBKWQAAAACAAillAQAAAAAKpJQFAAAAACiQUhYAAAAAoEBKWQAAAACAAillAQAAAAAKpJQFAAAAACiQUhYAAAAAoEBKWQAAAACAAillAQAAAAAKpJQFAAAAACjQ/wcY0ICFjqorRQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 17 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0018.bmp read.\n", " \n", "Image 17 with 8 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.921276935312022e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.650434848246863e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8465119449970014e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 372965.9 +- 790.7 (error 0.2%).\n", "Left 159972.3 +- 540.8 (error 0.3%).\n", "Right 212993.7 +- 576.8 (error 0.3%).\n", "Head 319944.5 +- 764.9 (error 0.2%).\n", "Tail 53021.4 +- 1100.1 (error 2.1%).\n", "Tail Prop. 0.1422 +- 0.0030 (error 2.09%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -6.629989874578276e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n", "Matrix singular (determinant = -2.7982621512276186e-36, error calculation failed.\n", "Matrix singular (determinant = 9.998136968101278e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.680268101406206e-51, error calculation failed.\n", "Matrix singular (determinant = -2.970411278873094e-51, error calculation failed.\n", "Matrix singular (determinant = 2.8178304497805907e-51, error calculation failed.\n", "Matrix singular (determinant = 3.7299230598511396e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.355643238712365e-84, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 683558.1 +- 1451.0 (error 0.2%).\n", "Left 286468.6 +- 905.6 (error 0.3%).\n", "Right 397089.6 +- 1133.7 (error 0.3%).\n", "Head 572937.2 +- 1280.8 (error 0.2%).\n", "Tail 110621.0 +- 1935.4 (error 1.7%).\n", "Tail Prop. 0.1618 +- 0.0029 (error 1.76%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.3049572352663265e-51, error calculation failed.\n", "Matrix singular (determinant = 1.7341983283339474e-51, error calculation failed.\n", "Matrix singular (determinant = 1.1607125883174608e-51, error calculation failed.\n", "Matrix singular (determinant = 1.182868510276468e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.525397512000401e-53, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 427783.3 +- 979.1 (error 0.2%).\n", "Left 175808.1 +- 581.1 (error 0.3%).\n", "Right 251975.3 +- 787.9 (error 0.3%).\n", "Head 351616.2 +- 821.8 (error 0.2%).\n", "Tail 76167.2 +- 1278.3 (error 1.7%).\n", "Tail Prop. 0.1781 +- 0.0030 (error 1.69%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.8241653309675085e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 3.344627821927334e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.2519907902946522e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.153117596534297e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.137436967774824e-60, error calculation failed.\n", "Matrix singular (determinant = 3.870122165681147e-55, error calculation failed.\n", "Matrix singular (determinant = -2.5833100406030603e-61, error calculation failed.\n", "Matrix singular (determinant = -3.424890093797131e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 803755.2 +- 1503.8 (error 0.2%).\n", "Left 333488.8 +- 1086.2 (error 0.3%).\n", "Right 470266.4 +- 1040.1 (error 0.2%).\n", "Head 666977.7 +- 1536.1 (error 0.2%).\n", "Tail 136777.5 +- 2149.7 (error 1.6%).\n", "Tail Prop. 0.1702 +- 0.0027 (error 1.58%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.290075005299886e-51, error calculation failed.\n", "Matrix singular (determinant = 8.293717018060657e-51, error calculation failed.\n", "Matrix singular (determinant = -7.761566836472095e-47, error calculation failed.\n", "Matrix singular (determinant = -2.1324469451961218e-38, error calculation failed.\n", "Matrix singular (determinant = -3.366904595482045e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.5120548369809012e-37, error calculation failed.\n", "Matrix singular (determinant = -6.782303919782885e-43, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.972087515437679e-53, error calculation failed.\n" ] }, { 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 475942.8 +- 1030.1 (error 0.2%).\n", "Left 201014.1 +- 712.0 (error 0.4%).\n", "Right 274928.8 +- 744.4 (error 0.3%).\n", "Head 402028.2 +- 1006.9 (error 0.3%).\n", "Tail 73914.7 +- 1440.4 (error 1.9%).\n", "Tail Prop. 0.1553 +- 0.0030 (error 1.96%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.658402921595377e-77, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.762918705758543e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 451580.3 +- 929.9 (error 0.2%).\n", "Left 216249.6 +- 662.3 (error 0.3%).\n", "Right 235330.7 +- 652.7 (error 0.3%).\n", "Head 432499.2 +- 936.6 (error 0.2%).\n", "Tail 19081.1 +- 1319.8 (error 6.9%).\n", "Tail Prop. 0.0423 +- 0.0029 (error 6.92%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.737047596719223e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.3122860710521165e-45, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1540612459548425e-51, error calculation failed.\n", "Matrix singular (determinant = -2.5463429595918723e-67, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.54340280525336e-61, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -9.544503749078694e-24, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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ylH/qVJm9YCM3blTkpk12j7m0LcGCqVPt9hd1c10aElJlvV2vFKdUfT1rAQAAAGe2Y4d9m4JLWSzS8ePW48LDqz8eDw8P5eXl2e4fPnxY7777rj744AO5XKah7ZIlS/Tcc88pKipKS5Ys0aRJk3TjjTfq3nvv1d///nc99thjmjx5sg4cOCCDwaALFy4oLCxMjz32mLy9vfXxxx9r0qRJatOmjXr37m0776pVq/TAAw/ov//9rywWi9LT03XzzTfLbDbLZDJJkj755BOdPXtW48ePLzO+c+fO6dlnn9WqVavk5uamGTNm6I9//KP++9//SpI+/fRT3X333XrppZfUv39//fzzz5o+fbokaf78+ZKkBg0a6KWXXlKrVq105MgRzZgxQ3PnztU///nPEtc7ceKEBg8erJ49e+qNN95Qw4Z1K4VZt54NAADFmHNzFXmFXrCxI0YoduTIMtsSNGvYUGZ/f2vPWH9/tTAatbSKe7qWJ87q6FkLAAAAODuzuWqPuxpff/213nnnHQ0cONA2lpubq9WrV6vZFf7/cNtttykyMlKS9NRTT+nll1/WDTfcoDvuuEOS9Nhjj6lv3746ffq0AgMDdc0112jOnDm2xz/00EOKi4vTe++9Z5eQDQkJ0cKFC+2u1aFDB61evVpz586VJK1cuVJ33HGHGjVqVGZ8eXl5Wr58ue3cq1atUseOHfX111+rV69eevbZZ/X4449rypQpkqQ2bdro6aef1ty5c20J2eJVwa1bt9bTTz+tBx54oERC9tChQ4qIiNDo0aP14osvylAHFzkmIQsAqLNMbm6aVY5esMn+/rbHFLUlMEhqYTTql86dtat/f2vP2H791D8wsMoqYysaZ1X2rAUAAADqgt+LPKvsuIratGmTGjVqpPz8fOXl5Wn06NFatmyZbX/Lli2vmIyVpK5du9q2AwICJEldunQpMZaSkqLAwEAVFBTohRde0L/+9S+dPHlSOTk5ysnJKbGYWM+ePUtc6/7779eKFSs0d+5cpaSk6OOPP9bWrVsvG1/Dhg3tznXdddfJ19dXSUlJ6tWrl+Lj47V37149++yztmMKCgp04cIFnTt3Tp6envr888/13HPP6YcfflBWVpby8/N14cIFZWdn2+I+f/68brrpJk2YMEEvvvjiFV83Z0VCFgBQZ/X39VXDoCAl+vvb9WctSroWuTS9WrwtgVuDBgrfv9864O0tVcOns1eKsyg5XFU9awEAAIC6on9/qUUL6wJepfWRNRis+/v3r57r33LLLXr55Zfl6uqqoKAgubq62u2/NEFaluKPK6oILW2ssLBQkhQTE6MlS5Zo6dKltr6sM2fOVG5u7hWvP3nyZD3++OPavXu3du/erVatWql/OV6g0ipVi8e1YMECjS1l9TR3d3f98ssvuu222/R///d/evrpp9WkSRPt3LlT9913n12LB6PRqEGDBunjjz/Wn//8Z7Vo0eKKcTkjFvUCANRZLgaDXgwJkVR60tUg6c/BwbrG1bVEW4L3O3Wq0rYEVxOndJU9a7Ozrf8SNRis2wAAAEAd4eIiFRVSXvrP5aL7S5daj6sOXl5eCgkJUcuWLUskY6vTjh07NHr0aN19993q1q2b2rRpo5+KrUFxOf7+/hozZoxWrlyplStX6p577rniY/Lz8+0WFTt48KAyMjJ03XXXSZJCQ0N18OBBhYSElLg1aNBA33zzjfLz8xUTE6M+ffqoffv2OnXqVInrNGjQQKtXr1ZYWJhuvfXWUo+pC0jIAgDqtLHNmun9Tp3KTLoubNtWR7t109qnn1aH48e1tl8/HenT52Iy1svL+lG7xWLddlCcNZUcBgAAAJzN2LHS++9L11xjP96ihXW8lKJNpxcSEqLNmzdr165dSkpKUmRkpJKTk8v9+Pvvv1+rVq1SUlKSre/r5bi6uuqhhx7SV199pYSEBN1zzz3q06ePevXqJcna9/att95SdHS0Dhw4oKSkJP3rX//SX/7yF0lS27ZtlZ+fr2XLlul///ufVq9erVdeeaXUa7m4uOjtt99Wt27ddOutt1boeTkLWhYAAOq8sc2aabSHh3b86U+l9oJ1MRiqvS1BVcRZWQUWi3Z06yazv79MWVnq7+lZ5X1wAQAAAEcaO1YaPVrascO6gJfJZG1TUF2VsY4WFRWlI0eOaMiQIfL09NT06dM1ZswYZWZmluvxgwYNkslkUqdOnRQUFHTF4z09PfXYY49p4sSJOnHihG666Sa98cYbtv1DhgzRpk2b9Ne//lULFy6Uq6urrrvuOt1///2SpO7du2vx4sX629/+pnnz5unmm2/W888/r8mTJ5d6vYYNG2rt2rW68847deutt2r79u1q3rx5uZ6bMzBYLKV12EBlZGVlycfHR5mZmfL29nZ0OOWWlZMlnxd8lPl4pryNzhM3wNxFhWRnS0Wrhp49a1/terl91aTM+VvFsaxPTdUjhw4pPzlZkRs3KnbkSDUMCtKLISFU3aJSeO+Fs2Luwlkxd+HMyjt/L1y4oCNHjqh169Zyd3evwQjrr3PnzikoKEhvvPFGqX1fi3vzzTc1c+ZMZWRk1ExwtUBBYYH2Je9Tj8Aecmngctk5Wpl8IC0LAACoobYENR3L+tRUjTtwQCfy8mRKS1P0qlUypaXpZE6Oxh04oPWpqVUUNAAAAABnUFhYqFOnTikqKko+Pj4aNWqUo0Oql2hZAABAXXBJZW2Bp6ceOXxYpX0NxiLrYmEzDx/W6KZNaV8AAAAA1BPHjh1T69at1aJFC7355ptq2JDUoCPwqgMA6oeiytM66tI+sQW5uco/dUo90tIkSaG/r7gaWmzlVbO/v3ZkZCjcz88hMQMAAACoWa1atVJFu5dOnTpVU6dOrZ6A6ikSsgAAODlbn9ioKEVu3KhZu3YpNyBAD23cqOhVq+yOfW3RItt29JQpMt90U02HCwAAAAD1GglZAACcWFGfWIukHr/3if2oXz/t8/dX7MiR+qhfP0nWytjXFi3S/XPmKKFdO0nWCtm1bm4OjB4AAAAA6h+HLur15ZdfauTIkQoKCpLBYNCGDRvs9k+dOlUGg8Hu1qdPH7tjcnJy9NBDD6lp06by8vLSqFGjdOLECbtjzpw5o0mTJsnHx0c+Pj6aNGlSiZXhjh07ppEjR8rLy0tNmzbVww8/rNzc3Op42gAAVIkCi6XMPrGSlOzvr33t22tf+/a2JGxCu3ba1769Etu3l2tQkPr7+tZYvAAAAAAABydks7Oz1a1bNy1fvrzMY4YOHSqz2Wy7ffLJJ3b7Z86cqQ8//FDr1q3Tzp07dfbsWY0YMUIFBQW2YyZOnKjExETFxcUpLi5OiYmJmjRpkm1/QUGBhg8fruzsbO3cuVPr1q3TBx98oNmzZ1f9kwYAoIrsyMiw9ok9dEg9Dh2y6xNbNBb4ew/Z4oqW8FoaEsKCXgAAAABQwxzasmDYsGEaNmzYZY8xGo0KDAwsdV9mZqZef/11rV69WoMGDZIkrVmzRsHBwdqyZYuGDBmipKQkxcXFac+ePerdu7ck6dVXX1Xfvn118OBBdejQQZ999pl++OEHHT9+XEFBQZKkmJgYTZ06Vc8++6y8vb1LvX5OTo5ycnJs97Oysqw/c7KknFIfUitl5WTZ/QScBXMXzqwq5u//zmUqshx9Yl+6716Z/f2tPWP9/RXk5qoXWrXQIG8jvz+oMN574ayYu3BWzF04s/LO39zcXBVaClVQWKCCwoLLHgvUhAJLwcWfhVJBYYEKLYU6m3tWuQb7b9RX5v251veQ3b59u5o3by5fX18NGDBAzz77rJo3by5Jio+PV15engYPHmw7PigoSJ07d9auXbs0ZMgQ7d69Wz4+PrZkrCT16dNHPj4+2rVrlzp06KDdu3erc+fOtmSsJA0ZMkQ5OTmKj4/XLbfcUmpszz//vBYsWFBiPHhxsOReVa9AzQleEuzoEIBKYe7CmV3V/PXppsCRUVfsE5v91SNav8Yis7+/zhx5Wjnff6dJKqyK8FGP8d4LZ8XchbNi7sKZXWn+tvRqqVdufEXnfz3vBJkq1Cffnv7WupEv/Zr5q4Z/Mly/ZP9if9CFip+3Vk/zYcOG6Y477lDLli115MgRRUVF6dZbb1V8fLyMRqOSk5Pl5uYmPz8/u8cFBAQoOTlZkpScnGxL4BbXvHlzu2MCAgLs9vv5+cnNzc12TGnmzZunWbNm2e5nZWUpODhYx2cdL7OqtjbKyslS8JJgHX/0uLyNzhM3wNxFCdnZ8va3friWlXZK8vJycEBlq4r5W2CxqHPC90r097frI1vUJ9YgKcjNVcnDt8vlIWtrgpSrDx31HO+9cFbMXTgr5i6cWXnnb25Ork6fOK1WTVvJ3d0JK9yc0L333KuMjAyt/3C9o0OpNrfeequ6d+uuxUsWV/ixBZYCfXv6W3UN6CoXg4suXLigo2eP6pvp38jNaL8wclZWloJfqNiHZrU6IXvnnXfatjt37qyePXuqZcuW+vjjjzV27NgyH2exWGQo1hPPUEp/vMoccymj0Sij0Vhi3Nvo7ZR/UTpr3ABzF0UK8hpoe7duMvv7y5Qj9fdrXOt7pF7t/F3Wrr3GHTigS59l0f2X2rWXn7tPpc8PlIX3Xjgr5i6cFXMXzuxK8/eC5YJSDalyaeAilwYuV3WtLVu26OGHH9ZLL71ka29ZXVJSUhQVFaX//Oc/On36tPz8/NStWzdFR0erb9++1Xrtq2UwGGQwGK769a7NDLqK5/j7FwpdDC62ednA0ECN3BrJ3XjJhwYlU4NX5NBFvSrKZDKpZcuW+un3RUsCAwOVm5urM2fO2B2XkpJiq3gNDAzU6dOnS5wrNTXV7phLK2HPnDmjvLy8EpWzAIDaaX1qqlrt368JUVE6GBysCbt2qdWePVqfmuro0KrV2GbN9H6nTrrG1dWuT2wLo1Hvd+qksc2aOTpEAAAAoEZYLBY98cQTSkpK0hNPPCGLxXLlB12FP/zhD9q/f79WrVqlQ4cO6aOPPlJ4eLjS09Or9bq1RV5enqNDcFpOlZBNS0vT8ePHZTKZJElhYWFydXXV5s2bbceYzWZ9//336vd7P72+ffsqMzNTX3/9te2Yr776SpmZmXbHfP/99zKbzbZjPvvsMxmNRoWFhdXEUwMAXIX1qakad+CATuTlyZSWpuhVq2RKS9PJnByNO3CgXiRlj3brprVPP60Ox49rbb9+OtKnD8lYAAAA1CufffaZ9u7dK0nau3evPvvss2q7VkZGhnbu3Km//e1vuuWWW9SyZUv16tVL8+bN0/Dhw23HZWZmavr06WrevLm8vb116623av/+/Xbn+uijj9SzZ0+5u7uradOmdt8KP3PmjCZPniw/Pz95enpq2LBhtkJFSXrzzTfl6+urTz/9VB07dlSjRo00dOhQuxxXQUGBZs2aJV9fX/n7+2vu3LklktVxcXG66aabbMeMGDFCP//8s23/0aNHZTAY9O677yo8PFzu7u5asWKFvL299f7779uda+PGjfLy8tJvv/1W6msXHh6uBx98UA8++KDten/5y1/sYsrNzdXcuXN1zTXXyMvLS71799b27dtt+9PS0jRhwgS1aNFCnp6e6tKli9auXXu5PzLFxcXJx8dHb731liTrulW9evWSl5eXfH19deONN+qXX3657DmqikMTsmfPnlViYqISExMlSUeOHFFiYqKOHTums2fPas6cOdq9e7eOHj2q7du3a+TIkWratKluv/12SZKPj4/uu+8+zZ49W1u3btW+fft09913q0uXLray9I4dO2ro0KGaNm2a9uzZoz179mjatGkaMWKEOnToIEkaPHiwrr/+ek2aNEn79u3T1q1bNWfOHE2bNs2pesECQH1UYLHokcOHVdpn30VjMw8fVkE1fzruaC6NGik8MVETtm5VuMlU61s1AAAAAFXJYrEoKipKLi7Wr6e7uLgoKiqq2qpkGzVqpEaNGmnDhg3KyckpM6bhw4crOTlZn3zyieLj4xUaGqqBAwfaqmiL2nIOHz7clpPq2bOn7RxTp07VN998o48++ki7d++WxWLRbbfdZledeu7cOS1atEirV6/Wl19+qWPHjmnOnDm2/TExMXrjjTf0+uuva+fOnUpPT9eHH35oF2t2drZmzZqlvXv3auvWrWrQoIFuv/12FRbaLwb82GOP6eGHH1ZSUpJuv/12/fGPf9TKlSvtjlm5cqXGjRunxo0bl/n6rVq1Sg0bNtRXX32ll156SUuWLNFrr71m23/PPffov//9r9atW6dvv/1Wd9xxh4YOHWpLRl+4cEFhYWHatGmTvv/+e02fPl2TJk3SV199Ver11q1bp/Hjx+utt97S5MmTlZ+frzFjxmjAgAH69ttvtXv3bk2fPv2yrUurlMWBPv/8c4us/1+2u02ZMsVy7tw5y+DBgy3NmjWzuLq6Wq699lrLlClTLMeOHbM7x/nz5y0PPvigpUmTJhYPDw/LiBEjShyTlpZmueuuuyyNGze2NG7c2HLXXXdZzpw5Y3fML7/8Yhk+fLjFw8PD0qRJE8uDDz5ouXDhQoWeT2ZmpkWSJTMzs1Kvh6NkXsi0KFqWzAvOFTfA3IXFYrF8np5uCXz/fUuP2FhLj9hYy31z5lgskuW+OXNsY4Hvv2/5PD3d0aHa5P/2m+Xzbt0s79x6q2XTL4ct+YWFjg4JKDfee+GsmLtwVsxdOLPyzt/z589bfvjhB8v58+crfa24uLhSc0xxcXGVPueVvP/++xY/Pz+Lu7u7pV+/fpZ58+ZZ9u/fb9u/detWi7e3d4n8Utu2bS2xsbEWi8Vi6du3r+Wuu+4q9fyHDh2ySLL897//tY39+uuvFg8PD8u7775rsVgslpUrV1okWQ4fPmw75h//+IclICDAdt9kMlleeOEF2/28vDxLixYtLKNHjy7zuaWkpFgkWb777juLxWKxHDlyxCLJsnTpUrvjvvrqK4uLi4vl5MmTFovFYklNTbW4urpatm/fXua5BwwYYOnYsaOlsNj/gx577DFLx44dLRaLxXL48GGLwWCwnbPIwIEDLfPmzSvzvLfddptl9uzZdtd55JFHLP/4xz8sPj4+lm3bttn2paWlWSSVGWd+Qb5l78m9lvyCfIvFcvk5Wpl8oEMX9QoPD7/sJxWffvrpFc/h7u6uZcuWadmyZWUe06RJE61Zs+ay57n22mu1adOmK14PAFC7mHNzFblxo6JXrbIbf23RItt29JQpMt90U02HVqr1qal65NAh5UdFKXLjRsXuTVTDkyl6MSSEFgMAAABAJViKVccWFBTYxouqZAcPHlwtlY9/+MMfNHz4cO3YsUO7d+9WXFycFi5cqNdee01Tp05VfHy8zp49K39/f7vHnT9/3tYOIDExUdOmTSv1/ElJSWrYsKF69+5tG/P391eHDh2UlJRkG/P09FTbtm1t900mk1JSUiRZWyaYzWa7RcYaNmyonj172uXkfv75Z0VFRWnPnj369ddfbZWxx44dU+fOnW3HFa/elaRevXqpU6dOeuutt/T4449r9erVuvbaa3XzzTdf9rXr06eP3Z9J3759FRMTo4KCAiUkJMhisah9+/Z2j8nJybG9lgUFBXrhhRf0r3/9SydPnlROTo5ycnLk5eVl95gPPvhAp0+f1s6dO9WrVy/beJMmTTR16lQNGTJEERERGjRokMaPH29rk1rdHJqQBQDgapnc3DRr5Eh99Htf8NCfftJrixbp/jlzlNCunSTJ7O+vtW5ujgxT0sVetxZJPX7vdftRv35K9PfXuAMHWIQLAAAAqITivWOLKygosPWSHTJkSLVc293dXREREYqIiNBTTz2l+++/X/Pnz9fUqVNVWFgok8lk1/u0iK+vryTJw8OjzHOXVcRosVjskpmurq52+w0GQ4VbNYwcOVLBwcF69dVXFRQUpMLCQnXu3Fm5ubl2x12a8JSk+++/X8uXL9fjjz+ulStX6p577rmqBHhhYaFcXFwUHx9va0FRpFGjRpKsbRiWLFmipUuXqkuXLvLy8tLMmTNLxNu9e3clJCRo5cqVuuGGG+ziWrlypR5++GHFxcXpX//6l/7yl79o8+bN6tOnT6VjLy+nWtQLAIBL9ff1VcOgICW2b6997dvbkrAJ7dppX/v2SmzfXq5BQer/+z94HIVetwAAAEDVK6qObdCg9BRXgwYNqrWX7KWuv/56ZWdnS5JCQ0OVnJyshg0bKiQkxO7WtGlTSVLXrl21devWMs+Vn59v1xc1LS1Nhw4dUseOHcsVj4+Pj0wmk/bs2WMby8/PV3x8vN05k5KS9Je//EUDBw5Ux44ddebMmXI/57vvvlvHjh3TSy+9pAMHDmjKlClXfEzxeIrut2vXTi4uLurRo4cKCgqUkpJS4nULDAyUJO3YsUOjR4/W3XffrW7duqlNmzZ2i50Vadu2rT7//HP9+9//1kMPPVRif48ePTRv3jzt2rVLnTt31jvvvFPu5301qJAFADg1F4NBL4aEaNyBA7r0M9ii+0tDQhy+yNWOjAzlnzqlHmlpkqyVvMV/StZK3h0ZGQr383NIjAAAAICzyc3N1bFjx0osPlWksLBQx48fV25uroxGY5VdNy0tTXfccYfuvfdede3aVY0bN9Y333yjhQsXavTo0ZKkQYMGqW/fvhozZoz+9re/qUOHDjp16pQ++eQTjRkzRj179tT8+fM1cOBAtW3bVn/84x+Vn5+v//znP5o7d67atWun0aNHa9q0aYqNjVXjxo31+OOP65prrrFdozweeeQRvfDCC2rXrp06duyoxYsXKyMjw7bfz89P/v7+WrFihUwmk44dO6bHH3+83Of38/PT2LFj9ec//1mDBw9WixYtrviY48ePa9asWYqMjFRCQoKWLVummJgYSVL79u111113afLkyYqJiVGPHj3066+/atu2berSpYtuu+02hYSE6IMPPtCuXbvk5+enxYsXKzk5udREdfv27fX5558rPDxcDRs21NKlS3XkyBGtWLFCo0aNUlBQkA4ePKhDhw5p8uTJ5X7eV4OELADA6Y1t1kzvd+qkRw4dktnf39oz1t9fLYxGLa0lvVmdrdctAAAA4AyMRqP27t2r1NTUMo9p3rx5lSZjJetX53v37q0lS5bo559/Vl5enoKDgzVt2jQ98cQTkqytAz755BM9+eSTuvfee5WamqrAwEDdfPPNCggIkGRdX+m9997T008/rRdeeEHe3t52/VdXrlypRx55RCNGjFBubq5uvvlmffLJJyXaFFzO7NmzZTabNXXqVDVo0ED33nuvbr/9dmVmZkqyVhGvW7dODz/8sDp37qwOHTropZdeUnh4eLmvcd999+mdd97RvffeW67jJ0+erPPnz6tXr15ycXHRQw89pOnTp9s972eeeUazZ8/WyZMn5e/vr759++q2226TJEVFRenIkSMaMmSIPD09NX36dI0ZM8b2nC7VoUMHbdu2TeHh4XJxcdHcuXP1448/atWqVUpLS5PJZNKDDz6oyMjIcj/nq2Gw1FTNdj2QlZUlHx8fZWZmytvb29HhlFtWTpZ8XvBR5uOZ8jY6T9wAcxeXKjh7Vjtuuklmf3+Z1qxR/8BAh1fGFtl+5owmbNsmU7EK2VJ73d56KxWyqNV474WzYu7CWTF34czKO38vXLigI0eOqHXr1nJ3d6/BCFFV3n77bT3yyCM6deqU3K6wfkd4eLi6d++upUuX1kxwlVBQWKB9yfvUI7CHXBq4XHaOViYfSIUsAKDOcDEYFL5/v/WOt7dUS5KxUrFet/7+dn1ki3rdGiS1MBod3usWAAAAAMrr3LlzOnLkiJ5//nlFRkZeMRkLKxb1AgDUHV5eksVivZWy+qcjFfW6lVSre90CAAAAQHktXLhQ3bt3V0BAgObNm+focJwGFbIAANQQZ+h1CwAAAADlFR0drejo6Ao9Zvv27dUSizMhIQsAQA0a26yZRnt4aMef/iSzv79eu6G7hga3oTIWAAAAAOoJErIAANQwl0aNFPrVl9YFDgKakYwFAAAAgHqEHrIAAFSH7GzromIGg3W7mIICaccXLtJ3f9SOL1xUUOCgGAEAAAAANY6ELAAA1aDAYtH2bt209tZbtT0rSwUWiyRp/XqpVStpxBAv6YO1GjHES61aWccBAAAAAHUfCVkAAKrY+tRUtdq/XxOionQwOFgTdu1Sqz17NHdlpsaNk06csD/+5Elp3DiSsgAAAMBVucy31IDahIQsAACVVco/+NanpmrcgQM6kZcnU1qaoletkiktTSfO5ejvjxll+b1StriioZkzRfsCAAAAAKjjSMgCAFBJl7YlyC0s1COHD6tkylXSd75Sqruk0hfwslik48elHTuqMWAAAAAAtU50dLS6d+/u6DBQg0jIAgBQCaW1Jbhm927lnzqlHocOqcehQwr96SdJUuhPP6nH94fVQwkKlPmy5zVffjcAAACA8khOrqHLJOuhhx5SmzZtZDQaFRwcrJEjR2rr1q01cn04p4aODgAAAGdT1JbAIqnH720JPurXT/v8/TV/40ZFr1pld/xrixbZtqM1XwsUXea5TaZqCroysrOlRo2s22fPSl5ejo0HAAAAKK/kZKlt22q9xNGjR3XjjTfK19dXCxcuVNeuXZWXl6dPP/1Uf/rTn/Tjjz9W6/XhvKiQBQCgAgoslrLbEkiKHTlSobGxCo2N1f1z5kiS7p8zR6EvxyrUd5diNb3UxxkMUnCw1L9/NQVeCZe2ZCgopf8tAAAA4DDZ2SVvRc6fv/z+KjBjxgwZDAZ9/fXXGjdunNq3b69OnTpp1qxZ2rNnj+24Y8eOafTo0WrUqJG8vb01fvx4nT59uszzhoeHa+bMmXZjY8aM0dSpU233W7VqpWeeeUaTJ09Wo0aN1LJlS/373/9Wamqq7VpdunTRN998Y3vMm2++KV9fX3366afq2LGjGjVqpKFDh8p8ma/pnTlzRnfddZeaNWsmDw8PtWvXTitXrpQkbd++XQaDQRkZGbbjExMTZTAYdPToUbtrbtq0SR06dJCnp6fGjRun7OxsrVq1Sq1atZKfn58eeughFRRbUOOf//yn2rVrJ3d3dwUEBGjcuHGX+6NwOiRkAQCogB0ZGWW3JTh0SKa0NJn9/bWvfXsltGsnSUpo1077rmuvfY82VrJMMhjsE5uG39vKLl0qubjU5LMpW2ktGVrt2aP1qamODg0AAACwatTI/hYQcHFfRETJ/UXf/qoC6enpiouL05/+9Cd5lfJNMl9fX0mSxWLRmDFjlJ6eri+++EKbN2/Wzz//rDvvvPOqY1iyZIluvPFG7du3T8OHD9ekSZM0efJk3X333UpISFBISIgmT55st7DwuXPntGjRIq1evVpffvmljh07pjm/F5KUJioqSj/88IP+85//KCkpSS+//LKaNm1aoTjPnTunl156SevWrVNcXJy2b9+usWPH6pNPPtEnn3yi1atXa8WKFXr//fclSd98840efvhh/fWvf9XBgwcVFxenm2++uXIvUi1FywIAACrAnJuryCu1JZgyRQuKfXot/b6U182/as4bWVr7lI9OnLi4r0ULazJ27NhqC7tMBWfPasdNN8ns7y/TmjXqHxiof//6a6ktGRL9/TXuwAG936mTxjZrVvPBAgAAALXE4cOHZbFYdN111132uC1btujbb7/VkSNHFBwcLElavXq1OnXqpL179+qGG26odAy33XabIiMjJUlPPfWUXn75Zd1www264447JEmPPfaY+vbtq9OnTyswMFCSlJeXp1deeUVtf2/n8OCDD+qvf/1rmdc4duyYevTooZ49e0qyVuZWVF5enl5++WXbNceNG6fVq1fr9OnTatSoka6//nrdcsst+vzzz3XnnXfq2LFj8vLy0ogRI9S4cWO1bNlSPXr0qPB1azMSsgAAVIDJzU2zRo7UR/36SbJWxr62aJHunzPHVhFr9vdXs4YNZfb3V/SUKTL7+6uF0ailISEaG+6j5ydLcVuzNWLF/do0/TUNHejlkMrY9ampeuTQIeVHRSly40bN2rVLLiaTLhQWltqSwSJrYnnm4cMa3bSpXIpKewEAAABHOHvW+jM52Xo7f95aGStJMTFS797W7cBA660KFVWdGq7wb+KkpCQFBwfbkrGSdP3118vX11dJSUlXlZDt2rWrbTvg9+rgLl26lBhLSUmxJWQ9PT1tiVFJMplMSklJKfMaDzzwgP7whz8oISFBgwcP1pgxY9Tv9/8Lldel1wwICFCrVq3UqFjFckBAgC2OiIgItWzZUm3atNHQoUM1dOhQ3X777fL09KzQdWszErIAAFRAf19fNQwKUqK/v13SMqFdO+1r314GSS2MRv3Su7d2ZWbKfNNNWuvmpv6+vrYEpouL1H9AgbR7nfoPiHVYMrashckC09LUIy1NkuxaMhQx+/trR0aGwv38aj5wAAAAoEhRq4C2ba234j1ie/eWbryx2i7drl07GQwGJSUlacyYMWUeZ7FYSk3aljUuSQ0aNLBrMyBZq0wv5erqatsuOldpY4WFhaU+puiYS69V3LBhw/TLL7/o448/1pYtWzRw4ED96U9/0qJFi9SgQQPbcylvnEXXLG2sKM7GjRsrISFB27dv12effaannnpK0dHR2rt3r60VhLOjhywAABXgYjDoxZAQSb+3ISim6P7SkBC5NWigcD8/TQgIULifX62qJr3SwmSRGzcqITJSCZGRtlYMry1aZBuL3LhR5tzcmgsYAAAAqGWaNGmiIUOG6B//+IeyS1ksrGihq+uvv17Hjh3T8ePHbft++OEHZWZmqmPHjqWeu1mzZnYLbRUUFOj777+v2idQAc2aNdPUqVO1Zs0aLV26VCtWrLCNS7KLNTExsUqu2bBhQw0aNEgLFy7Ut99+q6NHj2rbtm1Vcu7agApZAAAqaGyzZnq/Uyc9cuhQ6W0Janl/VdvCZGVUwe7q1EmDFy7Urz4+ZbZkWOvm5pjgAQAAgPKo4hYFpfnnP/+pfv36qVevXvrrX/+qrl27Kj8/X5s3b9bLL7+spKQkDRo0SF27dtVdd92lpUuXKj8/XzNmzNCAAQNsfVkvdeutt2rWrFn6+OOP1bZtWy1ZssSW4K1pTz31lMLCwtSpUyfl5ORo06ZNtkRySEiIgoODFR0drWeeeUY//fSTYmJirvqamzZt0v/+9z/dfPPN8vPz0yeffKLCwkJ16NDhqs9dW5CQBQCgEsY2a6bRTZtqR0ZGqW0JarPKLEx2aUuG/nXkq0IAAACoo2ogIdu6dWslJCTo2Wef1ezZs2U2m9WsWTOFhYXp5ZdflmT9Kv6GDRv00EMP6eabb1aDBg00dOhQLVu2rMzz3nvvvdq/f78mT56shg0b6tFHH9Utt9xS7c+nNG5ubpo3b56OHj0qDw8P9e/fX+vWrZNkbUWwdu1aPfDAA+rWrZtuuOEGPfPMM7ZFxSrL19dX69evV3R0tC5cuKB27dpp7dq16tSpU1U8pVrBYLlcowhUSFZWlnx8fJSZmSlvb29Hh1NuWTlZ8nnBR5mPZ8rb6DxxA8xdODNHzt/tZ85owrZtMhWrkC2tCjbZ3189Dh1SQmSkQmNjldi+vSTp/U6dan0VMKoP771wVsxdOCvmLpxZeefvhQsXdOTIEbVu3Vru7u6Vv2B2tlS0UNTZsxd7zAIVVFBYoH3J+9QjsIdcGrhcdo5WJh9IhSwAAPVMeRYma9KwoVoYDE7ZkgEAAAD1lJeXRN0hnAAJWQAA6pmihcnGHThQ5sJkKzp0cNqWDAAAAABQm5GQBQCgHirvwmThfn4OjhQAAAAA6hYSsgAA1FNXszBZwdmz2nHTTTL7+8u0Zo36BwZSPQsAAICrwjJHqK2qem42qNKzAQAAp+JiMCjcz08TAgIU7udXrqTq+tRUtdq/XxOionQwOFgTdu1Sqz17tD41tQYiBgAAQF3j6uoqSTp37pyDIwFKVzQ3i+bq1aJCFgBQ46iudF7rU1M17sABWST1SEtT9KpV+qhfPyX6+2vcgQN6v1MnFv0CAABAhbi4uMjX11cpKSmSJE9PTxn4/wEcqKCwQMqXzp8/r5wLOUpJSZGvr69cXFyq5PwkZAEANWp9aqoeOXRI+VFRity4UbN27VLDoCC9WKxvKWqnAotFjxw+rNK+rGORdUGwmYcPa3TTpiTYAQAAUCGBgYGSZEvKAo5UaCnUr5m/6pezv6iBoYF8fX1tc7QqkJAFANQYqiud246MDOWfOqUeaWmSpNCffrL7KUlmf3/tyMhgMTAAAABUiMFgkMlkUvPmzZWXl+focFDPnc09q+GfDNc307+Rn5dflVXGFiEhCwCoEVRXOj9zbq4iN25U9KpVduOvLVpk246eMkXmm26q6dAAAABQR7i4uFR58guoqFxDrn7J/kVuRrdqmY8kZAEANYLqSudncnPTrJEj9VG/fpKsf3avLVqk++fMUUK7dpKsf4Zr3dwcGSYAAAAA1GokZAEANYLqSufX39dXDYOClOjvb1fpnNCunfa1by+DpBZGo/r7+jooQgAAAACo/UjIAgBqBNWVzs/FYNCLISEad+CALm0qUXR/aUgILScAAAAA4DJIyAIAagTVlXXD2GbN9H6nTnrk0CGZ/f2tVc3+/mphNGppSAiLsgEAAADAFZCQBQDUCKor646xzZppdNOm2pGRIfNNN2mtm5v6+/ryZwcAAAAA5UBCFgBQY6iurDtcDAYWXwMAAACASiAhCwCoUVRXAgAAAADqMxKyAIAaR3UlAAAAAKC+auDoAAAAAAAAAACgviAhCwAAAAAAAAA1hIQsAAAAAAAAANQQErIAAAAAAAAAUEMcmpD98ssvNXLkSAUFBclgMGjDhg22fXl5eXrsscfUpUsXeXl5KSgoSJMnT9apU6fszhEeHi6DwWB3++Mf/2h3zJkzZzRp0iT5+PjIx8dHkyZNUkZGht0xx44d08iRI+Xl5aWmTZvq4YcfVm5ubnU9dQAAAAAAAAD1kEMTstnZ2erWrZuWL19eYt+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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 598737.0 +- 1342.8 (error 0.2%).\n", "Left 244032.3 +- 920.1 (error 0.4%).\n", "Right 354704.7 +- 977.9 (error 0.3%).\n", "Head 488064.6 +- 1301.3 (error 0.3%).\n", "Tail 110672.4 +- 1869.9 (error 1.7%).\n", "Tail Prop. 0.1848 +- 0.0032 (error 1.70%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.1812368888787206e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.7199615328567275e-36, error calculation failed.\n", "Matrix singular (determinant = -2.2726162720290685e-23, error calculation failed.\n", "Matrix singular (determinant = -6.578390085991825e-59, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -5.616599373852591e-60, error calculation failed.\n", "Matrix singular (determinant = -3.988685557082371e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 821255.0 +- 1295.1 (error 0.2%).\n", "Left 379396.3 +- 911.9 (error 0.2%).\n", "Right 441858.7 +- 919.6 (error 0.2%).\n", "Head 758792.6 +- 1289.6 (error 0.2%).\n", "Tail 62462.4 +- 1827.6 (error 2.9%).\n", "Tail Prop. 0.0761 +- 0.0022 (error 2.93%).\n", " \n", "Results for image 17\n", "Total 516243.2 +- 383.2.\n", "Left 221009.9 +- 257.5.\n", "Right 293858.0 +- 280.6.\n", "Head 442019.7 +- 364.1.\n", "Tail 69178.0 +- 529.8.\n", "Prop 0.133 +- 0.001.\n", "Prop var 0.052.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 18 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0019.bmp read.\n", " \n", "Image 18 with 6 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.833039598452821e-56, error calculation failed.\n", "Matrix singular (determinant = 3.0515968773799567e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.7942845839899023e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.02294028934941e-51, error calculation failed.\n", "Matrix singular (determinant = 1.3089899496699947e-53, error calculation failed.\n", "Matrix singular (determinant = 3.2938760246423484e-52, error calculation failed.\n", "Matrix singular (determinant = 1.7516938354452745e-52, error calculation failed.\n", "Matrix singular (determinant = -5.140075728233521e-62, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.9443458053838087e-52, error calculation failed.\n", "Matrix singular (determinant = -2.6526352739829034e-53, error calculation failed.\n", "Matrix singular (determinant = 1.915449798720954e-51, error calculation failed.\n", "Matrix singular (determinant = 8.281211497630112e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 226391.3 +- 619.2 (error 0.3%).\n", "Left 114367.4 +- 388.8 (error 0.3%).\n", "Right 112023.9 +- 481.9 (error 0.4%).\n", "Head 228734.8 +- 549.9 (error 0.2%).\n", "Tail -2343.5 +- 828.1 (error -35.3%).\n", "Tail Prop. -0.0104 +- 0.0037 (error -35.34%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.3662084728021634e-52, error calculation failed.\n", "Matrix singular (determinant = 2.409471508548122e-52, error calculation failed.\n", "Matrix singular (determinant = 6.0816687899315665e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 8.141979010680348e-53, error calculation failed.\n", "Matrix singular (determinant = 1.4494920005106315e-51, error calculation failed.\n", "Matrix singular (determinant = 2.864108893190965e-51, error calculation failed.\n", "Matrix singular (determinant = 6.312321481623949e-53, error calculation failed.\n", "Matrix singular (determinant = 5.1299169723088455e-52, error calculation failed.\n", "Matrix singular (determinant = 1.3507446586245973e-52, error calculation failed.\n", "Matrix singular (determinant = 4.198389598211598e-51, error calculation failed.\n", "Matrix singular (determinant = 1.589614194511836e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1445572074267383e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.948195262594461e-53, error calculation failed.\n", "Matrix singular (determinant = -1.6677729239626084e-34, error calculation failed.\n", "Matrix singular (determinant = -6.051805822070879e-38, error calculation failed.\n", "Matrix singular (determinant = -1.8638730908534546e-78, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.0256762557031595e-75, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 381086.8 +- 811.4 (error 0.2%).\n", "Left 167761.0 +- 466.4 (error 0.3%).\n", "Right 213325.9 +- 663.9 (error 0.3%).\n", "Head 335521.9 +- 659.5 (error 0.2%).\n", "Tail 45564.9 +- 1045.6 (error 2.3%).\n", "Tail Prop. 0.1196 +- 0.0028 (error 2.30%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.9113315760446453e-51, error calculation failed.\n", "Matrix singular (determinant = -1.6507348085924456e-23, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.5265044856695414e-35, error calculation failed.\n", "Matrix singular (determinant = -8.729352083275347e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.939792035098269e-79, error calculation failed.\n", "Matrix singular (determinant = -4.079041321455335e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n", "Matrix singular (determinant = -4.793946516565736e-85, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 614322.4 +- 1030.7 (error 0.2%).\n", "Left 251003.4 +- 616.6 (error 0.2%).\n", "Right 363319.0 +- 825.9 (error 0.2%).\n", "Head 502006.9 +- 872.1 (error 0.2%).\n", "Tail 112315.5 +- 1350.2 (error 1.2%).\n", "Tail Prop. 0.1828 +- 0.0022 (error 1.21%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.8530947959903145e-85, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.973788398720829e-62, error calculation failed.\n", "Matrix singular (determinant = -9.159984442367417e-61, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.2464428293029671e-85, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 426413.3 +- 897.3 (error 0.2%).\n", "Left 158165.7 +- 467.7 (error 0.3%).\n", "Right 268247.6 +- 765.7 (error 0.3%).\n", "Head 316331.4 +- 661.4 (error 0.2%).\n", "Tail 110081.8 +- 1114.7 (error 1.0%).\n", "Tail Prop. 0.2582 +- 0.0027 (error 1.03%).\n", "Matrix singular (determinant = -7.506351727914657e-84, error calculation failed.\n", "Matrix singular (determinant = -1.7752086426335976e-52, error calculation failed.\n", "Matrix singular (determinant = -1.3905369671794583e-37, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 6.629777736479183e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 688416.8 +- 1113.1 (error 0.2%).\n", "Left 296716.3 +- 703.9 (error 0.2%).\n", "Right 391700.6 +- 862.3 (error 0.2%).\n", "Head 593432.5 +- 995.5 (error 0.2%).\n", "Tail 94984.3 +- 1493.3 (error 1.6%).\n", "Tail Prop. 0.1380 +- 0.0022 (error 1.58%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 790055.4 +- 1427.0 (error 0.2%).\n", "Left 313090.4 +- 770.2 (error 0.2%).\n", "Right 476965.0 +- 1201.3 (error 0.3%).\n", "Head 626180.8 +- 1089.2 (error 0.2%).\n", "Tail 163874.6 +- 1795.2 (error 1.1%).\n", "Tail Prop. 0.2074 +- 0.0023 (error 1.11%).\n", " \n", "Results for image 18\n", "Total 423311.0 +- 362.5.\n", "Left 182553.6 +- 212.6.\n", "Right 238778.0 +- 291.3.\n", "Head 365107.2 +- 300.7.\n", "Tail 62858.3 +- 472.2.\n", "Prop 0.165 +- 0.001.\n", "Prop var 0.093.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "File index 19 name C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch\\0020.bmp read.\n", " \n", "Image 19 with 10 comets.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.583921627809541e-51, error calculation failed.\n", "Matrix singular (determinant = 2.8328486032788887e-52, error calculation failed.\n", "Matrix singular (determinant = 3.20413801704635e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.399325164695363e-87, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 0.\n", "Total 789512.0 +- 3331.4 (error 0.4%).\n", "Left 384215.1 +- 2289.1 (error 0.6%).\n", "Right 405296.9 +- 2420.4 (error 0.6%).\n", "Head 768430.2 +- 3237.3 (error 0.4%).\n", "Tail 21081.8 +- 4645.2 (error 22.0%).\n", "Tail Prop. 0.0267 +- 0.0059 (error 22.04%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.782414737946614e-82, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.045073027657678e-51, error calculation failed.\n", "Matrix singular (determinant = 9.261237217132007e-52, error calculation failed.\n", "Matrix singular (determinant = 1.6955989589069692e-52, error calculation failed.\n", "Matrix singular (determinant = 8.769800439690757e-52, error calculation failed.\n", "Matrix singular (determinant = 7.455945700058509e-51, error calculation failed.\n", "Matrix singular (determinant = 2.1373616630204122e-51, error calculation failed.\n", "Matrix singular (determinant = 5.745655974712936e-52, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 1.\n", "Total 980068.1 +- 1548.7 (error 0.2%).\n", "Left 393519.5 +- 1004.4 (error 0.3%).\n", "Right 586548.6 +- 1178.8 (error 0.2%).\n", "Head 787039.1 +- 1420.4 (error 0.2%).\n", "Tail 193029.1 +- 2101.4 (error 1.1%).\n", "Tail Prop. 0.1970 +- 0.0022 (error 1.10%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.947699099602316e-56, error calculation failed.\n", "Matrix singular (determinant = 8.581656340375263e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.354044018144068e-51, error calculation failed.\n", "Matrix singular (determinant = 4.707337329263422e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.3465516390020463e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.312057594678229e-37, error calculation failed.\n", "Matrix singular (determinant = 5.959935151423883e-79, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.999407369142968e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 2.\n", "Total 668901.0 +- 2182.0 (error 0.3%).\n", "Left 286711.0 +- 1560.0 (error 0.5%).\n", "Right 382190.1 +- 1525.6 (error 0.4%).\n", "Head 573421.9 +- 2206.2 (error 0.4%).\n", "Tail 95479.1 +- 3103.0 (error 3.2%).\n", "Tail Prop. 0.1427 +- 0.0047 (error 3.27%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.1291673297941618e-35, error calculation failed.\n", "Matrix singular (determinant = 7.375121637812494e-51, error calculation failed.\n", "Matrix singular (determinant = -6.138351766465947e-23, error calculation failed.\n", "Matrix singular (determinant = -4.7171767604785723e-23, error calculation failed.\n", "Matrix singular (determinant = -4.7171767604785723e-23, error calculation failed.\n", "Matrix singular (determinant = -1.0607064670817228e-45, error calculation failed.\n", "Matrix singular (determinant = -7.139489938900231e-35, error calculation failed.\n", "Matrix singular (determinant = -2.5674208071356743e-86, error calculation failed.\n", "Matrix singular (determinant = -1.7424500247620403e-23, error calculation failed.\n", "Matrix singular (determinant = -1.6602404341550637e-48, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.3918224068799294e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.3989575529174385e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.499014816887238e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 3.\n", "Total 309284.8 +- 1129.4 (error 0.4%).\n", "Left 129526.3 +- 660.3 (error 0.5%).\n", "Right 179758.5 +- 916.3 (error 0.5%).\n", "Head 259052.5 +- 933.8 (error 0.4%).\n", "Tail 50232.3 +- 1465.5 (error 2.9%).\n", "Tail Prop. 0.1624 +- 0.0048 (error 2.94%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 9.631783558061708e-52, error calculation failed.\n", "Matrix singular (determinant = 3.63597087640056e-51, error calculation failed.\n", "Matrix singular (determinant = 1.2254521357460216e-51, error calculation failed.\n", "Matrix singular (determinant = 3.150230732781725e-51, error calculation failed.\n", "Matrix singular (determinant = 3.7119477630283596e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -4.387493342760917e-47, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 4.\n", "Total 1213401.6 +- 4483.3 (error 0.4%).\n", "Left 537592.7 +- 3160.0 (error 0.6%).\n", "Right 675808.9 +- 3180.3 (error 0.5%).\n", "Head 1075185.4 +- 4468.9 (error 0.4%).\n", "Tail 138216.2 +- 6330.2 (error 4.6%).\n", "Tail Prop. 0.1139 +- 0.0052 (error 4.59%).\n", "Matrix singular (determinant = 2.4945166372578832e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.150336129476272e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 1.7485200494562256e-52, error calculation failed.\n", "Matrix singular (determinant = 1.9690055023355866e-52, error calculation failed.\n", "Matrix singular (determinant = 6.687057865691049e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.496343611905856e-51, error calculation failed.\n", "Matrix singular (determinant = -1.853185694441634e-55, error calculation failed.\n", "Matrix singular (determinant = -2.443763926206667e-52, error calculation failed.\n", "Matrix singular (determinant = -4.732253388696938e-34, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 5.\n", "Total 1212887.7 +- 4000.9 (error 0.3%).\n", "Left 532203.9 +- 2761.6 (error 0.5%).\n", "Right 680683.8 +- 2894.9 (error 0.4%).\n", "Head 1064407.8 +- 3905.5 (error 0.4%).\n", "Tail 148479.9 +- 5591.1 (error 3.8%).\n", "Tail Prop. 0.1224 +- 0.0046 (error 3.78%).\n", "Matrix singular (determinant = 2.2329277843632212e-51, error calculation failed.\n", "Matrix singular (determinant = 1.6763487091990988e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.821816071069473e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -8.648075320987717e-62, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 6.\n", "Total 726246.7 +- 3211.8 (error 0.4%).\n", "Left 316834.7 +- 2325.1 (error 0.7%).\n", "Right 409411.9 +- 2215.8 (error 0.5%).\n", "Head 633669.4 +- 3288.1 (error 0.5%).\n", "Tail 92577.2 +- 4596.5 (error 5.0%).\n", "Tail Prop. 0.1275 +- 0.0064 (error 4.98%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 5.163611404821569e-52, error calculation failed.\n", "Matrix singular (determinant = 9.887342470170671e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4355592432117357e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.773015386872538e-52, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -2.0226883741200043e-47, error calculation failed.\n", "Matrix singular (determinant = -1.4355592432117357e-35, error calculation failed.\n", "Matrix singular (determinant = -4.188188048801248e-41, error calculation failed.\n", "Matrix singular (determinant = 1.4410717472046135e-86, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -1.4355592432117357e-35, error calculation failed.\n", "Matrix singular (determinant = -1.4317947421915491e-38, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -3.25211893417921e-23, error calculation failed.\n", "Matrix singular (determinant = -5.134824907403713e-36, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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0SxsRAAAAANeFVgYAgKrLaJQSE6XGja8ui4w0L0tMLNzWAMD1i4+3TcpahIWZb/Hx9o8JAAAAqIZIzAIAqi4SRID9RUebq2M3bbq6LC7OvCwhwbweAAAAwHWjlQEAoOooOAN8dLQ0eLB0/ry5UlYyJ4giIsyP+To1UPHytypISDD/ESQiQgoNdWhYAAAAQHVDYhYAUDUUNcGX5Za/x2y3biSIAAAAAABOj1YGAICqoaQJvry9r0485Olpv5iAmi4wUJo5s+jqdKPRPOkevZ4BAACAciExCwBwrNJO8FVSgghA5QgMNCdfi0vMzppFYhYAAAAoJxKzAADHKu0EXyUliADY15kzV//dnj/v2FgAAAAAJ0WPWQCAYzHBF+A8jEbzLf8fUyIjr7YasfSFLjiRHwAAAIBCqJgFADhWYKB5Mq++fa8mdywzwIeGktQBqpLSVrjT5gAAAAC4JipmAQAAUDqlqXCnzQEAAABQKlTMAgCqDib4Aqq2kircLS0MrjWRX0mMRnMvaSptAQAAUAOQmAUAVB1M8AU4r9K2OSgJLRAAAABQg5CYBQAAQNkVrHCPjjZX0W7adHVMXJx5WUKCeb1UfFUsLRAAAABQw9BjFgAAAGVnqXDP/9ySpE1IMCdZLW0O8rNUxQ4efLX9gdFoW20bGXm1VUL+/QIAAADVCBWzAAAAsI+iqmIrogUCAAAA4IQcmph98cUXdcstt6hOnTpq1KiRhg4dqkOHDtmMMZlMio2NVVBQkDw9PRUREaEDBw7YjMnMzNTjjz+uBg0ayNvbW4MHD9bJkydtxly4cEGjRo2Sn5+f/Pz8NGrUKF28eNFmzPHjxzVo0CB5e3urQYMGmjhxorKysirltQNAjcXkPkD1V7DNgdFongCsqInBwsOlDRvK3wIBAAAAcFIOTcxu27ZNf//73/Xtt99q06ZNysnJUb9+/ZSenm4dM3fuXM2bN0+LFi3Snj17FBAQoMjISP3xxx/WMTExMfrss8+0evVq7dixQ5cuXdLAgQOVm5trHTNy5EglJSVpw4YN2rBhg5KSkjRq1Cjr+tzcXA0YMEDp6enasWOHVq9erU8//VSTJ0+2z8kAgJqCyX2A6q/gRH4lVcX27y/t2iX17Xu1fYGlBUJoqG1yl/cOAAAAVCMO7TG7YcMGm+dLlixRo0aNlJCQoDvuuEMmk0kLFizQs88+q2HDhkmSli5dqsaNG2vlypWKjo5Wamqq3n33XS1btkx9+/aVJC1fvlzBwcH6+uuvFRUVpeTkZG3YsEHffvutunXrJkl6++23FR4erkOHDqlNmzbauHGjDh48qBMnTigoKEiSFBcXp7Fjx2r27Nny9fUtFH9mZqYyMzOtz9PS0sz3mWlSZqHhcJC0zDSbe8AZVNvr9sxZ+f6ZnLmUckJ5mS0dHBAqSrW9ZlEhDGNHytD/Tun8BfkMGCpJynh5tnLvuF2SZAoIkCkzTS5Zl+Qj6VLWJeXlv5bS0+WSeta8LvWs7brrwHULZ8R1C2fDNQtnxHWL61GW68ZgMplMlRhLmRw5ckStWrXS//73P3Xo0EG//PKLWrRoocTERHXp0sU6bsiQIapbt66WLl2qzZs3q0+fPjp//rzq1atnHXPzzTdr6NChmjVrlt577z1NmjSpUOuCunXrav78+XrwwQc1Y8YM/etf/9K+ffus6y9cuKD69etr8+bN6t27d6F4Y2NjNWvWrMIv5GlJHtd9OgCg2gj4Qwr8Q0pcbLs8dLz53lhHSqlj/7gA2F+X0+b3gtDx0t4g23UBf0jR30vxXc3vCaV97yi4HQAAAOAwVyS9JKWmphZZ6JmfQytm8zOZTJo0aZJuv/12dejQQZKUkpIiSWqcvx/Zn8+PHTtmHePm5maTlLWMsWyfkpKiRo0aFTpmo0aNbMYUPE69evXk5uZmHVPQtGnTNGnSJOvztLQ0BQcH68SkE9c88bCftMw0Bc8P1oknT8jXnZ8LnEN1u27dn39R7nEvFVpuSbZkPvu0Mp+eZueoUJGq2zWLyuOyN0la3Ev/eXCb8rp0LnKM5dNVad87XPYmySeul6a8VPw+i8J1C2fEdQtnwzULZ8R1i+uRlpam4JeCSzW2yiRmH3vsMf3www/asWNHoXUGg8HmuclkKrSsoIJjihpfnjH5ubu7y93dvdByX3df/uFWQfxc4IyqzXX794nSsHvNs7BHRpqXxcWZ+0hKcg8MlHt1eJ2oPtcsKs+NraSZM+VzYyvpWtdKad47Uq9I4b0kST6Xsq69zyJw3cIZcd3C2XDNwhlx3aJcCqcKi+XQyb8sHn/8cX3++efasmWLmjZtal0eEBAgSYUqVs+cOWOtbg0ICFBWVpYuXLhQ4pjffvut0HHPnj1rM6bgcS5cuKDs7OxClbQAgDIKDDRP4nOtyX0AVH8FJwa71tji3jsCA80TgeX/nBYZKSUmmm+WScKMRvPxmDQMAAAAVYxDE7Mmk0mPPfaY1qxZo82bN6tZs2Y265s1a6aAgABt2rTJuiwrK0vbtm1T9+7dJUlhYWGqXbu2zRij0aj9+/dbx4SHhys1NVXfffeddczu3buVmppqM2b//v0y5vvQvnHjRrm7uyusqFmEAQAA4Djx8VJRn9HCwsy3+Hjzc6NRmjWLxCwAAACqHIe2Mvj73/+ulStX6l//+pfq1KljrVj18/OTp6enDAaDYmJiNGfOHLVq1UqtWrXSnDlz5OXlpZEjR1rHPvzww5o8ebL8/f1Vv359TZkyRR07dlTfvn0lSW3btlX//v01btw4xf/5IX38+PEaOHCg2rRpI0nq16+f2rVrp1GjRumVV17R+fPnNWXKFI0bN45+sQBQkQIDpZkzqZIFUDYF3zuio6XBg6WMDCkpSXrsMWnRIik8/Or4M2euJm/Pn3dI2AAAAEBxHJqYffPNNyVJEX/2CbNYsmSJxo4dK0maOnWqMjIyNGHCBF24cEHdunXTxo0bVafO1Sl358+fr1q1amn48OHKyMhQnz599P7778vV1dU6ZsWKFZo4caL69esnSRo8eLAWLVpkXe/q6qovvvhCEyZMUI8ePeTp6amRI0fq1VdfraRXDwA1lOVrzABQFgXfOwIDryZpPT3N9+Hh5jYHRqP5lr+iNjLyajuE/NsCAAAADuLQxKzJZLrmGIPBoNjYWMWW8Eu8h4eHFi5cqIULFxY7pn79+lq+fHmJx7rhhhu0fv36a8YEAACAKiw+3ty+oCBLonbmTCk2VgZjimZukQxjUqQQviEFAAAA+3JoYhYAAAC4bsW1OTh/3lwpK0lxceaJwyzjJRlSUhS7TbqUkiKFtLZ/3AAAAKjRSMwCAADAuZXU5iAhwVwpGxFhbnNgceaMfMJ7mR+fv2CvSAEAAAArErMAAACoOYroP+szYCj9ZwEAAGB3Lo4OAAAAAKg0BdscxMfbTgpmERZmvsXHm58bjeYqXKPRbqECAACgZqFiFgAAANVXwTYHlv6zGRnK+H6XPGP+oYwFr8iz551Xx0vmhOysWeaxVNACAACgEpCYBQBUPKPRXHUWHU1CA0DVkq9VQa5rrvm+2622/WfT06WMDPNjyz0AAABQwWhlAACoeJZKM74CDMCZGI1SYqLk4yPdfrt52e23m5clJvKeBgAAgApFYhYAULGoNAPgJEwBAYrtZb6XVPr+swAAAEAFoJUBAKBiFDHTuW6/nZnOAVRZpsAAzeotTQr8MzFr6T97/rwUGWleFhcnRUSYH/MeBgAAgApExSwAoGJQaQbA2QUGmnvN9u179Y9KERHmZaGhJGYBAABQoaiYBQCUT8EJvvLNdK6kJOmxx6RFi6TwcPN4EhoAAAAAAFiRmAUAlI9lgq/Bg6+2KbAkXz09zffh4bYznQOAswgMlGbO5I9KAAAAqDQkZgEAZccEXwCqu8BAKTbW0VEAAACgGiMxCwAovdJO8EWlGQAAAAAAJWLyLwBA6ZV2gi9LpRmJWQAAAAAAikTFLACg9JjgCwAAAACACkFiFgBQPKPRXAUbHc0EXwBgUfC9EQAAACgHWhkAAIpnNEqzZpnvAQBmvDcCAACgApCYBQAULT3d3LJAunqfHxN8AaiJrvXeCAAAAJQSrQwAALaMRvMt/yRft98uJSSYH+dvaRAb65AQAcDuSvveCAAAAJQSFbMAAFvx8baJB4uwMPMtPt7+MQGAo/HeCAAAgApGxSwA1HQFJ7GJjpYGDzZ/RTcpSXrsMWnRIvMkXxIVYQBqJt4bAQAAUMFIzAJATWeZxGbwYNs2BZLk6Wm+Dw+XQkMdFyMAOFpp3xsL/rELAAAAKAatDACgJmMSGwCoWJY/dhmNjo4EAAAAVRwVswBQE5Vlgq+ZM6n6AoD8intv5I9dAAAAKAMqZgGgJirtJDaBgVJsLIlZAMiv4Huj0SglJko+PuY/cknm+8RE881SPWs0mrejmhYAAAAiMQsANUPBZEB0tLk6dscO8+Q1kvk+IcF8i452WKgA4HRK+8cu2hwAAAAgH1oZAEBNwARfAFB5oqPN768ZGVJSkvTYY+Y/doWHm9cHBl67zQGThgEAANQ4JGYBoLqj5yEAVK6S/thl6ekdFHR1fFE9vQv+AQ0AAADVHq0MAKC6Km3PQyb4AoDKU5o2B6WppqU3LQAAQLVDYhYAqism+AIA+yv4x66Senpv2GCurC3NpGH0pgUAAKh2SMwCQHXBBF8A4HgF/9gVGGhuadCjx9Wes5Y2B7t2Sf37F94H1bQAAAA1Aj1mAaC6YIIvAHAuJU0advaseYyPz9Xx9KYFAACoVqiYBQBnU1R1FBN8AUDVV7DNQWVX0wIAAKBKo2IWAJxN/uooy/P8vWSLqqhigi8AcDxLm4PSqKhq2vh48754/wcAAKhyqJgFAGdSsDqKCb4AoHqo6GpaiUnDAAAAqjgqZgGgCjIYUzRzi2QYkyKF+Jp/qS6qMnbDBmn5cnPV1MmTthVVEolYAHAWFVVNa9kXbQ4AAACqPBKzAFAFGVJSFLtNupS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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 7.\n", "Total 2165240.0 +- 20786.8 (error 1.0%).\n", "Left 908693.5 +- 13604.9 (error 1.5%).\n", "Right 1256546.5 +- 15716.2 (error 1.3%).\n", "Head 1817387.0 +- 19240.2 (error 1.1%).\n", "Tail 347853.0 +- 28324.5 (error 8.1%).\n", "Tail Prop. 0.1607 +- 0.0132 (error 8.20%).\n", "Matrix singular (determinant = -2.29111476932185e-35, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 4.262768783249119e-53, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 8.\n", "Total 634039.0 +- 3924.2 (error 0.6%).\n", "Left 238445.8 +- 2640.7 (error 1.1%).\n", "Right 395593.2 +- 2902.7 (error 0.7%).\n", "Head 476891.6 +- 3734.6 (error 0.8%).\n", "Tail 157147.4 +- 5417.2 (error 3.4%).\n", "Tail Prop. 0.2479 +- 0.0087 (error 3.50%).\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = -7.214842107310714e-85, error calculation failed.\n", "Matrix singular (determinant = -4.294479343692635e-53, error calculation failed.\n", "Matrix singular (determinant = 2.079229424985995e-51, error calculation failed.\n", "Matrix singular (determinant = 2.4916622995588587e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.916882866401313e-61, error calculation failed.\n", "Matrix singular (determinant = 1.534859337908734e-51, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.9448176160684495e-51, error calculation failed.\n", "Matrix singular (determinant = -3.1625750177018444e-39, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 2.8972599273238695e-84, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n", "Matrix singular (determinant = 0.0, error calculation failed.\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Intensities for comet index 9.\n", "Total 1557477.3 +- 6253.2 (error 0.4%).\n", "Left 735194.9 +- 4632.0 (error 0.6%).\n", "Right 822282.4 +- 4200.8 (error 0.5%).\n", "Head 1470389.8 +- 6550.7 (error 0.4%).\n", "Tail 87087.5 +- 9056.1 (error 10.4%).\n", "Tail Prop. 0.0559 +- 0.0058 (error 10.41%).\n", " \n", "Results for image 19\n", "Total 640755.4 +- 744.7.\n", "Left 252077.8 +- 471.5.\n", "Right 385458.5 +- 566.8.\n", "Head 504155.6 +- 666.8.\n", "Tail 98007.1 +- 1003.0.\n", "Prop 0.154 +- 0.001.\n", "Prop var 0.064.\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "Results for directory 0\n", "Total 585683.5 +- 142.4.\n", "Left 243615.6 +- 93.9.\n", "Right 340822.8 +- 105.1.\n", "Head 487231.2 +- 132.8.\n", "Tail 88523.3 +- 195.4.\n", "Prop 0.15567 +- 0.00032.\n", "Mean prop RMS 0.054.\n" ] }, { "data": { "image/png": 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uzXIeVKpUCUDWCdxyOpZIJMKxY8cQFBSEhQsXonr16nB1dcXo0aM1GudME7JhKTp37pwl7gULFoAxJu9OuWPHDvTt2xe//fYb6tatCxcXF/Tp0wcxMTFaiYUQQggxJsaWv+aUEwI8L7h582aWnKBAgQJgjMlzmefPn6NBgwaIiorC8uXLcebMGYSHh8vHKJXtU1YGec0zNT1Obl6j7P+Wl3iyk5iYiAYNGuDSpUv46aefcPLkSYSHhyM0NFRlrNqW3xw2N79nNCnnKVOmYNGiRbh48SJatmyJwoULo0mTJrhy5UpeXp7auDXJvXv37o3169fj2bNn6NSpE9zc3FC7dm0cOXJEa7EQYohoDFlCSI4KFy6MS5cugTGmlNTGxsYiPT0dRYoUyXEfmzdvRmBgIFavXq20XFsVV+oUKVIEIpEIZ86ckSc+Galalh+bN29GiRIlsGPHDqWyyjh5RG4UKlQIIpFIZaVabiraNJ2YoHDhwrh8+XK+jmWoihQpAn9/f8yZM0fl815eXrneZ/HixfH7778DAP777z/s3LkTISEhSE1NxZo1a/IVLwD5e2vFihVqZ66VVZYXKVIEy5Ytw7Jly/D8+XP8+++/mDx5MmJjY3Hw4MF8x0IIIYQYE2POX9UpUqQI7OzssozNmvF5APjnn3+QlJSE0NBQpZauGScdBRQVd+ryTF9f32zj0fQ4uVG4cOF8572qHD9+HK9evcLJkyflrWIBZDtmqqHQxe8ZS0tLjBs3DuPGjcOHDx9w9OhR/PDDDwgKCsKLFy9gb2+vlbg1zb379++P/v37IykpCadPn8aMGTPQpk0b/Pfffxq31ibE2FCFLCEkR02aNMHOnTvxzz//oGPHjvLlmzZtkj8vk/nqq4xIJMqSLNy8eRMXLlyAj4+PjiIH2rRpg/nz5yMqKgpdu3bN9fa5uXoN8NdpbW2tlPjHxMRgz549uT42ADg4OKBWrVoIDQ3Fzz//LG+N+vHjR+zduzdP+8xOQEAAdu7ciQMHDsi7EwF8sP28ym0Z5pe6c7BNmzbYv38/SpUqhUKFCmn9uGXLlsXUqVOxa9cuXLt2Ldv4AM3Ko379+ihYsCDu3r2r0WQWMsWKFcPIkSNx7NgxnDt3TuPtCCGEEFNhzPmrOm3atMHcuXNRuHBhlChRQu16sjw0Y+yMMaxbt05pvTp16sDW1hZbtmxBp06d5MvPnz+PZ8+e5Vghq+lxcqNRo0ZYuHAhbty4oTRswdatWzXaXl2epSpWAFi7dm2eY9W2jLHb2dnJl+f390xOChYsiM6dOyMqKgpjx45FZGSkfCI0VTFqmtPnJfd2cHBAy5YtkZqaig4dOuDOnTtUIUtMFlXIEkJy1KdPH/z666/o27cvIiMj4efnh7Nnz2Lu3Llo1aoVmjZtKl/Xz88PJ0+exN69e+Hp6YkCBQqgXLlyaNOmDWbPno0ZM2YgICAADx48wKxZs1CiRAmkp6fnGIMsIYyMjMxV7PXr18eQIUPQv39/XLlyBQ0bNoSDgwOio6Nx9uxZ+Pn54dtvv1W7fYECBVC8eHHs2bMHTZo0gYuLC4oUKaI2QW3Tpg1CQ0MxfPhw+Uy1s2fPhqenJx4+fJir2GVmz56NFi1aoFmzZhg/fjwkEgkWLFgABwcHeXd1benbty+WLl2KXr164aeffkLp0qVx4MABHDp0CABgYZH7kW5yW4b5pe4cnDVrFo4cOYJ69eph9OjRKFeuHJKTkxEZGYn9+/djzZo18Pb21vg4N2/exMiRI9GlSxeUKVMG1tbWOH78OG7evInJkyer3S435eHo6IgVK1agb9++eP/+PTp37gw3Nze8efMGN27cwJs3b7B69WrEx8ejUaNG6NGjB8qXL48CBQogPDwcBw8eRHBwcF6KkRBCCDFqxpy/qjN27Fjs2rULDRs2xHfffQd/f39IpVI8f/4chw8fxvjx41G7dm00a9YM1tbW6N69OyZOnIjk5GSsXr0acXFxSvsrVKgQvv/+e/z0008YNGgQunTpghcvXiAkJESjIQI0PU5uX+P69evRunVr/PTTT3B3d8eWLVtw//59jbb38/MDACxfvhx9+/aFlZUVypUrh3r16qFQoUIYNmwYZsyYASsrK2zZsgU3btzIc6zaJot9wYIFaNmyJcRiMfz9/fP9e0aVtm3bonLlyqhZsyZcXV3x7NkzLFu2DMWLF0eZMmWyjTE0NBSrV69GjRo1YGFhgZo1a6pcV9Pce/DgwbCzs0P9+vXh6emJmJgYzJs3D87Ozvjqq69y9boIMSrCzSdGCDFUmWepZYyxd+/esWHDhjFPT09maWnJihcvzqZMmcKSk5OV1ouIiGD169dn9vb2SrOzpqSksO+//54VLVqU2drasurVq7N//vmH9e3bN8tMnVAxS22RIkVYnTp1NIpd1cyf69evZ7Vr12YODg7Mzs6OlSpVivXp04dduXJFvo5sRtU3b94obXv06FFWrVo1ZmNjwwDkOAvv/Pnzma+vL7OxsWEVKlRg69atUzlbKwA2YsSILNsXL148yzH+/fdf5u/vz6ytrVmxYsXY/PnzVe5TlYCAAFapUiW1z2WeMfb58+csODiYOTo6sgIFCrBOnTqx/fv3MwBsz5498vVUnSeMqZ6ZNjdlKJuNdsOGDVn2mfl/o2r2V3XnIGOMvXnzho0ePZqVKFGCWVlZMRcXF1ajRg32448/ssTERKXj//zzz1liy3huvn79mvXr14+VL1+eOTg4MEdHR+bv78+WLl2qNIuuqjJWVx6qXg9jjJ06dYq1bt2aubi4MCsrK1a0aFHWunVr9tdffzHGGEtOTmbDhg1j/v7+zMnJidnZ2bFy5cqxGTNmsKSkJLVlTQghhJgKY85f1eVqqo6TmJjIpk6dysqVK8esra2Zs7Mz8/PzY9999x2LiYmRr7d3715WpUoVZmtry4oWLcomTJjADhw4wACwEydOyNeTSqVs3rx5zMfHh1lbWzN/f3+2d+9elfmLKpoeJzev8e7du6xZs2bM1taWubi4sIEDB7I9e/Zk2ac6U6ZMYV5eXszCwkJpm/Pnz7O6desye3t75urqygYNGsSuXbumNu/MSNPyyLyepnklY/x8GzRoEHN1dWUikShLTqjJ7xlNy3nx4sWsXr16rEiRIvLfFwMHDmSRkZHydVTlpe/fv2edO3dmBQsWlMeo7vUwplnu/ccff7BGjRoxd3d3Zm1tzby8vFjXrl3ZzZs31RUzISZBxBhjuq/2JYSQvLt79y4qVaqEsLAwtG7dWuhwzNLcuXMxdepUPH/+PFetSAkhhBBCzBHlr4QQQrJDQxYQQgzeiRMnULduXUpm9WTlypUAgPLlyyMtLQ3Hjx/HL7/8gl69elFlLCGEEEKIBih/JYQQkh1qIUsIIUTJ+vXrsXTpUkRGRiIlJQXFihVDjx49MHXqVFhbWwsdHiGEEEIIIYQQYtSoQpYQQgghhBBCCCGEEEL0JPfTZRNCCCGEEEIIIYQQQgjJE6qQJYQQQgghhBBCCCGEED2hCllCCCGEEEIIIYQQQgjRE0uhAzA3UqkUr169QoECBSASiYQOhxBCCCFEEIwxfPz4EV5eXrCwoDYChozyV0IIIYQQTls5LFXI6tmrV6/g4+MjdBiEEEIIIQbhxYsX8Pb2FjoMkg3KXwkhhBBClOU3h6UKWT0rUKAAAP6Pc3JyEiyOhJQE+CzxwYtxL+BkI1wchoDKQhmVhwKVhTIqDwUqC2VUHgpUFsqyK4+EhAT4+PjIcyNiuCh/NUxUHgpUFsqoPBSoLJRReShQWSij8lDIqSy0lcNShayeybp5OTk5CZrQIgWA7Zc4zPzNRmWRCZWHApWFMioPBSoLZVQeClQWyjQoD+oCb/gofzVQVB4KVBbKqDwUqCyUUXkoUFkoo/JQ0LAs8pvD0oBdhBBCCCGEEEIIIYQQoidUIUsIIYQQQgghhBBCCCF6QhWyhBBCCCGEEEIIIYQQoic0hiwhxKRIpVKkpqZqZV+pqako7lAcqSmpSGbJWtmnMTPH8rCysoJYLBY6DEIIIYSYOIlEgrS0NK3syxxzNnXMsSwofyXEOFCFLCHEZKSmpuLp06eQSqVa2Z+USbGm/hq8fvkab0RvtLJPY2au5VGwYEF4eHjQxEOEEEII0TrGGGJiYvDhwwet7dNcczZVzLUsKH8lxPBRhSwhxCQwxhAdHQ2xWAwfHx9YWOR/RBaJVILPbz/Dt4gvxBZ0ldncyoMxhk+fPiE2NhYA4OnpKXBEhBBCCDE1sspYNzc32Nvba6UCzdxytuyYW1lQ/kqI8aAKWUKISUhPT8enT5/g5eUFe3t7rexTIpUAloCtra1ZJHA5McfysLOzAwDExsbCzc2Nun8RQgghRGskEom8MrZw4cLa268Z5mzqmGNZUP5KiHGgSb0IISZBIpEAAKytrQWOhJgaWQW/tsZ1I4QQQggBFLmFthoTECJD+Sshho8qZAkhJoXGSSLaRucUIYQQQnSJcg2ibXROEWL4qEKWEEIySkoCRCJ+S0oSOhpCCCGEEEJyRjksIYQYFaqQJYQQM+Pr64tly5apfb5fv37o0KGD3uLJq8jISIhEIkRERAgdCiGEEEII0THKYQkhpoQqZAkhJKMvY9ECAM6cUf5by0QiUba3fv365bj9P//8o/W4li9fjo0bN+ZqG13Fkh0fHx9ER0ejcuXKAICTJ09CJBLhw4cPeo2DEEIIIURwlMNSDksIMSqWQgdACCEGIzQUGD1a/qe4dRv4e7oBv/wKdO6s9cNFR0fLH+/YsQPTp0/HgwcP5MtkM6Tqm7OzsyDHzS2xWAwPDw+hwyCEEEIIERblsAAohyWEGBdqIUsIIQBPZDt3BqKilBZbxcTComtX/ryWeXh4yG/Ozs4QiURKy7Zu3YpSpUrB2toa5cqVw59//inf1tfXFwDQsWNHiEQi+d+PHz9G+/bt4e7uDkdHR3z11Vc4evRoruLK3N0rMDAQo0ePxqRJk9CkUhMU9SqKkJCQHGMBgL1796JGjRqwtbVFyZIlMXPmTKSnp8ufF4lE+O2339CxY0fY29ujTJky+Pfff+XPx8XFoWfPnnB1dYWdnR3KlCmDDRs2AFDu7hUZGYlGjRoBAAoVKiRvnbFp0yYULlwYKSkpSq+xU6dO6NOnT67KxahIJMDJk8C2bfxeh61kCCGEECIgymHlVOWwY8eMxS8//QLXIq7w8PCgHNaQUf5KzAxVyBJCTFtSkvrbu3f8PiGBtypgLMvmItmi0aP5erJJEtTtU0t2796NMWPGYPz48bh9+zaGDh2K/v3748SJEwCA8PBwAMCGDRsQHR0t/zsxMRGtWrXC0aNHcf36dQQFBaFt27Z4/vx5vuL5448/4ODggA17N2D+/PmYNWsWjhw5km0shw4dQq9evTB69GjcvXsXa9euxcaNGzFnzhylfc+cORNdu3bFzZs30apVK/Ts2RPv378HAEybNg13797FgQMHcO/ePaxevRpFihTJEp+Pjw927doFAHjw4AGio6OxfPlydOnSBRKJRClBfvv2LcLCwtC/f/98lYnBCg0FfH2BRo2AHj34va+vTn6QEUIIIURHKIfVSg67adMm2Nnb4fyF81i4cCHlsIaK8ldihqhClhBi2hwd1d+KFOH3zs5ZWhVkJGKMP+/szNcHeIKgap9asmjRIvTr1w/Dhw9H2bJlMW7cOAQHB2PRokUAAFdXVwBAwYIF4eHhIf+7SpUqGDp0KPz8/FCmTBn89NNPKFmypFIylxf+/v6YPn06ipUsht59eqNmzZo4duxYtrHMmTMHkydPRt++fVGyZEk0a9YMs2fPxtq1a5X23a9fP3Tv3h2lS5fG3LlzkZSUhMuXLwMAnj9/jmrVqqFmzZrw9fVF06ZN0bZt2yzxicViuLi4AADc3NzkLTbs7OzQo0cPeYsEANiyZQu8vb0RGBiYrzIxSLJWMi9fKi+PiuLLKaklhBBCjAPlsFrJYf38/TB43GCUKVMGffr0oRzWEFH+SswUVcgSQogBunfvHurXr6+0rH79+rh371622yUlJWHixImoWLEiChYsCEdHR9y/fz/frQv8/f2V/vb09ERsbGy221y9ehWzZs2Co6Oj/DZ48GBER0fj06dPKvft4OCAAgUKyPf97bffYvv27ahatSomTpyI8+fP5zr2wYMH4/Dhw4j68oNlw4YN6NevH0QiUa73ZXAytmzJppWMfNmYMYpWMlpsDUMIIYQQAhhgDutHOaxBovyVEJrUixBi4hIT1T+XnAzY2gKnTwOtWuW8r/37gYYN+ePISK2El53MyRZjLMcEbMKECTh06BAWLVqE0qVLw87ODp07d0Zqamq+YrGyssoSm1QqzXYbqVSKmTNnIjg4OMtztra2Gu27ZcuWePbsGfbt24ejR4+iSZMmGDFihLyVhSaqVauGKlWqYNOmTQgKCsKtW7ewd+9ejbc3aLlp0cIYb3mQccILVckvIYQQQoRHOSzlsJTDUv5KTBpVyBJCTJuDQ87PNW8OeHvzbjEqvuCZSASRtzdfTyzOeb9aUKFCBZw9e1Zp0P7z58+jQoUK8r+trKwgyTTY/ZkzZ9CvXz907NgRAB+PK1IPibeqWKpXr44HDx6gdOnS+dq3q6sr+vXrh379+qFBgwaYMGGCymTW2toaALLEAQCDBg3C0qVLERUVhaZNm8LHxydfMRFCCCGE6BTlsJTDgnJYQkwZDVlACCFiMbB8OX+c+Yq+7M9lyxSJrB5MmDABGzduxJo1a/Dw4UMsWbIEoaGh+P777+Xr+Pr64tixY4iJiUFcXBwAoHTp0ggNDUVERARu3LiBHj165NgKQBtUxTJ9+nRs2rQJISEhuHPnDu7du4cdO3Zg6tSpGu93+vTp2LNnDx49eoQ7d+4gLCxMKaHPqHjx4hCJRAgLC8ObN2+QmKFlSc+ePREVFYV169ZhwIAB+XuxhiQxUXHbv1+zbfbvV2xDCCGEEONFOWy+UQ4rEMpfCaEKWUIIAQAEBwN//w14eSktTvV0h3TnTv68HnXo0AHLly/Hzz//jEqVKmHt2rXYsGGD0iD+ixcvxpEjR+Dj44Nq1aoBAJYuXYpChQqhXr16aNu2LYKCglC9enWdx6sqlqCgIISFheHIkSP46quvUKdOHSxZsgTFixfXeL/W1taYMmUK/P390bBhQ4jFYmzfvl3lukWLFsXMmTMxefJkuLu7Y+TIkfLnnJyc0KlTJzg6OqJDhw75eq0GxcFBcZO1klHXJVAkAnx8+HqybQghhBBi3CiHzRfKYQVC+SshEDFGA3DoU0JCApydnREfHw8nJyfh4khJgPN8Z8RPjoeTjXBxGAIqC2XGWh7Jycl4+vQpSpQooTS2U64lJMjHKJLsC8N1vyKoVrQmxBb6a1lgqCRSCa7HXEc1j2pGWR7NmjVDhQoV8Msvv+RqO1XnlsG+T0JDgU6dVD8nEvEfbDr4YWaw5SEAKgtl2ZWHoeREJGeG8r+i95cyKg8FYy0LreWvAOWwahh7/grkLYdVd24Z5HslNBTo3Fn92LC7dlH+qgdUHgo5lYW28iJqIUsIIRll7NLVoIFeu3gR3Xj//j22b9+O48ePY8SIEUKHo1vBwUC3bqqfGzlS761kCCGEEKInlMOaHLPJYYODga1bVT/n6Qm0b6/feAjRE5rUixBCMnJwUFydlUqAj8KGQ/KvevXqiIuLw4IFC1CuXDmhw9G96Gh+/913wFdfASdOAOvWKZYTQgghxPRQDmtyzCqHdXfn9y4uwIoVQKFCQK9eQFwcEBEB1KghaHiE6AJVyBJCCDFp+pih12B8+gRcuMAfDx8OlC4NtGnDb23bChsbIYQQQgjRmFnlsMeP8/uWLYEePfjjHTuASpV4K1lCTBBVyBJCCCGm4uxZIC2NT35QqhRfVqAA0K6dsHERQgghhBCizrFj/L5xY8Wypk2FiYUQPaExZAkhhBBTIWtd0KSJ6tlqExOB+/f1GxMhhBBCCCHqfPwIXL7MHzdponqda9cAqVR/MRGiB1QhSwghhJgKVa0LZE6fBnx9+aRflNASQgghhBBDcPo0IJEAJUsCxYtnfb5bNz6G7J49+o+NEB0StEI2PT0dU6dORYkSJWBnZ4eSJUti1qxZkGb4ocgYQ0hICLy8vGBnZ4fAwEDcuXNHaT8pKSkYNWoUihQpAgcHB7Rr1w4vX75UWicuLg69e/eGs7MznJ2d0bt3b3z48EFpnefPn6Nt27ZwcHBAkSJFMHr0aKSmpiqtc+vWLQQEBMDOzg5FixbFrFmzwGSDpxNCCCFCSUsDZN9ZqipkK1cGUlKAmzeBvXv1GxshJoTyV0IIIUSLoqP5EFuq8lcAKFOG38+erZi4jhATIGiF7IIFC7BmzRqsXLkS9+7dw8KFC/Hzzz9jxYoV8nUWLlyIJUuWYOXKlQgPD4eHhweaNWuGjx8V00aOHTsWu3fvxvbt23H27FkkJiaiTZs2kEgk8nV69OiBiIgIHDx4EAcPHkRERAR69+4tf14ikaB169ZISkrC2bNnsX37duzatQvjx4+Xr5OQkIBmzZrBy8sL4eHhWLFiBRYtWoQlS5bouKQIIYSQHFhZATduALGxQNGiWZ93cQFGjuSPKaElJM8ofyWEEEK0aNAg4P17YOFC1c+PHQs4OADXrwP79uk1NEJ0igmodevWbMCAAUrLgoODWa9evRhjjEmlUubh4cHmz58vfz45OZk5OzuzNWvWMMYY+/DhA7OysmLbt2+XrxMVFcUsLCzYwYMHGWOM3b17lwFgFy9elK9z4cIFBoDdv3+fMcbY/v37mYWFBYuKipKvs23bNmZjY8Pi4+MZY4ytWrWKOTs7s+TkZPk68+bNY15eXkwqlWr0muPj4xkA+T6FEp8czxACFp8sbByGgMpCmbGWx+fPn9ndu3fZ58+f87WfxETGeE0VY/EJ6Sw8KpylS9K1FKVxS5eYZ3moOreM9X3CYmMZs7fnJ/i+fVrbrdGWhw5QWSjLrjwMJSfKLcpfhUPvL2VUHgrGWhbayl8ZoxxWHcpflc8tY32vsIkT+cn91VeMafjdlROjLQsdofJQyKkstJUXCdpC9uuvv8axY8fw33//AQBu3LiBs2fPolWrVgCAp0+fIiYmBs2bN5dvY2Njg4CAAJw/fx4AcPXqVaSlpSmt4+XlhcqVK8vXuXDhApydnVG7dm35OnXq1IGzs7PSOpUrV4aXl5d8naCgIKSkpODq1avydQICAmBjY6O0zqtXrxAZGanNoiGEEI0wxjBkyBC4uLhAJBIhIiJCo+0iIyNztb6Q+vXrhw4dOggdhuHL1EVZJVdXYPhw/njWLGolS0geUP5KCCHCO3nyJEQiUZZhXDISiUTY84/hjzsaEhKCqlWrCh2GMDTJXwFg/HjAzg4IDwcOH9ZtTIToiaWQB580aRLi4+NRvnx5iMViSCQSzJkzB927dwcAxMTEAADc3d2VtnN3d8ezZ8/k61hbW6NQoUJZ1pFtHxMTAzc3tyzHd3NzU1on83EKFSoEa2trpXV8fX2zHEf2XIkSJbIcIyUlBSkpKfK/ExIS+H1KApCSZXW9SUhJULo3Z1QWyoy1PFJTUyFlUkikEkikkpw3ULefNAAQAwBOnZbCzR+QMAmgozmQBvQfgA8fPiB0d2ietj9w4AA2btyIY8ePoWTJkihSpAhEIhF27dqF9h3aq93Oq6gXXka9RJEiRTQur5CQEOzYtQO3b97WWXmosmTpEjDG5HE2btwYVatUxZKl+uluK5FKIGVSJKYmIlXEk0ZDe5+IXsfCsbw/JPXr4tM/fwGW6r/eRSOHwHHlSoguXULS/j2QNFUzXlcuGFp5CInKQll25WGsZUT5q7qS0T16fymj8lAw1rLQVv4KGE4Oe/LkSTRt0hRv371FwYIFdXNwQF5e2ZXdy6iXcCrohAcfHmhUFn9s/APjxo3Du/fvtB1utr4b9x2Gjxgufx35/X0AqM5fAcN7r9iOHgfLo8eRPHMa0rt0Ur+isy1sBg+AzS+/Ij1kBj4F1AFEonwd29DKQmhUHgo5lYW2ykjQCtkdO3Zg8+bN2Lp1KypVqoSIiAiMHTsWXl5e6Nu3r3w9UaY3GmMsy7LMMq+jan1trMO+tC5SF8+8efMwc+bMLMt9lvgAttm+BL3wWeojdAgGg8pCmbGVR3GH4lhTfw0+v/2c50+24/sLYtG0YpAls+3aWMHN0x/jZz1H41YftBZrRu8+v0NiSiKux1zP0/anI06jsFth2JW0QzSiEf02GgDw5MMTjfYpW18Tr5NeAwBuvr6Zp1jzjdctIDE1EbFJsXkus1xLB97Gv0Xr/a3xLOmZ0lOG8j755haw7TNw8/Zx1FhUOMf1l1YBRl8C5i3uiDlXtBeHoZSHIaCyUKayPJL1H4c2UP6a7UvQC3p/KaPyUDC2stBG/goYVg776P0jADxfLJBcQCfHzs1xoj9Ey9fLybP4Z5Awif5yzEyexzwHkP/fBwCyzV8Bw3mv3N8FlHsHfLNvAPY+HpDtuh5WwFMxEHv3EmpNLYjXWjq9DKUsDAWVh4LastBSDitoheyECRMwefJkfPPNNwAAPz8/PHv2DPPmzUPfvn3h4eEBgF+99/T0lG8XGxsrv7Lv4eGB1NRUxMXFKbUyiI2NRb169eTrvH79Osvx37x5o7SfS5cuKT0fFxeHtLQ0pXVkrQ0yHgfI2gpCZsqUKRg3bpz874SEBPj4+ODFuBdwcnLKqYh0JiElAT5LffDiuxdwshEuDkNAZaHMWMsjNSUVr1++hm8RX9ja5v7X4u5QYPIQiyw9uGNjrDB5SCns3ClFx2AtBZtBYbvCEKeIUc2jmsrn7969i4kTJuLMmTNwcHBAs2bNsHjJYhQpUgQD+g/Apk2bAABfFf0KxYsXl283YeAEAEDx4sXx+MnjLPuNjIxE6VKlceXqFVStWlXemuHQ4UP4YcoPuHv3LqpUrYLff/8d5cqVwx8b/8C6JevkxwKA33//HX379UV8fDwmTZyEPXv2IDk5GTVq1sDixYtRpUoVAMDMmTPx755/8d1332HGjBmIi4tDixYtsPZ/a1GgAM+kdv29C7Nnz8ajR49gb2+PqtWqYvfu3XBwcFBqJTCg/wBcu3AN1y5cw/bftwMAHj56iBZBLTBk6BCliWxu376NalWr4f6D+yhVqlSe/0fJycmITIzElSFXYG1jDcDw3ie2344CsAmVvhmJ+Mlzclxf1D8Wn+LiMLF8OUzUwvENrTyERGWhLLvySEhIgM9840v6KX+l/NVQUHkoGGtZ5Dd/BQwvh413iQcA+Lv7y1vInj9/Hj/88AOuhF9BkSJF0KFDB8yZOwcODg4AgC2bt+CXX37BgwcP4ODggEaNGmHJ0iVKvQT279+P8ePG48WLF6hdpzb69O6T5TiZWYotsXPXTpSoUwJOn51QrnQ5/PXXX1j560pcvnQZZcqUwa+rfkXdunVx8uRJzBo3C4Ai1502fRpmzJiB1NRUTJs2Ddu2bsOHDx9QqXIlzJs3D4GBgQAULWu3btsqj7F+/fr4ff3v8u+BkydPYvLkybh75y6srKxQsVJFbN68GcWLF5fnylevXcXMmTOx7699SnEcPXYUP/30EypWqIhfVvwif33v3r2Dj7cPwvaFoXFj5R5PqvJXwLDeK6KXUSgQUhHMwgKblz0FNGhRLWlzCQVrVMN/1tY5rpsTQyoLQ0DloZBTWWgrhxW0QvbTp0+wsFAexlYsFkMq5X0JSpQoAQ8PDxw5cgTVqvEP+tTUVJw6dQoLFiwAANSoUQNWVlY4cuQIunbtCgCIjo7G7du3sfDLLH1169ZFfHw8Ll++jFq1agEALl26hPj4eHnSW7duXcyZMwfR0dHyD83Dhw/DxsYGNWrUkK/zww8/IDU1FdZfPgAOHz4MLy+vLF3BZGxsbJTG7JJxsnEyiJPcUOIwBFQWyoytPJJZMt6I3kBsIYbYQixfnpSUzTbJgK0tIJHwyTtVDqfJRICIYexYMZo3B8RiPsmnuv1+ySs1JhKJIBKJlGKWiY6ORuNGjTF48GAsXboUnz9/xqRJk9D9m+44fvw4fvnlF5QuXRr/+9//EB4eDrGY78PNzQ0bNmxAixYtIBaLVe5btkxWXrK/p0+bjsWLF8PV1RXDhg3D4EGDce7cOXTv3h2379zGnn17cPr4aYgtxHB2doaFyALt2raDi4sL9u/fD2dnZ6xduxbNmzXHf//9BxcXF1iILPD48WP8+++/CAsLQ1xcHLp27YqfF/4s/9zt2bMnFi5ciI4dO+Ljx484c+YMLEQWEFuIlcrol19+wcOHD1G5cmXMmsWTZldXVwwYMAB/bPwDEycoqhf/2PgHGjRogLJlyubun6KirCxEFnC0doStjfKPJYN5n5w6CwCwadYSNprEU8wJKKb9MAymPAwAlYUyleWRNT0yCpS/Cn9eG0ochoLKQ8HYykJd/goYbw6bOce8desWWrVshdmzZ2P97+vx5s0bjBw5EmNGj8GGDRsAAOnp6Zg9ezbKlSuH2NhYfPfddxg4YCD2798PAHjx4gW6dO6CYcOG4dtvv8WVK1fkF+FVlZ1SPF9aDYtF/H7atGlYtGgRypQpgx9//BG9evbCo0eP0ODrBli2bBmmT5+OBw8eAAAcHR0hthBj0MBBiIyMxPbt2+Hl5YXdu3ejdavWuHXrFsqUKQMLCwt8+vQJS5csxZ9//gkLCwv06tULkyZOwpYtW5Ceno5OwZ0wePBgbN+2Hampqbh8+TIsxZbyPFP2WiZOmIgH9x8gISFBXj4uLi4YPGgwRo4ciSVLlsg/n7dv4/E0bdI0S4+H7PJXwEDeK+f5+L6iGjXg5K5hYhrYTOthGERZGBAqDwW1ZaGtHDZfU4LlU9++fVnRokVZWFgYe/r0KQsNDWVFihRhEydOlK8zf/585uzszEJDQ9mtW7dY9+7dmaenJ0tISJCvM2zYMObt7c2OHj3Krl27xho3bsyqVKnC0tMVMym2aNGC+fv7swsXLrALFy4wPz8/1qZNG/nz6enprHLlyqxJkybs2rVr7OjRo8zb25uNHDlSvs6HDx+Yu7s76969O7t16xYLDQ1lTk5ObNGiRRq/Zpql1vBQWSgz1vJQN5OobLZZbd4YY6xIEfXP5Ubfvn1Z+/btVT43bdo01rx5c6VlL168YADYgwcPGGOMLV26lBUvXjzTawbbvXt3tsd9+vQpA8CuX7/OGGPsxIkTDAA7evSofJ19+/YxAPIynTZ9GitTsYzSLLXHjh1jTk5OSrN3M8ZYqVKl2Nq1axljjM2YMYPZ29srfW5PmDCB1a5dmzHG2NWrVxkAFhkZqTLWzGUUEBDAxowZo7TOq1evmFgsZpcuXWKMMZaamspcXV3Zxo0bsy0HTag6twzqffL0KT/5LC0Zy1DGGnv0iLG7d/MVgkGVh8CoLJRlVx6GkhPlFuWvwqH3lzIqDwVjLQt1+StjxpHDisVi5uDgoHSztbVlAFhcXBxjjLHevXuzIUOGKG175swZZmFhofJ1M8bY5cuXGQD28eNHxhhjU6ZMYRUqVGBSqVS+zqRJk5SOowoAtmvXLhYeFc4ePX7EALDffvtN/vydO3cYAHbv3j3GGGMbNmxgzs7OSvt49OgRE4lELCoqSml5kyZN2JQpU+TbAWCPHj2SP//rr78yd3d3xhhj7969YwDYyZMnVcY5Y8YMVqVKFfnfqn4fJCcnMxcXF7Zjxw75sqpVq7KQkBCV+1R3bhnUe6VvX37yTZ6c+23T0hg7cCBfhzeosjAAVB4KOZWFtvIiQVvIrlixAtOmTcPw4cMRGxsLLy8vDB06FNOnT5evM3HiRHz+/BnDhw9HXFwcateujcOHD8u7uQLA0qVLYWlpia5du+Lz589o0qQJNm7cKG8tBgBbtmzB6NGj5bPZtmvXDitXrpQ/LxaLsW/fPgwfPhz169eHnZ0devTogUWLFsnXcXZ2xpEjRzBixAjUrFkThQoVwrhx45S6dBFCiLZcvXoVJ06cgKOjY5bnHj9+jLJl89fyUxV/f3/5Y1lrq9jYWBQrpvqq9dWrV5GYmIjChZXHLf38+TMeP1YMleDr66v0ue3p6SnvMlulShU0adIEfn5+CAoKQvPmzdG5c+csk91kx9PTE61bt8b69etRq1YthIWFITk5GV26dNF4H0br+HF+X6sWUCCXg2n98QcwcCDQpAlw6JD2YyPEBFH+SgghXKNGjbB69WqlZZcuXUKvXr3kf1+9ehWPHj3Cli1b5MsYY5BKpXj69CkqVKiA69evIyQkBBEREXj//r28x8Hz589RsWJF3Lt3D3Xq1FFqBVq3bt08xawu1y1fvrzK9a9duwbGWJa8OyUlRSn/tbe3VxoiK2Ou6+Lign79+iEoKAjNmjVD06ZN0bVrV6VhbXJiY2ODXr16Yf369ejatSsiIiJw48YN/PPPPxrvw6AwpshhMw23kKPUVKBqVeDePeDcOeBLrxFCjI2gFbIFChTAsmXLsGzZMrXriEQihISEICQkRO06tra2WLFiBVasWKF2HRcXF2zevDnbeIoVK4awsLBs1/Hz88Pp06ezXYcQYjgSE9U/J+vudfo00KpVzvvavx9o2JA/jozUSnjZkkqlaNu2rbyLa0a5SeByw8rKSv5YlvTKkmJVpFIpPD09cfLkySzPZRzPK+N+ZfuW7VcsFuPIkSM4f/48Dh8+jBUrVuDHH3/EpUuXVM7+rc6gQYPQu3dvLF26FBs2bEC3bt1gb2+v8fZGK6/JLAAEBPAZag8fBi5dAmrX1m5shJggyl8JIfpgDDmsg4MDSpcurbTs5cuXSn9LpVIMHToUo0ePzrJ9sWLFkJSUhObNm6N58+bYvHkzXF1d8fz5cwQFBSE1NRWAYiJCbchLrisWi3H16lWlC2YAlBpNqMp1M8a9YcMGjB49GgcPHsSOHTswdepUHDlyBHXq1NE49kGDBqFq1ap4+fIl1q9fjyZNmijNIWFUHj8GXrwArK2B+vVzt61sm3v3gNmzgQMHdBMjITomaIUsIYToWnbjYcmea94c8PYGoqJUj8ElEjF4e4vk42/ltF9tqV69Onbt2gVfX19YWmr+cW1lZQWJRKL1eKytrbMkrNWrV0dMTAwsLS3VjkWoCZFIhPr166N+/fqYPn06ihcvjt27d6tswWVtba3y9bVq1QoODg5YvXo1Dhw4YD6VDwEBwLt3QFBQ7rf19QV69wY2bOAJbQ6VOoQQQgjRD2POYTOqXr067ty5k6XiVubWrVt4+/Yt5s+fDx8fPknOlStXlNapWLFilpagFy9e1HqsqnLMatWqQSKRIDY2Fg0aNMjX/qtVq4Zq1aphypQpqFu3LrZu3aqyQlZdruvn54eaNWti3bp12Lp1a7YX9AyehQXw7bfAp09AXhpQTJnC89eDB4HwcOCrr7QfIyE6ZpHzKoQQYtrEYmD5cv4403j4gIhnt8uWKRJZbYuPj0dERITS7fnz5xgxYgTev3+P7t274/Lly3jy5AkOHz6MAQMGZFvh6uvri2PHjiEmJgZxcXFai9O3uC9ePX+FiIgIvH37FikpKWjatCnq1q2LDh064NChQ4iMjMT58+cxderULMm0OpcuXcLcuXNx5coVPH/+HKGhoXjz5g0qVKig9vVdunQJkZGRePv2rVJL2379+mHKlCkoXbp0nruyGZ3Bg3nLgK+/ztv2P/zAk+J9+4CrV7UbGyGEEEJ0RugcVhOTJk3ChQsXMGLECERERODhw4f4999/MWrUKAC8lay1tTVWrFiBJ0+e4N9//8Xs2bOV9jFs2DA8fvwY48aNw4MHD7B161Zs3LhR67H6+voiMTERx44dw9u3b/Hp0yeULVsWPXv2RJ8+fRAaGoqnT58iPDwcCxYskE86lpOnT59iypQpuHDhAp49e4bDhw/jv//+yzbXvXnzJh48eIC3b98iLS1N/tygQYMwf/58SCQSdOzYUSuvWxAlSwKrVgF5/T+WLAnIhsbIdL4QYiyoQpYQQgAEBwN//w14eSkvd/dMxc6dUgQH6+7YJ0+elF8xl92mT58OLy8vnDt3DhKJBEFBQahcuTLGjBkDZ2fnLDN8Z7R48WIcOXIEPj4+8hm+tSG4UzDqBtZF0yZN4erqim3btkEkEmH//v1o2LAhBgwYgLJly+Kbb75BZGQk3N3dNdqvk5MTTp8+jVatWqFs2bKYOnUqFi9ejJYtW6pc//vvv4dYLEbFihXl3dpkBg4ciNTUVAwYMEArr9kslC4N9OzJH1NCSwghhBgVIXNYTfj7++PUqVN4+PAhGjRogGrVqmHatGny4bdcXV2xceNG/PXXX6hYsSLmz5+vNA42wCttd+3ahb1796JKlSpYs2YN5s6dq/VY69Wrh2HDhqFbt25wdXXFwoULAfDhBvr06YPx48ejXLlyaNeuHS5duiRv0ZsTe3t73L9/H506dULZsmUxZMgQjBw5EkOHDlW5/uDBg1GuXDnUrFkTrq6uOHfunPy57t27w9LSEj169ICtrW3+X7QxkzUq2LsXuH5d6GgIyTUR0+aALCRHCQkJcHZ2Rnx8PJycnISLIyUBzvOdET85Hk42wsVhCKgslBlreSQnJ+Pp06coUaJEvpKThATA2Zk/DtsnQRG/66hZtBrEFgI2LTAQEqkE12Ouo5qH4ZbHuXPnEBgYiJcvX2pcIZwTVeeWwbxPTp4EypbN+isst+7fBypW5P0dIyKAKlVytbnBlIcBoLJQll15GEpORHJmKP8ren8po/JQMNay0Fb+ClAOq44x5K+58eLFC/j6+iI8PBzVq1dXu566c8sg3iuvXgFPn/IJaTONvZtrPXsCW7cCHTsCoaG52tQgysKAUHko5FQW2sqLqIUsIYRkkLFLV4MGwnbxIppLSUnBo0ePMG3aNHTt2lVrlbEGTSLhzWKKFs1/q4Dy5YFu3fgvuQcPtBMfIYQQQvSGcljTlpaWhufPn2PSpEmoU6dOtpWxBm/nTj7UVufO+d/Xjz/y8Tri4oCUlPzvjxA9ogpZQgjJwMGBNxJkTP+THpC827ZtG8qVK4f4+Hh59zKTFxHBk08nJ8DPL//7W7yYT73ctWv+90UIIYQQvaIc1rSdO3cOxYsXx9WrV7FmzRqhw8mfY8f4fV7nP8ioYkXgzh3gxAnAxib/+yNEjzSftpsQQggxUP369UO/fv2EDkO/jh/n9wEBgKUWvs7zO+wBIYQQQgjRicDAQJjEaJPp6cCpU/xxkyba2aeaydEIMXTUQpYQQggxRrLWBY0ba3e/jAGHDwOPHml3v4QQQgghxLxduQJ8/AgUKpTrOQty9PYtsGOHdvdJiA5RhSwhhBBibFJTgTNn+GNtV8hOmgQEBQGzZml3v4QQQgghxLzJengFBmp3oOPXr4ESJYAePYD//tPefgnRIaqQJYQQQozNpUvAp0+AqytQubJ29y0bQ3bLFmolSwghhBBCtEfWw0tbwxXIuLvzSl6pFJg7V7v7JkRHqEKWEEIIMTay1gWNGgEWWv4qr1kTaNXKMBNaiQQ4eRLYto3fSyRCR0QIIYQQQjSRnAycO8cfa7uHFwBMm8bvN28GnjzR/v7zivJXogZVyBJCCCHG5ttveVI3fLhu9i9LaP/8E3j6VDfHyK3QUMDXl1dC9+jB7319+XJCCCGEEGLYrKz4hF6LFgHly2t//7VqAS1a8ArPefO0v/+8oPyVZIMqZAkhJIMkiQSikychOnkSSXT1khgqNzfgm2+AgADd7L9OHaBZMz4T7vz5ujlGboSGAp07Ay9fKi+PiuLLKaklhBBi5iiHJQZPLAZq1wbGjwdEIt0cQ9aoYONG4Nkz3RxDU5S/khxQhSzRLWqeT9ShcyNXRCIR/vnnH43XP3nyJEQiET58+JDvY/fr1w8dOnTI9350LTIyEiKRCBEREUKHYhqmT+f3GzYAz5/r99hJSYpbQgIwejTAWNb1ZMvGjOHrybYhhJD8oByFqEPnhlYEBgZi7Nix8r99fX2xbNkytetTLko0Vq8eH59WqEYFlL+SXKAKWaI71DyfqGPA54Ykw5fmmfh4pb91oV+/fhCJRBCJRLC0tESxYsXw7bffIi4uTmm96OhotGzZUqvHDgkJQdWqVXNcb/ny5di4cWOu9p3bCmRt8PHxQXR0NCp/meRKm5XSBmX9et4N6+FD3R7n66/5e7N0aSAmRrfHyszRUXFzduYtCdRhjLc8cHZWbEMIIXllwDkKEZiBnxv6zGFluau6W79+/bLdPjQ0FLNnz9b4eJSLmoCPH4EhQ4Dt21VXUmrT9Ol8eAQrK90fKzPKX0kuWAodADFRsub5mT8AZc3z//4bCA4WJjYiLAM+N0LfvMHoDJVcbW7fgZulCL9avUVnN3edHbdFixbYsGED0tPTcffuXQwYMAAfPnzAtm3b5Ot4eHjo7Pg5cXZ2BgBIpIbdCkQsFgtaTnqzejVw5Qrg4wOUKaPbY23fDhQuzLuYEUKIqTPgHIUIzMDPDX3nsNHR0fLHO3bswPTp0/HgwQP5Mjs7u2y3d3FxydXxZLmooTObXDQvTp8G1q3jE9N+841uj9WwIe/dRf8LYuCohSzRDupeStQxknMj9M0bdL5zB1GpqUrLY9MZut69h9A3b3R2bBsbG3h4eMDb2xvNmzdHt27dcPjwYaV1Ml/lP3/+PKpWrQpbW1vUrFkT//zzj8ouUlevXkXNmjVhb2+PevXqyZPljRs3YubMmbhx44a8NYO6lgeZu4k1btwYo0ePxsSJE+Hi4gIPDw+EhITIn/f19QUAdOzYESKRSP43AOzduxc1atSAra0tSpYsiZkzZyI9PV3pdf7222/o2LEj7O3tUaZMGfz777/y5+Pi4tCzZ0+4urrCzs4OZcqUwYYNGwAodxOLjIxEo0aNAACFChWSt9bYtGkTChcujJSUFKXX2KlTJ/Tp00fl6zcocXHAtWv88ZfXp1NubsJUxiYm8tu7d0CnTppts3+/YjtCCNGEkeQoRABGdG4IkcN6eHjIb87OzhCJRPK/raysMGzYMHh7e8Pe3h5+fn5KjQyArEMW5CRzLhoYGKhxLmoptkS72u3kz1EuKpDjx/l948b6OZ5QlbGyXDSbITiUUP5q1qhClmgHdS8l6gh8biRJJGpv79LSkCSRICE9HaMfPkR2HVpGP3yIhPR0+SQJ6vaZX0+ePMHBgwdhZWWldp2PHz+ibdu28PPzw7Vr1zB79mxMmjRJ5bo//vgjFi9ejCtXrsDS0hIDBgwAAHTr1g3jx49HpUqVEB0djejoaHTr1k3jOP/44w84ODjg0qVLWLhwIWbNmoUjR44AAMLDwwEAGzZsQHR0tPzvQ4cOoVevXhg9ejTu3r2LtWvXYuPGjZgzZ47SvmfOnImuXbvi5s2baNWqFXr27In3798DAKZNm4a7d+/iwIEDuHfvHlavXo0iRYpkic/Hxwe7du0CADx48ADR0dFYvnw5unTpAolEopRYv337FmFhYejfv7/Gr18wp08DUilQrhxQtKj+jvv5M7Bihf6GLnBwAGxs+Ey5X/6PaolEvLVw8+Z8OwcH/cRICDF+lL8SdQzg3DC2HFYmOTkZNWrUQFhYGG7fvo0hQ4agd+/euHTpktaOAWiei76Meok/9v8BgHJRQem7QlYmIgL480/9Hc/BATh4kE9clh3KXwloyAJCiIlzPHMm3/tgAKJSU+F89iz/OzAQvhcv4m1aWtZ1AwNzvf+wsDA4OjpCIpEgOTkZALBkyRK162/ZsgUikQjr1q2Dra0tKlasiKioKAwePDjLunPmzEFAQAAAYPLkyWjdujWSk5NhZ2cHR0dHWFpa5qlrlb+/P2bMmAEAKFOmDFauXIljx46hWbNmcHV1BQAULFhQad9z5szB5MmT0bdvXwBAyZIlMXv2bEycOFG+L4C3gujevTsAYO7cuVixYgUuX76MFi1a4Pnz56hWrRpq1qwJAEqtbzMSi8Xy7nBubm4oWLCg/LkePXpgw4YN6NKli7w8vb29EZiH/53eHTvG75s00e9xu3UD9u7l3b9+/lk/x7S0BNq1A54+BQYOBBYu5MsztlCSzdC7bBkNq0AIIcSkGEMOq0rRokXx/fffy/8eNWoUDh48iL/++gu1a9fWyjGA3OWi0eBDLFAuKpC3b3nFKKCfHl4yV68CNWsCdnZAUBDv+aUPDRsCrq5AyZLAhQt8GeWvRAVqIUu0Q9bMPjGRN7vXBDXPNw90buSoUaNGiIiIwKVLlzBq1CgEBQVh1KhRatd/8OAB/P39YWtrK19Wq1Ytlev6+/vLH3t6egIAYmNj8x1zxv3K9p3Tfq9evYpZs2bB0dFRfhs8eDCio6Px6dMnlft2cHBAgQIF5Pv+9ttvsX37dlStWhUTJ07E+fPncx374MGDcfjwYUR9ae2yYcMG+eRqBk+o1gXDhvH7VasAHQ7fgehoIMMYdJgyBbh9m8+S+/ffWVsFe3kJPm4fIcSIUY5C1KFzI88kEgnmzJkDf39/FC5cGI6Ojjh8+DCeP3+u1eNQLmpETp7k95UrA+66m5cji+rVga++4j29Fi/W3XEYA06dUvzt6sqHGDt7VnX+6uBA+SsBQC1kibZkbGLfvDng7c279qib1VDWPJ+uCJm+3JwbIhF/XovnRmKDBmqfS5ZKYWthgdMfPqDVrVs57mu/nx8afrm6HVmnjlbiA3iiV7p0aQDAL7/8gkaNGmHmzJlqZ59ljGVJ2Jia91rGoQ9k20il0nzHnHlIBZFIlON+pVIpZs6ciWAVyUfGyuXs9t2yZUs8e/YM+/btw9GjR9GkSROMGDECixYt0jj2atWqoUqVKti0aROCgoJw69Yt7N27V+PtBRMTA9y5w98n+m5B0bIlUKMGb2mwdCkwd672j7F7NzB4MK9kvXwZsLXlnwOyxD04GGjfHjhzhs9uHR0NrFwJZBhTjhBCciW3+WvRopS/mgsD+G1jDDmsKosXL8bSpUuxbNky+Pn5wcHBAWPHjkVqpjFu84tyUSMi6+Gl7wYFIhEwfTrQti3w66/AhAmAiuEl8uXdO95w4e+/gS1beI4KAF8awijlr7t28dy1TBmqjCUAqIUs0QWxGFi+XH3CAvCB8SmZNT+ycwNQdNXIiDFgyRKtnhsOYrHaW2ErKziIxWju4gJvGxuouyYtAuBjY4PmLi5w+BKbun1qw4wZM7Bo0SK8evVK5fPly5fHzZs3lSYDuHLlSq6PY21tDYkWxwzLyMrKKsu+q1evjgcPHqB06dJZbhYWmn8dubq6ol+/fti8eTOWLVuG//3vfyrXs7a2BgCVr3HQoEHYsGED1q9fj6ZNm8LHxycXr04g9+7xH4hVqwKFC+v32LKEFuBjyX4ZR00rPn7kQxIEB/Ok1tKSd21TRSzmldGtW/O/89AqhRBCVMqYo6jj6wvk4vuKmIic8leAV8Jo+beNMeawAHDmzBm0b98evXr1QpUqVVCyZEk8fPhQa/vXFOWiBkTWOlrfQ24BPGesVo1PtqfpRFuaOnIE8PfnlbGWlup7kcnyV9mcHzdu8EkAidmjjILoRnAw0KZN1uWyK4+//sp/eBPzExysuuuGpSUQEgJ07qz3kMQiEZZ/aaGqLqFdVro0xHrqRhQYGIhKlSphrppWiD169IBUKsWQIUNw7949HDp0SH5VPjddnXx9ffH06VNERETg7du3WWZ7zQ9fX18cO3YMMTExiIuLAwBMnz4dmzZtQkhICO7cuYN79+5hx44dmDp1qsb7nT59Ovbs2YNHjx7hzp07CAsLQ4UKFVSuW7x4cYhEIoSFheHNmzdIzNCFsGfPnoiKisK6devkE50ZvEaNeEXo7t3CHL9tW6BKFd4VM6dKC01dvMiT5PXr+Y/cyZP5Mm/v7Lf7+mt+r4Xx9QghRC44GPgyW7oSNzdeEXvunPZ/0BPjoC5/dXLi40XKLlrqmaHlsABQunRpHDlyBOfPn8e9e/cwdOhQxOhrUtAMMuaiCR945RflogLZt49PfNe0qf6PLRIB06bxxytWAF9+l+RLcjLw3Xe8VfyrV3yy3YsXgTFjst/O25tf2JNKFWPLErNGFbJEd1684PfTpgFbtwInTvBlJUvyDyEBvpiJgVi6FKhTB9i2TXFufPoEZBhMX9+CXV3xd6VK8PpyJVvG3VKEnRUrIPjL5AD6Mm7cOKxbtw4vZO+jDJycnLB3715ERESgatWq+PHHHzH9yw+BjN2tctKpUye0aNECjRo1gqurK7Zt26a1+BcvXowjR47Ax8cH1apVAwAEBQUhLCwMR44cwVdffYU6depgyZIlKF68uMb7tba2xpQpU+Dv74+GDRtCLBZj+/btKtctWrQoZs6cicmTJ8Pd3R0jR46UP+fk5IROnTrB0dERHYypy7u1NZCL8tKqjAnt8uXAhw9531d6Or8A8/XXwOPHQLFifHyxefP4a8yJrBvn1av8s4MQQrTF2Znf+/gocpRXrxQVsV/GfCRmSCrlY0OOHq04N96+5d9f9vaChWVoOey0adNQvXp1BAUFITAwEB4eHoLkWrJc1Le4L3oF9QJAuaigihYV7n3Svj3g58dbpf7yS/72desWH5dW9p0wfDgfL7ZGDc22l+WwXybaI2aOEb2Kj49nAFh8fLywcSTHM4SAxSfrKI537xgTiRgDGIuJUX7u3j3G3rzRzXHzQOdlYWR0Xh7PnvHzwsKCsffvVa9z/z5j587larefP39md+/eZZ8/f85XePFpaQwnTjCcOMHC3sSyiy8vs3RJer72qQ+bN29mVlZW7NOnTzo7RroknYVHhRtFeWiiadOmbNSoUTmup+rc0vvnhlSqn+PkRCJhrHJlxtq35+/lL3JdHunpjDVsyD8LevZkLC4ud3FIpYx5efHtT5zI3bY6Rt8pyrIrD0PJiUjODOV/pZf315gx/LPl22+Vl0uljJ09q7vj5gF93ijopSwGDODnxrhxqp+XSBj780/+HachbeWvjBlvDqtrhpy/apqL5oW6c8tsc9idOxnz8GBs7Vr5ojyVxeHD/HPAzY2xsLDcx/G///HtAwJyv62O0XeKQk5loa28iFrIEt04dYqPB1qhQtaZFMuXVx5Mm1o3mZdDh/h9nTpAoUJZnw8PB2rVAjp25F1b9Cxjl64Gzs567eKVG5s2bcLZs2fx9OlT/PPPP5g0aRK6du0KOzs7oUMzeO/fv8f27dtx/PhxjBgxQuhwNLNhA//sXLpU2DgsLHiXrH/+4a1ac4MxIC2NPxaLgU2beCv5zZuBLxONaEwkUrQwoGELCCHadOIEv888eaJIBNSvr/g7LQ3Q8iRFxIAxBhw8yB+3aKF6nV69gN69BR2+QMaQc1hipLloXjAGVKrEJ4eVjSMrlE6dgCdPgCFDcr+tLH8FgGbN+FBbt24p5jTIDVn+eukSoMXh4ohxshQ6AGKiTp7k940aZb/e+vXAjz/yH9Rfxj8iJi6nZLZSJT6sRUQE/+I8fRqwsdFbeA5iMdiXH2ESqW4mvNKGmJgYTJ8+HTExMfD09ESXLl0wZ84cocMyCtWrV0dcXBwWLFiAcuXKCR2OZo4dAx480M64V/mVceZpTb19CwwezCtxZePPFi+ev+EXOnXik5vJxpMlhJD8evcOuHmTP85cIZtRTAzQtSsfV3vFCr2ERgR2+zYfusLOTlGhklnbtvxC49y5QM2avHGBHhlLDkuMNBfNi0eP+KS0jx8rN8gSgoUFf//m1l9/ARMm8PoNX1++rH//vMdRrhzwzTd8kt7UVL3+ziWGhypkiW7cvs3vs0tmJRLg9995UhsczFtdCTj+EtGDtDTg6FH+WF2FrL09EBrKx+G5fBkYORJYt05/MRqJiRMnYuLEiUKHYZQiIyOFDiF3GAOOH+ePGzcWNpaMnj/nlauzZmWfTRw8yBPXmBiedI4fn/vWtap06cJvhBCiLTdu8Bb85crxibzUuXaNNyY4cwaoXZu3jCSm7cABft+okWKS4sy6d+c9vZYuBfr04XmsmsmeiHkzulw0r2T5a926hvM7XyIBdu3irVO7tle/XkICMGoU79EFAAsXAqtW5f/4IhG/cEMIaFIvoitHj/KrYeoq3QCe8P71Fx/S4NYtYOhQXvFATNeFC/zLrUiR7Ac+L1GCf1GJRMBvv1GFLDFv9+7xykxbWz7UhyFgjHc/W7IEWLNG9TqfP/NEtmVLHn/FivzCmzYqYwkhRBcaN+Y9Ef7+O/v1WrVSTHI4ZIiiVS0xXTn18JJZsAAICAASE3kL2YQE3cdGiKE6dozfG1KDgtBQoFs33kBA3dCJZ8/yHhCbNvGWtVOnKnp4EaJFVCFLdEMk4uMdFiiQ/XpeXsCOHbxydvNm4Ndf9RMfEYYsmQ0K4l9u2QkKAmRd8EeO5OPsEGKOZK0Lvv5afascfROJgO+/548XLoT48FF8cwsQnzrDWx5cv84vuqxcydcZPRq4coV3z9KmlBTg3DneIokQQrShQAHNWjXOmMFzlc+feU+vDx90HhoRyMePihnRW7bMfl0rK2DnTsDbmw811LcvIJXqPkZCDI1UqhiTu0kTYWPJqGNHPjzemzewnTJNOX9NS+OVrwEBQGQkbyR0+jQwezZ/b2vTy5fA9u30+WDmqEKWCC8gAPj5Z/74u++A8+eFjYfoTokSfMKuVq00W3/yZP4jJzWVt8QjxBwZYusCgHfRdXUFYmPh0K4Ttu0CHILa8HFhGzXiLXs9PPiFmOXL8zZuV06WL+cV1fPmaX/fhBCSHbEY2LqVjyn4+DGfzIl+WJum+Hg+RE7t2prNeeHmxrtEW1sD+/dTC2pinm7d4nMIODgAX30ldDQKlpb8YhoA67W/KfJXX1/e42HOHP5Z3rcvn9Mk42SO2pKezi/8de+uGOqRmCWqkCXa17gx7wbw9Knm24wdy7dJTwc6d+Yf3sT0DB7MW7r26KHZ+iIRsHEjvyr55586DY0QgySRKCZJNKTWBQCwdy/w5k3W5a9e8R+vtWrxZPxL0qsTsgm9zp6lIW8IIfkTGso/t3IzSZeLC694s7UFwsJ4d3Viery9gS1b+LA7mqpVi+ewZ85ov3cIIcZA1sOrYUN+ccJQhIaqHm4rKgr44w+gcmXeyn3jRsDJSTcxWFrycXUB/hlBzBZVyBLtev2ad03466/cfYDJxgr18wOGDeMJLiEA7zo4daphfZEToi+JibxVTtWqQPXqwsaSlKS4JSTwYQhUYYx/pkdF8fetbBtdqFGDV4S8eQP8959ujkEIMQ9Hj/LhTx49yt121asDq1fzobo6dtRNbMQ4de/OK2YJMUc+PkDTppr3jNSlzPmrqov4smVxcbwxgS7zVwBo0IDfy4ZDIWYpu3mRCck9WUsuf3+gcOHcbevoyGcjNZQxEol2hYfzWYvzc6UxPR2YNIn/+OnZU3uxEWKonJ2B//1P6Cg4R0fN12WMV8g6Oysv0zYbG/5j9/Rp3sKgXDntH4MQYh5kYx02apT7bfv1A775hnJYUxQbyxucVK7MLzbm1bVrwMyZfNJaQ5ltnhBd6tyZ3wyBpjmsvvJXQNHL68wZRWMGYnaohSzRLlmFbGBg3rbPmMh+/gxcuJDfiIghkEj4rLSFCwM3buR9Pxs38rFkBw/mY/oQrRCJRPjnn3/UPh8YGIixY8fqLR5CckXWwoC6fBFC8iomBrh/n/8gbtgwb/vImMNeuMDzWGL8tm3jDU2++Sbv+0hLAzp1Av79l+ewNMSO1miSw477bpz+AiJEU7Vr84nCoqL4BGLELFGFLNGu/LQuyOjNGz6AdtOmwJ07+Y+LCOvKFeD9ez6oe6VKed9P//68Ylc2o/H799qLUUAxMTEYM2YMSpcuDVtbW7i7u+Prr7/GmjVr8OnTJ6HDQ2hoKGbPni10GOYnNZWPuZyeLnQkXGKi4rZ/v2bb7N+v2EZXqEKWEJJfsgYFVarkf9istWv559K331LFmyk4eJDf52dSIisrPjalbCK45cu1E5sBMIYcduasmUKHYX7u3uUtyw2FIeav9vZ86C2AclgzRhWyRHtevQIePMhf6wIZFxfemvLTJz4eV3y8dmIkwpAls82a8UHM80os5pMqlCzJJ43r0YO3vtWyo0+OouKvFXH0yVGt7zuzJ0+eoFq1ajh8+DDmzp2L69ev4+jRo/juu++wd+9eHD2q+xhy4uLiggIFCggdhvm5dAmoU4fPwmoIHBwUt+bN+SQn6rpXiUR87LDmzRXb6ErduoCFBf9MiIrS3XEIIaZLWw0KAKBMGV4R+8cfvHKWGK/PnxWV9S1b5m9fDRsCixfzx99/D5w6lb/9qUE5rDLKYQUyahTg4QFs3ix0JJwh5q8ANSogVCFLtEiWsFSrBhQqlL99ya4g+/gADx8CffsCUmm+QyQCkVXItmiR/325uPDZMe3sgEOHgOnT87/PDBhj+OHYD7j39h6mHp8KpuPWLcOHD4elpSWuXLmCrl27okKFCvDz80OnTp2wb98+tG3bVr7u8+fP0b59ezg6OsLJyQldu3bF60xXn1evXo1SpUrB2toa5cqVw59//qn0/MOHD9GwYUPY2tqiYsWKOHLkSI4xZh6yoFTJUvjpp5/Qp08fODo6onjx4tizZw/evHkjj8/Pzw9XrlyRb/Pu3Tt0794d3t7esLe3h5+fH7Zt26Z0nI8fP6Jnz55wcHCAp6cnli5dmuXYqampmDhxIooWLQoHBwfUrl0bJ2WfPQCePXuGtm3bolChQnBwcEClSpWwX9Or4YZGNjut7Oq5IRGLFS18Mie1sr+XLePr6ZqTE58U8vx5wM1N98cjhJgebVbINm4MzJvHH48ezS+uEeN0+jSQnMwrcCpWzP/+Ro/mcyBIJEDXrsDLl/nfZwaUw2aVecgCX19fymF1LTkZOHeOP65ZU9hYMjOk/BUAevUCtm8HZs3Sz/GIwaEKWaI9trZ8cpWmTbWzP1dXYNcuPkv3nj3AwoXa2S/Rr3fv+GRtAJ+xUhuqVAF+/50/njsX2L1bO/sFcPjxYYS/CgcAXIm+gosvL2pt35m9e/cOhw8fxogRI+Cg5gqs6EtywBhDhw4d8P79e5w6dQpHjhzB48eP0a1bN/m6u3fvxpgxYzB+/Hjcvn0bQ4cORf/+/XHiyw9NqVSK4OBgiMViXLx4EWvWrMGkSZPyFPvSpUtRv359XL9+Ha1bt0bv3r3Rp08f9OrVC9euXUPp0qXRp08f+Y+B5ORk1KhRA2FhYbh9+zaGDBmC3r1741KGH6rjxo3DuXPn8O+//+LIkSM4c+YMrl27pnTc/v3749y5c9i+fTtu3ryJLl26oEWLFnj48CEAYMSIEUhJScHp06dx69YtLFiwAI65mYzKkBw7xu+bNBE2DnWCg4G//waKFlVe7u3NlwcH6y+W/v15S1krK/0dkxBiGlJTeWMCT09Fa6X8mjCBfwampfFJbWJjtbNfol8ZGxRoY8IdkYhP1Fm1Kj8nOnXi55+WUA6rGcphdez8eSAlBfDyMszJVg0pf/X3B7p1498/xDwxolfx8fEMAIuPjxc2juR4hhCw+GQdxCGVand///sfYwBjFhaMHTmi3X0zHZeFEdJ6eWzfzv9/lStrZ38ZffcdYw4OjO3axT5//szu3r3LPn/+nOfdSaVS9tX/vmLimWKGEDDxTDGruLIiS0tP02LQChcvXmQAWGhoqNLywoULMwcHB+bg4MAmTpzIGGPs8OHDTCwWs+fPn8vXu3PnDgPALl++zBhjrF69emzw4MFK++rSpQtr1aoVY4yxQ4cOMbFYzF68eCF//sCBAwwA2717t9o4AwIC2JgxY1i6JJ2FR4Wz4sWLs169esmfj46OZgDYtGnT5MsuXLjAALDo6Gi1+23VqhUbP348Y4yxhIQEZmVlxf766y/58x8+fGD29vZszJgxjDHGHj16xEQiEYuKilLaT5MmTdiUKVMYY4z5+fmxkJAQtcfMC1Xnls4/NxITGbOy4u+dR490cwxtSU9niYfC2DedwBIPhTGWni50RIKi7xRl2ZWHoeREJGeG8r8yqvw1Pp6xcuX453ijRoylaT+XoM8bBZ2URfny/P/399/a2ydjjD15wlihQoy1bMk+x8bmO39ljHJYdQICAtjo0aNZeFQ4S5ekm1UOq+63kc4/N378kb9vMpSzQaL8NQv6TlHIqSy0lRdRC1mifdq4gpzRoEHAgAF8yIJRo3QyZijRoQMH+H1+x95SZcEC4Pp1rV3JlLUskDB+jkmYBHff3sXhJ4e1sn91RJneM5cvX0ZERAQqVaqElJQUAMC9e/fg4+MDHx8f+XoVK1ZEwYIFce/ePfk69evXV9pX/fr1lZ4vVqwYvL295c/XrVs3TzH7+/vLH7u7uwMA/Pz8siyL/dIqSCKRYM6cOfD390fhwoXh6OiIw4cP4/nz5wD4OGRpaWmoVauWfB/Ozs4ol+HK+rVr18AYQ9myZeHo6Ci/nTp1Co8fPwYAjB49Gj/99BPq16+PGTNm4ObNm3l6fYI7d463rCpWjI+ZbMjEYkgCGmC7HyAJaKC/bl4ZMcbHlx42DIiL0//xCSHGT9v5q5MTH2LJwYEPifDXX9rdP9GtyEjg/n3+naat3n8yJUoAFy4Ae/cCWhrflHJYzVEOq2OyIbcaNxY2jpwYQv4KAP/9x3t8rlsnzPGJoPIxuw4hGURHA46OWksqlIhEwMqV/PH06cJ9WJK8mTEDqF2bdyfWNisrPnmGjESS5xmNGWOYdmIaxCKxPJkFAAuRBWacmIGWpVtmSTrzq3Tp0hCJRLh//77S8pJfKuDs7OyU4lN1/MzLM6+T8Xmmomzy+pqsMnQNl+1D1TLpl7GfFy9ejKVLl2LZsmXw8/ODg4MDxo4di9QvXfVksamKX0YqlUIsFuPq1asQZ/ockHXpGjRoEIKCgrBv3z4cPnwY8+bNw+LFizFq1Kg8vU7BZByuQNuVBKZIJOLjb/33H9CmDb8RQogmHj0CSpXSzWdtxYrAhg08T/7mG+3vn+iOpydw+DBw7x7g7Kz9/csq69LSFPe2tnnaFeWwuUM5rA4lJCiGqjP0CllDcfUq8OOPfM6IwYOFjoboGbWQJdoxdSqfyGvFCt3s386OjxlavLhu9k90p0QJ4Ntv+XhZunTlCvDqFfDmTZ42z9yyQEbKpLgSfQWHH2u/hUHhwoXRrFkzrFy5EklJSdmuW7FiRTx//hwvXryQL7t79y7i4+NRoUIFAECFChVw9uxZpe3Onz8vf162j1evXsmfv3DhgrZeTrbOnDmD9u3bo1evXqhSpQpKliwpHzMLAEqVKgUrKytcliVxABISEpTWqVatGiQSCWJjY1G6dGmlm4eHh3w9Hx8fDBs2DKGhoRg/fjzWGeMVZ2NpXWBIvv6a39NMtYQQTb14wS/sFium1bE8lXTpwidzootrxsXGBmjWjP/vdCklhc+38PixonI2lyiH1S3KYXPhzBneQKZUKfrdrilZ/nr9OvDxo7CxEL2jClmiHSdO8A/f0qX1c7y9e4FNm/RzLGIcIiP5sBaxsUB8fK42lbUssFDzkWgBC0w7MU0ns9WuWrUK6enpqFmzJnbs2IF79+7hwYMH2Lx5M+7fvy+/it60aVP4+/ujZ8+euHbtGi5fvow+ffogICAANb/MYDphwgRs3LgRa9aswcOHD7FkyRKEhobi+++/l++jXLly6NOnD27cuIEzZ87gxx9/1PprUqV06dI4cuQIzp8/j3v37mHo0KGIiYmRP1+gQAH07dsXEyZMwIkTJ3Dnzh0MGDAAFhYW8hYHZcuWRc+ePdGnTx+Ehobi6dOnCA8Px4IFC+Sz0I4dOxaHDh3C06dPce3aNRw/flyezBuV5ct5i09DndDLEMkm46EKWUKIpr5MGAQvLz6JrK7FxwPffUc/uolCejqvlE1P55WyX1plaopyWN2jHDYXatcG/vwTmDZN6EiMh48Pr7yWSvlQJsSsUIUsyb9nz4CnT/lQArIrPLp0+jTQrh0wZAhvFUkM148/AmvWAO/f6/5YnTvzYTMA4MkTIDlZ401TJal4Hv8cUqhOgqWQ4kXCC6RKtN96plSpUrh+/TqaNm2KKVOmoEqVKqhZsyZWrFiB77//HrNnzwbAu0H9888/KFSoEBo2bIimTZuiZMmS2LFjh3xfHTp0wPLly/Hzzz+jUqVKWLt2LTZs2IDAwEAAgIWFBXbv3o2UlBTUqlULgwYNwpw5c7T+mlSZNm0aqlevjqCgIAQGBsLDwwMdOnRQWmfJkiWoW7cu2rRpg6ZNm6J+/fqoUKECbDN04duwYQP69OmD8ePHo1y5cmjXrh0uXbokH5dMIpFgxIgRqFChAlq0aIFy5cph1apVenmNWlWvHk9madZVzckqZK9cAT5/FjYWQohxkFXINmqkn+MFBwPLlvG5EXRQQUa05PJl4PvvgUwtNnXCwQFwdeUtqBMTgZcvc7U55bC6RzlsLhQpAvTqBfTtK3QkxoUaFZgtEdPF5TKiVkJCApydnREfHw8nJyfh4khJgPN8Z8RPjoeTTT7j+OMPoF8/oE4d/VzVkUp5QrtnD+9idvUq//DPI62WhQnQWnnEx/P/i+yKv44nJkpOTsbTJ09QgjHYfv7Mh7koX17jMYdfxL/Am0/Kwx1IpBI8ePcA5QqXg2cBT3g7eavZ2jxIpBJcj7mOah7VILbQ/VjOSUlJKFq0KBYvXoyBAwfq/HjqJCcn4+nTpyhRooQ8sabPDWUGUR6MAUWL8rEaT54EAgIECcMgysKAZFcehpITkZwZyv9K6++vEiV4D5uDB4GgoPzvLycXLwING/Ku6T//zCv98oE+bxS0WhaTJgELFwK9e+u8R548xyhcGLZfJolCiRJA4cIa74Ny2OzpO38FDCOHVZW/AvS5kZHBlMX//gcMHQoEBiouFArAYMrDAORUFtrKi2hSL5J/sg+NL1cwdc7CglcC16zJJ2Lo0QM4cIAm+zI0x4/zytgyZfQ3S7xIBHh78xbbnz/z1tslSmg0bpuPsw98nH2UlkmkEohEIr0mcObs+vXruH//PmrVqoX4+HjMmjULANC+fXuBI9OzmTOBSpWAVq0Ae3uhozEeIhFvYbBzJ29hIFCFLCHESERG8pulJZBpdnedqVOHD0kzfDiv9KtRQ3+tc4nmDh7k9y1a6O+YTk68V0x0NM9f7ew0zgEohxUe5bDgudeFC0Dr1jyPJZqTtZC9eJGPZ66PIXSIQaAhC0j+MKb/7l4An+10926eqBw5AkyfzsewPXkS2LaN30skOe2F6JIQySzAv8BKluSVM+/f84kSGOPjtb17x++pY4DBWrRoEapUqYKmTZsiKSkJZ86cQZF8tIA3OjExQEgI0LUrdbvPC1lC++iRsHEQQgyfLH/96ivFkEf6MGwY0KcP7/HVrRuvfKP81XC8egXcvMnzyObN9XtsLy/+G0cqVYwnS/mr0TD7HHbrVn6hydgmIjME5cvznqUWFkCGyeCI6aMWsiR/nj4Fnj/Xb+sCmcqVgd9+4y1k584F1q7lCYuMtzdvhRAcrN+4CE8YZRWyLVvq//gFCvD/f2IiT6hv3VKePdnamg+gXqiQ/mMjalWrVg1Xr14VOgxhySoIqlbNVXdF8kXPnkCnTjT2LiEkZ0I0KAB4XrJmDa/0i4gAypZVzlEofxXWoUP8/quv8jUkWp6IRLxn18OHvMXs7duUvxoJymHBe0cCQOPGwsZhjEQi4Px5wNcXsLISOhqiR9RCluSPszOwciUwcSIflF7funfn3SIA5cpYAIiK4hM9hYbqPy5zd/8+r6i3sRGu27CbG+Diwi8apGaayCA1lbc8iIsTJjZC1Dl2jN83aSJsHMaqUCGqjCWEaKZ/f2D8eD5RrL7Z2fHJaYGsOQrlr8ISqoeXjKUl4OHBhy6g/JUYi5cvgf/+4y08aciovClThipjzRC1kCX5U7gwMGKEfo+ZlKR4LJEA16+rXo8xfrVpzBigaVPFGLNCVBybG1kyGxCg3zEwpVKw9HRFdz/Z5AjqvHjBWyDI0DjERAW9zn1JrQsIIUQ/GjXSb+vYzPmruhniKX8VTno6HwoN0HuFLOWvRNsEyV9r1uQNtgghGqEKWWJ8cjPOF2P8il3GLwYaf0n3oqJ4cqjHZFYsFgNPniD182fYabpRaqpyhX7NmroIjRi5T58+AQCsdH3V+ulTfrO0VIyFSnLv/Hlg1izeUnbDBqGjIYQQjvJXw/f8OW+9DAC1aunlkLLc4tP9+5S/Eq3SW/4KUA8vbRk3jk9W/tdffHhGYvKoQpbk3cuXwP79vHVBmTJCR0MMyaJFwLRpej2kpaUl7K9cwZtmzWBla5u38ViSk5X+lEglQDqQnJxMM9TC/MqDMYZPnz4hNjYWBQsW5JX+uiRrXVC7tn4nmDE1UikfA9DNTdHSjBBCMtqxgw9x8vXX+u3JQwxbyZL8983Ll3prdSoWi1GwYEHERkUBBQvCHkCuv7Uy5a+A+eVs2TG3stB7/soY9fDSlps3+dB/Z85QhayZoApZkncHDgBDh/KWXKdP6++4iYmKx6dPA61a5bzN/v1Aw4a6i4lkpefuKiKRCJ7ffYenr17hGWNASgoQG5vzhhYWQNGi/PHTp3w7S0tALIaUSfE2/i0iEyNhIaIht821PAoWLAgPDw/dH+jmTX5PyWz+fPUVH786NpZPjFK2rNAREUIMCWO8FdKrV7xVl74+cyl/NQ4iEZ84S488PDyA1FTEJiZqnr8C/KKCoyPPXyUSPuSCtTUgEpltzqaKuZaF3vLXV6+At2/5uVevnu6PZ8oaNODfS2fOAN9+K3Q0RA+oQpbknVCz02YcQ6t5cz4bbVSU6q5cIhF/vnlzGl9JX1JT+ReyAKwLFkQZJyekpqbyxHT4cOD1a/Xd/AoUAAYMUPzYYYy3lnn3DihfHqm1a2Le+81Y9uNpOBZ00ywIiQS4epUn025uQI0aJnPuJaYmovX+1rgy5Aocrc2jBaeVlZXuWxbILF/OKwkEev+YDBsb3tX0zBl+owpZQkhGDx/yCgRra6BuXf0dl/JXw5aWxsvaQv8VdiKRCJ7Fi8NNIkFacnL2+atIxBs9NGrE15NVHm/bBsycyceWrV0bybWqY8SzBfh7QjgcbQrkHATlryZFr/lr0aJ8orl796jHQX7Jhiw7c4Z6eZkJqpAlecOYcBWyGYnFvBKjc2f+gaUqcVm2zGQSCqPg7w8ULAj88QdQrpzeD29hYQFbW1v+x8SJ/NwAlM8N2Zfb338DwcGK5bGxPCF99gx49gy2hw5hMwC2tjRE9eoBffvyWZnVCQ3lk3C8fKlY5u3Nz9GMxzFSqaJUPEt6Bmsba9ja2AodjmkqXlzoCExDgwaKCtmBA4WOhhBiSGT5a926ivFC9S2n/JUxyl/1bedO4LvvgGHD+DjkAhCLxRA7OOQ+fwV4C8UPH3gOe+sWbH8DTgKQ/lEdFs2aAbNnK3qEZUb5K8kvW1ugWjWhozB+derwnpovX/L3sq+v0BERHTOfNvtEux48AGJieEukOnWEjSU4mCcmqpKMn34yiUTCaDx6xM+Nq1f5hDpCU3dueHurTmbd3ICICN4qYds2pPbrjWfOgCgtDTh1io/pI5OUBKxcyZcxxpPZzp2Vk1mAt37p3Jk/TwjRj4wtDAghJCNDaFAAZJ+/+vtT/qpvBw8Cb97wnl5Cy23+CgATJvAeXpcuAXPmID2gAVLEgMXLl8CmTbxXmMz+/fyWmEj5KyGGxN6et04HKIc1E1QhS/Lm5El+X7cuvyImtOBgIDKSJ9lbtwJt2vDlR47QrLT6dOgQv69fn3eZMgSZz40TJ/hYW9n90HFzA775BslrVsJ3LPDxzjVg9Wqge3fFOkeOAKNGARUq8IS5d2/V55ps2ZgxQEICr8hNStLmKySmoF8/oG1bIDxc6EhMQ716vNvpkye8azIhhAD8O1mWwwYGChkJlzlH2baNt466eZNfCCb6IZsMEgBatBA2Fpm85K9iMR+y54cf8OlQGApNApL2hgJLlyrn5SEhQOvWvEdb9+6Uv5K8u3mTTz71ww9CR2I6qFGBWaEhC0jeGErrgozEYkVy/fXXwOHDPOk+fhxo0kTIyMzHwYP83lCSWZmM50ZuiQBWqhRQMVM3nI4dFY+jo7PfB2O85UHGic7oQgGRkUiAPXt4V8Np04SOxjQ4OfELQzY2fFwzLy+hIyKEGIL793kvGFtb4Xt4yWTOUc6cAVatAqZO5ZN/0RiCunf9Om8d6+hoWJMS5Sd/BfDZGpA0awLYZKiMZUxx8Vci4Td1KH8lOTl2DLhzByhWTOhITEfDhsC//xpGb1Oic1QhS3KPMcUVG0OqkM3Ix4ePvySb3IXoXkoKr/wGgJYthY2FGDeJhH/GREfzZKRBA9MeRy8iglfGOjsD1asLHY3pOHWKKjIIIcpk+Wu9ejxHNEQ//shb90+dSp9h+iJrUNC0qelPrEnnlO6YW/4KKH77UeMn7WnThveaI2aBKmRJ7olEwN27/AvHkCs7Z88WOgLzcvYs8OkT4OHBxz4zdYmJisenTwOtWuW8zf79/KonUc/EJ5ZQ6dgxfh8QwLuqEu2gH52EkMwGDeLDbSUnCx2Jel5ewIEDQkdhXgy1h5euyHJYyl+1xxzz1/R0xdAqjRtrZZfmWKedBeWvZoXGkCV5U7Agv3JjqK0LMmOMutjoWsZk1hy+SBwcFLfmzXnSpe51i0S81Xbz5optSFbmOrGErHWBlpJZkklsrGFXvhBC9MfCAvDzA776KtvVJBI+6tW2bfw+u17dOieVCnhwM/DhA3DhAn8cFCRoKHpD+at2mWv+euUK8PEj4OICVKmS792FhgK+vrwDbo8e/N7X13SLL0fp6TQPghmgClli+o4c4Ym32X6a68nXX/Oko0MHoSPRP7GYXwEHVCe1jAHLlpnhJd4cyCaISEriE0aMHm1+E0ukpiq60FJ3L+1r2RJwd1dUehNCSA4MplLgwwdgwgQ+vAJVyupOWhof5iw4mP+jzYkm+evEiZS/qmLu+SugyK0aNeIXu/LBXOu01Tp2DChUyDx/V5sZqpAluSOV8lk5p07lXyzG4OxZ4OpVYPp0gZs4mLj27YG//uL35ig4GPj7b6BoUdXPm1ICpi2OjoqbszPPutTJOLGEbBtTcOkSH+rD1RWoVEnoaEyPbEIEmqmWELJ5M9Crl6JHjwoGVSnAGLBuHf+e+OsvPR7YzLi6AnPnArt2CR2JMNTlr7KxdNeupRxWFXPPXwHFkFt57OFFddrZKFOGDy1y7ZryMHnE5FCFLMmdO3f4OEJLl/IZao3Bd9/xK0x37wLbtwsdDTFlwcFAZCRw4gSwdSu/nzaNPzd0KHDzpqDhEQMklfKxY1u2NI+hPvStQQN+TxWyCgbVF5sQPdq9G9iyhf/A/cKgO2oUKgSMH88fz5jBu68Soguq8tfHj/m8ELdv8xyWhn4jmZUrx4e0yGOFLNVpZ6NYMX6TSICLF4WOxjCYaP5KFbIkd06c4Pdff208s5AWLMi7fAFASAjvmkS0KywMuH+fkjWAd+sKDAS6d+f3ISF8XN3Pn3nC++GDsPEZksRExW3/fs222b9fsY0pCAjgScXGjUJHYppkFbLh4TSOLGBAfbEJ0TOplH/WAvy8/8LgO2qMGQMULgw8eMArk4l2vXjBc1izaHKXg8z5q7c3sHMnX75lC7BqldARGhZzz18Bfk48e8YrZon2UaMCBRPOX6lCluSOimTWKIwaxbskPXoEbNokdDSmJT2ddwGsUIEPDUGUWVjwbpLFi/PWBn360FhwMqomRlPH1CeWoNaxulGqFG/hk5oKXL4sdDTCMqi+2ITo2e3bwPv3/LujZk2ho9GckxMwaRJ/PHMmNSrQth07+CTF3boJHYlhatAAWLiQP/7uO8XkZ4QmRpMRifKcw1Kddg6oQpYz8fyVKmSJ5qRS4NQp/jgwUNBQcs3REZgyhT+eNQtISRE2HlNy8SIQH89bcFSrJnQ0hqlwYT42mY0NsHcv8PvvQkdkeMRiYP581c/JEj1Tmxjt9Wvg3TuhozBtIpH5JrQG3RebED3L2MPLykq+2Cg6aowYwScnfPoU2LBBTwc1E7LxhJs3FzYOQ/bdd7zSIy2Nt55NTRU6IsMimxgtu16Cppa/ArxnZD67jGtapw3wn1KmWqetlix/vXjR/N53ZpS/UoUs0dytW7x1gaMjUKOG0NHk3rBhgJcX8Pw5TY6gTRmTWVNLNrSpRg1g5Upg0CCgd2+hozFMsuEcLC2VlxcuzCecCA7We0g6tXgxb7k/fbrQkZg2c62QNfi+2ITokZoeXqo6ahhcQzd7e+DHH/njn3+mXjbakpio+F5o0ULYWAyZSASsX8/HCf3zT+MZsk6f2rThQ+RlZm1tmvlrQgJQuTLPYbXQsEBWpw2o//xdu9YMf2ZWqMB/A33+rDT2uVkwo/yVKmSJ5tS0LjAadnb8CuVff/GxR4h2yCpkKZnN2aBBfMZkY5kQT58Y4xXWALBoEf+8kU0S8M03ppfMAsDx4/x1ly0rdCSmrWlT/t4bMEDoSAghQtCwh1fGSgF1BGvoNmQIH7rg5Ek+FBLJv5MneauzEiX4jOZEvQIFgGPHFBc4ibLdu3mjAnd34PBh4Ndf+fLUVKBhQ0FD04nTp3nrWBcXXmGoBc2b87maihZVXu7jwzsZdurE//782YymBBCJ+LCLs2YBnp5CR0N0xDLnVQj5IjmZz/hqbOPHZtSli9ARmJbXrxXjxgYFCRuLsZFIgP/9j1cS2dgIHY3wjh/n3Z8cHYH+/fm4eXFxfPnhw0JHp31xcYqr3XmcnZZoqEIFfiHE3GTsT336NNCqVc7b7N9vmj8eiXl7/ZqP4y6V5tjDKziYN2gbM0Z5uDofH14ZK9i1QRsb9cP6kLw5cIDft2yZqzEwJRLesDY6mteRNGhghi337tzhbxDK/TlZg4Jhw4Bmzfht7Vrg5k3gyBE+1IMpOX6c32sxf124EPjtN37v7a36/ZWcDLRvz69J7d7N21qZvBkzhI5AGLIc1gzyV6qQJZqbPBmYONF0xl9NTOSf6OaWRGmTrKKsenV+VZhorlcvYPt2PhQIzVzLL3mXKsVbWjs58WWNG/Ms7L//+Nh5JUoIG6M2nTzJW8eWL8+HUiFE2zL2p5b1xY6KUj0Ol0jEn6ehZ4gp8vQErl/nY8tlHhJHheBg/qNfVaUbYwYyB+ObN7y7MMkbxhQVsrno4RUamrWy3tubt6w2xY48Kl29yis+LC2B8HDq5ZOSwk8COzvekl0mKIhXyB48aHoVsseO8fsmTbSyu8REXqcdF8c7EarryHDnDnDuHPDpE9CuHbBnDx/RhZggWQ5rBvkr9XkhuWNhYRqXozZv5pU/S5cKHYlxk1XI0nAFudenD/8SWb0a2LRJ6GiE16YNr3jN2ALI2RmoV4+3zH/4ULjYdEEHrQtINtLSgMuX+aR65ii7vtimOmkeIZlpOOjr69f8rRAYyOtRZJUDa9fyYRNlw50L4t07oG1bfjEvPl7AQIzckyf8Qq+VlcY9/0x8om/N+fvzhhgJCbwfuRFOoqNVNja8r31MjPIFdtlvo7dvhYlLV9684RXNgNZ6zf7+O6+MLV0a6NhR/Xo1avDrKA4OwNGj/KeDWZx+MTG860bmDx9zYAb5K1XIEs0kJmY/e6SxsbAAYmP55AhxcUJHY7zWrAHCwoC+fYWOxPi0bKmYzGnoUODGDWHjMQQWFlkHY9+xgyd/pjYDsqxCVkutC0gOLl4EatcGBg82re+y3AgOBsaPz7rc29s0Jx0hBOD9yz990nj1N294nUrVqsqbMQb88gtw9y4wZ472w9RYwYLAo0d8kt1lywQMxMiVLMmHSdq6Ve0kMLIJu81kom/NWVkBO3cCHh7A7du8Vai5fq9mJOvdJdOgAb+6s2+fMPHoimyCRD8/wM0t37tLSwOWLOGPv/8+53q1hg15e6ACBfh0Ey1bAh8/5jsMw9azJx92MSxM6EiEIRtLKHMPFxPJX6lClmjmm2/4+Fuy7j3Grls3oFIlID4eNst/FToa4+XgALRuTd2V8mr6dJ5JJCfzLxNzvDjw+TNvsa5uhH5PT6O+6qlSdDT/VS8SZTvBDNGir77isx2/fs0rM8zVtGl8doyQEF4RceIEbyVm5MksIWpdv857WbRrp9Hq+/bxoWYtLJS7wlpa8mv4AK+YffpUB7FqQiwGZs7kj5csgejde4ECMXIiEVCuHG/aqoZswm4zmeg7dzw9eaWsWMy/S341099SR48C9+6pfs7KSisVlgZHNlyBlnp47dgBPH/Oi6pPH822qVePD83r7MyHlmnRgl8MMVmyyfTOnBE2DiEFB/MhUkaM4N1VTCh/pQpZkrP0dD6g8osXpjNOqFgMzJ4NALBeuRpFTPlKNjFcFha8MtLXl3ef69OH/xI0J9u3A7175zxzL2OmM361gwOwfj0wZQqfoZbonq0tUKsWf2zOCa2TE09eZ8xQ9MU2tQsehGR04gSf6VxD//7L71XV37ZsyefqSU3l0yoIpnNnoEoVICEB1kt/ETAQYtYaNFBcpfjuO+D8eWHj0TeJhPe6qVgx55aLppK/Anwy4mnTsr2YoSnG+CReAG9hnptREWvX5vXhhQrxsWUFu0imD1Qhy1WtygcbHjLEpPJXqpAlObt2jfcFKFiQJ4CmokMHoHp1iBITMfGc0MEYoYEDeYVSdk0GSM5cXHiLNRsbnlncuiV0RPrDGLBiBX+cXWK3fj1voS9rFWTsnJyA/v0F7vdqhiihJcT8nDjB7zUY6/DzZ+DQIf5YVYWsSAQsWsTvd+4UsP7JwkLRqGDVWrglChSHsTp1inf//euvbFdLTFTc9u/XbNf79yu2MQtjxwJdu/LGO+bWSnb/fiAyktcIqmstmpjInytc2HT61deqBcyaBXz9db53FR7Of/Y4OgLffpv77WvW5A12Dx0yrSqKLOrU4ZWPL14Az54JHQ3RMqqQJTmTjRUTEGAyVyIA8Iz6p58AACMvA6LoGIEDMiLv3wMbN/IJmMytRacuVK/OJ/a6cMHEM4pMLl7k3UltbHgFvzrW1jwJOXhQf7ER0yP78WCuFbIHDvBWLVevCh0JIfqRnq54v2tQIXv8OB831tsbqFZN9Tr+/ryBGMCHZBZs6Mw2bYBatSD69AmTzwoUg7Has4ePO5hDTuHgoLjJJvqWzSGjiqUlUKyYYhuzIBIBv/0GLFgA/PGH0NHo18qV/H7gQOXxTTJydOT98ZOSFBeHiFytWvxnwNq1vF47L6pV461lZa5dM7151ODgwH8rAuaZwzIGjBoFbNhgkgN0U4UsyZnsC8QUxzps0QLpdWrDLh2wPHxU6GhUk0h4pfi2bfxeIhE6It6SUyrl4/D6+AgdjWno2pV3xTAnsmS2Rw+gSBH168km9Lp+nY8BaqwkEt4ip3dv3urXEN7L5qRePf7j8fFjPo6vudm6lV+ENJupwInZu3qVt1ArVIjXpOYg43AF2VW8zZ7Nfx9fvMhvgsjQqKDNf+Az4xgaQ8xfAUVFbMuWGm+ScaJvdeeGbIQ3s1OgADBxYtYJd0zZgwd8ZimRCBg+PPt1g4L4vaz5vTGSvZdHjOCfO1qc86JqVf4zQBuuXuUNkhs35nN3mxRz7uX15An/zTh0qElOIEgVsiR7aWm5al1gdEQiJC/7Gf7DgLS+vYSOJqvQUD6+aKNG/NuqUSP+t9A/qGXJbIsWwsZhqi5fBjp1Mq0xpzKLiVF0Fxw5Mvt13dwUV4YPH9ZtXLoiey937crHDR440DDey+akYEFFpYy5JbSMKSbiaNJE2FgI0RdZg4KAAN7NPxtSqaJCtn377Hfr6clbdIWHA3XraiHOvGraFJ/+XA+/b8EnEDIkhpq/PnvGJ2ESi4GmTXO1aXAwHyrVyUl5uY8P8PvvwOLFwLBhWozVGKWm8pZsu3cLHYlurVrF79u0AUqUyH5d2W+lAweMszIp43t51Sre06Zs2Xy/l+PjtRNeRg4OvLHyrVs83BhT6vxqzhWysvy1Th2TnDGRKmRJ9q5e5U3DXVwAPz+ho9EJadUquOUhdBQqhIbycTVfvlReHhXFlwuV1DJGFbK6lJzMxzcODeVjc5mq//2PX/CpW1dR2ZodWQsDYxy2wFDfy+ZowQI+fqCGM66bjPv3eatgW1veUpgQcyAbckuDBgVSKfDLL3x474CAnHfdsycfv1BQIhHSu3RCioHVxRr0d56slWKdOvwiXS6dOsUrkkaP5p0OZBN9DxgAjBunaD374QMf0sIEe9dmb80a3pKtb1/gv/+EjkY3Pn7kXaeBnBsUAPzzx8qKnyiPHuk2Nm1T915+9y5f7+WHD/mFrSFDtNtwvnx5/h4tWhS4e5d37n31Snv7F1RAAPDnn5oPaG1KTLxBAVXIkuwVKsSnPRwwIMfWBSbhyRM+VqUQkpIUt4QEnu2pupIqWzZmDF9Pto2+3LzJf9jb2yuu1hHtsbXl3dlFIp7YmuqYXLJEXZNkFlBU/h8+bPjjFhvLe9kcBQUBDRvy95k5OfplSJ769c3vtRPz1bEjb+6qwY84S0s+z9P69XxY89x4/NgAxiyUSICzAg0ma0zfeQcO8Ps8NCi4d4+3U7G0BKZOBbp3Vz/Rd9++wJIl/CM3MjJfERuXb7/lvw0+fuRNik0xp7lzh89tULasZq2sHR0VY9gbw7AFengvL1rEJ1GMjtb+9DRlyvBK2WLF+MgSgYFZ65ONUqFCQK9evLWyOZFKqUKWmLly5YBly4CffxY6Ep2z+t9v/PX+8IMwATg6Km7OzrwlgTqM8W8XZ2fFNvoia6HYuHHuf7UQzbRoAcyYwR8PGwZERAgajk5s3gzcvs2vsGuibl0+Ttnbt3zEfkNmLO9lYj5MPJklRKWhQ4F//uHj3evIypVAhQpASIjODpEjxxTAoXod3oLqwQMBAjCS77zUVMVnYS7Gj5XZsoXft2gBuLpmv+6ECXy0pRs3gK++UjTWNnlWVsCOHYCHB6+4HDzYOLvpZ6dOHX4O79mjeWMlY+rlpeP3ckyMoq3JxIlaiFeFUqV4payvL2+NGxCQ/UshBuzmTd4i28GBzwJngqhClpAvJDVr8BH5t2zh/RyIaozxTJSGK9CtadP4D4bkZD6erBYH0DcYlSrxVgaasLLiLfXHjOHJHyF5degQH+Pu3DmhI9GP9HRFbUAux0wkxBw8e8Yn6rp5M/fbVqrER99Zs4aPDCKERBtAWqY0b0kkZM2woXv9mv/DPDz41Oy5IJXy68gAb6SWk6+/Bq5c4SMyvX3LP3pXrjS9ukmVPD2BnTt508dt2xQTuJoSW1veP15TrVoBrVvzIcnM3IoVfIqMOnUUDYd1wdeXV8qWKsVvhQvr7lh68+YNb148YYLQkeiP7CJaQIDmvxmNjOAVslFRUejVqxcKFy4Me3t7VK1aFVevXpU/zxhDSEgIvLy8YGdnh8DAQNy5c0dpHykpKRg1ahSKFCkCBwcHtGvXDi8ztU2Pi4tD79694ezsDGdnZ/Tu3RsfPnxQWuf58+do27YtHBwcUKRIEYwePRqpqalK69y6dQsBAQGws7ND0aJFMWvWLDBT/XaNjOSDIyUnCx2JXkirV+PdaxhTtE7Up8RExW3OHM222b9fsY2+TJ7ML28OGqS/Y5ojCwue/fv68qE0+vQx/K76moiKyvso+8uW8VuZMtqMSPsyvpc1HetJiPeyudq+nf9A3LdP6Ej0IzKSf54ULKjZeM1EI5S/GrgDB/iYjRrYvRuYPj1vw7Y3agS0bctHDNBVay9NpEz/0rtr+/a81SznR8bvPE0/V4X4zvPxAS5c4DlVLodhO3eOV9w7OWk+BLmPDx9FomdPfn6MGsUbjJryfK1yDRrwiiOAD657/ryw8WjL9et5y8X9/ICwMOP47aTD/PXjR8V8aJMmKcZc1pVixfgcWP/8YyKjNX36xCtjly0zzeFAVImM5CeKCffwErRCNi4uDvXr14eVlRUOHDiAu3fvYvHixSiYYZD1hQsXYsmSJVi5ciXCw8Ph4eGBZs2a4ePHj/J1xo4di927d2P79u04e/YsEhMT0aZNG0gyjBLdo0cPRERE4ODBgzh48CAiIiLQu3dv+fMSiQStW7dGUlISzp49i+3bt2PXrl0YP368fJ2EhAQ0a9YMXl5eCA8Px4oVK7Bo0SIsWbJEtwUllM2bebf0vn2FjkR/Zs7kb/q//+Zfuvrk4KC4DRqU/aA6IhHP9Jo3V2yjTxYWNFyBPri4ALt28bK2sDCNiyMzZ/IMyRRbTMhkfC83bw54e6vPOoV+L5sjc5uptnRp3qri6lXtD9Zmpih/NXApKbxnScmSfODPHPz7L7/P61x/P//MxxXduxc4fjxv+8gvqb8f0LUr/0PfjQoyfucFBWU/WZYhfOfZ2eV6kz//5PedO+duczs7vu3PP/M07sgRPuSmWRgzBujWjc85kekiklF6/pzP5FehAq9ZNFU6zF/XreOnQrly+ptb1dOTn4IAb3M1d64RzzdXvDgv8/R04OJFoaPRjxUreA7bv7/QkegOE9CkSZPY119/rfZ5qVTKPDw82Pz58+XLkpOTmbOzM1uzZg1jjLEPHz4wKysrtn37dvk6UVFRzMLCgh08eJAxxtjdu3cZAHbx4kX5OhcuXGAA2P379xljjO3fv59ZWFiwqKgo+Trbtm1jNjY2LD4+njHG2KpVq5izszNLTk6WrzNv3jzm5eXFpFKpRq85Pj6eAZDvUyjxyfEMIWDxydnE0aQJYwBjv/6qv8AEkKUsevTgr7tNG/0GkpSk/Pe6dYyJRPzGv0P4TbZsyRLGNDzvciPbcyMqSifHNFQavU/0ISKCMYlE2BiYFsrj3TvG7Oz4eXz6dN72kZLC2PHjjN24kbfttSRXZbFrV/bv5V27dB+wjhnMe0UT//3Hy9/amrHPn7W+e6MqCz3IrjwMJSfKLcpfhaPR++vMGf4ed3XNMWd5944xsZiv/vhx3uMaOZLvo2pVxtLT876f3FIqj7t3GbOw4IGEh+svCMaUc9i//87+O2/z5vwVthrZnhuJiYzFxeV53wMG8K+M48fzHt/Bg4xdu5b37XPLIL6LPn5k7OFD4Y7/hVbKYvJkfh43bpz3fTx7xliGz3yhaFweWsxfpVLGypblm//2Wz5fQB4tX86P7+HBPy7T0xkLO5TI0OkbFnYoUa+f3Xkmq6eYMUMnuzeIzw0DkVNZaCsvErSF7L///ouaNWuiS5cucHNzQ7Vq1bBu3Tr580+fPkVMTAyaN28uX2ZjY4OAgACc/9L14erVq0hLS1Nax8vLC5UrV5avc+HCBTg7O6N27dryderUqQNnZ2eldSpXrgwvLy/5OkFBQUhJSZF3Qbtw4QICAgJgk6FlYFBQEF69eoVIU5tCMyVFMb5eYKCgoejdjBm8FVFYmP6uPt25A/j7A2vXKpYNGsRb6hYtqryutzd/7vvvgcWL9RMfwL+C69cHvLz4LAVEf6pUUXSvY8x4m1ds2MCnVa1SJe8DR02ezFvuG1ML2+Bg9e/lv//mzxP9KV0acHfnE7xcuSJ0NLol+/lEtIryVwN34gS/DwzMsU/sgQO8O3nlyrxBbV7NmMGHN4+IULSm1LsKFRQDnE6bpp9jSqXAjz8CNWoA8fF8WadO6r/z1q0Dlizh3U9fv9ZPjACPp0gRPtFbHvz+Ox9tKSAg7yEEBSkPXbtpk2JyI5Pl6Mi/c2WMNX9NTubnLsDHnsiLuDg+DNk33xjPDFNazF9FIj6Ex9y5mo3DrAvdu/Of2zExfAzbokWBNkEOwK5taBPkAF9fIDRUmNg0JuvldfassHHog5nkr5ZCHvzJkydYvXo1xo0bhx9++AGXL1/G6NGjYWNjgz59+iDmyziD7u7uStu5u7vj2bNnAICYmBhYW1ujUKFCWdaRbR8TEwM3N7csx3dzc1NaJ/NxChUqBGtra6V1fH19sxxH9lyJEiWyHCMlJQUpGQYLSvjyRZSQkgAIOIZQQkqC0n1m4jPn4JCcDKm7GxJLFgXUrGcKspRFcQ/Y9uoOq9A9+Hz/NtKrVdTp8S337oNd/yEQJSZCsngRknp0Ugxa3bop0OImxGfPQxTzGszDHZKv68F69f9gK5UCEybgk7c70ju211o86s4Niwf/wTEyEszaGh993Ez6nJDJ6X2id0lJsB0xFuJHj5B07KDeh43IV3lIJHBcuQIWAD4PHYi01Lx197IMrA/7pUshPXAAicnxuh+ASo1clcXnz0CrJirfyxCLTeK9ZHDvlRzY1a8Dq9A9SD5xBKlf+Wt134ZUFuITp2A3eDjSunVCypxZgsSQXXkYQhnlBeWv2RSOjmny/rI/dgSWAD43qIO0HM6xv3fbAbBCUKsUJORjcE/rAsD4SdZYMMcGbz8kIyElLc/7yo3M5SGa9B0ct26F5GMCPr2P1u2QAPHxsOs/BFb7+czxn//ahrTePfhzavJXUdwHOMydA4vISKS3a4NPh8LyNISAKtmdG3b7/oWVRIIUF2ek5PFzR2wPJGrp33r/ngUGD3ZAaqoIl6+mYPa8FFhq+Ve5IX0XAYD42AnY9RuE5BVLkd5BT/3Vv8hvWVj9uQV2795B6uODxGYN85a32YvhULM6xOFX8TnsH6T1653zNjqSq/JoVA94oJ381cYJGDGOf4UIMZayjROw54AIgfXt8SxSjIQEBkDxOyIqiqFzZ2DTts9o1yFd/wFqwKJ2NTgCYBcu4GPiOz7psRYZ0ueGfct2QFo6kn+eC2m1qno/fk5loa0yErRCViqVombNmpg7dy4AoFq1arhz5w5Wr16NPn36yNcTZfrBzRjLsiyzzOuoWl8b67AvNffq4pk3bx5mzpyZZbnPEh/AAAaX9lnqo3L59JPATAA7i8Si+4KC+gxJMBnLws0VSP8WeP9sMDB/sE6OJ5ICU08Ds07yv4/7Al07PMK7Ja7qN3oK4AIABvxSCxh1GRD17oNm/YDL3tqNL/O5MeYCsAzAUe9UNF/hpXIbU6XufaJvPh+A63uAwp+BrY3dMKI10OAZ4JkIRDsCZ4oDUj30e8hLebR+AIRFAu9tAe+Xo/F5/ug8HdsuFXgvBmxfvkTt7wvifjZvF33QpCzW7QG+fg6MDwL2l/2yUPZeNjGG8l7JyehPwHIAxzfNQmupbioqDaEs5hwFfngJ7DyyHH0KLBc0FpXlYaTDYlP+mu1L0At17y+bNODDWf4Dp9qD8Xgwf7zK9QAA6dbA3jcArLD4fQMsnh+ev6DSrYFhLpgQH4MJ8/O3q9zKWB4VhgD3XM8DOszVyrwF/t0GlH8HfLYEBrUDtkZ9C8z/VvUGGb7zyrQCLvwOFL58BYfreaBrF0CbfTYznxsWUuDNXsAFQOPYn3F+/s+a7yzZCUhyAwo/0l6AACAVAXWnA6dCsGqFDVaFnQG6dAPs32v3ODCM7yIAWHgYmPAGSO/TG7UHAe5JxpG/ggFX/gfUAPBD2RdYsKiw+nWlFsCzBkCiJ+AYDRQ/w0/AL0LsgRkA/l0xEt/EjMx9LFqWU3n4fADurwT2lgN6dPryP8pL/priANgIPAlV6peBZKUWwNsHADyRsTIWABgTAZCi95B3QERFxf/O+lP+j5/DuaEpkRR4awu4fPqEpt8VQbiWf//LCP254ZACxJ0CrKRAlW0BeHJIuFjUloWWclhBK2Q9PT1RsaJy68MKFSpg165dAAAPDw8A/Oq9p6enfJ3Y2Fj5lX0PDw+kpqYiLi5OqZVBbGws6tWrJ1/ntYpuMW/evFHaz6VLl5Sej4uLQ1pamtI6MZlmB4+NjQWQtRWEzJQpUzBu3Dj53wkJCfDx8cGLcS/g5OSkcht9SEhJgM9SH7z47gWcbLLGYX+8DYAzaD9sKeIHD9B/gHqUU1noRGIi7AYNg9XJvQCAlOFDUXPBHDzJzVWuiRKkdekBu/0HcWFPESSdPgZWwjffoakrD/u2wQCOocHQOYgfI3wSoQ+CnBs5EDc5CtauM4ZdZRjypCAs4j7In5MW9ULy4gU6a3mQn/KQnT8O345CzPSf8hWH5aUOwLETuF58LlJHj8jXvvJK47JISUGBZWUg+hCPnX3DIAlooL8g9cgQ3yvZsbgeARwMQJBdZcRPOqvVltaGVBYO+xoDuIrOI1ehfZ+egsSQXXkkJCTAZ75hVBbkBuWvhpu/ik+fhe2c1pB6uOPyogfZvrdv37JAy18cYF9Yinu/HJWPDGRMhPi8sTx0BHZ9BkIUHw9p0aKQ7NyM1TWqY3Uu9iHucB6sVXt0vpeKz4mjkTJ3dr7jUlcW4kvhcJjVFKygMw788gS5aYr6+zorjBtlh569U7FqnZavIP0A7N3zCUMH2CHpaVMU3/kG2/7+hEqVc19Jo4ohfRcBAL5PR3qLdnA6ew53/2cJUbqiBaIh56/iS+FwmNkUzMYGP/5xDz8UUV0h++8/lpg03havohQfJF5FpViwOFne2lIccAlo1BxdXxVEywlPBJtoU9PysF6yHLbp09HJ5WvE/bAvz8dr0dgeFhbA4l+SUaGids7v3HK21fT/bgEk+ADzFT35bt7/CDd3lufG/JqcG7lhd/UbsCPHcPLrVUj/pkveglLDUD43LA8dgZW0M6TFiuH/7J13WBR3E8e/ywFH70UQFBU7qFETS2LUaNCoSQwajS0mRlONGk2vppnyJlGjaZYkGkuKksQWa+y9oqJRsIMIiPRywN2+fwzHAR5wZa/P53n22WXZMix7e7Pzm/nO8c9OWqQisqFrIZkPa5QCrZGMGjXqtqYI06ZNE3v06CGKoqYpwmeffVb1e4VCobUpwm+//Va1zfXr17U2RTh48GDVNgcOHNDaFOH69etV2/z666+3NUXw8/MTFQpF1Taffvqp/TVFKCkRRbmclOfOnTO/cWam3muhUonili2iuHevdCdUKESxY0dNU5nFiw0/VkGBKN5xBx2rTRtRvHXLaPO0Xo/iYlF0c6PzJCUZfQ5bwWqFzUeOrCmub6YmUQZfj6wsUfTwINukaOTx5Zf09w4YYPyxDETna/HXX2Rr48bm7fRiZqz2s1IXFRXUXMMEWM21yMnRNPi5etViZthjUy/2Xy1Hg5+v996je37UKJ2Op1CI4tmz0tmnZts2UZw1S/rj1qbe65GdLYrz5knbjHXFCk2Dn7vvFsX0dMOPtWyZxn+p/FwYQ53XQn1PPPqo3sfs2ZN2/eILo82rk1OnRLF5czqPpyf1RJMCq/kuqs6iRbblv4qiKL76Ktn4xBN1bqLufdXgn1VeLop+fvTL/fsN+2MkQOfr0akT2frDDwafa+9ezStvtd6TZkfbbafv5O0tilOnao5ZUSGKH34oigsWiOKaNaJ48CC5ltX6Z+p+b+jD9esmaUorilb03Jgxgy7UU09ZzARzNfWyaED20KFDorOzs/jxxx+LycnJ4vLly0UPDw9x2bJlVdt8+umnoq+vr5iQkCCeOnVKHDVqlBgWFibm5+dXbfPss8+KERER4tatW8Vjx46J9913n9ixY0exotrL78CBA8UOHTqI+/fvF/fv3y/GxsaKQ4YMqfp9RUWFGBMTI/br1088duyYuHXrVjEiIkKcPHly1Ta5ubliaGioOGrUKPHUqVNiQkKC6OPjI36hx7e0TTi0SiW1AZ0/X1onzkqp91rMn08Pg65dpb0Ws2ZRi8d9+4w/VlqaKEZEkJ1z5xp9OK3X459/6PiRkQ5xT6ixmi+lwkLNlJcniuHhdXsLgkD3Q16eZh+JMOp63Lwpin/8IY0hp0/T3+rmRoMFFkDna6EOnk+fbh7DLITVfFasAKu5FurBgFatLGqGPQZk2X+1HA1+vm7epDfcPXvMa1g1zp7VfB2fOGHac9V5PRQKUQwLI0PWrZPuhDdukI8xaRKdw1g++EAzaGmkv1LntejWjc6hZwLEhQu0m5OT6QNJ2dmieP/9dL6ZMzXrKypEcft2ioNv367fuK7VfBdV918bN7Y9/1WlEsUdO0SxchBMjaF/VvnQ4fSL996T5o8zAJ2ux5kzZKezMz1XDeThhy0eVxNFUfP/2rBBt+Brt270+h8ZqclTA0Rx2jTNMdPT697fz08UX3jBYre8wVjNc0M9GLBihcVMcIiArCiK4tq1a8WYmBhRLpeLbdq0ERcsWFDj9yqVSnzvvffERo0aiXK5XLz33nvFU6dO1dimpKREnDx5shgQECC6u7uLQ4YMEa/WygbJzs4Wx4wZI3p7e4ve3t7imDFjxJycnBrbXLlyRRw8eLDo7u4uBgQEiJMnTxZLqw9xiKJ48uRJsVevXqJcLhcbNWokzpw5U+fsAlG0IYfWgaj3WmRm0nA1QC+3hqJSiWJubs2fs7IMP15tTpygrEEJgqVar8eUKXQNJk0y+vi2hNV8Towd0pUIq7keKpVmEGLTJouYoNO1KCgQRXd3svPIEfMZZwGs5t6wAqzmWrz4It17zz1nUTPsMSAriuy/WgqpPl8KhWnHl0eMoI9fv36mPU+91+O118iIO+6gZAtDqe6/iiL5xlL9USoVBaYuXTL6UFqvRVaWJj0tNVWv473/Pu12//1Gm6YT5eWi+OOPmn/V6tUaV0c9RUTonlFnNd9Fduq/GvonTUBllnBlRYUl0Ol6vPMO2VltAFBfqg9OmaISwRAqKuhzpC1rVW1rZGTNwQ/1a/x//9UsOEpPp0DzkCGa4K2Li1Xc8gZjFc+NrCzNBblxw2JmOExA1tGwN4fWHmjwWrz1Fj0QYmMNc2hLSkRx/HhR7NDBfENfRjjKWq/Hvn2i+PLLorh1qwTG2Q5W8zmx5YBsrcCBZKxfL4rHjxv3kmkEOl0LdTlmy5Z2n1luNZ8VfUhLIy+6XTtJ/z9Wcy3ataP7T6r6VwOx14Cso2Et/yupPl8zZ4piixai+NNP0thVm4sXqUQXkDZBtTb1Xo+bN6nG1pjnwM6dohgcLIpLlxpnqD4Y+DzWei3y8kgO4cUX9TahZUu6dOb809VIUeZsNd9Ftuq/lpfTwHodGPonheAGVYxJIDNnKA1eD5VKFKOjyeDlyw0+z1NP0SGGDjX4ECZB/fmq/RmTQjlDpTLTLT9vHsUWag0GG4tVPDd+/50uRkyM5WwQzReQtUH5esakFBcDEyYAS5YASqWlrbEOZswAfH2BU6eAP/7Qb9/r14Hevel6nj4NbN9uGhurk58PDBoELF8u3TF79AD+9z+gXz/pjsnoTmGhZtqwQbd9NmzQ7GMpRBG4+26gZ0/g3Dlpjz1oENCpE6y6C8uKFTQfNcoiYvRMAwQEAJs3A2fOABcuWNoaaVEqgbg4IDYW6NvX0tYwjHn4+Wfg/ffpM90Af/9NH3tRNI0pzZoBU6fS8iuvABX6920xnsBA4KWXaPndd/X367//nvy+rCzg228BlRma8fz1F9Crl3S+i48P8MwzwNdf67XboUNAcjLg4QE88og0pjREURFN+fnAlCna7031uqlTaTv1PlaNLfqvAPDnn0DjxsCH2hvOGfpnXSwMBYYPB6o1c7Q6jhwBUlIAd3fgIcMarV2/DvzyCy2/+qqEtklAfDywahX9e6sTEUHr4+MNP7YgmOmWz8oCTp4Edu40yE6rJjAQePBBYOhQS1tiFqz4TZaxCPv2AT/9BLz9tnUHOsyJvz8FZQHgvfd096oPHAC6diWvzt8f2LgRGDLEdHaqWbSIzjVhArB7t+nPx5geT0/NFBdHHkNdAT5BACIjaTv1PpZixw56MT55EqjsOu5QvPQSMH48MHq0pS1htOHmBtx5Jy3b27NSJgNmz6bPXkCApa1hGPOwaBEwcyawf3+9m127Bhw/Tl+XpnTL3nyT3ivPngUWLjTdeerlpZfIBz1zBvj1V932KSsDnn0WeO458nlHjgS2bTP9e0FREZ1z714ayLRgYoj6Ug0dCnh5meecXl40+foCaWl1byeKQGoqbafex6rR1X8FrMd/BYD58ynqXV6u9de26JbrTNOmwBdfAC+/bPANtngxPUruuYfyeqyN+Hjg8mVg3aYiYNgorNtUhEuXjAvGqjHLvdGrF83tzX8FgPvuA9asqXMwxN7giBtTE3UGZ9++nNFVnalTyas+d063zNOffqLM2PR0oH174PBh4P77TW8nAEybBgwbRt+CQ4cC588bd7xFi4BNm4DSUimsY4xFJgPmzqVlbZ9RUQQ++IC2szTz5tF8/Hh6c5CarVvp2Lq+ZJqb/v0pY6t1a0tbwtSFPTu0DONIFBXRADjQYFb4mjU079kTCA42nUl+fhQfBihBNT/fdOeq14hXXqHlmTPrDC5VkZFBWbE//EA+xiefACtXUqqoqfH0pAxZNzdg3TryZ41JYT5/HvjmG+DiRb13nTUL+P13TYIxIwEN+a8ABWKswX89eRLYtQtwdqbBiXpQ/1nablX1nzlnTq0/Kz+fgk0PP2y6NH1jCAmhZKQPPjD4EK+/Tq/MH30koV0SI5MBvXorgdhf0au3UvJbT5db/rZ7Q1e6d6cdr16libFZOCDL1GTHDpr36WNJK6wPHx/gtdeAli0pMFsfX39N2anqgOj+/UCLFmYxEwBlMPzyC9CtG3DrFpV2Z2UZdqyyMnKIBw6kFA/GOqir1kb9jb5kScMvXabm6lWqCQWAF14wzTn27weWLtVfSoRh1NxzD83tKSArivQiyYNojCOxbx9970VGkl5APagDsg8/bHqznnkGGDCAxie9vU1/Pq28+CIQHk6+fXFx3dvl5wN33QXs2UN+79q1FFUxZ4JGt27AsmV0zvnzNdEMQ1i9Gpg82aCoqrs78OijVOhmLmy1sl8v6vJf/fxo/ssvlARiaebPp3l8PH12GiA+nj7jtcct6iyBd3WlwY41a0jSzg5xcaECsd69LW2JZanrlgfoFdvgjFwvL+COO2jZnnzY8+cpddmB4IAso6GwUOfsAodkyhQq+RoyhMqoduygrIEdO2qWVcXHA2FhlImwerVlPHB3d/qSj4oikbShQw17Od+7l7JOQkOBjh2ltpIxBnWtzfbtpFW6fTtw7Bh9Qe/YoZHZsBTff096c/fdB7RrZ5pzDBxI861bLR+Ark5qKpV5HTtmaUuYhrj7bnrxT0kBbtywtDXSkJxMb0CNGlnX54JhTImOFV55eZpNDZRG1AsXF1KReuwxCxaeeXnRc2HhQo2PoM1/9fEBHn8caNWK3gcGD7aMvcOGAZ9/TsvTp2sGd/Vl40aaq30FK0efyv7wcBsrga+ONv81Kwt48knyGx97jL6TLUVODg0KABTQ15HJk2lMo/qfVWcJvJub5l1bfZ9aC/PmUWKHgSn95eXsetSm9i3/wgukq/vii0YeWF3ltWePsSZaDzNn0qDq//5naUvMBgdkGQ1795JWVNOmDWYXOCRyOZWuJCRQoLNvXxr669sXaNKE1gPkRZ09S3qzltThDQmh4XM/P8ocef55/Y/xzz80HzCANYWtEZmMMl5GjaJ5hw4aBf1580g6wxKUlmoE8/RwZvWmc2fKWM/PBw4eNN159OXXX4Evv6Shb8a68fOjxleA/Ti027bR/I47KBrEMI5A9YBsPWzaRMGCVq0soyajUJj/nAAodU+b/xoVRcEXNe+/TzJblpbamTGD0otFkXwcfau08vLovQYgH1aP3Tp1omrysjL9TikV9ZU5CwJN8+ZpiqK+/x7IzjavjUZT2391dga++47KsHNzKX29oMAytv34I1BSQj61uopGR6r/WYcPU4b1vn11bKy+L60hI1iNQkHvr088QY29DGDJEioM/flnSS2zearfG/PnA599JkG4xd5kt0QR+PdfWr7rLsvaYkY4wsJo0NGZdWgSEqgzZmpqzfXXr9OIvjooawq9TENo21bjgBsyDGdj2QUMKBtaLVr37LPUXM7crF4N3LxJAxUPPmi688hklCICWFeGwYoVNOdmXrZBXBxllJpDI9EcqAOy/fpZ1g6GMRcFBRT9ABr0YVu1oq/Gp54yg121WLSI3DF1MZpZqct/TU2l4Itai93JiTJlLY1asmDgQPpntWql3/7btlH2b6tWQPPmOu+2ejWQmEgJxJYcz9K1C/yaNdQHrV07Wm/TyOX0DwgLo4rExx+njFlzIooU4QbovUmHtPYbNyi598SJmuuPHaN169fXsaP63Wr3bqpGtAY2baIM4bAwg7QGVCpKbLx2jVTzGBNzzz0U1e3a1aJNECUjKYl0zN3daXDGQeCALKPh2jWac0BWQ1GRZsrPJ9mC+sTXp06l7dT7WAN9+1IzMrXOjI4IadeBU6fIGVEHvRjb4J13KDBbVmac/pqhjBhB3TA+/ZSyHkyJ2qG1lgyD//6j9t3OzvTyy1g///sfle4OGmRpS4xHqdQMrnJAlnEUzp+nuu1mzajKqx46daJEvFdfNY9p1dmzh4I306eboY+Pvv7rlCnW5786O5NcQfV0UF1RD9I+8IBeu6kr1ceOtXxvY22V/bVL4Bs1otyLzEzSvB0+3MbVd8LDgT//JI3Vf/6h9xBzIgjkT77+us6D6t98Q9mgtdslqF2KOjWBW7akZ1ZZmaaHi6VZuZLmI0ca1GlqzRp6HPv5AZMmSWuavaFU0r0xaZIRsdTgYGpa+PPP1tEMz1jUCQW9etEAjYPAAVlGw/LlNCrxyCOWtsR68PLSTL6+QFpa/dunptJ26n2sBVdXzfL+/ZoHXj04b95KC3fd1XAjM8a6cHKiZlcffURzc+PiQm8Go0aZ/lzqwYKjRw1vXiclamc2Lg4ICrKsLYzjceIEpaV4ewN33mlpaxjGPHTpQve9ejDCSvn4Y0r82btXU1BlMvT1X7OyrN9/LS8HZs9uWKBSFDWSW3pUeF27pomLjRmjn5mmonZlf+2Yy1130Rjw229T/Hr1asqWXbrUDEF/U9GtG/0Bu3dbpn9F8+bUcEuHqpniYhrgAWigpToDB1J898SJOj5+gqCRLbCGKq/CQo1eswEVXqJIZfgAqeRZrImhjVBeTgM/ixZRKwwGmgvhYAkFHJBlahISwk9Qe2b/fmqyFB/fYFdP2aHK8j+WK7BNvL2Bt94yf82dud8AGjWilKfY2IZfOE2NKGoCsuYIRjPScuuWdQT1jUE92KbW5GMYR0EmazA7ds0aylK1VGVn48bU7xGgDF2L6cnaKiNGUNTruefq9TWEK1cpTdTNTa+y6xUr6LD33tvgrWRVyOWkeXv4MBXD5eQA48cDLz7nZmnTDGfkSPMPKhrgvy5dSvq9zZpRYVp1goM1Mph1ZskOHEgSIdaQ3bhmDWnntmhBJfB6smcPqaTJ5ZRwz9SPmxsFZAEKyhqFSkWNG22Zigpg505a7t/fsraYGQ7IMoTNDqOamMJCzVTnt2ktNmzQ7GNtdO5MDk5+PnXPraeuqfTbryloO3GiGQ1kTEJ5OclpzJtn2vNkZJBe2yefmPeNd98+En3r1Ml859TG0aPkELm7U0MKxnZ46y2qBJgzx9KWGAfrxzKOho7+qyhSn8VevYB160xrUn28+iqNI168SKXOJsPe/FeAtGSdnIDFizWpeFoQo5pSlGzrVvo+1gFR1PREHTdOCmPNT6dO1N901iwKig15qMLSJknD0aMkv2ZqUdKXX6Yq0WPHdNpcpaKEbYCeLdpiqoMH07zOj+CgQdRzwRp8j+r9DwzQ6/j8c5o/8QQQGiqdWfaMWsv877+NyAfIygICAig13lrkZgzh8GHSgw8IsPz7nJnhgCxD9OlDL3ANZE06HJ6emikujtT06/qSEgQgMpK2U+9jbcjlpM3UsiVw9So1XKrr4S0IQPv29Dczts3q1cDXXwMvvWTaks6FC4GUFBplN+dov44vXCbn2jWqMnjwQa40sDXUTV9svVPt55+TJu6QIZa2hGHMw4YNlNH1zjv1bnb6NOlvurlZNvnGy4vUhADKaszONtGJ7M1/Bei5ptbFf+MN4Lff6t7Wxwe4+26dD52YSP1k5HLbln93caFLc/EiMHCQJiD7zz/kntkcSiVFyHfsoMqjChMFmQsLKU3xr790joytX096qb6+1NRLG+qA7JYtdWTEu7hYtnucGpWKtGwFwaAKr0uXaKBLEIAZM0xgn53SsSMp7pSXawaE9CYoiN45KipoRMZWad+eOhN++ikNvDkQjvXXMtrJy6M6g3//Bfz9LW2N9SKTaRzB2k6t+uc5c6yj7KQ+AgPpBSYwEDhyhISy7KEzI1M3I0dSXYxSSdquly9Lf47yck1n2smTpT++LhQX0/PMUjzyCMkmmDTtiTEJvXrR/NAh264j7tiRsnxatLC0JQxjHrZvp+hTA52M1qyhef/+lo83PvEE0KEDkJure/KqUdiL/wqQfzF1Ki2PH08VMhLg5kaHGz2aGhLZOuHhmuX06wJGjaJ77quvbMzll8lICsrDA9i8maLNpmDZMqoebNkSuP9+nXb56iuaP/NM3WPwnToBMTEkZ5CbW8/BRNGy3dicnOj6Xr9OXeL0pFkzcp+++IIuIaM76kLUxYsNLFgWBI0Pa8tJBT4+wLBhDtkNjgOyDLBrF42MtWxJAldM3cTH0+hN7esUEUHrq7c+tWaio6k+Qi6n+Suv1Pj1hmWA++NPARcuWMhARlIEAViwgDShsrOpnF7qspa//qJgZEiIZdJLZs6kMpdvvzX/uavj7MzNvGyRli3p3lUoqGyKYRjbQF310bdvvZupA7IPPWRie3RAJqOv5EOHzFgeby/+KwB8+SX5MQoFzav5qgOTAc97+uot0dSmDTUq//FHiW21AioqKAuvpISyF+++m7KBbYaOHemfA1DEb/lyaY8visD8+bT8wgs6ZeepVJRQ3qQJ8OKLdW/n5AScPEnx3jrL+K9fp/ey6GjKUrUkjRoZvOudd97e2IxpmFGjqNDvzBkjElzvuYfmthyQdWA4IMtoWoo24MwylcTHU4bh9u2kt7N9O9Vq2JIzC5BHtmQJLV+5Qh6bUgnnv9figRTA5fdVFLBl7AN3d2rrHBJC3uGTT0qrHa12Zp95xjL3jTqYZqlOtSkp5KEztokgaBzaPXssa4uhfPgh1bzl51vaEoYxD7m51GIeIOmtOrh+nYKfgPWoeXTrpulZpFSSK75yJc1NlsFoL/6rTEZBua5d6Xv/2jVAqYRs525MPQDIjhxjCbZqRDYRsXUrDQL4+FDQp3Nnks4oL7e0dTry6KPAm2/S8sSJpCsrFTt2UITa05PS13XAyYmSdS9daljZrUE51kaNSDKhqAjYu1en80tKbi6QmWnw7qWl0pniiPj6Uh5Lhw5G5MqoM2QPHLChD3U1Dh8G3n+fKncdEA7IMprsgnqcWaYWMhldr1GjaG4LZV7aGDmSmsD88Qelj0RFwWPkWM3ve/SgIB5jH0RGkp6siwv9zz/9VJrjnjxJmfYyGQVkLcHAgTTft8/8AamyMnq7btKEs8ptGVsu+crPJ2f28cepxTbDOAK7dtHAYqtWNWu0a6Fu4tWtGxAWZibbdCQhgQI6fftSuXzfvkBUlAldL3vxXz09gbVr6Tv/1i0gKgqeA4ZgoPorePVqnS/iihUU17fn/saCQJXASUmka1pWRrLL3btrVHrMNjBgKB9+SMaXlpIGQEaGNMdVJxQ8/jhFx/RAV6lLUSRXWWvc08kJGDCAljdt0uv8kvDjj/T8fPVVvXfNySHX94UXSDWMMYzvvwdOnDCiH2v79iQ7WVREB7I1Vq+mSkcHlXzjgKyjc+uW5oPLAVnH5L77qNx8+HAgNbXm79LSaD0HZe2He+4h59PLyyCdKK2ondn4eMvJnjRvTuVeFRWkh21ONm+mZ6lSSW/SjG2iDsju3WuFb6INsGsX2dyiBdC0qaWtYRjzoKNcgboQzBrkCqqTkECSebWlI9n10pFGjairkjb/9dYtnS5iURHw9NOUMSpl0qW1EhFBcexly6iVxL33UlFTQgK5L2YbGDAEJyfKjG7dmmQM3NyMP+bVq/QOBFBUUQcWLCCVD33chNGjyeQVK+rYQB2QtUSV14oV9Mc0a6b3rt99Rz3Q9uyxnv66toiHhw6Z1PXh5KRpYmiLSQVbt9Lc4Ii0bcMBWQfHec8+GrZr08b60gYY01FUpJny84EpU7SnBqjXTZ1K26n3YWybp58Gzp2jDAMpeOYZyiyYMkWa4xmKOkvW3BkGK1fSfORI2802YuhtaeJE0ic0VSdnU7FtG80d1JllHBQdA7LLlgH791PTJkuizfXSBrte9SCx//r337S6eXPSWXUEBIH6+Z45Q7IFCQk2lJPh60sjLH//rXc2q1YCAkhv+OmnKcuwAQoLKZH00Uf1czXvuovm69fXsUFcHP1jEhOB9HTdD2wkTskpNBIhk+nd/6GkRNMr8NVXjQwoMgDo/lKPD+jNuHHAu+9SopUtcesWcOwYLdua7RLhbGkDGMsiensDgwbp9CXE2BFeXrpvK4rkpVV3fOy5rstRqF7eefUqCYsZ2lq4SxeNHrElGTiQsnU3bqR71BzeYVGRxnsaPdr052NMh7MzsHChpa0wDA7IMo6GSkVZ7eXlDVZ4OTlRabalYddLAiS+iL/8QvOxYx0roFRURKoPSmX9MW1BoJh2//6a8WZPT/PaehvVG0+JIukFx8YadiwvL+D553Xe/Mcfgbw8UklR5wDowqBB1PBq504Kut12GwcHky995AhVXZlp9Mj5t1W0EBdHNujB0qUkwdCkCTBihAmMczCKikhZLjeXBkv0LmK01X/Cjh30OW7btl7pIXuGM2QdHGXf3jRc9/nnljaFYRhLsHcvNcYYM8b2yrRr06cP4OpKTUuSk81ySuf1/5BwVosWmg4tDGNOMjOBU6do2UGzCxgHxMmJMtuSkuppX84wdZORQbEvgAKyjoSXF02+vpQJWxfVY9rqfayG8nJgwgTSmzBDmbZSCcyZQ8svvaS7fixAAdwWLchkdXX2bZhbR1asbOAMkKa0HiiVwBdf0PL06dSagjEOT0+SEAEo8O8wqBMK+ve3rB0WhAOyDOOIFBZqpg0bdNtnwwbNPoz94OYGFBTQ//edd/Tbd/NmKvNSB4MsjacneclffWV4tq+euPxWzZl1pPQae0WlIl31BQtsJx1NrZncqRMQFGRRUxjGmlAqKXFu0iTr6HXHrpcESHgRV66kR363bkDLliawlTEtzs40IF5RQeX2167pt/8TTwCLFlHtvQ78/Tdw6RJp7z7+uH6nEgTKkgXqkS0YOpSydZ98Ur+DG8gd6YDsfDK9B+gpYfbnn0BKCik+TJxoGvsckaeeovnSpdR4T29u3aIb9cABSe0yKVzhxQFZRyYyFxBS6xkWZewXT0/NFBdHKv91BZMEgWoo4uI0+zD2Q5cu5JACwCefAL//rvu+s2dTiffPP5vENIP49FMKyoaEmPxUfiWA8+bKVAc9swsYK0WhILG3Z54BLl60tDW6ceYMzR3YmWUcD6djxxt8Y923j6qZV68GvL3NZFg9sOslARJexGXLaD5unIlttkL0jWm/9ppmH6sZqxQESiXs2JEqRYYO1Tm4ioMHSWpr8mSdRzu+/JLmzz1HTZj0ZfBgmm/YUMc17NqVuszff7/+BzeAUacrFx58UO8HpFo79oUX+NkkJYMGkSJHZiawbp0BB5gzhz4H33wjsWUmIieHulo6OQG9e1vaGovBAVkH5pV9gHd0OxKAZhwXmUzzzVrbqVX/PGcONyuyZ8aMAV5+mZaffJIyBBsiOZm0WgVBL/0teyLXDSjesgH4+GOgXTtLm8NIgbu7RnrCVjrVfvABObTTp1vaEoYxC0FFgFfPPpSelZ9f53Zr1tB88GBKprMm6nO91LDr1QBG+K/Z2VSK7+xM/TgdDX1i2n5+wHvvafb58ktgyBDgn38ow9iieHqSjn9gIDUGmjRJt4jx/Pk0f+wxnbRTDxygAR5XVwpCGkLv3hTIvX6dendZmk/vAUrmzwFefFHvff/4A3jzTYN2ZerB2VkjH7x4sQEH6NWL5rbiv/r7Azdv0nunmSobrREOyDowfS9VLnTsaFE7GCsgPh5YtQpo3Ljm+ogIWh8fbxm7GPPx6afkmRcX0+hqVlb923/7Lc0HDSJhLGvi+nXgp59M7/EKgLL7XeSVMvaD2qHds8eyduhDaKjDNkNgHI/elysXmjWjhpRaEEWq3ASAhx4yi1l6U5frFRnJrpfOGOi/BgZSQHb/fsdWetElpr14MY1VAvS5+vZbKrsfNAho3ZqKpSwqCRIVRf9rmQxYvlyTyloXGRmaarDJk3U6hVraYsyYmj3F9MHNja71li31NGyqqKBg2vffG3YSPbjlAZRPfFLj89SDUkm9l1aupHlwMOUi6NkHjNGBCRNovnFj/frOWunenT4HV67oL+FhKZydDW/KZydwQNYRUSrh/PdaxKjjLffcY1FzGCshPh64fBlFm9Zh1DCgaNM6EkviNwLHQCYDfv2VgqtXrgAzZ9a9bWGhRnFeR2fWrLzzDnk06vbJDKMP6u9EW8kwYBhHQamEbOduTDpa+XM9JY7nzlEhh6urft3QzU2l64Xt24EVK2iudr0snn1oKxjovzo7U5W4o6NPTFsQqOfUtGnU6CslhYozIiKopcDJk2Y1XUOfPhQZBoC33qo/GLVwIcmddOum8w3QsycF79W5CIYycSL1LpLL69jg+nXq7PTCC9YhfA0gIYFi3n37AqNH0zwqitYz0tOqFd0CokjBb73w9qZ+AoBtJRU4OByQdTQqn6oeI6u1E+3alZ+qDCGTQdm7F36NBZS9e3GtnKPh708pRRMmAP/7X52buaz8jcpEo6Mpq9baUHeq3bjRZKdw+XEJflhTqWPI2Bd3301vnefPUyaNNfPkk/R2x8Fjxt6p9F89BwzBALW886+/1um/quUK+va1Dv3Y+pDJKJ40ahTNZTJg714qYNP7hdxR0cN/zcujjD9GQ30DA7Vp2ZJin2lpwA8/UHJbcTHFOT//3Oyma5g8mXoIrF9PaebaKC/XZJ/qmVAgCJTlalKaNKH0WZVK0+xIasrK4PHQMEw+CKC0tN5NExKoX1pqas31aWm0nsMHpmHuXPr8jRljwM62Ilvw339A8+bAlCmWtsTicEDWkeCnKsMwDdG+PdWn1dWxQARcv1tIyy+8QELs1kb//mRXUpLJSnZcF/+Ep48BskNHTHJ8xoL4+wMxMbRszRkGKhV1fTDVSxvDWAt1+a+3btXpv6rlCh5+2Az2mYBly6gh2bPPUq9BRjpefhlo2pSavTEatA0M1IenJ2XFJiYCu3YBI0bUjHGeOQO8/z6Qnn77vrVL4CUJkAsC8NVX5APWgfPa9fTeGxwMPPpog4fMzaX8BCmTVQ8doqzi9evr2ECd0m+qpIItW+C8eSve2gXAxeW2XxcV0ZSfT7EybZK86nVTp9J26n0YaejUiZ5RBmErAdmtWynqnJRkaUssjhW+STOSoX468lOVYRhDUKlIJGr//qpS0bGJgPKOTjSq+cQTlrZQOwEBwF130fLmzdIfPzkZsqPHUSEAFfFDpT8+Y3lswaE9dYqaIXh6Uuklw9gLRvqvokgf4VatqIG4LfLJJyQNfe6chbMO7YzSUmpIlJZGOrKM8QgCfd5++40kLNXMn0/qV02aUJB37176yJqtBP78eYp8lpdDtnM3HjsFCBmZVEX1zDP16AZoWLQIePVV4IEHpDPrr78ow3j58jo2UFd5bdqkW4MyfVm5EgDwWwy0Rt29vGjy9a1fw1QUaYzM11ezDyM99fSt1I5aduv0aRq0tFbUyQT1DKA4ChyQtWfUT0d+qjIMYwhz5gBvv02dGyIj4TlgCH75C3BdvpL0t/7919IW1o0pMwwqndmtzQExhDsa2CXPPksvQwMGSJzCIyFqZ/bee0kok2HsBSP9V0GgPpXnzpG2pS3i56eRxPz4Y9LDZYxn3TqSLIiMpEcnYzr69ycFoIoKUhe55x4ayx82zAzFmkVF9A+ePRsICoLngCFYuRpwf+kVyshT62zWQ3k58PXXtPz00xLZBXKpAXJPKyq0bHDvvaSNkJpKacZSUlxMEWEAK2OkPTQjLQUFwODB1K9VrwztkBDyW5cto5vMGv1XdYo8APTrZ1FTrAEOyDIMwzDamTSJ3lpyc2+vObN2qRN1hsGWLXV4vAYiilUB2ZWO3RTUvklOBp56it6crLWLhTogy84sw9gljz0G3H8/SRY8/7xpkuUcDXWvzzFjrFNxyZ6IjyfVn717gfHjKSH18mXt20perOnpST4qcHuKYVoayRU08H2+ahWpXoWEkBsgFd27kzJSTg5w8KCWDdzdNQ0LpU4qWLsWKCqCKqopDtYxWFVYSNOGDbodcsMGzT6MdHh50f1XVES6zjqTkAC88gowdiw96KzRfz12jN4tfX2BLl0sbY3F4a8ie0b9dOSnKsMwulK9VFQUKRNWG9YudXLnneTx5udT2Y5UJCYC//0HUS7Hn22kOyxjRdiC3npZGbBzJy1zQJaxN4zwX0uyCrFxo33orgoCdXWXy0lur3IskDGQmzc1t9PYsfVvy0jH3XcDS5Y0/JmUpFizutRJZSao1hMB9fqvokhytAC1S5CymZezs6aIq0Ed2b17pTsxUPUQKR8xHBC0b+LpSVNcHFUYCHVsJwiUsxEXp9mHkQ5BACZOpOXFi3XcyRb8V4C+0ADdxKodAA7I2jPqpyM/VRmG0ZXapaL1dZm3ZqkTmYzabGdm6lSapjOVw9QVgwagwNTddhnzYIt664cO0bmDgoAOHSxjA8OYCiP81637PfHAA/aTdBMdTcpBAH2lMYbz++9UMHPHHdS/lLFDJJLq27MHOHKEArHPPSe9mWrZgjoDso89Rt/zf/wh3UlzcqpGJMpHDm9wc5kMmDtXuzukfhzPmcPxNFMyZgwpUh0/TpNWbM1/BbjCqxYckHUU1E9V4Hanlp+qDMPYI/fcQwErKQkPB5o1Q/nIhrvzWhKlKGJHTg5WZmRgR04OlFzrWje2qLcuk1GXkQcf5Lpbxr7R039VBy379jWPeebglVcomMgZssaxbBnNOTvWvNhiseaXX9L88ceBYBO0Chg4kB5fJ0/enswIAGjUiCq9pHwvz8mhE3fpAlX7djrtEh9Pzx1//5rrIyJI0iE+XjrzmNsJDAQeeYSW68yStTX/FaBEmdatOSBbCXvxjkR8PD09GzeuuZ6fqgzDqGGpk/qZNg24cAEVDw62tCV1kpCVhagDB9A3MRGjz55F38RERB04gISsLEubxkhFjx70ufvxR0tbwjCmR0f/VaUiiUQAePhhM9toQuRykrysK0mY0Y3Zs6n8fNQoS1viWOia7A4AoaFGFmtK4L8qlYCPD+DiArz0kgE26EBQENCtGz3SLl40zTluo3lzGrE6cECv3R57DMjKArZvpyKx7duBS5c4bGAunnqK5suXAyUllrVFMr74AvjvP6CdbgMD9g4HZB2N+Hjg8mUUbVqHUcOAok3r+KnKMIwGe5M6WbKENIpWrZLumIJgtdUECVlZGJ6UhNRaYm1pCgWGJyVxUFYbPAjBMNaPDv7roUOksuPjQ43K7ZG8PODjj6kDPKMf3boB8+cDYWGWtsQxqS/ZXU1REXD2rBEnkcB/lcmApUupl20bE/YKWLuWmjbV+axKSyMRUamzCJ2d9d5FJiNXetQolv00N/36AU2bUg8srRKwDuS/KpXAjh2Utb1jB/1sD3BA1hGRyaDs3Qu/xgLK3r34qcowjHbsQeokKYmaH61bZ9xxysvpGHU1ObMQRUpl1ZRfUYEpycnQJk6gXjc1JQX5FRVV+zCwvUGItLT6y9IYxl5pwH/9+2+aP/AA6e7ZG6II9OpFmrJz5ljamoax15dnxnDqSnZv3Bho2ZJiRHFxwIULRp5IAv81MNBIGxogKKiBrHcvL+Dnn4F//wUuXzbuZIcP0wCWHhQXA92702W0hyaJtoqTEzBzJvDDD6RSdRu25L8CJIZrwLtUQgIQFUVyRKNH0zwqynr6lBkDB2QZhmGYurF1qZMBA2i+aZN2oXtd2bqVPKGOHY07jsR47d5dNfnu2YO0epwcEUCqQgHfPXuq9mFqoUsKj6UHIWbPps/fm29azgaGsULU+rH2JFdQHUEApk+n5ffeMz5GY0qs6eX56FHg6aeBffvMf27mdiqT3WuUwF+5QpX0sbGUmdq/P3D9ugQn0tN//ecf4MwZI8+rJ0olUFCg5Re+viRPBJAPawyTJ5NkgR5C1CtXAgcPkstjQFItIyFPPEHPMB+fejZqyH8VRcv7r7m5QNeuQEAAkJ2t824JCcDw4bfrLael0XpbD8pyQJZhGIapH1uWOrnnHsDDA7hxg7onGMqKFTTv35+F/Oydul7iAOC++yx/36u708bGWtYOhrEiLl6kQIqzM2XI2ivjxwO9e5OW4OTJVjU+WIW1vTz/9BOwcCHw3XfmPS9TN9pK4AMCgM2bgehoih3WG3zSFT3817Iy0uts3x7YskWCc+vAjz9S/663365jg4EDab5xo+EnSUkhPRcnJ/JhdEAUgXnzaPmFF6y7EI6pRn3+q5MT0Lmz+W2qzs6dJPbeuHGDKehFRTTl5wNTpmj/rlOvmzqVtlPvY2vweAfDMAzTMOpS0f3AD7YkdSKXU2rO+vXk0HbsqP8xiouBv/6iZSvrBlLYq1fV8q7cXAw6darBfTbExuJePz8TWmUHxMdTmt3u3ZSuU15O0Z5337WsXTdvAidO0LKOL1YM4wg0awacOkXVkPb8eBME4PvvgQ4d6GttzV+Wf5Wr/gKsVNb/8iwI9PLcv7/GjTBl5Wx5OfDrr7Q8dqzpzsNIQ6NGJG8RGAi4uUl0UB39119/pa/78HAa9DAHAQH0tb5+PSUv3jbeP2AARWu3baOb2cVF/5OoPwD9+lHXNB3YuxdITATc3YEJE/Q/JSM9paUUwF+7lqY6s5Zr+69hYRQIvf9+KlOwJOqEAh10kb28dDukKNLgn69vzXW2hOW/xRmGYRjGlAwcSN7upk3Aa6/pv/+6dSRsFhWlKR+zEjyrvVjEBQQgQi5HmkKhVUdWABAhlyMuIAAyzvJtGHUKjzXx7780j4nR+cWKYRwBQaCPRUyMpS0xPW3aAK+/Dnz4IfDaDDfgcW+L2qPrizNg/pfnjRupMjY0VPreSIxpqJ7cJ4rAL79QZrWHh+nOKYrAV1/R8osvmk+Dul8/irFeuAAkJwOtWtXaoHNnEpu9eRPYv1//boWiqKnwGj1a593U2bFjxlDQmLE8gkA5AdnZ9FwbMqSejWv7r9biy27dSnN+GNeAJQsYhmEY+0atI7tnTx1CXQ2g1tx67DGrliuQCQLmRkfXGYwFgDnR0RyMNRal0nJihOrsgv79LXN+hmGsgjffpNLu9OtOwK666p2ZZctoPno062DaIu+/TzIdw4ebtqfqv/9SRqiHB/DMM6Y7T228vTXZuOvXa9nAyYmaMAGGyRacPAmcPUvVYo88otMuaWkaWZHJk/U/JWMa5HJg3DhaXrzYiANduECZs+bm+nW6FwWBKhcboLCQpg0bdDv8hg2afWwNDsgyDMMw9k10NNV3Dhyol4g8ABKgV3sDemQXWIr44GB00FL/GebqilEhIXgkKMgCVtkRhYWUJX3vvcZpEhuKHuVeDOMorFpFajKbN1vaEvPh5kaaqCNHlQE9v7CoLeqXYH1env/6y/Qvz3l5wN9/0zLLFdgm/ftT2fw//9D/UKk0zXnU2bETJgD+/qY5R10MHkxzrQFZgHzXtm2BkBD9D67Ojh08uGZaej388ANQUQH06mWYyhdjOp56iubr1gEZGQYcYOlSEkmeOlVSu3RCXeHVubNOadeenjTFxVEfvrpySQQBiIyk7dT72BockGUYhmHsG0Eg3c01a/TXT9qyhdIy2re3iSZKZSoV3Jzoq31F27ZY0bYt/omNRblKhRWZmViRmWlhC20cLy+gSRN6K3z2WWpOYC4uX6bMBplM/7JFhrFjfv2Vpt27LW2JeenfH1jwUynglWVRO9Qvwbq8PKv58UfTvzyvXg0oFEC7dsAdd5juPIzpuOce4M8/qaz/jz8oe1VqiYuzZ2kgQRCAadOkPbYuDBpE81276ijiGjuWNOwNMW7dOprr0f/ggQeARx+1TMyOqZ+YGKBbNwqYL11qwAE6dCAt4j/+IBk3c2JgQoFMBsydq/1zr/6emTPHdlqbaIMDsgzDMIz9Y2iZ/qOPAqdPA/PnS2uPiXB1csLBLl1wqVs3jAoNxajQUAwMDMTUyEgAwNTkZGSasu7PEZgzhwKz+/dTVMFcBAVR1OnDDyVqP80wtk9pqaaS9+GHLWuLpblyxbLnT06mYM7MmfRz7a9d9c9BQTWDPQqFaca2ZDIagx071qrVhpgGGDCAlKOcnKhU++WXpQ3KXrgABAcDQ4cCLVpId1xdadWKCrnKyzUSmzUw5uY9dIj8BnUarg706AH8/jswbJjhp2VMhzpLdvFiAz4HnTpR10UAeOEFoKREStPqZ9o04JNP6L1KT+Lj6e+t7fpGRFCFTHy8NCZaCg7IMgzDMI7D5cv6yxa0b289gvg6EuXuXuPnVyMj0dHTE9kVFZiSnGwhq+yEiAgStgOAV18FssyUneblBYwcCbzxhnnOxzA2wPbtQFERdUbv3NnS1liIUm+MGeGOmBhqmGUJ/v2XMre2bKHy8lWrajZnAujRuXo1aVTed59m/axZwJ13UsKWlIG28eOBixeB6dOlOyZjGYYNAxYtouWvvqJxSakYMoQGM775Rrpj6stzz5EudLt29WykUABJSfod2NOT/IZaPiFju4wcSVrH584Be/cacIAPPqAvzAsXKEBqLjp2pG6UXbsatPuECcCtW/Sdv2IFzS9dsv1gLMABWYZhGMZRGD8eaNZM06SrIUzZ+tkE3CwrQ15FhdbfuTg54cc2bSAD8FtWFv6+edO8xtkbU6aQc5mTQ0FZhmEswpo1NH/oIcqgc0hcC5GVKaCwUJP8ZE6++46kCnJyKCg7bx69JF++rP3luXoH+7IyCrQdO0ZSmffdBxw4IJ1tgkDNcBjb58knqUBFEIDQUGmP7e4OhIVJe0x9mD4d+PhjoHXrOjY4fZp0N/v00S2d3AD/9dgxSmLkMXvrxseHWlo89BAFZvXG25s0AADgs8+A8+cltc+UyGT0ERg1iua2LFNQHUd1XRiGYRhHQ516oGun2vvvp2/9CxdMZ5OEfHHtGhrt24cvr13T+vvO3t54pUkTAMBz588jt7zcnObZF87OFIUAgJ9/JvE3U3LhAr2tHTli2vMwjA0hijUDsg6Lk4jZ80vh7Ex6m2vXmue05eXUhf3550lWe8wYYMcOTWBLl5dnV1eSeH/pJVresYNKpocO1T8ZUI0oUoM3VuexP6ZOpX6azzxj/LFKSkhi1ZxS8AbTqhV9gG7epMhpQ2zeTIKjeqT9fv01xenUBUCM9bJgATUsNLgqZNgwGgErK6MHuKkTUL77jpJhcnP13lWlAsaNo+qKOnJObB4OyDIMwzCOwcCBNN++nUq/6uPiRRKg//13m2jZqRJFLM/MRKlKhSg3tzq3e7dpU7Ryd0d6WRk+vXrVjBbaIT16AJMmUa2tjt2LDWbdOuDtt6mmkWEYAMDRo8D166TmUb0E3hFpH6OqKs2fPJlkHExJTg7pxarjPbNmAb/8AtTz9VMnwcFUhp6cTGWpTk4UbIiNBRYu1P94JxOdMGAA0Lw5BY0Z+yImRrN88ybJZBjCsmXAgw/SfWwNFBXRYMqGDVp+6eqqaYakSzOmFStoROPsWZ3OnZVFUrMA8OKLutnLWA6jNbEFgXpj+PkBvXvTiJqpUKnIfx09mprT6cmmTfRZnTjRfgfZDArIbty4EXv27Kn6+ZtvvkGnTp0wevRo5OTkSGYcwzAMw0hGhw5Ao0ZAcTFQ7TtMK2rP9L77aB8rZ2duLlIVCvjKZBgcEFDndu4yGRa3bo2XIiLwTlSU+Qy0V+bMoeZeHTua9jwGdqdlbod9WPuhsBDo0oXG2rgsHXj3XaBpU+DqVU1jLVPh5ETBcE9P4K+/SNra2CBBkybUuOX0aUrgcnEB+vfX/zi/r3QBQGNmLi7G2cRYL9nZFEsaPJgSQvVBpQJmz6blAQOkt80QVqygTP869XHVhjZU5VVSQqnyAKWn68CiRZSn0LUrcNddutnLWJ5LlzTFWnrTogV9WbzzDlV9mYoTJ0j81cuLEhj0RP33jR9voESDDWBQQPaVV15Bfn4+AODUqVOYMWMGBg0ahIsXL2I6K6czDMMw1oggaBzahjIMVqyg+ejRprVJIpZlZAAARoSEwK0BUaV7/PzwVXQ0PO1FfMmSeHjUrMM1RdlXRQWwcyctGxKdYGrAPqz90KcPqXioH9eOjqenJmN19mwgMdF05/L1pWy+vXuBhx+W9tht21JTsAsXSPZdzcSJFDvIy6tnZ6UMf/xGUdhx46S1i7Eu/PwoW7a8nCQu9GlwtGkTJY96e9N9ZQ0MGkTzgwfr6BWq9l/376//Q7B+PVBQQKMzPXo0eN6KCk3Q68UXJci+ZMxCbi7Qpg0pDhgq7wJvb82yqWQL1AkFffroPUJ29SrdzgDw7LPSmmVNGBSQvXTpEtpVavGtXr0aQ4YMwaxZs/Dtt9/in3/+kdRAhmEYhpEMXTIMTp0i78bVFXjkEfPYZQQlSiVWVXrvY/XsdKESRew2QNOJqUVxMckJjBwp/bGPHAHy8wF/f6BTJ+mP72CwD2t/cBakhsGDKbs0MpJiMlIhitSs6+uvNetatDBtcUBEhGb59GnKnv3oI5Ii+PJLSgRUo1QCu3fKgH8/QMYNJwQEaFSKGPtEJiOZjAceoHth8GDg+HHd9v3yS5pPmkRNkqyBxo3p8ySKdeQMNGtGWrJKpSbIpQ1149rHHtOp0+GaNcC1a0BQEDBihGG2M+bHz4/ueYCejUaxfz+lR5uiT4ERFV4LFlA2e9++FHy2VwwKyLq6uqK4uBgAsHXrVsTFxQEAAgICqrIOGIZhGMbquP9+Gv4/dYrqLbWhTrcaPJg8HitnbXY28pVKNJHLcY8eWqalSiV6nziB3idOYF+9KUdMg1y+DPzvf8Aff8B5nTYBOCNQO7N9+9pPS1kLwj6sfXDxgiBpwNGe+P57GlO85x5pjldeDjz3HDBlCjXfMmXmbV20b09NXdq0oerXl18GWrakUus//gCiooAhAzyBvaSzrVCQ9DZj37i6UjZ1r16UNDpgAHDuXP37JCbS16pMRve0NaEOsKmzAm9DPcpQV5VXXp5mZx0rvObPp/nTTxumAc1YjqeeovnSpQ23xqiXb76hZnHPPiutnqxCAezeTct6BmTLyuj5DlAWsD1jUED2nnvuwfTp0/Hhhx/i0KFDGFz59Dh//jwiqg9nMgzDMIw1ERREAl2rVmkPtoqiRj9WR+0tS6OWKxgbGgonPWrN3GQytHBzgwjgqXPnUGpKUX97p107YMYMAIDbS6/CQ8rGA1u30pz1YyWBfVj7YNpkdwQF0aOcqUlQkHRae9nZQFwc8MMPNJb52Wckx25uBAGIj6ex1MWLKQM4LY0yHEeMAFJTa25fVAQMHw4kJJjfVsa8eHhQ8L1LFyr1798fuHKl7u3V2rHDh1NVvzWhli3YuLGOjvKjR9OHcOpU7Qf4808KgrVrR13xGkCppMTI4GD7Lgm3VwYMAMLD6Tm9Zo0RB/riC9KhOXoULgt/lMw+HDhAFWQhITW78enAX38BGRlAWJj0sjjWhkEB2fnz58PZ2RmrVq3Cd999h8aNGwMA/vnnHwzk+hCGYRjGmnnrLarp1PbGWlZGXmmPHsCQIea3zQC+a9UKX7RogfEGNB/7KjoaoS4u+K+4GB/V9wZjJShFETtycrAyIwM7cnKgNJXmlSG88w7QtCmcrl3DOzslOmZFBdXqAhyQlQj2Ye2AEl/s3S1DWRmreNSHSkXakM89Z9j+Z85Qg58dO0hqcM0ayky1pMakQkHKMMePA5980nBF9tSppPhSVEQTY5/4+FAQs21b6k+kNZgJCkD+9x8tW6NkePfuQEAA6YMeOKBlg27dgFdfpYCrNtq2BcaModRJHT6oMhnw+ec0uBEZaZTpjAVwdgaeeIKWjZItaNQImDULAOD27gcIlar6RK0hct99en9x+PnR7T5xov3LEhnUUq1JkyZYp6UOZLZ6yIlhGIZhbBG5HHjtNZpshMZyOWYY6EkHuLjg21atMCwpCZ9du4bhwcHoVF3k34pIyMrC1JQUpFary4qQyzE3OhrxwcEWtKwST08SWXzoIczYDyiSzgCduxt3TGdnktY4coS04xijYR/WdqnSCd3+ISoqBLRtC0RHW9oq6+XMGWDyZArMPvIIZbrqyj//kARlfj5JV65dS7IBlsbLS/dtRZEyZ6sr+VjTGB4jLUFBwJYttFw5znYbMhnJZR45YlDDd5Mjk5EqwYoVwJ49BsiOdOtGk57Ye8DLnpkwgWKpmzdTE6wmTQw80DPPAD/9BOHIEXy1CcDHEhg3bRqVMFTKROlDXBxNdQ2u2BMGZcgCwIULF/D2229j1KhRyMzMBABs3LgRSQa3eWMYhmEYM3HkCDBzJtU/OjjxwcEYFhSEClHEU+fOoUKlsrRJt5GQlYXhSUk1grEAkKZQYHhSEhK0tiS2AA8+iPIHB8NFBbhNmSHN27+LC2Vsc+tjyWAf1vZISKimE3roRQAUbOOS9LqJiaGu6QBlyVZvgtUQ589TMPbee4FDh6wjGMswDdG4cc1g7M6dJKu6e6cMOPUYdu+UQaWyzmCsmrffJh3c11+vY4O8PGDZMkptNYZzg7HjXxkPUtg4LVpQiwEvL+DkSSMOJJMB338P0ckJo08Dsm3bpTEwPNyokVNng9JHbQuDArI7d+5EbGwsDh48iISEBBQWFgIATp48iffee09SAxmGYRhGcj77DHj//Zpv80ePAsuXA5XfadZOSnEx4hITsbxSQ9YY5rdsCX9nZxwrLMQX165JYJ1xFCmVVVN+RQWmJCdD2zuDet3UlBTkV1RU7WNJSr/8DEUugOz4CUpRY6wK9mFtj4QE0nusrRNaUMA6oQ3x4YcUoLp4EfhYj4ynKVOoUcyWLZR5aC0UFmqmDTr2T9ywQbMP4zj88QdVSoeGVg7krF6JIQM8ERVl3c+Mtm0bKIhJTQXGjQPee6/mKMs331BETocIq0oFYNNsPDzIE8uXG20yY2EWLQLS0yVQWuvSBeXPTAQAuPz6h/GGGUBRETB3LpCTY5HTWwSDArKvv/46PvroI2zZsgWurq5V6/v27Yv9+/dLZhzDMAzDmIQBA2i+caNm3bx5wNix9aQlWBfLMzOxJScHv9y4YfSxGsnlmB0djU5eXhgQECCBdcbhtXt31eS7Zw/SyurukiUCSFUo4LtnT9U+lkRsEonRw4DCE0amld26RW9mzz/vGDVbZoJ9WOtHrfdZVERZmlOm1B9jYJ3QuvH2Br7+mpY//xw4e1b7dllZVPqal0c/CwLFfKp9RKwCT0/NFBcHRETUXTwgCKSLGRen2YdxHC5epMBj7e7zqak2PpDTrh2NspSWArt20bpLl0ifpFMnoLLqoz62bXEGbrWEr6+IoUNNai1jBpo3l+75VjrzbYx7BChd8I1xB3r7bdLf2LxZr91WriSlg3vvNe70toRBAdlTp07hkUceuW19cHAwsrOzjTaKYRiGYUyKOiB76BAFvkpKNN75yJGWs0tHRFHEssrM2LGhoZIc8/HQUBzu3Bl3WKmGrC2xpg0FZo1ixw7qPrJjh2PUbJkJ9mGtHy8vzeTrSw1n6qK6Tqh6H6YmjzxCmVPl5SQTuH07vfTu2EG6vKdOUfOun34Cnn7a0tbqjkxGmVTA7UFZ9c9z5tB2jGNQfSBn3rz6t7XmgZzEROo9O2aMll8KAgW6AGDTJpr/+ivN+/allOAG+OFbEo0dO76Mn5l2hCgCKSlGHsTXF8s6wniZrDVr6P7MzdV5F1GkRpQA8Pjjxp3eljAoIOvn54f09PTb1h8/fryqWy3DMAzDWC2RkZRloFIBW7dSTWNBAa2/+25LW9cghwoKkFJSAg8nJwyVqJ5UEAQ4V2tZnW/BrMzCXr2qpg2xsTrtsyE2tmofq2L7duDwYf3327aN5v36SWuPg8M+LONoCAIwfz5lu+7eTWXco0drYjd33QVcvkxahDNnWtpa/YiPB1atur2JU0QErY+Pt4xdjGWwp4GchATgzz8pEfY2ald5rVhB89GjGzxuSgqwZZMLABWeeqbu6iPGtsjJId3w9u0BycaWCwqA77/Xvx9CRoamR0ffvjrvdvgwcOwY9Vd+8kn9TmnLGBSQHT16NF577TXcuHEDgiBApVJh7969ePnll/G4I4WzGYZhGNtFnWHw88+a5ggjRgBOBve7NBtqmYJHgoLgJXH2ZLlKhfcuXULUgQO4ovVNwPR4ymTwlMlQolTix/R0NHJ1RV1j9QKASLkccQEBVftZDYsWUfRj4kT9ZQe2bqU5B2QlhX1Y64d1QqXn6FFAm/JLdjYFfGJigIMHSSXF1oiPp4Dyuk1FwLBRWLepCJcucTCWsV06dKBBhpISymS/jf79aaTl7Fng1VeB06epkkaHm/4bdSV6y3/QogV39LIX/P0pkFlWBml0gcvKSALjuedodEsf/v2X5h07AsHBOu+mzo599FHr0i43NQa9dX788cdo0qQJGjdujMLCQrRr1w733nsvevbsibfffltqGxmGYRhGetSCS//8Q9IFAHWutXJhsXKVCr9WaoRJJVdQHZkgYHtuLnIqKvD0uXMQLdSC92B+PjofPYpVN2/CpzLIWjsoq/55TnQ0ZMaWV5mCoUOBgABqtKEWctSF1FRqc+7kBPTpYyrrHBL2Ya0f1gk1Hm06vPWRkwO4uFhn+bYuyGRAr95KIPZX9OqtZJkCB8VeBnIEARg0iJa1/i3bt9MHFgD+9z+aOzvT+nooLCRpEgDAXfMlsZWxHp56iuaLF+uf1Hobrq7UVwMgUdf8fN33NaDC69YtjfLG88/rfip7wKCArIuLC5YvX47z58/j999/x7Jly/Dff//hl19+gYy/ARmGYRhrJyEB+Oij29dnZlp9t4dNt24hu6ICoS4u6O/vL/nxnQQBi1q3hlwQsDknB0skaBqmD6IoYl5qKnodP45rCgVaurvjj/btsap9ezSWy2ts6+/sjFXt2yNejxF4sxIUpMm+fu+929vE14Xame3aFfDzM4lpjgr7sLYF64Qahj46vAD93prLtxlGF+xpIGfwYJqvX18ruJaQQH5q7ZT30tIG/dcrV4DwcKB5CyXQYpP0RjMWZfRoypI9eZKqIozmjTdIy+b6dfJhdUXtw/bvr/MuS5bQLdyxI9C9u5522jhG1WW2aNECw4cPx4gRI9CyZUupbGIYhmEYadG1bbd6nRV3e/CQydDHzw+jQ0NraL5KSSsPD7zfrBkA4KULF3CjdptiE1FQUYFRZ85gSkoKykURw4ODcaRLF3Tw8kJ8cDAud++O7R07YnhlLVN3b2/rDcaqefJJoGdPSk2ZNk23fVg/1uSwD2s7sE4owzD6YA8DOf36UZLixYvA+RPFDfuvaurxX9u3B5KSgPWbiwEnliuwN/z9qRkcAHzwQc3mjQbh5gZ8+y0tf/01cOJEw/tcvEgaMs7OgB49HdLTaZfnnjO+n5itobPw3PTp0/Hhhx/C09MT06dPr3fbr776ymjDGIZhGEYy9En5qd7tofo6K+E+f3/c5+8PlYltmhERgd8zM3GssBAvJCdjdUyMSc93rbQU9ycm4lxJCZwFAf9r3hxTIyIgVPPMZIKAPv7+aOTqirSyMgyyBZEpJycSxurcGVi9muoP1bWIddG0KWUlcEBWEtiHtX3i44GHHwY2bivCkAUTse7pRRjYz9OqAyqWpHoJ9q5dDT9yAHo03Xuv6WxiGHOiHsiZOrVmcUpEBAVjrX0gx8sL6N0b2LIFWN/5bbTG7IZ30sF/FQQgvLH1+LSMtLRqRfO1a2kC6J6fO9fAez4ujvpr/P478OyzwL599ffaKCgA7r+fbjQ93r0+/xx46SXAx8cAG20cnQOyx48fR3l5edUywzAMwzCWw8nEQ8jOTk74sU0bdD16FAk3b2J1VhaGmTAbNdTVFf4uLmisVOL39u3Rs/oLRS3aeHpiX+fOJrNFcjp0oOzYL78EJk8GzpyhzIO6+PBDmqxoIMCWYR/WPqjSCd3/K3r1/oGDsfVQvQRbXb6dlqb9kSII9Pu4OOvOGGQYfbH1gZwHH6TBlUb7jZeO2rwZuOcewMNDAsMYqyQhAXj//dvXp6WRmoXBFSWzZ1O/jYMHqVnt00/XvW3HjnSzGeC/hoUZYJsdoHNAdns1kejtDQhGMwzDMIxVYSfpQqsyM3Gvnx9CXF3Ncr6OXl54vUkTfHntGnIqA1pSolCpIAMFf12dnLCqfXu4CgKCzfT3mZWZM4Hdu4Hp00nkSxccrW7LRLAPyzgy6vLt4cPpkVL9PdlWyrcZxlBseSBn8mTgxRcBFC0EsNBg//XqVeCBB0iS/vx5wIV1ou0GtSqFUlm/GpsgULZ4//6aZ73O2snh4ZQkcPAgjRLogo7+682b1NBLndnriBgkPjdhwgQUFBTctr6oqAgTJkww2iiGYRiGkRQ7aNudWlqKEWfOoPH+/cis3czBhLzdtClO33knJoaHS3rcSyUluPvYMbx16VLVusZyuV7B2Fvl5fgxPR3ZJggWS46XF3DgADByZP2O6vnzQEWF+exyMNiHZRwR1uFlGNujylUw0n/9/ntApQI6dQICA81iOmMmdG3eWF3NwqDmjVOmACtW1J/GeusWoGcj4G+/BVq3Bl5+WU977AiDArJLlixBSUnJbetLSkqwdOlSo41iGMb+UYoiduTkYGVGBnbk5EDJpbmMubDRbg8rMzMhAujh42O2DFkAkDs5obm7u6THXHvzJjofPYqjhYX48cYNgwOqA06exFPnzuHPrCxJ7TMZ1e+3vLzbUxmUSqBbNyAggAKzjOSwD8s4KvHx1Gtl+3Z6r96+Hbh0iYOxDGPt5OYChw/DIP+1tBRYuJCWJ082taWM3VL7fsvLu32bJUsoYPvMMzodsqICWLCAlm1JhUxq9ArI5ufnIy8vD6IooqCgAPn5+VVTTk4ONmzYgJCQEFPZyjCMnZCQlYWoAwfQNzERo8+eRd/EREQdOIAEWwmqMLaPDaYL/ZKRAQAYGxpqMRt25eai/4kTKDAwg7NCpcIbFy/iodOnkVtRge4+PjjWpQsCXVwMOl58ZVOv32zt2fHrr0DLlhQVqc6xY/TmJQhA8+YWMc1eYR+WYShO06cPMGoUza1s3JFhmFocOQIEBQEPPURZrvr6r7/9RmXhTZroXm3O2A6FhTRt2KDb9hs2aPYxiMxM0r/p0QOoXa23dSvNW7bU6VDr1lFWb3AwMGyYgfbYATpryAKAn58fBEGAIAhopUXoQRAEvK9NSZhhGKaShKwsDE9KQu182DSFAsOTkrCqfXvEm7BxEMNUoe72sHs3kJ5Oo7q9elnlG+rJwkKcKiqCqyDgUQt9PipUKkz47z9cKC3F6xcv4hs9BZ9uKBR47MwZ7KwcVZ/auDE+b9ECrvV1a22AR4OD8ealS/g3JwdZZWW2oz178SKQlUV6soMGAf7+tH7bNpr37Qs46+WiMQ3APizDMAxja8TGAu7uVAl+/DjQpQt09l9FEZg3j5afe47dCntErarWUPNGQKNmYdRrjosL3XeZmcBXXwGvv07ry8tJ4xggoVod+O47mk+YoHtrBXtEr4/l9u3bIYoi7rvvPqxevRoBAQFVv3N1dUXTpk0RLrHGHGPbKEURu3NzkV5WhjBXV/Ty84OMm5Q4FEVKZdWyUhQxJTn5tmAsAIgABABTU1LQ39+/6j7xtMLgGGNHqNOFrJxlldmxQwID4W9gNqmxODs54YfWrdE/MRHfXr+Ox0JC0MvPT6d9K1Qq9DpxAiklJfCSybC4dWuMkCAbMdrDA529vHCssBAJN2/iGVvxQV5+GfjlF+C//4C33iIRLUATkO3Xz3K22SnswzIMwzC2hlxO8a2//gLWr68MyAI6+a8HDwJHj9IxJk40taWMJamveaOa996TIOfE3x/44gvg8ceBDz6gvgjNmgGHDlHabVAQ0KFDg4dJSQE2byZbdVQ4sFv0Csj27t0bAHDp0iU0adIEAgfWmHpIyMrC1JQUpCoUVesi5HLMjY7mDEgHwmv3bp23FQGkKhTw3bNHs84GgmUMY0qUoogVViBXAAD9/P0xMSwMi9LT8dS5c0js2hXuOnh3zk5O+DAqCh9fvYpV7dujtYeHZDaNCAnBscJC/J6ZaTsBWVdXSg3o25e6bYwbBxQUADt30u/5uSc57MMyDMMwtsjgwRSQ3bABePdd3fdTv4KNGkVxMsa+UatZTJ1KDbzUuLhQAuvKlcATT0gQlB07FvjxR2DHDuDFF4EZMzSJBX36ADpUvv3wA80HDqR4riOjc0D25MmTiImJgZOTE/Ly8nDq1Kk6t+2gQ1ScsW+4LJ1hGEYakoqKkFleDj9nZwyygva4/2veHBuys5FcUoL3L1/Gpy1aaN0up7wcV0pL0cnbGwDwWGgohgUHw8UIiQJtjAgOxusXL2JHbi4yysoQaiuyBX36UCD2l1+A3r3JW1YzaBClOlihlrEtwj4swzAMY6sMGkTzQ4dI7UjXV+hXXgGGDmWpAkdCm5pFYCDQvTsVYX36KRVmGYUgUFJBTAylba9fr/nd1q1AQkK9/qsoAmvW0PLzzxtpix2g88ezU6dOuHHjBkJCQtCpUycIggBRSy60IAhQVitRZhwDLktn6qKwV6+q5V25uRhUz4uwmg2xsbhXx1JohrF3Onh54UbPnjhdVAS5xMFMQ/BzccF3rVrh4dOn8cW1a4gPDkZWaQEQfB925xVgYLA3EgsLMTwpCSUqFY536YJGleJQUgdjAaCZuzvu9PbG0YIC7MvLwyO2NNjXty8FZKsHYwESARs+3GobzNka7MMyDMMwtkp4ONCpE3DiBLBxI43l6oqO/ZUYO0KbmsU33wBPPkkZ1g88AHTubORJzpwBtPlLeXkN+q+CQPfyX3+RLY6OzgHZS5cuIbjyJefSpUsmM4ixTbgsnamL6sH2uIAARMjlSFMotAbsAcBbJkNcQABrDTNMNQJcXKxqkOKhoCA8FhKCXzMz0S8xEYVKJdDuHQw5kwx/50soqKhABYBmbm7IrqioCsiaigWtWqGRq6vJz2M0RUWaZaUSeOcd7duJInmsU6eSeJz6Oaru3sDoBfuwDMMwjC0zeDAFsdavbzggW14OZGRQkyeGAYDx40kVq3lzoGNHAw+i9mGVSmDKFO3b6Oi/uruTlAajR0C2adOmWpcZhmF0RSYImBsdjeFJSRAArUHZz5o352Asw1SiUKmsIitWG3H+/vg1M5OCsdXIqagAAHT18sLmjh3N0oRMLYtg9Xh56b6tKJIImK9vzXWM3rAPyzAMw9gyo0YBkZEa+YL6SEgAxoyhZknffGN62xjrRxBI9tWoV2xdfdh6/NfCQorN8qu+BoPe8pYsWYL11bQiXn31Vfj5+aFnz564cuWKZMYxtkNhr15V04bYWJ326e/vj7x77qlR0s7YP+llZXizSRM0rqXzGCmXY0XbtniuceOqdderNYRjGEdkeFISehw7hgN5eZY2BUVKZdWUX1GBdxrINEwvK4NMEKr2MRflKpXZzsXYHuzDMgzDMLZG+/YUYI2MbHjb+fMpiZEbeTHVqR4ELSkhuVdzM2MG0KYNNahjCIMCsrNmzYK7uzsAYP/+/Zg/fz4+//xzBAUF4aWXXpLUQMY28JTJqiZ1WXpDAx8KpRI+zs5VJe3ni4u1arox9kNWWRleuXABH1+9imVt22J7x45YUTm/1L07RlXrIP9PdjaaHTiA79LSLGgxw1iOrLIybLx1Cwfy8+FrBR0ZvHbvrpp89+xBWllZvdunlZXBd8+eqn1MzcnCQvQ9cQL3Jyaa/FwGU1iomXT1Rjds0OzDGA37sAzDMIy9cuIEsGcPNfJ65hlLW8NYIzk51OTrgQeoUZzOGOm/5ucDy5cD58+zAld1DHrDu3btGqKjowEAf/31F4YPH46nn34ad999N/qwFqjDU19ZujpI+2FUVA09xMyyMrQ7dAjN3d0xOiQEY0JD0dLDw4xWM+ZgbmoqSlQqdPX2xr1+fhDqqVdYk52NMlHE88nJSCwsxNctW8LVSku3GcYU/JaZiQpRRBcvL7Rlz6VBApydsSM3FwKANIUCja1RT7b6/zEujgTe0tK0SxEIAv0+Lk6jwcUYDfuwDMMwjC2Snw8sXQqcPg18/732bebPp/mwYdQMjGFq4+cHtG4NnDwJjBwJHD9O6xpE7cMa6L/+8gvJ0LZrB9x7rxR/iX1gUHTDy8sL2dnZAIDNmzejf//+AAA3NzeUlJRIZx1js3Tw9MSksDCE1ypLj5DLsap9e7wVFYVe1T75xwsL4erkhOSSErx/5QpaHTqEu44exdzUVNzgsnW7IL+iAvMrs13faNKk3mAsAHzbsiU+a94cAoAf0tPRPzERmQ1k5DGMPbEsIwMAMK5RIwtbQhgiTbMhNrZqH1MT4eaGu318IAJYlZVl8vMZjUwGzJ1Ly7Wfh+qf58zhYKzEsA/LMAzD2CIVFdQr6YcfAG0KO9nZlIEIAC++aF7bGNtBEICFC4FmzYDLl4GJE/VsUWCA/yqKwHff0fKzz7KGbHUMCsjef//9mDhxIiZOnIjz589j8ODBAICkpCRERUVJaR9jo8xNS8OC9HT09PG5rSw9vrLTcXUGBAQgo2dP/NKmDQYGBEAG4HBBAaalpKDx/v1Ye/Nmg+dUiiJ25ORgZUYGduTkQMnyB1bF99evI0+pRBsPDwzVQdRIEAS82qQJ1sbGwkcmw+68PNx59ChOFBSYwVqGsSzJxcU4WFAAGYDHQkIsbQ4A/aRpBJAudFxAQNU+5mBE5bX6PTPTLOczmvh4YNUqoJp2NgDKLFi1in7PSAr7sAzDMIwtEhAA9OxJy9qqxn/8ESgtBTp10mzHMNrw9QV++w1wcQFWr9YES3VGT/91zx4gKQnw8AAef9w42+0NgwKy33zzDXr06IGsrCysXr0agYGBAICjR49i1KhRkhrI2B655eX4KT0dAPBM48bo4++PUaGh6OPvD1k9wyHezs4Y26gR/unQAdd79sS86Gh09/GBTBDQs1qXvs23buHvmzdRVq1xS0JWFqIOHEDfxESMPnsWfRMTEXXgABJsIUvKAShVKjE7NRUA8FpkJJz0GBYbHBiIg507o6W7O64qFOh5/DhSiotNZSrDWAXLK7Nj7w8IQGitSgNrQC1NA+C2oKz65znR0fU+803BsOBgCAD25efjWmmpWc9tMPHxlKKwfTuwYgXNL13iYKyJYB+WYRiGsVUGDaJ57YCsKJKcAUDZsZyByDTEnXcCn39Oyy+9RPrDeqGH//rttzQfPZqCwYwGgzRk/fz8MF8tUFKN999/32iDGNvnxxs3UKRSIcbTE/fpJEhyOyGurpgcEYHJERHIKCtDoItL1e/ev3wZ+/Lz4e/sjEeDgxEpl+Pdy5dROx82TaHA8KQkrGrfXmtWLmM+fr5xAzfKyhApl2N0tcZdutLG0xMHO3fGqDNn0NTNDS0qG7IwjD0iimKVXMFYAz4v5iI+OBir2rfH1JQUpFaTlomQyzEnOtoiz93Gcjnu8fXF7rw8rMrKwku6tCO2BmQygPVLzQL7sAzDMIytMngw8OabwLZtQEkJoH4lEgRg927S6eSxRUZXpk6lOOqaNSQlsGmHngfQwX/NyqIsXAB47jlDrLRvDO6Qk5ubi82bN2PZsmVYunRp1fTLL78YdLxPPvkEgiBg2rRpVetEUcTMmTMRHh4Od3d39OnTB0lJSTX2UygUePHFFxEUFARPT0889NBDSK3MxFOTk5ODcePGwdfXF76+vhg3bhxyc3NrbHP16lU8+OCD8PT0RFBQEKZMmYKyWnqVp06dQu/eveHu7o7GjRvjgw8+gMhl8TVQiiLmVeqETm3cuEGdUF2onh2mFEV08fZGI1dX5FRUYEF6Ot7REowFNM3EpqakIL+iAkVKJYqUSqPtYfQnQi5HrKcnXo6MNLgxl7+LC9bFxmJey5ZV91VueTkKKiqkNJVhLI4KwKzmzTEsKEgneQ9LEh8cjMvdu2Ndu5bAmQ+xrl3LOqVpzMWIynP/ZiuyBYzZYR+WfViGYRhbJDaWqsJLSoAdO2r+zs+PsmM5b4XRFUEAfvoJePRR4PffTZNZHRQEbNoEvPEG0Lmz9Me3dQzKkF27di3GjBmDoqIieHt71wi6CYKAcePG6XW8w4cPY8GCBejQoUON9Z9//jm++uor/Pzzz2jVqhU++ugj3H///Th37hy8vb0BANOmTcPatWvx66+/IjAwEDNmzMCQIUNw9OhRyCo160aPHo3U1FRs3LgRAPD0009j3LhxWLt2LQBAqVRi8ODBCA4Oxp49e5CdnY3x48dDFEXMmzcPAJCfn4/7778fffv2xeHDh3H+/Hk88cQT8PT0xIwZMwy5jHbJmps3cbm0FIHOzhhjgswumSBUBXx1QQSQqlDAd88ezTrOQjI7Q4KCMDgwEBVGvvw5VwvmVqhUeOzMGaQqFPg7NpazZhm7QSYIGBESUqWHau3IBAG9fL2BrH/Ry9fb7DIFtRkWHIx12dkYGRICURQlGRhk7Af2YdmHZRiGsVUEgWQLFiwg2YIHHgAUCsDVlWUKGMMICKBgLADkm6CXuiAAffvSxNyOQalqM2bMwIQJE1BQUIDc3Fzk5ORUTbdu3dLrWIWFhRgzZgwWLlwIf3//qvWiKGLOnDl46623EB8fj5iYGCxZsgTFxcVYsWIFACAvLw+LFy/Gl19+if79++OOO+7AsmXLcOrUKWzduhUAcPbsWWzcuBGLFi1Cjx490KNHDyxcuBDr1q3DuXPnAFCX3TNnzmDZsmW444470L9/f3z55ZdYuHAh8vPzAQDLly9HaWkpfv75Z8TExCA+Ph5vvvkmvvrqK84wqMbcysyOZ8LD4c6doZlqCIIAFwOzY7VxTaHAyaIiJBUX486jR7EtJ0eyYzMMY7uEyeXY2LEjngwL42Ascxvsw7IPyzAMY8sMHkzNmNR9jl9+GbjrLuDffy1rF2MnnBuMs2eke2dn6segDNm0tDRMmTIFHh4eRhvwwgsvYPDgwejfvz8++uijqvWXLl3CjRs3EBcXV7VOLpejd+/e2LdvH5555hkcPXoU5eXlNbYJDw9HTEwM9u3bhwEDBmD//v3w9fVFt27dqrbp3r07fH19sW/fPrRu3Rr79+9HTEwMwsPDq7YZMGAAFAoFjh49ir59+2L//v3o3bs35HJ5jW3eeOMNXL58Gc2aNdP69ykUCiiqaeupneN8RT5gghEIXclX5NeYS0GpSgV3JxGugoBxQT6SHrs61+/qWLW8L78Qw/+70OA+q9q0QE8fLwC3/82muBa2jJTXY2deAc4Ul+DxkEDJu6wHOgHbY1thzLmLOFpYjAGJiZgVFYFnGgVLFoThe6MmfD00mOpa7MorwMGCQowICkBTN3nDO1gJfG9o4GtRk/quhyWuEfuwmm3q82EdyX+1Zfh6aOBrURO+Hhrs7Vr06AMkXwVOn5Rh/g8CFi1yR2mpgILSIuQrGpbns7frYQx8LWqyYGEFsHIdHj9ejp378mGsq/TMBDcEBIp4cVoZwhvb1gBwQ/eGVPeMQQHZAQMG4MiRI2jevLlRJ//1119x7NgxHD58+Lbf3bhxAwAQWqvsPTQ0FFeuXKnaxtXVtUZWgnob9f43btxAiJayz5CQkBrb1D6Pv78/XF1da2wTFRV123nUv6srIPvJJ59obRQR+VUk4KZ1F7MSOdsEDU9c/NB2R670x9WKE9BtJSAPAgQtIzmiCCgyMfyHfiBlxroxybWwYSS5Hp2+Bnxj8frOT4DLPxp/PG0ILkCrl6FsFIfXLqfitf0LgOQ5gFgu2Sn0uxZOgG8s4BoIlGUDeafQ0L1na/BnRYPk16Lte0BIH3y0by5w8Ttpj20GrOrecA0CgnsDN/cAigyzn96qroUVoPV6lJrfDvZhNedR/06bD+uQ/qsNw9dDA1+LmvD10GA31+LMI8DGuUB+tb/HqRxDl4wDDv+p82Hs5npIAF+LSgqDAa9EnP8vDGH9lgAPTzL8WDlNgRUXATjhWzEWCEqWzExzUue9IZEPa1BAdvDgwXjllVdw5swZxMbGwsXFpcbvH3rooQaPce3aNUydOhWbN2+Gm1vdnl3tTDdd9OBqb6Nteym2UZd51WfPG2+8genTp1f9nJ+fj8jISFybfg0+Pj71/h2mJF+Rj8jZkbj20jX4yC1nhxSsyc7B4+cvAcDtzb0EAR+37ozJfesuZ7enayEFUl2PffmFeCDpPFwFASfjP0OY62wJrayJKIr4Jj0T71xJgypsEIbFjMGPrbQPkuiDvtdiTXYOXruciutlmmBwuKsLPouKwEOB/vXsaRvwZ0WDKa5FXoUSLY+chEIUsWvwu+jo+akkxzUH1nhvPHQmGTvzCvD+fbMwrXEjs53XGq+FJanveuTn5yPyU/O+BLEPq/l9XfsC7L/aCnw9NPC1qAlfDw32dC3W/OWMx993x21qMypnCH+sxtKVJXhoaP0Nj+3pehgLX4ua5CvyEZk1GsLSfyEen4hFU0fj0ccMa6D9/jtyfAUn9O5bgTVfHJHYUtPT0L0hlQ9rUEB20iSKlH/wwQe3/U4QBCh16GR/9OhRZGZmokuXLlXrlEoldu3ahfnz51dpY924cQNhYWFV22RmZlaN6jdq1AhlZWXIycmpkWGQmZmJnj17Vm2TkXF7ZkxWVlaN4xw8eLDG73NyclBeXl5jG3WmQfXzALdnQFRHLpfXKBFT4yP3sYoPvVR2bL11C608PNCknhcTUzE23AceLh6YmpKC1GrldXJBgEIU8f2Nm3gyvAnCtPwfqmMt/xNrwdjrMS/9MgDgiUaN0Nrb9J3i32zmiy6+gXjqv//wTrMW8JF7Vf1OKYrYnZuL9LIyhLm6opefn16Nh3S5FglZWXj8/KXbBgXSy8rx+PlLWNXew6Kd56WEPysapLwWq26lQyGKaO/hgXv8Q21S/9Sa7o3RoWHYmVeAv2/l493mrcx+fmu6FtUx9nloKFqvhwVUOdiH1ZwHqNuHdRT/1V7g66GBr0VN+HposNVrUVREc6USeH0Gbg/GAgDoe/yNlz3w0AOAWinO07Pu49rq9TAFfC2q0WwHXn2jDJ/NkmPaZA/c2xNo2VK/Q5SVAcuW0PKLLzjb9LWt896QyIc1SK1XpVLVOeniyAJAv379cOrUKZw4caJq6tq1K8aMGYMTJ06gefPmaNSoEbZs2VK1T1lZGXbu3FnlqHbp0gUuLi41tklPT8fp06ertunRowfy8vJw6NChqm0OHjyIvLy8GtucPn0a6enpVdts3rwZcrm8ytnu0aMHdu3ahbKyshrbhIeH31YG5mgoVCqMPXsWzQ8cwJ7cXIvYEB8cjMvdu2N7x45Y0bYttnfsiNQePdDa3R3XFAo8eOoUinS8NxnjSSwsxIZbt+AE4NUmTcx23gEBAbjQvTs6emmCsT9cv46oAwfQNzERo8+eRd/EREQdOICErCyjzlWkVFZN+RUVmJKcfHuGNjRZ21NTUpBfUVG1D8PUZlll4GVsqG0GY62N+KAgyAAcKyxESnGxpc2xChKyskzyPLQl2IfVbMM+LMMwjPXj5UWTry+Qllb3dqIIpKbSdup9GMYQXntLgd69gcJCYMQIoFTP8vyEBCAzEwgLA3QoPHJojG6fVqrvf6cSb29vxMTE1Jg8PT0RGBiImJgYCIKAadOmYdasWfjzzz9x+vRpPPHEE/Dw8MDo0aMBAL6+vnjqqacwY8YMbNu2DcePH8fYsWMRGxuL/v37AwDatm2LgQMHYtKkSThw4AAOHDiASZMmYciQIWjdujUAIC4uDu3atcO4ceNw/PhxbNu2DS+//DImTZpUVZY1evRoyOVyPPHEEzh9+jT+/PNPzJo1C9OnT3f4F+ffMjORUV6ORq6u6GbBMjaZIKCPvz9GhYaij78/glxdsb5DBwS5uOBoYSHGnDkDJXcTNgufXr0KABgREoIW7u5mPbfcSfNY++TKFTx7/nyNzGkASFMoMDwpqd4gRIVKhezyCsA9ApdLNfuXqVR499IleO3eXTX57tmDtGovurURAaQqFPDds6dqH4apzrXSUuyoHNAaXU/VBaM7Qa6u6FeZefiHAwUc6yIhKwvDk5IMeh7aK+zDsg/LMAzDMExNZDJg+XIgKAg4cQL46y/99v+usg3GpElALWUophYGBWSVSiU+/PBDNG7cGF5eXrh48SIA4J133sHixYslM+7VV1/FtGnT8Pzzz6Nr165IS0vD5s2b4e3tXbXN7NmzMXToUIwYMQJ33303PDw8sHbtWsiqdXRfvnw5YmNjERcXh7i4OHTo0AG//PJL1e9lMhnWr18PNzc33H333RgxYgSGDh2KL774omobX19fbNmyBampqejatSuef/55TJ8+vYa+liMiiiLmpKYCAF5o3BguTkbH+CWlj7gQxQABAABJREFUhbs7/o6JgVwQ8Hd2Nn6vLNFjTEdKcXHVdX7djNmxwO1Zq+rAcG3EykmdtXqzrAz3JybirqNH0eLAAfjv2QOXXbvQ/MhJ4K5f8O4VzXC0syDg48qmLAwjFSsyMyEC6O3raxHpF3tlRGVDpN8dMNjIWfzaYR+WfViGYRhborCQpg0bdNt+wwbNPgxjKI0bA8uWAStXAo89pvt+SUnArl0U1J1kRE8wR8EgDdmPP/4YS5Ysweeff16lxQUAsbGxmD17Np566imDjNmxY0eNnwVBwMyZMzFz5sw693Fzc8O8efMwb968OrcJCAjAsmXL6j13kyZNsG7dunq3iY2Nxa5du+rdxtHYk5eH44WFcHNywtPh4ZY2Rys9fX2xpG1bJBcX4zEt3YoZaREBDA0KgkKlqiEdYA70zTxVZ63WS0UhXASNvp+TIGB6ZCScAAS6uMDf2RnXFQrM1CFIuyE2Fvf6+ellI+MYFCuV8HRywljOjpWUoUFBePb8eZwoLMT54mK08vCwtElmQ5/nYfUs/qp1ffpIb5QVwD4swzAMY0uodWDj4oCICJIt0Fb0KQj0+7g4jYYswxjDgAH67+PnB8yYAeTm0v3I1I9BAdmlS5diwYIF6NevH5599tmq9R06dMB///0nmXGM9TO3Mjt2XGgoAq04H30kB2LNRksPD6yOiUGFSmVpU/RmTUwMAl1cEODsjAAXF8iUJQj63A+LX8+rsd3/WrSo8bNSFLHoxg2kKRRaM9AAIFIuR1xAgFma5zC2x/vNmuHVJk2M1xFiahDo4oL+/v7YnpOD44WFDhWQZbTDPizDMAxji8hkwNy5wPDhFHytHpRVv17MmcPBWMY0ZGQAn30GfPop4Opa93aNGwPVinSYBjAoIJuWlobo6Ojb1qtUKpSXlxttFGMbXC4pwZ83bwIAptrQ8EdhRQWeOX8erzVpgg6sdm4ynC0gX1HYq1fV8q7cXAw6darBfapnrXrW8mDyFbrpC8oEAXOjozE8KQkCoDUo28dMncwZ26X2/cdIwzctWyLIxQU+zga5PDaLsc9De4V9WIZhGMZWiY8HVq0Cpk6lBl5qIiIoGBsfbzHTGDtGpQLuuw84cwZwcuKAq5QYFDFp3749dmsphfvjjz9wxx13GG0UYxskFhXBQyZDf39/tFfXUtgAb1y6hBWZmRh86hSu12puwhhOTnk5piQn42JJicVs8JTJqqa4gABEyOWoKwQqQJO1qt7HGOKDg7GqfXs0lstrrPerPO4vGRn4uVoXbIYBKLs6sbAQIjccNBnN3d0dLhgLaH8e1oXUz0Nrhn1YhmEYxpaJjwcuXwa2bwdWrKD5pUscjGVMh5MTMGsWLX/5JaBNJUkUgZdfBrZupQAuoxsGvaG89957GDduHNLS0qBSqZCQkIBz585h6dKlDWpYMfbDw0FBSOvRAzdtLKPkg6gobLl1C+dKSvDgqVNY165FwzsxDfJNWhrmpaVhT14ejnXtamlz6s1aVQdp50RHS5q1Gh8cjIeDgrA7NxfpZWUIc3VFLz8/vH7xIr64dg0Tz51DoIsLHgwKkuycjG2zPScH9588iT5+ftjeqZOlzbF7Cisq4OWAwVn183BYUtJtvzPV89BaYR+WYRiGsXVkMsBOpd4ZK+Xhh4EpU4CvvwbGjwcSE2tqxB48SMHa+fNJ5zgw0HK22hIGZcg++OCD+O2337BhwwYIgoB3330XZ8+exdq1a3H//fdLbSNjxfg4O6O5u7ulzdALfxcXrO/QAUEuLjhWWIhJyZdh4EeBqaRYqcTctDQAwMuRkRa2RkNdWasRcjlWtW+P+OBgyc8pEwT08ffHqNBQ9PH3h0wQ8Fnz5hgfGgolgNFnz+JmWZnk52Vsk2UZGQCAtqxtalKSiorQ9cgRdDt2zNKmWIwHAgLgoUVKxpTPQ2uEfViGYRiGYRj9+fxzoHNn4NYtYNQooKJC87vvvqP5yJEcjNUHg9NEBgwYgAGGtF1jbB6VKOJgfj66+/hAsNFsmhbu7vg7Jgb3nTiB9Tl5QItnG96JqZPF6em4WV6O5m5uGGFlL/V1Za2aMxPMSRCwsHVrFKtUGBsaiqD6lNAZh6FYqcTqSh3usaGhFrbGvmns6opTRUUoE0UkFRXZlMyOVKzOykKxSoWmcjl+bNMGGRZ6HloD7MMyDMMwDMPoh1wO/PYbBWX37AHefReIiwPOnwdWrqRtnnvOsjbaGgalBTZv3hzZ2dm3rc/NzUXz5s2NNoqxbjbeuoWex4+jX2KiTese9vT1xZK2bemHiEex6EaWZQ2qA6UoYkdODlZmZGBHTg6UVnbNy1UqfHHtGgDglchIizTzaghtWavmxsXJCb+3b4+HWK6AqeTvmzdRqFSimZsbevj4WNocu8bPxQUDAgIAAL9nZlrYGsuwqFLDemJYGO6z8PPQkrAPyzAMwzAMYxjR0cCCBbT8v/8BffsCzzwDlJcDLi4kV8DojkGRk8uXL0OpVN62XqFQII3/A3bP3MqWjnd4edlshqyakSEheCcyHCi7hTu8rK9kOCErC1EHDqBvYiJGnz2LvomJiDpwAAlZ1hM8XpGZiasKBUJdXPBEo0aWNsdmuFxSgiEnTyKL5QscFrVcwdjQUJt/ltoC6uz937OybHow0RCSi4uxMy8PToDDP6fZh2UYhmEYhjEcdbFndckCgIKyjz4KJCSY3yZbRS/JgjVr1lQtb9q0Cb6+vlU/K5VKbNu2DVFRUZIZx1gfZ4qKsDknB04AJjdubGlzJGFG41B8+Ntd6NL7qqVNqUFCVhaGJyWhdtggTaHA8KQkq9D8U4kiPrtK1+2lyEi42XFnbikRRRGjz57F/vx8DDp1Cv927AhvB2w0VBdKUbSoxIQ5yCwrw6ZbtwAAY1iuwCw8FBQEuSDgv+JinCoqQgcvL0ubZDZ+vHEDADAwIAARbm4WtsYysA/LMAzDMAxjGEVFNFcqqblXfUydCvTvT83nAMABlcJ0Rq8IwNChQwEAgiBg/PjxNX7n4uKCqKgofPnll5IZx1gfX1dmxz4cFIRmNtbMqy4EQQDK86p+PlpQgEaurrc1gjI1RdUydpSiiCnJybcFYwFABHXFnpqSgv7Vyk09LRAMVahUGBoUhOKMDDwXHm7289sqgiDgpzZtcM/x4zhSUIBHTp/G+g4dILdCuQdzk5CVhakpKUhVKKrWRcjlmBsdbfEBCClZlZUFJYA7vb3Rmht6mQUfZ2c8EBiIv27exO+ZmQ4VkH05MhKNXF0R68AeMfuwDMMwDMMwhqGr2yyKQGoqUG3cGw5WmKYXegVkVSoVAKBZs2Y4fPgwglgL0aG4VV6OpZUltlMjIixsjWnYfOsWHjl9Gq09PLCrUyd4mTFr0Wv3bp23FQGkKhTw3bNHs65PH+mNagB3mQyzmjfHB1FRVqkda8209vDAhthY9D1xAttyc/H42bNY0a6d3WWC6oMtZIVLxaSwMDRzc4OTA/+/LcGI4GAKyGZl4cNmzRxGKiLQxcVuv7d1hX1YhmEYhmEYxpowKIJy6dIldmQdkIXp6ShRqdDJywv3Vh/ysCOi3d3hKZPheGEhRp89a3UNtKwVDsYaxp0+PvgzJgYugoDfs7IwNTnZobQti5TKqim/oqLerHCAssLzKyqq9rFlXJyc8EBgYFWjKcY8DAkMxKiQEHzSvLnWe42xf9iHZRiGYRiG0Y/CQpo2bNBt+w0bNPswdWNw+t+2bduwbds2ZGZmVmUdqPnxxx+NNoyxPjZW6h1ObdzYbrOKmru74++YGPQ9cQJrs7MxIyUFc1q2NPl5S5RKfB0djflpaThfUoJvW7bE88nJDe63ITYW9/r5mdw+bbxx8SL6+fmhn7+/3d4P5uD+gAD80rYtRp05g2+uX0crDw9McZBMNlvMCjcGR9DGtXa8nZ2xol07S5thNq4rFBh55gwmNGqEJxo14md1JezDMgzDMAzD6I5a9SouDoiIANLStEsRCAL9Pi5OoyHL1I1BAdn3338fH3zwAbp27YqwsDB28B2ErR07YkN2Nu7397e0KSalh68vlrZti5FnzmBuWhpaenjgBRM1MLuhUOCb69fxXVoasivbFPrIZPB3dkaEXI40haLOLC4vmQxxAQEWCegcyc/Hp1ev4n9Xr+Jy9+4O2yRGKkaGhCCrrAw/37iBx0JCLG0OYwK0aeOGu7piXsuWdiPDwFgfS27cwJ68PIiiiCfDwixtjlXAPizDMAzDMIxhyGTA3LnA8OEUfK0elFW7VHPmcDBWVwwKyH7//ff4+eefMW7cOKntYawYmSDgQQcp8xsREoILJSV489IlTElORjM3NwwKDJTs+DfLyvDKxYtYkZGBssqnWJSbG6Y2bowJYWHwcXaGq5MThiclQQC0BmUnh4dbLLvuk6tXAQCjQ0M5GCsRkyMi8HR4OFwdSP6hsFevquVdubkYdOpUg/tYMivcUOrSxk0vK7M7bVxb4b+iIvyelYVHgoIQa6fNvVSiiMXp6QCAiRyMrYJ9WIZhGIZhGMOJjwdWrQKmTqUGXmoiIigYGx9vMdNsDoMCsmVlZejZs6fUtjBWSmZZGXydnR2uA/zrTZogpaQEP964gWUZGZIGZL1kMmzIzkaZKKKHjw+mR0RgaFBQDS3W+OBgrGrf/rasuki5HO80bYpJ4eGS2aMP/xUV4c+bNwEArzVpYhEb7JXqwdif09MR6eaGfnacke5Zbeg0LiCg3qxwAUCEXG6xrHB9qK5vqxTFerVxBZA2bn9//6q/y5OHlE3Ou5cv44+sLBQplfjMTgOyO3NzcaG0FN4yGR7lzPsq2IdlGIZhGIYxjvh44OGHgd27gfR0ICwM6NWLM2P1xaCA7MSJE7FixQq88847UtvDWCEvpaRga04OfmjVCkMdKItLEAR836oVOnt741kjgp8lSiV+ycjAmps3sSY2Fk6CADeZDN+2aoVwV1f0qKdBWnxwMB4OCqpXd/JSSQmePX8eP7Vpg3C53GA7deWza9cgAng4MBDt1WIyjKT8ffMmnjx3Dl4yGXZ06oQu3t6WNsnkyAQBc6Oj680KnxMdbfXBWMDxtHFtkRHBwfgjKwu/Z2Xh0+bN7bJsXZ0dOyokhIP81WAflmEYhmEYxnhkMoBfW4zDoIBsaWkpFixYgK1bt6JDhw5wcXGp8fuvvvpKEuMYy3NdocDvWVmoEEU0ccDSdBcnpxr6saIookwUdcoWVuvDfn/9Om6WlwMA1mZn4+FK2YdhOga3ZYKAPvVkST7533/YmZeHnseOYVPHjmjt4aHTcQ3hamkplmVkAADeaNrUZOdxdAYGBOA+Pz/8m5uLB06exN477kBLE/5fLc2OnByUqlT1ZoXPiY7msn5GMgYFBsLTyQmXS0txuKAAd/n4WNokSckpL8eqrCwAwFMsV1AD9mEZhmEYhmEYa8CggOzJkyfRqVMnAMDp06eltIexMr5NS0OFKKKXry86O0CWXn2UqVR47vx5ZJWXY1X79tiXl6c1a/VkYSFmp6Zq1YftawLty5/btEHcyZNILinBPcePY0NsLO40UXDhq2vXUCGK6Ovnh252FsCwJuROTvgzJgZ9T5zAscJCxFUGZc2RAW1uLpWUYHhSEnIqKrAmNlanrHBrx1G0cW0ZD5kMDwYF4dfMTPyemWl3AdnlGRlQiCJiPT1xp4N/d9eGfViGYRiGYRjGGjAoILt9+3ap7WCskBKlEj9UljxOjYiwsDWW57/iYqzIzESpSoXAPXtQqFJV/S5CLsfc6Gi0cHdHpyNHqtb39PHBS1r0YaUkyt0de++4A4NOncKRggL0PXECCTExiAsIkPxc3Xx80CYnB2+wdqzJ8XF2xj8dOuDu48eRUlKCASdPYlenTvCvlc1lyxQplRh6+jSyKyrQ1dsb91UGJLVlhV9XKHC0oMAmGgtq08atnvFbHVvSxrU3RgQHU0A2Kwv/a9HCrmQL2nh4IM7fH0MCA+3q75IC9mEZhmEYhmEYa0CvgGy8Du3SBEHA6tWrDTaIsR5WZGbiZnk5msrleFjChla2SgcvL7wQHo4vU1NrBGMBIE2hwPCkJPzRrh26eXujqZsbXoqIQPd69GGlJNjVFf927Ij4pCRszcnB4FOnsKRNG4wODZX0PKNCQzEyJAT8em8eQlxdsblDB/Q8fhyni4rw0OnT2Nqxo1002BNFEU/+9x9OFhUh1MUFf7ZvD/c6dC7PFBWh69GjcAJwoXt3hLq6mtdYI6iujVtbF1f9ObIVbVx7Y2BAALxkMlxTKHAgP79ePW9bo39AAPoHBEAUtakxOybswzIMwzAMwzDWhF4BWV87ellh6kcURcxNTQUATG7c2GTZndZO7W7pv2Zmat1O3S192oULONGlC9ws0EDF29kZ62NjMf6///BrZibmpKZiRHCw5P87Jw4cmZVm7u7Y1KED7j1+HP38/OBqJ9f/k6tX8UdWFlwEAatjYhBRj0Z1Ww8PxHp64lBBAT68fBnzW7Uyo6XGU5c2bgRr41oUd5kMDwUGYl12Ni6WltpVQFYNZ8dqYB+WYRiGYRiGsSb0Csj+9NNPprKDsTKOFxbiVFERPJ2cHLohiCHd0oP27dOsM3PbQVcnJyxv2xYxnp6YFBYmWTB2yY0bKFIq8WSjRnVmMTKmo4OXF/676y40shMN2bU3b+LtS5cAAN+0bIm7GwiUCIKAT5s3x32JifghPR3TIyPR3N3dHKYaTUZZGUJdXe1CG9ce+So6Gotbt7bIIJopKFYqMTc1FY83aoTGdvK8kAr2YRmGYRiGYRhrwjHTHpkG6eztjVNdu2Jh69Z2pVnpCDgJAt5q2hQh1cq6N2Rno6KWzIKuKFQqvHnxIl5ITsbvlV27GfNTPRhbpFRiyY0bUIoiduTkYGVGBnbk5EBpI+XJ23NzIQJ4Pjwck8LDddqnr78/Bvj7o0IU8U5lMNfaKaiowB1HjuChU6eQVVZWpY07KjQUffz9ORhrBYS6utpNMBYAVmdl4c1Ll9DnxAmWK2AYhmEYhmEYK8agpl6MYxDj5YUYLy+jjqFUArt3A+npQFgY0KsXYEvvvvbQLX1xejomnjuHBwMD8Wu7dvDQ8x+w9MYNXC8rQ2NXV4wKCTGRlYyulKtUiEtMxL78fExNTkZeNVkNdXM5ay+B/7JFC/T08cHDejbo+qR5c2w6ehQrMjPxSmQkOll59/iPr1xBelkZzhQVwdvMDz5bf/aaG1EUcaOsDGE2nlW6qLIR5/jQUJYrYBiGYRiGYRgrhjNkmdsoqRbgMYaEBCAqCujbFxg9muZRUbTeVvCUyaomdbf0ul5xBQCRld3S1ftYA8EuLnBzcsLa7GzEJSYip7xc532VoojPr10DAMyIjISrg2oJWxMuTk5V5fp5tT6r6uZyCVaYyawUxaoMXkEQMDwkBC563k93eHvjscpBgTesPEs2ubgYX1XqcM+OjjZrFqY9PHvNSXJxMVodOoQuR4/aTJa5Ns4XF2NXXh6cADzRqJGlzWEYhmEYhmEYph44usLUIL+iApH792Pc2bMoqKgw+DgJCcDw4UBlPKKKtDRab4uBAXW3dAC3BWWtuVv6Q0FB2NyhA/ycnbE3Px+9jh9HWrXGQvWxOisLKSUlCHB2xiQH1hK2NEVKZdWUX1GB7Tk5WrdTh5KmpqQgv6Kiah9r4M2LFzHk1Cm9BgS08WFUFLxkMrT38DBYhsMcvJSSgnJRxAMBARgSGGi289rjs9fUNHVzQ1ZZGdLLyrA3L8/S5hjMj5XZsQMDAuptkscwDMMwDMMwjOXhgCxTgx/T05FdUYGjBQXw0iOjq6hIM+XnA1OmANoSjdTrpk6l7dT72Arqbum1m6VEyOVY1b691ZaK9/Lzw65OnRDu6oqk4mL0PHYM/zVw4UVRxCdXrwIApkREwMuZFU4shdfu3VWT7549SCsrq3NbdXM53z17qvaxNCszMvD5tWvYeOsWdubmGnWsaA8PpPXogS+ioyVrWic167Ozsf7WLbgIAmZHR5u0dNxRnr2mxNXJCY9UPrt/z8y0sDWGUa5SYUlGBgA4dCNOhmEYhmEYhrEVOMLCVKEURcxLSwMATI2I0CuIoI/UrChS9lb1xuq2VCVqq93SY728sK9zZ8QlJuJ8SQnuOX4cZ++6C8HVmn9VZ1tuPk4UFsLTyQkvNm5sZmsZe+FoQQEmnDsHAHi9SRMMlWDQwseKBwcUKhVeSkkBAEyLiEBrDw+Tns+Rnr2mZERwMH6+cQOrsrIwt2VLq3+e12bDrVu4UVaGEBcXs2ZkMwzDMAzDMAxjGNb7VsuYnXXZ2bhYWgp/Z2eMCw21tDlWjbpbuq3R1M0Ne+64A4NPncKQwMA6g7EAEOJKL/at3d0R4OIiuS3cdEh3bLW5XEZZGYaePo1SlQqDAgLwUbNmkh7/YH4+frh+HQtatbKabNkrpaWoEEU0cnXF202bWtocRkf6+fvD39kZGeXl2J2ba3PP9yulpXB3csL4Ro1Y65thGIZhGIZhbAD22pkq5laKDj4dFgYPPSNjhYWaacMG3fbZsEGzD2M+gl1dsatTJ7xTLVhUXqnFqRRF7M4rAILvQ16FEn/FxODzFi0kt4GbDumHIc3lLpeW4rpCYbHmcmUqFYYnJSFVoUBrd3esaNdO0qzDEqUSg0+exE83bmBpZam2NdDKwwNn7rwTGzt0MEsmryHP3latgD/+AAoKTGubLeHq5IRHgoIAAL9ZYVO8hpgSEYH0nj3xamSkpU1hGIZhGIZhGEYHOCDLAABOFhZie24uZABeMKA83dNTM8XFARER9W8fEUHbqfdhzIubTFYlSVGkVOLeEyfwxNmziDpwAEPOJAPt3sGQM8mIOnAAf928Kem5uemQcejSXO7psDC8kJyMTkeO4Lu0NIgWqEt/5cIF7MnLg49Mhr9jY+ErcXDSXSbDG5WDCu9dvowSK2leBtDnq6M+WgJGUP3ZW4+0cA3OnwcefRS4915g40bT2mdLjAgJAUDNDK25YVxd+Do7I6ieqgeGYRiGYRiGYawHDsgyAID5ldqxw4KDEWlkd2aZDBgypP5t3N2BOhrFM2ZmZUYGDuTnY0lGBlIVihq/S1MoMDwpCQlGZIxx0yHpaai53PhGjdDXzw/FKhWeT07GoFOncL3W/9bUPNmoEZq5uWFFu3Ym01F9ITwckXI5UhUKfHv9uknOoSv78/LwbVqaxQJ5u3YBjz2m+bl2MrIg0PTjj8Crr1IA9/hx4OxZ89ppzdzn54cXwsOxrG1bkzZikxKVKOIUl5kwDMMwDMMwjM3BAVkGADCrWTPMatYML0tQ7piVBfz2Gy1Xbx4DACEhFAhITgbuvhu4dMno0zEGUKRUVk2PBgfDp46ydnXcdGpKCvIrKqr20QcvL83k60uZsHVRvemQeh9GO/HBwbjcvTu2d+yIFW3bYnvHjrjUvTviKwdVtnTsiNktWkAuCNh46xZiDx82awf5Tt7eOHvXXRhswgZDbjIZ3o+KAgDMunIFeRUVJjtXfShFEZOTk/FCcjI+vHLF7Oc/fhx48EGgtJTmv/0G1C50iIgAVq0CnnwS+Owz4PJl4P33gWee0WyzcSOwbBlgoctocVycnDC/VSvEBQTYTFOvnbm56HDkCPqdOGGRTHiGYRiGYRiGYQyDm3oxAIAgV9eq8l9jefVVyn7t2BE4eBDYv79m46bz54GBA2nesyfpHt5xhySnZnTEa/dunbcVAaQqFPDds0ezrk8f6Y1i9Ka+5nJOgoBpkZGICwjAuLNncaywECPPnMH23Fx816qVSey5Wqlb271yJEZuhuZCjzdqhC+uXcOZ4mJ8fvUqPm7e3OTnrM2P6ek4VlgIX5nMIMkXY8jNpedpfj5JEPz2G1UgDBtWf9O8oCDg3Xc1P6tUwCuvAKdPU6D2zTeBsWMBE/TzYyRkUXo6AKClu7vNZPUyDMMwDMMwDMMZsg6P1Bk1KhVlNzo7A999B8jlQJ8+wKhRNJfJgLZtKUjboQNw4wYFEbZskdQMxoowpOnQCy8AI0YAmzZplzdgdKedpyf2d+6Mt5s2hROAu7y9TXKeYqUSj5w+jd4nTuBPMzZFkgkCPm7WDAAwOzUV6WaWZsipqMCblan+7zdrhhAza3j6+QEzZwJdugBr1lAwFqBnbe1nb31UVFCDvcBAICUFmDCBmn8tWKC7Nq29cKygADNSUrA7N9fSptRLTnk5Vld+1iaGhVnYGoZhGIZhGIZh9IEDsg7Oqps5uPvYMazPzpbkeE5OwJw5wMWLQI8edW8XHk6ah337UqDu/HlJTs/oSGGvXlXThthYnfbZEBtbtY8+1G745uNT97aCAERGAtu2Ab//DgwYAMTEAF9/TZmAjGG4Ojnhw2bNcPrOO/FEo0ZV65OKiiRphiWKIiaeO4djhYXwcXbGHWbWmng4KAjDg4PxdXQ0gs2c0vnptXTcLC9HOw8PPB8ebtZzq3nuORrkqi0Row+ursAbb5CUwf/+R/Iyly+TpEF0NPDnn1JZa/0sTE/HV6mpWHLjhqVNqZflGRlQiCI6eHqii4kGWhiGYRiGYRiGMQ0ckHVwvk3PxL78fBwvKJD0uLpI0fr6Av/8A/z6K2VEMubDUyarmuICAhAhl6OuYlcBQKRcjriAgKp9DEUmI5kKreepNGDOHOCXX4CJEwEPD+DMGWr0FR5OWXuHDhl8eoenradnVVlzTnk5BiQmovPRoziSn2/Ucf937RpWZmbCWRCwqn17RKnTNM2EIAj4o317TAwPh7MZZBKq8IjCwhuUoTg3OhouZjp3YSHw7LNA9XE0qeLQXl7Ayy+Tvvfs2SR3cO0aVTvUhVIJ7N4pA049ht07ZZAgxm9RRgQHAwASbt5EuYWatDWEKIpVcgUTw8JYroBhGIZhGIZhbAwOyDogSlHE7rwCoOk4HCsqhiuAZ4zM7Lp2DRg8mIJn+iCXAyNHan6+dYsazljpO7BdIhMEzI2OBoDbgrLqn+dER0vW5Oaff4BZs6jJUHXUTYfi44GuXYGFC4Hr14FvvgFiY4GSEuCnn4DPP5fEDIfnUmkpVAD+Ky5Gj+PH8eHly6gw4IO3MTsbr1+8CIDuk95+fkbbplQCO3YAK1fSXN8An9JcOhfRL0AJID4oCP0DAsxySoUCeOQR4Icf6LNiqj/VwwOYNo2qHZYtAx54QPO7efOAL76gwHBCAhAVBQwZ4AmsXokhAzwRFUXrTYGx94Yu3Ovnh1AXF+RUVGD2tWtYmZGBHTk55ruvdOBYYSESi4ogFwSMCQ21tDkMwzAMwzAMw+gJB2QdjISsLEQdOIAhZ5KBqAkAAGcnJ+zOyzPquFOnkj7oiy8afgyVigINr79OuodmloJ0aOKDg7GqfXs0rpUGFyGXY1X79oivzBgzhuqxPnVp9PbtwIoVNL90iQJM1fH1BZ5/HkhMBPbuBR5/vGY2dXIyZQqeOGG0eQ5HZ29vnLrzTjwaHIwKUcS7ly/j7uPHcb64WOdjnC8uxmNnzkAEZelJUbKvDvD17Uuapn37Qq8A3/KMDLQ8eBDHJM7618rFH9Db1xtftmhh+nOBgo9jxwJbt5IEyP/+p8ksNxVubsCYMZrz5OcD771HDcDCw6l5WGpqzX3S0oDhw6UPyhp7b+iKTBCqZDdeu3QJo8+eRd/EREQdOIAEM+oj18fKjAwA9OwO4M5rDMMwDMMwDGNzcEDWgUjIysLwpCSk1op0lqhUGJ6UZPCL5vr1pC/o7AzMnWu4fU5OpFfo4kL6oQMHsm6oOYkPDsbl7t2xrl1L4MyHWNeuJS517y5JMPaXX0gPtrLCFoB+TYcEgaQOliyhIIyaBQsoU/COO4Du3SmDVls80RxZdbZIoIsLfmvXDsvatoWvTIZDBQXodOQIvklL06nh34Lr15GnVKKnjw/mt2xpdNl0QgIF8owJ8P2TnY1LpaV4ozJr16QUpmBNu5ZmkWgQRRp8WLWK9F7//hu46y6Tn7YGRUU0sDJrFtCsGVBXzFt960ydSgHcoiKajEGKe0Pnc2VlYWNOzm3r0xQKo74rpeST5s3xV0wMXtFFH4hhGIZhGIZhGKvD2dIGMKajqFrUSSmKmJKcDG0hFhFUmj41JQX9/f2rStN10QotLgYmT6bll16iBkzGMHo0EBpKmbI7dgD33ksl7o0bG3dcRjdkgoBevt5A1r/o5estiUxBSgpluRYWUmD21VclMLSSoUMpQLN6NXDwIE0vvQSMH0/B/XbtKFAzdWrNQE5EBA0e1M7IdUSEypLne3198eR//2Fbbi725OXhhVofuiqpk+D7sDuvAAODvfF5ixYIk8sxJiQEcgP0U6sH6ZRKYMoU7SX4okhB+alTgf79NcF7T8/bt/2wWTP8npWFzTk5+DcnB/f5++ttV0PkVVTUqblsKt54A1i0iAauVq4E+vUzswEgfVldEUX6zFVvNNaxIx3D05Pm06cDd99Nvzt/Hli3jtZ7edH/WL2dmxt9zxh7b9SFtu9KrX8TDP+ulBoXJyc8HBRk9vMyDMMwDMMwDCMNHJC1Y7x279Z5WxFAqkIB3z17NOv69Glwv48/ptLzyEjg3Xf1t1Eb/foBu3aRZuGpU0CPHsDGjRRcY2yLsjIKshcWUnB9xgxpj3/33TRlZlJ27IIFpHn59dcU/P3uO8rArR3IUWfVqTVrGSDSzQ2bO3bEguvXMSIkpGq9QqXC+uxsTE1Joez6du9gyJlkRMivYm50NGYYkaFnbIBPW4Cumbs7ng0Px7y0NLx+8SIOdu4sacOjK6Wl6HD4MB4PCQQE83yFzp9P2toA3eO2es8mJtb8eexYzfLRo4Y/H3S9N+rCHN+VUqISRThxEy+GYRiGYRiGsWk4IMsYzNmzpGEIUABMn+BKQ3TqBOzfT7IF587Ri/vRo6bXS2Sk5d13gcOHAX9/agxkqkSykBDgtdcoE3f7dsokjIqiAI+psursESdBwLPVMmNFUcS9x4/jkJbadHX5tlQaw1LyVtOm+DE9HYcLCpBw8yaGSWjfyxcuIF+pRGJRMSBWSHbc+hg4kO7n558HnnrKLKfUSmGhZnnXLmDQoIb3WbyYBtMKCykLuqiIlgsL6TmvJjKStGoLC2mbrVslN98uOF9cjP6JiZgYFoZ3mjaVdLCBYRiGYRiGYRjzwQFZO6awV6+q5V25uRh06lSD+2yIjcW9OnZJnzMHKC8HhgwBHn7YQCPrISoK2LMHePJJ8zSvYaRl2zbg889pedEiCriYGh8f3bc1NqvOXqlevn2ioEBrMBaQpnzbkADfhg2UbV0foa6umBEZiQ+uXMFbFy/i4cBAOBsgqVCbf3NysCorC04APouKRE+jj6gb0dGUXarP/W0Kqg9YxMWR9EdamvbPjSDQ78eP120g5p57aFJTXc5CyntDG6b+rpSSxenpuKZQ4FB+PgdjGYZhGIZhGMaG4YCsHVM9MBIXEIAIuRxpCoVWHVkBQIRcjriAAJ11Q+fPB1q1ovJZU70XBgUBa9fWXJeSQgEKxnrJygLGjaNAzdNP226JtSNizvLt2gE+Hx9qAqUNdYAvLk63AN+MyEh8e/06zpWUYHNODgYFBupslzYqVKoqbdHnGzdGe0/TNvLatg1QKDSBSEsHY2sjk5EO8/Dh9L+pHpRVfx/MmWN4VrwhwV9d743bzqXHdyUAROr5XSkV5SoVlty4AQCYGBZm1nMzDMMwDMMwDCMtxqcMMTaBTBAwtzKKWfsVUv3znOhovV4wXVyoJLxZM2ls1IWtW6n89a23OJvRmsnOpgBSmzbA7NnmO6+6FLqwkLLldGX7dk22Zn4+dZJnzMvSpfUHYwH9Anw+zs74vlUr7OrUyehgLAB8d/06koqLEejsjPejoow+Xn0cOkRVBw8/DOzcadJTGUV8POkw1266GBEhrT6zOvgLaB/8E0WqopBCEqW+70o1d3l7W8R5Wp+djYzycoS6uGCwBPc0wzAMwzAMwzCWgwOyDkR8cDBWtW+PxnJ5jfURcrleOpAbN1LmliU4doxkEmbNAiZMoGXG+mjThjR/168HPDzMd15PT82kzqqra4xBEIDAQGDiRCpzVmfkzZhB8gpTpgB7dskAlWM9Jgt79aqaNsTG6rTPhtjYqn0M4cQJYNIkWn7kEfq/VUcUSbpE3wDfsOBg9JKgrDyrrAzvXr4MAPi4eXMEuLgYfcy6OHOGGhoWFQF9+gDdu5vsVJIQH0+NHddtKgKGjcK6TUW4dEn6rPi6gr/qz/eOHRKeq47vSr/KiO/qmzfx8oULEM08Kri4Mjt2fKNGcJFAgoNhGIZhGIZhGMvBHr2DER8cjMvdu2Ndu5bAmQ+xrl1LXOreXedg7OHDVELbqRNQh7SkSXn1VWDhQsqE+vlnyiBTZzYqlfRSvnIlzatJYTJmoqJajyNPT6B5c8vZUl9WnfrnBQvoflLHNkQR+Pdf4Pp1YN48YHCcJ/Dldbz0ohu2bq3599krnjJZ1aQu364rU1CApnxbvY8hdOwIvP468PjjwOrVFODbvh1YsQKYPp22Wb2apDAMJV2hQJ6B/8BjhYWoEEV08vIyaan4lSs0kHDrFnDXXcCffwK1YoJWiUwG9OqtBGJ/Ra/eSpM171MHf9X3xvbtJGkjCEBCApCZKeG5Kr8rt3fsiBVt22J7x464ec89mFeZPftVaiomJydDZaagbJpCgQ3Z2QCACSxXwDAMwzAMwzA2DwdkHRCZIKCXrzeQ9S96+XrrLFOgVALPPUdBqy5dAG9vExtaBxMnAn/9Bbi7A//8A/TtC/z0EzUB69sXGD2a5lFR9JLOmIeSEgoiffml9ZT861tSLQiUobh2LfDEE4CvnwgUheLHha64//6aTYfqwp4GBkwhdaINQQA++og+x4JAAb4+fYBRo6gx3B13AHl5wNtvG3b879PSEH3wID65csWg/QcEBODcXXdhWdu2JtMNzcgA7r+fdFLbtSPJDS8vk5zKpql+b/TpAwweTPfNsWNASIjE5xIE9PH3x6jQUPSpbFw3OSICi1q3hgDg2+vXMfHcObMEZX++cQMqAL18fdHanGUHDMMwDMMwDMOYBA7IMjrz/fdUhu7rS0E3SzJkCGVHBQYCR46QfEFqas1t0tKo4QwHZc3DjBnA8eOk5ZiTY2lrNGjLqquvpFoup/vrp5+AlKsFwNgBGD+hDEFBFOhXo1DQ4MCaNUBpKa1LSLC/gQGppE5qk5EBTJ4MFBdr1mmrwpbJgK+/puWFCynwpi8RcjmKVSrMTUtDmoF6K+FyOdpX7zQlIQUFwMCBQHIy0LQpsHkzPdsY3Rg//vZBF1PyVFgYlrZpAycAoa6udWaQS8nggAA8HRaGyeb8QxmGYRiGYRiGMRkckGV04sYN4M03aXnWLCA01HK2FBXRFBMDbNpUdyMXddLS1KnULEi9HyM9f/0FfPcdLS9dan3BpNpZdbqWVLu6AojejK+/LUV6uuYzAABbtgCLF5NsRnAw0KsXMGyYfQ4MGCt1UpvCQsps/OYbjXZsfdxzD/3vRJG0ffVNSBwcGIi7fXxQqlLhg0otWF1Yd/Mmtt66pd/JDMDdnaoOQkLovuKYm+GsWgWMG2f6LP2xjRrhaJcumNWsGQQTZU1Xp5O3N35o3RojpE4DZhiGYRiGYRjGInBAltGJGTMoqNm1K/DMM5a1xctLM3XtWn9JuChSgMzXV7MPIy2pqcBTT9Hyyy+TBqY94uxcU6YjLAx4/nkKnhUWAnv2aN/PXgYGDJU6qU15OQWojx4FgoKAmTN12+/zz6lB3N69JAehD4Ig4LMWLQAAi9PTca56Wm4dFFRU4Onz53H/yZP4Q0pxUi04O1P275EjQMuWJj2VXXP9OjB2LLBsGd0vpqaTt3dVMLZEqcR7ly6h1JY1ShiGYRiGYRiGMRsckGUaZNs2KvV2ciLZAlM1bGFsD6WSstFu3aIMv48/trRF5qNrV+DbbykDtiF4YIAQRZJ52LSJgqvr1+segIyIoAxlf3/Dsh/v9vXFg4GBUAJ4+9KlBrf/+MoVpJeVoYWbGx6UKOW7ur7wv/9SEFbdZ0wQgMhISU7jsISHA/Pn0/Jbb9E1Nhfjzp7FB1eu4MHTp1EkYVD2Vnk5njl3Dgfz8yGaqYEYwzAMwzAMwzCmhwOyTIM0bUpZj88/T0E3S1NYqJk2bNBtnw0bNPsw0vHZZxRg8vSkIJOrq6Utsh0GDwbef5/uzbIyw45haw3E3nyTJC1kMiotv+su/fafMYN0VseONez8HzdrBgHAqqwsHM7Pr3O75OJifFWpPTE7OhpuEoxC1dYX7tcPePpp4N579ZdgYOrmqaeAJ5+koP1jj90uIWIqXoyIgKeTE7bm5GD42QuAzF2S4y7PyMCC9HQ8c+6cJMdjGIZhGIZhGMY64IAs0yDR0cDGjZZv5KXG01MzxcVR5lx91dNhYbSdeh9GOjw8ABcX0gJ1tFJrQwYGWrWi6wXQPjNnkgZt9YzPbdtI/qChqnpbayD27bfAp5/S8qJFwAMP6H8MNzfj9IljvbwwLjQUroKAE/WMzryUkoJyUcTAgAAMkSA7NiGBZBq0BQf37wf+/NPoUzCVCAI9jzp2BLKygBEjDB/w0Ifefn7Y0rEjfGQy7CsoBDp8gVx1+rOBiKKIRenpAICJYWFm0aplGIZhGIZhGMY8cECWqZPq75KCYJ3ZjzIZMHcuLdf1rlpQQNmDjPRMmwb89x/w+OOWtsT86DMwoC5HP3OG7seDB4F580ju4eGHKdCo5vXXqUGYjw/QqRNlUS5aBCQmaj6TdQX4rLmBWJcuFEz96CPgiSeMO5YoAn//Tbq8+vJJ8+ZI7tYNk8LDtf5+fXY21t+6BWdBwJzoaIOCYGqd4KIi0g2urxGZINi+vrC14e4OrF5NEiH795O2tTno4euLfzt1gr+zDPBphwfPJOOmEdHgowUFOFlUBLkgYIwlO2kyDMMwDMMwDCM5HJBltCKKwNCh1MDLDE3GjSI+nsqfa3cmDwsDWrSgDMa4OGDxYsvYZ2+IIqBQaH5u3rz+DGVHoL6BAfXPc+bQdnI5lepPnkzl+6tWabYVRaBZM7p3lUoKwi5cCEyaRMHZmJj6A3zW3ECsWzfg9GmSLTCWK1eAYcOAr78GtmzRb99wuRxNqkfAq1GmUuGllBQAwLSICLT28DDIvuqNB31969cZZn1h09CiBfDLL/T5c3ExnyxEF29vrGvXEijLwcmiEsQnJRms/arOjh0WHAx/dWo9wzAMwzAMwzB2AQdkGa0kJFDDnZ9/prJPayc+Hrh8Gdi+nRqQbd8OXLsGnDpF2ZuurhTQYoznl1+oHPj4cUtbYl3UNTAQEUHr4+MbPoYgAL//Tt3iU1Ppc/j665rfnztnWwG+pCTg6FHNz40aSRO8j4qigDZAwefycsOOcyg/H1tv3cKOnByszMjA3rw8fBgVhbu8vfFO06bGG8pYlAcfpO+AL78076BRjKcHcGIqWrnL8UWLFoZlWSuVWJmZCQB4KixMUvtsTXuaYRiGYRiGYewRZ0sbwFgfBQWaUuBXXwVat7asPboikwF9+tRc5+5OQeU33gDatNGsLyuzTgkGbSiVwO7dQHo6ZU726kV/qyVISQFeeIGyjtevB+64wzJ2WCvx8SRBIMX/q3Fj4JFHaFJrr9oS164BAwcCubmkQX333dIef+ZMYPly4OxZ0gydNk2//X/PzMTIM2cgA1A9HhUhl2NOixbwcTb867G6PO2uXcCgQQ3vs2EDNfhipKV9e81yeTk9+82iJV5yDQc6toO/m0/VKpUowknH4OyqrCzkK5Vo7uaGPn5+kpmVkEDf79XlTiIiKMNfl0EjhmEYhmEYhmGkgTNkmdt4/33KwGvWTJryYksjCDWDsUeOUAOqXbssZ5OuWFPjprIyYNQoCjb17k1BbuZ21AMDo0bRXIrguSENxBISNPuYm5wcatqVmkrauW3bSn8OPz9g1ixanjkTqEwm1Jnyyk5qtZMD0xQKPHrmDBKMKA0wRF+YGw+aluvXgfvuI/1ic8kXyKr90w/n56PjkSNIaahbXzUi5XJMCAvTOYjbELaoPc0wDMMwDMMw9goHZJkanDxJWpcAMH8+ZZjaGx98AFy9CvTrR5l15no51xdre3l+5x0KZvv7k2yBpbJ0HRF9AnxqAgMtE+ArLSX96aQkIDycsmMDAkxzrgkTKEs7Lw946636ty1SKqum/IoKvHbxotbt1I+DqSkpyK+oqNrHEJRKICNDd31hxnRcvUrN9FatAmbPNu+5RVHEtJQUnC4q+j979x0eRdX2cfw7u8lueiAkpNN7FREFFUER7A1RlEcUxccCFkAfC4pixYoN7IpdVEBsvHaqiKAC0ntNCCVCAunZnfePTTZZ0iHJbpLfhysX2Zkzc86eTDZn7z1zH85YsYK1lUjsfF1MDNt692ZcQsIx11vZxeV8Ofe0iIiIiEh9pYCsuDmdcOutriDC4MGVu822Lpo+3TV7MT/flYfytlsCIN/7+Qt8+c3zzz/DM8+4vn/nHdeMPvGOyiwgds45nre///OP6/e7pjkccM01rtnnYWHwf/8HzZrVXH1WK7zyiuv7d96BTZvKLhuycKH7K3zRIpJyc8ssawK7c3IIX7TIfcyxuPdeV8A4Lu748wvL8endGyZPdn1/zz2utCK1xTAMZnXpQtfgYPbk5tJ/xQpWVmLqutUwCDyOSL0WlxMRERER8V0KyIrbli2wfr1rRl3hLNn6KCjIlXvy2WfBYoGP3rfBtPkkJ9Xiqi+l8NU3z/v3w/Dhru9vvtmV01S8q7wFxGbOdM1KLZSc7ApGnXQS/PBDzc0IN01XHteZM135mWfPhm7daqau4k47zZVa5bvvXKlIfMVbb7kWk9q3D7ZtK33hwcLtUjtGj3alfnE44MorISWl9uqOttmYe8IJnBgSwv68PM5csYI/09NLlMtzOvn6wAF3Sg0REREREamfFJAVt7ZtXau4z5xZ/2dAGgbcfbdrBl+jxiYk9ab/acFs3+7tlvkep9O1ME7HjkUzzMT7KhvgW7kS/Pxg+XLXIltnnQVLllR/e/LyXB/qAHzwgSvfcW154glXztryHOnb1/01p2vXSp13Tteu7mOq4pdfYNQo1/cTJ7pm5EPN5BeWyjMMePNN1+tZSgoMHeq6bmtLE39/funenT5hYRzMz2fAypX8lpbmUebb1FQuWb2ak//+G/M4Pz05ltzTc+Z4L/e0iIiIiEhDooCseIiMdN3u3FAMGgRzFx2Bpqs4saejRm+vrsiaNXDXXa7cn1VltcKpp8JDD8Hhw9Xbruho+PFH+PVX1+xi8R2VCfCddx5s3QrjxoHdDvPmQZ8+rpnOa9dWX1tsNvjqK9cs3KFDq++8VbVvX+nBpGCr1f01KCKCBLudsubEG7gWVBoUEeE+prLWr4fLL3elRBk2zPU7Kb4jONj1oWNoqCu1xsMP1279jfz9+aFbN84IDyfd4eCFXbsAcJgm8w4e5NGCTwUHNmqEcZyLeR2de7px47LLanE5EREREZHapYCs8Mcfrjeovrq4VU1r1dqEkX14c1oWloLfiOxsKCfFZLXbs8d1e/fzz0NqqutW9LCw8ldmb9LElUKgbVvXLbi//+7KLVp8IbYff4QVKyqfP9ThgIXzrbDqKn743krhWkYWC8TEHNdTFC+KjHRdWxs3uhbCslhcKQVOPtm1INbx2Ly56LXD398V0PGWDz5w/T48+WT55ayGwUtt2gCUCMoWPn6xTRusVQyIHTgAF17o6tNTT3XltT3OmJrUgPbtYdo010zZa6+t/fpD/fz4v27dGN+sGR927Mis/ftpsWQJZ65cyYqChOAf7tvHrP37q63OZcvK/rBOi8uJiIiIiNQ+BWQbuPx8uOkmGDIEXn7Z263xInsGYWGub03TFegcMKDmcgymprpmExaKjYWzz4aBA+HLL123ok+b5tpX1sJNb74Jr7/uCrLt2AHvvuua7eXnV1T21ltdiwpFR8NVV8Hbb1NmWoZZs6BFC7jwnGCY+SlXXhpMeLjrdnipH5o1cwUJV692zZC99VZXHuJCVZ1d/ddfcMIJRYsBelt4uGuhu+efL0qfUJbBUVHM6NyZeLvdY3uC3c6Mzp0ZHBVV5foffthVb4sWrt/jgIAqn0JqyeWXu9J4dOjgnfqDrFaeaNWK//v3X4asWcPunByP/XtzcxmyZk21BGV373b9vufnQ69erlzTxWlxORERERGR2udXcRGpb4rPgrxnXAD//OOabXnNNd5umW/Yvt0VLE1Lcy2E9OWXrjex1WHZMnj1VZg+3ZW7cOdO1wrsAF9/7brtu1Dhwk133ul6Q10oIcE1k6n4m+dmzeD66z3rysx0BRv27nXN3PvsM9cXQOvWcN11MGGC6/GsWa6g/NGzpDMyXNdFQIDerNcnHTu6fubFZ04vWeJKV3L33TB2bMULxW3ZAuef77pGtmxxva54e3bdxRe7Zuj++KMr/cfs2eWXHxwVxSWRkSw8dIg9ubnE2mz0bdSoyjNjCz3zjCtdwr33QtOmx3QKqUX+/kXf//ab68OFmr5VP6PYJxcO0+SOTZso7eYUE9ds7Ts3b+bsxo3d12RV0mcAZGXBpZe6Plzs0sWV3zgoCBYudN2ZERsLfft6/3dXRERERKShUUC2gZk1qzDAFwx8yjsF26+88thyl9ZHLVvC0qWuN7Hr1rnerL7xhiuAeSyyslyB0KlT4c8/i7afcILrDXFhQLZ4MLbQ4MFwySXH9uY5KMi18nxuruv5/Pyz62vJElcAbdcuVzDN4YDbby8/ZcWdd7pm8BbWq/yC9YOl2D0S77/vml360EMwZYorWH/TTUXXZfEPcr792o+H7nflaz3hBFfKk9Ku39pmGK4PK7p1c32o8uOPFadQsBoG/ctLrlkFwcGufpS65fXXYfRo110EH31Us2kmQhYurHRZE9idk0P4okVF2/r3r1J9n3/umsnepInrQ7/QUNf2Kp5GRERERESqmVIWNCCFsyCLz7Ys9Prrrv3i0q6dK3B5ySWQkwMjRriCkoUrcjscrsWRPv3U9X9Zt2svXOjKB3v99a5grM0Gw4e78r3+/Tf07FlxW453ZXabDU4/3bXa+6JFcPCga/tbb7lmQYaHQ3Jy2cebpuuaCQ93la9o5qTUTVOnumZut2njCrTefrtrhvVHH7lmahdPZ/GfK4PYsgWiouD//g93ug9f0LGjq+3g+TtbU76c6cejjzbcHNz1QefOriDsJ5+47mCoT667Dl57Db74wvVho4iIiIiI+AYFZOuxjIyir/R0uOOOimdBpqcXHdPQhYW5gtQTJ7oev/yyKyhamGv1zDNdq6ifeabr8axZrsBsUlLRObp2dQV0mzeHp55yBTY/+AB69/beYj+FM6REirNYYOhQWLvWFcCJiYFt21wfIFxxRekf5Bw4AIsX135bK/LQQ65g8fr1rtm+NWb3ydwyMpCHH4aPP67BeqRG9e0Lzz7r+n7sWNeHcTXlSN++7q85XbtW6pg5Xbu6jzkWt9zi+jslIiIiIiK+QwHZeqxwNmPhLMjigcKjaRZk6SwW10I9s2dD48auHHylzTJOSnItEhMb61o8pVCjRkUpAu691xUk8gVHjhR9zZlTuWPmzCk6Ruqv3FxXEPaff1zXfkUfHPjiBzmNGsGTT7pmk6em1kwdO3cY8OlXZGcbXHCB68MaqbvGjHG9tufluT6AqIa1tEoVbLW6vwZFRJBgt1PWr5gBJNrtDIqIcB9TGWvWuNLd/PtvtTVbRERERESqmXLIipSjMMB09tmuAFXv3qXPMi7ctn+/ayXrLVtcMwyDg12zZH1N8Rywgwa5FgpLSir9uRmGa/+gQVr4pSGoyocxxT/IKb7NF1x/vStVR4cO1X/u9HS46vIgyAilS1cHn35q1e9GHWcY8O67sGoVbNjgCrDPmeOaAV5Ti19ZDYOX2rRhyJo1GOCxuFdhkPbFNm2qtMhcaqprcbutW12/l9OmVV97RURERESk+miGbD2mWZDHr/gs48TE8mcZFzp40JWHs67MMrZa4aWXXN8f/b6/8PGLLyoYK3WL1Vozwdj8fFewbs1qKwSnMH1mptKA1BOhoa7UM8HB8MsvriBsaalpqtPgqChmdO5MvN3usT3BbmdG584MrsJtFXl5rgU6t251tbUwDYOIiIiIiPgeBWTrseDgoq/CWZBlTbQxDFfAcdCgomOk4Rg82LVwU3y85/aEBNf2wYO90y6pffXxg5xVq1y5Qatj9u5dd7meb0CACVdfTGIzH5kSLNWiUye4+WbX90ff8p+U5EprUBNB2e29ezO3e3c+6diRud27s6137yoFYwHGjYNff3X9/f76a4iMrN52ioiIiIhI9VFAtoHQLMhjUx+DU2UZPBi2b4dvf8iAy6/m2x8y2LZNwdiGpr59kHPkiOtW8xdfrJ6Ft7p3B5sN3ng3CxKWHf8JxeuOXgDzs89KL1cY0K+JvMlWw6B/48ZcHR1N/8aNq5SmAODNN4sWsPvoI99MlSMiIiIiIkUUkG1ANAuy6upbcKoiViv07eeArtPp28+hAH0DVx8+yAkJgfvuc31/zz1w+PDxne+GG2DzZrh0cP7xN058Ql1fAHPBAhg92vX944/DpZd6tTkiIiIiIlIJCsg2MJoFeezqQ3BKpKrqwwc5Y8dC69auxZmefLLqx2/Y4Fqwr1BiYvW1TeR4RUS4fh+HDoXx473dGhERERERqQwFZBsgzYI8dvUhOCVSVXX9gxy7HV54wfX95MmuGa6VtW8fnHsunHIKbNxYM+0T76rrqWm6dIFly+Ddd8u+g0NERERERHyLArIiVVQYnJo7Fz75xPV/XQpOiRyLuv5BzoUXwjnnQG6ua/GjysjOdt3+vX276/k3aVKTLRRvqUpqmkJz57quCW+lpnE6Yc2aoseRkRAU5J22iIiIiIhI1SkgK3IMrFbo3x+uvtr1f10LTok0NIbhSini5wfffONajb48punKF/v779CoEXz7rQKyDUFlUtMAPPssPPJI7bXraI89Bj16uGbFioiIiIhI3aOArIiINAgdOsCDD7oCs337ll/20Ufh009dAdxZs6B9+1ppoviA8lLTzJwJs2fDiSe6FonzhpkzYeJEyMvzTv0iIiIiInL8vBqQnTRpEr169SI0NJSmTZty6aWXsmHDBo8ypmkyceJE4uLiCAwMpH///qwpfp8ekJOTw+23305kZCTBwcFcfPHF7N6926PMwYMHGT58OOHh4YSHhzN8+HAOHTrkUWbnzp1cdNFFBAcHExkZyR133EFubq5HmVWrVtGvXz8CAwOJj4/n0UcfxTTN6usUERGpMQ8/DHfeCf7+ZZf59FNXwAvg9dfhzDNrpWniQ8pLTXPJJfDnn9C4sausacL//gcrVtR8u1asgGuvdX0/ZoxrFrfUPo1fRUREROR4eTUgO3/+fEaPHs2SJUv46aefyM/PZ9CgQWRkZLjLPPPMM0yePJkpU6awbNkyYmJiGDhwIIcPH3aXGTNmDF9++SXTp09n0aJFHDlyhAsvvBCHw+EuM2zYMFasWMH333/P999/z4oVKxg+fLh7v8Ph4IILLiAjI4NFixYxffp0Zs6cyV133eUuk56ezsCBA4mLi2PZsmW88sorPPfcc0yePLmGe0pERKpbbi6kpXluczjgqadc3//vfzByZO23S3xDealpiqcv+PhjeO456NXLlUqgpmau7tvnCgZnZsLAga60CeIdGr+KiIiIyHEzfci+fftMwJw/f75pmqbpdDrNmJgY86mnnnKXyc7ONsPDw83XX3/dNE3TPHTokOnv729Onz7dXSYpKcm0WCzm999/b5qmaa5du9YEzCVLlrjL/P777yZgrl+/3jRN05wzZ45psVjMpKQkd5lPP/3UtNvtZlpammmapvnqq6+a4eHhZnZ2trvMpEmTzLi4ONPpdFbqOaalpZmA+5zekpadZjIRMy3bu+3wBeoLT+qPIuoLT/WpPxYsMM22bU1zxAjTnDvXND/5xPV/fr5ppqaa5iOPmKbDUfbx9akvqkND7o+9e01z8GDTdM2VNc0TTsw3ubVztfZFTo5pnn666/xt25rmv/9W26lrXHnXhq+MiY6Xxq+1pyG/1pRG/VFEfeFJ/VFEfeFJ/VFEfeFJ/VGkor6ornGRT+WQTSuYqhQREQHAtm3bSElJYdCgQe4ydrudfv36sXjxYgD++usv8vLyPMrExcXRpUsXd5nff/+d8PBwTjnlFHeZ3r17Ex4e7lGmS5cuxMXFucucc8455OTk8Ndff7nL9OvXD7vd7lEmOTmZ7du3V2dXiIhIDfLzg02b4L33XCkJhg1z/d+iBcybBw89BBaf+gspvqppU1fO2U8+caUxWPG3Fd78i8nP2sjPr5463n8fFi2CsDD4+uuidAniGzR+FREREZGq8vN2AwqZpsm4ceM4/fTT6dKlCwApKSkAREdHe5SNjo5mx44d7jI2m43GR707iY6Odh+fkpJC06ZNS9TZtGlTjzJH19O4cWNsNptHmRYtWpSop3Bfy5YtS9SRk5NDTk6O+3F6errr/5x0yClRvNak56R7/N+QqS88qT+KqC881af+2LLTDwgEDI/tSUkmQ4bAB59mcfGlZUfT6lNfVAf1B1wwGHr2MRh9qx8/fx/IIxNg9T95vPth1nGf+8rhsDPJRvceTuJa5pPuxfFDVZV3bdSH60Xj19ql1xpP6o8i6gtP6o8i6gtP6o8i6gtP6o8iFfVFdfWRzwRkb7vtNv755x8WLVpUYp9heL5hNk2zxLajHV2mtPLVUcYsWBChrPZMmjSJRx55pMT2xMmJEFDuU6gViS8kersJPkN94Un9UUR94alO9kduUNH3TgtMXQfEcXRA1jQNwMnwm1JhRSewOF07bJmlnrZO9kUNUn8ApwAB18L3LzAz5BJmPlVyXHNMDGBFwVcdVOq1kV377ahuGr96h15rPKk/iqgvPKk/iqgvPKk/iqgvPKk/ipTZF9U0hvWJgOztt9/O119/zYIFC0hISHBvj4mJAVyf3sfGxrq379u3z/3JfkxMDLm5uRw8eNBjlsG+ffs49dRT3WX27t1bot79+/d7nOePP/7w2H/w4EHy8vI8yhTONiheD5ScBVHo/vvvZ9y4ce7H6enpJCYmsmvcLsLCwsrrlhqVnpNO4guJ7Bq7izC799rhC9QXntQfRdQXnupyf4QHVKW9FkhPhKeKFt9Jy/b8FLQu90VNUH8UKeyLdVOeJC7yO/f2r2f70bmLk9ZtnJU6z9YtBpOftfP089kEB9dUa2teeddGeno6iU/V3UG/xq+1T681ntQfRdQXntQfRdQXntQfRdQXntQfRSrqi+oaw3o1IGuaJrfffjtffvkl8+bNK3HLVMuWLYmJieGnn36iR48eAOTm5jJ//nyefvppAHr27Im/vz8//fQTV155JQB79uxh9erVPPPMMwD06dOHtLQ0li5dysknnwzAH3/8QVpamnvQ26dPH5544gn27NnjHjz/+OOP2O12evbs6S4zfvx4cnNzsdls7jJxcXElbgUrZLfbPXJ2FQqzh/nERe4r7fAF6gtP6o8i6gtPDbE/ynq+DbEvyqP+KBIXGerui82b4abrXduffhpGjy4/R3F6OgwbAuvWgc1q4+23a6HBNazUa6Pk8KhO0PjV+7/jvtIOX6H+KKK+8KT+KKK+8KT+KKK+8KT+KFJmX1TTGNarS5aMHj2ajz76iE8++YTQ0FBSUlJISUkhK8uVb80wDMaMGcOTTz7Jl19+yerVqxkxYgRBQUEMGzYMgPDwcEaOHMldd93FL7/8wvLly7nmmmvo2rUrZ599NgAdO3bk3HPP5b///S9LlixhyZIl/Pe//+XCCy+kffv2AAwaNIhOnToxfPhwli9fzi+//MLdd9/Nf//7X/dMgGHDhmG32xkxYgSrV6/myy+/5Mknn2TcuHEV3oImIiLec+RI0decOZU7Zs6comNEjofNBn36QFYW3HEHDBgA27YV7Xc4XIvJffop/PILXH21KxgbFwePPea1ZksZNH4VERERkePl1Rmyr732GgD9+/f32D5t2jRGjBgBwD333ENWVhajRo3i4MGDnHLKKfz444+Ehoa6y7/wwgv4+flx5ZVXkpWVxYABA3jvvfewWq3uMh9//DF33HGHezXbiy++mClTprj3W61WvvvuO0aNGsVpp51GYGAgw4YN47nnnnOXCQ8P56effmL06NGcdNJJNG7cmHHjxnnc0iUiIr6n+C3fgwZBQgIkJUFBGkUPhuHaP2gQFPszInLMmjWDn36C11+H//3PFXzt2hWeew6iomDMGNi92/MYf3+YPRuK3fEuPkLjVxERERE5Xl5PWVARwzCYOHEiEydOLLNMQEAAr7zyCq+88kqZZSIiIvjoo4/KratZs2Z8++235Zbp2rUrCxYsKLeMiIj4LqsVXnoJhgxxBV+L/ykqnCz24osKxkr1slhg1Cg45xy4/npYuBBuvbXs8nl5sGsX9OpVe22UytH4VUREpPo5TJOFhw6xJzeXWJuNvo0aYdWdHFKPeTVlgYiIiDcMHgwzZkB8vOf2hATX9sGDvdMuqd8yMiAmBr77DiZNKr+sYcCdd7ryyWZkuL5ERERE6qNZ+/fTYskSzly5kmHr1nHmypW0WLKEWfv3e7tpIjXGqzNkRUREvGXwYLjkEtdMxT17XLeG9+2rmbFSc0JCKl/WNF1pDMLDPbeJiIiI1Cez9u9nyJo1HD3MScrJYciaNczo3JnBUVFeaZtITVJAVkREGiyrFY5KAykiIiIiIjUow+EAXGkK7ti0qUQwFsAEDODOzZs5u3Fjd/qCYM2ekHpCAVkRERGRWnDkSNH3CxbA+edXfMycOXDGGTXXJhEREZHaFrJwYaXKmcDunBzCFy0q2qbZFFJPKCArIiIiUguCg4u+HzTIlbM4Kan0VASG4do/aJDSaIiIiIiI1DcKyIqIiIjUMqsVXnoJhgxxBV+LB2ULFxR+8UUFY0VERKT+OdK3LwALDh3i/FWrKiw/p2tXzmjUqIZbJVK7LN5ugIiIiEhDNHgwzJgB8fGe2xMSXNsHD/ZOu0RERERqUrDVSrDVyqCICBLs9nLLRvr7Mygiwn2MSH2hgKyIiIiIlwweDNu3w9y58Mknrv+3bVMwVkREROo/q2HwQuvW5Zb5Ny+PGfv311KLqp/DNJl38CCf7t3LvIMHcZSWq0oaJKUsEBEREfEiqxW0PoWIiIg0ROkOBwAGrkW8CiXY7bS021mYns7Va9eSlp/PTXFxXmnjsZq1fz93bt7M7pwc97YEu52X2rRhcFSUF1smvkABWRERERERERERqVWH8vK4b+tWAJ5u1YpeoaHsyc0l1majb6NGGMBtmzbxWnIyN2/cyMH8fO5t1sy7ja6kWfv3M2TNGo6eD5uUk8OQNWuY0bmzgrINnAKyIiIiIiIiIiJSq9IcDjoFBbE3L487ExKwWUpm1Zzati2N/PyYtHMn923dysG8PCa1aoVRuAqqD8komO3rME3u2LSpRDAWXLOADeDOzZs5u3FjrAXPQ/lxGx4FZEVEREREREREpFY1Dwhg7gknsC8vr9RgLIBhGDzZqhWN/Py4d+tWZh84wP3NmxPu53vhrJCFCytVzgR25+QQvmhR0Tblr2pwfO8KFhERERERERGRes8wDKJttgrL3dOsGbE2G/0bNfLJYKxIVekqFhERERERERGRWjFj3z4WpqXxSIsWNPL3r/Rxw2NiPB5/n5rKGY0aEeQjt/sf6dsXcOWPvXb9+grLz+nalTMaNarhVomvKn1OuIiIiIiIiIiISDXKcDgYu2ULLycl8Vpy8jGfZ8a+fVywahXn/vMPafn51djCYxdosfDR3r2M3rix3HIGkGi3MygigmCrVfljGygFZEVEREREREREpMZN2rGD3Tk5tAgIYExCwjGfJ8ZmI8RqZWFaGmetWMH+3NxqbGXVbczM5KwVK7hl40YOO520DQjAwBV8PZoJvNimjXtBL2mYFJAVEREREREREZEatTkzk2d37QLghdatCTyOmaGnN2rEvBNOIMrfn7+PHOGMFSvYlZ1dXU2tkud37aL7n38yPy2NIIuFF1q3Zt0ppzCjc2fi7fZSj1EwVhSQFRERERERERGRGjV2yxZyTZNBjRtzSWTkcZ+vR2goC3v0INFuZ31mJqcvX86mzMxqaGnVHMjLI9vpZGDjxqzu1YsxiYlYDYPBUVFs792bud2780nHjszt3p17ExMBuH3TJo74SKoF8Q4FZEVEREREREREpMZ8l5rKt6mp+BkGL7Vpg1FNM0TbBwWxqEcP2gUGsjMnh9OXL2dPTk61nLssWQ6Hx2zch5o3Z3qnTvzQrRstAwM9yloNg/6NG3N1dDT9GzfmoRYtaBkQwK6cHD7bv79G2ym+zc/bDRARERERERERkfrJNE0e3rYNgLEJCXQIDq7W8zcLCGBBjx6cs3Il/Rs1IsZmq9bzF7fg0CFu3LCBRn5+/H7iiVgNg0CrlaFNm1bq+CCrlbfatyc9P59Lq2GWsNRdCsiKiIiIiIiIiEiNMAyD77p148kdO5jQvHmN1BFts7GoRw+CrFb37FvTNKttJm56fj73bt3K68nJAMTZbGzNyqJtUFCVzzWgceNqaZPUbUpZICIiIiIiIiIiNSbaZuOltm0J9au5eYEhfn5YCgKwOU4nl6xezYx9+477vN8cOECnpUvdwdj/xsayplevYwrGHu1Abi7zDh487vNI3aMZsiIiIiIiIiIiUu2WHz5Mj9DQWq/39eRkvklN5bvUVN5yOLghNrbK5zicn89NGzcyvSCo2zoggLfat+fMaprhuiYjgzOWL8cJbDj5ZJrWYKoF8T2aISsiIiIiIiIiItVq3sGDnPjXX1y2ejUO06zVum+Lj2dkTAxOYOSGDbywa1eVzxFktbI1KwsL8L/ERP7p1avagrEA7QMDaR4QwKH8fO7esqXazit1gwKyIiIiIiIiIiJSbfKdTm7fvBmAWJsNazXlcq0sq2HwVvv23J2YCMC4LVt4eNs2zAoCwzuzs8lyONznmNahA3+ceCLPtG5NkNVarW30s1h4vV07DODDvXuZq9QFDYoCsiIiIiIiIiIVcJgm8w4e5NO9e5l38GCtz/gTqUteTU5mdUYGEX5+PNaypVfaYBgGz7RqxRMF9T+6Ywd3bt5MntPJwrTDEHUWC9MO4zBNnKbJK7t302npUh7dscN9jk7BwZwUFlZjbTw5LIxRcXEA3LpxIzlOZ43VJb5FOWRFRERERES8wGGaLDx0iD25ucTabPRt1KjWZ5FJ5czav587N29md06Oe1uC3c5LbdowOCrKiy0T8T37cnN5aNs2AJ5o2ZIm/v5ea4thGIxv3pxGfn6M3rSJt/fs4Yv9+0nJzYVOE7hw7Sai/bfTyM+PDVlZACxJT8dhmrX2evxEq1bMPHCADVlZPLtzJw+2aFEr9Yp3aYasiIiIiIhILZu1fz8tlizhzJUrGbZuHWeuXEmLJUuYtX+/t5smR5m1fz9D1qzxCMYCJOXkMGTNGv3MRI4yfutW0hwOeoSE8N+C2Z/eNio+njHx8WQ5na5gbDF78/LYkJVFgMXC1LZt+aV791r9cCzcz48XWrcG4PEdO9icmVlrdYv3aIasiIiIiIhILSoM8B19w3thgG9G586adelFGQX5I8E1i/mOTZtK/KwATMAA7ty8mbMbN3YHcIKrOc9kTdNMbalOS9PTeTclBYApbdt6/Voq/H12mCZfVPDhSSM/P66JjiarIG1Abf4uD23alPf37qVFQIBXZxRL7VFAVkREREREpAY1tABfXReycGGly5rA7pwcwhctKtrWv3/1N6qGKBWDVLdMh4MWAQGcHh7OqeHh3m5OlX6fU3Jzvfa7bBgG33Tpgp9FN7I3FArIioiIiIiI1KCGFOCTukMztaUm9G/cmDW9epGtxamqrHgw1jRNck0TuwK09ZYCsiIiIiIiIj7s7BUrOCUszP0VbbNV+Ry6Lb3yjvTt6/5+waFDnL9qVYXHPN6iBXcmJGD4eJ8Wv31bM7WlpgRarQT6yPVS+Ptc2d/lOV27ckajRjXcqvJtzszk1k2baB8YyJR27bzaFqk5CsiKiIiIiIjUoMKAwM0bNvDxvn2VOqZzUBBbs7PJcjr55dAhfjl0yL3v+datubGp61bgHKeTLIej3OCHbkuvmuKBx7aBgfgB+RUc8+D27fxy6BCTWrXilLCwGm3f8ajsbG3N1JaqmrhtG01tNm6Oi/OpD3sKf58HRUSQYLeTlJNT6gcRBq7XxUEREV5v/86cHH4+eJBfDh7kupgYevnwa4ocO819FhERERERqSGmaRJstRJstXJqeDhWINhioay3+waQaLezslcv0k8/neU9e/J6u3ZcHxNDp6AgDKBTUJC7/I8H0wlbtIiT/vyT0Rs38kFKChsyM3GarpBD4W3pxYOxUHRb+qwKFrk5Fg7TZN7Bg3y6dy/zDh7EYZYW/vB9f6anc9ry5e5g7NE/M6Pg68ImTbAZBnMPHaL3339z2erVrM3IqN3GinjR6iNHeHzHDkZv2sTitDRvN6dUVsPgpTZtgNJ/lwFebNPG68FYgLMaN+aa6GhM4OaNG8lX+od6STNkRUREREREqtn8Q4d4ZPt2ro+JYXhMDAAjY2M5PyKCv48cYciaNRjgMVOrRFDAMDghNJQTQkO5OS4OgLT8fAIsFnLyjgCwJjOLfNPkryNH+OvIEV5NTgZcq4X3DAlhVUZGrd6WXp9m4+7PyyM1L48TQkIYHRfHIzt2lHheLxY8r53Z2Uzcvp33U1KYfeAAXx84wLUxMbzZrh3+PpIDMt/p5OOOHXktOZlFlQya+cLt2+LbTNPk9s2bcQCDIyPp68PXy+CoKGZ07lzqa9SLPvYa9Vzr1nybmsrygtf1OxISvN0kqWYKyIqIiIiIiFSTeQcP8siOHcwrSDGwPy+Pa6KjMQwDu8VCi8BAWgQGHnNQINzP9Rau8Kh7E2K4OaE5f6Sn80d6OpN37wbgUH6+R5qD0pR3W/qu7GwO5ecTbLUSUjDDN9BiwVLO7LH6tkjUeU2a8FXXrpwRHk6onx/Xx8aWmYe3WUAA73bowP8SE3lw2zZmHThAal6eTwRjU/PyeHvPHqYmJbGr4HqzAAEWC1lOZ6kBe4AAw6BPWJhyx0q5vti/n3mHDhFgsfB869bebk6FBkdFcUlkJN/vT+bCGdfy7ZAPODfKt9IsAETbbDzdqhU3b9zIg9u2cXlUFPF2u7ebJdVIAVkREREREZHjNO/gQSZu3878gpmH/obByNhY7m/WrNSFngqDAse70JZhGDS3B9A8IIArmzZ1B2SP1zO7djElKanE9iCLhRCrlT9OPJGogsXFPkxJ4dvUVH49dKhOLxLlNE2e3LGDq6OjaR0YCMAFTZq491sNg/6NG5d7jo7Bwczs0oWl6enu4DlAck4ObyYnMy4xkTC/2nsbfvfmzUxNTnaveN/Ez4+b4uK4NS6OZYcPlzpTu1C2aXL2ypXM79HD535W4hsyHA7u2rIFgPuaNaNFwe+Nr7MaBn3DQ2H/r/QND/W5YGyhG2NjmZaSwpL0dMZs3swXnTt7u0lSjRSQFREREREROQ7jNm/mhYJAqK0gEHtfs2Y0Cwgo97jKBPiqqnABMaj8quL9w8MJtlqZ1qGDe1ugxUKUvz8ZDgeZxfIXZjqdZDqd2CyWSi8QBb6/SFSO08kN69fzyb59fLh3LytPOomA4whCnnzUIjyPbt/OG3v2MCUpifHNmzMqLu64zl+WfKcTs1jOXsMwyHY66RESwh3x8VzVtKm73sSAgFJnaifa7YyOi+O53bvp26gRQT4wy1d805MFaTxaBARwT2Kit5tT71gMgzfatePEP/9kdUYGh/LyaOTv7+1m1TqHaR73h5e+SAFZERERERGRKjBNk3zTdN+OfmGTJkxNSuLGgkBsYgWB2JpUfCZjZVcV//mEE0q8uX2mdWueKbj92GmaZDocZDidZDgcZDgcNK1HQYGDeXlctno189PS8DMMxjdvXu3B0nMjIph36BAbsrK4a8sWXti9m4ktWnBddDR+1RDwPJCby1t79vBacjJTWhcFxu6Mj+eSJk04LTy8yjO1/xMdTZzdXupxIv/m5bk/iHqhdWsCNYu6RnQLCeGH7t3pGx6OrQF+OFKf8pIfTQFZERERERGRAuXNxDFNk18KcsT2Cw/n8VatADizUSN29ulDdMEt/L6icFXxSi0gVg6LYRDi50fIUduPZTbuLXFxPNaihc8Eb3ZkZ3P+P/+wNjOTUKuVmZ07MzAiotrruTQqigubNOGDvXt5ePt2dufkcOOGDTy7cydPt27NJZGRHuUrOyNs+eHDvJKUxCd795JTMDP2432p7v0JAQEkHONM7eLH5TidXLFmDbfGxXFesTQO0nBF+PvzW48eTN+3r8T1K9VrQDXfSVFX1Le85EdTQFZERERERISyZ+K82Lo1YX5+PLJ9O7+lpwOwITOTCS1aYLdYMAzD54KxhWpyVfGqzsZt5OfH68nJ/PDvv7zcpg0XejmI8/fhw1ywahUpubnE22zM6daNbiFHh52rj5/Fwg2xsQxr2pRXk5N5cscONmRlsSgtzSOgVdGMMKdpMmP/fl5JSmJRQc5igJ4hIdyRkMC54QF8Xs1tf3n3br5JTWVOaipvtW/P9bGx1VyD1EU9QkPpERrq7WY0GHlOJy/u3s35TZrQOTjY282pERkOB+D6UOqOTZvqdF7yiiggKyIiIiIiDV5ZM3F25+QwZO1a9+MAi4WbYmO5t1kz7HXk9tHqWkCsPJWZjXtzbCwf7dvHtuxsLlq9mouaNOGlNm1o6aWFgO7dupWU3Fy6Bgczp2vXCmeSVpcAq5VxiYncGBvLi7t3Mzo+3r1v8q5d7kWSiis+I+yyyEgmbt/OusxM/AyDIVFR3BEfT++wMAzDID0nvdrbPCYhgdUZGXywdy83bNhAUk4ODzRvrnQGDVCO08n27GzaBwV5uykNzv+2bOGlpCS+SU1l/gkn1Mvfv8rmJvf1vOSVUTdGECIiIiIiItWoMBdqhsNBen5+mTNxirs1NpbVvXrxZKtWxNnttdLO6lJ4W/rV0dH0LzajqDoVzsaNP6pvEux2ZnTuzKTWrVnXqxf3JibiZxh8k5pKp2XLeHT7drILZkXVpk86duSGmBgW9uhRa8HY4sL8/HioRQsCLBYyHA7S8vK4f+vWUssWXpt3bt7MYYeDuxITuTcxkR29e/Npp070KSNHbHXxt1h4r0MH7m/WDIAJ27czetMmHGZFvzVS30zetYsuy5bx9M6d3m5KgzM2MZEgi4WFaWm8n5Li7ebIcdIMWRERERERaXAqOwunuNf27OG1PXuAujcTp7ZUNBs3xM+Pp1q35rqYGG7btIlfDx3i4e3bWZ+ZySedOtVo20zTZN6hQ5xZkI8xymbjnQ4darTOyjieGWFPFSy8VhsMw3B9GGGzccfmzbyWnMye3Fw+6djRZ3ICS83anZ3N4zt2kG+axPtompb6rHlAABNbtOCerVu5e8sWLoqMpEk9WmARinKTT9+7lxs3bqyw/JyuXTmjUaMablXN0AxZERERERERqTaVmY3bMTiYn7t3Z3qnTiTa7fwvMbFG25TrdDJi/XrOWrmSdwuC6nJsbktI4IvOnbEbBnMPHmRHdra3myS15H9bt5LpdHJaWBj/iY72dnMapDEJCXQNDiY1P597S0lvUtf5GQbP79rFqAqCsQaQaLczKCKCYKu1zuWPBc2QFRERERGRBqhwFo7TNJm4fTuTd++u8Ji6PBPHFxmGwdCmTRkcGYl/sXy8D2/bhs1i4e7ExGrJ05uWn8+QNWv4+eBBrLh+5r6k8FpccOgQ569aVWF5X7gOL4+Komn37jiBDvV0cSFxLaxUONt9b24u0/ftwwJMadu2XuYvrQv8LRZeb9eO05Yv552UFEbExHB6Pfm79PO//zJq0yY2ZWUB0D04mH8yMoDS85K/2KZNjaTfqS0KyIqIiIiISIMTbLXy9+HD3LZpE7+nl78IkoErD+qgiIg6/ebPVxUPxm7JyuLJnTvJN03eT0lhStu2DIqIOOZz787O5vxVq1iVkUGwxcIXnTtzXpMm1dHsalM4s2tQRAQJdjtJOTml5jP2teuw71FBoEWHDhHq50f3kBDvNEiq1az9+7lz82Z25+R4bB/YuDEnhIZ6qVUCcGp4OP+NjeWtPXu4Y/Nm/urZs84HyMds2sRLSUkAxNpsvNCmDVdGRfHlgQMlrsMEu50X27RhcFSUt5pbLRSQFRERERGRBiUtP5/7t27l9eRkTCDYYmFwVBQf7d0L1M+ZOHVFq4AA3uvQgbs2b2ZTVhbn/PMPl0dG8kKbNiRWceGtf44c4fx//iEpN5cYm43vunblRB8OJFkNg5fatGHImjUY1K3rcF1GBhetXo3TNJndpYs7T6/UTbP272fImjWlfjDw48GDzNq/v84Hw+q6p1q1IjUvj8dbtqzzwViAk8PCsCQlMTo+nsdatiTczxWurCgveV2mHLIiIiIiItKgWIDZBw5gAlc3bcqGU07hg44dmdG5M/F2u0fZBLudGZ07K/hQSwzD4D/R0Ww45RTujI/HAsw8cIAOS5fy9M6d5DqdlTrP3txc+i5fTlJuLh2Dglhy4ok+HYwtNDgqqk5eh7E2G92Cg0l3ODj3n3/4bN8+bzdJqijD4SDD4SA9P587Nm0qNRhb6M7Nm0nPz3cfI7Uvwt+fmV260LGOpgz5+/Bhvk9NdT++umlTVvfqxctt27qDsYUqk5e8LtIMWRERERERqfdWHTlCl+BgDMMg1M+Pt9u3J8hioX+xmXz1eSZOXRPu58eLbdtyfWwsozdu5Lf0dB7fsYNroqM9gpUO02Rh2mGIOouFaYc5NyoUq2EQbbNxV2Iivx48yJddutC4Dq1EXhevw0b+/vzQrRvD169nxv79XLV2Lck5OYyt4cXapPqELFxYqXImsDsnh/BFi4q29e9fM42SStuYmUnbwECfny2bnp/PhG3bmJKURKS/P+tPPpnG/v4YhlFng8vHSgFZERERERGptw7k5nL/tm28s2cP73fowPCYGADOLyOPaOFMHPEN3UNCWNijBx/u3UuO0+kRjP0gJYUHtm1z5RbsNIEL124izraDV9q2ZXBUFBOaN+e+Zs2wVcPCYLWtLl6HAVYr0zt1YuzmzbySlMS4LVtIysnhmdatsfh4kOh4FV/8qi4E0KV++d+WLUzetYsvfHgWvWmafLF/P2M2b2ZPbi4AZzVuTL6PLbJYmxSQFRERERGResdhmryRnMyD27ZxMD8fgJVHjjDcy+2SqjMMg2sLAumFJm7bxiM7dpQom5yby5A1a9y399sUFKtVhXlwE+x27t26led376ZVYCCj4uO93bQaU9riVwl2Oy/VsUWHjvTtC8D7KSmM3rSpwvJzunbljKMWdhPvCLBYcAK3b9xIgGGQ5nD41AcDW7KyGL1xIz8cPAhAm8BAXm3bloHHsWBjfaCArIiIiIiI1CuL09IYvWkTK44cAaB7cDBT27XjtPBwL7dMjlXxPJUO0+SZXbvKLGviynF5drFcg8FWa003UQoYhsE9zZoRa7Px8d69jIyNde+rbzNJy1r8Kiknx+ODgbrACjy+YwdP7dxZbjkDV8B5UEREnf7Z1SfjmzXjreRkkvPyuGD1avd2X/hgICknhy7LlpHtdGIzDMY3b869iYkE6DVZAVkREREREak/Ht++nQnbtwPQyM+Px1u25ObYWPzq4G3rUqSy+S0LKcel9w2PieGa6Gh3TssZ+/Zx5+bNJBfcrgy+ETCqqsIPBxymWebiVyauwGVd+WDgt7Q0btywgfWZmQCcEhrK0sOHATyeX2H49cU2bRSM9SH/9++/7M3LK7HdFz4YiLfbGRoVRXJuLlPbtqVtUJBX2uGLFJAVEREREZF648zGjbFs3871MTFMatWKKJvN200SabAKg7Gz9u/nirVrS+z3hYBRVdW3xa+2ZGVxxvLlOIEYm40pbdtyeVRUmakYXqxjAfT66ugPBkpTkx8MlDXbfW9uLvdv3cpDzZvTIjAQgNfbtcNusfj8gmO1TQFZERERERHxaQ7TZGHaYYg6i4Vphzk3KtT9xnLBoUNsyspy3xZ9Wng4m045hVYFbwSlfijMbwmun/n5q1ZVeIxyXHpX8YDRbd4KGJXxulFV2Q4H6zMzWVMwg7Q+aR0YyH9jY8kzTZ5r3ZrG/v4ADI6K4pLIyHqVYqI+OZ4PBt5p354Eu50Eu51Eu51Qv6qFBksN1ttsnNekCZ/v20eaw0FqXh5fde0KoPQEZVBAVkREREREfJbHG79OE7hw7SYS7Dt5uHlz5h46xCf79hFgsTCgUSP3bBwFY+uf4gG6QRERJNjtJOXklHq7uHJc+objCRhtO+UU4ux2bMeYaqSs143Kpkf45sABlh4+zJqMDNZkZLA5Kwtnwb5If3+29+5ddz8Y8Atj9OYdPNqqDS0LXitfbdcOSym/K1bDoH/jxrXdQqlhIzds8Hj8YPPm/C+uCQCpeflMTt5GYkCAR9A2rCBoW1be5N25uby1Zw8AJ4aE8GDz5jX+POo6BWRFRERERMQnlfnGLyeH/27cCLiCbyNiYtxvFqX+sxoGL7Vpw5A1azBQjsv6qOUffwDQ1N+fBLud+ILAULzdzvUxMcTZ7QA4TbNEILEyC21d3KQJm7OyWJOZyeqMDPbk5PB6+/busi/t3s0vhw55HN/Yz48uwcF0Dg7G3zAq/GAAoImfn/uDgfT8fLZmZXntAyPTNPli/7/Q630+2p/K/nwn33fvDlBqMFZ8W+FdA5X9YGBMfDzBVitJubmk5OayOyeH3Tk5HMrPJ7pgVjTAluxsHtmxo8TxoVYrsf7+7MvPL/N6B2hktfJz9+7YLBYyHA6fzZvsCzRqERERERERn1B4izOUv2BOIZth8FP37vQMDa35xolPGRwVxYzOnZXj0odVNWBUOJN04vbtvLx7N7mmyb68PPbl5fH3kSPucoMjI90B2Sd27OC5XbuItdmIt9uJsdn4JjW1zIW2AK5auxZMk6OXQHq6dWvCCz7YuTgykpaBgXQOCnIHYWNsthI5MCv6YOC1du3cHwy8mZzMPVu3cllkJGMTEjgtPLzWcmruys7m1o0b+e7ff8HWiM5BATzasmWt1C01ozDQWdk7Bp4r40OqI/n5ADgdrnQcYVYrN8XGsqsgYLs7J4eD+fkcdjg4XOxvdFkOORxE/Pab+7Ev5k32FQrIioiIiIiIT6jsLc6Fck2TfitWuB/rjV/DUpjj8vv9yVw441q+HfIB50bFaWasj6hqwKhwJumzrVvzTKtWpOblsTsnh6SC2XxJBcGhhIJgLLhmvaY7HKRnZbEhK6tS7cozPVsxIiaGzkFBmMW235GQUKlzVeWDgfWZmZjArAMHmHXgAL1CQxmXkMDlUVH4H2Nqhoo4TZPXk5O5b+tWDjsc2AyD3K1vM++qV4gMDKuROqV2He8dAyEFH0KkF8RaOwQF8kb7aI8yxrx51dpmcVFAVkREREREROokq2HQNzwU9v9K3/BjX7RJas6xBIwMwyDSZiPSZuOEcs79fJs2jE1MpMPSpcfcvmkdOhzzsVD5xa/e7tCBsYmJvLh7Nx+mpLDs8GGuXreOxK1bGZeQwJjExONqR2ne3rOH0QULqp0aFsaLLeM5ed5H2CxTq70u8Z6avmPgWGe7S/kUkBUREREREZ9Q+KYP9MZPpD6pqYBRsNVK+6AgrweMKrv4VefgYN5q354nWrbkteRkpiYlsSsnhz8OH662thR3XUwMb+/Zw7XR0YyKj+dIbs3UI95X2Q8GjsWxznaX8ikgKyIiIiIiPqH44h964ydSvyhgVKSpzcbDLVpwb2IiH+/bR8+QEPe+DZmZjN+6lXGJiZwaFlYiz6zDNMvswz/T03kpKYlp7dvjZ7Fgt1hYcuKJWrSrgajsBwPHc34tqFh9FJAVERERERGfozd+IvWPAkaeAqxWRsbGemx7cfdud57Zk0NDGZeYyOWRkfhZLMzav7/UWcbPtGrFX4cP88Lu3TiBHiEhjCtIgaBgrFQnLahYfRSQFRERERERn6Q3fiJSVXX9dWN0XBx5Ticf7d3L0sOHuWrtWprZ7ZzZqBEf7N1bYubv7pwchq1b5348rGlThkdHI1JTanK2e0OigKyIiIiIiPiswjd+3+9P5sIZ1/LtkA84NypOb/xEpEx1+XWjS0gIb3fowBOtWvHS7t28tWcPO3NyeH/v3nKPswKfdOrEBU2a1E5DpUGr6dnuDYECsiIiIiIi4tOshkHf8FDY/yt9w0PrRFBFRLyrrr9uRNtsTNq5s9LlHcDQtWvdj83+/au/USJSbSzeboCIiIiIiIiIiIhIQ6EZsiIiIiIiIiIiPuZI374ALDh0iPNXraqw/JyuXTmjUaMabpWIVAcFZEVEREREREREfEyw1QrAoIgIEux2knJySizqBWDgWrRsUEREnUvNINJQKWWBiIiIiIiIiIiPshoGL7VpA7iCr8UVPn6xTRsFY0XqEAVkRURERERERER82OCoKGZ07ky83e6xPcFuZ0bnzgyOivJSy0TkWChlgYiIiIiIiIiIjxscFcUlkZEsPHSIPbm5xNps9G3USDNjReogBWRFREREREREROoAq2HQv3FjbzdDRI6TUhaIiIiIiIiIiIiI1BIFZEVERERERERERERqiQKyIiIiIiIiIiIiIrVEAVkRERERERERERGRWqKArIiIiIiIiIiIiEgtUUBWREREREREREREpJYoICsiIiIiIiIiIiJSSxSQFREREREREREREaklCsiKiIiIiIiIiIiI1BIFZEVERERERERERERqiQKyx+DVV1+lZcuWBAQE0LNnTxYuXOjtJomIiIiIlEnjVxERERHfoYBsFX322WeMGTOGBx54gOXLl9O3b1/OO+88du7c6e2mVcnc7XM9/q9JP2/9mU5TO/Hz1p9VVx2oS9eG6iqLrg3VVRZdG6pLfJvGr1VXX38n62tdujZUV1l0baiusujaUF1eZ0qVnHzyyeYtt9zisa1Dhw7mfffdV6nj09LSTMBMS0urieZVitPpNHu83sNkImaP13uYTqezRuvq9WYvk4mYvd7s5ZN1pWWnmUzETMuu/M+kLjyvY61L10YRXRuedenaKKJrw7MuXRtFdG14Kq8/fGFM1FBo/Fr1uurC72RVX2/qyvM6lrp0bXjStVFUl64NT7o2iurSteFJ10aRivqiusZFmiFbBbm5ufz1118MGjTIY/ugQYNYvHixl1pVdT9u+ZHlKcsBWJ6ynB+3/FijdS1LXgbAsuRlqqsO1KVrQ3WVVZeuDdVVVl26NlSX+C6NX4+trvr4O1mf69K1obrKqkvXhuoqqy5dG6rL2/y83YC65MCBAzgcDqKjoz22R0dHk5KSUuoxOTk55OTkuB+np6e7/s9Jh5xSD6lRpmly/y/3YzWsOEwHVsPK/b/cT++E3hiG0SDrSs9J9/i/JuuqKtXl3bp0baiusujaUF1l0bXhqbz+qGwfyfHR+LX+1lWV15u69LxUl64N1VVzdenaUF1l0bVRpKK+qK4xrGGaplktZ2oAkpOTiY+PZ/HixfTp08e9/YknnuDDDz9k/fr1JY6ZOHEijzzySMmT3QcE1GBjRURERHxZNvAUpKWlERYW5u3W1Fsav4qIiIhUo2oaw2qGbBVERkZitVpLzCbYt29fiVkHhe6//37GjRvnfpyenk5iYiK7xu2q9Tcfpmly5vtn8s/ef3CYDvd2q2GlW3Q35l43t9o+YahLdaXnpJP4QiK7xu4izF7+z6QuPS/VpWtDddVcXbo2VFdZdG14Kq8/0tPTSXwqsdrrFE8av9bfuir7elPXnpfq0rWhumquLl0bqqssDf3aKK6ivqiuMawCslVgs9no2bMnP/30E5dddpl7+08//cQll1xS6jF2ux273V5ie5g9rMI3atXth80/uPOkFOcwHSxPWc6S3Us4p805DbauyvxM6uLzUl26NlRXzdWla0N1laUhXxulKbU/Sg6PpAZo/Fr/66ro51JXn5fqOv66dG2orrLo2lBdZWmo10ZpyuyLahrDalGvKho3bhxvv/027777LuvWrWPs2LHs3LmTW265xdtNK5dpmkyYOwFLGT9yCxYmzJ1AdWSwUF2qS3WpLtWlulRXw6xLfJPGr6pLdaku1aW6VJfqUl2+RTNkq2jo0KGkpqby6KOPsmfPHrp06cKcOXNo3ry5t5tWrlxHLjvTduLEWep+J052pe8i15GL3e/4wv2qS3WpLtWlulSX6mqYdYlv0vhVdaku1aW6VJfqUl2qy7doUa9alp6eTnh4uFcWsNiVtov9mfsBOJJ7hH7v9WP+iPmE2EIAaBrclISwhGqvqzS+VFd6TjrhT4WTdl9ahbfh1aXndax16dooomtD10ZZdG3o2iiLrg1P5fWHN8dEUjUav+KTdVX29aauPa9jqUvXhiddG7o2yqJrQ9dGWRr6tVFcRX1RXeMiBWRrma+8+ajKG8b6Tn3hSf1RRH3hSf1RRH3hSf1RRH3hSQHZ+sFXflb6/fKk/iiivvCk/iiivvCk/iiivvCk/ihSWwFZ5ZAVERERERERERERqSUKyIqIiIiIiIiIiIjUEgVkRURERERERERERGqJArIiIiIiIiIiIiIitUQBWREREREREREREZFaooCsiIiIiIiIiIiISC1RQFZERERERERERESkliggKyIiIiIiIiIiIlJLFJAVERERERERERERqSUKyIqIiIiIiIiIiIjUEgVkRURERERERERERGqJn7cb0NCYpglAenq6V9uRnpMO2QXtsHu1KV6nvvCk/iiivvCk/iiivvCk/iiivvBUXn8UjoUKx0biuzR+9U3qjyLqC0/qjyLqC0/qjyLqC0/qjyIV9UV1jWENU6PgWrV7924SExO93QwRERERn7Br1y4SEhK83Qwph8avIiIiIp6OdwyrgGwtczqdJCcnExoaimEYXmtHeno6iYmJ7Nq1i7CwMK+1wxeoLzypP4qoLzypP4qoLzypP4qoLzyV1x+maXL48GHi4uKwWJRFy5dp/Oqb1B9F1Bee1B9F1Bee1B9F1Bee1B9FKuqL6hrDKmVBLbNYLD41CyQsLKzB/7IVUl94Un8UUV94Un8UUV94Un8UUV94Kqs/wsPDvdAaqSqNX32b+qOI+sKT+qOI+sKT+qOI+sKT+qNIeX1RHWNYTUcQERERERERERERqSUKyIqIiIiIiIiIiIjUEgVkGyi73c7DDz+M3d7Al89DfXE09UcR9YUn9UcR9YUn9UcR9YUn9YdUJ11PntQfRdQXntQfRdQXntQfRdQXntQfRWqrL7Sol4iIiIiIiIiIiEgt0QxZERERERERERERkVqigKyIiIiIiIiIiIhILVFAVkRERERERERERKSWKCArIiIiIiIiIiIiUksUkK3HXn31VVq2bElAQAA9e/Zk4cKF5ZafP38+PXv2JCAggFatWvH666/XUktrzqRJk+jVqxehoaE0bdqUSy+9lA0bNpR7zLx58zAMo8TX+vXra6nVNWfixIklnldMTEy5x9TH6wKgRYsWpf6cR48eXWr5+nZdLFiwgIsuuoi4uDgMw2D27Nke+03TZOLEicTFxREYGEj//v1Zs2ZNheedOXMmnTp1wm6306lTJ7788ssaegbVp7y+yMvL495776Vr164EBwcTFxfHtddeS3JycrnnfO+990q9XrKzs2v42Ry/iq6NESNGlHhevXv3rvC89e3aAEr9GRuGwbPPPlvmOevqtVGZv6cN6XVDao7Gry4awxbR+NVTQx7DavzqSWPYIhq/etIYtogvj2EVkK2nPvvsM8aMGcMDDzzA8uXL6du3L+eddx47d+4stfy2bds4//zz6du3L8uXL2f8+PHccccdzJw5s5ZbXr3mz5/P6NGjWbJkCT/99BP5+fkMGjSIjIyMCo/dsGEDe/bscX+1bdu2Flpc8zp37uzxvFatWlVm2fp6XQAsW7bMox9++uknAK644opyj6sv10VGRgbdu3dnypQppe5/5plnmDx5MlOmTGHZsmXExMQwcOBADh8+XOY5f//9d4YOHcrw4cNZuXIlw4cP58orr+SPP/6oqadRLcrri8zMTP7++28mTJjA33//zaxZs9i4cSMXX3xxhecNCwvzuFb27NlDQEBATTyFalXRtQFw7rnnejyvOXPmlHvO+nhtACV+vu+++y6GYXD55ZeXe966eG1U5u9pQ3rdkJqh8WsRjWE9afxapCGPYTV+9aQxbBGNXz1pDFvEp8ewptRLJ598snnLLbd4bOvQoYN53333lVr+nnvuMTt06OCx7eabbzZ79+5dY230hn379pmAOX/+/DLLzJ071wTMgwcP1l7DasnDDz9sdu/evdLlG8p1YZqmeeedd5qtW7c2nU5nqfvr83UBmF9++aX7sdPpNGNiYsynnnrKvS07O9sMDw83X3/99TLPc+WVV5rnnnuux7ZzzjnHvOqqq6q9zTXl6L4ozdKlS03A3LFjR5llpk2bZoaHh1dv47ygtP647rrrzEsuuaRK52ko18Yll1xinnXWWeWWqS/XxtF/Txvy64ZUH41fy9aQx7Aav5avoY5hNX71pDFsEY1fPWkM68mXxrCaIVsP5ebm8tdffzFo0CCP7YMGDWLx4sWlHvP777+XKH/OOefw559/kpeXV2NtrW1paWkAREREVFi2R48exMbGMmDAAObOnVvTTas1mzZtIi4ujpYtW3LVVVexdevWMss2lOsiNzeXjz76iBtuuAHDMMotW1+vi+K2bdtGSkqKx8/ebrfTr1+/Ml9DoOzrpbxj6qK0tDQMw6BRo0blljty5AjNmzcnISGBCy+8kOXLl9dOA2vBvHnzaNq0Ke3ateO///0v+/btK7d8Q7g29u7dy3fffcfIkSMrLFsfro2j/57qdUOOl8av5WvoY1iNX0unMWwR/R2qWEMfw2r8WjqNYb332qGAbD104MABHA4H0dHRHtujo6NJSUkp9ZiUlJRSy+fn53PgwIEaa2ttMk2TcePGcfrpp9OlS5cyy8XGxvLmm28yc+ZMZs2aRfv27RkwYAALFiyoxdbWjFNOOYUPPviAH374gbfeeouUlBROPfVUUlNTSy3fEK4LgNmzZ3Po0CFGjBhRZpn6fF0crfB1oiqvIYXHVfWYuiY7O5v77ruPYcOGERYWVma5Dh068N577/H111/z6aefEhAQwGmnncamTZtqsbU147zzzuPjjz/m119/5fnnn2fZsmWcddZZ5OTklHlMQ7g23n//fUJDQxk8eHC55erDtVHa31O9bsjx0vi1bA19DKvxa9k0hi2iv0Pla+hjWI1fy6YxrPdeO/wqXVLqnKM/JTVNs9xPTksrX9r2uuq2227jn3/+YdGiReWWa9++Pe3bt3c/7tOnD7t27eK5557jjDPOqOlm1qjzzjvP/X3Xrl3p06cPrVu35v3332fcuHGlHlPfrwuAd955h/POO4+4uLgyy9Tn66IsVX0NOdZj6oq8vDyuuuoqnE4nr776arlle/fu7bFQwGmnncaJJ57IK6+8wssvv1zTTa1RQ4cOdX/fpUsXTjrpJJo3b853331X7kCuPl8bAO+++y7/+c9/KsyjVR+ujfL+nup1Q46Xxq8lNfQxrMavZdMYtiT9HSpJY1iNX8ujMayLN147NEO2HoqMjMRqtZaIzO/bt69EBL9QTExMqeX9/Pxo0qRJjbW1ttx+++18/fXXzJ07l4SEhCof37t37zr1yU9lBQcH07Vr1zKfW32/LgB27NjBzz//zI033ljlY+vrdVG4cnFVXkMKj6vqMXVFXl4eV155Jdu2beOnn34qd2ZBaSwWC7169aqX10tsbCzNmzcv97nV52sDYOHChWzYsOGYXkfq2rVR1t9TvW7I8dL4tXQaw5ak8auLxrCe9HeodBrDlk7jVxeNYb372qGAbD1ks9no2bOne8XNQj/99BOnnnpqqcf06dOnRPkff/yRk046CX9//xpra00zTZPbbruNWbNm8euvv9KyZctjOs/y5cuJjY2t5tZ5X05ODuvWrSvzudXX66K4adOm0bRpUy644IIqH1tfr4uWLVsSExPj8bPPzc1l/vz5Zb6GQNnXS3nH1AWFA9lNmzbx888/H9ObOdM0WbFiRb28XlJTU9m1a1e5z62+XhuF3nnnHXr27En37t2rfGxduTYq+nuq1w05Xhq/etIYtmwav7poDOtJf4dK0hi2bBq/umgM6+XXjkov/yV1yvTp001/f3/znXfeMdeuXWuOGTPGDA4ONrdv326apmned9995vDhw93lt27dagYFBZljx441165da77zzjumv7+/OWPGDG89hWpx6623muHh4ea8efPMPXv2uL8yMzPdZY7uixdeeMH88ssvzY0bN5qrV68277vvPhMwZ86c6Y2nUK3uuusuc968eebWrVvNJUuWmBdeeKEZGhra4K6LQg6Hw2zWrJl57733lthX36+Lw4cPm8uXLzeXL19uAubkyZPN5cuXu1ddfeqpp8zw8HBz1qxZ5qpVq8yrr77ajI2NNdPT093nGD58uMfK17/99ptptVrNp556yly3bp351FNPmX5+fuaSJUtq/flVRXl9kZeXZ1588cVmQkKCuWLFCo/XkZycHPc5ju6LiRMnmt9//725ZcsWc/ny5eb1119v+vn5mX/88Yc3nmKVlNcfhw8fNu+66y5z8eLF5rZt28y5c+eaffr0MePj4xvctVEoLS3NDAoKMl977bVSz1Ffro3K/D1tSK8bUjM0fi2iMWwRjV9LaqhjWI1fPWkMW0TjV08awxbx5TGsArL12NSpU83mzZubNpvNPPHEE8358+e791133XVmv379PMrPmzfP7NGjh2mz2cwWLVqU+YtZlwClfk2bNs1d5ui+ePrpp83WrVubAQEBZuPGjc3TTz/d/O6772q/8TVg6NChZmxsrOnv72/GxcWZgwcPNtesWePe31Cui0I//PCDCZgbNmwosa++Xxdz584t9XfjuuuuM03TNJ1Op/nwww+bMTExpt1uN8844wxz1apVHufo16+fu3yhL774wmzfvr3p7+9vdujQoU4M9svri23btpX5OjJ37lz3OY7uizFjxpjNmjUzbTabGRUVZQ4aNMhcvHhx7T+5Y1Bef2RmZpqDBg0yo6KiTH9/f7NZs2bmddddZ+7cudPjHA3h2ij0xhtvmIGBgeahQ4dKPUd9uTYq8/e0Ib1uSM3R+NVFY9giGr+W1FDHsBq/etIYtojGr540hi3iy2NYo6CBIiIiIiIiIiIiIlLDlENWREREREREREREpJYoICsiIiIiIiIiIiJSSxSQFREREREREREREaklCsiKiIiIiIiIiIiI1BIFZEVERERERERERERqiQKyIiIiIiIiIiIiIrVEAVkRERERERERERGRWqKArIiIiIiIiIiIiEgtUUBWREREREREREREpJYoICsiUgeMGDGCSy+91NvNEBERERGpFI1fRUTKpoCsiIiIiIiIiIiISC1RQFZEpI7p378/t99+O2PGjKFx48ZER0fz5ptvkpGRwfXXX09oaCitW7fm//7v/9zHOBwORo4cScuWLQkMDKR9+/a89NJLHufNz8/njjvuoFGjRjRp0oR7772X6667zmNmg2maPPPMM7Rq1YrAwEC6d+/OjBkzauupi4iIiEgdpPGriIgnBWRFROqg999/n8jISJYuXcrtt9/OrbfeyhVXXMGpp57K33//zTnnnMPw4cPJzMwEwOl0kpCQwOeff87atWt56KGHGD9+PJ9//rn7nE8//TQff/wx06ZN47fffiM9PZ3Zs2d71Pvggw8ybdo0XnvtNdasWcPYsWO55pprmD9/fm0+fRERERGpYzR+FREpYpimaXq7ESIiUr4RI0Zw6NAhZs+eTf/+/XE4HCxcuBBwzR4IDw9n8ODBfPDBBwCkpKQQGxvL77//Tu/evUs95+jRo9m7d697hkBMTAx33303d999t/u8rVq1okePHsyePZuMjAwiIyP59ddf6dOnj/s8N954I5mZmXzyySc12QUiIiIiUodo/CoiUjY/bzdARESqrlu3bu7vrVYrTZo0oWvXru5t0dHRAOzbt8+97fXXX+ftt99mx44dZGVlkZubywknnABAWloae/fu5eSTT/Y4b8+ePXE6nQCsXbuW7OxsBg4c6NGW3NxcevToUe3PUURERETqD41fRUSKKCArIlIH+fv7ezw2DMNjm2EYAO7B6Oeff87YsWN5/vnn6dOnD6GhoTz77LP88ccfJc5TXPGbKArP9d133xEfH+9Rzm63H+czEhEREZH6TONXEZEiCsiKiDQACxcu5NRTT2XUqFHubVu2bHF/Hx4eTnR0NEuXLqVv376A65av5cuXu2chdOrUCbvdzs6dO+nXr1+ttl9EREREGhaNX0WkPlNAVkSkAWjTpg0ffPABP/zwAy1btuTDDz9k2bJltGzZ0l3m9ttvZ9KkSbRp04YOHTrwyiuvcPDgQfesg9DQUO6++27Gjh2L0+nk9NNPJz09ncWLFxMSEsJ1113nracnIiIiIvWMxq8iUp8pICsi0gDccsstrFixgqFDh2IYBldffTWjRo3i//7v/9xl7r33XlJSUrj22muxWq3cdNNNnHPOOVitVneZxx57jKZNmzJp0iS2bt1Ko0aNOPHEExk/frw3npaIiIiI1FMav4pIfWaYxROsiIiIFHA6nXTs2JErr7ySxx57zNvNEREREREpl8avIlJXaIasiIgAsGPHDn788Uf69etHTk4OU6ZMYdu2bQwbNszbTRMRERERKUHjVxGpqyzeboCIiPgGi8XCe++9R69evTjttNNYtWoVP//8Mx07dvR200REREREStD4VUTqKqUsEBEREREREREREaklmiErIiIiIiIiIiIiUksUkBURERERERERERGpJQrIioiIiIiIiIiIiNQSBWRFREREREREREREaokCsiIiIiIiIiIiIiK1RAFZERERERERERERkVqigKyIiIiIiIiIiIhILVFAVkRERERERERERKSWKCArIiIiIiIiIiIiUksUkBURERERERERERGpJQrIioiIiIiIiIiIiNQSBWRFREREREREREREaokCsiIiIiIiIiIiIiK1RAFZERERERERERERkVqigKyISAHDMCr1NW/evArPNWLECFq0aOGxrUWLFowYMaJG2l4XZGZmMnHixFL777333sMwDLZv317r7RIRERERERGpTX7eboCIiK/4/fffPR4/9thjzJ07l19//dVje6dOnSo814QJE7jzzjurtX11XWZmJo888ggA/fv399h3wQUX8PvvvxMbG+uFlomIiIiIiIjUHgVkRUQK9O7d2+NxVFQUFoulxPbKaN26dXU1q0qysrIICAjAMAyv1F8a0zTJzs4ut0xUVBRRUVG11CIRERERERER71HKAhGRKpg6dSpnnHEGTZs2JTg4mK5du/LMM8+Ql5fnUa60lAWVZRgGt912G2+88Qbt2rXDbrfTqVMnpk+f7lGu8Db/H3/8kRtuuIGoqCiCgoLIycnB6XTyzDPP0KFDB+x2O02bNuXaa69l9+7dHufo378/Xbp0YeHChfTu3ZvAwEDi4+OZMGECDofDo+y///7LqFGjiI+Px2az0apVKx544AFycnJKbf/rr79Ox44dsdvtvP/+++6A6yOPPOJO/1CYwqGslAXvvvsu3bt3JyAggIiICC677DLWrVtXoq9DQkLYvHkz559/PiEhISQmJnLXXXeVaJuIiIiIiIiIt2mGrIhIFWzZsoVhw4bRsmVLbDYbK1eu5IknnmD9+vW8++671VbP119/zdy5c3n00UcJDg7m1Vdf5eqrr8bPz48hQ4Z4lL3hhhu44IIL+PDDD8nIyMDf359bb72VN998k9tuu40LL7yQ7du3M2HCBObNm8fff/9NZGSk+/iUlBSuuuoq7rvvPh599FG+++47Hn/8cQ4ePMiUKVMAyM7O5swzz2TLli088sgjdOvWjYULFzJp0iRWrFjBd99959Gm2bNns3DhQh566CFiYmKIiIjg+++/59xzz2XkyJHceOONAOXOip00aRLjx4/n6quvZtKkSaSmpjJx4kT69OnDsmXLaNu2rbtsXl4eF198MSNHjuSuu+5iwYIFPPbYY4SHh/PQQw8d989DREREREREpLooICsiUgWTJ092f+90Ounbty9NmjTh+uuv5/nnn6dx48bVUs+BAwdYtmwZ0dHRAJx//vl06dKF+++/v0RAdsCAAbzxxhvux+vXr+fNN99k1KhRvPLKK+7tPXr04JRTTuGFF17giSeecG9PTU3lq6++4uKLLwZg0KBBZGVl8dprr3HPPffQrFkz3n//ff755x8+//xzrrjiCgAGDhxISEgI9957Lz/99BMDBw50n/PIkSOsWrXKoz/i4+MBSEhIqDANxKFDh3jsscc4//zz+eSTT9zb+/fvT9u2bZk4cSIff/yxe3tubi6PPPKIu20DBgzgzz//5JNPPlFAVkRERERERHyKUhaIiFTB8uXLufjii2nSpAlWqxV/f3+uvfZaHA4HGzdurLZ6BgwY4A7GAlitVoYOHcrmzZtLpB24/PLLPR7PnTsXwJ0OoNDJJ59Mx44d+eWXXzy2h4aGuoOxhYYNG4bT6WTBggUA/PrrrwQHB5cIBhfWcfQ5zzrrrOMKTv/+++9kZWWVeA6JiYmcddZZJeozDIOLLrrIY1u3bt3YsWPHMbdBREREREREpCYoICsiUkk7d+6kb9++JCUl8dJLL7Fw4UKWLVvG1KlTAdeCWtUlJiamzG2pqake22NjYz0eF+4/ejtAXFxcieOLB37Lqis1NZWYmJgSi4U1bdoUPz+/CttUVVV9DkFBQQQEBHhss9vtFS4mJiIiIiIiIlLblLJARKSSZs+eTUZGBrNmzaJ58+bu7StWrKj2ulJSUsrc1qRJE4/tRwdJC/fv2bOHhIQEj33Jycke+WMB9u7dW2FdTZo04Y8//sA0TY/69u3bR35+folzHt2mqir+HI5W2nMQERERERERqSs0Q1ZEpJIKg4x2u929zTRN3nrrrWqv65dffvEIlDocDj777DNat25dIsh6tLPOOguAjz76yGP7smXLWLduHQMGDPDYfvjwYb7++muPbZ988gkWi4UzzjgDcKVQOHLkCLNnz/Yo98EHH7j3V6Sw3yozk7hPnz4EBgaWeA67d+/m119/rVR9IiIiIiIiIr5IM2RFRCpp4MCB2Gw2rr76au655x6ys7N57bXXOHjwYLXXFRkZyVlnncWECRMIDg7m1VdfZf369UyfPr3CY9u3b89NN93EK6+8gsVi4bzzzmP79u1MmDCBxMRExo4d61G+SZMm3HrrrezcuZN27doxZ84c3nrrLW699VaaNWsGwLXXXsvUqVO57rrr2L59O127dmXRokU8+eSTnH/++Zx99tkVtis0NJTmzZvz1VdfMWDAACIiIoiMjKRFixYlyjZq1IgJEyYwfvx4rr32Wq6++mpSU1N55JFHCAgI4OGHH65cR4qIiIiIiIj4GAVkRUQqqUOHDsycOZMHH3yQwYMH06RJE4YNG8a4ceM477zzqrWuiy++mM6dO/Pggw+yc+dOWrduzccff8zQoUMrdfxrr71G69ateeedd5g6dSrh4eGce+65TJo0qUTKg5iYGKZOncrdd9/NqlWriIiIYPz48TzyyCPuMgEBAcydO5cHHniAZ599lv379xMfH8/dd99dpeDoO++8w//+9z8uvvhicnJyuO6663jvvfdKLXv//ffTtGlTXn75ZT777DMCAwPp378/Tz75JG3btq10nSIiIiIiIiK+xDBN0/R2I0REpIhhGIwePZopU6bUeF39+/fnwIEDrF69usbrEhERERERERHlkBURERERERERERGpNQrIioiIiIiIiIiIiNQSpSwQERERERERERERqSWaISsiIiIiIiIiIiJSSxSQFREREREREREREaklCsiKiIiIiIiIiIiI1BI/bzegoXE6nSQnJxMaGophGN5ujoiIiIhXmKbJ4cOHiYuLw2LRHAERERERaTgUkK1lycnJJCYmersZIiIiIj5h165dJCQkeLsZIiIiIiK1RgHZWhYaGgq43nyEhYV5rR3pOekkTk5k17hdhNm91w5foL7wpP4oor7wpP4oor7wpP4oor7wVF5/pKenk5iY6B4biYiIiIg0FArI1rLCNAVhYWFeDciSAwQUtKOhv2FUX3hSfxRRX3hSfxRRX3hSfxRRX3iqRH8ohZOIiIiINDRK2CUiIiIiIiIiIiJSSxSQFREREREREREREaklCsiKiIiIiIiIiIiI1BLlkBUREREPDoeDvLy8SpfPzc2leXBzcnNyyTaza7Blvk99UcTf39/bTRARERER8UkKyIqIiAgApmmSkpLCoUOHqnSc03Ty+mmvs3f3XvYb+2umcXWE+sJTYEggBlq0S0RERESkOAVkRUREBMAdjG3atClBQUEYRuUCaQ6ng6wDWbSIbIHVYq3hVvo29YWLaZpkZmaSsjeF69tc7+3miIiIiIj4FAVkRUREBIfD4Q7GNmnSpGrHOh3gBwEBAQ06CAnqi+ICAwNxOp1c3PxinA6nt5sjIiIiIuIztKiXiIiIuHPGBgUFebklUp8EBgVis9rIz8/3dlNERERERHyGArIiIiLiVtk0BSKVYRiGcsiKiIiIiBxFAVkRERERERERERGRWqKArIiIiNRpI0aMwDAMbrnllhL7Ro0ahWEYjBgxovYbJiIiIiIiUgoFZEVERKTOS0xMZPr06WRlZbm3ZWdn8+mnn9KsWTMvtkxERERERMSTArIiIiJS55144ok0a9aMWbNmubfNmjWLxMREevTo4d5mmibPPPMMrVq1IjAwkO7duzNjxgz3fofDwciRI2nZsiWBgYG0b9+el156yaOuESNGcOmll/Lcc88RGxtLkyZNGD16tHthNBERERERkfL4ebsBIiIi4tsyMsreZ7WCv61yZS0WCAysuGxwcNXaV+j6669n2rRp/Oc//wHg3Xff5YYbbmDevHnuMg8++CCzZs3itddeo23btixYsIBrrrmGqKgo+vXrh9PpJCEhgc8//5zIyEgWL17MTTfdRGxsLFdeeaX7PHPnziU2Npa5c+eyefNmhg4dygknnMANI284tsaLiIiIiEiDoYCsiIiIlCskpOx9558PX39T9LhpU8jMLL1sv35QLDZKixZw4EDJcqZZRmWmCUeOQG4u2GyuhhmGe/fw4cO5//772b59O4Zh8NtvvzF9+nR3QDYjI4PJkyfz66+/0qdPHwBatWrFokWLeOONN+jXrx/+/v488sgj7nO2bNmSxYsX8/nnn3sEZBs3bsyUKVOwWq106NCBCy64gF9++UUBWRERERERqZACsiIiIuL7Dh6EXbtcwdhCNhskJrofRkZGcsEFF/D+++9jmiYXXHABkZGR7v1r164lOzubgQMHepw6NzfXI63B66+/zttvv82OHTvIysoiNzeXE044weOYzp07Y7Va3Y9jY2NZtWpVNT1ZERERERGpzxSQFRERkXIdOVL2vmIxSQD27Su7rOWozPXbt1eyAQcPwpYtJbfn5rq2FwvS3nDDDdx2220ATJ061aO40+kE4LvvviM+Pt5jn91uB+Dzzz9n7NixPP/88/Tp04fQ0FCeffZZ/vjjD4/y/v7+Ho8Nw3CfX0REREREpDwKyIqIiEi5Ksrp6igWh6xK/tcyyzocno937iz/RIXJaB0Ozh04kNyCAO0555zjUaxTp07Y7XZ27txJv379Sj3VwoULOfXUUxk1apR725bSgsEiIiIiIiLHSAFZERER8S3Ll1etvMPhmsa7fDlWYN26dQAeKQUAQkNDufvuuxk7dixOp5PTTz+d9PR0Fi9eTEhICNdddx1t2rThgw8+4IcffqBly5Z8+OGHLFu2jJYtW1bTkxMRERERkYZOAVkRERGpV8LCwsrc99hjj9G0aVMmTZrE1q1badSoESeeeCLjx48H4JZbbmHFihUMHToUwzC4+uqrGTVqFP/3f/9XW80XEREREZF6TgFZERER8S3FFtjiyBHYtKnc4u9NnAht20JISKn7Z8+e7f7eMAzuuOMO7rjjjlLL2u12pk2bxrRp0zy2T5o0qai+994rcdyLL74IgMPpKLFPRERERESkOAVkRURExLcUTzUQFgY2m8fCXSXYbK5yhlHzbRMRERERETlOloqLiIiIiHiJYUBiYvllEhMVjBURERERkTpDAVkRERHxbY0bQ3h4ye02G7Ru7dovIiIiIiJSRyhlgYiIiPi+yEjXLFibDdLTwTShSxfNjBURERERkTpHAVkRERHxfY0bu77y82HfPtc2p9Mz36yIiIiIiEgdoJQFIiIiUnf4+YG/v+v7rCzvtkVEREREROQYKCArIiIivu3gQcjJKXocGOj6XwFZERERERGpg5SyQEREpL5xOGDhQtizB2JjoW/funtrf34+bN3qyhnbtSvY7RAU5Mojm5np7daJiIiIiIhUmQKyIiIi9cmsWXDHHZCUVLQtIQFeegkGD/Zeu45V4QJeAQGuYCxohqyIiIiIiNRpSlkgIiJSX8yaBUOGeAZjwfV4yBDX/romLc31f3h40bbiAVnTrP02iYiIiIiIHAcFZEVEROqqjIyir/R018zY0gKUhdvuvNNVrvCYSspyOEjLzy/364jDrLBMZb+yHI6idpcWkA0IAJsNgoPB6XRvXrx4MVarlXPPPbeqPVnnbN++HcMw3F/h4eH07t2bb775xqPce++9h2EYdOzYscQ5Pv/8cwzDoEWLFu5tDoeDSZMm0aFDBwIDA4mIiKB3795Mmzatpp+SiIiIiEiDoZQFDVxafj6mNd/bzfCq9HzX81dfuKg/iqgvPKk/ivhKX4SHhFS+sGnC7t0egc20vDz397n5+ThNk/yCr0JZDgdfp6ZyKL/s5+l0Okg6nMcq9mKxHH+u2kZ+flzcpAlB2dlY8/MxrVYcISFFgWXDcOWTLf7cgLffeYfRt93Gu++8w9YdO2jWrNlxt6UsDocDwzCwWDw/23YWtMVhmpg1OHu38Gf0w08/0alzZw4dOsTrr77K5ZdfztK//qJLly7udgQHB7Nv3z4WLl5Mnz59ADCAd999t0QfTZw4kTfffJMpU6Zw0kknkZ6ezp9//snBgwdr7LmIiIiIiDQ0Csg2UBkFs4++2LePQFvDzsGXlXsYUF8UUn8UUV94Un8U8ZW+uPU4j/9k71739wH5+XR2OEjLyyOz2AJg6fn5JOXkYDcMAiyl31hjGgahFgN/w8A4zjZlO50k5eSwNzeX2H//JRjICQlxB8HLkpGRwRdffMEPv/3Gzj17eOPdd7nrgQcAOP+MM+jTty8TnnjCXf7A/v10b9GCz777jtP79yc3N5enHn6YmdOnk3boEB06d2bCE09wWr9+AEz/4AMm3H03U6dN47Hx49myaRO/r1nDv6mpPDlhAqtXriQvL4/O3box+sGbSWjSGYvhmr27af16xt16Kyv/+ovmLVvy+OTJXHn++Uz7/HPOv+QSAPYkJfHQPfcw/+efsVgsnHzqqTz+/PM0KzZ7tbhDBcF0v/BwbE2a0LRJE8ZNnMjUKVOY8/PPxLVv7+oXhwOrnx+XDh3KG++8Q/uTTgJgb1IS8+bNY+zYsXz66afu837zzTeMGjWKK664wr2te/fulf3xiYiIiIhIJSgg20AVzqwJtFho7NewLwO70/X8G/n5EdTA+wLUH8WpLzypP4r4Sl98sWWL+/uoJUvo/5//VHjMvI8/Zn/v3gAer//+ponFMLAaBn5GUVjVzzCwAMFWK0HW0me/mqaTTItBqJ8fhnF82ZCsDgd5+fn4GQb2I0cAyA8L82iTB6cTLBa+nTGDNu3a0aFDB4YOG8Z9Y8dyzwMPYBgGV1x9NVMmT2biE09gFJznmxkziIqO5ox+/bAYBqP/+1927tjB2x99RExsLN999RVXX3QRC//+m9Zt22IxDLIyM3nl2Wd56Y03aBwRQUx0NEk7dnD18OF0f+EFAKa++AJ3Dr+Tv9adQ1hYI5xOJyOuuIKEZs34cdEijhw5woR77nE914K+zszM5PJBg+h9+ul8+8svWP38mDxpkrt+m81W4mkX9oe14Pu8vDw+efddAOw2m3u/peD/a6+/ngsHDOCpyZMJCAzk4w8+4JxzzyU6OtrjvDExMfz666+MGjWKqKio4/hJioiIiIhIWRr2O2rBbrEQXMYb7IbCKHj+5QUbGhL1RxH1hSf1RxGf6YuwMPe3hwcMICsujoA9ezBKuVXeNAyy4uI4PGAAAaW02c/pxMCVXL54SLVwm1HwVZ7KlKlI8foyWrfG7/BhHCEhJZLeWzMzCd62DdPPj8Pt2/PRtGkMHTYMCzDwnHO4/cgRFv76K/0HDODyK67gwbvv5o/ffuPU008HYOb06QwZOhQ/i4VtW7Yw87PPWLNtG7FxcQDcMW4cv/74I5++/z4PPf44FiAvL4/nXn6ZrsVmjPY/80yPdr0wdSqzv/iC3xcs4rwLL+TXn35i+9atfPvzz0THxAAw4dFHuey889x9Pfvzz7FYLLzyxhvugPHUt9+mRVQUi+fP56yBA0v0U2F/nNevHxaLhaysLJxOJ81atGDwkCHu/YX/dz/hBFq2asW3M2dyxTXX8NkHHzB58mR2bNvmcd7JkyczZMgQYmJi6Ny5M6eeeiqXXHIJ5513XiV/giIiIiIiUhEt6iUiIlIfWK2sLrgl/+hwrFkQ5Fvz+ONQh4LppsVCXng4ZiltNv39seTnY8nJYdP69fy9bBmDr7wSAD8/Py674go+eu89ACKjouh/9tl8UXBr/o5t21i2ZAlXXH01ACuXL8c0TXp17kxC48bur98WLGD71q3uOm02G126dfNox/59+xg7ejQndepEs8hIWkY1JTMjk927dgGweeNG4hMT3cFYgBN79fI4x4q//2brli0kRkS4624VHU12djbbitVfmnc+/pj5S5fyyaxZtGrThpdff53GERGllr1mxAg+/uADfluwgIyMDM47//wSZTp16sTq1atZsmQJ119/PXv37uWiiy7ixhtvLLcdIiIiIiJSeZohKyIiUk+kXHghf777Ll3Gjydwzx739qy4ONY8/jgpF17oxdZVL6e/P06LBYvTycfvvEN+fj6diuVbNU0Tf39/Dh08SKPGjbniqqu4/667eObFF/li+nQ6dOrknunqdDqxWq3MXbIE61HB3+BiC6cFBAa6Z7AWGnXjjaTu38+Tzz9PYrNm+NtsDOx7Gnm5ue52HH1MiefidHLCiSfy5vvvl9jXpIK0AQkJCbRu25bWbdsSEhLCtUOHsmTlSqKaNi1R9oqrr+bh++/nmcce48r//Ae/MtJtWCwWevXqRa9evRg7diwfffQRw4cP54EHHqBly5bltkdERERERCqmgKyIiEg9knLhhaScdx5NlizBvncvTn9/ApKT2Xf22d5uWpWEbN1KQFgY2dHRUEZA0xkYiDMtjU8/+YTHn3mGM496jtcNHcrnn37KTaNGccEllzBu9Gh+/uEHZk6fzpXF8u12O+EEHA4H+/fvd6c0qKwlixbx7MsvM6jglv5dO3dw6N9D7v1t27dn986d7Nu7l6YF+VqX//mnxzm69+jBl198QWTTpoQVS0NRVaedcQYdO3fm+aee4qnJk0vsbxwRwXkXXsiXM2bw9CuvVPq8nTp1AlwLp4mIiIiIyPFTygIREZH6xmol9bTTSL7sMjo//DBdH3yQpr/84u1WVZolOxu/zExs//5bZjAWwBEQwLeLFnEoLY1rrr+eTl26eHxdPHgwH02bBkBwcDDnXXQRT06cyIb16xly1VXu87Rp144rrr6aW2+4gW++/JId27bx959/8uKzz/Lj//1fuW1t2bo1n3/yCRvWrePPpUu5ecQI7AF29/4zzz6blq1aMWrkSFb/8w9LFi/m8YceAnDPnL3i6qtp0qQJ/7n8chYvWsSObdv4bcEC7hs3jqTdu6vUd6PHjOG9t94iOSmp1P1T33mHTXv20LZDh1L3DxkyhBdeeIE//viDHTt2MG/ePEaPHk27ggXTRERERETk+CkgKyIiUo90ePxxut5zD6Fr14JhkHzxxQDEz5p1XOfNdjrJdDjK/MpymuXur+xXttOJNTsbgLwKZos6AgN556uvGNCnD+Hh4SX2Xzx4MKtWrmTl8uWAK/C5+p9/6HP66SQ2a+ZRdurbb3PVf/7Dg/feS68uXRg2eDB/LV1KfEJCuW2Y8uabHDp4kH4nn8wtI0Zw0+jRREQW5XC1Wq18NGMGR44cYcCpp3LnzTdz1/33A2APCAAgKCiI7379lYTERK698kpO6daN2266ieysLEKrOGP23AsuoFnz5jz/1FOl7g8MDCSiSZMyjz/nnHP45ptvuOiii2jXrh3XXXcdHTp04McffywzxYGIiIiIiFSNYZqlLMUsNSY9PZ3w8HDS0tKO67bE47Ur41+aPdeEd27YRFRgI6+1wxdk5h7mqrdaMf2/WwmyhXq7OV6n/iiivvCk/ijiy30xoGdPgnbuZPGXX5J6+umEr1zJGWefjSMwkB/WrsVRLCdqcX55eTRNTSWxeXNsBYFCgCyHgzn//ktafn6ZdToxOXAkiciQeCyUny+1MmL27uUywNmqVblBWb+MDEI2b8bp7096wW313uY0nWw9sIpWkV2xGKV/7r1k8WLO69+fv9eto2Xr1rXcQnAC+aZJhL8/fhXktz1eGZkZLFy5kJM6n0RkWKTHPl8ZE4mIiIiI1DZNdRAREakn/NLSCNq5E4D0zp0BSOvWjSOtWhGydSsx339P0pAhVTpnoNXK+RER5Jbz+a1pOtlu7KNFk0iMMoKQlWXJySFy714CLBbSywgeF3IEBpIfHIwjMPC46qxp386eTXBICK3btGHrli3cP24cp5x6qleCsSIiIiIi4n0KyIqIiNQTYWvWAJAVH09e48aujYZB0uDBtH/uOeJnzapyQBZcQdnyQp5O00mI1SDMz6/MWaGVZf/3XwINg7yQEExL+ecyLRaOtGlzXPXVhiOHD/Pw+PEk7dpFk8hI+p11Fo8/84y3myUiIiIiIl6igKyIiEg9URiQTevSxWN78mWX0f6554iaOxf/gweLgrU+yD89Hag4f2xdctXw4Vw1fLi3myEiIiIiIj5Ci3qJiIjUE+GrVwNF6QoKHWnXjrTOnTEtFhoVLHDlq5w2G06rlfwqBGQNpxNLbm4NtkpERERERKT6aIasiIhIPVE4Q/bogCzA8ldfJSs+nvzw8NpuVpVkNmtWpfL+6ekEb9tGfnBwnUhfICIiIiIiUq9nyL766qu0bNmSgIAAevbsycKFC8ssO2vWLAYOHEhUVBRhYWH06dOHH374oUS5mTNn0qlTJ+x2O506deLLL7+syacgIiJSOaaJ35EjQMmUBQCHO3Xy+WDssXDabABYsrK83BIREREREZHKqbcB2c8++4wxY8bwwAMPsHz5cvr27ct5553HzoLVp4+2YMECBg4cyJw5c/jrr78488wzueiii1he7NbO33//naFDhzJ8+HBWrlzJ8OHDufLKK/njjz9q62mJiIiUzjCYu2QJ32/cSGaLFuUWtWZm1k6bqsianV3lYxx2O6ZhYFHaAhERERERqSPqbUB28uTJjBw5khtvvJGOHTvy4osvkpiYyGuvvVZq+RdffJF77rmHXr160bZtW5588knatm3LN99841Fm4MCB3H///XTo0IH777+fAQMG8OKLL9bSsxIRESlfXuPGYCn9z3vYqlWcPmgQvS+/vJZbVTFrRgahGzYQsnFj1Q40DBwBAa5zHENAV0REREREpLbVyxyyubm5/PXXX9x3330e2wcNGsTixYsrdQ6n08nhw4eJiIhwb/v9998ZO3asR7lzzjmn3IBsTk4OOTk57sfpBatHp+ekQ05ZR9W8wzmudmTlHibTavVeQ3xAZu5hj/8bOvVHEfWFJ/VHkbraF87GwYSvXInF6cTYvJaMZonuff75DkxMnKaJ03RW7bymw+N/MjKIiGgCwL//pkJwcIXnsKenAeCw26pcv8Nuxy8rCyMrE2doSJWOrW4l+sIHOQt/zk4LDsOo0bocBf1wJPcIthybx770grGIiIiIiEhDUy8DsgcOHMDhcBAdHe2xPTo6mpSUlEqd4/nnnycjI4Mrr7zSvS0lJaXK55w0aRKPPPJIie2JkxMhoFJNqVG3fXSit5vgM254v7u3m+BT1B9F1Bee1B9FfKkvPpoJURkw4SxYmlB2uZ+aw9nb4LcH+/FU36LtzYOb8/ppr8OhnGMeHWxPXQuAJTOLCPe2NTizAis8ttO/rv+TSOPfA6uqVG+MExKA7LS9bLXsrdKxNw+5mXad2nHXo3cBcPEpF3PVjVcx7L/DqnSeoxX2hS9buiuZS3pfwkc/fET7Lu1rppJ813/93+vPjowdnvs0oVlEREREGqh6GZAtZBw168M0zRLbSvPpp58yceJEvvrqK5o2bXpc57z//vsZN26c+3F6ejqJiYnsGreLsLCwyjyNGrE74186v9KSKdf8TWRgI6+1wxdk5h7mhve78+51KwmyhXq7OV6n/iiivvCk/ijii31x8dSTCdx/AOOlWfx74glllgsP/gz+dz/3JrfnhP/+n3u7f76DyPQsEho1xxZgr1LdTtPB9tS1tGjSCYthhfSimY9t1h0k/+yeUM7dGJa8XIKSN2ACjeM70agKd240sZf/6eZVw69h6ttvl7n/81nf4ufvT2io6+foZ/UnMjiOVpFdK92G4kr0hY8YfeONpB1K46MZX+DEJN806RzZld1Ju4mMjMTPr2aGhBlZGRxIOsC8EfOICI3w2Jeenk7iU4llHCkiIiIiUn/Vy4BsZGQkVqu1xMzVffv2lZjherTPPvuMkSNH8sUXX3D22Wd77IuJianyOe12O3Z7yTe2YfYwwuzeC8iG5rumrATaQn0mmOBtQeoLD+qPIuoLT+qPIr7SF/a9ewncfwDTYiGvW0+CbEFllk29dAjO8Q/RaN0Gmm5N4kiHDgD4GXkYZGMxDCzGsaWYtxhW7LO/IrBYep+wiy/BGR9P1uTJ5F12WanH2Q5nAOAIDsbw86cqN9Gv37kTIz8f+759fP7jjzz23HMsW73avT8gMLDc59OkSeRRWwyM4+iDQhbD6j5Hbm4uNputgiNqhsPhwDAMXP9wt8mCib+/P/Fx8TVav7UgKB1iCyk57qla3F9EREREpN6ol4t62Ww2evbsyU8//eSx/aeffuLUU08t87hPP/2UESNG8Mknn3DBBReU2N+nT58S5/zxxx/LPaeIiEhNC1uzBoCMVq1wBJUdjAXIa9SIfWedBUD8l19Wazv8Z88m6KqrMJKTPbYbyckEXXUV/mXU518wozbvGO4ciY6JoWlCAuEnnkhwXByGYRAdE0N0TAz+/v6MGz2azi1bEhcezqk9ejBj+nSP4y88+2zuv+uuStc3auRI/nP55Tz92GO0jY+nWZMmjBk1itzcXHeZm4fczD13juGB//2P1rGxXHbeeQD8tmABA049leiQEDo0a8bE8ePJL/iAtLAt/7vzTv535500j4qiVUwMjz/0EKZpusscOniQW66/nhZNmxIXHs6Qiy5iy6ZN7v2ffPABzaOi+P677+jdrRvRISGMvvFGPv3wQ+Z88w2NbTaa2Gz8Nn8+27dvxzAMVqxY4T5+/vz5nHzyydjtdmJjY7nvvvs82ti/f3/uuOMO7rnnHiIiIoiJiWHixImV7j8REREREamnAVmAcePG8fbbb/Puu++ybt06xo4dy86dO7nlllsAVyqBa6+91l3+008/5dprr+X555+nd+/epKSkkJKSQlpamrvMnXfeyY8//sjTTz/N+vXrefrpp/n5558ZM2ZMbT89ERERt8KAbFrnzpUqn1wwUzV+1iwoFuwrU0ZG2V+pqZCRgeXwEYLGjgPTLDHD1SioI3DsWFc6g4wM93mNw4fx27cPsrLIt1qL9lWD7OxsTjjxRKZ/+SWLly9nxI03csv11/Pn0qXHdd4Fc+eyYf16vv7xR9768EO+++ornn7sMY8y0z/6CKvVyvfz5vHC1KkkJyVx5cUX0+Okk1j45588/8orfPTeezz35JOex334IX5+fvy8aBFPTZ7May+/zAfvvuveP2rkSFb89RefzJrFDwsWgGly5SWXkJeX5y6TlZnJC888w0tvvMHvK1bw1AsvcNmQIQw45xzW79zJ2p076dWnT4nnlZSUxPnnn0+vXr1YuXIlr732Gu+88w6PP/64R7n333+f4OBg/vjjD5555hkeffTREh9Yi4iIiIhI2eplygKAoUOHkpqayqOPPsqePXvo0qULc+bMoXnz5gDs2bOHnTt3usu/8cYb5OfnM3r0aEaPHu3eft111/Hee+8BcOqppzJ9+nQefPBBJkyYQOvWrfnss8845ZRTavW5iYiIFFcYkE3v0qVS5VPOOYekSy5hz0UXgdNZbn5XgEaNG1d4zogK9humiZGcTKNIV4qAQ7m5hLVti+XAAXeZwuQPh4rNNq0008SSl+cRDI6Lj+f2Ynncbxo9mp9//JGvZs7kpJNPrnodBfxtNqa89RZBQUF07NyZ+x9+mIfvu48HHnmEwga0at2aR596yn3MYxMmEJ+QwLMvvYRhGLTr0IE9e/bwyPjx3PPgg1gsrs/I4xMSePK55zAMg7bt27N29Wpee+klrhs5ki2bNvF/337L9/Pnc0pBQPXN99+nS6tWfPfVV1w6ZAgAeXl5PPfyy3TtXrToXEBgIDk5OUTHxOAE8k2zxJpar776KomJiUyZMgXDMOjQoQPJycnce++9PPTQQ+42duvWjYcffhiAtm3bMmXKFH755RcGDhx4zH0qIiIiItKQ1NuALMCoUaMYNWpUqfsKg6yF5s2bV6lzDhkyhCEFb3hERER8QXhBztT0Ss6QdYSE8Hc5C13VRbZ//yVgzx5XgLmAw+HghWee4csvvmBPcjK5OTnk5OQQXEFah4p06daNoGLn6HXKKRw5coTdu3aR0My1SNUJPU/0OGbj+vX06t3bYyHQU/r04ciRIyTt3k1is2YAnHTKKR5lTu7dm6kvvojD4WDD+vX4+fl5BJMjmjShTbt2bFy/vqgvbDa6dOtW5ee1bt06+vTp41H/aaed5npuu3fTrKCN3Y46d2xsLPv27atyfSIiIiIiDVW9DsiKiIjUe04n2bGx2PfurfQM2ao6dPBg2Tuzs3HabRyY8xHtrrmzwnMd+eYb8k8/HYD0YrlPj5cjMND1TbEUDFNeeIHXXn6ZJ597jk5duhAcHMz9d9/tke+1OhUPZAYFBXvsM03TY3/xtpbYXpYy0kscfe6AwMDKn7OCNpqltNHf39+jjGEYOIsFwkVEREREpHwKyIqIiNRlFgtLvviicrlgjxK0dSvxX37JvrPOIqO8YG5wcPn7TCfpZ5yCIz4eS3KyO2dscaZhYMbHk3/22e4UCRY/P2ypqeSHh5NfXh2V4AwIcH9vOByYViu/L1rE+RddxND//MdVxulk66ZNtOvQ4bjqWv3PP2RlZRFYEAT+c+lSQkJCiE9IKPOY9h078s2XX3oEPf9YsoTQ0FDi4uPd5f784w+P45b98Qet27TBarXSvmNH8vPz+XPpUnfKgn9TU9lSiedks9lwOBzllunUqRMzZ870aOPixYsJDQ0lvlgbRURERETk+NTbRb1EREQaFMNwfVVB25deosNTT9Hs44+Pv36rlczJzwOu4GtxhY+znn/eI1+tf1oaAfv3Y6+G291NiwWnn+tzZmtWFgCt2rRh7i+/8Mfvv7Nh3TrGjhrF3r17j7uuvNxcbr/pJtavXctP33/PU48+yo233urOsVqakbfcQtLu3dwzZgwb169nztdf89SjjzLqzjs9jkvavZsH/vc/Nm3YwIzp03nr1Ve5+fbbAWjdti3nX3QRY265hd9/+41VK1dy04gRxMbHc/7FF5fb5sTmzVmzejWbNmwg9cABj0XACo0aNYpdu3Zx++23s379er766isefvhhxo0bV+5zExERERGRqtHoWkREpA4zSgmsVVbSZZcBEPfNN3Ac5ymUd+mlZE6fjhkb67HdjI8nc/p08grqK+Sfnu46LizsuOsGMG02AKzZruWq/jd+PN1POIEhF1zARQMH0jQ6mgsqCFxWxhlnnknrNm24YMAAbhg2jHMvuID7Hnqo3GPi4uP5/Ouv+XvZMvqedBLjbruNa0aM4O7x4z3KDb3mGrKyshhw2mn87847+e+oUYy48Ub3/qlvv033E0/kqksv5ZwzzgDT5POvviqRRuBo140cSdt27TirTx/axcWxdPHiEmXi4+OZM2cOS5cupXv37txyyy2MHDmSBx98sAq9IyIiIiIiFVHKAhERkTqsz+WXE5iUxIqXXiK1IDdrZaWefjo5UVHY9+8nYtkyaN/+uNuTd9ll5A0YQKPISKAgZ2yxNAWFDIcDa0YGAPnVFJD9z7BhjBwwgJyCGbKNIyL4eObMco/59uefPR7/U8m8tvc//DD3P/xwqfvemPEGrSK7lth+2hln8EspgdDi/P39mfT880yeMqXU/Y0aN+b1adPKPH7Ytdcy7NprS2yPjIpi1pw5ADiBfNMkwt/fnSO2UL9+/Vi6dGmZ5y9tEdTZs2eXWV5ERERERErSDFkREZG6yjQJW72aoJ07yW3cuOqH+/mRXDBjtOlRgcnjUiz4mn/66SWCseCaHWsA+YGBOCuY3VlZjoI8soUzZEVERERERHyRArIiIiJ1VODOnfgfPozT358jbdse0zkK0xZEzZ9f6mJcxyQ4mEO5uRzKzS1zQTC/gnQF1TU7FsARHExWbCzZMTHVdk4REREREZHqppQFIiIidVT4mjUAHG7f3p0/taoO9upFZkICfpmZWGprZqlp4nf4MFB9+WMBnP7+5DRtWm3nK82r77xTY+c+On2CiIiIiIjUT5ohKyIiUkeFrV4NQHrnzsd+EouF5MsuIz8oCMPhqKaWVVBlbi5YLDj9/HAEBdVKnSIiIiIiIr5CM2RFRETqqLCCGbLpXboc13k233EHm8eOJapgka2a5rTbSe/UCUteXrWf28jPxy8jA9PPj/wy0iWIiIiIiIh4k2bIioiI1FGFAdm04wzI5jVqhFmwIFZtqq7FvIqzHTxI8Pbt2Pbvr/Zzi4iIiIiIVAfNkBU5Fg4HTZYswb53LznR0aT27l3qKuIiIjXG6eRAv37krl5NeqdO1XZaS14e1GRw1jTBMGrs9I6CtltrKx+uiIiIiIhIFSkgK1JFMd9+S5cHHiAwOdm9LSsujtVPPEHKhRd6sWUi0qBYLPzz/PPVdjrrkSMEpKQQnJNDbufOmDX0IZM9NdX1YVZUVI0swOUIDATAkpOD4XRiWnQzkIiIiIiI+Ba9SxGpgphvv+WkG24goFgwFiBgzx5OuuEGYr791kstExE5Po6QEDAMDNPE/9ChGqvHLz0dS35+jc2SNf38cPr5YeAKyoqIiIiIiPgaBWRFymHNyCj6Sk+ny/jxYJocHUYwTBOALuPHY01Pdx8jIlJTApKSsFTzbfmOoCCAGgvIGk4nfkeOAJAXFlYjdUCxtAVZWTVWx9Ea22x899VXZe6/8Oyzuf+uu2qtPSIiIiIi4ruUskCkHOe3aFHpsoZpErhnD+e3bu3e9o0WlWl4lF9YakmvESMIW7WKpR9/zP4BA6rlnI6gIMjLw+/IESx5edW+6Nb/s3ff8VFV6R/Hv5NJJZUSEgKhikAApSkBBESRJjYs2LAAuqwFAd1VUNeGdfcn2HUVxAoW0FVAmnQhSFc60ktCQoBMepm5vz9CBkIKBDJzJ5PP+/XKi8ydc8955uRmSJ6c+xzf9HRZDEN2f385AgIqte8jSUma8MYbmvfLLzp84IDCQ0LUrGlT3XLffbr97rtV42Sy2SxffPutfF2wiRkAAACAqoeELABUEuoLw10sBQUK3bZNPna7Mps0qbR+HVarCnx9FZidLb8TJ5QbGXnefS3e86uemjdar/WZoCubFCaMfW02SVJBJa+O3bt7t/pdeaXCw8P17Isv6tLYWPkdOqQtycmaNGuWouvV04DrrqvUMSuqZq1apo4PAAAAwHNQsgAox+y9e50fv3/22Tmds/bDD53noPqgvjDcKXjXLllzclQQHKysCqzkPxf5oaGSLqxsgWEYenHxM9qeuk0vLn5GxsmyLn7p6YVjVHJC9omRI2X19dXChATddOutuqhjRzW9+mr1HzZM3/7vf+p/2h9EDuzfrzsHDVKDmjXVsHZt3X/HHUo+cqRYf5M++kjtW7ZU3eBgXda6taZ9+WWx53ft3KkBV12l6NBQxV9yiRYtWHDWGM8sWXBJ8+b6zyuvaMT996tBzZpqe9FFmv3TTzqakuKMr2v79lq/dq3znGOpqRp2991q3aSJYsLD1bV9e30/bVqxcdLT0/XAPfeofkSEWjZsqPffeqvE2Hl5eXpx7Fg1atBAwcHB6ty5sxYvXux8ft++fbruuutUs2ZNBQcHq3Xr1po9e/ZZXyMAAACAc0NCFiiHPThY9uBgWRwOtXj9dUmSUUZbw2JRbq1aajdqlJq/+aYsBQXuCxRuR31hmCls82ZJki0uTvKp3P/KC8LCZEjyzcqST17eefWxcM98rU8sTCSuT1yrhXvmy5qdLZ/8fBk+PioICam0eI+lpmrh/PkaPmKEgoODJUkOPz/lR0TI4e8vSbKc3EDMMAzdfcstOn78uGb++qtm/PKL9uzeraF33eXsb+aPP2rsmDF6eNQorVi/Xvc98IAeeeABLTuZsHQ4HBpy222yWq2av2yZ/u+99/T8uHHnFfv7b7+tzl27asnvv6tP//4acf/9GjF0qG67804tXrVKTZs109/vv9+Z0M7JyVG7Dh007YcfCmMbPlwj7r9fa37/3dnnM//4h1atXKmvZ8zQjNmztXL5cv2xfn2xcR8dPly/r1ypr6ZO1R9//KFbb71V/fr1086dOyVJDz/8sHJzc7V06VL9+eefev311xVSiV8zAAAAoLqjZAFwDgpCQpR26aWqcfCgfG02GSd3Ii9inPxlP71lS9VZsULN335bjT7/XH+NHKk9w4fLERRkVuhwEeoLw0xhmzZJkmxt2lR634bVqpyYGNkDA8+rhqxhGHp5yXOyWqyyG3ZZLVa9vOQ59b5zsXLq1pUMQ7Kc+aeL87d71y4ZhqHmF19c7HizevWUe3LTs2EjRuiFV1/V4l9/1eY//9SGHTvUIDZWkvThp5+qS7t2WrdmjTp06qR3JkzQnffco+EjRkiSLrr4Yq1ZtUrvTJig7ldeqcW//qod27Zp486dqt+ggSTp2Zde0q3nURLhmn79dP8DD0iS/vn005r80Ufq0LGjbrzlFknSY//4h/p0767kI0cUFR2tmPr19eiYMc7zH3z4YS2YN0//mz5dnS6/XOnp6Zr6xRf6+PPP1fOqqyRJ737yieIaNXKes2fXLk3/5htt2L1bcY0ayddi0RNPPKE5c+bo008/1SuvvKL9+/fr5ptvVtu2bSVJTZs2rfBrAwAAAFA2VsgCZTEM+RTt0G2x6M833tDi5cu15tNPlVOvXrGm2TExWjN5slb++KN+//JL2Vq2lP+JE4p78UVd1bmzGn7xBStmAVSa8KKEbOvWLuk/NzJSBaGh55U4LVodazfskiS7Ydf6xLVacGiJcurVU05MTGWHK+nUKtgii379VQlz5qhVixbKO7nSd8e2baofG+tMxkpSy7g4hUdEaMfWrc42nbt0KdZX565dtWPbNufzDRo2dCZjJemy+Pjzirn1yYSnJNWNipIkxZ2WZK9bt64kKSU5WZJkt9v1n1dfVbcOHdQ0OloNatbUovnzdXD/fkmFtXTz8/PV4bLLnH2Eh4frotOS1RvXr5dhGOrSpo0iQkMVEhKikJAQLVmyRLt27ZIkjRw5UuPHj1e3bt303HPP6Y8//jiv1wcAAACgdKyQBUphzcrSJaNHyy8tTb9/9ZVktcoRGKicevWUNHCgkvr3V+2EBAUcOaLcqCilxsdLVqsk6UjfvjrSu7cafP+9Wrz+umocOKBLx4xR5OLFWjtpksmvDJXl9BrBtVauVPwdd5z1nISpU3XsjEQPcD6KShakuWCF7IU4c3VskaJVslc1uaZE4vRCNW3WTBaLRTu2b9e1px2/uHZtBebnK+i0Vb6GYZQ6vnHGqt0z25x+nmGULFxzvq/J77TYivoo7ZjhcEiS3p0wQR+8/bZe+c9/FNemjYKDgzX2iSecCWedjK20+Is4HI7CcgsrV6pWYKB8T2tbVJZg+PDh6tu3r2bNmqV58+bp1Vdf1f/93//p0UcfPa/XCQAAAKA4VsgCZwjat0/dBgxQgxkzFLlkiWquW1eykdWq1G7ddHjQIKV26+ZMxp7+/MHBg7Vo5UptGj9eubVra/9pNQp18pdrVF1F9YXtwcFK6dVL2TExztIVZzIsFmXVr6+UXr2c5wDnzW7X7hEjdHDQIKW3bOmyYXxycxWYmKiACpTXWLRnQbHVsUWKVsku3D2vssNUrdq11at3b33ywQfKPK0+sz0wUJJksZ+KpUWrVjq4f78OHjjgPLZtyxbZ0tLUolUrSdLFLVsqYcWKYmP8vnKlLj4510V9JJ62gd/qhIRKf12lWbl8uQZcd50G33WX2l56qRo3bardJ+u+SlLjZs3k5+endatXO4/ZbDbt/usv5+NL2rWT3W7X0ZQUXXTRRcU+oqOjne1iY2M1YsQIzZgxQ48//rg+/vhjt7xGAAAAoDogIQucps6SJepxzTUK37xZuZGRWjl9uo6fdutnRTkCArTnb3/Tr2vXKqVXL+fx5hMnqvOttyp848bKCBtms1q16eWXJalEUrbo8ebx40sm7oHzYbVq16OPav1HH7k0uW/NzlZgcrL8jx49p/aGYeiVpc/LUsaPFj6y6NVfnyl1hemF+s/bb6ugoEBXxcdrxrffavvWrdp24IC+nD1b2/fskfXk996VV1+t1m3b6sF779XG9eu1dvVq/X3oUHXr0UPtO3aUJI0cM0Zff/65Jv/3v9q1c6femzhRP//4ox4dPdrZR/OLL9bfhw7Vnxs3asXy5Rr/r39V+msqTdOLLtKiX3/VqpUrtX3rVo1+6CEdOXLE+XxoaKjuGDJE/xo7VssWL9bWzZv16AMPyMfHx7lq9qKLL9Ytd9yhR4YO1Q8zZmjPnj1avXq1Xn/9dc2ePVuSNGrUKM2dO1d79uzRunXrtHDhQrU6mbAGAAAAcOFIyAKSZEgtPvxE8bfdJv/jx3W8fXstnT9fx7p2rZTu7cHBztthfXJz1eS//1XdxYvVo3dvdXjgAdXYvbtSxoF5kgYO1JrJk8usL5w0cKBJkQHnpyAsTIaPj6x5ebJmZZ21fb4jXwdtB2So9DsAHDJ0ICtRefa8yg5VTZo105Lff1fPq6/Wi88+q+6dOunKHj30zrff6om77tIzY8dKKryV/8vvv1dERISuveoq3dSvnxo3aaLJX33l7OvaG27Qq2++qXfefFNd2rXTlI8/1rsff6wrevaUJPn4+OiL775Tbm6uenfrpsf+9jc98+KLlf6aSvOPceN0abt2uuXaa3XdNdeoblSUrr3++mJtxv/737qsc2fdfuONuql/f3Xu2lUXt2ypgIAAZ5t3P/lEt919t/75xBNq0aKFrr/+eq1atUqxJ2vr2u12Pfzww2rVqpX69eunFi1a6P3333fLawQAAACqA4vhiqUqKJPNZlN4eLjS0tIUFhZmWhwHMo+p4X9qa9LQnYoMijAtDk+QlZeuA7c01RMrCx/vv/12/fnvf8tx8nZXV6ixd69avPGG6n//vSyGIYevr/bffbd2PP64ck+7ZVSSZLeXWa/WFbLy0nX7x0017YHdquEf6rJxqoIKzYXDoTpLlyq1c2fVTkhQ+MaNOtGhQ+klLaooro1TzJyLiDVrlB8RocwmTSr12vLNz1fd1FTFNmok/5PvfzX275f/8ePKjYxUdjmbcTkMh3Yf/VMB/hE6ln2s2HPWrCzVOHhQDqtVQW3jVT+sQRm9VL6QnTvlm5WlzEaNlB8R4ZYxi+aiaZ228rGY/3fvzMxMxTVurPFvvKEh998vSXJIKjAM1fLzK1ZD1iXjZ2Vq2cZl6tS6k+qE1Sn2nKf8TAQAAAC4G5t6AZK+biuN3BSi7U8/o71Dh57XzuIVkdW4sda//752PfSQWr78sqIWLFDjKVMU+8032vDWWzp8002SpOiZM9Xm6acVdFqtwuyYGG16+WVWXHqYiHXr1OXWW5Vdv74WrFuno6eVqAAqU7tRoxS6fbtWffWVkvv0celYeRER8j9+XH7Hj5ebkC1SPyxWseGNih0LOnxYAeEhyq1VS9luTMZKhXVkfbOyZM3JUb5bRzbPH+vXa8f27ep42WWy2Wx6Y/x4SdKA664zOTIAAAAARcxfugGYxP+0jWrWx0izVi7V3mHDXJ6MPZ2tTRv9PnWqfvvf/3Tssstkyc9X2iWXSCpMxnYaOlSBpyVjJSkwMVGdhg5V9MyZbosTZxc9Z44k6djll0s+vLXCNXxychR8coMmW9u2Lh+vIDRUDqtVPgUF8s3IOK8+fG22wr5MWAHpCAqSVDhv1cm7Eyaoe6dOurFfP2VlZWn2woWqXafO2U8EAAAA4BaskEX1Yxhq+sEHavH661r5ww/KatNckpRXM8K0b4hjXbsq4dtvFbptm3Kio2W12dRm3DjJMHRmethiGDIsFrUZN04pPXo4b1l25eY+OLuihGxSv36SpMDDh9XylVcUeOSIEr77zszQ4EVCt2+Xj92uvFq1lHNmeRNXsFiUHx6ugGPH5HfihApCQip0uk9urqy5uTIsFhWEur/MRV5EhAqCg2V3YQkaT3NJ+/ZavGqV2WEAAAAAKAcJWVQr1qwsXTJ6tBrMmCFJqjdzpg63GW1yVIUGNGlyzm0thqGgxEQNaNbMeezn01b8wr1q7N6t0O3b5fD1VcpVV0mSCoKD1eDbb2UxDGf9X+BChf35pyQprU0bt63mz69ZU342mwzfiv/IULSqtiAkRIYJK8cNX1/ZzyNuAAAAAHAl7qtFtRG0b5+6DRigBjNmyOHrqz9fe01bn33W7LDgBaLnzZMkpXbp4tw4qCA8XLa4OElSLVaroZKEbd4sSbK1bu22MQtCQmRr3fq8VuTm1a4tW8uWyqlXzwWRAQAAAEDVxLIRVAt1lixRxwcecO4WvuaTT3Ssa1ezwypm9t69zs9rrVyp+DvuOOs5CVOn6liXLi6MCuci6mS5giN9+xY7fqxzZ4Vv3qxaCQlKvP56M0KDlwnftElSYf3pymYU/WsY5barKEdAQKX2V1F+Npt8bTYVhIUp34Q6ttWdYRgyVLnXFAAAAFDVsUIWXq/m6tWKv+02+R8/ruPt22vp/Pkel4yVCmvAFn2k9Oql7JgYGWXckmxYLMqqX18pvXo5z4E5/E6cUK2EBEmn6scWORYfL0mqffJ54IIYhsK2bJEkpblghazDapVDUl45G2D5ZmbK4nBU+tiuZM3IUEBqqnzT080OpVrKzspWnj1PvpSOAAAAAJz46Rjew25X7YQEZ73O1Ph4yWrV8Y4ddaRPH+VFROjPf/9bjqqwuYvVqk0vv6xOQ4fKsFhkOW3FWlGSdvP48c4NvWCe/PBwLV24ULUSEpTdqFGx51JPrl4O27xZvunppmxqBC/icGjDW28pbPNmZTRvXundGz4+yggK0tGT9aj9AwNlOe2PQjX275dvdrbyYmJKXMsOw5AKpLycXPmcPCcwOVkqKFB+7dqym7hKtqj2bX5WVrnJ5spS2lx4Gocku2Eox26Xr4tiNAxDWVlZSk5J1k/7flKvy3q5ZBwAAACgKiIhC68QPXOm2jz9tIIOH3Yey65XT5teeUVJAwdq7SefyOHv77ZNcCpD0sCBWjN5conXlRMd7Xxd8AAWi9Lj4pR+sl7s6XKjo5XZuLGC9+5VzdWrnRt+AefFalXSwIEu/d7POHlLf0FycolbaPzS0uSXni57ZqZya9cu9pwhQ0fTj0q2AFlU+D4bdPiwLA6HcjMyTE3I+uTnK/DoURk+Psp2w+re0ubC0xgqTByfsFpdnjQODg3Wp399qgma4NJxAAAAgKqEhCyqvOiZM9Vp6FDpjLqHgYmJ6jR0qNZMnlxlk5dJAwcqqX9/1U5IUPCOHcq8+GLnyl9UDaldusgeGCifvDyzQwHOzmJRRni4MkND5WO3F0snBh87pstHjJDd31+/zZole0iI87ns/EyNmTNCb962QEF+wQrdvFmtH3xQ+cHBWv7LL5Kfn/tfy0mW3Fz1uOUW+djtWv7TT8qPjHTpeGfOhSfKsttls9s1sHZthbqwlICfn58yCzKpIQsAAACcgYQsqhxrZuapB3a72owbJxlGiXVIFhWuAmozbpxSevRwJjGrXL1Vq1Wp3boptVs3syPBGWr/9psafvGFDg0apOQ+fUpts3HCBBLoqBT1fvpJ9sBAHevcWQXh4S4dy/Dxkd2n+BrZtFatlB8QoNAdOxQ5Z44OnrbxYL5h1b7Mfcr3tcrPz09158xR4L59Onb99SqoUcOlsZ6Vn5/svr6qsXu3QrZuVUpMjEuHO3MuPFG+j49yLBb5BwYq0NW1XQtc2z0AAABQFbGpF6qcAY0bn/po1kxBiYll3hRqMQwFJSZqQLNmznOqOmtGhqxZWWaHAUn1fv5ZDaZPV/ScOWU3IhmLStLqxRfV+a67FP7nn+YEYLHo0KBBkqT6M2aU2zRq3jxJ0pEy/lDhbrZWrSRJYVu3mhwJAAAAAJCQBaqUVs8/r74tWyrmLMkQuIFhKGruXElSUr9+Z21uycuTNSPD1VHBS/nabAret0+SZGvd2rQ4Dt10kySpzrJl8j+5+deZAhMTFf7nnzIsFiVffbU7wytT+smEbGBiosmRAAAAAAAJWVRBs/fudX4kTJ16TuckTJ3qPKcqKwgNlTU3V9G//GJ2KNVe2ObNqnHwoOxBQTravXu5bVu89pr6N2umJpMmuSk6eJuwzZslSdn16yu/Zk3T4shq2lQn2rWTj93u/IPEmeouWCBJOt6xo/Lq1HFneGXaO2yYftm9W5tfftnsUAAAAACAhCyqHntwsPMjpVcvZcfEyChjl2jDYlFW/fpK6dXLeU5VljRggCQpcskSVluarCgZlXLllXIEBZXbNi8iQtacHNVKSHBHaPBCRQnZNBNXxxbZ8txzWj5rlg7cdVepz+eHhel4x44eU65AkvIjIlQQGmp2GAAAAAAgiYQsqjqrVZtOrng6cw/noiTt5vHjvaaOZ3rLlspo0kTW3FzVXbjQ7HCqtaK6sUl9+5617bEuXSRJtX7/XbLbXRoXvFPYpk2SzC1XUCT1iit0/PLLpTL+EJZ4ww1aPmeO/ho1yr2BAQAAAEAVQUIWVV7SwIFaM3mycs7YOTs7JkZrJk9W0sCBJkXmAhaLc5UsZQvME5iYqIgNG2RYLDpyzTVnbW9r3VoFwcHys9kUum2bGyKEtwk/uULW1qaNyZFUQBkJW7M0+egjdbnxRkWVtwkfAAAAALgBCVl4haSBA7Vg3Tqt+PFHrf3oI6348Uf9unatdyVjT0rq319S4S7mlvx8k6OpngKOHFFa27Y63qmT8urWPWt7w9dXxy+7TJJUm7IFqCBLQYEzke8JK2QlKfDwYV3y+OPqfOutxY5HbNosX5vNpKjKF7pjh+r89ptqrl1rdigAAAAAqjlfswMALpTfiRMK2b5dJzp0UGq3bmaH43LHO3VSbmSkAlJSVHvFCh3t2dPskKqdtHbttHThQvlkZ5/zOanx8YpcvFi1EhK0d9gwF0YHb2P4+GjZnDkK37RJmU2amB2OJMkREKDYr76Sj92u4F27lBVbVzKkbsP/rhqJSVr5ww86Fh9vdpjF2OLiJEmhW7aYHAkAAACA6o4Vsqjy6v76q64YOFBdb7zR7FDcw2rVX488os0vvaT0Fi3MjqZaO9tmXqcrSk7VSkiQjDMrHgPl8PFReuvWOjh4sOTjGf9t59Wu7fxjUMwPP0iSWqVIIQcOyrBalda2rZnhlcrWqpUkKWzrVpMjAQAAAFDdecZvdsAFqLN0qSTp2MlbwquD3Q89pN0jRig3OtrsUKqdgKQkWTMyKnze8Q4dlNS3r/Y88IAsBQUuiAxwr0ODBkmS6s+YIRmGBu4oPJ7arZvswcEmRla69JMrZGscOOCxZRUAAAAAVA8kZFG1GYbqLFsmSTravbvJwaA6aDV+vPq2aKFGn31WofMcQUFa/eWX2jVypAw/PxdFB2/U9IMP1OSjjxSYmGh2KMUkDRgge0CAQnfuVMTmrbp2Z+Hxc9nozgz5ERHKrldPkhTKKlkAAAAAJiIhiyqtxr59qnHggBy+vjrWubPZ4biV37Fjiv36a9X//nuzQ6k+7HZFzZ8va16eMi66yOxoUE00e/ddtXnmGQUeOmR2KMUUhIYquXdvSVKbf7+pK/YVHj9y1VUmRlW+ojqyYdSRBQAAAGAiErKo0opWxx7v2FH2kBCTo3GvuosWqd1jj6n5xIlmh1Jt1Fq9Wv7HjikvIkLHLr/8vPoIPHRIUb/8UsmRwVv5JycrMDlZhsWi9JM1UD1JZqNGkqT6CxbKevJYt5tuUvTMmeYFVY70uDjlRkbKJy/P7FAAAAAAVGMkZFGlFdWPPdqjh8mRuN+R3r3l8PVV6PbtCt61y+xwqoWouXMlScm9e59X2QHftDRd066dLr/nHvmnpFR2ePBC4Zs3S5Iymzb1uLqs0TNnqtkHH+jMLeoCExPVaehQj0zKbhs7VvO2bNGev/3N7FAAAAAAVGMkZFF1ORyqs3y5pOpZP7YgPFypV1whSYqePdvkaM6D3a7av/2mmBkzVPu33yS73eyIzip6zhxJUlK/fud1fkF4uHOn91qrVlVaXPBeYScTsrbWrU2ORLJmZp76sNnUZtw4yTBkOaOdxShM0bYZN05Wm815jifw2PrNVfD9EAAAAMD58zU7AOBC/P7FF6qzbJmOd+xodiimSBwwQJGLFyv6l1+069FHzQ7nnEXPnKk2Tz+toMOHnceyY2K06eWXlTRwoImRlS34r78U8tdfcvj5KeUCamQei49X2Natqp2Q4LGvFZ4jbNMmSVJamzYmRyINaNz4nNtaDENBiYka0KyZ89jPnrYq3DAky5npZPeriu+HAAAAAC4MK2RRdfn46ESnTvpr9GgZ/v5mR2OKIydXatZcs0YBSUkmR3NuomfOVKehQxV4WvJB8uzbnKVT5QqOduumgtDQ8+4nNT5eklQrIaFS4oJ386QVst6izZNPqvell6ruggVmh1Jl3w8BAAAAXBhWyAJVWE69ejreoYNqrlunqHnztP+ee8wOqYRityrb7eXe5mxYLGozbpxSevSQrIVbBHlK3czEG26Q4eurrJObGJ2vYycTsuF//ilrRka124wO586Sl6eQk/WhbW3bmhyNNHvvXufntVauVPwdd5z1nISpU3WsSxcXRlVxfidOKOjwYYVt2aLka65x69je8n4IAAAA4MKQkEWVZCkoUOtx43SsSxclDhzouXUB3SCpf39FrF+v4N27zQ6lVN5ym3N2gwaVshFQTkyMsho2VI39+1Vr9Wql9OpVCdHBGxn+/pqzY4dCt21TTnS02eEUSwam9Oql7JgYBSYmOmvGns6wWJQdE1N4fZ9MJnqK9Lg4acYMhW7Z4vaxveX9EAAAAMCFoWQBqqTwDRvU5NNP1faf/5ThU70v43333KN5mzdr6/PPmx0KztGxzp0lsbEXzs4eEqITnTp5RK3TYqxWbXr5ZUmFydfTFT3ePH68xyVjJTk31gvbutXkSAAAAABUV6yQRZUUuXSpJCm1WzeP/IXfnfJr1TI7hHJ5w23OLd/7UEZkPSUNHKj8iIgL7m/vvfcqqU8fj3qNQEUlDRyoNZMnl7oh1ebx4z12Q6qierwhO3fKkpfn1hrk3vB+CAAAAODCkZBFlVRn2TJJKqytBydrVpbsNWqYHUYxpd7mfPhwiZqJkmfe5hyQL8VNfFd+WVla2rat0iohIXv85ApZoDytx46VxTC054EHlHnabeueJGngQCX176/gZQv18bQ79cDtXyuz+1Ue8/1bmpyYGOWHhcnPZlPIzp1Kd+OGaRUp+yBJuXXqeNT7IQAAAIDKUb3v9UaV5JOdrZqrV0uSUrt3Nzkaz+B/9Ki63HCDel96qXxyc80Op2xWq7Y8+2ypT3nqbc699kp+WVnKjo5W2iWXmB0OqgvDUOy336rJpEmyZmebHU35rFaldI3XtLZSStd4j/r+LZXFIltcnCQpzIQ6sk7llX04+fHHG294/nwCAAAAqDASsqhyaq1eLWturrKjo5Vx0UVmh+MR8mrVUsiuXfI/ccK5ethTHb3ySiX36iXHGRux5datq61PP+1xtzlfv73w3yP9+lVqHc+Qbdt00YQJqvfzz5XWJ7xH0IED8rPZ5PDzU/rFF5sdjtc5dtllOnb55abfUVBU9iGnXr1ix7Pr19eayZOVdN11kiS/48fV7J13ZCkoMCNMAAAAAJWMkgWocuqcrB97tEcPz9voxiw+Pkrq31+Np0xR9C+/KLl3b7MjKlNenTr6/dtvpfx81f79dwUcOaKggwfV8tVX1XDqVO1++GEZvh7y1mQYpxKyfftWatd1Fy5Uq1deUVLfvko8mXQBioRt3ixJSr/4YrfWOK0utv3rX2aHIEmK/fprJfXvrwXr1ql2QoICjhxRblSUUuNPW2lsGLrk8ccV8/PPip49W+s/+EBZjRubGjcAAACAC8MKWVQ5wXv2SJKOUq6gmKQBAyRJUb/8IjkcJkdzDvz8lNqtmw4PGqS9Q4eqICxMIbt2qf706WZH5lTzz02qny7l16iho1dcUal9H4uPlyTVWrWqany94FbhmzZJkmxt2pgcCVwlYs0atXvsMV11+eWyZmc73w9LbFZpsSjxuuuUHxamWmvWqOeVV6rBN99IZdSdBQAAAOD5SMiiylk7aZLmb9igpGuvNTsUj3K0Wzflh4YqMCVFNdeuNTucUl38xhuKKCU2e0iI/nrkkcI2//mPLPn57g6tVPXnLpAkJV3ZXY7AwErtO61tWxXUqCH/EycUun17pfaNqq9ohSwJWdeyZmWZ9n7T/K23JElJ/fvLHhJSbtvDN92kJYsXKzU+Xr6ZmWr/yCPq8OCD8jtxwg2RAgAAAKhsJGRRJeXUr6+C0FCzw/Aohr+/jlxzjSQp+pdfTI6mpPD169Xi3/9Wt+uuk//RoyWe3zt0qHIjIxW8d69ip00zIcKSApOTZbdIh6+p/BIQhp+fjnfqJEmqlZBQ6f2jags7uUI2rXVrkyPxXvE336z+jRur1u+/u33s0K1bFT1njgyLRX+NHHlO52THxmrFjz9q67hxcvj6qv6PP6rnlVc6rxUAAAAAVQcJWVQt3KJZrqT+/SVJ0bNmedxcNf3wQ0nSoZtuUl6dOiWetwcHOxMTzd98U5a8PLfGV5o1/35VUU9IB6/t55L+nWULSMjiND45OfI5ef3bSMi6jD0oSBbDUOjWrW4f+6J33pEkJV57rTIrsjml1aq/Ro/Wb7NmKaNJE0lSdoMGrggRAAAAgAuRkEWV0m3AAF1+++0K3rXL7FA8UnLv3krq21e7HnnEo+qSBh46pJiffpIk7f7b38pst/fee5UTFaUaBw+q4VdfuSu8cqUGSwXBwa7p+2RCtvaqVS7pH1WTIzBQC/74Q3O3bVN+rVpmh+O10lu1kiSFuTkhG7Rvn2JmzJAk/TVq1Hn1caJDBy1duFAJ06YpPyKi8KBhKDAxsXKCBAAAAOBSJGRRZfgnJ6vWmjWK+vXXU7+Aohh7SIhWf/ml9g8ZUnxTGJM1mTRJPgUFOnrFFbJdckmZ7RxBQdo5apQKatSQNSfHjRGWZM3IcPkYJzp2lMPXV37Hj8s/JcXl46Fqyatd2+wQvJotLk6SFLpli1vHbfbee/Kx25Vy5ZVKu/TS8+7HHhKijJYtnY9jv/5aveLj1fCLLzzuDgkAAAAAxfmaHQBwruosXy5JSmvThkRFFWLNyFCjzz6TJO0eMeKs7fcPGaLDN95YalkDd/G12dSndWsdu6SNQq523Tj2GjW0ZNEiZTZrJsPPz3UDASihKCEbtnVr4R0FPu77G7XD11c7H3us8jo0DEXPnSvfrCxdOmaM6i5YoD/efJP/KwEAAAAPxQpZVBl1li6VJB3t0cPkSDxf0IEDavLRRwpISjI7FMVOmyY/m00ZTZs6Nx0rjyMgwNRkrCRFLlwoa06OAlKPKSPAtWNltGxJMhbFXHbXXeo8eLAptU2rk8ymTWX395dvZqaCDhxw27ib3nhDC9avV2q3bpXXqcWi1VOmaPMLL8jh56d6s2erZ8+eqrN4ceWNAQAAAKDSkJBFlVG0QvZo9+4mR+L5Ovztb2rzzDOqN2uW2aGoIDRUWQ0aFK6OreAKtNq//aZ6P/7omsDKET13riTpUJ/ebh8b1ZuloECRS5eq7sKFcvj7mx2OVzP8/JTRvLkkKczNZQtyo6Mli6VyO/Xx0e6HHtKyOXOU3ry5Ao8cUZdbb1Xcv/4ln9zcyh0LAAAAwAWhZEF1lldDuVkW5ZSy95OPVfIPPPU4J7Psbiw+UkDQ+bXNzSq71J3FIgXUKPw8aN8+Be/bJ4evrw5dEi97ZtltJSk3WzLK2dMq8LQ9mvKyLVJeDeVkWeSTf5a2OZLDfo79nqVtQI1Tv4/n50r2gspp6x9UuHN3rdWrVXfWL9p2+7By2xblSPPzJHu+lJNf+nz4BZ4qS1vUtiynt907aLB29btZcjhklHJt+AVI1pPvRAX5UkHh5vKKXjhPXYfepdxatbW/a2/Zg0OKtbUXFM5FWXz9JV+/ird15OSr7rz5hbH36C39+WWxubD6SX4n82R2u5RfTqnb09s6HFJedimNHA51ePofilyToJU//U95deqU3baoX9/CeZMKv39ysyqn7dm+70+/NnwdnvUeUeG2FXiPKK3t6XNR47S86YW+R4T+tVvWnBwV1KihjMZNVJSyq+z3iDO/7y+0bU6+RXKc+oNLRd4jTv++L7VtGe8RZ2t7Lt/3SQMGyNamjbJrRZZ7XRZ7PznL933Badfg6W3rzZ+jzNiGsrWMcz5/Tu8RFWyb0+wSLZy9QJe+8rwaf/qpmn74ofZec72OdejkDCoi4TfVPp4oa8uW0pVXelTNcQAAAKA6sBgGOz+4k81mU3h4uNLS0hQWFmZaHAcyj6lhSNm7d3fqnad/TbU5H9/aqLZys0pfzdOma75e+V+a8/HdLWvJllr6SsiL2uXrzfmn2g7vUFPJB0r/RTC2RYHeW35CktTwiy906ZgxWq5u6q7lJdrWjbXrk3XHnY/HXBOuvzaUfht4WG2Hvtx2zPn4yeuDtXVlUKltA2oY+m5fqvPxi3eEac2Cslet/ZRy1Pn5a0NDteLnsu93/3bvUWdyZuIjIVr4TWCZbb/YmqrwOoXfqh/+M1izPy09Xkn6eO0xNc3fqavi41Xg46tIR7JOqGapbd9ddlwNWxZmhL5+o4am/btGqe0k6f/mnVDz9oVZnhnvBmnKC8Fltn35xzS17VaYjZk1KVAfPRVSZttnv0rTZX0K2/46NUBvjQyVJFlVoK1qpeb6S2P1il7TWP3zE5uuuKEwG7P8f/56Y3jZ30OPvZ2uq+8ozMasnuenl+4KL7Pt317L0LXDCrMmaR8m6O5nr9NR1VaUjsih4tfnfc9latAjhZmQnet99XifiDL7vf0fWbrzn4UZ0P3brHqke+lfh01qrdbaotWffaakAQN0ZL+PHuhY9vfngPuzNeKNwuxR2lGLhrQqu07kVYNzNOrdwg3KcjKl2xqXXQ6i63W5empyuvPx9ZFlt/W09whJeviKCB3YXvrfGS/kPWLcDeHatKL0tgFBDn23/1TbC32PGKxpmqY7tEJddGjvTy57j4hqWJhh/vT5GvrhvbK/7yvyHqEHLtO0579VDf9Qt7xHlMYd7xF//uanp28su+1dzxzTV761Ne2B3Tq0uaYe7xOhIGVpnxopUkd1lX7VIl0l6dzfIyTppoezdP/zhW3P9T0iau5c+a7foY7/90JhH5qht/SYYnXwVOMGDaS33pIGDSqzvwthy7Up/LVwpT2VprCA4l8PT/mZCAAAAHA3ShagSsitU0e/1eilWbrW7FCqhMxmzWRr2VK+jgIN0GxTYgjdskX1p0+XT3nL5Mphl69e0HOSpH/o3wpT2lnOqBzNV/8iSZqpgSWSsa6yTIVlOGolJLhlPHiudtogSdqoS80NBJVqmCYpUke1W020VO6rg36kb19tGT5SUmEy9nvdoganJ2Ml6dAh6ZZbpBkz3BYXAAAAUN2xQtbNPGU1yIHMY2r4Sqzev+cP1QksudLH00oWVLhtBW5HPpGWoXsmt9aU+zerhl/JVVpVsWSBj4/U4tVXdfGbb+rAgOuU8P7kcttKp24xzsrP0H2flpyPipYs6PTwCDWYPl277huqdc+/Xnbb8m5HttvVt28Phf21Q5tGP6m//vmEa0sWGIZ6XX65Qvbu1YoPP9XOq68sMReVXrJAUsMfvlPn0Q/pePv2Wj5vnseWLDj92ggJDKk27xGltT19LmpFnPo+udD3iCvuHax6SxZq7cv/0aEH7nXpe4RUeSULsvIzdN8XzTTtb3+phn9olSlZ4OsnWfLzFbRjl47HNJVRRt3eipQsyDPSdfdnTTXtgd0KsIaqID1f/a+8XMGHDmrtS29o95D7nW1dUbJAKpyDwILCbzTDkHIzHOrXu5uCjiSq1HXsFotUv760efOpL0xw2SucK4IVsgAAAEBJ1JCtzvyzFFDDUGDZd7Y6BVbg97KKtA0o5+7XC2p7Dq+piH+QIflnKbCGocCz7KHjX/YdwxfU1i/gVNKsstomDRigi998U/UW/6oaPtlyBJU/KX7+hR+OvLPPR1HbsgQeOqSY//1PknTo7jvP+Zrw9TuV9Chk1Y4n/6FODzygFpM+0MGHhis/IqLwGd9TiZezOee2Dof+euwxRc2frxN9r1Sgf/lzYbVK1nN8bT4+ZX9vpPeMlySF//GHrJmZUnDwOc+ZxXLu33MVaSuVbHv6tXFm3sqb3yNKa3v6XJzuQt8jam7dJEnK6tC62J5PrniPkM7+vXyubR15huTjOKe2Zyr5fV85bc/1+/7qDh0UlJSkJb/+Ktsll5y937N83zvyirdtNGe6gg8dVE5kpJLuu0OBZVwj5b1HnE/bAQ0an1tnUmHW9uBBKTy8+DEAAAAALkHJAni84F275J+SYnYYVU7aJZcou359WQoK3L6DeJNJk+RTUKCj3bop7dILu/U68frrZYuLk5/Npqbvv19JEZbBatWBu+/Wms8+kz2k7JqWlS07NlbZ9evLx25XzbVr3TYuPItPdrYymzZVXkSE0lu1MjucaiOzWTNJcs37pMOhi95+W5K0++9/l6OsbCwAAACAaoWELDxe3HPPqW9cnBp+8YXZoVQtFot+//xzzd2+XSc6dnTbsNaMDDX67DNJ0u4RIy68Qx8fbf/nP5XZuLFXJ6lS4wtXyVJHtvpyBAVpxc8/a+6OHbJX0u3iODvbyfeVsK1bK73v6NmzFbpzp/LCw7Xvvvsqvf/yzN671/mRMHXqOZ40W8rIKPwAAAAA4DKULIBHsxQUqPaKFZIKV3yiYs7l9tvKFjttmvxsNmU0aaIjffpUSp9JAwboSJ8+MvzO8V7l8+CfkqL6M2boSN++ymrc2GXjlOVYly6K2LBBBaFl7yCPasJSapVPuEh6XJwk16yQtebkKCcyUvvvvtvt39unJ/VTevVSdkyMAhMTZSmtFIHFIjVoIPXpc6qGLAAAAACX8eoVsu+//76aNGmiwMBAdezYUcuWLSuzbWJiou688061aNFCPj4+GjVqVIk2U6ZMkcViKfGRk1PO7h64IOEbNsgvPV15ERFKa9PG7HCqNns5Ow1V4hhNP/pI0snVsT6V9BZjsbg0GStJUfPmqc0zz6jj8OEuHacs++65R4sSErT77383ZXyYz5Jfzi5YcBnbyYRsqAsSsoduuUW/rl2rv0aOrPS+K8Rq1aaXX5YkGWcm/IseT5xIMhYAAABwE69NyH7zzTcaNWqUnn76aa1fv17du3dX//79tX///lLb5+bmKjIyUk8//bQuLafmZVhYmBITE4t9BFITzmUily6VJKV268Yviucpas4cdb/6asW98ILLx/JPTVV2TIzyIiJ0cPDgSu/fkpenRp99posmTqz0vqPnzpUkJfXvX+l9nxNWRVZ7PXr3Vq/LL1f4xo1mh1KtpLdoIcNiUWBysvyPHq30/h1BQW6tSV2WpIEDtWbyZOXUq1f8iQYNpO+/lwYNMicwAAAAoBry2oTsm2++qWHDhmn48OFq1aqVJk6cqNjYWH3wwQeltm/cuLHeeust3XPPPQo/fZfhM1gsFkVHRxf7gOvUObmqOaVHD5Mjqbosdrsi/vhD0bNnu3zX7Ly6dbXyf//Tot9+c0kNzFqrVumSJ57Qxf/5jwITEyutX2tWliIXL5YkHenbt9L6PR+WggKXJIXg2XxychSyfbtC9uxRbmSk2eFUK/aQEGU1aiRJCq2kOrKXJEn1Z8+RHI5K6a+yJA0cqAXr1mnh9Oma/+67yliwQNqzh2QsAAAA4GZeWUM2Ly9Pa9eu1VNPPVXseJ8+fbTiZD3S85WRkaFGjRrJbrerXbt2eumll9S+ffsy2+fm5io3N9f52GazFf6ba5NyyzrL9dJzC+PIzktXloeuPLVm56jm6t8lSQfjOygrL90l4xT166r+zbavWye1DwxQ8L598tu4Wmlx5W+MVRnzkRURJLlgPrMuv1Qpl3dS5O9r1Pj/3tC6V16slH5jFv4qa3a2MuvHKKl5Q2fs7r42Yn+apcueeErJ3bpo+af/dcuYFeHt3ysVUdlzUXPTn/Kx25UbEaFjtUNc8v3jSlX92tg55A5Zs3N0vG7EBb+GrLx0vbBIuuLDh7R1w0b9Me7JSoqy8qRcdolOFMSpZd26chRkSgWuG8uWayv2b2nPAQAAANWNxTBcvGTOBIcPH1b9+vX122+/qWvXrs7jr7zyij777DNt37693POvvPJKtWvXThPPuC06ISFBf/31l9q2bSubzaa33npLs2fP1saNG9W8efNS+3r++ef1Qmm3ij8liUoH5bpqt/Tr59KhUKnBGEnc0X3efpwq3bBd+teV0ktXumaMm7ZIyxpJR128OXzPPdLiz6Q8H+mikdKBiAvv878/SQ+sk965XBo54ML7O1+dD0gJk6TUICnyH5Lhtfcw4Ez3r5Mm/yT92kTqfa/Z0eBCxCVLm9+XHJLiHpa2s+C5bDmSXpPS0tIUFhZmdjQAAACA23jlCtkiljNqMhqGUeJYRcTHxys+Pt75uFu3burQoYPeeecdvf3226WeM3bsWI0ZM8b52GazKTY2VgfGHDD1l4+DmcfU+p0mevfudaoTFGFaHOXxP3Zcqzoskk9urqbdfYfLxsnKS9fQzy7V5Hs3qoa/d+5wXy/sO2nMkxp9tLVaP/BzuW3PZz6CDidq4PiecvhaNXvZQmXH1Dv7SRfgyF93Keq3lVqUcrvW/OOVC+vM4dD178VLOqq2oz/TtB7dnU+5+9rwyctTwVftVDs7R7N6zZXt4tL/0GOW6vC9cq4qey7aP/uCpM/UoPdQTXvgmQsP0M24Nk7p+MhISTO1v9/VemHcx2aHU6pMu10nCgp0a926Cvd17Y+CtlybYifE6sDoAwoLKP5zj81mU+xrsS4dHwAAAPBEXpmQrVOnjqxWq5KSkoodT05OVlRUVKWN4+Pjo8suu0w7d+4ss01AQIACAgJKHA8LCCvxi4k7hRYU3p8Y5B/qub88R4cq+a7CpWI13DBcDU+eiwt0vP/1Mp4Yq5qbNqv2kRPKjj37L8AVmY+Wn0+QT0GBjnXuLEvji13+9do59mlFDRyoJt98r72jHldW48bn3VfwX3/JP82m/NBQZfTorRr+/iXauO3a8JdOdOqkOsuXq/7aP1XQpoPrxzwP3vy9UlGVNRe1t+6QJGVd0r5Kz22VvTYMQ0H79ytsyxYd6dPnvDeRDNq3T01/+kWStGPkox47F4bdrlyfgsKfRVyckC1S6s89JX88AgAAAKoFr7wh1t/fXx07dtT8+fOLHZ8/f36xEgYXyjAMbdiwQfXO3LEY8DB5deoo9eTq7ujZsyu1b2tGhhp9/rkkafeIEZXad1mOd+6s5F695FNQoOb/938X1FfmRRdp7vbtSvjuOxmlJGPdrejrVCshweRI4DaGobDNmyVJtjZtTA6mmnI41Kt7d11+zz0K3rv3vLtp9t578rHbNa+pdPzSSyovPgAAAABexStXyErSmDFjNGTIEHXq1EldunTRf//7X+3fv18jTiaMxo4dq0OHDunzk4kkSdqwYYOkwo27UlJStGHDBvn7+ysuLk6S9MILLyg+Pl7NmzeXzWbT22+/rQ0bNui9995z++vzdhFr1qjWqlVKvvpqZbRsaXY4XuHQLbcoNypKttatK7Xf2G++kX9amjKaNClcWeYm2596ShbD0L777rvgvuwhITrRseOFB1UJjpGQrXasWVlKHDhQoVu3Kv3ii80Op3qyWpV+8cWK2LhRYVu2KLNZswp34Z+crIZTp0qSXu0uuefPUwAAAACqIq9NyA4ePFipqal68cUXlZiYqDZt2mj27Nlq1KiRJCkxMVH79+8vdk779u2dn69du1Zff/21GjVqpL0nV8ucOHFCDz74oJKSkhQeHq727dtr6dKluvzyy932uqqL+jNmqOnHHyt47179+e9/mx2OV9g/ZIj2DxlSuZ3a7Wry0UeSTq6O9XHfovsTHToo4bvvLqwTw5AuoK60Kxzv2FEOq1U1Dh5U0MGDym7QwOyQ4GL24GBtfOsts8Oo9mxxcYrYuFGhW7cq8brrKnx+wNGjsrVqJbtFWtx4PQlZAAAAAGXy2oSsJD300EN66KGHSn1uypQpJY4ZhlFufxMmTNCECRMqIzScRZ3lyyVJR6+4wuRIUJ6oefMUsmeP8iIidHDwYHODOY/kapOPPlLst99q94gROnjbbS4KrGLsISHad999yo2MlN0DSigA1UX6ybthwrZsOe/zl8+dq4Lkg9L3nln/GQAAAIBn8OqELKom/+RkhW3dKklKJSFbuQxDodu2KWT7diXeeOMFdxe8d6/s/v7ad889sgcHX3h858E/JUXN33pLfsePa0MFy4dEz52r8D//lN+xYy6K7vxseu01s0OAGwUdOKCcqCiPqGFcndlatZIkhZ78/+e8WCzKqxlROQEBAAAA8FpeuakXqrai1bFpbdoor3Ztk6PxLqHbtunKHj3UfuRIWbOyLri/3X//uxasX69dDz9cCdGdn4CUFDX5738V++23Ctu06ZzP8ztxQrVWrpQkHenb11XhAWfVZdAgDWjcWBFr15odSrVmO7lCNnjPHlkzM8/5PGtWlpq+9558bTZXhQYAAADAy5CQhceps3SpJOlojx4mR+J90lu2VFbDhrJmZyty8eJK6TOvbl3l16pVKX2dj/S4OB2+4QZJ0sUVqDccuXChfOx22Vq2VFaTJq4K77wFHDmiev/7n3zT0swOBS7km56u4L175ZOfr0wPvA6rk7zISOVGRspiGArZseOcz4v9+mu1fv55db3++sLSKQAAAABwFiRk4XGoH+tCFouS+veXJEXPmnXe3QQcOaKwP/+srKgu2I5//lOGj4/qzZ6t8I0bz+mc6DlzJHnu6tguN92kTsOHq/bJVbzwTmGbN0uSsmNiTP3DBgptHTdOaz/6SFknNwA9G0t+vpqdLJWy7957PW6TQAAAAACeiYQsPIp/crICk5Lk8PVVapcuZofjlRIHDJBUuCGXpaDgvPpo8tFH6nnVVYp77rnKDO28ZTRvrkM33yxJanEO9VcteXmq++uvkqSkfv1cGtv5Ota5sySpVkKCyZHAlYoSsrbWrU2OBJJ04O67dXjQoHNOjtefPl01Dh5UTmSkDtxxh4ujAwAAAOAtSMjCo+TVras5f/2l5b/8IntIiNnheKXjl1+u3Nq15X/ixHkl+6wZGWr0+eeSpNT4+MoO77xtf+IJOaxWRS1YoIg1a8ptWzshQX42m3IjI3Wig2fuhn7s5NzWJiHr1YoSsmlt2pgcCSrM4dBF77wjSdo9YoQcgYEmBwQAAACgqiAhC4/jCAxUWrt2ZofhtQxfXx3p00fS+ZUtiP3mG/mnpSmjSRNnP54gq2lTHRw8WJLUfMKEctvmh4fr4M036+Att0g+nvk2WJTsDt+4sUIbDKFqKdqIjhWynsGSl6fIRYvU+OOPz1oPNvqXXxS6Y4fyw8K07/773RQhAAAAAG/ga3YAANwv6dpr1XDqVGe93nNmt6vJRx9Jkvb87W+S1eqC6M7fjscfV0FwsP4aObLcdmmXXqr1H37opqjOT3bDhsquV09BiYmKWL9eqdRU9j52u8K2bZMk2Vgh6xEsdrs63367LA6HEq+/XrlRUaU3NAxd9NZbkqQ9w4apIDTUjVECAAAAqOo8c2kYqqWQbdvUs0cPtRw/3uxQvF5Kjx5KmDZNyxYsqNB5UfPmKWTPHuWFh+vAydWoniS7YUNtfuUV5UZHmx3KhbNYnGULqCPrnay5udoxerQO3nyzMps0MTscSHIEBTm/FmFbtpTZzpqVpcxmzZQfEqI9Dz7orvAAAAAAeAkSsvAYkUuWKGzrVoVv3Gh2KF7PERSklKuvliMgoELnNT25qnTfPfdUiRq/pd3qXyshQaFbtpz1dmRPkEodWa9mr1FDf40eXbha20NLZ1RHtrg4SVLo1q1ltrEHB2v9Bx9owcaNyqtTx12hAQAAAPAS/AYIj1F0+/zR7t1NjgSl8U9NVciuXXL4+mrv8OFmh1OuGnv2qPPgwYq/9dYSide4f/1LV/bsqQbffWdSdOcuuU8frXv/fW08S01cAJWnKCFb3grZIgVhYa4OBwAAAIAXIiELj2ApKFDt336TJB3t0cPkaKoJw1DLl19Wr86dVWP37rM2z6tdWwvWrdPKGTOUExPjhgDPnz0oSLVXrFCt1asVuXCh83hAUpJqrl8vSUrp2dOs8M5ZdoMGOnTrrcqOjTU7FLhArYQE1dizR3I4zA4Fp0lv1UpS2QnZxh9/rJAdO9wZEgAAAAAvQ0IWHiF840b5pacrLzxcaW3bmh1O9WCxKGLdOoXs3q3oOXPO6RTD31/HunRxcWAXLjc6WntP7nre8rXXnKtko+bNkyQd79ix7M16ADfpOGyYrr78ctVcu9bsUHCaohWyITt2yFJQUOy5kG3b1HbcOPXs0UMBSUlmhAcAAADAC5CQhUeos3SpJBXuJG+1mhxN9ZHUv78kKXr27HLbhWzbJtnt7gip0vz16KMqqFFDERs2OBOxRYnnpH79zAytQgIPH1azd9917ugO7+CfkqLA5GQZFotsJ1dkwjNkNWqkgho1ZM3NVfAZdw9c9M47kqQj/fp5x+aBAAAAAExBQhYegfqx5ihKyNb6/Xf5p6SU2saamalu112nqzp3VtC+fe4M74LkRUZqz7BhkqQWr76qyAULFLlokSQp6ZprzAytQoIOHlTcCy8UbqhWBTYiw7kJ27xZkpTZpEmV2CCvWvHx0boPP9TS+fOV1aiR83DQ/v2qP326JGnnqFEmBQcAAADAG5CQhUfIbNpU2TExJGTdLKd+fZ249FJZDKPMsgUNvvlG/idOyPDxUXaDBm6O8MLseuQRFQQGKnzzZsXfcYd8Tt5+HH/nnYqeOdPk6M7NiXbtZA8MVMDRowr56y+zw0ElCd+0SZJka9PG5EhQmiP9+yutXTs5AgKcx5q9+6587HalXHml0tq1My84AAAAAFUeCVl4hD///W8t2LBBGc2bmx1KteMsW/DLLyWfdDgKV2ZK2vO3v1W5chK1V6yQNSenxPHAxER1Gjq0SiRlDX9/He/QQVLhJlDwDkUrZG2tW5scCc6Ff3KyGk6dKkna+dhjJkcDAAAAoKojIQvPYbEUfsCtEq+9VlJhHV9rRkax56LmzVPInj3KCw/XgcGDzQivQqyZmac+bDa1GTeu1HaWk7f+txk3TlabzXmOpzrWubMkErLeJOzkCtk0Vsh6JF+bTY0mT1bL8eMlSU0/+kjWnBwd79hRqd26mRwdAAAAgKrO1+wAgJCdO5XRtGmVW33pLTJatNCxyy9XeosW8s3MlPxrOJ8rWh277557qkSdywGNG59zW4thKCgxUQOaNXMe+7mMOrpmOxYfL0mqtWqVyZGgMvjk5Chk505JlCzwVD75+brkySclSRlNm8o3I0N5NWsWro7lD4cAAAAALhAJWZjKNz1dPbt3V0FYmBauWqX8mjXNDqn6sVj026xZpx7npUuSav65SXV++00OX1/tHT7cpOAgSccvu0yGj4+C9+1TYGKicurVMzskXKB1H32k0B07+Fp6qForV8rw8ZHF4VD7kyUKsuvVk+VkHWoAAAAAuBAkZGGq2itWyMduV15EBMlYDxMzb4Ek6fCNNyonJsbkaM7N7L17nZ/XWrlS8XfccdZzEqZO1bEuXVwY1YUrCA1VWps2Ct2+XSHbt5PEq+IcgYFKvOEGJZodCEoVPXOmOg0dKp0sbVIkMClJnYYN05rJk5U0cKBJ0QEAAADwBiRkYao6S5dKko726GFyJJDDoZpr18oa7C9J2vz4KJ3o3U95VShRbg8Odn6e0quXsmNiFJiY6KwZezrDYlF2TIxSevWqEuUy1nz6qXKjoort+g7gwhWrH223F9aeNgydWZjAYhgyLBa1GTdOKT16ON83Tn/fAQAAAIBzQUIWpqqzfLkk6egVV5gcCVr/619q+tFHOti3t24PkSJXJOh496uqRLKyVFarNr38sjoNHSrDYimWlDVO1oDcPH58lXl92Q0bmh0CKkn9779XXs2aOta5c5WozeztvLX2NAAAAADP5WN2AKi+/FNSFLZliyQplYSs6QqCgiRJDeYu0NTp0lW33qneHTooeuZMkyM7f0kDB2rN5MklbvHPjonhtmOYwzDU9sknFX/77Qo+rcQGAAAAAKD6YIUsTFO0OjatdWvl1aljcjTVW/TMmWr+1lsypGK36QYmJqrT0KFVOnmZNHCgkvr3V+2EBAUcOaLcqCilxsdXmZWxp7towgTV/7ATDzoAAD6ISURBVPFHbX3mGSVfc43Z4eA8BB08KD+bTQ4/P6VffLHZ4UDeW3saAAAAgOciIQvTUD/WPNWuZqLVqtRu3cyO4oLV2LdPYVu2qPbKlSRkq6iwTZskSekXXyzD39/kaCB5d+1pAAAAAJ6JhCxMs//uu5Vbt66Sr77a7FCqHWomVk3HOndWo6++Uq2EBLNDwfmw2xX9yy+SpNzISMluJ6nnabys9jQAAAAAz0QNWZjmRMeO2j52rI5ffrnZoQBVwrH4eElSxIYN8snONjkaVET0zJnq3aGDGk6dKkmqu3hxla/R7K2oPQ0AAADA1VghC1RD1EysmrIaN1ZOVJQCjxxRzXXrvKIMQ3UQPXOmOg0dKp1xC7w31Gj2Vt5UexoAAACA5yEhC1M0+OYb5YeH6+gVV8geEmJ2ONUONROrKItFqfHxqv+//6lWQgIJWQ9V7Wo0eysvqT0NAAAAwPOQkIX7GYZavfCCAlNStOLHH/mF12zUTKxSjp2WkIVnokYzAAAAAKA81JCF24Vu26bAlBTZg4J0vFMns8OBqJlYlRzr3FmZjRops2lTs0MBAAAAAADngRWycLs6y5ZJklI7d5YjIMDkaFCkqGZi8LKF+njanXrg9q+V2f0qVsZ6GFubNlq4Zo3ZYaAc1GgGAAAAAJSHFbJwu6KE7NHu3U2OBCVYrUrpGq9pbaWUrmxg45EsZ1YihaexBwc7P4pqNJeszlzIsFiUVb++Unr1cp4DAAAAAPBuHrdCNjMzU6+99pp+/fVXJScny+FwFHt+9+7dJkWGymApKFDt336TJB3t0cPkaIAqzG5X0OHDyo6NNTsSlMdq1abx49Vp6NAST1GjGQAAAACqJ49LyA4fPlxLlizRkCFDVK9ePVlYDeZVwjdulF96uvLCw5XWtq3Z4QBVUsi2bbri2mvlCAjQvM2bWTXr4fJr1ZJFKrFpXnZMjDaPH0+NZgAAAACoZjwuIfvLL79o1qxZ6tatm9mhwAVqrl4tSUq94gpWhAHnKatxY/nk5MjPZlPw7t3KbNbM7JBQjoZffSVJ2n/nnTp0660KOHJEuVFRSo2nLAgAAAAAVEcel5CtWbOmatWqZXYYcJE9f/ubjvTpI2turtmhAFWWIzBQJ9q3V+1Vq1Rr5UoSsh7M78QJ1fv5Z0nS/nvu0YkOHUyOCAAAAABgNo/b1Oull17Sv/71L2VlZZkdClzBYlFW06ZKb9XK7EiAKu1YfLwkqXZCgsmRoDz1p0+XNSdHtrg4nWjf3uxwAAAAAAAewONWyP7f//2fdu3apaioKDVu3Fh+fn7Fnl+3bp1JkQGA5zgWHy+99ZbqLF6smBkzuAXeExmGGn7xhSRp/113UesXAAAAACDJAxOyN954o9khwEWavfuuaq5Zo73336+jPXuaHQ5QpfkdPy5DUtCRI+r4t79JKtwkatPLL7NJlKdwOLTv/vvV4JtvdPDWW82OBgAAAADgITwuIfvcc8+ZHQJcJHrWLNVas0ZH+vQxOxSgSoueOVPtH364xPHAxER1GjpUayZPJinrCaxW7bv3Xu27916zIwEAAAAAeBCPS8gWWbt2rbZu3SqLxaK4uDi1p/Zeleabnq6I9eslSUd79DA5GqBqsWZmnnpgt6vNuHGSYejMG+AthiHDYlGbceOU0qOHs3yBPTjYfcECAAAAAIByeVxCNjk5WbfffrsWL16siIgIGYahtLQ09erVS9OmTVNkZKTZIeI81F6xQj52uzKaNFF2gwZmhwNUKQMaNz7nthbDUFBiogY0a+Y89nNKiguiQnnqzpunoEOHdOjmm1UQFmZ2OAAAAAAAD+JjdgBnevTRR2Wz2bR582YdO3ZMx48f16ZNm2Sz2TRy5Eizw8N5qrNsmSRWxwKoHppPnKhL/vlPNf70U7NDAQAAAAB4GI9bITtnzhwtWLBArVq1ch6Li4vTe++9pz7UHq2ynAnZK64wORKg6pm9d6/z81orVyr+jjvOeo6tRQvteOIJJV99tQsjQ2lCtm9XrdWr5bBadWDwYLPDAQAAAAB4GI9bIetwOOTn51fiuJ+fnxwOhwkR4YLY7YqaNUthW7ZIklK7dDE5IKDqsQcHOz9SevVSdkyMDMuZFWQLGSc/wrZvV6cHHlD3vn0V++WXkt3u1pirs4ZffSVJSu7TR7nR0SZHAwAAAADwNB6XkL3qqqv02GOP6fDhw85jhw4d0ujRo3U1K72qlOiZM9W7Qwddft99zmM9+vRR9MyZ5gUFVHVWqza9/LIklUjKGhaLZLFo44QJ2vnoo8oPDVXozp1qMmmS5ONxb/deySc3Vw2+/VaStO/uu02OBgAAAADgiTzuN/R3331X6enpaty4sZo1a6aLLrpITZo0UXp6ut555x2zw8M5ip45U52GDlXgaYl1SQpMTFSnoUNJygIXIGngQK2ZPFk59eoVO54dE6M1kyfrwN13a9u//qUFGzdq8wsvaPuTT0onk7fWjAy1evFFBR08aEboXi9qzhwFpKYqu149pVx1ldnhAAAAAAA8kMfVkI2NjdW6des0f/58bdu2TYZhKC4uTr179zY7NJTDmpl56oHdrjbjxkmGoTNvqrYYhgyLRW3GjVNKjx6S1Vp4SnCw+4IFvEDSwIFK6t9ftRMSFHDkiHKjopQaH+/8npKkgtBQ7X7ooWLnNfriC130zjtq+sEHOnzTTfrr4YeV3rq1u8P3Wg2//FKSdOCOO2T4etx/sQAAAAAAD+Cxvy1ec801uuaaa8wOA+doQOPG59zWYhgKSkzUgGbNnMd+TklxQVSAl7NaldqtW4VOSbvkEh294grVWb5cDb77Tg2++07JvXpp1yOP6Gj37s6VtKg4S0GBHEFBcvj6av+dd5odDgAAAADAQ3lEQvbtt9/Wgw8+qMDAQL399tvlth05cqSbogIA75ParZtWduum8A0b1Oy99xTz00+qu2iR6i5apOPt2+u3mTNl+PuXOM9qs2lws2YaLGnJRYtl6z2g2GpcSIavr1Z//rn8jh1Tfq1aZocDAAAAAPBQHpGQnTBhgu666y4FBgZqwoQJZbazWCwkZD3U7L17FXTggBpPmaLYr76Sb07OWc9JmDpVx7p0cUN0AM6U1q6d1n38sbY9/bSafvihGn79tbIaNiyWjLXk5cnw91f0zJmFZUhO6nn3UGXHxGjTyy8raeBAM8L3aCRjAQAAAADl8YiE7J49e0r9HFVHneXLddk998jicEiSHL6+shQUlKghKxXuBJ8dE6OUXr1YYQeYLKtxY2167TVt/+c/5ZuV5TwevGuXul17rVK7dlW9mTMlwyh2XtEGfWsmTyYpKylk507ZAwKU3bCh2aEAAAAAADycj9kBnOnFF19U1mlJgSLZ2dl68cUXTYgIpbLbFZiY6HyY2qWLCoKDldKzpxKmTdPa//5XslhknFGPsujx5vHjScYCHiS/Vi1lN2gga2amrJmZavjFFwpITVXMzz+XuUGfJLUZN05Wm815XnXV8uWXdXWnTmr06admhwIAAAAA8HAesUL2dC+88IJGjBihGjVqFDuelZWlF154Qf/6179MigySZM3IUOy0aWr60UfKDwvTsgULJItFBWFhWrhqlfIiI51t10yerDZPP62gw4edx7JjYrR5/HhW1AEeqrQN+sra5osN+goFHDmiqLlzZTEMpVKGBQAAAABwFh6XkDUMQ5ZSdvneuHGjalGXzzQBSUlq8vHHavT55/I/cUKSlBcRoaBDh5TdoEHh49OSsZKUNHCgkvr3V+2EBAUcOaLcqCilxsezMhbwYo0/+UTprVopvUUL5dWpc36d2O1V6n2jwTffyKegQMcuu0wZLVuaHQ4AAAAAwMN5TEK2Zs2aslgsslgsuvjii4slZe12uzIyMjRixAgTI6yeQnbs0EVvvaX6P/wgn/x8SVJGkybaPWKEDg4eLHtwcPkdWK1K7dbNDZECqAyz9+51fl5r5UrF33HHWc/Ji4hw/qGm7dixzuO5kZFK7dxZa0+7jd8nJ0eOwMAy+4qeObPUlfUeu4GYYajhl19KkvbfdZfJwQAAAAAAqgKPSchOnDhRhmFo6NCheuGFFxQeHu58zt/fX40bN1YXbgWtHHa7ApYu1+1/StErV8nes3eZq8+Cd+9W7LffSpJS4+O166GHdKRPH49erQbg/J3+R5aUXr2UHROjwMREZ83Y0xVt0Lf6s88U+tdfCt26VaHbtyt02zYF792rgJQUBaSmFjvnyiuukE9BgdJbtJCtVSult2yp9JYtldG8uSIXLVKnoUOr1AZikQm/K2TPHuWHhOjwDTeYHQ4AAAAAoArwmITsvffeq4KCAklS79691eDkbfCoZDNmSI89proHD2qqJE2/27n6LLl3bzX47jtJ0v4hQyRJR/r00e4HHtDBW29VWvv25sUNwP2sVm16+WV1GjpUhsVSLCl7+gZ9tksvle3SS4ufmpGhkJ07ZbHbTx3LzFSN/fsLa88eOqS6Cxee6k+SIyCgzA3EDItFbcaNU0qPHs4/CJ11hb4bNP36G0nS4UGDZA8JMTkaAAAAAEBV4DEJWUny9fXVQw89pK1bt5odineaMUO65ZbSV5/df78KQkPll56u3MhIHbz11sLbin18tPmVV0wKGIDZkgYOLNygb9w4BSUmOo+fbYM+e0hIiT/i2IODNWfnToVu26awbdt0yRNPOJ+zSLLm5pYZhyduIOZXIEUvXSZJ2nf33abGAgAAAACoOjwqIStJnTt31vr169WoUSOzQ6n6MjNPfW63SyNHlkjGSnKuevNLT1dWTIz2Dh0qa2ZmuXUeAVQfRRv0BS9bqI+n3akHbv9amd2vOq/SJQXh4TreubOOd+5cLCFbFeX7SrNWLFajpauU1q6d2eEAAAAAAKoIj0vIPvTQQ3r88cd18OBBdezYUcFn3JJ6ySWXmBRZFXQet8/WOHxYcePHK278eNNXnwHwIFarUrrGa9pm6cau8apRCXWkz2cDsYSpU3XMg+qJFwQHK5HasQAAAACACvC4hOzgwYMlSSNHjnQes1gsMgx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\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "Date and time 2023-03-02 14:54:17.520832\n", "Time since last check is 0:09:29.329537\n", "Time since notebook start is 2:56:44.529452\n" ] } ], "source": [ "import datetime\n", "now = datetime.datetime.now()\n", "print(\"Date and time \",str(now))\n", "#\n", "from scipy.signal import find_peaks\n", "from scipy.signal import peak_prominences\n", "#\n", "debug = False\n", "debugHere = False\n", "runAll = True\n", "useEdge = True\n", "withBG = True\n", "withBG = True\n", "#\n", "lim_num_images = 24\n", "lim_num_comets = 24\n", "#\n", "if ControlData:\n", " pathDir00 = \"C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/ControlBatch/\"\n", " dirList = [pathDir00]\n", "else:\n", " pathDir00 = \"C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/IrradiatedBatch/\"\n", " #pathDir00 = \"C:/Users/green/OneDrive/OneDocuments/Liverpool/LivDat/ImageAnalysis/Images/IrradiatedBatchLowRes/\"\n", " dirList = [pathDir00]\n", "#\n", "print(\" \")\n", "print(\"List of image folders:\")\n", "for folder in dirList:\n", " print(folder)\n", "#\n", "pltX = nCols/200\n", "pltY = nRows/200\n", "#\n", "# Set three thresholds for applying to image (lowest to highest)\n", "thresh = np.array([20, 80, 180])\n", "nThresh = len(thresh)\n", "if nThresh != 3:\n", " print(\" \")\n", " print(\"nThresh =\",nThresh,\" not allowed. Must be 3. Stop program!\")\n", " sys.exit()\n", "\n", "imgThr = np.zeros((nRows, nCols, nThresh))\n", "#\n", "# Requirements on minimum and maximum number of pixels in wheels at the cluster threshold\n", "minClusPixels = 500\n", "maxClusPixels = 200000\n", "#\n", "# Requirements on minimum and maximum number of pixels in wheels at the head threshold(s)\n", "minHeadPixels = 40\n", "maxHeadPixels = 20000\n", "#\n", "print(\" \")\n", "print(\"Cluster ID using Watershed algorithm\")\n", "print(\"Cluster threshold\",thresh[0],\"\\b.\")\n", "print(\"Head low threshold\",thresh[1],\"\\b, high threshold\",thresh[2],\"\\b.\")\n", "print(\"Min number of pixels in cluster\",minClusPixels,\"\\b, max number\",maxClusPixels,\"\\b.\")\n", "print(\"Min number of pixels in head\",minHeadPixels,\"\\b, max number\",maxHeadPixels,\"\\b.\")\n", "#\n", "# Colour table for plots\n", "nColTab = 4\n", "colorTab = ['r', 'orange', 'b', 'c']\n", "#\n", "# Define grid of markers and background marker value:\n", "nStepCols = 3\n", "nStepRows = 3\n", "#\n", "# Ensure rMark + 1 (used later) doesn't cause overflow in number of image rows (i.e. rMark + 1 < nRows)\n", "if nRows%nStepRows > 1:\n", " rMarkTop = nRows\n", "else:\n", " rMarkTop = nRows - nStepRows\n", "rMark, cMark = np.ogrid[0:rMarkTop:nStepRows, 0:nCols:nStepCols]\n", "if debug:\n", " print(\" \")\n", " print(\"rMark.shape\",rMark.shape,\"cMark.shape\",cMark.shape)\n", "#\n", "mStart = 1\n", "markers = np.zeros((nRows, nCols)).astype(int)\n", "markers[rMark, cMark] = rMark/nStepRows + cMark*nRows/(nStepRows*nStepCols) + mStart\n", "if debugHere:\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(markers, cmap = \"CMRmap\");\n", "#\n", "# Widths of overall expansion and additional RH expansion\n", "widthEx = 16\n", "widthExRx = 40\n", "#\n", "# Expansion sizes\n", "print(\"Width of expansion\",widthEx)\n", "print(\"Width of additional rightwards expansion\",widthExRx)\n", "#\n", "# Maximum number of wheels allowed in image\n", "maxWheels = 24\n", "#\n", "# Search region for peak\n", "f_peak = 0.7\n", "#\n", "# SciPy peak finder relative height\n", "s_peak = 0.1\n", "sci_prom_cut = 1000\n", "#\n", "# Peak cut\n", "peak_cut = 0.7\n", "#\n", "num_dirs = len(dirList)\n", "#\n", "total_dir = np.zeros((num_dirs, 2))\n", "left_dir = np.zeros((num_dirs, 2))\n", "right_dir = np.zeros((num_dirs, 2))\n", "head_dir = np.zeros((num_dirs, 2))\n", "tail_dir = np.zeros((num_dirs, 2))\n", "prop_dir = np.zeros((num_dirs, 2))\n", "prop_avg_dir = np.zeros(num_dirs)\n", "prop_rms_dir = np.zeros(num_dirs)\n", "#\n", "for nd in range(0, num_dirs):\n", " path = dirList[nd] + \"*.bmp\"\n", " images = (glob.glob(path))\n", " if runAll:\n", " num_images = len(images)\n", " else:\n", " num_images = min(len(images), lim_num_images)\n", " #\n", " total_im = np.zeros((num_images, 2))\n", " left_im = np.zeros((num_images, 2))\n", " right_im = np.zeros((num_images, 2))\n", " head_im = np.zeros((num_images, 2))\n", " tail_im = np.zeros((num_images, 2))\n", " prop_im = np.zeros((num_images, 2))\n", " prop_rms_im = np.zeros(num_images)\n", " good_images = np.zeros(num_images).astype(bool)\n", " #\n", " print(\" \")\n", " print(\"Look for images in directory \\n\",path)\n", " print(\"Number found is\",num_images)\n", " #\n", " for im in range(0, num_images):\n", " #for im in range(7, 8):\n", " imgRaw = plt.imread(images[im])\n", " print(\" \")\n", " print(\"File index\",im,\"name \" + images[im] + \" read.\")\n", " if debugHere:\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(imgRaw, origin = 'lower', cmap = plt.get_cmap('afmhot'))\n", " plt.show()\n", " #\n", " # Perform initial image processing (convert to grey and apply hot pixel cut)\n", " #debug = True\n", " withHists = False\n", " imgGrey, nRowsHere, nColsHere = processImage(MCdata, imgRaw, hotCut, withHists)\n", " if nRowsHere != nRows or nColsHere != nCols:\n", " print(\"Image index\",im,\"in file\",path,\"has different resolution, omit.\")\n", " plt.figure(figsize = (pltX, pltY))\n", " plt.imshow(imgRaw, origin = 'lower', cmap = plt.get_cmap('afmhot'))\n", " plt.show() \n", " continue\n", " #\n", " # Find wheels using cluster (lowest) threshold\n", " nInClus, rPixCl, cPixCl, iPixCl = findWheels(imgGrey, thresh[0])\n", " if len(nInClus) < 1:\n", " print(\"No clusters in image\",im,\"omit\")\n", " continue\n", " #\n", " # Find wheels using low head threshold\n", " nInHdL, rPixHdL, cPixHdL, iPixHdL = findWheels(imgGrey, thresh[1])\n", " if len(nInHdL) < 1:\n", " print(\"No low threshold heads in image\",im,\"omit\")\n", " continue\n", " #\n", " # Find wheels using high head threshold\n", " nInHdH, rPixHdH, cPixHdH, iPixHdH = findWheels(imgGrey, thresh[2])\n", " if len(nInHdH) < 1:\n", " print(\"No high threshold heads in image\",im,\"omit\")\n", " continue\n", " #\n", " # Expand clusters allowing for possible additional rightward expansion\n", " widthExRx = 40\n", " nInClEx, rPixClEx, cPixClEx, iPixClEx, nInClEd, rPixClEd, cPixClEd, iPixClEd = \\\n", " clusExpandRx(nInClus, rPixCl, cPixCl, widthEx, widthExRx)\n", " #\n", " # Find rims of expanded clusters\n", " nInClExEd, rPixClExEd, cPixClExEd, iPixClExEd = findRims(nInClEx, rPixClEx, cPixClEx)\n", " #\n", " # Find rims of low threshold head\n", " nInHdEdL, rPixHdEdL, cPixHdEdL, iPixHdEdL = findRims(nInHdL, rPixHdL, cPixHdL)\n", " #\n", " # Find rims of high threshold head\n", " nInHdEdH, rPixHdEdH, cPixHdEdH, iPixHdEdH = findRims(nInHdH, rPixHdH, cPixHdH)\n", " #\n", " # Select comets, three threshold analysis\n", " nWheels, pnts_num, pnts_row, pnts_col, edgs_num, edgs_row, edgs_col, \\\n", " mean_row, mean_col, head_num, head_row, head_col = \\\n", " selCometsThree(nInClEx, rPixClEx, cPixClEx, nInClExEd, rPixClExEd, cPixClExEd, \n", " nInHdL, rPixHdL, cPixHdL, nInHdEdL, rPixHdEdL, cPixHdEdL,\n", " nInHdH, rPixHdH, cPixHdH, nInHdEdH, rPixHdEdH, cPixHdEdH) \n", " #debug = False\n", " #\n", " if nWheels > maxWheels:\n", " print(\" \")\n", " print(\"Maximum number of wheels exceeded.\")\n", " continue\n", " elif nWheels < 1:\n", " print(\"Image not used as no good comets - before peak analysis.\")\n", " continue\n", " print(\" \")\n", " print(f\"Image {im} with {nWheels} comets.\")\n", " #\n", " total_arr = np.zeros((nWheels, 2))\n", " left_arr = np.zeros((nWheels, 2))\n", " right_arr = np.zeros((nWheels, 2))\n", " tail_arr = np.zeros((nWheels, 2))\n", " head_arr = np.zeros((nWheels, 2))\n", " prop_arr = np.zeros((nWheels, 2))\n", " good_comets = np.zeros(nWheels).astype(bool)\n", " #\n", " for nW in range(0, nWheels):\n", " first_row = int(np.amin(edgs_row[nW, 0:edgs_num[nW]]))\n", " last_row = int(np.amax(edgs_row[nW, 0:edgs_num[nW]]))\n", " n_rows = last_row - first_row + 1\n", " first_col = int(np.amin(edgs_col[nW, 0:edgs_num[nW]]))\n", " last_col = int(np.amax(edgs_col[nW, 0:edgs_num[nW]]))\n", " n_cols = last_col - first_col + 1\n", " #\n", " row_bots = np.zeros(n_cols).astype(int)\n", " row_tops = np.zeros(n_cols).astype(int)\n", " for nC in range(0, n_cols):\n", " col = first_col + nC\n", " row_select = edgs_col[nW, :] == col\n", " row_bots[nC] = np.amin(edgs_row[nW, row_select])\n", " row_tops[nC] = np.amax(edgs_row[nW, row_select])\n", " #\n", " withImages = im == 0\n", " slice_integrals = IntegrateComet(withImages, np.rint(mean_row[nW]), row_bots, row_tops, first_col, last_col) \n", " #\n", " n_cols = last_col - first_col + 1\n", " #\n", " columns = np.linspace(first_col, last_col, n_cols).astype(int)\n", " #\n", " peak_val = f_peak*np.amax(slice_integrals[:, 0])\n", " peak_val_arr = np.where(slice_integrals[:, 0] > peak_val)[0]\n", " peak_ind = int(np.rint(np.sum(peak_val_arr*slice_integrals[peak_val_arr, 0])/\n", " np.sum(slice_integrals[peak_val_arr, 0])))\n", " peak_col = columns[peak_ind]\n", " peak_row = np.mean(slice_integrals[peak_val_arr, 0])\n", " #\n", " sci_peaks = find_peaks(slice_integrals[:, 0], height = s_peak*np.amax(slice_integrals[:, 0]), \n", " threshold = 1, distance = 20)\n", " sci_proms = peak_prominences(slice_integrals[:, 0], sci_peaks[0], wlen = None)\n", " good_peaks = sci_proms[0] > sci_prom_cut\n", " n_sci_peaks = np.sum(good_peaks)\n", " #\n", " fig, axs = plt.subplots(1, 1, figsize = (2*pltX, pltY))\n", " axs.set_title('Column integral results')\n", " axs.set_xlabel('Column')\n", " axs.set_ylabel('Integral')\n", " axs.grid(color = 'g')\n", " #\n", " axs.errorbar(columns[0:n_cols], slice_integrals[0:n_cols, 0], \n", " xerr = np.ones(n_cols)/np.sqrt(12), yerr = slice_integrals[0:n_cols, 1], \n", " color = 'r', marker = '+', linestyle = '', label = \"Column sums\") \n", " axs.plot(columns[peak_val_arr], slice_integrals[peak_val_arr, 0], \n", " color = 'c', marker = 'o', linestyle = '', label = \"Peak region\") \n", " axs.plot(peak_col, peak_row, color = 'b', marker = 'o', linestyle = '', label = \"Primary peak\") \n", " axs.plot(columns[sci_peaks[0][good_peaks]], np.zeros(n_sci_peaks), \n", " color = 'k', marker = '^', linestyle = '', label = \"Secondary peaks\") \n", " #\n", " plt.legend()\n", " plt.tight_layout()\n", " plt.show()\n", " #\n", " A_cont = 0.0\n", " total = np.sum(slice_integrals[:, 0])\n", " err_total = np.sqrt(np.sum(slice_integrals[:, 1]**2))\n", " left = np.sum(slice_integrals[0:peak_ind, 0])\n", " err_left = np.sqrt(np.sum(slice_integrals[0:peak_ind, 1]**2))\n", " right = np.sum(slice_integrals[peak_ind:n_cols, 0])\n", " err_right = np.sqrt(np.sum(slice_integrals[peak_ind:n_cols, 1]**2))\n", " head = left + (1 - A_cont)/(1 + A_cont)*left\n", " err_head = np.sqrt(1 + (1 - A_cont)**2/(1 + A_cont)**2)*err_left\n", " tail = total - head\n", " err_tail = np.sqrt(err_total**2 + err_head**2)\n", " tail_prop = tail/total\n", " err_tail_prop = abs(tail_prop)*np.sqrt(err_tail**2/tail**2 + err_total**2/total**2)\n", " #\n", " peak_pos = (peak_col - first_col)/n_cols\n", " #\n", " good_comets[nW] = n_sci_peaks == 1 and peak_pos < peak_cut\n", " #\n", " print(f\"Intensities for comet index {nW}.\")\n", " print(f\"Total {total:.1f} +- {err_total:.1f} (error {100*err_total/total:.1f}%).\")\n", " print(f\"Left {left:.1f} +- {err_left:.1f} (error {100*err_left/left:.1f}%).\")\n", " print(f\"Right {right:.1f} +- {err_right:.1f} (error {100*err_right/right:.1f}%).\")\n", " print(f\"Head {head:.1f} +- {err_head:.1f} (error {100*err_head/head:.1f}%).\")\n", " print(f\"Tail {tail:.1f} +- {err_tail:.1f} (error {100*err_tail/tail:.1f}%).\")\n", " print(f\"Tail Prop. {tail_prop:.4f} +- {err_tail_prop:.4f} (error {100*err_tail_prop/tail_prop:.2f}%).\")\n", " #\n", " total_arr[nW, 0] = total\n", " total_arr[nW, 1] = err_total\n", " left_arr[nW, 0] = left\n", " left_arr[nW, 1] = err_left\n", " right_arr[nW, 0] = right\n", " right_arr[nW, 1] = err_right\n", " head_arr[nW, 0] = head\n", " head_arr[nW, 1] = err_head\n", " tail_arr[nW, 0] = tail\n", " tail_arr[nW, 1] = err_tail\n", " prop_arr[nW, 0] = tail_prop\n", " prop_arr[nW, 1] = err_tail_prop\n", " #\n", " # End of loop over comets\n", " #\n", " if np.sum(good_comets) > 0.5:\n", " good_images[im] = True\n", " total_im[im, 0], total_im[im, 1] = np.average(total_arr[good_comets, 0], \n", " weights = 1/total_arr[good_comets, 1]**2, returned = True)\n", " total_im[im, 1] = np.sqrt(1/total_im[im, 1])\n", " left_im[im, 0], left_im[im, 1] = np.average(left_arr[good_comets, 0], \n", " weights = 1/left_arr[good_comets, 1]**2, returned = True)\n", " left_im[im, 1] = np.sqrt(1/left_im[im, 1])\n", " right_im[im, 0], right_im[im, 1] = np.average(right_arr[good_comets, 0], \n", " weights = 1/right_arr[good_comets, 1]**2, returned = True)\n", " right_im[im, 1] = np.sqrt(1/right_im[im, 1])\n", " head_im[im, 0], head_im[im, 1] = np.average(head_arr[good_comets, 0], \n", " weights = 1/head_arr[good_comets, 1]**2, returned = True)\n", " head_im[im, 1] = np.sqrt(1/head_im[im, 1])\n", " tail_im[im, 0], tail_im[im, 1] = np.average(tail_arr[good_comets, 0], \n", " weights = 1/tail_arr[good_comets, 1]**2, returned = True)\n", " tail_im[im, 1] = np.sqrt(1/tail_im[im, 1])\n", " prop_im[im, 0], prop_im[im, 1] = np.average(prop_arr[good_comets, 0], \n", " weights = 1/prop_arr[good_comets, 1]**2, returned = True)\n", " prop_im[im, 1] = np.sqrt(1/prop_im[im, 1])\n", " prop_rms_im[im] = np.std(prop_arr[good_comets, 0], ddof = 1)\n", " print(\" \")\n", " print(\"Results for image\",im)\n", " print(f\"Total {total_im[im, 0]:.1f} +- {total_im[im, 1]:.1f}.\")\n", " print(f\"Left {left_im[im, 0]:.1f} +- {left_im[im, 1]:.1f}.\")\n", " print(f\"Right {right_im[im, 0]:.1f} +- {right_im[im, 1]:.1f}.\")\n", " print(f\"Head {head_im[im, 0]:.1f} +- {head_im[im, 1]:.1f}.\")\n", " print(f\"Tail {tail_im[im, 0]:.1f} +- {tail_im[im, 1]:.1f}.\")\n", " print(f\"Prop {prop_im[im, 0]:.3f} +- {prop_im[im, 1]:.3f}.\")\n", " print(f\"Prop var {prop_rms_im[im]:.3f}.\")\n", " #\n", " comets = np.linspace(0, nWheels - 1, nWheels)\n", " fig, axs = plt.subplots(2, 2, figsize = (2*pltX, 2*pltY))\n", " axs[0, 0].set_title('Total, left and right intensities')\n", " axs[0, 0].set_xlabel('Comet')\n", " axs[0, 0].set_ylabel('Intensities')\n", " axs[0, 0].grid(color = 'g')\n", " #\n", " axs[0, 0].errorbar(comets, total_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = total_arr[:, 1], color = 'r', \n", " marker = 'o', linestyle = '--', label = 'Total intensity') \n", " axs[0, 0].errorbar(comets, left_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = left_arr[:, 1], color = 'b', \n", " marker = 'o', linestyle = '--', label = 'Left intensity') \n", " axs[0, 0].errorbar(comets, right_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = right_arr[:, 1], color = 'c', \n", " marker = 'o', linestyle = '--', label = 'Right intensity') \n", " axs[0, 0].errorbar(comets[good_comets], np.zeros(nWheels)[good_comets], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good comets') \n", " axs[0, 0].legend()\n", " #\n", " axs[0, 1].set_title('Total, head and tail results')\n", " axs[0, 1].set_xlabel('Comet')\n", " axs[0, 1].set_ylabel('Intensities')\n", " axs[0, 1].grid(color = 'g')\n", " #\n", " axs[0, 1].errorbar(comets, total_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = total_arr[:, 1], color = 'r', \n", " marker = 'o', linestyle = '--', label = 'Total intensity') \n", " axs[0, 1].errorbar(comets, head_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = head_arr[:, 1], color = 'b', \n", " marker = 'o', linestyle = '--', label = 'Head intensity') \n", " axs[0, 1].errorbar(comets, tail_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = tail_arr[:, 1], color = 'c', \n", " marker = 'o', linestyle = '--', label = 'Tail intensity') \n", " axs[0, 1].errorbar(comets[good_comets], np.zeros(nWheels)[good_comets], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good comets') \n", " axs[0, 1].legend()\n", " #\n", " axs[1, 0].set_title('Tail proportion')\n", " axs[1, 0].set_xlabel('Comet')\n", " axs[1, 0].set_ylabel('Proportion')\n", " axs[1, 0].grid(color = 'g')\n", " #\n", " axs[1, 0].errorbar(comets, prop_arr[:, 0], xerr = np.ones(nWheels)/np.sqrt(12),\n", " yerr = prop_arr[:, 1], color = 'r', \n", " marker = 'o', linestyle = '--', label = 'Tail proportion') \n", " axs[1, 0].errorbar(comets[good_comets], np.zeros(nWheels)[good_comets], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good comets') \n", " axs[1, 0].plot(comets, prop_im[im, 0]*np.ones(nWheels), color = 'b', \n", " marker = '', linestyle = '--', label = 'Mean') \n", " axs[1, 0].fill_between(comets, \n", " (prop_im[im, 0] - prop_rms_im[im])*np.ones(nWheels),\n", " (prop_im[im, 0] + prop_rms_im[im])*np.ones(nWheels),\n", " color = 'c', alpha = 0.3, label = 'RMS') \n", " axs[1, 0].legend()\n", " #\n", " axs[1, 1].set_visible(False)\n", " #\n", " plt.tight_layout()\n", " plt.show()\n", " else:\n", " good_images[im] = False\n", " total_im[im, 0], total_im[im, 1] = 0.0, 1.0\n", " left_im[im, 0], left_im[im, 1] = 0.0, 1.0\n", " right_im[im, 0], right_im[im, 1] = 0.0, 1.0\n", " head_im[im, 0], head_im[im, 1] = 0.0, 1.0\n", " tail_im[im, 0], tail_im[im, 1] = 0.0, 1.0\n", " prop_im[im, 0], prop_im[im, 1] = 0.0, 1.0\n", " print(\" \")\n", " print(\"No results for image\",im)\n", " #\n", " # End of loop over images\n", " if np.sum(good_images) > 0.5:\n", " total_dir[nd, 0], total_dir[nd, 1] = np.average(total_im[good_images, 0], \n", " weights = 1/total_im[good_images, 1]**2, returned = True)\n", " total_dir[nd, 1] = 1/np.sqrt(total_dir[nd, 1])\n", " left_dir[nd, 0], left_dir[nd, 1] = np.average(left_im[good_images, 0], \n", " weights = 1/left_im[good_images, 1]**2, returned = True)\n", " left_dir[nd, 1] = 1/np.sqrt(left_dir[nd, 1])\n", " right_dir[nd, 0], right_dir[nd, 1] = np.average(right_im[good_images, 0], \n", " weights = 1/right_im[good_images, 1]**2, returned = True)\n", " right_dir[nd, 1] = 1/np.sqrt(right_dir[nd, 1])\n", " head_dir[nd, 0], head_dir[nd, 1] = np.average(head_im[good_images, 0], \n", " weights = 1/head_im[good_images, 1]**2, returned = True)\n", " head_dir[nd, 1] = 1/np.sqrt(head_dir[nd, 1])\n", " tail_dir[nd, 0], tail_dir[nd, 1] = np.average(tail_im[good_images, 0], \n", " weights = 1/tail_im[good_images, 1]**2, returned = True)\n", " tail_dir[nd, 1] = 1/np.sqrt(tail_dir[nd, 1])\n", " prop_dir[nd, 0], prop_dir[nd, 1] = np.average(prop_im[good_images, 0], \n", " weights = 1/prop_im[good_images, 1]**2, returned = True)\n", " prop_dir[nd, 1] = 1/np.sqrt(prop_dir[nd, 1])\n", " prop_rms_dir[nd] = np.mean(prop_rms_im[good_images])\n", " print(\" \")\n", " print(\"Results for directory\",nd)\n", " print(f\"Total {total_dir[nd, 0]:.1f} +- {total_dir[nd, 1]:.1f}.\")\n", " print(f\"Left {left_dir[nd, 0]:.1f} +- {left_dir[nd, 1]:.1f}.\")\n", " print(f\"Right {right_dir[nd, 0]:.1f} +- {right_dir[nd, 1]:.1f}.\")\n", " print(f\"Head {head_dir[nd, 0]:.1f} +- {head_dir[nd, 1]:.1f}.\")\n", " print(f\"Tail {tail_dir[nd, 0]:.1f} +- {tail_dir[nd, 1]:.1f}.\")\n", " print(f\"Prop {prop_dir[nd, 0]:.5f} +- {prop_dir[nd, 1]:.5f}.\")\n", " print(f\"Mean prop RMS {prop_rms_dir[nd]:.3f}.\")\n", " #\n", " image_ind = np.linspace(0, num_images - 1, num_images)\n", " #\n", " fig, axs = plt.subplots(2, 2, figsize = (2*pltX, 2*pltY))\n", " axs[0, 0].set_title('Total, left and right intensities')\n", " axs[0, 0].set_xlabel('Image')\n", " axs[0, 0].set_ylabel('Intensities')\n", " axs[0, 0].grid(color = 'g')\n", " #\n", " axs[0, 0].errorbar(image_ind, total_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = total_im[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Total intensity') \n", " axs[0, 0].errorbar(image_ind, left_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = left_im[:, 1], color = 'b', marker = 'o', linestyle = '--', label = 'Left intensity') \n", " axs[0, 0].errorbar(image_ind, right_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = right_im[:, 1], color = 'c', marker = 'o', linestyle = '--', label = 'Right intensity') \n", " axs[0, 0].errorbar(image_ind[good_images], np.zeros(num_images)[good_images], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good images') \n", " axs[0, 0].legend()\n", " #\n", " axs[0, 1].set_title('Total, head and tail intensities')\n", " axs[0, 1].set_xlabel('Image')\n", " axs[0, 1].set_ylabel('Intensities')\n", " axs[0, 1].grid(color = 'g')\n", " #\n", " axs[0, 1].errorbar(image_ind, total_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = total_im[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Total intensity') \n", " axs[0, 1].errorbar(image_ind, head_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = head_im[:, 1], color = 'b', marker = 'o', linestyle = '--', label = 'Head intensity') \n", " axs[0, 1].errorbar(image_ind, tail_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = tail_im[:, 1], color = 'c', marker = 'o', linestyle = '--', label = 'Tail intensity') \n", " axs[0, 1].errorbar(image_ind[good_images], np.zeros(num_images)[good_images], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good images') \n", " axs[0, 1].legend()\n", " #\n", " axs[1, 0].set_title('Tail proportion')\n", " axs[1, 0].set_xlabel('Image')\n", " axs[1, 0].set_ylabel('Proportion')\n", " axs[1, 0].grid(color = 'g')\n", " #\n", " axs[1, 0].errorbar(image_ind, prop_im[:, 0], xerr = np.ones(num_images)/np.sqrt(12),\n", " yerr = prop_im[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Tail proportion') \n", " axs[1, 0].errorbar(image_ind[good_images], np.zeros(num_images)[good_images], color = 'g', \n", " marker = '^', linestyle = '', label = 'Good images') \n", " axs[1, 0].plot(image_ind, prop_dir[nd, 0]*np.ones(num_images), color = 'b', \n", " marker = '', linestyle = '--', label = 'Mean') \n", " axs[1, 0].fill_between(image_ind, \n", " (prop_dir[nd, 0] - prop_rms_dir[nd])*np.ones(num_images),\n", " (prop_dir[nd, 0] + prop_rms_dir[nd])*np.ones(num_images),\n", " color = 'c', alpha = 0.3, label = 'Average RMS') \n", " axs[1, 0].legend()\n", " #\n", " axs[1, 1].set_visible(False)\n", " #\n", " plt.tight_layout()\n", " plt.show()\n", " else:\n", " print(\" \")\n", " print(\"No results for directory\",nd)\n", " total_dir[nd, 0], total_dir[nd, 1] = 0.0, 1.0\n", " left_dir[nd, 0], left_dir[nd, 1] = 0.0, 1.0\n", " right_dir[nd, 0], right_dir[nd, 1] = 0.0, 1.0\n", " head_dir[nd, 0], head_dir[nd, 1] = 0.0, 1.0\n", " tail_dir[nd, 0], tail_dir[nd, 1] = 0.0, 1.0\n", " prop_dir[nd, 0], prop_dir[nd, 1] = 0.0, 1.0\n", "\n", "# End of loop over directories \n", "#\n", "dir_ind = np.linspace(0, num_dirs - 1, num_dirs)\n", "print(\" \")\n", "print(\"Results for all directories\")\n", "fig, axs = plt.subplots(2, 2, figsize = (2*pltX, 2*pltY))\n", "axs[0, 0].set_title('Total, left and right intensities')\n", "axs[0, 0].set_xlabel('Directory')\n", "axs[0, 0].set_ylabel('Intensities')\n", "axs[0, 0].grid(color = 'g')\n", "#\n", "axs[0, 0].errorbar(dir_ind, total_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = total_dir[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Total intensity') \n", "axs[0, 0].errorbar(dir_ind, left_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = left_dir[:, 1], color = 'b', marker = 'o', linestyle = '--', label = 'Left intensity') \n", "axs[0, 0].errorbar(dir_ind, right_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = right_dir[:, 1], color = 'c', marker = 'o', linestyle = '--', label = 'Right intensity') \n", "axs[0, 0].legend()\n", "#\n", "axs[0, 1].set_title('Total, head and tail intensities')\n", "axs[0, 1].set_xlabel('Directory')\n", "axs[0, 1].set_ylabel('Intensities')\n", "axs[0, 1].grid(color = 'g')\n", "#\n", "axs[0, 1].errorbar(dir_ind, total_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = total_dir[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Total intensity') \n", "axs[0, 1].errorbar(dir_ind, head_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = head_dir[:, 1], color = 'b', marker = 'o', linestyle = '--', label = 'Head intensity') \n", "axs[0, 1].errorbar(dir_ind, tail_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = tail_dir[:, 1], color = 'c', marker = 'o', linestyle = '--', label = 'Tail intensity') \n", "axs[0, 1].legend()\n", "#\n", "axs[1, 0].set_title('Tail proportion')\n", "axs[1, 0].set_xlabel('Directory')\n", "axs[1, 0].set_ylabel('Proportion')\n", "axs[1, 0].grid(color = 'g')\n", "axs[1, 0].errorbar(dir_ind, prop_dir[:, 0], xerr = np.ones(num_dirs)/np.sqrt(12),\n", " yerr = prop_dir[:, 1], color = 'r', marker = 'o', linestyle = '--', label = 'Tail proportion') \n", "axs[1, 0].legend()\n", "#\n", "axs[1, 1].set_visible(False)\n", "#\n", "plt.tight_layout()\n", "plt.show()\n", "#\n", "then = now\n", "now = datetime.datetime.now()\n", "print(\" \")\n", "print(\"Date and time\",str(now))\n", "print(\"Time since last check is\",str(now - then))\n", "print(\"Time since notebook start is\",str(now - startNB))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Investigate stability of peak position\n", "\n", "Minimise fluctuations in tail proportion as a function of f_peak while simultaneously avoiding bias as far as is feasible.\n", "\n", "\n", "|f_peak |Tail proportion | Mean prop RMS |\n", "|-----------|------------------|----------------|\n", "|0.98 | 0.194 | 0.141 |\n", "|0.95 | 0.193 | 0.119 |\n", "|0.92 | 0.201 | 0.104 |\n", "|0.9 | 0.201 | 0.097 |\n", "|0.88 | 0.194 | 0.088 |\n", "|0.85 | 0.186 | 0.077 |\n", "|0.82 | 0.179 | 0.072 |\n", "|0.8 | 0.178 | 0.069 |\n", "|0.7 | 0.156 | 0.054 |\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Date and time 2023-03-02 15:24:36.413387\n" ] }, { "data": { "image/png": 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Q8d+WpXGlDdx78KxcVlj7vyG/klPf+UTaTnj/0YxSKt1tL9nhxx9/NPsHk5KSwurVq6lUqdIjPw2nnRb78ssvzcoPHDjAsWPHaNGihVn5rVu32LBhg1nZypUrsbOzo0mTJoB2mvP27dt89913ZvWWL19u3P4o1hwFBQUF4eLiku49XLx4ke3bt1v0epbI6HcK8Mknnzx2m82bN8+0T7Ni5MiRVK5cmZkzZ3Lr1q1M63Xq1IlOnToxYMCAh95amNGHINA+CBkMBkqXLv3ImJ577jm2b99OZGQkLVu2BKBq1aqUK1eOCRMmkJSUZDzyzow1+8XjsGT/fuGFF4iLiyMlJYW6deum+6pWrRrwePtLnTp12LVrFxcvXqRZs2YWna63lqVxVa1alUqVKrFkyZKH3hFhze8kO/435AdyRJ1PtGzZEicnJ3r06MHIkSOJj49nwYIF/Pvvv9n+Wp6enjz77LOMHz8eNzc35s+fz/Hjx9PdopWRatWqMXjwYD788EPs7Oxo06YN586dY/z48fj4+BAWFmZWv3jx4rz66qtcuHCBqlWrEhERwaeffsqrr75KuXLlAOjTpw8ff/wxffv25dy5c9SoUYOff/6Z6dOn07Zt20f+MwbtqMTX15f169fTokULihUrhqenZ4a3sRUpUoTx48fz1ltv0adPH3r06EFcXByTJ0/G2dmZiRMnWtaRj9CwYUOKFi1KSEgIEydOxNHRkRUrVvD7778/dpt9+vRhzpw59OnTh2nTplGlShUiIiLYsmVLlmJ1dHRk+vTpdO3alXnz5jFu3LgM6zk7O/P1118/sr3Bgwdz48YNunTpQvXq1bG3t+f48ePMmTMHOzs7Ro0a9cg2WrRowfz587l27Rpz5841K1+6dClFixY1uzUrI9bsF4/Dkv27e/furFixgrZt2zJs2DDq1auHo6MjFy9eZMeOHQQHB9OpU6fH3l/8/f3ZvXs3zz33HE2aNGHbtm3ZevrZmrg+/vhj2rdvT4MGDQgLC6NcuXJcuHCBLVu2sGLFCgBq1KgBwLx58+jbty+Ojo5Uq1Ytw0lXsuN/Q75g06FsIlMZjfr+/vvvVa1atZSzs7MqU6aMevPNN9WmTZsUoHbs2GH23KyM+h4yZIiaP3++qlSpknJ0dFR+fn5qxYoVZvUyGxmqlDYi/Z133lFVq1ZVjo6OytPTU/Xq1UtFR0eb1WvatKl66qmn1M6dO1XdunWVXq9XpUqVUm+99ZZKSkoyqxsXF6dCQkJUqVKllIODg/L19VVjxoxR8fHxGcafkW3btqk6deoovV6vAGN/ZHR7llJKffbZZ6pmzZrKyclJeXh4qODgYHXkyBGzOpmNzk8bMfwoUVFRKigoSLm6uiovLy81aNAg9dtvv6UboW3N61y8eFF16dJFFSpUSBUuXFh16dJFRUVFZen2rDT169dXRYsWVTdu3HhoXPfLaGT1li1b1IABA1RAQIDy8PBQDg4OqlSpUqpz585q7969D20vzb///qvs7OyUm5ubSkxMNJavWLFCAapz587pnvPgqGGlMt8v0vr2/lsKlcp8f8notSzdv5OSktR7771n/PsuVKiQ8vPzU6+88oo6deqUsV5W9peLFy8qPz8/Vb58+YfejvSwUd9PPfVUhs+xNC6llNq7d69q06aN8vDwUHq9XlWqVEmFhYWZ1RkzZowqXbq0srOzM/v/ltHvL6v/Gyz932hLOqVyaAogkS/pdDqGDBnCRx99lOOv1axZM65du/bI65FC5Eeyf4vsIteohRBCiDxMErUQQgiRh8mpbyGEECIPkyNqIYQQIg+TRC2EEELkYZKohRBCiDxMJjzJQGpqKpcvX6Zw4cJZno5SCCGEeJBSilu3blG6dGns7B5+zCyJOgOXL1/Gx8fH1mEIIYR4wkVHRz9ypjhJ1BlIm6ouOjoad3f3LLVlSDDgM9uH6PBo3PVZays/k34wkb7QSD+YSF9oClI/GAwGfHx8Mpwa9UGSqDOQdrrb3d09y4maBMD5v7ae8B3voaQfTKQvNNIPJtIXmgLYD5ZcXpXBZEIIIUQeJolaCCGEyMMkUQshhBB5mFyjzoKUlBSSkpIeWicxMRFfN18SExKJV/G5FFneY6t+cHR0xN7ePtdeTwghspsk6seglCI2NpYbN248sm6qSmVho4X8c/Efruqu5nxweZQt+6FIkSKULFlS7okXQuRLkqgfQ1qSLlGiBK6urg9NACmpKdy7do/ynuWxtyu4R3a26AelFHfv3uXKlSsAlCpVKldeVwghspMkaiulpKQYk3Tx4sUfXT81BRzA2dm5wCdqW/SDi4sLAFeuXKFEiRJyGlwIke/IYDIrpV2TdnV1tXEkwlJpv6tHjScQQoi8SBL1Y5LrnfmH/K6EEPmZzRP1/PnzqVChAs7OzgQGBrJ79+5M665bt46WLVvi5eWFu7s7QUFBbNmyJV29b775hoCAAPR6PQEBAXz77bc5+RaEEEKIHGPTa9SrV69m+PDhzJ8/n0aNGvHJJ5/Qpk0bjh49Srly5dLV/+mnn2jZsiXTp0+nSJEiLF26lPbt27Nv3z7q1KkDwN69e+nWrRtTp06lU6dOfPvtt3Tt2pWff/6Z+vXr5/ZbfGI0a9aM2rVrM3fuXADKly/P8OHDGT58uE3jEiLfO3wYl5nT2fszuEa0AF0Oj6NwcIDnnoN+/aB8+Zx9LZE9lA3Vq1dPhYSEmJX5+fmp0aNHW9xGQECAmjx5svFx165d1fPPP29Wp3Xr1qp79+4Wt3nz5k0FqJs3b6bbdu/ePXX06FF17949i9pKTklWBy4dUMkpyRa/fk4AHvrVt2/fhz4/Li5OGQwG42NfX181Z84ci1/flv1g7e8sp92Mv6mYhLoZn37/KkgKfD/89ptSHTsqBbb7at5cqS++UOrOHVv3hlKqYO0TD8szD7LZEXViYiIHDx5k9OjRZuWtWrUiKirKojZSU1O5desWxYoVM5bt3buXsLAws3qtW7c2HglmJCEhgYSEBONjg8GgfU8waJPEPxB3qkolJTVFG8n8CCkqxfQ99ZHVc8zFSxeNP69Zs4ZJEydx9NhRY5mLi8tD349HEQ8Aszpp/WAJS/ohMTERJycni9qzRkpqCqkqlduJt0nUJWZ7+9YyJBjMvhdUBbUf7A7/jn7aOzh+/wMASqfjXpcO9LRfz2edluDqmLMDVXXX4nBcvRb7HbvQ7dgBO3aghgwh6cVOJPXpRUr9/wMbjesoSPuENe/RZon62rVrpKSk4O3tbVbu7e1NbGysRW28//773Llzh65duxrLYmNjrW5zxowZTJ48OV25z2wfcDYv83XzZWGjhdy7ds+q3vvjnz8sr5zDbqgbpJJKDDHa4+s3eHfcuxzed5ibN25StnxZ+r/en9YdWxuf88qLr1A1oCpvTHkDgMSURC4aLnIo9lCGrzFp+CRuG25TrXo11i5bS2JCIq2CW/Hm22/i6ORobLNStUo4Ojryw9c/ULFaRRZ9s4iDew/ywdsfcOroKdyLuNPuf+14deSrODg4mD0PYNO6Tdjb2dOlTxdCRoZkPHAsGa7dvEa7iHacv3M+2/oxq3zmyJrnUHD6oc5lmLgLgk9oj1OBr2rA200Ux73WA7D++IDcCaYJlKsJfQ9Dv8NQ8YYBpyWf47Tkc455wtLa8EUtiH30Cow5okDsE1ZM0Gjz+6gf/MeqlLJolO5XX33FpEmTWL9+PSVKlMhSm2PGjCE8PNz4OG2d0Ojw9OtRJyYk8s/FfyjvWR5nZ+e0F4C7dzNsO0Wl8NeVv6heojr2OXHtydXV6k+/f3j8gb3Onjoltev6l1Iu0aJRC6ZPmI67uzsRERG8MfQNmtdpbryuX8ipECXcShif42TvRFn3ssbHDyruUpxdm3bh7eHNzh07OXP2DAMGDKCqT1WmTZtmbHPT15t4JeQVovZEoZSicEphwvuE07dvX9asWMOJ4yd45ZVX8C3uy8SJE82eN2DAAPb9so+Dvx4kJCSEegH1GPTyoHSxxMfHc+72OX4d/CtO+uw/YreWIcGAzxwfosOe/DV3H6ag9IPdb4e0I+gfNgGg7OxI6voiiWPepH21qrTHxn2Rmsqd3XtwXL4Cx3Xf4X/tHrO2wTs77Elu9RxJfV4iuV0byIGzXQ8qKPsE/JdnZlr4gSSnz8NnJiEhQdnb26t169aZlQ8dOlQ1adLkoc9dtWqVcnFxURs3bky3zcfHR82ePdusbPbs2apcuXIWx2b1Nerbt213jen2bYvfV5qlS5cqDw+Ph9Zp27ateuONN4yPmzZtqoYNG2Z8/Khr1H379lXFihVTd/679pWckqxGzxitChUqpFJSUoxt1q5d2+x5b731lqpWrZpKTU01ln388cfpnufv729WZ9SoUcrf3z/DWOQadd70xPfDr78q1b696W/Vzk6pl15S6tixdFXzTF/cvKnUp58q1bCh+f8ZT0+lhg1T6vDhnH35vNIPucCaa9Q2uz3LycmJwMBAIiMjzcojIyNp2LBhps/76quv6NevHytXrqRdu3bptgcFBaVrc+vWrQ9ts6BLSUlh2rRp1KxZk+LFi1OoUCG2bt3KhQsXstRurVq1zCaGqRFYg9u3bxMdHW0sq1u3rtlzjh07RlBQkNkZkEaNGnH79m0uXjRdZ2/QoIFZnaCgIE6dOkVKimXXzIXIMb/+Cu3bQ9268P33YGcHvXrB0aPw5Zfg52frCDPn7g6DBsGePXD8OIweDaVKwbVrMG8e1K4NTz8NH30E16/bOtoCw6anvsPDw+nduzd169YlKCiIRYsWceHCBUJCQgDtlPSlS5dYvnw5oCXpPn36MG/ePBo0aGC87uzi4oKHhzbYadiwYTRp0oR33nmH4OBg1q9fz7Zt2/j5559z7o24usLt2xluSklN4fd/fqeWd62cmTozG2ZIe//995kzZw5z586lRo0auLm5MXz4cBITc2bg1f0J1s3NzWybyuAyhVIq3fOEyHMOHIDJk+EHbZAYdnbw0kswbhxUrWrb2B5HtWowYwZMnQpbt8LSpbB+PRw6BK+/Dm+8AcHB0L8/tGoFMj1vjrFpou7WrRtxcXFMmTKFmJgYqlevTkREBL6+vgDExMSYHdV98sknJCcnM2TIEIYMGWIs79u3L8uWLQOgYcOGrFq1inHjxjF+/HgqVarE6tWrc/Yeap0OHkg4RqkppLq6aNvz6Fzfu3fvJjg4mF69egHaaPpTp07h7++fpXZ///137t27Z5xv+6/f/qJQoUKULVs20+cEBATwzTffmCXsqKgoChcuTJkyZYz1fvnlF7Pn/fLLL1SpUkXm8ha5b/9+LUFHRGiP046gx47Nnwn6QQ4O0Lat9nXtGqxcqSXtw4dh7Vrtq0wZ6NNHuzf7SXjPeYzNZyYLDQ3l3LlzJCQkcPDgQZo0aWLctmzZMnbu3Gl8vHPnTpRS6b7SknSaF198kePHj5OYmMixY8fo3LlzLr2b/Kly5cpERkYSFRXFsWPHeOWVVyweef8wiYmJDBw4kKNHj7Jp0yY+ef8TQoeEYmeX+W4XGhpKdHQ0r7/+OsePH2f9+vVMnDiR8PBws+dFR0cTHh7OiRMn+Oqrr/jwww8ZNmxYlmMWwmL79mnJq359LUnb2WnJ6vhx+PzzJzNheXrC0KHaUfWhQ9rPxYrBpUva0Xe1avDMM7BkCdy6Zetonxg2T9TC9saPH8/TTz9N69atadasGSVLlqRjx45ZbrdFixZUqVKFJk2a0KN7Dxq3bGwcuZ2ZMmXKEBERwf79+6lVqxYhISEMHDiQcePGmdXr06cP9+7do169egwZMoTXX3+dwYMHZzlmIR4pLUE3aACbNmmnfPv2NSXoKlVsHWHuqF1bu259+bJ2VN22rfZhZc8eGDgQSpbUjrB37dKGpInHl4OD2vKtJ3FmstzWt29fFRwcbHycnf3w4Aj0R5FR33lTvuuHvXuVev5500hoe3ul+vVT6tSpLDed7/oiM5cuKTVjhlJVq5qPGq9YUampU5W6cOGhT39i+sEC+WLUtxBC5At798Lzz0NQEGzerB1B9+8PJ05o12orV7Z1hHlH6dLaSPHjx7Uj60GDoHBhOHMGxo8HX19t4NlXX8G9e7aONt+w+YQnQgiR56SkwI8/wuzZkLZCn729dg167FioVMm28eV1Oh00bKh9zZ0L33yjfajZuRMiI7WvIkWgRw/tQ0/dujabthSA1FTtzp3Mvm7dMn/csaM2NiGXSKIWOeLBAX7Z6f4BhkJkq7//hmXLtGvNafftp12DfustSdCPw81N+4DTp492ZP3551ofX7gACxZoX089BQMGoPtf8KPbS0mBO3cyTqCZJdZHbctkZslM+fhIohZCiFxz+zZ8/bV2xPfTT6byokWhZ08ID4eKFW0X35OkYkXtVraJE2H7dq3P162DI0fgjTcoNGoUEeXB5XAvuJuQcWLNyVPmdnbaqfpChTL+SttWo0bOxZABSdRCiIJHKe0a6tKlsGaNacIinU67hjpgAHToAM7OD29HPB47O21N7Oeegxs3YNUqWLoU3f79tPkb+Pv7R7dhb595UrUk2Wb05exs21PwmZBELYQoOC5ehOXLtVOvp06ZyitX1q6V9ukDD5mQR+SAIkUgJARCQrh9aB9vvdWAd9q+j0sRr4cnVb0+TybVnCCJWgjxZEtI0Ka+XLpUmwoz9b8F0d3coGtXLUE/80yB+aefl6UG+PNhA3h78CBcnvDVs6whiVoI8eRRSps5a+lSWLEC/v3XtK1xY+3U9osvakdmQuRxkqiFEE+Oq1e1xLx0Kfzxh6m8bFlt5Ha/fnLfs8h3ZMITYZFmzZoxfPhw4+Py5cszd+5cm8UjhFFyMmzcCF26aItDhIVpSVqvh27dtElKzp2Dt9+WJC3yJUnUBYROp3voV79+/R76/HXr1jF16lSLX2/SpEnGtu3s7PAp68O418aZrUUN2gcAnU7HzJkz07XRtm1bdDodkyZNMpadOXOGHj16ULp0aZydnSlbtizBwcGcPHnS4tjEE+LYMRg5UruntX177TafpCRt8oyPP4aYGG00cevWsgSjyNfk1HcBERMTY/x59erVTJgwgRMnThjL0paizEyxYsWsfs2nnnqKbdu2kZqayslTJ3n51Zfp3r07v+w1X6LSx8eHpUuXMnr0aGPZ5cuX2b59O6VKlTKWJSYm0rJlS/z8/Fi3bh2lSpXi4sWLREREcPPmTavjE/nQzZuwerV2avv+pU69vLSlJfv3z/V7XIXIaZKoC4iSJUsaf/bw8ECn0xnL4uLiCAkJYffu3Vy/fp1KlSrx1ltv0aNHD+NzmjVrRu3ata063e3g4GB8De+S3nTs2ZH3xr+HwWDA3d00ovOFF15gzZo17Nmzh0aNGgHazGatWrUyW4/86NGjnDlzhu3btxvXLPf19TU+RzyhUlO1qSeXLtWmokyb8MLeXluxqX9/aNcOnJxsGqYQOUVOfWejO3cy/rp31474eMvq3rmTfuKdzOpll/j4eAIDA9m4cSN//fUXgwcPpnfv3uzbty/bXiM2NpYdETuwt7fH/oHTkE5OTrz00kssXbrUWLZs2TIGDBhgVs/Lyws7Ozu+/vprUlJSsi02kUedO6fNYlWpErRoAV9+qf1x+PvDu+9q90Rv2ACdOkmSFk80SdTZKKN78j3c7WlS5Wn+96J5V5cokfl9/G3amLdbvnzG9bJLmTJlGDFiBLVr16ZixYq8/vrrtG7dmrVr12ap3T///JNChQrh6upK2TJlObj3IKGhobi5uaWrO3DgQNasWcOdO3f46aefuHnzJu3atUsX5wcffMCECRMoWrQozz77LFOnTuXMmTNZilPkIXfvagm5RQuoUAEmTdIStrs7vPKKdrr7yBEYMUJb71iIAkBOfQtSUlKYOXMmq1ev5tKlSyQkJJCQkJBhQrVGtWrV2LBhAwkJCXz73bd88dUXTH074wFpNWvWpEqVKnz99dfs2LGD3r174+jomK7ekCFD6NOnDzt27GDfvn2sXbuW6dOns2HDBlq2bJmleIWNKKUl4KVLtcFfBoNpW4sW2qntTp3A1dV2MQphQ5Kos1HadMH3S0lN4fd/fufp0rUA0ynfK1cyb8fugfMc585lS3iZev/995kzZw5z586lRo0auLm5MXz4cBITE7PUrpOTE5X/ux3Gz9+PfX/sY0joEL788ssM6w8YMICPP/6Yo0ePsn///kzbLVy4MB06dKBDhw68/fbbtG7dmrffflsSdT6ji77IiD3gVqc+HDcNbKR8eS059+2rrV8sRAEniTobZXQAmpIKLq6p6eb2t+ZgNYsHto+0e/dugoOD6dWrFwCpqamcOnUKf3//bH2dgcMH8mLjFwkPD+fpp59Ot71nz56MGDGCWrVqERAQYFGbOp0OPz8/oqKisjVWkUMuXNBWqlq7lsK//MK7AJwAFxdtprD+/aFp0/SfVoUowCRRCypXrsw333xDVFQURYsWZfbs2cTGxmZ7oi7rW5YOHTowYcIENm7cmG570aJFiYmJyfCUN8Dhw4eZOHEivXv3JiAgACcnJ3bt2sWSJUsYNWpUtsYqstF9yfn+W6qUTsfPPoq6o+bh0qufdh1aCJGOJGrB+PHjOXv2LK1bt8bV1ZXBgwfTsWPHHLk3OSw8jCaNm7Bv3z7qZ7DwepEiRTJ9btmyZSlfvjyTJ0/m3Llz6HQ64+OwsLBsj1VkwfnzpuR8/90DOp22AMb//sftF1rRZLkfNwf2kwUYhHgInVJK2TqIvMZgMODh4cHNmzfN7vcF7Vams2fPUqFCBZwtWKs2JTWFQ7GHqFOyDvZ2BXd2JFv2g7W/s5xmSDDgMdODm6Nv4v4kJahz50zJ+f4xBjqdthDG//6nTfP53yQ2T2w/PAbpC01B6oeH5ZkHyRG1EOLxnTunJea1a+HAAVO5TgdNmmjJuXNnY3IWQlhPErUQwjpnz5qOnB9Mzk2bmpKz3OcsRLaQRC2EeLSzZ01Hzr/+aiq3szM/cpbkLES2k0QthMjYmTOm5HzwoKnczs78yNnb23YxClEA2Pxmxfnz5xsH+QQGBrJ79+5M68bExNCzZ0+qVauGnZ2d2frI95s7dy7VqlXDxcUFHx8fwsLCiH9wsm0hRHqnT8PMmRAYqM2xPXq0lqTt7ODZZ2HBArh8GbZvh1dflSQtRC6w6RH16tWrGT58OPPnz6dRo0Z88skntGnThqNHj1KuXLl09RMSEvDy8mLs2LHMmTMnwzZXrFjB6NGjWbJkCQ0bNuTkyZPGtZYze87jSE1Nzba2RM6S39Uj/P236cj50CFTuZ0dNG+uHTl36qRNUC+EyHU2TdSzZ89m4MCBDBo0CNCOhLds2cKCBQuYMWNGuvrly5dn3rx5ACxZsiTDNvfu3UujRo3o2bOn8Tk9evR46JSU1nBycsLOzo7Lly/j5eWFk5MTOp0u0/opqSmQrN0iVNBvz8rtflBKkZiYyNWrV7Gzs8NJVlgykeQsRL5hs0SdmJjIwYMHGT16tFl5q1atsjQd5DPPPMOXX37J/v37qVevHmfOnCEiIoK+fftm+py0RSjSGP5bFMCQYICE9PW9yngRdyWOi5cuPjKeVJXKNcM1ztw6g53O5lcabMaW/eDk7IRXSS9uJ2UwGbsNGBIMZt9zi93fp3H45lsc132H/e9/GsuVvT0pTRuT1LkjycHtUV6epiflYIy26oe8SPpCU5D6wZr3aLNEfe3aNVJSUvB+4BqXt7c3sbGxj91u9+7duXr1Ks888wxKKZKTk3n11VfTfSC434wZM5g8eXK6cp/ZPpDJ/Bg6dHg4eeDu6I6OzI+ohe0oFIYkAzcTb6LIe/P6+MzxydH29UlQ4QZ0Pgb/OwK1/zFtS9bB9gqw9in41i+FOLedcG0nLB6eozFlJKf7IT+RvtAUiH6wYtiUzUd9P3jaWCn10FPJj7Jz506mTZvG/PnzqV+/Pn///TfDhg2jVKlSjB8/PsPnjBkzhvDwcONjg8GAj48P0eHRj5wx5lEMCQZ85vgQHRb9xM+08zDSDyZW90V8PLrr/6K7fl37/u+/psdpP//7L7q4f80f371r1oyytyeleVPtyLnDCzTwLE4D4P2ceZuPJPuEifSFpiD1g8FgwGemZR9IbJaoPT09sbe3T3f0fOXKlXRH2dYYP348vXv3Nl73rlGjBnfu3GHw4MGMHTsWuwxW5dHr9ej1+nTl7nr3bNtZsrOt/Ez6AXQXL9HkHBTbtBPXW/Fw/br2FRdn+vn+x/fuPf6LOToarznrOnbEwdPT9p/OHyD7hIn0haZA9EP6lJMpm/3NOjk5ERgYSGRkJJ06dTKWR0ZGEhwc/Njt3r17N10ytre3RymFTGsubEIp+PNP+O47+O47Ch86xC6AZb0tb8PODooVg+LFte9pXw8+frDM3V2WjBQin7Pph+vw8HB69+5N3bp1CQoKYtGiRVy4cIGQkBBAOyV96dIlli9fbnzO4cOHAbh9+zZXr17l8OHDODk5Gdcvbt++PbNnz6ZOnTrGU9/jx4+nQ4cO2NsX3FHXIpelpEBUlDE5c+aMcZOys+Nk0VQqVamHg2eJhyfetMeFC0vCFaKAsmmi7tatG3FxcUyZMoWYmBiqV69OREQEvr6+gDbByYULF8yeU6dOHePPBw8eZOXKlfj6+nLu3DkAxo0bh06nY9y4cVy6dAkvLy/at2/PtGnTcu19iQLq3j348Uf49lv4/nu4etW0zdkZWrWCjh253bIpfosrcXN05JN/ek8IkWU2v1wVGhpKaGhohtuWLVuWruxRp68dHByYOHEiEydOzI7whHi4f/+FH37Qjpo3b4Y7d0zbihaFF17Q7kdu1Qrc3ABQBeDWEyFE9rF5ohYi37l4Edav15Lzzp2QnGza5uMDHTtqX40ba4O5hBAiCyRRC/EoSsGxY1pi/vZb89WjAKpXNyXnp5/WlnsUQohsIolaiIykpsIvv5gGg506Zdqm00HDhqbkXLmybWIUQhQIkqiFSJOQoK0K9d132qntf+6bysvJCVq21BJz+/ayapQQItdIohYF282bsGmTdkp70ya4dcu0zd1dGwzWsSM8/7x2i5QQQuQySdSi4ImJMQ0G274dkpJM20qVMp3SbtZMO5IWQggbkkQtCoYTJ0zXm3/5xXybn5+WmDt1grp1ZWIRIUSeIolaPJlSU7XR2WnJ+dgx8+3162uJOThYS9RCCJFHSaIWT47ERNi1yzQY7NIl0zZHR3j2We3IuUMHKF3aVlEKIYRVJFGL/O3WLW1GsO++02YIu3nTtK1QIWjbVkvObduCh4etohRCiMcmiVrkP//8o82l/d13sG2bdltVGm9v7XR2x47aEXQGy5cKIUR+Iola5A+nT5tmBouK0mYLS1O5sna9uWNH7dqzrJImhHiCSKIWeZNScOiQlpi/+w7++st8e926ptuoAgJk2k4hxBMry4n6/Pnz3LlzBz8/P+zkthaRFUlJsHu3aaR2dLRpm729dl9zp07aYDAfHxsFKYQQucviRP3555/z77//Mnz4cGPZ4MGDWbx4MQDVqlVjy5Yt+Mg/UGGNO3dg61YtMX//vbZsZBpXV2jTRjtqbtdOWzZSCCEKGIsPgRcuXIjHfaNmN2/ezNKlS1m+fDkHDhygSJEiTJ48OUeCFE+Ya9dg2TJt0JenJ3TuDMuXa0na0xMGDIANG7R6X38NvXpJkhZCFFgWH1GfPHmSunXrGh+vX7+eDh068NJLLwEwffp0+vfvn/0RiieC7tx5hu0F15btYE+UNiFJmgoVTDODNWwog8GEEOI+Fifqe/fu4e7ubnwcFRXFgAEDjI8rVqxIbGxs9kYn8i+l4I8/jNebCx8+zFwAfta216ljGgxWo4YMBhNCiExYnKh9fX05ePAgvr6+XLt2jSNHjvDMM88Yt8fGxpqdGhcFUEoK7NljGql97pxxk7KzY2e5VIJem4lzl25QvrytohRCiHzF4kTdp08fhgwZwpEjR9i+fTt+fn4EBgYat0dFRVG9evUcCVLkYffuQWSkaTDYtWumbc7O0Lo1dOrE7eea8OxnFbn52qs4690zbU4IIYQ5ixP1qFGjuHv3LuvWraNkyZKsXbvWbPuePXvo0aNHtgco8qDr17XpOr/7Tpu+8+5d07ZixaB9e+2UdsuW4OYGgEow2CRUIYTI7yxO1HZ2dkydOpWpU6dmuP3BxC2eMNHR2kIX336rLXyRkmLaVq6c6Xpz48bgIPPoCCFEdpH/qCJjSsGRI6bJRw4eNN9eo4ZppHbt2jIYTAghcojFibpixYoW1Ttz5sxjByNsLCUFfvnFlJz//tu0TaeDRo1MazhXqmSrKIUQokCxOFGfO3cOX19fevbsSYkSJXIyJpGb4uNh+3bTGs5Xrpi26fXadeaOHbXrzvJ7F0KIXGdxol61ahVLly5l9uzZtGnThgEDBtC2bVuZ3zs/unnTNBhs0ya4fdu0zcMDXnhBS86tW0PhwraKUgghBFZMIdq1a1c2bdrE33//TWBgIGFhYZQtW5bRo0dz6tSpxw5g/vz5VKhQAWdnZwIDA9m9e3emdWNiYujZsyfVqlXDzs7ObN7x+924cYMhQ4ZQqlQpnJ2d8ff3JyIi4rFjfCJcugQLFmjJ18sLXnoJ1q7VknTp0hAaqs25feUKfPklvPiiJGkhhMgDrD4cLlOmDGPHjuXUqVN89dVX7Nu3Dz8/P/69fzEFC61evZrhw4czduxYDh06ROPGjWnTpg0XLlzIsH5CQgJeXl6MHTuWWrVqZVgnMTGRli1bcu7cOb7++mtOnDjBp59+SpkyZayOL987fhxmztTWaC5b1pSMk5LA3x/eegv279dGdH/8sXaa28nJ1lELIYS4z2ON+o6Pj+frr79myZIl7Nu3j//973+4urpa3c7s2bMZOHAggwYNAmDu3Lls2bKFBQsWMGPGjHT1y5cvz7x58wBYsmRJhm0uWbKE69evExUVhaOjI6DNqlYgpKbCgQOmmcFOnDDfHhSkndIODoZq1WwRoRBCCCtZlaj37dvH4sWLWb16NZUqVWLAgAF88803FH2MlY0SExM5ePAgo0ePNitv1aoVUVFRVreXZsOGDQQFBTFkyBDWr1+Pl5cXPXv2ZNSoUdg/iYs9JCbCjh2mwWAxMaZtjo7QooWWnDt0gFKlbBWlEEKIx2Rxon7qqae4cuUKPXv2ZPfu3dSsWTNLL3zt2jVSUlLw9vY2K/f29s7S4h5nzpxh+/btvPTSS0RERHDq1CmGDBlCcnIyEyZMyPA5CQkJJCQkGB8bDNosWoYEAyRk+BSLGRIMZt+zxa1bOGyJxHHDDzhs3orOYGpbFS5M8vMtSerwAsmtW8J9C6lgw9nBcqQf8inpC430g4n0haYg9YM171GnlFKWVLSzs8PNzQ0HBwd0D5nc4vr16xa98OXLlylTpgxRUVEEBQUZy6dNm8YXX3zB8ePHH/r8Zs2aUbt2bebOnWtWXrVqVeLj4zl79qzxCHr27Nm8++67xNx/tHmfSZMmZbyW9mjA2aK3k+NK3IYOJ6DjcXjuDOjvmxgsphCsrwbf+cGOCpAo09gIIUTeFg/MhJs3b5qtTJkRi/+lL126NKthmfH09MTe3j7d0fOVK1fSHWVbo1SpUjg6Opqd5vb39yc2NpbExEScMhgsNWbMGMLDw42PDQYDPj4+RIdHP7IDH8WQYMBnjg/RYdG4W7kYhe70aRzXb8Rhww/Y79uP7r7PVCmVK5Ec/ALJ7V/ArV5detrZ0TNLkeasrPTDk0b6QiP9YCJ9oSlI/WAwGPCZ6WNRXYsTdd++fR87oIw4OTkRGBhIZGQknTp1MpZHRkYSHBz82O02atSIlStXkpqaarzH++TJk5QqVSrDJA2g1+vR6/Xpyt317tm2s1jUllLaVJ1pM4MdOWK+/f/+T5sZrGNH7P38sNfpSB913padfZrfSV9opB9MpC80BaIfrPjnnW0nSWNiYpg2bRofffSRxc8JDw+nd+/e1K1bl6CgIBYtWsSFCxcICQkBtCPdS5cusXz5cuNzDh8+DMDt27e5evUqhw8fxsnJiYCAAABeffVVPvzwQ4YNG8brr7/OqVOnmD59OkOHDs2ut5q9kpLgp59MyfniRdM2Bwdo3tw0GKxsWRsFKYQQwlasStRHjx5lx44dODo60rVrV4oUKcK1a9eYNm0aCxcupEKFCla9eLdu3YiLi2PKlCnExMRQvXp1IiIijLdTxcTEpLunuk6dOsafDx48yMqVK/H19eXcuXMA+Pj4sHXrVsLCwqhZsyZlypRh2LBhjBo1yqrYctSdO7Bli3Yb1caNcOOGaZubG7RpoyXntm3hMUbUCyGEeHJYnKg3btxIly5dSEpKAmDWrFl8+umndO3alerVq7N27VpeeOEFqwMIDQ0lNDQ0w23Lli1LV2bJ2LegoCB++eUXq2PJSbqr12Dr19pRc2SkNsd2Gi8v7Yi5UyftdirnPDKCTQghhM1ZnKinTZtGSEgI06ZNY9GiRYwYMYKQkBC++eYbmjRpkpMx5l9XruD0+WJ2LoVCU6poE5KkqVjReL2ZoCB4Eu/xFkIIkWUWJ+pjx47x+eefU6hQIYYOHcrIkSOZO3euJOmHiY7GeeRbNAUgFZ5+WkvMHTtC9eqyhrMQQohHsjhRGwwGihQpoj3JwQEXFxeqVq2aU3E9GZ5+mqQXO/HG7W+ZNu9PCletbuuIhBBC5DNWDyZLu+9ZKcWJEye4c+eOWZ2szlj2RNHpuPflMj6c+S1v+5azdTRCCCHyIasSdYsWLcwGc6UNHtPpdCil0Ol0pKSkZPZ0IYQQQljJ4kR99uzZnIxDCCGEEBmwOFEXmKUihRBCiDzEztYBCCGEECJzkqiFEEKIPEwStRBCCJGHSaIWQggh8jBJ1EIIIUQeZtGo7zp16qCzcLrL3377LUsBCSGEEMLEokTdsWPHHA5DCCGEEBmxKFFPnDgxp+MQQgghRAbkGrUQQgiRh1l0RF2sWDFOnjyJp6cnRYsWfej16uvXr2dbcEIIIURBZ1GinjNnDoULFwZg7ty5ORmPEEIIIe5jUaLu27dvhj8LIYQQImdZtczlg+7du0dSUpJZmbu7e5YCEkIIIYSJ1YPJ7ty5w2uvvUaJEiUoVKgQRYsWNfsSQgghRPaxOlGPHDmS7du3M3/+fPR6PZ999hmTJ0+mdOnSLF++PCdiFEIIIQosq099f//99yxfvpxmzZoxYMAAGjduTOXKlfH19WXFihW89NJLORGnEEIIUSBZfUR9/fp1KlSoAGjXo9Nux3rmmWf46aefsjc6IYQQooCzOlFXrFiRc+fOARAQEMCaNWsA7Ui7SJEi2RmbEEIIUeBZnKjt7e25cuUK/fv35/fffwdgzJgxxmvVYWFhvPnmmzkWqBBCCFEQWXyNWikFQFhYmLGsefPmHD9+nF9//ZVKlSpRq1at7I9QCCGEKMCyPNd3uXLl6Ny582Mn6fnz51OhQgWcnZ0JDAxk9+7dmdaNiYmhZ8+eVKtWDTs7O4YPH/7QtletWoVOp5PVv4QQQuRbVo363rJlCx4eHg+t06FDB4vbW716NcOHD2f+/Pk0atSITz75hDZt2nD06FHKlSuXrn5CQgJeXl6MHTuWOXPmPLTt8+fPM2LECBo3bmxxPEIIIUReY1WiftT0oTqdjpSUFIvbmz17NgMHDmTQoEGANo/4li1bWLBgATNmzEhXv3z58sybNw+AJUuWZNpuSkoKL730EpMnT2b37t3cuHHD4piEEEKIBykFD1mPKkdZdeo7NjaW1NTUTL+sSdKJiYkcPHiQVq1amZW3atWKqKgoa8JKZ8qUKXh5eTFw4MAstSOEEEIoBaGh8MEHtnn9LM31nRXXrl0jJSUFb29vs3Jvb29iY2Mfu909e/awePFiDh8+bPFzEhISSEhIMD42GAza9wQDJGT2LMsYEgxm3wsq6QcT6QuN9IOJ9IUmL/aDUjB2lJ6FC/XY2SmCmt6hml9qltu15j3aLFGneXBta6XUQ9e7fphbt27Rq1cvPv30Uzw9PS1+3owZM5g8eXK6cp/ZPuD8WKGkb2uOT/Y0lM9JP5hIX2ikH0ykLzR5qh+2T4GfxgOQ+sJA6n23NHvajbe8qsWJumTJkri6uj5OOBny9PTE3t4+3dHzlStX0h1lW+r06dOcO3eO9u3bG8tSU7VPPg4ODpw4cYJKlSqle96YMWMIDw83PjYYDPj4+BAdHp3l1cAMCQZ85vgQHRaNu77griwm/WAifaGRfjCRvtDktX54f5YTU37Sjtbem3uPl0PmAnOzpW2DwYDPTMs+kFicqPV6PWXLlqV169YEBwfTtm3bLM1E5uTkRGBgIJGRkXTq1MlYHhkZSXBw8GO16efnx59//mlWNm7cOG7dusW8efPw8cm4U/R6PXq9Pl25u94923aW7GwrP5N+MJG+0Eg/mEhfaPJCP8ybB1MmaD+/8w68McwFcMm+F0ifcjJlcaI+e/Ysf/zxBxs2bGDu3LkMGDCARo0aERwcTIcOHShfvrzVcYaHh9O7d2/q1q1LUFAQixYt4sKFC4SEhADake6lS5fMVuVKu/Z8+/Ztrl69yuHDh3FyciIgIABnZ2eqV69u9hppHyYeLBdCCCEy8ttvkDZNx4QJMHKkTcOx7hp1zZo1qVmzJuPGjePy5cts2LCBDRs2MGrUKKpWrWpM2nXr1rWovW7duhEXF8eUKVOIiYmhevXqRERE4OvrC2gTnFy4cMHsOXXq1DH+fPDgQVauXImvr69x/nEhhBAiK55+WjuKvnoVJk2ydTRZGExWunRpQkJCCAkJ4fbt22zevJkNGzbw/PPPEx4ezltvvWVRO6GhoYSGhma4bdmyZenK0qYytVRGbQghhBAPuv9eaVsfRd8vW0Z9FypUiBdffJEXX3yR1NRU4uLisqNZIYQQIlds3gzvvQfr1kEWxxBnu8dK1D/++CM//vgjV65cMY6qBu1Wq8WLF+Pl5ZVtAQohhBA5aedO6NQJ4uO1ZD1liq0jMmd1op48eTJTpkyhbt26lCpV6rHveRZCCCFsbe9eeOEFLUm/8AKMG2friNKzOlEvXLiQZcuW0bt375yIRwghhMgVv/0GbdrAnTvw3HOwdi04Odk6qvSsXuYyMTGRhg0b5kQsQgghRK44cgRatYKbN+GZZ+C778A5m2aizG5WJ+pBgwaxcuXKnIhFCCGEyHGpqdCjB8TFwf/9H/zwA7i52TqqzFl96js+Pp5Fixaxbds2atasiaOjo9n22bNnZ1twQgghRHazs4OvvoI33oCVK/PeKO8HWZ2o//jjD2rXrg3AX3/9ZbZNBpYJIYTIq+6/T/qpp7RbsvIDqxP1jh07ciIOIYQQIsdcvaqN6n7nHWjWzNbRWMfqa9T3u3jxIpcuXcquWIQQQohs9++/2sCx/fth8GBITrZ1RNaxOlGnpqYyZcoUPDw88PX1pVy5chQpUoSpU6eaTX4ihBBC2NqtW9otWIcPg7c3bNwIDtkyJ2fusTrcsWPHsnjxYmbOnEmjRo1QSrFnzx4mTZpEfHw806ZNy4k4hRBCCKvcvaud7t63D4oVg23boGpVW0dlPasT9eeff85nn31Ghw4djGW1atWiTJkyhIaGSqIWQghhcwkJ2rSgP/2kjereuhXy62rHVp/6vn79On5+funK/fz8uH79erYEJYQQQmTF3LlacnZ1hYgICAy0dUSPz+pEXatWLT766KN05R999BG1atXKlqCEEEKIrAgPhz59YMMGaNTI1tFkjdWnvmfNmkW7du3Ytm0bQUFB6HQ6oqKiiI6OJiIiIidiFEIIIR4pNVW7T1qnA0dH+PxzW0eUPaw+om7atCknT56kU6dO3Lhxg+vXr9O5c2dOnDhB48aNcyJGIYQQ4qGUgqFDYcgQLWE/SR5rkHrp0qVl0JgQQog8QSkYPRo+/lg7mu7ZU1to40lhUaL+448/qF69OnZ2dvzxxx8PrVuzZs1sCUwIIYSwxNSpMGuW9vOCBU9WkgYLE3Xt2rWJjY2lRIkS1K5dG51Oh1IqXT2dTkdKSkq2BymEEEJk5P33YeJE7efZs+GVV2wbT06wKFGfPXsWLy8v489CCCGErS1YACNGaD9PnQphYbaNJ6dYlKh9fX2NP58/f56GDRvi8MAcbMnJyURFRZnVFUIIIXLCuXMwbJj28+jRMHasTcPJUVYPJmvevDkxMTGUKFHCrPzmzZs0b95cTn0LIYTIceXLw+rVsGcPTJ9uWr7ySWR1olZKZbjudFxcHG5ubtkSlBBCCJGRlBSwt9d+7tRJ+3rSWZyoO3fuDGgDxvr164derzduS0lJ4Y8//qBhw4bZH6EQQgiBtqjGsGHwww/aEXVBYXGi9vDwALQj6sKFC+Pi4mLc5uTkRIMGDXj55ZezP0IhhBAF3s8/Q3CwtiLWrFkwf76tI8o9FifqpUuXopRCKcWHH35I4cKFczIuIYQQAoADB6BtWy1JP/88zJlj64hyl1VTiCqlWLlyJbGxsdkWwPz586lQoQLOzs4EBgaye/fuTOvGxMTQs2dPqlWrhp2dHcOHD09X59NPP6Vx48YULVqUokWL8txzz7F///5si1cIIUTu+eMPaN0abt2CZs1g3Tq478prgWBVorazs6NKlSrExcVly4uvXr2a4cOHM3bsWA4dOkTjxo1p06YNFy5cyLB+QkICXl5ejB07NtOVunbu3EmPHj3YsWMHe/fupVy5crRq1YpLly5lS8xCCCFyx/Hj0LIl/PsvNGigrYR131XXAsPqRTlmzZrFm2++yV9//ZXlF589ezYDBw5k0KBB+Pv7M3fuXHx8fFiwYEGG9cuXL8+8efPo06eP8Zr5g1asWEFoaCi1a9fGz8+PTz/9lNTUVH788ccsxyuEECL3vP46XLkCderApk1QUK+4Wn17Vq9evbh79y61atXCycnJbFAZwPXr1y1qJzExkYMHDzJ69Giz8latWhEVFWVtWJm6e/cuSUlJFCtWLNvaFEIIkfNWrNBGeX/4IRQpYutobMfqRD137txseeFr166RkpKCt7e3Wbm3t3e2XgMfPXo0ZcqU4bnnnsu0TkJCAgkJCcbHBoNB+55ggITMnmUZQ4LB7HtBJf1gIn2hkX4wkb7QGBIMkOJg7AdnD/hkWdo228WVE6z5XVudqPv27WvtUx7qwclTMptQ5XHMmjWLr776ip07d+Ls7JxpvRkzZjB58uR05T6zfSDzp1nFZ45P9jSUz0k/mEhfaKQfTAp8X9wpDl/sx+f3CfD0UltHk7PiLa/6WOtRp6Sk8N1333Hs2DF0Oh0BAQF06NAB+7TpYizg6emJvb19uqPnK1eupDvKfhzvvfce06dPZ9u2bY9cenPMmDGEh4cbHxsMBnx8fIgOj8bd3T1LcRgSDPjM8SE6LBp3fdbays+kH0ykLzTSDybSF/DTTnteHqAnNtYB7wOfcnDx3Cf6mrTBYMBnpmUfzKxO1H///Tdt27bl0qVLVKtWDaUUJ0+exMfHhx9++IFKlSpZ1I6TkxOBgYFERkbS6b454CIjIwkODrY2LDPvvvsub7/9Nlu2bKFu3bqPrK/X681mWkvjrnfPtj+a7GwrP5N+MJG+0Eg/mBTEvkhMhAkTtElMlAKKn+D7TWUo4/mE94MVt5hZnaiHDh1KpUqV+OWXX4wDtOLi4ujVqxdDhw7lhx9+sLit8PBwevfuTd26dQkKCmLRokVcuHCBkJAQQDvSvXTpEsuXLzc+5/DhwwDcvn2bq1evcvjwYZycnAgICAC0093jx49n5cqVlC9f3njEXqhQIQoVKmTt2xVCCJFDTpyAnj3ht9+0x/0GJrLM+2mq+cXYNrA8xupEvWvXLrMkDVC8eHFmzpxJo0aNrGqrW7duxMXFMWXKFGJiYqhevToRERHGpTJjYmLS3VNdp04d488HDx5k5cqV+Pr6cu7cOUCbQCUxMZEXX3zR7HkTJ05k0qRJVsUnhBAiZ9y4AfXrw82bUKwYfPYZtGgbz7KZd20dWp5jdaLW6/XcunUrXfnt27dxcnKyOoDQ0FBCQ0Mz3LZs2bJ0ZUqph7aXlrCFEELkXUWKwKhR8OOPsHw5lC795I3szi5WT3jywgsvMHjwYPbt22ec+/uXX34hJCSEDh065ESMQgghngDbtmlTgqYZORK2btWStMic1Yn6gw8+oFKlSgQFBeHs7IyzszONGjWicuXKzJs3LydiFEIIkY8lJMCIEdp0oD17wr17Wrm9PdhZnYUKHqtPfRcpUoT169dz6tQpjh07BkBAQACVK1fO9uCEEELkb0ePasn599+1x02a2Dae/Oix7qMGqFKlijE5Z9cEJUIIIZ4MSsGCBfDGGxAfD56esGQJtG9v68jyn8c66bB48WKqV69uPPVdvXp1Pvvss+yOTQghRD506xZ06ABDhmhJulUr7dq0JOnHY/UR9fjx45kzZw6vv/46QUFBAOzdu5ewsDDOnTvH22+/ne1BCiGEyD9cXeH2bXBygnfegaFD5Vp0VlidqBcsWMCnn35Kjx49jGUdOnSgZs2avP7665KohRCiAIqP1053u7hog8SWL9fWkX7EDM7CAlZ/xklJSclwWs7AwECSk5OzJSghhBD5x59/wv/9H7z5pqnMx0eSdHaxOlH36tWLBQsWpCtftGgRL730UrYEJYQQIu9TCj74QEvSf/0FX38N16/bOqonz2ON+l68eDFbt26lQYMGAPzyyy9ER0fTp08fs1WoZs+enT1RCiGEyFP++Qf69YPNm7XHbdvC0qXadKAie1mdqP/66y+efvppAE6fPg2Al5cXXl5e/PXXX8Z6csuWEEI8mX74Afr3h6tXwdkZ3nsPQkNB/u3nDKsT9Y4dO3IiDiGEEPmAwQB9+minuGvWhJUr4amnbB3Vk+2xJzwBuHjxIjqdjjJlymRXPEIIIfIwd3dYtAj27IEZM0BvxbrK4vFYPZgsNTWVKVOm4OHhga+vL+XKlaNIkSJMnTqV1NTUnIhRCCGEjaSmwpw5sHGjqaxLF5g9W5J0brH6iHrs2LEsXrzYuP60Uoo9e/YwadIk4uPjmTZtWk7EKYQQIpddvqwNGIuM1KYAPX4cihe3dVQFj9WJ+vPPP+ezzz4zW9KyVq1alClThtDQUEnUQgjxBFi/HgYOhLg4bRKTt9+WEd22YnWivn79On5+funK/fz8uC430AkhRL525462kMYnn2iP69TRBoxl8G9f5BKrr1HXqlWLjz76KF35Rx99RK1atbIlKCGEELnPYIDAQFOSfvNN2LtXkrStWX1EPWvWLNq1a8e2bdsICgpCp9MRFRVFdHQ0ERERORGjEEKIXODuDs88o61+tXw5tGhh64gEPMYRddOmTTl58iSdOnXixo0bXL9+nc6dO3PixAkaN26cEzEKIYTIIZcuQWys6fHcudqSlJKk8w6rjqiTkpJo1aoVn3zyiQwaE0KIfG7dOhg0SJure9MmbSnKQoW0L5F3WHVE7ejoyF9//SXTgwohRD52+7aWoLt00ZaijIvTvou8yepT33369GHx4sU5EYsQQogcduAAPP00LF6szc09ejRERcn90XmZ1YPJEhMT+eyzz4iMjKRu3bq4ubmZbZcVs4QQIu+5cwdGjtSm/0xOhrJl4YsvoFkzW0cmHiVLq2edPHnSbJucEhdCiLzJxQV++klL0v/7n3YLVtGito5KWEJWzxJCiCfQhQswbx5MnQqurtpAsQ8/1LbJUXT+kqXVs6Kjo9HpdJQtWza74hFCCJEF589rq1otWQJJSVCmDISHa9skQedPVg8mS05OZvz48Xh4eFC+fHl8fX3x8PBg3LhxJCUlWR3A/PnzqVChAs7OzgQGBrJ79+5M68bExNCzZ0+qVauGnZ0dw4cPz7DeN998Q0BAAHq9noCAAL799lur4xJCiPzk/HkICYEqVbTT2klJ0Lw5NGhg68hEVlmdqF977TUWLVrErFmzOHToEIcOHWLWrFksXryY119/3aq2Vq9ezfDhwxk7diyHDh2icePGtGnThgsXLmRYPyEhAS8vL8aOHZvpdKV79+6lW7du9O7dm99//53evXvTtWtX9u3bZ+1bFUKIPC81NX2CfvZZ2LULtm+Hhg1tHaHIMmUld3d3FRERka48IiJCubu7W9VWvXr1VEhIiFmZn5+fGj169COf27RpUzVs2LB05V27dlXPP/+8WVnr1q1V9+7dLY7r5s2bClA3b960+DmZthV/UzEJdTM+623lZ9IPJtIXGukHk6z2RZcuSoFSLVoo9dNP2RxcLipI+4Q1ecbqI2pnZ2fKly+frrx8+fI4OTlZ3E5iYiIHDx6kVatWZuWtWrUiKirK2rCM9u7dm67N1q1bZ6lNIYTIK86dg1de0b6nmTYNdu+GbdtAZnJ+8lg9mGzIkCFMnTqVpUuXotfrAe2U9LRp03jttdcsbufatWukpKTg7e1tVu7t7U3s/RPPWik2NtbqNhMSEkhISDA+NhgM2vcEAyRk9izLGBIMZt8LKukHE+kLjfSDiSV9ce6sjvdn6Vn5hSPJyToSkhP5YH48AKXKa1+GLP6/srWCtE9Y8x6tTtSHDh3ixx9/pGzZssbrxL///juJiYm0aNGCzp07G+uuW7fuke09eO+1UirL92Nb2+aMGTOYPHlyunKf2T7gnKVQTG3N8cmehvI56QcT6QuN9INJhn3xb3n4aSz83hdSHbWyilv5nEl8PnNvrsaXWwrEPhFveVWrE3WRIkXo0qWLWZmPj/Wd6unpib29fboj3StXrqQ7IrZGyZIlrW5zzJgxhKfdv4B2RO3j40N0eDTu7u6PHQton5p85vgQHRaNuz5rbeVn0g8m0hca6QeTzPpizJt6Fi1wIjlZO9B49rlkRo9NoH5QA2CzjaLNOQVpnzAYDPjMtCx3Wp2oly5danVAGXFyciIwMJDIyEg6depkLI+MjCQ4OPix2w0KCiIyMpKwsDBj2datW2n4kKGPer3eeBr/fu5692zbWbKzrfxM+sFE+kIj/WDyYF8UKazNJNa6NUycCEFBDmRx+ot8oUDsE+lTTqZs+hsPDw+nd+/e1K1bl6CgIBYtWsSFCxcICQkBtCPdS5cusXz5cuNzDh8+DMDt27e5evUqhw8fxsnJiYCAAACGDRtGkyZNeOeddwgODmb9+vVs27aNn3/+OdffnxBCWOx6RYYMdqZ/X+32KtAmKmnfXu6FLuhsmqi7detGXFwcU6ZMISYmhurVqxMREYGvry+gTXDy4D3VderUMf588OBBVq5cia+vL+f+GwLZsGFDVq1axbhx4xg/fjyVKlVi9erV1K9fP9felxBCWCouDsJGOMPnJ/hSOXD+rClRFy8uq1qJPHAOJTQ0lNDQ0Ay3LVu2LF2ZUuqRbb744ou8+OKLWQ1NCCFyjFKwahUMGwZXr2q3trZsncTUyY42jkzkNTZP1EIIUdBcuACvvgoREdrjgKdSOFq/CV/P34S7XhK1MGf1hCdCCCGyJjJSS9JOTtrqVrv23oFyMimTyJhFR9QffPCBxQ0OHTr0sYMRQognVUICpN1cMmAAHD0KL78Mfn75f6ISkbMsStRz5syxqDGdTieJWggh7pOQoC07+eWXcOgQFC4MOh28/76tIxP5hUWJ+uzZszkdhxBCPHGiomDQIDh2THu8cqU2T7cQ1pBr1EIIkc0MBnjtNXjmGS1JlygBa9bA4MG2jkzkRxYdUYeHhzN16lTc3NzMptrMyOzZs7MlMCGEyI82btRGdF+8qD0eMADefReKFbNtXCL/sihRHzp0iKSkJOPPmcnqYhpCCJHfffGFlqQrVoRFi6BFC1tHJPI7ixL1jh07MvxZCCEKOqXg3j1wddUef/ABVKkCb71lKhMiK+QatRBCPKYzZ6BlS+jf31Tm7Q1vvy1JWmSfx5qZ7MCBA6xdu5YLFy6QmJhots2SNaiFECI/S06GefNg/HjtaNrZWUvaFSvaOjLxJLL6iHrVqlU0atSIo0eP8u2335KUlMTRo0fZvn07Hh4eORGjEELkGYcPa6tZjRihJenmzeHPPyVJi5xjdaKePn06c+bMYePGjTg5OTFv3jyOHTtG165dKVeuXE7EKIQQNnfvHowZA3XrwsGDUKQILF4MP/4IlSvbOjrxJLM6UZ8+fZp27doBoNfruXPnDjqdjrCwMBYtWpTtAQohRF6QnAwrVkBKCvzvf9r90QMGaLOMCZGTrL5GXaxYMW7dugVAmTJl+Ouvv6hRowY3btzg7t272R6gEELYys2b2pSfdnba98WL4e5dCA62dWSiILH4iHrAgAHcunWLxo0bExkZCUDXrl0ZNmwYL7/8Mj169KCF3DAohHgCpKRo90P7+WnJOU3LlpKkRe6zOFF//vnn3Lt3j48++oju3bsDMGbMGEaMGME///xD586dWXz/Hi2EEPmMUrBuHdSsCX36QGwsLFmilQthKxaf+lb/7anF7psHz87OjpEjRzJy5Mjsj0wIIXKJUrB1K4wbB7/+qpUVKQKjRsHw4XIdWtiWVdeoZYpQIcSTaMwYeOcd7Wc3NwgLgzfe0JK1ELZmVaKuWrXqI5P19evXsxSQEELkhtRUbZAYaKO4583TFtMYPVpb7UqIvMKqRD158mSZ1EQIka+dOAETJkDJklpyBggMhEuXZIUrkTdZlai7d+9OCfmoKYTIh86fh8mT4fPPtaNpvV5L2MWLa9slSYu8yuJR33J9WgiRH8XGwtCh2opWS5dqSTo4GA4cMCVpIfIyq0d9CyFEfvHDD9C1qzZJCWhrQ0+bBvXr2zYuIaxhcaJOTU3NyTiEECLb/d//abdW1a+vJWiZk0nkR4+1zKUQQuQ18fGwcKF2H/SXX2plJUrAb79pp73l6p3Ir6xelEMIIfKSpCT49FMtGYeFaQtn/PyzaXvVqpKkRf5m80Q9f/58KlSogLOzM4GBgezevfuh9Xft2kVgYCDOzs5UrFiRhQsXpqszd+5cqlWrhouLCz4+PoSFhREfH59Tb0EIYQOpqfDVVxAQAIMHw8WL4OOjJW25Bi2eJDY99b169WqGDx/O/PnzadSoEZ988glt2rTh6NGjGa5tffbsWdq2bcvLL7/Ml19+yZ49ewgNDcXLy4suXboAsGLFCkaPHs2SJUto2LAhJ0+epF+/fgDMmTMnN9+eECKHnD2rjdz+80/tsZcXjB0Lr7wCzs62jU2I7GbTRD179mwGDhzIoEGDAO1IeMuWLSxYsIAZM2akq79w4ULKlSvH3LlzAfD39+fXX3/lvffeMybqvXv30qhRI3r27AlA+fLl6dGjB/v378+dNyWEyHFlysCdO+DhASNHardfFSpk66iEyBk2O/WdmJjIwYMHadWqlVl5q1atiIqKyvA5e/fuTVe/devW/PrrryQlJQHwzDPPcPDgQWNiPnPmDBEREbRr1y4H3oUQIjf88gv07atdjwZwcoK1a7Uj67fekiQtnmw2O6K+du0aKSkpeHt7m5V7e3sTGxub4XNiY2MzrJ+cnMy1a9coVaoU3bt35+rVqzzzzDMopUhOTubVV19l9OjRmcaSkJBAQkKC8bHBYNC+JxggIbNnWcaQYDD7XlBJP5hIX2gs6Ye//rTj7Ul6Nv3gCECd/7vHgJe1bF35qbR2cjbO3CD7hKYg9YM179Hmt2c9OOOZUuqhs6BlVP/+8p07dzJt2jTmz59P/fr1+fvvvxk2bBilSpVi/PjxGbY5Y8YMJk+enK7cZ7YPZNP1Lp85PtnTUD4n/WAifaHJsB/iKsOOyfBXd8AOdClQexlhp6cQNvNCrseYW2Sf0BSIfrBifLPNErWnpyf29vbpjp6vXLmS7qg5TcmSJTOs7+DgQPH/5gIcP348vXv3Nl73rlGjBnfu3GHw4MGMHTsWO7v0Z/vHjBlDeHi48bHBYMDHx4fo8Gjc3d2z9D4NCQZ85vgQHRaNuz5rbeVn0g8m0heajPohMRHeGObMiuWOpKRoH747/y+Jt8YnUKXq/4D/2TDinCP7hKYg9YPBYMBnpmUfSGyWqJ2cnAgMDCQyMpJOnToZyyMjIwkODs7wOUFBQXz//fdmZVu3bqVu3bo4Omqnxu7evZsuGdvb26OUynQaVL1ej16vT1furnfPtp0lO9vKz6QfTKQvNGb9oIeYi5CSAu3awdtvQ+3ajoCjTWPMLbJPaApEP6RPOZmy6X3U4eHhfPbZZyxZsoRjx44RFhbGhQsXCAkJAbQj3T59+hjrh4SEcP78ecLDwzl27BhLlixh8eLFjBgxwlinffv2LFiwgFWrVnH27FkiIyMZP348HTp0wN7ePtffoxDiIe4VYdpkPVeumIref1+bsGTjRqhd22aRCZFn2PQadbdu3YiLi2PKlCnExMRQvXp1IiIi8PX1BSAmJoYLF0zXoypUqEBERARhYWF8/PHHlC5dmg8++MB4axbAuHHj0Ol0jBs3jkuXLuHl5UX79u2ZNm1arr8/IYQ5peD4cdi9G7bvdIZvzzArXk9SPMyerdWpUcO2MQqR19h8MFloaCihoaEZblu2bFm6sqZNm/Lbb79l2p6DgwMTJ05k4sSJ2RWiECKLDAbo00c7Uo6LSyt1ApzwD0iheXM52yVEZmyeqIUQT447d7R7nnfvBgcHGDdOKy9cGPbu1ZK0szM0aAD/1yCBdy+1Y8/CdRR1fcKvRwqRBZKohRCP7do17Sh5927t+2+/QXKytq1kSW1aT51O+/rkE/D2hsBAbcISQ0IC7878ERk6IsTDSaIWQlhEKYiNhVKlTGUvvAD79pnX8/GBxo21r5QU7cgaoGPHXAtViCeKJGohRIZSU+HIEdPR8u7dEBMDN26Ypuxs3Bhu3dK+P/OM9v2/saBCiGwiiVoIYeb772HRItizB/7913ybgwP89Zd2jRngnXfg3XdzP0YhChJJ1EIUULduQVSUdrQ8YABUqKCVnz+v3cMM4OoKQUGmU9n164Obm6mNDCb6E0JkM0nUQhQQ//xjfhr78GHt9DZop6v/m3WXNm20SUcaN9YmHHEsGJOCCZFnSaIW4gmUmgrx8doRMcC2bdCyZfp6FSpo15YrVzaVVaoE9019L4SwMUnUQjwB/vlHG329bx/s3w8HDsCrr8KMGdr2wECwt4eAANNp7GeegbJlbRu3EOLRJFELkU/dugUDB2rJ+UIGKz/eP4Ff0aJw/TpkcTE4IYQNSKIWIg9LTYVjx7Sj5H37tISbdpRcqJB2Svvff7UJRQICoF49bcBX/frw1FPmbUmSFiJ/kkQtRB6zcaN2a1TaKexbt0zbypUzJWqdDubPhxIloG5dScRCPKkkUQthI7dvw6Ff4MwZ6N/fVD55Mvz6q+mxq6uWiNOOlJXSkjRA9+65G7MQIvdJohYiF6SkwNGj2unrn/c6ww+H8ZlSmNRUbRKR7t3BxUWr++KLUKuWKTEHBJim4RRCFDzy5y9EDrh0SZsTO21CkH794Msv07Y6AbVIRRt1Xa+edp05LVGPGpXr4Qoh8jBJ1EJk0a1b2qnqtFuj9u2Dy5fh+HGoVk2rU6cOfPcd/N//Qe3ABOZEd+f4jOVUq1DYprELIfI+SdRCPKZ162DCBO2UtlLm2+zt4cQJU6IODYVhw7RyQ0ICc2Z+R6nSKn2jQgjxAEnUQmRCKYiONp9IZPx40wxfDg7a6lKgjcauX990e9TTT5vPie3snPvxCyGeDJKohbjPpUvw+eemxBwba759zx5Tom7cWDudXa+e+RrNQgiRnSRRiwIpKQn+/FNLyFWrQosWWvm//8LYsaZ6Dg5Qs6bpSLlZM9O2okUhODhXwxZCFECSqMUTTylt6ca0U9j79mnTa8bHa9t79TIlan9/6N1bG/xVr552CjttNLYQQtiCJGrxxLlxA65ehSpVtMd37mgrQqUt6ZjGw0NLxvXqmcrs7WH58lwLVQghHkkStcjXEhPhjz/Mb406cQKCgiAqSqtTqJB2hKzTmc+FXaWK6T5nIYTIqyRRi3yrUyfYtAkSEtJvu3lTO4JOS8T790tSFkLkT5KoRZ51/bqWYNOOlM+dg7/+Ms1zDVqSLlrU/Ei5Xj3w9DRvS5K0ECK/kkQt8pRvv9UmEtm3D06dSr/9/HkoX177+e23YdYsqFzZPHkLIcSTRBK1yHVKwd9/m46Up07VBnaBdp+yaU5s7Try/UfLZcqYtj243rIQQjyJbH5CcP78+VSoUAFnZ2cCAwPZvXv3Q+vv2rWLwMBAnJ2dqVixIgsXLkxX58aNGwwZMoRSpUrh7OyMv78/EREROfUWxCP8+y9s3ewAOybRpYMrnp7avcu9esGHH5ov6RgcrC3zuGkTxMXByZNa4n79dS1hOzra7n0IIYQt2PSIevXq1QwfPpz58+fTqFEjPvnkE9q0acPRo0cpV65cuvpnz56lbdu2vPzyy3z55Zfs2bOH0NBQvLy86NKlCwCJiYm0bNmSEiVK8PXXX1O2bFmio6MpXFgWP8gN8fFw+DBUqADe3lrZqlUQGuoKTGTbf/X0eu0e5Xr1oGRJ0/MbN9a+hBBCaGyaqGfPns3AgQMZNGgQAHPnzmXLli0sWLCAGTNmpKu/cOFCypUrx9y5cwHw9/fn119/5b333jMm6iVLlnD9+nWioqJw/O/wy9fXN3feUAGTmqpdR047hb1vH/z+uzbr1yefwODBWr0GDaBK1RROOa/gvQH/o2kjF2rWBCcn28YvhBD5gc0SdWJiIgcPHmT06NFm5a1atSIq7QbYB+zdu5dWrVqZlbVu3ZrFixeTlJSEo6MjGzZsICgoiCFDhrB+/Xq8vLzo2bMno0aNwt7ePsN2ExISSLjvHh+DwaB9TzBABrf+WMOQYDD7np+lpGgTggD8dtCOju3cuHkj/SguT69UbtxOxJCQCEClANh+wIDPnL506/8s7np34hXEZ7Fv86snaZ/ICukHE+kLTUHqB2veo80S9bVr10hJScE77fzof7y9vYl9cCWE/8TGxmZYPzk5mWvXrlGqVCnOnDnD9u3beemll4iIiODUqVMMGTKE5ORkJkyYkGG7M2bMYPLkyenKfWb7QDateuQzxyd7GsotSc4Q8zRcrA+X6sGl+vDUamg5Rtt+rwjc+Bcc7kGpg1B2H5TZD2X2ca3IeUbdglEz0zeb7/ohB0lfaKQfTKQvNAWiH+Itr2rzUd+6B+6rUUqlK3tU/fvLU1NTKVGiBIsWLcLe3p7AwEAuX77Mu+++m2miHjNmDOHh4cbHBoMBHx8fosOjcXd3f6z3ZWwrwYDPHB+iw6Jx12etrZx29y6MHeXMrwfsOfKnHSkp5n3d2H4EG0eHGh8f7XqbKlVTcXSsCdQEXs607fzUDzlN+kIj/WAifaEpSP1gMBjwmWnZBxKbJWpPT0/s7e3THT1fuXIl3VFzmpIlS2ZY38HBgeLFiwNQqlQpHB0dzU5z+/v7ExsbS2JiIk4ZXBjV6/Xo9fp05e5692zbWbKzrayKjTVdV3Z21tZYBijsBOvXaaOtQRsMlnZbVP36ULeug9l7aPC09a+dl/rB1qQvNNIPJtIXmgLRD+lTTqZslqidnJwIDAwkMjKSTp06GcsjIyMJzmTtwKCgIL7//nuzsq1bt1K3bl3jwLFGjRqxcuVKUlNTsftvOqqTJ09SqlSpDJN0QRAVpX2lJecLF0zbfHxMiVqng5kztXua69fXtslEIkIIYVs2PfUdHh5O7969qVu3LkFBQSxatIgLFy4QEhICaKekL126xPL/ljMKCQnho48+Ijw8nJdffpm9e/eyePFivvrqK2Obr776Kh9++CHDhg3j9ddf59SpU0yfPp2hQ4fa5D3mppQUOHZMu/e4c2dT+fDhcOCA6bFOBwEBpiPl++fE/m8AvhBCiDzCpom6W7duxMXFMWXKFGJiYqhevToRERHG26liYmK4cN/hX4UKFYiIiCAsLIyPP/6Y0qVL88EHHxhvzQLw8fFh69athIWFUbNmTcqUKcOwYcMYNWpUrr+/nHb5svmqUQcOwO3b2shsgwFcXbV6bdtqM3qZTmGD3FYuhBD5g80Hk4WGhhIaGprhtmXLlqUra9q0Kb/99ttD2wwKCuKXX37JjvDyjNu3tcSbduQbGgoLFqSv5+amJeKrVyHt9vFJk3ItTCGEENnM5olapJeSAkeOmB8tHzmiffn5aXWqVtWSdvXqphWj6tfXTmlncru4EEKIfEgSdR6yZQtMnw4HD8KdO+m3HzpkStQDBmjXkwsVyt0YhRBC5C5J1Lns1i1tEYq0o+XXX4fmzbVtiYnw00/az4UKwf/9n/nRcunSpnayeHu3EEKIfEISdQ6Lu6aDX19myCvOHPoVjh7VlnlMU6OGKVE3agSLF2tJ2c9PTmELIYSQRJ3jrl7VwcZF3LfEMr6+pqPk+6cuL1ZMO6UthBBCpJFEncOqVkuFqhsY0ak1jRvq0y3rKIQQQjyMJOocZmcH9Axm/OibuGcwTakQQgjxMHa2DkAIIYQQmZNELYQQQuRhkqiFEEKIPEwStRBCCJGHSaIWQggh8jBJ1EIIIUQeJolaCCGEyMMkUQshhBB5mCRqIYQQIg+TRC2EEELkYZKohRBCiDxM5vrOgPpvHUqDwZDltgwJBoj/r60CPNW39IOJ9IVG+sFE+kJTkPohLb+o+9c9zoROWVKrgLl48SI+Pj62DkMIIcQTLjo6mrJlyz60jiTqDKSmpnL58mUKFy6MTqfLUlsGgwEfHx+io6Nxd3fPpgjzH+kHE+kLjfSDifSFpiD1g1KKW7duUbp0aezsHn4VWk59Z8DOzu6Rn3Cs5e7u/sTveJaQfjCRvtBIP5hIX2gKSj94eHhYVE8GkwkhhBB5mCRqIYQQIg+TRJ3D9Ho9EydORK9/wocwPoL0g4n0hUb6wUT6QiP9kDEZTCaEEELkYXJELYQQQuRhkqiFEEKIPEwStRBCCJGHSaK20vz586lQoQLOzs4EBgaye/fuTOv269cPnU6X7uupp54yq/fNN98QEBCAXq8nICCAb7/9NqffRrbI7r5YtmxZhnXi4+Nz4+08Nmv6AWDFihXUqlULV1dXSpUqRf/+/YmLizOrUxD2CXh0XxSUfeLjjz/G398fFxcXqlWrxvLly9PVKSj7xKP6Ir/uE1mihMVWrVqlHB0d1aeffqqOHj2qhg0bptzc3NT58+czrH/jxg0VExNj/IqOjlbFihVTEydONNaJiopS9vb2avr06erYsWNq+vTpysHBQf3yyy+59K4eT070xdKlS5W7u7tZvZiYmFx6R4/H2n7YvXu3srOzU/PmzVNnzpxRu3fvVk899ZTq2LGjsU5B2Scs6YuCsE/Mnz9fFS5cWK1atUqdPn1affXVV6pQoUJqw4YNxjoFZZ+wpC/y4z6RVZKorVCvXj0VEhJiVubn56dGjx5t0fO//fZbpdPp1Llz54xlXbt2Vc8//7xZvdatW6vu3btnPeAclBN9sXTpUuXh4ZGdYeY4a/vh3XffVRUrVjQr++CDD1TZsmWNjwvKPmFJXxSEfSIoKEiNGDHCrGzYsGGqUaNGxscFZZ+wpC/y4z6RVXLq20KJiYkcPHiQVq1amZW3atWKqKgoi9pYvHgxzz33HL6+vsayvXv3pmuzdevWFrdpCznVFwC3b9/G19eXsmXL8sILL3Do0KFsizu7PU4/NGzYkIsXLxIREYFSin/++Yevv/6adu3aGesUlH3Ckr6AJ3+fSEhIwNnZ2azMxcWF/fv3k5SUBBScfcKSvoD8tU9kB0nUFrp27RopKSl4e3ublXt7exMbG/vI58fExLBp0yYGDRpkVh4bG/vYbdpKTvWFn58fy5YtY8OGDXz11Vc4OzvTqFEjTp06la3xZ5fH6YeGDRuyYsUKunXrhpOTEyVLlqRIkSJ8+OGHxjoFZZ+wpC8Kwj7RunVrPvvsMw4ePIhSil9//ZUlS5aQlJTEtWvXgIKzT1jSF/ltn8gOkqit9OBqWkopi1bYWrZsGUWKFKFjx47Z1qatZXdfNGjQgF69elGrVi0aN27MmjVrqFq1qtk/7rzImn44evQoQ4cOZcKECRw8eJDNmzdz9uxZQkJCHrvNvCS7+6Ig7BPjx4+nTZs2NGjQAEdHR4KDg+nXrx8A9vb2j9VmXpLdfZFf94mskERtIU9PT+zt7dN9Erxy5Uq6T4wPUkqxZMkSevfujZOTk9m2kiVLPlabtpRTffEgOzs7/u///i/PflJ+nH6YMWMGjRo14s0336RmzZq0bt2a+fPns2TJEmJiYoCCs09Y0hcPehL3CRcXF5YsWcLdu3c5d+4cFy5coHz58hQuXBhPT0+g4OwTlvTFg/L6PpEdJFFbyMnJicDAQCIjI83KIyMjadiw4UOfu2vXLv7++28GDhyYbltQUFC6Nrdu3frINm0pp/riQUopDh8+TKlSpbIUb055nH64e/duurVn044U1H+z+RaUfcKSvnjQk7hPpHF0dKRs2bLY29uzatUqXnjhBWP/FJR9Is3D+uJBeX2fyBa5O3Ytf0u71WDx4sXq6NGjavjw4crNzc04cnn06NGqd+/e6Z7Xq1cvVb9+/Qzb3LNnj7K3t1czZ85Ux44dUzNnzsxXt11kZ19MmjRJbd68WZ0+fVodOnRI9e/fXzk4OKh9+/bl6HvJCmv7YenSpcrBwUHNnz9fnT59Wv3888+qbt26ql69esY6BWWfsKQvCsI+ceLECfXFF1+okydPqn379qlu3bqpYsWKqbNnzxrrFJR9wpK+yI/7RFZJorbSxx9/rHx9fZWTk5N6+umn1a5du4zb+vbtq5o2bWpW/8aNG8rFxUUtWrQo0zbXrl2rqlWrphwdHZWfn5/65ptvcir8bJXdfTF8+HBVrlw55eTkpLy8vFSrVq1UVFRUTr6FbGFtP3zwwQcqICBAubi4qFKlSqmXXnpJXbx40axOQdknHtUXBWGfOHr0qKpdu7ZycXFR7u7uKjg4WB0/fjxdmwVhn7CkL/LrPpEVsnqWEEIIkYfJNWohhBAiD5NELYQQQuRhkqiFEEKIPEwStRBCCJGHSaIWQggh8jBJ1EIIIUQeJolaCCGEyMMkUQshhBB5mCRqIQqwfv36Zbii28McP36cBg0a4OzsTO3atXMkrod5nJiFyM8kUQuRR/Xr1w+dTodOp8PR0ZGKFSsyYsQI7ty5Y9O4Jk6ciJubGydOnODHH3/Msdc5d+4cOp2Ow4cPm5XPmzePZcuW5djrCpHXONg6ACFE5p5//nmWLl1KUlISu3fvZtCgQdy5c4cFCxbYLKbTp0/Trl07fH19M62TlJSEo6Njjry+h4dHjrQrRF4lR9RC5GF6vZ6SJUvi4+NDz549eemll/juu+8AbXm/WbNmUbFiRVxcXKhVqxZff/218bkpKSkMHDiQChUq4OLiQrVq1Zg3b95DX+/gwYOUKFGCadOmZbhdp9Nx8OBBpkyZgk6nY9KkScYj3zVr1tCsWTOcnZ358ssviYuLo0ePHpQtWxZXV1dq1KjBV199ZdZeamoq77zzDpUrV0av11OuXDnja1eoUAGAOnXqoNPpaNasGZD+1HdCQgJDhw6lRIkSODs788wzz3DgwAHj9p07d6LT6fjxxx+pW7curq6uNGzYkBMnTlj0OxDC1iRRC5GPuLi4kJSUBMC4ceNYunQpCxYs4MiRI4SFhdGrVy927doFaEmwbNmyrFmzhqNHjzJhwgTeeust1qxZk2HbO3fupEWLFkyePJmxY8dmWCcmJoannnqKN954g5iYGEaMGGHcNmrUKIYOHcqxY8do3bo18fHxBAYGsnHjRv766y8GDx5M79692bdvn/E5Y8aM4Z133mH8+PEcPXqUlStX4u3tDcD+/fsB2LZtGzExMaxbty7DmEaOHMk333zD559/zm+//UblypVp3bo1169fN6s3duxY3n//fX799VccHBwYMGCAJV0uhO3ZePUuIUQm+vbtq4KDg42P9+3bp4oXL666du2qbt++rZydndMt7zdw4EDVo0ePTNsMDQ1VXbp0Sfca3333nSpcuLBauXLlI+OqVauWmjhxovHx2bNnFaDmzp37yOe2bdtWvfHGG0oppQwGg9Lr9erTTz/NsG5au4cOHTIrv79fbt++rRwdHdWKFSuM2xMTE1Xp0qXVrFmzlFJK7dixQwFq27Ztxjo//PCDAtS9e/ceGbMQtibXqIXIwzZu3EihQoVITk4mKSmJ4OBgPvzwQ44ePUp8fDwtW7Y0q5+YmEidOnWMjxcuXMhnn33G+fPnuXfvHomJielGau/bt4+NGzeydu1aOnXq9Nix1q1b1+xxSkoKM2fOZPXq1Vy6dImEhAQSEhJwc3MD4NixYyQkJNCiRYvHfs3Tp0+TlJREo0aNjGWOjo7Uq1ePY8eOmdWtWbOm8edSpUoBcOXKFcqVK/fYry9EbpBELUQe1rx5cxYsWICjoyOlS5c2DtA6e/YsAD/88ANlypQxe45erwdgzZo1hIWF8f777xMUFEThwoV59913zU49A1SqVInixYuzZMkS2rVrh5OT02PFmpaA07z//vvMmTOHuXPnUqNGDdzc3Bg+fDiJiYmAdho/q5RSgHbt/MHyB8vuH9yWti01NTXLMQiR0+QatRB5mJubG5UrV8bX19cs0QQEBKDX67lw4QKVK1c2+/Lx8QFg9+7dNGzYkNDQUOrUqUPlypU5ffp0utfw9PRk+/btnD59mm7duhmvgWfV7t27CQ4OplevXtSqVYuKFSty6tQp4/YqVarg4uKS6S1eaR8YUlJSMn2NypUr4+TkxM8//2wsS0pK4tdff8Xf3z9b3ocQtiZH1ELkQ4ULF2bEiBGEhYWRmprKM888g8FgICoqikKFCtG3b18qV67M8uXL2bJlCxUqVOCLL77gwIEDxtHU9ytRogTbt2+nefPm9OjRg1WrVuHgkLV/D5UrV+abb74hKiqKokWLMnv2bGJjY40J1NnZmVGjRjFy5EicnJxo1KgRV69e5ciRIwwcOJASJUrg4uLC5s2bKVu2LM7Ozul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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " \n", "Date and time 2023-03-02 15:24:36.634414\n", "Time since last check is 0:00:00.221027\n" ] } ], "source": [ "import datetime\n", "now = datetime.datetime.now()\n", "print(\"Date and time \",str(now))\n", "#\n", "f_peak_arr = np.array([ 0.7, 0.8, 0.82, 0.85, 0.88, 0.9, 0.92, 0.95, 0.98])\n", "tail_prop_arr = np.array([0.156, 0.178, 0.179, 0.186, 0.194, 0.201, 0.201, 0.193, 0.194])\n", "mean_prop_rms = np.array([0.054, 0.069, 0.072, 0.077, 0.088, 0.097, 0.104, 0.119, 0.141])\n", "#\n", "fig, ax = plt.subplots(1, 1, figsize = (5, 4))\n", "#\n", "ax.plot(f_peak_arr, tail_prop_arr, linestyle = '-', color = 'r', label = \"Tail prop\")\n", "ax.plot(f_peak_arr, mean_prop_rms, linestyle = '--', color = 'b', label = \"Tail RMS\")\n", "ax.set_title(\"Tail proportion and RMS with peak fraction\")\n", "ax.set_xlabel(\"Peak fraction\")\n", "ax.set_ylabel(\"Tail proportion/Tail RMS\")\n", "#\n", "ax.legend()\n", "ax.grid(color = 'g')\n", "#\n", "plt.tight_layout()\n", "plt.show()\n", "#\n", "then = now\n", "now = datetime.datetime.now()\n", "print(\" \")\n", "print(\"Date and time\",str(now))\n", "print(\"Time since last check is\",str(now - then))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" } }, "nbformat": 4, "nbformat_minor": 4 }