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@bjlittle
Created May 23, 2022 09:16
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updated - explore imagehash
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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": {
"needs_background": "light"
},
"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=16, output=True):\n",
" im1 = fn1\n",
" if isinstance(fn1, str):\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, str):\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}:\\n {}\\n {}\\n hamming distance = {}\\n'.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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 0\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" hamming distance = 0\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 0\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 0\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 0\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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff36ff00ff00ff81ffe3fffffc081ffffffffffff\n",
" hamming distance = 5\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565789e1e9696e17a9a699a5861a779a1c57a3696a596e2783e18e51e1a61\n",
" hamming distance = 12\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000000004cc34cccccc3cc33cd34cb0ccb0ccb0dc34bc343\n",
" hamming distance = 10\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008c810f4023a259e2d4d065d255d221a10f600e0240b170312d300001292\n",
" hamming distance = 6\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 06200810018813e42ff00ffa1000100a2c1a2ff437ee018000007ffe05a42a5a\n",
" hamming distance = 14\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 01c0000000000000f007e007e007e00700000008000c02cc8001c043f0cff0cf\n",
" hamming distance = 58\n",
"\n",
"Average hamming distance = 17.5\n",
" = 9.4 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" ffffff7ff81ff80ff00ff00ff36ff00ff00ff81ffe3fffffc081ffffffffffff\n",
" hamming distance = 6\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a165689e1e9696e17a9a699a7861a779a1c57a3696a596e2783e18e51e1a65\n",
" hamming distance = 14\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 00000000000000000000000044404cccccc3cc33cd34cb0ccb0ccb0dc34bc343\n",
" hamming distance = 12\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008c810f4023a251e25cd065d245d221a10f600e0260b1f0312d300001292\n",
" hamming distance = 10\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 06600810008813e42ff00ffa0000100a2c1a2ff437ee018000007ffe01a03a5e\n",
" hamming distance = 19\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 00f000300000000030072007200720070007000f001f03ff8001c8430fff0fff\n",
" hamming distance = 48\n",
"\n",
"Average hamming distance = 18.166666666666668\n",
" = 12.2 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffc3ff81ff80ff00ff007f36ff00ff00ff81ffe3fffffc081c00bffffffff\n",
" hamming distance = 11\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565f89e169697a17e9a699a7a69a579a1c467368681c64a793e18e51e1a61\n",
" hamming distance = 24\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 00000000000000006004cd3049184cccccd3cd30cd1cc30ccb0cc94dcb43c343\n",
" hamming distance = 21\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 0330007c10f4023a259d0dcd065d275d221a107600e0061b1f0316d300c0010a\n",
" hamming distance = 24\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 00000810000817e427f01ffa0000500a281a2ff437ee018000007f7e7ffe0180\n",
" hamming distance = 16\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0c6f080f000f00072007200720072007f007f00ffc1fffff80018001fe0fff0f\n",
" hamming distance = 40\n",
"\n",
"Average hamming distance = 22.666666666666668\n",
" = 19.2 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" e007fe3ffc1ff00ff00ff467f367f00ff00ff81ffe3fffffc1c1c001e005ff7f\n",
" hamming distance = 42\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1e8617c9e1a9696a06e9a689a7c79b929a564cb3686b1c69738371cc59e9a65\n",
" hamming distance = 52\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000741cd09cd0bd583cd0a400004ccc4c33cd30cd0cc30cc90cc94bc9c3c1c3\n",
" hamming distance = 62\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 4a36487600f0023a258d0ccd064d275d261a107e08e0040d1f030d25092500c0\n",
" hamming distance = 47\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 3ffc3c1d000017e427f01bfa00085008181a2f7437ee018000013c14ffffff7f\n",
" hamming distance = 56\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" e007f017f81ff00ff007f007f007f007f00ff81ffe3fffffc00180018001fe7f\n",
" hamming distance = 71\n",
"\n",
"Average hamming distance = 55.0\n",
" = 51.8 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe3ff83ff80ff00ff007f007f007f00ff81ffe3fffffc003ea5bffffffff\n",
" hamming distance = 12\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5e160799e169697e1f91928cb1861b71da1c47f36c6d0c6da663718c19e3f21\n",
" hamming distance = 46\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 000000000000000000004431ccb34ccccc3347194ccc63ccc9cec9c3c9c3c9e2\n",
" hamming distance = 43\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021009681074063a251c25cd064d275d061a107400e02c0916db12d300001212\n",
" hamming distance = 21\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200800038814c4206000101008581a281a0e7437ec018000007ffe37be0800\n",
" hamming distance = 33\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" fffffc3ff80ff007e007e007e007e007f007f00ff00ff32f8001c001f20ff30f\n",
" hamming distance = 51\n",
"\n",
"Average hamming distance = 34.333333333333336\n",
" = 31.0 (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.**\n",
"\n",
"**So colour change, constitutes a difference.**\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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vv1+5zic6GlGTJ6Pw6FGQXu+UNooG8AKALmVlQ2OJioPl8qpUbAK3RIium0JEspCQkAUdAgKOf/H8891f/b//w5/h4cjcsAG/msKazKx0QcGVACC9Hsaiolrr02uMfgOAcyZfau7evajIyKizzJLTp7GSCCvrsOqvO3sWfnFx6FxjODMAGAoLYTQNSd49fTpydu5E6cWLTm8nGYBJAB5nTBKt1//dTa3eRkR1D5ETuDTCveCGEFGP8NDQlVO7dOn09m+/4eC0acjatKly+xSNBnLTgIfVbuJSMCP18cHkzEzITDkPrLG5b18UWIS41cXNjbi2c3btwvbRo2E0DaRQxcRg4sWLyD94EFv69Wt8xR0EA49yWCeV6nNksptKtNrfnVwlQRMRE1O6EUSkDAsLe6NrVNQ9Hy9cqOocHo7N0dHQFxZWe2QxCy4zGt3mUUYVE4M206ah+9tv17tfSUoKRh88iL+7dEGRKda2LnRFRZDXkzPBqNfj9IIFuKmsDJqjR+HfsyeyNm8GAAT27euybTcaQB+DQfa5wbCuQ2DgjgsFBTcyxnKdXS9B4xCWrptARJ3CwsL+mNOnT/uF330n2ZqQgIrc6v+zG2r8lscefhgpH3zgyGo2m5p1P//+++jw8MO19vsrNhbjLl4EAGxOSECxKTrBjFd0NKJnz0bkjTfCr1s3yLy8GnX+HcOHo9/Klcjdtg0XP/kE+Xv3wlBa2qzv4kh2AfhJoajIkkiuKysr+9vZ9RE0jBBdN8DPz++6ELX6+88eeihg7FNPYZ0Vl4G6Vy9cW2OmA2v7uSrXW1yH64jQ49NPEXP33Uj9/HPE3HVXtW0RN96I/qa423OLF+P0s8+C6fUIGjoUg7dsASQSSKTSymMMWi2O3X03tJmZKDxyBBVZWei/di0ibrwRf/j6wlDi3gPA8gEsBlAUGPhSan7+SyKHr2sjRNeFISIKDQ19Mc7X99mVa9fKg3198W/HjnXu75uYiGEnTwIAtsbHo6yOCSBdjYmNuAb3DBuGsosXob1yBQAQedtt6PXDDwCAHT17oigpCYP37YMyPBw7unWDvoFcvq0NHYBlAM75+29P1mjGMca0DR0jcA7Cp+uiEJEqMjJyzYRu3cZ9un497YyPR1Jqaq39vNq2xUiTEJnZ2a+f2whuXTCjEZc/+wzt7r0XADBo+3YAwD8xMajIzgazSHzu06kThlrkZvA0wQUAOYD/Aliv0QzT+vufIaLBjLGWZQ8S2AVh6bogRNSuTWDgtucfeSTmvgULsEmlgrGsDJ0WLYJ3+/bwjouDf9++Vo/dHh+PUjcU3Oj77kPhoUPQ7N1buS7m0UeR8M47DR5bsGcPMtesQdiNN+LMww9Ds3+/Pavq8hwH8LFcXpFGNKK8vHy3s+sjqI4QXRdDpVKNCDcaNz5SXq7sIpeD6XRQRESg59q1CBg0qN5jj9x8M7LXrHFQTe1L8KRJ6GORH+LSxx/DqNcjcuZMXFm6FFKVCm3vvhtyf3/sGzwYmhoTZHo6WQBek0pZhlr9QF5e3ifOro+gCiG6LgIRUYK//0tyjWbBcwBCAEhUKoy06OQpOnIEfr16IW35crSZM6dWGcemTUP26tUOq7M9karVMBQXI2LmTHT97jur+2j27cPBYcOquRoEVWgBvEuEK/7+688WFNwkEue4BkJ0XQAiUgxRKk/4l5d3fBiAEsC1Vn6X848/jvK0NHQxdSBd+fBDRD30UOX2f90oWqExxH/6KdrcfXet9fu7dEFpAzG6Ag4D8DOAf5XKvFPl5Z0ZYznOrpOnI0TXyRCRoq9cnjZApwu+lX/GNVotJApFrX3z//4bgXVk/DqQmIgyi5yzrQGJry+uKao+mcKpW25BzqpVTqpRE5BIEDhuHPKtzKxBCgXCZs6EevhwnLv33kZZ6iSTQR4RgYoanaaNZQ+AT+Xy0vM6XXvGWFazChHYBFcddOMREJGik5/f4WE6XfAsAHEvvYRhRiMkCgWSZ82q3K/YNORVn52NpGHDapWjTU2F7vRpyIBW9ZIUF2M3EQ60bVv5XRNXroRMKnV63Rp6Rdx+O7pt2IBhjMEnLg4yAL4dO6LH1q0YWl6OTl9/jYi5cxE+fXqDZYXPmIGhOh0GXr6MYYxhGGNNrs9QAA/pdKr2Xl5niSgMAqchLF0nQUSKsLCwP2dmZY2YlZCAPqbHZX1BAQ60bYtBVgL2d8tkgMGAwKlToUtLQ/fdu3Fq8mQU1JGQvFUhlaLtM8+g3SuvAAB228iVEnTjjZCq1cj+9lublAcAql690LPGQBVLcletQvC0aQCA5FmzkPP993XuK/HywsAyns0x9ZlnYNBoELd0KdLeeQepjz/e5LrtB/CWv3/aVY2mt7B4nYMQXSdARIqYwMAdU/Pz+99/223oaPLRHh8wAN1rTKpo5vycOcj55htHVtMlGWi6Xo916YKyFvp1B9a49vP/+ANnTfOl2aLc/SoVfPr1QxdTGsnMTz9F+D33VNv33MyZyP3xxzrLUo8ahURTPoi9EgkinngCMYsWAQBODhuGojpmKq6PfQDeUqszrxQW9hDC63iEe8HBEJEi1t9/97T8/P63AfAbPBilJ04AQJ2Cu58Ied984/QUg67wMhMwfnyTjlNfcw3aPPUU5AEBtcoyEzhpEjp8+63N6kiMoWT7diR164aMd96pJbgA0PGHHxB8002QyuVWyyresgUAwPR6SBWKSsEFgPKzZ5tVv0EAni4sDG8TEHBIuBocjxBdB0JEisiQkM23aDR9bgf3tQXPmgVV16619s3+5BMUbtqE46GhTvdPOsQHet996FtSgrBZsxA0YQJCbrkFyuBgyL29oYqJgYwIMgD6vDxcuPlm5L7/vtVyVLGx8OncGQofH8gAhNx8MzqsWIHEHTsQdtdd6JOfj9glSyADkDJjBnTZ2ch45RXkrlwJAAiZNQt9iorgFRbW7O8CAEVbt0Kq1UIGQHfiBNKfegpF//yD9BdfxGGpFIeJcCw4GNlLliDiscfQ7cQJBI4bZ7W81DvvBMlk6KfV4mSnTpXXiFwma3YdhwBYUFDQNjwkZK8QXsci3AsOwuzDnaPRjLjVNEdZ2JNPoq2F5QIAJfv34+yAAQARAqZORUEributC9XAgejcxIENh02+bUuUnTuj/apV8O7Wrdb+BatXI33hQujS06GePBmxy5fj/HXXofCPP+DVpQsiX34ZipgYXHroIcRv3QqpReRI8ogRKP63adOT9WYM2rNnccpiduKGUE+ahKiPPgKIkP7888hfsaL694uPR5ezZ3H1iSeQ9fbbCH/+eYQ/+STSnnwSucuXg2mbl2phn48PXvDxuZCVlTVYuBocgxBdB0BEirDQ0L/m5OcPn6nXEwD0NLX7ubFjUfK352bkC3nkEbR9912UHT2Ks716Vd8okQASCUgigTQ4GNLAQFQkJ4Ppasf4hz3zDEIeeAAno6Ph3bcvgu+9F8Hz5uHy3Xcj7/PP4TdpEuJqdDhq1q7FxenTAb0ecX//jYqUFKQ9/jgCZs5E9NKl1fY91aEDKi5caPD7kJcXepSVIWvRIqQ//XT9O0sk1SbXJLkcwffdh+C774YuLQ0pkydXCyfzHTUKsWvWIPPll5H97rsImj8f0Z9/DgBICg2FIT+/1s2oMRwICcGzRBeysrOF8DoAIbp2hogkYWFhG+aVlIydWVJCANDNos2TWtmAhiYjkaCbwYD8L7/E1fnzm1UEyeWIXrUK6ilT6mzP6J9/hv/06QCACxMmQD15MvynToWxqAiXp09HRWoqIj/8EOopU2AsLYXm55+R8dhj8OrXDx1Nvvasl19G1osvNur7AMDpyEjoMzIqN/lcey3CFy+GPDoa8ogIAEBFSgoujhlTXdAlErRbswb6jAykmRL+mJHHxiL6l1+gT0/H1fnzYcjORpfSUki8vVGydSsujhtn9abUEHsUCjwXEHAuKyurD2OsqOEjBM1FiK6dCQsLe3OyTvfEEwUFksQabX02PByGLA83LIiQaDTiXHw8dE1M1OPVuzcCH3oIqmHDoM/KQtYTT6Bs506r+/pOmYLo//0PAFB2/Dgu9ugBAAh69FGEm5LqaH78ETkvvojABx9E0EMPoXTbNuS89hpK/voLHa9cgbxtW5yyIurSiAgEPvggDGlpKNu/H9oDB5BoYcFqk5KgS0mB3/XXI/ftt5G/dClIqYT6llsQ+vLLAABDXh4KvvoKxtJSkFIJRYcOkAYH49KoUbWbzNsbIS++CPX06bhkGizT8fz5yu2Xxo1DicX0TY1lY5s27E29fmtWVtYYxpix4SMEzUGIrh3x8/Ob2tPH54dPMjOVMatXQz11KgAg6513ULBoEQzZ2U6uofORRUcj/tIlXOjVC+UW6RkbPK5tW8RfuQJWUYGLQ4dCe+CA1WnZzdS84VmKpzQoCEFPPYWQJ58EAKTNno3iv/5C+0OHIG/TBgC3SBXt2+OMWg2jaZRczTLro+Dbb6H55huUmqIRLFF06QLV0KHwnzMHFWfP8pVEyHriiXpvygH33ovIT3gum0vXXYd2Fu4TazeHxvBe9+4Vv2ZkvJ+VlfVUswoQNIgQXTtBRF3iwsN3rTQa/fuY/jhle/bgyuDBTq5ZdSQREZCFhaHi2DGnnD9y7Vp4DRyIFJO4NQaJWo3oPXtQfvw4Mm69FaRQIGrnTniZ0l3qLl7Exfbtqx2jGj8ebTduRO6CBQh+5RUkWxElUqngf9ddCLWYht2MsbgYEl9fAMDlYcOg3bEDQS+9hOAXXqi3rhXJycicPRtaO2VBa7NhA3wmTMDFTp2gnj8fQaYbh7Xv1xgMAO7q2rX4SGrqnKKiotbdi+skhOjaASIKjFarz36pVoeMvXy5cv15F/TfBr32GsjXF7mmKcnliYlgFRXQX7hQr+VoC7xGjEDbf/5B5n/+g+IavfX14f/ww/CbMwdXevdG2717kf/GG4g0pbTMmj8fhvR0lP7xR7VjJKGhaG9hNdb3W0gCA9E+L6/yc9r48WAlJTBqNIg+fryqDIkEHUxuhIrkZDCtFmV79yLA5JtOjYuDPiWl0d+rOSj79kXUgQO40r8/yg8cQAfTb1Z+9Ciu1OyYbCQaALe0aVNwIS1tKGPshO1qKwCqwgoFNoKIpFHBwX+/KJNVE9xUU5ypq1H0+utgpaWQAQjduBHe48ZBl5SEoqVLUbxsmV3PHWjKkBb+/ffQNkF0odFA2bMnQl59FV79+8Nn/HhcbtMGsvbtUbFrFwArF3ZhIQw5OZCGhCDrpptqbZe0awepjw/kfftCNXMmStavh49pdJrx5EkYTIlmLkdGIjo9HQAqBRcAFPHxAIAyixC/mAsXkGrnG63BdBPw6tQJhgMHkKpQIKaiAsqePaFs1w6GS5eaXGYwgGVpaQFzAwM3E1EiYyzfxtX2aISla2PCw8OX3m4w3PtuTk7lv83efzxboX7uOUjbt0fJ119Df/kyQr78EsWff47SX36xy/kk4eGINvXuN7aNFH37IvLAAeQ/+SQKFy+GtF07GPPzwYqa2eGuVML/hRcQ8OyzAFApzGaybrgBZb/9Vu2QmHr+M0ynA8nlVcdPnYoy0ySa9kJ1880IeP11ZAwZAqNphmj/BQug6NMH2Tfd1Oxy/wLwYkjIgfScnEGMsabHogmsIkak2ZCAgIDZvSsq7no7K6tSQa4QQQq4xavktddQOH8+DDt3QpKbC4lKBXlsrN3OR6aORO3mzQh6913EMAbVmDF17h+4cCEiDxwAAJQsXgwpAFy6BElRUeU+MpUK8rAwSOVySAGoRoyAavx4+N5yCxTR0fC5/npEHjqEGMbgO20aFG3bgoqLK3/Dil27oHn+eQBA9oQJqPjtt1r1uOrriwpTp19Fzc4/mQzMaITB5J4IW7MGbU6ehMzXt1FtIvP2bnI7lq9ejbKff0Z0Tg4i9+2DPCQExW+9BXnHjvB/4olm/z4TAczMze3XLiTkMwhshrB0bYRcLu/ThbH9qwwGSbypTdPdxMKtC+WECWBlZaho4oisxkI+Pgg5fBjMaITcYvRWzoABkHXqBO9ZsyCJjAQASDt0AMnlyOrYEUaT20bavj28brgBktBQSDt2hHLcOEgCAmDUaCDx94chLQ2S8HCAMZCMOxR0SUnQnzoF71tuAQCUrVqFir//hva33yCNi4PqjjugMk35nt2lC/T1JNVRXn89giys4NLVq+FtsixJIoFRq4XEy6vaMZp774X/smXQHTqEkqVLUfbll5B27Iiw5OTKfTLbtIHR5MJoUnuqVPB94QWo5s1D+b//wvvmmwEA6VJptUEYTcEI4C6l0rjXy+uu3IKCr5pViKAaQnRtABEFx3l7p35XVuYzxNSe2d27Q5+U5OSauRlEiDSJAysrQ9Gzz0J38CAP9pdIYLh4Ecb8fHhNmgTl9dfD66aboF27Fobz52HMy4P+2DHojh8HKyiArHdvkEoF3e7dVgVH1rs3Qg8dQu7IkdCfOQOjyeqWtmuH4B07oPnvf1HeiCHY8lGjEGLKAqZ58klQUBBkcXGQdewIY2YmpJ06Qd6hQ63j8iZOhN/ixYBEAnmXLgAAfXIyZPHxyB0xokU3OklUFJSjR0N3/DgMZ86AWUkT2hSKAdzk7689U1IyWKfTHWlRYQIhuragp7//vv8rLOx/p0VbZru5less/FasgNfMmTCkpKDkqacgiY6GcupUaL/7DoaUFPguWQJJWBj0e/agcM4csMzMZp8rYN8+yPv3R7ZEAunAgZBGRaHif/+DevVqlDz7LAxNuGlSRARCLKxTw4ULILUaEpN/ODc6GsaMDEjj4mAwx+J6e0P1yCNQTJwI+dChqPjnH0g7dQIrKEC+lRwSziQZwEy1OiO1sLCdmGutZQjRbSGRXl5T+5eXr1575gykpgxQuUJwm4W0Sxeot25FQXw8lHffDcUNNwBSKeSmWZANZ85A+8UX0L79tk3Op5gxA34//YTixx9H+bJlQEUF0IwhtGZ8liyB14MPVlun27MHJY8+CsNu6zOhB1v8/0qffx4V69bB/8AB5EdEgFmErbkC70kk+CYoaPHl7OwnnV0Xd0aIbgsgInWcj8/VzS+84BtrCkoXgts8SK2GessWaD//HOWffmr388knTYJ6/XqU/+9/0L7/PvRbt9qkXEnbtmBEQFERmEbT4P6yQYPg/cILMJw5g9LHHgOMRgQzhqJZs1BRz4wSzkAHYHxwcOmx3Nx+jDExM2gzccXQUbehU1DQt4/Fx1cKrsZFY3FdGWm/fpDPnw/lPfegfMkSGD791CFtKCkoAAAob7gBLDkZsJHo4urVpu2/Zw/KJk0CUPVnZAYDJKZcvK6EDMCHubmq/wQH/0pEXUQYWfMQlm4zUSqV117r4/PPn7m5BMZQKpU6u0rOIyQE8sceg7RvX5Tfdx+YRfKV+pA9+CAUr70G3XvvQb9qFZiDOx6pWzeoLEaYld99N6hdOxhPnIDx33/BGhFBQG3aQDptGiTx8TDu3Qv9+vVAfsvGEvgwBu2kSTBs2NCicuzFC97e7BuV6pmcnJxFDe8tqImI020GROTdxsdn1WeHDhERWRVcyZgx8PGQG5okKgqKp5+GMS0N7OLFRh0jmz0b8iefRFmfPtAtXOhwwQUAlpSEEiKUBAej/P77IRk0COTlBdn06fA+cQJeW7ZAMnp0ncdLp0yB9/HjkF57LVheHmT33w+fvDxIp04F/PyAZt6IDYcONStkzFE8U1ZGQVLps0QU6+y6uCOu9gTjFrQNDX3v0QceCImNjUUZkdU7l7RdOwAeclc7cgRlJl92o75vSAjkCxZA/+yzoPPn4XQveF4ejJ98AsvAMl1ICKQzZ0L5/vso790b0OtrHaZ49VVU/Oc/MJosUsNLL0F59iy8TKFmTKuFbt48sIICsOPHwSyGhQMA2rSB4ptvYNy0CcadO2E0p6UsLoY0KAiumlvRB8AnubnqWWFhq4ioPxOPy01CuBeaiEwm6zskLm7f1tOnJYawMMA07FLQeCQvvwzq1QuGKVOcXZUGka5eDerRA+zkSf5atw7MlN9BsmwZUF4OoylZUE0kDz4ImjEDKCsD9e0LMAa2Zg2MW7cCZWWQmZL01IQVFUHfoQPg4qk//xsebvhJq32goKDA/j2frQghuk2AiORt27Y9t2n9+nYJCQnQ1xhtJGgc0lWrwE6dgnHBAmdXpXH07AmKjQX16wfJLbcApaUw3H8/aNw4fvMw5UluCJo4ETR6NKh3b1DPnqDgYOiCg0Hdu0Nm0ZGnHzIErI4Qs6YiefVVQKeD8aWXbFKeJUUA+kRE5KVmZHRjjLmuP8TVYIyJVyNfoaGhr7765JNGxtPqi5fli4gZQ0KY0cur4X2XLWPGpUudX+fmvu64gxnPnWPGtWuZsUMH25W7YgUz3nST7cpbtIiZMV66xIze3jZviz/8/VlERMQWZ/833eklLN1GQkTBndu1u3T83DmVvG9f4PRpZ1fJtZDJgO7dgcOH+WeFAmjfHjhzpvp+kycDS5cCI0cCjYxy8BjMk1D6+fFXWhrg61u1vqm88w7w3/8Cq1YBHToAvXsDKpVV/3RLmBQdXfpXauoYvV5vG/O8leMR/Ty2ICws7KVn7rtPJZfLheCaefBBoGdP/t7fv0pwJRLeRhbhWPDyAl57DVi2DLj1ViG41hg5ki+PHAHCwvj7Pn2aX96HH/JlcDBwww38fRPnoWsMb2RkqEJDQ5fYvOBWioheaAREFNYlJmbe7Y8/Dnz2GbfqBMDUqUC/fsDMmfzz228DH38MLFkCREUBI0YA7doB/fsDjz0GXLkCDBsGXL4s2tAae/cCixcDTzwBfPMNX7dtG+DjAzTnifTqVSAuDrhwAZg3j78/fBi4+WbANEmnLejJGPqFhibIZLJher1+u80KbqWIK78RREdEvPncY495yWQy4OmnudXm6XTrBqSkABoNUFgIrF4NPP44kJnJXQhLlvBH21GjgKNHgeXLgZ9+4hm/RPvVzRtvAOPGVT1BALzt7rmneeUVFAD33Qd88gkwdCh/ytiwAfjtN+C555o+gq4O3rx82edgSMhHAHo2uLOHI9wLDUBEkUE+PrfPuP/+qkc0AQ9nOncOeOEFIDYWePZZ4JZbgK+/BoKCgO3buYXbowe3iH/4odk5XT2O8eOr3ickAEOGAHfc0fzyfv6ZL0eP5qLbtStQVgb89Rd/GgG42P/5JxAY2KxTdCXCkJCQeKlUOrL5FfUMREdaA8SFh/+waNGi226ZMwdowoy1Hs3YscBLLwEvvwxs3Ojs2rgnHTrwG9fIkdy18Pvv3GI15e5tFmlpfPnKK9zyfeIJ7pcvLq4S26wsoJkTWp7R6zGa6PTVrKwuTAhLnQhLtx6IKCrQ3/+Wm2fPBubMcXZ13IMHHuCC+9prQnBbwvnz3Ee+eDF348ycyV0211zT/DLbtAEOHQIWLOAC/O+/wLRpwIoVVR1sYWHAtdc2q/jOMhmGBwfHyuXycc2vZOtHWLr1kBAe/r83liyZctP06bwTQlA/gYHApk1cIMyJugXNh4hbpBkZwMKFPPxOLuc+85Mnm1dmaCjvsDMTFwd4e3OXxrvvVq3PyeH+XomER0FMmMA74CyPs8I5nQ4jy8vPX8nOjhfWrnWE6NYBEcUM8PW9sKewUELHj3NfmKB+bruN+wib2+kjqI2/P39q+OUXPuT8+++5FTxtWvPLHDqUR+EAvKPT15f/bo8+yjtCFy4E4uO5EHftar2MJ5/kLg8rzCsoMK7Iy7tBq9Va38HDEaJbB23atFn5mVQ6bbKfn7Or4h706sVjcJ97rmV+R0FtBg8G3n8fuP123gG2aROwZw9w993NH+gwbx4P4wO4a6FjR/7+qaeAu+7iN1Dz3Gqxsdza1mr5519+4dErvXsD5eW1ir5YUYERGs2l1JycWGHt1kaIrhWIKGpAUNCFPW3ayEnMBNEwb7wBXHcd75TZts3ZtWmdLF/OB0oMGMB9rosX83jnm2+uEsOmMncu8MgjVZ8vXeKui2ee4ef66y8eWmZtHrpjx/jyxReBtWtrbb47K4t9nZt7vU6nW9+8yrVehOhaYWB4+Bf3+fjMm2OaVBChobyHt6zMuRVzReRyYOdOYPduoI5sWwIbEB4OrFvHoxlKSniu3t27gfT0loUyBgbya7vm3HCjRgFvvsnfDx4MGGpMEjF4MPDBB/z9/fcDBw5U23y0tBQzcnMPnU5P79v8yrVORPRCDYhIkl9ePmOaZbziuHHNTkjd6rnlFm5pCcG1L5mZfCDKP/8AMTFcBMePByIjucXaXPLzrU/GuWULMHAgsGsX8N57tUcQ7t5d1c+xdCkfmWhBT5UKKsYSiSis+ZVrnQhLtwZSqXTE3LCwf76Ij69auW0bD7P591/nVcwV6dWL93g//jgPRRLYF29v7nMdNYpbl0lJPNwrOhoYPtw+5/T35xb2hx/yxDk1mT0bmD8fOHUKSEzk7onCQgDAJ+npWJCTsyAnP/9V+1TOPRGWbg0iIyOfmBceXrUiOJgvn33WORVyZe69l/tzheA6hrIyHlmwbFnVo//y5XypUNjnnBoNH9GmVFrfbh7tZj6/uT4AbgsNha9M9l8SHSPVELkXLCAi/24hIaMHhYbyGElfX2DNGt5DvHWryBlgSUAA0KULD2cS7eJYfvuN3/DeeYdHiwA83Ov99+1zvvBwHr1Q1+981118IAcAhIRU7hcAYLBKFZIKDACw1/rBnocQXQvaBgTMnx0aqiRvb74iIIAvzaE6QlyqMM0BhxUrADeYdqfVkZzMc1t4eQFffQXceSf3v5qjCmyFnx+P4Q0IqDsUMDOTZ0V76CH+uVMnHgkB4K62bSV7jcZnAYjEJSaEe8ECH7n8iVlRUVUrJk/myzFjnFMhV+bs2aokLOYYT4Hj+OCDqg6wX3/l4V2vvtqyTjVrREbypa9v/fv9/Tc3TnbsqPZ/GRETA4VUOo6IfGxbMfdFWLomiKjb9VFRYRFm6xbg2bEA/viUkmKXBNBuzRNP8KVGI54CHE12Nk/bmJjIr80vvuA5cj/+mIfxffut7c6j1TbOjaTT8Wvhxht5VjkAEoMBM6+7zuvNr7+eDuBr21TKvRGWromIiIhH5sfEVDn8zRnFXn+dLx9+mC/lcvt1Wrgb5lysRUXOrYcnwhi3KsdZ5JbJzuYdvpMnNztFYy2kUp5/obEzWJjEFr/8UrlqzhNPIDIkRPREmxCWLgAiUsSFhEyfGBvLL7CwsKqOAXPUQl4ev5BKS/mj9e7d/OXJrFjBR0eFhPAAe4Fj2bKFZx7r1w94/nluZV65wgcqPPssD3NsKePGcf9xamrTn2ZM+7f75x90CAtrT0QdGWMe/7goLF0AMpnsupvat1fJJabmsPTrmklI4EsvL55h6dprxYAJgIutcC04B42Gx8j6+3PxNUdmffklH0AxbFjLyo+I4KKblsbz7DaWr01eBPP/ae9e3Dl3rjQsLOyBllWodSAsXQAREREzb4yIkFSKx8mTPB5y4UKeTUmj4e9PnOAzs6rVPFPTxIm8A8FdUSi4VX/lSvOO9/Pj83eJyA7ncs893L8+bhwfwGMwVM21JpXy5DjNoX9/vjxwoGm/7+7dwKxZfMDGnj2A0YhJs2bhqddeuxnAIw0e38oRogtAUVExdmB0dHXLNS+vKgRGqeSDAMyYk4Ts2uXeYjNzJv9j/fIL/2N16sRFdN++xh0/eTI/Ti7nL4Hz+O03Hqt74AAX3dxcvv7OO3ke3qbkDfHx4ddG9+782Ozspl/nqan83EeOAADUajWi/P0jiCiYMZbbtMJaFx7vXiCiDp2Cg73kTXEV5Ofzjgx3H2izaRPPzXrbbUDfvvyRtLHhX1IpH5u/aZN96yhoHBcv8mXPnlw0zZnHtNqqKJzG4O3NJ1+VSPjIt6++al76yJUr+dIiZ8O4UaPkUql0dNMLa114vKXr4+MzYWJkpLJRd3KZjMcrBgRw0fX2bn4+U1egqIiHGkkkfNLIuXO5RdOYtggN5blUtVr3tvZbExs3Av/5D79OX3iBu8YGDuRT/DT2N4qK4payeQp4oHm/b14eX86aBfz4IwBgzM0348vffpsB4Je6D2z9eLylGxgYOH1sbGzjdmaMxyIajTxG0p0F14xMxmM933qLW6/LljXuuPHjbT/6SdAydu+usiyjo/myc2feIdYY1GqeNc5WN9HkZJ7oHAAuX8aAfv0Anc5OmXncB4+2dIlI2jEiol9CmzaNdxUYDDwGMijI/S08mYwnHjd3pHl51Z3YxIxczkORysp4Z427t0Frwjxr8OTJfEDPTz8Bhw/zWR4GDar0r9ZCJuOjyAYMAI4e5UlrbPG7rljBO6Bvvx3YuhXykSPRLSTEn4g6MMbOt/wE7olHiy6APkMiI72pqZ1A5sxjNXOMuiPbtnF/4IYN3F3Q2O/k7c2jNzZssGv1BE3k0CEursOGcav1u+94xM3gwTwVZE38/Ph8a+YcDhkZfL0tr+2ePfnNICoKE+Pj5dsuXpwA4GPbncC98Gj3QnBw8JRxcXFN7w0rLa3qKHB3jh3j+U+tzHVlFcaAl1/m7/v35x1v/v72q5+g6RiNPHRs1Spgzhw+s29wcO0Ik8hIHokTHQ2sX18luLbk00+r6gRg7J13IjQoaKbtT+Q+tAJTrfmEqlSzRycmNu1RKjaWZ1Xq2pU/YtvjQnV1JBb36pkzeeC8RR5VgYuQmsoT4Ywbx2+s7drxodv9+vFE6OXlvPPN7Ju3h6tIo+HLXr0AAJ0nT4bsnnt6EZGUMWao+8DWi8eKLhH5dG/XLiyi5my/gYH84isqsj60tXt37v/NyuKPbZ5ITf/3eY91z7k+R47wUMDOnYEZM6rcBl99xS3g+mjblkc+nDoFHD/e/DpkZ3N/8bp1oOuvx5CYGOW59PQ+APY3v1D3xWNFF8CwMXFxXtXu7lIp74AAeCjUhQvVR5x5e3NLd+3aqgvWEzuSzPmGzTQ2zEzgHP78k0cm+Ppy19jhw3UP3zYPdBkyhD/RxMZy4yI5ufnn376dxwqnpwMAxsXHS9cnJ0+Bh4qux/p0w8LCxg3v0KH6yhEjqt6Xl/NQm5tv5rGLvr5VF21DFkJrp6wM2G/xf+ndm1tTAtfE25v7b729+fQ6Z89a38/Xl4vj/PncHXH4ME8XuXFj888tlVbF7JpymlzbpQu8vb0nNL9Q98ZjLV2lUtm3a0xM1d3+7rur7+Dvz6fq8ffneRaOH+eP0VeuAKNH82nHPRmVqvrnsDDu6xa4HkFBfCmTcfHNz+cuIsaADh14AqfwcP6bpqRw11pODl8WFbXsKYYImDCB5zMx+XXbjh4N6ZIl7Vv+xdwTjxVdhdHYvX1UFL8TT6hx0/37bx632LUrv2BDQ7nQjjaNYFy3TjxOnznDM6/l5nLBHTy4ZY+gAvtRUsKTmick8Ot6/36eJU+p5E8tp05xg6KggD/J3XQT0KNHlYXaEhQKPiz53Dlu6Z45A5JKEaxS+RKRN2OsCUkhWgceKbpEJOsaE+MtM+dbCAvjS4OBi3BmJrdoO3e2XkB+vmMq6soUF/Pgd4DnbejalU/H/eOPVdPICFyL06e5v/aaa4DLl7mboaSkdjIcPz/+sgUVFXyknL8/9yur1QCALm3aSA+dOxcPwOOGNXqk6AJo3zkiQonZs6vWbN7MLdnycn5h7trFl5Mm8Yu1Z0++n8g1UJsTJ/jNKiGBJ8/5xaOH1rs2ycm1n0hqXs+XL3Ojw1bXeXExd1+YSUlBYlSUlIgS4YGi66kdaQld2ratHvdkfpSytGJ1Ot6RcOZM1cgrIbjWOXaMtxPAk6wI3BeZzPYZ9CzDCtu3R5c2bSgkJKS/bU/iHnikpRsQENA7MTaWD4EdPpz7m5RKLhopKdaF1TL1Y2iomBfMGmfOcJdMTAwfwy9wT0JD+U3U1gbGpUt8gAaAhPbtofbx8ci7s0daun5+fv0ToqJ4xwHApyMBuGjUNeDBNIwRADBypPvn0hUIrBEYyF1sjR0W3li6dKmaTTsjAx0iImDQ6eJtexL3wCMtXR+ZbGDnDh2q7uQVFY27q//1FxfbsWN5zoHLl+1bUXfk6FHu/54yBdi61XNH7bkrUVF8tKWtrdyUFB6itmsXoNdD7usLH6UywBOHA3ucpUtExIxGXx/zRfXXX9Wt2IZgjFvIiYl2qZ/bk5tbFb3QowcPuBe4DwEBVU+Ati43MJB3qplmtYiLjJQC8LhRNZ5o6YbHhId7tehOHhDAl2q1sOSssXs3H0LauTMfTpqcXDkE1G4Qcb+8tzfPj5Gfz0OibP2Y3JqRSvk1bY8Znnv35kn/Lebf6xYXJ1u3c2cigAu2PZlr44mim5DYvj216KIqKODCO2gQ7xwIDuZL0blWnZQUHmwfH8/dMQcO8CcFWxIaysORvLz4DdDsaw8I4Mm7NRqeCa41zPJhb1QqfpNqKJF9c9Dp+I3Y4n+X0LEj/Pz8egJYb/sTui6eKLpR0ZYxg83h7Fk+fDI4uLI3ttLdcPiwGBxgSWYmF76uXbnlm5zMB6HUh1TK/5x6PRfpmk8TAQE8L4ZazfcxB/nXFHSFgg89bdMGOHiw4fN6OmYr1x5oNEBISLVV7UJDoVarO9nnhK6Lx4muTCbzVwcEtPzxKTeXX0hlZfzP3LUr9w337i3mDrPGiRP8RtWrF8/eZjkKSiLhQmpKiFKLsjKeBzYggL+kUh68n5paJbR1WWfmWZu9vatElzE+NJUxbokLOGFhvJ3tEYteXs5/Z5Wqsg/FLzAQEokkwPYnc208TnT9/PxC1D4+LS/IPMW1mRMn+LJHD/4Swlub8+e51dmxI3fRFBby4ab+/tzCMj/aZmTw7b6+XIj1en5MTg6PGCkubryb4sQJ7mbo0sX6dp2O5x7wdMzpOktK7FN+cTG/eVp0Wpv+hx437YjHia5SqQz2Mycqtwdm4RADKKyTl8cF1d+f+2JLS/kcbTUf/SUSvs2chtCyI66pPse8vKpMW2Zyc6umsOnRgwt9YWFTv03rITKy5RnFGkKp5C4GkwvDLygIjDEbJXlwHzxOdGUyWZBNLN26uHSJdxwFBwvRrQujkUcXOCpxUE6O9RzIwcG8LhIJ9xF7quh6e3NBtGeEiUTC3TwWT4hqX18YDAYhuq0diUQS4Gfv6dOLivhjq8jT4LqYh3Wbw6PMnXeeSHg4f/qwR9SCJXo9dxmZhNdbqYSPl1eYfU/qenic6DLG/P3sHbBvFlx79QQLWo7BwP3D5k41TxVcf3/eFjXTO9oDqbTapKZEBKlU6nEa5HFf2Gg0+qmDg+37J5PJeC+tj48IU3IHzNeCpwmv+WaTn++47+7tXa0zTalUetezd6vE40Q3NCgo3i8kxL6PUuYAfX9/EZLkashktZ9CfHx4B6gnia63N79OS0t5PLMjYIx3XFq0s9HD8i4AHii6eoNBprS378oc0O+oi9ka5jmwBNXR66uH+5l9u56UNU6prBJcR2LFheHt5SUhIiVjzGPGa3uc6EqlUqlDLBq5nD9GOct6EqJbG8s2kZkufbOPscYQ1VYLEf/uzujotXJNqv39CYAfAI8RXY/LMiaRSKQN79VCpFJ+gUkk1ToOHIoQ3NrI5dWT0QNVv4/MQ+wPmcx5eSjMYWMW+Pv7SwGonVMh5+AhV1oVjKSogH0f+xWW/2uZrDIUVKcTWuhMJHrAaJQC4D8QEX9HzJTmwc7XhbORy3m/rpHJnVMBA0AkheVfwMjtPo/6V3icpWsw2DecwNJgqqioir0H+EXvTDevp1MzbbJczn8bc16d1oz54aspqaPtUYea7azRaAwAPGoUkcdZugaDwaDVwi4uBpmsuqhavi8qqprV2rzeUwdAORqplItNzT+8TscDF+Ty1v9bqNX2mYWnpRQUaBg8THQ9ztKVSmX6cjtdeWaL1potzRj/Y1t2GHtSh7kzYcy6JesJIdQSCRdcxlxPcAGgvFxr9KTIBcADLd28vOyz2dmFvUJCQm1etlbLhVUiqZ46NCur+n46HQ/hNVu+Gg1/xPUEEXBF1Gr+ys5ufW6G4GC+zMtzzeuLyAEd2y6Gx4muRCIpyssrgq+v7UXXkkuXeGKrsrLaWSDLy7nomvGvkdzOaORCLWYCsj9aLRdcgD95OGI0rKNQqfgyI8N1r6Xy8vJW1OKNw+NEF4CmuNgxLqS8POvr5abOY/OfgYj/8f39+Wzwvr5VOUhEojL7c+lSVTZOvd51BaqphITwpypX/T6MMRgMBo+bR8njRJcxVpCXV1jL+nQkZjeEJWVlfGYbgI9Qzc8HYmL4n6ahyVl9fLivuLU9GjsSrZa3X0gIz4Pj7jMumbOXXr1qW9GVy23XNqWlpdBqSzJtU5r74HEdaXq9Pr+kxPXNx/JyPq9jUFDDs5iXlwvBtQWFhfxmFxXl/mMl2rblS1sKrkLBc53XdIc1l5KSIkilUo9Lxefml1bT0Wq1Oc62dBuLVsunAYuJ4e4HrZZbwa09vMmZpKdzX2hcnPvOuGR5w7Dlda5Q8PC7zGbYptZGpefmFoKIPO5q9jhLt7i4OKe01PUtXTMlJXwCXYBbvZGRfG5Ggf24fJkva44YdhdsfX3IZLwtCgubP51cu3ZV07CZMf0PNS2tn7vhcZauXq/X5Odr3MLSNaPVAidP8vchIfwCzshwbp1aM+Zro2tXbp3t3+/c+jQVS3+uLa5zpbJ60rymxvsScVdZTVdHXl4hjEZjQctr6F54nKUL4Epm5mVn16HZFBdzy8NZeXQ8DfNThjthjo6R2yjFgrnPoKKieT5ilaoqJt2S7OxL0Gg0Z1peQ/fC4yxdAKcuXDjJtFq45Xgws+XStq17CoK7sH8/0KcPf6R2p6cigPcDJCbyZUvrLpFUH9GnUnHhbcpAC52OuxZq1iU5+RSKi4uPtqyG7ocnim52dvZlrVYLt54mJDISOH7c2bVovWi1fKSgj0/d8dauinni49LSlg/99fPj5ZhFVi7nscxNLfeaa4CtW6tbyikpJ/QAmukldl887iGVMcYkEklRWZnHRarYlZgY2z3OugqpqUCbNs6uRdMxhxhee23Lyyoqqm7VFhU1T8j37avtmkhPv2AAcKlFFXRDPNHShV5fvOfcudNT4uP7ObsqzaK4mFsfrvTY2xpHz12+DPTuzR+p3cnaNYeM/fOP61wjNTt+dboKVFSUFjDGnJhs0jl4nKULABqNZt/Vq6edXY1mwxhw2sWq35zYTVfnmmv40lWH0daFOXrBlW+C6ennIJdLPa4TDfBQS7ewsPDoxYunXMYKaArTp/NlZqYYhWZv8vL4oBSzj9RdOHuWD+5o6Pq+9lqe42PDBscLdErKaRQXa/Y49qyugUdaugBOpaWdcjvJMgfrp6YKwXUEp07xNne3IcHm2eW7d69/vxMnuAuiuLjxuZ1tlQM6I+MUy83NPWCb0twLN7ucbMbFjIwz5VotvHr14pm9aua8dTWIgMGDgStXgH//dXZtPAOtll8b7jokODEROHSo7vCuK1eaVp6PD28LW0TNXL580sgYczEnmWPwSNFljBkiIyOzSkp07XQ6OTp14un9XJm77+bL775znc4RT+DgQX6z27fP2TVpGj/8AMyc2bzwrrrQanlCIFvMs5aWdrwMgEdGmnuqewFyufxCdvYFXLrEh9W6y9Q5rSnJtjtA5D7XhiUdOvClWXBDQ6tu3JaoVFUdb43BFoLLGENpaaGWMeaR5oNHWroAoNVqD6amnhgRENAZMhm/KF3V2lUq+fLjj11zypXWTGAg72Ryt6cLqZRnTDPX23zjuOYabr2bczRLpTw6Y8YMnlDpww/tX7e8vMuQSg0X7H8m18RjLd3s7Ow/z5/fBgDYtQto397JFaqD8eOBqVOBc+eE4DqaTp2AYcOApCRn16TpREVVt2AvXQL27OHX+dChVbk7Skq49RoU5Li6nT//L0pKSv5w3BldC4+1dAHsuHBhs1arhVdSEnD77cCmTbZ5fLIlnTvz5YYN7mdtuTOBgcCECcCaNfyG525ERPCl5TWzbRu3ch94gD895efz9cOGVe0TEGD/DHZnz/5pyM/PX2ffs7guHmvpMsbKiIwZGs1VFBRwqyAhwdm1sk5enkjl6GimTeMi5Y6Ca2bXrtrrSkqAJUuqBPf226uiYmzVSVYfjDFcurS3HMAR+57JdfFkSxdFRenLT53avLBXr9kAgMmTeYiNqxEUJKxcRxIayi3d3btt1/PvDIqLrV83luvM0/p89RXw0EPWZ6+2JVlZJyGXGw564vBfMx5r6QJAfn7+upSUvxgA/PgjX+dqeWrz8qoSmAscQ0QEH4DizoIL8Kic+rjuOr7csoUvfX0bngS1pVy8uAnZ2ekr7HsW18ajLV0AR9LT95TpdEx16hTh4kX+qOVKgw927OB+Xb3HTVTtPPr357kt3LXNzdbrli11f4fBg4G+ffn7PXt4vluZrOm5cpvKhQsbdVqt9k/7ncH18WjRZYwZo6Oj9165cmJkaGg3rF/POxn27rX/Hb+xHDkCjB3L/zzuKgKNJTCQ57B1ZmdmVBR/ffaZ+7p0Jkzg4nnxYu1tMTH8GjfzzDN8Gp5nn+Wftdoq0VUo+JOfrdrBYKhAXt6pAsaYlZp5Di72MO148vLyVqambgLAHym3b+cXoDk21tmY0zgGBzu7JvZn5Ejn56/t0wc4fNh9BXfWLC6sr79efb1KBTz4YJXgFhcDTz3FBTY0lK/755/qVi5jfE4+W5GWtgdyOdtquxLdE4+2dAGgtLR0Q1rahnKt9hElAKxezces33Yb8OmnrpFYhjHXy59rD374wdk1ALp04TGt7tbWEgn30Xbvzvsnaub/HTSI+3jffrv2IKB+/fgTxtq11ddrtbbNPnb58iaWlnb1J9uV6J54vOgyxi6Gh3coMxgqlFKpAkYjtxL+7//4Y9qGDc6uIbc+3C3Tlbui1QIX3GislFwOvPAC4O/PP7/4YlU4GMAHQxQWAlOmAEuX1hZcuZwLcm6u/et6+fKfFUaj8R/7n8m1EX9lAHJ5+V+XLu2ZHhk5vHLdRx8BixcDO3c6PwNZcTHvUU9JcW49PIGyMi667mDp3nNPVWfYF19YT8pz6hQwZAifxPTIkdrbw8J4JrWFC+1ZU6CiQgOdLjOdMZbf8N6tGyG6ANLT07+LiFgzLTBweKWPW6sFVqwA7rqLX5DOGoKrUPCOnSNH3EMI3J20NO4TdfVUjlFRXHALCnh8bX0EBvLE5taun/79eWy6va+tS5d+h15fttK+Z3EPPL4jDQCMRuOfqanrSg2G6vOy/Pknjxjo2tVJFUNVohKNxnl18CT++guYOLHhGFdnMnIkd4HpdA0LLsCT2liLfPH15QlwzHG69uTixc8qsrOzl9r/TK6PsHQBMMZ0ERERK1JSfr8nKmpqtW3btvEL01n5VM2JtKOjgTMeOaOUYzlzhudbmDwZePddZ9emOomJfHqduXOB8+eB555rXHidlxf389a0Zm++mQ8Vbmoyc4ALeWOf/kpKUlBRcTHZ00PFzAhL10RmZub7ly59WStWYccOHkju5+eMWvFe6fbthWvBkWzezKMYzKFUrsJLLwH33w8sWMDjaxsbz9ymTW2BDAgAbrihdsRCTcLDuQuiJpMnczdMY7h69Wvk52ctatzerR9h6ZpgjJ0OD0/IyM+/Gunt3bZyvVbLrYFevXgWMkczcCBftsTKVau5iKSn81hkQf1otXxU4vjxvIPKFTBHr7z/PnD0aOOPGz+e//Zvvln9xj1hAp925+rV+o9ftIhPzLl9e/X1K1c2TvQZMyA9fUWRVqtd1fhat26EpWtBeXnRm1eufFtr/fbtwOzZTqgQuD/ZPNFgczEYeJayy5dtUydPYOtWfsNzlVwcZp/s2LGNP0ahAO69lyezsRxh6efHczS/957149q14zHqISE8zGyRFRu1sVZ2dvZmyGSGDYwxMeeJCWHpWqDRpH0tlX7/VlTU00qymKNl+3Y+eic01PHCpVYD337bMveCVuuYOMzWxPHj/Mlg9GhgnQtlfvX1tX4t3Hor8FONYQe//caTJdVcf8stvK+iLl9uaCgQGcmHEv/1V8vqm5b2uTEtLfWtlpXSuhCiawFjrCgqKmpjVtaOG/z9qzI7a7W8c2XwYB7v6Giio4VP1xl89hm38jZutO3IrJZAZP1a2LSJuyDMT0W3386XDz3ExdNMSAhw/fXcAq7rmtq8mae1LC1tWV11ulyUlR3IAuCCCVOdh4s8PLkOV69efTsz86ta67duBYYPr72/PVCr+Rj6GTOAUaMa7uwQ2IekJO4/nTDB2TWpoq7cFEpl1WSUANCtGx9WXVE9ChJ33gn8/juPiKmPlgouAGRn/wCdrvB9xlxhML3rICzd2uzUancVlZQU+kml6sqV+/bxObMiIqxnb7IV1kLT3HGOrtbC0KH8kf6775xdE07NDjEzNXMu5+ZyP77lvqGhfGqeadPs/+TEGENR0RdlGk2ei3RFug7C0q0BY4wpFAEr8vJ+qbbe3HHw2mv2OW+XLlWCW1ICzJzJ3RkDBtjnfILGYTDU9ok6gzlz+PK33xq3v58fz5FryWuv8WvMEQNtSksPQyKpOM4YE70JNRCWrhWys/e9rNMZ5vn6zpNbdqjdcQfv8S0vt332seXL+bKsjA/GcLUJMj2Vq1d5h5OzfeqzZvFlY+ohlfIUlW+8UbV/ly48EmbsWMd8l+zsj1hu7tkF9j+T+yFE1wqMsfQ2bdqszM//daZafVPl+v37uZUwcCAfNGErvvySL3v1qu2DEziX06e5f9QZc+fJZNy9cdNN/LqbMqVxieyJeNaxvDy+v5cXt9bfftsxyZsqKs6BsS0XjUajEyLbXR/hXqiD9PT0pwoKXjPWnD/vk094Mmhb8dBD3I2QlCQE1xU5fdo5idVffZUn3Zk/nw/OueEGIDOzccfqdHy5fj3wyitVNwzz05S9KS5+yajRpN0rOtCsIyzdOmCMXQkPT1iTm7tqmq/v9Mr169cDb73FZ+htqAe4MZg7yd591/mPsILatG3LR2Q58rf57DNgzBg+1Pfnn5tXxqhRPDdDcTHPRpbvoISKFRWnwdi2ZJ1OJ6zcOiBxM6obIooIDOx2Qak84k0krVz/0Uf8se3hh1t+DqmUD7hYs8a2FrTANrzwAg8ZGzLEcee8dIm7Fpw9dVFz8PO7RXvu3JqJBoNhq7Pr4qoI90I9MMYyZLKSX7Ta6t3X774LTJ/Os+63FIMBeOcdbtkIXI+TJ3mYoCP57Tee3Mbd0OmSUFCw+5wQ3PoRlm4DEFFoUFBCitF43IeoyhuTlwc8/jgf195S/Px4IpqffuJZpASuQ2Qkn6K8Rw/HhFp17QqsWsWn0HG3HMrh4VNKk5P/GK/X623Yzdz6EJZuAzDGsqXSou/0+hXV1j/7LM9raguKinivsifM+OtupKfz0YgvvOCY8z31FE8y426Cy9hR5OcfPC0Et2GEpdsIiCg4KCg+pbT0hB8R9ynI5fyPMWiQbaZ2SUnhuUtVqpaXJbAtQUE8imH5cuDJJ+1zDl9fPjx3wAA+b1lLM8s5mtjY8cVnz24eo9fr9zq7Lq6OEN1GEh4e/q6X16sPp6ffVTla4rffeOq/yZNbXv6///IwIWfk7BU0zIABPBFMUFBVSJatCA4G/vkHSEjgMcFnz9q2fHsjlx+EWj15T3p6+mBn18UdEO6FRpKVlfVyaembhYyVV6677TZg3DieKLolzJ7NQ5MaG4cpcDz79vFRiN2727ZchaLKhaFQuJ/gAkBo6NOlGRkZIvamkYg43UbCGCsIDQ19u127VxdeuPCSFOCJoQsKCOvWEYiaP273iy/4vS8hwYiDB21SXYEdWL+ekJjIsNeGD9BLlxLS04FHHmE2t6Adgb///6DVHt/GGBNXbiMR7oUmQESysLCwpKys9Z2BbgC4H/bECSWGDq3A6dPNa0vGvAAAS5bo8dBDjRjnKXAKs2ZJcOedMowcaZuhg2+8IcP48RIMH17hdj5cTgHCwgbkZmVdTmSMZTu7Nu6CcC80AcaYPi8vb7q39/16gItjZiawcKEen30mh0VunGZx9aq4AboyP/1kRHw8Ydiwlv3Q0dHAP/8oMHKkBGPHuqvgAqGhTxvKygoeE4LbNISl2wxCQ6M+zM29/7+M/RcA70zbtUuFL7/U4fPP639GjI0lXL7Mqs3OyhifatjLqwjl5XUcKHAJ3n5bifx8htdea56126ePBGvXeuP773V44YWKRk9j7mpIJFsRHHz37uzsjGtEjoWmIUS3GRCR0t8/JlWjWRMOxAEAevSQ4OhRNQIDNSgoqLtNGQuATsegUFQFYsbESHDxohoSSYHNU0YKbMfixV54/HEv3HxzCdasaZoDVqkEnnnGCw88oMB995Vh1So3dOBWUoKQkGsLc3LOd2OMielOm4hwLzQDxlh5cfGVG2WyRxjAVfLYMSOSkgz4+GPveo9durQccjlVc0WkphqRl2dEWFgL/RMCuzJ4MO93bqzgqlRAhw4S3H67HGfOqDFggBS9exe5ueACXl6vM4Mhb4EQ3OYhLN0WEByc8Ete3vxbAD4/e5s2Ely9GoKwsGxkZ1tvV7kcqKgIQ1qaAW3b8qT6ajUhLy8ECkW2SF7uwvAnkhA8/XQxFi3ik4gFBRH69JHh44/90KmTDJs3V+DECT0SEmQYN06B7GwjkpL0WL5ci2+/bQ1p5A4iOPjuk7m5V7qzmnlPBY1CiG4LICIflSouvbT0Jz+Ap4R6/31/qFSEu+8uqPO4+fNV+PzzQADAr7+WIT3dgPvu84WPTxpKS8Xv4aq0by/FhQs8+82xYzr06FGV8Wj58hJcf703Xn65EOHhUjAGJCXpsHJlmdv6bWtTjsDAyWX5+ad6MsacMC9260CIbgtRKttcV1HR7XfgKwAEf3/C2bPhGDo0B8nJdYd/zZ6twjffBFZbR3TVzrUV2IKBA+W45x4ffPNNKXbtqnDL+NrmQPQOAgN/fiU396qDMlG0ToTo2gB//947CwvnDgFuBAA8/LAf+vZVYNas+ufkCw6WICWlDXr0SMfFi63GHBK0Sk7D3/+eqxrNxVjGmAgmbwFCdG0AEQV4e8ddKiv72A/oCB8fQnFxBzzwQDaWLq0/XdRDD/njgw9CMXlyGtavL3VQjQWCplAItXqmtrDwTD/G2Aln18bdEaJrI+RyeTfGOh01GL6TAGqkpsagXTs5iM41eOzMmb6YO1eNsWNtMP+Pi9K+vQwJCQps2CBuLO6FAQrFvUaF4vDtRUUFLjAZvfsjRNeGqNXq6US9VxQWfiILCZEjOzses2en47vvCus9Ti4HCgvjERR0DmVlrfP38PeXIDZWjqNHxegPd4LoXQQFbfg4J+eSSGhjI0TCGxtSWFj4S3h4+ECZ7L2Hc3L+T9KtWzK2bm2PlJQy7NhRt4UnlRI0GiMGDJDj339LHFhjx6HRQAiu27ERwcHrduXkpD/k7Jq0JsTgCBuTlZX1BNHGfUQbcOJEOZYty8P27XHo3FlRa9+rVzuDsW64eLEzdu4swe7d4tFb4CqcRmDg+2k5OekTRTyubRHuBTtARGq1Ojq5sPDNMCABv//eAddd5w+5/BD0Fv2+t98eiO+/b4/Vq/MxbVqK8yosEFQjHxER8/IzMlIHinhc2yNE104QUcfQ0Jj92dmfBUgkgTAY+uPEiTJ065ZUbb+vvorF3LmhuP76s/j9dzebGKsFyGSEO+4Ixo8/5qG0VBhSroMenTv/X9GlS0m3lpaW/uHs2rRGhOjaEZVKNdHXt8va7Ox3lb16+WPbtm4YOTIJBw9yv+2cOWH4+uuOAACjkUEq3e3M6jqcxERvnDunhU4nrkFXITHx44qcnE1vZGVlLXR2XVorQnTtTGho6As63cgXNZqHJTfcEIRff00AABDtgkQCZGb2R0iIHKNGJeGff+qPchAI7Elk5EZmMHy6MSsr6zqRrtF+CNG1M0RE4eHhvxYV3XR9aelMYmyYxbbt8PaW4OjRPoiP98abb17GM89cdF5lBR6LQrELAQHvnsrKyurHGBM9unZEiK4DME3zsy4vb8p4o/FWMhhGAwAee+ws3n33MlQqCUpKRpr23ezMqgo8kODgA5BI3jmTnZ09hDGW5+z6tHZEnK4DYIzpiej6sLDf1mk0GO/vLyGNZiTeeacTjEaG99+/hK5dd+HEiSFo21aOq1dFPKvAMahU+yCRfCAE14GIOF0HwRjTZ2VlXe/n98fmwsLvQbQJAPDee52xdm1PnDxZgk8+uYwrV4bDx0fq5NoKPIM9UKmWJAvBdSzCveBgiEgWENB+W0HB8MHe3jNQWjoRANChwxZcuFAGxq4z7bfemdUUtHr2ISDgi9SCgrQ+QnAdi3AvOBiTq2F4YKDxn/x849Bevbxx5MgInD8/Cl5ev1vsKVI9CqoTEaFERoYtXE/74ee3PE0IrnMQ7gUnwBjT5+enjgwL+3Pj0aNfVq7XaicjJuZP6HRGLFzYCXI5A2AUr1b2kkoZBgxQIzbWq9HHKJXAjTeG45FH2oOoJeffC3//ry4XFV3pLgTXOQjRdRJVPt59R4lmVa5PTR2P+Pi/MXBgICoqbsDMmVFOrKXAHgweHIT77muPsrLGP82UlxuxbNlF/PpregtmjN4PL68f8jWatF5CcJ2H8Ok6GSKSyeW9r+p0HcI+++xN3HVXBwBAcPCv6NjRF3v3jsEdd+zFt9+mOrmmAvdmL+TytcU6XUqMEFznIkTXBSAimUIx+FhFBUt8+OF38d57gwEAavVK/P77tRg+PAxEPzq5lgJXx9tbitLS6QBgcb0YAayBQnEiu6LiTCfGWIGz6ifgCNF1Ifz8Oj1VXGx8c+TIl7Bly+0AgJEj/8Q//4wHABB968zqCVwYIsBonG3x+VsAZQA+h79/4UqNJvk2xpjonXUBhOi6GDKZbIBUGrnNx2euMi/v5WrbRo7cgK1bM5xUM4ErI5US9Po5AACirwFkQiL5lKnVBXfk5+d/59TKCaohRNcFIaLIwMCIbRUVYzsWFX0DIqrcNnLkemzdmg4AGD26DVasuBZhYSq88cZRPPfcAWdVWeBSJEEuX13BWMYgnU532Nm1EVRHiK6LQkTK8PDw78vLE2/KyNgoVSqVldt+/vk8Zs7cjA4d/HD27G2V69966wieemqvM6orcAkYgE1Qq/eeLyy8Opgxlu3sGglqI0LGXBTGWHlmZuZ0mSzp6TZtepcfO3ahctuMGR1gMNyN0lIDPvjgWOX6M2cKnFBTgbOQyyX47LPhpk8VAL6Gv/+xPwsLryYKwXVdhKXrBnh7e4/y8wteOWTIs0G//np/tW3Tp2/EypUNT/NeH1OnxmHNGi7qEglhxoyOOHAgG8nJBS0qV2BfJk6MwR9/XA+iV8AFt+KJgoIrbzu7XoL6EaLrJhBRTFhY2EaV6tr4U6e+k3p5Katt37DhIgYNikBQ0KdNKlcmk6BLl0AcO5YLABg5Mgpbttxcuf2aa37Brl3pLf8CdmbKlDhs2XIZxcU6Z1fFgTAAByCX/1NOlDO6vLx8p7NrJGgYIbpuBBHJQkJCniNSP65U3uZ7+fKrVvZ5t8Xnkcsl+PTTsZg7tysA4K67NuGLL463uFx7Ehfnj4sXC2E0esr1nAdgDQICyv8qKLhwC2NMTDviJgjRdUOIqFNoaNjKoqJu3cPCbqLU1Acrt0VELEVmZolNzyeTSaDXG61u8/VV4JprIrFp0yUPEjxnYgSwB1LpPh1Rzjidrnyrs2skaBpCdN0UIpIEBQU9pNOpXi8qmugNxDmlHhERPhg/vj0kEsKGDReQkWFbwRdYkg1gLXx9lX8WF5++iTFW5uwaCZqOEF03h4iiQ0IiV+fnR/UzGMYT4OWUevj4yPHkk4OwevUZHDuW5ZQ6tF4MAHaA6JSBqGi4wVCwy9k1EjQfkU/XzWGMXSaigf7+pXdotZeXlZePUgIJDq9HSUk5rl4txHXXdcCxY2LUnO1IB7AOSmXI5vLyKxONRuZJPYWtEiG6rQDTdNnLieiPwMBta/Pzjw4BRgMIbHaZnToF4+zZ3CYdYzQa4eUlgUjAbgvKAOwAcIUBssFa7WEx6qWVINwLrRCFQjE+KCjow7y8NvE63SAC1HXu26dPWyxYMAoff7wHf/+dDAAYNy4ef/45DwBA9LRD6iwwowVwAApFslapLHu4qKjoC5GopnUhRLeVQkSkUCimqFRBSzWaNm0YGwTAr9Z+5eWvQaGQ4o47fsG33x6qXC+REIKDfZCdXezAWnsy5QAOwtv7TKlCUf6URqP5jDFW4exaCWyPcC+0Ukwuh/8R0Tovr4KpMtnVT4uL2wYBAwH4VO6nUPCZhzt0CAJjbwIAZLKnYDAYkJ2tcULNPY0KAEcgl5+q8PHRPVNQUPBxaSmzxURoAhdFWLoeAhFJfHx8ZhgMPp9qtdF+QD8AKgwc2A4LF47HhAmJNfZ/1DkV9Rj0AI5BJjuh8/WlVwoKst8WIWCegRBdD4OIpD4+PrMMBp8lWm07X6A3goNDkJPzeuU+jDE8+uiveP/9rc6rqJsRFuaH7t0jERDgjT/+OImysrqCDPQATkAuP6nz9WWv5+fnLGaMieBmD0KIrodCRDI/P787ZTLvhRqNf4TR2JkMhv9BIqlKPKdUPoSKCr0Ta+m6DBvWEUOGxOHNN2+ste3FF3/Hyy//UWNtNiSSM/D3z8yVSo3LcnJyFjHGihxSWYFLIUTXwyGeIb1fSEj0i7m5pZNGj55An3/+KmJjYyv32bnzHKZOXYasrNavEUqlDJ06hSM5OQtarQ4SCSEhIQKjRiWgS5dIjB2biI4dw2od98YbG/DMMxOrrTt27By+/fZ7rF79C4qLS4/m5V1+2mg0bhLRCJ6NEF1BJUSk8vLyukUqDVykUqnDP/jgRdx4443w9vau3GfMmLexefNpp9VRoZChokIPiYTQo0cUjhy5DB8fJRjjeSBUKiUAhrIyHaKiApGRocHzz0/GG2/8gaKicpSWlkOnM8BoZIiKCkRhoRYlJeUICfFFx45h2LGjdohcTk4RkpLSsHPnOZw5k4ELF7IxaVJ3vPvuJuTm8uiOW28dgB9/vBsGgwGbN2/GJ598iiNHkrTl5UWvpqenf8oYy3FwUwlcFCG6AqsQUZy/f8KXUVGyEddeOxx33nkn+vTpU23qoBEj3sS//56xy/kHDozDZ5/NgVarw4ABPK9ERkYBIiICoNGU4uOPt+COO66Bv783JBIJVCpFk89RWlqBkpJyBAaqoNGUISurEJs2ncC8ecPh48NTZ95xxxf49lvrGRPbtQvGypX3Y8CAOKSkpGD58uVYtWoNvLzCck+c2DmhvLz8IBN/MEENhOgK6oWIpJGRkdd16NB1VWlpnvzaa6/F2LFjMXz4cPj4VIWejRjxOv79t+UW8PTpAxEbG4JFi2bUuU9hYSnUahVef/03FBVpcflyHo4duwwAOHcuEzExIZDJJEhKugIA8PX1Qq9e7dCxYziKirQICfFFWJgaYWF++PnnfTh8OBUlJY2L0rrhhj74+uu74OurwL59+7Bp0yZs3rwZqal55bm5F+8qLS1dJaIQBPUhRFfQaIhIFRwcPGrq1KmfHT16NFKlUmHMmDEYO3Ys+vbtC6mUx/xKJP9BU6+r116bjmefvQFPP/0j3nyTz/u2du0BzJ37KTSaUpt/l6bDABTigw/G4e+//8bJk2cRFKTedvjw4Y/0ev0WxljTxkwLPBYhuoJm07Vr17bJycnXSqVt3yQqjZ44cWilCP/44zG89NJqGAzW8/CaGTmyKxYvngmVSonExLaV63ftOouhQxc2WbxtSxmATAAZAPLh5eWXKZXmv1JSUrKBMXahgYMFAqsI0RXYBFMURKeZM2e+eOZM6nStViPt0iURCQkJeOutf1Be7gU+DLn6IEjGfgEAHDhwHqdPpyEp6RL27j2Higo99u5NblC0bYMRQDGAIgCFlUuJRF4REKBflJeXtw7AIRF1ILAFQnQFdoGIZMOHD++WkZHRNTs7u4NW6zu3rKw4tm3bAHTv3hmJiVyQzcvQ0NBaZTz44Gf4+OOa8a4tQYcqcTUvywAQvLx8Mvz8Kr7Nyck5yBg7BSCZMaa14ckFAgBCdAUOhoiob9++7Xx8fAbExcVNLyoq6nHpUlrHiopSiVQqhUQiwYEDFwFIwa3i+l4G8BFeDb0YAAYiuSEqSvWbRqPZV1hYeBTAaQCpjDFHmNMCAQAhugIXg4ikAHzBfRHqmktvb+9AHx+fYIVCEajT6YpKS0tzS0tLc02ju8y+gWrvGROJvwWugxBdgUAgcCCShncRCAQCga0QoisQCAQORIiuQCAQOBAhugKBQOBAhOgKBAKBAxGiKxAIBA5EiK5AIBA4ECG6AoFA4ECE6AoEAoEDEaIrEAgEDkSIrkAgEDgQIboCgUDgQIToCgQCgQMRoisQCAQORIiuQCAQOBAhugKBQOBAhOgKBAKBAxGiKxAIBA5EiK5AIBA4ECG6AoFA4ECE6AoEAoEDEaIrEAgEDkSIrkAgEDgQIboCgUDgQIToCgQCgQMRoisQCAQORIiuQCAQOBAhugKBQOBAhOgKBAKBAxGiKxAIBA5EiK5AIBA4ECG6AoFA4ECE6AoEAoEDEaIrEAgEDkSIrkAgEDgQIboCgUDgQIToCgQCgQMRoisQCAQORIiuQCAQOBAhugKBQOBAhOgKBAKBAxGiKxAIBA5EiK5AIBA4ECG6AoFA4ECE6AoEAoEDEaIrEAgEDkSIrkAgEDgQWX0bicIYUGH+ZHrB4nN9S2vvG7NPY8tsznntUWZjzlX1nixWEVW9LLdZLi23W66z9r6lZba0HrYqsynHgDH+svbecp35c33H1Ny/oWMaU6Yt69GSMhs6xgLWzPfVS6n/c13bnHGMPc6ZDvzJGJsAK9Qrulxwh4MbxFKLF2qsQxO2S+pYZ62M+rY35jwN1cvyGGv1as53qfsYIglkphaXyaq/aq5r6mdPLEMCI6DX8xdQ9b6udU397EFlMJPwGi1eNT9bW2f52WD6zBpRhsFiv6aWWdcxTSmTNbBPY8qs7zwLgRDUgXAvCAQCgQMRoisQCAQORIiuQCAQOBAhugKBQOBAhOgKBAKBAxGiKxAIBA5EiK5AIBA4ECG6AoFA4ECE6AoEAoEDEaIrEAgEDkSIrkAgEDgQIboCgUDgQIToCgQCgQMRoisQCAQORIiuQCAQOBBirGY6XouNRBtRT15IOxICIMcJ53VlRJvURrRJdUR71MZZbZJTVxLzekXXWRDRAcZYP2fXw5UQbVIb0SbVEe1RG1dsE+FeEAgEAgciRFcgEAgciKuK7mfOroALItqkNqJNqiPaozYu1yYu6dMVCASC1oqrWroCgUDQKrGp6BJRAhHtJqJyInq8nv1WENEZIkoioq+ISN7E8wQR0SYiSjYtA2tsb0dExfXVwZEQ0QgiOkJEJ4jo3zr2aU9Ee03f6WciUjTxHFbbhIhiiajMdP4jRLTMFt+pORDRBNPvfo6InraynYjoQ9P2Y0TUxwbnVJra85ypfWMttt1haq9kIrqjpedqCUQUQESriOg0EZ0iosE1tre4bYjoGdPxZ4hovMX6raZ15mskzBbfqSWYdCGLiJLq2H67qR2OEdEuIurZjHNYbQ+L7b/Vdf4WwRiz2QtAGID+AF4D8Hg9+00CQKbXjwDua+J53gLwtOn90wAW1di+GsDK+urgqBeAAAAnAbQzt1Ed+/0C4FbT+2W2ahMAsQCSXKAdpADOA4gDoABwFEAXK9fFBtN1MQjA3iaUHwtgq5X19wNYZnp/K4CfTe+DAFwwLQNN7wOd2D7fAJhveq8AEGCrtjEd38XU5koA7U2/hdS0bSuAfs6+RmrUdziAPnVduwCGmH8vABNt2R6m7VMB/GCP/45NLV3GWBZjbD8AXQP7/cFMANgHIAoAiMjHdIfbT0SHieiGOoq4AfwihWl5o3kDEd0I/gc60aIvYztmAljDGLsE8DaquQMREYBRAFaZVlV+J1u0iYswAMA5xtgFxlgFgJ/A62zJDQC+NV0aewAEEFEkABDRf4hon8kS+5SIpI08r2W7rAIw2tTe4wFsYozlMcbyAWwCYDWY3d4QkRpcZL4EAMZYBWOsoMZuLW2bGwD8xBgrZ4ylADgH/pu4JIyxbQDy6tm+y/S7AcAemDQEaHl7EJEvgEcBvGqjr1MNp/p0TW6FWQA2mlY9B2ALY6w/gJEAFhORj5VDwxlj6QBgWoaZyvMB8BSAl+xd9ybQCUCg6RHuIBHNtrJPMIACxpje9PkKgLam9y1qExPtTYL9LxENs8WXagZtAVy2+Gz5Hevdh4gSAcwAcA1jrBcAA4Dbm3peU/tqwNu7MfVxFHEAsgF8bfqdvrDyG7e0bRr6vl+bRGqB6abkTswDfwqAjdrjFQDvACi1R2Vl9ii0CSwFsI0xtt30eRyAKVTli/UC0A7AqUaW9xKA9xhjxS503cgA9AUwGoA3gN1EtIcxdtZiH2uVNYeVtLRN0sFdG7lE1BfAr0TUlTFW2NQv0kLq+44N7TMavA33m35XbwBZAEBEa8EfDxUA2hHREdNxHzDGvq6nzMbUx1HIwB+l/8sY20tEH4C7iBZY7NPktqlBfd/3dsbYVSLyA3fNzQLwbXO+iKMhopHgojvUtKpF7UFEvQB0ZIw9Yun/tyUtFl0iegDAXaaPkxhjaY087kUAoQDusVwN4GbG2Jka+34NoDeANMbYJACZRBTJGEs3PWKZG3UggGlE9Ba4L9VIRFrG2EfN/HrNokab/AJgI2OsBEAJEW0D0BOApejmgD8uykzWWBQAczu2qE0YY+UAyk3vDxLReXDr+4DNv3j9XAEQbfHZ8js2tA8B+IYx9kzNQhljNwG8wxDAcsbYiDrKvEJEMgD+4I+tVwBY7hsF7tt0BlcAXGGM7TV9XgUuujX3aXTbENFNAF40fZxfz/FgjF01LYuI6Afwx2yXF10i6gHgCwATGWO55tVoWXsMBtCXiC6C62MYEW21cl01H1s7iU1O6IWovyNtPoBdALxrrH8dwEeoih/uXcfxi1G90+itptbBUS8AiQA2m35AFYAkAN2s7LcS1TvS7rdFm4Df2MwdJnEArgIIckI7yMB97War9CiArjX2uQ7VO4v2mdZ3AZAMUyckeOdXTI1jY2G9I+0BVO9I+8WijBTwTrRA03uHt4tFPbcD6Gxx7S62VduY1ndF9Y6jC+CdmzIAIaZ95OCCf6+z2sHKb1pXR1o7cD/skBrrW9QejT1/i76XjRspAvwOUgigwPRebdr2B4A2pvd68N7CI6bXC6b13gA+BXAcXJx+r+M8weBClmxa1vqzwEVE11SXJ8AjGJIAPGyx3rJN4sA7Fc+BC7DSFm0C4GbwTsWjAA4BuN6J7TAJ3MI/D+A507p7zX9yk6B8bNp+HBY96uB+uiMAjgE4CGBQjbJjYV10vUztec7UvnEW2+40rT8HYK6Tr5Fe4E8fxwD8Cn4jsEnbWOz3nOn4M+DWIQD4mI45ZrpOPkAN8XFSe/wI7hrTgevIvBrt8QWAfFRpyAFbtIeVa8rmoitGpAkEAoEDESPSBAKBwIEI0RUIBAIHIkRXIBAIHIgQXYFAIHAgQnQFAoHAgQjRFbg9RLSRiAqI6Hdn10UgaAghuoLWwGLwoasCgcsjRFfg0piyrK0noqPE8y/PqLkPY2wzgCInVE8gaDLOTngjEDTEBPD8EtcBABH5O7k+AkGLEJauwNU5DmAMES0iomGMMY2zKyQQtAQhugKXhvEUmH3BxfcNInrRYlqZKU6unkDQZIR7QeDSEFEbAHmMse+JqBjAHMaTUwsEbokQXYGr0x18tgwjeMap+2ruQETbASQA8CWiKwDmMcb+dGw1BYLGIbKMCQQCgQMRPl2BQCBwIEJ0BQKBwIEI0RUIBAIHIkRXIBAIHIgQXYFAIHAgQnQFAoHAgQjRFQgEAgciRFcgEAgcyP8DAFQBy09jgEYAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ffc1ff80ff00ff00ff7fff007f00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 6\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a561f99e168696e57a9a61965a61a639e5817a3f96c19ec4333e19e45a1a65\n",
" hamming distance = 36\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 000000000000000000004400cc334ccccccccd36cb36cb31c309634dc34bc34b\n",
" hamming distance = 26\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e811b4039a267e022d09ad24ad02da10f600e02c0d170312d300001212\n",
" hamming distance = 34\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810008813642ff00ffa1000100a2c1a0ff437ee018000007ffe37b40802\n",
" hamming distance = 7\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f00072007200720072007f007f00ffc1fffff8001c001fe7fffff\n",
" hamming distance = 24\n",
"\n",
"Average hamming distance = 22.166666666666668\n",
" = 21.8 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe3ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 1\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565789e1e9696e17a9a619a7861a779a1c56e36868596e2667e18e51e1a61\n",
" hamming distance = 4\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 000000000000000000004410cd314cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 4\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 0\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" fffffc1ff80ff007e004e004e004e0040007000f0c1f0fff8001c001f27ff3ff\n",
" hamming distance = 29\n",
"\n",
"Average hamming distance = 6.333333333333333\n",
" = 1.8 (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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\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 0\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e169696e17a9a619a5861a779a1c56e3686a596e27c3e18e51e1a61\n",
" hamming distance = 6\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004cd34cccccd3cc33cd3cc30ccb0ccb4dcb4bc343\n",
" hamming distance = 4\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 06200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 1\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fcf0c0f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 4\n",
"\n",
"Average hamming distance = 2.5\n",
" = 2.2 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffffff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 2\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565789e169696e17a9a619a7861a779a1c57e3696a596627c7618e51e1a61\n",
" hamming distance = 12\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 00000000000000000000000000004cccccd3cc33cd3cc30ccb0ccb4dcb4bc343\n",
" hamming distance = 10\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008c810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 1\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 06600810000817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 4\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 0\n",
"\n",
"Average hamming distance = 4.833333333333333\n",
" = 5.8 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', 'coriolis_title_none.png', hash_size=16)"
]
},
{
"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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aIKBFt5sRHR19cIbHM+dahyNyMMqDKUIVfVnbxr63oYrShDoS1RF2p9eyo43lC1B1eGtRs0JUozz7kYE1sduTD9xvNstd8fFXFBcXvxBsezT1aNHtJgghxPCEhLutZWW334aKXdagBKaOgahUpn8Ac5tp43Z6huiCGnUWjcpEaClfdhjwJG3XkghX7MATQrAzIeGr9aWlJ+jCOd0DLbrdACFExH6RkasSHI7B16AS9Q9uZrtLUWJ8v/H5RBoWBp/vRxuDwaPAV80sfx1VQUzTNhKVofFTZGTxGodjmJSysK19NP5Fi26QEUJE7G215u7jdKacjqpHcCiqUHZjJgB/tNDOm/Q8IaqkaWbD3cC0INjSUdzAEtRknI079GqB71E1Jq6nfZ66CxVmSm+mvfawCHjJaq3e5HQOkFLmt7mDxm9o0Q0iQoiIoXFxfx5ZUTHyVFSn0Uxj3X+oL6g9FFiPGol0EmqYqjcZqKpcPZXdqHzcOhbQ/dNuvqG+itmHqEEcO1D5xcu9trsdOKKNtubSML4NqtOwoywBnrLZyrbY7UO18AYPLbpBQggRkZ6e/u2Z+fkH7019LdhYVLZCc8Wy68TmB1SY4TLUI/j+/jc36LhQYYW6POXOiE5j6jrmqmhfrnB7WUvrRdIPpj4U1JboOqj37C9F/T4eB06n6RRK7WEJ8EhCQm5OWdl4LbzBQYtuEBBCRPRLSvrlxJKSSYnUezGvABe3sM9tNOxUC1f2Nf6+R9vzprW3Le/PT3WxTe92f0DV7b3C+Hw86obqzd3AjFbaWkL9NO6/ooqz181Y/CItzwDSGr8Dj8TH795ZXj5GC2/g6a41PXosQoiI/gkJv51cUjLpDNTQ1bp5yloS3N+B4wh+icHu8KpjcQf3+wslWJXNtFXHIuAuH9poQZWpfA811c+sZo55J2qaIXcLbU02tjMZ23hPEd+vk/btC9xSXp6RlZj4hxAivRmzNH5Ee7oBRAgRkZmaOu/swsKpZxjLpqJyTRtzEmqk1QN0fVryUOBDlJf5f6jzrUIJlg01tLcXSjAORj2SN1fJW6Jm+q1FxbmjUR1WP6CmgM9GXdNTgVuAb1FlIk8GNlA/x1okasbi1E6eywRUXWPvgR0uVCx+b9SkmGagFDVcey1qYsybgf2aaW8WagYLUNkqJxrv56A61jrLYuCu1NStuwsLJ2uPN3Bo0Q0QdTHc88vKDj7d4QBUp9kzjbYbCbyNymL4ASUuPXk461+omXs7wu807Ujbghoq3NxIvenUp9v9hBKwp1ATdG4CXkCN9LvO2M7jte9LNF9UvTUmoJ5eZnVgn59RNwCJEucjafi9b0WJ7dWo6nGvoorVX40KO3W2ItrvMTHcEROzOT8/f4oW3sCgRTcACCEi0tPSvju/pOTAM10uAfWxuBeAKUGzLPi8heoYGorKJ/UWGjdKACXKKyxHPVI3npASlAh9gPJeV6OKt89CZYGcjOowa9zxdDCqI9KCEtveqKI5XwMPNdr2S9pXz8KOenw/HzX7RGu4UR5vHU6Ux/8JkIa6IXunky1GpZhdgup4/ZT6DIkfUDUpOpPVsTQ1lf8TYnN+QYEW3gCgRdfPCCFM6enp31xYVfWPM6uqBMBor/V/B8mu7oIbdQM6gfpH6I7iRHmp82n5el6PKhUJ8BxKhOehsgEeAzJRQjsf5TUeBtwIrKJ+sspLaVhYpznqzgeUEKZ5rVuCusHsQuXcghL6V2go6G6UYKfSNFVsJ3CD0e5dqDKVk1BZDhOBl2n+ptQWiyIiuC0xcWN+fv4EKWVLc5tqfIAWXT+Tnp7+0NFO5403lpaaGtcHWEDn44Y9BQ9qtoav6fjgjtWoUMwylPjcgIqZNsc86rMABqE8V4lKQ6srEXmEsc07xmtvlNDuj0rbyjeO2Zh8Y/t01A11FPUzUIAq5JONEvTzUbNV1KK88meNbeJR4YMoY90OlHf/ejPHqwGeR8V0/2cs855Q8xU6l0Y4JytLPuRyzc/Pzz9USulpew9NZ9Ci60fi4uJOHBsT8+4Lu3dHXkN9Me7TUXG7cBdcUB1fh6IeqUe0sa03u1CxWgtKeEfReipO4xuet3iWojzE143PD6I6tE5Glc4E5ZHmoOLJdaUjO1Jk51hUBkpzoaQNqJGGs6i/8UjUTaS138j71D8dPEd9aho0f3NoD0+OHl07a9eup/Lz82/uZBOaNtCi6yeEECMHZmQsfG737oS65PcxwEd0r46x3aie844Ini+5HNWZ9msH9qkATqG+4I0TdSNbZazvjSpy7s0CVNbA1aj51dY3024V6vt5oJl10dRnmbwN7GO081wbtvZDFewZ38Z2neVCVCfcN6gb16vG8ubOrz24gYv32qty+bZt51dUVHziAxM1jdCi6weEEEl94uPX31Vennqh1/KNQbOoZR5FiUld7HADynusywH1J7+hOoQeo+kcaa3xGqoT6QtUap13rPU+VLpY4/oM+TRMx2rtuyihYcbCayjRjQOO8lq+HtUBCCpbIQIYixI/UE82ffEvf6Pi4Z+iQhtDjOXDaL5YUHsoA07JyirdnJs7VUq5qs0dNB2iuw9hDzmEEObslJTvLysqaiC4W4NlUBtchYojmlAdRr+i/nHPpX5osr94y/h7A+2bLr2ORFRu65Mo0fmV+okoW0rvSjb2K0UNMGj8w9+Juvn8hXrMPwDlQYIqkp5lvF9E/YizoV77bzf+eg/pnY7/v/e6EMd2VKraOpTgrkOFYBpP3NkeUoAXc3MTL0hKmieEGCGlLPGJsRpAe7o+JyMj4/mz3O7Lniwq2hNF2BpEezrC0yjhOhklMregHtv9Nfw4H/WYDu2/RitQsdFbUB5uDpCA8kI7gx0VJqir8h2PSk2r42VUJoM3/Vtpz0TDPN8XaLugTVf5GvXE8gnq5iJR3+VKlP2dDWd9B9yZmro0r7BwXyllc4XvNJ3A30+QYUViYuK542trL/YW3B2oXMxQeF0LPIF6DE9D9ZLn+PF4daOp9kPlm/ZHea2mFrZ/CiW4oDqN6sIgiV7bOFAx6roc2MWoeO7XKM9vHipE0B8VB80HYqhnH5TnDapc5hHN2LEG5f1C01h4neDW3QQuR3UU1rTjephQmQsdvY7HGK8JqA67MlRH7TZUJkNnv58jgDOLiib2TU19GY3P0J6uj7BarRNGSrnkI7fbVDdHVw7dq9Oso/yAylltbmiqL6ii3ovc4rX8K9QMGR+jRBGUJ+xCiXLdI/M2VNpVkbH+J5SXGofqbMtAZR8I6usTD0OFT2Ybn49ChRIOM9r7CHjXWDefhiGExsyhYTWxGYY9dVgMm715COWlj0JNKHqmce5Tvbb5AzXsuaNUo26a76GyJL42ltfd+DuDB7g4MtKz2Ga7uKi0tLXJqDXtRIuuDxBCpAyMitr2Vk1NTF1+5DyClxEQqnioF1QbSpzGoMTLgxpAkIC6GcxFeapHUO/tjkR5oImo2GwNasBAneB4T8n+Fyq39SNU3m6ysW4nylt8gPaFVRagQjCgaieUouKrW1Ge/EbUzbcxb6O8ew+q8xJU1bQtqJtNV250OcAvqN/fIBp68p2hEjghIcG+rqpqitPpXN7F5sIeLbo+YGxCwu9Xl5dP8u4402MpO8clqI6sPsAdKAH5CpUi1hdVEKcQNXDhaZqflr49SJRnuhwVdliGyhk+HOW93kbH8nB3oW4QdfRFiVWx8flPlAhvQwmhQHmmL6GK8ixBDWjYhLqx/Ez3YgNwZnz8rm3l5X31XGtdQ4tuF8m02U6c5HB8sgr1SAxKFDQdZy0qZvs7qpjLHFRYYJmxfhBwNio9zBdhm09RIn8XaqRYBF2b5PJm6keI1TEelcY2uenmSBoOE74VdSM4FDW4IbkLtviDJ00m3khOfnRHQcFNwbYllNGi2wWEEPEDY2Jy9q6qiv3IWKYFt3OUo3J1zwEuCMDxvkPFUw9DdXYd4KN2c1EhgzhUJkRbN4clqDzlwajRZWbUKLTnUSUouxNOYEZKSvVfRUUTpZRrgm1PqKLzdLvA0OTkN/cvLo6tm9esNJjGhCh/oLIEXkcVcb+IwHQ+1nmR36E61nw12WVHB0NMoX4wRR0m1GCM7vbPaQGeLiqKPjslZZYQYqROI+sc2tPtJJGRkQeNd7t/XOx2C4HqLQ9XClBlCP9A5bwOasc+EjVI4R5U+tfxNCwSEwj+pmEthLo85REozzezHW3koiYF3YQamDGDrocFYlFC3No0PsHkjqgo+UZ09K2FhYUPB9uWUETn6XYCIURUhs328WK3W0Dzgvs99YVRejq5qFSlXqhMgvbwLirv9hdUzdtACy6oYbOVqM6tJ1CP+g5UrHcSKjOicQ0Hb2ajYrW/oGa7eIX64uXlNE0Xay9j6dqMEP7m1poakWw2/58Qon+wbQlFtKfbCbLT0l6sLiy8tASVa9rc4/DrqAT15qbiCXcKUI/z/4eKq3ZHClAFxWeiakQ0V6N2Eirtq66sohuVwVCXcxyJGpGWgLqpZNPwt5KD6sibjvK469LE/oG6Nr4KefiDhWYz56SkLMvLz58ktYh0CC26HcRiseydaTL9vtPpNOWiyzN2hjtRw3lnBdmOtpCozqyVqPzfEcDRKIEUqJtqJKoGRHM8h8oDjkKFXgQqjHKgsey0FvaLRWVydGdvF+DKjAz3+3b7FaWlpS8F25ZQQotuBxBCWJOTkzdWFBf3FahHU03HORUlYp2dKSKQSNQNYhsqde0TVCfXM6gBGitQgxna084cVLhiOWpwRjFqbraVKO+2jp/w3RROt6O89Dt81J43FcCEXr2Kt+3aNUpKmeeHQ/RItOh2gPT09Ps8paX/V+R0Cl1WvyEeVLpcHMqLa41LUZ0JL7SxXXdEonKI70OFDOrSvXzBWahSlSe2tWE7uQEVqwYV2liLumH4kjkJCfwzKurHvLy86T5uuseiRbedCCFSMuLjt+8uL49ebbEwQoRyVQXf45SSv6Rkb5Pqm7V7PGwBRpga9tV+4fFwidvNLxYLg/U1bIBwqoFeNRYLFUC6y4XdYiGyk9fpSqeTZ1FCvgnlYddaLFh9fN2P7NOn+rtt2w51uVy/+bThHorOXmgnaWlpd0fU1EQDWnAN/ut2s9y4aZcBE4zr4paSwW43I931aZw1UnKL281Fbjcfm81acJthgVlVidjL5dozjHxZF5yi6y0q07cI+Mpou5+rszkVLfPgrl3RaWlpz/i84R5Kd8u/7pYIIdIzYmMv3OF0crnZDBZ92QA+cbtZ6vHwtkcFW24ym7nGbOYyp5Mc4NeICHJMJhZ5PDzsctFHCJZERtLPpO/1zXEAcIvTyUMuF2cbN6z93W7cViumTtyk+gO5FgtZdjuvCUGuzcZwu51PheBEc2frjjVlrJRMTEsbbrFYDnC5XN2tbES3Q4cX2kF2RsZrNQUFFxRLiUxKCrY53YLlLhfP2O3EA685nZwREcFLtbU8ExXFlTU1XB8ZSY7Hw7cuFxPMZs6KiODciAjM2sNtFSkle1dU8KfXU8KZERG8E9P5WmFvOhycV13NDIuF26OimFpRwUlWK09ER9PXRzfAVVLyj8jIv3J37RrrkwZ7MNrlaAMhRKarsvKsYimZFxsuwx3aJsNkYrjFwhMxMZQlJfFUdDTfxMZyeWQkMimJ6VYrv7ndbE9I4Pu4OC6IjNSC2w6EEPwWVz8PRm58PAucTl52ODrd5rmRkQB863LxhsPBzoQEooRgclkZ39XWAnBVVRWTS0sp8nSui3gvIdgvNXWI2WzuzunF3QLt6bbBgPT0d/MLCs6oBjy9eiG0cLSKlJLZDgfXlJfzWHw8J9hswTYpJFnncjG8oIC/U1MRwL5FRbyfmMhRXbieIk9ldT0UG8tNsbHcUVHBA1VVxFI/RVEvk4m8jM4VzFzncnGIEGtz8vNH6gETLaM93VYQQmRXVlScUg18npSkBbcdPFJVxTXl5TwcF6cFtwsMs1i4KzaWS8rKGGKx8G1yMmeVlPBDFzxemZnJPlYrt1RWYtq1ixk2Gz8mJXFxVBRDjDDDLo+H7zp5jGEWCwempPS3Wq2Np5XTeKE93VYYnpHx+ab8/GNdgKd/fy26bVDodjN8507mZ2YyKqIrlWk1AB4pOTE/n2yzmWdTU7Fu2YILWJaZyYRO3tDyXC6yduzY81kOGECVx8PHVVWcX1hfmDTNZKK/xYIbuDMxkU+qq3mzsrLBfs2x0elkmsOxaWdBwRDt7TaP7oZvASFEv31iY492AZNsNkRUWyn/mg+Ki5kUFcWo+Phgm9IjMAGvZWdzfm4us2tr+bVfP6Zu28Y/i4pYPqg9tdyakgl8nZ3NkTt3ArDdZKIcyDMciiyLhRd69WK1w8FHFRX8YbdzXH7TeVDecTg4KyGhyfLBNhuHud0D3omMPIr6qeg0XmhPtwWysrI+etlsPvlor04NTcssrK7myB07mJmZyQladH3K3MpKTs7JYWH//kQLwcBNm5gWHc23fft2eqDDw4WF3FJQAMAwq5V1xsCMN7OyeKiwkN/69yfeSCtb53DQx2ol2ghBTNyyhWV2O1VDhxLdTOrZ1tpaDi4r276tsLC/9nabokW3GYQQ2fskJ29elJVl1SGFtjlr+3beLSvjy379OFoLrl+YumkTv1ZXU7XXXnxZXs7pO3YwMCKCv4cM2SOGHeXhggJu2bVrz+cBFgubhg/nytxcfq6u5pSEBM5LTKRPM6Ei8fffALzauzcXJjetIHxJfr6cWVR0jNPp/KpTxvVgtOg2w+SMjFcvj4m58PxUVUMsp7aWBLOZWB8mlPcUHB4PtmXLmBEfz5xhw9reQdMptjsc9PvrL8omTCDebMYlJdalS+kbEcG2sZ1Pjc13Okkwm4n0Em4pJZ+UlHDKpk0AOCdOxNLI+fimtJQjN6h5jOcNG8a0uLgGfR4rqqs5rajoj7V5eXt32rgeis5eaIQQwlTicJx2stcgiHcKC3F2Mn+xp/Ncfj5RJhPfDB0abFN6NH0jI0kym0n44w/W1tRgEYLd48axvbaW+3NzO91uutXaQHBB5QqfnJyMe+JEDk9I4Mj166lt9Ps/IjGRlaNU6flD1q3jx4qGpfzHRkcTLeUIIUR3r1AZcLSn2wiz2XzwBenpP746ZMieZeLnn/lg+HBOTUtrZc/wY35pKf9YuZI5e+3FIXqknt+pdLv55/r1fFRYyC9jxrB/QgJDly5lQ00N8gBfTa3ZkILaWtIXL+apgQO5unfvJuvv276d27dtY1JsLEsqKyncd19SrKrk+wt5edxeWHh7YUnJfX4xLkTRnm4jMjMzb7zQKzl8Z00NAOesXRssk7otN2/dysyhQ7XgBohYs5kPR4zgof79OWb1agDu6Kumwqxx+2eOyLSICK7t3ZuaFp70rjOE2G6sH/3HH3vWnZGWRqzFcqXQHSMN0CljXgghEkalph6yb1oaCEGJ00mfpUsxA2f06gU62X8P+bW1/F5RwUHp6fq6BJhrBw3ilq1bOXzVKubsvTfnrFvHVdu28crIkX45Xq7LxdC4uGa/52hg5ZQpHLR0KQB5tbV7tksEpkRHp26DfYDFfjEuBNGi60XvxMSLzk1Li6zLya00Qi+Fhx1GojF+XaPYYjwB9P35Z+QxxwTZmvAiApiYkMC3xcVgs/HoyJHcuHo1Z/Tty/RU304gVVRbywe7d1PodnOZV8jNm71sNh4ZOZILV6wAYGVt7Z5c7Yuysky/1tb+H3CcTw0LYXR4wYsYq/XGc7Kz93x+evNmAN7IyQmWSd2WyUlJbJ+uJgtYWloaXGPCkJnjxmFBZRrcMGgQF/btyyG//cYNq1bhy36ajVVVAJQaebwt8c++fSmcMYNTMjN5zWvE29j4eOzV1YcJITpfJq2HoT1dAyHEqGOys9N7JSbuWfaYIbrXrFrFvhkZTE5JCZJ13ZNzflMTBfRPSgL9JBBQRkZGkhUdzR92O3snJfHq5Mn8Z9QoBnz9NR6zmSfGjfPJcUakphJlMvHtQQe1+R2n2Gxkxcby5IYNPD5hAkIIUm024qS0VUZFnYqaXDns0Z6uQa9eva69qF+/PQH/1eWq7tLXU6cCcPqiRQDY3W6q/VB9PxQZZozWS9F1FgKOSQjO7NuXF4xcWoD+MTEsmj6dJzdsIMcI/3QVp8eDBL7xGkTRGg+OHq3s+7h+us4tFRUkxcb+n08M6gHolDFACBExMDW1aO2MGbFWk4mN5eUM+fzzBttMTUvjl4ICbEIwOTWVfw4ezLmDfTUlYWgipSTu/ffZduKJpGhPN+DkVVeT9cknpNtsLD/qKDKj1bSTJ8yfz9bKSv48+uguH+ORVav4NjeXl/fdl0HtHBIv3noLAHnOOQC8uH49j2/Y4N5YXDxcSrmxy0aFONrTBSwWy1EnDBgQbTWSxFc2E6P8xRinbpeSPwoKeHnDhrAfMCGEICUyknKjELYmsGRGR1N5+unk2+1kffIJbuP3+L8pU1heUsLMjV3Tt3VlZTy9di0jEhLaLbgAL0yeDIDLsOf0/v2pdTjM6enpV3TJoB6CjukCvXr1OvP4Xr1Mdakuxw0ZworkZMZ+9hk7zjiDzOho9vr4Y2ZkZxNlsZBXXc2bGzbw7KZNXGs8ToUi1S4X68vKGNfJWHV+TQ0ltbX0Tk4GPUQ6KMTYbLgvuogDvvySl7Zu5V8jR5Jss/HT0Udz0OzZWCIjOaeFrIO2+HL9egDOHDq0Q2mBl40Zw1VLlvBeTg7nDBlCos3G9qoqsmNjTwKu7ZQxPQgtukBEbe0/Jvfps0c4BDAmOxt55ZV7tll77rl73u/zwQcA/HvChJAWm3/Nnctba9fyzEEHccHIkczbsYNCu53zR4xo1/4PLlnCOcOHE9GF+bs0XccEPH7ggUz56CMuGjuWCLOZvXr1AuDc+fM5ZujQDqU8FtbUcOG8eXyxZQsHZ2UxITu7w5OxTs7I4Nz58znHyymJhV5CiBQpZVGHGuthhH14QQgxaGhKis3aAfHsb+Qghno0/NaJE5malcUVP/3Eu+vWsXj3bha0Mz2u1u1m5urV3Dpxop+t1LSHfQ2R/WTjRgprakgwRDbGYuGaBQva3U6pw8Hod9/F6fEw++ij+ezoo7F1Yvbr5w4+GAC7d6ezy2U1m82HdLixHkbYe7oxMTGHH5GZGdmexye7y0V+dTU51dUAuKxWIkK4535YZiY/nXUWLo8Hi8nE0Z98QpnD0a5HyS3FxcRHRpLt42R8Tee5b+pUzps7F6eUlFx5JfLGG3l5xQr+u2xZu8MD64qLibRY+PrUU7tkyxgj3/2f8+fzrtGht72sjKzMzNOAD7vUeIgT9p5uUlLSqf/o379d2wrAZjZjEoLesbFEh7Dg1mF3ufhi40bEo4/icLn46Ywz2txHSsltP//MqbqUY7fi8nHjcBrZSIuNSSi/2byZ1UVF7RowkVtZyT/nzKHM4fDJAIvpffvy3po1AEzs1UvNBu10HtjlhkOcsPZ0hRDmwb16TRyelQXtqMkRCaTHxpJTVUVOZWXI1xywu1yMfOUV9snKAqDK48HUxrRE1U4nMQ89REJkJHnXXgtGRSlN8Em22Xj28MP595w5HP7xx3x00klctPfezNq4kTfXr+e8Furu2l0ubv3hB55fupSzR4/moenTfTI91bfnnIP1/vs5+5tvuGfaNO786SdSk5IShBCDpJSb2m6hZxLWogtM2C8zM0p0UDi21KWUdSLW1Z2INJu54+CDmT5gAC8eeyyJ7fhHizBuTmUOBzfMm8dzPsgF1fiOK6ZM4ZJ99uH+BQs4c9Ys5p13HlFWK08sXsx5ezetJ55TXs4pH35Iqd3OoosvZnxmps9sqfvveGflSl49/niOfO89Hhkzxrpg69bDged8dqAQI6zDCykpKcceNnBgh8vOJdlsvH/yyf4wKaAIITh//Hj6Jia2S3ABLGYz7jvvBOD5JUv4ZsMGtpaU+NNMTQexms3cNW0aH55yCge+9hrDU1JYX1REpdfU6h6Ph2W5uWQ//ji/7djBS8cc41PBrWP55ZcDYDFy4Odt3EhacvKZPj9QCBHarloXSYuOPveQESM6FCaYs24dE/v0YdaGDQzs1YtJffr40cLuidurduuRb7/N6F69+OvasE+/7HYcP348z9ntXDFrFr0TElhRUsL+/fvzxIIFXP/VV8RHRvLKSSdx0T77+M2GsUZ/yYdGzu+3GzcyODNznBDCLKX0TxHgbk7Yiq4QImZ0377pvRqNtNlQWEhBZSV9ExPJ9ip+U8eLixZhdzoZl5VFbA/oSOsM7kYj8Y5uZ16vJvD8a8oUfti4kU9WrmT6Sy/tmXbn72uvZZSRZtYSv27dyp1z53LG2LFc2AVh3isjg0d++ol3Tj+ds95/n/369YvcmJc3AVjS6UZDmLAVXeCAQwcOtHl7uTW1tQx99FEAbEJw4rhxvH3eeXsm3MuvqOCnzZuZ+69/MbFfv6AY3R2oaFTwp8bjwRMRgamTs9Jq/MtHF13E5CeeYGdpKb0TErhu2jRGtZCxU+lwUGG383+zZ1PrdjNv40ZS4+K48MDOJx08c8opTH/2WQ4bPRref5/Dhgwxf7Vhw7GEqeiG7X9Jenr6YQcOGtRg2b+9KiMlRkfz29at7P/kk8xbt46dpaXsLC0lKzExrAUXIC02lpsPqc9xf+qnn/hu3bogWqRpjcKqKpZs305JTQ1LbriBM5rpUAPYXlzMwc88Q9YddzAgJYWrDzyQ2RdfzHvnndfpYztcLoalq7kpfzRmDx6TlUVUVNThnW40xAlbTzcyMnLvvfr1A5sNj8eD2Qj417GrqorFV17J+t27uWn2bG487DBOnzSJI0eP5t+ffcaz7chn7cmUNipys6qwkMNDPIWup5JTV6zJ6WRlURGjevfG7fEggA+WLuXDZctYtHkzu8rLOXH8eAqrq9l/2DD2GT68y8c2u92c8/LLXDJ1Ks8tXAjAp6tWYfZ4BnS58RAlbEs7Ds7OLl57771JFrOZqffdx6/GXRjg6+uu48gnnuDSadNYvm0bi41i5nUsu/tuJrRzQEVPZePu3Qy76SbG9+vHsm3bAPC8/jp6DsLuyzNz5/LK/Pk8eeaZnPrccxRXVZEWF8c1M2YwoV8/RmVnk52czMAbbmBsnz58dvXVXT5mcWUlB9x/P3ccdxy3ffIJh40aRZ/kZD5evtzxx8aNSVJK3xT+DSHC0tMVQlj26tcvymLUW6gT3EirFYfTyUHDh3PEmDG89OOPze4f7oILMDgjA/cbbwBww3vv8ficOZjOP5/SF14gwajrqule/PvQQymtruaCV1/l2PHjuWTaNPqlpJDVaDbnLQUFbDG8466SHBvL8+eey7pdu9iUn88LP/wAwNkHHmj+Y+PGIcBfPjlQCBGWogsMGNarV6TwilUtvPde9rv9dpJiYohOSODr226jpLKSwVdfzS3HHcdN77wDQHpCQsiPRPM1j11wASarlUe//JLEyy9HGlXYNN0LAdx+2mncftpprW530uTJnDR5ss9+51PHjGFlfv6ez+cfdBBDevc2CyFGEIaiG64dacNHZGU1eA6eOHAgAJO8OteSYmMp+t//uPHYY1n9+OMA5JeVBdDM0OGRs8/memN02tnPPBNkazRdodJux+PDAv1ms5krZszY8/n1n35iZFaWSE1NneSzg4QQYenpJiYmjh85YACLHnmEfW+6iRtPOAFrbCz/OfVUrjr66Gbv8LbY2D3vV+7ezagwz2BojscuvpjHZ8/mnV9+4e0bbwy2OZpO4Ha7WbBmDW9cd53Pn+jOmz6dN4zwwvABA4iPiZns0wOECGHp6cbFxU0anp3NJKOi/sn77QfAvWedRVpCQrP7RHv9AEdfdRUud1gOptH0cBavX09GYiIZzQwM6go3zJzJzSeeCMAxkyYxqFcv3E5n56a0CHHC0tONsVgmDxs0CIwRZaOHDWtzeumMXr2Q336L0+Ui4qijeOH777nyuOMCYW5I8f6tt3L6gw8ijjuO3R98QLqP/3k1/uWLP/7glIMO8rmXe/+FFxIZEcGKF14gMTYWa2wsMZGRieE4HDjsPF0hhJAeT2yMzYbJZEJ++y1RHZjKxGqxsO/w4Vz1/PN+tDJ0OXzSJBKNUMwp993Hyq1bg2uQpkMsXL2aqXvt5fN25/35J7N+/pkxAwfS1xgsMTAz0wyEXZwuHD3djH4ZGbau3MkXrV0LQE5FBb3T0nxlV48gwWaj5KuvqLbbOef++xl96aW8eP31XHrssX49rqO2lu35+WzOzeXwG2/kHxMn8r+bb6aP8Q+uaZvyqir+2LSJw6dO9Xmd5KPuuIO4yEjK//GPPctGDRxo+fLXX0cAm1ves+cRjqI7fMSAAaIronvkfvvx9cKFZJ98Mo9ffTVvfv01T15zDdP0fGF7iLbZ+PiRR3j6gw+47PHHueKpp6j88UdsHXiqaAuPx8Mrs2bx9Icfsiknh6zU1D3FeH7480+O/89/mLHvvlx35pmk6jBHm2zcupV+vXoR0YHp1ttLXFQU1TU1DcIWwwcPJi4ubizwlc8P2I0JR9HN7pOR0aUGvnrySU6/7TY++P57rv/vfwGYfsUVAOz88kt6a+8KUPV6rz79dI7Ybz8mnHsuh111FZ8/+ihJxsSeLVFWWcn67dtJSUhACMEAY2YLUFMFffnzzzz1/vv8uGwZCbGxfPPUU0wcMQJro6Lym3NyGHTiiTz4xhsUz53b5nHDnR+WLmX/MWP80va0vffmi19+abCsb1oa8fHxQ/1ywG5M2ImuxWJJiE9M7HJHwS0XX8wFJ57I+OHDSUtOJmH//Ym22cg+5hhqly7Fqqex2cPQoUMp+flnDrjgAvqfcAI/vvoqE7zKQVZWV/P+nDlcfPfdze4/avBgXr7jDt775hvemj2bypoaXvrPf/jmxRexWiwtVjcbOGgQQgiklNiFwGEy4fF4iLLZ+PH334mwWtl//Hi/nHOo4fF4eO2rr3j2llv8MvhnxtSpfPHLL+SVl5NpOCVxSUmYTKZEnx+smxN2ohsXF5caHxPT5XbGNSoGUr5wIU6nk4iJE4mYOBHP8uW6DoEXVquVn2fO5NpHH2Wfs87itBkzOGH6dL5asICPv/+e6fvsw4DevdmSk8Ndl1/OOUcfzbzFi7nknnvolZrKfueey+Wnnso7Dz7IofvuS0Q7b2olP/9M4tSpZB16aLPrs9LSyPn+e1+eakiyZOVKPB4P0/xU0PyIAw6g9//+h9XrBmn8Hzafo9mDCTvRjYyMTIlLSvLL3dxqs7HXkCGs2rCBd777jrN1SlkDrDYbz95zD3ddcw2vfvwxD7z2Goftvz/r5swhq5mQz8DBg7n4rLMAcDqdnXp6SLDZuO6CC3hi5swGy2+++GIefuUVcgsKEGPH8toDD3DBSSd17sR6AA+98QYXnXqqTyakbI5evXuTX1LCez/8wJXnngtAXHIyUkrfB5C7OWFXZaxPnz5vv/fww2dN9VOnV1V1NbHjxzO0f3/WffutX46h6TpOp5OIUaOIjIjAYZSplGFaE/jHRYs4/9ZbWTdnjk87Or3J2b2bAdOm8ePbb7P/hAkAVNfUMPiII9bn5uYO88tBuylh5+maTKbEuORkvxWtibHZuPzssxlk1OrVdE/yiooA+Pd55/HDwoXs3LUrLL8vh8PBlfffz+P/+Q+2FkZj+oJe2dkkJSayOS+P/Y3rHBUZSYzNFna9zmEnulLKhDivOgr+YMTgwcxbuJDrL7nEr8fRdJ6+vXtT8tdfJMTHM/PDD5nbqGc9XLjzyScZ0KcPJx15pF+PYzabKS0vZ5PXYBkhBGazOew0KOxO2OPxxMWnpPjVq0lISeHz777j1xUr2H9yWNb0CAkSjd/Ahh07yM7ODitP1+VyccfDD/PhV1/xy5df+i2W6010dDSrNm1qcJ0jIyP9f+BuRtiJblpy8pC41NQ2ay10haOOPhquvJKbH3iAX3Rct1vx5TffcMnVV5NnTAnu8Xh46JlnuOXaa8NGdN1uN2dffjm7CwpY9MMPpAdoVGVERAR/r1/f4Dp7wqzuAoSh6LrcbkukHwUXICU5mX9Mm8bcFmaeCARFxcUkJSbqGXobccCUKTz98MN7Pi9cvBiA4pKSYJkUcG675x5y8vKYO2sWtgDeaHZv3NhkWZTNZhJCREopHQEzJMiEneiazWazvz0aj8fD3B9/JCU5GZfFgsUS+Mv855o1TBg/nuTk5IAfu7uyctUq+vbpwylek4rmFBYCMH7vvcPC0/1y9mze+/RTfvvpJ2wBHhr9v9deY8iQIRx4wAF7lsUnJAggDggb0Q07N8hkMpn9fYxpRlGPouJirrnhBtxBqL176CGHaMH1QkrJ6AkTeOjRRxssf/W11wC4/Morg2FWQMnPz+eSK67g7ZkzyfIaWh0o7rj3Xr6bO7fBsoSEBDMQVuOzw87TlcJMLRF+a/+3335jgVdP+HMvvMCc7+ayadNGfvttKRMm7O23Y2taQcDdd9/HZZddsef7/+uvFWzYtAmLxcL773/i199FsJFSMmbiRC6++DImT51ObRBsuPbaG+nXr1+D6+xRfl9YDRYIO0/X7We387bbbt7z3uGQ7LXXKDZtUrGsKVMmEhkpKC4u9qcJmha45ZbbSPR6pJ40aRzbtm1j/vxfOeYY/5aeDDbnn382u3fv5qabbg2aDW+8MZNdu3IbLCsrK3MDFcGxKDiEnafrdrvddjt+CTF89dXn/Prrz3s+R0bW115YuzaH4cN7A5CZmQJAWVlY3eCDxvfff8uECRNJTk5psPzTT7/lxBNnMHXq5B79Xbjdbt5//13+/e/rkDISuz04dvz66wqABscvLS2ThJnohp2nazZbXA6Hf2L2O3ZsA2Dw4KajGjMzsygrk7zyytt7lm3duoVwG4YdDPr3H0BUVHST5Yccctie98GIuweCjRvXk5xsISIigvvueyzY5jTB4bB7wilzAcKw9kJ2dvaf333357jUVP/lJm7btoV99hm45/Pu3Q2v8axZH3Dppafv+fz4468wfvw+7LWXf2qZalrmgw/e4Kqrzgdgw4ZS4uN7TtErl8vF2LG9KSzM56uvfmPixH2DbVITpk8f6165ckVYPXGH1ckCmEymiuLiCmJj/Se6GRkD2LZNcsstl3DwwUc0eZybOrXhkMvrr7+4wefY2Djeeus7Jkzofv8kPY3jjjtvj+h+883XHHfcGa3vEEJ8/vlHCGFi1qxFjBo1OWhhhdZwOBw1wbYh0IRdeAEoq6wMTAjpoYde5vDDT2iyfPNmVc3q008Xsm2bZO3aKq666nYA5s9fz9lnX87ppx/Miy8+osMPAWDbNsn77//Irbdewh9/LAq2OT7jqqvOJC4unvHju+dQdCklbrfbFWw7Ak3YebpSytLi4vKg3vWHDp3I6tUuzGYzdjsIEc0VV9zDFVfcA8C11z7MIYeczCmn7ANEcP7517TYlpSSBQu+YcqUQ4iI8O9Iu57M+PEHc/vtz3LppSfx9ts/0a/f4GCb1CW+/34WAM8+O8unv/VNm9YycOAwnxTor66uxm6v2u0Ds0KKsPN0XS5XSVVV8DtLzebWEyjGjJnEN9+s5aWXHuDrrz9ocTshBMOHj9WC6wNOOOE8zj33as47bzq5uduDbU6XuOIK9YQ1aNCINrZsP3/+uYgzztifp5++yyftVVVVYDabK33SWAgRdp6u3W4vDLan216ysobx0EPvc/31J/H2288zePAopkw5jIMPPraBp5GQ0DskzicUOOecm/j++y+YNq0fy5d7QnLKpd27c/a8r6mRPjuHNWvWUFZWwtln39Th31tVVSUxMQ1LqhYVlSOEKPeJcSFE2Hm6lZWVhdXVwfd028vkydP55JO/MZnMfP75TB577Dq+/vrdYJvVo7n33tcBKCkpDK4hnWTu3I/2vPeF4BYU5FFWVsyJJ17An3+6iOnEHIO33HImS5c2LABl/B+WddnAECPsPF2Xy1VWUlIWUp5hQkI2zz77AwBffPEaDz74bw455KwgW9VzSU9X8dxp09SkBosXh1Zn5ty5nwFw3nm3+uR3XlpaRUZGMhs2bERKSd++Qzq0v91ew7XX/pfMzP4N7CkuLsfj8ZR23cLQIuw8XWDn7t07gm1Dpxk9egoVFaXU1FQF25Sw4OGHPw22CR2mtLTA+OsbT71Pn8FERESSmdmP9PTsDu+/bt0fLFs2v4nXXVCwnbKysrCbmC7sPF1gzebNq6XdTugF64DMTNUx8uijV3PTTa8G2Zqey5tvruGii8aTkTE0pJ6KAM47707uvvt0Tjjh6i7bbrdXYzKZjY5aK5s2rSUzsz/R0e2fxDcray+cTlMTWzZsWENlZeWKrlkYeoSj6BYUFOyw2+2E9DQhX331P666Souuv8jIGM6IEVNYsmQ+mZl7BducDjFw4D4AmEyxXRbdjRvX0bv3EDwelR1TXe2kuLgck6n9omu1JnLFFfvx9ts7SEur95S3bFnlAtZ0zcLQI+zCC1JKaTKZKmpqwi5TxW9IKfn448cpLy8Ktik+5cQTr2Xu3NeDbUaH2bxZOY/nntu/y20NHjyeqKj6rIMhQyaQmtq7w+088sj8BoILkJe32Q2Edm5eJwhHTxeXq3LRxo1rjx0yZGKwTekUmZmDycgY0I0eewUZGcOwWpO7kU1dZ/ToI1m//lj+/PNXRozYP9jmtJucHKVjTz21vNt8H8OGHdTAFqezltra6lIppSd4VgWHsPN0AcrKyn7PyVkbbDM6jclk5qyz7gu2GQ2YNOnokMxpbY3//OdgAOLiUlrfsJuRl6fqNw8YMLbNbYM1zDwvbyNWqznsOtEgTD3d8vLyFVu3ruk2XkBHOO00JWzZ2XuHpP2hRN++49m8eTmpqcND6lpPn34ZX331TJsDI+65ZzqrVv3Ik0+uJSuraTlSf7Jly1oqK8t6TqGLDhCWni6wJjd3TWglXwK1taog09SpZxGAqd7CnuOPvxWHo5rq6tAaNJWersqKvvfe/7W63Ukn3cltt31HevpAXC5nu9r2eHxTd3jXrjWyqKhoqU8aCzHC0tMFtu7atc5ht2P7+OPbGDVqBsOHHxhsm1rF43Hzv/9dztixR3LxxW+HlOcVqkRFZTJmzBF88cVTHH/8HcE2p91IqTINPv/8IY4++g4iIppP1Bk06CAAXEadL1cb9b6Kirbzyy9vctxx/+myjTt2rPZIKUM3xtcFwlJ0pZTuzMzM/KoqZ1+Px8y33z5D//7dW3QvvVR9VY8+uksLbgA59NCb+OSTGzj88NARXRDcf/8WbrttABUVNcTEKNGVsmt1GGJi+jJ9+o0++f3l5v5dA2zoekuhR7iGF7BarZsLCjYzZswx/P33bJ89Nvmb+PiMYJsQdng8odfBvmTJewDExCQDsHXrEi67rOm/e0lJDiUlO9vdrtXa9Wp2Ukqqq8vtUsqwdB/C0tMFsNvty7ZtW3Xw2LEn4nTaWbHie0aMmBFss5qluroEgMcft2svN8Bs3Pg78fGhV8WtoqKUfv3qZ4soKVEzUM+ceSGHHHIz6elDAaitFdhsCdxxx0h2717Df//r/66O4uIdmM3uzX4/UDclbD3dgoKCbzdtWgDAUUfdz6pVXwbZouZ5/fXTeeaZaYwdexIWi66ZG0iWLXuPzz+/kSlTLm57427Gxo3zqajYtefziBEzOOyw21m5cjazZl2P06nmgkxIyEIIM7t3q4FhgUgh27TpJ6qqqr72+4G6KWHr6QK/bN48z263Yxs58lSef34/jjjiScxma7DtasCff6oC5iee+ErIeVuhTEHBet5880zOO+9zBg8+OuSu/bZtvwMNpzs/5JB7mDTpcu6/P4u8vC2kpw9HSsm33967Z5uNG5fQp88+frVt/fpv3SUlJd3TywkAYevpSilrhPDsKivLITV1MFVVBfz114fBNqtZkpMH0afPpGCbEVbMnHkkM2bcx8iRxwbblE5zyCG3N1kWH5/J7bfnk54+HIDnnpvCjz8+SL9++5OcPBCzOcKvNkkp2b59sQNY7tcDdWPC2dOloiLv9TVr5t01bty5ALz//tmMGNH96tQWF28KOU8rlMnPX0VR0SYmTPh3SF93iyWxWfstlrQ9y3fsWAzABRf8zFNPDcDptPj1nPPzV2O1upeF4/DfOsLW0wUoKSn5csuW7yTAWWfNBsDtbl+SeKBIShrIyJEnBduMsCIv7w/69TsQmy0h2KZ0iW3bfm51/RdfXArAIYfcD0BFRR6Jif39atPWrXMpKMh7x68H6eaEtacLLM/LW1TjdMroAQOOpG/fA/jpp4c48MCmj2XBYsqUG9mwYXabiesa37Fo0bMMHXpsyF7znBwVzz3ggDtbPIdFi55k2bKXAZgw4V+UlOTidtcipdWv57158xyn3W7/1n9H6P6EtehKKT19+vRZvHPnqmlpaaPYf/8Hee+9qQwbdi4JCf2CbR4A/fufwLx5t1BZacdisQXbHL9SVraVuLhsTKbg/Sx37VpKbu7vnHTStyEZWpBS8s03V2G1RpOYOK7JOezc+SvvvTd1z+frrnNgt1fxzDOq7KLDIfaIbm1tJR6PC5st0Se2ud21FBevKZVSbvVJgyFKWIcXAIqLiz/atm0uANnZ+7P33tfw8sv9cTi6x3j7mJgMbLZkSks3BdsUv7No0YPs3v1nUG1YtepNhg8/3WdCE2hmzTqJvLzFXHppwzK1NTVFvPXWPnsENzo6jeuvd2E2R1BcrIp97bPPTY060gSlpRt9Zltu7iKsVjnfZw2GKGHt6QJUV1d/k5v7jcNuvzYSYN99H2XDhi+YNes0jj32K4QI/n1JSnA6rSHpeXWEgw56CSCo57l+/eekp4deBTe328nixXewceNnTJv2EkKkYLfXD/1dvvxNdu1awqmn/k56+kSEENTWqn2XLXuR6OhMJk9+uNF5x5CYONFn12LHjrkyNzfnfd+0FrqEvehKKbdmZAyqcbtrI83mCEwmC2efvZqPP57K4sV3s+++dwfbREymCNxuR7DNCAsiIuLIygqdguVOZzVvvjmI6mo1EOK887YSH18fGsvLW0hMTCYLF97Cccd9S0bGpCb7r137BnFx/f1u644d39Z6PJ4f296yZxP2ogtgtTq+27590amZmXVFbyI59NDPeffd3vTvfxaJiUODal9ERDK5uX8QGzs6qHaEAxZLHAkJoeHpfv/9KWzZ8jEA06a9w+DBZwINnxSSk/dn3bqZ9Oo1lfT0w5qcV0HBGhISRnDqqav9es61tWU4nbvzpJQl/jtKaKBFF8jLy3urV69PT05KOnBPLMFszmLixCf5/vvTOOKIxX5PGm8Jp7OKoqIVpKYeGhJCEOrExg4jJ2chyckHB9uUVikp+ZstWz7GZsvglFOUl9vS76OkZDMpKfs1u37t2jfJzj7G77+t7dtn43LVfOTfo4QGwQ9YdgM8Hs+327Z9We121zZYPnz41ZhMVnbtmhckywDUWHibTVcXCwTDh1/F6tWPU1y8PNimtMj69S8xe/YYTKaIPYLbGh5PLSZT0+HtDkcRmze/zdChl/vDzAZs3fpybUFBwfN+P1AIoD1dQErp7NWr1ztbtsy+NDv7RK81gj59zmL9+tdISTkiSNbFEhc3lNzcxaSmhk6sMVSJiZnA8OH/x/Ll97Hffh8H25wGFBT8RGXlZpYuvYykpL2ZPn1RuzzU6uoS4uJSm2z711+PkJ19KhZL/w57uh6PEyEs7arPW1W1hdrarRvCPVWsDu3pGuzevfup7dv/16TEUt++Z7Jz58c4HIXBMAuPx0Vp6XIslpigHD8cGTjwIgoK5lNVtSXYpjRg/vyDWbr0n0yb9jOHHrq03fnMFRVrEaKhp1tTk8e6dY8wYkTrU/pUVm4iJ+ezJsvXr3+csrIV7Tp+Ts5MSkryH27XxmGA9nQNpJRrMzKG7yopycmMiurttSaNXr1OZOvWWfTrd1HA7crLU8OTbbamie7txeEooKhoAbGxQ4mP151xbZNA795nsmbNfxk16qlgGwOwJ3tl3LjXiY2d2u7fwrZtL1NY+DMTJnzUYJ81a54kJeUgTKY+rbY1d+54bLY+pKSc0GB5v343IoS5TTukdJOX906F3W7vXo8NQUR7ul44HBUP7dz5ZpPlvXufztq1twbBIigu/hmLpWs1AEwmK9HRA4mNHeEjq3o+vXufza5ds/B4usdYYJNJdeRu3/5qu/dxu2v4++9/MXLkY0RG1vcJOByFbNr0KOPHv9XsfuXlK5k3bxA1NTsYPfpFJk5sWn1PiPZNjFpQMA+Lxf2NlLKm3Yb3cLSn60VZWe5Ms/ntR7Kzb4n0jlUlJBxNbe2pFBWtJSZmeEBtqq7exaBBd3exdzkRm238nmR4TdvYbJOw2QayadPL9Onzr2CbA6jfo91e2OS3IKVky5YHGTjw/xos+/77aBIS9qV37+sb7LNp07Okp5+MEM17uaWlG6iu3ozd7iE1tWkaWkfIzX3Fk5u77ZHO7d0z0aLrhZSyIjs7e05+/i/HJSQc4LUmiszMK8jJ+Yi+fQNXDEdKicvloqxspU4XCziCPn3uZfXqo0lMPB2rNTnYBgFqvramvwVBfPyJVFaWYrEkArBjhwqh7rXXDw22dzhy2L79WcaNW9zibyo+/gSmTClDiPgu/e6cziJqapbmA390vpWehw4vNCInJ+ex3btfa7I8NfVkCgs/9fvxpZQ4nUVs334/OTlPUFj4IZmZV/j9uJqmJCTsT3z8geTnvxFsU/Zgtzdfg0MIJ1VVf+35XF6+kOzsmzCbG06/vm3bnfTqdTFRUYNaPY7FEt9lWwsK3sXpLH9KBmIOoBBCe7pN+dVuX1hRVVUeZzbX//AiIw+gqmo5JSVriIryX2x0yZKm90GLpfOdaJquUVz8BbW1xaSkXBtUO+p0q3//l5r9LZjNozGb68MAJlMqQmQ22La2NofCwk8ZPXq9339PUkoqKl6tKSsrbn8QOkzQnm4jpJQyIiLxneLihp0HdR0Hmzad5pfjVlYuZskSFbczmWIZOXI5Eyc6mTgxbAvsdxNMZGRcHWwjyMt7EIDU1H+2a3uXqxSPp6rBsk2bTiM+/h9Yrak+t68x1dV/YjLV/i2lLPL7wUIM7ek2Q0HB7/c4ne4LY2MvtHp3qA0c+DPbtp1ATY3H59XH1qzZFwAhohg5shQhzDh0jZugExExAMgO+pNGXp6K0TocbQ9GkNJFRcV8MjKe2mN3dfVSqqp+Z9iwHQE5l4KCZ2VR0fruMxtAN0KLbjNIKfOysrI+KimZdWZ8fH1+YkTE/pjNyZSVfUds7OE+O962bYcAMGxYDSaTDbfbZ01rukhk5FgqKn4jImLfgB9bSieVlXMoK5uJ2ZzMwIGr2jWrg5Qe3O4SpEzC5QKPp5pNmyaRnv4IQmT4fUaM2tqNSPnDVo/HM9e/RwpNdHihBfLy8m4uLb3f4z1/nhCC1NQ7KCi4w2fHyc//D9XVPxAZOQ6TqWfPDBGKREaOw+ncFvDj5ub+k7VrIygqeoiYmH8wcOBKrNbsdu0rhMrp3bx5OLm5F7JunRrNmJx8nd/s9aay8m5PWVnuZboDrXm0p9sCUsqdGRnDPy0q+vjk2NhT9yy3Wo/Hbj+bysrtWCx9u3wck2kMAAkJ9wb9EVbTFLt9I2ZzRkC/m127jqGmZjYpKS8TH38xQIdzrLOz11NUdB1SRtO3bwFmc2pAwlW1tWuRcsEGp9OpvdwWEPpm1DJCiF5JSaM2R0Yuj/IegVNSchZCWEhM7HoqkZQudu2yYrOdQVLSu11uT+NbystvwG7/jPT0wE2XlJdnBjxkZobe/2Zc3Cn2jRs/PcLtds8Pti3dFR1eaAUp5S6LpepDu73hDCNxcXdSU/MmUnZ9iJcQFmJi7sBun42+AXY/LJYxuN05AT2mzXY6cXGPBfSYvsDpXElp6W8bteC2jvZ020AIkZacPHyLx/N3jBD10ZiSEkFU1HPYbF0fIiplOaWlCUREnENMTNPaD5rg4fHkUFY2goSEbZhMSX4/nsu1gsrKGcTHrwnI8XxJRsax1Rs2fD3D5XL9EmxbujPa020DKWWB2Vzxlsv1ToPlUVFPUlv7ok+OIUQ8QqTj8RT4pD2N7zCZemO1/oOamlv9/iQipcRuvwub7fqQE1wpV1BSsmytFty20Z5uOxBCpCQnD9lSXb0qrq4uqZS12O2RREb+ick0rsvHqKnJAPKJitLfR3dDyiLs9n6YzRcREfGUn45RgcPxD6RcjM1WjhBxfjmOv+jff0bl+vXzDnW5XIuDbUt3R4tuO8nIyHjCZrvvmry8i/dkp7tcRwAeLJZvu9y+y7UfJtOdmEwzutyWxvd4PItwuw/CYqnYk5LlK6QsxOU6AFiLxbIWIYb5tH1/Y7UuIz7+6EV5eXlTgm1LKKDDC+0kPz//nurqh8qlrM+7MZs/Qsrv8Hi+6VLbHs9MpNyJEL26aqbGT5hM+wICKf9qc9uOIKUDlysNk2kaFosn5AQXIC3tlupdu3b9O9h2hAo6T7edSClL09LSHuvb9767Nm++28gfiwYScLuPxN3pYWQSUOPpXa4VgJ7ZoftyJG73CtzuCT5qTwL/Anrh8TyKxyOpm4g0VEhI+By7/e8FUsplwbYlVNDhhQ4ghLCkp6evzM//ahiMMpbuAvYG5gGdLXBeV37vMuDJLlqp8R/vAG8A3/mgLQncDnwPzAVCK4arKCU9fZ+i/PwdI6SUuhe4nejwQgeQUrqKi4tPjYr6lwvqBrD3Am4DrgC6WhEsq4v7a/zLKcBGoKsd9NuBGcBPwGxCU3AhLe0Wd01N6fVacDuG9nQ7QVpa9tNFRf+6UsorjSVu4FDgXOCCNvbeCmTTMLJTV7c3H9D1F7o3/wckAjd1cv8/gbOA01A369CM8JlM80lJueS3goJd++saCx1Di24nEEJEJiT021ZW9mkGDDSW/g0cCGxB/VO2RBLqH83bOdgOjAWK0A8f3ZnbgWdRIYZjO7ivHRU6ehV4HDjep5YFlipSUw8qLyzcNEpKuSPY1oQa+j+8E0gpHZWVO4+3WK6V9R0fo1Ex3Rva2PufqNCEdyiiL0qo9VNa9+Z34+8x7dy+CtgMfABMApahQgrH+9yyQGKzPSDd7uLbteB2Du3pdoGUlOEfFhdfdIoKKwDkAeOAlUBaC3vVAn2ADGAFapbXcmAYsBNo39TWmmCwHSWetwFXoW64JainnFtQAjsV9V1uRAlsivH5dFRIIdRZRkrKJauLinaOlt51TzXtRotuFxBCxERHD8yrrn4/rr4T7A6gBni0lT3fAW423s8A0oG3gPWoNDRN92QbsL/xfjiw1mvdKagshGuAQtTNdBhwNKEat22Kg6Sko2tKStaMlVJuCLY1oYoW3S4SGZl1VG3tqNnwGuofrQwV2/0UaG3G1Y+AxpMd7vSPkRofswx14zwZmAj4doRad0WIx0lK+uDeoqIc31XxD0O06PqAhITxv5aXX7BffazuFdQj59Nt7FmMehydg4rrajTdlbUkJFyaU1a2tb+U0s8T/vRstOj6ACFEYlTUwO01Nc/FwWBUB8o44E7g7Db2fh24H3gJmO5PMzWaTlJOfPyZ9vLydROllKuCbU2oo7MXfICUstTp3L6f2Xy9R3WKxaAGTdxN28M6zwceQ4lvT2Y7MD/YRmg6jJuIiOs9Hs+uC7Tg+gbt6fqQ+Pj4U4UY/055+QsWKEV1ujxE2ylCtajY4GLqhwT3NMqBHGBEsA3RdAAhniA5+ZvnCgu364I2PqKndKt2C8rLyz/MyMiYbLE8eU1x8dUm1Zn2T5TXu3crezqAWNRopUkBsDQYRKFCL85gG6JpN3NISflyYWFh3lXBtqQnocMLPiY/P/9GIeb8LsQ3wBBUKtH5qBzOxhyEGlRxGDAeNSpNo+kOrCUp6ancwsK8I3Q+rm/R4QU/IISIj4/vs6G8/KF0lc95FfArsAiwem35JXAXcDBqaKhG0x0ooVevC0t27do2Wefj+h4tun5CCDE4La3fkoKClxNVQZspwADUkFBv7kFVmnoU5fmGCy7Uec+g58axQxEXw4ZdXbF9+8rTq6urvw62NT0RLbp+JDo6+ojY2JGfFRQ8EanCC/8CnkF5vwL4CnjAa49fg2BlsJDUV1yztr6pJmCMGPFcbWHh3Afz8/PvCrYtPRUd0/Uj1dXV30i57YGEhGc9MBQ1RPgi1IAICRwOJBhbtzWQoqchUJ6/FtzuQmbmHFlU9P28goKCu4NtS09Ge7p+RgghMjIyZlVUnHBMdfWZQg0RrmMBquTfBah0qjNRs0doNIElImIhiYlPrMnPz58opawOtj09GS26AcCY5ufL4uJjZ7hcpwgVxwS4EDgDVSCnrlzg90GxURO+pKQsxWR6fF1BQcF+UsriYNvT09GiGyDqhLes7NgZDsdRAk4w1lyCKpyy1Xj/Di2XhdRofEt09O/ExPxXC24A0THdACGldOXn5x8TF/f1PJUqVje54cuoGQn6o8oAnoXyfDUaf7OI6OhnNmjBDSza0w0wQghLYuKABaWlB06BI6kvbP0ykEl9mGF2UOzThAu/k5j46rbS0twJWnADix4GHGCklC4hxIFJSZ4fS0o8U+EJ4DpUaOFDry3dwTFQ002pm6Ui2QdtLSEu7vVcLbjBQXu6QaIuxpuff9jh8LbXmpdQ+bwnoWK9OqWq5+EGNqAmKc1o5z61wDxUnY5j6XxkcAkJCa/vKCvLHacFNzjomG6QqI/x/r6iYc3dS4HnUf+Up6Lm2dL0LNahYvoduaFGoPK696UrgmuzvVuiBTe4aE83yAghLFbr+Bync1C6mltrvrHmVWAX8B+U5xtOQ4Q1vmcxVutnlU7nln5acIOLFt1ugBDCEhEx5a/aWjlCDYv92FjzKqrA+Vrg3aDZpwkVHKiBNlD/e/EAnxIRsaqgtnbdUCllaVBM0+xBi243Ii5u6M2VlZ6HlFf7mrH0FlQhdIA3gmOYJgTwUC+4oH4rNcArJCSUf1RWtuEMKaXune0GaNHtZlgsln3M5swFtbXHRqrYrjc3omde0DSPG7jYeP8asBuT6SUZH196XklJyVtBNEzTCC263RAhRGZSUq8FJSVTBsNnjdZej6pSBrAale1QDRwBnBhAKzXdl5VYrZ/USrlrX6fT+WewrdE0RItuN0UIEZmRkfG2wzHihNLS+eaGa/dG1W3YjZr8so5/oFLNNOGJBOYSH794U3l5zhQpZUGwLdI0RaeMdVOklI7du3efarGsvCU5eYQDor3WLkNlNNhomNXQ3pxPTc/ABdRFDmqBmSQk/PVteXnOCC243Rft6YYAUVFR0+PiUj4qKBiR3LQK2QWo+dVEJ1uXwHKjDVCxwT+AfkB6J9vUBIZVwIuo2UdmkpBQe2Np6c7HgmyUpg206IYIQoh+6enpc6KiDhyybdvH5qZbDEdVKnuo6apWcaHygbONz+uAF7zWX4UqNt5ZUQ8EEliJmgjUFmRbAokElmK1/ugQovAQh8MRTlOPhCxadEMIIYQlNTX1NiHibygo2C+24fDhOnwxwaUL+AhYanw+CTXHW3cW3kJUXYJwiZgVA5+SmOj4rrR08ylSyvJgW6RpH1p0QxAhxNC0tPSPKipGjbbbxwlVNKeO/6AmwvQlLlqujWRHedhDCR/BCyYeYBFm8+9OIQoPczod84NtkaZjaNENUYQQpuTk5KuczugHKiqOiIKBqH/IQAtfGbDeeD8M3wu+pp4C4DNiYyO/raxce4KUUhdeDkG06IY4Qog+qamZn5SUZE90u2eI4MU07cDPwF5AVpBs6Km4gV8QYo1biIoD3e7ShcG2SNN5tOj2AIQQIiEh4Ty7PepFh2N6ZP3giUCzGDVQY1qQjt8TyQO+JDIydZ7DsfwIKaUz2BZpuoYW3R6EECI9KSn7s5KShP3gEFS91s4ggSIgtYP7LQXKgemdPK6mnhrgF2CnBNMUKbcsDrZFGt+gRbcHEhERMSM5Ofnp4uKsIU7nvqL1OOsuYCEqT3eAsWwzKnsB4GY/Wqppih1YSkTEBntkZM01FRUVr+pCNT0LLbo9FCGEiIiIODY6Ovn5srKsLCn3BeKa2fIRlGd7BDDGa7kb5W3F+t9YDaos4zKiotZVR0Q4bi4rK3tZSlkbbKs0vkeLbg9HCGGy2WwnWiwJL1VW9k6GyUCMsVZSn9e7D/C78f46dPpXoKgFlmO1rqmNiXHeWlpa+pyU0hFsqzT+Q4tumCCEMMXExJzmdse8ZLf3iYOJqHoOO4HfjL/eXBtwG8MLF/AXFssqZ2ysuLe0tOAxnQIWHmjRDTOEEOaYmJhz3O6YZ+z2vrEqlitRs1R4cwD19Rg0bVONGhXnAPrT8vxnLmAVVutqZ2ysfKCkpPBRKWVVgIzUdAO06IYpQghLXFzcPy2WqLvKyhJ6eTxDBXzVaKtLgGbKPIQ9EpXKtQuVJteYicCkRssKMJnWkZCwu8hs9rxYWFj4sJSywt+WarofWnTDHCGEACampva5s6io+kgpTUKNfPImAziU+lhwT8aFGmWXgBr67AFKgVygBMhBpcU1ZhyqWps30ajYuIukpJQVZWV5t3g8nrk6GyG80aKr2YMQItpms51iNic9XFVVk6HEpjEzqK9IFgzcKO/bgyr6kgrUjRdwGuulsU01EIUSw7GoaczNKCE0AZXGMgsqVaucpt4+QCQq5zkDJcZxwHZgtNG+BDYBP3ntY8Jqtdmjoiz3lZeXvySlLOz6uWt6Alp0Nc0ihBhosw34n92+5eCWt5oBZPrJgnxUB58ZFSsFJZC1qHjpcGAjKoYqUGLbUcwowa012rahhjBvQHm8AFOBwS3sX4ESWm89FZjNKUVud+HhwDKp/8E0jdCiq2kVIYTZZDId5fFEfgw1LfUOoaYK6tXFo0lgG8oDbW1qLzNKZEeiBDgGVdYRlBdahfKEk4w2XSivuMLY3oHybGtQxdpTaLnjqzHbUTeDhim0JlO8w2KxX1xbW/uxzkLQtIYWXU27EUJEA9PNZvPLbre7FRf3DDpee3c5aqLNscAKY1lvVB3fiI6a6gckDcMPFpKS4haUlZU96/F4fpBSFgXROE0IoUVX02mEEL2tVutBZnPvh+z2wj7KQ61jBCrm2dYgi90owXWhPNE6UlCdd8EsnF6Dsm8XUILNFrfbbC65t6qq6hsp5eYgGqYJYbToanyCkQUx1Gq13ul0Wk4Fu1l5h6BSqBJRj/6Ni6HX1XhIMtYnUD8DRKBmgvCgbhgVKG9W/TWZrLWJia6Hi4uLvwT+0FkHGl+gRVfjF4QQFmAUsFdSUtIguz32gpqayv4q3trekgKjUcXZfYWTenGt+1sDCGy2mF1xcbVvFhYWLpNSrgE2SCntPjy4RgNo0dUEGMMj7gvsYzabT7VarWMcDvdgKZ1eLm0KyiNu6+VGhSXaeklAIoTVnZ0d/UVZWdnv5eXlK4C1wDYppcfvJ67RGGjR1XQrhBBmVGmzOFRNygZ/o6KikmJiYlIiIiKSnE5nRXV1dVF1dXWRMbqrLjbQ4L0u/K3pTmjR1Wg0mgCi6/dpNBpNANGiq9FoNAFEi65Go9EEEC26Go1GE0C06Go0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBAtuhqNRhNAtOhqNBpNANGiq9FoNAFEi65Go9EEEC26Go1GE0C06Go0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBAtuhqNRhNAtOhqNBpNANGiq9FoNAFEi65Go9EEEC26Go1GE0C06Go0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBAtuhqNRhNAtOhqNBpNANGiq9FoNAFEi65Go9EEEC26Go1GE0C06Go0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBBLayuFSJdQW/fJeOH1ubW/zb1vzzbtbbMzx/VHm+05Vv174bVIiPqX9zrvv97rvZc1976rbXbVDl+12ZF9kFK9mnvvvazuc2v7NN6+rX3a06Yv7ehKm23t44Xs5PuGrbT+uaV1wdjHH8fMg2+llIfTDK2KrhLcA1EOsdnrRaNldGC9qYVlzbXR2vr2HKctu7z3ac6uzpxLy/sIYcJiXHGLpeGr8bKOfg7HNkx4wOVSL6h/39Kyjn4OozakIbwer1fjz80t8/7sNj7LdrTh9tquo222tE9H2pRtbNOeNls7zl2QSgvo8IJGo9EEEC26Go1GE0C06Go0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBAtuhqNRhNAtOhqNBpNANGiq9FoNAFEi65Go9EEEC26Go1GE0C06Go0Gk0AEVI2LsfrtVKIObRSF9KPpAKFQThud0Zfk6boa9IQfT2aEqxrUthSEfNWRTdYCCGWSiknBtuO7oS+Jk3R16Qh+no0pTteEx1e0Gg0mgCiRVej0WgCSHcV3ZeDbUA3RF+Tpuhr0hB9PZrS7a5Jt4zpajQaTU+lu3q6Go1G0yPxqegKIYYLIX4TQjiEEDe0st07Qoh1QoiVQojXhBDWDh4nWQgxVwixwfib1Gh9XyFEZWs2BBIhxMFCiOVCiFVCiJ9a2GaAEGKxcU4fCCEiOniMZq+JEKK/EKLGOP5yIcSLvjinziCEONz43jcKIW5pZr0QQjxtrP9LCDHBB8eMNK7nRuP69vdad55xvTYIIc7r6rG6ghAiUQjxsRBirRBijRBiSqP1Xb42Qohbjf3XCSFmeC2fbyyr+42k++KcuoKhC/lCiJUtrD/LuA5/CSEWCiHGduIYzV4Pr/VftHT8LiGl9NkLSAcmAfcDN7Sy3ZGAMF7vAZd38DiPALcY728BHm60/hPgo9ZsCNQLSARWA33rrlEL230InG68f9FX1wToD6zsBtfBDGwCBgIRwApgZDO/i2+M38W+wOIOtN8fmN/M8n8BLxrvTwc+MN4nA5uNv0nG+6QgXp83gIuM9xFAoq+ujbH/SOOaRwIDjO/CbKybD0wM9m+kkb0HAhNa+u0C+9V9X8ARvrwexvoTgXf98b/jU09XSpkvpVwCONvY7mtpAPwOZAMIIWKMO9wSIcSfQojjWmjiONSPFOPv8XUrhBDHo/6BVnXpZHzHmcCnUsrtoK5R4w2EEAKYDnxsLNpzTr64Jt2EfYCNUsrNUspa4H2Uzd4cB7xp/DQWAYlCiEwAIcTZQojfDU/sJSGEuZ3H9b4uHwOHGNd7BjBXSlkspSwB5gLNJrP7GyFEPEpk/gcgpayVUpY22qyr1+Y44H0ppUNKuQXYiPpOuiVSygVAcSvrFxrfG8AiDA2Brl8PIUQscB1wn49OpwFBjekaYYVzgDnGotuAH6SUk4BpwKNCiJhmds2QUuYBGH/TjfZigJuBu/1tewcYCiQZj3DLhBDnNrNNClAqpXQZn3cCvY33XbomBgMMwf5JCHGAL06qE/QGdnh99j7HVrcRQowATgP2l1KOA9zAWR09rnF9y1DXuz32BIqBQAEw0/ieXm3mO+7qtWnrfGcaInW7cVMKJS5EPQXgo+txL/A4UO0PYy3+aLQDPA8skFL+bHw+DDhW1MdibUBfYE0727sbeFJKWdmNfjcWYG/gECAK+E0IsUhKud5rm+aMrUsr6eo1yUOFNoqEEHsDs4QQe0kpyzt6Il2ktXNsa5tDUNdwifG9RgH5AEKIz1CPhxFAXyHEcmO//0opZ7bSZnvsCRQW1KP0lVLKxUKI/6JCRLd7bdPha9OI1s73LClljhAiDhWaOwd4szMnEmiEENNQojvVWNSl6yGEGAcMllJe6x3/9yVdFl0hxBXAxcbHI6WUue3c704gDbjUezFwkpRyXaNtZwLjgVwp5ZHAbiFEppQyz3jEqruok4GThRCPoGKpHiGEXUr5bCdPr1M0uiYfAnOklFVAlRBiATAW8BbdQtTjosXwxrKBuuvYpWsipXQADuP9MiHEJpT3vdTnJ946O4E+Xp+9z7GtbQTwhpTy1saNSilPANVhCLwupTy4hTZ3CiEsQALqsXUn4L1tNiq2GQx2AjullIuNzx+jRLfxNu2+NkKIE4A7jY8XtbI/Usoc42+FEOJd1GN2txddIcQY4FXgCCllUd1iunY9pgB7CyG2ovQxXQgxv5nfVefxdZDYCELfResdaRcBC4GoRssfAJ6lPn94fAv7P0rDTqNHOmpDoF7ACGCe8QVGAyuBUc1s9xENO9L+5Ytrgrqx1XWYDARygOQgXAcLKtZe55WuAPZqtM1RNOws+t1YPhLYgNEJier86tdo3/4035F2BQ070j70amMLqhMtyXgf8OviZefPwDCv3+6jvro2xvK9aNhxtBnVuWkBUo1trCjBvyxY16GZ77SljrS+qDjsfo2Wd+l6tPf4XTovH1+kXqg7SDlQaryPN9Z9DWQZ712o3sLlxusOY3kU8BLwN0qcZrdwnBSUkG0w/jb5Z6GbiK5hy42oDIaVwDVey72vyUBUp+JGlABH+uKaACehOhVXAH8AxwTxOhyJ8vA3AbcZyy6r+yc3BOU5Y/3fePWoo+J0y4G/gGXAvo3a7k/zomszrudG4/oO9Fr3T2P5RuCCIP9GxqGePv4CZqFuBD65Nl7b3Wbsvw7lHQLEGPv8ZfxO/ksj8QnS9XgPFRpzonTkwkbX41WghHoNWeqL69HMb8rnoqtHpGk0Gk0A0SPSNBqNJoBo0dVoNJoAokVXo9FoAogWXY1GowkgWnQ1Go0mgGjR1YQ8Qog5QohSIcTsYNui0bSFFl1NT+BR1NBVjabbo0VX060xqqx9JYRYIVT95dMabyOlnAdUBME8jabDBLvgjUbTFoej6kscBSCESAiyPRpNl9Cerqa78zdwqBDiYSHEAVLKsmAbpNF0BS26mm6NVCUw90aJ74NCiDu9ppU5NsjmaTQdRocXNN0aIUQWUCylfFsIUQmcL1Vxao0mJNGiq+nujEbNluFBVZy6vPEGQoifgeFArBBiJ3ChlPLbwJqp0bQPXWVMo9FoAoiO6Wo0Gk0A0aKr0Wg0AUSLrkaj0QQQLboajUYTQLToajQaTQDRoqvRaDQBRIuuRqPRBBAtuhqNRhNA/h/Xhwge1THeqQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x432 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 0\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" hamming distance = 0\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 0\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 0\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 0\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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff36ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 1\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565799e169696e17a9a619a5861a779a1c57e3696a596e2663e18e51e1a61\n",
" hamming distance = 6\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc32cd34cb0cc30ccb4dc34bc343\n",
" hamming distance = 4\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a251e0d4d064d245d221a10f600e0240d170312d300001212\n",
" hamming distance = 4\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e42ff00ffa1000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 3\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 03ff003f080f000720072007200320030004000c000001008001c001c20fc30f\n",
" hamming distance = 51\n",
"\n",
"Average hamming distance = 11.5\n",
" = 3.6 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff007f30ff00ff00ff81ffe3fffffc081fb7fffffffff\n",
" hamming distance = 4\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565789e1e9696e17a9a619a7861a779a1c56e3686a196e2763e18e51e1a61\n",
" hamming distance = 2\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dcb4bc343\n",
" hamming distance = 1\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259d0dcd065d275d221a10f600e0240d170312d300001212\n",
" hamming distance = 3\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000500a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 1\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" ffbffc3ff80ff007e007e007e007e0070004000c000003008001c001fe00ff00\n",
" hamming distance = 53\n",
"\n",
"Average hamming distance = 10.666666666666666\n",
" = 2.2 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff007f30ff00ff00ff81ffe3fffffc081fb7fffffffff\n",
" hamming distance = 4\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565789e1e9697816e9a609a7861b779a1c4663686b1d6e2747f18e19e1a61\n",
" hamming distance = 18\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd1cc30ccb0cc94dc94bcb43\n",
" hamming distance = 5\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259d2ccd065d275d221a10f600e0240d170312d300001212\n",
" hamming distance = 5\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810010817e427f01ffa0000500a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 2\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" ff0ffc0ff80ff007e003e003e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 24\n",
"\n",
"Average hamming distance = 9.666666666666666\n",
" = 6.8 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff36ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 1\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565799e1e9696e17a9a619a7861a779a1c56e3686a596e2663e18e51e1a61\n",
" hamming distance = 2\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 0\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd064d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 1\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e42ff00ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 2\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0cfc0c3c080c000400040004000400040004000c000000008001c001000f018f\n",
" hamming distance = 73\n",
"\n",
"Average hamming distance = 13.166666666666666\n",
" = 1.2 (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": {
"needs_background": "light"
},
"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 :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff36ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 1\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565799e1e9696e17a9a619a5861a779a1c57e3696a196e2663e18e51e1a61\n",
" hamming distance = 4\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc32cd3ccb0cc30ccb4fc34bc343\n",
" hamming distance = 4\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a251e0d4d064d245d221a10f600e0240d170312d300001212\n",
" hamming distance = 4\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e42ff00ffa1000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 3\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" ffc0fc00f80cf004e000e000e000e0000004000c000c03ec8001c001f27ff3ff\n",
" hamming distance = 62\n",
"\n",
"Average hamming distance = 13.0\n",
" = 3.2 (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": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 0)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 0\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" hamming distance = 0\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 0\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 0\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 0\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": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 1)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ffc1ff80ff00ff007f36ff007f00ff81ffe3fffffc081eb5bffffffff\n",
" hamming distance = 5\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565799e1e9696c17a9a619a7861a779a1c57e3696a196626c7e18e51e1a61\n",
" hamming distance = 8\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccc3cc33cd34cb0ccb0ccb0dcb4bc343\n",
" hamming distance = 5\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259d2dcd065d255d221a10fe08e000001f0312d300001212\n",
" hamming distance = 11\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810000813e427f00ffa1000100a281a2ff437ee018000007f7e37f40800\n",
" hamming distance = 9\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0ecc0c0c080c0004f000e000e004e00400000000000003008000c000fe40ffc0\n",
" hamming distance = 62\n",
"\n",
"Average hamming distance = 16.666666666666668\n",
" = 7.6 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 1))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 2)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ffc1ff80ff00ff007f36ff007f00ff81ffe3fffffc081eb5bffffffff\n",
" hamming distance = 5\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a565799e1e9696817a9a699a7861a779a1c57e3696859662787618e55e1a61\n",
" hamming distance = 16\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 000000000000000000000000cc334cc0ccc3cc33cd30cb2ccb0ccb0dcb4bc343\n",
" hamming distance = 12\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e800f4023a259d25cd064d275d221a107e08e200009f0392d300001112\n",
" hamming distance = 21\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810000813e427f00ffa10001008281a2f7437ec018000007f7e37fe0000\n",
" hamming distance = 15\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" fffffc1ff80ff007f007e007e007e0070007000f0c1f0fff8001c001f37ff3ff\n",
" hamming distance = 23\n",
"\n",
"Average hamming distance = 15.333333333333334\n",
" = 13.8 (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": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 0, 0)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" hamming distance = 0\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" hamming distance = 0\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" hamming distance = 0\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" hamming distance = 0\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" hamming distance = 0\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" hamming distance = 0\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": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 0, 1)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ffc1ff80ff00ff007f36ff00ff00ff81ffe3fffffc081eb5bffffffff\n",
" hamming distance = 4\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565789e1e9696e17a9a619a7861a779a1c56e3686a196627c7e18e51e1a61\n",
" hamming distance = 6\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000044004c334cccccc3cc33cd34cb0cc30ccb0dcb4bc343\n",
" hamming distance = 6\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a259e0dcd065d255d221a10f608e000001f0316d300001112\n",
" hamming distance = 10\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810000813e427f00ffa0000100a081a2ff437ec018000007ffe37f40800\n",
" hamming distance = 9\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 030000000000000000040004200420040000000800000080000040000e0f0f0f\n",
" hamming distance = 87\n",
"\n",
"Average hamming distance = 20.333333333333332\n",
" = 7.0 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', ImageChops.offset(baseline, 0, 1))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ImageChops.offset(baseline, 0, 2)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ffc1ff80ff00ff007f36ff00ff00ff81ffe3fffffc081eb5bffffffff\n",
" hamming distance = 4\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e5a565799e1e9696c17a9a699a7861a779a1c47e3696819662787618e55e1a61\n",
" hamming distance = 14\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0000000000000000000000004c334cc0ccc3cc33cd30cb0cc30ccb0dcb4bc343\n",
" hamming distance = 11\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" 021008e810f4023a251e2dcd065d255d221a107e08e200001f0316d300001512\n",
" hamming distance = 16\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" 04200810000813e427f40ffa0000100a081a2e7437ec018000007f7e37fc0000\n",
" hamming distance = 15\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" fffffc3ff80ff00fe007e007e007e0070007000f0c1f0eff8001c001ce7fcfff\n",
" hamming distance = 22\n",
"\n",
"Average hamming distance = 13.666666666666666\n",
" = 12.0 (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": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGBA size=432x432>"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"baseline.rotate(1)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"average_hash :\n",
" fffffe7ff81ff80ff00ff00ff32ff00ff00ff81ffe3fffffc081fb5bffffffff\n",
" fffffe7ff81ff00ff00ff00ff30ff00ff00ff81ffe3fffffc081eb7fffffffff\n",
" hamming distance = 5\n",
"\n",
"phash :\n",
" e5a565799e1e9696e17a9a619a7861a779a1c56e3686a196e2663e18e51e1a61\n",
" e1a5657d9e169697c57b9a699a7825a679a1856e3686a196176c2a18c55e1e65\n",
" hamming distance = 26\n",
"\n",
"phash_simple :\n",
" 0000000000000000000044004c334cccccd3cc33cd3cc30ccb0ccb4dc34bc343\n",
" 0aa8aaaa2aaaaaaaaaaacca2eebbeccccce3cc32cf3ccb2ccb0ccb8fcbcbc3c3\n",
" hamming distance = 60\n",
"\n",
"dhash :\n",
" 021008e810f4023a259e0dcd065d255d221a10f600e0240d170312d300001212\n",
" ea1200ea10f2023a259e0dcc065c245d221a90f688e08003970392d280009100\n",
" hamming distance = 30\n",
"\n",
"dhash_vertical :\n",
" 04200810018817e427f01ffa0000100a2c1a2ff437ee018000007ffe37b40802\n",
" fc210011d18917e42ff51ffb10015009081a2ff417ee018080007ffe37b50800\n",
" hamming distance = 27\n",
"\n",
"whash :\n",
" 0fff0c3f080f0007e007e007e007e0070007000f0c1f0fff8001c001fe7fffff\n",
" 01fefc3ef81ef00ef006e006e006f007f00f780f7c3f7fff400140037fff7f80\n",
" hamming distance = 57\n",
"\n",
"Average hamming distance = 34.166666666666664\n",
" = 29.6 (excluding whash)\n"
]
}
],
"source": [
"hash('coriolis.png', baseline.rotate(1))"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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