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@bjlittle
Created March 21, 2019 15:00
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explore imagehash for testing
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**An investigation of the imagehash Python library, which provides perceptual image hashing, with a view to determining whether it provides a suitable means of detecting \"similar\" Iris graphic test images.**\n",
"\n",
"**If suitable, this may allow us to perform Iris graphic testing with reduced hyper sensitivity to changes in matplotlib ...**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cartopy.crs as ccrs\n",
"import iris\n",
"from iris.coord_systems import GeogCS\n",
"import iris.plot as iplt\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**I've lifted some code that creates an image in the Iris gallery. We'll use as a baseline to better understand the behaviour of image hashing ...**\n",
"\n",
"**Incidentally, this image was a graphical test failure when moving from mpl 1.3 to mpl 1.5 ...**"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def coriolis(fname=None, orientation='horizontal', cmap='seismic', fontsize=None, figsize=6, **kwargs):\n",
" # Start with arrays for latitudes and longitudes, with a given number of\n",
" # coordinates in the arrays.\n",
" coordinate_points = 200\n",
" longitudes = np.linspace(-180.0, 180.0, coordinate_points)\n",
" latitudes = np.linspace(-90.0, 90.0, coordinate_points)\n",
" lon2d, lat2d = np.meshgrid(longitudes, latitudes)\n",
"\n",
" # Omega is the Earth's rotation rate, expressed in radians per second\n",
" omega = 7.29e-5\n",
"\n",
" # The data for our cube is the Coriolis frequency,\n",
" # `f = 2 * omega * sin(phi)`, which is computed for each grid point over\n",
" # the globe from the 2-dimensional latitude array.\n",
" data = 2. * omega * np.sin(np.deg2rad(lat2d))\n",
"\n",
" # We now need to define a coordinate system for the plot.\n",
" # Here we'll use GeogCS; 6371229 is the radius of the Earth in metres.\n",
" cs = GeogCS(6371229)\n",
"\n",
" # The Iris coords module turns the latitude list into a coordinate array.\n",
" # Coords then applies an appropriate standard name and unit to it.\n",
" lat_coord = iris.coords.DimCoord(latitudes,\n",
" standard_name='latitude',\n",
" units='degrees',\n",
" coord_system=cs)\n",
"\n",
" # The above process is repeated for the longitude coordinates.\n",
" lon_coord = iris.coords.DimCoord(longitudes,\n",
" standard_name='longitude',\n",
" units='degrees',\n",
" coord_system=cs)\n",
"\n",
" # Now we add bounds to our latitude and longitude coordinates.\n",
" # We want simple, contiguous bounds for our regularly-spaced coordinate\n",
" # points so we use the guess_bounds() method of the coordinate. For more\n",
" # complex coordinates, we could derive and set the bounds manually.\n",
" lat_coord.guess_bounds()\n",
" lon_coord.guess_bounds()\n",
"\n",
" # Now we input our data array into the cube.\n",
" new_cube = iris.cube.Cube(data,\n",
" standard_name='coriolis_parameter',\n",
" units='s-1',\n",
" dim_coords_and_dims=[(lat_coord, 0),\n",
" (lon_coord, 1)])\n",
"\n",
" # Now let's plot our cube, along with coastlines, a title and an\n",
" # appropriately-labelled colour bar:\n",
" plt.figure(figsize=(figsize, figsize))\n",
" ax = plt.axes(projection=ccrs.Orthographic())\n",
" ax.coastlines(resolution='10m', **kwargs)\n",
" mesh = iplt.pcolormesh(new_cube, cmap=cmap)\n",
" tick_levels = [-0.00012, -0.00006, 0.0, 0.00006, 0.00012]\n",
" plt.colorbar(mesh, orientation=orientation, label='s-1',\n",
" ticks=tick_levels, format='%.1e')\n",
" if fontsize != 0:\n",
" plt.title('Coriolis frequency', fontsize=fontsize)\n",
" if fname is not None:\n",
" plt.savefig(fname)\n",
" plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now let's create a baseline image from which to make all comparisons ...**"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now import the imagehash package and make a convenience function for showing the resultant hashes generated by each of its algorithms for a single image, and also for comparing two images ...**"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image\n",
"import imagehash"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def hash(fn1, fn2=None, hash_size=8, output=True):\n",
" im1 = fn1\n",
" if isinstance(fn1, basestring):\n",
" im1 = Image.open(fn1)\n",
" names = ['average_hash', 'phash', 'phash_simple', 'dhash', 'dhash_vertical', 'whash']\n",
" hdistance = []\n",
" for name in names:\n",
" func = imagehash.__dict__.get(name)\n",
" h1 = func(im1, hash_size=hash_size)\n",
" if fn2 is not None:\n",
" im2 = fn2\n",
" if isinstance(fn2, basestring):\n",
" im2 = Image.open(fn2)\n",
" h2 = func(im2, hash_size=hash_size)\n",
" delta = h1 - h2\n",
" hdistance.append(delta)\n",
" if output:\n",
" print('{:15}: {} - {} = {} (hamming distance)'.format(name, h1, h2, delta))\n",
" else:\n",
" if output:\n",
" print('{:15}: {}'.format(name, h1))\n",
" if fn2 is not None and output:\n",
" print\n",
" print('Average hamming distance = {}'.format(np.mean(hdistance)))\n",
" print(' = {} (excluding whash)'.format(np.mean(hdistance[:-1])))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**First, let's sanity check that the imagehash algorithms don't detect a difference with two identicat images...**"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4099bc42ff1c00ff = 0 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.0\n",
" = 0.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Let's see if figure size matters, starting with bigger imgages...**"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_big.png', figsize=8)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0299bc42ff1c00ff = 2 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.333333333333\n",
" = 0.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_big.png')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_bigger.png', figsize=10)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_bigger.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now, try smaller images...**"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_small.png', figsize=4)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5659e96a19a9a61 = 2 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000041444c41c1c1 = 6 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 4d8e97978e4d310c = 3 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0299bc42ff1c00ff = 2 (hamming distance)\n",
"whash : e7c38181c3e700ff - c3c3c1c1c3e780f7 = 6 (hamming distance)\n",
"\n",
"Average hamming distance = 3.16666666667\n",
" = 2.6 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_small.png')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 144x144 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_smaller.png', figsize=2)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - f7c3c3c3c3ff89ff = 3 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5619e96a19a9a69 = 4 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 005050444c41c9c1 = 9 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0f8e13138e4d330f = 10 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4299bc42773c00ff = 4 (hamming distance)\n",
"whash : e7c38181c3e700ff - c3c3c1c3c3e780e7 = 8 (hamming distance)\n",
"\n",
"Average hamming distance = 6.33333333333\n",
" = 6.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_smaller.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**It seems like the figure size can matter, which is good to know, more so for some perceptual image hashing algorithims than others. Now let's play with changing the colormap, to see if this makes a difference...**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Create the same image, but only change the colormap ...**"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_cmap.png', cmap='summer')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now compare the base image and the cmap image ...**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffe3c3c3c3e78fff = 5 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5609e966119db65 = 10 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 0000444c4c65c9c9 = 9 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d8e93978e4d3f00 = 6 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 008900427e1c00ff = 9 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 6.5\n",
" = 7.8 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_cmap.png')"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"**Good, so this is telling us there is variation in the different algorithms.**\n",
"\n",
"**They all detect a change in colour apart from the whash algorithm.**\n",
"\n",
"**So colour change, constitutes a difference. But if we want to be agnostic to colour change, whash may help to indcate this to us.**\n",
"\n",
"**Let's test that further by creating a image but with the coastlines a different colour ...**"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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aqYcaXoumkNsJQogxnXS6or4DBlzxx4YNxH34IT/160fuhg3sc0hW2HLnnaTOmYMOPO5hKShAWK1Oy8ozMsiu4RbY+/LLVa8PzZ5d53iUl/NNZCQLbZZwsEN0RrktmmPC77/jFx1NxDnnABA1YgQAO554ourkSH7vPZLfe4+jX39dSz53PPoC/wbOrKw8IxiOBej1twvRQgHbGm5Fc1l4OYsWLTpr5cqVO7794gve/+wz+mZksOOxxzDbJruEwcDVNt/ozyNGkOsildmTiTz/fMbWyKhzJGPpUn67/PJ6xxmzZg1R551X73obpkwhfdGiqvcTDx4ksGdPFjcwDK6tSQHeBXQGw7Fks3mklDLVzSJpNANNIXsx3bp2vc5itS6YNGkSL7/8Mruuv57jP/zgtM6lubmYbO2QvvYiI6rHPfdwxmOP4Z+QUOc6v116KSO/+45D//0v2x944LSTjcbQUC6rI8YZoDg1lSMff0zc5ZdjDA0loGtXyk+exMc2Mbjh8svJXLq06V+oFTED36ESS3QGw2P5ZvMrWuyyd6IpZC9ECOEzpEuX9XlG4+A5c+YwvHdvfoyPd1on8e67GTh7ttOyJV6ikHs9+ij9HFo1LevUiUk1Uq0BDr3+OpayMno/8QTg4vsJQeyVVxJ76aVET5iAX6dODdp/UXIyKbNn0/OBB8hcsoS9Tz9N5alTTf9CbUQGMBsoMRqPH6msHCClrLu4iIZHoilkL0MIEXdmQkJy0jnn+H700Uek/OMfHH7jjVrrTa7xv1YWFLAsJKStxGwWgxcsoLOtbsZSm5KdLKWTxQqwZuRICrZv5xJb+FrJkSNsueYaTm3Zosb58ks6X3MNlvJy9A6x1wW7drFp8mQCe/fmxA8/4Bsby8WZmeSsW8e6Brg1PBkrsAD4FeRJGCKlbFwKpYZb0RSyF2EwGIbFxMRsvOuuu/j73//OD8HBWIpcN0IWej2TysrQ2dKiv/MS69gQHMzEGkV+7BTu20dQUhIAywID0ZlMVObl4RsfT5+XXqLz1Kmc/PlnNo4bR6fLLuOcpUvZdtttHJ07ty2/gkewHngHKBPipnKr9TN3y6PRMDSF7CUkxsX9raiy8vW5c+cy0s+PLRdd5HK9c3fvJqhv36r3uevWscmLrD7fLl0Ye6R2O7oD//gHZzz/vNOy9I8+Yv8jj1CRm8tEW5zy8aVLKdq1i55//zsAP3jJhag1SAGeBwJNpkWHKiqu16rIeT6aQvZwhBDGs4zGn4rCw8d+v2oV/itXsu+++/Dt3JmBixdTkpJC1IQJGGrU5rXzkxcqpMCzziJ89GjS58zBaktx9omNZUwDu06nvfUWlrIyfOPj2VGjnGdHIx94ETDrdHm7rdYeWoafZ6MpZA9GCBHZR4jUACkDnhSCIJ0OabEQc8MNnPX55/Vuv8ILlbErTJ06ccarrxJ7441Vy3bfcQdx06djDA1lzx130H/+fHw7d6bg99/ZNGSIG6X1PMzA+8BmkJnQT0q5x90yabhGU8geihBiQLQQv4+VUj8dlanV6frr6Wdvd+RAzvLlRLhwYfzcThSyMJkQOh3GyEj6ffEFoaNGUZqWhl+XLk7rbR48mMJGlgHtSPwIzAEKYLJVym/dLY9GbTSF7IH46PXX+FmtX94DXADoAwMZU+jcSV5aLKzv0YP+33xD8MCBAGwaNIhhtm7MO668kpNLlrSx5K2HKSaG844dq7U8f+NGttqy6zTqZw/wT8Dk4/N6Znn5Q1pJT89CU8gehr/BcEuAxfLhi8AZQMQVV9BvsXMNGSklQgiylywh8oorXI6zup1Yx470/fJLoq65xmnZGqMR6aKrh6fhn5SEtaKCMhd1OUxxcfR84w2OzZ1L3k8/NWg8U0wM5vx8rE3IHswGngDKfX0/Tysru0lTyp6DppA9CLsyfg3oFRPDcAeLcNfEifSrkYW3KSGB3p9+SuiYMc7L4+KocGFNthc6P/YYiS+9BKjfJe/HH90s0enR+fszyhYrnXzffWTOmgVCEHPbbfR6/32nddc24EJ6Xo1zds/ll5PTyCzCAuABoMLX9/MjmlL2GDSF7CEEGQy3+los8/4LjPv4Y6JvvhmAQzNmUHHkCH1XrnRaP3/VKvZccAG+vXvjf9ZZmOLjSXzjDTaaTMgWainkyRjj4jg7JQWdycSfPXtSlpzc7DFNnTsTOXUq2Z99RkV6egtIqRjh4hwr2b0b/zPPJOfrryk/fJi4Rx4BYEM9CjnmvvtI/O9/Adg3eTJJNkW8Qa+HRnYxKUBVjtOZTEv2VVRcpSll96MpZA8gXK+/zWC1znlTr+c62+139sKFBA4dim/37i632dSEE7C9YerWjUEpKQBsaqaLZpiL82BrWBiWZqZM64ODGWJLdPk9MpKE//s/om+/HYCSHTvw79/faf36voddzkM33EDpgQP0+Ogj/Pv1o2T3bnb269do+fKBmYDJZPpuV0XFZE0puxet/KabCTIYbjVYrXNmAX3i4gCoPHWKyGuvdamM9wwdyhYh0HlAGUh3P3wcalM0ZjtDYCAxM2cSNmlS1bKcBQsAyHWo9DYkLw9DYGCzZLQr45zPPsOak0PazJkcuvpqgFrKGKDPr7/i17NnnePl29wzBT/8QOz99+NvU8In3nmnSfKFAW8DlRUVl3b19f1UK+PpXjSF7EaCDIZb/SyWebOA7kClrRW9MTS01rpHn3yStL/9jeJG9n7zRoSPD/1TUui5dCkhEyYQOnkygSNHgk6HqVs3dH5+IASmzp0x5+SwpQ4dYoiIwNStG6auXdW4JhNd33mHs/bsIfaRRzjj++8ZKiWmhAQO33QTJTt2oA8NJXnaNCwVFQAMLiwk6q67mvxd0m0Zg4dtLihZXk7e11+Tcuut5H3zDbsHD2aLEGwRguRrr6UyPZ0+GzbQ5a230Ls4Dg5NmULB6tWcnZdH+eHD5NtcWcbo6CbLGAK8BfiWld3YTVPKbkVzWbiJANsE3jsoZawLCmKArYaxI9uDg7EWFuKTlIQwGinbubPNZW1L+h4+jE9iYoPXT506lTwXSTKx//oX0Q8/jM6hqJCdtLvuImfuXIIuvJDwGTPwTUpi/6BBCIOB8JtvJvZf/+LoHXcQcccdhEya5LTtn43UVUEXX0zPH39kzxlnUF6jY0ld6MPCiHvpJSLvuIOT77xD1ksvUZmW5rTOgLIydD4+bA8KwtCpEz1XrKB0xw6OP/MMpdu3N0pGO/nA3UCZr+/nqdpEn1vQFLIbsFvG7wI9AENsLGfa0oK3GwxQR/+4jsAA2/G4KyICS26u84e238YQFYUuIABrSQlmF2U57eOkXHEFxb/+SuDYsXRbvJjyQ4c4MHgw1oKCqv1Ii0X17QMOjhhBycaNBIweTdf580m7+WYqkpPpvmoVPt26VY1d8OOPpEyc2Kjvs70+Ra7T1ZoT8D3zTKIff5zgyy7jyLXXUlgjmiTxhx8wREVxZMoUpNlM53ffJXjiRE599RXpt9/eJP93PnAnaqJvjzbR1+ZoLos2Rq/TTfazWObNQcUZh0ycWKWMd/v7o7dY3N7bzp2PKnJza39uNqOXEnniBJaUFGRWlssx/M44AwD/vn3h1CmKlixhlxAc7NULUVDgtJ+yvXs5euONFP/2G702bCD22WcpW7+ezDvuoMunn5L4v/+hM5k42Lcvu/39qTh8mOAJExggJT4xMfV+n6ynngKg21dfOX+m09F1wQJ679lDn5QUBlgsDJCSzm+/XbVO5e7dZNx0E0cmTqTL55/j16OH0xhpkyZx6uOP6fXbbwSNHEnapEmkXXUVoVdfTb+8PEIuuqjRv3848AEgKyquiPH1fRWNNkWzkNsQIcSZYbBrNnB2z56c4XALa62oYI+L2+uORo8tW/A9+2x26/X1r+yITkfko48ScP75+J1zDnnvv8+J559Hukqc0OnodeAAPj16ALDLZr2aevQg4auv8Bs4kIrUVDLvuQfLiRP02LIFaTZz8qWXyHnjDaTZTN9Tp8h9/30y77zTeWyDgcAJEwi88EKKVqygdMMGAsaOpcvXX1etUrRiBcYuXdCFhJBhs8KNCQnEvPYafmefrdZZvpyiX37BEBWFJTeXyMce48gll1Cydm2tr+M3dCidP/+c/AULOPHss/TYurVqHMfv1xiygeuBLK27dZuiKeQ2QggRlgDZfwXdZJ2OPg5uibQrrqD4m2/cKJ3n0Md2PO5tpBLpXVKCzs+P9KuuomTdOiwn6m6WYezVi54HDlS9P37vveS9/XbVe9+RI4lfsABTly6Ys7JI7tkT/7FjSfhWlX/I/+ILQmwF9KvkFII+jQhDPP63v5H/4YdYa8wb6EJC8D37bMIfeABZUYHlxAn0kZEULVtG/kcf1TmevlMnuvzwA76DBnHq008Jvemmqs/2NtENtgvlvsiDs6SUuxo9gEajMbhbgI6AEMIwQK8/OMhi0T2wfTs+tnCnI0OGUPH774Dn/BE+Q4dSefAgVje0LNLZev+ljxnTqN8j+LbbkKWlHL34YsrWriVg3DjiV6yg8uhRjAkJpCYlUbl/f9X6ssbkmqiocNqf+bffONK1K6Y+fYhbvpzehYWYT56s+jzkuuso+/13fAcPpmdGBqnx8bX6+VWmp2Ps3NlpmayooHDhQrJsERf20DMn8vOpWLWK46tW1fqep/1NsrJIP+88ehYVYYyPJzkykh7Z2QAEjR5N6S+/nG5rlwwEngTehB1CiEgpZW5922g0D82H3AZ09/X9MNBiiZhTWVmljI/274/599/dHsvr+DB160bMJ5+gMxjUMoOBgAsuQGcytcn+E1NTAShft65R20W+8gonb7sNUVFB/E8/EWXLZDMmJHDyr3/FeuRIrW0c0fn4uBzXvHcvaQkJZD/6KAZb66jStWvJuu46MkePVvuIi6OXlEQ89RTpw4dXjVmZkUGlLWnFzmEfH07efHOr/X7Clp4dcMEFkJND5oQJAHT++WeMMTFNGvMKYDyI3kbjn0IIT7Eb2i2aQm5lAg2GaZVlZVOXZmdjsLVTOjpwIBUeGL5mTk0l/ZxzsGZn43/ppXRNTyfq88+JX78eXR0F8FsK4e9ftQ/h59fw7Xx80IeEELN4MQFXXonfmDEcHTCAjAsvJCU8nIJ33kGWldXaLv/ddwGoOHiQoi++cB4zLAyfIUPQRUYS+dFHGHv1qvqs8tAhihYuRBYXkywEJx58EIDw55+n88aNVev5DxuGNJupcEjpNg0Y0ODv1VQKHGpjlP70E/lvvQVAxKtNn597FIisrOzSw9f30+bKp3F6NB9yKyKEGBwOWxf17csFu3cDkH3jjRS7qGnsaejj4wl94QUqdu6kbOVKTP3743fZZeTNnInl+PFW2WfU0qX4X3YZacHByBrlRl3i40Ps1q3oo6I4NmwYlrQ0jElJVO7d22QZDL16Ee/gX7bk5aG3uVLK//iD48OHg0OtEGOfPsTtqbvee+XhwxhtGZfWoiKOBgU1WbYGYTAQu3kzRfPmUWhTxrqICOJ27+bExIlU2MqzNpZTwGQgV6+fUWA2z2s5gTUc0SzkVkII0amTEJv+D6qU8YnhwymbP9/toWUNCj/LyODULbdQ8uqrWLdvR1RUYEpKQteK+6zctAmA4LvvpquUxKxdiyEgwOW6ps6d6VJSgqlfP4pmzYIjR9BLiXXv3ur1hMAYHY0hNBQ9YAwPJ+CSSwiaPh2fvn0x9ehB2Asv0FVK4pOTCZgwAZmVRaXNx2xOS6PIZllW7t5NzqWXoq+sdJLDuncvubffjjkjA8CpFKi0WjEkJmLJycFaUoIuMJCuUhJ8550N+j0Mfn6N/x3NZnKvvZage++lq5QETZ2KyMnh1AMPEL1sGYaQkCb9NxGocDijxTJXCKG1ZGklNAu5FRBCmBJNppTLKiriXjebEXo9Re+8w6m//tXdojUZXadO+E+ZQtFbb9WawGopAm67jcAHHsDYty+yshJhNAJwvG9fAqZPx2fsWDAY0IWGYujalcLXXyff5jLAaMR34kSMAweij47GNGoUpoEDsRYXowsIwHz0KPrYWKxZWejj4wGw5ORQtmwZAQ4RCScnTULn70/ZihUE3HEH/jfeiMnWACC9nsiPzjVmn5OLAAAgAElEQVR+F3NWFvrISNDpsJw6hcFmaVfta8IEon78EWm1UvLxxxQ89xyWI0cInT2bwLvvBnD+jo3ENHw4YR98gCwtxXryJL4TJ2I5fpxjsbFNGg/gB+AZkMcgTkrZOrdKHRhNIbcCSf7+S7uWll725RNPEPLiiwAc08oDNJqARx4h+OWXASiZM4fSL79U7gIpsebnY965E32vXvhOnEjAI49gycykYuVKrCdPYsnIwLxrF+Y9e8BkwveSS6hYswarQ7SEIxFbtoDFQs6YMQhfX2RxMUhJ4D/+gc8FF5B33XVYbVZwXegSEgh59118J03CcuwY+Y88gr5PH/yvvx7L4cNYjh/H/4YbEDrnG9P8e+9F37kzfjNmoLdNHubPnEnIrFmY9+/nZFJS039EvR7TmDHoY2Io/+knrHl5zc4EfQX4Qa/P22uxREspPb87gBehKeQWRghxQTz8vCYggO5FRQCcDAiAkhI3S+Z96M84g7A//0T4+1P06KPIvDx08fGYLrmEovvuw3Txxfj//e9Y09Mpeeklyt57r8n7MgwdStjmzRTefTcV336L6fLLKZszB5+bbkLfrx8ljbFS9Xr8HnuMwBdeAMBy+DC6rl0p//prfKdMoejBByl9/XX0vXphSU2t8knrBw0i4PnnMfTujb5nT/LGjCHs11/JiYvD6kENB6zANcAek+mZ7PLyf7pbnvaEppBbECFEQIIQ+S8Job/BZoXkJiVhcYiB1Wg4QQsWYNm1i/JvvsH/qafQJyYigoIw9O2L5dgxzJs3U/zkk1hOM6nWYHx9icjKQhYUkJuQgAgNRTYjFluflES4i8nFwvvvp+zNN11u4/fQQwS+8krV+5NCELx0KZb9+yl+9NEmy9IapAATgVzoJaU85G552gtaXGELcqav78d9ysurlHHxvfci9+/XZk6bgOnGGzEOHUrxjBlQUkLx9dfXuW5L/L6h27ZhOXQI859/qvFOnaI5Tia5bx85ej36Pn2wnjyJzM0F24RfXfKWv/km+vh4DMOHUzRtGjrAsmsX/k8+SamHKeQeqBZQCw2GjUKIaCllx+6W0EJoFnILIYQYFg0bd588SWRkJAVduiCPHnW3WN6Fvz+mm27C9623EAYDhQMHYm1iKcnGErByJYYLL0RaLBT4+HhMxT3Tvffi8/jjFNbI+vMELMBFwAGDYWZBZeVb7panPaBZyC2AEMKnu063+oXPPycyMpL8Du4zNlx+OYaJE5EnT1Juq3ZWHyIujoCffsJ67Bil06dT+cUXTvG+rU3xxRdjevpp/J5+mhCzmfJZs7AmJ4PRiGXLFixr1jQoukR/4YUYJ05ElpVhXrIEiy01vqno+vVDZ4sK8TT0wCzgUrN5lhDiGyllyzUi7KBoCrkF6O3j89/eF1/sc+2111I2ZQoGF8rY7/hxKl97DbMtaqA943Pllegvu4zSCRMafID5/fYb5k8+ofLppwE3HJgWC9ZnnqH4mWfQnXce+ksvxdCnD1it+EybBr6+WH75hYp773V9ofDxwff77xHR0Vh+/VW937oVa2oqZZMmIZOTwdaFpDHI1asxh4R47InaH1WAaJnRuE4IkajVT24emsuimQghzoo0GndsS0khPj6e0jrC2/ykpHz0aKxr1rSxhJ6P/r77MMycSXlSkse4CpzQ6RD9+2P66CPML72EpUaqNYDuyisxPvII5aNGVRWa1197LSaHdc2ffILlu++Qhw8j9+6FGqVB9ddcg37qVKx//on52WfVuGPHYnjuOSrOP7/1vl8zqQBGAYd0uqllFkvt9i0aDUZTyM1ACGHobTJlP/TWWyG3BgVReZqJJ4068PHBr6yMsu7dkTWK8XgaulGjMC1dinXbNmRmJtY1a7AsWQI5OYhu3fDZsoXys892PXcQFaWUc0kJols3dP36Yfn5Z6y//ILl++/x3batzv1Wvvoq5ocfbrXv1RJsQYXCnYBoKaXrYG+NetEUcjN49dVX5ffff8/PP/+MWa9vtQy2ds2ZZ2LctYtKvb5WCyOPJDQUMXQoJCSgmzgRcdFFWF9/Hetnn2FYvRrzxImwY0f943TqhO6WWyAxEd0VVyCio7F+8AGW22/H6HAcybw8zHFx4KJAUqMJDsZw9CjmiIiqiI+W5DFgrcm0Y0t5eetXUWqvSCm1RxMejz/++PkRERHy0KFD0nrJJdIK2sPxkZgorX361L9eVJSUUkprp07ul7kpj7g4af3yS2ldsUJan3yy5cYdNkxaV61qufH0eumI9fbbW/y3KALZA6ROp/uLu89Pb324XQBvfVw8fHjqs88+K6WU7lcKnvjo3l1aIyOr33fpIq2hoc7r+PpK6+rV0vraa+6X19MeM2eqY2vBAvV+1SppXbiwWWPasd53n3p+550Wl3spyF56fTGgc/c56o0PzWXRBIQQSVFRUXsPHjxIyIgRcEhLVCI2Fu65B/7xDzCZwGgEW+o4118PH38ML7wAzz2nlp17Lrz8Mhw5AlOneuZknjsRAsrL1evzzgN7Lz2Tqeljvvkm3HUXDBgAd9yh/q/hw+GPP5ovrw0pJcMtFrbAtVar9csWG7iDoCnkJjA4KuqPqx98cNATTzwB/v7uFsczGDQI1q+H999XJ/vmzfDGG+pk37cPNm6ESy+Fnj1h8mSYMQMeeQQWLQLtGHRNfDzUaDfFyJFwmgnAejl0COLiIDQUnn4aRo+GCy9sUkheXfxksXCXlMWplZUhUkrtStsItKzeRiKE6Jeu0w2699574fXX3S2O53D22fDOO9C9Oxw9qp7nz4cxY9Tnr76qlMu8eUoZXHghfPmlpoxPR0YG9OvnvOy335Sibir27ienTsGLL6o7mVOn4JZbmj5mDS7S6YizWAIEXNdig3YQNAu5kYyJjDz6l8ce6/zII49AeLi7xfEcrroKkpOrrbe+fVWcrT2UbcUKWLgQPvjAfTJ6Kw8+CE89pS5qZWVw5ZUwaRLk5zdtvBtvhFmz1OuEBBg6FD7/XN2tPPWUOq4XLoS5c5v8f/1cWcmdpaXWZIvFR2olOhuMppAbgRBiYExMzJ/Jycn4P/20sgA1Tk90NNx7L4wYAePHu1sa72XxYujSBYYMUXdm3brBlClNTy/v1w+WL1evO3eGqCilhLt1c/ZTjxkDDi2tGoqUkrG5uWwwm2eUWyzzmiZkx0NzWTSCcwICvnnsscfw9/fXlHFD8PeHn38GHx+44QZ3S+Pd3Hmncu+MH68s5sJCNVHaVHbtUv58gPR0ZSGPG6f8+mvXgq2DNS+9BL6+jR5eCME/AwOJE+IDIYSx6YJ2LDQLuYEIIYbE+/tvOZidjd+bb0IziqF3GB54ABIT4b773C1J+2DQIDVpeuWVcM458J//QHa2et1UDh+ufv3ss/DJJzB4sHJfAOTkQEQErF6tJgAffFBNAL7lUNztggsgNdXl8OOPHWN1RcVdFRaLdsI0AM1CbiCDAgO/euLll/Hz89OUcUOZOhXmzHG3FO2HP/9UivDhh+Gbb2DLFoiMVD7gptKjR/XrESPAzw+Cg6uX7doFf/sb2JsAvPaaszIG+OWXOsPx/hkWRiedbrYQwqfpQnYcNAu5AQghRiQYDL8d7NEDH512DasXoxH+9S91S3zNNd6REu0tCKGs2NRUFfP9ySfKr3zXXdDUwlWxscq1BLBpk/Ipx8erC0BwMHz4ofJhg3JfdOqk4sdBvV61SkXQTJ7scvhJaWn8Wl5+f0llpetWKRpVaAq5AZwRGrr9oYCA/ndGRLhbFM/H11fFIB85oiadalQ002gBIiKUEvz1V2UtL1+uIiOeflpZzk0hKEjFkTty8cXK/z9vnrKCt2yBn36qve3ll8M/ba31+vev9fGWkhIuO3q08nhFhZ8Wl3x6NHOvHoQQ8dlFRf1vsrdwNxiaFwfa3pk+XT3fcIOmjFuLnBylhDMzlT93zBi4/36lFLt2bdqYhYUqg2/cOKVU+/eHY8eUJX799Srr8j//AVdlQB0vAmPGqEgNB4b6+9NFrzeiGoxonAbNQq6HMF/f56YEBz/9nv0g694dkpJg2TK3yuWR6PXKaps1SyV9aLQeXbuqibdXX1XhagD/+58KM2zOJN/pGDRI/bd/+xts3Vr7c/v+oZYM7504wez8/B3b8/K0SnCnQVPIp0EIIRJ9fSsXJCbqhwUGqoVvvqny/1vroPdWdDp45RUICVFp0Rqtz+DBKjty/Xp46CHlXli9WqWuNye9+nQ8/LByRdV1/G/e7Pzetl6+2UzXHTvIt1iipJTZrSOc9+OpnWE8hfP8dDr9ORERajIFlDIGCAjQCuI4Mny4so5mzmxS3KpGE9i9GyZOhB9+UKFn69ap5dddp+qHtAZz56qwu7r+4w8+gNtuq34fHAwVFYQAl0ZEsCQ391bgP60jnPejKeTT0C88/F+3RkYi/PzUgk8+Uc9lZeqA1BRyNQ88oGbrpdQUcltisahJtxdfhKuvViGZd96p7lZaoQg9cXHKn1zXf/zll8qdcvbZavLxwQdVkSlgRkICG0pLnxZCvCK1W3OXaJN6dSCECD5aUHDe1NjY6oWZmap62WWXacq4JvbfqQWL1Gg0EPukWt++sGSJer1smQo/bGn+8Q9VHCo0tO513n5bKWNQNTdsnB8WhjQYAh9//HHNp1UHmoVcBwKuvSAykmh7kLzBoK76KSnqYGyJljrticsuU3cQV18NLpqAarQyW7Yoy3TbNuXDnzsXvv9eWagtWa+7e3f1HBlZ9zlgtar488hI5eP28wMp0QG3PvggGRkZcwCtypQLNAu5DvqHhb0+vUuX6gV33aWeExO1CIK6CA1tXgF1jaazYQOcdZZ6ffKkukBu26Yy61qyZvfixSq6Iz399OuVl6vyoaDqYdiYNm0aCxcuRAihFRJ3gWYhu0AI0TfW1zdgQkKCih4QQmUvOWL3ofn7Q0lJ2wvpadgnPZcs0XzI7uCPP9RkWpcucOKEWvbii8rFcOutymJuCaSEsWOra100hD59qo6JhOefZ9iwYWzetOl6oIWEaj9oCtkFnUNDH5oaH4/BblnYJ/Mc+fBDFWmRkwPbt8NHH7WpjB7J/Pkq0kJTyG2P1QorV6o6E198UR0n//nnykLdsQN27mz+fi65RFWZa+h//O9/w2OPqWSR48ehrIzp06eTe/Toa2gKuRaay6IGQgh9RVnZ9FvtpQldUVqqlDGoiZORI5UV0NEpLtaUsTv56iv1uO46uMiWFJeZqZoDPPSQ8uU2B3sqdWNinHfvVs8O5VcvGzGCw5mZwUKIJqYVtl80C7k2gyJ8fTnDnnEEKqTrgQcgMBAef1zNZt96q0or3bpVxYA+8YQKyPdmYmKgoKDpLpgePVQ5SE0pu4/ly5V/96abVLsns1n5fXv1UiFxzTlGp0xRSShmc+P+4w8/VF1KbNv4FBRw8aRJzJ8//2Lg/aYL1P7QLOQa+JtMk8bXrFVRXKyqlz3+uHq/Z48q5P3228paTkxUt4TeTGCgqod7zz3q9lKvh2nTVHRJQwgNVVlZGze2ppQaDWHPHlWbwt6hxWKpVqBNCUscOFDVYTYaVZGhxrJ5s5rstZf63LiR8ePHMyAm5t7GD9a+0SzkGgyIjHxkXGJiwy2A1FTlv6uo8G7L0GxWGV/Dh8OTT8Kjjyo3THi4sprr49xz1UWppMS7f4f2wq5dcMUV6g6usFCVx4yJUe61L79seEnUsWNhwgQ1P5CToyI4mvr/PvaYalaQksK4u+7iwbvuOksIodcqwFWjKWQHhBD+AUZj4JgePRoWvmVXVjqd9ytkUHUQVq9WERPh4erRowfs3Vv/tl26qN5r3v4btBc2bFATcC+8oCbTXnsNvvsOXn5Z/adHjzZsnH79VOKJ3W/c1P93+XLl1/bzA4OB+Ph4OgUGkltWNghwUamoY6K5LJw5d2B0NEENjaUtLFS39tD04uCeRkCASia45RZlFTVEGcfHq2L0Bw+2ungaDaSysrrLR0yM82cXXFD/9kKo4kW9erVMg4GVK9Xz/ferGGVgfLduhPr5Xdr8wdsPmoXsQFxY2DXje/RonBVgX1en837rcNgw5bKIiFB+R3vNjtMxapSaff/iC3Wieftv0J5YuBCee069fvllFZdstcKZZ57+f+reXf2nRqNyb+zf33L/a1ycmpfIyGDcuefya2bmHcAzLTO496NZyA5EGI23jLenhjYU+4Fqt5S9mdRU+PFHeP55datbR+NKJwoL1fN1152+voFG2yOl6iLyxhuQm6vSmW2FfupUsGeeqe6Odu6E2bOVL7ql+L//U8/h4ZCdzZjp0zmcnR2jZe1Vo1nINoQQ0SG+voahXbo0Trn26aMmOoqLGx6R4Knk5KiHnYZ8H/ttMaguE7m5rVf6UaNpFBQo5XrbbcodVVCgGpquXVu9jsmkJvCGDVOhi/ZomZY8pisr1fM118DWrQRNnszAmBjWpaWdB7joDdXx0Czkai4Y3bUrxsZaut26KT/r5Ze3ilBegV0pjxunYlUTEtwrj0ZtrNbq9OnKyupWT/7+cPfdKqQzIkJN/s2e3XpynDih5hxSUgAY17cvXSMirm29HXoXXm7StRxDunWbOa5379q3cpGRqsj24cO1N/L1VZMef/xR/b4j0rev8/vmhEZptC5z5sDttyu3wV//qo7vrCzlY7ZT13930UVq0nfZsqqJuUYzf75qAWWrfTL+3HP5atu2m4DpTRuwfaEpZFSrptiQkHPG9+vnfDDed596Li1VB+B330FeXvXno0er2zv7rb6mhBSdOkF+vrul0HBFaSksWKAal+p0yle8fn3dx25wsFLCgwapSBqAqCh13DeHa6+FEyc455JLOPqvfxmEENFSyhPNG9T70VwWinizxWLo7Zgu7Viy0M9PHbyTJ6tC7PZMvuBg+P33tpXUE3nrLef306a5Rw6NhtGvn3pesQJWrVIx9K7o21dN8A0bBmlp8OmnKmOvOcrY7pOOiYH0dAz+/oxMTAQY3vRB2w+ahazoc2ZcXHWrpq5dVdiPI3v2KOsiKEhlLr3/vuphdt116jasqbdw7QUpq0twgrqgtUT8qkbLYz/OJ06sbiYghJrYGz5cRcuEh6vQx4MH1THvWOS+OXeCSUkqyWTgQPW+Vy/6du7M8v37+wLfNn3g9oGmkBVJSY7B8zWVcUGBOlCTk6utY3uRlowMTRlDdXp1SIh6vuIK+Ppr98mjUTe//KIiLK66SlnLer2ygisqVGGiAwfU5FturroLvPZatU5LtC2LjFTjHDmi0uylJCkmhiE9elwFvFTv9u0cTSED3WNjx/RJSFBXfnsZzZ9+Uor5++/VQZmYWF0cxZFDhzTfMcDSpepZp4OpU9WM/bBhqla0hmeyciWcf766m/nJFnWWlVX9uY+POvZB3TVmZjZ/n9u3q/MoMlLVPwH6nHkmhb/+2qv5g3s/mkIGIgMCxvfp0gVuvrl60m7kSPWs16sQnZQUFVExYoRaJyxMfX6iw89DOGO1Vk8aDRigfp9jx9wtlYYrioqqC9nXRWWlmqBtCWVsH6+gwMnaTgoLIz07O0QIITp6N2rRwb8/ANGhoebfN27UJyQlqQUFBdWWweLFrtupDxumrIZ9+7y/9GZroNOphqeg9SD0ZsLD1bH+ww8tP/aUKep53z6ihw3jZEFBnJSyQ1+9O3yUhRAitLS8XN/Z8dZ6+XJ1C/f7766VMVSnCdsVt4YzVqvyE4Kqk6zhnURHO7sxWoP9+0mKiwPo8G13NJcFJPWOj6+OsAA122zvmluXf9geURAXB2ef7ZxCrKE4dkzdRQih+dm9lZiY058HTcFoVJOJW7fCkCFgNNKna1fW7tuXBDShAn77QVPI0KdPt27qgCsoUBMcDTn47Ln+XbtC796uM/k6OvbIi65dlS9eu2h5F0IoC3nnzpa/oNrrnfz+OxgMJHXrRtfY2POAVszb9nw6vMsiPipqRB977YWNGxvfosZ+W97QGsodjT//VM+dO6u6HxreQ1hYrQm4FkEIdWcpZVUxqz4JCUSFhIxv2R15Hx3eQg4JDh6V1NgayI7YfclJSSp+U8OZwkJVvD8oSKXfRkWpYkx1+eZbCqNRXSR79lSx0bt2qegYbRK74XTqpGKRW8Pd1KePOjZsWYJJPXuSfuJESMvvyLvo8Aq5pKTkjD5dujR9AItFZfDFxKjXBoN6Tk1tfaXjTRQWqjuQ4cNVSOGePc2vh1ATRwUMah4gMFC9TkxUt9/Hj8OpUy273/aKv3/rTOjpdOrC6O9fpZC7dOpEQUmJQQgRLKVsQBPH9kmHV8gn8vIMCV26NN0KqKxUPrZzzqnO4gN1S3b8uKoBoFHN5s3KddG7t0o8cKy/7AohlLXr46MUbGWls5VrMKiLYXS0ep2Vpf4PVxfDs85S6xUWNqw1VUdGCHVhS0trHQtZSpU8VFYGKN9p5+hoDqSlxQGaQu6ICCEMOp2OAMcIi6Zy5Iiy+KRUvrfERKUozOaWC6pvL6SmqlvhpCRlJaWnOytZf381ERgU5Hr7/fuV8o2MVEojJ0cp2NLS0+939241q28f154OrNMp5ZCTo9XfsBMWplKb7UXlWxohVMhoRkbVoiBV0KuOP71j0KEVMhAY6O/vHPLWVPLzlSUHqnvIrl1qIqtzZ2XZFRc3fx/tiYoKFZkSG6uSD+zKMDJSKUp7hEZurvL9Wq1qXR8fdbHT6dQdyPHj1bVEGmLJmc1KmbuKjU5MVPMANqutQxMdrVw7rRWuWFSkFL7D+MHqQqkp5A5MUHBgYOsddDk5Stn06KFN+LnCbFbt6P381OSoXq9+M/vFq6Y7w9WdRmNjnO0p8I6Ul6t9GwxwxhlqWUf+v3x8qv3HrXVu2F0W9p6MQJCmkDu8Qg4OCghovdGlVJaAfWJJwzWlpfW7G1oKKV0r26AgZYFrqEiYnJzWjUgxGGq5h2znYodOfe3oCjkoKCiodbPI8vKUBahlqnk2dr9yZqaakA0J6ZhlVf39lbIsL2/dY7aiQrn4HF0WKjpGs5A7MMHBrW292gu3GwxaGJwnY/dVS6n+p5ZOhvAG9Ho1mXfyZOvvS8paHa2D1LmoWcgdmKCg4ODWt151OjVZpcW/egcGQ/Wjo6DXq7uC0lJ1vLb2OWH/bR0t5NBQjEZjh04O6eip00HBdYVWtSSlpSppoSOd4N5CRISaxLLTEhE33obBUB3mVlLSNvt00ccvKDAQX1/fiLYRwDPp6BoiOCgkpPWtgcpKdaI7ZCZpeAjl5c4Wof0C3VF8/kKortL2UL+2/N7Fxc4Wcng4BoMhvO0E8Dw6tIUshAgKaosICLsF1lpB9vUhhFI6Gs7odMpf3JHrW9iNBHfMb7jwIev1+g7tsujQFrLRaAwLCgtrXavAPqEHKvzNXUpZwxm9Xj3qumPx82v/ilqnq75Yu+OOoMZEd6Bqi6Yp5A6MtKCngtYrnWk0qGNeBVuoVuv281zTzW7EAjoJVof/XqdTJ4TFAhZpdJ9sbYAQoNfZ9aF7SsfqrM6/v1loJWw79H1sZWXlqYKCwvpXbAb2xiJSVhtjQqiHyaSVUXYnNctW2G9kOkLEm9Ho/rIdNb1ohYUFSCnz3SONZ9ChLWQpZcGpUwWtVrrAsd2eTletfO31bOzK2mRSGaTt/Q7ZE7DfobtSuvb/x2xu3yHj9imNtgqoaCi5uYVIKTt0bGiHtpCBwsLC1rGQ7W4KVyd+WZlSwAUORQbbIvpOQ/0ndV34iorUsyo61j4JDlYKua0y1RtDUVEhFRUVue6Ww510aAsZKCwoKGw1C9l+0IeEVFslJ086K4SyMlVYC9TJUlGhLBctOs492INuDIZqBd1ecAxqaCU7pFnk5hZQVlamKeQOTEFhYevXws7PVydDQED9bgm9vrorlJ3SUs88gdojJ0+q2jr+/u1PIdsT8Tz1WCoqKsRsNndol0VHV8iFhYWtZyHXpK4TvLJSTbLYm4sYDKqdmT1xKixMPU6c6BgTTu7m6FGVwBcY2PJdptyFr291dVN3T+bVRX5+AYCHXi7aho7uQy4oKnL//3/smHOnJ7NZNVLIy1OJZPYa7LGx1ROBdaHXa5EbzcXeDNlgqH234q3Y3WItqYz1+vqPx8ZgOxc7bPsm0CzkwsLC1ouyaEkyM9VJFR6uFHRdlrI9lMhTrSBvIj1dNXzx91fF4LwVu+84K6tlm6HExanjLT29ZcbTLGRNIRcUFbWdy6K5pKVBly6qR2hBgTq5Tp3SEkxak9RU1USksNBzfa/10b+/eg4Nbdkm0nq98kk35fyxRyE5Yot46tAWckd3WRSVlhYhvSgAOC1NWcthYSpUrnt3d0vUvikrU358+y2/N+NY1K4lxjl4sGnWscGgetjWpLhYs5A7tIUspbT4+fnL3NwiERDgPYHAx46pB6henSaTc0yzRsty8qRSIP37q+5P3lTW2jGmeuvW5ruy7D7jsjIVtZHfhLw6Hx/Yt6/2cpsPuUMr5I5uIRMREWvOykqrf0UPpbRU1b7XaD3s0TH5+U1TQO7EMT25JeYVpKx2UTTVhRMZWXsy0GKxcOJEOkBGc+Tzdjq0hQzg6+t74ODBfWfGxZ3pblGaRFaW8inv2eNuSdovZWXqdxbCMzPcToddeZaVNX9Cz1640D5nYS+l3Nh47exsFTXkeIE4diyNwMAQc1lZSTuL/m4cHd5Czs8/tTY1da+7xWgy3jz7702kp3vvnUhhYcvV5nCs0qnTqYm9xtKtG4wa5bzsyJG9REcneJEzqHXo8BZydnbmxpSUvXd5S6RFTYy2KpGeJH9MjLKa2lOmW1mZ+j7emCxir5PSEhZ+ze2Lixs/xrZtShbHYzY5eR95eVk/NU8676fDW8jAvqNHXcwweAmeGPLmbX7WhpKVBYmJ7paiaeTkeI67pby8tgGRlraX48fT1rtHIs+hw1vIwL709P2UlFfqjEUAACAASURBVFjReWGbo/Dwlg/4by6eJEtLIQT06qVee+P3q6jwbLmPHNkH4L2+wxaiwytkKWV+aGgnS2Zmuj4ysou7xWkUEREwZAj88Ydnn2ztiV9+8b7f2p7VeTq59Xq46irYuFHVTGnr75ievhfAe29VWwjvMwlbgejoxGLbAeFVnHWWek5Odq8cHYXkZIiPd7cUjSc/X9VBOd0NoMUC27erGioNLWDVUnUsCgqysaidtmAeoXfS4S1kgMLCrB+PHNk7ZejQiznrLPjtN3dLVD/h4SoV9vvvPcc32N7ZuxfGjVOTUuXl7pam4WzcCJMmwdVXwyef1L3e9u2NG7dPH5U12tw5g5SUvURExJ8qLs7znpTZVkKzkIHjx1PXZmbuo7gYevZ0TwPexhAbC5dcojKvcnLcLU3HITdX3c7HxblbksZhjwppaTfE/v0tM4F77Ng+TCb//c0fyfvRLGTF3oyMvZSUqFu2hATYudPdItXN+PHqedcu98rREdHrVaiXt/mRQd352eW+5BJVF2XHDud1oqJUqnhbkpa2l+TkrV+37V49E81CVuw9dmwPUkoOHoQBA9wtzunZvx9SUtwtRcdDCKWwvDW+2vFuKiBAFUw65xzndeyumDvuaLvCVceO7QFkh5/QA81CtnPMaPSpTE3dYzSbz2T4cDUB4mldeUNDYfJk5VJZtMg7rTRvxccHpkxR4WOZme6WpmkUFlYfMz//rIoldeum3DD2Yj9lZTBjhno9bhy8+WbrymSxVHL48AaADa27J+9As5ABKaUMDo5ev3//SiwWVQPXHnPqSfTurSpsgZYy3daMHq0U2oIF7pak8dgjQxyTiNLTYdkyVQ3uoouql8fEtG3lwNTUjYSHd6uUUnpZ/mProFnINo4c+fMdP7+4McOH38+OHcoa2rTJ3VI5k5Sknt9+u+VqE2jUT58+qjHABx94512JvX6xqwm42bPVsWS1qjKuU6ao5evWKZdGa3/f3btXUl5+6uPW3Yv3oCnkan5JSVlDUVEFx45VN6XzpBPwxAllIXurD9Nb6dVLTX55Ux1kR+wFgFwdy47L7HHtX3+tqrqFh7f+8X/gwApyctIWtu5evAfNZWFDSpkdFpZYmZGxifx8ZTHYW994Cl/b5qFbsrGkRv3ExakYZG9l4sT61/H1rV5v925VRKm1XRdlZflkZe0EWNe6e/IeNAvZgdLSEx8cPLji7vj485g3D6ZNU7G+FRXulkxhNis/ZmRkdccQjdale3elnFJTa/eA8zbqcnP5+sKjj6rX69ap7xkYqDL2WtM1lpz8K5GR3TMyMrZ70H2oe9EsZAfy848vTklZCagYzcpK5wkPT2DPHpW80t4xGCA42N1SqLq9Gzd6rzKOilLPn31W+zODAS67DJ58Ur1fsQKWL4drroFhw2p3BAlq4S5nhw+vIDv78DstO6p3o1nIzqzLytpJfn4+Pj4hvPoq/OMfyo/2v/+5WzRFSgr07etZvu3WoFcvdeH54Qf3yaDXKznmz/fO3zs6GmbOhDVraieADBumignZeeUVNUdh3w5g/Xrn7x0X17JJI8nJK6ioKFrWciN6P5pCdkBKWRYbOyAjOfnX+O7dJ1NWBrNmqYN62zY4dMjdEiqr3dNLKbYEO3e6P1vSHvqYm+t9FnJMDDz8sHr91VfOnwmhlPHatfDdd87HksGgXGLz59eexGzJNmGFhWmUlmZbgUZW0GjfaC6LGmRn7387LW1F1fuDB1W407Rp1THA7sRiUSeNRutjL9rkTcp4yBCVzPHkkyqj8/77qz+LjlYujAkTlEvuq69qX9jPO089t3Ym6NGjKwkLS9gupWyB1qvtB+3UroHZXP5TWtqKFx0P1M2b4eyz4aab1K2dO8nLg86d27+F7AmYTEqpecNvHRgIr72mXh87Bi++WLsiXZqtufp996n4Y1dVArt3h/fegyNHWlfe1NQVHD++Y3br7sX70Czk2myrqCiQeXnO92effAJhYTB4sJukspGUVNsfqNE6ZGWpi5/JVP+67uall9Tz3/8OzzxTd3lQg0Fl5x09WvuzwEB1fLV2iJ/ZXEp6+nKklD+27p68D81CroGU0hoSEv/enj0f3jV48H+qlpeVwccfwxVXqMkO98mnisR4g9Xm7WRkqIp6N94I73hoLEBAQLVsTz6pUqJPh8mk6rQUF9d2xVxyiaoI19pp+Skp3xAcHJ924kROPdJ2PDQL2QUFBZmvHz78KVarcwfR3buhUyc1YeIuDhxQqbwabcOcOer37tzZ3ZI44+urapvYlfG779avjAH8/NQ8RE1lHBgIF1wA337bNHns2YAN4dCheZw8ufPRpu2pfaNZyC6QUh6IiBhcmJKyLCg+frLTZ6tXKyv59dfdI1tcnLrl1CzktqGsTMXnjhunlJ6nMHEiXH+9ulubNUtlljaEHj1UskfN4+fhh5XBkZFx+u3HjIHff3eOUe7RQ7k6vv++/v0XF6eSm/snwNKGSdyx0BRyHeTm/nl/cvLceRERzgr5xx/h6afdpxCnTFGTMc3Z/9lnK1/i5s0tJ1d75rvvlKU8d27tZAl3YY+G+Pe/G7fdM8/A5587Hz8hIapMwL33nv646tMH/vpXNSnoGI+8e7cKiWtINMqhQx/h7x/4RXl5tmZSuEBzWdSJXJSbu5ayMucc5SNHVMbSkCFtL5F9cunpp5s3zs6dbd8Vwps5dUr9ZsOHu1uSavLyGr+NvVZFzbjk225TF2d7FEZN7rkHbrkFjh9XdwmpqbXXaYgyltLK0aMfcurUkUZeRjoOmoVcB1LKooiIfj+npn56Ybduzu6u77+HK69Uef9tSXi4stAa24yyJmVl3l0sxx0sWACPP64yBz2h9OmmTao6m79/7Um4qCi49FKYN6962bhxcPfdyrotLq5eHhiouobcc0/d1nHv3nD4sAqnW7y46TLn5PyCweBTIKXc1vRR2jeahXwacnN3P52RMQ9Z4/L/5ZeQmAhGY9vKo9Mp6zwysm33q6Es5KNHld/WE7BfUF1NpuXm1u6c/uij6ri1dwaxc8MN8Ouvp58QvO8+ePnlZokLQEbGPEpLM59t/kjtF81CPj0bpLSYT5z4zRASMqpq4bFjKtphwIDWt5INBhg0SFkyzz2nLJTMzIZP4mi0HK+8ouLRP/jA/dl748ap5/T02rLo9apR7zabHWrPMH3vPeeuIbGxapybbz6977gl5ksqK/PIzl6GxVKsFaM/DZpCPg1SSunjE/JcZua85318Rjl9duAA3HorrFzZevsfPRr+8x/nZatWeV6vv45CTIy6QLrKcGtr7H396pJl0aLq18HBqqlBzQnJq65SE5bHj7eOjI5kZc0nKKjL1ry8HVrzsdPw/+3deXxU1d348c93JrMESEjYAgERRBQIaBSo+1IFVHB5rFLQVqp1KRYX2p+4VrQ+dSn4c6m2dUV5REErfaRVkbJooUWRVXYBwVBIgOyEkGSSmfP8cS9hEiYhyyRzk3zfr9e8MnPvOfecezLznTPn3nuuDlkcRyBw8I38/L8SDFa9TcfSpdbkM+3aNU25L7xwNBj/9a9WcP7BD5x3W6m2xElziNx6K7z4Yt3Stm9vnX8cfmOD3r2tM3befbdp6lddTs4MCgo2PNw8pbVcDnqLOZMxZl9S0qlrsrLePrNLl7sqly9bZp2Pecklxx61bqyhQ+Hcc63nzzxjzbylYs/lOnZKylg4MsfxunV1q8vw4TBvXtXe9D33wDvvNM8dtIuLlxMM7gsAi5u+tJZNe8h1UFi47Y7s7KcJhar+Ppw1y5rMO5o6d4a33rJ+Sp52mgZjJ9m+HdLSrMAcC6mp1ilq771nXQyyenXd8iUmVj2z4p574MILrW00h/37H6O8POdundnt+LSHXAfGmNWJiWduz85+tX/nzpMrly9aZL25zz47egf3Pv/c+vvAA9HZnoqerVutg6seT9UA19RSUo6+L2bPti7g2LSp7vmLiuCOO6y/o0dDnz7w0EPNc7Pcw4eXUl6+PRgKBd5q+tJaPg3IdVRUtHbs4cNZ6+Ljb8flal+5/OOPrVOHon1wL9Y/i9WxvF5rHLmoqPnus9izpxWMDxywbifWkBuP/ulP1vtp1CjrDjgrVjTPudTGGPbvf5SKiqzbjTHlx8+hdMiijowx3/j9J24/eLDqFK5vvmld3x+tc4OdckNVdawj/5u0tOYv+9lnG34XaGOs9+m4cdYYeHNd2FJauoRgcG8wFAq80zwltnzaQ66H4uIV15aU7Nro9U7E5bLu+FhaavU4xo6NzoRD/ftbl2ePHGmNIytnyc+37vX35ZfNU54x1oUe779f9RxipzPGkJs7lfLynROMMQ64trFl0B5yPRhjNvl8p2wrLq56NOSVV2DKlOiUceRD9+qr0dmeiq5PPrEuqGguDz5oTWzUkoIxQFnZAozJC4J5P9Z1aUmk+mXBqnYicqpIl60dO+5A5OhN9vLyYMyY6PSchg+HBQus05uCwcZvT0XP4MHWL5cRI+C775q2rIEDrWMUaWkt65iCMYaiorMIBlf92JjQX46fQx2hQxb1ZIz5tl27wUsPHXrhQo/nscrlU6ZYt885cklrY6xda/09+eTGTySkomvVKuv/vHKldXFFTk7TlHPVVdYwxeOPH3v3Z6cLBj/G5copCgbN3FjXpaXRIYsGKCnZdGtFxUsYc3QOxLlzrYs5Tj218ds/6yxrXFqDsTPNmGFdqXnTTU2z/VtusYLxyy9HZ1Kf5mSMobx8KhUVGT/T847rT3vIDWCM2dG+/cmflpRMHx0X9xRgTfIydarVu23MTTHT0qxzRQ8ccMY0jyqyuXOtKVirzzXSWPfcY51RkZZmXYjS0oRC/4vbffhQRUXoo1jXpSXSMeQGEpHe0DkDlgFWtzg5GfLyXKSlhdi8ufb8NXn7beFnPxO7DO1gOFVaGsyfL/TuHb3PT1oabNzo4uc/D/FWi7yMogg4HcgYZYxZGOvatEQ6ZNFAxpjdHk/wPrgNsAJnfj5Mn2544AGpPXMtfv1r/YJsCTZtss5Lvuii6Gyvf3/49FPhpz9tqcEY4BG83q5fazBuOO0hN4KIuDyegfvLy2/vAncC1sxamzb5uO22chYtqn8P95xzhOXLffb2W9Ch9TbozjvdjB3r4pJLGndO2sSJbp58Mo4pUyqYMaOlnlbzb+CnBvZ1McboFJsNpAG5kURkAHTaAkuB3gCMHu3mhRf8pKcX1zp3sccDPXoIu3cf/R906ABFRQn2th1yR00VUfv2cPBgB9zuhk0K4fHAtGk+xoyJ4/rrS1i/vqUOUZUC5wE7rjcmpGdWNIIOWTSSMWar15v8PNwLWIH100+DbN0a4oknfLXmHTzYRUZGBwYMOPpvOHQIVq4MMmWK9o6d7tChBHbtaliHJj3dxddft+OUU1ycdVZxCw7GAL/H40nYrsG48bSHHAUi4nG5+heGQr+Oh/EAnHOOm+XLE+jZs5DMzJrb2Jgk9u8P0b370YkK7r7by6BBbu680wG3plA1MiaJTz4p58or6zb12wknCJ06ubjzTi833ODlvvtKeP31lj55yQbgWiC3hzGmGe490rrpaW9RYIwpF5Hz4dHVcD7QjS+/hHfe8TB1qpeJE2seepgzp5Tx4/0MGhRk82Zr/LBfPy9795YDLf3D2roVFoYYM8ZDx47lFBYaOnQQvF646654fvvbDmRmBlm6tJyiIsPVV/tIThb27Qvx0UdlnHZaLhkZLblXDFAOTEKk6NZQSINxNGgPOYr8/gEzy8r6T4A3AejVy8W6dZ34wQ/y2bmz5oM1xnQDYOvWChYsCHDvve349tsKBgzQYyNOtnFjJ9LSrD7NkiUBLrnEOgE9IyPI5s0VtGsnzJlTxplnxrFmTQVLlwYqv3Rbhz8QFzcvq6JiY0+jgSQqNCBHkYjEi/QuNOY3HhgNwG9+k8App8QxYUJ+jfm6dnXxzjvJXHaZv3LZhAl5vPOODlk4Xbt2wq9+1QGfD154oZi8vJbe662r74D/AvL7GmO+j3FlWg0NyFFmDV2kLIN/AEkkJQmLF6cwYUIumzbVfnrUU091pEcPN7fcoj1j5WRBYBwez7dTAoHCZ2Ndm9ZEA3ITiI8/eXZpaep4mAm4+dWvEnjuuWREdtear0sXF9nZvdi9u4I+fTLRf41ypqeJi1u6v6Jic09jTGsag4k5DchNQETifL6+28rKLu0LD+D3CyUl/fjd7/J49NHae7/t2glvv92Nd94p4u9/r+Uk5hbuggv8FBSE2LBBD1y2LH8Hng1BZooxponmumu7NCA3ERHp7HJ1zwqF/p8HruK993pwww2JJCRs49Ch2tv8scc64/MJDz/cet/vgwZ5OXAgSE6OdrBajs3ArUB+ujFG5yJsAnraWxMxxuSKyDB46hvoy403QkmJYc6cVK68cm+teQ8eDHH11R2aqaaxsXmz9oxbllzgLkRKbgiFNBg3Fe0hNzG32z82FOr0AcwmPr4Lhw+nsW1bGaeeWnVuxX79vOzYcQoFBRWEQjB+/B4WLmyG+7QrdVzlwO34/TlvlJR8f3usa9OaaUBuBn5/7z+XlXWZCH+mV692/Oc/Q7j//r1Mn76/SjpjzgQgMXEdRUVt5fQp5XzP4PV+sz0Q2DZAJ51vWjqXRTMoK/vPJLc7mAXPsmdPOVOnZjJtWk86dnRXSef1WvduysgYHItqxtSFF3Zg6NB2sa6GOsb/AitCgcC24RqMm572kJuJiCSK9M4z5kY3/IgPPuhHMGi46aZdVFRY/wNjhlem79RpDfn5beeAV0KCi65dPezcWRbrqqhK64EpQP4AY8y3sa5NW6ABuRmJSH9I3gZP4fenU1JyNgBTp2bw3/+9lzFjkvn444F88UUhl166iZD2R1TMHABuB3LHGBP6NNa1aSs0IDczl8t9uTFJ8+FZRowYysKFpwEwZMhqNm48zPjxXZk9ewAACQnLOXSo7fSSlVPkA5Px+w/9rqTkwKOxrk1bomPIzSwUCn4mUjwe7mPRotU89NAuADZsGArAnDnZzJuXC8BLL/WLWT1VW2UFY683bmZpafbUWNemrdEecoy43b4fh0Lt34dnMOaOyuUiiwFYvPgM9u4tY8KEBt4tVal6ywem4PNVvFJWtueXOoNb89OAHENHg/JTjB9/LrNnW8MXIgtJTfWxd++F7N1bSq9ey2JcU9X65QP34/MFNRjHkAbkGHO5/OOMiZ8DT5CVdRvdu8cDIPIJxowBIDV1EVlZevaBaioFwMN2MN6rwTiGdAw5xkKh0vdFym6AqfTo8QY5OdYlxcaM4dJLvwLA5ZJYVlE5kNstdO3qjcKWrGDs9frf1WAcexqQHSAUOjzH5To8DqaSkvJK5fLu3T28/noGCxYMJz29PdY8tPpobY/U1DguvjipXnmGDu3APfecSK9enkaUnYsVjONmBgLbbtJgHHs6ZOEg1phyu/dvv30Gr712LQDLluXw5pu7efvtM1myJJsf/ehrCgtrn+hetSzTpqXx3XfFvPrq9/XKl5Lio6iogsOHgw0otQCYis8X0mEKB9GA7DBWUI5/H+7DmN9ULvf7P6S09HoARD6IVfVUq5ANPGMH40wNxg6i0286TDBY9oHL5So2ZvrHIrsx5jUAZs4cTqdOc8nLu44LLujEsmXZMa6pcjpjbgBAZHbY0i3AS3i9PFpWVvCkBmNn0R6yQ4nIAJGu64053RMIfIrH4wFg0aIsRozoQc+efyEzU2+CqiJ7/vlhTJ48CACvdxbl5UFgMTAPKBplTGhhLOunItODeg5ljNlqTHY3l2t3rtd7GtnZVo94xIgeAOzdOzaW1VMOV1BgHWe44ILPKC8vA2YAi0Nw8GQNxs6lPWSHExG319tvdiBQMHbt2kWkp6dXrvvXv/Zz8cXzCQYNJ57YgcmTBzJ5sjV1Z+fO75GXp+cuqwLgj7jdrt3B4PbBxpiiWNdI1UwDcgvhcvluNMb77sknT2T79ulV1p1zzt9YtSqbPXvGk5LSvnK5yBvNXU3lKLuAP+P1Jr4eCGRM1PmMnU8DcgsiIunQaY3IcCkv/wS3++gE91OnruS559Zz6NCtYelfjUU1VYxceeWJ+Hwu5s7dBXwJzAWKrzUm9FGMq6bqSANyCyMiXePiTthcUZHQJT//3yQlJVWu+/zzPfzkJwvJyipu8PbPOac7BQVlbNmSD8DgwZ3o168j8+dnEAhoB8vJjLmLWbM2c9NNk4CNIcg5zRizKdb1UnWnAbkFEhGP3586u7T08HVTpjzDtGm/qLJ+8+ZcBg3qzNChs1mz5kC9tt2zZ3uCQcO+fYcBMObeamW/2LjKN4NTTkmiY0cfK1fuP37iVmUvMBuvl+8DgT1DjTF5sa6Rqh8NyC2YiFwKnf4BfVzZ2Qvo0qVLhDTPNbqcESN6s3ChdVHKCSe8xqhRJzJjhnM7XklJPtxuITe3NNZVaSYVwELgK1yuiomhUOlren5xy6QBuYUTkfY+X6//KSsr/BFcxbx5j3P11f3D1k+vJXdDygMRIRSK/L4ZNiyFvLxSdu4sjGq5qiYZwF/weOK/Ky/PuNAYkxnrGqmG04DcSojI2SJdlxnTJQ6uATrGpB5DhnRl4MDOeL1uZs1ybi+65SsD/oF1I9LiH4P5UHvFLZ8G5FZERHw+X/c/lJUdvANGAsOA2EzdecMNg/B43MyatbHG3rRqqB3AR3i9HdcEAhmjjDG5sa6Rig4NyK2QiAwR6b7SmHif1Vvu1Ox18PncvPLKaF56aSVr1uxr9vJbpxLgM2AncPAKY0KfxbhCKsp0cqFWyBizQUQ6eL1JvwkEXn0MzgLOBnwN2l737h04fLicgwfrfuWfMZCU5Cc3txhr7l3VcCGsoYkl+HyJ88vKCsfpFXetk/aQWzkR6ef1njAvEMhNswLzUMBTY/rnnhuNx+PmvvvmU1ZWAUBp6RP4fHEsXbqLiy56vXkqrrAC8WbgX7hc8cWhUOYoY8zyWNdKNR0NyG2EiKS5XH2WhELZ3azAnE71wDxkSHfWr5/Mpk37ueCCV8jPPzqbXLdu7cnJOazjwc3CAFuBfwG+csi6HPhcD9q1fjrbWxthjNkUDO5KgeJ0kV1F8BqwGuscVsuzz44GoKiolKysRzDmGe6//yIADhwo1mDc5AzwLdbMbF8byLscsnzGmCUajNsG7SG3USIyNC6u5ycVFQdTYDgwGL/fzy23DOdPf7q+Stphw55j9eo9salom2CwDtR9iQjlxmRfC3yqQbjt0YDcxonIWW53j0+CweLOVmA+lZUrH2DYsN6VaUpLA3To8ADBoM5lURdut4vTTkuld+9kdu/OZ+3amr7MDNaFHV8BwRDkXQdmngbitksDsgJARM4XSV1gTF476M/kyZN4/vlfVEtzV4xq52zduiUwYEAK//zn5Ijr4+LuqfZlVoR1K6WtgNdA3jgwc3V6TKUBWVUhIn3d7tSng8HCcS5Xe/7wh6nceOONJCcnV6Y5//z/z6pVGZVnYbRmJ5yQjNvt4vvvrWsvOnaMZ/jwExk1aiBpaT0YPXrwMXlOP/1JvvnmkSrLSktLuffeaeza9S9Wr15NQUHHraHQrp8Aa7VHrI7QgKwiEhE3cKnL1ftdY/Z3ueqqMdx9951ccskluFzWseClS7dxxRUvcfhwIFZ1JC7ORXl5kD59OlNYWMKhQ2X4/R6CwRCJiX7at/cRCFTQvXtHdu3K4YorBpOY6OfDD9ewf/9B2rXzcvhwAI/HTZ8+ndm+/QAJCX5SUhJ58slr+PGPh1WWFwyGCAZDbNiwlx07slm1KoPNmzPx+TwkJvqZOfNLwOoxz5s3ibPP7su6deuYMWMG7733Hunp6fTt2/fl9PT0JyZNmqR3qVXH0ICsjktEOrlc7Sd2757ypMcT5JZbbuHmm2/mxBNPrEyTkZHLySc/TEVF9C8C8XjcTJlyOU8+eS2ZmQWkplpzQJeWluP3e3j88XmMHDmI3r0707lzezweNx7P0WuejqSrTXZ2EQkJfnJyiujevSN79xYQCFQwZ87XPProVQCsXLmLa655maysYydOcrtdjB07jNmz7yA/P593332XGTNmkJuby0UXjcxYvvyLkTt27NgevVZRrZEGZFUvInLG6NHX/mPFiqVdTjrpJEaMGMHIkSM599xz8fl8YekmNLqsdu28TJkyhp/97Dz69u1Wa9oPP/yaTZv2kJlZyM6dB9i3r5DCwhLy8g4xbFhfVq3aRXFxGS6XkJLSkcsuG0J+fjG9elmXlffsmUx2dhF/+9savvuubnNIiwiff/4QF1xwCmvXrmXhwoUsWrSIr75aQXz8CYU5OVuuB5bo2LCqKw3IqkFExOvxeM794Q8ve6ag4MBZmzdv5rzzzmPkyJGMHDmSIUOGICL07TuZ77+v36/z+Hgvhw+/xY4d+zj55O6Vy0ePnsb8+d9Ee1ca6BB9+lQwfHh7lixZgt+fQCAQ9+/s7B2/B77QS5tVQ2hAVlExduzYHtu2bRuzcWP+g6FQfr9u3doxYsSIyh70GWc8QU5O7THK43Hzxz/+nKFD+9K3b1eSkztUrrvyyml88snapt6NWpQBB4B9wH6sC2q6FMOeScBiY4yeqK0aTQOyahIi0mfy5MkvZWZmXrl48WKSkpIYPHgw27YVsWVLEZAIJBB++faLL97CPfdcAcDMmf/E7/cwY8bnlJQE2L07h4yM5jgOFsQ6La0IOGg/ioBioIuB7AchOB/YqGdHqGjTgKya3NixY13jxo174vvvvx/28MOPrysvT/41FHngEKmpKQwYMICBAwdW+ZuamopI1bmcRa6LYq3KgEMcDbhF9usSoD2QYFyuklmhUP4/sE4Y3mCMqft0d0o1gAZkFTMi4poyZcrw1NTUSfv27UsvKCgYsnXrVrZs2UJ+fj4JCQkUFJQRCrmwetJx1R7hyTX7GAAAC01JREFUywRrGKECKA97XtMyF9AB6FAOB56GwBqsqzV2GWPKm60RlAqjAVk5koj4scY0Ejg6vpEYvkxEEv1+fyefz9dJROICgUBeaWlpbjAYDB9rCO8Chy8r0SEH5TQakJVSyiF0+k2llHIIDchKKeUQGpCVUsohNCArpZRDaEBWSimH0ICslFIOoQFZKaUcQgOyUko5hAZkpZRyCA3ISinlEBqQlVLKITQgK6WUQ2hAVkoph9CArJRSDqEBWSmlHEIDslJKOYQGZKWUcggNyEop5RAakJVSyiE0ICullENoQFZKKYfQgKyUUg6hAVkppRxCA7JSSjmEBmSllHIIDchKKeUQGpCVUsohNCArpZRDaEBWSimH0ICslFIOoQFZKaUcQgOyUko5hAZkpZRyCA3ISinlEBqQlVLKITQgK6WUQ2hAVkoph9CArJRSDqEBWSmlHEIDslJKOYQGZKWUcggNyEop5RAakJVSyiE0ICullENoQFZKKYfQgKyUUg6hAVkppRwirj6JRboZCABiPyrXHOdvpOd1SVPXbTak3KbYZl3KOvpcwhaJHH2Erwv/G74+fFmk543dZmPrEa1t1icPxliPSM/Dlx15XVue6umPl6cu24xmPRqzzePlCWMa+LzqVmp/XdO6WORpqjKzYIEx5nKOo14B2QrGFwPusAdYHe3w13Vd76phWaRt1La+LuUcr17heSLVqyH7UnMeERdxduvHxVV9VF9W39dtcRsuQlBRYT3g6POaltX3dRvahrGDcijsUf11pGXhr4P2a1OHbQTD0tV3mzXlqc82zXHS1GWbtZUD8Dh0oQ50yEIppRxCA7JSSjmEBmSllHIIDchKKeUQGpCVUsohNCArpZRDaEBWSimH0ICslFIOoQFZKaUcQgOyUko5hAZkpZRyCA3ISinlEBqQlVLKITQgK6WUQ2hAVkophxBjqk+vXEtikc+o47yeUdQFyGnmMp1O2+RY2ibH0jY5VqzaJKcuE9TXKyDHgoisMsYMi3U9nETb5FjaJsfSNjmW09tEhyyUUsohNCArpZRDtISA/FqsK+BA2ibH0jY5lrbJsRzdJo4fQ1ZKqbaiJfSQlVKqTWjSgCwiA0TkSxEpE5H7akn3roh8KyIbRWSGiHjqWU4nEVkoItvtv8nV1g8XkaCIXN/QfYkmEblYRNaJyCYR+WcNafqKyAp7n94XEW89y4iYX0RuFpFsu/x1InJbNPapvkTkcvt/vkNEHoyw3mfXe4e9H32iUGZNbRL1shpLRJJE5EMR2SoiW0TknGrrRUT+YNd5vYicWc/t15jf/qwceX/8LVr71Bh2XDggIhtrWP8Tez/Wi8hyETm9AWU8ZLfHtyJyWbV1bhFZKyIfN3Qf6sQY02QPoBswHHgSuK+WdKMBsR+zgTvrWc404EH7+YPA78PWuYElwKfA9U25v3WsaxKwGeh9pI1qSPcBMN5+/koD2iRifuBm4OUYt4Eb+A44CfAC3wCDqqX5JfCK/Xw88H49tn8z8Hg92qTBZTVhG80EbrOfe4GkautHA/Ptz8zZwIp6br/G/MChWO9/hPpeCJwJbKxh/blAsv38iga0xyD7fegD+trvT3fY+l8D7wEfN+V+NmkP2RhzwBizEig/TrpPjQ34GugFICLt7W/Glfa30zU1bOIarDcw9t//Clt3NzAXONCYfYmiG4G/GmN2g9VG1ROIiACXAB/aiyr3SUS6ishcu01Wish59cnvED8AdhhjdhpjAsAcrP9huPD/6YfApXavzi0i0+19Xy8iv6hLgcdpk4hlNWjPokBEErEC0JsAxpiAMaagWrJrgP+xPzZfAUki0sPOPyWsfX5bQzE15nciY8xSIK+W9cuNMfn2y6+wYwiAiPxURL62e/yviog7wiauAeYYY8qMMbuAHVjvU0SkFzAGeCNKu1MjR40hizVUcRPwmb3oEWCJMWY48ENguoi0j5A1xRiTBWD/7WZvrydwLVZvyClOAZJF5AsRWS0iEyKk6QwUGGMq7Nd7gJ728xeB5+02uY7Ib5La8gNcZ39YPxSRExq7Qw3QE/hP2Ovq9auSxt6PQqz9uhUotPd/OHC7iPStQ5m1tUlNZcXKSUA28JbdEXkjwvs+YhuKyCigP1YwSQeGisiFEcqo7X/gF5FVIvKViDjpi7yubsXq/SMiA4FxwHnGmHQgCPwkQp7a2uMF4H4g1FQVPiKuqQuopz8BS40xy+zXo4Cr5ej4sx/oDWyp4/ZeAB4wxgRj2OGpLg4YClwKxANfishXxphtYWkiVfbI6TAjgEFh+5MoIgnGmKI65v87MNsYUyYiE7F6hpc0bFcarLb6HS/NKOA0OXo8oCPQX0QOAovtZZ0Ab1gwuQnYV0uZdalPc4rD+nl+tzFmhYi8iDUU92hYmtraZxSw1l7WAStAL62WtrZ97m2MyRSRk4AlIrLBGPNdw3aleYnID7EC8vn2okuxPm8r7c9MPJF/LUdsDxG5EjhgjFktIhdHv8ZVRT0gi8gk4Hb75WhjTGYd8z0GdAXCf4IKcJ0x5ttqad8CzgAyjTGjgf0i0sMYk2X/7DrS4MOAOfY/ogswWkQqjDEfNXD3GqRam3wAfGaMKQaKRWQpcDoQHpBzsH5Cxtk9tl7AkXZ0AecYY0qqlbEASAFW2WVFzG+MyQ3L9jrw++jtaZ3tAcJ75uH7Vz3NHhGJwwq8eVjvibuNMQsibDcdrAOXQB9jzONHVthDEDW1aU1lxcoeYI8xZoX9+kOsgFw9TaQ2FOBpY8yr4Ymrfy5ryc+Rz6wxZqeIfIH1WXN8QBaR07B+MV4R9j4XYKYx5qFqaa8FHrNf3kbN7XE1VqdwNFaHMFFEZhljftokO9GUA9RhA+KPU/tBvduA5UB8teVPAS9z9HzpM2rIP52qB/WmRUjzNs44qDcQqycXB7QDNgKDI6T7C1UPQP3Sfv4eMCUsXXoN5dSUv0dYmmuBr2LQBnHATqyDJ0cO6qVVSzOJqgfaPrCf3wF8BHjs16cA7avlvZnIB/VqapOIZcX4fbIMONV+/jgwvdr6MVQ9KPe1vXwUsALoYL/uSYQDx7XkTwZ89vMuwHaqHXCNYZv0oeaDer2xxn3PrbZ8kL0P3ezXnYATI+RPo+pBvZ2EHdSz01xMEx/Ua+oG7I71zXMQKLCfJ9rrPgVS7ecVWN/A6+zHVHt5PPAqsAErcEVsDKzxvsV2wy8GOkVI8zYOCMh2XaZgnWmxEZgctjy8TU7COsC5ww4k4R+S94H19jZeqaGMmvI/DWyy33yfAwNi1AajsX4VfAc8Yi97Arjafu63673D3o+T7OUurC/qI++Jz4GO1bZ9M5EDck1tErGsGL9H0rF+7azH+gJKBiYCE+31AvzRbr8NwLCwvPfayzYAXwL9Imw/Yn6ssxU22O+PDcCtsW4Lu16zgSysEwT2YA1LhLfHG0A+R2PIqrC84+xl64HVwNk1lPGI3R7fYvWyq6+/mCYOyHqlnlJKOYSjzrJQSqm2TAOyUko5hAZkpZRyCA3ISinlEBqQlVLKITQgq1ZFRD4TkYImn5VLqSagAVm1NtOxLpVWqsXRgKxaDHv2v09E5Bux5s4eVz2NMWYxUBQhu1KO57TJhZSqzeVY85eMARCRjjGuj1JRpT1k1ZJsAEaIyO9F5AJjTGGsK6RUNGlAVi2GsaYoHYoVmJ8Wkcfk6K2Gro5x9ZRqNB2yUC2GiKQCecaYWSJyCLjZWJOOK9UqaEBWLckQrLvGhLBm/bqzegIRWQYMADqIyB6s2coizZ2slOPobG9KKeUQOoaslFIOoQFZKaUcQgOyUko5hAZkpZRyCA3ISinlEBqQlVLKITQgK6WUQ2hAVkoph/g/vz4r2rD/pJYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_color.png', color='white')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1619e86e59a9e61 = 4 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000040444ccb4343 = 6 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0c0e97178e4d3108 = 2 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0009bc42ff1c00ff = 3 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 2.5\n",
" = 3.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_color.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**We can see from the hash hamming distances, that this image is more similar to the baseline image than the cmap change image, but still pretty different**\n",
"\n",
"**From what I've read, a hamming distance of about <=2.0 means \"pretty similar\", whereas a hamming difference of >=10.0 means \"different\".**\n",
"\n",
"**This test kinda confirms our hunch that the whash algorithm is agnostic of colour changes. That's good to know.**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now, let's make a subtle change to the fontsize of the title ...**"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_title_fontsize_bigger.png', fontsize=12)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000040444c4dc3c3 = 1 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 4d0e97978e4d3108 = 1 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e3c38181c3e780ff = 2 (hamming distance)\n",
"\n",
"Average hamming distance = 0.833333333333\n",
" = 0.6 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_title_fontsize_bigger.png')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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c+QzlEwXlOx7kRVlqQyFl9UTuRHWldgCLgFcrjK14wXHF2RWeP4cqslQXclHdwy1m8+epulJuMugKuYkQZjJNNdvtc99AKZyS6IiHUFXb7qow/nRUm6EUVEGcTFT/uBV4vxpZY5COumBJVKW2tm6a8xeU8mzthvlAyXemi+0dUZ/dMJTVXFJ17s8a5luA+pxBpY2XNItdRd27mOSiLhCGwMCFuyyWS3Sl7H10hdwEiDYarzc5HB/OoKwu7znATqCquop/4Bu36p7kIDBRe7y2uoG1wJWV/QsQ0cB58ykrdboYdRFdpD13LvVZQk2vo0TOJ1DdU55CuUM64lTUpA7koCJWAgMDf9hmsUzQlbJ30Rf1vEyYyTTV5HB8+DZlP/4g4DdcK+OPgL9RcbbeLgPp7b9cp/elLseVFHr/02nbSG2eEU5znquNbYiMJcr4PFRkyIOULc5WVMagajsfqma+EoU8FHVnkKo9v7ie8kWhLhJWi2V8e7N5nr7Q5110C9mLhJlMU4Pt9rlvo6IliqnaF3gzqobvFY0lnBcpBi5DxRRfgio0HwX0Ql2kYlAXpN9Qyq2q8L4TqOgMgeqBZ0FlLZYshJZU3vkeVe3talRX6zGU77z9gCZHfTTVXFR5zJKaGiX8gHIvTUNlU0rtdazUxo5GfeYVe/blo1pSbdSO3YwqnDQN1Yygvto0B1XMv9hs/ny/7lP2GrpC9hKh2gLeeyhlnIfyJ1ZkJWqBbx8qwL+5h3ZdABypw/hngPNdbH8HVcPY6mLfI6jmrn+hSnymom737Sh3wrvAYygruqIL4R/qpvRWo1wCC1EuhtqQA7ylHXMpqmxofIUxA1Dfh1Wo9YNbUf39bka1maoPOSgLvUhXyl5DV8heoMQynoXyIx5DWWWgrB1/9g2fpv3/HYissM+KWrjKRrkSzFTd2+40VMeUfqgax/eiFv6+QNW+OM3FMZ8AfbTxj6CUfSKqXka607ghqNv82ijmkvNsrGG8ncqLcv+iLOwVqCibs5z2SeA21Hvxsnbsc6gLwChUiGB9OmLnoKrmGQIDF+7QF/oaHV0hNzJGg2FCjJTffohSxsspi6D4G9cNO/2J3tr/rQ2YIwVV8+MOqm7kWnKejqjb/S9R4YM3a8f8iYr/jkD5qj9AWakXU1a8aTk1hxe+j7LWR6EuECVK2Y6KkNiNctGU3BVMQlnnzmxEuRO+QJUOLcGhbfsA5ZseBywB7tH2z8J1hEdN5KCKVGWbza8fLSy8p6bxOu5DV8iNiBDilCjY9i7KDeHcG84IbPKOWE2KSajokoqx1TVhRy14rge2oW71b8L1Bc6Gco2UKNYtKEV5AKXMdgNtUIoxBuW3N6Is5Sna4zNRfuUnK8xtRbkR/kZZ0n20x85abRDKF56HKvyTqD1/RXvtAINRbols1EVhLkqx93PxerailPtYlOvicqd5SvbXlQzU607Xu1s3KrpCbiSEEFGJkHErGC6gzEIDZTmd5yW5mho9tf91rX5zOsrSfAPVxqoqVwYoC9rZ7/wo5SvJ/QPch3JTxKBiwv9CWamgFN/iCnI6UIuOteUhVL3qsArbc7U5P0XFk0ejlPLZlE8Uqshx1AVoF+pis8hp3xbq5wbbps2ZDb2llNvqMYVOHdEVciMghDD1MRrTTrfbY9agLDBQi0Z9vCiXKzaj6gk3NP62PpxAWYXzqH0KMahkiVdRi3H9UX7UqSgrNw2lPDs7jZeUX/h6GmVVVuRfbZ50VJSHc93KU1B1NVpq56s4ZyvKd7kGpWDHoixhT8SWnURdmAagFgVLQuQ+on6uC4Dv1FzyIMRKKbMaLqVOdehxyI1AJ7P5oxZ2e8zHlCnjRagfj7djeZ3/DqNCvOzaczsqysDSSOcfrr03/et43EuoW/9AlAItCVlLQ7kUEiuMr7h4Zqti3iRUAs79lCnjfigrvCSz7rg27j3UBbaEllSuW7ETdTdk9ND7V2Jt/426QyjpszgV5YKoz5wXAaNBdAsI2CiE8Of15kZBV8gepoXJdI21qGiycxGg71FVypoaiaj+dLGomNghwN0ov25eNce5gwLKiuwX1eG4YlRs7m2ozLq/UDG+n6CiJSbjugDPJO1/eyqHzWWhbvMzUPUenBM42qNcAqEoC/oBbfsblGUNgrKejaj3tITGKEJc8rokKoxysvbcVdnW2vIAEGu1tutsNs9riGw6NaO7LDyIEKJvNKx/grJIijeA/3hRptpyBHVr3Q2VrLILpaSfQt2Oe4LrtXNspbJv1RVFqIXRTNStdQJKeXZtgAzJlGXtgVK8J7XHp6BigwOd9u+hLGTRFSVuE1ALjDurGesOrKgY68uAa1CukUxU1uHH1M3P7cwJbd4so3Fars02t+GS6rhCt5A9hBCidWsh/nqBMmX8HWpl3ugDf4koP+RtqMahQShlZfDgOU/X3qfPUH7siSil62psOirDbS/qlrwDykfb3WmMQFm7edrzXFSo2lco6/YA6qLTAbVothJ1sSkJLYtHJUqAUvIfoZSqsxw9UEV+Si5SFd0haaiLSyAqdroDyt1Rm/ejxFVUl/fQjHKffIoK6fsW5T6Zrr1P+fX8bGKA2UCA3T5HCOEq2EPHDegWsgcQQgR2DAxMudBiiX8btQI/mYbdNnqbYyi/97V47io+H9XR4l+UEijpyLkMtXC3BuXvzUX5u6ehiuwIlPL6DeUWyECFv+1AKdBCVMW8Yyh3TEmSRySqdoVzTNdHlKWwz0dZxCWuhoM1yJ9Y4XkkyrIEpZQrun0+RaVrC1SY3v9pczxMWUPXaVRdD7s6JKrX4gOoi2kMKtmmpba9viwGngB5FOKllFXVvtKpJ7pC9gDdQ0K+a19YeOFpqCwqqFs6sI5iJir7DFS3kPEoK1igFFwPVEr5byirsDVKkcagXAXdUQtuFpQrZBBl4XCS8pEO56EuAl9p40O0/SW1L96ncvpyRQ6glOlvKMX3MMql8T3KWm2Jslgr8ixwFJXkURLG8DTKqu2EWlisLzZUkstx1KJpBA3PBH0VWGw0Zu+021tJKW0NnE7HCV0huxkhxIgEWPYjZWmzKShfpE7d+BdlwRYBj6MszqOobLTnUIrvDZSivANlvdeXDSil/JL2/ydUEsiXKP/5s1UfWgkbqmZxSSPadqgKbuejFhyfQrlCklEWcYlPepN2TDKwH9Vo4BLUAmOber0qz+BAuZN2BAY+kVFc/LS35WlO6ArZjQghQhOFyHlWSuM12rbVNGyRyZ+5EWXljgVeR1mg+SirsxUqAeQR3BOxUoiyuMNRsdg5VK6lURf2UL72RAnPUHVVtpkoZV1COsql0Zn6uS08SQrqc8mCrlLKf70tT3NBjyt0I6eYzZ90KyoqVcYvUv/KW/6MRLkONqEszVDUgpInGYFyK/RGuS6iGzhfd5RC3Y1yk0ShfmzVJYTchFoE/AeVJl2yaPgGyoXRlOiM8nkvMJnWCiFaSSkd3papOaBbyG5CCDGwFawtyc7aSuVFHp3qOYlavLsftaC3EhXh0RhcqJ1PoPytTcVSeR+lkD0dLlcf7KiQvz0m0x25Vus73panOaArZDcghAjqZDDk7HM4gkBFAPizz/gH1CJaLMr3WxuOoPylrVHJDZdQPt7X09hQdzQlTUdvQFnMNlQ43pnUHF0iUaUyl6DCzy5ArSM0JE36blT88IkaxnmLHZTGgidKKQ95Wx5fp6kYAj5Nt6CgN3cXFweByhBzVQeiA6qhpD/UMvxR+/uG2n/BzkVVF3scz9R5qAkTyk/7JCqqYTEqxtmAin4oRsUqz8D1haIIdRE5jor0yEP1RWyHWpzrhAo/qytDUWF+TfWHeirK1fJTQMAfQoiOev3khqFbyA1ECNE7ArbkaM8LqhgXgkrtrWu7dn9gJipsbRNNU/HYUS6om1CF7i9zMeZb1MLjcsqSQ75CZcuVcCWqZnEHlI85xGmfRF3AvkAVnCq5s/gdFeFRVZuqpoAFdQfxr8Ewuchu/9zb8vgyukJuAEIIU1eTKWOvzRZxKSrQX6duFKEW0LajXARNmT9RyvhUVKLJmSjfcywqTG2oNsbV2sExlHIORkWL7EDFBQ9DhdkNrua8d6LcKU2ZdahQuGPQSkp53Nvy+Cq6Qm4AQojSN68IPQ+9PmxDha8VUjntuCmSjcoCPISqk7wUpTCvQDUm/Z7alVRNQ13A96NS6o+jUpvfp7xLJByVIeiOTjI5KNdJGirBxt08CKwKDNyyrri4qVWV9Rl0hVxPhBBno9Zw+I7y3T90VHJDEaogT3UcQyU9HKFpJT/UlsOo8K8slM/4UTfNu5ayrD93YKO8op9F1e2t6ksB6mKUYjBcYLfbf3Tz9H6BbtTVkxiTqdRDoSvjykjK95vbT/kC76Cs4omo4ku+qIxBVZj7EmUpu0sZg6ppvAJleYNS9pOqHl4jzr7511G9A29qwHyuCEEtenYW4kshhK5b6oFuIdcDIUR3tNDQPSYTXYU34gKaFkek5G2Hg+cMBiyoMpBh2vvymcPBFLudR4XgWZNSDSsdDu51OOgAfGE0YtLfw3I4pMRoU2Ui/jQaGWJXpZZkQP2dDTdZrXwAbDeZeNduZ6aUrDMa6Wdwn+6UUjLIbmcdTHI4HF+6bWI/QVfI9aBbcPCGPUVFpwPIYH/vE634x+GgX3ExNxsMzHI4GCAE9wcE0E8IOhYXM0gIfg0M5F/gG7udWTYbbwYEcLnRiEFXxi45JCWJReXL9f8TFMQZDVCgCYWFHAGKzGYet9n4zW7nj6Aggtz4Gfxit3OzlCf3W60RUkp7zUfolKDfVtQRIUSvEmV8n6kpBml5h/UOB7caDCRLSaIQ/CslEy0WljtURu1DAQEkFhdzlcVCtpSsDgriSpNJV8bV0FYI9gaVj17uW1zMoQYYUQfNqn+KuaiI6UYjVu3xbJv7iraNMRiIt9tDhetWhTrVoFvIdaSf2Xzwn+LitgAyKsrb4jQZ5lssJBkM9NMuUltsNkKEoIvRqG5j8/KYEhjI7WZXDZV0quO5wkIeKyriwYAAWhiN/NdiYVVYGFH1tJTnFhczrUBFzOdGRLDWbufC/HyuCghgRkgIGVIyNjeX24KCuDMkpIbZXLPMauWmwkJHst0epJforD26Qq4DQojTgI0AH0ZEcH09v6z+xFG7nRfz81lhsbAxNhahW8T1YmhGBil2O4dat+baEydIttlYFhNDYD3fzw0WC30zMwGwtm7NMSkZmZHBXocDZx/DtthYTqmH31pKyTlZWayx2aYV2+16y6daorss6sCAkJDS+uLTdN9xjeQ7HJyakUER8HN0tK6MG8CXkZEgJT8UFTE3IoJwITg/M5P6GlRnBAaS17o1AAHp6ZyXlcXGmBjeDw/nbKOxtDHsLTk5FNbjHEIInm7RgnghZgshPBH23CzRnaC1RAjRL8ZgaA/wYlQUQlfINfJSdjYjgoN5v5Wn2qL6D3HAVyYTF6an81d8PJeGhXFdZiat0tI43rF+OY4tnB5vtdn40G7njpgYugYHMyxdNbraZbcTkpbGucHB/FJYyKexsQQJwaTjZcl4e9q2pasLK/pss5kuBQXisJTXoXJedGpAt5BryektWvwvU1ugeiDCVfkgHWeklLybm8v9+nvlNgabzTweGcnD2dlMCQtjcEAAGcDKwsJ6z2nv0KH08fKiIk46HOQ4WcRnBAXxecuWnB6o0kquzsgop4wBkg4dorgKK/rpqChaGwzvCiHqU1vJ79B9yLVACDE40WT6c2/nzgS5MWazuWKRkuuOHGF7cTHrO3bEqLsq3IZDSoalppIUGMjsuDiGpaayqrCQHxMTGdeiRc0TuOCA1Ur7f1XTjzODgjhgs3HQbqd/YCB5wH0xMUyLVP1TTtrtHLLZ6KZFfxyyWkn89196BgayvXNnl/OPO3CA34uL7yqwWt+ql4B+hK6Qa0FSZOTme0NDT70pJsbbojR5ChwOQrdvp0tgIJu6diVUv4C5nTSrlbhduxgfFsaX7dqRuGsXGXY7cxISuC66fr1Osu12onfsKLctuUsXrAYDw/bt46LwcIaHhjIpsnJjqzlZWVx/+DAAsnfvSvvXFRRw4cGD1jSLJViPS64e/ddSA0KIhIz8/FOgEeehAAAgAElEQVSnaCFuVilJsVi8LFXT5SXtdnZdly66MvYQbQICuDQ8nPaBgZgNBo737MnCdu2Ydvgwe4qL6zVnlNGIvVcvDnXvjuzdG9m7N52Cg+kWFMT6Ll0INxi4/OBBFuXmVjp2mtNF4LvcXHZXkKF/SAjtjMYAVIMRnWrQLeQaiDKbn7osPHz6+5qvbdPJk2w8eZKp+kJVJawOB2EbNvBKYiJ3aCv4Op5hV2EhPbZt443ERO5qoyqBJGzaxBGrFUe/fh6JaFmZl8fo3btZnJTEiPDwSvtLzg8g+/cvt+/9Y8d4Nydny+bsbL0SXDXoCrkahBCio9ls/aJjR+NAzT83etculublVfrC+Tt2KZmwdy+ZNhtrevb0tjh+wW+5uYzYvZuxERH80LUrhdoFcWX37gwNC/PIOW9PTWXmsWNVfv/FunXlnpeMy7HZaL9lCzl2e0spZYZHhGsG6GFv1TM02GAwDoiJAc3iWJqXB4A1MJAA/Za8lF+ysjhss7Hy1FNBTylvFM4xmzkRHU3kmjUsKihggrbG8XZGBkNbtqzh6PrxYpcuvH/8OFSRcfl0+/ZMT00tfV6kuVUigPExMSzMypoKvOIR4ZoB+i+nGnpFRz87NTa2NOa4w6pVAJiFUF9IXSGXcvu+faQUFhJWz5V+nfoRATzXpQv/2bGDY2efzWtJSdy7Zw+WwEACPfD9PHLyJFEmU5UK+fGkJPZaLCzNzOSoxcId+/fzoXbHNC0xkTWFhdOFEK/qvfdco2uUKhBChB/MzR06OS6udFvXkBBGREVRMHKkbh1XIEWLhX1UC5/SaTzuatcOgD9zcrgzUTWQClq2jGItbt6dXLplC8etVtKrWTx8p3t3jmoL37O16AuAs6OiOFlc3AKY5nbBmgm6hVwFAiaNiI2llbZ4UWy3szQri95hYZwMCKCFflteDjl+PNE//cQrKSk816uXt8XxK0KBcS1bkmy1YgoJYf/IkXRYtgzzsmWsGzqUfi5C1erL1vx8ALIMBlpXYSWHA/ljx3KoqIjuv/2GIygIgxAYgDSlqD8EZrtNqGaEbuZVwalRUa9fp1keALdt2wbA1rw8whYv9pZYTRYpJdl2O1ZvC+KnXBIfz29asaD2ISE4LriAkbGx9F+1ihyr+z6V+zp35sHOnelRw6JhqMlEN819NXT16kr7hRB6ZS4X6GaeC4QQPePM5tDzEhPBYMAuJXu1coWlaNbBCYuFiIAAvy+cU+ISfCApqUr/oo7nuLhDB+7evp19NhudWrRAAEuGD2fUypU8sncvM884wy3nCQoM5NP9+3mxDvP9mZ1d+p04csEFxC9ahFDdqea4RahmhK6QXdA2MvLeyQkJmLTymqZ58yqNiVi4kFybjdYBAZyfmMjsIUP8WikbgNf69iU5L09XyF4g0mzm9u7d6bx4MS+fcQb3n3IKAnh74EBO+eEHxrdvz3kJCQ06h5SSGXv28N7AgbX+jH8dOZIxy5axx2IhKTycOO242ODgGegKuRK6y6ICQgijpajouqldulQ5JsxkIlfrsFBgt/N5SgrLjx5tLBGbLFGBgeS7sfOETt14/vTTeaZPHx7YsIE3d+4EoGdkJLd168b5v/1GTgMzTN/ctYtCu53z66DYR8fHA/B/69eXbmsfEsKJ4uJwIUT7BgnUDNEt5MqcHmM2k+SUiXd8yhRG/fgjWcXFHLjySn4+eJCpK1ZwRmwsl7Zvz9s7djBq2TLkDTd4UeyGszM7mzYhIUQF1a8w14acHJKio3UL2Ys8NmAA/ePiuPGPP7ipd2/MJhOvn3UWazMziVywAMf119f7Tu7+9eu5pmtXYuu4SPjxsGHc/Mcfpd+LpKgoUg8fRghxLvBBvYRppugWcgVCAgPHja5gAcSazWy65BIOXHklAOclJnJ08mR+PO88IoKC2JiVxflauJGvklFUxCn/+x/jfv6Zv48dw+pwMHXFCorttasFc/jkSeYnJzOla1cPS6pTE+cmJtLSbGbG1q0ABBgM5GsLe1NXrKjzfAtTUhAffogNuK1Hjzoff2WXLhTZ7axOSwMo/Y70adPm9jpP1szRLeQK9ImNvX9Ux461tvLGdOkCy5YRbjb7tGUYazbzRP/+zN6xg4HffUfWDTfw29GjZALxtXhdn23fzsWdO9MuNtbzwurUyEVduvDo2rVcd+qptA4J4Zy2bdmdk8Mne/fy4ejRBBiNtZpnxsaNPPX338weMYKO4eH0r4fhUVK6/qwffkDecQcjOnaE338nNSurtxDCqFeAK0NXyE4IIUJCAwJaDO/cGbSC3NWRnJ1NvBba08LHFTLAE8OHM33YMBxSsj8nh9S8PP7Jzia+FmVHN2VlMbpDB59/D5oL/zdoEI+tXUvc3Ln0jIlh+3XX8d64cYhXXmFDTg4DNd9uTfx04ADvjh7NVQ2sT/LUmWfyxOrV2AMDCdAyX1uFhJBdXHw6sL76o/0H3WVRnrNOa9WKsFooY4C4Fi0o1haxHhw40JNyNRrHCwro/fHHTFi4kM/OP5/x1SxulvBPWhrLDhxgjFP3CR3vEhIQwHitYPwOLT65hOfWrq3xeIeUfLJtG8sOHMDkhqzU6UOGAHDGp58Srq1RjGjfnsjg4PENnrwZoVvITsRHRU0c3blzra28ELOZQi0+OTg01Oetwzf/+ou3160jOTsbk8FAQi0W6F5ds4b7ly7lq0suoa2HCtro1I+Fl1+O6bnnABCvvELWffcB8ENycrWf67KUFO5bsoQCq5X/Xnwxk045xW0ybTl+HHOLFvSNi6N1eDjtoqJuBJ5w2wl8HF0hOxETEHDt6E6d6nRMjpbTb/VA3YDGZli7dnSIiGB0584YhMBci/TwOM1lM/Hrr0mJj6eDG9N0dRqG0WBAPv44/2ZlMebzz7li4UL+ve02usycSXZhIVEVGvVKKfnfzp1c9vXXvDRyJHcOGFCr70Btybj3XmJfe429mZl0i4lhaUoK+zIy2gghQqSUBTXP0PzR6yFrCCFaRZjN6ccfeKDWCx4A7/z1FzP//pudd9zhQemaNuIJZeC8NHo0naOjuah7dwx68aUmhcVmY8CHH7I5LY24Fi24dcAAHhs2rHR/XnExjy1bxlt//UVSTAy777zTI3KIJ56gf0ICt/bvz9Rvv+Wsdu3448CB86SUv3jkhD6G/qspY8Sw9u3rpIwBlu3bx8U9ejD56689JFbT51JtwefBJUu4dMEC1hw65GWJdCoSaDKx9vrrATCbTKzYvx+A4ydP0vOddwh//nn2ZGZy+N57PaaMAXq2bMm6w4dVpAXQLz6e9jExkzx2Qh9Dd1lo9OvQ4Y5R3bqV861JKdmWnk5qdjYXuIi/PJaXx4+7d3PX0KGsPnDA533I9eV/FZpjDu7SRa8V3QQxm83svu8+ur36KiknTtDjnXfYdfw4p8XH43jxxRoTRm76+mvS8/P5aOJEokLqVxtoze23E/HEE4RpVRQToqMJCwiYAlxXrwmbGbpCRrVqiouIGDC6V69yStVw110ARAYHExYYyPfXX89pThXgnvjuO05NSGB4r14M10tOlpKcn09XvedgkyQpMZEN99/PGa+8gh24ccgQXho/vrQJQ0X2ZWRwJDeX15Yv51st0eRAYSFR9exuHa79vsZ+/DFntG3LjsxMDp44YRJCtJJSHqvXpM0I3YxRJNjsdlM3JyVyNCen9PGJwkLsdjvnzprFqn//ZYVWhP1QTg4Pjx7d6MI2NSwzZpR7nqSt7Os0TWZp5TDnTZ7M+5MmEenC2nU4HMxZs4bOzzzDEz/9xJju3dn20EOkP/MMfRpQpOiktgj+V2oq53TtSl5xMUOU+2JQvSdtRugWsqLHKfHxpVbCt5s2cdF775UbcPeYMcSEhnLcYuGS99/HMWsWH1xzDV0ff5zhvXoR48eti0wuFoYtJhOBehH/JkmelkZ95bx5JGsXT6vdTl5REfd+9RW70tLYcvgw5oAArhwwgNTMTG4ZNcot5/507VruGTWKGUuXEhwczP9++417R4/m1927ewLfu+UkPoz+i1F07661Unc4HJWUccfYWB745hsuPeMMftX8pYabbwZgeFKSXytjACEEHWNicDgcpGZnA9Dv+efZMn26lyXTccX8669n1lVX0eeZZ3hj6VKKbDYeXriQMLOZMT17cvXgwQzu1IlT4uPZd/w43Z94giKrFXNAQM2T18A/Bw4QZDQyrlcv4iIiEELQtVUr+nXufAnwYsNfnW+jK2SgU1zc8B6JiWA28+bPPwOw/KGHGPHii6x78kn2pKUxf80a/rdhQ6Vjbxk1ym8X85zZp7ktLDYbQdOmsfXwYZ5cvJgnL7rIy5LpuCLcbGbpgw9yxXvvcSg7m98ffhiAs7t1K7e4l3nkCAC/7dvH2D59Gnzel6+8krkrV7Lj2DFu++ILAILMZvKKivSqVOg+ZABiQ0NHt4uJQVxzDXNWrgTg+jmqdnahxcKVgwez6J57mHXttQD0dKoDMESvblaOQJOJnFmzAHjq229ZorW+0ml6dG7dmr+ffJIjb77JsO7dGda9e6VIi/DgYJLatHGLMgaIbtGCUxISCHByZw3v0YNDGRkRwp87PGjoiSFAq8hIW5DRaDyUlQVAt/h4dmuWQe7HHxPmYgX6qrfeYv7q1dw9diyva4pap4xiqxXz5MkAOP77X7/upuLLrN2zhykzZ7L3zTfdOq/D4cB4xRUA3D9+PB+vWMHx3Nx4KaVfd3rwewtZCBFZWFxsTJ05s3Tb5pdfZtNLL/HutGkulTHAhpQUAHY4tTnXKSMoIIArzjwTgKud3lsd3+K37dsZ1bu32+d1zuS894IL6K7uOutebLmZofuQoXu3hAQMTqE/QWFh9OnenT7du1d9lPaF+nXLFh747395WbeSKzFl5Ei+WL0aczMoTeqv/LZrF1cNG+bWzy8rL4+7Z89mwf33M+mVVwgOD6dH+/as2rWrO7DcbSfyQXSFDD16aHV8T+vcmeSjR2v15dup+Zhf+9//uO/DD3lZi7rQKeM8reTi7CVLkAYDs++5x8sS6dSFYouFJZs28c2TT7pVIUcFBfHhvfdiNBpZHBFBeHQ03Tt0oH1c3FDgXbedyAfxe5dFQsuWg3toXRA2vvsuuQsX1un4u7UogiMVas7qqHC4hVrhoTm//MKLCxZ4WSKdurB6xw5O79KFFlW47erLyYIC3v7uO0xGI+f17w9Aj8REWkZE+H2Wld9byBHh4Wd2r0MN5Ir8/s8/ADw6bx4fPfSQO0VrFvxnxAjkiBH8tWMHg265hWWbN/PF9Ol1bpRZF6SUHD9xgsPHj3PX22+zassWfnjhBc4dMKDc6r5O9fy0YQMXnX22291NRSdPcv/s2YwdPJhTtAYI3bt04dCxYxFuPZEP4vffzoKCgqQeTvUp6kpIUBBdEhL4ePFiwoKDycrLIzwkhGemTSMmwu+/X6UM7NmTI998Q/zFF9NywgQWPPEEl40Y4bb5HQ4HaVlZ3DJjBqu2bEEIQduWLdmSnAzAQx98wGe//sq0889ntGaV6VTPnoMHmTJmjNvnDdUSqZZu3FiqkNu1bk1uQYFJCBEupcx1+0l9BL8PewsNDpbpixfTop7Vq0oQLlo43TVpEm/oftNy2O12bnnpJeb/+iuzHnyQyWPHVjvearNxNCODfYcP07ltW1pFRRHk1GIrPTOTNxcs4N2vvyYnP59bL7mE6dOm0bpCH0ApJT0mTWJ3aiqDe/fmz9mzPfL6mgsWq5W4cePY/NlntG3d2u3zi4EDuXTECL564YXSbd0mTmTPgQM9pJS73H5CH8GvLWQhhMlgMBDqBh/Zm/fcw5SxYzEaDCxavZppzz3HmwsWEB0eznStDq0OGI1GPnjkESaNHs2o229n4549vHjbbeVcCRt37+b2V1/lzy1bXM6x6LXXyMzN5ZMff2T5+vVcMWYMqz/8kG7t2mGqwiUhhODvuXOJGDmSNVrVspz8fCJatCC/oID5v/zC5LFjCdGjQQD45rffOKVTJ48o4xL+rpA0FKaMojCPndAH8GsLWQgRGd6iRXaOVv3K3Vz7+ON88v33/D5nDsP69fPIOXyZX//8k/tmzKCgqIibJ04kPDSUt+bPJzs3lwvOPpsPvv6aq8eP59oLLyQsNJQHXn+dHfv2ERwUxIm8PF7+v//j7L596VaH5qrRQ4eSnVv1HfHmr77i1KQkN7w632bsrbdy9fjxXFHDHUx9OW3iRAb37s17TvVORlx/Pb+tWzdSSum3oW/+rpAT27Zpc+DgihUemT//5EnCzjgDALl7t0fO0RxYtmYN733xBdk5OdwzdSrnnnVWlZYuKLcHKGu7rhQWFRFSIQ04qUMH8gsKOHKsrByvP39eG3fsYNyNN7L3l19oERrqkXOcf8MN/LFhAznaojjAhFtu4fvly/8jpfzOIyf1AfzaZQGEh3noCwfQIjSUccOG8ZOHFH5zYeTgwYwcPLjW4+ujiEsINptdKtsvFi3iynvvrfe8zQUpJf/3wgtMv/VWjyljgJTDh4nSuoaUoP0Ww10e4Cf4u0IOCwsL82gW2RczZ9J+yBBkUJBez6EJs/SvvwDYtmQJvUaPZvk//zBCS/32J+YvXEh2Xh43XnMNNODCVxPDBw1iyR9/lPvthauoJL/2Ift7Ykh4uIdrGYeHhWGxWtmthV/pNE1mv/wy2Vu2cEpSEonx8SRo9bH9iSPp6dz11FN8+OKLDboLqQ0R4eHsP3iw3LYw9VvULWQ/JiwsPNzjdRYKCgu58u672bB0qUfPo1N/BKp3otVq5eCRI3RKSgI3FGT3FbZs387F113HvbfcwoBBnu+mFGA2ExAYWO7OMTwykoCAAL8O3vd3CzksPMzzd0iXTZjAxq1bWbNuncfPpVM3OvTrx9eLFpU+f/PDD4GG+al9jbXr1zNq4kSeuO8+HtYa+3qa2667jsKiIpyDCsJatMBsNsdUc1izx98t5PCwiAiPW8ifz53LlzExfLt0KYOHDvXouVzhcDg4ceIE0fXsFNycefOllxg8YEDpd+D+p54CwGYyEeiUgNJcOXDwIBOuvZY5M2cy3kMhbq5o3a4d0qmRMEB4dDQmk8mvv6R+bSELIcLCGqEf3uVTpwIw2EuxyAcOHuRfrX6zjiI/P58t27Yx4fzzadWyZaX91YXdNRdsNhsTr7mGu26+uVGVMcCJEyd4/Z13ym0La9ECo9Ho1y6L5v+tq4aAgICosKgoj1rIm7ds4evvVTPdK2+4gc3r1tG1kds+dejWjQ7dujXqOZs6Tz35JK++/jq2ggKX7olFy5Zx4fjxXpCs8Xju2WeJiIzk4UcfhUaOAFqzaRPPvPoqd91zT2mx+hZRUQC6QvZjpB0jFjx3a9pfqwkMUFhYSFKvXpjNZhwOBzk5heU6J+g0HtdcdzOduvbAbgzGjrIWn332aQAmT76akeddiIXmu6j388+LmfPxJ/z++2qsIqjRzz9k2GguuOBCrCIIgboY2ETzdxHVhF8rZKvVeiI3N89j89vtdqxWKwBdu3blzz/X07JlBEVFRQAEByvLrLjYf7MlvUVSUhJJTinSmZmZvPDCMwDMmfOJt8RqFHJzc5kwYRyvvPI6bdu29YoMmzZtZOXKFeVi8/PycpFS5lRzWLPHrxWylDL3xIlcNP3oVgoLC2nTpqyC3N69e2nZUt2NJSa2JzPzOAUFBQAEBQm2bdtPYmJ79wuiU45Dhw5y8GAqgwefVW57RERZEZ1vvvmeceMubGzRGo1nnnkWgBtuuMsj3/3acPrpQ9iyJaXc+bOy8pBSnvCORE0Df79fzsvL84yFXFBwkoCAAHr3Pq3SvnfemcPRoyfJySmzjHv16oA/1xVpLKKjY2jZspXLfb//vh6AK66Y0JgiNSoREYK33nqF9977uMlljubn52GxWLK8LYc38WsLGcjLzc3ziJUQGhrLoUMWAKZMuZBff/0BgK1b02jVqnXpOdPTJa1bqx9GZKSBgQPP4rbb7mf48HMJCmp8315zx2AIoW3bJJefeY8efUsf33XXrbz0UvNq77Z9++bSxxdffI3XrOOqyMrKpaioyK8Vsr9byLl5eZ5vTjBv3vcsXvwXI0eOpVWr6uvLJifv4eqrJ9CunZnWrQWtWwvuv/9miouLPS6nDmzblg7Axx+/R2FhoZelcS9Tp17M1VffxNGjdm+L4pL8/DxsNptfuyz83kLOy/OMhVyRnj0HMHfuTy7PFReXyNGjB0lNVS6L5OTdXHrpWYwffzljxvyHZ5+9h3PO6cMXXyyndet4zwvrx4SFtWL37gLuvPMqrr9+Eh98sLBZZO0tW7aI1NR9/N//PYvF0jTtsJycXADPrbL7AE3zk2k8cvPzvf/5r16dwv79jtLnnTt3Y+PG4zz99NucddZIfvxxA/36ncXQoZ3Jza1+ETot7TCbNv3taZGbNWZzMK+8MocjRw7y8suPeFsct3DddSqmOjo61m1zHjlyEHfeYWq/Rb/tpwe6hZyXl+eZKIu6UZMFZuTpp2cDJm688RJmzPiC6OjK2WUAJlMYbdt2bwKvybcJCopi1qxFTJ48jICAUG6/fXrNBzVR0tIOAfDUU7Pc+r2YMmUcDodk8eJtNQ+uBbqFrCvk3Pz8xnFZuIMHH5zJI49MZtSozgwbdiFdupzCuHFXERdX1jXbZFLVC33lNTVlIiISmDFjIZdeeipdupzO8OG+mbk3bFgiALNnv8J//nOT2+bNy8sjMbFLnb9rdrsdi6WY4ODyjYW1iCe/tpD93WWRX1iY7zPhZkajkRdfnM+DD77FTz99zp9//sKNN47C4XDUfLBOvejatTc9epzB7NnPeVuUBnPwYMNrctvtdvbvVx1Xfv55H3Pm1L2kbHr6IW6/fVyl7SdP6hayX1vIUkp7cHCIzMrKF6GhvtKoQHDuuddy7rnXIqVk0CADK1cuZdCgMd4WrNkybty1vPbanfTpI3j++S8ZOXKit0WqNXv2bCp9vHTpiQbfOdlsDiwWQVERrF27hIEDx9Q5njk3t4i3315eSRbNh+zXCtnfLWRiYuJs6ekHvC1GvRBC0L59N376qXmn+nqb3r1Vv78zzhjOWWf5ltuisPBk6eOwsIbX7TGZAmjXTqWc9+49pF7JJYsXf0JRUfmQQrvdzrFjhwAON1hIH8avLWQAs9m8Z+/eXafEx5/ibVHqxciRVzF37nQeeeRzb4vSbOnYsR9jxkzBZrMipdmn/PNduqjuH61atWuw3Farhby8bKKjVSy93R7Ili0bSEo6o07z9OkzmuJicK6rdfToAVq0iLAVFRXkN0xK38bvLeScnBOr9u/f6W0x6s3AgY1bx9Zfufzy+1i16huf89cbjUa6detLWFgkdnvDEkKklKSnp5Y+t9ksFBTU3cMwe/ajnHde+Trkqak7adUq0a+TQkC3kMnIOLI2JWXnzb5k9Thjs6mQucJC2WRqEyxfPp9OnU6lQ4de3hbFbSQknEr79r1YtWoxAwee721x6sTu3f8AsH9/CgkJXRowUxAdOw4otbQNhjC6dx9WZ8v7oYf+i81mLXdccvIusrPTf2mAcM0Cv7eQgV0HD+7ytgz1Jiys6XW86dlzsLdF8AhDh17KggUveFuMetGnzzkNVMbuo1WrdsTHdy637cCBnaSlHVjtJZGaDH5vIQO7Dh3aTUGBwyeLxW/evIa+fcdSXNw0rGOAyMiOQPOKhbbbbXz0kcra88XXZTaH1yi3lN67y0pN3QXgu75DN+H3CllKmRMZ2dp+5MghY2xsu5oPaELs2rWa1167gqlT3/ZJJeFLOBzqYv3kkyt97r0OCAiiuNhSrdwWSyFTpoRw++3z6N17FJGRbRpPQODQoZ0Avnur6iZ8zyT0AK1adTypfSF8igULHgVgzJhbvCxJ88dgMDBq1E2sX/+dt0WpM4mJvdm0aTFWa9UVAwMDg5k06Xn69p2AyVS7sq8Oh3uqxuXmZpQsOKa7ZUIfxu8tZIC8vPSfU1N3XhYZ2ZFFi17k+uvnelukGklN3cj+/ZuYPv0vLBbfr0bmC5x11g28+uq5jB37MC1axHhbnFpz1VVv8cwzQ5g82cwnn1SdlTpu3MOACkerzV3Azz+/yamnjiU+vkeD5EtJ2UlMTMKJkyezfSNl1oPoFjKQlrZ/1ZEju4iJac+qVR+Rm3vM2yJVy/btS5k+/QwmTXqVzp0HeFscv6Fjx74kJZ3F5s0/eVuUOtGli1pkdb6IuKNcwKhRtxMX173B8xw9uovAwJDdDZ6oGaBbyIqdhw/vxG4Polu3c1ix4jNGj77H2zJVycsvjwZg4MBpPufP9HVOnswlICDKJ9/3Sy+dUSr3a6+dQ69e53PuufeXG5OS8jcdO9b2Ih+IzdZwuQ4c2Ely8vqvGz6T76NbyIqdR4/u0GpDXM2vv77ibXmqZciQqZx22kVNJu7YX7DbbaSmricqKtHbotSL9u3LWlRlZx8iJWUt33zzULkxISFROBwObrpJsG7dgkaR6+jRHYD0+wU90C3kEo4GBARZ9+/fEdCr1yS++uoejh1LIzy8cVeaa+LYsT28++4YCguzueuu1T5ppfkqJ09mMWPGQIKCwoiNPdWn3vuS7EIhykLfLr10FqtWzeSff74mJqY7AwdeC0BERFceeEB972fPvpzevSd5VDa73cq+fWsA1nj0RD6CbiEDUkoZHt5q9e7dSwkMDKZnz/PZsKFxrIO68Pff88jOTkVKSXx888mCa+pIKfnmm7uIikrkvvs2+NydSXLySgCCgsrSlbt3H8UNNywkNzeN+fOnlm5PSVlDdHT7RpNt//61REd3sEopMxrtpE0Y3ULWSE3d+F5wcPzwQYPuok+fKcyZcy6DBt3lbbHK8fffqqrbY4+l+ZSF5uts2vRfduxYzP337yEwMNrn3vvjxw8CYDBU9n0/8sghAgKCKSqC4vEsRTIAACAASURBVOI83nhjCACjRj3J0aObPf5at29fSnHxCb1coYaukMtYnpKykvx8C+Hh3QDIzs4mODjKy2KV0bJlL3JyDmK3B/ucUvBlNm78kj59rsZg8D1lDJCbq2r2uJJdiAhsNrDZYO3ajwG49NL52GzFSLnV4693z54lZGYeaHq3o15Cd1loSCkzoqI6Wg8f/ovIyPYYDEY2b57nbbHKcdll6nsrpW9VHPNlpJQcObKOnj0v8bYo9Wbx4jtrHFNYmF06rnfvK8jPTyMiwrOZq0VFOaSnbwX4w6Mn8iF0C9mJwsJjs/fuXXJLQsJQpkz5nc8/H03v3lMJCmoa3USMxjBCQ1tz+PAm4uL61nyAToPZt28ZeXlHadNmkFtCvLxJVfIXFmbz6quqSNXgwfdTXGzhxIlDGI3uCWuriuTk34mN7XT48OHNPnjf4Rl0C9mJnJy0b1JSVI+wdu3OwmQKZtmyB70sVXl69LiE5ORfvS2Gx7HZisjJOehVGaSUrF37KgMG3InB4JvZkMeP7wDg8ssXVdpntRayaNGNpcp4xIgXGDXqZb7++nLWr59JWFh8ufG5ue5t5rFv3xIyMva959ZJfRzdQi7PH+npW8nJySEoKIKpU7fz3nvxgJkRI2Z4WzYAWrYcSHLyDz7py6wL+/evIjV1KcOGveQ1GWw2C8nJv3DeefN88v0+fnwbH3/cm759/4/ExPPLvYZNm95nyZKbS59Pnbqd2NieFBVBevoWAHr2vKHcMenp/xIYmOA2+ZKTl2Cx5PtW2qOH0RWyE1LKori4PoeTk39P6NRpAiZTHP/5zzK+/XYk7dtPICFhmLdFxGoFCPBJBVEX2rQZTZs2o736Og8eLHFt+t5iXlbWDj7/vDcAgwe/Viq/lBIpHSxZcjO9e9/KkCEvEBgYDqhFP5utiBMnkhkxYjZSRpR73S1b1r0YfVXk5R2gsDDDAWx2z4zNA91lUYGMjN0zDxxYUvo8MXEE48Z9wy+/XEF+vvf7LxqNgdjtVVft0nEfgYGRAD7lrti9+3Peflvw+een0LbtCG6/3V4aN52VtYsTJ/aybt0ztGrVl2HD3i5VxiVs3vwOAG3aDPKonAcPLiUqKnGz1Feoy6FbyBWw2Yp/OXBgyfPOlkBCwkW0bDmPxYuvYPz4ld4TDjAYYkhP/8fnLDZfJDc3g7g491mFnqSoKIN581oCEBnZnQkT/iYwMIxip2t3SIgqBLR16/uMGfMtxcWV7bFDh1YwYsQCQkNP8ejr3r9/CWlpW9713Bl8E91CrswmiyVXZmfvKLfx7LPncPLkIfbt+8pLYimOHFlOu3a+1YreV4mM7EZm5mas1pPeFqVG5s9XIWqXXbaXiRN3EhjoOjLIbi+muDiLmJjTKu0rKsrgyJHltG072qOy2myFHDr0K1LKnz16Ih9Et5ArIKV0REQkvL9jx0c39+3rXGQoiv7932HTpqeIj5/oNfmsVhuBgXE+YbX5OgEBHYiLG8Pvv9/A0KHzvS2OS4qLs/jyS1VW84ILthAU1KXa74bNZkdKOxZLABUzwDdunEGHDlchpWer2aWkfEt4eMKBY8cyD3nuLL6JbiG7IDf3yOv79s3D4bCW2x4XN5q8vL3k5HivdGurVmeRlvab187vbwwePJe0tOVkZ2/1tijlsFhySU9fWaqMzzzzU6Kietd4nNWai8EQAJTXxkVFGezZM4tTT32szrJIKSv9Vqrj33/ncvz41gfqfCI/QLeQXSCl3BMT0zcvJeWnsISECU57Amjf/mo2bHiMwYO947o4dmwTRUWZuoXcaITSqdPNbNv2Bv37z/G2MKXs3PkO27Y9SmLi5QwYMA+DwVSr78Tx4zsRIpCiIspZyCtWXE7LludgNLardp6UlI+Ijx9PUFBs6basrHVkZPxBUlLNNcRPntxPVtZGAN/rhdUI6Aq5CrKyNt6VnDxnbkzMhHLb4+On8ddf4ygs9E6H3h07nsRoDG2QQk5PX4yUFtq0mVDzYB0SEm5m2bJOdOv2MoGBTaN1U0rKpwD06TMfi6V230MpJStWjKBbt6fLdSkvLj7GsWPLGDas+toVmZl/sH79dQwbtpnw8DKFHBzcn8TEfrX6Tv7778eEhLT4b3Fxhm5SuEB3WVSJ/CoraxVFRUfLbQ0L64XVmsWxY40fz263FwIwaNCSGkZWT2zsOQQH+1aHbW9iNrchNnY4aWnfeluUUsxmVbO4LkZBauosALp0KV+Ufvv2u2nd+gLCw12XdN28+UZ27Lif0NDO9Or1DmFh5V0jQgiEqFmVSOng4MGPOHEi1XvZPk0c3UKuAillfkxMr2X7988b2aGDs7tLkJBwE3v2vEBExPmNKtPJk4cwmSIJCRncQJeFmaCg03W3Rx1ITHyQbduuIjZ2CgZDoLfFISpqLJmZKzhx4ghmc/kU54KC/Rw6NIukpBdLtx058inbt99K//5rsFgCSrdbrdmkpX3PwIFVh1JmZv5JWFgfII64uNvKhdLVhczM5ZhMQblSyk31m6H5o1vI1ZCVtX364cNzKzWE7NDhAfLzt2K3N7ZGc2CznaCoSF+cbmyio4cRGtqDlJTnvS0KABERKnFDysrVf8zmBGL/v707j2+jOhc+/nskWbLjOM5ishECCfseEqAUKKUNTUPghVIo4ba0l1uWQilvKUsvpZelLZQC975QukGhUNqyFlq4lwKBC2Ur+5oEmo2EQMieOI7j2JI887x/nDGWFcmrZI3s5/v56GNp5sycM8fSo6MzZ87UdRwa+e67/8qOO17M8OEdL/hYuvQqxow5herq3fPmdfDBL7PPPn/oc5k//vh2mptXXtnnHQ1g1kLu3EuqXuvatS/GamsPy1g8lurqA1i9eg7ZfcyF5vspGhqeobV1EwsWzGbcuHNRtWFvpTB58q954429GD/+8m79RC+mjz66I3g2YZv3gu9DQ8O7VFUdioiQSq1zKSf8pEPalpZlrFx5J9OmvdfF+2lon2d9S6frWb/+UTyvySaj74QF5E6oqiYStT9aufL2nyQSh3VYl0jsx7Jll1NdXbyAXF//EEuWnNBhWU3NcSST5XMp70DS0LAQ1VZaWmSbMbz9LRp1N1rNdbUdVDBixFmfdC0kky1Eo8NIJuMdyr18+f+jru6b+P7oon/Br1lzNzU1E1+vr5+7sbg5lTfrsuhCKrX5tvr6v+B5WzosHzHieJqb5+J5jUXJd+HCmZ8E47q6s5g6tZEDD/SprZ1RlPxM13w/BfTsRFqxrFp1FRMmdO/u6L7fGLx/27vempsXsnbtLxk79sIilbCj9etvZ9OmeZf2S2ZlzFrIXVDV1cOH7/7mqlW/n1pX951Plsfj0xky5DOsXn03o0Z9q6B5btnyLJs3zwFg3Lgbqav7bjDLmymlZLKZoUO/WPLuonR6JQDx+MHdKsv69Y8xYsRpHVrTy5dfwKhR5+N5Y/C8YpXUaWp6Ec9bnQKeKm5O5c9ayN3Q0LDorHXrrsH3mzssr6s7n40bb97mpF9fpNMrWbbsSGprv8a++yp1deG60epgVlm5L83Nr6Fa5AiWRyr1AWvX/pQlSw5mzJifUF19RLe287x6IpH2Wd1Wr76UxsZHGTv26mIVtYM1a64gnV5/ns3s1jVrIXeDqr4xbNjUxevW3bLrqFHnf7J8yJDj8P0f0NAwh6FDZxYkrwUL3ATg48b9sexvGTTQxGL74HkNpFJNRKPDut6gQNLpFSxZ4vqMhw8/hwkTHqKq6sAevD9q2LDhakRq2Lz5XlKpxYwb93t8fwh+kUPk1q3PkU4v9nw/dUfXqY0F5G5qbHzrK1u3rnq7qupMIpHqYGmMIUNOZv36m4jFChOQ22ReSWXCQTUNeCSTcSL99Nsynf6AFSsmEYmMZcKE94hG3V3Qe9JtUl19MZ5XQWPjXxk58tdUVn4WkeLf5EBVWbPmMlpbV52prvJMF6zLoptU9Z3Kyh0Xb97ccQrXYcMuoLn5MTxvTYFyqug6iSkJkQQAqdRb/Z73yJFXfxKMe0okQm3tBYwf/zxVVUch0j/vsZaWp/G8jz3fT4Xr9u0hZi3kHmhqeuWE5uZl8+Pxs4lE2uabHUFFxeFs3HgLNTWX9zmPMWMaWbOmkvr6+6mqOrnP+zOFJTKCpqZ3gE/3S36trSlERhKLnVryk4k9oaps2HA56fTSb2iuq1dMTtZC7gFVfTeR2G1RU9MvOiwfOvQitmy5oiAn9yIR1wrbtGl2n/dlCq+y8iR8v/+ulGxsvJTq6u8hUvrLtXsimZyD6kYP9L5Sl6WcSCFHCAwGIrK7SN2C2toliNQCrjWwaVOEoUOfpaKie2e+O5NOv8iWLYcxfHgaEfsREyatrW+zZcuR1NS8SjS6W1Hz8rx5NDZ+ltrajxGpKmpehaSqNDZ+Cs97/WRVv7S32Ckz9mnvIVVdOGTIPs9t2XLjERUVVwRLhYqKG9i69VISiRc63b57ebjZtJqb5xGJHNDn/ZlCmkIsdh2bN+9OZeVaRLYrSi6e9xCp1AnEYleRTJZPMAbwvEeIRNY3ep4+WOqylBtrIfeCiOwCoxZXVi5GxJ1oUV1FS8t4Eon3iET27NP+Pe8J0ukrSCReDMVVYWZbyeSRRCKzqKgo/I0vWltvJZ0+i2j0u1RU3FBW7wFVJZmcCsz9su97fy11ecqNtZB7QVWXVFfv8mhz8/WzYrG22b/GEYlcRTK5FxUVvf+SU52P7z8MjMbzyueDOPichOc9gEhhA7Ln3YDvX0AsthCR3Yp+FV2h+f5fiUa3bmlt9cMzeXQZsRZyL4nIRBi1HJ4H2qYu3AhsB8wF9u7lnk8D2kYJldmncVCZDxwDfED2/en6ts/9gVuBbxZon/2pEVf+5TNUtW93URikbJRFL6nqhxUV3kVwBtB2udNI4ELguj7s+b/6XDbTH/YG4sCzBdrfIuBY4E7KMxgD/JB4fLtXLRj3nrWQ+0BEIhUVe65Jp8+sg3OCpVuAqcBvgOm92OtLwOeD582dJTQldwvwF2BOH/fzW+BK4Ke4X0jl6B/AqQqr61TVptjsJQvIfSQie8DIf8JzQNt96h4HLsG9SavzbgspYHXGduB+9m0fPN9c4NKawtqC+1819HL7FHAZLqD/Edi38+Sh1QIcBiw5SdW3kRV9YF0WfaSqC+LxETfAd2mfb/aLwG5AV7NpvQfsAyzMWFYDHAD8pNBFNQU3Htixl9u+A3wOWAI8TfkGY4BrqaioWWzBuO+shVwAIlIRieza4PsXVMEpwdJXgJnAu7gPbj4jcCcCF2UsuwVYANxQjOKaghkBfAG4v5vpPwI2Ab/DdXX8GPhXCndSsBTmAScAG8ap6upSl6bc2bC3AlDVtIgcDpe9AYcDo3Gt3JOAnwH/2cnWxwMP40Zm7BEsWwKMwf2kNeFVAzwJrANqcV0YKeB24Hrc//AQYCiuW6IB996YiWsVTwTKeRK0NHAuIo2n+74F40KwFnIBVVbucWcyues3XAsI4GPcib3HgZ3ybKXA2OD5LsCRwG3AzsCLRSurKYQjaO9uOgx3zgBgAq7Lqhn4Eu7Ldj9ccN6DgeMmYrGHV7W2zt9eLZAUhAXkAhKRKpGJDar/UQGzgqU3AkuBmzrZcj2uDzpzCNWNuBa2CbetuHHDKdwQyOGUdxdEd72P+7Kpn6SqH5S4MAOGBeQCc10XY56HJ3Afzk3AV3H9wbt3ui1cC6zFxiKbcPOA2VRULLw4lWrorD/O9JCNsigwVX2hsnLovfAd3Bt3OO6kxwwy7/qb2xnAA7i5du0qPRNW1xGLNa1JpzfbWecCsxZyEYhILJGYtCiZnD4J/h03TnNf3MUjF3Sx9VbcNscDRxW3oCX1KjCMgdWnOhj8D/CfPqwco6rrS12agcZGWRSBqraKyEGRyCOrfH/3Cvg/uD7l3wCn486655PAndB7EzdOdaAaBozCfgmUk/dw4+Prp1owLg7rsigSVd3g+6sPdJfDzsf1C38ZN9dFV79KhgJvF7mEpbYrbu4PUx42AN9BpPlfVPWdUpdmoLIuiyKLRiu/4vsj74d7gCHAwbirux7JSvkhbvawaiCKG8d6aH8W1Zg80sCZVFauv625+YMzS12agcwCcj+orJz4m2Sy7mzXZbEBF3j/L+4qrUzTgr/P0nm3hjH96WfE4+8sTqUW7aGqftfpTW9Zl0U/SCY/Ojca9Va5K/bGAt/CjUtuzEr5cvD32P4sXki8geujNOHyV+AVP5VadJAF4+Kzk3r9QFV9EdlDZNNG1T9H3Ym9xbjJh35E+7/hkOBvI26y+9r+L2zJ7IIbs20n+cJjLvAroH4vVe3tlHamB6zLoh+JyK4wYpE70bc77fMe/xtuDPI/gO/j5sH4Oa4v2ZhSWAucCWw4RtV/tNSlGSwsIPezSCQ6U3X4Y677YiNwUbDmd7iRB/+LmwUM3BwYQ/q/kGaQqwfOp7Jyy1XNzWsvK3VpBhPrQ+5nvu89LtJ0igvEI3EtY3DdGIq7GOSwYNmNJSihGdxcMI7HY3e2tKy7vNSlGWyshVwi0WjiZN+vvs9Nz/mtjDX/G/y9CKjD3XnEmP5QD1xMItF6czK54ts2g1v/s4BcQu1B+afAclxwBjd37gbcpESjcGOYjSmmeuD7JBKeBeMSslEWJeR5yfsjkUpR/cG9rt+4BjfC4ou0XziyAViFC8zGFMMm4NIgGH9swbiErA+5xHy/5T6R5L/A5bhhcG0XhBwLXBU8t8+HyebhAmlfuWAcj1feZcG49KzLIiRc98WQ+9xdiC8Mln4PNw/GAtwscZNLVTxTVOtxd5fZvwfbLMTNmDcTd0/G3tgEXEY8HrszlVr6bxaMS88Ccoi0B+VP4fqRAfbEjbz4Be4O1Zfg5rswA8cduCs4j+7hdvVAFVDZizw3AZeTSPjWTREiFpBDxgXlqvvcKIvMIaB/BL4ePL+v/wtmBpB1wM+CYLzSgnGIWEAOoUgkcoxqzSNwMu6Gp+Auq/4mcBYuUO9ZquKZsvHV4O9dtN/n75/AL4jHuSyV2nS1BeNwsYAcUm7ui+3mqu5f0T42GWAv3CQ8N2DzCZv8/gQ8GTz/He4y/KeAh4HGGar+k/m2NKVjoyxCSlUXqK4bHYl8uKHjbY7aZkT7XimKZcpG23mGS3GjdG4HnvJh8y4WjMPLWsghJyLReHzne1KpTV9xY5Iz7YK7/14Ud6b+ceDpYN1N2JzKxp28+xXRaORDz1u8j6pmz/lqQsQCcpmIRBJfVY3fBdNxPzszXYK7C8mFuJuktrm1v4pnQmkZ8Bvi8WG3plLLz7b5jMPPAnIZEZEpMPJNmCod+5XB3Uj183Tsyri5/wpnQmAu7nZL04CXgAeBphNU/YdKWizTbRaQy4yIbBeL7fBea+vQOnfGPNMuwGn0bWL7pbhxreOD1x/jukP2Air6sF9TfOfh5tKuBeb7sH4/VX23xIUyPWABuQyJSEVl5fh7Wlq2nuhGWizNSjEaN8H4hcAOPdx7Pe5cb1tQPz9r/Q20D6EKqzVAC64bZzD5GLiHeJwPUqkV01R1Y6lLZHrGAnIZE5HpMPIJ2CkCb+ZJ9V8FyGkh8Nvg+Q+BRbTfbiqMtgI+g+ekZituiNvLRCKtZ/t+y29tfHF5soBc5kSkOpGY8IdksuHLrh/5dVzAbHNdgXP0cC3kfCMmP8Td5aSuwPma3JYDf6aiour9dHr5Eaq6stQlMr1nAXmAEJFDRLZ7XrUuBscDw9rW9HNJVuK6SzzcySVTHEngCdyJvKaTQR+wVnH5s4A8gIhIIpEYe1Myufks+AJwIKXp71VcoPCAKdj1R4W2BHiIeLz2zVRq+QxVzR6gbsqUBeQBSET2FRn7mmpVwrWWS3GJdQr4b1xf84QS5D8QNeMu/lkKbD5a1X+8xAUyBWZ3DBmAVHWeiAyNx4f/Ryp1yxVuOs9DgEQv99iIG/LWk2keFTfSoQrXUja95+N+cTxNIjHssWSyYbZdcTcwWQt5gBORnePxHR5OpTbs7QLzNDofT/wkLgBMp/37+jpcUN0e+EYxi2s68HFzl7xAJFLV5PsrZ6jqi6UulSkeC8iDhIjsHYns9LTvrxvtAvMUtg3Mq4A/4Lo4TsW1bts04iassf7g4lPcXWJeABJpWDUT+LudtBv4LCAPMiKyv8ik51XX1bhujP1pbwnfDXwEjMFdXAHwGeDQ/i/ooKS4IYsvADGF1UcDT1ggHjwsIA9SIjItFtv+b62tm8fAQbjbQykwD3gmK/UpwLh+LuFgorgTdS8hQlp13QnAoxaIBx8LyIOciHwqGh33N89rGuUC8+7A/bj5KzJ9B+uu6C4fV3+NQA3uUvZcFHdhx8uA58PGE0EftkA8eFlANgCIyOEi4+eobhwCu+IuPFiUlercEpSsHGzFzQGSb1K1c+j4ZdaImxhqARBX2Dgb9EGbHtNYQDYdiMikaHT8NZ7XMNsNc8t1zcGXcLeeHwyjJhtxLdm2Kx+TuCsRP8IF4Q9zbPMV4M85lo/HXckIkcikBb6/7GvAW9YiNm0sIJucRCQKTI9EJt7l+6vq3LC37AbcGNyt6+P9Xj5HcWWKApuDclTgJtsBV+Z0sH4rrvvgw2DZZNwoktZgGw8XfIfjLmppBl6j40x6EjxG4gL0dsCIYB8p2m+1tRWYg7u78zZ+CfxYVXOuNIObBWTTJREZKTLkbFXvatdCzGUIMJvi9DN7uJONbwT5tN0VJYILyFNwU0824S5Gyf7iiORYli2BC9SJYB9DcIF8MvB2kKYOOIr2+9Vl8nHB+9kc6+LLIfUFVV3cRSHMIGcB2fSIiBwAlU9ASxfTuZ1K3+bRUFzL8z3c3A1bO0/ODrhW65DgbxWuxRzHdbuMwrWEfVzAXRmsa9tvE66LZgdcS7o7ZVfcBD9rs5YLInUNqutOAp62vmHTXRaQTa+ISBw4VCTxM9Xkp/KnPI6ez0vcihvpUY0LlG0+i7taMAy24L4o2u4CHiMWq/1Ha+uGa4Fn7NJm0xsWkE1BiMg44JhIZIdLfL9+ZxewMn2JrufC8HDdEhtxgTidse4zlDYYt53MW427aKYVqGuCFecCT6nqihIWzgwQFpBNUYjITsAvgGM7rhmHm/1tGK5rIPPy7bdwrU5wt1/ygEm4vtwh5O67LbS2k3uNuBOFm4PnTUCdwrpLwHsMmG+jI0yhWUA2RSciEeDHwIEQfxtGXwCNFa4V3ZOZ4L5cwFIlcfm3BdzG4HUzLvDXaCTS/Cffr38CN2B4nqrmO6NpTEFYQDYlEwTqg3BXnEwB9t02VRVuvHNF8DfzkblMcN0IrbiujtasR/ayCK5ve2ga1l4DqTdxV2ssU9XMvhJj+o0FZBNKIlKJ69Ooob1/Y1jmMhEZVllZOTKRSIwUkVgqldrY0tKywfO8zL6GzCZw5rJm63IwYWMB2RhjQsJmizHGmJCwgGyMMSFhAdkYY0LCArIxxoSEBWRjjAkJC8jGGBMSFpCNMSYkLCAbY0xIWEA2xpiQsIBsjDEhYQHZGGNCwgKyMcaEhAVkY4wJCQvIxhgTEhaQjTEmJCwgG2NMSFhANsaYkLCAbIwxIWEB2RhjQsICsjHGhIQFZGOMCQkLyMYYExIWkI0xJiQsIBtjTEhYQDbGmJCwgGyMMSFhAdkYY0LCArIxxoSEBWRjjAkJC8jGGBMSFpCNMSYkLCAbY0xIWEA2xpiQsIBsjDEhYQHZGGNCwgKyMcaEhAVkY4wJCQvIxhgTEhaQjTEmJCwgG2NMSFhANsaYkLCAbIwxIWEB2RhjQsICsjHGhIQFZGOMCQkLyMYYExIWkI0xJiRiPUksMlohBUjw+GRNF39zPe9Omu7uszf5FmOf3cmr/blkLBJpf2Suy/ybuT5zWa7nfd1nX8tRqH32ZBtU3SPX88xlba872yY7fVfbdGefhSxHX/bZ1TYZtJfPO+6l89f51pVim2LluQrmqOpMutCjgOyC8ZFANOMBrqGd+bq76yN5luXaR2fru5NPV+XK3CZXuXpzLPm3EYkQC2o/Fuv4yF7W09eDcR8RfGhtdQ9of55vWU9fD6J9aBCU/YxH9utcyzJfe8Fr7cY+vIx0Pd1nvm16sk/tIk139tlZPgBXQh3dYF0WxhgTEhaQjTEmJCwgG2NMSFhANsaYkLCAbIwxIWEB2RhjQsICsjHGhIQFZGOMCQkLyMYYExIWkI0xJiQsIBtjTEhYQDbGmJCwgGyMMSFhAdkYY0LCArIxxoSEqGZPr9xJYpHH6ea8ngVUB6zv5zzDzupkW1Yn27I62Vap6mR9dyao71FALgUReV1VDyx1OcLE6mRbVifbsjrZVtjrxLosjDEmJCwgG2NMSJRDQP5tqQsQQlYn27I62ZbVybZCXSeh70M2xpjBohxayMYYMygUNSCLyB4i8pKIJEXkok7S3SUiC0VkvojcLiIVPcxnpIg8KSKLg78jstYfJCKeiJzU22MpJBE5UkTeFpF3ReTZPGkmicgrwTHdJyLxHuaRc3sROU1E1gX5vy0iZxTimHpKRGYG//MlInJJjvWJoNxLguPYqQB55quTgufVVyIyXEQeEJEFIvJPEfl01noRkZuCMs8Vkak93H/e7YPPStv7478LdUx9EcSFtSIyP8/6rwXHMVdEXhSR/XuRxw+C+lgoIl/MWhcVkbdE5JHeHkO3qGrRHsBo4CDgauCiTtLNAiR43AOc08N8rgMuCZ5fAlybsS4KPA08CpxUzOPtZlmHA+8BE9vqKE+6+4FTguc396JOcm4PnAb8ssR1EAXeByYDceAdYK+sNN8Gbg6enwLc14P9nwZc2YM66XVeRayjO4EzgudxYHjW+lnAY8Fn5hDglR7uP+/2wJZSH3+O8h4BTAXm51l/KDAieH50L+pjr+B9mAAmBe/PaMb6C4C7gUeKeZxFbSGr6lpVfQ1Id5HuUQ0ArwITAESkOvhmfC34Xtt/MQAABmpJREFUdjo+zy6Ox72BCf5+KWPdecCDwNq+HEsBfRX4i6p+CK6OshOIiACfBx4IFn1yTCKynYg8GNTJayJyWE+2D4mDgSWqulRVU8C9uP9hpsz/6QPA9KBVFxWR64Njnysi3+pOhl3USc68enVkBSAiw3AB6HcAqppS1U1ZyY4H/hB8bF4GhovIuGD7izPq50d5ssm7fRip6nPAxk7Wv6iq9cHLlwliCICInCoirwYt/ltEJJpjF8cD96pqUlWXAUtw71NEZAJwDHBbgQ4nr1D1IYvrqvg68Hiw6IfA06p6EPA54HoRqc6x6RhVXQUQ/B0d7G974ARcaygsdgNGiMgzIvKGiHwjR5pRwCZVbQ1erwC2D57/HLghqJMTyf0m6Wx7gBODD+sDIrJDXw+oF7YHPsp4nV2+DmmC42jAHdfpQENw/AcBZ4rIpG7k2Vmd5MurVCYD64A7gobIbTne9znrUERmALvigskUYJqIHJEjj87+B5Ui8rqIvCwiYfoi767Tca1/RGRPYDZwmKpOATzgazm26aw+bgS+D/jFKnCbWLEz6KFfA8+p6vPB6xnAcdLe/1wJTAT+2c393Qj8u6p6JWzwZIsB04DpQBXwkoi8rKqLMtLkKmzbcJijgL0yjmeYiNSoamM3t/8f4B5VTYrI2biW4ed7dyi91ln5ukozA9hP2s8H1AK7ishm4Klg2UggnhFMvg6s7iTP7pSnP8VwP8/PU9VXROTnuK64yzLSdFY/M4C3gmVDcQH6uay0nR3zRFVdKSKTgadFZJ6qvt+7Q+lfIvI5XEA+PFg0Hfd5ey34zFSR+9dyzvoQkWOBtar6hogcWfgSd1TwgCwi5wJnBi9nqerKbm53BbAdkPkTVIATVXVhVto7gAOAlao6C1gjIuNUdVXws6utwg8E7g3+EXXALBFpVdWHenl4vZJVJ/cDj6tqE9AkIs8B+wOZAXk97idkLGixTQDa6jECfFpVm7PymAOMAV4P8sq5vapuyNjsVuDawh1pt60AMlvmmceXnWaFiMRwgXcj7j1xnqrOybHfKeBOXAI7qeqVbSuCLoh8dZovr1JZAaxQ1VeC1w/gAnJ2mlx1KMA1qnpLZuLsz2Un29P2mVXVpSLyDO6zFvqALCL74X4xHp3xPhfgTlX9QVbaE4ArgpdnkL8+jsM1CmfhGoTDRORPqnpqUQ6imB3UGR3iV9L5Sb0zgBeBqqzlPwV+Sft46QPybH89HU/qXZcjze8Jx0m9PXEtuRgwBJgP7JMj3Z/peALq28Hzu4GLM9JNyZNPvu3HZaQ5AXi5BHUQA5biTp60ndTbOyvNuXQ80XZ/8Pws4CGgIni9G1Cdte1p5D6pl69OcuZV4vfJ88DuwfMrgeuz1h9Dx5NyrwbLZwCvAEOD19uT48RxJ9uPABLB8zpgMVknXEtYJzuR/6TeRFy/76FZy/cKjmF08HoksGOO7fem40m9pWSc1AvSHEmRT+oVuwLH4r55NgObgufDgnWPAuOD5624b+C3g8flwfIq4BZgHi5w5awMXH/fU0HFPwWMzJHm94QgIAdluRg30mI+cH7G8sw6mYw7wbkkCCSZH5L7gLnBPm7Ok0e+7a8B3g3efH8H9ihRHczC/Sp4H/hhsOzHwHHB88qg3EuC45gcLI/gvqjb3hN/B2qz9n0auQNyvjrJmVeJ3yNTcL925uK+gEYAZwNnB+sF+FVQf/OAAzO2/W6wbB7wErBzjv3n3B43WmFe8P6YB5xe6roIynUPsAo3QGAFrlsisz5uA+ppjyGvZ2w7O1g2F3gDOCRPHj8M6mMhrpWdvf5IihyQ7Uo9Y4wJiVCNsjDGmMHMArIxxoSEBWRjjAkJC8jGGBMSFpCNMSYkLCCbAUVEHheRTUWflcuYIrCAbAaa63GXShtTdiwgm7IRzP73NxF5R9zc2bOz06jqU0Bjjs2NCb2wTS5kTGdm4uYvOQZARGpLXB5jCspayKaczAOOEpFrReQzqtpQ6gIZU0gWkE3ZUDdF6TRcYL5GRK6Q9lsNHVfi4hnTZ9ZlYcqGiIwHNqrqn0RkC3CauknHjRkQLCCbcrIv7q4xPm7Wr3OyE4jI88AewFARWYGbrSzX3MnGhI7N9maMMSFhfcjGGBMSFpCNMSYkLCAbY0xIWEA2xpiQsIBsjDEhYQHZGGNCwgKyMcaEhAVkY4wJif8PxVN6IGq75MsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_title_fontsize_smaller.png', fontsize=8)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4299bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_title_fontsize_smaller.png')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_title_none.png', fontsize=0)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_title_none.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**So, an image with a bigger or smaller title is more similar to the baseline image, than an image with no title at all ... again, this is kinda encouraging**\n",
"\n",
"**Now, let's change the line thickness and style of the coastlines to see what happens ...**"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_default.png', lw=1)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4099bc42ff1c00ff = 0 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.0\n",
" = 0.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_default.png')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_thinner.png', lw=0.5)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_thinner.png')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_thicker.png', lw=1.5)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc9c1 = 3 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 4d0e97978e4d3108 = 1 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4299bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.833333333333\n",
" = 1.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_thicker.png')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_phat.png', lw=3)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5659e96c19a9a61 = 2 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c45c9c1 = 4 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 4d8e93938e4d3108 = 4 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4299bd42ff1c00ff = 2 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 2.0\n",
" = 2.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_phat.png')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_dashed.png', linestyle='--')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4099bc42ff1c00ff = 0 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.0\n",
" = 0.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_dashed.png')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"coriolis(fname='coriolis_coastlines_dotted.png', linestyle=':')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_coastlines_dotted.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**The phash algrorthim seems to be pretty reasonable in its ability to detect change. Whereas the whash algorithm is quite extreme in its sensitivity (of detecting whatever?!), and the remaining algorithms are the polar opposite and less sensitive than phash.**\n",
"\n",
"**Let's play through some more scenarios, since we're in this space ...**"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"baseline = Image.open('coriolis.png')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"from PIL import ImageChops"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Offset the image in the x-axis...**"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4099bc42ff1c00ff = 0 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.0\n",
" = 0.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 0))"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3e799ff = 1 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444ccdc3c3 = 1 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42f71c00ff = 2 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c3c181c1e380ff = 4 (hamming distance)\n",
"\n",
"Average hamming distance = 1.33333333333\n",
" = 0.8 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 1))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3e799ff = 1 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96c19a9e61 = 2 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444ccdc3c3 = 1 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97938e4d3108 = 1 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42f71c00ff = 2 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c3c181c1e380ff = 4 (hamming distance)\n",
"\n",
"Average hamming distance = 1.83333333333\n",
" = 1.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Offset the image in the y-axis...**"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 4099bc42ff1c00ff = 0 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.0\n",
" = 0.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 0, 0))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3e799ff = 1 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5659e96c19a9a61 = 2 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0299bc42f71c00ff = 3 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 1.0\n",
" = 1.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 0, 1))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3e799ff = 1 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5659e96c19a9a61 = 2 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c1 = 1 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0299bd42f73c00ff = 5 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e380ff = 2 (hamming distance)\n",
"\n",
"Average hamming distance = 1.83333333333\n",
" = 1.8 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 0, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Rotate the image...**"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA35717C950>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.rotate(1)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5659e96c59a9a21 = 4 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 0000004ccccbcbc3 = 6 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - cc0e96978e4d318c = 6 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - c119bd427f1c01ff = 6 (hamming distance)\n",
"whash : e7c38181c3e700ff - 76c3c1c1c3e7807e = 8 (hamming distance)\n",
"\n",
"Average hamming distance = 5.0\n",
" = 4.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.rotate(1))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA3949A65D0>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.rotate(-1)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e5609ed6c19a9e61 = 6 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 800000444ccdc3c3 = 2 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 8c8e97978e4d3188 = 4 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 8398bd42fe1c807f = 9 (hamming distance)\n",
"whash : e7c38181c3e700ff - 76c3c1c1c3e7807e = 8 (hamming distance)\n",
"\n",
"Average hamming distance = 4.83333333333\n",
" = 4.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.rotate(-1))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Now, let's try various filters to distort the baseline image in different ways...**"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"from PIL import ImageFilter"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA357338B10>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.filter(ImageFilter.BLUR)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 4d0e97978e4d3108 = 1 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.333333333333\n",
" = 0.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.filter(ImageFilter.BLUR))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA35752A710>"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.filter(ImageFilter.CONTOUR)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - e7c3c1c1dbe781ff = 9 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e8659696957a9159 = 16 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000044cc4763d9d8 = 18 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0c062b33120d2908 = 17 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0018047e6e0000ff = 17 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 12.8333333333\n",
" = 15.4 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.filter(ImageFilter.CONTOUR))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA3576CFFD0>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.filter(ImageFilter.SMOOTH)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.filter(ImageFilter.SMOOTH))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432 at 0x7FA3576D3E10>"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.filter(ImageFilter.MedianFilter)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash : ffc3c3c3c3f799ff - ffc3c3c3c3f799ff = 0 (hamming distance)\n",
"phash : e1659e96e19a9a61 - e1659e96e19a9a61 = 0 (hamming distance)\n",
"phash_simple : 000000444c4dc3c3 - 000000444c4dc3c3 = 0 (hamming distance)\n",
"dhash : 0d0e97978e4d3108 - 0d0e97978e4d3108 = 0 (hamming distance)\n",
"dhash_vertical : 4099bc42ff1c00ff - 0099bc42ff1c00ff = 1 (hamming distance)\n",
"whash : e7c38181c3e700ff - e7c38181c3e700ff = 0 (hamming distance)\n",
"\n",
"Average hamming distance = 0.166666666667\n",
" = 0.2 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.filter(ImageFilter.MedianFilter))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Okay, so I think that's enough playing around with imagehash. I think that this notebook gives a reasonable indication of its capability and behaviour. Note that, the hashes (for the default size) where calculated pretty instantly ...**"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1 loop, best of 3: 489 ms per loop\n"
]
}
],
"source": [
"%timeit hash('coriolis.png', baseline.filter(ImageFilter.MedianFilter), output=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Given all of the above, I believe that imagehash could provide us of a way to make the Iris check_graphic tests more insensitive to matplotlib changes, by extending/replacing the current implementation of check_graphic for \"similar\" images, rather than toleranced RMS checks. That suggestion is totally up for team debate, which I encourage.**\n",
"\n",
"**If we do adopt imagehashing we need to figure out some finer detail, but it does provide us with the opportunity to keep a baseline image, from with we create a bashline hash. We then have the option to control the hamming distance difference from that hash that deems images to be classed as similar. It also gives us the option to associate more than one hash to an image, which we agree represents suitable \"similar\" interpretations of an image. The benefits of this is that there is only one image (heavy weight binary blob with regards to git versioning changes) and one or more hashes (light weight with regards to versioning changes)** "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"----"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Reference for average_hash, phash, phash_simple http://www.hackerfactor.com/blog/index.php?/archives/432-Looks-Like-It.html**\n",
"\n",
"**Reference for dhash and dhash_vertical http://www.hackerfactor.com/blog/index.php?/archives/529-Kind-of-Like-That.html**\n",
"\n",
"**Reference for whash https://www.kaggle.com/c/avito-duplicate-ads-detection/**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.15"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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