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@bahrudinz
Created February 20, 2024 03:07
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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"id": "8b130701",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib import cm"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "fb7bb0d7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bobi = [8, 9, 8, 9, 8, 9, 8, 9, 8, 9]\n",
"Axel = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Chandra = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"Dicky = [8, 7, 6, 5, 4, 9, 40, 50]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(Bobi, '-', color='tab:blue', label='Bobi')\n",
"plt.plot(Axel, ':', color='tab:red', label='Axel')\n",
"plt.plot(Chandra, '--', color='tab:olive', label='Chandra')\n",
"plt.plot(Dicky, '-.', color='tab:purple', label='Dicky')\n",
"\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a5e132fe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bob1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Bob2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"Ax1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Ax2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"Chan1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"Chan2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"Dicky1 = [3, 4, 5, 6, 7]\n",
"Dicky2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.scatter(Bob1, Bob2, marker='o', color='tab:blue', label='Bob')\n",
"plt.scatter(Ax1, Ax2, marker='^', color='tab:olive', label='Ax')\n",
"plt.scatter(Chan1, Chan2, marker='s', color='tab:red', label='Chan')\n",
"plt.scatter(Dicky1, Dicky2, marker='*', color='tab:purple', label='Dicky')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "56769457",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bob1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Bob2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"Ax1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Ax2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"Chan1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"Chan2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"Dicky1 = [3, 4, 5, 6, 7]\n",
"Dicky2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.plot(Bob1, Bob2, 'o-', color='tab:blue', label='Bob')\n",
"plt.plot(Ax1, Ax2, '^', color='tab:olive', label='Ax')\n",
"plt.plot(Chan1, Chan2, 's:', color='tab:red', label='Chan')\n",
"plt.plot(Dicky1, Dicky2, '*-.', color='tab:purple', label='Dicky')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9b5c2e7a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bob = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Chan = [99, 96, 91, 84, 75, 64, 51, 64, 75, 84]\n",
"s = [50*(1+i) for i in range(10)]\n",
"\n",
"c = []\n",
"for i in range(10):\n",
" r = 0.1 * i\n",
" g = 0.5\n",
" b = 1 - 0.1 * i\n",
" c.append([r, g, b])\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('Bob')\n",
"plt.ylabel('Chan')\n",
"\n",
"plt.scatter(Bob, Chan, s=s, c=c)\n",
"plt.colorbar(label='Intensity')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "d0877252",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bob = np.linspace(0, 20, 20)\n",
"Chan = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(Bob, Chan)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('Bob')\n",
"plt.ylabel('Chan')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(X, Y, Z)\n",
"plt.clabel(contour)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "0481988c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"Bob = np.linspace(0, 20, 20)\n",
"Chan = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(Bob, Chan)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"Bob_sub = X[4:13, 2:8]\n",
"Chan_sub = Y[4:13, 2:8]\n",
"Z_sub = Z[4:13, 2:8]\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"\n",
"plt.xlabel('Bob')\n",
"plt.ylabel('Chan')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(Bob_sub, Chan_sub, Z_sub)\n",
"plt.clabel(contour)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "b314f434",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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HiRMnMHr06M5p7e3tKC8vxzPPPAO3243Y2FifZfr164e6ujqfaSdOnEBcXBzS0gIfpC6XCy6Xy296L0cL0mIEyu1D4lbVHU+HAz3qeyAtuQVOHX3ecqnvpbLzWAcWgv8b7yvS3/qwWNfyRvvMjHwAvxa7yknXAnjF/wtRdq4lJSUhOTnZYK/0U1VVZap3qwd6dXSg7ciLEydO+HzOyckRtm4W/Pe//xUec2NjIwD1ci0+CYgXlGoldUPO/aenmPX5ocWih6MHcF4cOiIcilF1tI/vhEQOcYXgs3rfKnzOgC/0NWCgzywpax6Caf0OCVvfrsahAD4zNNRGmtxec801OHDggM+0BQsWYMiQIXjooYf8/gAAQG5uLt544w2facXFxRgzZkzAcUnKIFFs9dBdZlUiUGx6hVc43v0uWHK7Y5dcCySJKqJ6nN3jM4PsVlVVKRGnXXKtU2wVx09mFaN7fLplVwIldWIF1yjS5DYpKQkjRozwmXbeeechLS2tc3p+fj6OHTuGl156CQBw11134ZlnnkFeXh5uv/127N69G6tXr8bLL78sPP6IUVhsVZbZSOgav9Ki+xCkCq4dcs1swmgmzCK7KgiuHXJNdbFVXWhD0TV2lUXXDIIr/WkJoaitrUVNTU3n54EDB2Lbtm144IEH8Oyzz6J///54+umnMXfuXIlRBoGkVijePikruZIFNxxmzjWVxVHl2Izi7ZNskQyEyrF5MXOuqSy2ZpbaQKguuqoLru1ev9vY2IiUlBScvDGB35hbxcTW05GIbTUvAzP/AIfTIzscIWgeJ7DtdszMuknODWXB4Ci4pzoS0PuVFjQ0NAgd4xoMb66Vl5dzi0dVeayuroZd/rQ6HA5kZ2fLDsMPnoLb2NiICRMmKJdrv3jnOm5jblUT23gtFouaxuLB+k/gRofscITgQgx+k3oJnj3vHbRKuKEsGLwkt7UReGTsVkN5Jv0lDpZDMbHdcul0bBsxRXYY0lCu74odH2ZGJbGtqqpCVVUVqqurZYciDdX6rtLxYXZUEtuqo31QdbQPqo/1lh2KNFTru0rHhxeSW5YoJC5bLp1uyeEHRlBuWyh0nJgVlcRFpVhk45V8VVApFrOiirh4pZY4h2rbQ5XjxIvSY25NhSLCopTEKYZS43IVH4OrMqoIiypxqIhKY19VuNHMrKggLCoJnIp4t48K43JVGodLlVsWKCC2ylUnFUaZbaXAcWM2VBBK1aqTKqPKtlIhBrNBYmsuVKnkqnDcAFS5jR7JgqKEpJkUJSq5VMGNGNmCInv9ZkaFSi5VcCNHtqCoIGlmRYVKrgoVXJLbaJAotiS17JAuuSS4YZEpliS17JAtuSS44ZEptiS17JAtubIFl4YlGIXE1nJI3a40RCEoJLbWg/apmsgSW1UuqVsRmdtV5okSya0RJImIMmNFLYzUbUyC64csEVFlrKiVkbmNad/6I1NsCb7YcRuT3OpFotgS4iDBlQ+Jjz2g/SwfElvrI6s6LuvYIrk1ASS2cpBWxSXBlSIeVK2VB213eciQDxqGIA+7CC7JrR4ESwcNQ1AD2gfWh+RKPjJOLuy+32WJLSEXGScXoo81kttIkSC2hDoI3x82rt6S4Ngb2v9iEC0bVK1VDysLLsltJAgUDarWqovwfWNDwRUpGjQMQV1E7xs6DvhCUqsuVhVckttwCBZbQn1IcPlAMkN0h44JPoisoJHYqo/oqrqI449e4hAKEltdrMKdEc97F57nGAl/tlw6XdxLH2zwkgeSGH3o6YPZX1og8sULdnjJA4mtPlw18RHN585q5RwJf6qO9hH20gfeL3kguVUAs4mtHonV24aZpJcElw0ktsFhEW+wNswkcXaQThGQ2AYnUok1sryZxFek4PKE5DYYgqq2ZhBbFjIbzbpUFl6hgktEhepiK/tGKtXlUZTgWlWkSWy/JlqRjXZ9qsuuKMHlWb0luQ2EzcVWpMxGQtd4VBRdYYJrweqtKKFTVWxVissMskuCqz6qiq1ooQ1F11hUFV2zCy7JbXdsKraqCW0wVBVdElz92FVsVYsnGF3jVEn0SHD1I6pqq5rYqiS0wVC5qmvmIQr0tAQJqCS2q3CnacS2O6rFrtJ+Jc6hkkia+dFjqsWuUiyqYzexddXEd/6YEdViF7FfeRyjJLddEVC1VUWAVBPDaFCpL0L2rwUeDyZCTlQRINXEMBpU6oudjiHVUUFsVZPCaFGpP2YUXJJbLzYRW5VEkDWq9I0ENzR2kRKVRJA1qvTNLseSUXhXbVV465jrqFMZCeSBKpIrez/rheRWECqI7RoslB2CEFbhTul9VWF/2xUVZKSmpkZ2CEKoqqqS3lcV9reKiH69rmhcR52yQxCKqyZeep95Cy7LY5bkFuBeBZMpOiqInkxk9p37fjdh9Za3iMgUHRVETyYy+27l40pVZFXyVKlkykSm5JpFcKXK7cqVKzFy5EgkJycjOTkZubm5ePPNN4POX1paCofD4fdz6FAUj5GwqNiqcoleBWRuCxUEV4k8g3UFRJVL9Cogc1uocHypkmsihiPIwO5S2xWZkm+GIQpS5XbAgAF47LHHUFFRgYqKCkyZMgWzZ8/GwYMHQy53+PBh1NbWdv4MGjRIUMT6kCm2hD+WFdwwWD3PALliS/hj1/2hQq5ZUWypWhscK24XFsew1Ofczpo1y+fzL3/5S6xcuRJ79uzB8OHDgy7Xt29fpKamRh8Ax6qtDKEhqQ2PdxuJfkYu1+fghnn2rfQ8A1/pkCE0siXKDHi3kVWeFQuEf/atCrnGE1liS4TGu41EPiOX9zNwS+qGYGIP41cwlHmJQ3t7O/7yl7+gqakJubm5IecdNWoUWlpaMGzYMDz88MOYPHly0Hndbjfcbnfn58bGRgCAJy4Rng4Hm+ADoHnEjolZg4UItkanx/dfOxCuz6txJxZijbiAAHg6Evk1/lPA87sEAC0hZ+OVZ0DwXDt69Ch69OgRWT8M4HDwy+NA1NTUIDY2NuDvvNOD/d6KhOvzkSNHkJWVJSye6upqZGdnc2u/o6MDHR0dYeeTkWu7jw9GfE8+x171sd5wcWk5OK6jzqDXl10xDp9/7UC4PruOuuAeIO6LvvZoOrIvOMmt/ZgO4x7l0DRNYxiLbg4cOIDc3Fy0tLSgZ8+e2LhxI2bOnBlw3sOHD6O8vByjR4+G2+3G+vXrsWrVKpSWlmLChAkBlykoKMDy5cv9pm/cuJHrFy5BiKa5uRk333wzGhoakJyc7PM73nkGUK4R9oFyjSD4EyrPwiFdbltbW1FTU4P6+noUFRXhxRdfRFlZGYYNGxbR8rNmzYLD4cCWLVsC/j7QGW5mZiZqS89HWnLoKpcRto2YwrzNYET6JACnB7ilJBbrp7VDcEFZGnr7LLKKO/Nfb3Fp91RjAjImfRnwDwHvPAOC5xqvL9zq6mrmbQYj0icBxMbGYuzYsXjnnXfQ3t7OOSo10NtnkVVcXhXcUF+6MnNt2uY8oCf7C7LVx3ozbzMYkT4JwBXjwMPDcvDoR1Vwd0jVGGHo7bPIKi6XCu6ZNpR8+wlDcit9WEJ8fDwuvvhiAMCYMWOwd+9ePPXUU3j++cjGRF599dXYsGFD0N+7XC64XP4XU5wxZ+GMYS+3DkHX/o2Mr/U4YRu59RJpn5/HQmHjcN8cNZ7L+FtnTPA/drzzDAieazwQOebVyLra29ttI7deIu1zZWWlpcbhdkdmrrU52tHBeJjOuXG24YdhsMBVEw839Imqu0Ozjdx6ibjPNXHCxuG2Otj/vYuJok3lnnOraZrPGWk49u3bh4yMDI4RRY6om8joxjE+2Gm7mjnPREI3jvFB1HZVYf+ZOddE3kBGN47xQdR2Ve3xYFIrt0uXLsWMGTOQmZmJ06dPY9OmTSgtLcX27dsBAPn5+Th27BheeuklAMCKFSuQk5OD4cOHo7W1FRs2bEBRURGKiopkdgMAia1VWIU7hVRwuT49oRtWyjPAXmJkZcI9ecBs6wGsl2siIKnlj6smXkgFl/cTFPQgVW6PHz+OW265BbW1tUhJScHIkSOxfft2TJs2DQBQW1vrM9attbUVS5YswbFjx5CYmIjhw4dj69atQQfri4LE1lpYTXCtkmcAia3VsJrgWirXBFTiSGzFIUpwVUGq3K5evTrk79etW+fz+cEHH8SDDz7IMSJ1IbEVi5UE1yp5RmJrTURWVnljmVwjsbUkIgRXleqt9BvKzI6Iqq2ZxPbN8hvCzjNjwqsCIokeUYJLqIOZxDaSWM0ijSIE10oSbXbMJrZJ1eFv3jqdbY7n7dpFcEluo8DuYhuJyEa6nKrCK0JwRY6/NSsipFNlsTUaW6DlVBU8Elw14F21VV1sIxHZSJdTVXjtMESB5FZhVBJboyIbTfuqCC9VcOViN7HlHYvKwkvyKRe7ia1RkTXavkqyy1twZVdvlXsUmFngXbVVRWzfLL+Bu9iquO7u8N4fom5KJPxRRWyrqqqkxSJz3d2RIfcEf1QS26RqjbvYhlqvjHUHgvc+kfl4MJJbBVFBbFUSS1ViIcEVjx1ERzWxVCEWFWKwG6o9p5QHKomlKrGodNLBEhqWYACeEiJbbFWQyGB0jU3WkAUaomAdZAqU6vLmjU/mEAGeQxRo+INYZAqUCgIZCm98Mocs8ByiIGt4AsmtQsgSW5WFNhjemGVILk/BpZvLvoanAMq8/G8musYrQwZJQsXAs2orS2xVl9ruqCC5VoKGJejEapeOzSi2XZEVv+wKO2EcEltjmD3+7litPyoiQ2xVudxvFFnx89xXMoa8kNzqwErDEVQZx8oCK/UFsN4JlBGsJB6qjGNlgYy+WLGCrxJWGmtrZqntjtUEVzQktwogQ2ytiOh+UfXWfFhJzGRC25EIh2hRspLYepFRxeW130SfRJHcRgivahqJLVtEV3F57T87V295iYxIQaqpqbG8kFlFcK2+n0LBSzhEim3PI+YehhAJVu8fD0hubUTJO7NkhyAMO/WVIGRRVVWFmpoa2WEQBrCC2NqJpGoNPY+IkVwrVG9JbiPA7FVbEj2+UPWWHWavzpHo8cXsxwfBBpGiZ1fMLrgkt5IQIbZWu9HKCCXvzBKyDWj8rbqIen2v3QVJ1FAMu29nFpi5akuX6GH6Cq4ISG7DYMfqmRUxq+Tb6fgzq7SYNW7CF9qP0UFiKxbaFqEhuZWAqKotIRaq3qqHHV7fqxpUvSV4QDLnj4htwuOkRcTQBJLbEJi1akZiGxizDk8w63GoBx6yQgIkD7Nue7PGrQceYsG7aktiGxzaNoEhuRUM7+oeiW1oaPsQrLCDCEUDVc0JQgy8BdeM1VuSW4GQ2KoB7+1EwxP0YcaqLYlVZNB+UAuq2loX2k6+kNwGwWyXgkls9WG27WW249HKkFDpw2zby2zxWhkSNn3w3F5mq96S3AqCZzXPbKKmCjy3G1Vv5cFTTkh8jEH7xJrwrNqS2BLRQHIbADNVyUhso8NM289Mx2WkmElMzBSritD2kwvrKhmJrZqYrXrLizjZAdgBy1fxCiQty4g3y2/AjAmvMm93Fe7EXXieebtEcKz+Bqto4sjJyWEWh2pUVVUx7R/r9ojIUUVsU/7jNrxsw0UuhpHoJ6law+lsh9QYIqXqaB/kDPiCebsktyZGatWxgEM7rNokCAvBSqy7tiNL3Ega5WCWqq1ssY1GaIO1I0t0eQmuqyYe7qxW5u2yRuqwhJUrV2LkyJFITk5GcnIycnNz8eabb4ZcpqysDKNHj0ZCQgIuvPBCrFq1imlMrC/98qraShHbgi4/Zmw/BLy2J+v9b+T4VDHPAPbVUCtVbb2v8+XZJ1mvDDbLfjLSnqq5RgQn5T/uzh8zth8K2ScLkcLjxjKpcjtgwAA89thjqKioQEVFBaZMmYLZs2fj4MGDAeevrKzEzJkzMX78eOzbtw9Lly7Fvffei6KiIsGRy0W42BZAvHBKWKeZxt/qgfLMOKLlT4ZwylqnFaFcM45oEZMhnDIElwdmGHsrdVjCrFmzfD7/8pe/xMqVK7Fnzx4MHz7cb/5Vq1YhKysLK1asAAAMHToUFRUVePzxxzF37lwRIduPAgXWLzuGKJE99tYOeWYFWZLdBxoyED0q5poZhiTIEFtZeNctariCmcbfskSZMbft7e34y1/+gqamJuTm5gacZ/fu3Zg+3fey7LXXXovVq1fD4/HA6XT6LeN2u+F2f30gNzY2AgA8HYnwdPju8G0jpgCeaHvyNWuwEP4RRUfJO7OQqDPIRM3j82/EFAJQ4QTtVwDy9S1itM+lZbMwbewb+lYWARrDI+H1Yddh5r/e8pvu6UgA0BJyWV55BgTPtUBUV1fD4WD3Bzc2NpZZW15qamqC9jUYcXFxPv/qWZfLJfcmFACora1FVlaWrmWM9vnYsWO61xWOI0eOMG2zuroa2dnZhpaVkWtxWiyg+eaCi/EFWlcMe1GKN2Ai8XEOn38jIaXyq7Gi8fIfFNXniAcNA/V9wRrpMwCkHQPOZLLdb66jLrgHsBOmeC3A33DN+EmPdLk9cOAAcnNz0dLSgp49e2Lz5s0YNmxYwHnr6uqQnp7uMy09PR1tbW04efIkMjIy/JYpLCzE8uXL/abv/PxZ9Kjv4Tuxxng/ArGQbXNftbnN8LJrGkr0LfBjw6tiT72xxXT3GQC2sRcl4HamrW0L0F5zczOAmwPOzzvPgOC5FgijwiCqvWi58cYbZYcgHDv2ORAyc23B2THo4ej2vZZqqBvBYd0eAIwwvugD0wayi8MkWLLPTZf4TWo+2wwD3+AAFJDbwYMHY//+/aivr0dRURHmz5+PsrKyoH8Muld7tK/MPlgVKD8/H3l5eZ2fGxsbkZmZicn9FyEt2bfKtW3ElGi64sMaDmpb8s6s8DMFIFHzYE1DCRamTMNZR5hKVKGhVYglgiqurj4HgEf1diHWMGsrUOX2VGNC0Pl55xkQPNcCUV1dHbQdvdTUMD4rjaLNuLg43HjjjXjllVfQ1tbGZR0iiaQKqqfPRtchs029J04yc21tYgVw3tdf69XHeuuKPRyuo6yvRQI9jxirzsXHOfDAtIF4sqQSrW2h2+is2CpMJFVcPX0OBOvqLcvKLQBkX3DSd4Km/++JF+lyGx8fj4svvhgAMGbMGOzduxdPPfUUnn/ef4xiv379UFdX5zPtxIkTiIuLQ1paWsD2XS5XwMt9zpizcMb4yq3DyW5Hsd3l5zAiad2XD9lGQVTNi2M5Io41bJ+DsGU3+2ffOhgeFW+OGo9vfVjsM80ZE/yPHe88A4LnWndYjy1tb29n2h6L+Nra2uDxBN/fssfXRsq///3viMfhhutzMFjvP+BrQZSBzFxrc7Sjo4sUu9FhtBuB6WC7XZOqNUSrna1tWlDR845vVV9tgcTDLRGPww3V51C4GR8OqIlj+liwVofv34IYh/G/DfIHnnRD0zSfsURdyc3NRUmJb5G6uLgYY8aM0T02rjuqv/2J6538BTCP2HopgPliVghZeWZ3ZD1+Kxp4x6z69og2PqvkmhnukO+KGZ9MwDtm1R8NxvLmR6lyu3TpUuzatQtVVVU4cOAAfv7zn6O0tBQ/+MEPAJy79DJv3rzO+e+66y5UV1cjLy8PH3/8MdasWYPVq1djyZIlsroQEFO9kaxAdgBRUsCvadYnFLKOC6vmGaDGs01VaFsEZopfVqxWzjXW8BQtM4qtFzPHrhJShyUcP34ct9xyC2pra5GSkoKRI0di+/btmDZtGoBzd+52HZc2cOBAbNu2DQ888ACeffZZ9O/fH08//bSyjydiBbeqbQGfZoVTAOv0hQOUZ/IxkxjKwCqPIVMp13g8GN8MWEEOU/7j5vaoMNaPBlP1jWVS5Xb16tUhf79u3Tq/aRMnTsQHH3zANA6VhyRY9cUCzCkAF8F9s5zt2FuWz7zdcul0v3G3gVAlzwC2kmeWqq2VxNYqEqqXSPutUq6xhPWQBF5VWyuIrReegmsHlBtza3ZMMyShQHYABEGYEbOcBFjppIIIj5XE1guvPrE+uWB58sPqigPJrR0pkB0AJwr4NEvVc+tjFmFTBav2i+CP6jc1qYYVpV0EJLcKQ1JlgALZARDEOUgA9UPbjA0sx9ua4SkJJID6sfpJBsktQ0wxJKFAdgAEy+NE5fHi3VF5vC2hHzPsAzPESBDhIHnXj+3l1kxyQERIAfsmqYpuXXgIkBnePkbog0Q5enhUC83w9jE7oFqF3/ZyqypcZMoMr9YlCMI08BA+kkiC8IdH9VbVoQkshtWQ3BLWhESeIIRAVWrrolo1jiAiheSWICKEZTXdFOOzFYXG7hJEcFR9eQPrKqEdhyPYsc9GkfoSByvBUlaYD0koBPBjtk0GZOe7kc87+Sp+cdiMSF/mIBO7SKSoKqae7WnGly6wfFmEXV88QbAh/tDRiOZrHTKAcyR8YPnGMpXeVmbryi3dTMYQPWJrZH6CIADoP1Gwy4mFCGhbqoGIpwfEHzoasdgamZ/gi63l1hYUcG5/57vGRTWaZSOF8dhbemqCdTDbG7GqqqoMryOaZSOFxt5aC5bjbVW9cSkY0UiqCMm1w/CEaIfXkNwqhqnkiZWY8hbcAr7NG4XG3epH1cqZCLFVqR0RmClWQhw8q7YsxdRMVVyznXxEAsktA5SVlAKObbMWUhqmQBABMVOFWVUhVTUuQh14yKiZBNdqkNwS+uEloiS4BOEDLykj2bMmNbVpskMgusFLcOmtZaEhuSX0wVtASXAJAoB5hjoQRChYXvLmJXS8K6x2quCq8mxkklsickSJJ4/1FLBvkoiMI0eOyA7BD9WflStKPElwCbsjSjztJLgqQHJrVQoYtye6oqpwBVfFm/7osXbWQbRwmmlML0GwhITTuthWbouHTZAdgh8qShNBEIQsSJQJK8FapmncbXBsK7eEDmRVURWu3hIED0jm1McO+0iVcZM8oaqtL1Z7HBjJLWEfCmQH4I+yj5FTEBWlQsWYjGCVfhDWxSpVSpLqyInm6R8kt1akQHYADKHqLWETrCSYVuoLYT1IMK0PyW2UWL7yRnJJELbA6kJq9f6piNUudbOCpVxbpaLNGpJbQn0UFGy6+c+8qCg5KsZEEFaEqrb8UWHMNsktQRAEQRAEYRmkym1hYSGuuOIKJCUloW/fvpgzZw4OHz4ccpnS0lI4HA6/n0OHDgmKmiDMBeUZQYiBco0g1EC33N56660oLy9nsvKysjIsWrQIe/bsQUlJCdra2jB9+nQ0NTWFXfbw4cOora3t/Bk0aBCTmAjCalCeEYQYKNcIQg3i9C5w+vRpTJ8+HZmZmViwYAHmz5+PCy64wNDKt2/f7vN57dq16Nu3L95//31MmBD6JQt9+/ZFamqqofUShJ2gPCMIMVCuEYQa6JbboqIinDp1Chs2bMC6deuwbNkyTJ06FT/60Y8we/ZsOJ1Ow8E0NDQAAHr16hV23lGjRqGlpQXDhg3Dww8/jMmTJwecz+12w+3++m7CxsbGc//xOKF5DIfaifHe+pPIIiAA6DaWO9Hp8flXF4kdDAJiQLy+2IP2meHNu0Y2ZyA0RkeRpyMRQEvY+XjkGRAi1wA4HI6w6wpHbGxs1G0AiOpvVHdcLpfP5/j4eJ9/IyUhIYFZTNHQvT+REKzPrLYzq/0OsDkO9SA611yIQSyD0YauGDbbKV63YYRoK963X05njM+/keJMYHc8RUW8/v0UrM/xcWz2F6v9fo7oj8O4KNpwaJoW1df9vn37sGbNGrz44ovo2bMnfvjDH+Luu+/WfUlF0zTMnj0bX375JXbt2hV0vsOHD6O8vByjR4+G2+3G+vXrsWrVKpSWlgY8My4oKMDy5cv9pm/cuBE9evTQFSNBqExzczNuvvlmNDQ0IDk5OeA8vPIMoFwj7APlGkHwJ5I8C0ZUcltbW4uXXnoJa9aswbFjxzB37lzU1tZi586d+M1vfoMHHngg4rYWLVqErVu34u2338aAAQN0xTFr1iw4HA5s2bLF73eBznAzMzOxsfY69DD+8otO1mBh9I18Rck7s9g0VOj7MdHpwZrbSrDwxWk469FZTSmvYBNTtEwYo2v2oH3OZxfStLFvMGlnIdYwaeeqd95BxqQvQ/4h4JVnQPBc+/Wvf82kMllTUxN1GyzbCdRWfHw8fvKTn+B3v/sdWltbI26nurqaWUzRkJ2drXuZYH3OyspiEhOrdli21adPn7BfujJybdjKR9GWGP1jmFxH2VTdex5hd6kspdI3n5zOGPzo9kuw+g+fwOOJ/Aqj85NjzGKKBs8l+odzButzw0A2j946k8mucuseEP2lzbizrfjoxw8bklvdFw08Hg+2bNmCtWvXori4GCNHjsQDDzyAH/zgB0hKSgIAbNq0CT/+8Y8jltvFixdjy5YtKC8v1/1HAACuvvpqbNiwIeDvXC5X4EttTg8cDPKX0ZVpAMBZFgEBQJDv1LMeJ8626lzHWUWeFqc37q/w6zPDqy56zxOC4WB0FDljzob8Pc88A0LkGs5VsaKlvb096jaAc3/DWNFVMLrS2toa9HeBaGkJP5xEBHpi7k73PrPazqz2O8DmOIwEWbnmRgfawGAoWQeb7RTfxm57t7YG7pfH0xH0dwFpYXc8RYOumLvRvc+tjLazm+EoRDeD47A9ijZ0y21GRgY6Ojpw00034b333sNll13mN8+1114b0cB4TdOwePFibN68GaWlpRg4cKDecACcGxqRkZFhaFmCsDqUZwQhBso1glAD3XL75JNP4rvf/W7Iy4znn38+Kisrw7a1aNEibNy4Ea+//jqSkpJQV1cHAEhJSUFiYiIAID8/H8eOHcNLL70EAFixYgVycnIwfPhwtLa2YsOGDSgqKkJRUZHerhCELaA8IwgxUK4RhBrolttbbrmF2cpXrlwJAJg0aZLP9LVr1+LWW28FcG5cb9dxba2trViyZAmOHTuGxMREDB8+HFu3bsXMmTOZxUUoxuSrZEfgx4wJr8oOIWIoz9QnJyeHXsFrASjXCAJwZ0V+vwEvGD6oQz+RjH9at26dz+cHH3wQDz74IKeICMJ6UJ75QiJJ8IJyTX1ahwxA/KGj0mNgRcNF+h/fZwcUuVvIvNyF52WH4E8Bw7ZkV01lr58gBJGTk2OZ9cvuSyBUjMnqnM4W+1xhgvBCckvYhwLZAfij5MmRoqgoJyrGRBBEaFhWTgl+ZGWcMrwsyS0RHlnVU6raEjZDliyTpBOqY5XL7yTWYrCt3E7/qFx2CARBEITJsMOJgAo3BPGGJNMXqw0hsa3cqojSd+CLrqJS1ZawKaLlifX6rD52lyCMwlqorVLN5gHJrVUp4NCmKOHksZ4Cdk2peBLyrQ+LZYcQlMzMTNkh+EECdg4zx04Q0SKyekuVYrGQ3BL6oIoqQXBHhHSS2BIiYHm5m0elUoR0ktiKh+SWUAuSZ4IAQPJJ6Ceau8vtDE/5tJvYqjJem+SWAbZ7nBMvASWxJQgfeAmu3cTZbv0l9GM2CaXxtqEhubUyBRzbnnwVWxnlKbYF/JqOBtudFDFAVUnhGRfr8cFmipUgusNT6lgKbuuQAaYRZqs9KQEguVUOFW9WCkm0Uspakjljuv1DBMVM8sRCSs3UX0I+qlxeFg0LKeUttQ0D47m2rwI5A76Ianlby63Kd5gzo0DAOowIqiipzee/CoIAxN0Epnc9vKu1XrKysrivQzZ0gmAM1pVBEZfkjQiqmaq1VidOdgCEAPIB1AtYj4kqsFbCDCdpOTk5qKqqkh2GZSDJIgj+2EFUWZ54qFTtt3XlliUsx0/SpW81of1iPVhLoh2qlyKgsbvGifZyrlmww6V5wjgkt4Q1UXw4At1MZhy7yYrqkNBbF5aVOCvetCQaEvrIIbklCIIgCIKwGVY+4SC5VRQul8AVr2Yyo4B9kzQkwbrwqATbpZrJY9tRZZ4g/FH9ubYsq/wshtbYXm5Z3oxDl5oJgiDUgcbuqgWPSqEdLtWrLrYqYnu5tR0FsgPgTIHsAMLD8iTIDE9K8GI30TBDjNFg9f4R5oHkTz9WHpIAkNwqDbdL4QV8mrUqNCTB+pCo6YNeC6w2LJ+YoNLjnewIibsxSG4J61AgOwCC8IVkjSB84VUxJAmUh4onQCS3UHvcLVVvI6SAT7Ostz+Ny2YHa3GkamRkmGU72W0YDGE9weXVH5WHJLC66kBya2cKZAfAiALZAcjBTONtvdhVEqzSb6v0g9AH68ocT7myiuDaUWxZQnLLAdNUbwHzi2EBv6ZprK394ClvZhdDM20bs29rFqj+pjIS3OCYKX4VhyQAkuW2sLAQV1xxBZKSktC3b1/MmTMHhw8fDrtcWVkZRo8ejYSEBFx44YVYtWqVgGgtTIHsAAxSIDsAfcgakmDlPDObxJgtXi9mjVs0Vs41VSUmGGYSxK7wjFv1qi3LEzKpcltWVoZFixZhz549KCkpQVtbG6ZPn46mpqagy1RWVmLmzJkYP3489u3bh6VLl+Lee+9FUVFRVLGofomXexWxgG/zzCng27zqVVs9x6tKeQaoL0q841O9/92x+/bQE59quaY6vGXLTILbcJHLVPGqTpzMlW/fvt3n89q1a9G3b1+8//77mDBhQsBlVq1ahaysLKxYsQIAMHToUFRUVODxxx/H3LlzeYccMXfheazCnbLD0EdBt39VpEB2AObDynlmVrzCVFVVJTWOUKguncGQGbdquZYz4AtUHe0TVRtmp+EiF1L+45YdRkhESC2PEwmVq/lS5bY7DQ0NAIBevXoFnWf37t2YPn26z7Rrr70Wq1evhsfjgdPp9Pmd2+2G2/31gd3Y2AgA8HQkwtPhu7M1j++y0cK2NeBbua+i5J1ZupdL1Dw+/4ZlGYBC3avhTz4ALbJZdfe5C9PGvgHoXywkC7EGGsMjwtORGGBaAoCWsMvyyDMgeK4FwuFg94d24MCBqKmpYdYeAFx00UWG2oyLi/P5NxyDBg1iHjsL9Lw+WG+fja4nUlgeW9EiOtfitFhAi/WZ18XyAm1WG1xH2X6ztQ50oOeRCP+wdyE+zuHzbyjODk4AAKRUqidjDQPjEek71vT0uTuuGB55wfbif3y3Yxea/uPCizJyq2ka8vLyMG7cOIwYMSLofHV1dUhPT/eZlp6ejra2Npw8eRIZGRk+vyssLMTy5cv92tn5+bPoUd/DdyLj75iFbJv7qs1thpdd01AS+cw/NrwaftTrX0RXn71siw0/j25uZ9ratgDtNTc3A7g55HK88gwInmuByM7Ojmi+SGHdXrTceOONskMQjh37HAoZubbg7Bj0cHT7Xks1FH5wWLcHAME3T1gemDaQXRwmwbJ9brrE52Pz2WYY+AYHoJDc3nPPPfjnP/+Jt99+O+y83c/Mta/sPtAZe35+PvLy8jo/NzY2IjMzE5P7L0Jasn+Va9uIKXpDD8kaDoqrt3qbqHmwpqEEC1Om4azDwFm3zCpuvrHFjPZ52tg3jK0wBAuxhml7M//1VsDppxoTwi7LK8+A4LkWjOrq6rAx6IFHBVRvm3FxcbjxxhvxyiuvoK2tjfv6WGK0imq0zzyqtqzbjOakSUaurU2sAM7z/1qvPtZbT+ghYV259aK3ehsf58AD0wbiyZJKtLbpW1Z2BbdhYKS1Wl+M9vlMJochCQPYXt7MvuCk/0RN/99QL0rI7eLFi7FlyxaUl5djwIABIeft168f6urqfKadOHECcXFxSEtL85vf5XLB5fIfz+KMOQtnjL/cOpxsdxjjq9sAgEkT38Cb5TfoXu6sw2lMbpdCzlhXBuvU22fGI1MAAA7GR4Ez5myQ6aH/2PHMMyB4rgVDi+KSUyDa29uZtgcAHo+xfdfW1mZo2YyMDCnjcHNycgz31YuePufk5HDZX6yPKaPIyrU2Rzs6AgixGx06og+Ne4AbrhpjchaKeJ2C6qW1TdMtt19knvtDL2MsbsNFLsBgX73o6fPpbAfQwT4vWB5TANDq8P97EBNgWqRIlVtN07B48WJs3rwZpaWlGDgwfKk9NzcXb7zhW10rLi7GmDFjAo5N0su3PizGlkunh58xQkx5Y1kgCoL8n+d6BKP6ExKMomKemYWcnBzhstn1hiie6zbrDWPBUOFZuZRrxjmd7UBStdiTE++NXLwlV9ZTEHg9jYL1jWQ8nsks9VFgixYtwoYNG7Bx40YkJSWhrq4OdXV1OHv268pUfn4+5s2b1/n5rrvuQnV1NfLy8vDxxx9jzZo1WL16NZYsWSKjC9KQKmIFXX5UbM8AvLYn62fbGnlknap5poKMyGw30nV7f1Rsz2gMVkXZXGMsD7zukpf1HFbvY7hYSiiPNonIkVq5XblyJQBg0qRJPtPXrl2LW2+9FQBQW1vrMw5t4MCB2LZtGx544AE8++yz6N+/P55++mmlH0/Eq3o7Y8KrhoYnMKUgyP/1LCcZq1Zsvdglz3gio4IbKAYvemJRSSateALSFcq16JFRwe1KdxnVU9VVSWTtXLUFFBiWEI5169b5TZs4cSI++OADDhGdg/XQBJ4oIbheCmQHoB+eYqtC1RZQN88A9tLIU0JVEFwvqsicHswUs9FYVc411rizWrmMvQXkC25XVBLWSFH9TWQikDoswU7wfPWq1SuPvKDtRujFTIKmEjy3G+2TyOBVISPUgqfYqvzShu6Q3FoEEjV98N5ePE9miNDY/XWxqmG27WW2eGXCU3ao+qgfs20znidcJLdBMHoJOBS8hYcEVw147Gcex6Mq8JAJEhQ1oBMNtTBb9dZssiYT3tvKTFVbgOSWsCF0EkBEC0kVQZyDt/SQ4IaHxNYfktsQUPXWephxOIKVq7ZezFi9JcENjRm3P+1TY5DgEnrhfRWB5NaCkOAGhrYLwRqSocDQdlEXsw1N8EKCGxiq2gaG5DYMZqzeAiRy3RGxPegmMvUQIVkkcr6YdZvTfowOERJEguuLWbeHiBMskltJkOCKw8xia4chCV7M/IB/EqNz0LY2B2at3gLmFTrWiNgOZq3aAiS3EWFmwZgx4VVMG/tG+Bktip37TojF7tKVlZUlOwTD2H3fsUKUDNldcM9kmldsRZ1YkdxKhC5j80Ok1FLVlh1mrt4C5hY8o4jsM0koO3hJhijBFSF4qmHHPhuF5DZCeImGSMG1SxVT5HAMOkExDyLFyC6SK3Kbmv3Ex06IvJxtB+E7ne0QWq02e9UWILlVApGCNGPCq5Ydi2ulvtmxauvFKrKRk5Njmb50R3TfrLodZWPmsbddsfIwBdF9M/M4266Q3OrASsJhFQn0IqM/NByBH1aq0llNzKzUHyv1RTVES5Lo6qYIrCS2ok+kSG4VQcblbatUOq0ktgR/SHCNIasSbYVtpzI8pUNGFdAKgmtFURcNya1OeFbVZAmTWSVXVtw89xNVbb+Gp9TIkjQziprMuK12DBBiMKscyozbSlVbAIgTvkYiJHfheazCnVLW7RXFN8tvkLL+SDCjhBNEV7pKVVVVlbQ4wiFb/mSv307kDPgCVUf7cGnbndUKV008l7bD4RXFpGpNyvojRbaIW01sAarcGsLq1TUVK7mqxERVW7FYvXKnYjVXxZhYY/X+GcFqwxO64q2IypbI7qgQk+x9wwuq3CqIzOptV1So5KogtF5onK31yMnJUaJ66pUtmbGoJHwqxUKwQWYFtyuyq7myZbYrvMVW5tM4SG4N8q0Pi7Hl0unc2ldFcAF/weQpuyrJbFd4iy1VbYPDW0BVEVzAX+p491tFeMelar9VgOfwBEAdwQX8JZOn7KoktHaB5DYK7CS4XQkkoEaEV1WR7Q6JrXzsJLhdCSRiRuI0i9CR2FoflQS3K6xk1ywia+WqLUByqzyqCm53zCKqeqGhCPZBVcHtjlUFzar9Mhu8q7eAuoLbFbNIql5EjLGVLbYA3VAWNSKqbiRYchCx3alqGzki5IcESw60b9VChJxY9UYmlbHTNie5ZQAJrvUgsVUTkiDrQfvUvthJtmQjalurULUFSG5NBQmuGGg7EyRDYqDtrC6iJIUElz92E1tAstyWl5dj1qxZ6N+/PxwOB1577bWQ85eWlsLhcPj9HDp0SEzAIRBVhSPx4ouo7Su6amulXBMlRCRefLHqfrRUrpHgmh67blupctvU1IRLL70UzzzzjK7lDh8+jNra2s6fQYMGcYpQHyIFlySXLSK3qYzhCFbLNauKkR0Q+ZIIGfvPcrlGgmtaRG5Tlaq2gOSnJcyYMQMzZszQvVzfvn2RmprKPiAG8H48WFfM8iQF1RF5oiBrnK0Vc03U0w1UeMGCVRApm7JOTKyYa6LwypjqT1IwA3YWW8CkjwIbNWoUWlpaMGzYMDz88MOYPHly0Hndbjfcbnfn58bGRgCApyMRng4+j/rQPE4u7QbiTqzBGiwMOY/T4/uvHYi0zwuxBhrE7S9PRyK/tp9PANDCtE0WucYTh0Pc43oGDhyImpqakPPExsb6/GsHIu1zVlaWiHCE0L9/f+Ztssi1OC0W0Ngfe5dc8F9UH+vNvN2gZLXBdTT032VXjMPnXzsQSZ/dA8596bkEXZjPvuAkl2MOAKAZf7GGqeQ2IyMDL7zwAkaPHg23243169fjmmuuQWlpKSZMmBBwmcLCQixfvtxv+s7Pn0WP+h58Ag39/cec0Gr7NbeU2OcL10v4Pt8uJA4v2ziur/m6ZuBPNzNpi2Wu8SQ7O1vJ9Y0dO5ZzJOphpz5//vnnzNpimWsLzo5BDwen77VUPs1Gu76Hh+XwjEJJlOpz0yXcmm4+24wSg8s6NC0KNWaIw+HA5s2bMWfOHF3LzZo1Cw6HA1u2bAn4+0BnuJmZmaj9wflI+wnbKld3to2YwrX9QASq4jo95yRv/bR2CCwqSyVUnxdijfB4Zv7rLb4reBI41ZGAjD99iYaGBiQnJwedVXSulZaWor6+Xte69FJdXc21/UAEquLGxsZi7NixeOedd9De3i48JhmE6rOMai3vE56srCw0NjZi0qRJyuVawdtz8H9n+ckGALEV3K8IVMV1xTjw8LAcPPpRFdwdSmgMd0L12VuxFUn2BSe5tT05/RO0NgIF414Lm2eBMFXlNhBXX301NmzYEPT3LpcLLpfLb7qz7Sycv20BHuIX2+yPtgobf+vlR1+NHw00FtfjhG3k1kv3Psu4Ee9bHxbzvXXz1+f+cXL+A28012JiYriPj83OzhY+JjYzMzPoOtvb220jt1669tk73lV07UTU63tjYvhe8jWaax0xHkzMOIiSuiHcYnOjg1vbQdc5wB10HK67Q7ON3Hrp2mdZN+LlDPgCPNfcEeNBRxRpZvrn3O7btw8ZGRnGG/g1u1gCIesGInqagi+ynjDBff9zPn67Em2uiRIPkYi8898syNoeVjq+ov5e44ism4fcWa30RIVuyBRbnkzrF/1j8KRWbs+cOYNPP/2083NlZSX279+PXr16ISsrC/n5+Th27BheeuklAMCKFSuQk5OD4cOHo7W1FRs2bEBRURGKiopkdSEiRD5BoStemVtt4ycqLMQaOGCjO+mCYJdck4VXfI4cOSI3EIlkZWUJr9R6UekEQ4Vcm9bvENfqbc6AL1B1tA+39kPR+USFo/6Va7vgHuCRUkEHzCG2gGS5raio8LkjNC8vDwAwf/58rFu3DrW1tT7j2lpbW7FkyRIcO3YMiYmJGD58OLZu3YqZM2dGF8ivwXV4gmzOjTEVe+OUbFTos0pVW1VyjffwBFGPBwuGlZ4IECl26LMeeVYl16wsuICcMaaykd1nFR/5FQxlbigTRWNjI1JSUnDyxgSkxXS7oYyz4Mqo3gJfPZps2+3AzD/A4fRY+tm43mp19z6LRobYnupIQO9XWgwNvueBN9fKy8v94uEtoLIE1+FwIDs7G9XV1dA0zdLPxvUKX/c+y4pDZPuNjY2YMGGCcrn2i3euQ3yXcHjKrRdZgutCDH6TegkerP8EbnRY+tm4ndXqbn0WiQix7V61bW0EHhm71VCemX7MrZmQNf62O1Z8w5lKfVJlP9sZVS5TW3FMrkp9stI4Wx6wusQbClWqeVYck6tKn2SIbbSQ3HZFwM05KomPSkJoFNX6IGT/CryJjBcipEElMVFJCI2iWh9UikVl7CS4gDpCGA0q9UGlfasH0z8KjDkCxt/KusEsGF3l0AxDFlSS2a6Q2OpDxPhY2WNwu9NVyFSKKxiqCqTdTo7MgOwxuN3pKodmGLKgisx2RZTY8jgBI7kNhA0F14uqoquq0HpRqSJP+KKa4HpRVXRVljpRsam8DYzA++YyL6oJrhdVRVdFofViZrEFSG6l4hUiFSUXkC+6qgutF2Fia6GqrRdR4qmq4HqRLbpmkDkzxKgydhdcLzJFV2WZ7YpZhyJ0heQ2GAIfD6ZqFbcroUQzWvE1i8QGgsQ2ekhwfQkmcdHGbmY5FBm7mbdTOEhwfQkmm9FKr1kkNhAixZbneHCS21CQ4EaEmeXUKEKHIVhYbL2IFFxArWEAkWJl6QoFia05MYvgBsLMchoNVhFbgJ6WEB6BYkHjNs0B7SfzQxJjDkhs2SPi6QlecgZ8YYlL3HbASmILkNwqB4mT2gjfPzao2noRLRd2kRmzQvuHHyIFF7DGGE4rYzWxBUhuI0OwYHzrw2KSXAUhseUPCS4h43m6djwOSHAJ0ZV1kcccyW2kSBANElw1kHKyYUOx9SJDbOwoNyoiYz/Yed/LEFySXDWw+n4gudUDCa7tkLL9bSy2Xkhy7AftczmIFlzA+mKlMrJOMEQfZyS3epEkuCS5YpG2zUlsO5ElOyQ8YpG1zWk/fw0Jrj2Qtc1lHF8kt0aQJCAkuGKQtp1JbP2QJSAkPmKg/WtvaJiCOOwktgDJrXEkCi5JLj9IbAkvJED8kFkhp/0aGFkSAlAVlycyTyBkHlMkt9EgUUhIcNlCJw3qIlNGaJgCe2TvTyI4sgWXJJctMrenzGMJoDeUmRqvjJn1zWYqoITQUtU2LLJfnWvmN5upAomlORD1it5geIXMrG83UwHZJwmyxRYguY0ega/oDQZJrn6UkFqAxFYHsgXXGwNAkqsHVaRWlTjMgGzBBUhyjSBbagE1xBYguWWDV1BIcpVHGakFSGwNoILgeuMASHJDoYpMqhKH2VBBcAGS3EhQQWoBdcQWILlliwJVXIAkNxAktdZBJbFUKRZVUEkmVYrFjKgiuMA5gSPB9UUVqQXUEluA5JY9iggu8LXQvT7sOsmRyGPmv96CM+as7DC+hsSWGapUcYGvJaq6ulpuIBLJzs6WHYIPJLZsUE1wvdQeTZcYiVyyLziJVke77DA6UU1sAXpaAh8UE5iZ/3rL51+r860Pi9Xsq2LHhRVQTWC8gqea6PEiJydHyb6qdlyYnWn9DiknMNkXnJQdglByBnyhZJ9VOy68UOWWFwpVcLti5SELSg096A6JLTdUquB2xcpDFlSWR5VjMzsqVXG9dK1iWm3YgkrDDgKhqtgCJLd8UVRwAV8RNLPoKi20XkhsuaOq4AK+sqVqjJFgBmk0Q4xmR0XB9dJVBs0suqpLLaC22AKShyWUl5dj1qxZ6N+/PxwOB1577bWwy5SVlWH06NFISEjAhRdeiFWrVvEPNBpMIDbeFxiY4UUGZooVgDL73w65Zgax8b4UwgwvhzBTrIA6+98Ouaa62ABfvxTCDC+HMFOsgDn2v9TKbVNTEy699FIsWLAAc+fODTt/ZWUlZs6cidtvvx0bNmzA//3f/+Huu+9Gnz59IlpeGgpXcAPRXRplVnZNIbDBECy2e18P/ju75JrKFdxAdBcyFV5UYUZEx56ZmRn0d3bJNZUruIHoLo0yK7tmENhAmEFqvUiV2xkzZmDGjBkRz79q1SpkZWVhxYoVAIChQ4eioqICjz/+uNJ/BAAo8yxcIwQTTJbSa2qJDYRgsf2/lwEkBP+9nXLNbILblWCSxrI/ZpbY7sjoS05ODr788sugv7dTrplNcLsSTDBZSa9ZBTYYMsT2up7/wiMGlzXVmNvdu3dj+nRfobr22muxevVqeDweOJ1Ov2Xcbjfcbnfn54aGBgBA6d8TMOlavvEGpBDAIrGr9HQkoLm5GacaE+CM0Zi1+81d5czaOhXKzAzAq88R8azY1e19HUAC0JSQALS0QNOi7y/LXOvZsycaGxujjkkPvXr1wtGjR4Wukyd9+/Zl1lZzczOztmQyYMAA4cdVZmYmvvzyy065VS3Xxrd/jF2NQ6OOSQ8TexzCrhMXC10nAEDT0Hy2GdDaEMPwsVgXptayaegMm2Z84NTncIzv+ylaxaYaruv5LzQ2xAIwlmemktu6ujqkp/s+2y49PR1tbW04efIkMjIy/JYpLCzE8uXL/aZ/p74eeIVXpGEQvt4WADeLXqlkbNjnlhYAwKlTp5CSkhJVUyxz7fLLL48qFoJQFdVybdr4zwB8FlU8ZqJEdgASkNHnnRLW2bViayTPTCW3AOBwOHw+e42++3Qv+fn5yMvL6/xcX1+P7Oxs1NTURP1HySw0NjYiMzMTR44cQXJysuxwhGDHPjc0NCArKwu9evVi0h7lmn7seNzZsc+Ua/Kx43Fntz5Hk2emktt+/fqhrq7OZ9qJEycQFxeHtLS0gMu4XC64XC6/6SkpKbY4OLqSnJxMfbYBMTHRPwSFci067Hjc2bHPlGvyseNxZ7c+G8kzU72hLDc3FyUlvkX54uJijBkzJuC4JIIgjEG5RhBioFwjCPZIldszZ85g//792L9/P4Bzj0TZv38/ampqAJy79DJv3rzO+e+66y5UV1cjLy8PH3/8MdasWYPVq1djyZIlMsInCNNAuUYQYqBcIwgF0CSyc+dODYDfz/z58zVN07T58+drEydO9FmmtLRUGzVqlBYfH6/l5ORoK1eu1LXOlpYWbdmyZVpLSwujXqgP9dkehOoz5ZoYqM/2gHJNPtRn6xNNfx2axuBZJgRBEARBEAShAKYac0sQBEEQBEEQoSC5JQiCIAiCICwDyS1BEARBEARhGUhuCYIgCIIgCMtgK7ktLy/HrFmz0L9/fzgcDrz22muyQ+JKYWEhrrjiCiQlJaFv376YM2cODh8+LDssrqxcuRIjR47sfMh1bm4u3nzzTdlhCaOwsBAOhwP333+/tBjslmeA/XLN7nkGUK7JwG55BlCuAcZyzVZy29TUhEsvvRTPPPOM7FCEUFZWhkWLFmHPnj0oKSlBW1sbpk+fjqamJtmhcWPAgAF47LHHUFFRgYqKCkyZMgWzZ8/GwYMHZYfGnb179+KFF17AyJEjpcZhtzwD7Jdrds4zgHJNFnbLM4ByzXCuMX8wmUkAoG3evFl2GEI5ceKEBkArKyuTHYpQzj//fO3FF1+UHQZXTp8+rQ0aNEgrKSnRJk6cqN13332yQ9I0zZ55pmn2zDU75JmmUa6phB3zTNMo1yLBVpVbu9PQ0AAA6NWrl+RIxNDe3o5NmzahqakJubm5ssPhyqJFi3Dddddh6tSpskMhYK9cs1OeAZRrKmGnPAMo1/QQxyEeQkE0TUNeXh7GjRuHESNGyA6HKwcOHEBubi5aWlrQs2dPbN68GcOGDZMdFjc2bdqEDz74AHv37pUdCgH75Jrd8gygXFMJu+QZQLlmBJJbm3DPPffgn//8J95++23ZoXBn8ODB2L9/P+rr61FUVIT58+ejrKzMkn8Mjhw5gvvuuw/FxcVISEiQHQ4B++SanfIMoFxTDbvkGUC5ZghOQyWUBzYan3TPPfdoAwYM0D777DPZoUjhmmuu0e644w7ZYXBh8+bNGgAtNja28weA5nA4tNjYWK2trU1qfHbKM02zd65ZOc80jXJNJeycZ5pGuRZJrlHl1sJomobFixdj8+bNKC0txcCBA2WHJAVN0+B2u2WHwYVrrrkGBw4c8Jm2YMECDBkyBA899BBiY2MlRWYvKNesnWcA5ZoKUJ6dg3ItfK7ZSm7PnDmDTz/9tPNzZWUl9u/fj169eiErK0tiZHxYtGgRNm7ciNdffx1JSUmoq6sDAKSkpCAxMVFydHxYunQpZsyYgczMTJw+fRqbNm1CaWkptm/fLjs0LiQlJfmNNzvvvPOQlpYmbRya3fIMsF+u2S3PAMo1FbBbngGUa1505xrX2rJi7Ny5UwPg9zN//nzZoXEhUF8BaGvXrpUdGjcWLlyoZWdna/Hx8VqfPn20a665RisuLpYdllBkP57IbnmmafbLNcqzc1CuicVueaZplGte9OaaQ9M0Tb9XEwRBEARBEIR60HNuCaFUVVXB4XBg3bp1hpb/1a9+ZflXTBIEKyZNmoRJkyYJX6/D4UBBQYHw9RIETzweD55//nlcccUV6NWrF3r06IHs7GzMnj0bmzdvNtRmsO+0I0eO4Nvf/jYuvPBCnHfeeUhJScGoUaPwzDPPoK2tLcqeWB+q3BJCcbvd2LdvHy666CL06dNH9/I9e/bEd77zHcNyTBB24qOPPgIA4Y8M2rNnDwYMGIABAwYIXS9B8OT73/8+Xn31Vdx///2YNGkSXC4XPvvsM2zfvh19+vTBqlWrdLcZ7Dvt0KFDKCwsxKRJk5CVlYXW1lZs27YNzzzzDH70ox/hxRdfZNQra0JyS5gKHnLb3t6OtrY2uFwuZm0SBEEQ1qGyshIXXnghfvGLX2D58uV+v+/o6EBMjP6L4Xq/02688Ua8+uqrOHPmDH1nhYCGJViEQ4cO4aabbkJ6ejpcLheysrIwb948uN1urFu3Dg6HA2+99RZuv/12pKWlITk5GfPmzUNTUxPq6urwve99D6mpqcjIyMCSJUvg8XhCru+nP/0pUlJS0N7e3jlt8eLFcDgc+O1vf9s57dSpU4iJicHvf/97AIGHJRQUFMDhcODgwYO46aabkJKSgvT0dCxcuLDz9YrAuUudTU1N+OMf/wiHwwGHw+FzybWurg533nknBgwYgPj4eAwcOBDLly/3uYTjXf9vfvMbPProoxg4cCBcLhd27txpdNMTFkZ0XgHAW2+9hUmTJiEtLQ2JiYnIysrC3Llz0dzc3DlPa2srHn30UQwZMgQulwt9+vTBggUL8MUXX/i0FWhYwsqVK3HppZeiZ8+eSEpKwpAhQ7B06dLO37PoV6BhCceOHcMdd9yBzMxMxMfHo3///vjOd76D48ePR7g3COJrROfmqVOnAAAZGRkBf99dbBsbG7FkyRIMHDgQ8fHxuOCCC3D//fejqampc55w32mB6NOnD2JiYujRc2Gw1aPArMqHH36IcePGoXfv3njkkUcwaNAg1NbWYsuWLWhtbe2c77bbbsMNN9yATZs2Yd++fVi6dCna2tpw+PBh3HDDDbjjjjuwY8cO/PrXv0b//v2Rl5cXdJ1Tp07F448/jvfee6/zHdc7duxAYmIiSkpK8NOf/hQA8I9//AOapkX0bui5c+fixhtvxI9+9CMcOHAA+fn5AIA1a9YAAHbv3o0pU6Zg8uTJ+J//+R8AQHJyMoBzYnvllVciJiYGv/jFL3DRRRdh9+7dePTRR1FVVYW1a9f6rOvpp5/GJZdcgscffxzJyckYNGhQpJubsAky8qqqqgrXXXcdxo8fjzVr1iA1NRXHjh3D9u3b0draih49eqCjowOzZ8/Grl278OCDD2Ls2LGorq7GsmXLMGnSJFRUVAR9LNKmTZtw9913Y/HixXj88ccRExODTz/9tHP4QldY9uvYsWO44oor4PF4sHTpUowcORKnTp3C3//+d3z55ZdIT0/XsWcIuyMjN4cOHYrU1FQsX74cMTExmD59OnJycgLO29zcjIkTJ+Lo0aOdx/vBgwfxi1/8AgcOHMCOHTvgcDhCfqd50TQN7e3tOH36NIqLi7Fu3Tr85Cc/QVwc6VtI2D+wgRDNlClTtNTUVO3EiRMBf7927VoNgLZ48WKf6XPmzNEAaE888YTP9Msuu0y7/PLLQ66zqalJi4+P1x555BFN0zTt6NGjGgDtoYce0hITE7WWlhZN0zTt9ttv1/r379+5XGVlpd+jW5YtW6YB0H7zm9/4rOPuu+/WEhIStI6Ojs5p5513XsDH3Nx5551az549terqap/pjz/+uAZAO3jwoM/6L7roIq21tTVkHwl7IyOv/vrXv2oAtP379wed5+WXX9YAaEVFRT7T9+7dqwHQnnvuuc5pEydO1CZOnNj5+Z577tFSU1NDxsCiXwC0ZcuWdX5euHCh5nQ6tY8++ijkugkiEmTkpqZp2tatW7XevXt3PoIsLS1N++53v6tt2bLFZ77CwkItJiZG27t3r890b35v27atc1qw77SubXnX53A4tJ///Odh4yQ0jYYlmJzm5maUlZXhe9/7XtgbtK6//nqfz0OHDgUAXHfddX7Tq6urQ7bVo0cP5ObmYseOHQCAkpISpKam4qc//SlaW1s73/e9Y8eOiKq2APCtb33L5/PIkSPR0tKCEydOhF32b3/7GyZPnoz+/fujra2t82fGjBkAgLKyMr91OZ3OiOIi7IesvLrssssQHx+PO+64A3/84x/x2Wef+c3zt7/9DampqZg1a5bPsX7ZZZehX79+KC0tDdr+lVdeifr6etx00014/fXXcfLkSSH9evPNNzF58uTONgjCKLJyEwBmzpyJmpoabN68GUuWLMHw4cPx2muv4Vvf+hbuueeezvn+9re/YcSIEbjssst8cvTaa6+Fw+EImaPdufXWW7F37178/e9/x4MPPojf/va3WLx4ccTL2xWSW5Pz5Zdfor29PaK7knv16uXzOT4+Puj0lpaWsO1NnToVe/bsQVNTE3bs2IEpU6YgLS0No0ePxo4dO1BZWYnKysqI5TYtLc3ns3ew/NmzZ8Mue/z4cbzxxhtwOp0+P8OHDwcAvy/xYOOmCAKQl1cXXXQRduzYgb59+2LRokW46KKLcNFFF+Gpp57qnOf48eOor69HfHy83/FeV1cXUlhvueUWrFmzBtXV1Zg7dy769u2Lq666CiUlJVz79cUXX9CTEwgmyPzOA4DExETMmTMHv/3tb1FWVoZPP/0Uw4YNw7PPPouDBw8COJej//znP/3yMykpCZqmhczR7vTr1w9jxozB9OnT8dhjj+GRRx7BM888g3379kXchh2hQRsmp1evXoiNjcXRo0eFr/uaa67B//zP/6C8vBz/+Mc/sGzZss7pxcXFne/9vuaaa7jH0rt3b4wcORK//OUvA/6+f//+Pp8dDgf3mAjzIjOvxo8fj/Hjx6O9vR0VFRX4/e9/j/vvvx/p6en4/ve/j969eyMtLS3o6zeTkpJCtr9gwQIsWLAATU1NKC8vx7Jly3D99dfjk08+QXZ2No8uoU+fPlK2JWE9ZOZmILKysnDHHXfg/vvvx8GDBzF8+HD07t0biYmJnfeLdKd3796G13fllVcCAD755BOMGjXKcDtWhyq3JicxMRETJ07EX/7yF11ngyy48sorkZycjBUrVqCurg7Tpk0DcK6iu2/fPvz5z3/GsGHD/MQyGlwuV8BK7vXXX49//etfuOiiizBmzBi/H5YxENZHZl55iY2NxVVXXYVnn30WAPDBBx8AOHesnzp1Cu3t7QGP9cGDB0fU/nnnnYcZM2bg5z//OVpbWzurTjyYMWMGdu7cicOHD3NbB2EPZOXm6dOncebMmYC/+/jjjwF8XUS5/vrr8Z///AdpaWkBc7TrjWjBvtOC4X2yz8UXX2ywJ/aAKrcW4IknnsC4ceNw1VVX4Wc/+xkuvvhiHD9+HFu2bMHzzz/PZB3eRPr00087p8XGxmLixIl44403MHDgQFx00UUAgG9+85twuVz4xz/+gXvvvZfJ+r184xvfQGlpKd544w1kZGQgKSkJgwcPxiOPPIKSkhKMHTsW9957LwYPHoyWlhZUVVVh27ZtWLVqFV0WJXQhI69WrVqFt956C9dddx2ysrLQ0tLSWf3xDu/5/ve/jz/96U+YOXMm7rvvPlx55ZVwOp04evQodu7cidmzZ+Pb3/52wPXdfvvtSExMxDe/+U1kZGSgrq4OhYWFSElJwRVXXMGkT4F45JFH8Oabb2LChAlYunQpvvGNb6C+vh7bt29HXl4ehgwZwm3dhPWQkZuHDx/Gtddei+9///uYOHEiMjIy8OWXX2Lr1q144YUXMGnSJIwdOxYAcP/996OoqAgTJkzAAw88gJEjR6KjowM1NTUoLi7GT37yE1x11VUAgn+nLVu2DMePH8eECRNwwQUXdObLH/7wB3z3u9/F6NGjmfTTqpDcWoBLL70U7733HpYtW4b8/HycPn0a/fr1w5QpUzrHGEVLsNf9TZ06FW+88YbPuFqXy4Vx48ahpKQk4vG2kfLUU09h0aJF+P73v9/5uJXS0lJkZGSgoqIC//u//4vf/va3OHr0KJKSkjBw4ED8v//3/3D++eczjYOwPjLy6rLLLkNxcTGWLVuGuro69OzZEyNGjMCWLVswffp0AOdOKrds2YKnnnoK69evR2FhIeLi4jBgwABMnDgR3/jGN4Kub/z48Vi3bh3+/Oc/48svv0Tv3r0xbtw4vPTSS4beGBgpF1xwQee2fOyxx3Dq1Cn06dMH48aN8xv/SBDhkJGbF198MfLy8vDWW2/h9ddfxxdffAGn04lBgwbh0UcfRV5eXuezbs877zzs2rULjz32GF544QVUVlZ2PrN66tSpPpXbYN9pY8aMwdNPP43XXnsNp06dQkJCAoYNG4Ynn3wSP/7xj5n00crQG8oIgiAIgiAIy0BjbgmCIAiCIAjLQHJLEARBEARBWAaSW4IgCIIgCMIyKCO3hYWFcDgcuP/++0POV1ZWhtGjRyMhIQEXXnghVq1aJSZAgrAIlGsEIQbKNYKQgxJyu3fvXrzwwgsYOXJkyPkqKysxc+ZMjB8/Hvv27cPSpUtx7733oqioSFCkBGFuKNcIQgyUawQhD+lye+bMGfzgBz/AH/7wh7CPa1q1ahWysrKwYsUKDB06FLfddhsWLlyIxx9/XFC0BGFeKNcIQgyUawQhF+nPuV20aBGuu+46TJ06FY8++mjIeXfv3t35rEcv1157LVavXg2PxwOn0+m3jNvthtvt7vzc0dGB//73v0hLS6NXsBKWQtM0nD59Gv379+983mJXKNcIgg2UawTBn3B5Fgqpcrtp0yZ88MEH2Lt3b0Tz19XVIT093Wdaeno62tracPLkSWRkZPgtU1hYiOXLlzOJlyDMwJEjR/zexka5RhDsoVwjCP4EyrNwSJPbI0eO4L777kNxcTESEhIiXq77Wan3HRTBzlbz8/ORl5fX+bmhoQFZWVlI3foYWpJcBiKPgqPJYtf3FYkAnkUiFuEsIn+DdQCOpDCKKAIyG6JanFmfjTKgUfgqE3qeRP3lv0RSUpLPdNm5VpqaiuSWlojXy4Ksr15tKRqP04mdCxdi8po1cHo8xhvqsh2588QTUS3OrM8GqXn3XeHrfCshAUvq65XLtT/9dCPOc54X8XpZ0H+Ov3yLoL29HZWVlRg4cCBiY2MNtfFZ3IuMowrNhW23RbU8iz5Hw+ev1Qpd37AbtuGSMc/75VkkSJPb999/HydOnPB5P3J7ezvKy8vxzDPPwO12++28fv36oa6uzmfaiRMnEBcXh7S0tIDrcblccLn8JbYlyYWW5Mj/+ERNVSrQQ9zquuIA0AOJaIEDuhSjKtX3s8hzgRPd/kDn1Ota3HCfWfHfHrpjjprG3gD8vxBl51pySwtSBcrtwPHjgY4OYevrikfT0KNHD6RpGpyRxlBQwDWmsPziF76fdcZjqM8MSbviClTu2iV0nVO++le1XDvPeR56xvc00CP9ZN6kr5LGmvb2dvTo0QMpKSkRi94nzhU+n8+DWEE8jrU+ny/x3K9reSN9ZknK/BQcefmosPV99OpMAM8bGmojTW6vueYaHDhwwGfaggULMGTIEDz00EMBd1xubi7eeOMNn2nFxcUYM2ZMwHFJytBdElVF5TgDxSZaHvXijVlynHbJtYHjx8sOITJky2w4usenerw4t+9FC24g7JJrssU2UrrLrGp0j0+v7Mog86YBQgXXKNLkNikpCSNGjPCZdt555yEtLa1zen5+Po4dO4aXXnoJAHDXXXfhmWeeQV5eHm6//Xbs3r0bq1evxssvvyw8/ogxmzCaia7xqyy6ValS47NDrikvtiYQxKCYRHZVEFw75JrqYqu60Iaia+wqi64ZBFf60xJCUVtbi5qams7PAwcOxLZt2/DAAw/g2WefRf/+/fH0009j7ty5EqMMgsriqHJsRlGkShoUyYIbDjPnmtJiq6gIRoW3Twr2zXssyJbcUJg511QWWzNLbSBUF13VBdeheUeu24TGxkakpKQgofxJfmNuFZPHRAAvIxE3VcfjrGaPx8QkOjS8nN2Km2TdUBYMjoKb0NiClgkPoKGhAcnJcm5e7Io31z5ISOA25lY1sfXEx2Pb4sWY2bMnnDZ5JJNH07DtzBnM/P3v4WxtlR1OJzwFtz4hAZe3tCiXa68tfZ3bmFvVxLa9vR2ffPIJYobvgCO2XXY4QtDaY9FxcCouueQSKWNug8FLcs+0nsGcX802lGfSX+JgORQTW1SlAtUCn3KgGqr1XbXjw8QoJbYFBed+8vNlRyIPxfqu1PFhclQS20+cK/CJcwU+dT4nOxRpqNZ3lY4PLyS3LFFJXKpS1YpHJqptC5ViMSlKiYuCl+el4ZV8RVDqODEpqoiLV2qJc6i2PVQ5TrwoPebWVKgiLKrEoSIqjctVfAyuyigjLApJnHIoNC5XhRvNzIoKwqKSwKmId/uoMC5XpXG4VLllgQpCqVp1UmVU2VYqxGAylBBbxaqTSqPItlLiuDEZJLbmQpVKrgrHDUCV2+iRLSiy129mVKjkUgU3YqQLigKSZloUqORSBTdyZAuKCpJmVlSo5KpQwSW5jQaZYklSyw7ZkkuCGxapYktSyw7JkkuCGx6ZYktSyw7ZkitbcGlYglFIbK0H7VMlIbG1IJIruERgZImtKpfUrYjM7SrzRInk1giyRESVsaJWRuY2pn3rhzQRUWSsqKWRuI1JcP2RKbYEX+y4jUlu9ULiYw9oP0tHqtgS4iDBlQ6JrfWRVR2XdWyR3JoBEh45yKri0v6WIx5UrZUHbXdpyJAPGoYgD7sILsmtHkRLBw1DUAPaB9aH5Eo+Ek4u7F69lSW2hFxknFyIPtZIbiNFhtgS6kD7XxjChYPEVi1IcIUgWjaoWqseVhZckttIECkaVK1VF9H7xobHgVDRoGEI6iJ439hVcEVBUqsuVhVckttwkMwQ3aFjggvCxZZQHxJcLoisoJHYqo/oqrqI449e4hAKkhh96OmD2V9aIPLFCzZ4yQOJrT7K46ZEPO+Etrc4RiIAgVVcO7zkgcRWHzM/ckc037ZhLs6R8OcT5wphL33g/ZIHklsVMJvYsog3WBtmkjgSXCaQ2AZHj8TqbcNU0ktDSJhAYhucSCXWyPJmEl+RgssTkttgiBJOM4it7Aq2ylJnYem0HIrLEQuRjWZ9ysuuIMG1avWWxPZrohXZaNenuuyKElye1VuS20DYXWxVi6trPCqKpCjBtaBIC6vaKiq2ooU2FKaQXRJc5VFVbEULbSi6xqKq6JpdcEluu2NXsVUtnmCoKrokuLqxq9iqJLSh6BqnUqJLgqsbUVVb1cRWJaENhspVXTMPUaCnJchAJZE086PHVItdpViIcygktuVxU0wjtt1RLnaF9qvq2E1sZ37k7vwxI6rFLmK/8jhGSW67IkJOVBEg1cQwGlTqi52OoSgQUrVVRICUE8MoUKovgqq3RHhUEFvVpDBaVOqPGQWX5NaLXaREJRFkjSp9s8uxZBC7iK1SIsgYZfpGghsS3lVbFd46Nv1QqzISyANVJFf2ftYLya0oVJCRmhTZEYihKlV+X1XY33ZFAbF9J26C7BCEUB43RX5fFdjfKiL69bqimX6oVXYIQpn5kVt6n3kLLstjluQW4C8iMkVHBdGTicy+W/m4Mgj3KphE0VFC9CQite+c97uZq7e8kFXJU6WSKROZkmsWwZUqtytXrsTIkSORnJyM5ORk5Obm4s033ww6f2lpKRwOh9/PoUOHjAdhVQFR5RK9CsjcFgocX0rkGawrtspcolcAqdtCAcFVJddEDEeQgd2ltisyJd8MQxSkyu2AAQPw2GOPoaKiAhUVFZgyZQpmz56NgwcPhlzu8OHDqK2t7fwZNGiQoIh1YlWhMis23R+WzzNAqtgS/lhVcMOhQq5ZUWypWhscK24XFsew1Ofczpo1y+fzL3/5S6xcuRJ79uzB8OHDgy7Xt29fpKamRh8AT+mQITQkteHxbiPRz4rl+XzaMG1LzzNwrtpKEBqS2vB4t5FSz8iNknDPvlUh13giS2yJ0Hi3kchn5PJ+Bm7mTQPw8R+NX8FQ5iUO7e3t+Mtf/oKmpibk5uaGnHfUqFFoaWnBsGHD8PDDD2Py5MlB53W73XC7v06OxsZGAEBihwMONqEHxqHxbN2fmhQgtiPgrxK/mp4Y5PdWJGyfjyQDWQ0CI+JMVSoSUo+jJcxsvPIMCJ5rGePGwaNxzAeebQfgnbgJgOYJEorH5187EK7PZbHjMbatXFxAy5YBhYXcmm9PTERHQgLQEjrbZORa+qy+aG9vj7An+vjU+RzQHsul7WBMP9QKTxBNadPifP61A+H6PO1gO4qHxAuL53DM73Gx525u7Wsxxv+2OzRN8DdDNw4cOIDc3Fy0tLSgZ8+e2LhxI2bOnBlw3sOHD6O8vByjR4+G2+3G+vXrsWrVKpSWlmLChMA3MxQUFGD58uV+0zdu3IgePXow7QtByKS5uRk333wzGhoakJyc7PM73nkGUK4R9oFyjSD4EyrPwiFdbltbW1FTU4P6+noUFRXhxRdfRFlZGYYNGxbR8rNmzYLD4cCWLVsC/j7QGW5mZibO37gaLTz+CFQLvDs/wicBJMZ2YM3YU1j4ThrOttvjARm6+yyyipvNZ10Jzc348uYfBfxDwDvPgOC5Vjt1KtJ4/JnJz2ffZhAifRKApnnQ0FCClJRpcDicnKNSA719FlrF5VTBPeVwIGPHDuVybffu3UhJYf8d9KnzOeZtBiPSJwG0aXHY0TEdU2OKEedo4xyVGujts8gqLo8KbkNDA3Jzcw3JrfR6fnx8PC6++GIAwJgxY7B371489dRTeP755yNa/uqrr8aGDRuC/t7lcsHl8h+HchYIewnXEBrXwQ5fY2B87dn2GNvIrZeI+1x5vrhxuJzG34bSR955BgTPNafHA2cH4yExAsfZlsdN0T2EyeFw2kZuvUTa593Oa8SNw23l88gkZ0zwvykycy02NhaxsWyHDnziXMF3CF8XZn7kht6VxTna4LSJ3HqJtM/XHW4TNg43toP9kJVojmXlTEfTNJ8z0nDs27cPGRkZHCPSgagbuujGMT7YaLuaOs8EQjeO8UHYdlXgBQ9mzjWRN5DRjWN8ELVdVXs8mNTK7dKlSzFjxgxkZmbi9OnT2LRpE0pLS7F9+3YAQH5+Po4dO4aXXnoJALBixQrk5ORg+PDhaG1txYYNG1BUVISioiKZ3TgHia014PlUAxnrgcXyDBAmLCS2fCmPmyKmgltQIOyYsVyuCYCklj8zP3ILqeDyfoKCHqTK7fHjx3HLLbegtrYWKSkpGDlyJLZv345p06YBAGpra1FTU9M5f2trK5YsWYJjx44hMTERw4cPx9atW4MO1hcGia21sJjgWibPABJbi2E1wbVSromoxJHYikOU4KqC9BvKRNPY2IiUlBQksLyhTIR0RrGOxNgOvDz+C9y0q49txtwy6bOoMbiM1pPQ3IyWIDeUycCbaycnTkQaizG3JhBbTfOgvn4bUlNn2mbMLYs+CxNcRpyKiUHvsjLlcu29995jckOZGcTWo8Vhe/tM/L/YbbYZc8uizyIEl1X1tqGhAVdeeaU5bygzPYqLrXAiiVX0CxSMInDoAKEGZqrYRuJqCgw5jQghFVyBwxOI0JitYttRkRp2npgx9dzjYIGICq4KwxNIbqPB7mJrNLZAy6kqkSIElyQ6PAKkRGWxNdr9QMup6nckuGrAu2qruthGIrKRLqeq8NphiALJrcqoJLa8Y1FZeEk+5WIzseXdXZWFV9gYXCIgdhNboyJrtH2VZJe34Mqu3tpjACYPZMieDKpS5cUic93dscv+tiGqiK3MoqJKBU3u+0OVjtoMlcS2oyKVu9iGWq+MdQeC9z6R+XgwqtyqiAqio0IMXryxyK6e8q7gUoXYH84iooLYquRa3lhkx0QVXPGo9pxSHqgilcDXsciu5lp1iALJrRF4ip9sqZS9/lB0jU2WBJKAWgaZYitbHsOhguRyFVyVStU2QGbVViWhDYQKkstTcGUNTyC5VQmZl//NhsxqLk/BJXn+Go7yIUtszeZTXeOVETtVcMXAs2orS2xVl9ruqCC5VoLG3OrFjCIYCrP3h04ICJ2Q2BrD7PH7YbkOqYcMsVVpTKsRZMXPc1/JGPJCcqsHKw1HUOlmrWixUl8Aa/XFKBYSDytdAZfRF64nI1bZMVFgpbG2Zpba7lhNcEVDcqsCMsTWitB2JMIgumprVXeylOASXBAtSlYSWy8yqri89pvokyiS20jhJTIkZGwRXcW1ynGhEpzMSaQgFRZaV2y9WEZwrb6jQsBLOESKbce+FEuKbVes3j8ekNzaiZro3zluGuzUV4KQREHBOZEnzIcVxNZOdFSkomOfmO81K1RvSW4jwezVORI9vpj9+FAJk1dtSfT4QtVbAhArenbF7IJLcisLEeJitRutjFCTIm5bE0oiQmytdNOYUUQNxaDxt9Fj5qotXaKH6Su4IiC5DQdJizUw6340a9xGMKkdmjRsoju0I6OCxFYstC1CQ3IrA6okWhPa5srBu8pHPuQPVW8JHpDM+SNim/A4aRExNIHkNhRmlRWzxs0bs55U2GF/cjAiEiB5mFb6TRt45PAQC95VWxLb4NC2CQzJrWh4i4odRCgaaPsQjLCBB0UF7+1DJy8EcQ7egmvG6i3JrUhIbNWA9oNamLBqS2IbGSS4akFVW+tC28kXkttgmE1QzBavbMy2vcwWr4UhsdWH6baX6QK2LiRs+uC5vcxWvSW5FQVPOSHxMQbtE0vCs5pH3mMMntuNqrfy4Fm1JbElooHkNhBmEhMzxaoiZtp+Zoo1UkxkiyYKVUlo+8mFdZWMxFZNzFa95UWc7ABsgRWlpCvR9C+nnlUUxqlK5RMHr3aJoPCq4qkiZjt3/svwspMnj2AYiVqUx03BhLa32DVIb+WQhipiu2vsXYaXHf/OKoaR6KejIhUxY+qlxhApnzhX4BLP/czbJbk1MzKlmdW6u7ZDIkgQfkQjtMHakSW65IxyMEvVVrbYRiO0wdqRJbq8BHfmR25sG+Zi3i5rpA5LWLlyJUaOHInk5GQkJycjNzcXb775ZshlysrKMHr0aCQkJODCCy/EqlWMDxzWwshLQGWIrfd1vjz7JOuVwWbZTwbaUzLPAOaWY6Wq7c6d/+r8MWP7oeC1PZnvfwOBKptrRFB2jb2r88eM7YdC9slCpPC4sUyq3A4YMACPPfYYKioqUFFRgSlTpmD27Nk4ePBgwPkrKysxc+ZMjB8/Hvv27cPSpUtx7733oqioSHDkkhEtfzKEU9Y6LQjlmXFEi60M4ZSxTqtWbynXjCNaxGQIpwzB5YEZxt5KHZYwa9Ysn8+//OUvsXLlSuzZswfDhw/3m3/VqlXIysrCihUrAABDhw5FRUUFHn/8ccydO1dEyPZDtvBZYdyq5D7YIc+scMe8jCpq9/VbeVyuCFTMNTMMSZAhtrLwrlvUcAUzjb9liTJjbtvb2/GXv/wFTU1NyM3NDTjP7t27MX36dJ9p1157LVavXg2PxwOn0+m3jNvthtv9dTI2NjYCABIBOLrPXJ0COLRouuFLTQoQ28GuPW+bznZdiyTGdfj8q2tdrjZ9y/CgtieQ1aBrEcN9Ppake10RwfK4qk4Bsv1jTADQEmZRXnkGBM81j9MJj9at//n5QPdpUaBpHmZteSksBOLj9S3jdHp8/o2U8vKPkZiob1082LPnn5gwYaiuZYz2+Ve/OncYsKQsdjzGtpWza3DZsnMHQjc8Dr9vDz9k5Fp7ezva232/H7SY2LCx6sGjsdeGDgMxtn21TJuOZXdftfDcfzR936E8KM+9HbnvrtG1jJE+AwA+SEPMKLbfa9MOtqN4iM4/kCHoftwGmxYp0uX2wIEDyM3NRUtLC3r27InNmzdj2LBhAeetq6tDenq6z7T09HS0tbXh5MmTyMjI8FumsLAQy5cv95v+LBLRA92+TbJbjXckENlfsG0PAGC8zTU3fsYwDnNg3T77m1AzNNwcZG7eeQYEz7WdCxeiR48evhPPnAkSqVG2MW4P+PGPjS97220lwtbFnkpDS+ntMwDU1xtaVUiYHwmLF/tNam5uBnbsCDi7zFyrrKz0zzVMDdiGUbYzbe0rRhpf9K0RV0c+89nDxlfEgeKR3zS0nK4+e+Hh84FH2xjiE3ziN625udlwe9LldvDgwdi/fz/q6+tRVFSE+fPno6ysLOgfA0e3M2btq+pP9+le8vPzkZeX1/m5sbERmZmZWISzaOleu61OiaIn3ahh2FaUbSbGdWDNjZ9h4SsX4mxbmGHWPOJmTQSVVV19NrgOqW0GrNyeDTo77zwDgufa5DVrkBaocsuId+ImMGvLS4BiXUQ4nR7cdlsJXnxxGjyewFU3L+XlHxtbiUAiqeLq6XMgWFdvAbCt3gY4GE6FyAOZuTZw4ECkpHz9N/xT53NB2zDC9EOMC0AAOvYZ+85pi4nFWyOuxpR/7UFcR2hz66zYKkwkVVw9fQ4E6+oty8otAFzsudvnc0OD8Xily218fDwuvvhiAMCYMWOwd+9ePPXUU3j++ef95u3Xrx/q6up8pp04cQJxcXFIS0sL2L7L5YLL5f/YirMIcAlXC3+pKWLaOdyr54nu8tLZthicDdWG7PG1kfLvtIjHsIbtczD+04v9OFmWx1eAcbyhLvLzzjMgeK45PR44O7oMD2F8N5HDoV+oQsEiPI/HidbW4HGdG1+r/jt0/v73wxGPww3X52BEcIVfN06Wjbb6C50zJvi+k5lrsbGxiI39+u+dI5Ztuc7pYDtMraMiFbFRlhTjOtrhDCJ63vGtHA4x5uy5+vaIx+GG6nMoYhjvv+sOtzF9LFhsh+93dddjWS/K/XXVNM1nLFFXcnNzUVLie+mruLgYY8aMCTo2KWJUFzver4pVvf/dMWPMCiEtz2yOrMdvRQPvmJV/ckKUAVol18xwh3xXzPhkAt4xq/5oMJY3P0qV26VLl2LXrl2oqqrCgQMH8POf/xylpaX4wQ9+AODcpZd58+Z1zn/XXXehuroaeXl5+Pjjj7FmzRqsXr0aS5YskdWFwJhJuswUayB4S7/K7UWIZfMM7J+SwFO0zCa13TFT/LKenmHlXGMNT9Eyo9h6MXPsKiFVbo8fP45bbrkFgwcPxjXXXIN3330X27dvx7Rp0wAAtbW1qKmp6Zx/4MCB2LZtG0pLS3HZZZfhf//3f/H0008r+3giZpjlBQOysEo/OEF5Jh8ziaEMlK/eRohKucbjwfhmwApyyLMPrE8qVK3oSx1zu3r16pC/X7dund+0iRMn4oMPPmAbiMpypHJsKsHrWbKs22XZXoRtKZNnAFOLMUvV1kpia9tn4Ub43mClco0hrAWGV9XWCmLrZdfYu6S9utcKKDfm1vSYRUbNEidBEErBS9ZZn1xY4cUeRORYSWy98OqTytVbVlccSG7tiFXFloZvEAahqq0+rNovgj+q39SkGlaUdhGQ3KoMSZV+aJsRikACqB+rjL2VDcvxtqqOqewKCaB+rH6SQXLLEjOIlRlitDos94GZ9qfC420J/ZhB3uk4IawAybt+SG7NJAdEZPDYp3ScWBYe1UIzvH2M0AmVlaOGR7XQDG8fswOqVfhJblWFh0yZ4dW6BEGYBh7VW3JIgvCHR/VW1aEJLIbVkNwS1oREniCEQFVq66JaNY4gIoXkliAixa5jZRWD5ThKqhISVkPVlzewrhLacTiCHftsFKkvcbAUKouPqCqmnrh5vHDBrvB6gQVLbGKR5eUf48c/FrGmjTrmvZlbFLyI8J0JEVEeNwUT2t5i0xhhO/ZlnIpovlG1aZwj4UNHRSpixtQzaWvmR25sG+Zi0la02LtyS9UzdujdlrTtCcIgesTWyPxEUGxykqY6Ip4esC/jVMRia2R+gi/2lls7wFsiq1KNryOaZSOFddWapNwysPYU/o/G2gjjohrNspFBY2+tBcvxtqreuBSMaCRVhOTaYXhCtMNrSG5Vw0zyxCpWEQKuIqrGpTCqPrdUjNiq1A5/qEhKBIJn1ZalmJqpimu2k49IILllgaqSwjMu1m2rug0JQjqshZSf4Kr6YgdVT4oIdeAho2YSXKtBckvoh5eIkuASRDd4iah5KrhE5HwW96LsEIhu8BJcemtZaEhuCX3YdQgBQQiHt4CS4BL8YXnJm5fQ8a6w2qmCq8qzkUluicgRJZ70+lxrkZcnOwI/WI7n5HMpXpR4kuAS9kaUeNpJcFWA5NaqmH1MrMoyqmJsKsZEGES0cLJdn6rjbgmiOySc1sW+cntEwdezkqAQBEF0Qk9MIKwEa5mmcbfBsa/cEpEjS7pJ9gnbQcMElMcGxq3KuEmeUNXWF6s9DozklrAPKsqyijEpioqPc7LOJXiSakJtrFKlJKmOnGie/kFya0WsJExW6gtBhMQ6gmkd6SesCAmm9SG5jRary5fV+0cQxFdYR64DoWLl3+pY7VI3K1jKtVUq2qwhuSXUR0XBVjEmIiLUHDJpbbEkCFWgqi1/VBizTXJLEARBEARBWAapcltYWIgrrrgCSUlJ6Nu3L+bMmYPDhw+HXKa0tBQOh8Pv59ChQ4KiJghzQXlGEGKgXCMINdAtt7feeivKy8uZrLysrAyLFi3Cnj17UFJSgra2NkyfPh1NTU1hlz18+DBqa2s7fwYNGsQkJoKwGpRnBCEGyjWCUIM4vQucPn0a06dPR2ZmJhYsWID58+fjggsuMLTy7du3+3xeu3Yt+vbti/fffx8TJkwIuWzfvn2RmppqaL0EYScozwhCDJRrBKEGuuW2qKgIp06dwoYNG7Bu3TosW7YMU6dOxY9+9CPMnj0bTqfTcDANDQ0AgF69eoWdd9SoUWhpacGwYcPw8MMPY/LkyQHnc7vdcLu/Htzc2NgIAEiEBodDMxxrJ7Ed0bfhxdnOph1Xm8/HxPh2n391kdAWfh4RuPTFEbTPrLYxwG7fszgOASQAaIlgPh55BgTPNY+mwaNF30dN80TdBgDExzNpBgCQmNgR8HP36eGJZRRRtOg/poP1OT6ezf5icOh0wuI4BABPhN9zonNN64iB1h79seTRdKtBQDpi2B3XmtYe8HP36eFwdDD8zo4CvXF3Xab7sh5G2zmG0X4HwOQ41DqM56tD06LL9n379mHNmjV48cUX0bNnT/zwhz/E3XffrfuSiqZpmD17Nr788kvs2rUr6HyHDx9GeXk5Ro8eDbfbjfXr12PVqlUoLS0NeGZcUFCA5cuX+03fuHEjevTooStGglCZ5uZm3HzzzWhoaEBycnLAeXjlGUC5RtgHyjWC4E8keRaMqOS2trYWL730EtasWYNjx45h7ty5qK2txc6dO/Gb3/wGDzzwQMRtLVq0CFu3bsXbb7+NAQMG6Ipj1qxZcDgc2LJli9/vAp3hZmZm4vxf/wUtCefpWk9AalKib4N1W93aSYxvx5qf7MfC312Gs606z6aqU9nEFC3Z9bpmD9rnrAZ2MbFqi1E7CX1q8eXNPwr5h4BXngHBc632tdeQ1rOnrnUF4p240Jd1I6WwkEkzAIDy8o99PicmdmDNmmosXJiNs2f13NLwF3ZBRcV3dS8RrM8TJgxlElF+PpNmAABj29jcL3LqsceQsWOHcrn2csVdOC8l+urb9EOtUbcBAB372H0/7r5qoc9nTWvHmZZP0TPhYjgckX+vfdjvv8xiioZL68JX87sTrM+5765hElPMKHbfj8VDor9E1tTQhpvGrDIkt7qzwOPxYMuWLVi7di2Ki4sxcuRIPPDAA/jBD36ApKQkAMCmTZvw4x//OGK5Xbx4MbZs2YLy8nLdfwQA4Oqrr8aGDRsC/s7lcsHlcvlNPwsHWjSH7nX50c7wgRMeRpdw3IF369nWWJwN8rugtLC7TBEVeuP+Cr8+s9rGALt9z+I4BBDuLJVnngHBc83pcMDpiL6PDofxIU9daWXzvQ0AQQX27NkYnXLLcLhMVBg/prv3ubWVzf5icOh0wuI4BACnJ/SQC1m55ojpgCM2+mPJ6WAzHK2jg91xHUxgHY5YXXKrxajxBFQ9MQdatuvyTkbbOYbRfgcAR2z037WOGONDSHQbQ0ZGBjo6OnDTTTfhvffew2WXXeY3z7XXXhvRwHhN07B48WJs3rwZpaWlGDhwoN5wAJwbGpGRkWFoWYKwOpRnBCEGyjWCUAPdcvvkk0/iu9/9LhISEoLOc/7556OysjJsW4sWLcLGjRvx+uuvIykpCXV1dQCAlJQUJCYmAgDy8/Nx7NgxvPTSSwCAFStWICcnB8OHD0drays2bNiAoqIiFBUV6e0KQdgCyjOCEAPlGkGogW65veWWW5itfOXKlQCASZMm+Uxfu3Ytbr31VgDnxvXW1NR0/q61tRVLlizBsWPHkJiYiOHDh2Pr1q2YOXMms7gIxciplx2BPyrGFATKMzNwM+gVvOaHco0ggG3D/IfMiEbqgMpI7mVbt26dz+cHH3wQDz74IKeICMJ6UJ75UlBw7ocgWEO5pj6jatOwL+OU9BhYMf6dVczashJqjKw2MypW8FjGJLt/stdPEMK42TLrnzx5BLO2WDGh7S3ZIdiOmDH1skMgbArJLWEfVBRlFWNSFBXlREWJIwgiNCwrpwQ/Lmy7zfCyJLdEeGQJGIkfYTtkVW9lV40JIjRWufxOYi0G+8ptJsOH+RMEQRD2wAYDtlW4IYg3JJm+WG0IiX3lVkVUrlSKjk3lbUEQXBFdRWW7PpZDNWzgkYSNYC3UVqlm84Dk1qrwkENRwql67CqKt4oxeXniCdkR+MFSmsw97paGIxD2RWT1lirFYiG5JfShskQRhGUQIZ0ktgR/WF7u5lGpFCGdJLbiIbkl1ILkmSC+guST0Ec0d5fbGZ7yaTexVWW8NsktC+wmZLz6a7ftSBBh4SW49hJnFR8jR6iF2SSUxtuGhuTWyvCUxZx684xjVVWaVY1LYVSVFL7jblmK6M2M2/OFbiYjeMNT6lgK7qjaNNMIs9WelACQ3KqH2YQn2nhZSzJvzBQrERJzyRMLKbVXtZaIDlUuL4uGhZTyltrcd9dwbV8FLvHcH9Xy9pZbO4iKiD4aEVRRUptFzzMmxCDmqQlGJJdvtdbLhAlDua9DOuY6I1IG1pVBEZfkjQiqmaq1VidOdgCEAEQJnh1OFlTEDNu9oIDEgClUhSUI3thBVFmeeKhU7bd35ZYlZhl/ShiH9ovlYO3btqheCoDlflF1nDYvor2caxbscGmeMA7JLWFNVB+OQKJsGLvJiuqQ0FsXlpU4K960JBoS+sghuSUIgiAIgrAZVj7hILlVFR6VPdWrmaxQ/fW9hFLwGApsl2omj5voaGg2Qfij+nNtWVb5WQytIbmlsbIEQRCWhOkQFrLuqOFRKbTDpXrVxVZFSG7thtUF3Az9s+sJFUM5MMO4WzGPBpOH1ftHmAeSP/1YeUgCQHKrNvSaWzWg7WV5qCinD15iS/uBDSyfmKDS453sCIm7MUhuCetAEkooBlU3CcIXXhVDkkB5qHgCRHILqH2ZmKq3kWGW7WS17S4R1kMTeFUNrSa4Zqna0nhb+2E1weXVH5WHJLC66kBya2esIlpW6YdezNhvm0qCVQTXKv0g9MG6MsdTrqwiuHYUW5aQ3PLATNU+MwpSV2jbEAzh6d5mF0Oe8StdtTUpqr+pjAQ3OGaKX8UhCYBkuS0sLMQVV1yBpKQk9O3bF3PmzMHhw4fDLldWVobRo0cjISEBF154IVatMs+BoCRmlTizxS0pXivnmdkkxqyCa9a4RWPlXFNVYoJhJkHsCs+4Va/asjwhkyq3ZWVlWLRoEfbs2YOSkhK0tbVh+vTpaGpqCrpMZWUlZs6cifHjx2Pfvn1YunQp7r33XhQVFUUXjOqixDs+1fvfHbtvDx3xKZVngPJDE3iHZzZR5B2v4oeDrgCVyzXF4S1bZhLc8e+sMlW8qhMnc+Xbt2/3+bx27Vr07dsX77//PiZMmBBwmVWrViErKwsrVqwAAAwdOhQVFRV4/PHHMXfuXN4hR05OPVCVKjsKfXiFSeW4VZdOBbF0npkUrzDu3PkvyZEEx2wS7kVmNV+1XLvEcz8+ca6Iqg2zM/6dVdg19i7ZYYREhNTyOJFQuZovVW6709Bw7vWwvXr1CjrP7t27MX36dJ9p1157LVavXg2PxwOn0+nzO7fbDbfb3fm5sbERAJAIwNG9cYdmOPaAxHawbe+i/wI1KboXS4zr8Pk3LINOGVoPd3S8Plh3nw2uR2qb3UgA0BLBfDzyDAieax6nEx6tW251/xwFuZ5/4J24wOJglGXLgMJC/cs5nR6ff8Nx7bWDUV7+sf4Vcebc64Mj64PePnclP5/poQAA/sdatMTH+6/D4fftERDRudbe3o729nafebWY2IhijYStg3tg+qFWZu0BAEafQcc+/d83bV/1qy2C/l295w8AgN1XLdS9Ht7kvrsGngj3kZ4+dydGY697Wju7YwuA37Hb/bMelJFbTdOQl5eHcePGYcSI4BWDuro6pKen+0xLT09HW1sbTp48iYyMDJ/fFRYWYvny5X7tPItE9ECi78Rsxkmb/QXb9gAAxttcc+NnDOMwB9btc6LflGZouDnMUrzyDAieazsXLkSPHj18J545EyZSvWxj3B7w4x8bX/a220qErIcflbqX0NNnL/X1uhcJC/MjYfFiv0nNzc3Ajh0hF5ORa5WVlf65hqkh49TL9vCz6Gek8UXfGnF15DOfDT/+WTTFI7+pexldffZi3BODc5Btc5/gE5/Pzc3NhttSRm7vuece/POf/8Tbb78ddl5Ht7Nm7asz9e7TASA/Px95eXmdnxsbG5GZmYlFOIsW/9otUM24YsmjAqqzzcS4Dqy58TMsfOVCnG0zMMxaZhXXYMXTcJ/NULXNDtxeAs6GXZRXngHBc23ymjVIC1RNy88PG4MeWFdvAf3VW6fTg9tuK8GLL06Dx+NfcQuHzCruuWqtfoz2mfHuBwCMbStn22CQA+BUBJVbGbk2cOBApKT4/73+1Plc2BgihXnl9iv0Vm/bYmLx1oirMeVfexDXoc/cZFdwc99dY2g5o32OGcX+e614iP8VjWi42HO33zTvlQ8jKCG3ixcvxpYtW1BeXo4BAwaEnLdfv36oq6vzmXbixAnExcUhLS3Nb36XywWXy39cyFkEuYSrRXa5KWLaOdyzd8FpQ+Niz7bF4KzHwGWEjDNyxuHm1ANG4u2C7j7z2F+sj6lgqwnze555BgTPNafHA2dHgOEhEV7ajRSHQ79MhqPV4Pe4x+NEa6v+eK6+eqSUcbiTJ48w3FcvevrM6yYyJ+NjKthGccaE/jshK9diY2MRG+v/984Ry65sVzI8FjM/coefUScdOgXVS1xHO5w6l52w+9wwBRljcVmMr9XTZ1437TkCHGfRENvh316gYzlSpMqtpmlYvHgxNm/ejNLSUgwcODDsMrm5uXjjjTd8phUXF2PMmDEBxybphvWNYGa8sSwQXW/k4tkfmTeMWfRmNSXzzCQUFIi/m7/rjVw8RdesN4wFg/mNZAZ2POWacWLG1KOjIlXoOr2iyVtyZT0FgZfYsr6RjMczmaU+CmzRokXYsGEDNm7ciKSkJNTV1aGurg5nz359eTU/Px/z5s3r/HzXXXehuroaeXl5+Pjjj7FmzRqsXr0aS5YskdEFeciWQO+Piu0ZjcEM7RpoT9k8Y2yNvO6Sl/moqsmTR3T+qNieEZR/9FcUqJprrOWB113ysp7D6n0MF0sJ5dEmETlSK7crV64EAEyaNMln+tq1a3HrrbcCAGpra1FTU9P5u4EDB2Lbtm144IEH8Oyzz6J///54+umn1X48Ea/qrQpVYaMVXZWqpCrFwgHb5BlHZFRwu2O0oqtShZbXNlTlZR6Ua9Ejo4Lble4yqqeqq5LI2rlqCygwLCEc69at85s2ceJEfPDBBxwi+goVpDFSVIrVjJJoptf3GmxP2TwDmFvjhLa3UB43hVl7XVFBcL2oJKyRosq2iwiDwSqda4zZNszFZewtIF9wu6KSsEaK6m8iE4HUYQm2wkwSZRdouxE6MZWgKQTP7aZK1VZ1eFXICLXgKbYqv7ShOyS3VoFETR92f32vheEtOyS4+jDd9jJdwPLgKTtUfdSP2bYZzxMukttg8JATEip7YMZjRyYcZIKqeWrA2xNpP+vDbNVbs8maTHhvKzNVbQGSW8KOWFkUCSFQcY8gzsFbekhww0Ni6w/JbSjMWIEjcQuNGbe/HfapCau3JLihMWXVlnaqIUhwCb3wvopAcmtF7CBDRqDtQjCGXCgwtF3UxWxDE7yQ4AaGqraBIbkNh1krcSRyvtA2tyUixmSSyPkiYntQ1VY9REgQCa4vZt0eIk6wSG5lQbIlDjNvazvtQ05yQYIrDtOKrc0wa/UWMK/QsUbEdjBr1RYguY0MMwtGTj2Q1SA7CnnYue+EUOwuuPn5siOIArvvPEaIkiG7C27MKP7fa7z2pagTK5JbmZhZmlVHpNRS1ZYdJq7eAiYXPIOI7DNVbdnBSzKECa4AwVMNO/bZKCS3kWIFgbFLFVPkNrWjgJoUkWJkF8kVWfDktv+oassckZez7SB8MWPqhVarzV61BUhu1UC0jFlVyKzUN6v0wwgWkY2CAst0xQ/RfaOKLR/MPPa2K1YepiC6b2YeZ9sVkls9WEk4rNQXQE5/rFDNVxWTD0/oitUE11L9sVRn1EK0JImuborASmIr+kSK5FYVZMmZFUTKSmJLcIcE1xiyKtFUteULT+mQUQW0guBaUdRFQ3KrF55SI0uYzCq5suK24jGgIhxNSpbgmlFyZcbNdT+ZcWcQEWFWOZQZt5WqtgAQJ3yNRGhy6oGqVHnrBuStPxJI/giT09WpVPYr2bFRxVYcl3juxyfOFVza3jbMhZkfubm0HQ6vKHZUpEpZf6TIFnGriS1AlVtjWF2wVKzkqhITVW3FYrHqbXdUrOaqGBNzLN9B/VhteEJXvBVR2RLZHRVikr1veEGVWxWRWb3tigqVXJWET6VYCCZMaHsL5XFTZIfR6VoynUsl31PhxINgi8wKbldkV3Nly2xXeIutzKdxkNwahbeAqiK4gL/U8e63ivCOS9V+qwDnUqIqggv4d5OncKoks13hLraqdlwBeA5PANQRXMBfMnnKrkpCaxdIbqPBToLblUAiZiROswgdia18bCS4XQnUZSObwSw+R2JrfVQS3K6wkl2ziKyVq7YAya36qCq43bGqoFm1X4Qfqgpud6zqZzQUQQ14V28BdQW3K2aRVL2IGGMrW2wBuqEsekTIDwmWHGjfqoUAqyPBkoOQ7W7VswIOiJATq97IpDJ22uYktywgCbIetE/VhATXcpDY2hc7yZZsRG1rFaq2AMmtuSAZEgNtZ9tDgisG2s7qIkpSSHD5YzexBSTLbXl5OWbNmoX+/fvD4XDgtddeCzl/aWkpHA6H38+hQ4fEBBwKUUJE4sUXi+5HS+WaoCociRdfhG1fwVVbK+UaCa75seu2lSq3TU1NuPTSS/HMM8/oWu7w4cOora3t/Bk0aBCnCHUiUoxIctkicptK2HeWyzUSXNMyoe0ty4otYL1cI8E1LyK3qUpVW0Dy0xJmzJiBGTNm6F6ub9++SE1NZR8QC0Q+3cAsT1JQHZGyKemkxJK5JuhVWl4RM8OTFFRH6MmCpHG2lsw1QXhlTPUnKZgBO4stYNJHgY0aNQotLS0YNmwYHn74YUyePDnovG63G27314nS2NgIAEgE4OAVoEPj1bI/A78EalJCzpIY2+Hzrx2IuM9ZDQKiEUNC/9NoYdwmi1zzOJ3waJxygle7Acj1/APvxE0IOY+meXz+tQOR9nlsWzmEbpX4eG5NV33wAfM2WeRae3s72tvbmcd2UftifOp8jnm7wdg6uAemH2oNOU+bFufzrx2IpM/FQ7467tkfBgG52HM32jmtLJpj2VRHRUZGBl544QWMHj0abrcb69evxzXXXIPS0lJMmBD4S6ewsBDLly/3m/4sEtEDiXwCzQ6dlOzX90VEs60Ze4pzIOqhXp85HXMAmj/vi5sZtcUy13YuXIgePXowiqwbZ87waTco2yKaq6GhhHMc6hGuz5FtOYYsXsyt6ebmZuBmNtnGMtcqKyv55Rqmcmo3MNsjnG9Hx3SucahIyD4fFBcHAHyCT7i13dzcbHhZh6YJLH2EwOFwYPPmzZgzZ46u5WbNmgWHw4EtW7YE/H2gM9zMzEycX7oCLfXp0YQcnurQFVUuBKjiJsZ2YM3YU1j4ThrOttvjARkh+yyjWpvNeZ1ZDUhobMGXk+5HQ0MDkpOTg84qOtcqzj8fIy+/XNe6dJOfz7f9AASq4mqaBw0NJUhJmQaHwyk8JhmE6vPYtnLxARUWcm2++p130JCQgDFffqlcrm1++DUMvvkSXevSi8gKrpdAVdw2LQ47OqZjakwx4hxtwmOSQag+d1ZsBXKx525ubR/76+c403oG3350Ttg8C4SpKreBuPrqq7Fhw4agv3e5XHC5/MeenI3R0MJ7zGp2g/gxsZnnLk8FWu/Z9hjbyK0Xvz7n1AMatwEpgRH0+l4thu95qtFcizl7Fkf/8Q8MHD+eX3DLlwsfYzmxfVfQcbgOh9M2cuula587x9Y6BOca52OgctcuxAKI4VwTMpprjg4HPv9zLTJvGsAtNkesoOvdXSgZHht0HG6cow1Om8itl6599o6tdYgah/AVl3juB2L5te/ocMDRYfzvh+lNZ9++fcjIyDDegCDxEA49TcEXWU+YsNDxFW2uVe7axTCaAEi4gUjonf8mQdr2ECC2ooj6e40jsm4e2jbMRU9U6Ias7cH7GDjy8tGo25BauT1z5gw+/fTTzs+VlZXYv38/evXqhaysLOTn5+PYsWN46aWXAAArVqxATk4Ohg8fjtbWVmzYsAFFRUUoKiqS1YXIkPVUA6/4HNFXzrcUWQ3iK7UKYptck4RX6MpiOVanFWdsWzmcoiu1XhR6A5kKuXbk5aNcq7eXeO7HJ84V3NoPhVfoph0UX0FWheIh8XDEciybhsAMYgtIltuKigqfO0Lz8vIAAPPnz8e6detQW1uLmpqazt+3trZiyZIlOHbsGBITEzF8+HBs3boVM2fOjC4Qqz9Sy0JPBIgYFfqsUNVWlVyr3LWL7/AEQY8HC8bYtnLxN05Jxg591lO1VSXXrCy4wFdjTAXfPCUb2X1W8ZFfwVDmhjJRNDY2IiUlBQnlT6IlOcH3l7wFV5JAJzo0vJzdipuq43FWc1hb5L8SPr8+S4pDZPsJjS1omfCAocH3PPDm2gcJCUht8X1IGVfBBaQJrkfTsO3MGczs2RNOh8PSz8b1Vqu791k4EoYj1Cck4PKWFuVy7bWlr6NnfM/O6Tzl1osswdXaY9FxcCpihu+AI7bd0s/G9Varu/dZJCLEtnvV9kzrGcz51WxDeWb6MbemQpVxsFZ8w5lKfVIlDjujyGVqK47JVapPFhpnywNWl3hDoUo1z4pjclXpkwyxjRaS266IkBKVxEclITSKan2w2zFkECHSoIjgAooJoUGU64NC+1dl7CS4gDpCGA0q9UGlfasH0z8KjDkixt+qNsa3qyypFFcwVJU7EltdcB9/C0gfg9udrnJohiELSslsVwTsU7NXbUUjewxud7rKoRmGLKgis10RJbY8TsBIbgNhR8H1oqroqi51qsdnZxQTXC+qiq6yQgsI249WE1veN5d5UU1wvagquioKrRcziy1AcisXrxCpJJFdkS26ZhFGUXGaZXvoQEj1FlBWcL3IFl2lhdaLwvvPDNhdcL3IFF2VZbYrZh2K0BWS22CIrKyqWsXtSiixijZ2M0sbiW3UkOD6Ekw0o5VeUwhsMATuN6tVbbtCgutLMNmMVnrNIrGBECm2PMeDk9yGggQ3MiwsXkER2WcbbF+hgtv1XxNhajmNBhJbU2IWwQ2EmeU0GqwitgA9LSE8JDFEd2g/mR8Tyq0tIbFljoinJ3i5xHO/JS5x2wEriS1AcqseJE5qI3r/2Oh4EC4XJLhqQ/uHGyIFF7DGGE4rYzWxBUhuI0OG0NhIakwDiS13SHAJGWOj7VK17QoJLiG6si7ymCO5jRQZomFDuVESGScbNt73UgSXJFcNJOwHO4qtFxmCS5KrBlbfDyS3eiDBtR+0z6UgRThIcOVCYisF0YILWF+sVEbWCYbo44zkVi+yZIeERyyytjnt506kCS5JrlgkbXMS268hwbUHsra5jOOL5NYIsgSExEcMtH+VQZqAkOCKQdJ2JrFVAxqmIA47iS1AcmscmQJEEsQPElvCCwkuPyRWyElsAyNLQgCq4vJE5gmEzGOK5DYaZAoJyRBb6KRBWaTKCA1TYI/E7UliGxrZgkuSyxaZ21PmsQTQG8rMjVfGzPpmMxVQQWhViEFxhL3BLBgmfrOZMtC2MwWiXtEbDK+QmfXtZiog+yRBttgCJLfRo8Jrc0ly9aOKUKoShwmQLrgASa4RFNlWVLWNHNmCC5DkGkG21AJqiC1AcssGVeRSlThURiWZVCkWk6CE4AIkuZGgyLYhqTWGCoILkORGggpSC6gjtgDJLVtUqOICJLmBUEkkVYrFhHhlhSRXURTaFiS20aGK4ALnBI4E1xdVpBZQS2wBklv2qCK4wNcSVZ0iNQypZDfIjsAXEltmKFPFBb4WumXLpIYhlcJCoLVVdhSdkNiyQTXB9XI45vfyApHMxZ67EdsRKzuMTlQTW4CelsAH1QTGK3iqiR4vcurV7Ktqx4UFUE5gCgt9/7U6BQVK9lW548LkHHn5qHICc7HnbtkhCOUSz/1K9lm148ILVW55oVIFtytWHrKgsjyqHJvJUaqC2xUrD1lQuE8ktvxQqYrrpWsV02rDFlQadhAIVcUWILnli6qCC/jKlqoxRoIZpNEMMZocZQUX8BVBhaUwLCaIncSWPyoKrpeuMmhm0VVdagG1xRaQPCyhvLwcs2bNQv/+/eFwOPDaa6+FXaasrAyjR49GQkICLrzwQqxatYp/oNFgBrHxvsDADC8yMFOsgDIx2iHXTCE23pdCmOHlEGaKFersfzvkmupiA3z9UggzvBzCTLEC5tj/Uiu3TU1NuPTSS7FgwQLMnTs37PyVlZWYOXMmbr/9dmzYsAH/93//h7vvvht9+vSJaHlpqFzBDUR3IZMZuyJyaAjRsWc2Bv2VXXJN6QpuILpLo0yJNIHABkO02O4O8Tu75JrKFdxAdJdGmZVdMwhsIMwgtV6kyu2MGTMwY8aMiOdftWoVsrKysGLFCgDA0KFDUVFRgccff1zpPwIAzD3WNZikseyLmSU2EKL7k1MPfBn813bKNdMJbleCCSZL8TSxxHZHRrW2NMzv7ZRrZhPcrgQTTFbSa1aBDYYMsR23sBj4lbFlTTXmdvfu3Zg+fbrPtGuvvRarV6+Gx+OB0+n0W8btdsPtdnd+bmg4dxd9Qs+TQGNvvgEHolcdcDRZ6CoTADRDQwLOQmPZcN9mdm0xbArg2OdIGNAIBC+isiezEfgSSPiyFS0ANC36HrPMtbcSEjAl6oj0sW/vXmRddZXgtQIehwPNzc045XDAGcNw1Ncjj7Bri2Vc4NjnMNS8+y6QkCBsfcDXFduzCQlAS4tyuTbshm346NWZUcekh4//eAj952QIXScAtLe3o7m5GQ0NDYiNZfdYrHQsYNJOA9g/sYdXn8Px+Wu1wtblZdzCYvy3vg2Ase80U8ltXV0d0tPTfaalp6ejra0NJ0+eREaGf4IVFhZi+fLlftPrL/8ltzhVowXAzbKDEIxd+wwAp06dQkpKdM82ZplrS+rro4rFMGVlcta7Y4ec9crEbn1uOZdtquXaJWOeB/B8VPEYwmB1jSCC0uWYMpJnppJbAHA4HD6fvUbffbqX/Px85OXldX6ur69HdnY2ampqov6jZBYaGxuRmZmJI0eOIDlZbNVYFnbsc0NDA7KystCrVy8m7VGu6ceOx50d+0y5Jh87Hnd263M0eWYque3Xrx/q6up8pp04cQJxcXFIS0sLuIzL5YLL5fKbnpKSYouDoyvJycnUZxsQw+DSMOVadNjxuLNjnynX5GPH485ufTaSZ6Z6Q1lubi5KSkp8phUXF2PMmDEBxyURBGEMyjWCEAPlGkGwR6rcnjlzBvv378f+/fsBnHskyv79+1FTUwPg3KWXefPmdc5/1113obq6Gnl5efj444+xZs0arF69GkuWLJERPkGYBso1ghAD5RpBKIAmkZ07d2oA/H7mz5+vaZqmzZ8/X5s4caLPMqWlpdqoUaO0+Ph4LScnR1u5cqWudba0tGjLli3TWlpaGPVCfajP9iBUnynXxEB9tgeUa/KhPlufaPrr0DQGzzIhCIIgCIIgCAUw1ZhbgiAIgiAIgggFyS1BEARBEARhGUhuCYIgCIIgCMtAcksQBEEQBEFYBlvJbXl5OWbNmoX+/fvD4XDgtddekx0SVwoLC3HFFVcgKSkJffv2xZw5c3D48GHZYXFl5cqVGDlyZOdDrnNzc/Hmm2/KDksYhYWFcDgcuP/++6XFYLc8A+yXa3bPM4ByTQZ2yzOAcg0wlmu2ktumpiZceumleOaZZ2SHIoSysjIsWrQIe/bsQUlJCdra2jB9+nQ0NTXJDo0bAwYMwGOPPYaKigpUVFRgypQpmD17Ng4ePCg7NO7s3bsXL7zwAkaOHCk1DrvlGWC/XLNzngGUa7KwW54BlGuGc435g8lMAgBt8+bNssMQyokTJzQAWllZmexQhHL++edrL774ouwwuHL69Glt0KBBWklJiTZx4kTtvvvukx2Spmn2zDNNs2eu2SHPNI1yTSXsmGeaRrkWCbaq3NqdhoYGAECvXr0kRyKG9vZ2bNq0CU1NTcjNzZUdDlcWLVqE6667DlOnTpUdCgF75Zqd8gygXFMJO+UZQLmmhzgO8RAKomka8vLyMG7cOIwYMUJ2OFw5cOAAcnNz0dLSgp49e2Lz5s0YNmyY7LC4sWnTJnzwwQfYu3ev7FAI2CfX7JZnAOWaStglzwDKNSOQ3NqEe+65B//85z/x9ttvyw6FO4MHD8b+/ftRX1+PoqIizJ8/H2VlZZb8Y3DkyBHcd999KC4uRkJCguxwCNgn1+yUZwDlmmrYJc8AyjVDcBoqoTyw0fike+65RxswYID22WefyQ5FCtdcc412xx13yA6DC5s3b9YAaLGxsZ0/ADSHw6HFxsZqbW1tUuOzU55pmr1zzcp5pmmUayph5zzTNMq1SHKNKrcWRtM0LF68GJs3b0ZpaSkGDhwoOyQpaJoGt9stOwwuXHPNNThw4IDPtAULFmDIkCF46KGHEBsbKykye0G5Zu08AyjXVIDy7ByUa+FzzVZye+bMGXz66aednysrK7F//3706tULWVlZEiPjw6JFi7Bx40a8/vrrSEpKQl1dHQAgJSUFiYmJkqPjw9KlSzFjxgxkZmbi9OnT2LRpE0pLS7F9+3bZoXEhKSnJb7zZeeedh7S0NGnj0OyWZ4D9cs1ueQZQrqmA3fIMoFzzojvXuNaWFWPnzp0aAL+f+fPnyw6NC4H6CkBbu3at7NC4sXDhQi07O1uLj4/X+vTpo11zzTVacXGx7LCEIvvxRHbLM02zX65Rnp2Dck0sdsszTaNc86I31xyapmn6vZogCIIgCIIg1IOec0sQBEEQBEFYBpJbgiAIgiAIwjKQ3BIEQRAEQRCWgeSWIAiCIAiCsAwktwRBEARBEIRlILklCIIgCIIgLAPJLUEQBEEQBGEZSG4JgiAIgiAIy0BySxAEQRAEQVgGkluCIAiCIAjCMpDcEgRBEARBEJaB5JZgzhdffIF+/frhV7/6Vee0d999F/Hx8SguLpYYGUFYC8o1ghAD5Zq5cGiapskOgrAe27Ztw5w5c/DOO+9gyJAhGDVqFK677jqsWLFCdmgEYSko1whCDJRr5oHkluDGokWLsGPHDlxxxRX48MMPsXfvXiQkJMgOiyAsB+UaQYiBcs0ckNwS3Dh79ixGjBiBI0eOoKKiAiNHjpQdEkFYEso1ghAD5Zo5oDG3BDc+++wzfP755+jo6EB1dbXscAjCslCuEYQYKNfMAVVuCS60trbiyiuvxGWXXYYhQ4bgiSeewIEDB5Ceni47NIKwFJRrBCEGyjXzQHJLcOGnP/0p/vrXv+LDDz9Ez549MXnyZCQlJeFvf/ub7NAIwlJQrhGEGCjXzAMNSyCYU1paihUrVmD9+vVITk5GTEwM1q9fj7fffhsrV66UHR5BWAbKNYIQA+WauaDKLUEQBEEQBGEZqHJLEARBEARBWAaSW4IgCIIgCMIykNwSBEEQBEEQloHkliAIgiAIgrAMJLcEQRAEQRCEZSC5JQiCIAiCICwDyS1BEARBEARhGUhuCYIgCIIgCMtAcksQBEEQBEFYBpJbgiAIgiAIwjKQ3BIEQRAEQRCW4f8DiDHLyYSkC4wAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x = np.linspace(1, 4, 20)\n",
"y = np.linspace(1, 4, 20)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = np.sqrt((X - 2.5)**2 + (Y - 2.5)**2)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"plt.subplot(2, 3, 1)\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.jet')\n",
"plt.contourf(X, Y, Z, cmap=cm.jet)\n",
"\n",
"plt.subplot(2, 3, 2)\n",
"plt.grid()\n",
"plt.title('cm.gray')\n",
"plt.contourf(X, Y, Z, cmap=cm.gray)\n",
"\n",
"plt.subplot(2, 3, 3)\n",
"plt.grid()\n",
"plt.title('cm.viridis')\n",
"plt.contourf(X, Y, Z, cmap=cm.viridis)\n",
"\n",
"plt.subplot(2, 3, 4)\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.winter')\n",
"plt.contourf(X, Y, Z, cmap=cm.winter)\n",
"\n",
"plt.subplot(2, 3, 5)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.seismic')\n",
"plt.contourf(X, Y, Z, cmap=cm.seismic)\n",
"\n",
"plt.subplot(2, 3, 6)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.Set3')\n",
"plt.contourf(X, Y, Z, cmap=cm.Set3)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6c17794",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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