Skip to content

Instantly share code, notes, and snippets.

@darkblue-b
Created February 9, 2015 08:06
Show Gist options
  • Save darkblue-b/8e315c5e94142f4cf06a to your computer and use it in GitHub Desktop.
Save darkblue-b/8e315c5e94142f4cf06a to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:8a44020970217ae85c844483add2fef875827e394befa99fbff1867799ce5097"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import geopandas as gp\n",
"from geopandas.io import sql as gp_sql\n",
"\n",
"import psycopg2"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"conn = psycopg2.connect(dbname='gtap_misc')\n",
"curs = conn.cursor()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"t_sql = '''\n",
" SELECT * from gaez18_ne2\n",
"'''\n",
"\n",
"gdf = gp_sql.read_postgis(t_sql, conn, geom_col='geom', crs=4326)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"GTAP Discover Groupings\n",
"---------------------------\n",
"\n",
"Build a set of groupings for gtap analysis. \n",
"\n",
"`9Feb15 -dbb` all but four or so groupings are satsfied\n",
"\n",
"The subset expression results in either a dataframe (Pandas stats) or, a \n",
"geoDataframe if the geometry column is included.\n",
"\n",
"IF this base table is acceptable, then conventions for when to return a new\n",
"dataframe and when to subset a supplied dataframe, and, geo or not geo,\n",
"can be agreed on .....\n",
"\n",
"**TODO**: build the python package to encapsulate the \"select and return\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" RegionMap = {\n",
" 'global' : 0, 'USA' : 1,\n",
" 'Africa_Eastern' : 2, 'Africa_Northern' : 3, 'Africa_Southern' : 4, 'Africa_Western' : 5,\n",
" 'Australia_NZ' : 6,\n",
" 'Brazil' : 7,\n",
" 'Canada' : 8,\n",
" 'Central America and Caribbean' : 9,\n",
" 'Central Asia' : 10,\n",
" 'China' : 11,\n",
" 'EU-12' : 12, 'EU-15' : 13,\n",
" 'Europe_Eastern' : 14, 'Europe_Non_EU' : 15,\n",
" 'European Free Trade Association' : 16,\n",
" 'India' : 17,\n",
" 'Indonesia' : 18,\n",
" 'Japan' : 19,\n",
" 'Mexico' : 20,\n",
" 'Middle East' : 21,\n",
" 'Pakistan' : 22,\n",
" 'Russia' : 23,\n",
" 'South Africa' : 24,\n",
" 'South America_Northern' : 25, 'South America_Southern' : 26,\n",
" 'South Asia' : 27,\n",
" 'South Korea' : 28,\n",
" 'Southeast Asia' : 29,\n",
" 'Taiwan' : 30,\n",
" 'Argentina' : 31,\n",
" 'Colombia' : 32\n",
" }"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'global' : 0\n",
"## subset two columns; result dataframe (df)\n",
"g2 = gdf[['region_un','name']]\n",
"print type(g2)\n",
"g2.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n"
]
},
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>region_un</th>\n",
" <th>name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td> Europe</td>\n",
" <td> Russia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td> Europe</td>\n",
" <td> Russia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td> Europe</td>\n",
" <td> Russia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td> Europe</td>\n",
" <td> Russia</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td> Americas</td>\n",
" <td> Canada</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 2 columns</p>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 30,
"text": [
" region_un name\n",
"0 Europe Russia\n",
"1 Europe Russia\n",
"2 Europe Russia\n",
"3 Europe Russia\n",
"4 Americas Canada\n",
"\n",
"[5 rows x 2 columns]"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## subset two columns and geom; result geodataframe (gdf)\n",
"g3 = gdf[['region_un','name','geom']]\n",
"print type(g3)\n",
"g3.plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"<class 'geopandas.geodataframe.GeoDataFrame'>\n"
]
},
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4e0bc54710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAACnCAYAAAD9q4ysAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKHUTqsYAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4e16ddd290>"
]
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'USA' : 1\n",
"\n",
"gdf[ gdf.iso_a3 == 'USA' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4e0bc54350>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAADICAYAAAD86crUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSCyU/wdPKc6Vo0Ha8AAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4e0ad02310>"
]
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies:\n",
"## 'Africa_Eastern' : 2, 'Africa_Northern' : 3, 'Africa_Southern' : 4, 'Africa_Western' : 5,\n",
"gdf[ gdf.subregion == 'Northern Africa' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4e16cea310>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADkCAYAAACFbK/jAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nhBBCCCGEEALg/wo9uQdTMzZGAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4e169e3b50>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Australia_NZ' : 6\n",
"\n",
"gdf[ gdf.subregion == 'Australia and New Zealand' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4e005173d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XdUVEcbwOHfskvvRRGQoogg9hq7aGxRY4slauzGGpN8\nGmOLIho1xmhiihpL7DWWGHtHjQ17QxEQUUABlV522fL9sYigICBNZZ5z9rB779yZWYV3786d+w4I\ngiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAIgiAI76gZQBhwJf3RvkR7IwiCIAAgK6J6NcDC9Icg\nCILwltApwrolRVi3IAiC8AaKMuiPBa4BKwGLImxHEARByKOCnI0fBspls30qcA6ITn89C7ADhhag\nLUEQBKEQFMcQjAuwG6ieeaOrq6smODi4GJoXBEF4rwQDld704KIa3rHL9LwbcOPlAsHBwWg0mnf2\n4e3tXeJ9EP0v+X6I/r97j3e57xqNBsC1IMG5qGbvzANqoZ3FEwKMKKJ2BEEQhHwoqqA/oIjqFQRB\nEAqgKGfvvNe8vLxKugsFIvpfskT/S8673PfCUJJz6TXp41OCIAhCHkkkEihA7BZn+oIgCKWICPqC\nIAiliAj6giAIpYgI+oIgCKWICPqCIAiliAj6giAIpYgI+oIgCKWICPqCIAiliAj6giAIpYgI+oIg\nCKWICPqCIAiliAj6giAIpYgI+oIgCKVIQYJ+T+AWoALqvLRvMhAI3AHaFqANQXhjDx8+xMrKmoMH\nD6JWq1GpVCXdJUEocQUJ+jfQLoV48qXtnkDv9J/tgcUFbEcQ3ohUKiUhIYEnT54glUqxsLAo6S4J\nQokryMpZd3LY3gXYBKQB94EgoAFwrgBtCUK+2dvbk5amAECj0eDs7FzCPRKEklcUyyXakzXAhwEO\nRdCOIOTZZ599VtJdEIS3Qm5B/zBQLpvtU4Dd+Wgn2yWyZsyYkfHcy8ur1C9jJgiC8DJfX198fX0L\nrb7CWC7xODAeuJz+elL6zx/Sfx4AvIHzLx0nlksUBEHIp7dlucTMHfgX+BTQAyoAboBfIbUjCIIg\nFEBBgn434CHQENgL7E/f7g9sTf+5HxhNDsM7glAc1Gp1SXdBEN4aBQn6OwFHwBDtuP9HmfbNASoB\nHsDBArQhCAXy2++/IZVKGTx4cEl3RRDeCmL+vJDhwYMH7N+/P+P13r17MTAwoHPnLiXYq4L5bfFi\n9ExMWL16NXv27Cnp7ghCiSuMC7lvSlzIfQvEx8dTv359Ih49IjEhAYDg4GDi4+OpXbt2Rrk///yT\n4cOHl1Q338izZ8+wtbNjSvhtLq3dxLHpcwl/+BBLS8uS7pogvLG35UKu8I5JTEykZs1amJubc/fu\nXeyrtaCsS1UA1q5dS8WKFenZs1dG+REjRtDvs378888/KBSKkup2vvz999+UqeiCsY01Tb4aRUpS\nEs+ePSvpbglCiRJBvxS6c+cOpqamXL9+DQALe1faj/2VCnVbA9C0aVPMzMzYunULGo0m436KTRs3\nMWzUMPT19ZFIJDRo0IBly5YRGhpaUm/ltXbt2YNTiyaANiWDsYU5MTExJdwrQShZIuiXUk7OLrT/\nqAN2Do6YypT82rciERd3sWbNGlq3bp2l7KhRo7C0smTimolsCt/EyIUjAbhw4QIjRozAxcUFiUTC\ntm3b6NGrBx9//DFnz55FpVJx4MABtm3bVuzvb/Xq1Rw+eBDPrh0ztlmUd6B+/fq0/ah9sfdHEN4W\nYkxfAGDCtxP4af5PAISEhHD37l2ioqLYf2A/GzdsBMDa3pot4VuyHJeSlMLmeZvZMGsDZezLgASi\nw6MxNjYmKSkp27YqV65MxKMIAu4EYG9vX+jv5f79+1SoUAGA1j6TaTN9IgDypCR+cKyKm7MLV69c\nKfR2BaE4FHRMXwT9Uk6hUNCsWTP8/LT3z+lIdZBKpZiYmSBPlZOmSCNNkYZXby/6TO6Da03XXOvc\nPG8zKyatAMB7uzc+n/hk2e9S1YX7t+5z9uxZGjZsWOjvqblXC06dOImBpTllPCrzxZnDGftm27ph\nqCPlQWgoenp6hd62IBQ1EfSFAjEzMyMhfdbO8PnD6fXNi4u3z/9/zvx7hkYfN0JH581GA9VqNetm\nrMN3sy/thrQjNjqWeyfvcenCpYK/gWyk/1EAoG9qwsz4sIzX0XcDWdq4HT//MI9hw4YVSfuCUJTE\n7B3hjS1ZsiQj4Ns629Kmf5ss+yUSCRKJhCZdmrxxwAfQ0dFh4MyBrLq7CjMbM7Yt3MbMGTML1PfX\nWbJkScZzeUJiltlGZSq7Ub5hPX7/448ia18Q3mbiTL+UunnzJg0bNWTC2gk07da0WNpMSkjiM+fP\nUKQoSE1JLbJ2pFIpeibGGNtY8zQklI4LZtP8f6Mz9u/68lvOL16JUqkssj4IQlERZ/rCGxk6bCgS\nmYQmXZsUeVsqlYr2eu3pYtaFhJgEfvn5lyJtr7yLM21mTuHb4KsYlbXh4GQfln3YhZu79gLQcNRQ\n9I2MirQPgvC2EkG/FFq1ahVyuZzE2ETCAsNyP6CAdi/ZjTJNe1bt6OTIyJEji6wttVpN7NNnxEc8\nBmDogR3Yf1CHsEtXWNe1HxN1LFna/COSExK4f/9+kfVDEN5WIuiXMgcOHGDIkCGkSFJYE7gGx8qO\nRd7mk/AnGc8XLlhYpG39+++/oKdLm5lTAChfqzpjTuxnZuwDvpdH0em3eVi4VgSgV69er6tKEN5L\nIui/40JDQ1m6dCkqlSpP5Sd8OwEksPjyYhwqFc8qlvXa1QOgXft29OjRo0jbun79OuWqVkFXX/+V\nfbp6ejQbM5yvzh3BoWZ1rG1sirQvgvA2EkH/HRMREcFvv/1GlSoeODjY4uLiwqhRo+jdu1eueePV\najXhEeEM/r540ww7VXFCKpNm3PxVlCwtLXkSdC/XD8EOC7/H94Qv0dHRRd4nQXibFCTo9wRuASqg\nTqbtLkAKcCX9sbgAbZR68fHxjBkzhuPHjyORSHBwcODLL78kODiIn5d14HHKLHYd/Zzjvgfp1v31\nKZD9/f1JSkyi97e9i6n32rn+P/b/EZcKLlSrVq3I2xs6dCgxEY9Iefr0teUqtWqBma0tJ06cICws\n7K3NHyQIhS23hdFf5wba1bP+zGZfEFA7m+1CPixbtowRI0YAsHix9rPz6PkvcHA0x8zcACMj7R2l\nLVpV4rz/ONxsZzF58mTmzp2bbX3nzp1DpVJx/+Z9KtWqVCzvYcWkFYRcCeHmjZvF0p6vry+W5Wwx\nLlMm17KOTT9g8JDBpCmVqNUaqnp6snPHDlxcXIq+o4JQQgoS9O8UWi+EV+zduzcj4D83dHQj6jbI\n/sJrmbImdOziyXm/sznWef78eVRKFXP7zWX0L6Op26Zuofb5ZXuW7WHLj1s4dOgQ5cqVK9K2nitT\npgzy5OQsd+XmpMvSnzlkY4NDnZpYVXRmSZN2VKlaBZlUxpXLV6hUqXg+GAWhOBXGzVnHgfHA5fTX\nLsBNIBCIA74D/svmOHFzVg7kcjm1a9fm9u3b/HN4GNVr2aFQqLCzN3/tcb5HAhnaZxuBd+8RGBiI\nhYUFOjo6GY/K7pVJU6QBYGVvxTd/fVOk72PRyEXER8WTmJBYoDt680OlUmFkYsLYqycp6145z8fF\nR0Ux27Yyy28s5/PqnwPab1qff/55UXVVEN5IUefeOYx2/duXTQF2pz9/OejrAcZADNqx/n+AqkDC\nS3VovL29M154eXnh5eWVj66/nzQaDdbW1lnyvj9Jm41M9uJLmVKp5NihQPbt8ufKpXDC7scSH59K\nWtqrFy+NDAxITi26u1/zwt7Olp3//EuDBg2KpT3Xym64De5Dq8nj83zM86B/RHMEgJ+G/kTI2RDu\n+IsvtELJ8vX1xdfXN+O1j48PlHDCtZeDfl73izP9bGQ3LCGRSCjvaE58vJykBDlKlXaWjq5UiqmB\nPrZm5rjb2dHEw4MJG7VpkJu4u/P9p58C8OOuXey/epUFAwbwzdq1zPvsM+q75p4ts6ACw8MZvmIF\ngzrVYtOhW+w/cJCWLVsWaZtPnjzBvnx5vrjoS7lqVfJ83MtBf0rHKfjt80OpVCKVSouqu4KQbwU9\n0y/ImH6WfmR6boP2LF8FVATcgHuF1M577datW1leN65cGZ+ePVl97Bi+t/2pYGqDZ5XyNPf0pLKD\nw2vHras6vhj7/7ZLFyZ07oxEIuFYpm9XRe35t5PNh24iVyjp16cP3Xv0YO/evVTx8CBNqeTgwYOF\nOvSzZs0aylWpnK+Anx09Az0kOhIR8IX3TkGCfjfgV7RBfi/a6ZkfAS0AHyANUAMjgNiCdbN0mPfD\nD+hKpWz++mv+PnuWFp6eyGQyhrVty7C2bfNUx/IRIyhvbY2Brm6W7Xm5sJkfCqWS49ev065OnRzL\nVLC1pWf9+iSkDy8ZGRqyZPFi1BpNRgqES5cuUb9+/ULrV1JSEoaFsPB574m9OfPPGRITEzExMSmE\nngnC26EgQX9n+uNl29MfQj6tW78egHOBgYxo8yLN8YTVq4mMj2ftl1/mWkelIp4lk6JQ4LNlCxdC\nQlBrNNiYmVH3NbNcRnfokOV1QlIShzN9o9HP5s7ZknZ863HO7DqDWq1m4cKFTJ8+vaS7JAiFRtyR\nW4IiIyPZtGkTQUFBPM10M1GH2i9ucRi/ahUXQ0N5GBNDSqa88MUtLjmZ/61aRce5c7l4P5SatT5C\nX8+QdSdO5KueRu7uGKQP++hIJDRp3Jivv/qKuLi4ouj2G/l11G/4bj4JwIIFC0q4N4JQuAprTF/I\nJ4VCkWXueuYz3tErVjC/f3/WHjvG5QcPKGdhwePYWLafOcNnxTzDKSYxke82bcI/IgKZVJcGH3xC\n+/ZfAJCQ8JQ79/O3+lXL6tVpWb16xusLwcGs3LGDv/76i0GDBvHj/PkYGBgU6nvILw0aXJxboKMj\noVo10xLtiyAUNnGmX0KaN2+e8by2iwuN3dww0NXFSF+f2+HhJKSk0K1hQ2o6OhKfvsD4ynyeVReG\neTt34h8RgUSiQ4WK9ahTp1PGvjZtRiBXKol49uyN66/v6srSoUPx7taNf7dupVaNGoSHh79RXU+e\nPGHD+vXcPX6S7wxtmetUlRVtu3Fs7kJiw/Jfp0ajIihIzEEQ3i9i5axioNFoGDhwIOvWrcPO1pbR\nY8YglcmYMmUKrWvUoJm7O809PV9bx4PoaKRSKQ5WVsXU6xcuBQay5uRJ7j5+jFypRCbTxbasKy28\nBrJ1y3SaVqqId/r00IJIU6mY888/nA8Kom6dOjiUL8+kyZOpVatWrsfGx8fj4e6OvbExLd3duRwS\nQnBUFE8SE0lRKFBrNEhlMj5Z+Tt1B7za18xTNrtad6OMeX169tzG0qUetGnjxaJFC3FwKJ6spILw\nOmJh9LecSqXCs0oV7gYGUtPZmcp2dmz38+Pq1at0796doKAgHG1sWDtmTEl3NU8eRkez4sgRLoeG\nkiiXZ2w/XohTQQMfPeL4rVtExMTgFxxM3Xr1+GvVKtzc3HI8pmvnzgRfv86iAQOynQKakJzMpPXr\n8X/0CI+ObRm8Z2uW/ZmDfkeTTihTNRgblyEtLZmUFO03mdLw+yq8/d6WefpCDkaPHs3dwEC61KvH\nmPbt0ZVKiU5MZOiQIQQFBQHQJtMYd359vngxEomERUOHYqinV1jdfkWyQsG5gABqVaiAT58+gDaQ\nzt+1i2sPHxZqW252drjZ2QHwLDGRYX/+ybJly5g/f3625R8/fsy+/ftZO2ZMjnP+TY2M+GP4cDae\nOMGKvYeYaVORL6+ewqL8q2fvEsDYRINzBQUgI8BfB4VCjVqtLrZ0EoJQVMSZfhFzsLOjb/36dMw0\nnz0mMZEeP/+MWq3m0yZN+KBSJWq9QWbHQ1euMPfff9GTSVGpNXzdrh2dCpjqIFmh4PiNG/gFBXEv\nKppnSUmkKhSoNS9y9VcoU5aZn/amfDENNe27fJnfDh2i4QcfsGHTJuzt7bPs//bbb/ln40aWDRuW\np/pCo6IY/ddfpKal0W35rzQY8lnW4R3LLjRubMfm3UO5ee0RCoWKTl7LOHPmPLVri+SxQskSwztv\nOX19fVaPHIndSzcM/XHgANvOny/QsEjHuXNxsjPj2oYRNB+xmvO3wqloY8Pvn3+e61l/bHIyR2/c\n4PK9e9yPjiYmKZnUNEX6EIYEXZkehkaWWFmVx9m5JlWrtqBMGUdOn/6bkyfXoFAkYW9pxfRPuuNe\nDGPdgY8esfrECa6GhtK0aVMmTZlCYGAgK5YvJ+D2bSZ06kRTD48816dUKhm3Zg03wsKo3O5Deq5d\n8krQHzSiMX27rM04Rl9fn9QSzmMkCCLov+U83Nzo5OFBp7pZ0xir1Gqu3b9PnYoV36jeNceOsfrU\nKUL//QqnchYAbD/mT79pO1CqNIxp3ZpujRrxLDGRw9evcyUkhNAnT4hNSkauTEOj0SBBgkzXACMj\nS6ytnXBxqUX16i2xsCiba/uXLx/kyJElpKTEsWP8eCyL6a7V4MhIVhw/zp2ICKxMTZEBs3v3xsbM\n7I3q+/v0aZYcPYqBmSkpcfFZgv6nAxswpPdGvL2PA+Dj01KM6wslTgT9t5yVlRUxMTHsmTQJ40K6\n+1SpVNLhh7k0rFaek8sHv7Kv5ai1/HftxTi7RCJBV9cAIyNrbGycqVixDtWrt8TEpGDpCiIjQ1i6\ndAiHp07NkgX0Zf5hYfx35w5WJib0aNiwQG0WhYfR0YxauZIkuRxnd2ceBj3EyFAXMwtjIsKeiaAv\nvFXEhdy3WGJiIu6VK3PlypVCrfenXbtQqTXs+7nfK/tkMhmnlg+hbLufSFWaMHLkMoyM3uwsODe3\nb59GR6KTEfCTFQp+2LmTkKhoYpK11wJU6ev26uhIUatVrDt1irl9+uBZvnyR9OlNOJYpw5avv6bT\nvHmEBmiXTUxMlJOYKM/lSEF494igX0R27tzJ+HHjUCUns27MmEI5y/cPC8P31i0O3ryJjbkh1fr+\nga21CeYmr97B+iQ2CRMTkyIL+AAPH95CP1Nit5uhoZy6cwdz83LY2FbFzs4dd/dGlC/vgUwmIzIy\nhHXrJjBm5UqqOTqyYMAA9F7zDaE4PZ+VM7tDKwCm7jvG3okT6ThvHqdObcsot3XrVnr16lUifRSE\nwiCGd4pAUFAQbm5uVLaz49fBg7MExrxQKpVsPnOG47f8iU5IIFkuR6XWLpCioyMFtMM1cnkiAAb6\nWYdpNBo1ckUclpbl+fLLdYXynrKzaFF/DElk41dfAdrMm+1mz2bs2A1YWdnneNypU1vw9V2OBA2D\nWrTgs0x3J5cUlVpN2++/R53L76S5hSWxMW9+B7IgFJQY3nkL/fDDDxjq6fFT//55DvjxycksP3qU\n/wICiE1KQoIEIyNLzC0rUNnOHQ+Pxri41Mwydv7HH0NJTU1m/PhHGduiowPYuPEjFGkJjB69stDf\nW2YpyTG4lrfNeK0nkyGRSLh16xTNmvXO8bhmzXrTqFE31q+bzMrjx9l23o/5/friZp/zB0VR+vv0\naTafPcPBKVOQyWSMW7+eK8HB9Ph+D9u+64T3ce0HwT9zB+JiGF8ifRSEwiKCfiFLSUlh5UptsB21\nYgUN3dzo27QpVtnMbrkfFcWyI0e49uAhyfJUdHSkWFk58VHz7tSp0/61F0cBnJ1rcuXKHgCiom6w\ndWsPnj69i56eMZ07T0EmK7qbtQDS0lKp8tJ0TX1dXR48uAHkHPQBZDI9Bg1eQHh4IBs3TmT48uWY\nGBhiZWKMk7U1NZydaVGlCmUtLIrwHWhvMFt69ChqjYZJG9bz08BBGKZ/UG+f1hmAWa110dGR0nLo\n9+xZPpk6deowZswYhgwZUujrFAhCUSvIb+x8oBOgAIKBwWgXQgeYDAxBu3rWl8ChbI5/L4d3evXq\nja/vWcqW9eDBg2skJT1FrVYhk0opY2pG7Qou3I+KIjAykjSlEplMn3LlKtO8+UDc3OrmWn9mERFB\nLF/+ORYWFYiNDcHAwJQPPxxJvXodcj+4gJRKJbNnt2HpsGFZ5un3/uUXlFJzxo5dk6/6zp37B39/\nX+JiH5GSGo9SKc+YKaMrlaErkyFP014Y1pHoYGZkiLudHV3q16dR5bwvgP6yoYv/ICwujs9m9Oev\nKX+xaMAAqjo703HOHOSqrGsOS3X10TM0ISVemwbb09OD7dt34pGP+wMEoaBKcnjnEDAR7epYP6AN\n9JMAT7SneZ6AA3AEqJxe7r2lUCgYNmwYBw8eZvDgxVhYvEibHBX1gDNntnD//mUOXruBTNeAChUb\n07r1MMqUcXxNra9nb18JHR1d5PJndOs2jRo1WhXGW8mThw+1C6FkDvgKpRKVSkWyPCanw3LUsGFX\nGjbsmmWbQpFCQMA5goMvExf3GFtbV1xd6xAaepO7d89yOTSM8+mpLIz0DXCytqKFpyed69fHKA8p\nKQ5fvcq96CdM2TyFVr1bsXvxbqZs2cyeSZM58N13HL91i5nbtuHRvjV3j59CJZcjVymxKWPInJ+7\nMGvqQapUqYKzS3l+/20JnTp1yrVNQShphfXdtBvwCfAZ2uCvBual7zsAzADOvXTMe3GmHx4ezoIF\nC1i3bj0ymQndu3tTpoxzSXeryB04sJSLF7ZxZNp3APy2fz//XLwISPDy+vy1Y/qFSalUcv36Ua5d\nO0R0VDCp8ng0Gg26Uhllzc2oU6EC7WrWzLJm8PPjOvzwA46eTiy7vhyAqLAo+jn1o42nJ5N79CA+\nJYXu8+ejyvR7aiCTYWqlT2CkdjWtpCQ5Qz7dyME9dxg4aACrV+XvG44g5NfbciF3CLAp/bk9WQN8\nGNoz/neaRqPhwYMHREdHs2PHDm7d8icg4C4hIfcoX96dFi1G4unpVWoScj16dBcDPT32XrrEbwcP\nIk9TUqlSY3r3nl7k1xIyk8lk1KnTjjp12mVsCw29hZ/fP4Q9vMG+K9fYfUm70ItMKsPUwAB7Swue\nJSSQplLRqEtj1nivwcBYO+3VrY4bhy7dooqjI45lyrB27FjsM6XQGPbHHzyRJ7LoR9+MbfYO2mmx\na1avxcLCkmpVq1GrVi3q1atXDP8CgpA/uX1aHAayW3R1CrA7/flUoA7aM32A39AG/Q3pr1cA+4Ad\nL9Wh8c6Ud8bLywuvYl4VKi/8/PyYMGEiN27cICZGO5ZrZ1cJB4eq2NpWpHLlRpiZlSnhXr65xMQY\ngoL8qFy5Ub7m9P/8cx/i4x8DUKZMJQYM+LHAd/gWFaVSyb17l7l9+xTh4QEkJkSSkpqARPIiXbJE\nKs0or8k0li8BjmX6PZ2zbRtH/f2z1J95mqeengEKhTY/T/ny5Xnw4IG42CsUiK+vL76+vhmvfXx8\noATTMAwCPgc+BJ5nopqU/vOH9J8HAG/g/EvHvpXDO9HR0YwdO5b4+AQiIh4RFBRExYofULduJxwc\nPEhNTcTExLqku5kvycnxBAT8R0jIZaKjQ0lIfIJcnowyLQ3QkB790NM3pJxtJZo27Yub2+vTJSxd\nOoKkpGf07j2L8uXf3QuZ0dGhLF48iM9P7KNS88YArPDqROCJ/9gypwe9p2zLNSneR3Pm4lyxMZ9+\nqi23e/dPXL68F4AOHTqxePHvODu//0N+QvEoydw77YEFQAvgSabtnsBGoAEvLuRWAl6O8CUe9NPS\n0jh06BCtWrXCwMCAEydO0KnTx+jqGuPiUht9fWNcXevj5vZBifYzLxSKZAICzhESconIyGDiE56Q\nmpqIUqkAjTawy/T1MbCyxNzZkXLVq+DasjmeH7fH0NiYoJNnOPbDQsLO+CGPi0eio4OpqQ0e7k1p\n0WJgkd7Z+7KYmAgCA/0ID/fnyZOHJCQ+Ra5IQpkmx8baiVGj/irU9ubN74y5ewXGXdYuhr6ydRfu\nHj2BlZUxz54lYWdjg1QiYUG/fpQ1N3/l+JeDPmjz9GSWmpqaZR1kQXhTJTmm/xugh3YICOAsMBrw\nB7am/1Smb3srTumVSiV+fn5s2rSZ48d9CQ0NJTExnrJlbZHLFaSkpFCvXhfatBmZr3pDQi6jp2eM\nra1rrnPrC9P9+9f4e9sMUpLj0WjUIJEg1dPDwMIcU3dHXKtWwdWrKZ6d2mFqY/Pauio1b5xxppuS\nlITvvF+5vmUbFy7tws9vR76+BeTm2bMw7t49R0TEHZ4+DdMGdXkSyjQF6vQ7jyU6Okj19dA3M8O4\ngi0OFV2wdHHi7C9L2LJlOr17zyxQHzKrXfMjzp3fhkqpRCqT0f2v35nvXo9nz7RrEz96oj2n6f/r\nrxycNi1fdbu4uDBx4kQR8IW3RqlJwxAZGUmfPn04fvw4FSvWws2tCfb27pQtW5G7d89gbm6Lo2PV\n9DQHuYuNjWL3np8IDb2KSpmWsV2io4NMpouenhFGRpZYWdpjZ+eGq2s9ypWrXCgfCsnJ8axbN57H\nj4Mwc3ak+YSxVO/SMdtVoApDfr8FREeHEhTkR0REAE+fhpGYlFNQ10ff3BTjcrZYubpgX6sGrl5N\nqNCwAdIc/p2OzvuFQ5Nm8NFHX9GgQddsy+SXUqlkzpy2tPjuWz6aOTlj+7WtO9jYewiTP2zKLyfO\nkqJUZTvU0/b775HqGmNjUx4Xl9p8+OEwfHxaUq3aZ9y8uR7QLtpubf1uDQsKbyeRWjkPwsPDqVmz\nNqam5fj444lYWb1ZcFQqlZw+vRG/CztJTopFZmiAW8d2fLJkAaY2NkTcus3dI76EX7rK08BgEsIf\nkRoTS1pKasbFwSwfCoYWWFlpPxQqVqyHnZ17rh8Ku3cv4MqVvUj19fn49/k0HNr/jd7Lm8r8LSD2\nXihqpRJdfUMkQFqaAk3moG6gj765GSblbLFyrYB97RpUbtkUx/p1cwzqebHsox4EHzzKyBHLsbV1\nzffxkZHBBAX5ER4eQExMOIlJMSQmPsPUwY7vHr64SPssJJQf3epkubBrY27OtG7dqJFpjL7N97PR\n6MiQ6OiASsXUqQfw8WlJ376HMDe346+/GtOqVTP27dv7xu9ZEJ4TQT8Xu3fvpnfvPri61ueTT95s\nlaqwMH+hXd3PAAAgAElEQVT27P2ZqKh7aDQabKq40+FHH6p2bJf7wZk8uh1A0LETPLxwhSd3g0kI\njyD1WSxpKSkvPhQkOkh1ddHXM8LI0BzL9G8K+vrGHPddRVpaKjX69eLTVX8UKHAWlqD/znDip9+R\n6elhX7sGbq2a4Vi3dpH3bVb5KqRGPWPCNzvQ0zPK2K5UKomMDCY4+AKPHt0lJiaCpKQY5IpklEoF\nmvRUzxKpFJmBAQYW5pjY22Lt5krDYQNxa9ksxzb99x1m+7AvSHwUiY25OVM6d8a9fHm6L1iIS+Nu\n6BuZ4X94DVOnvAj6bm5tOHhwHOfO/YxSqUQqzds3SUHIiQj6OTh27Bje3jPw8/OjTZtR1KvXJcey\nUVH3iYuLokKFWhlzzBWKZPbv/w3/2ydRyJMxsLSg9qC+dPxhBrpFtAB51N0gAo74EnbhMk/uBhEf\nFkFqTCzKlFTUKhU2VdwZfngn5vZ2RdL+uyQlLo5Ztm5IkaGrq49CkYxSmZY1qBsaYGBhgYm9LTaV\nXHGoVxP3D72w9fQo0IdS5uD/XL1PxqFIScw26MfFhfHLL44sX76cYXlcx1cQcvK23Jz1Vpkxwwcf\nnxlUr96KESNWvnY459ChJZw9uzXjtUQiQUemiypNgY5MRvnG9em2eCH2VasUeb/LVq5E2cqViryd\n94GhuTnDj+9m84BRGNlYYV3JFYd6tajc2qvI/688O7TBMyKAGWVc0dcz56sNwQDsnD8i2/Lm5uWp\nXXsw+/YdEEFfKHHv1Zl+YmIiXbp04+LFy3Tv7o2zc40cyyqVSlav+YrwMH/qDB9I7z8XERsWTsAR\nXx6cv0i5alVoNmZ4ofZPeL9c27aLjT0HMmzpRRzc67Jz/ghu7F+Bq2ttgoIuYW9fCyMjKwBiYx+i\nq5tKRMSDEu618K4TwzuZdOrUmStX7tC3748YG78+Je+ChT1ISoqh54bl1P30k9eWFYSc+Ni6oYhN\noPXwH1Fr1Bz64+scy+rq6aKQK4qxd8L7SAR94Pfff2fXrl0cOXKEMWPWYGPjlGV/cPAFrl7dl3Eh\nNyIikOXLhzM+4KIYThEKJDYsnL+69CXy8rWMO5vnaWJ5cP4ifzRszfRt0zPKzuwxk23btnHgwAHa\ntm3LgwcPMDY2JjIyEu9c7voVhOdKddBPS0tjwICBbN6szfVWtWpzevTwyVImOPgC27f7kJamYMyY\ntVhYlGPLFm+CQv2Ynfy4QO0LwnNPQu7ze4MPSXny9LXlypiZEh2f8Mr2qKgoypR5d3M4CcWnVF/I\n3bNnD3///TdffLEOa+vyr+x/+jSMrVun07RpYx48COPGjWM0a9aXh2HXsfF8d/PFCG8fmwoudJjr\nzfbPvyRWMw9H02kkJCrQ/PzqGfzADTtZe/E6m778kntRUUzdvJnr16/z4YcfFn/HhVLnnc4D3LVr\nVwwMDEhOjst2v5mZDXXqdCIg4AFBQXc5dkybNz05KY7a/Ysn37tQekj1tVN5Xe1mk5ikvUvbbuYi\n5h87naXcmn7dMNbTZfrmzThYaS/0NmxYsNQWgpBX73TQj4uLIykpEWvr7Fef0tU1oF27MQwbtpyv\nv97C0KF/cPv2KTQaDU1GDS3m3grvu1p9eyI1MuTp4/iMlM2PY2KZuvfoK2VnfdSSwKgo1On3FVy/\nfr1Y+yqUXu/0mH5cXBwWFhZMm3YkzzlzVq/+msexIcyMFVPnhKLjY+5Ecnw8zuXMCH0cTw1721fK\nXI+IRFcqJU2lQk9PD7VazZMnTzDPJpOnIDxX0DH9d/pMv3lzLypWrJXngA/wODIIu3q1i7BXggD1\nhvVHIpUS+jgegOA4XULi9bM8pFID0lTaM32FQoFSqWTx4sUl2W2hFHinz/T19PQZPXpNlkXIX0ep\nVDJ7dhv6/rOBml06FqhtQciLNIWCaUZ2GBpY0rXLetzcXuRr2ry5KyEPjjN5XxwBZ/ayeap2YfUH\nDx7g4OBQapbeFPKnVJ/pW1uXISoqJM/lL1zYCRKJCPhCsdHV02OY725k1oZs3NieBQvtCAo69Eo5\n98YdGb7sCgBOTk5IpVIePxZTioXCV5CgPx+4DVxDu/7t84FIFyAFuJL+KLLvq46OjvkK+levHcS4\nrJgLLRSvSk0bMzX0Bp+f2IeOpYwNG9qxYKEdCQmPspSzc6uFscWL38/BQwYWd1eFUqAg8/QPARMB\nNdr1cCfzYn3cIKDIB87d3Fy5dSvvF2SfxYRRuVuHIuyRUJrEPgxj//Q5XF29EWtnR8ztsh9mbPDF\n59Tu14tKzRszNfQmQSfOsKX/cCIe+gGwZmyjjLLypDhq1S3HV9+2Ysinmzh58iTNmzcvlvcjlA4F\nCfqHMz0/DxR7AhtPzyqcO7c194JAcnIsSoWclt9+VcS9Et53W0Z8xfX1W1EmpyBNT7P97EEYT0Mf\nZls+5OIVavfrlfG6UovGTH1wk81DxnBl1Qbu3zyXpfzNa5HExaag0Who0aIFM2b44O09/eVqBeGN\nFNaY/hBgX6bXFdAO7fgCTQupjVfUqFGDuLjoPJU9eXIDOjIZTnVqFVV3hFIiaP8RdCQSvr5+mjny\nKCo0qItGo8lYStHb+3jGo0aNtmiUymzrcaheFYBeq5fQf8c6AJp90hSlUjvBQSLRocvE1fz40wJ8\nfX2L/o0JpUJuZ/qHgey+s04Bdqc/nwoogI3pryMARyAGqAP8A1QFXkk4MmPGjIznXl5eeHl55bnj\nAHXq1CE+/ilKpSJj8ZOcBNw9jZnTq6kaBCG/Gv9vFAfGT8Pa3a1A9djXrg46ErYOGpWx7dT2/7KU\nqdV+IOf//okRI0dx5PAhBnzWD9+Tpzh06BBt2rQpUPvCu8HX17dQP/RzC/q5/VYNAjoAmZOGKNIf\nAJeBYMAt/XkWmYP+m3BwcMDJyYnTpzfRosXrL3rFx0dTv7+4C1couOZjR3Jwgjf7vplK11/nv3E9\nrl7NmKeKAWCaYTkUqal4ejbD3/9UlnJeQ2az+bsuODm9yB5bu7a416S0ePmE2MfHJ+fCeVCQ4Z32\nwASgC5CaabsN8PxuqYpoA/69ArTzWj/8MBc/v+3Exz/JsUxU1H3UKiUfTsw517kg5JVUJqNcnRpc\nWfc3ADp6ugB0nP/jG9epI9P+ydwJOAvAlP/ty5iJ7d6kM9OOvlic/ftZM7GxsXnjtoTSrSA3ZwUC\nesCz9NdngdFoL+j6AGloZ/ZMB/Zmc3yh5dNv27Y9N24EMXDgIgwMjF/Z//ffPgTcO8uclMhsjn6V\nSqkkOTYWU/GHJeQg6L8zLG/WgW+CLmNiY80sew9UySk5lp+niX1tfbEPw/jRo/4rdXgff/E34tNS\n++dalGtLC2+/krw5yw1wRjs1szbagA+wHaiWvq0u2Qf8QjNr1iycnZ14/DiYy5f3ZFvmbuBZyjdq\nkOc6F9X3Yr5rncLqovAeqtS0MbrGRuz4/CsMzc2Zk/SI1t7aGcs1aw4CwMOjO5aWrjnWcXH9FlZ8\n9Al/Dx3D4Rlzqf1pd6xdKwAw5Pczr5T3aNYdz6rVCv/NCKXKO51PH2D69BdT2V5eMQvAz28XyjQ5\n/dYvy1N9EddvEnn1pnYVJEF4jcoft+fODu2JxpN79zn6/XyQSLh2bTUAd+7syPHYTYNHc3X1xhz3\n//VF41e2latUk7SgZ9mUFoS8e6fTMADY27+YkWNqav3Kft8Tf2Hj6Y65vV2e6lvbvT8Wxoag0RAd\nFFxo/RTeP91++xGVQsGVLdtZVLMJ+hbmzFFEM08TS+UuHZBItX9e30UHvXLs1dUbqVpDOzHu4t0J\n3A6fSqxmHo9Tvgdgy5werxyj0WjQaNRF+I6E0uCdDvrnzp0jIiIMCwtbmjbtS7lyWafQhYRcISU5\nnp5//Z6n+oJOniEmOITVvTsjlepwaf3fRdFt4T1hamODiX05NvcZhlKh4Js7fkhl2i/PPZf9gkal\nxszRIdtrQxKplEqVtdvrVZ5PFYfZWEgmUs7wOwB6T9kGkhd/nrfP7OXU+jncC3r1A0QQ8uOdHt7x\n9/cHYODAX7LNtPnv7vkYlyuLywf181Tf8Xm/ADD9gC/6Mhn3Tp7O5QihtGv27VccGP8dQ4/uyhLc\nzcqWpUb/3tTt/2m2x+kaGqDWaIjVzAOgnOE0UlMVNK3iyX+3/bNcwN04vSeBp7ahb2BBxYqVivYN\nCe+9dzq1cmpqKt26fcKRI4dxc2tE9+7fIZNpp8/FxkayaNGn9Fz3J/U+y9vSiCqlkiNzF3Dm58Wk\nxmiXYMxt1oUgvInvHT1xttbw31XtNGI7o2mkpCgwNtQnKUWeEfT/GFKTJyHXadFiOhKJlLS04/z3\n3/GS7LpQwkp1amUDAwP279+LjkzKnbv/MWdue7ZunYFSqWTbNh90TYzzHPBBO/+63bSJ+DwLpdOv\n82jw+aCi67xQqpnYlyMqMjHj9aqtfdHX1yEpRZ6lXLUP+4FEgt+FxSQlPS3ubgrvoXf6TP85pwoV\nqD1+NKEXr3B9/VY0ajVoNDSbPI5Oc0SiKuHts77f5wT+s4vHSbOybK/uModUHUdG/3UjY1vUg7us\n+qIxqQlPMTe3IDY2pri7K7xFSvWZ/nN9evXC/+9d9F29hNmpkVT4sAUAH82cUsI9E4TsOdSriUKe\nfSK2l5V1qszEf5+gZ2xBXFws4yd8k7GguiDk13sR9A0NDVGmaO9klMpkNB45CCSSjJkUgvC2cf/Q\nC7VKjTKHDJzZsXerja6xMQt/WoBUmvd1oQUhs/ciKtra2pIaF88fjdrw4NyFjO0zy7lRpVsnOsyZ\njrGlZQn2UBCysvX0AODWjUhq1nagusuPPI1OJDlZDsRlpFx4mXE5W2r06MylNZuKsbfC++S9GNOP\niYnB3dOT6MePKWdmhnePHtyJiGDX5cs8fPoUlUqFiX05Pl2/HLeWzQqlTUEoqEkya6bNas24ya0o\nZzgNtRoUCgUSmZRRZw9ne0xZN1ckOjrMc6rGDzNnMXbs2GLutVDSCjqm/16c6VtaWnLJzw8nJyfi\nUlLwcHTEw9GRrh98AIBfYCA/7tnDilYfY1HRhYE712NfQ+QwEUqWrqEBVy6FZbxWKBQ0/aQZ/20/\nhXO91+d+cqxbi8jIvCUQFITM3osxfdAukj5ixAh0pNJXLnI1cHNj2//+x6zevVE9jmJRzaYsqNWU\nR7cDSqi3ggD6FuaEvJRL57/tp3IonZVEKiUh8ZV1iQQhV+9N0AdYvHgxFpaW7Lp4Mdv9TT08+HfC\nBMZ17EhCQCC/eH7ADOsK7JnigyofF9QEoSASo58QdvEK+uZmRITHc+ViGKmp2nWHWjaomKc6Yh+E\n4VnFsyi7Kbyn3osx/cyWLVvGhHHjWD1yJJYmJq8tez00lEX79xMSFQUSKFuzOp1//YFKTV/NcCgI\nheWPui14cPlajvt19PWYmxqV4/47B46wtfdgQu+FYG39apJB4f1WkvP0ZwHXgKvAUbTr4j43Ge0i\nK3eAtgVoI9+GDx+OR5UqbD17NteyNZydWTlyJIemTOHTRo1JDghiebMOTDMrz+ZhY0lJSiqGHgul\njSZN+61S87N2IfXj3t7o6movr83TxL424AOc//VPOnfuLAK+8EYKEvR/BGoCtdAufu6dvt0T6J3+\nsz2wuIDt5Fu//v3Zfv48F/KYkVAmkzG8dWv+nTCB1aNH425hyfXVG5lh4sA897pc2/FvEfdYeN8l\nPXvGrzWa8ItHfSKDCrZ6aHx4BPXr1C2kngmlTWEN70wGzIFJ6c/VwLz0fQeAGcC5l44pkuEdgISE\nBMzMzADo06QJw1u3fqN6tp07x6YzZ3iWkIDMQJ9uy3/NVy4foXRSq9Xo6GQ9z3l86zY/V2uU67F5\nSfDnY+HE8UOHadAg76vBCe+Pkk7DMBt4AAwC5qZvswfCMpUJAxwK2E6+mJqaUqaMFS1aV2TT6dNM\n2rjhjeqp5uBAUnIKX7Zti7OFJX8PGIn/vuznTwsCQGp8PPOcqxNx/Ua2++dpYjMCu7e39qTH+7gG\nqZ5Bnup/EhSMIiWFOnXEcp7Cm8ltnv5h4NVE9TAF2A1MTX9MAn4BBudQT7an9DNmzMh47uXlhZeX\nVy7dybvyjg506OxCl0+qMW7Uv6z29WVQPuq/8/AhY1atQq3RsPfyFVaMGc2QpUtZ+3FvRp0/kus8\naqF0Ojh1FrFh4QQdOYF9jeqvLevjoz1Zy+nu2+z4LV9L3Xr1kYkUI6WGr68vvr6+hVZfbr85bfJY\nz0ZgX/rzcLJe1C2fvu0VmYN+YavkWhn/Gw9ZtOwTzp++z5r1J6jp7EztChXydPxXa9ag1mgwNrYg\n9Jk2pe1fI0fS97ffWNzgQ+qNGETPJT8XWf8F2Pn1JAzMzN6ZxHmJ0U+4vHoj9Rs04NHV7M/0Mzui\nOZLxvL1hB5Tp0zZf596Bowz7pGeB+im8W14+Ifbx8SlQfQUZ3sm8NmEX4Er683+BTwE9oEJ6Ob8C\ntPNGPD2rEXxXm4L2z3X9qFTZim83rCc2OTlPx49p0wYnKytSkuNQqtU8itHWtXHsWDrUqsXFP1fj\nbeVC6MXLRfYeSjOVUsn535dzKn01s3fB/m+nU69uXT7t3Ztnt+8CsG+iN1N0bVhUs2mB64+6HUDk\n3UC+/PLLAtcllF4FCfpzgRtop2x6AePTt/sDW9N/7gdGk8PwTlGqVasW90Ne5B0/c2McegZShixZ\nnKfjO3/wAWvGjuXo9OksHz4cu0wJ2yZ07syGsWMxVqpYXL8VK7v2FTd3FTLfBb+DWo1KoeDi+i0l\n3Z08ubVjN7oyXcqUKcOz+w8ASHgcCWo1apUKgIkSCyZKLABoLWmd8cjLWb7/v/sp7+iIhYVF0b0J\n4b333t2c9VxCQgJOzuX5dXlnOn+iHVsNuP2IRtUWUd3JiV8GDiqUdv46fpz1p04hMzSgz9bVVO3Y\nrlDqLe1m2bujjH1GakoaOrq6zFVEl3SXcvXA7xInZi8g4OBR0uRyTMpYI09MIi0lFY2fN5IGPhkX\nb5/z8ZHgfVzD9+0MUSlSXzt7x3/3ftZ07oNcLkdPT6+o347wlirp2TtvLVNTU8aMGcv8WScytrlX\nsWPRsq5cux/K6kK6MDKkZUt2fPMNtkbGrO3Um9+atCVNkftZm/B6+nr6KOTas2N1WloJ9yZvnBrU\npf+ujUx6eAsABwMVVgbaPzFJA+04rI+PJOORX+GXruLg5CQCvlAg723QB5g0cRIP7seyae2ljG39\nhzak92c1WHPiBFdCQgqlHQsjI9aNGcPXH33Eo/OXmG7iwLmV6wql7qKgTEsj8Igvj2/dzkhOlyaX\nc23rzoxhiZJmaGqCWq1mQedivaH7teZ51GPX+O9y3K9MSyPY9xSPr2uD/m8TOtCuUSVAe9ctgLf3\ncby9tQubq1Tak4N7l4+i0eS+ElbIsZO0adWqQO9BEN7b4Z3nVqxYwcRJ/+P6/QmYmLyYC13PfR73\ng2P5e9x4LIyMCq09hVLJV6tWcSciAhtPd0b/d6BEF3BJiIzC/999RN2+S3x4BAn3w4i4eQtjExNS\nkpKRSKVYV3Am+l4I5mbmxDx9issHdWk1exoVmjQssX7/Vr0xYTf9M17n5aalohRx/SaLajZFZmTI\n7KRH2Za5tG4zWweMzHhtqC+h54fVWbvvep7akJoYMych24luPL0XwgL3+hw6eJBWIvCXamJ4JxdD\nhw7F2ros2zZmTXCV3wu7eaUnk7Hk88+Z1bs38YH3mGXjysHv5xdqG3kRfuU667r1Y36Fmtz8ZRkm\nd+/zgUUZhnf7hCsXL/E0MorE+HhOnzjBxM9HcGjvPh49fMjD0FCaVfJgddvurG7/CSGnz6FSqYh/\nHImyBIZZvl/QsdjbzM720d+ga2SIMjkF/72Hsi2jkmvP3I9ojmBsakCK/MVJzfMz/VjNvIzHnIWd\ngBc3bOUU8AH+/eJbqlavJgK+UGDv/R0erq6uhIaGMmtqJGlpKgaPaIBMJkNPT5fjF8bQqNoivl6z\nutAu7D7X1MODvd9+y3dbtnBs2mwu/LmKkSf3Y1PBuVDbeS5NLidg/2Hu7DlI2H/niAkLp0PHjmy5\neBFPz+xT8Oro6FCrVi1q1aqVsa1s2bKsWLGCmTNn8uX/vmbjx32Ij4lBoqODnoEB9YcPpPEXw5En\nJfHoyg1q9u2BRCJhrnM1ZEZGNPnfaBoPH/RG6xMnPXnK0sZt0SjSiH389iwQcmnzdsJOn8s4t1rT\nqRdlnJ1eKZcUGwfAZ069SUmS51qvTFd7zvWTSw2kBvqMuXISPUPDV8pdWL2BB6fO4nfu5UwmgpB/\n7/3wzs8//8y4cePSX0kADQaGejRq6szOQ8NYt/IcY4ftZGCLFvm6Yzc//MPC+HbjBpJS5dQbOZie\nixfm63i1Ws3Fv9Zxe9c+9E1MMHdxQtfIEB2plPiIx4Sd9ePxrTtYly3DB/Xr07H9R/Tq1Qtzc/NC\n6f/9+/dxcHDg2LFjTPxuKndu+SNPX4je0sUJm6oeBO8/gp2NKeHRcUgkOli7V6L5t1/xwaB+eW4n\nu/w03y/oyHfj95bI8I5KqWTlx58SfEB7E1XPVm7cfRjLtcC8zSQyNZLRzcuTtfuuc9zbm5a53FQj\nNTZiTmJElm1pCgU+Fk706NqNjRs3vtkbEd4rBR3eee+DPmj/kezs3Bk+fCmBgZe4cGEXgYGnOH5x\nLLXrlmfEgA1sWXedhQMG5PmO3Tcx759/OHD9GgaWlgw9vBOnOrVyPSbwqC+7R4+HpBQ6d+xEamoq\nEVGRJKekoFIqMTczo7VXS3r27EmFIux7ZkqlktOnT7NgwQJ2794NwIf1XTjyx0AUCiXey3xZve86\nj58koCOVYlPVg9bTvqVmjy451pmmUHBj6z9s6T8cjZ92KETSwCcj6LecMh59UxNafPvVK8nMikJK\nXBxzXWqgiEugdevhHDnyJ2u9O3HmxiOWbL/IlNav3mx181EU/966i8bPm+X/XOJ+RCz7zgRx9e7j\njOEdgNMBAdwO06anqu7szAeVKtF2zmzS0pS0nDKeWn17UK5qFSJvB7Chaz/Mpboc2Lu32P5/hbeb\nCPq5OHv2LI0bN6ZcuUqMGLE8Y/vcuR2p80FZDpwcBUB9jx8JCYop9Au7Lwt79oyvVq/mWUICHt06\nMWDr6leGQtLkcv77+Q8u/bmG5KfPGDVqJHO+n42urm6R9etN/f7770ybNo3Y2FjC9vwPh7JmGfuS\nkxVMWnyUTYdv8SQmCR2ZjLI1q9Fu5lQ8O2TN8OG3fA3bh3/1Sv0nL39J8zq/ZryWGhszJzHnse/C\nEnU3iIWeDZBJ9Rg08FdWrBjBWu9OWFuY8vG4TajU2f/u6sskpJ6ZjnmrH0lMSkX9Br/jEl0ZXX//\niQPjv6Nvn0/5c8lSpFJpQd+S8J4QQT8X586do1GjRnTqNI66dT/O2L5pkzf3758hSj4bAIUiDRcr\nH/QleuwY/02h9yMiJgYjff2MD5QVx46x8b//kBkZ8smKX1GnKQnxPcXji9eIDAzGwcGBSRMmMHjw\n4Lcy2GdmZWVFTEwMsccmYm6SfbbIxEQFXy86wA7fAGLikum1aSV1P/0E0A5fnfntT3Z/PRmAp0pt\nwlapVHtGbyGZmH4DkwEqhbzYhnriIh7xa4NWJIY/BjSsm/Exn3V4faI9RfoCKTbtFpKQmIJqwTSk\n42cxbdqLO7aXL6/G48d3mLOwE1PG7WHakRf7tvj05O6pnZhaWLBy2TJ69hR5doSsRNDPhVqtRldX\nlw8+6E3btsMztsfGRrFoUW/2nRhJ4+bar80FuWM37NkzzgcGcjs8nLCnT3mamECyQo48TYlKpZ2D\nraMjYePYL7FNv40+NjmZMStXEvHsGS6VXKlbuw4tmjWjQ4cOuLq6Fs4/QDG4fv06HzSoz+/ftMPa\n3IguLdyf/2Jmq1qfJQRExDMzPgypTMb24V/ht3zNK+X09GREyWeXWNB/bsvnX3J5xVokErAyM6Cq\nizWdW1RmWNd6mJu8+FY4felhZv11Jk916htI+XVZD0YMyD7FRGhoKE5Or14sFgQR9HMRFxeXkatE\nV9eAZs0G0ayZdiGUH37oRLWaVhw9/0VG+Zwu7IZGR3MhOJg7z4N6UiJJcjmKNCUq9Yugrq8vxdRc\nH9tyxri4WlGjlj1NvFyp18AZd7vvkSep2fXNhIzUuFFxcfT+5ReK6/pGURk0oD9r1q0H4PuRLZk6\npHmOZWPjk7Fu+xPu3TvTb8NyfrBzZ8miX7Gzs6N169bsTtzN1w2/JvhmMLGaeSUe9EGbM6e7lwdB\n4THcCIrk+X9X1QpW3NwyFoARs3eydp8/KT9OxXzqfOKTk+lfrwbrLl4nVjPvNbW/YCGZiJmZGXFx\ncUX1VoR3XEGD/ns/ZXPc//4HwKrRo5mzYyfHji3F0bEqLi7VcHVtxLUrx7OU7z+0If+dCGbNuhNs\nPXcWRVpaxvitjo4EfQMpZuYG2LsaU8G1PDVq29O0ZWXq1ndEJnv9uOuZG+Oo7vwDw5cv469RowHt\nzB4AlUr1To/brl67jr9Wr2Had98xa8F85m84z8sn+4u/aU+f9tWxMDNiXN+G/LR+F3/eu4+hnh6f\nffYZ332nvdu1n2MfkuLzlg21OEQHa5c33OF7BwBdmQ62lkbU9bBl4sCcsmdqf2cO38nbkp31PH4k\nKECbwrt69dfn4ReEgnhvg/66desYMmQIpoaGrBw1CpcyZVg2YjitZ83i7t1zuLhU46OPxuDvf4Sj\nBwP4sJ17xrF/ru2HkbEesTHJVK9pT7NWbtSum3tQB4iJSUaeqqScnRlyeRp6erKMoQ47e3M2/tOf\nXp3WMP/fXfRo2Iif9+9nQP/+73TAf05HR4fZc+aQnJLCH0uWYVf1RUB8ePUY247506e9NqBZmxuh\nr6/HoI6d6dixI5cuXWL2bO31lYZuVpy9lUZCkhwLycQSeS/PnVz4B3vTUy/8r3ddpgz2wsbKJNfj\nFvVYS2MAACAASURBVHVpy4gt//I4MW8fXs8DPsCWLe9GVlHh3fReBn21Ws20qVPp0aABQ1q1QjdT\nQNWT6RIZGQyAiYkFpqZl6NlhFV9PasH02R9llPt5SfYX0OTyNJYsOs3Fcw8xNtFDoVARcOsZjyJi\nSE6Wo0xTIdHRwdLSmNiYJJxcLHGuYE34wxgUCg3JSQr09aXsu3KVQ9eu07VrV9asXVu0/yDFbMqU\nKSz9cxlVGnek4Sfa3O9zO5gCkJAkZ9jcfWw9pH3vM2fOJCAgAA8PD/T0jEhTJHPw98FU77eCm4Hh\n9Oq1g61bu3P71P/bu++4qur/geOvy5IpiCAulhNcOHEX7lWutPyW9rOsTFOzzJUpOFLTHJmpOSu1\noUWJE0XFUglLVBRRkS0iQwRZCvfe8/vjsLk4AuRe+TwfDx6e+zmfc+8b5L7v4TN/R61WPbPvQalU\nsvnFIUSfDcS4pi1SdgqrZ7z0xNePd2/LePe2OCxcjZHtk7/N2rVvT4MGz3R3UaGaeS6XYThx4gRJ\nSUm806dPsYQPYGFiTGrqnYLH06b9iLNzF1Yv9ce59iLCrieW+bw3ridiZ/IZO7eEUtemC0a0QF/d\nmMnvz+bggaMEX7pCZmYWKXdT2L5tF+vXf0N4WBIZqRa0cOnKjI8W8OXKr3F2bkSPHt1Z8eWX/LJ3\nb2X9GKqMra0tc+fMxn9b8R2vcpQqXF/bRESyHmFhYXh7ewMwffp0ANSqB0jA6YsxuLvWRaGAPXtG\nArBnwUikZ7RnQULodRZZOxPz978MmbkDIyNDGjd4uoluf4VHY++1htjUdBITHn+3r9BTYGJqileR\n8fyCUBnK05G7GBiK3Hh5F3lz9FjACQgFruXVC0DeSKWkSuvITUpKok6dOthaWdGiQQMmeHhgb2MD\nwJRt24i4m86sWX8UuyYhIZLt26dgZq4g8u4CAHJzlfx1MoJjh67x95k4roXcpnfvPuzbt/+5aI6p\nTCEhIbRq1Yq31p3GoXV3lg22IPdBBp07deTs3+eKje6ZOmUKkRePsn3+UOwGrsK+njXRf0wpNQJI\n4b6Q6cFnqNe6ZaXFfWLZanznLcbEsg7vbQ7CyrY+i/voM/dNd5ZMfvReCRM//53t+y9T18KCW2n3\nsTYzw83enlM3rpOiWl7mdefPxTL4hc0kJ9/F3PzxTUdC9VaVo3csgPS846mAG/AOctLfDzyuN6pS\nR++Ehoby77//8uPu3Zw6dYr3evViuLs7K3188A2+wmeflV40KyEhik2b3ipINnp6Cmrb1KJdu/b0\n8ujDsGHDcHFxqbSYnyeZmZmYm5tTs44903bdZEn/GigUChISErC1tS1W9/333yfl5l8Y1zDiepIB\nERHhTBvlxvwJLxbUyVWqMOq2BHO7Ogz7ZgVtXhleofEqlUo2dR9A7LnzNO46jLFL5ZuC22EX2PJe\ne1L8ZlKrZuHwzIzMHFq98S0PcwqXRL6bmk6uUoW1qSmfvPwyXV1cSM/KYujKlZwKmoZbu+LNNquW\nHuXzBSdQq+T3ga6P4BKejaocvZNe5NgcSC7Hc1U4V1dXXF1dGTduHIcPH+bVUaO4FBuLc+3aqFSa\nV4u0s3NCT08fJ6fBREf7olLlkHBHq74tnWFsLE/Sup8Yy4FVEwF57HnJhA+Qm5uLgb4e56/d4a1J\nM3Bzc6N///4YGugzJ290jKGBPgoFZCbdZfeo8fxSw5jmg/owctvXmFtb/6cYbwdfJuS3A0T/fY7o\n04HkPnjIy3N20n7A2II6p3cvw6SGQbGED5CW+YDo2ykan/e3mTMLji1MTTEy0GftF6fY8fPrxepd\nCY7HwMCAHFUujo6VsxCfUHE2bNjABx98wKFDh+jUqRM2ea0Huqa8HbmfA+OALKDo4uvOyBulpwGf\nAafL+TrlMmjQIM79+y8ff/QRO3x9Adi71wtz89ql6qrVaiIi9ufVef7a258VfX194uPjce/clYu+\n33H58mXs7e2L1Vm7di2RkZGcPXuWiPAwrCytePXVV3FwcMDUxJjFW0/hfeIKg7o1YeHEvrg6WXMr\n3Zi3NvyDz6qJhB48xuLajbBs2IC+C+fi/vbYUnGk3oojeO8+ov48Q+K1G2QkJPMwPQO1Uv7gV+gb\nYGhsRs26Tfm/L49iXqtOsetjL5+iuX3Ze9LmrxMEsPWPIN5dur9UnXqWVvz9p4YNeyTIeSjHcfz4\n8bJ/mIJWSE6WbwAHDx5MvXr12LVrl04udf24PxGOAXU1lH+K3ISTbw7QHHgLMALMgHtAe+APoCXF\n/zIAkDyLdFp5eHjgUUmrXBb1119/8cILL9CnTz9MNayxc/NmGAqFgl27dtKuXbtKj+d5FxkZSWJi\nIp07dy51rmibvampKffu3SvYCrB+/brcS00BScJIX4+0k3P5bIMvy344x/zjhaN4gnx3cWrHAu4n\nRKJvaIR1Y0ey7t7jQVo6qtwckCQUenoY1DDFuKYNVnUbUa95R5q4D8DZ7YWCSXJFRV36k5PbPuPO\njX/IefiAjbMG8P6o4hvKxCXep+FLazQm/ZMlOmO/PXKEvf/+U7C8RL63x+zm7J8JNGxgT2Bg4DNZ\nSE747+Li4mjYsGGpciMjI65du1ZpC+L5+/vjX2R714Xyaq1VPiPXATgEtNJw7iQwAwgqUf7MVtkU\ntNOQl4eQkpLC62Nep2/fvri6ugJw//59OnfpwJvvufDVCn8S4jMA2Lt8FKPn/IphDWMadRzASzM2\nF9yZZ6Xdw2ftZOKunsWidkPsGrvRqH1vmncZonGN+pKCDm4n8NfV3L11XV691KwGHu0b8vnkfrRs\nbFdQT61Wk3I/m9vJGbi9vomko4XrNO06fJmP1viWSvqpGRmMWLWKgCvTcW1Zr6Dc3XUtH324gPff\nfx9B+924cYPmzQvn8/R+ZyknthaOUEtLS6NmzZqaLq1QVdmR2xQIyzueCrgjN/XYIN/lq4BGwJ/I\nHwYl586LpF+NpaWlceHCBXx8fPD19eXq1atERUWxefNWli5dovGaD0Z1YsYbXZiy4gDHz8fwMEeF\nuZUNHYZNpsfY+Rrv2suizMnhz52LCD76A/eTbiFJEnWtzRj+YhMWT+xb5gSs2euPseKHstfX0VMo\nOL5gQany/kuW8Mobbmz6Xl4CJDU1m2Z2S7h167bGfg5BO+3cuZM333wTgBm/3cHEwpp/fDbiu/5D\nallbk3L37mOeofyqMun/itykowLCgUlAIjASWATkAmpgAXBQw/Ui6VdDkiQVNGMY6OvT2smJ4MjI\ngvWLAIyNTXjwIJutW7cyfvz4gmQ+/MXm/L5yTEG9ff4hfLrxBKFRKaDQw9bRlX6TVtOkk+bN1DPu\nJXJs00zC/z5A5v0U9PQUNKpXk7deduOTcT0xMnz8h8bkLw7K6+nfusrShi1K3dWX5c1161CbqwmJ\nke8MWzosIzUlh4yMzCe6XtAearWalq3dMGrQlm6vzeJBxj2+my6PNHsWOU0suCbolIyMDCwsLGjk\n5ERScjI5Dx+iVKmKJf0ffviBcePGFTzOH/4J8PHrXVg1vfh4eaVKyYKNfmz1CSYpNRtDoxo4dejH\n0E+2cP9uPMc3zyEu5AwPszMxMtCnTZPazHijK2MGPH4Tm3wTlhwgNDqFa5F3uHc/mwZurYi7dOWJ\nk/7XBw7gc/ECycplJCdl0KTOYo4ePUq/fv0ef7GgdYKDg3FzcwNg0vbLbHxbHqGuVqsfucJsRRBJ\nX9BpMTEx/Pzzz2RnZzN//vwyOzPVanXBhLiinaclRcffY8qKA/j9E8ODHHkGr5mJId1b12fRxF50\nbv3fhkbWGbiGlLRMVKrCTmRDPT2Ozp//RNcnpqby2ldfcTF8JqEhifxv6PfPJEEIlWf0q6/ya4kR\nfuPfeouIiEi6d+vK0qVLK+V1RdIXqo38NXo6tmjAxBHtGT+kzSPb8f8MisSxnhWO9WoBkJurYu/x\nEHKV6jKvKSonV8X5a7dRqiV2H7nCg4e52DnZkRCVwLF5856qDwGg35LFvD6+A117OjN/ph9JiZXf\n/itUHpVKRY0aNYrdCIC8Suq4ceOwsLBgwoQJFb4Jkkj6QrXyzz//MHzYMG7HxwNgZlKDls61GTuo\nDZNe6fDIRHw0MJwBU3c99WsaGeijQEGOUknR31grU1M+HDgQjydYCjk9K4vX163Dup4pnbs78SC9\nAT77So/pF3RL/pIvRXl5eaFQKPD09MTIyIjw8HCNQz3/K5H0hWpn5MhXiI1V4ejYnvPn95OQcIPs\n7HRAwtDAACvzGjjWq0n75vUY+kJzBnRphIGBAUfO3mTQ9N1Ia56sHX7PhRBe++HXYu32/pcvs9Db\nG9cGDQiNi+O9Xr343wtlbxjjHRDALwEBJKanY2Cgx7gJHfH+OYQ9e7zp319zh7OgW/z9/enVq9cj\n61RkrhNJX6h2Ro58hVu31AweXHwj9bCwc4SGniH+9g3SMxJ48CAdlar0ypyWNYye6HWUajWZucpS\nnbW9Fy1CkiRe6diRKUOGlLruWmwsXx0+RFhCAiq1hL2DFbM9+zD2bXcuXYjjxfbrUKlUYjLWc6RZ\nc1fCblwrVW5uXZeMlDtcuHCBtm2ffODAo4idswQhT9Om7jRt6l6qfMWKodQxMeSdPn2Yv3cvaQ9z\nnvg5a+iXTsw9mzalfq1aTBw4sNS5z/fuxe/qVSwsajDunU4sXTMEU9PCzeLz36kZGRnPZCKP8Gx8\n/912unXrBsBLH2/kzo0g/j2whYwUeRn377//vsKSfnmJpC/onKioKCIjb6NWT33s3XJOThbZ2enc\nydGnjqXlI4dYpmVlMXzlSkZ26MDUl+QNU67FxtJ38WJ6ubgwb7S8sU5rBwc2+PnRwt6eni2LL/Pc\nxtERv6tXuRQ1C2sNE7xmf+iDdW0rkfCfM127dsW5USMiIyJoN/hdGCTRpOvLgAK/b2eybt06Vq5c\n+dSd/5VB/H0p6JwVK74gNfUOR458VWadnJwsdu2cxfLlcvJ+qFIxcetW+i5ejP/lyxqv+Wq/3LHq\ne/kKICf8D3bsQK2AwAh5n9xfz5zhGz8/0FPwy9nSM3NfdnfHUF+fd9/4BaVSyZ34+0SEJxMRnsyG\ntX8R8FcUA/o/el1+QTft3bMHgLDAQ+gZGNC828s07/YSNcwsUavVGBoasnXrVpQlNgNKSkpi0qTJ\n9O47gGaurahV25Y3xv5fpcUp2vQFnRQcHIy7e2d69vw/XF17kpGRSnCwL9HRl0i/n8TDnGwM9PQY\n7OaGnaUlW/1PYWZeh6zMRHa8/z4OeSMucpRKQmNjAZi1+0f0TWuSnZ6C16hRrD5wgPsPHmBuZ0tG\nQhK+8+YxMG/stYGRAepcFX554/Szc3LYExDAP1FRhERFFcRpZCQP18vJycXZ2Z6ZM+cyadKkZ/iT\nEp6V/AXZjIzNmHs4o6BcmZPD0Y0zuBHgg0KVi7GRHkMGD8LRwYFu3boxZeqH3Fca4txxADYOLpza\nsYCWzRtx+k9/ja8jOnKFamvNmjV8/PHH6OnpgyShltTUNjOjqZ0dPV1d6d+2rbxevVLJgM8/R0+h\nYNOECTQtsgftjB07CIqJKXhsbVMHVc4DjPX1WTFmDN+dPMmFmBhSs7KY0Ls3rnXr8uPp01yJiyNH\npcJ33jz8Ll9m84kTNGjYkLFvvsnAgQOxs7PD0tISMzMzQB7TLXZbe77Nn7+AJUsW03bQ2wybtU1j\nHbVKRdDBLQQd2Ex82AWMjE1p3KEPQ+fsxNjckrSEGNaOcSQxMbHMNZlE0heqNaVSiYGBAZcvX+bN\nceOICg+nfq1aJGdkUM/Kit4tWpCWlUVSaipDO3akSf36xa7/YMsWEjNTqVHDgLjE+0iSRHR0NE5O\nTgA0rF2bnVOmoFar8b1wgVYODtjnvRlzlUrWHDrE6bAwNmzcyNixpdfzF6qPQYMGc+TIYUYt+IWW\nvV59bH1JkkrNyPb95mNuBXoTGxNV5nVi9I5QreV3jLVu3ZrzQUFM+eADfti5k+nTp5N67x6/+fig\nUChITEqiprk5ZiYm1KtVq+D6XKWS5LQsmjdtzLZlawBwdHTE0tKStLQ0bt29S45SiR6w8uBB6tas\nyY/Tp5Oenc3MH39EaWhI0IULNGnSpCq+fUGLXLp8hVGev9DS4/EJHyiV8COCTnDx0Bb2/f5bZYRX\n+LqV+uyPJu70hWfG19eXWZ98wvUbN3BzdKRH8+aE3LrFqdBQPp03j/kl1tAJDw/H1dWV3Fx5Z6v6\nVlbcTpVXB1cAEtC+bVvOBAQUbA0pVF9qtRpzi5qM/+YcdZxaPNW1kiRx6ruFBO79Ek/P+cyZPfuR\n9ct7py9G7wjVwoABA7h0+TJXQkJw7daN3YGBJCsU+B0/XirhAzRu3JicnBxSU1MZPXp0QcIHOeF7\ne3vzz/nzIuFXcykpKcyfP59evftgYmGNjYNLqToB3htYNsSKpYMtSp17kJHG7k/6ctV3M8eOHnls\nwq8I4k5fEB5DrVZz5swZfP74g927d7Nl2zaGaJiJK1Qv77w3kR9378bGwRUb59Z4vLWImraFa+yc\n2fsVp3bMJzc7HRtbJ5KTouj7wTq6j5pK1v0UTmyezbW/fsOtTWv27/sda2vrJ3pdbejInQGsRN4x\nKyWvbC7wNvIGK9OAoxquE0lfEASdlJaWhpWVFcPnfI/bgDdLnf995USCD20GwMqqHg4OrQi7eQ4M\njZj5ewI/zuyDfmYCq1etZPDgwU/12lXdkWsP9AOii5S1AF7L+7cB4Ac0Q95FSxAEQedZWloyZdqH\nbP1qMtdPe9Nx+FQadehTcH7IlNVYN2hCZJAfd2OuERL6F6rcBwAkRoZw8/xJDh8+zEANS3lUtvLe\n6e8FFgP7gA7Id/pzkRP8F3l1jgBewN8lrhV3+oIg6LQzZ86wbft2fvr5FzoMm4Jz+944t+9b5vIg\noad9cO0xlIW9FAwfPoLff/d+6tesyo7cYcAtILhEef288ny3kO/4BeG5d+bMGRQKBZmZYu/b6qB7\n9+5s37aNH3ftJDfyNPs//x8/TO3C/aQ4jfVdewwlJzsTY1NzZs+e9YyjlT2ueecYUFdD+TzkO/qi\nC4I/6pNH4y29l5dXwbGHhwceHh6PCUcQtNuWLVsA2L9/P2PGjHlMbeF5MWLECEaMGEFWVhbDho9g\n/ZvNGDpzG616F/8dkCQJnxVv4+jkRJcuXZ7ouf39/fH396+wWB+X9MvatbkV4AxcynvcEDgPdAbi\nkNv6KXJO48de0aQvCM+DsLBwAE6fPi2SfjVkamrKhm/W06xZM5JjSq+vH/jbOkL893D0qKaxLZqV\nvCFeuHBhuWL8r807VwA75MTvjNyE0x5IAHyAMYBR3rmmwLlyRSkIz4BarcbExISmzZqya9eu/9RE\nExgYAEBAQEBFhydUgdOnT/POO++wcuXKp7qmVp0GeIz3KlYeGxLAia1zmPfZAvr1K+t+WndEAEUH\nmX4K3ASuAWWtIysJgjaJjo6WkJsiC768vLyk+/fvP9H1t27dkgBp9OjRlRyp8Cx8vnS5ZGxiJlnV\ndZQAqblrC2nNmjUF59VqdalrsrKypHr1G0i9J3wueZ6UCr7mHsqQrO3spRkzPil3XJTRXP6kxOQs\nQcizZMkSlixdwqaLm/h93e8kxSYRcjoE5UMlY8eOZcTwEXTu3JmzZ88yZ85sHmRlYmCQt3KmBOmZ\nGcTdTgDgwIEDYgKXjqvXwJ5Or3vRfsgEbpw9wE/zXqZ+/QZERUXSpk0brl0rbL5ZsMATLy9PmjVv\nTtpDPd7fcbXYCJ6d01/AQpHJhaB/S62587Sqepy+IDw3evTogZ6eHnWd6jJt/bSCcr9dfpz6+RT7\n3tlHQlxCQbmVuTHrZw1CkkBPAdt9zpOYVIPc3Ifk5Dz5loyC9pEkiTu3b9Gsq7wJT7NuL2FqacPt\n23E4OjchPi6mWP1Fixby088/czMsjIFTviL3QSbxN4KID7vA7evnSAi/xPnY6HIn/Iogkr4g5OnZ\nsyf6evp8+8m3TFk3paC879i+9B3bl9S7qbzt8jZmkpKY/R8DCgwMCu/mTp0P58R5ebRyVJGNVATd\n8+mnnwLw929rqWEqb23p3L4PISd/IUffhEYd+hFx/lhB/XHjxnHM7wQAR9Z/yLFNn1DL2oYGDRvi\n0rgRGw8fxMrK6tl/IxqI5h1BKGL5F8v5cu2X7IzaiVENI66fv84Xb37BnYh4ch7IK27WqWVMgm/p\nhbF8Tl1l/KL93Et/wPHjx+ndu/ezDl8op4CAAC5evMjkyZMfW9fKwpjU9LxZtnmbnpw9exaVSkXH\njh0xMTGplBjFKpuCUIFmfDwDm1o2zO0/l5ycHP5Y9wcxoTGMGO3K6Usf4tLSDjNjI43XDn2xBZH7\nPsTQ0AAjI811BO3WrVs3Ppo5E4t6dgD4SX7FvgCWrpGbfO4dn83Hr8tj7bdv315wfc+ePSst4VcE\ncacvCCXcvXuXrt27YmFvwcRVE5noNpHoVC8sLU3o0mo1D1Oyidj3kcZrFe7yGOqvv/6aKVOmaKwj\naKcVK1Yye/YsFHp6SGp5qTA9g+It4GqlEoVCQdHc9UKPHpzw939m22GKO31BqGC1a9cm7HoYQX5B\n7Fu/Dz19PTauOfXY6/wCIwqO8+/8BN2xadO3ABgVSfRqpbLYF1CQ8PM7ZY+fPKlT+x+LpC8IGnTv\n0R2AQ1sOYWVryYE/QgDIzHhIwr0sUlKzSl0z/9uTBcevvvpkW+YJ2mH9+vVERsqzqR/m5DC+kxsA\nniclPE9KTNoejLl1XUwsa6NvJG+cI0kSMTExBVt26gqR9AVBg8GD5DXOp66fSovuLQkPk7eKMNDX\nI+uBEpv+K+k2YRtnL8WQm6tCrZa4FHan4Po5c+ZUSdzC09u1axfTpk3D1fUF9PXlBP7dP/IKM4mR\nl1k/rikb325DRsodMFKgypE7b+Pj47G3ty/zeYXSyj0zTRAqU5NmTaRadWpJbXu3lQBp/tL+kl09\nC8m5Vk3Jq28PydTQoNjsXUMDA8nFxUUKDg6u6tCFJ3Dt2jXJ29tbcnBwkABp2LDZkpGRsQRI9vY9\nCv5frWsaS7sXDpVMahhI9u4dJD19fSkwMLDK4kbMyBWEypGZmYm3tzcHDh5gzy97ANBXKOjXxJHv\nx73C2N1/cOy63CTg5ORIQMDf1K2raVFaQZuo1eonboPfvXAorw9qh+/fNxk4bTdmFuZM/uADVixb\nXslRlk0btkv8r0TSF3RGfqdd6JzJuNjZ4ht6k4Gbdxecj4+PFwlfByQlJVGnTp2Cx3Z2TenU6WUO\nHFiNp6fEii8syH6QgXTOE4CMzBwsei0DYOTIkaxdu7bKm3TEMgyC8Ay1WrEJhUKBUqUqVi4SvnaL\niIjAx8eHjz4qPtQ2NfUWp07tKHj8MCcbAMOui3mlV1NiEwpXWm3YsGGVJ/yKIO70BeEJhIeHc+PG\nDVQqFWq1GlNTU2rWrElcXBz9+/fHzMysqkMUNIiJieGDKVM5sN8HAPvm9sRej33i6wd1bczhgPCC\nx3v27GH06NEVHufTKO+dflWqso4QQRCeX7t27ZL69u0rffbZZ8U62i3rWEl74vdIgOTpeVJ6443l\nEiD1mD5JAqT+4/tLBob6pZbXLvq1fPnyqv72yt2RK5p3BEF4bmzdupV3330XgBRVCrb2tiTFJmFh\nbUGvN3oVq3vC/wcATq/dCMDR7wp3s7KysmTo0KGsX/8NFhYW5ObmEhoaSps2bZ7Rd1J5KiLpzwBW\nAjZACuAEhCJvoAIQADx+9SJBEIRysLW1JTk5GdcGDQhLSmDFiRWl6qTckedbqNVq1JK81ILbS+8T\nfHAzUt7j9PR0zM3Ni11naGj4XCR8KH/St0feRze6RPlNoF05n1sQBOGx7t27R7fu3UhOTgYgNC4O\nE3NjjXWNTOSF8BYv7lNYZmyKJKkxM7MgOTkRY2PN1z4vypv0VwOzgH0VEIsgCMJTUalUWFsX7tTq\n1seNVX6ryqxvbmlesFrmy5ZDcWjdDwsrGxo3deHmjdBKj1cblCfpD0PeED1Ywzln4AKQBnwGnC7H\n6wiCIJTSunVrrly5UvBYoQBDI0ONdQMPBuK9xhtJLREeHI5apSL7fhZhAQe5fqZ63bM+LukfAzQN\nQJ4HzAX6FynLH0J0G7nZ5x7QHvgDaAmkl3wSLy+vgmMPDw88PDyeLGpBEKq1GTNmFEv4bfu2BWD8\novEa6587fI6gE0EFK2S2c3DgUloG1hYGJKcpKz3e8vD398ff37/Cnu+/jvVsBRwH8pcabAjEAe5A\nYom6J5E7e4NKlEuSGKcvCMJTCg8Pp3Pnzty9e7egbMycMY+8JsgviBv/3mDDjtFMfmsvJz09GbJs\nGa2b2nLpZiJz5s7D09OzskOvENqyDEMk0AF59I4N8l2+CmgE/In8IZFa4hqR9AVBeCqrV61ixief\nlCrX13v8gsGq/I1RFAqOL1jAqNWrkQz0satjy5mAQGrVqlXh8VYGbVmGoWj2fgFYBOQCamAipRO+\nIAjCU1u40KvguL9LY34ZN5Ja81biN3/+Uz+XoYEBE6dNK9bMXB2IZRgEQdAZenp6aMobChRyT+6T\nPIdCgbmpCWkZGcyYMYMvv/yyosOsVNpypy8IglDpfvrpJ8aMkdvvjY3NUalU5OZmIyHRqeN0lMps\nbGxaoq+veRTP1as/YWR0h23bNtOhQ4dquWaSuNMXBEGnREZGcvbsWWJjY7lz5w5jxoxh+PARJCQU\n7lzWp88y7Ozc0Nc3JDr6LxIS/uXu3askJ0fxyiuv8Ouvv1bhd1A+2tKR+1+IpC8IQrmp1WoWLFjA\n1q1bee+991i8eHHBOVNTc9zc2uPu3o6ePXvSu3dvLC0t0XuCjl9tJZK+IAjV2rFjx+jfv3DK0KFD\nh3BxccHR0VGnk3tZypv0n7+fiCAI1crVq1eLPd68eTPOzs7PZcKvCOJOXxAEnWZgYIBKpcLFR7XO\nEQAABKlJREFUpRXdunVm7do1WFhYVHVYlUY07wiCUK0lJycTExND+/btqzqUZ0IkfUEQhGpEtOkL\ngiAIT0wkfUEQhGpEJH1BEIRqRCR9QRCEakQkfUEQhGpEJH1BEIRqpDxJ3wt5j9wLeV+DipybC4QB\n1yi+paIgCIJQhcqT9CVgNdAu7+twXnkL4LW8fwcCG8r5OlqpIvesrAoi/qol4q86uhx7RShvMtY0\nQWAY8BPyzllRwE3kvXOfK7r+iyPir1oi/qqjy7FXhPIm/anAJWAbYJVXVh+52SffLaBBOV9HEARB\nqACPS/rHgMsavoYCGwFnoC0QD6x6xPOI9RYEQRC0QEWtveME7AdaA3Pyypbn/XsE8AQCS1xzE2hc\nQa8vCIJQXYQDTarihesVOf4I+DHvuAVwETBC/ksgnKpd2E0QBEGoAD8Awcht+n8AdkXOfYp8J38N\nGPDsQxMEQRAEQRAEodJsBxKQO37zjQZCABVQcscDbZvQpSn+lUAo8l833oBlkXPaFL+m2Bcjx30R\nOA7YFzmnTbGD5vjzzQDUgHWRMl2I3wvdmcxY1s9/KvLv/xXgiyLluhD/zxT+7CPz/s2nC/G7A+eQ\n4/4H6FTknNbE3xN50lbRwF2AZsBJiif9/H4AQ+RO4ZtU/YQuTfH3ozCu5RR2Vmtb/JpiL7p/3FRg\na96xtsUOmuMH+YPqCPKbNj/p60r8nsDHGurqSvy9kEfzGeY9ts37V1fiL+pL4LO8Y12J35/CpvJB\nyDkU/kP8lfnN/QXcK1F2Dbihoa42TujSFP8x5LtMkEcjNcw71rb4NcWeXuTYHEjOO9a22EFz/CDP\nAJ9VokyX4teVyYya4p8ELEOOEyAp719diT+fAngVOWbQnfjjKWxZsALi8o6fOv6q/kTLp4sTut4G\nDuUd60r8nwMxwHjkNzDoTuzDkGMLLlGuK/GDbk9mbAq8APyNfNfZMa9cV+LP1xO56SQ877GuxD8H\neS5UDHIz89y88qeOX1uSvibaPKFrHpBD4TBVTbQx/nmAA7ADWPuIetoWuynyiDDPImWPGgasbfGD\n7k9mNABqAV2AmcCeR9TVxvjz/Y9Hv29BO+PfBkxDfv9+hNzuX5ZHxq8tST+O4h2LDSn880XbjAcG\nA28UKdOl+EH+pc/vCNKF2Bsjt1deQm7PbwicRx4mrAvxAyQivxkl5P6U/D/BdSX+W8iDF0DuSFQD\nNuhO/CB/cI0AfilSpivxuwO/5x3/ihb//jihuTPlJNChyGNtndDlRPH4ByKPPrIpUU8b43eieOxN\nixxPBXbmHWtj7FD27w5o7sjV9vh1bTKjE8XjnwgszDtuhtzMALoTP8jv35MlynQl/iDgxbzjPsgf\nvKBl8f8E3EZuBolFbgMfnnecDdyhcDlm0L4JXZriDwOiKRz6taFIfW2KX1PsvyL/El0EfgPqFKmv\nTbFDYfwPkeN/q8T5CIoP2dTW+Iv+/HVpMqOmn78h8o3CZeS/sjyK1NeF+EFu1nxPQ31tjT//9+ct\n5D6UQOT3bwDy6J582ha/IAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAiCIAjC8+f/\nARhSq5w+XgkaAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4e0acf6090>"
]
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Brazil' : 7,\n",
"\n",
"gdf[ gdf.iso_a3 == 'BRA' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfec72590>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQ4AAAEACAYAAABCu5jVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nc0wonBoeJAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4e004cdb10>"
]
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Canada' : 8,\n",
"\n",
"gdf[ gdf.iso_a3 == 'CAN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 36,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfe869990>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAC4CAYAAADHR9Y0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4U+UawH9J2qTp3pNSOtkto+xZkL2XLBUURIaKgIID\nRPSCVxQcKMJ1ISDIEBUoS5CNzEKZpXS3dKdpk3QlTc79I6VQ2kJZinp+z9NH8+1zyHnznfd7B4iI\niIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPzNeAO4BFwA1gEK4B0gDThb/tf7\nr1qciIiIyL8BSS3a1AN+BxoCpcAGYEd5uRZY+ojWJiIiIiJyC9JatNEABsAasCj/7/XyutoIfBER\nERGRh0BtBHYesARIAdKBfGBved1LQDTwDeD4KBYoIiIiIlJ7AoHLgAvmHfbPwFjAHfMOWwL8B7PQ\nFhERERF5RFjUok04cAxQlX/eArQHfrilzdfAtts7hoWFCdHR0Q+6RhEREZF/G9FAs9sLa6MSiQHa\nAkrMu+knMO+4PW9pMwSzBUnlGaOjEQThL/2bP3/+X76Gx+VPvBfivRDvxd/jXgBh1Qnj2uywo4HV\nwGnABEQBX2HeVTcDBCAReKEWY4mIiIiI3Ce1EdgAi8v/buWZh7wWEREREZE7UBuVyN+arl27/tVL\neGwQ78VNxHtxE/Fe3ORxvxeP2o5aKNfHiIiIiIjUEolEAtXI53/8DltEROQmBoOBvLw8DAYDp0+f\n5ocffrh7J5HHBnGHLSLyDyYmJoYRI0agsFJw8cJFSktLq7QRn9HHj5p22LU9dBQREfmLMJlMZGZm\nUlxcTGpqKhEREVXaBAYFEhYWhq2tLWGhYfTu3ZsF7y5g44aNNY5r52xHaJPQR7l0kYeMuMMWEfkL\n0el0WFtbI5VWr500Go1YWlrecRfs6uNKQFgAnvU8KdIWcWb3GdTZ6mrbSqQSBNPNsTw9PcnIyHiw\nixB56Ig7bBGRv5CcnBz8/f0pLCystt7KyoqWrVuy7JNlNG/evKJ8wMABFcLa2csZnVqHvkRfqW/u\n9VyWHlqKd4B3RdniZxcTFxWHNk+LvkRPaXEpT85+ksKCQuKi4shIyCA7JRsPD49HcLUijwpxhy0i\n8pAwGAxcv36dwsJCPD09cXFxqaiztLSkrKys5s4SQACpVIrRaARg4cKFzJ07l7c3v027ge2wtLSs\naK7J0yCVSbGwtEAilaCwUtzzeucNmEe7kHYsWbLknvuKPFoeZIf9BvAUZi/HC8CzgA3muNh+QBLw\nJOYofiIi/yqMRiOjR49m06ZNVers7O1wcXVBnafm119/RaVScf7ieT5a/FHVgcr3NTcEb1ZWFnPn\nzkVmISPpUhKxp2M5EXmCguwC8rLyqnQf8doIctNyycvMIz87H41Kg06tw1BqYOzcsTz73rMA5Ofm\nk5GQQcPWDSnML8TV1fXh3QyRv5x6QALmDDNgFtLjMHs9zi4vmwP8t4b+gojIP5HIyEjByspKwCxq\nK/2FhIcI24u2C19d/EoY9cYoARBkMpnw7IRnhStXrghGo1EQBEHYsWOH0KFDhyr9tVqtEBsbW+3Y\n9/PXLKKZ0Hl4Z2H2qtmCVz0vwc3HTdgr7BV8g32FL7/88i++kyLVQcVPeGXuphJxBv7AHPxJizm0\n6mfAMqALkIU5CNQBoEENAvsuU4iI/H04cuQInTp1qrZu5bmVBIYFVlt39NejrH57NfHn4wEYNXoU\nk1+YTPPmzfnoo484c/YMe3bvocxQxubNmxk2bBixsbFEdI8gPS292jGHzxqORCoxq1JkUuLPxXN6\n9+m7XoPCSoFEKqGkqIQlS5Ywc+bMWl69yJ9FTSqR2uiwJ2FOYFAM7AaeBtSA0y1j5N3y+VZEgS3y\nj2Ljxo2MHDkSZ29nnNydiD8XX1G3aOciWvdufcf+KTEp/GfUf/AJ8uH0rtNYWVmhVpktOtp3aM+x\no8fo0KEDR44cAaC4uBiNRsNHH33E96u/p1RfiiZfA4CHl4f5wRZAQEAqkeLp4cnMmTOZMHEC+lI9\nSEAmlWEymRAEoULvLVfI0RXoiI6OJjRUNO173LhfgR2IOc51J6AA2AT8hHmHfauAzsO8G78dUWCL\n/ONo0KABV69erVQ2Z/Ucejzd457GSbuWxsUjFwntEsq8fvMoyC0gP9d8FHTjudmyZQvDhg2jb7++\n7IjcUWWMvs/3RSKRIAgCJqOJ/Kx84s/Go8pSIUGC0WhEaaMkuHkwWWlZdBraiclLJgPQ36Y/V69c\npW7duvdzG0QeIfcrsEcCPYCJ5Z+fxqwe6QZEAJmAF7CfGlQi8+fPr/jQtWvXxz64iojI3TAajXh6\neZKbkwuAo7sjm7M2P5Sxr5y4wlu93iJPlcfMWTP57NPPAHB2diYvr+ph42vfvUav8b2qlGcmZXIi\n8gRn9pzh4pGLFGmLKDOYrVT8m/pj42jDxcNmz0e5XP5Q1i5y/xw4cIADBw5UfF6wYAHch8AOw5xZ\nphVQAqwCTmK2DlEBHwCvY87n+Ho1/cUdtshDIzMzk2+//RZnZ2eKioooLi6mqKiIEydOEBgYyLBh\nw2jVqhVOTtVp5x4uGRkZeHt7Vypz8XZBla6qtv0Nh5WXv3yZBq0aYONog0+gT5V2JpOJwQ6DcXdz\nJzU1FWOZsaIuqHkQcWfjALCUW2JhYUFxUTFObk70e6Ef494dd2NnVoWVs1ey6cNNuPu6Y9AbUGeZ\n1TDi8/l48iA67NmYLUNuJC+YCNgBG4G63NmsTxTYIg+NP/74g/bt21d8dnYOQKGwJzc3FqlUhlxu\nhVabQ9u27WnXrg15eWrq1vWlRYsWtG3bFk9PzzuMfu8cPHjwvt8YJRIJv5l+q7ZuVpdZRB+KZtC0\nQUz7bBo7v9kJQNTeKM4fOI+lwhJDiQF1TvXejLaOtiyMXEjdhnWxc7LDZDKxd81e9q7dy8CpA+k4\npCOxZ2J5s+ebFfpzkceLBxHYD4IosEUeKmvWrOGZZ6rPnfHcc0fZt+9NkpMPYmmppH79gRQXZ5GY\neASTqYzQ0Ga4u3vj7e1O27atmTx5cpUdqV6v5/U5c4i7ehVff380Gg0jR46kZcuWeHh4VHEhv3bt\nGiEhIZXKvAK8eOnzl1DaKZHJZChsFCjtlFhZW6G0VaJQKu7oit7LwqzicPZ0pmHrhhzdehQApVKJ\nrb0tJqOJUn0pJcUlFWqO2jLh/QmMfn00JyJP8OXUL0lNTr2n/iJ/DqLAFvnHsG7dOsaOHVulPCCg\nBx06zEahsMfLK7xCKOp0mezb9yYKhSNg4syZlZSVlQAQHx9PQEAAAJcuXaJJkyb4u7kwqGEQyfka\nfj5/BVd7O3I1WgC6duxI3wEDmDJ1Kra2toBZyM6ePZulS5fWuOZ+k/oxY+UMAAq1heRn5TMueBze\ngd5M/3I6zbs3p6esZ6U+lnJLrJXWFBQUAPDMgmdwdHMkMzGTjkM74h3ozeu9XifubBxvrnsTC7kF\nOrWOmBMx7Pi68gHlpA8nYedkR58JfQDYvWo32z7axpWLV+7p3ov8OYgCW+QfxY8//sgHHyzm3Lmz\n1dbb27sBEqys7LC19UIudyIkZDDNmj2LRCLhgw+cKCnJp3//gaxevQonJycOHDhAREQEUokEX2dH\ndCWlNPVyZ+ekMRyKTyHycizZuiJ+PHsRgF27dtGrV+UDP41Gw3MTnuOnzT9VKg8JD6FOSB0yEjK4\ncryqkPRv5I86V01+tlmzKJfL8fb2JikpCYCe43qSfDGZq2fM1imdR3Tm0pFLqDJu6sydPJxYk7AG\nK2srAMrKyjiy5QgKawXt+rerNN+GDzcQ/XM0J46dqOUdF/kzEQW2yD8WjUZDWloajRs3xtnZmTFj\nxvD555/j7e2Ni4sbOp0GOzsHzp8/R0BAdwID+yIIZVy/foIrV7aQkpKCr68vYD7027NnD1MmTyYp\nObliDl9He+QWFsTn3rTUcLC3Z/NPZsHs7u5OnTp1cHa+ad2ak5PDTz/9RFlZGdeuXaOwsBCNTkN2\ndjZ5qjwWLVxE5I5I1Go1oU1DSU5N5sWpL+Ls7ExJSQnt27cnOzu71vfB3tWe9anrUVgpOLX7FG/0\nfsNc7mzPFtWWSm3/N+d/FFwoYNeOXfd+w0UeOTUJ7EfNn+nNKfKQMBqNQmZmppCXl/dXL+W+OHDg\ngCCRSCq5Z3t6egkHDx4URo4cJTRr1koIDW0ltG3bSZg167Uax7lw4YLQoX37SuNYWlpW/L9MWnmO\nMaNG3XVtZWVlFa7pd6J3n96CVCYVBr04SBgyfYjQ9cmuQtP2TQVAcHZxFmQyWRUX9PHvjhda9mgp\nWNncdJlv1auVsMe4R/Dy9xIAYebXM4Vdhl1Cnwl9hFGj775ekb8G7tM1/UEpn1vkcSEtLY2ff/6Z\nzMxMVHkqVGo16oICCrQaBKOJM8crvyJv3bqVAQMG/EWrfXAMBkOlKHf3gyAItAoPJ/r8+YqIe97u\nbhX1Tk5OTJ/1KhMmTKjxMPEGbdu15UT5PQ4KCuKbb76hc+fOVdqFhYVx/vz5SmVbNVvJSMzghbAX\n7rrm7mO7M/XTqTi4OPDlzC/56eOfqrTx9fUlJSXlrmOJ/PmI8bD/xSQnJzN27FiOHj2KpVyOe3AA\ntt5eKBzssXJ2wtrfGzcnRwQBgu2tsbCyosmQ/mx6dhoDBw4kIyPjoZvEgVkQCoJwVyH3IDyosAZ4\n6aWXOBMVRUBdX6zkCq4lJZGrzmfMmDHY2NrSsWNHmjRpUqvr+O/7/2XixInEx8cTFxdHdHQ0xcXF\n/P7778TFx9GubTsiIiKIvRZbpe/uVbsZ8tIQ9gp7MegNZCRkkJWcxd41e2nauSlNOjQhPycfQ4mB\nVr1bVfRzr+teaRyfYB+uX7tOgwbV+bqJPM6IO+x/KCaTiTVr1vDpF19w9tQpANq/NIlei97GytYW\no9FI1Pfr2DzhpYo+L57aj0+LMLQZmeQnp7K8g/lA7Z133mH+/PmYTCaUSiV6vb7SPDU5a9SEIAj0\nGziAfXv3oS8xW2sUFBRgb2//oJddI926dWX//oMA2Nvb89Zbb3H48GF++OEHTp48SefOnav1+Htn\n/nwWvPsuAEOaNsBSJsXDzpar2bm429pwPjMHraGMrAItLZo3Z+EHH9C6dWuWLVuGtbU1KpWKpOQk\ntDotSislYaFhbNy0kZMnTlaax7+xPznpOejUOgC86nkx89uZ2DnZEdQsiGtnr7F71W7GLxiPraPZ\nOsVkMpF0KYl6jeuxackmLCwt6D62O88EPUNY1zBU6SpiT8fiW9+X7JRspn02jW5juyGTyZjRfgbT\nxk/jxRdffGT3XOT+EXXY/yJWr14t1AsKFOzd3YTub88Wpv7xm/Bfk1qYm3VNaP38OGHmpePVhuEc\ns+FboU6rFgIg2NrbC3Xq1RP86tUTfP3qCt516wr2jo439bcymdCyZUuhrKxMSEtLE65evSoUFxfX\nan1TX5wmOHp5CK/FnhEaD+kvAIJfPT8hJibmkdyPM2fOCBLJ3cOQTp/+spCdnV2pb2JiotC0adMq\nbQNcnISWdbyETeNGCAdfHCdsnWAOo+ro6Cj06dtHAAQHVwchtGOo0Hl457vObedoV+lz044353T2\ncK5UN3zWcOG5Rc8JPcf3rDKOpeKmjt3Oye6Oc65fv/6R3G+RB4cH0GHXB3685XMA8Dbm4E8TgZzy\n8jeA24+cy+cW+bMoKSkhMDiI7OwcEASsHR2wcXbCxs2VuCN/VGorkUiIi4tj0qRJ7Nu3D6lMhqu7\nO7179WL9unXIrRQUltsf30rric8QvWELpVodUpkUmYUlMksLSnTm9Ffr16+nY8eO1KlTp0pfjUaD\ng4MDAN3fnk23ebN5y/JmEP1vvvmG5557jrKyMg4ePEjLli1xdHR8oHuiUMjR6w3V1vn5OxHSwJ0u\n3YPY+tMVLkRf58knn2TVd6srtTOZTKxdu5ZTp07x+eefV5Tb2VhjbaUkS2U2rzt06BAxMTHMeHUG\nb657kzb92pBwPoFJYZNqXF+XiC689cZbxMfHk5eXR3JyMgaDgV27d1FcVMwTPZ5AKpXiYO9Adk42\neoMedb6a/Px8Yi7FVIwzePBgOnXqhF6vJyUlBVdXV4qKirCwsGDUqFGUlpbi4uJCcHAwAFFRUZXS\nkYk8Pjwssz4pcB1oDTyHOUZ2zd4CosD+yzCZTKhUKuLi4khISCA5OZmNGzcSHR3Nhx9+yI4dOzhw\n4AASqQyT0XyQ9sMPP9C/f3+ahjYlJbnmw6g5iedxrFuHvIREbD09sCp3IMm4cInVA0eTl3Sz7y+/\n/MKgQYMqPt+qPrFxdyPijRlEr9tM6qmoinILS0vKDDcFrF9QIK3Cw+nZrTvDhg2rZDp3N5YsWcKr\nr74KgEwmwWis/H308rFn3MTWvDy7C9bWciJ/vcTYwavZvn07/fr1q3Hc3377jZ49zY4uIcHBXI29\nqXMWBIHJUyezZvUaiouK+TnvZzQqDeOCx1U7loenBytXrmTQwEHV1t+J9PR0rl69Snx8PGeizqDO\nV6O0UuJX14/0jHTiE+NRq9XY2tiafygFUOWqeO+99+jevfs9zyfy5/CwBHZPYB7mcKvvYBbYd0oI\nJwrsx5Rdu3bRp4/Z6+3WPILVhQ69lYg3Z9F74TzSzpwjZscekIBeq6PvB2Y9b1F+Pgs961OndQuS\nDpt39A1Dm+Jk70CpXk9GRjrpqWmVxnwnPxmTwcC60RNpN20iPs3D+G+9pgBM/O0XtFlZRM6ahy4r\nm3HPjmfVt9/V+jpDQoK5di3uru1+3fs8XboH4SiZA0Dz5s2Jioqq1Oadd95hwYIF+Hp5ocrLo6i0\ntKJu6dKlTJ8+vdLB4/hnx/P9qu8ZMHkA07+cTty5OORWcrwCvMxBlyTQV9G3ov1bb72FTqcjPSOd\nouIiIrdFAhDaPJQGIQ1IS03j/IXz6LS6aq+hw+AO2LvYo8vXoVPpsHezxzvIGydPJ4oKitDkadjy\nidke27euL0mJSY/0wFfk/nlYAvtb4DSwHJiPOb9jQXnZLKoGgBIF9mPMmjVryMzMZMyYMfj4+JCY\nmFjhpn0rLZ4eiUQmw7tFGAFdOvBpWMcqbYas+Jhdr79DcX4Bgd0749m4IYlHjpMeFQ1AqwlPY6lU\n4lSvLobiYvRFReTFJaIvKmLMxlUorK3RFxeTF5+IR+OGlGq1aK5nkJ+WTnpUNDtffwcwq3wUiton\nnM3Ly+PKlSu4u7tXifkxeERTghu44+Flh6eXHQBPDVkDQJ8+fdixw+zevX79esaMGVPRb93TQwn3\n9SbA2YmkvHxWn45mxfGz9Ow/gDU//ACY3dUtLMxGWOtT1+NWx43q+N/s/yGVSclKyEKVrsLWyRa5\njRxnT2e2Lt+Kk4cTw2cOZ+17a9HmVVZPTf1kKoNfGlzx1lLbw1+TycQYnzEs+3gZo0aNqlUfkT+X\nhyGw5ZjVIY0w663duam/fg9zXOwJt/URBfbfiJKSEpYuXcr5ixfIzs5m/77fq7SxsrWlRKfDzd2d\nnFp64TUe1JeeC9/mt/mL8AprQpEqj6jv11OcX1DRxtHbi/z0DABkFuZM4EobG2zs7FAqlaizssnI\nyMDKyuq+r89oNLJhwwaeeeYZ2rdvj6eXBypVDnl5KvLV+eSp89EUmHev3Z/ozt7f9gKVBWG7enUI\n9/XmrR6d8LCzrSi/nJlNi4+/5lpcfIXXZJeuXTh08BDNuzfnw70fosvX8b/X/kfjjo3pNe6mS7vJ\nZOLIliPIreQsn7GcmV/NpFnXZvd1jZnJmXw29TMatW3EkOlDsLG3qbbdV3O+IuFgAiePn6y2XuSv\n5WEI7EHAFKB3NXX1MGemaXpbuZjA4E/EZDKh1WrJyMggKyuLo0ePMmfOHGQy2X2PaTAYuHTpEoGB\ngVy4cAFbW1saN26MpVyOYDJVauvXrjUSmQyDVkepRotRX4rJUEaxVoe+uBiABo0bExAYgEadz3PP\nPkudOnXYtm0b9erVo6SkhKFDh+Lo6IiLi8tDsaF+GKSlpTFjxgy2bdtG6S1qEBdbG4I93CgzmSgz\nmjiXkkbHDh04XJ7eC6BDpw4cO3IMGzsbCrWFFeU+AT7IlXIUSgUpV1Mo0hZVmrPfC/1QKBXIlXIw\nwbFfj9FtbDcuHr5IxJgIPhz/IWERYUTvj2bqJ1MBKCksISs5i8j/mVUpfo386DOxD5ZyS5p2aopG\npSE1JhV1thpVuorI/0Vy9erVKm8eIn8+DyuBwa38COwEvi//7AVklP//DMxJDsbc1kfcYT9kli1b\nxq5de1Cr89FoCtBqtRQWFlJcXERJSQkSCcjlVoCE4mIdCoUVQUHBNGrUkIYNG3DkyBHGjRtHu3bt\nOH78ODk5OWi1WsrKynBwcKBz5860atWqVq/XOTk5nD59mnPnznHpymU0Gi3ubq54uHvg4eGBl5cX\n3t7e+Pr64uXl9dgI4IfBlStXOHr0KHl5eVhZWWFhYYFWq6Vz5840a9YMpVJZ0TY1NZWsrCwMBgO2\ntrZkZGSg1WrRarVoNBp0Oh0mk4kePXqwadMmMjMzKTWUUlJSQklJCRqNhpPHT9KiVQuiTkXh5OKE\nWqVGKpViMplo3qo5UqkUuaUcuVxOYEAgw4YMY/mK5cTGxlJUVIRWo0WhVODm5oaLkwu2trbY2try\n2aefPRKnKJEH40F32DZAMuCP+aARYDXQDLO9YCLwAuYs6rciCuyHTJs27UhMzKRJkwiUSgdsbZ2w\ntnbE1tYZW1tnFArrirYmk5GsrHhSUy+RlRVHVFTVnIC+vg2RyRTIZDKMxhKyspJQKpVERHRh8uTJ\ndOvW7R9zMCUIAgaDgQ0bNrB69WqWLVtGZGQk3t7eNG/enJCQkFpf6/Xr11kwfz7bt/5KWVkZOWrz\n8Y2jjTX5hebdspeHO47OLvTs2ZO2bdvStWtXUTiK1AoxWt8/hEmTJvHVV18BMG/eXqTS2qs7UlMv\nIpXKKCzM58KFfXTvPhFHx8oCxGQykph4lvPnd5GQcBqFwpK+ffvy4ovTaN36zhnBH2dMJhMO9vbo\nCgtrbCO3sKCery8+deqQnp5OfFISgwb0Z/PPv1S0iY6O5r133uGnX8xlL7RryZQO4eQXlxDs5oK3\ngx2a4hJ+PHuJdVEXSFZraOTtztWcPFJVahQKBRKplJ+2bOGJJ56odh1nz57lh7VrOX3iOBkZGeSq\nVBSXlCK3tEQutyRfo8XR3h6jyUhefgFTpkxh+fLlACQlJXHs2DHOnz9PdNQZSktKzDtvhRylUkl4\n6zb07d+fTp06oi7/kRk8cCB16tateBtq1aoVwcHB/5gf6r8josD+h/DTTz8xfPhwmjbtwdChbz6y\neQRBoKAgi8OH1xIVZdaJvv/++3h4eJCdnU2TJk3uaKd8v5hMJnJycujevTt9+/Zl8eLFxMfHU69e\nvQfSxW/bto2BAwcCEODixOoxg2ns6cbLP+/CysKClnW8aOTpRmp+AS9v2YWqyKxz79e7N9t37qwY\n54aqqENAXY4mpPDf/t2Z072q1Ux11/Vm5O988Ls5e8zx48dp06ZNpTaXL1+mf58+5ORk09rPh451\nfajv7kp9dxfcbG0o1Ou5lJnDiFWbqozv6e5GZnZOxecejUJo6OKEs7UVeqORYkMZ+cUlbL8Sh4u3\nNzFXY+ndIBAbuRwXG2uyi4pRlZSSpdGRnl+AwWjCy90df39/Qho2pGloKOHh4bRo0eIfpdp6XBEF\n9j+A3NxcgoJCaN/+GVq3HvxQxy4sVBMbe5yMjGtkZFwmJycFvb4US0tLBEGgrMyAra0j1tb2yOU2\nZGbGMW7cMxW7/YfFU089zQ8/rK347OLihkplFkRBQcFcvRpzXzu/lStXMnny5Eplq0YPYlxrszVG\nUamBuTt/Z/nR05SWR+RzsLfHSqHgv4sXM378eMD8IAW4OBE/9+Vaz70h6iKj1pij5S1ZsoSZM2dW\nafPzzz8zdOhQAIoXv4lVNUJx07lLTNwUSUT3J0jPyODU6dPVzjeza1uWDKqaSR3gs0MnmP6z2SFZ\nKpVgMgnsnzaOrkH1KrW7nq/hePJ1oq9ncjk7lzi1htS8fJDJmPHqq8ydO7fW1y9y74gC+x+Avb0D\nWq2G+fP3P9A4RUUadLo8EhOjSEmJJiPjKgUFOUilMsrKDMhkMhwd3fH0bICnZzDe3iF4eYWgVJpt\nlfPzM/n009GAeed47do1du7cyeHDhzlz5hxFRYU0atSILl060a9fP1q1MkeOmzJlCitWrABAoVDw\n1FNP8cUXX1TYVf/666+MHj2W8eM/p6REi5dXMDExx4iO3kFS0nmMRgPt2rXj2LFjNV6byWRi1apV\nnD9/nmtXLpOUkMCV+AQ++eQTOnToQHh4eEVbzfuvY2dlnvvzwyd5aYt5J93Q25Mr6ZmVxhUEgays\nLDw9PSsJ7GxtIVM2bSdOpSbA2QkHayvcbJR42tnhYWfDr5euEXklltDQMLZFRuLmVtke22QyERQU\nRGJiIiuG9+OFDuFUx6uRv/PlkVN8sHgxT/ToQcOGDWu8B6vHDObpVmE11hcUlzDwmx85FJ9M3Tp1\nMGg1DA9tgIetDcnqAuLytVzXaMnT6jCaBATBhI1CgZWFjMwCLYV6PQ3q1+dKTEyNc4g8GKLA/htz\n/fp1hg9/ksuXr/Lss1/g6OhxX+MIgsCxYz9y8OAqjMYyfH39yM9Xo9Np8fEJpkGDCEJDe2JjU3Ps\njtzcVL744mYSXIlEglyuwNXVF3f3IPz8mmFj48iFC/s4f34PAB4eHmRlVT6PdnLyRq1OB2Dfvn10\n6dIFCwsL/PzCGD/+k2rnXrAgAjCrDmoSWMXFxQQGBJCRmYm9lYKJbVuw9MAfKCwtsbOzpWloGPsP\nHMDFxpr0+TORW8oq7s3RxBQ6BvgBcCQhmU7LVgE3PUFLSkqws7OjrKyMMB9Pzr36AnuvJtBjxZqK\n+cPCwvDycCcvV0VBQT4NGjXiP4vep0mTJlXWmpycTLu2bcjIzGJax1Z8PqxvlTY3CFj0OUUSGZlZ\nWcTHxxMxfdB/AAAgAElEQVQUFMTcHp3I1hWxKyYOdVEx2lI9x15+jnb+vjWOA7Dx7CVGrt4MmHXe\nXbt2RWFpiY1SSWBQEIJEwq+//ooEcLe3w0Ehp8igR1NciqqwCAuZjDKjkfoBATRo2JCpL79c4aYv\n8nAQBfbflB9//JFJk16gTp2mDBz4OlZWtnfvdBuFhWo++mgoVlY2ODras3LlCgYOHEjXrl05eNAc\ncnTevH21UjUIgsD583twcfHFyysYleo6rq51K/UtKMjik0/u7EE3f/5+cnOTOXhwNfHxx4mOPldh\nD/z2279Xa1ZoMJSwaFEfAgICiYu7VqPpoclkYvfu3cx9600uX7qM3mDAVP49tJRJOfbyBMLret/1\nWvMKi3GZu7jium8wduxY1q1bx8jmjflh7FByC4vo++0GopLTWLpkCTOqUXlUR/3gYGLj4tg7+Wm6\n16/qYXorXb74niMJKRjKY6xUp883Lpl3139DyYwFtVrb7Xja2fLd6EG0quvN+qiLbDx3CXVxCZcz\nczAJAk+OGME7CxbccecvUntEgf03ZcKEiXz77TcADBjwGg0atMfauvbR60wmE99//zIpKZeYMWMG\nixYtwsrKitTUVOrV86dRoy54eYXQvv3Ih7ru06e3Ym3tSHBwa4qKNDg4uFfbzmQysXjxAEpLi/ji\niy+YNm0aAM8/vwJv7/pV2mdmxrFy5fN8/PHHvPLKK3ddR15eHnv27OHL5csp0GiIjo4m2MONZ1o0\n4aVOrXFQmj0nBUGg07LvGNK0AbMi2lesTTbrPYBKDib+/v4VyXFvRaPRYGdnd/ebU86NH5wVI/rx\nQvvqVSE3OJ6USrcv16C0tSMvz5xX0lpuSZiXB38km2OzdAzw4/BL4+84zru7DzJ/14Fq63wd7UnN\n19TYd0r7cN54oiN13636BiS3kKEvM9IiLIz9hw490tjm/wZEgf03JiEhoTyNlJSsrEysrW1p1Kg7\nERHPIZcrq7TX64sxGEo5deoXLl/eh06Xx+7du+jUqVNFmxvWJlZWtpSUmN2xmzfvy4ABryKRSCgq\nKqCgIAuVKpWkpHOUlRlwd/enTZuhyGQP10ogNzeZL74YX6msZ88ptGv3ZLXtY2P/4Oef32Pv3t/o\n0KHDPc1VUFDA+wsXsnbNGrJyslkysCcvd27DzivX6Pu/dQB0CPbHQW7JpSwVybnmsKkZGRksXbqU\nDz/8sMax5XI5mZmZODk51WotE597jp82bmD382No7edz1/YH45MYsXoLObeEvHW3tyVbo2PDM8Pw\ntLOl822Hh9Xx2cET/HjuIlsnjMLV9qbr+vGkVLZdimXtmQtkanToywOCHXnpWToE1C1vk0a7T7+p\n1fV9+OGHrFq1CqVSyddff03Tpk1FU8Fa8iACu7p42POAtcAGwA9IAp5EDP70yDEYDOzevZtZs15D\nq9UzbNgCXFzqkJubwrVrx7lw4TcyMszR6cLCmjNx4nNMnDixSgwOo9HI2rVrK6wfasuUKd/i7u7/\nsC6ngry865w8+TP29u60b1+9oL6VdeveIDPzMhpNwV3bVocgCDw/cSLffPstjXy8CHN3Yf3ZiwC8\n8sorSKVSQkNDGTFiBCdPnqR79+6YbnHFz3nvNVxtrYnNzkVuYUFmgY7xG7ZisrHl8LE/8PCo3TnD\nvLlz+ezjpTwbHoqLjTUOVgocrBSkqAsY0awRDTyqHlLO3bGf9/cdqVReW/PCh0FZmYktFy7Tq0EQ\njm9+UKs+dtZKyowm6vn60rBJE/wDA3n//fdFE8EaeBTxsF8CcoHFwBzMCQ1ev629KLAfEQaDgREj\nRrJz5w5sbBwoKtIQGBjE0KGDGTNmDBKJpFY5+7RaLfXrNyAjw3wAqFCYd+ze3g3x9AxCp8sjMDCc\nsLDqzcT+KhYt6o3BUMqxY8do167dfY9z4cIFtm/fzok//iA0LIyp06ZV8Ua8obrYOmEUXx2Pws3G\nmm9GV41dbTSaGPjdBs7nafjj5KlqEzhUx9dffcXs2bNR59++3zHjpLTCViG/o7rCtPTte07V9rCw\nnbOIQr2Bc7NeoNmSlVXqY+ZMJVmdz9BVmyi8JZGEj4cHzi7O7Nn3O87OzhgMBmxsqg9W9W/jUcTD\njgG6YHZH9wQOALdLCFFgP2KysrI4ceIEnTt3vu/MLPPnv8Mnn3xOly7PIpHIsLCQU1Kio6ysFAcH\nTywt5UgkUsrKSigtLaa4uACtVkVxsRYbGyesre1xc6uHn18Ylpa1D336IKSkXOTkyc3Ex5+kT58+\nTJ06hfDw8AfOTlMdCxcuZOGCBdhbyZnbozMvdqrZ41NfVobitYUA7Ny5k969q4uVVpUNP/7I008/\nTX1XZxzsbCgzQa5Wy3V1Pm421qiLS7CUSekREsCb3TvRxMudhDw1IYs+Z84Tnfhvv24PfJ1Jqnxe\n376XeT0709ir+jOH2vD54ZOUGAwcSkjh86F98Hvv01r3lVta0iw0lG49etC+fXv69u37QA5Tf1ce\nRTxsNeZd9Y1x8m75fANRYN+FgoIC+vTuTXirVrz99tu4urrevdNDxmQy8corM1i79gfUalW1bTw9\nfZDJZAiCEaPRiFKpJCgokJycXDIyMsnNzUEQTEilMozGMry8GmJtbcvo0YuQySwe2dqTks5x5sxW\nkpPPUlpaTJ8+fVix4suHGrMjJiamkvWD8PH8O7Q2O500/mA5goUlFy9frgi3eje2bt3KmFEjsbe0\noEUdL3rWDyRTo+X9fUcr2gxuUp+fJ9w9hrWqsIgcXWEVlUp1CIJAnQWfkF5wcwc/t0cnFvTuiiCA\nTPZgeucOn37DsaQ0wrzcic6oOSSvrVzOgj5duZKZw/enozEYTdTz8yNyxw4aNmz4l71B/BU8injY\ntwpsMAvs23M3/esFtsFg4NSpU5SWlmJnZ0d4eDiFhYXY2Nhw6dKlSva53p6exMbF/aWvhYWFhWze\nvJlZs15FLldQVlZGaWkppaUl6PWlyGQWKBRKLCwsKS7WYTCYM6jX9O88ePAbhIX9OTa62dkJ7Nz5\nKc7Ocs6cOfXQxjVb1NRDvfA15DJZtV6ItxN5OZb+X60HQKVS1Tqt2enTpyscjapjcJP6pOZrOHs9\nk7Z+PkglUnyd7Bnfuhl+jg4EuDiRX1zC0z/8zO6r8ZX6tvX3JcTFCVuFHE97O0LcnKnjYE+YjwfD\nVm1mT0z1mXnsraw4NWMCIe4Ptpk4kZxG209uHlienvE8brbWHEpIZu6O/SSrqz+PkEmlBNSrx+Fj\nx2p9NvB351HEw44BugKZmEOt7qcalcg/PR620Whk9+7dGI1Grly5Qty1a8Rdu2bOtXftWo39nFxc\nUatybxZIJCAIyGQyrl69SmBgYEVVUlISU6ZMwc3NjQEDBtCrV68Ks6lLly6xbt06khITSbt+naio\nKHr27ElBQQFLly4lNDT0nq9p8uTJbN9+gPDwwdjZuWJr64yNjRNKpV2V3bLZbV1PcbGGwsJ8ZDJL\n3N3r3fOcD4pKlYatrTNarYovvniG69ev4+19d1vrWzl27BgrV6zA2saG4OBghgwZgr+/v9m8r/y1\nvEf9ABb0iqBtPR9Ky8qQIEFhWfme5BUV4fLWTWuSsNBQTpw8eU+ZckwmE4IgsGnTJkaPHl1R3qdX\nL3bu3l2prQRQWFqWx+U2IgHsbW0p0FVOJSaXyxk9ahRqlYr8vDziExO4nnnTocnTwR6jIJCj0XLi\nxAmUSiUqlYp5c+dy5Kh5l79q9CAGNq6Pk01V66TaXpds1nss6N2Vt3t14dcLMQz+dkON7R2VVvQO\nCeC3uCRKBEjPyPhHmgz+GfGwFwMq4APMh42OPAaHjlu3bmXnLcF6wOwpWL9+fZ5//nmCg4PvKZWS\n0WgkISGB2NhY4uLiOHr0KL179yYkJIQBAwag0dR8EHQrVraOlOhuHir1mPwRrQZNxdLq5hd/YQ8F\nDlZydHo93bp1Y9arr1aK6CaVSCocQFJSUli9ejVz587F2c6O8IAA9p4/j0kQUNjbUVpu+tWpUyfa\ntGnDyJEjadGiRa3MqqZOncpXX32Ns7MnEokcY3mS3tvx9Axi2LCHG1Pi3LndHD26HqlUiru7P2p1\nBv36zcDLK7jGPmVlehYurHwoOmHCBL7++utazztmzBjWrzfviNsEB3Oi/Mc2wN+fhMRE7O3s0Ghv\nmtNZKxQVOR0/HtyL2BwVG89dYvmwfry6dU+lA0Iba2sKi4oICQnh0KFDD7xLvDX9WI/6ATR0d8NB\nqSDyyjWiUjOq7TNy5EiGDBnCyJE37e0vXrzIiBEjiCl3MZ8yeTJ9+valUaNGlTYMN1zyb6W+uwsx\nb7z4QNcBEJut4j+/HWLN6fO1av/KK6/w0Ucf/eP12o8iHrYzsBGoy2Nk1tela0euxl6gfaebpmeH\nfo8jT1WE3NISCwsLnJ2dmfbiiwwfPrzSFxPM9slz5swhPv7m66S1lRW2SiXZanVFmYuDA2qNpkKA\n1sSXEyfy4rff0nbkbHIzkrh64Efm76++z8KeCvo3bcLQ9u1Zc/gwx69dQ1tkjq3s6+LC0Nat+fS2\nH6NQPz8+evppjly+zLtbthDcMwJLa2vifj+E1MIC96AA5NZK0qOi0RcXU2YwC9+wpo3wrevHm2/N\nq9bKoqCggF9++eWuZn8KhS3PP/8lLi61s4i4G19+OYHcnETzD49CUZHhxdLSii5dxuHv3xwLC0vc\n3c2egeYsO7lcuLCPffv+VzGOg4Mj+fnqaue4neLiYqytb8YR/2z8eATM4VZ3nD3LtjNnKrXv3bMn\nb86dS1paGqtXr2bXrl2V6oWP5yMIAoXlAaUKSkpZdfJcRf2tCX4NBgPvLljA7shIuvXowXsLF9bK\n1O3GpiPAxZHoV6dgayWvqEtUqen6+SpSqrEquZ/ncdSYUWxYvwG5XE7bNm1wdHBg6/btOFpbs2vS\naNr41aHEYKiVqqgmRn6/iYsZ2VzOyr1rW6WVFVqd7h8ttP81jjMR3TrTprOCN97pUVG2a/tlRg34\nns0zZ3I2MZFDMTHk6HQkZmWhkMvx8/MjMCiIAo2Gs2fPkn+LedWUHj14sn17sgsKmLhyJS888QRu\n9vbMKU+2eiuvDxpEc39/UlUqPty2jVVTp2JlaUmP9/6DUTAhkdx5d2syGRnRqhVT+96MKVFQZI7d\nYFP+Ol1W/qpseduXdXdUFMv27KHMZMRoNGEShLv+mACENmlMn779+HH9etzd3PCtVw8LCwsaNmx4\n47UMgCaNG+Pm7k7jxo1JSUkhPz+f3NxcLl++DFSfALY2JQorJUqlbUX//HwVRqMBTw8Ppr34Irt3\n7+bYsWOYTCbq1q1LSkpKRV+ZzAKJBKRSGQ4OjuTkZOHk5MyQIYMJDw9nypQpd71+gKioKFq2bMlT\nnToxrE0bHKs5Qxi2dCl5Wi2tW7fm2LFjFcIiODCQuISEinba99+oJDxvUFBcwqSN29h4zny/Xn31\nVRYvXoyHmxuOljKeataItecuk6Ur4utvv2XEiBF3XPM333zDxIkTb34eOZDn2jav0k4QBPr+7wd2\nxZg3IGlpafj43N1J51Y2/7SZOXPm8OXyL+nZsyeRkZH079+/Sru6TvYkvz3jnsa+nZk/7+LjQyeq\nrWvdsgWWlnIaN2nClytX/qOdcP41Ajs8vDn1m8p4+/1euLraVLw6usnfpEtwfd665UEwmkxcTE3l\nQkoK2QUFJOTkYDKZuJKWVmnM/fMrWwUs/vVXdp47V6ls88yZuNTglnwyNpbY9PS7rl0qkTCkXTuU\n8qoP/INQrNdzPTeX62o1X/3+O9fLXZsrzw2TnuhBYnY2uVotJomEs+VvGZ6OjrQMCCA2K4u03FyK\nS0vx8/MjKSmJvn36cGDfXoY0DsbL3haD0UShwUCJoYx4lZpTqZkYBQFLqQRfB3v0JgGjYEJdXEJJ\n+W5/165dCILAnj172PrLL+Tn56PRanGyszMHXSotpbB8p/3kk0+yY8cOdDodzZo147fffntgyxqN\nRoObmxt6vfkANcTHh1BfX+QWFng4ONC9aVNScnN5Y906CoqK2LVrF716mVUwt/9Qta7rw4kZE6vM\ncQOj0YTFq2Z39wXvvMP8d95h/9Rn6BpsfiP87sRZXvxlD2fOnq3Rjn7tmjU8/czNAFxymYy8hbOx\nUVT+3phMJk6npnMmLYOpm83ZhvR6/QM5q1y/fr3CvrxF8+akpKSQq6resuhu1jTVUVOsE6lUSnR0\nNCEhIcgf8vPxOPKvEdh30k87WVuz5bXXajVOmdHIwcuXUWm1PNm+fZX6otJS9l64QESTJtg9QCbv\nP5uPtm8n8rZXfABLqZQ98+bV2E8QBOKzslh7+DCJ2dmk5Oby4rRpzJg5k8DAQGyUVlhaWGIhk6FQ\nKFDI5SSkplYao3GjRkR064ZcLicgIICgoCBCQ0NxcXGhR/fuHCpPXuvn5oZUKiUx6/aMc5VRKpUU\nFRXdsU1tcXdzIye35tdxC5mMiIgIxowdW0lNFBUVxZhRI0lITMJQVkZ4HS9OzZp0x7luF0q3Bm2K\nvp5Js49W0rBBAy5fuVJ9//LvePxbL1HH0QGpRIJFNaZ3v12Np+eKm7HF6/j4kHrbZuRe0Ol0fPjh\nhxzcvx97e3vOnD1L+l02Ii+0b8mKEVV343ciPV+Dz4KPa6xXKBR8/vnnODg43PVN5O/Kv0Zgd+3c\nmXpSKeO7dqVYrye3oAC1TkeeTkeAhwd13e/fIeDfSrFezyurVhGbYT7Q8vTwID8/n0GDBvHqa68R\nFRXFpEnVCymj0UhkZCR16tRhxowZXLt2jcuXL1dycLl27dodM3dHNG7MM126UKLX89XvvxNVroII\nCAigTp06xMTE0C0igrBmzRg1ahT16tWr9bUlJiYSEFA5Up6FVMrYTp2ITU/nj1ssfXJyclAqlbz3\n3nsVPxQrV67A18Ge4y8/Wykux53Yfy2RbstX0z0kgD0vjK30aj9+3S98fyqaDu3aceSWuN9nz55l\n8KBBNGnalB07drB5/JMMC7tzZDyTyUSD/37BtRzzG9WDPIunT59mxNChyA2lBDrZ42Zrw/GkNLR6\nPRkF2kohdOv6+pKallYx38ZxwxnRrPF9z939yzX8HptQY/2kSZOIiIjgySef/MeoSf6VAlvk4XDo\nyhXmb9wIQB1vb+RyOQm3Rat79913sbCw4Pd9+0jPyCAhIQHBZKK0XM0gk0ox3hKL4waLFy+mf//+\nhIaGUlae6eW5iAicbW0J9PCgvrc3EomElOxsFmzaRKpajcFoRCaVEujpiY1cTo5GQwMfH1LUapKz\ns/GtUwetTodcLqdN27bs27cP9S0HxrbW1hiMRmyUSoKCgjh15kyNwqxPs2ZcSksjJTeXDz74AC8v\nLyY+9xz9Gpt/YKwtLfjmyQFVTPvul3VnLvD85h3s2LWLLl26ABAbG0v9+jcjF37Q/wlmd6990Kux\na7ew7swFWjRvzpnyw857Yf/+/fTv25fJbZvz4YAnKgnFPTHx9Fq5lry8vCq25tOnT2fNmjXk5eUx\nLLQhnw3tg7dD7aMZ3kqx3kB+SQm/XU1g3Lpf7th22bJlTJo06W+tOhEFtsgDUWY0ciktDU1REelq\nNakqFdqSEvRGs+ejtrQUS5kMqUSCXq9HpdPh4eCAn6sr/u7u9AgNxU6ppLC0lNfWriVfp0Ol06Ev\nq2oy+MWECTS6LQ7Hlj/+4PM9exCAuq6uvD18OIHVmMflajREJSay89w5HK2t0ZtMxKanU8/VlTbB\nwTT08cHOyoqM/Hx0JSXEZWaiLizEw9GRIA8PMvLzOXbtGtGJiQC8PXw40UlJ/Hr6NBYWFsyePZtF\nixYxv2dn3ukT8Uju9ZSfdrD61HlatGjOmnXrWbt2LZ999hk5OTmULp5bkXThXjiSkEKnZd9VChNb\nW26kV0t5+xV8nRwA8+49Oj2LQas2MWT0WD5dtoz09HS2bduGyWQiMDCQnj17IggCO3bsoH///iwd\n1IsZXdve89pvR28w8ntcApFX4pDLZGy/FEtsTlU9enh4OAMGDOCVV17529luiwJb5LHjcloaSyMj\nic/MrFL3/pgxtA2ubHutLytjxa5d7LlwgUK9HhuFgt7NmjH5iScqDpcfBE1REUeuXiUqMZGkrCxy\ndTqKSksxlIcZvZ37OVSrLbm6QtzmfVSprFkdL87eph///uQ5lHJL+jcKxvoOO8pivYHmn3zD5Nmv\n1yqO+K2UlJQQ1rQpiUlJKOVyivV6BMGEQi4noktXftm+vUYTu6KiIlauXMnMmTNp6OHG5denVtTp\nDUbe2vk7C/t0u68fodvp+vkqDsYnV1vXskULvLy92bp169/CxV0U2P9CSg0Glu3eTUxGBvU9PGgX\nHEyroCAUj1FIyxKDgT6LFlVbd7t1zq3EpKbycWQk17LNsSnquboyvW9fwu5Bf52uVvPBL79wNSMD\nvcGAgPmBkFtYYKtQ4GFvT5CnJ0ilbK3moPa7UQMZ36aqKd3D4rer8by35xDTO7dhaGjVWBq3H17W\nc3ZkWqfWvNr1pl19qaGMNyP3sfTgccAczvXd9967r/Wkp6eTl5eHq6srCoUCBweHO+qMtVotYU2b\nYizU0qauD+/27FQptsmMX3bzycHjzOvRmXf7PvjbSkxWLg3/+wUuNko6+fvxy8Xqc0761/Vl7NPP\nMGHixHs67/gzEQX2v4wTcXEs3bEDD29vnps4kYMHDnDyxAlyVSr83N1p7O1N25AQWvj7V7Hp/iv4\ndMcOfjl1M/7HsDZteLEWke7KyspYtX8/26Ki0JSUoJTLiWjcmOl9+yKvZtddVlbGD0ePsuXECTTF\nxVhZWtLSz4+2wcF0bNQIR9vqU7BdTU9ncnmG+N7NmnEmLg5LqYTrC2qXDuxBMJQZqfvuJ7jb29LS\nxxOpREJSgZaTiSk4Kq2qhF1dM3YImVodkVcTOJOSjra4mNdff53333//ka8VzIL93QUL+H7VKkr0\nei7MnkKT26L/XcnKodUn3/LmvHl8sPA/JL31Ek7WVd3ddSV6Wn38FTHZlS14Ls6ZQmNP85hGo6lK\ngCp1UTGhH64gLV/DxLbN+fr4WazllhTdEt4V4ODBg+XJQR4vHlRgOwJfA40BAXgOc0yRiZgDQQG8\nAey6rZ8osP9kCktKWBIZycn4eN6cO5fXX3+90i4oJSWFLVu28Nvu3fxx/DhFRUUEeHgwZ8AA/Nzu\nHtntUSIIAh9t28aOs2cZGB7OjH797ql/cnY2S7Zu5XJ6OkZBwMfZmWm9etEuJIT4rCwWb91KXEYG\ngiDg5+LClF69aB1cs8v77ehKSkhTqWjg48P+Cxd4d8sWUudPp85DCOmaV1iIcw1Bv7I0OjznLwHA\ny9OTkJAQmjVvztXLl9n122/V9mkcEkyPPn3p2asXvXr1+lOsJ1JTUxkxdAjnos/Tpp4v83t0oFtw\n9bkqO32xmkxBytKPP+a9d+YTqpDw9ZMDAPP3YNh3G/n5QgyBrk7E59bssfpSp9YsO3yS3yY/TVKe\nmuc3bgcqxwe/kplDow+WV+k7a9YsFi9e/FhaljyowP4eOIg5vKoFZlf1VzC7qS+9Q78/39OxSxf8\nJJLHRmDry8pYdeAAMqkUe6USBxsbXO3scLaxwd3R8Y56x3vlwKVLfLZ7NyENGrB+wwb8/Stnhiks\nLCQyMpLI7ds5duQIyampeDo708DTk0ndu+P6mBzMlBmNSCQSZA/wIK0/dIjNJ06QV1RUYaFiI5fT\nvXFjptWw+75Xei9cSId6ddg3bdxd2w79biM/nzfbVbvaKMktLAbATqHAVakgMV9D3n9ew8nGukpf\n/3c/ITVfg7H8Werfvz9ubm788cdxYmKuVHLht1JasXvX7r9k13js2DE6derE50N7M6ltyzuGZf36\neBSbL1zlUlYuaSqz2eH51ybT1NsDQRDwePsjcnRVbewXLVrE2LFjK4JyVUfk86Pp2yiETI2Ot3fu\np1BvYF3UhYr6fn378s233z7Wkf8eRGA7AGcxpwa7lfmADlhyh77/eoGdmJ3NxBUrauUmLpGY/6Gk\nSJBKzQJrTIeOPHWXhy+/sJDF27dzMTWVhe+/z0svvQSYvdp2797Ntm3bOHzwIPGJibg6OFDf05PW\nAQF0aNAAe+X9RV37u5CpVrPq998ZEB5OYz+/hzr2wk2bOBATQ+H7byCX3/kHYMqm7aw4VlUPXh3v\n942gZV0fLKUyLGRSOi37rqJu6NChbNu2vSKs7Q3+85//MHfuzUBcKSkptY7D/bAwmUw8/dRTrCsP\noqX/cC6WFndXt6mLill+5BSzu3eopJ6Ly8kjeNGySm33799fEfEzLy+P5cuXM+82h68bjkg3MuHc\nyieffML06dPv5/L+VB5EYDcDVgKXgTDgDDAdeA14FijAnNRgFo9B8KeIrl2pKwg8G/FoTK7ul93n\nzrHh2DFS81SUGU042iro0dqP18d1wsJSSlZuITlqHaqCIlQFxeTrSoi6ksHh8+n4uriwYtKkanfj\ne8+fZ9mePTRr0YL1P/5YEVJ0+fLlzJwxAwcbG0I8PWnp70/nhg1xrkFHK3LvFOv1DPjgA4wmk/kN\nSiGnjqMd4b4+DA1tSO/6AXe0XjGZTGy5EMObuw5yLbPmwP4Adnb2vPfeu7zyyiv07Tud4OB2fPpp\n5UQGL738EmdOn6FBgwZ8803tEuXWhosXL7JmzRpSk5NJTU4iKKQ+yamp5ObkMHzECL795muKi4pw\ndHT8P3tnGdjk2YXhK1p3o5Qa7l7c3W1DBhvuMhhsw4eOYQOKDNiAwXDtcC9atLi0VIAKdZekjX4/\nUgKlAoVi37j+QJJXnjdNTp73POfcNwFBL0TTJjdvwLwOzd/p3L8cPcOcE+cxEInIzKrW2bt3L926\nddNv4+npmaPyZVHHlvx08EW6qJaHB+fOn8/hbfqp8i4BuyZwGagHXAeWASnACnSejgBz0GliD3pl\n33a0XqIAACAASURBVC8BOxduPnnCem9vgqOiyFSpMDEUU79yUX4d2YKa5bPPik5cDqDzT7tQqrT8\n0L497atXz/b6r15e+D5+TJpcjo21Nc7OzlhZW3Py1Clm9+hBw3L5d8N94d15Eh3N6bt3uR8ayrOk\nJFLkcr3juFgoxMLQAFcrCzxcnOhVrQIN3J2zBXKtVku1Rau5ExlLFTc30jMziU9LQ6VSkSqX06FD\nBw4ePEhsbCz29vZMmLAPU1MrMjPTWbHiW9LTkyhetTiPbz/WNyG5ubnRo0cPLCws3vq65s6dy9ZN\nG/HPCsIDa1fD1cqCB9Gx7Lr1INu201o2JD5dzo/N6lHcxoq4NBnWxoa55ocTZXJ6bt7Lyq5t3tgU\nISFdjs20hfrH7dq1Y9OmTXodmfj4+Dw1ZZ4+fYprId9dvW/eJWAXQRewnydEG6DTvX5ZIMANOAhU\nemXfD25g8DkE7JcJjo5m7cmT3A8LQ65QYCARUbWULb8MaUK7+jrxH4VSRbPhf+NzL4KyRYviOWBA\njhxsWkYGARERBEZFcdHfn4S0NLZ+//3HuKQvZOEfFsaZ+/e5Hx5OVFISqRkZKLPyrhKRCEsjA4pb\nW1HXrRi9qlWk0cqNeLi7M7dPHwDWnDzJpdBQHgUEYGRkxMyZM5k1axa//OKtX1BbuvQbBNIM9sbu\nYeP0jfhf8UcgEBAWEEZCVAI1PWpiaGDI6FGj6dq1a4HGX6ZkSQIfP+bhxJGUsbfJVlaoVKmR/jQ3\nxz5NSroxpE417M1MUajUtCxdPFtaJCUjAw/PvwlJSGJsg5os6NgyxzHyIj1Tge20RWS80mw1csQI\n5v32GxYWFoSFhXHz5k28vLyoVq0a33///WdRd13YBgbn0VWEBAAzASNgKTq3GYAfAA+g9yv7fZlh\nF4CYpCTWnDrFjcfBpMgz6N2yLFt/fSE4v+XITQbOOYxAIGBm9x7ULWDH2hc+PiqVijtPn3LRzw+/\nZ8+ITkkhLTMTVVYgN5JIODJlCv+cP8+Oy5c5e+4ctWrpTH+trW2wti7Bt9/qZppJSTF4evakXud6\nzP53NgqFgrk953LlwBUMTY1YcGI+lw9e5srBKzy5/4RJEycxL4+a99xIS0ujcYMGCJLiOTviW0yk\nUkISkplz8hwbrr5Qq8xLdgDgxyZ1WdT5hUXcg8gY2q3fSWjWQuPbNB95nrsKAhjnlb0obdGiRfz4\n448FPt6nyLtWiVRBV9YnBYLRlfUtR5ff1gJPgGHoHNRf5rMM2KExMZy4fZvBrT6MF2FubL1wgXXe\n3rSo6cLJPwbon09PV1Bn0J/cf5yzFVeA7o/xHKFAwIqBA3O0eX+h8Dlx5w4rjx/nz6FDKfIGZX5P\nY2IYsHo1AN3r1CEsPp6ilpb4R0QgU6uJSU5m9549tMvSRlepVEgkEiwtHRg7dof+uU2bfiQ8/A4S\nqUSnxaIFQ0Mz5PIUGnZtyMiVI3lw4QFze72YDV++fJk6dd6sRVwul9O0USOu+vrm+vqSJUs4cfw4\nZcqWxczMjOTkZFasyL5QOKh2NZZ3bYuxwYuGrdvPorgQHMKYRrVzPe6eW/dIz1TQr06NfMe38PRF\nJh46rX+8Y8eObK46nyv/mcaZwgjYI9auxT8qirolSzIv6/b0Y3D45k1+P3iQqqXtuLllZLbXLt99\nSmq6AnsbEyQiMTGJqcQnyzE3NsDexoSiNhbUGfgXodFprB8+/KPXWP+/s/LYMfZezS68b2tmRvli\nxZArFHStVYuaJUogEYnIVCrpumgRcmX2CgZba2uaNG1Kq9at6datGzY2NgAkJiZSvHgJFAoVZcrU\no3btHhgammJhoWsckclS2bP3V8xMbfDz80ajUaLOo50ewNzUCCenYkyeOp3vvvvutdem0WhITk7G\n19eX5ORkunTp8lopgIiICJycnChevDiPXzJ4aFrSjTXd2+ebu15y8jwTjpxBJBAgWzCVW88iqVGs\nKGJx7mWCG67cYtDOAwCIxWKUr7yvnyNfAvYbcvfJE8b+84/+8cYRI3D9iJKslwMCmLpjB+6O5jza\nOxqx6M3rh1VqFU5tl5CYqmDnuHFY/QcrRK4GBrLZx4fm5cvTNSu18D5QqdX8efo0uy9fxsbUlPhX\nDHDz4syZM9SoUQOxWIxRHiWWmzZton///hgZmaBSKVEqFZiZWTN+/F4AMjNlbN8+kZiYJ4jFQpYu\nXUqjRo1wdnZmyZIlTJ06FbFImBVktWg0WhRZ5hGZmZnvXdVu1qxZzJw5M8fzeaVD8jIxKGZlyd89\nO9KiTPYK4yRZBlZTF7w47geOOe+DLwH7Dejw22+kZ8mBFjE3Z1Tr1jQoX76wh1hgHoSFMXbjRhxt\njAk7PKFA+8rlCoq0XYxSBXsm/FiojTqfMoGRkSw6fJiwuDgaN27MbV9fto0a9cG62p4lJDB1+3Zq\nlihBvyZN+G75cpLlcv3ro0aN4scff3wjLQuNRsP9+/cxNjbGwMCAU6dOMXjwEFq2HIZcnsrDh94U\nLWrL8uWeeknWl5HL5cjlchQKhd6NHcDCwgLTD/QjrtFo6Ny5M4cO6ToRS9tZM7ZRHYbWqaGfOT+J\nTcDdzpp7z6L4af8xjgdmF3IqW6YM/o8eAdCmbAn+6d0VOzNdd+jLQf5LwH57PkprejGtlsHN867/\nVKhU+AYGUsHVFYuXzFdnbt/OuYAAxEIhJ18pxn8SHY0sI6PQmy/elOc5z7+mtGVwl4LNFOMS0nDu\ntAypWMreH8YXirLdp855Pz82+/gQlZiIQqlEoVQysGlTvvuAHYAhsbH4P3tGUWtr7MzNOeDry67L\nl+nUqRP7vLze+rgymYwZM2Zw+PBRTExM+OabnowaNQqDLN/P6Oho9uzZQ1x8HEFBQVSsUJGxY8d+\nEjXIZmZmpL1099G4uAvb+36N1537jPI6wY1xg6juqltzSZTJsZ66MK9D6Slrb5tNa+RLwH57PppF\n2JkZM1CpVHgeOoSbvT1fZdl8yRUKeixZQlpWKy/oamUNJRIsDA1JVyhQazQYSCSkZ2aSqVLpuxQF\ngHc+CnLvm74rVyJTphN3amKB933yLIEyX69CJBTRt3Fjvqn/5gL4b8q/167x97mzlC7iyNDmzSmV\n1cTzsYlJTubwrVs0KV8e9w+U3roUEMDUrI4/AIlYTInixVm2fLneD/J9cPjwYfr1+xahSIOruw1u\nxS3Ys/02X33VjT179r7VMTMzM5FIJIV2d5JfzTTA1m+70alCGZQqNUq1mntR0bR4yerM2NiYcePG\nsWfPHgICArLta2xsTHp6eqGM82PynwnYVatUwVajQaDR4O3nh0arRSwUcXK6rm2384IFyBQKto4Z\ng6mxMdeDgrgbEsKT2Fiik5JIlcuRiMVYmZjgZGVFKUdHPEqUwMHKiq6LFnFk8uRCN8l9UwIjIhj6\n118cWtKD9g0K3hDz5FkCPSbtxPdRDAZiMV/XqZPvnUhurD51isCoKCo6OVG3dGnKODoiFApJTEvj\n66VLKGJtRHKakvQMJVKxCHd7B2Z1745DIQgkfQ68qjoIMHr06ByVE++D57nuEWPr03dILW5cC2Pe\n9NNEPEt8q+oJuVzOyJGj2bhxAwBSqSEKRQZCoYgOHTpgYWGOq6srarWaNm3aEB4ejo+PDxqNBlNT\nUywsLOjdu3cOC7bnrF69mm1btnDx0iWmT5/O3bt32b9/P6Dz0FRlLZxKhUIyFk9DIBDQeMXf+MXE\nE5umC8qpqamYmJhw9+5dnJyc3tmQ+VPhPxOwmzVpQkRAAI+y/AcNDczIyEylTeXKTOzald7LlhGZ\nnIyhRELrKlUY3br1G6cIms6axeyvv6Zhhbf3p3tXvl2xnJjkZK5tGkjV0k5vdYy4hDQ6jN/C1YfR\n+WpOv8rZBw/4/cgRRo4ejc+FC9y7dw+NRkNxBweCIp6h1qhIOTMJqVRCSGQiU1ad4MCFYNIzlHT1\nqMWYtm3faryfC8du32ZBVsAB6N27N1u3bv1g5w8MDKRy5UpkZioQiYTYO9gybtwExn4/tsALi0lJ\nSZQqVRYDg6KkpiaSkRHHmDGBxMU9Ijr6DseO6fQ4xGJD1GqdoQFA6dJtkEjMUKvTiYq6R1KSzoj5\nwIEDdOzYsUBjqF+3NpeuXAPA1MgQAeBmY0WSPIOweJ2CX+VKlbhz926Bjvs58J8K2MW0WlpUqMCJ\nO3e4FxrK3fBwyhQtypohQwAIi41l4f79PIyIQAuUcXRk6ldfUewVT7pXaTlnDl1r1GBkVm3sx0Cl\nUtFnxXLi09I4uuwbWtZ5c3nQl9nnfY+vJ+174xRPXEoKg//6i3kLFjBypK7EUKPRcOfOHdauXcva\ntWv125oZSalc0paTK/thZCSl/4w9/HP0ARYmxvSu34DOHh6Fopb3KRGbnEyPZcvo27cvixcvxu4j\nlVFGRERgZWWFQCB4p5x1fHw8Dg5FaNJkLhUq9GT58uLUrTuBVq0WAaBSZaLRqJBKdYt+kZG3SU+P\npmTJ7OmeW7c2cOCATrHCysqau3fvUKyAfQEZGRk8efKEEydOIBaLcXR0pEiRIjg6OuLi4pKn283n\nzH8mYDs5OREREYGdqSnV3dzo06gRznl8eVQqFWuOH+fonTvIlEqsTU0Z2KQJ7WvkXqzfccECyjo4\nsKh///d4BW9G35UrCU+I5/yavjSo5v76HV5h7d6rjFx4nNO//PLabY/dvs0fJ0/SvkMHtu/cmeP1\nZs1akJAgpEuXKfj7X+TAgUXI5SlEH52AvY2uCuFBcDTtxm0hLCYNrRaMDaS42drRrlo1Wlep8lkv\nhOrSQUtp0rgxp729P/ZwCo0FCxYzadJPABQv3pGnT48yeXI6YvGbz9Y1GjUBAYc4depn4uN1+eYf\nf/yRRYsWvZcx/79Q2AYGA4BAYCfgCjwFevAJqPU1aNyY4OQEVHI5SU9CUSmVWBobM6BRIzrVzr2r\nCuCSnx+rjh8nIjkZiUhEg7Jl+bFTp2xlcL09PRELBPyTh0aHSqXC+949xCIRzSpXLvRrA12Fy9Tt\n27nx+DGGBmLO/PEttSsVvHJlzZ4rjFh4nGX9+uVrq7Xr0iU2+/jguWIF33zzDaGhoQQGBvLo0SOC\ngoIIDn7C+fPnGTnyH8zNbfHzu8CuXb8wtX8d5o7MfXHt8EU/Vu26xrWHUSSkZCAWiZjfpw/V3Qv+\nw/Mp0HnhQlKySuc+hUqMwuJ5d6WNTWmGD7/Hb7+Z4uLSkH79Tr9+51dQqxWkpUWzbJkLAHXq1KV2\n7VpUrlwZR0dH6tWr905CVf9vvA8Dg6no1PoWAhMBK3SiUC/z4VMiLVsiqFOV1nN0i4yBZy/gNXgM\n8cFPkYrFNC1blvGdO+d5S56Ulsb8ffvwDQlBrdHgbGNDZw8POteowfjNmwmJiWH/RF2VRmxSEvuu\nXOFacDARyclkZHVYOVlasiVLc3eHjw8n797FQCLBUCrFWCrF2MAAUwMDTI2MsDA2xsrYGCtTU7RA\nXGoqyenppMjlpMrlCAUCTI2MMDcy4kFYGOf9/BCJBIztUYNF494+NaNSq6jYcxUBYUnM+Lo7jV+q\nN09KT2f50aNcDQpElqnIsa+NjSNmZtaYmNhiYVEEd/caJCfH4Ov7L9HRwVQtZcfNLSPeaBxyuYJq\n363mUWgSPerWZcRHlAN4G3yDg/lpyxZmzpzJjI9YQfQ+OHToEB07dsTNrSn9+nlz+vQcLl78BanU\nDAMDc4yNbbGwcMXOrjzFitWhePHmSKX513UnJDxm+/YOiMVSYmP9UKtffL7s7Ox4+vQpxsY5TRz+\na7wPAwN/oDE6/ZAiwFmg7CvbfPSA/ZyUmBh29h7C47MX0Wo0DG7cmN65NBm8zJazZ/G6fp0Emc75\n4rlWx5kZMxizbh33nz1DJBJiYWeJqbUpoQ9DcbK0ZOOoUfpb/Fm7d3P24UPMTSS6lW+VBpVag1qj\nRa3RotFq0Wq1PH+b9CYGAgEioe7P83w7kUBA71blWPdLlwJ1POZHnf5rufYwilFt2hAWF8eZhw9I\nkcmRSoTUreDI4nGt9ZKvF28/oeHQf2jadBDlyjXk7NmNhITcQpaeDICdlRGtaruxfno3pJKCjW/I\nXC/WHbhLySIOrB40+LNIkfy8ZQvXg4MZOXIkq1at+tjDKXSey7kC/PBDOObmTly4sJSQkHMkJ4ci\nl8eiUCSjVmeg0ah4rmQjFIoRiQyQSs0wMrLBwqIYtrblcHKqhbt7U0xNi7x0jkf88Uc5/b5r165l\n6NChrw7ljQgLCyM8PJy6deu+fuNPnMI2MBgHhKObVT8/TsJLj5/zwQN281YtuR8Wgl3pkpjY2SIx\nNiLo6GnkKSk4lCtDlN8j0mLjmNu9O/XeUCtapVJx9OZNtly8SExqKmdmzODOkyeM37wZMxszvhr/\nNRumbKCikxMrBg/OsX/3pUtIz5ARe/xnTEw+vU7DDuP+4fClJ4iEAqqUtGXOiGZ6addXaT/2H45c\nfgKAoVRMpeI2DO1Wnf4dq7/zj8g+73v0nOqFVCxhQJOmdKlZ85MO3E11Epio1epP0hewMDAwMECh\nUDBuXAgWFi75biuTJRMa6kN4+DXi4vxJTn5Keno0mZlJqFQyNBolzwOzQCBCJJKiViswMrKjV6+9\nbNhQn3///ZfOnTu/1Vif92BcvHiR+u+hz+BDUtgGBqnAaLIH6ATg1TKLDx6wb9y4wYa/N/AsIhKB\nQEB0TAzDBg9m2bJl3L6tk4RcN3QoJRwd3/lcoTExDMiy/6rp5sqifv1z3U6mUNB10UKK2prw5MAP\n73ze90FEXBJFbV9fK61Sq1ix4zLdmlXE1fHV3+d3JyY+jdoD/iIkOkW/OOlqa0vrylVoX736JxPA\nlWo1fVauZOTYsbnqZPy/0LNnT3bt2gXA9Onv/sOkUikIC7vGjRtrePAgZ8lj27ZtOXLkSIGPO2zY\nMP7880/9Y1dXV54+ffouQ/2oFLaBwWR0KZKm6DSxHYEz5JIS+dAGBnkRFRVFiRIlkEokOFlYMK5t\nW0oWKZJjuz1XrvAgLIyg2FiS09NpWLYsI1u1wiSr7fdVpm3dik9QEBKRiHVDh+KSRyfdw/BwRm9Y\nj5GBmB961cxzQe6/wvErQWg10KZeyTy3OXDuIWv2XtcvTmoBEwMpbnb2tK1WjdaVK3+0AL7m5Emu\nR0YSEBj4f1lW9pzBg4ewfv06AGbMKLzJl0aj4erVZfj7/0tycigqlZz09BgsLa1ITEwo0LGWL1/B\n2LG6QgCRkSFqeQYAK1asYPTo0YU25vfJ+zYweL4qEA8sQLfYaMknsOj4OuLj4xn/ww/8s3kzJgYG\n/DlsGEWtdDPFf69fx/PIETw8PBg9ejRFihShdevWlHZ0ZMXAgbkuVHb//XdsbAxISJaTkCLHs2+/\nPPVGEtLSmL5zJ37h4UjEQvq2q8jqyR0LLR/9OXDoQgC//HWBgNB4TAwlRBwem6+79nNUahX/nvXj\nLy9ffP2iSUzNRAuYGhrgbu9Aj7p1aVA29zROYRORmMiA1avZvmNHNm/B/zfWr1/P4KwUX61aY2jb\ndvl7O5darWTuXF268NmzZ3pv0teRmZmZrTKn8x+/IxSL8RqqW/QfMWIEf/zxR+EP+D1T2AYGAwAR\nsAtw4RMq63tT9u7dy7IlS7h18yaO5uZIDA15GhNDj5492bhxo367mTNnsnL5ckTAxI4d9aVnl/z8\n2H35MrfDwpjUtz5zhjeh1FerCIlKfm1+XKZQMHv3bq4HBxdKxcfnwrUHz6g9YB1CgYDGjRpy5tx5\nJvatz/zRLQp8LJVaxa4T91i//xY3A2JISstkUufOtK5a9T2MPDuJaWn08vREoVJx9epVvSPM/xNp\naWlYWVmhUqkYMyYYa+vc28sLi7Cwy2zYoNP7kUgkREREvLbN/HnZ4cuUbtOCQUf3MFHwIr33qcag\n/PjPNM4UBK1Wq8/JzZkzhyZNmlC/fv0cHnBKpZKRI0eyZfNmxKAXjjIzNqBe5WIcWtKLwLAEfvQ8\nyZFLuvTIiWnTXj1dDhQqFdN2bMc3+DGGUhFlXKyQZ6rIUKpRKNUolBqU6qyqErWWBpWLcmr1wEJ/\nHz4kYdHJ+NwJ4/rDZ6zee4PaFZw4s6bfOx+3Tv+13PDXlVx+CAnZi35+TM/K7QK0aN4cewcHJkyY\nQPVXjJI/Rzp3/oqbN0MYOPAaAsH7XVA9cmQM16+vzPacWCylY8dOzJs3h7Kv3Dk9ePCAtm3bExb2\nQn61Tp0fCAw8ico4iSmh97MF7Fq16nL06CGsX9PJ/CnxJWDnQWpqKmZmZm+07YULF/imVy+eRUSw\naEwLapYrytTV3tx4FEWmQoWBWEw5R0cGN29OcUdHpm/bxs3QECoXc2bZwLwDbZJMxvQdO4jOatox\nEIt1ddsSCUZZddsIBHjfu0d5dxtubxv+n0qjvA61WsNhnwA6/6jrwnSxtcXR0pKSRYpQvXhxKjs7\nv5dcd1h8PPO8vPB/9oz6ZcqAQIBvcDBdunZlRy4doZ8TXbt+zcmTp2nSZD41aw57r+e6dGkJJ0/q\ndN4rVvyGVq2WkJISyuHDI4iMvAno9MPHjx/P6NFjOHo0+6LktGlKRCIxe/YM4FHQDn7NiGJR6ZrE\nBz3Wa5wAeHl50aVLl/d6LYXFl4BdiMybN4+pU6cCukWwqs4uDG3ZUr/g+Pv+fzl8+w5iiRhTazMU\nSTIOTXo1vV9wrgcFMWnbNpzsTAjyGlvgWuf/VzYcuMWguTqLKDNjCbYWhkQlyFEo1ag1z8vIBEjF\nIowkUsyNjfUBvU21aq/VkMmP6Tt3ctHfXy+iFZGYyJA//2TjP//QvXv3d7+4j8jmzZsZO3Y8YrEV\njRv/SoUK7/d6tFqt/u5Wq9Vy4cI8zpx5caf6/DU3t+Z06LCGTZuaIBYbMmZMIAD+/kfYubM97o3q\n8+T8JSpX7sfduxuznWPBggX8/PPP7/U6CoMvAbuQqV+/PpcuXaKCoyMrXyn0n7J1C5eDgrG0s6RZ\nn2Z4LXtzkaXXERgRwcj167EwlRJ1fMKXmTa6ioOuE/dw4JwfZ/7oS1k3O9y7Lmdi33rMHNKEkMhE\nTl0L5Mq9ZzwKiSM8JpX4lExkGSpUag1mRoa0rVKVIc2bF3gmHpeSgkKt1i9cA6zz9ubQnTskJiXl\nSK99bqSnpzNgwCAOHz5MpUoDaNPm/S08Aty8uY6DB4dke04oFKPRqBg1KhBb27yrilQqFb/+qstp\nd+iwkRo1+rFv37fcu5e9fHDIkCHZSgA/Rb4E7PdAq1atOHnyJDbGxtQqWZI2VatSOWtR0j8sjOm7\ndxGXqnPXmNezJ3ULqYohIjGRPsuXv7Uudl7s877HkHmHiT/17ncDHxqNRsPW4/fp07oifWfuZ7e3\nP+3rl2TfgvxnhedvPmH80qPcCohDixYXG1tGtW6NR8m8A8PrSJbJ6LJoEZcuXfq/6LoDuH37Ng0a\nNKZFi+VUrfruaw55sX59XZ49u0aHDmupUqUfIpEEpVJOQkIQDg6VXrv/ihUVKV++J82b6xyjlMoM\n1OoMQMjWra0JD78C6Iwe2n1E1c3X8SVgvyeaNm2qr58samHB1nHjsr3uffcuc7y86Fm3LsPfUifj\nh02bKOfkxMAmTfQzwGazZ7Nhajv6d6r5TuN/mT5Td7LtpD/HPb+hVd3ShXbcD8mzmBSKd11Br296\nc+PSKe5vG/L6ndBVncxdd5bVe28SkyTHUCKhTNGiWJuaYmZoiIWJCRbGxtiamWFnbo6jpSVmhoZ5\nzsjHb95Mm549mTdvHgDXrl1j3bp1qJRKijo50aJFi4/Wk/C2TJo0mQUL5jN9uhKh8PO7s5szR5rV\nbanjU45NXwL2e6R58+Z4e3sjAOwsLDCWSDAxNMTC2BhLExP9F7yYjQ3uDg4FqmLYcv4868+cQSgQ\noNVqsbe0oHuduqw+cZzfRjbmp77566EUBI++f+DrH0u9So74rH87PYePTXJaBr2n/8sRH51Za6bP\nNKSSgjW2PHmWwMj5B7j6IArFS9ovGk2W7ssr2wvQfcGea8Bo0aJS6xa7SpYojquLM6fPnAOgd/VK\nhKelcyM0Ahsba+o3aEjpsmXx8PCgWrVqb1x//DHQaDRYWFjTvfshXFwafOzhFJj09FjS06NZvVo3\nU2/RoiUnT574yKPKnS8B+z2SkpKCc7FipKSmYmdpiImhBFmGigyFGoVKrf/Cv/xWCAChUEBpx6LM\n790b8zwUytrP/40K7lZc+nswK3ZcZsUuX55GpqAFpg+sx+zhLQs01uQ0GROWHOP38W2wMM1+zqJt\nFxGblIlYBPKLry9L/JSJikvj2xn7OLHiO4TC9/MxT0yRERKVSERsKpFxKcQkyIhLSuf87TB8/aIB\nGNa1Bg42Jsxed57d/brzdVWdKqJCqWbrzbucDQrhcXIqQXEJRCUmMWbUKJavXJnfaT8qHh71MTJq\nSrNmcz/2UAqERqNizhxJjufPnTtHow9ozPymfAnY7xmtVkvrVs25e+cuCkUG9SoV4+umZejTpjKS\nl2Z4KrWKpxGJPAqJ4/yNp6zYfYMMhZqaJYozt9c32bopj9y6xaIDB3jsNQZ3pxeVDAqlCs/tPgzt\n5pEj6OZFXEIaPabs5OzNcLRA54Yl+Pf3b7NtY9LwVyo5u3E1KIjrGwfqVfq+8O6I68zWV6y8Dhsr\nc9zc3PHafxBn50/rb7B06TIWLvyLYcMefOyhFJjQUB/+/jvnncGnGKPeNWA/BVIANaAEaqFrUR8M\nxGZtMxk49sp+/5mA/TLHjx/n0MGD7Ny5HQORloZVndn0S6dsgftlJiw9zIrdN1GpNBSxsqRfo8a0\nrlqVzosWUtTWEL89uRsmFAT7VguITcpAmHXbrtJoWDe1I+KstnAtWgbM1pXGSURCLq3v/yVgFyJx\nCWlEJ6ajzZLKfZ5i0Wiz/s36v1AgwMBAwqx15zlw3p+WLVuybdu2T8JcNiIigl69vuX27QeMDV2n\nRgAAIABJREFUHx/9sYfzVly7toqjR7Pri0ybNo05c+Z8pBHlzrsG7CdADXSKfM+ZgU61b0k++/0n\nA/ZzlEol8+bNY+bMmayb2pFBnfPvgFuxw4fFW68QGp2GWCREpdZwY9MgqpcrmAdebkTEJbH50B28\nfZ/w8Ek84bFpen3vlxEJBWT4TPlSLvgROXklkO9m/kt0gizb8x06dqJTxw506dLlg3tGDhw4iK1b\nt1K8eAs6dPgbE5OP41lZGGi1Wo4cGY2v7wuNkXHjxrF06dKPOKrsFEbArolO7Ok5M4A04Pd89vtP\nB2yAe/fuUTnLLqxvu8psmtn1tfskp8kY//tRMhQqtv7a872My6D+ryiUKgBs7StgKDEi/JkvAMrL\nU78E7I9Ii5EbOHMzHE0eKRQ3V1e6d+9Os+bNadmypV4t8Pl3rTBrv0+ePEmrrOqmunXH06pVfl/3\nzwu1WsH27Z0JDtYlBq5du4aHh8dHHpWOdw3Yj4FkdCmRtcBf6AL2gKznfYEJfEbiTx+K1NRUzM3N\nAWheqzj921Xg23YfX2tixc6rjF96HFUuQUEkFHByZW+a1nyzWuQtR27iUsSKRtU/T0/GT5mU1Ayu\n+4VzJyAS/5A4QiKTMTY04Fl8OtcfPAPA2akI6TI5mZmZpMt00qIeNary5GkYDRs2RCgSsWfPngKf\n+8iRI7Rv3x6A7747R/Hin97iXGHg67uGw4dfWNpVq1aN2rVrM2XKlI+2hvCuAdsRiATsgJPAGOAR\nL/LXc7K2GfTKfv/pgH3+/Hkav2RDZmdpRGySnBPLe9OyTqmPOLIXmDWeh1yhIuPiFGxbLsLE0oiI\n8GQC946kpHPut71HfPyZtPIU+xf3xrmIOUYN5uFWxJxAr3G5bv+Fwmfw3AOsP3CL6xsHE5WQjoOV\nCdbmRszbeIEnEUmUc7PF69wjpBIRIZFJREdH6+2+ckOj0eDr68ulS5e4ecMXvwf3ufvgIQKBMZMm\nvToP+/9i9mwxWq0619fq169PgwYNWLlyFaNHj2L+/PkfZEyFWSWSWyrEDTgIvNqK9MkYGHxoli5d\nxvjxL9xl7CwNiU3SzX6szKTEnPjpk0g7rN9/jZDIZGYPb0nlXiu59zieWuUcuLppeI5t93nfY+SC\nY0QnyhAIBBS1McK9qAUX70ZiYigm7fzUdx6PQqkiXa7AyvyLEWt+aLMWK1+nJZ6UmoFdq8U8Cgig\nePG8JVJXrlzJhPE/ULGkI+XdrKhexhGlUsHEVWdwdKxJ2bJdqV59YDY/xv8XVKpMxGID4uL8WbWq\nHHXqjKNBg6n89VcNMjOTyMhI0W9bunQZHj3yL/QxFKaBgTE67etUdG7pJ4BZwF10bjMAPwAeQO9X\n9v3PzLCVSmU2bd5OnTpx8ODBbNuULGZJULhutiIQQI/mZdgxr1ehnF+lVr3zD8CwX73468Bdoo5M\nwN4mu/u1R7+1+PpFYWnpSrduOzhwYCBxcX4AmEglyBRKNNdy6qW0H/cPtwNiUKg0KFUvpGLVGo3O\ngFhDrs0ot7YMpmpppwJfw/O8/BdhLB3TVntz8HoCd+7dz3e727dvU6NGDXw3DqZa2Rf2eTPXnsJz\n5w1SZJloNDpxJgOpMSamThQpUo1y5b6iTJmun4x129vg5+eFRGJCyZLZO5EVijTu3NnCkSMjsj3/\nIWLau8yw3QGvrP+Lga3Ab8A/6Ax6tegWJYehc1B/mf/7gP1y2uPVa30uEPUccxMDNkzrwNeT9wKw\ncHQTAKasPkfAntHZaq0LQouRG7gXFEf0ibxVyNb9e41aFYtRuWTenXQqtYpHT+OpUMIhx2viOrOp\nV38KxYrVYf/+gchksTRuPIhr1/agzExBpdHiUdaBFT+1pXalF447fabu5OClx6SmK/TPSU1NcKpe\nhVItm2Jib4eJnS3hvje5sNATgVbLkrHNGNPr7UxUy3zlSWB4Ei09XNm3oHe+pser9lzjxNWniIQC\nKha3pXE1V+pXccbQIGeDxefKbxsvMG/TFVLT0l+77fPFSoXPtFxLUOMS0th58i7HrwRz/3EcUQky\n5Jm6H0iRSIyhoSWWliVwdm5AtWr9sLd/vfbHx0QmS+LvDbWIi9ep/QmFQkxNi5CSEvHafRUKRQ7z\nhMLkS+PMe0AqlaJUvtAmUKlU2fz9lixZwoQJE/SPBQKydTuO71WTJTt0lRn921fg7xlfF3gMIZGJ\nuHVejlAA6qt5KwIKa89Cq9V1V9pYGFKlhB09W1Wgb/vqr52Nhsck4dzBEyMjG+TyeMzNHejadRpu\nbhVZvLgrAnUaaRkq/fb3tw/PEfRVahVbDt/mnyN3uB0YR1JqBloB2JcphUv9Oviu34xHOQfOrRmI\nkdHbGRCExyTi3GE5jsUdiXwciVAoYMO09vTrUCPX7esO3sS1+yFoNFqEQgF2NtakpafTp3UFfh3R\nFFtLk7cax6eETK7AuuViHjz0o0SJEvlua2RkREZGBlf/HkytCm9+d3PTL5ztx+/icyeMoGfJJKZm\n6lvzpRJDTEwdGTz4JsbGrzd5LmxUKhV+fgeoVCm7ldv58/M4d246Go0mjz11FClSk/Llv8LJqSZ+\nfofw9fXM9vq+ffvo2vX1lV8F5UvAfg+8Wj6VmzpbQUqstLmkFF5Htd6r8A9JJkOpJOzQWIrZ5/6l\nKNpuMUpLe2oM/I4H+w4SHxBIRmo6Wq2WZjVdOP3HgDzP0X3SDvZ4P8oWqCMiHrF160/I5WlUL2OH\nSCDgml80Tas7473m9a44KrWKlTuu8OvGS8Qlyynrao3f7jEFvv6Jnkc5cyOExxHJxKfo1ggEAjAx\nlOBoa8y6qZ311StqtYZiHT2RZeh+ZGVyBSq1miTtAiwFE9FqtVy8eJHJE3/iuu8NDKRimtZ059+F\nn7eudfleaxk+djLff59/A1afPn3Ytm0bPusGUq/yu1VHyOUKvM4+4PDFALad9Kd//wu4un5Y/RGV\nSsUfqyqQmBTA4MG3cHKqSlpaFOvX1SIpOYz29dyZOaw5Y38/xqW74Tn2r1v3R1q1WoRKpWLnzh48\nfnwYjUaRbZtSpcpy7NjhfNcH3oYvAfs9IJfLsbGxQS6XA9CxY0e8vLyyzbKvXLnyWolNzwmtqV2h\nGLUrFrxBxrLpb6TIFGi18E3Lcgz/qjaNquc0AZ7oeZTF2335TZ3dkXrngJHc3bID5aXpeZ5j7OKD\nrNh1E49aXREIhISFPcDIyILg4KsAiIUCbmwZzJo91/ljUuc3GrdCqcLvaTR+j2PZduweZV1teRyZ\nRBkXK5QqDcaGulm2pbkRbkV1qaKI2BRi4lOxMDXEvZgNNuaGNB72j86M18aRtPhImtV05vQfuf9g\nKJVqpPXnsmrVKsb98ANKRfYv38uf1WfPnuHq6oJarWHt5Pa4FbWkZDEbXBzMPqt8rUqlwarFQiyt\nbbl+3ZciRfJeNFQqlUilUprVdOP0H4UjoRoRl4RTO0+mTlW+1/dNpVIQFnaRsLArGBiYUbv2GLZt\n605goK6cUSq1QCwSIJMnYW4s5fDSXjSo9qIMVVBrFgBNarhy/mYoZcp+RY8euwFQKOTM/80ULbrZ\neMOGM3F2bohancmpU2OJjw8s9Lz2l4D9Hjlw4ACdO78IVDKZDCMjI/1jpVJJ+fLlCQoKynX/5zNr\nk0bz+GtKR3q3efPcn0qtYvKKEyzedl3/nKmhiNTz2cWb5HIFxo1/w7l2DdKiYjBzLEKN/r0p17kt\n8xzLcn/7MDYcuMG2434M6VIlm6jU8N/2s9brNpAzrfPqNbzK3HWnWbLDl0yFKmvRUZvtwy3IUiEU\nCuB5SbhAACKhENCiUuf9+REJBTw98D2dxm/nVkAMQoEA+cUpuaZ4/J7EUHfQBlLSM3FysOZZdEKO\n6wgODs42UxKLxajV6mxj048bXXpJKBQgEYv4vkctfnvFTFilUumP87GQZSiwabmYjEwlXbp0wcvL\nK9/t9Y4vb3G3lxt7Tt+j++R9zJjx+jggkyVx5MgIQp56I5aYYGLigKWlG3Z2FZBKTYiNfUBCQjBp\naRFkZiSgVKajUilQa7KX5EkkRkyZIiMh4QmHDn3PkyeHAKhfqSgDOlVhUOe8TZOLd15KRIKaSZPS\nsj2vc7PpgKNjXYYO9dE/v2iRPTJZLEuXLmXcuMIra/0SsN8zmzdvpm/fvgAEBQXlmS+cOXPm85Id\nPYZSERkK3YfOo3xRrm3MqeGsUquYuPw4lUsV4eumlXIsptUZvImrd5/qH+fWrVjju9X4hyTgYm9K\nTHIGiSkZ2RUEBUIsLFxISnpKeTdrrv09TH8eSd05qNQaAveO5OyNJwyZdxQTAwMQqEk6MzHXChWF\nUoVRw3lYlXCnmEd1rFyKEe57G2VaOiY21siTk0l4/JTkiCjmj2zC3I0+pMmU7F/UnU6Ny3Ptfji1\nB66nSTUXUmVKgsLiSZbpZsWlba0JiEvg6+YVWDCqOZkKJY8j4rMZOmw84Muw+UeZO7wpE1edxt7S\niKsbh1DU1hy7NjpFhdhj48lUqBn82yEO+wQxbfoMfvrpJ4RCIc2aNKK2qyZbIE5Ok/EkIpGQiCRC\no5KIjEvl+sNITvmG0rK2OydW9EWlUtF7uhd7vB9Sspg1AXsLnuopTGIT02kycgtIzLl15x7SfOR9\nXV1dCQ0NZXzvOvw+rvU7n9v3YRge/TdQtWp/Onf+O9dtrlzx5PLlhaSkRCARC6lU3AZZpoqElEzS\n5EoyFWq0aJGKRRgbirE0NaCItTEuRcwp42pL9bJFUajUfDPtXyQSU0aOeqQvP7x9ewcHDvRBKNCi\nuvJLvmNdsPEck/44S79+Z3Bza5Lj9bS0GKRSM6RS3WRs06amPH16Vv96Yca6LwH7A/Dnn3/i7OxM\n27Zt891OJpNhYpL3glbsiR+5GxjB5JWn2TW/J66OVsTEp+HQ9kXpu1AowMRQgoO1EeVcbTA0kOB1\nLkA/IxWLhIQcHENR2/wXemasOcnsDZews6vI0KG3ePzYG61WxZ7dXREK1Oz+rRudGpen+8Rt3A6M\nJXDfWACaDF3P+dvhXF7fP1tVyMv0mLSdveeDmSOP1s8yFxQrT1JUFJqsRSkBULt8EXYv7MmK7ZfZ\neOQe0cd11S4uHZcRFp2c7ZimYiGZGi3Kl6a8hhIhch9dSicxRcaD4GgSUuR0/kl3S9ugshNXHkRg\nIBFxetW31K7kygTPkwD8PvbFncThiwEM+e0ITs7ubNuxi1oeNTi2tEeOVNWwX734dURLbK1flD6u\n3XuVEQuP4WBtQmJKBiq1hibVnTntG0rQ3jGUcP64jt1Dfj3Iuv03GTNmDMuX523ztWrVKkaP1okj\nFdYse/ofJ5i78TLNms2jYcPJAISHX+XIkVFER99Gq1FTwsmSGUMavlUXcFxCGvZtfsfWrixDh97T\nf9a2bOlCcPB+/Xbl3a25s21EnuWvrUdv5MS1EIQCISam9ri4NKZhwyk4OFTOdfuEhMesWPFiYvb4\n8WPc3Qun2/dLwP7EeH67/TKzhjZmxp/nmD+6OWVdrOjy8x4EQIf67uxZ2Bv71otwLF+cX/b+wvmd\n57l99jahfqEkxyQiT8/Ur3iLRUJaeLhwcGmfPD+c3tcD+W7GfiLi0rGzLc3IUY/Ys6c/Dx5sokaN\nH2jTZj5//VWNmJiHdG1Ukn2L+wC61Mq0NSfxuRNOQFgiSWmZ2WbpIpEQqURERqbyxfMvf8pe2tbQ\nUERGhjpbYFAoVExceYqtx+4RmyRjWd++VHF3Z8b27ZwPCKCErRW+Pwxm+YXrzDh2FpFQoNMavzaD\nuIQ0XLt4olCq2TyzE0PnHSFVrltgjD/xE1W/W0t4dAoju1Vj5aROub4v6TIFwxccYd9Zf8QiIYmn\nfkQofNGcsmTLBSYs96aCuw33d2ZXfbt6L4S247ZT3s2GH3rX4Ze1Z3n4VLdmYGokxdrCCNciFlQt\nXYRWtUvQqnZxpNIPky75++AtFvzjg1xjyIa/N1GiRAlcXFyyXRvA06dPcXd3Z2jX6qyd3LHQzt9r\n8g52nn5EiRKtCQ+7SKYiHUtTA/q0Ls+i79u8dWUQ6O56LJstYvLkdKTSFw1XaWlxeHq6olLJaNBg\nBpcuzcXcWMyDXcPznMikpytYuv0iu0/7ERCWRIZChVAowszUEffiLWnffg3Hjn3PjRtrc44jOVkv\nQ/GufAnYnxjBwcHs2bOHSbm4qZsYSUg7NwXjhnMxNTYgMSUDgQCql7bDNyCW48oXLhkpSSkcWHkA\njUaDVq1l8+zNZFycgoE0/xpRg3pzUKg0+pXwW7e2ceCALihLJGZMmaLr7jp/fh5nz07DysyAq38P\n5OB5f8Z7egMgFhuh1apxcjYkJkqGmdiQ2LQXub/OjUohFWcPCCoNHPUJIEOp+1yYGopI9J7EjD/P\nseHgbaLi0xAKBLhYWzOwaVMaVqig3/daYCC/7NqFSq1mfofmzDjqjUyl+5Hy3TSEzhO28SxOV2/8\n78LudG5SnodPonkamUS7emUAKNr2dyLj0/JtvQc4cTWYh49jGfdNnex/m4a/IpZakpIax9753ejW\nLPf1hpYj/+aUbygAzaoXw8LUkMCwRCIT0klNV6DIGrelmSGJpyfmOY7CRKlU0/L7bQSEJhATn0Lb\nNq04ePgoAJ6enqxf9ydOxVw4duxYoc2uX6bh4HVc84uifiVHVvzUIdd6/7dFUGsWffocz9H8kpYW\nx/79w+nTZw9JSeGsXVselTKd48t70czj9fIQcQlpLN56kQPnA3kUloiZaVEMDG2IibmLVCxGkbVO\n0bp1a44de1Vd+h2u5z3oYVsDOwHXrNd78EX8qUCkpKRgYWGR62vaazPoMWk7+y8EM+rrmizdfpWm\n1Ytx5mY4Y1aOofMo3SLnjK4z8PnXR69rLRYJSD03Kd+ux4DQGG76RzBn/QUePknAyNCCps0WEhzs\nTUDAXrRalX6RKDz8KiYmdqxb54FcnsDcYY1o7lGcdj/sICElA5FYSM9vK+N3P5ZHd2ORKxT6SbRI\nmLNtWq3RsHxCG8b0rA1A2a9XEhAaDwIBxSwt6VWvHu1q5u1TqVKpmLh5MzdDQyltZ0NkaiqpGbq8\n9v5F3Zm97iw3HsXS3MONYV1rMm2NN1VKFaFDg1L8sPQ4SakZzB3emMkDmuT7t8mNKSuPMf+fq/z4\nkxcrV/ZFIswk+czkPLcv1305/iGJyM5NzjGDHLvoAMt332JY1+qsKcSZ7Jvy28YLTPnDm0YNG1Ct\neg08PbPXF7+PgP0+EdeZQ8NGs2jc+MViu0KRxu3bmwgKOkZs7H1ksmiUygy0Wi21yxfhysZhrz1u\nu7GbOX7lMQgEiEQiBAIhYrEUmSwNqUSCQvl+PCLfhx72QiAu69+JgBXw6nTxS8DOB7VazZgxY9i1\naxfx8fHZXpOIBFiZGRCTpT/StVEpFnzfmjbf/0OqUMr2sB0ATO0wFf9zt0nyfvHWn7wSyMgFh/WB\nUyIWUqV0URpXd2XEVx64dlxCWHQq/y7qTilnW76evFMXuI0saNVqOVWr6hZPfXwWcurUREqWbEef\nPofZsaMrjx79S6UStswb2ZSOE3aTpF0AwBrPi0wedxDvGfl/0ZvPns38Uc35qa+uk1FcZzZVijmz\n4LvvClRNcdnfn5l79qB4Ka3kUuTFj59WqyE8JhULEykKpQZZpgo7S0MurR+Y78z6ZYLDEvjlz7M8\nfqazAQuLSQaEaLUahAIB/dtVYP2Mr/Tbq9QqSndbgaOtid4TMyA0htIu2UWXBs3ay4bD9/nhm9os\n+aHNG19zYVG2+0oeheg+bwM7VmPDwVsAPPb6norfrGZSv/pMH1R4XqEfApNG85AaFkMsNiY9LYxM\nRRoajQaBQLfW42RrTOVS9rSrV4ruzSvn2wELIM9QYtxonv7xlClTGDlyJE5OTrRr146jR49S2cWF\ndtWqMX+/Lk/+IQJ2QRJor+7cCXj+V90EnCVnwP5CHsydO5fp0/OufVaqtfpgbW0mxet8IFf9opgz\ntCGDfj2CLE2GcR72YBsP3uRxZAqlXWwA8H8ax6PQJHafesCIrzwIj0nD2tiILj/v5rhnbx7sHMOD\n4Gh6TN7F/v39OHH8exo0nM7p05MoUdScoKAjPHiwm169vPD338/u3V/Rd6bOnUYmy8DY2JCBI2ox\nadxBrgUGUqtU/reaSrWa3acecPxKMGKxkPDExNcG62SZjMiEBMoW0y0A1i1blsOTJtHq11/1P0xm\n9gb67bVaLdroVM788R1Vy76dAcTp6084dTMCsUiCJv15Tl6Xykg4/WMOe7YSXZYTGp1KWEyq/rnS\nLvaExyQhy1BQ2sWeHpO2s9s7gF8GNWLWsKZvNa7ceO4v+Sb6KwM7VsPBxoR+7asCMGtYY5w7LKN4\n1+Wf3cz6OeXdbbgfHIa9lRHVK1vRpEY1erepgqujVYGPddTnEe1+0E2Ixo0bx5w5czA11S0wN2nS\nhHPndIbKngMG0G3xYgDWrVtXSFeSP28asLXAKbLrYTvwQjskOuvxF94Q4zxMd3MjIVV3yx8Rm8qg\nX48A0Mmsk76G2drcIMc+RgZi/HaNAl6YFWgBrzP30Wi1RMwYT5Xf19Bm7Hau/j2AmuWdebDrReA+\nefJHAGwtjRCLRXh59aZUqbY4OFRCq9VQt2JRjlx+wm3fSOo1ckcqlWJgIObErVvUKlUKlUqFf3g4\nPv7+PIqMJDIpieQMORqtlqmrzwAgFYkwMTCgXsn8dbdjk5L4dtUqtFotJ6a9uOUVi8VIxCJ69avO\n8nU52/ptJZPZeep+gQP20m2X2XzkDn5P4lFptIiEQma0asjcUxeRZer+Fs7tPbGzMqa0qw2dGpZm\nxNe1MDGUIABUai17Tz/kq+bluekXTq2BG7AyNWTXb93Y7R3A0C7VCzVYh8ckUaqbzrj3TcyTf+6b\nXaelmL0F6eemcOJa7n0CnyLpcgVCgYCg8AQyFSoWjG6FoYEYtFqiEtIRCQXcC47BxEhKaGQy0Ynp\n2FqaUMLJCmsLo2zHkmcoEQkFBIQl0O3nXQSGxSMQCLhz5w6VKr1Yo8jIyNAH6/0//8wBX18S09Np\n1qwZgwa9qiz9fnjTgF2f7HrYr+oLasnpNvWFfBg/fjzjxo3L1hUJ0LpiRSq5unI/PJwTd++ieeU2\n6+Wa7eFdK9Ogiiu1Xio7u/0okqiE9Gy3Zw93jKBM9xWoNTB6kW6RyeaXRaRlKhCLBNzwi9D7N1Yo\n4cCDXWOo0msldx/Hc/VhNMO7ViEk6gF//lkVmSweKzMDDnv2RVxnNjevh1Kvka6USaFQUdHFBYB1\np06x86quE9LIwhxTRwfcy5bm4f7DeLi54VGiBC2qVsXKNLsqYG4M+fNP/eKOX1gY5V4SlddotXrd\nilcxNzfE507Ya4//MjtP3GP8shOIBAK6lCtB/7o1sDczo5pTEXpUrUCl31Yi12ipYmfDpbBIImJS\nOXY5GJ874TzMaq2fv+k8nRuXBaD+kI2o1VrikuV4VChGKWcL1h+4xfBuNahWtigajYbL98JRKLNX\nDDnZmVHa9c18HKv2Wav/TNwLjKRSKcfX7JETYyMJXRqXe/2GBaD/jD0c8gnmq6alWTi29RsbRufH\ns5gUWo7egt9TnRS/RCzGzMwEiUSMWqV7D8zMTIiNSyBdJgd0kxp7W2vkGRmky+R6Jx+hUAAIcuiJ\n7N27l27dsmuPAMyeNQtXBwc2DB2Kf0QESw8fpkL58pw+ffqdr+tNeRc97CFAE3QSq47AGaDsK9v+\nZ/Ww35SUlBTatGnD5cuX9c/ZmplR2cUF7wevd6YOPTgOZ4cXuVtx3TmoswKYvbUp/8zoROu6pfh9\n6yUmrjild+5uU9uVn/s1yNNV5vKdp9QbskmvDeJ9PZDmo7bpZjX7dMqCRg3m0uM73ez20vkntGu8\nhuNTpyIVi1GpVMzcuROfoCDM7O0Yduk4diWKM9vGHVli0gs7K0AqFmNmaIi9uTkjWrakoptbtrEc\nv3mT7ZcuERIfTzVXVyRCIY8iI0nJyECL7ot37tb3VKqcXYmwcQ1PokOSiDz602vfx5f5afkJft96\nGRsjQ3y+H0Bphxc56AUnzjHP+xIpmboZnrulOV9XLsuCc1e58Gd/GlTNXpP++5bzrNl3k6DwZDbO\n6EKfNhUo0cWTiDgZ2+Z0w9HWlIZDN+rfC0dHe5RKFRKhhmeHxr7ReDce8GXRlss8fJrAd20r8c+s\nnMHmXVGpVPg9SaBSqbxNEF4mLiEN+7a/42RuRlRaOiq1hqK2Jvz8bV3G9n47Jcar98NpOvIfSpcq\nQ5Nmzfnuu++oVq1attLElStWMCZLM8WpaBFcnJ2pUKkynTt3oV27dmi1Wnbv3s3w4cNZt24dzs7O\n2NjYYGdnh1AoxMzMLNdz37p1i/r16jGne3dqFC9O01ea35o3a8apdwjcH0IPuwU6j8cF6HLXlnxZ\ndHxrMjMzsbe3JyUlJdvzxoZmyDJSEQoEiCUSFK/oXwBYmkqxszSmXHF7DpwP0D9v7uBKSnQIE/rU\nYfFYXdfaXu+HfD1pN9c3DnytK/rtgGdULOHAjYfPqF3JlQUbz+HqaEGv1rrcp0PrhVg5mnH1wQS8\nTwTQrfV6XG1sWD10KEZZ3XT+4eFM3LaNFLmc6n170XPTGk4vWMqJSbMwMJSSmfGS7KpYRJ969enb\nNO90Qcs5cxALhVR0tGdgrSqM9TqOFpAYiAhJ+iVbF9+fK3z4+fsDtK/nzqFlffO91lcJDkugzsD1\nxCfLmNDIg0Vd2wHQcNlfXAzRdeQ5FrMg9GkiMbMn0HD5BgLiE5nQpy6Lvm+V77FVahUVe6ziUViS\nvu29RS03Tl17ysABA+jYqRM9/9feeYZFdW0N+B2GAQYQASkWpKkoauwln8YWe8E0a4zGJBqj3miu\n3VyvGkssUROTWGKMIbYktlhii14RAQ3YECIqoKL0ohRnqFO+HweGQUCxK+73eXg4s89EApGfAAAY\n7ElEQVQ5e/ZZMyz2XnuVQQOYPLQVk959rUSATn6BhqALMRUu31ZRfv8rnMUbTxIRk0an5q789d1w\nAJJSVQz8zzZOhkk1Jm1tLFk9pRdD75E+4bfDoQz9r7QRZ6GQk6fRGnzyHapakHqk4m6M0bGpvDH5\nVzRaPamZ+bRo9Sp/HTlSyn+8iKSkJBYtWsTGX3zJyMyi32teyE3lnDh/E0en6mzfsctQY7WipKSk\n4OwsWXz3TJ2KlYUF3QqrrDva2JBq9DdraWlJdnY2CoWCqVOnMm3atHI9we7Fk8iHbQ9sA1wRbn2P\nlcuXL9OlSxeSkqT6EOYmclydHIlKSjJco1QqDUmnAExMpDJHxvKe46dnxRB3XC3V/PP7eEO7Y4+v\nsLVSVKikV+9PfTkUfINqNhasntabQT2Kv+zf/hrExK+P8s/NGbjUtuPQnxGMeGcLMh0c+o9UfeZy\nXBx1q1dn1cGD7Dl3DvMq1iCTkZt1h87169PYzY0O3t442d4/9eaNlBRGrllD4pzJVLeVlJj51AW8\n7t2QoxcvUtO1KueippTYwFy7MpCZ/96Ht7s9F39/8BDxEXN2selgOK5VqxAx/V9YKc3wj7pO59Ub\ncXJyIiUlhRv/nYirvS3DfH9n64XLdG7hht/akYY+Um6pUOfml8p3rlbnM27pXjYeLF5JWSnNyc3X\nSDlMTEzQ6XSYK+Q42ytJzcg15J8uCt+/H4dPRTHnR39Co1LIz9fgaG/FgM71WTj2ddbsOsv6PeeJ\nScxEp9Nh6VgNx0be3DgeyPdTe/P1b8Fcjb2NwlJJi1EjaPPBe2wZ8gG3r0RT3aEKiQcmlXq/hgO/\n5dKNdEDK9fKhzyu0e6U2PdrVpaaDLYNmbsPL1YG5ozved6N5ycZAZnxfPGu1tLQkIyODCxcucPjw\nYU6fPkNW1h2Sk1OwtraiefNmTJ06xZAWYuKECXz73XfUd3em/Ss1Cbxwk8ibtzh48CC9elXMO0en\n09GiRQsuXLgAgO/48bg5OBASHU0zd3f2nT3L9/fwvzY1NeX94cNZv2FDhd6vCBE484Ixf/58Zs+W\nch+YyGSlbNnlMcdPz+ndaziwchz2zi7cTpbSRrpUL1YWiSnpBtNIEUpzM6raWMJd1V+S00qGhitM\n5Tg7FM8Y4pIkT89aLpJHSnyc5C7mbG+PXq8nJT0duYkJDra25BcUkH5H8qCwViqxUpbc/Lkfybdv\nl3vOwsyM3MLVR9FYishIV6NW52JtaY6tzYPnuM5U5XBHlYO5whRHGxuy8/KQKczo+vrr6K9dYduI\nYte+9UEhjN5xkI1z3mR436aERSfQcvh6yUXzr7JnltW6LeF2Vi63j07llWE/Ep8szXt69foUD4/m\nBAX9RkLCZRwdPWjd+g1+/20mvV914Y9l75XZ3/nLCbw7+w+iYm+j1eqwsLPFs0cXXNu25OzPW7l1\nKRKdRoNMJsPG1YUm7w3ilTf7ErJhMzH+QaRFXAHA0tGBbvP/Q/sxJVPvbhkxhou/7kBzsvQGp9+Z\naLr9ays6nZ7UQ5NLrA7m/ejPnB+PIzORgR7catqydHxXBnaTgqN2HQtn0Od/oNeD0sIMdU4eALNm\nzSI5OZnIyGgiIiJQqVQ4O3vg4OCJhYU1NjaO5OaqiY0NJSpKyi8/f/58Zs2ahVqt5qeffuKE/3Gi\nIi9jZmbGrt37Klxc96uvvmLatOLCIH73cFstMpNM8fGhjrMz8enpLNgpFSt5UD0oFPYLiE6n4+LF\ni6SkpNCtW7cyr0lISMDPz489e/awbdu2EucOHz5MfHw86enpNG7cuMS5rVu3GipmqNVqfv311xLn\n/fz86GJkmjh8+DDXrl1Dq9VSz8htLzg4mPz8fDp06ABAYmIid+7cwcvLC4DAwEDq1atnWFIWPVd5\nS9p7kZGRQVRUFOHh4QZbo6mpKf369UOhUJCZmUl0dDQtW5YuWBAWFkbt2rWxs3twNy+A5ORkqlWr\nZpgV1qpVi6WLFrFjxw7srJQ0cHKgax1XgmMT2RMmlU6L2zeRuu98b9gQVPvPxLKMEGzfvWfYHxTJ\n9iXvsvNYBANnbEcP1KhRi5ycPBwd3bG2dsLOrgZmZlYcObIaL5cqRGwvO7+1defFFMgVNP9gGL3n\nfY6yjCV5SmQ01TzdkZuaok5PZ569B3K5HFtLS27duUM9n96M2vtrGb3D/Jr1qW2hJcJo1WbMiXPX\nWb39b35bNNTQlp2dj03XJXj07MaHe7ZyfPn3BK1cQ3ZSCrpgaWIye+0R5m+QKjTVrl2bhQsXEhkZ\nyYIFCwAwM1Py5pszqV+/HSYmpSviaDQaFi6UcsM4OTmRnHx3AawHIy0tDUdHR1p5etKmXj1aenjg\n6VxxZzhjO7dQ2C8Zfn5+DBwwgFt3zTKLls6Cp49OpyMsLIzg4GD+OnSIi+FhNG7ajKq2tmwoXAK7\n1bBFnZ1LWmYuP83qh4uTLZ2au2FuXtIcEHIxnumr/DgdEc/AAYP4btUqLC0t2bFjB6GhoVy9eo2Y\nmBuEhPwNSJ4/3p4lNwA1Gg3D5+zmt6MRfB4XQdWaFfcWmVPNHQeZHAuFghtZmSxQJ5Z5XUF+PrPM\nnVg3sx+j3yq7kk9ZtByxjgvXbzFflYDc1JSg79axd4I0c7UwM6WqtTnJt6W0Ao0bv8I//4SXuF8m\nk+Hl1ZEhQ+YanjUkZAfBwX+Qm6+iID8PfWGaVblczv79++nZ89GyDa5evZrx46V/SkuGDaPNfdxP\n76bnwoUG76awsLASLoL3QyjsSsQvv/zCyZMniYuLY9++fUJhP4fExcXx/oj30OnA/8QJzBRy7Gys\nSErLxMZaiaXSnKpW5rg6W3Ek+BpWlhYMHjyELxctLrEauZtPPvmEYwd20LG5KxqtjhPnb5KamUN2\nbr4hA+KrEz/hrW8WP9B4z2z+ne3DpVDt/mtW0P6TsotAHFm0gv/Nmo/uPqlKjTl8KopeE7fy1vrv\nePUjaTNTr9eztlMfYgJOlXmPd//eXA84hb1lDUaPWg1IkxN/f18CA7ei15d0xVPa25FzO53arq4E\nBgTgWuhe+rD4+voy9pNP6Nq4MZ/27In5Peo3ZmZnczU5mRZGmfp0Oh2bAwL4udDzY9y4caxatarC\n7y8UtkDwjEhNTWXbtm1Ur16d7t27c+rUKczNzQkKDODc+VACAgIIDw+/p6Iu4sSJE6z7QcoUl5GZ\nycFDh6jTpzuur7amcb+e1GzS+D49lM8XjnWQmZgwOzmq3Gs2DxtN+NbtWFma07l5bVZO6n3P1LEp\naSo83vkO81ouzIg6Z2j/pu3rJIZIr83tqmLj4EBe6i2yMjJwbuDFpEsh/NDzLeJPhNC+3WDOnttP\nVmaKZFowMaFKDWcsq1Qh+XIktnZ2ZKRLG5179+7Fx+fRcrMUVd7xdHbmtQYN2Ojvj7WFBQ1dXGjn\n5YXSzIzaDg5ExMWV2HB0rlqV5MxMFHI5wzp0wNfITQ/A09OTrVu30rZt2/uOQShsgaCSERkZibe3\nN3Y1a9Dio/foNrf8RFQVIflKJPYe7ijuUeAA4Oa5UA5Mn0tcUDAFOTkolWZ0bFqbr//dA2+PYjPN\n+KX7WbPzLAorSyZfCsHWpThsPuZUMGs79Eav1WEil2NqaoqTtxetRr9P5L5DvPHD15xc54v/wuUg\nk2Hr4Uqrj0bQZcqnmBqNz/+rbzn78xZyMjLJSkzi8uXL1K9f/5HkoNPpmDBhAteuXuXsmTOkpKUB\nYG5uLlU1ys19pP4DAgJ47bV717cUClsgqGTodDosLMwpKNCAiYyFeakVSqCl0Wi4+Mc+wrbvJuFs\nKOrEZPJyJCVkprTgrXUrafHe4AqNISHsH/6cPpebJ05SkJ2N0sKMto1qcD4ymUxVHk3eG8SwjaVz\nR+v1enaOn8LpNT8B0LBPDxq+7cP+iTMwUyhQZ6tRKMzQabVYOzow4tAOqje8Oy5P4ptm7Um8ILlG\nHjlypNwN+sdJVlYW1tbWxMXF8e233+Lr61sqgZsxdhbmIJORkZuHWq0uUUKwLITCFggqGUePHqV7\n9+4l2mQyGQozM8yqWGPl7IidhzsO9TxJDA0n9dIVsm/dRlMgbYRZmimoVcWKljWdeatJQ16r50qf\ntVu4kJSGvVttPjq2DxuXmsQcD+Sq3wkSwy6i1+lx8vbiTkIieeocBm9ai2WhD33ipSvsnz6Hm8cD\nUTpUY/T/9uLgUTLyMzczk9Bd+9gzdhK6vHxM5HI6fDYW5yaN2TtuEls3baZXr16EhYXRqlUrZDIZ\nrdu2QdmuNf1XlrbLXw88xdoOxRWeRo8ahZ2tLf4BAfj5+d1XMRbVY122bBmTJ09+mI/BQEZGBhqN\nBjs7O+RyOXl5eUyfPr1E6trFixczffr9A4eEwhYIKiHXrl2jQf36NHJ2oFmt6rSt5czpm/FcSb1F\nXJaK2zl55Go0WCkUeNhWoZ17bYa1bsL/ebqX2+eRiCgGb9pJem6eoc3UxATLwqIYOQUFKORyNFod\nBTodrUe/zzs/fANARmwcx5d8w+3rN8jNzMKhXl1qtWxG8uUrnPPdSoE6G2RgZmmFe+f2DNu6HhOF\ngvnVPNnk68ugQYNKjWfg4EHE2lnz9tqvAchWqTjw2edE7NqLOj2DetXsiJw1AdvPl5CZU9JcYWJi\nwtKlSxk4cGCpjUitVou9vT1ZWVlUq+ZIWlrKQ30G92PFihWGfwYV1YePqrDlwBkgDvAB5gKjgNTC\n8zOBssJ9hMIWCJ4woz/8ED9/f65eu4bf+BE0ru6Eg/WDBwjdzbErUXg5OeJiV3YUqkar4cMtf7D5\nfAQKSyXe/fvg1LgBR2YtvGe/ZhbmuL7amtF+UjVz394DyL92g+grkWVe36lTRwICArH3cCMvKwtV\n2m1MTUxoVt2Bub060/cVKWlVeGIKTZauwdraGpVKVWZfu3fv5o033kClUtG7Z08uhp4nPVuKGH6S\nuiolJQW1Wl3hmo+PqrAnIRUwqIKUB3sOUm6RFfe5TyhsgeApoNVqadqoETdiY1FlZzP99fa85ulK\n5zruWFsUb9KlqdQci4rhZEwsoUlpjGzZmJFtmj3Se6dkqui/fguhSankFWbMMzOzID9fmu1613Bm\n67tvoNFo8I++zuHL1zh69QaL9RnodDo+Vziw4aefGDlyZJn9jxgxgsA/96LT67C1MGdWj44MaF7a\np/m3c+EM3bSrRJulUkm2UQqHDh06MGDAAE4HB3No7x7SVJLvt1KpJDs7+5Hk8Dh5lAIGLkAfYCGS\n4i7q6EmbUwQCQQWRy+WEX7qETqdj9uzZBJ88yZY/j5GcloZTVRtq2FThZnom6So1LjVq0LBRI/TV\nzdl0/uIjK2ynqtb8PXkMV1LS2HHhIrMOHDco64Mfv0sv7+LI2Fbutfm08/9hPvVLrgf9zaEpszCV\ny+nbt2+5/edkZ5N4R82Pg314r1XpxE3JWSq+DwwhIiXN0Nalrjt+0TEllDVIHhoBAQHYVq1KRqGy\nBpg3b95DP//TpCJKdzvwJWADTEEyicwBPgAykUwlkymd+AnEDFsgeKaoVCr8/f25dOkSrVq1ol27\ndoaMhvv37+fjEcOJ/2/ZIe4Pyr93H+Ib/2DD6651XDn6rw9KXXc5ORXvxasNr2NiYnBzcyt1XRGx\nsbG0ad0abbaavyd8gEc1OxKzVNSauwJ3u6pYK5X8k5BU4h6FqZyCwtn+4THD2H4hgu2hEXzW6VV8\nGnnx6c4DnLoRb7j+edNTD2sS6Qf0BsYj5b6ejKSwnSi2X89HyoddVskFobAFgucInU5HXl4eSqUS\nlUqFna0ttxZMwcbC4qH7+yP8MmO27eNWdvGGX3t3F16pWR3Qo9dLClFXeLz7YiSZuXlUqVKFVatW\nMXTo0PLfoJB9+/bRv3//Uu0ymYyPR43Co04dZswomd3Z3lJJ05rObHt/AA7WVmTl5LHu1Fmm7jti\nuKZpkyacPnPGkFfneeFhTSLtkGzWfQALpFn2RsA4ufB6YF95HcydO9dwLAoYCATPlp7duuHn709N\nZ2caeHujUCjwj76BT+MHDzY5ExvPsK17ydRouZWdi1wup0+vnigUZsiANBMTZDIZMplMSp8gk2Ei\nkzGoeVu+WbmyRO7y++Hj44NWq2XMmDFs27aNDRs24OPjQ0pKiiHz3qK+XZnYsS2rAk9z+MpVOtVx\nY39EFI7/XYapiQmawsoy1tbWLF++nNGjRxcpxmfO3QUMyuNBRtuJYpNIDaSSYQD/BloD75Zxj5hh\nCwTPCXv37mX40CGEThpNeGIKQddvciEplS96dKStW8XrXmbnFbDkWCDLA0IYNfpjli1f/kAV7x+F\n2NhYgoKCGDJkCCBNCL/44gsSv5hMdRtrtFodplPml7qvadOmLFiwgL59+z43SvpePA4/7M5Im479\ngU1AU6Q6jteBMRQX5DVGKGyB4DlAq9VS18ODjxrXZVaPjhW6R6fTcSk5jePRMYTEJpCn0zOhfUtG\n/PYn+QoFq9f+QL9+/Z7wyO9N00aNeNezBtO7vkZegQbltIWGfO5vv/02n332mSH174uECJwRCF5i\n5s2bh++q74iaNha5vOzsjjfTM9l54RKn4xL4J+U211JvITORUcfdg8ZNmxIUGEh8QgKjRo9m+YoV\n940ifNLExMTQwMuLqJnjGbtjP0Ex8WRkZ7Nq1SrGjRv3TMf2qAiFLRC8pKSlpVHHw53Ng33uaavu\nu24LBy5Fl2iLjo42lNw6e/Ysu3buZOGXXz7J4VaYhIQE6tWtQ05uHnq9nqVLlzJp0iTk8tLFDV40\nHsUPWyAQvKCkp6fj7u5O61rO5SrrnPwClGYK3OxtcbC3x3fjRkM9ySJlDdCyZcsyq/k8K2rWrMmc\nOXPRaLVMnTr1ufP0eBIIhS0QVGIWzJ+PWq1m3Tt9yr3G88vv6VrPnc86tOWHk2dp2LBhhUOonzXT\nKpBIqTIhFLZAUEnJz8/nwJ/7WOLTjXpO1cq8JuRGPEmZWWw5E8aWM2HITUzQarVPeaSCiiIUtkBQ\nCdm8aROzZ81CkZfD4GaN2HT6ApGpt7l+O53YO9kk3VGRekdFulF49oQJE1i2bNlLYVp4URGbjgJB\nJaS6gwMjmzbA29mBKfuPUdXODjc3N1w9PPHw9KRu3bo0bNiQunXrotfrDVXoBc8HwktEIHiJqOfh\nQV5WJiqNli8XL+aTsWOf9ZAED4BQ2ALBS0RaWho///wzI0eOxNHR8VkPR/CAPO4CBvbA74AbEAMM\nQmTrEwgEgsdCeQq77JCn0kwEIsAQ9TkDOAJ4Af8rfP1cUpGEKi8LQhbFCFkUI2RRzPMui4oo7KIC\nBusp1vj9gV8Kj38B3nz8Q3s8PO8fwNNEyKIYIYtihCyKed5lURGF/TUwFdAZtTlTnOwpufC1QCAQ\nCJ4g91PY/YAU4Dzl27v1FJtKBAKBQPCEuN+m45fAcEBDcQGDXUj5rzsDSUi5sf2ABmXcH4qUhlUg\nEAgEFecC8EjFNjtRXFlmKVAUxD8DWPwoHQsEAoHg8dIJ2Ft4bA8cBSKBvwDbZzUogUAgEAgEAoFA\n8IQYCFwEtECLMs67Aiqkyu9FtATCgShg5ZMe4FPEWBbGCYy7IwVAhRX+7mJ07mWQxd3fi5lIz3sZ\n6GHUXlllYUwbIATJoeA00r5UEeXJpTLzKXAJ+AdYYtT+MsriqdAAKZDHj7IV9g6k6ExjhR2C9MUF\nOAD0epIDfIqUJ4tmQPXC40ZIkatFvGyyaIi0Ka4A3IFoijfhK6ssjDkO9Cw87o0kHyhbLhUNsHtR\n6YIUCFiUprAolv+5k0Vl+iAuI9nUy+JN4BpStGYRNYAqSH+cABt5jgOAHpDyZBGK5NkDkiyUSF/G\nl1EWbwC/AgVI6RWigbZUblkYkwhULTy2BeILj8uSS5u7b65kjAUWIT0zQGrh7+dOFpVJYZeHNTAN\nmHtXey1KzjDjC9teFt4BziJ9GV9GWdSk5DPHIT3z3e2VVRYzgOXATeArpKU/lC+Xykw9oCPwN9LK\no1Vh+3MnixetgMERipf0xnxOscvh3cxFitbM5slnJ3yaPIwsimiE5IrZ/XEP6hnxKLKozJQnl/8A\nEwp//kCy82+g/O9DZQiMu5csTAE74FUkW/42wLOcfp6pLF40hf0wCqYN0mxyKdLSTwfkIAUAuRhd\n50LxsvBF4GGVrQvSsw8Hrhe2xfPyySIeqG302gVpBvWiy8KYe8llM9Ct8HgHUq4gKFsuL+rzG3Mv\nWYxF+psAaQNWBzhQeWXxXOFHSc8IY+YAk4xeByPZLWVUzs2lu2VhixRBVZZN9mWTRdGGkhngAVyl\neAVW2WUBcA4ptgKgK5KignvLpbIyBvii8NgLyUwEL6csnhpvAbFIs+ck4GAZ19ytsIvct6KBb5/0\nAJ8i5cliFpJr43mjH4fCcy+bLEAymUQjbUz2NGqvrLIwphXSP6ZQ4BTQ3OhceXKprCiATUif+Vmk\ntBtFvGyyEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAgEAoFAIBAIBAKBQCAQCAQCgUAgEAiePv8PEUav\nrdCzlyUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfec841d0>"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Central America and Caribbean' : 9,\n",
"\n",
"gdf[ gdf.subregion == 'Caribbean' ].plot()\n",
"gdf[ gdf.subregion == 'Central America' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 39,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfd2c5710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAADICAYAAAD86crUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCCGEcFD/D6QRJpEKGiFQAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfd46f150>"
]
}
],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Central Asia' : 10,\n",
"\n",
"gdf[ gdf.subregion == 'Central Asia' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 40,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfd288e10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAADbCAYAAABwQBqbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwMXrd4+PngAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfd041950>"
]
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'China' : 11,\n",
"\n",
"gdf[ gdf.iso_a3 == 'CHN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 41,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfc9e4490>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAADgCAYAAAD8IfaMAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnWV4VEcXgN+1uDtBEiC4a5FCoFiLFWkhuBUKxaFQXIsW\nK06Roh8upbgGh5QgCQkECHEP8WST1e9HIJAmQIhD7/s8edidmTtzht09d+6ZM+eAgICAgICAgICA\ngICAgICAgICAgICAgICAgICAgICAgICAgICAgICAwCeDP+AB3AfcXpXNAYJfld0Hvi4KwQQEBAQE\nPh4/wOJfZbOBCUUgi4CAgIDAOxB/RFtRDssEBAQEBIqInCp1LXABuAsMfat8NPAQ2AqY5a9oAgIC\nAgIfS05X2iWAMMAaOE+6MvcBol7Vz3/VZsjbF5UvX17r6+ubP5IKCAgI/HfwBZxyc2FOV+phr/6N\nAo4CDYFI0lfwWmDLq7LMUvn6otVqP9m/2bNnF7kM/0XZBfmL/k+Qv2j/gPK5Ueg5VeoGgPGr14ZA\nW8ATsHurTddXZQICAgICRYg0B21sSV+dv26/BzgH7ARqk75S9wN+LAgBBQQEBARyTk6Uuh/pyvvf\n9M9nWYodLVq0KGoRcs2nLDsI8hc1gvyfLgXtkqh9ZR8SEBAQEMghIpEIcqmfc7JSFxAQEMgxL168\nAMDKygoTE5Milua/h6DUBQQEcoxGo+H06dOcP3+esNBQnnp7gUiERCwmJUVOUGgoaQoFSpUKgIrl\nyjJg8BBat2lDw4ZZHOQECgDB/CIgIPBO5HI5gwYM4OoVV5JT5CSnpGBhZETDMvaUMDKgiq0VGo0G\nfZkMQ10dGpS2p6K1Jf6xcUjFEv72esLqm/cIiYvn++97UKt2bWJjY9FqtfTp04eqVasW9RSLJXkx\nvwhKXUBAIFsuXrzIwH59sZSKmdX6S8qYm1LBygITPd3XSifHnH78jJ13PTjr84L4FDlfViiLe2Ao\nFhbmTJ0+gxE//VRAs/g0EZS6gIBAvuHv78+EceM4d/YsU1o2ZlrrLxGLPyZM1PvRaDSIxWKSUhXU\nWraRFy9jqV+vHhs2bqR+/fr5Ns6njKDUBQQE8o2JEyeyYsUKnGysqGpnzY9f1KF91QoFMlZKmpK7\nwaE4r92OpYUFUdHRH/0U8DmSF6Wef7dfAQGBz4Lhw4czfuxYeg//iUdJafx4+FSBjWWgK6N5eQcG\nflGHlzEx/Dh06IcvEngvgveLgIBAJipUqMCKVavS32g0LFy0kOQ0BYa6OgU25p8unZEAm7duxbll\nS/r06VNgY33uCCt1AQGBd1KiZElUag0pSmWBjzX36xYArF+7tsDH+pwRlLqAgEAW7t+/T4M6dfhl\n4kQWdGyFtZFhgY9Z0syESV815amPDz4+PgU+3ueKsFEqICCQib179zJo4AB616nO713aYaynW2hj\na7VaSs1diUpHj4jIyEIbt7ghbJQKCAjkCwEBAfTu3ZsZrb9km0vnQlXokK7MVnVpR2RUFC4uLoU6\n9ueCsFIXEBDI4Iv69YkNCsBnyk9F5lqoVmuQ/jwfO1tbwsLDi0SGokZYqQsICOSZTh068PixN/v7\ndStSX3GJRMyqLu2QJydz7NixIpPjUyWnSt0f8ADuA26vyixIz1f6lPSkGULiaQGBT5RHjx5x4tQp\nElPkLDl7Jd/7V6lVhMbH5bj9WOdGLGjbjN4uLly8eDHf5fmcyent2A+oB8S8VbYUiH717y+AOTDl\nX9cJ5hcBgWJOUFAQZcqUwczOEbFERkzIM0qZGqMnk1KzhC2HB/fM8xhlZi8nKCEJqVhMKWNDWpQv\nw8+tmlHN3va914nGz0UkEqHRaPIsw6dEYcVT//cAnQHnV693AK5kVeoCAgLFnDJlygAQF+6PTKaP\nrq4x8RoDopNS8fN6muf+R+0/TnBCEhdH9OdvLx9Oej9jr8cTtt/zQioSUcLYkGZlSzG+RRPqO5bO\nuG7+yfQVurGxMSEhIZQsWTLPsvwXyOmd4AUQD6iBTcBmIJb01fnrfmLeev8aYaUuIFCMUSqVuLm5\n0bLlV7RvP57atb/OqLtyZQ9Xr2zj8ZQRyCQSylr+++edlRfRsag06oz3zyKj6bh1P0Ma1WFLz86Z\n2sYkpfDb5Zv85eWD38s4UlUqJCIRNob6NHUoyfHHvhjbO5ESH0XtGtW4eeNa/k28mFMYK/WmQBhg\nTbod/cm/6rWv/rIwZ86cjNctWrT4T+cOFBAoDCIiIoiPj6dixYrZ1svlcsaPn8D+/ftJTExALJbi\n4FCdqlWdM7XT0zNCo9VQadE6AAwkEpKXzXjnuH8/8qHz1n3Z1tkZG2UpszAyYFGn1izq1BqApBQF\ny6/e5LCHNyd8XqDQaEiJjUCj1dC0SaMczf1TxdXVFVdX13zpKzd3gtlAEjAUaAGEAyWAy0Dlf7UV\nVuoCAoWIRqOhUqUqPH/+FCeninTr1oWqVavSokULSpUqxYYNG5gxYxY6Ooa0bv0TZcrUQE8vq8IF\nePbsDv/73xRmz77M78u7EZcUi3bl7HeOve/+I3rtPMzs2W9+8ydOjMDdfSMAjhbm3J/4A2YGBjma\ni2TCPIxkUhIU6SEKhgwZwqxZs7CxseH58+fExcXRuHFjJBJJTv97PhkKeqVuAEiARMAQaAvMBY4D\nA4Alr/4VfI8EBIqYX36ZQmxsEpMm/YWHxzkOHz7Pzp0HiIkJQyqVoqdnRLNmg6lXr+MH+xKJ0p3j\n1q8fQlxSuudKslyBoX72gb2CYuNfta+ZUZacnO5n3qfPMvbvn47ljOWs7taOkV9+OLVdaTMTZCK4\nMuh7vli5ja1bt7Jrxw5UGjUGOrokpaZiamLCpj/+4MmTJ9SqVYsuXbp8sN/PnZzcCcoCR1+9lgJ7\ngEWkuzQeAMqQ7vLYA/i3z5KwUs9HQkNDsbKyQken4KLlCXy6uLu707RpM/r0+Y3SpatlqktLSyYg\nwJPy5esjkeTM6qpWK1m4sAMazZtgXmKRiG8qOLJ/oEsW5T7myGnWXHP7dzeIxbrMnHkGlUrFjh0/\nExz8kFr2driNHYKOzrtlmXL8PMtcb5GyZBo6svR24QlJKNVqSpoac+jhY/bef8QxzzfW4F59erF1\n81b09fVzNMfiipAk4zPk8OHDjPt5IvGxcVjZ2hATFU18bCzdv+vOoYOHilo8gWKGUqmkUqUq2NjU\n5uuvR+VbvwqFnMWLO1KlS3v6HNjO32N/4Z/NO9Cq1FS1saCSrXVGW4/QSF7EJjBjxvn39unhcYm/\n/lqERKRlf//udK1ZJdt2KakKzGcsRUci5v7PQ3Gyts62XfNVm3mQkMCw335kzag1WJhb4O3ljbn5\nhzd2iyuCUv8MsS9dCqMqFWk7fzpRT5+ja2TI/n4/YmlqSlBg0GdpRxTIPZMn/8Kff+5hxIgdiMX5\n993YsWMSgcEPmC8PRypNXy2rVCq2fdMd3wtX0JFlXhGbW5Rm+PBNH+xXoZCzefNIoqP98Jg0ghr2\nNtm2i0lKoeLitcSlpHJkwHd0rpU1UXWPrXs54RfI30kniAiM4NfvfyX4STBmFmbIJDKWLllK9+7d\nczH7oqOw/NQFConQ0FBS5XIq16+NRYVyBLndw+PgMdRKJWGh6bZR4WYp8JqHDx+yfv16WrcemUWh\nv3wZxJ07R4iODqR//+Uf1W9cXBT+/ndx/mVshkIHkEqlKFNS0dUzYsovf+dKZh0dfUaO3Maihe35\n6eAJro0dnG07CyMDwudMoOGqrXy7/SAzvmrM/E5tM7XRaDRo1OmHk2zL2LLmzhoeXH7AE7cnbJmy\nBet3rPA/V4SVejHA09OTpb8tJTIqEj9/P549efavFiJk+kYYWNgRH5JeV61GLX6eMI6BAwcWurwC\nxYtGjZqgUJjx9ddj8fS8wKNHF4iM8kMuT0Sr0SCVSVEpVfTuvYgKFXLuGrhu3RAS5BHMTwrJUjfL\nqCR2VlUYOPC3PMl+6NBCfJ5cQvkeV8nXDNhzhJ13Pelbuwq7BvTIKDeZsgiHBhVZdW1VpvbRIdG4\nlHLBwdEBfz//XMmnUqm4fv06Pj4+VK9enaZNm+aqn49FWKl/wqhUKr7t+i1mjmY41XXiq9ZfMaTm\nEIwtjZEnyJnSbgpSXSM6T9pGlWZdAUh8GcadgysYNGgQWq2Wvn37IpPJingmAkXB3r17uXPnFgD3\n759GJBJhYGpAmZqladShK51HdMbEwoQORh1xdz+RY6Xu4XGJ6OgXdN+aNQuRQqEgLTmZRh275Vn+\n9u1H4+V1np1uD+jfsHa2bXwjY3DZfZh7wWFIRSJs3krY8SAohMQ0BWPXj81ynVVJK2YdmsW87+bx\n6NEjqlev/kF54uLiSE5OJjg4mNGjfsLL2xtDPR1sLAzxeh5G61YtOX/hUu4nXAgISr2I2bt3L0ny\nJDae3ZitnXztnbXM/HYmB2Z1Q9fQmEbfjafFwLm0Hv4bMl0Dxv88hTFjx9G5U0ce+zynfLmy7N/3\nP8RiIQDn545CoaB3796Y25lT3bk6nX7sRO3mtRFLsn72JpbGPH16i927JwJgbGxD48bfY2NTLkvb\nnbum4PfiDqUbNaDh4L5Z6s9NmwciEZUrN87zHAwMjDE2smb22StZlPrBB16MP3aWkPhEjHVkTGre\nkF87tUYqeWPb77xlHyKxiD2/7sm4TiwRM2zZMKzsrbh26BrWNtY4Ojq+V459+/ZxYN9ezp47i1Kl\nRqPR8MO3ddkyfgA1nGwRiUQ4fLsaUxPTPM+5oBGUehFz+/ZtHKo7vHPj06m2E3sD9hL0NIiF/RZx\nZed8ru9ZRM22/ek8aQvOg+Zy7+RWvD2uYFr9Gy6c2oKFpTXxcTGcPn2ar7/+Ott+BT59dHR0qFaj\nGiIjEfVb1Wf10NWoFCq0Wi3xMfFY21vTYUQHzO3MiQqMwsrKCheXb4D0dHU7d46nZcuh1KzZBplM\nl8jIALZtG4VCmUL7pXNxnpR19Rv9wp/rK9bhVL5Jvs2jUeOenD+/FoVChY6OlIMPvBi09y+SFUoc\nTY05NvA7vq2V2UXz0lM/Om3dR4pCAYDrAddM9VcPX2XmgZm4n7tLQkwixsbG3L9/n6dPn+Ls7IyJ\niQnx8fF4enri5ubG3Dmzade4Ijf+GECtinYolRp0dDL/Jo0MdFEUQq7WvCLY1IuYgwcPMnbSWHb5\n78pRe3mynCUDl3D98A0Mzaz5YaM7ZjalMurTUpLwvLiHII+reFz4H7379GXP7pz1LfDpkZCQQK8+\nvbh69Sozps2gWrVqSKVSKlasyPnz55k9dzaxL2PZuGkjgwYOynTtsmXLWb16DZGRkVSs2AxPz/MY\nWlkw2t0V8zKlsx1vrmVZNClqfvnlr3ydx7x5rRjWqA4be3TEduZviLRabo39gbLWFpnaqVQq2m/Z\ny3mfF5iZ2mNtU5pnz+4Qp12S0aZelUX4Pkk/MlO2hAmdmlVk9YG7GBvqY25qQHB4LKBFJpViYqSP\nVCpmzPf1mDLgy3fKp1Kr6DH1EEddfVAoFAVu7hRcGj9h3N3dadiwIfW/qU+ZamXoMKQDpStm/4N6\nGz8vP8Z9OY6UBDmtflhE016Ts7Txf3iFneNb8uLFiw8+fgp8nqSmphIfH4+t7btD3A4cOJgdO/5E\nqqfLAnnEO9vt6NYX76Mn+emnHVhbf/g7+jFs2jSClDh/Xs6fiM6kBazt0pafnDObd84+fkaXPw+S\nplLj7DwEZ+feHDo0Gy+vq5mUuoPZTOLjFdzeOpAvajgA6R4yIpEIkUhEbIIcYwMdJBJxjpKBHL38\nmBFLTxPxMpH58+YxY+bMfJ17dgiZj4oRmzdvpqyDAwP692fPnj0fbJ+amopGo8HtpBuHlh7it8E5\n8yYoW60sR6KO0LB9Ay788Qsbh9RE9epR9DWOtZyxK1eNsePG52ouAp8+enp671XoANu3b6Ndu3Zo\nFEr+bNcN5b++RwDeJ87gffQEzZoNyHeFDvD116NISE3l603pvxmX+jX44+Zdemw/QJVF6zCbuoSv\n//gf+oa2/PzzEZyde7+zL0vL9NgyrxU6gFj8RoGbm+gjlUpynN1pzIrzNP7yK+7du1coCj2vCCv1\nfCa7L0rjxk1JTExCqVRgbGxC584dAFi69DeSkhKRSKSo1SrqtK3D4pOLkUg/7vDItSPXWOCyAC1i\nes47QoVGHTLq4sL92DaiAfXq1uHIoQOf9Ck7gYIlKiqK6rVrUbW/C98sehO4KzUlhXlmDpiZlmTU\nyD8LbPz9++fx5Mnlt0pEyGQ66OuZYmZeklq12lG3brtM1xw6NBcvL1ccy1lllIUExaBUatC6vTv4\nWE75xzuEhgO3sHPnTvr165fn/nKKYH4pJnh4eFC/QX3qtq1LqUqleHj1Ic//eQ6AjU056tfvzPPn\nbjx9ehNLyxLUqdOZ69d3kaaQM3r9aDr/2PkDI7wbebKckQ1HEugdSKUvu+Ay/2hGXXSgDwdndaFt\nswbs2rUzz/MU+HTx9PTk2LFjmJubo1AouHTpMkOH/kDHjh2RSCRMmTKFZStWsFARlXHNsioNefnM\nj18m/4WOTsHGVFmw4BsMDEwZOnQDRkYfXoDEx0ewenW/TPFpXpNXpf48KIoK3dejr6dHilyep74+\nFsFPvZgwe+5svuz6JdP3Tc8okyfLmddzHndP3+XM2TVUrdKC0aP38OTJNS5c2ISxpTFb7u7CzsEu\nT2PrG+qzzWsbO+bvYPfs3Sz8Wh8z+wpU+KI9jb8fR+0Owzh1YHFepyjwiaFUKqlcpTJm5maoVCo8\nHnhgamqFkZE5Go0KkUhG7979UCjkaLWgVquQvBUw7vzsRUQ9eUrPngsLXKEDqNUK6tXrkCOFDmBq\nasvMmecylT1/7s6ePT/j+SySGhWyDz+QE248CASgdp26ue6jKBCUej4RHBzM6VOn+f3W75nK9Q31\nWXRiEXK5nCX9l3Dz6GW8vC6j1Wpo0KEhi04szFc5BswcQJu+bVg3bh3P7j7j9qFl3Ny3BEQinMpX\nyNexBIofGo2G+b/OZ//B/Wi1WlLlqYQEh1CpRSWeP0h/aqxc2TlL0K+kpFjEYjHbt08gLikMgCjf\nF1yYv5SKlZzzxSf9Q6SkJKDVaqhZs92HG78HJ6d66OoYMnDeMdx3Dct1Py8T0vcWrl//tDIuCUo9\nnxgzbgz2TvZcP3Ydp9pOWer19fWZc3AOSoWStePWUr1Jddr0bVMgstiXtWfBXwsy3ocHhDOizgia\nfObZY/7rKJVK2rZri/dTb7qO74qxhTGpyamUrVmWdWPX8eLBCxwca9O69fAs175eGffuvZjff+/B\nzQ1bOTdtPvp6JvRymVMo8nt4XAJEmJl9eHXt6enKpUtbcHGZj61t2Sz1NrYVeBr0ONeypMiVrNzn\nhoG+/id3kE9Q6vmASqXizKkzyOVyAn0CGThn4DvbynRkjF9fuN4olvaW2DnaERQSVKjjChQuY8aN\n4XnQczZ6bsTE3ASAK4eu8EubX9Cq4bvvZlOtWov39mFmZo2FhQPHR01Cq9UyetTuQpA8HV/fu8hk\neu9t8+DBRc6dW41cnoBYLOLwkQX8NGJLlnYvo/2pVDr3TgGjl50iIiaJuLj4XPdRVOT0FiQB7gOv\nQ7LNAYJfld0H/tPHFr/55hvkcjmVGlZCrVTz7MG/A3IVLQt6LEAkF3Fg34GiFkWgANBoNGzZsoWD\nBw7SvGfzDIWuVCiZ//18LMxKMWXKyQ8q9Nd06zYdrUZLC+chWFjYF6DkmYmK8sPQ0CzbOpVKxW+/\ndeOvv34F5Bw5O4RJM1oRFemLQpF1E1OeGo9Lmw/HesmOq/cD2Pb3A44cOYpBDlPvFSdyulIfC3gD\nxq/ea4EVr/7+89y8dRORSISPmw8AI+qMYMKWCbQb0O6j3RMLgoeXH/LX0b+wsrL6cGOBYotcLufO\nnTtUrVqVtLQ0Xrx4gbe3Nxv/2EhwWDCNujSiz4w+Ge1lOjJEIhF16nRAKs15tqySJSswffq5TOF2\nC4OUlBjKlav/znozM3vUGiWpqSl0a7c1w31448ahjBnz5oni+XN3tFoto75v8NEy7DjxgJHLzmBn\na0PHjh9O+VccycmnVgpoDywAJrwqE1Hw7pDFjvj4eI4cOcKlS65cuuTK6NE/0auXCx07dOT+w/to\n9bT4evii1WpZMXQFK4euYPT6MXQenntXxfygcqPKjPhpBKt/X02LFi2EdHifIHK5HKeKTiTLk0mK\nT0Iqk2JmYYa5jTlODZ1YuGohevpZTReGZoZ4e1+hUaPvPmq8wlboAEpl2jujSEqlUoYOfRMxMiUl\nnocPL3LnzkEcHWtlauvmdgw9XRkGBtl/z8/d9mXGpisMaF+djl9WxKHEm6eDmZuvM/mXaUyZMiUf\nZlQ05OSTWwlMAkzeKtMCo4H+wF1gIlnzk37SuLu7M2/ePCIioggNjSA5OYmYmEikUl0sLSuhq+vI\n1KlTmDp1Cha2FsRGxvLtyG/pOa0nC3ouwMJEn0S5kobffDjBbkEz4+AMBlUYRI9ePRAhwszMjIb1\nG6JFi4WFBU0aN0FPT4+0tDQMDAywtrbGyckJe/vCe/T+r3Hq1Ck2/bEJsViMqakpM2fMpHz58tm2\nvXnzJr1698LM3ow/b6Yf/slp5iuZrixb80RxQqGQc/Tob4CWGjVa5ugaAwNTwsKeYW5Ris6dJ2Wq\nCwx8gL2FISqVKtPNSavVcvV+IO3G7KbRFw3ZeNKXSWsuoacrpYqjNTXLWxIcHkPXrl0/6YXPh5R6\nRyCSdLt5i7fKNwDzXr2eDywHhmTXwZw5czJet2jRghYtWmTXrFgxa9Yc5s+fm/G+e/e9KJUpHD8+\nBJUqjYgIj0zt94bsxf2cO3Va10Emk7Gw10IS5Uq2PtmWZ//z/MDQ2JAD4QfQaDTcv3ifZ/eeEeob\nikgsItA/kLOuZ9Mzx4hBlaZCniInKS4JA0MDfhjyA8t+W1bUU/is+Pvvv+nZqyfOPZ3R1dflse9j\n6tavS+dOnWncqDFVq1bFwsKCxMRExo4by6NHj+j0UyeG/Tbsoz0x4iLjcW7epYBmkjcCArw4cWI5\n0dF+iMUSqlVriY5OzmzYBw/+irf3RXjrBLdKpWLbtrGkpSXhFwayJguQiMXo6kpJkSuwNjcmLjGF\nCePHsXzFSgDUajV37tzh0qVLXL/qyswZ06lWrdq7hi0wXF1dcXV1zZe+PmRCWQj0A1SAHumr9cOk\nr9Bf40j6BmqNbK7/JE+U7tu3j169emW8r1NnKF98MYqNG2tlChz0+29XmD35FBe0FzJdf2b7GWq3\nrF0sFHpuUSqVeF71ZEnfJVQsX5GqVaqycsVKjI2NP3yxwDtRq9XY2NngMsOFbmPfJJm4duQa1w5d\nI+BRAAnRCSjSFKiUKlr2bkn/Of2xsLN4T6/Z433HmzGNxjB16skcK8vCwNV1N3fuHCA1NRE9PWMa\nN+5B8+ZZ47a/i3PntnDr1h7s69Um1P0B3brNwsTEht27f0atVqLVqvniCxeqV3fmyZObPH9+m4iI\nZ0ybNo3Zs2d/EqvwwgoT4Az8DHQCSgBhr8rHAw2A7CLsfJJK/TV//vkngwen504UiSRotepMSn39\nymtMm3CCEg4lsr2+TNUyLDi1INu6T4Wo4CgOrTjEg0sPiAuNo1/ffixZvOST+GEURxYuWsjKNSvZ\nF7rvve20Wi0atSZPG+3zes3j1pE7TJt6Jtd95BdJSbEcObKYgAB3NBoN1tYOdO48iVKlsiaS/hDP\nnrlx4sRKEhMj0Wo1SKW6qFRp6OoaMmbMbpYv/56GDXvQrt3QjGuOH1+Kvb2UEyeO5+e0CozCChMg\nIt2WDrAUqPXqvR/wY24GL+4YGqanzSpbthMWFmVxd1+dqX7Q8C+YM+U0YQFh2V1OWGD25fmJWqUu\nUA8bCzsLRqwYkZ6r8ch1ds3exeYtm6lcpTIpKSk4N3Nmw/oNBTb+58ap06ewK/fhJziRSJTnz9Xr\nmhempkX/tLht2ziCgh4ilepQpUpzOnf++Z1PDp6eFwgI8CA+Pork5Fjk8gSUihRUKgVqtRK1Ro2V\nZWlGj96FVCrl9u3DmJracOvWEYKCHrB373TeqKk3WFs7cfLkGtRqdY73Iz5VhIBe78HFxYX9+/cz\nbZqcmJinbNxYi/FTc7aRE/AimiP7PWnZtyX2Ze0pXbk0FepUoFSFUvmihPcs2sPeBXtJS0njeOJx\n9A3zNy7Hxl82cnz1X6hVGk7JT2XIrNFo8H3oi/t5d85tO4ex1Jhbt24JZpkc4ufnR+26tWneszkj\n14wssGQLaalpdNDvQPnyDXFxWVAk3ixJSXGsXz+I1NR42rb96b0eOCqVis1/DCMyyg+ZRIJMIkFX\nKsNQR4axvj4WhoZYm5hgrK/Pnps30dU1ZNToPRgYvPHfuHv3FKdOLUer1WBt7cTQoWuRyXQB2Lpl\nDMEhnly+fPmT2NcTojQWECkpKVSsWAVHRxeaN5/J4sVmaLXqj+pDpqOLWq1Co9HAW/8XYokYqUyK\njr4Oekb6GJkZYmZjhoW9Bfbl0m8CTrWcstwEts/ZzsHfDpImT6N+FXsePA2nSfcvmbVvVp7nq1ap\n2fDzBk5uOIFKqaJ5OQeuvQjku8nfM2xx1hga57afY8fsHdStUZdTJ07lefz/Cnfv3qVnr56UrlWa\nmYfyPz53wOMARjYYSWpyakaZqakd48btzfex3sWzZ+7s2/cLEomMoUM3Ym3t8M62SUmxrF/Xn7S0\nZH7t0YPGlSu/t+/QmBiGbNyIUgNDh27A1vaN11BSUhzLl3fNeK+nZ8zIkTtYtbIHao2KsLAw7OyK\n/unlQwhKvQA5e/YsXbv2YPRof/T1c37seMWKkshkMkaP3p6pPCkphuBgbyIj/YmJCSYhIYrk5DhS\n0xJRKlNfPWZmfxMQS8SoFCoALM0MqFTaAv+wOMJjUzinyhypLjesHrWa4+vSbY42xoZUtrbEIyyS\nFK2aU/LT2V4T+iKUodWG8uTxEyG7Ug65du0a3b7rhkxfluM0hjnlzPYzLB+yHAMDUzRqMNbREpWQ\ngKGBBRPBppKlAAAgAElEQVR/PpSvY72L8+e3cPPmHiwtSzN8+Jb3Hnzy93/I7l0T0ZFI2DZiOHY5\njPcvVyjot3oNMSnJdO8+K9Np2W3bxhER8RSNRoNWq+X77+eyb99UjAz1SUxKyev0CgVBqRcwr0+u\nOTl1oG7dIVSo0OmDj7Pz5klp1MiFtm1/yNPYcXGRhIX5cPbsOpJTXrLk/BKuHrnK49vehL+IICk2\nCY1aw/AVw/lu/McdMPk3apWae5fvce3INXzcfIj0jyApNhmtVgui9I3fzj91pstPmV3k5nSdg75c\nn3Nn8n5j+Vzx9fVl+YrlnD57mrCQMLpP6M53E7/DxMLkwxfnkIX9F3Jp1yXKlKnBoEGrOXp0KR4e\npzEwMGf8+H0fdao0t2zdOo7g4IfUqNGKbt1mvLftzZv7OX9+IyXNzNg2ciQ6H2kiUqlUdFi8GI1I\nwvTpZzPKHz++yYED05FIdBg1ahcHDswhPtaXlFQF586do02bggmkl58I8dQLELVajb6+PnK5nICA\nSzx/fhIAHR1DzMzKU7FiR774YixGRm8iy4WEuKPVqvnyy+/zPL6ZmQ0GBkYkJETy7ZhvqeVci1rO\nmU/QxUXH5YtykEglNGjTgAZtMh+v/ka/PWKJAUHewawfuz6LUh++YjiDKg/iwoULtG7dOs9yfG4c\nP36c3n16U6VRFbpN7UZLl5b5ugeiVCj5oeZQQnyCad68Hy1bpntstWkzjMTEl3TrNoXLl3fStGlP\nDAwKZu8jKSmODRsGIZfH07nzJOrUaf/e9gcPzsHb+wpNnZz4tU+f97bNDrlCQZ/ff0ep0eLyryiS\nVao0oVy5L+jYcTxeXlcID/ehe8tKHL9WvGIyFRTCSv09BAQEZJgUypevQ9++K1CpVHh7X+Xhw3OE\nhz9DLo9Hq1UjFksxNLTB3r4hycmRhIe7M316/riS7dw5kaAQD04mnyySWDLjWozj0RUvRCKY//d8\nGnXIepT7wLID7Jqzi/HjxvPr/F9znP/xc+fo0aP06deHH1f8SMdh+R9L5LX9XJmqok+fJZQtm57Q\nIS4uigsXNuPre4fU1AQAbG0rMnz4pnyX4flzd/bunYJEIv2g/VylUvHHpiFERQcyqHlz+rfMmePB\n2wRGRjJs82bUiBg2bHOm8R4+PMuNG3uJj49CqZSDVkuZEma0blCO0/+EEBIanqs5FjbCSr2AmDBh\nIgDly9enb9/0hNBSqZSaNb+iZs2vMtrFxIRy8+Zh/P3v4et7BpUqlRIlquSLDApFCn7+9+k+sVuR\nBQfrM60PM2/PYs7h2dkqdIAeP/egetPqTG8/najIKExMTIiMiiT6ZTQG+gbYl7CnZMmSODg44Ojo\nSPny5bG0tMz2hKRGoyEuLg4Li48/cFNcCAkJ4bdlv/HHH38wdNnQAlHob9vPR0/4Ex0dI/73v1kE\nBLijUKQgkcmwrVmVVjMnE+cfxN/jphAZGYiNTZl8k+HChW3cuLELS8tSDB++9b0mnqSkGNat7YdS\nkcqS3r1pWOHjk7Y89PNjwq5d6OubMGHs/zK5Rnp7X+fYscXo6OigUCgw1JNRxt6SyJhkth6/x6KF\n+ZuQprgirNTfgZubG19+2Yw+fZZSunSNjzqe/e+YE3lh+/ZxhIZ7czo1+43K4sae+XtwO+WGiaUJ\nxlbGmFiakJqSSmxYLPGR8SS8TCAxJpGkhCTQgrGpMebm5lhaWWJlaUVgUCAvnr8gLTUNqUyKhaUF\ntna2lCpZCocyDpibmaPVaunUqRNffPFFkcxRq9Vm+yQSHBzMnLlzuOR6iZCgECrWrYjLdJd33gjz\nwmv7uYNDTQYOTM+2FRkZwB9/DEOtTs/Yg0iERCZD18gQA2sron2eIZPpM21a/ngqvfY/z4n93M/v\nHrt3T0ZPKuHPESOwMcs+xO77CImOpv/69Zia2vLTyF1ZfmMbN/5IRMRTzpw5w+1bN5kzNz2SyfXr\n13F0dKRkyZIfPWZRIWyUFgAJCQlYWVkzYsR2zM2zPzH6NiEhPoSFPcXOrjx2dk4f3JR6vQEaFRVA\nbGwICQlRpKTEI5cnolTJM7xg1CoVPX7pka1L4adOXHQcYb5hhPuFExkUycvQl9iXt6de23qUdCrJ\ny9CX+Hv5E/w0mNDnoUQGRJKalIpWo+Wx22NWr1rNDz/kbSM6OzQaDdeuXcPDwwN/f38CggIICQkh\nMjKSly9fkpyUjI6ODlKpFF09XV5Gv0QilqBFS83mNWnTvw0NvmmAmfXHK64P8S77+b9JSorj2TM3\nAgMfERXlT2JiFIlJUWg1ambOvJinbD4pKfGsWzcIuTyOjh0nUrduh/e2v3ZtD5cubaGMhQVbR4zI\n9YKnx/LlRCUloatrRLt2o6lTpy0A7u4nOHFieUa71zpn4oQJeHl7cfr0mU/OHCgo9QLCwsKS2rW7\n0Lx5vyx1KpWKBw9O4/bPEWJeBqNWqxCJRLw9X5FYhFgsQSKRodGo0ajVaDSZ/dzFEjESmRQdPRl6\nRnoYmhpiYmWChZ0FNg42VKpXiZY9Pt7u+Llz/dh1lvRdQt16dalZrSb16tWjSZMmVKpUKVcKS61W\n8/fff7Nr9y4uXb6EVqTFzsEO8xLmWJWywtbBFnsne0pWKIlNGRuS4pJISUwhLjKOivUrokxVYmJl\nUmCHidQqNX//8TdbJm/JYj8vbFat6k1S0kuGDduEjY3je9vu3z+LJ0+u0bxiRea+FU/pY3kWEsKw\nLVuYtbAdu7a64+cbjUymj6GhBXFxIQCsWbOG/v37Y2KSfx5FRYWg1PORu3fvMnLkaO7dc0elUtKr\n1yIqVkx/fE5JScDVdTtPnlwlKSkGrVaLma05DTs2YPC8wVjZpyehSIpPwvehL36P/Aj1DSUqKAp9\nE33sy9njUNmBsjXLUsKxRLFIoPEp4+vhy42jN3jx8AUhPiGEB4SDFqpUrcLQIUMZPHhwRoya2NhY\nvLy8aNiwYaa4NW5ubumuhmdOo6uvS502dWg3qB01nWsWeW7KoKdB7Ji7g/sX7hMfFU96/k5bhv6w\nAQOD/H8KyAleXtc4dGgWvXsvoUKFd4eVVqlUbNw4iJcvgxnaogW9nZ3zNG6/1b8Tk5aMoZE+MS+T\nUKs1GXWmpqaEhIRkhPX4HBCUeh55+PAhixYt4vLlKyQkJODoWJOvvx6HgYEZUVGBXLq0heCQR6Sl\npiCRSrCvYM83Q76h+9jugmIuRmi1WsL9wjm34xyX91wmLjKOEiVLEB4WTkpyClqtlmlTp/HDDz9w\n4+YN5s6fS1BgEA2+bkCXMV2o2bxmkcr/ejV+asspgryDUKYpkcpkWFmWoX79rtSq1a5Ijvu/zaJF\nHTEyMmP06HfnLo2Li2TjhoGoVGks6dWLek5ZE7G/j7VnznDtyRMkEgl/DB1KeEwMQzdvZsGKjkyf\ncIIVK1bQtGlTKlWqhIGBQYE9HRUlglLPBRqNhq1bt7Jo0RJCQ0NwdKxDzZrtKF++Ad7erty5c5jo\nl4GoVSp0DfWo1LAivab2yuLDLVB88bzmSdiLMJzqOFGmahlWDF7B9aPXSUtNQyKR0G9OPzr/1BlD\nk6Jb4QU9DWLn3J3cu3Cf+Kg4QIShoSllHevx1VeDMTcvPolKXp8UHTNmzzvlevbMjX37pqIvk/Hn\n8OFYf+SG6PPwcIZu2oSjoyP+/v6Z6mzsDJDJpIQEJZCYmIiRkVFup1LsEZT6R6LVamnYsBFPnvhQ\nr963NG3aGw+PC1y9toPEhGi0Wi2mNmY0bN+AwfMHY13KuqhFFshHlAol8iR5vp7mzCnvWo1bWpSh\nfv1vqV37myJfjWeHSqVg0aL2ODjUon//5dm2uXJlB66u23G0tGTz8OEfPQ+FSkW7BQuwtbEhPCKC\nGzduMG7cOO7evZupXdlyjjx/5lvk5rGCRFDq7+Dp06f4+vri6OiIiYkJ4eHhXL16lXv37nHs2AmG\nDNmAmZkdnp6XOHJkPnbl7Pjmh2/oMbEHMp3P75FOoOjwuO7BvO/mExcZC4gwNDDF0bEOrVr9UKxW\n4/8mNjYcpVLBqVO/Exj4gHHj9iGRpCtrmUwPHZ30k7H/+980nj27RcvKlZnVs+dHj/MyMZFp+/cj\nF4k4cfIkNWtmbwp79uwZDg4On308f0GpZ8OuXbsYPHgIRkampKXJ0WjUiMUSrKxKIRZLad9+AjY2\n5QgNfcaWLT9SuXFl1txYUySyCnzeHFt/jLWj1mJsZEnz5gOK7Wr837i5neD06Ter8nRPrtd7SFpE\nIgmTJv3F+nUDiI0L56fWrfm+adOPGiM0NpYDN2/y1927VHBy4o6bG+Y5DOr1OVMYSl1CeoLpYNIz\nH1kA+wEHwB/oQfaJpwtcqYeGhvLkyRO++urNCU+1Wo2ZmTkNGnxH8+b9XwmiQSR687jm6XmBmzf3\nExH5Akt7C/YFvT8TjYBAblj6w1LObT1H+fIN6Nt3aVGL81FcubKHq1e3Mebrr1l16hQbN27kxx/T\n8+Gkpqair5++SpeKxSzv25eaZcvmuO+AqCj23rjB2YcPMTExoVGjRhw8ePCzcEfMDwojTMBYwBt4\nHQ1oCnCe9AxIv7x6PyU3AuSGqVOn8+iRB0ZGxhw/fpyUlGQePXqElZUVZ8+e5cyZM+jqGmcodACl\nMhVX1x14eV/OsJubWJnSsk8Lxm8aX1iiC/xHUKvUjGoymmf/PKVp0160bv3pHB7bv28ufn5uqNRK\nNBoNGy5cYMCAAQwaNCijjZ6eHv3792fnzp1M6NAhxwr9RUQEcw4dIig6mlo1arBlyxb69ev32ZtT\nCpOcKPVSQHtgATDhVVln0nOWAuwAXCkEpa5Wq5k2bTpLly5BKtWhcuUv6dZtNhcvbqR+/fooFEo0\nGjU6OnoMHLiaqKgALl7cTEDgQ1LlSYglYuzK2dHl5370mtxLsJsLFAhJ8UkMqDiQhKgEvv9+DlWr\n5s1Hu7AJDHqIoVSDqaEBfrHxuP3zT7Y27jJl0mPIVClV6oN9arVa9ly/zp7r16ldpw4rN26ke/fu\n+S67QM6W9weBhYAJbxJPxwKvDV8iIOat92+TL+aXFStXsmXrdnyf+WBoaEarVsNxcmqIrm56MJ/I\nSH9CQ59QtmwdAgO9uHlzH9Ev/VEplejo61C+TnlcfnGhaeePs/cJ5J7o0Ggu7LlAjS9rUK1xtaIW\np9B4/uA5oxuNBo2YoUM3vTdiYXFELk9g6dJvM97r6+uTkpI1sYRSqURfX5/pXbvSstq7P9+QmBjS\nlEr23b7N/aAgNm7aJCjzHFCQ5peOQCRwH2jxjjZassv0+oo5c+ZkvG7RosVH5wdcs2YNEydMoPmA\n2Tz2mkvjxp0yZTlRqRR4el7A89EFjv/9G1qNBmNLY5p0b8zg+YMp5fThVYRA7lGr1Pxz9h+uHrnK\n03+eEhkQiTxJjlajRSQWo9Vo0DXQpV67eoxePfqzdg89v/s8SwcsxcjIglEjd74zuXJxJDk5jn37\nphIe7otEImXUqJEsXbo0W7NIYGAgnbp8i1qtpmmlSpnqNBoNu69fxzMggLsvXqCro5Phenjt+nXq\n1atXKPP51HB1dcXV1TVf+vrQnWAh0A9QAXqkr9aPAA1IV/LhQAngMpBdYsE8r9Rr1qyJp6dnxnt7\n+2r06jWfkydXERB4H3lKImKxGBtHG1r1aYXLVJeMDRyB/CUqOIpzu85x/+J9gp4EER8Vn5FeTyrT\nwcDAFCtLB5ycGlKrVhsMDMyIjQ3lxImVBAZ5oFIqMLYyoXW/VgxeMPiz+pzWTVjH0ZVHKV26GoMH\nr81zf2fOrOXOncM4OTWiT59F+SDhu5HLE/jtt65UqFCBQ4cOUqNGjXe2Xb9hPSN/Gkn1zu15dPwU\nF2bORCIWI1co2HDuHOc9PUlVpEeJrFevHkePHkVHRwelUkmpHJhpBNIpLJdGZ96YX5YCL4ElpNvS\nzcjepp4npX7jxg169+5LVFQUvXsv49atw1Su3JSHD0/j6+uGbVlbhi0dhvN3n5bNsrijVqm5feo2\n149ex+euD9GB0Rmrb7FYjK6uASYmNpQsWZUaNVrj6Fjrw50Cz5//w4ULG4mK8kej1WDraEvPyT3p\nPLxzAc+oYJnQcgIerh7Ur/8tHTqMy3N/7u4nOXFiGY2r2XHHOwI9PUN+GLqpQPzZ1WolK1f2JDk5\nlrS0tPduWK5evZqxY8cikcmwq12DkH/usXfsWHZcucI1Hx/EEgmJSUmcPXuWNm3afHKREYsThanU\nJ5K+SWoBHADKUIAujZMnT2bTpj8ZPHgtpqa2GeUqlYo/Ng8lKsqfYcuH0WN8j1yP8V8lKT6J+673\neXznMQFeAUQGRBIXEUdiTGKW1be1lSNOTg2pWbMtBgb543J2585hbt7aT0J8FGKJmHJ1yvHj0h+p\n07JOvvRfGMjlcgZVGszL4Gg6dfr5gyncckJAgAc7to/lq/qlubB+MM+Dovhi0DbiEhVMnXY21/7t\nGo0GN7cjhIc/o0kTF/T1TXn8+ApubgextDRh//591K5d+719JCcn06hxYx699eQsFouRiMXo6ukR\nHR3Nw4cPadjw3YG+BHLGZ3v46OjRo3Tr1o1+/ZZRrlxWW9y+fdPx8blJ2yFtmbxlcl7k/KxQKpR4\n3/bm0Y1H+Hr4Eu4XTmxYLElxySjkaaiVb8L/SiQSpDJddHUNMTSwwN6+ErVqtaV06cLZ3FSpFJw9\nux4v70vIUxLR0dehTqs6jFw9EvuyxfekZdDTIIbXGY5KoWHwoHXY2398Fp9/k5QUw6qVPXCwM8L3\n2JsV/+MXkVR12cDs2Zdz3fe+fTPw8blB69atuXnzDikpiZiamjFu3FhmzZr1UUfuN2zYwNhx41Aq\nFEgkEqwsLTlw8CDNmzfPtXwCmflslXpkZCS2tra0aTOcJk2yP3p88eIWrl/fQ7Vm1fn96qpcj/Wp\noFapCfQJ5OGVhzy995TQ56G8DHlJ4stEUpPTUCtVGTHdxWIxUqkOOjoG6OubYGpqi41NWUqXrka5\ncnWL3UZeXFwEJ0+uJCDgAUplGkbmRrTo3YIff/uxWNnfr/11jfnd56Ona8TIkbs++unl7t2/uXLl\nT2QyPfT0TDA0NMfU1JpHjy6gJ1UTeW4SOrI3K/J9Zx/Qe9ZfzJqVO6UulyeycuX3tGnTihMnTnDo\n0CHKlCmTp8xRYWFhzJs3j/Xr1wtmlgLgs1XqWq2W0qUd0NOz4+VLPzQaNfb2Valf/1vKl38TLdHT\n8wJHjiygUZdG/Hr01/yQu9hx+9RtFvdbQlJMIpD+oUukMnR09NDTNcLY2AYrq9KULFmZsmXrY2Zm\nU8QS5w1//4ecO7eOiIgXaDRqrMtY031Cd7qO7Fpk4Y6jQ6OZ3HYygV6B2NmVZ8iQjR9tDvHzu8eu\nnRNxLGGCrkxMfLKS5FQlaQo1ejoSvA+OwN4qc2TDOZsu8Ouft5gx82Ku5L5xYz937+4nNjYmV9cL\nFD6frVIHuHTpEiNHjqZu3doMHDiQPXv+x44d2+nSZSq1arXNaHfr1kHOnVuPy3QXfvg1/1OcFRVB\nT4OY1n4aYb5hmJnb0a3rDEqUqPRJxA7JL+7e/ZsbN/5HXFw4YrEYx5qODF0ylAZtCycMslqlZvZ3\ns7l9/DY6Ovp07DCBGjVaf3Q/cXERrFnTm8plzPA6MDrH1w2ae4j/nXvG1GlnP2q80NBnHDkyj5cv\ngwEYOXIka9fm3TNHoOD5rJV6dpiamtGt21wcHDJ7XRw/vpT7908zde9UWrm0yvdxCxN5spyp7afy\n6Ooj9PSN6NplGhUrNi7QMVUqBb+v6g0iMaVKVadRo+44OBSfg0MqlYILFzbj+egcKckJmJcwZ+n5\npZStlvOYIx/Ln7P+ZN/ifWjVWho06MbXX4/MVT8KRQrLl3XDSF9ExNmJSCU5vym3G/Un1zxfMnny\niRy1f/r0FidPLCch8SWWJnosGNECb/8YVu93o2qVygwaPIQxY8YIR/OLMf85pe7kVBFTUyc6dcq6\nObrtz9EEB3ux9p+1VKpbKZurizdqlZrlw5dz/s/ziMVSmjfrT/PmfQtl7O3bfyY46D4VyljgFxpP\nmkKJSCRCX9+MEiUqU79+JypXLtgbS06JiPBl166JJCfH07R7U2btm5WvZpkbx2+wpP9SUuKTKVu2\nDr17L/5gMvH3sXLFd6SlxhF2egLmJh+3l1G37zp8w2H8+IPvbefmdgxX163I5UmUsTVmw5T2tG/6\n5vhIaFQCE1ad55/H4SSkqBg9ZhxTpk59r3L38PCgQ4cOvHjx4rPMMFRc+c8p9TFjxrB27Tpmzcre\nxrhyVQ9S5LHsC9mHmVXR5HLMDYfXHGbL5K2o0pRUrdqCLl2mFZqZJTIygA0bBjJriDNzf2wBQEqK\nglX7b3Po4mN8AmNISVWQnpnHnO7dZ1O2bNGmfwM4f34Tt24dQEdfxpRdU2jWrVme+gt6GsS0DtMI\nex6GhYU9ffv+lmf/8C2bRxAW5oP7riHUrljyo69vNXwbrg9CGD16b7Z7JefObcL97lEUyjSqlbVk\n9/yuHxxn37lHzN16HYVWl6fPX7wVUjczRkZGJCcn07NXT/b9T4hkWlj855T6hg0bGDVqNKNH78bM\nzC5LvUqlYNmyLsgMJByOPFzs84jeu3SPX3v+SkJ0Avb2lenTZ0m++YPnlOXLeyATJxFz4d2uoSqV\nis3H7jF/23XCohMpUaIqAwcuy0iUUFgoFHKWLOlEx46TqVOnLSkpCWzfPpqoqEBsy9lRtUkV0lLS\nKFmhJL1+6YWJ+Yf/L+VyOdM7zsDj0kP09I3o1nU6FSo0ypOcrzd7w8Kesf/XrvRom7uboEqtwrrN\nMuRKMT//fAypVAeVSsGxY4t58uQqGo2apjXs2b/4+yybrO9Do9FQtus6Jk2by6hRozLVHT9+HB8f\nHyZPnoy5nTkJ0QkcOngIZ2dnId55IfCfUuqBgYG4ubnRv39/UlPT3rlaj4uLZM3a3tg4WLPq2iqs\n7K3yVY78INQvlKnfTCXEJwRTMxt691qMjU3B2Yffxe3bxzh79neu/TGQL2vnLADV7/tvM+n3C6jU\nWpo06UPr1oMLWMo3HDq0EC+v85iY2DJ+/JvVo6fnRY4c+RVdmRSFSsXrr55UR4pVKSuqN6tOl1Fd\nqFw/c0SLtePWcnztcUSIadasH87O/ckNKpWKu3eP4e7+N7ExIag1aowNdJj9Q1Mm9s2bD3fkyyRK\nd1qJvoEF5halCAh4iFgEnb8sz66532NomDvTUKuRe6jdrDPLl79JhvHaRbFUzepE+vmDVgsiMDA0\nIjH6JYbGRtiXLIlTufJUrVyZVq1a0bZt23eMIJAb/jNKvVOnbzlx4jgApqZWNG8+iLp1332Kz9//\nIbt3/4xarUIik2BRwoIqjavQcVhH6n5VN9/kyilqlZrzu89zYvMJ/B76k5aciq6eAZ07TS6y8Kwq\nlYrFi9tTq4IV7js/Lua3SqWiw/i9nLvzArFYgqlpCapUccbZuU+eV+/p8e+306rVsCwHYxYu/AYb\nO11CguKZNOmvTE81c+e25OyPfRh96CTRWkN69vyV27cP4h/wgMTEaFRKBSKxCCNzYxyql+H53eek\npqRRqWITvvtuzkebu1JS4rhwYTPPnt0iOSkWgBJWhnR1rsicoV9hZZF/yZHvegfxxaA/kcnE/NCp\nJqt+bv9RG67ZsWTnTeZuuUqjL76gXv0GNGvenIWLF6PXrCHtl8zN0l6lVBLu4UWw+wPu7fgfATfd\nqFSlMk+8H+dJDoHM/GeU+vz5vzJ37hzUajUSiRQLC1vKl29M27Y/vfcARFxcBLdvH8TX9x/iEyJQ\nKtJABIamhpSpWoZm3zWj07BO6Bvmvxnhyd0n7F28l0dXHxEfHQ9aMDAwwd6+Ks2b9y20k5vvIiLC\nj40bhwBaJGIxxoa6lLYxpn4Ve7q1rMLXjct9UNFFRicxd6srx689IzQ6CY1Gg46OAba2FWnSpEeu\nNldv3z7I2bPr6dVrYSavn6SkGJYv746OrhRFmirba++O/4HeOw8RrTVk9OjdmeoUihTc3U/i7e3K\ny5eBGBtb06/fcoyMcm5SCAry4vLlrYSGPCZNkYpMIqaygznDu9VjWPcGeVa070OlVuV7/x7PI9hz\n2oMHz6PxehFFSEQsNXp1p+//tmZpq0xN5fHfp7m9djPhDx4xYdxYZs6YKWyi5jP/GaX+mqtXr+Lu\n7o6ZmRmDBw/G0rIE5cs3pG3bkUgkH/5yqVQqHj48i6fneaKi/ZCnJKLVatE11KNh+waMWTsGc5vc\n2Q0TYhPYs3APN4/dJNI/ErVKjUxHFyvLMtSt26nY5qeMiPDj4cOLBAU9Ii4uGLk8AbVaCYBUIsHE\nSBdHOxMaVS/J962q8WXt0u+cx7k7z1m84wb/eIeTlJKKnp4xv/xy/KPk2bx5KBJJGvr6JejVa0lG\neXx8BKtWuWS8lwLXxrwx/Zga6FLF1oZKv/6erVLPDSqVinv3TnL37lFiYoJRq9UY6ctoUqMEM4e0\n4Ms6hW8yKygqf7+OZ6FxTAt9grFVusky0ucpaoWSx3+f5uz09MN9PVx6sm7NWqysip9Z83PgP6fU\n3+bgwYPExMSwZMlSTE2d+PbbqbnqJyTEh4sX/yAoyBOVSomZrRnfDP2GgbMHvnejVa1Sc3bHWU5u\nPom/pz9pKWmIxRJMTKypWLEJzs79MDD4dDxw/k1AgBdeXlcICfEiPj6M1NRE1Or0FbJMKsHUSI/y\nJc1oXKMULu2q80W1zOFVffyjqNxjPWPG7MXcPOumdnZ4e1/n8OE5tP6qJRcuXcLI6I3Hh1arJjEx\nipZVq3Lfz484uZwrI/ozZP9faN76rgXHJ2FkVuL/7J1nVFRXF4afqXRBQFBAARVi+exdo2LvsXdj\n1BhNbDGWxN5rbLFrYu+KUexix4a9iwgqIB3pDG3mzsz3YxREQNGIdZ61WMK9p80F95zZZ+93v7NR\nT7lwTwkAACAASURBVElJ5NSptfj5nUehiAUtFLYyoc23JZj+cxNsrN6fW+VToffkvWw+coe+x/ZS\nqkkD4Hm1MakVAIXt7HB2dGTZsmVUrvzh3ZdfE1+1UX+Bp6cnHTt2YdSoff95LD8/b46fWEVMdDAA\nDqUc6DOtT4bEr+81X7bN2sa9c/dIjEkELRgZF6Cow/+oW7cnDg5l/vMaPmUEQSAw8DY+PmcJD3tI\nQmIE6ekKNBqdUJhcJsWygCGt6riw4veWmLrNoVTpJnTo8Mcbx46MDGD16v7Ym5vSqrQLd8MjiUtN\ny9LmQWR0xvcmEjHdKpVl3bV7WFkXzdKuRo1OVK3aJs+vKzT0IadOrSEs9D5p6alIJWJci1kwoG1l\nBnetka9ulY/NjLVeTFx9hvoTRtFi2nj8PE8S/egxT06f596eA4AuWkav8/Jh0Bt1YObMmUybNoM/\n/jj0Vopzr0MQBC5c2Ma16/tQJMUilUnRarUvuVQcqVr1O8qXb/ZJulQ+NIIg4O9/BV/f84SF+RIb\nE4RGqwFALjNi7LjDOfZTKlPx9Pyb+/dPkJ6uoHABM4InDsvzM+28djseDwIYP+FYluunTm3k/v1T\nDB26Mde+N24c4vLlf4mNCUZQC5gYyahZtjDj+9WjQdWSeXzlny+X74fQesQOouOSKdO5HT/s2kDI\ntZssrabbqcsNDBg8eBALFyz8yCv9usjPcnafDcWKFUMk0snxGhubY2tbnFq1/pvOulQqpX793tSv\n35uUlEQ8PZdhZGROvXrff/A48s8BqVRK6dK1KV26dsa1s2e34+W1DqUqNVv7mzePcdZrE/EJoYhF\nYira2bK4Qye+LZ41rPJuWBRHH/hzNTiMR9GxhCcpSExXkq4SUGt0bxoiUfY38suXd6JUphIa6o+9\nvU4aV6lM4eTJtfj6epGUFItWq8W2oDG9m5di+uBGbxXn/TmTkqKkweBNXLkfipldYYaeOopDxXKk\nJydzedU6AGrUrMGB/QcoVOjLLUH4JZKXdwJDwAswAOTAPmAsMAXoDzx73m4scPSVvh9spw5w5MgR\nhg0bTnT0MxQKBbVrd6d8+SZYWX0eZbRCQny5des4rVvnXezpc0Gj0SAWi4mKCuLgwUWEht5HoxEo\nXMCMEfVqMLpR1qLgfbd5sPn63QyjLRaLkRvJkMplFC5RGLuSdrhWdqVSo0p4LPfgzJazjBub+ecX\nGHiPjRuHYiiTUdC6JAMGrCA+PoplS3sAGlwcLOj3XQV+61nni3ar5MSIRUdZvPMqIpmUFgtmUHew\nLpRVo9GwrFoDZAkK9ri7U6nS51Ow5EvjQ7hfjIEUdDv78+jK2jUCkoDXfS77oEb9pUnZsWMH06bN\n4MmTxxgYGFOkSEnUajXp6SkULVqWpk2HvHmgD0RQ0H327p1JQkI4AN27z8XV9cupHqNUpnL06Cp8\nfE6Rnq7AWC7nu7IurOzUEgvjnHVQ6i5Zx7Vnz1jgtYCS5UsikUoY1WQUt07cov+8/nQblRkBs/CX\nhRxedRiJVIpGrUYsEmW8GbxALJah0eiieQwN5EjEYqQSMTKpGJlEjFwmwkAuxUAmwchAipGhDGMD\nGabGcsyM5RQwMaCAiSGWFoZYmRlTqKARNgVNKGJVAOuChp+F++3QBX+6T9xDUnI6pdq1oveuDUhe\nWrfnxBmcmjGff/75h/79vxyl08+RD+F+SXn+rxyQAHEv5n6XSfMbkUhE9+7d6d69O4mJiXh7e+Pl\n5YVCoWDr1q0EBanfPMgHID7+GevXDyUxMRJjc2s6T9nN4cWDOXx4Ma6uWz/28jh3bifffFMLG5ti\n79T/xg1Pzp3dRHxCmM69Ym/L8g5dqOlcNFtbpUrIUhiijG0hLodFZIiyjWoyilsnbyEzNuL4phNZ\njHr/Wf0xNTdFrVbz74J/aVzCEaVKxenAUMqX/4m4uMcULlyZtLQERCIRgpCKUqlApUpGpUpFEFJR\nqNKIT01Do1ai0SrRaBRoNAIajYBWq0ar1bz0pQWyb1asLUy4v+1nbKw/rciYqGgF9QdvwjfgGZYu\nxfn9+D6sHLP+Dm5s2cmFBcvx8PCgbdu2H2mlet4HeTXKYuAGUAJYCfwOTAb6AgnANXT1S1+tU/pR\nduqv48SJE7Rp05bBg7e8VcJJfuDr683u3VNQq3XV18USGSKxGLUqnR9/XIGDQ+mPsi5//yu4u09B\n9dwPLpUaYGdXlsaNf6Jo0VKv7fuqe6VIATNGutVkZIPaufZ5EB5F2T9XcmHoD9Qq7gTApiu36LNj\nP8c1xwFobtgCIV2V0eeY+liOB+LN5M0YXbcms9s0xnr8n8SmpuHs3ISuXffmW6UnQVASEXGPzZvc\n0GhSOLiwK81q5Vze7vL9EK7cC2Vo13evOvQ29Jq0h22e95AZG9F+3TIqd+mQrc0Tr/Ns6/QDQwYM\nYNbMWR9kXXpez4eMfjEHPIExgA+Z/vTpQBHgx1faaydPnpzxg5ubG25ubu+yzvdK6dL/w8amMg0a\nfDi9kjcREHCHe/dOExrqQ2SkH82bD6NGjfYfdA2CoGTDhpGEht7DwqI4P/7oTUpKDMeOjSA4+BxK\nZTISiRxb25J07DgeS0u7V/oLzJzZFNBS3s4Wr8G9c3WvvMy4fUeZfeYypQtZ4jNOd54QlajAdvIC\nDigOZGT6ntt3jh1zdvDw0sNcjXork1Z0KuXKlu87IKgFfvc4ynLvW6g0GkqUaEHnzu7/ybgLgoBG\nk4Zcnn03LghKVq+qSnTMXUb1qsW8YZl6KGdvBtJjogehUQkA+O0egksxq3dex5vYcOAmv/x5hHSV\nQOX+vemyenGubT0Gj+Lu5p3cvXMHJyenfFuTntw5c+YMZ86cyfh56tSp8AFDGicCqcD8l645AQeA\ncq+0/eR26gB///03v/8+Hje3/ri61voiIll8fb15/Pg6rVq921nBlSsH8PRcAkDTpgupUSP7YW1c\n3BNWrCiLIKRRo0ZXmjf/OVsbP78rHD78FwkJ4RhKpfSsUo5VnVq+1udcZ9HfXAmPQlCpmdHcje23\n7uMfHYtSULP+4XqKumZ317wg5FEIGydvZPzW8QC0t2xHNetCnByUKcolqAWG7z7M31duI2jh559v\nYWPz6p/qmxEEgUWL7EhJiebbb8fSqNHMHNvt3TuQO3f+ploZe6YPrE+faQeIiEnCxKQIrVr9wz6P\nnjjbyXmwa1C2vmeuBTBswVH6tqnIbz3yLq+gVAr8ufkCm47cJSAsHkFQU7hSeQac3IfJG1QVD/8x\nGa8/FyMSiUhOTv6k6sF+reT3Tt0aENC5VozQ7dSnAveBiOdtfgOqAT1e6ftJGnWVSkXfvv24ePES\nERHh1KnTi9q1u362iRU+Pudxd58EwPjxx97q0E6hiGfdumHExQVjZ1edvn3P5VgM4vLlpRw7NgKA\nFi1+o2rV3IXUQHdesGfPLEJC7gBaqhe1Y9v3HSlund3A2E74E4vSRfG/4Y9Wo8WySEGqtqhG70m9\nKeyYexZqyKMQ+pftj6AUWOuzFsfSjnQr2g0HjZSbowdmay+oBWwnzkdk5MCQoY/e8GSys2JFOaKj\nfXB2rs6TJ5ewsvqGAQNu5Ljzv3NnFx4ePdBq1ZiaFuW77zbg4tIQgCtX1nLkSH98dv5CaWddtuyp\nKwH0nLKXiOgkDEwLkq6Iw8TIgKkD6jGyZ86uq5u+YUxcfZrzd0JJSEpFJBZhZm+Ha+tmNJsyhgI2\nea9Tu7F9T3w8DmFn54CTkyPm5gXYuXMnZmZmb/2c9Px38tuolwM2ovOri4HNwDxgE1AR3YlRADAQ\niHyl7ydp1F/mzz//5I8//qBPn8U4Or6/og++vuc5cvgvEpNikMsMsLEtSZ063ShV6tv3NgfAo0fX\n2bp1NFZWrsTEPOS778ZSqVLeZFCPHVvDpUvbkUoN6NRpF66urbO1USiiWLeuFnFxT7C3L0efPvPf\nqgKQIAh4eq7i9u1DqFRpeA3+gXolnbK0kY2cTrvfOnD4n8P8r/7/mLX/zX7d+Oh4utl3w8hQilIp\nULN9HSZum0jfsn2RRiTxZOKvOfbbce0W3bfu46efbmBnl/eQvR072vPwoQddu86iVKla+Pp64+4+\nGYlEyqhRUTm6YxSKaFJSnmFjk/1sZM4cSxxtxSwd3ZwfpuwnIiYJU2sHvhuzEZcqDYmPCmHHxPZE\n+l3D2NCAyT/W5fcfMsM+XTstx/9pNDJjY2wrlafe8F+o0OnNB5yK2Fhub92N/4nTRN33RRERhTI1\nFa1GS506vShSxJk7d47j5+dNlSrVuHbtSp6fkZ73hz6j9B3RarUULGiFg0M52rUb/5/Klb3g7Nkt\neF/cTlp6Co7mZoxuUBPPB485HxRKXFo6IpEIM1MrXFxr07Bh3/+sC3P9+hGOHPkr47BVJjNiXC6Z\nmy+Iigpi48YRpKTE4urals6dd+e6u5871wJBSKNLl2m4uPy3MMvZs1tRq2ghzgzpw5lHASw4ewWN\nRsPh+34UsDQlMVaBQykHNjzY8Maxgh4EMaTGEFKTMpOaTmhPMPTboUTfeUrUtFE59hMEAdMxc1Bp\nxVhZuWJqWgQLC0esrEpjZ1cFe/vq2Xbehw4N5tq1FZib2yKRyClVqh4NGvRBo1Exb1575PIC/PZb\nWK7PUBAEIiKuExJyiaiou8TFBRAVdY+UlCiALMb8VXTGvQORfleRSMRYmhmRkq4iOVVJpw0rqfZD\n9xznTIiI4NbW3Tw+5UWUz0OSo6JRpabqIndEImRSQ4yNC2JlVQwnp4pUqtQ0S+BAcnI8S5Z04/79\ne5Qs+eVn1n5q6I36O6LVarGzK4qb2y98802dN3fIBUFQcuDAfHzun0atFqhiZ8OmXh0pXSTrx9/U\ndCULTp5n6817PIpNQNBoMnbxtWp1RiyWEBh4m2fPAkiIj6Rs2QY0aJi3w9zY2DB27pyMubk1PXrM\nzrWdh8cCbt8+iERiQK9ex3Byyr14w759/bh1awPDhm3LsxjXyxw5spQbNw6g0ahxcalJamoa0RH3\nSJ47lpH7PFnkdZkXfx/Vaztw42oYZpYFcI/Y/dpxBUHIMKCJcYks+GkBgXcC2ei3kYntJ3LP8waJ\ns8Zk66dIUWI56U8EjRZTk0Ig0qJUpiAIyuehi5mx7SKRGFPTIrRvv4Vr11bh47Mzy1gikYgiRcrQ\ntu3vrFrVFzMzeywsnFAoIklLi0OlSkatVj7Xw9FmjCkWS5FKDZDLjUlKiqR6pxG0GLyANxEfFcri\nrg5YWjoCYpKSwlGp0jA0L0CZti1JCo/k2cNHJD+LRkhLQ6vVIhKJkckMMTaxxNrKkeLFK1OuXENM\nTfO2kdi8+Tfc3Kqwdu2aPLXX8/7QG/X/QOnSZXFxaUnlyq3euq9CEcuuXVMICbmHGGj9TXE29u6A\nuVHeoisuBwYxy/Ms5wJ1u3gAmViMiVyGmVxGcKKCDh3GU65c47deW24sX96P2NhgNJpMLXKxWIJE\nIkcmM8XIyIoCBewwNi7E/fs7qVixNW3bjszz+IIgcOTIYm7fPopGI+DWxJkidubs2nIHQa0BLezv\n15Ul569ywu8JTxOmUsx8MvHauYwY5M7mtbc4kp41MVmpVLJjzg5ObT1JREAEakGTEer4KosGLeLE\nGk/S/hyf7Z7bsg2cDwxjzJiDuX4qS0lJIjTUj7AwX65e3UtycgwymTEqVQrzv/+eUZs3Z7SVy00Y\nOdKdx49v4uExE7FYioGBKcbGFhQoYIOVlT2FC5ekaNGyWFhkT7WfOrUhZRt0pYhr3hQPT6z+nR49\n5uPiUgWAwMD7HDmymOiYQKRSOSYmVtgUKk7x4lX43//qY2z83/zhFy/u5PjxVaSlpWFgYPCfxtLz\nduiN+n+gTZvvuH7dh169FuY5CiYkxAcPj9nExIRgLJMysEYF/mzX/L2nm9de+DeXQiIYOnTLfy5+\nnBNKZSpPn/oQEvKAqKgA4uMjSE6OJT1dQXq6AoDJk0/nebxz57bi5bUerVZD05YlWbujJybPwxEF\nQc3IX3azcc2NLH1eNuqPHz2jist8dkfu5qnvU7bO2IrvlQckJ6QgFouwczAjJjoFubEx/z7bk+Ma\nts/dzobx6xHmT8xyPT4lBcvx86heoxvNm2c/RM0Nf/8r7N8/D4UiOsv13r3/wtm5Qp7HyYm5c9tm\nPOe8IBKJGDx4U7ZQ0vxCo1Hzzz8/0bFjS5YtW/ZB5tSjQ2/U/wPp6enUqfMtN2/eoHjxynTuPC3X\nUmy3bnly8sRKFMkJFDI2YlZLN/rXyb90fkEtUHjiAhRqEaNG7//gqegv9FpeRaGI5cKFnTRr9kuW\n63PmtMC5hCmnrw3j4YNI4mJSaNAka7JSGYe5hIXGckJ7gsaixlmMOoC1bCxqtRatVoupmZzK1ewY\nPKIezVqVJSoqEVfbmQxdPpS2g3I+FPTa7cX0ztNRzRuf5XnVXbyOS8GRjJ/g+c7P4/Ll/VSp0vy9\nnL18Lty5c5y9e2fh7++v961/QPQqjf8BAwMDvL0vsnfvXrp27UpaWnI2o378+GquX91LuiodF0sL\n1vTuTT3X/K92I5VI8fljMPbTFjF7VjPkMgPkhiaYmlpjbV0Ue/syuLhUf+MuXqlMISoqkMKFXd/q\njSEngy4IAitW/EBqqoLk5Bg6dJjw0jxp/PpHK65dekrbxmsxMpYSmjQjS/+w0FgA2lrqMhtrl8vq\nTx43rSFJSekM/6MR5uZZfw8/f78duaEsi0E/uuEoLpVdKFG+BADVW1VHJBbx615PlnfWudRiFSmc\nDwymdu2eeX7tr7J16wQePbpASIgPHTtm99d/qZQv34Tz57fQr9+PnD3r9bGXoycPfPVGXaPRIJPJ\n6NSpEwCLFnXG3q4UzVsM5fz57Tzy90ajUVO7mB1be3fC0erDSgvYmJsSMGEo6y9e52ZYBE9i4olI\nfIp/1CPu3T3BkSO6T0ISsRiZ1AC5gQkSqZz0tCRUylQEtZBFpUQqkWJkZI51oWKULFmDihVbvFXy\n1fr1g1GmJTO4ZiWWXzqJs3NlKlVqSUjIfbRasC1SgLaN12JnbUpIVBJxcckULGiS0V9uIEGp1JAc\nlwhAyNNEjIwzK0uNGNskx3kFQY3XyQAa984M14x8Gsn8vrocOLviRZi4exIulVyo0rQK/5y4yfLO\nrRi9/xiLz15BJjWkSZN3E6l6YdBNDQ0JCLj6TmN8zhQsaM+9e/c+9jL05JGv1qgvnD+fpUsWExgc\nQnBwMO7u7hS0sMBYqyYp5glr1w5GJhbT9X+urOnRHiODj/eR26GgBRNbNcrxnlIlcCkgGC//J9wO\ni+BxbDwKZTJFC5tTxrYkNZ0daPqNKzbmppx/FMCO63e5GBhMQLgPJwNvcfz4KsQiMYaGJphbFMHR\nsSKVKrXAxsYp21xHjy4jLMwP994d6FSpHDfDIti/fx5Xrx4gMTEKmUzM7m030Wi0hEfrfMU/9djG\n7iM/ZYxRtrwN/o8EkhNimDKnMb+Ozvl1vcqUMQdRq7VY2FhwYOUB2vzShomtJ2BmIGdNp1YM8TjK\nL5V/obBTYeq0r8O1o9cQ/TYVEFGsWAW6dp321s/9BboEKlCkpQFppKUpMDR8P6JdKSnxPH16773n\nL7xPZDID4uJi+eWXQcyZMxtzc/OPvSQ9r+Gr9akPGTQI9y2bsTYzISg+CY0g8FOtyixs0wSJREx0\nkgJrs09LbS8/CIqJY/Plm5zwf4JvdByxKWmoNBpEiJDLDTA1tcbO/husrZ04fXotg2tUopqTPeOP\nnCE0UYFYJEFuYIFSmYiRsYjQpOkkJ6eydJ4Xf04/Q90Gxdl3YkDGfDMmHmbBzLNotVqC4qdkc7EA\nxMen0KPtJm5cCaFhMxc27OrOD122cmSfb0abTY830btEb5a1a8Lg+rqMy90379J18160kBEqOXq0\nB8bG2Y3QhQs7OH9+M+npqRgaGmNr60KNGh1zNa5hYY84c2YT/v7nGD1673urOzt/fluSkxOxtS1O\n//4rP6q//uHDC7i7T8PNrQ/ffps1/v3x42ucOLECZ2c7Ll48/5FW+PWgPyh9B65evYpbvbps69GW\n0IQk6hZ3xKWQJXKJJJsvOSE1hY5rdnBgQK+PumN/E6npSv6+cJWdt+5xPyqW9mVd2PB9p3caZ9v1\nWxy858ft8GeEK1JIEwSq2dtyZdTPFJk4jwhFCgYGZjRrtpRy5bqzaVMjFMnXCIiZ+tqxw8MSKG0/\nC5lMwjNl1szR+PgUurXZyOULgYjFcuzsyhAaehfQYGNrRkR4ImOC7jLHsRxGJobI1RriZ2ctNF5g\n3J8kpabSqXtFdm+/lSV6RxAEjh9fyc2bB1CpVJSvZEvPvlXx2H2Xe7ciSUrUJYcZGZlhZ1ea2rW7\n4uycf4Ui9u6dyd27J5i1qAWTfj+GRi2iQ4cJlClTP9/mfB0nTqzmwoUdAIwZc5DExGju3DmGk1Ml\nnJ0rk5ISz7JlPTlz5jQ1a9b8KGv8WtAb9XdkxvTpTJw0Kcs1iUiEsDDzWkJqCsWmLiYxXcnkxnWY\n0ur9xYz/V+KSU1h85iL77j3ELyaeFJWASCTC2NAU0wKFiIx8wu1RP1He/v2HwK29eIXpxy4QlJCY\n5Xq0auYbD2OtZGMpYmfKvSBdLHlsrIJubTZx1TsIiUROtWqdadpU5/8WBIEDBxZy965nluSgb6wL\nsr9/N1xtsyZ42U/9i7D4hIyfJ08+jSAo2bNnFn5+59FoNdR1c2TN9p7Y2GQ9S1AqVWz45xI7N9/A\n9140yclKRCIRJibmODiU59tve2Bv/83bP6wcCA6+z7p1Qxg6qjbT57UlNTWdprWXc/dWJI5OFenV\nc95HiHZS4+n5D1eu7Mx2z9GxHEWLVsTbeycajRIfnweUKvV6GWY9747eqL8jx44do2WLFnzjbIvP\n43BWdGrJoN2H0S7KlAu2GDMbhUrA3NiIQgYyfCfkrCnyIQmKiaP0nOWkCpnFPoyNzSlTxo2qVdtg\nZeWIVCpl/rx2WEjVhEzNPXnoWmAwKo06Q8f8bZGPnE61ml2oU6cH8+e3o0adYhw998tr+7RyW075\nynZYWhZg3+673LsdjlQqp3r1zrkeZh48uJDr1w8wfHgQf/3lmOV3lBPO0xcTrzHB3Nyap0/vIJGI\naNOxFCvWd8PIKG+JNMnJqaxech4P97v4+caQliogFosxNS2Ik1Nlvv22J4UKOb55oFcQBIF589tg\nYyvPeGN7wd/LzzFm2CGsrIoyaFDuBbPfFqUyhS1b/sDRsQKNGr3+wDg+PpL9++fh4FCGSpVasGTJ\nqzp9Oi5dukSNGh9GF/5rQx/S+I6YmZmh1mjweawrI7fozKUs9wW1QAEDOYnpSmIVycQqoPu6HUxo\n3oCydrYfY8kAFClgRpfypfB7FkOkIoX4NCXJSgU3ru/n2rV9wPO/BpGIZK2WYpMX4DWkL86FLDPG\nOOsXQO/tewmKT8JQKiF13oScJ8sBpUpg+/Xb7Lp5H5VGQ3p6CsbGZjRpMphjx5Zy0OMerdv9L6N9\nSHA8w/rvRa3W8tAngmdRSVzweopIJMbQ0JQ6db6nceO8ySG4u3fN8bqgFph29DSbr93DybYQYQlJ\nKNXxpKVFMnBYDWbM/w6pVJJj39wwMTFixNgmGRE5cXHJLF/oxcE99/F9eIo7d44jkUgwM7OmWbMh\neT7s3L59LIIqnVNXs7/ZtutcAc+DPpw8+oTZs1tSrFgFSpasSrlyjd7Zj3/q1FouXNiGRqNBrRbe\naNQfPbqMVArBwbe4ft0DIyMT0tPTnkseZBIeHv5O69GTv3zVO/XAwECcnbPHm7+6CxTUAn+eOM/4\no16IxRI0GjWO5gUInPLbh1rqW/HkWQzegU+5FRLO/LOZIXg2JkbMadWASUfPEpKowNK2ID8v+oVZ\nPWbxT6cWr02kuhEUQs8t/xKUoCBVJSASgamJAUmKdKpX70yLFjpt8GXL+pCkCCVMMTXDfeB56AFd\nW2/IGEskEjN06Na30pOJigpg1aoBaLU6eYOXf0dNlq7nVECw7jq6+Hq1Wo1YDLHquXme420JD0tg\n6fzTbFl3A0ElZ/To/W/s4+t7np07JzJ9fnOGjmyQ5V6HZqs5dewJUokYQa3B0soQpVJDSrIKjUaL\nSCzCQG6Io2NlOnWa8kb3THDwfXbuHEtychLNW7tw6tgT/ve/FrRp83rZhx07xmBra4CDgwN797pT\ns65Oz16RlM79O1GkJOsqUEVERGBr+/E2N18y/2Wnnj275CvCycmJTZs2MWfOHLp21e0AxSIRATFx\nWdpJJVLGNXPDRC7D0EwXp961Qs7+xKWnL2Axdg7V5q/K38W/huKFrOhZrRKzv8sqwRufpmSx1xVC\nEnXhhkmxSaz6bSUAg/a8PtMyPDFJd2Cq0hlVA7kUKxtd/PnLb9z9+i1FpdTQqsE/GdfUap0vfM+f\nXbAwM0ar1WQx6FFRQUyf3pTY2LCMa0plKosWdefCBZ24l42NM5MmHcfCwp5iBbNGszyJi0ej1WIg\nlaLValGr1fSsUo5Xak+/d4rYmTNrYTtGjq9Patqb0/0FQcm//06jVNlC2Qw6QJ+BNRGJwNzIGJEI\n/CImEZI4nVj1HPwixzPnr5bUa2iPv/9F5s5tyY0bh3KdZ+26IaxbNwTzguB971d2HOiPUqmmZMk3\nZ0ArlelYWVlRokQJrAuZs9dzIHs9B3L84jDCFDOYt7wtJiZG2LyFXrueD8dX7X4B+P777wFd4Yx9\n+/aRlpZGqTkrqO7owMwWbtQrkekzrVykEOeCwvi9XnXmtm+RZZx5x7yYdvICCqUKC8eiXAsKJipB\ngY35hw+LXOHlzbQT54lSpGRc29C1NT/U1AlBCWqBc48D+femD5efhpAqk5KqEnKVBQBoVa408bN1\nuuBn/QJYe+kaF4NCAYiLC8lol8UNs/curduX495t3cf0Dr/vAkAiyerTvnHjCBqNih07pjBokeY1\nbwAAIABJREFU0N/PDXpX0tKSuHLZnTp1MiN4EhMj6VI9q+7940m/EfAslp937uPY46fv9Mz+C30G\n1Gby78eIjHyMrW2JXNutWzcEkUjNycuDc7z/XYcKbNgFfbpsw7qQcRZ3kY1NAQYOrcfAofVISEil\nXePVHDgwn3PnNvPDD4uxsNDtmL28NnH27EYkEpi7pBUDh+pUOIMCdNo1Li6v94F7eMwhIOAWySlP\nuHXnIpWq2We57+/3jIteAdg7FPlsi8p86bzJqBsCXoABIAf2AWMBS2An4AgEAl3IXnT6s0Imk5Ga\nmopSqSQuLo4fevWi/rINBEz4FScrnS9zz4/dafv3NiY1z5owU2P+Kq6E6uqDONevQ7mObTk8agI/\nbNnNkcF9cpxPUAvsuenD2ss3iE1Nw/u3/m8UBItKUPAsOfmN/vzT/gFEKlKo0qQK149fJ3LKyCxv\nLlKJlAauJWng+m5aHvVcnTNkEuQjp2dLVKpVqwPXrx+gX7cdhCWXRi1oEYslTJx4IsfxgoPvIpbI\nePbMn/j4KNavG0paWhJVSxfhum9ERjt//+toNALjm9TNNoZzIUs8h/TNCGn8kJz0fADAgwfnXmvU\no2OCaNbaNUPkLCfadqrA0QvmGBjk/iHa3NyI01eH43XKj94dt7J4cTdKlqxBeLgvyckJNG5enG37\n+iGXyzL6HPC4i1gsemMc/O3bnvw0uBrzlmUNhQ14EsOEEYc5ffwRlatUZtTIdyubqCf/eZNRTwMa\nACnP254HvgW+A44DfwJ/oCtE/UUIYsjlcmxtbTl09ChSqRTnGYsxNzTgyIBe3AkJ5WJIOA1XrKdH\n1QpUcihCaVtrVndrw7zj57kZHknIpascPHsRjVbL0UdBGeMqVQJrLl5lx8173ImIISFdJ7VraGBK\nujKZTmt24DGwV67ruhMaRtWFazE3lPNs5h+vfQ3u/XtQ7681nDt+HWO5LMOgp6Qp6bLJnaMPH2Mg\nleI97EfK22d/g4iIV7DfxxfvwBB8I6MJTUwiPi2N5HTVc53uzB2aRqslJSUpS//p05tk6Ihby8Yj\nEoFIlPufWnx8OLYlKxAd5MPOnZOoULElN27s59oD3Q7/0qV/qVq1Le7uE3CyLEgxS92bbPEZSwiK\nzbqX0Dx3Be29++C1z+h9IAhq2jddzbnTQdjaluDbb3OOEnmBmak1925HvLYNQI1aTnmav35DV4Li\npjJuhAd/L72MVSFjPC/+yv/KZw9hvXwhEJnszVE/IrGI4i7WANy5GcqMiceoVdeJ6eM8qe9WlxMn\nTlGrVt5rp+r58OTF/fLiM7wckABx6Iz6iwyJjcAZvhCj/gKJRIJWq2Xw4MH4PnhAk7+3kpyWBsCV\nkAjCtWLSzl7hWWwcPmMGsbVv1qiMwJhYNl69zS879rH55n2SlbrDJYlYhm3hSjSqOZzSpTsjlUo5\nfnwM+y7O5dGzZ5QslF13+3JgEN8u3YhEIiYhTZmn9Z8d3p/WqzbhVNCClDQlnTe5c9T3MRKxiD4t\n/4fn5QAqLljForbN+LV+ZiLJ9aehVF20BrEI5DIJBUzk2FoZU8W+EOlKgSOXgpjR3A1zY0MAhv57\nFEPDrD5ujUagWbOV3L27ibAwbxo1GoKDQ+4xzWlpSXxTogKpiTFEhD9k4MBVNGz4A4IgcPbsRipX\nbsX27RNQC+lc/y2zIHZkooJvChemRcWKGdeWHjuGSq0mRSlgYvJ20S5vw7nT/nRpvZH0NDXNmw+h\nRo2Ob+xTrFh5fHxy1oH/L8xa2I5ZC9u9to2/bzSGhm/W+JFKpFw6H8i/O5Zz7ZLOlXXskC6T9+qV\nqzRs2IB58+czZLB+p/6pkhejLgZuACWAlegKTtuSWY808vnPXyTLly8HwM/Pj2++0SWedO3alR07\ndJl3JZydabxqC2qlEntzMyQiMeOb1qVthbJMbt6AP/YewcrIEKlITKogoFKrCAu7wp49PRCJeiIV\ny5DKdAbSZdYKPPp0om2Fshnzn/ULoOGqzRQtXICNU9pRf2DW2OWIeAVt1m3jZmgEO7/vRMeKZTLu\n7erTjc6b3DEbNweJRMTA9hVYMrpVhpun9fBNDPfw5JR/APv669LCO210x8bCiMhjv+f4PEzrzWTv\nvYdcHaHTcxm+9xhPn97kyJGllCxZPcNnW7VqP2rW/Jnp0+U8enSJOnWyG73Y2DAuXHBHoxG4eXgt\nEqmcChUy66RKpVIaNvyRgIDbPHlymanN3LAwNmTcwZMkK5Uo1WrsLCxoUz3z8O/A9WvEaVJ49GxS\ntvneFzMmHGb+TC8KFizMkMEr8xxqmJKSiEyWf280ryMyPBkLi9wTp1JS4lm5qh+CoKJLr0r8u/0+\nJiZybl0PISE+jYpVijJzYUtSUpT06TQaUxNT+vTp8+FegJ48kxejrkFXYNoc8ETnjnkZLZBr3OKU\nKVMyvndzc8PNze1t1/hJ4OrqypYtW7h8+TJ//fVXxnXP48cZO2YMu//9l8iUNMRiMbOOn8swzHPb\nt8h2qCqoBXwiovB+EszdsEgeR8fiHZxGQrqSdht2Ixb9SwtXJ4bVrUmLtdsp6WDFw3+HIAi6yJMb\nQSHYmJvSds1OboRGYGIoxdxUzs+7D9KxYhlS0pR03LiLYw+fIJGI+KVDRf4a1TKbz/7gX71ZsOUs\no5eeptjURWzp2Z7A2AQ8/sxdWmBC3zqMXelFRLyCwhammBkbEh7uS1jYA65e3cukSaeytK9S5Weu\nXl2GUplKaKg/Z86s59mzQNLSEtFqNYjEOiPXosUIqldvk20+QRDYsX0sRS3MmdS8Pk/jEph9MlN7\nxMvXl5cj7BuW/R9/nzmT+y/yPXDmxCMMDY0ZNmw7AKGhD9m1ayI1anSkdu2c4+gBwsN9cS75fjRj\n3paUZCUJ8XeYP78dZmbW2NgUx9m5CmXK1CUw8Da7dk3EwFDMuVs6902rtroCIEqlwJEDD2jdrgwS\nie539eOgGvzxxyi9UX+PnDlzhjPv6e/2bY+vJwKpQH/ADYgAigCngZw+X3/ScervkydPnlC3fl3C\nQsIQi0Ss7dqGb4s7ACATS/Mk2SsdMY0K1ey5cSWEH6uWY+89P2LT0qlRxo4J/erhUsyS0l1WUMjU\nmChFCqZGMib9WIfRvetz40EIVX5YSxkba3yfxSCRiBjQrgJ/jcxuzF/lmk8wdQdsJE2pxragMRGe\no7Pcj45VEJ+cefhYvvtqSlpa4d63E/VWbCYqIYnONWrgfvkygwZtYMWKPlSs2I+QkEskJgahVCZT\ns2YPIiMfERCQWZ3eorATdqWq4XPGnUGDNiCRSLC01D2z1NRENBoNHh7zefz4ImGTRlDYwpSncQk4\nTvuLudp4llT8ltDb9zg9OTNmPU2losWsWazd0Y2OXfNHt2Xf7tv80HkbY8ceQi43ZvXq/jx79gS1\nWotEIsHZuRrt24/NJmk8Y0ZjBo2syfS53+XLul7HxfOPcN96k/t3IggOTCAuNpX0dIEX/z3/V8GW\nU1eGZjlczYknj2OYOOoghzx8nucCfNVR0flGfsoEWAMCusgWI3Q79alAMyAGmIvOl25Bzj71r8ao\nA6jVaiZPnsyWzZsJepo1tG5p28YMcXt9cWunqQsJik+iV8XSbP6hC1EJCkbtO8J+H38S0lUZ7aQS\nEX8OacBvPesSFaOg3/Q9XLgbRnyS7vB1cKdKeTLmL5OcrKTx4HXMGtKYBlWzRsWIqr9epCsnxGIp\nxsaW2NqWoHTpulSo0CQjWcbP7wo3bx4hNMwXRdIztNrMTMUyZdyoUKEp27ePy7gmE4lQPtfjeWHU\nX+Zlow7Qe+kSopKTCH0pAep9YyUdQ/XqnWna9BemT2/EoOE1GT2pKb/+tIvD+x6iVKopaFmEFs2H\n4+JSHYUilgULOnI/eCz2Dh9nt54TUVGJBDyOzfPhrIUo85D+8uXLVK+ef5W/vmbyUyagCLqDUPHz\nr83ASeAmsAv4kcyQxq8eiUTCjBkzmDFjBt17dsfDwwNzK3MigyMZe+Qshx4GcPrxU9JVKkQiEVKJ\nBEOpFDMDOVbGhliaGGNlbEQ9lxI8iIzCxcqSTb078zQ2Hsfpi9FemZwt+mTF7kscuhiAmZkVkM6o\nHtWYN7zlW6/dxESO+5/dMMzFCLZrt5nr15cSHJy50161qQs/996V5fWr1WratRtDhQrNAEhJSeDu\nXa8sxtXVtTqurjpjEB8fxeLFXZk8WcucOZakpSlQKnWfCuK1cylRcDIx8WnZ1nN68mQGrFqFf2Rk\ntnvLf+xP+wULaFp7JaeuDM12/31QvKQl9++fwsTEAq1Ww6TZLZHLZWzY9QMA61ZdYM7Uk2zb9gcG\nBkYULGiPVCr+pAw66OLfXxU2ex1yAwnKdN2b8PHjx/VG/RPkTZ+d7gKV0fnUywPznl+PBRoDrkBT\nPvMY9fxg04ZNdOvWjcEDBnPu3DkUSiWeDwNwqNqS3n950fy3vynXehDW5RuhtC5BgGCAT3wat6Pi\nGbj7EGXmrEQ2eibiEdNwnrEEAPOGcyjYaC6r/72cMc+UgY1pVsORpKQYAMb1c3un9Z6+9gjHNkv4\n9qd1Od738Pie0NBrnDlzBnt7nYvkhUFv3749qamp9OihC+nbt+/PDP//ls1jOHr0rxzHzBNi3RtY\n7eWbWH/5ZsbWZeg//xAco3vN/qGhWbqYGRszokULblwNYeuG/KlU1PunaiQlxXDpkjslXC2zuS36\n/VwHv/BJXPYZTrlKlkRGPca+aN6N56fKC4MOcPv27Y+4Ej258dVnlOYXMpmM9WvXZ/zcslUbTp0+\nRdm63+FY7lucK9R74xjPgh8R7HOJEytHkKaIxa5+ffyPneLweT8GdszMDDy6tA+tft3E/YAYChYw\nfuu1nr72iMaDtyE1NOFxmE62NjlFyYPAaOZsupDRbtiwYdSvX5+QEJ3OSmJiIgUKZBqqpUuX0rVr\nV1q3bs3t28coV64B4REPAS3PngVTqFDRt17bX2s68X2HzXg/CuDq40DS50/AQCzmXlimpMCANWsw\nNTBgZteulH+u5dOyalUO3rjBr/330LZTWUxN3/65vI5ffq3HpNFHUSjiGDct98PRb0oX4YT3sPc6\n98cgNiaZ4tbTMDCQkp4uULNmTXbt2vXmjno+OHqj/oE4dHA/M2fNZs6c37i4bQ5qVSqCWkvJ2u2o\n1Wk4hYpmz+4sVLQkBkbGHEh4RvP502kwcihTzHW75PjEFMavPEW6oBM4KWJjQREbC/rPzCoqJRGJ\nmPpTAwoXyipXYN1kLr1blGXhiNb8uuAoGq0WEVoEtYbSnZcRGp2MSCyhdKlS7Nixgy5dumRLC3/Z\noAOYm5sTHa1LRz98eBHnzm3RbbRFYnbvnka7dr9TpIjLa59TdHQQly/vAWD7xuuEhOg+BNYq54D3\n3RAGuB+kV3VdZMaDiGf4REYTn5qGSq1GkZZGUFQUQ9atY3a3bvzVrx9t5syhfuXlXPcbneuc74JU\nKqGwnRkxz1Lo0KXyex37U8TSygQTEznJybo8iZ07s2uu6/k0+KpVGj8GERERzJgxE3f3XURFRQFg\nWMCKn/+5gblNsWztVw+oQkz4Q2Yk6VwMU8wdaFLOBkd7a5buuoLcMHu0gkopoNVkPvcujcuwc1bn\njJ/3nblPu993Y2okI8lLdyB56PwDFm315uR13S583bp19O3b961f3/Tp05k0aRJOTk4EBgZmuSeV\nyqhVqzMNG2bWLH3Zp752bQPCwy+h1QpoNEKO40slma9XUKuQSyRM7NCBb8vo4vOn7NiB18OHiEUi\nFvfuTVJaGuN27mT89KaMnpC3eqh55ca1IAKfxHwVRv3cmce0afA3IhH0+7Eva/7J2U2n5/2gV2n8\njChcuDDLli1l5MiR2D7PHk1LjGHDkDpc3LWA20fXE+p7BW/3RSREPiXC/waNpo7NNo7wvEDG8qsr\nOJx6hMOpR1hzfy0V61dCLpfTvGVzitgVAWDXCR8Cw+OJT0rl31M+/LHsJGYFTVGkqjh11R+A4nbW\nBEWlIpfJmDp16jsZdICJEydy+/Zt/P39cXZ25htXVwAcHBwYN24s3t7uHDgwL8e+P/54mgkTUpk4\nUYVIJEUmM0EmM2PyZC0ikZTatbsxfsKxjC+5zIC6rq4ZBh3g1tMgrG1MEIlh+KZN1CpVihrFizN7\n0nFCQ97v0U/psoW5cTn4vY75qbFp7RXCwxIZ0k+nlqnVwupV/7yhl56PiX6n/gmQnp5OiZIuhIa8\nvYEQiUVoNVrme81nbve5VK9cnYkTJmZUpBGJREilEjQaDRrNm38XQUFBFCuW/RPDfyE1NRUjI52I\nVZcuXXB3d8/WpkqVX2ndOvNAdc0aN0JDvShfvj81aw7j77/LZyv4PHtWc+qWLM6ELl1ISklh0o4d\n3ArWPUMLIyNqu7gwun17BEGg3bx5mFoa8DA8M1UpKiqRFYsukJ6mYvait4sdT01Np2zR2cTGpPKv\nZx8aNS39Vv0/F14OYQR4+vQpRYu+/dmInrdDv1P/zDEwMGDVyhXY2dvTv39/TE1N8fb2plevXsjl\n2UWYJBIJI0eOJD4+npLPd8Ljmo7DpbgL+/ftz1JiTKvVolIJXLzoTdOmTQkLC8s1q3fy5Mnv3aAD\nGQYdYMIEnVGVGBggkRjQqpXuMPn69cUsWlSclBSdlv13363E0LAQrVot4cKFBUgk8hzT8VVqNb+t\nW0fbefO4HxaGTCKhoLExe3//ndHt2wM6uYH5339PZEQStcsvopTdTKxlY3G1ncmSuV6s/OtCRrRO\nXhAENWWLziYhQUBuaMTSeV7v/Gw+dSbPbg5A48aN2b9/v96gfwbod+qfAUqlErVa52552UDGxcVh\naakrUSeXy1EoFMhkr88IBN3Oec+ePaxbt47q1aszcOBAnJyc8mXtOdGoaRNOHdfJ8EokBqjV6Zwb\n2ocmq7ahFDT06etN0aJVM9ovXOiIXK5lyJBNCIKSNWt+QRCUxMTodNxlEgntq1fnl6ZNufv0KcPW\nr2dW167UeqUw8rJDhzh85za2ZgWo4uxMh1q1sLO0pMHUqSxb25Fe/fIWcx0dncT/is0hLTXzjSBe\nm38Vlj4mVVzn89j/Gfr/xx8WfY3SLxy5PGcN7JcN/N27d/Nk0F/069mzJz179nwv63tb1v79DydO\nnGDC+PFEPj8sNpZKkYhEaNEiCFmTjRSKMGrV0unRhIf7Exn5BHtznTKkCDg2IdOlUq5YMQoVKMD8\nAwf49xWjPqRVK4a0apVtPSYGcnZuuZVno25tbUZEykwe+UUxesheLngFvbnTZ0a7Jv9w5sQjAIYM\nzbmoh55PE/1O/TPnzp07eHl5MXjw4M9Oh6NJ40ZEB/twy0+nMW5m6sCAgdcxNc0skxYefjeLPz04\n+D7r1g3h9OTJBERG0m/VKgykUmwtLKjp4kK32rUJjonh1w0bmNu9O9Wfu6deR7/ly0nUpvA4evIb\n234tvOxL12g0+ipHHxj9Tv0rpnz58pQvX/7NDT9BHvg+JDRUZ9ArVBhAu3ars7V5nT/d2daWZX36\n4O7tzf3QUHZfusQub2+kz9/c5u7fz7+jRuU6v1IQGL5uHQHR0bRpXzbXdl8LCkU661ddIjAgNuPa\ngwcP9Ab9M0Nv1PV8NEaMGMHcuSsZONAXsThnnfGnT09n1N/MibKOjpR1zKwj+zQqCndvb24GBLz2\nk4u3ry9T/t2NRqtl+fpO9OxT7d1fSC6cO+1P3QavT7b6lHAwy6pBHxISgr29fS6t9Xyq6N0vej4a\n9erV49y5c8ikhrm2UT33r8ue19bUarUIalU2Zca8IggCE7Zv5/KTJ5R0tebM9cHvXUIAYGDvrezc\nfIc/JroxdlqLN3f4BHAwm4RCoVP6HDJ0CEuXLP3IK/p60btf9HyWpKWmYmZoSO2SuRfA9ouIoISN\nDZKXdt12zyN+3hbfkBBGbt5MmqBiwsymjBr3fjNMX/DCoMsMjNi9885nY9Rr1XXm+BFfzMzM9Ab9\nM0Zv1PV8FO7cucPVa9eoV6oUYzq+ub7n+2DUls0YmEi44TOKwoXN39zhHfHYdR8AQZnGY79UlEoB\nufzT/a/28qGoWCwmPl4vuvo583mFS+j5YggK0oUBvijmnd88CgsjOV2Jx8mf8tWgA4QqprNiQ0fK\nV9JF8QjPRdc+VWYtytTfHzp06GcXRaUnK3nx2RQFNgE26GqR/g0sAaagK2v37Hm7scDRV/rqfep6\nsqBUKpk1axaLliwmMS4e2wIF2PHbb/k+79A1awiIjyZUMS3f5/ocaVp7OSZGTpw6+eVmx35O5LdP\nXQX8BtwCTIHrwHF0Bn7h8y89evLEihUrmDp1Kt80cqOUczFurN/6QeZ9EB5O514VP8hcnxu/9NnN\nFe+nnD+/7WMvRc97IC9GPeL5F4ACeAC8iHPSB7DqyTP9BvzE+n/WUKZtS37w2Eb0oydcWbOJmMRE\nrArkX1Wgg1euoNZomL+8Tb7N8Tmi1WopKNaVFq5arSp16ry+hq6ez4O3Pb1xAioBl4A6wFCgN3AN\nGIm+rJ2eXFi9ejXr/1kDgHOj+gBYlyyOWCJh98WLDGzePN/m3nrhAnb25vkSuvg5Efw0jtZuq1Gr\ndS7RmOjkjHtHDh/5WMvS8555G6NuCuwGfkW3Y18JvHBQTgcWoCtEnYUpU6ZkfO/m5parQqCeL5vt\nO3YAYFuxHC4N63Ng5AQe7DuERq3mVlD+aaekKpVEJCby54y3k9b9Ejl6wIeggDjKl7AiMDyR1BQV\noCu9aG1t/ZFX93Vz5swZzpw5817Gyqv7RAYcBI4AOVURdgIOAOVeua4/KNVDbGwsVlZWGFmYo0pJ\nRVAqkYjFWJuaUsXJif5NmlDQ1PTNA70DCzw8OHLvLjHC7HwZ/3MgIiIBrxOP2bnpOqeOP8pyb9q0\naYwbNw6JJOeMXj0fh/w+KBUBawEfshr0IkD48+/bA3ffZQF6vnwuXrwIQGp8Ao3KlKFbnTqUtLP7\nIHOf9n1AhSofZq5PlcbVVxASnNUzWrFCBYyNjZg4ceJHWpWe/CIvRr0O0Au4A9x8fm0c0B2oiC4K\nJgAYmB8L1PP507JlSzp27MjevXsZ3LIll/39uRcaSgEjI0JiYmhWoQK2FtkFu/4rAZGRJKcrWbCi\n/Vv39Trlj6NTQZyKf/5uCbWgoYqdDQlKgUfRsXpt9C+cvBj18+ScpKQ/WdGTJ1QqFZ6enmg0Grov\nWYKDvT0ymQxfPz8Ayjg45ItRX3TwICYmcipVcXirfv8sv8joIftwdLbk9pM/3tzhE2LxPC9mjD+W\n5ZpKJRBOIqDT29HzZaNPHdOT76jVagwNDPjG1ZUbN2/y6MkTHjx8SKOGDTE1NKRK8eLvfc4r/v7c\nDw2lVbsyb278Ei8MekFjY0Kefn7BXN5nn6DRSChffgguLt2QSnU6OVKplPXr13Pq1KmPvEI9+c2n\nK0ih54vB2NiYZ9HR2a6vXLUKV1dXbgcFUfE9ltMbt2UL3o8fU7ykFcvWvZ2uzD/LdP5/RXo6arUG\n9+036dy90ntbW35x6pgft66HEvA4BpFIxM2by9FoVBn3p06dSp8+fT7eAvV8MPQ7dT0fjeLPd+j7\nr117L+P5h4bSes5sLj95wvjpTbnh/3uupQBvXQ+hXZO1XLoQmOX6lQejuHBnOM3b6krh+ftGvZe1\n5TcTRh5l+nhPHj54hiCkU7ZsWYoXL86aNWvYtm0bY8aM+dhL1POB0Oup6/molCxZksePH+NWpgz2\nVlb0rlcPuTTrB8grfn5c8ffPsb7oC+Z7eHDo9m1sC5tx6uoQ7B1y9tE/i1LQueVGfO9HYGNjS0zs\nM9bv7E7TlqVybP8xEASBft22s//fe1SoYo/XtWFv7FOr3FIe3Ath8uTTTJ3aQH8Y+pmj11PX89ly\n4sQJVq9ezdEjRzhz7hxotfRvlKlzfvHBAybs2gXAz82aIX3F4EfExTF47Rpik1P4cVBNFizPHumi\n1WqJjUlBbiBh/syT3LsdSkhIKLa2tvTt9wN9umyniF0BUpJVNGxWgpRkFf0H1aRO/eIIgsDyhedJ\nSVYhlYmRSERIpBJkUhFSqQQ7hwK0bv9qesa7o9FoaFh9OXduhgHg1iir1rwgCDSuuYJb10Mzrkmk\nYjRqvRHXo0Nv1PV8VJycnJg9ezbGxsbcun2bOqUyd8zXHz1iwq5dWDq4EhPix8k7d2hWuXLG/Q0n\nT7Lpwnm0WijmZEmjZq5otVp++9mDfbvvokhK4+dfv+XYIX8ePghDJpOgVmuZOWsmtra6Ennr121k\n1Mjf2b59OwYGBhw4sIfUNIFWbqs5cWkwKpWayX8cQSISIRKJ0PLceGp1sbwarRbnElZc9hmeq6vn\nbfH3fZbxfUFLEwCSk9P5ufcuDuy5l619THQsIpEIc3Nzpk5tgKFh7pWk9Hz56N0vej4Jhg8fzpkD\nB/jr++8zrnneuMGCw4dRqdUASEQiTkyaRFxyMj0WLyZNpcLaxoToqGRatGjBhQvnKGJvzJNHsZia\nmmJjW4iAJ4FotVoWL1mCRq1h0KBBbyykbG5RAJlci3/EeMRiMcUKTMLR2JQ7Y4Zka3va7xHN/96O\nRC7hxOXBlC1X5K1f+/xZJ/l7ie6ANuH/7d17WFR1HsfxNxcVlfGWWuANRcxWNPNpq20pCemiK+Jl\nM2+lyXrZUiF7vPds8tgFL7U9lOwubXnrwadMJXG9FG4IbiqbG+IlHryghCiUBIEKzgD7x+8AAwwE\nODBzhu/reebhcM4Z5jPDme+c+f3O+Z2CYkqKTdWWd+9hIP/nm5hMpZXzQkNDKSsvg3KIjIxs9GMK\n+3YnzS9S1IXNGY1GenbvzoQRI3hh5Mhay7Pz8pgVFYWxtBSDWzv6dO/B2awsAAyGjqxbt4H58+dz\n6tQp5s77EwsXhDJlyhScnJy4fPkyZ8+eZcyYMbX+riWlpaW4urqy/oNg5rz8KACbo49Kpxu2AAAK\nE0lEQVQRNm8351a+xMAePWrd5+cbN/FdG8XVohuse7/qfg318JB3uHz+Og8M6kFO3i0uZhcAsHHj\nRnJzczGZTISEhBAZGcnYsWPp168fA+u5BKDQPynqQtc2bNjAkiVL8Pb0pJObGz0NBqb5+dHXbJCp\n2Rs3csOlGJOxjLy8m8ydO5eIiAi6du1q9TwhISEcTd7PkZSFlWOi9On0F/p3MHBy+ct13m901BYO\nnLuEWztXBvv25M9hj/HcjBF1rg+qjbyX4XU8u7bn4heLcXooHAAXFxdMJlO99xWO606KuhzSKGwu\nLCyMbdu2EbZiBcMff5wvU1PZlphYbZ3y8nLatHHh84NqINDo6Gg6d26ey9INGDCA709f5S7XlezY\nrkbGWL32GVJzfiLjxzwAnF4Jx+mVcBbs3IdRaxbZ/9JMziydT7CPN1fS8pj3/Kd0dV7OYI83+OTj\n5Mq/f/u2kZjN39LFaRmzp2ynpNhExtXCyoLerVtXYmNjm+W5Cccne+rC7kx57jl2797N2mnTGO7l\nxflr1wjbvJkbJSUAdHfvyE9FN0hKSsLPz69ZMpSXlxM8Poh9+w4wZOg9+Ad6E7k+kUF3dSG78CZF\nt29Xruvm6sr5VQvpHf5XAAreXkYnNzduG01sTDzKe0nJXCm8QU7JG2Rl/sJHfzvK+xsSLT5uQEAA\nhw4dapbnJPRDml+EQ8nPz6eXpyc3b92iX8+eXC8qYmxQEPHx8XQENi9YwBPh4WzdupXnzTpWm0Nc\nXByhYYtwd29P5uUrFBT80qD7fTbzj6TnXqdj27Zs/+40yZlXLK534sQJUlJSCAkJYaivLydTU3+1\nI1c4PinqwuEcPHiQpKQkDAYDPj4+TJw4kcBRozj2zTc84OXFkbQ0du3axYQJjR+BsanKyspYtmwZ\n06dPZ/jwquudPjtpEp/v2kVgYCDx8fEq/7wZPP2PTyrX6eXhwbjx4wkICGDYsGEMHDgQZ2dp/RSW\nSVEXrUJCQgJhixbRvkMHjh0/TnR0NHPmzLF1rGqcnJxYM/oJ/puZxZ4z5wDVRn/hwgUbJxN6IkVd\nCDtQcThkxNhRLN9bvV1c3geiMZr76Jc+wNfAGeA0UDEQRTfgKyAd+BKw/oDYQuhIxeGPy/ceYu+c\nqZXzc3P1MSiYcAwNKepG4BVgCPAI8DJwH7AcVdQHAYe034Vo1SouD7fh66NMvv8+AOn4FC2qKVtb\nLPCBdhsJ5AD3AAlAzaHupPlFtCplZWWVe+zOTk48OWoUT40ezeLFi22cTOhJS7apewGHAV8gE6g4\nnc8JyDP7vYIUddEqFBUVERMTQ8Rbb5GVnY3RaKy2PCMjAy8rXghEOLaWGnrXHdgJhAKFNZaVa7da\nVq9eXTnt7++Pv79/owIKYe927NjB5MmTa80f5dOfb3/IxlRezprwcD7atMkG6YQeJCQkkJCQYJW/\n1dBPgjbAXtTFpt/T5qUB/sA1wAPVmSrNL6JViYuLY9y4cQBsmhrM9BFDaePqUm2dF2JiuejixpGj\nx2wRUehQc++pOwEfAWepKugAe4CZwFrtpwxWIVqVpa++yvp332XWw8P5+6Q/0K5N7bdTeu51dqam\n8e/Dh22QULRGDfkk8AMSgVSqmlhWAMnAZ0Bf4BIwGah5+XXZUxcOqaJDdG1QIEsDfm9xncLiEjqt\niGCY7xBOnqp9cQsh6tLce+pHqPvQx8CmPKgQjuLpe73rXJZTWATAzBdnt1QcIWToXSGawtnZmc7u\n7uQW3bS43GQqY0bMF0wICpLDGUWLkqIuRBPdf/8wPj7+P0pLy6rN/9eZdAa8/T5XjaVERkXZKJ1o\nrWTsFyGaKDExkeenTaUgPx+/vr3o1cXAwfRLXL6ex7ChQzmenCwXgRZNIgN6CWEjJpOJDz/8kP8c\nOULmpQwe9XuMVa+9hsFgsHU0oWNS1IUQwoHINUqFEEIAUtSFEMKhSFEXQggHIkVdCCEciBR1IYRw\nIFLUhRDCgUhRF0IIByJFXQghHIgUdSGEcCBS1IUQwoE0pKh/DOQAp8zmrQaygO+02zNWT2YHrHXN\nQFvQc3aQ/LYm+fWrIUV9E7WLdjnwLvCAdjtg5Vx2Qc8bhp6zg+S3NcmvXw0p6knAzxbmN/dgYEII\nIRrpTtrUFwInURel7mKdOEIIIe5EQ/e2vYA4YKj2e0/gR216DeABhFi433mg7os4CiGEsOQCMLA5\nH8CL6h2lDV0mhBCiBTW1+cXDbHoCUtSFEEI3tgPZwG3gB2A2sBVIRbWpxwJ32yydEEIIIYQQom73\nUnUi0ndAAbAI6AZ8BaQDX2LfR8msAM6gmpJigHboK38oKvtpbRrsO7+lk9rqy7sCOAekAU+1UMa6\nWMr+LGr7KQVG1FjfnrKD5fzrge9R3753AZ3Nlukh/xpU9hTgENDHbJke8ld4FShDvRcq2Dy/M3AV\n9aKuA5Zq85cBEbYI1ABewEVUIQf4FJiJfvL7ojYQN8AFVRi9se/8j6FOXDPfsOvK+xvUm7UN6n91\nHtsOcWEp+2BgEPA11Yu6vWUHy/mfpCpXBPb72oPl/Aaz6YXAP7VpveQHVTMPABlUFfVG52+OJxeo\nPfAPwDhgizZ/CzC+GR7PGn4BjEAHwFX7mY1+8g8GjgPFqD3Fw8Ak7Du/pZPa6sobjOrbMQKXUNvX\nQ80fsU6WsqehvmHUZG/ZwXL+r1B7iKC2pd7atF7yF5pNuwM/adN6yQ/qLP2lNeY1On9zFPUpWghQ\nHag52nQO9tuhmge8A2Siink+aiPXS/7TqE//bqgPpDGoN6Ve8leoK68naqyhCllArxbMdSf0mH02\nsE+b1lP+N1Hv4VnA29o8veQPRmVLrTG/0fmtXdTbAkHADgvLyrWbPfIGwlBfbzxRn/Qzaqxjz/nT\ngLWoduj9qK9rpTXWsef8lvxaXj09l5rsOfsq1JFuMfWsY6/5VwF9UeNVvVfPevaWvwOwEnjdbF59\nJ4bWm9/aRX00cIKqs01zgHu0aQ8g18qPZy0PAt8A1wETqqPod8A19JEfVOfLg8BI1Fe7dPTz+leo\nK+8Vqnd89dbm6YGess9CfcubbjZPT/krxAC/1ab1kN8btUN5EtWe3htVR++mCfmtXdSnUtX0ArAH\n1eGI9jPWyo9nLWnAI0B71CdkIHAWNTSCHvKDGroB1J7KRNSGrZfXv0JdefegmvXaAv0BHyC5xdM1\nnPlell6yPwMsQTUDFJvN10t+H7PpYNRReKCP/KdQBby/dstCdbbnYOP8HVGdE+a90N2AeOzzkLqa\nllJ1SOMWVG+znvInovKnAE9o8+w5f82T2l6k/rwrUZ1EacDTLZq0Nksn5I3Xpm+hvuHtN1vfnrKD\n5fzngMtUHZYcZba+HvJ/jnrvpgA7qdrJAfvNX0LVtm/uItUPabS3/EIIIYQQQgghhBBCCCGEEEII\nIYQQQgghhBBCCCFakf8D2NvTcTch4+UAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfd2d6c10>"
]
}
],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'EU-12' : 12,\n",
"\n",
"xgdf[ gdf.iso_a3 == 'CHN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'EU-15' : 13,\n",
"\n",
"xgdf[ gdf.iso_a3 == 'CHN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Europe_Eastern' : 14,\n",
"\n",
"gdf[ gdf.subregion == 'Eastern Europe' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 43,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfc6edfd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAABCCAYAAACo9UZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJztnXd8VMXax7/bQ3pICElIaKGF0KWogPQqdnmRCwqC4GtF\nvYogYgARBbxWFAFBRUGE6wUEqV4pUkOThA6hJCQkoaQnm83uzvvHpG0KCZCQ8DLffPaT3Tln5vzO\n7NnnzHnmmRlQKBQKhUKhUCgUCoVCoVAoFAqFQqFQKBQKhUKhUCgUCoVCobgjmAgcBSKBpYAJqAls\nBk4BmwDPKlOnUCgUinJTHziLNOQAvwAjgFnA+Ny0t4GPbrsyhUKhUNwwNYGTgBegB9YAfYATQO3c\nffxyPysUCoXiDmAskAYkAj/mpiUV2q4p8lmhUCgUVYSmjO3BwEYgE7ABDQBj7rZZwHPAZaAlMAjY\n4JA5OFhERUVVpF6FQqG4G4gCGt1MRm0Z29sDW4FWQFvgVUAAsYAL8AkwEDhDEYMOEBUVhRCi2r/C\nwsKqXMP/B41K592nszQmT56MzWarcn13Wn0WqtfgGzfnkrKM+gngXqAGslU/HLgErATa5KaNAFbd\nrACFQnFnkZ2dzcqVKzl//jyZmZn06tWr2D7vv/8+Op0OjUZDu3bt6N27Nw0bNqRLly4cO3asClTf\nPejL2H4YWAzsB+yAE/AZMrRxHzLqxYw06p5AcqUpVSgUAHz33XdMnDiRrKwM/vnmm7w3OazCj2G3\n28nMzKRWrVr07t2bLVu2kJGRcVNlHTp0KP/9uXPnCA0NvW4r/0aoUaMGZrO5WLqrqytPP/00AwYM\n4OLFixw7dozBgwdXyDH/P2FE+s9r5X72RbbUNcB0YGEJecSdwJYtW6paQpncCRqFUDormsI6lyxZ\nIpDuz/xXaGhohR5v7dq1YuLEicWOU9LLxUknTq54WYx/+n6x6YvhQoSHiZzdk8SQXk1FkK+LMOi1\nQqMpOW9ZpKamlkuvTqcrVZ+7u7vw9/d3SFu2bNmtVtFtIVfvTVFWRylAU2AZ4AH45B5sMvATMm69\nHhAPeAOhRfKKsLCCVkT37t3p3r37zWpVKO5amjdvzvHjx4ulHz58mFatWpWYx2q10qZ1a44eO0aL\nFi2IjIzEbrdjNptxdnbGbrczZ84cxo0bR23/2mi1Wi7FXnIoo3f7utzXKpAscw4GvZazsUn88t9T\n+dtFePGnhJwcGw+/+TMbdpceJOHj7YmwC/z9/Qhp3oL/rFzFuHHjyM7O5quvvnLY183NlRkzPuTl\nl18usazz58+zbds2Ro4cmZ/25huvM/tfnwCQlJTEwYMHcXZ25r777itVU1WydetWtm7dmv956tSp\nUD77XIwbybQM2Rn6IdARmABcQEbBrAEaUoJRFxX0mKVQ3K306NHD4QcP8MILL/D111+Xmic9PZ1W\nLVtw7vyF/LThw4fx559biIuLIygoiJiYmBLzajQgBKyc9T882j3khvWu+OMo//POv/M/Pz2wFQPv\nb8RDXZvi2u1DAFbPfgo/Hxd2Ho5h/e4oNu91vAEseGcQs37cxemYa/lpQgjS0tLYv38/bdu2JSUl\nhWvXrnHgwAHmzZvH/v37S9VkMpkwGAxcvHgRDw+PGz6n241Go4FKNuouSAM+GngT6AqkIKNgcoA4\nZPhN4yL5lFFXKG4Ro9FITk6OQ9rixYtxc3Nj4MCBGI1Gh23x8fH4+/tTP6AmR5Y+T1RsEq2HfVNq\n+U/0DOHXPwueAkpqfVckdrsdrbasGA1JwrV0/Pr/C4CHHxrEb2vWXnd/P28XriRn8u7oB5gyfxsA\nXVvXZWdkDHZ7gS3q1KkTe/fuxc3VlTatWxMUFISXtzfvvvsufn5+N3lmFcftMOp5LEJ2mn6NHHDk\nVaica4U+56GMuuKu5PTp04wbN47169fnp3Xv3p2ff/75ho1GamoqTZo0ISEhIT/NYDDkG/oAfz9a\ntmxBw4aNCKpbl8zMTKZPn86Wr5+he/sGALj3+Ii0jGzqB3gxrF8LDHotc3/dT68ODVjy/hN49ZpJ\ncpoZo0FH9s53i2nQdJwKgIeriRomHSaDjgb+HvTp1JB3RvW44fq5EWYv3sbGPefw8XKlnp8HM17s\nxYrNEYz7dBOJSVn5++l1Wnw8nPhqfH8e79myWDnn4pI5eOIS077dRmjDWqzaepwsi63Yfp6enrRs\n2ZKIiAiGDh2KxWLh3ytWkJqWxltvvcXs2bOL5WkYHEyL0FAefPBBxo4de8vnfDuMuieyI/QRZFD8\nCGALcBXZeQqype5WJN8t+dRzTwyAVatW8cgjj5Q7r0JRVXh4eJCamopPw/pcOXu+1P2WLFnCU089\nhVar5dChQ/Tr149GjZrw4Ycf0K1bNyIiIli+fDkff/wx2dnZAPTv25uEhASSkpM4f+Fiflnjn7mf\nQycT2bz3DDqdFpvNDkC7Zv4cWDyWNsPncfhUfDEN9r3v5f/OYuJTqOPrVmIrevTUX1n0+5ESz6Oe\nnzvnf3u93PVzI1hyrJg6f4Czk56M7ZOKbf/+t/3sOxbLniOxHPjpxZs6RkaGhR9+P8CXy8M5ES0D\n+JrW8yHucgppmTm0aFSbszFXyMwufgMA0Gi1+LduQdyhCACOHDlCaGhRT/T1qQqf+g9Id0sT5MhR\nF+SAoznAVMAfaeSbFcl3Sy11jUZDYF1PLkYXREpu374dIQTp6ekMGDDAwfArFNWB6dOnM3nyZACc\nvb3IvHr9WTSio6Np3LhxvuE2Go1YLBYAQoP9OB97lQyzbJXf3yqQB9rWJ9DXjSUbjhBU2525bz9I\nTY8aBeUlJPNM2EoOnohnUJdGPPNgGwaMW5q//fM3+jHuk40A+Pu4Erfun+U6r6wsC+t3n+SP8LPE\nJqTSqnFtfvnvcYIDvVn/+fBy1s6N8fbn65m1JByjQUv2zskl7tNiyJccPXeNwT2asHTGYPQ6Pet2\nnmDLvrPMfm3gDR1v4eqD2IWdMY+2J/FqOvUe+Ywcqx2b3dGOPdI1mNV/ReHdsB79Z03Fp3EwAa1a\nMqtuC36cN58BAwbc9DlD5bfUPYBDQDiwHmngAXYg49IHITtNPXP/F+aWjXoeLq5GMtItDtvr1Akg\nOjqm3P45heJ2YTIZsVhyiqXX8nIlIysbEGSarQAEN6hL1LloAAx6HVqtBkuO3Obh4oSbixFfLxfq\n+XnQrL4PHUPr0K1tXTzdna+rwaXrB2RmWx3SXhrckS/f7E9ympn5Kw9wX8tAHmhX/9ZPuJJISc+k\n3sOfk5phwb63ZF9/RoYFt54fIgQ4O+k5t3IctQf8K3975raJxFxOpkld33If12qz8vz01eyIiOFU\nTAoANd2duJYqY+Inj+5Kl1aBPD7h32Rkye/ZYDRgtwtmfPAB48ePL7Xs8lDZRr0NsAA5v8sJ5KCj\nccB7uf+1SBdMZ2RnamEqzKjn4WTSYS70GJSdnV2so0ihqGoCAgK4dOkSIjyMI1GJtBw6F4BPP/2U\n118vcFU4m/RMGNGF9+Zv5f3/7cG7ox4AICk1kynz/svpmGtcvJzGleQs0jJzMFts2Gx2BPDaU52Y\n/WpvTsdcI7hOTYxGOZbQarWi1+ux2+2s23mSUzFJmAx6xj56DwaD7rbXRWWz/1gMHUYuKnO/nF2T\n0evL1wD8z5+RPDHhP/mfdVoNF9e+gZ+Pa35a4rUMBr2xlH3H4hzyLliwgOeee66c6kumso16e2A3\nsB0IQA46WoUcTfo1Mk5dD+wEni6S95Z86uHh4bRq1QonJyf27dvHmOdGczgiEoCXXnqJOXPmlLss\nheJ2MmbMGL799lv+/dFgnujZnG0HzvPI+BWkpGU67Ofv7Uzc+rduuPxWQ+dwNjYVs8VazDWQh1aj\nQafToNdpMRn1OJv0uLmY8HKrgY9nDXy9XKlTy436AZ40CvQisLYH0ZeS5Y0kMZXYK2nc09SPF57s\neFN1cD2iYq6xavsJzl68RqcWgTzzYBsA0tMtjPpgNUeiEhk+oCXjn74fvV5fLO8vfxwhtKEvj3ST\nHl+XrtPxcDExsEswv20/w+XkLDQ4juDJ2j4JJ6eSB9FbbVb0OsdtWVkWRk5bSVpmDqtmP5V/08zj\n75OXaPv0fIe0pk2bcuzYsRv2Htxun7ofcBrZKl8EdEOuhhQBXEHGqX8EjEIa/MKo6BfFXUlKSgq+\nvr5YLBayd7yL0ahjw64zHDx1CWEX9O7YkE4tAm+6/NmLtzF+zlZqmPSkbn2bHIuds3FJ1PJ0wWTS\ncjQqkWNnEzl/KYmYhFTir6ZzNSWL5HQL6ZkWsiw2cqw2cqwCu91O4fuCVgNarRa9ToPZYsPV2Uiv\n9g14cXB7+na6sYkDJ339X0Y91JbgoJoA7I28wD0hdXDqMgMhBHYBRoOOmm5GjAYD0QmpGPVaannW\n4NLVDATwzsiuTH+hJwBvfbGJj3/ajU6rwWYXeLo6kfTn2+jvnYbNLtBooEmQJ2djU8ixCbq2DuCv\nw7IlnbN7UjHDDdBpxDeEH0/A/Nc7aLVaDAYdz05bzeJ1h7HbBedWj6O+f8Hibi2GzOHBzsHMfHUA\nOw9HM2d5OMs2H83fXhE273b41OOB1sjl66YgJ/h6HOgCJCBdMf/M3bcwyqgr7jqio6MZMmQwe/aE\n4+VegzGPtsXf25XXP92Es5ORjO0Tb/kYeVEhHi5GkrfcenmlkXg1nY7Pzif2cjpWm/wtN2/gg1aj\nITvHRnCgF/MmDqKmqzMnoy9T28eFQF9pAFs89TVHz8rguJbBtZgypitPTPgPXm5OpGZkc2LFC7T+\nx3wHv//8if0Z81in/M/DJv3C0s0naFrPm6xsK9HxKYwe1JJv33ucRo99xtUUM0l/TmDClxuYvSTc\nIRYd4NePHufhbiEkJqUT4FN81c1f/zzOi7PXk3g1LT8tOLAmURcLBj2dXTWOBgEyb60+M7mS4jjX\nTLMmjYlPvMxbb71F586d6dat203VdWFuh0/9R2SL3QVpxDsD55CrIonc990pvlapMuqKuwqbzebg\nLnByMmE2Z/PTtEfZsCuKnzZE3vTgnoPHL3L/c98x6dn7mfxcL5y7TKdH+7r8/tkzFSW/RFZvPcqj\n4wtGiHq4GPB0dcJg0BJ3OaNYZ6yHq4mWwb7sjpQhlza7QK/TYDLo86N4Qup5YbcLnn+8HR2aBzJ2\nxhqiYlPI3lU8wmX11qMMD1uNl5uJ9/+3OyMG3QOAe/cZdGtXnzWf/AOAiDNxPPbmL3QKDcCo11HL\ny5lZ4wZgNudwLc3MgRNxNKvvQwN/L7YcOEO/V5fhZDIyfNhwps+YwYIFC/KjlvKo6+dBdHwKNT1c\nuZaS7rBtzJgxzJkzp1L69G6HT30fMoQxHRm+uAA5srRS49QVijuNM2fO0Lhx0YHVEp1WAxro0TaI\nOr5uXE7OJDnVjDnHiruzCS83J2p7u5CTYyfiTCLRiWkkp2Wj12vp26Ee2/6OIT3bhiXbysQR9zLj\npX75ZaekZ+Lhev1omFuh2ZOfczI3tPjSutfx83HP33blWjrubk4YDXp2R5zn1dnr2X8yEVcnPa89\n1YHp3+/G292Jjs392BERS3pWDu4uJrRaDUmpZn5+/xGe6id96qu3HmXktN+4tP6f1Hv4M14Z3J4J\nzz7Axt2nadvM36G1XbvvLAJre3Dgx+cBsFrtuHWfgbmEAUWFyZsGAWDz5s307t0bm82Gu7s7mZmZ\nGPRacqwyzr9Dh/bodHqGDx/OPffcw4oVKxgyZAgdO1ZsP0NV+NRjkGuSXkO6XCYi53+p1Dh1heJO\nY/To0SxatIiYtePw9XJl7V8neGLCr7z6VleEHX5ctJ/kpCx0OvnTMxr1eHiYsOTYsWTbyMmxoQHc\nPZ2oE+RJ63YBnI+6yp4dF7Dk2Nh77A2+nL2NxQv3s23u07i7mej5wo8kpWVzX0t/di289dGM1yPx\nWjq+NV3L3K/VU1/xaI/mTHu+B1v2n+HlWes5fv4aBr0Wq81O1zaBgI5thwoC5tydDVjtdjLN1zfK\nAE4GLeYcaXhteybT4/mFbD8ch0ajYeDAgSxYsACbzUZ0dDSJiYn0798fk8mE3W7n5MmTzJ8/n5CQ\nEEaNGuXQ0jboNOTkupnsdnuVjYO5lZZ6WfOpg/Sn25At8XCgN3AU6T/vkLuPWihDoUDOpgiw49AF\nnurXmhV/yFGY38/fR2qKGVdnA+4uRtIyLGi1GsxZOWRl5eDiYsRisaHXa/lu+T9Ys/IoORYbDz/R\nkp59mzgcY+M6OU/L8CmrcHXSk2q28tIXL/HVq19xMTGZQF9PbDY75+OS0em1Dp18t8LyTRHM/mkn\n+xa/UOa+EcteAmB3xHl6vrhERqZ0DibLnM2WgxeJOHOFeRMHsenL4ZyLS2LtzpO8+fl/i5Wj02rw\ndDWydNqj9Hvtl/z0PIMOYLz/fWx2OWlXREQETZoU1FdgoGNntE6no3nz5nz22WcAPD3CMWAvz6AD\nbNu27Y70LJT3TnAROa+LBhmr3gPZWq/UOHWForphNpuJj48nMDCQWrVqERISwsKFCwkJCWHHjh10\n7drVYf/aXk7o9Tqa1q3JP4ffz8DOjg+zVpuV37Yd5/s1f1PXz4M1O04TneDou00WMwGwWCxotVom\nj1/L/C/2YLMJNEDvp/twNf4KBzcfwsVJj1arIS3TceDT490akZ6VQ0p6NikZZpLTLCSlmfH3cWXR\n5Ifw9XKj48gFpGydUGKECECX5+azM+LSDcV71xkwm7irmei0Gvy8nYm9nEHG1ol49JqJ1WandePa\nvDqkI6OnrwEoFoZYmDZNauNWw0ibZv5s3H2aU9EFI3W/+OILXnnllXJpyiMuLo46deqUun3p0qUM\nHTr0hsqsKG7H3C8xyAm8NMgpdvsjO0y/ohLj1BWK6sDJkycZ9NAg0ED0hWgs2Y4jm52cTAwbNpyF\nCxei1xsZP341ycnxzJs3Fpsth3lv92PsE/cWK3f11qN8u/pgvm89NSuHLLOV5PRsh/28fZxJSTZj\ntdrR6jS0bhfAoX2xFXqOeW6HDiG16X9vQ/YeieXtkV3o2aExKemZ1Oz1MQa9lg9f7IaXWw1GTf8d\nJ6OODiF+hI3tRs8OJfcjdH9+EdsOySl+P36lNzGXU5mzfB96nYZhfUP4bt1RORLUpGf2Kz156eNN\nPNAmkOYNvOnTKZgLl5I5EpWIu4uJ73+PJDl3VHlh4z9lyhSmTZvGww8NYunPy3B2dmb+/PmMGTPm\nuuccGxtLYGAgLjUM+aNC8zh9+jSNGt3Uus83RVXM/XIOuAfpUw9DdpjWRsWpK+4CQkJCOHHiBF2f\n7MrwycNJuJDAn0v+xKOWBxkpGWz9ZStWi5Xg4PY88cR71Kgh4wUSE88xd+4oAGLXvkaAb0HE7/Mf\nrGT+6ggMBh05OSX7kHV6DR6eTgQ3rkmXbg35x8j2zPtyBz8tOog5yzGPVqvl9ddfp02bNvTt2xdf\n34KfYtH52N3c3EhLS8PPrz4pKUkIayYWqxV7Cb9VER6WP/8KQP9764MQbNgrH8rz4sXdahhY++lQ\nHmgnZ4WMjk+h9bBvSE4rCP/LM8TeHia6twniwMkEzsen4WTUM3Vsdz5avJuU9EzsdoFzDSMBPm7s\n++45PN2dHDQtXX+IYWG/oddpqB9QkzMxV0usv/LYHoPBgNVqpWOoP+FH5QIhSUlJeHpWjMvqZqns\nlrozcAxp1M3AJmTn6FeoOHXFXcD8BfN5fuzzrLesx2AwFNveW9MbAKPBCYPBhMnJFb3exLWrF7Ha\nClr1g7o0Zu6EgTw4bgkRUVfy0z28nOjeqwEt2wRgs9rx8nFhyPB26PV6Jr62htMnL9MstDZubiZS\nks0cibjIgb2OQ9OXL19e5hqcVqsMPdTr9eTk5NC//wB27NiJxWImyMuLmKQCd8aMF7pittiZ++tB\nLidn0STIA6PRSOTPcibEvZEXuHf09wA0D/DjeFw8Ahjcswm7j8aTnmnJN+h1a7vSrW1dEq6lsyk8\nGmejAY0GsnNsCOy8OawTM3/ci1ajISExEScnJ+bOncv48eOp6+dB1MqXHVxCL364irkrDwPyppM3\nP/vj439h5dYT+fuVx/b069+PTRs3AeDn58eaNWto3759mfkqm1sx6uWhAZANZAJZQN6ECNnIUaWH\nkZ2kJS06XfmL+SkUlUR2drYYPXq047qcXi5iysop4o9Cf1qdVgCic6NGooG3t3AxGoVWoxGAqO/p\nKb4dM0botVqHcrxrOQu9Xiti06eIZDEz/7VszQhhMunz9zOZjKJuvSBhMBiuu17onj17bvj8zGaz\nqFu3nkM5Wo1GLJw0SCyZ+rBwMuqEziiPa9BrxT3N64pHujUTjz4QLNxdTPl53njjDTGwX79i5QBC\nl/v/3ua1BSCa1KopPn+4j2jo5S66B9cTvi7O+Xm2bdvmoO+TTz6RZWg1InvnJCHCw4QIDxMrPnxc\nACK4jmd+mggPE6HBfsLFxSW/PJvNVmYd7N27VwDC39+/XPvfLqjkNUoB6gBrgUSk2+UgMBJp0EF2\nmi4FahbJp3zqijuWU6dO0bRpU7y8gnF3D+RC9F8g7A77OLs5k5mWSR0PD1rWrcuGyEjaBAXx6Sjp\ndrmcnMzrP/xAbLJs82g1OAzJX75+JH37h5CcnMnArvM4dqRgzvOAgAAuXryYH1Y3ZcoUPvnkE6ZP\nn06fPn345ptvOHfuHN7e3nz33Xc3dY5XrlwhIiKC06dPExsby+aNG9gTvq/EfSdNmsRff/3F9u3b\nHdJFbov42wUL+NfHs7DZrKDRcfpMwRJ1hX3gBr2eHKvjgKWgoCCio6OLHTPv3HVaDYG1XGjRyBej\nTktALQ+GDWxDhxC//MFeNXvP5r4u3Vm3bh0Av/32Gw899FCZdZCSklLlS9xVpE+9vLwBLAF+Q/rU\nNyDdLnlLuPgjo2KKUtU3PIXilpg6dep1W8ilvXQgHmzVqlj6+OH3CUB0aOYrADF11kCRLGYKH18X\nYTLpxGNDWgpA7N69W9jt9io556FDh4o+ffqITvffLx577DERERHhsN1ms4nU1FSxa9euMlu306dP\nFxqNRhiNBhEaGirGjRsn0tLShMViEZcvXxYLFy4Ux48fLzX/nj17xIgRI4Rery+xnrVajRDhYWLD\n58OE0WgQjz32WP62nTt3Vkh9VAXcQku9PDRCDizqAaxDRrn8mJv2du4+E5CdpUWp6rpRKG4Zs9ks\n4uPjHY2J/vrukKKvTkPeFkGtehRLj8+aJg6eeVMAYuOuF8TZq2HCx9dVAOKjmR9V9alXK/LqTJPr\n0sl7v/PbZ4WLs5OYNXOmmDFjhgBE8+bNq1ruLUElG/XfkXO8nAZSka6WMCAaSEOuiPQnxed9AWXU\nFf+PCGnWrESD3blbPfHSG51vqkWvN2hF3wcbCa1WI/4xso1IFjPFAz2D87crHElISBAhIQXfg06n\nFZ7uLmLSpHeEEEIcOXIk359/J0MlGvVByCgXkBN2rcl974v092iA6cj1S0uiqutGoahQli1bJjp1\n6iSefPLJchntyMhI4VTDqdxG3tunRn4LdMOGDVV9utUKPz//Euvsow8/rGppFQ6VaNRnIAcenQNy\nACuwGNkhuhk5Fe925LQBJSHCwsLyX1u2bKnquiqR6qqrMHeCRiHuLp0bNmwo3aeu0wmz2SyEECI9\nPV08N+Y5MXLkSLFr1y4RGhpapnF/9913K0zn7eB26HR2lpEyRqOu4Cbo7X1DZVTX+tyyZYuDraSS\n3S8gO0o3I+eBAdl6z1uEbw3XMep3AmFhYVUtoUzuBI1C3H06mzZ1dMkYXbwEIHbt2nXdfGazWQQE\nBAidTleqYb906dJdV5+lcerUqeKuK53uhsu5U+qTWzDq5ZnAIRAYiPSt5zGcgpBGPaAWCVXclYwY\n4TiXuSVDDuAJCQm5bj6TyURsbCxWqxUhBJcvXyYyMhKPQiMZN27cWPGC71AaN27Me++9R0xMDFar\nFavVWiwsUiEpzyyNnwJvAe7IedUB7EDz3Pca5PQBCsVdx4QJE+jdW44ojYuL44EHHsDLy+uGy/Hx\n8cHHx4fkpCQmTZpEQkICzzzzTF68sgJUXZSTsoLbBwEDgJeQHaX/BB5CTu5V+Mq9RvGBRyAX1gi+\nZZUKhUJxdxGFDCevcAp3lF4CMpAx6icoe+CRQqFQKKox3SgIaZxF2QOPFAqFQlGN6YacJgCkq+UP\nZEjjJkoeeKRQKBQKhUKhUCiqmtnAcWSI439wnFd9InKKgRNA30Lp9wCRuds+vz0yGYyMqbcB7Qql\n10dOK3wo9/V1oW3VSSdUr/oszBTksod5dTig0LbSNFcV/ZFaTlPgRqwOnEdOZ30IuR4wOA70q6qn\n4kXICfwiC6VdT1dVfd8l6ZxC9bsug5BzZx0FjgCv5qZXqzrtQ0HM+0cU+NibA38DBqThPENBxE04\n0DH3/TrkD62yaQY0QVZoUaMeWVIGqpfO6lafhQlDDlIrSkmay7fAZeWgy9VQH6npb+D6QeW3j3MU\njyKbRcFAv7epmv6rrkBbHH8jpemqyu+7JJ3V8br0A9rkvndFzq0VQgXVaUWdxGZk7DrAXuSAJYBH\ngJ+RUwyczxXTCRkx40ZBa2Qx8GgFabkeJ5B3wfJS3XRWt/osSkkhsiVp7ljCfreLjrkaziM1LUNq\nrC4UrcOHgR9y3/9A1XyvfyHDmAtTmq6q/L5L0gnV77qMRxppkEuDHkeuWVEhdVoZd6ZRyJYiQADy\n0SePi0jxRdNjc9OrkgbIx7OtyGX6QGqqTjqre32+gnTBLaTg0bE0zVVFHWSYbh5VracwAhmAsB/I\nWzW5NtKlQO7/2lWgqyRK01Xdvm+o3tdlfeTTxV4qqE7LM6I0j80UxKYX5h0KQh0nARbkKkhVRXl0\nFiUO6edKQro7VgGhlaKugJvRWdWUpnkSMBeYlvv5feBfwOhSyqn0yYquQ1Ueuyw6I8eD1ELWddHx\nH7dloqeboCxdVam5Ol+XrsCvwDjkNOZFtdxUnd6IUe9TxvaRyDliehVKi0UayzwCkXeZWApcNHnp\nsTeg5XrC+ZG8AAABdUlEQVSUpbMkLLkvkEv1RQGNqX46q6I+C1Nezd9ScGMqSXNlaCsvRfUE4dgK\nqkou5f6/DKxEPmLnrTAWj3SzJVaNtGKUpqu6fd+F66s6XZcGpEH/EdmIhGpWp/2RPbk+RdLzHPxG\npHsjigL/1l6kP1jD7e/Y24KMFsnDB9mBBtAQ+SPPe0yrTjqra32CvAjzeJ2Cp7Xraa4K9Lka6udq\nqi4dpc7IfhEAF+QKY32pPgP96lO8o7QkXVX9fdfHUWd1vC41yH6vT4ukV6s6PQ1coOSQwHeQjv0T\nQL9C6XkheGeALypbYC6PIf2pWci74frc9CeQoUWHgAPAg9VUJ1Sv+izMYmQ43mFky6Ow77c0zVXF\nAGTEwRlkqFh1oAHyh/s38lrM01UdBvr9jHRRWpDX5bNl6Kqq77uozlFUz+uyCzKw5G8KbGZ/qmed\nKhQKhUKhUCgUCoVCoVAoFAqFQqFQKBQKhUKhUCgUCoVCoVAoFAqF4i7n/wD2aMlskX2PJQAAAABJ\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfc723b50>"
]
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Europe_Non_EU' : 15,\n",
"\n",
"xgdf[ gdf.subregion == 'Eastern Europe' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'European Free Trade Association' : 16,\n",
"\n",
"xgdf[ gdf.subregion == 'Eastern Europe' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'India' : 17,\n",
"\n",
"gdf[ gdf.iso_a3 == 'IND' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 44,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfc7592d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAQUAAAEACAYAAAC6W2MiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfb0f3a10>"
]
}
],
"prompt_number": 44
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Indonesia' : 18,\n",
"\n",
"gdf[ gdf.iso_a2 == 'ID' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 45,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfabec390>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAACFCAYAAAC3zyiRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQCAoMfwfLzJzgFlMEYUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfbe067d0>"
]
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Japan' : 19,\n",
"\n",
"gdf[ gdf.iso_a3 == 'JPN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 46,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfa93d950>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAASEAAAEACAYAAAD87cCIAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfac1ad90>"
]
}
],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Mexico' : 20,\n",
"\n",
"gdf[ gdf.iso_a3 == 'MEX' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 48,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfa64efd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAV8AAAEACAYAAAAUbXWjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfa86b690>"
]
}
],
"prompt_number": 48
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Middle East' : 21,\n",
"\n",
"gdf[ gdf.region_wb == 'Middle East & North Africa' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 49,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfa1be990>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAACRCAYAAADegzORAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCAQCgUAgEAgEAoFAIBAIBAKBQFX8P9McgCgeavKHAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4dfa1d8e50>"
]
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Pakistan' : 22,\n",
"\n",
"gdf[ gdf.iso_a3 == 'PAK' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 50,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4dfa121550>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAR4AAAEACAYAAABlFRk9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nXArm0EkGXXAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df9b5ec50>"
]
}
],
"prompt_number": 50
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Russia' : 23,\n",
"\n",
"gdf[ gdf.iso_a3 == 'RUS' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 51,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df99bafd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAABCCAYAAACo9UZpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/dGnJu9MAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df9b2d990>"
]
}
],
"prompt_number": 51
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'South Africa' : 24, # Q. only country ? or region ?\n",
"\n",
"gdf[ gdf.subregion == 'Southern Africa' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 52,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df9c48c90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAUIAAAEACAYAAADGPX/7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEAgEAoFAIBAIBAKBQFC4/B9RpaxC67/EfQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df99cc550>"
]
}
],
"prompt_number": 52
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'South America_Northern' : 25,\n",
"\n",
"xgdf[ gdf.iso_a3 == 'RUS' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'South Asia' : 27,\n",
"\n",
"gdf[ gdf.subregion == 'Southern Asia' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 54,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df8d0bd90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAADkCAYAAABnsLSaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df8d27790>"
]
}
],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'South Korea' : 28,\n",
"\n",
"gdf[ gdf.iso_a3 == 'KOR' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 56,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df7e817d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAMcAAAEACAYAAAAHn2J+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAQEBAQEBAQEBAQGBqsz/A0nc6/WfmeJ+AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df7de8b10>"
]
}
],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Southeast Asia' : 29,\n",
"\n",
"gdf[ gdf.subregion == 'South-Eastern Asia' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df7e07a10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAVcAAAEACAYAAAAHujVXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwaUp+QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df7e11d50>"
]
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Taiwan' : 30,\n",
"\n",
"gdf[ gdf.iso_a3 == 'TWN' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 58,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df7c95990>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAARMAAAEACAYAAACQ65KNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df7cba4d0>"
]
}
],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Argentina' : 31,\n",
"\n",
"gdf[ gdf.iso_a3 == 'ARG' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 59,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df7e3e3d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAALoAAAEACAYAAAAEKGxWAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df723a290>"
]
}
],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"## Satisfies 'Colombia' : 32,\n",
"\n",
"gdf[ gdf.iso_a3 == 'COL' ].plot()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": [
"<matplotlib.axes.AxesSubplot at 0x7f4df7251710>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAMUAAAEACAYAAAADarJDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCAQCgUAgEAgEAoEu+H/fvV5iyCq2VQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f4df723a9d0>"
]
}
],
"prompt_number": 60
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Selected Unique Values from gaez18_ne2\n",
"-------------------------------------------"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.subregion.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"array(['Eastern Europe', 'Northern America', 'Northern Europe',\n",
" 'Western Europe', 'South-Eastern Asia', 'Central Asia',\n",
" 'Eastern Asia', 'Southern Europe', 'Western Asia',\n",
" 'Central America', 'Southern Asia', 'Northern Africa', 'Caribbean',\n",
" 'Western Africa', 'Middle Africa', 'Eastern Africa',\n",
" 'South America', 'Melanesia', 'Australia and New Zealand',\n",
" 'Southern Africa'], dtype=object)"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.region_wb.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"array(['Europe & Central Asia', 'North America', 'East Asia & Pacific',\n",
" 'Latin America & Caribbean', 'South Asia',\n",
" 'Middle East & North Africa', 'Sub-Saharan Africa'], dtype=object)"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.region_un.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"array(['Europe', 'Americas', 'Asia', 'Africa', 'Oceania'], dtype=object)"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.continent.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"array(['Europe', 'North America', 'Asia', 'Africa', 'South America',\n",
" 'Oceania'], dtype=object)"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.iso_a3.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"array(['RUS', 'CAN', 'USA', 'NOR', 'SWE', 'UKR', 'FRA', 'FIN', 'ISL',\n",
" 'MMR', 'EST', 'GBR', 'KAZ', 'IRL', 'IMN', 'DEU', 'MNG', 'NLD',\n",
" 'CHN', 'THA', 'POL', 'SVK', 'AUT', 'MDA', 'CHE', 'ROU', 'HUN',\n",
" 'ITA', 'SRB', 'SVN', 'HRV', 'BIH', 'MCO', 'SMR', 'JPN', 'GEO',\n",
" 'ESP', 'MNE', 'ALB', '-99', 'AND', 'BGR', 'KGZ', 'PRT', 'BEL',\n",
" 'TUR', 'MEX', 'AZE', 'ARM', 'PRK', 'DNK', 'VAT', 'BLR', 'GRC',\n",
" 'CZE', 'LIE', 'LTU', 'MKD', 'LUX', 'LVA', 'IND', 'UZB', 'TJK',\n",
" 'IRN', 'TKM', 'AFG', 'IRQ', 'SYR', 'GIB', 'DZA', 'TUN', 'PAK',\n",
" 'KOR', 'LBN', 'MAR', 'ISR', 'LBY', 'PSE', 'JOR', 'EGY', 'NPL',\n",
" 'SAU', 'BTN', 'BGD', 'TWN', 'CUB', 'VNM', 'KWT', 'LAO', 'HKG',\n",
" 'HTI', 'DOM', 'BLZ', 'SDN', 'PHL', 'NER', 'MRT', 'MLI', 'GTM',\n",
" 'ESH', 'TCD', 'ETH', 'HND', 'KHM', 'SLV', 'CRI', 'ARE', 'BHR',\n",
" 'OMN', 'QAT', 'YEM', 'NIC', 'COL', 'VEN', 'TTO', 'TGO', 'SSD',\n",
" 'BFA', 'CMR', 'ERI', 'LKA', 'NGA', 'PAN', 'KEN', 'SEN', 'BEN',\n",
" 'CAF', 'GIN', 'GHA', 'GNB', 'GMB', 'CIV', 'TZA', 'LBR', 'UGA',\n",
" 'PER', 'COD', 'IDN', 'SLE', 'MYS', 'GUY', 'BRA', 'DJI', 'SGP',\n",
" 'SOM', 'ECU', 'GAB', 'BRN', 'RWA', 'BDI', 'AGO', 'COG', 'GNQ',\n",
" 'PNG', 'TLS', 'AUS', 'ZMB', 'MOZ', 'MWI', 'MDG', 'BOL', 'NAM',\n",
" 'SUR', 'PRY', 'ZWE', 'BWA', 'CHL', 'ARG', 'ZAF', 'SWZ', 'LSO',\n",
" 'NZL', 'URY'], dtype=object)"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.iso_a2.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": [
"array(['RU', 'CA', 'US', 'NO', 'SE', 'UA', 'FR', 'FI', 'IS', 'MM', 'EE',\n",
" 'GB', 'KZ', 'IE', 'IM', 'DE', 'MN', 'NL', 'CN', 'TH', 'PL', 'SK',\n",
" 'AT', 'MD', 'CH', 'RO', 'HU', 'IT', 'RS', 'SI', 'HR', 'BA', 'MC',\n",
" 'SM', 'JP', 'GE', 'ES', 'ME', 'AL', '-99', 'AD', 'BG', 'KG', 'PT',\n",
" 'BE', 'TR', 'MX', 'AZ', 'AM', 'KP', 'DK', 'VA', 'BY', 'GR', 'CZ',\n",
" 'LI', 'LT', 'MK', 'LU', 'LV', 'IN', 'UZ', 'TJ', 'IR', 'TM', 'AF',\n",
" 'IQ', 'SY', 'GI', 'DZ', 'TN', 'PK', 'KR', 'LB', 'MA', 'IL', 'LY',\n",
" 'PS', 'JO', 'EG', 'NP', 'SA', 'BT', 'BD', 'TW', 'CU', 'VN', 'KW',\n",
" 'LA', 'HK', 'HT', 'DO', 'BZ', 'SD', 'PH', 'NE', 'MR', 'ML', 'GT',\n",
" 'EH', 'TD', 'ET', 'HN', 'KH', 'SV', 'CR', 'AE', 'BH', 'OM', 'QA',\n",
" 'YE', 'NI', 'CO', 'VE', 'TT', 'TG', 'SS', 'BF', 'CM', 'ER', 'LK',\n",
" 'NG', 'PA', 'KE', 'SN', 'BJ', 'CF', 'GN', 'GH', 'GW', 'GM', 'CI',\n",
" 'TZ', 'LR', 'UG', 'PE', 'CD', 'ID', 'SL', 'MY', 'GY', 'BR', 'DJ',\n",
" 'SG', 'SO', 'EC', 'GA', 'BN', 'RW', 'BI', 'AO', 'CG', 'GQ', 'PG',\n",
" 'TL', 'AU', 'ZM', 'MZ', 'MW', 'MG', 'BO', 'NA', 'SR', 'PY', 'ZW',\n",
" 'BW', 'CL', 'AR', 'ZA', 'SZ', 'LS', 'NZ', 'UY'], dtype=object)"
]
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.adm0_a3_us.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"array(['RUS', 'CAN', 'USA', 'NOR', 'SWE', 'UKR', 'FRA', 'FIN', 'ISL',\n",
" 'MMR', 'EST', 'GBR', 'KAZ', 'IRL', 'IMN', 'DEU', 'MNG', 'NLD',\n",
" 'CHN', 'THA', 'POL', 'SVK', 'AUT', 'MDA', 'CHE', 'ROU', 'HUN',\n",
" 'ITA', 'SRB', 'SVN', 'HRV', 'BIH', 'MCO', 'SMR', 'JPN', 'GEO',\n",
" 'ESP', 'MNE', 'ALB', 'KOS', 'AND', 'BGR', 'KGZ', 'PRT', 'BEL',\n",
" 'TUR', 'MEX', 'AZE', 'ARM', 'PRK', 'DNK', 'VAT', 'BLR', 'GRC',\n",
" 'CZE', 'LIE', 'LTU', 'MKD', 'LUX', 'LVA', 'IND', 'UZB', 'TJK',\n",
" 'IRN', 'TKM', 'AFG', 'IRQ', 'SYR', 'GIB', 'DZA', 'TUN', 'PAK',\n",
" 'KOR', 'LBN', 'MAR', 'ISR', 'LBY', 'PSX', 'JOR', 'KAS', 'EGY',\n",
" 'NPL', 'SAU', 'BTN', 'BGD', 'KAB', 'TWN', 'CUB', 'VNM', 'KWT',\n",
" 'LAO', 'HKG', 'HTI', 'DOM', 'BLZ', 'SDN', 'PHL', 'NER', 'MRT',\n",
" 'MLI', 'GTM', 'SAH', 'TCD', 'ETH', 'HND', 'KHM', 'SLV', 'CRI',\n",
" 'ARE', 'BHR', 'OMN', 'QAT', 'YEM', 'NIC', 'COL', 'VEN', 'TTO',\n",
" 'TGO', 'SDS', 'BFA', 'CMR', 'ERI', 'SOM', 'LKA', 'NGA', 'PAN',\n",
" 'KEN', 'SEN', 'BEN', 'CAF', 'GIN', 'GHA', 'GNB', 'GMB', 'CIV',\n",
" 'TZA', 'LBR', 'UGA', 'PER', 'COD', 'IDN', 'SLE', 'MYS', 'GUY',\n",
" 'BRA', 'DJI', 'SGP', 'ECU', 'GAB', 'BRN', 'RWA', 'BDI', 'AGO',\n",
" 'COG', 'GNQ', 'PNG', 'TLS', 'AUS', 'ZMB', 'MOZ', 'MWI', 'MDG',\n",
" 'BOL', 'NAM', 'SUR', 'PRY', 'ZWE', 'BWA', 'CHL', 'ARG', 'ZAF',\n",
" 'SWZ', 'LSO', 'NZL', 'URY'], dtype=object)"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.adm0_a3_is.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"array(['RUS', 'CAN', 'USA', 'NOR', 'SWE', 'UKR', 'FRA', 'FIN', 'ISL',\n",
" 'MMR', 'EST', 'GBR', 'KAZ', 'IRL', 'IMN', 'DEU', 'MNG', 'NLD',\n",
" 'CHN', 'THA', 'POL', 'SVK', 'AUT', 'MDA', 'CHE', 'ROU', 'HUN',\n",
" 'ITA', 'SRB', 'SVN', 'HRV', 'BIH', 'MCO', 'SMR', 'JPN', 'GEO',\n",
" 'ESP', 'MNE', 'ALB', 'AND', 'BGR', 'KGZ', 'PRT', 'BEL', 'TUR',\n",
" 'MEX', 'AZE', 'ARM', 'PRK', 'DNK', 'VAT', 'BLR', 'GRC', 'CZE',\n",
" 'LIE', 'LTU', 'MKD', 'LUX', 'LVA', 'IND', 'UZB', 'TJK', 'IRN',\n",
" 'TKM', 'AFG', 'IRQ', 'SYR', 'GIB', 'DZA', 'TUN', 'PAK', 'KOR',\n",
" 'LBN', 'MAR', 'ISR', 'LBY', 'PSE', 'JOR', '-99', 'EGY', 'NPL',\n",
" 'SAU', 'BTN', 'BGD', 'TWN', 'CUB', 'VNM', 'KWT', 'LAO', 'HKG',\n",
" 'HTI', 'DOM', 'BLZ', 'SDN', 'PHL', 'NER', 'MRT', 'MLI', 'GTM',\n",
" 'TCD', 'ETH', 'HND', 'KHM', 'SLV', 'CRI', 'ARE', 'BHR', 'OMN',\n",
" 'QAT', 'YEM', 'NIC', 'COL', 'VEN', 'TTO', 'TGO', 'SSD', 'BFA',\n",
" 'CMR', 'ERI', 'SOM', 'LKA', 'NGA', 'PAN', 'KEN', 'SEN', 'BEN',\n",
" 'CAF', 'GIN', 'GHA', 'GNB', 'GMB', 'CIV', 'TZA', 'LBR', 'UGA',\n",
" 'PER', 'COD', 'IDN', 'SLE', 'MYS', 'GUY', 'BRA', 'DJI', 'SGP',\n",
" 'ECU', 'GAB', 'BRN', 'RWA', 'BDI', 'AGO', 'COG', 'GNQ', 'PNG',\n",
" 'TLS', 'AUS', 'ZMB', 'MOZ', 'MWI', 'MDG', 'BOL', 'NAM', 'SUR',\n",
" 'PRY', 'ZWE', 'BWA', 'CHL', 'ARG', 'ZAF', 'SWZ', 'LSO', 'NZL', 'URY'], dtype=object)"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.wb_a3.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"array(['RUS', 'CAN', 'USA', 'NOR', 'SWE', 'UKR', 'FRA', 'FIN', 'ISL',\n",
" 'MMR', 'EST', 'GBR', 'KAZ', 'IRL', 'IMY', 'DEU', 'MNG', 'NLD',\n",
" 'CHN', 'THA', 'POL', 'SVK', 'AUT', 'MDA', 'CHE', 'ROM', 'HUN',\n",
" 'ITA', 'SRB', 'SVN', 'HRV', 'BIH', 'MCO', 'SMR', 'JPN', 'GEO',\n",
" 'ESP', 'MNE', 'ALB', 'KSV', 'ADO', 'BGR', 'KGZ', 'PRT', 'BEL',\n",
" 'TUR', 'MEX', 'AZE', 'ARM', 'PRK', 'DNK', '-99', 'BLR', 'GRC',\n",
" 'CZE', 'LIE', 'LTU', 'MKD', 'LUX', 'LVA', 'IND', 'UZB', 'TJK',\n",
" 'IRN', 'TKM', 'AFG', 'IRQ', 'SYR', 'DZA', 'TUN', 'PAK', 'KOR',\n",
" 'LBN', 'MAR', 'ISR', 'LBY', 'WBG', 'JOR', 'EGY', 'NPL', 'SAU',\n",
" 'BTN', 'BGD', 'CUB', 'VNM', 'KWT', 'LAO', 'HKG', 'HTI', 'DOM',\n",
" 'BLZ', 'SDN', 'PHL', 'NER', 'MRT', 'MLI', 'GTM', 'TCD', 'ETH',\n",
" 'HND', 'KHM', 'SLV', 'CRI', 'ARE', 'BHR', 'OMN', 'QAT', 'YEM',\n",
" 'NIC', 'COL', 'VEN', 'TTO', 'TGO', 'SSD', 'BFA', 'CMR', 'ERI',\n",
" 'LKA', 'NGA', 'PAN', 'KEN', 'SEN', 'BEN', 'CAF', 'GIN', 'GHA',\n",
" 'GNB', 'GMB', 'CIV', 'TZA', 'LBR', 'UGA', 'PER', 'ZAR', 'IDN',\n",
" 'SLE', 'MYS', 'GUY', 'BRA', 'DJI', 'SGP', 'SOM', 'ECU', 'GAB',\n",
" 'BRN', 'RWA', 'BDI', 'AGO', 'COG', 'GNQ', 'PNG', 'TMP', 'AUS',\n",
" 'ZMB', 'MOZ', 'MWI', 'MDG', 'BOL', 'NAM', 'SUR', 'PRY', 'ZWE',\n",
" 'BWA', 'CHL', 'ARG', 'ZAF', 'SWZ', 'LSO', 'NZL', 'URY'], dtype=object)"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"gdf.wb_a2.unique()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"array(['RU', 'CA', 'US', 'NO', 'SE', 'UA', 'FR', 'FI', 'IS', 'MM', 'EE',\n",
" 'GB', 'KZ', 'IE', 'IM', 'DE', 'MN', 'NL', 'CN', 'TH', 'PL', 'SK',\n",
" 'AT', 'MD', 'CH', 'RO', 'HU', 'IT', 'YF', 'SI', 'HR', 'BA', 'MC',\n",
" 'SM', 'JP', 'GE', 'ES', 'ME', 'AL', 'KV', 'AD', 'BG', 'KG', 'PT',\n",
" 'BE', 'TR', 'MX', 'AZ', 'AM', 'KP', 'DK', '-99', 'BY', 'GR', 'CZ',\n",
" 'LI', 'LT', 'MK', 'LU', 'LV', 'IN', 'UZ', 'TJ', 'IR', 'TM', 'AF',\n",
" 'IQ', 'SY', 'DZ', 'TN', 'PK', 'KR', 'LB', 'MA', 'IL', 'LY', 'GZ',\n",
" 'JO', 'EG', 'NP', 'SA', 'BT', 'BD', 'CU', 'VN', 'KW', 'LA', 'HK',\n",
" 'HT', 'DO', 'BZ', 'SD', 'PH', 'NE', 'MR', 'ML', 'GT', 'TD', 'ET',\n",
" 'HN', 'KH', 'SV', 'CR', 'AE', 'BH', 'OM', 'QA', 'RY', 'NI', 'CO',\n",
" 'VE', 'TT', 'TG', 'SS', 'BF', 'CM', 'ER', 'LK', 'NG', 'PA', 'KE',\n",
" 'SN', 'BJ', 'CF', 'GN', 'GH', 'GW', 'GM', 'CI', 'TZ', 'LR', 'UG',\n",
" 'PE', 'ZR', 'ID', 'SL', 'MY', 'GY', 'BR', 'DJ', 'SG', 'SO', 'EC',\n",
" 'GA', 'BN', 'RW', 'BI', 'AO', 'CG', 'GQ', 'PG', 'TP', 'AU', 'ZM',\n",
" 'MZ', 'MW', 'MG', 'BO', 'NA', 'SR', 'PY', 'ZW', 'BW', 'CL', 'AR',\n",
" 'ZA', 'SZ', 'LS', 'NZ', 'UY'], dtype=object)"
]
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment