{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Week 7 Analyzing and Visualizing Large Datasets\n",
"\n",
"Oct 13, 2020"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## This week's agenda: working with big data\n",
"\n",
"**By example:**\n",
"- Open Street Map data\n",
"- Census data\n",
"- NYC taxi cab trips"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [],
"source": [
"# Initial imports\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import geopandas as gpd"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## The holoViz ecosystem (revisited)\n",
"\n",
"**3 new packages:**\n",
"- Dask: analyzing large datasets\n",
"- Intake: loading data sets into Python\n",
"- Datashader: visualizing large data sets"
]
},
{
"attachments": {
"diagram.png": {
"image/png": 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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"![diagram.png](attachment:diagram.png)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## First up: dask\n",
"\n",
"Out-of-core (larger-than-memory) operations in Python\n",
"\n",
"**Extends the maximum file size from the size of memory to the size of your hard drive**"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## The key: lazy evaluation\n",
"\n",
"Dask stores does not evaluate expressions immediately — rather it stores a *task graph* of the necessary calculations."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Numpy arrays"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.05862046, -1.21821986, 0.36515466, 0.51219186, -0.83586367,\n",
" 0.93594448, 1.55314702, 0.24347013, -1.72834339, -0.08112103])"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Create an array of normally-distributed random numbers\n",
"a = np.random.randn(1000)\n",
"\n",
"a[:10] "
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"# Multiply this array by a factor\n",
"b = a * 4"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"-11.090966313512887"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Find the minimum value\n",
"b_min = b.min()\n",
"\n",
"\n",
"b_min"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"Dask arrays mirror the numpy array syntax...but don't perform the calculation right away."
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"import dask.array as da\n",
"\n",
"# Create a dask array from the above array\n",
"a_dask = da.from_array(a, chunks=200)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"# Multiply this array by a factor\n",
"b_dask = a_dask * 4"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dask.array\n"
]
}
],
"source": [
"# Find the minimum value\n",
"b_min_dask = b_dask.min()\n",
"\n",
"print(b_min_dask)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"We need to explicitly call the `compute()` function to evaluate the expression. We get the same result as the non-lazy numpy result."
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"-11.090966313512887"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"b_min_dask.compute()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Dask dataframes\n",
"\n",
"- Syntax mirrors the Pandas DataFrame object\n",
"- Uses the task graph functionality to provides a unified interface to multiple pandas DataFrame objects."
]
},
{
"attachments": {
"Screen%20Shot%202019-03-20%20at%202.58.36%20AM.png": {
"image/png": 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sf3Zv7753992727n7PK+X3O7c7szse877fu6ZeZ6ZYfr06T8bmQiIgAiIgAiIgAiIgAj8j8AMEoj6LIiACIiACIiACIiACPgEJBB9GjoWAREQAREQAREQAREwEoj6EIiACIiACIiACIiACMQISCDGcOhEBERABERABERABERAAlGfAREQAREQAREQAREQgRgBCcQYDp2IgAiIgAiIgAiIgAhIIOozIAIiIAIiIAIiIAIiECMggRjDoRMREAEREAEREAEREAEJRH0GREAEREAEREAEREAEYgQkEGM4dCICIiACIiACIiACIiCBqM+ACIiACIiACIiACIhAjIAEYgyHTkRABERABERABERABCQQ9RkQAREQAREQAREQARGIEZBAjOHQiQiIgAiIgAiIgAiIgASiPgMiIAIiIAIiIAIiIAIxAhKIMRw6EQEREAEREAEREAERkEDUZ0AEREAEREAEREAERCBGQAIxhkMnIiACIiACIiACIiACEoj6DIiACIiACIiACIiACMQISCDGcOhEBERABERABERABERAAlGfAREQAREQAREQAREQgRgBCcQYDp2IgAiIgAiIgAiIgAhIIOozIAIiIAIiIAIiIAIiECMggRjDoRMREAEREAEREAEREAEJRH0GREAEREAEREAEREAEYgQkEGM4dCICIiACIiACIiACIiCBqM+ACIiACIiACIiACIhAjIAEYgyHTkRABERABERABERABCQQ9RkQAREQAREQAREQARGIEZBAjOHQiQiIgAiIgAiIgAiIgASiPgMiIAIiIAIiIAIiIAIxAhKIMRw6EQEREAEREAEREAERkEDUZ0AEREAEREAEREAERCBGQAIxhkMnIiACIiACIiACIiACEoj6DIiACIiACIiACIiACMQISCDGcOhEBERABERABERABERAAlGfAREQAREQAREQAREQgRgBCcQYDp2IgAiIgAiIgAiIgAhIIOozIAIiIAIiIAIiIAIiECMggRjDoRMREAEREAEREAEREAEJRH0GREAEREAEREAEREAEYgQkEGM4dCICIiACIiACIiACIiCBqM+ACIiACIiACIiACIhAjIAEYgyHTkRABERABERABERABCQQ9RkQAREQAREQAREQARGIEZBAjOHQiQiIgAiIgAiIgAiIgASiPgMiIAIiIAIiIAIiIAIxAhKIMRw6EYHwCPz444/mpZdeMpMnTw6v8+px7gjMM888ZrHFFjO8ykRABFqXgARi6469nrxJCHz22WdmwoQJ5osvfmiSJ9JjNJLAnHPObLp27WL69u3byG6obREQgQYTkEBs8ACoeRFoLwEnEN9+d5r5Ztr09lan+1ucQO9enSQQW/wzoMcXAQhIIOpzIAKBE/AF4k8/dzRdui4Y+BOp+40gMG3al+azTycZCcRG0FebIpA/AhKI+RsT9UgEKiKQFIjdF1ymovt1sQhAAHEogajPggiIgCMggehI6FUEAiUggRjowOWs2xKIORsQdUcEGkxAArHBA6DmRaC9BCQQ20tQ90NAAlGfAxEQAZ+ABKJPQ8ciECABCcQABy2HXZZAzOGgqEsi0EACEogNhK+mRSALAhKIWVBUHRKI+gyIgAj4BCQQfRo6FoEACUggBjhoOeyyBGIOB0VdEoEGEpBAbCB8NS0CWRCQQMyCouqQQNRnQAREwCcggejT0LEIBEhAAjHAQcthlyUQczgo6pIINJCABGID4atpEciCgARiFhRVhwSiPgMiIAI+AQlEn4aORSBAAhKIAQ5aDrssgZjDQVGXRKCBBCQQGwhfTYtAFgQkELOgqDokEPUZEAER8AlIIPo0dCwCARKQQAxw0HLYZQnEHA6KuiQCDSQggdhA+GpaBLIgIIGYBUXVIYGoz4AIiIBPQALRp6FjEQiQgARigIOWwy5LIOZwUNQlEWggAQnEBsJX0yKQBQEJxCwoqg4JRH0GREAEfAISiD4NHYtAgAQkEAMctBx2WQIxh4OiLolAAwlIIDYQvpoWgSwISCBmQVF1SCDqMyACIuATkED0aehYBAIkIIEY4KDlsMsSiDkcFHVJBBpIQAKxgfDVtAhkQUACMQuKqkMCUZ8BERABn4AEok9DxyIQIAEJxAAHLYddlkDM4aCoSyLQQAISiA2Er6ZFIAsCEohZUFQdEoj6DIiACPgEJBB9GjoWgQAJSCAGOGg57LIEYg4HRV0SgQYSkEBsIHw1LQJZEJBAzIKi6pBA1GdABETAJyCB6NPQsQgESEACMcBBy2GXJRBzOCjqkgg0kIAEYgPhq2kRyIKABGIWFFWHBKI+AyIgAj4BCUSfho5FIEACEogBDloOuyyBmMNBUZdEoIEEJBAbCF9Ni0AWBCQQs6CoOiQQ9RkQARHwCUgg+jR0LAIBEpBADHDQcthlCcQcDoq6JAINJCCB2ED4aloEsiAggZgFRdUhgajPgAiIgE9AAtGnoWMRCJCABGKAg5bDLksg5nBQ1CURaCABCcQGwlfTIpAFAQnELCiqDglEfQZEQAR8AhKIPg0di0CABCQQAxy0HHZZAjGHg6IuiUADCUggNhC+mhaBLAhIIGZBUXVIIOozIAIi4BOQQPRp6FgEAiQggRjgoOWwyxKIORwUdUkEGkhAArGB8NW0CGRBQAIxC4qqQwJRnwEREAGfgASiT0PHIhAgAQnEAActh12WQMzhoKhLItBAAhKIDYSvpkUgCwISiFlQVB0SiPoMiIAI+AQkEH0aOhaBAAlIIAY4aDnssgRiDgdFXRKBBhKQQGwgfDUtAlkQkEDMgqLqkEDUZ0AERMAnIIHo09CxCARIQAIxwEHLYZclEHM4KOqSCDSQgARiA+GraRHIgoAEYhYUVYcEoj4DIiACPgEJRJ+GjkUgQAISiAEOWg67LIGYw0FRl0SggQQkEBsIX02LQBYEJBCzoKg6JBD1GRABEfAJSCD6NHQsAgESkEAMcNBy2GUJxBwOirokAg0kIIHYQPhqWgSyICCBmAVF1SGBqM+ACIiAT0AC0aehYxEIkIAEYoCDlsMuSyDmcFDUJRFoIAEJxAbCV9MikAUBCcQsKKoOCUR9BkRABHwCEog+DR2LQIAEJBADHLQcdlkCMYeDoi6JQAMJSCA2EL6aFoEsCEggZkFRdUgg6jMgAiLgE5BA9GnoWAQCJCCBGOCg5bDLEog5HBR1SQQaSEACsYHw1XT4BL755hszefJks/DCCzfsYSQQG4a+qRqWQGyq4dTDiEC7CQQnEPljeNFFF5V88Nlnn90cccQRJa/Rm/Ul8N5775lLLrnEPPvss+aNN94wiy++uFl++eXNPvvsY3r37l2yM1999ZW57rrrzKOPPmref/9907FjR7PiiiuaP/3pT6ZXr14l7/Xf/Omnn8zdd99tPz//+Mc//LfKPqbvI0aMMC+++KIZP368+c9//mMOOuggc+6555ZdR9YXSiBmTbQ165NAbM1x11OLQDECwQlExMKVV15pnnrqKXP77bcXPNfee+9tVl11VSseCt5UQUMIXHzxxWbgwIFF2z7//PPNAQcckPr+M888YzbZZBPDuG+22WZm++23N6+99po588wz7fXUve+++6be6wp//vlnc99995njjjvOCjvKf/jhBzPDDDO4S9p8nTZtmjnnnHPMiSeeaK/deeedza677mrWXnttM8ccc7R5fy0vkECsJd3WqVsCsXXGWk8qAuUQCE4g+g916KGHmgsvvDAquuKKK8yee+4Zneug8QTuuusus8MOO9iO/OY3vzHLLrusefnll83HH38c69zf//53s+GGG8bKXn31VdOnTx9b9sc//tEMHz7czDjjjPb8/vvvN1tuuaU9vuGGG0z//v1j97oTPIXHH3+89Vy6Ml4rEYiISwTspEmTzJxzzmmuv/76qG2/zkYdSyA2inxztSuB2FzjqacRgfYSCFog3nTTTWaPPfaIGDDtt/TSS0fnOmgsAYTLvPPOa0XVyJEjzXrrrWc7hEfv2muvjXl5mXJmutYZ08EbbLCBeeyxx2zRhx9+aLp16+betq+IQqZ7EW0TJ040CFDf8PrhueS6b7/91myzzTbR2+UKxGHDhpkjjzzS3kf9EyZMMPPPP39UTx4OJBDzMArh90ECMfwx1BOIQJYEghaI9957b+yP/jvvvGO6d++eJR/V1Q4CiEDWGOIJTFsrmJx69sePJQRrrrmmbZ3pXLx2SRs1apTZdtttbTFTzoMGDUpeEp0jSmeZZZbovByB6PrvbmIN5Oqrr+5Oc/MqgZiboQi6IxKIQQ+fOi8CmRMIWiAy9bf11ltHUHyBERXqoGEENt98cyuomOJNs+nTp1sPI+sLsTFjxph1113XHh911FFm6NCh9pgAlV122cUe+/9MnTrVdO7c2RYts8wy5l//+pf/dsHxPPPMY9cy8kZbApF1jksttVRUx6mnnmroUx5NAjGPoxJenyQQwxsz9VgEakmgZQTiBx98YP7973+bt99+28w222w2gnbJJZe0x8UAf/LJJ/YeJ1rwQr3wwguG6c611lrLdOrUKXYra9R+/PHHqIxo6vnmm8+ecy8C1jc8WsU8ntX0l3QrL730UjSVy7Oy3m/99dc3M888s2HaNmkzzTSTfc+VI5z867iPa6oxonsRh45BWh14CfEWYkzfEtlM+wsuuGC0TvHpp582ffv2Tbvd8nPrGd39qRf+UliJQNx4443NQw89ZKtiahmWvgeyWBuNKJdAbAT15mtTArH5xlRPJALtIdD0ApG1ZyeddJI566yz7Fo1BAmpSljvxh/+f/7znwbvkzPSqOCZZG2be490Jkxhkl7HiRGuT0bQ7r777ubmm292VdlULm5dHcKNtCykeXGW5vWqtL944caOHWtuvPFGmwpmjTXWMARwEM3NM2AIYfL1IWB9Y+3eMcccE3nGuAY+rOV0Nnr0aINYqpWtssoq5rnnnrPV40ns0KGDISXOIossEjUJ8y5dukTn/gGRzYwTRnQ7wSzFrFyB+Pzzz5uVV145qgaRS9okxpDpcgQvwTOI2DyYBGIeRiH8Pkgghj+GegIRyJJA0wtEBAPiCTHEtGHXrl2th4pyxFwywAEPFp5GZ4hIyhAhCIK55por9j7er5VWWsldbv72t7+ZHXfc0Z5z/VtvvRW9xwGR1vvtt58tQ7j5bVFYSX/xapEP0E3Rcv9qq61mBQz5/nx7/fXXzeGHH27758oRjGkBF/QLEV1rcfj999/bnIb0By8tU8xYUqAhgouZL8qHDBliBW+xa8sViHA677zzompg6rycUeEvB/369TMXXHBBQfCMf009jiUQ60G5+duQQGz+MdYTikAlBJpaIPrryEiJgnhzhhjZdNNN7WnS8+S/xwVE2JJKBW8XufMQeAg9DA8cwsQZYg0hgqUJRKaZqQ9LCsRq+vvRRx9Z76ifqHm55ZazoviOO+6w6/hYC4hIRhAuuuiitm3+SZu6/e6776xoXGGFFczDDz8cXVuLAyKUXWTz448/bsUt7ZDyZosttrBNIuARQMXMH4v999/fCrZi15YrEH/729/GvKiIVz4/c889tyFtjp9/kx8QiHy3FrJY27Usl0CsJd3WqVsCsXXGWk8qAuUQaGqB6IsxRJLvVWNaE8GHMYV4wgknRLzwWLF+0BnrAUnX4swXkATJ3Hnnne4t40fLpgnEzz//PPI4JaeYq+1vUvixdo4Ezhj98RNC+7kjd9ttN3PNNdfY69w/LjL86quvNnjnamX0C+H1xBNPmGSUMmLWTRUjwJj2L2aHHXZYJApJon3bbbcVu7SsNYi+V5OK6BssWIvpDOG80UYbuVMD07PPPjs6r/eBBGK9iTdnexKIzTmueioRqJZAUwtEoNxzzz12izbW5PlRqYi6nXbayXJL2yrNFwTJKc4pU6ZEgRd469waOiprj0Dk/mr6y9pBpr6xZD5BW+j9w1Szv7Xdm2++aRZaaKHoCgQRHjJEB967Wpnjjxf1ySeftN451xYMtttuO3valkA85JBDoq0XEZV4g4tZOR5ExKi/rzI7ueBRTBo/KP76179GxQj/ZNBS9GaNDyQQawy4Rap3AvGZcX/75f/JJ2ziejz8f/jDH1qEgB5TBETAJ9D0AtF/WKZ/WXfInsB+IMaBBx4YW3PGPaUEIgmYnXjKWiBW01+mhd12bwRXjBs3zq+m4Jgt4m699VZbTuoWUrhgzru511572V1LbGEN/kGE0U84ErTTs2fPWCtEI7NdItbWFDM75zD9jxFIcvrpp9vjtH/KEYhM2ffo0SO6vViADIm52RXGGT8S+Cw0wiQQG0G9+dr0BeKNN/76/xRPWWorzOajoCcSARFwBFpCIH7xxRf2S468ekTJsjMGXiE3TZg3gVhpfysViL4A44OAR5T1dS4xtD9F7T4oWb0Spc3eykwt4zl00/x+/aQRYnreWdKD68p5ZVrZLR0444wzbCCO/75/XI5A9D3A3FtMICaXIbDe09+pxW+31scSiLUm3Br1FxOIPP3JJ59sjj322NYAoacUARGwBJpeIOLZIeCBP/TsukHS5Y4dO1oPops6zJNArKa/lQpERt7P84dwZks6yv773//aCGa353GW/58gvvD4scawVIQ0eRBnnXXWqGk8jkw1pxn7N5PmB2tL2JYjEKnHT71TavtG/zq2Etxqq624ve4mgVh35E3ZYCmByAMz6+D2VW9KAHooERCBGIGmEohJb4+/ngyvFZ4mN3XMH/68CcRq+1uNQCQa9/e//739MOCte/DBB21UdS09BW7d3i233BKlAop9Gr2TddZZx3oZKXrkkUcM+R2ThuAkP6JL88MrHuJiVq5AdKmGqIfIdyKY08zPwUhqHnIjNsIkEBtBvfnabEsgsoab740FFlig+R5eTyQCIlBAoGkEYtpaNX+7tqQoqYdATAuwcOv8GIlkFHO1/a1GICKu2J3ErcUkWISk3ngQF1tssYIPSnsL3L7Ll19+uU3inVbfp59+ai688EIzePBgc9ddd0XeClL4EEiUNHJMuj2e8Q67xODJ69x5uQLR38KR4Cb6nGa+B5Ft//zI97Tra1UmgVgrsq1Vb1sCERq1Xp/cWsT1tCKQbwJBCUTSjSBg9t13X5vPz492xRtIxKlveH7YVQQjMtdFxnLui4ABAwbYwBXKnTlPI+fJNXB+1HAySIXr/XvZrg9h4ozcg84blhSQ1fbXF4hpHFzbyVemjAhYccaWfHgI0owtBPEy8spUdCXb77l2SD7NdH6awZi0O3gzSRnDOQKahN3FAm9IaeP2aH700Uftvs9pdbuycgUi1zvvID882NmFZQm+sa2hSzJOqh126mmUSSA2inxztVuOQOSJWdLBjksyERCB5iYQjEAkkbLbExnBwDnJqp3gYEcLEiX7hldp1KhRtoj0LwgKUrqwVo01d0xJY9RHbkNEBsIgmQsvmcLEnwpGQBDk4a/Z8z1L9I/gCTxMTFcSIOOmRGkb0UXOQnIVVttfBIKfp/HLL78sEDS0lTT2XV5iiSWiLfhYn+kEV/Jaf8cSvI2slWRP67bMF+Kk0EkzeCCcGQ9/qtbPh8jyAHJZOiMCmmTeCEiEtZ8E3V3jv/Ks/vTz119/XbL/voc57QcEgpAk6Yw/qYOKbQXo96FWxxKItSLbWvWWKxDZaYjvNJkIiEBzEwhGIL7yyiuxNCIkt2b7swceeMCW4z30PXcMGx5H/rinGWvtmMr0DaFIdC2pcFyiZt73k0bjrUMcnHjiidGt7PxBsIQzN53qzv1X1uGRq8/fF9kliq6mvwjlSy+91JAP0BlBJ+z7nPR6uff9V7+vRE+7dDn+NRz73jfOS63N430smVD619Li/7KlHc/jG8/G9DJCDAGLgCfFDF5G0tvgwaUdorCLGV7Pq666KvYDIrnkIO1e6sXrjIBFDCKe8Rry7Hyu6BPH7odLWh31KJNArAfl5m+jXIHIso6XX365olmE5qenJxSB5iMQjEAEvb9Gzw0Fa8QQbGkCgXV2xx13XOzXLtOoJDgmz94555xjjj76aFsVXijEUv/+/aPgCNcGry4Bdffu3SPPo//+wQcfbIYNG2aLiMJFCJ522mnRJUwnk2+QKF62u0O8IUJpl6lUPIiV9heRUiq1SltRvXTOecrSvGRR5385gKOfYxBPqP98/rUcw4B9r31vafKa5LkvxP333JaByf2QGTv6UWqbOz8Njl8nx4wJnwc8lcWMROJ4gfkh4ttaa61lhX4yh6N/Tb2OJRDrRbq52ylXIEIhuWSnucno6USgNQkEJRAZItb/kT+PgACElb++r9gQ4hljGzui77p16xa7jOljhFk59cRuLOOEP9yvvvqq3eWEqVyXuoU9lxEW/hZ4fnX17C9JwxG35azhIyiE6XUijBHlrL2rpzF1jueC6VwCaRzPevSB/I1Mq7OUAK9lOd7ZevSLNiQQ60W6udupRCCmbdPZ3HT0dCLQegSCE4itN0S1e2K8fKRmYS0h4qccY6qWICGEr4sgLuc+XVM7AhKItWPbSjVXIhDT9plvJVZ6VhFoBQISiK0wykWe0Ym9a665xkYQF7ksKmZ9Jt5Dbb0VIcnFgQRiLoYh+E5UIhB52GI7IQUPQg8gAiJgCUggtsgHgXQ7p5xyinn77bcN6+eYUmfvYtZuEgDkR/imISHKe8cdd7Tr9fxo4rRrVVZfAhKI9eXdrK05gfjuW+N+WZ99dpuPyRpuPziuzRt0gQiIQFAEJBCDGq7qO0tACZHfSSt3izhECP8RrCPLFwEJxHyNR6i9cQKxd69OvySHv8zw3VDK+MFINgCZCIhAcxKQQGzOcS14KqaDyLfoG1HARHTLwiYggRj2+OWl975AnHHGGcygQYNsUFix/mkdYjEyKheB5iAggdgc41jWU5C0mqliglLI2+jnbiyrAl2USwISiLkcluA65QvErl27mHfffTfa7rLYw7A9p2YVitFRuQiETUACMezxU+9FQGlu9BnIhEBSILJX++qrr16whanfGJsK9OvXzy/SsQiIQJMQkEBskoHUY7QuAXkQW3fss3zyNIHobyaQ1hYJ9P1dpdKuUZkIiECYBCQQwxw39VoEIgISiBEKHbSDQJpAJOvB8ssvb9i7PM3YP37EiBFpb6lMBEQgcAISiIEPoLovAhKI+gxkQSBNIFLvPvvsY6699trUJtghijRZMhEQgeYjIIHYfGOqJ2oxAhKILTbgNXrcYgJx9OjRZquttiraKt5FAt9kIiACzUVAArG5xlNP04IEJBBbcNBr8MjFBOKUKVNMjx49zPTp01Nbffrppw0BLTIREIHmIiCB2FzjqadpQQISiC046DV45GICkaZKRTNfffXVZvfdd69Bj1SlCIhAIwlIIDaSvtoWgQwISCBmAFFVmFIC8YADDvhld5XLUykp4X4qFhWKQPAEJBCDH0I9QKsTkEBs9U9ANs9fSiDiJRwwYEBqQzvvvLO5/vrrU99ToQiIQLgEJBDDHTv1XAQsAQlEfRCyIFBKIE6cONEsu+yyqc2sueaaZuzYsanvqVAERCBcAhKI4Y6dei4CloAEoj4IWRAoJRCpf/755zeTJ08uaGqhhRYyb775ZkG5CkRABMImIIEY9vip9yKgrfb0GciEQFsCkVQ3pLxJsx9++MHMMMMMaW+pTAREIFACEoiBDpy6LQKOgDyIjoRe20OgLYF41FFHmaFDh6Y28frrr5tFFlkk9T0VioAIhElAAjHMcVOvRSAiIIEYodBBOwi0JRBLBao89NBDZu21125H67pVBEQgbwQkEPM2IuqPCFRIQAKxQmC6PJVAWwJx3LhxZq211kq9l634dt1119T3VCgCIhAmAQnEMMdNvRaBiIAEYoRCB+0g0JZA/OKLL0zXrl1TWxgyZIg55phjUt9ToQiIQJgEJBDDHDf1WgQiAhKIEQodtINAWwKRqhdeeGHz/vvvF7RCjsRLLrmkoFwFIiAC4RKQQAx37NRzEbAEJBD1QciCQDkCcZNNNjEPPvhgQXObbrqpuffeewvKVSACIhAuAQnEcMdOPRcBS0ACUR+ELAiUIxAPOeQQc9FFFxU0t9JKK5mnnnqqoFwFIiAC4RKQQAx37NRzEbAEJBD1QciCQDkC8dJLLzUHHXRQQXM9e/Y07LYiEwERaB4CEojNM5Z6khYlIIHYogOf8WOXIxDZUm/DDTcsaJnglY8++qigXAUiIALhEpBADHfs1HMRsAQkEPVByIJAOQLxjTfeMEsuuWRBczPNNJP57rvvCspVIAIiEC4BCcRwx049FwFLQAJRH4QsCJQjEKdPn25mn3321Ob4HM4555yp76lQBEQgPAISiOGNmXosAjECEogxHDqpkkA5ApGqF1poIfPBBx8UtPLmm2/a9wreUIEIiECQBCQQgxw2dVoE/j8BCcT/z0JH1RMoVyCuscYa5umnny5oaMKECWb55ZcvKFeBCIhAmAQkEMMcN/VaBCICEogRCh20g0C5ArF///5mxIgRBS2RH3GdddYpKFeBCIhAmAQkEMMcN/VaBCICEogRCh20g0C5AvHII480w4YNK2jpzjvvNFtvvXVBuQpEQATCJCCBGOa4qdciEBGQQIxQ6KAdBMoViOeff74ZNGhQQUtXXXWV2WOPPQrKVSACIhAmAQnEMMdNvRaBiIAEYoRCB+0gUK5AHDlypOnXr19BS0OHDjUDBw4sKFeBCIhAmAQkEMMcN/VaBCICEogRCh20g0C5AnH8+PFmtdVWK2hp8ODBhv9kIiACzUFAArE5xlFP0cIEkgKxS9cFW5iGHr1aAtOmfWkQib17dTJdu3Yxffv2Ta3q448/Nt27dy9479BDDzVnn312QbkKREAEwiQggRjmuKnXIhAR8AXiN9OmR+U6EIFqCLQlEKmTZNkkzfZtr732MsOHD/eLdCwCIhAwAQnEgAdPXRcBCHz11Vc2L93Ur+N/sEVHBKoh0LHDTGa++X5TMqfhfPPNZ6ZMmRKrfocddjC33nprrEwnIiAC4RKQQAx37NRzEbAEfvrpJ/Piiy+ayZMni4gItJsA4q9bt25m/vnnL1oX+zGzL7NvG2+8sRk9erRfpGMREIGACUggBjx46roIiIAINILAKqusYp577rlY0wSuPP7447EynYiACIRLQAIx3LFTz0VABESgIQQ22mgj8/DDD8faXmqppcxLL70UK9OJCIhAuAQkEMMdO/VcBERABBpCgPWGd911V6xtIpvfeeedWJlOREAEwiUggRju2KnnIiACItAQAvvss4+59tprY2136tTJfP7557EynYiACIRLQAIx3LFTz0VABESgIQTYao8t95L2/fffmxlnnDFZrHMREIEACUggBjho6rIIiIAINJLASSedZIYMGVLQhU8++cTMM888BeUqEAERCI+ABGJ4Y6Yei4AIiEBDCZx77rnmiCOOKOjD66+/bhZZZJGCchWIgAiER0ACMbwxU49FQAREoKEErr76ajNgwICCPpD6ZrnllisoV4EIiEB4BCQQwxsz9VgEREAEGkrgzjvvNDvttFNBH8aOHWvWXHPNgnIViIAIhEdAAjG8MVOPRUAERKChBMaMGWM23XTTgj488MADZoMNNigoV4EIiEB4BCQQwxsz9VgEREAEGkpg3LhxZq211irow7333psqHAsuVIEIiEDuCUgg5n6I1EEREAERyBeB559/3qy88soFnSJ59hZbbFFQrgIREIHwCEgghjdm6rEIiIAINJTAxIkTzbLLLlvQhzvuuMNss802BeUqEAERCI+ABGJ4Y6Yei0CMwI8//mj3wJ08eXKsXCciUA0B8hgutthiJfMZsqXe4osvXlD9LbfcYnbccceCchWIgAiER0ACMbwxU49FIEbgs88+MxMmTDBTPv0+Vq4TEaiGwDydZzFdu3Yxffv2LXo7CbEXWGCBgvdvuOEG079//4JyFYiACIRHQAIxvDFTj0UgRsAJxLffnWa+mTY99p5ORKBSAr17dWpTIE6dOtV07ty5oOprrrnG7LbbbgXlKhABEQiPgARieGOmHotAjIAvEH/6uaPp0nXB2Ps6EYFyCEyb9qX57NNJphyByLKG2WabraDa4cOHm7322qugXAUiIALhEZBADG/M1GMRiBFICsTuCy4Te18nIlAOAcRhuQKR+jp27Gi+/z6+rOGSSy5J3WGlnPZ1jQiIQL4ISCDmazzUGxGomIAEYsXIdEMKgUoFYpcuXcyXX34Zq+mCCy4w+++/f6xMJyIgAmESkEAMc9zUaxGICEggRih00A4ClQrEHj16mI8++ijW4tChQ83AgQNjZToRAREIk4AEYpjjpl6LQERAAjFCoYN2EKhUIPbq1cu89dZbsRbPPPNMM2jQoFiZTkRABMIkIIEY5rip1yIQEZBAjFDooB0EKhWIyy23nHnllVdiLZ566qnmqKOOsmUff/yxDWSZa665zAwzzBC7TiciIAL5JyCBmP8xUg9FoCQBCcSSePRmmQQqFYirrrqqzb/pV3/SSSeZv/zlL7ZolVVWMc8995w9nnPOOc1CCy1k1l57bbsV37rrrmvmmGMO/1Ydi4AI5IyABGLOBkTdEYFKCUggVkpM16cRqFQgIvIef/zxWFXHH3+8OeGEE2yZLxBjF/3vZOeddzbnnnvuLzkXu6a9rTIREIEGE5BAbPAAqHkRaC8BCcT2EtT9EKhUIG644YZm7NixMXjHHHOMGTJkiC0bOXKkGTFihLnvvvvMV199FbvOnSy44ILmzjvvLLlri7tWryIgAvUlIIFYX95qTQQyJyCBmDnSlqwwC4F45JFHmtNOOy3Gb/r06ebqq6+2axOLCcVnn33WrLjiirH7dNJ4AkSpzzvvvGbGGWdsfGfUg7oTkECsO3I1KALZEpBAzJZnq9aWhUA87LDDzFlnnZWKcPLkyWaPPfYwDzzwQMH7m222mRk1alRBeV4LCMC5/PLLS3ZvpplmMnPPPbfp3bu3WXrppU337t1LXp+HN3/++WcbePTPf/7TenYfe+wx88UXX2i9aB4GpwF9kEBsAHQ1KQJZEpBAzJJm69aVhUA8+OCDzbBhw4pC/Oabb8xWW21VMDXNDY888ohZY401it6bpzf4f+6yyy4z99xzj3nqqafK6trKK69sTjzxRLPpppvmNqr7t7/9rXnxxRdjz/P111+nbqsYu0gnTUlAArEph1UP1UoEJBBbabRr96xZCER2UWE3lVL24YcfGtYeJm2ttdYyDz/8cLI41+c//fSTnRr/97//bfv5m9/8xnrgKH/11VftMdsPumhuLjr66KPNX//611w+F/1+7733zGKLLRb179tvvzUzzzxzdK6D1iEggdg6Y60nbVICEohNOrB1fqwsBOKAAQMMgqgtI1/i4MGDCy7De8V0bEi27777mquuusp2ebXVViuI7MZr+uc//9ncfPPN0WMxPb333ntH53k7WGaZZcx//vMf2y3WkMpak4AEYmuOu566iQhIIDbRYDbwUbIQiHvttZcZPnx4m0/xwQcf2LyIyQvvvvtus/nmmyeLc31OYI6bVk8TiHT+hx9+MB06dIieg6ncZ555JjrP24E/1SyBmLfRqV9/JBDrx1otiUBNCEgg1gRry1WahUDcfffdbcRyOfB8EeKuP//8880BBxzgToN4LUcg8iBbb721TfnjHor/b0kgnkfzx0YCMY8jVJ8+SSDWh7NaEYGaEZBArBnalqo4C4FI8uvrr7++LG5HHHGETZTtX3zooYeas88+2y/K/XG5AnHPPfc0N9xwQ/Q877zzTiyyGa8qaxnffvttGxSy/PLLmyWXXLJkgMgnn3xi7yFpOUYU8gsvvGBY58mazk6dOkXtFTv4/PPPzfjx483UqVNNnz59TM+ePU05ArGa/n766ad2Peb7779vFllkEdvebLPNZvtdTl+LPYPKa0NAArE2XFWrCNSNgARi3VA3dUNZCMR+/frF1tqVAnbGGWdE2/K567bcckvzt7/9zZ0G8VquQPRFFw/GtDN7VBMEwhaFpAfCo7jmmmuaN954w64BJOiFlDOsCXSGuCL5OEnI3XsIvDPPPNNcdNFFhhQ8zi6++GLDGsk0I8fhH//4R1sH79M2eSqJtiYvpbOkB7HS/rp6WHpAEBO2/vrr2zZoj3bZUYe+yPJFQAIxX+Oh3ohAxQQkECtGphtSCGQhELfbbjtz++23p9ReWHTllVfa4A3/neWWWy4W8eu/l9fjcgTia6+9ZpZaaqnoEfy8jwijG2+80QolrmPrQaKJKSewBQE1ceJEg1jE8Cy6qGnOKacMsUh0+FxzzRV7nzQ8K620EpdG9tJLLxnE+KRJk8zJJ59s8NzOOuusNkclxwhUZ0mBWGl/qQdByxQ7Qpfdd+aZZx7z3XffmV133dX+ILj00kvNn/70J9ekXnNCQAIxJwOhbohAtQQkEKslp/t8AlkIRHIcssVeOXbrrbdageBf24wC8ZVXXjFsS+h79ghQwaPoC8ek93TMmDE2ZyJ8ENO+h81/j/cXX3xxO33N/td4Jffbbz9zxRVX8Jbxtz/k/Pvvv7dTu4jAtCn9p59+OpaP0heI1fZ3++23NwQgsU83+3U7mzZtmp1mJ+1PaGtP3TM086sEYjOPrp6tJQhIILbEMNf8IbMQiL///e9t8uhyOpsmEPEw/etf/yrn9txc43sQ8eAx1cvWdOwc8+STT1rvoOss3kAE9HrrrWeLWIeIuMOI3kZEOSN3IoIPQ1Qhrpwh2maffXZ3algPyJZ4znwBieeO/a6dMe08cOBAe8p6xx49eri37CvrGGeZZZaozBeI1faXtZQIUhKhP/jgg7G8igceeKDp1auXYRceWb4ISCDmazzUGxGomIAEYsXIdEMKgSwE4sYbb2xGjx6dUnthUTMKxMKn/HVtH+v6yIWIh5WgDN/YjeXRRx+1eRH9aWhE3U477WQvPeiggwoCevzk1b6I44YpU6aY+eabz97re2V//PFH061bN7vWkHWA//jHP+w1yX/8aexk3dX0F/HrtlgkeIZApoUWWsg2+9Zbbxk8iaHlv0wya8ZzCcRmHFU9U0sRkEBsqeGu2cNmIRBLiY5kx9MEIp4mf31d8p48nvseRMQY6wYRYqzpW2CBBcqKJHbPRdAG95Ns3N/yDi/beeed5y6zr6UEIoILbyXmC8Q333zTLLHEEracNX+s/UszP6AmKRD968vt72233WZ22WUX/1abKP2QQw6x+1XH3tBJbghIIOZmKNQREaiOgARiddx0V5xAFgKRdCtMb5ZjzSgQiyXKbovHF198YcgBOXToUJtQG9GJSNtoo43srVkJRDyGLAPAaOO0006zx8l/2hKIlfaXaevjjjvOELnuGwE2rJUMLTm6/wzNfCyB2Myjq2drCQISiC0xzDV/SAnE6hD7HsRqBCJrDbfYYgsbxLLtttua6667znTs2NF6EBFqWFYCETFGAAtWKmdlKYFYbX9p86677rKpbvyAHcpvueUWs+OOO3IoyxEBCcSUweAPbufOnW00WMrbKhKBsgjwq5mN77t06WK/8Mu6qYqLJBCrgKZbCgjkQSASsOH2AC7oYE4L2iMQyWm48MIL2yfbZJNNbJCKmzpmijlrgThq1CiDCMVKBQQVE4jV9pecjy7whWnpc845x5xyyim2H+4fpr/dukRXptfGEsiNQGSdA2ssWDtRrZFKYPXVV6/qdvJMMTVCFBn5pMj4Tj4pWX0IkJj16quvNs8//7xhdwAWSfMlxS9nxHopIy0Di55fffVVm3yWdT8sBidpr/tSKnW/e48vP5LV9u3b17BlWKXGuiMiFMeNG2dzuU2YMMFGFt5xxx12HVCl9ZV7vQRiuaR0XSkCEoil6BR/rz0C8aijjrLTytSe9KLVQiDyd27ZZZeNHoYoaxcpHRX+clBMIFbbX+q76aabYoEofNcztey8iXz/V/O96/dbx9kSyI1AJGkm4fdEc/mh/pU87qmnnmr4AFdquLaT2fslECulWN31/DAg0z/TKmnGGhW+ONdZZ52Ct7mX3FlXXXWVXZDN2OOtYxqFaRC+lPjF7KL5Cir4XwHbUrH2h/8wcnIdffTR/3u3vBcELpGGvNLnY4891hDR2bt37/IqaMdVEojtgKdbIwISiBGKig74/94Fe/CdQ47Dco3ch/fff7+9nATjJBp35pJLcz5gwAAbuOLe49V5GjlOBpJ88803kYPDD1LhOjyHLhE2KXBod6aZZqIaa+yUgifXCbevv/46iryutr+02b9/fxuY4trh9fHHHzdum0C+f136Hf8aHTeOQG4Eoo+AXxFEcjnDQ4RXxzcEJQtl8dKQIwpBcOKJJ9qFsP515RzzPw2Z5UlF4EwC0ZGo7au/HysRjHj/GFOmIZwRjUey2fnnn98V2VeEJeIQI3caX0IYX3DsVPDYY4/ZMj4/fs4we9Ev/5CnbNiwYQULpysRiKSTGDx4sLnssststazrYbE5OwXUyyQQ60W6udvJg0AkjyBpT0Iypmz5IYrx45CZiHLNvxdRRrQv06wPPfSQFUtOpPG3iRkuHCh8t5HsmnWKzthP2d/L2J8K5vuT7ylyM2I4YEhc7Wyvvfays3fUhxjE0eIHkxDIgqePH7s4U9yzVtJfvpsRrXxP+zNzvpf04YcftvtHu37ptfEEcikQL7zwQpvh3eH58ssvY/8zuHL36pJ3/uUvf7F7WrrySl/93E8SiJXSq/x6Eqay7oYvP7yEiy66qK2ELxKSwiLenJFDjH1GnfEFiocOIzqOHwe++V88ySSz7jq+KPljRGoOPjv8YsfKFYjsZbr22mtHv8aHDBlidy1w9dfrVQKxXqSbu516C0Q/z58jW6nAcvc14pXlUHyHbbPNNrHmSZSN6CrnRyLTqngH04wt8Pjx6RvflU888YR1oPg7q/jTszhPWCrjfyf+/e9/t7u5uLpYuuN+1LoyPI18b6YZYpAt+5hpq7S/LLlBILK2lCAeotf5IcBSokGDBtlnQSjjyWQXGFl+CORSIF577bVmn332iSi1JRC5kA3OyU7PH/dqjbUYeCIxCcRqKZZ/H2OMt5B1MGkePpLEuh0AkvnR/MSreH/9BLOuB24dDb+g+UXdoUMH91bBK14/vqywcgQi3mtSULjPC/3hy9P9Si9ooIYFEog1hNtCVddbIPq7ffiYk9Ol/nt5Ofa3nCvWJ0Ti8OHDi71ty9PSv/CDle+gVVdd1QZzuOUuTO+yDIupWkRi0hBxiLDu3btH08P+NQcffHDsRzfT4ohQ56XkWtqmjKU7/Hgm4vkPf/iDWXHFFW1V1fSX/uB8wUPJEhyMHwKuXbYC5Bl9D6i9SP80nEDTCMR3333Xuq7nnnvuqqFKIFaNruIb3RoZ/ki4NSjJSljE7E/7u7UwTA276eZSU1J4Id0PhhEjRkTRe8l2OOfLkrVEWDkCcf/994++/PmyY+qEHQoaYRKIjaDefG3WWyAm9/x1RPluIMl0Kxk/OJkJY4lN8nuE6WOEWTkeyWqY8bcTJwwzOHPMMYetAk8iP7qLBflV2l++o+g/4p/n5Ac7z0mbac6Bap5D92RPIHiBiIsfD1FaJJbDxS+V119/3f5CIYt8sQ9kmkDkXqJj+dLiV5QTJq7u5CtRYqwPwV2PjR8/3uDy515c6r5Rl9t2iS8B/qfzjb01/XUm7j2iZRFP/MKjf+xj2adPH/vl4q5JvvIFw69OriVog/9RmaZlvQtfBPQxzVgI7S9gTl7n+p92b6kyvpSIWj/77LOLXuZEJBcwxnh1mYK45pprDLsAYMkN7m3h//654YYbzJ577mnPmMJAJBazSgRi8g8bU99MgTfKJBAbRb652q23QGQf4J49exZA/O9//2sWW2yxgnIViIAI1JdA8ALxd7/7nV1wmxa9fOONN9q1ZZMmTYpRZc0aLu3klKMvEBFfiBfWQ/qGt4twfT8yll9fLNwlEpcUOawbIViBrYXcFCTRaS+//HIsxxf9w32P0X8EjXO7U5bm9ULksX6EX3iIUH5xuj0uDz300GijeO7HeHbqufzyy23bZNKfOnWqFTSuLaLH3PTqr3f9+i+eMfq0wQYb2IJkWgIKqYPI4VoYgrlr1662avbvZBEz5kcN0m/W/KQZU9esEcTaWttUiUD0F5ZTN8KfvuJF5LNAGglEd/LzxbW1MAnEWlBtvTrrLRAhjFfJD0ijjO/R5LZslMtEQATqSyBogYh3jkWvyfQ2eMf+7//+z25uzlQgf9B/+uknKyTwmmFrrLGGXWDspwrwBSJTm269RHJIEBss2MX7Rmb4HXbYIXbJ3nvvbUWbL0zd+hA/ECb5RUgy0UUWWSQSicm0BwgQF8190kknWfFLw35ABtOqBGVgpFpJiifEcTJBKetMqG+llVaygpJ7eX6igH0+lDPNyzQ+Hj32TEWg1soQwy69jf+8ROC5VEhE2x1++OGpXcDzi2fVGdHNyedx75UrEBFjeHZ9Y2xd2ghXDh8irP20Fe69rF8lELMm2pr1NUIgJn9sQZ7giyuvvLI1B0FPLQI5IhCEQGQRq78mhegxpihdKpykQOQPMylQktsTMWVJNJUTbkR6HXbYYdFw+AKRP/CIK/atRHCSfgDB5cx9iTGdTH1MMTrxyTW8j3cL7xxBNwRBsPAXgXb66afbapICkUJ/bVtSIBLUQV0YAhVB54wgHcp8TxliDhFHlJ3zFnI9U6JLL720IeoWEYz3k/sJsnDbHfH8aYEdTpT7QtT1IetXxhVvLH1hOsqlR8Br7MT7BRdcYJmltZ2cwmLtCwum06xcgZgWeUmiXDyGeJ1Jig1zZ+wYwIb0tTQJxFrSbZ26GyEQ0/Zjhrh21Widz52eNL8EghCIbeHzBSLTFeRrQhCxHjC5xoU/1i5dCmIRr5wzXyCSwBPvpG8IKjxZzvzo2eQXnR8Fzfo/F76Px4uUKliaQPS9fskpZj81AakD/AAO36uWjPr272OKnMAQZ37f8LKyVtIJHCLwiMTzDc8sU+9pbP3r2nvMtK3zTpKOwY9qZ2GzE/kkxXbrDJNtkoamR48eUTHT/W5taFT4v4NyBSKC31/OkBTqrA8lT5n/Y6HWf+wkEJOjqfNqCDRCILKmmfWG/g9Y+u5+gFfzHLpHBEQgGwJBCESiVl10FY+NB/GDDz6wHj48ar5AdN5DrnPeMI6dIaycuKDMj5jzBSKewWTKEj9ognt9geenbEjm7ONaZ+0RiDwzgojoLzyNzlj/xtZyLvUBz+cH05APy00r++se3f3+K+/z5YyRWgYR7DjgSWXfULyPvsj078/qmPWUrP/cddddI6+pq9ulr+GcqSjXX/e+e/WTxVLGlDNBOmlWrkD0t9ViFwKXhsevk3ZZh+jWVqXlafSvb++xBGJ7Cep+CDRCINIuXne3FptzZ3xn8YNUJgIi0BgCQQjEpEfMoUIoMmXIFLTz6vg7c5D3qS0jpYmLFPYFImIozUgSSlJSzJ9mJYCCvHgYATAuvYot8P5pj0D0qrGHTPfiXXO7ibj3k1OpvueT6WQ8XMUMYYyHzv2iZ60fOf4wJ4KJIt5tt92KVdHucpdAm3WiJHhNBnv465ZKTTETDYmYdYZXsliqiHIFIksSaBMrFSCDV5MAHwzvLksUamUSiLUi21r1NkogQpnce/yXNIL9cACw3lsmAiJQXwJBC0RQIdiYanVpRlwCZX8tXrlIyxGITE+7NWW+p7CeApHpb6apCSJBfOBtO/fccyNvVnsEIqxIP+MCP/wpabcGEkHCusBaGNOxBOIwvcy2Ui6K2W/LeRcpYz0nPwrSLJlHMc0r7O4rVyD6u/yUEohMwzvvR3Ipg2szq1cJxKxItnY9jRSIkOc7lLXjyYAv3uO7lu8ishkUW0fMdTIREIHsCAQvEJMoXLAG5cn9KZPXJs/LEYisCySTPcYelUw5YvUSiP4axdGjR0fbzfm7jrRXIOKxJZraTZGy+TzTzUQvE6FNypxaGEKH8WPcWArAdHaa+eILsU4gSJohMNkZAPOFbtq15QpEtuNjahljWowp+TS7//77bY5G3mPdo0t3lHZte8skENtLUPdDoNECkT6QaYDMEPwQd0tmKPeNdGGsM5eJgAjUlkDTCUR/as+fHk3DiBBhfaNbl1aOQPT3zvTrr4dA9Kdhxo4da8WUe64sBSJ1+ruQMJ2MZ5bcZDwnv+KzNv4wsI6S6GTyFxIVXMwIAHH7MDOtjxhLM4Js3FrNtvZJLlcgEpzD+kKslPDzczCyFpa9pmtlEoi1Itta9eZBIPrE+X+NJTGs8yUYzBlpvfylI65cryIgAtkSaDqByNo/xA3GH3AEh78TiMPHdCMpbIjadR6ocgQiU7usI8RIa8JWb1g1AjEtStj3EPpRzPTXrZV0ORVtw//7J2uBSECMv+4HDyJBOkz/uKAVv/32HBP5iwhF6LH+kCCUNOOPBMx51hVWWMFGWzPVzXrJtC2hmK5y6zP5HDDWxaxcgUikN2sjXZqdYrs++B5EP4djsfbbUy6B2B56utcRyJNA5Mc7wpDvQH5sudkM+iqB6EZMryJQWwK5FIj+H2sef8qUKXZ6sxwUpGghGbUzAkbwvPkikdQuiAe8gf4f+LYEoh/AQVAMi6ed+QIx+Z67hlfyIbJ2DWPtnMuJyDlCiaTb/GrG/Ahdfz0dYs2lorEX/vKP33dEnD89W0mQiquPVz89DuelvHDkXKTfTP2UEmLU4xtjMXDgQHPJJZeYtNRC7lpS1rArCrkryevoR1v7U+3ueurF08fm9ZtssolhariU+Z+5tvZipp9MWWP8WHDrNf36CZyirxj5GP10O/51WRxLIGZBUXXkQSCyJSrfMy7AKzkqfPexG1Qt/39KtqlzEWhVArkUiP5UKgNT6ZqT3XffPUqizf2sQyPAAvHy3nvv2fQpbInnryHkOl9kpUW8IuZIWUIADNMffqDGvffea4WLa48vsTTzPUvcz3QpghbvGJ5MklU7I1qXtDadO3c2EyZMMKuuuqp7y+ZjJPE2HjWuIZrZGb+62UEEwckzu9yFvF9K5Ln73as/nUrZa6+9ZiOc3fvu1aW/cZHPlaxTdInDYcG+ymnGDwS2E4Q7YgtvIfnT8DQiANN2fSH9kcudyFomn11aG3wW3A40fnR62rWUEV1JInMs+flEsOHlxetBiiGesZYmgVhLuq1Td6MFIulu2GPd9xZCn+8GflTzfVgsj2nrjJKeVATqRyBXAhEPHalb+OPr5yrknD/gbjq3LTzssrLpppvG9j1O3sMXEV4rl8Ca9/0/+kwjEgBBom2CNvjyYuE0ooRft/4iaaZeWevmByw88sgjVpQkt3ajLgSh/3yubzwf4iqZ7oEAhyWWWMLelxbhR5/4z02nuvoQrXyhsk4PIYXxC5y1k27dpbu22Kubui611i/ptaUupqiTW9Il23CCO1le7JzpfT9R+YcffmiXCTDlRMAIApt8mYhJ94cGLzE/GEoZfWWNJfVgCE4Evv8DIHm/P+YwxVuIh5NxZetCRCmfJwJ6kml6knW191wCsb0EdT8EGikQ/aVB/mgwA8SMDAFyMhEQgfoSyI1AJNlzWkoTHwd/xBE35Rh/NEmgnJxa5I8+a//SkmizFzLvIQYJAvENj1C/fv2sl2n22WeP3vLTnkSF/zugLQRdMvceu7fQNydIuJxfx6SqoV3eQ1zQR7yfbos5J4Sc2HO/rImkxnvH9DRiEqGJmELkpCVypr1ypl25DhFNPklEsYveptw3pnMJXPEXkvsBPP617tifMndlbb3i0UzujMM4M1XPNLPzYFIPJx525gAAI5lJREFUghnRtt566xWtlrVNcE4T69xEehrG1+0HnayI52bJwLBhw2J14OnE48HUs/8DJHl/VucSiFmRbO16GiUQ035gMhJ895DGTCYCItAYArkRiLV6fDw9CCumKfH6sa1TOUEWTM+yPhHhSkRt1r9gqZ8pW7bko09u5xPOERVJUen4ECSB6OR+RGsyOIMpWNYfZiVMEIUkq0ZE+bvZuP64V8TSK6+8YoNMyFOY3ArQXVerV9pHQDJeiEh2m6mnwZ11kvPNN59NEVTPtiUQ60m7edtqhEDk/1tmJ5I/yEulkGreEajdk7Ekhx/QOA+y+ttQu96q5rwQaHqBmBfQIfaDfIqI0GQwTalnwftJ3kQ8hLPOOmupS/VeRgQkEDMC2eLVNEIg+nllHX6+c8gS4GZOXHm1rwijtnK3shQIzz//sTSmET8yq32+UvfBlxRbbm07s04sv2LJFo4JmQiUIiCBWIpOi7+H2GNdZdrUbhoapmMJ9GBaf/XVV0+7RGU1ICCBWAOoLVhlIwQigWnJPKblBIlVMjz8/0FGCFJosT65XGN5D8uKyJrAzEBoxhIjUrmxln6vvfayaznd81eyXCu051Z/syMggZgdy6BrwuNHyhZ+SbNuj2hvgmVYo3f99de3+Wxcyy/VkSNHxgJ42rxRF7SbgARiuxGqgl8INEIgsu97cg0wXi/WZNfCNtxww9h0NimrCEpjwwSWibDVJ942l6HA9YE0WAQQlrM8yd3TyNf333/fpvkiInzq1KmGdfM8I88Kb/LOXnPNNY3sotoOgIAEYgCDVI8usjMJKXeSRhqdcqLHWU/J9ExW00LJfui8OAEJxOJs9E75BOotENk9qVOnTgUdZC0zWRtqYf5GBEy38v9OmvGDefDgwbEgR7xuBDAm132n3V9uGct48KISuJilkXEDzyHT9S6okfpZJ02mEJwAbuOFLNtVXc1FQAKxucaz6qc588wzDV+evhEB7fYd9st1nC8CEoj5Go9Qe1Nvgfjqq6/afK1JXgjHZHqw5DXVnvv5TksJRFc/XsPrrrvOndoUViylycJI68Y0Nl5LPH5Z2kEHHWTwepbaDjTL9lRXcxKQQGzOca34qaZNm2Zuu+02G31MFDTC0O05XHFluqGuBCQQ64q7aRurt0BkrXLyByizFcxa1MoqFYhMz5Jk3/fCsYyGfePba2R7QGwy85K1QMRD+Nhjj0kgtneQWvx+CcQW/wDo8cMnIIEY/hjm4QnqLRBZs8xaON/yJhDpG2nSyKvqrFgOWcTkCy+8YAUuP7j5gc1/yWU3pCpjd6uhQ4faKvFkug0Q8Jxy7lu59ZLSjXQ2GFPLrD/k1c9PO9tss8WmlkkzRFJ/Nk4gEIddsVhqtNBCC9n0bn4/2FCAnJWs1aQeNnxgkwCOixn1wWSllVaKLmGXMgIfcUT4W8JyAWzwqNIWaena2myBe3gG54UlXRzR2f7Wulwjq46ABGJ13HSXCOSGgARiboYi6I7UWyD6+6k7cMk1c648q9dKPYiu3eQabfaMXmSRRdzbhh2bSI6PKGPTAIQOwgtDCPsbM5A2jE0R0izpTaykXqK/2ZGmlLErzamnnmoDVQgGIv0P3lEinhGif/7zn6MNB5hR2n777Q1T/uxgxcYDiNc111zTClruo79sW8umAr6x/ejNN99sd/dCLJPf99Zbb7WBj743Fi5EmJNjd9SoUXaZEyLUGUE1bIKQlheYjS1YJ8pUur89I31kDSYBlsr56EhW9yqBWB033SUCuSEggZiboQi6IxKIxYcvKeoQM5tttpm9AYGDsMIefvhhKxA5RnwdcMABHNr0OhtssIE9ZuqXbULdzlQIGhdRjDeu2nrxQpJ9AnFKtDaGgEOYOevevbsVZKw594394k855RS/KFpv6dKd0U+CEdnxjDYoRwRSjkeQtrC01EV4itmNi2vwGpLn0tmQIUPsxg/sW09dK6ywgp0ed+/DA96+EZFNMnUSrJ999tlmlVVWsV7HgQMHRgI3uTWrf7+OyyMggVgeJ10lArklIIGY26EJqmP1FogIhj333DPGKK8eRAQc+7s7u+yyy8w+++xjTxFdbptPvFrOa8WUr5teRkwhJJ35EdzFnrmaeqmfXbbctG9a3V9//bWdKia/o+s39+F1W3rppQ2CDQGHKGPamZ3EMISfS7jN+ZgxY2zSbY55Np4Ro34i0X/3u9/Zc/5B+OGxRCTDh925tthii+h9Dq699lrraaXviF2mpZ1n8N133zULLLBAdL0TrUnvLO0SmOMMLy5rSGXVEZBArI6b7hKB3BCQQMzNUATdkXoLRPKrksDZN9a0+VOM/ntZHFc7xcw6PqZWnfnJvOmzW0NIZLKfK9FFY6+xxhrmkUcecbfbaVuX4idNxHFhNfVyX1sCkWuwAw880CB0sXXXXdcKPnvyyz+s60PIud20KE8m137uuees54732CABJr4x7eymk1mHmAx6REA6T+Jdd91VIBj33XdfO0VNnSQ5X2eddWz13MO9rFdl7aET5K5tv11S/ZxzzjnuLb1WSEACsUJgulwE8kZAAjFvIxJmf+otEPEYOS+cI5ZXgeiLIfqK0DzyyCNtt8lheNNNN9mUNWxj54xgDrbsw5LPVY4HsZp6aatcgciUrptWZj0oU7Zpds8995hHH33UJgp33kSuIw3aTjvtZG8hrU5yXSWCzq3DnDJlipl77rlj1TP2fAYw8k726dMn9j5rHo855hhb5gtI5z3kDX9tp7sZT6Uz0gixvlJWHQEJxOq46S4RyA0BCcTcDEXQHam3QExO2wIvKaSyBlqtBzE5JYqw2XXXXQu6R9QuWwcSOOFvIZh8rnIEol95ufVyT7kCkalkgk8wf02lLSjyD1O+rDu85JJLbHS3uwxv5HnnnedO7WtbAhHvHtPaWJpAvOqqqwxeRMyfSiZ6Gi8zTH1Bbi9M/MO0NIE5suoISCBWx013iUBuCEgg5mYogu5IvQUiEboDBgyIMUsKqdibGZxUKxAJhCA1jTOmOVdccUV3atPDEAxCYARb2ZHjcL/99ovW7yWfq1yBiDCspF46VAuB+MUXX5jzzz/fpubp0KGD9Z6S+mejjTayDKoRiPCEK1auQIQH2wZiLE8YPny4PdY/tSEggVgbrqpVBOpGQAKxbqibuqF6C0TfQ+TAsn4s623nXN28VisQ/fVyybVvRNSSDobpVITgvffea3Px0Z5bg1hKICbf4z6smnq5L2uByPQ6ASUEtLBHNjvLsE2fnx+yXgKRABg3VU0KnHHjxvHIshoRkECsEVhVKwL1IiCBWC/Szd1OvQXiFVdcYb1sPtU8CkSEnwuQoK+nn366Ie0NhhgjeAWPop8Gxr75yz/VCsRq63V9KhXF7PpWzhQzO7y4ZNYkCL/77rujZ2qEQKTvfnQ3/XPpddxz+a9v/bIrD8FA3bp184t1XCYBCcQyQekyEcgrAQnEvI5MWP2qt0BkenD//fePQar13sGVehBJHt23b98oShlvHx41J8BYu4dXDeNZLrjggtjzlCMQ06KYq62XxrP0ILJ+z+344q8DpJ1GCURyPJL/EGMq301T2wLvHyKw8fxefPHF0Rh5b+uwDAISiGVA0iUikGcCEoh5Hp1w+lZvgcg+xPyB963WAtH3muHx4/+dYkbuPaaOEYQY1yNMCJJwRgqVo48+2p4efPDBZtiwYe4tW7fbKi65haC/lo4bOPet2nqpg1yMrBPE0sSnfeOXf3wWxYJU/KTXt99+u9luu+3c7cbfS5u1pASu+NZWkMphhx0WCWoY+/kLqcdfguCL0+QPizvuuMOQ09G3L7/80iYsZ60nAS1OqPvX6LhtAhKIbTPSFSKQawISiLkenmA6V2+BSGoUon19Y5s6diOplfm5/2gDIcF6Ot/++9//2q3zEDwuUTPTmKRLSebyI3L38MMPj24n9ct6661nnnnmGbulnfN0cQHTneRLxCPJtCfeSJc/8emnn7blbG9Hn1hrV2297GPMXsrOkuLTlftBIohFl1LGvc8r3lHEI4bYpH/UzX7N/q4lrAckcTbpcNxOMC7amHuTWxNStvvuu9uIaI59Acg55v+AINrZ7VbDftPst+wn+eY98jQStYxnky0HYevvbPNrrfq3EgISiJXQ0rUikEMCEog5HJQAu1Rvgeh7mByu5G4drry9r3iSWEu4ww47RKKPOllXxzZtTCWTtxAhg8DwjVyBiKGkkOSa5M4d/n1sL4dIcbkA3XsfffSR3a6OrfZczj68k4suuqgVkextTFtJj5q7v1S97FnMXsvkOHSWluOQtXtEILtE1ohV1hf26tXL3WZf0yLN3QUnn3yy3QvZnfPqAkfYi5kt85z5O61QxpaA5D10Apx9k0l7NNNMM9lb2L+ZsXrggQfsOYm82cUFThgClf2xSxn1wUpWPQEJxOrZ6U4RyAUBCcRcDEPwnainQGSnjllmmaWAGcmnWSeYpbF/sJ/guVjdiA+mhPmPtWtrr7223WEE0VXKEHlMsTqxg6cNgbbLLrtYrxqeMrxdiCemjt2OLIhHfzs57iMhNNvdYZXWy24lpNlx/fD7zLMNGjTI7nhCcms8nWmGYGbq2BnjxD7NZ5xxhiuyCcHx0LGFnT8VjrhnvR/CNymKuZm0OEwH43VN5kzkfby0iFnGi7WPac/h559EyJOLMrnzDu0wDe2nIaJ+WeUEJBArZ6Y7RCBXBCQQczUcwXamngLR38LNBzZ69Og2PUP+9Xk5ZtoT7yNTx6w39LfbY03gJ598YqNvk/1l+hehg4BLeu+4ttp6k+2095w8iIwZU7jJiODPP//cbs3XlpBubx+K3U86IMQxzBHX888/f7FLVV4hAQnECoHpchHIGwEJxLyNSJj9qadAxOPG9GXSECJzzDFHsljnIiACDSAggdgA6GpSBLIkIIGYJc3WrateApFpxrR9f1kT529P17ojoScXgXwQkEDMxzioFyJQNQEJxKrR6UaPQD0EItvQEXyRtr6sWKoVr4s6FAERqCMBCcQ6wlZTIlALAhKItaDaenXWWiDec889hlyBiMSknXDCCTaAIlmucxEQgcYRkEBsHHu1LAKZEJBAzARjy1dSC4FIuhJSlRBVWmz6mPx1I0eOjFKctPxACIAI5ISABGJOBkLdEIFqCUggVktO9/kEshaIeAVJh1LMiNwdPHiwTYCclmOw2H0qFwERqA8BCcT6cFYrIlAzAhKINUPbUhVnLRBJQO22qfNBIgzZno5dTTiWiYAI5JOABGI+x0W9EoGyCUgglo1KF5YgkLVAPP744+32dEsssYTp2bOn3SmE3UJIYNy5c+cSPdFbIiACeSAggZiHUVAfRKAdBHyB+M206e2oSbeKgDG9e3X6ZSu4LnZv4FI8NtxwQ+PvNcy1bInGnrwyERCB8AlIIIY/hnqCFifgBOI7k75pcRJ6/CwILNi9gwRiFiBVhwgETkACMfABVPdF4PvvvzePPvqoQIhAZgSWWWYZu61aqQrlQSxFR++JQPgEJBDDH0M9gQhYAngSZSLQXgLsJzzLLLO0WY0EYpuIdIEIBE1AAjHo4VPnRUAERKAxBCQQG8NdrYpAvQhIINaLtNoRAREQgSYiIIHYRIOpRxGBFAISiClQVCQCIiACIlCagARiaT56VwRCJyCBGPoIqv8iIAIi0AACEogNgK4mRaCOBCQQ6whbTYmACIhAsxCQQGyWkdRziEA6AQnEdC4qFQEREAERKEFAArEEHL0lAk1AQAKxCQZRjyACIiAC9SYggVhv4mpPBOpLQAKxvrzVmgiIgAg0BQEJxKYYRj2ECBQlIIFYFI3eEAEREAERKEZAArEYGZWLQHMQkEBsjnHUU4iACIhAXQlIINYVtxoTgboTkECsO3I1KAIiIALhE5BADH8M9QQiUIqABGIpOnpPBERABEQglYAEYioWFYpA0xCQQGyaodSDtDKBt99+20yZMqWVEejZMyLQtWtXM9dcc5l55pmnZI0SiCXx6E0RCJ6ABGLwQ6gHaHUCX3/9tRk3bpz5+edWJ6Hnz4pAjx7dzdJLL12yOgnEknj0pggET0ACMfgh1AO0OoHPPvvMTJgwwbz97jTzzbTprY5Dz99OAr17dTJdu3Yxffv2LVmTBGJJPHpTBIInIIEY/BDqAVqdgC8Qf/q5o+nQca5WR6Lnr5LAZ59OMuUKxE022cQ8+OCDsZbWXXddM2bMmFiZTkRABMIkIIEY5rip1yIQEUgKxO4LLhO9pwMRKJcA4rASgbj55pubBx54IFa9BGIMh05EIGgCEohBD586LwLGSCDqU5AFgUoF4tZbb23uu+++WNMSiDEcOhGBoAlIIAY9fOq8CEgg6jOQDYFKBeL2229v7r777ljjEogxHDoRgaAJSCAGPXzqvAhIIOozkA2BSgXiTjvtZO68885Y4xKIMRw6EYGgCUggBj186rwISCDqM5ANgUoF4i677GJuu+22WOMSiDEcOhGBoAlIIAY9fOq8CEgg6jOQDYFKBeIee+xhbrrppljjEogxHDoRgaAJSCAGPXzqvAhIIOozkA2BSgXi3nvvba677rpY4xKIMRw6EYGgCUggBj186rwISCDqM5ANgUoF4r777muuuuqqWONrrrmmGTt2bKxMJyIgAmESkEAMc9zUaxGICCjNTYRCB+0gUKlAPOCAA8zll18ea3G11VYzjz/+eKxMJyIgAmESkEAMc9zUaxGICEggRih00A4ClQrEgQMHmosvvjjW4korrWSeeuqpWJlOREAEwiQggRjmuKnXIhARkECMUOigHQQqFYiDBg0y559/fqzFFVZYwYwfPz5WphMREIEwCUgghjlu6rUIRAQkECMUOmgHgUoF4lFHHWWGDh0aa3HZZZc1L7zwQqxMJyIgAmESkEAMc9zUaxGICEggRih00A4ClQrEY4891px55pmxFnv37m1efvnlWJlOREAEwiQggRjmuKnXIhARkECMUOigHQQqFYiDBw82p556aqzFnj17mokTJ8bKdCICIhAmAQnEMMdNvRaBiIAEYoRCB+0gUKlAPPnkkw3/+bboooua1157zS/SsQiIQKAEJBADHTh1WwQcAQlER0Kv7SFQqUA87bTTzPHHHx9rcsEFFzRvvfVWrEwnIiACYRKQQAxz3NRrEYgISCBGKHTQDgKVCsSzzjrLHHPMMbEW559/fjNp0qRYmU5EQATCJCCBGOa4qdciEBGQQIxQ6KAdBCoViMOGDTNHHnlkrMVu3bqZDz/8MFamExEQgTAJSCCGOW7qtQhEBCQQIxQ6aAeBSgXihRdeaA499NBYi507dzaTJ0+OlelEBEQgTAISiGGOm3otAhEBCcQIhQ7aQaBSgXjZZZeZAw88MNZip06dzOeffx4r04kIiECYBCQQwxw39VoEIgISiBEKHbSDQKUC8corrzR//vOfYy3OPvvsZurUqbEynYiACIRJQAIxzHFTr0UgIiCBGKHQQTsIVCoQr7vuOrP33nvHWpx55pnNt99+GyvTiQiIQJgEJBDDHDf1WgQiAhKIEQodtINApQLxpptuMnvssUdBi9OnTy8oU4EIiEB4BCQQwxsz9VgEYgQkEGM4dFIlgUoF4u2332523nnngta++uor06FDh4JyFYiACIRFQAIxrPFSb0WggIAEYgESFVRBoFKBOHLkSNOvX7+Clj7++GPTpUuXgnIViIAIhEVAAjGs8VJvRaCAgARiARIVVEGgUoE4atQos+222xa09Pbbb5sePXoUlKtABEQgLAISiGGNl3orAgUEJBALkKigCgKVCsT777/fbLnllgUtTZw40fTs2bOgXAUiIAJhEZBADGu81FsRKCAggViARAVVEKhUII4ZM8ZsuummBS09//zzpk+fPgXlKhABEQiLgARiWOOl3opAAQEJxAIkKqiCQKUCcezYsWbDDTcsaOnJJ580q6yySkG5CkRABMIiIIEY1niptyJQQEACsQCJCqogUKlAfOaZZ8zqq69e0NKDDz5o1llnnYJyFYiACIRFQAIxrPFSb0WggIAEYgESFVRBoFKB+PLLL5sVVlihoKV77703deq54EIViIAI5JqABGKuh0edE4G2CUggts1IV7RNoFKB+Oabb5ollliioOIRI0akRjcXXKgCERCBXBOQQMz18KhzItA2AQnEthnpirYJVCoQP/roo9R0NjfccIPp379/2w3qChEQgVwTkEDM9fCocyLQNgEJxLYZ6Yq2CVQqENkxZZ555imoePjw4WavvfYqKFeBCIhAWAQkEMMaL/VWBAoISCAWIFFBFQQqFYg//vijmW222QpaOv/8880BBxxQUK4CERCBsAhIIIY1XuqtCBQQkEAsQKKCKghUKhBpolOnTubbb7+NtXbGGWeYww8/PFamExEQgfAISCCGN2bqsQjECEggxnDopEoC1QjE3/zmN+bTTz+NtXjiiSea4447Llamk+Yj8NNPP9kfBx07dmy+h9MTWQISiPogiEDgBCQQAx/AnHS/GoG46KKLmkmTJsWe4KijjjKnnnpqrEwnvxIYP368GT16dEkcHTp0MAjveeed174uvfTShrI82JdffmlIkM42iyNHjrRrTf/617/moWvqQw0ISCDWAKqqFIF6EpBArCft5m2rGoG4zDLLmP/85z8xKAcddJA599xzY2U6+ZXAK6+8YkgDdPPNNxdwK8Vo5513tqmDNt9884aJxYsvvtgMHDgw1s2jjz7aSCDGkDTViQRiUw2nHqYVCUggtuKoZ//M1QjElVde2bD3sm977723ufzyy/0iHScI4Inr0qVLVIrH8IUXXrBR4e+99555++23zRtvvGEuvfRS8+yzz0bXLb744ubKK680a6+9dlRWzwPWmx522GGGSHVMArGe9OvflgRi/ZmrRRHIlIAEYqY4W7ayagQiW+o98cQTMWbkQCQXoqw0Afarfu655+xFf/jDH8yNN95YcMPPP/9s7r77bnPMMcfEPI4nn3yyOfbYYwuur0cBO+Vss802tikJxHoQb1wbEoiNY6+WRSATAhKImWBs+UqqEYhbbrmlXY/mw9t6663NnXfe6RfpOIXAxhtvbB566CH7DlPI119/fcpVvxZ9/fXXBkHpT+cjKBGW9baHH37YbLTRRrZZCcR6069vexKI9eWt1kQgcwISiJkjbckKqxGIu+++u11P5wNDPBDEICtNoBKBSE0vvfSSWXHFFWOVvvPOO6Z79+6xslqfSCDWmnB+6pdAzM9YqCciUBUBCcSqsOmmBIFqBOIhhxxiLrroolhNa6yxhnnkkUdiZTopJFCpQKSGK664wuy3335RZUSLEzWetA8++MD8+9//tmsZSWa+/PLLmyWXXDI1sbm7l3RFTHm///77ZpFFFjF9+vSx1zPNTb5LZ8UEItd9//337rLYa1pC9dgFOsklAQnEXA6LOiUC5ROQQCyfla4sTqAagXjSSSeZIUOGxCrFy+UHVsTe1ElEoBqB+N1335k55pgjqmPBBRc0b731VnROEAljctZZZ5k555zTrLnmmjbYhalpAmH++c9/GiLPk0bQyf7772+L119/fTt+bKVIHUSk//GPf4xuKSYQmS4/8MADY9Pg3EQfEZ5p2zJGleoglwQkEHM5LOqUCJRPQAKxfFa6sjiBagQi2+oNGjQoVimeKrxXstIEqhGI1Ig30Oc7ZcoUM/fcc9vGEHKsTUTYvfbaa6Zr166GhNaUk1qH8okTJ1qx6Hp33333GdaNIhzJcYiQQ4juuuuu5m9/+5uNpP7Tn/7kLjfFBCIXPPnkkzbCmnbOOeccu1Zx4YUXju7VQVgEJBDDGi/1VgQKCEggFiBRQRUEqhGIRCvvueeesdaSXq3YmzqJCFQrEOHtR4mzNnGppZaygpBXjOAhxJ2zMWPGmE033dSekibH9whuv/32NlL6hBNOMMcff7y7xUybNs2ubyTPob+3djGBSPl2221nevXqZe644w4jYRihDPZAAjHYoVPHReBXAhKI+iRkQaAageinPHF9IL/fxx9/7E71WoRAtQLx7LPPNv/3f/8X1cq08XrrrWcIWCFPIkZCbdLjOGOKlyhoDBGIGHSGx5eci6wdffDBB83MM8/s3rJTxgg+ch86SxOIt9xyi9ltt91suzfddFNszaK7T6/hEZBADG/M1GMRiBGQQIzh0EmVBKoRiG5K0W9y9tlnN1OnTvWLdJxCoFqBmJzWf/zxx81qq61mW7jnnnvMo48+akhW7ryJvEHaoZ122slek9zpBjH5wAMP2PfWWmstm25noYUWsuesb8STyHZ/znyBSIAMU9LkaWQa+sILL4wJTHePXsMkIIEY5rip1yIQEZBAjFDooB0EqhGIr776qo12TTb7zTffmFlnnTVZrHOPQLUC8bjjjjOnn356VBNrDdkTO2kEmbDu8JJLLjEvvvhi9DaBJOedd150ftttt5lddtklOudg8ODBhgh1t7bRf9MXiH55I1Lu+O3rOHsCEojZM1WNIlBXAhKIdcXdtI1VIxCZSk7Lw/f666/bVClNCyuDB6tWIPrJyQkGYQxmmWWWqEdffPGFwcs4dOhQu2/zkUceaX77299Gya2TApH0NIjOM844I6qDA6KeSauDh9G3YgJx3XXXNX//+9/lQfRhBX4sgRj4AKr7IiCBqM9AFgSqEYjTp083TCknzZ/2TL6n818JVCMQ+X993nnnjRAm971mreEWW2xhReO2225rrrvuOtOxY0frQUQkYkmB6Cq76667bKqb5PpR1hfuuOOO7jLjC0SCXUaPHh2tOdXOKhGmpjiQQGyKYdRDtDIBCcRWHv3snr0agUjrpFLBa+XbiBEjDAJFVpxANQKRqWW8fc58IU6Caxc5vMkmm9ggFRdwwhRzMYH4ww8/RB5IpqVJT3PKKae4Juzrm2++ady6RF8gIghJkUO+RWcjR440W221lTvVa8AEJBADHjx1XQQgIIGoz0EWBKoViC7Fit8HghX8HT/893T8K4FKBWJyq72k95CAEaaVsaTXr5RARDgSeewHojz//PN2atl5E6+++mrDtopYUiCSBodk2kcccYR9n2nvcePGmd69e9tz/RMuAQnEcMdOPRcBS0ACUR+ELAhUKxCJfEUQ+PaXv/zF7ujhl+k4ToDUNI899pgt3HnnnW30cPyK/39GZDKeOjx8GKKOyGN/dxJ/beLtt99ucxK6GlwybM4HDBhgA1fceyTI7t+/vw1McWW84p1kXSGG8Bw4cKA9ThOIrGPs169flHuRdDt8Jkh5JAuXgARiuGOnnouAJSCBqA9CFgSqFYgkRya9im9J75b/no5/JeDyD3KGECOZtW+IrieeeMKwDZ6fGJtrSUTduXNn/3I7pT9q1ChbhkAjOplpYbbAQ9w5b+DKK69s20J0brbZZnYHFaLO//Wvf5m55porqtP3OiIK+SGA+WLTT5nD9xDCddKkSfY68iqSJxOPoixMAhKIYY6bei0CEQEJxAiFDtpBoFqBiEeKKUjfkoma/fda/Zj1mmyH5zxyjgcBH6whRMi9++67VrA5scU17FBz5pln2oCRGWec0d0WvTIGjEWanXzyyQUeQoQiXj48iOzVTC7FW2+91bbzySef2C0USZPDWlI8kjPMMIMhKIn0N5dddlnUzHvvvWfmm28+ez5+/PgoJyMFyy23nE3KjXfTrYeMbtRB7glIIOZ+iNRBEShNQAKxNB+9Wx6BagUiSZLPOuusWCN4kp555plYmU6MFYb+NnfFmOB1W2CBBUyPHj3s3sZrr7223elkttlmK3aLSUtXs/766xvWCK666qo2+ISgEgzBdvHFF9sUReztTKTzs88+a98jvY3zNjK23NOpUyc7zTxkyJBomtte/L9/+EFw/fXX2x1d/JyL7po0D6l7T6/5JSCBmN+xUc9EoCwCEohlYdJFbRCoViCyPo0ACd8QN3jBZPUngIeSpNWMQbdu3WId+Pzzz62Q9Ncu8v3BOd5B7iMamvtIvp2WwihWoU6amoAEYlMPrx6uFQhIILbCKNf+GasViOTaY81h0hAcMhEQgXAJSCCGO3bquQhYAhKI+iBkQaBagUii5LS8d6RK6dOnTxZdUx0iIAINICCB2ADoalIEsiQggZglzdatq1qBSPRr3759C8CxJo30LTIREIEwCfw/AAAA//8Q45xCAABAAElEQVTtnQfcFMX5x8eCIFZABESxoRi7YIti7A27UTRijR1j1BhFxcSKioq9d2MvsWCJDXtDFLvGFhs2QBMsYPfPb5PZ/+ze3t3u3t373tx+5/N539udnZ3ynffd++0zM8/M8OOPP/5iCBCAgLcE/v3vf5vx48eb9z+cZn7+pbOZb/4lvW0LFW8/Av/+YoLRT7++s5tu3bqa/v37p6rMV199Zbp06VKSdtiwYWbEiBEl8URAAAJ+EJgBgehHR1FLCJQjgEAsR4b4LATyCkSV0atXLzNp0qRIcYMGDTKjR4+OxHECAQj4QwCB6E9fUVMIJBJAICZiITIjgVoE4uqrr27Gjh0bKbFPnz7mX//6VySOEwhAwB8CCER/+oqaQiCRAAIxEQuRGQnUIhB33HFHc/3115eU+Pnnn5u55pqrJJ4ICECg+QkgEJu/j6ghBCoSQCBWxMPFlARqEYh//etfzQknnFBS0iOPPGJkXSRAAAL+EUAg+tdn1BgCEQIIxAgOTnISqEUgXn755WbPPfcsKfmcc84x++yzT0k8ERCAQPMTQCA2fx9RQwhUJIBArIiHiykJ1CIQZSlcd911S0r6/e9/by666KKSeCIgAIHmJ4BAbP4+ooYQqEgAgVgRDxdTEqhFIP7www9m1llnLSlpySWXNC+99FJJPBEQgEDzE0AgNn8fUUMIVCSAQKyIh4spCdQiEFXEmmuuaZ544omS0j7++GMz77zzlsQTAQEINDcBBGJz9w+1g0BVAgjEqohIkIJArQLxyCOPNCeddFJJSbfddpvZdNNNS+KJgAAEmpsAArG5+4faQaAqAQRiVUQkSEGgVoF45513mi233LKkpCOOOMIce+yxJfFEQAACzU0Agdjc/dPutfv++++N5hfNNtts7V6XVqjAL7/8Yj766CPTtWtX07lz57o0CYFYF4yFz6RWgfjpp5+a+eefv4TjeuutZ+65556SeCIgAIHmJoBAjPXP448/bh5++OFYrDEdOnQwhxxyiJlxxhlLrlWK0Aq+iRMnliRZYoklzDbbbFMS3wwRcm770EMPGVkEbr/9dnPuueeaHXbYoc2r9uyzzxq5z3jhhReCbbyWXXZZs8IKK5j99tvPzD333BXr88EHH5hLL73UPP/88+Y///lPIMjkj22PPfZI3De2XGaaP3XKKacE+9LutNNO5ZKVjf/pp5/Mrbfeap5++umgLtozuXv37ubvf/+7WWaZZcrel+UCAjELLdKWI1CrQFS+q666qtH/rRvmnHNO88YbbwR/9248x21P4Lvvvgu+jyTkZ5hhhravACV6RQCBGOsuiZG77rrL3HHHHSUPOomlTTbZJHZH+VM9FJdaaqlIgjnmmMPsvvvuZv311zcbbrhh5FoznNx9991m8803j1Tlb3/7W5sKxOn7g5u99trLqNykoAnv2rXhN7/5TdLlQBjuvffewTWJyeWXX97cd9995qabbjLiL2vGKqusknivjZQ15LTTTgt+FDdixAgzbNgweznVp74o//CHPwR/R6qzhtrU7/369Ut1f9pECMS0pEhXiUA9BOL+++9vzj///JJizj77bLPvvvuWxLdlhF7Uq7ncmXnmmYMFNfp/1YvcoosuauaZZ562rGZDyrr55puDZ6bmgyroOajvnxNPPNEsvPDCDSmTTP0ngEAs04cSKXLR4O4lutpqq5lHH320zB2l0QceeKCRo1g3SKiss846blRTHavdEhxyeisLokJbC8Q///nP5owzzgjKXnzxxU2vXr2MLG9fffVVEKdfesC9/vrrpmfPnmGcDq655hqzyy67BHGyINpjRUignXzyycE13bvYYosFx+6vyZMnm9NPP92MHDnSjc4kEGWB1c4SF154YZDH7373O3PWWWdlslxGCq9ygkCsAojLqQjUQyBeeeWVwQtwvECtcB4zZkw8uk3P9X+iZ8KDDz4YvDCmLXzttdc22267rdliiy1Mjx490t7WNOnuv/9+s/HGG5sDDjjA7LbbbubQQw8N2z9o0CAzevTopqkrFWkuAgjECv2hL3ZZndwgNw7VrE9Kr4eR3kDjYdKkSQ0TCvGyajmXsJXAVWhLgaiH9wYbbGBWXHHF4I13oYUWCuowdepUc9RRRwXiLYiY/ktWQg1/2yALgaxzEpIS83Le6w6jKI++ffsGQyxJ15WPHpbvvfee0ZfC8OHDjSyqCmktiJ999plZY401wheL4447zhx++OFBHo36hUBsFNli5VsPgfjuu+8GUye+/fbbEngSiBKKzRDk1FvPBxv0XNczRy+I77//vlE7ZG2LP/8vuOACI+ffWaca2XLa+lNTZDSKpWfi119/bTp16hS0UW2dMGGC0R7aV1xxRVtXi/I8IYBArNBRGp60ViCbbOuttzY33nijPS37KSuU5izGgx6cGsZo9nDJJZeEW2S1pUDU8LushU899VTwMItzGjx4sLnllluCaFkXX3vttTCJ5gpaMaZ+U17xoLdnDR0rqIyVVlopniQ8l9XvT3/6U3CeRiBOmTLFaEK+5j0q6O1cXzKN/jJBIAa4+VUjgXoIRFVBc3Wvu+66ktpoiFlDzc0Q3NEEjUbofygpaMqRRgPsi6LS6P9ac4g1L71eQXOm5Qqo3k7F9QIty+Eiiyxi3nzzzbC6epF97rnnzFprrVW3xXJh5hy0DAEEYoWutAJRCyPsl76SlxuetFlpmFaWKr2h6eHiunhAIFpKpZ+y8GlCeyVLgx7Yevu14ZtvvjEdO3YMTtVPL7/8cnD8zjvvmAUXXNAmCz/tcIsi9OAcNWpUeC1+IGuB5hAqpBGI+gK8+OKLg/Saw6SHfVvMX0IgBsj5VSOBeglEvcDpRS4eNKKiRYCa19feQXPv/vKXvwTVqCQQbT1lNXTnRGt/6fj0IZs266c8RWjEQlZLWfzqGfT80nNMC+Lc77B6lkFerUsAgVihb61A1IKI7bffPkxZ7U3YPiA1j69///6RydmVBOInn3wSWMQ0xCHRo1W7spJZARRWwDnQkMgrr7wSvAkqWve++uqrwQMnaesrPYxkddMbqx6MWk2tOX7xkGRB1Ipc3asHmSY2a47mTDPNFL819/mHH35ozjzzTHPqqaeWzcOKSCVQ/b/44otgGPmtt94yv/rVr8L71M4ky53mlIqpvV/D0uUsAVkE4jPPPBMMa9sK6M3dLpSxcY36RCA2imyx8q2XQPz5558DQaJFevGw2WabBav64/FtfZ5VIGp4duWVV45Y4eSdQO2pNdi56nqprLdAlIVQohyBWGsvFfN+BGKFfrcCUYsO9I9mrVO6Rb7syk1Y1uraJ598Mkivf0539V6SQFTcMcccE7hTkeiROxYJGQ0J6KHxwAMPBGLMVlUWSs2f0YIMvdVqPp1W5uotV6vVFCSCJBTtHDy5etEKw6ShH913wgknRKxdcYHYu3fvoB3uMIXqKmufRHBbBQ3jduvWLShu4MCBoUsiDftbVzyVHoZip3k4Nvzzn/8MrL323P3MIhDlINgu6lEemmuqusqK+OWXXwbzgCTGk0S7W2aeYwRiHmrcEydQL4GofMvtqqJr8gYgi3x7hqwCUXXV81+jFDZorrQ79GzjJSZffPHFYC7ztGnTgv99zQPU6IgbJKQPO+ywcMqLnqd2UaSmIencDWnz1Uu03NkoaGhZ8w/1OXbs2DA7GR1cP6zyz6rvLI186XtNz0m5OltggQUCI0J44/SDPIYM5ScmAwYMCLPSM1IvEX369Al+wgvTD8RGhgiVpXnlSfP53fQ6VhusFVaLF2XEqKcBI15eEc4RiBV62QpEWan0INCEXhs0dKyfeJBrE/kCs6vDNORYTSBqpa3Enh4Ib7/9diCA9A+ieAk6xesfSWJRFkK5bXFX9GrRjP6p46vRlFbCTiJFPhf18NEqQx3rH0cPJ7taWMO2ErN2fqQrENUWtV/lK53y0/C5guIkRLt06RJH0ZBzPcSsexuJai0kUXAX1Wy00UYRsRaviOpq+UloS5AnhbQCUQIt/gDTA9k+7G3e6sfLLrvMbLXVVjaqLp8IxLpgLHwm9RSImt9WaTGfnkNDhgxpN+Z5BKIqKzdVEk42xKeyyG+r5i3r+aIXWD3H9cxS0EiU6/vW9dZg87Ofeq661sQs+WoxXzUBrrnYMgroOS6jgtz/6OVfU3AkRDX6Yf336uVbc++zGjLUFn036DtMzz2JZX2X3nDDDcG0K9fYIC5aYa4NGfSirTmi7vxyfe/84x//SPye0UYO+i7W89o+11W2nrcaydFiU2soUTwhPQEEYgVWrkCU5Udz2uw/jf749M8V32Fk1113NVdffXXwj6Z5JdUEogShLEsKmqRs/VTpXNY56yvRddmiCcZakGHFndLKaiaRqcnTWoQhUadzvU1qKFh1jQ+J6J9VDyIb9IZp3/Bcgajrmq+jh4o4KE+tRrRzWu69916jVYFtEfRQ08NA/CWA7Vu5a7HQw0YP43JBK6OtwI0/tN170gpEO6XAvVcLlNSv701fEa0+cR92mveo+Y/1CgjEepEsdj71FIgiqWeQ3HolhXIv2ElpGxGXVyDGRZ3EjF5IFfSMttNKtNmCBKKCxNfQoUODY9fNmV7I5W/VTl/SM82uKJaFL2++ejHVCJfEqX0u6zkvYWbDfPPNF9TXuv2y8XqOHn/88fY0+LTzLbMYMnSjvs/iO+jIyKLvR9VHlkPXqbo8Pmga09FHHx0835dbbrnAaGErk/TirylW2223XTCipqlJWnQoq+Mf//jH8LtaRgQZEwjZCSAQKzBzBaKEiGul0m1x56/6p5SIlFjTSly9tVQTiJoLKGuTgrU6BifTf0mA2VW2Emh6M7RBAse6gFGc3mrlXkVBpnb7xqQFMvop58NRK331Nq+guujBoeAKRIkdPVDdoH84/UMrSKjaxRxumnofa0jCzpeMr1KWY229pSpUc90gwWzfXrVS2T684/VNKxAlyCWebXCFtuL00NPDzbU8aChEwzf1CAjEelAkj3oLxPizzyXsq0CUgNNuTDa4zyE9O60BQVYt+wx2501LZElI2iCr3Oyzzx6c6nvAPpfsdX3myVf36blj568n5a0FfnpxlX9HW2/dJ6ub5nPr+S4BJxGsEaqshgzlrwWdGlGzQSJYFkv5AhYfGRfim0/YUS7VXWJXRgtrGdQ8dfsdoDytaI2/6KtcfQ/bICuu5pASshFAIFbgFReI+iPVW4/9Y9V2RbIA2mFZK5rc4ZP4QzJpDqJ2bXnssceCOYT2n1DVci1TEmCuxdB96CT98+t+mfT1D6lQTsRprorediWaXMHiCkQtHBELN2g4W8MOCrqmNI0OdjK3hqasqLVlSsTKtZDCzjvvHIpFe939dAWia5l10+g4rUB0y9YuNOq3eHD9kema3tT1plyPgECsB0XyqLdAlHVH85PdoVJL2VeBqJc/d0qKXtrtamjN+7bTSuKL5Ox3RPxFPY1AzJOvOFcTiLYv7PeczuMOza2xIa8hQ3m6z1vNQ4zvLuZuz5i0W5n78i8/uXaKkZ3Ope9hvXBbQa4yFdxyq3ms+O8d/I4TQCDGiTjn9h9HQ7F2KNOKQJvMvrlIsGm+n4ZgNaw4yyyzBEnSCESblz4lPjVnQ9tVuYti4iJMws4Ob2t+hvb6jQd3UnV8eDmeNn5eTSC6cwG1Wjtpe614nrWcWwfaesDqrTO+2EMC9eCDDw6KqDbE7L6RJz2QbD3TCsSDDjoo9O+m+UfxYRubn51+oPO0/jTtvZU+EYiV6HAtLYF6C0SVq7lw7siHrYuvAtEd1VFbNLKiF0QFzc2+9tprAw8SdmqQ4jUVxrr2kdhzp5ukEYh58lW5aQWiXlTtsLKmJWnINinkMWQoH7toU8da8DnXXHPpMAzuKJbcmC299NLhNR24/m3d57W1HiqNO7dT5wp2waaONd1L8ysJ2QggECvwShKImt/gWtq0qm3cuHFGk4gllE466SSjeSo2pBWIWvGq4U4NV0r86KGjvOV4WSGPQHRX9mpuo+aEpA3NJBD1dihLhIYWZGm1q5jdtrjW1qS5Km5a+zavuEpDD2kFojv1oJJA1BwZLQxS0NutHvz1CAjEelAkj0YIRA0zai6ZXprd4KtAjA+JuqNFbvu0alfz7/QMcefh5RGIefLVPWkFooaS7Rw9d06lW278OK0hQ/dVE4iy7mlYWyFJIGrqkKyICtYgo2O5gZPYFlNXkOtaPOi7w50GFL/OeTIBBGIylyA2SSDqgo23t2risYY/9cca30ovjUDUW6nmYWgeiNylyHWNXBC4FsA8AvG8884LJuuqnhIndus8W+9Kn80iECV+NKQjNz2ykmqIPym4Qz+VxJfmBrnWRz3o3HM377QCUSu8NbSsoLdvvYUnBX1RWJFeyRVP0r2V4hCIlehwLS2BRghEle1agGxdfBWI7kue2qJhTnmVsEHCUItBtDBC88T1zNUiDzt1KK9AzJqv6tMIgZjVkKF6VBOIemkWV4W0AlE8rLsy7S+t71lC/QkgECswtULQHWJWcrmcic+jUHzSPIdqAlHzc6zokV8tze2zFq5aBaIrSORyQvuNlgv6h3PnLDaDQNTwixzR6iGsbfHsQzapDRKQ7q4lakuSA2x38nK1YYe0AtH9e6gk/NQGu5Co2jB4UhvLxSEQy5EhPguBRglE1UGLHuTM3gZfBaI7Xy4+901zLjV1RKMSEoJ33XVX4ItPbbbP9EoCMX7NssqTr+6tt0DMY8hQPRohEGWZtkPV5aZYqWxCbQQQiBX4achYQ8dyReCKD92iL3jXJY3iJBTsXBOdK1QTiDJ7272BXfO57q1VILoudJSfHljlTPF605VvRLv1XHsLRD3ctBpZIlfzD10HtWqLDbIcavhKljvXBUX8zd6ml3VPc1cUkhbf2HT6TCsQ5U5CcyNVpoK+COWkNR5cwa4hHevDMZ4u6zkCMSsx0icRaKRA1GpfvXDb4KNAdOddqx3udCI9rzTSoWeAFgZaf7a2vXkFYt58VW49BWJeQ4bq0QiBqHzdueSqn+uyTdfdoO8IrRaPf4+7aTguJYBALGUSxuhtUBY9CTV3GzclcIc0dV7OIuQunlC6+JCm6yvqpptuijhRdocu4wtB3EUqdh6k8neDrIIabrUr6/Tg0hwad7m/VqmpjhIs2lXE7g7j+u5KWgEtH17aXUZBO7EofTzoLU9zWuQJ3x2GiaeLn6tO8mOlhS+yepZzuCt/kLLIaQhLrhrUTr2FKxx++OGhGx43f7s3qVhoZZ5d5e2mscdpBaLSq55aAagwcuTIcMFMEPG/X6qT6qpgnZj/71JNHwjEmvBx8/8INFIgqgjNRZTjZAXfBKKcR2setH2W6jkji5p1I6PnnKYHKSRtxZpGICZ5o8ibr+pRT4GY15ChejRKIMrHozY6UJCBww5TBxHOLz3nZfnVlCvbR85lDisQQCCWgSOrkP5hNY+k3Mou9w9fiyd+/etfl+TmigJd1Jul67/Q3aJN5WlhiRbByGee6+xTZnQ5zlY5WoQhUeDu3qHt3Nytk2xFlI+8/7tBzlwlEiUyNV9G/2SyGGqVrQ1aiStv9gquKwd7XdZIiTKFJHEscaqhc+tfq5yItPm5n9bptcSbnbPnXtexVsNp7qfeGiW27HCydYmge7VHtVaW2+AOL6eZk+k6001iYPO1n/LYL5GvoC9CCWMb1F/qX70gaNWg2livgECsF8li59NogagRFz0rFNpbILoLM/Ss0P9QuSDfezIWSBAqKL2emVokYYNGXrSFoIK2NLUut3TuPqs1LC1rlg3uXDrF6dwNefNVHu586yTxactxWZRbpJLXkKEy3O/JpFXMrhcIMXb9F+r+cotU4qNz2pDAfifpPgV9L8phuaYraY2AFer/vcrvagQQiAmE5PBaq6qsuxK9LV511VXBG7D7B2ZFUtL8PvnB0urmbbfdNhRJKkrDm/qHlHlcwa5+Dk5iv+TgWg9SN0goylol65a7G4eGqeXANUkkStxU2npJVjXdP+OMMwZFyfK38cYbh1tEyUIpcWpd/eghJpFpfRHqganhF9fKqn9G9wGqjLUC3BW1brvssYZtsoinuJd8PRRlbZW3fj1oVEfVS/P/5AZHDyBNapbFM+43y9ZBn6qrHJfLeqwg7nKToLaWC3J1JOuBXij0NyNroSycesnQRHUxkohU2eUWxpTLu1I8ArESHa6lJdBogah66P9B/4vtLRDt/HLLJukFW1NF9HzWSIZe7BT0QqrnQHwOenykSF4VNMKi7wDt/mQtXcpDAlGWSFkkNeypZ4W1TD7zzDNBvAwFqpOexdZ9l+7Nkm/c40ZcfCo/BXeRiL6bZNSIh7yGDOVjVxvrOL41oeJ22mmnwLWbjuPTrBTneonQ97LdrUYGDk3lsUYIpdU1Pbe1alnPbn3via18/dqdbZSOkI4AAjHGyfUJFbtk4m9/sjLKZ5P+CN39dV2/V/E87LnEnESehlMliDQsaYMWTyhPWfncN0i9xUn8xN+S7H36dHdUceM1tKw3W/sg0jW1R4LMbvWkOHeenM7dIKfSEluax2gfmO51d1cBtUv/kBqKt0HD9frnLRe0gk1CLEtImvepftFDWT7J3J0J9HCXvy850naFvluevrwk4iTqkoKG7PXA0ltxUlC75a5IFgQ3D5UtFzh62FcSpkl5VotDIFYjxPU0BNpCINqdndpLIMqSpBe13/72t5FnmBYIatcqDSXr+S0hY18OLTs9OzSqk/QS7o5O2PT2U3Op9dxVuW7QFBm57NLz1/rs0wuoRpgkIh944IGgrLhFzeZRKV/tN69noL7PbEgaCdPcPblSs89JiVU9p/v27WtvCz7zGDLkdUIjKZpaYEN8YwIZY/Qdar9P9OzVbjWaD6+gxYbqK7tlo6bxyBJtX9STRshsWfZT+YkVITsBBGJ2Zg25Q+4DNFdCbz7xibRaoSvhoX/6WoNWxOlhoIeQtWLWmme5+1VnPTi1yERzRPTAyCoAy+WdNl4PQPlR1HC3hputlTTt/bWk0xeNvgQ0r1NbMDYqIBAbRbZY+ba6QIwv2ivXuxIfGunQj+auyeopYVLt+SuRpxd4K3Y0rCuBtsMOOwQjMLKUydqlZ6Be/O2OLBKP7nZyuk8Ooe2ITNZ8tVuJRlZsPdx2qm16UdXuL4MHD07c9UnpJZg1B94GPcuzGDI030/CNy6KlZ9GpDQcLKurfuJBL9MSs+ovzX1Maofrf1JCXrtradTKDSpHw9BZ5r+793NsDAKRv4KGE9CwuoZaZCG0O8w0vNACFYBALFBnN7CpjRaI1nqoJrSXBbGB+IKsNewp66OGjjVC476QavqL/OQmvZhr+FdCRwIubr1TxnnzrXd728qQkafeMn5IHIu5xHXPnj3zZMM9DgEEogODw/oT0HCs3lb1Npq0iKf+JRYvRwRi8fq8ES1upEB0xaHq3qoCsRH9Qp4QaC8CCMT2Il+AcvWloEnH2gfaXdFbgKa3aRMRiG2Ku2ULa5RA1HBifH9fBGLL/hnRsBYigEBsoc5stqZoDonmk9jVz81Wv1apDwKxVXqyfdvRKIHoujmxLUQgWhJ8QqB5CSAQm7dvqBkEUhFAIKbCRKIqBBohEF0XJW7xCESXBscQaE4CCMTm7BdqBYHUBBCIqVGRsAKBegtErdiVqyvXtZYtHoFoSfAJgeYlgEBs3r6hZhBIRQCBmAoTiaoQqLdAlC/QQw45JLFUBGIiFiIh0FQEEIhN1R1UBgLZCSAQszPjjlIC9RaISXMPbakIREuCTwg0LwEEYvP2DTWDQCoCCMRUmEhUhUA9BaK2llt33XXLlohALIuGCxBoGgIIxKbpCioCgXwEEIj5uHFXlEA9BaJ2TtIClaSgbS61x7DdTi0pDXEQgED7E0Agtn8fUAMI1EQAgVgTPm7+H4F6CURtjab9g929yF3IJ554Ytm5iW46jiEAgfYlgEBsX/6UDoGaCSAQa0ZIBtMJ1EsgJjnGtoC1ldxHH31kOnfubKP4hAAEmpQAArFJO4ZqQSAtAQRiWlKkq0SgXgJx2LBhZtSoUYlFjRw50hx88MGJ14iEAASaiwACsbn6g9pAIDMBBGJmZNyQQKBeAnHttdc2jz32WEkJ2lXptddeM3PPPXfJNSIgAIHmI4BAbL4+oUYQyEQAgZgJF4nLEKiHQPzuu+9M165djT7j4bjjjjOHH354PJpzCECgSQkgEJu0Y6gWBNISQCCmJUW6SgTqIRDLubeZb775zLhx40yPHj0qVYFrEIBAExFAIDZRZ1AVCOQhgEDMQ4174gTqIRA1x3D48OHxrM2ee+5pzj///JJ4IiAAgeYlgEBs3r6hZhBIRQCBmAoTiaoQqIdA3Gqrrcwdd9xRUtKVV15phgwZUhJPBAQg0LwEEIjN2zfUDAKpCCAQU2EiURUC9RCIffr0MR9//HFJSe+//77p3bt3STwREIBA8xJAIDZv31AzCKQigEBMhYlEVQjUKhAnTpxoNNcwHlZffXWjuYkECEDALwIIRL/6i9pCoIQAArEECRE5CNQqEO+9916zySablJQsv4gjRowoiScCAhBobgIIxObuH2oHgaoEEIhVEZEgBYFaBeJJJ51kjjzyyJKSxowZY9Zcc82SeCIgAIHmJoBAbO7+oXYQqEoAgVgVEQlSEKhVIG633XZG2+y5oUuXLmbSpEluFMcQgIAnBBCInnQU1YRAOQIIxHJkiM9CoFaB2K9fP/POO+9EitSq5ptuuikSxwkEIOAHAQSiH/1ELSFQlgACsSwaLmQgUItA/PLLL4MdVOLFXXjhhWb33XePR3MOAQh4QACB6EEnUUUIVCKAQKxEh2tpCdQiEMvtoPLiiy+apZZaKm0VSAcBCDQRAQRiE3UGVYFAHgIIxDzUuCdOoBaBeMUVV5g99tgjnqX5/vvvzYwzzlgSTwQEIND8BBCIzd9H1BACFQkgECvi4WJKArUIxKOOOqrElY3mJL766qspSycZBCDQbAQQiM3WI9QHAhkJIBAzAiN5IoFaBOLOO+9srr322ki+W2yxRcmq5kgCTiAAgaYmgEBs6u6hchCoTgCBWJ0RKaoTqEUgDhw40Dz99NORQg477DBz/PHHR+I4gQAE/CGAQPSnr6gpBBIJIBATsRCZkUAtAlH7LH/22WeREq+88kozZMiQSBwnEICAPwQQiP70FTWFQCIBBGIiFiIzEsgrEKdOnWrmnHPOktLGjh1rBgwYUBJPBAQg4AcBBKIf/UQtIVCWAAKxLBouZCCQVyBqIcpyyy1XUpJ8I3bu3LkknggIQMAPAghEP/qJWkKgLAEEYlk0XMhAIK9AvPPOO82WW24ZKal79+7mk08+icRxAgEI+EUAgehXf1FbCJQQQCCWICEiB4G8AvHss882Bx10UKTEFVZYwYwbNy4SxwkEIOAXAQSiX/1FbSFQQgCBWIKEiBwE8grEQw891Jx22mmREjfbbDNz6623RuI4gQAE/CKAQPSrv6gtBEoIIBBLkBCRg0BegbjLLruYa665JlLivvvua2RZJEAAAv4SQCD623fUHAIBAQQifwj1IJBXIG644YZmzJgxkSqMGDHCDBs2LBLHCQQg4BcBBKJf/UVtIVBCAIFYgoSIHATyCsTll1/evPLKK5ES8YEYwcEJBLwkgED0stuoNAT+nwAC8f9ZcJSfQF6B2KtXLzNp0qRIwbIorrnmmpE4TiAAAb8IIBD96i9qC4ESAgjEEiRE5CCQRyD+9NNPpmPHjiWlvfHGG2bRRRctiScCAhDwhwAC0Z++oqYQSCSAQEzEQmRGAnkE4scff2z69OlTUtI333yTKBxLEhIBAQg0LQEEYtN2DRWDQDoCCMR0nEhVmUAegTh+/Hiz8sorRzLWtntffPFFJI4TCEDAPwIIRP/6jBpDIEIAgRjBwUlOAnkE4j/+8Q8jn4duWGihhczbb7/tRnEMAQh4SACB6GGnUWUIuAQQiC4NjvMSyCMQL7/8crPnnntGihwwYIAZO3ZsJI4TCEDAPwIIRP/6jBpDIEIAgRjBwUlOAnkE4kknnWSOPPLISInrr7++kWWRAAEI+E0Ageh3/1F7CBgEIn8E9SCQRyAeccQR5uSTT44Uv/3225urr746EscJBCDgHwEEon99Ro0hECGAQIzg4CQngTwC8cADDzTnnHNOpMShQ4eas846KxLHCQQg4B8BBKJ/fUaNIRAhgECM4OAkJ4E8AnGvvfYyl112WaREDTkfffTRkThOIAAB/wggEP3rM2oMgQgBBGIEByc5CeQRiEOGDDE33HBDpMTTTz/d7L///pE4TiAAAf8IIBD96zNqDIEIAQRiBAcnOQnkEYhbbbWVueOOOyIlsg9zBAcnEPCWAALR266j4hD4LwEEIn8J9SCQRyBuuOGGRvsuu+HOO+80G220kRvFMQQg4CEBBKKHnUaVIeASQCC6NDjOSyCPQFxjjTXMU089FSny4YcfNgMHDozEcQIBCPhHAIHoX59RYwhECCAQIzg4yUkgj0Ds37+/eemllyIlPvHEE2aVVVaJxHECAQj4RwCB6F+fUWMIRAggECM4OMlJII9AXGKJJUq21Rs3bpxZYYUVctaC2yAAgWYhgEBslp6gHhDISQCBmBMct0UI5BGIffr0MR9//HEknxdeeMEsvfTSkThOIAAB/wggEP3rM2oMgQgBBGIEByc5CeQRiN26dTNTpkyJlPjaa6+ZxRdfPBLHCQQg4B8BBKJ/fUaNIRAhgECM4OAkJ4E8AnHWWWc1P/zwQ6TEt956yyy88MKROE4gAAH/CCAQ/eszagyBCAEEYgQHJzkJZBWIEoYSiPHw/vvvm969e8ejOYcABDwjgED0rMOoLgTiBBCIcSKc5yGQVSB++eWXpmvXriVFaU7ivPPOWxJPBAQg4BcBBKJf/UVtIVBCAIFYgoSIHASyCsTPPvss0VI4efJkM/fcc+eoAbdAAALNRACB2Ey9QV0gkIMAAjEHNG4pIZBVIL733numb9++Jflo0cpss81WEk8EBCDgFwEEol/9RW0hUEIAgViChIgcBLIKxNdff90ss8wyJSVNmzbNdOjQoSSeCAhAwC8CCES/+ovaQqCEAAKxBAkROQhkFYjjx483K6+8cklJP/74Y0kcERCAgH8EEIj+9Rk1hkCEAAIxgoOTnASyCsTHH3/crLXWWpHSZDmUBZEAAQj4TwCB6H8f0oKCE0AgFvwPoE7NzyoQ77//frPxxhtHSu/cubPR6mYCBCDgPwEEov99SAsKTgCBWPA/gDo1P6tAHD16tNl6660jpc8111zm888/j8RxAgEI+EkAgehnv1FrCIQEEIghCg5qIJBVIN5www1myJAhkRK19Z7c3xAgAAH/CSAQ/e9DWlBwAgjEgv8B1Kn5WQXiFVdcYfbYY49I6T179jQTJkyIxHECAQj4SQCB6Ge/UWsIhAQQiCEKDmogkFUgnn/++Wb//fePlLjAAguYd999NxLHCQQg4CcBBKKf/UatIRASQCCGKDiogUBWgThq1CgzbNiwSImLLLKIefPNNyNxnEAAAn4SQCD62W/UGgIhAQRiiIKDGghkFYjHH3+8OfrooyMl9uvXz7z66quROE4gAAE/CSAQ/ew3ag2BkAACMUTBQQ0EsgrEo446yowYMSJS4tJLL21eeOGFSBwnEICAnwQQiH72G7WGQEgAgRii4KAGAlkF4vDhw83IkSMjJS6//PLm2WefjcRxAgEI+EkAgehnv1FrCIQEEIghCg5qIJBVIGr+oeYhumGllVYyTz31lBvFMQQg4CkBBKKnHUe1IWAJIBAtCT5rIZBVIB588MHmzDPPjBS52mqrmUcffTQSxwkEIOAnAQSin/1GrSEQEkAghig4qIFAVoF4wAEHmHPPPTdS4pprrmnGjBkTieMEAhDwkwAC0c9+o9YQCAkgEEMUHNRAIKtA3G+//cyFF14YKRGBGMHBCQS8JoBA9Lr7qDwEjEEg8ldQDwJZBeLee+9tLr300kjRCMQIDk4g4DUBBKLX3UflIRAViFOn/QgSCNREoF/f2U23bl1N//79K+az++67myuvvDKSBoEYwcEJBLwmgED0uvuoPAT+XyB++tm34IBAzQTm7d4xlUDceeedzbXXXhspD4EYwcEJBLwmgED0uvuoPASM+eGHH1g5yh9C3QjMPPPMRjui9OzZs2KeO+ywg7nxxhsjaRCIERycQMBrAghEr7uPykPg/wloLiIBArUS6Ny5s+nYsWPVbAYPHmxuueWWSDoEYgQHJxDwmgAC0evuo/IQgAAE2ofA1ltvbUaPHh0pHIEYwcEJBLwmgED0uvuoPAQgAIH2IbD55pubu+++O1I4AjGCgxMIeE0Ageh191F5CEAAAu1DYNCgQea+++6LFI5AjODgBAJeE0Aget19VB4CEIBA+xDYYIMNzIMPPhgpHIEYwcEJBLwmgED0uvuoPAQgAIH2IbDuuuuaRx55JFI4AjGCgxMIeE0Ageh191F5CEAAAu1DAIHYPtwpFQJtRQCB2FakKQcCEIBACxFAILZQZ9IUCCQQQCAmQCEKAhCAAAQqE0AgVubDVQj4TgCB6HsPUn8IQAAC7UAAgdgO0CkSAm1IAIHYhrApCgIQgECrEEAgtkpP0g4IJBNAICZzIRYCEIAABCoQQCBWgMMlCLQAAQRiC3QiTYAABCDQ1gQQiG1NnPIg0LYEEIhty5vSINAQAhMmTDATJ05sSN5kWiwCXbp0Mb169TKdOnWq2HAEYkU8XISA9wQQiN53IQ0oOoGvv/7ajB071nz33c9FR0H760CgQ4cZTO/e85kll1yyYm4IxIp4uAgB7wkgEL3vQhpQdAL//ve/zfjx4837H04zU6f9WHQctL9GAv36zm66detq+vfvXzEnBGJFPFyEgPcEEIjedyENKDoBVyD+/EtnM2vnOYuOhPbnJPDvLyYYBGJOeNwGgRYjgEBssQ6lOcUjEBeI881feWiweIRocRoCEocIxDSkSAOBYhBAIBajn2llCxNAILZw57Zh0xCIbQiboiDgAQEEogedRBUhUIkAArESHa6lJYBATEuKdBAoBgEEYjH6mVa2MAEEYgt3bhs2DYHYhrApCgIeEEAgetBJVBEClQggECvR4VpaAgjEtKRIB4FiEEAgFqOfaWULE0AgtnDntmHTEIhtCJuiIOABAQSiB51EFSFQiQACsRIdrqUlgEBMS4p0ECgGAQRiMfqZVrYwAQRiC3duGzYNgdiGsCkKAh4QQCB60ElUEQKVCCAQK9HhWloCCMS0pEgHgWIQQCAWo59pZQsTQCC2cOe2YdMQiG0Im6Ig4AEBBKIHnUQVIVCJAAKxEh2upSWAQExLinQQKAYBBGIx+plWtjABBGILd24bNg2B2IawKQoCHhBAIHrQSVQRApUIIBAr0eFaWgIIxLSkSAeBYhBAIBajn2llCxNAILZw57Zh0xCIbQiboiDgAQEEogedRBUhUIkAArESHa6lJYBATEuKdBAoBgEEYjH6mVa2MAEEYgt3bhs2DYHYhrApCgIeEEAgetBJVBEClQggECvR4VpaAgjEtKRIB4FiEEAgFqOfaWULE0AgtnDntmHTEIhtCJuiIOABAQSiB51EFSFQiQACsRIdrqUlgEBMS4p0ECgGAQRiMfqZVrYwAQRiC3duGzYNgdiGsCkKAh4QQCB60ElUEQKVCCAQK9HhWloCCMS0pEgHgWIQQCAWo59pZQsTQCC2cOe2YdMQiG0Im6Ig4AEBBKIHnUQVIVCJAAKxEh2upSWAQExLinQQKAYBBGIx+plWtjABBGILd24bNg2B2IawKQoCHhBAIHrQSVQRApUIIBAr0eFaWgIIxLSkSAeBYhBAIBajnzO3UqJjjjnmMDPPPHPZe3/88Ufz+uuvm2WWWaZsGi5ECfzyyy/mo48+Ml27djWdO3eOXsx5hkDMCY7bIgQQiBEcnECg8AQQiO3wJ/D444+bvfbayzzzzDNm9tlnb4caVC7yrLPOMn/605/M/PPPbx555BGz4IILhjd88cUX5uGHHzZ33XWXueWWW4J4CZR6h59//tnceuutZvTo0eall14yP/30k+nfv79ZY401zC677FJRuKouYnvVVVeZf/7zn+aHH34wvXr1MptttpnZdtttTYcOHVJX9+OPPzannHJKUPZOO+2U+j6bUPVWO55++mnz/PPPm/Hjx5vu3bubv//973UT1ghES5vPWgggEGuhx70QaD0CCMR26NPtt9/e3Hzzzebcc881e++9dzvUoHKRSy65pHnzzTeDRGeccYb5wx/+EBzfeeedRiLpq6++imQgS2I9g0TZ1ltvbZ599tnEbFdZZRVz3XXXmT59+pRcV12GDh1qLrvsssACeuihhwbWuksuuSQQaCussIJRO3r06FFyrxvx6aefmtNOOy34UfyIESPMsGHD3CRVj1V/sdPnvPPOa4444giz/vrrm379+lW9N0sCBGIWWqQtRwCBWI4M8RAoJgEEYhv3+wcffGAWWWSRoFR9ysI144wztnEtKhcnUXPBBRcEiSRull9++eBYw6MzzDCDGTNmjNlwww3DTOopEKdNm2bWXnvtUByuuOKKYT3CAqcfDBw40Dz44IMl7GSZlThUkOVRYlfh22+/NRtttJGR9VZxsjB26tQpuOb+mjx5sjn99NPNyJEj3ehMAvHzzz83f/3rX82FF14Y5PG73/3OyCrbpUuXSJ71OkEg1otksfNBIBa7/2k9BOIEEIhxIg0+P/roo83xxx8fliJrloRLMwUJQQ2Jamh5vvnmK6marrvDtPUUiMcee6zRj4aRJapmm222oPwPP/zQ7LnnnuaBBx4I63PNNdeY7bbbLjx/6KGHAgudIo488kgj1m54+eWXjSyICn/5y1/MUUcd5V4OjjWk/d577wUidfjw4ebuu+8O4tNaED/77LNgGPxf//pXcN9xxx1nDj/88JJy6hmBQKwnzeLmhUAsbt/TcggkEUAgJlFpUJysYxJc7hDteuutZ+65554Gldi4bGUNs+2ol0DUvENZVTfddFNzzjnnlFT+66+/NksvvbSZMGFCcG2//fYzZ555Zphu0KBB5r777gvOX3nlFbPEEkuE1+yBBKKEohbgaCh71llntZdKPu1cTF1IIxCnTJli1J+aa6ig+tx2220lVs7gYh1/IRDrCLPAWSEQC9z5NB0CCQQQiAlQGhUli5csYxtssEEoZFTWCy+8EAifRpXbiHwbIRCfeuqpwPqmYd655547sdqat3nAAQcE1zTMrAUzCrqnZ8+ewbEW18gKmBRkNZTYU9A80C233DIpWRCnYXY7/zKNQNx3333NxRdfHNyrOYca4p5nnnnK5l+vCwjEepEsdj4IxGL3P62HQJwAAjFOpIHnK620UmBdmjRpktFCCzsMqaHT888/P1XJstZp+HeppZYK5rTJqjZ27NjAGqbFD8suu2zi3Dqb+RtvvGG+//77cAXtc889Z7777juz6qqrlli63n777WD1cNKiikYIRA0Rv/XWW8EKb1vf+Kc7/1HiTiJP4YorrjB77LFHcCwLpCx3SeHqq682u+66a3DJvT8pbRaBqDmNq622WphNWy5AQiCG2DmogQACsQZ43AqBFiSAQGyjTpWIW3311QOLlFYGa2j04IMPDkv/5JNPAvcnYYRzIFcpEiByKyMr5MSJE80TTzxhxo0bF8yls0O9ukVDp3KrstZaa4U5fPnll8HK3b/97W/BHD4toNDCiR122CEcDrXDtcpb8/AkpLSgQy5eDjrooDAve9AIgWjzrvSp4XgJQAVZAzWXUMFdWCMXPSeffHIQH/9lrZSKl5VPw8zlQhaBKLGp+aQ26CVAQ86yIoq/BL2GvCsNadt7s34iELMSI30SAQRiEhXiIFBcAgjENup7Wa0kul588cVALMifoASKDVq4cthhh9nTyOeBBx5YMidPw6h2Lp7ykbBzwz/+8Y9gwcbtt99ufvvb37qXzO9///tgiNver4ua+ycfgfHVu80mEE866aRgAYrqLIuj/CIqyC2OhK2C2uCK7yDyf7+0alzzGG3Q6uZyzsDTCkQJNPk2dIN4WguxjZd41wrrrbbaykbV5ROBWBeMhc8EgVj4PwEAQCBCAIEYwdGYE1kHF1hggcA1i50zp5Lic9beffdd07Fjx8RKaChZ7l/sAggl0vCq3M3IKiWH1rJiWWvi4osvHlivtPBDQlD+FiWobNBcSFna5OvvyiuvDFYMDxkyJFg1vPvuuweWSqVtNoEoP4Jqh1Z+uxY7DZFbv4lnn312wNa21f18//33zaKLLhpGye1Q0kptJUgrEGXZHTx4cJinDg455JDAYqi5kHKK/dprr4XXR40aFc6jDCNrOEAg1gCPW0MCCMQQBQcQgMB0AgjENvgzOPHEE4Oh0Ouvv95ss802YYlanGL9/ClSQ8Aa9i0XJNwk5hT0KUHnBolHzXO0QfPw7HDsDTfcEEkvC+acc84ZJLX+De198t+nIWeFZhKI7vzD+MKehRZaKLSoyim2nWdo22Q/5Yamd+/e9jQQ3OW2CkwrECWy5ZDbBk0nGDBggD0N5nFK0LoCXS8DemmoR0Ag1oMieSAQ+RuAAARcAghEl0YDjrUgROJFQdakWWaZJTi2v37zm9+YJ598MjiVCxbNKywX9tlnHyPxo3D//fcHFsV4WrtLi+JPOOGEULi44krWRC2iKBckPiVGFZpFIGpxjrbakyVOAtbWz7bBuq/R+aWXXhqsFrfX3E/NOXR3YNGQc9++fd0k4XFagShroZxrK2y++ebhFoRhRtMPVK7mIVoLb5KfRjd9lmMEYhZapC1HAIFYjgzxECgmAQRig/tdw4ty5izLYZJjZi060bw6GzRUrMUsSSGNQHStf1rVK5GjoKFt+ehT0JZx1tVLEBH71YwCUQ6njznmmGBYPGkBirtIpNIQs1ZJ/+pXvwpbrMUkWnCTFNIKRC3iUZkKlRbI2HmoSqc5kzfeeKMOaw4IxJoRksF0AghE/gwgAAGXAALRpdGAY9dCmCZ7CUkNRSeFNAJRO3/IiqXg5uWzQNRcQwlALaKRoE7amtBdyCPB/ec//zkJYeBz0h3Wl4U3KT/dnFYgyqm3yleoJBBPPfXUcCGStvvTCud6BARiPSiSBwKRvwEIQMAlgEB0adT52M4x1OKSnXfeuWzusjK6Cy5k5Vp44YVL0qcRiBp63njjjYN7tSrabuvnq0C0DGX91Irscot4XPElR9paCJIUHnvssXBofs011wz2lU5Kp7i0AtEV5bIWS8QmBddFj+Y9uguOktKnjUMgpiVFukoEEIiV6HANAsUjgEBsYJ/vtddegVsTbf+2zjrrlC3p1VdfNcstt1x4XdYvd9jZXkgjEF2H0ZdffrnZaaedgtt9FIhacfzrX/86mDOoPZhnn312i6LkUwtAtMJZodL2hdrpRKvHFartk5xWIMr5uOYXKlQSfq4PRte6G9xYwy8EYg3wuDUkgEAMUXAAAQhMJ4BAbNCfgV0MIX+F8odXbhjTFm/dt+hc/vIkjuwqY5smjUB0F0y8/vrrZrHFFgtu900gam6gLHyyGGqBTdeuXS2GyKcEsVYMy7ehRLYWsYif/EJ26NAhklYnVrTrWG5xll9+eR0mhrQCUa6EtIuKdbNTzgLsWhA1n3L48OGJ5WaNRCBmJUb6JAIIxCQqxEGguAQQiA3qewkAWaiOPfZYc8QRR1QtRS5pZFWyQbut2H2AbVw1gagVslqhq0/5OdRqXhtcgSiXLFrhXC7I8qjt/xTKOZ1Os5OKRLLE3brrrlvW12BSHVR/CWbtQCLLYI8ePZKSBVsMakGP/DxqH2YN7ardCtZRuHuj3PnI0vfmm28G+2FraLhSSCsQlYd2tpGgVSjH7PDDDw9WhSuNXgBcdzuKyxsQiHnJcZ9LAIHo0uAYAhBAIDbgb8A6xlbWcZ945YqbNm1aYPmy17U7yjvvvBPZms0ViPJvKAfNrmXStR5KBGk3Dxvuuusus8UWWwSnmhOpuYrlgly2KC8FiRoJXTdo6z93LqD2cp5pppncJCY+bF7J9Yx749SpU4N6Shhqv2q3DTadXN589NFHgXsgd6hW9ZC7G7VdC1G0VaC7S4q7OluuhVZeeWWbZeKn9V+pi+62fomJp0dq+8KbbropuKz2u3tYS8SpLRK/Rx99dLgbTLm8ssQjELPQIm05AgjEcmSIh0AxCSAQ69zvjz76aOB70A43aq9guZXp1KlTxZLceWw24Y477hiICetH0RWISiNrmRxrayhV2/hpGzeF+JxHiS7Nu3MXT6ieEkiugNK92rFFQlLudhQ0p07H7nD3VVddZXbbbbfgun5pi7tBgwaF5zq46KKLzNChQ8O4SnPzbCKtKNaOJO6CHXut3GfcUvjpp58Gi3RefvnlwL2QFqvMNttsARO5/ZFAc+dmlstXIl9tUj4KEpwS1Rq+LhdcztrJRj4ktRWgLJzqO4lSiUixqeeezAjEcj1CfBYCCMQstEgLgdYngECsYx9r/tuyyy6bmOPbb78dOsyOJ9BWb/G9lN00dgjVFYhaqXvddddF7pPFTf745FDaBtcFi42znxI7mh9p/QBqQYvyTAoSmBKFslwm1VXWMQ2Ty32LQtwxtOIq+RzUdTnvVrvSBs3vlJU1br2UYNJCH4lHt66yLkq0rbXWWmWL0EISiTgxTwpqn5jKfVFS0DD2WWedFTjOdvOQRVgucLRH9AwzzJB0a+44BGJudNzoEEAgOjA4hAAEWKTi09+AKxBlzdL+w7I8fvPNN8ECjUqrfNujnd9++63Rgg1Z8WTh1HncYtnIekmsic+UKVOC/ZfnmWeeRhZXkrfmGWprP82hXHDBBUuu1ysCgVgvksXOB4FY7P6n9RCIE8CCGCfSxOdxgai5hM0eNC9Qc/E22GCDYGi12evrY/0QiD72WvPVGYHYfH1CjSDQngQQiO1JP2PZvglELbyRW5nnnnsumMfYvXv3jC0meRoCCMQ0lEhTjQACsRohrkOgWAQQiB719+677260Elfh3nvvDdzHNHP1NU9Pc++0eMZd5NLMdfaxbghEH3ut+eqMQGy+PqFGEGhPAgjE9qSfsWwtgNFCGIVLLrnE7LrrrsFxs/7SNnmqs+uKp1nr6nO9EIg+917z1B2B2Dx9QU0g0AwEEIjN0AtV6iChJT+G8sVng1bwyuG1BNjAgQNtNJ8FJIBALGCnN6DJCMQGQCVLCHhMAIHoQedpFbBWAycFDd2efPLJSZeIKwgBBGJBOrrBzUQgNhgw2UPAMwIIRM86jOpCIE4AgRgnwnkeAgjEPNS4BwKtSwCB2Lp9S8sKQgCBWJCObnAzEYgNBkz2EPCMAALRsw6juhCIE0AgxolwnocAAjEPNe6BQOsSQCC2bt/SsoIQQCAWpKMb3EwEYoMBkz0EPCOAQPSsw6guBOIEEIhxIpznIYBAzEONeyDQugQQiK3bt7SsIAQQiAXp6AY3E4HYYMBkDwHPCCAQPeswqguBOAEEYpwI53kIIBDzUOMeCLQuAQRi6/YtLSsIAQRiQTq6wc1EIDYYMNlDwDMCCETPOozqQiBOAIEYJ8J5HgIIxDzUuAcCrUsAgdi6fUvLCkIAgViQjm5wMxGIDQZM9hDwjAAC0bMOo7oQiBNAIMaJcJ6HAAIxDzXugUDrEkAgtm7f0rKCEEAgFqSjG9xMBGKDAZM9BDwjgED0rMOoLgTiBBCIcSKc5yGAQMxDjXsg0LoEEIit27e0rCAEEIgF6egGNxOB2GDAZA8BzwggED3rMKoLgTgBBGKcCOd5CCAQ81DjHgi0LgEEYuv2LS0rCAEEYkE6usHNRCA2GDDZQ8AzAghEzzqM6kIgTgCB/d+v0AAAHexJREFUGCfCeR4CCMQ81LgHAq1LAIHYun1LywpCAIFYkI5ucDMRiA0GTPYQ8IwAAtGzDqO6EIgTQCDGiXCehwACMQ817oFA6xJAILZu39KyghBAIBakoxvcTARigwGTPQQ8I4BA9KzDqC4E4gQQiHEinOchgEDMQ417INC6BBCIrdu3tKwgBBCIBenoBjcTgdhgwGQPAc8IIBA96zCqC4E4AQRinAjneQggEPNQ4x4ItC4BBGLr9i0tKwgBBGJBOrrBzUQgNhgw2UPAMwIIRM86jOpCIE4AgRgnwnkeAgjEPNS4BwKtSwCB2Lp9S8sKQgCBWJCObnAzEYgNBkz2EPCMAALRsw6juhCIE0AgxolwnocAAjEPNe6BQOsSQCC2bt/SsoIQQCAWpKMb3EwEYoMBkz0EPCOAQPSsw6guBOIEEIhxIpznIYBAzEONeyDQugQQiK3bt7SsIAQQiAXp6AY3E4HYYMBkDwHPCCAQPeswqguBOAEEYpwI53kI1EMgrrfeeuaee+7JUzz3QAACTUYAgdhkHUJ1IJCVAAIxKzHSJxGoh0DcbLPNzK233pqUPXEQgIBnBBCInnUY1YVAnAACMU6E8zwEsgrE1Vdf3YwdOzZS1ODBg821114bieMEAhDwkwAC0c9+o9YQCAkgEEMUHNRAIKtAXGGFFczLL78cKXGXXXYxl156aSSOEwhAwE8CCEQ/+41aQyAkgEAMUXBQA4GsArFfv37mnXfeiZS4zz77mHPOOScSxwkEIOAnAQSin/1GrSEQEkAghig4qIFAVoG4wAILmE8++SRS4kEHHWROOeWUSBwnEICAnwQQiH72G7WGQEgAgRii4KAGAlkFYrdu3cyUKVMiJQ4fPtwcc8wxkThOIAABPwkgEP3sN2oNgZAAAjFEwUENBLIKxFlnndX88MMPkRKPP/54c9hhh0XiOIEABPwkgED0s9+oNQRCAgjEEAUHNRDIIhAlDCUQ42HUqFHmgAMOiEdzDgEIeEgAgehhp1FlCLgE4gKxa7f53cscQyAVgWnTvjQSif36zm66detq+vfvX/Y+DS1riDkezjvvPLPXXnvFozmHAAQ8JIBA9LDTqDIEXAKuQJw67Uf3EscQyEwgjUDU4hQtUomHyy+/3Oy0007xaM4hAAEPCSAQPew0qgwBl8BXX31lnnnmGTN12k9uNMcQyEWgU8cZTY8e85pll1227P1ybyM3N/Fw/fXXm2222SYezTkEIOAhAQSih51GlSHgEvj5558Dh8WTJ092ozmGQC4CPXr0MPPMM4/p2bNn2fvlIFuOsuNh9OjRZtCgQfFoziEAAQ8JIBA97DSqDAEIQKA9CWiLPW21Fw/333+/WXvttePRnEMAAh4SQCB62GlUGQIQgEB7EhgzZozZcMMNS6rwxBNPmFVWWaUknggIQMA/AghE//qMGkMAAhBoVwI333yz2X777Uvq8Pzzz5tlllmmJJ4ICEDAPwIIRP/6jBpDAAIQaFcCF110kRk6dGhJHd58802zyCKLlMQTAQEI+EcAgehfn1FjCEAAAu1KYOTIkUbb6sXDhAkTKi5uiafnHAIQaF4CCMTm7RtqBgEIQKApCWg7vVNPPbWkbvLJOcccc5TEEwEBCPhHAIHoX59RYwhAAALtSmDvvfc2l156aUkdvvvuOzPTTDOVxBMBAQj4RwCB6F+fUWMIQAAC7Upg8ODB5pZbbonUoVOnTubrr7+OxHECAQj4SwCB6G/fUXMIQAAC7UJgvfXWMw8//HCk7K5du5qJEydG4jiBAAT8JYBA9LfvqDkEIACBdiEwYMAA8+KLL0bK1t7M7777biSOEwhAwF8CCER/+46aQwACEGgXAnJl88EHH0TK1t7Mr776aiSOEwhAwF8CCER/+46aQwACEGgXAl26dDFfffVVpOz+/fubZ555JhLHCQQg4C8BBKK/fUfNIQABCLQ5Aa1Unm222UrKHThwYMm8xJJEREAAAt4QQCB601VUFALJBPSF/cILL7CCNBkPsRkJaDXy4osvbrp37554p+YZLrbYYiXXNt10U3PbbbeVxBMBAQj4SQCB6Ge/UWsIhATknHj8+PFm0uTvwjgOIJCXQLeus5hu3boaDRknhccff9ystdZaJZd23nlnc9lll5XEEwEBCPhJAIHoZ79RawiEBKxAfP/DaWbqtB/DeA4gkIdAv76zVxSIN954o9lhhx1Ksj7ggAPMqFGjSuKJgAAE/CSAQPSz36g1BEICrkD8+ZfOZr75lwyvcQCBtAT+/cUEo59qAvH00083hxxySEm2xxxzTOL+zCUJiYAABLwggED0opuoJATKE0AglmfDlfQE0gpEiUOJxHg4++yzzb777huP5hwCEPCUAALR046j2hCwBBCIlgSftRBIKxA1vKxh5ni4+uqrzfbbbx+P5hwCEPCUAALR046j2hCwBBCIlgSftRBIKxC1QEULVeLh7rvvNhtssEE8mnMIQMBTAghETzuOakPAEkAgWhJ81kIgrUCUi5ukLfWeeuops9JKK9VSBe6FAASaiAACsYk6g6pAIA8BBGIeatwTJ5BWIMpJtnxvxsMbb7xhFl100Xg05xCAgKcEEIiedhzVhoAlgEC0JPishUAagaj9l7UPc1KYOHGi6dq1a9Il4iAAAQ8JIBA97DSqDAGXAALRpcFxXgJpBOL9999vNt5448QifvwRH5yJYIiEgKcEEIiedhzV9pPA1KlTzeTJk02fPn3q1gAEYt1QFjqjNALxnHPOMQceeGAJp969e5v333+/JJ4ICEDAXwIIxHboOz1Ir7rqqsSSd9ttN6OHbZagt/qxY8eW3NKxY8dEh7YlCZswQkLq4osvNo899ph56aWXgn1hl19+ebPlllua9ddfv2KNZcm44447zO23324+/PDDIK3mRu20005mjTXWqHive/Hnn382o0ePNueee64R4zzhX//6l7n55pvNyy+/bJ577jnz5ptvmj/84Q/mjDPOyJNd4j0IxEQsRGYkkEYg6m/3ggsuKMl55ZVXNk8++WRJPBEQgIC/BBCI7dB3n376qbnmmmuMVv3FN7f/85//bE466aTUtZIY6tu3r5kwYULknh133NGsttpqZq+99orE+3AiUbjddtsZzWlKChLRsmRIAMeD7tl8883Ns88+axZffPFAjH377bfm1FNPDfLbZZddgi+4Dh06xG8Nz3/55Rcjlx1HHnlkIOx04YcffjAzzDBDmKbawbRp04Jtx44++ugg6e9+9zszZMiQQKBqkn89AwKxnjSLm1cagaiXs4ceeqgE0tZbb53oG7EkIREQgIA3BBCI7dxVe+65p7n88ssjtZg0aZLp0qVLJK7cyS233GIGDx4cufzXv/7V6MfH8M4775gVV1zRfPXVV2aOOeYw/fv3N5988klgeXPb85e//MUcddRRbpSRKBswYECQdskllwx8tc0555xBGgnoZZZZJshXzM8///zIvfZElkLlLYHphiwCUeJy6NChgWhXG2Qt3nTTTd3s6nqMQKwrzsJmlkYgamrExx9/XMJo//33T9xdpSQhERCAgDcEEIjt3FUXXXRRICbcapx44omph4Z/85vflAztaGh1k002cbP05ti258wzzwy27ZpxxhmDusvaKuufhmxtePvtt81CCy1kT82xxx4b/Cji3nvvNeuuu254TQcShfoiU0i6LoH5xz/+MdgNQlbHLbbYIkirX2kFortP7bzzzmvGjx9vevbsGebTiAMEYiOoFi/PagLxyy+/LLtKWaMeGv0gQAACrUMAgdjOfXnDDTcEQ49uNSQsJIQ6derkRpccy8q16qqrlsRrCCjLXLuSDNopQoJviSWWCIbfNcQcDy+88EJgXbTx119/vdlmm22CU4k7WesUxE8WQysug8jpv2SZ7dWrV3A6aNCgYH6hvRb/1DCzOwydRiBeeeWVZvfddw+z0lD5r3/96/C8UQcIxEaRLVa+1QTiuHHjyv49y0quaRQECECgdQggENu5L61AXGGFFczzzz8f1ubSSy8NLGZhRMLBrrvuarT/qSxn7pCyrwLx5JNPDix7Y8aMSWjtf6MkCO28TQ0xazhY4c477wwWsOh4jz32SJxIr2urr756uKBHIrKSdU/D/BrqVqgmEK24DRJP/3XCCSeYQw891J429BOB2FC8hcm8mkA866yzzJ/+9KdEHr4+cxIbQyQEIBAQQCC28x+CFYhXXHGFkeCzQQssXnnllRIrmL3+0UcfmQUXXDBwWvv3v//dSGDaUOlh/fXXX5sXX3zRvPfee8GcvaWWWsrox87Vs3lo8ctPP/1kT8NPLdSYZZZZwvN4uplmmsnMPPPM4fUsB+edd14wT7CS9VOLPo4//vggW31haa6fgthJLCuMGjXKHHDAAcFx/Jc759O9P55O51kEojt5XxZMrVR3LZBJ+dcrDoFYL5LFzqeaQPztb38beAZIoqTV+eUcaCelJw4CEGh+AgjEdu4jKxBlAXvggQci7k8qzSU85phjzHHHHRfMqxs4cGAgrGxTyglELYaRBUBWMd0jNy7WNYU7XKt8NFSqIdN40AphLYyxQaukL7vsMntqhg8fblS3RoUjjjjCyNKoIF5rrbVWcCxBbecnysJYblHIyJEjgzrqJs1plKW2XEgrEOND37Jqaj6WBP4///lP06NHD7P00kub+eefv1xRNcUjEGvCx83/I1BNIM4zzzzmP//5TyKvb775JtGrQGJiIiEAAS8IIBDbuZtcgdivXz+z2GKLhTWSiHv44YfDc3sgH4HWV6IsibJWaYWuDUkCUUJo7733DpIoT+Wt4C6Sue+++8w666wTxOuXu+BC5+WElxZ+aAFIo8Wh6rDRRhsFwlDzDd99910z99xzKzpitZTolV+2pOByWHvttSv6N0wrEA8++GCjRTU2rLLKKuEwto3T57bbbmvOPvtsoy/aegYEYj1pFjevSgKx0vxDLRTTFAsCBCDQWgQQiO3cn65AlPiRM+frrrsurNUTTzxhJDjcIEughkqtO5vXX3+9qkCcb775Qr+C7nw6iU07vBy3qGn4eKWVVgp9AZYbupXzallAv/jiizAvt771OtYqSg2rywLqrprUucScDZrL6QpmG6/Pa6+91uy8885BlIbENDRWLqQViBrelyNsG9Zcc83AgjnXXHMFAvSmm26yl4IFNK+99loobMMLNRwgEGuAx60hgUoCUS9AehFKCtUWfCXdQxwEIND8BBCI7dxHcYEYH67UogwN/9qg1bXLLbeckcjQLiFalZtGILpDsN9//31kbqOdMyjH2o8++qgtKvh0/SxqiPStt96KzK2zK4Pj4jKSSZ1O7PxD1UPt79y5c5CzLImu5VU83HO3+FtvvTWw5Nk4ieByIY1AFEtbD+WjlZwS8Jap4mSxXW+99XQYBG1VJsfd9QoIxHqRLHY+lQRipfmHWZ37F5syrYeAPwQQiO3cV3GBqOrYYVRbNVfwaIXvhhtuaH7/+98Hw8NKk0Ygars6Wc80rKr7bdDwtLahU5CIlPBygwSUnE7b+X3xuYp2iPrBBx808mHYqPDBBx+Ek+DlW3DZZZcNi/r888+DeX42QvP+tLtMUtC2d9tvv31wSYtJkpz+2vvSCETd7+6rrKE4d8GQzUsrrkeMGGFPg7lcs88+e3heywECsRZ63GsJlBOIegnSCES5+Yeag2yt8jYvPiEAAf8JIBDbuQ+TBKIVgbZq++23XzjHTYtEtFOHViJr9bFCGoFo89KnRN8999wTuILRpw1JAlHXtCfyvvvuGyST+JEIskFuYzQPUgIy7nfQpqn1U/XdeOONgy2+ZAHcbLPNIlnGfRZWGmLWanG5wVHQMLTrWiiS6fSTNALxs88+C+eD6n5t9de1a9d4VuaNN94I+0sXK9Wx5OYqEQjEKoC4nIpAOYEYt4DHM3v66acj/knj1zmHAAT8JIBAbOd+SxKIEjzaYs6d1yZLlYSARKEsjJrzZ0NagSihpfK0mEQ+ADXUuc8++wTOqZVXOYFoF8VYn4B2EYz1/adVy8qzUeGwww4LhmS1wMMK1XhZsnLa+YRJ8zZteu3hrHYrxDnaNPYzjUCMi9NyAlHsXcfnck3k7tRiy8zziUDMQ4174gTKCURZvuPbWrr3am6wO83CvcYxBCDgLwEEYjv3XZJAVJVsvK2eHtAaSpXAiW8Tl0YgTp482Wy99daBWxsJwbvuusssvPDCQfZ2vlw5gahE2v7POqW2rm7kDFoLZTQv0eZl61uvz0suuSQQsXZBTrl85dbGWkM1jKyFM0nB/bKrJmzTCESVoYU81hIpUf+rX/0qqehIuiRLaOJNKSIRiCkgkaQqgXICUYtQ5OEgKbCCOYkKcRBoDQIIxHbuRysEZRGURcsGrTTWQgtZ+twgS5mGl+Ww2oZqAlEOrzUUrK355B5Glr9u3brZ28MFFZUEYnyen3z8SShqVfH9998f5lXPAwk+CT93iL1c/u4+zHKkLatjUhgyZEggvnXtkUceCbgkpVNcWoGoBTrXXHNNkE05V0C66M4t1WIk+UasR0Ag1oMieSQJRPs/WI6OfVksd514CEDAXwIIxHbuO+3+oV1AtFpYD1s3aGeRP/7xj26U0Ry6HXfcMRJXTSBKfFqLmoZoNVTrhjQWRKU/5JBDAt+IOpaY1JCunGlLdNU7jB07NhBvEl+aA5k0v1HDu0ceeaSR8+wpU6aEi0UqfWnJ4iHRLaH8ySefRIZ9421IKxA1J9T2nbt4KJ6fa2nUjjbukHM8bZZzBGIWWqQtRyBJIA4ePDjiGD9+7ymnnGIOOuigeDTnEIBACxBAILZzJ9r9TS+44IJw8YStkkTEAgssEO4HrFW3cunSsWNHmyT41Kpe1zF03OG1/BcOGzYsSCun1nKAbYPERffu3YNTuY/RFnzlgrvi2abRysZyq3E13Prqq68Gi0pmm202e0vVTwleudyRxe2qq64KLZzxG8VOQ9Baoa3g7uoi9zsSeG6w2xMqLs1eyWkFovKz1kEJT5UTn5OlIX6777O+UPXFWq+AQKwXyWLnExeI3333nam07aVoVZrvW2yatB4C/hNAILZzH1pRo11Ozj333JLauEOn5USNa8FSBnGrXtzJrayV2qJOq5GVp4ZabZBA1IpkLZJJEn7unsdaDSxhmxTs3EFdk2h67LHHUg2pqmzt8qLFHpozGRfDym/atGmB9VIueTQnUwttFFxLqqydmjfpBln3/va3v6VyVq0h/llnnTW8vdpWYhLD1r2NnJhrZxk3SBAefvjhAYt33nkncaWzmz7LMQIxCy3SliMQF4innXZaxAdr/D79f+hvz45AxK9zDgEI+E0AgdhO/SfL2x133GF22223sAaav7buuutGhInrRkXH7txB7aWsBSJDhw6NiDwJFQ1Fa7GEhmZd4RQW9r8DDVdLlNk9me31eFk23hVCcqotS19SkMNodwcR7QFt91BOSq84Wd40VzI+77JcesXHLYUampY1TyuuJRDFRsPP8gFp5yVWczGjOZvy7eaumI77f0yqk9yBbLXVVkHZEoM77LBDYDVUv0o0SijrWDut1DMgEOtJs7h5uQJx2rSpwQtaJRobbLBB4HKrUhquQQAC/hJAILZD38X9HMaroLl92gbOBg0L6y3dHRrWNc0DlLgrF9whY63slUixrmqUv3YmkYhRfbTFn6x2K664otGQtIRauaChVw1Ly7efu1jGTR+3asb9J7pp7bF2jZGAShvK7d4iESuBZlc12/yUvxawlHOirXSyWo4ePdreEvnUEL8cjdsFKZGL/zvRFAAtqomv+pRVVPtAW6fkSffmjUMg5iXHfS4BVyBecsnFRq6YKgXN/9UzhAABCLQmAQRia/ZrYqs0p0jDmxo6lnh0F35oSFXWOO2YUClYC2K54W73Xu3NLP+NEl1LLLFEWeHl3lPPY7VJ9ZW4liBOGjKvZ3luXt9++23g+kaM5ZA7PifRTVvrMQKxVoLcLwJWIC44/8zTLeHJbqJcUvV01eTmyzEEINAcBBCIzdEP3tRC1rELL7wwGA7u0aNH1XrbHUTi8yKr3kiC1AQQiKlRkbACASsQxz1923Qr+dUVUv73kra/rPZCWTUTEkAAAk1LAIHYtF3TfBXTohDtgax5k3I9Uy1oTqG2yJPvxuuuu67scHS1fLhemQACsTIfrqYjkEUgbrLJJub2229PlzGpIAABLwkgEL3stsZXWj4Gtcjj8ccfNwMGDAhWIGsXEolEdx/ocjXRcLXmSB588MGBn0J3OLvcPcTnI4BAzMeNu6IEsghEeVyQ5wUCBCDQugQQiK3btzW1TP7NklbbZvHhJ/+McpdDaCwBBGJj+RYl97QCUe5t5BlB85gJEIBA6xJAILZu39bUMrmG0a4jdtWzMltvvfUC1zVy10JoHgIIxObpC59rklYgyhuA3D4RIACB1iaAQGzt/q2pddovWC5fNFy86qqrGm271aFDh5ry5Ob6E0Ag1p9pEXNMKxAvv/zywC1WERnRZggUiQACsUi9TVtbkgACsSW7tc0blUYgalj5ueeeizjsb/OKUiAEINAmBBCIbYKZQiDQOAIIxMaxLVLOaQSidkPSrkgECECg9QkgEFu/j2lhixNAILZ4B7dR86oJRO2ypMVrM800UxvViGIgAIH2JIBAbE/6lA2BOhBAINYBIlmEO6mUc5R91VVXGe2xToAABIpBAIFYjH6mlS1MAIHYwp3bhk2rZEFk5XIbdgRFQaBJCCAQm6QjqAYE8hJAIOYlx30ugXICEXHoUuIYAsUhgEAsTl/T0hYlgEBs0Y5t42YlCUTEYRt3AsVBoIkIIBCbqDOoCgTyEEAg5qHGPXECrkCcMuU/wZ7rW2yxRTwZ5xCAQEEIIBAL0tE0s3UJxAXirJ3nbN3G0rKGEpBInL/XDKZPnwXYJrOhpMkcAs1PAIHY/H1EDSFQkYArEKdO+7FiWi5CoBqBfn1nn+4IuysCsRoorkOgxQkgEFu8g2le6xP4+uuvzdixY8233/7c+o2lhQ0nMMssM5jeveczSy65ZMPLogAIQKB5CSAQm7dvqBkEUhOYMGGCmThxYur0JIRAOQJdunQxvXr1Mp06dSqXhHgIQKAABBCIBehkmggBCEAAAhCAAASyEEAgZqFFWghAAAIQgAAEIFAAAgjEAnQyTYQABCAAAQhAAAJZCCAQs9AiLQQgAAEIQAACECgAAQRiATqZJkIAAhCAAAQgAIEsBBCIWWiRFgIQgAAEIAABCBSAAAKxAJ1MEyEAAQhAAAIQgEAWAgjELLRICwEIQAACEIAABApAAIFYgE6miRCAAAQgAAEIQCALAQRiFlqkhQAEIAABCEAAAgUggEAsQCfTRAhAAAIQgAAEIJCFAAIxCy3SQgACEIAABCAAgQIQQCAWoJNpIgQgAAEIQAACEMhCAIGYhRZpIQABCEAAAhCAQAEIIBAL0Mk0EQIQgAAEIAABCGQhgEDMQou0EIAABCAAAQhAoAAEEIgF6GSaCAEIQAACEIAABLIQQCBmoUVaCEAAAhCAAAQgUAACCMQCdDJNhAAEIAABCEAAAlkIIBCz0CItBCAAAQhAAAIQKAABBGIBOpkmQgACEIAABCAAgSwEEIhZaJEWAhCAAAQgAAEIFIAAArEAnUwTIQABCEAAAhCAQBYCCMQstEgLAQhAAAIQgAAECkAAgViATqaJEIAABCAAAQhAIAsBBGIWWqSFAAQgAAEIQAACBSCAQCxAJ9NECEAAAhCAAAQgkIUAAjELLdJCAAIQgAAEIACBAhBAIBagk2kiBCAAAQhAAAIQyEIAgZiFFmkhAAEIQAACEIBAAQggEAvQyTQRAhCAAAQgAAEIZCGAQMxCi7QQgAAEIAABCECgAAQQiAXoZJoIAQhAAAIQgAAEshBAIGahRVoIQAACEIAABCBQAAIIxAJ0Mk2EAAQgAAEIQAACWQggELPQIi0EIAABCEAAAhAoAAEEYgE6mSZCAAIQgAAEIACBLAQQiFlokRYCEIAABCAAAQgUgAACsQCdTBMhAAEIQAACEIBAFgIIxCy0SAsBCEAAAhCAAAQKQACBWIBOpokQgAAEIAABCEAgCwEEYhZapIUABCAAAQhAAAIFIIBALEAn00QIQAACEIAABCCQhQACMQst0kIAAhCAAAQgAIECEEAgFqCTaSIEIAABCEAAAhDIQgCBmIUWaSEAAQhAAAIQgEABCPwfAgL1ILc6WW0AAAAASUVORK5CYII="
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"
\n",
" \n",
"
"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Enables out-of-core operations\n",
"\n",
"Pandas DataFrames don't need to fit into memory...when evaluating an expression, dask will load the data into memory when necessary."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's try it out:\n",
"\n",
"Loading 1 billion Open Street Map points...\n",
"\n",
"[Source](https://blog.openstreetmap.org/2012/04/01/bulk-gps-point-data/)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Loading data with intake\n",
"\n",
"- [Intake](https://intake.readthedocs.io/en/latest/) helps make loading data into Python very easy\n",
"- Works with the holoViz ecosystem, including dask\n",
"- We'll load the OSM data from Amazon s3:\n",
" - http://s3.amazonaws.com/datashader-data/osm-1billion.snappy.parq.zip\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## An intake \"catalog\"\n",
"\n",
"- Metadata that tells Python where and how to download data\n",
"- On first download, the data is cached locally to avoid repeated downloaded\n",
"- Creates a standard way of sharing datasets \n",
"\n",
"See [datasets.yml](https://github.com/MUSA-550-Fall-2020/week-7/blob/master/datasets.yml) in this week's repository."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Load our intake catalog"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"import intake"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"datasets = intake.open_catalog(\"./datasets.yml\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Which datasets do we have?"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['nyc_taxi_wide', 'census', 'osm']"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(datasets) "
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## 3 \"big data\" examples today\n",
"\n",
"- 1 billion OSM points: http://s3.amazonaws.com/datashader-data/osm-1billion.parq.zip\n",
"- NYC taxi trips: https://s3.amazonaws.com/datashader-data/nyc_taxi_wide.parq \n",
"- 2010 Census data: http://s3.amazonaws.com/datashader-data/census2010.parq.zip"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Example 1: OSM data points"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"application/json": "osm:\n args:\n engine: fastparquet\n urlpath: http://s3.amazonaws.com/datashader-data/osm-1billion.parq.zip\n description: ''\n driver: intake_parquet.source.ParquetSource\n metadata:\n cache:\n - argkey: urlpath\n decomp: zip\n regex: datashader-data\n regex_filter: .parq[/]?$\n type: compressed\n catalog_dir: /Users/nhand/Teaching/PennMUSA/Fall2020/week-7/./\n",
"text/plain": [
"osm:\n",
" args:\n",
" engine: fastparquet\n",
" urlpath: http://s3.amazonaws.com/datashader-data/osm-1billion.parq.zip\n",
" description: ''\n",
" driver: intake_parquet.source.ParquetSource\n",
" metadata:\n",
" cache:\n",
" - argkey: urlpath\n",
" decomp: zip\n",
" regex: datashader-data\n",
" regex_filter: .parq[/]?$\n",
" type: compressed\n",
" catalog_dir: /Users/nhand/Teaching/PennMUSA/Fall2020/week-7/./\n"
]
},
"metadata": {
"application/json": {
"root": "osm"
}
},
"output_type": "display_data"
}
],
"source": [
"datasets.osm"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Convert the data to a dask array: `to_dask()`\n",
"\n",
"- This step downloads the data. \n",
"- The first time you run it, you should see a progress bar documenting the download progress. \n",
"- Given the size of the data files (> 1 GB), the download can take several minutes."
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"osm_ddf = datasets.osm.to_dask()"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/html": [
"
Dask DataFrame Structure:
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Dask Name: read-parquet, 119 tasks
"
],
"text/plain": [
"Dask DataFrame Structure:\n",
" x y\n",
"npartitions=119 \n",
" float32 float32\n",
" ... ...\n",
"... ... ...\n",
" ... ...\n",
" ... ...\n",
"Dask Name: read-parquet, 119 tasks"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"osm_ddf"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Remember:\n",
"\n",
"- The data frame is sub-divided into 119 partitions and only one partition will be loaded into memory at a time.\n",
"- No actual data has been loaded from the file yet!"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's load the data for the first partition to peek at the head of the file\n",
"\n",
"Only the data necessary to see the head of the file will be loaded."
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"text/html": [
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" x y\n",
"0 -16274360.0 -17538778.0\n",
"1 -16408889.0 -16618700.0\n",
"2 -16246231.0 -16106805.0\n",
"3 -19098164.0 -14783157.0\n",
"4 -17811662.0 -13948767.0\n",
"5 -17751736.0 -13926740.0\n",
"6 -17711376.0 -13921245.0\n",
"7 -17532738.0 -13348323.0\n",
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"9 -19077458.0 -10445329.0"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# we can still get the head of the file quickly\n",
"osm_ddf.head(n=10)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Note: What geographic coordinates? \n",
"\n",
"- Data is in Web Mercator (EPSG=3857) coordinates\n",
"- Units are meters"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## How about the size of the data frame?\n",
"\n",
"All data partitions must be loaded for this calculation...it will take longer!"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"number of rows = 1000050363\n"
]
}
],
"source": [
"# getting the length means all of the data must be loaded though\n",
"nrows = len(osm_ddf)\n",
"print(f\"number of rows = {nrows}\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### 1 billion rows!"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Let's do some simple calculations"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"dd.Scalar dd.Scalar\n"
]
}
],
"source": [
"# mean x/y coordinates\n",
"mean_x = osm_ddf['x'].mean()\n",
"mean_y = osm_ddf['y'].mean()\n",
"\n",
"print(mean_x, mean_y)"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean x = 2731828.833554696\n"
]
}
],
"source": [
"# evaluate the expressions\n",
"print(\"mean x = \", mean_x.compute())"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"mean y = 5801829.529877755\n"
]
}
],
"source": [
"# evaluate the expressions\n",
"print(\"mean y = \", mean_y.compute())"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Now let's visualize the points...but how?"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Not with matplotlib...\n",
"\n",
"Matplotlib struggles with only hundreds of points"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## Enter Datashader\n",
"\n",
"\"Turns even the largest data into images, accurately\"\n",
"\n",
"Datashader is a library that produces a \"rasterized\" image of large datasets, such that the visual color mapping is a fair representation of the underlying data."
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## The Datashader pipeline\n",
"\n",
"1. Aggregate data onto a pixelized image\n",
"1. Map aggregated data to colors to properly represent density of data\n",
"\n",
"Recommended reading: [Understanding the datashader algorithm](https://datashader.org/getting_started/Pipeline.html)"
]
},
{
"attachments": {
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"
}
},
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"![Screen%20Shot%202020-10-11%20at%2011.16.52%20AM.png](attachment:Screen%20Shot%202020-10-11%20at%2011.16.52%20AM.png)"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"# Datashader imports\n",
"import datashader as ds\n",
"import datashader.transfer_functions as tf"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"# Color-related imports\n",
"from datashader.colors import Greys9, viridis, inferno\n",
"from colorcet import fire"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Steps:\n",
"\n",
"1. Initialize a datashader Canvas() with a specific width & height and x & y ranges (\"extent\")\n",
"1. Aggregate the x/y points on the canvas into pixels, using a specified aggregation function"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Important\n",
"\n",
"- **datashader requires Web Mercator coordinates (EPSG=3857)**\n",
"- In this case, the data is already in the right coordinates so no transformation is needed"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"## SETUP GLOBAL CANVAS\n",
"# Web Mercator bounds\n",
"bound = 20026376.39\n",
"global_x_range = (-bound, bound)\n",
"global_y_range = (int(-bound*0.4), int(bound*0.6))\n",
"\n",
"# Default width and height\n",
"global_plot_width = 900\n",
"global_plot_height = int(global_plot_width*0.5)"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"# Step 1: Setup the canvas\n",
"canvas = ds.Canvas(\n",
" plot_width=global_plot_width,\n",
" plot_height=global_plot_height,\n",
" x_range=global_x_range,\n",
" y_range=global_y_range,\n",
")\n",
" \n",
"# Step 2: Aggregate the points into pixels\n",
"# NOTE: Use the \"count()\" function — count number of points per pixel\n",
"agg = canvas.points(osm_ddf, \"x\", \"y\", agg=ds.count())"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## The aggregated pixels are stored using *xarray*"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
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