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accumulated melt days climatological average
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"source": [
"## a mean annual grid showing 30yr average 1981-2010\n",
"\n",
"[Pivotal Story](https://www.pivotaltracker.com/story/show/59837754)\n",
"\n",
"* the data are staged for examination: `/projects/greenland_today/staging/for_approval`\n",
"\n",
"* raw MOGE projected float64 data `output/greenland_cumulative_melt_climatology_0101_1231_1981-2010.envi`\n",
"* envi header for previous `output/greenland_cumulative_melt_climatology_0101_1231_1981-2010.hdr'\n",
"* original EASE2 projected float64 data `output/greenland_cumulative_melt_climatology_0101_1231_1981-2010_EASE2_N25km.bin`\n",
"* accumulated melt days climatology Image: `images/greenland_cumulative_melt_climatology_0101_1231_1981-2010.png`\n",
"* accumulated melt days climatology thumbnail: `images/greenland_cumulative_melt_climatology_1231_1981-2010_tmb.png`"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import os \n",
"pylab.rcParams['figure.figsize'] = (12.0, 12.0)\n",
"staging_dir = '/projects/greenland_today/staging/for_approval/'"
],
"language": "python",
"outputs": [],
"prompt_number": 104
},
{
"cell_type": "markdown",
"source": [
"Info from the EASE2 data file:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"filename = os.path.join(staging_dir, 'output', 'greenland_cumulative_melt_climatology_0101_1231_1981-2010_EASE2_N25km.bin')\n",
"data = np.fromfile(filename, dtype=np.float64).reshape(720, 720)\n",
"print \"max:\", np.max(data), \"min:\", np.min(data), \"mean:\", np.mean(data[data > 0])\n",
"plt.colorbar(plt.imshow(data, cmap=\"BuPu\"))\n"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max: 116.666666667 min: -1.0 mean: 20.6081778607\n"
]
},
{
"output_type": "pyout",
"prompt_number": 107,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x137efd8c0>"
]
},
{
"output_type": "display_data",
"png": 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361vf+pbuu+8+3XXXXZIGqpIdHR0qLS1Ve3u7SkpKJEnl5eVqaWlJfLa1tVXl5eUXbfNH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\n+R9kicdIaNK/ZQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x133f257d0>"
]
}
],
"prompt_number": 107
},
{
"cell_type": "markdown",
"source": [
"Info from the regridded data file:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ps_file = os.path.join(staging_dir, 'output', 'greenland_cumulative_melt_climatology_0101_1231_1981-2010.envi')\n",
"image = np.fromfile(ps_file, dtype=np.float64).reshape(1400, 800)\n",
"print \"max:\", np.max(image), \"min:\", np.min(image), \"mean:\", np.mean(image[image > 0])\n",
"img = plt.imshow(image, cmap=\"BuPu\",interpolation=\"bilinear\")\n",
"plt.colorbar(img )"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max: 116.666666667 min: -1.0 mean: 15.6904382971\n"
]
},
{
"output_type": "pyout",
"prompt_number": 108,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x13906efc8>"
]
},
{
"output_type": "display_data",
"png": 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eAsUt4c5vXcbuIwCq96QkAJXOlQtFlwhJkRAOx3G01l4gqDjoxhyHKo0czpmk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\n",
"text": [
"<matplotlib.figure.Figure at 0x13348f4d0>"
]
}
],
"prompt_number": 108
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"file = '/projects/greenland_today/staging/for_approval/greenland_cumulative_melt_climatology_1231_1981-2010_EASE2_N25km.bin'\n",
"image = np.fromfile(ps_file, dtype=np.float64).reshape(1400, 800)\n",
"print \"max:\", np.max(image), \"min:\", np.min(image), \"mean:\", np.mean(image[image > 0])\n",
"img = plt.imshow(image, cmap=\"BuPu\",interpolation=\"bilinear\")\n",
"plt.colorbar(img )"
],
"language": "python",
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"max: 116.666666667 min: -1.0 mean: 15.6904382971\n"
]
},
{
"output_type": "pyout",
"prompt_number": 79,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x128927b90>"
]
},
{
"output_type": "display_data",
"png": 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uzsKxmlk4dVEvq5lTSycA6cYyU04cSm0knFMiWSMjRDwKpExnzcKxmcl+CCaO\nJaJgDMItuzQrR3y2eU4rcYyciZlgdf4xugB43MPw+aQuNj2zD94OT1jdVo/clYFWA2QYyc/TR0Ws\n/LplB8cwYUsEURRVX4iJJh6GAcTw8PSoyAfth+AEyufjp5Zebn9ILkbVjsGyDBx2aYkV5AWiJCPE\niwiEBIK4ASBL57wPK/o1kDIYM+Tj84Vi7xQDv9v6ifrY2+EhLnp/kEdepi3M5+LURWsiERCnu9Ei\nkUlE4tEhGb9Fgz5HBAISKJ9PJOJR4KQiXCzDIM1mIj4flmWIGrhIBGQQTwQYofbkwucL4ektn2Dj\nEwNrdB8Jf3zzGBxFTnXdu3jZJBRk2VTH57wpOTBxrJa7wkhRLKWuimGAgiy76tcAgAy7mai7slk4\nwrEqiXTprAA6nE5VpkcKnTOIj6DCImYDAWWBiSCvW0EUCYcyxzJEsmUwJCVbMrr9ASBb1npmWQYm\njkVWOtk7PkuXBxQICXh+tybOb0CGsexKHnhBxNNbNIvld0PoYvnCP46rj9OLnTj3Qq2zQlG2HQt0\nOsQcx8JuNSFbF6UymzhV5gIA7BaOuNlMHEvcjFKxqT7aw4QRT8yoFkjCGMplE+ZGGsiLIhCP+nqG\nLAmxWUj/TYbdjBCvZYDbrCYwDEMcMjPdQhB2VrqFOEaWw0JYRAYBkTDKK5KEEC/C5Q1i9mwp5M2Z\nORRVFuCVD05Ffc0b+87gjX1a5uxnJ9oxsyxbHS+pLEC63awuh6xmDnYrp94QknM5TSUTBlLTPz15\nKJXlCqQqdr2fgyXIxcQxYFmGiGoRl0EM4gFiF3xGQqTXxLz8YiwL6ep2YiyKyHJoDmQzxyI73ap+\ntoIogudFQliNAYjOFM40M8p1Ph9vpwfPvGxEvVIRKVvVHuJFuHVdDY4eaUEblUty1bIyYqwnHUDq\nJKqHxcwSJBLiBSIqxQsi0TEiEBLCOjzQPhwTlbkcq4MEgKQQT3/HG9Ax+7GAgPDq9iD13bh9QcI5\n3d7jJSwaUSRzgyLN58jRVmJ82zVzI+yVGkhUVfsvKn8d1zHur/6BUdUeCyaOIX4haeJxuwP4v7dq\n1DFNPJkOCzx+0kmtrzpnWYYgHkAqhtRHYywmlhLMCnce652oYeJpGHwleiSiSITPZ1DHjDBp/f5K\ndbse+u8qGCL7gwVCAqwWU1i6Ek3cenS7AiidnE1sMywgGA7nZCHNZgLHMfjnQbI9jVunD/PcrpqI\nxKOAJiArgMfwAAAgAElEQVRfgAfLMGGaykq5RIgKBwuiCF7oP2olCGJE4lFA38vRKtH7uzQS4fMZ\n0PP9sCUDKuoVgYCCIfLzC/IC/EHJ2k2n2jgr9wN9xm6d/rVBQBQMh3PykG4zI13n3LWZOUKuYW55\nLiFTOrssB6Vy1wgAKJ+QSejLmDmWSBBkGKlsQv+1OKwmwmdjs3AEuXAs6eNRapgU0EWgLBPBeTwE\n05c+RqzxYI8pbYj+ShHk9SuKIvE5iVQUjGGk74tRnw9XXqT9XyaOQV6mtvRt7/HBlqU5+7+6ojzG\nOzIwWpDy5AMAFy8sQY7TCptsnaTZzbBZTZg3TYpSWc0ccjNsmK3r7V2an47yCZnquDjXAauZQ5Hs\nB8pIs4BlGWQ6pAvdbjWBYxlkyjkqFk5yGuu7TDAMQywnGIYhlg4MyJuToX5saIKI5VeJhIGQzmB/\n3wZCQPq5sQxV3c4yRFKlw2YiSlMyHRaIogivX/LhKQSkRM44jpGXYdp58zKtaNd1dbVl2bHqvMko\nyCX9eOMOhuWTfCyfW4wC3S9gd5sLzS1ag73sdCvhBE2TyUQBxzKERcQyjNotQkGWw0pYNA4r6acw\nc6TD2sQxsS2cQWKw9pA4hNdEQr8ERIVppR7w2pgB6b/hBZEgaUEQpRo43eFpGVm9JjQgLY/LirTv\n64I5RZg8IWPQ72uswQi1jxAWTc9DUU4aGk9LPbXqG3tQ39hLSFQEQwKhHqhIWygyDhazdNHbrdJY\nSRpUOoHqW8QA0k3GMJpDVflF1/9Kx7RwoiHKxTBQQhGjPB4qIhKQnmSonB2WIZdMZk5y0Id4Ud0f\nkBQeASBTjiQqn62ynFVyokwyueuzpycXpmP53GJMLtCIaFxjGCyfRx99FHPnzsWcOXPw6KOPAgA6\nOzuxevVqVFRUYM2aNeju7h78VON6o6MQC8pziV9Au9OCbrdWpyUIInx+LZzP6ohHgYUa2yn5BzoK\nw1EkwTBRnMiDQYxfoYGQV7xW1qDPK4phPh/q6TBHPv1rS8vK0vubOJawWFs6PfiwuiX2xMcLEhzt\nOnLkCDZv3ox9+/bh4MGD+Nvf/oYTJ06gqqoKq1evRk1NDVatWoWqqqpBT3XMkQ8AXLysDAW5aZg6\nXfL5uLxB9OgiYCFeQK87EDGqpZj2VOQeCn3Q34/mLI3Q6WGoBJQA4tHvm2hjOuLxKAXDSMSj+HBo\nMldSGvR5WwBUC4mGsmRuOOuWhPlDAl6gtJcMJAZffPEFli5dCpvNBo7jsGLFCvzlL3/B9u3bsW6d\n1Ehz3bp1eOWVVwZ97DFJPgBwxZemEc7gbKeV6B0eDAlo6fIQr1FCvgrCpEvpSEwEi6ff8UAmnuR1\n91AQkRL0Ph+El4fQYzo1gbY+aYH5MOtU7gWmIBQScLTOkFhN9LJrzpw5ePfdd9HZ2QmPx4PXX38d\nDQ0NaG1tRWGhVFlQWFiI1tbWsNfGnGrcb3YUY+nMQmQ6LFJkqzgDeZk2ZKVbwAsiXL4gvP4Qmjrc\nEEWNeHwBKe9HE/KS/lUcpArhKP8qz+vbFev/VZBI4hnJlPR+z80wZNSLJT8jZbmqZDsrn7GSyayo\nOirE40wzg2E04pGE2aTXC6KIqcUZsFtNEAURIi9i/7Gz+EL2941XJNrhPHPmTNx7771Ys2YNLrvs\nMixYsAAcx0U852Ax5ttCLpqWT4zzM+0IBAXVxPf4Q+js86m5QiIkQSwTRxZ+6sGxlGM1rAiUnMNw\nWDziQI+bZEhO5+hZ3RzLQG9g2iwcXF5tjZufZVc7mgJST7M+T1AXpjcj5A5AkLfkZ9nQFOARkAtW\n933eBr87gPmUxO24wSDD5Sd7anCyt6bffW677TbcdtttAID7778fpaWlKCwsREtLC4qKitDc3IyC\ngoLBT3XQrxgDKMlzoCTPAZZh4LCaEAjycMliYVKfc00IS7mPlKxc2rKJxRnDudQaCQtoQI5u+f2E\n+bzkDTaqzbNC/IqsqjJWJGiVzq5mk+RsznFKSpIuXxAubxAZTgussh/J2+nBx581Ye9nZNa7gciY\nmlmBiyd+Vf2LhLa2NgDAmTNn8PLLL2Pt2rW48sorsXXrVgDA1q1bcdVVVw363GOGfP42SGmFvAwb\nAroi1kCIV7WEAelGiaUkmBDioRF+x/Y7HjVVwRTCykmoD8NG+XBosbBcp43wqWU6SGmNTIeFaNDo\ndFpQqKt+/6y6Fe+9OA5LLYYh1H7ddddh9uzZuPLKK7Fp0yZkZmbivvvuw1tvvYWKigq8/fbbuO++\n+wY91ZStatfjLzuPoVuWPb39uoGp2721vwEAkJlmQVa6RQ3xcnJWs170i2EY4nuhl1nRMCjyoePz\nAxkP9VxxYLAXi1TXRo71CAkiMXdPIEQQk5tSqPQHeYR4QY2E1Tb1AAAuWyL1d391Zw1a290I7D4F\nAFh8aQXOv2b2IGedfCSqqn3DBU/GdYz/fP9fjar2geK1XcdV4gGAp1/qX1A8EOBV4gGAXm+AyC3h\nqZsBGJp28qDJYJAWT9jLB3u+JCE8AkhFvSgipy0iKxWWt5o5IgQ/bUImVi/SBP6/tqYCji/a1fGn\nO/r3Z4w5GOUVycFb79ahtd0NkdKOiUZAPb0+PP1/+1F7sFndVl5MpuRnp1shiGKY/ozi8xmo1TOs\nZNBP5vNwYzCXZ6RcHyB6CgPd350XRIhieNJnpsOifgQnm3vxjwONhDrB1x9cjaJyqY7vO09dPYgZ\nG0gmUpZ8WtpcON3Yo44FSrB884sHw17znK7PU+3BZkyjaoGUIlIgsgwGjVgGUVKskVHqAwqzFqnh\nQHKo9Cs0moAy0iw41dKnjt893Ew8f929K8Yl8Ri1XUlAUUE6vvJlqZGfKIoQRRG8HMNV8j5+//xn\nxGvuvHWJ+nj1JRWErowzzQJBFNVfX6UeTMvzkX+d5dco91Z/BDRsXyV9cvlfZjjPqZx6QDuJYaUd\nka7rsNIKjqyX0zceFASRKGsJ8gIqdfK3l5wzcSAzG/swll3JQXFBOq6+ZIZGACIwsdAJUecTeOZF\ncgl2561LsPqSCnXMCyLRykUQNeJRQN8kdJfeSAQ06K8xVno0jdETJyBBNQXUv4tI1za9jDVTmcs2\nM0s4qU0cSyyJ50zJMYhHjwTXdg0nUpp8ACA3245vXCtp9xblO7Dmoin4pq6fU0VlPt4/qhUenmzp\nJS74wiw7rDqHs8NqiuhgDiMc6vlB1XHRX3S05KEhJB7qHw8HPYVZNGE7UO+Leg9shLdNt4FmKU0k\nfd92q5klWuicbu3DB0ZhaUpiTITaIyEQErD3C7LeZEKegxjn6xQLgdhi79K91H+IO2Z282B/XQby\n9SSwEHWoiDnLAfimwi1KKixPBQEOnuwgxssqi2LNYtQiUaH2qlXPxHWM+/5xmxFqjxfP7ziGE6dI\njZGmdrf62Gm3wEc5qfUXdzTnW1gER/d4RIgnxn7DQTyRrKqY56EKTyPuEvYSbQtNPN4Aj4rSLHWc\nysSTUDBx/iURY5J8tv7tc/Vx3Zke4rmmdjecOqHySAQUsUGfflOMjp1AEomnn/2Hi3giPR7Q+ajC\n0whPRySgSMSjoKI0yyAePQyfT3JwqqkXW1+rJuRRN/7yn/Ce0KQVsnPt6PVohYqZDgtaOjULyMQx\nCOntfYYhHJoiwvNPpCdIx6p+F0m7Jvr+A8JgL4QI+yfD5zPY8+mJPdKPLU1ALEPKaZg4lijFON3a\nh0+Pn416vqb6Hmx8aPcAZjY2wLBMXH/JRMqSz5mWPuz5VMpUfu6NLwBIxAMAvDsAz/EO5OZLYuKC\nKKLXEyRa5rR2uglNmZAgEjdwkJfqppVlllpYSs2DNoj0HJM0Aupnv+EioKEQj/r6AfjNGJDOaauZ\nI3xyTrsZZ1q1PJ9IBNTe6sJfnzsAAOOKgFIFcZEPz/NYuHAhrrjiCgD967pu2LAB06dPx8yZM7Fz\n5874Zg1gUpGTGG/c+AExFrq8qH9LKzate/ULvL9Vy/s5eqYbu/Y3quOmDjeqT2sWkyCK8PhJZb0A\nJTZGLwdoXwjDUDflUMzagbwmyT6fRJwn3JkfPSqmQJ+IKIoiKnU9uxaU54Xtn1dI6jrT18iYxHjx\n+Tz66KOorKxUL5xouq7V1dXYtm0bqqursWPHDtx1110QhDCd0kFj3RWVYBkGrjMyyWVapQ9QLkYU\nAjyEII/T248BAPggj3c2f4pqeX9BFLHz0wa0dnlUDZnq050QRFElFq8sLsbLY0V0TFmqKUs02hei\nv5dEYGjEo2CIBJTka2nouU3yv8p1pBwn0vFYhtQLmj05G4un54dlSCtYf+9K6UDpktU75gloPPh8\nGhoa8Prrr+OOO+5QL4Zouq6vvvoqbr75ZpjNZpSVlWHatGnYu3dvAqYP3PLVWUTezvr//BIcTq1M\nov4NStu3NAPt1ZqJnuO0EvrOVjOHrj4/8RKFgBSEqPVUJJ8Q4UYC4k8KHAIBjVa9H/IFMZZgEXYn\nGzb2r4fndgcAh6XffcYUxkOG8/e//3386le/IhLCoum6NjU1obRUqzwuLS1FY2MjEoU77zwfALB+\n/TIAwDd/uFwiIFqAvFSr5er4oh05TisydBowdosJWbLOc5+HWnLJFg7dAlj5xY2WmEh8nQYB9Y8o\nnw99PJZhwLJkg8ZIcLsD+MMfPiG2KdeIgZHHkMjnb3/7GwoKCrBw4cKoCUmxCtUSXcRGX1Tf/OFy\nmHVyDFffsQQTijU/0ZdWTMGKeRPUcXubCx99eFodB3mBKFwEgB6akCgfUNhSMoIgWbzSGTGRpKhX\nf0jI+WJYRPSWrj4/3vykXh0HQwL+8s5JYh9HaSbGPFLI5zMkDecPPvgA27dvx+uvvw6fz4fe3l7c\ncsstUXVdS0pKUF+vXRgNDQ0oKSmJeOyfP/CA+nj5ihVYvnLlUKYIAPj2T1Zh4/07ceN3zkdesRNX\nT8nGthcPYcmSUkydIkkuLJyWj50f1KGpXsoH2vV2LVaumIpeeSl2qqUPZUVOeOVeX519fuQ4rSrx\neP0hScRcJg1BECRrUB6LUDp06p1AcmRNXxgaaUwjFjHFiHol49qKi3iUz0DvC6JTGiBZlCqphwT4\nAjz2HpOkPt/8pB6XnDMRz78l6fg4p+ag72SnSjx/ePUovvm1kRcXe2f3bryzZ0/iD5xkv008iLu8\nYs+ePXj44Yfx2muv4Uc/+hFyc3Nx7733oqqqCt3d3aiqqkJ1dTXWrl2LvXv3orGxERdffDFqa2sj\nRjwSVV4xGLy3rx7VNbIfSARCvhCWrpiiPn/48zZcvKxMHfOCoPZsl19C9KLiBZHsB8YwYa2SBTHG\nEjsW+VA35kAvulFPQBEPSB6RF0l1gcZOF0409qrPlxU58fFhrd6rIM+Blibt+dFAPjQSVV7x0Nf+\nGNcx7n31ltQqr1BIJJqua2VlJW644QZUVlbisssuw6ZNmxK+7IoHFy6ZiMmlmYAIBL1BiKKIj3ZL\nJvvhz6Vf1F0fnAIgEQ8A9Hgky0j5mpSsW56KginQr76Ux2F5QAqifTYJKEBNxmWV8G+WKlblWEaO\negGeQBDZ6VaUyakX00szYTaxWDpXynoukOv5imTtptFIPOMVY7awdCh4fWcN6vR9n4ICHDonNWti\nseIczXHe1efH5ELNj6T0fVfAADCZqB5H1DnDSgqSQMqpYP0oS6z+4PYFCZIPhQS4dYqGggDU6gTn\nyidkYHrJ6PT7JMzyuepPcR3j3lf+JbUsn7GCy9dUYGaF3OdLrvlyN0jmOivLbuz5RMqqVsLxp+Us\nW4V09JnQDMOA5wVNPpQ6n8IzIr1hGJEqxKP/N+I5RBFpVpMq9G9iWdgsJjjkhoNWMwe7lcNU2eIp\nl/893tgT+YBjBIaSYQpj1YqpmDeLbDinEJACOg/IR0W9eEqCVRSFmNIbqeQo7A+JIp5oY4BMa7Bb\nTLDqrEubxYQMnT/OYTOpxKPgUB0pxTGmkELRLoN8IuCiC8swb14xsa3vtJQVPW8G2QE1R9YE0pv7\ngObzYZjwrFyA9hUn71sfboM6nncSkWgi7af7vEK8ABNHLnfNHKt2wfBQrXc8/iBCvIDDp8YwAaUI\nDPKJgosuLMPMmboWsCJgCZAWTmuXj2i7Q1tAIV4gGt9FIqAw4omx3h6IZTDSGMqcBko86v6U1AZN\nQCYdASnIcdq0gEAEsbkxgfGQ4TwesOrL5ZiiiJSbWXScdaNWjn6d7fEhxAvYXyP1iGIZKQIT0Ml7\nsCwpz0Hr2UjRckqLox9E84Uw1ONY42RgMOeJtm+sY5gJZz4DE8eqpRccy8Bq5lQlg6x0KziOweRC\naQkWCArwBnjsOTTG2iqPh9qu8YLLL5+JKdNy1XFrcx+qvziLgE6E7OipLuJX1xfkiXGQF4gvNqzw\nlNbiGEC0YSAk0984GRjI+WLtMzACIpdc+hyrNKsJRdlpREfa4hyHWiAMYGwRkOHzGVvQR8GsGVb4\ngzxcvT4AgM3CIc3KoaZBrpQXRASCArpcUh4QA+mCp0svwgpP9YjyCzRqciIGiEhKh0OxwvolUVGE\nWafLxLIMTCbNApIKUUk5DquZw1Rds0h9mU3KI4WWXUMqrxiPWLViKuwOC47JJONxByCKIrJ19UIN\nZ13Iy7Sr4y5XAHkZ+kaEAlGIK4gAR3/fMUzfZJVJxIv+JFYT4RNiQC5ZzRxD1BGbOBZBUbNuWEb6\nn6J66bCZMbU4AxPzSc0fA8mDYfkMAsvOKUVlubYE83qCaJTT9u1WE0E8AJCRZqZ8QFR3DAxe7TAV\niAcIn2eirTZaI4kWMBAEMazqnWVAWEmdvT7VYh0zMJZdYxdL5xZj+iRNQc/lCqD9rBv5EYhHQSAk\nRCQeBQMloFQhHgXDRUC0OmQk4lEQRkAsAzPHoL5NSg71+kM4eqoTYwaGw3ns4rMjLThyuEXtDW8y\nsTCnmdHQ7lL38Qd5dPRqiYgcyyCoLxuR2zsrCFtqj5GEQ2B4Im20z0e/dFV8bHrwFLv7goKq2wRI\nYftj9WPDAjIE5McoDle34aNPJRG0oCcIISioOsFdfX40d7rVKIogiuhyBcioV4gnrBpRFAdFPKnm\ncFYwHBY9AxCfJceQ51A+90CILPj1yNIoaTYzMh1WNVzPCyJONpOZ7AaGFwb5DAJzKwuIsa+pF31t\nWhseq4kjBMZsFo7oMcUyDPkrTC0ZRERWRDQQjnCfjxgmZ8tTEUYflSRaf9ZFvOb9g83YubceKQ3D\n5zN28W/rFgMA+G4vAOBsbQd6mvtQkitJNwRDAvwBHulybyleEOEN8ESmM0+16eFFSoB+jPh8hgvh\nPh9RNYIUMlEsHsUCUqJciqX5xRlJvaCrzw9RBD6Vk0dbOz2pTUAp5PMxQu1DgEI8Ctgs0tkc4gV0\nu/yqX8FiYhESBJh0zk+eF1Q96IjfeTQ1QwNSmF03ZmUCUkBbQPqmkgDQ6wkQ484+HzHO0aVHpBwS\n7Lc5duwYbrrpJnV88uRJPPjgg+jq6sLmzZuRny/lv23YsAGXXnrpoI5t6PkMEhsffY8Y5y/UEtRm\nUhrBVguH4pw0YpuZEqA3mdj+67VotcdBzXZsg16m0o7lEC+ELbW6dZ1KmtrdxHOnGnsxrTQT589J\nfvvlROn5/OqbL8V1jB/+4bqo8xAEASUlJdi7dy+eeeYZOJ1O/OAHPxjyuYxlVzxwk4LyHdQvqNXM\nwa2rquZYlgirswwDkbphRs9PQQpApMmGHAcoi8dPjS+aW0xw++JZBSNCPAnFMPp8du3ahWnTpmHi\nxIkQqYjtUGCQzyCx/nsXSg9k4jn73mkAQH6mZKorBJQhFzT6gzw8/lBYZjPLMOqFr9cjVp4HYFg9\n/UC58JXPxC+nPigE5JElTpQyC4V47LLYWLlcXnHhnGIwDIPcDBvRATVlMYw+nxdeeAE333yzfBoG\njz32GObPn4/bb7+d6E48UBjkMwSoBCTj7BFSmuFECxmypeUfRFGM0HiQPEfYb8oo6Mc1WkF/ll5q\nqXVUL40LjXgUXDinaGwQDyDd0fH8RUEgEMBrr72G66+/HgBw5513oq6uDp999hmKi4tx9913D2mq\nBoaA9f/1JelBliQmVv3+GQBAjzsIUQT210pSG3arCRwrkU8gJKi/2KIoanIb8i8ObfCoZq3uNfr9\nxjMBKTpIIUEkEgs1ETdpfLhOyl5WtJyzxlP30gHgRNMR7Px0m/oXDW+88QYWL16sOpgLCgpU6dU7\n7rhjSB2IDfKJAyoByWhscxORlpYuD5FkyDLh/h06MjNYi2c8E5Deg8Mw4W2t6aRBi4lFmnWMB3gH\nucwqL5mLNefcpP5Fw/PPP68uuQCgublZffzXv/4Vc+fOHfRUDfKJE3fJrZqzZuSBNbFqdGVivgMW\nE4szcg2RmVPavWh0YZLrAqLJbYStwMeI1MZQIIJ8n4IoEp9Pr0eyOJWw+snmHjAMkG6XyGb25Gzk\nyZK3YxnDISDvdruxa9cuXHPNNeq2e++9F/PmzcP8+fOxZ88ePPLII4Oe6xj/GRh+MAwAX4ioi/EF\nSDGxHrcfBbrCU1EUCfnVSBhsmk+qSG0MBSL1WE/gHMsQ4XMgPK8nGBKQOw6IB8CwmBMOhwPt7e3E\ntmeffTbu4xqWT5zY+Ot3AQBdB5qJ7V/I7Zc5loHDZg4XmI8htQEMXm5jrFpA4eVv2pYQLyDdZiIy\nyAGgJE+quet2BeD2hbD9w9PDPc3RgRTKcDbIJ4Hgqbyf2qY+FGZrSYaRCIgmnngxnghIH0F02DhC\nSoNlGHAsC5dX+8w/O2F0rBhNMMgnTvzrdy8AAGRU5MGUblF/lVmGwbQJTjR1aFm0douJsGbMJjbM\n3wNoBDIUqY3xsPQCwsXCGjs8cPmCqgO/qcONbpdfXd5OLc7AAp0Q3JiFYfmMH5hMLK66YR5M6VoI\nl2EYVOjaLDd1uGG3aO41QQTh84lEQDTxDMSiGU/Eo4BjWbT1aJnlLm8QZ9r60O2S9JTSrBxmlGZi\nTtkYyeOJhWHK8xmuqRqIAz5vEK/89Sg8TX3qNpYBjjdqYd6iHAex5GIYMvWfZRjCn8OA9PeoeT2G\nzwfBkEDUcHXqrBsA6PMEw2q89la34ixVDDxmYVg+4wdPb94HAPB1eODv8BAWS21TL4pyHOrY7Q8R\n328gRDYVBBU+FsQIeT3jmID0TnpeENHp8qvLrDSbCS5vUJXSUMoozjRLPwo7Pj6DXioqZmBkYZBP\nnCgqdgIAWDMLe57mXGYYYNqEDLR0aj6fdBuZ2WDm2LBfaT25RPohYqSdos5nLC+96PSETF1P9m6X\nn+jFxTBSSxynbp+M8ZDdbFg+4wfXXjcX5TPykDOL7OE+bYLm82npdEckHgWRCCgq8Wg79f/8GIL+\nndIElO2wotvlR5+HjDQuqZBUJ6+6aAqy0q245ZIZwz3N0QHD5zN+EAzyOHG8HX6d05PnRZzt1saF\n2Wno82o3hygirK1ymFN1IOunfkov6IzgVIaeVH1BnmhB3eXyh2kkubwkEV1xQdkwzm6UwbB8xg+e\neupjAEBffQ8CvX7wsqRDR68fbV0+Is+nzxsk+EJqqaN94epT8kUQs9I9AmjSGUsE5AvwaqQryAvo\n6PXB7ZOIJscpSZooxPP2Z40jMk8DA4dBPgmEwJDiYM40M7r6tBY6vCCiz6f9Kps4NkwAK5bFE6vw\nlMZYWYqJogibmbxc9b3RABgOZcCwfMYT1q9fBgBIl/VgQr4QREHEZLmlTo87gB53QPXrCIIIty8I\nk26poBCQKiYm7xtNjnegBDSWiEdBmoVTNgIACrPsEAGcapGiWspn9+UFJUmd46iB4fMZZ6DKKkI+\nsoxC6WShgGXJ0gAGCZBPjXCAsbLk0kMUEfZec9JJwffM8RDVigbD8hk/2Pi/ewAAruo2YnttnaSe\nN7EgndhuMbGwmjkIoogQL4BhQPh9AG0cbQkW9RIZowSklKyIYrhmj+K4XzgtDwCQLft+Pj1+Nokz\nNDAUGOSTQARdfmLsoQpJeUEMC6vHQiJ8QGOFgPRRLmWbHgrxjGsYls/4wZ13LwcAWCdJbXMUAsqT\nEw6VHuC8IEIQRPgCsqA8w8DESeJiYWJiA9R3jiqnOgYJSBRFWEys6iszmziYOBY2s+QDOtXaR+y/\neHp+2DHGBcaDz6e7uxvXXXcdZs2ahcrKSnz88cfo7OzE6tWrUVFRgTVr1hCK9hs2bMD06dMxc+ZM\n7Ny5MyGTHw1gOQb0re1u7oVFcYwCaO7wEIQS4gWIutdEIga6jIImoMEKzkfaJ1UISf9ZKMtWBRzH\nIkhFDHPGswU0Hiyf733ve7j88svx+eef49ChQ5g5cyaqqqqwevVq1NTUYNWqVaiqqgIAVFdXY9u2\nbaiursaOHTtw1113RazkTkVsfGg3IAL+0xLRBl0BiIKImn0NAACn3Qyn3Qy/LK/KyuJiIV5Uo1wc\nLSYmXwPRCIjSlVcxGAJKJRF6/fJKhPQZKpt4QYTTblabM2Y6LOAFEXVUB5FxAybOvyRiSOTT09OD\nd999F7fddhsAwGQyITMzE9u3b8e6desAAOvWrcMrr7wCAHj11Vdx8803w2w2o6ysDNOmTRuS2v1o\nh7+2E4LOL3H6WDsydLVFPn8ITl3kK8gLYcQTiw7CCCcBFlAqgGHILHCOygrPdFiJhE5eEHGiuYc4\nRivVodTAyGJI5FNXV4f8/HzceuutWLRoEb71rW/B7XajtbUVhYWFAIDCwkK0tkr9rJqamlBaWqq+\nvrS0FI2NYyMD9dvfv0h6EBQk06RVusCtmTbYctOw/5gUdRHkVjkNZ13qa60mFkGiPbSS7yP9SztU\no/0wDYWAYh1zNEKvAMAAsHCMqpXtD/KwmjnYZN0kty+I5g4PDtdp6oWv7TqOrS8dSuqckw6Wie8v\nmVMdyotCoRD279+Pu+66C/v374fD4VCXWAr6U8NXnh8LMFs4TJ2UTTphWt2w6Xq07z92lsjraTjr\ngqWj4CUAACAASURBVFVXICkRUHz2SDwElEpgGYYgTDPHQIQWRbSaOditJrXQtMcdwOG6Dmx+4TMA\nkizH868eTfa0k4cU8vkMqXtFaWkpSktLsWTJEgDAddddhw0bNqCoqAgtLS0oKipCc3MzCgqkyuKS\nkhLU19err29oaEBJSeQM1J8/8ID6ePmKFVi+cuVQppg0vLx5H5rPyI51HaH0fNyAzKWStTenPId4\nTVFOGtz+EByy5gxdqa3ltYhh/o5ol0ek64bYP8qF1d8xRyNoPxgviDBzLLzQLEiLiUNJXjoa2yUr\n8+OP64nX3Py12cM/0Rh4Z/duvLNnT+IPnEJfJiMOsdv78uXLsXnzZlRUVOCnP/0pPB4PACA3Nxf3\n3nsvqqqq0N3djaqqKlRXV2Pt2rXYu3cvGhsbcfHFF6O2tjZ8WcEw8Ib4SKcblXjusQ/QdVbnR6BN\nV4bBBWvnEa8p0llEQHgHTfozYSlfR6RrK9YP1kCszFS4ZiMRj35LLyWr4fIG8Y/dJ4htd9y0YLim\nFxfsJi6mUFwsMAyDh38cXyT5ngfXxD2PgWLIfbsee+wxfP3rX0cgEEB5eTm2bNkCnudxww034Omn\nn0ZZWRlefPFFAEBlZSVuuOEGVFZWwmQyYdOmTWNi2bX235fh6Q274fMGAT8P+EKA0wLIYfb0BUU4\nWN2G+ZWSBegP8jjd2ofJhZIAmcNqQjAkEJaP3tqh28EMhHiUoagfD6AJWCpYQAyja7rIMOA4rUyF\nF0RYzSz8QW15G+IFzJieh2PHpZ5TJeU5+MeBBqxaWBp27DGDJPtt4sGQLZ/hQKpZPgq2bfwQ7TW6\ntixOC9KXkhf4zOlk54TKSaSgOb30Co+ChSMa8Qz4BfTTMc84OkBfsP4gT/jU/EFBFZAHgIbGHvh0\nby4jzYILZhcN8ywHh4RZPg/siusY9/zk4qRZPkaGcwJw4/rzMUHn1wm+V4/AEa3Wq7Iij7BiJhU6\n4dKVXtDEQ7dVjgSDeDSYKDEx+vN0ZtmJ+rnRRjwJxVjP8zEQjqu/uwwTynMQPCilF7jfPAH//mZU\nVuSp+7AMg0nykgsAXP4QTBGIR0E0AjKIR4MS5VJC7ErQMT9Lak/dI2v85DptYBjgsiWThn2eBgYG\ng3wSiKu/uwz5OgvIungCOnVyqgDQpEt0c1hMCFF9xYUhmLz9vmIAvrVRs+6OgVjvhC45mV6SSYzz\nMuz9vr7b5cf2j04PYWajCGM9z8dAdHz96athy7Ai+x5JZKzlrBvdvZr/QRBEdPT44LCaVF4IRiGg\naE75SPwUkUAG4dRPVQJSkgxpBQElinhOBVlg+klNZKkNf5DHm582wOsP4S/v1SVmsiOBFMrzMchn\nGNC4Zz8xzs60EeP8LHsY4YQRzSAvhLC9x0A0ERigED7Fxm4fGXI/pyKf+Dhqm8Lrvl7fe0Z9HOJT\nuO7Q8PmMX/xP5g8AALVf/z0AYLbs81HIRfH5hAQRAV4AwzCwyFXaaohdjnRFu+li+nyGQDyjkaoi\nCeHTnwkvE4Uir6oQT2MHWce1eLpEQFnpVqKtkYKrL5iCLLnl9Y0ryuOeu4HYGHKej4HYYChq5zgG\nHl8QaTapuFQUtWWD+hqKOAaT5SwfIPa8gJiJi6MRsUpGaht7UJyrJXG6fEGk27RC3lgaP5csnhjv\nFEceKZTnY1g+CcbPen4NAJj+/LcAANW1UoKbkrbT5fLD5Q2CYxnYLSYIYrh4mBrlEslCU2WvqFo+\ng8hkpv8djeh3bqIiRyLtdaiuE4CknQQA2elWgnjGDQyfz/iGQkAKWigpB7cvSITUBRFqvy8FtN+B\nHiciD2w0E4+CiHOk3rwvSCamtnV5kWbVjPqDB5qGYWajFMOgZDhY4cDBTNXAMOAbl88CAGRl2FCU\n54CincYyDHIzbIQQuiiKEERRJaAQL0IUoSr0Kbksin+DUV8HYjwQRkqVqJYeegISRbKeyxfkwbEM\nZk6UwuqcLDT22QnJ4vz8aCve230SGx95L3kTHkkMg+UzGOHAQU3VKK8YXtChXb1PggEIsTF1u+4i\noJfw0s1Fbgxb5o+RpEIadA5UIMQTfNva5UWvR2sc6PKFcHBnLfGa9d+/sN9zhHgRJi75n1DCyise\n3hPXMe65ZwUxj56eHixcuBAnT54k9ps5cyb27NmDwsJCtLS0YOXKlfjiiy8GdS7D8hlm0Hkmik8C\nANKspohhXeXLj0Q8+ucVED6gMUo8IsKd8RYTpy5fz/b4COLhBRFNHR7kL55AvKY/C2j7h6fx+t4z\n8AVS+AcwwZbPYIUDBwODfJKA8mIytNvc4VG1fIDIeSU0wdDXBf28KEbYiUIqE48CmoDMJha+AE8U\nkgLAiWatm8VACGj7h6fVxzs/bYhjtiOMBPt8EiEcGA1GqH2Y0dXnx8dfSEWmeXKyYTDE4/MzXZgl\nV7b7QwL8IUElJHV5IWg+DGU7q/uFUsLuDORNeukMnfQEkDrEQ0iB6B7TBKRGAEXAmWZBRppFtXwm\nFqSDF4ETcjKh66wblrw0BNolq5Neej2/6zh4QUSG3PViQq4j0W8reRgkCdQeP4ATtQeiPj9Y4cDB\nwLB8hhkK8QBAe4+P0Gz+/EwX/LpMZ7c/RPg1BFEMt3gQPib2EUXS8SyKKUc89GMgnDwlAtL2K81P\nhzPNonaILStMx/SSDLhksTcuzQxrYXoY8bz4dq3q0O/t86MoJw3n6IqBxzqmTV+ISy67Tf2jUVRU\nhIkTJ6KmpgYAsGvXLsyePRtXXHEFtm7dCgDYunUrrrrqqkGf23A4DzN4QcRbshl/6RIpie3D6hYA\nUFvnVEzMAiDVFwFaXZKJYzWrBuSSgzZzVR9pilo+scgm2kWq7wArCCJ8wZC6zeUN4nR9D2pPSa2r\nb71mbkTD4E87pRsrP8uOS84dmUTDhDmcH40vqnfP9y4Mm8fBgwdxxx13RBQOPHPmDMrKJOHArKys\nwc3XIJ/hx7H6bsyYSH4x7x5uJsaTi5zEOE+WgFAgrbb6z4ams6VpjFYCGirxKFC6wSrwBkKE87m2\nrgurlvYvpbH9/VO48oKymHMdLiSMfB6Lk3z+PZx8hgvGsisJoIln254TaOrUol4TC9OJ5x02E0JC\n/0mFkcLt/V00o5V4gHD/jh4DuQ3oyLjdQroyYxEPgDDieZ7Sfk4ZGBnOBqJh2x7tom7q9KAk30Fk\nOzusJphlZb4gH7mHe395PpEIaDQTjwLFca7HgH5/5fdrphioMEvKp5pc4Ax7SSwoxJOyBJQiMMgn\nyZg3RRMby8+0ofEsVXpB6dLQCOMWOiQfYduoWVcPAomYMy3Af+R0J46e7ur3Nc+kelNBw/IxEA2z\nJmVjQXkuCjLtqoVzuqWP2Kdblv40U9rEisWj+jdkklEtIv3OKUxAg5qr/JkEqdq4sz1eAEC93CH2\nUF0Hahp6cKyhWy1CpbH5hc8ghAR45Vq8G1dMHdzERwOGobZrOKdqIMn4rKYdfe4AsS1ST6r+xv1m\nOUMW4UpRAgoLqw/29dQLPvq8lRAQq23qAY3uXk3uVggJuHH51DDLKRWgJPwN9S+ZMMgnyfjjm8cQ\nCPLocfnR4wrIovKSw1khC6ddkoJQqrUV4lEyodVounJQeYPy40/ky6QoASlgqH/DQPl8lM+mQBaQ\nb+nyoqXLqxIJA+CaC6aEHSYrw4YrVk0HIDUWZAehiyMIIj6pOUvU8bV1e9HW7R3wMcYjDPIZQfS6\n/Uizk5EZkTJh6NIL2gKKqu1DbOyfckYjIUVyQMca063O0u1mNOrkTFiGwdURiEdBYb4jZkfTLqqM\nAwD2y5pNgFRIrCedpBOQ4fMxEA23XDIDgJRAmJNpR2unFx2ywLw/wMMf5NErL8lMVCGpYhYryYlq\nFYYQuRAViH3DRpMnHa2gLSFGtfpEgmPd/hD6vEEsmq5lK1+1rCyuc7d1e/HG3no897ZWKf/u4WZ4\ndUGCve/U4aWXDqvj3AxSv3u4kULcY5DPSOCWS2YQovJtXV74dZXU/iAfZqxELCTt53kg3AGdeh6M\nyIj0Pui37/JqIvKLpufFTTwAsGt/o/p42+4TRKKo1x/C3nfq1PFLLx1GjtMaM/Ez0TB8PgZiQim1\nAICpxWQuSrbTBl4QEaBb6siJh+G6z9JF1+8SjGEiWjcxfSqjHArpmqjPpDBL69G159NG/HHHsbjP\ndcV5k9XHE3S6TADQ3udHcaVWXLn2+nlhnVSTAiPaZWAguHTJxIjEo0AQY0e5ADLpMCIB6Z5PleXV\nQEB/FpEIaM+nmrUSLwE508zIy7RhYj5Z9d7ep/mBiisLcPs3FiMrM7nLrVSEQT4jiG17TuDAiQ51\n3OsJ4nRrn7qEUCI4dGYz6YQWVYsIkCwY/T0ZK+kw1Xw+etDLhBDFvC1dHixfpGn5pKVbBt0Q8IU9\nJ4gea4rkrYKL5hbjat2S7uplZbDKbXxGAsayy0BM6MssDpzoQK9H81GcaesjfsVFhHe44AUBesoQ\nBIHSOo6ddBhJniPVoBJyBOJRsHzRBKSla3K1AyWgF+Tv6C/v16HPG8Sbn9QDAHwBHoIg4qK5xeq+\nVy8rw1fPHQV94FPI42yQzwhB35guy2FBhy7JzWEzo73Xp2uVIyIkiGqtF8NIYWPCwmEY4hdZhJb3\no22MTS+pSECgfrUZhoFdpxTpD/CYW5atjguz7KjWlVk0dbjx1n5SvfCNfWcI8v6kpo24N4/sqkWd\nzmoFJFXFkUYKcY9BPiOJG1eUq9o9ANDR64PDZlYFzNt7fBB0IWQtpK6zikTa50N2dxjrBKTMVVF8\nVD6LLIcVDpuZiCKW5qWhOCcNObJiYfXpLpxpc6n1XgoBvbFPap2ckSYlexZmSf4bs4kFwwAn3j0F\nAHj9laOoPRa597uB2DDIZwTx1HMHcLqmndh2pk2r80q3mwmu4NjIESv9kiyi1IZ+wwB/3lKJgDSE\nvzebzv+SnW5Frkw8gBQer2sh+7bTFtDKecXEODPdClZXQV+jU6ocFUgh08cgnxHClj8fVB/TBHSy\nuRfpdjMslBnPyaFb2r8BSATUr9QGMOiLKxUISHlHdFRQERNLs5lhNWsExDBaqoJL7utOf85KiHzh\nNClBUdHadtjMYAAsuqQCAFBckoHLvzY7cW8mAWBYJq6/ZMIgnxHCskWl6uOc0ky4fFqWbFa6Be09\nZFo+3bOK5h+GYUintChGb8MsPx9rCTZac39ikSJ9D2U7rbDpBMZYRiISPRaU5xLjcypIQXSFgBTM\n/XI5rolRijEiYOL8SyIM8hkhzCjPxfmLSpBZ5FR/cVy+EDiWUVv9NnVIdUkK8fjkLqeKz0fhFsLn\nI5Ck0i8BSRsizm+0Ew/9r2LNKMSj+NLMHAuOZZGbYYPNYgIDYEJeupyvIxX0zpuaCxPHonKyRDAL\nyvPkY5K3xyRZnN7V68fhfQ3Y+NTHCX9/4wkG+Ywgjr9eA88RrdmaKIjo6fER+9B9yOlCU9rBHLay\nipD5nJBG73FiIDOIlQpAEyktp5qZZiGyjHMzbJiQp0nWFmanYX65VvuVZjXhvFmFxDEsJjJnJy/T\nhs91vd9HGwEZeT4GYuKvj7yHptoOuL9oR8/HDRBFwN3rh8sdRI3cbSFHLkpUyiyUGymgiuwrYmJR\npDZ0UK0k+okoF9xw0tNAEhujWTjaDmLEf4lcJ5Dhb9qnGuIFuTuItNFq5sCxjOqkNnEMTByjakK7\nfSGc7fbinOVl6jHWf3tpP+8i+Ughf7PRNHCk0HhcyxHxnOgEyrLAycstlzsIr5+0eNy+EDJ1YXlB\nEAjNGV4ge4wrtyJxM4rkBSYiQiIiVYpB38yJvj4jHTOihaObF88LRH2bIIiEn4cBmWJgNrGExcgw\nILKWGZBOfI5lwAsCrGaTur/TbsbpVi0Sec7yMiydSVpJowLJZpA4MGTLZ8OGDZg9ezbmzp2LtWvX\nwu/3o7OzE6tXr0ZFRQXWrFmD7u5uYv/p06dj5syZ2LlzZ0Imn8r4zqavqY9tK8sg8AJ4WZph6uQs\n+IO8Kq+q3Cg9lNSG5s+RxiHdHSf5k3UhePlfVYFV3S+yBaEeJ8q/8YCJ8jji8al58TKJKNEtXgxP\nqBRBOp07+nzo0bXSaepwqzKrgNRqJ8QL8Mifv9sXhD/Iq3K2gOSg1juhT7e58eI7J2O9VQP9YEjk\nc+rUKfz+97/H/v37cfjwYfA8jxdeeAFVVVVYvXo1ampqsGrVKrWnc3V1NbZt24bq6mrs2LEDd911\nF1GPNF7xnU1fQ9qXp6hjgRfgsGo+Bl4QiV9oINyBTI9DPKlrIwjhUhqxfCex9J8TRUADJh4ZfAxh\nNYWIFLCMRDwKejwB1YkPSDrPfp1PLcQL8PpDKgmJoohutx8ZaZLFybEMls4sxOk27RijjYDGvM8n\nIyMDZrMZHo8HoVAIHo8HEyZMwPbt27Fu3br/396Xx0dR5uk/VX2kc1/kgCSQQBIgEEIQQRkFGURA\nBQ+UFWaB8VhddNVVfzrXzo7OrILjOI44MqMjjifC7BygrkRAObwAgYTDOBAggdwScid9VdX7+6O6\njreqkyZJ52h4Hz580m/1W2+9lVQ//b2/AICVK1di8+bNAIAtW7Zg6dKlsNlsyMzMRHZ2Nvbv3x+8\nuwhh3HXbJEp9am5yQvARjtL6V4FSXrWrUhsczOU2jP28unq+An3w9eivR9SkAuogGSK5/c0zutg9\ngoTYCE1V7dDV+AHkAETRcB2vKFG/o7P17Sg+ScdhLZk52u/rIYGLvaRGQkICHnvsMYwcORIjRoxA\nXFwc5s6di/r6eqSkyHpwSkoK6utlT05NTQ3S07W4lvT0dFRXV/td+1LEXbdNosanyhowPJEu2yAa\nJEVBNEpAkqnucKB+XgExCD3AOD/X1Qs4/giIEOKXeBTERthNxBNmt6hBm8a7tFst4Dig8ju580WH\ny4uj5XQe163fyxx6xIPQknx6ZXA+deoUfve736GiogKxsbG4/fbb8c4771BzAt1MV+/9z1NPqa9n\nzpqFmddc05sthhRe21giv/B9gjKzE1FR14rRI2LAcxy8gghRklWAuMgw8JycxyRKRJV0OI6DIEqq\nR4wQApHQkpBMQPK5dFJqN6TSjRGatjiZx36XC3COqYuHwUsnSgROj4Bwu0WNd3J6RDhsFtXgLogE\nPKcl2p5vdSHMZlFVLJdHRLvTi5QErSCYsaX1ZyW1GJkapT6n+Vl0EGJfC4Xt2bULe3bv7tMafhFC\nBudekc+BAwcwY8YMJCbKf5Bbb70VX331FVJTU1FXV4fU1FTU1tYiOVk20KWlpaGyslI9v6qqCmlp\naX7X/q9f/KI3WwpZqMQDABJBZq4Wd3K6phUjk6PUD5FXkNDm9CAuUstPEkRCuZMFgydIT1CARkAU\nDIcuxAtmPL2b5fzO87tGF8SjvE98xAPIhBMRZoXTlzjq8opwcBZqYZ7jKMNymM2C5na3aiuqb+xE\nSkIETlTKjhGFgD45IOd3na1rx6jh0bhqIp3fFQzMvOYa6ov16V/9MujXGOroFX2PGzcOe/fuhdPp\nBCEEO3bsQF5eHhYuXIg333wTAPDmm2/i5ptvBgAsWrQIGzduhMfjQXl5OcrKyjBt2rTg3UWI4sVF\n76BjwzF17G504vhejaSjw22qhwuQv22NWRGCRNQPICBzhGSw8UgGMcffB99kczZutodqW4+N1H5s\nL3qnBCFAu5tWnSrq6WaLTrdA3avbK6rGYgA4XdeGuiY6beXwSVqd2rb3LDXuD+LpT1z0cT4FBQVY\nsWIFpk6dCp7nMWXKFNx7771oa2vDkiVLsH79emRmZuIvf/kLACAvLw9LlixBXl4erFYr1q1bN+D6\n5VDDi4s0NbVjwzFY52v1fY7vrcRls0erNpy2Ti9io+yqBCOrX3bo7c6yJKB5yiRCSzwSIeB16QL+\nYniMCCQBBYJyfm+IR4EkSeA4Hu0umYQlIqtUSkua+qZOtUcXIBOOw2ahbD52mwVl1S3w+NSucy0u\nDItxoN5HRE63iPAwC85UyxnuoiDBYuXxg7m5F3yvQwWh9LniSK8skf0DjuPgFMTAEy8CnNpbiQ+f\nkXV+67VZgE51ihkZC3t0GEan0vWdE6LDVEKKCrdT7ymql82QY6C3Cel/KqBibrp4bk2H++MB9z2G\nysNoTCPR97BvMKSg8ByHeEOnCH3No+Z2N2obO9HmMzpLooRTR+sxOj9VnTP/8gy8tfWf6njFgnF9\nu58eItxq6Z1TQAeO4/DHzUcDT+wG/35zfp/3caFg6RWDhDFXZGDB41fBMnMkRTzR6TLxALKaoEdj\nmxuSRLokHsDcs1w0lNroqoNpd3zSVxXsgsAZSZN+NCN90d/+iAcAmtroZn5KzpsgSnB5RcRHhyEm\nwg4iEZw6KnthTx+tA6B1ElEIZ6CJ51IFI59BRO7Vmbj+1onqmFS2onMvXcyq0fCh0tt3AMU2oksN\n4MzFxYzBeAGDCP1wy4AQUIBLuAz3Xq+r0+xvLIgSGnTlaeOi7Dh5pI6ao29hBIQ+8YSSq52RzyBj\n9OgE3HrLRNm10+qG0OJC49YyAFpZCIWAlLrEyodMsY24vKJs46HiemgVSyEgTj9BBzXtwn+WhXzM\ndCCIBKRLDCVEU7uUS5z3/Q6ifIGW3zU5QYhWdkQUJRAC1DV2+s4jaGhxUpLeJ9vKqEvef9flwdv/\nUEEIWZwZ+QwBDB8ejaW35atjsc2DlrMt1Jwz5zqocbvTQ41FUaLIQZICFBPzMw4gIMnHTAcu4KSA\ni3bvGzO+W9fopLxaWanR1Jy6xk6qRzoh5NIgHvQf94iiiMLCQixcuBAA8OSTTyI9PR2FhYUoLCxE\nUVFRj/fKyGeIIGF4NBY/ehXAc7BePgKSKKHcV+unzVfl8J9VMiFFOmQJyO2LeVGMzG6vqLrNJUIg\n6FQyxRarfGiVD2tXNiB1fCHCTYDk1C7ndTGX5zg1eZbnOfAcpxZ9L6tqAdEV1Y8Is8Jq4dVKgzzP\nYfzIeIzL0CoPfvLRcRBdDtfFSjz9iRdffBF5eXmU4+LRRx9FcXExiouLMX/+/B6vychnENF8thlu\nnU0nYXg0LHnDqDmthrSA1k5a4ul00e97BImSCkRDPy/An4TTMwLySy29kYC6mcPzHJUuwnMcwgyF\nvWwWHpeP1TLNx4+Mx9h0LUp5XEY8PvlI61JKvOLFTzz9IPpUVVXho48+wj333KM+K/IXQN/UbkY+\ng4SGk+fx+k1v4eWZr0DwuZFfXbUFwt5qkA6ZUBLHJADQyGFEghzPUuuza4g+1Urx9HAc50srgG8s\ne41EiegIh/OtSe8nKARkhPGkHsYIGSO1IxxWVcJx2C1IjHWgrLqlixVkPHDfFerrey924gH6pYD8\nI488gueee46KE+M4Di+99BIKCgpw9913U+VzLhSMfAYJb93+rvp67RXr8NLKv6pjYX814kfFUfON\nfcjbnF7KptPhEqjYFonQ7mp5Lr1GQOHEOO4NARlxAQSkX1cu7KUdiY6wYVRKFOJ9aphECE7VtqI7\nPHDfFfjhv06BzTZ4bYwHCsEWfD788EMkJyejsLCQ+oJatWoVysvLUVJSguHDh+Oxxx7r+V5ZkOHg\n4beFawEAtkkjqONh18nZ0nHpsdS3kdXCIyXOgZgIG1Vb2G6zqKU/jTWHlbYwxmBDPeQHr2tSML6j\nTA1II/7WvMDHzThLiVh2ugXKfQ4AX+yrRES4DXdcH7pu8mAFGb629dsenfPPI/tx/IhW3uaDd1+m\n9vHTn/4Ub7/9NqxWK1wuF1pbW7F48WK89dZb6pyKigosXLgQR4/2LMCRkc8gQy/xABrxKIgfSUtA\nY1KjVXczIEs4cVF00KGRgMLt9NgU5RyAfAAz0QRs8dQH4lGnG8ZtTi/lxQJk4lFgs/JYPsT6aF0o\ngkY+Rf8MPLEb3DN/XJf72L17N37zm9/ggw8+QG1tLYYPl/PeXnjhBXz99dfYsGFDj67FajgPIn47\n5SUAgC1f/iNy0XZ4vqqC/Uq59tGwUfHgeU6N54mPssPlFREeZlUlGUkiaGx1IyFGVkOsFl7Nf5LH\n8vk2XwkI+bCmgikcQYguEprojEbwL/mYlTgNxLcGRWh9/GARAjhsFnAcp344osJtsNl4eL3y76e1\nuhXlFU3IyozvbqmLGv0ZKKh/Rp544gkcPnwYHMchKysLr7zySo/XY5LPIEEhHgX2GaOoceptE2DV\nSSxhNp4qIB8baTeUhweS48OpsbETp3HcXZ5Xl3MMk4znGB8mjuN6RTz6M/RBhwBQfb5DDbgEgC8P\nVOG7U43q+PoFY5GVldDjaw4mgiX5rN92PPDEbnD3dWNZbtfFjHsdy3G2QtPNw74/Bpyu9EP45Wlo\nN9g13F6Jql5oJJ7oCBucuuRLQuRzFBgNt4C5/rMJnJ/yG90Ynf2tFsiL1tV1e3KO6LDCFqGpotv2\nlOO4oVTGpQLWLpmhS9zrWA4A6Oxsw9mKb2GfmQVYeIADuAgbwi8fAUu83K+ruYGOalbSLPTFxACZ\neBS4PAJFEG6vubgYoJGIZEy7UKAjgL56vYifn37P0blcFIlL4Uel5Gm1L51CIdrPjsm5WjFZ8bBF\n2MDbLAAH7PqyAse+/S7AzhgGE4x8BhFpY8ZDKD2nHeA4uE829XgdvUqi9JpSYLPyVKY7h57HA3bl\n7aLWCLBHkzrmdxI9yyipNXXQAZZlVXRsSXRmPKw64/vxU5ee9MP18f9AgpHPAONV19sAgLGTr4TV\nZgdp9wA69Yh4RDWzPW4YXUQ+Oc4nEXUYMt3dco1nh50mHr3EoxCQ2YZDSxjaRvxLRMGwZ3a7hO+6\nWmKpPFbc6xEOWcqrOtcOAiDF9zuRA6YJIlPljh+OMCsW3zi+75sNMbCsdoZuIYEulOU5VGP6VHOG\nejZ8AMMvz3PdGgr9SjzofnwhCCRF9VTKkueQbseVPuJREGEI9Y/OiMXKfykIfKGLEP2VWNofL+J2\njgAAIABJREFUYOQzwLjH8QMAwLclX0DwesDFhsG+IBuIDwMsHDi7BZEzRgIAWhrlmBaFeBpaZIkn\nPkq2+SgPi8NXPtXlpT2FSvoFB00KUm0+vjlKHpjqZVdO9h3ozt7TVT5poJ96Kcuf/YcDYDF8EhJ8\n93y8klZL25qcqDzegKYTWm+tZbOzwTD0wchnEFFZ/i1s12RqB2LD4MhP7nI+4N9DpW/j4hXNBGT8\nRutpYqkR/nJCjWsG6qwqke49ZSaXPue/KWDlcY10mk40XPLEwyQfhi7xmkvO6YqIikFWdj48/6DD\n4Z3lTRB9meuxvkRS5YOZEC0bU8/77B8KAbR3yomoNgvvCybUPso2C0fV9lH0ejWO0DcvUO2f7mCW\njki3P7V52mvjcy8a2jy3O70QJYJRKXJda7dXgtMtYsSEFHWOPon0UgXXx38DCUY+g4DXXO8iK1vr\nUuqPgKJiHeqYEIIwG/2nEgwdTL2CpDbN851FFZOX/JBJYPuMuc+7aQ3Da3OBsu5JjRD/xKOAA9Da\n6VVVyjCbBZmpMWpJVY7nMDwvmRGPD0zyYQiIR/auUl/bF08AdAbm6Emp6Gh3Ux9Up0dUP4Dx0WGw\nWXj9KbBZeaq+MyF0y+CuOmxq5TdoiQhQjNTaAaN9hhj0L0KIX1WqK8lIvq7hfY5TY3qUsT6yGwAO\nG1zoTo+IjTtPGm+NYYiDkc8g4pG9q2TiUcDziJ6ktXNpa6Vd6u1Ogcrr8p2CKF2QodMjUgTiESSK\neC5EnTJKI/5IhVrH4G3yG+lsugZtiyIA9dVrsfDUOClWVkG/Pq6LiwLUHuyiRPDuJ3Sp1EsRTPJh\nuCC8cMUf4PnbN9SxtmNaVG50jIN6LyrcBpdHpCQagK5m6LCZS2rogxC7yufqtp6z8am8AAO1v8wN\n/SGe97MP3br+1ESHzWLK0Nev84M5OX52cmmBxfkwBMQLV/xBfe2PgKKiw6jPvNXCqR+8tk4v3Aa3\nukcQ/RKPAkGU/BJPd8+bXH+s58TTXSlngi6IR3cy8XNum88IPzU3CREOLZgyPMwKi4VnxONDoAjm\nQP8HEox8Bgm5c7T2yPbbJlCNAyNGx6OtmU4sNX4YjTV7wqwWU5dPvYRk8ZXaoNY07MkUuGiMTPRj\nTA7YEcOPCCRRdiKzlBToQ2B8aGdNCq1+6gwyWD2fQcINT18H0bsVlcMi5MRSALDysIbbwPvKRbQ0\nOhGbEK7aeBrb3EiIDlM7ORAiE0akL+VAlAgItNo9gExADjvdw91YbpXnNGmE4+R1KeHEjwhDE4hc\n50UjHgJAG0sSoaQdQgAJhHLtKvtQGNBcPtWOtk4Pik/KcT1RDivaXQKuzh+OxGg60fZSRij1ameS\nzyDibEk9SBudLCkYulUETKswHLAZvFpWX5yP/nx/AXzdjSU/0olRPhEMbZq9BinMqCZ6BWI6x5hI\n6jGc02b43YTbLYx4DGAGZ4aA+N2s1yC4BQh7zsjJpYAaOuxpcoLjOMQnRqiHASDRV62wqV32gikS\nkVJewm6w+Vh9Pa8AuamgHCWsSTjyGsql/atk/gzHxk4YCs8oP5UkVsE3USEihYAU0jFKT8o+9fek\nEJDSmTQ7LdZ3Lbl3V9HXWhlVBmbzYQiAj9a+T43FgzWALmjQc64DjnBaIxb8sYAOkp+AQNMZAbzs\ngR4+fxKQUXrRFzADgO9a6JrLbU4vtQ2nRzTZqhSiUWDM57LbLJQm+Mmh6gA7v3TAvF0MXWLLc3/D\nG4++hi+/kAmIT4mE9cp0QJDUT3ZkdgI6291w+Tw8ou+TVu8zQiuJpYqaEmazgOc4k2ojSkSdY7Hw\nINB1LCXKHPmnKhH5zlV+dlfczkgaylhR85raXb6fsqTm9oqoa+xERV2rur+6xg5UnmtX91l9vgOC\nKMHrM5af/a4NkkTQ6isjUnWuA22dXu2+eA5zpqR1vUmGIQtmcB5gvPuTN9XXx/95ABOvv0N7U5QQ\nmZukDjs7PLDpOlUA5g+8aDDmur0iwnTqlygRSh0jxJ8A1I3rG5oRmr6urgYRISZ7jdsQ7NjU7kZb\np2azKa9rpUIBKs+1w6YbN3e44fKIKgkRAjS2utCiKygmSgTzL88w3c2ljBCyNzPJZ6Cxwfl39XVu\n9hR43j9Bvd/xrRbBG2soJpYYbQfPcWpiqYJ2nSE2zE+sj6gjLKOBWu2C0YVK5i/mhvg8ZspSRuLx\nChIIgIgwmjj15V6NxeyV8/T3pDc4S4SgqqGTutYN00f63/QlDKZ2MXQJq82KDc6/48rpN6rH/BGQ\nkXjC7RaKOIzPSbvT65d4FIiiFNBz1l3AoDbWDvCcuSi9V5SodYzVFaMjbH6JRz1fkNDW6THFB1We\n66T2xIjHP5jBmaFbWG1WPPLFveqYc9jg3VaujiPHJ6HFUDze6RHRqWRyGzxWHOQ4GH1QIcfR7m6r\nhTcldAK6YmIwP3zGAGe657u8vv59YxCjKBIcPX0eVee0e9lTXIN939Sr4+2bjmD7piPqODc9DpNG\nD9OtIeFAcQ2I7sI3XsGI52IAI59BxCNf3AvOoaki3m3liByv2XyMBNThEsDznOpyB2RyiNK13fEI\nNCF4RXNiqSmuB91LQRxHq1YSoYmN42TiUeZwnJzucaxCzj53ugXUnu/EnuIa9ZyD/zxHkc72TUeQ\nPSJWHReMGQa3W0DxEbk7RUNtKwSviEVXjgJD12BxPgwXhLWL3wOnc6nbbh6LjjMt6tgRboNdRxx2\nK09ltAOyFKT3csmqlzbHZqETS3mOLhnF+RF5jOqXsRqiYvNRIIjEVMK1pqGDWvbY0Tp4dQbnpdfm\n4Ad3Xa6Os7ITTTlf0/JSqfGtM+lW0gxmMJsPQ0CsXfweAIALs4KLsMF281j1vY4zLQiPsKtZ7XYL\nD7uVxzCfxKN4fJSHRRAluAxeLoCjop0Fn81Hr6rxnBaE2FXtHaqwF2e2+XhFCW5fl1lFGiqvlV3p\nMb46PBW+Bn6SV4S304tlc3MBAHHx4bhj5WXIHpuE67vosX73bZOonwzd46Kx+dx1111ISUlBfn6+\neqyxsRFz585Fbm4urrvuOjQ3a72TVq9ejZycHIwbNw7btm1Tjx88eBD5+fnIycnBww8/3A+3EXqY\nfINGNpzdAumY5uWyxzvgMbjUjaxg/JZy2CyUtwigAwCtFh7EsEig2s3Guj7+6jBbDF02jGkVFYbO\nof9643hKekscFol5hhY3r967mRoz4rk40S353HnnnSgqKqKOrVmzBnPnzsWJEycwZ84crFmzBgBQ\nWlqKTZs2obS0FEVFRbj//vvVh3vVqlVYv349ysrKUFZWZlrzUsTMu6ZQY9LQCenYOdhiw+BIkj1d\njc10dLDSvSIuis5nUhJL/WWte0UCq4U3GZgVdNUyWa3x7FPT/JU/VdYKN3i00pPl3lmHD9dSx3+4\nON+UAmLESz/4C9wdHvzhzr91O4/BPy4am8/VV1+N+Ph46tj777+PlStXAgBWrlyJzZvlb6ktW7Zg\n6dKlsNlsyMzMRHZ2Nvbt24fa2lq0tbVh2rRpAIAVK1ao54QyPG4Bzec196/gErDvpc97tMbEOyZS\nogVn42ExBBWGGYpn2QxuaqP73B+MqRmBdHt//b3Mx+gDgmAOfjSiJwXKBY8YeBKDCRe1zae+vh4p\nKXLHgJSUFNTXy27TmpoapKenq/PS09NRXV1tOp6Wlobq6tDOxWlpcuJPv/0c7766H3XVsn3jNyOe\nws5ffIwDr3x1QWt8/sE/8e2BaljGxAMcwA+Pgm3aCAhOLzy+nuwjkqPAAbD7iscPT5RLiXb4Khcq\nxON0CyAwBxhynEZWSrKnoiYpD5rRyGtuiUN8pTs43RzisxnJY6XQl0JAZ+raAAAT8zWDMcdxeOPv\nR02Z6kYMz0kEADz47pJu5zH4x0Uj+QTCYLDlUMA7f9ynvv7bW4ewJuHn6njHTz7Coe10MfONd2yg\nxnveOITDn1eoY8uYeNimjVDHQqcXyYlakCHPcYiLoouomyQgP39Joz2mq1bJCvwVBqMKyhuCCjnQ\nJVwBoKWdrjudnhVPXeftzXTVRiNue3IOI55LBD3O7UpJSUFdXR1SU1NRW1uL5GS5yV1aWhoqK7Xy\nBlVVVUhPT0daWhqqqqqo42lpXScC/s9TT6mvZ86ahZnXXNPTLfY7HvjJNXh59S554PQi+j9mou33\newAAUUsvx5ebS+Hu9OLKm8Zj49INqNpfiS2r/oGb/nALdvxxP0o/PQ0AsGTFyWuMiILQ5IQ1XpZs\nEkcnoM3lRVyEXZVeRInA6RYRHmZBrM/mY7FwEH02HZ7jIEgSrD7C4TlAkiS1E4QSVSyX+dKgFCTz\nVwhMCTJU3lJc+ryvJU+HW1AlJ1EiqkQWFW5Du9OL861uNLe74UgIh8vXffXu25nxGAD27NqFPbt3\nB33dge691RdwJEA7g4qKCixcuBBHjx4FADzxxBNITEzEj370I6xZswbNzc1Ys2YNSktLsWzZMuzf\nvx/V1dW49tprcfLkSXAch+nTp2Pt2rWYNm0abrjhBjz00EOYP3++eTMcB6cQOrr+y/+9nRpLVS3g\nwjUJJezbs2ip0AIF06am4xxo1cjyvXRqnHIZTczJsXQR+WExDrU9soLwMPo7xG4oKGZ837+diC5t\nanwoXB5zzWg9TtW0UsGPVQ0dqG+kDeasznLXCLdaetSo0R84jsNHB/tW3+j6yzL6vI8LRbdq19Kl\nSzFjxgwcP34cGRkZ+POf/4wf//jH2L59O3Jzc/Hpp5/ixz/+MQAgLy8PS5YsQV5eHhYsWIB169ap\n4va6detwzz33ICcnB9nZ2X6JJ9Tw26m/h/uj4+r43v/6Ph58/TZ13PjXvag+dIY6p+rLCnhKtIfD\ncs0oQGenicyKR3ujZsQeHh9OuaWjfF4tt44IOAAuX+EtQK7lrFdz7DYLpSpZeK4L3d4X70P0Ixlu\nr0idYySesqoWON0Czvta/dQ1OdHU7oFdZywXnAI2FB0HQ/8ilGw+ASWfgUSoSD6/nfp7avzogf+g\nxr9M/Rkkl1b6ISo+EURnaOVjw+F44ErqnMj0GGqcMyaRGtusvEo+AOAIs5gE7NjIMNM5ehgTOv12\nlzAcNEYuG2sGna5tRadLIz9HmAW1OomHEMBp6D+20hDXwxA8yefjQ1WBJ3aDeVPSqX24XC7MmjUL\nbrcbHo8HN910E1avXo3Gxkb8y7/8C86cOYPMzEz85S9/QVxcXI+uxSKce4FrHr1KfW0kHgD477qn\n1dccx1PEAwBhV48BqWihjnXWtKmv44ZF4lwLXTbDK0hqXA3PmzX7CIeNCvAzEo/NwpkebuM3nfF9\nQSJUXpiReFo7vYiJoA3hLrdIqXWMeEIbDocDO3fuRElJCY4cOYKdO3fi888/7zLerydg5NMLTFk2\nGdc8ehUe3HNfl3OebH4OHMcjIpKWaMJvnCi/aHWDnG1VjxOJwFnXjkhdQXQjAbV0eCD56dseoU9O\nFSW/xKNepwsC8kc8CqwW3kQ8bZ1avZ3UhAjqvdgIG3iOQ2cLI56BRn+oXRER8t/X4/FAFEXEx8d3\nGe/XEzDy6SWmLJsMW4St2zm/aHqWGrs62qkxNyaOMq6EJYRT9pzoCBusFvqJMKpOxn5cxg6lgBbj\noyCQeC8Z4no63QI1drrNqvGpY/XUePFVWRQJMuIZGPQH+UiShMmTJyMlJQWzZ8/GhAkTuoz36wkY\n+fQzHq/6GQCNeJo27QUAcBN8NWt8H9CI4VGwRtggiRLaW12IibAhyteZUyGgJJ/nS8nhUtzoXkEC\nIYQiJmPaRFcEpE+jALSKhpzvmFNv3OY4dLoEldyUoMYv9si1iBQCunaK7MFbNl/OX2PEM3Dojwhn\nnudRUlKCqqoq7NmzBzt37vR7zZ6C1XAeADxe9TP8Kv4n2gGOALqWv5ZIGyw6d7gkmWsihxvc644w\nK5VIaiy1YY7okYvF673wkkSoh0Y0jF1uOoDwbH0bJEKQEK25/w99+x01RyEeBYx4hjZKvv4Shw9c\nWFR+bGwsbrjhBhw8eLDLeL+egHm7BhC/iv8JElZ8TzswMQkWmwWcjzgcieHgeQ4pydHqlNhIG6W+\nRDlsiI7UjLxeQVJ7uANQk0gtCokoaRQ6UrHwMEUuC1RxMA6dOuKRiExUp32lMmxWHrERduw7VqfO\ncZ7rwH0rLuvR74NBQ7C8XZ8c7lvq0pyCNGofDQ0NsFqtiIuLg9PpxLx58/CLX/wCH3/8sd94vx7t\nl5HPwOLlhz9UX3PhVljytMqFHM9h5LgkiiiS4hzUw5AQ7aCSTeWaPKDGRruQUSzmOKNMRCeCEgAu\nj+Y+9woSyuvaqPmnK1uofa1YMK6LO2a4EASLfD49UhN4Yjf4/qQR1D6OHj2KlStXQpIkSJKE5cuX\n4/HHH0djYyOWLFmCs2fP9trVzshngOF1C3j1iSJwETaETRkOQG6RzHEcErPkCgKRYVbwPIcRvo6l\ngiiZ1J0wuxxMqJCI0m9dyecy2Kl1er3umGFvcq93DS6PAI9XxJnvZHuV8qScrmzxjeUDjHj6jmCR\nz86jfSOf2fkjhkaEM0PwYQuz4uaHZ6jEAwDWcJtKPICcM6UQDyCrUsZ4GiKZO5TqE0kN9mW/D1Sg\nRyzMZlGJB5AlJoV45DGH66axYu4MvQMjnwGG2yVg8zvFcJfRFf6aazW1ZlhMmKk3l0vXVthus6ie\nLgU8x1H9ufxJPsYsdYDuyU4Mx50eEWN0Rd1PnaUDIwW3gK2fnQ5YJoNh4BBK6RWMfAYYr/1azmQm\nggTX8Qbqvea6NrVOMwC/BGS1mIvIW3VjUZT8Eo8CfxKQBHOFQ6cuX2zMiFgz8bi8qh727v99a1qT\nYXDA9fHfQIKRzwDihe+9Cng16SSqIBVWncs9OT0WrboOD8MTIuDQGZeN2ekAfCVOtbHFwtMqF8cZ\n2uBwJumHB+0N4zkOkbpuoyUnG5A8TFMDl88fiztvnqiOjdUWGQYPTPJhMOGF770KAPB8Wg7S5kFU\noWbz4XgOyRmaetPa6UVyXLhaK8fh61aqBPUp8T3Ks6JUG9SrYqKh45+/4vD6NXiO7mbBcUCE3YqS\nk5p0ljwsAsvna4Xv77x5IhJiHVh2PYvlYeg5GPkMAjhjfpWFg0vXbz01PpyOuwEQGd59TR6LxayK\n6Y8oEcvU2LgvwwGPKGJshuY+rTzViDf+9wg156bZ2WAYOrioazgz9A5Ke2T7lXIEcPvuCgCA5COZ\n9hYXnJ0eOOwWVdVS7C5WX9yOKNFpDcrDogQhygZlogUYQiMdcwlVen/EcNzlla8dHWHD2Iw4tDW7\nQCQCryBhw5buS6EyDB6Y2sXgF/r+7ADg0hUOAwCPU0C0oXuFw9CWxhhAaCwAb+F5SqThDEGI8pxA\nOzVkuIsS3DpbVKdLwF8+PhFoEYZBAJN8GLrE/c8tAADwSRHgbBa1hTDPc0hOjUZrp1fNGo/3BRUq\nKpbSH0vxWCnPihKdbNH151KgjJWfCvGY5vl+Kms7fNJVS4cH9U1OZI5JUG1KVocVnS4v83INQXB9\n/D+QYOQzwOA4DgvuKIBFZ2D2dnoxPE0bN3d4VOJRzrFZzW1xDCvTheHhTyoy7oUeG93wNgtP1WEe\nOyGZKiPiFSQcLDsHBobegJHPAOP0gWr832+/gPvDMup4xXHtQzwqJUrtBKFAn+luJhU5bcJYq1kP\nU9K7DwoBGeN8RInA7ZWQrSPFMkPr4/w8OZO5ucMDhqEBZvNh6BL/99sv1Nf+CGhUSpQ6NhKQvy6g\nAO3FEiVywcSjnW8+5tbFI+Wmx5mIJ3tMgvr6VA0dgMgweGA2H4YuMeOOfPW1ff4YEF1NnsyxSThT\nr+VSRYRZKVXIauFBQEspHCdXmlPn8JypkBg9NGr38pg3NBiM0NUP2n20FlG6XDN7TBjOntO1BBoW\nCYahgVCSfFgxsQHGZYvGw2K1YF+DlstFRAlZeSnq+Ex9O8aN1OJrCCGw8JoxmfjqhKljyARk19mF\nJIlQ6plEjLFBBtc7ZE+ZqCOy8DALig5o3RCiEiOoPK7jVS24tjANyXHhPfgNMDDIYJLPIOCz9w5T\nY47nUF3eqI6TYx1o0uV1EQK4vQK6g0wchv5cuvf9NwqkIZ+vzatr7MQkXbb94quysEwXVDh5TCIj\nniGGUMrtYvV8BhgvLf9f9bV9ThY4XSeKsHAbJhcMp+bHxziobPUIh42y6XAc1BbJ6rp+iokFAm1P\nIqg1xCDFRzmojqQlp85jsqG3GEPvEax6Pl+f7Jv38fLsJFbP51KALSaM0n7sDiua2jXPkYWny2QA\nZne48Tmx+LH5BHqYOM6shOlVuOID1di4qUQdu90CvtjMopyHIpjBmaFLPPj27QCAyFvk6n9WX8+t\nmIQIxCdFweUR0ekWYLXwiDREOytZ7ebWOL5uFj6JiMBfImlXnjL5pzE3LDHGAYfdgsPFNfiuXrZP\nFR+uhSBIeO33XwIAXn5+z4XcMgODXzDyGQSMmZVJja3hNsTpPEYtHV6qlIYMs4FYDyO1SJK5cJgR\n5i86Q1qFQCgp6sv9Z/HKi59Tc46cpl3wDIOLUPJ2MfIZYPztd1/g9JE6dO6qoI7XVDarr5PjHWjp\n9KjkIRHZva6kXdh8ocrKs2Kz8OBgKAJPCERJMvXlUmB80DRpSj6hrrETnW4BEybpbFCG1sdX3zIB\nACOgoQRGPgx+8dK051B7WvNq+SOg5HgtraK5w03F6BijkAGzBCRKhFKxREkKSDzGZSVJotojz74u\n10Q8GdnDTHthGHyEkreLkc8A4U/X/R7njtejYZNsLwHPIWZBDqw6u87oMYlo7dCimuOjwqjo5Ehf\n1UMjBeltQHKqhXaSXG6DDkrUQyEei8FjlpEkq4GSKGHn6weBVl0KhUhQefwcak/JRDphVAIYGHoK\nRj4DgA8f+zsq91UAACSXF2KbEzHztHgZa7gNo3Vu69YOL+KjNLc2z4FqHGg0OCvHaBc8R50DkIAS\nD8fRnrKMpEjsfrNYm9DqodpinCyuQU56rMlYzTB4YGoXA4Ubn79Vfc1ZLbBmD4Ooc6mHR9nR0KYF\nFaYmhFNqD28MGDRIN4CceqG3+XAcbQPiObNQrV9CIgSdbgFuXbrHzsO1yJifo47v/dlsPPDELHV8\ny9LJapkPhqGBUHK1syDDAcR/x/4/pDxxvTqOyB2GqFQtkZTnOEwYRXd9DA+zUtHJNitPxeAQQmA1\n1MqwGiQRm+F9f56xDl23CgvP4bOjddScORNTERmtSWP/eK8Etyyd7O82GXqBYAUZHjnbGHhiN5g0\nMoEFGV6M+GXLb6ixnngAICkmDJ0ujQQcNospLcI4NnajMBKPhefRRTK8CgJQBCZKBON0tZuvuyyd\nIh4AjHiGKJjBmaFLPPCz7wMAkmdmUsdHJITDZuXh9orweEU47ObGgErtZqPNR/GCGYlHT1QKARl5\nSFHNjCkZCTFhGJcRh+unZfiJOWJg6DsY+QwCLGkx1DjaYaOIotMtmPRvm4EcjDV7jGPZgNj9N5lR\nvK46106RU256rEmlYxjaYAZnhi7xxzcOAADO+9zUkWFWcBzUZoE8zyE5PgKiRFSJRiEeZaxIQArh\nKBKPFlCoSD16g7PvPd9YIR7l+IkqOcix2kdAdiuTdkIRSu+13v4f0L0O6NUucbz6y0+pcUddOyWx\ndLgEJOlKVIgSMXUDNapANgtPPTSc6SEipkqGRrWt6lw7NS75pg4xEXReGUNogEk+DCas/+Hf4Py6\nGsKx7wAAjkg7hutq5XAckBwXjnZdi5rYSDtFThG+xFLlIeE5zvTAGIMMeZ6nniqPIKdcKLaes9+1\nU2vX1bTidNl5vPLWwb7eMgNDt+iWfO666y6kpKQgP18r/fn4449j/PjxKCgowK233oqWFq1+7+rV\nq5GTk4Nx48Zh27Zt6vGDBw8iPz8fOTk5ePjhh/vhNoY2dv5hP9rPy/VxxOPnwZ9opIgHAFLjtTKl\n7Z1exEba1bHNyiPcIPHwvJl49HYhjjOURuU4eHQxPISAKt8BAGmJkThT3qSOGQGFHi4ayefOO+9E\nUVERdey6667DN998g8OHDyM3NxerV68GAJSWlmLTpk0oLS1FUVER7r//ftWusGrVKqxfvx5lZWUo\nKyszrXmxY/aqadrAZoF3WDjO6z7kHkHCme801ScpPpwiCp7jTO5y43PC85ypwLzeoEwIocjJI0iw\nWnjERMou9NhIO5LiwvHDOzQX+n0rLrvge2QYGrhoXO1XX3014uPpb+i5c+eq36jTp09HVZVc43fL\nli1YunQpbDYbMjMzkZ2djX379qG2thZtbW2YNk3+AK5YsQKbN2/uj3sZ0nj4g+XgOA7WqzIAAE2V\nLWiqbKFIpq7JiaR4zebjESTKfqO2zjHG/vDmOQqUFsoKbFYeHkHSGg3yHKLC7UjxSV5hdgvuW3EZ\nI54QRbAlH3/az5NPPon09HQUFhaisLCw18JEn2w+r7/+Oq6/Xo7YrampQXp6uvpeeno6qqurTcfT\n0tJQXV3dl8uGLB56/1+pceTwaGqcNiyCsvkoXUN7AnPbHNoA7fKIptIbn3xdibZO1nuLwQx/2g/H\ncXj00UdRXFyM4uJizJ8/v1dr95p8nn76adjtdixbtqy3S1ySeODRqwEAI2eMpI6P9hGRRxDR7vSa\n43agEYuxtIakk2L00JMOz3EQREJJWgDw8d6zAIDNe8rR3E6XzWAIPQQ7t8uf9gMELs17IehVVuAb\nb7yBjz76CJ988ol6LC0tDZWVleq4qqoK6enpSEtLU1Uz5XhaWlqXa//PU0+pr2fOmoWZ11zTmy0O\nbdTRru2WVhegk4IEQYLTLcIWIX83ECKXStW72QVRogIAJUOzQOIrQKZXyYwR0E4P3REjLopOoWDo\nP+zZtQt7du8O+roDZTR+6aWX8NZbb2Hq1Kl4/vnnERcXF/gkAwImllZUVGDhwoU4evTDRfF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"text": [
"<matplotlib.figure.Figure at 0x127bc57d0>"
]
}
],
"prompt_number": 79
}
]
}
]
}
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