{ "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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+OhwRwVeLAQAAAACoApgpCwBVTWysbWZsdrbjV4ujomzbzJIFUFaCgqQpUy7/d8VisX0QFBvL3x4AAADgGpCUBYCqhq8WA6goQUFSXNzl91sstsUG+/UjKQsAAABcA8oXAAAA4NqdPGn7UEiyLQp28eKDAAAAAK6IpCwAVGVX+2oxAJQ1i0VKTJQCAi60RUdL3t62dovFuNgAAACAKoKkLABUZYVfLSYpC6CixMdfmCF7KRYbBAAAAEqEmrIAAAAoudhYWw3ZU6ccFxuMjJQ8PPiQCAAAACgBkrIAAAAoucLFBi+uIRsZKXXubFxMAAAAQBVD+QIAAABcOy8vaedO27aHh7GxAAAAAFUMSVkAAACUDosNAgAAAKVC+QIAAACUTuFigwAAAACuCTNlAQAAAAAAAKACkZQFAABA+bBYbDNpLRajIwEAAAAqFcoXAAAAoOxlZUnBwbbt6GjqzgIAAAAXYaYsAFRmzDIDUFVlZV3Yzs52fA0AAADUcCRlAaAys1ikqVNJygKoOiwWKTFRCgi40BYdLXl729r5ewYAAACQlAWASikrSzp5UoqIsL0+dcrYeACgpOLjL/ztulREhG0/AAAAUMNRUxYAKhuL5UIdxkLR0dLOnbbtoCBqMwKovGJjpX79bB8mRUfb2mbNkiIjJQ8P/n4BAAAAIikLAJXP5WaRFc48mzLFVmcWACqjiz842rnT9rcrKkpq187QsAAAAIDKhKQsAFQ2sbG22WXZ2Y6zzKKibNvMMgMAAAAAoEojKQsAlQ2zzABUF0FBttn9V/owyWKxfUMgNpYPnQAAAFBjVKmFvl5++WWZTCaNHTvW3ma1WhUXF6fg4GB5eHgoKipKycnJDsfl5OToiSeeUL169eTl5aV+/frp6NGjDn1Onz6toUOHytfXV76+vho6dKjS09Mr4K4AAACqqaAgW7mVqyVlp061PQMAAAA1RJVJym7fvl0LFy5Uq1atHNpnzJih2bNna8GCBdq+fbsCAwMVHR2t//3vf/Y+Y8eO1aeffqply5Zp06ZNOnPmjPr06aP8/Hx7nyFDhigpKUlr1qzRmjVrlJSUpKFDh1bY/QFAsUoyywwAqqKsLOnkyQv1sk+dMjYeAAAAoAJVifIFZ86c0f3336+33npLL730kr3darVq7ty5ev755xUTEyNJSkhIUEBAgD788EPFxsYqIyND77zzjhYvXqzu3btLkpYsWaKQkBB99dVX6tmzp/bs2aM1a9bo+++/V2RkpCTprbfeUseOHbV37141bdq02LhycnKUk5Njf52ZmWl7zsmUcoo9pEJl5mQ6PAMVjTFYBup6SZPG2bZ5H68ZYxBGYwwWz2RJUe1Gl/z7KjpaZ7Z8K0myBgbKGhRoQGTVD2MQRmMMwmiMQRiNMVjzlPRnbbJardZyjuW6DR8+XHXr1tWcOXMUFRWlNm3aaO7cufrtt9900003KTExUW3btrX379+/v/z8/JSQkKD169erW7duOnXqlOrUqWPv07p1aw0YMEBTp07Vu+++q3HjxhUpV+Dn56c5c+bowQcfLDauuLg4TZ06teiOZyW5l8WdAwAAVD9TvpHivr38/rg7paldKy4eAAAAoMyck/SKlJGRIR8fn8t2q/QzZZctW6bExERt3769yL6UlBRJUkBAgEN7QECADh06ZO/j6urqkJAt7FN4fEpKiurXr1/k/PXr17f3Kc6kSZM0btw4++vMzEyFhIToyLgjV3zTK0pmTqZC5oToyFNH5ONmfDyoeRiDMBpjEEZjDBbPNDxFZw4ckLLPybv3AElS9qvTlH/H7ZKk8YGBGsdM2TLBGITRGIMwGmMQRmMM1jyZmZkKeSXkqv0qdVL2yJEjevLJJ7V27Vq5u19+6qnJZHJ4bbVai7Rd6tI+xfW/2nnc3Nzk5uZWpN3HzadS/aJVtnhQ8zAGYTTGIIzGGLxEqI8U2sRWV/YPHp3vlG7rbGBQ1RtjEEZjDMJojEEYjTFYgxRNFRarUi/0tXPnTp08eVIRERGqVauWatWqpW+//Vavv/66atWqZZ8he+ls1pMnT9r3BQYGKjc3V6dPn75inxMnThS5fmpqapFZuAAAACgjXl7Szp22bQ8PY2MBAAAAKlClTsp269ZN//3vf5WUlGR/tG/fXvfff7+SkpLUuHFjBQYGat26dfZjcnNz9e2336pTp06SpIiICLm4uDj0sVgs+vHHH+19OnbsqIyMDG3bts3eZ+vWrcrIyLD3AQAAQDkICpKmTLE9F8dikeLibM8AAABANVGpyxfUrl1bLVq0cGjz8vKS2Wy2t48dO1bTp09XeHi4wsPDNX36dHl6emrIkCGSJF9fXz388MMaP368zGaz6tatqwkTJqhly5bq3r27JKlZs2bq1auXRo4cqfj4eEnSqFGj1KdPHzVtesnKwAAAACg7QUG2pOvlWCzS1KlSv36XT9wCAAAAVUylTsqWxMSJE5Wdna3Ro0fr9OnTioyM1Nq1a1W7dm17nzlz5qhWrVoaNGiQsrOz1a1bNy1atEjOzs72Ph988IHGjBmjHj16SJL69eunBQsWVPj9AAAAQLZ6s1lZUkSE7fWpU8bGAwAAAJShKpeU3bBhg8Nrk8mkuLg4xV1hhoW7u7vmz5+v+fPnX7ZP3bp1tWTJkjKKEgAAAKVmsUjBwY5t0dEX6s8GBTFrFgAAAFVapa4pCwDVHrUSAaCoP8pJFRERYXtcbj8AAABQRVS5mbIAUK1QKxEAioqNtc2Mzc62PUvSrFlSVJRtm7+XAAAAqOJIygKAEaiVCACXV1ieICvrQltkpNSunXExAQAAAGWI8gUAUNEsFsnbWwoIuNAWHS0lJtoelDIAABsvrwt1ZD08jI0FAAAAKEMkZQGgolErEQBKLihImjLl8iULqM0NAACAKojyBQBQ0aiVCAAlFxRkS7peDrW5AQAAUAWRlAWAilZYK1GyfS03IsKWkKVWIgCUHLW5AQAAUIWRlAUAAEDVYrFIwcGObdHRF+rPXvzhFwAAAFAJUVMWAIx0tVqJAICiqM0NAACAKo6ZsgBgpKvVSgQAFEVtbgAAAFRxJGUBAABQtRSWJ8jKutAWGUltbgAAAFQZlC8AAABA1eTldaGOrIeHsbEAAAAA14Ck7P+3d//RUVd3/sdfE36ESEiAIsmkiYAVLT+lRBojqYlKgK02Us9Wtyrodnc7XQiKqNsfW5fg6Qp1DfiDgtj2YI8/Dp5+i+g5doGgGKSIYmIKWoq2ywqWifFsICExhkju948PM8kkM5lJJjOf+fF8nDNnJvd+ZnIH3+bzue+5874AAACIX8Fqc7vdVpkYtzuqwwIAAAD6QlIWAAAA8ctTm7uvpOzq1SRlAQAAEFOoKQsAAIDE09pq3fLzrZ8bG+0dDwAAANANK2UBIJL42iwARJ/bLaWnS1lZXW2lpVJtrXXjbzIAAABsRlIWACKJr80CQPRt3uy/PT/fugXqBwAAAKKE8gUAEAmtrdZ9W5vvPQAg8lwua2VsW5t1L0mVlVJJifU4UP1ZAAAAIEpIygLAYHO7pZwc37aiIqmmxnrsdJIQAIBI6v53tqbGWh1bUiLNnm3rsAAAAAAPyhcAwGDja7MAAAAAAKAPrJQFgMHG12YBIHY4ndKqVYH/9rrd1odlLhd/nwEAABA1JGUBYLDxtVkAiB1Op1RREbjfsyFjWRlJWQAAAEQNSVkAAAAkn9ZW65afb/3c2GjveAAAAJBUSMoCQCQF+9osACD6/G3IWFrKhowAAACIGjb6AoBI8nxtlsk9AMQONmQEAACAzVgpCwAAgOTChowAAACwGUlZAAAAJJf+bMjodlsrZ10ukrUAAAAYNJQvAAAAAAJxu6XVq617AAAAYJCQlAWAcLjdVs1YJusAEJ8CbcjY2io1NFiraCWpsTH6YwMAAEDCIikLAOFgBRUAxDd/GzK63VJ6upSV1dVWWirV1lo3/uYDAAAgTCRlAWAgWlutW1ub9bPnHgAQ/zZv9t+en2/dAvUDAAAAIWKjLwDoL7dbysnxbSsqsjaLkXw3kAEAxB+Xy1oZ29Zm3UtSZaW1GZjE33gAAACEjaQsAPRXXyuoJKs2YUVF1IYDABhkng/XWlu72goKpNmz7RsTAAAAEgpJWQDoL1ZQAUByGDnS+hZEfr6Ulmb3aAAAAJBASMoCQH91L0/gmayXlLCCCgASkdNpfQOCD9wAAAAwiNjoCwAAAAjE6bRK0gRKyrrdVr/bHc1RAQAAIM6RlAWAcLCCCgCSm9strV5NUhYAAAD9QvkCAAiHZwUVACC5tLZaN88mj42N9o4HAAAAcYWkLAAAANAfbreUk+PbVlpq1RmXfGuPAwAAAH5QvgAA+kKtQABAT5s3+2/Pz7dugfoBAACA81gpCwB98dQKLCtj1RMAwOJyWStj29qse0mqrJRKSqzHnC8AAAAQBElZAPCntdW6b2vzvQcAoHt5gpoaa3VsSYk0e7atwwIAAED8ICkLAD35qxVYVEStQABA/7ndVjkDl4tzBwAAALyoKQsAPVErEAAQKqdTWrUqcMLVUwaH2uQAAADohpWyANATtQIBAKFyOq0NIf1paLA+zJOkxsaoDQkAAACxj6QsAPRErUAAQDjcbuvmSchK1od8lMEBAADAeTFdvmDNmjWaM2eORo0apfHjx2vRokU6evSozzHGGFVUVCgnJ0dpaWkqKSnR+++/73NMe3u7li9frnHjxmnkyJEqKyvTxx9/7HPMqVOntHjxYmVmZiozM1OLFy/W6dOnI/0WAQAAkGg2b/ZNyHpQBgcAAADnxXRStrq6WsuWLdOBAwdUVVWlL774QvPnz1erZ1d0SQ8//LDWrVunDRs26ODBg8rOzlZpaanOnDnjPWbFihV68cUXtXXrVu3bt08tLS264YYbdO7cOe8xt956q+rq6rRjxw7t2LFDdXV1Wrx4cVTfL4AYFKxWIAAAPblc1qrYqqqutspKq62mxuoHAABAUovp8gU7duzw+XnLli0aP368ampqdPXVV8sYo0cffVT//u//rptuukmS9Jvf/EZZWVl6/vnn5XK51NTUpF//+td65plnNG/ePEnSs88+q7y8PO3evVsLFizQkSNHtGPHDh04cEAFBQWSpF/+8pcqLCzU0aNHddlll0X3jQOIHX3VCgQAwJ/+lMFxu62Vsy4XHwACAAAkkZhOyvbU1NQkSRo7dqwk6dixY6qvr9f8+fO9x6Smpqq4uFj79++Xy+VSTU2NOjo6fI7JycnR9OnTtX//fi1YsEBvvvmmMjMzvQlZSbryyiuVmZmp/fv3B0zKtre3q7293ftzc3Ozdd/eLLX7fUpUNbc3+9wD0UYMwm7EIOxGDCLlbIvSJbWcbVGnnzhI+ehDpa9erZaF16pz7MhB//3EIOxGDMJuxCDsRgwmn1D/W8dNUtYYo5UrV6qoqEjTp0+XJNXX10uSsrKyfI7NysrSRx995D1m+PDhGjNmTK9jPM+vr6/X+PHje/3O8ePHe4/xZ82aNVq9enWv9rx1edKIfry5CMtbn2f3EJDkiEHYjRiE3YjB5JV9RnIVS5v/X7Hqd/r2jWuRPn3EenzjxmK99pXIjYMYhN2IQdiNGITdiMEk8nloh8VNUra8vFyHDh3Svn37evU5HA6fn40xvdp66nmMv+ODvc6Pf/xjrVy50vtzc3Oz8vLydGLlCWVkZPT5+6Ohub1ZeevzdOKeE8pItX88SD7xEIMOd72G/2qLzv7zP8o4s+0eDgZZPMQgEhsxCI+V3R473PVy1NcrvbDY2/bqM1LLm9WSJJOdPWjnJGIQdiMGYTdiEHYjBpNPc3Oz8tYGT8LHRVJ2+fLlevnll7V3717l5uZ627OzrYvV+vp6ObvV4GpoaPCuns3OztbZs2d16tQpn9WyDQ0Nuuqqq7zHfPLJJ71+76efftprFW53qampSk1N7dWekZoRU/+jxdp4kHxiOgYb/yL951ql3vQdaWKMjhFhi+kYRFIgBuHj6XWSn29beZO0q1YNej1zYhB2IwZhN2IQdiMGk0jvVKFfKZEdRXiMMSovL9e2bdv02muvadKkST79kyZNUnZ2tqq67Wx79uxZVVdXexOu+fn5GjZsmM8xbrdb7733nveYwsJCNTU16e233/Ye89Zbb6mpqcl7DIAE09oqNTRYm69IUmOjveMBACQPl8vaAKzb9akqK622mhqr38PtthK0bnfUhwkAAIDIiemVssuWLdPzzz+vl156SaNGjfLWd83MzFRaWpocDodWrFihhx56SJMnT9bkyZP10EMP6YILLtCtt97qPfaf/umfdO+99+pLX/qSxo4dq/vuu08zZszQvHnzJElTpkzRwoUL9S//8i/avHmzJOn73/++brjhhoCbfAGIY263lJPj21Zaak2EJd9dswEAGGzdzzM1NdYHhCUl0uzZvY91u61VtWVlnJsAAAASSEwnZTdt2iRJKikp8WnfsmWL7rzzTknSv/3bv6mtrU1Lly7VqVOnVFBQoF27dmnUqFHe49evX6+hQ4fq5ptvVltbm6677jo9/fTTGjJkiPeY5557TnfddZfmz58vSSorK9OGDRsi+wYB2OP8hy+9eFbNRuBrowAA9Ftrq9TWZj323AMAACAhxHRS1hgT9BiHw6GKigpV9JFAGTFihJ544gk98cQTAY8ZO3asnn322YEME0C8cbmslbGSVFcnlZdLGzZIhYVWGyuRAADR4nRaHwZ2P/e43dbN82GhJBUV8Y0OAACABBLTSVkAiIjuk9m0NOu+sND/10YBAIgkp7P3tzM2b/a7ERjf6AAAAEgcJGUBAACAWOJyWTVkGxu7vtlRWWnVnZVYJQsAAJAASMoCSG7+vjYKAICd+rsR2ObNViKXcxkAAEDcSLF7AAAQMW639fVOtzvwMZ6vjTKRBQDEI7fbKnXQ17kOAAAAMYekLIDExUQVABDv+vpGR0NDV53ZxsbojgsAAABhoXwBgMTUc6La2iqNHGnvmAAA6C9/G4G53dbNc56TrNqzNTVdz+EbIAAAADGNlbIAEovbLdXWSllZXW2lpVJ6utXOqlkAQLzbvNk3IeuRn2/dNm+O/pgAAADQLyRlASSWQBNViYkqACAxuFzWqtiqqq62ykqrrabG6j/P4a7Xqj3WPQAAAGIH5QsAJBaXSyors0oWlJZabZWVUkGBlJbG1zkBAPGve3mCmhrrQ8eSEmn27F6HOurrVVEttdTXSxMvje44AQAAEBBJWQCJpR8TVQAAElpDg9ILi63HjafsHQsAAAB8kJQFAAAA4pXTKa1a5ftNED8bgaVfv4iNwAAAAGIINWUBxC+329qROtDmXf4mqgAAJBKn0zoXdj/X9WcjsGDnUgAAAEQESVkA8cvtllav7jsp23OiCgBAovOzEVjbz//T70ZgQc+lAAAAiAjKFwCITw0NXauAGhul1lZp5Eh7xwQAQCzoVp6g5c1qpRcW69zVRb3rq/c8lwIAACBqWCkLIL643VJtrZSV1dVWWiqlp1vtrPQBAKBvgc6ltbW9z6WUNwAAAIgIkrIA4kugOnlS7zp5AAAkOZOdrYpi696rvzVnKW8AAAAw6ChfACC+uFxSWZn1NcvSUqutslIqKJDS0qgfCwBAN8aZrdXXSCud3ZKygc6lJSXWY8+5NJTyBm63lcR1uTgHAwAA9ANJWQDxpVudPNXUWJPFkpLedfIAAIB/nnNpa2tXW0FB17nUU96g+2ra0lLrvNv9+Z5jV6+2krwkZQEAAEJG+QIAsYs6dgAARM7IkV2J1rS0rvZQyxuEupKWczkAAEAvJGUBxK5gdeycTmnVKlbmAAAwUP7OpS6Xlaytqupqq6y02mpqpEWL+rdRGDVpAQAAeiEpCyA29Vx90/0rlh5Op7X6hqQsAAAD4+9c6nRapQzmzetaSespFTR7trR9e2graVtbpbY263Fbm/9zOStpAQBAkiIpCyC2eOrY9Vx9k57ee/UNAACIvlBX0qanS0VFVn9Rkf9zOStpAQBAkiIpCyC2BKpjJ/muvgEAAJHnr7zBQFfSSv1fSQsAAJCghto9AADw4XJZOzg3NlorZCVr9U1BgbUJCaUKAACIHk95g/7wnMvb2qS6Oqm8XNqwQZo1yzqXp6RYK2a7J249K2praqzf6Tnfu91WEtfl4hoAAAAkFFbKArCPvzpygVbfzJ1rtTMhAwAgdvS1knbuXKmw0GorLOw6l4e6klaivAEAAEhYJGUB2IeJFgAA8W0gm256atLu22etoJWs+337rHaXy2pjozAAAJDAKF8AwB4NDV2rZBobrYnWyJG+x/hbfQMAAOJHoJW0np/T0qz7wkJrFa3UtelnqOUNVq+2yiVwvQAAAOIIK2UBRJdnopWV1dVWWup/R+aBrL4BAACxYyDn8lA3/WSjMAAAEMdIygKIrlAnWgAAIPH5W0kbrLzBokXWB7np6V0raIuK/H/AS3kDAAAQo0jKAogYh7teq/ZY916eiVZVVVdbZWXvOnIAACDx+VtJG82NwkjaAgAAm1BTFkDEOOrrVVEttdTXSxMvtRq714GrqbEmTyUlXXXkAAAA+uJyWTVkGxutEkiS9QFvQYFVo9ZzneGvvEHP+vXUpAUAADYhKQsgMhoalF5YbD1uPOV/IgQAANCXYBuF+fuAN9SNwkJJ2gIAAEQI5QsADC4/G3mlX78o8EZePSdaAAAAHpHYKOyRR6hJCwAAbEdSFsDg6s9GXgOZaAEAAHgMZKMwafBq0gIAAAwQ5QsADJzbbU1cXK6uyZCnzltbm9reeVNpK+5X26P/pbQrCn3rvAEAAITL8wFvzzbP9UZamnVfWNhV3sDplG67zSpZUFcnlZdbSdtZs/pfk1byfz0EAAAQBElZAAPnb3OMbhOhc0POWfcFX5eunGvXKAEAALoES9qGWpPWg83CAADAAFC+AMDANDR0TVYaG63VIwAAALFkIPXrQy3F1NraezUtAABAiEjKAgjM3+YWfjbyUmmp380xTHa2KoqtewAAgKgLVr9+IDVpXS7reic9vfdmYbW1bBYGAABCQlIWQGD+Nrfox0Zexpmt1ddY9wAAADHHX9LW6bRKGcyda5U1kKz7uXOtdqfTdzOw7vLz+79ZGElbAACSEklZAP7529xCCm31CAAAQCJzuaxrn57XQzU1XddDoZY3CDdpG24/AACwBRt9AcnM327Bbrd162tzC89GGP42xwAAAEgUgWrShrJZWHq673OKiqxrKc/zMzKsx6EmbQNtJBZuPwAAsAUrZYFkFmZ5AgAAgIQWrCZtIMHKGzzySPCatMFW2obb78FKWgAAbMFKWSBZBbpId7mslRSNjdYGXpJUWSkVFFgrQXrWXOvvjsYAAACJJNBmYZ7rqLo6qbzcKm/gqVH73HP+X8vzwfjKldK6db593VfapqRIX/vawPu7r/QNZaVtz29WAQCAsJGUBRJZf8oTdL9I93z1rqbGOq6kxH95As/qEQAAgGTl73ooWHkDp1O66Sbr8UCStsXF4fWvWiXdf7/1eDDKJ5C0BQCg30jKAvEs2EWwv4vozZuttp66X6STaAUAAIiccJO2KSldm7AOtD9YzVuns38blQVI2jrc9Vq1R3LcUS9NzPD//GDXs+H0A3YjRgEEQE1ZIJ71tVtvX+UJamr63i3Yg/IEAAAA4RnI9ZTTKc2da908iVRP0nb2bGnWrPD6t2/3/3u717ytre275q0UUtLWUV+vimrr3q++rmcHq7+vmrmR7kf8G4wYCSdGASQskrIIj90XOcncH+gi2O3u+yJasi7GA12k96wZO5DNLQCEZPfu3Zo6dap2795t91AAAJES7HrKjg/BXS7rA/pAH9JL/jd+HeykbaT7pegkfWM5KRxKws/uMUS437ta293HBwPhJlX7u1Cmv68fw/++tvfHwhiiEYOJ3J/MDHz84he/MBMnTjSpqalm9uzZZu/evSE/t6mpyUgyTU1NERxh6Jo+bzKqkGn6PILjqakxRrLu6Y9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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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" ] }, "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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qTp062rFjh5555hkNHjzYVpDF9aEoCwAAAAAAAMBOSkqKXnjhBaWkpCgoKEj33HOPJk+e7OywKgyKsgAAAAAAAADsjB8/XuPHj3d2GBWWi7MDAAAAAAAAAIDKhKIsAAAAAAAAADgQRVkAAAAAAAAAcCB6ygIAgBtWnmFofevWsgQEKCgzU529vORqMjk7LAAAAAC4IlbKAgCAci3PMLSudWst6tZN6zIzlWcYkqRlqamqv2OH7ps4UXtDQnRfYqLqb9qkZampTo4YAAAAAK6MoiwAALi6rCz5evjJiLO+dpTLFV7H//qrBu3apaO5uQpKS1PcggUKSkvTsexsDdq1i8IsAAAAgHKNoiwAALg+WVmSyWR9FFWwvdr2y1iWmlpk4fVodrZeP3JERhH7FIyNOXDAtqIWAAAAlVNenrRunbRokfU5L8/ZERUtIiJCY8aMcXYY5c78+fPl7+/v7DDKDD1lAQCAc2VlST4+1tdnzkje3sozDD114ECRhVdJCkxLU1BamiSp7f79ds+SZAkI0Pr0dEVUq1aWkQMAAKCcWrZMeuop6ejRv8bq1pXefFOKji6bc44YMUILFiyQJFWpUkUhISGKjo7WpEmT5O3tfYVYl8nNza1sgkK5RVEWAACUO+vT03Xh+HG1uUzhNWbFCsWsXGm3z/vTptlexw0fLssddzgoWgAAAJQny5ZJgwZJl144deyYdXzJkrIrzPbq1Uvz5s1Tbm6u1q9fr0ceeURZWVmaM2dOobm5ublyc3NT9erVyyaYq8jJyZG7u7tTzg3aFwAAgHLIkpOjmBUrtC0mRttiYmwF1/enTdO2mBjFrFyp+L591TY+Xo/ExkqSHomNVdv4eLWNj1d8v34K4hdMAACASicvz7pCtqhOVgVjY8aUXSsDs9mswMBAhYSEaMiQIbr//vu1fPlySVJcXJxuvfVWffjhh2rYsKHMZrMMwyjUvqB+/fp6+eWXNWzYMPn4+KhevXr697//rdTUVA0YMEA+Pj5q2bKltm7datsnLS1N9913n+rWrSsvLy+1bNlSixYtsostIiJCjz/+uMaOHasaNWqoZ8+eeuihh9S3b1+7eRcuXFBgYKA+/PDDIj9jQVuB5cuXq+ktTdWpYSdFRUbpyJEjdvNWrFihsLAweXh4qGHDhpo0aZIuXLhg2z5jxgy1bNlS3t7eCgkJ0ejRo3XmzJnLfrdpaWlq3769+vfvr/Pnz1/x3+FGQFEWAACUO0Hu7orv189WZC2q8Bo3YoS2N2mibY0bS5K2NW6s7U2aKLlJE7kFB6tzBe4/BQAAgKKtX2/fsuBShiEdOWKd5wienp7Kzc21vT9w4IA+++wzLV26VMnJyZfdb+bMmerUqZO2b9+uPn36aOjQoRo2bJgeeOABbdu2TY0aNdKwYcNk/FlpPn/+vMLCwrRy5Urt3LlTo0aN0tChQ7V582a74y5YsEBVqlTRf//7X8XHx+uRRx5RQkKCLBaLbc5XX32lM2fOaPDgwZeN7+zZs5o8ebI+nPeh3l/+vjL/yNTf//532/avv/5aDzzwgJ588knt3r1b8fHxmj9/viZPnmyb4+Liorfeeks7d+7UggULtHbtWo0fP77I8x09elSdO3fWLbfcomXLlsnDw+Oysd0oaF8AAACK7OvqTJ39/VUlOFjJAQF2fWULCq8FTJfsV/D+jUaN5Gq6dCsAAAAquotqi6Uy73r8+OOP+vTTT9W9e3fbWE5OjhYuXKiaNWtecd+77rpLMTExkqQXXnhBc+bM0W233aZ77rlHkvTMM88oPDxcJ06cUGBgoOrUqaPYPxcySNITTzyhhIQEff755+rQoYNtvFGjRpo6darduUJDQ7Vw4UJbQXTevHm655575FPw/wdFyM3N1ezZs9XutnbySPHQvHnz1KJ5C/34449q3769Jk+erH/84x8aPny4JKlhw4Z66aWXNH78eL344ouSZLc6uEGDBnrppZf06KOP6p133rE71759+9SzZ08NGDBAb775pkwV5Pd8VsoCAIByx9Vk0puNGkkquvBqkvR/ISGq4+YmS0CAtYdsQIDqms1a0ry5oq/ySy4AAAAqpqCg0p13rVauXCkfHx95eHgoPDxcd955p2bNmmXbXq9evasWZCWpVatWtte1a9eWJLVs2bLQ2MmTJyVJeXl5mjx5slq1aqWAgAD5+Pho9erVOnz4sN1x27VrV+hcjzzyiObNm2c73qpVq/TQQw9dMb4qVarYHeuWW26Rv7+/9uzZI0lKSkrSP//5T/n4+NgeI0eOlMVi0dmzZyVJ3333nXr27Kk6deqoatWqGjZsmNLS0pSVlWU77rlz53THHXdo4MCBeuuttypMQVaiKAsAAMqp6Jo1taR588sWXqfefLMOtW6tRS+9pNAjR7SoY0cdvP12CrIAAACVWOfOUt260uVqdyaTFBJinVcWunbtquTkZO3du1fnz5/XsmXLVKtWLdt272Jekebm5mZ7XVCILGosPz9fkjR9+nTNnDlT48eP19q1a5WcnKyoqCjl5OTYHbeo8w8bNkz/+9//tHHjRn388ceqX7++OhfjCyqqQHpxXJMmTVJycrLt8fPPP2v//v3y8PDQb7/9prvuukstWrTQ0qVLlZSUpLfffluS7No9mM1m9ejRQ6tWrdLRK/WluAHRvgAAAJRb0TVraoCnp9Y/9pgsAQFa1LGjOgcG2loTuJpMitixwzrZ1/fyv30DAACgUnB1ld58Uxo0yPqr4cU3/Cr4VfGNN6zzyoK3t7ca/XnFlyOtX79eAwYM0AMPPCDJWhTdv3+/mjZtetV9AwICNHDgQM2bN08bN27Ugw8+eNV9Lly4oK1btyqsXZgkae/evUpPT9ctt9wiSWrbtq327t172e9i69atunDhgqZPny4XF+ua0c8++6zQPBcXFy1cuFBDhgxRt27dtG7dOgUHB181vhsBK2UBAEC5VlB4vW/tWkX4+tIrFgAAAFcUHS0tWSLVqWM/XreudTw62jlxlaVGjRppzZo1SkxM1J49exQTE6OUlJRi7//II49owYIF2rNnj60P7JW4ubnpiSee0ObNm/XLz7/o4Ycf1u2336727dtLsvbB/eijjxQXF6ddu3Zpz549+te//qXnn39eknTzzTfrwoULmjVrlv73v/9p4cKFevfdd4s8l6urqz755BO1bt1a3bp1u6bPVZ5RlAUAABVXVpZ1SYTJZH0NAACASiE6Wjp0SPruO+nTT63PBw9WzIKsJE2cOFFt27ZVVFSUIiIiFBgYqIEDBxZ7/x49eigoKEhRUVHFWonq5eWlZ555RkMfGKqH+j8kT09PLV682LY9KipKK1eu1Jo1a3Tbbbfp9ttv14wZM1SvXj1J0q233qoZM2botddeU4sWLfTJJ59oypQplz1flSpVtGjRIjVv3lzdunWz9dK9kdG+AAAAXFWeYWh969ayBATI98xZ9apmsGIVAAAA5ZqrqxQR4bjzzZ8//4rb4+LiFBcXV2h83bp1du8PHTpUaI5xcR8GSfXr17cbq169upYvX37F8196noudO3dO6enpevjhh694jItFR0drwMAB2p6yXW0C28jVxb4nRFRUlKKioi67/9NPP62nn37abmzo0KG21yNGjNCIESNs76tUqaKlS5cWO77yjpWyAADgipalpqr+jh26b+JE7Q0J0SNbklV/0yYtS00tlePnGYbWtW6tRd26aV1mpvIu+YUTAAAAQNnIz8/X8ePHNXHiRPn5+al///7ODqnSoCgLAAAua1lqqgbt2qWjubkKSktT3IIFCkpL07HsbA3atUvLUlOvWlS90vZLC773JSaWasEXAAAAwOUdPnxYderU0WeffaYPP/xQVapwUb2jUJQFAABFyjMMPXXggIpat1owNmrv3isWVa9UdC1OwRcAAABA2Slog3DkyBF17969WPuMGDFC6enpZRtYJUD5GwAAFGl9erouHD+uNmlpkqS2+/fbPUuSJSBARwMC1ObPouqXHTsqOSBAg3btUmxIiKYdOSJDKrT9b7t2KaBKlcsWfE2Sxhw4oAE1asi1iDkAAAAAcCOjKAsAAIpkyclRzIoViluwwG78/WnTbK/jhg/XpIua70t/raKd8WdB9lIFY24nTly14Ls+PV0R7u7X8zEAAAAAoNyhKAsAAJRnGFrfurUsAQEKysxUZy8vBbm7a2y/fvqyY0dJ1oLp+9Om6ZHYWG1r3Fg1MjIkSW327SuyqJrn4iLX/Hy78Yu3D/nmG8V+/rldHJcWfC133CFRlAUAAABQwVCUBQCgkluWmqqn9u3ThYkTFbNihcYmJqpKcLBm3HyzqgQHKzkgwG7F67bGjbW9SRO9OH/+FVfRrmvdWhE7dlx2+7R77lHb+HhJhQu+knWl7CIKsgAAAAAqIIqyAABUYgU32yqq7+u9u3fb+sKaitg3/gqraKXCK2WLKrqmBATYHbOg4GuSVNdsVmd/f+ns2TL69AAAAADgHBRlAQCoDLKyJB8f6+szZyRvb+UZhp46cOCKN9tafPKkPmvWTE/v3y9LQIC1pUBAgOq6u+tc7dqXXUUrSa6S8qUit5skVa9SRaYLFwqdu6AA/EajRnI1FVUOvoi3t2QU9QmsimrLcNVjAgAAAEAZc3F2AAAAwDnWp6frwvHjarNvX6G+sG327dOt+/Yp9/hx1XBz06HWrbXopZcUeuSI3r/tVh0KD9fc0FBJKrSK1vTnY2xIyGW3S9Lc0FAtad5cddzc7Au+ZrOWNG+u6Jo1r+vzLUtNVf0dO3TfxInaGxKi+xITVX/TJi1LTb2u4wIAAAAVzYgRIzRw4EBnh1GmIiIiNGbMGGeHYUNRFgCASsqSk6OYFSu0LSZG22JibP1e3582zTYWs2KFLDk5cjWZFLFjh+5bu1adfayrTaNr1rxiUXXqzTdftegaXbOmXcF3UceOOnj77fYF2YLVsIZhfV0MBW0ZjubmKujPtgxBaWk6lp2tQbt2UZgFAACoJL755hs1a9ZM33zzTZmf6+TJk4qJidFNN90ks9mswMBARUVFaePGjWV+btx4aF8AAEAlFeTurrFX6Qt7tZttRdesqQGenlr/2GPWuR07qnNgoK1FwNW2S7IVfCVJvr7SdbYXKE5bhjEHDmhAjRq0MgAAAKjADMPQs88+qz179ujZZ59V9+7dZSrD3//+9re/KTc3VwsWLFDDhg114sQJffvttzp16lSZnbM8yc3NlZubm7PDuGE4daXsnDlz1KpVK/n6+srX11fh4eH6z3/+Y9tuGIbi4uIUHBwsT09PRUREaNeuXXbHyM7O1hNPPKEaNWrI29tb/fv319GjR+3mnD59WkOHDpWfn5/8/Pw0dOhQpaen2805fPiw+vXrJ29vb9WoUUNPPvmkcnJyyuyzAwDgbJ39/VUlOFjJTZpoe5MmtkJsQd/X5CZN5BYcbL3Z1hVcvIo2wte3UKHzattLW3HbMqy/5HcBAAAAVCyrV6/Wli1bJElbtmzR6tWry+xc6enp2rBhg1577TV17dpV9erVU/v27TVhwgT16dPHNi8jI0OjRo1SrVq15Ovrq27dumlHwQKFP3355Zdq166dPDw8VKNGDUVHR9u2nT59WsOGDVO1atXk5eWl3r17a/+fv+9K0vz58+Xv76+vv/5aTZs2lY+Pj3r16iWLxWKbk5eXp7Fjx8rf318BAQEaP368jEvu05CQkKA77rjDNqdv37769ddfbdsPHTokk8mkzz/7XDGDYuTt5a25c+fK19dXS5YssTvWihUr5O3trT/++KPI7y4iIkKPP/64Hn/8cdv5nn/+ebuYcnJyNH78eNWpU0fe3t7q0KGD1q1bZ9uelpam++67T3Xr1pWXl5datmypRYsWXemfTAkJCfLz89NHH30kSVq3bp3at28vb29v+fv7q1OnTvrtt9+ueIzr4dSibN26dfXqq69q69at2rp1q7p166YBAwbYCq9Tp07VjBkzNHv2bG3ZskWBgYHq2bOn3T/imDFj9MUXX2jx4sXasGGDzpw5o759+yovL882Z8iQIUpOTlZCQoISEhKUnJysoUOH2rbn5eWpT58+ysrK0oYNG7R48WItXbpU48aNc9yXAQCAg7maTHqzUSNJl+/7WqybbZUz19KWAQAAABWTYRiaOHGiXF1dJUmurq6aOHFioeJjafHx8ZGPj4+WL1+u7Ozsy8bUp08fpaSk6KuvvlJSUpLatm2r7t2721bTrlq1StHR0erTp4+2b9+ub7/9Vu3atbMdY8SIEdq6dau+/PJLbdy4UYZh6K677lJubq5tztmzZzVt2jQtXLhQP/zwgw4fPqzY2Fjb9unTp+vDDz/UBx98oA0bNujUqVP64osv7GLNysrS2LFjtWXLFn377bdycXHR3Xffrfz8fLt5EyZM0L0P3audu3bq7rvv1t///nfNmzfPbs68efM0aNAgVa1a9bLf34IFC1SlShVt3rxZb731lmbOnKn333/ftv3BBx/Uf//7Xy1evFg//fST7rnnHvXq1ctWkD5//rzCwsK0cuVK7dy5U6NGjdLQoUO1efPmIs+3ePFiDR48WB999JGGDRumCxcuaODAgerSpYt++uknbdy4UaNGjSrTldUyyplq1aoZ77//vpGfn28EBgYar776qm3b+fPnDT8/P+Pdd981DMMw0tPTDTc3N2Px4sW2OceOHTNcXFyMhIQEwzAMY/fu3YYkY9OmTbY5GzduNCQZv/zyi2EYhvHVV18ZLi4uxrFjx2xzFi1aZJjNZiMjI6PYsWdkZBiSrmkfVDwZ5zMMxcnIOE8eoOyRbyi2M2cKurJaX19k6cmTRt0NG4zAJUuMF4cPNwKXLDFCEhONpSdPFrl/RtrxYh+7VLZfo+9OnTIClywx2sTHG23i442HY2MNQzIejo21jQUuWWJ8d+rUdZ8LZYOfbXAk8g2OQq7BkW70fDt37pyxe/du49y5cyU+RkJCgiFr9yq7R0G9qCwsWbLEqFatmuHh4WF07NjRmDBhgrFjxw7b9m+//dbw9fU1zp8/b7ffzTffbMTHxxuGYRjh4eHG/fffX+Tx9+3bZ0gy/vvf/9rGfv/9d8PT09P47LPPDMMwjHnz5hmSjAMHDtjmvP3220bt2rVt74OCguzqbbm5uUbdunWNAQMGXPaznTx50pBk/Pzzz4ZhGMbBgwcNScaMmTOMLce2GBfyLhiGYRibN282XF1dbTW21NRUw83NzVi3bt1lj92lSxejadOmRn5+vm3smWeeMZo2bWoYhmEcOHDAMJlMdnU7wzCM7t27GxMmTLjsce+66y5j3Lhxdud56qmnjLffftvw8/Mz1q5da9uWlpZmSLpinBe7Uo4Wtz5YbnrK5uXl6fPPP1dWVpbCw8N18OBBpaSkKDIy0jbHbDarS5cuSkxMVExMjJKSkpSbm2s3Jzg4WC1atFBiYqKtmbKfn586dOhgm3P77bfLz89PiYmJCg0N1caNG9WiRQsFBwfb5kRFRSk7O1tJSUnq2rVrkTFnZ2fb/fUjMzPT+pydKRX9RxFUApnZmXbPQFki31Bs2Vny/fNlZnamVOWvK0p6+Jr10y0NtOPPvq/v33arOtay9lu15dZF+/+R/YeU7V2sY5fK9mvU2tNFLkGBSg4IsOsrW9CWwSQp2N1NrT1d+G+nnOJnGxyJfIOjkGtwpBs933JycpRv5CsvP095+df+u6FhGHr++efl6upqdyW1q6urnn/+eXXvUTa9ZQfePVC9evfS+vXrtWnTJn399deaOnWq5s6dq+EjhmvL1i06c+aMAgIC7PY7d+6c9h/Yr7z8PCUnJ+vhhx8u8nPv2rVLVapUUbvb2tm2+1fzV2hoqHbt3qXo/Gjl5+fLy8tL9RvUt82pXbu2Tp48qbz8PGVkZMhisah9h/a27SYXk8LCwmQYhm3s119/1YsvvKjNmzfr999/t62QPXjooJo2a2qb16ZtG0lSnpEn5Uth7cLUvHlzzV8wX88884wWfLRAN910kzrd0emy/5aGDHXo0EH5Rr4KfoHv0KGDpk+frpzcHG3dulWGYahJkyZ2+2VnZ6t69erWPMnL02uvvabPP/tcx44ds9XsvLy8bOc1ZGjp0qU6ceKEvv/he7Vv/9d34Ofvp+HDhysqKko9evRQ9x7ddc899ygoKKjImPPy85Rv5OtMzhnlmOyvwCvuf3dOL8r+/PPPCg8P1/nz5+Xj46MvvvhCzZo1U2JioiRr4lysdu3atn4OKSkpcnd3V7Vq1QrNSUlJsc2pVatWofPWqlXLbs6l56lWrZrc3d1tc4oyZcoUTZo0qdB4yIwQyeNqnxwVXcjMEGeHgEqEfMPVeOVIWX++DpoerLPuRWz/s5WVd3yjorf/+brJ7FC77cU69nVsL5EanaVmk6RLb/dl5MuQSce2T1D1NetL4UQoS/xsgyORb3AUcg2OdKPmWz3venq307s69/u5ElWuNq7bqK1btxYaz8vL09atWzXnX3MUHhFeCpEWrUbLGurbsq/6juyrl2Nf1nMvPKdWvVrpaMZR1ahVQ+8uebfQPlX9qmp7yna5m931W+Zv2p6yvdCcX0//KkOGtqdst7VlkKSsnCylnEnR9pTt+i3jN7lUcbHb/2DGQRmGdb8zmWckSftP7VfVlL/aCWRkZ9jmSNLgPoNVO7i2YqfEqmZgTeXn5+vv3f6uvSf3KiglSMdTj0uSjp0/plCF6qcTP9mOFXlPpOLfj1fk8Ei9+/67ivxbpJJPJF/2+zqTc0Zp59LsYv5f+v9sn/XXU7/K1dVV87+ab/e5JcnT21PbU7bro3c+0kfvfKSxk8aq0S2N5OnlqRkvzlDqH6m2457JOaP6t9RX9oVsTX9nup4JecauOP/4K4+r55CeSvwuUfM+nqfnn39esxfNVsuwloWDviD9nvG7+nzVR79lXdJ39vxlP6odpxdlQ0NDlZycrPT0dC1dulTDhw/X999/b9t+6V8uDMO46l8zLp1T1PySzLnUhAkTNHbsWNv7zMxMhYSE6MjYI/L19b3sfqjYMrMzFTIzREeePiJfM3mAskW+odiysqRXrFeEWMYdl7y9S7x93+N7VbV6YJkcu8jtJfRl2mk9c/CILAEBihs+XJaAANUxm/Vq/brq33FlqZwDZYOfbXAk8g2OQq7BkW70fMvJztGJoydUv0Z9eXhc26o3wzD06MxH5eLiUqj/qSS5uLjoo5kf6dF7Hy3bfqF/uiPsDm1YvUFtAtvo9zt/15zX5qhVUCvVr1+/yPm33nqrft36q9o81abQNp+OPoq9EKuc33LUsWNHSdYbXB09eFTdbuumNoFt9JPfT3I1uapN4F/7H/Y/LEnWsUApKChIp/afUpuB1jkXLlzQr7t+VZs2bdQmsI3S0tJ0cP9Bffjeh+rcubMkacOGDZKkhv4N1Sawjaqdty6QbBJgXb3aqnYruZqsBdP6j9bX7MmzteHzDfrf3v/pmYRnVDew7mW/Ix93Hx346YBdzJ/v/VxNGjdRuzrt5NvVV8/lPacaRg11Du9c5DHikuMUPTBazz32nCQpPz9f/zjyD91yyy224/q4++jWZrdq7qy56t6tu+ZXna+3Zr1ld5w2gW309x5/lyZLnTp10rbV2zSsz7BC5zt//rwOnTmkraO2yt1sv6okMzNTIa9e/Q8iTi/Kuru7q9GfNxlp166dtmzZojfffFPPPPOMJOsq1ouXCp88edK2qjUwMFA5OTk6ffq03WrZkydP2pIzMDBQJ06cKHTe1NRUu+Nc2vj39OnTys3NLbSC9mJms1lms7nQuK/Z94b8oYfSRR7Akcg3XNWFv/6i7Gv2lczeJd5e1VzVPt9K8dhFbi+hB4J9dZ9vgNY/docsAQFa1LGjOgcG3nA3LqvM+NkGRyLf4CjkGhzpRs2388Z5pZpS5eriKlcX16vvcJHs7GwdOXKkyIKsZC3WHT16VHkX8oqs6ZRUWlqa7rnnHj300ENq1aqVqlatqq1bt2ra69M0YMAAubq4KioySuHh4fpb9N/02muvKTQ0VMePH9dXX32lgQMHql27dop7MU7du3dXo0aN9Pe//10XLlzQf/7zH40fP163hN6iAQMG6P/F/D/Fx8eratWq+sc//qE6dero7rvvlquLq1xcXCTJ7nu7dOypp56ynr9JqJo2baoZM2YoPT1dJpNJri6uqhFQQwEBAfrg/Q9Ut05dHT58WP/4xz9sx7r438XF5CJDhlxNf43VCKih6OhoPTP+GUVGRqreTfWu+N2ZZNKRI0f0f7H/p5iYGG3btk1vz35b06dPl6uLq5re0lT333+/HhzxoKZPn642bdro999/19q1a9WyZUvdddddaty4sZYuXarNmzarWrVqmjFjhlJSUtS0aVNbXCaZZDKZ1PSWpvruu+8UEREhNzc3vfHGGzp48KDmzp2r/v37Kzg4WHv37tX+ffs1fNjwInPQ1cVVLiYX+bj7yMN8yR8OiplWTi/KXsowDGVnZ6tBgwYKDAzUmjVr1KaNtaKdk5Oj77//Xq+99pokKSwsTG5ublqzZo0GDx4sSbJYLNq5c6emTp0qSQoPD1dGRoZ+/PFHtW/fXpK0efNmZWRk2Aq34eHhmjx5siwWi60AvHr1apnNZoWFhTn08wMAgNLjajIpYseffRl8fSUKsgAAABWa2WzWli1blJqaetk5tWrVKtWCrCT5+PioQ4cOmjlzpn799Vfl5uYqJCREI0eO1LPPPivJepX2V199peeee04PPfSQUlNTFRgYqDvvvNO2KDAiIkKff/65XnrpJb366qvy9fXVnXfeaTvPvHnz9NRTT6lv377KycnRnXfeqa+++kpubm7FjnXcuHGyWCwaMWKEXFxc9NBDD+nuu+9WRkaGJGvhdfHixXryySfVokULhYaG6q233lJERESxz/Hwww/r008/1UMPPVSs+cOGDdO5c+fUvn17ubq66oknntCoUaPsPvfLL7+scePG6dixYwoICFB4eLjuuusuSdLEiRN18OBBRUVFycvLS6NGjdLAgQNtn+lSoaGhWrt2rSIiIuTq6qrx48frl19+0YIFC5SWlqagoCA9/vjjiomJKfZnvlYmwzCMq08rG88++6x69+6tkJAQ/fHHH1q8eLFeffVVJSQkqGfPnnrttdc0ZcoUzZs3T40bN9Yrr7yidevWae/evapa1dr34tFHH9XKlSs1f/58Va9eXbGxsUpLS1NSUpKtz0Tv3r11/PhxxcfHS5JGjRqlevXqacWKFZKsPUVuvfVW1a5dW6+//rpOnTqlESNGaODAgZo1a1axP09mZqb8/PyUkZFB+4JKLDM7U36v+injHxk35F8kcWMh31BsWVmSj4/19ZkzRbcQKOb2zLTj8q0eVKJ9S7T9epTlsVFm+NkGRyLf4CjkGhzpRs+38+fP6+DBg2rQoME1ty+AY+Xl52l7yna1CWxjt6L0k08+0VNPPaXjx4/L3f3KN42IiIjQrbfeqjfeeKOMoy09V8rR4tYHnbpS9sSJExo6dKgsFov8/PzUqlUrW0FWksaPH69z585p9OjROn36tDp06KDVq1fbCrKSNHPmTFWpUkWDBw/WuXPn1L17d82fb9/495NPPtGTTz6pyMhISVL//v01e/Zs23ZXV1etWrVKo0ePVqdOneTp6akhQ4Zo2rRpDvomAAAoW3mGofWtW8sSEKCgzEx19vLiMn4AAAAApers2bM6ePCgpkyZopiYmKsWZCszpxZlP/jggytuN5lMiouLU1xc3GXneHh4aNasWVdc0Vq9enV9/PHHVzzXTTfdpJUruekHAKDiWZaaqqf27dOFiRMVs2KFxiYmqkpwsN5s1EjRNWsW7yDe3so8n2FdcVHaq029vSVnXbjDSloAAACg1EydOlWTJ0/WnXfeqQkTJjg7nHLNxdkBAACAsrMsNVWDdu3S0dxcBaWlKW7BAgWlpelYdrYG7dqlZVfotQUAAAAA1yIuLk65ubn69ttv5VOw+OEq1q1bd0O1LigtFGUBAKig8gxDTx04oKLWoBaMjTlwQHnXu0q1YKWrYRS90vRq2wEAAACgknFq+wIAAFB21qen68Lx42qTliZJart/v92zJFkCArQ+PV0R9HoCAAAAAIehKAsAQAVlyclRzIoViluwwG78/YtuZBk3fLgsd9whUZQFAAAAAIehKAsAQAUV5O6usf366cuOHSVZV8i+P22aHomN1bbGjSVZV8ouoiALAAAAAA5FURYAgAqqs7+/qgQHKzkgwK6v7LbGjbW9SROZJNU1m9XZ318ymaw9Xyuagn62AAAAqHyysqSCm02dOcP9DVCucKMvAAAqKFeTSW82aiRJMl2yreD9G40aydV06VYAAAAAQFmiKAsAQAUWXbOmljRvrjpubrIEBFh7yAYEqK7ZrCXNmyu6Zk1nh+hUeYahda1ba1G3blqXmak8VtUCAADAyeLi4nTrrbc6OwyUMYqyAABUcNE1a+pQ69Za9NJLCj1yRIs6dtTB22+v9AXZZampqr9jh+6bOFF7Q0J0X2Ki6m/apGWpqc4ODQAAAKUtJcVBp0nRE088oYYNG8psNiskJET9+vXTt99+65Dz48ZBT1kAACoBV5NJETt2WN/4+lp7yFZiy1JTNWjXLhmS2qSlKW7BAn3ZsaOSAwI0aNcuVhEDAABUNCkp0s03l+kpDh06pE6dOsnf319Tp05Vq1atlJubq6+//lqPPfaYfvnllzI9P24srJQFAACVSp5h6KkDB1RUo4KCsTEHDtDKAAAA4EaSlVX0o8C5c1feXgpGjx4tk8mkH3/8UYMGDVKTJk3UvHlzjR07Vps2bbLNO3z4sAYMGCAfHx/5+vpq8ODBOnHixGWPGxERoTFjxtiNDRw4UCNGjLC9r1+/vl5++WUNGzZMPj4+qlevnv79738rNTXVdq6WLVtq69attn3mz58vf39/ff3112ratKl8fHzUq1cvWSyWy8Zy+vRp3X///apZs6Y8PT11S+gt+vJfX0qS1q1bJ5PJpPT0dNv85ORkmUwmHTp0yO6cK1euVGhoqLy8vDRo0CBlZWVpwYIFql+/vqpVq6YnnnhCeXl5tuO88847aty4sTw8PFS7dm0NGjToSv8UNwSKsgAAoFJZn56uC8ePq82+fWqzb5/a7t8vSWq7f7/a7NunW/ftU+7x41p/0S+TAAAAKOd8fAo/atf+a3vPnkXPKSWnTp1SQkKCHnvsMXl7exfa7u/vL0kyDEMDBw7UqVOn9P3332vNmjX69ddfde+99153DDNnzlSnTp20fft29enTR0OHDtWwYcP0wAMPaNu2bWrUqJGGDRsm46LFB2fPntW0adO0cOFC/fDDDzp8+LBiY2Mve46JEydq9+7d+s9//qM9e/Zo9tuz5V/N/5riPHv2rN566y0tXrxYCQkJWrdunaKjo/XVV1/pq6++0sKFCzV37lwtWbJEkrR161Y9+eST+uc//6m9e/cqISFBd955Z4m+o/KE9gUAAKBSseTkKGbFCsUtWGA3/v60abbXccOHy3LHHY4ODQAAADeoAwcOyDAM3XLLLVec98033+inn37SwYMHFRISIklauHChmjdvri1btui2224rcQx33XWXYmJiJEkvvPCC5syZo9tuu0333HOPJOmZZ55ReHi4Tpw4ocDAQElSbm6u3n33Xd38Z2uHxx9/XP/85z8ve47Dhw+rTZs2ateunSQp5KYQBaQEXFOcubm5mjNnju2cgwYN0sKFC3XixAn5+PioWbNm6tq1q7777jvde++9Onz4sLy9vdW3b19VrVpV9erVU5s2ba7tyymHKMoCAIBKJcjdXWP79dOXHTtKsq6QfX/aND0SG6ttjRtLkiwBAVrk7u7MMAEAAHAtzpz563VKivVx7px1hawkTZ8udehgfR0YaH2UooLVp6ar3Lthz549CgkJsRVkJalZs2by9/fXnj17rqso26pVK9vr2n+uEm7ZsmWhsZMnT9qKsl5eXrbiqCQFBQXp5MmTlz3Ho48+qr/97W/atm2bIiMj1a9/P3k29LymOC89Z+3atVW/fn35XLRyuXbt2rY4evbsqXr16qlhw4bq1auXevXqpbvvvlteXl7XdN7yhqIsAAAoU3l50vr1ksUiBQVJnTtLrq7Oi6ezv7+qBAcrOSDArq/stsaNtb1JE5kk1TWb1fnPS8wAAABwA7i4ZcDNN1sfF/eM7dBB6tSpzE7fuHFjmUwm7dmzRwMHDrzsPMMwiizcXm5cklxcXOxaDkjW1aaXcnNzs70uOFZRY/n5+UXuUzDn0nNdrHfv3vrtt9+0atUqffPNN4rsGam/Df+bFryzQC4uLrbPUtw4C85Z1FhBnFWrVtW2bdu0bt06rV69Wi+88ILi4uK0ZcsWW1uIGxE9ZQEAQJlZtkyqX1/q2lUaMsT6XL++ddxZXE0mvdmokSTp0l97C96/0aiRXK+yygEAAAAoUL16dUVFRentt99WVhE3ECu4+VWzZs10+PBhHTlyxLZt9+7dysjIUNOmTYs8ds2aNe1uvpWXl6edO3eW7ge4BjVr1tSIESP08ccfa8aMGVr+yXLbuCS7WJOTk0vlnFWqVFGPHj00depU/fTTTzp06JDWrl1bKsd2FoqyAACgTCxbJg0aJB09aj9+7Jh13JmF2eiaNbWkeXPVcXOTJSDA2kM2IEB1zWYtad5c0X/+QgkAAIAKopTbFRTlnXfeUV5entq3b6+lS5dq//792rNnj9566y2Fh4dLknr06KFWrVrp/vvv17Zt2/Tjjz9q2LBh6tKli61P66W6deumVatWadWqVfrll180evRoW5HX0V544QX9+9//1oEDB7Rr1y6tWrVK9RvXlyQ1atRIISEhiouL0759+7Rq1SpNnz79us+5cuVKvfXWW0pOTtZvv/2mjz76SPn5+QoNDb3uYzsTRVkAAFDq8vKkp56SirryqWBszBjrPGeJrllTh1q31qKXXlLokSNa1LGjDt5+OwVZAACAisgBRdkGDRpo27Zt6tq1q8aNG6cWLVqoZ8+e+vbbbzVnzhxJ1svyly9frmrVqunOO+9Ujx491LBhQ/3rX/+67HEfeughDR8+3Fa8bdCggbp27Vrmn6co7u7umjBhglq1aqU777xTrq6umvzOZEnWtgSLFi3SL7/8otatW+u1117Tyy+/fN3n9Pf317Jly9StWzc1bdpU7777rhYtWqTmzZtf97GdyWRcqVEErklmZqb8/PyUkZEhX19fZ4cDJ8nMzpTfq37K+EeGfM3kAcoW+YZiy8qSChrnnzlj33OrmK4l39ats7YquJrvvpMiIq45lNJTCt8LSh8/2+BI5BschVyDI93o+Xb+/HkdPHhQDRo0kIeHR8kPxO96ZS4vP0/bU7arTWAbubo48cYRDnalHC1ufZAbfQEAgFJ3URupUpkHAAAAXDNv76Iv3QLKAdoXAABQEWRlSSaT9VHEjQUcLSiodOcBAAAAQEVCURYAAJS6zp2lunWtNeKimExSSIh1HgAAAABUNhRlAQCoDAou3TIMh/TScnWV3nzT+vrSwmzB+zfesM4DAAAAisJtkFBelUZuUpQFAABlIjpaWrJEqlPHfrxuXet4dLRz4gIAAED55ubmJkk6e/askyMBilaQmwW5WhLc6AsAAJSZ6GhpwABp/XrrTb2CgqwtC1ghCwAAgMtxdXWVv7+/Tp48KUny8vKS6XJ9seBUefl50gXp/PnzcnWp+L/kG4ahs2fP6uTJk/L395frdfyPDUVZAABQplxdpYgIZ0cBAACAG0lgYKAk2QqzKJ/yjXz9nvG7Dp05JBdT5bkg39/f35ajJUVRFgAAVF4FvXYBAABQrphMJgUFBalWrVrKzc11dji4jDM5Z9Tnqz7aOmqrfNx9nB2OQ7i5uV3XCtkCFGUBAAAAAABQLrm6upZKAQxlI8eUo9+yfpO72V0eZg9nh3NDoSgLAEAFkGcYWt+6tSwBAQrKzFRnLy+50ncLAAAAAMqlytPsAQCACmpZaqrq79ih+yZO1N6QEN2XmKj6mzZpWWqqs0MDAAAAABSBoiwAADewZampGrRrl47m5iooLU1xCxYoKC1Nx7KzNWjXLgqzAAAAAFAOUZQFAOAGlWcYeurAARV1m6qCsTEHDiiPG1kBAAAAQLlCT1kAAG5Q69PTdeH4cbVJS5Mktd2/3+5ZkiwBAVqfnq6IatWcEiMAAAAAoDCKsgAA3KAsOTmKWbFCcQsW2I2/P22a7XXc8OGy3HGHo0MDAAAAAFwBRVkAAG5QQe7uGtuvn77s2FGSdYXs+9Om6ZHYWG1r3FiSdaXsInd3Z4YJAAAAALgERVkAAG5Qnf39VSU4WMkBAXZ9Zbc1bqztTZrIJKmu2azO/v5OihAAAAAAUBRu9AUAwA3K1WTSm40aSZJMl2wreP9Go0ZyNV26FQAAAADgTBRlAQC4gUXXrKklzZurjpubLAEB1h6yAQGqazZrSfPmiq5Z09kh3tiysiSTyfrIynJ2NAAAAAAqCNoXAABwg4uuWVMDPD21/rHHrD1kO3ZU58BAVsgCAAAAQDlFURYAgArA1WRSxI4d1je+vtaVnQAAAACAcon2BQAA3Ai4jB4AAAAAKgyKsgAAAAAAAADgQLQvAAAAuIw8w9D61q1lCQhQUGamOnt50asXAAAAwHVjpSwAAEARlqWmqv6OHbpv4kTtDQnRfYmJqr9pk5alpjo7NAAAAAA3OIqyAAAAl1iWmqpBu3bpaG6ugtLSFLdggYLS0nQsO1uDdu2iMAsAAADgulCUBQAAuEieYeipAwdkFLGtYGzMgQPKM4qaAQAAAABXR09ZAABuAFftbertLVEkLBXr09N14fhxtUlLkyS13b/f7lmSLAEBWp+erohq1ZwSIwAAAIAbm1NXyk6ZMkW33Xabqlatqlq1amngwIHau3ev3ZwRI0bIZDLZPW6//Xa7OdnZ2XriiSdUo0YNeXt7q3///jp69KjdnNOnT2vo0KHy8/OTn5+fhg4dqvT0dLs5hw8fVr9+/eTt7a0aNWroySefVE5OTpl8dgAAiovepo5lyclRzIoV2hYTo20xMXp/2jRJ0vvTptnGYlaskIXfEQAAAACUkFOLst9//70ee+wxbdq0SWvWrNGFCxcUGRmprKwsu3m9evWSxWKxPb766iu77WPGjNEXX3yhxYsXa8OGDTpz5oz69u2rvLw825whQ4YoOTlZCQkJSkhIUHJysoYOHWrbnpeXpz59+igrK0sbNmzQ4sWLtXTpUo0bN65svwQAAK6A3qaOF+Turvh+/dQ2Pl5t4+P1SGysJOmR2FjbWHy/fgpyd3dypAAAAABuVE5tX5CQkGD3ft68eapVq5aSkpJ055132sbNZrMCAwOLPEZGRoY++OADLVy4UD169JAkffzxxwoJCdE333yjqKgo7dmzRwkJCdq0aZM6dOggSXrvvfcUHh6uvXv3KjQ0VKtXr9bu3bt15MgRBQcHS5KmT5+uESNGaPLkyfL19S107uzsbGVnZ9veZ2ZmWp+zM6XsQtNRSWRmZ9o9A2WJfKvY8gxDT+zfd9nepiZJT+7fp65V3e1bGZSRypJvrT1d5BIUqOSAALvvflvjxtrepIlMkoLd3dTa06XCfxfOUllyDeUD+QZHIdfgSOQbHIVcK6y430W56imbkZEhSapevbrd+Lp161SrVi35+/urS5cumjx5smrVqiVJSkpKUm5uriIjI23zg4OD1aJFCyUmJioqKkobN26Un5+frSArSbfffrv8/PyUmJio0NBQbdy4US1atLAVZCUpKipK2dnZSkpKUteuXQvFO2XKFE2aNKnQeMiMEMnj+r4L3PhCZoY4OwRUIuRbBeXXWoEhE6/a27T6u49JGTscFlalyLcanaVmk6RLS+JGvgyZdGz7BFVfs94poVUmlSLXUG6Qb3AUcg2ORL7BUci1i5wv3rRyU5Q1DENjx47VHXfcoRYtWtjGe/furXvuuUf16tXTwYMHNXHiRHXr1k1JSUkym81KSUmRu7u7ql1yo43atWsrJSVFkpSSkmIr4l6sVq1adnNq165tt71atWpyd3e3zbnUhAkTNHbsWNv7zMxMhYSE6MjYI0WurEXlkJmdqZCZITry9BH5mskDlC3yrWJb8vspHX4uTnELFtiNF/Q4laS44cN10+TlGlSj+qW7l7rKlm9fpp3WMwePyBIQoLjhw2UJCFAds1mv1q+r/h1XOju8Cq2y5Rqci3yDo5BrcCTyDY5CrhWWmZmpkFevXqQuN0XZxx9/XD/99JM2bNhgN37vvffaXrdo0ULt2rVTvXr1tGrVKkVHR1/2eIZhyHTRpZymIi7rLMmci5nNZpnN5kLjvmZfEhHkARyKfKuYGnrl6bl+/fRlx46SrCtk3582TY/Exmpb48aSrCtlF3n5OfTfv7Lk2wPBvrrPN0DrH7vD+j137KjOgYEOaRUBq8qSaygfyDc4CrkGRyLf4Cjk2kUKlwqLVC6Ksk888YS+/PJL/fDDD6pbt+4V5wYFBalevXra/+elm4GBgcrJydHp06ftVsuePHlSHf/8n9jAwECdOHGi0LFSU1Ntq2MDAwO1efNmu+2nT59Wbm5uoRW0AAA4Qmd/f1UJDr5ib9O6ZrM6+/s7KcKKz9VkUsSOP1tD+PpKFGQBAAAAlAIXZ57cMAw9/vjjWrZsmdauXasGDRpcdZ+0tDQdOXJEQUFBkqSwsDC5ublpzZo1tjkWi0U7d+60FWXDw8OVkZGhH3/80TZn8+bNysjIsJuzc+dOWSwW25zVq1fLbDYrLCysVD4vAABXlJVlLfqZTFJWllxNJr3ZqJEk6029Llbw/o1GjVi5CQAAAAA3GKcWZR977DF9/PHH+vTTT1W1alWlpKQoJSVF586dkySdOXNGsbGx2rhxow4dOqR169apX79+qlGjhu6++25Jkp+fnx5++GGNGzdO3377rbZv364HHnhALVu2VI8ePSRJTZs2Va9evTRy5Eht2rRJmzZt0siRI9W3b1+FhoZKkiIjI9WsWTMNHTpU27dv17fffqvY2FiNHDmS/rAAAKeJrllTS5o3Vx03N7vepnXNZi1p3lzRNWs6O0QAAAAAwDVyavuCOXPmSJIiIiLsxufNm6cRI0bI1dVVP//8sz766COlp6crKChIXbt21b/+9S9VrVrVNn/mzJmqUqWKBg8erHPnzql79+6aP3++XF1dbXM++eQTPfnkk4qMjJQk9e/fX7Nnz7Ztd3V11apVqzR69Gh16tRJnp6eGjJkiKZddDMVAACcIbpmTQ3w9NT6xx6jtykAAAAAVABOLcoahnHF7Z6envr666+vehwPDw/NmjVLs2bNuuyc6tWr6+OPP77icW666SatXMndlAEAZSQrS/Lxsb4+c0by9i72rvQ2dRJvb+kqv68AAAAAwLVyavsCAAAAAAAAAKhsnLpSFgAA/CXPMLS+dWtZAgIUlJmpzl5etCgAAAAAgAqIlbIAAJQDy1JTVX/HDt03caL2hoTovsRE1d+0SctSU50dGq4kK8vaSsJksr4GAAAAgGKgKAsAgJMtS03VoF27dDQ3V0FpaYpbsEBBaWk6lp2tQbt2UZgFAAAAgAqGoiwAAA6SZxha17q1FnXrpnWZmcozDOUZhp46cEBF3UqqYGzMgQPK8/Ky3nDKMK7pBmEAAAAAgPKHnrIAADjAstRUPbVvny5MnKiYFSs0NjFRVYKDNTIoSBeOH1ebtDRJUtv9++2eJckSEKD16emKqFbNKbEDAAAAAEoXRVkAAMpYQXsCQ1KbP9sTfNmxo5IDAvTioUN6ccUKxS1YYLfP+9Om2V7HDR8uyx13ODhqFAc3ZwMAAABQEhRlAQAoQ8VpTxDfr5++7NhRknWF7PvTpumR2Fhta9xYknWl7CJ3d8cEjGK73OrnNxs1UnTNms4ODwAAAEA5RlEWAIAytD49vVjtCbY3aWK337bGjbW9SROZJNU1m9XZ399RIaMYrrT6edCuXVrSvDmFWQA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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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rLi5OJ06ckMlk0vTp0/XCCy/oo48+0oEDBzRx4kR5enpqzJgxkiRfX189+OCDmjlzpr788kvt27dPY8eOVdu2bdWvXz9JUqtWrTRw4EBNmjRJu3fv1u7duzVp0iQNHjxYLVu2lCT1799ft956q8aNG6d9+/bpyy+/1KxZszRp0qRSqxULAABQZURHX50pe62QEGM7AAAAgOsqUSmDy5cva8WKFfriiy/Url07ubi42G1ftGhRkfazd+9e9enTx/Y8dyGtCRMmaNWqVZo9e7bS09M1ZcoUnT9/Xl27dtXnn3+umjVr2l6zePFi1ahRQ6NGjVJ6err69u2rVatWydnZ2dbnnXfe0WOPPab+/ftLkoYOHarly5fbtjs7O+uTTz7RlClT1L17d3l4eGjMmDFauHBh8U8OAABAVRcRIQ0dapQvCA832qKipK5dJQ8PKU8ZKgAAAAAFK1Fi9vvvv1eHDh0kSQcOHCjxwcPCwmS1WgvdbjKZFBkZqcjIyEL7uLu7a9myZVq2bFmhfWrXrq233377urH84Q9/0KZNm24YMwAAQLVnNl9NvsbEGLNkw8KkTp3y97VYjBm0EREkbAEAAIA8SpSY/eqrr0o7DgAAAFRFFos0f74xw5bELAAAAGBTrMTsiBEjbtjHZDLpww8/LHFAAIAKjJlvAK5lNkvz5hX8mZCYeLUW7blzUlqa5OVVvvEBAAAAFVSxErO+vr5lFQcAoKJLS5MCA43H4eEkZgEYzGbp2rJTFotxy7tAWG4t2pgY+1IIAAAAQDVVrMTsypUryyoOAEBFl5Z29XF6OjPfABQuOtooX1CQkBBjhu111hAAAAAAqoMS1ZgFAFQjzHwDUFwREUZN2XPnrn5eREVJXbtKHh58ZgAAAACSnBwdAACggouOtk/K5hUSYmwHgLzMZqlTJ6lfP+MLHEkKC5O6dzfaScwCAAAAzJgFANwAM98AlCUWFQQAAEA1RWIWAHB9eUsVxMQYs2TDwoxZbwBwI2azUVO2sKSrxWLUox06lMQsAAAAqhUSswAAACg7ZnPhC30lJl4tlXLuHIsKAgAAoFqhxiwAoOhuNPMNAIrCYpFiY6X69a+2hYdL3t5Gu8XiuNgAAACAckJiFgBQdLkz30jMArgZLCoIAAAAUMoAAAAA5YxFBQEAAAASswAAAChnLCoIAAAAUMoAAAAAFZjFYpRQoe4sAAAAqhgSswAAeyRBAJSnGy0qaLFI8+fzmQQAAIAqh8QsAMAeSRAA5el6iwomJl5dJOzcuXINCwAAAChr1JgFABjS0owbSRAAjmaxGLfczyPJWCQsJsZ4nLdGLQAAAFBJMWMWAGAkQLy9pfr1r7aFh0uxscaN2bMAylN0tH1SNldIiHGLji7/mAAAAIBSRmIWAFB4koMkCABHiIgwZsdu2XK1LSrKaIuJMbYDAAAAlRylDAAARpIjPFxKTzfuJSMJEhZmPOaSYQDlKW+pgpgY4wuisDCpUyeHhgUAAACUJhKzAACSIAAAAAAAlDNKGQAAAKDiMpulefOYuQ8AAIAqhxmzAAB7JEEAVCRmsxQZ6egoAAAAgFJHYhYAYI8kCAAAAAAAZY5SBgAAAKi8LBbjyySLxdGRAAAAAMVCYhYAqhuSGACqEotFmj+fzzQAAABUOiRmAaC6IYkBoKpITJRCQozH5845NhYAAACgmKgxCwDVRVqacSOJAaCys1iMW+7nmSSFh0sxMcZjs5kFDAEAAFDhMWMWAKoDi0Xy9pbq17/aFh4uxcYaN2bPAqhMoqPtk7K5QkKMW3R0+ccEAAAAFBOJWQCoDgpLUpDEAFAZRUQYs2O3bLnaFhVltMXEGNsBAACACo5SBgBQHUREGDNk09ONe8lIYoSFGY+55BdAZZK3VEFMjPEFU1iY1KmTQ8MCAAAAioPELABUByQxAAAAAACoUChlAAAAgMrLbJbmzWPmPwAAACodZswCQHVDEgNAVWI2S5GRjo4CAAAAKDZmzAJAdZObxCAxC6A6sFiMzzyLxdGRAAAAAHZIzAIAAKDqslik+fNJzAIAAKDCITELAFUNs8MAwJCWJqWnG49z7wEAAIAKgsQsAFQ1zA4DUN1ZLFJsrOTtLfXoYbT16GG0xcby+QgAAIAKgcQsAFQVaWlSYqIUEmI8P3fOsfEAgKNER1/9LMwrJMS4RUeXf0wAAADANWo4OgAAQCmwWKTAQPu28HApJsZ4bDaz2BeA6iMiQho61PiCKjzcaIuKksLCjMd8HgIAAKACIDELAFVBYbO/cmeMzZtn1J0FgOog75dRMTHGZ2FYmNSpk0PDAgAAAPIiMQsAVUFEhDErLD2d2WEAAAAAAFQCJGYBoCpgdhgAFMxsNq4a4AsqAAAAVDAkZgEAAFB1mc2UcgEAAECF5OToAAAApYzZYQAAAAAAVHgkZgGgqsmdHUZiFgBuzGIxPjMtFkdHAgAAgGqGxCwAAACqL4tFmj+fxCwAAADKHYlZAKhsmN0FAKUjLU1KTzce594DAAAA5YTELABUNszuAoCbY7FIsbGSt7fUo4fR1qOH0RYby+crAAAAygWJWQCoLNLSpMREKSTEeH7unGPjAYDKKjr66mdpXiEhxi06uvxjAgAAQLVTw9EBAACKwGKRAgPt28LDpZgY47HZzGJfAFBUERHS0KHGF1zh4UZbVJQUFmY85vMUAAAA5YDELABUBoXN3sqd8TVvnlF3FgBwY3m/zIqJMT5Lw8KkTp0cGhYAAACqFxKzAFAZREQYs7rS05ndBQAAAABAFUBiFgAqA2Z3AUDZMJuNqw74ggsAAADljMQsAAAAqi+zmVIwAAAAcAgnRwcAACgmZncBAAAAAFDpMWMWACobZncBAAAAAFDpMWMWAAAAKIzFYnwZZrE4OhIAAABUMSRmAQAAgMJYLNL8+SRmAQAAUOpIzAIAAAAFSUyUQkKMx+fOOTYWAAAAVDkkZgGgouGyWQBwLItFio2V6te/2hYebrTFxvL5DAAAgFJBYhYAKhoumwUAx4qOvjpTNq+QEOMWHV3+MQEAAKDKqeHoAAAAv0tLM+7T0+3vAQDlKyJCGjrU+ByOi5OmTpWWL5dCQ43tZrNDwwMAAEDVQGIWACoCi0UKDLRv69FDiokxHpvNJAIAoLzk/cz18DDuQ0OlTp0cFxMAAACqHEoZAEBFUNhlsVw2CwAAAABAlcSMWQCoCCIijIVl0tONe0mKipLCwozHzJYFAMcwm6V58/gcBgAAQKkjMQsAFUHey2ZjYoxZsmFhXDYLAI5mNkuRkY6OAgAAAFUQpQwAAAAAAAAAoJyRmAWAiobLZgGg8rBYjBm1FoujIwEAAEAlQ2IWACqa3MtmScwCQMVnsUjz55OYBQAAQLGRmAUAAABKIjHRqAkuSefOOTYWAAAAVDos/gUAAAAUh8Vi3HKTspIUHm4s3ijZL+gIAAAAFIIZswBQ3qhHCACVW3S0fVI2V0iIcYuOLv+YAAAAUOkwYxYAyltuPcKhQ5lRBQCVUUSE8Rmeni7FxUlTp0rLl0uhocZ2PtsBAABQBCRmAaA8paUZf8hLV+8BAJVL3lIFHh7GfWio1KmT42ICAABApUNiFgDKQ0H1CHv0oB4hAAAAAADVFDVmAaA8UI8QAKoms1maN48v1wAAAFBsFToxGxkZKZPJZHcLCAiwbbdarYqMjFRgYKA8PDwUFham+Ph4u31kZGTo0UcfVZ06deTl5aWhQ4fq1KlTdn3Onz+vcePGydfXV76+vho3bpwuXLhQHm8RQHUREWHMjt2y5WpbVJTRFhNjbAcAVD5ms7GgY2GJWRZ8BAAAQCEqdGJWklq3bi2LxWK7/fDDD7ZtCxYs0KJFi7R8+XLt2bNHAQEBCg8P12+//WbrM336dH300Udat26dduzYoYsXL2rw4MHKzs629RkzZozi4uK0efNmbd68WXFxcRo3bly5vk8AVZzZbNQe7NfvavmCsDCjrVMnZloBQFWVu+AjiVkAAABco8LXmK1Ro4bdLNlcVqtVS5Ys0dNPP60RI0ZIklavXq369evr3XffVUREhFJSUvTGG29ozZo16tevnyTp7bffVlBQkL744gsNGDBABw8e1ObNm7V792517dpVkvTaa68pNDRUhw4dUsuWLQuNLSMjQxkZGbbnqampxn1GqpRR2KuKJzUj1e4eKC+MvbLjlHlR3pIuZl5UDufXDuMOjsLYQ5lITJLP72VsLiacVE5GcL4ujD04AuMOjsLYg6Mw9lCeijPOTFar1VqGsdyUyMhI/f3vf5evr6/c3NzUtWtXvfDCC2ratKn+97//qVmzZoqNjVXHjh1trxk2bJj8/Py0evVqbd26VX379tW5c+dUq1YtW5/27dtr+PDhmj9/vt58803NmDEjX+kCPz8/LV68WPfff/9145s/f37+DU9Kcr/Zdw+gqgr4TYrYK0V3lhJqOjoaAEBpC/hNMv8mxa6wb+802bi31OTzHwAAoMq6LOklKSUlRT4+PtftWqFnzHbt2lVvvfWWWrRoobNnz+q5555Tt27dFB8fr4SEBElS/fr17V5Tv359/fLLL5KkhIQEubq62iVlc/vkvj4hIUH16tXLd+x69erZ+hRmzpw5mjFjhu15amqqgoKCdHLGyRue+KJKzUhV0OIgnXz8pHzcSmefQFEw9srejBt3qXYYd3AUxh5Kk9uzL8ot6qV87bmJ2oynn1TGk3MkMfbgGIw7OApjD47C2EN5Sk1NVdBLQUXqW6ETs3feeaftcdu2bRUaGqpmzZpp9erVuv322yVJJpPJ7jVWqzVf27Wu7VNQ/6Lsx83NTW5ubvnafdx8Sv0HvSz2CRQFYw+OwLiDozD2UCoeeUwacY+Uni7FxUlTp0rLl0uhoZIkN7NZbteMM8YeHIFxB0dh7MFRGHsoF/lThYWq0InZa3l5ealt27Y6cuSIhg8fLsmY8WrOs2hOYmKibRZtQECAMjMzdf78ebtZs4mJierWrZutz9mzZ/MdKykpKd9sXAAAAOCGzOarizp6eBj3oaHGYo8AAADA75wcHUBxZGRk6ODBgzKbzWrSpIkCAgK0ZcsW2/bMzEx9/fXXtqRrSEiIXFxc7PpYLBYdOHDA1ic0NFQpKSn67rvvbH2+/fZbpaSk2PoAAAAAAAAAQGmq0DNmZ82apSFDhugPf/iDEhMT9dxzzyk1NVUTJkyQyWTS9OnT9cILL6h58+Zq3ry5XnjhBXl6emrMmDGSJF9fXz344IOaOXOm/P39Vbt2bc2aNUtt27ZVv379JEmtWrXSwIEDNWnSJEVHR0uSJk+erMGDB6tly5YOe+8AAACoAsxmad68qzNor2GyJGjeV5JpQoLUmEsrAQAAqpMKnZg9deqURo8erV9//VV169bV7bffrt27d6tRo0aSpNmzZys9PV1TpkzR+fPn1bVrV33++eeqWfPqMreLFy9WjRo1NGrUKKWnp6tv375atWqVnJ2dbX3eeecdPfbYY+rfv78kaejQoVq+fHn5vlkAVYfFIkVHSxERhf4hDgCoJsxmKTKy0M2mhARFfi1dTEiQGrcov7gAAADgcBU6Mbtu3brrbjeZTIqMjFTkdf6z6+7urmXLlmnZsmWF9qldu7befvvtkoYJAPYsFmn+fGnoUBKzAICCpaUZ9+np9vcAAACoNip0YhYAKp20NP7IBgBcn8UiBQZKkrx/b/K+Y6AUE2M8ybt4GAAAAKqsSrX4FwBUWBaLFBsreXtLPXoYbT16GG2xscZ2AAAko9xNQUJCjFth2wEAAFClkJgFgNIQHW38MX0t/sgGAFwrIkLasUPassXWlP63540ZszExxnYAAABUeZQyAIDSEBFh1JQ9d04KDzfaoqKksDDjMZekAgBy5SlVcHHX1/IO7a3sXj2kTp0cHBgAAADKE4lZACgNeesBxsQYs2TDwvgjGwAAAAAAFIhSBgAAAICDWAMCFNnbuC+QxSJFRlKrHAAAoAoiMQsApc1slubNo3wBAOCGrOYAze9j3BfIYpHmzycxCwAAUAVRygAASpvZbMxuAgCgpNLSjFvuwpLnzjk2HgAAAJQ6ErMAAABARWKxSIGB9m3h4UYNc8m+rjkAAAAqLUoZAAAAABVJdHTB7SEhxq2w7QAAAKhUmDELAMVlsRh/FEdEMGMJAFD6IiKMGbKSFBcnTZ0qLV8uhYYabfzuAQAAqBJIzAJAceUuxDJ0KH8cAwBKX95SBR4exn1oqNSpU/6+fFkIAABQaVHKAACKIzGRhVgAABVH7peFFoujIwEAAEAxMWMWAIrCYjFuuUlZiYVYAABlz2yW5s3L/zsmLc24T0+3vwcAAEClwYxZACiK6Gj7pGwuFmIBAJQls1mKjLRPzFoskre3cevRw2jr0UOKjTVuzJ4FAACoFEjMAkBRREQYs2N37DAWYJGM+5gY4xYR4dj4AADVR2FfBvJlIQAAQKVCKQMAKIriLMQCAEBZiogwyulIUlycNHWq8WVhaKjRRmkdAACASoHELAAAAFCZFOfLQovFmEEbEUHCFgAAoIKhlAEAXMtiMer5FVajr7CFWAAAqGgsFmn+fOrOAgAAVEAkZgHgWjf6I7aghVgAAHCEwr4sTEszbunpxvPcewAAAFQYlDIAgLz4IxYAUJnkflmYl8UiBQbat/XoYSxWmfsavlwEAABwOGbMAoBk/BEbGyt5ext/vErGfWysceMSUABAZREdXXB7SIhxK2w7AAAAyhWJWQCQjD9SQ0Lyt/NHLACgsomIkHbsMG7Llxtty5cbM2ZjYoztAAAAcDhKGQCAZPyROnSodO6cFB5utEVFSWFhxmMu+QQAVBZ5SxV4eBj3oaFSp06OiwkAAAD5kJgFAMn+j9iYGGOWbFgYf8QCAKoui8W4IiQigi8gAQAAHIBSBgAAAEBVZTZL8+YVnHi1WKT586mjDgAA4CAkZgFUPxaLsYJ1YX+IXu+PWAAAKhOz2fidd+3vtMTEq7XVz52T0tLKPTQAAIDqjsQsgOrnRjOECvsjFgCAys5ikWJjpfr1r7aFh0ve3kY7s2cBAADKDYlZANVLWpqUnm48zr0HAKC6iI6+OlP2WiEhxnYAAACUCxb/AlA9WCzGLe8foz16GAt9SfaLfwEAUFVFREhDhxpfTsbFSVOnSsuXSx06SB4e/C4EAAAoR8yYBVA9FDZDKCSEGUIAgOrDbJY6dZK6d5dCQ4220FDjeadO9onZG9VkBwAAwE1hxiyA6qGwGUK5f5QyQwgAAHu5NdmHDuX3JAAAQBkgMQugeshbqsDDw7gPDTVmBwEAUB2ZzdK8eQUnXa+tyZ6WJnl5lW98AAAAVRyJWQAAAKA6MpuNUgV5FVaTXTLqslOTHQAAoNRQYxZA1XOjmnjXmyEEAEB1VlhNdoma7AAAAKWMGbMAqp4b1cQraIYQAAAovCZ7hw5GKSC+1AQAACg1JGYBVC2JiVdn+pw759hYAACobIpTk91iMWbQRkSQsAUAACgBShkAqBosFik2Vqpf/2pbeLjRFhtbeFkDAABQMrlXqPA7FgAAoERIzAKoGgqriRcSQk08AABK4no12dPSjHIHknGflla+sQEAAFQBlDIAUDUUVhMvNNTYziWWAAAUT0E12S0W45b3y9AePYz7mBj7UggAAAC4LmbMAqgazGaj/l337leTsbk18Tp14o9EAABKQ2FXqEhcoQIAAFBMJGYBVD4WizGDh5p2AACUr4gIY2bsjh3GlSmScb9jh9EeEXG1L7+vAQAArotSBgAqn9zFRoYOLXgm7PVq4gEAgJLLW6rAw8O4z71C5Vo3+n0NAABQzZGYBVC5FLTYiJeXfZ+CauIBAIDyU5Tf1wAAANUciVkAlQOLjQAAULEUdIUKv68BAACKjBqzACoHFhsBAKBiyb1CJW+ild/XAAAARcaMWQD/3969R0dV3vsf/0yARMiQhICQpERAUS5yk4sYguUiIioiUoFWGmzr0ayF0FLEJWf9pEFr61k9rIOni4vSar20a0FrC2WhK5goBxrlmpADlquUmtBMgMMl4RJDTJ7fH9sZcpmZJJPJ7Mnk/Vpr1oT97L3nGedrsp/vPPv7tA2ZmVaNuooKqbBQWrjQWmxkxAirxh2zbwAAsF9z/l67XFaiNjOTv+MAAKBdIjELoG1ozmIjAADAHiwOBgAA0GSUMgAQflwu69ZIl8vungAAgNbgbXEwAACAdobELIDw455B4ysx622xEQAAEF58LQ5WUCA5nTcWBRs/3vp3QQFfygIAgHaFxCyA8NKUGTTeFhsBAADhpaWLg3EHDQAAiHDUmAUQHlwu61F7sOaeSZOfX7dmHQAAaJuauzgYNWgBAEAEY8YsgPDQnBk0AACgbUpOthYCS0+3FgWTrOf0dGu7OwFb/w4aAACACMSMWQDhoTkzaAAAQGTydQdNfr71M3fQAACACMKMWQDhoakzaAAAQGTwtjiYrztoRo2iBi0AAIg4JGYBhB4DKQAA4G1xsMxMa3ZsXp5154xkPefnW4/MzBv7umvQcj0BAADaKEoZAAi9xhbz8DaDBgAARL7apQo6d7ae09Ksu2dqowYtAACIACRmAYRW/YHU1atSbGzdfdwzaAAAAGqjBi0AAIgglDIAEBoul1RQIDmd1gBKsp6dTms7tyECAIDaqEELAAAiHIlZAKHhayAlNRxIAQAAUIMWAABEOEoZAAg+l8tKtGZm3hhMZWZaNWUrKqTCQmnhQmsgNWKEVUOO2w4BAEBjqEELAAAiCIlZAMHnbXGvpg6kAAAAAtWcGrTevkgGAAAIIUoZAAgub4t7AQAABFswatBS6gAAANiIGbMAgsPXDBXJmqVSe4aKt4EUAABAc7hr0Nbmq3RSWtqNYyRKHQAAgLDAjFkAwdGcxb28LeYBAADQUsnJVpmk9PQbyVh36SR3+aSCAsnpvPEF8vjx1raCAmbPAgCAkCIxC6D5XC4rsVp78OJrleS8vIarJAMAANihuaUO6l/vAAAABBGlDAA0H4t7AQCAcOetdFJTSx1I3q93AAAAgojELIDm8ba4V2ysvX0CAACoz1sN2qZ+kdyUGrQulzXDNjOTxC0AAAgIpQwAeOVwlSpru/UsyRp8eKvJ5nQ2rMnG4l4AAKAt8nW9460GrXtGLaUOAABAgEjMAvDKUVqqFTusZ0ks7gUAACKLty+Sm1qDtqkzaqlRCwAA/KCUAYC6rl61nusPNnzVZBsxwroVkCQsAABoS7yVOmisBm1UlDVztnbydvx4a6FT9znd10SN1ailFAIAAO0eiVmgvfI2GHC5pJQUSZLzm92ck6c1HGywuBcAAIhEjdWgXbHCSrbW507UZmVJzz9v/dyUGbUkbgEAaNcoZQC0V97qotUuR1Bb/dv3AAAA2qPMTOsL67w8ayatZD3n51uPmTOt+rT+atRevdr0Ugj+athSKgEAgDaPGbNApPI1y8JXqQLJ2vf++63N+3ep8+LnVfHaf6rzvZOtdvd5WNwLAABEOm/XO02ZUeuNe0btkiXSf/1X3bb6pRDi4qyfW3HGrWeR1ydLpb5x3s8PAABaHYlZIFJ5u1ivVarAo/5gID1dklTdodp6Hnt3w3IF3mqyAQAARJJArndqfcnttUbtH/7g/bgQJ27di7xeKS2V+t7h/VjKKAAA0OooZQC0Vb5uX/N3exylCgAAAILD14za9HTr4U7GumfUjhwpLV1qlUHwVQrBF/e12sqVLS+VUL/NfTdVbS0to0CZBQAAmoTELFrG30VXSy/YaG+8vf4Fs8vl/2J95kz/g4HMTM+pTFKSVkywngGgMbm5uRo8eLByc3Pt7goAhIZ7Rm1zZpTambjdts16OJ3W4q76ZpFXp/NGUlcKXuK2NRO7tAfebnPfPGU0XKW2vH5Et4dz38KgPaJjL5z71pT29s6gjjVr1pi+ffuamJgYM3LkSLNz584mH1tWVmYkmbKysqD1p+yrMqMVMmVfBe+cQZWfb4xkPTenjfbA269csR55eVZ7Xt6Ntqwsa5uvR1Z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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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" ] }, "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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" ] }, "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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"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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erZUrV2rDhg1q2LDhdZ9z6tQpHT16VCaTSZIUHBwsFxcXrV+/3jbHbDZr165d6tChgyQpNDRUqamp+uGHH2xztm/frtTUVLs5u3btktlsts1Zt26djEajgoODS+T1AgBQGeVYLHrq4EFZ8jmWOzbu4EHlWPKbAQAAAABVj0PbFzz55JNavny5PvvsM9WoUcNWqert7S13d3edPXtW0dHRuv/++2UymXT48GE999xzql27tu677z7b3Mcee0wTJkyQr6+vatWqpYkTJ6ply5bq3r27JKlZs2bq1auXRowYodjYWEnSyJEj1adPHzVt2lSS1KNHD912220aOnSoXnvtNZ0+fVoTJ07UiBEj6A8LAMA1bEpJUfaJE2p76pQkqd2lb7Pk/pQks6+vNqWkKOyqHvAAAAAAUBU5NCn75ptvSpLCwsLsxhctWqTIyEg5OTnp119/1fvvv6+UlBSZTCZ17dpV//nPf1SjRg3b/Dlz5sjZ2VmDBg3S+fPn1a1bNy1evFhOTpf7fCxbtkxjx45Vjx49JEn9+vXTggULbMednJz0xRdfaNSoUerYsaPc3d01ZMgQzZo1qxTfAQAAKj5zZqaiVq9WdFyc3fg7V/w/NHr4cJk7dSrr0AAAAFCF5eRImzZJZrNkMkmdO0tO5bAlbFhYmNq0aaO5c+c6OpRyZfHixRo3bpxSUlIcHUqpcGhS1nKdrzG6u7vrq6++uu553NzcNH/+fM2fP7/AObVq1dLSpUuveZ6bbrpJa9asue71AACo1NLTperVrffPnpU8Pa853eTqqvF9++rzSy2B2h04oHdmzdLjEydqZ+PGkqyVsh+4ul7rNAAAAECJWblSeuop6dixy2P16knz5knX2De+WCIjIxV3qVDB2dlZQUFBioiI0LRp0+R5jb9Tr1y5Ui4uLqUTFMothyZlAQBAxdfZx0fOgYFK8PW16yu7s3Fj/dSkiQyS6hmN6uzj46AIAQAAUJWsXCkNHChdXQt4/Lh1/OOPSy8x26tXLy1atEhZWVnatGmTHn/8caWnp9u+LX6lrKwsubi4qFatWqUTzHVkZmbKlcIJh3HoRl8AAKDiczIYNK9RI0mS4apjuY/nNmokJ8PVRwEAAICSlZNjrZDN78vZuWPjxlnnlQaj0aiAgAAFBQVpyJAheuihh7Rq1SpJUnR0tNq0aaP33ntPN998s4xGoywWi8LCwjRu3DjbORo0aKCXX35Zw4YNU/Xq1VW/fn199tlnSk5OVv/+/VW9enW1bNlSP/74o+05p06d0uDBg1WvXj15eHioZcuW+uCDD+xiCwsL0+jRozV+/HjVrl1b4eHhevTRR9WnTx+7ednZ2QoICNB7772X72tcvHixfHx8tGrVKjVp0kRubm4KDw/X0aNH7eatXr1awcHBcnNz080336xp06YpOzvbdnz27Nlq2bKlPD09FRQUpFGjRuns2bMFvrenTp1S+/bt1a9fP124cOGa/x0qApKyAABURenpksFgvaWnF/t0EX5++rh5c9V1cZHZ19faQ9bXV/WMRn3cvLki/PxKIGgAAADg2jZtsm9ZcDWLRTp61DqvLLi7uysrK8v2+ODBg/rwww/1ySefKCEhocDnzZkzRx07dtRPP/2k3r17a+jQoRo2bJgefvhh7dy5U40aNdKwYcNsrUEvXLig4OBgrVmzRrt27dLIkSM1dOhQbd++3e68cXFxcnZ21v/+9z/Fxsbq8ccf19q1a2U2m21zvvzyS509e1aDBg0qML5z585p+vTpiouL0//+9z+lpaXpH//4h+34V199pYcfflhjx47Vnj17FBsbq8WLF2v69Om2OdWqVdPrr7+uXbt2KS4uThs2bNCkSZPyvd6xY8fUuXNn3XrrrVq5cqXc3NwKjK2ioH0BAACVVI7Fok2tW8vs6yuvs+fUq6alVKtVI/z81N/dXZuefNLaQ7ZDB3UOCKBCFgAAAGXmitxiicwrjh9++EHLly9Xt27dbGOZmZlasmSJ/K5TtHDvvfcqKipKkvTiiy/qzTff1B133KEHHnhAkvTMM88oNDRUJ0+eVEBAgOrWrauJEyfanj9mzBitXbtWH330kUJCQmzjjRo10syZM+2u1bRpUy1ZssSWEF20aJEeeOABVc/dZyIfWVlZWrBgge3ccXFxatasmX744Qe1b99e06dP17PPPqvhw4dLkm6++Wa99NJLmjRpkqZOnSpJdtXBDRs21EsvvaQnnnhCb7zxht219u/fr/DwcPXv31/z5s2ToZL8+4KkLAAAldDK5GQ9tX+/sqdMUdTq1YrdkSDn40ma16hRqVatOhkMCvv5Z+sDLy9rJS4AAABQRkymkp13o9asWaPq1asrOztbWVlZ6t+/v93G9PXr179uQlaSWrVqZbtfp04dSVLLli3zjCUlJSkgIEA5OTl69dVX9Z///EfHjx9XRkaGMjIy8mwwdvvtt+e51uOPP66FCxdq0qRJSkpK0hdffKFvvvnmmvE5OzvbnevWW2+Vj4+P9u7dq/bt2ys+Pl47duywq4zNycnRhQsXdO7cOXl4eOjbb7/VjBkztGfPHqWlpSk7O1sXLlxQenq6Le7z58+rU6dOGjx4sObNm3fd960ioX0BAACVzMrkZA3cvVvHsrJkOnVK0XFxMp06peMZGRq4e7dWJic7OkQAAACgVHTuLNWrV3BtgMEgBQVZ55WGrl27KiEhQfv27dOFCxe0cuVK+fv7245fnSQtiIuLi+1+bmVofmMXL16UJMXExGjOnDmaNGmSNmzYoISEBPXs2VOZmZl2583v+sOGDdMff/yhrVu3aunSpWrQoIE6F+INyq9i9cq4pk2bpoSEBNvt119/1YEDB+Tm5qY///xT9957r1q0aKFPPvlE8fHx+ve//y1Jdu0ejEajunfvri+++ELHrtWXogKiUhYAgPIsPV3K/drQ2bPSdf4Sl2Ox6KmDB5XPvgayyLrx1riDB9W/ZUs5lXSsAAAAgIM5OUnz5kkDB1oTsFdu+JWbQ5w71zqvNHh6eqrRpU1wy9KmTZvUv39/Pfzww5KsSdEDBw6oWbNm132ur6+vBgwYoEWLFmnr1q165JFHrvuc7Oxs/fjjj2rfvr0kad++fUpJSdGtt94qSWrXrp327dtX4Hvx448/Kjs7WzExMapWzVoz+uGHH+aZV61aNS1ZskRDhgzR3XffrY0bNyowMPC68VUEVMoCAFCJbEpJUfaJE2q7f7/a7t+vdgcOSJLaHTigtvv3q83+/co6cUKb/v7bwZECAAAApSMiQvr4Y6luXfvxevWs4xERjomrNDVq1Ejr16/Xli1btHfvXkVFRSkxMbHQz3/88ccVFxenvXv32vrAXouLi4vGjBmj7du3a+fOnXrkkUd055132pK0L774ot5//31FR0dr9+7d2rt3r/7zn//ohRdekCTdcsstys7O1vz58/XHH39oyZIleuutt/K9lpOTk5YtW6bWrVvr7rvvvqHXVZ5RKQsAQCVizsxU1OrVio6Lsxt/Z9Ys2/3o4cNlvuOOsg4NAAAAKDMREVL//tKmTdZNvUwma8uC0qqQdbQpU6bo0KFD6tmzpzw8PDRy5EgNGDBAqamphXp+9+7dZTKZ1Lx580JVonp4eOiZZ57RkCFDdOzYMXXq1Envvfee7XjPnj21Zs0a/fOf/9TMmTPl4uKiW2+9VY8//rgkqU2bNpo9e7b+9a9/afLkybrrrrv0yiuvaNiwYflez9nZWR988IEefPBBW8XslW0hKiKDxWLJ7xuOKIK0tDR5e3srNTVVXl5ejg4H5UBaRpq8X/VW6rOp8jKyJnDjWEO4ZvuCfI5tPHNGgzdskOnUKUnWCtl3Zs3S4xMnamfjxpIks6+vPujQQWG5f9kqxHlLJF5USHwOobhYQygu1hCKizVU8Vy4cEGHDh1Sw4YN5ebm5uhwlHMxRz8l/qS2AW3lVK1yZnXPnTunwMBAvffee4q4Tinx4sWLNW7cOKWkpJRNcOXQtdZoYfODVMoCAFCJdPbxkXNgoBJ8fe36yu5s3Fg/NWkig6R6RqM616hR4DlyLBZtat1aZl9fmdLS1NnDQ04F7ZQAAAAAoMK6ePGiEhMTFRMTI29vb/Xr18/RIVUZ9JQFAKAScTIYNO9SM/2r06i5j+c2alRgknVlcrIa/PyzBk+Zon1BQRq8ZYsabNumlcnJpRc0AAAAAIc4cuSI6tatqw8//FDvvfeenJ2p3ywrJGUBAKhkIvz89HHz5qrr4iKzr6+1h6yvr+oZjfq4eXNF+Pnl+7yVyckauHu3jmVlyXTqlKLj4mQ6dUrHMzI0cPduErMAAABAJdOgQQNZLBYdPXpU3bp1K9RzIiMjq3TrgpJC+hsAgEoows9P/d3dtenJJ2X29dU7d7RRr6CbC6yQzbFY9NTBg8qv0bxF1irbcQcPqn/t2rQyAAAAAIBiIikLAEAl5WQwKOznnyVJadXt+8Je3Tc2JzNT2SdOqO0VG4Rd+VOybhC2KSVFYTVrFnxRT0+pKHuIskEYAAAAgCqEpCwAAFXMyuRkPbV/v7KnTFHU6tUav2WLMuvU0ZjVqxUdF2c3951Zs2z3o4cPl7lTp7IOl4QtAAAAgEqHpCwAAFVIbt9Yi6S2l/rGft6hg37y9VVs3776vEMHSdYK2XdmzdLjEydqZ+PGkqyVsh+4ujowegAAAACoHEjKAgBQRVyrb6wkJfr6KtHX125sZ+PG+qlJExkk1TMa1dnHp+gBUPEKAAAAAJJIygIAUGVsSkkpVN/YqxOzuZ1o5zZqxCZfAAAAAFACSMoCAFBFmDMzFVWIvrHzH3tMZl9faw9ZX1/VMxo1t1EjRfj5lXXIAAAAAMpAZGSkUlJStGrVKkeHUmrCwsLUpk0bzZ0719GhSCIpCwBAuZZjsWhT69Yy+/rKlJamzh4eRa5WNbm6anwh+sZ+eMstchozxtpDtkMHdQ4IoEIWAAAAFdLXX3+tsWPH6vXXX1f37t1L9VpJSUmaMmWK/vvf/+rkyZOqWbOmWrdurejoaIWGhpbqtVHxkJQFAKCcWpmcrKf271f2lCmKWr1a47dskXNgoOZdqlq90YRtZx8fOQcGKsHX166v7NV9Y8O8vOT088/Wg15eEglZAAAAVEAWi0XPPfec9u7dq+eee07dunWToRT/bnv//fcrKytLcXFxuvnmm3Xy5El98803On36dKldszzJysqSi4uLo8OoMKo5OgAAAJDXyuRkDdy9W8eysmQ6dUrRcXEynTql4xkZGrh7tyb9/rsa/PyzBk+Zon1BQRq8ZYsabNumlcnJBZ7TyWDQvEaNJF3uE5vL0X1jcywWbWzdWh/cfbc2pqUpx2Ip1DEAAACgIOvWrdOOHTskSTt27NC6detK7VopKSnavHmz/vWvf6lr166qX7++2rdvr8mTJ6t37962eampqRo5cqT8/f3l5eWlu+++Wz/nFkRc8vnnn+v222+Xm5ubateurYiICNuxM2fOaNiwYapZs6Y8PDx0zz336MAVe0QsXrxYPj4++uqrr9SsWTNVr15dvXr1ktlsts3JycnR+PHj5ePjI19fX02aNEmWq/6OvXbtWnXq1Mk2p0+fPvr9999txw8fPiyDwaAPP/xQYWFhcnNz08KFC+Xl5aWPP/7Y7lyrV6+Wp6en/v7773zfu7CwMI0ePVqjR4+2Xe+FF16wiykzM1OTJk1S3bp15enpqZCQEG3cuNF2/NSpUxo8eLDq1asnDw8PtWzZUh988MG1/pNp7dq18vb21vvvvy9J2rhxo9q3by9PT0/5+PioY8eO+vPPP695juIgKQsAQDmTY7HoqYMHlV/q0XLp9trRowUmbK+VmI3w89PHzZurrotLnr6xHzdv7pC+sSuTkwtMMF/rGAAAAFAQi8WiKVOmyMnJSZLk5OSkKVOm5Ek+lpTq1aurevXqWrVqlTIyMgqMqXfv3kpMTNSXX36p+Ph4tWvXTt26dbNV037xxReKiIhQ79699dNPP+mbb77R7bffbjtHZGSkfvzxR33++efaunWrLBaL7r33XmVlZdnmnDt3TrNmzdKSJUv0/fff68iRI5o4caLteExMjN577z29++672rx5s06fPq1PP/3ULtb09HSNHz9eO3bs0DfffKNq1arpvvvu08WLF+3mPfPMMxo7dqz27t2r++67T//4xz+0aNEiuzmLFi3SwIEDVaNGjQLfv7i4ODk7O2v79u16/fXXNWfOHL3zzju244888oj+97//acWKFfrll1/0wAMPqFevXraE9IULFxQcHKw1a9Zo165dGjlypIYOHart27fne70VK1Zo0KBBev/99zVs2DBlZ2drwIAB6tKli3755Rdt3bpVI0eOLNXKatoXAABQzmxKSVH2iRNqe+qUJGvv1yt/Stber4m+vnbPs8ha8Tru4EH1r11bTgWcP8LPT/3d3bXpyScd3jc2tyLYIqntpQTz5x06KMHXV/fv3m2bd/Wxgbt3OyyJDAAAgPLvyipZyVodmlst27NnzxK/nrOzsxYvXqwRI0borbfeUrt27dSlSxf94x//UKtWrSRJ3377rX799VclJSXJaDRKkmbNmqVVq1bp448/1siRIzV9+nT94x//0LRp02znbt26tSTpwIED+vzzz/W///1PHS7tE7Fs2TIFBQVp1apVeuCBByRZ2wi89dZbuuWWWyRJo0eP1j//+U/b+ebOnavJkyfr/vvvlyS99dZb+uqrr+xeT+6xXO+++678/f21Z88etWjRwjY+btw4u0rexx9/XB06dNCJEycUGBiov/76S2vWrNH69euv+f4FBQVpzpw5MhgMatq0qX799VfNmTNHI0aM0O+//64PPvhAx44dU2BgoCRp4sSJWrt2rRYtWqQZM2aobt26donnMWPGaO3atfroo48UEhJid6033nhDzz33nD777DN17dpVkpSWlqbU1FT16dPH9r41a9bsmjEXF0lZAAAcLT1dql7dev/sWZkzMxW1erWi4+Lspr0za5btfmyfPort27fAhO2mlBSFuboWeEkng0FhZdw39uoeuB3c3a9ZEVyQPMlnet4CAADgCldWyebk5NjGc6tle/ToUSoVkPfff7969+6tTZs2aevWrVq7dq1mzpypd955R5GRkYqPj9fZs2fle1Vxxfnz522tARISEjRixIh8z7937145OzvbJRl9fX3VtGlT7d271zbm4eFhSyxKkslkUlJSkiRr+wSz2Wy38Zizs7Nuv/12uyri33//XVOmTNG2bdv0119/2Spkjxw5YpeUvbKKV5Lat2+v5s2b6/3339ezzz6rJUuW6KabbtJdd911zffuzjvvtPtvEhoaqpiYGOXk5Gjnzp2yWCxq0qSJ3XMyMjJs72VOTo5effVV/ec//9Hx48eVkZGhjIwMeXp62j3nk08+0cmTJ7V582a1b9/eNl6rVi1FRkaqZ8+eCg8PV/fu3TVo0CCZTKZrxl0cJGUBAChnTK6uGt+3rz6/9NvvdgcO6J1Zs/T4xIna2bixolavVtSaNYpas8b2nCsTttHDh8vcqZN0jaRsWctv07LsgAA5JyYWWBFcOzVVkvSXt/e1k881a5blSwEAAEA5d3WVbK7SrpaVJDc3N4WHhys8PFwvvviiHn/8cU2dOlWRkZG6ePGiTCaTXS/UXD4+PpIkd3f3As9dUOsFi8Vil9C8erMtg8Fww20b+vbtq6CgIL399tsKDAzUxYsX1aJFC2VmZtrNuzrpKVmrZRcsWKBnn31WixYt0iOPPFKsJPjFixfl5OSk+Ph4WzuKXNUvFbfExMRozpw5mjt3rlq2bClPT0+NGzcuT7xt2rTRzp07tWjRIt1xxx12cS1atEhjx47V2rVr9Z///EcvvPCC1q9frzvvvLPIsV8LSVkAAMqZzj4+cg4MVIKvr13F6M7GjfVTkyaKjoxUbN++kvImbCVrsvIDV1fJ01NpF1Ll/aq3UvP5y1JZKahFwU++vpp6nYrgq+WbfAYAAAAuya2SrVatWp7+p5JUrVq1Uq2Wvdptt92mVatWSZLatWunxMREOTs7q0GDBvnOb9Wqlb755hs98sgj+Z4rOztb27dvt7UvOHXqlPbv31/or9p7e3vLZDJp27ZtturV7OxsW3/b3HPu3btXsbGx6ty5syRp8+bNhX7NDz/8sCZNmqTXX39du3fv1vDhw6/7nG3btuV53LhxYzk5Oalt27bKyclRUlKSLZ6rbdq0Sf3799fDDz8syZrIPXDgQJ735ZZbblFMTIzCwsLk5OSkBQsW2B1v27at2rZtq8mTJys0NFTLly8nKQsAQFXhZDBoXqNGGrh7t/L7a2JiPv1kcxO2Bkn1jEZ1vvSb9hJ3VasFXSfZe61NyyQp9hoVwVdXyhaYfAYAAAAuyczM1JEjR/JNyErWZN3Ro0eVmZlp6+taEk6dOqUHHnhAjz76qFq1aqUaNWroxx9/1MyZM9W/f39JUvfu3RUaGqoBAwboX//6l5o2baoTJ07oyy+/1IABA3T77bdr6tSp6tatm2655Rb94x//UHZ2tv773/9q0qRJaty4sfr3768RI0YoNjZWNWrU0LPPPqu6devarlEYTz31lF599VU1btxYzZo10+zZs5WSkmI7XrNmTfn6+mrhwoUymUw6cuSInn322UKfv2bNmoqIiND//d//qUePHqpXr951n3P06FGNHz9eUVFR2rlzp+bPn6+YmBhJUpMmTfTQQw9p2LBhiomJUdu2bfXXX39pw4YNatmype699141atRIn3zyibZs2aKaNWtq9uzZSkxMzDdZ3aRJE3377bcKCwuTs7Oz5s6dq0OHDmnhwoXq16+fAgMDtW/fPu3fv1/Dhg0r9Ou+USRlAQC40g0mHUtLhJ+fPm7eXE/t3y+zr6+1KtTXV0FGo/7h769ZR4/meU5uAnduo0blps9qUTYty00w56fMks8AAACokIxGo3bs2KHk5OQC5/j7+5doQlayfo0+JCREc+bM0e+//66srCwFBQVpxIgReu655yRZ2wh8+eWXev755/Xoo48qOTlZAQEBuuuuu1SnTh1JUlhYmD766CO99NJLevXVV+Xl5WXXj3XRokV66qmn1KdPH2VmZuquu+7Sl19+madlwbVMmDBBZrNZkZGRqlatmh599FHdd999Sr1UFFGtWjWtWLFCY8eOVYsWLdS0aVO9/vrrCgsLK/Q1HnvsMS1fvlyPPvpooeYPGzZM58+fV/v27eXk5KQxY8Zo5MiRdq/75Zdf1oQJE3T8+HH5+voqNDRU9957ryRpypQpOnTokHr27CkPDw+NHDlSAwYMsL2mqzVt2lQbNmywVcxOmjRJv/32m+Li4nTq1CmZTCaNHj1aUVFRhX7NN8pgudGmEihQWlqavL29lZqaKi8vL0eHg3IgLSPN+rXhZ1PlZWRN4MaxhhzAEUnZa1wz5+xZberUybo51tKl6hwQICeD4XKP1sRERa1erdi+feUSGKi5jRopws/P9vwC19C1XmdRj+Xjg5Mnte+ZZ/K0KLhS9PDhmhYZqbb792tnVJTaxcYqoUkTW3WtQVKbq45J0sfNm9u9VpQOPodQXKwhFBdrCMXFGqp4Lly4oEOHDqlhw4Zyc3NzdDjKuZijnxJ/UtuAtnKq5nT9J0DLli3TU089pRMnTsj1Ot9uCwsLU5s2bTR37tyyCa4EXGuNFjY/SKUsAADlmJPBoLCff7Y+8PKSLlXARvj5qb+7uzY9+aT1a/wdOtgStsXm6SmV0O9sr7dpmWStlPVzdrarCK5nNGpuo0aSlKdaOPcYCVkAAACgfDl37pwOHTqkV155RVFRUddNyFZlJGUBAKigCkrYlifX27Qstw3Bny1aaEvnzvkmmEst+QwAAACgRM2cOVPTp0/XXXfdpcmTJzs6nHKNpCwAACg119q07MoeuK7VqhWYYK4IyWcAAAAAUnR0tKKjo2/oORs3biyVWMq7ao4OAAAAVG65m5bVdXHJ04aAvrAAAAAAqiIqZQEAVY8jNvO6hhyLRZtat7Zu5pWWps4eHuX26/lFjbVUe+ACAAAAQAVDpSwAAA60MjlZDX7+WYOnTNG+oCAN3rJFDbZt08rkZEeHlkdxY81tQzB4wwaFeXmRkAUAAABQZZGUBQCgJKSnW3udGgzW+4WwMjlZA3fv1rGsLJlOnVJ0XJxMp07peEaGBu7efd1kZ06OtFFd9IH+oY3fV1NOzg3E6+kpWSzWWyEqhYsbKwAAAADgMpKyAACUhauStjkWi546eFCWfKbmjo07eFA5lvxmSCtXSg1uc1dXbdQQfaCu97qrQQPreEkrbqwAAACAQxShcAIoK/SUBQBUTkXsG1tW/V03paQo+8QJtT11SpLU7sABu5+SZPb11aYGDRR21XNXrpQGDpQsFvu4jh+3jn/8sRQR4YBYU1IUVrNmyV04V25VLwAAAABUEiRlAQC4ZGVysp7av1/ZU6YoavVqjd+yRc6BgZrXqJEi/PxK9FrmzExFrV6t6Lg4u/F3Zs2y3Y8ePlzmO+6wO56TIz31VG6O0j4pa7FYiwDGjZP695ecnMo41k6dSuaCAAAAQBUWHR2tVatWKSEhwdGhoBSRlAUAQJd7ploktb3UM/XzDh2U4Ourgbt36+PmzUs0MWtyddX4vn31eYcOkqxVp+/MmqXHJ07UzsaNJVmrTz9wcbF73qZN0rFjBZ/XYpGOHrXOCwsr41hdXYt+EaphAQAAUJoSE6VbbimDyyRq+vTp+uKLL3T8+HH5+/urTZs2GjdunLp161bq10fFQVIWAFDlXa9nqkHWnqn9a9cusVYGnX185BwYqARfX7vr7mzcWD81aSKDpHpGozrXqGH3PLO5cOcv7LzCKHSsPj4ld1EAAACgJJVBUvbw4cPq2LGjfHx8NHPmTLVq1UpZWVn66quv9OSTT+q3334r1eujYmGjLwBAxVSMpv05Fos2tm6tD+6+WxvT0rQxt2fq/v1qu3+/Xc/Utvv3q83+/co6cUKbUlJKLHwng0HzGjWSdHUTgsuP5zZqlCcJbDIV7vyFnVcYRY01j9xqWIul0D1+AQAAgEJJT8//luv8+WsfLwGjRo2SwWDQDz/8oIEDB6pJkyZq3ry5xo8fr23bttnmHTlyRP3791f16tXl5eWlQYMG6eTJkwWeNywsTOPGjbMbGzBggCIjI22PGzRooJdfflnDhg1T9erVVb9+fX322WdKTk62Xatly5b68ccfbc9ZvHixfHx89NVXX6lZs2aqXr26evXqJfM1KjzOnDmjhx56SH5+fnJ3d1fjxo21aNEiSdLGjRtlMBiUcsW/mxISEmQwGHT48GG7a65Zs0ZNmzaVh4eHBg4cqPT0dMXFxalBgwaqWbOmxowZo5ycHNt53njjDTVu3Fhubm6qU6eOBg4ceK3/FBUClbIAgColv76xmXXqaIwDeqZG+Pnp4+bN9dT+/TL7+lqv4eurekaj5l7Zx/aKr/V37izVq2fd1Cu/b/sbDNbjnTuXaKiFjxUAAABwhNxNfgsSHp7/eAm10Dp9+rTWrl2r6dOnyzOfAgSfS98qs1gsGjBggDw9PfXdd98pOztbo0aN0oMPPqiNGzcWK4Y5c+ZoxowZmjJliubMmaOhQ4eqY8eOevTRR/Xaa6/pmWee0bBhw7R7924ZLhVUnDt3TrNmzdKSJUtUrVo1Pfzww5o4caKWLVuW7zWmTJmiPXv26L///a9q166tgwcP6vz58zcU57lz5/T6669rxYoV+vvvvxUREaGIiAj5+Pjoyy+/1B9//KH7779fnTp10oMPPqgff/xRY8eO1ZIlS9ShQwedPn1amzZtKtZ7VR6QlAUAVBkF9Y39yddXsaXdM7UAEX5+6u/urk1PPmm9RocO6hwQUGDVqZOTNG+eNHCgNQF75d8hc58yd27JbfJVnFgBAACAquLgwYOyWCy69dZbrznv66+/1i+//KJDhw4pKChIkrRkyRI1b95cO3bs0B1XbfR7I+69915FRUVJkl588UW9+eabuuOOO/TAAw9Ikp555hmFhobq5MmTCggIkCRlZWXprbfe0i2XWjuMHj1a//znPwu8xpEjR9S2bVvdfvvtkqwVujcqKytLb775pu2aAwcO1JIlS3Ty5ElVr15dt912m7p27apvv/1WDz74oI4cOSJPT0/16dNHNWrUUP369dW2bdsbvm55Q1IWAFAlXKtvrCQl+voq0dfXbqyseqY6GQwK+/ln6wMvr8vZ1QJEREgffyw99ZT9pl/16lkTshERpRJmkWIFAAAAysTZs5fvJyZab+fPX66QjYmRQkKs9wMCrLcSZLlULWG4zt+P9+7dq6CgIFtCVpJuu+02+fj4aO/evcVKyrZq1cp2v06dOpKkli1b5hlLSkqyJWU9PDxsyVFJMplMSkpKKvAaTzzxhO6//37t3LlTPXr00IABA9ThUnFLYV19zTp16qhBgwaqfkW1c506dWxxhIeHq379+rr55pvVq1cv9erVS/fdd588PDxu6LrlDUlZAECllGOxaFPr1jL7+sqUlqaczExr39hTpyTJrm9sLnM+idnC9ky9+nqdPTxKtYI0IkLq31/atMm6qZfJZG1ZUBoVsgAAAEC5d2XLgFtusd6u7BkbEiJ17Fhql2/cuLEMBoP27t2rAQMGFDjPYrHkm7gtaFySqlWrZkv65srKysozz8XFxXY/91z5jV28eDHf5+TOufpaV7rnnnv0559/6osvvtDXX3+tbt266cknn9SsWbNUrVo122spbJy518xvLDfOGjVqaOfOndq4caPWrVunF198UdHR0dqxY4etLURFxEZfAIBKZ2Vyshr8/LMGT5mifUFBGrxliwbt3q2o1au1MypKO6OibP1i35k1yzYWtXq1ajk55emZ+nHz5tfsmZrf9Rps26aVycm2OVdvLpZTAr2rnJyksDBp8GDrTxKyAAAAgGPUqlVLPXv21L///W+l57OBWO7mV7fddpuOHDmio0eP2o7t2bNHqampatasWb7n9vPzs9t8KycnR7t27SrZF3AD/Pz8FBkZqaVLl2ru3LlauHChbVySXawJCQklck1nZ2d1795dM2fO1C+//KLDhw9rw4YNJXJuR6FSFgBQqRS3b+yHt9wipzFjCt0ztaDrJfj6auDu3fq4eXNJyrO5mHNgoOaxQRYAAABQNkq4XUF+3njjDXXo0EHt27fXP//5T7Vq1UrZ2dlav3693nzzTe3du1fdu3dXq1at9NBDD2nu3Lm2jb66dOli69N6tbvvvlvjx4/XF198oVtuuUVz5syxJXnL2osvvqjg4GA1b95cGRkZWrNmjS2Z3KhRIwUFBSk6Olovv/yyDhw4oJiYmGJfc82aNfrjjz901113qWbNmvryyy918eJFNW3atNjndiSSsgCACim/dgGSit03NszLS06F7Jl6rT61FllbH4zct0+ns7OvmbSNqOC9kAAAAIByrwySsg0bNtTOnTs1ffp0TZgwQWazWX5+fgoODtabb74pyfq1/FWrVmnMmDG66667VK1aNfXq1Uvz588v8LyPPvqofv75Zw0bNkzOzs56+umn1bVr11J/PflxdXXV5MmTdfjwYbm7u6tz585asWKFJGtbgg8++EBPPPGEWrdurTvuuEMvv/yybaOxovLx8dHKlSsVHR2tCxcuqHHjxvrggw/U/FIBTEVFUhYAUOGsTE7Ot/J0hMlUqn1jr7YpJaVQ17NcdT3pctJ23MGD6t+ypeg8AAAAAFR8JpNJCxYs0IIFCwqcc9NNN+mzzz4r8Hh0dLSio6Ntj11cXPTGG2/ojTfeKPA5hw8fzjN2dW/YBg0a2I1FRkYqMjLSbs6AAQOu2VP2hRde0AsvvFDg8Y4dO+qXX34pMI78rnn165WkxYsX2+536tRJGzduLPCaFRVJWQBAhXKtdgFTDx/W1NWrFR0XZ/ec3P6xkhQ9fLjmP/ZYnr6xc3NbCeTT/6kg5sxMRV3nerMeeEDLu3eXVHDSdlODBgor9FUBAAAAFIqnp1QCezkApYGkLACgwrheuwBJpdI3tiAmV1eNv871hnz9tXZGRdk97+oksfmOO2742g5THv9im54uVa9uvX/2rP3OuwAAAABQDpGUBQBUGIVtF/BTkyZ2zytO31g7VyX/Ovv4yDkwUAm+vnaJ4tzr5cZzZaVsfkniD1xcbuBdAAAAAABUdCRlAQAVRmHaBUQPH65pkZG6Os1a1L6x1+JkMGheo0YauHt3vtezSMqqU6fApG1ukrhzQED5qz4FAAAAHOxavU0BRyqJtUlSFgBQYRSmXYDZ11fT6tfX2ydOlEjf2OuJ8PPTx82b66n9+/O9nqQCk7ZSySaJAQAAgMrA5dI3yc6dOyd3d3cHRwPkde7cOUmX12pRkJQFAFQY12sXkFt5+nyDBnrez0+bnnyy2H1jCyPCz0/93d0LvN61krYRfn6lElNVkmOxaFPr1jL7+sqUlqbOHh4kugEAACowJycn+fj4KCkpSZLk4eEhgwP/fpdzMUfKli5cuCCnak4OiwOOZ7FYdO7cOSUlJcnHx0dOTkVfDyRlAQAVxvXaBUhXVJ4aDAorSt/YYsRW0PWul7RF0a1MTtZT+/cre8oURa1erfFbtsg5MFDzSHgDAABUaAEBAZJkS8w60kXLRf2V+pcOnz2saoZqjg4H5YCPj49tjRYVSVkAQIVyvXYBxU7EeXqWSn/XayVtUTQrk5M1cPduWSS1PXVK0XFx+rxDByX4+mrg7t36uHlzErMAAAAVlMFgkMlkkr+/v7Kyshway9nMs+r9ZW/9OPJHVXet7tBY4HguLi7FqpDNRVIWAFDhUHmKHItFTx08qPzS5xZZK6fHHTyo/rVrsy4AAAAqMCcnpxJJgBVHpiFTf6b/KVejq9yMbg6NBZUHSVkAQIVUrMrTUqqGRdnZlJKi7BMn1PbUKUnWTd+u/ClZN33blJKisJo1HRIjAAAAABSEpCwAAIXEhlLlhzkzU1GrVys6Ls5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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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uDz/8sLSnvaGUlBSdOnVKRqNRkhQcHCxnZ2dt2rRJw4cPlySZTCbt379fM2fOlCSFhIQoNTVV3333ne6++25J0q5du5SammpN3IaEhGj69OkymUzWc2/cuFGurq4KDg62y3sBAAAAAAAAUD2VKik7bdo0/e1vf9Odd94po9F4w1v8b+TSpUs6duyY9fXx48eVmJioevXqqV69eoqJidGf/vQnGY1GnThxQi+++KLq16+vBx54QJLk7e2tJ554QpMnT5aPj4/q1aun6OhotWvXTn379pUktWrVSv3799eYMWMUFxcnSRo7dqwGDhyooKAgSVK/fv3UunVrRUZG6s0339T58+cVHR2tMWPGUIYAAAAAAAAAQJkqVVL23Xff1aJFixQZGXlLF//+++/Vu3dv6+vc+qyjRo3SO++8ox9//FEfffSRLl68KKPRqN69e+tf//qXateubT1mzpw5qlmzpoYPH64rV66oT58+WrRokZycnKx9li1bpgkTJqhfv36SpIiICM2fP9+638nJSevXr9e4cePUvXt3ubu7a8SIEZo1a9YtvT8AAAAAAAAAyK9USdnMzEzrrf+3IjQ0VGazucj9X3311U3P4ebmpnnz5mnevHlF9qlXr56WLl16w/PcdtttWrdu3U2vBwAAqhmTSYqLk6KipD/KHAEAAADArahRmoOefPJJLV++vKxjAQAAqHhMJmnaNMsjAAAAAJSBUs2UvXr1qhYsWKCvv/5a7du3l7Ozs83+2bNnl0lwAAAADnXunJS76Of581J6uuTh4diYAAAAAFR6pUrK/vDDD+rYsaMkaf/+/WUZDwAAgOOZTJYtNyErSWFhlseEBEsZA0oZAAAAACilUiVlv/nmm7KOAwAAoOKIi7OULChMcLD0yitSTIzlNTVnAQAAAJRQiZKyQ4cOvWkfg8GgVatWlTogAAAAh4uKkiIiLCULcmfIxsZKXbpI7u62ydfcmrMRESRlAQAAABRLiZKy3t7e9ooDAACg4sgtT5Cefr2tSxepe3fbfvlrzgIAAABAMZQoKbtw4UJ7xQEAAFDxeHhYasgGB1tmyOYqquZsQoLlOTVnAQAAANxADUcHAAAAUKEZjZYasnmTrHFxtgnZXMHBli0urvziAwAAAFDplGqhLwAAgGrDaLy+qFeuomrOhoZePwYAAAAAikBSFgAAoKSKqjnbubNNN4MpSa98IxlGJUlNvco5SAAAAAAVFeULAABlz2SyzCw0mRwdCWBfuTVnJduas38wJCUp5lvLIwAAAADkYqYsAKBspadL/v6W52Fh3MaNqq+wmrOSdO6cPEN6WZ6fv2D5b8PDo/zjAwAAAFDhkJQFAJStvLdzX7niuDiA8pK/5qzJZNnyLATmOWCI5UlCwvXSBwAAAACqLcoXAADKhskk7dkj+fpebwsLs7Tt2UMpA1QfcXE2CVkbwcGW/QAAAACqNZKyAICyUVQiKjiYRBSql6goy4zYTZusTVf+Pl3avt3SHhXlwOAAAAAAVASULwAAlI2oKCkiQjp/3jJDVpJiY6XQUMtzbtdGdZFbniBPKY/su4Kl7t0dGBQAAACAioSkLACgbBSSiFKXLlLnzo6LCXAkDw9d2vGtZbEvd3dHRwMAAACgAqF8AQCgbHl4WG7RlkhEodoz+/kpppflEQAAAABykZQFAJQ9o1F65RVKFqDaMxv9NK235REAAAAAclG+AABQ9oxGKSbG0VEAAAAAAFAhMVMWAAAAAAAAAMoRSVkAAABHMZkss8pNJkdHAgAAAKAckZQFAABwFJNJmjaNpCwAAABQzZCUBQAAcIRz56TgYMvz8+cdGwsAAACAcsVCXwAAAOXJZLJsuQlZSQoLkxISLM+NRssGAAAAoMpipiwAAEB5iouzTcjmCg62bHFx5R8TAAAAgHLFTFkAAIDyFBUlRURYShaEhVnaYmOl0FDLc2bJAgAAAFUeSVkAAIDylLc8QUKCZXZsaKjUuXPBviaTZeZsVBTJWgAAAKAKoXwBAABARWUySdOmWR4BAAAAVBkkZQEAJWcySTExJIqAW2U0Sq+8UnAWbHq6ZbtyxfI69xEAAABAlUD5AgBAyeXO3ouI4JZq4FYYjZYfOPIymSR/f9u2Hj0spQ5yj+G/OwAAAKBSY6YsAKBkzp27vnL8+fOOjQWoiuLiCm8PDrZsRe0HAAAAUGkwUxYAUDwmk2XLTchKlpXjmb0HlK2oKMt/W1euWB4lKTbWshiYxH9nAAAAQBXATFkAQPHExdkmZHMxew8oW0aj1L271Lfv9R89QkOlzp0tG0lZAAAAoNJjpiwAoHiioiw1ZM+fZ/YeAAAAAAC3gKQsAKB48pYnSEiwzI7Nnb0HwD6MRumVVwr/0cNkssxQj4riRxEAAACgkqF8AQAAQEVlNEoxMUUnZadNszwCAAAAqFRIygIASu5Gs/cA2F96umUhMOn6IwAAAIBKg/IFAICSy529B6B8mUyWLe+iez16XF8QLG+ZEQAAAAAVFjNlAQAAKou4ONuEbK7gYMsWF1f+MQEAAAAoMWbKAgAAVBZRUVJEhHT+vBQWZmmLjbUsuicxSxYAAACoJEjKAgAKx8ruQMWTtzxBQoJldmxoqNS5s0PDAgAAAFAylC8AABSOld2Bys1kstR+5r9hAAAAoMIhKQsAKOjcuet1K8+fd2wsAApnNEqvvFL0THZ+WAEAAAAqLMoXAACuK2xl97AwVnYHKiKj0TITNr/0dMvjlSu2jwAAAAAqDGbKAgCuY2V3oHIzmSRPT8vWo4elrUcPac8ey8asWQAAAKBCICkLALguKsoyK3b7dmn+fEvb/PmWtoQEy34AFVdRP5zwwwoAAABQoVC+AABwXd7yBO7ulseQEFZ2ByqLqChLyZErVyyPkhQbK4WGWp5TfgQAAACoEBw6U/Y///mPBg0aJH9/fxkMBq1Zs8Zmv9lsVkxMjPz9/eXu7q7Q0FAdOHDApk9GRobGjx+v+vXry8PDQxERETp9+rRNnwsXLigyMlLe3t7y9vZWZGSkLl68aNPn5MmTGjRokDw8PFS/fn1NmDBBmZmZ9njbAAAA9mE0St27S337Xq8FHRpq+WGlc2eSsgAAAEAF4dCkbHp6ujp06KD5ubfI5jNz5kzNnj1b8+fP1+7du+Xn56ewsDD9/vvv1j4TJ07UZ599ppUrV2r79u26dOmSBg4cqOzsbGufESNGKDExURs2bNCGDRuUmJioyMhI6/7s7GwNGDBA6enp2r59u1auXKlVq1Zp8uTJ9nvzAFDR3WxldwAAAAAAUCoOLV9w33336b777it0n9ls1ty5c/XSSy9p6NChkqTFixfL19dXy5cvV1RUlFJTU/XBBx9oyZIl6tu3ryRp6dKlCggI0Ndff63w8HAdOnRIGzZs0M6dO9WlSxdJ0nvvvaeQkBAdPnxYQUFB2rhxow4ePKhTp07J399fkhQbG6vRo0dr+vTp8vLyKodPAwAqmKJWdgdQOdzohxWTyVJfNiqKH14AAAAAB6iwNWWPHz+upKQk9evXz9rm6uqqXr16KT4+XlFRUUpISFBWVpZNH39/f7Vt21bx8fEKDw/Xjh075O3tbU3ISlLXrl3l7e2t+Ph4BQUFaceOHWrbtq01IStJ4eHhysjIUEJCgnr37l1ojBkZGcrIyLC+TktLszxmpEkZhR5SraRlpNk8AmWBcVV2DKYkuby/UJlPPiaz0c/R4TgcYwv24NBxVc9DemGS5Xm+69f45ag8p03Tpf73KqeeR/nHhlvGdxbshbEFe2BcwV4YW7CHWx1XxT2uwiZlk5KSJEm+vr427b6+vvrll1+sfVxcXFS3bt0CfXKPT0pKUsOGDQucv2HDhjZ98l+nbt26cnFxsfYpzIwZMzRt2rQC7QGzAyS3m73D6iNgToCjQ0AVxLi6dZ3OSHsWSCHJb2iv/837VxeMLdhDRRpX9S9JybMszwf/s5e23O7YeHBrKtLYQtXC2II9MK5gL4wt2EOpx9XV4nWrsEnZXAaDwea12Wwu0JZf/j6F9S9Nn/xeeOEFTZo0yfo6LS1NAQEBOjXpFCUPZPllIGBOgE49d0pernweKBuMqzJyLlletwVKkv4zeI1y+hR+R0B1wtiCPVSkcWUwJcmQlCTPkF7Wts1LpEs7vpUkmf38mDVfiVSksYWqhbEFe2BcwV4YW7CHWx1XaWlpCnjj5gndCpuU9fOz/E9BUlKSjHlqnZ07d846q9XPz0+ZmZm6cOGCzWzZc+fOqVu3btY+Z8+eLXD+5ORkm/Ps2rXLZv+FCxeUlZVVYAZtXq6urnJ1dS3Q7uXqxZdBHnwesAfGVSmZTJYtONja5DlgyPVV2o3Gal9fkrEFe6gQ42rRbKmQO3ysSdpXXqGOdCVUIcYWqiTGFuyBcQV7YWzBHko9rgqmCgtVo+RnLh/NmjWTn5+fNm3aZG3LzMzUt99+a024BgcHy9nZ2aaPyWTS/v37rX1CQkKUmpqq7777ztpn165dSk1Ntemzf/9+mUwma5+NGzfK1dVVwXkSFwBQ6cXF2SRkrYKDLVtcXPnHBKB8REVZfoDZvl2aP9/SNn++pS0hwbIfAAAAQLlw6EzZS5cu6dixY9bXx48fV2JiourVq6fbbrtNEydO1Ouvv64WLVqoRYsWev3111WrVi2NGDFCkuTt7a0nnnhCkydPlo+Pj+rVq6fo6Gi1a9dOffv2lSS1atVK/fv315gxYxT3R7Jh7NixGjhwoIKCgiRJ/fr1U+vWrRUZGak333xT58+fV3R0tMaMGUMZAgBVS1SUFBEhXbkiJSZKzzxjScqEhFj2V/NZskCVlncmvLu75TEkROrcuWBfk8nyI01UFN8LAAAAgB04NCn7/fffq3fv63UMc+uzjho1SosWLdKUKVN05coVjRs3ThcuXFCXLl20ceNG1a5d23rMnDlzVLNmTQ0fPlxXrlxRnz59tGjRIjk5OVn7LFu2TBMmTFC/fv0kSREREZqfO0NEkpOTk9avX69x48ape/fucnd314gRIzRr1ix7fwQAUL5KkpQBUH2ZTJZSBxERJGUBAAAAO3BoUjY0NFRms7nI/QaDQTExMYq5QX0zNzc3zZs3T/PmzSuyT7169bR06dIbxnLbbbdp3bp1N40ZAACg0jMaLTVk8ydc09Mtj1eu2D4CAAAAKFMVdqEvAICdFZWUAVD1GY0FF/UymSR/f9u2Hj1YCBAAAACwgwq70BcAwM5ykzIkWQBIRS/0x0KAAAAAQJljpiwAAAAsi3qFhVlKFoSFWdpiY6XQUMvz3B9wWAQMAAAAuGXMlAWAqsxkssyGNZkcHQmAis5olLp3l/r2vV6yIDTUshBg5862Sdlp0/heAQAAAG4BSVkAqMpIngAoS+npLAIGAAAAlAHKFwBAVXXunKUOpCSdP+/YWABULvkXAjSZLFvud4rEImAAAADALWCmLABUNSaTtGeP5Ot7vS0szNK2Zw+zZgHcXP6FAOPibBOyuQpbBIyyKQAAAMBNkZQFgKqmJMkTACiOqCjLrNjt26X58y1t8+db2hISLPtzUTYFAAAAuCnKFwBAVRMVJUVEWOo9JiZKzzxjSZ6EhFj2c4sxgJLKW57A3d3yGBJiWQAsL2rOAgAAAMVCUhYAKjOTyTLzNSrqesKkuMkTACgr1JwFAAAASoTyBQBQmXGbMIDyln8RMImyKQAAAEAJMVMWACqr4twmXFjyBABuRe4iYHnllk05f96ysKAkxcZKoaHXj5EKn90PAAAAVEMkZQGgsinJbcKFJU8AoKzl/d5JSLB8P4WGFiybkju7PyKCpCwAAACqNcoXAEBlw23CACojFgEDAAAArJgpCwCVTXFvEwYAR8hfNoVFwAAAAIACmCkLABWdyWQpQZC7mJfRaLkluG/f60mN3NuEO3cmuQHAsXLLpuR+FzG7HwAAACiApCwAVHS5NRhzk7IAUJlERVl+QNq+XZo/39I2f76lLSHBsj9X/h+hAAAAgCqK8gUAUFGlp1seb1SDMf9twgBQ0eQtT+DubnkMCSm4CJjEQmAAAACoNkjKAkBFZDJJ/v62bYXVYMy9TRgAKjsWAgMAAEA1QvkCAKiIiqqxSA1GAJVZYbP7TSZpzx7J09Py45Nkedyzx7JRygAAAABVEElZAKiIoqIs9Rc3bbreFhtbeA1GAKgs8i8CJrEQGAAAAKolyhcAgKOZTJakQ1TU9URF3hqMCQmWxERoaOE1GAGgMouKstSQPX9eCguztMXGWr7zJGrLAgAAoEpipiwAOFruwjbcogugOjIaLT849e17vW527o9QnTtfT8qaTJZZtnxXAgAAoAogKQsAjlSchW0Kq8EIANUNP2ABAACgCqF8AQA4gslk2fLWUezR4/ossbzlC3JrMAJAVVfUj1Dnzl3/vjx/vvzjAgAAAMoYM2UBwBFY2AYACsq/EJjJJO3ZI/n6Xu8TFmZp27OHWbMAAACotEjKAoAjREVZZsVu3y7Nn29pmz/f0paQYNkPANUdP2ABAACgiqJ8AQA4Qt7yBO7ulseQEMuiNgAAi6goKSLCUnM7MVF65hnLD1ghIZb9ecscmEyWJG1UFDW4AQAAUOGRlAUAAEDFVJIfsHIXAouIICkLAACACo/yBQBQHkwmS53EwuofFrWwDQCgeNLTLbNppeuPAAAAQAXGTFkAKA83msGVu7ANAKBohf2AZTJZtrx1Z3v0sNTmzj2GH7wAAABQATFTFgDsKT2dGVwAUBZyf8DKm2RlITAAAABUUsyUBQB7MZkkf3/bNmZwAUDZyV0I7Px5KSzM0hYbK4WGWp7zHQsAAIAKiqQsANhLUTO0cmd1vfIKZQsA4Fbk/XErIcHy/RoaWvhCYAAAAEAFQlIWAOwlKur6zK3EROmZZ6T58y0rh0vM4AKA8mIyWX4oi4riuxcAAAAVAklZALCXvDO43N0tjyEhzOACAHsobCGwXDdabBEAAABwAJKyAAAAqPxyFwLL79y562Vjzp+3LL7o4VGuoQEAAAD51XB0AABQJZhMlmSAyVT4/hvN4AIAlD2TSdqzR/L1vd4WFiZ5elrai/q+BgAAAMoBSVkAKAu5t8beKCkbE0NSFgDKS1zc9Rmy+QUHF70YIwAAAFAOKF8AALcqPV26csXyPPcRAOBYUVGWGrJXrtguttixo6XONz+SAQAAwIFIygJAaZlMli3vTKwePaSEBMvzvAt9AQDKF4stAgAAoAKjfAEAlFZRt8YGB3NrLABUJjerCw4AAACUMWbKAkBpFXVrbEiIZT+zZAGgYrjZYou5dcEjIvjuBgAAQLkgKQsApcWtsQBQOeQutlgY6oIDAADAAUjKAgAAoPqhLjgAAAAciJqyAFAWbnZrLACgYqEuOAAAAByIpCwAFNeNFoLJvTWWpCwAVA5RUZZZsdu3W+qBS5bHhATLFhVlaWMRMAAAANgB5QsAoLhYCAYAqo7i1gXnux8AAAB2UKFnysbExMhgMNhsfn5+1v1ms1kxMTHy9/eXu7u7QkNDdeDAAZtzZGRkaPz48apfv748PDwUERGh06dP2/S5cOGCIiMj5e3tLW9vb0VGRurixYvl8RYBVAbp6SwEAwDVUf7v/vR0x8YDAACAKqNCJ2UlqU2bNjKZTNbtxx9/tO6bOXOmZs+erfnz52v37t3y8/NTWFiYfv/9d2ufiRMn6rPPPtPKlSu1fft2Xbp0SQMHDlR2dra1z4gRI5SYmKgNGzZow4YNSkxMVGRkZLm+TwAVlMkkeXpath49LG09ekh79lg2bmcFgMovf11wk8nyHZ//u9/Tk+9+AAAAlIkKn5StWbOm/Pz8rFuDBg0kWWbJzp07Vy+99JKGDh2qtm3bavHixbp8+bKWL18uSUpNTdUHH3yg2NhY9e3bV506ddLSpUv1448/6uuvv5YkHTp0SBs2bND777+vkJAQhYSE6L333tO6det0+PBhh71vABVEUQu9sBAMAFQd+euCF7UImFTwu5+aswAAACiFCl9T9v+3d//RUdV3/sdfkwRCICSICEkkBFCsyE9BDJHUCIuCWin1rFJFfqxrTQ9SRZTidu0SPYh0S9VWCwbb1bbQI8dTl3W1BwQPX5SCRROov1CxzQLKDKFVEokxiZnP94/rDJnJnZ/JnZkkz8c5cya5n/u5cwffTj73PZ/7/hw+fFgFBQXKzMxUcXGx1qxZo5EjR6qmpkYej0dXXXWVf9/MzEyVlZVp7969Ki8vV1VVlVpaWgL2KSgo0NixY7V3717NmjVL+/btU25uroqLi/37TJ06Vbm5udq7d6++8Y1vhDy3pqYmNTU1+X+vr6+3npvqpaZQvXqO+qb6gGegMyQ6rlyLb5arrESSlP7W28patkKNj/1UrcWXSpJMXp4MMd4t8JkFJxBXXZNr8c1yzZ4hNTYGfvaPHydlZQV89qcdOazsBx7Q6dkz5B3YL2HnSGzBKcQWnEBcwSnEFpzQ0biKtl9KJ2WLi4v129/+VhdccIFOnDih1atX67LLLtO7774rj8cjSRoyZEhAnyFDhujIkSOSJI/Ho969e+uss85qt4+vv8fj0eDBg9u99uDBg/37hPLwww/rgQceaLe98JFCqU/077O7K3y0MNmngG4oGXF18XGpWtK091bowKmEvzwShM8sOIG46rrCffb3bZYmeqQ/SZr1VJn2Dkv8+RFbcAqxBScQV3AKsQUnxB1XX0a3W0onZa+++mr/z+PGjVNJSYnOO+88/eY3v9HUqVMlSS6XK6CPMabdtmDB+9jtH81x/u3f/k3Lly/3/15fX6/CwkIdW35MOTk5Yfv2BPVN9Sp8tFDH7j6mnEz+PdA5khlXaQcOShvL9Oq/7Jb34okJfW04j88sOIG46vrsPvtdbo9cHo+yS8r8+/3pv6TT+3ZL+vouivw8udwe9f7V02q+7V9k8vNsjh4/YgtOIbbgBOIKTiG24ISOxlV9fb0K10ZO6KZ0UjZYv379NG7cOB0+fFhz586VZM10zffV/5JUW1vrnz2bl5en5uZmffbZZwGzZWtra3XZZZf59zlx4kS71zp58mS7WbjBMjMzlZmZ2W57TmYOHwZt8O8BJyQlropGSatWKbtolERMd1t8ZsEJxFUXZvfZ/8wjks3dUv4k7apVVp3ZTz+SHlqrzOtvkIbb/Pd3u636tOXlZ+rZxojYglOILTiBuIJTiC04Ie64ap8qtJXyC3211dTUpEOHDik/P18jRoxQXl6eduzY4W9vbm7W7t27/QnXyZMnq1evXgH7uN1uvfPOO/59SkpKVFdXp/379/v3+fOf/6y6ujr/PgB6iEiLtQQvBAMA6P7sPvvLy6WqKqnNGFM/+5m1rarKam9okBobrbbGRuv3YG63ldxlkTAAAIAeJ6Vnyt5777267rrrNGzYMNXW1mr16tWqr6/XokWL5HK5tGzZMq1Zs0ajRo3SqFGjtGbNGvXt21c333yzJCk3N1f/+q//qnvuuUdnn322Bg4cqHvvvVfjxo3TzJkzJUmjR4/W7Nmz9b3vfU+VX6+ke/vtt+tb3/pW2EW+AHRDvovjOXNIvAIAQsvPP/N3oqpKmjxZuuIKadIk62+J2y0VFJzZv7T0zL6+vsFJWwAAAPQoKZ2U/fjjj3XTTTfp73//u8455xxNnTpVr7/+uoqKiiRJP/zhD9XY2KglS5bos88+U3FxsV5++WX179/ff4xHH31UGRkZuvHGG9XY2Kh/+qd/0jPPPKP09HT/Pps3b9add96pq666SpI0Z84cPfHEE4l9swCSi4tjAEBnqKy0LW0gyUreLl8uzZ9v/exTWmolbKXAhG8nlDcAAABAakrppOyzzz4btt3lcqmiokIVFRUh9+nTp48ef/xxPf744yH3GThwoDZt2hTvaQLoynwzmqK5OAYAIFh+vlVD1ve3orzcuuOisVE6eFBaulR64glp4kQpK0vavDnwb46Pb5uvHq3EHRwAAADdWEonZQHAcaFmNNldHAMAEMxXc7bt774EalaW9VxSYpU28LXPn98+aVtScqbdV3+WOzgAAAC6LZKyAHq2UDOa2l4cAwDQWSIlbd1uKTs7sA93cAAAAHQ7JGUB9GyRLo4BAIhXcGmDaHy98Gw73MEBAADQrZCUBQAAAJwQXNrArj04aVteLl15pfVzmDs4XG6PVu2SXIs80vAcR04fAAAAziEpC6DniLSKdTwzmgAAiJdd0jbKOzhcHo8qdkunPR5p+AXOnysAAAA6VVqyTwAAEsa3irXbbd/uuzgmKQsASGUNDSwCBgAA0MUxUxZAzxB8AdvQIPXrl9xzAgAgnOA7ONxu6zF5snxLgWXPmM0iYAAAAF0QM2UBdG9ut1Rdba1kXVpqbSsttX6vrg49axYAgGQLvoOjsvLMgl9tTZ5sPUItEgYAAICUQ1IWQPcW6gJW4gIWANC1lJdbs2L37FHjYz+VJOu5qsp6lJef2dftthK6fPkIAACQkihfAKB7Ky+X5syxSha0XcV64kRrARVu8wQAdBVtyhO0prdaz8WXtlsETNKZOupz5vC3DgAAIAWRlAXQvUW5ijUAAN1CQ4P1zEJgAAAAKY3yBQC6F27XBAD0ACYvTxVl1rOf223VTA+uo15dTR11AACAFENSFkD34rtd0+7CM3gVawAAuiiTn6cHplvPfqHqpAcvBMYXmAAAAElH+QIA3UdDQ/jbNX2rWAMA0B2Vl0tXXmn93LaOekmJtc33pST1ZgEAAJKOpCyArs/tth6TJ5/ZVlpqrUQtBdaVBQCgu4qmjnqkLzAl629qZaWV5A3++xmuDQAAAFGjfAGArq+yMjAh6xN8uyYAAD2V223VlY2m3my4UkDh2nztlEYAAACIiKQsgK6vvNyaFbtnj3WbpmQ9V1VZj/Ly5J4fAACJFlxHPZovMBsaws+kjXaWbbikLQAAACRRvgBAdxDN7ZoAAPQkwXXUy8utGrKNjfb1ZtPSrFm0bflKAZ08af0+e3b7Nt9r5eRYP0dK2gIAAEASSVkAXYzL7dGqXZJrkUcanpPs0wEAoGuI9AVmqIUw7WbXBrctXy498khgm11td+rRAgAA+FG+AECX4vJ4VLHberYVfLsmAACIrLzcKgNkVwpo2zbrEapMUCjBtd0pbQAAAODHTFkAXUdwLbuGBqlfv8B9gm/XBAAAgey+wIy2FJBdW36+dP311s92pRHy86OrRwsAANCDkJQFkPrcbusxebJ81e6yZ3xd166qKvBCEgAAhNfZX2CGS+j6/oYXFJzZ3660AQAAQA9D+QIAqS/UitFS4G2RAACg48KVAoq1TFCov+HBpQ0kK3lbUUF5AwAA0CMwUxZA6gleCKTNitGNb+5T1rIVanzsp8q6pMSakcMMGwAAOk+4mbSRZtkGJ23b/A0PWdrAx1dzds4c/rYDAIBuj6QsgNQTfFHW5tbG1vRW67n4UmnqtGSeJQAACBactI22Vi01ZwEAQA9D+QIAqYWLMgAAeg63W6qulrKzrVqzkvVcXW09fKUMKG0AAAC6GZKyAFJDlBdlJi9PFWXWMwAA6ELs6tFGW3PWdxdNqKQsSVsAANDFkJQFkBqivCgz+Xl6YLr1DAAAuhBfaYO2SdnycqmqStqzx6o1K1nPVVXWo7w8urtoIiVtAQAAUgw1ZQGkhlgWAgEAAN1DuJqzbrf1KCg4s39pqZWsbds3UtI2eAFRAACAFEBSFkDi2V0cRbsQCAAA6BkqK63Zr8F8d9YsXy7Nnx94p41d0jZ4AVEAAIAUQPkCAInHLYYAACBYcM3ZSKUNpMilj6ItfUA9WgAAkGDMlAWQWMEXRw0NUr9+gfvYLQQCAAC6N1/N2ba/h7uLJj/fmilrV/ro5Elrn+zsM8ezm0UrMZMWAAAkBTNlASSG2y1VV1sXR6Wl1rbSUuv36urA2Sl2C4EAAAC0lZ9vJWinTTtTg96XtN23T5o9u32foAVEo6pHyyxaAADgAJKyABKjstL+FkMp8OIIAAAgWKx30UQqfTB3rv2XxdXVgV8WRyq5RNIWAADEiaQsAGcEX6SEujjas8faXl6etFMFAAApLtJdNMFJ23CzaCdNkrZujb0ebUND+/2pkw8AAOJETVkAzgiuzxapLhwAAEC8guvRRlJebo1RYqlHK1lfJPvGNNGUPqistF6LkkwAACAIM2UBdL5oVjoGAABIBLvSB/HUo5WsWbTr1lH6AAAAdBhJWQCdJ9RiXsEXKbHWhQMAAIhXrAuIRiq5JDlf+oCELQAA3R7lCwDEx+6WvMpK6+IimO/CZdWqMxdFsdxiCAAA4BS7erThSi7l50vz5ztf+qBtGSgAANDtMFMWQHzsZndEWumYxbwAAECqiXUmrdOlD6KdZctMWgAAujRmygKIXajZHSzmBQAAupNYSy6FWkBs4kRrbLR5c+jSB5J0++3Sxo1nttvNspUiz6RlkTEAAFIeM2UBhBY8CyPamrEAAADdQaRZtHalD+xm0U6bZm2/997QdxUFJ2Tb8tWqlaJbUJV6tQAApDySsgBCCx7QV1ZGXtjCh8W8AABAd9eZpQ8qKsIvMDZ3bnSlD6KtVxsiKetye7Rql/Vs25eELgAAnYKkLAB7dgP6WGrGxnqRAgAA0J3E+gV1pFm2W7eG/3J83TorYRtLvVobLo9HFbut53YiJHTDJm1J6AIAEICkLNCT2Q2Ow5UocLutCwa72R2TJpGABQAA8Im19EEkkb4cD8WXtK2o6Ngs284om+BUQpdkMACgCyIpC/RkdoPjWEoUAAAAID7hkrZ2CdtwpQ989Wr37ImtXq3NLNvsGbMlyXqurpa2b7ceqZ7QTbVkMAAAEWQk+wQAOCzU6ruhBsehVg32Df7bLmRBzVgAAIDO50vYxtrHNy7LyrKe29arLS8PPb7bvNn+mHZf1Ae3LV8uPfJIYFtpqZUMPnnS+n327PZtvnPOybF+jjeh21nJ4Dlz2o9rw7VF09duDA4AwNdIygJdQbhBXaQBX/Bg0e22Hm0H2cGD40mTrJ+DB/RtxXOxAAAAgI6Lp15tqIStr/366yVJjW/uU9ayFWp87KfK+uaMM4nV7OzUSuimpUler/2YNppkcH5+xxK60S6oFi6h25HxPQlfAOjyKF+A+EW4XadDK7c6eRtRsupVdbRvPLdk2Q0WKU8ApJSdO3fqoosu0s6dO5N9KgCArqKz69X61gyYNk2txZdKkvU8aZI0a5b1iKdswrZt1iOeOrizZwcmVdu2TZ4sLVsWekwbqe+6daHXUIhUruHgwdB9Qy2o1tDQ/lycLNeQgtdKYa8NHXxd+iaobxLPKyXzDvSNrb0nMwjwy1/+0gwfPtxkZmaaSZMmmVdffTXqvnV1dUaSqaurc/AMU0hVlTGS9Wzj8327jZGs5xj7hm3vSF8nj+1U39Onjdmzx2rfsye6tuPHzxyz7aOqypht26zHnj3GPPGEtf2JJ6y2qiqrb9vjrFoVuC3J6r6sM6qQqfuyh/x/hoRJRmx5vV4zZcoUI8lMmTLFeL3ehL02EoPPLDiF2ELcIozvEjqGP37cGpPajUsjjVkPHLCe4+m7fHn7cXK0j7Ky8O23326/ve04O5bx/enT4ds7879RPP8No2wPG1cOvi59E9Q3ieeVknkH+sbWnoI6Os6KNj9I+YI2tmzZomXLlmn9+vWaNm2aKisrdfXVV+u9997TsGHDkn16qcXu299+/UK3p0rftttjuUUpGX3DlRmIdEvW5s3tbwWTzhxr1Srrm6pw5QkkShQADnv55Zf1xhtvSJLeeOMNvfzyy5o1a1aSzwoA0K1FGN+ZvDxVlEn35OXZ9+3MNQUilVXwiTRmjbVvfr40f759jd1I5Rp8ZRPs+lZW2i+oJlnj8OXLrdeNZXwvWe3hyjX43lNOTte8VmpoOPO+Pv00+r7RHLur9+U625m+0Ry7q/ftCrEDuYwxJtknkSqKi4s1adIkbdiwwb9t9OjRmjt3rh5++OF2+zc1Nampqcn/e319vQoLC3Ws9phyfAXruxmX2yOXx6PskrJ2baf37fYPFoLbT+/bLdff/yFJ6nfd9QntK0lKS1N28Tdt+4Y6drL79nr2OWX+/Il2faPRdOdStdx0g9TYqPS33vbXBfPdjmby8mTy85R24KCyS8p0et9ueS+eGNdrJVp9U70KHy3UsbuPKSeze/5/huRIdGwZYzS9dLreOviWWltblZ6ervETx2vXnl1yuVyOvz4Sg88sOIXYglM6Elsut0e9f/W0mm/7F5n8vKjbJIUdl0Yas6ZKX9+1Ursx+PhxUlZWh8b3X31zmjJe+1PI9uZbF6v3fz3Tbnt3vVaK59qxK/b190/Bvr73ROykZl9//xTsK53JSaSqjo6z6uvrVTi4UHV1dWHzgyRlv9bc3Ky+ffvqueee03e+8x3/9rvuuksHDx7U7t272/WpqKjQAw880P5g90nq4+DJJtGqXVJF+38Kv/9XJF1xJL5jO9k3Vc8rnHVTpd+Pl7K+kiZ4pPV/lJZcI70+VBr0hbVPQ+/2bZLk7i95+ls/X3xcqt4oTbpdOlAQ+Bp5n0vlb0qVl5zZH0CCfCRpk832WySdn+BzAQAgycKNSyONWTvSN9xYOVxbPH3zPpfyP49tfP+XPKkxQ2p1SenGvm/5m1J5deh/2+54rUTf1OibqudF39TvW1EmPTA9vmN3CV9KWiuSstE6fvy4zj33XP3pT3/SZZdd5t++Zs0a/eY3v9EHH3zQrk9Pnikb6tvftrfztFS9qbNW3K/PfrpavUq/6f8mxfTrG7Fv8OzOjvSVZLV/fXtD1MdOct+23xw59e1/V8TMIDglkbEVPEvWh9my3Q+fWXAKsQWn9LTY6sjs3nDtqTRDNxWulYKvDTvldWO9duyKfR2+Vu4O19lR5x264n//bhw7zJS1UFM2SPBFsDEm5IVxZmamMjMz223PyczpvgOY4TnS8Ausn3PPkSRlfXOGbW2n01/Xb+pV+k1lT708sDFC37DtHenr5LGd7Ns7W5KU3TtbCo6tcG2SVDR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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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nTp0KxJuRkaGMjAzr67S0NMvXjDQpo8B0u0rLSLP5CtgD664KOntauT+yupj6p3Ls/GfPmoMjsO4KZ6jhLdeX/6nMGt4y89mUOtYdHIF1B3tjzcERWHcobcVdS+UmKWs2mzV69Gjde++9at68uSQpJSVFkhQUFGQzNygoSH/88Yd1jqurq6pXr15gTu75KSkpqlWrVoF71qpVy2ZO/vtUr15drq6u1jn5vfbaa5o4cWKB8dDpoZJ7kW/ZLkJnhDo6BFRBrLvKL/iCZLwgbZ97bcy7ex+1HWZ5bvKRUnzsFw9rDo7AuiuEi6TE1x0dRaXGuoMjsO5gb6w5OALrDqXmSvGmlZuk7IgRI/Tzzz9r48aNBY4ZDAab12azucBYfvnnFDa/JHPyGjdunEaPHm19nZaWptDQUB0dfdTh7Q7SMtIUOiNUR184Kl83Wi/APlh3VYfbpNfkFl8w8ZKbpM14+Z/K+Oe4Mo+DNQdHYN3BEVh3cATWHeyNNQdHYN2htKWlpSn09aKT/OUiKfvcc8/p888/1/fff686depYx4ODgyVZqliNefoUnjp1ylrVGhwcrMzMTJ07d86mWvbUqVNq3769dc7JkycL3Pf06dM219myZYvN8XPnzikrK6tABW0uNzc3ubm5FRj3dfMtN3+Ry1MsqDpYd1XAsyOlvg9LZ89aeslKUny8FBkpSXIzGuVmxzXAmoMjsO7gCKw7OALrDvbGmoMjsO5QagqmCgvlVLZR3JjZbNaIESO0fPlyrVu3TvXq1bM5Xq9ePQUHB2vt2rXWsczMTH333XfWhGt4eLhcXFxs5phMJu3atcs6JyIiQqmpqfrxxx+tc7Zs2aLU1FSbObt27ZIpz+7ha9askZubm8LDw0v/zQNARZa743qXLpbNfSRLQpYd1wEAAAAAKJJDK2WfffZZLVq0SJ999pl8fHysvVv9/Pzk4eEhg8GgUaNGacqUKQoLC1NYWJimTJkiT09PDRw40Dr3qaee0pgxYxQQEKAaNWooNjZWLVq0UJcuXSRJTZo0Ubdu3TR06FAlJCRIkoYNG6YePXqocePGkqSuXbuqadOmGjRokN58802dPXtWsbGxGjp0qMNbEQAAAAAAAACoPByalJ0zZ44kKfKvX3fNNW/ePA0ZMkSSNHbsWF2+fFnDhw/XuXPn1K5dO61Zs0Y+Ptd2kJkxY4aqVaum/v376/Lly+rcubM++ugjOTs7W+csXLhQI0eOVNeuXSVJvXr10uzZs63HnZ2d9cUXX2j48OHq0KGDPDw8NHDgQE2bNq2M3j0AVBJGo/TKK1THAgAAAABQTA5NyprN5iLnGAwGxcXFKS4u7rpz3N3dNWvWLM2aNeu6c2rUqKEFCxbc8F633XabVq1aVWRMAIA8jEbpBt+jAQAAAACALYf2lAUAAAAAAACAqoakLAAAAMqOyWSpps+zmSoAAABQ1ZGUBQAAQNkxmaSJE0nKAgAAAHmQlAUAAEDZOHVKCg+3PD971rGxAAAAAOWIQzf6AgAAQCVkMlkeuQlZSYqKkrZtszw3Gi0PAAAAoIqiUhYAAAClKyHBNiGbKzzc8khIsH9MAAAAQDlCpSwAAABKV0yM1KuXpWVBVJRlLD5eioy0PKdKFgAAAFUcSVkAAACUrrztCbZts1THRkZKbds6NCwAAACgvKB9AQCgaCaTFBfH7ukAAAAAAJQCkrIAgKKZTNLEiSRlAdw8o1F65RVaFgAAAAB50L4AAFC0y5dtvwJAcRmNlkp7AAAAAFYkZQEAhTOZLI/Ll6V777WM3XuvpT+kZNszEgBulskkJSRYNgXjewkAAACqGNoXAAAKl5Bg2ZwnNyGbKzzc8khIcExcACoH2qIAAACgCqNSFgBQuJgYqVcv20rZ+HjLDuoSlW0ASu7UKcsPdyTp7FnHxgIAAAA4AElZAEDh8rYn2LbNkkCJjJTatnVoWAAqsNy2KLkJWUmKiqItCgAAAKoc2hcAAADAPnLbouRHWxQAAABUMVTKAgCuud7GO0aj9MorVLABuDV526IkJ0sjRkizZ0sREZbjfI8BAABAFUFSFgBwTe7GO716FUzKxsU5LCwAlUTe9gQeHpavERG0RQEAAECVQ/sCAIBFerqlek269hUAAAAAAJQ6KmUBoKorbOOde+9l4x0AZYu2KAAAAKjCqJQFgKrIZLK0I8jtIcvGOwDsLbctSv6kbN7vTwAAAEAlRVIWAKqi3N6xJpNl451t26SNGy0b7kiWr9u2WR4xMY6NFUDVkvf7EwAAAFBJ0b4AAKqaU6euVcaePWvZYIeNdwCUF/S2BgAAQBVAUhYAqorCesdGRdn2jgUAR8j9/nT5sqWntURvawAAAFRqtC8AgKqiOL1j2XgHgCPkfn/KTcjmorc1AAAAKikqZQGgMsvdyCsmxvLo1ctSiZacLI0YYekdGxFhmZtbiRYX58iIAVRFeb8/5SZm4+OlyEjL89wfFOX9nsYPjwAAAFCBkZQFgMosd8OcXr3oHQug/MrbnmDbNkt1bGRkwe9Peb+nkZQFAABABUb7AgCorNLT2SgHQOWR93sa39sAAABQwVEpCwCVTWEbem3adO15bkUavWMBlEf5vz8V9j2NTcAAAABQwVEpCwCVTWEbeo0YUXBDr7g4EhkAyp/835+Ks0mhyWQ5x2SyZ6QAAABAiVEpCwCVTWEber333rXejCRiAVQkxdmkkF6zAAAAqGBIygJAZZP3V3lzN/Rq25YNvQBUTIV9T8u7SWF6uvT775bn9JoFAABABUFSFgAAABUPvWYBAABQgdFTFgAqMzb0AlCZ5P2eVpxeswAAAEA5RaUsAFR0JpMl+RATUzD5mrthDgBUBnm/pxWn1ywAAABQTpGUBYCKjg1uAFRFRfWalW78QysAAADAgWhfAAAVWXr6tY1t2OAGAGzl/tDKZHJ0JAAAAIANKmUBoCJigxsAuOZ6/bP5oRUAAADKKSplAaAiYoMbALgmt9es0Wj5gdX27dIPP1h+WCVZvm7fbnnkVs2aTJZzqKIFAACAA5CUBYCKKCbGUhW7caNlYxvJ8nXbNssjJsax8QGAo+T+0Co3IZsr/w+taG0AAAAAB6J9AQBURMXZ4AYAqqKYGMvGh5K0aZM0YoTlh1YREZYxo5F+3AAAAHA4krIAAACoPArrqZ37Q6vcftwhIdeO5e/HLVmqaWNi6M0NAACAMkP7gv/f3v0HR1XleR//NEgiENIQIyRZgqgwDAioQcQYHwEXAQWyruU4FhJ0dCBVDCIK7kjNuImugquuWsqgkbHER5zSnR1lfUYrArMUPFmCYEJGAXXFiYKmG5AfCT9ikie5zx/X2+nf6STdfbuT96uqq7vPvff07XC4fe73nvs9AJDsQk1wAwDwFUk+7lBpDchBCwAAgCgiKAsAySJUQMB7ghsAQDv/i1Yd5eMuKgqd1oActAAAAIgi0hcAQLKwAgKFhQRgASAS1kUr7/fB8nFnZ5vH2FGj2tf1T2tADloAAABEESNlASAZMCkNAMROR2kNfvMbM0grmc/V1ebDGjVLagMAAAB0EkFZAEhkLpd54p+WFj4gAADoHO/UBqHSGixebL5+7TXfbb1z0EqkNgAAAECnkb4AABJZWZl5ou/PGtFVUuJ7ay4AIDLBUhtIvmkNbr3VDNhKUmWltHSpGazNz2/fxvtOBgAAACBCto6U3bFjh+bNm6ecnBw5HA5t2rTJZ7lhGCotLVVOTo769++vadOmaf/+/T7rNDU16b777lNmZqYGDhyowsJCffvttz7rnDx5UkVFRXI6nXI6nSoqKtKpU6d81jl06JDmzZungQMHKjMzU8uWLVNzc3MsvjYAhOd9G2xHk9JYwQIAQPRlZ0t5eebDCsTm55vvrTy03ncyWHcxWHcykNYAAAAAIdgalD179qwuv/xyrbUCDX6eeuopPfvss1q7dq327NmjrKws3XjjjTp9+rRnneXLl+vdd9/VW2+9pYqKCp05c0Zz585Va2urZ5358+erpqZG5eXlKi8vV01NjYqKijzLW1tbNWfOHJ09e1YVFRV666239Kc//UkrVqyI3ZcHgFC8b4O1AgIFBYEBASsoAACIHu+0BuEEy0O7aJFvagPSGgAAACAEW9MX3HTTTbrpppuCLjMMQ88//7x+85vf6NZbb5Ukvf766xo2bJj+8Ic/qLi4WPX19Xr11Vf1xhtvaMaMGZKkjRs3Kjc3V1u3btWsWbP02Wefqby8XLt27dKUKVMkSevXr1d+fr6++OILjRkzRps3b9aBAwd0+PBh5eTkSJL+7d/+TXfffbeeeOIJpaenx+GvAQDiNlgAsJt/WgPvcu9gbXGxVFhoHrNraszUBuvXmxfMJMnplNxu8zXHdQAAAPhJ2JyytbW1crvdmjlzpqcsNTVVU6dO1c6dO1VcXKyqqiq1tLT4rJOTk6Px48dr586dmjVrliorK+V0Oj0BWUm65ppr5HQ6tXPnTo0ZM0aVlZUaP368JyArSbNmzVJTU5Oqqqo0ffr0oPvY1NSkpqYmz/uGhgbzualBagq6Sdw0NDX4PAPxQLvrOofLLYfbrbT8qZ6yxv/7X2ptPiNJMrKypIw0pfzmYTVnpMngbyyJNgd70O56qYyB0qoHzddNDeb7jFGSpD59W5Um6cz4n8jISDOP56O8RtFed53OVG6X9OPxXFLK719T8y9/ISM7K6KPp93BDrQ7xBttDnag3SHaIm1LCRuUdf84smDYsGE+5cOGDdM333zjWSclJUVDhgwJWMfa3u12a+jQoQH1Dx061Gcd/88ZMmSIUlJSPOsEs2bNGj0aZAKe3GdzpfM7+obxkftcrt27gF6Idtd5Jduk0u2+Zf2XP+R5XTpVenS6pH6SXn8yrvuWDGhzsAPtDpYr66RqSde/NlWFXwQezyV5LrqVTpXeGyNVvyLlH3tSe3MC1w2Hdgc70O4Qb7Q52IF2h6j5IbLVEjYoa3E4HD7vDcMIKPPnv06w9buyjr9Vq1bpwQcf9LxvaGhQbm6uDj942PaUBw1NDcp9LleHHzis9FTSLyA+aHeRc7jcPqOkHHe5dcbtlhob1feTT9V/+UNqXPeCWq+8XJK0IitLD0Y4mqo3oc3BDrQ7+HO43Gq68DVt/+UvJCnweP7802qdcrUkaUV6ulYeOSK9Mls77ihX27X5AXUFG0VLu4MdaHeIN9oc7EC7Q7Q1NDQo98mOg/wJG5TN+vHWLrfbrWyviRaOHj3qGdWalZWl5uZmnTx50me07NGjR3Xttdd61jly5EhA/ceOHfOp56OPPvJZfvLkSbW0tASMoPWWmpqq1NTUgPL01PSE+Y+cSPuC3oN2F4ETB6UnnlTqrT+TRqb/+PiJucx5oSSp/5SC9tyECIs2BzvQ7uAxMl16fI08vUL/4/n/usHMRetySZdd6dks7YbZUlWV+SY723z4/z78yOFyq2Sb5LzrnAaNHB6HLwW043iHeKPNwQ60O0RNYKgwqD6x3Yuuu/jii5WVlaUtW7Z4ypqbm7V9+3ZPwHXSpEnq16+fzzoul0v79u3zrJOfn6/6+nrt3r3bs85HH32k+vp6n3X27dsnl9fMuJs3b1Zqaqom+c+qCwDd5T2ZF5O/AEDvUFYmBetXTppkPsrKwk726HC7VbrdfAYAAEDys3Wk7JkzZ3Tw4EHP+9raWtXU1CgjI0MjRozQ8uXLtXr1ao0ePVqjR4/W6tWrNWDAAM2fP1+S5HQ6de+992rFihW64IILlJGRoZUrV2rChAmaMWOGJGns2LGaPXu2Fi1apLKyMknS4sWLNXfuXI0ZM0aSNHPmTI0bN05FRUV6+umndeLECa1cuVKLFi2yPQ0BgB7E5TIfk3wnfwkYJeU/wzcAIDl5H8+Li6XCQjPoWlMjLV0qrV0r5edLx46Z66eltW9bWdn+2ukMfTHP5TIDusXF/G4AAAAkEVuDsh9//LGmT5/ueW/lZ73rrru0YcMG/dM//ZMaGxu1ZMkSnTx5UlOmTNHmzZs1aNAgzzbPPfeczjvvPN1+++1qbGzU3//932vDhg3q27evZ50333xTy5Yt08yZMyVJhYWFWrt2rWd537599f7772vJkiUqKChQ//79NX/+fD3zzDOx/hMA6Om8T5bLyqQgkwN6grQlJVJpqXlSXVoaz70EAMSC//HcCpr2728+5+ebaWpKSwN/H5Yu9XlrhWsDUh64XOa2hYUEZQEAAJKIrUHZadOmyTCMkMsdDodKS0tVGiY4cf755+vFF1/Uiy++GHKdjIwMbdy4Mey+jBgxQn/+85873GcA6BTvk+Vwo6QkTqYBoLcK9vuwfr20Z4/0yiuB61sX81atkubMMV+TDgcAACCpJOxEXwCQ9Pxzx1qpCaTAUVIAgN7DP01NsN+HvDwz4FpcLDU2qvHjSvVf/pAan39a/X86Qfr+e2nBAmnNGnP9YOlwSG0AAACQsAjKAkC0RZI7FgDQe0WapsYrWNvat9V8nnK1VP5fkaXDIbUBAABAwupj9w4AQI8TyQzbTOYFAAgmkt+H4mLzQl9FhZkGRzKfq6rMR3Gx790aAAAASDiMlAWAaPC+RTSS3LFM5gUACCbE74ORlaXSqdKKrKzw6XCsuzVycto3rqz0rV8irQEAAIDNGCkLANFg3SLqcpknuHl5UkFBeyDWOlnOy+MEGADQaUZ2lh6dbj6HFexujaVLfe/W8P7NAgAAgC0YKQsA3eU/oRcAAPHin+4g2N0a69e3TyrpdEput/ma3ywAAADbEJQFgK6KZEIvcscCAGLJP91BsNQG1l0aLpc0alT7usF+swAAABAXpC8AgEi5XO2zWUuRT+hVWsqJLgDAXpH8Zvn/zgEAACBmGCkLAJGycvAVFppB1kgm9AIAwC7ed2tE8pvl/zsHAACAmCEoCwCR8s8bG272awAA7BYstYEU/Dfr7Fnpb38zX/vnmnW5zJG0xcUEawEAAKKEoCwAhGPljZXM3HvWMzn4AAA9QST50RlBCwAAEHXklAUAf9459awcfP55+Lxz8ElM6AUASB7ev1mR5Jr1v1MEAAAA3cZIWQDw5z0iyMrBJ0mVlaHzxvrfIgoAQKLy/s0KlWt21Cjp+++lzMzwd4qQ2gAAAKBLCMoCgLezZ31HBAVLT0DeWABATxEqP/p775kXKP1Zo2pLStrvKiG1AQAAQKcRlAUAKbKcegAA9BaR3CnifyHTGyNoAQAAwiIoCwCSeeLY0Yig4mLyxgIAei7vXLPh7hSxLmTm5LQvY3IwAACATmGiLwC9l/eEXsXF5slkRYU5Ekgyn6uqzIc10qe0lJNLAEDPFOnvXEeTg734IpODAQAAdICRsgB6L+9RPHl5wXPqkTsWANDbeY+glTqeHGzBAmnNGnPdYJODAQAAgJGyAHqpcHnwAABAO/8RtNnZ5kXLgoL2HLP5+Wbu2QULAre3RtCWlfnepQIAANCLMVIWQO8SyYRe/iOCAABAx0KNoPWeHIxcswAAAJIYKQugp/MfkdNRHryyMnLHAgAQKf/JwYKNoM3La08TFO4uFUbRAgCAXoSRsgB6Nv8ROZGM4gEAAJGxLmSGY92l0tho3p0iBb9LhVG0AACgFyEoC6Bn8x+R4z3JCBN6AQAQG94jaMvKzGCrP+vOlZIS6aGHyPUOAAB6FYKyAHoea0SOFH5EDgAAiA3vEbTWXSqSORmY910qx46Z5Wlp7dv6/2ZLZmC3uJjfbwAA0GOQUxZAz2PljfXPHeudN1ZiQi8AAOLByjWblxeYa7ayUpo9O3Ab799sK60BuWYBAEAPwkhZAD2Dy9U+iibciBypPQgbSR48AAAQOx3lenc6JbfbfE1aAwAA0IMQlAXQM3hPDmLN8OyNvLEAANjP/y6VULnerYm/Ro1q35a0BgAAoAchfQGA5Hf2LJODAACQDKy7VDoKolqpiPyR1gAAAPQQjJQFkLysCb28T9qCTehF3lgAABKf9292R2kNsrOlv/3NfM0FWQAAkIQYKQsgubhc5ggbK4dsR6NoIh2RAwAA7OX9m21NDlZQ4Ds5mPV77nKZF2Il87m62nxYo2a9+wsAAAAJiKAsgOTifaticbE5Kraiwhw9I5nPVVXmo7jY3n0FAADRZV2Q9b8o631BViK1AQAASHikLwCQPPxzx4aaHIQJvQAA6DmCpTWQpMrK4GkNvPsL/qw7bZgcDAAA2IygLIDE5H3SZL0PlzsWAAD0TFZaA+/33qwLslau+Zyc9mWVlb7bWSNoCwt96yFYCwAA4oz0BQASk/dth5HmjmVCLwAAeq9g/YWlS9v7Cy++6HvHjbdw6Q7ITwsAAGKAkbIAEo//bYeRzMDsP4oGAAD0bP4XZIP1F9avl3Jzpe+/lxYskNasMdf1vuPG6QwdrJU6P7qWUbcAACACBGUB2Mf/pMW67dB7lEt1dXuO2EsuIXcsAAAwBUtr4J9rPi9Peu89M6jqL9hdOP7pkdLTw+enDRWsDVZuLSNgCwAARPoCAHbyv1Uw2G2HixYFzqgMAAAQqeJiM9BaUWHeaSOZz4sXB1/f6neUlkppaWagVjLz01ZXm4+vvgo+utZ/UlJ/odIkhEqRQOoEAAB6LEbKArBHsJOWULcdWiNirREl5I4FAADheKc2CDaCNj9fuvVWs+8RLD1SWZn0yiu+dS5dGvyzrrtOKi9vT5HgXR6rUbeMuAUAIOkRlAUQe94nDtZ77xGx/ict2dm+tx36pykgdywAAAgnklzzoYK1eXnmtv4B2/XrpT17AoO1kjR7dvDPsPo7ixf7bldZ2f46VE7bcKNuw6VIAAAASYGgLIDY8z5x6CivW0kJQVcAABAb/pODhVsvWH7aOXOCj64dNcocKZuWJn37bexH3XaUIoFRtAAAJDyCsgCixuFyq2Sb5LjLLY1MNwv9R3kES1FgnbRI7ScPkZ40AQAARCrUCNruBGv9Jx+trvYtj+Wo22B3G5HyAACApEBQFkDUONxulW6XzrjdUuqg8GkKLrkk9MmMFNlthwAAANEQrt/R3QvF0Rp1+8knZjDWP5DrfbfRQw91PuUBwVoAAGxBUBZAdHiPiJXMzn1HaQoKC+OzbwAAAF3V2dG1sRp1a01MJpk5ab3vNjp2zCxPS2vf1vtieKi8tVLY/LRB74ICAABRQVAWQOf4j6ZwuTwjYq3TgL57/2qeIGzcGDy3mtTe6SdFAQAASEbhgrWxGHXrHcS1eKdICHcx3Fsn8tP63AU18iftC0KNrmXULQAAEetj9w4ASDLWaAqXy3xfVhbQ4e+/ZJmZD23BAmnv3vZArHXikJfXfmJRWkqnHQAA9A6h+j7dHXVbXGwGWisqzIvgkvm8eHHw9SdNMh+lpWaQVjKfq6vNh8sVOC+AN//+YEfl1rLS0uDbdKa8o2UAACQJgrIAggvW2Q3WOfc6CWh8/mlz0boXzLKqqvbb7AAAABBcuGBtJEHc7GzzondBge/F8NLS8MHaYPlprWBtWprSbjAnHUu7YXZ7wParr4IHa8MFcaXOB3I7CvCG2obALwAgSRCUBXqDrnQ4vTu7LpfZCU9LCxxN4XKZJwIFBWqdcrUkqfXKywNHxJKmAAAAIDoivduoo2BtVZVvsLaqygzY+gdrpfaA7ahRvv3BDz+U3nwzeD8x2Khbb6ECueECvKHqkhIz8NvRMgBAr0VQFkhGXRkF0JkOp39HOEiKAkntnfOysvD7S5oCAACA+IjkYrgVrM3LC0wz5TW61nMX1PNPh06FYKWs8uc36tYTsK2uDh3IDRfg/fBD8+FfV3dG8EYS+I1W6oZYB3jtDhYTeAaATiMoi65L1E6EnXXFc3870xmMdKRBqBGx1qRdmzYFjqbwSlFgZGWpdKr5DKB32rp1q8aNG6etW7favSsA0Dt1Nm9tsO1/HF3ruQtqytWhUyGUl4fuJwYbdbtoUehAbrgA7+zZ5sO/rs6O4LXKP/wwssCv96jfUIFf7/d2BnjtDhZHoS6Hy62SbeZz0M9I1HOznlxXsu1vF7ZJuna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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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4GAwKa9Cg0q63bNmy6x43GAyaOHGiJk6cWORxZ2dnLV26VEuXLrUZf/XVV4u9htFo1MGDB4u9ZrNmzYrtBTty5EiNHDmy2OeGhoZq//791scffPCBHB0ddcstt0iSwsLCCp37gQce0AMPPFDsOY8ePVpoLCEhodj5sCApCwBAKaxJTdWkQ4eUO2OGItev15S4OOX6+alucrI6p6VJkrr89JPNV0kyeXtre3p6pf5DEgAAAAAk6Z///KdatGihJk2aaP/+/Xr22Wc1fPhwubq62ju0WoekLAAAJVTQosAsqfPvLQrWhYbqO29vzVy/XtG/948q8O7vfZokKXrMGJnuvruSIwYAAAAAKTk5WS+++KKSk5NlNBr14IMP6pVXXrF3WLUSSVkAAEogz2wutkWBJMUMHKh1oaGSLBWy786dqyeiohQfFCTJUim7ysmpkqIFAAAAgCumTZumadOm2TsMiKQsAAAlsj09XbmnT9+wRUGyt7f1cXxQkL5r1UoGWXaH7eHlVZkhAwAAAACqGJKyAACUgCk7W5E30aJg1jW7kRZs67UwMJBNvgAAAACgliMpCwBACRidnDTlJloU+NStK5O3t6WHrLe3mjo7a2FgoIb6+NgzfAAAAABAFUBSFgCAEujh5aW6/v5K8Pa26St7bYuCY+3aKa5HD0sP2dBQ9fDzo0IWAAAAACCJpCwAACXiYDBoUWCghiUm6toU69UtCpzq1FHY/v2WAQ8PiYQsAAAAAOB3dewdAAAA1c1QHx99HBysJo6OhVoUfBwcTIsCAAAAAMB1kZQFAKAUhvr46GjHjlr10ktqfeKEVoWG6shdd11JyLq7S2az5ebubt9gAQAAgBoiL0/atk1atcryNS/P3hEVLSwsTJMnT7Z3GFXOsmXL5OXlZe8wqgTaFwAAUEoOBgMtCgAAAIBKsmaNNGmSdPLklbGmTaVFi6ShQyvmmmPHjlVsbKwkqW7dugoICNDQoUM1a9YsuV+n+GLNmjVydHSsmKBQI1ApCwAAAAAAgCptzRpp2DDbhKwknTplGV+zpuKu3a9fP5lMJv3yyy96+eWX9Y9//ENRUVFFzs3JyZEkNWzYUPXr16+4oIqRnZ1d6ddE6ZCUBQCgtGhRAAAAAFS4vDxLhazZXPhYwdjkyRXXysDZ2Vl+fn4KCAjQyJEj9fDDD2vt2rWSpOjoaHXq1Envv/++WrRoIWdnZ5nN5kLtC5o1a6aXX35Zo0ePVr169XTrrbfq3//+t1JTUzV48GDVq1dP7du31969e63PSUtL04gRI9S0aVO5ubmpffv2WrVqlU1sYWFh+vOf/6wpU6aoUaNGCg8P12OPPaYBAwbYzMvNzZWfn5/ef//9Il9jQVuBtWvXqlWrVnJxcVF4eLhOnDhhM2/9+vUKCQmRi4uLWrRooVmzZik3N9d6fP78+Wrfvr3c3d0VEBCgCRMm6MKFC8V+b9PS0nTnnXdq0KBBunz58nV/DjUNSVkAAK4nM9PSlsBgsNwHAAAAUKm2by9cIXs1s1k6ccIyrzK4urpaK2Il6fDhw/rwww/1ySefKCEhodjnLViwQN27d9d3332n/v37a9SoURo9erQeeeQRxcfHKzAwUKNHj5b590zz5cuXFRISog0bNujAgQMaP368Ro0apd27d9ucNzY2VnXr1tV///tfxcTE6IknntDGjRtlMpmscz7//HNduHBBw4cPLza+ixcv6pVXXlFsbKz++9//6vz58/rjH/9oPf7FF1/okUce0cSJE/XDDz8oJiZGy5Yt0yuvvGKdU6dOHb3xxhs6cOCAYmNjtXXrVk2bNq3I6508eVI9evTQbbfdpjVr1sjFxaXY2GoikrIAAAAAAACosq7KLZbLvLL49ttvtXLlSvXu3ds6lp2dreXLl6tz587q0KGDDMXsNXH//fcrMjJSQUFBevHFF/Xbb7/pjjvu0IMPPqhWrVrp2WefVVJSks6cOSNJatKkiaKiotSpUye1aNFCTz31lCIiIvTRRx/ZnDcwMFBz5sxR69atddtttyk0NFStW7fW8uXLrXOWLl2qBx98UPXq1Sv2teXk5OjNN99Ut27dFBISotjYWMXFxenbb7+VJL3yyiv6y1/+ojFjxqhFixYKDw/XSy+9pJiYGOs5Jk+erJ49e6p58+bq1auXXnrpJX344YeFrnXo0CF1795dffr0sSaVa5va94oBACiBPLNZ2zt2lMnbW8bz59XDzU0ObOgFAAAAVBqjsXznldSGDRtUr1495ebmKicnR4MHD9bixYutx2+99Vb5+Pjc8DwdOnSw3vf19ZUktW/fvtBYSkqK/Pz8lJeXp9dee03/+te/dOrUKWVlZSkrK6vQBmO33357oWs98cQTWrJkiaZNm6aUlBR99tln2rJly3Xjq1u3rs25brvtNnl5eSkpKUl33nmn9u3bpz179thUxubl5eny5cu6ePGi3Nzc9NVXX2n27Nn64YcfdP78eeXm5ury5cvKzMy0xn3p0iXdfffdGjFihBYtWnTD71tNRaUsAADFWJOaqmb792vEjBk6GBCgEXFxarZrl9akpto7NAAAAKDW6NFDatrU0lGsKAaDFBBgmVcRevbsqYSEBB08eFCXL1/WmjVr1LhxY+vxa5OkxXF0dLTeL6imLWosPz9fkjRv3jwtWLBA06ZN09atW5WQkKCIiIhCm3kVdf3Ro0frl19+0c6dO7VixQo1a9ZMPW7iG1RUle/Vcc2aNUsJCQnW2//+9z/99NNPcnFx0bFjx3T//ferXbt2+uSTT7Rv3z79/e9/lySbdg/Ozs7q06ePPvvsM528Xl+KGo6kLAAARViTmqphiYk6mZMjY1qaomNjZUxL06msLA1LTCx7YpZetQAAAMBNcXCQCgoqr80ZFjxeuNAyryK4u7srMDBQt956q00StaJt375dgwcP1iOPPKKOHTuqRYsW+umnn27qud7e3hoyZIiWLl2qpUuX6tFHH73hc3Jzc202Gjt48KDS09N12223SZK6dOmigwcPKjAwsNCtTp062rt3r3JzczVv3jzdddddatWqlU6fPl3oOnXq1NHy5csVEhKiXr16FTmnNiApCwDANfLMZk06fFhFbO5qHZt8+LDyitr+tQTX2Naxo1b16qVt58+X6VwAAABATTd0qPTxx1KTJrbjTZtaxocOtU9cFSkwMFCbN29WXFyckpKSFBkZqeTk5Jt+/hNPPKHY2FglJSVpzJgxN5zv6Oiop556Srt371Z8fLweffRR3XXXXbrzzjslSS+++KL++c9/Kjo6WomJiUpKStK//vUvvfDCC5Kkli1bKjc3V4sXL9Yvv/yi5cuX6+233y7yWg4ODvrggw/UsWNH9erVq0Svq6YgKQsAwDW2p6cr9/RpdT50SJ0PHVKX3/8a3eWnn9T50CF1OnRIOadPa3t6eqnOT1sEAAAAoOSGDpWOHpW++kpaudLy9ciRmpmQlaQZM2aoS5cuioiIUFhYmPz8/DRkyJCbfn6fPn1kNBoVEREhf3//G853c3PTs88+q5EjR6pbt25ydXXV6tWrrccjIiK0YcMGbd68WXfccYfuuusuzZ8/X7feeqskqVOnTpo/f75ef/11tWvXTh988IFeffXVYq9Xt25drVq1SsHBwerVq5dSUlJu+rXVBGz0BQDANUzZ2Ypcv17RsbE24+/OnWu9Hz1mjEx3313icxe0RTBL6vx7W4R1oaFK8PbWsMREfRwcrKE3sUkAAAAAUBs5OEhhYZV3vWXLll33eHR0tKKjowuNb9u2zebx0aNHC80xX/NpuWbNmtmMNWzYUGvXrr3u9a+9ztUuXbqk9PR0Pf7449c9x9WGDh2qodfJckdERCgiIqLY408//bSefvppm7FRo0ZZ748dO1Zjx461Pq5bt64++eSTm46vJiEpCwDANYxOTpoycKDWhYZKslTIvjt3rp6IilJ8UJAkyeTtrVVOTiU6743aIhhkaYswuFEjORS3iwEAAAAAXEd+fr6Sk5M1b948eXp6atCgQfYOCUUgKQsAwDV6eHmprr+/Ery9bRKo8UFB+q5VKxkkNXV2Vg8vrxKd19oWIS1NkmzaIhQweXtre3q6who0KOOrAAAAAFAbHT9+XM2bN1fTpk21bNky1a1L+q8q4qcCAEBmplSvnuX+hQtycHfXosBADUtM1LX1qgWPFwYGlriatSLbIgAAAACAVLgNws24tq0AKh5JWQAAijDUx0cfBwdr0qFDMnl7W5Kl3t5q6uyshYGBper7WlFtEQAAAAAA1QtJWQBArZdnNmt7x44yeXvLeP68eri5ycFg0FAfHw12ddX2P/3JkiwNDVUPP79S93utqLYIAAAAAIDqpY69AwAAwJ7WpKaq2f79GjFjhg4GBGhEXJya7dqlNampkiQHg0Fh+/drxNatCvPwKNMGXA4GgxYFBkpSubZFAAAAAABULyRlAQC11prUVA1LTNTJnBwZ09IUHRsrY1qaTmVlaVhioiUx6+4umc2Wm7t7ma9Z0BahiaNjobYIHwcHl6otAgAAAACgeqF9AQCgVsozmzXp8GEV1f7eLEvl6uTDhzW4UaNyr1wt77YIAAAAAIDqhaQsAKBW2p6ertzTp9U5LU2SZdOtq79Klk23tqenK6xBg3K/vkO9egpLSCj38wIAAAAAqj6SsgCAWsmUna3I9esVHRtrM/7u3LnW+9Fjxsh0992VHRoAAAAAlNnYsWOVnp6utWvX2juUChMWFqZOnTpp4cKF9g6lxOgpCwColYxOTooZOFBdYmLUJSZGT0RFSZKeiIqyjsUMHCijk5OdIwUAAABwtS+//FJt27bVl19+WeHXSklJUWRkpG655RY5OzvLz89PERER2rlzZ4VfGzUblbIAgFqph5eX6vr7K8Hb26avbHxQkL5r1UoGSU2dndXDy8tOEQIAAAC4ltls1nPPPaekpCQ999xz6t27twwVuDfDAw88oJycHMXGxqpFixY6c+aMtmzZorNnz1bYNauSnJwcOTo62juMGolKWQBAreRgMGhRYKAky6ZeVyt4vDAwkM23AAAAgCpk06ZN2rNnjyRpz5492rRpU4VdKz09XTt27NDrr7+unj176tZbb9Wdd96p6dOnq3///tZ5GRkZGj9+vBo3biwPDw/16tVL+/fvtznXunXrdPvtt8vFxUWNGjXS0KFDrcfOnTun0aNHq0GDBnJzc9N9992nn67a62LZsmXy8vLSF198oTZt2qhevXrq16+fTCaTdU5eXp6mTJkiLy8veXt7a9q0aTKbbbc13rhxo+6++27rnAEDBujnn3+2Hj969KgMBoM+/PBDhYWFycXFRUuWLJGHh4c+/vhjm3OtX79e7u7u+u2334r83oWFhenPf/6z/vznP1uv98ILL9jElJ2drWnTpqlJkyZyd3dX165dtW3bNuvxtLQ0jRgxQk2bNpWbm5vat2+vVatWXe9Hpo0bN8rT01P//Oc/JUnbtm3TnXfeKXd3d3l5eal79+46duzYdc9RWUjKAgBqraE+Pvo4OFhNHB1l8va29JD19lZTZ2d9HBysoT4+9gksM1MyGCy3zEz7xAAAAABUMWazWTNmzJCDg4MkycHBQTNmzCiUfCwv9erVU7169bR27VplZWUVG1P//v2VnJyszz//XPv27VOXLl3Uu3dvazXtZ599pqFDh6p///767rvvtGXLFt1+++3Wc4wdO1Z79+7VunXrtHPnTpnNZt1///3Kycmxzrl48aLmzp2r5cuX65tvvtHx48cV9XsLNkmaN2+e3n//fb333nvasWOHzp49q08//dQm1szMTE2ZMkV79uzRli1bVKdOHf3hD39Qfn6+zbxnn31WEydOVFJSkv7whz/oj3/8o5YuXWozZ+nSpRo2bJjq169f7PcvNjZWdevW1e7du/XGG29owYIFevfdd63HH330Uf33v//V6tWr9f333+vBBx9Uv379rAnpy5cvKyQkRBs2bNCBAwc0fvx4jRo1Srt37y7yeqtXr9bw4cP1z3/+U6NHj1Zubq6GDBmie++9V99//7127typ8ePHV2hldYmYUW4yMjLMkswZGRn2DgWVIONyhlnRMmdc5ueNkmP9VC25v/1m/qpjR/PKXr3MX50+bc7Nz6/S8bB+UBasH5QWawdlwfpBWbB+aoZLly6Zf/jhB/OlS5dKfY6NGzeaJRW6bdy4sdjn5Oblmvec2mPOzcst1TU//vhjc4MGDcwuLi7m0NBQ8/Tp08379++3Ht+yZYvZw8PDfPnyZZvntWzZ0hwTE2M2m83mbt26mR9++OEiz3/o0CGzJPN///tf69ivv/5qdnV1NX/44Ydms9lsXrp0qVmS+fDhw9Y5f//7382+vr7Wx0aj0fzaa69ZH+fk5JibNm1qHjx4cLGvLSUlxSzJ/L///c9sNpvNR44cMUsyL1y40Gbe7t27zQ4ODuZTp06ZzWazOTU11ezo6Gjetm1bsee+9957zW3atDHnX/X/Ms8++6y5TZs2ZrPZbD58+LDZYDBYz1mgd+/e5unTpxd73vvvv988depUm+tMmjTJ/Pe//93s6elp3rp1q/VYWlqaWdJ147zatWv06veeisj5USkLAKj1HAwGhe3frxFbtyrMw8OuLQvWpKaq2f79GjFjhg4GBGhEXJya7dqlNampdosJAAAAsDfzNVWyBSq6WvaBBx7Q6dOntW7dOkVERGjbtm3q0qWLli1bJknat2+fLly4IG9vb2tlbb169XTkyBFra4CEhAT17t27yPMnJSWpbt266tq1q3XM29tbrVu3VlJSknXMzc1NLVu2tD42Go1KSUmRZGmfYDKZ1K1bN+vxunXr2lTjStLPP/+skSNHqkWLFvLw8FDz5s0lScePH7eZd+3z7rzzTgUHB1tbAixfvly33HKL7rnnnut+7+666y6bqtRu3brpp59+Ul5enuLj42U2m9WqVSub79vXX39t/b7l5eXplVdeUYcOHazf302bNhWK95NPPtHkyZO1adMm9ezZ0zresGFDjR07VhERERo4cKAWLVpk0/LB3kjKAgDg7i6ZzZabu7vdwliTmqphiYk6mZMjY1qaomNjZUxL06msLA1LTCQxCwAAgFqroJdsXl6ezXheXl6F95Z1cXFReHi4XnzxRcXFxWns2LGaOXOmJCk/P19Go1EJCQk2t4MHD+qZZ56RJLm6uhZ77uKSyWaz2Sahee1mWwaDocSJ6IEDByotLU3vvPOOdu/ebW0DkJ2dbTPPvYj/J3riiSesLQyWLl2qRx99tExtAPLz8+Xg4KB9+/bZfN+SkpK0aNEiSZaWDAsWLNC0adO0detWJSQkKCIiolC8nTp1ko+Pj5YuXVroe7J06VLt3LlToaGh+te//qVWrVpp165dpY67PJGUBQCgCsgzmzXp8GEV9c+qgrHJhw8rr4IqAAAAAICqqqBKtk6dotNYderUqdBq2Wu1bdtWmb/v/dClSxclJyerbt26CgwMtLk1atRIktShQwdt2bKl2HPl5uba9ElNS0vToUOH1KZNm5uKx9PTU0aj0SbZmJubq3379tmcMykpSS+88IJ69+6tNm3a6Ny5czf9mh955BEdP35cb7zxhhITEzVmzJgbPufa5OeuXbsUFBQkBwcHde7cWXl5eUpJSSn0ffPz85Mkbd++XYMHD9Yjjzyijh07qkWLFjYboBVo2bKlvvrqK/373//WU089Veh4586dNX36dMXFxaldu3ZauXLlTb/uimTXpOw333yjgQMHyt/fXwaDQWvXrrUey8nJ0bPPPqv27dvL3d1d/v7+Gj16tE6fPm1zjqysLD311FNq1KiR3N3dNWjQIJ08edJmzrlz5zRq1Ch5enrK09NTo0aNUnp6us2c48ePa+DAgXJ3d1ejRo00ceLEQpl3AAAqyvb0dOWePq3Ohw6p86FD6vL7Pza6/PSTOh86pE6HDinn9Gltv+a/XwAAAEBNl52drePHjxfakKpAfn6+Tpw4Ue55nLS0NPXq1UsrVqzQ999/ryNHjuijjz7SnDlzNHjwYElSnz591K1bNw0ZMkRffPGFjh49qri4OL3wwgvau3evJGnmzJlatWqVZs6cqaSkJP3vf//TnDlzJElBQUEaPHiwxo0bpx07dmj//v165JFH1KRJE+s1bsakSZP02muv6dNPP9WPP/6oCRMm2OS+GjRoIG9vby1ZskSHDx/W1q1bNWXKlJs+f4MGDTR06FA988wz6tu3r5o2bXrD55w4cUJTpkzRwYMHtWrVKi1evFiTJk2SJLVq1UoPP/ywRo8erTVr1ujIkSPas2ePXn/9dX3++eeSpMDAQG3evFlxcXFKSkpSZGSkkpOTi7xWq1at9NVXX1lbGUjSkSNHNH36dO3cuVPHjh3Tpk2bSpTsrmh17XnxzMxMdezYUY8++qgeeOABm2MXL15UfHy8ZsyYoY4dO+rcuXOaPHmyBg0aZF3UkjR58mStX79eq1evlre3t6ZOnaoBAwZo37591j4jI0eO1MmTJ7Vx40ZJsu7Wtn79ekmWUvf+/fvLx8dHO3bsUFpamsaMGSOz2azFixdX0ncDAFCbmbKzFbl+vaJjY23G350713o/eswYme6+W3Ir/uNPAAAAQE3j7OysPXv2KPU67bwaN24sZ2fncr1uvXr11LVrVy1YsEA///yzcnJyFBAQoHHjxum5556TZGkj8Pnnn+v555/XY489ptTUVPn5+emee+6Rr6+vJCksLEwfffSRXnrpJb322mvy8PCw6ce6dOlSTZo0SQMGDFB2drbuueceff7554VaFlzP1KlTZTKZNHbsWNWpU0ePPfaY/vCHPygjI0OSpZp49erVmjhxotq1a6fWrVvrjTfeUFhY2E1f4/HHH9fKlSv12GOP3dT80aNH69KlS7rzzjvl4OCgp556SuPHj7d53S+//LKmTp2qU6dOydvbW926ddP9998vSZoxY4aOHDmiiIgIubm5afz48RoyZIj1NV2rdevW2rp1q8LCwuTg4KBp06bpxx9/VGxsrNLS0mQ0GvXnP/9ZkZGRN/2aK5LBXFm13TdgMBj06aefasiQIcXO2bNnj+68804dO3ZMt9xyizIyMuTj46Ply5froYcekiSdPn1aAQEB+vzzzxUREaGkpCS1bdtWu3btsjZN3rVrl7p166Yff/xRrVu31n/+8x8NGDBAJ06ckL+/vyRp9erVGjt2rFJSUuTh4VFkPFlZWcrKyrI+Pn/+vAICAnQi5USxz0HNcT7rvAIWBOjE0yfk4czPGyXD+sG1tmf8pie275IxLU2SpUL23blz9URUlOKDgiRJJm9vvdvjLnV0MbN+UGq8/6C0WDsoC9YPyoL1UzNkZ2XrzMkzatasmVxcXCrtunnmPH1/5nt18O0gB4PDjZ+AYq38YKWefvppnTh5Qk5OTted26tXL3Xq2EnzF8yvpOjK7vLlyzp69Kh8m/rKydnJ5r1HWVJA4wBlZGSUW87PrpWyJZWRkSGDwSAvLy9Jlh3ucnJy1LdvX+scf39/tWvXTnFxcYqIiNDOnTvl6elps4vdXXfdJU9PT8XFxal169bauXOn2rVrZ03ISlJERISysrK0b98+m53brvbqq69q1qxZhcYD5gdIlff+AjsLWBBg7xBQjbF+cEUdqesqJTcMlAxXugvFBwXpu1atJHO+lJWqAW/dIsnysa2SrB+3bClztuW++3PSxev/Gwq1AO8/KC3WDsqC9YOyYP1Ub7e636q3u7+tS79esks26vsz31f+RWuIy5cu69TxU4p+JVqDRg5S4tnEGz7nQvYFpWSm6Lvk7yohwnKSK/2a8av6f95fxzKPWYcDFgRIl8v/ctUmKXv58mX95S9/0ciRI60Z6eTkZDk5OalBgwY2c319fa09JpKTk9W4ceNC52vcuLHNnIKS8gINGjSQk5NTsb0qJGn69Ok2/TeslbJTqJStDfhrLcqC9YOirEs7p9GHjhQaN0iSoY7+2eEuDep5rlTrJ+/CBW377H6ZvL31YeQShTZuJIffd0vNu3BB+3tbjnkstT0mScrMlIe35Q+X59NOS0Xsxorqg/cflBZrB2XB+kFZsH5qBmulbCMqZaubWbNm6dXZr6rHPT204OUFqlev3g2fU8+pnhq7N1Znv86VEGH5uHz5so5eOKq94/cWXSn7Wvn+YahaJGVzcnL0xz/+Ufn5+frHP/5xw/lms1mGq/5n8ur7ZZlzLWdn5yL7lXg4e/AfilqEnzfKgvWDqz3i7yE3RzdNOnRIJm9vSw9Zb281dXbWwsBADfXxsZl/s+tnTWqqJh06otwZMxS5fr1i9iSorr+/FgUGSlKxxwqul5dTR9s6dpTJ21vGLKlHg/q2SVtUS7z/oLRYOygL1g/KgvVTvV02X1aqIVUOdRzkUKcSk6O/7w3mYKjk69Ygf531V/111l9L9Jyvt31dQdFUHIc6DqpjqKN6TvXk4nzlDwcV9b5T58ZT7CsnJ0fDhw/XkSNHtHnzZpsKVD8/P2VnZ+vcuXM2z0lJSbFWvvr5+enMmTOFzpuammoz59qK2HPnziknJ6dQBS0AABVpqI+PjnbsqFUvvaTWJ05oVWiojtx115WEbGamPFw8ZY623L+RNampGpaYqJM5OTKmpSk6NlbGtDSdysrSA4mJeqCYY8MSE7UmNVVrUlPVbP9+jZgxQwcDAjQiLk7Ndu3SmutssgAAAAAAuL4qnZQtSMj+9NNP+vLLL+Xt7W1zPCQkRI6Ojtq8ebN1zGQy6cCBAwoNDZUkdevWTRkZGfr222+tc3bv3q2MjAybOQcOHJDJZLLO2bRpk5ydnRUSElKRLxEAgEIc6tVTWEKCRmzZojCj0aYqNc9s1raOHbWqVy9tv3BRedfZrzPPbNakw4dV1Izr7fJZcGz8wYPFJnQLkrYAAAAAgJKza/uCCxcu6PDhw9bHR44cUUJCgho2bCh/f38NGzZM8fHx2rBhg/Ly8qzVrA0bNpSTk5M8PT31+OOPa+rUqfL29lbDhg0VFRWl9u3bq0+fPpKkNm3aqF+/fho3bpxiYmIkSePHj9eAAQPUunVrSVLfvn3Vtm1bjRo1Sn/729909uxZRUVFady4cfSGBQBUGZY2BIdsWw2cSrFpNXC17enpyj19Wp3T0iRJXX76yeZro4wMSdKvnp6FjkmSydtb5mv+ICpZkrYGSZMPH9bgRo1oZQAAAAAAJWTXpOzevXvVs2dP6+OCTbPGjBmj6OhorVu3TpLUqVMnm+d99dVXCgsLkyQtWLBAdevW1fDhw3Xp0iX17t1by5Ytk4PDlT4hH3zwgSZOnKi+fftKkgYNGqQ333zTetzBwUGfffaZJkyYoO7du8vV1VUjR47U3LlzK+JlAwBQYgVtCMySOv9etbouNFQJ3t4alpioj4ODCyVmTdnZily/XtGxsTbj717nv29XH5v74INa+fsfOYtL2m5PT1fYNRtuAgAAAACuz65J2bCwMJmv87HL6x0r4OLiosWLF2vx4sXFzmnYsKFWrFhx3fPccsst2rBhww2vBwBAZbtRG4LiqlaNTk6aMnCg1v3erqfLTz/p3blz9URUlOKDggpVyl59TJJGfvml4iMjba53ddI2eswYnbr9dm3r2dOyCdiKFerh50flLAAAACpOZqZUr57l/oULkru7feMBSsmuSVkAAHBjN2pDIBVdtdrDy0t1/f2V4O1tk9CNDwrSd61aFXmtq4+ZvL1tKmWvTdqavL2Vd+KEHH5vpzAlLk51/f2LbacAAAAAALAgKQsAQBV3M20IoseMkenuu22OOxgMWhQYqGGJibq2dtWgKxt6FXcsx9f3xgnd3NybbqcAAAAA1FbR0dFau3atEhIS7B0Kqog69g4AAABcn9HJSTEDB6pLTIy6xMToiagoSdITUVHWsZiBA2XMz5cMBsstM1OSNNTHRx8HB6uJo6NM3t6W5K23t5o6O+uT4GB9cp1jS37fELMkzQgKEriTDx9W9m+/aVunTlrVu7e2mUzKu4m2RAAAAMBN+31D+Iq/TLKeeuoptWjRQs7OzgoICNDAgQO1ZcuWSrk+aiYqZQEAqGLy8qTt2yWTSTIapdC7r9+GwCCpqbOzQuvV07aOHS39Xc+fVw83NzkYDBrq46PBrq7a/qc/yeTtrVWhoTa9X6937OPgYE06dMgmaevj6CiH5GQZb9BOoWleHq0NAAAAUHGSk6WWLSv0EkePHlX37t3l5eWlOXPmqEOHDsrJydEXX3yhP/3pT/rxxx8r9PqouaiUBQCgClmzRmrWTOrZUxo50vK1ZXODRvzYVlLRrQYk6Y+NG6vl999rxIwZOhgQoBFxcWq2a5fWpKZKkhzq1VNYQoJGbNmiMKPRZjOu6x0b6uOjo6GhWtWrl1q//rpW9eqlBYGBily/XvGRkYqPjLS2UXh37lzrWOT69UrNzZXx99YGxrQ0ncrK0rDERGtMAAAAwHVlZhZ9K3Dp0vWPl4MJEybIYDDo22+/1bBhw9SqVSsFBwdrypQp2rVrl3Xe8ePHNXjwYNWrV08eHh4aPny4zpw5U+x5w8LCNHnyZJuxIUOGaOzYsdbHzZo108svv6zRo0erXr16uvXWW/Xvf/9bqamp1mu1b99ee/futT5n2bJl8vLy0hdffKE2bdqoXr166tevn0wmU7GxnDt3Tg8//LB8fHzk6uqqoKAgLV26VJK0bds2GQwGpaenW+cnJCTIYDDo6NGjNtfcsGGDWrduLTc3Nw0bNkyZmZmKjY1Vs2bN1KBBAz311FPKy8uznucf//iHgoKC5OLiIl9fXw0bNux6P4oah6QsAABVxJo10rBh0smTtuOnTklzH/dU1JHORbYaiAoI0NwTJ3QyJ6dCkqAOBoPCGjTQCF9fhTVooCY32U7hWle3NqCVAQAAAG6oXr3CN1/fK8fDw4ueU07Onj2rjRs36k9/+pPc3d0LHffy8pIkmc1mDRkyRGfPntXXX3+tzZs36+eff9ZDDz1U5hgWLFig7t2767vvvlP//v01atQojR49Wo888oji4+MVGBio0aNHy3zVv68vXryouXPnavny5frmm290/PhxRf3+b/aizJgxQz/88IP+85//KCkpSW+99ZYaNWpUojgvXryoN954Q6tXr9bGjRu1bds2DR06VJ9//rk+//xzLV++XEuWLNHHH38sSdq7d68mTpyov/71rzp48KA2btyoe+65p3TfpGqK9gUAAFQBeXnSpElSUblKs9nSJnb1TE/9/EuoNp89rQFn/qENPe5SeCOjWu7eraJSnGZZKmknHz6swY0a2VTAlkUPr+u3U/BLS5Px91txrQ22p6crrEGDcokHAAAAqAiHDx+W2WzWbbfddt15X375pb7//nsdOXJEAQEBkqTly5crODhYe/bs0R133FHqGO6//35FRkZKkl588UW99dZbuuOOO/Tggw9Kkp599ll169ZNZ86ckZ+fnyQpJydHb7/9tlr+3trhz3/+s/76178We43jx4+rc+fOuv322yVZKnRLKicnR2+99Zb1msOGDdPy5ct15swZ1atXT23btlXPnj311Vdf6aGHHtLx48fl7u6uAQMGqH79+rr11lvVuXPnEl+3OiMpCwBAFbB9e+EK2auZzdKJE1LcDoN6dKsvpW5VD8/6isvIUO7p0+p8g/6u5ZkEdTAYtCgwUMMSE4vcBCxy/XpFx8bajBW0OJBkqfK9++5yiQUAAAA12IULV+4nJ1tuly5ZKmQlad48qWtXy30/P8utHBVUnxpuUNyQlJSkgIAAa0JWktq2bSsvLy8lJSWVKSnboUMH633f36uE27dvX2gsJSXFmpR1c3OzJkclyWg0KiUlpdhrPPnkk3rggQcUHx+vvn37asiQIQoNDS1RnNde09fXV82aNVO9qyqXfX19rXGEh4fr1ltvVYsWLdSvXz/169dPf/jDH+Tm5lai61ZnJGUBAKgCrtPi6brzTNnZdkmCDvXxKXYTsJiBA7Xu93/EdfnpJ707d66eiIpSfFCQJWZvb61ycirXeAAAAFADXd0yoGVLy+3qnrFdu0rdu1fY5YOCgmQwGJSUlKQhQ4YUO89sNheZuC1uXJLq1Klj03JAslSbXsvR0dF6v+BcRY3l5+cX+ZyCOdde62r33Xefjh07ps8++0xffvmlevfurT/96U+aO3eu6tSpY30tNxtnwTWLGiuIs379+oqPj9e2bdu0adMmvfjii4qOjtaePXusbSFqOpKyAABUAUZj6eYZnZw0xU5J0KE+PhrcqJG2p6fLdPfdWuXkpFBPT7XcvbvY1gYGSU2dndWjlvxDCwAAANVXw4YNFRERob///e+aOHFiob6y6enp8vLyUtu2bXX8+HGdOHHCWi37ww8/KCMjQ23atCny3D4+Pjabb+Xl5enAgQPq2bNnxb2g6/Dx8dHYsWM1duxY9ejRQ88884zmzp0rHx8fSZLJZFKD3z95l5CQUC7XrFu3rvr06aM+ffpo5syZ8vLy0tatWzV06NByOX9VR1IWAIAqoEcPqWlTy6ZeRf0R22CwHO/RQ8rMvep5N+jvWtFJ0IJNwK5WXGuDgscLAwPLrb8tAAAAarFybldQlH/84x8KDQ3VnXfeqb/+9a/q0KGDcnNztXnzZr311ltKSkpSnz591KFDBz388MNauHChcnNzNWHCBN17773WPq3X6tWrl6ZMmaLPPvtMLVu21IIFC5Senl7hr6coL774okJCQhQcHKysrCxt2LDBmkwODAxUQECAoqOj9fLLL+unn37SvHnzynzNDRs26JdfftE999yjBg0a6PPPP1d+fr5at25d5nNXF3XsHQAAAJAcHKRFiyz3r81XFjxeuNAyz+Z5v/d3lVRlkqAFrQ2aODratDZo6uysj4ODNfT3v7YDAAAAZVIJSdnmzZsrPj5ePXv21NSpU9WuXTuFh4dry5YteuuttyRZPpa/du1aNWjQQPfcc4/69OmjFi1a6F//+lex533sscc0ZswYjR49Wvfee6+aN29utypZJycnTZ8+XR06dNA999wjBwcHrV69WpKlLcGqVav0448/qmPHjnr99df18ssvl/maXl5eWrNmjXr16qU2bdro7bff1qpVqxQcHFzmc1cXBvP1mkqgRM6fPy9PT09lZGTIw8PD3uGggp3POi/P1zyV8ZcMeTjz80bJsH5KJ+/CBW2/+26ZvL1lXLFCPfz8alzF5Zo10qRJtpt+BQRYErIFn+Ipav2sSU3VpEOHlJucrMj16xUzcKAc/f21MDDQbknQPLPZ0togO1tGJyf18PKqcT+v6oj3H5QWawdlwfpBWbB+aobLly/ryJEjat68uVxcXEp/osxMqWDzqAsXbPvOFiEvP0/fJX+nzn6d5VDH4bpzUbtdu0avfu9Rlso950f7AgBAtWBNOs6Yocj16zUlLk51/f21yI5Jx4owdKg0eLC0fbtlUy+j0dKy4NoK2ULPK6K/q72ToEW1NihQGxLsAAAAqADu7kX3+wKqGdoXAACqvDWpqRqWmKiTOTkypqUpOjZWxrQ0ncrK0rDERK1JTbV3iOXKwUEKC5NGjLB8vVFC1vq835OgI3x9FdagQZVNcq5JTVWz/fs1YsYMHQwI0Ii4ODXbtavG/RwBAAAAoDgkZQEAVVqe2axJhw+rqL+FF4xNPnxY2fn52nbunFadOaNt584pj7+eV0m1LcEOAAAAAEWhfQEAoErbnp6u3NOn1TktTZLU5aefbL5KsmwiFRcnhzNnLK0NBg6ska0NqrsbJdgNsiTYBzdqVGWrfAEAAFA2bG2Eqqqy1yZJWQBA1XJN435TdrYi169XdGyszbR358613o8eM0azxo5V598rL9eFhirB21vDEhP1cXCwhvr4sOlUFXCzCfbt6enF9qIFAABA9eTo6ChJunjxolxdXe0cDVDYxYsXJV1ZqxWNpCwAoErJM5u1vWNHywZQ58+rsYuLpgwcqHWhoZIsCbx3587VE1FRig8KkmRJ5F3r6srLfLNZT//0k3KTk6mktaObTbCb7r67skMDAABABXNwcJCXl5dSUlIkSW5ubjJUQpFEXn6elCtdvnxZDnVucrMG1Cpms1kXL15USkqKvLy85HCzm3qUEUlZAECVsSY1VZMOHVLujBmW5GlcnByMRuX4+irB29vmY+/xQUH6rlUr+aWlyfj7rbjKywezsiTpupW0qHhGJ6ebSrCvcnKyZ5gAAACoIH5+fpJkTcxWhnxzvn7N+FVHLxxVHQNbK6F4Xl5e1jVaGUjKAgCqhIINoMwqnDwtSMYW9Xf0m21tcC16mFa+Hl5equvvX2yC3SCpqbOzenh52SlCAAAAVCSDwSCj0ajGjRsrJyenUq55IfuC+n/eX3vH71U9p3qVck1UP46OjpVWIVuApCwAwO5uZgOohnXrytVgkMnb2/IRd29v+Tg6KuYGlZd5deqo86FD1uNXf5XoYVqZHAwGLQoM1LDExEIJ9oLHCwMDSZADAADUcA4ODpWWAMs2ZOtY5jE5OTvJxdmlUq4J3AySsgAAu7vZDaCW9ewph7ZtZbr7bq1yclKop6da7t5dbOWlJM1ctoweplXIUB8ffRwcrEmHD9sk2Js6O2shPX4BAAAA1BIkZQEAdnezG0Cl3H23Rvj62sy5XuWlWbphJS09TCvfUB8fDW7USNvT060J9h5eXlTIAgAAAKg1SMoCAOyuLBtAWSsvDx0qVHk5r2VLTfn5Z3qYVkEOBgMtIwAAAADUWiRlAQB2V9YNoK5XeelgMNDDFAAAAABQpdSxdwAAABRsACWp1MnTgsrLEb6+CmvQwDq3oJK2iaNjoUraj4OD6WEKAAAAAKh0VMoCAKqE67UhKOsGUPQwBQAAAABUJSRlAQBVRkUmT+lhCgAAAACoKkjKAgCqFJKnyDObLYn57GwZqWoGAAAAUAORlAUAAFXGmtRUTTp0SLnJyYpcv15TBg5UXX9/LSpjCwsAAAAAqErY6AsAAFQJa1JTNSwxUSdzcmRMS1N0bKyMaWk6lZWlYYmJWpOaau8QAQAAAKBckJQFAAB2l2c2a9LhwzIXcaxgbPLhw8ozFzUDAAAAAKoX2hcAAAC7256ertzTp9U5LU2S1OWnn2y+SpLJ21vb09PpOQwAAACg2iMpCwCodGzkhGuZsrMVuX69omNjbcbfnTvXej96zBiZ7r67skMDAAAAgHJHUhYAUKnYyAlFMTo5acrAgVoXGirJUiH77ty5eiIqSvFBQZIslbKrnJzsGSYAAAAAlAuSsgCASlOwkZNZUuffN3JaFxqqBG9vDUtM1MfBwSRma6keXl6q6++vBG9vm76y8UFB+q5VKxkkNXV2Vg8vLztFCAAAAADlh42+AACVgo2ccD0OBoMWBQZKkq5tZFHweGFgIG0uAAAAANQIVMoCACoFGznhRob6+Ojj4GBNOnxYJm9vSw9Zb281dXbWQtpbAAAAAKhBSMoCACoFGznhZgz18dHgRo0sG8HdfbdWsREcAAAAgBqIpCwAoFKwkRNuloPBQLU0AAAAgBqNpCwAoFKwkRMAAAAAABZs9AUAqBRs5AQAAAAAgAVJWQBApSnYyKmJo2OhjZw+Dg5mIycAAAAAQK1A+wIAQKViIyeUVZ7ZbFk/2dkysn4AAAAAVEN2rZT95ptvNHDgQPn7+8tgMGjt2rU2x81ms6Kjo+Xv7y9XV1eFhYUpMTHRZk5WVpaeeuopNWrUSO7u7ho0aJBOnjxpM+fcuXMaNWqUPD095enpqVGjRik9Pd1mzvHjxzVw4EC5u7urUaNGmjhxorKzsyviZQNArVewkdMIX1+FNWhAQg03bU1qqprFxWnE1q06+OyzGrF1q5rt2qU1qan2Dg0AAAAAbppdk7KZmZnq2LGj3nzzzSKPz5kzR/Pnz9ebb76pPXv2yM/PT+Hh4frtt9+scyZPnqxPP/1Uq1ev1o4dO3ThwgUNGDBAeXl51jkjR45UQkKCNm7cqI0bNyohIUGjRo2yHs/Ly1P//v2VmZmpHTt2aPXq1frkk080derUinvxAACgRNakpmpYYqJO5uTImJam6NhYGdPSdCorS8MSE0nMAgAAAKg27Nq+4L777tN9991X5DGz2ayFCxfq+eef19ChQyVJsbGx8vX11cqVKxUZGamMjAy99957Wr58ufr06SNJWrFihQICAvTll18qIiJCSUlJ2rhxo3bt2qWuXbtKkt555x1169ZNBw8eVOvWrbVp0yb98MMPOnHihPz9/SVJ8+bN09ixY/XKK6/Iw8OjEr4bAACgOHlmsyYdPixzEcfMsmwWN/nwYQ1u1IjKawAAAABVXpXtKXvkyBElJyerb9++1jFnZ2fde++9iouLU2RkpPbt26ecnBybOf7+/mrXrp3i4uIUERGhnTt3ytPT05qQlaS77rpLnp6eiouLU+vWrbVz5061a9fOmpCVpIiICGVlZWnfvn3q2bNnkTFmZWUpKyvL+vj8+fOWr1nnpawin4Ia5HzWeZuvQEmwflAWtXH9bM/4TbmnT6tzWpokqctPP9l8lSSTt7c2pp5WD8/6domxuqiN6wflg7WDsmD9oCxYPygL1g9Ky2btVECer8omZZOTkyVJvr6+NuO+vr46duyYdY6Tk5MaNGhQaE7B85OTk9W4ceNC52/cuLHNnGuv06BBAzk5OVnnFOXVV1/VrFmzCo0HzA+QXG70ClFTBCwIsHcIqMZYPyiLWrV+fHpp5rcBio6NtRl+d+5c6/3oMWM04Mw/pNStlR1dtVSr1g/KFWsHZcH6QVmwflAWrB+UVsCCAOly+Z+3yiZlCxiu+Qii2WwuNHata+cUNb80c641ffp0TZkyxfr4/PnzCggI0IkpJ2h5UAuczzqvgAUBOvH0CXk48/NGybB+UBa1cf1sz/hNT/ju0rrQUEmWCtl3587VE1FRig8KkmSplN3Q4y4qZW+gNq4flA/WDsqC9YOyYP2gLFg/KK2r146ypIDXyjexX2WTsn5+fpIsVaxGo9E6npKSYq1q9fPzU3Z2ts6dO2dTLZuSkqLQ3/+nzc/PT2fOnCl0/tTUVJvz7N692+b4uXPnlJOTU6iC9mrOzs5ydnYuNO7h7MEvei3CzxtlwfpBWdSm9dPPp77q+vsrwdvbpq9sfFCQvmvVSgZJTZ2d1c/Hn56yN6k2rR+UL9YOyoL1g7Jg/aAsWD8orYpaN3Uq5KzloHnz5vLz89PmzZutY9nZ2fr666+tCdeQkBA5OjrazDGZTDpw4IB1Trdu3ZSRkaFvv/3WOmf37t3KyMiwmXPgwAGZTCbrnE2bNsnZ2VkhISEV+joBAMCNORgMWhQYKMmyqdfVCh4vDAwkIQsAAACgWrBrpeyFCxd0+PBh6+MjR44oISFBDRs21C233KLJkydr9uzZCgoKUlBQkGbPni03NzeNHDlSkuTp6anHH39cU6dOlbe3txo2bKioqCi1b99effr0kSS1adNG/fr107hx4xQTEyNJGj9+vAYMGKDWrVtLkvr27au2bdtq1KhR+tvf/qazZ88qKipK48aNow0BAABVxFAfH30cHKxJhw/L5O2t6DFjZPL2VlNnZy0MDNRQHx97hwgAAAAAN8WuSdm9e/eqZ8+e1scF/VnHjBmjZcuWadq0abp06ZImTJigc+fOqWvXrtq0aZPq17/SK27BggWqW7euhg8frkuXLql3795atmyZHBwcrHM++OADTZw4UX379pUkDRo0SG+++ab1uIODgz777DNNmDBB3bt3l6urq0aOHKm5V20eAgAA7G+oj48GN2qk7enpMt19t1Y5OamHlxcVsgAAAACqFbsmZcPCwmQ2m4s9bjAYFB0drejo6GLnuLi4aPHixVq8eHGxcxo2bKgVK1ZcN5ZbbrlFGzZsuGHMAICbk2c2WxJn2dkykjhDOXIwGBR2VS95AAAAAKhuquxGXwCA6mtNaqomHTqk3ORkRa5frykDB6quv78W8RFzAAAAAACq7kZfAIDqaU1qqoYlJupkTo6MaWmKjo2VMS1Np7KyNCwxUWtSU+0dIgAAAAAAdkVSFgBQbvLMZk06fFhFNaYpGJt8+LDyrtO6BiiLPLNZ286d06ozZ7Tt3DnWGgAAAIAqifYFAIBysz09XbmnT6tzWpokqctPP9l8lSSTt7e2p6fTExTljrYZAAAAAKoLkrIAgHJjys5W5Pr1io6NtRl/d+5c6/3oMWNkuvvuyg4NNVxB2wyzpM6/t81YFxqqBG9vDUtM1MfBwSRmAQAAAFQZJGUBAOXG6OSkKQMHal1oqCRLhey7c+fqiagoxQcFSbJUyq5ycrJnmKhhbtQ2wyBL24zBjRrJwWCo5OgAAAAAoDCSsgCActPDy0t1/f2V4O1tkyCLDwrSd61aySCpqbOzenh52SlC1ES0zQAAAABQ3ZCUBQCUGweDQYsCAzUsMVHX1iMWPF4YGEi1IsoVbTMAAAAAVDckZQEA5Wqoj48+Dg7WpMOHZfL2tiTDvL3V1NlZC9lwCRWAthkAAAAAqhuSsgCAcjfUx0eDGzXS9vR0me6+W6ucnNTDy4sKWVQI2mYAAAAAqG5IygIAKoSDwUD/TlQK2mYAAAAAqG7q2DsAAACAsipom9HE2blQ24yPg4NpmwEAAACgSqFSFgAA1Ai0zQAAAABQXZCUBQAANQZtMwAAAABUB7QvAAAAAAAAAIBKRFIWAAAAAAAAACoRSVkAAAAAAAAAqEQkZQEAQO1hMknR0ZavAAAAAGAnbPQFACidzEypXj3L/cOHpZYt7RsPcCOZmZK/v+V+eLhkNNo3HgAAAAC1FpWyAICyS062dwTAjWVmXrl/6ZL94gAAAABQ61EpCwAonWsTXJmZkru7/eIBimMyWW4hIVfGwsOlffss941GqmYBAAAAVCoqZQEAJWMySfHxkq/vlbHwcEsrg/h4enWi6omJsU3IFggJsdxiYio/JgAAAAC1GklZAEDJFJfgkkhwoWqKjLRUxW7efGVs3jzL2L59luMAAAAAUIloXwAAKJnISGnQIOnsWUuFrGRJcHXtKrm68jFwVD0F7QmubrnRtavUpYv9YgIAAABQq5GUBQCUTHEJru7d7RcTcDPc3S2VsSEhlj8gAAAAAICd0L4AAADUHkajNHMmFd0AAAAA7IpKWQBA6bi7S6dPW3rItmhh72iAm2M0StHR9o4CAAAAQC1HUhYAUHokuAAAAAAAKDHaFwAAAAAAAABAJSIpCwAAAAAAAACViKQsAACAJJlMlnYcJpO9IwEAAABQw9FTFgAAIDNT8ve33A8Pt/RLBgAAAIAKQqUsAABAZuaV+5cu2S8OAAAAALUClbIAAKD2Mpkst5CQK2Ph4dK+fZb7RiNVswAAAADKHZWyAACg9oqJsU3IFggJsdxiYio/JgAAAAA1HpWyAACg9oqMlAYNks6etVTIStK8eVJYmOU+VbIAAAAAKgBJWQAAUHsVtCe4uqds165Sly72iwkAAABAjUf7AgDA9ZlMUnS05StQU7m7X+kj6+pq31gAAAAA1HhUygIAipeZKfn7W+6Hh/NRbtRsRqM0cybrHAAAAECFIykLACje1R/pvnTJfnEAlcFotFSFAwAAAEAFIykLACjMZLLcrt6VPjz8yse7C/pwAgAAAACAEqOnLACgsJgY24RsgZAQyy0mpvJjAgAAAACghiApCwAoLDLSUhW7efOVsXnzLGP79lmOA7UJG94BAAAAKEe0LwAAFFbQnuDqnrJdu0pdutgvJsBe2PAOAAAAQDmjUhYAUDx39yt9ZF1d7RsLYC9seAcAAACgnFEpCwC4PqNRmjmT6kDUPmx4BwAAAKCCVOlK2dzcXL3wwgtq3ry5XF1d1aJFC/31r39Vfn6+dY7ZbFZ0dLT8/f3l6uqqsLAwJSYm2pwnKytLTz31lBo1aiR3d3cNGjRIJ0+etJlz7tw5jRo1Sp6envL09NSoUaOUnp5eGS8TAKo2o9HSS5PkE2obNrwDAAAAUEGqdFL29ddf19tvv60333xTSUlJmjNnjv72t79p8eLF1jlz5szR/Pnz9eabb2rPnj3y8/NTeHi4fvvtN+ucyZMn69NPP9Xq1au1Y8cOXbhwQQMGDFBeXp51zsiRI5WQkKCNGzdq48aNSkhI0KhRoyr19QIAgCqEDe8AAAAAVJAq3b5g586dGjx4sPr37y9JatasmVatWqW9e/dKslTJLly4UM8//7yGDh0qSYqNjZWvr69WrlypyMhIZWRk6L333tPy5cvVp08fSdKKFSsUEBCgL7/8UhEREUpKStLGjRu1a9cude3aVZL0zjvvqFu3bjp48KBat25dZHxZWVnKysqyPj5//rzla9Z5KavIp6AGOZ913uYrUBKsH5QF66eSNHSXGgZKmZny+H3oQudg5QcHXplTDX8GrB+UFmsHZcH6QVmwflAWrB+Uls3aqYA8n8FsNpvL/7Tl47XXXtPbb7+tTZs2qVWrVtq/f7/69u2rhQsXasSIEfrll1/UsmVLxcfHq3PnztbnDR48WF5eXoqNjdXWrVvVu3dvnT17Vg0aNLDO6dixo4YMGaJZs2bp/fff15QpUwq1K/Dy8tKCBQv06KOPFhlfdHS0Zs2aVfjAXyS5lMd3AAAAVAWdT0vxS6Qu46Xv/O0dDQAAAIBKdVnSa1JGRoY8PDxuOP1mVOlK2WeffVYZGRm67bbb5ODgoLy8PL3yyisaMWKEJCk5OVmS5Ovra/M8X19fHTt2zDrHycnJJiFbMKfg+cnJyWrcuHGh6zdu3Ng6pyjTp0/XlClTrI/Pnz+vgIAAnZhyotx+QKi6zmedV8CCAJ14+oQ8nPl5o2RYPygL1k/lM5iSleWzVF8/8ajMRj97h1MmrB+UFmsHZcH6QVmwflAWrB+U1tVrR1lSwGsB5Xr+Kp2U/de//qUVK1Zo5cqVCg4OVkJCgiZPnix/f3+NGTPGOs9gMNg8z2w2Fxq71rVzipp/o/M4OzvL2dm50LiHswe/6LUIP2+URZVZPyaTZdOiyEg29KpGqsz6qQ2aeUgvv6rC/9X/XTX8HWL9oLRYOygL1g/KgvWDsmD9oLQqat1U6aTsM888o7/85S/64x//KElq3769jh07pldffVVjxoyRn5+lUiU5OVnGq/4HKCUlxVo96+fnp+zsbJ07d86mWjYlJUWhoaHWOWfOnCl0/dTU1EJVuABQ42RmSv6/fx47PLzaJJSAKoPfIQAAAAAlVMfeAVzPxYsXVaeObYgODg7Kz8+XJDVv3lx+fn7afNWuyNnZ2fr666+tCdeQkBA5OjrazDGZTDpw4IB1Trdu3ZSRkaFvv/3WOmf37t3KyMiwzgGAGisz88r9S5fsFwdQHWVm8jsEAAAAoMSqdKXswIED9corr+iWW25RcHCwvvvuO82fP1+PPfaYJEvLgcmTJ2v27NkKCgpSUFCQZs+eLTc3N40cOVKS5Onpqccff1xTp06Vt7e3GjZsqKioKLVv3159+vSRJLVp00b9+vXTuHHjFBMTI0kaP368BgwYoNatW9vnxQNARTOZLLeQkCtj4eHSvn2W+0YjFX/A9ZhMVypkC/A7BAAAAOAmVOlK2cWLF2vYsGGaMGGC2rRpo6ioKEVGRuqll16yzpk2bZomT56sCRMm6Pbbb9epU6e0adMm1a9f3zpnwYIFGjJkiIYPH67u3bvLzc1N69evl4ODg3XOBx98oPbt26tv377q27evOnTooOXLl1fq6wWAShUTY5uQLRASYrn9/kcqAMUo7neE3yEAAAAAN1ClK2Xr16+vhQsXauHChcXOMRgMio6OVnR0dLFzXFxctHjxYi1evLjYOQ0bNtSKFSvKEC0AVDORkdKgQdLZs5bqPkmaN08KC7Pcp8IPuL7ISMvvzqVL/A4BAAAAKJEqnZQFAFSggo9WX90Ps2tXqUsX+8UEVCf8DgEAAAAopSrdvgAAUAnc3a/0wHR1tW8sQHV0o98hk0mKjrZ8BQAAAACVoFJ2ypQpN33S+fPnlyoYAICdGI3SzJl83Boorev9DplM0qxZlnYh/I4BAAAAUAmSst99991NzTMYDKUOBgBgJ0ajpZIPQOkU9zuUknJlQ72zZys1JAAAAABV100nZb/66quKjAMAAKDmMJkst4KErGTZDKygzUFBP1oAAAAAtRI9ZQEAAMpbTIxtQrZASIjlFhNT+TEBAAAAqDJuulL2Wnv27NFHH32k48ePKzs72+bYmjVryhwYAABAtRUZaekhe/aspUJWkubNk8LCLPepkgUAAABqtVJVyq5evVrdu3fXDz/8oE8//VQ5OTn64YcftHXrVnl6epZ3jAAAANWL0Sh16SJ163ZlrGtXy1iXLiRlAQAAgFquVEnZ2bNna8GCBdqwYYOcnJy0aNEiJSUlafjw4brlllvKO0YAAIDqyd39Sh9ZV1f7xgIAAACgyihVUvbnn39W//79JUnOzs7KzMyUwWDQ008/rSVLlpRrgACAcmIyWXaHN5nsHQlQuxiN0syZRVfH8nsJAAAA1Eql6inbsGFD/fbbb5KkJk2a6MCBA2rfvr3S09N18eLFcg0QAFAOMjMlf3/L/fBwPjoNVCaj0ZJ4vRa/lwAAAECtVaqkbI8ePbR582a1b99ew4cP16RJk7R161Zt3rxZvXv3Lu8YAQBllZl55f6lS/aLA8AV/F4CAAAAtVapkrJvvvmmLl++LEmaPn26HB0dtWPHDg0dOlQzZswo1wABAGVgMlluISFXxsLDr/S4NBqpzgMqG7+XAAAAQK1X4p6yubm5Wr9+verUsTy1Tp06mjZtmtatW6f58+erQYMG5R4kAKCUYmJsEz8FQkIst5iYyo8JqO34vQQAAABqvRJXytatW1dPPvmkkpKSKiIeAEB5ioyUBg2Szp61VOJJ0rx5UliY5T7VeEDlu9nfS5PJkqCNjOR3FQAAAKhhStW+oGvXrvruu+906623lnc8AIDyVPAx6Kt7V3btKnXpYr+YgNruZn8vTSZp1ixLApekLAAAAFCjlCopO2HCBE2dOlUnT55USEiI3N3dbY536NChXIIDAJQTd3dLv8qQEMnV1d7RAJCu/3uZknKlxcHZs5UfGwAAAIAKVaqk7EMPPSRJmjhxonXMYDDIbDbLYDAoLy+vfKIDAJQfo1GaOZOKO6Aqufb3kk3AAAAAgFqhVEnZI0eOlHccAICKZjRK0dH2jgLA1a79vYyJsbQsuFZBknbmTH6PAQAAgBqgVElZeskCAABUADYBAwAAAGqFUiVl161bV+S4wWCQi4uLAgMD1bx58zIFBgAAUOvczCZgmZmSv7/lfng4SVkAAACgGipVUnbIkCHWHrJXu7qv7N133621a9eqQYMG5RIoAABArXG9TcCuTtheulS5cQEAAAAoF3VK86TNmzfrjjvu0ObNm5WRkaGMjAxt3rxZd955pzZs2KBvvvlGaWlpioqKKu94AQAAaoeiNgGLj5d8fa/MCQ+3jMXHW44DAAAAqBZKVSk7adIkLVmyRKGhodax3r17y8XFRePHj1diYqIWLlyoxx57rNwCBQAAqFXYBAwAAACosUqVlP3555/l4eFRaNzDw0O//PKLJCkoKEi//vpr2aIDAACAxc1uAgYAAACgyitVUjYkJETPPPOM/vnPf8rHx0eSlJqaqmnTpumOO+6QJP30009q2rRp+UUKAABQm93MJmAAAAAAqoVS9ZR97733dOTIETVt2lSBgYEKCgpS06ZNdfToUb377ruSpAsXLmjGjBnlGiwAAECtV7AJmFR4EzDJ0ls2OpoeswAAAEAVVqpK2datWyspKUlffPGFDh06JLPZrNtuu03h4eGqU8eS5x0yZEh5xgkAuBkmk6XvZGQkH2UGarJrNwErkJkp+ftb7oeH8z4AAAAAVFGlSspKksFgUL9+/RQWFiZnZ2cZDIbyjAsAUFIkY4Da49pNwApc3drg0iXLY3f3SgsLAAAAwM0pVfuC/Px8vfTSS2rSpInq1aunI0eOSJJmzJih9957r1wDBADcpGuTMQBqD5NJio+XfH2vjIWHS/XqWcZpZQAAAABUKaVKyr788statmyZ5syZIycnJ+t4+/btrT1lAQCVpLhkTHw8yRigtoiJkUJCij4WEmI5DgAAAKDKKFVS9p///KeWLFmihx9+WA4ODtbxDh066Mcffyy34AAAN6G4ZExICMkYoLaIjLRs/rV585WxefOkHTss45GR9osNAAAAQCGl6il76tQpBQYGFhrPz89XTk5OmYMCAJRAZKQ0aJB09qylQlayJGPCwiz36S0L1HxGo+V2dRuTrl2l7t3tFxMAAACAYpUqKRscHKzt27fr1ltvtRn/6KOP1Llz53IJDABwk4pLxnTpYr+YANiHu7ulMjYkRHJ1tXc0AAAAAIpRqqTszJkzNWrUKJ06dUr5+flas2aNDh48qH/+85/asGFDeccIALgZJGMASJY/0sycSZU8AAAAUIWVqqfswIED9a9//Uuff/65DAaDXnzxRSUlJWn9+vUKL/joLACg8pGMAWA0StHRvA8AAAAAVVipKmUlKSIiQhEREeUZCwCgrAqSMQBQDIMpWTO/kgxjkqVmHvYOBwAAAKiVSlUp26JFC6WlpRUaT09PV4sWLcocFAAAACpAZqbqN2+t6K8lw5Ej9o4GAAAAqLVKlZQ9evSo8vLyCo1nZWXp1KlTZQ4KAAAAFeDqDQEvXbZfHAAAAEAtV6L2BevWrbPe/+KLL+Tp6Wl9nJeXpy1btqhZs2blFhwAAADKgclkuYWEWIfq9R9i2RxQsrQ+oQctAAAAUGlKlJQdMmSIJMlgMGjMmDE2xxwdHdWsWTPNmzev3IIDAABAOYiJkWbNKjxekKSdOZN+1AAAAEAlKlFSNj8/X5LUvHlz7dmzR40aNaqQoAAAAFCOIiOlQYOks2el8HBJ0qXXX5Frn36W41TJAgAAAJWqREnZAkfYGAIAAKD6KGhPcFVP2bw7QqQuXewYFAAAAFB7lSopK0lbtmzRli1blJKSYq2gLfD++++XOTAAAACUM3d3Xdj5tep1u1dydbV3NAAAAECtVac0T5o1a5b69u2rLVu26Ndff9W5c+dsbgAAAKiazH5+ir7X8hUAAACAfZQqKfv2229r2bJl2r17t9auXatPP/3U5laeTp06pUceeUTe3t5yc3NTp06dtK9gp2BJZrNZ0dHR8vf3l6urq8LCwpSYmGhzjqysLD311FNq1KiR3N3dNWjQIJ08edJmzrlz5zRq1Ch5enrK09NTo0aNUnp6erm+FgAAAHszG/00q6flKwAAAAD7KFVSNjs7W6GhoeUdSyHnzp1T9+7d5ejoqP/85z/64YcfNG/ePHl5eVnnzJkzR/Pnz9ebb76pPXv2yM/PT+Hh4frtt9+scyZPnqxPP/1Uq1ev1o4dO3ThwgUNGDBAeXl51jkjR45UQkKCNm7cqI0bNyohIUGjRo2q8NcIAAAAAAAAoHYpVU/ZJ554QitXrtSMGTPKOx4br7/+ugICArR06VLrWLNmzaz3zWazFi5cqOeff15Dhw6VJMXGxsrX11crV65UZGSkMjIy9N5772n58uXq06ePJGnFihUKCAjQl19+qYiICCUlJWnjxo3atWuXunbtKkl655131K1bNx08eFCtW7eu0NcJAAAAAAAAoPYoVVL28uXLWrJkib788kt16NBBjo6ONsfnz59fLsGtW7dOERERevDBB/X111+rSZMmmjBhgsaNGydJOnLkiJKTk9W3b1/rc5ydnXXvvfcqLi5OkZGR2rdvn3Jycmzm+Pv7q127doqLi1NERIR27twpT09Pa0JWku666y55enoqLi6u2KRsVlaWsrKyrI/Pnz9v+Zp1Xsoq8imoQc5nnbf5CpQE6wdlwfpBWbB+UFqsHZQF6wdlwfpBWbB+UFo2a6cC8nylSsp+//336tSpkyTpwIED5RmPjV9++UVvvfWWpkyZoueee07ffvutJk6cKGdnZ40ePVrJycmSJF9fX5vn+fr66tixY5Kk5ORkOTk5qUGDBoXmFDw/OTlZjRs3LnT9xo0bW+cU5dVXX9WsWbMKjQfMD5BcSvZaUX0FLAiwdwioxlg/KAvWD8qC9YPSYu2gLFg/KAvWD8qC9YPSClgQIF0u//OWKin71VdflXccRcrPz9ftt9+u2bNnS5I6d+6sxMREvfXWWxo9erR1nsFgsHme2WwuNHata+cUNf9G55k+fbqmTJlifXz+/HkFBAToxJQT8vDwuP6LQ7V3Puu8AhYE6MTTJ+ThzM8bJVOW9WMwJcvp3aXKfuJRNuqppXj/QVlcb/3w/oLr4b0HZcH6QVmwflAWrB+U1tVrR1lSwGvlm9gvUVK2oG/r9RgMBn3yySelDuhqRqNRbdu2tRlr06aN9fx+fpb/WUhOTpbRaLTOSUlJsVbP+vn5KTs7W+fOnbOplk1JSbFuVubn56czZ84Uun5qamqhKtyrOTs7y9nZudC4h7MHv+i1CD9vlEWJ109mptTc0lLF+b4BUrNWFRQZqgPef1AWhdYP7y+4Sbz3oCxYPygL1g/KgvWD0qqodVOnJJM9PT1veCvPCtHu3bvr4MGDNmOHDh3SrbfeKklq3ry5/Pz8tHnzZuvx7Oxsff3119aEa0hIiBwdHW3mmEwmHThwwDqnW7duysjI0Lfffmuds3v3bmVkZFjnAIDdZWZabgUuXbJfLABqHt5fAAAAgEpTokrZpUuXVlQcRXr66acVGhqq2bNna/jw4fr222+1ZMkSLVmyRJKlKnfy5MmaPXu2goKCFBQUpNmzZ8vNzU0jR46UZEkkP/7445o6daq8vb3VsGFDRUVFqX379urTp48kS/Vtv379NG7cOMXExEiSxo8frwEDBhS7yRcAVCqTSfL3tx0LD5f27bPcNxotNwAoKZPJcgsJuTLG+wsAAABQoUpUKVvZ7rjjDn366adatWqV2rVrp5deekkLFy7Uww8/bJ0zbdo0TZ48WRMmTNDtt9+uU6dOadOmTapfv751zoIFCzRkyBANHz5c3bt3l5ubm9avXy8HBwfrnA8++EDt27dX37591bdvX3Xo0EHLly+v1NcLAMX6/Q9GhYSEWG7FHQeAG4mJsU3IFuD9BQAAAKgwpdroqzINGDBAAwYMKPa4wWBQdHS0oqOji53j4uKixYsXa/HixcXOadiwoVasWFGWUAGg4kRGWirXLl2yfJWkefOksDDLfarYAJRWZKQ0aJB09izvLwAAAEAlqfJJWQCArnx8+Oqej127Sl262C8mADUD7y8AAABApavS7QsAANdwd7/S59HV1b6xAKhZeH8BAAAAKg1JWQCoboxGaeZMPlIMoPzx/gIAAABUCtoXAEB1YzRK1+mjDQClxvsLAAAAUCmolAUAAAAAAACASkRSFgAAADdmMlmqaE0me0cCAAAAVHu0LwAAAMD1ZWZK/v6W++Hh9JwFAAAAyohKWQAAAFxfZuaV+5cu2S8OAAAAoIagUhYAAABFM5kst5CQK2Ph4dK+fZb7RiNVswAAAEApUCkLAACAosXE2CZkC4SEWG4xMZUfEwAAAFADUCkLAACAokVGSoMGSWfPWipkJWnePCkszHKfKlkAAACgVEjKAgAAoGgF7Qmu7inbtavUpYv9YgIAAABqANoXAAAA4Prc3a/0kXV1LXzcZJKioy1fAQAAANwQSVkAAADcmNEozZxZdMsCk0maNYukLAAAAHCTaF8AAACAGzMaLdWw10pJubIZ2NmzlRoSAAAAUF2RlAUAAEDJmUyWW0FCVrJsBlbQ5qCgHy0AAACAQmhfAAAAgJKLibFNyBYICbHcYmIqPyYAAACgmiApCwAAgJKLjLRUxW7efGVs3jzL2L59luMSm4ABAAAARaB9AQAAAEquoD1BZuaVsa5dpS5dbOcVbAI2aBDtDAAAAIDfUSkLAFUNVWUAqhN39yt9ZF1dbY+xCRgAAABQJJKyAFDVFFSVkZQFUF0YjdLMmVcqYU0mKT5e8vW9Mic83DIWH8/7GwAAAGo9krIAUJVQVQagOjIaLRX+BUnZkmwCxqcDAAAAUAvRUxYAqgKTyXK7OokRHn7lI8EFvRsBoDqIjLT0kD171vJeJlk2AQsLs9y/+v2MnrMAAACohaiUBYCqoCRVZQBQ1RmNlg2/unW7MlawCViXLlc2COPTAQAAAKilqJQFgKqgJFVlAFBdFGwCFhJiuwmYyST5+9vO5dMBAAAAqEVIygJAVVCQgMjMvDJWUFUGANXZtZuAScVX/xdUzc6caekzCwAAANRQJGUBoCoprqoMAKqrgk3ArhYZaamMvXSJTwcAAACgViIpCwBVTVFVZQBQk9zspwNMJktVbWQk74kAAACoUUjKAkBVU1RVGQDURNf7dEBm5pW+s+HhJGUBAABQo9SxdwAAAACoxYr7dMDVVbSXLlVuTAAAAEAFo1IWAAAA9nPtpwNMJsutYNMvyVIpu2/flflUzQIAAKCao1IWAAAAVUdMjG1CtkBIiOUWE1P5MQEAAADljEpZAAAAVB2RkdKgQdLZs5YKWUmaN08KC7Pcp0oWAAAANQBJWQAAAFQdV7cnKNgELCxM6tLFrmEBAAAA5Yn2BQAAAAAAAABQiUjKAgAAoGoyGqWZM2lZAAAAgBqHpCwAAACqJqNRio4uOilrMlmOmUyVHRUAAABQZiRlAQAAUP2YTNKsWSRlAQAAUC2RlAUAAED1kpJi2QBMks6etW8sAAAAQCnUtXcAAAAAwE0xmSy3goSsJIWHS/v2We4bjfSfBQAAQLVApSwA2IHBlKyZX1m+AgBuUkyMbUK2QEiI5RYTU/kxAQAAAKVApSwAVLbMTNVv3lrRki4cOSI1a2XviACgeoiMlAYNsrQsCA+3jM2bJ4WFWe5TJQsAAIBqgqQsAFS2zMwr9y9dtl8cAFDdFLQnuPp9tGtXqUsX+8UEAAAAlALtCwCgsphMUny85OtrHarXf4hlLD6eHcQB4Ga5u1/pI+vqat9YAAAAgFIgKQsAlYVeiABQfoxGaeZMWhYAAACgWqJ9AQBUliJ6IV56/RW59ulnOU5iAQBuntEoRUfbOwoAAACgVKpVpeyrr74qg8GgyZMnW8fMZrOio6Pl7+8vV1dXhYWFKTEx0eZ5WVlZeuqpp9SoUSO5u7tr0KBBOnnypM2cc+fOadSoUfL09JSnp6dGjRql9PT0SnhVAGoNo9HS97BPH13Y+bUkKe+euy1jXbqQlAUAAAAAoJaoNknZPXv2aMmSJerQoYPN+Jw5czR//ny9+eab2rNnj/z8/BQeHq7ffvvNOmfy5Mn69NNPtXr1au3YsUMXLlzQgAEDlJeXZ50zcuRIJSQkaOPGjdq4caMSEhI0atSoSnt9AAAAAAAAAGqHatG+4MKFC3r44Yf1zjvv6OWXX7aOm81mLVy4UM8//7yGDh0qSYqNjZWvr69WrlypyMhIZWRk6L333tPy5cvVp08fSdKKFSsUEBCgL7/8UhEREUpKStLGjRu1a9cude3aVZL0zjvvqFu3bjp48KBat25dZFxZWVnKysqyPj5//rzla9Z5KavIp6AGOZ913uYrUBIXGrpr7r3S+IbuymcNoYR4/0FZ1Ib1YzAly+ndpcp+4lGZjX72DqfGqA1rBxWH9YOyYP2gLFg/KC2btVMBeT6D2Ww2l/9py9eYMWPUsGFDLViwQGFhYerUqZMWLlyoX375RS1btlR8fLw6d+5snT948GB5eXkpNjZWW7duVe/evXX27Fk1aNDAOqdjx44aMmSIZs2apffff19Tpkwp1K7Ay8tLCxYs0KOPPlpkXNHR0Zo1a1bhA3+R5FIerxwAAAAl4ZYtZc623O/+mBR3i33jAQAAQA1wWdJrUkZGhjw8PMrllFW+Unb16tWKj4/Xnj17Ch1LTk6WJPn6+tqM+/r66tixY9Y5Tk5ONgnZgjkFz09OTlbjxo0Lnb9x48bWOUWZPn26pkyZYn18/vx5BQQE6MSUE+X2A0LVdT7rvAIWBOjE0yfk4czPGyXD+kFZsH5QFjV+/aSkSrMDJUlfPLBW+b172jmgmqPGrx1UKNYPyoL1g7Jg/aC0rl47ypICXgso1/NX6aTsiRMnNGnSJG3atEkuLsWXnhoMBpvHZrO50Ni1rp1T1PwbncfZ2VnOzs6Fxj2cPfhFr0X4eaMsWD8oC9YPyqLGrR+TyXILCbEO1es/RNq3z/LAaGRDxXJS49YOKhXrB2XB+kFZsH5QWhW1bqr0Rl/79u1TSkqKQkJCVLduXdWtW1dff/213njjDdWtW9daIXttNWtKSor1mJ+fn7Kzs3Xu3Lnrzjlz5kyh66emphaqwgUAAEAVFBNjk5C1Cgmx3GJiKj8mAAAAoBhVOinbu3dv/e9//1NCQoL1dvvtt+vhhx9WQkKCWrRoIT8/P23evNn6nOzsbH399dcKDQ2VJIWEhMjR0dFmjslk0oEDB6xzunXrpoyMDH377bfWObt371ZGRoZ1DgAAAKqwyEhLVexV/+bTvHmWsX37LMcBAACAKqJKty+oX7++2rVrZzPm7u4ub29v6/jkyZM1e/ZsBQUFKSgoSLNnz5abm5tGjhwpSfL09NTjjz+uqVOnytvbWw0bNlRUVJTat2+vPn36SJLatGmjfv36ady4cYr5vYpi/PjxGjBggFq3bl2JrxgAAAClcnV7gn37LNWxYWFSly52DQsAAAAoSpVOyt6MadOm6dKlS5owYYLOnTunrl27atOmTapfv751zoIFC1S3bl0NHz5cly5dUu/evbVs2TI5ODhY53zwwQeaOHGi+vbtK0kaNGiQ3nzzzUp/PQBqEJPJ8nHZyEj6GAIAAAAAAKtql5Tdtm2bzWODwaDo6GhFR0cX+xwXFxctXrxYixcvLnZOw4YNtWLFinKKEgBkScrOmiUNGkRSFgAqk9EozZzJey8AAACqrCrdUxYAqq2UlCsbzpw9a99YAKC2MRql6Oiik7Imk+WYyVTZUQEAAABWJGUBoDyZTFJ8vOTre2UsPNwyFh9PEgAA7K3gUwy8HwMAAMCOSMoCQHmKiblSIXu1kBDL7ffNBAEAdsCnGAAAAFBFVLuesgBQpUVGWnrInj1rqZCVpHnzLDuAS/Q3BAB7MJkst6v/aBYeLu3bZ7lvNPL+DAAAgEpFpSwAlCejUerSRerW7cpY166WsS5d+J9+ALAHPsUAAACAKoZKWQCoCO7ulgqskBDJ1dXe0QBA7canGAAAAFDFkJQFgIpiNEozZ/I/+wBgb1e3Jyj4g1lYmOUTDAAAAIAd0L4AACqK0ShFR5OUBYDqxGSyvHebTPaOBAAAADUYSVkAAADUHjf6FIPJJM2aRVIWAAAAFYr2BQAAAKg9Cj7FcK3MTMutYEOws2crNSwAAADULlTKAkBZ8DFXAKj+TCapXj3J1/fKWHi4FB9vufEeDwAAgHJGUhYAyoKPuQJA9RcTU/R4SIjlVnCcP8QBAACgnNC+AABKKyWFj7kCQE0QGWmpjL10yfJVkubNk8LCLPcL+s8W/CFu0CA2cQQAAECZkJQFgJIymSy3goSsZPmf+H37LPeNRv5nHQCqk6vft/fts7y/h4VJXbpcmXOjP8SZTJaK2shI/hsAAACAG6J9AQD8f3v3Hx1Vfed//DUBEiIhAYqQSZMCrWj5rSDFSGqQBsi2Gqmn1a4VZN3vki6ELmLd/nQTPF2hVkBbCobaL3pkPXh6iuiu3UBQDE0BxQQWtFStZQXLxPAVSCCEEMnn+8dlJpnfM5lkZjLzfJwzZ8j93LnzSfIm87nv+/m8b7gqK90Tsk6ey1wBAH2fw2HVlQ1Ub7alRcrJsWbR/vWvsesrAAAA+gySsgAQrtJSayZVdXXntjVrrG11dVY7AKBvstul8vLO2a6hXIhraenc3trqvS+1aAEAAOCB8gUAEK5QlrkCAPomu91KoDqVllo1ZE+f9q43e+qU9bXnLNqu5WwyM61ZtM42ShsAAABAzJQFAAAA/LPbrYtuRUWdyVbnhbh9+6TiYu/XhDOLFgAAAEmJpCwABBNo2annMlcAQPIIVM6mqkrKzw9cixYAAABJi6QsAATjcFg3b/GXlK2oICkLAMnA80JcpLNoAQAAkLSoKQsAgTQ2dt7g5fTp2PYFABBbnvVmAwlUi9Z5LMm64FdZae3PBT4AAICkQVIWAHxxOKxH1ztue968hZNnAICTr1m0odwU0rkao6SEzxUAAIAkQvkCAPClstI9IevEslMAgC/dKWfDagwAAICkxUxZAPAl1GWnAAAE4zmLltUYAAAASY+ZsgDgS6Cbt0ydyskyACB0nrNoWY0BAACQ9JgpCwAAAEQTqzEAAACSHklZAAjGc9kpAACRCPUmYAAAAEhYJGUBIBjnslMAAAAAAIAeQE1ZAHA4rKSrwxHrngAAkk2g1Rh8PgEAACQskrIA4HBIK1dy0gsAiD7Pm4B1xecTAABAwiIpCyC5NTZ23gH79GmppSW2/QEAQOLzCQAAIMGRlAWQnBwOqb5eGjmyc9ucOVJGhrWdWUkAgFjg8wkAACApkJQFkJwqKztnIHmaNs1qBwAg2vh8AgAASAr9Y90BAIiJ0lKppMRaEjpnjrVtzRppxgwpPd13bT8AAHobn08AAABJgaQsgORkt3ee2NbVWbOPZs2Spk6NabcAAEmOzycAAICkQPkCAMnB4bDubk0tPgAAAAAAEGMkZQEkB4dDWrnSd1LWbpfKy1kSCgCIL8E+n7jgCAAA0GeRlAWQ+FpapNZW69/O567sduuklqQsACCeBPt8CnTBEQAAAHGNmrIAEpfDYT263sW6oMCq0Se51+0DAKAvaWzs/Hw7fTq2fQEAAEDYmCkLIHFVVronZJ2mTbMelZXR7xMAAJFwOKT6emnkyM5tc+ZY2+rrmTULAADQR5CUBZC4SkutWbHV1Z3b1qyxttXVWe0AAPQloV5wpN4sAABAXKN8AYDE1bU8QV2ddbI6a5Y0dWpMuwUAQLeVlkolJVaN9EOHpLIyaf16KT/fand+7jnrzZaUUKoHAAAgDpGUBQAAAPqKrhcc09Ot5/x89wuO1JsFAACIe5QvAJA4Ai3VtNul8nJmCwEAEleo9WYpbQAAABBzJGUBJA7nUk1/SdmKCpKyAIDE4XnBMZx6s/4+LwEAABAVcZ2UXbVqlaZPn67BgwdrxIgRmj9/vt599123fYwxqqioUE5OjtLT0zVr1iy98847bvu0tbVp2bJlGj58uAYNGqSSkhJ99NFHbvucOXNGCxYsUFZWlrKysrRgwQKdPXu2t79FAD2lpcWqryd1PgMAkMg8LziGcoNLShsAAADEhbhOytbU1Gjp0qXav3+/qqur9emnn2ru3LlqaWlx7fPYY49p7dq1Wr9+vQ4cOKDs7GzNmTNH586dc+2zfPlyvfjii9q6datqa2t1/vx53Xbbbbp8+bJrn3vuuUeHDh1SVVWVqqqqdOjQIS1YsCCq3y+AbnAu1czIkAoKrG0FBd5LNQEASHR2u1VbtqjISsJKnTe4tNutz8RgpQ0AAAAQFXGdlK2qqtKiRYs0YcIETZkyRZs3b9bx48dVd2WQaYzRE088oR//+Me68847NXHiRD377LO6cOGCnn/+eUlSU1OTfvOb32jNmjUqKirSDTfcoC1btujIkSPatWuXJOno0aOqqqrS008/rfz8fOXn5+vXv/61/uu//strZi6AOBPqUk0AAJJZOKUNqDcLAADQ6/rHugPhaGpqkiQNGzZMknTs2DE1NDRo7ty5rn3S0tJUWFiovXv3qrS0VHV1dWpvb3fbJycnRxMnTtTevXs1b9487du3T1lZWZoxY4Zrn5tuuklZWVnau3evrrvuOp/9aWtrU1tbm+vr5uZm67mtWWrz+RIkkOa2ZrdnxIZt0T2yFc+WTp9RxtfmS5Jaf/bvunyLNWvWZGfLxOHviPhBJIgfRIL4SQ62YRlK/fEPdGlYhkxbc8iflykfvq+MlSt1vni2OoYNcjsmsYNIED+IBPGDSBA/6C632OmFPF+fScoaY7RixQoVFBRo4sSJkqSGhgZJ0siuy7CufP3hhx+69klNTdXQoUO99nG+vqGhQSNGjPB6zxEjRrj28WXVqlVauXKl1/a8tXnSwDC+OfRpeevyYt0FXHHDYql+kzTzgx/rYB8pK0v8IBLEDyJB/CSBAZKeXe212d/n5fDz0qnHrX/fsaFQr33B92GJHUSC+EEkiB9EgvhBd+Wty5Mu9vxx+0xStqysTIcPH1Ztba1Xm81mc/vaGOO1zZPnPr72D3acH/7wh1qxYoXr6+bmZuXl5enEihPKzMwM+P7o+5rbmpW3Lk8nHjihzDR+3/Eg5eAhaVOh9vxDjTpuuD7W3QmI+EEkiB9EgviB5+elzdEgW0ODMvILXfu8+px0fl+NpCuzaO3ZxA4iQvwgEsQPIkH8oLu6xo7apLzVPZvY7xNJ2WXLlunll1/Wnj17lJub69qenZ0tyZrpanfedVZSY2Oja/Zsdna2Ll26pDNnzrjNlm1sbNTNN9/s2ufjjz/2et9Tp055zcLtKi0tTWlpaV7bM9My+Y+eRPh9R5nDYdW9Ky3tvNu006ixUnm5MkaNlfrI74T4QSSIH0SC+Elinp+Xz6yVfKz+ciVpy8uligrZHA0q3y1l3XdBg0fneu0PhIK/PYgE8YNIED/ort6Km7i+0ZcxRmVlZdq2bZtee+01jRkzxq19zJgxys7OVnV1tWvbpUuXVFNT40q4Tps2TQMGDHDbx+Fw6O2333btk5+fr6amJr355puufd544w01NTW59gEQJxwO68TR1w1I7Hbr5iSeyVoAANDJ8/OytFSqq5Nqa6X1661t69db2+rqrHZJtoYGVdRYzwAAAIhMXM+UXbp0qZ5//nm99NJLGjx4sKu+a1ZWltLT02Wz2bR8+XI9+uijGjt2rMaOHatHH31UV111le655x7Xvv/4j/+oBx98UJ/5zGc0bNgwfe9739OkSZNUVFQkSRo3bpyKi4v1T//0T6q8cufZxYsX67bbbvN7ky8AMdDSIrVeKX7X2keKxgIAEO/s9s4EbXq69ZyfL02d2rlPY2PnzNnTZ6LbPwAAgAQU10nZjRs3SpJmzZrltn3z5s1atGiRJOlf//Vf1draqiVLlujMmTOaMWOGdu7cqcGDB7v2X7dunfr376+77rpLra2t+spXvqJnnnlG/fr1c+3zH//xH/rud7+ruXPnSpJKSkq03jlTAEBsORzWY9q0zm0FBdbsHcn9ZBIAAPQcH5/BGV+b7/szOFCJIQAAALiJ+/IFvh7OhKxk3aCroqJCDodDFy9eVE1NjSZOnOh2nIEDB+qXv/ylPvnkE124cEH/+Z//qbw89+K8w4YN05YtW9Tc3Kzm5mZt2bJFQ4YMicJ3CSCoykr3hKzTtGnW48oMdwAAECG73aoh60yqhvMZHKjEEAAAANzE9UxZAJBkzbgpKZFOn5bmzLG2rVkjOWfRMxsHAICe4aw36+TjM7j1Z/+u9KLizv1bWqx/ByoxxCxaAAAANyRlAcS/rksj6+qsmTmzZrnXugMAAD2vy2fw+X01ysgv1OVbCjo/gx0OKSPD/TW+Sgw5Z9GWlJCUBQAAUJyXLwAAAAAQx/yVEOpa3qCxsbMEwunT0esbAABAHCMpCyD+OBzW0klfNek8a90BAICoMNnZqii0nl1KS6XaWqm6unPbmjXWTNmqKik/Xxo5srNtzhypvt56UHsWAAAkMZKyAOJPoBuFOGvdkZQFACCqjD1bK2+1nl3sdmnmTKmoqLNkgbPE0L59UnGx94E8bxIW6GIsAABAgiIpCyC+tLQEvlEIAADoG0pLrUStr1m0dXVWuxT4YiwAAECC4kZfAOKDw2E9nDXnJN83CgEAAPHJs8RQKDfqpN4sAABIUsyUBRAfKivdE7JOnkscAQBAfAqnxJDDYdWVpd4sAABIUiRlAcSHUJc4AgCAvsdzFm2oF2OpNwsAABIU5QsAxIdQljgCAIC+yTmL1qm0VCopsUoWzJljbVuzxvrsd+4vddabLSmhjBEAAEgoJGUBAAAARBf1ZgEAQJKjfAGA2Ai0HNFziSMAAEgeodabpbQBAADow0jKAogN53JEf0nZUG8UAgAA+rZI6s36G0sAAADEOcoXAIiulhbrwXJEAAAgda/ebLDSBg6HlbwtLeUiLwAAiEvMlAUQPQ6HlJERfDkiAABIXna7VVu2qMiqNyt11pu1263xQiilDZhFCwAA4hhJWQDR41xu6MlzOSIAAIAvoZQ28JxF29LivT/1aAEAQIxRvgBA9JSWdi5DPHRIKiuT1q+X8vOtbSwvBAAAXXnWmw1U2uDUKetrz1m0kjXj1m7vPI5zJm1Jiff4g9IHAAAgCpgpCyB67HZp5kzr4UzE5udbyxGdSxIBAACcPG/+Gai0wb59UnGx7+N0XZETSj1aSh8AAIBeRlIWQO9gWSAAAIim0lIrUVtd3bltzRqpttbaPn++VXc2UD3alhaptdVqcz53xfgGAAD0EJKyAHpHsFkmnssRAQAAwuE5lvA3i3bmTGv79u2B69FWVFg3JC0osLYXFIR3AzEStgAAIAwkZQH0vGDLAiXv5YgAAADhCHcs4ZxJW1tr1bSXrOe6OmnxYmnTJu/XBLqBmCcStgAAIAzc6AtAz3E4rEfXWShz5nTOVul6gw0AAIDe4mtFTtdxSHq69eysbV9RYSVtW1u9b0bq7wZiXcc3mZnByx74u7EYAABISsyUBdBzKisDLwt03mADAACgN4U7i9ZZ+sDXzUj93UAs1LIHwerUSsykBQAgCZGUBdB9nicQgZYF1tVZ7QAAALEWTm37SMoehFKnVgpeix8AACQcyhcA6D7PpXiBlgUCAADEC+dMWn9tnjcQ607Zg8pK/wlbyXqPiorgM2kdDutYpaWUPgAAIIGQlAXQPaEsxQMAAOhrAiVsfe0bLGF7+rRVg1aS1qyRZs2y/p2SYs2Y7Vr6qaDAuxY/9WgBAEhIlC8AEB6HwzqBCLYUL5xlgQAAAH1BOOMbZ53aoqLOROusWda2qVOl7duD1+JvbOzc5/Rp732pRQsAQJ9FUhZAeEK9mVe4N9gAAACId4HGN+FekHbWqq2u7ty2Zo21rarKmnE7cmRn25w53hfBA9WiJWELAEBcIykLIDBu5gUAABBcuAnbQDNp9+2Tiou9jxPuLFoStgAAxC1qygIIjJt5AQAARCacOrWSdZG7pMT3DcROnbL28ZxF27UWbb9+oSVsqVMLAEDMMFMWgH/BZmAAAAAgcp4zaZ2zaGfOtBKxUudF8GCzaCsqApc9COVmrcykBQCg1zFTFoA3h8N6dK0d6zkDw/ngZl4AAACRCWcmbaBZtJWV0qZN3q9xjukWL3ZvLyjwHt9JzKQFACAKmCkLwHs2BDfzAgAAiA/hzKKtqPBf+98zIevUdXzX0hJ8Ji2zaAEA6BHMlAXgPRsi0AwMiSQsAABAtIQzizZQ7f+KCmuM5298l5IiZWS4H8/XTFpm0QIA0CNIygLJztdsCG7mBQAAEP/CKSUVbHznL/HrXD1VXi499FDwWbSVlVby16NPNkeDyndLtvsapNGZwfsLAECCIykLJAvPQbKvurH+6ooBAAAg/gSaRRtu7f/SUuseApL3TNpTp6ztXWfShjmL1tbQoIoa6XxDgzT6Wvf3DpDMBQAgUVFTFkgWzkFyd+rGcjMvAACAviVQ7X9f4zu73apT66tW7b59UnGx93E869H6m0UbSp3aruNUzzZq2AIAEhAzZYFEEWiGga+BcKh1Y8OpYwYAAID4F+74LtC4MdAsWmdbcbGcrRmzi91n2GZmhpawpYYtACDBkJQFEoWvAWuoJQqoGwsAAAAnz5m0wW4gtnKl9zF8rcjybFu8WNq0qXO75zjVM2Hb0iINGuR+LEofAAD6KMoXAH2Jv+Vb/paEhVqiAAAAAHAKVPrAU2mplUitrbVmz0rWc12dVFVlPWpr1frEzyXJeq6r807IOjnHqRUV1uzbggJre0GB9XV9vftYmNIHAIA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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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" ] }, "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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zGi1fdBQwmSy3wguBFZSfio+39OdvDwAAAKhQV5WU/fTTT63bX3zxhXx9fa2P8/Ly9NVXX6lp06Z2Cw4AUMtcPnMPgP3Fxkpz5xa/LzTUMqu2cBIXAAAAgN1dVVJ2+PDhkiSDwaBx48bZ7HNxcVHTpk21YMECuwUHAKglSpq5V7BAETP3APuJjpaGDpXOnr00Q3bBAqlbN8nDg781AAAAoBJcVVI2Pz9fktSsWTPt3r1bDRo0qJCgAAC1TEkz9wqStMzcA+yn8Jcc8fGWv7PwcKlLF4eGBQAAANQm5aope/ToUXvHAQCozUqauRcebtlm5h4AAAAAoAYpV1JWkr766it99dVXOnPmjHUGbYG33377mgMDANQiBTP3CteU7daNmXtARTMaLTPRS/riw2SyzGSPjubLEQAAAMCOypWUnTt3rv7xj3/opptuktFolMFgsHdcAIDayMvr0s+pPTwcHQ1Q8xmNJZcGyciQgoIs2xERJGUBAAAAOypXUvb111/XihUrNGbMGHvHAwCo7a40cw9A5Sg8cz0z03FxAAAAADVQuZKy2dnZ6tGjh71jAQCg9Jl7ACqeyWS5FSy0J1lmysbHW7YLLxQGAAAAoFzqlOeghx56SO+//769YwEAAICjxcbaJmQLhIZabrGxlR8TAAAAUMOUa6bsxYsXtWzZMn355Zfq0KGDXFxcbPa/8sordgkOAAAAlSw6Who6VDp71jJDVpIWLJDCwy3bzJIFAAAArlm5krI//PCDOnXqJEnat2+fPeMBAACAIxUuT1Cw8F54uNSli0PDAgAAAGqSciVlv/76a3vHAQAAAAAAAAC1wlUlZSMjI6/Yx2Aw6KOPPip3QAAAAKgijEZpzhxKFgAAAAB2dlVJWV9f34qKAwAAAFWN0SjFxDg6CgAAAKDGuaqk7PLlyysqDgAAAAAAAACoFeo4OgAAAABUQyaTZRatyeToSAAAAIBqh6QsAAAArp7JJM2dS1IWAAAAKAeSsgAAALg6Z85IoaGW7bNnHRsLAAAAUA1dVU1ZAAAA1GImk+VWkJCVpIgIKT7esm00Wm4AAAAASsVMWQAAAJRNbKxtQrZAaKjlFhtb+TEBAAAA1ZBDk7LffvuthgwZoqCgIBkMBq1bt85mv9lsVkxMjIKCguTh4aHw8HDt37/fpk9WVpYee+wxNWjQQF5eXho6dKhOnjxp0+fcuXMaM2aMfH195evrqzFjxig1NdWmz/HjxzVkyBB5eXmpQYMGmjRpkrKzsyviaQMAWCAIqJ6ioy2zYjdtutS2YIGlLT7esh8AAADAFTk0KZuRkaGOHTtqyZIlxe5/6aWX9Morr2jJkiXavXu3AgMDFRERoT/++MPaZ8qUKfr444+1Zs0abdu2TefPn9fgwYOVl5dn7TN69GglJiYqLi5OcXFxSkxM1JgxY6z78/LyNGjQIGVkZGjbtm1as2aNPvroI02bNq3injwA1FYZGVJQkGWBoP/9z9HRALgaRqPUpYvUt++lkgXh4Za2Ll0oXQAAAACUkUNryg4cOFADBw4sdp/ZbNaiRYv09NNPKzIyUpK0cuVKBQQE6P3331d0dLTS0tL01ltvadWqVerbt68k6d1331VwcLC+/PJL9e/fXwcOHFBcXJx27typbt26SZLeeOMNhYWF6eDBg2rdurU2btyon376SSdOnFBQUJAkacGCBYqKitK8efPk4+NTbIxZWVnKysqyPk5PT7fcZ6VLWcUeggqWnpVucw+UF2OpAp1NVsGn6vm035Vfw19jxhLsoSqOozrZ5+Ut6Xz2+Rr/d1yTVMWxhOqJsQR7YSzBXhhLsAd7jKOyHmswm83mcl/FjgwGgz7++GMNHz5ckvS///1PLVq0UEJCgjp37mztN2zYMPn5+WnlypXavHmz+vTpo7Nnz6pevXrWPh07dtTw4cM1d+5cvf3225o6dWqRcgV+fn5auHCh7r//fs2ePVuffPKJ9u7da91/7tw51a9fX5s3b1bv3r2LjTkmJkZz584tuuNJSe7lfikAoEYK/EMy/iElLLNt7zLecm+qKyXVrfy4AJRP4B9S9PdS7E1F/3ZL2wcAAADUaBclvSClpaWVONFTcvBM2dIkJSVJkgICAmzaAwIC9Ouvv1r7uLq62iRkC/oUHJ+UlKRGjRoVOX+jRo1s+lx+nXr16snV1dXapzgzZ87U1KlTrY/T09MVHBysE1NPlPqio+KkZ6UreGGwTjx+Qj5uvAcoP8aS/bk987zcFrxQpL0gSZv19JPKenJmJUdV8RhLsIeqPI6mFtNWZ0+ivBfcpukvfKP8zp0qOySUoiqPJVQvjCXYC2MJ9sJYgj3YYxylp6cr+IXgK/arsknZAgaDweax2Wwu0na5y/sU1788fS7n5uYmNze3Iu0+bj58ADgY7wHshbFkR49OkiLvls6elSIiLG0LFljqUUpyMxrlVoNfa8YS7KFajKMzZ6Sw2yRJ3uezpVwnycvLwUHhctViLKFaYCzBXhhLsBfGEuzhmsZR0VRhsRy60FdpAgMDJanITNUzZ85YZ7UGBgYqOztb586dK7XP6dOni5w/OTnZps/l1zl37pxycnKKzKAFAJQTCwQBNZvJJCUkSIX/7RQRIXl7W9pNJsfFBgAAAFQxVTYp26xZMwUGBmrTpk3WtuzsbH3zzTfq0aOHJCk0NFQuLi42fUwmk/bt22ftExYWprS0NH333XfWPrt27VJaWppNn3379slU6H8WNm7cKDc3N4WGhlbo8wQAAKgRYmOlkv7dFBpq2Q8AAABAkoPLF5w/f15HjhyxPj569KgSExNVv359XX/99ZoyZYqee+45tWzZUi1bttRzzz0nT09PjR49WpLk6+urBx98UNOmTZO/v7/q16+v6dOnq3379urbt68kqU2bNhowYIAefvhhxf75PwPjx4/X4MGD1bp1a0lSv379dOONN2rMmDF6+eWXdfbsWU2fPl0PP/wwtWEBoCIYjdKcOcyOBWqS6Ghp6NCiJUq6dZM8PPh7BwAAAApxaFL2+++/V+/eva2PCxbNGjdunFasWKEZM2YoMzNTEyZM0Llz59StWzdt3LhRdeteWsZ34cKFcnZ21siRI5WZmak+ffpoxYoVcnJysvZ57733NGnSJPXr10+SNHToUC1ZssS638nJSZ999pkmTJigW265RR4eHho9erTmz59f0S8BANRORqMUE+PoKADYk9F4KfEaH2+ZHVtQouRyJpNl5mx0NMlaAAAA1EoOTcqGh4fLbDaXuN9gMCgmJkYxpfyPu7u7u1577TW99tprJfapX7++3n333VJjuf7667Vhw4YrxgwAAIBrZDJJc+daZtaSlAUAAEAtVGVrygIAAKCaKq1EyZkzl2rPnj1buXEBAAAAVYRDZ8oCAACgBiquRInJZLkVXgwsIsJS6qDgGGbNAgAAoJZgpiwAAAAqXmysbUK2QGio5fbngqwAAABAbcBMWQAAAFS86GhLDdmzZy0zZCVpwQLLYmASs2QBAABQq5CUBQAAQMUrXJ4gPt4yOzY8XOrSxaFhAQAAAI5A+QIAQMUwmSw1JU0mR0cCoDrhswMAAAC1AElZAEDFMJmkuXNJrAAoymiU5swpvmQBnx0AAACoBShfAACwr4wMy61gQZ+zZx0bD4Cqx2i0zIa9XEaGlJlp2S64BwAAAGogkrIAAPsxmaSgINu2iAhL/UjJtqYkABQwmSy3gi9zJKlnTz47AAAAUGNRvgAAYD+xscW3h4ZabiXtB1C7xcbaJmQL8NkBAACAGoqZsgAA+4mOtsyMlaTERGniRGnJEikszNLGTDcAxYmOloYOtZQ7KfgMWbBACg+3bPPZAQAAgBqGpCwAwH4K/8TYw8NyHxYmdeniuJgAVH2FPzvi4y2zY8PD+ewAAABAjUX5AgAAAAAAAACoRCRlAQAVw2iU5szhZ8cArk5pnx0mkxQTY7kHAAAAqjGSsgCAimE0WpInJGUBXI3SPjtMJmnuXJKyAAAAqPZIygIAAKDqy8iQMjMt25mZlscAAABANcVCXwAAAKi6TCbLLTT0UlvPnpb7+HjbRcIAAACAaoKZsgCA8qG2I4DKEBtrm5AtLDTUsh8AAACoZpgpCwAon4LajkOHMksNQMWJjrZ8zpw9K0VEWNoWLJC6dZM8PPj8AQAAQLVEUhYAcPXOnLk0c+3sWcfGAqBmK1yeID7e8tkTHi516eLQsAAAAIBrQVIWAFB2xdV2jIiwJEokajsCAAAAAFAG1JQFAJRdSbUdQ0Op7Qig4hmN0pw5fPkDAACAao+ZsgCAsiuo7ZiZKSUmShMnSkuWSGFhlv0kSgBUJKPRssAgAAAAUM2RlAUAlF3h8gQeHpb7sDBqOwIAAAAAcBUoXwAAKJnJZJmVZjI5OhIAAAAAAGoMkrIAgJKZTNLcucUnZantCKCq4YskAAAAVBMkZQEAxcvIsNSOlS7dF1ZQ25GkLICqorQvkgAAAIAqhJqyAABbJpPlFhp6qa1nTyk+3rJduK4sAFQVV/oiCQAAAKhCmCkLALAVG2ubkC0QGmq5xcZWfkwAUBKTSUpIkLy9LV8gSZb7hATLjVmzAAAAqIJIygIAbEVHW2bFbtp0qW3BAktbfLxlPwBUFXyRBAAAgGqI8gUAAFuFyxPEx1uSGuHhUpcuDg0LAIoVHS0NHSqdPStFRFjaFiywfG5JlFsBAABAlURSFgAAANUXXyQBAACgGqJ8AQDUdiaTFBNTfN1Fo1GaM4eZZgAAAAAA2BFJWQCo7Uwmae7ckpOyMTEkZQFUD6V9kVTaF1AAAABAJSMpCwC1VUaGdObMpQVyzp51bDwAcK1K+yKptC+gAAAAgEpGTVkAqI1MJikoyLYtIsJSj1GyrdEIANUdX0ABAACgimGmLADURrGxxbeHhlpuJe0HgOrEZJISEqSAgEttERGWtoQEZs0CAADAYUjKAkBtFB0tbdtmuS1ZYmlbssQyUzY+3rIfAKq72NhLM2QL4wsoAAAAOBjlCwCgNipcnsDDw3IfFiZ16eK4mADA3qKjpaFDpcxMKTFRmjjR8gVUWJhlP2VaAAAA4CAkZQEAAFAzlfULKJPJMms2OppELQAAACoF5QsAoLYzGqU5c0hEAKi9TCZp7lxqzAIAAKDSMFMWAGo7o1GKiXF0FABQsUr6Aiojw1LeQLLcZ2RIXl6VHx8AAABqFWbKAkBNZzJZkq7MAANQmxV8AVWQlDWZpIQEydtb6tnT0tazp+VxQgKfmQAAAKhQJGUBoKbjZ7kAUFRsrBQaWvy+0FDLfgAAAKCCUL4AAGqyy3+WCwCwiI6Whg6Vzp6VIiIsbQsWSN26WRYFo842AAAAKhBJWQCoiUwmy63wLLCePaX4eMt24RXJAaA2Kvw5GB9v+bwMD5e6dHFoWAAAAKgdKF8AADVRST/LDQ3lZ7kAAAAAADgYM2UBoCYq+FluZqaUmChNnCgtWSKFhVn2M0sWAC4xGqU5c/hsBAAAQKUhKQsANVHhn+V6eFjuw8L4WS4AFMdolGJiSt5vMll+YRAdTeIWAAAAdkH5AgAAAKA0JpM0d67lHgAAALADkrIAUNPxs1wAKL8zZy7V6D571rGxAAAAoMagfAEA1HRX+lkuAKAok8lyK7xoYkSEFB9v2S5cJgYAAAC4SsyUBQAAAC4XG2ubkC0QGmq5xcZWfkwAAACoMZgpCwA1AYvQAIB9RUdLQ4dKmZlSYqI0caK0ZIll0USJz1oAAABcE5KyAFATFCxCM3QoiQIAsIfC5Qk8PCz3YWFSly6OiwkAAAA1BuULAKC6y8iwzOSSLt0DAAAAAIAqi5myAFBdFbcITc+eLEIDAPZmNEpz5vCZCgAAALthpiwAVFcsQgMAlcNolGJiik/KmkyWfSZTZUcFAACAaoykLABUV9HRllmxmzZdaluwwNIWH2/ZDwCoWAU1vUnKAgAA4CpQvgAAqqvC5Qni4y2zY8PDWYQGACrLmTOXfrFw9qxjYwEAAEC1QlIWAAAAuBrF1fSOiKCmNwAAAMqM8gUAUBOwCA0AVB5qegMAAOAaMVMWAGqCgkVoAAAVLzpaGjpUysyUEhOliROlJUuksDDLfr4gAwAAwBWQlAWA6sJkssy+io7mf/gBwJEKlyfw8LDch4VR0xsAAABlRvkCAKguWOEbAKoXk8nyKwY+twEAAHAZkrIAUNVlZLDCNwBUVaXV9ObLNAAAAJSA8gUAUJWZTFJQkG0bK3wDQNVRUk3vjAxLzVnJcp+RIXl5VWpoAAAAqLqq9EzZmJgYGQwGm1tgYKB1v9lsVkxMjIKCguTh4aHw8HDt37/f5hxZWVl67LHH1KBBA3l5eWno0KE6efKkTZ9z585pzJgx8vX1la+vr8aMGaPU1NTKeIoAULqSVvBmhW8AqJpMJikhQfL2lnr2tLT17Gl5nJDArFkAAABIquJJWUlq27atTCaT9fbjjz9a97300kt65ZVXtGTJEu3evVuBgYGKiIjQH3/8Ye0zZcoUffzxx1qzZo22bdum8+fPa/DgwcrLy7P2GT16tBITExUXF6e4uDglJiZqzJgxlfo8AaBY0dHStm2W25IllrYlSywzZePjLfsBAFVHbOylcjOX48s0AAAA/KnKly9wdna2mR1bwGw2a9GiRXr66acVGRkpSVq5cqUCAgL0/vvvKzo6WmlpaXrrrbe0atUq9e3bV5L07rvvKjg4WF9++aX69++vAwcOKC4uTjt37lS3bt0kSW+88YbCwsJ08OBBtW7dusTYsrKylJWVZX2cnp5uuc9Kl7JKOgoVKT0r3eYeKK8qM5bqe0n120uS6jjlyVvS+dD2ym8bcqmPo2NEqarMWEK1xjiqPgxRo2UYcLt09py8Bw2XJGW+OE95XUMlDw+ZAwNlduD7yFiCvTCWYC+MJdgLYwn2YI9xVNZjDWaz2Vzuq1SwmJgYvfzyy/L19ZWbm5u6deum5557Ts2bN9f//vc/tWjRQgkJCercubP1mGHDhsnPz08rV67U5s2b1adPH509e1b16tWz9unYsaOGDx+uuXPn6u2339bUqVOLlCvw8/PTwoULdf/995ca39y5c4vueFKS+7U+ewCw1fmUlLBM6jJe2hN05f4AAMficxsAAKAWuijpBSktLU0+Pj4ldqvSM2W7deumd955R61atdLp06f17LPPqkePHtq/f7+SkpIkSQEBATbHBAQE6Ndff5UkJSUlydXV1SYhW9Cn4PikpCQ1atSoyLUbNWpk7VOSmTNnaurUqdbH6enpCg4O1ompJ0p90VFx0rPSFbwwWCcePyEfN94DlJ8jxpLBlCTXN5cr+6H7ZTYW/YWAwZSkrIbL9U0J+1E18bkEe2AcVU919iRKy27Tt/d/o/zOnRwdjiTGEuyHsQR7YSzBXhhLsAd7jKP09HQFvxB8xX5VOik7cOBA63b79u0VFhamFi1aaOXKlerevbskyWAw2BxjNpuLtF3u8j7F9S/Ledzc3OTm5lak3cfNhw8AB+M9gL1U6lg6e0Sa94LcIu+WmhZzzaY+0rPPq+inDqoDPpdgD4yjaqZJS2nOHHk3aSkV976ZTJYas9HRktFYqaExlmAvjCXYC2MJ9sJYgj1c0zgq4/+0V/mFvgrz8vJS+/btdfjwYWud2ctns545c8Y6ezYwMFDZ2dk6d+5cqX1Onz5d5FrJyclFZuECQIXJyJAyMy3bBfcAgOrNaJRiYkpOuJpM0ty5lnsAAADUKtUqKZuVlaUDBw7IaDSqWbNmCgwM1KZNm6z7s7Oz9c0336hHjx6SpNDQULm4uNj0MZlM2rdvn7VPWFiY0tLS9N1331n77Nq1S2lpadY+AFBhTCYpIUHy9pZ69rS09expaUtI4H/UAaCm4ss4AACAWq1KJ2WnT5+ub775RkePHtWuXbs0YsQIpaena9y4cTIYDJoyZYqee+45ffzxx9q3b5+ioqLk6emp0aNHS5J8fX314IMPatq0afrqq6+0Z88e3XfffWrfvr369u0rSWrTpo0GDBighx9+WDt37tTOnTv18MMPa/DgwWrdurUjnz6A2iA2VgoNLdoeGmq5xcZWfkwAgIpT1i/jTCbLLFu+nAMAAKiRqnRN2ZMnT2rUqFH6/fff1bBhQ3Xv3l07d+5UkyZNJEkzZsxQZmamJkyY8P/t3XtwVPX9//HXhkAIhIBKIRsJF1ErV5GLNCYaoCJ4i5cpYqtQv07HdTAiiA5OpzTBaS21eKkiN79+veGMTqcW7WgJ4CCKSsGEVEVUKggoG/GnQgQjxOzn98dhN3u/JJu9Ph8zO5uczzmfnODb7Oe8z+e8P/r22281ceJErV+/Xr169fL08dBDDyk3N1fXXXedmpub9fOf/1xPPfWUunTp4tnnueee09y5c3XJJZdIkiorK7Vs2bLE/rIAspPDIVVWWrOkGhqkqipp2TKptNRqT3CNQQBAJ1u1yipZ4M99g666ui0Zu3ix9RnBZwEAAEDGSemk7PPPPx+23WazqaamRjU1NSH36d69ux599FE9+uijIfc59dRTtWbNmvaeJgC0n93edrGdn2+9l5ZKY8cm75wAAJ0nmptxlDYAAADIeCmdlAUAAAAySribcU6n9Soubtu/vFyqqws81um0Zt06HMykBQAASEMpXVMWALKK3W49tsrFNQBkp1jqjLvLG1BzFgAAIC0xUxYAUoXdbtURBABkB/+bcdGWNpAobwAAAJDmSMoCQCLxuCkAwM3/ZlykOuNOp1RQ4NtHqPIGAAAASGmULwCAROJxUwBAe3mXL/AWrLwBAAAAUhozZQEgUVhNGwAQrWB1xh0OaepU6zNk6lRr2wMPSJMmtR0DAACAtEBSFgA6m3s1be/FW3jcFAAQTrA6496fF3V11ufKpElt5Q3cKJUDAACQ8ihfAACdLZbVtAEA6ChK5QAAAKQ8ZsoCQGdzr6b9zTc8bgoAiI9g5Q0kSuUAAACkCZKyANDZon3cFACAaPmXN6BUDgAAQFqhfAEAAACQ7iiVAwAAkFaYKQsAiRTqcVMAADrCXSqnuVlqaJCqqqRly6TSUqudzx0AAICUQlIWABIp2GraAAB0lHd5gvx86720lFI5AAAAKYryBQAAAECWsDkbVb3JegcAAEDykJQFgHhzOq3ZsE5nss8EAJCNwpTKsTU2qmaz9Q4AAIDkISkLAPHmdEqLF5OUBQAkh7tUjn9S9tgxq+as1PYOAACApKCmLADEy7Fj1jsXvACAVOJ0Wq9x41RwclPBlOlSXZ31jXc9WgAAACQEM2UBIB6cTqmgwHqVl1vbysul+nrrxaxZAECyrFoljRsXuH3cOOu1alXizwkAACDLkZQFgHgIdUHLBS8AINkcDmtW7JYtan74L5JkvdfVWS+HI8knCAAAkH0oXwAA8eBwSFOnWl83NEhVVdKyZVJpqbWNx0IBAMniVZ6gtUur9T7xfGns2GSeFQAAQFYjKQsA8eBdjy8/33ovLeWCFwAAAAAABKB8AQAAAJAlTFGRaiqs96CcTqmmhlroAAAAnYykLADEm90uVVdTsgAAkHKMvUiLJ1vvQTmd0uLFJGUBAAA6GeULACDe7HZrlhEAAOni2DHrvbnZ9x0AAACdgqQsAMTK6ZRWrbIW92I2LAAg3TmdUnGx77bycqmuzvrau246AAAA4oLyBQAQKx7tBABkklWrgm8fN856hWoHAABAuzFTFgBicewYj3YCADKLwyFNnWp93dAgVVVJy5ZJpaXWNmbJAgAAxB1JWQCIhtNpvcaNa9vGo50AgEzg/RmWn2+9l5ZKY8f67kf5HgAAgLihfAEARGPVKt+ErBuPdgIAsgXlewAAAOKGmbIAEA2HQ6qstEoW8GgnACBT2e1SdXXg5xrlewAAAOKKpCwARCPaRzsBAEhndrtUU9P2PeV7AAAAOgXlCwAAAAAER/keAACATkFSFgCCsDkbVb3Jeg8Q6tFOAAAyjcNhzYrdssUq2yNZ73V11svhsLY5ndYMW+rNAgAARIXyBQA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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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"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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" ] }, "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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" ] }, "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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scbPe7fyuMn7PKFXmatumbdq1a1eB9pycHO3atUsL/m+BQsNCS37iYqrbrq76teunfqP66bXI1/Tiyy+qfZ/2OpV6SnXr19W7n79b4Jha3rW0O3G3XIwuOp52XLsTdxfo88v5X2SWWbsTd1vLMkhSela6Ei8kanfibh1PPa4aNWvYHH809ajMZstxF9IuSJIOnzusWolXygmkZqZa+0jSkL5D1CCggSJnRKqeXz3l5ubqr/f+VQeTDso/0V+nk09Lkk5mnCwQa68Heynm/Rj1GtFL777/rnr9pZcSziQUeb8uZF3Q2YyzNuf5NeVXmf/M0B49d1ROTk5a/PVim/ctSW4ebtqduFsf/esjffSvjzR+6ng1a9lMbu5umv3KbCX/kWw974WsC2rcsrEyL2cq+l/RmhQ4ySY5/8z0Z9RzaE9t/W6rFi1dpJdeeknzP5mvdsHtCgZ9Wfo99Xf1/bqvjqfnqzt7qci3asOhSdmQkBB99NFHatGihc6cOaPXXntNnTp10r59+5SYmCjJks2/WoMGDaxFdhMTE+Xi4qLatWsX6JN3fGJiourXr1/g2vXr17fpk/86tWvXlouLi7VPYSZPnqzx48dbX6elpSkwMFAnx58scnYt7JOWmabAOYE6+fxJeRm5xygZxg/sUZHj58uz5zXp6Ek93PGMIlavVu0mY1TD309vNG6kAb61pfR0abrlg0TThNOSh8eVg6+1rxziHH7oqMyS/E8cUlRsrL7s1ElnfFtIbf6pj1o0scQLfv/ALowf2IsxBHswfmCP0o6frMwsnTl1Ro3rNpara8lmvZnNZj015ynVqFGjQP1TSapRo4Y+mvORnnroqfKtF/qnu4Pv1pZ1W9TBr4N+v+d3LXhjgdr7t1fjxo0L7X/bbbfpl12/qMNzHQrs8+zkqcjLkco6nqVOnTpJsixwderoKd17x73q4NdBP3n/JCeDkzr4XTn+hM8JSbK0+Un+/v46d/icOgyy9Ll8+bJ+2feLOnTooA5+HXT27FkdPXxUH773obp06SJJ2rJliySpqU9TdfDroNqXLH/nt6zbUrf53WYTZ+OnGmv+tPna8tkW/XrwV01aO0mN/BoVeY88XTx15KcjNjF/dvAzNW/eXE5OThoQNkAv5ryouua66hLapdBzRCVEKXxQuF58+kVJUm5urv5x8h9q2bKl9byeLp66rfVtWjhvobrf212Lay3W2/PetjlPB78O+muPv0rTpM6dOyt+XbyG9x1e4HqXLl3SsQvHtGv0LrkYbWfCpKWlKfD1638Q4dCk7H333WfdbteunUJDQ3XLLbcoNjZWd911lyQV+AExm83X/aHJ36ew/qXpk5/RaJTRaCzQ7mX04j9W5Yx7DHswfmCP8h4/K5OTrYnODmfPWhOdCb6+Gn7oqD5v465w9yvX9zJ6ScarEq+XnYredz3p6ZKnp2X7woVrJnRzzGZNPr5PhS2TYJZkkPTC8dN62P8mShlchd8/sAfjB/ZiDMEejB/Yo6Tj55L5kpINyXKq4SSnGk7XP+AqmZmZOnnyZKEJWcmSrDt16pRyLucUmtMprbNnz+rBBx/U448/rvbt26tWrVratWuXZr05SwMHDpRTDSf17tVboaGh+kv4X/TGG28oKChIp0+f1tdff61Bgwbp9ttvV9QrUerevbuaNWumv/71r7p8+bL+85//aOLEiWoZ1FIDBw7U3yL+ppiYGNWqVUv/+Mc/1LBhQz3wwANyquGkGjVqSJLNfcvf9txzz1mu3yJIrVq10uzZs5WSkiKDwSCnGk6q61tXvr6++uD9D9SoYSOdOHFC//jHP6znuvrfpbB/o7q+dRUeHq5JEyepV69euvmmm6957wwy6OTJk/p75N8VERGh+Ph4vTP/Hb355puSpFZBrfTII4/osZGPKTo6Wh06dNDvv/+ujRs3ql27drr//vvVvHlzrVixQju271Dt2rU1e/ZsJSYmqlWrVtb4DDLIYDCoVctW+u677xQWFiZnZ2fNnTtXR48e1cKFCzVgwAAFBATo4MGDOnzosEYMH1HoGHSq4aQahhrydPGUqzHfBwfFHFYOL19wNQ8PD7Vr106HDx/WoEGDJFlmsV5dvyEpKck6q9XPz09ZWVk6f/68zWzZpKQk6ycGfn5+OnPmTIFrJScn25wn/2ps58+fV3Z2doEZtAAAlJccs1nPHTlyzUTnuCNHNLBdO5XsT9OytzklRZdPn1aHs2clSR3/XPU071mSTL6+2pySorDazJYFAABAxTAajdq5c6eSk5OL7FO/fv0yTchKkqenp0JCQjRnzhz98ssvys7OVmBgoEaNGqUXXnhBkmVC4Ndff60XX3xRjz/+uJKTk+Xn56d77rnHmn8KCwvTZ599pldffVWvv/66vLy8dM8991ivs2jRIj333HPq16+fsrKydM899+jrr7+Ws7NzsWOdMGGCTCaTRo4cqRo1aujxxx/XAw88oNTUVEmWxOvy5cs1duxYtW3bVkFBQXr77bcVFhZW7Gs88cQTWrZsmR5//PFi9R8+fLgyMjJ05513ysnJSc8++6xGjR5lLXuwaNEivfbaa5owYYJ+++03+fr6KjQ0VPfff78kacqUKTp69Kh69+4td3d3jR49WoMGDbK+p/yCgoK0ceNGhYWFycnJSRMnTtT//vc/xcbG6uzZs/L399czzzyjiIiIYr/nkqpUSdnMzEwdOHBAXbp0UZMmTeTn56f169erQwfLNOOsrCx9//33euONNyRJwcHBcnZ21vr16zVkyBBJkslk0t69ezVz5kxJUmhoqFJTU/Xjjz/qzjvvlCTt2LFDqamp1sRtaGiopk2bJpPJZE0Ar1u3TkajUcHBwRV6DwAAN65iJzobN1aYIwK8iikrSxGrVysqNtam/f1Zs6zbUSNGyHT33RUdGgAAAG5wgYGBCgys2DrIRqNRM2bM0IwZM67Zr1atWnr77bf19ttvF9knPDzcuuh9frVr19ZHH31U5LEjR47UyJEjbdoGDRoks/nK1I+aNWtq7ty5mjt3bpHn6dGjh/bv32/TdvU5GjdubPM6P5PJJF9fXw0cOLDIPlfLm7G6YMECa9vVC4M5Oztr6tSpha7tJEl16tTRqlWrrnmNTZs22bxu1aqVzUTOL774olixlhWHJmUjIyPVv39/3XTTTUpKStJrr72mtLQ0jRgxQgaDQePGjdP06dPVvHlzNW/eXNOnT5e7u7uGDh0qSfL29tYTTzyhCRMmyNfXV3Xq1FFkZKTatWunHj16SLLc4D59+mjUqFGKiYmRJI0ePVr9+vVTUFCQJKlXr15q3bq1hg0bpjfffFPnzp1TZGSkRo0aRW1YAECFKXai8447Kjq0AvxdXDS+f399+ecHnB0PH9b7s2bpychIxTdvLsmSQP7EpbxXGgMAAABQWVy8eFFHjx7VjBkzFBERIRf+f6BIDk3Knjp1Sg8//LB+//131atXT3fddZe2b9+um2+21JqYOHGiMjIyNGbMGJ0/f14hISFat26datW6sjrcnDlzVLNmTQ0ZMkQZGRnq3r27Fi+2XY3t448/1tixY9WrVy9J0oABAzR//nzrficnJ3311VcaM2aMOnfuLDc3Nw0dOlSzrvqfYAAAyluxE50l+GpSeeni46OaAQFK8PW1KbcQ37y5drdoIYOkRkajuvj4OChCAAAAABVt5syZmjZtmu655x5NnjzZ0eFUag5Nyi5fvvya+w0Gg6KiohQVFVVkH1dXV82bN0/z5s0rsk+dOnW0dOnSa17rpptu0po1a67ZBwCA8lTsROdVH046ipPBoLeaNdPgffuUfxmvvNdzmzVjkS8AAADgBnK9PF5h8pcVuFHUcHQAAADAIi/RKalKJDrD69XT523aqKGzs0y+vpbSCr6+amQ06vM2bRRer56jQwQAAACASqlSLfQFAMCNLi/R+dyhQwUSnXObNbuS6LxGUf2KFF6vnga6uWnz009bSit06qQufn6VJnEMAAAAAJURSVkAACqZqpbodDIYFLZnj+WFl5dUSeMEAAAAgMqCpCwAAJUQiU4AAAAAqL6oKQsAAAAAAIDqJz3dMrnBYLBsA5UISVkAAAAAAAAAqEAkZQEAAAAAAIBKIioqSrfddpujw0A5IykLAICjlMPXqXLMZm269VZ9cu+92pSWphyzuUzOCwAAAFRpiYkVdJlEPfvss2ratKmMRqMCAwPVv39/bdiwoUKuj6qDpCwAANXEyuRkNd6zRw9PmaKDgYF6eOtWNd6+XSuTkx0dGgAAAOBYFZCUPXbsmIKDg7Vx40bNnDlTP//8s9auXatu3brp6aefLvfro2ohKQsAQDWwMjlZg/ft06nsbPmfPauo2Fj5nz2r3zIzNXjfvmIlZpllCwAAgCorPb3wR56MjGvvLwNjxoyRwWDQjz/+qMGDB6tFixZq06aNxo8fr+3bt1v7nThxQgMHDpSnp6e8vLw0ZMgQnTlzpsjzhoWFady4cTZtgwYN0siRI62vGzdurNdee03Dhw+Xp6enbr75Zv373/9WcnKy9Vrt2rXTrl27rMcsXrxYPj4++uabb9SqVSt5enqqT58+MplMRcZy/vx5PfLII6pXr57c3NzUvHlzLVq0SJK0adMmGQwGpaSkWPsnJCTIYDDo2LFjNtdcs2aNgoKC5O7ursGDBys9PV2xsbFq3LixateurWeffVY5OTnW8/zrX/9S8+bN5erqqgYNGmjw4MHX+qeoEkjKAgBQxeWYzXruyBEVlkLNaxt35Mg1k6zMsgUAAECV5ulZ8NGgwZX9PXsW3qeMnDt3TmvXrtXTTz8tDw+PAvt9fHwkSWazWYMGDdK5c+f0/fffa/369frll1/00EMP2R3DnDlz1LlzZ+3evVt9+/bVsGHDNHz4cD366KOKj49Xs2bNNHz4cJmv+v+CixcvatasWVqyZIl++OEHnThxQpGRkUVeY8qUKdq/f7/+85//6MCBA1qwYIHq1q1bojgvXryot99+W8uXL9fatWu1adMmhYeH6+uvv9bXX3+tJUuWaOHChVrx+QpJ0q5duzR27Fj985//1MGDB7V27Vrdc889pbtJlUhNRwcAAADsszklRZdPn1aHs2clSR0PH7Z5liSTr682p6QorHbtAsfnzbI1S+rw5yzbLzt1UoKvrwbv26fP27RReL16FfJeAAAAgKroyJEjMpvNatmy5TX7ffvtt/rpp5909OhRBQYGSpKWLFmiNm3aaOfOnbrjjjtKHcP999+viIgISdLLL7+sBQsW6I477tCDDz4oSZo0aZJCQ0N15swZ+fn5SZKys7P17rvv6pZbbpEkPfPMM/rnP/9Z5DVOnDihDh066Pbbb5dkmaFbUtnZ2VqwYIH1moMHD9aSJUt05swZeXp6qnXr1urWrZs2bdqk5l2b6+SJk/Lw8FC/fv1Uq1Yt3XzzzerQoUOJr1vZkJQFAKCKM2VlKWL1akXFxtq0vz9rlnU7asQIme6+u8Cx15tla5Bllu3AunXlZDCUbeAAAABAWblw4cp2YqLlkZFhmSErSdHRUkiIZdvPz/IoQ3mzTw3X+Zv5wIEDCgwMtCZkJal169by8fHRgQMH7ErKtm/f3rrd4M9Zwu3atSvQlpSUZE3Kuru7W5OjkuTv76+kpKQir/HUU0/pL3/5i+Lj49WrVy8NGjRInTp1KlGc+a/ZoEEDNW7cWJ5XzVxu0KCBNY4ePXvo5ptvVtOmTdWnTx/16dNHDzzwgNzd3Ut03cqGpCwAAFWcv4uLxvfvry///GOo4+HDen/WLD0ZGan45s0lWWbKfuLiUuBYe2fZAgAAAJXC1SUDbrnF8ri6ZmxIiNS5c7ldvnnz5jIYDDpw4IAGDRpUZD+z2Vxo4raodkmqUaOGTckByTLbND9nZ2frdt65CmvLzc0t9Ji8PvmvdbX77rtPx48f11dffaVvv/1W3bt319NPP61Zs2apRo0a1vdS3DjzrllYW16ctWrVUnx8vDZt2qR169bp5ZdfVlRUlHbu3GktC1EVkZQFAKCK6+Ljo5oBAUrw9bWZ8RrfvLl2t2ghg6RGRqO6FPIHiz2zbAEAAABY1KlTR71799Y777yjsWPHFqgrm5KSIh8fH7Vu3VonTpzQyZMnrbNl9+/fr9TUVLVq1arQc9erV89m8a2cnBzt3btX3bp1K783dA316tXTyJEjNXLkSHXp0kV///vfNWvWLNX7s+SZyWRS7T8ndCQkJJTJNWvWrKkePXqoR48eeuWVV+Tj46ONGzcqPDy8TM7vCCRlAQCo4pwMBr3VrJkG79un/J+t572e26xZoeUH7JllCwAAAFQZZVyuoDD/+te/1KlTJ91555365z//qfbt2+vy5ctav369FixYoAMHDqhHjx5q3769HnnkEc2dO1eXL1/WmDFj1LVrV2ud1vzuvfdejR8/Xl999ZVuueUWzZkzRykpKeX+fgrz8ssvKzg4WG3atFFmZqbWrFljTSY3a9ZMgYGBioqK0muvvabDhw8rOjra7muuWbNGx48d1z333KPatWvr66+/Vm5uroKCguw+tyORlAUAoBoIr1dPn7dpo+cOHZLJ19cyu9XXV42MRs1t1qzIhbrsmWVr5eEhXeMrTgAAAIDDVUBStkmTJoqPj9e0adM0YcIEmUwm1atXT8HBwVqwYIEky9fyV61apWeffVb33HOPatSooT59+mjevHlFnvfxxx/Xnj17NHz4cNWsWVPPP/+8w2bJuri4aPLkyTp27Jjc3NzUpUsXLV++XJKlLMEnn3yip556SrfeeqvuuOMOvfbaa9aFxkrLx8dHc1bOUVRUlC5duqTmzZvrk08+UZs2bcriLTmMwXytQhEokbS0NHl7eys1NVVeXl6ODqdaSstMk/fr3kr9R6q8jNxjlAzjB/Yol/GTni7lFbO/cMG2Dta19l1DzoUL2nz33TL5+sp/6VJ18fO77gJdK5OTNXjfPknSbYcOKT4iQh1jYpTQooUk6fM2bYpM6qJ4+P0DezB+YC/GEOzB+IE9Sjt+Ll26pKNHj6pJkyZydXUtfQCl/JsalUNObo52J+5WB78Ocqrh5OhwbFxrjBY3P8hMWQAAqhEng0Fhe/ZYXnh5SddJyEqln2ULAAAAVGp8owuVGElZAABuJEXMFgivV08D3dy0+emnLTVkO3Uq1ixbe64JAAAAADcqkrIAAEBS6WbZAgAAAABKroajAwAAAAAAAADyYxkkVFZlMTaZKQsAgIPkmM3afOutlkW50tLUxd39SrkA6l8BAADgBuXs7CxJunjxotzc3BwcDVDQxYsXJV0Zq6VBUhYAAAdYmZys5w4d0uUpUxSxerXGb92qmgEBeouFtQAAAHCDc3Jyko+Pj5KSkiRJ7u7uMlBa64aTk5sjXZYuXbokpxpOjg5HkmWG7MWLF5WUlCQfHx85OZU+LpKyAABUsJXJyRq8b5/MkjqcPauo2Fh92amTEnx9NXjfPn3epk25JWZzcqTN6iqT/OX/Qw116SXZ8XcEAAAAUC78/PwkyZqYxY0n15yr31N/17ELx1TDULkqsPr4+FjHaGmRlAUAoALlmM167sgRFVaYwCzJIGnckSMaWLfulVIGZWTlSum5sW46pU2WhvulRo2kt96SwsPL9FIAAACAXQwGg/z9/VW/fn1lZ2c7Ohw4wIWsC+r7dV/tGr1Lni6ejg7HytnZ2a4ZsnlIygIAUIE2p6To8unT6nD2rCSp4+HDNs+SZPL11eaUFIXVrl1m1125Uho8WDKbbRO9v/1maf/8cym8d5ldDgAAACgTTk5OZZIAQ9WTZcjS8fTjcjG6yNXo6uhwyhxJWQAAKpApK0sRq1crKjbWpv39WbOs21EjRsh0991lds2cHOm55/LWDbNNyprNksEgjRsnDdwr8ecuAAAAAJQ/krIAAFQgfxcXje/fX1926iTJMkP2/Vmz9GRkpOKbN5dkmSn7iYtLmV1z82bp1Kmi95vN0smT0ub/1lBYmV0VAAAAAFAUkrIAAFSgLj4+qhkQoARfX5u6svHNm2t3ixYySGpkNKqLj0+ZXdNkKma/RFa0BQAAAICKULmWLgMAoJpzMhj0VrNmkvIXErjyem6zZmW6yJe/fzH7+RW2/BgAAAAAoKyRlAUAoIKF16unz9u0UUNnZ5l8fS01ZH191cho1Odt2ii8Xr0yvV6XLlKjRpbasYUxGKTAQKlL59wyvS4AAAAAoHCULwAAwAHC69XTQDc3bX76aUsN2U6d1MXPz/4Zsh4eeSt6WTk5SW+9JQ0eLBkMZpnNV65hMJglGTR3rqVfecgxm7X51ltl8vWVf1qauri7l+lMYAAAAACoapgpCwCAgzgZDArbs0cPb9yoMC+vck1UhodLkR+kqkbdLPnJpFcUJT+ZVKNeliI/SFV4uK4kdM1my3YZWJmcrMZ79ujhKVN0MDBQD2/dqsbbt2tlcnKZnB8AAAAAqiKSsgAA3ABWJidrVpPdyvlkm/zHb1KUpsp//CblLNumWU12l0uSdGVysgbv26dT2dnyP3tWUbGx8j97Vr9lZmrwvn0kZgEAAADcsEjKAgBQzeWYzXruyBGZJclJUtAflh1Bf1heSxp35IhyzGW30JfNNfPJaxt35IhyLlywFLU1GKT09DK7PgAAAABUZtSUBQCgmtuckqLLp0+rw9mzkqSOhw/bPEuSyddXm1NSFFa7dsVes3FjhZXJFQEAAACg6iApCwBANWfKylLE6tWKio21aX9/1izrdtSIETLdfXfFX/OOO8rsmgAAAABQVZCUBQCgmvN3cdH4/v31ZadOkiyzVd+fNUtPRkYqvnlzSZZZq5+4uFT8NZ2dy+yaAAAAAFBVkJQFAKCa6+Ljo5oBAUrw9bWp8RrfvLl2t2ghg6RGRqO6+PhU/DVr1SqzawIAAABAVcFCXwAAVHNOBoPeatZMkmTIty/v9dxmzeRkyL+3al0TAAAAAKoKkrIAANwAwuvV0+dt2qihs7NMvr6Weq6+vmpkNOrzNm0UXq9etbgmAAAAAFQFlC8AAOAGEV6vnga6uWnz009b6rl26qQufn7lOlvVEdcEAAAAgMqOpCwAADcQJ4NBYXv2WF54eUkVkBx1xDUBAAAAoDKjfAEAAAAAAAAAVCCSsgAAAAAAAABQgShfAACAo3h4SGazo6NwqByzWZtvvVUmX1/5p6Wpi7s79WYBAAAAVHvMlAUAAA6xMjlZjffs0cNTpuhgYKAe3rpVjbdv18rkZEeHBgAAAADliqQsAACocCuTkzV43z6dys6W/9mzioqNlf/Zs/otM1OD9+0jMQsAAACgWiMpCwAAKlSO2aznjhxRYYUb8trGHTminAsXJIPB8khPr8gQAQAAAKBcUVMWAABUqM0pKbp8+rQ6nD0rSep4+LDNsySZfH21uXFjhTkiQAAAAAAoZyRlAQBAhTJlZSli9WpFxcbatL8/a5Z1O2rECJnuuKOiQwMAAACACkFSFgCA8pSeLnl6WrYvXJA8PBwbTyXg7+Ki8f3768tOnSRZZsi+P2uWnoyMVHzz5pIsM2U/cXZ2ZJgAAAAAUG5IygIAgArVxcdHNQMClODra1NXNr55c+1u0UIGSY2MRnWpVctRIQIAAABAuWKhLwAAbiQeHpLZbHmUZNZuenqZLbrlZDDorWbNJEmGfPvyXs9t1kxOhvx7AQAAAKB6ICkLAADKVyGJ4PB69fR5mzZq6Owsk6+vpYasr68aGY36vE0bhder5+CgAQAAAKD8UL4AAAA4RHi9ehro5qbNTz9tqSHbqZO6+PkxQxYAAABAtVdpZsrOmDFDBoNB48aNs7aZzWZFRUUpICBAbm5uCgsL0759+2yOy8zM1LPPPqu6devKw8NDAwYM0KlTp2z6nD9/XsOGDZO3t7e8vb01bNgwpaSk2PQ5ceKE+vfvLw8PD9WtW1djx45VVlZWeb1dAAAgSymDsD179PDGjQrz8iIhCwAAAOCGUCmSsjt37tTChQvVvn17m/aZM2dq9uzZmj9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UlBSbPidOnFD//v3l4eGhunXrauzYscrKyiqX9w4AN6yy+ro3UBn4+0sdO0qhoVfaQkIsbR07XjspazJJnp78LAAAAAA3IIcmZb///ns9/fTT2r59u9avX6/Lly+rV69eSr9qxsjMmTM1e/ZszZ8/Xzt37pSfn5969uypP/74w9pn3Lhx+uKLL7R8+XJt2bJFFy5cUL9+/ZSTk2PtM3ToUCUkJGjt2rVau3atEhISNGzYMOv+nJwc9e3bV+np6dqyZYuWL1+uFStWaMKECRVzMwDgRlEWX/cGKhsPDykuzrLt5la8Y4oa6/wsAAAAANWeQ8sXrF271ub1okWLVL9+fcXFxemee+6R2WzW3Llz9eKLLyo8PFySFBsbqwYNGmjZsmWKiIhQamqqPvjgAy1ZskQ9evSQJC1dulSBgYH69ttv1bt3bx04cEBr167V9u3bFRISIkl67733FBoaqoMHDyooKEjr1q3T/v37dfLkSQUEBEiSoqOjNXLkSE2bNk1eXl4F4s/MzFRmZqb1dVpamuU5M03KLNAdZSAtM83mGSgJxk/lYBg5VIY+90rnzsuz7yBJUsYb05Rzz92SJLOfn8yV8N+I8YPrMdTxlMuL/1BWHc8CY7iw8WMYOVSGrqFSxqUq9bOAisfvH9iLMQR7MH5gD8YP7FFVx09x461UNWVTU1MlSXXq1JEkHT16VImJierVq5e1j9FoVNeuXbV161ZFREQoLi5O2dnZNn0CAgLUtm1bbd26Vb1799a2bdvk7e1tTchK0l133SVvb29t3bpVQUFB2rZtm9q2bWtNyEpS7969lZmZqbi4OHXr1q1AvDNmzNDUqVMLtAfODpRc7b8fKFrgnEBHh4AqjPFTObhnSXnfi+hx8EVtrSKlNBk/uCZnSbGvF7m7sPFTVX8WUPH4/QN7MYZgD8YP7MH4gT2q3Pi5VLxulSYpazabNX78eN19991q27atJCnxz9W4G1xda+3P18ePH7f2cXFxUe3atQv0yTs+MTFR9evXL3DN+vXr2/TJf53atWvLxcXF2ie/yZMna/z48dbXaWlpCgwM1MnxJwudWQv7pWWmKXBOoE4+f1JeRu4xSobxU8mkp0vTLR+EffPoWuV2Cr3OAY7F+IE9rjd+LvRPkGdoV30z6nvldrjNZp/BlCiX9xcp68nHZPb3q6CIUZnw+wf2YgzBHowf2IPxA3tU1fGTlpamwNevn0iuNEnZZ555Rj/99JO2bNlSYJ/BYLB5bTabC7Tll79PYf1L0+dqRqNRRqOxQLuX0atKDZaqiHsMezB+Kgmjl3T6tBQTI8+W7S2vqwDGD+xR5Pi5ubn0yivyvLl5wZ+Fc0ekaa/LGP6g1JixdyPj9w/sxRiCPRg/sAfjB/aocuOnYKqwUA5d6CvPs88+qy+//FLfffedGjVqZG3387PMBsk/UzUpKck6q9XPz09ZWVk6f/78NfucOXOmwHWTk5Nt+uS/zvnz55WdnV1gBi0AoARMJikqqvCV5P39LfuutUI9cCMo6mchKenKwnjnzlV4WAAAAADKh0OTsmazWc8884xWrlypjRs3qkmTJjb7mzRpIj8/P61fv97alpWVpe+//16dOnWSJAUHB8vZ2dmmj8lk0t69e619QkNDlZqaqh9//NHaZ8eOHUpNTbXps3fvXpmuShqsW7dORqNRwYWtEg4AuL70dCkgQJo6Vfr1V0dHA1QdJpMUHy9d/cFwz56Wtvj4wj/kAAAAAFBlODQp+/TTT2vp0qVatmyZatWqpcTERCUmJiojw7LChcFg0Lhx4zR9+nR98cUX2rt3r0aOHCl3d3cNHTpUkuTt7a0nnnhCEyZM0IYNG7R79249+uijateunXr06CFJatWqlfr06aNRo0Zp+/bt2r59u0aNGqV+/fopKChIktSrVy+1bt1aw4YN0+7du7VhwwZFRkZq1KhR1IcFgNJKT7+yncHqRUCxxcRcmSF7teBgyyMmpuJjAgAAAFBmHFpTdsGCBZKksLAwm/ZFixZp5MiRkqSJEycqIyNDY8aM0fnz5xUSEqJ169apVq1a1v5z5sxRzZo1NWTIEGVkZKh79+5avHixnJycrH0+/vhjjR07Vr169ZIkDRgwQPPnz7fud3Jy0ldffaUxY8aoc+fOcnNz09ChQzVr1qxyevcAUI2ZTJbH1Umlnj2luDjLtr8/JQuAa4mIkAYMsJQs6NnT0hYdLeX9zcTPDwAAAFClOTQpazabr9vHYDAoKipKUVFRRfZxdXXVvHnzNG/evCL71KlTR0uXLr3mtW666SatWbPmujEBAK4jJsZSsiC/vCTtK69Y6mcCKFzeBxdXzzYPCZE6dnRcTAAAAADKjEOTsgCAaopZfkDZ8PCwzDAPDpbc3BwdDQAAAIAyQlIWAFD2mOUHlB1/f8vscj7MAAAAAKoNkrIAAACVmb8/5T4AAACAaoakLACg/Hh4SKdPW2rMNm3q6GgAAAAAAKgUajg6AABANZc3y4+vXgNlz2Sy/HyZTI6OBAAAAEAJkJQFAACoqkwmaepUkrIAAABAFUNSFgAAoCpKSpKCgy3b5845NhYAAAAAJUJNWQAAgKrEZLI88hKyktSzpxQXZ9n296dcCAAAAFDJMVMWAACgKomJsU3I5gkOtjxiYio+JgAAAAAlwkxZAACAqiQiQhowwFKyoGdPS1t0tBQWZtlmliwAAABQ6ZGUBQAAqEryyhOkp19pCwmROnZ0XEwAAAAASoTyBQAAAFWRh8eVOrJubo6NBQAAAECJkJQFANjPZJKioizPACqOv7/0yiuULAAAAACqGMoXAADsk54uBQRYtnv2JDkEVCR/f8sHIgAAAACqFGbKAgDsc3Vdy4wMx8UBAAAAAEAVQVIWAFA6JpMUHy81aHClrWdPS1t8PKUMAEejrAgAAABQaZGUBQCUTkyMFBxcsD042PKIian4mIBKymBK1CvfWZ4rjMkkTZ1KUhYAAACohEjKAgBKJyLCsvL7+vVX2qKjLW1xcZb9ACRJhsRERX1vea4QSUlXPjQ5d67gfmbRAgAAAA7FQl8AgNLx97+yqFdcnCUBFBYmdezo0LCASic9/Uq95fKuu2wyWR5Xz2Lv2dPyMypd+bnNm0U7YACL8wEAAAAOwExZAACA8pBXd9nTU5739pEky3N51l0uTlmRikwSAwAAACgUSVkAgP38/aVXXmHGHXA1R9RdzisrsmWLNH++pW3+fEvb2rVSaKjk6Sndfbdl3913szgfAAAA4AAkZQEA9vP3t9SnJCkLXFFI3eWMN6aVb91lf39LCZHOnS0JWMny3LGjtG2b1KdPwWNYnA8AAACocNSUBQAAKA9X1V2+sO17eYZ2Vc49dzuu7nJEhKWG7LlzljqzkmVxvrCwK/ECAAAAqBAkZQEAAKqj/GVFWJwPAAAAqDQoXwAAuD6TyVKegJqTQKmY/fwU1dXyXGEoKwIAAABUWiRlAQDXZzJJU6eSlAVKyezvp6ndLM+VAovzAQAAAA5F+QIAwLUlJV1ZQf7cOSk9XfLwcGxMAOyTN4sWAAAAgEMwUxYAUDiTSYqPlxo0uNLWs6fk6WlpZ9YsAAAAAAClQlIWAGCRv25sTMyVGbL5BQdb9gMAAAAAgBIjKQsAsMhfNzYiwrJC+/r1V/pER0tbtljaIyIcEyeA8sfifgAAAEC5oqYsAKBg3VjJUnMybxGguDjL/rAwqWNHh4QIoALlfUgzYACLgQEAAADlgKQsANzITCbL4+oyBT17WpKwkm1iFsCNIT1dysiwbOc9AwAAAChTlC8AgBtJcevGBgfb1o3195deeYUELVCd5S3u5+kp3X23pe3uuy1tLO4HAAAAlCmSsgBwIylu3di4ONu6sf7+lmQuSVmg+iruhzQAAAAA7Eb5AgC4UVA3FsC1RERYasieO2cpYyJZPqQJC7Ns86EMAAAAUGZIygJAdUfdWADFwYc0AAAAQIWhfAEAVHfUjQUAAAAAoFJhpiwAVHfF/UpyXt1YAOBDGgAAAKBckZQFgOqOryQDKCk+pAEAAADKFeULAAAAAAAAAKACkZQFgBsJX0kGAAAAAMDhSMoCQHVjMlm+dmwyFdyX95VkkrIAAAAAADgMSVkAqG5MJmnq1MKTsgAAAAAAwOFIygJAdZKUZFnIS5LOnXNsLAAAAAAAoFAkZQGgOjCZpPh4qUGDK209e1ra4uOZNQug7FyrRAoAAACAYiEpCwDVQUzMlRmyVwsOtjxiYio+JgDVEyVSAAAAALvVdHQAAIAyEBEhDRggZWRICQnSM89I8+dLoaGW/SzsBaAspKdbfs9IV54BAAAAlBhJWQCoDvz9ryRe3dwsz6GhUseOjosJQPVhMlkeV8/Iv/tuKS7Osn317yAAAAAA10X5AgAAAFwbJVIAAACAMsVMWQCobvz9pVdeYdYagLJT3BIpJpMlQRsRwe8gAAAA4BpIygJAdePvb1kZHQDKSnFLpOQtAjZgAElZAAAA4BooXwAAAAD7sQgYAAAAUGwkZQGgKjKZLLNhTSZHRwLgRpO/RIrJJMXHS56elsW/JMtzfLzlwe8pAAAAoACSsgBQFeV9RZhkB4CKllciJS8pW9xFwPgwCQAAALCipiwAVDVJSVcSIOfOOTYWACjJImDUmwUAAAAkkZQFgKrDZLI8rp6R1rOnFBdn2b56IR4AqCjFWQSMerMAAACADcoXAEBVUdyvCANAZVHcerOUNgAAAMANhqQsAFQVERGWWbFbtli+GixZnuPiLI+ICMfGBwD5FwErSb1Z6mQDAADgBuLQpOwPP/yg/v37KyAgQAaDQatWrbLZbzabFRUVpYCAALm5uSksLEz79u2z6ZOZmalnn31WdevWlYeHhwYMGKBTp07Z9Dl//ryGDRsmb29veXt7a9iwYUpJSbHpc+LECfXv318eHh6qW7euxo4dq6ysrPJ42wBQOv7+lq8Dd+58pVZj3leEO3akdAEAx8u/CFhxPkyitAEAAABuQA5Nyqanp+vWW2/V/Lw/0vOZOXOmZs+erfnz52vnzp3y8/NTz5499ccff1j7jBs3Tl988YWWL1+uLVu26MKFC+rXr59ycnKsfYYOHaqEhAStXbtWa9euVUJCgoYNG2bdn5OTo759+yo9PV1btmzR8uXLtWLFCk2YMKH83jwAAEB1d60Pk/z9LTNjr1faQKK8AQAAAKodhy70dd999+m+++4rdJ/ZbNbcuXP14osvKjw8XJIUGxurBg0aaNmyZYqIiFBqaqo++OADLVmyRD169JAkLV26VIGBgfr222/Vu3dvHThwQGvXrtX27dsVEhIiSXrvvfcUGhqqgwcPKigoSOvWrdP+/ft18uRJBQQESJKio6M1cuRITZs2TV5eXoXGmJmZqczMTOvrtLQ0y3NmmpRZ6CGwU1pmms0zUBLVafwY6njK5cV/KKuOp8zV4P1UBdVp/KDiMX6kGlkX5CnpQtYF5WamyfjO2zJOe71gxz/LHWS++A9lTplsOfb4YXlOnaoLfe5Vbh2PCoy6cmD8wF6MIdiD8QN7MH5gj6o6foobr8FsNpvLOZZiMRgM+uKLLzRo0CBJ0q+//qpbbrlF8fHx6tChg7XfwIED5ePjo9jYWG3cuFHdu3fXuXPnVLt2bWufW2+9VYMGDdLUqVP14Ycfavz48QXKFfj4+GjOnDl67LHH9PLLL+vf//639uzZY91//vx51alTRxs3blS3bt0KjTkqKkpTp04tuOMfklxLfSsAAACqHb8/pIhdUsztUmIty2v/PyS3y9KtidK/vpbG3C9tb2Tpb6pl6eeeJd2WKP33Q6nz49LWmxz7PgAAAIBruiTpdSk1NbXIiZ6Sg2fKXktiYqIkqUGDBjbtDRo00PHjx619XFxcbBKyeX3yjk9MTFT9+vULnL9+/fo2ffJfp3bt2nJxcbH2KczkyZM1fvx46+u0tDQFBgbq5PiT17zpKL20zDQFzgnUyedPysvIPUbJMH5gD8YP7MH4uWJ8IW01didIX3fVzCnfK7fDbZIkgylRhsREeYZ2tfb774fShW3fS5LMfn4y+/vJYEqUy/uLlPXkYzL7+5X/G3AAxg/sxRiCPRg/sAfjB/aoquMnLS1Nga8HXrdfpU3K5jEYDDavzWZzgbb88vcprH9p+uRnNBplNBoLtHsZvarUYKmKuMewB+MH9mD8wB6MnyK4eEqSPF08pbz7s3i2VMg3kqxJ2ldesdSZPXdEmva6jOEPSo2r971l/MBejCHYg/EDezB+YI8qN34KpgoL5dCFvq7Fz88y0yH/TNWkpCTrrFY/Pz9lZWXp/Pnz1+xz5syZAudPTk626ZP/OufPn1d2dnaBGbQAUCFY1AbAjcTf35Jk9fe/0hYRIcXFSVu2SHmLws6fb2mLi7PsT0+XMjIs+/KeAQAAgCqg0iZlmzRpIj8/P61fv97alpWVpe+//16dOnWSJAUHB8vZ2dmmj8lk0t69e619QkNDlZqaqh9//NHaZ8eOHUpNTbXps3fvXpmuSn6sW7dORqNRwX8uNgEAFcpksswQIykL4Ebg72/5IOrqpKy/v9Sxo9S5sxQaamkLDbW0+ftbfj96ekp3323Zd/fdUny85cHvTgAAAFRyDk3KXrhwQQkJCUpISJAkHT16VAkJCTpx4oQMBoPGjRun6dOn64svvtDevXs1cuRIubu7a+jQoZIkb29vPfHEE5owYYI2bNig3bt369FHH1W7du3Uo0cPSVKrVq3Up08fjRo1Stu3b9f27ds1atQo9evXT0FBQZKkXr16qXXr1ho2bJh2796tDRs2KDIyUqNGjaI2LICKx8wvALi2mBipsA/Og4Mtj5gYy2u+dQAAAIBKyqE1ZXft2qVu3bpZX+ctmjVixAgtXrxYEydOVEZGhsaMGaPz588rJCRE69atU61atazHzJkzRzVr1tSQIUOUkZGh7t27a/HixXJycrL2+fjjjzV27Fj16tVLkjRgwADNz/sanCQnJyd99dVXGjNmjDp37iw3NzcNHTpUs2bNKu9bAABXmEyWx9WJhrvvtnxNV7LMDLt6FhkA3CjylzeIiJAGDLB8cJWQID3zjKW0Qd6M2rx+ed86GDCA358AAACoVByalA0LC5PZbC5yv8FgUFRUlKKioors4+rqqnnz5mnevHlF9qlTp46WLl16zVhuuukmrVmz5roxA0CZMZkss7kiIizJgpiYQhe1sSZp8xa1AYAbTV55g6tf5yVZ3dwsz3mlDfLwrQMAAABUYg5NygLADS3/DK7izvwCABStuN86yP/BGAAAAFCBKu1CXwBQrRU2g+tai9rkLWwDALCVv7RBSerNsqAiAAAAHISZsgBQkagbCwBlK39pg+J864DSBgAAAHAwZsoCQHnKv/J3cWdw5Z/5BQAonmt96yCvbIGnp+UDMcnyHB9veTBrFgAAABWEpCwAlKf8X4+NiLDMit2yxTJzS7I8x8VZHhERlra8mV8kZQGg7JSktMHVH6gBAAAAZYzyBQBQXoqqG3u9FcMBAGUj/7cOirugYv6FGAEAAIAyRlIWAMoadWMBoHLIX2+2OB+MUW8WAAAAFYDyBQBgL+rGAkDVZzJZ6spSbxYAAAAVgKQsANiLurH4//buPjiq8u7/+GeTQHgIAZVCEog8+FB5fpZGIhGGFqr1oU4VrRC4KTUOoiiW4lgt0UFFa4XaFgT11v7Ejo6jpVbvARMnPwTFoolUVFDQlKBsgPtnSQSBhOz1++OwS3aze3aT3Zzdzb5fMzvBc51z9gp+2b3O91znewFIPoE3xiK9oQYAAADEAOULACAa1I0FgOQUWNog0nqzknUTbu1a6xhurAEAAKANSMoCQFtQNxYAOpbW3FBjITAAAABEifIFANAW1I0FgNTEQmAAAACIAWbKAkBbRPqYa+DjsQCAxBfshhpPSAAAACCGmCkLAJFwu63kqncxr9xc65HWSZPOJGK9j7mOHcuFOQAks2ALMbIQGAAAAGKIpCwARMJbP9CblAUApJaSEmtW7Nat1pMRkvWzstJ6lZRY2wJv4gEAAABBUL4AAMIJVz+QurEA0PFFuhAYi4ABAAAgAiRlASCUSOsHUjcWACCxCBgAAAAiRvkCAAiF+oEAgGACn5Bwu6WqKikry7p5J1k/q6qsl7eUAaUNAAAAcBpJWQAIJdL6gQCA1BK4EFikN/GoTw4AAIDTKF8AAKFEWj8QAJDaSkqsGrLHj0s7dkgLF1o38QoKrPbcXEobAAAAwA9JWQCQrFlLa9daF9YszAIAaA27m3je+uR5eWf2D1afnO8hAACAlEL5AgCQwj9SGlg/EACASFDaAAAAAEEwUxYAInmk1Fs/EAAAO4E38WJQ2sDlrtWyCsk1p1YamO3M7wEAAIB2RVIWQOryPlLafAZTsEdKAQCIVOBNvBiUNnDV1qp0s3S0tlYaeKEjvwYAAADaF+ULAKSuSB8pBQCgPUTyPRQ4i/bYMWf7CAAAgHbBTFkAqSuSR0oBAIiV1pQ2OHzY2icrS1mnD8+aOsP6Q2Wl/wxcFgkDAABIOsyUBZAyfDX53LXWhtxc6/HRSZPOJGK9j5SOHcuFLQAgtrylDbzfL3bfQ9u2STNmBD9P4NMcLBIGAACQdJgpCyBlUJMPAJA0ms2iPf7BNnW9Y4mOr/qduo4vsGrTehO7kSxWCQAAgIRDUhZAagh30Rr4SCkAAE4K/B5qVp6gKb3J+jnxYukHk6x2t1uqqgq/WCWlDQAAABIS5QsAdGzei9asLF8tvqypM6xtVVVnHvUMfKQUAAAntfZ7KNLFKiltAAAAkJBIygLo2CK9aAUAIEGZnByVFlk/fUpKrFmxW7dai4NJ1s/KSutVUhL+KRG320oEk7AFAABwHOULAHQsgY9phqrJd+lUa39mxgIAEpzJzdH9U6TFuc2Sss3KG6hrV+und5Ewt9t65eWd2T9UaYP777e+J/k+BAAAcBQzZQF0LIGPaTZb2bpp4sWSTtfkGzvWenERCgDoaCJ5SoRZtAAAAHHFTFkAHQcrUAMAUlHgImHNnhLRjh3SwoVWaYOCAunwYWufrKwzxzOLFgAAwHHMlAWQ/Jot5qXCQmtbYWGLxbyC1uQDACDZBS4S1uwpERUUWNu8pQ22bZNmzGh5DmbRAgAAOIqkLIDkF+FiXt6afCaXpCwAIEXZLRC2caOVvA1zk7NFqSAAAAC0GklZAMkncIZOJCtQAwCQigJLG8R6Fu2xYy33ZyYtAABAWNSUBZB8Auvc2a1ADQBAKvOWNohEW2rRStYN0ObfxdSjBQAACIuZsgCSC4t5AQAQG7GYRSv5lQqiHi0AAEBkmCkLIDm43daree3YYKtFB15gAgCA4GIxi3b0aOsplbQ0q+5suO9pZtECAABIYqYsgEQVOJMmwsW8WqxADQAAWi/SWbSTJlnbN2wI/z3NLFoAAAAfZsoCSEyBM2ns6txJJGEBAIil1syildpWj5ZZtAAAIIWRlAWQeILNpGExLwAAEkOwUkF239OlpVayNZB3Zu2yZdKSJdSMBwAAKYWkLIDEEWndWAAAED/xmkW7dq11LsYCAACgA6CmLID4CFY3rjV1Y1nMCwCAxBRpPdqxY6Vt26QZM1qeI/C731vagHqzAACgg2CmLID4CFY3LtK6sa2doQMAAJzTmu/pSL77I1kgjFm0AAAgyZCUBdB+Ql0khbq4om4sAAAdW7BZtKG++71ljfLyzhzflgXC7JK2JHQBAECcUL4AQPsJfNTQ7Zaqqqy6cYWF1rbCQmtbVRWPJAIA0NF5Z9FGkgCNpKxR4I3eY8da7m9X+iBcW2CpJQAAgBghKQsgOqEuWILNho20ZqxE3VgAAFJN4Hd/SYk1K3brVqukgWT9rKyUNm60ZtQG3ujNyvK/0WtX+iCSsggkbAEAQDuhfAGA6AQ+Muh91LB58tX7qGFBgXURlZVlXzPW+2fqxgIAkDoCv/vtShuUllrjj2DGjZMWL5Zuuin4eOTwYeu/my8wFlgWITs7soR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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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mP18ZTIlyeW+ZMp56XGY/3zKOvHxijMGeGF+wN8YY7InxhZJKSUlRwOsBd+xXbpOyOQwGg81rs9mcp+1Wt/bJr39x+tzKaDTKaDTmafcyevEfbhFwv2BPjC/YG2MM9sT4ysXFU5Lk6eIp5dyT5fPz7eoZ2s2y8fLLljqzl45Js16XccgjUiPuZ26MMdgT4wv2xhiDPTG+UGx5U4X5cuhCX7fj62uZxXDrTNULFy5YZ7X6+voqIyNDly9fvm2f8+fP5zl/UlKSTZ9br3P58mVlZmbmmUELAAAAB/DzsyRZcy9gGBEh7dxpeeQsHLtkiRQba3lEREipqVJammVfzjMAAADgYOU2Kdu4cWP5+vpqy5Yt1raMjAx9++236tSpkyQpODhYzs7ONn1MJpMOHjxo7RMaGqrk5GR999131j579uxRcnKyTZ+DBw/KlGu13s2bN8toNCr494UkAAAA4EB+fpZZr7mTsn5+UufOlkdoqKUtNFTq2NGyz2SSPD2lLl0s+7p0keLiLI9c/+4DAAAAyppDk7JXr15VfHy84uPjJUnHjx9XfHy8Tp06JYPBoMmTJ2v27Nn69NNPdfDgQY0dO1bu7u4aMWKEJMnb21tPPvmkpk6dqq1bt2r//v0aOXKk2rRpo169ekmSWrRoob59+2rcuHHavXu3du/erXHjxql///4KCrLUIOvdu7datmypUaNGaf/+/dq6dasiIyM1btw4asMCKF9MJktSgmQCANxedLSU35frwcGWR3T0zTY+WwEAAFDGHFpTdt++ferevbv1dc6iWWPGjNHy5cs1bdo0paWlacKECbp8+bJCQkK0efNm1ahxc1nxBQsWqHr16ho2bJjS0tLUs2dPLV++XE5OTtY+q1ev1sSJE9W7d29J0sCBA7Uk5ydukpycnPTFF19owoQJ6ty5s9zc3DRixAjNnTvX3rcAAIrGZJJmzpQGDrSdLQYAVd2t5Q0iIiyflWlpUny89OyzltIGOTNqc3+G8tkKAACAMubQpGxYWJjMZnOB+w0Gg6KiohQVFVVgH1dXVy1evFiLFy8usE/t2rW1atWq28Zy1113aePGjXeMGQAcIjXV8kxdRADIX055g9yvcxKsbm6W55zSBrlRcxYAAAAO4NCkLACgEEwmyd/ftq1LF8siNpJt4gEAUDgmk+WRu8QBn60AAAAoI+V2oS8AwO9y1z3MLb+6iACAvG4tbSAVvuYs9WYBAABgB8yUBYDyLiJCCg+3bN+pLiIAIK9bSxtIha85S71ZAAAA2AFJWQAo7wpbFxEAUHiF+Wy9td5saqrk4VG2cQIAAKBSonwBAJQn/EwWABzPZJLi4iRPT0udWcny7OlpaeczGgAAACVEUhYAypOcn8kW9D/8+dVFBACUzK2frQXVm5Xy1vLmyzQAAAAUA+ULAKC8uPVnsvnJry4iAKBkbv1sLajebPv2llIHub8Yo+YsAAAAioGkLAA4mslkeeSeldWlixQba9nOXfcQAGB/ha3lXZgv0wAAAIB8UL4AABytoJ/JBgfn/ZksAMDxCqo5GxdHzVkAAAAUCklZAHC0iAjLrNidOy0/j5Usz7GxlkdEhGPjA4CqLL9a3kX5Mo2aswAAAMgH5QsAoCyZTJb/WY+IuPk/+IX9mSwAoOzlV8u7oJqzoaE3j8lBzVkAAADkg6QsAJQl/uccACq+wnyZlppqeabmLAAAAPJBUhYAysqtC8KkpkoeHrZ98vuZLACgYjGZJH9/2zYWcAQAAEAu1JQFAHsraEEYT8+8C8Lk/EyW/1kHgIqhoJqz+bm15iz1ZgEAAKoskrIAYG8FLQgj5V0QBgBQseT3ZVpEhGXxxjst4JhT0oakLAAAQJVD+QIAsLeCFoRp395Si5BZsQBQuRS25iz1ZgEAAKoskrIAYG+F+Z9zAEDVYDJZHrl/QUG9WQAAgCqH8gUAUNqoEQgAyHFrzdmCStrcWm9W4u8TAACASoykLACUttvVCMxvQRgAQOV1a83ZiAjLrNg71ZuVqDkLAABQiVG+AABKS2qq5fl2NQJz/uccAFA1FbakDTVnAQAAKjWSsgBQGkwmyd/fto0agQCAoipKzVmTyVLuICKCv2MAAAAqGMoXAEBpyF0DMLf8agQCACDlX9KmqDVnKW8AAABQITFTFgBKQ0SEFB5u2Y6Pl5591lIjMDTU0sYMJgDArfIraRMRIQ0caClZUNDfJ4UplwMAAIByjaQsABRVfj8XLWyNQAAAbudOf5+YTJKnp+0xlMsBAACocChfAABFxc9FAQCOUthyOSaTZRYuf1cBAACUS8yUBYCiKMxq2PnVCAQAoKjy+/uksOVycr5AHDiQv48AAADKIZKyAFAYRVkNO78agQAAFFV+f58UplxOYb5ABAAAgENRvgAACqMoq2EDAOAIJpMUF2epOduli6WtSxdLW1wcpQwAAADKEZKyAFAYERGWWbE7d1p+JipZnmNjLY+ICMfGBwCoem4tb8AXiAAAABUG5QsAoDAK83NRAADK0q3lDSIiLDVk09JuX29WksGUqJe/kQxjEqVGXmUaNgAAAEjKAkBeJpNlNlFEBIujAAAqjiJ8gWhITFTUt9LVxESpUfMyDBIAAAAS5QsAIK+cFasLqr2X32rYAABUFCwEBgAA4HDMlAWA3G79H9XUVMnDw7ZPfqthAwBQnuT3BaLJZHkEB8vz9ybPHn0ttdFzjvHz4xcjAAAAZYCZsgAgFbxitacnK1YDACqenC8Q/3979x4cVXn/cfyzARJCQoLWwiYmAmpVQC4FEQPRACrEioK0llEM2pvpIFhAmTqtNlE7lVoEa5GLbdWKnZHaCjKlDRelUdpwMYSKighoJZpE+Akk3CQxeX5/HHfJbvaWbPb+fs3sbHIuT845fEme893nfJ/WSdVAJwLz98QIAAAAgkZSFgAk7zeqEjNWAwDiQ3GxNSp2yxadfvI3kmS9V1Zar+Jiz0+MAAAAoNNRvgBAYnJ/NNPbjNXDhlmTpfD4JgAg1rWaCKy5S7P1PupKayIwR2mD7Oyz2zueHKmsdJ1EjPIGAAAAQWOkLIDE5P5oZlaWdVM6Zow1U7VkvY8ZYy3nphMAEM/a88QI5Q0AAACCRlIWQOJh1mkAQIIzdrtKC6x3SS6lDbRkibVsyRLre0dpAymwv6G1tVY9W5K2AAAAXlG+AEDiaDXrtFN+fttZpz3NWA0AQBwxWXY9PE6al/VVUrZ1eYLUVOs9L896WkQ6OyGmv7+hjm0fftgqC8TfUgAAAI8YKQsgLtlq61Sy2Xp3CnTWaU8zVgMAkMgC+Rt68qT/kbSMogUAAJDESFkAccpWV6fSculEXZ3U7xJrobfJvBw1ZEnCAgDg+YkRf39Dk5Kk9HTXdjyNpGUULQAAgCSSsgDikbdROv4ezQQAAGefGHFf5utvqPv2Do7RtSUl0vz51HQHAAD4CklZAPGjVc1Yx1id9PGFnuvdAQCAzlNcLF1/vfW1+0jaw4et5a1H0vqqR7tihdUef7MBAEAco6YsgNjlXpcu0JqxEpN5AQDQUZ7+hmZlSWPGWC9HSQPHSNqKCqmwsG07nv4+O8obUHMWAADEOUbKAohd7nXpWtW7O/1WhVLnzNfpJ3+j1KvHW9u73zx6e9QSAAB4196/oYHWdPc3SZjESFoAABA3SMoCiD0nT1rv7jdurR5/bO7SbL2PupKasQAAhJP7SFp/9Whra6WdO12fdvFV3oCJwgAAQBygfAGA6OVensCxLD3deuXnW8vy862buZ07edwRAIBIc4ykDTRpGkj5oZMn/Y+k9dRvAAAAiFIkZQFEL0915VrXnWvNrS6dsdtVWmC9AwCAKOGpHm1xsTUqdssWq6yBZL1XVlqvKVMC+0CWerQAACCGUL4AQHTyNhrG1+zOkvMmz2TZ9fA4aV4WSVkAAKKGp3q0/sobeKtf6xhdW1IizZ9PPVoAABBTSMoCiBxPN0e1tdbLV125MWOsrz3duAEAgPji6wPZw4et5enpZ7fvSD1aErYAACDMKF8AIHK8lSfwV1cOAADEJ0/lDRwfyI4Zc/bJGMcHshUVUmFh23bc+w2B1KOl9AEAAAgjRsoCiAz3m6OTJ6W0NGuEys03W8t8lCdwfu1+4wYAAGKXp/IGvvjrNyQlWXVnfT2Bk5HhuU/SGiNpAQBAJyMpCyC03G9ivJUnkKwbpKyss6UI/JUnaO+NGwAAiG3uH8gGUo/24YfbtuPoh9x9t/TMM2eXu/dJAil94FhP0hYAALQD5QsAhJb744DeyhNIlCcAAAC+OT6QDTTxWVxsJVi3bLFG0ErWe2Vl24Rsa+0pfSD5Ln9QW2sdcwKVRrDV1qlks/Xukb9r4mt9Al5PAEB8IikLIDjeOsYnT3q+ifF2c7Rli7W8uPhsG5QnAAAAgfJWj3b4cM/1aEtLffdJpkyxSh+kp58dQZufby3budPq+3jr77Tmr15tHCYZbXV1Ki233j0K5Jr4SnJ39HrG4bUGAMQukrIAguOpY1xba93AeLqJqa09O2FH65ujMWOsGyT3G6n2jIYBAACJq739Bm8JW0efZM0a35OPLlzovb/TOmkbzChbx/pYSiT6O2df6/0luTtj1HI8XWsAQEwjKQvAN1+dU28dY28lCNxnQgYAAAiX9j6B46v0gWOiME8c/Z3SUt8JWym+SiPU1jpHFqePL5Qk691xzrt2+R55vGuX9yT3+vXWK5jr6WmSWU/nQNIWABAmTPQFwDdPE1t4m6zLcYMyZYp0/fXW155mQm49OQflCQAAQDj4miDUW+kDX5OIZWVJU6daX7v3d1as8Fyv1tF3mjdPmj7de18qK0vKyLC+DqQ0QkcmIOvsyclWrPA9qVpBgVRe7nu9J97mImi9ztf1PHzY+r6w0HWd5DqhW3sS5J6ut7/rGex6AEDcISkLwHsn0NOIgrQ0/53ukpKzNz2ebmIcfN0cAQAAhEtH+iS+kralpVa/6vRpzx9Q//nP3ksjSFaScdEi13W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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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I9euVEBmphMhIa53Zd+bOtbZFrl8vU1bWDc4AAAAAVB1ms1nTp0+35oacnJw0ffr0cpst6+XlJS8vL3366afKzMwsNqZ+/fopOTlZn3/+ueLj49WhQwf17NnTOps2fw2lfv36aU/8Hv3r3/9SyF1Xr+AePXq09uzZo3Xr1mnHjh0ym8164IEHbGapXrp0SXPnztXy5cv17bff6vjx44qKirLunzdvnt577z29++672r59u86dO6dPPvnEJtaMjAxNnjxZu3fv1ldffaUaNWroz3/+s/LybBcSfvbZZzVx4kQlJSXpz3/+s/76179q6dKlNn2WLl2qIUOG2OTyrhUbG6uaNWtq165dev3117VgwQK988471v2PPvqo/ve//2nNmjX6/vvv9eCDD6pv377WhPSVK1cUEhKiDRs2aP/+/Ro7dqxGjBhRqFRpvjVr1mjo0KF6//33NXLkSOXk5Gjw4MHq1q2bvv/+e+3YsUNjx44tdp2pMmFGmUlLSzNLMqelpdk7FFSAtCtpZkXLnHaFnzccC2O3krh40WyWLLeLF0u8L+f3381ft2tnXtWjh/nr06fNX547Zw746CNz+5gYc/uYGPPjUVFms2R+PCrK2hbw0Ufmr8+dq8AXV34Yv3BkjF84MsYvHBVj1zFdvnzZ/OOPP5ovX75c6mNs3LjRLEtFL5vbxo0byzBSWx999JG5du3aZjc3N3Pnzp3N06ZNM+/bt8+6/6uvvjJ7e3ubr1y5YvO82267zRwTE2M2m83m0NBQ8yOPPGI2m83mnNwc8+5Tu805uTlms9lsPnTokFmS+X//+5/1ub/99pvZ3d3d/MEHH5jNZrN56dKlZknmI0eOWPv885//NNevX9/62Gg0ml999VXr4+zsbHPDhg3NgwYNKva1nT171izJ/MMPP5jNZrP56NGjZknmhQsX2vTbtWuX2cnJyXzq1Cmz2Ww2p6SkmJ2dnc1bt24t9tjdunUzt2zZ0pyXl2dte/bZZ80tW7Y0m81m85EjR8wGg8F6zHw9e/Y0T5s2rdjjPvDAA+YpU6bYnOfpp582//Of/zT7+PiYt2zZYt2XmppqlnTdOAu63hgtaX7QrjNlAQDAzXEyGBS2b58e3rJFYd7eCrtBvdnE5s3lHBiorr6+9g0cAAAAqCDma2bJ5ivv2bJ/+ctfdPr0aa1bt059+vTR1q1b1aFDBy1btkySFB8fr4sXL8rPz886s9bLy0tHjx61lgZITExUz549izx+UlKSatasqY4dO1rb/Pz81KJFCyUlJVnbPDw8dNttt1kfG41GnT17VpKlfILJZLJZeKxmzZq66667bM71888/a9iwYWratKm8vb2t60AdP37cpt+1z7vnnnvUqlUra0mA5cuX609/+pPuu+++6753nTp1spmVGhoaqsOHDys3N1cJCQkym81q3ry5zfv2zTffWN+33NxczZo1S23btrW+v5s2bSoU78cff6xJkyZp06ZN6t69u7W9Tp06Gj16tPr06aMBAwZo0aJFNiUfykPNcj06AAAoUq7ZrG3t2snk5ydjerq6enjI6Y//hFxv37Xy680OOXCgUL3Z/McLg4OLfT4AAABQ1RSsJVtQbm6utbZsnz59yuXcbm5uCg8PV3h4uF588UU98cQTmjFjhkaPHq28vDwZjUabWqj5fP+YROHu7l7ssYtLJpvNZpuEprOzs81+g8Fw04noAQMGKCgoSG+//bYCAwOVl5en1q1bK+uasmienp6FnvvEE09o8eLF+tvf/qalS5fq0UcfvaUyAHl5eXJyclJ8fHyhRLuXl5ckS0mGBQsWaOHChWrTpo08PT01adKkQvHeeeedSkhI0NKlS3X33XfbxLV06VJNnDhRGzdu1L///W+98MIL2rx5szp16lTq2K+HmbIAAFSwtSkparxvnx6ePl0Hg4L0cFycGu/cqbUpKdfdV5zi6s02dHXVR61aKcLfvwJfHQAAAGA/+bNka9QoOuVVo0aNcp0te6077rhDGRkZkqQOHTooOTlZNWvWVHBwsM2tbt26kqS2bdvqq6++KvZYOTk5NnVSU1NTdejQIbVs2bJE8fj4+MhoNGrnzp3WtpycHMXHx9scMykpSS+88IJ69uypli1b6vz58yV+zcOHD9fx48f1+uuv68CBAxo1atQNn1MwnvzHzZo1k5OTk9q3b6/c3FydPXu20PsWEBAgSdq2bZsGDRqk4cOHq127dmratKnNAmj5brvtNn399df6z3/+owkTJhTa3759e02bNk1xcXFq3bq1Vq1aVeLXfbNIygIAUIHWpqRoyIEDOpmdLWNqqqJjY2VMTdWpzEz95cAB/aWYfUMOHLhhYvZYu3Za/dJLanHihFZ37qyjnTqRkAUAAEC1kpWVpePHjxdakCpfXl6eTpw4UWgG5a1KTU1Vjx49tGLFCn3//fc6evSoPvzwQ82ZM0eDBg2SJPXq1UuhoaEaPHiwvvjiCx07dkxxcXF64YUXtGfPHknSjBkztHr1as2YMUNJSUk6knREr732miSpWbNmGjRokMaMGaPt27dr3759Gj58uBo0aGA9R0k8/fTTevXVV/XJJ5/op59+0rhx43ThwgXr/tq1a8vPz09LlizRkSNHtGXLFk2ePLnEx69du7YiIiL0f//3f+rdu7caNmx4w+ecOHFCkydP1sGDB7V69Wq98cYbevrppyVJzZs31yOPPKKRI0dq7dq1Onr0qHbv3q1//OMf+vzzzyVJwcHB2rx5s+Li4pSUlKTIyEglJycXea7mzZvr66+/tpYykKSjR49q2rRp2rFjh3799Vdt2rTpppLdpUH5AgAAKkiu2aynjxxRUd/JX+97erMspQgmHTmiQW3ayKmYfvn1ZiVJ3t5SSS8RysiQ/rjsRxcvSkVcggQAAAA4AldXV+3evVsp15nQUK9ePbm6upbpeb28vNSxY0ctWLBAP//8s7KzsxUUFKQxY8boueeek2QpI/D555/r+eef12OPPaaUlBQFBATovvvuU/369SVJYWFh+vDDD/XSSy/p1VdflYeXh7p3u1r7dOnSpXr66afVv39/ZWVl6b777tPnn39eqGTB9UyZMkUmk0mjR49WjRo19Nhjj+nPf/6z0tLSJFlmE69Zs0YTJ05U69at1aJFC73++usKCwsr8Tkef/xxrVq1So899liJ+o8cOVKXL1/WPffcIycnJ02YMEFjx461ed0vv/yypkyZolOnTsnPz0+hoaF64IEHJEnTp0/X0aNH1adPH3l4eGjs2LEaPHiw9TVdq0WLFtqyZYvCwsLk5OSkqVOn6qefflJsbKxSU1NlNBo1fvx4RUZGlvg13yyDuaLma1cD6enp8vHxUVpamry9ve0dDspZema6fF71Udrf0uTtys8bjoOxaz9bz5/Xw1u2yJiaKknqcPiw3pk7V09ERSmhWTPV/eM/DL/5+BTaJ0kmPz+t7txZYYGBlgNem0AtbXL1es+rZAlbxi8cGeMXjozxC0fF2HVMV65c0dGjR9WkSRO5ubnZOxy7yc3L1d7kvWof0F5ONYqbmlE5rVy5Uk8//bROnz4tFxeX6/YNCwvTnXfeqYULF1ZMcGXgemO0pPlBZsoCAFBBTFlZily/XtGxsTbt78ydW+xzCu6LHjVKprvvLrf4AAAAAOBWXLp0SUePHtUrr7yiyMjIGyZkqzOSsgAAVBCji4smDxigdZ07SyrlTNlataTKcpFLJZtFCwAAAMC+5syZo1mzZum+++7TtGnT7B1OpUZSFgCACtLV11c1AwOV6OdnU0M2oVkz7W3evMjn5O8zSGro6qquvr4VESoAAAAA3LTo6GhFR0ff1HO2bt1aLrFUdjXsHQAAANWFk8GgRcHBkiwLdxVkKGa74OOFwcFyKuniXTch12zW1nbttLpHD21NT1duZZmJCwAAAABVFElZAAAqUIS/vz5q1UoNnJ1l8vOz1In181NDV1d93KqVPi5m30etWinC3//6B/f0tJQ2MJtLXEpgbUqKGu/bp4enT9fBoCA9HBenxjt3au0fq9WSsAUAAACAskf5AgAAKliEv78Gubtr21NPWerEdu6srgEB1lmw19tXltampGjIgQMyS2qfmqro2Fit69xZiX5+GnLggKKCgrQ6OVk506crcv16TY6LU83AQC0KDr5xghgAAAAAUCySsgAA2IGTwaCwffssD7y9pQJJ1+vtKyu5ZrOePnJERc17zW977cQJSUUnbD9q1cqSPG7XTiY/PxnT09XVw6NckscAAAAAUNWQlAUAoBraduGCck6fVvvUVElSh8OHbe4lyeTnp2Q/P5vnmWWpcTv24EE9bTAwixYAAACVV0aG5OVl2b54scQlvoCKQFIWAIBqyJSVpcj16xUdG2vT/s7cudbtmP79FTNgQLEJ25N+fsXOoiUxCwAAAADFIykLAEB5qcTfzBtdXDR5wACt69xZkiXh+s7cuXoiKkoJzZopcv16RW7YoMgNG6zPKZiwjR41SjNHj7Y5Zv4s2klHjmhQ3bqUMgAAAABKITo6Wp9++qniE+LtHQrKEUlZAACqoa6+vqoZGKhEPz+burIJzZppb/Pmih49WjEDBkgqnLCtm5YmSWp/6FCxs2i3XbigsNq1K+z1AAAAANeVnCzddlsFnCZZs2bN0meffaZTp06pXr16uvPOOzVp0iT17Nmz3M8Px0FSFgCAasjJYNCi4GANOXBARc1nTS6inmx+wnbGsmXXLXsQPWqUTF26lEfYAAAAQOlUQFL22LFjuvfee+Xr66s5c+aobdu2ys7O1hdffKGnnnpKP/30U7meH46lhr0DAAAA1/D0lMxmy60cSx5E+Pvro1at1MDZWSY/P0sy1c9PQa6u+r+gIBmkIhO2MQMGqENMjDrExOiJqChJ0hNRUda2mAEDZHRxKbe4AQAAgEIyMoq+5bt8+fr7y8C4ceNkMBj03XffaciQIWrevLlatWqlyZMna+fOndZ+x48f16BBg+Tl5SVvb28NHTpUZ86cKfa4PXr00KRJk2zaBg8erNEFyok1btxYL7/8skaOHCkvLy81atRI//nPf5SSkmI9V5s2bbRnzx7rc5YtWyZfX1998cUXatmypby8vNS3b1+ZTKZiYzl//rweeeQR+fv7y93dXc2aNdPSpUslSVu3bpXBYNCFCxes/RMTE2UwGHTs2DGbc27YsEEtWrSQh4eHhgwZooyMDMXGxqpx48aqXbu2JkyYoNzcXOtx/vWvf6lZs2Zyc3NT/fr1NWTIkOv9KBwCM2UBALgVpa0bm594tbMIf38NcnfXtqeeksnPT6s7d1bXgAA5GQzq5O2tpw8dsknYNnRx0eX69Yste2CQ1NDVVV19fe30igAAAFAt5f+fvDjh4UW3l9H/yc+dO6eNGzdq1qxZ8izibwLfP/5/bDabNXjwYHl6euqbb75RTk6Oxo0bp4ceekhbt269pRgWLFig2bNna/r06VqwYIFGjBihe++9V4899phee+01Pfvssxo5cqQOHDggwx/rP1y6dElz587V8uXLVaNGDQ0fPlxRUVFauXJlkeeYPn26fvzxR/33v/9V3bp1deTIEV2+fPmm4rx06ZJef/11rVmzRr///rsiIiIUEREhX19fff755/rll1/0l7/8RV26dNFDDz2kPXv2aOLEiVq+fLk6d+6sc+fOadu2bbf0XlUGJGUBACgnuWaztrVrJ5Ofn4zp6erq4VEpF79yMhgUtm+f5YG3t/RHjMUlbP/z229Flj3If7wwOLhSvk4AAACgvBw5ckRms1m33377dft9+eWX+v7773X06FEFBQVJkpYvX65WrVpp9+7duvvuu0sdwwMPPKDIyEhJ0osvvqg333xTd999tx588EFJ0rPPPqvQ0FCdOXNGAQEBkqTs7Gy99dZbuu2P0g7jx4/X3//+92LPcfz4cbVv31533XWXJMsM3ZuVnZ2tN99803rOIUOGaPny5Tpz5oy8vLx0xx13qHv37vr666/10EMP6fjx4/L09FT//v1Vq1YtNWrUSO3bt7/p81Y2lC8AAKAcrE1JUeN9+/Tw9Ok6GBSkh+Pi1HjnTq1NSbF3aDclP2H78JYtCvP2lpPBUGzZg4aurvqoVStF+PvbO2wAAABUNxcvXr0dOSJt3y5t3nx1/7x5lrbt2y378/uWEfMfM24NN5ickJSUpKCgIGtCVpLuuOMO+fr6Kikp6ZZiaNu2rXW7fv36kqQ2bdoUajt79qy1zcPDw5oclSSj0Wiz/1pPPvmk1qxZozvvvFNTp05VXFzcTcd57Tnr16+vxo0by6vAbOf69etb4wgPD1ejRo3UtGlTjRgxQitXrtSlS5du+ryVDUlZAADK2NqUFA05cEAns7NlTE1VdGysjKmpOpWZqSEHDjhcYrYoEf7+OtaunVa/9JJanDih1Z0762inTiVLyGZkWGbjGgxlXscLAAAA1ZSn59XbbbdJ994rhYZe3d+xo6Xt3nst+/P7lpFmzZrJYDDcMLFqNpuLTNwW1y5JNWrUsCZ982VnZxfq5+zsbN3OP1ZRbXl5eUU+J7/Ptecq6P7779evv/6qSZMm6fTp0+rZs6ei/lhnokaNGtbXUtI4889ZVFt+nLVq1VJCQoJWr14to9GoF198Ue3atbOpXeuISMoCAFCGcs1mPX3kiIr6b0x+26QjR5RbCerJ3qqiZtECAAAA1VGdOnXUp08f/fOf/1RGERMP8hOId9xxh44fP64TJ05Y9/34449KS0tTy5Ytizy2f11/m8W3cnNztX///rJ9ATfB399fo0eP1ooVK7Rw4UItWbLE2i7JJtbExMQyOWfNmjXVq1cvzZkzR99//72OHTumLVu2lMmx7YWasgAAlKFtFy4o5/RptU9NlSR1OHzY5l6STH5+2nbhgsJq17ZLjIVUkkXHAAAAgHLzRw3V8vSvf/1LnTt31j333KO///3vatu2rXJycrR582a9+eabSkpKUq9evdS2bVs98sgjWrhwoXWhr27dulnrtF6re/fuioqK0meffabbbrtNCxYssNss0RdffFEhISFq1aqVMjMztWHDBmsyOTg4WEFBQYqOjtbLL7+sw4cPa968ebd8zg0bNuiXX37Rfffdp9q1a+vzzz9XXl6eWrRoccvHtieSsgAA3IJrF/M6VaOGItevV3RsrE2/d+bOtW5HjxolU5cuFR1q6ZRDwtZRFkADAABAFVIBSdkmTZooISFBs2bN0pQpU2QymeTv76+QkBC9+eabkiyX5X/66aeaMGGC7rvvPtWoUUN9+/bVG2+8UexxH33sUf3www8aOXKkatasqWeeeUbdu3cv99dTFBcXF02bNk3Hjh2Tu7u7unbtqjVr1kiylCVYvXq1nnzySbVr10533323Xn75ZetCY6Xl6+urtWvXKjo6WleuXFGzZs20evVqtWrVqixekt0YzNcrFIGbkp6eLh8fH6Wlpcnb29ve4aCcpWemy+dVH6X9LU3ervy84TgYu2VnbUqKnj50SDnJyYpcv14xAwYoJyBANZOTZSwwU/aduXP1RFSUEpo1k2SZKbu6R4/KM1O2tDIypPxi/Bcv2tbkKmZfUe9ZzcBALQoOLlE9WsYvHBnjF46M8QtHxdh1TFeuXNHRo0fVpEkTubm5lf5A1/v/qgPIzcvV3uS9ah/QXk41nOwdDgq43hgtaX6QmbIAAJRC/mJeZknt/1jMa13nztrr5yf5+SnZz8+mf0KzZtrbvLkMkhq6uqqrr689wi5bNzmLtrj3LNHPT0MOHNBHrVqVbKEwAAAAoCQo04VKjIW+AAC4SddbzKugay/Iz3+8MDi42l2uX50WQAMAAACAG2GmLAAAN6mki3nl1q8vk5+fpYasn58aurpqYQkv03d019aNzc3KcrwF0AAAAACgnJCUBQDgJpmyskq0mFezmTPVYPx4Sw3Zzp3VNSDAbjNkc3Olbdskk0kyGqWuXSWncipLZa0bO326Itev1+S4OGXVr68JVWkBNAAAAJQ7lkFCZVUWY5OkLAAAN8no4qLJAwZoXefOkq6zmJeLi8L27bM8ydtbslNCdu1a6emnpZMnr7Y1bCgtWiRFRJTxua5TazemhO8ZAAAAqjdnZ2dJ0qVLl+Tu7m7naIDCLl26JOnqWC0NkrIAANykrr6+qhkYqEQ/P5saqYUW86pVy14hWq1dKw0ZUnh9g1OnLO0ffVR2idkb1dpNri4LoAEAAOCWODk5ydfXV2fPnpUkeXh4yFDN1mSQpNy8XClHunLlipxqlNNlbrgpZrNZly5d0tmzZ+Xr6yunW7j8kKQsAAA3yclg0KLgYA05cKBSL+aVm2uZIVvUlTVms2Xi7qRJ0qBBZVPKoKS1dq9NzFam9wwAAACVQ0BAgCRZE7PVUZ45T7+l/aZjF4+phqGGvcNBAb6+vtYxWlokZQEAKIUIf3991KqVnj50qPjFvDIy7Brjtm22JQuuZTZLJ05Y+oWF3fr5Slpr943HH6+2C6ABAACgZAwGg4xGo+rVq6fs7Gx7h2MXF7Muqt/n/bRn7B55uXjZOxz8wdnZ+ZZmyOYjKQsAQClF+PtrkLu7tj31VNGLeXl6Fj1NtYKYTGXb70ZKWmv3g9tuk9OECZViATQAAABUbk5OTmWSAHNEWYYs/Zrxq1xcXeTm6mbvcFDGSMoCAHALnAyGSrGYV1GMxrLtdyMlrbUb5u0tp0r6ngEAAABARaAgBQAAN5KRYUkcGgx2L0lwM7p2lRo2LD7naTBIQUGWfmUhv9aupEpdaxcAAAAA7I2kLAAAVZSTk7RokWX72jxo/uOFC8tmka98+bV2Gzg7F6ob+1GrVjeuG+ugCXAAAAAAuBmULwAAoAqLiJA++kh6+mnbRb8aNrQkZCMiyuGclbzWLgAAAADYG0lZAABuhQMkGCMipEGDpG3bLIt6GY2WkgXluV5CZa61CwAAAAD2RlIWAIAbyDWbta1dO5n8/GRMT1dXDw+Hq4vq5CSFhdk7ihurCu81AAAAANwINWUBALiOtSkparxvnx6ePl0Hg4L0cFycGu/cqbUpKfYOrXLLn0FsNlu2S4D3GgAAAEB1QVIWAIBirE1J0ZADB3QyO1vG1FRFx8bKmJqqU5mZGnLgAMnCMsR7DQAAAKA6ISkLAEARcs1mPX3kiIqqFpvfNunIEeVW8nqyjoD3GgAAAEB1Q01ZAACKsO3CBeWcPq32qamSpA6HD9vcS5LJz0/bLlxQWO3adomxqriZ97qDRzmuTgYAAAAAFYSkLAAARTBlZSly/XpFx8batL8zd651O3rUKJm6dKno0Kqcm3qvPdwrOjwAAAAAKHMkZQEAKILRxUWTBwzQus6dJVlmbb4zd66eiIpSQrNmkiyzN1e7uNgzzCqB9xoAAABAdUNSFgCAInT19VXNwEAl+vnZ1DpNaNZMe5s3l0FSQ1dXdfX1tVOEVcfNvNcZWb/bK0wAAAAAKDMs9AUAQBGcDAYtCg6WJBmu2Zf/eGFwsJwM1+7FzeK9BgAAAFDdkJQFAECSMjIkg8Fyy8iQJEX4++ujVq3UwNlZJj8/S11TPz81dHXVR61aKcLf385BVx281wAAAACqE8oXAABwHRH+/hrk7q5tTz1lqWvaubO6BgQwa7Mc8F4DAAAAqC5IygIAcANOBoPC9u2zPPD2tsymRbngvQYAAABQHZCUBQBAUq7ZrG3t2snk5ydjerq6engwQ9MePD0ls/nG/QAAAADAgVFTFgBQfRRRN1aS1qakqPG+fXp4+nQdDArSw3Fxarxzp9ampNgxWAAAAABAVUVSFgBQra1NSdGQAwd0MjtbxtRURcfGypiaqlOZmRpy4IAlMZs/e9NstmwDAAAAAHALSMoCAKqtXLNZTx85oqIuls9vm3TkiHK5nB4AAAAAUIaoKQsAqLa2XbignNOn1T41VZLU4fBhm3tJMvn5aduFCwqrXdsuMQIAAAAAqh6SsgCAauPaxbxO1aihyPXrFR0ba9PvnblzrdvRo0bJ1KVLRYc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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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" ] }, "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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