{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic examples using the tools in pyrtools\n", "## Content\n", "- Load an image, and downsample to a size appropriate for the machine speed\n", "- Synthetic images ('ramp', 'impulse', etc.)\n", "- Point operations (lookup tables)\n", "- histogram Modification/matching\n", "- Convolution routines\n", "- Compare speed of convolution/downsampling routines\n", "- Handling of left and top boundaries ('reflect1', 'reflect2', 'repeat', 'extend', 'zero', 'circular', 'dont-compute')\n", "\n", "for multi-scale pyramids see `TUTORIALS/02_pyramids.ipynb` \n", "for multi-scale steerable pyramids see `TUTORIALS/03_steerable_pyramids.ipynb`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "import pyrtools as pt\n", "\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load an image, and downsample to a size appropriate for the machine speed" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "oim = plt.imread('../DATA/Einstein.pgm').astype(float)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "imSubSample = 1\n", "im = pt.blurDn(oim, n_levels=imSubSample, filt='qmf9')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# imshow: 3 types of automatic graylevel scaling,\n", "# 2 types of automatic sizing, with or without title and Range information.\n", "# to see the documentation for a function, run:`? pt.imshow`\n", "\n", "pt.imshow([oim,im], title=['original', 'subsampled'], vrange='auto2', col_wrap=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Statistics:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Image statistics:\n", " Range: [10.126404, 245.754672]\n", " Mean: 116.771655, Stdev: 37.977892, Kurtosis: 3.085949\n" ] } ], "source": [ "pt.image_stats(im);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Synthetic images" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# pick some parameters\n", "size = 256\n", "direction = 2 * np.pi * np.random.rand(1)\n", "slope = 10 * np.random.rand(1) - 5\n", "intercept = 10 * np.random.rand(1) - 5\n", "origin = np.round(size * np.random.rand(2,1)).astype(int)\n", "exponent = 0.8 + np.random.rand(1)\n", "amplitude = 1 + 5 * np.random.rand(1)\n", "phase = 2 * np.pi * np.random.rand(1)\n", "period = 20\n", "twidth = 7" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.ramp(size, direction, slope, intercept, origin));" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.impulse(size, origin, amplitude));" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.polar_radius(size, exponent, origin));" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.polar_angle(size, direction));" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.disk(size, size/4, origin, twidth));" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.gaussian(size, (size/6)**2, origin, 'norm'));" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9.402979666533684e-14, 8.742642137616321e-05)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# TODO fix normalization - range\n", "g = pt.synthetic_images.gaussian(size, (size/6)**2, origin, 'norm')\n", "g.min(), g.max()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.gaussian(size, ((size/8)**2,(size/3)**2), origin, amplitude));" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# cov = (size * np.random.uniform(-1,1,(2,2)))\n", "# cov = cov.dot(cov.T)\n", "# print(np.round(cov))\n", "cov = np.array((( 12571., -25233.),\n", " (-25233., 52488.)))\n", "\n", "pt.imshow(pt.synthetic_images.gaussian(size, cov, origin, amplitude));" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig=pt.imshow(pt.synthetic_images.zone_plate(size, amplitude, phase));\n", "fig.savefig('zoneplate.png')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.angular_sine(size, 3, amplitude, phase, origin));" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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P+mc+/tt3Z7tbcybfgPo8x39fVdUmsGfhfhp1/YlUWwbwpVVV/erod19EfbbiU1E7N2+Nfv7BAL48hHB09LOPQV1k+VvVtX5m/6VxG3VFt5KJu9cDeAi1eOn2bqSrvN2DOu/yBOr8xpegzgX8UwA/F0L42Mo/Yp/VQgjLeOWczU/S/34b6loqL6KuePZPAfxSCOFvVFX11Og1D4y+vwV1bueNqHMlbwTwgaGunNY0YvgA1LmRt4e6XOd/QV0P5itQlwdwo5O7tk16nzWJL9ST4q3Gz38Z+ythPYaDB8SeBLBBvzc7et330s//4ejnD43+/YWoxeJ7UIfO5iGtzL/hCRg5E+N1f3/0ngcqzzmv/06oKm+oJ2qFevI8oF63hDoi+6GOz2IGtVisI6OyHWohPw91iA2vVHH7KXrt54x+/jfp5/Jcs6qxjZ7561r8bUPO5C5o9+Ng1TU4P7PaVf2P6pXj81fodfJzIR5vBfCPUW8bfh7A5RDCj49IRPEWQvjbqCfCD1RV9c2Zv/YfRt/lWMAV1BPvj6uq2ovaqpq4/CbqI/Nt7+8IgH+HWlg/vaqqP0j9TlVV66ijBF1sSsjKL9LLf2H0vfU9jt7zieqVKGhoTrtbxeQl1If+uFk/K9aqur2pqqqPQl1P5AtRl6f8odLvFUL4RNQ04idQH/tv2mqUUicbn4m8rkvC8ftRRw+fWykEm9n0NjBVtvCuTYqOs92tYvKbAD4lhLAoPwj1Z5h8nP8rZVtVVVeqqvoh1J998sElrx1C+BgA/wl14vDzq2b5AqvK208A+KAQwh5pGeU5PhbtqsFJcaIvRn2y+icb/N4J1LkpXUntt1DXI/kkevknj763usehNWt3awL221B/pOQvhBC+HXXO4/XI3+a0aqGu+raOWswuov4cny/AK+E4Qgj/AHUi8ROrqvqVFu/x/qi3ASuovREfHuo6rgCAqqp+a/S67CpvqAsOfQGAnw0hfCvq7dtXo05E/kv13q9DnXeKll4IIXwN6upvbwHw5yGEj1b/+5K8dwjhq1FXQPtlvJKA/WoA90Elk6uq2g0hfC2AJ0MI34/akPY+qCumPQXglyJdVrSFuoTCp4z++f6jn3326N/PVR2T1VPdJp20mdQX6n3676EmE8+g3go8ibwE7AGjFwxzFai6HOptzVN4pdrZs6gTnieM33ld4v7ldY85Pze/1Ouyq7yNXv9+qAtjr6Mu6fB2AB9Br5HqeAc+koFe91TkHp9Ur/vbqF2tUiR8FXV1uI9yrvsFqEs4Xke9lf0eAEvG6+S5Fv9oUMQ/8uLJ0u83TV9DCYJD2kZGuh9EvQKfr8ioNokWQngDamv+h1RTOrBGHprHUEdjX1JVVaOPwxia3+7Wbc6d1OTjJUL0VeNpHw/gDdMqJKN2HfanFg6tYxsik0PaRs5O+VBwVHfyXrxgC/VHnojwPldV1Urs9UPLb4OYDG1oQyvS7lY0PLShDa1wG8RkaEMbWpGWnYB9y1veUj3zzDN45pln8Pzzz+M973kPVldXsbm5idu3b2N2dhYnT57Eq171Kjz88MN47LHH8OpXvxqPP/44HnnkEdx///04c+YM5ufnEULA9vY2rl69ipdffhnPP/88nn32WTzzzDN47rnn8Pzzz+O9730vrl69ip2dHYQQsLCwgHvuuQf3338/Hnnkkb1rP/7443jooYdw77334sSJE5idncWtW7ewsbGB1dVVvOc978H58+f3Xf/ChQtYXV3F+vo6dnd3MTMzgxMnTuDcuXN46KGH8Nhjj+Gxxx7Da17zGjz66KN44IEHcM8992BxcRFHjhzBjRs3cPXqVVy8eBEvvPACnnvuOTzzzDN49tlncf78ebz88su4fPkytre3UVUV5ufncfr0adx33314+OGH8fjjj+/d/8MPP4xXvepVOHXqFObm5lBVFTY3N3H58mW89NJL5r1fvHgRa2truHnzJo4ePYqlpSWcPXsW999//16/v/rVr8ajjz6KBx98EOfOncPS0hJmZmawu7uLa9eu4dKlS7hw4QKee+45PP3003juuedw/vx5vPjii/ue6/Hjx3Hy5Ence++9e8/1Na95zd5zve+++w481ytXruDll1/GCy+8sHfvzz77LF544YUDz3VxcRFnzpzBAw88gEceeWSvbx577LG953ry5EkcO3Zs77murKzgxRdfxPnz5yFj8vz587hw4QJWVlawvr6OW7du4dixY1heXsa9996LBx98cN+YtJ7r9evXsba2hve+9724cOHC3r0/88wzeOGFF6LPle/94Ycfxn333YdTp07h+PHjuH37Nra2tnD58mW8+OKLeP755/f6RfpmZWXFfK4PPvggHn300X3Xf+CBB3Du3DksLy/j6NGjuHnzJtbX13Hx4kVcuHAB58+fx9NPP41nn30Wzz//fKfnCgBBm5W6isnZs2exvr6O9fV1bG5uYnNzE9evX8fNmzexs7ODmzdvYmtrC2tra1hYWMDi4iKWl5extLSEpaUlzM/P4/jx45iZmcHs7CyOHz+OxcVFnDx5Evfccw/W19exsbGx97W9vY3r169jd3cXu7u7uH79OtbX1zE3N4eFhYW96y4vL2NhYQHz8/OYnZ3FzMwMjh49ivn5eSwvL+P06dPY3NzExsbG3ntsbW3h+vXruHHjBm7duoXd3V1sbW3h2rVrWF1dxeLiIpaWlnDixAksLS1hYWEBc3NzOHbs2N73hYUFnDx5EltbW3vXlutvb29jZ2cHu7u7uHHjBm7cuIGNjQ1cvXp1796Xl5exvLyMxcXFfX0zMzODubk5LC0t4dSpU/vuXfp+a2tr795v3bqF7e1tXLt2DfPz81hZWdm79tLS0t71Z2ZmsLi4iJmZGczPz+PEiRM4c+bMXn/L+2xtbe09z52dHdy4cQObm5u4du0aLl++vHfvcm3pG3mus7Oze/e+tbW1d988buS57uzsYGNjA1euXMH8/Pxe30u/S98cPXp077meOHEC29vbB/p9Y2Nj7563t7dx8+ZNbG9vY21tba9PuW/0c52dnTWfq/SP9I1+rpubm/ueq/5aWFjA7Owsjh49uu+56jEp77G5uYmdnR1cv35933NdX1/H5cuX9/pF7l2P+fn5eRw7dmzfc93c3NzXL3J9/VxlzF++fBnLy8s4ceLEvutL3xw7dixLI7LFRAaeHhzWhJdJw2IiA08PjLm5OSwvL+PUqVM4d+7cvg7Y3NzE9vb2vgkvk4YnpB4Ys7Oze50wPz/vTng9aXhgLC4u7t2/THi599SE53vf3d3FrVu3sLOzg/X1dVy5cmXftfWEP3bs2N6EX1hY2Ddp9KCQCXnjxg1TyPWA1mIlk12EXO5dP1MttjEhZzHUQq6f69mzZw/0jSfksgCcOHFiT8iXlpYOCLl+rjxp9Ji8ceMGrl+/vieGq6urBya8JeTLy8vY2dnZd+1r167tE3J5rjLhr169ipWVlQMTXu6Zn6ue8NaYlO+bm5v7nqseN/Pz842EnOerCLmIoSXkIoZHjqQzIo3ERCalVmqZNJubm/smvF5lpAN05+rJc+rUKXOlkUFtTXhrUHsT/vTp0wdWGrm+XuH1Krm4uLhvQOtVjFd43S8cXcnqqAfG/Pz8gQkvfSODQgbGzs7OnpBfu3YN165dyxJyPahlcOQKuQzqpkKun+v8/Pzec+UJnyPkqQmvhVyuzZNGP1ct5BxdsZDzCq+vnSPkum+s56qF3Bvzqecq/STRjyXk586dO7AQ8QLNQh5boIuJiQ6L19fX9wa1Dp+kk2XS6EGhJ7yo6bFjx3D8+PF9amqt8DwwYtGPqOnCwsK+lcCa8HrSyITXoZ8VWsqkkZVeBoYV/UjYuru7u9c/cu+6X/RKIyuBHhhthVwPDkvIFxYWcOrUqX2rsO57Cen1c9VCLv2jhfzYsWPJCS9Cy1s1LeRW5Cb9rSe8iBVvY2VMekLOE15HbvI+OqoVIbdWeHmuly9f3icoum9iz9US2piQ85zSAm4t0FoMLSHf2NjYi1a576VvioqJFdKLUutJo1cCmZDewLD2wRxyy/VlJRA11QODwzMZ1PJdJo233fEmPE9Izm/ogWHlZnglsPbB/OCkb0RwOSy29tmWkHvRj9w7C7m1x9aTxnquOq+kVzERcs5v8ISXvuHnqnNuKSE/efKkm1eS61rP1YpOrMhNR1Yy3vVz3dra2rv32dlZXLly5cBWSveNFnLOW127di1byPX96zFpPVcrPRGLyK0xeebMmaRGZIuJtRLITcrAkJVAh0+8wov66YEhanry5EmcPXt23/W5c72BIftsnjQyMDjxZSXtOKEpOQJvUEtiU17DE55XSdmy8T44NeFlD8/7YL2K8YSfm5vbt4dnMdRCrsVQok5O2slz1WLobdWs53rPPfeYOQIWcr3d0f3Ok8YSciuJbwm5N+FFpFjIWQyl7+V5yvetrS1cvXo1Gv2kJrzu9yZCHlugeQHd3t5OCrnebi4uLqYFoomYeJluvRJIp0oIJQPD6lw9qHXiS4sVD2pWUy/TnbsS6EHnZbqvXLmCS5cuuZPm2LFjmJ2dxfLyMq5fv24mvvSkuXXr1l5C08orWQNjbm7OHdS6b6ytmpVXsia8jtxYyPVz9YRcb6f0hJdJoyd8EyHnqNMScp2M9bY7npBbqzALuYgciwk/V70F52SsHpPWhJcksYx5b4HmMZ8j5LxAM1Xj5yqLo16gi4pJCGEsyPLkyZP7Jk0fyNK691xkqVF0DFl60Y8eIDJpeMKnkKWelLnI0kvGWsjSQoopZMkT3hNyjtxiQp6DLGN5Ky3kkn+QRYifqbfCW9FPEyG3+sZ6rtIveitlLdAy4a2EKUduIoa8QPO96wVaxqTOnywtLZUVk6qq7hhk6eU3+kCWOrRkZLmxsYG5ublGyJLpCAt5DFnyHl4LuTXhDwOytFZ4K/q5efPmvoSm9p7kTniO3CQ6aeIpyiWOlhhaC7Qnhuw90dsdPV9TC7QIeVExuXnz5lQgyzbeE0aWEv3EOH8KWXIyNkYwOKHZBVnqe+dEeBNkKRN+ksjSS1Q3RZaWp8jqd3muOjejk5lWfsPynsi9e94T/Vw5WWpZDJg4MoDIMYda0Yks0DJfm5hD5+fn9wUARcVke3t77MjSmvB6O9IWWeqBkUraxTLddwKytIRcI8sm3hM9cSxkqb0nnJtpiyxzXMN60njPVfeNRD8x74mOHjY2NvYmvN7uyHP1yFSukOeaQ7WQdzWH8pgsKiabm5tRZJnrPWmCLCX0a4ssZVB7yFILoYcsUyvBJJGlFbZaQh4jGJaQc6KaKUNbZJkz4UsKuRd1WhPeonbaYmDlZrzohyc8R+MefemyQOuFqA9zaFExWVtbSyJL/ceXRJbyh7dBlgsLC0mCcViRpeBWPekZWUpCsxSybOo90ZPG8p40RZa5Qm5N+JSniB3PlsXAyrlxQlO8J/q5xpK91gKtt1KpBVpvv5nalTCHFhcToRrjRpaCtqzBIZ07IMtuyDKV0GRkyUKukaUVdZZGltYKzxOet5nedscSct03cs/S/zqC8KJOfq4pe0RKyHWydFLm0KJiIjc8bmTp5TcstHWYkaXnPfEGRldkafV7KWQZmzSlkaXnKdIWAyZHMSGPRT8xIde5H/YUNd3uTKM5tKiYXLp0ySUYfSJL79AVr5KMLHkfqQnGNCJL67i8JYYlkSUnHT1k6eV+rBW+K7LkqNMSch116r7Rz9VKaOrrW94TESuZjF7eSkcn3oRsc97Le65Wv7c1h3pC7i3Q0jfFxYSz9CmCUQJZsvfESx5xpvvKlSv7rj8OZLm0tJSNLHXIzchSH5dviyylb3KRpR7UnvckhSxjK3wOsvRyM2w2Y3qkhTxWz0Z/yb0zmWpaz8bbSjXxnqQsBpagtDWHsj1Ci6C1QItY9SYmFrKUgSE31xey9LL004Ismw4MK/FlZen1pMlFlnrC8yq5srIyMWQ5MzODI0eOmMhSL0Sep8hagXO8J9aEt7wn/FybmM14EZp0PRs9JnmB1oXJUgt0L2LCN5g6Vh1DlhJBWATDQ5aaYNwNyNKaNF2R5fr6+l5kwHt4idxSniK5976QJYf0lpBbSfwm9Wxi3hPeSllmM8tiwJFn7Ll6Ob3S5lBvgZZ7zzGHFhUTzm/o6KQtsozt9QZkuX9gcNKuFLJkobVWeA9Zcn4jhSw5v5F6rnrSdBFy6ZtY1MmR2+rqqrmdsp5riXo2sST7NJhDi4qJt4cfN7LUk0YjS8t70hZZshje6cgytlUrhSx1/iGWqPa2Ix6ylC2JCFeO2cwL6XPq2eR6T7ycGxNHaz6V8J6UNocWFZOYQ7M0suToRGe6eWBoZKlD+i7IUofFpZCl9p6UQpaywpRClrkehbbIUudPSiFLHXW2rWfjmQglOvG2mfq5WkLO0Y/nKUpNeEmyW9HJuMyhRcXEq/DdF7Lk7dS4kaW1x54GZJkj5F2QpRXSTzOybFvPxooKmWAcP37crGcjxNGrZxPbxvZRz0bEsE9zaFExYWSZmvCHHVmy98QK/SzvCfdLLrKU98hBljkTflLIMnZcvimy5MgqdVyeE46ep8hCxXoby/Vs9DZK8g+xFZ6fqeRPrHo2lj1CR2655lBd3qIPc2hRMRknsvSinybIUibNOJCl9p54AyMHWfJ25zAgS++5lkKWHNlax+XliIO3wufkN+Ta1nMVIU/Vs/EmvI5+uJ6NNeE9IdeRm05Sa+9JyhwqfdPUHFpUTHKRpTXhdf6BV3gLWVrO2DbIUqKSux1Z6kEt1++CLGXCt/ksJSuC6IIsc1d4vY218lYc/Xj1bHjCy6RsUs9md3cXt2/fPiDkPOH7Mofqe881hxYVk6qqspGlHhic35BO7oIsY/vgw4osvZC+FLLUX12RpSZHfSNLHtQ6+kmF9FqsvHo23DfsLrWea5sJ7z1Xpi/WIjQN5tCiYnLkyJFWyNLLdE8bskwRDG8rFfOe6L02Ewxvwg/I8iCy5NyGJeScjOWQvkk9GytRbeXcrIRmrJ6Nvn5KyHkrOGlzaFExOXbs2B2PLFOZ7lxkqc8FaWRp7eE5cstBlnL9vpGltYpNG7KU56rFkKM277mOs56NJ+Q5p92bmEM3Nl5J4pc0hxYVk/n5+c7IkgmGhGcDsvSRpUUwJKRvgiy9kN5DlrrPSyBLFnIrpG+DLA9TPRtrGxsTcl6gc82hVkQufdPWHFpUTJaXlzsjS8uFKNHD3YAsOTeTiyxlhU8hSyss1vkNa7vjIUuv4E4JZLm2tnZgUOtVMoYsmwq5vIdOJFtCzn1vCbkWQ9kic87tMNWzse7dM4cWFZMTJ070iiz1pLG8J7nI0npw04QsLe9JSWSpt5kWsrSiH57wlpBzkj1GMHjSMLLkj2rg/EYKWcp3T8itejZMX/qqZ8NC3qWeTWrCe+ZQvdVsYg6VMWmZQ4uKyenTp3tHlpb3RJ/BsKKfHO9J38jSS2imkKXlPSmFLHMiN05oet4Ta7vjeU/0Cj8OZGkJOeet5Nry5dWzOXv2bDJRrT1FEp3kfpYSR53aHuHVs7HyJznmUEvIu5hDi4qJ7FvHgSy198TKdE8jsrS8JznIMjYwOPophSz52nqVLI0sY0Lu5ZWaIEud7E0JuY5+vHo2sfyGJ+RWVNtHPZvYc+3bHFpcTLxMt17hSyFL9p4cVmTJk8ZKaHZBllZ+I4UsrQ8R39nZ6Q1Zbm9vm0Ku+8bLzaSQpc6fxOrZ6P6Xe9feE2/CSwTByVgWciu/4XlPvKjTMxFa9GXc5tCiYiIlDb3OHZBlszIIemB0QZaWkFurZAlkyZGbhyw5oakFK0fIOaTvs54NC7nnKZK+8TxFXn7Dq2ej7z31XHnCNzWHegt0E3NocTFhZCn7PG02E2TJg/qwIku9SjbxnuQgSyty64osY1u1EsiSVzELWWohZ2SZI+Q84SdVz4YBQel6NlpUOKotZQ6Vvtfekzbm0OJiwpNG71MtZCk3GVvhx4EsWUw874mHLNl7YuU32iLLlPekDbL0Jk0TZJk6Lu9NeC3kpZElR256LHJCk+vZMN1ZXl4+ELnpejZWfsN6riXq2TSJyHmLn2MO3do6WJisqTm0qJhwpvuwIUtr0lgrvPaecPTTFVl60c/c3NzEkCX3u45+tJB3QZYc0jOy5PwGb3diyFKv8J6niIXcyrnpZCwnNK2os4v3RKIfb7vjmUNzhJy3sbLQpYTco6XyXIuKSSq/kYMsPe9JW2SZIhgaWXJUlYMs+dqW96QJsrS8J9OALK3oh4/Ld0WWelBb3pP19f3H5XORZSyhKd9jK7xehGJCbo3JXCGPHf+Qa3NeqWs9G07ilzCHFhMT77h8ClnKgGYsl4ss9epoIUt9bQttLS01r/BtrWJ60gzIsgyyzPGe6EmTW8/G857wdkf6ySOO+rOUdPSTEnJrCx6rZ8PXtrwnsh2xqJ0n5CXNoUtL6c8bbuSAtbwhOcjSW2ksZMkDI/e4vJ40OXVPmiJLK6FZGllqunO3IMsmx+Vjz5UXOE/IY0n8WD0b3kqxkG9s+J+lFHOD85ixkrFsMZiEObSomHhJO14JcrwnKWQZC+kniSxj3pNSyFKHqylkqY14XZGlde86v+GRKStv5SFLmYwestza2sLs7Gz0uHzskCQLliXka2tr+7ZqMYLhPVeJalMmQis3oye8FdVq8tWXOdTynlgLtJ6v586dKycmjCxZTXORJf/xFto6DMjS857kIEsthta9N0GWlpDr7U4usuSkXSz6YWSpr59Cltz3MWTpRT+5Qm6dns3xnqQS1SImMm48IdfbTbYYWN4THTX3bQ7VCeQcc2hOa1TPpC2ytCp8W5luQVsWwZhWZGmZzfSgkO8aWXorfC6y9O49dlw+F1laWLEPZCliEkOWlpDLvXsJTS3kErl53hMd0qeEnD1Fkn/wIjfpm1Q9G05U83anizlURz9WVNvEHFpUTAAkkaU29rD3hPdjOcjSi35ykGWu98QK6ZsgS+094ZBe77NllSyFLHkl6wNZWri1FLLMFfImBEOLt3xZniKZ8Fb04wm5FtqUp0h7Tzwx9LZqnBNrYg7l52oJOUf8uebQomJy+/btLGTpeU/aIksrMZWLLC2CoVcC5vClkaW3wuciy769JylkyULuIUtLaHOQpfSLJeT63mMhfay8hSWG7ClaXV11E9VayL16NpaQs6dIj3fpG/1cmUzxQjEN5tCiYnL9+nUXWVqZ9FLIkld4K9OtvSfWKhlDlvra04gsPe+JIMsm3pM2yJITyR6yjOU3Sh+XtwiGCLklJnqbaT1Xzi2x9yRVz8YiUxK5sWdJC7k8V8658SLU1BzKC3TKHJrjPSkqJtvb2y6yzEnaeZnuHGTprfCe9yQHWerO7VrhuwSy5K1UE2TJW7WuyDKGoi1kaQm5FbnFvCcbG2lkaYX0perZcKLa8xSJkHMinIXc8xTlCrmX34iZQ1ORW4w4ekIu1y4qJuvr61FkyRO+D2TJnL8LstT7YL2CTQpZcm6mKbLUkyYXWZb2nsiWxNrupJAlRz8WspRra6EtWc9GT3rLU8RCbkWdqXo2TbdqeiHKMYd6kRt7T/grZQ4tKiaS6EwhSyuk95ClF1rGkGVOptua8J73hMXQQ5ZbW1tTjyylX1JCrrebMSFvgyzZ8VwaWXrJXstTpLdSOtlreYr09lvfu1yXn6uVxPcitxSmlwWat2qcWyphDvW8YilzaFExERw16QrfXZEle09ykaUeGIcBWaaOy+cgS2ubaW13GFly3/SBLJtGbhrlxoTci9ys56ojQhZDFnJZhHjMcz2bhQW78Lq3QLNY6einpDm0qJisrKzs26daIX0T70kfFb5lYDTxnrRFlk0IRhtkyQnTXGTpeU+aHJfXSTsv+rEmPCNL77nGjsvzpPGOy1srfMnPUtKJ8Fwh521srJ6NCLkVuekFmvtmUubQ4mIig3rakaX2nuRO+DbIsu0+OAdZxooFsfeEkaVehVPIkgdeDFkyEmUh59yMPNtcZMkTsk1IH/MUcb9zPZuU94Tr2TTxnsS2ajk5t5wFuk9zaFExuXTp0l2HLHXiqzSy1BMyhSyt6ESQ5dJSfSq6CbKUZCkLbQ6y1F9y7x6y1LmfvpClFdKXqmfDQs71bHTkJs+TV3hPyJkIegu0de96Gxszh2oU3dUcWlRMLl68eCCT7h2X95JH04IsU94Tz6PAq+TKyopLpnK9J7nIUgt5V2TpYfSmyFKvkpNCljzhS9ez4cjKq2fD+RPLU8TeExbD2Jkp7ps+zKHWmJQFuqiYcNjNia+cCT9pZMli1QVZrq+v70UGOXv4OxVZpoS86XF5K6xP1bPhbWzXejaWxUCPmxwh18+1ifckVs+mqffEEsOUOZTHvDzXXsTEQ5ap4/I5yDLXe9IFWerQMifTzQlNRpYx5+1hQJbWoPaEPIYsrcgtdbamDbLU2x3exsaS7OP4LCWe8Ho74nmKdF5JL3KpCW8t0H2aQ4uKSdPj8m2RpbXCp5Clt92xvCdtkKUMPI9gxJJ2hwFZWt4TjtxKIsum3hNrhff6Rud+LCGXSdnXZyl5K3zKUyR9oxPInpBb0U/f5tCiYtL1lGXfyFIeXMyjEOvcAVl2Q5bWKhlDlqm6J9zvKe9JasJLkl1PeD1hcurZcLK37WcpaTHkqM1boEXIre3OOMyhRcVEKEATZGntsS1kyf6N0shSBsadjizbHJfvgiyt3EkpZKmFNoYsrbySt92JfZZSylPEkVVMyK1tuH6unpDr7dS0mUOLiklshfeQZZMK330iS+ncpsjS20pNK7K0jstLn/MKXwpZ8pbEQ5Z6GxVDlvJc+dp60ugITiZNLKFpCTlTO8tTZCWqrWRsrLyFFnJrCx7LK02TObSomOQiy5mZGRw5csTMdOuVxst094EsOfTLRZYWwZgmZKmFnJGlPi4/LmQp1849Lr+0dBBZehNeRz8aWW5sbGBubm6vrgr3u+Up0slSjn5S9Wx0dCVC61kMvISmfOckOy/Q02QOLSomJZElh/SW98QKLUshS95KlUCWfAbDW2lKI0vdNxzSb21t9YYsdZnHpsgyNeE9gsGT5vbt2weEXCfaLSH3CEaukFsT3vOexBLV+rnymSa9QPdlDhUhzzGHFhcTAFFkyfmN1OlZPWm6eE84LLaSdrwPblvhO4YsORmbs4cfF7Lkey+BLL2QXvo+5SniCd9HPRt975aQy/12rWdjeU/afpaSJ4Z9mEObbMGLisnRo0ddZMkfAdrkuHxXZBmb8IcJWcq1+0KWvJ3qG1nq5xo7JmAlNGPIUl8/JeS8FUwVsJLoxBJyHdVa2x0W8i6fpaTvf1rMoUXF5Pjx41FkqfMn044sJSxmZLm4mP/p8rwSlECWHJ0MyPLgiW5LyHMSml49Gz3h5fnqLThPeCun5wl57JhA23o2kzKHFhWThYWFQ4UsOWnHBEMfl9cTXvbBKWSpJ32fyFIGhiXkVkjfFFmKoBwWZGmF9NNQzyZ2hEKIWUzIJUJq+1lK+pnqbWwpc2hRMVlaWooel2+KLPWg6wtZ6g6eBLJMJTRzkaUmGCWQZVMhtxLJ04IstafIE3JvwnvRT1PvCW/BpY94qyYTXUcnXj0bb4Fmc6jexvZpDi0qJqdOnYoel+e9ZA6y5JXmTkOW1oRvQjCaIkud30ghy5T3ZJLI0jsu70U/4ikSIfc+SynHRKjHo+U94edqbacs4uh5iizvyTSaQ4uKyenTpw8VsozlN3KRpXTuOJCl9p50QZb63g8LsmxyXJ6jTr3Ca09R7DN9+qpno8WKn6tFd+S5Wt6TaTOHFhWTc+fOjQ1Zpo7Ls1h5yJIHXhtkmeNRYLG6E5Elk6+uyJKF3Ipqc13DlsXA8kPpSVOqno0X/TSpZyPRT5N6NuM2hxYVE9majAtZ8oTnPXxXZOmdrTnMyJITa6WRpe7/rshS33sXZOkJOZsILWpnTXidf+AxadWzsZyxErmlPEU6IpfFZ1rNoUXF5FWvetXEkKWX6S6FLHklmFZkqXMEHrLkVfhORpb63lPPlSe8J+Q6vyHPVyc0t7YO1rPhfs8ljtaYT9Wz4fzGuMyhRcXk3Llzdx2ytFaCSSNLS8ilb5ogS+mbw44s9cThSZOa8CXr2cTyG6Xq2XT5LKUm5lDdNyLkRcXk7NmzbvikvSdra2sHBrVeJUsjSz3h+0CWPGkOI7JkgsH3nossOSxeXl6OIkvp91LIUgt5bNI0qWcj46VUPZuUkHetZ5Mj5CXMofxci4uJNWlix+Wt/EYfyJLpy52MLPUq2QRZygqfQpZ60sS2ajwhLWSpE5pW1NkFWUr0w9sdiX5i9WxyhJwXIUmEp3Ju3O+p55qzQE+DOTSEUE5MuHOnEVkuLi66yFKLoZXfOEzIUgt5H8iShTy1VWNk6Qm5lZuxhJz7xUKW3gq/sZFXzyZnwlvbTE1f+qpnMw3mUEvIi4nJyZMn96l06ri8p3Z9I0vLe6IL/nr5jUkjyxiKjiFLFvKSyDLHU2QhS69yu84TxITc2jKkjstzv+vnWrqezebmZlTIrQlvCbl17xpFT9ocqoW8qJh4yFJn6RlZesWQx4EstffEm/AyaaYFWVrekxxkyQOjJLKMeRSsbWwfyNKL3KytGkeGperZ8DbW8p7ohKYV/eQIeWyBLmEOtYQ8xxx64sSJcmLiJTRjyDJWLGgcyJK9J4cVWfKk0chS7r1PZMlCvra2tm/LoLc7fSFLvUrqCZ+KakvWs9FfQl+090QnY63tjncQUF9fxkyf5lBLyHmBZrG6//77y4mJdVw+hSwlfJpGZGkl7aYVWco9MLKUvtfH5Q8LshQx8ZClCDkjy5zj8lZI32c9Gxbyw1TPJtccmtMaFUfSx+VLIUvZ57HZTP/hnNAshSyte+8DWbb1nuQgSzmQVhJZ6pxYn8hSC5Yn5BJ1amRpCTknqvV2Z5L1bKztyLTWs/EW6KWlwg5YAC7a4g6IHZfn0FI7KK2QXq+Uk0SWsgJb2x3tPfGQJXtPGFmmIjfLeyI5lD6QpfaetEWWLORNkKUW8jZbNct7osmUrmejI0/Zqln1bDiBz9EP17Ox8krWcy1Vz4Yjt1zvSY45tKiY7O7uRg/TechSJrzl0DxsyNLynsRWeJ0f0HmlrsiSzx1NGlmurq660Y8W8i7IUiN6z3sSq2cjY9KrZyORZ2yFt6rOW0IufZMCEF28J545lL0n1nxtYw4tKiY7OzudkGUspG+CLD3vSVtkydFPynvSFFnytS3viWxHcpCllbfSkcSkkGUMo5dClvI3eN4TL78h186tZ6O3mfJcvQmvt+ApIeckexMhj5lD5dpaDLuaQzn6KSomW1tbnZClJHe8vWQMWVqrWBNkqVdHC1nyVoq9JxsbfoXvUshSVoIBWTZDljneE540OfVsvOfalDjmlrcQIddjUi8SqQWar215T5os0CzkRcVE/AsespTJ6CFLEaNYhe/YPtgKzzxkyYQkl2DId07alUKWmnz1hSx19HM3IMtcs5lcP/ZcJTKRvvGEnCe87vtYPRt9bUvIl5Ze+SwlToQ3MYfqRa6UObSomFy9ejWZ6daDI4Usre1OE+9JClnqffY0Icsc70lXZOkdl+8bWVq+GZ3f8JCltcJ7kZu1wmtPEW/VeCuVk6i2cnr8XHWSXefEvOfKC5wscjkRufRLrjk0JuRtzaFFxUS2KDnIUsQkhiwt74kodQpZysCwkKWVPJpWZOl5T3KQpY4gYiF9W2TJQq6F0EOW1qCORT8aWfKgjiFLToTr4/KWxcAL6XOEnMlUrvfEI4484b16Nl3NobnPNWerdvny5bJisrKyko0sc70nTQiGThzFkKUMDCthOq3IkiM3C1kyiraE3EtoWsjSW+Fjx+VzkCU7Y/tElt5nKXE9GxZyfq4S0kuOwAIEXkTO954j5Dzh5bqe94S3yOM0h4oYFhUT+XyZXGQpHWt5T/QKHwvpY/vgHGSZW+HbQ5aW96QPZKm9J5yb6RNZWmJYGlmykJdElrlCzn3P3hPtKbpy5cqBz1KyPEUi5LG+sYTcuveY96TpAm2lD5qYQzW100JeXExiBMMK6dscl7cSX12RpcXhc5Gld5huXMhSCxYLeQ6y7Nt7kkKWPGk8ZMmDOhdZWrmZnHo2Mm4s7wmTL3muXj0b7ncd/Wgh9+rZ5Ao5bzX7ModK7kc/117FxMt0W96TjY00srRC+lLIUl/bQ5baezKNyDIVucX2wZ6QczK2L2Sprx1Dlpw/yUGWVm4mt56NJ+SyADSpZ6PHDC9COfVsLCHXC7Rce1Lm0KJicvHiRXcPn0KWOrnjIcucPXwXZKkHnpXpZu9JG2TZdKumt4M5yNKL3Nh7wl85yJJXeA9ZyoBOIUvLe6Kj2hwhz0GW3gqvt7G6ng33e0rIUxNeC7m2F3hkSgu5td2JLdD62jlC7m132phDi4rJ5cuXD3D40sjS20uWRJbM+a1MdxNk6UU/k0CWHsHIRZY6v5FT96S090SvwrnIUvqbo06vno2e8CK0JevZ8DaWPUUs5JY9gie8jmq7fpZSW3NoUTHhUolyg30gS4u+lDoun8p0y8DwkKXlPZGBkUKWMmmmGVnqHEEusowJeRtkyUnwGLK0PEU67+CZzXS/S994niKP7rD3xMsreRYDbwG1IjcdWWmiOS5zaFExYWRpdW7quDxPGu+4vLXCl6zw3RVZxgZGDFmmrPbThixjx+W12LZFlt5xeZk0OciySz2bmJDr7Y7ud17kYie69TbTK4NgTXjPe2KdLLbMoVtbW8XNoUXFhEM/HVrmIEuekG1C+i7IMrfCN68EllKXQpZWbqMksmSCkYssvbyVRpY8qNsiy5jZjMeNhSyt4/KynYp5Tzz64gk5R52WkPNnKbWNyD3vSa45VG/BS5lDi4rJ3YYstfdEBjMPjK7I0rr3XGSpUXQMWXrRD3tPGFly5GYJOVO7HGTpJWMtZMnbHQtZspDzhC/hPWlSz8baxmoh53o2TbwnHP00EXKrb5qYQ4uKyYAsyyNLL7/RB7LUQs7IcmNjA3Nzc42QJdMRFvIYsuQ9vBZya8LHkGUq59bEe8IJTb3CW9FJagtuRT9cz0Z7T3InfBtzKI/JpubQomJy+/ZtE1laWK4tsuSEprfSTAOybOM9YWQp0U+M86eQZU7k5iU0uyBLfe+cCG+CLGXC91nPxvOeSD0bL1Fdqp4N97tXzyaW35ikOXRjo7ADFkCjszWlkWUs9BvHcXkLWcq9t0WWemDkJO04b3UnIUvvuLyOIPS9x4Rcjx0thp6nyEtUd6ln44mhZzGwhFyin9LmUN6q5Qh5UTE5duxYL8flrRW+C7LM9Z40QZYS+rVFltI3HrLUQngYkSU/U/1ctZDHCIYl5JyoZsoQE3J9/2wxiOWtLCG3zkw1EXIv6rQmvEXttMWglDnUy8145tCiYjI3N5eFLC3viUaWVthaGlnq6CQXWXKyt22Fbw9ZLiwsJAnGYUWWuj6GPF9GlpLQLIUsm3pP9KSxvCcsJqWE3JrwKU8RO55zF2hOxrI5NLaNTZlDi4rJ4uJiNrKUfXDslKXXuZNElimPwtmzZ837H5BlGWSZSmgysmQhl8WkqffEq2fjTXhZHK0Vnic8bzO97Y4l5LEF2jOH6kU0tzBZjjm0qJgsLS25yFInBWPIUtSUw1Y9aRhZphKa40KWXn7jTkOWbY7Ld0GWVr+XqmcTmzSxejZ87149G4lQOBmrn6v1WUoSWcWEPBb9TMIcWlRMzpw5kzwun0KW3oTXSs3I0qv/OW5k6R264lWSkSVHVjKopxVZWsflvSR7KWTJSUcPWXq5H0vIxVPkiaFOyvJ2hxcKT8h11Kn7JlbPhq9veU9ErCRa9vJW4zSHFheTHGSZmvA6fIolNAVF817PytKnCEYJZMneEyv3YxEMPtM0DmQpQp6DLLWQM7LUx+XbIkvpm1xkqQe15z2xqJrnPeEVXo9Jea5LS7XFQOrZeLkZNptxTk8Leayejf6Se499llKOOdTbSpUyhxYVE6kHwe5SK9PNE74PZKkTU5b3RB5WX8jSy9J3QZbz8/PFkGVT17CFLK0SDnrS5CJLPeF5lZRyoG2RJUe1sXo2Wsilb44cOWJ6ivRC5HmKrK1UjvfEmvCW94SfK997qryFvveu5tCiYiKrpZ401gpv/fG5yFJfP+U9kf/2kKVV4dtDliKGHNLHkGWbCt98/5z4yvEoTApZWpOmK7JcX1/fiwx4Dy+RW8pTJPee8hTp+7c8Rew9sbZSnpB7i1xuPZuY94S3UnpM8nPt0xxaXEz6RJZeSJ+T0OyKLGOZ7gFZ7idTnLTrE1nyCm8hSwvTs6eIt8ic30g91/X19eiEzxVyBhBW1MmRW9vPUtLjpoQ5tDcxkRssjSytzp1WZKknTarCd1tkyWI4IMvu9Wz4I0C9RLW3HfHq2ciWRMZ9jtnMy7lNozm0uJhw6HSnI0uOTnSmm+9dI0sd0ndBljosLoUstZCXQpayVSiFLFNC3rWejc6f5HpPeBvbRz0bLyKX6MTbZo7DHFpUTHSmuwuy9I7Lt0GWXkhfElnydmrcyNLaY08DsswR8i7I0opqvefq5Tfa1LPxvCd876Xq2VhRIZe3OH78+MTNoUeOHCknJm2RZZPj8lbiKIUsUxP+sCNL9p5YuRlLyLlfcpGlvEcOssyZ8H0jy1whz61nwye6rciKhVzGZNt6Njzpp9UcWlRMcpEloy098A4TsvSinybIUibNOJClFnJvYOQgS97uTDOytLZqlpCzp8gak+wp8j5LyfIUSeTmiWFuPRu59rSZQ4uKiTfhvb2eVtNJIEtrwuv8A6/wFrK0nLFtkKVEJXc7suRJ2RVZyoTnLYOmLzn1bHTf8Hmvra2t3uvZxPIbueZQiX76MoeePn26nJiMG1nqVawtstQDg/Mb0skpZMnbndx98GFFll5IXwpZ6vfoiiw1OdLXlzGT8p5oQmIJ+cLCginkvI1NnffSYuXVs7Ei/qbm0Bw3uPdcZUx65tCHH364nJhYyFJ3bB/IUndAV2TpZbpzkGUsv1EaWaYIhreVykWWTDBSE37akaUn5HqhKFXPhnMblpBzMlZPeJ1PyqlnYyWqJ2UOzWnZYnLkyJF9yDJmSiqNLPWkuRuQZcx7UgJZWkLOkVsOspRzR5NEllzPhqMTGZNDPZtu5tCiYlJV1T5kqROaPKi7ek8k+uFVrBSyZIIhZ3cGZOkjS4tgSNTZBFl6Ib2HLHO2O5Lf0ICAk8nyXFnIrZA+JuRWhCJ9c1jq2Vjb2JQ5tKiY3Lx5M3pc3krulDguz+FfCWRpGeUkergbkCXnZnKRpazwKWTJYugdl9fjxkOW3qcxxoScqZ0WK53fWFtbO+D5kb5J1bNpKuTyHjqRbAk59/20mEOLisnOzo57XP5OQpZ60ljek1xkad37NCFLy3tSElnqbaaFLK3ohye8JeScZI8RDJ40XM9GC7mV30jVs5HvnpBb9WyYvvRVz6a0ObSomGxsbDRClrHj8jwpc92lWq1LI0t9fct7ohOaVvST4z3pG1l6Cc0UsrSEvBSyzIncrKjW+wiOGMHQ3hO9wmshz6lnoyd8X/VsFhcX3Xo2Uu4j9lzHbQ4tKiayT2uCLHOPy+tVkpFlrHZIaWSplZq9J1amexqRpeU9yUGWMdcwRz+lkCVfW6+Sucgyt55NTMi9vJIl5KkxmSPkOvrx6tnE8huTMIcWFRNJFOYgS3lwHrKU0CwHWXpqOi5kyd6Tw4osedLwhO+KLK38RgpZWh8ivrOz0whZWp4iLeT8TC0h133j5WY4v9G2no3uf7l37T3xJrxEEJMyhxYVk5WVlUbIUnssPO+JbEliyJJXyWlClt4KP43IUiaW99mz+rh8G2RpCbm1SpZAlhy5efVsOKGpBStHyHkL3mc9GxbyaTOHFhUT2TvxwGiDLLX3hCdlG2Qp+zxtNhNkyYO6NLK0Vvg+kCVHbrnekxxkaUVuXZFlbKtWAlly5CbXZU+RRe1yhZwn/KTq2Vj2iHGbQ4uKiXgJ9A3GzhlYA8NDljpxZCFLTnzxpNH7VAtZimLHVvhxIEsWE8974iFL9p5YkVtbZJkS8jbI0ps0TZBl6ri8N+G96EdvM5vUs+GEppVzk8muE5pcz4YBxPLysrtAT8Ic6gl5UTG5ePGiGbaWQpbSwRay5JWA9/CHCVlak8Za4bX3hKOfrsjSi37m5uYmhiy533X0o4W8Sz0bDunZU8T5Dd7uyJj0iKM1LmPuUivnphfoSZlD2Xuys7NTVkz0lmGSyNKa8E2RpYei2yLLFMHQyJKjqhxkyde2vCdNkKXlPZkGZGlFP3xcnpGll9+IkSlxPFvek/X1/Z+lZE1Ifq4p4ijfrZybXJ8X6HGbQzWJ1Xklea5FxUQ7NCeFLJlg8HYqhixlQDOWy0WWenW0kKW+tuU9WVqqkaXkftoiSz1pBmRpb3ea1rPJ8Z5oQcmtZ+N5T3i7I/3kEUddmEzeI0fImy7QfG09X4uKSSx5ZGW6rdAyhSytFV5nutldag3q1NmanEy3Dv20Uuccl9eTJqfuSVNkGRPyUshS051pR5bWhG9Tz8YScm+Riz1XK19oCXksiR8zh+oJnzKHWnSnrTm0uJhY/o1Y+KT32LzX8zLd3qC2kGVsJcjxnqSQZSyknySyjHlPSiFLnXcYJ7K07l3nNzwyZeWtvHo2Mhl5hRdP0dbWFmZnZ6OfpRQjjixYlpCvra3t26pZ251JmkM1+bp582ZZMeHDdH0jS6/CNyNLVtNcZMmD2vKe9IUstfekK7L0vCc5yFKLoRd1dkGWeruTiyy9hGbMU2RN+JSniPtenqdVz8aLfnKFXEe1TbwnkzaH6mRsUTGxkCWraUlkmes9aYIsrQrfVqZbexSYYJRAllZI3xVZepGb9Ll818jSW+FzkaV377Hj8rnIMrbdSR2X16twqp6NiIn1XKVvLCGXe/cSmlrI5QiFF5HraDwl5JMyhxYVEwtZ8qTxkCUP6lxkaeVmcpClXiXZe6InvR50MWTpRT85yDLXe2KF9E2QpRZyDun1PltWyVLI0os6SyJLFnKvnk2OkLf1nnAiOYaitXjLl+UpkglvRT/TZg4tKiax4/I5yJLzJ7nIknMzucjS8560RZZWYioXWVoEQ68Ecu2+kKXumzbIsm/vSQpZspB79WwsoU0Jud7CWkKu751zbrnE0RJD9hStrq66ieocc6gl5LxAdzGHFhWTqqqiiS+9l+SVQNc9aYMseYX3kKWVSS+FLHmFt8iU9p5Yq2QMWeprTyOy9IS8zWcptUGWnEi26tnoZGaMYFghvSfk+rlystSyGDBxtCJmr54N55aamkMtMsULtNx/U3NoUTEJIXQ6Lq9X4TbIUq8EHrLUE95L2nmZ7hxk6a3wnvckB1nqSSP77EkiS446myBL3qp1RZYxFO3Vs4lZAHK8Jxsb6Xo2vIDmCrkkTGNCzonqJgu0JeSlzKFFxWR2drYIsuTQrDSy5AnfB7Jkzt8FWep9sF7BJoUsOTfTFFnqSZOLLEt7T2RLYm13UvVsOPqx6tnItWP2CC3kLLSWp6jEZynpqDNlDm26VSsqJvPz80WOy8vA6BtZWiG9hyy90NJL2nFo2RRZWt4TFkMPWW5tbU09spR+SQm53m7GhDyGLD0hZ8ez5y71PEU6gWzVs/GSvZanSG+ldLLX8hTp7be+9xLm0BSmj5lDi4rJ0tJSFrKMTXivslkOspy2Ct9dkaV1XD4HWeqBcRiQZeq4fA6ytLaZ1nZHC7m1FWTviY4grBW+yXPNjdw0yo0JuRe5NTGHWkIuixCPeTaHSnpC5mtRMTlx4kQSWXrJ2Biy5FUyhiytfWpX70kfFb5lYDTxnrRFlhz9lEaWnDDNRZae96TJcXl9otuLfqwJz/VsvOfqCbnOLXneEx7vqQmvx6QsFJaQW8c/pJ/amENjW/CYOZTna1ExkT1UClnyHl57T+42ZKm9J7kTvg2ybLsPzkGWsWJB7D1hZKlX4RSy5AkfQ5a8EMXq2UifeHkrtpNbE7LNea+Yp4j7nevZpLwnbA5t4j2JbdViC3RRMZF8RBNkKRN+QJbdkKX0TR/IkreZMWRpRSeCLJeW6lPRTZClJEtZaHOQpf5K1bPRuR+e8Dn1bJoIecpiYAlKqp4NCzmbQ3XkJs/TWqC7mEN7EZM2yDJV8LeJ94STU4wstfeEB920IcuU98TzKPAqubKy4pKpXCHPRZZayLsiSw+jN0GWvN2J1bNJRW6xQ5KekHv5jdL1bDiyGrc5tKiY3HvvvQeQpUZbMYJheU8YWTbxnuhJyYmvnAk/aWTJYtUFWa6vr+9FBjl7+DsNWXrJWH6uTT9Lib90fsOrZ2Pl9LrUsyllDm3jPeEFuriY6OSRRpaS0CyFLJt6T/SkGedx+S7IkiO3FLLkhCYjy5jz9jAgS2tQe0JuTXhPyHPO1nhCrseNpi+cqOZtbCzJPo7PUuJFTlO1tubQomJy7ty5TsgyldBkZMneE40sOfLpA1laK3wKWXrbHStya4MsZeB5BCOWtDsMyNLynnDkxsgy5SnirZoX/TStZ2N5TywLQKyeTa6QNzGHSuTGSercBVr6hs2hRcXk7NmzjZGlFZpN+pRl38hSHlzMoxCLfgZk2QxZWtudJvVsUnVPuN9T3pPUhJcku57wepHIqWfDyd62n6XkmUMXFhYOLNBFxUTnN6Rjc5AlJx1zysbFkKVQgCbI0tpjW8iSxbArsowdl7+TkWWb4/JtkaWXOylVz0YLLW9jY/VsYtud2Gcp5SzQvM30hNzahncxhxYTE57wbZCl/uM970kKWcZWeA9ZNqnwXRpZesflmyBLbys1rcjSOi4vfc4rfFdkyZEV5wgs74me9PJcvRWery35E65nI9EP97uO3CwhZ2pnLdBWotpKxsbKW2ghb2MOXVhYKCcmhw1ZzszM4MiRI2amW680Xqa7D2TJ54JykaVFMKYJWWohZ2Spj8v3gSxLfJbS0tLBejbehOcxKc91Y2MDc3Nze3VV9IS3hFxHbnJdFvK25lC2GHDfeOZQjqzk3uWZFBOTkshSzGapTLf88X0hSw7pLe+JFVqWQpa8lSqBLPkMhrfSlEaWnvfE+yylUsgyp8xjzHvC28xUPRsrqr19+7ZZz0bnljxPESfxc4XcmvCe9ySWqNbPlc806QX67Nmz5cSkC7K0CAav8B6y5PxGCllyfiOFovWk6eI94bDYStpx5La6umpup7ogS07G5uzhx4Us+d5LIEsvpNdb8Nhz5QnfRz0bfe+WkMv9dq1n45lDPaFtYg7Nadli0hVZxvIbpZAlfwRok+PyXZFlbMIfJmSphbwPZOlFtW2RpRW5WZMmdUzASmjG6tno66eEnLc7qQJWMuYtIddRrbXdscyhbT9LSd9/UTEJIRRBlrkehbbIUudPph1ZSuTGyNLynljI0lolSyBLjk6mGVlyeQtrFWYh19sd3e+8yMVOdFtCnpPQ9OrZ6AmvxzybQ2NUrU9zaFExuX37thk+WRMyhSytkP5ORZactGOCoY/L6wkv++AUstSTvk9kKZPGEnIrpG+KLEVQDks9G2sb6wm5FRn2Vc8mdoRCiFlMyD1zaFExuXHjhms2GzeyjB2Xb4osObLqA1nqSTMJZJlKaOYiS00wSiDLpkJuJZItIee+11TN8hTJFtmyMLSpZ+MJuTfhveiH85Ep7wlvwaWPeKsm2yiGJzFzaFEx2d7enhiy9FB0KWTJK82dhiytCd+EYDRFljq/kUKWKe9JCln2Wc+GhTy3no0IufdZSjkRuR6PueZQFvKS5tCiYrK+vh5Flty5XZGlTHjeMhw2ZBnLb+QiS5k040CWWsi7IEt9730iy5L1bJp8lhJHnXqF156i2Gf69FXPpg9zaFExEZXNOS4vSt0FWeq93qSQZeq4PIuVhyy5b9ogyxyPAovVnYgsvb7R35vUs2Eht6La3C24ZTGw/FA6+ilVz8aLfpqYQyX6sRboomIiq8Pdhix5wvMeviuy9BLVhxlZ6mv3gSy14LLFIDbhZdJwMpaF3MpveELuRZ1eRG5RO2vCy7jReaWYOdRyxrYxh8riwwt0UTGRPX1pZGmtYtOKLL1MdylkqVeCaUaWOkfgIUtehe/kejb63lPPlSe8J+R6gZbnq5OxTc2hMeKYYw4tKiaXLl1KIksvpPeQpe7YAVn6yNLaqk0aWVpCLn3TBFlK37RFlqnnymKotwwl69loUeGoNjXhS9azYTEsZQ4tKiYXL140/RvecXkOWy1k6RXcaeM9YWS5trZ2YFDrVbI0stQTvg9kyZPmMCJLfq5877nIkunO8vLygchNxFCv8KXq2Wghjzmqm9SzkfFSqp5NSsibmkOLisnKysoBu7qHLK3O5QmvVwJrULc5Lq+RJX9UA+c3+kCWTF/uZGSpV8kmyFJW+BSy1JMmtlWzcm46GcsJTSvqtIRcR526b7iejUQ/vIBK9BOrZ5Mj5LwISSJ83ObQomKiI5MmEz61D+6CLPnBTQuyXFxcdJHl2bNnk4nqw4IsLSEviSxZyFNbNT0mY0JujUlLyLlfeLsTW+E3NvLq2eRMeGubOW5zaFExWV1dbYQseVDrVTIXWTLaWlqykWXMe+JZ4ftAlvr+Le+JLvjr5TcmjSxjzzWGLFnISyLLHE+R9p5YiercejZayK0tg9y7J+Tc7/q58rkgi9o1qWezubkZFXIr+rGE3Lp3jaJ3dnbKiklTZGl9iPjOzk5jZBlDW7zKeMgylZspiSx5wmvviTfhZdJMC7K0vCc5yJJdwyWRZayAlbWN7aOejRe5WVs1jgxL1bPhbazlPdGn3a3oJ0fIeYEuKibjQpZ6hY8hS95LxpBlzHk7DmTJ3pPDiix50mhkKffeJ7JkIV9bW9u3ZdDbHRkvpevZ6O2OnvCpqLZkPRuO9tl7Yi3QHi3NNYcWFROrwndfyJJXMQtZau9JCllK4msakaWVtJtWZOl5iqTv9XH5SdazSREMawWWceMJud5u6gjCE3Ie8zmeImu708QcykJe0hxaVEwYWXqTpgmyTB2Xj2W6rZC+C7KURCybzbRSc0KzFLK07r0PZNnWe5KDLOVAWklkqXNiHrL06tmkPEVWEt/agusku65n4wk5J6r1dmeS9WysfGETc2hRMemCLK29nuU96YIsOaTnTDfnNzi01A5KK6TXK+UkkaWswFbfaCH3kCV7TxhZ5gg5b2Mlh9IHstTeEwtZ6uiHx40n5DpyG2c9G4tM6Xo23O/TZA4tKiZdkSV3AHtPSiBLPagt78n6+v7j8ocVWVpCHlvhdX5A55W6Iks+dzQJZMmeIi/60ULepZ6NHu+e9yRWz0bGpFfPRkee02QOLSomAO4IZBkL6ZsgS8970hZZcvST8p40RZZ8bct7ItuRHGRp5a10JDEuZJlbz0YmfIl6NvI3eN4TL78h186tZzNN5tCiYnL06NE7AllubMSPy+egaH3vTZClXh0tZMlbKfaebGy8giytxFoJZCmr2GFBlqXr2VhC7nmKcoXcG/M59Wy859rWHCrX5jHJQs5esaJiMjs72xlZWn+8zm94yNJSUw9ZymT0kOXW1hZmZ2ejFb5j+2Brn+0hSyYkuQRDvnPSrhSy1OSrL2Spo58+kaX2FJWqZ2N5TzjnljPhvc9Ski2491wlMpG+8YTcM4fqbY5lDtXXjplDdd3YomKysLCwb8JrNfWik5j3RHdwLNNtTfhUplsPjhSy9KKfXO9JClnqffY0Icsc70lXZOkdl++7ng1HPnrSxOrZWCt8bj0b9hTxVo23UjmJ6pwFWifZdU7Me668wMkil4rIi4rJ8vJy1nF5a4VnZGntJftAliImMWRpeU/k3lPIUu7dQpYsKDyouyJLvUp2RZae9yQHWeoIIhbSt0WWLOQc0Vq5GZ6QqehH17NhMczxFOlFyKtnE8u55Qh5yhxqiWFJc2hRMTl58mQvyNLK0pdClrnekyYEQx5cClnKwLASpiWQpfaeeGLYFFly5MbI0nqulpB7Cc02yJKFnMeNTBr2nkhCU09IjtxiQs6CEqtn432WEtezYSHn58oLtJc+sCJyvvfS5tCiYnLmzJlekCV3rocsrZUgB1lKx1reE33vsZA+tg/ORZaeGOYgS8t70gey1ELOuRn9fZqQpec94Xo2Fm71LAZ9eU8se4S3QF+5cuXAZylZC7QIed/m0KJiIvbvPpAl71M9ZBnLb5Q+Lm8lvrogS51J5+gkB1l6h+nGhSy1YLGQ5yDLvr0n1gof85549Wz0eOQV3hNy3qqxkMu9a08RjxvLe8Lkq29zaEzIi4qJILRSyDJ15NzLdHuJqRzvycZGGllaIX0pZKmv7SHL5eX9x+WnDVmmIrcYsvSE3OqbXGSZ6ynia2uLAdez4fxJjvfEys3k1rPxhLytOdTKieWaQy0hX14u/CFc586d2zdpcpGl7lwLbTX1nsiWxNrupJAlRz8WsrQ4fElkqQeehSzl3rsgy6ZbNb0dzEGWXuTG3hP+KoksZTuSqmdjWQz0Ipcj5DFPUUzIY/VsLM9SqXo2mpZ6ZEoLubXd4efai5jIoJBJk4MsY2irDbJkDl8aWXp7yZLIkieNRTCaIEsv+pkEsvQIRi6y1PmNnLonpb0nsk226E5OPRs9Jr16Njn2iC4LNG9jeYFmIbd2E1rIi4uJFVrGjsvnIEsrS29tdxhZ8oTvA1la9KXUcflY4ksPDA9ZWkIuA4P32YwsZdJMM7LkJL6HLGVMpoSc6VEOiuYkuOcu9TxFOu/gmc10v6cWaI/uxMyhOq/UxRxaVExkr1eqwrdO2nFILw8uB1l6KLpEhW9rhe9S4dta4bsgy9jAiCHLlNV+2pBl7Li8FtuY92Ruzq9nY5EpbTGI1bPRYmjdu/dcrUqElpDr7Y7ud17kYuZQvc1sag4VIQ8hlBMTvcLr6CQHWfLAiyFLXg3Ye8Khnw4tc5AlT8g2IX0XZJk6Ls/Ison3pC2ytHIbJZElE4xcZOnlrTSy1CKe4ymyQnprwnvHBDS1iwm53k7F6tl49CXHHOoJOZ/UbxuRs/ekmJg0RZaSLNVql4ss9Zf80XcrstSRmwxmHhhdkaV177nIUqPoGLL0oh/2njCy5MjNEnKmdpanyEpU63EZq2fDC5xsY2P1bHjCx+rZ5Ap5E3NoqjAZm0NT3pOiYtIUWcY+X7UJstSdOylkGct03wnI0stv9IEsOSemkeXGxgbm5uYaIUumIyzksXo2uu89T5FlxGMhz8m5NfGeTMIcqr0nlhjm4OFsMZkkskx5T5oel7fC+lgZBG+lmQZk2cZ7wshSn5lq6j2xxDCFLDmh2QVZWue9coXcmvB91rPxvCcCN2IL9KTNoffdd185MemCLK1B7aGtGLK0jsunztaURpbeHn4cyNKa8Ho70hZZSkIzN2nHeatJIku2GIiQWyu8PNdYPRtLyPXp2SbeEz12tBh6niJvzE+DOTSnNSqO1AVZWt4TjSxlH1wKWTb1nlgrfBdkmes9aYIsJXJriyylbzxkqYXwsCBLvd3hZ6qfqxbyGMGwhJwT1TzmY0Ku758tBrG8lSXkkzCHyvWLigmAiSNLa5WMIcvSFb5TE56RpY5OcpElJ3tjx+XbIMuFhYUkwThMyFILuf7wNHm+egsuE35ra6tYPZum3hMd1VreExaTUkLexRxaXEx2d3cxMzPT6rh8F2Rp5U5KnrL0OneSyDLlUTh79qx5/12RpRbyw4Qsm9az0Vvw3M9SitWzYSGXxaSp98SrZ5Myh3LeqpQ5VEdWRcVkZ2cHi4uL5nF5+cO5c0shS14NPGSpt1ExZCmrJF9bTxpGlqmEZl/IMnZcvjSy9NylMujGiSzbHJe3/BtNhJz7vVQ9GyvZm1PPhu99nOZQjn6Kisn29vYBZKm9J+NClnLt2HH5FLL0JrxWakaWTSp8l0aW3nH5JsiSIytNMKYRWVrH5b0ku2ci1MlMS8j5uXLS0SOOXu7HEnLxFHliyN4TL/cTE3Iddeq+6WIOlfnai5isr68fSHx5Fb6nAVmmJryOfmIJzdu3b5vI0srSpwhGCWTJ3pNYoloTDD7TNA5kKUKegyx5G+sdl08RDB25yb3rLUluPRstVp73xKJqnveE8xt6TMpzXVqqLQZ6gea+0UIuYtWHOVTmqyzQRcXk6tWrUWTJg7pvZMnuUivTzRO+D2Sp793ynsj99oUsPaHtgizn5+eLIcumrmELWXqfpSSTJreejZ7wvN1ZWVlxE5q53pOUp0g/U07iHzlyxPQU6YXIW6D7MIdykr2omMhAjyFLTgj2jSw1ivYqm3kJzRiy1NdPeU+YYKQ+cyeGLEUMLYLhIUtNMEohyxyPwqSQpTVp2GLAuRlrTOp6NhJ18zPVkVvKU8QRuX6uJerZcG7GEnJvkSthDi0qJhLu3OnI0gvpcxKaXZGl3PuALOPIkoU29Vx5Uuq8A3tPYsRR59ysejY85tlTxFtkzm+knuv6+np0wucKOQMIK+rkyK2omFy6dKk1spQbPCzI0urcaUWWetJoZGkJeVtkyWI4TciSoxPpf+kb9hRpqmaVt0jRl1L1bPgjQL1Etbcd6WIO9aiat0BvbBT+RD/t4chBlk29JzzhB2RpH5dnZMn3rpGlDum7IEsdFpdCllrIuyBLK39Sqp5NE+8JR53aWuDVs9H5k1zvCW9jx2UOLSomFy9e3Je0y0GW8t3znkwSWXrH5dsgSy+kL4ksWcjHjSytPfY0IEudxI+dmfImZKqejRXVes/Vy2+0qWczCXMoR4X6uRYVE11/Qx7cYUKWTY7L814yB1mmJvxhR5Ys5FZuxhJy7pdcZCnvkUKWOvcTm/DeViol5Dzmm9azYSHPrWdjmUM5surDHMpCLs+1uJhYN1gSWWqfQglkyd4TPbAPE7L0op8myFImzTiQpRZya8uQiyx5u2MhS4va5RIMfe+l6tl4z9XzFFljMmYO5TE/LnNoUTGRVZITa6WRpZ70XZGlxq2TQpbWhNf5B17hLWRpOWPbIEuJSu4kZMlbKT0m+bla15brd6lnIxOetwyavuTUs/EW6HGZQ63dhIz5omKi93q8Ct/JyFLfe1tk6SVj5bo5yJL7PXcffFiRpRfSc+S2urpqbqes58reE3kPTV/a1LPR5EhfX8ZMynuiI3JLyHPMoanCZCxWnjnUiviL50ykc6cRWeqO7QNZ6oE3SWQZy2+URpYpguFtpXKRpe6bnAmfEnLeIlsEwwvpra0ae4oscuTVs9FCrheKUvVsOLdhCblFSzU8aWoOLSomKWTJia+2yJLD4uXl5SiyjJmSSiNLPWnuBmSZ8hR1RZaW2UwmTS6yFCGXhSIm5PKacdSz4ehExuRhrWdTVExykKWs8ClkqSdNzF1qrQSMLHVCkwd1U+8JI0uJfngVy0GWsQlvrZKSQxmQZRxZWgRDxiTXsxHiaNWz8UJ6FnLB6DnbHclvaEDAyWR5rizkVl5pmsyhRcWkNLJktJVylzKy9LwnVm6myXF5jSy9FX5jIw9Zpia8ZZST6OFuQJaekPO986SRFT5Vz4bF0PssJQYEVj0b79MYY0LO1E6Llc5vrK2tHUgf6HxkaXOozs3kmkOLigmAXpBlTqbbQpZe5XadJzjMyFJPGkvIc5Glde/ThCwtIW+CLFP1bPQ2U5+tiZ2e5QlvCTkn2WPlLVhQuJ6NFnIrv9GHOVRHbjnm0KJiMjMz0xuyjB2rtjq3CbKMHZe3xDDHXar38KWRpb6+5T3RCU0r+skR8r6RpZfQ7ANZlqhnYyVjrUR1bj0b7T3RK7wW8px6NnrC92UOXVxcdM2h8pHAxcVkbm6uV2TJ3pO1tbV9WwYdtjZFlrnH5fUqycgytVUriSzlS+iL9p7oZGxqDz9JZGl5T/pAlk3q2XgFrPja0vd91LOJCbmXV+rbHGoJuTxX6fuiYrK4uHjokKU8OA9ZSu6EkWXucXleCfpElizkhxVZ8qThCd+mno2XqI4lNDnJzpNyZ2fHJVO8gFq5GY7I+ZlaQq77JhW59WEO1ULO87WomEgWvBSy1ErdJ7LUguV5T2RLopGlFfrx2Rq93ZkksrRWsWlFlp6nSG8zu9SzsYScJ02pejYcuXn1bDihqQUrR8h5C96nOZSFXESuqJicOnWqOLLU3pO2yJK9J02QpfaetNmqechSR26CLHlQl0aW1grfB7LkyC3Xe5KDLK3IrWs9m9hWrUQ9G17k5LrsKbKoXa6QxxZoLYZ9mkOLisk999wzUWS5urrqRj+xpJ01MDxkqU8Ve96TLshSVrPYCj8OZOn1Owu5hyzZe2JFbm2RZUrIue8t7wl7irxJ06SejSXk1iKU8hQx3Ykt0BYg4NPuVs5NFuiS5tCiYiKrziSRJUc/7D0pgSzlb/C8J3cKsrQmjbXCa+8JRz9dkaUX/czNzWUjy7aeoqb1bFjIu9Sz0YuE9A17T7qYQ61x2dUcWlxM5EbvNmSZ4z3hSZODLD0U3RZZpgiGRpYcVeUgS7625T1pgiwt70lTZOk9V+0pkgR+13o2MuFL1LOR6M3znqyv7/8sJUus+Ln2aQ4tKib33nvvgc69m5Bl7nH5FLKUAc1YLhdZ6tXRQpb62paQLy3VyFIGXltkqSfNJJGltY2ddD2bGIqO1bPJ8Z40XaA9IbcWaOknizgWFZNz586Ze/gcZKkFpSuy5EGhJ00MWVorvIcsrRVeZ7p5q2YN6lSi2lppLGTJAyP3uLyeNDETYVtkGRPyUsjS8p54E16Edlrq2VjeE85vWPVsLCH3Frmc55oS8lgSXz/XomJy9uzZTsiyifcklum2BnUq0623UbmZbm9QW8gythLkeE9SyDIW0k8SWca8J6WQpXdc3oo6tRh6niIvv8FCbt27zm94ZMoa83rCc35DREs/V1mgt7a2MDs7G/0spRhxtBLhnjmUFyKer0XFRFZJL6FpIUtvhc85Lh9DluyM7RNZehW+GVnydicXWfKgtrwnfSFL7T3piiw970kOstRi6EWdXerZ6O0O0x3PU+QlNGOeImvC53qKpO/leVrmUC/6yRXylDmUhVzP1yNHjpQTk7bIkgdeH8iS1bQkssz1njRBlleuXDlwXN5Clp5HoRSytEL6rsjSi9ykz+W7fq7eCp+DLK38RkrIORGunyvXs4ltd2IROROSVD0bERPruUrfWEIu954yh8q9W+ZQC9NbQl5MTFKfUdqn9ySFLHnSeMiSB3UusrRyMznIUq+S7D1h8pVCltzvOvrJQZa5Qm6F9E2QpRZyHbnJtfWEn7Z6Nuw9sfJWWsi9ejY5Qt7We+LRUuu5avGWL2uBlvkaM4cWFZPUPtjznniJr9LIkkNuD1ly/iQXWfJWLRdZet6TNsiSJ01TZGkJuY7c5Np9IUvdN22QZd/ek9gKbwm5V8/GEtqUkOstrCXk+t4555ZLHC0xzDWHnjp1qpyYSOdaBEMGdgpZ8grvIUsZ0ClkaSW+9F6SVwJd96QNsuQV3kOWVia9FLLkFd4iU1rIrVUyhiz1tacRWXpCLp+lpBeilPfEeq4xTxFfW1sMdG5GJzOt/Ia3BReiaQk5m0O99AELeVtzKBPBhx56qJyYxGzHotQ5yFKvNDl1T6RjS3lP9CrcBlnqlcBDlnrCe0k72e60QZbeCu8JeQ6y1JNGhHySyJKjTg9Zypjkc0d6q+bVs7HoTk49G/1cvXo2MQtAjvdkYyNtDuUFtKQ5lBPVOS1bTPSHMXVFlhxa5iBLvQ8ugSx5j10aWfKE7wNZ8qTpgiyXl5f3RVZ6nz0JZMm5GQ9ZegRDT5rcejaekGuq5iVjrQkvWxJru5OqZ8PRj2UOzaGlXRZovRAVFZOqqnpBlrHj8ozNSh6Xl4HRN7K0QnoPWXJomTouz9vMpsjSEnIWQw9Zbm1tTQWyzPkIjpSQ6+1mTMitCZ/yFLHj2XKXxhbolDnUS/aWNIcWF5Pd3V0TWXLiKxdZemqaOi6fiyxjE96rbJaDLLtU+M5BltYqxshSkrHedqcJsrSOy+cgS53QnDSyzKln4014WRy71rOxyBSXStRCrp+rjiCsvFKT59rEHJoj5L1EJjs7O+5KwJ3reU8YWcqKEMt0814yB1l6ydgYsuRVMoYsrX1qV+9JE2SZOi7PyLKJ96QtsuTopzSy5ISp5z3ReSVegWP1bGLekyb1bNhstrDwSj0b77l6Qq4j/hxzaE7kxukDT8gZRRcVk42NjSSy5MSURpYbGxuYm5trhCyZjuhJk0KWvIfX3pO7DVlq70nuhG+DLK3IsBSyjBULYu+J3u5o0Up5inI+S8naqsl76ESylZvRSXxvC24tQpaQx8yhOc/V6vdYYbKiYnLt2rUsZMnJoy7IUrsQOTxrgixlwk8SWXqJ6sOELKVv+kCWvM2MIUsrOhFP0dJSbTGw6tlYBENWeM7paSGP1bPRX56nSB//0PVs2FPkTXgd/UzKHFpUTESlDjOyTBX85Xvvgiy194QHXSlkGTs92wRZprwnnkeBtzsrKysumcoV8lxkqYU811NkCblEbtaYzBFyb7sTq2eTitym0RxaVEzkoxsmhSytsNVCWzGC4R2X18iSM+ltkWXT4/JtkGXb4/LaRanFqguyXF9f34sMcvbwpZCl5Sli74kVdabq2TTdqnnJWH6uTT9Lib9yzaGekEvk1tQcWlRMZM86KWSp62Po5JFGlpLQLIUsm3pP9KQZ53H5LsiSI7cUsuSEJiPL2Da2D2Sp6Y71XK1zR96E1/6NHCG3Jrwn5Dlnazwh1+OGzaF6u8Pb2FiSvamQFxUTOeV62JFlKqHJyJK9JxpZshD2gSytFZ4nPG8zve2OJeRtkKWOOnOPy/eFLHOeq06Cc0KThVyiH/aecOQmjmprwqeEXOfF2nhPrK2a1zc55tAcIS8uJqWQZZvj8l2QpYWK+z5lOU5kaX2Mpgy6mJDHop+2yJJX+NR2pyuytCwGTerZxLbgsXo2ntU+FpHH6tnk1D2xop9S5lAdnVjm0KJicvHiRTPT3QZZWsflvdCvFLLkpGPuGQwPWYoYNkGW1h7bQpYshl2RZey4fGlk6U343OfaFFlaQi7bTE/I+d5L1LPxcicl69no6G3c5tCiYsJHk5eWlrKRJXeud1x+XMjSOnRlhX4xZBlb4T1kyd4TKzfDZrNSyNI7Lt8EWXpbqUkiS2u7I54iPSb1pJH3YU9Rl3o2HFnpcWPVs9HbKEkkx45/8LVlgR6XObS4mMQmTc7AsBJfXoXvOwVZzszM7DskqZGlXmmsfbAu+FsSWfK5oFxkGSvQPQ31bPSY5Ho2+rOUvPxGl3o2JT5LSRZoz3vCi1yOOVQv/l3MoUXFZBIVvnVSsA9kKWazVKZb7r0vZMkhveU94UFdElnyVqoEsuTnam1j+6hn43lPvM9S0s+1Sz2bnDKPMe8JbzObmkN3d3dx+/Zt0xyqc0veAp0yhxYVk3EhS04epVC0t9ezkKVFMHiF95Al5zdSyJLzGykUrSdN1+PyOiy2knYcuYmHyMtbtUGWnIzN2cO3QZYi5JqQWEIu9MWa8Ho74nmKdF5JJ0xjFet036c8RTzh+zCH6nu3hFzu1zKHFhUTvQ8+zMgytlUrhSz5I0CbHJfviixjE/4wIUst5CnvCUc/HsHQkVtshY95iqRvdN7Bi9x4wntbNWubmWsO1ddPCTlvd3I+S0n6pqiYNEGW2ntSClnKClMKWcZQdAlkqfMn044sRcgZWVpCbiFLa5UsgSw5OrGQpeQ3mtazkftuU89mYWHB9RSJkFvbHRZyvd1huJFjDvWEPOe0e1NzaFExmQSyjE14raZtkaUV0t+pyJKjQiYY+rg8R505yNLaxvaBLGXSWEJuhfQxIbfuXwTlsNSzsbaxfZhDi4pJVVUHjsvzhMxFltLBOcgyZ8JPClnGjss3RZYcWfWBLFnIx40sUwnNXGSpCUabejZefsMS8tQKHxNy7nsdkVueItkiW/nISZtDi4pJCOHAcXlvYOQgS97uHAZk6aHoUsiSV5o7DVlaE94T8lxkGatno/Mbup4NWwy8hCZ7ijiykufqCbn2FOkxbwl5rJ4NC3kXc6gHT1Lm0KJicuzYsUOBLLlzuyJLmfDWxzkeJmQZy2/kIkuZNNOELFP1bPS9s5A3rWfDZRiln8RiUKqeTZPPUuKoM8ccauVPUubQrICjqqpcPRna0IY2NLelP414aEMb2tAy2iAmQxva0Iq0QUyGNrShFWmDmAxtaEMr0gYxGdrQhlakDWIytKENrUgbxGRoQxtakTaIydCGNrQibRCToQ1taEXa/w9MTR7RkIvL0QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.sine(size, period, direction, amplitude=amplitude, phase=phase, origin=origin));" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"source": [ "pt.imshow(pt.synthetic_images.sine(20, frequency=[1,2]));" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.square_wave(size, period, direction, amplitude, phase=phase, origin=origin, twidth=twidth));" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.synthetic_images.pink_noise(size, exponent));" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting complex valued images\n", "\n", "sp = np.fft.fftshift(np.fft.fft2(im, norm='ortho'))\n", "\n", "pt.imshow([im, sp], plot_complex='logpolar');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Point operations (lookup tables):" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "Xtbl,Ytbl = pt.rcosFn(width=20, position=25, values=(-1, 1))\n", "plt.plot(Xtbl,Ytbl)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pt.imshow(pt.pointOp(pt.synthetic_images.polar_radius(size,1,[70,30]), Ytbl, Xtbl[0], Xtbl[1]-Xtbl[0], 0));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Convolution routines: Compare speed of convolution/downsampling routines" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "k = 5\n", "size = 2 ** 9\n", "noise = np.random.rand(size,size)\n", "filt = np.random.rand(k,k)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.54 ms, sys: 8.26 ms, total: 12.8 ms\n", "Wall time: 4.15 ms\n" ] } ], "source": [ "%%time\n", "res1 = pt.corrDn(noise, np.flipud(np.fliplr(filt)), 'reflect1', step=[2, 2])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 48.9 ms, sys: 18.1 ms, total: 67 ms\n", "Wall time: 22.3 ms\n" ] } ], "source": [ "%%time\n", "ires = pt.rconv2(noise,filt) # this is using scipy.signal.convolve\n", "res2 = ires[0:size:2,0:size:2]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000000, Stdev (rmse): 0.000000, SNR (dB): 294.068252\n" ] } ], "source": [ "res1 = pt.corrDn(noise, np.flipud(np.fliplr(filt)), 'reflect1', step=[2, 2])\n", "ires = pt.rconv2(noise,filt) # this is using scipy.signal.convolve\n", "res2 = ires[0:size:2,0:size:2]\n", "pt.image_compare(res1, res2);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: -0.000000, Stdev (rmse): 0.000000, SNR (dB): 294.006866\n" ] } ], "source": [ "res3 = pt.corrDn(noise, np.flipud(np.fliplr(filt)), 'reflect1', step=[1, 1])\n", "pt.image_compare(res3, ires);" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "im = plt.imread('../DATA/Einstein.pgm').astype(float)\n", "# im = pt.synthetic_images.impulse(256, origin=None)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "binom5 = pt.binomial_filter(5)\n", "# construct a separable 2D filter\n", "lo_filt = 2*binom5*binom5.T " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "blurred = pt.rconv2(im, lo_filt) \n", "pt.imshow([im, blurred], title=['im', 'blurred']);" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): 305.282881\n", "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] } ], "source": [ "# much faster implementation:\n", "b = pt.corrDn(im, np.flipud(np.fliplr(lo_filt)), 'reflect1', step=[1, 1])\n", "pt.image_compare(blurred, b);\n", "\n", "# each dimension separately\n", "bx = pt.corrDn(im, binom5.T, 'reflect1')\n", "bxy = pt.corrDn(bx, binom5, 'reflect1')\n", "bxy *= 2\n", "pt.image_compare(bxy, b);" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference statistics:\n", " Range: [0, 0]\n", " Mean: 0.000000, Stdev (rmse): 0.000000, SNR (dB): inf\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# blur and downsample in a single step\n", "blurred1 = pt.corrDn(image = im, filt = lo_filt, step = (2,2))\n", "\n", "bx = pt.corrDn(im, binom5.T, 'reflect1', step=[1, 2])\n", "bxy = pt.corrDn(bx, binom5, 'reflect1', step=[2, 1])\n", "bxy *= 2\n", "\n", "pt.imshow([blurred1, bxy], zoom=2);\n", "pt.image_compare(blurred1, bxy);" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# NOTE: here is helper to decide on subsampling depending on machine speed\n", "\n", "import time\n", "t = time.time()\n", "pt.corrDn(oim, filt=np.ones((2,2)) / 4, edge_type='reflect1', step=(2, 2), start=(0, 0), stop=None)\n", "elapsed = time.time() - t\n", "imSubSample = min(max(np.floor(np.log2(elapsed)/2+3),0),2)\n", "imSubSample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Handling of left and top boundaries:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fsz = [9, 9]\n", "fmid = np.ceil((fsz[0]+1)/2)\n", "imsz = (16, 16)\n", "\n", "# pick one:\n", "im = np.eye(imsz[0])\n", "im = pt.synthetic_images.ramp(imsz, np.pi/6)\n", "im = pt.synthetic_images.square_wave(imsz, 6, np.pi/6)\n", "\n", "# pick one:\n", "edges='reflect1'\n", "edges='reflect2'\n", "edges='repeat'\n", "edges='extend'\n", "edges='zero'\n", "edges='circular'\n", "edges='dont-compute'\n", "\n", "filt = pt.synthetic_images.impulse(fsz,[0, 0])\n", "pt.imshow(pt.corrDn(im,filt,edges), zoom=10, title='Edges: ' + str(edges))\n", "# TODO\n", "plt.plot([0,0,imsz[1],imsz[1],0]+fmid-1.5,\n", " [0,imsz[0],imsz[0],0,0]+fmid-1.5, lw=.5)\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:pyrtools]", "language": "python", "name": "conda-env-pyrtools-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" } }, "nbformat": 4, "nbformat_minor": 4 }