Files
opencv-test/2016-06-17-opencv-dfof.ipynb
ackman678 06260589fd py nb
2018-11-16 16:24:21 -08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OpenCV Version : 3.1.0\n",
"Numpy Version : 1.10.4\n"
]
}
],
"source": [
"import os\n",
"from timeit import default_timer as timer\n",
"import cv2\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"#import h5py\n",
"import tifffile\n",
"#from joblib import Parallel, delayed\n",
"%matplotlib inline\n",
"print(\"OpenCV Version : {0}\".format(cv2.__version__))\n",
"print(\"Numpy Version : {0}\".format(np.__version__))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def playMovie(A,newMinMax=False):\n",
" #play movie in opencv after normalizing display range\n",
" #A is float input (float32)\n",
" #newMinMax is an optional tuple of length 2, the new display range\n",
" #Note: the array normalization is done inplace, thus the array will be rescaled outside scope of this function (but will still be float32)\n",
" cv2.startWindowThread()\n",
" cv2.namedWindow(\"raw\", cv2.WINDOW_NORMAL) #Create a resizable window\n",
" i = 0\n",
" \n",
" #if newMinMax:\n",
" #im = cv2.normalize(im, None, newMinMax[0], newMinMax[1], cv2.NORM_MINMAX)\n",
" #im = cv2.normalize(im, None, newMinMax[0], newMinMax[1], cv2.NORM_L2)\n",
" #im = cv2.equalizeHist(im)\n",
" #im,cdf = histeq(im)\n",
" #im -= newMin\n",
" #im *= newSlope\n",
" #cv2.normalize(im,im,newMinMax[0],newMinMax[1],cv2.NORM_MINMAX)\n",
" \n",
" #Normalize movie range and change to uint8 before display\n",
" A = np.reshape(A, (sz[0], A.size/sz[0]))\n",
" meanA,stdA = cv2.meanStdDev(A)\n",
" print(\"mean: {0}, std: {1}\".format(meanA,stdA))\n",
" \n",
" if newMinMax == False:\n",
" newMin = meanA - 3*stdA\n",
" newMax = meanA + 7*stdA\n",
" else:\n",
" newMin = newMinMax[0]\n",
" newMax = newMinMax[1]\n",
" \n",
" newSlope = 255.0/(newMax-newMin)\n",
" #A += abs(np.amin(A))\n",
" cv2.subtract(A, newMin, A)\n",
" cv2.multiply(A, newSlope, A)\n",
" A = np.reshape(A, sz)\n",
" A = A.astype('uint8', copy=False)\n",
" \n",
" while True:\n",
" #im = np.uint8(A3[:,:,i] * 255)\n",
" im = A[i,:,:]\n",
" #im = cv2.GaussianBlur(im,(0,0),3)\n",
" #th,bw = cv2.threshold(im,0,255,cv2.THRESH_BINARY+cv2.THRESH_OTSU)\n",
" #bw = cv2.adaptiveThreshold(im,255,cv2.ADAPTIVE_THRESH_MEAN_C,cv2.THRESH_BINARY,5,0)\n",
" im = cv2.applyColorMap(im, cv2.COLORMAP_JET)\n",
" cv2.imshow('raw',im)\n",
" k = cv2.waitKey(10) \n",
" if k == 27: #if esc is pressed\n",
" break\n",
" if k == ord('b'):\n",
" i -= 1000\n",
" elif k == ord('f'):\n",
" i += 1000\n",
" else:\n",
" i += 1\n",
" if (i > (A.shape[0]-1)) or (i < 0) :\n",
" i = 0\n",
"\n",
" cv2.destroyAllWindows()\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ackman/anaconda/envs/py35/lib/python3.5/site-packages/tifffile/tifffile.py:1974: UserWarning: tags are not ordered by code\n",
" warnings.warn(\"tags are not ordered by code\")\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3000, 540, 640)\n",
"False\n",
"1.6386002310318872\n",
"False\n",
"(3000, 540, 640)\n",
"3\n",
"(540, 640)\n",
"2\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x111ed6c50>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ktK5nkwIiuxSwPEbRrgwbIIB2iqiS30N442UKm1qlTNQ2TDfjeKk+21uBXyRA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YAAAg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1108bcc88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"t0 = timer()\n",
"fn = '/Users/ackman/Desktop/140509_21.tif'\n",
"#fn = '/Users/ackman/Data/2photon/120518i/120518_07_fr1-300.tif'\n",
"with tifffile.TiffFile(fn) as tif:\n",
" A = tif.asarray()\n",
"\n",
"del(tif)\n",
"print(A.shape)\n",
"print(np.isfortran(A))\n",
"sz = A.shape\n",
"A = A.astype('float32', copy=False)\n",
"Amean = np.mean(A,axis=0)\n",
"#A = np.rollaxis(A, 0, 3)\n",
"#A = np.reshape(A, (A.shape[0], A.size/A.shape[0]))\n",
"t0=timer()\n",
"for i in np.arange(A.shape[0]):\n",
" A[i,:,:] = ((A[i,:,:] / Amean) - 1.0)\n",
"print(timer()-t0)\n",
"print(np.isfortran(A))\n",
"print(A.shape)\n",
"print(A.ndim)\n",
"print(Amean.shape)\n",
"print(Amean.ndim)\n",
"plt.imshow(A[9,:,:])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean: [[ 6.86191114e-10]], std: [[ 0.09794486]]\n"
]
}
],
"source": [
"playMovie(A)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x121f5a940>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ktK5nkwIiuxSwPEbRrgwbIIB2iqiS30N442UKm1qlTNQ2TDfjeKk+21uBXyRA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YAAAg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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x12196b160>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(A[9,:,:])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This takes just 0.32 s to read in 300fr array at its ** default uint16.**\n",
"And takes 0.78 s to read in array and cast as float64.\n",
"Matlab takes 2.11 s to read in same array into a float64.\n",
"\n",
"\n",
"Takes 13 s read in 3000fr array and convert to float64.\n",
"Takes just 4.5s to read in 3000fr array as default uint16.\n",
"Takes 4.6s to read in 3000fr array as float32 with astype(copy=False)\n",
"\n",
"\n",
"Reshaping the array can change from c index ordering to fortran ordering. Reshaping can also end up making a copy, so timing needs to be tested carefully."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 loop, best of 3: 389 ms per loop\n",
"1 loop, best of 3: 392 ms per loop\n",
"1 loop, best of 3: 429 ms per loop\n"
]
}
],
"source": [
"%timeit np.mean(A,axis=0)\n",
"A = np.reshape(A, (A.shape[0], A.size/A.shape[0]))\n",
"%timeit np.mean(A,axis=0)\n",
"%timeit np.mean(A,axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the stridetracks 3D vectorized dfof it is slow: \n",
"\n",
"* <1 for the dfof calculation for 300fr float64.\n",
"* 13 s for the dfof calculation for 3000fr float64.\n",
"* 1.8 s - 5s for the dfof calculation for 3000fr float32\n",
"\n",
"With a for loop iterating over frames it is fast: \n",
"\n",
"* 0.5 ms for the dfof calculation for 3000fr float32 in a for loop by frames"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000 loops, best of 3: 159 µs per loop\n",
"10000 loops, best of 3: 171 µs per loop\n",
"10000 loops, best of 3: 94.3 µs per loop\n",
"The slowest run took 6.75 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
"10000 loops, best of 3: 114 µs per loop\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x118997f60>"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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gKieZpxq107W6avtl+YZ6MwgwMp/OsYpw4OoW80KcX2U7s45LkZsPbuRx8IpO\n5LgUVRqx5ojqGcSUEiFrFhsaJSAIcB2N5HcWBeqc8rpJWYlsAUG5gsS4xKnPl/N6o7OpgJ85GIxm\nGp78le1jBcn7N0LNAlfC6tftoults+89m8q5h+Hm/+vP+Zmjb+YuLuOnH/ttjvzUGvhi+Y6N8OiF\nl/DjW99anuPxei2rlRcQnF83UU1aB9zcwFxPEaBeRgyCBQo/dCnF8M+jIKod9bgFioPbTTjz+frZ\nUQoikw+qqHH+QB+3b72a1lIKf7aGcCj7a1tMAB+DQ/duDI2baVWbgtYWKKtOrAZeDevX7WaMIzw5\nsYkTty4rBYwsksziSIOItpHtwkqzfztDQcLelE0ZgRSCgcj9dDbZKchDtdL3rhiikzGVhbCnXFGE\nQGmeJxd6vDd1cQqzXQHESrlKfZGlsgorjzonbTRzbY4d54d6TseYlWfPIWJ7mu3MclymfebqIpwe\nQtimEteBkUu5TtORSzDFcDBLhg4Ry55k4amqXiON8FyDFH4b2SQtx+vxwui+9HfO0+WkJBztPA0u\nT3OQj1KHNkgYrNyJcoduwlgb4Htb/PB/+h2e+ruz2P25Ldz4U7cWVHI+vGb+3TzvD+/hDQ/8NVP3\nD8N72rDrEDzaLtzVYYpTcUANUAb2NwHfBryeIhq1fN9L0X5tTc+8l3KuJymc2BAF6QxSkNZBilNS\ngtFPmVZ0IUHAPw94Lp1CyfWlT0784TBvuvVttP7f/pLKPUpxsrtqu+4nHO7D9f/p+mxtYp17Ufae\nci9TC0PsYT0nHlheKokNBT0uJwbXJIGYRBXyibkyZ4A6QaR26gC1zTydTQLagTubzqt0wiltZh5Z\nuKwEw0X85Eh1JKaHOtQxQrgr4pevEsEplnYsaG/Ofc2aLWcDCCxMdbVXi1iOVVGd96bcwkwn30+u\nrj/NdmYRl0vMuBifuboNaX5/qrjPKqSOTXS2gs5I6fwrHcYAsZxsnn6hs7TSYhpn2deJv3Idkp3Q\nSSbqSGaIFTt1pq5+kFNdo4xpqKT7QLrvzJXNEZOaU3Xq8pd9id/76E8x/YE23S9rs39mTXEgd8Ev\nX/jL3PpvX8on976Y2Z8bgYXHyg0MrijE+NJ6P4cpglCXspFDO4uCmu4lIvUCxXk8QHESDcUxHKc4\nk3XAZ+pvIf+1RCpvmrtAcWDr6zX2U7RVa2DpjxzkyO0rS4XwSRhdf4Slbz7Ak6+9MAbFI7Wt19Xf\npOvZ966B54YMAAAgAElEQVR84Vt8FAB/HA4f3Vja/PMEAjhGsaM8KyFnBTnAie4Vjjpwx+pxcmBW\nJqUJILicnMLpRPoI7lApRb4Hg7jXkN4whdVhOJZaFPvLAdUxZuHrVIelc5NHhXBKThHz+XMlv5tY\nvUOxrpXl7MQh7MysSSRnW5xmO7OOy2VP8pIYedInhBPyoQbS/yIPHZdbfgmqRL375CVujGx2/grC\neYnmhMhCcA3R8jN1/xHCAOXi5BeE+Fl0mKG9UdLoYzVH+J5Fp57TQdELrbk+Zi/rYttHt/K+/lfy\n4C9deXJxvm0/+hy2Pf4ceKwNx44Dq2F0qKCms9L9VeTwQ7/1u+xhHe9/w2uKY/oUZfnlRyiDej3w\nCmjWTtNeOlDenCky7KLwUwMUfsxU3j7oozjLypWxvN7DjRQ7uLkN3Q0XvOk+9s5sjEF7PZx/+f08\ndO/l5bPP1raYr8d/e73O/UQlMM+C0LEcIAoin6//O33KF370URC1kd9gZJ+ayjgQlcvYHw1hf05b\ns8+nCBvTOehwtAFXGlGYLarLmj81h9A5b9UVGrR3tV95lZKcQmqrCmbNeLxWlgj1U4LabsJped25\ntK/T1HSaBkB1d1IepHbIk9B1uKcu/3PKdmYdl6hGjY76FmFz5paE/EYo838/c3C3CaMzhZMnsoQt\nWa52bIbSsFaGrBAafUwHPJdpnREHIo1w0rQaKp3tPmIi+WQ6XhlGNjqvb8UoG3c/MResAcbhvtuu\n5Hmv+iLHu0bZ9cFzQiM2TZE47N4DzXp47ih8J8V5fJYoFszUn7Pg27v/lk/33sj7976mcD5DxGBt\nOFnObh8YiAUZRR17CC7J6TVHKVyZKGsNxWEYIMYoavWroGvdNK2LBnnobZcWYWu7Hn8c7vjQjfBI\nG/ZUY2lGYjCug+a6adoXDMAHUlsqWnYKj4HO5zlKaSuR2FFCc6V8Rm4oE/XaoOkTBK96Kgdmu0m+\nQ3Be6rzkSU33ZtI+0gY9FKd3kECTmffSPn1Ho3Zr8HMyNOlevI60g6kcxJh0BotvYDKFFhioP9Rh\nmbK7FLULb65M13GsS/24fpjp7wDxmsKn2c6s47L0KiQW/WQ9kyV9ldxC1ZXEUs+q1dXGGFFySmbF\nEDo5iwx75ymIYZxYy0gHZjo3ko53mk3uTJ2kpWxfsOGKqllFrRLfz0wf1IhlZ6XiuUWssGlF8kMN\n2x64spxvB6GtWW8jH4P2MIyPxRQLpRWihD2l/b71nbfxrW/4a7i6DQdqNSMXD5bDsnP20QwvcHh6\nDSzpLs+msHeSwo9NE5XErcRrxz5HOIqd9dw3Au+B1t8MhrE/RUyTmgbuqRC1mYH2JLRHynM+BvwW\nxWm9uD7zMUrKav+aog9R0spBigOdpAwQJTVyoCrFtQEHpm+BlnMV9ZsqZSfn4oMiLgiRsIUH56Tm\nqUILad8cuAeJwWzlbohQ14tulN2Igr1fnaciz5yNGORFeQZLK+oWoyBsJs95dPlwA73PrgzGtNMs\nJguorZg67i1M6eSfZjuz5LyiTJ2CkHQNgbwU+zl1xmNcg0pIO0JELaMlBFy2sXsIglhImic6S2aa\nXnQTVaKlxFxAuSbRnijMKDxL6XQLBzpenZ/3kleD8Fkk/B1IwngdX05XrMBubvPSn30Pq359D81r\nWvCiNrx0AW4wMnweHjtaUqRPU9CFayZJJPfAwp5e3vP+10NfU6qFRtzJNsy04MswvmMNP7vk19hy\n1YNlZYkL6n2dXfuuRSyJvJFI386loIZzgG+p/z8EvJsyJejzlMG5j6g0DlL4r7Fe+NNeVh8eh8vW\nFNS4rrbTJCWV/QIFzYmy7E+rzUvq9TfUPnWStqT6OIVnmyQ0gfaH3OMY4WwGKLKBNcRLVaYIOYAI\nzv6drdeYIOQtIiEr3iIeXzZh98kv6TRF7DoG7d1rWfHOgVxedEm9X4MjBNqxYGAKeqrw1WqkRQsD\nodmItr5Q2wWC1zKImMGICk2PLXIoizrNdmYdl1UFI4QiNjU0IikRkdWKQSKK+NlhAnLm3Fol/ipi\n0X+LAUYRU8YRYkmWPJvfNND1hpwyoVMTskMo1w8SqMY0V9JWPs7ONxXQ4eoAPV6NjlWuvEJsNf5z\nb76f35/6Mfa/bwN3X7KV82++H6a74RVA/yCwGoaHO5cvEU3OUpzJ8yjVyEcJZft6r3cQ2An3nIAv\nwI/e+4f8XvN/s+r/2AkrYN1vPQo/NF84p8frva+nODV1YV+iOJb7KBzXUeLlE2dTHNEBAgX1tmF7\nGz7bOhmZX7r0H4qz3ERxfBdREOgQcBfw18DbKVVOSeAuisNyqZU2If0YqH2nYn6i9t2BeqyVYvkZ\niGWLhoHXw+bf2MbwG8cDvcj3SAEYxOaJF7Vm0alOzLStn+DZMs+V01URko7H7EOUSTquSdexeOQE\neqkKbVCuziqpiE1Kxak+jr1jhG2KHMfoFJQ6Hq0kilB1lq7EIp996rJSX2U7s47LaGbKZXnd1TDV\nx1j5k1jXILPaXecHEQ0lho26doo6ILVXdo4/Oj1Lud6bztIoOk8IZlWtGxWNZqZZ5vVGJB2fKaID\n2OkXIjgdpR3utWy/qm979EtbuafrCh79Zbjs5Q+x6eAueCfwl8DMMmiugOt6Sopt1L6bkiJ2U8j6\nHopDUZFuNGzBSTzfPgIfgR1rz+OiuR0cumsD7If55V1wX09J0S6kIC0oA2QzcE1qm2sJPmYphVT/\nJKUYMA081S7FhFaFIYMN3FT2+Yvf+6FYqkZyXwSlhuzR2u5r6zXGCAdkWiOXouzE1Tec5O27FS2U\n5Lf7yMG24PwX3M0Lej/JD136lsLrqfXK8/sMRAZVUyOIEZjvx8KNqnQ1adq6wbiHWFVUbVemQ0RG\nOpZuYlxlEXSuFubfefyYLvsMcn06vzzdTKS5QIw70Vumh7rpTGmt+LrPabYzT87rma3MWPkTfeSq\nxyrCQ2fRqp7ch82ORQcApbE81lxao5InUHx5lCAgs+4kK6YdDJ7DjrI4YHp3qvZshhK1heS5CqlT\ncXKtBpPPM8c/ekNK+13d/PCat3Hbfd/CW0ev4GO//TJ47zhwGJqz4PndBQG16VTY76Y4GhcVfA/x\neinJ+Bmgaxha55V/HoYrfn47vBr4M+AFcOD2LeW+rqRwV3npmmngqnrtNcAlCzDZXRzLVRTnurs+\n++NAq+bV0yOwuR++F17xK+/mOj7Hf77n5xm/bWU5/wXEiziWQPO6Fk3TpvX57pgXZ6HEJVQOE85I\nbmucEIDO1xdoTozBQhNvTXKNN1FyJd93fO4KRq6fYLTreEFTfUQxycnP0ClgNhANpvNBp0wnr16b\nlzRSyiBXdZxYH0xuaSWBzE+VXzjFTsSncxQMQKRwzpWEcMRZ0uBSzSJLg7pzJiGKb7lA4RQfz5P1\ncCLDrBL4KtuZdVxGEPVMzhk0/3Uu4UmeheADLCcfIeBx5rFMvYwg8hRyXjo9iXCdgg3ny0edp+ja\nVUaVTCjaycosFtJnGpN5v+gLIrJpsJlPsMM1XnlAjcCXhMiTPAiHbl3Fa37yHTzy7svgHVC89iic\n31McRjdwcT3ujnrsQWA1dN08Q9d0m/m/HSjOQ4cqj7MZ2NXA+QOFTL8VuIVYLmcJxYgfpRDrVrZG\nKWndNIWrugPo7y6oTqX8iyic1bnAfwP+bhhGR2ALjL7jEMefWsY0A6xhPxvOfpzx81cWdLarnn8V\n9PzwFG+77nt5Cz/CFz77ooLg7qI4Uldbnaz35qAYpiDCcWFBf72poZC8HKrtL+mv7Shv+Uu4c9sN\npW921/OajmmPk8Tikl4mizKlSaQgTF/d17EBQVvkoKscwWsr+bA4pJ1aUJB3zbpD5RQG0WWENg6C\nojGllc+T/nA2iMUqPYtB3nMJPOQVtV+DvIs+fl2/5WcJoaZeoBiJc7Ik6ERiVnnkxJQv5PRREtPU\nK5OAueIjCZ6natTpJSdza49ZWu8LOquR8hkiK6Nw5qXkDNTcTKdjZwjtl+S1hqgR6MR6iMXjjLTe\nr2XrSeChhkfecVkRf/YAV/aV7y8l9FPXUFDHfURUXgqtu/tpqXOy8mPKupaS+g3C8K8e4aIr7uUr\nB2+Et9U2vQS4bhYe7wvV+AglDT1Yjx0GLp+Hz/cU56WA9BjFYdm/y4CLmnLea+D4kRVcee3n+dj/\neBUfG3oV/GIb9rTh8Dg8tQxe0NC8eIEjB1bwZS7j8WNbYMMszct6aB/uKtOb5mobjBIVbHm+s4DD\nQxWltzn51trVTezrLABXxrW/RMYfoZOyUFSd9Yb2mSmbTsTJ6ZmAF7W5mKE0iYjfwW6xxuKQ9mDQ\n1vHpnAzOXktAoJTCsTdMiEh1bhar5O5EfqcS90MUB76cyFoED54LAmV57GFiHM/zjFN+zqzjyjlu\nP4WczVMjVhCVuHlKYzjVYCVBrkKgJ6dFmH/7vQ5Px2G0gzAuqzGqpo0SKykNaaTsTufS0WgsGux8\nOr/clMpskZaOMJO6RpyMQCVvIV5CoLpYTqyPIjX4EnAYlvzCOBdfeS9feOfzSyq4llJNfJBiWHvq\neZYQfJ5izCmCQ/L9hx8FjreZumOE7Vu20vMDJ5i/ZzDQ5V/2FSewifJ7iiJebVGqd38KtHvK35dT\nHJTrnK2mOJjHieVwZin6ri/C4U0r4VeA7TMUb1eJlqnj8PBmvuPt7+LIo2O86uEPMbF7GXS1Oeub\nt7Or+1wW/qivqP7vpEz81rlkUeUF9e/ZBqZGy70pwTHtMTjZZ55Dp+D8QtOxjK56iZkT8jjzRHVY\nUlonYl+75IvBOc+0EDmZeeRijk4UgusapVM/6GTmTNwbPCTHFdkqCzHFVYKkXZpamnpb3bdqnTWX\nIsUsE1Hz5rQf2/0025l9PdmftcMTS9zuIZyAg32eqDronNSx5IY9QJR6jUYSjBLdpmOWW9WMjKdr\nCoePE5WYeWLNpZwOmnp6HaOjmhpDg/m9z+L8x8zliTRVYxuxJolVRh0AGssC8aYcnesg/Nl7X8d5\nl7yLrxz+AX7sx/6kpDpH6j3dSUmjZimD9l9TNFDvpaCh/UQ5fwH4VuCPWnCigZc18IPA2hZ8vKs4\np7OB50HXC+dojffA3qbwXNvrs5vuN5RUbQVF67WEUiCYpxDsaynVwDuJYsvu2p6fccGnvZQJiSPA\nubBqA11vWKD7mnnmHusvbbGhzbpXPsL+J89i4SN98Il6L1uqDahoP0JBU8cozlP7MPjso9MBSA8s\npTMw6XTkQ+VLtUEJ+jyZOPe9CNDz2bdZkgBB2kvCWyhYSnB4OoOs/ZOycIqdGcAEpb0O1+cXaWdA\nYEZgatxHp3NqiMn3ZhKn0jZWSbMjzwsiHE1tPl7v4xBw79O/nuwZq4pN0/xJ0zT7mqa5J322rGma\nDzdN82DTNB9qmmYsffdzTdPsaJpmW9M0Lz3tya3eGX0dsFZ/rOJ1EboWiXJFpXb6UeKNx4cJUtup\nF95hrq44+bqhc2UHnYcGIgm/uh77JAUZKOTTiCT+RViqlrPCXv5Kzs2oayQywh8jyvM6OyejHiGE\nqKsJhKbaug2/cuwWej9+BVfP3VGQrLyTkP/5lBRuK2VQ/wlFUyV3dpjCIT3Whg/PwInJEEx+Cnhn\nV+GZrqUgmRfO0e5pleWbnSXwqvp8K4n5es4/fRz6bjwSE7jPa3HJt91Oz+snCh81QEFvP0HViQ0R\ni3yNlQ+Xb4DLoXVfN3Of7C/XvABWveoJhuZPsPBwT3GC2wnRpiSzqHclsdbXDcBLavscJ0aHqEUZ\ngimPtmdAc3aAKIz6e4KwyVMLSTpAZy+I6jKC80eEl8/vezWlFkSEruKQV7uwDQzEaiXlwnSYDfHO\nBZX6ZijH07lMS73XrNUSoUKxZZ83Zw+t9N0CsXikSxqdZvta5BB/CvyLUz77WeAj7Xb7QuBjwM8B\nNE1zMfBaynB4OfCWpmmevrDpPDmhqQ/qErRZSWw5WnWtCErI7vSBIUpEX0XnVAjLu2q1dDYSlQ4W\nJ4ZmrmwJnVN8NhKVm4NEZM2RJssaJIM1ALkOCH1PQyjanUphFckVAOQaXFEgyyseoaCc6sAf/rWL\nuG72C7xv4JXlOkP13o9TUsebKas/DFKm1xysfXGEkrJRn7l1BB7YUW50dqFc4x5KSrqHWCnj/l7a\n7+0viO1BIuVcT2fhwyreAzD78bFy/YPA73Rx/7ufx/wXR2KZ7F2EHq7VDcNnwfevhfU3lE5eRykU\nnANcz0ml+qH71vHIrZfBP3SV9Pl+StHAoAVBJCtdOU7hBj9B8KGKYF29IcsbHGD7iIAiXyNq97nV\nSfWl71rp7yPEkkW5Gp3RPXSKrJ3TeyydW4csQpNzkpNzrEijTBOoyfPZNk7iXk7wa1nzdYgomNk+\nprRyvSJKHVXmlfU8ajCn6/EKeP9XdVztdvszhHm6vZoi86P+/vb697cB72y32/PtdvtxygSUa057\ndZfS6KIgLx3OGDFvbxlhNFZD9PiKM9cRqyYqXF1JQSQiG0V7OpXlBDEqwrHi4fkhJARea0X9ez0F\nMfQRS7fYMfIBDaGdMf0xOip2Fe2pwVHjNU1ERe9bpGlqMFKvO9MuD3GIMpgOw/yvD/Brv/CfigMQ\nsSks/ABFyvCp2kYGhVWUCuTJ15ENUdj3DeXG91Ec23i9/muh68YT0A3nv/FuXvHmd58MFM1zZ0oa\n+YZ2Ob994HsVb2vihbZD0Bxe4E1X/FqpfIpwn6Skk80grO8qQeTlFCX9y4GtrcKZDVAc6g4YveBQ\neakttZ2m2p3oXOS0lFi+WDR4jJDfaGvHCRQBgbIOExU+57sqtdExOHE6o4xMoGd+S01hRs86IlM4\njxXhO19URyla9vrSKF5HzWSuGhvYBQ9mA1a0tVernRa4WkRlUMQoUvOZnK7k9aVOLGaZhjperNw6\n9p5m+6eS86vb7fY+gHa7vbdpmtX18w2UiRtuu+tnX30TUUkyS8hJzFtFc85XFuYZKY4T8wsd3BD6\nKlHYTD2nEFpC3FeRNekaOhRVwQrsdPNOLBUhmg4dpxiNEdHUt0WsNT+Z7slOlscwujq4LDl7j8Js\nJ81KzC4HxhsYXxKoTO5ugiJlcB2mcykVxXuAI20YaOAKQle2m5Ka7attMd0f97dzHOZWwEro/fdT\nzH1kCD4JrZcOQgt2fOZyHh3dWtruQWhf31euN94ELXBu7avzKSmcAtVhaB+Da2/7DG+5dp72kz0l\nGDyf6riA76HozMYoqHENdJ8zw8KXBuGPgRth9Ut2sX/PGphoSkBcQ6kQXlKPMwAtoaTP0/VcpP47\nRMyUmCJWDDVVywUaAxUEIsncqDyk4lWlL6ZmDmYd1iiBrrM9QARvuTBXboAoLOXFBlxZNF9LxbwI\nzOC6QKAzz5FTX52p1zbgi0SVvlhgsOqf00r3y1PrDADOCrF6fipUOmX731VV/Kcx/H9zS5RLz78J\nLr0p0JbVN6s7C8R7/fancwi3G4Jc1ZCyUNVpGvm9fS7dvJHC+Uqc5tUmcjnX9FSeQOfnekIu+q+R\n1InLrCJSDJ3rUYKvE/Jn1OV0GI11jDIIx4F2u/z+ZFMcJpycAM1aiuOR37PKNEpZqO8whZjfDSxt\nyjmfoBj084mILeLVaU5SLjAGN77nNv7myOu4YtOdPPXfzipkwnnAcxsW9vSVUHU38BdN4b8eIMr+\nO4iVCTbU61o4+Gw33/vIB0tV8pvq9/+Rkpauo2jHvjAP07uhWQ/bell462B5hnUw+H0TPO+cz/GB\nv3sNw9cfYfMvPswD264u/f+KNgw35dnOpyDNEeAqWP6tuzh+aIy5942W+5CK8M0+8jeThKRCekPi\n2xTPNdvU9GWezLXI7C85pf50rIUkeS+rx6aSSia0nVY63qAtqlNSYRprFdkJ5U6E1rk6/ctz6gzz\nFCbRXA/BGTr65dOOpPNrf953npw+nY5fAA5/Ao5/ItrhNNs/1XHta5pmTbvd3tc0zVrCleymUKpu\nGwlZ3j/evueWiFgq3PXuQnOJx2UEjMx8UibwncO3hKgAjRKkpCmp19AYdhFaGwsAEByTqZqcgIhJ\nA3PGv1Uaj9lCOCZh93JCaiDS9HlMv/zcuWu2kWQ9U9DeDSd64MmVwAic1RVyhLXEgJujcE5rgY/X\na7nqgpW9fRTUs4lQr59d97m3Hn9kDkZ74dXwPRv+nEemz2a2NQAvpazJ9XmKA1xH4ZPkhrIerS/9\nvYsICLvLI3AlRUl/D6W6qNbthwlN1BeA6eEq8J0pxYDlfbAdTvzHET7wxtfCdpj82aV0v7spFdGf\nB14GQy88xNTtK6DVLrquPQ2MwPTBYea2jZa0dIqYNLys9rnr4rtqiFVFiWmdklPOlLTkWSAObqtn\nUgbyZSIvUb8CadGQ69Pr7MaJ+bRmLlYRRTgWYvZRApyox/vJiEu7Jt1b1ilq572Ew5H0hxiPFqek\nZ8ZT38nJ2i4q6JWL9N8EszclKcQv83Tb1+q4BK5ufw98P/CbwPdRCul+/pdN0/wOJV6eR4mXX30z\nEpjWSZ5ateklXpyg984lVxvP1SVN38ynJbxHiajelY6HIPs1Vh3YMgoasKJpKdhKj3MQ5elM2Wx0\nHWabzoXhpoi01nu3yq8RK+ZTNGhbCOM7pvE/BWyBDf0F2S0jqrTqZrYTSfsWIr1+LfAH9bqXAmvm\nYH9veY4LKA7kunr/B3phB/R91xTbuZA3r/5pDr1pdUGV19Tn/CwFYZnKHSb4HkvePvMJCqnuFBRJ\nfN8w1NTPBoDrofu8KRbuHoRre2BuZX0RbR2xt1P4sG0UW38RcBbce81VlSdrw+82TLGitNFIU87/\nOHAfTD2wrAzuvQRPJD3gUj25oiui1hHI05rCi7bkatppP9NGOS1lMjoonYf8pseL2NsEAmsTWi/t\n1zEFUQxyPmOW20Anj2W1NKd3VhylKw4QTlZHOZg+s8jhteUGLXYooxgnHFqeDypXmKcfPc32tcgh\n3kGpzVzQNM0TTdP8K+A3gJc0TfMgZYGS3wBot9sPAH9FSQ4+CPxI+3RCMfNk52u5pxNhrfyo8ZpL\n3zvfTmgqZLfh7cCVhKhVw1GCMUY0rB1nFVDY69SMPLnUDjUdg8jRG4IA1SkOEJF5lOI8KlA6+ZII\n18TXyO08KzM6biDC+/LyM9YfFdMs99gAXd85WVDME7Vd1lOMfD8FKR2t99ICnuotTmNN/XxtvY81\nFHQ2BLNzA/wd38HDH700EMpOCkJbQTFENXc6ovn6vXzRUkIjNk5xkA9QzncPoUl7EtgLXSfm2Lzu\nUfhwTY3Pp0gtLuyC7l5YaJeJ2eMUxCdX0gBPnIDuFvRC9/o5Vt6wk4suvoNlF+2OatYuig3ZFw2x\n4sRE6k9RttPS5GPsF1HyLDHRWMFzf9pH27JgMH/KvpL62elBVFuz2DRP+5I3kiKxcOD38q46WemY\nzKs6C8P3NnrOYwRwMJ10Tq/Hqq3UcRpfTYMNzAIEg5Ykvgj06XUIJ7dnRFztdvv1T/PVi59m/18H\nfv2ZL00niZedGESOLHqaogxG6HwXox1nRUOey+k9Ep4zBHISGucldIWxroYgdBfq57cAmd6pNlfQ\nuJD2sfHN8T2/HanxbKptIO8gQjP19RiNtw+Y7SPeBbaq4FrXK5unOKmqXG7dMRxLuOyh4N9tFM1W\nP2XNrRWUgXtrPe05FHQ2SxnUk8DBOdjdQ+9QFRB9pbbVN1Mc41EK8hqrx2io48QAN1IfpKSg8nIH\nKTKKrfX/YYrTqgGp9cFeHh2+OAj+V8PyS/dy+D+sLc821JQ+XkqRR6ympKu9lAPOBVbCpTfezi/2\n/ypv4Ud4aMeloUvbWvvkfmIQWQhRa3SwPkurXYS4kiPDxIteFCm7jr9BJBd3DEQi6cyTZZkLqc8h\niH9TxHbaR/swHT9GCKLNPI7Q+Yoz0zc5LB1ub9rPoO15lIDoEE+dKeB9KM1wKp9toPhbeYX0i+nr\nBCGveAba/MxO+TGNO0QxNnNyIbb5tI7EwW1Zu494P98yQm0sTM/TEoS8RmKFoL7FhPrdCuLV8bmS\naNrXRSxDK6R2XqTTJo6lz4Tjed6lhiRiUybQUDp7F7F4IcQUiH3AhJ5pP0W89RzYtbE4LyOaU4V2\nEsskb6YMqF31HjYD39kug/a+pmiYBus1dlOWfN5Tj93VhiO7gc3M7R/kwMTKUoncRklDL63nW6ht\ns5uoohrRXV3Bfr2qfv9YfcZNtZ1EyCO1H+q6VOdddR8Pz10Kb+qC86F9Q7tot66lpHi99VnvJFDw\nHDA3Da/vh2+Bu//iel5z3QcKZ7erPutlwI2zMNcFoz3lmQ4QKF0qY329xnQTAxhCf7S29rcr8zpd\nBmJpIvtGDki0Iq9p4BR1SPTPEpOel6R9Mi8MnSjf6mU77WOqKCGuPeega2ajPetgLRZYETUttp0d\nJzpb78VlnBVaT6djbOMTxDg96a9OD7vOrOPSs1uG1TmpKRJVKYkwl59N+66iOAEHhCSjzkBY2tOG\nuSY4hN52MUI5AjVhzpcaJEhyz52rRKaKIinbuZtivBqp8gurmdnZOUNeXs9UdC0hzrUiM0Ghs07O\nTJZAOBGR2vvuIviaNRTHcpRY4XM5cDY0N7boaWaY2z1UVOOPUJDYTooDX0Eht/+2gce3lHTv72Dq\n2Croh5E/PMjE9hWlerhA8GsuCGhRRA6yl1hkzuh621MwuBJe2RtoootYKXQJ8Bl4+OcvDy7kVhi/\ndg2jVx7m+N8vL9dSQvN86H/FBDMfGSnHvnKAZS/Zy28u+3e8/bwf4LP//UWlDS4FrmrTc9YM83v6\nYW6h2JFvA3L6jqt+rCCQu+JLUUmeHmNgEmFoL9PEqrnSIAbamVOOlUM1QJty9xEOQwTmsUqEzEZM\nC3V8/p95tJzG9aV9JfadpqRtyWvZD1ZWcxGhnY4XaOSpb1btHdtOf9LJn+S3To+4vhbl/LO3CdX1\n/OecVJYAACAASURBVPIhEoY2pI2dJ6fa0FZw3BStWn20ijHXRPrXAxxvYkkcc3urmaZ7OlZLzUJq\n/5evUVy5rH43SOcCgJl/yOmBqnm5tT5iOk9XOgfE239OQr1hitfeVDifPoLMzUvezFFSoF7ghcDr\nWkUWUXnEobOOFRnEJXS+bJdy6uf/zK0Fla0jEOK7gA/AxO+shCNNud4UZXmcl0yWNtGINxK8i293\nFplsAf79Ori1t+y3sd7vxYSAuLvudxclzf2+2uYfbug+f7Zc+0GKg74eNnz/Dmb2DxZntgVecvN7\nedfy7+QNv/JXfPjdr2Lg3KmTurqlVz5F0zcHjzSwrSdU+iIi+3gZpWJ7Ub3H8ygV0PXEss3LCYmD\ngzRLITKXamqpfSrGVHWffzvItc9potIsfSFCEtWsTH9nrtR7k1OWg5L/0pmcKv7M1Ed2ph6fZ3fk\nbGkJMTazPsx7cUwovJXC+Rq2M+u49hFrYR0jVrEUbeXF26CzhOtcJgWeKodbhILZHFzPDpGu9BPz\nIi1rO7UnyzIywlJtLUGaEd66dE6huJUjCAcoualgzw6bISbBLlCI48N0VkhP4mzD7WZYPlAG0Bid\nSmwRjW9neQcl/Wt3lYrf2dCeabhi4E66Ns8XUty23khZzfPGNrc/em1ph1X1mVZTBqqGdycl3ToG\nfBFabxuGA9DzE1Mh9hQBO7gNpscoWe8jlGWjl0H36ByvfO1f02yoFtxFQUeX1nv4Yu2DDzQcedla\nuK2edyv0njvN6vn98A/dpV/+BdzY+yk2sos7fvJybvu+G5mjt9jOXXDkfeuZ+9xoyFjWpHsV9Us2\nZwSziuIcLqo/KwiC2gqhfXqqaDNP1dKRKPBVnGwF0/0M1jq+PA83T95XrmCQc6wo54HOYo9jwdRP\nrkq0qczDY0Vqnj+LU/OzGagnCecmJ2ag9neeITBPOLav61TRfPoAUSKXI5LLkhzP6MXG7CZgsI6l\nh5g4LRlqbu4kVxttlMLHaGiqo7sIyG3k04l5baNxnvFvZ0te+r8SDP+GcMxDxJQjp+90UQaD6WIX\nZbD2D8CMK9JtgKHVBY34luIuIgpLDsu9LCeqbYcp6GJzwxd2v4DWzu7SF/eV055cKfQPGk783jKa\nn1igOW+B1kf64KoWPNhV0tYRCjp6mBKEllHSzBmYf9dQ6NIagje6njIf0OrrXorjenG554XtvXzg\n114Twl4R5FkUh7uzttFWCs/2HoozvWyO9Rc8yp33X3tS1NqsnOV2ruHR5hz++8+/qfTjPQTlME7I\nMEQ5prVTtZ9EDLPpuznihSuW8eWS8qKQCkghkITOwpcNu1kI0BbNNnRYntc0jXoe+SwRVqZWtFml\nCVktr4Pwx3RT2Y9FCj2E2Y4I0MwjFxdc7iaPTwsGGZ1l9GWAN0XuBmYzxPvq25l1XCIlRWjT6X87\n0QeWD4CouFll1FNrXDozEYyf2Thew2VL5JlyuRYCwUnS64yMyrMUh5DncFkQ8G3IWTFtidmBkglM\nn98Kzl4CfckvNMRFu9eWQafSfYqTmSOb6jlXp++cgbC9XvNi4HyY/fRQ51LZX6rtupGCIsehfWEX\n7U92w2bo2jJHa09/qeY9Xp9fHs3XlF1EvGABojp7FFibFOyj9fN7YOBFU0yfOwj9TakIfhMFGS2t\n7babmJv3VD33xyhp4krgg73MXdxH/8YJZl4/xuYrt3N4ajnvf+zVtA8PFIf85dp/rg1/B+XzAULt\nrQORg9RR9VAconaiLEYN1z46pQCOPVNAz5edncFUZ9Cbfk8Sg1/70bkqjM1LJpvqee15wu61HQMw\nRACz0KRzUdOo89QmHSeCgywDcdxkGZPEvcLZTP1YrTSIS684X/hr0EOc2VTRxrTy5mdqokQPNpYK\n4iz69HiVukY6U7FZOhvP1NGOl1SWZDRiufQMdEo05BKMMmZvRizS/Zri6TBzDp8hvhIOCF7L6UMa\nmpVShoA1xamoW7MCpHL6fspAnKXst6FeaweleiipurcJYaEDbk/9/9L6/+Xwiqv/hr7vmGDwJUdp\n/VF/kU08Wtv5DooGawmFvO+hcEDLKGgvP+/7KUT+YYIemAA+M8F3r/1zeKoa7NtmypScb6MgypH6\n+19SxKVLKY7Cdfk/BrwL9rzxPGb+YCld/TPs/NBWBo/PsH52L91dM6z/0YcZeetBuKpdJpf/TT3v\n5cDl7dLOT9CpudJxmP5pLzO1n1wqSbRrBdwUqJfQ/4n6s74Kwh6zuFkSXVQumtJhGmhMyzy/mYQF\nA+dMqrHSJnVkSnJEdfLImQ8zcHqfh4lUUafbSvspRRKxOSYsVFlskjIQoJixQKSkp9nOrOOSlLQs\nLLnnFAAdkzqgPN1nPh3vwM+VEx2K3l/eSxTUpgzQNqUzek45Vlg9SPBU/t9HqNIlxJU1uLihDvDU\nl3XkaUMaLIR2SB2ZaaqcmWp41paLLKcgrg2Uv7sog3kbgSD7CNX3BKGv2kVJC5+gzCncS6kmHgC+\nq7bpbZS07CL42JMvZXbfEM3QbLmvR+oxooK99Z731mPvqX26gph54AoBplT9hAZqyQB/+mM/XNDg\nBHBFdY4foCCCNfVaX6zPuJ6Scq6kyDBGaxusK+ds/fYA3AUjA8f5xQt/iRuu/Bj7dpzF1N6l0GpK\nezxS7qf/kgmWXLUvAoFVZRF+XlXCyfdrieAqKpuq7Xrq8jYGWOUhpnDyPXkOn+S7Y6BNJ+pz+phr\nheV01P10mBNEIWQhXVPnYOooArKSKsIyUOrMshDWFHc+7eM5XS3CseLUKDOdmdpWTl+TvtHZw9fk\nlc6s47JBIKKJMFSj8f/59L38RzcxN9DoWDWZJ/dTWHeqUtjI57E2oJ1i5INwQObkVi7XEKmix+iM\nTDN1ajrCFUS10gm76resuuVlbhQE9lHnIXYXQeX5xNpI+4nq6oH6+wYYvPlIue6DlDTpIJHyqCPb\nDNwM197y8UKQD1OWi3kuxbn9Lkz/hyXwni6mfmUVvb94vCy2dwUFYV1LrPp6goKGDtQ2dmE4an+9\nnJhf6kAZBV7UU0SvW+pnV9X22UlBiQ/Wz/cR6/+79I7tdwUFPXVRnPfb4dE/voQBptnIbhYm+2j9\nSU9xNufWtrsTZraNMD05GLaS+zzPMxSVKMS0OCMC2k5Bobvr8SIh91uony2rfetLVBoiixCJ5Klh\n00SVPbel9upxBm8Du3QL9XwrCaTXEJyUhTDXtrMwpaMx0GS1vhSNxYJcDBA86NQaYq6n95K5Zwgp\nR55l8Aye6cw6Liel+pBOvPQt1S2KsQqVTbVsTDtogOgkHZId66DKHen3TkvJENUlhq3QOedPRftS\nAjEYlZx6IeJaVv93fTDzew29oaQZOiYNeyZ9L4fQEIY7TEEbVvhcm71VP7uQ4khXQrNpllZXK8S0\nktwuOvgkZYDfU47/4m++sKjhn6znegK4iTJBeYhCwE/A3JdGQ+SooY4Sk3hd++kxQpOV0bJRXUmE\njjobrUhyW22Xc1PbHK//Ow3sYopDnKekf7sp6STAXfBv7v99NvEk333D24pdPVKPv672wadg9u6x\nzkAmAsnV3pnattIRC5SCwar6rPtmYfJELNFiuiXhDMEFZQeSJ2f3pWNzpTsT/KZwBi3HgzYiyrHw\n5RjJMxdM20RkECBCqsL+0j5NDUWBeWVeA3bOmJzq5piQz/U5pF98ZiUR7icYeJrtzJLzhykdr0Nx\nBUUX7bfiJpnu1AEbyVLxWjpz9QPEUjJ2rFEAYt32LPgTiblu1UC6hg2b+TYne3vsIFH+dQVHUzYN\nIItbNQSncchPOBk1V7N0Zmenc1iM6CbejgxlMI1B+xN9zKxZXpDMDMUhOYdtdf29nUghdtU2e4qS\nplkk2EggnQni7UBO3L2/3ovyCAsKbYoDMg0XgZoymr6qMu8nEMZGCvo6QJlPOUZIDropE8Bbdf/l\nBMrrqX8/THnue+Dov1nF29/+A4ytOlzuZzcFoW6gOL1NFCftwFU7JXWgQ5ZD1HmcDWvetJPDc2PM\nfXYp9PTB/Fy0g32bK47SHgY6OWj5LghiXqJcbVUWU+sQVdRD8LcuSSR3tIQgwnMF3Ddk6eSyAt/z\nSlvMp+/k3XQsvel7g1Quok0QYCBzcGYhp0qXcoU+t8sp25l1XMJxCM8v2jD6KSNwhco8x0rJhJOg\n1cJkJGLkcB6jRjRBoCarRR6f1b+SsjpSDWKB4LOskuhMcnXIe7CapCBQ6H+E4CBI9ysCGCaqazl6\nShrbLup+eihGd2WbdVc9xlDPJI989hIY6iroajXFWFZT9Fdfpji1HySWpXk/ZZmazcB/rfckMrCY\nMUwQtUbkvHLHOMXhiXZHCF7FVEsD3UekzS7Et5GSJq4g1sdSs/cPlNTwPAraWUZBUq6vthp4AcWp\nDsDe2zezl81ln0MUxDVV29Fjuijp516CGxQhOLglk6tQeN8dG6HVVRzFWcCJ3lJR1S6PEKhax+2z\n205eG8IxWoEUnTXpHpq0f3dqXykMkZb8sOhW28hkuJmKkzAcS1Ii2rIAwCDXRaez0VkLJMwsIMaM\nNu65DMA53XTcZEf5NNuZTRV1EqITpzRI3El6ioBU1ousdF4K5yRSTxAE5kg6ToirwE9oqyRBaN1F\nqM+VOrhMjecU/ekgRYajBErT+Hopg1PCUkGeqYJTlnrSdR0kaotMF3QSOpH+dL7DlPWq7gNaLYb7\njzPcPUnP6tkyWFdRBu7x+nt/ve7VhBHur99fAL//6A+w6pf2xioaN1GQykFK9dFyeS7FTxLcnysr\n7EntaoqQU+cRYm6mgshV9ce3L4kclC48SMgj9hOLTR6v1x+l8G+fBH6VUnkUxTQE2nKpcJds6aY4\nQ5FhfmmGxZuZel9/3w3vbso5LyRmJORijAFK+8ovSnHw50n7IjFXpDD17k7n1ea0kazbc8Cb5hoA\nxwi7dDz41ic5V4g3RU0SCx1YRMj0SqZJMpmvM7K95ok5woIGbcAlyn1vpbznUp5xO7OIK4vg2pQH\nsgOEjA5iIXebeL2XJN8gsUxxPl7ezOvYiKZ9DlajeS4vm6NLbKroF32p7XJlBeUchwnHC7HekJqa\nnDoJ3RfoXLpGrmKciKbdRBqhYa0movdTFPS0nEJqP9rNExvPZfbxkYKkdlKmqSyjcEHzlPcsNsB3\nwlUv/BT3PnQVs/uHy33uh597z3/mxInBcNa7CK2N7WlwMR2WVzTaryXWYZqhOL5xgnvsTudS4d1d\n2/QSilHn6VNHiQF1B8VJPURBim2KU32AQpSvoKSHH5uEHcMFpbmK7v31eucR/MpugmMTAUhEQ2QD\n9rWksjMJ/N8ijzyndieRb8poFdMilPZsOub3uTrodSwSmBbKDYnIpRuU7Vi519YM8trXHMVGV9GJ\noi1uKefQKeUCms/jxPJJgg7J06Cc5qb8aZgQvNounvsZPNOZdVxGWElLjT3rZVTzZlW6y8+qGHdA\nC1lNNxTc6fmNRjnqO10hcw5CfdX47muUzLqsunrBSU2aQlQ1Z/N0Lu+r0UAYjeJQCwLC9DEi7zed\nNaoqk5CbmKdwYJsoFccJmH3vSEF6OpMBSrp0gDCgAeB34SvHbyztO0FJ03rg+J8vLYO/TUggrq/X\ndHltq7UQlamjBCpRu+PUoyz0NL1wBoJR2/bsAi5rw+6qN9OJGXR6CPRg/5ygOHQlGg1lhyO7YfeG\n0j7DFB5v5x3wsueW5+2jOP2G4ohcl8sB3EuIRu03B799YpplkcJBbDDKaZtLulgVlCoQ3SnLEeEY\nOP1OO/cc2maetyg/Op32M6hnW/L5TOcyhSN4UMahY3Xs9qVz+r9t4zr7EBSIfZT1XE7ENoNyteLT\nbGee4+qnU6lrg0PoUUwrzMElw41irr2V83MHhQ1uNcSGz68s11m0iRRHwlhnY5opQd8QEgRzft8Q\nYylbp2nHi8I0TiujLq3l/UrOZmN1pdQ+YgVViIi4gjIo7VHX+OqnOIslFLS3g+IAFigclsvY/Nem\noJZ9nJRTcG67OKgHm3KuS+p9+DIJkW4vsbzQPPHmHp2JCwv62jl5LiO4TshILx/UQ5kMPwLdN82w\n8P5a/pUn6a73qfwiFy5slxFgzRjs6y73aAX2SmDP5UWvdgUxB9N2HUnnNM2B0Hc5V9bgKsJYILg4\nUVBGV7kCZ1CWMshcZybLHRtZQW+antfmUn2uIxcMiIa8pm0vAhQRed28eoWZjLZoH/kiGakbHal8\ntONMZ+cz+5lj1YA9R6w2672eZjuzHNcUARFFWUaTDFXlijJqyk4gR2/hsCs5inxcr97BNJeOsQpi\nnr0k7Sd8V3woR5JL1q4y46RmJ4eLpuSxTKfk1uQOXO7Ez09V+WcDHKWkXznCLaFU0dZQHFhDIJ1h\nQk6wm4JEJNW31c+PUNaO9/MBSrrVD0w15RoXUZzarnr9VfXal0HPC6ZjsI7RWQSxiOEa9KKYhqgo\niWBNubIqe1nZb+GN/Z0L8pna7yDWgFf0OVjvw0GwFNg6UoLS5nr8xcC/6infL6cUKCbT/egYLUSI\nDCBSNjlOEYaoQgSaBbcu8aJD0j4MxjpE1fY6FgXa7mtbiYS8jkLRUTrlFQ3hrHQm8r2OB1GRzmuU\nCNDz6Tsrmn7m83q8uiy5KsejTtD9LDJZjPD5LcplB/4025l1XBKj84QKOQvVnKJg6d3OMi9eIN4o\n7WvBZgk5ggNArsHBLr9kBUZEIDJxv2mCS7OSZ+XQhpXzMWLqoERN40RElFPTEZLuJafNGpRLBxuR\nlBpYvtaIJHcdeKIXCWHfqeg9r6I4syso/Nce4G2EY11KcQjvbaKd5ymoZF1tg5WcdH7z9w7EQIRO\nFXceLCJfg4aEvKjLJVuUyIgWj1GW3ukm0lCv9xRloMtxWe100A9QqqfXUAj0pQQ6Wk151fEWytxI\nEQBEtRii4jlB51QaKE5PeY1BTbTsqguiU7nO3KY6H+kS7etEOo8BNSMYCDmB6CQXP+SEIaq1VvNG\niCVnrOzqUE3lDJTapP+bJupITXMNSBm56eAl5LVjj+tLvx0b83Q+49NsZzZV1AHl8mqeDZ9XTnCQ\n+qIH83Qf2qqTJV8jr1OH8kRSje4QIZKcIvgc+SoriQpUrXw6EXWKTuJUIxVVkZ5NlNZXf/LryXTe\nWXiqE3ZmQNaViU5Jz+xsgTxBd3267+H6vGcTacQRYLwNS5qC2FZTUNtTxJI0pOufReGGNhMVq3lK\nVW8NURyxYKEDFtEqU3HAmnY4fSpr3EQnC/Xcm+p1VlOqfgYS292BZMp9tD4rFCdturKHQBP9lGKB\n7S1PpLZM5b92IxG+jAikkuAZJbgixhgxsV47l7g31TMNlD+T39M5SFcIMbQX56jathZtRDJWeqVI\nlEtALBbguUVx8sU6NJGx2YCBLTtT0angIy9bnacRDRLgIklKTj6zBSjSOU+znVnEZYQQguqJZ+lM\n5zRi06gZ4qUMB+u5nAMoCWl6durcL/+Wl8gpgTqYFcQAEEoP1899yYMRYR/BpwihD6RzO1lcBOnf\n3kNDODw3I5WVuFY6H0QBwHRWEl8UtpGCMDbW/Z8kFhPMyuqngEuaQuafQ3F+vsvxMuAXKWjEtO4J\nSsq4hYIkVxPOV9TYQ6nUef9HiUFuXzgw5UJsUxX+UgMityGK/OEBYmqRwcKCTouSBq+kpLJ5GtaJ\netxKimTBwoaDfWm6F4OLMhSrwj6PiENtWXc6v+0v/SCqt8Lt4NRBWoEUfVsxzKmVfa+DyehPh0S6\nvs5KvZXnsK16048BQgfo8/TX58tTlQQJBr0cOPM1XI3EvrRi6AKZUiAnTjleyseq7dc1x2VjWBI3\nIrUIh2SZ3A42MuuIVhIPbWSaSuczutqhPem7IcqgX0Znx8klZbW85Ly6MaOlRLUOySqiRYS80oBV\nEyNLFjlm5KWDcRNFabxZyOcAlmdzako3ZSCrHzuPQGrr6j2up6SL19DJk2wBXgFXbP5ScVY6Ox2M\nBibCWUVUdeuCgidTH1GA15bfsc96CZSpINKXhWT+pKEgKNcB0wFa0Jki3th9OLWv67tNUvpU/ZcV\nUCvBInFTFl+hlSUMe09p76MEyjTFyeurqwG0b03D5Jy0f9GeNq6DMZ20EGDb52WYtFulBfOEfMTZ\nADmFh5iC44uMLYjNp/OK9uwT5UFdRMVPB+74VRRtmt1LrCq7lJD+CEJ0oDppA7Z/n2Y7s6lilicI\nV7NOxSpbD513mlc/yNU3kdps+t/oJVFoVD1ZKic4oizqzJUej9EoIF4VtZKSwmSVMwT6sio6Q1Sq\nRB9WNo3yOgYrrb1ENcnUTeeuwZmW6iQWKKT7MJHGriCqPhrf+rrvcgIN6lDuBt4Hd3/mmjKh2mqr\n/NP++iw6S8lclw9yEGt8uYwPUe3LaYdTppx87LNk4t7jfTmwTm+sXvNiSiDpqc+wihiM9s1CvX+5\ntZymiSxa9XntD4WtOe2fIIKWlT6Dk4s2ThMSCyUcDkyRrehR8t+xIC/m/t67q6GYmSjJML1z0LdT\nW1p5N4PJz+D9ScsYJG1bpQp5sndOZeVhpTp8TgObCn65SYj0WyRrH+Wq6zNsZxZxGWnyzQsjM7Hu\n/wt0Op9cZjWvl/ORwBXeWpGR9GwTAk4XgHOQiJ7UFzkQuykRRH5LjkMtjP/bcbn6ZJVTXsCS75L/\nydydxeqapudBvr+11p537aFqdw3dZXfbTtt4IMQBnFFgEJg4CNtAZEXiAJxwlEgJ4oSYE8IBEuEM\nhCIhJUgWoBjLISSRQHaixIoymCQ4iYc2bUd2D+murmlPtav2uPbPwfdd/dz/6tq72kqi5V9aWtP/\nf8P7PsP93M/9vl/micQyp/KArskTjBzbWN3Nmo1v1hjoar6Vdc0e9T+tmKcaQRL4Qc2BL2w/f/N2\nHX9/u4ePZQ02L2dd43gjw1VAwcmU9oyWsLE1T700SJeQ0dt/ynHcd7Z7/LntfnFEGjRfyboJ4s3t\n2NYYQki77X+XMqjYvOji3c04D1U3tCjI+gwOFc8G9e2ydm9REBCVZVavZKQeUFgvBVIl4K5Sx9B1\nNRaCr7FUBTi+e5dsm8c7mxUFna3fBSW8JC3h9axzr2kC6d/P7Gzr3CqGXl6kOSTA7uoY7MPOvxLH\nR7xOX4CKwO2OCV7JzZtgkfpsRnJgspPVidX5NEXJGAJkphTxGDG1vmsQ8JDcJqCV/TKNYNJSjGRQ\nTDKwHOryN91LHEOXza0tE+xcH02QoKSDCca/m0Fa0J3j2t1CQNSFZWDflDUIPEnO/ND9PP7LF9ZN\nBXVq/0lGAPxB5jkBXkpZY30yaHF+6IbO7nz9vVGHDI7X+50ZFGr9Y+95dmu7/k9vn/9c9ldhmEPO\noXHTWqa3Mvuu9bwThGoecVYL+tkATiqZhKobLhB2edocL+QkIBIZn8msKUym2w2d7jIltDLa/7oh\nokklMUN/yjzynJNcYzI2rTHA5vgMxCe5Cpg6p8n4irlP9uebnXzE63QRlxJHxgWP1dcm0sQg8ZRJ\nDE0p2GreZB1wnQ0r3UF09TvOCZpzjFsZJHit/m+XgN4QkJSjsxEj4Xy6iBoERh6Hd5zZ5cF7jjLy\nDOXkQaaMZCS91Uo/e7Lh+yczz/xT2tlj7Hu291OnHyb5teTxT15YF1v/ve2Y37ad8+WMkVnvyIAf\nZzhGAcn2LFAGGsAOt9e26+rVEVBsBzMJxc6nb2VFW7bW4bw/ktz4kS/m/IUPxqkOMx0+T6k21hID\nZ1TaC+pKOQ7s2ghAIQXBB9Xh+Mmgs5aHoBXO1vXgPdlbIyqJTOkN8XaQRCk4Ju7XNjhsxf1C44Lr\n9Uz1gYogxmZr5D/oDZsPGpNkEO172X+SV2s17RoB0eqAGq/nvE4XcXHQZDgOzs4RRGfCUGikBW4Q\nhABouYLBRra3MXhm3606bi/vMchHmYeoKgUgNQJaa916a1rtZN0bZaeg/KB+NgZIYByJIAAtuF+G\nLcjezyAY/Ni1zELZi5k9pe5n7TbakO84aznIoW9k7UJ+f1Zi/xNJXkoOPvkkT3/pcN3u+ROZtXQS\nAdS4y4g/OaPyHXp4lBUdE5Hi1ySU1rMp/5U1OC3B+9u2Yylz3k7yg8k7v/Mb1mP81uwrv5esJSMn\n1KmD6LX+raBARXgfdbpO7vXsbyMDbboXCQZloPsH6bVK3BhBgxCRwMTOHK+bHU+362stn3KWbOde\nhudMZo/45m81EFqTBhlZNQHZkykJqO6t0W3v2kJCIYhB4qgTqJUk5Tmv0w1cslMv32leSyZbMshI\nxmJoHeAYDORkoiwFkWUYlKfstN4FwdpkLugrKO4ywlcIkDFRSSdTfrpPzuJvqWtOBmXh3d7OEOyW\nRCg3NA60xzUj2tk5P1RhXWWLcAXbf6Xu7wuZx1V9Z3L07z/Mkz97buW9Xsp07ZIJGLaxTqZkR/LK\nntCeoMe5zX2LRrucQ0Tjwzgb1CZ7380aeH9fVtmDsXL/jZAhouaXONrTOu5xRvh7nFnD+Pp2LgS4\noN0SAEmMHaXmIxlbYztNEShLJSzv4wO9WQC0ZxydTwBz/QKW8tq1Stj2wUPQu/9++tSZDGcFWRMO\nC6bWGycj6ZGgJVtjcJThKm0T5XU7z3ydPjnPEE0YSG3QOCJ4bgM6ehGfwzkkU+oheQnpGIa7ZqyP\nMgp1BL6JUWY6nx1Zj+q4yQQcKE1W0d62XYj7cp2tfD+XNTggVbvel7ktXGXUkIdOq3KWo+4yW7a8\nlHnK9s2spRb+4+9sX1/MunXyjayo41xy/fW3Vp7L9r+toerEIvNzSF1U6PKo5qWThd9Tx9BowPNA\nW1CrwMbQJa/bWQnwX0zyF7I62W/Pqj+jy0LG97HuZ0VOLXxlLxDRkxrTXfbXCbqeRky9wNox6MVc\ns/Gx9Ysgj8rA7Tme36GhNzLynGSfwCfd4UPs8aUMx8Qmr2RWrRxmEK7AC9F30oDOkn1Jg5L3wv1b\nFwAAIABJREFUdla+8VH2ua9kX32/ZGQVtJTG6Bmv00VcyQSSFroZmGQi8tP6m9pdSenzBoeokDOL\n5iZBZsdFUXBbXG3wEd/JlG2t40oGXVnjxyEb1dnaRAkEXgt8yHHku2viAJb/4D8EMCWoxbOCn2uw\nA4Rn733YeFtxcC8roX03a9fwQVbt1xeTt/+n11cDfCnTopdUOLIyqecJsmnBoWRykNkv33VBnBuP\nc/a7HuTRw3PJF5exVF1XJckuufDye7l/84VBPvezBt1v3u7v/8zsE+b4ODXOez+DKiTKTpZKLJ02\naMP9NuIX1M/X+ZD25kaT6OF2jdYj3s4EN7IR48K+BWnjyZ4g7eRry0tcH5RFl4X31bXUZbWXWndR\nSVDYoqqoN980Ji1n6nXB5j/Z5zy744kGuZVnvk4XcSGHXTzEJUgINFAEaQKiPZkHRYjy/V7wVTmX\nTFma7OtZbtYxlFMClJXsgotdS5/WcSDHC9kX6JEydKZldPiUVi9/JmsZStOkVFX64Y4EbgiueT4N\nCYjgStagczUjBES+Pqpjfy5rsLqalYD/tu34f3PZV5tzzlaD4/AaBblHBC/EotWPS1GuKyE2+cDT\nv3CQb//+X5ylS9Bwt/ivJvc/98J6/S9lHl5yJ2ug+kdZBbe/KyOWFTxcD6fGB0I/yfA5vR5Po0Di\no8fimMaEzRgfRDZC3bIbydH7JLgm/A8zZRzZCBsQmFAKOn/JLO/RrME54YlbCiRZWxVgd5HD+t+F\nTDeVbyoDW0PmegRa5+sdWdjhmXUev7q1+PWs6P45r9MNXIhPmhntWAHMYPYyhWQffiup+jMySdfc\njku+oB2N2CaPgL4eZTUowjn8EX2YbKxkUzratcJiXItgGUwr6S2Z0YLGyTEoxtbLlWRNQV15wegF\nR0gK2sEF6sQ9zezLdT+rc9tN9EKST21j9OmsW8AkIzvorAgh9/5Lvs5lOKAPMjstCHDdCTY/rvnF\n5Mlf/yv55T98ft0Escvnp5mSHZ/27nZfthN6bRvzfzPT6PiOTDLBrUIqnFmXy+L0ZDganWEkNp4M\neoTkLR6/UPd8KdPMSMbWEfT4UclHGenaNU/QKAeZHUkEBlWE+Tjazi94IsfRA1adPMwktEuZINz6\nQr4KpZt7/tX0SzIoync+azmRMSA7EfiuZpLFc16nG7hAahEbynJV3THRxVPftxLeGjiQVVBC6ors\n3a53Xtmyy0bnsQhcufCgzunau2RlxK5JkBKcoCEBTJDk8LgVToDMN/EQCaQG6UEB7ldnRov7SVZE\neS8jX3ghsx0M7kpA/peTfN+Tle/Cj5E+WBYj6JB4XMs0LvBglkl1C9xuGt1x7OVDreH7kX83+ZZP\nr+8VyAUHjYrXsx8AzQ1E8qWsKOvlJH8rsx009NoIqUXOqoGl/vZKJjhA8Ndq/JX6rb/i9MqlLqWV\n+NCM8rF5NZ3GZF9dTljN3rsa0SFUzkpwkty5jIavO3lQ+PnsP/bPtTyLK5YEoMHUuPlZ9dOUxZkM\nihPUlbEfEZk+MnAty/L6six/bVmWX1qW5ReWZflj29+vL8vy08uyfHZZlp9aluVqfeZHl2X51WVZ\nfnlZlu977tm7fNJG71X34KdMZBIFEp0UpKHBQwYTCyodDRykt6vPCWqCQLJmWbA3mWzXJDVnFFg4\nmBKuA+3VulbXke2+BJNd9gPzkiGOnd/4KYOtf9MZ7d0TkgnSOpHKjpczXbBPJGe+72Guf++Xkj9z\ntL7n45nyQclyNiu6eZgJAp7ZeDn7nU5lIv5PSQDJtqbIuOJVXs66YDqZhCJwWILzK1k1apfqGjmN\njvKDJD+zfe4fZXYOhdh1UKECuju8joR2K5NkzakkqJSDNltPqBy9lOGkcGuPMwikbaVLMclaify4\njvtwu0b3I5m6fgEU+rXjCbtzzwKRRENGpMrpZohkKdkJzifF0/RwyZSslnoJunjZM1mR3GvbPUJ7\nz3h9PYjrSZL/fLfbfWdWpuCPLsvyLyT5E0n+6m63+7asjyL40SRZluU7kvxwkm/Pqgb608uyfHiP\n4Gn2V+VzaJv2JYOS6Ky6e0jBCyprY0NcMqBMyonxKE2Ue0Q5Xc179RkBqrtNJhf5eT77WpQm0fEn\n3S1FXAquzQ/YAeNJfa63IjmftexJHRMv0qWXspYRvpn9p0ob12tJPp5c+KE7+QO/7X/NrT/7ifVv\n97LyXu9kRS7OdT+jwKcF4gxPszoNYSmNzrUak2S2frmSCcrJlC+Xsmb9blLgQKAyc/BGJvhyHEja\nDhA3tvt+efv+6e2Y0CfiXGl7vc6lzOrArRxz71fWMfxqMJI0XEOyT8y735MlkaYDpAXNWwHhnAKM\nZP603tNdTFWMoEKb5t7ZouZBryOEavlgIyjj3GJY1+q7bjBUhbcT7K5mEpn3Sbi91/+HvD4ycO12\nu6/sdrt/uP18L+sS3teT/GCSH9ve9mNJfmj7+QeS/Phut3uy2+0+l3VLuu/50INzeDdoMEyCUupM\nRuuR7PNXyZRlnRVolLRaLXb2GQSpzA/VyTx3M8bBEVpiIZAp/YRmGRnyMEk6JFAXxJNMlteo8Lfz\nWbkbMP/9JL+wjui3/JGfz+HveLCvfZEFjduTOg8N1atZnfftrPzQVhL8p3/8f8gLl+/mz/2/P7K+\n93Pbe1/IKjh9OVNqvJq15Lpa4+vc1zIIC4l7M4PQdKWOM5IL6nTlMAGu7aAv1tzRtSlhIOHHWdMq\nZCP5XcwasJWing/565mHrb6dQR1fzpScdg0RsHSc7fbg/uzK8U6m9BTgdelwSRJmdyRb52c1B15V\nUhMgfZ5afclqw+9luDB2LMBDjoDBLvsyCQiX/koJDxG/mEl0tnKW9JXKAIeykVKfjWtaWWokoUrg\nEvT1zML/57x+QxzXsiyfSvLbsj4E65Xdbvdmsga3rKadrGb+xfrYl7a/fe0Lj9SdHUGCsTIOy4OS\n6cJZQ9YcTzI6FHDU7grd1aDVOsr+LqM3s06yjCnoJftiUzxTa1eUnQITI0e+I/L7gbHQ3OPMwyU0\nK2Sn3mLnV5J8Pvn1v/OtOf7588PDPck86lwgfZQ10H05a5D42HacT2fdP/5qVt7qX0x+8sEfyOtn\nv5D83MF6jFczQU8QtEbyve14AgiOipqaQzHKZHYeNZ/KkrczaOkwkxxezgQegVjHzfh3KfQoa0e2\nd8vt7teuznstgxAsc4HCKeI5Mu7LTgwkHo+240BX7IKItaU6AhlkJFj5Ljkah4Ps71uf7OuedIFR\nE53cyTpIK9h366gkU0nPPLFFnBvd280MtwmVoiScH5/bXOm5DPku8VzL/rIe6MoyJdfxUp77+rp1\nXMuyXE7yk0n++G63u7csy+7EW07+/tGvv/4nZ3K+6XvXL5xVcx7JBCt/NwE9uZYNCYgGz0AhTQ/q\ns92pei9TAoHQSg0cgsyitACxeyEqZHEyLTgeklUwBc+hkxsZZ3wtIwxMkt+/fvbpXz4/yADCs62M\n8vl+VuGlJSlJXvqjX8pylLzzxie+So6++m9/PrduXs/P/R+/Z3ZnUIZpIujU6pZ9Nqso9f/bjp8M\n/wEdMGZlUc/ZuUzHVaLhRLhImzd+Ybu3j2ctCzUt7mccw4JgNsMulE74ywtZg+X7mf2odNI6GUI1\n3RmFiHpJVXOVysgPMvorCbAJ7eYkzZ+g1ro4wT81pmiR5pI0g6AaQSaZ7cgFKw+kYNPm03hJhMnw\nl66DXz7JbDKglEYjJFOWAhWQrbE4WWF571s/k7zxM+sxPiIyfV2Ba1mWo6xB63/Z7XZ/cfvzm8uy\nvLLb7d5cluXVjJTwS1k32vV6ffvb177+nT85jxmTEXSPRF7q4WQgbjIDLqA0T2VwDeDRdgwDKBvL\nfrQ0l7LC/UZ7MmYyEBhiUiYxQOUIlCGr+j+RHSOB8robeDX7YlcO5f7OZIXSAgPOgkjyZlZH+1RW\n3Hsp0zZ/IXn3xz+x/v/bsxbxT5J7u0t5+OeurLOk0+ic9GTKo2uZ7Xh+MbN5n1LUdR9mLcvslfV+\nZsvjFmieLGkeZFTUjzLyDFIQXEg3MK5mSnEOnuxTD5JY6jv09GLWx681Z+R+H9dnyWh6U8QrWYOD\nuYTElFnQCxtyPeQGgpxmg/lKnf/Mid8FEYlUsmLbkNRB/Y8d6/zutvOereNrFLDH1j+S1LSI2kNe\nLFJPvlZISgri+i3+xsNp2pxJ8snvTb75e8fmf+6/zrNeX2+p+D8n+cxut/vv629/Kcl/sv38Hyf5\ni/X3P7gsy9llWb4pq6Tx737oUbtEUwIQrCEDGWJ3/6xvA9/xU5CMwNB352e1szJBi54TCCwC27lM\ntmK8L2Yykc5Usq/GR05b8sNwOZySeJfhwkwggvZWpuxp5fNJDi/bOW/Xe//vTMC+lTWIfCZr2bhk\nLSF/OcmN5N7fvDFoU2AQfCEgzsKoL2RFQ/gjfIb9m17IcF/JLKj2uznoMXFM9+r8Z7Ma/xfW6/1q\nGx2X85UMzeBL40bielrfle/LNoaElrsTvyt1jHc7O0TIht2Xkq27gjqWjvlipsOntEVdeB6oho4K\nobuN+M4W8u7qqzVyfm+7vJxZWoQGOK5j0XFJIAKqgH2QaTg4rvmHpC5tc2W3CchVoJS4DutzGjzm\n7Dmvj0Rcy7L8niT/UZJfWJblH2yX+l8m+VNJfmJZlj+UVSL4w0my2+0+syzLT2R1k8dJ/shut/vw\nMlKnDKoC22ULBgBpNf+l03YhK0rqBy5wvHOZZQp4B9mU0UNoUBpeS6ZrhAAKWxpEjqENL/Da7oTY\nz/EtIRKkBIDuesrolgm1Lkj5IeDdz2ocdmPtIPktmQXLAtKXt/f+bFYcfCcr6mpOBuIE7ZGpxkeZ\ndq8+h6ewwV/rzcgh3quxfzmjOWotkPniGBxNCWOOIY9+4Ggy5Z0gqYSSCCQ9BL6n89zKdF4/s93v\nN2aaD5JZd9CgG8uLeutugcxYaeLolClzu6qAvHXerFLoxK4c7BUMT+tvEt/J9YCCemq8+Ylxxje5\nJrZn7E4iKz4LLVt+Juj0773++IWM7QAEyT7oWDJV1jNey7Niyj/v17Isu/xnu/11Uzp0jF5pBILL\nYO34SpMuzwzeLlN6Zjv27awkNSiLx/ECc1v9TQsmE8pwjolMR1TirDqDqOUPMw7rOgXoPm6yTyC7\nFgEcwiSkvJd5sjcu483MMp/7WR+Y8cmsZeSnsu6QeiZrsDrIfpmAfL104rxkKzip4xPjl8zib2OC\n9+IoglujpPv1fknF3EJOyrNk/7mR79f78VVoh+ZrelsYgSpZHyr7q9v9//msycBKgha16iQn+3wO\nW1T2CGo4Ld04AtuWMHwhsxTIg345baNfttF7vDX35JrcM+QjIXj6Tos7JSSNj9YU3snYgSeW211k\nl9m3jcCb3QpaLQHqLaWMTV8fRNic8gdJfmLJbrcz43uv31BX8Z/5y+DrhnDIXh+YzA22ME/52B0p\nA6iuh044x3HWUuTDJh8B3RA/maBgcpeMiM+k9yZxJoExQRyUwb1zg1JAO5r4VFDrLMmpGb8x+WzW\n/cJA70dZCexrWVEVnu5J1if36C7au8lj7Sm2XZsHuyrXOQ1Y/07GKQgIdch0jxoFZDsu/ZYSBKJu\nGzAv+KCzdVw0AF3VB5kAK8Ek4yDKKkQxdIU0vpS1gwqV/+HM4myBSiIgdTHv1+pYnBNR7Zpxrcks\nZheILClSSvms7bxxUrgiS3LQIGzHOdgT1GWu/A0iVAJKJspPy21QA16ugQ+pbJrGadnDjQxPDGWy\n3z7/yVUr0LLO73NeX3dX8Z/L6/1M+1kG5miNVrSIZXZBqWEwhATxJFOT2yUTXO0a2kRRc7ei10C6\nVjD6RibLIjF1NEFhu1EyAHwcYxMkHme2FEHydteRAzSak+2VJ5/erul2Rnn85W1sv3G7jztZu4Bv\nZp78Y/xuZyQcxlngvrK9v0WTZ7e/Ky0ECWOn9EVqt+QA2dtyj3czOzd0mYN3cWylkqVdguWSKd8l\nHvMi6LONs/V/nNfPbtf8ZtYy9ruzov2Pbef9tczcasycyTyzs5EPJMf2UudTLSgVIROcj+d62qL5\n/Tq+cWupCc6NtlACTb52r67edhzF0gvJ+R7RtDl/ktlw07zer+MSIwvWKh0PYHbOXSY5si0JStBK\nJrh2J/1DXqcbuI4zwYLR0zQpS3AMJq9Jbk6C77KAV8flagZJ+YxsJNswKEFRlmyOBOemLHo3sx4M\nL9bLLcgTELj4uzOZp2a30faKARm5t9dxXRBLMhP+e7MihM9lyqULSX4+s9md4Pjmdm1vZ3gxvI9k\nYOx1CO9mdSjG9jiTmenTcJM6vIJCMoHX+HdpomTrlr4xlc0JOM1RB/Dm/IyR60pGX+U+zaXz9dKf\nW1nL6M9u538tkwDpinTAlTQQJ71Ua7egINyYpVqqAwFUuWZnkWTKs2R/N9KlPgtxWaUg0Pt7N5SU\nYRoLeD9zRjOGP27JDtqGXySzZMyc8CGyEd8d82RQ7xUoKqYWwgrwz3mdbuDS2oV6oCiBZskI96io\ndcr8z00yeAEPn9JGTdOFyH6/3t+CUpmqkZ1sTYLBKEgiNBBwdhaOmhQBygRBNpoHxIsCKMNpbqfF\nnJz2razoigH9etbtaH53BrUms9WLxsHHMyQ24lcCOJPpbhGBIlQF0C6Nl8yDXw+zoiddX6UeBHk9\nKwJ2vQdZSzVIRPeNk7QI+XrGDny1GBPyI6xl3b08q3VZX86U//ezcn5/N6vE+r3tGAdJvnW71i9n\n7ZFT27M5y9OSKVdxhZosHXjo5ARvgfh8ZtdPf2OXkqxgKUj2rg7JEOZLnUeAEsCgPWsHb25zJqkL\nOO9lP9GTWThOJ5pkf+5UOJoHkruHBKMXCHbxmrRzH6GcP93Apf3spRXeUJ8GiDZGOSOgyGwGVsZX\nRmhny1ociRFBQpxOVhD4rFjfZTiJp/U3ZRX0kAwKoPDu0ksGOsg8qYjxgvFXMruHPskgx3NZ1yh+\nLKuUwd5hd7b3v5t5ujfHuLWN6zdldcyjrKLUF7Kiis9u75EIlEFEiclq2NDShcwGc4zUEo7uRNK0\nSQAvZB4c66nhyZQP3UF9mtnz3XMbH2TWWiYjUjXPuBZb3UhMZB4CPc0gvZXgIgB/+3bMX9p+fy3r\nwuxfz/rwXGibbo7wlwBZMtSRM4ZQlXGUgHsNpEYR+xd8BIgLdVx2aznR7e2zJ5+fYGG+rZT7c+z2\neqY8Y094OHOiYSX5P61zCEz+h29MBnEfZTYqlCx8BkqGFvnmc16nG7gIFO9k+ANdIujJzfQDD3oP\nLVn2YDve5UwWUBJwwuPM4AluSEKRn2EpUbxv2a71qM6H3zmpnmdgyaCqFzNBueUCTeYfZwSoAjOO\n73zWAPSrWTkZx7drwp2sTvYwszuDLtXHM13aw6yo4cIu+dvLNEKU49CD5ggEbAwEKyjQ/VzJlMu9\nMR5uw4p/we1+VtRiYz9dN40QMhNlf7a5U5axDTwbBCuBPc3+houCBDKf7UiMrtc83cgkmFvb35M1\nKUAOltJ0MGykhTgXVM3Nk+1edM8EglbGC2B4PeR/83MtnVAeah5J5s7R/nRyXzXSGqi5d/ildRMM\nT16fFQu9z5ik/1IGEfOTZHzs/YzdkLo4Pvt+xuv0yfmjTECgO+EgOhcNr9XQXk0w0jGJ8AaV83Gq\nXs5jQA0U7grha2ARqgSp0CDZgKAAFRLkmRTZiwFw1qPM1s2y0L0MtwG5ZPv8nax8lhX3rvuVzFKh\n5gOJJ22w94nt/H9rGfEuwS1UykF67DkxZGm/JqWv4/R8cvpL2+c/8TR5b0nuL9M9s0UwUhZPA610\n1/K9zKOsODmU8qiO0V1d3S3OZ06MkQCtifBB1tL1yxl7VH7944y85PWswtdu/lgjaA6gHV0zyFAp\n+aS+jDukQUYgQPVi/kZMApkEYS6hzzuZRgp7YYfJBC2LxGkTlbx0lWQPyj9JLXUv7JlWwVrg5jgt\ntH6a6fCfzZTBrQ97zut05RCCgZLgdqa7iN9hgAaaseHEaKJA2WSyCR0OGGyCObPOGs7JqncOBF0w\ncmUQJxJk8AK9xs51UE6bxObT1P1XMsYg8wqCL2XK4XezGvM3ZconpeDLdT/vZ3W8n94+dzsTBF7M\nKpeQCWVWTtUdTJ0/6IXhcpDDrGUkRPP+dj2Mf5c1oB4mOdhlOfckOdpNcqGxMy8SSJeM5tIY2AgP\nkqH/gxjZS2vMaKvwcsryo0xZDmUbv14K8w2ZJ3m/vc3nFzKdTN3foyR/I5PQJNo+NvQq4fYGmRIG\nqYUELukm+9tKCxICb4+XxEZ+oizU2U5d552sQfle9oPXg8wjA1Ul6AlIz/1IJrbcaUQIRHSwdJ0C\nOvsXwD6iVDzdwOX5doyXkyX7nYcnmScnyzqtkYE6GJBJwm2Z2IP6vEFufYoHv2qx21pWKag2v5Ph\nBZQvFrZy4ieZssYkCIoISEGV8+sAeVZfbyqoBBAQbJnyaob8fpg1UBxnNajvyYqwLmaWpyQrP2Z5\nidJQoHIP57bPeeCpDphMKCg7t7kg80hmLs8mubhkOd4lu2W22L6R4YqSKYFaypDsk/Gu6xuyL29w\njfjCg6wBvYnq7mJCC/gq8/dyBr3vtjF8mNnF4rWszv0rmeUxL2Z9vNv1JP/Nbjg2gRMyFMiOMiWx\nMpRNK99IVHzeffVSJAlAECGP6e77zezvasGGBRyrO5JZI6n0XjL8JtR0lAmGfFZTRXK0CYHrpi/r\nVSPAgsDWdqTqes7rdJXzv3e3Dp7gQvvRZK/FnUoZT2IxuIwc4tGdasKzNTGtD1rqOEo/JP2VzPYn\n+AqlRAdazsIwbQfCIWSbc9nvNjWhKRBxQtelIyVD4R6Qpy2M7EDy9nZ8ammcg72T3smUQWQbghIH\n6pY+weqDOq+2uize0oEWAgsi37VLLj5OHh4l7y/J7a1UtUyohbJMkmi0zwWRnalzN1luHKECyFVw\nMqaSj+2HBLamJzj5zYyCvTVYAsc3ZZVSvLm95986Tv784dwL+zhJOpNAQN8Qs8CjkuDEdk6BmNgg\nTk8Qk2ip15NpgCi1JfjbWbunb2XmHefmJRE5FtSLw2vxKXvrsAL1dpncAas3gGzN25/5zaqcv5PJ\nQiaXcWqBczCtUihF5JYdkxk4mUtbVrBJZkH1o6wGaaIhm/OZvbMQ9jiBO5mlJrpCtE7O7X/4lg6w\nzmEC8RRKjpNLm2y9IgC9l7VcRIbKuowbzP6m7D8t5lpWpEC53YEekYxUNXZIbnyVbCr4dxe1HUVi\nOKzfHyU5u0uOD5Knmx1e3a710qNxqNZBKYOU9YK6wHmcCWYHmfWlvaULhEvwCx1oong6VHMqOM5k\nnMpDKghOcVe6jo+zbi2go/YPD4dgVvYYj2SCkuYBB2YDSltlF9lQE+SdZFpw7ViNqviEa1f2HWf2\ngCOwVrKyje6U9750rpvCvxd6C84SKlqlH5RsbiFPY9N89nNepxu4GKB6WnbqiWshG4M+qs+bbJ00\nk9kBpGt8fIaSzPk5AqckwtQJYiiQE0IWsqNMfprpjuBJtMFdgwDwKNPlovHK9nddOFD+jfUcF370\n9qA4/zupebEbwZkMv9ZLjRinMWOo2u62TU5mWYzr98BR57SujoQEdyQrZ3v/k6c5/+Ld5PzjlZx3\n77fPzhpLXKLGQHcOsx3/hUwT5krWlQG2oyZ/OZv1mM3XQfQ3M/qn7YG3X0VeEKZVD1/KvmTnfFY0\nC8U/yrrLxluZnV8vZt0iR6lFad5kcyMswVrHszvMZCm65ASqAjL+y3xA4hCZ5Wq9ysQYP8nIYKDO\np/VekUHwghZ9Z9tQ6IuZJKLpI8n5kpz4NOTlnpJJwHzhGa/TDVycj4GZuEYRresAjQU26AwHhijX\nRYHgTKzPKNE4XWdrxuRz0BzB6b1Mra6rpjQC85tveXzidzxFl3ZKIgGOodJ0IUQvJPf/x2vr2sTe\nOE772/5IDN7PMitIz3icG+IxZtmuw70L7DqJCOdkn2+hwiZd0aa/mOR4ycObV1bUdfV45vu1DFEr\ngyeTALTp8ZH4ErYh83Mm1y8wsPAWE3c5hL9BM5CGvJ9ZjO94r2cNUgjymyfG+QsZh7yQedCrwL/U\n8eyR1l1DC6ShXAJgCLFL6GzvkYgR8QKHZoHGD/95M8OTqSZszWNhNTRmjPhMvywzelTfFXWQX3Of\nNJAkN/hmQexifT6ZeXzG63QDl8zfJZXySyARzAwk5CVg2VkC+Y4PY7gEjko0SAGqeZx5eovA1EuO\nnmQ1ViQnDgd3Ijgmo96Gvuzr5H/J6GJcqyCtHBDQaFzezqjr8Qqv1jFlURNvLJWT17IazY3sl00X\ns5Y+nQyIWJ9mFvpCUEpqzt9dV8Z5qc5lvs4m+YZ10nZJ8t5hcv9wdaDXMnvAG0PrPJWZT7P/yC5B\nEyf1OBN0e5GxxJPsd/d0Mtladyh1rCWa5oQkA6sCLmeCLHT2ZlYu71/K/tZKSjPcjaRhiZoxlbgk\nUP+XQBDdyZRndvZQkkk+uoF3T7yfNERzhu1A1JJOIy1EugAoAHuugnsxjrbvbr2XZhZJz5N6vyDH\nT3tx9jNevzmW/Mg6YL3aH7+ldW5wXTWVtEwEBXW71QQ0N9Bt46NMBwgE56QCYLJO3sPsP3hDKXqY\n2W8qGTSHJ8O3CTIngxZ0IrB6MOx3JPkHWfVCOnTqfxkWEdpcyOM6j/Kwn1rk3MpChi5DK9E+lv3H\nXDFg2dVYJaN7w3111mXwHxyuwtd7ywQRWi7IRQfQMZVNAs7ZOr5lSJootzO8VLKvC2z5hm5tIyyc\nUDI2w1k5+ztZ+cNfyOqc0M4nt+v55SQ/ud3bi9sXYls5KBCxTWLci5nAJcmyC+hayd9IrAl13T1b\n+zQXhwfUYIG4BAwIjb1DsslUEweZasbLsivVhFd3qJWh5g+y6mrK55Wfv6k5Lns2CQCK6Eo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ECpW+ta/a7acN+NsHBdTzNbLkn6Av1zXqeLuEDaRlsIYU4KatInIQyVS5YHUUBTWy/1PkQ8zkOQ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\nad73d76OLcjQf/Fj20ADCK1jY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2H0t3Ztemb32bPZwMik7kwX3UfRKdC+nBGH3b9+MVlo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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1183aa198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%timeit (A[0,:,:] / Amean)\n",
"%timeit (cv2.divide(A[0,:,:], Amean))\n",
"\n",
"im2 = A[0,:,:] / Amean\n",
"%timeit im2 - 1\n",
"#plt.imshow((A[0,:,:] / Amean) - 1.0)\n",
"\n",
"im = cv2.divide(A[0,:,:], Amean)\n",
"%timeit cv2.subtract(im, 1)\n",
"plt.imshow(im)"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1000 loops, best of 3: 500 µs per loop\n"
]
}
],
"source": [
"%timeit dfof(A,Amean)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 loop, best of 3: 7.17 s per loop\n",
"4737.88984468\n",
"1648.2682435\n",
"1 loop, best of 3: 933 ms per loop\n",
"[[ 4737.88984468]]\n",
"[[ 1648.26814388]]\n"
]
}
],
"source": [
"#A = np.reshape(A,sz)\n",
"#A = np.reshape(A, (A.size/sz[2], sz[2]))\n",
"#print(A.shape)\n",
"#print(A.dtype)\n",
"#t0=timer()\n",
"%timeit np.std(A) \n",
"meanA = np.mean(A)\n",
"stdA = np.std(A)\n",
"print(meanA)\n",
"print(stdA)\n",
"#print(timer()-t0)\n",
"#print(meanA)\n",
"#t0=timer()\n",
"%timeit cv2.meanStdDev(A)\n",
"cvMean,cvStd = cv2.meanStdDev(A)\n",
"print(cvMean)\n",
"print(cvStd)\n",
"#print(timer()-t0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Array shape matters for opencv calculations:\n",
"\n",
" for float32 roll axis (x,y,z):\n",
" np mean 1 loop, best of 3: 425 ms per loop\n",
" cv2 mean 1 loop, best of 3: 12.9 s per loop\n",
"\n",
" for float32 tifffile default (z,x,y): \n",
" np mean 1 loop, best of 3: 428 ms per loop\n",
" cv2 mean 1 loop, best of 3: 345 ms per loop\n",
"\n",
"\n",
" for float32 tifffile default (z,x,y):\n",
" np std 1 loop, best of 3: 3.49 s per loop\n",
" cv2 meanStdDev 1 loop, best of 3: 944 ms per loop\n",
"\n",
" for float32 tifffile default with reshape (z, x*y) (still c-style ordering): \n",
" np std 1 loop, best of 3: 3.48 s per loop\n",
" cv2 meanStdDev 1 loop, best of 3: 265 ms per loop\n",
"\n",
" np mean and std values: \n",
" 4737.88\n",
" 1648.28\n",
" cv2 mean and std values: \n",
" [[ 4737.88984468]]\n",
" [[ 1648.26814388]]\n",
"\n",
"\n",
" for uint16 tifffile default (z,x,y): \n",
" np mean and std values: \n",
" 1 loop, best of 3: 7.17 s per loop\n",
" 4737.88984468\n",
" 1648.2682435\n",
" cv2 mean and std values: \n",
" 1 loop, best of 3: 933 ms per loop\n",
" [[ 4737.88984468]]\n",
" [[ 1648.26814388]]\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"float32\n",
"0\n",
"()\n",
"float64\n",
"2\n",
"(1, 1)\n"
]
}
],
"source": [
"print(stdA.dtype)\n",
"print(stdA.ndim)\n",
"print(stdA.shape)\n",
"print(cvStd.dtype)\n",
"print(cvStd.ndim)\n",
"print(cvStd.shape)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1435.94999875]]\n",
"[[ 12987.09259954]]\n",
"4.172961006057449\n",
"6.8788205049932\n",
"(3000, 540, 640)\n"
]
}
],
"source": [
"meanA,stdA = cv2.meanStdDev(A)\n",
"newMin = meanA - 3*stdA\n",
"newMax = meanA + 7*stdA\n",
"print(newMin)\n",
"print(newMax)\n",
"t0=timer()\n",
"A -= newMin\n",
"A *= 255.0/(newMax-newMin)\n",
"print(timer()-t0)\n",
"\n",
"t0=timer()\n",
"#np.clip(A, 0, 255, out=A)\n",
"A.clip(0, 255) #faster than the documented np.clip(A,min,max,out=A) which should be inplace. Possible version/memory leak issue\n",
"print(timer()-t0)\n",
"print(A.shape)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3.87034606934\n",
"0.973430871964\n",
"2.72590303421\n"
]
}
],
"source": [
"A = np.reshape(A, (A.size/sz[2], sz[2]))\n",
"\n",
"t0=timer()\n",
"meanA = np.mean(A) \n",
"stdA = np.std(A)\n",
"newMin = meanA - 2*stdA\n",
"newMax = meanA + 5*stdA\n",
"print(timer()-t0)\n",
"\n",
"t0=timer()\n",
"A -= newMin\n",
"A *= 255.0/(newMax-newMin)\n",
"print(timer()-t0)\n",
"\n",
"t0=timer()\n",
"#np.clip(A, 0, 255, out=A)\n",
"A.clip(0, 255) #faster than the documented np.clip(A,min,max,out=A) which should be inplace. Possible version/memory leak issue\n",
"print(timer()-t0)\n",
"\n",
"A = np.reshape(A,sz)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"with 300fr float64:\n",
"\n",
" <few s\n",
"\n",
"with 3000fr float64: \n",
"\n",
" 55.4744589329\n",
" 22.1628820896\n",
" 75.272135973\n",
"\n",
"with 3000fr float32: \n",
"\n",
" 4.15756678581\n",
" 0.929126977921\n",
" 2.98598194122\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#playMovie(A,(newMin,newMax))\n",
"playMovie(A)\n",
"#playMovie(A.astype('uint8', copy=False))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3000, 345600)\n",
"The slowest run took 11.03 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
"1000000 loops, best of 3: 978 ns per loop\n",
"(3000, 540, 640)\n"
]
}
],
"source": [
"A = np.reshape(A, (sz[0], A.size/sz[0]))\n",
"#%timeit np.reshape(A, (sz[0], A.size/sz[0]))\n",
"print(A.shape)\n",
"#%timeit cv2.meanStdDev(A)\n",
"%timeit np.reshape(A, sz)\n",
"A = np.reshape(A, sz)\n",
"print(A.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A reshaped into 2D: \n",
"cv2 meanStdDev: 295 ms\n",
"\n",
"A as default 3D: \n",
"cv2 meanStdDev: 1030 ms\n",
"\n",
"np.reshape 2D: 2.61 µs\n",
"np.reshape 3D: 974 ns\n",
"\n",
"So it is worth reshaping the array into 2D before doing array calcs in opencv."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.0874224869767204\n"
]
}
],
"source": [
"t0=timer()\n",
"A = np.reshape(A, (sz[0], A.size/sz[0]))\n",
"meanA,stdA = cv2.meanStdDev(A)\n",
"newMin = meanA - 3*stdA\n",
"newMax = meanA + 7*stdA\n",
"newSlope = 255.0/(newMax-newMin)\n",
"#A -= newMin\n",
"#A *= newSlope\n",
"cv2.subtract(A, newMin, A)\n",
"cv2.multiply(A, newSlope, A)\n",
"A = np.reshape(A, sz)\n",
"print(timer()-t0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With cv2 substract and multiply: 1.85 s\n",
"With np inplace operators for subtract and multiply: 3.41 s"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"A = cv2.imread('/Users/ackman/Desktop/140509_21.tif', -1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This only reads in a single frame using cv2 to read in the tiff. The <0 flag indicates not to convert to 8bit automatically."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"uint16\n",
"(6000, 540, 640)\n",
"False\n"
]
}
],
"source": [
"#print(np.amin(A))\n",
"#print(np.amax(A))\n",
"print(A.dtype)\n",
"print(A.shape)\n",
"print(np.isfortran(A))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/ackman/anaconda/envs/py35/lib/python3.5/site-packages/tifffile/tifffile.py:1974: UserWarning: tags are not ordered by code\n",
" warnings.warn(\"tags are not ordered by code\")\n"
]
}
],
"source": [
"A = tifffile.imread([fn,fn])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"A = np.reshape(A, (A.shape[0]*A.shape[1], A.shape[2], A.shape[3])) #reshape multiple arrays into one"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([2])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.arange(2,3)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.1"
}
},
"nbformat": 4,
"nbformat_minor": 0
}