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@monkeybutter
Created October 12, 2016 02:53
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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import collections\n",
"import math\n",
"\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import netCDF4\n",
"import osgeo\n",
"from osgeo import gdal\n",
"from osgeo import osr\n",
"from osgeo import gdal_array"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def get_tile_data(fname):\n",
" \"\"\"Return file data and metadata as dictionaries.\"\"\"\n",
" assert fname.endswith('.nc')\n",
" data, sinusoidal, metadata = {}, {}, {}\n",
" with netCDF4.Dataset(fname, format='NETCDF4') as src:\n",
" assert 'time' not in src.dimensions\n",
" for name, attr in src.variables.items():\n",
" # Skip all but the data-carrying variables\n",
" if name in src.dimensions:\n",
" continue\n",
" if name == 'sinusoidal':\n",
" for k in ('grid_mapping_name', 'false_easting',\n",
" 'false_northing', 'longitude_of_central_meridian',\n",
" 'longitude_of_prime_meridian', 'semi_major_axis',\n",
" 'inverse_flattening', 'spatial_ref', 'GeoTransform'):\n",
" sinusoidal[k] = getattr(attr, k)\n",
" continue\n",
" metadata[name] = {k: getattr(attr, k) for k in\n",
" ('long_name', 'units', 'grid_mapping', 'dtype')}\n",
" data[name] = np.copy(attr)\n",
" data[name][attr == getattr(attr, '_FillValue', np.nan)] = np.nan\n",
" return data, metadata, sinusoidal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(array([[ 55.47000122, 55.47000122, 55.53499985, ..., nan,\n",
" nan, nan],\n",
" [ 55.53499985, 55.53499985, 55.53499985, ..., nan,\n",
" nan, nan],\n",
" [ 55.53499985, 55.66249847, 55.66249847, ..., nan,\n",
" nan, nan],\n",
" ..., \n",
" [ 64.44750214, 73.50749969, 114.35250092, ..., nan,\n",
" nan, nan],\n",
" [ 83.70500183, 95.25749969, 53.01750183, ..., nan,\n",
" nan, nan],\n",
" [ 47.57749939, 49.70000076, 51.29499817, ..., nan,\n",
" nan, nan]], dtype=float32),\n",
" {'dtype': dtype('float32'),\n",
" 'grid_mapping': u'sinusoidal',\n",
" 'long_name': u'LFMC Arithmetic Mean',\n",
" 'units': u'%'})"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data, meta, sins = get_tile_data('/Users/pablo/Downloads/MCD43A4.A2016113.h31v11.005.2016130095146_LFMC.nc')\n",
"data['lfmc_mean'], meta['lfmc_mean']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11a02e150>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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p2k5Uz2+G9bpIGpLDq9cOI2vdYCIDKrlxyyFOnjr1bxbAv0H/CeTwX30AXX7b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yfPcVvCEWFjm3AbnjElTN6f0ewYKYFmwHmGh6cwNPQI498zEq4NhE0dF2xMIgZTIj1HU1yGW9fy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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1118b8190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px_x = [float(v) for v in sins['GeoTransform'].split()][1]\n",
"d = data['lfmc_mean']\n",
"plt.imshow(d)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"AffineGeoTransform = collections.namedtuple(\n",
" 'GeoTransform', ['origin_x', 'pixel_width', 'x_2',\n",
" 'origin_y', 'y_4', 'pixel_height'])\n",
"\n",
"\n",
"def array_to_raster(array, geot, wkt):\n",
" dataset = gdal.GetDriverByName('MEM').Create(\n",
" '', array.shape[0], array.shape[1],\n",
" eType=gdal_array.NumericTypeCodeToGDALTypeCode(array.dtype))\n",
" dataset.SetGeoTransform(geot)\n",
" print(wkt)\n",
" dataset.SetProjection(wkt)\n",
" dataset.GetRasterBand(1).WriteArray(array)\n",
" return dataset\n",
"\n",
"\n",
"def project_array_to_latlon(array, geo_t, wkt_str):\n",
" \"\"\"Test function.\"\"\"\n",
" \n",
" wkt_str = 'PROJCS[\"unnamed\",GEOGCS[\"Unknown datum based upon the custom spheroid\",DATUM[\"Not specified (based on custom spheroid)\",SPHEROID[\"Custom spheroid\",6371007.181,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]'\n",
" \n",
" \n",
" assert isinstance(geo_t, AffineGeoTransform)\n",
" # np.arange(array.size).reshape(array.shape)\n",
" input_data = array_to_raster(array, geo_t, wkt_str)\n",
" \n",
" # Set up the reference systems and transformation\n",
" from_sr = osr.SpatialReference()\n",
" from_sr.ImportFromWkt(wkt_str)\n",
" to_sr = osr.SpatialReference()\n",
" to_sr.SetWellKnownGeogCS(\"WGS84\")\n",
" tx = osr.CoordinateTransformation(from_sr, to_sr)\n",
"\n",
" # Reproject bounding box upper-left to lower-right\n",
" ulx, uly, _ = tx.TransformPoint(geo_t.origin_x, geo_t.origin_y)\n",
" lrx, lry, _ = tx.TransformPoint(\n",
" geo_t.origin_x + abs(geo_t.pixel_width) * input_data.RasterXSize,\n",
" geo_t.origin_y + abs(geo_t.pixel_height) * input_data.RasterYSize)\n",
" \n",
" new_width = .005\n",
" new_height = -.005\n",
" \n",
" new_geot = AffineGeoTransform(ulx, new_width, 0, uly, 0, new_height)\n",
"\n",
" # The size of the raster is given the new projection and pixel spacing\n",
" # Using the values we calculated above.\n",
"\n",
" #dest_arr = np.empty()\n",
" #dest_arr[:] = np.NAN\n",
" \n",
" dest = array_to_raster(\n",
" array, geot, to_sr.ExportToWkt())\n",
" print(\"AAA\", ulx, uly)\n",
"\n",
" # Perform the projection/resampling\n",
" err = gdal.ReprojectImage(\n",
" input_data, dest,from_sr.ExportToWkt(),\n",
" to_sr.ExportToWkt(), \n",
" gdal.GRA_Bilinear)\n",
" \n",
" print(err)\n",
" return input_data, dest #.GetRasterBand(1).ReadAsArray()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PROJCS[\"unnamed\",GEOGCS[\"Unknown datum based upon the custom spheroid\",DATUM[\"Not specified (based on custom spheroid)\",SPHEROID[\"Custom spheroid\",6371007.181,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]\n",
"GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9108\"]],AUTHORITY[\"EPSG\",\"4326\"]]\n",
"('AAA', 138.34311040786704, -19.999999998200938)\n",
"0\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x124e897d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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p2k5Uz2+G9bpIGpLDq9cOI2vdYCIDKrlxyyFOnjr1bxbAv0H/CeTwX30AXX7b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yfPcVvCEWFjm3AbnjElTN6f0ewYKYFmwHmGh6cwNPQI498zEq4NhE0dF2xMIgZTIj1HU1yGW9fy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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a057190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"array = data['lfmc_mean']\n",
"geot = AffineGeoTransform(*[float(v) for v in sins['GeoTransform'].split()])\n",
"wkt_str = sins['spatial_ref']\n",
"\n",
"#plt.imshow(array_to_raster(array, geot, wkt_str).ReadAsArray())\n",
"i, o = project_array_to_latlon(array, geot, wkt_str)\n",
"#plt.imshow(i.GetRasterBand(1).ReadAsArray())\n",
"plt.imshow(o.GetRasterBand(1).ReadAsArray())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"to_sr = gdal.osr.SpatialReference()\n",
"to_sr.SetWellKnownGeogCS(\"WGS84\")\n",
"print(to_sr.ExportToPrettyWkt())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plt.imshow(i.GetRasterBand(1).ReadAsArray())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from osgeo import gdal, osr, ogr\n",
"import numpy as np\n",
"from PIL import Image\n",
"from PIL import ImageOps\n",
"\n",
"gdal2np_types = {gdal.GDT_UInt16: '<u2',\n",
" gdal.GDT_Float32: '<f4'}\n",
"\n",
"np2gdal_types = {'<u2': gdal.GDT_UInt16,\n",
"'<f4':gdal.GDT_Float32}\n",
"\n",
"class OGRVector(object):\n",
" __class_description__ = \"\"\"Class modelling a Vector layer based on OGR Class\"\"\"\n",
" __version__ = 0.3\n",
"\n",
" def __init__(self, ds):\n",
" self.ds = ds\n",
"\n",
" @property\n",
" def projwkt(self):\n",
" return self.ds.GetLayer(0).GetSpatialRef().ExportToWkt()\n",
"\n",
" @property\n",
" def proj4(self):\n",
" return self.ds.GetLayer(0).GetSpatialRef().ExportToProj4()\n",
"\n",
" @property\n",
" def srs(self):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromWkt(self.projwkt)\n",
"\n",
" return srs\n",
"\n",
" @property\n",
" def points(self):\n",
" return self.ds.GetLayer(0).GetPoints()\n",
"\n",
" @property\n",
" def extent(self):\n",
" return self.ds.GetLayer(0).GetExtent()\n",
"\n",
" @property\n",
" def geometry(self):\n",
" lyr = self.ds.GetLayer(0)\n",
" feat = lyr.GetFeature(0)\n",
" return feat.GetGeometryRef().Clone()\n",
"\n",
" @property\n",
" def envelope(self):\n",
" poly = self.geometry\n",
" min_x, max_x, min_y, max_y = poly.GetEnvelope()\n",
" return min_x, min_y, max_x, max_y\n",
"\n",
" @property\n",
" def area(self):\n",
" poly = self.geometry\n",
"\n",
" return poly.GetArea()\n",
"\n",
" def union_sq(self, other):\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" min_x, max_x, min_y, max_y = poly1.Union(poly2).GetEnvelope()\n",
"\n",
" return _vector_from_polygon(_polygon_from_envelope(min_x, min_y, max_x, max_y), self.srs)\n",
"\n",
" def intersection(self, other):\n",
" if other.proj4 != self.proj4:\n",
" other = other.transform(self.proj4)\n",
"\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" return _vector_from_polygon(poly1.Intersection(poly2), self.srs)\n",
"\n",
" def intersects(self, other):\n",
" if other.proj4 != self.proj4:\n",
" other = other.transform(self.proj4)\n",
"\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" return poly1.Intersect(poly2)\n",
"\n",
" def to_geojson(self):\n",
" poly = self.geometry\n",
"\n",
" return poly.ExportToJson()\n",
"\n",
" def transform(self, out_proj4):\n",
" # create Coordinate Transformation\n",
" out_srs = osr.SpatialReference()\n",
" out_srs.ImportFromProj4(out_proj4)\n",
" coord_transf = osr.CoordinateTransformation(self.srs, out_srs)\n",
"\n",
" geometry = self.geometry\n",
" geometry.Transform(coord_transf)\n",
"\n",
" return _vector_from_polygon(geometry, out_srs)\n",
"\n",
" def to_raster(self, x_pix_size, y_pix_size, dtype, nodata=None):\n",
" minX, minY, maxX, maxY = self.envelope\n",
"\n",
" x_size = int(round((maxX - minX) / abs(x_pix_size)))\n",
" y_size = int(round((maxY - minY) / abs(y_pix_size)))\n",
"\n",
" #print(x_size, y_size)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', x_size, y_size, 1, dtype)\n",
" ds.SetProjection(self.projwkt)\n",
"\n",
" geot = [None, x_pix_size, 0.0, None, 0.0, y_pix_size]\n",
"\n",
" if x_pix_size >= 0:\n",
" geot[0] = minX\n",
" else:\n",
" geot[0] = maxX\n",
"\n",
" if y_pix_size >= 0:\n",
" geot[3] = minY\n",
" else:\n",
" geot[3] = maxY\n",
"\n",
" ds.SetGeoTransform(geot)\n",
"\n",
" # TODO Fix nodata value\n",
" #ds.GetRasterBand(1).SetNoDataValue(nodata)\n",
"\n",
" return GDALRaster(ds)\n",
"\n",
"\n",
"def _vector_from_polygon(poly, srs):\n",
"\n",
" outdriver = ogr.GetDriverByName('MEMORY')\n",
" source = outdriver.CreateDataSource('memData')\n",
" layer = source.CreateLayer(\"Polygon\", srs=srs, geom_type=ogr.wkbPolygon)\n",
"\n",
" feature = ogr.Feature(layer.GetLayerDefn())\n",
" feature.SetGeometry(poly)\n",
"\n",
" # Create a field in the layer...\n",
" # idField = ogr.FieldDefn(\"id\", ogr.OFTInteger)\n",
" # layer.CreateField(idField)\n",
" # feature.SetField(\"id\", 1)\n",
"\n",
" layer.CreateFeature(feature)\n",
"\n",
" return OGRVector(source)\n",
"\n",
"def _polygon_from_envelope(minX, minY, maxX, maxY):\n",
" ring = ogr.Geometry(ogr.wkbLinearRing)\n",
" ring.AddPoint(minX, minY)\n",
" ring.AddPoint(maxX, minY)\n",
" ring.AddPoint(maxX, maxY)\n",
" ring.AddPoint(minX, maxY)\n",
"\n",
" poly = ogr.Geometry(ogr.wkbPolygon)\n",
" poly.AddGeometry(ring)\n",
" poly.CloseRings()\n",
"\n",
" return poly\n",
"\n",
"\n",
"class GDALRaster(object):\n",
" __class_description__ = \"\"\"Class modelling a Raster layer based on GDAL\"\"\"\n",
" __version__ = 0.3\n",
"\n",
" def __init__(self, ds):\n",
" self.ds = ds\n",
"\n",
" @property\n",
" def dtype(self):\n",
" return self.ds.GetRasterBand(1).DataType\n",
"\n",
" @property\n",
" def shape(self):\n",
" return self.ds.RasterXSize, self.ds.RasterYSize\n",
"\n",
" @property\n",
" def nodata(self):\n",
" return self.ds.GetRasterBand(1).GetNoDataValue()\n",
"\n",
" @property\n",
" def geotransform(self):\n",
" return self.ds.GetGeoTransform()\n",
"\n",
" @property\n",
" def pixel_size(self):\n",
" return self.ds.GetGeoTransform()[1], self.ds.GetGeoTransform()[5]\n",
"\n",
"\n",
" @property\n",
" def projwkt(self):\n",
" return self.ds.GetProjection()\n",
"\n",
" @property\n",
" def proj4(self):\n",
" coord_sys = osr.SpatialReference()\n",
" coord_sys.ImportFromWkt(self.projwkt)\n",
"\n",
" return coord_sys.ExportToProj4()\n",
"\n",
" @property\n",
" def srs(self):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromWkt(self.projwkt)\n",
"\n",
" return srs\n",
"\n",
" @property\n",
" def corners(self):\n",
" ul = self.project_index(0, 0)\n",
" lr = self.project_index(self.shape[0], self.shape[1])\n",
"\n",
" return ul, lr\n",
"\n",
" @property\n",
" def mask(self):\n",
" data = self.ds.ReadAsArray()\n",
" mask = np.equal(data, self.nodata)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', self.shape[0], self.shape[1], 1, gdal.GDT_Byte)\n",
" ds.SetProjection(self.projwkt)\n",
" ds.SetGeoTransform(self.geotransform)\n",
" ds.GetRasterBand(1).SetNoDataValue(0)\n",
" ds.GetRasterBand(1).WriteArray(mask)\n",
"\n",
" return GDALRaster(mask)\n",
"\n",
" def envelope(self):\n",
" ul, lr = self.corners\n",
"\n",
" ring = ogr.Geometry(ogr.wkbLinearRing)\n",
" ring.AddPoint(*ul)\n",
" ring.AddPoint(ul[0], lr[1])\n",
" ring.AddPoint(*lr)\n",
" ring.AddPoint(lr[0], ul[1])\n",
"\n",
" poly = ogr.Geometry(ogr.wkbPolygon)\n",
" poly.AddGeometry(ring)\n",
" poly.CloseRings()\n",
"\n",
" return _vector_from_polygon(poly, self.srs)\n",
"\n",
" def project_index(self, i, j):\n",
" gt = self.geotransform\n",
" coords = gdal.ApplyGeoTransform(gt, i, j)\n",
"\n",
" return coords\n",
"\n",
" def get_offsets(self, x, y):\n",
" gt = self.geotransform\n",
" # Some version of Python?\n",
" #ok, inv_gt = gdal.InvGeoTransform(gt)\n",
" inv_gt = gdal.InvGeoTransform(gt)\n",
" offsets = gdal.ApplyGeoTransform(inv_gt, x, y)\n",
" i_off, j_off = map(int, map(round, offsets))\n",
"\n",
" return i_off, j_off\n",
"\n",
" def offset_geotransform(self, i, j):\n",
" geot = self.geotransform\n",
" min_x = i * geot[1] + geot[0]\n",
" min_y = j * geot[5] + geot[3]\n",
"\n",
" return min_x, geot[1], .0, min_y, .0, geot[5]\n",
"\n",
" def corners_from_envelope(self, minX, minY, maxX, maxY):\n",
" if self.geotransform[1] > 0:\n",
" ulX = minX\n",
" lrX = maxX\n",
" else:\n",
" ulX = maxX\n",
" lrX = minX\n",
"\n",
" if self.geotransform[5] > 0:\n",
" ulY = minY\n",
" lrY = maxY\n",
" else:\n",
" ulY = maxY\n",
" lrY = minY\n",
"\n",
" return ulX, ulY, lrX, lrY\n",
"\n",
" def clip(self, polygon):\n",
"\n",
" if self.envelope().intersects(polygon):\n",
" inters_poly = self.envelope().intersection(polygon)\n",
" ul_x, ul_y, lr_x, lr_y = self.corners_from_envelope(*inters_poly.envelope)\n",
"\n",
" ul_i, ul_j = self.get_offsets(ul_x, ul_y)\n",
" lr_i, lr_j = self.get_offsets(lr_x, lr_y)\n",
"\n",
" geot = self.offset_geotransform(ul_i, ul_j)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', lr_i-ul_i, lr_j-ul_j, 1, self.dtype)\n",
" ds.SetProjection(self.projwkt)\n",
" ds.SetGeoTransform(geot)\n",
" #ds.GetRasterBand(1).SetNoDataValue(self.nodata)\n",
"\n",
" ds.GetRasterBand(1).WriteArray(self.ds.ReadAsArray(ul_i, ul_j, lr_i-ul_i, lr_j-ul_j))\n",
"\n",
" return GDALRaster(ds)\n",
"\n",
" else:\n",
" return None\n",
"\n",
" def merge(self, in_raster):\n",
" # For this first release we suppose in raster fits inside the caller raster....\n",
" # TODO --- Make it general for any size of in_raster\n",
"\n",
" trans = gdal.Transformer(in_raster.ds, self.ds, [])\n",
" success, xyz = trans.TransformPoint(False, 0, 0)\n",
" x, y, z = map(int, map(round, xyz))\n",
"\n",
" data = in_raster.ds.ReadAsArray()\n",
" chunk = self.ds.ReadAsArray(x, y, data.shape[1], data.shape[0])\n",
" m_chunk = np.ma.masked_array(chunk, mask=np.equal(chunk, 0))\n",
" m_chunk[m_chunk.mask] = data[m_chunk.mask]\n",
"\n",
" self.ds.GetRasterBand(1).WriteArray(m_chunk.data, x, y)\n",
"\n",
" def reproject(self, polygon, x_pix_size, y_pix_size):\n",
" subset = self.clip(polygon)\n",
" if subset is not None:\n",
" dest = polygon.to_raster(x_pix_size, y_pix_size, self.dtype, self.nodata)\n",
" gdal.ReprojectImage(subset.ds, dest.ds, self.projwkt, polygon.projwkt, gdal.GRA_NearestNeighbour)\n",
" return dest\n",
" else:\n",
"\t return None\n",
"\n",
" def as_rgba(self, clip_value):\n",
" from PIL import Image\n",
" import matplotlib.pyplot as plt\n",
" #size = (100, 100)\n",
"\n",
" array = self.ds.ReadAsArray()\n",
" np.clip(array, 0, clip_value, out=array)\n",
"\tarray = array.astype(np.float32)\n",
" array *= 1. / clip_value\n",
"\n",
" im = Image.fromarray(np.uint8(plt.cm.gist_earth(array)*255))\n",
" im = im.convert(\"RGBA\")\n",
" im = ImageOps.fit(im, self.shape, Image.ANTIALIAS)\n",
" return np.asarray(im)\n",
"\n",
"def new_raster(path):\n",
" #print path\n",
" ds = gdal.Open(path, gdal.GA_ReadOnly)\n",
" return GDALRaster(ds)\n",
"\n",
"def _vector_from_polygon(poly, srs):\n",
" outdriver = ogr.GetDriverByName('MEMORY')\n",
" source = outdriver.CreateDataSource('memData')\n",
" layer = source.CreateLayer(\"Polygon\", srs=srs, geom_type=ogr.wkbPolygon)\n",
"\n",
" feature = ogr.Feature(layer.GetLayerDefn())\n",
" feature.SetGeometry(poly)\n",
"\n",
" layer.CreateFeature(feature)\n",
"\n",
" return OGRVector(source)\n",
"\n",
"def new_vector_from_geojson(geojson, proj4):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromProj4(proj4)\n",
" return _vector_from_polygon(ogr.CreateGeometryFromJson(geojson), srs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import collections\n",
"import math\n",
"\n",
"import numpy as np\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"import netCDF4\n",
"import osgeo\n",
"from osgeo import gdal\n",
"from osgeo import osr\n",
"from osgeo import gdal_array"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def get_tile_data(fname):\n",
" \"\"\"Return file data and metadata as dictionaries.\"\"\"\n",
" assert fname.endswith('.nc')\n",
" data, sinusoidal, metadata = {}, {}, {}\n",
" with netCDF4.Dataset(fname, format='NETCDF4') as src:\n",
" assert 'time' not in src.dimensions\n",
" for name, attr in src.variables.items():\n",
" # Skip all but the data-carrying variables\n",
" if name in src.dimensions:\n",
" continue\n",
" if name == 'sinusoidal':\n",
" for k in ('grid_mapping_name', 'false_easting',\n",
" 'false_northing', 'longitude_of_central_meridian',\n",
" 'longitude_of_prime_meridian', 'semi_major_axis',\n",
" 'inverse_flattening', 'spatial_ref', 'GeoTransform'):\n",
" sinusoidal[k] = getattr(attr, k)\n",
" continue\n",
" metadata[name] = {k: getattr(attr, k) for k in\n",
" ('long_name', 'units', 'grid_mapping', 'dtype')}\n",
" data[name] = np.copy(attr)\n",
" data[name][attr == getattr(attr, '_FillValue', np.nan)] = np.nan\n",
" return data, metadata, sinusoidal"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(array([[ 55.47000122, 55.47000122, 55.53499985, ..., nan,\n",
" nan, nan],\n",
" [ 55.53499985, 55.53499985, 55.53499985, ..., nan,\n",
" nan, nan],\n",
" [ 55.53499985, 55.66249847, 55.66249847, ..., nan,\n",
" nan, nan],\n",
" ..., \n",
" [ 64.44750214, 73.50749969, 114.35250092, ..., nan,\n",
" nan, nan],\n",
" [ 83.70500183, 95.25749969, 53.01750183, ..., nan,\n",
" nan, nan],\n",
" [ 47.57749939, 49.70000076, 51.29499817, ..., nan,\n",
" nan, nan]], dtype=float32),\n",
" {'dtype': dtype('float32'),\n",
" 'grid_mapping': u'sinusoidal',\n",
" 'long_name': u'LFMC Arithmetic Mean',\n",
" 'units': u'%'})"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data, meta, sins = get_tile_data('/Users/pablo/Downloads/MCD43A4.A2016113.h31v11.005.2016130095146_LFMC.nc')\n",
"data['lfmc_mean'], meta['lfmc_mean']"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11a02e150>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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p2k5Uz2+G9bpIGpLDq9cOI2vdYCIDKrlxyyFOnjr1bxbAv0H/CeTwX30AXX7b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yfPcVvCEWFjm3AbnjElTN6f0ewYKYFmwHmGh6cwNPQI498zEq4NhE0dF2xMIgZTIj1HU1yGW9fy\nzjvFx2Pd9we4bNluxsdvl4zhAykZyG2yiAH1Vkeq+Pekn5u3HmK2ply1xJmgF7lstf78nvfpPhvW\nBaURioc05C5EUbc2DKNwD/3I4Hc0780p1P1KmmZLj9QW83PUXMGLCb9MWcBx1DmJMCFAEj5eyBbz\nC+SeXUqJ1of01IJxsvgwUCW+axBuZr626KM0IqKF92OIdvxpio9Fe+rh6Z1I13cEPAc9KL4YWlpC\nsbaQnv1LiJGk+6krRB+yxeuVdMosY9uNBfRlFl0OlbLltSt03FsuO/yaRqJNLf3Szmu4nhTuxWKN\n0SwyrnuKJdmQJxn/vDaflsp3zLh0vrwwifEvGxlx8pCV+3vokxQu3LSXaFVKBKiEl6CUPVYs3sUn\nzp2l17ULDFYzRKxENeecXsz/lfKXJBYYKJ0PmmS67cNdvHjZ6iDlP6SA6KDrKVavTWzmq2/RKSgR\nKmG/mUFxJut1ntElDBplYvCIPKak3OxtaQmmspTsHBPtI+sYdL+0Me7yD9Zz+RcKOWzYMa5bt5+x\nM9OJHWT0cxmcPnMj0Zu0j6xr1nbKQTH/2kfVEb2F0ASNknZ97rlEt/Flkut1bAHdYsqIcDJ4bF5z\nt/OmMPzdZeLiI1mIoQ2pevxHOInQSj1itAeJF2gVldCNIuO/T9mxu2rnmuJdhlQQLdYJ22+zSicg\nfUhMVmU3f5zsUnVcFnxfsvXyS8R4sh2zdYvHOkHtsu9Vq5tKLebVAFmkObkmYhDpeyVbCEZPEv3J\nweZETn9ykxCzCBIjVOEO+qu0zy8n/HOprDET60gkam0uok702je5ly+Jp8xEhwohYJ2EWHhuKhQC\n0oaMvjODbl3KCB/9fTmVXmXQDyaijXAZmEXCQPGqdSCD+pvo3LqS/j/ncO/+Y7QZUU/vrFzpx1Kz\n5EpdZ77t/P5vl78ksbCUW6FMFReX8P6nxafAuU8ln38ziSS5Z29z8JqQkblWU2NWdh7jXxOEq3Pn\nNDEiggwcdYH19fX8qEmkoKXYv1DLrKzzzMrJY8hAEUec+1UK0G8kuUdTMsYMEfbS2dlId/crtB9d\nxxHxR0UEiTQTd6h0/qZSFpdjDkc8drN5FGGU3X2Attj7U0SBodQxKMIkYhZh5LksMefOmaehdrns\n0SH2LYRhCvXIzqYZxDSTMKZq3+NJbCAD+RuxSpU6gWZZsFHUFYxu+zRPz0rC5UeidZa+WMMonNN4\nQa/yvpor+oMZsviUjXU62O1A0vb+OiKY7DwvSxbtYhJ/p4geg0lMIGM37SLGkWmLerL1IyV0jyml\n8/pyehVcYEhcLiMv72fUhf1Ef5X40EzPHZeIk7XWvCVZuXm0XVMn4DehJHZpKRk6kGhfrvt4aJwF\nST1oLYKEv1kIEMiUwxl64mR3EgtUOv5YaQ0v71eaJET2ZXLZeiPhTba9nseW068RKSTuJh1XVhEh\nZHbeeeJb0m/wRWbnnm82D4KmNv//3y63Ixb/s6ZTS1GU5s5kc99IhqdnG3i2EZe+B/vswAMTJUvT\n8GGSGDf07vMAgK1LifwLl+EVcxXBQQHw8iBwNRMhIZ2Qn1+ImK4ZyLvUHvYD7TBsgFfz+/YA7is+\nhM++L0DIXQE4d6AjWnxUhtPfleJMbhGYBoz4uTcUmxsYPdIMxYGoqnIHn7FB/Q077F7aG+hA4KoZ\nKAaqns0DKsvw1rxj8FUqofgVYtas7+VekRCTYyMwZ0SyJBOuBngUYj4sg5gfbYGsxkDAA+h8XyBm\njUvBksQYMTcGDhez4jXtAQgxn7poH2+tjRoAlyFmyAsAHgaQC2ALkDcyFPhIEY9LRwPQA8CpnyQj\nmC2BqotiEiw6BgTeAbQPFvOpDcRTswjAeQVKexWX7wwEdgA4Atg/XwVbn0Z4fpYP5J8G7IHGhEwo\nKnFuXTAwAQjomAUsgjxLDYDehOedl7D9tWTsG7QQ5pZmlJ6rxpM2yahq1QI2ZhV5Pwbjws5AoJUC\nrDGg5EVvYKoDUAnExGTg7aWFaDxsD5xqAErqgURFvEvdgJLjDchJykdE53OAM6DcUQ+7h+rhvKYM\nsAPcPioGeF3MzoFA9IPhiOhwDgDg6X0VWKmgNt7ZmnmtdmQ7lH1ajlnRu1BWSmBiI650uIKKZA9g\nFIHuwLJOP4HngKCAjuC9wKevXEBQYEfrnFu+by96z8i3/v/p4OE/Wh7/3fJ7VOTP/OAWHpzoQasl\nYeITv49T+I/wZqSYGRFGbt0q3AOixVyJKNk5fXwk0UtJyVWB2sceAtd57/0bZMdsYphJTksmWpsJ\n5PPixcvMzMwSkJV7SU/PYgb0PGatO3HqIatZkiQ9P78oQLQBKifetYWj7/hZ759mnr148TK7jcvh\n/HeTZBeeSB1Etz8l3qGXxi3Eaju1hZMIo45REUldNLCIHH7aztiWVmxLTKfsmDEkdqgETmhZv+p1\njiTokobJmUeEVsjxwEI51+J7advmK6tOQ9nVyKiDx2SHb026lF2hzd4a2p6uo+2GOhoerBeLyACV\nEb8dEjT1jRpH04mEVxoRpnIgd3PwW9vpkldK16eu0nCgRvoxmQxL+ZVdPzshupBAEjPN0q/PpA8h\n354jfBqorG+k38bz7LQkk66Xr0gdLxLt662h6GhH9lX3MXLkacJf3oPPsEvsVXqAaKVxGqHa2I0m\ne25PEw7FpY6Jh9LosKGSo0cfFk9OFwon4ynvGe1IwwcNBFRGr8kgupQQd5LKHOGYz2QLJxF9v4g2\nnqmFVD7+5zFb/68L/opiyOwm+BKWkp1jImJ+/0GVkHKStzAtdtfBeMfOaJJ9vYlCsylAr+vua1QU\nM5X+KpUhKpeuNhIvNamLY8Qw8p7CNb/fF6VS2G4I6M3OvWmcM2cfgZOi/EMqlaGqDqEfroERW3Ax\nImhVgiqRmjw+l0S4BgwcroqitrsqCz1cFh9iqcP2W3QUPTVzZhfqptJg6vqItyi6ilBpF23SxQQa\nphJtUuSYRTHpe4zAMqLrDSK5UXwnsEbaGUZiNulWW0T7q2VCPPARcSeJN24QwaRyX6Pc64jcu4t6\nTIBsulE3qfaRZ3XeWqabep8iW224yo6qhHy7LrgqOBgvaMQujGJdCSPRi2xbdIH4SqUPs+mx+grt\n51cTz5Gue6+IqLdACNMQbhdi8xKJIHLuS0YhpjEkvMmx+w5IhvW70vjJp0a5lw259BujEA9v6iKM\nN6m0URkfb6Ryr5hvR9+dRrQjW44v5Yy8lTI3AoQYvJv2N31OTZW5ho9+f37/N8rtiMX/rBiyZFEM\n+tyf2exYUCd/0Agog+X/uJlp6DM1E2NnpmHn7jTQqRVWrElBSZkzlO7ioan0ALJ+vIDY7hlQ4oAd\nZ6Iw9qk0LHjfCGZIO9XV1QiIcsGbHxmhDADKV3iAfQxgnQK6KoifEYPi567CEC5RVq2eDAQagO98\npwMAlM5y/K3VRvkfeg2q6gwMBtKOmaAMJ44WVGLJz8FAr+7AZeCJZ0ug/qKAhwEeACb2PQLjCkdU\nHamG0l174DoALpBkv+4AjAAUBaQCUAFbK4CNAve+V0UMsFOAUAgbr0JEDVsAVIDKU8KC22vHDNUi\nPtQB+BYwhDcAfgpQrgAuEYC9AtQoQAt/oOaKiDUtAbQKBpRWwJlVQLoCdIwDOk4HbAFlXiNQApTP\n9gLT7IFIAmHPAiYALi2BOoAhNgg6egr2xhqgHXD2nl4IeLE1cPbvQBzQdm4R4AMgA6jvYAv3964A\nvoBP9wu4caw17JU6+F3JxbyIVCALwHbAZfE18Q51AAK/PAv4EVeGtoezRzUuvhCE6y+5oaG3PdwW\nXET5GS+0eueaJD0OApJ8xwKNwBhTGlAFfLIuBsH3Z8M5vwoA0GGHGa4Dr8FgIOa+EwNnuyrAD5j9\nUgyigjOBazcwZu4R7X01wrCvAfmXWoBbANwAEnMiATug4rQNVgc8DCUcUPNEtH75+VcAADn5Jqx/\n5QHY+deBz/4rq+W/VH6PivyZH2hiiMXB6l0NdPaWlLAnGf+a0eqQNGXWr1a7vgUoxhIYlby/CQ7m\nQA05S0v2s+wrIyc8coSIICe+eph4kXQuvMqSq1eJkdo1w8VTM3pak3ZaXCO8VS5bJn1ctkywEuFz\nXnZI+zOEVyq7jc/Rc3r2kd1P/BfEbwP9tAxpWpzG5+uSxS8gQnY89CTd+pfpEPvDKQpQS51+2s4/\nj8RdTXZZiz9FBOn1aZGO5N2dtPugkmh3mGidTDht0U2HAZrfhc1qwvlHqd/uOIGPCafvhFuwxI8M\nJXGvOD+1WFhBnxUmwutXokspnY+VCyseQ/ZmCkfyJ7qXFRGTyX4nhMNrCj7bp8LImLREGZ/BpNPB\nUtp+Wkv0JTu8l8OJB74nXq/Xw+G1Z4ufJ5ABI/kjnV4UhXb8YiOX/WAkJpJux68QD5P2X1fq2KLO\nZLzGKTzxbDKXLTOKmNauQBThrmTMsHROeOAI0Y3sNjjHGnqOPmTMpHQRUZaqcq4dGXLgFD1qColA\nLVjMu8mnnUq43xAxqU0jPcoLiEFkn58PEF81sNO8bCLkzxM/LAV/RTEE4c1xK+d/kMS9+44RYc3R\nrqLvyWBJyVXu3XeM+fmFonfQgFGqqqqs5lILex800WSNCCXJvUnHaB9Tp2fZ6q/y3ueap4d7aO5+\n+owTZ5zRs9K4aNE2IlIlYCb63tAHOrKWi5YkEd1qGDTZZDXbZmebxHU8XCaq//gCesaVcOV6saKk\nHMjQcS4tDk2aHqL1W5d1N+3RbB7dqYkvGCzfHYt/a5a/A+2pm1QtsHZh5OqdKcQAlUq0WddzPGIm\n8AnhpoHr4ksNzu86EVApvzvQ6tKMaFL5uFEcvwIo7Pln2u/wShEpLNgWw6j7fnQhMVUl3mggxqnM\nSE+Rd/ZoJXszhQtKXuPgukR55iAhgB1XZ/FtdS5bll1h7KR0zdtS2o65P53oTc7YuY94opGdPs5m\nSno63969g0GlJ6WeF+m3IYe4WxurYAqxDaIQyFhao42R0Eh4k50PZhBQ6RxSKe7kI2Q89/5yRMZh\nOMVxrqsq7tx3kPuOporptDWlj23J6HUZxCTSfnEd4UV6f3CJiCSVoipis8ybu4/tYOuc/5uMYv9u\n+UsSi6bRlU3jICylaVTpa39L4u5fjsqEflybQGGkc2Ql3YeUWkFWs7LzmHwggyF35NJ5VCW//na/\nmBoHkbiP9PuliLChldvoWPMb4SHgvEVFl4hBZEiIcBUBASbClQSKiDZ1DLnn1iDAX61L0fQJJIaS\nIePPS97VsaTvxItEOBk9VctgFmoWB66mSsuIW3wsxMLiGRlO/Rp/yq7bNBdIk2RIcNgui+R+bTF3\noOZSfV1vy+JT0Z2Ea5q0abnfME0ROYJEFy2zGMqlnSe1frgmymKK1IjECBIjzbSfWkNliplYSt7H\nlXyWi/gL+7F9dD6dgop49O4RfD73PTpPr6TzhHK22lbMNTV3M4pJNGxqEE5Ge8aQkblEZ80rthep\nRJvpWWviufO5xHEzPetNDDD/JvoSX20BtyPhTdpsqiYCSSW5mnAXOD94am37Sf3Yyen0qC5gckoG\n4dRItCXdQ0qJDhrQ70MqfXtfFJ1JO2m/m5rKwJ4XCE/S97Mi8aXIqhfzcRDp2Wgi7ieVNxup7Pjz\nuYhbldsRi/9ZnYWbmyuUfsDcuX/H6BciAQCKVy0A4Mdth61RpVsTjmDkYHeMGNobaATivZORXBGB\nJbOTUUVnXN/nBjs7O3gNFfNpzFPhyCoKhKddKbYet0XJD9dg26oBbeIu4oWibIxt+AEuH5cCABZu\nLAWveULxqMP7K89hyYxknDsXDgB4440ClOWXg/QBS+xx7js90lSJK8Fbi41QegKPfjgY/l/k4K59\nfwccgdceuIjkIyakvHICRYXtADOQciIcqC4CbA1Aba0OQGOG6BVU7bcKOacCuFonJtG2ACK14+4Q\neb8FJIrTCUBBkugzyk1S55OxsNlYJ6A1FtAbewCNp+Re1Sa5XgVw6TDQ2g/w1HqRsacAACAASURB\nVO7vBdFrVKjA3QDqFdjdWQO0biXtKECXY8eB+0YCl4BuU3LEDHwacL3rOpzO1YFnDJgW/zk24GEA\nxJgziSgo6AB7D2dEZu7GGd8AVIc4InbrLlRUuuFD9UXk1QZKX68DE8OPiAk5OxBLnktGwCg/YDDA\naAPmpZjw+ekLMLW5iIpid5imdAM2U0y6PgAMgE1cHcxvtgAIuF6pBGwiRcdjgJid64ElrybDuCUC\n15f64Yn5LoCbDWAHlFa7AbVAzJh8GB85gaKB7WA3oBooI/AMMHlhBRq31AINwLisHOBVA2Zt/lWi\nfbsCJe/6wz6yGhO6HkXbtoX/1vr4U8rvUZE/8wOAmZnnBMqun071EvekMTHxABP3CqcRNy2NK9Yk\nWwPCEC2736KPkqzJcEgS78q1E587LLvi63I87OOzdFhRSvQyc+tW3RyLno3cormR+4y/JNzHOFKZ\nqHKe5nJ+S6ocK9/RMzRAnnASz6jCVXg20mQq4MOvSe4Oa9BXT4quQdv9fWIvaea9k3LOEkNhwXYI\np2jyt2gWim4kutfK8bGUvlpAbkKKtHwcFYRDOrGe4nIdVq3FYlTo3IQvdTEonESHBqkzkhKFqcW+\nIIwSH/L3Rrq9V0L0vEzMEgAadKK4U88kI0tSiPGkV00eW50sIV6liDt9yaCXz7L1lCIqxxqIGaTH\nhsu8h6vpsriMh3dslfvGqYxcdprtruZx1eYUJqakCSfUmYQTefTobzTMq+MUrqVLzjX+tHw57ZKq\nSZLuVy7TvyaTtqtq6XjtOqFU65YLT+omZB+V/r0L5Nl9SfhVi04iiBJJ2racs+YmC+fgcYABkVK3\n9ZgSoiPZN/GQmLJfJhFYL220JdGKHFS1m1hBJu5LE6uYfSXRzczR76VxxZ7bgy7/mQV/RTGkaRTo\n7YoFtFXMic2PkyS0pF7BI/Kkzp239gq1Dtbw29xr0K1dc8c+poH5RmvBVgM0M6/FY7GvFhvSl7pu\npBfFVNlUvAiuJLBF1zmEaxM3jHpAVhiJx6grGC1Zzi3/LQv6Ae0bXxA9yH7bksVTEx9p4eIfU/HT\ncoXiI1mElrDtlpqnZoBKdJPEPAgjXQ6VEF+R+EEjIkEqbbZXCQBvZ5VofZiGoDrCUxWiMUYlppNK\nYbWV8A3M38MH1c9pU1BFRJCzqhdz60+jOUP9lD+b4jg2/UciMI0T1A1sebiEod9KGkCEablV+8mi\nH31XGt0uFtOp8CqVT+R9OpZeozJJ5WA1kXO2GYkQMxUblYqHKhGjnTQiESzEIbhPnqRQ7KAREgti\nlwcJ33Kp66sKuG+AEALFXxXirUWyWudNK43gzCVhU02lh0rlY5WwVyWgbA2peKoceH2PAENP/4OJ\n/SeV2xGL/1kxZMmbMegzPROGIcQX61Ksxx99cb/199gZaXhzRjIeH5kCNV1Bwvtp1nPqKQVKLJDg\nkwaXEVXIrg2Af48ipL2eiZZ33IDThMpb3pd79N9jn5f2AvtfwNjH0zCm2zHs3C3HLl66DAD4OTEV\nNADKpCtoE6S5Tz5EhOzywROhKWLKtFcEI7ICwt7XQ/47KwK+43QVKM4BnJyBsImaaRMCnOIL8SL0\ngLDSHQCkQkSQa9eAKq2zPQAMVcU8egPAbu142wcBA3D4mWjgJICWAUDeJ0DgXLClApxeBvR8WPqT\nu1Xa6zREPBMdNVPqD1dg+04dKqe3Af4G4Jky4MBmeH1bAPNSWyDyCaCTAvj1hRpoD9ynAGmAwb8R\n/kuzwHUt4PbFFdgtrMDBB4fjmx6zYB4JoBY49nVfzPrpK+y/FoPxEa+h41YPeOZ4ohxuqHi+DU6/\n3hNKTwAE5hweKF6nLYD9A0NQ+ZkrStxbQJ2jYOL+/bjQqIJXFPx4LRKm7xyAMoNM9BYKli/aL+Nu\nDxE7SoHsKf7i/RkFGbd2EG9Vm0qg3iCinKLAIbYKqMoHbAFGyDtDMeDy0HUo8xrRYlsFHHdVAHMI\npznlWPZ5KjhJAV9VgHoVeMEJeAfgOAU9VtoDMxqQ8HAaTp05ecs5+L9a/pBYKIqySlGUK4qinGxy\nzF1RlN2KopxTFGWXoiiuTc69oihKtqIoZxRFGdnkeC9FUU4qipKlKMonf3TflIMnkJbRDaxU8PhD\n0VC6A5+uTIZPGzNOnsoCACQci0JxhYKRA+0BAHEjowAAYxelwdCTQDXw7nf2qBrqDNuIBvgvO42T\n1wtQ1dUVXudKm91v6DOpWLEiGSuSd0MZCew/dAIJmyKgTAWem5GD5a+2w47cKJzMkdXp007QjCa8\n1wcJ1ZFYOv4sSs62ARwA5zZlcI0px+rAXkAOBDWqMAfzpxmFWACiR6iV75JrTkALJzlmAysaFLwA\nlGr1/CHIXYXa+VoAzq2FiABAAICtBg39KV2utQVg10KIjj9Er+A9GQifC2VwA3AjHVBUTInIFJ1E\nRTb8FuQJ4XADWtxfKUTJqS0a59oLqlQEgKpcYMidqL7qDBw6CcQTyL6KJU8nA4cBpVgFDADbGpC/\nJwQOfSrBizZomN1SXM3LAbR1AjyAS4O8MfWJX3DUrj0MvXrjM/8B8DSUIPm+OMAB6LTnNJwfKwXa\nAEyyhe+RHKAGqC1vgSeCDmH1+jR8k3QQ5UtaYtGS04AN4OnbAuXVjoh/MBnobAAagCcWRguRqNPG\nq3UNDCYV2HcALZ4vl/dSCBk/GxfAwUXGQQFq9zgDbv7yfjIhY1IHPOj9G3DGFrUbW6LPilwYGsyo\nftUV8Y8NAr4G4EZglA1wrhbIN0PpZcbnbQcB9xgw5sUoeLi43TTv70va+0dL488rv8dyWD4ABkGm\nyMkmx94D8KL2+yUA72q/uwFIh0zTAMhSsSCIHwEQpf1OADDqNvckoshHXtLRr3JyTMzPL+SwqccY\nNM7UDIp/yRdGIpz8Jfm4aOF7Umzpo0i318rodO4a7e+uIUk6z6gksMnqXjt8+HbCSRUvx7kkjorJ\nddGyJNo/U0f/uAIxt8WTyjBdfIm5X0LhMYRc+W2Kjvs4mGyRXimRlxG0yul4XPPWjCQRYbbqCkjy\nu80Hdb+LHk3EFU3vguHad9OUguGUe8wksV2eFW4/Ex0vNE83GKqJMqEU9jleFVNgaC3hslVY7/lm\nXQwJrSe61OjYFFEklAbib1r2MPdsIrSRGHxN2ltPAksY/VKGRHh2KCXsyoRNX1kvQDMDhfX3H1Cg\n+WyQvQoP8CEu5/2mldYxtZlQz3bVOUR6PR1GVhNDyf5lv0hbYaRr0SW2yChn8OI8womcvyKJAY8X\nEHaqJE6O0p7Rm5z/epIEfFng+meS8FMJ+y3ETFWzetzQI2B9xTUbbtp4eWpj2oVEh+tEIOnmtkJE\nE3uKWTWgUt5nPxKGGtF39Ccxxiz6lVP1hIH07HWFaHmdQR+bCAeV8L29JeTtvFf+SFr4jxX8uzoL\nyL7UlFicBdBW++0N4Kz2+2UALzWptxNAX61OZpPj9wL4/Db3Y3FxCR99McUqF1rzizaRE0nSeVIl\nMVF+33F0t56EJ5LEFLLPZ4cYGNEEoNdHtSaCQYiZAZ2Py6JwksU3RpVQc3xNRh5IJcaqRBwZ82g6\nEUMWFl60LnK00EFbSTLkrlxZ5MtUYjwZMiFXlIFjKaCwPbW8oxYFp2VBW3QRln6PpJYblDoatwV3\nwaKTsPhYPEoaZtVL4uRuTdpxE0WhzVv1MnEn0LpQEaJ97L+WmA7PYxILgmWE7TdEUKmcjyPhmkI4\nriSwlHC/THjXE10rqDzUSLgfEeJicdPuKEQB/eTb+ekboowNZZN0iCSiyThuosPYar68fz6/4R3y\nLB+R/cy/EL3Jjg2nZKG+QiFSL5iJPqTD0ioqE2WxZWXnMTvbRKCRcKAO+jte3nF9fT1h12A1maKD\n9twBJPzL9FB+i4KzjVnqxWlthZBwr5c2vUi4yPsznK0X/c+LlO+OlPu3JmFLhhYflXZak6tWGenV\nTuZu0E4Ts3LyiM6kslK1+hGZ8nUfi/ZHCv9wQf8ny+2Ixb+qs/AieUXjTC5DmF5AJOyCJvWKtGO+\nECbPUgq1Y79bPD3b4I5hjgAE9Pa1B8T1m+lyXokGDP2I05+UIuPNc1AGANvfjhHW0R2AHTDqqV1o\nzQakGz2gPAm4nysG5hBwBBTFDFQa8MiDZcApoOUHpUAxcPGLDnA5VYruPY/h6EdRgKMCJgDGLyOg\nXCPe+jwb6AMovVWUXSpHcHAAZr2TAmU+kHU5UMjid4oA/XoEApmqsLZ1wJyxyTh0rBC4Uoj4D3oA\nRUeF/TdAeDEzhCx31n7bQZ7HYi510QbnOoCDKWLqOw50X34U9j3tpH5FntzPbwJgBszH7KS9XO0+\nrgAqSkV+f/ohwKMrUGICqm4A7Z8GfB4AVDdh1zMBOA8GOjwM9I0HotsCyinA4AKm2QDefYAbdiLb\nQ/rsvyAbKCdgD1TtbYkWfW/AML4R/jvOSf/7ESgFdk6djKHbE/Dlu7PxYPcfYXBrhKPLDRyeNRSo\nA3J7hgEjzcBOwLFkO3DUAChm1MY7AdvkdsFBARhwjzOwwEZMtHlmzHk0GchTgArghRW/Au62gALY\nTagB7gBw5ThQvAUoOyNiVb7edzgYZKwfrZf3WAPA0U6OuQI/JhxGyKQAqIPsEOF+DjgKfDIqGTAA\nMcMzgHYEegPrL7oAbnXAXCAtTcWKr85DeR/IWeyP2AoA0QAXKvAfXgbDzw0IyPWFb34eAOBCn9su\niz+1/F8pOPnHVf6/lacWpsBgEB96f38/zH4sBgAQPFXe7uguR7HzrWO4eq0C4T06Az5Aw3V7kSvH\nyiZ55MdI7MwYhLGuR4C9wI0tbrAZawbiAQyyAS7WYuNoZ2ANUBHQEr2WHsJV27awrWnEqQ97i6yf\nDSixgDIMoK2CFb9Gw7FdNbxnXsKE10zYte8ovvihD7zGFmDa/s9FiekF8FsAhYCn+3UkvnMUkde3\nYclab0y7/zqgmgBHd8AvUkaOEMVbOGRRj2kUImGRrxXIm7KHEAQnALggRLEIOBHcX/QiDQBaSQg7\nzNVy/jTEp6IMoitoBcClTtrZC2DoQMB3MlDXqMWXaPeyAeBD4GkAaglweovEeNj0Agp2yXknrW+t\nAadVpXDuUoH8vwUDvRTADRKrEZcFVbFF/t2dgWtAgNtJ/LLiV7wdtw+JEZNxPbcNbO5ogBpli9j+\n+0RYNQP4bTGQaIM7vvwF9pujcHH9FWxfchhx3x0FQ2ReKL0aUWJqA3wBdFlwCoi3wRLjILk+BFj5\nSmfgxmYgpBENAbbATwDKk4FWkwCPSBnfmvMybgqBFpRxn2sPnPgRmEwZiyp5N6/94ClE1p0ofNYV\nKCLmPhMDdAC6RtwAYhRgIRAREYjeU3KBt4EVMUPweh8D0BXo8F0WLi4OwKLBRqA30Gp3GRzDqzDD\nbhdCVpVi9i9NtOv/i+X3WI6mH9wshpxBczHkDG8thiRCF0PONDn+h2IIMI4LFy7kwoULmZSUZGWT\nLMhZVlEgksQdpF91ltXPwf5oFYFKYqbKTz5JkqQ476iEQo55PpVIV9mZx+n6WTGDn8qlvzmT8K0j\nbGqITSqVrSqBs8Q2lXGq5PNAnLDXcZk/Ed41YrJ0rCbuUYkEldD0GVafj35k/OtGq+4EA0Q8UCJV\nIlSlEqXqHprdRaxQXmvUE/tYdBNWs6qw7+ivsfJ+Wr1gspPpN8JGFVg6f82FO5a69+ZLJEI0mTxc\n1XEuPUh8RwG+bU9iGmn/SRUddlfQvlBDjQomgcPEKFXECZd9wsb3oIgJgRQZf7jWZpC4t9uurKTj\n9etEQbWIQOEkQlXGFWzm+B82EUGa2TtOE1E6kbbpFbqnaWcycVca56w1Er6qFXKQJJV7NYDjt+SZ\nlS9VLl1qZMLOVALSrznvGDW/CpWIPCo5Sf205/TRxA5vypj4UK5rp4Hj+Mu30k+lMlnMpnbnb0hu\n0/tJ+wuljFSTJZnR6xR9lxuJFvVU2qiiuwEZqP5GLCGxQaXt4jpB83qIBFS2qrlEbFCJ1aTDpVLm\n5Jn+HenhXy5JSUnWdbZw4cL/E51FAIBTTf6/ZyEKuLWC0x6SnaKpgvMwgD6QvSgBwOjb3M/6MP/o\nE4E+1QwYXiCLqjvFnyCKxCDSc9wVtlhSQdiKP8SsJ41sE3eJnQs1ZeQDjUxISOWYn1I5f/5eq67D\n5y49qcsOYypxPzm4fA/dPyjhoEt7OOjGHuJpMz2fuUQEke1WXyDeJiNKDvOJJ5JEr9DHTESSE586\nbAXZxRgSE7Tfg8jHX9cSHI+gKE37at+jSCQ1iEPVEOqoWRZiYXEXD6eOP2nJWzpKiCXuIBFSoiFt\nq7qvxmRVB71tTx1HsxNl8e9rkDG8k3RdeZXOudfY5kwR8baZ8Csl8LUQS38STpuJUDJ4SJ44H91L\nHWzXj7pr952k8lkD0ZFUgoU4Ta75OxF4ScaqE5mQcIDorHLRB0nSt07Ukyf3IZUuKu13VLJbvxw+\nMksU3Z//mMy0tNMcMyaJYyakEi4qvfaKQjcg4DzRgdyxI1WC/9pqRKAjCbwvRLsLibWNhOMWLXcq\ndezNAO0Zemm/A8k2pwu5K/WQKEe9Sdu/1XLDzoPEbDL052y65FwjWjcQH1CUxi1qhTB/ozIhJVWI\n+VckjjeIsrUzif7klPSfuJr3MLDxFFtfu8gNKTsZYk4nbgZQ+6+X2xGLf8Z0ugHArwBCFEW5oCjK\nDADvAhihKMo5AMO0/yCZCWAjRNpNAPCk1gEAeArAKkhgcTbJxD+6t3Z/AEDMGyegDAAwpgVMl/10\n+f0sED3hBKJf2Ysn7j6Nmvn1YIM8VtwkR5QkeOOsbwQAILwsG926tUPCoUiU2dpKGDGA4d1zAAAT\nX05FYlI1cBbY/9VwlH7phgNDhqLqSEuMXPwzSgK8AV+g7dFq8FUg486+sG2jCGvfxoDEd49iy6d9\ngRpAiQJwtQYoFP0KyoAvkqLFB+IKxCQargor7wTgBVs5dx1oueyq6AEsZlYAuAphr0shrHElgJwa\n0XWch4gbhjaA6XPARhEx4XIW8KuGNFYPceOugZ4bVAHwtK2w/ulAubE1quI9YC6wAT4rBt5zhsun\nvaS/VwE4hQMzgZI8d+BZyHPXXBN23qB9CgBcAzjvmHw7KIADsP3eycLyVwPxU5IxZvZAwKBg/uZY\noCcQcvg3qznZqVMlWAPUP+yMzPGdsHLzICg9i7Cs1hVRg7oh7h4Fdj1VoJOC4jvawy13OUweHQEn\nYOyMKHgObw1wL3rMWy8iht8Lsm0V7AFeKgfaTJSxvArZ1iD3BaTvCJX/od+VYEWmGUoDATugcYsD\nLttdwoIgI07/FoTgwDOAmw1anbwOXAFc9lUD54BVF5biycx2QBTgML4cmGWLgF1Z8Fh4Gf2/PIJj\n9T3wZfZTMO3vArXQgPsPjMaDSZfB5vmz/ufKXyIxshJYDHh6Ad0BHIMskK/roUyzg2NkNS68VQv/\nmQ6orrdF2fd1qK6uRbt2bfXrBxO2vRvQ+Ks9qozVcI51AtoB03scwJpFgwAA7pPLUXbSFQgjVt97\nADO3DUbXhem4UBqEqvMtgSJg1PStuGefB1JOKthwpg+yl5Rg2JxG5Bj8ZZKVQ/QEJdqNO0ImJCAL\n1B+ymBTtGSYC2AxRQGZD9AU3KgB7wX7ADa296hJA8QSy/h935x1eVZX1/8+5N733EBJSIPQWIAEV\nSEKRKqKIdcSuYxnA3rFhZdQRsYsO9t5QKQqYAlISSkBKGiQkISG93iS37d8f65yc4My8M+9v3mde\nePfz5Ely7zn77L3PXmuv8l1rvQWDb4IIoEFJR3aE2SjEVrHzU4i7rKeQcE+R4bMAOwR9VUNrsgO8\nI8HqI+MwYk4WyDXsg02P7mH6orE9RY41TaG6dCZ0XEEfzTS8+urz8UOYmGHmbl0PsbPN/nUbzJxd\nX7Ju0kJhLgZQqj8CuGoGpRsdtVXAfXZKDlQz7SYrmeOO8d4bk+Wg8EAMlO4umOpDck05JScS0Pq5\nKX63guRzEkw7jyZzYKiCQxq050Nwqpjl6zHXaqrMnQAIe7mOhnGRaFMgubKcEu8EwbksB22Gk/sq\nf+bZ0nPhVQ+IhpCzW0iNKyUnfAT2F7zw/LoVR7s/XGqV49Gt8H3Fhnf/Tpxj3LRfHwUeUPJUOcn3\nJaA+/XuU8J9v/1Vh5NMWwWk0bRIQECXEdgA5cV3AQhezsr/F9oY/keeFE/vhUc5+8VdCIoIoLq5h\n8GCxLmteTlSuhnO3F3hJiUEtv5vrU3LJvjcCgOE7C2kuDpZNXqtx3arJWPydHH5gDB1Tfbj4D++R\nOmMrG0vP57qSyYwZ4MJ+wov4+FguP+uYeeqfDxQ75MQdDL4z24V4DIKsQBLIgKz8T4BTZ4oDEKLu\nCoTaUjEQBiGEGBgp10+4SRTCFid4SD5Jy9UuyV15LlC4A/pdpgeg6VKLF2K8qwftOiet7/eBmH7Q\n6gMnvhRidSOnaRPCvA7CdDUKMhAGeCWodk2Izg1eQxzgCaEJzeADg9KPyVgH6O/npHhDCJ4tzAXk\nOT6AH6ybsFDm2oowkC7EeOoBXkFd+L/Qik9zIyxVKJsXAwYkUF0YRXKESxhiq97XZCDQB/KhpDIB\nToIqspA8Jl6+N57t6BZm9ctqWcfQVJlzjT53T2BrN7devxHKsqENPus4jjYeuAhKtAQ4F7wOtvLT\n+N3EN1WjlAVe8GDQsGME3NdAc10wm0OGEnN7DYFfNOJa7wc7rdAKr3/7OVyt4VCe+Hp3oh70h4Mu\nQm5oIO3VYI4939uBePq205pZaLH7ZLN66D/dyGnSXYPv807W+V+IlgYZo/dRfM8opn9jwfq8g7vT\nmrnwrUO8+XEOK9/dJpmnWiUj1fCJxaTW5eH1+E4uDPwSbQ4cunewWFvcwBhgAfSZVwkNMOKHA3wx\n/2ryF0+COzWGbi9l6VsZDLrsIFoKLM/NFA+IBmQDUZ5yUhVC57t6Dc+DLmgqIeiBRtmYbkwGYtGg\n0E2GdZ/Mzw8IGSBMxoZY4uuB1t1wFVwUsB00D+LWHoV54P7ZCh0QMKMJvM8SAnECvhY8L+0WovTU\noLQI9ZwH3kXt0ASeb3dA4kI5pf2B/Y2QBWF/OSm1Pz/1gI36i/hSH5cnEq3p3wpWaOoMIbHPfoqO\nJMkabFcyXrcugdj3i5vXBSufWi9rUV9oMkwfoOsIVK+TuTaCvdwb25MB3PzMAYjW0BIh8Lsm7F5e\n/Lw9FByg9VFyeOiZzkL8WmQnh8BLj2dDP52xeelr7Oct30feAM5W8CoGzy7zHdiBX734+KcIMmYF\ns3RuNh812AgY2QIHYenildx052s4nN6cmzaOsvH92PhZIiyG2anHaZ8bBm/Y8VnmpqwsnrbHw3A/\n5wFH4ObFOQwLGMzAX47iPNtK9bZ+dMz1Rx2w0rwznJZxfiTG9fu36OQ/1U5bNWTDxh3MuneCTlDy\n+axx+TTc2kXePZOgG7QBiuXjs3n4i0w2PJjPrOWpUOPgkie2cG1YOLMfS+WZBVk88EMm6do6QkeG\n8138BNgEG+7PZ9aDqfhd1ULywCL2Z6XBX6pgYCwjvtpN4X0jGPHJbvZ+lgZveTJrZD7rX0sVu0mk\ngjKtJyw70queupaIHhgwAC0wLKmUQy0DYO8WmDgVj6F2nDu9hAH2hnbb7eDpZc61uwFs4dBQA2FR\nMNUiLtV2/fvz5T6rZse1xQvGAskwf9dOvvOdAIUIfkDHB+BAxlYEhCvQOqHtCISPhYrNkDYNyhog\nIAwcGpQ6IcgKAZrpru0CSv8Cw+/AMsyO2+4l0kCrjEmLdaGKrKYtKRlRKyo+h5RLegoUv/t4LjdE\np+H+2QuOarBNE+ZhawMVKKn4dmlgVWxYvRtcMOuaVN59Lpfrnp0sDMamjydcf4YH4NiHdssIVN5x\nONLfVG+6kXuMw8apz2eKG7bIxpo1MZ/ixb5c+2sdq7OTKUuMgx/A5/42HmrZzbKpmahUeHb1Lzzp\nMZ7aSzQe3LadlRemwlp/uNVD1uJLsCTbiYqvpGZVfzaclc+39TbeyJ0EJyxQANS4Gf/CQXY9PRL/\n/DrawyL/TWr5n23/lRpy2jILUnqNSyFgmtvGwmeYxjQnks9hcwPFxa0MHJiIUKI/8e5SyrUhaKNA\n7QctA6Zk/cgvWXNF1D4J/vc20ZEeAtM0sQE0ucHTSsaBdcRTwXH6kX3dHF4+K5sln2TIBk1VkKeB\nJ2golJcG7aB2gnY1YtoFij8tZ+BFCaJmBOgnnY+CegFs0YVJhIZu7QLSFOToKev1GA2iEaKwIbaR\ncEQ9iUMc0+8jjMatX39C78+tJP9mEFC7E8ImyPO8MCufW5ogMFSYyq+vww23SD8bkXHqldG1H+2o\nh7yI+aiEas9kCb5a7oI3rNCohEGFaEKQbmT8+rvTmspYenM5Lx2YDF2yXnTq9pYGff41iOQRqM/b\nUA/GAb8Bo2Fx/GpWfXED1LwMEfPAL0meZ0iejl77IgiRclxNEBBq2kdq9PV0AdUKIsQA6y5TWEbB\nyqU5LH04A8vrTtz3WcVYfMQBHp1oKwJx36FhGaxY+XIO96aMpuvtEHjUjn9OO/viWkFpDDwQDwUa\n7ocU8RRz97vV3GFNB29Q7wA7NSzF7bj6GJz19Glnps3CAlEBdWCBtMEF/PHGdhGHf9+aYP49JXJD\nugYXB6OUJ+XaEJ5c8QuHvilFuwTohrraGGZ1Z8NtbrBDx+IQ8ClH/QCJyVWQaGX2ga/InjmbLz6+\nguzZcyAXlrybIWOxwRsTcvnjlBxoh/aNnaIiaKCNlmcYhJg8IEHG11cjY8NPpngeoie3Ccc0CsYh\nG7wV8V5obvm/E5EQ9iOb3NVhAqGc8hzegti3j+I5vxPf5e1c+9ZrQnReQNdeIZp2hFFYAG8FRX9h\nWPSPQDVY2qHhgNgn1twiBuQftsFcdFRjAQyDPv0qoBaqFyRDHPj80ITHVkcQrAAAIABJREFUZgfk\n6WP00AjaVNNT3wToYRyqTyLfbh7A6Dd2QYkGTbqa0gyoarFDOBVEwS2X55CWekiYYSyw+7j0sxtW\nrbtBjzpaAsHBPepc6MqTwmR0RrHuvTyoK9aRpaEM7y/BZ9TKM+hGnj9TY9WybLDD5vxfGf/HAh4Z\nNwys4H7YA6pAHQalPFGOINx3aEz5fB8ZSwp4yHsUXR+EMGjaASxPucloL+bsUAs3ltUSbqmF12F9\ndj6VLw7i9k8yyDhYgLrCAUmK+D2luOsNbnrmtNOXWVihVovE5+lWdn02mje/TZfPLYiIa7gVHfDd\n+gkM/EMsNEP2n/Zx6x05aOOhut7CsJsG0P+GQjgbfrtkLNsaU+B2C77XtQnxdvVFGwVljXGQBusn\nXkTkh1V0VfmLmhENdENtYiRLrszm5pXpvLkzHfzBf66feBncsGRhNouHZpMyoBC8QTsLCIDFY38i\nO2OGSeQzdA9EB3qo8xFxTY4Ehim809shWH8tHgjRXICc8h7+4CoyjYLdQCB0V/rywISduAYo/rrg\nVpESytZA4ljpR7c1oIC6TTDsDg4dHwijY8C/HwSNhI2grgaOZGNZOUHC4ccBQ0YT+Ewj1fEDmD9g\nJ75/bmbAkQN0zQ1l0PVHYAqiuijQvvXs2VGjwwrlHbXthW4oa4qjYOpZMp8G4BhQ7iDBu0OkpiiN\nq2Zs5fUP+pP3q44mrQa84kW1servvu2AnjksTOxMGjTdEU3G0H2gwZKbsplzXRoED2TVPQLFPng0\nGWIVXCfjTD+nAFzgNdXG4mcywA/O/etEJng0Mnf3AR5ZmgX1br54L5clj2QDoGlulqzN5vOpcWQN\nSqFtZyjn++yiyH8E7mdgzzl96LL68MWI/rTuCSFxVSVz3amCLgqCcaoZnvZi8Xm5HK8dwKrSbf8m\ngfzn22mrhqz6MIuCQxbuvy6e5AsSZLMMBM6HkC9aaC4Lls1vBZq7yNiRRfYls+SEKQfNV/HO4q3c\nt2Uo8ctLsFgdrPMaRmKRB/TRmB60ju8uu0x0+FpdTUgCDkHMY5VU3x0np3+X/vlBGNinjOKuREKc\nLYQsbaM8py9qq6XHVtE3tIZb5hxh2Rup4BVgpsRTCLEvBM8D3Tj2e4tkMEifcAM6XNsNboucztFI\nZM1zwF2IFBGJGBLjESjybk2wtKHAWXDOI5todoZweM44VKkmhOmp32sIlgpwO6DTEyrfgn434Zvd\niscOJ22VYcz6LZ/ud07ydtkILgyroeLrJLyutOHusFD/Qbw8+xUFN7vhEytsw0zh50JUJQO+bkVO\n9FBEivDTx9AKlstcuD+2yjUe+vU1ORCRzurHcrnhycmy/lVA7ccQeYU8p9sBHh5iGO6Q+cXPLuX4\nzwPwm9OGbV0AuDSuuWAra76dBJYWcATLGhvpAdGf2c8FVVZO7DhJxgWdPHBbBV3x1dz6ycXQT+Oq\n9q289+wkSkrKyM2toKDAweuNk4i5qZaCkYGEpAbDu24u8/+eT8bOR/OGzev3MM13DNpnCvdLFjSP\nOpatPsjyoRnYxzrxWalRtLCK5Nx41KK/K+3/r7b/Sg35lxCc/+kfQFCBY5Safuz7nkrhTFCnwqCN\naM0pSiUlvad8D7SrIWv3SyXwSUoxS0el3Wj+7/NuhyJDqdCP6hQpSmVeqaM7xyrJVP2HXs+YrpTX\n2d09GcKVUoLKW64U5yj185bdgrhcoARFOk6ZaerOVoLCHCmIRpYoSZJ7tj6Py5XiS7divlMxTqm0\njmzFwCaz8tVAHc0Yd8JEFv5JD3OP178foBSLlKARt3WrKOcxNVltkKjVWB2JOEypiKIKQXgOtSt4\nXsGHgmZMaFLMUOquw8+o2O4iRV+lRn64R/nlNSvLHx3KO9+mtIlOZVnlUAQqFbqpRnkeaVHaRw5B\nkA5QZjq+ZKUY2Cnp8xJ1tGJ/pbRBUvjI/4MGpd3oVMQpdUnlezKPRGUWQe6v9zFWKfo2Kfq61Tvv\n5/Rk5yZRmUhLPdNVT4arRKUI3yMI1QRlRr/2U7J2Pkrhq1Rh4VEzMnWBUglnV6hB84+qOdfvUkxx\nK4olsTNrlcKi1PLnf1HQpnhIKXCcEmHcZ0ONosguNWcnKPX45nUKS6XyebBDrfowS/agn1J8oFTf\nlmKV9NNxFVxdreJ/LFFbfv5cWU+aWeFPp8aZmCkLACdsmn+e6S+3ISeChoi9IYqyHyrJfqKAptj5\ndK7zpyanL2+m5IALnjkvi3mNXxJZWAcVjVAPXa/7QQM0vRoBLsiKTEE7FzF+lSH2AQsiEZwEe5uX\nSBbomA9APQyR/vWc+/JYGc9x5AQN0+9t6ZTMVQY68xiEPVYl1vAOuTY2rBie0qDcClGQNyUdvEOA\nrp6COdiAiBh5xtUOsWe4EdC8bY9IDrsh7lAxrPCi6c0Ycl+ZIffZAdWF5/oO6mfHiW2lywrJdxHw\nzWwYCf2+bObRP/3MXyOuor0xkFc/uImyqfF4JHcz8+wX6X7Cl8AvmvDytjO95TuarotGhWp4xXbB\nXpd4TVroCSP0e6mbkGXVZiGjaFBFa6EJOlaHodZZodLG58OuEMyJE26+KEekLDvUbW9A7Qb/tYqV\nj+TwfZaXCWBzwNJF2XDy2x53LG56asTiN0YkvCTA3gpdEBlZD5UdIlEMhsEzkkhUK6DlF9gLmz9w\n0cfVyo+r01g6KgeV7MmYawpZmp0FM91MTgshcWwT2goHS+/cqhvQIWpGPTWbouFpTwY/lgRx8Fz/\niTz8bBEVd3Sy+LUM/piSA3sUbALnST8u9djPGyUHOM97G1OmX8ydh7dSeuQIBblmFrjTvZ2+zEIH\nKPaM0LD2Axuez6duUwMqXSNxTiyffNZEc1sw7FPc7LGV1T+Fo36FFx8fxKYts6hzRKLKwpifulO8\nBWCmrMtCjIdguv0UkmLNE1Fr6mSDzB6ZL8WKgTprBFTC/MGSbRp/xPagAQG+kvruEoToFTROjRWm\nV7GLiHNOUrV3oGm9b0YIv8MBJw6DW8/i5QU4T4qr9Ecdv1EDrC+FwLEytpNQ+cpArI/acOz2hgIN\nrwAbnAMM8uGNrD0izpcBfhY2fJyH99wOkj/fT8V3ibwxK5nGJ/vS8lAfnsq8l47jQbS+GMX6Q/ei\nTXHRN6acyBsrOOoeQOqNB/Gud9Fd7w9XWyHeAyYC7eAx2E5nH1+ah8WYrs2Kk6z/KZZZw/LhRhfM\nAP9BCoI8et7rG1+ngwU2/DWfxEwftES4f3sBSx/N4Jt3JnDzghy51gUrP8rAo/8ccB81VR8L0FXR\nAxjjOEAQtBVQVxMBsf5yTek2sEOZ/V5mnSsI2eSMBLK/H402uonZC/3RNsLNk04yaoQV/9BOTnCM\nsiN9IKCNl17IJOmTSmw2G+MuK4M1cPOIHLRwRWrTfjoSg7hl0RAmVdaw4ZE83rx9MhuadkM83FFS\niBZYxj5LDVOmX83aT55nRcZsgiMjGT05/b9FFv+r7R+JHP+bP4DidreZyKW3ypGuFGSJ2D9dKTKU\nmuzeoJgkYpRRI1XTjqvouVU9hX2U0lUFIzkOJ82CPUbfv4v47BHNRirF40pZJrvknrReffau3WEU\nEjb6G6/MwjqpSoKsJiizzodeNLkn89VoJZGec5WZyXuAkihGo89kXfSOVop1SvGJUuBW+OvXWpVE\nUPoqxdlKRdQeV1oft9KGueXzOKXIUiImP61Ubkuq4nOHXJ+p1L3uRyXB8PEuFeMqUXNfflzumanU\nrK/zRLROdEvwWbqSpD5DlOIet/L7rEVUp0QlkaQPOxS3KQmWi1NmRqpYdarKMFSpq92vynomKaWN\ncUsimSillt6XpfB4U+7t75b7YpVavz5HPluhROWZpPcbpxTeXyr6KqXFuBURvdYrTil4VmkhO5QW\nKVG4L78s+8XtdivukXeqveRW3KEUtKt163bJdzcqtfKrLMVhCWxc/E5Wz/6YPU/qoK4cONDcM/ud\nio/l76UbNiullErOK1JablfPNa/OmvW3esD/cuO/UENOWwMno5RpGNRPd/oB3yvOvyKPsistxBUp\nxjWUsr86iRa3N/de4eCeH0JZ8wcbaTeMMhPLuDEBUG5gCIKHMD6zYsbIAmlDDpF3fBh0wep7cjl7\nXAzDH09Gq1QoJbka5kTlYXN4knUkRcZV3as/Cyby1IlIKc2YInMsEgti4CviEcCUcTpaEXXFBwnT\ncwG5ep8GPDsECHaDnwXmKPiLjl94CHgJ8RjVI+7YZiBAwSRNEseM0/uKd8Mgi8QJNwI3ItLUDCc+\nqoXBg4ooPDYSj8YW2q+PxXdpG52bAwWD4ddrfuNgwJcHKLXugPgboeJDCLqStLRD5BUNY9n9WSx/\nJhN/3w46LP7cMieH17enw0lIW7iPjj0BHPptgCxAkwMcXeCxAaIvNkFUuurZY+j1BGrBq3899vAI\nUR9DkLRKhvvWgXiS1tgh1AtVC1qsAofG8yMXMezuJcyencb47w7xmGcH17yaRN2WcLjAgf8IBy/2\nXcKECYt58HsH694YTeLztbwWU01GynAJG4jU1/gcePPqHPJCNVYXTkY9DNr7cFPGKt5MWMwDO1fz\n3KarWTLjY4a0JRCsVnH5tK9oaKgnPDziv0MaPS18TR0N1/zPA7rOTFDWKCUvvwnZJL6ION0Naote\nHLkTCUAqVDTntBKSHgwxkBhSSdjtFey582zxHhguyG5Mz4AB3jFaCEJUBkbADVEhdZzMjqTPXSfw\nrXNTVhgnInYQLJ6azaq1GUK4BhpTA2oOQ9RQYXJ2vS9jiaciao9Df44dEac7AUcn+PiCvQtcPnhn\ntNOd5S/Zpw1X6XXAm/rYDVdohZJnzdfw7mOj29NPRPHPFPTVhAkWg9cXNuy3+MF+F/hbIFi3f9Qo\nSNII/bQW+yEv7NM8cbV44dO3Hcqc2B6NhAwFz2uiDjUguIpaIBRi1pfjH9pCychRMv9h4NevFVt3\nkGA2uvV3qMeF4ITFF2ZTGunHuto0GAcXrd3OV2vPlnlMATaC1rUFFToVOveA31jCIutorOsGLU7H\nT7SDCmDR9G188O1EWV/bXvAdY75jA87tPALeQ+R9W/R91KL/fgDub8ni2V0ZRCfXcPK1aG66fzN9\nwj15/PJMAFatyuL1WRH4VcE52xoIDVY0dWis+mwyzLNwaFEpw37qD26N94O3sWjRRKyrndx9w5OU\nTG/gsVdvYeTgYQAU7t9PUWMX8zLH/9dE8E/a9ztymHfW/7wKc2YyCwPB6UJO7ibkxc9QsF53Cz4I\nvIAAbYqRE/tuF9xsPbVDI14iALPCuJUedGIPUVuQCNDDsPzaLM4eG8T0x8bK6RyDnCIOTOOaFdng\nhrvQAyFqj17f3eCAV/XUc7OQbE0uzBB0m35dB+BoAa9gKPqQm+vreGP8HfK9ATg6ofdt2FJsQIcS\nNGQ7YhhdBHytX1+l4CxNQtg9gIZuCPUWqaNan4u7ESxhYnBcoUi45wjlRUOwdLpwf+cBz7lhJvje\n38mEhoNkXT0Ar4RA7I1eeF7ZjeNXCwN/OkjMRRo5v42SsgcJSFIDPRrWP7kDv7Zi/GZHUJUSwRXu\nfN63TUKb04G6xx+GKxITqyi7IxamaLAVNIdCBWgyxoHyTsT+0wwzQ9COuFAVVhJDKhnQr5bNW8fq\nrlVMl61vrz3Qoa+zBktvzmLenECmfzDOjEotULBfg+sh4aPjlDfGk/x8OfcnHeeGrEkwXkPNl662\nbNnLRZdGkb/LSfKkBHK+LSD96dFsunMP073GErS5mdDFJ2nQQnk5/wjXZqbj/bWd9nkaXns8UBP+\nPZfp9etyeWfO5H+rj3/UzlxmoZ/Wld9VE9s3Bi0VUxz1gaI1ZYx5OBL/kipqIwfJaWdHQEkdQIwb\nKiwmszFKhRh9GGK08Rn655oDrJ6mUbUvUA1FX5Ux6JJEIXZfhPkY3gCX3kcLQiyGRBSkjykRIeAy\n/VoX0OGCMKswGCO/hC/CnIKQz7vawCOw59Rmh37dIGCzCwZaBYvwEnAPJq5iMHCwFfyC5LnVCkI1\nUUF+QUT5McBeCFzXQNu6cHgRxhzYxd6m8XLNI/o9umE5/LdKGkbESX++8MFL21j08lhS1u6lcNdw\nOlcEyzxfVRCpgQdo5yh4wIm2woI73Yp1ejuuTwPwnd1O5/gAOBvYqiRtvtMiEogdBg0/RlFxElwJ\nfKrPyweRFCtfg7hbobkdAnSrtF7qcVDcMYoqksz3WdMOEQE9BtWi7WW8t6+Ma1KSUC7FoHMSIRG0\nykZUSxBEe0CTYthHhSROPMK6tRdI+sFsJJrWUxM16XZv1LMa2g7QQp1Ebmqi9sNI/FPb6bjJF9qs\nUADv9M0lMNzG/V1DKZ0ej7YG1DV/u+f/lTY45xiF6Un/fzf/i+2MZBYptx1h7sVHiGoIYcmCDEkg\n44sQfJqSAKQ6B8R7su+VQlLuGCx2DYMJBCCSRqHeqUH4hg0DTmUWhhphEL2hRljhonE7+GrnWfJ/\nNMKUjNiD3s1ILmP0Y6gongikuwWxT5xAmIkTHZaNWQvEVx9LF0L0VU0QWg81/SCyGDxH6nEm+vPH\nI7EToYg3xmAybn2tGlww3SonfSDCiMI5pdhRyt4dHHaPorvbW/rebIEXNHCCdYED90KF78lObLcH\nm3aWm4GXaxl3tJDdV02GcjfUWKBxB0SeRfrAH8lpngvj4ALnTr5dkwodLvx227BNDQGXW2p6HHFD\npwJlgWiN9IwCcvqMhu8VHHeBdxZETwcXpIS+wD77XTJuOyaTNt6rVYFLjzmxAH5u6LKYsSYKaHLB\nUKtIUv4V4O4HTXZwfgTh14p00qXA10nmioOU7YugrCEO3nOz4NJcvm7JQP0AC7/azlcJZ/P+tstp\n8rmZpR9ngAbL7sri0C8+MMHJl5dOQusHcTuOUrm/PxtLXmbG4iX/aNv/0/Z+zkauSp/5/33/v9LO\nSGZBqhK49J8/ZNWdV8qLtmHGRRhIvGBMY6IfJAytpHxnnHxnJJ41XJRar/uBoNhmWqtDRHKoxLRX\n+ALb3yN22gwqN8VIXgMjQMogVF8HNHvKSRej32OoI+2YjAOkf0+EQTiALoh4tpr6h2Pk/7ZyCE2Q\nOXWB9c0uXId94HXg2NdgnQ7RQaI6BCH2FX9kw+t2gB5xvQSz0K/BzEboY2rFxKwYjNUfmArxHxzm\neE0yTPUkaG8drXdHwiQ3PmE2HjqWz7JnM2XeIZD+5U/k3DCDiOurqS+MQftYofw0bs74ijd8L4LV\nCmZqIt0kInEfOzS0BDfqfQse0zpx/uwr6+EJjHXDVjdEecBRBzzjCe8C3m7JuN2AoE6DPWUOhlvd\nYPROSJhXSflHgRAQLGt/vAuifHrC1Jf/KYtHVmag7EiVMB+LoEA1oHULhE+FKjvc6yWSTKIiIbSK\nmouD6M4Kou7ZBiLCwwEI/LSV+Jw6XrrkA2Zc8Sip1x4m4YG95JPKpb9l8VbcBeS21VBZ7kALhZde\nh9xlA2gfEPp3dvs/bq9nfcMtmRf+t+75d9sZGUim8mDDip2suuNKyG0zPQF2TL0d5PNzkY1jQxiF\nEYWoIUTUW2roBfdtbQ9BU0pOZIOInKDZFIy4mspNMfJZb4MZCOE16nEQAQjD6NL7NhhEJ0JcAcip\nHwLx35XKRlbQEBkGQ/VrQxJAqR5pwPWGD/wZyXBtXwBqtzzf/p48sx6JrTCkn25gBrBMZ/xeSDat\nWH1clfqYrfpPCwIg64bkB8qx3tbF8UNDYbMnwYerufbjQxJs59To+j6AR57uLwzvCuARFzlPzIBt\nH+OVaoc8GFW0AxrgjZ8WELeiCLw18TY1Adc2YK1wwDugHrVAF7i+8pH18QM8FFRZIMIDVQrnvfY9\n1IFWoqSEYC1EHy0FzdPMZeFS5sHRJAbe8m/jIFSXfNqAUB9ZTwfQB8aN8Ue5NGjqAI+9ok54AI0O\n8J+qv4huWAjFm8sgp4vz44voHhqEehuuOXgY7TaFdg20XRbE4Zj+zJjyENrnivyzh/JlwB8oCxjM\n10dn0fxjFKNmjGLuxrHMfmcc4e9vpePCECwVRu6+f96uz//qP84o/lk7bZkFwKzyCWhtCsYHmi7J\nPpgiqMGof8EkZDjVDmFYxA0PiEKIxQV0IPU+dbXk8SuzWPeXPHGPaqCNAS1F78tgMlaEGIcjjMCw\nf7gxxf8Y/TojwlHPkXn8z/31nJCg/uwt6oNRLwQ91qFjl7hJfYF+d0KfYxA5RYh98NXgOgBdm0wb\nRr3eRyRwl9aju3MC8YTEIkzLiNWI1cftkKxTJT8mYI11s2t6FLRCy3kxVHpUwx6LRId+D5EpvswZ\nkwdPvUb/AyXQAH41MzkxOZ6w52ooGHk2Aa80ol3jpnLkQDn997eKivRiGK63vOS9xch6KE0TRqIh\ntVSPwh1//ZzYCTX8ULGAtO5DqPkyl2GJpZyM8cLf2gHd8NiF2aBp4AnzJ+8Eb6cwDpe8d61bQZcd\nOjqhwS3vpBoe/cQf2t0QFQA+qbJmCgjyBBds+GY7kY90M//pbTKwIF9WlU3h8R82oRW7GdvghIEa\nag28830uarfGLW9tR32jscJnAwm79pJasI3pA7ezfsxWfK604a508/o5uXRsTUHt13D3+9cjTd9J\nvehfvvY/1U5fNeR9JWK4EfZtJH6JQDABTk5lEGASihOCbmugdVW4yQ4NRtH7PsO+oeMbEqMqKTsZ\nd6o7tFfynZ5naOY9MmBMv74Vhmzcz5Fpo+Tk7DTH1GN0MzwcqtdnnehFgmD5H79n2avJ4DnU1Lc7\ntkC/qaYnRc8shR1RP/wRW4rBPHq7cxWiwhh5MIwCRp3AIghadpLF9z7EU9NX4xPfgjXGTcfEEFis\nEXRLDd0vBtOd5yv2Hw8I2lRL6yNRsAnmJa9l8/sZ2DYHM9W1my3HxkGdIuemfcSHRJI0MVZOdEOi\nCen1ntwyX4YoOKGrBAMR5hqGaawNRWrgKaCrDO5MgFc08IFFmVv54P1BEBjJ+bPzWLt+JFh8wQ+e\nWJrFIysyocUOkV68/Hg2S/6cIYzUso2rFine3zFRjLE/iUssc/pv9Evq5IOgibDeCTYPWAjDfEvx\ninVSNSmYa+uzWZF1qbz6AsXLM3Jwx8KjsUNZtOsw+w8Gc9cFduZNG482UJGZuY9f3h7DmdDOSDWE\nbPTkJcgmCtJ/N+rf/55RgOkO9YDW98NNokF+R4bUm8Ap3WWWMWQfJV+UgzeSNdwgMmXe19Pe5VQI\nuoF10BOreM7sAifCKECI2qgqZrRuwLvV7Ntw2zrpUROWLZ8H/kMhWMn9XkDgVNHdrZjJfP3151ch\n36XpzwtCpAkf8JhnF6Lso4/HiWnjCAQ+gtaECJ76w9t4jWym65wgOuYHyum9ClpH9KF7uy9seJdh\nmwtAa6Pr4xBIcuNzaxvfW+ZhGxYMBZA1fjhMdEOuRn5uK4kT4kSK0OHaPcZXQx06KWOK7GqgJPuY\njCkYqOhEa1f4j+wgsrMeiiHnswJZr+YYkt8/jDoJVLv5LGs8+EeBprF2Qxp0+EI6MA8eeSVT9kCo\nF3Mm5bLk28mkjyqQ/KTtwykrDIR9Dtgkp4ZSXmRtH01unwTszziwXO1Am+ei+LZyDnX1Z+GQfbSk\nhXFb/0mwAjruseH+WuP+E6lU1CvCRtRzyBZI1qoUzv9tPNrjClWsMblvE9qf/s5+PcPa6StZpCjZ\nYAbC0kDl9T6N/1FzIoRgpLw3TljoQXWmjy0gZ+9osMC5I3ZTfjKMouok8yQ2fmyYMSOGymBY1jVM\nVGbvz3ov6Ugk0bDRWpHTtX43RI6Dghch5U5z3AZYqBvwUmDThKgSEdCYETzVhZy47ZzCaHpQjobX\nxxMxhEZxKhLSWNMMBCgWgNg2XgAeBY937Tg9PQV78ArgCwNeK6W0IB6WaNDHA6YDHypI1aR89pdu\nsFiknyDM9xcCtO+CYB2IZIN1H+Qx5+pksIZCq4L+GrSBZYITt68HfICoLU69j1o91V+EYEpyPi9g\n4+YmnnoiQ0845IRwD3gVuMoFER4kRVdw7HAsq17P5cutwdRsD6awKAlS3LCrBRaEiFctArRDNpTy\nkVwiVlmPok1lDKpPhKVQ9HEZg4YkUlZaSeKDcaLOlYD6GjJeLCD7ztGUH68kIV6M6zabjbE/n+TI\n/CS07YqkVyvZ+LiL54O+583Ixb/fsadNOyMli2kz81h6Ybb80zv7kjGNfzRyIxlub7emkR7OIGYN\ncvJG6+g+iI3qpKihl2/eIDiD6Rhp/HrbPoznO2HgisNyknv/blxWRHw2/rYA9l3CCMLHSV8Go6jV\nx+iPCXFWsHRBthC6wSQCMW02HZjgMG99zHZMNcOYQyymAdcw9DoQ9Guu3udxhKiXAOHgfMYLy5du\n0ssKIBRWLs6mIjoGPvYUD0WzkgoxF2oCiNutJBeHG4iDzMx9ojKG6mNMGm+qbX4w55o0UKFQu0bS\n8dUCNkjJKJQ5zIBZ5+WTkbqPqy/YSnNjB+nn7uePC3JYeukvpE8dzrjRPnoiYQ2sFrhEE8j6YA+w\nQVNsEMRYWPynDLLfGUFRabi4rkdbYHgo5GiSrKjUhYr2gxgLDIeHX9wCtk4GDU2A84BDihkFDjKu\n20dCQhzqI1ArYP7FOwHIvnM0ufv2kvhpHNo5ivt+3oCfnx/XhGzH8rWTr9t3ku5TzsABiacwivLK\nMyOrt9FOW8kiYVEF5Qfi/tZm8PtmSAC9sRO9jZHdStLmRwLNsPyqLJa9l2nGjei++u+e28n8+yeA\nFdReJE2eBdKHFlDfGsChqgHmc3Rbx7v35nLdyslCtL2Nqb3HY0g1hs3CcOGCmTrPgpk8pmodWKMh\nYFyvGIe9EDhGrmvFzDHZovdvx/QO6QwQH4QpeWIyCjci5hvwcTcm6jEawT40i8eix7bggxDgKsWT\nS7N5eOkkuMhDbB9zgCsUJGpQ4YIEq8SgNGpQ/znEXiJr4wVDk0rHDUYTAAAgAElEQVQ5XDpAR1cW\ng99Ac706ZDyqGTRfB6rTE0uSQtXY2fDdAaqqO7n+3smok6D1Q3c3O8HXQ8bYDht+yGfWeaPB31PG\n5nZBpwV8Nah1MeuyvWxIT4XHMdGdhnvZ1wWNn/PkUzF8NjGCAxOHCQPy1pgzJ4912al4/9RJ1yg/\nbDYbfn5+zPtuG9/Pn8icz/KpW+fDB4/4MXR4ktRWAXYf+o1xw0awMTefmZNTe7brg7+s5ekp5/+d\njXx6tDNSsij/Lc60BxjN+Q8uNk5XD1g8N9s8+V2IG8+C6PROWLYm05QwdFeqOkAPowDxghixI9VN\nwcIoehszdWzDdV9NNnNsKLO/ntZL+ugh2lr9s3a9r9IXhGAX6p/7zQEvvTSVArQyCB5j3mN4NXTM\nA1VAKuI61ZDAqQBMKcSQqMCENndhIk8rlDCg3xAjo2F4bAcGuYjedUzsHUc1Hl6eydJvt0nMhxu4\nSvFjVj7uowrrMSccU2iGStTvErlmnIzj8LEBvbJrJ5uAuC70cHNFaWk5S5b+yrqNefL8QG9mXZ/K\n9dekSAbxGJhzVp7cE+hhMuhoKCo6BgGe0K7AotASLZIo2QO0WAuPWx6DW5VkQteLFBXnlOv1Raxo\n/pfx0D2ZHJg3AvppaIGgqY0SglKj0f0HP25/Kxs/P0n3NbNaNuO6S1OJHNvFG0XlPYxiefZnpM4e\ngTZPncIohqh9pzWj+GfttJUsGK9ODcTqzet6IzEN/RtMZuKHJJ/Zqf/fO1REITYB3VCambaPrO0p\np0LAez/Txakns8GYLJj4C+O+3i7b3mpLb6bXiRCtwdB6p6y3AoVvQ9QUCEkWBnMMkQYM0JfBmFCS\nKdwoumNDiFoBmhL14HP9egtgK4HRyZCt24IixP1Iu74eSUhuijVApxtmWuAgDJ9UwsGRyTLXtZA4\nrZKnRxzniuvOhgvdcNgKh9wQaEC1O2Ggr6g1nkDxdxA232S2FsBWAP6jReVqBTr3g88oQU4Ga6Ql\nHSJv3zCxa1yf1rN256fvYu2P46V0QqDXqR6rWkR6rEXWxEtf6z8CW2FOXB633QzXXJ5AnTvKzKxu\n2JwAQhXfvbGL+YsmQIeLiG9rWF5YSvxwX+ZMSgPgxntzeXuFxGXk5x+iztZBdHgA+dvruPIKYQw3\n7M+m27+Tr0Yu4ExrZ6RkYYjyWi9r4SOXZ8kfBhiqt2fCUCv6IZtkFyaC0zBKGsTb2NMlWXkpJjPo\nnZXa0avP3pBig4EYwzJ+GxvOB5PRGGn+DVVEQ4+Y1PtHv8ZAMo4CzrkRPJIlZL0WYRKGu9NHR3y5\nkRT1Q/S+/RBjoF1/RgDCKIyxAihNgFJRmhThMWDlwfqzDwK/QdBbtaL/Z8FVl2zlYGgyPIZEp46B\nysQIrrjqHHwuaYdsJxw6Cp6Wnndw25s/i+vTDhz+CkLnS/+9XNT46faimTB/yk4IGAVOCJnRSsaI\nfeQdHgYNncz501hS4gt55OYscMHan8eDzXmq3UrT1zwKaO0Q8JgXpAwplDm+sR+KYN32NOb+IY06\nLUoYxGhMA7APrHo0G4/zHLz/gYKrFLQ6qMuMhWiYMymNWVmb0KZD2T1tPXsnNXUYJb/ZGDt8KIcS\nHPj5+eH/th83a317GEVhaREFhUf4v9BOX2ahW/QVWo834olPMkHBi7dmc/mYX3suLfmynISllSQn\nlYvlXz/504cVmGHJhn3CaL8XqKyw+u7cnr97iNzGqXgFY6PqzOPOS7OFWA1vRBsm8/HGZA4GgzIk\nDqN2RwBQ9xFUH5A0/Sccol4kYxKyodvP8e2J6dC6lanSGBIW6LYHDe7Xn+3p0pGKP/XEgnASYagn\nkXwZ3YDjAPzwHq2P66duDLx/bBLEQPyOYhHp/6pwLvImrKqCrnWBULsH/PoLgK2/C85TvHrz+abL\ne9hFZioAO+Dtgup3zXfyOXz3ywQofw5OPkfzz8Fk/zCYviE1FBfXQpuVfQX9eeLVTBJiK4mMryfz\nvN9QNi8Tu6L0vm2A/WuoeQsc3aRMqxNJ69xRJgbGkG6ckFhbCd2KyDH1MKODxUszcL7pyeZ7B8Cz\nTpTbh5aWFs4dmcDAV8v56+CRLL82i58j53C8ooq//PALAxeVs6o5AZvNxs4kX0Z35MFKSJ8wGoDh\nB/czeMAg1lUd5/9CO33VkBRliu+6RHDsm0qSzo8zpQXju2jgJCT1qeBYXT8TeNVbhQDTGGqc8qAH\nDvG3jMDYjNBzggXGtdBWFSy2gGZOZThGeLodMT7qBs2MEfvIPphy6vM9gNqDEDm8p1IXje/CoOvM\nyMrB+vj7A+sRj0YB4l3wBM1TT8RTizAVMMPjQ5SErVu7oNNHCMXwlsxFgFuBCko1k2l4A0EKLtcE\nfJUMZ92axYL8TlauTqHqQAxh66toWRaF5To3jiu8wQXr3sljzjtpeL7aiuOCQLSVnVie88SlPCFf\nX0tDhQIzetSoYO4GbN2oZm+0OKCqGaJDIBj8vTroqPcXNamhFVxB0kedESnWApZgiNS5gdUT7Ar8\nNVmLBOjzbBmHx4QSNjUAVeCGGB2m73bj9U43jqVeuI9Y0Xa5IQxqQxqJjIgg8YZKlgwr5K4Pp6Ed\nVbSf6MTPz4/svH3MdiVy67Z9fL02nqPZ/RmyvYS72g8y0DeczEmTAJiyfi+/zD4zgFi925mphhju\nQYOIwyAxURhF5vB9EAwDrj/Chhfze2I7jlX3M0VxOJVR9HZ7GlKCG9FzDabUm2H0zlnhBnygrTxY\niNGIGDWuNVLc68FsPdKEP2QfSDklf2jPnPyGQ+V6+SwKYRQtCKOwI0bEHAXbEUI7JmPgmDxDNWgE\nXN4ixk03pttVHZVhuQGnj+n6bVR4zNSNQPUQeVW5lEQMBr+bWgQ5GQ6xtxeDJ/RbVMyORzJZ93MM\nVeUxcD00nhuLq8sTx7XehES1gDfMOzkShroIauiARg11uR+uAk/JP6EBrftYeXs2C6btgM7Deh7S\nTeAqNgFn/t4sW54lcwgNgXob2KDjmD/Yj+u1UYNMtSHaSxihTwj4OcF+EFpzZZ7nayQ+VCnr0gw1\nVyZSXl6DarRKHVrDvWy3sGTrThak5aGthgkp2ahkC598dpCohHruTCmludUCheBu1ngyexdaiZv8\nmmbu/m0fz9+ViedL3VyvXqF6aBAfVkb3MArgjGQU/6ydtpLF/Bt38N3eCeCE1P6HyC8dZrogwxHv\nhmHgglNh3C6pi1rf6kf+0WFmEhQjyMsgWC/khAvhVDCW8ZxuzHuNz40Na9gcekshsXp/huESTINk\nL5crTnR36zHAwpO3HePhNZmCSyhCShIaJ3GV/txm/Xc/fe6pSM0Ow/aggAMfEGWfTMM7falZ2Ebk\nmHAZqxHglg5kdcHtPngFdGK/zxsiW+GyEC6+7huuq+3H7B2p8Fc3OCzS9xJEotmAJCD+HmGIsaDd\n081Z52zFkeVD/k0TTRi6wwEentBRA7ZfIWKBvgYO6KoE/yRQoLmUQMENNdEw8jps0L6B1GlDyN89\nzHQP1yuBZjsV2DVu/mMO328eSFVNjFxzmYL3NOqONHDjkhK+/XGCjKnFJYCuRhecY5GqaFLlkvLd\nVdTXt/Lwwx2s35EKVrh+fjbqUjeXBAYya20qvre0c9eH+aSO8+XTv3by6ZWZkAiz3JsY3V3C4cRw\nvou4GIDS8jK+Li3mnqnncia2MzNEvb9CO0uhDmmmuG+BgdFlzFpUzqrnMv5WLurtwbDA+j/nM/ue\n1H+M+LQgp5ZRb9OQLnpjJHp7SLp73dsbCWlY3ul1bRLijvTGZGjd8r9Wp8QWE4mpOnQAA5C0cjv0\nOWxHGKMLsfCfh5QLPMypQWxdgLciKq+chrv74lqnewqMfJVBiNeh8Bu48EKpTXpMg0UK1miixvRD\n4kc0RLpp1sfsiahCgYh64q0kG9ZrCq7VF/YBBQ9rZqX1Jk7NGmYYhJ2gnXwOFXcf7nKFxah2jn6t\nj4xZa/4CFXixqaZ4y/poHW5UmAVVCRYfhZqmyT1ZoBrAMluh/DXJERpID0NffGU2R6v8+PGLVOin\nsfSKbFbmZqC9qHBP0NCigEGwflk+sy9LpXh3OQMvT0DthLkf5LEuLJXZe3az/pJxaIGdRMdU8+DG\nSp4cMJCTA/uyITufX6ngiYwLKSkvIzkhkTO1nZlqSDioQg3csO75PN58MQe1B4qrElm1IoPB9xyQ\nE9iXUzEQ0EOcs+/6HaMwiF1XK3rEdw2T2LVev3+fGAdMNcaCEEJQr/8NW4hC8lR2HzUNmf30ZzaC\n6quR6P+WaXcxMmNVtgnM+QDiejRS/gXo17yPqA563Ad9jIm1w4Uajo1+uFKtaD4KnDaGjSqV+9uQ\n/BVTLhTEZiVwdCN8ooltZCqCNE1TQvBhQChkfbxP1rcc2FsGC2sAjbi7S+FGzTQsPi7SQeKgSt0g\n7JCxo69Fuwt8YPWzW1De/aGtBEtf8xBIDK8EJ6x+PBfau1FRF5uMp9YtqQMt8OP3u+HkCbQIUEGa\nMM6t8h60BFCHNdiC6T1qUbAQyj19qW30RykN71fbWNmQQWbQLmavyUcLdcEtQA3k72ln6Z+zSRkX\ngd9bHaz/KY91zWmouRrv35LEIctRVLUXL+SWcP+Q0axprMK/uZHikjU8kSHh5Gcyo/hn7bRlFssW\nZoEL4l4uZc49afzxznSWv5iF2g+r/pRN4Z9HCo7CENcNFcIwesKpAWGGLcG4phM5UY1oVn9M5mEE\nPRleCMOLoHEqLsJQVYzsWIbV3egjrL8Zt7EfOXGtEOlTT5nnTaYUE6H/9gg082t2IczAQFxakTgT\nQwXqBirAJ6yD2B9r8bu6BZ95bfCsFWXRwN+PQ4d0MNnRbWD7BbbvJeTuWjixFx47V8oiBiJu1qYS\n+FmDyUCSC9yQeUuKzCMQiE6k71Q7/rc3U3kgHs87O2QcBlFboKwkDio2gt3TzDcB4GcFO9xwG2Dt\nC8HJ0AiaW0E7JCbUgzfccP9k8PVm8WXZEp4+pBQsnYTMa+Wq57Yye1oac2ZWmUxZfy5WoMoG9S7o\n6gQnZI7IhwGCNSkfEExe6zC0ldA93wOvmzrIvLOVl++PYtWTW+F1WPVqNluSFUQrOhL8ea4onw6X\nE3LhlY+zSQ2s5bFDVfQfd4QdW32YW/QbG5rb6AgJY/H1r/yLu/rMbqetGlJSWkbyRQnmh24o+bpc\n6p4aen/vgr9uSIiupLw27lQ3aW+AlIGV6I2RMHAUvYyhMWMrqS6IMyWR3wO1DAbQG60JppvQOFUN\no6rxXbf+u6UFfHUXRgcSr6BDnjFSHhjzGuuGvRYJ496miTG0tgJi+0FpNeEVThoivSAyGjp3QugE\n007hhIS4SsobJSHQFRlb+XjzJDihZxL3hs1v7Wba5eMkv2Si3n8HwgQ6ALeDyfu3kDt2JpyogwmR\nMsYDLtCsZpq9JkQCUnrO0JnAh1C8rZyMS7xxNBdR15mOl9WOvcvLJHJdXfEKtWOvtHLnS1sZ5mXh\n2afC6TvYwdqPEgm5JIiS147z2uoyXnw9Q38fFUSG+1LXGCF5K8L1cy9Owb4WSAiR8RxT4A2Zaflk\n1adhneYg7rFStIO+lJ0VC995yLp/pOBSjTWOrXx1VgP7542j7EgcNpuNWEszN+Tt4O1Rk4h+rY2Q\nOyvY9eZkNvb5lItGnk9xSDt9YmL4v9DOTJvFCgUfc+rpa4jUvUX33zc9i/OgPsckitTAPxjEesqD\nODXC1IKc5iWYdTEMKcGwafQ2pIZiltIDk4m1YmbQMiqgWZGT2FP/3gWWaU7cv3iYxB0AP7+4h3Ov\nHdsLiAU0H4S6naCCYNBCSIeQv5xg9PpCsh86B9ze4GqFzuPglwDJLigMgdZu8O2C2vUQNxOcoaCg\n6KcyJpyzlqaQJQLH3oSs9R0I4Zf/BDEz0Ga68b2thaCwZmpuTBJjqwtIUVKi4GdEWtND5z0ju3HU\ness6NAP2CmjuJyrYZBiUd5Sipv5maYbSTvyD6umI7wfHFXQ2o5eLB4cN/0DoiA+Q+xvlvVQdqGHK\nlAaKiqSqdFbWQTIXpoDTzttv7+TGpZPhhB5Np/kIGG0s8lmNk89z87hkbgZTxu/hl20p1JY3cvh4\nFRmp8cQ90YWa3I3/nxQ/r/cioT2aQUN/o5AU+riPkntcY05CG+5Pg9g9J4QLG/cyOeknnjqxDFdf\nwyV2Zrczk1mkyrg0X4Vq1kyVoncE6t9rBmH3do9af3eNISEYkF8r7Hu/kJQLBpsAq96tt9vViRCI\nfnLjgxmibkS8ujFVhzDEtetACKRF/13rhGQPMWDWmOPoSYIDQrglayDqCkjwkujO2TDmkTz2prRD\nwhQzCa8FaCmBoGSwKDjeBucFwG96YFi3UZeE3wXadUKkng8zUAmgKwD819cztLuQw/XDGJx8iD0X\nTJSxAtjAUu7E7fYQ5lqFmaO0C0L8Wmi2tXJoi51hC6OgMRDfr9vpnB9geo6swAPAMpdAxU8CfbSe\nZLuqGpIyKnlveQMZ80aybGk232/vy75fB4O7C6/v3NhnuiE4ALodpD91iJynRwtk3EC3joCV47LJ\nyfXmqx9SWfnqNpZeM5Grd3/De5ddzJoHc0lMDCRz2igYaWFoUCmH8xOI/H/snXd8VFX6/99nJjOZ\nTHolgUACJJQgECABqQlViqwia1l31bVXxLaWdXXtuuoqiAr2tqhrbzRrEhCEhC4tCZBAeu9tyvn9\nce7JnbDofr/rfn9f2C/P65VXMnfunHPu5J7nPuXzfJ63G6gOiOJ+1iH8G2klkMcy5rFw9Sb+MiyO\n4Y2RZMl9jBv5y3p/nIhyUgY4iz8sBSes/vPWn1YUGguhNyv8Y5Wn8HkPFBxYs01p3ocYSL1gsEkm\nowOejcY5vu6KxeeYH2bsQr/WKVIbSinoTmTBgGhSls98IMhPvVeAyoAI47x5qHXEAKWfwqW/h5gu\n/J9qxvZIO45Hmtk+TkDi1G7e0W5XJzTJRDQ6Q2D9IXC1QvMRkAHghjUr8tS1BwJVn0FIgPp8AKpe\npDdwuZdnVu8j78qJtP45nG3jJqqg6I/GtQ0Dbx8/sxDMD1XNWb8bLPDuigIo78NFV3RBXTC0fk/7\nvCB1fbVApAQrzNmYB9ZicAmlKFxHwR8eXPQJFouLKy4sJOOqETBZ8GDOVHZsHGhgWvzputDJJ9/u\nUUHuR23k3DaQrd/sY/b8raz9OA+2upCvwODkQNx2AaF+LK7IAJsfb8w7F0I8vPqqg0u+i+LB+7L5\ny6OLCGxrZ9+uI7QkBtAn8Aj3zjqDZUGZTHXGsO6HPFaNGwJewemVBf+RiuKfyT+1LIQQr6CSdpVS\nyhHGsT+jCpc14PiPUsq1xnt3oXpnuYHFUsovjeOjUWVKDmC1lPKmn5lTLro/i2UfZyD8JNIt/hEw\nZQURJKEdllyVw+K/ZZiAJlA3pmZm0r1EfFOkGsTUH5WK1GK4CtZ1zXjOCD4+fR8osziCntaLRG1e\nO2otQZjkOV0oOrckVIXpqyi//juUq+IHvXIOUzm9v1onwAJgN8S/f4CSvw9WhLzjgVwBB5bCaYuh\n/DuIm6pIbP2ESVDcUgT2RLUWqapBpV2o9KVXIgUgRM94TIRU5eVW4MA6GHGGSpVWl0NYb6Xc3nER\nPLiO5ktjYJ9Q12koy8WXZrP08QxlbYRIqBSKwKdKKKvEiDPJMljzVS7zLk5TWY1GEA5J/ndHWLuu\niAH9Apg37zSIcUKVz/0ZLZR30eVFhllU8+cKCTnwzCs53HhbBjwAa5PzmH32GCx9PHgK/bCES6Sf\nUP/vdhAWiTwfCm44wjMbilh26TjAn9l/3cpaSxqrnx/EnPx8xLPg/7t6OovDiBxayqUb9/Bk4jRk\noo3/VPmllsVrqNv6WHlKSjna+NGKYigKujMUmAM8L4TQEy8HLpdSDgIGCSF+tgFC8RFVByGHip6l\n6RrbIEE2C6RH8PT7A1V6T7sBfpgbVgOrUlCwcH3v+aPU1o/4FFuhlIoXPDN8FIXb5xxtxYSiNmYr\nJh+FtkBCIOX97QS+1ADRYL2hU/UNuQfFRP4CClMRiSL+rQRKofL8/iqFaUOp2xxgJ5RcP1h95mxU\nkLPuB6Uo3O0QO9WwcErMlPAIICRRjdMFdApkqFANi2JAettZvSyPQGcr4VdVwwh45M9rEUPUJfrd\n1gbvnQFHv+NXY3K5/7p8gv9aD+5qOLOU5jtjoFQQ+Ksmo+z+I6iCpQ9NgAuAI+3wYyfcagR8YryK\nV0TAO0s2IvzamXuxquJUVtwOpEdw5ZV1DExwMu+3Y1i1eo8CYUUZVkdsC3hg+cPfIpdbuOa8HPgA\neo8og2mCFz6KI/fLvcgb4JXwEggUeOuVJpQhguWP5CCLQLzkYsnzOfAcXHl3PcuSM+BMB6s35OEY\n1grl0PDSawS908rwkQeYnlvAqrY83tpWzrSAiP9oRfHP5J8qCynlBpRHe6wcT/ucBbwrpXRLKYtQ\nRvZYIUQsECylzDXOexN16/+kNLYbEfPdmBWLvtaF4WIkRJZQVBOvNp7OelhQdP7GeQN/t08BnHRs\nwI7a3A2YAVA9fhtKEfgqBz2fLi0HpYi8mOCoFuPzfYCLYe9to2h9PIxBH/6I55A/RIAjpk3R44UB\nqRA0tl59Qx4gCS5auAHORXUKy4b4dfn0uqcEpnrgdglPP6/GjzpdAaW6Asz1xfU1e4oUYHJ1Yvxd\nWQoRwYg6CUFO5i5KpzXBSf3r0TDQy9FCJ7JYsGh+Nv7TOlUrgkFT+Wz9WP78VCLNt4bDhGgYkQir\nBPfOfJ/WV0MMi+Qc9u46qP5ROXDvvT+QkbGfogvKocsKrRaVxhwi2bjFRUbmARYtykZW1MCBZmhO\nIaylnh2BA5h7UTq4YN7v0xX4q5vhKxhaYFe+H4u2vMKKT8dDEFSkRRH+VgVRnjberC5HnCe5vCke\nRiig1oOPZRH6u3qu/XwKljQPw3rtIyKijoffW0fWnanwOy/yczi4vY2+B7Zx1fxPeGiKP6Vz3fhZ\n3Ay0NnCmfxpzTk9nzrj0n7tl/+Pll8QsbhBC7BBCvCyE0KVMfVB1n1pKjWN9UF6vlhLj2E9K9t5j\niq80ms/lc5IHimsV52F37MKwBKSf4boMgIMvDjXjCEGYhLd6fN24Rgffmo35/DDTexa64wMxnxWb\nrocOdLoa1Bh1KMq55TDwxb3k//k0eA8i3i6hY5UTngdSJKGX19JyQ7hSWE4gQ/JW6SQ4163congo\nuXwQlSXxsGgT3CJgyPXdjZnZaXwuwZi/Bi4es0E5jNYGCIJ7Ls9SFo0DCOgD6V6kG+R2iB5fA02S\nb57fhqVSsqY1Dorg+RvSaP0sBIolbFtlVIsmquvcA5wDJMMDK86Fhjbwh8INxfywqUwVtnW4mTEz\nnOzWVL7+5qCKwfjBPXOzsD7oZtkLGWRvTuXgzgCkjObd93eD9NDQFEDD90bfD4dVKeAw4/8yU/LN\nyu34b29l+ZI01qxJh7Os4A/eZ/2pTwkmY0IDy36dCR/B7PNSuW18FsLu5s9Mwj7Vw4gX8khqOsr+\nz4dSuS2cpv4FJCwtYemLryOWws0LxrDhgtPZ5o1lj0jjjwc/YWfMYL6bFop39HGt8v9z8l/Khggh\nEoDPfWIW0UCNlFIKIR4CYqWUVwghlgGbpJRvG+e9DKxGOQmPSilnGccnAbdLKY9LGySEkPT6s3rh\nBJyZYMvsaVlo0cd8cRVaAiDGVk1Ve7RSMn1QkGYd8NRmOvQgxAF60vkdGy8Rx7zG+GwvwAVxmw5R\nNaMvnnabCpLqjIVOm4ZDXN4hys8dAPkQu+cwFRf0V+jM+ahisfEoRXBHM7S1Qmis2VZAK7CKQ3DO\nAFWFmuJBPmFV15G3itnn92JbUwJV+6LV+nS6UqJwHbHguKyB8OQ6ymcMgNtdDJx1gPjcDrIvt0Cv\n0XBWB2xxYOl04934NvFTZlKypwEcQ8ECMeOrOStkPy89PwnCvMSElVJVZIfesQrw9SHKrXIDV3oo\nurGcxD/FQ56HgNVNtKfYoEOAcydETFCKUKeRrUA9hDvrqHdHKIUnJBnDtvHiiggGZ/hDSwx+H3vp\nu62Sww80gt8wZINg/YadTPnVCOgFxV+X0q9PPOIpKDjnEI/tKOXJqcMJCw1DCC+L7lzP9iDYcO4U\n8u1FRIeHU13XQHL/RBoaGggL07nv/0zJysoiKyur+/X999//y1KnxyqLn3pPCHEnIKWUfzHeWwv8\nGaUsvpNSDjWOXwBkSCmv/Yn5JKmSRy/N4q5XM9VNrps5+W5indL0vbQOuPrsHF5YOwX8Yekl2Sx+\nKQPHzU10POUDzNBISD2eLzBLKx9tqejuYr5l8fp3OxAIS67L5qbPR0FZiMnXoDMx2mqZiMImXO+F\nTywqLvEFakP1QSmJDsyu6iNQNljlEbDGQOte6D1aZUrClD8f6G6itTwE9hdjnRqHZ8dhmDYAAmwK\nCn2kDuqb4Ly+XB3yPS98OgX75W105Tvh/RoIjYIRkEgJN88/yOKH4iF0IEuvz2bxXzJgMKQ0bmFv\nzVhVvLYRKHLDaVYVuARFZefvBrtR1VnXCYn+UFTD0qW7WLx4Aue8up2P1o6DdsGUibvIWa2Y1bsJ\njXUtCRjpT1TAVqICyY2o7mERNhZflc3SlRnwiYRbBU/Oz6J/XwcLbz6d07ZtpWVGL95YWsuOtgYu\nTD+N0qoa0msSsA5vY3tNAyuePQqDoXG7hbpEL5/+MYN0mUPgUTcZ2y14bZIH50493q35Hy+/GGch\nhEhEKYThxutYKWWF8ffNQLqU8kIhRAqwEpXQ6oPaGsmGBfIDqoYxF1gFPKMDo8eZT/FZ6NoIbQH4\nXoJ+2usNXIkyW/19jhtPYL+bWnA/EaSO66ZFx46lg6M6pqGb8OiS9HBMK0IrKw2y6oWq5QDVV7RQ\nX4jPOjS2oB2T/q4GU0GFYRZvtaKskZZiEHZwxykMRIyAwdyyKSoAACAASURBVBJWt4LVATV+cDqw\n6SumzInB6XCx9vs0wleVU39hHBz+GBwLIB2uS8rh+YIpOP7aQMetIXDIopzER4DHgbqPEWFnK6j4\nNJQrVOpSCqCiE67yh3cktMAF8zby7pqJSokLoLIVRgXCARd0uOANpyL/fQ/W/HEbcxgJ9/kpun8L\nUG2gUbWF1ynB2wztwRAhoMYL7i74swOey8f6QX88c2zqu00ErpbgElxTkMNbT/bi/DOrKKsNoLoq\nkK3bh5KWtpeJE6pomQCvDJjIeY3f8t4ZZ7D2kzxW7ivmt0MTOGNyGuJ6WLTgKwpEMMLlx5pBqayr\n28astP97aVEtv0hZCCHeBjJRBm4lylKYCqSi/t1FwNVSykrj/LuAy1FbyTd1OoaeqdPFPzOnZIxk\n1aO5zPtDupll0FBq3zJxvRl9lYcVtfnaMZmu4lEb2nKcc491b3ytDLfPOVqh6Ce/Lv120NMq4Zgx\nXcBCVDVkBTAI5Q4BPCRhuYBqsH7ahme207RIbMDOpTB0sbruNmPuOmC0hCYBF0H+xCIG390XOdgK\n76A2cReq3D0BFae5XMIHQhVldQmlACeggqFDUPwZbWD7sRHXk6HwGEq1PyMh0gA55boVuUyUzWDf\nagevRLqcBP2qkdbPQ6CPgDIX0mtDZALZTXBGiCor/xGVrtWiuUI6ALdhrjXXwLooOMPAnEegGLoX\nwu3nrOLxvmcgjliRVSCug+TBRRz4vj833pHNs1lTkMUCWQFin8Q/th53djDPhGVz/aYZ6vuIAbFF\nctFrr/FG4mUsz/6axIAQ5kamIQdaSGveQF6wyUvxf01OSgTn8lezufaZKcdvBeCBmLBqqpoNf9zX\nldBIS9+6jAxUGlJbKlrKUdyVx4rvOLWYZeL4zBOHUp1awjCDptBdjk6n8eOE6MWlVC89TlzXArQb\n9SKaBMqC2kQN30PsRLC7wKP6cpIAZH8K/c4yOoyVgaW3mfrdtwri5oEX+oSVU1obBc0SghsQV4Yj\nP7Op7I0XtRlTjet0AO82QUAQRFjAJkmML6UoKR5ekqq/h924Tms7jA6APA+0NxF9pYfqV8LB30Lm\nezvI2jcKvvaw+qZtzL1xNNRZzfSykW5evTKXuVelmyC4BheJz1ZS5I1XMQ87irV8O9zw8kc8u+wc\nxe9ZCZwGq2/OZe756Uqp3u1myPw9HHhnBPI8D29WfsUtfxlNx0orLbURzH19K6seVNmM516/l0Uz\n72J42G4q3bG4rYKaoL7U1Jqd0v+vykmJ4Lz2mSkALJqfzbLrs02UJIAVU1GAaS1YUDd8AmYTnQBU\n2bITU1GMMM6Nw6TUA3XDVqD84zJM96MdaCwykaEWlD2lMyIW4/wbMHEYOh3vRzeHqKVTqjoHMBGm\nlxnz+IcaLNWb1PvCGMM5RG3sLpupsA7CokurjXW8BY0F4NepxqwG2kuNJ3YppYdroDNPsUuJcOSS\n76ELYq8t6eaJ4BtgG4jVEkKDYYoB1joERdXxyiIaJtT36YSYodWId+zwvYTTrdDHRvVL4TBMErG4\nmqwbRqlYy5bDzJmTDh1WhSsBZAkseyobbLDmmzb1/TcB/bzgtlD0Q2/FH9rlUf+zDvjTi6t49q5z\nyKjeoVyYsteg3MXcmnQVQ5kJs27+ggP7TgMH9NpTzqdvhFP4toOBzYfA7mLfUSfiThi4fhMjUs/h\nkYJvGLe1gXaPg0e3HQD4P68o/pmcsJYFI6RZyKWVgc/fvUdXULYj1vyQr+twPDfiWJwGKKUQesxn\n3CgS2z3G8Qqfz3RgFpgFgd/Nnbjv8zexDgEopREOXAI8g4pnaIU0DWXhYIyju393X7jxW0LhJ8Uk\nnZUAljaQTmZ9upYvz5ptkggXvQrxsyA+Hsrgm5e3M/3eUSpxHYpSQL4l+K2owOEsoch1WvbB0KFQ\n6wGvFSwt0BakFEgFyt0ZKqFIqPVfLOENQXcpfof6DkgH3pOqKU8QimznYuBhQLZDZABUvc7vr0ri\n9eeS6eqKwJ6gAqEFm4pJTo6EiCDVFGga8JEb25nNuKZEIv8gOP3wejbfPxkK4OKrN/DmJWlg9ae1\nqZ0nvv6e+76YCXM8ynJ5sJmA7V2050ZAvCS7fTf31EJO4gjkIIE4HawrXTjDG0gN38Yj22O4os7O\n/hnDOCVKTko3hFRzXVOG7CRn70hTafjT053QT3wrymzdiNoklZit/44l7tVxAY3ytGP2NNXKJRXY\nYYylWyDqcZpQm1ErijZUpOYT4z0HEOqFJgv2txtwXR5CmKOR+upwcx12erBIKTo+n/J1o/YkZlg1\nVTvt4BdqKr3OBogIU0rgcAcMckBRJfTupZSghprXSAWIqkQpLsMlogZluYQCxVvAf6way2Wc50Qp\nHAtmzYuuqekwxhGlkBCHKBfILqFiIF95+WrVdmbOOw2S/aEvvPLb9Vz+4GSFD/kdcPf34D8R6msg\nMBIsAlraSRhWQ4lfHJ6DVsgURF5bjfUQVDVGQaiA62sgPJIDm4oQfoJJIRC0oJ3DTwxm3Jffs/+2\nJBpejyX+kkJKipLB30tW1S4yJqQSk19Jn4RDlItYFq3fw0WDRzK12MPBiYmcElNOSjfEV3L2jzRX\n6utOQHfgMXpijarzWIfa3KBuet/UqrZOnD6vQ1EKRVugHZiKpIieFawaSerBbO/XitpUVwIv55tr\ni5Nw1AIe6DovDDnQQv2RcJPHQRif1cFTfX3+od2EM6HzqyEMqvI6wW4AltqqlFvkH2byY/Q3GLwD\ne0FtI0tvz1ZjOVCKotO4zuIvlPVTkw8lT4FTEeOSOhbCYckT2SqHpdeiy+Q14A26LSFLLw/YvCye\nuR7Z7FYZnl1AgGDm5jEQYWHx3G9hO+Ruk2BxwXkQtryRqLOMBkqBkSx9JBvCJf7PQPHBcjxNVgXx\nLpNEJFZwTcceHpLZ6n/hFwHBgkGD+pMyP4aqJxI49FoS6S0byds8lobLo/E/p5Xrt37P8KQtXLJv\nI3OSEhnDei468CPb/cdTeSSBu6efSb/4vqcUxX9TTlzLYrRURU8Wg68STNPdF1/hQd14MSgrQQfq\ntDSjrAKdTQlCbTZJT0Wix/LtUAU9iXJcqE2hu5nrsW4G+6Y2unIMLdQPOAKONU10zAkxA5Zg1pn4\nNt0xcCRrn8pj9q1p4IXgx+povjNCfUYHS8F8ymOMU7IJosebmYViVHzg4DrFYRFofAceoOYjiDwH\nrEVgTTSthRCf70SnjbW1pjk56jD5MHUbRc3noYv2uuqhOdx0F4HZmXnUBAcQ395C7q5+lObHqvRo\nWSeM8wcvnD1jM1//IYmWGyNZNiGbRQ9mQHk9857bD/t3si79Mtw3e5g9ew9r/54CXzrhSjdcCvwG\nrA94EPe4eexwFncMy6R3WBm1XRGENjXh6N3KH3Iq6Apez2DXfF6x1fF+2ixOyfHlpLQsRJfsqSjA\npNDTT3vdicqLCqgZTXh7SDDm5tfEuL7gKuhJfuP2OaaJb6JQFsdlx4zXCvxNwmcoRaHLxcvA/k6D\noSikmufgewbPp4Ef8dHRax7OA2D2zWndirD5RkNRaNNfQsHHxWpuzTtqAVzj1ftxKAsnFpUijp7F\nkluzu/uy4kQpCj+UonDTXWovDrvUd6mttgaUK9NkzGNU2MaX5UN/mJ73OcmFu6Biu1IS2lXpDFMW\nmg2lpMJh7bspRLW288nmcZTWxnH6vo3IUqCvP95NErHdxScfj6MlIoT0V3JYdJ1TzflMGDcMs7Gq\n4Wrc17RA/Wskx7XCfU7kVHA+3YS824+gmHo89wuk3Yp78te44wI5+nUSQY4Wst2CxuJYbhg0kT/G\n3srs8Wlc0R7BKfnX5IS1LO58+Dse+yDT3NgatKTjFlGom9mX/epYiHYHJpX/seKrIPRrrRz05vJN\nwbajNqVOnfpjZj4sPp/xQPC3lbT8NgpZbDXn0VaM/rqDMDuZ6+Max+EbbNUp3CNZkJyp1tFeCZ29\nunlFX/7Deq64a7J6z4ilpI/YQO7BSeZmrkJZAi2YCiQABYiyGwq5uVgxbTUXgiVJzT0RlXreI+Go\ngA250CcdZCNB/aClwAY2ZzcZMV3GuO1e8ErobyV96F5y84fCuYKXA9dzffZoRuwpJrdfCg+Oy+Ke\nFZPgQ5Cpflx3XQ7L35+ialw+A14CrgHaJHwqYM67OGcGMHThIPIXRNFcEcW0us0Mbu5gd0MQ/mdW\nkrRvA3fFXc89NZt5M3Uhd0+dxcPfffkTN8Ip8ZWTM8A5UpqbNRQzC6Ap3huNk8NR6cKfYs86Hk7j\neHUfelNrCHewz/saAKbP05gKzZTlj9qUZSgKtyzUk1XHJSRmnARMRVF3CEIHqGP6Whv3QeBQo9Re\nKsizzpq42sEeAOHNUB8MJV9B3EwVvOxrzDUK2A407oDwVPXZXih3wpdQGIhZWE3VwWjVAPnhvey5\nK8Uk9gmDwLsb6dgSwJDUI+z5y0Ao+hhsNoieBM2QMeQ1svedA9YWcHVC4hj87I1cmLqbNz+ZRJ85\nxZTuSSDqulJmx+/hbwmZkGpXKMyjKK4Mh+C+hz/CGxYB7fDAuRNhvk2Bxd4FZgOiA6SDc3+/iQ9m\npiOvtHLdNet5/vBkxPVezhj0Ke5v+jBo+gYeabiHsIZm7i7+gj+kZ7I4Zxdf2JOpOcMnc3ZKflJO\nTmUxRqpgmzaHNYZiAqrhjX7CH49M1w8Ex7gwx6ZTj6dc9DkNmGXqutQ7GOgC2+ROXFv8lSuhgU2H\nUAxTFkwSYYwxaujm1+zRWkDXjLRgKqajkDCqhOKp8fA+Zk1JUz1YwrtZqjgIyEawhpqtBxO9JNUe\npbAhAWKk4p7U6VMdUK1BuQmtwO1dcN07MOwSNX87kCLhB0Hytp0UpEaCfzB0haoMxspGApuyaA2Z\nAgWvgC0EhhgM5cEohV2/A5ypqnP5EhBXuJCJfjBeEN1eTePboRTcWs09Lx3mzYcmYq9pJMJVj1da\nuDPiMW7ptxzcXvoWHuRoS19Ic6gWA1F78OsIotEWyLDkErIeGwoT/Om/N5+EwgYO+8dRNLYvH737\nNtefcTrl4QNIKDqEuNlO8VXxyDnHvc1OyXHkpIxZ4EHVLuiNq5+cX6Fu/gDMEnIwA5WGGd9DUUDP\ntgDHplE11kIroGDMNCrGayN16trgr6yCFky3ZSAk7N9nKqAuutvn0YnZWV03HNKuVTsm2EwA8VBc\n30exfWguUAl4ws00q8FMNahvnfp8GFC/BkosFMbEgvWoGsxtXFcHJp+ZdtftwLN2CL9ErbUC6CMV\n85WAxtFlKttiCVVreLUO7CG09g4Eazjp5ePgw8ugYhtU74W85Wq+0amQBGJYJeOOfofcaqP3vMO8\nU7+RzmSJLJckT4lmbdVglnZcSVfUa/hlOpjzwFH+eMVfobGeIZU7OFoyENL9u629ouphEArVNVFk\nbUtFjLQz4OiPHF4yiGJrHFm9BCJfct2CCSQ2VDD4h0LKrb0IeaDulKL4N8qJqyy8QCAM37xZWRcV\nPu8l8o8l4r6ilYH3mOO6qlFgZjQ6MGHbAhWQ9OXvbAHLn7pMpaU3dgkmQGkBFI8ealoLTlRTYAtK\nqflmF/CZ14Zyo7pQWZwuuOeCbDNlKdV3gK0MmvcYGQegZTf5lf3Vddbmgi0Qyjww1QayrxmLOfSh\n+nwAZquBdlRswaDu77fiIIwF9gtVAdoOVR2DoT6Ie36bxcLxP8CYOogQOANPB1cJuXE/wuWbIWI0\nuMsY/MVk9T30BfLzCH3TweaFU3G83sjtHx3lqpTBjHq+DNdOf+64eSNVb0WxeOZL4LyJxk1+vLEi\njvOd20g8XMP+vqMh/WNoEQxN2gldBdC2i3mzi5BVsPfrg0irl8Uf1XLX3M/xjGplgCeGaaVbycgp\nYnPneA6cnkTChi3sGv4PRdKn5BfIieuGzJDdtPqz0/JY+2OamQ0JRG0a1zEf9C0H1+LCZL/ScYlO\nTAtC+nw2ClUmfiaKHt+KMtt7gyXBhXetzaT410oqA9XlS5v6ugu6b2pXAKVfQ+8ZJq+EjmVYULEJ\nj0JKOjJb6dgQaColC/RdeIij7w2Ahr0QkKIyHvVSEd26UYosHtb+NY8xqf2JnhYJZesherIqAdxg\nzNMMa1/OY/b8kTDLpup/a9+DgWeD167WHQzUwZT0neQUjlQWVBTEPltMxXUJsHc1JI6A5masMyC1\nHbZuCWD2nBqKC8LZd3gg2CFlzi72Zo0g9IdykqfXk7sxhYzMpeT4LYZtbq65ZCNr7uxF8fjB3a0R\nAiNaaW0OBCvMTn2at966mDER1ZTOT8K9yg9xO0TvrqH63igeys5i5Q99efPWMmr9A5jXOwXZYMNz\nmo2Ahjraw05lPf4VOTljFhOl2lA/J77ByeNVe/pmPH7unCDMuXSQUwORHJibvhoz0GoHMcmNLPQz\nlVQbcKuEFcLEIPhhBkVLUE/2QRLqhfr7IuBvQMsuiBxhjiXgyl1LeWnEYjV/b1RQcDjY5nTg2u1Q\nNS9Ht0HqaCiXqqLTBgRJ2PoZJJ9lXmsdSknlS7gCqBGKS2MwqqL0AHh3SSwRqJ4gWqH2AgZKEj7Z\nT7FlLfSZDKWFMHQ2yDBl9ekCMX/gehBPSKRLwNPAHag2jk118N1I9b2MtynC5arHkNILkX/0cSOV\n4hRS4q0WWCyPkZR+AYVzEpBJgtWRucwrToNZHlYc/Yo1GXVsbJ7AE9t20McZzVtpu3hdXPdPbpxT\n8lNycsYs9JP3WPFFX/oCqqTP32A+0X2DiaBM8VoUFkGCZXSXenpaMVsYBhmvdX8QHYi8ElX7kADE\ngTzip9yjZsw4ygtCnV/ZasYwvChXJwBlvZQJk/Xq78Y8w0eYvVsNK+Wl8YsRp3nUxt1nHK8D14sO\nIs8uxTGzVZHhFJSStWInOCH0tmo4Ug0Dz+qpxDTDuBAqeLoTpQhswDcS2sHST4BDqLtiFhAO1rRO\nyPmM4oQhMOomcHnB3goHLdBeCMHlcPAZZcEVvgmPg77XxDoPFD0O/eOwjRoOe23diiJmUgVzzpoO\n9rsUPZ9HktRnE3jN+hProXa83jsp+H0ilvldLI75krlfpyGdgqjTS7kqYw4N9w6j6kAi3qAPmJ4+\nCecZn/a4XeK3lR7nJjol/4qcuMoCehZ96YCj5svUvS+Od+7xakEkaiM6UBs+EogB73a76VLorItu\nktyGwduACgq+vAdKNquxqjDRl2HG57rUmmyLDeIJHTPRyEcNnbbWm9kdG5DmZdH53ylS4XaUQjFw\nIjLX2rMzWoH6XN19vXFvsjEm63vCYoPIvC6VZb9fS+Oj0dBVCU4QqW7V17QTM/4RBzR7lMIUxjWH\nCqWcjVqRZXdlE7O7msI1xXjWV0LEWSo42t4EcWOVYojYrTgo2uKg3yL1/VxzcXfrhZEpB5DFVhYt\nGQeF/rhK/WEV2H9shMYvqfoqltVfp5MwuBTCncg6QWHleGjfCqKZfpsKuX7Jepyj64gZVU1EZzNL\nO2ewPHk9okNy+9sFiFiYNm4PMk3w+zErAXj+y3XmLbFFUjL6Z6leT8l/Q05cN0QXkukOYAYpLdH8\nQ29SwMRCQDeg6dU/rOeyJyf3cEWC3qil5aFI2Ibyz30BVlqkz49Os2rC3kDMrugVqE2modhd9IRG\nB6BiJU1A6Trwj4bg0aRvyCF3+hS1cStQgUsdWwETD6FbGnQa194L1WBhpbHuSOP9dkwF2a6wC1hR\n6NZy4xrORBW5afSoHaiEhMElFP8YD3EgaqUqCLOrz9rba3EG5NPQnAZWGzIfbrrlLZauvQiK3wS3\nC+vSTDxPDTTXLwFnB8Q6KHynmDmXSuJCann16SiSPk6A270Q9CO090N4QpERhpb3GuCwOrji8vW8\nnD0JzoCks46w4pHLuEa+SqFMIMlVzO3Zd/NK4xX8EJp5nLtHyVNZn3FL5nEpXk/Jz8jJGbMYIdXT\nrMH3DcyYgg4oeuHu87N4+O+Z6hwHZtbDjcJqVKI2Wx+UO+Hb+kErEr05feMgvjiLXih8Q1/MbmUh\n5hp8A5KEoOILQcZxKRU7VTiKE+JHzH4kDswnP2D376JL2NV6mjBQlkAMDHs3jz0z09SJxW9C8sVK\nUfVHAbE0MlP3TPHvUPR7dpQl5I9JAKRTzzvaoX+A6RaFG9fhblRFbQ1tEOFkUMxh8n84Cn4eeGQq\nLHoD0i6GCmE2UY4GklGNk9r2gt2O8B+InCRw3NVEx/wgaGqCy4I59/treP/x5+F8mzn3fcAWL+QL\nMt7OoiAqkbKz+zPQVUSv5SWMf62DLdfbqe4bxD6/0f9w35ySXy4nZcxi4YQfeioKzVsJZsDSeP/h\n9zPVH7reAVj8q2y1GSpRvzXy0w+1kbRbAmZFKZjujBPlDniAM6VKNUZgPsVDMBWKzsBomr1iYz4r\nSkHZBUMe2aU26X41R2q/A6bVoOfvgK4mu1J26VJZMU10dyn3i3aZDY36XQTD1ecvSd4A/SBsVi2c\n4zUVoM0B9Tvh4BZwSCiDxRdmq7W7gR0QNrDLoPtX1xs9rRzcEJgkeOjR1SSsOgotkF+eCIHhEJYM\nD1ZA/0ugQZAYuF5xYwIhV9crBGnnbrAMhcoG5JFHSdxRQsfiIORhC1wZxo5LC3mf5fBrG0Mj8sEK\n0fE1RD9XA3/0MvFvOfxoS6FsSX/wh3uvLmF/TH+efHIGM7/fdkpR/C/JiWtZpEmz3iIEs1u5dht0\nTYh+UmpeTN/Apz63AnPj66e9tj7AzHb4qk5dm1GNScrbBmufzlMFX5rnUkPHtduipQMC32sg2lJB\n0e+GmAHTdp/PCGMMgyFcSTNEBZsWSDPQvBsyhitGqzCgdhPMOB32GsHULi+kWeDT/ZA0RFkyCDPI\nq7ksjgADIa3PXvJ2pZjXqXlNrZD3t32kTTkMyXPpXfU43ptnU3H3VmZPG8ikWV7+9HwmuPaCX4pZ\n13I6WANdPHf6Jq55eIqhlCUP593GvSWP4hnZxewF+7nkpmraq4K4XyYS83ozuVuHgkew7tMtnDFx\nNFzmB7d6iG6u502KuOchB/m3x/KWdTszUifidP5ndCo/keXkdEOmSLNP6fHEt75DP6H1JRrxC4FU\nkXmBaVl0/MNIpkiUUqkxxtLj+s7nAmGX3RH/HtYOwASJWI/ZSxTUpp2Fwm5ocJdm8DZcnSXXZnPT\n8gxzLbrDexJYR3Tg+doBt0iiE8voXBdAU06Eyp6sNMb78RuIm67Spq1CHWsG/BugJkwRBn8L5C+H\npGsgUPRs2wh4d0sso4Cdj8DIu2Hfq5A+DHYdxtt4PpbRRhanE5Lji8hfn4gYDvE78ynpP4glt7zH\nTTf7QUwmJETAlWB5wItc70Lea2dQYRHei90U3pmsiH/bQESCt0Yw6L4iCkYmIoZJ5AcC+UcQw1qR\ne3yj2Kfkf1pOSjek2/yGnvUWvtgJnW04tk2A0R29G/KtYdJaNN+FgRLtwfJdiwnc0gE7L0qBGOAh\n6RXQ1WauR1smHvAb0oVMEEpR+MY91hl/62bKIXQ/+fu9eYib3sgwWyDqIjUXcBg8OQ6YDtZ33FT/\nNoCmFRFqPR8DJW8rK2fIdK5dmAOdNSCLlCVW4YbaMBXo/M74nnpfy4NXZquYixV6R1aQGFoCFrCM\nFKryNHoqjqiP6D1xLjSNg7hMLEGfqQbJITBt4VYKahIRk2Dmi59TcuYgSJLsy48lMASoDIHBbYxL\n3oV3tgW50B9ivOQX9Cd+basR1xGqH2mNQATnU9CSCKdJHt2eTe7svYj3OKUoTjA5cZWFDbVhvZgV\nn2AS1AzGDC5i/NbKJc143YVZY6GbBYEZHNWpQw1A8uXL8JSo9s5aYUSjNrg224OcJmOWDowGg/sV\nf2Xua0i5RHFf6teJKCSmCwgFESQJ+l7hHAgAjm4yXStt5rcBOeApskFAhIqDdADlO6DXhcrNCIHl\na6aohToSoVZCoBVa2tRYRe9BByxamE1VCQorUg5leTEUlcRDVy3UbYXgRPD3p+O7esp2V8CRz6Ei\nH844C4LjyOy/g9rx6kvPiPiKgttHIfZL7MM7WfHcFAJnTCayoYJpl/zI5o5hMEky/92P4a8WkJCV\nOxIuBOsKF5H55QibF+YNIuacamwhzdzZbwqxkYHI8/5rt0nvfUf/ayeekl8sJ66ycKFucv3E15aF\nTpEeMF7rK9D+vx+KkBaUma+Rmbrew24c06nSEOOnGZMtyg38Kh7HXxpMli2tlDR3RZfPZzQpbjXg\n7YT9nykFpBskhTZBEIRd0KhwEvEp4IQBN+9Ddgn2Pj7QxHgEj+/OqhSsLlbkwS1ASYsaT9d4CCDO\n6AdrbVLYCU1WU+uFwBK1dofTwEWcx8uPrmfZexks2zBF9fMIkBBggfOBgEhEWTbTP/gb0UkJ4K1V\nJe5+sTDCo77vLsjaksrO+9IpXFXMp2+NpTopHHkYut51MOi+H3j79qPUvhrPtwfHklm3Gy4TfD5x\nAY6sdhLv2g+dTdzbPwvP1TbC53bBfRYKHyumdYAVV30QKcH7iE9IACDj451ksua4t8dLv/kNX214\nh7KhfY/7/in598uJG7PQOAudYoSewUv4xz4goMxzzanZgIm90GCnDpRVUohCRaZidkR3YfI5aKKb\nOV5YYzGtEz1vCybFXZ0xXxVmlzI/TBrAFlSTowJj7tZmLGcG4P3Gr0ew0z+lna5YO9F5dVTVh3Hg\nwyMMPnegGtcYKzyxgfqWMPhxOQy9Vq1VB3bdgL0Byj6G8EuV5aNTpNqq6nLBZJtSLEUg/L0c+OII\ng6Z3QfWPEH+OCgIXfAj9z+GtO1Zz0X3zOLD6MINn9wcvJAe+Sv6ey2hoaCQiIxhZBoywqGuvktCo\n4iFBDzeQfMUetsdMNPqbYDZkqu0Et41XVn7P5dGTyArayR3xrfzQd2L3v3JK2zpynGf84/1xyIMc\ncCzQ5pT8O+TkDHAeT1kcKwGYm8CBCaDSQUytXHyz0EE30gAAIABJREFUJ22ojadjIjbMFOdRTHfG\ng5mp0PBvje9oMI4NRZHU6nJ1Jz0CoQRB2D3VNCyP4pozs1nxaqZaY2+f+bWrpf89FqD1KHid0B5p\nVJ0a11BtXKdfEzSHKIvIDhzeCGET1Bo0ia8FMobvIPtAKmHxjTTkG4S/CUYAtEld84hZS9j15ASG\nXl7L/ucPIAdeBHXboM9MbPPaca0MUPPHGfO7QR5US7Wv7KDPW7ncNN9L1m4H9aWNfPD6GKKHRxJ6\nQx0PhO1m8dIMqJdkf7yLkaclEhYbAglusNhgMcirj/+vXboum7OHDeDv+7O4fcZFANz0YTYfnxlL\nsf/gn7ghTskvlZNTWYySPTfRsaLdDwfqyapdDG36d6A2tsZGtPkc1526j3UvdAGZQJHPXhaqGhjr\n0m4Hx69sbcUsK28DrvLCcxa1cSOM+QwFEruuiIqFiaYr4ROLmT08j7Vb01QH9Y2YBMNWoNoFXpsa\nT/chCUQFKiVwVEJvoZCaa3yur/R5GHYd12Xm8L4nheovIgkYdoj2ioFkPv0FFx8O4P77d1NcFYHo\nqEUG9oeEs81WAK2Y1HxWSAzaTcunEdT06Q1xgrHX7GbLfcMZ3/INm6ZNVxiTaah2iL8HKiH1gi3s\nSBsLdLJhxx4mjjRxEk9mfcSQgBjOHDeJxLIDrGm3kvJUErMj81j7bRpygzpv1YW/Zd7bK3/iZjgl\n/y45OZWFtix8sx/6tU6FNgMLgM8xzVz9ZB+HIsrxrSHRikCnDKtQT3l83tc8mHoufVzHTtpQSkPj\nJDRwqt44fhqwzgWD/aCvkREpAqwSKo2q0GMbX0lg5zNgHwgJE6HtMESOMmMwVkwXqXoHxKYqa6b+\nC/ALhiAj5eo2xm5DKZSxEtIFPAAsBp7pgBQHfumduD/cw4KafXw86kIo3QZtRyBkgVJ6aaggbY1U\n4zULcMHa5/P40lLPU0tnqgra7TuYe7GLNW/lsGZNBmu+a2XNxn7kr0+EZQJucSN+a8X7mkD8BuQ7\nIPwlz7yXw7dnlfLJzAs54961rJ08GwC/7W4iw6uoKumNmCLxetU961fVjDtG04mdkv9JOTlTp75V\npMfqM4F64iWjCF31hreiEIThmLUfWlFogJKOcbSiTGvNVKWRmHo+nTLVx3W/U51dEShl1WH8DjXG\nPgQMtkE/AUXg59D+jwH3DvNZjwso/FZZLSNvhDHzwBmG49JBak4HSim0GecGAKGpUOlV646aDv4Z\nvPzQejVuCqT32qOUVxRwRBLiqFO0eOuB/g5WPZrLzG+vgsjRfBziVMVh8WMgdDhzZ+eqO2IvKsPi\nEFAjSLihgNXP5jK/bhhPuabCJAi0tUKv06guC+SLL6Yw+4YxLI2YTH7vRDLP3smd9iywWZCvw9i7\n98JEmDp3Byvf/JIbXRl88uiF4JXE+nUyb+EWrs19F/coP3p5S+k3YT9eryCgTEF0TymKE0NOXGXh\nq9t8G/FoBRCF6oodgXoK9jPOyceEc/vRMxagEZ3B9GSj0jUdWgnpTEcrsADCZtWpIKZWEp2YwTqD\nCGfRgmy1Fitq85epca7svxkqsqEDli1aDdWblRLa/ZJqLTBgmlpTUxnUt4GAju8C1dzVOzlr1mZw\nwLI/ZKu0ayAQZ4EkoCsA2uCKOydDmRcqIffoMHCtUz1B51pouj8Me2pnd8Harz6qZk3HndBVBUkL\nFAlvWQnDZsPqr1THemnUroTZG6Ehl+Ink1nzdRuuJQHwnCSu+AhFqzqgtx+541OYl5PO2Tf9AO+6\n4GvB8NGNbHo/lKK9ZQjhIVekwE0fsdfVhwN2f+WiVAN5grQDYaz6cCzL0y9g/NItXF25jmLLEADa\ne2vNekpOBDnx3RAwg5w6rhCG8o1DfT6kXQhfTk5tTWjXQhPY+roV2jWxoLAUtXSXkk/ZvZacYZPB\nG6gsiFDM6krN6l2DUiSDVJXrHS8OpbooCgKaiI7ooro9Sq2nsQwOfwCpN1L4QRFJCxK7wWS2hE5c\npcaiD9hgsDDrWA6shLDfqr8dqKbOW1BW1U6gRUKkUczVqTo5i3sk8iE3ZNpI2FhMeflqukb8ThHu\n2N1MiX6PnD0jKNwcR9KCBKXwyl4A6YEhV0LpZnBM6ubo6D21grKQWFgLT16SxW2FmRABYowXea+F\npM69FE5K4dLA9Xy3rz9Fm/vAdYLf1G/kHc8EeK0L3rSTnbiTjJaR8CQkTShmzaWQvKcvcr4Fl8vF\nMnkDt9hf+BfvmlPy75CTN2ahN7JvIDAEVf0ZYRxz09MK8a0c1WI0yaEWtal0BgR6ujkS2LWSoAVn\n0lIQanYS0+lQUFaFC/WE7zTmawQC68ERruaIpKcb5cV0VTyYuAy/erCFw7sgDruQS2zK/NfByf2A\n5ylIug46HeZYOohbIWGUgCKvUoRXWOA1oKsBYsOU9dQM1HwJQyZDWwcceZFB46dQ/usump9KZVBy\nHeNSyjhSIsj+cQLxYeV02f0IdLRx4Mve9Brbyub3Gxh0cQKBwW20PuyED93kX1XKgZV/Y/5Xf0I4\nJXK64G57FjMnhOJqk8ycPRp+JaFE0PplG4HznXx5z1ZumeDljq+6+LsNzlx0GVcfOMDfN3zFBfUz\nkfP/izfIKfkfk5NbWVhQLkcnJtoyGLU5dG8OX+UgfX50MZgulAK1UYNgaJ+D7CsZaCoDC6TE7GRv\n1Ui1GX1bIIIJ227DVFAOlHKIwXTofAvLvHrdeRCcBi1dEGJXGY46Y95gevbzcLihwa9HJSoVSyFm\nsXqvzY+zpm3m03XjwA0ZM3eQ/U0qBMPCCRv4cMskNWb+a9DvUnC1QesB8HOC+zCxtw3jdMr45KW+\nYOttXpM/LLkpm03bdtCV6yTzmkE0NUue8BtO3/4l7LlyJFwHLJCE7W7CObYRi7WLkuEDoN0NgTbI\nEIrXUzcyClLIc5EE3AG35WfxxBOZPPNZNjf+yqcOBqiprSUq8tjI7yn5/y0nr7LQWQDNkSlQloVG\nO+psAfwjIY4vX0Q7Zom5by2HUVYud4HthQ48n9iR5Raz0ZBvOwBD0pxvkdd5kUl604ayEKxGX4/D\n30C/6eBxQYDNRHzWYsZNtOURiLIkgo33Y4E9LXBDEKw21j4FWNYB0f7QAHt3HiIlJQpuDFX0eC4v\njLaodOunwP5WCAs0WcHcLSCDjPRuFRx6Df+Pr6Pz/RrI6Q9tEDi2mTsXbuWeRzKh/mtWPGZn+owE\n1m87wmXZk7FN6sCVZkcmWfA/3Iaweeh8LRgelarGI8TNQ1ds4E9/LIeAC+h9WiUjri5hze8V98Y9\n92Tx4IOZPb7HmppaoqJOKYcTTU7ObAiYcYoqzA2uFYULtdl1HEMe8zkN5NKgrQjMGIYOlnqg4KNi\nxHBwP+9AbmhRm1ZjKhrpWZnZAnlNF6lzWvRYUikKB0pBtU030Js29X7J4Z5oz16YzFsdmIpC82PI\nIPgWVi3NhRIJr0r4nQOcAlwtpMweCL1DIVvVm8hqC3wJfKS+p1Uf71Vr0es+/BE0gnBI6IoBvzvo\nvCwYsmtVbYpT0rr2Re6+PMNg15rBE1XRJKdUcNl5rdivbGbA+Xu7LTfXkQB2t9diSXFDvEDcImGE\nH3+6exKs+Q2xceWU7Q9lnkfh7K0DvDz4YCY33ZJNQdHh7n/RKUVx8smJqyx8dZsvlZ5m3fZhyuo2\n2X0BU75uCSjUpe+xyi2QCMkLEujdq4LAm+ohKUSlNwPVeC8/sL4nWMuJCePWncdDhFkl6gH6HzIz\nKxKI7a82byhq7IYj9LZXqOyEVnaRYJnepayU3jAsspB5l6SrzyQK1Q6xCwgJVi6VAPFYJw8+m4WY\nikKfluxh9au5zLss3ahdqYHqGuh1MThRbNsOIEXNmTLAj9VP5CKdApJupba2Bi7w8uDF73Pw46GM\naAASptOVGkjUDx7kQAvzzs5FfiqYEdKJN1jy20e/JPfMPUpZvWBhUt0PWG8TtJZKbrg8gzXrc/Ec\nshDzRg1nnOckObE/V764/l+8IU7J/7acuMpC81q2YNKuNaPM62OxF1pp6B98fltQcYNQ47xDXsX3\nePpYtcmAssmxtD4TrjakJsdxwxV/ndwzwNqESd5rN163YsY3LEDwAFMpNZWZeAl3LbSXQkg/ytpi\nIb4KDm5WFald4N1oh7at0LKJPRVJXHvOK2ARRgp3u1pUOLBQsujmbCJa6rnnD5mqviUG8NQx97p0\n6Nyu2gLER0GvKCj3EpbQCPVeNdauJh77UxZ7C1JZk9vGw8m3gg0e+Os38J6Fe948F/9Xmth1azoJ\ntxUx5d71bOk3lBtv/IZvnh7Kot7Z7HLEQqjku5whpK04DdHlBmFhw4en4z+qmaDd/nywehOP+rsJ\nPlTHBb120u7y8FjWOmIG1/3Lt8Qp+d+VEzdm0U+qTaDdCe3v+xRe9SC38RWNn/DSncWQO9TvoRt2\nsn/lCILGNtNyTT5QDkPnK2vBBTwl4Q5hui/4zAlmZkViZlcCgJoG8AtTG1qvoWIvRKSY4Cp/Yz3t\nLSRFbKGwYjQc/RRSLlEuiR3wNoE7RM0fCdS2QMlLEHUOJCXAaAh9spzGoXHqul2dYPNXrR5fAx6X\niDqQbQIaloB9MoSlwkQrZAMh0DuwgrLaWLBCYVYxDzywlkt/vZIzjnyJdWor7e+Hw0gBhSBvFYir\nJbzYQe81jTgXteIK9ufVp6uZvnCUqjXZBu+u2sQFf5iA3APJtxdT8HgCbW1tOJ1O2traeHlDLn+a\nOJSmwJh/7aY4Jf9f5BfFLIQQ8UKIb4UQe4QQu4UQNxrHw4UQXwohDggh1gkhQn0+c5cQokAIsU8I\nMcvn+GghxC4hRL4QYsnPThyOWfwVQk80pbFqKYWpQHScQrshBu/EJVM3wN6/IYaDmAj7nxoJ2wQt\nZWWQlgZj5qsxOoz5bhQKMFSxRU1SY6xBKy3d6EoAER6lLGqB6DC1zorN6n0rEJrSEyJev0vBuh1B\nFLZNg6K3YfglBDpbe5bCdxh/73we2kqgz80QHg9bPBAKjfFxZvcwmz+D5h9mZuYWeBk4LJTL0bob\n+t0EYWPAblVl+w7AKykfFw2eNhLjSrBaBG/mXc3UG1fRlWJn2X23g1fQZ0AJ8lbBQw99x9ySPKQM\nYM4HBRT2GkDx3mimZ47gr0uyoU0weHQR589VimLQnUUcXNSLhsYGnE4nBYeLcDqd/Gb0MP6w95Wf\n/ZefkhNb/qllIYSIBWKllDuEEEEo/N1ZwKVArZTycSHEHUC4lPJOIUQKiuwtHVWY/TWQLKWUQojN\nwA1SylwhxGpgqZRy3XHmlIyWplshUU9dXW6uS799g5s6E6LbGgbC2eM2U1/nT3ZlandMYfR5a9i2\nZY6qMHVhUM+hNr8uOAtHZU9sKLekVo2HE58Wf3sgYlhPYJeGjevK1XZjjhCgbidEjVRjdgGlGyB2\nkoqB6FRjI9DyNQydAfNRnJt9Glk6YQeLr5rE0lc3sJgMVesxHJgm4TEDRl6yDVJGwVGhrnUWZhPp\n5m0QOBpavoFe09i35jAr3jgAbichge08+LQdxkXxlzt38VTONEZmFnFmexfNVhfbPgrG3SooWOSP\nfDyYBVfuY7knjcaIcDzp/pz9u8188rdxrKi7jPFVd7CzrJptnS4WxkbQ0tXFnHHp3f/Xv69YwYxf\n/5rIqKifvedOyf+e/FtTp0KIT4BnjZ8MKWWloVCypJRDhBB3AlJK+Rfj/DUokvdi4FspZYpx/ALj\n89ceZw7VCkC7HhptqUvQoecG1f0+exnHI1AWwV9gxdHPuOb5X6njLUfBv69yG/QTX29ebxmE9DZT\nqzr1KjExHjGQ98o+0n7tgND+ah16fXptRmtDqoAQ8EvrxL3f38zsHF4HnmaI/rWZRu1qB0+AyT2x\n9UWIvAruMua+W8JYoRRYoYQAF+JcG/KAMJs6/xrVfV0Y1+RFxUmckVABs2d8xNpd5yjcwwteeNYC\ne/4KkefC6H6QCb2uOcz9eUe5Jn4yc9uzWJ07lbMObCZ+bjPPxUyH7V6uuvBZmh5M550HJrC69P+1\nd97xUVXp/3+fzKSQHkISSiABQm9RikhnEURcxbLWtfcG7KqrrK5lV3fFTvOr2EBUbKwKCoYmvSZ0\nCAIhjRAICamkz8zn98eZGNbvuqu/r0rYnc/rdV9z58w99zz33nOfOU8/D8fhKUSfLOKxqha83KM5\nXTt24MLV61k03OalSNmYxhsR+bwUfhYJ8b5ENU0dPxmzMMYkYnXzPYHDkqJO+a1YUnNjzAxgo6R5\n3vY3sV4DOcAzksZ424cAD0n6X5VgjDGilxpDyb9L+qkBXw4aM2qdovg0btmKXkEG4xSe7QaTDOP6\nprL4UP/GlHcNJtkGJtRgaSn3nrfBEuMR+J9CSEPfU/NXNOSdqBRUGch8D5Kv857T27+sFKoj4bjw\n1IBfe9NYkCj7I4i9Eh02mLfx+lEARrDB2HM3WGTKsG7vgYJSY1cnA8E8I3Sxl04JAk1jLEvFJxB+\nBbgzmXTXYaa9OxxuLMcxwQ9T5U9UwjGKstvg6eCk88vZHByXwIzcNayJrGVHv1gOmGSmzV/N15cf\nZYG5mplLVnPf+Y3OVTNWrmBsYke6vNMWz5MOPkm9k8q+pdzk99F3H7EPTRQ/iZ+FVwSZD0yS1JBa\n9lT8tJpSN41OVQ3fG9oavjfEeDiAVjD35WVQUw5Om6xXEfaaPdsNI6/bAR5YvLW/fdFODR777spF\ngOOEZRQNYzhN47gNtT4adCqCcWel2mjQ49iCQiFAr+vg5AnLPOq9KwP/SBgFiW0z8YstgEiISC6G\ngsMQchUccWEmYCM/twErPLA7g6i3CywDGwv9E9IhQnA+UG3wG+myDl27atGrBuplc3Aa05j5qxkQ\nnMSiuangDGHaM5to0/wogSecnBWzDVdNIIVfJtCiqBST7aLorkCQoW19DlceO8DBw90x2fWcHe2i\nYnUHqqqqvmUUF85LJZF0tgZXc1ZJDJ4nHdzNS4S6b+Pmg/N+mvngw2mH898fAsYYJ5ZRvCupofJs\ngTEm7hQx5Li3/Qi2blcD4r1t39f+z3Hiycb9kBHgN8LqD7y1PxY/nsq4B/tDPTTrfZLqPaHcMGF0\nY7GfhhBwJ5hkwJPc6IbdUL+jGq4ft553vxjcmJ6/QU0bEg3Ht0PzsxoD0Rpcx4Fvk+0YoGgni3f0\nt8ylwWMz0DuWI9p+NoTGu4DlkB3YkYvHfM3CpdmUZdaAc4RNjx+I1adscYO/A+L9wHSi5H1sZO0m\nSC2Mg7MNLLTj/DZ8M+8eGwDBgSTuyCM7ML4xFD4B8BfsMBB0Fpm5q0l59zB/PjGa0XXfEFT3Ao8k\nTsQ87GZa53V8uPEEhfGX8ZuYXbwR0YqoVr35VVQ3qHWgTg5G54bw9bABAMxfv4Etf1/OBRcOo4hK\nWtV4mHI8jaKEngxfGs1XUSfRQF/6u6aMVatWsWrVqh907A8SQ4wxc4EiSfef0vYsUCzp2e9RcJ6D\n9WRYRqOCcxMwERtBsAiYLinln4xnxZBT1z0N7tF+QBVEnH+Csk+jCYmspJKQRv0DfCu6JMXmMKTn\nYeasG9IYe9Ewd081hzacv2Hx5aJRyXkWtthPg8doC+9+Q8i6qxacgd4Ew4chtK3dd1VAoDcPg4GQ\ngEoqS0Ma40qc2Pob3bI5mJJgT9rHSc7CfOpdblatzeW2m1JJOu9yMr5JgD7YEoXxgkIDQ7A5KlzQ\n5eN09o/uCmyE8AFQ709C2jfkXNQFdgucfsQ0f5HC45fTcYSLe758iT/sfolfPbaBt2Z3IbGyJSp3\ncE3S24wIWMV9J2cS1qyc4kPxEOr1qa/2g2Yu1Okf/186fZ3DwV8lcH7qOpb0H0KLk4c5GtgSf39/\nfDjz8H/SWRhjBgNrgN00hmg9gg2U/hi7WsgBrpRU6u3zR+BW7GszSdJSb3tfYA5WuFgsadL3jGkV\nnIE0pvP3w1oANnrb/LCKzAoIurWCmg/DyHgnh6TLEujcKosDR9pzzYi1fLDGFkY+8Gk2736azVMf\njGgcqMEKcYr7Nw4gfzmR9yZTOt+rtW8QVRr0GQ1u2wU0ijOlgjDTmPIu2A1+jn8sb1jtpf1BYHI9\nbboWcSS7FQc2ZNP5xkSogoCWddTtC4A66HxuFgf2tIdY8H+6nPo5HlgSaZlmQzBag1v3qSkB3cVQ\n54AnIqAacq4/zMgVVWQu7gIu8fBNTzBl/F84mJVN2+ou5H6ewKzFMbz0zlpC6irYHlTCJYmFFNbG\n8bsNuxkSGU+r5uF0SrRK3YNZ2VxGGc5aDx8HRtGpfSJjKr9gX3AXDpvO/3I++dC0cWYGkvXVP5Qr\nnDZpNZOeHW5fhiigFLQTWjxXwIn34r5dGUy4eDUzFg5Hu8CcRaM5syHcvOF7g0K0rhoCmkF5AbSK\ng+w9MKan/Rff8SH0Gg+mWaMnqIDKPIiIty/tUbjz5jXMmjMM/MogLOJbpWnEnScom/A59L4FivZA\nTC/Y946tE9oG2AsUPA/hY7lsSgWf7h1kYzwaHokTK9qU8I9WGrBMqR6mPbaaSQ8PBocTypeDI5FJ\nDxxhzp87U3M4jGvXb2NBZA+Kr2xO4oTDZL3YDvMCfJIwj+GzJ9J5UgY3unaS7QhkQZd+pBzfwf7y\nSjLroIMD5kY2J2HeUjb+8QrGp2Xz3rBu5BFAREQEa3dsZUVJNqVVLZh64XDWbNvJsLP7/Iwzw4ef\nG2dkIFlCYDpUQae0HVALjx/pbV/waOyL4gQzEk58EGc7GGgdc4wZH/eBZmD60JiT89Q0/g0BYGBf\nwBbNePvBtRAeB99sZey9NZAG7J0Pva+G2mb2H/wkVkfhBGIrIXuJbY+AWcuH0WzHCcso/ICCPADK\nZkZD4rVW0VhZY0WlxBthkGxZAANjLxsJw3rhKXRYvwrRGDgH32bUHnvO2sb8FGXHLKOKOM6kZ4ZD\nWye///IjSDoPpiUx7aNhdBqWQa9O25j9/jAGvJeF6gyxzhKWrEsj7cJ0rup3OZ0/2Ut9Arj8PJTF\nu6Daya9bd+WJ4Z24PCaSN5vFUBvo5vbrhnK0Kp6EoDre25PJ1RsPcrSggGEhyfxP3nDuvGMkgI9R\n/IejyTKLnJruEAgH+yZjhroo+yCq0aRZizV9lqixNoYgP6ElnBcJ+xbaK2uIvmywnDSUK0yQLbDj\nBo7CLTcHoO1Aq76kPPKNVQ72+E2jfuFTQYjg8zoozIT4LtDqfDhYgjmxB9a/RPVZ0aQ8tw6uxTpg\nObzjxzbDRAm69seclE3cs9h4ywtCyqedYRMsP5Fkw9EBPC82ri78BIKU9UMxpYLZwrjjrAjUpTkc\nqSdh2z5efukqJlzwOjHRx3A3c5B21xDSzFDwh5TifphF4olL6hgb05fC0ip+//wEthRW0brsBD2C\n61kVPIA23Q4S0qyK0q9bceubzfg0IYQ9cZ3BCHX0ozQqg/GDzyEzMpJWcXEErKjhwq7r6HakIRDH\nh/9kNFlmQR30T06HZqA9zsaXPRL7EsfBuL5p9O2wr1GXsAdbUzTpYoxDpzhCLYcdc7i4/xaeeng5\n5BpwGsYP2WytBSPPIfC2GvuCJl8HVdD6lSyvb8IB1N9A9XEYHwCtO9gXPgRISkXNe/LnF8+GqmMM\nPTQG5gHBkd7I1jLYvxal58MBkNtYZhLk8ab4/wxzXRjULuFkcbSN3TBAywe+jUaljeHO3ywGQCMM\nPZ7egcYYTFk9XOik36ZtFMxoQ+X7VVx3bVvOSvqGwMXVcKuBNuA/txwegcXRaYw7tz/jFqZxQXU/\nXn5wJp2rEjkaHUV8UDipNQc5cjiByXs2c23wcob/uoCkxAQS84qIC2kGwIPtrwCgJsnD31Kf5+Cv\ni4l/Z+XPPxd8aBJouswiCAYmFUINhLUps6uHkVhm4TWhLnqrP1szu0H2eiJblFkFYgTgDyow3+om\nHn/cyaD3E1kYP4DHnjnPvshlsGDDOXaZfxjqVpdARR64oc2vcsm/qT0c/RKiO2PaH4SgOOvA3uDn\n4YF+00PBwBOv9IDz4gh5uQpKD0BwKATB8KFZEDcUPEVQMtP2XQvU+tlKaF0uRdsN3HY+bMkj8MpK\nUI2luxqm37UasmHWR+OgvgbiwZlch2PnV+hef5gG297vy0N90njlvic5J2wsSwcM4clH/wD7PVz+\n+ib8g2opPOsEF4b34X/y7mLxqH70Dktn2IF0rt+7gR3OCh7ZXcaK3OOoXQCtqKBjpYM3Lh7KuEf+\nyB+q1nJB+zBmrV5Ki+hoNuzYQrCqeKT/H5j/9494aua0X3Ze+HD6IKnJbYAYJPXO3CzGSCRLjPGI\nnhIDpdLSUr0552vRR+I8if4S873HJcu295QY5t3vJTFamvHGKnGOxLnetlESgyTWS+YGl+gpJZ2f\nLTqViFb7FND1hAiYJzpKRCyx52rv7du9RCRJjhF1enPuGnUaniUe9o7bw0tHL6l156PCuVatW78h\nWlcroHWtVmzZKtp4j21RLNpLLUsyRUuJeIm2EgmScc60bYGvCqdLtJKYKDFPIq5YrHHr968tEPtd\napeQLeZJjvyTOutQqsbenqrwiqNqv+OgmOzR249cL7O9Rp1WZMkvu1bsq1enV7JUV1enPYOSlHEo\nS5JUWVmplrWHFJF/TKvStmjuinWSJEd2nboc3K2/rEjRs8P7yYf/TFiW8M/fy6ZrDemvxpwRzeHG\n/uuY8/wQxly/lWXpfeFObCwENHpTVntTyAXaPpRiTZXucjiaBfF9Gj003RAbVcjx8hirK1hJYz5K\ndz2E+8Pe16HbHTx27Sprct07G7rfbA3CgY1jn1+/hCW15ze6p4diFZihgKsO2gQwrPNOdu9NoKQi\nEo5/BoGtIHwgjJN1sHq2BuqCbNoKZykl1ZFQ/DG0upKbLl7Ltb8JZswHfeGNw8A+2rnaEbWtgp0p\n/UkevpkdrfoTnZBPfVUA5YdiiU7Mp3R3DJ4A1HuHAAAcyElEQVQEF8pthrNlDY6IWmqXRNDimlzc\nL4VTPDmSbmnf8JfaPE6+8D6DX3ycs/NjmXh0PcGT76P444c5u6oTjspSrhl7MXesX8wC//4UDIj5\n2eeAD6cHZ6Q1BDfcOXyNleH7QHaeTYj5ycwku5x/JsN6XFbwbS6KkIn1DDt7p+1zHCu6ZH4ExenQ\nqQ+X9/2yMSL0+HaOV7qh7FCjrgAgCLr1yWXS6AU2D8SJAzz13gjI3gI9bvbGgeTa8xzbCYLDbZOs\n1+U3UzEP1kO6G/zc9pxBAVAMa1aGUFIXaXUkiZfCsIFQ5IGlVfBXwBMEpevgbii5JBJGA3FXEPbr\nEmqfyODmkeH0enULo9blMWIN5O7tyM6Isxh+bDP7enSBz/0oyY6l/LFY2AS/DZjL4MwNXP/Ux2y6\nO5wXczazdNlHONrVUvR0O4onR5KRlcOxzFZsKPUj6/fn07lDe9JaH+NvV4yh/9+u5JHES7hu6DAq\nmlkHq2uK6n2M4r8YTZZZOJ6oZ9aKgaS8mMbY8jRW70kmfuRRIkdF2NVBdFKjAtNhK2R5OvmxZlcf\nUp7ZCMGCzHSoOgQtB4ID/p72awg5blcP83tAWUsI7YiZUUNC8zzYORUqD7Hvs5VMm5cI0QMIiXCS\n8sImcCbYVQ6Afzs77rE1cPwg6ekdoe4VgjfcgO72t27a5e7GVH8uAO+K5yhw8iTs3MbiTzdATQjU\nw6CLVkPwYIY5dsJYwbwpYKCymz87Jg/D/3A9VblhvJ3Qjiu+KeKr6p04j7lp1sNBNMW03n+MuIQ8\nHA/WcPedLzJ9wWRy/dtz14KbKHvmdfzKljO89x24RgaSMiaVWZ+sYWPebMp2h7JpSwUrPJ0AmF2z\ngD+tmc9zw4ZSdrKCm+6+kTuGXwDAyPHjf8EZ4EOTw/fJJ6dzs2SdIkf1lojeZOX3ZK+Oop+V+U34\nZ6KvRwyV6OXR9FmrBO+LJIlhHqtf6FYiWnk0ffp8Efyp1T309vbv5RF9PIJpCr1gp7VNdsi1+oQ+\nHjseb9vz9PGIDpmCafZ35ojXXVq8eLXVhZwv0VoiUeINiXsl2km08Yi2HhG6zOo/XvHIxHtEokfw\nooiV2OdR/8LVGuj+WuDSAH0teFq98lM1aeEqSZJJ9Wh6yiqxQ2Kyx96bVI/Y5RG7JRZ49LEuFFm1\nkqSHPE+KrDotbd9R7HeJnZIxz4j2/yinvr7qK121ZYmGa7Ek6a+rPvjRsq4P/xngX+gsTjtj+KdE\ngS6+fbNSt+4VZ6tRcTlAYqA0+a3PtXjZFnGWxBCJDvmixzL7AieVqP+Qd0Qvz7cMhfb5oq9E2Jfq\nf/F2e1N6es+ZdFh0PC54Q/A/liEEfWaVlJ0k4vfbF5pXZMzzol2+bW9RbhlBV5dVSsZLREt0kHB4\n5PhTjQj3jtNS9jqiPCJecqRUaXHKFtEiQ9wp+c2sF90Pye/6egUdqlCfv6cKnhYU6aHfTpYzs0oj\nl20VOyXWSKP/vkSLN27R4M1bFFBYKv+9VfLLqtUt5TPFQY+2rF6sfg9vkd+RSoXsrBDpbi19ZLKm\nXnKDtny1SDHPFerO91aJO6Xl6z/TbXue1j1bHpTH41Gngj16Zfz4n2Ea+nAm4F8xi6ar4OxzCl3F\nh7h8wEoW/PVaXNcFs/rlnQyf0AcTIVRmoOIIhLRpTLZbUgFBhTgmtMU9zd8Ge6XPguSJJDbL5P5r\ntjNvfyWbPu4IZXkQ04MrRqbTMqaemVOPorBk8Pez4eTHVtJn9ABcx3ax13UPVBvMnfXoPX9bCWz0\nQdjTxYoYudhiywMEm4yt5bEDyF4G3c9jRLMXWfXQ/dy//G227u/H6h3JjcmAb4XAoRXUXumEEzOg\n1UMwQjYX5mKgEF59KYV7Op2Hn3HhrgqEIA/O4FocRrz/7jR+c+nDJB49Qk58HH7N3BjjwVXvwNQG\nMDxnO5n1/oxXCStdrehysIRoVzltexQRHdgS55al3P7IlF/6UfvQxHBmxob0FARByEMVVO4P4zH/\nVTz10QhG9dzGik2dwD8MegB3i8e2rOapj4eBS8SElVBY28K+gDUQdFs5NZMWQc+L6HHtXvY+WwNl\nmwAXdHgU6ldAxCg7sBPY8Qp0vh5qA+HoHBJGXEhOerxVitbBsHM2sWbPQAJUR50jwOouTmDdzf1m\nkK8JMApY6oZoF+x/Fx69DaYBntXQbBhEGsh8EzPoFpTpB4WLoHYfAXGXUle4nMePHeav6x/Fc1kq\nEef2oHRENObOWtplFZJzsI2t19HZTVB0GdXHIuCAA0fySdyuIMh3YvxkU/yHWBfUDGceSSfbEBhT\nTX1ZM4Zs381avx5MHP88YWnl7NgfxRc3Tz4dj9qHJoZ/xSxOu8jxzzbA6hVulkyyR+aueq/OQI36\ngoA1Xr2Cd6nf+5TPHl6RZZAU2/pL0c8j/OfogQfeFEyxW7J0463vWVGkc5Vgru3btdieJ26n/d5R\noptEtzrrR5EgESHr85AkEadG34jbJBIqRWtp0Llr9NhjH6hNm2fETdJbs5crtttx66dxrsSFEhF/\nFwsk4tzicunAgUzxvhQcWyA6Z4pdbtGzXuzxiL0e+c+uFQfdIl0yWXXyzEYt3YfkOFoh9nkUlV4g\nsmvUujpDeUfydfBQhtgpjf4yTSazVldcc7NMfqU2r12qktISNcuo0IHMzJ98KevDmQvORDEk5KZy\nEsqPM7p7HtOe3gbJv4dab+6IhpDxhpiPbzsCeWttiHY7r+Y+fwO0GQS73wJOMv62gSS2rGHa0zk0\nxJPHxNRS6BkCrc+G3auh+3CozYWaCmJi4yg8tI3x0yNY8Pg50BaSo/azY3NncBhbebzAz5ppm5dD\nQARX3fYwH02fAg7DgtmbuaZXV/jUgd+1VZxs/gYE9YEWv4bRMClpNdPyh5PYfT/X1R/li/sCYFkg\nZWHR/C4nh9/1GG7T6mUakqJyyIhMgK+ALeD3jAtPnhM618D2ICY5VjItbCQ0F87QWqJziih4Ix6e\nqAe3H5QZ2OmHuaAG1QSiTv/8D8SH/16cmSuL3hJhn9kVRW+Jdln2H3+URHeJs0usBWKwRPgy0bnE\nrjJapdk+vSQ+douIQ7Zf1DIxSHrqqXkiNlf9+k0VzLC/da8TYav01FOfKSVljQiaY/t3kVVmDpa4\nsFTwNzt+SwmnXV1YbjxFtPdYr8zYg1qzdocSj6WLdySeljrV7pBjaa1SNqVaT9Qoe01jVy+UOVSn\nnp7NwrleXCKFbD0pXpD69p2poNITYrqUeN1hDft6qzhYr3Y3ZOv8CV+JnBrxhUftU7PEgXrxuVtc\nI7FCchSUiy0ecdCl8NICsUfqrG0KPXZCZrdH56zY8RP/H/nwnwLORGsIzbday0SiBC/pFs8MEfCO\n6FQuE7NG9PZY5tBHIlkyAW81iiHhC7ymzZcbrR7J3t94sbFfD49oUyqYKnhT48bNsKLFEO9vXaVO\no7PEeIkrZUWOQfau0dwjbiwWYWmifYZlIF0kEpeJSyUcUvjJfHGbFFJxXOTWiFiXeENKuiZbTJa4\nU2KlRyyX3lq1QJ3WZIl0tx17vn14Y5dsETs9IrtG9JVmrFihlfuHiW88Ir1ebTz7ZfIrRZo04ctV\nMvvckqSAohKxv04BJ0pEXpWmL/9azrzqn3hq+fCfhn/FLJqsUxbhcfCwCyLE4pRBvH31fbw5KwEq\nS1F0X6gqsccJOLQYJd9ilY27noOQARAgSP4dHHi9MS+mB+hwCVTkwM7ptH3/EJRvZPGSQdw9sz2L\n0++zNUGKAJfhzUdX0ya01Fo0tgJ9gUwgfAVUzIeUKAjxg5COGOMhJqEIxp8HfxIRJ45TUdQcbofK\nlTE8sX8NxDlok3SIpy4+AruqYQ0srk0jtWU6twy/mIOLEgkOrITP3NBbmMM1rOzThV5bd/HA4dmE\nlFcyYe+vGNF5NYuK08DloM+KYlpvLIPPYUbtUPod+oZmx8swZQE0jy0ipKKWyz/YwIRRI6lvE/RP\nbrQPPvwwNFmdBa3ywb8cSo7CkBGw+zhcHgTLwu1Bft7yhZWlYE5AqyQor8UxyuBe77VSZG9j2EgH\na1KKICSW4UkrWL29Gzj9oNgN3ceCpwpcwVBVCOfE2OSBAcBUERJRSuX4KKj6DLgEHIaELnnkpC2F\nZrdAWBXhL1dS/mAAxEXArW4crd24U/wwF3kI7FHD7TtmM7PFRPoe205ah2TMNSL++cMcvugj2hde\nQmaLLiSuzSNnfzwM9N6AYBdUOfGPK6d+SLjNi/EnNy/VrMM/Eg5UwWvnJXPX5h1MHzec1puPUVgZ\niSs+gM41GRzwdCIgppobP3yV1x944DQ8QR/OVJyZsSExrSC4C0k92+Mw9SS+XgYrwqFdKZEBZTie\nPErHmFxaJ9RCdgrkl0PmKtzLAyD1IygvhYhE1iwvgMojcGQDq4/8DtznQ+h54Cwlsm4p5C4GjkFI\nCPSHgPAaQpTJg+u/5tzpWTb/ROilEOOCQMgpiofoW2xqP2cg5bcFQUAwBz/IxO+EcF8TAN840foA\nahJeYf2QvuhzQ1xSNnflLUM9HaxL9uf55V3IqU4EIDe3pQ1/DxA4RMrgrpwf9Dn+gXUETysj8ngJ\nZDq4/9hwHnMl8/dOHakvDmNm0iBCCkrJP6clbUIKueGbDezv3RkT5MFV4/QxCh9+UjRdZjEUqM0l\no6Id0Z8eIfvhTpiZNbBuOcO2f8XAXrvIKGvHU9enQnh3iAiHpPO96fNybbaso2ug6BB0uQEC7rCp\n9iuFs3k9NG9Bqd8Y6PgbGBwLFftI+OM+6gYEcTytJYGuXHKO+MO016BwDuS8C0WzoQgCetbQ/qrD\nEOJHVH83xDvp1HUTnuf2gsdl0xcPgIl/OZebm78NK0RK6QVEEwjdIaG0NX+ouARTY/BLdxF20Qlu\nzFsHAS5eqJnA1TNSWfrlRWw/UcGHF7cm4A2XdfA6r45JoVvID2oF2X6ExJZTVRDClpXL8Q+uYtqw\nngB4ujpwdwz43lvrgw//X/g+Zcbp3ADRq0Tj79wkWmxqzEkRuUExIw5bF21mNiplQpaIlrvEHftE\niy2i9X7R3Zv/It7bNy7VKjfvkPXD6Fok+lSrsLBIUfMKNGL0HNF6r1V29vIeE7LanqO1Vzkaukw4\nPKJltRxJdYqM3KwRI6YppttCcatH8Lq4Q+o7baOmzrtHhEnjx28QbT0auHSN3l1zl1gskSYFbKsU\n+1xin0fskUj3qNWsLJFbLdI9umbRPPGO1H7dAZ23dr3IqJfZ6RZ73eJdiUiPpk+Z+u09yMrI0GcD\nkn8aLZcP/7XgjLSG9JLolCtGyFpEuroFU2XGuYS/DXT6amlqozNWaIp1nuJvokuBTKKNwyBJooPU\nujTDWjGC7PlSUtaKjlKrcQdEVwlmKibmWWvRiMpXYs9FIqFctMoRsQe0dVu6aHFIvOkRuESI28Z+\nNP9MJEtjxy7WjQUzxD0SpAueUfe+GXJkVGui5xmxxaNu6w6KvR4FplaKWfXigFvsrNfTb6/U8KwV\nlnHsdVkT7KOWgbBNCsguV3DpCbFQGj9/kx57aqWWpG5UeEWBuF4a9pjPFOrDT4Mzk1k0T/mWESSs\n36+W7+Z4vTVLLCNJluBduxLo4hHOWaKNRyZ+p8Zdt8VGV7Y4ZJlFmxMiYJZAMtd4rGmSt0TLVEGm\nCHhNYF84esiep4NHJHlssFgXiQ4eRdXniRckyLFelc95xBqJP0ldPVvFhx5BrWCKDmUfkpnnETs9\n8jyGjUD9SgotOy52u8VuKfRkgXheYqdbvOeRM7/Cjj/fI+c3NeJDiQ0SeyWekZKmZovJHhX9NUIv\nu+8Qy6Xrn3pOMTU5P8O08eG/Ef+KWTRda0hvQWWBtVYEx0HGOnAfhJ73QnUl7H8Nej8AuV9DZGcI\njYfSSvCvgfIyiOwA+fPwv+py6udMhZAHIM5bD6AGq6Dcu4sxdVlcOVe0bhPHuNvP5cJhqRw7EcrW\nwm6Q+RWhqQM4+WI0TBBB+VXUt/THfWEu8bMNeYs6Qjxcd98s3pt0Obz6AYy4HjaFc2XKCrYc60qv\n6FS+KLrMlpI22AxaXQQymMB6tNafFq0KKUqNgTnig+kbucY5yNY6DcXmFa2BS8f9nYtPzmdizCtU\nFDeHUA9R7Y9SHNjm9DwkH/4jcWZaQ3a9RdToQ5jsT6A+GDqNgVaDYOcsqDsJYf2gCgInDwACbbHj\n6lwoPgARHaBsAwR2pf7jRTDmYXA5QXn06J0B+S/ZoK7WkVz0urjttm8Yd2kmnNzMoqV+bN3TjRGx\nH0HIBZz8Uw19tn0Mrxtq3gnB3T+DJx5YR96DrWCBG+ZCfEoX+CqLhE4XMGncTujnx0cLx5Ad3ZYv\n4i6DAfUQ5C122q/a664uLvpwOwRA0Vsx8CU8PnE11ywfBLfAhLzV6DbQBJi371YCe5QxMXImFbui\nSDRZXD3jdh+j8OEXRdNdWfAqNpFmMcOuPpc18/eBKweG30dMZTWFuxZCXSmEtIe4S62fREQAFB2B\nit3QfAwUnoTwtjbtXghw4Fkw4dD6KohqDk5Iis4hIycBsmeBMSQllJBxKAxG3kPHWem8nlvJqFGF\ncOVokkLzmfvnyxjUZStU7QRSYPA9hGbX8pdtj/H5zLsYPqCEd4OTyE5sCdVOWpceI392S4JeKOaY\ncRAnN54aJ/X5ofCAH7QHukJMRBGFm1rABzB55iLOGj2bR+6fwqPjj3LLtqFwFZiEKpLCMzgQ2vt0\nPh4f/oNxZsaGeCNKO3eeYpPbBLwleEYkloquNgs1T0q0kwJuzrbZploXi4RqmzH7SYmrJHheiaMO\ni5ZlImCVCHpNXbpMEQFz1PlXmdZqEpUlnPN04ECWJCmk80nxG4lEl1Zt2ijauxXYaZnY4bLKUP9y\n60oeZsd4Y/lqsbdOvCyZBS6de3yF2CuFziuzFo9HJT6VWOIWb3pk9rjEdIlLJBzS0KmrRbxHS5el\nqa6uTpfP/UBD/vi1MFJsZq6CCsvEPreGFS/5aQVUH3z4Djgj3b1ra3nmtws54HwYwltBeHuIGAy5\ns/nTHxby0NXvE//4Aagq5NzyEvDsBRNlE996XPAatlZ7woNkr/gEjn9M/x1OaDma/fvhkovq2L+i\nPTeOWs+c6XkQ6Mclk9yYRPH+c5v59M5NcLYfIy4Mg+pD1OYFwEQHdHQT81E5QX++g4RbM5hx8Wpu\nf3cYlPrDeTCxah0bf38uBHg4mRcOzdwQC6Z/DUHdK+Ajg75xMCxsJ3wl+AM82jWY4R23cvf8KF59\newOdQzJYN3AkZl8tx+vi6dliB+rqx+qoMaf5ofjw34ymK4YMFI529bh3+4MLrnn6HT747bUQcgh6\nBeB4JR73eH/InwvxN9r0/AYSAmaRUzoGqrbTb0hXWkRXkbLgGNQeISG+hJyjsXz1RW8uuCeTz1+M\n4ZJ7E8C0BT9/yN0EvQbSL2Y7dYM87Hp6CWbgw0gOCBdhL5Tx+JSJ/CFwLkFPFhO+oI5z2+ewoMM5\njM1KI6WoH3xYB2+6oSIIisCZVInrUDBcIPjCD44ayBd8aqyUtfRjYpq3pPDzwegcB2aGiPztUU4W\nRfHFib28FFjF0rOH/btb5oMPPwnOTDGkl0SSZHq67WdgjWjnEYvc1pTZVvJ4PBo79iURvEym46si\nrkQTJrwmgj+wYeMpHsEUdRqSZZPmXuERQR8IPCKwXnT06ODBbJmA1zT9tVXiNenP7gfV57M0vb5q\nmsJnlYhPPQo4UaKpul0Z7pYae8VicYdHHa7IEG9KfgeqxN2yUaD+S+y5qROrPWKzFFR4QvxJan5D\ngRVF/uwRuz3iCwnyVVluxEJp4sCptthRXqXIrVEfz8afY5X5vVi5cuUvOt5PhTOVbqlp0s4Z6WfR\nU6KL1ObabBG8RrQpVUiLT603ZbwUvvW44mbkyZFSq+79Pxb8VTxTIYKlcfdusZmrWGET6N4gm5Pi\nfI9+XfaxeE42me/tZSKxXETlCMd89R+6V2EpxXq79mrRS1p39GxtSD1bU/54q5gp8b5HGoUS7sxS\n8yNHxB7JebhCfFMn0iTzu0flzKoUuzyKrcgV29wiRbpuyxcqLCoSr0o97l8k5kqsl1gujVu4RcG7\nS8QOqd3OTIUXFyj78OGfZyb8CzzxxBO/+Jg/Bc5UuqWmSfu/YhZNV2ex5x04vJIj89pBbDCURFBZ\nWg7V6eCC8qHbKXiuNZ7lDtLDruDxp/tDdCj4p7H4o/5QAd37CgZ7YK5g0xrYnMuX118BD70Me+fD\nwnDIfo3gVeH8+ojh6zlnM/xXy/h99lQi7ixmyLatDHp9K6FDQ9G9kHlFS2K7HeP4s+GUVkTDSXAd\nC4ZAD37xJ1GdA9eJZvgV11FSHoV/XBXUwnuDLySuOIwdI/ZzdvMIpnefYKNbN8FiZ3+qnOEQ4CI3\nIIGyqFgS4uNP9933wYf/habLLD69kdtud5KU9BK80BcC08BVCpXpFO4uguaD4ELQJw60Av7y+mj4\nBPh9PwjYAQbSh4+i/eBDwFRwb4DS+bB6Gc7jt2KmXwJXAffeT22kP1++dxnbV17PlxlXUnZWDcG3\nlPBJ+EUsv2EU94VNpfaiQNxHNlN4Uyx+q9zEP3aMFfXbbf6LikBU2gyMgePg7F5DSv4B6leGEnV/\nEWTWUuyIZnRxNOsejmRS8VTwiKThOZg+VVz/8K2omxN1bbqPwwcfmq6C0wcffDgt0JlUCsAHH3xo\nevCte33wwYcfBB+z8MEHH34QmhSzMMaMNcZ8Y4w5YIx5+HTT810YY7KNMTuNMduNMVu8bVHGmKXG\nmP3GmCXGmIhTjv+jMeagMWafMeYXdb80xrxljCkwxuw6pe1H02qMOdsYs8v7TKaeRtqfMMbkGWO2\nebexTY12Y0y8MeZrY8xeY8xuY8xEb/sZcd//Lb7PpvpLb1jGlQEkAP7YnNpdTzdd36ExE4j6Ttuz\nwEPe/YeBKd797sB2bKK/RO+1mV+Q1iFAMrDr/0IrsBno791fDJx/mmh/Arj/nxzbranQDrQEkr37\nocB+oOuZct//3daUVhYDgIOSciTVAx8C408zTd+F4X+vxsYD73j33wEu8e5fDHwoySUpG5vJYsAv\nQSSApHVAyXeafxStxpiWQJikVO9xc0/p87Phe2gHe/+/i/E0EdolHZO0w7t/EtgHxHOG3Pd/h6bE\nLNoAh0/5nudta0oQsMwYk2qMuc3bFiepAOxkAWK97d+9niOc/uuJ/ZG0tsE+hwac7mdynzFmhzHm\nzVOW8k2SdmNMInZ1tIkfP0ea2n0HmhazOBMwWNLZwDjgXmPMUCwDORVnki36TKL1f4AOkpKBY8CL\np5me74UxJhSYD0zyrjDO5DnyLZoSszgCtDvle7y3rclA0lHvZyHwOVasKDDGxAF4l4/HvYcfAdqe\n0r0pXM+PpbXJXIOkQnkFeOANGkW6JkW7McaJZRTvSlrgbT5j7/upaErMIhVIMsYkGGMCgKuBhaeZ\npm9hjAn2/mNgjAkBxmAjPBYCN3kPuxFomCALgauNMQHGmPZAErDlFyXayvinyvk/ilbvkrnMGDPA\nGGOAG07p83PjH2j3vmQNuAzY491varS/DaRLmnZK25l0378fp1vD+h1t8lisBvkgMPl00/Md2tpj\nLTTbsUxisre9ObDcS/dSIPKUPn/Earj3AWN+YXrnAflALZAL3IxNU/yjaMVWeN3tfSbTTiPtc4Fd\n3mfwOVYP0KRoBwYD7lPmyTbvnP7Rc+R03Pd/t/ncvX3wwYcfhKYkhvjggw9NGD5m4YMPPvwg+JiF\nDz748IPgYxY++ODDD4KPWfjggw8/CD5m4YMPPvwg+JiFDz748IPgYxY++ODDD8L/Ax9ByM4MusqO\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1118b8190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"px_x = [float(v) for v in sins['GeoTransform'].split()][1]\n",
"d = data['lfmc_mean']\n",
"plt.imshow(d)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"AffineGeoTransform = collections.namedtuple(\n",
" 'GeoTransform', ['origin_x', 'pixel_width', 'x_2',\n",
" 'origin_y', 'y_4', 'pixel_height'])\n",
"\n",
"\n",
"def array_to_raster(array, geot, wkt):\n",
" dataset = gdal.GetDriverByName('MEM').Create(\n",
" '', array.shape[0], array.shape[1],\n",
" eType=gdal_array.NumericTypeCodeToGDALTypeCode(array.dtype))\n",
" dataset.SetGeoTransform(geot)\n",
" print(wkt)\n",
" dataset.SetProjection(wkt)\n",
" dataset.GetRasterBand(1).WriteArray(array)\n",
" return dataset\n",
"\n",
"\n",
"def project_array_to_latlon(array, geo_t, wkt_str):\n",
" \"\"\"Test function.\"\"\"\n",
" \n",
" wkt_str = 'PROJCS[\"unnamed\",GEOGCS[\"Unknown datum based upon the custom spheroid\",DATUM[\"Not specified (based on custom spheroid)\",SPHEROID[\"Custom spheroid\",6371007.181,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]'\n",
" \n",
" \n",
" assert isinstance(geo_t, AffineGeoTransform)\n",
" # np.arange(array.size).reshape(array.shape)\n",
" input_data = array_to_raster(array, geo_t, wkt_str)\n",
" \n",
" # Set up the reference systems and transformation\n",
" from_sr = osr.SpatialReference()\n",
" from_sr.ImportFromWkt(wkt_str)\n",
" to_sr = osr.SpatialReference()\n",
" to_sr.SetWellKnownGeogCS(\"WGS84\")\n",
" tx = osr.CoordinateTransformation(from_sr, to_sr)\n",
"\n",
" # Reproject bounding box upper-left to lower-right\n",
" ulx, uly, _ = tx.TransformPoint(geo_t.origin_x, geo_t.origin_y)\n",
" lrx, lry, _ = tx.TransformPoint(\n",
" geo_t.origin_x + abs(geo_t.pixel_width) * input_data.RasterXSize,\n",
" geo_t.origin_y + abs(geo_t.pixel_height) * input_data.RasterYSize)\n",
" \n",
" new_width = .005\n",
" new_height = -.005\n",
" \n",
" new_geot = AffineGeoTransform(ulx, new_width, 0, uly, 0, new_height)\n",
"\n",
" # The size of the raster is given the new projection and pixel spacing\n",
" # Using the values we calculated above.\n",
"\n",
" #dest_arr = np.empty()\n",
" #dest_arr[:] = np.NAN\n",
" \n",
" dest = array_to_raster(\n",
" array, geot, to_sr.ExportToWkt())\n",
" print(\"AAA\", ulx, uly)\n",
"\n",
" # Perform the projection/resampling\n",
" err = gdal.ReprojectImage(\n",
" input_data, dest,from_sr.ExportToWkt(),\n",
" to_sr.ExportToWkt(), \n",
" gdal.GRA_Bilinear)\n",
" \n",
" print(err)\n",
" return input_data, dest #.GetRasterBand(1).ReadAsArray()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PROJCS[\"unnamed\",GEOGCS[\"Unknown datum based upon the custom spheroid\",DATUM[\"Not specified (based on custom spheroid)\",SPHEROID[\"Custom spheroid\",6371007.181,0]],PRIMEM[\"Greenwich\",0],UNIT[\"degree\",0.0174532925199433]],PROJECTION[\"Sinusoidal\"],PARAMETER[\"longitude_of_center\",0],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"Meter\",1]]\n",
"GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],TOWGS84[0,0,0,0,0,0,0],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9108\"]],AUTHORITY[\"EPSG\",\"4326\"]]\n",
"('AAA', 138.34311040786704, -19.999999998200938)\n",
"0\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x124e897d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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p2k5Uz2+G9bpIGpLDq9cOI2vdYCIDKrlxyyFOnjr1bxbAv0H/CeTwX30AXX7b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yfPcVvCEWFjm3AbnjElTN6f0ewYKYFmwHmGh6cwNPQI498zEq4NhE0dF2xMIgZTIj1HU1yGW9fy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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11a057190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"array = data['lfmc_mean']\n",
"geot = AffineGeoTransform(*[float(v) for v in sins['GeoTransform'].split()])\n",
"wkt_str = sins['spatial_ref']\n",
"\n",
"#plt.imshow(array_to_raster(array, geot, wkt_str).ReadAsArray())\n",
"i, o = project_array_to_latlon(array, geot, wkt_str)\n",
"#plt.imshow(i.GetRasterBand(1).ReadAsArray())\n",
"plt.imshow(o.GetRasterBand(1).ReadAsArray())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"to_sr = gdal.osr.SpatialReference()\n",
"to_sr.SetWellKnownGeogCS(\"WGS84\")\n",
"print(to_sr.ExportToPrettyWkt())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"plt.imshow(i.GetRasterBand(1).ReadAsArray())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from osgeo import gdal, osr, ogr\n",
"import numpy as np\n",
"from PIL import Image\n",
"from PIL import ImageOps\n",
"\n",
"gdal2np_types = {gdal.GDT_UInt16: '<u2',\n",
" gdal.GDT_Float32: '<f4'}\n",
"\n",
"np2gdal_types = {'<u2': gdal.GDT_UInt16,\n",
"'<f4':gdal.GDT_Float32}\n",
"\n",
"class OGRVector(object):\n",
" __class_description__ = \"\"\"Class modelling a Vector layer based on OGR Class\"\"\"\n",
" __version__ = 0.3\n",
"\n",
" def __init__(self, ds):\n",
" self.ds = ds\n",
"\n",
" @property\n",
" def projwkt(self):\n",
" return self.ds.GetLayer(0).GetSpatialRef().ExportToWkt()\n",
"\n",
" @property\n",
" def proj4(self):\n",
" return self.ds.GetLayer(0).GetSpatialRef().ExportToProj4()\n",
"\n",
" @property\n",
" def srs(self):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromWkt(self.projwkt)\n",
"\n",
" return srs\n",
"\n",
" @property\n",
" def points(self):\n",
" return self.ds.GetLayer(0).GetPoints()\n",
"\n",
" @property\n",
" def extent(self):\n",
" return self.ds.GetLayer(0).GetExtent()\n",
"\n",
" @property\n",
" def geometry(self):\n",
" lyr = self.ds.GetLayer(0)\n",
" feat = lyr.GetFeature(0)\n",
" return feat.GetGeometryRef().Clone()\n",
"\n",
" @property\n",
" def envelope(self):\n",
" poly = self.geometry\n",
" min_x, max_x, min_y, max_y = poly.GetEnvelope()\n",
" return min_x, min_y, max_x, max_y\n",
"\n",
" @property\n",
" def area(self):\n",
" poly = self.geometry\n",
"\n",
" return poly.GetArea()\n",
"\n",
" def union_sq(self, other):\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" min_x, max_x, min_y, max_y = poly1.Union(poly2).GetEnvelope()\n",
"\n",
" return _vector_from_polygon(_polygon_from_envelope(min_x, min_y, max_x, max_y), self.srs)\n",
"\n",
" def intersection(self, other):\n",
" if other.proj4 != self.proj4:\n",
" other = other.transform(self.proj4)\n",
"\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" return _vector_from_polygon(poly1.Intersection(poly2), self.srs)\n",
"\n",
" def intersects(self, other):\n",
" if other.proj4 != self.proj4:\n",
" other = other.transform(self.proj4)\n",
"\n",
" poly1 = self.geometry\n",
" poly2 = other.geometry\n",
"\n",
" return poly1.Intersect(poly2)\n",
"\n",
" def to_geojson(self):\n",
" poly = self.geometry\n",
"\n",
" return poly.ExportToJson()\n",
"\n",
" def transform(self, out_proj4):\n",
" # create Coordinate Transformation\n",
" out_srs = osr.SpatialReference()\n",
" out_srs.ImportFromProj4(out_proj4)\n",
" coord_transf = osr.CoordinateTransformation(self.srs, out_srs)\n",
"\n",
" geometry = self.geometry\n",
" geometry.Transform(coord_transf)\n",
"\n",
" return _vector_from_polygon(geometry, out_srs)\n",
"\n",
" def to_raster(self, x_pix_size, y_pix_size, dtype, nodata=None):\n",
" minX, minY, maxX, maxY = self.envelope\n",
"\n",
" x_size = int(round((maxX - minX) / abs(x_pix_size)))\n",
" y_size = int(round((maxY - minY) / abs(y_pix_size)))\n",
"\n",
" #print(x_size, y_size)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', x_size, y_size, 1, dtype)\n",
" ds.SetProjection(self.projwkt)\n",
"\n",
" geot = [None, x_pix_size, 0.0, None, 0.0, y_pix_size]\n",
"\n",
" if x_pix_size >= 0:\n",
" geot[0] = minX\n",
" else:\n",
" geot[0] = maxX\n",
"\n",
" if y_pix_size >= 0:\n",
" geot[3] = minY\n",
" else:\n",
" geot[3] = maxY\n",
"\n",
" ds.SetGeoTransform(geot)\n",
"\n",
" # TODO Fix nodata value\n",
" #ds.GetRasterBand(1).SetNoDataValue(nodata)\n",
"\n",
" return GDALRaster(ds)\n",
"\n",
"\n",
"def _vector_from_polygon(poly, srs):\n",
"\n",
" outdriver = ogr.GetDriverByName('MEMORY')\n",
" source = outdriver.CreateDataSource('memData')\n",
" layer = source.CreateLayer(\"Polygon\", srs=srs, geom_type=ogr.wkbPolygon)\n",
"\n",
" feature = ogr.Feature(layer.GetLayerDefn())\n",
" feature.SetGeometry(poly)\n",
"\n",
" # Create a field in the layer...\n",
" # idField = ogr.FieldDefn(\"id\", ogr.OFTInteger)\n",
" # layer.CreateField(idField)\n",
" # feature.SetField(\"id\", 1)\n",
"\n",
" layer.CreateFeature(feature)\n",
"\n",
" return OGRVector(source)\n",
"\n",
"def _polygon_from_envelope(minX, minY, maxX, maxY):\n",
" ring = ogr.Geometry(ogr.wkbLinearRing)\n",
" ring.AddPoint(minX, minY)\n",
" ring.AddPoint(maxX, minY)\n",
" ring.AddPoint(maxX, maxY)\n",
" ring.AddPoint(minX, maxY)\n",
"\n",
" poly = ogr.Geometry(ogr.wkbPolygon)\n",
" poly.AddGeometry(ring)\n",
" poly.CloseRings()\n",
"\n",
" return poly\n",
"\n",
"\n",
"class GDALRaster(object):\n",
" __class_description__ = \"\"\"Class modelling a Raster layer based on GDAL\"\"\"\n",
" __version__ = 0.3\n",
"\n",
" def __init__(self, ds):\n",
" self.ds = ds\n",
"\n",
" @property\n",
" def dtype(self):\n",
" return self.ds.GetRasterBand(1).DataType\n",
"\n",
" @property\n",
" def shape(self):\n",
" return self.ds.RasterXSize, self.ds.RasterYSize\n",
"\n",
" @property\n",
" def nodata(self):\n",
" return self.ds.GetRasterBand(1).GetNoDataValue()\n",
"\n",
" @property\n",
" def geotransform(self):\n",
" return self.ds.GetGeoTransform()\n",
"\n",
" @property\n",
" def pixel_size(self):\n",
" return self.ds.GetGeoTransform()[1], self.ds.GetGeoTransform()[5]\n",
"\n",
"\n",
" @property\n",
" def projwkt(self):\n",
" return self.ds.GetProjection()\n",
"\n",
" @property\n",
" def proj4(self):\n",
" coord_sys = osr.SpatialReference()\n",
" coord_sys.ImportFromWkt(self.projwkt)\n",
"\n",
" return coord_sys.ExportToProj4()\n",
"\n",
" @property\n",
" def srs(self):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromWkt(self.projwkt)\n",
"\n",
" return srs\n",
"\n",
" @property\n",
" def corners(self):\n",
" ul = self.project_index(0, 0)\n",
" lr = self.project_index(self.shape[0], self.shape[1])\n",
"\n",
" return ul, lr\n",
"\n",
" @property\n",
" def mask(self):\n",
" data = self.ds.ReadAsArray()\n",
" mask = np.equal(data, self.nodata)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', self.shape[0], self.shape[1], 1, gdal.GDT_Byte)\n",
" ds.SetProjection(self.projwkt)\n",
" ds.SetGeoTransform(self.geotransform)\n",
" ds.GetRasterBand(1).SetNoDataValue(0)\n",
" ds.GetRasterBand(1).WriteArray(mask)\n",
"\n",
" return GDALRaster(mask)\n",
"\n",
" def envelope(self):\n",
" ul, lr = self.corners\n",
"\n",
" ring = ogr.Geometry(ogr.wkbLinearRing)\n",
" ring.AddPoint(*ul)\n",
" ring.AddPoint(ul[0], lr[1])\n",
" ring.AddPoint(*lr)\n",
" ring.AddPoint(lr[0], ul[1])\n",
"\n",
" poly = ogr.Geometry(ogr.wkbPolygon)\n",
" poly.AddGeometry(ring)\n",
" poly.CloseRings()\n",
"\n",
" return _vector_from_polygon(poly, self.srs)\n",
"\n",
" def project_index(self, i, j):\n",
" gt = self.geotransform\n",
" coords = gdal.ApplyGeoTransform(gt, i, j)\n",
"\n",
" return coords\n",
"\n",
" def get_offsets(self, x, y):\n",
" gt = self.geotransform\n",
" # Some version of Python?\n",
" #ok, inv_gt = gdal.InvGeoTransform(gt)\n",
" inv_gt = gdal.InvGeoTransform(gt)\n",
" offsets = gdal.ApplyGeoTransform(inv_gt, x, y)\n",
" i_off, j_off = map(int, map(round, offsets))\n",
"\n",
" return i_off, j_off\n",
"\n",
" def offset_geotransform(self, i, j):\n",
" geot = self.geotransform\n",
" min_x = i * geot[1] + geot[0]\n",
" min_y = j * geot[5] + geot[3]\n",
"\n",
" return min_x, geot[1], .0, min_y, .0, geot[5]\n",
"\n",
" def corners_from_envelope(self, minX, minY, maxX, maxY):\n",
" if self.geotransform[1] > 0:\n",
" ulX = minX\n",
" lrX = maxX\n",
" else:\n",
" ulX = maxX\n",
" lrX = minX\n",
"\n",
" if self.geotransform[5] > 0:\n",
" ulY = minY\n",
" lrY = maxY\n",
" else:\n",
" ulY = maxY\n",
" lrY = minY\n",
"\n",
" return ulX, ulY, lrX, lrY\n",
"\n",
" def clip(self, polygon):\n",
"\n",
" if self.envelope().intersects(polygon):\n",
" inters_poly = self.envelope().intersection(polygon)\n",
" ul_x, ul_y, lr_x, lr_y = self.corners_from_envelope(*inters_poly.envelope)\n",
"\n",
" ul_i, ul_j = self.get_offsets(ul_x, ul_y)\n",
" lr_i, lr_j = self.get_offsets(lr_x, lr_y)\n",
"\n",
" geot = self.offset_geotransform(ul_i, ul_j)\n",
"\n",
" mem_drv = gdal.GetDriverByName('MEM')\n",
" ds = mem_drv.Create('', lr_i-ul_i, lr_j-ul_j, 1, self.dtype)\n",
" ds.SetProjection(self.projwkt)\n",
" ds.SetGeoTransform(geot)\n",
" #ds.GetRasterBand(1).SetNoDataValue(self.nodata)\n",
"\n",
" ds.GetRasterBand(1).WriteArray(self.ds.ReadAsArray(ul_i, ul_j, lr_i-ul_i, lr_j-ul_j))\n",
"\n",
" return GDALRaster(ds)\n",
"\n",
" else:\n",
" return None\n",
"\n",
" def merge(self, in_raster):\n",
" # For this first release we suppose in raster fits inside the caller raster....\n",
" # TODO --- Make it general for any size of in_raster\n",
"\n",
" trans = gdal.Transformer(in_raster.ds, self.ds, [])\n",
" success, xyz = trans.TransformPoint(False, 0, 0)\n",
" x, y, z = map(int, map(round, xyz))\n",
"\n",
" data = in_raster.ds.ReadAsArray()\n",
" chunk = self.ds.ReadAsArray(x, y, data.shape[1], data.shape[0])\n",
" m_chunk = np.ma.masked_array(chunk, mask=np.equal(chunk, 0))\n",
" m_chunk[m_chunk.mask] = data[m_chunk.mask]\n",
"\n",
" self.ds.GetRasterBand(1).WriteArray(m_chunk.data, x, y)\n",
"\n",
" def reproject(self, polygon, x_pix_size, y_pix_size):\n",
" subset = self.clip(polygon)\n",
" if subset is not None:\n",
" dest = polygon.to_raster(x_pix_size, y_pix_size, self.dtype, self.nodata)\n",
" gdal.ReprojectImage(subset.ds, dest.ds, self.projwkt, polygon.projwkt, gdal.GRA_NearestNeighbour)\n",
" return dest\n",
" else:\n",
"\t return None\n",
"\n",
" def as_rgba(self, clip_value):\n",
" from PIL import Image\n",
" import matplotlib.pyplot as plt\n",
" #size = (100, 100)\n",
"\n",
" array = self.ds.ReadAsArray()\n",
" np.clip(array, 0, clip_value, out=array)\n",
"\tarray = array.astype(np.float32)\n",
" array *= 1. / clip_value\n",
"\n",
" im = Image.fromarray(np.uint8(plt.cm.gist_earth(array)*255))\n",
" im = im.convert(\"RGBA\")\n",
" im = ImageOps.fit(im, self.shape, Image.ANTIALIAS)\n",
" return np.asarray(im)\n",
"\n",
"def new_raster(path):\n",
" #print path\n",
" ds = gdal.Open(path, gdal.GA_ReadOnly)\n",
" return GDALRaster(ds)\n",
"\n",
"def _vector_from_polygon(poly, srs):\n",
" outdriver = ogr.GetDriverByName('MEMORY')\n",
" source = outdriver.CreateDataSource('memData')\n",
" layer = source.CreateLayer(\"Polygon\", srs=srs, geom_type=ogr.wkbPolygon)\n",
"\n",
" feature = ogr.Feature(layer.GetLayerDefn())\n",
" feature.SetGeometry(poly)\n",
"\n",
" layer.CreateFeature(feature)\n",
"\n",
" return OGRVector(source)\n",
"\n",
"def new_vector_from_geojson(geojson, proj4):\n",
" srs = osr.SpatialReference()\n",
" srs.ImportFromProj4(proj4)\n",
" return _vector_from_polygon(ogr.CreateGeometryFromJson(geojson), srs)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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