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@kwinkunks
Last active October 26, 2023 09:12
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Combining maps with matplotlib, by mapping one with a colourmap and the other with opacity.
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{
"cells": [
{
"cell_type": "markdown",
"id": "b00bca87",
"metadata": {},
"source": [
"# Modulate the opacity of one map with another\n",
"\n",
"Let's say we have map A (say, a topographic or structure map), and another map B of the same area but showing another attribute (such as seismic amplitude or some statistic).\n",
"\n",
"We would like to use a colourmap to visualize map A, but change the **opacity** of the display to show map B."
]
},
{
"cell_type": "markdown",
"id": "188b4a1c",
"metadata": {},
"source": [
"# Make some fake data\n",
"\n",
"The `gio` librrary can do this. It generates `xarray.DataArray` objects, which are sort of fancy NumPy arrays."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "92a0186e",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(100, 100)"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import gio\n",
"\n",
"mapA = gio.generate_random_surface(100, random_seed=42) # Generates a 2D xarray.DataArray\n",
"mapB = gio.generate_random_surface(100, random_seed=24)\n",
"\n",
"mapA.shape"
]
},
{
"cell_type": "markdown",
"id": "4610f5b3",
"metadata": {},
"source": [
"Conventionally, we display 2D arrays like this with a colourmap:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "db64ecee",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f87d36b2350>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.imshow(mapA)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"id": "419983b9",
"metadata": {},
"source": [
"The default colormap is `viridis`, but [there are lots to choose from](https://matplotlib.org/stable/users/explain/colors/colormaps.html).\n",
"\n",
"The colourmaps are objects:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8d78c343",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/html": [
"<div style=\"vertical-align: middle;\"><strong>viridis</strong> </div><div class=\"cmap\"><img alt=\"viridis colormap\" title=\"viridis\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#440154ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #440154ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#fde725ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #fde725ff;\"></div></div>"
],
"text/plain": [
"<matplotlib.colors.ListedColormap at 0x7f87d2a6d120>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"plt.cm.viridis"
]
},
{
"cell_type": "markdown",
"id": "452fca95",
"metadata": {},
"source": [
"They can convert our 2D array into a 3D array, representing a 100 &times; 100 **image** with 3 channels (red, green, blue):\n",
"\n",
" plt.cm.viridis(mapA)\n",
" \n",
"But this will not **normalize** the data, it will map from 0 to 1 by default &mdash; and this dataset goes from about -0.5 to +0.5. \n",
"\n",
"We can fix this with:\n",
"\n",
" norm = plt.Normalize(mapA.min(), mapA.max())\n",
" plt.cm.viridis(norm(mapA))\n",
"\n",
"Let's look at the first pixel:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5876fa39",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f87d3ae7160>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"normalizer = plt.Normalize()\n",
"map_image = plt.cm.viridis(normalizer(mapA))\n",
"\n",
"plt.imshow(map_image)"
]
},
{
"cell_type": "markdown",
"id": "97b004fa",
"metadata": {},
"source": [
"As expected, it looks just like the plot we made before, but now it's an image *and does not need a colourmap*. (If you try passing one, e.g. `plt.imshow(map_image, cmap=\"gray\")`, it won't change the result. We baked `viridis` into the image.)\n",
"\n",
"## Opacity\n",
"\n",
"This is actually not an RGB image, it's an RGBA image. Let's look at the first pixel only:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "85af6e64",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.132268, 0.655014, 0.519661, 1. ])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_image[0, 0]"
]
},
{
"cell_type": "markdown",
"id": "02a4f0d2",
"metadata": {},
"source": [
"Notice that the 3rd dimension (colour channels) actually has **four** values: R, G, B, and A. \"A\" stands for alpha, which is a common name for opacity. We're going to put `mapB` into that channel.\n",
"\n",
"The opacity values need to range from 0 to 1 so we'll use the normalizer function we made earlier to make that happen:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b31ab0f3",
"metadata": {},
"outputs": [],
"source": [
"normalizer = plt.Normalize()\n",
"\n",
"map_image[..., -1] = normalizer(mapB)"
]
},
{
"cell_type": "markdown",
"id": "99f424db",
"metadata": {},
"source": [
"And look at it:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "56a29a9d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f87d3b5ecb0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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u+SxbhGi3fB6qfk2owhfIdKAB/YhhzN4yp8VJpDVPcmW5gzsW7tNVd26mzIzA+ae9ThYyX7Ci2pxU//MQwrmz8Hpa/OTtaaE/+6naeYS23oQEQRCE8aBFSBAEQRgNWoQEQRCE0bC0mlAzaa2ZbPLDneebaavC0gG+j0IICXK0M+1pYGy2fA8ljBRA63RqHT43KLX06cmJV8/tMg+iBVntS3jXs7wWeAObnhbtZuryOqb5ttSIWudNUkMTChqRI5I75hu1yHVgaWR33kKeTUH4iX20NHFjg7aUz4llB3x5bOYusWSE15NS4n6tt83y3ZOgI0DrcDf2JFQRAd/vbrcGtx7bk5nTGJlDhGtXQSOqsrwhftt+TSghpyjacLkctRrHxGFalhV39xc1IJ44X0Zkgt8j6j4brnuN54lzwmG9ZkQtkNqNz5Hifdvi/sp0nUKf2XZ2TZUb22z7eQh6ExIEQRBGgxYhQRAEYTQsLR03qZNN6s3XXv/W2jIUEe/VXW9jm7BfvjH6d1zER4aIR78tw4ODs7cPnV6Mu/M0E+OUSWf5sNIO56VC6LSn0RiS3U5Iz6FS5syHaK/k28IauHHHTaTfcI49tZpa0m0M7+4PY041KU4DCuH1HNq3nQUT520sq/tt2UnlZdHEdI7ueFxX9RP3RAyzBpXqw65J5eE8rbh7r+t4rQztttCXt3nt8vPEMHja+My/Oylm0nGpdvuq8eVCODfm7B+7BtcDM/K03wp2REfxmbuPZ2FsORx6NaO+kB4Q7KYcvQsbpRbawswtAxuJlkvl9obb98xd11lwfu+H3oQEQRCE0aBFSBAEQRgNWoQEQRCE0bC8mtCktcm5EG0frcvwWzLGvkQBoi5DJQRqQj7sN/QxJtL3FzQgM4SVU4NgKQoDMrq8HM7trXr43SuEd7cupLaGXlRv5JpQu5K3Z66/XoN+NONxfCg4jhPaju9HiHaN+NWWofmO868YfwtkhXqHKpG6c0orpLBtSSOihhVKeBT0I7bd2BjuDK0Dx21aH06MEh04p37sCsfmlz1/EKH1VdAkDNt6eYbflac0C6UOVlrQk7wWS/2XqRHhmXXpAvzNKZROjuUX+tstvivHssxIqdIJNaIsXSNUC87Hep1nI+Ua77SboA19yfXPMn1o5+83ehMSBEEQRoMWIUEQBGE0aBESBEEQRsPyakJ1ayv1JtHsV8p2gO/PCu2G+gVl65eSzhPLNcw/Bw0olIhw/eRnY9ZB3t+fJmRkzH2KBW1vatiW+P6OOUQo3dAyH8nnhKCvxb6aQimHuK3TddBXT1HGguXWfZuCWChv7DfE0IImFPQJ5m0V2gOV2fNtB/LbChWurZqx5ALySdwN1eD5mLS8R/rztoK91MyPhQBTdpvKv+/APT51z0/I0wqlzL2VE/qoCQV7IPc5aE/Iycl+V3CPF0oqDIGakbfCmWAOzA+rqvlY2kC11H2S03WYF9TlY2eJba8DuZIcQYTrh96EBEEQhNGgRUgQBEEYDUtLx63Ura2cs+r1FRLrGGuZtfwrOMcG65eC3U4M30Y7G8sSlf2VVUkjRfqnP7w7VOcMIZ5ZrGvWF0KenRUJqbvQ7tjvqk6SfgNt1k59iDbsT6YM0Xav87D/qSdlGyLP0rLiKWlMfw0Cu9sffRspnAXoOI5tC+H24Thh7PafN3ecNyuGsju6rgZ117T97Qn6Etqe+mYl1UDdcU79t224Ht7SaEYqMtjguHs8MLTkPGmr1B8yn14GxVZCSysnXEz/2xAvO0P1nas5fuZJqU1de9b1U3VmMUR75kK0PS3ZKkRbEARBuBCgRUgQBEEYDVqEBEEQhNGwtJrQpJrZpNr096jrOQ/JiqEJtuQ+JLKDBTsrPHIJ9nRnKAfAEG2vJ1HngX5UZfulDpUPpk6VaUQDfHm2HXlsWvx4XYF2IcG2v18jYl/QnhxxzzBrrwGZmc18P2yS6mm5XIbXy1hdlN+nKoTMFxxZFtKA2A59ECnaLJy7v2os58HQ6egbkzcrF0pdUz+CnY7XgagBhUq3fo7Bq4YXq+B3FB60vFmsaBxsk+YfZ+hkKQ1aMnlNiIdhldw6u2nYh/2GUr59W8bQaq+HtRCpWT3V/7RTE2qp8zhNiDY9HNtBM/Kh2Clt/3kIehMSBEEQRoMWIUEQBGE0aBESBEEQRsPSakKr9cxW602SeppxyOAosV3jtJCaS2xoUyNyHHiw6WG579Tbx9wTrwMFTnigtIPXjFID/Qj6i+eMa2pnmFSWczCQw1Kj7XWfZiinaAH9yFv1VMgTqhrkTFC78bIC5tswx8jviue7oLMNaUAhF2iBPKHO5bTEPm7r81+o3w1oRK7NHKIampAvyz2UU9R5/WggT4haR4aCJkeUyp6EfubNwe+I5T+8XVNN3ZDPeyYP92tLZvlzyd+CqOswB9KVX8EPB/OEvDBNXafUZg5RS9uejhqR+31yfanb+dKiNyFBEARhNGgREgRBEEaDFiFBEARhNCytJlRVrdXnEhe8EkItoK7yr1A5wj/Q/eSMkbPjqWxWgQh2Ud6rbEh78tsyfD6UFQY3nXnH9WtYZpZPmmXDq/68iKEy1SE/xpeMCHoRdQanU9HvbQNtp91UyJdiO5bhdp9Dng35/4KXH5Dl5KBvME+o4AcXzpvThAZ95lx/0I/a8nf3OiJzjCpqga6fOUU1tp34e4+2bPRDDN5+7hzzPi08hynk4GC/WU4RDQTzZsd9Ob24hs9cg419SluD567BI+vzk5qgSzFnrf8dIZ5D6MXupz3RO85YjsH5vwW9CPsNbTc++wGVd5wgCIJwAUCLkCAIgjAalpeOs3bLyjy30GBYIyidgoVGiJ3G63BWBTHQWf2v8wW3kHjY8MpNy59+yo1jA3VX+idFrGcw7+JYHqdAzw1a/Lg2K7RWDNH2YdkN+Z/+UNfNibhjorQGq43WhetBpBJtWaDJzHKqbMjypy2d0wVovlj2AW1Po/ELBXpu/rkJx+m3harBlU4SqWBU8nX3Ium3Cem4jPHBecHz3Lh7pgt2WYXKvGbZP8/5SDY1Kbf5PArVYbY7bHFsDNhuens7Ix3nKp6SYmOYtQvLZtXVrhCSbWaWXNuXj6hk2yMIgiBcCNAiJAiCIIyGhRah48eP21vf+lbbu3evXXzxxfZDP/RD9tRTT2VjUkp29OhRO3jwoO3evduuv/56e/LJJ8/rpAVBEIRvDCykCZ08edI+9KEP2Vvf+labzWZ211132Y033mhf/vKX7aKLLjIzs09+8pN2zz332Gc+8xl705veZHfffbfdcMMN9tRTT9nevXsXOFpr81rFXr+AVhC8OlwIKsMYETsa+rMo036bns3D+rBSdJVKeA+EiQeNoi6Q07BO8ZxsomZSIKNpFTSkcXnQtb8uaBRBL5pRP3Lh9dBx2pqljvuPU+M88Xr4r1uy1jfLtRx+1yHtplSyeyGdpxTezaoJA/H2fk5DmlYe9553VRjrzzg1IV6rhmUUnJbT4Xp0sNZq3XPXUBOFDNFljw7ixoc0oizsemjTqrdvBbpV4+Y/wXdliQj+PvkfD5awYRh2VlYBY0MYtrfbSSyNQ20HJSQyHai//EUJCy1Cv/7rv561H3jgAbv44ovtscces+/5nu+xlJLde++9dtddd9nNN99sZmYPPvig7d+/3x566CH7wAc+EPa5vr5u6+vrW+2zZ88uMiVBEAThAsbL0oSeffZZMzP7lm/5FjMze/rpp+306dN24403bo1ZW1uz6667zh599NFt93H8+HHbt2/f1v+XXHLJy5mSIAiCcAHhJS9CKSW77bbb7Nprr7Urr7zSzMxOnz5tZmb79+/Pxu7fv3+rj7jzzjvt2Wef3fr/1KlTL3VKgiAIwgWGl5wn9OEPf9j+7M/+zL74xS+GvpDPklIv9762tmZra2vh711KW7kT3ua+o4V5QnkAz+EHK/QhK373GfMhXV4USgKB7npKepFZsdxEzCliaYe5blJzfsHyx7WH8oKwq66U/1KwzGFekNeAzMzaqZ8Ta0/Heypre01loLRGtMx3+6HWlPoa29kD9d9fg+cpG4s5FbflnLCtoV04TvGmxuAqlMOeI7pJIa+m0N9CAwqWOT6nCPlgzAXy0iC1pYT9Bocct68a+0VlkOz7sI/ngt89x4A+7H4cQnnvYMvlSjkg1ydq5e6cIqeLZTe6YMfjdKDUbPt5CC/pTegnfuIn7OGHH7bf+Z3fsTe84Q1bfz9w4ICZWXjrOXPmTHg7EgRBEISFFqGUkn34wx+2L3zhC/bbv/3bdujQoaz/0KFDduDAATtx4sTW3zY2NuzkyZN2zTXXnJ8ZC4IgCN8wWIiO+9CHPmQPPfSQ/Y//8T9s7969W288+/bts927d1tVVXbkyBE7duyYHT582A4fPmzHjh2zPXv22Lve9a6FJraR0pZViKcqpnAFnuG1b+bGzgYcnttQBdSFOLNka0A/1VKKcR4OXSzQdQwjZUhnXuIx30/JLySEhTNUtERf8Q/91BErtDJEu5q49oznIS/7SVrAuzpXpFpKJ70c0Zz9YcgShxRbKUSbtF9GcWIKMezaT6/ICwdkw0uVSNEf+gIr0z+PgSj4LIS+FP5sZlY3niZjKD5p2P79khZn2++rwX5LjxYrqxKZg3vp+bV4L3p7o7BtsEZy1F2QMBCG7ax3SMcxRLvCvnpDtEPZgX4stAjdd999ZmZ2/fXXZ39/4IEH7P3vf7+Zmd1+++32/PPP2y233GLPPPOMve1tb7NHHnlkwRwhQRAE4dWAhRahnfyrq6oqO3r0qB09evSlzkkQBEF4lUDecYIgCMJoWNpSDhvt3M3fSzmQEWwD7Wnrx+Zvbty2Yzvj//M+Rgx7B6BQJcH6ESKnB0o7pNxjpnigKuPIw5F44MIsh0h8Zx8yEHrclGxiqNn5C8QpcPrUY5wORNuegEIsPudU0oRYxTRRYyzcT0E/yj6X7XSKhMQifikD6QJeJwmVbDkHv6+B6Nxw62VaJvSXBSywaM9UZ5pQWX9hCYmSdlPShDi2FJId01YY9t6vEbGPuo+36gl6UdCPqt6xvPAs4eF/B70cNiCNZdCbkCAIgjAatAgJgiAIo0GLkCAIgjAallcTSmYv0vxeKpiBo5xCq/HtjZZjoRGR0/fjmSdErcC3By3xXa6MvQwMlQJv+zWVWF6ioDUNILeyQR/Gel2koggHG5+m7bf0N5ZxZ7kGf+ko/i2Q+xOseVo/tuvtM9suT8h9nwHbp5LFT1GPCZLJgC2U1zoGPGWSbw/kjvlSJ4NBtAukrPGByfOEmNvTf5xg3UTtqTCPqAFBu3HtKoghO3+2EvWXkDc0b3csY0GNyI1tsd+u0G5Ztr2UPMY5930egN6EBEEQhNGgRUgQBEEYDUtLxz03q62bba6R/nWRdFxbCNHeyJ1ebAZ6rkO/p1eqQMflzaw/+GvgdT31U3dD3EWgTHxf4BgGvYb8xtt/3km7hEJV0BCiTToroxPL9E+FbRfy5vFh47yBCtZCpNt483Wk67p+iipY8fjtBijODIG+Kof8e8qtgu1NiFP2lXoZa0zX5qzJa4fDoJ2XZcUUOKWM8cGe+TgU6Ljg9E3LH7fvSL/hOAvFxc/BW3gFu2lLFvsLhF1HZ2zScb6/bAcUba1e2nf30JuQIAiCMBq0CAmCIAijQYuQIAiCMBqWVhNab20rKteHDZJHpc7jafrZbMhmBQf1UcA8EG17CvpRkGYKpH607QkDCp0Y6quwBi8hhrM6bSBoS0OeOfOP8auRxHcfgxzWrxF1DMmmnchC9RnQnM33HXQqhHdnOhU0oLZlyDba/nPBpsesbA4cwrt9AVpqZQzb53V3pT+rhiemP+zdqB+F+ToNgmUqBnSrTNsJZUW4bf9+Yhi2b5T1ozpoQgtMyYdov0R9yCyGTtfUbjJ7IGyLtg/LDtklRk3Ibbfz7IaIrufzAPQmJAiCIIwGLUKCIAjCaNAiJAiCIIyGpdWEnnd5QpldBQjmGdqtKwvdQS9KyAsyaEZVSRMq2PgMakBdoW8BhJyhkOxQsGSJO+vdT8gtKVm2BAkIekAqiEKBrPYnCnNa4LwFfSXkJ80vNC1+gibk9SPmBQ1oQqXvHnQev59SmQQz8+dm6J6oJ9B5vO7T5TUXwmH8pswTgqDq80moOcTHoV+fofTH0g5+khVKRkTbntTbF8p9B2029Y6lNU+e5vTSH/BghURNyB0plHkIOo/T0Wnp0/WPDfsZyJf0t8FLVcP0JiQIgiCMBi1CgiAIwmjQIiQIgiCMhqXVhDayPKH534PdOfJ3OteOGhDa2LZyGlHNvhI3WvBLM1uMK43cdNXfRy0n44x3XiZ5KC2omCc0YIWXySL0ZQulEXyDmlCZa0+F0hol7aabUhPKL3w7nd80IQ+I+hG/T6GMePCO89fZrLeP7XAPsMQFdB9/Hlnymhpq5XUgigOJNbx9jlcOluWg7tN5jYXpSCWNqKABmUH2LB3TYp5Qdo6538ITTT2MIzMvNuqEvB5BFy1oN7gerdfocmO/kI/kb+twmQdkXOt5vkOJlAL0JiQIgiCMBi1CgiAIwmhYWjpuva0svRhu7V9D+XoI2iyjdAYotVAOwNN+ocwDJlh49eRxPC1DmiyYn5S4uxBXyn9D9Ic4x0qrBfv2RapBckoFa55g08Pz5k4cbXpCGYXCviL9xvIMjmIDHdei/kfnwrlL4dvbzTEv5TBAT7gLH2xuCtY8waYHc4gWM24/df59aoZhO3quCheapJsr+1Aov2C2TcWIrI+0mPW3B614/BzK5RgI/5wOWfH454Uj21BiYX7eQqkGVjVFXHntYtIT6Ldg2+MoOFZWjeVw+lNgaOMT5pilqrjfadn2CIIgCBcCtAgJgiAIo0GLkCAIgjAallYTmnWV1S9yjKmfa4zlGBxnCS2gDuUZyMl6Dr+f+9wc27k+zKlg3cHpDqovvhwzbYhCyHZ/+CfH+nZi/CrageN3n2PIJrh312bpA/4LKNeiytpZCG/1mtCQduNLdk/RN801oSxEm2ML5bw5JyJYtNT9faEMtzuP9QSh0jgvITLf/aFuUS6DIdqu3jTLCkS/ppL+Vb6fuoJ2Q40ouVDqGMrOP/i+gdDpuEHv6HDtCqW0GQ7tbcbCHDDHGuct10nzvjblP+X+92vaYix1nwV+X6P+vf220oQEQRCECwJahARBEITRoEVIEARBGA1Lqwm1yUk6recdB2Lre+LWN/eTN2ty9k4zYl5QKM9csO0hwexzDgZX/VKOCHNCgl2Q+xwsTQqaUJDGyrZDXgrhOSzpIrQ/CXy/3zZIDv3f1Qw6D8twQxPyuUHtDBrQRsG2Z8imp5QnlE/XukJ5hlA2IaTkOK2GdjPMEypodE24b6HZZfoFLWQwp8wGihpQWd/z91+4J0rbDtX3yMpu45gcWkhICvowHi5/b1J2rjrqoO7aDeWDIReoMt9GnlDIq5u3Q7kblnJwv6+hdAN1c+ZL9pS/YW5eCXoTEgRBEEaDFiFBEARhNCwtHWep2npP77Lwz/6warPcMifQIyGsN9+VZzaCy3GB1ghj6WDtX9cxktG3wRXZV5Kk7VAIpXaUFF7tA/Xi6bgB76BAfWUNnv9+B+vAPsQDb3+MbcZGixxPsdGKhyHarRtL+q2/TfothIKXQrIHzmlWXRRURgV6zvfSXZztYA7tKLcatFl0Xvd0Vv5dWX2X/dl+GNIcqGH3GdtG9r3rHVsK6y8/oZiEwb0+hF3nm7aecsZ3rfGMTv3vBqiuCUO0SWs6eq5CWdmu66fnuoEQ7cz6bEb6jV82b1Y9NmmlZ4HQm5AgCIIwGrQICYIgCKNBi5AgCIIwGpZXE8rQr1/QYj7rT+Q+y3x5ZjsRyOn+wcF+BqGuGYc/FFZKTtk1WR01Vi+cz4ShuW0pJDicUwxl2K8PPcZJbBmSmpUDoKiFObkTGU93WRPylkAd7GioEXlNaEYNiBpRIfQ7ODkVfGTC92Fh0myzcohzJiTi/FdBY8S1a3zIPK5VzXvPXTteqoINTrAKGi7du4Wo3ZR0niFrp/7jVHhqqWhlqR6liilm1mY/o6yum4+dZGkUTFmgRodSDi4sO3H+qJ6anEbE8gwJWlTWXwrBNrOaJW5cNepME1KItiAIgnAhQIuQIAiCMBq0CAmCIAijYWk1ocp2UObAtuOB3T5o9cJ8BeaeFBILyD97mpt5QrWR6+23riF/HmxYfL6CsatgRsKcA2oqmVN9vy3/uQH9/dSLaM3jiWLkW3D+3iopXhtqQtBnHAdNDSjoPm0hpwhcts8BidXg+V1zZPkv1POY++P6g5TBsV5PmkCbaXCfTlJvf80+6keu/Dfz2ZqQz+a2oyZEnXOR8vFBd8se8OLYUkmVcI5ZsiAIQW5orMHgPrMsSjjy/FMhN2lz03Aj9B6H5b6T04hSS72oYMXDm3y687yhyulFmVY0AL0JCYIgCKNBi5AgCIIwGpaXjqvmLJF/Sx16kS9ZdQTrFzJfWdhy2ejDU320LCFN4+k5WqOQUqC7sqfn6oYhm6Gkq59EDobuFqxSQoR2OFGlA2Gof/UPocZh9HwOA9cqOGV7io2UGsc6Km+GsPGWoe3uRM1q0j8IdWUBVH+Sce3gspJd9zQh95U3syKaeIJ9NVQzM1vBfbvi7yeEaK/gsO64dcP7Mqc4fTcp2RDOHUKR/Wda+gSObf6R1k2ksjMbKFLxtEIiveXsgUgjB76xQPtFXt995DnF/RR+7by3Ex31S3RcOUTbW+9UDNFmegO3dbRbcpY/HUK5S9CbkCAIgjAatAgJgiAIo0GLkCAIgjAallYTqisX6lmoArrzQMBh7cPbykQut/9IDLsOFUSdbhKioWm7wrBTTwOHL0+fe/c5VNzst1khCjT8ZttpKl34d0y/5X+IKKedSFayo7TXbSx0nD4QSixQ5/Fh1zgTLb78zPH0Lb4r6fNQdsAJJS11HWgsnQ+1DhpQf3h3whOcoAHVQTNy+uRaPrbhtivz89hgP9QnfT/Dt1mSoOHzYoV7JGQs9KcshOq7hf1QjwkohGhToPS6VVE+tbxQaXicGbJt1M6czhOeHYx1+6IGVLLmCaHVLN3Afq/9uD6mPpSgNyFBEARhNGgREgRBEEaDFiFBEARhNCytJjSpK5uc45Y9vcicA9KdHh31CeYCBNuVYpZR2Hvf2JgL5D4WNB8zM1Tttdp/95AXkX/5pjhlzrG3K/6hYOPDXKUuWJH4z2UePtOEhiyWkAvk+6kBhW19H+bQUatxA2aYf8gLwvXwOlA3oQaUb+vvg9BXyBOiBhRsfJD74/OG6qABQSOa+LG5ODDBHH3eU0u9CPlIXShj7e+nsuiblY8f+Ce0v+xBAwq5PQXNNPpl9W5KKSlRf/H5YDgmNUWeC583xBI23NiX9zaWX2BFlay8d6HPtvk+7jms3OfUShMSBEEQLgBoERIEQRBGgxYhQRAEYTQsryZUmb1ooeU5cfqYkV8OXlOFvlge2GsS2DYa9c8/8pgom+xzdkKe0ECOkbcRY24JyV3PR1fMC8I/N/KyFfTFw1gD/MbYtuH1yHbMHRUwMIdg21/I4wrX0vHyQQPCWH8aO5yYFtvOGva7bamhFDQi5v5wjsn5w3FseKJRrqF221YT3D/BO26+bQM/u25Cjajfky5BI0qoC+E906iDxLbfkQ3AP6PoCvUYgIJ+GSShzNuyXxPdPG7Wi7HlOWW5P0M5g1lZlIE8Ie//NlDeu1TKIXlNKNa674XehARBEITRoEVIEARBGA1LS8etNGar5+gM/2bXhvDOfDv/5snX22CrgmNmb63BeqffqiNY/JRe11kOgLb3/GeBG9/wtZrVLbMdB78T7NhRhEM2Pfzu7sQxTLwDRejDb0uUWQS+22C1V/+xfJ6ywQypZQVUT4eC2mKINim2duL7cJwCPReoO9BkWVg/SjdwjuzvHMVWBSse0GhuTsEeKFSGne93wpt44J6fOK442un0P0yBvCrdIuERHaDjCkwe/+K/bc0UBbSz24slLkph4mbZD1RQHVjVxfcHfymM9c/zoF8Wt3XjvXWW6DhBEAThQoAWIUEQBGE0vKxF6Pjx41ZVlR05cmTrbyklO3r0qB08eNB2795t119/vT355JMvd56CIAjCNyBesib0h3/4h3b//ffbd3zHd2R//+QnP2n33HOPfeYzn7E3velNdvfdd9sNN9xgTz31lO3du3fH+1+pN/83M5s6zrghD09NolgLvOyz7rWPqAFhT14TCiHa/SHbIVSalZzJyfrvx1Bq2sb4zQZsb7IIbWpn4HOL7vpd199n+bkZcErBhkM6W8EeiIcJ1ki+bjUGU+twGkvURaARFXSfRF0nlGAo9JXaQVvK2wzRrlw7VCtgCoAP+W+YDsDzPx/cNbx/uN9+m6sGk2IKRqYJFSyitj3uDvvMLNeEqEMvoAmFr+4tr0LphrJlUakvPlpOYxywsSq5lXW0+Cnsq2SdVcJLehP6x3/8R3v3u99tn/70p+2bv/mbs0nce++9dtddd9nNN99sV155pT344IP23HPP2UMPPbTtvtbX1+3s2bPZ/4IgCMKrAy9pEfrQhz5kN910k33f931f9venn37aTp8+bTfeeOPW39bW1uy6666zRx99dNt9HT9+3Pbt27f1/yWXXPJSpiQIgiBcgFh4Efrc5z5nf/zHf2zHjx8PfadPnzYzs/3792d/379//1Yfceedd9qzzz679f+pU6cWnZIgCIJwgWIhTejUqVN266232iOPPGK7du3qHUcONaXUa0mxtrZma2tr4e9NVW/xwytuqaSdPks7ZOWkFyr+nes+1Hlo2ZJrKuU8iIw/r5FHQ72CHKzn1ymTsHTzzPHA0HVqamdZeQwe1Kz0B1/ee8jlPj9RC1yPgetMeF2LpaeZ+1M77aNm6QOUTfBWNlXIwekfu7nv/rEtr50/zgp1nHxspvPQlodz5Pdx91MN7aZhGRF3ToNcFEp2+xL2vKlZpjpmom19Cs8ZNCKXJMX0r5LtTcHNa9ttfWvISsjrL8O2Q4U8pyB8orvwHYLmW9C0Ql7jzg6xbf9iv7DbY6E3occee8zOnDljV111lU0mE5tMJnby5En7uZ/7OZtMJltvQHzrOXPmTHg7EgRBEISFFqHv/d7vtSeeeMIef/zxrf+vvvpqe/e7322PP/64XX755XbgwAE7ceLE1jYbGxt28uRJu+aaa8775AVBEIQLGwvRcXv37rUrr7wy+9tFF11kr33ta7f+fuTIETt27JgdPnzYDh8+bMeOHbM9e/bYu971rsUm5iqrelpgwuqVpVDdQt/mHxahh/Kmpw0YZh2tYLyLNmgxhquCEvEHZl+ItMwsZvAKDuuO3OJngBMMDkAFyrNEuZFtYMh5Ic46UGoVKTfXJnc0yU+cd7+uYWvTgM5qHU1Wr+a7JfXFfl/1tOaTBsrNh1ZXmBPdrrNw7wE6rgL9652xa/bxNnDToDt6CFvOQqfz8x3ahSq/IewaY30l34r3bQmBEkQ3j+PGD1JsngoO5wXH9cx8gQLcDt7SKFhpBfssd525o4KdGV38+fsUbHxy3nL7zwM4795xt99+uz3//PN2yy232DPPPGNve9vb7JFHHlkoR0gQBEF4deBlL0K/+7u/m7WrqrKjR4/a0aNHX+6uBUEQhG9wyDtOEARBGA1LW8qhqcwm57jLPKwRVRmDpcYctN6JklCBf965q8dgn59ioLGpH5ViINlH/cgfiPbthf3Gr8pJ4TDJ8/LYshBlWgfboYLOEMoBlO1cKhfH30IDSqgKOvElClgKgaHUTufpqM1AAzK0fUh3x76Vfi0noY/6Xu36K4RZTybUefL2pJnfGDX4fo6tFggn9s9lDBembkiNyH0ecsByD1BJW9ps+9BpakuYPx7M/DcHumEIT3djhyx+CvrRIHy2Bn67SjY54XeQv3u+vEfowxRQqiXTiPy2oXxKP/QmJAiCIIwGLUKCIAjCaNAiJAiCIIyGpdWEqqqx6hwh6WPtYwncfk0ocsQD7SzXYZHJoklJxVvkBE1oiDst9fdrKuTAA7fu+WiWbkCeUHD1yRKSeBxy7/4zj4P9unNR8UQhiaWqm97+agV9K/m2ybU7akKr/XlCW/Xmt9r4PtR5XH/H0uAY6/OGEnWdVWgSbhrMa1qhRgSdZ8VrQriwbPucET5nLMOdnM5D3aAd0Ii8hRQlh2LJa4ytrT8faah0Nu/bxuresdHCyNkb8feoLmhNQT8dsKbKSiVgW+bvLAC/q5iXRe2p3wIo+/3kSSpAb0KCIAjCaNAiJAiCIIyG5aXjrN4K+6zca3Z4rcbroV9VG1pb4F0/hi764/M4mJ979Qyu2SW7oHLkcfhXQVaJMYR7YmzbH8oeXrNdCHdTkYrgcbCtowVYCZaUmydISuHbZnD6pqUz6LgG7W4yv5UrhGRXoONs1bUZZo0Q7c5RalUY20+/mZnVvlrqCq13SMfN+2vMoQHFtjLZ/rNZpONWURF1pfZ0XB7HX1s/HUcwRLh1OQEJIdhTRvUWHJ9b0kqkf1J/X0V+LgvnBvXI5yOEaLvPC4Rd096IrFSWhTBo1JPDn3NembaQkoHLbDMeNvvhA/0W6DmmSvht3WfcwyXoTUgQBEEYDVqEBEEQhNGgRUgQBEEYDUurCaXUbHHLnq+tyd2GUEVnYc4Qzg58beCb+/11EohVr/t0LCsQvGzcdpxvqGbJtteEaBfSP5a2/A1DRavCeUK8J2SFTAeiFQ91uKYQNs5qr6UQ7aopW/EkZ9XTIUS7XsXJ8BoRueuCFQ81H4Zkt+j3YdgMBQ8lGFx/g6eSVjyrzsZnDZY+jE5fpW2Pa094natZ1i5VJu4KobszaK8zxBN3Kf+CXjNq8UyWNCGGCwd7qaxFDSgfG8LTvRZL3ZnPnfs8CXowNaJ+ix9+V8KHQ1NXa1jixvXPQqHbfOwsq/yMsfiRaVmN190yyWnSNQ9agN6EBEEQhNGgRUgQBEEYDVqEBEEQhNGwtJqQpXpLl8nyDoIGRJ3H2Z+Am26w5tI+pHE6UEItBG7burwD0KSGKaFEQd7Hagz8V4HP2WEOAjWuiaszzjmFiteuPaEmxJycjufJ5wmVj1PMEyK37nSgYPvBvKFJf7tFXlDME3L7plYDXcdrQiVbHrO8RLeZWbs6P7GJc8JJr90FmUCnWoV+5HN/VnGegrMQvvqaa1MTYl5Q43RQlpMmWvfstB00IWzK9tRpIbSjaflsuV1Tl6LOk1sL4bsG/YWakdM9mSfHtvWPDc+sa0YbMeRPod//gXoYrZFa99vAR2eGk1r5/ELkFLUci4fYlxlJbtu6lSYkCIIgXADQIiQIgiCMBi1CgiAIwmhYWk2oS4112+UJQQdhnorP9aFekcBVT1hr22tIXb8GZJbn7HRG7anfJI1lHoYqO0ycTjKhBoTBjeeBwRmHNBXHE9fggSc4p0Ez8scslG4wyzWiEj9uRk0Ie5rwxCFvyGkuNZJlmlVqRI4Dh95Cfzjv49YwL2ig3bk5sTxDhfyexh2HfnCr2HbNXbw1XLxVnLfVmm33mbJbyJXptv28CXxXd+VbPFfUK2Zob3jvOGpABY0olBEv1LBPfNaH4J6foF2Gct9OE2IuXNCItpvdueMMlJvw43lOeZ5m7nLRu4/+fBN3C03pM9dCe4K+5DUjnyfUTlXKQRAEQbgAoEVIEARBGA1LS8dZN5nHvLrXxxCSXXpfZ6w0KKoOlJt/pw2vxtiXP2wI/Y6xl1vgqs+QR14QbxmyAmoFTFJGL05Ix+E4tfsCtHqhFVIIw3ZUwKRojoIQbYank57zVBItfRiSTbrOfYkW1B0tczwdx7IJIQw7o+PysTOUZwh0nL9AoN9qhGw3jqdZaXL7nFX4+Ky6C7QL8beroCnXSM9Vnsqb5nMI4fUuFB9UHakw/5C2TGdg+DC29PQcw7fDtj4FA08L6bjk5pRSeSwrBJfA0g6+Fay0wrb9FVuDi09hDuFnD3/Iz2neR8ptw7VnXX+fmdmMaQguFNuXk0i8yAXoTUgQBEEYDVqEBEEQhNGgRUgQBEEYDUusCdWWunMh2lnocTmG09ttgMYO7Ra2Plk5YFq9k4PN6ucGvxBs3D802vZQI+rXeSZGjchZv1A7o8uND2VniDbmFDUhP19ui+PW/WNjKYe6vy/Y9LCUg9uWmtCEmpD/DK0mlFiYf56hr4Gu006oCbn7i5oQTqqrTh4ciWjNs+Zse9aCXpRfzF3QhNac8LCKfIEViBKZtVMsKG19oN7CEtFRI0quL9/XDKHhvoQB9xuP67ZlSDOevKAn+ccbDy3tdSq3r8ES9pk+POBjFcpl+JDzfCQD6H35jCnPKWqz+BBuakAM7w4akbtg3iqozmXNIvQmJAiCIIwGLUKCIAjCaNAiJAiCIIyGpdaEqnN5PLWzg0jUgNDObOQH8oSCnbu36mBOEUtrWz83HZZ2r6GEXAxa2fTrPhxLTWjF+jWhoPN4nY3lpFnOmPlIfj/Yb7Q0ccdhrlKhvHcT6pPzxPVrQiz93WJbr/NU+O412y73p4Hmw1LHXdCE3P2E+dbg5fM8oXJ5hhV3wVi+exe+wBrb1dR97teLzMxWvR0N7WdoT+NUCZaepn7UVv06z6yk65hZ53Rc6kVURjp3p3I/Q3lDvhVKLATdp9+2p8INVmUWP7CTwrOTQnsO5gnxnBfzhHDafHuKe20jaEL5nLJtfSkH2F+VoDchQRAEYTRoERIEQRBGw9LScVWa03HeEbpCDGcHZ+zKW/EkUncI3Q3h3d4JOJ9PDAd1liAhEDNHVlg1vMozLBa0n9uYfSFE29Nx3C84BM8GkeajAzepl1K11xI914BmIj3n6ThWd6XnD+ktX+Gxm5D6wq48TUYbElBqPiybVF2k30AHuTmGSqo4F5OJp+Py44TCsLUP0c4H78J5WkN7l/vCnprbHAurJ3c1JxUrDVuhTTduUtug59xn0mJtoOdc34CLdlegzKMneP++2Bftdia9vXWVxypX4cz5PtBveLb81w2EZ8HuaJCOc/0hJBu0/gYo6Kmj56bunmZ14BL0JiQIgiCMBi1CgiAIwmjQIiQIgiCMhqXVhCapscm5yqpZ1HUI2YTO40I4a2pAsOmZYdva9VMXiSGRC6zfmSZUDslu6kU0oX49KfRR9/Eh2uSxwSFH3cdrQpb3cf7+M8OUeS6cJkHNJ1RaxYGT2zbBIoe2PV4jol5Eax6vA1EvYog2Q8N9NVXOv4FGNHF2OwzRDpqQC9EOlVWHQrSdn8paBT0JesWK0zNW0TdByLYPN45VWIn+UGSaAZWseNoBrckK+y0Hd1PnHbLX6UcoCePC00Podyz0gv45upBCQmsk/xk6DnIufGXbUMoBP3xBI3JTnrofapZEKUFvQoIgCMJo0CIkCIIgjAYtQoIgCMJouCA0Ic8LkwtN1Hl8H/bJWPpQnsG1u8A3w/YjK+VgRVSOQ2Y5b1rXBP3FaSxBEwrW+/0WP9Hyp6AJ5dOP+/JWPGG+/ZpXKOfNsT6vJuQFVcW2z8lJ0Hk6tL0UUoUcorztdZ9QqmHAtsfrViWbHjOzSWbbA50Hx1nxeUJB80EpByRC+fLeuyGIrVZ5csequ+dXcA+s4F70djVlZSP+xesvzLljqXBvn0UNhRpRpqFgBrHNX4uuv4/1WLJ+2vb062PMGSpZB8Wj4N4r5gnlfRNoRF6+2cB3i785eb8vNb/hNPiKz0IBehMSBEEQRoMWIUEQBGE0LC0dt5JqWzkXBp29hoJ+I23mQ6tJv9EwI76SO+uX4MibI7P1WISOC7YeCN1liHPd37cSwqE9dTdA87l5lJyvB7ddgE4M9FuhTdpyKETbbxvpONJ+jjrCWIZde7aL1VAT6ThQbp4yDJZFGOurqa6AJ16FNc+ao+NWQMftgk3MKr6gp+dWq9zqeA0Uj3fRXmGINl20M3doXDsj+mmzSEGRFvfPKOksju2n7uiKH+l3vy1Beq63JyB7/nFigvl4oOf8d8/RgSbzv32sRs1KyT4lgxJFgyPx+fZVWz1Vx2ejBL0JCYIgCKNBi5AgCIIwGrQICYIgCKNheTWhamKr5/jrXH8Bd8sqjdX2n8224X2xr9aHZZKvpa265z85eYz1zRCiHcKWqQk5257Qh/BJX5m0UBLCrFyOgboVw679+GA7RGseP6e6v88sPzcxJJulHfJmKmhCLJvgdR+cJquCzuP1o7ImRJ2qctrNBE8az+mKa7OUw2qhlMMq7v/VmmHWtPVZcX3YFrrCijvJKwzdDZVV56AGxPuJKGtCbJfCuXmcurePGlEM9y7UD66oRfk29xvPRh9CoefCtqE0BatGu+sV98JSG3OE8Ho+dtCXamdf5nXBqTQhQRAE4UKAFiFBEARhNGgREgRBEEbD0mpCa1W9ZTXvdZ8ELj1oRK6/q9mXHyNoRn5bBOJHS3k/B1p19Fu/s49Do5bjOFdavRQ0IvYF7aag68TyEv261SJWPDEvqF8joiYU6qIHbyF/3fMuakR+W+o8VU1NyO8H1k0YS2se/90nNa9drtX48g3M/wp5Q06T8BY+m32w8YEVz4q7j1dxSmO5+Pkcw+Uwtp12NpA3FxJi3D1E+xnqIiUrHl7mVFCqSvlHZnlpipiP1F/cPNEHqqA9hXLeg21f35u/MeEHqx/Ut7My6Dmo/UWFyZemmH+3abA26ofehARBEITRoEVIEARBGA1ahARBEITRsMSaUGNr53yvkuPWuxa8PC39WzcWvHvUiNCfaU/5fFgil3pAGSVNqKyp+Lyb4CsXcnL6NYjo8ebj+3fu6cbjlObLfmpaLNeQ9VMsK2hAZjlFTj84Xksvu7EcA82zMo2IJcdrakDQfTI/uPww1Ox8P8cyR8drRivQIDiWeUQr2Wfa9Oc/B943rIY2wNLUmVZA2SBoQIVnh1IHd1XoK+Xg0M8uakD93nHsoyaUa09RLSu3PRbRiIZKgw+VWN/+qLzO3Ess8+Ln4P0DpQkJgiAIFwC0CAmCIAijYWnpuNV6slU1MjnaowONEcJmXZsVNUndzRjV6GK2aYPRoYREcrGkqRByamZZzGqw0Aih1P2h1QzfrkHF+FDqEi222fY03wBFGEohFMKuS3TcQHmGrH8B+s0sp9xIv7HdOYot2JKw7auwhr5yKLun1Sag+UiXrnrbnor7AXXnrvsE52GF7bwJu6b8/qkx2lMqkX4jPed78GAFloxUUr8FVjE1IoRzE9WO+oba0T6nVEKibNsTabPSWPbPMVQZtlj2IfW3d07inUNWpmbbPw9Cb0KCIAjCaNAiJAiCIIyGhRehv/3bv7X3vOc99trXvtb27Nlj3/md32mPPfbYVn9KyY4ePWoHDx603bt32/XXX29PPvnkeZ20IAiC8I2BhTShZ555xt7+9rfbv/yX/9J+7dd+zS6++GL7y7/8S/tn/+yfbY355Cc/affcc4995jOfsTe96U1299132w033GBPPfWU7d27d8fHWm2aeVljR+on+Ol0IPxTNw+77uDL03WwSmF/cttSEwohnC6cO9blBfpDj2O5b7a9bQ84/FI4N/WWgv4SykuEbQsh2gW9iPuOIdr97RhWDb6cuk/l+xhOn4/1//Qa0oR8yHaoMD7Qnrj2arDtQdi1u+6rLNFBex3XDppPsOLpD81vQjkGWvzvvMhCKoylRkSdx4/vmAoR9uU+UxcszDA8osG6Btsmr6mEAgfY1utHQ5rQHPxNGdK4/LloB36ffHlv7qcttINeNBCyfT6w0CL0sz/7s3bJJZfYAw88sPW3N77xjVufU0p277332l133WU333yzmZk9+OCDtn//fnvooYfsAx/4QNjn+vq6ra+vb7XPnj276HcQBEEQLlAsRMc9/PDDdvXVV9sP//AP28UXX2xvectb7NOf/vRW/9NPP22nT5+2G2+8cetva2trdt1119mjjz667T6PHz9u+/bt2/r/kksueYlfRRAEQbjQsNAi9Fd/9Vd233332eHDh+03fuM37IMf/KD95E/+pP2X//JfzMzs9OnTZma2f//+bLv9+/dv9RF33nmnPfvss1v/nzp16qV8D0EQBOECxEJ0XNd1dvXVV9uxY8fMzOwtb3mLPfnkk3bffffZe9/73q1xzDNJKcXyBuewtrZma2tr8e+TxtYmtEWPmhD1GK/lRP2oXwMyy/lOlnJoC3xt6vp564Cgg0BDCblAvmwCxjJPxWlGQ1pNluszpOsU+qOe1K/zhJLdoTyDzynKu8j/859PmRVPGAvtI9OPBsb6XB9Y/DQseU27HbevkL9DjcjrPEED4ti6t68JGhBzgfqtVWIukNM9jaDO068WJDxnMffH5QlVfJ4L+lHvETnSQhpQ1IDY358ntJjO06/d9J/t7efUZn34bcMDMXMb8zeyNf4ubv952zmh7cenns9DWOhN6PWvf71927d9W/a3b/3Wb7Wvfe1rZmZ24MABM7Pw1nPmzJnwdiQIgiAICy1Cb3/72+2pp57K/vaVr3zFLrvsMjMzO3TokB04cMBOnDix1b+xsWEnT560a6655jxMVxAEQfhGwkJ03Ec+8hG75ppr7NixY/Zv/s2/sS996Ut2//332/33329mmzTckSNH7NixY3b48GE7fPiwHTt2zPbs2WPvete7FprY6qSxtck5255CRcGSXQVfWUmpkXLLXkvZh/n5aO8QgspXUR96HBioMkVVpL5CZdJFKDY3dkKqbuf03BB152ky2vQwPLp0noK7Nfp9NdXA/Ja2LdBvZmaND9EO9BvacKxe9VRecMLOj+PpuBL9tjkP1xfCrEG/8X4rWPFEwrwUdo128tQdngdSbOF58bY9oIpIo2Vjd06DBwpwgC7Kvznpt4IEgP2E1I5sLGiyofDozF4nvyfo8u9pTFKabaAMndXZQCh+rHy7PWJYez8WWoTe+ta32n//7//d7rzzTvvYxz5mhw4dsnvvvdfe/e53b425/fbb7fnnn7dbbrnFnnnmGXvb295mjzzyyEI5QoIgCMKrA1UazrT8J8XZs2dt37599vCX/sQu+qbNhSvN3BSn+JfSFP8acv1pA29C67N82w0EJkzb/r4Z2q6uUWKNo0XehPh2wLcSF5wR+/rH1pNvrDehUL+p8CbEf3kn1P3J6tmwJhCO07j+Bm86E2z78t6Ekvvc37c5D9cX3oRyvJw3oYWSVUtvQiEQYYE3IR5Vb0Lb9i32JtR/7c7Xm9D//fpzdsPl77Bnn33WXvOa1/SM2oS84wRBEITRsLylHJxtT/6yRlsM/qtr3h9CsPkvjUI7/MuiYF8RdSkgm/6AdQ3DsL1VeqiAWgq73nmY9eDbWClEG/9sL4Vhl958zPJwaY4Nb0ZBW3P/QqZtD8b6aqlVeMvI7yf/JsQ3nfgmhLcd/3bDMg8FK54Qdl0Iw6ZNTzCYCTZR23/eDkUrHt7klf/XNN9muC2epcr/q33oLar0JlRoDzzPMWTbH2fnb0LhLQP7zcaGOXFs/5sSzxN1nta/mYY3rP4Qc16baLHUD//mTFuhEvQmJAiCIIwGLUKCIAjCaNAiJAiCIIyGpdWEVprGVs9Fe2XRTsHWo18jClzoQJ6Q51xpc1/ibztGYyFaLtM+mMQykCeU29705wVttgtRayGSrrDfyYCe5PqDBlSy5gklu9F2Q6P1DscyWm7erkMfIuBcu2Z0HHWfqj86biXoR4b+UsQb2/06D+2avCYU8sxwolgqJGsvUIM5aAW85wvlGIY0It9f6gvHCfYznFN/uZWhyLquEIVXjlrLESLeSroz2jPoKl5vSil/eNqCjU/Uvvt19KEoyFKZd28xNg1+WP3Qm5AgCIIwGrQICYIgCKNhqem4lRddoav+V+PYnr/CLhKSbZZTcDO8GtcY3Ga0ABLSQnyx39EQ/Wa9/XTcLiagDo11lFrs66ffNo/jab/AHWH+fkcMye4PpW7QF+i5Ah3HsOvQdqRJU+dh/KTjPAXHEOzhdtXbx7Brf2pIv9Wh+q6jQ0m/wTU70nHz8Qw9LgZtD7pQu2cU53CIyvOpFAxxJs3kKbbQFyipEh3XP5bjh6qNtoWxrGI6K4yddfm15PfzYdhk/HmcbP5Whj81JbrNLD4fmQOWu67T8MD2Q29CgiAIwmjQIiQIgiCMBi1CgiAIwmhYWk1o0tQ2eVGrcPQied/IYBY0IZZnCG2nK4B0bTuGvroQSOpSLfnnfguQoAkVdJ7BKqZubEMdJ+g6BQPTsG1/GHbQhOiY6SWKYEqKdmYsmvcFrrqg+1SFkGz219avAZnlIdpRL7KBtgtfNeo8GOtODnUclmfw917UgApx72ZmVeGCFCqIRpvjfp0n2PIM6DytmzOrfoZ28poQKrYWNSH20eYGqR4FU0+GVvt27Mua5r2YW+gm1KE5py47jhXH5poQLx7vEffsBA2Izxn1SZeGINseQRAE4UKDFiFBEARhNGgREgRBEEbD0mpCTVNbs6VbOF5ykvOZsczw/HOHb0deu4Vo1Dndp+rAtWPjKuOmcRwjV+03xLo/lDdULM/QnwtU6jOD9c5A6YZo6+NzlwoakFn+/QZKLGTaX8gDQpNtfx8ETajF2HmbGlBJI6pxr4WvirbXdkJxOdrt+JIdQRAreRiF+hjYls9LadvCcajnhXveF7Ur5+SEdkHnobbgrWyGcmUyO52Q68OxtACaf/dgiVPSeUIfrHicDkT9iLk1Uffxenf/754Z9DxqQpSICjl24Z5n0ceeZ3ba8enoh96EBEEQhNGgRUgQBEEYDVqEBEEQhNGwtJpQXVfz0gQZLwwuNIS8e10HXSBzK+hLs6yWAzamT79vB28sxuy7z5gu/eBCnpAvz1DI9WF/LN2wgH5UKPuwOb7a9jPnawZ/OAojLAfgLthglYHgYeW3LfPaXj+KXljUiPrHUteJ6ozXeUKiDVD6wsFQcOtj2ibjKN9rqX9AT8p0hd6uzf7Ur0EEb0Xm6HhPtOCnhrZ7mGbIjSnl6ETfSGg1iXN0OS+Fki+b2xb6mAvU+flTA8L8C8ftsN/o5ecaQT9F2+uRweOwrD1lOq/7zLylEvQmJAiCIIwGLUKCIAjCaFheOq6q5nRHYalMpNzcWIYap46UGl49/XhQVIl0nKfyaFNCqsJzAaGS6oC9ji+5EGgyUC9N4z4vUPZhkLrrtwsiHRcZHkfTDJRYKDJSHNt/GBuqBplRd0Y6rt+2JN6GgVztnV+kzXBvFsL4afXk90W6bYieW4SOy4/LsGvChQ+HkOwcIfS48zROf0i2WR7GzL5AfRVosqEKqJ4Km7FvgbEz8ICeXiztZ7t+v6sQkl20yWE6AJ/D7T+bmXUD5Veyi+u/m0o5CIIgCBcCtAgJgiAIo0GLkCAIgjAallYTqqo5P5nTneVy2BlxSj4z6DHUOlzoa9CEAlk672OZh4GSBdnYhroONSGn8wyU7K4L+lEpZDvsp2DTszmPnWtCnn8mbV2FWualuFKWqSZSz+dyePRgJHixr7/0gZlZl2k3/X2b/XVvH8tAeEsZnsNySPbm3rb/HNv5GaWGBR000ysYelz1jjXLdRTqOlPoJL49pd5SCO+OZRJsx+2gCYXjpt4+zj/Xv9iXt1lqJpbTeGmI5RjcZ/4mDoXbu2fWh7V3CtEWBEEQLgRoERIEQRBGgxYhQRAEYTQsrSaUbLtcBBsk8T3fSfuQoNUE2aHa9rPZNvk8tbP4h4bCHISsDAT3S+2mYOPDvKB6ZZHcH2zrdJ6SpY8Z8qdsQBNiPo8fSx+lULJ757kFEYVti1w6t+vP/YmaD/nz/v4qlbWbrirk73BbpwNRLxouz1AV+nBYn/szVArBSlrHzrWbKYQQaiobrl7DNJRCyAfnFjnUhDgnlBF3+2Ifc3/awnG6Qp4QNR+e44VygQqPUkkDMsvk7Wh1hm1DCQmv4WV5l9KEBEEQhAsAWoQEQRCE0bC0dFyXUnj1M9uOPGE4ru/j2DJKb7uB1MgoKYbUFkA6riFNhpBt117ERbvmfotj8zk1Q7Y9WUxn1hUrrfqqjWGwAaXXeVrB0Knc19VEX7D8cWHj0Ra4d0YBDD1muHTyVORQOLQL+U+cP66l3xY28oFGjpyzb2BO/VZCPA+kjjwFF6mufCzpLB9qzbDrKeKWNxyHFcaGdolSA/0W5uwoNtJvBXqO1GOw4nHtQLcNhGSXfdYL15k0d3i0PKU2MIdSnHh2w4iOEwRBEC4AaBESBEEQRoMWIUEQBGE0LK8mZGkr7NNT+uSiyVFmtCT7cIxAb2auMWXbGM/Q0pIlxED6sTU1oQErIa/drJT1o5JtT7TmmR+nYR/CxEsh2rT5YIh2bhtfVuVyfa+sAbHfW91QJyTZnukvxTlwRFlDof5SFcKuUygJ7NoVifmCnjSgAQVbn4LwWfrm1GdjFdB+DSVqQAzDnrc3EN+9gbEbLsZ5A9d1AwKM14HinDi2zdrtAtu2mW1P1hXOm6+ISg0oXoB+q6pwFQuyD+VIphpkmm/4fR1KYcgG9x+0AL0JCYIgCKNBi5AgCIIwGrQICYIgCKNhaTWhWddtca/eSiI4v4R2fw3coBEV2oH5DHKAz5UhLx/qGcw/DpRjqKjzeCuewZIL/bk/k5Bj1K8JRY2oP08oVGMIJRcKOk/gjX3+Tn4eWDI66CRuX7yu7QL/1oq6ob8nBjShYgmGchlu325CntPOc4qoAbEa8yK2Pf6MU9so6Ty0rgkaEHWf1mtCuTbzAvOEsrH92lKcU1scG2x7Mk2Ilj79ZSFo0xOseLLfp7wv6HkFKx7mBQXppu7vjMdxGq8RvMf7n+9MEiqWG8+hNyFBEARhNGgREgRBEEbD0tJxbermr8T+NQ+VF0m5ebouBc+Msk1tMbx7kaqGdf/aHmxtCq7ZZgMVUFHxtCm5aAfrHUf/DLhmN8FB3O2H9FsI0fYu1DkS6Tn3Ck/3XtJvtOLxFGh0Twe1548zVDE0m++QDTsroDrKE34oMeS8EM4d2v3ntJ/g7P9LX48/FcHWpuBYzbBqWu+sg3IrUmyFbUndbbSzfE6OUtvo8rExzLo/ZDta8fSHqw9Z7+CGykA6lxWBPU1L2jvcmvmGhU60cU9HT/Z+5/jaPZP8XShBb0KCIAjCaNAiJAiCIIwGLUKCIAjCaFhaTWjadVthlKUQ7WLIdke9iFUBQY56nnigymG+4zL/6cOyh0K0Q8j2IiHafmyw3ukfS82nKYRksz+6G5VsPmhdg+vhNJVuQO3oQL7nfHo5FD/bD9ot2n7TEG4bbHv6w6UZSt2EsGuvH/X3sV3qMxuunZq1+Dj4aqkDZRM2un5dZ6jtdZ71Wd73AnQev+0Ls3LY9dTpQNMBTejlhGhnUdfhJukXaxhmXeNuZNXcLBwasffBPisLl867YhpFvwVZ1ICwr979yLZHEARBuACgRUgQBEEYDVqEBEEQhNGwtJrQrGu3eNza5QYFDQgkfq4fFTQfs+1Ifrctc1j6x4Z4/8C5uqGh1O5QaYe6t69UnqFYkttyXYcaUGxT6/DTZ56QAd72plyewWsQdbD9oE0J/em7/rFBT0ruc3+fGSxZBubEf9NldigV50Su3etH2Cu29e2Qdha2zdv5fcw5FcozDJTHnhZyfUJe0Ky/nzoPNaJ1pxHFfCNqRPN2mC81okTNyN8jKBsSyjPMP8ffiZJFDp4ztoPe6n4LQpkatn3OXb6fUAnc+ucU3cr678VMsxpQI7N97HikIAiCIJxnaBESBEEQRoMWIUEQBGE0LK0mtNG1tnKOt61axztCA6qpCbX+M/hZtEv95FwZa++J+6FSuykrfVDWhKKXXP+2pXbM9ekvzxD0IpYDKPHAZQurDNRBOu7XkdfsC/9eCiW7d54743WgoAGxlHPmvE+fOSsi49rxfTry/3Whr3DLsI/5VfF6+PNErQP7KuTKBE83nydEHWfG8gzUfXyeUJ4XFDSiondcvyY0DX3MC6JGNO8fukdK90GpPMNQyQ6KzbUT/GqIfx1+oLJHesj30mvhBW+4zX5De/vfgpgv2A+9CQmCIAijQYuQIAiCMBqWlo5b71qbdJuv5nXrQhML9Nvm2P4+0m915B/cWFho0C7Iv8KSVgoxkNX2n81iiHaBrovh2/1h2MG2pxB2PWjTw+/n52Q7RyhfwFBXfxzSGANVTX2bdBZDq1vXBnOU0W/sH7LtiXOeY4iF7TKaBn2BanHhw9yvDSFt8+nFOZB26qfjSlTYUEj2RgjDbnv7NkDPebpuETqO5SVmIUS738YnhmQX0jWAYJnjrhB/fGN11H5qlc9DgwMlv22pdIMNuo7lUyJd5zZuss+y7REEQRAuAGgREgRBEEbDQovQbDazn/7pn7ZDhw7Z7t277fLLL7ePfexj1rlX3ZSSHT161A4ePGi7d++266+/3p588snzPnFBEAThwsdCmtDP/uzP2s///M/bgw8+aG9+85vtj/7oj+zHfuzHbN++fXbrrbeamdknP/lJu+eee+wzn/mMvelNb7K7777bbrjhBnvqqads7969Oz7WRtvapH3Rtme+yNG2pwYpvogm1ATLHxcCWbBrN8tXb4bJktv1WkewXB9ol0K0S9Y8Q7Y92dgFQrLNcl54ET6Z5zCEcboTR847Rsj3h2GXNCCzXPehBjTF/ZTbt2AOtJACMk2I4bbk8DOdB/dp0H0KmlC4Hv36Bc9p2/Xb0zCkOWg3mW1Pv+ZjZrY+RXkG1x9tewraUwjfZtkHF6IdbIfKmpAv2c3S36EESRbinKNOfLa8Jtd/D2wObtB0v08Ir2/xDDfuZk30ciJKIdrBlqtf9yyVhChhoUXo93//9+1f/+t/bTfddJOZmb3xjW+0//bf/pv90R/9kZltXpx7773X7rrrLrv55pvNzOzBBx+0/fv320MPPWQf+MAHwj7X19dtfX19q3327NlFpiQIgiBcwFiIjrv22mvtt37rt+wrX/mKmZn96Z/+qX3xi1+0H/zBHzQzs6efftpOnz5tN95449Y2a2trdt1119mjjz667T6PHz9u+/bt2/r/kksueanfRRAEQbjAsNCb0Ec/+lF79tln7YorrrCmaaxtW/v4xz9u73znO83M7PTp02Zmtn///my7/fv321e/+tVt93nnnXfabbfdttU+e/asFiJBEIRXCRZahD7/+c/bZz/7WXvooYfszW9+sz3++ON25MgRO3jwoL3vfe/bGkfeMKXUa+OwtrZma2tr4e8vpKnV3XRzf862p2lha5PTwJnOM2TxQ03I91MTos161ksRqMCjBquaobwhb5EzmCfkynsPcLk+pp9jQ15Q0Iz69xtLaXv9CCW5C7lAQxpQqOiRtv9sFnOBvO6zgcEhb8i1Wx60VN7Dcr6c909JE2pwnpj35M9/KW9jCCxFTe3D29Ow9AFtezZK+TvUdaY7zxN6IeQJ+XwkakBo+1IOmG/QiAqlKmiFxLyh0hmnduOteqjVhJ+RoENvn5NjZtbW1PNKz1JhwgOImtH8c9PzeQgLLUI/9VM/ZXfccYe94x3vMDOzb//2b7evfvWrdvz4cXvf+95nBw4cMLPNN6LXv/71W9udOXMmvB0JgiAIwkKa0HPPPRcz8ZtmK0T70KFDduDAATtx4sRW/8bGhp08edKuueaa8zBdQRAE4RsJC70J/at/9a/s4x//uF166aX25je/2f7kT/7E7rnnHvvxH/9xM9ukZo4cOWLHjh2zw4cP2+HDh+3YsWO2Z88ee9e73rXQxNa7OR1Xd45mAh1HO53aUXeL0G9mZo2jaRq8svKVfJJRVOXX82zdpicLnWz4zwLXDvZABcufUiVV7qvUZ7ZdyLb1ItBzvtpioAF2TnFGi5m87Vm1QL+Bf5i6wWEs6TnXZmFe0hrBosVXZSUtQ1ftLEQb93jBomUopLZkKTNkR+NDtjcG6Tjvbg0KrRCSvdl21VJnOx8bjsOxpcqqcM2OrtrzdstQ6gKfxdNPp2x/7ULodF1sWu3KSAcbri4fnVcPLvv2lNi5EJIdnv3t0zUWcdFeaBH6T//pP9m///f/3m655RY7c+aMHTx40D7wgQ/Yf/gP/2FrzO23327PP/+83XLLLfbMM8/Y2972NnvkkUcWyhESBEEQXh1YaBHau3ev3XvvvXbvvff2jqmqyo4ePWpHjx59mVMTBEEQvtEh7zhBEARhNCxtKYeNrrXmXCkH85oQuE/qOl4TmtDSB5x+g/6Jt+1nOQDqF3kth6yPLua+m3pKWsDGZ6iyalZiYUjXycoxDGlABauOgRDtlxoNGsNirdj2EkUIs8Y94vupAQVNaOY1oSAU5ihU0aSuU9J9QukGbNsWKraSiY/2R/1aQUkTChoQyyZ4rQa6zjRY8fTrPlOEb0fdx+lHBZuezTn3l3IImlBiiLPTDaMiab1gugO15HrnmhCvnW83+D4N5j9x4nLL6xw0oX4roSFk6RoLben28RK3EwRBEISXDS1CgiAIwmjQIiQIgiCMhqXVhNbT1Oq0mSeUunlyTSjdAI3I6zzUAqgRURPyVheToAFxvXa5GqUEEcvzhGi9z7ygmCeUebTkh4kCgOsbsBIq7Cdy0dzVS2V/c5TsRAY1IFrzeA4fg9n2us90VtaEWicgdehjKYd4GzgOv6DNmFETqnr72I7/iixfO8vOcVkTmhXKe0+px3hdZ9avF5mZzUK/026QUzSFzjMrlQKnJuQuELWlqVEjoibkvvsCOgl/JoK26TUhJiMOaEJe/6MN0aTB/L3tEHOg8JtZynvifRpLNPRo4wv8ROhNSBAEQRgNWoQEQRCE0bC0dNy0m1pzzrbHv07WXe570+C11Idok25rGZJNZ2bHhSW+TwZ2y4dDs2pmPjazZOHreoFSC+0BR5bcNqO/b7PdH6J9fsi2c3Cv+sF0uhDOHV2yyxTbrOvvi2HYXW/fDPHdvo2oXkvYNtgSeQfuAqXGdnDcxm5zOq58tQJ54iur4py2hRDt4EINKmzm6K5Ix6ENym3maLQSVWeW03McOyMdt4BtT3DRdhePIfMt2jkLRbss0Gaem0/5b1kFS6+Su/0EHp7h+jh6juHbK6GK7HxfgaINzyjbL//XQm9CgiAIwmjQIiQIgiCMBi1CgiAIwmhYXk0ozaxJm9yxZzArcJQ1Ypp9aHWXGIrIMNlSuYD+kGzDrMgDkzN2MpVNBkK0Qwh3tf1ns2jb81JxPnneuK/tP5vF8NW2YD8/o35R0IimAyHavjwDNaAp2sUQbcaJ00LKR6/i4gXdx/VTDwuhuoX9hBBacvpeE+rY1x+iTdse6i9en5khJLsdCNGeOY2IfW3hOC3nhHITvl0q1WBmNsPF82HZLOXQofKtP+UsodJBu8lCtBnSH65zPqfG7avBeZo0/RoRtT4+DxM3EZ4X/mbyucs1xp6OAehNSBAEQRgNWoQEQRCE0aBFSBAEQRgNS6sJtdZaa5tccZvx2MgTChxlf8x7srJG5MG8mmCZ73Qf0LHbaEKpt485CKnQjkV6A6nc2xctcvpLUXDboFEU+N6QZ2D9fDPHer455qwg16ejHtBv2xNLdvfnv0Stw51/jE251BG8hbx0QE2oTdSE3OegFxna8/6W9ynv6ZCc1d9Fe5dZIU8o6DqZdtbfZ2bWTdH222K/3FdXOE6L+WfWNSE3Bttav2bU1nxms2am61bQi2pY8yT3Y8G8sob3hKF/Nv/LBNrTdAZt3B2H1kcrSFb02lpLbQnnjU5DeY6Ruc/ShARBEIQLAFqEBEEQhNGgRUgQBEEYDUurCc1Sa7NzvK333WIOS6iw7P4Q8l2ChFKj7TzqsO0s+MOV8ghwWF/KYSAvqJwnVPZ18u2iBoTj1EHHKcNPceg4nmsf8n9rS6UDChqQGf3gWHagvx3zX/rbHco+hDwhpo84Kp78P0uSeK49aAXMBXLHGdKPgndcRtznfdHy3+VtFbSZzXbbOzbBK466T/LbYr+Jx2kLx0GekP8+oQ9fnrk/vp+aUNBbvUxNfRUlFsyNrfDry7wg5g1N3A01Rc2ICT3q3DllDhHv+UmWD4bcJEyf5XAyHTdt//ch6E1IEARBGA1ahARBEITRsLR0XLLO0rlXYk/TJHIIBeeUKpFuozFPvq/KeamTfqswtnGvw3xdL4VoMyQ7VF4stEvhz2wzHJqhu34apBOH/mWS03FlijALdQ1hsv0hwdF6p0yx+f4Q3l2g2LjfQMcVKlTSxqdIx6GP18MflpRax2tXGBvouH63qRBSXvp+Le2MSM9ltCX8i6ZoB7pu3q7QZzhu1ma5XY5191diGVxcrECx+dQIPt+k5/x1ZopFA3rO/eIGijaEaKM0hfvNaWrY9jBE21n8sOrqpKHljysjgvnOWlB5oP0809e4sHHS5yXoTUgQBEEYDVqEBEEQhNGgRUgQBEEYDcurCaVuy2rD87UxBJjajdNQBvQWsM9Wl7YtlOwOGhA55IItfAuxoGgfgn8zMAzStxl2TfuNUBfCoRsoRV1CtEcp6C+FMOxoy7/zbRlmGm38ncXP0NhMa6ItTEGQNNj2UBMqtBm+zcPkY3HMAY0oi6MNEgq1Dm+RQ+sd6DruPCZa71ATCpqR2zd0HWpEleuvMKcq2Cb5fI1oepWNDXU4/Ocg6OV7cmHXLM3CHw5/H4RKINQJEYbtS47PoAnNMHbqxJqgF6GeTON0nwbntMH5r1GC3MtN/vO0469rP/QmJAiCIIwGLUKCIAjCaNAiJAiCIIyGpdWENjnbdO5Tv1ZTl/JqCrH/m/ulBZDblvbthVygZiD3p83mRHuQuncs2zHPpr88QMgPCfkirpx0sCSqiu3iboOVkM/9yee/0fXrMRwbbXsWyP0J+3KlqHE9qJ3NCnlOoZRG4ZwPaTUlnacr6Aq01m+YkkM5wwkR1ICMmldWYgHfnWUtpv2aUMgTChrR3NanDjlF0CjcPKhf1Jh/7a5Xw2cn5Aim/jbybCr+091rQtBMqAX6e4hPFZ9nlhz32uwEZcM3qnysLwXOsZNpjbHzbZknxO/Kdu1u5Nodh5exBL0JCYIgCKNBi5AgCIIwGpaWjktWbdFlCxiy5ghFJknHob8q9KHdZVY8/X1sz7AnVoYlbeDpoGDrUbBzIYK9jrcAGaDfIhvX76Mdw8Z3TpPNSnQcnbC5rT9OOIdt79hgHUR6zlEiMWy/TPd6F2SeQv7rz/cP2fZ4Co6R93RLidTefGOGODNm2IdWD4Vo+2qpaYaSs6ikaht5f+3pO+yXIcI+vLsi/UZ6rpCyQMuumtfOnWREQwdq3tNxBjqO9Jy/hYLFFedkDNnuD9HmMzxzvOw00G95u/a2PRhbo4JrTTrOfb/GnReFaAuCIAgXBLQICYIgCKNBi5AgCIIwGpZWE/IoRAgXDWWilDFgP1PUhPr1pFJI9ma7YL0TNAjqPp4Dz+dEfjb4u2RzRDh6pmlRA0K7cJbDeSnYBdH2ZqMQsj0Ykl1osy+Etnv7E55/hLp6Hp52TOT0+U+6VNDzeCt6Tj9ojOHemw8YKuXAypheR6HNDcOhfeXYoYqnWVh20IAYot2vGVXsQ7i3D9GmBtRAh8g1IegtuFZMs2j8d8dJpXWND3WnzBaskbyehznxGQ0WXrXXhPK+CX4cpu7Cs+rqlKUcnA60gT5+19B2w32I9no4Ef3Qm5AgCIIwGrQICYIgCKNBi5AgCIIwGi4ITcgn8FCfYHuRsgNFMMeI7VLZh0KJBZY6mDH3p+tvM2Y/5AV5TQt9k4ImNGOeEM9x4ZRSFonnopT7U7DtCX0s7cDcH2fFM5D7k2l0FXl5akReG8DYYFGUNTMdiFoZbXx8CYAh7c9rEMwPaQbu27xCQbh42Ljf4ifY9jjtJrHMA3UeakQ+9wd6Em18fG5TDV2Ktj0+547pOiEvCLqPz3lpaV3D8+bOE69dKcWR2l/Fe7HiM+vvWzwf+G3w+T4zCIMNdLbpxOUMzvL9bOCGqgvtuvbPrzQhQRAE4QKAFiFBEARhNCwtHVel2qpzHEXlrVsZ6hrouTkCrXQe55eyzwMu2r6SJ6iiasCKxzNAkX7rf9mfMJzYSNs4CoGUJmmCYoh2jkhF9odol1y1Sb8FKq/kdg334dB2VEYHWiOBuvDXliGzgZUxtv1fSHnm8OeNlEdA42k+zJf0XIEQIlVXcWyJjosXft7HaqgF653QLlB1ZmbVzNsOoQ/3SP5bALqNIdm4ID4cv6KzdHDynyPY9ATnfve5QPFv9tO536cLINVjgrGO1mRIdoMv68O5G9z/NbbdwIpRzfxY76ItOk4QBEG4AKBFSBAEQRgNWoQEQRCE0bC8mtC5/8xIqw5oKNm6unP9aAhF255CSPbmHH2ZgXy/FUOyqXnl/kDW35nPihVbm5S3a8cvh0qqA+ctP+LOw9NpnxOrpxZse0I5BpQScCengwaUKKb5NsOuuW2hPGqo1EvL/+y85ueQV86fc+6H+ktWyoHhwwwF5z8zXTtqf/3tUAal1KZ+VAhpNrNc9xnUj5zFD0pPhNIOPnSaoerhvKHfPYcM52ZYvE934HHCd3dfh/ZYvJ9C+Qx3wUIfwtW9rc8EY9vQds8dQrTrCdrs92Ugsooc0oQEQRCECwBahARBEITRoEVIEARBGA1LqwmlVFt6MU/IrZVB1wllB+YIdHjQj3auEQV7Gs83k/albby3HSroRWahunG286BBBJ3K2bmEvAiWM56fHZ4HakRFDNj2ZJpQQQMyY4nu/r7N/bLtc3+YO0ONyPvPw7o+lH32WhM0CMsR8j6838uAQ05pv9scqfegLcWmktBDTYilm919wO9WSCkKSLjutPzJNCTm+oQS5N32n822Oaku96q/y8xync3MzBsNBUkx2O14TSjU4cDg/u9qXZ5kFHKzXLtjKfbQdjlF6JtCZ6tbp+vgmNSPZtCwG9f2jkvUdEvQm5AgCIIwGrQICYIgCKNBi5AgCIIwGpZWE6qs3tKCci1nKE+ov+zD4DGz0rtlr6ySJkTdJ9Mzhsr/cspdvybEA3du7CRRE6Lu4/jyQa+4fu0sZCqVvON4Xgq5QFEvgv8b21l+D4Q1kPqV04Eq6nfQj3x5gAnPP69dy3PshzInhLkmbrt8t9tIHf3lvXmfhvvW3SPUgKq6f06cb/Q92/7ztuCz5XUI6jzMe/L3DPSLkCOVWffxd4NzypslbTnMyf/mlB/R/DyFE8WLhXPuNSGWEQkl7eezpq7Tdfk3yvUjPJOoY0HNaObavtw69d8S9CYkCIIgjAYtQoIgCMJoWFo6zpK5d/7+cOLw+pu9Gpft80OYaWG/2/BO848hijRwIPP9Bjqu/P6e3Cv5UIi2ryTZwZekqQq2PQuEvW8etx+k47qCbU8p7Jp0W7TiYSz7fNsUCCxQbG7bBschPecvGMOfw3nAifKhsQl3Xwo2PvN+zp73bcEhJ/Jk/DrOZqXjxiiAmt0G5GwJ17/Ao9PzB9dFWsc/d7xWQwfO8NLTEBbJYAi78i5QA8cJKRgFuYD0nO+P1B0o867/GQ2VoEE5+xDtzlGAPGYJehMSBEEQRoMWIUEQBGE0LB0d9+Jr5Pr/fW7+t3Y+zWoGWmnK10NH3fHVMTBf/ZF1NegHtj2twUqYFZxnG9c/mYAmC2P7+1dAsU1Iubk5NoN0nJu/5Ti/dNz8c3Q56G/PGB1njJbLuaNsW/TNwDN1rh1ov2J0X9YVDJ7Z37rIog73IiPpzI2t0FfRudi1G0bkYWwzzQ8zmfqxiPJaZzuzRc760gs4pxvz9mx9I+ubreeTmG7k7ZlrT6f5fjdw3Klzi95gJBfO/9S1Z7inp4g8m+Ih8PuCQbXNGOXppojAs0DNt84UgQ76FSLREqPjMgeOfGwFt4U6ud/MLv+ZrzG2cuVgq5SPrdq8nWYoHeu/kLv3Xvz95u/BdqjSTkb9E+Jv/uZv7JJLLhl7GoIgCMLLxKlTp+wNb3hDcczSLUJd19nf/d3fWUrJLr30Ujt16pS95jWvGXtaS4uzZ8/aJZdcovM0AJ2nnUHnaWfQeSojpWRf//rX7eDBg1azeBOwdHRcXdf2hje8wc6ePWtmZq95zWt0kXcAnaedQedpZ9B52hl0nvqxb9++HY1TYIIgCIIwGrQICYIgCKNhaRehtbU1+5mf+RlbW1sbeypLDZ2nnUHnaWfQedoZdJ7OH5YuMEEQBEF49WBp34QEQRCEb3xoERIEQRBGgxYhQRAEYTRoERIEQRBGgxYhQRAEYTQs7SL0qU99yg4dOmS7du2yq666yn7v935v7CmNhuPHj9tb3/pW27t3r1188cX2Qz/0Q/bUU09lY1JKdvToUTt48KDt3r3brr/+envyySdHmvFy4Pjx41ZVlR05cmTrbzpPm/jbv/1be8973mOvfe1rbc+ePfad3/md9thjj2316zyZzWYz++mf/mk7dOiQ7d692y6//HL72Mc+lpXS1nk6D0hLiM997nNpZWUlffrTn05f/vKX06233pouuuii9NWvfnXsqY2C7//+708PPPBA+l//63+lxx9/PN10003p0ksvTf/4j/+4NeYTn/hE2rt3b/rlX/7l9MQTT6Qf+ZEfSa9//evT2bNnR5z5ePjSl76U3vjGN6bv+I7vSLfeeuvW33WeUvo//+f/pMsuuyy9//3vT3/wB3+Qnn766fSbv/mb6S/+4i+2xug8pXT33Xen1772telXfuVX0tNPP51+6Zd+KX3TN31Tuvfee7fG6Dy9fCzlIvTd3/3d6YMf/GD2tyuuuCLdcccdI81ouXDmzJlkZunkyZMppZS6rksHDhxIn/jEJ7bGvPDCC2nfvn3p53/+58ea5mj4+te/ng4fPpxOnDiRrrvuuq1FSOdpEx/96EfTtdde29uv87SJm266Kf34j/949rebb745vec970kp6TydLywdHbexsWGPPfaY3Xjjjdnfb7zxRnv00UdHmtVy4dlnnzUzs2/5lm8xM7Onn37aTp8+nZ2ztbU1u+66616V5+xDH/qQ3XTTTfZ93/d92d91njbx8MMP29VXX20//MM/bBdffLG95S1vsU9/+tNb/TpPm7j22mvtt37rt+wrX/mKmZn96Z/+qX3xi1+0H/zBHzQznafzhaVz0f6Hf/gHa9vW9u/fn/19//79dvr06ZFmtTxIKdltt91m1157rV155ZVmZlvnZbtz9tWvfvWffI5j4nOf+5z98R//sf3hH/5h6NN52sRf/dVf2X333We33Xab/bt/9+/sS1/6kv3kT/6kra2t2Xvf+16dp3P46Ec/as8++6xdccUV1jSNtW1rH//4x+2d73ynmel+Ol9YukXoRbC6Z0op/O3ViA9/+MP2Z3/2Z/bFL34x9L3az9mpU6fs1ltvtUceecR27drVO+7Vfp66rrOrr77ajh07ZmZmb3nLW+zJJ5+0++67z9773vdujXu1n6fPf/7z9tnPftYeeughe/Ob32yPP/64HTlyxA4ePGjve9/7tsa92s/Ty8XS0XGve93rrGma8NZz5syZ8C+OVxt+4id+wh5++GH7nd/5naxa4YEDB8zMXvXn7LHHHrMzZ87YVVddZZPJxCaTiZ08edJ+7ud+ziaTyda5eLWfp9e//vX2bd/2bdnfvvVbv9W+9rWvmZnupxfxUz/1U3bHHXfYO97xDvv2b/92+9Ef/VH7yEc+YsePHzcznafzhaVbhFZXV+2qq66yEydOZH8/ceKEXXPNNSPNalyklOzDH/6wfeELX7Df/u3ftkOHDmX9hw4dsgMHDmTnbGNjw06ePPmqOmff+73fa0888YQ9/vjjW/9fffXV9u53v9sef/xxu/zyy3WezOztb397CPH/yle+YpdddpmZ6X56Ec8991yoCto0zVaIts7TecKIQRG9eDFE+xd/8RfTl7/85XTkyJF00UUXpb/+678ee2qj4N/+23+b9u3bl373d383/f3f//3W/88999zWmE984hNp37596Qtf+EJ64okn0jvf+U6FiqaURcelpPOU0mb4+mQySR//+MfTn//5n6f/+l//a9qzZ0/67Gc/uzVG5yml973vfemf//N/vhWi/YUvfCG97nWvS7fffvvWGJ2nl4+lXIRSSuk//+f/nC677LK0urqavuu7vmsrHPnVCDPb9v8HHnhga0zXdelnfuZn0oEDB9La2lr6nu/5nvTEE0+MN+klARchnadN/M//+T/TlVdemdbW1tIVV1yR7r///qxf5ymls2fPpltvvTVdeumladeuXenyyy9Pd911V1pfX98ao/P08qF6QoIgCMJoWDpNSBAEQXj1QIuQIAiCMBq0CAmCIAijQYuQIAiCMBq0CAmCIAijQYuQIAiCMBq0CAmCIAijQYuQIAiCMBq0CAmCIAijQYuQIAiCMBq0CAmCIAij4f8H2t0ZJ8LTaXQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(map_image)"
]
},
{
"cell_type": "markdown",
"id": "59a6d355",
"metadata": {},
"source": [
"And look at all the results together:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9a4ea13a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Combined image')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1500x500 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(ncols=3, figsize=(15, 5))\n",
"\n",
"axs[0].imshow(mapA)\n",
"axs[0].set_title('map A') # E.g. amplitude\n",
"axs[1].imshow(mapB)\n",
"axs[1].set_title('map B') # E.g. data quality, or confidence\n",
"axs[2].imshow(map_image)\n",
"axs[2].set_title('Combined image')"
]
},
{
"cell_type": "markdown",
"id": "03f3cfd7",
"metadata": {},
"source": [
"# The 2D colourmap"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "72e1fafb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f87d3c213f0>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"def make_2d_cmap(size=(50, 50), cmap='viridis', direction='lr'):\n",
" a, b = size\n",
" cm1d = getattr(plt.cm, cmap)\n",
" cm2d = cm1d(np.linspace(0, 1, a))\n",
" cm2d = np.repeat(cm2d, b, axis=0)\n",
" if direction == 'lr':\n",
" cm2d[:, 3] = np.tile(np.linspace(1, 0, b), a)\n",
" else:\n",
" cm2d[:, 3] = np.tile(np.linspace(0, 1, b), a)\n",
" return cm2d.reshape(a, b, 4)\n",
"\n",
"plt.imshow(make_2d_cmap((10, 10), cmap='magma', direction='rl'))"
]
},
{
"cell_type": "markdown",
"id": "dbe4bbbb",
"metadata": {},
"source": [
"---\n",
"\n",
"&copy; 2023 Matt Hall &mdash; CC BY: open content, share and remix!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "py310",
"language": "python",
"name": "py310"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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