Skip to content

Instantly share code, notes, and snippets.

@julienchastang
Last active October 7, 2015 16:59
Show Gist options
  • Save julienchastang/3792c42102173f870c4c to your computer and use it in GitHub Desktop.
Save julienchastang/3792c42102173f870c4c to your computer and use it in GitHub Desktop.
Volcano
/.ipynb_checkpoints/
*~
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"This notebook will determine the size of the > 255K \"blobs\" of interest in the satellite imagery data below.\n",
"\n",
"First, open the dataset which is on DAP/RAMADDA server at Unidata.\n",
"\n",
"We are using a library called **xray** to open and retrieve data out of the dataset."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"<xray.Dataset>\n",
"Dimensions: (auditCount: 2, time: 1, xc: 728, yc: 306)\n",
"Coordinates:\n",
" * time (time) int32 1429772880\n",
" lat (yc, xc) float32 ...\n",
" lon (yc, xc) float32 ...\n",
" * auditCount (auditCount) int64 0 1\n",
" * xc (xc) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
" * yc (yc) int64 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 ...\n",
"Data variables:\n",
" version int32 ...\n",
" sensorID int32 ...\n",
" imageDate int32 ...\n",
" imageTime int32 ...\n",
" startLine int32 ...\n",
" startElem int32 ...\n",
" dataWidth int32 ...\n",
" lineRes int32 ...\n",
" elemRes int32 ...\n",
" prefixSize int32 ...\n",
" crDate int32 ...\n",
" crTime int32 ...\n",
" bands int32 ...\n",
" auditTrail (auditCount) |S64 ...\n",
" data (time, yc, xc) float32 ...\n",
"Attributes:\n",
" Conventions: CF-1.4\n",
" Source: McIDAS Area File\n",
" Satellite_Sensor: G-13 IMG \n",
" DODS.strlen: 80\n",
" DODS.dimName: auditSize"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import xray\n",
"ds = xray.open_dataset('https://motherlode.ucar.edu/repository/opendap/8ad58eff-68ac-45d0-b805-bf72958bfe3f/entry.das', decode_times=False)\n",
"ds\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Grab the **temperature**, **latitude**, and **longitude** data."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"temperature = ds['data'].values[0]\n",
"lat = ds['lat'].values\n",
"lon = ds['lon'].values"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Sanity check the temperature values which are in Kelvin."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 282.487854 , 282.487854 , 282.487854 , ..., 282.75640869,\n",
" 282.21856689, 283.02426147],\n",
" [ 282.353302 , 282.353302 , 282.353302 , ..., 281.94854736,\n",
" 281.81323242, 282.21856689],\n",
" [ 283.42468262, 283.69070435, 283.02426147, ..., 282.08364868,\n",
" 281.94854736, 282.08364868],\n",
" ..., \n",
" [ 248.34147644, 253.22015381, 256.00119019, ..., 225.70620728,\n",
" 230.67391968, 235.25868225],\n",
" [ 252.84150696, 253.97175598, 256.90625 , ..., 225.41722107,\n",
" 229.87477112, 235.01274109],\n",
" [ 262.29742432, 264.94619751, 265.43362427, ..., 224.83476257,\n",
" 227.68904114, 231.72305298]], dtype=float32)"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"temperature"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Next, plot these data to get our bearings. We first need to figure out the latitude and longitude extents of our plot."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"(-77.996666, -55.415195, -46.269196, -29.850424)"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"top = lat[0][0]\n",
"bottom = lat[-1][-1]\n",
"left = lon[0][0]\n",
"right = lon[-1][-1]\n",
"extents = (left, right, bottom, top)\n",
"extents"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Let's start putting together our first plot with the help of **matplotlib** and **Cartopy** geoplotting library."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAT8AAADtCAYAAADJJ3I7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6eda79ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"# importing cartopy and matplotlib stuff\n",
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib as mpl\n",
"import matplotlib.cm as cm\n",
"\n",
"# PlatteCarre projection\n",
"pcprj = ccrs.PlateCarree()\n",
"ax = plt.axes(projection=pcprj)\n",
"extents = (left, right, bottom, top)\n",
"ax.pcolormesh(lon, lat, temperature, cmap=cm.gray, transform=pcprj)\n",
"ax.coastlines(resolution='50m', color='green', linewidth=2)\n",
"ax.set_extent(extents, ccrs.Geodetic())\n",
"ax.gridlines()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"If we are going calculating the **areas** of regions of interest in a plot we need to make use of an equal area projection, in this case the **Albers** equal area projection."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"central_lon = (right-left)/2 + left\n",
"central_lat = (top-bottom)/2 + bottom\n",
"aeprj = ccrs.AlbersEqualArea(central_longitude=central_lon,\n",
" central_latitude=central_lat,\n",
" standard_parallels=(-20, -50))"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Now that we have defined our AE projection, we can plot the data with the new projection."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQsAAADtCAYAAACoP1B5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQSey+VaC0H8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f1a687f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
" ax = plt.axes(projection=aeprj)\n",
" extents = (left, right, bottom, top)\n",
" ax.pcolormesh(lon, lat, temperature, cmap=cm.gray, transform=pcprj)\n",
" ax.coastlines(resolution='50m', color='green', linewidth=2)\n",
" ax.set_extent(extents, ccrs.Geodetic())\n",
" ax.gridlines()\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"We are specifically interested in regions that are > 255K so let's mask out those data."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"import numpy.ma as ma\n",
"\n",
"# There may be a much slicker/better more Pythonic, numpy oriented way to do\n",
"# this.\n",
"mask255 = ma.masked_where(temperature > 255,temperature).mask\n",
"ones = ma.ones(temperature.shape).data\n",
"t255 = ma.masked_values(ones,mask255).fill_value"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Let's plot these > 255K data."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQsAAADtCAYAAACoP1B5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VMX6x78nvSckJIQkhN4DhCYgIEWKFFEUFFEEe4Fr\nRb360yvqFb3iVRGFSxEEkQ5CCF16C4SSHkJC+qa3zWZ7md8fhz3Z3WT7nj2b7H6eJ0/2PefMzHva\ne2bemXmHIoTAhQsXLozhxrUCLly4aBu4jIULFy5MwmUsXLhwYRIuY+HChQuTcBkLFy5cmITLWLhw\n4cIkPAztpCjK1a/qwoWTQQihWttutGaxevVq1NTUgBACQggSExMhFAoZ2Vn+Vq5cyfwev3k8sAI4\nW3CWc71cf9z+yeVyznUwR9f6+npGzsnJwZ49exg5LS3NoC2gCNFfeaAoihja70xIJBL4+PgAAIb8\nbwjSKtNw+7XbiI+M51gzF1zy73//G59++inXatgMiqJALK1ZuKBRGwoAaJA0AACCvYO5UodTrl27\nxrUKDkN7MhTGcBkLC2iSNQEAAr0DOdaEG2pra7lWwQUHuIyFiWzbtg2lpaUAAH9PfwCAUCbkUiXO\nmDlzJtcqOARqP4CzYNRYFBcX20MPh+eZZ55BVFQUACDcPxwAUNJYwqVKLjimpqYGmzdv5loNu2HU\nWHh4GOxddRo8PT3h5kZfrpFRIwEAV0qucKkSZ7h8FjTh4eF47bXXuFbDbhg1FuqvqYtmxsWOAwBc\nKr7EsSbc4PJZOCcun4WJZGRk4NChQwCA0TGjAQC3ym9xqRJnuHwWNHK5HCqVims17IZRY5GQkGAP\nPRye/v37Y9asWQCAIO8gAIBUKeVSJRccc/DgQeTm5nKtht0waiyio6PtoYfD4+7uzvhv3Cl3AIBc\n6TyecE1cPgua+fPno2/fvlyrYTeMGovhw4fbQ482RbBPMPw9/cGX8lEmKONaHbvj8lk4Jy6fhRl8\n/fXXAAAPNw881PUhAMCZgjNcqsQJLp8FjUQi4VoFu2LUWJw8eRJNTU320MXh+eCDD5jfD3d/GIBz\nGgsXND/88APXKtgVo8aie/fuoKhW55U4HV5eXszvyd0nAwBOF5yGs022c/ksaD755BOuVbArRo1F\n79694e/vbw9d2hRDIoegg08HFPOLUdpYyrU6dsXls3BOXD4LM1D7LADAjXLD0M5DAQBplYbjALQ3\nXD4LGrFYzLUKdsWosSCEYP/+/fbQxeH58MMPteTBEYMBAKmVqVyo44JjfvrpJ65VsCtGjQVFUejT\np489dHF4PD09teQhkUMAOF/NwuWzoPn444+5VsGumNQMGTRoENt6tEkGRdDXJaMqg2NN7IvLZ+Gc\nuHwWZvDVV19pyVGB9CS7alE1F+pwhstnASiVStc4i9bYvXs323q0Cf75z39qyaG+oQCAOnGd03Wf\nOjs8Hs/pfHkmGYvBgwe7Xga09Fl4e3jD39MfCpUCApmAI63sj8tnAcTGxuLZZ5/lWg27YpKx6N+/\nv2tglh7UtYtakfO0410+C+fE5bMwgx07duDevXta28L8wgAANaIaLlTiBJfPgp4XolQquVbDrphk\nLKqqqnDq1Cm2dXF4nn76afTo0UNrW7+O/QAAB7IPcKGSC47Yv38/ysvLuVbDrpi0yJBMJgOPx0P3\n7t3tqFrbIKk0CWN+G4Ng72AUv1vMBMZpz1y7dg2jRo3iWg0XLGD1IkNeXl4uQ6GH0TGjMSJqBPhS\nPs4XnudaHbvg8lk4Jy6fhRnk5OS02o0sltNzBNTjLto7Lp8FIBQ635oxJhuLbdu2salHm6BPnz6Y\nP39+i+336mmnZ6/QXvZWyQVHrF27lmsV7I7JxuLBBx9kU482AUVRzNohmoT4hAAAGqWN9laJE1zj\nLLQDIVnLjvQd+PbStw4/lsnkFYR69XJ9NVtDoVJAqqCjfCuJc3SluXwWtkOqkOLZA/Tgrpm9Z2Jw\np8Eca6Qfl8/CTL744gst+UrJFdRL6tEnrA+6hXTjRik74/JZAAKBbUbsZtdkM79vlN2wSZ5sYbKx\nSE1Nxa1bzrmojiafffaZlpyQQ6+rMqfPHC7UccER69evt0k+SlVzbdTRRwGbbCy6d++Orl27sqlL\nm0DTZ0EIwaEcepWyOX1tayzkcrlWdV8gECArK4uR6+vrkZSUxMjV1dU4efIkI5eXl2tNdCopKcGf\nf/7JyMXFxdi6dSsjFxUVaS3yqysXFxfj999/B0D7LHTz4/F42LNnDyNXVlbi+PHjjFxbW4srV5rX\nhm1sbERmZiYji8ViVFRUMDIhxKHb8MuXL7dJPh5uzZ4Ah59fpL4prf3Ru11oolKpCCGECIVCsuH4\nBoIVIGH/CSNlFWXk8OHDzHHFxcVk48aNBuVNmzYxclFRkZZcVlZGDhw4wMg1NTXkypUrjMzn80lG\nRgYjC4VCUlxczMhSqZQ0NDQwskKhIBKJhJGVSiWRy+VmnbdSqSSEEHLkyBGiUCiIWCxm9svlctLY\n2MjIYrGY8Hg8Rm5sbCRZWVmMXFdXR65evcrIFRUVJDExkZELCwvJb7/9xsgFBQUt5C1btmjJmzdv\nZuSSkhKSkJCgVV56ejojKxQKs86fLTIqMwhWgGAFyIsHX+RaHXL/nW/dHujbQdqZsVCpVFovC5/P\nJxcuXGBkHo9H1q1bpyX/73//Y+TS0lKyYcMG8vnnnxNCCElMSSReL3kRrAD59/l/E7FYTMrKytg/\nERcmIZVKSU1NDSPX1dWR5ORkRi4sLCTbt29n5Ly8PLJ161a9cmlpKTl37hwhhDaMtbW1hM/nW63n\nneo7jLEYvn641flZi82MheaXkWukUim5e/cuI9fU1Gi93JWVleSXX35h5PLycq0vt0Ag0PrSmIr6\n67rk4BKCFSCP73qcyJXcf6FcsItQKCRFRUWEEEJycnLIpk2byKFDh5j9d+7cIX/++ScjZ2dnkx07\ndjByVVUVuXPnTot80yvTGWPRd01fFs/ANGxmLNQXiw1kMhnJzs5m5Pr6evLDDz8wcm1tLfnpp58Y\nmc/nk6NHjzKyQqEgUqmUNf10WZ20mmAFyPN/PW+3Mh2FpKQkrlVoc1RVVZFbt24x8uGLh8nkDyaT\nQWsH0cbiDZDJH05m9vN4PK33wV4YMhZmdZ3Gxsaa5QtpbGwepCQWi7FmzRpGbmpqwqpVqxhZLpdr\nTf8ODg7GO++8w8ihoaF4++23GTkoKAgzZsxgZHd3d61FgNiC3He6jY8dDwC4VHyJ9TIdDdc4C/MJ\nDw/H0KH00hFypRxvJL+BM/5nkF6VTh/QCfj9k9+Z4z09PbWmwN++fRsHDx5k5Js3byIhIYGRa2tr\nUVPDcpgEfVaEGPFZKJVKrTa/TCYjX331FSNLJBKyZs0areOFQqFtzB+HqH0WUoWUYAWIx5cejNPT\nhXMgEAiIQqGwOP0N3g2m6aH+O5B1wHhCHTSfu7y8PC2H8dWrV7Vq3llZWVoOcX3AmmaI+qKoVCqy\ncOFCpimiUqnImTNnnO5F0Txf76+8CVaAVAurOdTIhb3ZsmWLlvPUXH659gtjJAb8OoAU1BfYTjk9\n1NbWkpKSEka+cOECOXXqFCOfP3+eJCUlGTQWRuNZKJVKZmxBXV0dfH194evry251p40w9Y+p+Dv/\nb3w09iN8O+VbrtWxG654FtYxb8887M+mx8CsmroKyx+0zZgNa1AqlZDJZPDz87M8noXmIKTQ0FCn\nNxSkudaFV4a9AgDN7U4nweWzsByFSoHTBacZeUqPKRxq04y7u7vRd9s1N8RM9u7di+xsejx/fn0+\nACAmMIZLleyOs88NaWhosDjtjbIbaJDQ6cP9wh164pguZhuLdevWsaFHm2H+/PkYMGAA8uvz8fVF\neqFkR/k6uLAPW7ZssTjtibwTzO8J3SbAjWo732uzNZ07dy4berQZKIqCiqjw/F/Po0nWhHkD5mHe\ngHlcq2U3lEolkpOTuVaDU959912L057Mb56/MyxymC3UsRtmG4vIyEg29GgzEEJwu+w2LpdcRphv\nGNbPXu9Ua6oQQlBfX8+1Gm2WnJoc5rd6Ye22QtupAzkIBQUFWPnrSgB0sBL1IkPOgoeHB6ZNm8a1\nGpxijbHUfF4iA9rWh9dsY7F27VooFAo2dGkTdO3WFTcjbgIAFg1exLE2LrhAc2q/uUzoOoH5XS9u\nWzU0s43FggULWo1D6SwklSahiF+ELkFd8HCPh7lWx+7I5XKnD4KkOQ3BXDTjnuTU5hg40vEw+60P\nDQ11amOxN2svoAKeGvhUm/Jk2wqlUunyWVjB0M5Dmd+fn/u8TS176XxPu5UU8YuAC8CIqBFcq8IJ\nPj4+ePhh56tRqZFKpWhqarI4fVRgFHw96MFPNaIavHvC8p4Ve2O2sWhsbMRvv/3Ghi5tgpjAGGAi\nUCYo41oVFxyQm5tr1VIIbpQbOvh2YOTtaduxPW27LVRjHbONRWBgIJ544gk2dGkTVIuqAQAdfDoY\nObJ9IpFIkJqayrUanBEXF2dVzepi0UXmQ/PZQ3Tw55cTXkYyz/HHrphtLCiKQocOzvmiAPdDt6uA\nuIg4rlXhBIVCYdVwZ2fmaslVTNw6EQAwsdtEfDHxC7w2/DVIlVI8vvtxlAsce1V2l8/CTOrEdcAF\nIMI/gmtVOCEgIAATJkwwfmA7pb6+XisojTnUiGqgIioAwKEFh0BRFH6e8TPGx45HmaAMH/79oS1V\ntTkWGYsffvjB1nq0GZpkTcBEINA7kGtVXHDAvn37IJPJLEo7rDM9vDvYOxgBXgEAAC93L2ybuw1u\nlBt2ZexCuaAcDZIG8Bp5DrccptF4Fq3tb2xsRFBQEJt6OSQNkgaE/icUHm4eEH4ihKe7J9cq2R2h\nUIiCggLExTlnM8waCCHotrobivnF+HvR31rjdKZvn46T9062SBPgFYDowGjEBMVg6cilmNuf3blZ\nFEVZHs+iNZzRUADAucJzICAYFTXKKQ0FQA/K4vP5XKvRJqEoCi8NfQkA8OnZT7UWUVo5eSW6BHWB\nG+WGQK9AdPLvBF8PXzTJmpBTm4PTBacxb+88ZgU8LrCoZuGs/OPoP/BL8i+YWDgRZzafcaoJZC5o\nampq0LFjR4vTC6QC9F7TG5XCSmyYvQGvDH+F2ad+19TPFSGEbpIIeNiWug2rrqyCj4cPTj9/Gg92\nedC6E9GDzWsWmZmZSExMtE6rNsjfBX8DAL764iuXoXBSdu3aZVX6QO9AfPPwNwCAVxNfxeKDi5k1\nTimK0nquKIpCB98OiIuIw3+m/AevDHsFEoUEs3fMRlplmlV6WIJFNQuFQgGFQgEfHx82dXMoakQ1\nCF8VDj9PP9R/VA8vd/aXHXBEGhsbwePx0L9/f65VabMQQvDd5e/w+bnPIVVKEe4XjtWPrMaCuAUG\nP0IKlQJP7nkSCTkJcKPcMLffXLwz+h2M7TLWZh8vm9csPDw8nMpQAM0h9PqG9YUH5QGVSsWxRtwg\nk8m01oNxYT4UReGjcR8h/Y10TOw2EdWiaiw8sBCzd85GMb9YbzoPNw/senIXXox/Ee6UO/Zn78f4\nLeMxcuNIXCi6wL7eLp+Fafx26ze8fPhlzO03F0t8l6Br164YMqRtBS9xYT1VVVWIiLDdGBtCCDbf\n3ozlp5ajQdKADj4dcPiZwxgbO9ZgunJBOdbdWId1N9ahRlSDMN8w5L2VhxCfEAD0QkYn7p3AtdJr\nKGgoAEVRGB87HhO7TUTv0N56ayKGahYWG4tvvvkGH3/8scETai8UNRRh+IbhqBXXYs2MNVj2wDKu\nVXLBAYQQrF27FkuXLrV53hVNFXgp4SUczT0KHw8f7HpyFx7r95jRdBKFBFP/mIpLxZcQGRCJxUMW\no0nWhD2Ze5ipCbr0Cu2FhAUJ6B/esinJirGQSCRO0RQhhODBzQ8iqTQJM3rNQOLCRKecmq6mvr4e\n1dXV6NOnD9eqtDsUKgWWHlmKDbc2wJ1yx4GnD2jFv9BHbm0unt73NG5X3NbaPiB8AB7v+zh6h/WG\nUCbE+aLzOFd4DtWiakQHRuPNkW8iPjIe03pOAwUKZwvPYmrPqbY3Fs7CsdxjmLljJjoHdEb6G+kI\n8wsDIQRKpRIeHh5cq2d3KioqwOPxMHz4cK5VaZcQQvDx6Y/xn8v/gbe7N048dwITuhkfXk8Iwan8\nU7hYdJF2hA54EsM7D2/R3BDJRZi+fbrWGr2RAZEghKBSWAmsgMtYWMrc3XNx8M5B/GfKf/DhWHrs\nPo/Hw8mTJ/HCCy9wrJ0LeyISiaBUKhEYyO5Qf0II3jjyBtbfXI8g7yAkvZTUapPBUoQyIbanbUdu\nXS4S7yYyEbt6hfZC3lt5tjcWiYmJiImJQXx8vA3Ud0zqxfWI+TEGIrkIJe+WICbIuRYTcqHNzZs3\nIZfLMXr0aNbLUqqUeHrf09ifvR9P9n8S+57ax0o5hBDcrrgNN8oNQzoNgZubm+2NhUKhgJubW7sO\nsfdG4hv4383/YVK3STiz+AzX6jgENTU14PP56NmzJ9eqtHvKBGXovro75Eo5spdmo2/HvqyXafNx\nFgA91qI9G4pqYTU23d4EN8oNv8z8pcV+uVzOgVbcI5FIrAor58J0ogKj8Pzg50FAsOnWJq7VsS6e\nRXv2Z4jkIihUCoT4hKB/x5btxe+++44DrbgnJibGaceXVFVV2X0wnjrAb5OMewNtlbH48ssvbaWH\nwxEbHItO/p1QJ65DXl1ei/3/93//x4FWLrjkwIEDdi/zOu86AMDP08/uZetilbH47LPPbKWHwyGS\ni0BA15zqxHUca+M4VFZWorCwkGs1OOH111+3a9P7l+u/YGvqVni7e+PZwc/arVx9WHXm7dln8f2V\n71ElrMKIqBEYGT2yxX5LoyVZAiFEaxU4kUiEmprm9Sbq6+tRVFTEyJWVlcjMzGTkkpISrcWMi4qK\nkJSUxMgFBQW4dKm53/3evXs4f/681v7Lly8DAMRicYsI16WlpVoLD1VWVuLOnTuM3NDQgNLSUkYW\ni8VaMTHac3PWUk7dO4W3j78NAPhtzm9MlC0useptV6lU7fJG59bm4ptL9DTi76d+3+qIzVWrVjG/\nhUIhysqalwbg8XhaL1NWVhb279/PyBkZGdi7dy8jp6enY9++fXrljIwMrZAAZWVlyMjIYOSmpiZU\nV2sP7dU05AEBAVrzGYKDg9GlSxdG7tixI3r16sXInTp1wsCBA7X2q3s/unXrhpEjRyIqKorZ7+fn\npxXEWde4NTY2ahmL0tJSLeOVnp6udX1SU1ONyppNgszMTBw/fpyReTye1vURCoU2CdhTXm6/gLpf\nnP8CKqLCJ+M+cYhaBQD6xur7o3fr56effiJ1dXUGj3FUVCoV87umpoakpaUx8qubXyV4EuS5A88R\nQgjJysoiu3btYvZnZmZqyQUFBeTixYuMXFdXRwoLCxlZoVAQhULBynm4IEQmk5GmpiZGrqqqIjk5\nOYyck5NDTp8+zci3bt0if/31FyPfvHmTHDx4kJFTU1PJqVOnGLmyspKUlJSQdevWsXUKWihVSuL/\ntT/BCpBqYbVdylRz/51v3R7o20FMMBaaLxyXSCQSUlZWxshFRUXkwIEDjJyTk0O2b9+uJf/555+M\nXFlZqWUsFuxZQPA5yNaUrSxr3vbg8XikuLiYazVYRS6XE6FQyMiFhYXk5s2bjJycnEwOHz7MyNeu\nXSOJiYmMnJGRQZKTkxlZLBYTmUxmcvn36u4RrADp/H1nS0/BYgwZC6smN7AVLUomk6G6uhrR0dEA\n6Db3mTNnsHjxYgB0G/r8+fNYsmQJAKC6uhpZWVno3LkzALoaPXXqVCa/Pn36aE180pUjIiK0quml\nTaUARfeIGNLRy8v5AuCohzy3Zzw8PLTm/XTt2hVdu3Zl5BEjtJeufOCBB7Tk2NhYiMViRs7OzkZt\nbS2mTJkCALhy5Qqampowbdo0AMCNGzdACMHIkbRvTCFTACowywY4DPqsCDGxZmGqxdSshtfU1JC9\ne/cycmlpKdmwYQMjl5eXkyNHjjCyXC63azU+9sdYghUg9+ru6T3mm2++cTUtnAzN2qstEQqFpL6+\nnpGvXL1CvF70IlgBUi4oJ2fPniVnzpxh9qenp5O7d++yogvYaoYoFAqycuVKIpVKSWZmJrO9urqa\n/Pzzz4xcWVlJ1q5dy8gSiYRUV9u3LWYqCqWCuH/hTrACRCKXcK2OCwdBLpeTTZs22a282TtmE6wA\n+Tnp5xb7KioqCI/HY+STJ09q+cyOHTtGrl+/zsgNDQ1EKpWaVK7VxkIqlWo5iPh8Pvn+++8ZWSAQ\nkOPHj5ukjKNT3FBMsAIk8vtIrlVxSIqKirQeVBfssCt9F8EKkA7fdiAF9QVmpVWpVEQulzPyxYsX\nye3btxn50KFD5MaNG4xcWFhI+Hw+IcSwsTCp65SiKK1puUFBQXj//fcZOSAgANOnT7dZ04hLjuYe\nBWB8LVOFQtHu2+6tIRKJtNrjLthh/sD5mNV7Fuol9Xhyz5MQyUUmp6UoSsvnMm7cOK3Z4XPmzNGK\nR1JTU6M1bkdvvsTKeBbtLWLW0PVDkVKRgh1P7MAzg57Re9yJEycQFhbWwtnlon3S2NjY4qPJNvXi\negzbMAyFDYXoFdoLS4YsQQffDni83+OICowynoEFsBJWT83KlSvxySefWKehg1AmKEP0D9EI8g5C\n1fIqeHt4c62SCwchKSkJfn5+GDx4sF3LzarOwlN7n0JmdfOI3HGx43DxhYuslMeqsWgv8CV8zNox\nC5dLLmNKjyk4tegU1yo5JAUFBfDz80OnTp24VsVpkCqk2Jq6FdnV2fjp2k8AgIr3K9ApwPb3wJCx\ncL4gknrYmroVl0suo5N/J3w16Sujx6tUKsjlcnh7O1ftQygUwt3dnWs1nApvD2+8OvxVAMCBOwdQ\nzC+GRCGxux5WzwRTKpWQSOyvuK2paKoAACx7YBlGxxgPm1ZbW4tt27axrZbDERcXh9hY/YPV2iul\npaUOMQ9KqpACACcr4lltLHg8Hv766y9b6MIp6mnoob6hJh0fHh6OV155xfiBLtoFx44dc4j1bWVK\nerYzF/40q5shsbGx7eJLo45EFOAVwLEmjk1eXh5CQkKsWkm8LeIoHwa1sWiTNYv2glRJV+98PEzv\nBm4PzS9zaWpqsmssDxfNiOQiCOVCeLl7cRI5yybGoj0slKte9j7Qy/R+9J9++oktdRyW+Ph4rVgW\nzkJJSQnXKuBqyVUAQNfgrpysimeTEjdu3GiLbOzKtdJr2HBzA07nn8bFoou4UnIFQHOAVFP45z//\nyZZ6LhyMEydOcFq+iqjwr3P/AgA8N/g5TnRwynEWEoUEEasiIJAJtLazOdilvZCTk4OIiAityFgu\n2OfHqz/ivZPvIcI/AneX3UWwTzAr5bjGWehwrfQaYyjGxY5DragWE7pOwBeTvjArH7FYDF9fXzZU\ndFgEAoHLUNiZ7OpsfHz6YwDAxkc3smYojGETYyEWi0FRVJuZI3K39i4A4OmBT2PXvF0W57N69Wqn\na4o441wYlUoFHo+nFbfUXihUCiw+uBhSpRRL4peYtKo6W9jEZ5GSkoKUlBRbZGUXhkfRM+5O5Z+y\naiScsxkKZ0UsFjPRze3Nt5e+RXJZMroEdcFP07l1qDulzwIAuq/ujsKGQlx96apJIzZd0GRlZSEm\nJgZBQUFcq9LuSalIwciNI6FQKfD3or/xcI+HWS+TlbVO2zLlgnIUNRTB290bA8MHGk+gB5FI5BBD\ngO1JY2OjVph/F+wgkovw/F/PQ6FSYNnIZXYxFMawmbEwJXiGo8AT8EBA0K9jPwR6Wx6fYMOGDZBK\npTbUzPEZPXo0QkNNGxLfXqirq4NAIDB+oI2QKWWYt2ce0qvS0Su0F76d8q3dyjaEzYzFzp07bZUV\n60QGRAIA7tXfQ7Ww2sjR+nnnnXfajFPXheVkZGSgoqLCLmWpiApLDi7Bsbxj6OjXEYnPJMLfy98u\nZRvDaX0W07dPx8l7J/Hy0JexcU7bG1TGFenp6ejRowf8/R3jAW5PEELwj2P/wK/JvyLAKwDnFp9j\nnPH2wuWzaIWfH/kZnm6e+O32b8xK1eYik8kgl8ttrJljw+fznTL2qD1YdWUVfk3+Fd7u3khYkGB3\nQ2EMmxmL2traNuX46tuxL94Z/Q4ICL67/J1FeVy9ehU3b960sWaOzbhx45yuJ8Qeq8bfrb2Lz85+\nBgDY+eROTOo+ifUyzcVmxuLSpUuorKy0VXZ24e1Rb4MChcN3D6NeXG92+gkTJmD0aFe3a3vn7Nmz\nrJex9OhSyJQyLIlfgrn957JeniU4rc9CzZD/DUFaZRquv3wdI6NHcq2Ow5OSkoJ+/fq5HLs2pKih\nCN1Wd0OAVwAK3i5ARz/uYoW4fBYGUBtDDzfzR76rVCqIRKav59Ae4PP5UKkcbA3ONs7ZQrrmMrn7\nZE4NhTFsaizKyspsmZ1dKOYXAwC6BJs/7l8gEDhdHM4JEybAz8/+gVe4pKCggLW8i/nFWHlxJQBg\ncrfJrJVjC2xqLBISEmyZHevwJXzwpXz4efohzDfM7PTBwcF4/fXXWdDMhSNx/vx5m+cpkovw1fmv\nMODXAcity0V8ZDyWxC+xeTm2xKl9FlnVWRi4diB6hfZC7j9yuVanTXDz5k0MHjwYnp6eXKvSJlER\nFbanbccnpz8BT8ADADzW9zFsfmyzycGi2cQVz0IP6vZhjcjyoepNTU0IDAx0mjkiDQ0NTnOutoQQ\ngvNF5/H+yfdxq/wWAGBo5FD8d9p/HbKbtDVsaixKSko4mfNvKeF+4QjwCkCDpAFlgjKL1o9ct26d\nxS/PfStuUVquePhh7ic02RO5XI7y8nKLItjLlXJcLL6IhJwEJOQkoKCB9n1EBUZh5eSVWDRkESex\nNC3FppqeOnWqTY3uoygKk7vTTqW/si1b++SDDz6wpUouHAyBQIDU1FSTj68X12NH+g48s/8ZhK8K\nx8PbHsbqa6tR0FCAcL9wfDHxC9xddheL4xe3KUMBOLnPAgC2p23Hor8WYXTMaFx96ardytVcsKYt\nXePr169xRjp4AAAgAElEQVRjxIgRcHNzjAf9Ts0dvH/yfYT7hWPegHmY3We23comhKCIX4T0ynSk\nVabh74K/cbHoIpSk+YM5IHwAHu3zKOb0nYNR0aPg7ubYSz+6FkY2gEguQuT3kRDIBMh6Mwv9w/ub\nlV4gECAw0Pxp7m3VWJw4cQJTp051GGMxe8dsHMk9wsiJzyRiVp9ZNi+HEIL0qnRcKr6EtMo0pFel\nI70yvUXQZ3fKHQ91fQhz+s7Bo30eRc/QnjbXhU3s5uCUSqWora1tU+tK+Hn6YUHcAmy8tRFbUrbg\nu6nmzRNZv349li9fbpUOuobDGl+GTCaDSqViRlg2NjZCqVQyQXbr6uqgUCgQEREBAKiuroZCoUDn\nzp0BABUVFVAqlYiOjgYAVFZWQqlUMvd0xIgRqKmpYdI3NDRApVIxMS7Ug9TUYzHU58HW0n/qsIhu\nlBtURIWn9j2Fx/o+hsf7PY6Huz+MMD/TusSVKiWqhFUoaSxBaWMp85dblItKWSUKxYUobypvkS7C\nPwKDIgZhUMQgPBD9AB7p9Qg6+LbPgMY2NRZyuRyXL1/G/PnzbZkt67w49EVsvLUR21K34evJX8PT\n3fRuQV1DIZPJoFAomJeFoijk5+eje/fuAOjYCE1NTYxR0EV326VLlyASiTBt2jST5JSUFEgkEjz0\n0EMA6AFFcrmcCbRbUVEBmUzGvOx1dXWQyWSMsRAIBJDL5Yyx4PP5kMlkjLGoqqqCVCpl0peWlkIq\nlTLG4s6dOxCLxRg7diwA4MqVKxCJRJg6dSqjr1gs1itfvHgREolES5ZKpZgyZQoAICkpCUqlksl/\nXMA4nK49jbnj5sLHwwd/Jv+JnTd3YmfGTlCgMLjTYAR5B4Ev5cPb3RtdgrsgOjAaMqUMteJalAnK\nUNpYijJBGRSqViZC5gMIAxAMdPLvhGk9p2Fo5FAM6kQbiE4BnVqmaac4fTMEoL9+A9YOwJ2aO9gx\nYwcein6IeVnS0tJQV1eHiRMnAqAf1vr6esyYMQMAPfOUz+fjkUceAQDcuHEDIpGoxcvap08fAPTL\nB9ADuox9bR3x2iclJXE6eU4mk0GpVDJLMHx79Ft8fOpjLBi3AMHewSjLLUOIRwhKgkpwteQqpPek\ngApAj/sZFAAgOrIbgK5071i4JBxRIVHo06MPYoJiEBUQhdiQWMQExaBnaM8255Q0F6caZ6FSqSCR\nSJgve35+PiorKzFmzBgA9MtcXl6ORx99FADtsKuqqsKL8S/iw78/xObLm9F/Un/GWPTs2RO9evVi\n8td9UeLi4hAQ0LyYsm6ofHWNQk1wsOlrPjhi12p9vfmzc22Jl5f2gsD5ynwgBOjZoSe+vvg1s33N\nqDU4uvAobpTdgJIoEewdDIlCgmJ+MXgCHnw9fNHBtwM6B3RGZ//OiO0QCx8PHxQXF0OpVDL37ezZ\ns3BrdEPvCb0BAKdPn4anpyfzMTh79iwCAgIwciQ9CbGyshLe3t4ICQmxx+WwKzavWdy7dw89e9rO\nqUMIgUQiYb4k9+7dQ0FBAVMtTUlJQX5+Pp544gkAQGpqKioqKjB9+nQA9MMtl8uZarM+KpoqEPND\nDCiKAu89HiL8DR+vZv369Vi4cKHVTk5DOJrBcCSWHlmKtTfWYkLXCcioykCtmF6zNtwvHFUfVFmd\nf25uLnr37q13v0KhgEKhYHxEKSkp8PDwQFxcHADg+PHjCAoKwoMPPggAOHbsGEJDQzFq1CgA9Hwq\nf39/sz4ibGKoZgFCiN4/erd5bN261azjKysryZUrVxg5MzOT7Nq1i5EzMjLI4cOHGVkgEJCGhgaz\n9TKFR3c8SrAC5L9X/stK/rqArhCb9OeidY7lHiNYAYIVIP1+6Ufi1sYRrADp+mNXm+S/bds2m+Sj\niUqlYn7funWL3Llzh5EPHTpEkpOTGfn48eMkOzubkUUikVZ6W3P/WWvdHujbQSw0FkqlktTX1zNy\nYWGhlgG5e/cu+eOPPxi5traW3Lt3z+xy2GD9jfUEK0AW/7XYLuW1RWNx9epVrlXQQqVSkb2ZexmD\nMXvHbJKYk0iyq7ONJ24DiEQiIhKJGPnIkSMkJSWFkffs2UPS09MZ+c6dO1rvn7kYMhZme2ukUiny\n8vIYubS0VGsVdR6PhzNnzjByTEwMnnuuedXn3r17a8mhoaHo0aMHHAEKdO3L08303hCpVMr6cgDE\ngZohXPssdKEoCkMjhzJy4t1EzOw9E/069uNQK9vh6+urtZ7uzJkzMWTIEEaeP38+0+QB6K5rzRgr\nO3bswN27dxn54sWLFi/bYdRYVFdX45dffmFkoVCoNb8/JiYGr7zyCiP7+/tj/PjxjOzu7u4wA3iM\noe6zN6frNCUlBcnJyWyp5HCoe4EciZ6hPTGh6wQAwNguY206piM3t23NRh46dKjWOKeFCxcyPXEA\nEB0dDQ+P5n6NLVu2mBxj1GhvSHh4OJYtW8bIoaGhTB94a9TX16O6uhrh4eEmKeBIpFWmAQC6h3Q3\ncmQzakeVJRA9Yy1cmM/iIYtxvug8uoV0s2m+169fN+jgbGvo1uJfeOEFk9Pa/JPfs2fPNhvE9lzR\nOQDAhG4TONXDkZoduiQlJXGtQqvk1OYAAHp0sG2T9tlnn7Vpfm2ZttE+sAO8Rh7y6vIQ4BWAYZ2H\nmZxOpVJZtbSdrmFQy0Tb0ewwOJrPQo26Vjik0xAjR7qwFFaMRXZ2NhvZssr5Ijp02rjYcWYF75VK\npfjjjz+sKttRDUNrOKLPQiAV4HbFbQDAkEjbGQuxWIyioiKb5dfWYcVYmDP/31E4nnccADCx60Sz\n0vn6+uLNN99kQSMXpnCx6CJ6r+mNiqYKdA7obNNmCJ/P1+r5c3ZYMRYLFixgI1vW2Jm+E9vTtsOd\ncsejfR/lWh2HxpF8FiqiwksJL6FSWIkRUSNwZOERm87diIyMdKrIYCdOnDC4v93NDTGXtclrsezo\nMhAQfDXpKwwIH6D3WH1zNfh8PkJCQtpEM8JaHMlnkV6Zjty6XEQGROLKi1fM6vJ20RJj0zRYqVkU\nFhZa5fSzFwKpAO+eeJde73TKd/h4/MdG01AUpdXdSVFUu5w0pA9H8lmcvHcSADCj1wxWDEVJSQmE\nQqHN83VUNCdMtgYrxqKqqgq1tbVsZG1T3Cg3yJQy+Hj44IOxhmNp6o6H0DUamtta2+fC9pzMp43F\ntJ7TWMk/OzsbYrGYlbzbIqwYiwceeADdunVjI2ubIlbQDwIFdqaCt0fD4Sg+CxVR4WoJHTNVHXTZ\n1kybNg0dOzrucoK2xlivnlOPs7hWeg0AMDJ6JOsvdHswHBRFOYzPgtfIg1AuRIR/hMnhBFwYRh3z\nRR+sGYu20H2aXEbP6RgVbfmQbUtoqwaDENLCZ8HVuZQ0lgAAYoJiWCujLY4XsgZOfBYAHaTG0SkX\n0AFYbT1E2JlQN9/sbTTU9yy3NhdypZyVMlJSUljJt63CmrFQR65yZGrE9FRdSxZFdlb0+SzsPSku\nMiASA8MHQiATYF/WPlbKeOaZZ1jJ1xE5evQoKioqDB7j1D6LyqZKAM1rntqLtjwew5DPQve82Pri\nq3lr1FsAgB+TfmzT19QRGDJkCMLCDH80WTMWt2/fhkqlYit7qyGEILuGbpP27diXY23aDqaMs0it\nSMUDGx+A97+98eSeJyGUsTNW4bnBzyHUNxTJZclIrbS9jywrK8vmeToq0dHR8PQ0PFaFNWNRW1sL\niUTCVvZWUymsRJ24DiE+Iegc0NngsW3VIckFF4suYuTGkUguSwYBwYHsA3h639O4UXbD5mV5u3vD\ny93L+IEWkp6ezlrebRHWjMWUKVOYcPyOSEZVBgAgLiKuTa7fwRXGxlm8efRNyFVyzOw9k9l2JPcI\nRm4ciQc2PoA/Uv+wWfNka+pWVDRVoHtId1ampj/99NM2z9NR0QyNqQ+n9VmojcXA8IF2LbetGx5D\nPosyQRkyqjIQ5B2EA08dQOM/G5GwIAFLRy5lmgvPH3wefX7pg/U31kOqsCx2aWZVJhbsW4CXE14G\nAHw49kNX7c9KTGlesmYsZDKZQ3c9ZVZlArCvsWjrhgIw/FBVC6sBAF2Du8LbwxuB3oF4tO+j+GXm\nLyh5twSbHt2Efh37obChEK8feR0D1g7A0dyjJpedXpmO+XvnI25dHHZn7oaHmwdWTl6J10e8bvV5\n6SIQCJwqlkVMjPHxKqwZCw8PD/B4PLaytwoVUeHEPXo67vCo4Rxr036QKumagreHd4t9fp5+eGnY\nS8h4IwO75+3GgPAByK/Px6wdszB391wUNhS2mmeduA4n753EvD3zMPh/g7Evax+83L2wdORS3Hvr\nnkmT/yyhoaEBZWVlrOTdVnHKtU6zqrMwcO1ARAZEgvcez6QYCLao5raHa2lordOMqgwMWjcIfcL6\nIGdZjsF85Eo5fr72M1acX4EmWRMAINg7GH6efnCj3EBRFJQqpdbK5T4ePnh12Kv4cOyHiA6Ktt1J\nOTmHDx9GfHw8unTp4lxrnZqCehCWWC5m1goxhKs93Iwhn4U6snZhQyGUKiXc3dz1Huvp7on3H3wf\nT8c9jQ9OfYBDdw6BL+WDL+VrHefr4Yv4yHg81PUhvD3qbXQONNxz5cJ8xowZY9LyiazWLLhecVsf\nhBB0XNURdeI6ZC/NNrogja2MRXuoWRij++ruKGwoROrrqRjcabDJ6QghqBPXQaqUQkVUUBF6jE5U\nYJRZMVFtRV5eHqKjo7UW+HEGDNUsWO0NaWhoYDN7i6EoCo/3fRwAsPn2Zo61aV+MiaFnLiaVmjeV\nnaIohPmFISowCjFBMYgNjkVscCwnhgKgFxdSKpWclO2osGosHnnkETazt4pXhtOrqP2e8jtkShnH\n2rQdjI2zGB1D1yTNNRaOxowZMxAQEMC1GnZhzZo1Jh3ntOMsRkWPQt+wvqgWVeNW+S3zM3AH4DzR\n9BiMxbNQG4urpVftoY4LG2DqhDlWjUV1dTXu3LnDZhEWQ1EURsXQcSzUQXBaY3/WfmAegMkA1ANS\nKQBvAXgHQDfTymsv/gpjg3fiI+MBAHdq7kCparvVeGca6m1qNDBWjYW7uzuamprYLMIqpvWgYzeu\nvLQSv17/FRVN2lN0j+cdx7y984A4AA8BeBGAP4AoAGrnsVP2J+nHy90L3u70OIu23LzLyTHc9euM\nsGosQkNDMWLECDaLsIoFcQswqdskVAmrsOzYMjy19ylmHyEEX5z/AgDwTNwzQCWAjqANhuZasnXG\ny2kvtQrAtBic6sld6lXp2yLz5s3jWgW7cOjQIeTn55t0rNP6LADA3c0dJxedZORQ31Dm99nCs0gq\nTUKYbxg2PLoBlavo2BcIQ3NtQoBWjYXmcoTtyVAAxn0WtaJaCGQC+Hn6IdjHeN+9C26ZPHkyYmNj\nTTqWdWNx/vx5touwCIlCAoFU0KKq/P6J9zFn5xw8vovuWn171NsI8ApgJp4x3AOaVmo3sdqjcdDF\nmM8ivYpu6w+KGGTT1cHsTVpaGtcq2IXAwEB4eJjWlma9xa1QKNguwmwUKgVGbBiBzOpMjOsyDt1D\nuqOgoQCHcg5pHTeh6wS8O+ZdEELwwSl6XZH3x7yPLyZ+AX8vfwCO38TQDHcnkUjg5uYGLy+6mSAU\nCuHu7g4fHx8AQGNjIzw8PJjQAnw+H56enowsFArh4eEBb2/aJyGVSuHu7s48bIQQZoKeoZXd2gK5\nubkYPNj0QWXOAOum3xHXiuRL+Misph/qSyWXUNBQwOwL9QnF7nm7kfZ6Gs4uPosArwCUNJYw3atz\n+s7B9rTtzELKhpDJZJBKm6dhFxUVacU5vHbtmlY0pqNHj+L69euMfOTIES05MTHRZJmiKCQmJuLG\njeagM5cuXdIq7/r168jNzWXklJQUFBQ0X4vU1FQt+dq1a9i7dy8jnz9/XqvX4MiRI5AU036K5LJk\nHD58GMnJyVr6GZM19T18+LCWfPXqVS19i4qKtBazksvlNjPeTz75pE3ycXRWrVpl8rFOOZEMAEZt\nGoXrvOt4ZdgrkCgkyK7JZqI5pb+RjriIOFRWVtIjCzuGYcxvY5CclEzXxaLoKE27huxCp46dMGbM\nGNTX1+Py5cvo2LEjM8T977//RlhYGIYOHQoAyMjIQGBgILp27QoAqKmpgbe3NwIDA21+furahK3v\n37Fjxww2RWRKGaL+G4VacS2+nvw13h/zfquzUIUyIXZl7ML29O0oF5Tj9RGv453R77Q4TrNmVF1d\nDU9PT2a5yNTUVAQFBaF79+4AaGMbGRmJYcOGAQASEhIQExPDyIcOHUJsbCxzP86dO4fo6Gj07t0b\nAFBWVobAwEBW7oejIhAItM7X0HDvFs44HcccsZY7d+6Q0tJSq/OxBLlcTkQiESOnpqaS1NRUQggh\nkd9HEiwC2XNkD7N/8r8mE7wA8v6J9wkhhNy+fZvk5uYSQggp5ZeSWVtmka6ruhKsAMEKkBu8G0za\n3bt3k4qKCnuclkkA0PqzJ7/d+o25Rp1WdSLfXvyWVAjoa1PUUEQe2f4I8fvajzlG/bf51ma76llf\nX08EAgEjJyUlkby8PFJbW0sKCwvJ/v37SUpKCrN/3759JC0tjZGvXLmi9WzL5XL7KM4i95+VVu0B\n6zWLwsJCUBTFfE2tQaVSQSaTMW3s1NRUSCQSjBpFD646d+4cCCGYNGkSAODChQvw9vZm9ldVVcHL\nywvBwcHo8J8O4Ev5qFpehXD/cDp94TlM2joJ8ZHxuP3a7Rbli+Vi7Mncg3+e/icqmiqwec5mvDD0\nhRbHcYmhSW/W3ktz+Cv7L6w4vwJplc2Owh+n/4izhWeRkJPAbNv6+FYUNhTi83Ofo09YH9xZeofz\nWb75+flobGxEfHy8weNKS0vh7++PDh06AAAOHDiAfv36YcAA2l+za9cuDBkyBP379wcAnD59Gv37\n90dUVBQAQKlUwt1d/8xcLuC0ZmEORUVFWpb78uXL5Pjx41ryhQsXGFn3y2Aqp+6dIlgBErEqgihV\nSma7QCog7l+4E6wAyarK0kpTK6olA38dqPUlXHpkqdllswl0ahO6f7bg6tWrJh+rUqnI/qz9zPV6\nI/EN8sOVH0jgykBmm0qlInKlnHRa1YlgBUh2dbZN9HREysvLSWNjIyP/+eef5O7du4y8detWkpeX\nx8i3bt0ifD6fNX0OHDhAsrO1rzcM1CxYdXASQrRWoU5PT8fhw4cZOTk5GYmJiYzs4eHBtEcB4MEH\nH8T06dO15PHjxzNySEiIRZN9Nt6ig5P+44F/aHXvSRVSKAk9RLmYX6yVZkf6DsYpquavO38xv8Vi\nsUOPVgVsM9XenLVOKYrCE/2fQLgfXXPbm7UXuzN3Q6Gie8giAyJBURQ83DyYiGVZ1e03/H5kZKSW\nf2DhwoWMvwQAnn/+efTs2ZORKYrS6k387bffUFzc/Fzu3LkT1dXVjGzuLNlZs2ZplW8Mq4yFWCzW\nCj2WkZGh5S1PT0/HuXPncOrUKQBAv379MGvWLGb/yJEjMXv2bEaOiopCly5drFHJJGpFtAd9eGft\nkHr/vvBv5rduuL3oQDoyU0xQDB7s8iAAOkAtX0IHaykoKMC1a/rnmNgDYodmhimBXTUpF5SjWkQ/\n0DWiGlzjXYNYIUZ0YDQ2PtocUVp9fauEVbZT1kIyMzMhk3E/VD0+Ph6hoc0DBV966SWtAVSzZs3S\nClqzadMmrd62NWvWoKamhpHr6+u1nhEvLy+zmkFGjUVJSQnzOy8vT2tZ9oqKCq2urLi4OMyfP5+R\nBw8ejBkzZjABRDw9PeHmxv1AnQ6+dBtTNypTkHcQAGB6z+ktVil7rN9j8PHwQWljqdZIT/XXesCA\nAZx3E5tSc7CnPyCZl4z49S3b/eeXnEfpe6WY3af5QyFX0csDsLkOiKkUFhZyrYJJBAUFMWNmAOC1\n115DZGQkIy9btkxrlbGEhATw+c3P/Pfffw+BQMDImrWU1jD65mpOqOnVqxcWLVrEyN27d8eECROM\nZYFx48YZPcaelPBpAxgVGMVsu1t7F3+m/wkAOJV/qsXIztzaXGauw7HcY9j6+Fbsm7+PMTBtCV2D\nYY4BMWVuyJWSK5iybQrGbh6LKmEVxsWOw1eTvkLPDnQV+8NTH7aoBalre45wPWfNmqX1ErZVKIrS\nureLFy/WauZLJBKtZtGhQ9qDEnUxaiymTJliiZ4OjTo2pPoBPXXvFIauH4p79fTK75899FmLL5xm\nyPpXh7+K5wY/hycHNA/cIYQYtcxsY00zRPOh0n3INDHms5AoJJi7ey5OF5yGQqXAq8NexennT+PT\nhz7FzVdvIsw3DNd413C39q5WOrXcO9T0NrQL6/joo4+05Jdfftng8XZpE1y8eBFCITvrXVrCnD5z\nAIAZ3v3NpW8gkosAAAVvF2DFxBUt0pwrOgcA+P2x37F21tpW5z3s2bOHHYXNgBDT5qe0ZgwM1TDU\n+4z5LC4XX2b8DssfXI7VM1YzhjfYJxgjouhZyFdKrgCgh95vS92GnNocBHgFoE9YH6O6s82tWxYE\nQ2qDGFvbVBe7GIvQ0FCHimcYG0w7idTNihfi6bESbpQb9mTuYYLFalInpqeXdg1pfbwIRVFYunQp\nG+qyjqaBaa2GYU4zZXTMaDza51EAwKorq9D/1/7YndHcAzJvAD31+63jb2Hu7rno+F1HLD64GACw\ndORS+HpyHyBX00/XXrGkFmoXYzFw4EAEBXHfFlXTKG0E0Nw+XjRkEb6Y+AVURIWP/v4I/73y3xZp\n1MsH6HapthfuD8Yxeowxn4W/lz8SnknAyedOIi4iDoUNhViwfwGif4jGgn0L4OHmgWGdh6FJ1oSD\ndw6CL+Wjb1hffDLuk1ZrdFzw2GOPca0C6xw8eBCpqeatPO+Uc0O+u/wdPvr7IywfsxyrpjVPpNmZ\nvhMLDyxEkHcQst7M0lrI5qekn/DuiXfRo0MPZL2Z1ep8h6qqKkRERNjlHEzBlBqB7v01lubo0aMm\nd58qVApsvr0Zq66sQl5dHrP93OJzKGgogEQhwdQeU9EztKeBXFywQWs1SbVMuFgKQA0hBEeOHLFH\nUSZRL6addLqe92cGPYPpPaejUdqIT858orVv6cil6NGhB/Lr83Gz/Gar+WqOMWkr6DY7jH0cZs6c\naXC/Ju6UOwZFDMLD3Zu7lLuFdMPwqOFYEr8Er4943SENhTP4LMxtXgJ2MhYURSE8PNweRZlERjUd\nyKZ3WEvP+6hoeh5JjahGa/uO9B3Ir6fDj+lrirRVn4UataEwpTlijPz6fEzfPh0Pbn4Q62+uBwCM\niBqBE8+dQICX44bYJ4SgtLSUazVYxxIfot1GSD3wwAP2KsooN8vomoHaM68mtSKVebDVTk81K86v\nYH4PihjEroIcoDYApn5tDH2ZcmpyMG7zOJzKP4UQnxAsH7Mcqa+nIvmVZIfo7TAERVGYM2cO12qw\nztdff212GqfzWaRVpmHI/4YgxCcEdR/WMQ/8t5e+xWdnP4NCpcBDXR/C2cVnme7RKmEVOn3fCQAg\n+kSk12NfWVmJTp062edETMSSEZtEI4aEKcdqUieuw+B1g8ET8DCx20TsmbeHmdXrwnHQd48591kA\n9FBTR2B10moAwKLBi7Qu1sZbG6FQKTCz90yceO6E1jiKdcnrAABju4w12LW3f/9+lrS2HH0zCNn6\nCCw/uRw8AQ+jokch8ZnENmcoKisrnaLr1JKPiN2MRUxMjEPEq0ytpLuLakQ1EEibx8V38qdrBO+N\nfg8+Hj7M9lvlt/DlhS9BgTLatffmm2/aXmErMPZA6N4PS4yIZhmn809jS8oWeLl7YevjW5k4pW0J\nPp/vUAMI2UAul1vks7DbEjnq0GZcsyR+CW6W38TOjJ3YmbETHXw6INw/nBluHOKjvSbh+cLzUBEV\nFg9ZjCk92t/Qd1tRK6rFK4fp9WP/9dC/0LdjX441sow+fRzbp2ILTp8+jYiICLPfSadbT2vZA8sw\nuNNgfHb2M5QJypBXl4d6Cd2V+vLQlzGss/YFVO9TT6E2RF1dHQICAhxqEpKx7lB94yyM+S100713\n8j0UNBRgaORQfDj2Q9b0dWE9li5YbjcHZ21tLTIyMkyapWovhDIhypvK0SBpQGRAJGKCYlocszdz\nL57a9xR6dOiBnGU58HDTb18TEhIwbNgwxMS0zKetoGkgTHF0qpsuwd8GQyATIGdZDlOrsKRJw7Wh\nuHXrFoYMGeJw4e7shUM4OAMCAjgZ3Xir/BZGbRqFIf8bgkvFl7T2+Xv5o1doL4yIGtGqoQCAJ/o/\ngd6hvZFfn4/dGbsNljVnzpw2bSiA1v0Yho6jKApufm4QyAQI8Apo0fwwZ/AP14YCoCN8WxpzxZKB\nTlxgqU/GbsbC29ubCVxqT/7vzP/hOu860irTsCfT/Fmh7m7uWBC3AACQUpFia/UcBt1JY5ovrj4D\nwmy/78eM8I/QOlZ3dGhbYPbs2RbrymYvky359ddfLUrHfdgqlhkZNZL5rZ6G3hqVTZV6V/0ubaRH\n9PXo0MNgWWKxWCsSUVvCkHHQpcUArvuhR3mNPFBuxqe5t3ccvYbx4YeW+ZRYNRa6F2zfvn1sFtcq\nKyauwNnFZ1Hybgk2zdmkte9C0QW8d+I9TNo6CZH/jcTMP2e2mJ5eK6plFh8y5uEvKyvjPA6nNbT2\nZdS3WJHWvZUCaASkSimg3ZmkN19HRXOFN0ux9Fwd2cAALPWG6Dvpvn37srZSlj7cKDdM7Dax1X0L\n9y8ET8Bj5NMFp3Gl5ArGxdJhAO/W3sXwDcPRJGuCG+WGuIg4g2X17NmzRXRmwLbnam8nYGs1jlbv\nbw2AIADhAHSCaal1dmSDodbRVtHOrDUYbF0riYSO4aJee8ccWO861Xy4Bw0a1Op2ruga0lXLWHi6\neWqNs8ioykCTrAndQ7pj/ez1iPC3zEGr+3JZe95cXrukpKSWvSQUACMr/tn7I2Eumuek/s2VrmyW\nm6rDiFwAABGNSURBVJSUhMDAQAwfPtz4wTrYZZyFvgvPtcHY/9R+/JH6B5LLkvFIr0cwf8B8BHo3\nP/Vq3eIj4zG151ST8iwvL0fnzp0NHmPNi8P1y6aOwallMCJB1ygEAPL0paSx5p6zaXDUemn6GzS3\nqbGlIdHNR7fmxsZ5Tpw40eK0dnNwUhSF7OzsVrfrOszs1XaLDIjEB2M/wMfjPoavh28Lf4U67F5r\ngW70YSxCsiaWnKep4f7ZuoaagW+Yh1ntN/YAvfaZEVoL12dqoB62jKW+vHUNRWvbzcWYH4jrD4I+\n7Nobol4DsjW4Mhhfnv8SwzYMw8IDC7Hor0VaN6pWTEf/vlZ6jQkwa4zXX3/drPLNPU9zZoTaA0II\n5HVyQAnAF4CZg1e57l7VNFpKpRInTpwwmkazBmArnXWfe7YMRm1trcVp7d51auwi2Mp6m0K9uB4r\nzq1g5MN3D2PC7xOQW0svnPR4v8fRv2N/FDQUYOzmsZi9YzYqmir05NYStqrLmv/1lctG2YSQVmNw\nnis8B7gDqAPdM2ImmtVxc++5tc+I5rXy8PDAtGnTDJZl6sts7P5o1q5aC23H1rP/559/WpzW7sbC\nnNF8tojYZIjSxlIQEPQJ64P9T9HTyy8WX8S6G/SUdD9PPyiJEhQouFPuOJJ7BMPWD8OO9B3MsoW6\nlJeXm62HpTEnbJmfqTQ0NGjJQpkQ/zr7L1qwYsyarsEw54Ux9OJZgrFRrLoGo7VyHbUp8dZbb1mc\n1mEHZbH5wCtVSlCDKWy6RY+7qBXVYkavGZjUbRIAwNeDjlmRVJqEu7V3QUCYBZPLm8rx7IFnEf1D\nNDKrMlvkbY7PwhrMmeRlbnr1/tb8CpqTkOrEdZjyxxRcLb1K9xTdMEFxE3Uytaah+1GxpplWUlIC\nHo/XYrst/BO622xxj+yNwxkLa9uwxr4w5YJyjN8yHngS+Pn6zwBo30TcujicLTwLAJjTlw6rpnZ4\nDu88HBsf3cgsvwcAQrkQGVUZLfLX9Vmw+YUx5/oYcySbe92pAAphy8OQVJoENABV31Y1OzqtwNLm\nSGuYW9sQCASQy+Um520Kus1qLnsAhUIhmpqaLE7PirFg62Lo3njNr4g+C67Ll+e/xNXSqwCAKT2m\n4KmBT8Gdckd+fT7CfMMQ5BWElZdWQiQXYeXFlQCAqT2m4uVhL+POsjvoFdqLyUu9DKItz83SKrgx\nTPH2G0OhUCA5OZlOMxZABIBqAJsBaPjNrLn/+u6jKTUMQ9tMOc8BAwagW7duzAttSjPYUBn2clqa\nSlpaGu7evWv8QD2wNs7CVl57Q0ZA84Zq/jd0c9TdoC/Gv4jfHvsNANDp+06oElahtqkWcAcSchLw\n6uFXcY13DbHBsXhvzHsA6Kje6gjfQPPCQ5qUlZUhKipKa5s118LcKqslfh59DsbW2u7M3Bd1JesI\ngMbW82OjGm3setjKZ2FpDUAzXYsJdzrH2ZsxY8ZYld7hmiHmYOxLrLvteN5x/HyNbnqoJ4VRFIUn\n+j1BH6BRUVDPB3kh/gUmjuSX57+EiqhAgYIb5YaR0c2T1NQcPny4VV2tffBMzcdYc8KaF83T0xNT\np94fnKaO5t+5OV9re7JM/ZLry7u18tV6mXL9r1692mp5xq5Zaw5QY71WXNcyLKFNGwtd9HVDqWmQ\nNIDcHzU0KmYUs33NzDWIj4zXSqc+buOtjUipSMHsHbOxNXUrs29Grxmtrn/x2muv2eZk9GCKATBW\nbTf3S1fRVIEtt7fgyN0jdLeyG4C/7+/UWE3B2q+lSb4SA198a8vXnDHcWk+HueW2ZjDMNf62pKys\nzKr0rEfKsmd1q8VXpz/oochXAUgAlUqFd0+8i9XXVqN7SHdkLc1igvNuvr0ZLyW8xCSd2HUiKoQV\nuFNzp0U5U3tMxYGnD5i8WI4110Bft53uMca+YEVFRejYsSP8/engE/fu3UOnTp0QEBCgNy2fz8df\n+X/hnRPvoKG0gR501QjaV9EIOo5FNUA2EJSVlSE0NBS+vs3Rz+VyudkrdZuKOQbP1j4UfWUYuzeG\npjzYowayfv16ox+z+/q0qgzrNQtD7TZb5g/o3NgQAE8DmABgWvP+76d9j4HhA1HQUADfp3xBudFf\njpdGv8QYjpigGJz76hz+O+2/6BLURWtZgGfinkHiwkS9hqKmpgYSiQQikQgyWevxMcxBfU6///47\nCgoK9B6zbds2g/nk5eUxhoGiKJSVlUEsFhtMs/zYciw5tAQNkgbgHoB7QLh7ON1cawAgA5BKlx8d\nHc3MG1Hj6enJ2gAxiqK0RiMWFRUxv21Znql5aTZZzKmBsD2WSBOra72aJ6j7R++2HtAzBrR+G/vT\nTWdOWgAEXiB4HwQrQPC6dp4XCi8Q/N/9fQOa00z/YzrBCpA9GXvobY/cP2YFiPcSb7JsxzKiVCkJ\nIYT88ccfJDc3l9Ft69atJDc3lxw/fpwUFBSQvXv3kqKiIi296+rqzDsHnfM3dB30XWt96fTm6QGC\nLiCL/1pMn/tnIBiqU54nCDqCIBREpVKZdQ6tPQf6zsvU+04IIadOnSKVlZWMvGnTJq1jNm7cSIqL\ni5k8N2zYQEpKShj5+vXr5OTJk0x6lUpl9Hobuk+Gzrs1DOVtT+6X16o9sPuKZJZaSk09TM5jMIDx\nAM4CyNLOh+pFAY+A/jpuvH/8OABTAFwGTn5wEu/efBeZ0ky8MeINvD/4fcRExMDb2/RJZfqw1Pmn\nr9dC3/GGylTnx/z2pYA5APqCcfS6UW5Q/aEyOJNUMx9T9TH3/E0pQ/e66KbRvX66x9+6davFtG0e\nj8f0bJnbHGlxfQ34LdT567vHtngH1WNIQkNDDR7HaTNEUwkAWjfLnIug2ethcro0AL+CMRSa+Qiz\nhYAfgGgA6k6Nwvv/ewLTZk1DvpLuJl358Er07NLTJoYCsO7m22r8RYtek0cBDAAodwqDIgbhlWGv\n4MKSCzadcm5KNVzfi2Rov+YxzFewFUe3rsHSPGbYsGEt8jbXUGiyZs0aLVmzmdhaD54+I2arj3Ve\nXh4KCwuty0RflYPYsBmiUb3Ru08kEllURbf4bzxIwNcBTDPj3ePv0rp8cr/p0eP+/89B8ATIgawD\nenXXPDeRSERqamqMXgtL/nSvozlpDKYbcP9cPwbJrs62Wk/d8k29BvquqyXlmaOPvrLNvdb6rrsp\nx33//feksbGRKe/s2bNGryEb3C+vVXtgl5oFRVHg8XiMtdyyZQuOHj2qZVlbm83IGn0APAw0yZtA\ngdZhb9Ze/JH6R/MU60YAKgAUgMHAE3uewMd/fwzK3fDYjurqaiQnJ7OitmZXnDk1DM3fLdL5AZh1\n//cpoH94cwR2Qkyv/ek7Tp+umnmrfxvr+jYFU7/IuvnK5XImfqqmbpY2m00Zo6GZ//LlyxEY2Bx4\nydfXFzKZjEn/zTffMCHxADpCt0KhYGRT75M12MxnUVBQAKFQiLi4OHVanDlzBpMmTQJFUcjMzMTA\ngQMB0G3BiIgIg91q6oeHFZ4HYChQdz2A1QCGAJjbyv6fQU/H1sDcm2XPLmWDzAMQB6AAwDaAqLTP\nw1b+BXOuj7HuRFN00JdPa3pQFAWRSIQbN25g/PjxzDZbYO55mHqd6uvrERISwpzjV199hU8//RRu\nbm5QqVT4+uuv8emnnzL7s7OzDcaTUWPIZ2GysSgtLUVNTQ3i4+nBS0lJSaivr2ciJ5WWlsLd3b3V\nkHIO82Ko0TUW5aDHY1CgHZ6nQcdlmAHAG7Tx6KBxfDLoYc4aqB8Kc18KNjH6oPYEsAj0Oa8F3R1q\nRVlAyxdU83qYe30001mqT2t56Opqy3JtgSXPki5KpZJZVU0ul2PRokXYtWsXAEAkEuGXX35hlgRQ\nqVRQKpXw9PS0jbEoLy+HQqFAly5dTFLWHM89Gxh8UZ4F0FtDFoMecNQaaQAOgq6uTwZ6TemFVVNX\nYW7/1qocdLmlpaVGVyZj85rovqB6WQygO4BTAC63no85vQC65Vn6sOtrStjiC23ImFlaFpuw1bxQ\nqVTMymsCgQC///47/vGPf9jGWJgL18ZCL0EA3gLdPVgNejQiQLuSKkHXMACgCHRPwKX7+zQw9SUy\n5dqxcW1MesmiALwKQALgR5gc4crUc2KzDa2vS9LQNs10msep9+Xl5aF3796sPrOWNq3s4Y9Qw0nX\nqT1P0CxmAPAAnhjwBKCe8yUH3QSJ1DjuKICLaNVQmEtrD4imM88cR6IxTP4aP3T//01YFApPtwxT\naxQtumzNKEM3f33XVV/5hppEms7D1o63BdY4S62Bz+ejosL0cJD6YM1YOFRtQo0v6PkiAMbHjseC\nH+k1THUNAgDgRSCppGUPjbkPuG4Phj6Pvy2ul8kPdzcA/UD7Kq4aPlQXQ70V1pyHsXS652bMIJnS\no6G5XdMxr5m/w370zKC0tNSicI+6sNoMcTi8AXysvcnt/9s7n5A2sjiOfxs1aRJ3olm0hGWaZjWt\nWDzEUsoqG6T2srAQWbEplCI0tad2D+ultEWKl96K9LCHeOqhlLpLFrpFrCxdrbvspRGsRKURSw1d\naUyy1hJD1Jg9DElNMnHexMxMYt8HBpJ57/3em2TmN+/P7/1+h1Q5IQBSWI1W+H/055yXYqVGrpsy\nmUzi9PBpeFe8wHMALwqTkULMygff8IHvczEmifnauNcQJTvf7nOSrsyJQJblUSWGIbspZje7IA4D\nsAHoAfc2jYNzXQ/OdZ7qkArHao7lFPNH/NhOcGvZu41Tsr9nH263e890vkMuXv77Et4VL+r19Yj+\nERXdTr43POm1SHGdJL8fSb1TU1N506SegykXZJuzUEwz1wP4CYADQCM4oysNgArO09WAfQCL1xfz\n7iLd2tkSfaP09fXtr80S8neAW/ZwnHBAV6WTvf5sZcv3eT+y8ymPfPJTQye73Z4xbEkdKXml0LMo\nlLm5OeFMBEgavlAObSxUx4hvBM5fnWAZFrftt3HWchahjRCMWiPMBjM0lRqsx9d5ne8atcb0tvWD\nwsf4RwBAna5OdNlwOIxIJAKr1SqcWWZI77W9Hnq+IcdB6FXMzs4SGWQJIVusU7EU6w/6Qs2Z0NZq\na+GyuVChqshwugsAjIbB8S+P43U405lpyhRcLIFAgNgeRW5qtZx1WTAaFF12c3NzX96hSwGhXkK+\nFZZyxul0FkWOYm71FhYWMDY2JvkYvv1oO0zVJrx6/wqDk4M56fOr8+ge6c5RFADAGgp74MfHxwsq\nJwcn6ziT+5n3M6LLmkwm2Gy2YjdJdvjut4mJCeXn1kocWSc4dx8Wi2Xf3oZJYDQM+r/pBwAMvhjE\nm//epNMG/hxA88/N8Mx70udOmT75NGCZwpSFy+USzqQQraZWVKmq4F3x4t16bkCdz5XsTVmlMBmd\nTSE9nLW1NSwvLxelfsV6Fmq1GgzDSF5P4EMAd/+6CwBoY9syegup+CEpupq6cPPbm+nvH+L8IQrL\nGcNhA7qaurCT3MGt57dElQ0Gg1haWhLOWIZ0dnYS5y1FRZKPUCiU4+6wUGSZs1CKxE4Cl367hHAs\njHNfn8OTC09Qqfp0ye7v3fDMe8AaWJz56gzMNeZ0YCEAvMupJKyurkKv10Onk3+1gYQ7HXfw9PVT\nPJh5ALvZjsu2y0Tl4vE4otGoxK0rb4SMxeSmsbFROBMhioYCGBoakkx2bCuGi56LmHw7iSP6I3j4\nw0NoqzJ3i1lqLehv68f5k+dhrjEjEovg3j/30un2o/ZssUT4fL6iWMxJRXNdM+5/x8VPufr7VYz6\nR4nKsSyLlpYWKZumCBsbG2lfFlJSLr2RfCiqLHp7eyWTfW30Gh77HqNaXY1H3Y/wbPGZ4EMx7B1G\nOMZ5jK5UVcLR5Cio7o6ODjQ0NAhnVJArrVdwo/0GEskEen7p4WKWfqZsb2+nd2AqgZRKZHp6uihy\nAAJz76LVRKFQyoJ85t57KgsKhUJJcaDCF1IoFOmgyoJCoRBBlQWFQiGCKgsKhUIEVRYUCoWI/wEH\nCgYFJyWJIwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f1a4e128>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=aeprj)\n",
"extents = (left, right, bottom, top)\n",
"ax.pcolormesh(lon, lat, t255, cmap=cm.gray, transform=pcprj)\n",
"ax.coastlines(resolution='50m', color='green', linewidth=2)\n",
"ax.set_extent(extents, ccrs.Geodetic())\n",
"ax.gridlines()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"Now let's zoom into to our region of interest."
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [],
"source": [
"ileft = -74\n",
"iright = -70.5\n",
"ibottom = -42\n",
"itop = -39.75\n",
"img_extents = (ileft, iright, ibottom, itop)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAADtCAYAAAC76BCNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f1ace048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = plt.axes(projection=aeprj)\n",
"extents = (left, right, bottom, top)\n",
"ax.pcolormesh(lon, lat, t255, cmap=cm.gray, transform=pcprj)\n",
"ax.coastlines(resolution='50m', color='green', linewidth=2)\n",
"ax.set_extent(img_extents, ccrs.Geodetic())\n",
"ax.gridlines()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"If we are going to calculate the area of the > 255K \"blobs\", we first need to determine the area of this zoomed in region. We can do this with the help of Cartopy and the fact that we are using an equal area projection."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"(74094.5305340822, 272.71838847002675, 271.6887957198588)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x0, y0 = aeprj.transform_point(ileft,ibottom, pcprj)\n",
"x1, y1 = aeprj.transform_point(iright,itop, pcprj)\n",
"# units are in meters so let's divide by 10^6\n",
"area = ((y1-y0) * (x1-x0))/1000000\n",
"area,(y1-y0)/1000,(x1-x0)/1000"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"The region we are looking at is about 74,094KM^2. Next we need to determine the areas of the blobs. For this part, we will use some image manipulation trickery."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAQMAAADtCAYAAAC76BCNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fa6f1a592b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Easy to work with color map. This will make more sense below when we are\n",
"# counting colored pixels.\n",
"cmap = mpl.colors.ListedColormap([[1., 0., 0],[0., 1., 0]])\n",
"ax = plt.axes(projection=aeprj)\n",
"ax.pcolormesh(lon, lat, t255, cmap=cmap, transform=pcprj)\n",
"ax.set_extent(img_extents, ccrs.Geodetic())\n",
"plt.savefig(\"volcano.png\", bbox_inches='tight', pad_inches=0)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"At this point, it is just a matter just a matter counting the red pixel versus green pixels, obtaining a ratio, and multiplying by th area."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/python/anaconda/envs/unidata/lib/python3.4/site-packages/ipykernel/__main__.py:8: DeprecationWarning: Specified size is invalid for this data type.\n",
"Size will be ignored in NumPy 1.7 but may throw an exception in future versions.\n",
"/home/python/anaconda/envs/unidata/lib/python3.4/site-packages/ipykernel/__main__.py:10: DeprecationWarning: Specified size is invalid for this data type.\n",
"Size will be ignored in NumPy 1.7 but may throw an exception in future versions.\n"
]
},
{
"data": {
"text/plain": [
"(34231, 19715)"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import matplotlib.image as mpimg\n",
"import numpy as np\n",
"\n",
"img = mpimg.imread('volcano.png')[:, :, :3]\n",
"img.shape\n",
"img2 = img.reshape(img.shape[0]*img.shape[1], 3)\n",
"green = len([i for i in img2\n",
" if np.array_equal(i, np.array([0., 1., 0.], dtype='f32'))])\n",
"red = len([i for i in img2\n",
" if np.array_equal(i, np.array([1., 0., 0.], dtype='f32'))])\n",
"green, red"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"autoscroll": "json-false",
"collapsed": false,
"ein.tags": [
"worksheet-0"
]
},
"outputs": [
{
"data": {
"text/plain": [
"27078.442692311393"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"blob = red/(red + green) * area\n",
"blob"
]
},
{
"cell_type": "markdown",
"metadata": {
"ein.tags": [
"worksheet-0"
]
},
"source": [
"The size of the blobs are about 27,078 KM^2."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.4.3"
},
"name": "volcano.ipynb"
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment