Skip to content

Instantly share code, notes, and snippets.

@kmuehlbauer
Created February 9, 2018 10:47
Show Gist options
  • Save kmuehlbauer/77f65a389264414de19cff1c6dd135d0 to your computer and use it in GitHub Desktop.
Save kmuehlbauer/77f65a389264414de19cff1c6dd135d0 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"nbsphinx": "hidden"
},
"source": [
"This notebook is part of the $\\omega radlib$ documentation: http://wradlib.org/wradlib-docs.\n",
"\n",
"Copyright (c) 2016, $\\omega radlib$ developers.\n",
"Distributed under the MIT License. See LICENSE.txt for more info."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Match spaceborn SR (GPM/TRMM) with ground radars GR"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The idea is to match ground radar (GR) and space-born radar (PR) measurements in order to create spatially and temporally coicident samples without interpolation. The procedure had been suggested by [Schwaller and Morris (2011)](http://journals.ametsoc.org/doi/pdf/10.1175/2010JTECHA1403.1) and is based on the adaption by [Warren, et. al. (2017)](https://journals.ametsoc.org/doi/pdf/10.1175/JTECH-D-17-0128.1). \n",
"\n",
"The basic principle is illustrated in Fig. 2 of the original paper of Schwaller and Morris (2011):\n",
"\n",
"![image](fig2_schwaller_morris_2011.png)\n",
"\n",
"\n",
"*Quote: \"[...] The matchup method averages PR and GR full-resolution space and ground radar bins within the minimum volume needed to produce a spatially coincident sample. The along-ray PR data are averaged \n",
"only in the vertical, between the top and bottom height of each GR elevation sweep it intersects [...] \n",
"The GR data are averaged only in the horizontal within the individual elevation sweep surfaces, over an \n",
"approximately circular area centered on each intersecting PR ray’s parallax-adjusted profile [...]\".*\n",
"\n",
"This becomes clearer in Fig. 3:\n",
"![image](fig3_schwaller_morris_2011.png)\n",
"\n",
"Schwaller, MR, and Morris, KR. 2011. A ground validation network for the Global Precipitation Measurement mission. J. Atmos. Oceanic Technol., 28, 301-319.\n",
"\n",
"Warren, R.A., A. Protat, S.T. Siems, H.A. Ramsay, V. Louf, M.J. Manton, and T.A. Kane, 0: Calibrating ground-based radars against TRMM and GPM. J. Atmos. Oceanic Technol., 0,"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Conventions\n",
"\n",
"This code is based on the following conventions:\n",
"\n",
"- `gr` indicates **g**round **r**adar\n",
"- `sr` indicates **s**pace-born precipitation **r**adar (TRMM or GPM)\n",
"\n",
"The base routines are designed to process one GR sweep at a time. If a full GR volume with `nelev` of sweeps is available, you can iterate over each sweep. In this code, `ee` is an index that points to one of the `nelev` sweeps/elevation angles. Accordingly, a **GR** data set will be organised as an array of shape `(nelev_gr, nray_gr, ngate_gr)`.\n",
"\n",
"A **SR** data set is typically organised as arrays with dimensions `(nscan_sr, nray_sr, ngate_sr)`.\n",
"\n",
"*Please note*: the GR and SR datasets are managed by using convenience functions from the module file `io_func.py` located in the same directory as this notebook. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kai/miniconda3/envs/wradlib/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"import wradlib as wradlib\n",
"import matplotlib.pyplot as pl\n",
"import matplotlib as mpl\n",
"from matplotlib.collections import PatchCollection\n",
"from matplotlib.colors import from_levels_and_colors\n",
"from matplotlib.path import Path\n",
"import matplotlib.patches as patches\n",
"import matplotlib.cm as cm\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"try:\n",
" get_ipython().magic(\"matplotlib inline\")\n",
"except:\n",
" pl.ion()\n",
"import numpy as np\n",
"import datetime as dt\n",
"from osgeo import osr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Import from external libraries\n",
"# these functions and objects will finally have to be moved to wradlib!\n",
"# use relative import\n",
"try:\n",
" from io_func import *\n",
"except:\n",
" from . io_func import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Space-born precipitation radar parameters\n",
"sr_pars = {\"trmm\": {\n",
" \"zt\": 402500., # orbital height of TRMM (post boost) APPROXIMATION!\n",
" \"dr\": 250., # gate spacing of TRMM\n",
" }, \"gpm\": {\n",
" \"zt\": 407000., # orbital height of GPM APPROXIMATION!\n",
" \"dr\": 125. # gate spacing of GPM\n",
"}}"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Set parameters for this procedure\n",
"bw_sr = 0.71 # PR beam width\n",
"platf = \"gpm\" # PR platform/product: one out of [\"gpm\", \"trmm_2a23\", \"trmm_2a25\"]\n",
"zt = sr_pars[platf][\"zt\"] # PR orbit height (meters)\n",
"dr_sr = sr_pars[platf][\"dr\"] # PR gate length (meters)\n",
"ee = 2 # Index that points to the GR elevation angle to be used"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# define GPM data set\n",
"#gpm_file = wradlib.util.get_wradlib_data_file('gpm/2A-RW-BRS.GPM.Ku.V6-20160118.20141206-S095002-E095137.004383.V04A.HDF5')\n",
"#gpm_file = wradlib.util.get_wradlib_data_file('gpm/2A-CS-140E22S158E39S.GPM.Ku.V7-20170308.20141206-S094903-E095358.004383.V05A.HDF5')\n",
"gpm_file = wradlib.util.get_wradlib_data_file('gpm/2A-CS-151E24S154E30S.GPM.Ku.V7-20170308.20141206-S095002-E095137.004383.V05A.HDF5')\n",
"gpm_file = wradlib.util.get_wradlib_data_file('gpm/2A.GPM.Ku.V7-20170308.20141206-S083332-E100603.004383.V05A.HDF5')\n",
"# define matching ground radar file\n",
"gr2gpm_file = wradlib.util.get_wradlib_data_file('hdf5/IDR66_20141206_094829.vol.h5')\n",
"\n",
"# define TRMM data sets\n",
"trmm_2a23_file = wradlib.util.get_wradlib_data_file('trmm/2A-RW-BRS.TRMM.PR.2A23.20100206-S111422-E111519.069662.7.HDF')\n",
"trmm_2a25_file = wradlib.util.get_wradlib_data_file('trmm/2A-RW-BRS.TRMM.PR.2A25.20100206-S111422-E111519.069662.7.HDF')\n",
"trmm_2a23_file = wradlib.util.get_wradlib_data_file('trmm/2A-CS-151E24S154E30S.TRMM.PR.2A23.20100206-S111425-E111526.069662.7.HDF')\n",
"trmm_2a25_file = wradlib.util.get_wradlib_data_file('trmm/2A-CS-151E24S154E30S.TRMM.PR.2A25.20100206-S111425-E111526.069662.7.HDF')\n",
"\n",
"\n",
"# define matching ground radar file\n",
"gr2trmm_file = wradlib.util.get_wradlib_data_file('hdf5/IDR66_20100206_111233.vol.h5')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Input"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read and organize the GR data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"ntilt: 14\n"
]
}
],
"source": [
"# read matching GR data\n",
"if platf == \"gpm\":\n",
" gr_data = read_gr2(gr2gpm_file)\n",
"elif platf==\"trmm\":\n",
" gr_data = read_gr2(gr2trmm_file)\n",
"else:\n",
" raise(\"Invalid platform\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data handling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extract relevant GR data and meta-data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.2999999523162842\n"
]
}
],
"source": [
"# number of rays in gr sweep\n",
"nray_gr = gr_data['nbeam'].astype(\"i4\")[ee]\n",
"# number of gates in gr beam\n",
"ngate_gr = gr_data['ngate'].astype(\"i4\")[ee]\n",
"# number of sweeps\n",
"nelev = gr_data['ntilt']\n",
"# elevation of sweep (degree)\n",
"elev_gr = gr_data['elang'][ee]\n",
"# gate length (meters)\n",
"dr_gr = gr_data['dr'][ee]\n",
"# reflectivity array of sweep\n",
"ref_gr = gr_data['refl'][ee]\n",
"# sweep datetime stamp\n",
"date_gr = gr_data['sdate'][ee]\n",
"# range of first gate\n",
"r0_gr = gr_data['r0'][ee] \n",
"# azimuth angle of first beam\n",
"a0_gr = gr_data['a0'][ee]\n",
"# Longitude of GR\n",
"lon0_gr = gr_data['lon']\n",
"# Latitude of GR\n",
"lat0_gr = gr_data['lat']\n",
"# Altitude of GR (meters)\n",
"alt0_gr = gr_data['alt']\n",
"# Beam width of GR (degree)\n",
"bw_gr = 1.\n",
"print(elev_gr)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Calculate GR Bounding Box"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Radar bounding box:\n",
"\t-26.37\n",
"151.72 154.76\n",
"\t-29.07\n"
]
}
],
"source": [
"coord = wrl.georef.sweep_centroids(nray_gr, dr_gr, ngate_gr, elev_gr)\n",
"coords = wrl.georef.spherical_to_proj(coord[..., 0], \n",
" np.degrees(coord[..., 1]),\n",
" coord[..., 2], \n",
" (lon0_gr, lat0_gr, alt0_gr))\n",
"lon = coords[..., 0]\n",
"lat = coords[..., 1]\n",
"alt = coords[..., 2]\n",
"bbox = wrl.zonalstats.get_bbox(lon, lat)\n",
"print(\"Radar bounding box:\\n\\t%.2f\\n%.2f %.2f\\n\\t%.2f\" % \n",
" (bbox['top'], bbox['left'], bbox['right'], bbox['bottom']))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read and organize the SR data"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Calculate Intersection source/target-layers\n"
]
}
],
"source": [
"# read spaceborn SR data\n",
"if platf == \"gpm\":\n",
" sr_data = read_gpm(gpm_file, bbox)\n",
" #sr_data = wrl.io.read_generic_hdf5(gpm_file)\n",
"elif platf == \"trmm\":\n",
" try:\n",
" sr_data = read_trmm(trmm_2a23_file, trmm_2a25_file, bbox)\n",
" except IOError:\n",
" # Mostly needed on Windows Anaconda (netcdf4 without hdf4 support)\n",
" sr_data = read_trmm_gdal(trmm_2a23_file, trmm_2a25_file)\n",
"else:\n",
" raise(\"Invalid platform\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Extract relevant SR data and meta-data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Longitudes of SR scans\n",
"sr_lon = sr_data['lon']\n",
"# Latitudes of SR scans\n",
"sr_lat = sr_data['lat']\n",
"# Precip flag\n",
"pflag = sr_data['pflag']\n",
"# Number of scans on SR data\n",
"nscan_sr= sr_data['nscan']\n",
"# Number of rays in one SR scan\n",
"nray_sr = sr_data['nray']\n",
"# Number of gates in one SR ray\n",
"ngate_sr = sr_data['nbin']"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49)\n"
]
}
],
"source": [
"print(sr_lon.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Georeferencing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Set fundamental georeferencing parameters"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Earth radius 1: 6373541.039814419\n",
"SemiMajor, SemiMinor: 6378137.0 6356752.314245179\n",
"Earth radius 2: 6373541.039814381\n"
]
}
],
"source": [
"# Calculate equivalent earth radius\n",
"wgs84 = wradlib.georef.get_default_projection()\n",
"re1 = wradlib.georef.get_earth_radius(lat0_gr, wgs84) \n",
"print(\"Earth radius 1:\", re1)\n",
"a = wgs84.GetSemiMajor()\n",
"b = wgs84.GetSemiMinor()\n",
"print(\"SemiMajor, SemiMinor:\", a, b)\n",
"\n",
"# Set up aeqd-projection gr-centered\n",
"rad = wradlib.georef.proj4_to_osr(('+proj=aeqd +lon_0={lon:f} ' + \n",
" '+lat_0={lat:f} +a={a:f} ' +\n",
" '+b={b:f}').format(lon=lon0_gr,\n",
" lat=lat0_gr,\n",
" a=a, b=b))\n",
"re2 = wradlib.georef.get_earth_radius(lat0_gr, rad)\n",
"print(\"Earth radius 2:\", re2)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Georeference GR data"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Range/Azi-Shape: (600,) (360,)\n",
"XYZ-Grid-Shape: (360, 600, 3)\n",
"(216000, 5, 3) 216000\n",
"Domain-Shape: (361, 2)\n"
]
}
],
"source": [
"# create gr range and azimuth arrays\n",
"rmax_gr = r0_gr + ngate_gr * dr_gr\n",
"r_gr = np.arange(0, ngate_gr) * dr_gr + dr_gr/2.\n",
"az_gr = np.arange(0, nray_gr) - a0_gr\n",
"print(\"Range/Azi-Shape:\", r_gr.shape, az_gr.shape)\n",
"\n",
"# create gr polar grid and calculate aeqd-xyz coordinates\n",
"gr_polargrid = np.meshgrid(r_gr, az_gr)\n",
"gr_xyz, rad = wradlib.georef.spherical_to_xyz(gr_polargrid[0], gr_polargrid[1], elev_gr, (lon0_gr, lat0_gr, alt0_gr ))\n",
"print(\"XYZ-Grid-Shape:\", gr_xyz.shape)\n",
"\n",
"# create gr poygon array in aeqd-xyz-coordinates\n",
"gr_poly, rad1 = wradlib.georef.spherical_to_polyvert(r_gr, az_gr, elev_gr, (lon0_gr, lat0_gr, alt0_gr))\n",
"print(gr_poly.shape, 360 * 600)\n",
"gr_poly.shape = (nray_gr, ngate_gr, 5, 3)\n",
"\n",
"# get radar domain (outer ring)\n",
"gr_domain = gr_xyz[:,-1,0:2]\n",
"gr_domain = np.vstack((gr_domain, gr_domain[0]))\n",
"print(\"Domain-Shape:\", gr_domain.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Georeference SR data"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"SR-GRID-Shapes: (82, 49) (82, 49) (82, 49, 2)\n"
]
}
],
"source": [
"sr_x, sr_y = wradlib.georef.reproject(sr_lon, sr_lat, \n",
" projection_source=wgs84, \n",
" projection_target=rad)\n",
"sr_xy = np.dstack((sr_x, sr_y))\n",
"print(\"SR-GRID-Shapes:\", sr_x.shape, sr_y.shape, sr_xy.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Subset relevant SR data"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49, 2)\n",
"(82, 49)\n",
"Calculate Intersection source/target-layers\n",
"(82, 49) (82, 49, 2)\n",
"(82, 49) (4018, 2)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7feaa9fd5550>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAKcAAAD8CAYAAAASX7TYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nHJyW1v8B5NVAcQYlJX4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa65a5748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Create ZonalData for spatial subsetting (inside GR range domain)\n",
"\n",
"# get precip indexes\n",
"print(sr_xy.shape)\n",
"print(pflag.shape)\n",
"\n",
"precip_mask = (pflag == 2) & wradlib.zonalstats.get_clip_mask(sr_xy, gr_domain, rad)\n",
"\n",
"# get iscan/iray boolean arrays\n",
"print(precip_mask.shape, sr_xy.shape)\n",
"print(pflag.shape, sr_xy.reshape(-1, sr_xy.shape[-1]).shape)\n",
"pl.imshow(precip_mask)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### SR Parallax Correction"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NRAY 49\n",
"NBIN 176\n",
"(82, 49, 176, 2) (176,) (82, 49, 176)\n",
"(82, 49, 2)\n",
"SR_XYP: (82, 49, 176, 2) (82, 49, 176, 3) (176,) (82, 49, 176)\n"
]
}
],
"source": [
"print(\"NRAY\", nray_sr)\n",
"print(\"NBIN\", ngate_sr)\n",
"\n",
"# use localZenith Angle\n",
"alpha = sr_data['zenith']\n",
"beta = abs(-17.04 + np.arange(nray_sr) * bw_sr)\n",
"\n",
"# Correct for parallax, get 3D-XYZ-Array\n",
"# xyzp_pr: Parallax corrected xyz coordinates\n",
"# r_pr_inv: range array from ground to PR platform\n",
"# zp: PR bin altitudes\n",
"#xyp_pr, r_pr_inv, z_pr = correct_parallax(pr_xy, ngate_pr, dr_pr, alpha)\n",
"xyp_sr, r_sr_inv, z_sr = wradlib.georef.correct_parallax(sr_xy, ngate_sr, dr_sr, alpha)\n",
"print(xyp_sr.shape, r_sr_inv.shape, z_sr.shape)\n",
"xyzp_sr = np.concatenate((xyp_sr, z_sr[..., np.newaxis]),\n",
" axis=-1)\n",
"print(sr_xy.shape)\n",
"print(\"SR_XYP:\", xyp_sr.shape, xyzp_sr.shape, r_sr_inv.shape, z_sr.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compute spherical coordinates of SR bins with regard to GR"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7feaa946d550>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAD8CAYAAAB5Pm/hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAEXtJREFUeJzt3W2spGV9x/Hvr7uwK1oCK6LrLi3Y\nrFY0+JAj0GobymrFh7i8kAZj49aSbNpSq1WjoC9ImzTRtvEpbW22SlkSAtLVysbYWqBabFLAReVZ\nZYsWjqysFlFbk5XFf1/MvfXscs6Zc+ZhZ88130+ymbmvuWbmn+vM/Obaa+6571QVkqR2/dykC5Ak\njZdBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWrc6kkXAHBs1tRanjzpMiRpRfkR\n3/9eVT2tX7+jIujX8mTOyuZJlyFJK8oNtfO/ltLPpRtJapxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLU\nOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1Li+QZ/k8iT7ktx1WPtbknw9yd1J\n/nxO+6VJ9nS3vXIcRUuSlm4px6O/Avgr4MqDDUl+A9gCnFFV+5Oc3LWfDlwIPA94JnBDkmdX1eOj\nLlyStDR9Z/RVdRPwyGHNvw+8r6r2d332de1bgGuqan9VfRPYA5w5wnolScs06Br9s4FfS3JLkn9L\n8pKufQPw4Jx+s12bJGlCBj2V4GrgROBs4CXAtUmeBWSevjXfAyTZBmwDWMtxA5YhSepn0Bn9LPCp\n6rkV+ClwUtd+ypx+G4GH5nuAqtpeVTNVNXMMawYsQ5LUz6BB/2ngXIAkzwaOBb4H7AIuTLImyWnA\nJuDWURQqSRpM36WbJFcD5wAnJZkFLgMuBy7vdrn8CbC1qgq4O8m1wD3AAeBi97iRpMlKL58n6/is\nq7OyedJlSNKKckPtvK2qZvr185exktQ4g16SGmfQS1LjDHpJapxBL0mNM+glqXEGvSQ1zqCXpMYZ\n9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TG9Q36JJcn2dedTerw296ZpJKc1G0n\nyUeS7ElyR5IXj6NoSdLSLWVGfwVw3uGNSU4BXgE8MKf5VfTOE7sJ2AZ8dPgSJUnD6Bv0VXUT8Mg8\nN30QeBcw91yEW4Arq+dm4IQk60dSqSRpIAOt0Sd5HfDtqrr9sJs2AA/O2Z7t2iRJE7J6uXdIchzw\nXuA357t5nrZ5zz6eZBu95R3Wctxyy5AkLdEgM/pfAk4Dbk/yLWAj8OUkz6A3gz9lTt+NwEPzPUhV\nba+qmaqaOYY1A5QhSVqKZQd9Vd1ZVSdX1alVdSq9cH9xVX0H2AW8qdv75mzgB1W1d7QlS5KWYym7\nV14N/AfwnCSzSS5apPtngfuBPcDfAX8wkiolSQPru0ZfVW/oc/upc64XcPHwZUmSRsVfxkpS4wx6\nSWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJek\nxhn0ktQ4g16SGreUM0xdnmRfkrvmtP1Fkq8luSPJPyY5Yc5tlybZk+TrSV45rsIlSUuzlBn9FcB5\nh7VdDzy/qs4AvgFcCpDkdOBC4Hndff4myaqRVStJWra+QV9VNwGPHNb2L1V1oNu8GdjYXd8CXFNV\n+6vqm/TOHXvmCOuVJC3TKNbofxf4p+76BuDBObfNdm2SpAnpe3LwxSR5L3AAuOpg0zzdaoH7bgO2\nAazluGHKkCQtYuCgT7IVeC2wuaoOhvkscMqcbhuBh+a7f1VtB7YDHJ91834YSJKGN9DSTZLzgHcD\nr6uqH8+5aRdwYZI1SU4DNgG3Dl+mJGlQfWf0Sa4GzgFOSjILXEZvL5s1wPVJAG6uqt+rqruTXAvc\nQ29J5+KqenxcxUuS+svPVl0m5/isq7OyedJlSNKKckPtvK2qZvr185exktQ4g16SGmfQS1LjDHpJ\napxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TG\n9Q36JJcn2Zfkrjlt65Jcn+S+7vLErj1JPpJkT5I7krx4nMVLkvpbyoz+CuC8w9ouAW6sqk3Ajd02\nwKvonSd2E7AN+OhoypQkDapv0FfVTcAjhzVvAXZ013cA589pv7J6bgZOSLJ+VMVKkpZv0DX6p1fV\nXoDu8uSufQPw4Jx+s13bEyTZlmR3kt2PsX/AMiRJ/Yz6y9jM0zbv2cerantVzVTVzDGsGXEZkqSD\nBg36hw8uyXSX+7r2WeCUOf02Ag8NXp4kaViDBv0uYGt3fStw3Zz2N3V735wN/ODgEo8kaTJW9+uQ\n5GrgHOCkJLPAZcD7gGuTXAQ8AFzQdf8s8GpgD/Bj4M1jqFmStAx9g76q3rDATZvn6VvAxcMWJUka\nHX8ZK0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TG\nGfSS1DiDXpIaZ9BLUuOGCvokf5zk7iR3Jbk6ydokpyW5Jcl9ST6R5NhRFStJWr6Bgz7JBuCPgJmq\nej6wCrgQeD/wwaraBHwfuGgUhUqSBjPs0s1q4ElJVgPHAXuBc4Gd3e07gPOHfA5J0hAGDvqq+jbw\nl/TOGbsX+AFwG/BoVR3ous0CG4YtUpI0uGGWbk4EtgCnAc8Engy8ap6utcD9tyXZnWT3Y+wftAxJ\nUh/DLN28HPhmVX23qh4DPgX8KnBCt5QDsBF4aL47V9X2qpqpqpljWDNEGZKkxQwT9A8AZyc5LkmA\nzcA9wOeB13d9tgLXDVeiJGkYw6zR30LvS9cvA3d2j7UdeDfw9iR7gKcCHx9BnZKkAa3u32VhVXUZ\ncNlhzfcDZw7zuJKk0fGXsZLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiD\nXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxg0V9ElOSLIzydeS3JvkV5KsS3J9kvu6yxNH\nVawkafmGndF/GPjnqvpl4AXAvcAlwI1VtQm4sduWJE3IwEGf5Hjg1+nOCVtVP6mqR4EtwI6u2w7g\n/GGLlCQNbpgZ/bOA7wJ/n+QrST6W5MnA06tqL0B3efII6pQkDWiYoF8NvBj4aFW9CPhflrFMk2Rb\nkt1Jdj/G/iHKkCQtZpignwVmq+qWbnsnveB/OMl6gO5y33x3rqrtVTVTVTPHsGaIMiRJixk46Kvq\nO8CDSZ7TNW0G7gF2AVu7tq3AdUNVKEkayuoh7/8W4KokxwL3A2+m9+FxbZKLgAeAC4Z8DknSEIYK\n+qr6KjAzz02bh3lcSdLo+MtYSWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklq\nnEEvSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGmfQS1Ljhg76JKuSfCXJZ7rt05LckuS+JJ/ozj4l\nSZqQYU8lCPBW4F7g+G77/cAHq+qaJH8LXAR8dLEHePYZP+Zzn7t93tte+cwXjKBESZpeQ83ok2wE\nXgN8rNsOcC6ws+uyAzh/mOeQJA1n2KWbDwHvAn7abT8VeLSqDnTbs8CG+e6YZFuS3Ul2f/e/Hx+y\nDEnSQgZeuknyWmBfVd2W5JyDzfN0rfnuX1Xbge0AMy9YO28fgM895JKOJA1jmDX6lwKvS/JqYC29\nNfoPASckWd3N6jcCDw1fpiRpUAMHfVVdClwK0M3o31lVb0zyD8DrgWuArcB1I6jzCRaa6YOzfUma\naxz70b8beHuSPfTW7D8+hueQJC3RKHavpKq+AHyhu34/cOYoHleSNLyRBP3RxmUdSfoZD4EgSY1r\ncka/GGf7kqaNM3pJapxBL0mNm7qlm8W4rCOpRQa9JB3FFpuArlq/tMcw6JfI2b6kcVksX0bBoB8B\nD7wm6Wjml7GS1Dhn9JJ0BIx7eWYxBv0Yua4v6Whg0EvSiExy1r4Yg35CnO1LOlL8MlaSGjfMOWNP\nAa4EnkHv5ODbq+rDSdYBnwBOBb4F/FZVfX/4UqeHs33p6HW0Ls8sZpilmwPAO6rqy0l+HrgtyfXA\n7wA3VtX7klwCXELvrFOStGKsxEBfyDDnjN0L7O2u/yjJvcAGYAtwTtdtB70zTy0a9N+447gFZ6ot\nDfYoONuXtFwj+TI2yanAi4BbgKd3HwJU1d4kJ4/iOdSfHwLS8kzLRHLoL2OTPAX4JPC2qvrhMu63\nLcnuJLsfY/+wZUiSFjDUjD7JMfRC/qqq+lTX/HCS9d1sfj2wb777VtV2YDvA8VlXCz2HSzqShmFW\nDLfXTYCPA/dW1Qfm3LQL2Aq8r7u8bqgKF7DYUoR/2CfywGvS9ErVgpPpxe+YvAz4InAnvd0rAd5D\nb53+WuAXgAeAC6rqkcUe6/isq7OyeaA6lssPgaXzQ0ArxbS+r1etv++2qprp12+YvW7+HcgCNx+Z\n1B6A/xOQVibfn4Pzl7GS1DiPdTOHs/1DubumNHmLv9fuW9JjGPRL5IfAofwQ0DhM43sJxv+eMehH\nwF1AD+WHgPqZxvfGJF/7Bv0Y+b8ATbNpfI0frRMZg35CBn1BrPQ3j7N9rXQr8XXqXjeS1Dhn9CtM\ny8tB/np35Vnpr7nFtPS6M+gb0uqHgMs9k7WSXzv9TMvrx6CfEoO8oFfCG9wPgdFYCX/rxfi3XpxB\nrwWt9P8h+CFwqJXwN1vMNP7NRsUvYyWpcc7oNZBp3T1Uo+Hs/Mgy6HVEHS3LQS0v6xzJcVzpYzUt\nDHodNY6WL4xXwoeAYa7lMOi1oo0jhBYL0SO5r/+gYW4w63Bj+zI2yXlJvp5kT5JLxvU8kqTFjWVG\nn2QV8NfAK4BZ4EtJdlXVPeN4PmmUjpYlJGfmGpVxLd2cCeypqvsBklwDbAEMejXJUNbRbFxLNxuA\nB+dsz3ZtkqQjbFwz+vlOGl6HdEi2Adu6zf031M67xlTLSnUS8L1JF3EUcTwO5Xg80TSOyS8updO4\ngn4WOGXO9kbgobkdqmo7sB0gye6qmhlTLSuSY3Iox+NQjscTOSYLG9fSzZeATUlOS3IscCGwa0zP\nJUlaxFhm9FV1IMkfAp8DVgGXV9Xd43guSdLixvaDqar6LPDZJXbfPq46VjDH5FCOx6EcjydyTBaQ\nqurfS5K0YnmYYklq3MSDftoPlZDk8iT7ktw1p21dkuuT3NddnjjJGo+kJKck+XySe5PcneStXfs0\nj8naJLcmub0bkz/p2k9Lcks3Jp/odnyYGklWJflKks9021M9HouZaNDPOVTCq4DTgTckOX2SNU3A\nFcB5h7VdAtxYVZuAG7vtaXEAeEdVPRc4G7i4e01M85jsB86tqhcALwTOS3I28H7gg92YfB+4aII1\nTsJbgXvnbE/7eCxo0jP6/z9UQlX9BDh4qISpUVU3AY8c1rwF2NFd3wGcf0SLmqCq2ltVX+6u/4je\nG3kD0z0mVVX/020e0/0r4FxgZ9c+VWOSZCPwGuBj3XaY4vHoZ9JB76ES5vf0qtoLveADTp5wPROR\n5FTgRcAtTPmYdMsUXwX2AdcD/wk8WlUHui7T9t75EPAu4Kfd9lOZ7vFY1KSDvu+hEjSdkjwF+CTw\ntqr64aTrmbSqeryqXkjvV+ZnAs+dr9uRrWoykrwW2FdVt81tnqfrVIzHUkz6xCN9D5UwpR5Osr6q\n9iZZT28WNzWSHEMv5K+qqk91zVM9JgdV1aNJvkDv+4sTkqzuZrHT9N55KfC6JK8G1gLH05vhT+t4\n9DXpGb2HSpjfLmBrd30rcN0EazmiurXWjwP3VtUH5tw0zWPytCQndNefBLyc3ncXnwde33WbmjGp\nqkuramNVnUovM/61qt7IlI7HUkz8B1Pdp/KH+NmhEv5sogUdYUmuBs6hd+S9h4HLgE8D1wK/ADwA\nXFBVh39h26QkLwO+CNzJz9Zf30NvnX5ax+QMel8urqI3Obu2qv40ybPo7cCwDvgK8NtVtX9ylR55\nSc4B3llVr3U8FjbxoJckjdekl24kSWNm0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1Lj/\nAwUC+DVkuU59AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa6597b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#r_pr, elev_pr, az_pr = wradlib.georef.sat2pol(xyzp_pr, alt0_gr, re1) \n",
"r_sr, az_sr, elev_sr = wradlib.georef.xyz_to_polar(xyzp_sr, alt0_gr, proj=rad) \n",
"#TODO: hardcoded 1.0\n",
"mask = (elev_sr > (1.0 - bw_gr/2.)) & (elev_sr < (1.0 + bw_gr/2.))\n",
"pl.figure()\n",
"pl.pcolormesh(mask[40,:,:].T)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Compute SR and GR pulse volumes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate distance from orbit $r_s$"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"rs = wradlib.georef.dist_from_orbit(zt, alpha, beta, r_sr_inv, re1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### SR pulse volume"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Min. difference (m3): 57223.421278476715\n",
"Max. difference (m3): 70339.5594573021\n",
"Average rel. difference (%): 0.0026\n"
]
}
],
"source": [
"# Small anngle approximation\n",
"vol_sr2 = np.pi * dr_sr * rs**2 * np.radians(bw_sr / 2.)**2\n",
"\n",
"# Or using wradlib's native function\n",
"vol_sr = wradlib.qual.pulse_volume(rs, dr_sr, bw_sr)\n",
"#vol_pr = np.pi * dr_pr * (rs ** 2) * (np.tan(np.radians(bw_pr/2.))) ** 2\n",
"# Evaluate difference between both approaches\n",
"print(\"Min. difference (m3):\", (vol_sr - vol_sr2).min())\n",
"print(\"Max. difference (m3): \", (vol_sr - vol_sr2).max())\n",
"print(\"Average rel. difference (%):\", round(np.mean(vol_sr-vol_sr2)*100./np.mean(np.mean(vol_sr2)), 4))\n",
"\n",
"# Verdict: differences are negligble - use wradlibs's native function!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### GR pulse volume"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# GR pulse volumes\n",
"# along one beam\n",
"vol_gr = wradlib.qual.pulse_volume(r_gr, dr_gr, bw_gr)\n",
"# with shape (nray_gr, ngate_gr)\n",
"vol_gr = np.repeat(vol_gr, nray_gr).reshape((nray_gr, ngate_gr), order=\"F\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate horizontal and vertical dimensions $R_s$ and $D_s$ of SR bins"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"Rs = 0.5 * (1 + np.cos(np.radians(alpha)))[:,:,np.newaxis] * rs * np.tan(np.radians(bw_sr/2.))\n",
"Ds = dr_sr / np.cos(np.radians(alpha))\n",
"Ds = np.broadcast_to(Ds[..., np.newaxis], Rs.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Median Brightband Width/Height"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49, 176)\n",
"(82, 49) (82, 49) (82, 49)\n",
"(82, 49, 176)\n",
"-4.183126378193563 -4.0904391409528404\n"
]
}
],
"source": [
"print(z_sr.shape)\n",
"print(sr_data['zbb'].shape, sr_data['bbwidth'].shape, sr_data['quality'].shape)\n",
"ratio, ibb = wradlib.qual.get_bb_ratio(sr_data['zbb'], sr_data['bbwidth'], sr_data['quality'], z_sr)\n",
"print(ratio.shape)\n",
"zbb = sr_data['zbb'].copy()\n",
"zbb[~ibb] = np.nan\n",
"print(np.nanmin(ratio[..., 9]), np.nanmax(ratio[..., 9]))\n",
"#pl.imshow(ratio, vmin=-10, vmax=30)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Convert SR Ku reflectivities to S-band \n",
"\n",
"Based on [Cao et.al (2013)](http://dx.doi.org/10.1002/jgrd.50138)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49, 176) (82, 49, 176)\n"
]
}
],
"source": [
"ref_sr = sr_data['refl'].filled(np.nan)\n",
"print(ref_sr.shape, ratio.shape)\n",
"ref_sr_ss = np.zeros_like(ref_sr) * np.nan\n",
"ref_sr_sh = np.zeros_like(ref_sr) * np.nan\n",
"\n",
"a_s, a_h = (wradlib.trafo.ku2s.snow, wradlib.trafo.ku2s.hail) \n",
"\n",
"ia = (ratio >= 1)\n",
"ref_sr_ss[ia] = ref_sr[ia] + wradlib.util.calculate_polynomial(ref_sr[ia], a_s[:,10])\n",
"ref_sr_sh[ia] = ref_sr[ia] + wradlib.util.calculate_polynomial(ref_sr[ia], a_h[:,10])\n",
"ib = (ratio <= 0)\n",
"ref_sr_ss[ib] = ref_sr[ib] + wradlib.util.calculate_polynomial(ref_sr[ib], a_s[:,0])\n",
"ref_sr_sh[ib] = ref_sr[ib] + wradlib.util.calculate_polynomial(ref_sr[ib], a_h[:,0])\n",
"im = (ratio > 0) & (ratio < 1)\n",
"ind = np.round(ratio[im] * 10).astype(np.int)\n",
"ref_sr_ss[im] = ref_sr[im] + wradlib.util.calculate_polynomial(ref_sr[im], a_s[:,ind])\n",
"ref_sr_sh[im] = ref_sr[im] + wradlib.util.calculate_polynomial(ref_sr[im], a_h[:,ind])\n",
"\n",
"# Jackson Tan's fix for C-band\n",
"is_cband = False\n",
"if (is_cband):\n",
" deltas = (ref_sr_ss - ref_sr) * 5.3 / 10.0\n",
" ref_sr_ss = outref_sr + deltas\n",
" deltah = (ref_sr_sh - ref_sr) * 5.3 / 10.0\n",
" ref_sr_sh = ref_sr + deltah\n",
"\n",
"ref_sr_ss[ref_sr < 0] = np.nan"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Convert S-band GR reflectivities to Ku-band\n",
"\n",
"Using the method of [Liao and Meneghini (2009)](http://dx.doi.org/10.1175/2008JAMC1974.1)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# Convert S-band GR reflectivities to Ku-band using method of Liao and Meneghini (2009)\n",
"ref_gr_ku = np.zeros_like(ref_gr) * np.nan\n",
"\n",
"# Which zbb value should we take here???\n",
"# Q'n'Dirty: just take the mean of all PR profiles\n",
"# TODO: Consider zbb for each profile during the matching process\n",
"\n",
"# Snow\n",
"ia = ( gr_xyz[...,2] >= np.nanmean(zbb) )\n",
"#ref_gr_ku[ia] = wradlib.trafo.ku2s.snow[0] + wradlib.trafo.ku2s.snow[1]*ref_gr[ia] + wradlib.trafo.ku2s.snow[2]*ref_gr[ia]**2\n",
"ref_gr_ku[ia] = wradlib.util.calculate_polynomial(ref_gr[ia], wradlib.trafo.s2ku.snow)\n",
"# Rain\n",
"ib = ( gr_xyz[...,2] < np.nanmean(zbb) )\n",
"#ref_gr_ku[ib] = wradlib.trafo.ku2s.rain[0] + wradlib.trafo.ku2s.rain[1]*ref_gr[ia] + wradlib.trafo.ku2s.rain[2]*ref_gr[ia]**2\n",
"ref_gr_ku[ib] = wradlib.util.calculate_polynomial(ref_gr[ib], wradlib.trafo.s2ku.rain)\n",
"\n",
"# Jackson Tan's fix for C-band\n",
"is_cband = False\n",
"if (is_cband):\n",
" delta = (ref_gr_ku - ref_gr) * 5.3/10.0\n",
" ref_gr_ku = ref_gr + delta"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Matching SR/GR"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Identify which SR rays actually intersect with the GR sweep\n",
"\n",
"Based on the above criteria (in radar range, precipitating PR profile) and based on SR elevation angle (with regard to GR)."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49, 176) (82, 49)\n",
"(1218,)\n",
"(82, 49, 176)\n"
]
}
],
"source": [
"# First assumption: no valid PR bins (all False)\n",
"valid = np.asarray(elev_sr, dtype=np.bool)==False\n",
"print(valid.shape, precip_mask.shape)\n",
"# PR is inside GR range and is precipitating\n",
"iscan = precip_mask.nonzero()[0]\n",
"iray = precip_mask.nonzero()[1]\n",
"valid[iscan,iray] = True\n",
"# PR bins intersect with GR sweep\n",
"valid = valid & (elev_sr >= (elev_gr-bw_gr/2.)) & (elev_sr <= (elev_gr+bw_gr/2.))\n",
"#valid = precip_mask[..., np.newaxis] & (elev_pr >= elev-bw_gr/2.) & (elev_pr <= elev+bw_gr/2.)\n",
"# Number of matching PR bins per profile\n",
"nvalids = np.sum(valid, axis=2)\n",
"# scan and ray indices for profiles with at least one valid bin\n",
"vscan, vray = np.where(nvalids>0)\n",
"# number of profiles with at least one valid bin\n",
"nprof = len(vscan)\n",
"print(vscan.shape)\n",
"print(valid.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Averaging SR parameters"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(82, 49, 176, 3)\n",
"(1218, 3) (82, 49)\n"
]
},
{
"data": {
"text/plain": [
"<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x7feaa93aa208>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAWQAAADuCAYAAAAOR30qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzsvXmMZPdZ9/v5nbXW7up1uqd7ZnpW\nz3jG8TrxDJAXvwQnXNANyhUEE4lESsQSiSsC/wTJASUSIglCSEHKvVfRa4FBREkI75VzQwCLgHkh\ntuMlseOMt5ne9+7a17P+fvePnir3OlO9jLvHPh+pNXZ1VZ1zqut8z3Oe3/N8H6GUIiIiIiJi/9H2\newciIiIiIlaIBDkiIiLigBAJckRERMQBIRLkiIiIiANCJMgRERERB4RIkCMiIiIOCJEgR0RERBwQ\nIkGOiIiIOCBEghwRERFxQDC2+fyorS8iIiJi+4h2nhRFyBEREREHhEiQIyIiIg4IkSBHREREHBAi\nQY6IiIg4IESCHBEREXFAiAQ5IiIi4oAQCXJERETEASES5IiIiIgDQiTIEREREQeESJAjIiIiDgiR\nIEdEREQcECJBjoiIiDggbNdcKCLihiilCMMQAF3XEaItT5WIiAgiQY7YI6SUhGFIEAS4rtt6XAiB\nruutH03T0DQNIUQk1hER64gEOWJXhGGI53mt/xdCtARXKdV6ThAEa17XfJ6u6xiGEQl1RAQgmidN\nm0R+yBEopVBK4fs+ruvy8ssvc/HixZYIe553U1FtvodSip/85CecO3euleKIhDriHUhbX94oQo5o\nG6UUUkqCIEBKCYCmaSilti2WqwU2DMOWCDe3sT7yBtakPprpj0ioI95JRIIccVPWC3FTBJsRcfMu\nS0rJzMwM8/PzxONxkslk68eyrC2Fc3V6YyuBXS3U6y8AqwV6fZ46IuJ2IhLkiC1pVkwEQdASwfWC\nKYRASsnExASzs7McOnSIs2fP4nketVqNXC7H9PQ0ruui6zqJRIJUKkUikSCZTGLbdlv7shOhbgr0\nZguKEREHkSiHHLGBrYR4Pb7vMzk5ydjYGGfOnGF4eBhd17fMIQdBQL1ep1artX5c18VxHHp6ekin\n0ySTSRKJBLFYbFfCuTpHvV6oHcfBtm3i8Xgk1BFvF1EOOWJ7KKUIgmBNtKlpG3uHXNdlYmKCbDbL\n0aNHSSaTjIyMtN5jK2EzDIOOjg46OjrWPP7SSy8xMDCA7/sUi0VmZ2dxHAdN01qRdPOnXaG+UUQ9\nPz9PJpPZ8Psooo7YbyJBjmgJcbM0bSshbjQajI+PUyqVOHbsGKdPn0bTNKanp3e1fSEEqVRqQ/oi\nDMNWRF0qlZifn6fRaCCE2CDU8Xi8baGGt8S3SfNOMQgCfN/f8Jr1VR9R00vErSAS5Hcxzdyr4zi8\n/PLLPPDAA5uKTLVaZWxsjHq9zokTJzh37tyeitHqRb3V6LpOOp0mnU5v2O+mUFcqFRYWFnAcB2CN\nUCcSCeLx+KYXl832YfW/TdbXUjfvAJRSN4yoI7GO2AmRIL8LaVZMrG5xDoJgg4iUSiXGxsYIgoAT\nJ07Q3d3dltBstwxuK0HeCk3TSKVSpFKpNY83hbper1OtVllcXKTRaACsqfrwfb/t7bUr1Otfo2ka\nhmFEQh2xLSJBfpewupmjWUO8WekaQD6fZ2xsDE3TOHHiBJlM5m3Zv91yI6FuNBqthcRSqUSxWMQw\nDOLx+Iaoei8iainlmhbyqakpjh07FjW9RNyQSJDf4WzWzLFZ6ZpSiuXlZcbGxojFYtxxxx0bUgXb\n3W67InOrxUjTtJbgwkpU293dTSaTwXGcllBns1nq9TpKqVZE3SzTa1ZktHss648pm80yMjISNb1E\n3JBIkN+h3KiZY/3zFhcXqdfrLC4ucuHChZZw7YTVUfd2XrMXEXK7rK4gSSQSJBIJ+vr61vy+0Wi0\n8tT5fJ56vY6UklgstmYxMZFItCXUsLuml9Wpj6jy451LJMjvMNpp5oCVW+q5uTmmpqbo6uoiHo9z\n4cKFfdrrg0WziiORSNDb29t6XCnViqjr9foGoV5f+XErhToq0XtnEgnyO4TNhHizXGgYhszMzDAz\nM0N/fz8PPPAAlmXx9NNP78Ner3CrImSlQoLwFUI5iRBpdO04ShXQjXkUCaBr2/sZj8eJx+PrtqNw\nXbeV+pidnaVerxOGIbZttxYSy+UyiUQCw2jvtLuRUDfXA9Y34URCfXsTCfJtTrOGeGlpiTAM6e/v\n31SIgyBgamqKubk5Dh8+zIMPPti2MNxqbibISjmAhhDW9f9fGy36skDFf5ZAlrHEITQtSahKaGoB\nQ1XQtV6C8FUc+Q+Y+nswzQKKeZT6dYTYeXpm9f7HYjFisRg9PT2r9lu1WsgXFxeZm5ujVqsRhiGW\nZa2JppPJ5J4INbxVS3316lVGRkYwTTMS6tuEg3FGRmyb9c0cruvi+/6GE8zzPCYnJ1laWmJ4eJjL\nly+3fSu93f3Z65NbKR8veBopx68/0gGqBgI07QhKOkgqlINZNDGELtIUvadQQpI27sYLnsHQhkjq\nR1CqhFAgRAwpe0HUCcJxTOPWpWmEENi2jW3bWJbF2bNnrx/XW0Jdr9dZWFigVqsRBAGmaW4QatM0\n297e6n8bjUZLfGHzppemMG9Wohfx9hMJ8m3G6skc8Fa0pOt6qzkCVvwaxsfHKRQKHDt2jMuXL7dV\nzrUfbBUhB+FPkHIUIQYJwyWC8J8xjUsI0jjuNzD0M0jRhR9eI2YkQcRQIkApECKBoXUSyjxSNYAQ\nhQC069vSUcq/JReSdo63KdTd3d1rftcU6mZUvZlQN3PVlmXdcDtSyjXiGjW9HHwiQb5NWN/Msf7E\n0DQNKSW1Wo3x8XEqlQrHjx/n7NmzbZ9AOxWn5rZ3GnlvJchSLiBE58o+idL19EId0ECYgIcmkgiR\nIJSzaNogSoUoJQlkAcEwSv0IP5wFJRDCAHSEKAN5guBpQvkShn4vhn73gRAay7KwLIuurrX5bc/z\nWlUfy8vLTExM4Ps+hmFsGlE3XfhudBGOml4OHpEgH2Bu1MyxHtd1WVhYoFAocPz4cc6fP7+tE2Sn\nRvPNfboVi3Ka6CKQiytCrCyUaiBIABooH0EMTSSJ6X044RLIAqHykKpMxX+BUDkYIkkgG0ACnV6k\ndwXXWCQue9G0IQD84FkEKQzj1J4fw17RFOr1TTq+77c6E7PZLJOTk3ieh67rNBoNZmZm2vKkXs12\nm16az42aXnZPJMgHkHaaOZoUi0VGR0fxPI9kMsl99923o222E1Hd6LWrBXnbAi0kTvgmeB6G6CJh\nnEYIE8O4G+kvI+U8Qmjo+ggKCdJF07oJUUg5RYwMcfv9KKETqio6cQLquMEooBEz7qYejNIIX6PT\n+u8gn8ETJSQOukghSBGqWQxujSDfyhpr0zTp7Oyks7NzzeNBEPD888+j63pbntS7EWp46ztbr9e5\ndu0a58+fb/0uanppn0iQDxDbaeZotjcbhsGpUytCshvXtWbaYSfsJkJWSiHNV2ioElrYi8M4vszS\nab0PIeJY5v+GUiVW7GQTKLIoJakF49T9H6FEFU11ooWvE6gaXjhP2novJhqenEMoUAQrVRckAA9k\nEo0igayi6ymUctBE6iZ7unP2I0/dTCkcPnx4zeOrPakLhQIzMzO4rrumm7H5065Qw9qGoKbwwtpa\n6ibNzyNqetlIJMgHgOaqe7lcJpVK3VCIl5aWGB8fJ5lMcu7cuZZvQ6VS2bGgwu4EeTevldSR+jw6\nxzC0NEql8eQMoapiiDRCGAjRs+oVw7jhNE44iW3cicSl6P0HMYZJGGdpMErNf5mkcT9KSYQw0LAQ\n6CgRIESMIBwklAv4chqlylj6MJp2klDV0WjPxnM7NBfJ3m42O46tPKmbVqfVanVXntRhGK5ZS4ia\nXrZHJMj7yOpmDsdxePPNN3nggQc2PE9KycLCAhMTE2QyGe6+++4NzQm6rq+JQrbLXkTIq7v/gDUn\ncSqV2jqHKbY3iiaQZYSwEEJDyjoaNhIPIQw6zEtU/OcI1BJp4x7qMkvOfw2BgSkOUw1ncbRFTHrQ\n6cZRCvxltPD/RUPH0g/Tab0PTbQ3Wqodmnc7B5mtrE638qRe3Xa+2pN6vSBvRdT0sjmRIO8Dm03m\nME1zg6A2h4ZOT0/T29vL/fffv+UMut0IKryVQ94pc3NzLCws0NfXxz333AOs1MFWq9U1t8a6rrcE\nOp6wiSUMRDiIrxbxwgBFg7h+DP0GKQRD60QqdyUCxkSpBjrDrd/HjTOkzQepBMu4KgQUvqpRkhVi\nyqKhlYnRTUw/i68KlL3vkxJ3YxqHccM5qv6P6LAu7fizWM9+pCz2iu16UgdBgKZpTExMrImo271D\naLfpZTVNYQawbfu2FupIkN9GbjSZY3WEGwQB09PTzM3NMTAwwHvf+96bNgfsVpCbVRbboXnByOfz\n2Lbd2s9mVchmJ3IQBCvOarVrTJd/hLvs4DgOplvDrs8SN/o5Gj9GqIfouqDgX6USzqBjk9D6cVUR\ngY7QDlPwX0MpiaGN4BNS8q4iyRHTuyn7zzLnvU6nfhcxY4hl98f4ska3dSc1NYVLBU+VkbKGEBZK\nrJzkhtaJL5d2/Dluxn4I8q2OyreyOp2fn6dSqZBIJG7oSd2MqLcj1Kv/bdL8znqex8svv8y99967\nZh+//OUv84d/+IdtN9fsN5Egvw1s1cyxmuZt/7Vr11hcXGRoaGhb7c26rr9tOeTVfhiHDh2it7eX\no0ePtvWlNwyDeFqgjCmGtZOA4Gr2X7HNFH3GvVTdHKOF/8Acv5O6GCdMzpMweyBWxdGfZCB2L0KH\ngvc6aeMIOga5cBFbi2MQEMgSCf1ODM1GJ4krJ7AZJMRFw0BJiQq7EGqcUHpowiCQZdxgkVBWgRgd\n5j07/hw3Y78EeT/y1kopEokE/f39G/ZntSf10tLSGqHeiSc1vCXQUkpM01yzmAjwD//wDzz66KN7\ndXi3nEiQbyE3a+Zo0hwaWqvVsG17R111mqbd8hxyGIZMT08zOzvLwMBA64LxyiuvbCu69mUdEGjC\nxJc1NExAkkgmSKaSNMIcIyPnmWosQngO3wvIugs4nsdsfpZAOch4jkBkiNud1PUClt1Bwhik5s9S\nCSfp0c4T1zLU5ByBWtleQy6T9V+motWQYZyc/yYGAp04UlXwZBUQGNoHdvw5bsa7SZC3yiGv96Ru\nIqXcE0/qIAg2LCY2v5O3U+oiEuQ9ZjvNHPV6nYmJidbQ0GQyyZEjR3a03d1+6W6UQw7DsGVMNDg4\nuCFy36wO+UYYWoxANch7byKVg0cRk8MIIQiVh4aGJkx0YYGhsK0UntWBETbo7T2GJyvk3TqxMIbv\nOTQch0ZhjpwXEkt56OY0hjlIzLIx9DNowsYSGZR+vYtPVGkg6NUvEappfNmg07wbXbNRMsCT0yS5\nAwCpQkLlogsbTeysE/HdJshbrXNsxl55UodhuOUdWiTI70K208zRHBraaDQ4fvx4a2joxMTE27zX\nb7FZDnl1LvtGDnHbzV/r2ITKpR7Or5SjIXGVy7I3jiksBuyLVMMiKeMkWe+HBGEepTSEsgiUj1Ir\nKZqOWDekoNGQGJqHKQoEfhIlGyz4P0ZVepCVYQJ9FpmcJ2OcxrZjlAMHK6YQmoalOvDlFIHysUQP\ngSgSKoUr6wSywrz7NKHyMESMw7GfIa733PwA1/FuE+S92K4QN/ekXi3UzYW+a9eukUwmCcOw7Skv\nB4lIkHdJU4jL5TL5fJ6hoaEthbidoaH7tSK/WlSbVp3z8/MMDQ1x6dKlG36xt9sY4sg8ltbJoH2E\nUPmUZXJFgGWCclCnGLxAQu/Ekw6ectEBpWw0cZRFr4RQGkn9AnPeEoGsYYkMMZEkVC6eVqbLPk2X\neZpl7yXoWRHiOecabjCDdIbxPB+3XMPPzhC3Y4i4i2ZME9oeZVWnhkJz/gVXXmPAPk1C78OXNeac\n/+J44pfQxPZOm/2oQz5oKYu9YrUn9WqhXlxcpFKp0NXVRa1W41/+5V947LHHmJ+f55d+6Zc4f/48\nH/nIRzYtKwUYGRkhnU63Wr9feOEF8vk8v/Zrv8bExAQjIyN885vfpKurC6UUv/d7v8d3v/tdEokE\nf/3Xf93qkH388cf5kz/5EwA++9nP8vGPf3xbx3cw7b9uA5oVE67r4nkeQRCQz+c3iHGzq+6FF15g\ndHSU48ePc/HiRXp6ejYI704qHfYKTdPwfZ/R0VF+8IMfoOs6ly5dYmRk5KYn2GaCfOPjEKAUumYj\nhUadCnHSdJiHqVOjGhRI6RlqYZGyX6DbHAFhs+zP022dJGH0M+WO0mEcp8s8gociZZ6g176ThN6H\nEiEKiVQSqXxsPcVg7CLKKpPsDonbaXo6Bukb6sHu0Am0AfJuwBu5cV5dXCI37VLOVinX8ixUZgmC\nYMUTQ7kEyrnBcW3Ouy1C3o+oNAzDlh/10aNH+c3f/E2+9rWv8bM/+7N89atf5eGHHyaRSNzwPf79\n3/+dl156iRdeeAGAL37xi7z//e/n6tWrvP/97+eLX/wiAP/0T//E1atXuXr1Kl/96lf51Kc+BawM\nB/785z/PD37wA5577jk+//nPUygUtnUcUYS8TbaazGEYxob20Gw2u62hobquEwTBTW0V9xrf98nn\n89RqNU6cOLHtRcXtRshxvRdb66QaLNAIXUJc4pwkkCv5YyUgVJJAeRjCJCTElXUsESOUPg1ZxRQW\ngfKIaUkMdOphiU6zm1C5GPRdbzYJ0VlpIInpGbqM0/RZd1N3BwmSJfJhjkAUSdkdDHZcoBTkCZzX\n6DMTaEGKnGtTcpYRxQR+2ADDRzJJOtlJKpVqOasppXBlDUlITEttyDXvR2PIu02QNztvisUimUyG\noaEhhoaGtv2eTzzxBE899RQAH//4x3nooYf40pe+xBNPPMHHPvYxhBBcunSJYrHI/Pw8Tz31FA8/\n/HDLUvXhhx/mn//5n/n1X//1trcZCXKbbNbMsfoLbxhGS6SbXXXpdJq77rrrplfmJrstXWvuZ7sn\n/2rz+mQyycmTJ3e0qLjdHLKGiaYNknXnCZWHi85COEXVyVMMlugxhtE1A13oeMrDEBaGsKirIoZm\nYUgLTzaoByWknkSqBNUgC0gsrZtQ6ZT8JQQGltZBIyzghiV8VSXvv8689QYd6iiH7POU/NepBnO4\nqo6l2WjCJFB1uhJDePppanICs9MlpaUYsR4Ct6NVtlWtVvEDn3J8Gi9RxLIsOuxu7sr8LAnrrYvv\nuylC3o0N624IgmDDeVYqlTaYLm2FEIIPfOADCCH47d/+bX7rt36LxcVFBgcHARgcHGRpaaU+fXZ2\nds15Mjw8zOzs7JaPb4dIkG/CjZo5ViOEoF6v88wzz9Dd3c29995LLBbb1rZ2W7rWjFRvdvJ7nsfE\nxATZbJajR49y+fJlZmZmdr3ddqmEWRbdCXqt0wTKY5YZAjx0zSRjHKIcuLxefZWESJEQGSYaYwgE\naX2QJXcRT9bwlUcxWEQGElfWOGyfwJU2jRAMTUMXAEdxwgY5fx7FMoftcySMPnz5Gq5aQKqjWCKN\nIsALHVJ6F2k9Tk0uEzgujlLEtBMoodNQGg3NZzCTaVlgBsqj6C/yemWSTn8Iz3PJlhb4X4v/SHfj\nRGuenhAC3/ff1uhxvwR5ffnZ27nd9QvOpVJpg13pVnz/+9/n8OHDLC0t8fDDD7emu2zGZt/1rc6B\n7V6II0HegnaaOeCtJonp6WnCMOTy5cs7TjmsT3tsl2akutWJ2Kx3zuVyHDt2jFOnTrWeu5uLwXYF\nuRFW0YSBJjR86WCRwBYJjsXew3h9Ek9lGTJPsegt4EmHAXuAil8hLyv0mN1UwwJJfYjD9hDVME/O\nnyWmd2CLJMveDF3aEN3mEKP1HxLT0wzHLrDo/CeFMEvS6MUijq9cAuViaf3ABHl/hkqwhK2FdBr9\neDKg7M3Rbx3F1juRKmTWeY1+6xgAY40fUfDmqAQ5lFB0pwaBFKnQoh5O0WfnsVQ3ljNALlugWq3y\nox/9CCnlho617TRCtMu7MULejSA3XfH6+/v58Ic/zHPPPcehQ4eYn59ncHCQ+fn5VrPL8PDwGmfF\nmZkZDh8+zPDwcCvF0Xz8oYce2tZxRIt665BS4nkerusSBEErIl4vxs0FsGeeeYYwDLl06RKxWGxX\n+d/dRshbpTxc1+X111/nxRdfJJ1Oc/nyZYaGhtacsLt1e9tOHXJMSyLVSnpHxyTEx8DGlR7FoETG\n7CKuJ3BChwBJ0ujAxSNQAR1Ghk4jgyMdEDqWFsMQJhJJqAJ0YSLx8a/nn6UKEOhYego3rBCqgA7V\nRaAU0405ppwxFF2Y+hFcpVMJaiSNQ6SMQxjCohxM4klnpb4chUIy67xB3pslpXfTYfSR9+epBkWU\nCsn5PwRqSOVQUq/jJt+kr6+P3t5eHnjgAS5evMipU6fo6Oig0WgwOTnJiy++yPPPP89PfvITxsfH\nWV5ebjVH7JT9FOT9iszXC3KxWNwweWUzmn4czf9+8sknuXDhAh/60Id4/PHHgZXqiV/+5V8G4EMf\n+hB/8zd/g1KKZ599ls7OTgYHB/ngBz/Ik08+SaFQoFAo8OSTT/LBD35wW8cRRchsr5mjebu/vLzM\nkSNH9nRo6F44tq1+/eq5esePH+eOO+7YUix36/a2ndd2GH10GUNMOG+glMKWPXgCFtxpfOWR0vup\nBhVC5QMabtjAkx6a0ghUQFzrIc88jaCGqWmEyscWCQQavnKIax3oGHiqQafev7KoJ45TUT9iyZ0g\nyxJCHsPWeyn601iaYMg4hCsUOX+BSpCn0+gnVJIZZ5xi4KJUyMnEAxjCohQsEdfSCCFI6hkyejc5\n78dUNQNNeAzY96ELA13FqQSTmPLkGi+Gzcq2VrcWr/eAaHaqtWN/ufr9DuoMxVvBZoJcLpfbipAX\nFxf58Ic/3Hqfj370o/zCL/wCFy9e5CMf+QiPPfYYR48e5e///u8B+MVf/EW++93vcurUKRKJBH/1\nV38FQHd3N3/0R3/ExYsXAfjjP/7jDTMTb8a7WpBXN3NcuXKFU6dObWkR2Wg0mJiYaA0NXX27v1fs\nlR+F4ziMjY1RKpXanqu3m5K77aYsPOWRDRpABkVIQVaIYxNXnXhhmdeqrxHX4yx7yyvvjSLvZ/Gk\njxLq+sw8m1mVw9Zteo27mGosopD0GGfJB2WWvRIpMUSoFDPOJL6sENOPo0ScBbnAUc2k1+pHqiLF\nIEtd1olpnWhCw5MVnDBOoBwy5hCGSGAIg0CtNB/EtDSzzutIAlAhSs3SZw1hCYuin8VXNXTRCUgQ\n4vo8v5t//lu1Fjd9ikulEnNzcy2f4hvZm77bBHmz/Hy5XG5rUe/EiRO8/PLLGx7v6enhe9/73obH\nhRB85Stf2fS9PvGJT/CJT3yizb3eyLtSkJula2EYtkqSXNclDMMNJ852h4buZkW9Wfa2U5RSXL16\nlUajwYkTJ1odgO2wG/vN7QrysreIGzr0WYcoB2Vc5RAXCTJWDwveApay6bX68JWPVJIOvQNXOug4\nWJpFPajjEXIufhYnbPB64yqnE2fQhcFo/U36zH5SeooFdw5bt4hpFoWgxAnzLJ1GF6aapBLmqQYV\nbC2DVHN4YQPTSCBVP/mgxrL/JrqWYSR2H+K6sFWCHFKFxPUUxWABAKlyGMIhYx7FEBauyrPsXqHD\nGEEIxYB9Pwp9x+K4lataGIatbrX19qapVArXdUkmk3ie97aXUe4X67/r28khHxTeVYK8WQ1x82e9\nH3G5XGZsbAzP89oeGtpMObTr0LbZ63ciivV6nbGxsVZq4u67tz9B+e2cGBLIAP16ra5UEk3ohISE\nKsTQTGzNps/qpxQUARiKDVOTNZJ6imOxEWbdGRqhSUhAQzawrueQlfRXjO6FwNYtXDxMZdFnH8JV\nCyx6C2TMbuLEmPWXcGoaSgkgzqSziEZAh2FyNH4/vvQYrb9IMVikyxrECavEr9cY57xZRuJ3o5A0\nwhlq4QROWCVt9qBUF4WggUudmOjkeOIoVensedmbruubTv5o2ptOTk5SrVa5cuUKvu9jmuaaaDqZ\nTO74e7oVB833uVQqtZVDPki8KwR5q2aO1RiGge/7FAoFxsbGgJVbme38QZu1yDv9om93Ua9WqzE2\nNkatVuPkyZNomkZnZ+eOToq3M4fcbfUy5UzhhA6a0AiUj42Njo4nXTJ6ppUiiIk4hmaio+FJH1Oz\nrv/Ow8BEFzoBAYbQCZVEIdGEhkQiAIlESoFNmnKYxZUN6qJKRs+QNjLUwip16XE29h6qwQL5YAZX\n+iT0JL3WCJONcQpBjU6jk/s6LreOFyWwtSSGGKYWTOLKEqHvs+DNMGjfTcLoxZE1rtafY0Dd9bYJ\nlWEYdHauNK50dHS08tSe57Ui6oWFBWq1WquZYnV+OplM7nhNZL+aQra6O4sE+YDRbg1xc6bda6+9\nRjKZ5PTp0xsij3bY7aKcYRh4nnfT59VqNUZHR2k0Gpw8ebLVhp3P53e8/b3MIReLRarVKul0etOS\nrg6jgx7jMC+Wr4AK6WWEbFCiWp3iSOw0cV2nHJY4Fb+DAJ+SX6TP7kdKRTWsEteTaELHlQ4CSGlp\nar6DRKKjY2Diy4BaUKVBY8UTQ3oYmsXr1WtUpcd9sfvojHcxWr96XbhDbD2BCBT1sI6t2Sx5ZYTW\njSV6qYeCol8hrqcZsu/gav05AuURSB/EIDm/gaeKCNHRMiCKaUkqQY5QBvveGGJZFpZlrRGo5ve+\nKdSzs7PUarUNjmrNCdU3S7vslyBvlS+v1WobcvIHnXekIG8mxFuNhWkODZVSMjg4yIkTJ3a83WaE\nvFNuFiFXq1VGR0dxXZeTJ09uMCfazaLgXuSQi8Ui165da41pajpxAS0D8lQqRc30mHSWOZU4SSN0\n+UHlFYZEDycTI5T8Mv12D91mB2mjY2XC9PV0hYlOMSiR0OPYWpyCn0chGK3NMessooQiKY4y06ji\nqwYaCXqtNL4KqMsS3XoPJxNnWCx8nxl3ho54J7rQaYQNCn4eS1goTFxZYdFt4Eif08k7MYWNL31G\nG1cZjB2mxxpCFz9NMVigGuTI2KYaAAAgAElEQVTwcegyBvCkwxu1Z3iz/gNiWhJT2PRZxxBoK0Oz\n30baWdQTQmDbNrZtr6kG2MpRrVlDvTqiXj31Yz/bptfflTYDhNttYfMdJcjtNnNsNjQ0m83u2thn\ntxHyVq+vVCqMjo7i+35LiDdjvyZHO47D7OwsxWKRM2fOkEql8DyvdTKsnr9WKpV4pTJK3i9R1mLU\nLR8VhtS1BppU1GWBF0uTnEgcoegXMIROh9lJPagREJI20gQqQAC6MJh3CoTK5kTyGAWvzI8r1ziX\nOkZM07lWf4OE3k2XmSBUAQqFoRkcVsMUVY68nwMFIYolb5FQSTqNDOdT76MaVAjUJOb1Yaea0Ajl\nW3+bjNlPxuxntPZDXK2BEBqa0BFo1MMiOjoOVY5od952bm9bleY1PYqbpXmrp34kEolW2q/RaLRV\nmrdXbJUm3Or8P8i8IwS53ckcYRgyOzu76dBQwzBaX66dsttOu/URbrlcZnR0lCAIbijETd5uQa5U\nKly9ehXHcejq6uLChQsAG95ndaXAoUOHCKsGE415OrQk89VlZorLhF7I6PRVFsQMHVon1XqFZX0J\n24xx2B5mLpjDx2fQPsysM0POz3I+dRdSlSkFeephL43QxdYsXBmQNmJYukHZr9BjpfGVR1pbKYEy\nMBgwBzkdv4NRRlfSIep6tU3oIoTFcPwk894SlaCMpVnUwhon4yc3fAZxPcWMW6AULOHIOkoojtjn\n6TT70ZROKVgiqY7se8piL1jtUbzaTL55wV1eXqZcLnPt2rU1k6lXR9S2be/5Z7GZIN8Ok74347YW\n5GYO7GbNHE2j9dnZWQYHBzcdGrrbdAPsvmyt+fpSqcTo6ChSSk6ePNn2wsRuIvTtCHIzYg+CgFOn\nTrUWQ9vlaHyABTdPMaxgxkwysTQpK0k6k8Txa5xLnCJwXVRdUatWuJp7kyV9EcPQWawvUNTz6LqG\nr3w6zSTLXh5PuliaQTVsUPIrSBRCxinKCjP1JRJaJ7qwmW4ssMgi3aqLCWecKWecAfswh6wBgOsG\n+Apbs7mv472M10dxlMNw7ChD9vCGY4npKcrBMoHy8aSDI6sk9A5MYeErF0NY73hzoeYF13Xd1ncW\nVgKg5p3RZpPH19dQ75StmkJu5q54ELmtBXl199NWXXVTU1OtoaGXLl3asgKiHUFWysH1nkapGqZx\nHsNYm2/ebcqiXq+Ty+VaqYnt1lA2PY13Qju1xM0ctud5ayL27aZ7YrrNpa4L5P0yABcYYaG0RF+6\nlxlXx9Q14kYHNjYdZj/H7BHCWkAQBsRJENYlpaCEtTyNJnQausOPqhNYhokUkpJfo+BXKQVVTieG\nQcSp+QJHCAxNkVVVRvTjdJoZhuVRxp1RbBFHR2BoJp3GSiSd0BOcT991w2PJebMM2qfRhYFSkjn3\nGllvmow5ACjuSFyiXPD3JWXxdudz1+eQdV2/4eTxWq1GLpdjamoKz/MwDGNNWV7T3vRmbNU2fbvV\nIMNtLsiweWTnOE7LRKfpZnazE+JmgqyUQ7HyGYLgGgBC6KSTf4RtXVzzHjsRxGKx2IqI4/E4999/\n/7bfA25dyqJer3Pt2jUcx2lVdaxmJwuClmYyYK+8T1ZX9BtdnEgdI27Y/Ff+BWphg6HYCN1mgoos\nMxI/wZJXYi4skOrspUccwlOKmu8Rq/eTDFMsNBZx/JA+dAIzpKqDJzziWheT3iJpM81I4jDzapQZ\nN0dfoocOows/sLlSmSFlJPlv3ReJ6fG2j0MgCGRIQ63kj7vNITqMLvqsYyT1LlJGFyU1fssi5HpY\nphrmMUWMjHGotZ3NmpxuNe0u6jVL89Z30fm+3xLqxcXFNaV5qyPq9TXUuzUWOkjc9oK8mnq9zvj4\nOOVymZGREc6cOdN2ZHKz/K/rPUMQXkPXDwEgVY1a4/9ZI8i6ruM47U+UKBQKjI6Oous6p0+fJpFI\n8MMf/rDt169nr1MWzYaTZp3zZlNOmq/dzYJoMzqvhw5XKpMM2IcxhUExqNJhHOL+5FGuVMbRkfSY\nXeS8ItmgxoDdzaKbI2klOJU+QtK1mGwsMpgaQsiQWnkCGUqWc8sUvSJ1qqSKGlqoUXKKNFyHMXeR\nUBjcnTqPBK5UJ+izekgZ7XlYp40h/jX7Ap5csR7qNGz+j4H/Toe5trzsVohjzp/lpfKTK6ZHKmQo\ndo5zyZ9uXSDf7qh8t1UWpmmSWWVvCrQ8ZqrVKrVajfn5eWq1WmuYajKZxHEcUqnUmu1vxwv5IPGO\nEOT1Q0PvvPPO7fuQ3iS6VdRhleYILKSsbHiPdnLI+Xye0dFRTNNcM0mkWSWyU/YqQm40GoyNjVGp\nVDh58iS9vb03/Dw3S3ds9/NXSlHyq4RIEvqKj3SXmWbGWeZofJBZd4k+K4MQgqn6AiGSLjNDp+lT\n9KvUwgbdZobJ+gJFv0rGSmBaBoeTh0joMaaLBQw0lkSFSkFHcz2+P/dj8rLGCTnMYmWJWMymrnvk\n4yVS6fYEeapRoNc6ji5cQOCGBlmv9rYI8pXqf2BrCSwthlKKWed1DtunyJgD+1LZcaPJzztFCIFl\nWXR3d28ozXNdt9WVWCgUyGazSCn59re/3TKGv3LlCmfOnLnhfoVhyAMPPMDQ0BDf+c53GB8f55FH\nHiGfz3Pffffxt3/7t1iWheu6fOxjH+PFF1+kp6eHb3zjG4yMjADwhS98gcceewxd1/nLv/zLbbu8\nNbntBXlsbIzl5eUth4a2y80W5EzjPEKYSFlFCBsp88TstR/6jSLU5my90dFRbNvm3LlzG/wJdhtp\n7kW33auvvkqpVOLEiRNtX9i262Wx2euBlXbqVW8TyABba55IK79o2mBq151jB+0OFpwCFd8hplkY\nIk3O9Sj7kmHrGBO1Eo5cRscioZugFCXd4WhigLsyp/hx5RpKxMiYXbhOg2qtxnhxjAV/GtM0W/nM\n5r/rI8Ba2CCtdxLXV6p1ilRoSHfNc26FIEsl8WSDtN5DqAI09BUjfOW2tnm7RcjbQQhBLBYjFouR\nzWYZGBigs7MTpRRdXV08/vjjXL16lT/90z/lzTff5Jvf/CbHjx/f9L2+/OUvc+7cOcrllTWNz3zm\nM/z+7/8+jzzyCL/zO7/DY489xqc+9Skee+wxurq6uHbtGl//+tf5zGc+wze+8Q1effVVvv71r3Pl\nyhXm5ub4+Z//ed58880dfRa3vSCPjIy0rlK74aY5Zn2EjtQfU63/XyhZJWZ/kFTit9Y+Z5O0h1KK\nXC7H6Ogo8XicO++8c4MQ7xU7TVm4rsvY2Bj1ep1Tp05ty5QIdnchgLcEvcfqoMfsYLKxjIYgphs8\nmDmPrZkM2r3MuVnimo0pjOvWnApLF3SZOkveAo0wJGV0cmf6BNXA4dn8Ve7sGCau67xaucbh5AAZ\nM06hVERoGjHd5nz6JM8VX0PXbGK2yf29F3hPx2mEEHie17pVXt3F1jSYT6VSdOtp3gimsTRzRSSV\nT6+1tipmt4IcqABXOthaDOP6xGtNaKT1XkbrL1z/EBUdej8pfXt2j3vJfjaGNLcrhOD06dMMDAxw\n991339R5bWZmhn/8x3/k0Ucf5S/+4i9QSvFv//ZvfO1rXwNWZul97nOf41Of+hRPPPEEn/vc5wD4\nlV/5FX73d38XpRRPPPEEjzzyCLZtc/z4cU6dOsVzzz3H5cuXt30st70g70W5WrtY5n10d/6PLX+/\nOspePeQ0kUhw4cKFW97GuV1h9DyP8fFxcrkcx48fJ5/PMzAwsO3tbjV1ersiJFZkmJovEIBJjJi2\n0mBwPn2CtJGk5Fe51P0epArJ+kUqQZ3hRC+Ddi+vlOfIeWWc0KUSOFjaSgt1lxkjpptk3So9dup6\ni/XK0AEnCHF8g9Cw8JSOJ986Jba6VV7dHCHLdZacPM9xDVs3eV/HHZj2ymJis5RrN4Kc87I8W3qa\nQPoYmsmDnZfptVZqgAPloQuDkADQ0MT+dqXt58Tpzcrezpw5c9PXfvrTn+bP/uzPWgb1uVyOTCbT\ner/Vc/FWz8xrLkzmcjlmZ2e5dOlS6z13MkuvyW0vyAeJpiAvLS0xNjZGKpXa1pDT3dKuIK+eqXfs\n2DHOnDmDEILx8fEdbXe9IG9VhljynZXUgm7QYyXXlC0qpVh0S0w18pxMDCCEoBjUuFKZ5WLXCXSh\nczxxeMN7PpV9EVtb8QHuMGIsOkUa0sUQGo3Qo+q72JqJRZxiUGGmbqErg4QWY6GR5+XSHMcShziZ\nPIxSirH6EieT/XRbm9/FrG+OeL0yR7pQ4ae0Eeqew4RbpX95DjEV4HkepmnieR66rrc8jNsVLV/6\nPFP6PqYwSZkpHOnwbOn7fLDnFxECykGeQPVQCqrENYtQ16mFJeL6/tTf7pcg+76/aZXFzer3v/Od\n79Df38/999/fGr10o7l4t3KWXpPbXpD3Mje3m9XpZo64WCySSCS4++67icfbL5/aC27mZeH7PhMT\nEywtLXHs2DEuXbq0J3nGdnLIM/UiT2fHQQikUpxN93NP19Ca19dDF1Porb9pQrOpBDfunkzoMWqh\nQ0qLczjWyUwjR8l30NHwZci8W2DBKVIOG5xM9q1EwH6aSqBTlXVqoaTv+gKcEALt+utuRKgkY7Ul\n8l6VV8rT9FodJA2LlBUDUyOR6eGO9Mq0Yt/3uXLlCkop5ubmWhUCsVis1b243hOiiSMbhCogfV1g\nY1qMpfoC383+f5iYjDXmkRgk9QSO9Bmvl7m0j5Ve+2kutH677ZS9ff/73+fb3/423/3ud3Ech3K5\nzKc//WmKxWKrlK45Lw/emqU3PDzcauDq7u7ecsbeTrjtBXkvaaY/ttM1pJRicXGR8fFxOjo6iMfj\nnD9/fsf7sJuLwlbmREEQMDk5ycLCQtt12dvd7o0uBFIpns9P02kmsHUDqRRvVJYZSXaTsd66aHUY\nCXwVEiiJjqAc1Dme6L/hts+lj/Nc8Qp5r4wSkv/Wd5aR2BDXaotYuomtGZT8OleriyT1GEfivfxE\njZMI0zzQdQKFxkvlSX6q+zSO9DE1nQ7zxhfSFwrjXK3NE9cspht5Fp0SRxN9mJpGIEOMVakD0zSx\nLIuBgYHW2kHTvKeZn256QjSj76ZI2wkbDQ1PeliaRc7NsuAvkLG6UUA5CEkZCl81ECgSehdS7d8p\nvV+CDJub098sQv7CF77AF77wBQCeeuop/vzP/5y/+7u/41d/9Vf51re+xSOPPLJhlt7jjz/O5cuX\n+da3vsXP/dzPIYTgQx/6EB/96Ef5gz/4A+bm5rh69Srvfe97d3QckSCvYjuCrJRaY1B07733EovF\nePrpp3e1D82FuZ0K8mphDIKAqakp5ufnGR4e3nMhbnKzHHKoJL4MsS2DUEk0BJoQrUi0+fo+O809\nnce4Up5FohiwOzmbvnGkkTYS/Ez33VSCOrrQ6DRSaEJjzikS00y6rCQSha2bhIAnAww0QlY+pzPJ\nw3yv9jr/sTRGbyzNhw/fQ1zf+PcPlWTeKVILHK5UZjgSW6noGYn38G/Z18j6VTQhOGR1MBhbG5mt\nzyGvNu9Z7wmxegpIbaaG7SeYsMcxLYOKVqbP6iMuYgihYYk4odTQ9RSWZmOJGKZm7toka6fspyCv\np93xTZvxpS99iUceeYTPfvaz3HvvvXzyk58E4JOf/CS/8Ru/walTp+ju7ubrX/86AOfPn+cjH/kI\nd955J4Zh8JWvfGXHn8NtL8h7mbJoxxxIKcX8/DwTExN0dXW1hHivaAryTuo5m4IchiFTU1PMzc21\nWsZv5YlyszpkU9NJGzb/a/kaGhpCwEiim7Rpb3j9iWQ/xxK9hEpiae19PW3Nwl53ET0c7+LN6jy1\nwEUg8EKfTiOOKXRq0sP2HX5cmmK+XkfH4mLXSRqhz0vFOQZiHZiaTj3wWHAqSCUZqy+Q9SuEUvJm\ndR5b6MR0i3m3zOFYhuPJfpK6TaBCcl6VhLFybFIpXNneorOmaRtajT15Jy/mX2WmOo/uF6jWc7xZ\nfgOpFA2jQU2vkfcKaEJwIn6KTj2zb/P09sOzY6uLT6VS2Zan+UMPPcRDDz0ErAymeO655zY8JxaL\ntQadrufRRx/l0UcfbXt7W3HbC/JecqPmECkl8/PzTE5O0tPTs8Ypbi/Zjadxs1j+2Wef5fDhwzz4\n4IPbml6y03TJzVIWoZJ4UpLSbRy5Yp2Zdeo8vTRNpxljWF97QdOFhr7LioEeK8VP95zhjeoCMd3k\nlwfuZ8ErUfBrJDUTJRQFt8pUo8R9mSPEDZO4YTJVy/NKaYakYfNyYYGG9KkEdeadHD/dexJbM5io\nZfne8qscjncx08gxEu/jcKwLU2jk/BqBWvksZhsF/iP7GjPOHOM5hw/Y7yFttL+uIJXk33IvMOcs\nEzdtKkKSFcvYMQMlFbWgRkIk0NTKRXy6NMVTi09xKHYIz/PI5XK3zGFtKw5Ku7ZS6sBE69vhthfk\nvY6Q15fQSSmZm5tjamqKnp4eHnjggZumNHY76HS7tcRSSmZmZpienkYptW0hbrLTxpSbLeo5YYAr\nfe7rXikZmqyUeKWwwIBVI+fUmQhCToV7f/IMxDIMrEsfLDol5ufmONt9gkAoQjnHUqPCvFnGC12u\n1uYx9IB5p4obSt7bdQJLE8w0lpmuFxmMp5FIeq0UA7EMuhJMNLIESFCKQ3aGbitJNXD43vIVUkaM\njIhRDhr8zeR/MhjrImnEeG/XCbqsG5dBFv0K806Wfmul7K4aLiNVnE69D7SQUljC1m06rM7rzy9y\n5NgQvX4/165do1gsthzW1hv3pFKpPZ+ptx/cyJz+duT2/4vsIasFWUrJ7OwsU1NT9Pf3tyXEsDeD\nTtsV5NX7eOjQIR588EGee+65HW+7GSFvN7JYL8hhGFIoFFq2ipamowsNTwaYQmeyUqTDsum0Yti6\nwVQxT3GHteSBlLxWXmTBKZM2bC5kBkkZW9+5mJqOUmAInZhhENN0Xi0XcUPBkpfjeLKHI4luqkFI\nzs2R9SrENZOG9HilNMmME2feLXExc5yTyUN4oU/Sr2AKHdswMXSdUClqYQOpJDHdRAGloM6Yk6XH\n7qDulfifc89zPj2EpZuMJHrXlNlVA4c5p0A1qBMqSS1o4KuAql8n53lIVUMoCIB6WMcIdCQKS5h0\nWhnixkp+ummDCSvC1VxEXFxcZGxsjCAIsG17jUi3M6rpIHEjL+TID3mf2G3rbpPmTLupqSmmp6fp\n7+/f1Dv5Zu9xqwedNtMnExMTO9rHG217J+mS5uffjNSnpqbo6OhgcnKyNfG43xK8qRYxLYta6HI+\nNYCtr3xGCsVOZxz9qDDDaC1Hxowz71TILdV5eODMlvnnjJmkV0uw6JbRA52sV+O/9R0nqSe4WlsZ\nkOrKgG4rzg+yNZ4PptCEoBQ4nEh2Yxkacd+kHqzMPsz5VYZi3dzbNYIuNK5VlvjXhTdIGBaVwKVH\nSZSUzDplMkaCpG7jSMELhXFKQYOMEeel0iT/+8B99NlpCl6N/zn/PE7oI5Vk2p0nZMXruejnMYTC\n1la+69XAwhMepaCMAE4mztBr9eHUnU2H+G5m3NP0g6hWq+RyuU1HbiWTyZtOANmvqHSzc605z/F2\n5B0hyHtBGIYUi0Wy2SxHjx7dscjdqjFOsHZBsaenh4sXL+7K2Hs9u2mB9jyPZ555phWpr57Y0GxB\n7isVyFZL6HWLqdIM5VgOzTLpthOk0Led6gmVZLyWp99OowlBTDdZdisUPYf+2OaNHZoQnNX7yGQG\nKUuXghtwMrVS6RDi8mZ1AScMyHk1EoZFl5XECR0ShsXp9CCHYimW4mWezo5T9AK8UHG6sxtdaOTd\nOldKWS50xHBlSMkNeNmbpeSXcCzFMbuPRbfIklsmUJJeK02XmaDg1/iv3Ou8p/MYL5cmCZVkINaJ\nEzqMNgI6jTQx3QQl8VjEkXmUklhC0aX3cU9imQ49pCALNMIGSrbnY7HaD2K1paqUkkajQbVapVQq\nMTc3h+M4LWP51RF18xzZr4XE1W3TTUql0o6GFB8E3hGCvJsIOQzD1jSRdDrN4ODgmlu97bIXY5w2\n88NYWFhgfHyc7u7uW7aguN0ccnNIbNPLuXmBaE5yabK+BflngKlKgeliHuX6dLghpWKe559/vmXo\ns7ppYqsTXSDQhIZUEk2snJRSKbSbiLqG4GiiF90wWHAaLDtVMlacuBbneKIfXYAfSn6q5ySHYmmK\nfo2ns1d5aXmRHrvKglsiY3VyLj1Izq0xVi2w2Kiy4FQ5Eu/iSCKDVIpaIPFlgB6axJTOS6UpErpJ\nMagTEwY6glrgMucUKXg1Fpwy12oLDNidpI0YDenRCCRV36XD0AhFDURIyuoHJVn2pvm1nqc4apUR\nKIR4npp/Gl/+7K7EsdlRmEwmOXToUOvxprF8tVpleXmZ8fHxVtojFosRBAGVSuWGf7O9JgiCDYHT\n7Wq9Ce8QQd4Jq0vDBgcHefDBB6lUKszPz+/qffdijFNTkJuCNzY2RiaT4b777rtpid1uGku2YzSf\nzWa5du0a6XSa++67jx/+8IfbitaPprs4ml4p3G80GlyTkrvuuqsVTVerVaanp6nVagCthonmT02F\nODLgVLKX1yuLGJpOoEKG4510W+21qmtC8FD/KV7IT7PsVBmKZ/jl7rtIGhYv2tO8Wl4EQJcGuZoi\nYTg0woA5p8IHOgbJmAkqvstSw+V8ZwYDn6LnkXVrVAKXvFfjTLofvVZhTndIqQRnO/ppBB4vFMd4\nuvAmmtCoeAX+z+ElhuwSr9l9fHW2h6lGDk8GLHkNziQUJxPLZP0ic77OeftfGTDzhMpgyGwAOhIN\noSRd8v9mQb7vlgjiZsbyzYtvs0t1enqaer2OUmrNhOpUKnVLBp9uFiHfrtNC4B0iyNv5Izfn683N\nzW0oDduruXq7jZCbfhijo6N0dnZuq9a5mXbYi8aSzSgWi1y9ehXLsrjrrrv2xDBp9R3OZoY+zSGa\n1WqVQqHAf46+xuvVArqmE4vZnO3qozudoivVwbF095oIWSqFYOvvSFw3eV/fiQ2PX+gcJOvWWHQq\nzNUqjCR6eE/XANXARSvOMl0rE9dN3igvkTZsjsa7Sesxnpi7wrJbQypJ2Xd5b1eMZVkAJEftRc4m\nBG/UO0gaMTr0JLoI+cORf+GYXUQXIUMdBgNGN4GoohHwcvUwlztfRxOgIZFKYGpy5ZiQ1IBuEmgC\nQgwENaTcWWPRThBCYNt2q376zjvvBN5Ke9RqtVagszrt0RTp1WmPnRAEwQaLgtt1Wgi8QwS5HVZ3\nrW3VLLHbdEPzPXYq6koparUaCwsL9PT0cM8992zbD+NWjXFqTpgGOHv27J4umtws5bR6anXFd3le\nNHhgeBAVSsr1GhO1EoOhTn4uT1auuOvFkwnGwgbzoUvMtP5/9t48SK7rvPL83Xvfy6027ECR2IiF\nJECRAglTojRqiW5L9tjWuFuLJas1lhzytDsc8jRj3I62wiG5QzGOtvSH3J5pu2cmJmTL4fHSnph2\nK+yRPLKt0XhkjaiNtCRKJFDYlwJqr8rtLffeb/6472VlAVVAoaoIQCA/BlhAVma+zPcyz/veueec\nj90DQ7RsjhfBZx1ec5PXVDURb931IM085aX5KZ6fvkJiHUoMqTguN6/StG3Odud4fOQ+Ep9zNW2y\nrdJg78BmqjriW7MX+dLkaaq2xb/Y/qfcV5vCKMOeqMp3Zt5HMxvicP0S91XmEBxOFJqMJwYuc8Gm\nOOBtWyYQAZQGBM3S/eQAURatNIacVHbiV8khb2Rdqwfupz127Nix5H79tMfZs2fJ87w3pqk8zo1G\nY1Vqn+UUTa8C8l1ceZ5z/vx5rly5wu7du2/oWrtTHXIZTDQ2NobWmh07dnDkyJE1b38jAbnT6XDy\n5EmyLOPw4cO37YPu/QRCjlajKKV7C36pc2gVzCNEmi3DI9jYcGjfQ9RM1OvMvjZ+jhemrjDghPG0\ny/+ZNjk2sp2tA0NcaM/w4MIsh7buwInnQmuBtk3ZUm0w2hhC+Qtofx6l97KpsodDQ1v5z+deZDbt\n4nBM5k0e3zJKzUSA4h/mx5m3KZeTebbEAxwZ3kXiMl5qVqjoiLfs+ga7axMoHIhlQCe8a8cX+Hb7\n7eyK20GGpz2qD2w1ljKUPzT3yx9TKf4oFIlYJtx55C4e32SMYXh4+LpFt36q6uLFi0uyp68NYeq/\n2llpnt61cx9/UOqeAOTlLkfzPOfcuXNcvXqVPXv2rCrHYb3871qeowTiWq3Ga17zGrrdLtPT02ve\n/mpkcytVf6eaJAmnTp2i2Wxy6NChFefpbUT1b1fE0uz8S3L7d4SM391AhpeLaLWLSvROnhr5C5RS\nTNv38mLrdUx1O/z1pTG21QY4tmUXAwMDtKuGw/fvCSC9MM32uYh6fYCq0mjr+M/Pf519UYPZ2JNE\nGbtHLoOJ+UfbE/ZFnwFiIGdOfZix1lvYOzDC3oERMj/OTHqBdtKmqfYzkXYZ1BVG4hqjlQtsjf+O\nJP0qX59/jK5VvHHnAxw0cxgcvsjwEDyPDI1xcOB/IVaWmqnQ/8nMxOFZ3eKqCFxxXYJsUBCiuxqQ\nV6obZU+XQH3lyhW63W6v+x4cHOzx1f3VbDY5cOB6GuoHoe4JQO6vLMs4d+4cExMTt5xstt4RShC6\n7DRNb3q/2dlZxsbGiON4yRSRLMvu6Fy9LMt48cUXmZmZ4eDBg2uaTwhrm6kHkKSfIbdfBoJKw8tY\n7z5eLuPz32Gw+NTW9G9zyv88W6o/TEVHXGov0MxTfuS+AwxFFSaTDjUTYZTGASNDQ2yq1Dl/8Ry7\nhjcx3RjkTOsEHz7wu1R0C4Ow18SFIjocwyH3P/LCzASaAR4ZqXCo/u/IvBApzwutN/K9tmZzxfLw\n0H3sjf8cRY7D8PqRv+ObrT1sr3VIbU4uBqNcsPQqjwdqOgGEqzZnk64TK00mObP+xp+fa1XbJRQr\noOUb1H4AAXm56s+evmJlcN8AACAASURBVHZbJe3R7XY5depUL//lj//4j7l69Sqjo6N0Op0Vs8iT\nJOHNb34zaZpireXd7343H//4x+/oPD24RwC5HLdThq6/HBGTq62bURZzc3OMjY1hjFmWi13vouBa\nAdlay9zcHOPj4xw6dIiHHnroZXU6iXgW8i+T+ykqPISoDgv513D274DVTe42KuW1I3/HRRviEbfo\nOifnpvm6uczmuMHF5gIvdqbInWNzpcZCknB+bo7EOR7dugOv4Oimv6AWzaARKkohBBqi9zqV46mt\n/5FZrzhcnQEUVa1QyvPa4f+H7Y0BcjHsib+MRhAxRAo2xXO8djih6at4A5nAkF48ruGTGY6TAyZ9\nmfssBLb4mv3V9/f+T7UHUjFohLZEtGQzFe9vuy36dia99dMe4+PjHDt2DGMMWZbxlre8hU9/+tN8\n4Qtf4I/+6I8YGRnh85///HXPUa1W+eIXv8jg4CB5nvOmN72JH//xH+e3fuu37tg8PbhHALnZbPKt\nb32Lffv2cejQoTtq/VyJh15YWODkyZMopXjwwQdXFK6/nMaS5apfh12v1zl06BD333//mrdf1o1M\nHiKe081/TdN+DUQQPNwPZ5oVhtQcQ0qhVUlhlBzqCq9fYqbaHazzTCYdzjbnGNBV2nnG1U6H7fUG\nkUBdKrRTx0KSU8VQMxFKa7ZXC24XRV4oMvpLI+Qqp2FkkeNVZVcKMUKGRlP8XgUuWCHEymGUI1LC\nHDHKQaygqjOuLVX4FQGsUChFhFw0bR9R0x4r0JKYEZ1RU+EYpxIx6WqUJxGjGnfEpOGc21CT0mqr\n/71WKhXe/va386d/+qd86lOf4tChQyte8SqleleleZ6T5zlKqTs6Tw/uEUAeGhriDW94w4Z0dOvR\n8cL1gNhsNhkbG8N7z6FDh24qWL9dHXJ/Dsbo6ChPPfUUFy5cWNc+vBaEcz/N2dZH6djvEanN7B38\ndYbiJ2jab9DMv44nR6EQUkQFidq8xNSMIi45ZUD1faeChK14DwJXkz189cJFFIpzzXke37WL0YEh\nvjUxTifPuH/bTiaSNqfmZnnD6B4ODm/mP01McGp+lv0jm5lNH2Bb9SKlgXvSddlu6r1tfz8HV0Cx\nR2GQJYtvuUREytD1EQ2do4quV4BuGRavwv80y+crhPuGjioRQ9PHlP2VKwRuTVc+lZD4CK3Dfed9\ndclJy6j6HQPkO5GuttyJv19lcaPPs3OO48ePMzY2xoc//GEOHjx4R+fpwT0CyBsZJLKWqSHLPb7V\najE2Nkae5xw6dOim0wvKWo9KAm4OyP2uv+3bty+xiN+KMWQ1dbr5K3TsSUCRySSnm7/CkZE/wvrZ\n0GWW3XH52vCAcMU1qBCUAxlCVTniooN1wJCygGJBKoj5Lo9t+a9Rugi9Tz3OezLniLXGi9DJcyo6\nwnrP1lqdnabKixPTXJ5rc3x3xF4xVFW4qumK44JtoYmY85p5KT8HiglXZ6fp9LroGVfFKtDKMiNV\nxAsNbfEoZlyVTBYBqo6lZrLifYbylJ22YsrVCHNSwm9tb6tLS1DMS4VZV0dR6pGleD5FR4ZpvIIA\neblqNpurcuoZY3j++eeZm5vjHe94B9///vevu8/tnKcH9wggb2StF5DTNGVubo7vfe97vckCt1Ib\nQVksB6oiwuTkJKdOnWLTpk3L2q83QsNcfim9JHQLMA4fUAMIbfsdBqKjeMkQWZo9vfhvRaYMgS3N\nSSSiIzGqkIJNSXECAbS2+MafsrVyH/vy1zDnvkvTnace7aCdx1QjQ0VpppI2L81O8eL0FBfaXd56\n/z7qcUw1muWKGwgdqXjuj1uA4LAMKshE0yZsLxPDBTtIhBRdc+jvpWhRp32d6b7dV35VlcCwSXv/\nFhQtF1HVghPFnK8g6CWd9/VAvHi7IphEAOZ9jYbKUAJeDAtyH1teIYC8Ei3mb5FD37RpE08//TRf\n/epX7+g8PbhHAPl2Tw1ZrjqdDqdOnaLdbhPHMU8++eSa1Qnr7ZCvff0zMzOcPHmSRqNxQ7OJ1nrF\ngP6bVX+3oJRCq9DjejKkGNVkVA2jhvHUmXKb2Kyn0HgyDFoEo4Kq1qGJi24ZDIjq8byLytsC2JRj\noPFtUr7Lzl1/xXYf4VDs2anZPPvP+er5y2Ri2RTXyL1nutXBImxtzFOtXGIhH0EQHAIKJlydHaZb\n8MGhBxXCe9MF9WCXwKXAsstwoTwKBVx2AzSUA4RUwmt0NpykIuXxEp4bFXhs30PgsO1IhS3komj5\nGgpIJaYrFRYkKAkm7TADxnPwFQLIy9mmRWRVSqnJyUniOGbTpk10u13+5m/+hl/91V/lh3/4h+/Y\nPD24RwAZNjaC81Z0xKXsptVq9Trir371q2s+Saz35NLf5c7Pz3Py5EmiKOKRRx7pLWLc6LFr3YfX\n7n+lDF49hvhne7d1PSS+ilfzZDLIFVcnLFwlII6qDiC+3YwjKDRxoDGUQ7wikYgZX2NI5WgltH0A\nJDAoZVHKozVoFeMlIx74Yx4ffJKLTcXU/CM8vut+Jlttrla+zq7N/zNKabSHro9p6BwQEjGct0Mo\n0VgUkbIF1pYng+Xq+hOoB+Zcg1RiBnTKoE7pSDi2vS5XhcdZ0aji704MM7ZBVbuCW46p4BgxHQRF\n09WZcQ0qury/4mK2rbddQ/sVwyHfKJz+Zt+j8fFxPvjBD+Kcw3vPe97zHt7+9rdz9OjROzZPD+4h\nQN6outEYp/4qjRMLCwscPHiQRx555K4IxDbG0Gq1eO655/De31DRcW2tpztf7oQ44Voov5OKzvFE\ntHzEpvzbPFh9L1rFZD5F9URcCisRddVFoVBU0CrGSaAQlGqQeYMjYtbX8GJQKnCykdYsMqmhxwZP\nvTaFl79h5xbNQOPbZPYZttYNRx7+65DfjMFRYcoPoVyYhr07ngo6YeV6C2upqwKaahQ655L7XdIn\nFxv3Rbeci6Hp6wia3AeOuuSpy043kwpWNAu+jiv2RAEnJH2HIZOIrq/Q9TETbpgd0Xzfe11aLZtg\nrX1FAPJytulOp7OqfJXHHnuM55577rrb7+Q8PbiHAPl2dchJknDmzBnm5uY4cODAmo0TL0d1Oh0u\nXrxIkiQ8+uijt8xfb3QORlUN02QBK+ELorFU9CYiVePY8H/Ls3O/gScFFMrXcaaLJSt60Zzc56jy\nEp6UAa1puhiLK25XeFGARZVSDOUCw6tARAMRWgmN6hQT7edptobZOayIjEbwVJ0lxeBxeAVX7TA7\noiaRCpSJAJFxeHGB2hBF6qsYJVR1ugSUrSgm85Fg8S6oDhBEVO+x4TUKs26AjtR7p5Eb9d8Lvsac\nHSpolMV7eQlg3V/tPGJubo7vfOc71yXkXWs73si6E4Cc5/l1gDw3N/cDG70J9xAgb1StZH1O05Qz\nZ84wMzPDgQMHePjhh+8aIE7TlFOnTvU8/EqpWwZjWB8g958Q8zznwoUL3Bf9NCfUv8cX/V/d7MBJ\nyj8s/AcuJ1/BqAqaQbxkWN0hooGVQXLpEFNGkJbOtKDp3WnmuJxvCQyzaJSSXjBPx9cYNKXLLSg4\nPBmIQsRQia+QqiwAddGJD5oM66BJAwVkRFywWxBvqOuUXfEcSuUYFXritq8x5YbQePZUcrT4nqxt\n3tdpE6MKPtxL4Lm1gnnXYMQEw0vTVelKjZUheJEE0SxicLmI6MRgJUD5TD7Qe5bcKwbiwwwPD/Pw\nww/jve+lrU1MTNDtdlFKLQnxWW/aWu/13iGa5F4KFoJXAfm6iuOYJFl0imVZxpkzZ5ienmb//v2r\ndrCtZ9DparXQeZ5z5swZpqamOHDgAEeOHGFqaorZ2dk1bXe9gOyc48yZM1y+fJldu3ZRy/axu/Nh\n5uR7KIlJhv+Bl/L/iCjB0UYXtIQnL58EheKKG2FYJ1SUoesFrRwNZfGimfU1nGicrxGZLijB2gZd\nYua9Yc4OAZrt8QxVnQMOFGjlSGrfY9OuiElqjEqKUYF8uGpHmM5HEGC0OkekLEo7UgwzrsEm3UUp\noe0rzPlG0anCeD5Cg5xYCx0xJFLarhUdH5HYChUtxDrF6yptW+vrmym6e3ommPBI+npmyAU6Pih+\nBEA007aBUZD6iKatImgcirat8s7tT+LmQrdarVap1+ts27bIMV+bttYfMt8P0o1G45Y+v+v5vK+1\nVgoWerVDvgtqI3XIpXPn7NmzTExMsH//fg4fPrzqDmC9g05vlmlsreXcuXNcuXKFffv28dRTT/Xu\nux7Z3FppHxEhSRKee+65XrSpcyG3YZ/aBzzNZPJdnp37G5TE4AVRipyMXGxPT5v5LlIIwOZ9veCJ\nHUpgTiIEH+ReCrTOezSF0Y6qqGDbUIE/nrKDbDEdqtriRDNtB8jJUeTkGM7lW9GuQhvDnK+idLBg\nTOYDbI1aVLRDUCy4OrN2CBGF0TmCpmXrRMpTN11SKgXmhzigKTuEFFSCF4X3hgEds72Y6rG4zwAV\nQHkmH2BAJxgV4jWVEqxEgJD4mJl8gEYUrtqsKJxU0QpSFzGVDWKURgF1s4MnRh7lRf+9FT87y6Wt\nlbP1yhCfycnJW+6m78TV4quA/Aqp6elpJicn2bdv35oyMTZq8vRy03QvXLjAxYsXV8x0frnykJcr\nEelNDrHW8sgjj/SokutOCsqhtSGXDC+WeTvAkAnTQHreNwmdpwAigTn2UorK3CKgKV9QFeULz6iQ\nspmcWTdYuOo0U24QY4fJfQelHRSPycUESkRH1CVBjGW+eJzDMGGHA8WhcnZW5tFFl62UommrzLgB\nNJ77TEZUkgsq0AeJqyzy2QS9cCqhk+2nUxZcnaZrBNGcEqpYjLLM5g0uJJsZjDK8KOZdnZrOqPjA\ni3dchek0yNxEwXxe50D9fobjId47+pMMxo1b7lb7Z+utpZu+1czujSpr7XXhQa9SFndJrfcMXXad\nly5dIo7jdYUTlQuDa517d22XKyJcunSJc+fOsWvXriVTTpZ77O0A5Lm5OU6cOEG9XufYsWOMjY0t\neU3Xdtsj0SFSn+GkjaBou2FaboRYBai1XjMYCRExCy6npnPqypB6sDiGTHDntZ1hKEowCKk3GO2K\nBTio64yqaoJo5lyVLhG5T7hWljaZDbE9blFVOd5rGtpTNy2ceOalRioxIGQSMZUPsSlqo4Gmi5l3\nJWWhGM9GGNApRgmpj0kl7oGxAF0fYSXGesVANcHpcPLMxbBgB3oyDS+KE+1dpLIYbJTki5+d3Bu6\nqkLmDV1fIRcDStPOYjI7yL958JcwaumJeSM61pW66SzLaDabPaDudDp0Oh2+//3v93KLh4aGNoSb\nvlGt1CG/Csg/wNU/0mn37t0cP36cEydOrGuBYqMCgkSEq1evcvr06VVPmV5PHvJqALndbnPixAm8\n9xw5cqSXVnczusPimLZbGNQKrTIUgsXgxSDF5f58sZaqMLS9oSkGhUOpmK6Nigba0s4aWKcxJjj3\nQrCPZ7Q6j1YWEcVmnSF2kK4Oj6Mvs9KK4Uqyi+mZR7F2kuP7voUqZG5baDGVD5MWcryur5Bk1dA9\nSwi5bNk6kXbUdUrT1YNMrwBi61XRvWvm8wZeYlCel7qjVJUt3rdia9wmUoJIMI9Y0YioXiaF9L3e\npq2RFMfFC0wmAwSZn+b1w0evA+OXs8qRTdVqtddNO+d47rnn2L17N61Wi+npac6dO9ebBHItN71R\ni38rAXKZOfGDWPcMIN9qR9CfctZ/+Z/n+bpD6tc7CkprzczMDC+88ALDw8OrGm7a/9j1dMgrgWqa\npoyNjdFqtTh8+PB1Ko6VtjuVTfKXk59lNr8aFtbcFiwWIaVUQiDB4NB/CMPL8D2XXDGsqPidoHS5\nrTJbTTOZDbMlamNU4F4THxP5IbxyONUqFBthIwte0amdoxF3mcyH2Bp1QHnaLg5OOtFo5Yt7B6mH\nUoqOrdB2dfCOKPZUdb6YJSEhbEhEsWBDNgVq8XV2fegYazoLi6DFot5CXsNienQNErhiJYGWyL1B\nq7C3EhdjfQRoHqjdz7869I5VH9+Xq0p6rZyrV1bZTZfc9PT0NJ1OB+A6bnotUQWvdsj3QPXzsNcO\nOYU7MzWkv2ZnZ5mamqLb7fLYY4+tGLC9Uq1XKXHtY621nDlzhsnJyRvqrpfrkDuuw2cu/a+0XRut\nIFJCrNvBAiGCUoHrzb1hJq9R0VIs7hki7agohxWNFcWACcDXdRENkxPpwC+bvpeSSsx4tgWIQQW+\n1kmK9x5lwLoKVgxd0SQ+Rsc52ji6PuZysgvxET5qA8J8Mkwt8lSjhUXLtIeWqyJ4lCjaLibGBjma\n8qQ+ZiYrLu+VRwRc4cILmunwPAu2zlxWpxHlJC5mLq8xEidEOqg+Mq+paI8TRTOrYPAYLWTOMJfV\n+PeveYZYaXbVNt0V0suVNMj93XT/SKVSjrfebno5QF5YWHgVkH8QynvPxYsXuXDhwg152I2YGrIW\nyqLMS9Zas337dnbs2HHLYLzWbZfVD+b9J649e/YsUXIsV8sB8qX0Ai3XpONCV+SoM2QUQ5EhE0ic\nZygKGmWPIfEKg8HhcF6TU8WXITq2EkANX/CrmljlbK00ex2qVqGnFvKg3wW8zpBCwZu4TXSyKjZu\nhc5XIHERw1GRuVEsIC7YKk2JaOaObbpCrUiX0yr04q6gJZzXeKPRBYc8mzcCWBfv3xa7I3Mx81m1\nd/LIJby62VLth9DMC+WEN+TeYNRiNnPmwRTn98xW2Nu4u+bF3aopRGu9Id30clkWCwsLr6os7oZa\nqVPw3nP58mXOnTvHzp07l8RNvlx1K3kY7XabsbExsizjwQcfZGRkpDeSZi21XsrCOcfly5c5c+bM\nTRcQ+6sfkKfSJv/b2f+Xy8kZEt1CodBKg4TusOUqhb3ZkbhqcZmeggLXtwDn+/4uxX+LN3hyDFPZ\nIAMqBA8lAgNRTqyg4xRGOyo6yOYWbI1ECMhWUAEgONFMZYNslYhuW7GgBrG1wE0rpZjJGsSiUQK5\nFkSBqECTJD5mPK2iBdCLHG94ZpjPGqQu7lu8uz7FLdxX0XExYNDK40WjKJ2CitwZnALvNR/e909u\neBw2wq16q7URLr0bddOdTodms8nMzAznz58nyzLiOKbb7TIxMdFbSNRaMz8/v+qo27ux7hlAvra8\n94yPj3P27Fl27NhxW4C4rNV0qUmSMDY2Rrvd7g0RvZXHr1TrsZDPzs7SbDaZn59f1QJif5UngpZN\n+Oh3/4zZrE1VZwzVg6xLxJVULE5sj7LIJF9cyPJQeJ7DjyIxQtHvWysC4FVwreUSMeODIkErR5pV\nEWIgQykKb1vBOyc1urNbMUMTRIPB7CEC1le4mG5lIlFQzdCJJdIeoxzDlYSk4Km1eKzXTHWHiLVj\nS71d6KIXYVYKTXA7r5D6aPG9sczPXqJb6O5FQvfdzSMGKjmgaGcxkd/Kz+59Pcc37+Pg0PYbHoc7\nYdB4OW3TWuteZ9xfWZbxjW98o+cKPX/+PB/96Efx3vN7v/d7PPHEEzz++OPs2LHjuue8cOECH/jA\nB7hy5Qpaa37hF36BZ555hpmZGd773vdy9uxZ9u/fz5/92Z+xefNmRIRnnnmGz33uczQaDT7zmc/w\nxBNPAPAHf/AH/MZv/AYAH/3oR/ngBz+4rvd7zwByf5B0CcSrVSYs91zrsYLeaNBplmWcPn2a2dlZ\nDh48yPbt26/7Aq0XkG+15ufnOXHiBJVKhXq9zpEjR9a0XRHh+wuXWMi7DMd1kBiRCCs5RmkW8goi\nQsWEbi/xmpHYU1GG2dRRjRx1o8gFrPfUTKAauk5T1R6tDNZT5FjoooMOEopyBFI5pa63G6RIpFDQ\nMTlntWbI1xglRUuYUpKJYtZa0Aa0x6NJrUGpCK1gME57Jo65rB7cgaKZy2psrnSCRkTACUy2B0Gr\n0En3nxf7/q1KO15xm/fQTGtIIf/zApkziFd4pXjD0G7es/eHVnUc7pSF+XZvs1KpEMcxe/fuBeDo\n0aM8/fTTvPWtb2XPnj188Ytf5MUXX+SZZ5657rFRFPGpT32KJ554gmazyfHjx3nb297GZz7zGX7k\nR36Ej3zkI3ziE5/gE5/4BJ/85Cf5/Oc/z8mTJzl58iTPPvssv/iLv8izzz7LzMwMH//4x/nGN76B\nUorjx4/zUz/1U+vq0O8ZQC4nYZw+fZotW7YsG8C+2lpvSP1ygFoujk1MTPDAAw/c0IJtjFnV5Or1\nVqfT4eTJk+R5zkMPPcTw8DBf+cpX1vRcJSBrpXHimEhnyHzOkK+xpeZQKiL3Eak3pD4KSgIck6lG\nEeElo+MVbVXDSo7gqOkagpD6jIrWDOgqc7YDeAZUTC6eVHKGIoVB03SWWmSJdXD0RVp6tmTnFZmv\nYiKwCq50hhhUCusdqQa0g0of1aMDwLdtlU4eowFXUBU+yJCJlENE9xrduaweOvcCbJVaorbDFXfU\nFBkdUkjrbERehAQJ4HzotL0oXB7xzENPr/o43C2ZEi93LUfLVatVlFK8//3vv2FjMjo6yujoKBDG\nvx05coRLly7x2c9+li996UtAmKf39NNP88lPfpLPfvazfOADH0ApxVNPPdUbBvylL32Jt73tbT3F\n0dve9jb+6q/+ive9731rfl/3DCBDoAFuRSK2Um3EGKcSkJ1znD9/nsuXL7Nnz55VGU7WO8bpZpVl\nWS+M6NChQ0vcWWutEpAfGhwl8V1aNqS2pd4w0R1hW6WB+ASwOCloh6JD1coV2Q5CKiF/QhA6rhx5\n5Ok6IXEZJa865whh7sowmytEFFpH5HmEEo1WOVvrndAhFzKyK90qqWRoURhg3oVpJr2LbSnS2RQ4\nF2iEIEfWuCKxLUjTgnewlVfpZBWMUrhCeyyanu7ZA+JVcAj2ZH2KThaROE2kQ9ftxFAebhFFksU0\nVMygrvLfP/4T3NdY/SLVK6VDvtFJ4FauEs+ePctzzz3H61//eq5evdoD6tHRUSYmJoCl8/RgcW7e\nSrevp+4ZQFZK8cADD2xYBOd6jR15nnP+/PmQenbffcvanG/0+PVK75Yray1nz57l6tWrG55Y1+OQ\nXZvdA4aFrE7qHKJiMsmZyoJjrjw6ThTNtEo1cmilSJwhUjBSMVgf07GOgVjQStHONRXjiLWQO4Mg\nwVSBwvkAnEvehhIchulkgAEFzinGsxq5NyDQyapEpovRi666gJW+xGRwVSweE+UoTY9v9gLNpIrW\nwkA1wYqGQrOsVVgkBMGLJrWaSAvWa7o2xvmCE1cSci6Kz6oTyPLg0rNOg1N88cc+HDIqbvH43AlA\nvtWRSRtRy0nekiS5JRt3q9XiXe96F7/92799w8zw2zVPD+4hQIbbl4l8oxIRpqenmZiYoF6vr1ql\n0F8b3SH3S/527969Llv4SlXu+6qOCfqILl5Z5jNNNdLEGrxocqeoGNCYoDHOI2qmQm4zMgW5rYRs\nYjziKyCQSkZmNQOmxoLtIniGdEzmPF1yKsajlaIadTEsgrOgmXUGEYi0I/cRSgdn3HxSJ9aCeGGo\n3oVSASEKL5qZtIpSMGw8sbjQwSpFN4+xLoyVkkwYiDPA40Qzm8ToYuNWdOCACx2yKXZ3mQaXW42K\nwknfOkNmTW8B8pBs5sSLL/UWs27FhnwnAHk9MQHr2eZyWcirHcaQ5znvete7eP/738873/lOAHbu\n3Mn4+Dijo6OMj4/3FgRXmpu3e/fuHsVR3v7000+v633dU4C8UbXaqSH91T9EtPT/Hz58eE3bX4/9\nuf/1AD3r9fbt29d0clhtlYC8uTKMSI1E5oMuWGLaaR0VDZB7S+IzBqIqERroIEDmbKGEoHDxBWKi\n6/Le86bekbkkOPsUzOcu/F1rMqeJMOROMVRNMD7M9fAqGEcEiI0nt5qKr9GSLhhFbhUoaKZ1Bitp\n6Ky9pplVQwixgoW0Rk1bdNHp5t4QhkkLqY1pdivgDSpyGN3LR0IX3bcqCOU0V2hdhMpnOszaswrv\nIbMGnRtMZDhQ38b/9NRPEVnX0+OePXu2B3pDQ0M3DJy/Ux3y3TC+abUuPRHh53/+5zly5Ai//Mu/\n3Lu9nJv3kY985Lp5er/zO7/Dz/zMz/Dss88yMjLC6OgoP/ZjP8av/dqv9eJuv/CFL/Cbv/mb63pf\n9xQgb2QE5610yNPT04yNjTEwMMDjjz9OFEV885vfXPP215uFobVmamqqd3JYzwLnaqsETi9CM4vY\nokdJfEJDO2ZsxnyeBjOFCM08Ryu1OPZIQZIbvAgVEzIdUmcKOiMAljFCpD3OB744MouCX6XAigM0\nc0mdQWokLscZx3AUg1ckCeiKgkxTVxUyY3E6UCjWG+aSOsopnApUsi0HkEZCx8XEaLwOlIZ3helE\nKbK8ghKDOEetlvcWEVNrcE6hC4u083qJ6sJbcMECiEs1/2zfE/zUgYfZN7iJmglfy2uNE2ma9kJ9\nrl69SrfbxRizpJN+pYxvWk/05t///d/zh3/4hzz66KMcO3YMgH/7b/8tH/nIR3jPe97Dpz/9afbu\n3dsb2fQTP/ETfO5zn+PQoUM0Gg1+//d/H4AtW7bwsY99jCeffBKAX//1X1/TYIj+uqcAeaNqtRzu\n3NwcJ0+epFKp8JrXvKY3y0tENiRcaC3VbDZpt9tcuHCBRx99dFXzxTaiyonVWikGTI2XmhNkzpHa\nANaVyCMecqepRWC0JrcRaE9NGToecq+JJMybdt6SZIa6qZC5DBzUiEjFIghGKbRApRYyMbTXiA7Z\nFy2xSNGZzmce0BB5KmmdmZkGlWoGlVagHUTAgComcKDAexUWBwFRQiUKJEr4HeTWgFJkzuBVqZNW\ndJK4F13hddBAUzxnuHGRr/a5Bh9oDUTx47sP8dDIyour/RGZ27cvapGttbRaLZrNJpcuXWJ+fr6X\n590P1GtdoF5N3S2APDc3t6oO+U1vetOK1Obf/u3fXnebUorf/d3fXfb+H/rQh/jQhz60ile8unoV\nkJepa6eGXFvNY4/9xAAAIABJREFUZpOxsTG89z25WH+tt1NfCyB3u11OnjxJmqYMDAxw9OjRNatN\n1mIuUEoxnrT4/vkTTLWFzNnQNaPIrEFcTKwNqctwVqNNja4PlotGPIDyQc6Weddz5AmQ+cX9YHuL\ngmFxzAOdtEItzqliSDOF0kLFBF1wbhWRDsFEXhRtK1RixbxYTCemriQoKaopvlBUiECaR5Rb9c5g\ndGGHLtxyeRqD0ogJCCsudNUSUBgAlwVG2ERL7XkKhcs0kmowCiWK41tGeWTbzls9TEC4mtu0aVMP\niKamppifn2fnzp20Wi1mZ2c5f/58Lyuin/K41akgK9WdAuRrt/mDHiwE9xggv9yURafTYWxsjCRJ\nOHz48Mtm0byVRb1+o0kpYXv++efXPRvvVvflqfYcv33qW5hKzOlkAU+FgUqE9mGCRy6OYm4oVjwd\nLFYCoM1LRu58AMTCXYdIwSWX/wvxlz3A6+M7ummFzBmcLoebRuTicMYTaQUOMi+ghMSnEBVyM6dB\nINYR1dihvYJCUUFwY+O1RpwuaBFFaqNi0F0ID/I2ALGIwlsd+BdFsFLroiX2QfZmO6ZYcVRgDT+5\n+yAPb9nGPzv86IZ9dks+91p320o5xv1OuKGhIQYGBm55neFOAfK1DcergHyP1rWLekmScPr0aRYW\nFno255fTnrqaRT3nHOfOnWN8fPy6WX8bEVJ/qzzkn18+iQZ2Nga5lMUsOEszKWzFOtABVgSbarSB\nTBzOBlmXqkKEIbNgYhV0vdahNFS0wXvBicegEfE4JWjRID5QA6LwxSKaB7Kg0SCIhjW+CJEQH9bq\nXK5RFQ+66KRdBFmMEXAacsKIqbCjgw1aiS5Alp5mWGlwuUGcWeyCe/SEDvpjD4jCteLF31vN3vow\nn/gv3ramY3SjWunYLZdjDAHYyuS18fFxWq0W3vslE6tLymOlz/zd0iEvLCywa9eu2/o6NrruKUDe\n6A65f8BpOUT0dgx+vNFj+sOSVtI3v9wh9ctV2+Vk1nJyZgryCl4lmGLhzbugMBBReBc6yaFKnaZN\nycXjXRXnHE45Gr5KpDTdPEVrxUC1RqfTQRDqcUyaOzJvqVUjItHM5RnEnlgHfhpAogDGygtW+V4E\nhssKkERhuxFeS0hgq1iSkFaBeB+uEtoxRmlsLUNrWTSF2EXfs0004vv2fa+lDz8li7Beha65CDtW\nGuom4t+88c1rOj43q1s9mUZRxMjIyJLFMBGh0+nQarWYn5/n0qVLpGlKHMc9gO6Px7xbOORXO+R7\ntJRSzM/P8/Wvf539+/fz4IMP3jKwrneu3rVVyurGxsbYtm3bDcOSbvdcPe89D2/aybOT4yEVLRes\njRlpVDFaM+M7OAXVOKIrgQrq2DwYIwS6NgcRrAoKjBhNLo7cK2ZdSuaDumG+a/F4vFG0EocRwRsF\nuQExeBVOQjpXgSZoWLT2KK9QJUaF9TdQCpUrlNLkAlE1zNxTgM3Cnb14fGIQ41GhIQ+LcYX5gyDE\nWBIS1Pu7VZCXIaChDg1s4uiuHbzj4EP80K771nJ4blobIXsrh5sODAywc+cit13GYzabzV48plKK\nJEm4ePFiD6xvh0lkue/Wq4B8l9V6O+RyisjFixcRkXUZKDYSkGdnZzlx4gQDAwOrsobfjrl6JRCX\n962pCnWqNCUJNKoYmi1HbARbAyOgnQrNqoDzHpcHrjaMsNOQCy4OVIJYBVroaltc9oPTwS2HDXe3\nalG2YEt5QyFbE8CnhloUUbOaVgHqi28gsApOPHhN3lE96/TS0SUK341QuUG0QAHcQAB3RxnEDHnZ\nDbM0yEJAZ/CbP/qPeXjXjdPa1lsvp2uuUqmwZcuWJdIu5xxf//rXMcYwOTnJ6dOncc5Rr9eXZBjX\narUNpfnyPH8VkO/V6qcBRkdHed3rXsc3v/nNdXUa67VfQ7B2njhxAoBHHnnkugjClWo9lMXN3I4l\nEItIj5JRSjHR7ZBnwo7KENZ7JvMOLoKGidCS4oGms0jxshwFYesUVWKMUiz4HJ0pNlfrTOXBNDJS\nrdJMMywejQInuGLxLxKwFRdka2V0mg6mEu8BrTBphO4YpBGyNSrdCCcOOxAW5coxSWEFD4rMTsqo\nULwCWwQIiYLEQFSAvysW8foThPooC7JwIjKieN+R17zsYAy33xhijMEYw333LXb8IkK32+110+Pj\n4yRJQhRFSyiPMsN4LbVSh/yDnIUMr3BALhPizpw5cx0NsBFTQ9Zqv06ShG63ywsvvMCDDz54yx+y\nl4OyKPdHOXxVKbXky/TAcOhMUudwzhM5zWBc4bHhHTzXGWdBEgZUhWaWg8BwtU6mHB0siXfo4vm9\nCM006WFc5lxvgS7C4LXHFfE+VRVhM6DqMUYhXuEsPSed8mGBz8Xh8SbXeBVMGiQKTMEXOwkLfJoA\nut3+TpfFlhsCYGem73d9f8oGG8BDnCj+9Q8dY++WTTz10Npcm7dad8Kpd20ppWg0GjQajSV5xHme\n90D6woULtNttYOlEkNXaxEXkuvf5gz6+Ce4xQF7tJZGIMDU1xdjYGCMjIy+Lk20tWuI8zzl9+jTT\n09NUKhWOHz++psvPjQZkEeHqXJMvv3SOJLc8tmcnR3cvDf5+zbad7B8eIXMO5wWfdBiKKlRUhEuF\nIR0zaAy5gdR68BCVXyiRYH3G9bIeVLiZJLc9h1vG4v70QEfCaCWVGJQrgngiIco1RhS5ConJw2mF\nVpqTawmPLEC2kkeQQx4JokHn4A29RUDdh8vhdRY/86KzLjlkXTitU1Cl7M3DA0ObeN3odgYHB29b\naPztBmRfLIKupuI4ZvPmzUsajGvn663WJr5cw5Rl2bqTHu903VOADDe/5J6dneXkyZPU63Ve+9rX\nrmlu3WrqVuzX/RGd+/bt4/Dhw3zrW99aM6hu1Fy9Tprxf79wihPj03znwlVGGjUirfjW2cu8/42v\n5dj+URaSlL/87kuML7QYjYf4TmeCzDoa9Zi063j2/AWyisNozXTqyJRDNDSzEKWpLKAVVgnKgdaK\nRjXGp0IunpqOyL0jV0KMRomQqcAnGAc25PzglOAKoDUqUDZeQ+QVg+0YKjBbzUpPCRDkbUQlNQHK\nh3U6VyrmitsRUHngrbUr7qtAdUFyIA4gXDrzjFJsjip84id/BGnN39YJHrc7V2K9CouV5uvdzCbu\nnFuy7TsxuurlqHsOkFeq/iGiR48evSkfu96pIasBRRHh8uXLnD17ltHR0SUStvWC6no4ZO891lr+\n969+h3NTc7TTjAtTc5zILZHWGK2JjWHX5kF+/9nnGV9ooRV8b3aKONLsHx7h7JUZsixn39AI52yT\npsmII4MRhXVCxRhiNJ3M0jARw9Ua02kbJ8KQrmC7jooyDMYxSZLTVZbBagVyT9tbdKypYeikGZkS\nxEiPQUiKiSGl7nhOZeTi0akiKhbuklrIPe6FyTuotDVE4XdF5HE4Ft2gdcaDyYK7DoKtWsrt+ADa\nj+/awX/1xMP80N5R7hsZ5lRz7rYC8u3OJn45JG83s4kvLCxgreW5557De8/ExARf+9rXAJiYmFii\nDLm2PvShD/GXf/mX7Nixg+9+97sAd8XoprLuOUC+tkNutVqMjY1hreXw4cOrnki7EVNDVuqQ+ymT\nzZs3Lztmar1a4ltNqytfl1KK6elputZzfmqe+zcP871LEzTTMMm5WonoZBlfeuEM3z1/lRlSBhsV\n4kgzm3chh3QhoZ05vMBsmpE5hxFFoxEHjWuWUa0ZRqpVMjpYL+R2MfGt2U7JncMC2gnWeZxRJKlF\n27CWJrlHxOBEha7aGnLrSAY8WgdFh9OCT4P9Oi8W+ZQDQWEy8LH0wFhnirxYHNQJoSsW0Ba07Wur\noccZq2I6iCoOc0VpPvqT/4h927Zct09vV91uyuJ2apBLm3ij0WBmZoZjx471pqNfuHCBZrPJz/7s\nz3L16lU+9rGP8e53v/u65/i5n/s5fumXfokPfOADvds+8YlP3PHRTb33uO5nuEur2+1y6tQp2u02\nhw8fvuUUpo2cGtJfc3NznDhxglqtxrFjx1YM1F5Ph7wW2VsZiHTfffdx5coVzhXjplxngaQTdMIo\nRe5cwQEH2iDFkjQtQ9UYK0G5kGkTxhABRmkqGKwIaScPTjdRdNo5ecdhlccoaAv4LABkx1ucBzwk\nUeCBlYVc+17n6wW62KCQ8JCKg0hhMkVNGSq5oqsslpDgpiQ8rsRW5RQmVxgHruSNXaAlFAqTBHVE\n8HQIvblNyJJFPmVhU6PKcDXmV370jUvAuNyvrwLyxla/KURrzb59+3jnO9/JX//1X/OFL3zhhuFe\nb37zmzl79uyS2+6G0U1l3XOAnKYpY2NjzM3NrThEdDW1XtlaFEVkWdb7d7vd5sSJE3jvOXLkyBLO\nbLm6XZTFtXriRqPBwYMHOXgQ2o1N/P2L56jYLhHB0qy8C+Dkod1N8JWA1Z00R3twNchxvYWxyWYb\nwaMicKaQo7kwT9QYjbbFqFKR0Il62BxVaGUZmRZqThMpTduHKM6Gimj5HFEQE8KE8rhYp7MCRuGd\nx+ZgKwojMJhGWC20qw4pz1NmUUABgC3oZVf8oRyYSiFqpreAV3bPykGcwf/x372bWhy+SuWVSSkH\nvBOLbK8EQL5RsJBS6pYWw++G0U1l3XOAfOXKFTZt2rTu8UTrmRoCi5RFeYJoNpscPnyYrVu3rvrx\nL6f9+VogLgGkv/7x0QPs3jLC1fkWu0ZG+MrJ82FMU9KmEmm8E3QWDBYImFyhcsHEAbByBKUJgfEd\nYaAWEUWG+TwlNoahakyehi63ohSJK+IzswwrRUYF0gsSMkpjinAeJRAVKWtWFeoIQGXFQp8OSjaV\nQRrCM9EhqbNshoPhrlioUxaMDe/fG8JJp2yDCymbEtBdBQ5UkTF0dOd2RgYHeuDbr9PudDq95LU8\nz3v7+FrJ4EbWKwWQrwXchYWFVU8LWW3dztFNZd1zgLx///51GzJg/YAMIbh+amqKAwcOcPTo0Vs6\naOtx293osasB4rKUUjw0uo2HRrfx5of3c+bqLFdmF/gPf/EVzswugFbEGdgqSEShfAjmjTDMQ0Ec\nbo+8QhLP5i0DLGQZNve0XILooE2oiiG1HjEFFrpAEXgJFmZMAJtWL9kHEkKKmsnBdKVw3yk0wkBm\nSCJPVkzpcAJKK5SFSKmQlyyg0iJISC12y8pL6JgL5NY2UBxQdMYC2xsxm2tV3nt8HxMTEwwNDVGv\n13tgePbsWaampnjwwQfZtGlTb5+X+73Uc2utNxSkX6mAvNos5OXqbhjdVNY9B8gbGTC0loWxcpHh\n3LlzVCoVXv/616/pC7LRlMVKDrtbqc1VxVRzgkd2bKLTttTqMRNzbToti1bgorDgpoJYAWUh9opq\nbGhiyb3QaXWpZGDjsLimizyLlgo0hCpiL5VSvQhMrRTeFWYUKd6LCp2tKzhhr1TP10GuIJUQzhYX\nvHDBIaMKl6AAVohSVURTSOj0lQodc0lTlNZnW7wWBw/t3My/eu9bGKlFVLWn2Wxy5cqVEIJUxFxu\n3bqVI0eOMDg4iNZ6CWhd20n3g3T/MVwLSL9SAXk9tum7YXRTWfccIG9U3arTTkQYHx/nzJkz7Nq1\ni2PHjnH69Ok1fzk2MrGtXORYzmG3mirD751zHD16FD04w8TC8yTO0oxT0swWlAV4EzrbSqTp4rEi\naCdEKBpxxIP37+DU2Ske2DxCstDldKvJfJF1QbG7awLOBUNcxSgGopiFLAMt1E1E5hyZCIZg3sgp\nNBDFcygLqRa8gMlAZ4IyiqRB0BALYEK+hBHCAqICY8snKX6UJ4QCkKuRpl6N+ef/5et4ZN+itGr7\n9u10Oh1eeukltNYcOHCAJEk4d+4c7Xa7lzk8PDzcMzuUluOyrgXp8u/lZ0BEMMb0TqI3Ooa3W2Z3\nuydOrydY6H3vex9f+tKXmJqaYvfu3Xz84x+/K0Y3lXXPAfJGfRhvNjWkv6ampjh58iSbNm3qSdiS\nJFn3GKe1dOiwCMi3Qk8sV9Zazpw5w8zMTC8HGuDh/TFH9+yg2U7BCvPNhEolQqyguhYXB6masYFr\nrdU1FRWxY2iQH3vtYZ6rDpBkOamLiFpdhjNPRaDtAsWQ+9Iaq/BW0KpvMocTrA+TPowPYGoqQFR0\n5RSaYhRJwfVJgdZRl56BQyUAClfqjUVCuy2ADiaVskvXCezZPMADu7fxk089xBse29/bR865Hj2x\nkprHOUez2aTZbHLx4kVarRYi0rMKl3/iOL4OpMufK3XTt4OXvlE55+7IxOnlwukPHDhw08f+yZ/8\nybK33+nRTWXdc4C8UbUaDnl+fp4TJ05QqVSuc/1txKLgak8I15bWmiRJaLVaVKvV3uXvaqsMW7pw\n4QJ79uzhda973ZLHD9Qr/MyPHuP7Zye4f8cwl6abWDxeO1wOUQYGCfytB+ssojXVhuaNB/fypgf3\n85++/F3+v0un2VyrIl6oZEIcZUxKCKbHqyBvUzCX2l4eceYLOQQqBK1pkAziTqCr81KVJhKmPJfD\nUL1Ce8HYkDPvDCHjojhnKg/4kJGh0kWuWKEYrsb8D//yn7Bz21JlTDllfHR0lCeffHJFQDTGLBmz\nVO7jdrvNwsICExMTnDp1CmstjUaj10kPDQ31jt+1x2c5yiNNU5xzWGtvG0jfC5TF3VSvAvIKdSNA\n7XQ6nDx5kjzPl52pB+ufHL2Wx5dfTq0127Zt48UXXyRNU6rVKsPDw70v+o2iEMtp1Vu3buXJJ59c\n8XJ0sFHlyaN7eOTATi5cnePSdJNuknNyYQLvilRK71E5xHGYbXf63BR/9X99m5/+p0/ygbc+jv32\nJLPdiBfjLlNZm0w8caSIAOuEPApdcYRgCUBrXOB8vRZMHqTBXinIi+kcJiwSGheAOK9BYKsLN50N\nt2tAifRcdj0jSJEap3Jh965hNg3W+RfveGoJGJf0RBzHPP7442vqEFeyDHc6HZrNJjMzM5w7d66X\nz1Ded3h4mFqttoSXFhGuXr3KmTNn2Lt3L8Bt66TvFkC+F4KF4B4E5JdzUS/LMk6dOsXc3ByHDx9e\nMgpno1/HrQDytdxjyWOWvytzARYWFrh06RJJkvTCW0qgttYyNjZGFEU89thjKxpWrq1GrcJPv/W1\nfO7vX6Sb5pw5PYnzHq/C2CYl4DKh0tAYPN//3mX+fPbLDAzVSJsp9dhwTA0xU4m5NLXAeOyxqpiZ\nV8y3i5Ui8uC8EEcQO8F60BUFzhcLgdLbnojgik7ZtIM8DiliOw2hbdcKpcDkgkahEgERdNWgvGJL\nvcbv/Mo7GBqoEhWA45zrTZBZSwrfzao/GL4cRSQiJEnSozwuX75MkiTEcczw8DDVapWJiQnq9TrH\njx9fYmRaqZMuO2hgydXTWoD6bgHk+fn5Vbtw7+a65wB5o6rfGGKt5ezZs1y9epUDBw6sW+O8mlqt\n7O1mC3Yr5QKkacrCwkIv/D7Lsl5wy8LCAsCqQ8X37trMf/NPX0eSWV587gJnJueJlCKn8FRoj+Se\nSEN7sslCo8GmrQM0Z1vs2reNxlCN+8wwUSdn3qYspCneelS9kFC4AKDag+56RCmMBp2EadDKBN64\niiIxgq2Azj1eheGkKisSybTgjS6UFEK84DAeQCOE+w8MRAxWYz70rtezebjR28clPXH//fffkJ7Y\n6FJKUa/XqdfrS6IskyTh1KlTXLlyhUajQavV4vnnn1/SSa+0eAiLsrtreenyhF6+v5u9z7sJkH/Q\ns5DhHgTkje6Qz58/z/nz59mzZ8+6Jojcat2sQ17vgl0cx7Tbbaanpzl8+DA7d+4kyzIWFhZ6oeLd\nbpdKpdKjOoaHh6+LQSwrMobBuuG1h+9jYrwZBoCiaCsfwnhiqOVA5ti8bZDGYI2hzQO88LUz7Nq3\nlclLs2y7fxO1vMuC9SF5LRF8LRg9oFhoc4JWChGPckIcm0IMofj/2/vy8KbKtP37JGm6N10obWlL\nl7RpKQVKN2DG7xOUfRz8nB8ieM3ojI5LP63oOCoOop0RQR35RFncBhQ3ivKNg6MMbiPop9DSCiLQ\nfaH73qZpmvWc9/dH+h5O0qSkbZoGOPd1netq35ycJcl53ud9nvu5H44jYDhi4Q0DkJEhArJ0iBJn\nZiA1cJDrLRUlDE3oMRbDHuTF4KHfLUJMZDDiYi0JTGF4IjMz0+0JLHugk+jUqVMxY8YM/jdpNpt5\nT7qxsREDAwMAMCx5KJPJrH7H9pKHwkkecBzycLe6HOC4Uk80yB6KS0lwXgrUI+rr60NISAjmz58/\nZmrPWLUMHNHexmuICSHo6Ojg6Xm5ubn8j9vb2xvh4eHDPGka7mhra+ONtDDcITTS116jQn1tF9q6\nB2AymuBPpPAL8IHCXw65mWCwXw8pA7Q2dEGr0SE6IQzh00LQ2dGD8rIGqAN9IeEI5CCQMhJwgwRy\nL4vCnMFohlQqgRQEBrOFN8yZLWXahLFU9TEc4MUCXmZLLN0osYQ/uCHWhtTAXdQsHmJXSKRSyABc\nO386pGwn2lu7MdDfBoPBAL1ej9TUVJfRmsYDo9GIqqoqGI1GzJo1a5h0rEwmG6Y3zLIsnzxsa2tD\nVVUV31VamDyUy+VOJw+FcWlh+MNdsCdOr9frnQ6zeTKuSIM8HvT09KCyshKBgYHw8/NDcvLYOz1Q\n+tlYPAhbD3m8hhiweBFVVVV8bz5nhJPstY6nnnR/fz/a29sxODjIxzQD/H0xLzsOarUBmn4dmpp7\nkZOTAC+ZFJp+HU5/V43ioxUgHIe+rgGET/XFhQstaO8xgZFJYWItlXKE5cB4Syzlz1oT4CW1hCeM\nJshkUhgBSI0cvMwEkDFgfSSQDPGJGbPFMyaEg8RELJpA3FAxDGep2KPaFFP8fZCQOBXZ2fFYsTwd\nMpkUbW1tqKmp4SedqqoqABc9TWrI3OUZUpnWhoYGJCYmYurUqU5/91KplJ84KTiO45OHXV1dqKur\ng8lkgq+vr1XIgzI87PGlzWYzmpqa+MS3rYaHO2l41Ply98QwERAN8hA0Gg0qKyshlUoxa9Ys+Pv7\n4/vvvx/XMSlTYzwG2RUVdjqdDtXV1TCZTEhNTXW6N58jyOVyTJkyZZiRpp50XLwMzc0ahITKIPMK\nQHt7D/z8fNDVpoG/jIGfrze0Gh06OvvR3q0BE+gLickEHwkDOQA9RyxGkx1KQgEgZhaQMGAJoGc5\nXg2TyCzVexK1GRKzxfiyUktCkTCW48j0LGTsUAs/HykYjkAqlcBfJsXjj65E6sxoSCQMtFotfvqp\nAt7e3sjNzR2WIKNavK2trbxQlD0usSsxMDCA8vJyBAYGjsh6GQ1ooUpAQAAvqkOTh3SipclfYciK\nOilarRZlZWUICwvDvHnz+Pc78qRHU9QyHogG2UMxmpAFrULT6/W87oCrMF4JTdoVYawVdjQZ2d3d\nDaVSOSIrZLyQy+UICwtDWFgYEhISkJ1tMdLd3b0oK2tCb28/uur6YNZpQXx90drRCw4MYObAsgQs\nkYDVs5BITWC8hmK+HAOOIZByBIyXBCbO4j3LABgZi8GWMAxYjlhiyyZuSHReAsiGKvIMHBiWAyQS\nSAFAa0JwmB8iwhW46aZMpM2KAcuyqKqqRW9vr8PfgEQisetparVaaDQankvMsqzdcMBowbIsamtr\n0dfX55Ba6UoIk4dCgXfbkFVfXx84jkN4eDh8fHyg1Wrh7+8/4clDCnsC/PaSfJcrroy7GAOMRiNq\nay0PYVJSEqZMmTJshh2vfOJYJTzpj1cul6OoqAj+/v5QKBROL5WFS9yYmBi3sgKEkMvliIqKQFRU\nBAgh+Kj/a5xoOA8GEuh1HDizGd7ell56rEQCo5mFdMAIqcQizUkkDMwcgdRLAjlhQAxmC10NBF4m\ngPWy6BUzHCAxDcU1CQOpngVjNEEKArNUBkgZQMKBkViKPLZuXY1pMWGQSBm0t7ejtraW/5xG42UJ\nucS06zLlEvf391uFA/z8/IaFAxxByOjIzs6eVM+PhqwYhkFHRweUSiUiIiL4ZqUXLlzAwMAAGIax\nWinQ36mj5KFtabizfGlHZdMTPWG5C1ekQR7pB8yyLC5cuIDW1lbEx8cjJSXF4f7UoI6njdNo9TCE\nceKMjAwQQvikjO1SWVjsQY10T08P34kkOzvb5UvosYBWNIZPD0DqrEToBoyQSTvh5SWDXO4Fk44F\nI6VaxgRSIwcZYwLr5QWpTAoYzBZxIVjqqoMC5Og3GMAMEsj0RnASCTgfLxDO0uyOIRYDLfOSASYz\nOJZBYJg/FApfrL39Z4iND4dWq0VFhSU8YcvfHQ+EXGJhOECn00Gj0aCvrw+NjY0wGAzw8fGxYrAQ\nQlBZWQmJRDLmghNXw2Qy8bTIjIwMvmQ5NDTUKtHJsiwf0mlpacHAwAA4joO/v79V3N3Ly2tUyUNb\nRTyTyXTFVukBV6hBtgdaDnzhwgVMmzbNqn+dI1Dq21iNmrMGeaSEndDziI6O5u/F9sdvNpv5DieJ\niYkICwtzOx3JFlQL2mAw8MpnsbFtqP6pGSzhUHq8FgwIYGQh0ZvgJWXASaVgCcCyBAzMFjKEhIHJ\nbFEOYhgGOr0JhAASo+WzZTgOkkGjJYknYYaq7zgQYulG4i+ToGDr/8OUCAUCgrxRVVU1YnjC1WAY\nBn5+fvDz8+PDAcKCD7Vajerqauh0Ovj7+yMsLAx9fX28pOdkeMjC6j9nEolSqRQKhcKqOEMY0qFe\nPy0PF3rSIyUPbY10X18f36KMGuorpSgEuEINsm278M7OTlRXVyMsLAy5ublOG1hXdA1xhks82oSd\nMJ5JQy/9/f2Ii4vj+/XV1dUBgBU9jUpBTjQ4jkNDQwPa2tqQmJho1bUlXhWJeFUkrv9VJr783xKU\nfluBmnMt6OnnAKmFSQGWA1gzpIwMhDWBsCz8fOXQswQcy8LbVwqzjrVU5dGlLhgwLAe5twxGkxmM\nRAJfHzkX1+6/AAAgAElEQVSkUgbLfjkbCaoIdHV1oezkmTGFJ1wNGrM1Go3o7e1FREQE4uPjYTab\nh3HBKYOFfpd+fn4Teu06nQ7l5eWQy+XjWmU5Kg/X6XTo7++3Wi0IK0eF2tLUSJvNZlRWVkKn00Gl\nUkEikfDPz+HDh13WsWOywYySrzt2cq8bQQVWKIHe398fSUlJwxSiLoWysjJERkaOmXBeX18PLy8v\n3rMVwpZ8P9oHjOout7S0ID4+HpGRkcOOIVxG9vf387E+YbjD1UaaekIRERGYPn36Jb10ndaAfx8s\nxv/u/RaMTAqzkUV/Rx8gk0EqlYA1W8IQcl8vsEYzWIaB3EsCo5EFGAkYryE9hwE9YDbDL8ALAIO4\njBjEqqKQNGMaMq9JQn1DHXx9fZGUlOSy8MR4YDKZUF1djcHBQaSmpsLf39/hvkIGi0ajweDgIKRS\nqZUB8/f3H/f3SAjhf1Mqlcpt3Gvb8n6NRsNPRIGBgWAYBp2dnYiLi0N0dDT/O+/o6MDDDz8MiUSC\nv/zlL5gxY4ZbrneMcOoBvyINskaj4Vt8q1SqMdO8qKSmsFBiNGhqagLLsoiLi+PHXFHY0dnZidra\nWqeNnhBUClJopKknQ430WB5u2jPQy8tr1JOfXmfE9j/sR0N1B0wGE3qbuuDtJYHUSwqtESAch4Ag\nH2i1BhAOmBrmC+2gAYN6AqmPFF5SLxDCIsDfG6qsBKTPS0D20lRoBvp5L9PX1xchISFWZcWTkegk\nhKCtrY1vOW9vInUGJpOJr8rr7+/ndZdtS6edvUeNRoPy8nIEBwcjMTFx0sNdgKVKsry8nA/l6PV6\ncByHV199FcHBwfj666/xzDPP4JZbbrkcKG9Xr0EeGBjAwMDAuEsp6+rq4OPjwydnRgtqDBITE11S\n2NHf34+qqir4+vpCqVS6LOljz0gLPTBqpO1dr8lk4kMmycnJY47JGvUmlH59HhfKm/HN/5YAIDDq\nTOhV6yHxkiEwxB+aXi04vQFBCh8QDtBo9AiOCEJYhALeXlJkXJOC//fgcqv4Z2xsLKKjo8FxnNU9\narXaCV8t2EKr1aK8vBx+fn5ISkpyecLVbDbzKyKNRmNVOi2k4QmNLRVM6unpcar5rrtANcZtJ63G\nxkY8+uij6O/vR3R0NKqqqnDttdfi+eefn+QrviSuXoPMcdyYxd2FaGhoAABe0nC06OzsRG9vL5RK\n5bgMsV6v55NjKpXKLQ8N1UUQGjBh1VdgYCB6e3vR1NSEuLg4REVFucRL0Q8asPuP70HdrYVfgBxV\nPzaC4wimz4jBhfNNGOzXYkpUMLx95ehq7kVQaAAiE8IRHhWMWx75BWS+UlRUVDgVnhBOREIDJgwF\nBAYGjttIUxF7qhLnTkYADVvR+6TsByo81N3djejoaMTHx3uEl0lZHWazGampqbzTwXEcDh48iG3b\ntuHpp5/GjTfeyF/vWOUJ3Iyr1yDTvmbjRWtrK/R6PRISEsZ0DT09PaiqqkJcXByvYzsa0Ae5s7OT\nL+yYzB8eXSa3t7ejvb2dZw9QI+2qhFNHQxc++dvX6G7tQ1BoAPRaPfSDJvT39KO3VQ1vf0tWPiou\nFLkrMpA0Nx7BEUFoammCWq2GSqUac9Zd2N2DGjAAwzxpZ5f03d3dqKqqQlRUFGJjYyclTGILg8GA\n8vJyDA4OIjAwEDqdblhBS1BQkNspkzT5npCQgIiICP531NbWhoceeghBQUHYvn27053bPQyiQR4v\nqMDQaPUsaMKO4zh0dXXxXqbRaISvry9f5OHoR0/78124cAHR0dGIiYnxiAdZr9fzvfWSk5Ph7+8P\nk8nE3x9NOMlkMisjPVbqFvV8BjU69LWroe0fxPnjVdBr9ZBKJPAP9sc1v8rFgEGD+vp6Pjzh6knL\nXnIUGNlIGwwGnjOekpIy6sl4IkCFpWpra4eFAijfXbhioAUtQiM9EQlRo9GIiooKEEKQmprKn4Pj\nOHzwwQd48cUX8cwzz+CXv/zl5eAJO4JokMeL3t5etLW1OZ29vVScWEj5oZvJZIK/vz//YNOYnkKh\nQGJiokcUdtBimo6ODr6qcSQIWQH9/f0YHBzkNRHo5qzWsi0GerVorWu3tFaKDEBja8OExWRHgtBI\nU48aAPz9/fl4dVJSklUZ8mRCr9ejvLwcMpkMKpXKKcMq7GBCv0/qVAjDOrSSbyyglZJKpdJK77m1\ntRUPPvggQkND8eKLL3qE2t44cfUaZMDioYwXGo0GdXV1mD179oj7jSdhRz2Trq4uXj3L1ni5U1nM\n9tqoRzVt2rRxLbmFCnH9/f3Q6XTDupY4a6TNZjNqamrQ39/vFp0HZ9HX14eysjK+3Fir1Y5YVekO\nEELQ1NSE5uZmJCcnj3u5Lyxood+lsE2YsM3USN+l0WhEeXk5JBKJ1QTBcRz279+PHTt2YMuWLfjF\nL35xOXvFQlzdBtloNI5LExm4SJCfO3eu3dddwZygLAW1Wo3k5GSEhIRYVeJRDwxwb5EHVb+bSO4u\n7VpCN9paSjgZCb0vIWVs+vTpmDZtmkc8rHSC0Gg0w9T0bL9LYVJN+F1OhDgOVYoLCgqCUqmcsInA\nEY9YqJtNleIA8AyYpKQkK0ppS0sL1q9fj4iICGzbtu2KEJwXQDTI4zXIJpMJp0+fRk5OjtW4UL1q\nPIUd1HNxhqXgiD8sNF6OqGmjAe0bqNVqoVKp3O592npfer0ePj4+8Pb2Rl9fHxQKBVQqlUeEcoQr\niNFMEMKO09SACaU8qQEbq5HmOI7v/ZeamjppKwhhBxrK1DEajZDL5YiNjUVISAi8vb0hlUrx3nvv\nYdeuXXj22WexYsUKj5hoXYyr2yCbTCanetKNBI7jUFRUhAULFvBj462wo6XNNTU1CA8PR3x8/Jg9\nF1pmK4zVUmoaTRw6m1ATThC2We7JBO2S0dfXh+DgYBgMBhgMBqs45qXU0yYCwvLi5OTkca8gHBlp\nYX7BGSPd19eH8vJyREZGYvr06R6RDBYmqRMSEiCXy3k1vDvvvBN6vR6BgYHIy8vD9ddfj7S0tMm+\n5ImAUw/TFall4SrQennANeEJGgbw8fGxUs4aK2Qy2TDVLSHrgXbzoDFpaqRtkzDd3d2orq7GlClT\nrFo6TSaED3FcXBzS0tKsQhdUTL2vrw8NDQ18skm4YpiIMAvHcXyC05Wdp4VVdkIRKWqk29vbUV1d\nDZZlrRTUgoKC+EYIVVVV0Ol0mD179rD2TpMFvV7Px9WFAvvBwcE4duwYfH198dxzzyE8PBynTp3C\nt99+e6UaZKcgesiXwPfff4958+aNyxAbDAbU1NRAp9MhOTnZ7UtIe7FaHx8f+Pr6or+/H3K5HCkp\nKR7Tk0yj0aCiogIBAQFQKpVOhSeEEpdCmqEtT3o8oQ5hc9G4uLhJ8T5p+yWhJ63X62E2mxEWFobo\n6OhJ4RDbgmpyNzY2DksmNjU1IT8/H/Hx8Xj++eevGKW2S+DqDlmYzeZxKbVRj7ikpITn1VIP09kf\nu5AuZqt6NpmgwjY9PT0IDAyEyWRyufEa63XV1NRgYGAAKSkp465ItEczpPKPwjDApe5T2Fw0NTXV\nYyYuWuDBMAxiY2P5e9VoNJNa6KHT6VBWVsbTEalXzHEc9u3bh9dffx0vvPACFi9e7NTzcMcdd+CT\nTz7B1KlTeY2agoICvPHGG3xScMuWLVi5ciUAYOvWrdizZw+kUilefvllLFu2DABw5MgRrF+/HizL\n4ve//z02bNgAwCKRsHbtWvT09CAzMxPvvPMO5HI5DAYDbrvtNpSWliIsLAwHDhxAfHz8WD8W0SCP\ntVuHMGEHgF8eq9Vq9Pf388tGR108hGyA8dLFXAlhGMC2iELY6YJu9D6FRnoiwhm24QlXlWE7Ope9\n+7SdjGQy2biai04kCCFobm7mvU97vHDbQg86GdmGO1xppIUUu5SUFKtwTkNDA/Lz86FUKvHXv/51\nVJPtN998g4CAANx2221WBjkgIAB//OMfrfY9f/481q1bh+LiYrS0tGDx4sWorKwEYBEa++KLL3j5\n1f379yMtLQ1r1qzBr371K6xduxb33nsv5syZg7y8POzevRtnzpzBq6++isLCQnz00Uc4cODAWD+e\nq9sgUwnO0cDZhJ0wtqdWq61oaV5eXuju7oZCoYBSqfQIqUfgYteOoKAgpwtO6PKYTkQ00SR8oMer\n9UBVxkZzXa6GsCuLsEqNVqolJCQgODjYI/q20QajgYGBUCqVo7om28nIthqPfp9j+c0ODg6irKwM\nAQEBSEpK4idujuPw5ptv4m9/+xu2bduG66+/fkyTWn19PW644YZLGuStW7cCAB5//HEAwLJly1BQ\nUMC/57PPPrPab8OGDQgPD0dbWxtkMhmOHz/O70ffu2DBApjNZkRGRqKzs3Osk7KY1HMWo03Y2UvA\nUM4nTS6p1Wr8+OOPY2I8uBL2unY4C2F3YnvdSpqamoYJ8igUCqfkO4XhidTU1ElVGaOqbwEBAYiI\niOB7LSYmJvLl77W1tZNa5MFxHK9rkpqaOqa4q6P2UtRId3d3W/UAdKZkWqihnJqaaiWcdOHCBdx/\n//1ITU3Fd999N+5u57bYuXMn3n77bWRnZ/O85ebmZsyfP5/fJyYmhhevj42NtRovKipCd3e31WQr\n3L+5uZl/j0wmg0KhQHd394Q2C75iDbIzhs9VhR319fV8s1RHjIe2tja+Os2W8TARGKlrx3gg5D7H\nxMQAsOZI06aXQvlOhULBiw4JwwCX6mnobgibiwo7itAGpsKVEe1vSAgZUd7SFVCr1SgvL8fUqVNd\n3rB2JCOt0WjQ09OD+vp6q0at9Ps3mUwoKyuDQqFATk6OlVe8Z88evPnmm3jxxRexcOFCl3/HeXl5\n2LRpExiGwaZNm/Dwww9j7969dmsPaLNie+OO9qefg6PXJgpXrEEeCa4wxBzHobm5GU1NTZg+fTqS\nkpKGHcPLywthYWFWGWZhPJrStag3Qo30eJbGQp5zREQEcnNzJzx+LZVKERwcbOUdCTnStNCEYRgY\njUYEBAQgPT0dAQEBHmGM9Xo9KioqLtlc1BE1zba/odBIjyesYzabUV1dDa1Wi/T09BG7irgSQiMd\nGRkJwDpB2tPTg/LychgMBj6vUFdXB29vb5jNZuTn52PmzJn47rvvJuyahRohd911F2644QYAFg+3\nsbGRf62pqYmfUO2NT5kyBX19fTCbzZDJZFb702PFxMTAbDZDrVZPuKbGVWWQXVFhB4A3eGFhYVbc\nSmfg4+MDHx8fXkhFuGSkHhrLsvwDrVAonJZ7pJ2U5XK5S3jO44GQI01ZHRqNBomJiXw1oHDFINSz\ncBdoG6zW1tYx6zwIVwzC41JBnubm5jGVvlMpyunTp3vEKoJKrdLPLDIyEgkJCXzJ9LFjx7Bt2zY0\nNjYiPT0dU6ZMQWNjI1JTUyfkelpbW3mP/qOPPkJ6ejoAYNWqVbj11lvxhz/8AS0tLaiqqkJubi4I\nIaiqqkJdXR2io6NRWFiI999/HwzDYNGiRTh48CDWrl2Lffv24cYbb+SPtW/fPixYsAAHDx7Edddd\nN+HfwxWb1LNVfBtvhR1giRNXVlZCLpePqUefs6BLY2EyjXafFsZp6T0Iu3aMRwvY1bANT9hrV0RX\nDEKhGh8fHyuJ0olIjKrValRUVCAsLGxc1ZLOwlF/Q9uuLCaTCRUVFQCAlJQUt1cgOgItiKExbOEE\nVFtbi/z8fMyZMwebN29GZ2cnSktLkZKSglmzZo373OvWrcPRo0fR1dWFiIgI/PnPf8bRo0dx+vRp\nMAyD+Ph4vPbaa7yBfuaZZ7B3717IZDJs374dK1asAAAcPnwYDz74IFiWxR133IGNGzfy109pb3Pn\nzsW7774Lb29v6PV6/OY3v8GpU6cQGhqKwsJCJCYmjvU2rm6WBTXIrghPCPUdkpOTJ8Xg0TgtNdK0\ng4dEIoFWq8X06dM9plQWsLSbqqio4IVtnF1FCKvw6L3S+KWQZjhWNsZomotONGz1SXp7e2E0GhEa\nGoqpU6fyRnqyv1ONRoOysjKEhYUhISGBvx6WZfH666/jvffew/bt2/Gf//mfk3qdHo6r2yDTBzo4\nOJg3wqM1xCzLoqGhAe3t7UhISPAYHipgqRqrqKiAn58f/Pz8MDAwAJ1OBx8fH97jUigUbqfdGY1G\nVFdXQ6fTISUlxSWZ9ZE40o644PaO4YrmohMBShnz9/dHfHy8VcXhaPobuhpCkSLbfnvV1dXIz89H\nVlYWNm/ePKpSbXuFHj09Pbjlllv47+eDDz5ASEgICCFYv349Dh8+DD8/P7z11lvIzMwEAOzbtw+b\nN28GADzxxBO4/fbbAQClpaX47W9/C51Oh5UrV+Kll14CwzAOz+EmXN0Gubi4GA8//DDUajVSU1OR\nlZWFnJwczJkz55KVVrRJZn19vUeJtACWJT7tRKFSqaweBCqDSD1LWj5sW9wxEXxaYbGCO8SJHInx\n2ONIT3Rz0bFCqIuRkpLisNfepfobBgW5pnWWEP39/SgvL0d4eLhVmTjLsnjllVdQWFiIl19+Gddc\nc82oj22v0OPRRx9FaGgoNmzYgGeffRa9vb147rnncPjwYezYsQOHDx9GUVER1q9fj6KiIvT09CA7\nOxslJSVgGAZZWVkoLS1FSEgIcnNz8dJLL2H+/PlYuXIlHnjgAaxYscLhOdyEq9sgU5hMJpw7dw4n\nTpzAyZMncfr0aT6bnpmZiZycHKhUKt676uzsRH19Pa+j4CmFHbS/XldXF5KSkpxOQFHvUmikXV3c\nQeOxtIX8ZBVQ2HaW1mg0fNgqOjoaERERHhECAC4aPNswgLOg/Q2FSn8ymczqex2LkeY4judh2/LW\nKysr8cADDyA3NxdPP/30uErIbQs9UlJScPToUURFRaG1tRULFy5ERUUF7rnnHixcuBDr1q2z2o9u\nr732GgDw+y1cuBCLFi1CeXk5AGD//v38fo7O4SaIhSGAhXqWkZGBjIwM3HvvvSCEYGBgAKWlpThx\n4gS2bNmCyspKBAQEwGg0QqlUoqCgAHFxcR6xpKWau3V1dZg2bdqoeahCCpOQTzswMAC1Wo2mpiZo\nNJoxaSsLwxNpaWkuJ/6PFhKJBAqFgifwazQaxMbGQqFQQKOx9N1zh3c5EliW5Rkn4/nMvLy8RlT6\n6+jogE6ng5eXl5WRHqk4ifKdIyIikJ2dze9nNpuxe/dufPjhh9ixYwd+9rOfjemaR0J7ezuflIuK\nikJHRwcA6+IM4GLhxkjjlB8vHB/pHJ6EK94g24JmtulsCgA7duzAnj17cOONN8JgMCA/P5/vH5eV\nlYXs7GzMnTvX7bxZKtfp5+eHzMxMl3nr9qhadFmsVqtRW1vLe1xCtgNty+Pu8MRoIGwuKqT+2Rou\neq8dHR0u7fk3EmgH6piYGKhUKpcf3x7vXdjfsL29nTfStiJSdXV1UKvVw/jO5eXleOCBB/Dzn/8c\n3333nduplI6KM0Y7frngqjPI9nDDDTcgLy/PaqnNsiwqKipQVFSEf/zjH3jqqadgMpkwe/Zs3kin\npaVNSDySsjoGBwehUqncUlYsk8kQEhJileSgHR/UajVaWlqg1+shk8mg0+mgUCiQkZHhMcpnQmEb\npVJp1RrIFva8S3v36qqqSqPRiMrKSrAs63Z+uFwut2ukqSfd0NCA/v5+nhuv1WrR3t6OmJgY7N69\nG3//+9+xa9cuzJs3b0KvMyIigucWt7a28jx9R4UeMTExOHr0qNX4woULERMTg6ampmH7j3QOT8IV\nH0N2JQYHB3Hq1CkUFxejuLgY58+fR2BgIG+gc3JyEBMTM+YYpbBrhyepiwEXjYpOp8PUqVNhNBqh\nVqutumZTw+VugXtKsaMxbFecnyZIbTnSVARfoVBcUohHyOxITEz0mA7UwMXQycDAAGbMmAGpVMpX\n4eXl5aG+vh7+/v5Ys2YNFi1ahKVLl7r0/LYx5EceeQRhYWF8wq2npwfPP/88Pv30U+zcuZNP6j3w\nwAMoLi5GT08PsrKy8MMPPwAAMjMzUVpaitDQUOTk5GDHjh2YN28eVq5cifz8fKxcudLhOdwEMak3\n0SCEoLu7G8XFxSgqKkJxcTEaGxsxffp05OTkICsrC1lZWTz1biQIu3a4o1DBWVDPs6mpye4kIVRK\no8p3NGlIDfRENWQdqbnoRMCevrJwQhKyWKgmsI+PD5KTkz2G2QFcpExGR0cjJibGKlb80ksv4eOP\nP8auXbsQHR2N0tJS9Pb28pQyV8Beocd//dd/Yc2aNWhoaMD06dPx4YcfIjQ0FIQQ3H///Thy5Aj8\n/Pzw5ptvIjs7GwCwd+9ebNmyBQCwceNG/O53vwMAlJSU8LS3FStWYMeOHWAYBt3d3XbP4SaIBnky\nQLPURUVFKCoqQklJCbRaLdLS0pCdnY3s7GzMnj2bX/729vbiwoULkEgkSE5O9pgQAGDpz1ZZWYmQ\nkJBReZ5CtoNarbZqyEqN9HgSaWNtLjoRsJXupB1ZWJZFVFQUIiMj3aoKNxKoNsbg4CBmzJhh9Vs7\nf/488vPzcd111+HJJ5/0mArBKwiiQfYUGI1GnDlzhjfSP/30E6RSKS/G8tJLLyE9Pd0j6FjAxQ4Z\nBoMBKSkpLqlmE4oNqdVqp3r92cPg4CCv1+GK5qKuBK1oCwkJQXh4OF8qPRYtC1eDJhRjY2OtJjCT\nyYTt27fj008/xe7du3nvcyyIj4/nJx+ZTIaSkhK3FHxcJhANsqfi2LFjuO+++7BkyRKEhoaipKQE\nNTU1iIqK4uPR2dnZbm/5dKnwhKtB49DUSNvGaIUdLSaquagrwLIsamtr0dfX51BzWqhlYbtqmMgK\nPLPZjMrKSl4PW5hQPHv2LB544AEsXboUGzduHLdXHB8fj5KSEiu9YHcUfFwmEA2yp6KjowNyudyq\nMosawxMnTvBJw56eHqhUKt5AZ2RkTBhnloYnQkNDkZCQMClLbKpjISxiMZvN8PLyglarxZQpUzwu\nHks9T9qqazTfjbACj64ahBxphUIxrqYGXV1dqKqqGtYWy2Qy4X/+539w5MgRvPLKK7xnOl7YM8ju\nKPi4TCAWhngq7NFtaKPK2NhY3HzzzQAsD2xZWRlOnDiBDz/8EH/6059ACMGcOXN4I52SkjKuyjiD\nwcA38Jw5c+akiu0wDANfX1/4+voiMjLSitkRGxsLvV6PU6dOgRAy6g4lrobJZEJlZSWMRuOYqWz2\nqIa2xR1j4UjTazOZTMjMzLTyfH/66Sfes/z2229dGvJhGAZLly4FwzC45557cPfdd7ul4ONKgmiQ\nPRgymQyzZs3CrFmzcNddd/EJpNLSUhQXF+P5559HRUUFQkJCrKh3ziS5hBQ7ytv1lHjcpZqL0uW/\nWq226lDijuo7qnNSV1c3IUUx9oo7hPQ7ypEWikgJOdJUR9n22oxGI1544QV8+eWXeO2115CRkeGy\na6b47rvvMG3aNHR0dGDJkiUjaiFfbQUfzkI0yJcRaO+3a6+9Ftdeey2Ai4wDmjB866230NraioSE\nBF5Qae7cuQgKCuJ/wJRiFxYWhtzcXI9gAFDQ3oSBgYEOxf+lUilfIk3hyLOksWiFQjHuGKlOp0N5\neTnkcjmys7PdFjrx9vZGeHg4X+wilCjt6+tDQ0MDDAYDH95JSEhAWFgY/33/+OOPWL9+PW644QZ8\n8803E5YIpQUYU6dOxU033YTi4mK3FHxcSRBjyFcgOI5DVVUVH4/+4YcfoNfroVQq0draiszMTPzp\nT3/yGCF7wDoxlpKSYlXWPVbYKt/RpKGwHNwZoyps5KlSqdzJXXUKHR0dqK6uRkxMDLy8vHhDfd99\n98Hf3x+dnZ0oKCjA6tWrJ4yrrdVqef65VqvFkiVL8OSTT+Krr76a8IKPywRiUk/ERezevRsvvfQS\nFi5ciIGBAZw7d47XyKDx6Pj4+Emh3gmbiwoLFVwNWtghNNKX0lXWaDQoLy93aRWgq2A0GlFeXg6G\nYZCSkmLl+Z4+fRrr16/Hf/zHf2DmzJk4deoUent78d57703ItdTW1uKmm24CYMl93Hrrrdi4caPD\nYgxXFnxcJhANsoiLKCoqwuzZs/liAEIIent7cfLkSV6atL6+HjExMbyBzsrKQmho6IT96IXNRVUq\n1aQUI9hrlwWAV//T6/WYOXOmSzx2V0EYx1YqlVZJYoPBgOeeew7ffvstXn31VZe0UBLhEjj1EHlG\nJcIo8eGHH2LmzJmQSCQoKSmxem3r1q1ISkpCSkoKPvvsM378yJEjSElJQVJSEp599ll+vK6uDvPm\nzUNycjJuueUWvg+fwWDALbfcgqSkJMybNw/19fWXPIcnY968eVaVWQzDIDQ0FMuWLcNTTz2FTz75\nBGfOnMErr7yC9PR0HDt2DOvWrcPPfvYz/O53v8POnTtRVFQEnU437muhnOLTp08jJiYGs2bNmrTK\nMNpJOiYmBmlpaZg3bx6USiX6+vr4mP358+dx8uRJVFRUoK2tDYODg3aTTO6AwWDAmTNn0NXVhezs\nbCtj/MMPP2DJkiVQKBQ4evSoW42xo+dLxOhwWXrIZWVlkEgkuOeee/DCCy/wS53z589j3bp1KC4u\nRktLCxYvXozKykoAgEqlwhdffIGYmBjk5ORg//79SEtLw5o1a/CrX/0Ka9euxb333os5c+YgLy8P\nu3fvxpkzZ/Dqq6+isLAQH330EQ4cOODwHJ60lHUlTCYTzp49y8ejz5w5A6lUaiXwn5yc7PT99/X1\noaKiwuM0OwDLvVZVVUGv1w8rLRYmDdVqtVXH7PGqwTkDoVBRcnKyFddXr9dj69atOH78OF577TXM\nnDlzwq7DHliWdfh8ieBx5fKQZ8yYYXf80KFDWLt2Lby9vZGQkICkpCQUFxcDAJKSkviOsWvXrsWh\nQ4cwY8YM/Pvf/8b7778PALj99ttRUFCAvLw8HDp0CAUFBQCA1atX4/777wchxOE5FixYMPE3Pgnw\n8m5GShkAABCgSURBVPLC3LlzMXfuXOTl5YEQAo1Gwwv8b968GVVVVQgPD7ei3tnSwYTGzlZzd7Ih\n1MZw1G/PHh3NlulgNBrh5+dnZaRd0T1Fr9ejrKwM3t7ew9gdJSUleOihh3DLLbfg6NGjk9Ktpbi4\n2O7zJRrk0eOyNMiO0NzcjPnz5/P/C8njtmTzoqIidHd3Izg4mP8RC/cXEtSpUHt3d/eI57gawDAM\ngoKCsGjRIixatAjARd5wcXExTpw4gddeew2dnZ1ITk5GZmYm+vr60NfXh8cff9yjmosCFmNXXl4O\nmUyGrKysUVHCfHx8eB1hwLoZa0dHB2pqasCyLAICAqwkO51NnNLPtbGxEcnJycMmgy1btqCoqAjv\nvvuuQyfFHbBXzFFUVDRp13M5w2MN8uLFi9HW1jZs/JlnnsGNN95o9z2OyOMcx9kdH4lsfrUT1EcD\nhmEQHR2Nm266ic+0syyLf/3rX3jsscfg7e0Nb29vrFmzZpjA/2T13xMK2tsau7FC2C6LVqfRdln9\n/f1oamrCwMAA37VGWGlo+xui8p2+vr7Izs62+pxoA99169bh66+/nrTPkEJ8JlwHjzXIX3755ajf\n44hsDsDu+JQpU9DX1wez2QyZTGa1Pz1WTEwMzGYz1Go1QkNDRzyHiIuQSqXgOA5vvvkmcnNzAViU\n2n744QcUFxdj+/btKCsrQ1BQkFWoIzo6esKpd7T4JCgoCDk5ORMaxxYKCNHSX5Zl+Xi0sF0W3W9w\ncBDt7e1ISUmx4jzrdDps3rwZP/zwA957770RK+HcCfGZcB081iCPBatWrcKtt96KP/zhD2hpaUFV\nVRVyc3NBCEFVVRXq6uoQHR2NwsJCvP/++2AYBosWLcLBgwexdu1a7Nu3j/e+V61ahX379mHBggU4\nePAgrrvuOjAMg8bGRrzxxhsoLCyEyWRCT08Pb3C2bt2KPXv2QCqV4uWXX8ayZcsAWDLQ69evB8uy\n+P3vf48NGzYAsDA81q5di56eHmRmZuKdd96BXC6HwWDAbbfdhtLSUoSFheHAgQOIj4+flM90PFi1\napXV/35+frjmmmv41vGEEHR1dfEC/++++y6ampoQFxdnRb1TKBQu8bg4jkNdXR26u7uRmpo6aVQ2\nqVRqt11WV1cXqqurAVgM+YULF1BWVobm5mYEBgbimWeewa9//Wu88MILHpUMzcnJsft8iRgDCCGj\n2TwCf//730l0dDSRy+Vk6tSpZOnSpfxrmzdvJomJiUSlUpHDhw/z459++ilJTk4miYmJZPPmzfx4\nTU0NycnJIUqlkqxevZro9XpCCCE6nY6sXr2aKJVKkpOTQ2pqagghhDz11FNk+fLlw85x7tw5Mnv2\nbKLX60ltbS1JTEwkZrOZmM1mkpiYSGpqaojBYCCzZ88m586dI4QQcvPNN5P9+/cTQgi55557yO7d\nuwkhhOzatYvcc889hBBC9u/fT9asWTNRH6XHgWVZUllZSd555x2Sn59PFixYQObMmUPWrVtHtm3b\nRo4dO0Z6enqIVqsd1dbc3Ey++uorcu7cOaLRaEb9/oncBgYGSFlZGfnqq69Ic3MzP9bd3U0+++wz\ncv3115PIyEiSkpJCbr75ZvLpp59O9tc0DI6eLxE8nLKxlyXtbTJRUFCAgIAA/PGPf7Qa37p1KwDg\n8ccfBwAsW7aMZ2kUFBTwfGW634YNGxAeHo62tjbIZDIcP36c34++d8GCBTCbzYiMjERnZ+dVG5cz\nGo348ccfeb2Os2fPwtvbG3PnzuU9aaVSaTfUYTabUVVVBZ1Oh9TUVPj5+U3CHTjG4OAgzp8/j6Cg\nICiVSivP9/vvv8cjjzyC22+/Hfn5+WAYBpWVlSCETGoST8SYcOXS3iYbO3fuxNtvv43s7Gxs27YN\nISEhbmF4CLmnVxPkcjlycnKQk5PD0w/VajVOnjyJoqIibNq0CbW1tZg2bRrPjc7OzsYXX3yB4OBg\nZGRkIDU11aMmNEIIGhoa0NbWhtTUVCtdEa1Wi7/85S84e/YsPvjgAyQnJ/OveUrcWMTE4LKs1Jto\nLF68GOnp6cO2Q4cOIS8vDzU1NTh9+jSioqLw8MMPA3CtnOBIr4mwfBbBwcFYsmQJnnjiCXz88cf4\n6aef8MYbbyAzMxNffPEFcnJy8OKLL6KwsBAHDx7E8ePHJ7XCTgitVouSkhKYTCbk5OTwxpgQgv/7\nv//D0qVLoVKp8OWXX1oZ4/GgoKAA0dHRyMjIQEZGBg4fPsy/5o7qVhHOQfSQ7cBZhsddd92FG264\nAYB7GB4iHINhGMTFxWH69Ol49913sW/fPixZsgTnzp1DUVERDhw4gA0bNoBhmGEC/+5KkAnbUM2Y\nMcMqqajValFQUIDy8nIcPHgQSqXS5ed/6KGHhoXazp8/j8LCQpw7d25Ydet9991nVX23atUqpKWl\n4bHHHsNDDz3EV7fu2bMHeXl52LNnD0JCQlBdXY3CwkI89thjOHDggMvv40qG6CGPEq2trfzfH330\nEdLT0wFYGAWFhYUwGAyoq6vjGR7CDLTRaERhYSFWrVplxfAAYJfhAcCK4XEpiHoCFsP88ccfY8WK\nFZDJZJgzZw7uvvtuvPHGGzh58iS+/vpr/PrXv0Z/fz+ee+45/PznP8fKlSuxadMmHDp0CC0tLRPi\nRQ8MDKCkpAQcxyEnJ4c3xoQQfPPNN1iyZAnS0tLwxRdfTIgxdgRHlafC6ju5XM5X3xFC8O9//xur\nV68GYKlu/cc//sEfizYkXb16Nb766iuPWJFcThA95FHi0UcfxenTp8EwDOLj4/meXjNnzsSaNWv4\nYoddu3bxntfOnTuxbNkysCyLO+64g9caeO6557B27Vo88cQTmDt3Lu68804AwJ133onf/OY3SEpK\nQmhoKAoLCy95XSzLOvRoRFhAxYJojzbgonIaTRju3bsXbW1tSExMtBL4DwwMHFPYiOM41NfXo6ur\nCzNmzEBgYCD/2sDAAJ588klUV1fjo48+QkJCgqtu1S7E3IfnQzTIo8Q777zj8LWNGzdi48aNw8ZX\nrlxpV0g7MTGR19oQwsfHBx9++OGorkvUExgbGIZBZGQkbrzxRn6FwnEcKisrceLECfzzn//En//8\nZxiNRqSnp/NGeubMmZcUt9doNCgrK0N4eDiys7N5Fgj1ijds2MALWbmiGGak6ta8vDxs2rQJDMNg\n06ZNePjhh7F37163VLeKcB6iQb5CIOoJuA4SiQSpqalITU3Fb3/7WwAW7YjTp0/jxIkT2LVrF86d\nOwd/f38rgf+4uDhIJBLo9XrU1dVhYGAAaWlpVl06NBoNNm3ahPr6ehw6dMilBT9i7uPyhxhDvkIg\neicTCx8fH8yfPx8PPvgg3nvvPZw6dQoff/wxfvGLX6Curg6PPvoo5s+fj8WLFyMnJweff/45EhMT\neVU7Qgi+/vprLF26FNnZ2Thy5Ihbqy89Ofch4iJED/kKgagn4F4wDIOwsDAsX74cy5cvBwA8/fTT\n+OSTT5CXl4empiasW7cOGo0GKpUKHR0d8PX1xT//+U9Mnz7d7dfrqbkPETZwtqSPeFDptIjhMJlM\nJCEhgdTW1vIl2mfPnh31ceLi4kh6ejqZM2cOycrKIoQQ0t3dTRYvXkySkpLI4sWLSU9PDyGEEI7j\nSH5+PlEqlWTWrFmktLSUP85bb71FkpKSSFJSEnnrrbf48ZKSEpKenk6USiXJz88nHMeN8849Bz/+\n+CMxm81WY0ajkZSUlJCnnnqKsCw7SVcmwgPglI0VDfIVBFfoCcTFxZHOzk6rsUceeYRs3bqVEELI\n1q1byaOPPsqfb/ny5YTjOHL8+HGSm5tLCLEY8ISEBNLd3U16enpIQkICb8RzcnLI999/TziOI8uX\nL7fSGxFhHx988AFJS0sjDMOQkydPWr22ZcsWolQqiUqlIkeOHOHH//WvfxGVSkWUSiX/3RFCSG1t\nLcnNzSVJSUlkzZo1xGAwEEII0ev1ZM2aNUSpVJLc3FxSV1d3yXOIGBVEgyxi9LBnkFUqFWlpaSGE\nENLS0kJUKhUhhJC7776bvP/++8P2e//998ndd9/Nj9P9WlpaSEpKCj9uu58I+zh//jwpLy8n1157\nrZVBdoeglaNziBg1nLKxYlJPhBUYhsHSpUuRlZWF119/HQDQ3t7OC65HRUWho6MDgH1mR3Nz84jj\nVBNYOC5iZMyYMQMpKSnDxt1R1DFSWzQRroeY1BNhhe+++w7Tpk1DR0cHlixZMqKYDXGhfoeI0UNs\nWXblQfSQRViBMjOmTp2Km266CcXFxYiIiOBpU62trXwPOUfMjpHGm5qaho2LGFnQyhFcOSGKk6hn\nQDTIInhotVpoNBr+788//xzp6elW/FJb3unbb78NQghOnDgBhUKBqKgoLFu2DJ9//jl6e3vR29uL\nzz//HMuWLUNUVBQCAwNx4sQJEELw9ttvO+yPeLXhyy+/xNmzZ4dtI30+o50QhUUdwnHbY4ktyyYR\nzgabiZjUu+JRU1NDZs+eTWbPnk3S0tJ4pkZXVxe57rrrSFJSErnuuutId3c3IcRCe/vv//5vkpiY\nSNLT060STnv27CFKpZIolUqyd+9efvzkyZNk5syZJCAggPj6+pKZM2fyr7mDXufoHJcDbJN6Z8+e\ntUq4JSQkELPZPCIFcvXq1VZJvV27dhFCCNm5c6dVUu/mm28e8RwiRg2RZSHCc3Hs2DFSWlpqZZDd\nQa9zdA5PxmS2LBvpHCJGBdEgi/Bs1NXVWRlkd9DrHJ1DhIgJhkh7E3F5wR30OkfnECHCEyAaZBEe\nDyLS60RcJRANsgiPgTvodY7OIUKER8DZ2Ia4iZurNwDxAM4K/v8rgA1Df28A8PzQ378A8C9YWqnP\nB1A8NB4KoA5AyNBWByB06LWTQ/syQ+9dOTT+E4ABAGfpOQAUAGgGcHpoWym4pscBVAOoALBMML58\naKyaXvPQeAKAIgBVAA4AkA+New/9Xz30evxkf/7i5nnbpF+AuF2dG4D9AFoBmAA0AbgTQBiAr4aM\n2VcC48oA2AWgZsigZguOc8eQkasG8DvBePaQ0a0BsBMAMzR+A4BiAAZ6jiGD/Ec715gG4MchY5ow\ndCzp0FYDIBGAfGiftKH3fABg7dDfrwLIG/r7vwG8OvT3WgAHJvs7EDfP2+iPVISIqwYMw8QD+IQQ\nkj70fwGAAULICzb7PQ4AhJCtQ/9/BovxBoACQsgy4X4AngXQCSCSEGJmGGYB3Y++lxBynGEYGYA2\nAOFEfABFCCDGkEWIsOB+hmHOMAyzl2GYkKGxaACNgn2ahsYcjYcB6COEmG3GrY419Lp6aH8RIniI\nBlmECOAVAEoAGbCEUbYNjdujZpAxjI90LBEieIgGWcRVD0JIOyGEJYRwAN4AkDv0UhOAWMGuMQBa\nRhjvAhA8FJIQjlsda+h1BYAe19+NiMsZokEWcdWDYZgowb83wZIMBICPAaxlGMabYZgEAMmwJARP\nAkhmGCaBYRg5LEm6j4fiwV8DWD30/tsBHBIc6/ahv1cD+LcYPxZhCzGpJ+KqAsMw+wEsBDAFQDuA\np4b+z4AlhFAP4B5CSOvQ/hthYXKYATxICPnX0PhKANthYVzsJYQ8MzSeCKAQFvbGKQC/JoQYGIbx\nAfAOgLmweMZrCSG1E3/HIi4niAZZhAgRIjwEYshChAgRIjwEokEWIUKECA/B/wfxd2U51rd4pgAA\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa943cb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# average coordinates\n",
"xyz_v1 = xyzp_sr.copy()\n",
"print(xyz_v1.shape)\n",
"xyz_v1[~valid] = np.nan\n",
"xyz_c1 = xyzp_sr.copy()\n",
"xyz_c1[~valid] = 0\n",
"c = np.count_nonzero(xyz_c1[..., 0], axis=2)\n",
"ntotsr = c[vscan, vray]\n",
"xyz_m1 = np.nanmean(xyz_v1,axis=2)\n",
"xyz = xyz_m1[vscan, vray]\n",
"print(xyz.shape, c.shape)\n",
"\n",
"# approximate Rs \n",
"rs_v1 = Rs.copy()\n",
"rs_v1[~valid] = np.nan\n",
"rs_m1 = np.nanmax(rs_v1, axis=2)\n",
"rs_prof = rs_m1[vscan, vray]\n",
"ds = rs_prof\n",
"\n",
"# approximate Ds\n",
"ds_v1 = Ds.copy()\n",
"ds_v1[~valid] = np.nan\n",
"ds_m1 = np.nansum(ds_v1, axis=2)\n",
"ds_prof = ds_m1[vscan, vray]\n",
"dz = ds_prof\n",
"\n",
"# approximate Vs\n",
"vs_v1 = vol_sr.copy()\n",
"vs_v1[~valid] = np.nan\n",
"vs_m1 = np.nansum(vs_v1, axis=2)\n",
"vs_prof = vs_m1[vscan, vray]\n",
"volsr1 = vs_prof\n",
"\n",
"from mpl_toolkits.mplot3d import Axes3D\n",
"fig = pl.figure()\n",
"ax = fig.add_subplot(111, projection='3d')\n",
"ax.scatter(xyz_m1[..., 0], xyz_m1[..., 1], xyz_m1[..., 2], c=c.ravel())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Calculate spherical coordinates of SR sample volume with respect to GR"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"r_sr, az_sr, el_rs = wradlib.georef.xyz_to_polar(xyz, alt0_gr, proj=rad)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Average SR reflectivity"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1218,)\n"
]
}
],
"source": [
"ref_sr_1 = wradlib.trafo.idecibel(ref_sr)\n",
"ref_sr_1[~valid] = np.nan\n",
"refsr1a = np.nanmean(ref_sr_1, axis=2)[vscan,vray]\n",
"refsr1a = wradlib.trafo.decibel(refsr1a)\n",
"\n",
"ref_sr_2 = wradlib.trafo.idecibel(ref_sr_ss)\n",
"ref_sr_2[~valid] = np.nan\n",
"refsr2a = np.nanmean(ref_sr_2, axis=2)[vscan,vray]\n",
"refsr2a = wradlib.trafo.decibel(refsr2a)\n",
"\n",
"ref_sr_3 = wradlib.trafo.idecibel(ref_sr_sh)\n",
"ref_sr_3[~valid] = np.nan\n",
"refsr3a = np.nanmean(ref_sr_3, axis=2)[vscan,vray]\n",
"refsr3a = wradlib.trafo.decibel(refsr3a)\n",
"\n",
"\n",
"print(refsr1a.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Identify which GR bins actually intersect with the SR footprint"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create Zonal Data Source of matching SR profiles"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1218\n"
]
}
],
"source": [
"zds = wradlib.zonalstats.DataSource(xyz[:, 0:2].reshape(-1, 2), rad)\n",
"print(zds.ds.GetLayer().GetFeatureCount())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create SR beam polygons using $R_s$"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"tmp_trg_lyr = zds.ds.GetLayer()\n",
"trg_poly = []\n",
"for i, feat in enumerate(tmp_trg_lyr):\n",
" geom = feat.GetGeometryRef().Buffer(rs_prof[i])\n",
" poly = wradlib.georef.ogr_to_numpy(geom)\n",
" trg_poly.append(poly)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Create ZonalDataPoly for GR and SR profiles"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"creating\n",
"Calculate Intersection source/target-layers\n",
"CPU times: user 55.5 s, sys: 954 ms, total: 56.5 s\n",
"Wall time: 56.5 s\n"
]
}
],
"source": [
"%%time\n",
"print(\"creating\")\n",
"zdp = wradlib.zonalstats.ZonalDataPoly(gr_poly[..., 0:2].reshape(-1, 5, 2), trg_poly, srs=rad)\n",
"zdp.dump_vector('m3d_zonal_poly')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"loading\n",
"CPU times: user 1min 36s, sys: 43.6 ms, total: 1min 36s\n",
"Wall time: 1min 36s\n"
]
}
],
"source": [
"%%time\n",
"print(\"loading\")\n",
"obj3 = wradlib.zonalstats.GridCellsToPoly('m3d_zonal_poly')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Average GR volume and reflectivity"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1218,)\n",
"(1218,)\n",
"CPU times: user 342 ms, sys: 10 µs, total: 342 ms\n",
"Wall time: 338 ms\n"
]
}
],
"source": [
"%%time\n",
"print(obj3.ix.shape)\n",
"volgr1 = np.array([np.sum(vol_gr.ravel()[obj3.ix[i]])\n",
" for i in np.arange(len(obj3.ix))[~obj3.check_empty()]])\n",
"print(volgr1.shape)\n",
"\n",
"ref_gr_i = wradlib.trafo.idecibel(ref_gr.ravel())\n",
"ref_gr_ku_i = wradlib.trafo.idecibel(ref_gr_ku.ravel())\n",
"refgr1a = np.array([np.nanmean(ref_gr_i[obj3.ix[i]])\n",
" for i in np.arange(len(obj3.ix))[~obj3.check_empty()]])\n",
"refgr1a = wradlib.trafo.decibel(refgr1a)\n",
"refgr2a = np.array([np.nanmean(ref_gr_ku_i[obj3.ix[i]])\n",
" for i in np.arange(len(obj3.ix))[~obj3.check_empty()]])\n",
"refgr2a = wradlib.trafo.decibel(refgr2a)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Diagnostic Plots"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'uncorrected GR vs uncorrected SR')"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzGrFCbCZmZmZ1YoTYDMzMzOrlf8HRkJkwVbVGjoAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa13beef0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr1a, refsr1a, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr1a[refsr1a>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr1a[refsr1a>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"uncorrected GR vs uncorrected SR\")"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs uncorrected SR')"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa13be978>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2a, refsr1a, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr1a[refsr1a>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr1a[refsr1a>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs uncorrected SR\")"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs corrected SR snow')"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa0d73550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2a, refsr2a, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr2a[refsr2a>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr2a[refsr2a>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs corrected SR snow\")"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs corrected SR hail')"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nbGZmZma14gTYzMzMzGrl/wH6vuccJsi1SwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa8f76668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2a, refsr3a, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr2a[refsr3a>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr3a[refsr3a>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs corrected SR hail\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAICCAYAAADS/WyNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIAQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa92e0da0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,8))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(xyz[..., 0], xyz[...,1], c=refsr1a, cmap=pl.cm.jet, vmin=10, vmax=50, edgecolor=\"None\")\n",
"pl.title(\"PR reflectivity\")\n",
"pl.xlim(-100000, 150000)\n",
"pl.ylim(-150000, 150000)\n",
"pl.grid()\n",
"ax = fig.add_subplot(122, aspect=\"equal\")\n",
"pl.scatter(xyz[..., 0], xyz[...,1], c=refgr1a, cmap=pl.cm.jet, vmin=10, vmax=50, edgecolor=\"None\")\n",
"pl.title(\"GR reflectivity\")\n",
"pl.xlim(-100000, 150000)\n",
"pl.ylim(-150000, 150000)\n",
"pl.grid()\n",
"fig.suptitle(\"uncorrected GR vs uncorrected SR\")\n",
"pl.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Former Method using loop"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"# Lots of containers to store samples (only for one GR sweep angle!)\n",
"x = np.zeros(nprof)*np.nan # x coordinate of sample\n",
"y = np.zeros(nprof)*np.nan # y coordinate of sample\n",
"z = np.zeros(nprof)*np.nan # z coordinate of sample\n",
"dz = np.zeros(nprof)*np.nan # depth of sample\n",
"ds = np.zeros(nprof)*np.nan # width of sample\n",
"rs = np.zeros(nprof)*np.nan # range of sample from GR\n",
"refsr1 = np.zeros(nprof)*np.nan # PR reflectivity\n",
"refsr2 = np.zeros(nprof)*np.nan # PR reflectivity (S-band, snow)\n",
"refsr3 = np.zeros(nprof)*np.nan # PR reflectivity (S-band, hail) \n",
"refgr1 = np.zeros(nprof)*np.nan # GR reflectivity\n",
"refgr2 = np.zeros(nprof)*np.nan # GR reflectivity (Ku-band)\n",
"ntotpr = np.zeros(nprof,dtype=\"i4\")# total number of PR bins in sample\n",
"nrej1 = np.zeros(nprof,dtype=\"i4\")# number of rejected PR bins in sample\n",
"ntotgr = np.zeros(nprof,dtype=\"i4\")# total number of GR bins in sample\n",
"nrej2 = np.zeros(nprof,dtype=\"i4\")# number of rejected GR bins in sample\n",
"iref1 = np.zeros(nprof)*np.nan # path-integrated PR reflectivity\n",
"iref2 = np.zeros(nprof)*np.nan # path-integrated GR reflectivity\n",
"stdv1 = np.zeros(nprof)*np.nan # std. dev. of PR reflectivity in sample\n",
"stdv2 = np.zeros(nprof)*np.nan # std. dev. of GR reflectivity in sample\n",
"volsr = np.zeros(nprof)*np.nan # total volume of PR bins in sample\n",
"volgr = np.zeros(nprof)*np.nan # total volume of GR bins in sample"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"# Loop over relevant PR profiles\n",
"for ii, (ss, rr) in enumerate(zip(vscan,vray)):\n",
" # Index and count valid bins in each profile\n",
" ip = np.where(valid[ss,rr])[0]\n",
" numbins = len(ip)\n",
" ntotpr[ii]=numbins\n",
" if numbins == 0:\n",
" continue\n",
" # Compute the mean position of these bins\n",
" x[ii]=np.mean(xyzp_sr[ss,rr,ip,0])\n",
" y[ii]=np.mean(xyzp_sr[ss,rr,ip,1])\n",
" z[ii]=np.mean(xyzp_sr[ss,rr,ip,2])\n",
" \n",
" # Thickness of the layer\n",
" dz[ii]=(numbins * dr_sr) / np.cos( np.radians(alpha[ss, rr]) )\n",
" \n",
" # PR averaging volume\n",
" volsr[ii]=np.sum(vol_sr[ss, rr, ip])\n",
"\n",
" # Note mean TRMM beam diameter\n",
" ds[ii]=np.radians(bw_sr) * np.mean( ( (zt-z[ii]) / \n",
" np.cos( np.radians(alpha[ss, rr]) ) ) )\n",
" # Note distance from radar\n",
" s=np.sqrt(x[ii]**2+y[ii]**2)\n",
" rs[ii]=(re2+z[ii]) * np.sin(s/re2) / np.cos(np.radians(elev_gr))\n",
" \n",
" # This should not be required because we applied ZonalData\n",
" ### Check that sample is within radar range\n",
" ##if r[ii,jj]+ds[ii,jj]/2. gt rmax then continue\n",
"\n",
" ## THIS IS THE ORIGINAL IDL CODE - IS THIS A BUG???\n",
" ##ref1[ii,jj]=MEAN(ref_sr1,/nan)\n",
" ##ref3[ii,jj]=MEAN(ref_sr2,/nan)\n",
" ##ref4[ii,jj]=MEAN(ref_sr3,/nan)\n",
" \n",
" # Simple linear average of reflectivity \n",
" # - we can become fancier in the next step\n",
" # ATTENTION: NEED TO FLIP ARRAY\n",
" \n",
" refsr1[ii]=np.nanmean(ref_sr[ss,rr,ip])\n",
" refsr2[ii]=np.nanmean(ref_sr_ss[ss,rr,ip])\n",
" refsr3[ii]=np.nanmean(ref_sr_sh[ss,rr,ip])\n",
" \n",
" ## Not sure why we need this...\n",
" ### Note the number of rejected bins\n",
" ##nrej1[ii,jj]=ROUND(TOTAL(FINITE(ref_sr1,/nan)))\n",
" ##if FINITE(stdv1[ii,jj]) eq 0 and np-nrej1[ii,jj] gt 1 then STOP\n",
"\n",
" # SHOULD WE USE ZONALDATA INSTEAD? COULD BE MORE ACCURATE, BUT ALSO SLOWER\n",
" # WE COULD BASICALLY START A NEW LOOP HERE AND RUN ZONALDATA BEFORE\n",
" \n",
" # Compute the horizontal distance to all the GR bins\n",
" d = np.sqrt((gr_xyz[...,0]-x[ii])**2 + (gr_xyz[...,1]-y[ii])**2)\n",
"\n",
" # Find all GR bins within the SR beam\n",
" aa, bb = np.where(d <= ds[ii]/2.)\n",
"\n",
" # Store the number of bins\n",
" ntotgr[ii] = len(aa)\n",
"\n",
" if len(aa) == 0:\n",
" continue\n",
"\n",
" # Extract the relevant GR bins\n",
"\n",
" # Compute the GR averaging volume\n",
" volgr[ii]=np.sum(vol_gr[aa,bb])\n",
"\n",
" # Average over those bins that exceed the reflectivity threshold \n",
" # IDL code does exponential distance and volume weighting\n",
" # Let's try simple mean first,\n",
" # THEN ZonalStats!\n",
" refgr1[ii]=np.nanmean(ref_gr[aa,bb])\n",
" refgr2[ii]=np.nanmean(ref_gr_ku[aa,bb]) "
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'uncorrected GR vs uncorrected SR')"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa8df1400>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr1, refsr1, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr1[refsr1>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr1[refsr1>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"uncorrected GR vs uncorrected SR\")"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs uncorrected SR')"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nkylqDQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa1d02208>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2, refsr1, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr1[refsr1>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr1[refsr1>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs uncorrected SR\")"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs corrected SR snow')"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa8ec9198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2, refsr2, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr2[refsr2>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr2[refsr2>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs corrected SR snow\")"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'corrected GR vs corrected SR hail')"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAFhCAYAAAB+hxw5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3X94ZHV99//nm1kQlsBEcFVkWRaV\nLkaQQVerJTRTrLeuVbG9i1VbxUqh3tV+7Vetou1dba3fai+ttRrxwqLiL9bc/mRR23phE8zW1fJj\nSthFlOqurHCDIplsAigZ3t8/5nyGMydnJpNkzvzIvB7XlWszZ86c88kEsq995/35fMzdEREREREZ\nFId1ewAiIiIiIp2kACwiIiIiA0UBWEREREQGigKwiIiIiAwUBWARERERGSgKwCIiIiIyUBSARaTv\nmNl+M/vNbo9Dqjr5/TAzN7MnrvK1e82sGH3+DjP7dFsHJyJ9QwFYRDrKzIpmdjDje2w3s6vN7F4z\nmzWzfWb2LjN7ZPT8q8ysYmbzZjZnZv9lZi/Icky9Kuvvh5ltNrMvmNnPzKxsZjNm9qroua1RoJ2P\nPvab2SVZjcXdn+zuk1ldX0T6hwKwiDRlZhtaOdYrzOzXgElgN3Cauw8DzwMWgTNjp37b3YeAYeDD\nwE4zG+7wcFes374fwKeA24GTgeOBVwJ3Jc4Zjr4Xvwv8bzN7TmeHKCKDRgFYZB0zs5PM7Itm9lMz\nu8fMPhQdP8zM/tLMDpjZ3Wb2STPLR8+FqtyFZvZj4Jtpx6Jzn2lm/xFVWf8r/Ho5eu44M/u4md0R\nVWK/bGZHA18HHher+j0uGs8lZvbf0TgnzOy42LVeEY31HjP7i2W+7L8HPu7uf+fudwG4+4/d/e1p\n1T93f4hqSDsaOLXB+3hLvEJsZhuiiuZTzexIM/t0NLZZM/tPM3uMvh81Twc+4e4L7r7o7je6+9fT\nTnT364C9QGGZa/6mmf0g+jrGzcyicT3BzL4ZjetnZvaZ+D9qTK0zIhJRABZZp8wsB1wNHAC2AicC\nO6OnXxV9/AbweGAI+FDiEmPAk4Dnph0zsxOBrwJ/CxwHvAn4gpltis79FLAReDLwaOD97r4A7ADu\ncPeh6OMO4P8BXhxd/3HAvcB49HWMAJcCr4ieOx7Y3OBrPhp4FvCFlt4kau/THwIPUn2v0lwJvCz2\n+LnAz9z9BuACIA+cFI3tNcD9De4zUN+PyB5g3MxeamZbmpyHmT0TOB24rdl5wAuoBuszgZfE3hMD\n/i4a15Oofk/escy1RGQQubs+9KGPdfhBNQj+FNiQ8tw1wJ/EHm+jGgA3UA1nDjw+9nzasbcAn0pc\n91+pBsITgIeAR6bcuwgcTBy7BXh27PEJsfH8FbAz9tzRwC+B30y59uZonKfFjv09MAssAH8ZHXsV\n1ZaI2eg+9wMvafJePhE4BGyMHn8G+Kvo81cD/wE8Rd+P1K/7kcC7qVZ2K0AJeHri65iNvgcOvBew\nJu+jA6OxxxPAJQ3OfTFwY+zx/jBOqsH4093+/1Qf+tBHdz5UARZZv04CDrj7Yspzj6O+2nmAariJ\n/+r+9pTXxY+dDJwf/bp91sxmgVGqYekk4Ofufm+LYz0Z+FLsOrdQDUuPicZau69Xq5b3NLjOvVSD\n3gmx89/s1T7gL0VfY7AnOv5I4CrgnEaDc/fbojG90Mw2Ai8CPhs9/SmqQXNn1F7w92Z2eMplBvH7\ngbvf6+6XuPuTo9eXgC+HtoXIo6hWvd9ENZCnvX9x/zf2+X3RazGzR5vZTjP7iZnNAZ+Ori0iUkcB\nWGT9uh3YYukTpO6gGnKCLVQrovHJSZ7yuvix26lWHIdjH0e7+7uj546z9Ellade9HdiRuNaR7v4T\n4E6qAQ6AKIAen3KNEMa+A/xO2vMNXjMP/AnwCjM7q8mpoQ3iPGBfFIpx9wfd/a/dfQT4Naq/nn9l\ng69xoL4fS27k/jOqFd7HUW3TiD9Xcff3AQ9Q/X6sxt9R/Xqe4u7HAn9AtS1CRKSOArDI+vVdqmHl\n3WZ2dDRZ6+zouSuB/9fMTjGzIeD/Az7XoDrZyKepVkSfa2a56PpFM9vs7ndSnVz1YTN7pJkdbma/\nHr3uLuD4MMkr8hHgXWZ2MoCZbTKz86LnPg+8wMxGzewI4G9o/rPrzcCro0lcj46utxk4pdEL3P0e\n4J+p/nq/kZ3A/wD+Fw9XfzGz3zCzM6Ie3zmqrQKVlNcP5PfDzN5jZqdbdeLgMVTfv9ui9zzNu4E3\nm9mRK/jag2OAeWA26on+81VcQ0QGgAKwyDrl7hXghVT7V38MHAR+L3r6Y1R/dX8t8COqVbc/XeH1\nb6daDX0b1d7W26kGjvBz5RVUw+D3gLuBP4te9z2qge+H0a/YHwd8gGobwr+Z2SGqE6d+NTp/L/Ba\nqqHzTqptDg3XrXX3aeBc4NeB70e/wv8XqkujfbDJl/SPwPPN7CkNrnsn8G2qVd7PxZ56LNVQOEe1\nVWCKahhNvn4gvx9UJ959iWqf7w+pVrpf1OT8r0bXvKj1r77mr4GnAuXoOl9cxTVEZACYe9pvv0RE\nRERE1idVgEVERERkoCgAi4iIiMhAUQAWERERkYGiACwiIiIiA0UBWEREREQGigKwiIiIiAwUBWAR\nERERGSgKwCIiIiIyUBSARURERGSgKACLiIiIyEBRABYRERGRgaIALCIiIiIDRQFYRERERAaKArCI\niIiIDBQFYBEREREZKArAIiIiIjJQFIBFREREZKAoAIuIiIjIQFEAFhEREZGBogAsIiIiIgNFAVhE\nREREBsqGLC9uZvuBQ0AFWHT37WZ2HPA5YCuwH3iJu9+b5ThERERERIJOVIB/w90L7r49enwJcI27\nnwpcEz0WEREREemIbrRAnAdcEX1+BfDiLoxBRERERAZU1gHYgX8zs+vN7OLo2GPc/U6A6M9HZzwG\nEREREZGaTHuAgbPd/Q4zezTwDTP7XqsvjALzxQBHH33000477bSsxigi68xDDz3E97//fRYWFgB+\n5u6buj2mfvKoRz3Kt27d2u1hiIis2PXXX9/Sz/xMA7C73xH9ebeZfQl4BnCXmZ3g7nea2QnA3Q1e\nexlwGcD27dv9uuuuy3KoIrJOHDp0iB07dvDAAw8wMTHBS17ykgPdHlO/2bp1K/qZKyL9yMxa+pmf\nWQuEmR1tZseEz4H/AdwMXAVcEJ12AfCVrMYgIoMlhN89e/Zw5ZVXcv7553d7SCIi0oOyrAA/BviS\nmYX7fNbd/8XM/hOYMLMLgR8D+htKRNZM4VdERFqVWQB29x8CZ6Ycvwd4dlb3FZHBo/ArIiIrkfUk\nOBGRTCn8ioiszIMPPsjBgwd54IEHuj2UVTvyyCPZvHkzhx9++KperwAsIn1L4VdEZOUOHjzIMccc\nw9atW4laVfuKu3PPPfdw8OBBTjnllFVdoxsbYYiIrJnCr4jI6jzwwAMcf/zxfRl+AcyM448/fk0V\nbAVgEek7Cr8iImvTr+E3WOv4FYBFpK8o/IqI9L+77rqLl7/85Tz+8Y/naU97Gs961rP40pe+xOTk\nJPl8nrPOOovTTjuNN73pTZncXz3AItI3FH5FRNpv6yVfbev19r/7t5o+7+68+MUv5oILLuCzn/0s\nAAcOHOCqq67ikY98JOeccw5XX301999/P2eddRa//du/zdlnn93WMaoCLCJ9QeFXRGR9+OY3v8kR\nRxzBa17zmtqxk08+mT/90z+tO++oo46iUCjwk5/8pO1jUAAWkZ6n8Csisn7s3buXpz71qcued++9\n9/KDH/yAX//1X2/7GBSARaSnKfyK9LitW8Es24+tW7v9VUqGXvva13LmmWfy9Kc/HYBvfetbPOUp\nT+Gxj30sL3jBC3jsYx/b9nsqAItIz1L4FekDBw6Ae7YfBw50+6uUNnryk5/MDTfcUHs8Pj7ONddc\nw09/+lMAzjnnHG666SZmZma49NJLKZVKbR+DArCI9CSFXxGR9encc8/lgQce4NJLL60du++++5ac\n9yu/8iu89a1v5T3veU/bx6AALCI9R+FXRGT9MjO+/OUvMzU1xSmnnMIznvEMLrjggtSg+5rXvIZr\nr72WH/3oR20dg5ZBE5GeovArItJZyy1bloUTTjiBnTt3pj5XLBZrnx911FFaBUJE1jeFXxER6QQF\nYBHpCQq/IiLSKQrAItJ1Cr8iItJJCsAi0lUKvyIi0mkKwCLSNQq/IiLSDQrAItIVCr8iItItCsAi\n0nEKvyIigy2Xy1EoFDj99NM5//zzaxthxI+/8IUvZHZ2NpP7KwCLSEcp/IqI9JitW8GsfR9bty57\ny6OOOopSqcTNN9/MEUccwUc+8pElx4877jjGx8cz+ZK1EYaIdIzCr4hIDzpwANzbdz2zFZ1+zjnn\ncNNNNy05/qxnPSv1eDuoAiwiHaHwKyIiSYuLi3z961/njDPOqDteqVS45ppreNGLXpTJfRWARSRz\nCr8iIhJ3//33UygU2L59O1u2bOHCCy+sO3788cfz85//nOc85zmZ3F8BWEQypfArIiJJode3VCrx\nwQ9+kCOOOKLu+IEDB/jlL3+ZWQ9w5gHYzHJmdqOZXR09/oSZ/cjMStFHIesxiEh3KPyKiMhq5PN5\n/umf/on3vve9PPjgg22/ficqwK8Hbkkc+3N3L0QfpQ6MQUQ6TOFXRETW4qyzzuLMM89k586dbb92\npqtAmNlm4LeAdwFvyPJeItI7FH5FRPrIySeveOWGZa+3jPn5+ZaO79q1qy1DSsq6AvyPwJuBhxLH\n32VmN5nZ+83sERmPQUQ6SOFXRKTP7N9fXQatXR/793f7K1pWZgHYzF4A3O3u1yeeeitwGvB04Djg\nLQ1ef7GZXWdm1/30pz/Napgi0kYKvyIi0g+yrACfDbzIzPYDO4FzzezT7n6nV/0C+DjwjLQXu/tl\n7r7d3bdv2rQpw2GKSDso/HZWygTjU8zsO2b2AzP7nJkdER1/RPT4tuj5rd0ct4hIL8gsALv7W919\ns7tvBV4KfNPd/8DMTgAwMwNeDNyc1RhEpDMUfrsiOcH4PcD73f1U4F7gwuj4hcC97v5E4P3ReSIy\n4LydO791wVrH3411gD9jZjPADPAo4G+7MAYRaZMQfnfv3s22bdsUfjsgNsH4n6PHBpwLfD465Qqq\nBQaA86LHRM8/OzpfRAbUkUceyT333NO3IdjdueeeezjyyCNXfY1MV4EI3H0SmIw+P7cT9xSR7MUr\nvyMjI6hdqWPCBONjosfHA7Puvhg9PgicGH1+InA7gLsvmlk5Ov9nnRuuiPSSzZs3c/DgQfp5jtWR\nRx7J5s2bV/36jgRgEVl/4pXfkZER9u3bB0CxWARgcnKye4Nbx+ITjM2sGA6nnOotPBe/7sXAxQBb\ntmxpw0hFpFcdfvjhnHLKKd0eRldpK2QRWaJYLDI8PFwLs0mq/HbVkgnGVCvCw2YWihqbgTuizw8C\nJwFEz+eBnycvqonHIjJIVAEWGXCtVmzDebt27Uqd8KbKb2e4+1upLidJVAF+k7v/vpn9H+B3qYbi\nC4CvRC+5Knr87ej5b3q/Nv6JiLSJKsAiUhMqv1NTU5TLZaampuoqwYuLiw3Db6mkXc277C3AG8zs\nNqo9vpdHxy8Hjo+OvwG4pEvjExHpGaoAiwyoEGqnpqZqj9NC7Pz8PKVSiXK5XDs2MjJSt9pDeJ2q\nv52VmGD8Q1LWVXf3BwAtzSEiEqMKsMgAalaxLRQK5PN5crkcY2NjjI6Ocvrpp9eeDz2/8T7hcrlM\nuVymWCw27BsWERHpFaoAi6wD8f7bVntxC4XCkvOHh4frqr2lUmlJ+N27d2/tnuVymenp6drzaoMQ\nEZF+oAAsso4lw3CztocQaONOP/10ZmZmWFhYqKv8xq8RVygU2v9FiIiItJkCsEgfS4bR4eHhWogN\n4Xa5UJr2fD6fr+0QtLCwUDfhbXh4mPn5+dq5lUoFgFwupx5gERHpCwrAIutUaGUIKznAw2E3n8/X\nWiDi4qs9zMzMLFntIVxjenqaXC5XC7/5fD77L0hERKRNFIBFelQrvbzJ1obQ0xvvy13pfRYXq7vp\nJiu/an0QEZH1QgFYZB0aGhoCqFVpQ1tEMrwmV2xotMlFoEluIiKyHigAi/SYtIlqsHwluFgssmHD\nBoaGhpZMZksTwmw4N5/Ps7CwAJAafsM94qtEhNaHRmPT7nAiItKLFIBF+tRKwmUul6tVhaG+ZSEE\n7YWFBSqVChMTE0vCbxAPwWp7EBGRfqUALNJj0vp60x4HyapsK9Xf+HVC5TdMaBsfH2d8fLxhsG62\n1nCypWIlVWwREZFOUQAW6TPJFol8Pl+3LFlcPp+nXC7Xwm08HBeLRXbt2lUXfpvdLx5eFWRFRKSf\nKQCL9KhGm1ck2xmAhn2/zarBi4uL7Nixg0qlwsaNG7nvvvtWPdbkGMfGxur+VGAWEZFeogAs0meG\nhobq+m+brcwQJqkltz2Or/awceNGDj/88CWvXc1kPBERkX6gACzS4yYnJxkeHl6ypFmYiBbCcLIl\nYnR0tC70BqHyu3v3bkZGRti3b1/tdeF+sLSfd7kxxl+jkCwiIr1MAVikTyV3covv9havCsfDadjk\nYs+ePYyMjLBp06aG11eoFRGR9UoBWGSF1hoIV/L6cG4r6+6GSnCj64btjRvt8NaOgKuQLCIi/UAB\nWKQLSqUSxWKxrYGx2WYUi4uL7N69G4CRkRHGx8cbrvXb6nVFRET6lQKwSIvWOiksuV5vqVRieHi4\nbkJb8lrtaEMIld8g2faggCsiIoNGAVikg+Lr9SYnszUSgnP4fCWB9dChQ0B1l7fQ89to8woFYRER\nGRQKwCItWks1NrwmbcOJcrm8bFV5NdsOHzp0qLbU2ZVXXsn4+PiKryEiIrIeZR6AzSwHXAf8xN1f\nYGanADuB44AbgFe4+y+zHodItzVbrzdNsuUieXy5nl9gSfiNv0br/IqIyKA6rAP3eD1wS+zxe4D3\nu/upwL3AhR0Yg0hbrDYkTk5OUigUaqs4pImv8BDaHlYamuHhnt/du3ezbdu2lie7iYiIDIpMK8Bm\nthn4LeBdwBvMzIBzgZdHp1wBvAO4NMtxiPSisLHFcvL5fNOJckGxWOTGG29kbm4OgI0bN7Jv3z6G\nh4dr/cbxAK91fkWkr5hle/2TT4b9+7O9h/SMrFsg/hF4M3BM9Ph4YNbdF6PHB4ETMx6DyJq1awWI\nQqFQu8bQ0BBQv35vsVikWCwuaXsIleBmvcCLi4ssLCzUHt93331A/cS7NKupMouIdJx7ttfPOmBL\nT8ksAJvZC4C73f16MyuGwymnpv4XbWYXAxcDbNmyJZMxinRS2LktGZ6TWw43CqTJnd/iRkdHmZmZ\nSa0oVyoVcrkcQ0NDTTfQEBERGRRZVoDPBl5kZs8HjgSOpVoRHjazDVEVeDNwR9qL3f0y4DKA7du3\nZ/zPPpGqRpXdVtsFGoXbUNGNb1ecdn68/ze++1uz8Hvo0CFmZmZqrQ9pQrU5bayaBCciIoMms0lw\n7v5Wd9/s7luBlwLfdPffB/4d+N3otAuAr2Q1BpFuCa0MaZqFWaifMNdK+N2xYwcLCwtMTEwwNjZW\ne134GBsbY3Z2ltnZ2bV/YSIiIutAN9YBfguw08z+FrgRuLwLYxCp02o1dLnKb3h9WNFhdnaWYrFI\nPp+nXC7XqrphB7hG94tXghtJrvN7/vnnc9FFFzE/P19rhcjn8w2voUlwIiIyqDoSgN19EpiMPv8h\n8IxO3FekW+KrLrQyySy+G1w8kMaryPHjaeG30WYb6vEVERGpp53gRHg4bMbX6V1JRTScG3p8QwCG\n9MlvyfaI5EoNpVKpbjWI+CoSaeE3fq94FXq5douVfp0iIiLrgQKwSBslq62NwmWpVKoLvZVKhamp\nqbo1e+OV4zApbmpqis2bNzM3N8fExERd+I23NISwnLbqhIiIyKDrxE5wIj0tvvZu6NOdmppqOpGt\n0XUgPWgmn2vUlhAPxcmJcMHc3BwjIyO1toe0MbZS+RURERlUqgDLwOhkJbSVtoNiscj09HStZ3ds\nbCz1HIBdu3bVKr8jIyPs3bt32XtrmTMREZF0CsCyLqwl3DXakGKlu7ylbTec7AlObkUcQnB8k4r4\nOOIT3ubm5ti4cSObNm1SuBUREVkDBWBZ91YbFlvd9GIt0ibExe8Xwu/u3bsZGRlh3759TE1N1U3W\na3bt+DgVjkVERKoUgKWvtasSmva6VgJumGwW37UtHN+wYUPderyNxtUoqMZXexgZGWHTpk2117Q6\n2U5EpBO2XvLVTK+/P9OryyBSAJZ1b6WV0EahOik832id3+R6vCsxOjrKzMwMCwsLXHnllYyPj6/6\nWgrHIiIi9RSApa8ll/6KH2tFWtiNb0oBDwfcRis3FAqFutfE+4EBcrlcw1UZ4vcLYxgdHWXPnj1U\nKpXaUmeNArDCrYiIyMopAMtASAu2jYRzwvJjIQCHgBpWawh/Jvt4k5taVCqVlnaDC0L4BRgfH2d8\nfFz9vCIiIm2kACx9L4TC+Pq90FpIbBQsi8Ui8/PzS6q5QTzQFovFJb3D8deFoJy2E1wI1QDHHnss\nCwsLa2qdEBERkeUpAEvHdbKKmQyjYbe15C5pybHFg2kQn8jWbIJcK8ubJS0uLtbC78TEBBdddFHt\nWslri4iIyNooAEvfW2l7QKjsJq8xPDzM/Pw8o6OjteOFQqEWZMNrw65xccl7x0Nys5UqisUiN954\nIzMzMwC1nt8QgFfydYmIiEhrFIClY7qxeUO4dgi3IciG+8fHEp4PwbRUKlEqlahUKpTL5ZbW3k27\nd6uV38MOO4yLLrqI8fHxuo0zWu1dFhERkdY0DcBmthl4KXAO8DjgfuBm4KvA1939ocxHKBLTLDQv\nF6QrlQrz8/O1Htt4FThsSVwul1PDMlDXCxwmyLVy70YV6rDUWRjPQw89tGQCXWjfWGlvs4iIiDTW\nMACb2ceBE4GrgfcAdwNHAr8CPA/4CzO7xN2v7cRApf+tZiWD1YS+tMlmIbwmJ5jl8/la2E1Odosv\nTZbL5RpOTiuVSksmwi3n0KFDzMzMMDc3V3e8UqkwNTVFLpdjaGiobgztoBAtIiLSvAL8Pne/OeX4\nzcAXzewIYEs2wxKp1+72ibQK7vDwMACzs7NL2hZCNThtPd+VbIlcKpVqPcYLCwts3LiR++67L/Xc\n5EQ9hVYREZH2aBaAH2z0hJmd7e67gdvaPyRZ71ZS+Q2BN9l/m9YXm3xNCLSFQqEu8IbXNlvNIbnB\nRloP7mpCubvX7fB2/vnn11aMqFQq5PN5yuVyrdq8knDdTDf6r0VERHrVYU2eu8XMrjCzoZTnPpjV\ngGT9KhaLqw50hUKBQqHA2NhYLcymhbdGG07EV35o9NrZ2VlmZ2dXNb5misUiw8PDTE1NMTc3x9zc\nHI94xCNqu7tNTk4u6TeOm5ycVFAVERFpo2YV4L3AQeAGM3ulu++JPWfZDksGRaNKZFq/cHxN37RJ\nYcn1d+Nr/yavvVxFNF75DfdLVqFX0tPs7nWPDz/88LrH8eCdRXVWO8mJiIg8rFkF+EF3/wvgj4BP\nm9lfmVk435u8TgbMcpXd8PzU1FQtuK6lEtzoHqHKGlZ7SCqXy7UJa6tRLpcpl8srHv+uXbs444wz\nANi4cSNjY2PMzs4qhMqqmNmRZvZdM/svM9trZn8dHT/FzL5jZj8ws89F8zQws0dEj2+Lnt/azfGL\niPSCZdcBdvdrzWw78GHgW2b2+9kPS9az0IqQXIcXmu98tpIq5ujoaF07RKgGJwN02KY4ee141Tis\nyJC2JfJy4zh06BA7duxgz549jIyM8JOf/KThua1cb60UuteFXwDnuvu8mR0OTJvZ14E3AO93951m\n9hHgQuDS6M973f2JZvZSqqv6/F63Bi8i0guaBeBam4O7zwIvN7MLgG8BG7MemPS+VidWtTKhrB3j\nCAE1l8stuU984lt8LNC4qhyE5ciCVkNkPPyGCW8ia+XVfprwK47Dow8HzgVeHh2/AngH1QB8XvQ5\nwOeBD5mZebIvR0RkgDQLwB9NHnD3K8zsW8CbsxuSrEfJ/t1QeU1WYFvR6rnx80JITltdIr6Ob7Mq\nc6O2h7R1h3ft2qXwK5kxsxxwPfBEYBz4b2DW3RejUw5SXced6M/bAdx90czKwPHAzzo6aBGRHtIw\nALv7h5PHzOxRwI/c/TWZjkr6wkonVq1mU4dWrh2eC8uexXt1w/Npld9wbqgYL6fV4L24uKjwK5ly\n9wpQMLNh4EvAk9JOi/5Mm7S8pPprZhcDFwNs2aIl3kVkfWu2E9wzgXcDPwfeCXwKeBRwWLQqxL80\nu7CZHQlcCzwius/n3f3tZvYJYAwIDZWvcvfl04f0tXatQrCW14fXFgqFWjUaqG2BnBaYW7lefN3h\neJ/wyMiIwq9kyt1nzWwSeCYwbGYboirwZuCO6LSDwEnAQTPbAOSp/lxPXusy4DKA7du3qz1CRNa1\nZi0QHwLeRvWH5TeBHe6+x8xOA64EmgZgGk/UAPhzd//8GscuPSKLiVWN+oubCUuJLReSGy2X1uqY\nGl033lI5MjLCpk2bWrquyEqY2Saqq/TMmtlRwG9Sndj278DvAjuBC4CvRC+5Knr87ej5b6r/V0QG\nXbMAvMHd/w3AzP4mrAPs7t8zW34Z4CYTNaSHZb1ObKvXTbYkhMchrK5knGmV2kKhUNuSuJWxpU3g\ni1e1FxerrZe7d+9mZGSEvXv3LjsukVU6Abgi6gM+DJhw96vNbB+w08z+FrgRuDw6/3LgU2Z2G9XK\n70u7MWgRkV7SLAA/FPv8/sRzLQXZ5EQNd/+Omf0v4F1m9lfANcAl7v6LFYxZBkCjlRla6SEOFd4w\nsa3ZebB8dXm5DTgWFxdr2xur8itZc/ebgLNSjv8QeEbK8QcA9eKIiMQ0C8Bnmtkc1QkUR0WfEz0+\nspWLJydqmNnpwFuB/wscQbXf7C3A3yRfqwkZndXqkmadHkfYfa3V9oY0IRDncrlav2+41nL9vvHw\nG8QrwYcOHQJgYWFBE95ERET6RLNVIHLtuklsosbz3P290eFfmNnHgTc1eI0mZEiq5G5uaUuVxYN8\naJ+oVCq180L/byviq1fk8/kFBA/SAAAgAElEQVTaesJa51dERKQ/NVsF4rhmL3T3JbOIE69Pnahh\nZie4+51WbSR+MXDzKsYtbdauVRraPY6051ezlXEyxIZjKxlPfDMNhV8REZH+1awF4nqqvb4GbAHu\njT4fBn4MnLLMtRtN1PhmFI4NKAFaU1iWSJv0FgJosg+40Xq/4Vj8vOnp6dp10/p5m0mG3zDhTeFX\nRESkvzRrgTgFINpT/ip3/1r0eAfVam5TTSZqnLvq0UrmulX5TQrV2WTYbWXDimbnhW2N49eN7wTX\nSHguXvnVhDcREZH+1KwCHDw9vvObu3/dzN6Z4ZhkgDSqwKZVckMVOJfL1YJs2msbiZ8Xdo1bSUtF\nsvK7b9++pl+DiIiI9KZWAvDPzOwvgU9TbYn4A+CeTEfVYxRwui+5GsP8/PySdXnjbRKtrBc8Pz9P\nsVhsaeWLXqj86r9DERGR9mglAL8MeDvV/ead6vbGL8tyUNIf2rEt8XLhM175jS9FFl/RIS4E4yDZ\nChHuE67VSktFowlvCqQiIiL9adkAHK328PoOjKXn9MrauELq5LdQ/U1+n9LOaXbd+OoOSb2w2oP+\nOxQREWmvZsugXQZ80N1nUp47Gvg94Bfu/pkMxyc9qFkgazWcrWTZteRSZPDwigxpWxQXCoXaOr+N\n7pM25qTlwq8CqIiISH9qVgH+MPC/zewMqmv1/pTqDnCnAscCHwPWdfjtlbVx5WFpFd0QhlczsS2c\nn9QLld9A/x2KiIi0V7Nl0ErAS8xsCNhOdV3f+4Fb3P3WDo1PelCjKmqrE8rSrtVMozV94/cbHh5O\nnfiWrFYPDw83bHcIein8ioiISPu10gM8D0xmP5TepYpbvdXsxLbSa3frPe/l8Kv/DkVERNqjlVUg\nRFLFA1kWv6Zv1mscrh/aHmZnZ1Mr0uHzfD5PuVyuqxInx9jL4VdERETaRwFYWpK2FfFKw26zyXJp\nYTc5uW01Y22Vwq+IiMjgWDYAm9np7n5zJwaz3nX71/udkKy+NrPcFsRpk9uC5Hq+8baMsGbw1NRU\n7XiyQhyn8CsiIjJYWqkAf8TMjgA+AXzW3WezHZL0krQ1dvP5/LITyeLhNm0iWnwjingITmtjaGVX\nt3AtoG7DjOUqwQq/IiIig6eVSXCjZnYq8GrgOjP7LvBxd/9G5qNbJwZlI4Pk1xnCbfg8iAfUcrlM\nqVSqrc7Qqmbr+Yb7J4O6Kr8iIiICLfYAu/sPzOwvgeuAfwLOMjMD3ubuX8xygJK9ZoF8pZPbkkE3\nVGDDjmvB/Px8bTvj+HNrmVgXnxg3Pz/ftEqt8CsiIjK4WukBfgrwh8BvAd8AXujuN5jZ44BvAwrA\ny+j3jQxanVQW35kt2YYQfxyXy+XqenZbWac3Pp5G58V3gUtS+BURERlsrVSAPwR8lGq19/5w0N3v\niKrC0qdW0pqxXCgN4iE4HpjjPcRrVSqVmJ+fX3K80cS4+LgVfkVERKSVAPxFd/9U/ICZvd7dP5A8\nLs31Y+UXVta7HMJvkKx+JyWrxs3W6U1Wl+MVY9CENxEREWlNKwH4lcA/Jo69CvhA20cjK7LWloos\nWzNarRg3kwzguVyu1jccJPuM09YYhv4Kv/3aKiMiItIvGgZgM3sZ8HLgFDO7KvbUMcA9WQ9Mui+5\n21orld9kdRaWD8ONgniyajw0NFQ3eS6Yn59vuoFGP4VfERERyV6zCvB/AHcCjwLeFzt+CLgpy0FJ\nc+1eVq3R61rpqc1So+2Op6en60JwMhDHA3c/hd9BWS5PRESk2xoGYHc/ABwAntW54Ui/ildtQw9w\n2DY5viPbcmG7ld3eRkdHmZ6eZmhoqPZcPp9f8vp+Cr8iIiLSOc1aIKajTTAOAR5/CnB3Pzbz0fWJ\nblVGs75vry7fFu/zbWS14bfVrzWL96RX328REZH1plkFeDT685jODUf6XdrKDWnHw3OhXze+TXJo\nYWgWCJs9p8qviIiINNPKRhgfAHa6+7c7MJ6+0u2ezfV2H6hOaItvjdxoKbRkSA7WWvld7nvZie+5\nKr8iIiLZamUZtBuA/21mvwJ8Cficu1+X7bBkvYkHxWSIjK8bHCa0xTe6aDUQqvIrIiIirVg2ALv7\nFcAVZnYc8D+B95jZFnc/tdnrzOxI4FrgEdF9Pu/ubzezU4CdwHFUw/Ur3P2Xa/w6uqKTPZu91Be6\nmrHEQ25Scle3ZhtdpD03OTm55vDb6vdSfboiIiL9r5UKcPBE4DRgK7CvhfN/AZzr7vNmdjgwbWZf\nB94AvN/dd5rZR4ALgUtXNmzpJc1WcEhugZysBIdgHILtaqjyKyIiIivRSg/we4DfAf4bmADe6e6z\ny73O3R0Ipb3Dow8HzqW6wQbAFcA76PMA3InKby+sDdtoLGnnNJKsBM/PzzM0NFR7nMvlao9b6QFu\nd/ht9X1V5VdERKR/tVIB/hHwLHf/2UovbmY54Hqq1eNxqiF61t0Xo1MOAieu9LrSPfEAm6zeJsMp\nPLyJRTgnvkNbcjmz+A5uzVomAlV+RUREZDWarQN8mrt/D/gusMXMtsSfd/cblru4u1eAgpkNU51A\n96S00xrc/2LgYoAtW7aknTIQeqnnNN62EA+y8cls5XK5buOLZKBNfj3htWkbWTQaAyj8ioiIyOo1\nqwC/gWoAfV/Kc6GVoSXuPmtmk8AzgWEz2xBVgTcDdzR4zWXAZQDbt29PDcnSOWkrN4RKb7yXNykZ\neBuJB+rlKPyKiIjIWjTbCOPi6NMd7v5A/LlohYemzGwT8GAUfo8CfhN4D/DvwO9SXQniAuArqxx7\nW/RCZbUVvTa+QqFAqVRKrfSm9e42epx8/5f7fij8ioiIyFq10gP8H8BTWziWdALV5dNywGHAhLtf\nbWb7gJ1m9rfAjcDlKxyzdEAyiKYF1GRVN14dLhaLTUP7chXhNAq/IiIi0g7NeoAfS3WC2lFmdhZg\n0VPHAhuXu7C73wSclXL8h8AzVjXaNuql1RX6TQi4yf7d1WjUE5z8fij8ioiISLs0qwA/F3gV1T7d\n9/FwAJ4D3pbtsKRblguiaZXfeP9uoxaI5a7fjMKviIhsveSrmV5/f6ZXl17TrAc47AD3P939Cx0c\nU0f00uoK/aZRO0TaKhArXVc3GYgVfkVERKTdWukBfpqZXRM2vzCzRwJvdPe/zHZo0g1r+YdBoVBI\n3fktXhUOq0WMjY0te/3FxcV1EX71jywREZHe0koA3uHutZYHd7/XzJ4PrIsArFCyevH3Lh6cp6am\nmJ6eZnFxseXJbo0m1AGMjIz0bfgVERGR3tNKAM6Z2SPc/RcA0ZJmj8h2WNJtaVsQpx1vpFKpMDw8\nXNsBbmpqCjOrPd9sp7fFxcXa5yMjI2zatKm1QfcYTbQUERHpTa0E4E8D15jZx6lugPFq4IpMRyU9\nqVQqMTw83HCS24YN9f85hfDbTDIknn322czMzADV8Lt37961DVpEREQkYdkA7O5/b2Y3Ud3IwoB3\nuvu/Zj4y6QnJgApLq7eN2hxyuRyVSoVcLsfo6CiTk5MMDw8DMDs7m/ramZkZ5ubm+rryG2iipYiI\nSG86rMXzbgH+xd3fCHzLzI7JcEzSY5KBt1wus2HDhlqYDUZHRxkaGqp7nMvlml57cnKSyclJzj77\nbI499lgWFhaYmJhg7969CowiIiKSiWUrwGZ2EXAxcBzwBKqbY3wEeHa2Q5N2W20lcn5+fsmxSqXC\n/Px8XZ9vMuyWSiUqlUrd/UPlN+7QoUO1yu/ExMS6m/CmIC8iItJbWqkAvxY4m+oGGLj7D4BHZzko\n6Z5isbikLSFe1Y0LITh5DJaG4UbCOr+h8ptF+E37mkRERGRwtTIJ7hfu/sswg9/MNlCdDCd9otlq\nBI2qwmmbXMzPz9d6ekPQjVd4458PDQ3V7RCXVgXVJhciIiLSDa0E4CkzextwlJk9B/gTYFe2w+o/\n/T7RKRmS8/l83fPxSm8yBCflcrmGk9yCdofftPdfy5DJemRmJwGfBB4LPARc5u4fMLPjgM8BW6nu\n6vqSaN12Az4APB+4D3iVu9/QjbGLiPSKVgLwJcCFwAzwx8DXgH/OclDSXqGKm8/na0uYhbaARoE3\n9PXGe3yTkiE4PK5UKk3Dpiq/ImuySHU3zhuiCcnXm9k3gFcB17j7u83sEqo/u98C7ABOjT5+Fbg0\n+lNEZGC1sgzaQ8BHow9JWC9VxtCuEFZ8CKE3XvnN5XJ1rQ2lUqkuHDeqCMdlVflNe/+1DJmsR+5+\nJ3Bn9PkhM7uF6uTk84BidNoVwCTVAHwe8El3d2CPmQ2b2QnRdWQd23rJVztyn/0duYtIezUMwGY2\nQ5NeX3d/SiYjkrZKW8e3WCw2DIdhabOxsTEApqena68Lk96mp6cZHR1dcq94QFblVyR7ZrYVOAv4\nDvCYEGrd/U4zC5OVTwRuj73sYHSsLgCb2cVUV/xhy5YtmY5bRKTbmlWAzwfu79RA+tVaq4y9Vp0s\nFAqUSiWmp6cZGhpqWNUtlUoUCoVasE5Wh5OyCr+tvP+98t6KtJOZDQFfAP7M3efiW40nT005tqS4\n4e6XAZcBbN++XROdRWRdaxaAP+vuTzWzT7n7Kzo2oj5WKpXqqqu9YLmAmHw+HmibCVXe4eHh2uoQ\njXqFVfkVaS8zO5xq+P2Mu38xOnxXaG0wsxOAu6PjB4GTYi/fDNzRudGKiPSeZgH4CDO7APg1M/ud\n5JOxH7pC/ZJirehk73BYxqxRdTaI7/jWKNCGivDU1BTFYpH5+XmGhoa6Hn576R8dIlmKVnW4HLjF\n3f8h9tRVwAXAu6M/vxI7/joz20l18ltZ/b8iMuiaBeDXAL8PDAMvTDzngAJwpB8mwoXwm1ahDuMt\nFApMT0+3NJkNqoF5dHS04XrCqvyKZOJs4BXAjJmFf7W+jWrwnTCzC4EfU21jg+rKPc8HbqO6DNof\ndna4IiK9p2EAdvdpYNrMrnP3yzs4pr7XSrW1EysULLe2b1yY7NZq+A1LqsXvE6fwK5KN6Gdzo4bf\nJVvUR6s/vDbTQYmI9JlW1gHeaWZ/CWxx94vN7FRgm7tfnfHY+kY8zIbw20vV3yC+ti88POGtUftC\nM/H1hEGVXxEREekfrQTgjwHXA78WPT4I/B9AATgmhN9yuVzrj4XlK7vtCspp9wsBNazQEIJuuVyu\nTXJLht+0Hd7CsXw+Xzu/VCrVbZIR7r9r167U8NuLbSEiIiIymA5r4ZwnuPvfAw8CuPv9NP7120Bb\nru2hW4aGhoD6lR0qlUrdpLdmQiCOb4qRZnFxUZVfERER6XmtVIB/aWZHEa0baWZPAH6R6aj6UHIj\niU5VOhtNwAviG2AkNVvlIU0I0vEWj1Yrv708QVBEREQGSysB+O3AvwAnmdlnqM5AflWWg2pGAeph\nYQ3e5K5srVZ2VyJUj9Oq3Kr8ioiISD9pGoCj9Sa/B/wO8EyqrQ+vd/efLXdhMzsJ+CTwWOAh4DJ3\n/4CZvQO4CPhpdOrb3P1rq/4KekQI5sme2KyD+tDQ0JLJaOHz+DbGa9VoXeBQ+d29ezcjIyNLwm8n\nVrsQERERWYmmAdjd3cy+7O5PA766wmsvAm909xvM7BjgejP7RvTc+939vSu52Hr9Vfpqvo7QZhFf\n1SFsSBGfmNYOofKb1hoRX+1hZGSETZs2rfl+6+X7KiIiIr2rlRaIPWb2dHf/z5VcONpp6M7o80Nm\ndgtw4irG2BfWWunsleAXXwUin8/XtjkOwjJvIfyGyu++ffuA5bdcFhEREem2VgLwbwB/bGYHgAWq\nbRDu7k9p9SZmthU4C/gO1R7i15nZK4HrqFaJ713uGuvtV+nLbVLR7OucnZ0FHq4Ez87OLqkKr1Yr\nG2HEe36bVX5X8r1arxV+ERER6T2tBOAda7mBmQ0BXwD+zN3nzOxS4J1UV5V4J/A+4NUpr7sYuBhg\ny5YtaxlCR602sMV7h8MktlaWVZufn6dYLLa17SGI3z9UfrXOr4iIiPS7ZQOwux9Y7cXN7HCq4fcz\n7v7F6Hp3xZ7/KA021HD3y4DLALZv3+7h+HoJWMll00KAjS9bttyGGrOzs6nbEK9VqEYnq+6trvaw\nmmrueqvwi4iISO9qpQK8KtEKEpcDt7j7P8SOnxD1BwP8NnBzVmPoB8kqa7KSGyqvy2k0WS1tZ7eV\nmpycXHZ7YwVWERER6ReZBWCqvb6vAGbMLCxM+zbgZWZWoNoCsR/44wzH0PNCcNywYUNqUI1vOpFU\nLBaZmppqGnJXE36T91wu/CatpZqrIC0iIiJZW3EANrMc8FJ3/0yz89x9mvQtk3t6zd9O/Qo+eZ+w\ny1q8ApzL5ZqG39ArvNYKb/x+SSsNv3FZbMghIiIislYNA7CZHQu8lurSZVcB3wBeB7wJKAFNA/Cg\nWm2Ajq/sEHZ3S7tGCL7J5cnaIVwv9B4vLi4CrHqHt1ZaN0REREQ6rVkF+FPAvcC3gT8C/hw4AjjP\n3Xu+tLfSINqpZbjacZ8swm/S4uIie/bsoVKpMDExsaLwqyXNREREpJc1C8CPd/czAMzsn4GfAVvc\n/VBHRtZnkqEvvkbvSqSt7FAsFpmenmZoaCiT5c6CsPrD6aefzszMDJVKJXV74/i4QMFWRERE+kuz\nAPxg+MTdK2b2o34Iv6utPk5OTlIsFsnn800nnq1Vswliob0hbU1gqFZ+s3b66afXKr8A+/btW3HQ\n1ZJmIiIi0suaBeAzzWyOhyeyHRV77O5+bOaj6yON1vVdaQiMV3inp6czb3UI8vl8XeU3bnp6mtHR\n0drjVv6REcK7+oBFRESk1xzW6Al3z7n7se5+TPSxIfa4Z8Pv5OQkk5OTjI2NMTY2VnvcTLFYrC0p\nlgyu7VAqlZZcL1klTbtfq+E3bfWGVs7L5/Pk83nGxsa4/fbbAZibm2NkZKTuNUNDQ6uq4mZZSRcR\nERFZrWarQBwJvAZ4InAT8DF3X+zUwPpVsuIZWiuWs5Zqb6u9wY3WGY7v8BYmvIXVKCqVCuVyua7K\nu1wbB2gCnIiIiPSuZi0QV1DtA/4W8HzgycDrOzGodljN5guthLWVBLpQ+U2GwSB5vB27trUql8tR\nKBTYtWtXw3V+2z3pTmFYREREekGzADwSWwXicuC7nRlSum6Gp1bunez9HRsba/n609PTwOo3tGhl\nclxoZYCHWxPCJhe7d+9estpDWL2i2dfe7JjCroiIiPSqVleBWDRL29RtfWkW1hpVc5u9JgTN+Llp\nn4eVHlZbbW0lOIdWhlwuR6lUqtvhbWRkhE2bNq3q3q1QW4SIiIj0klZWgYDqyg9dWwXi1ltvrVU5\nm4WndgerZHBL29o3nBPCa3yi2XLjSO7oFlog8vl8Zuv9jo6O1np+Q+V33759QPr7t9r3UuFWRERE\nelXDAOzurS0tMEAKhUJdCG5lgltojSgUCnUV5HA8rhP9v4uLi8zMzLCwsJB55TdQW4SIiIj0kmYV\n4J6xbdu2Wv9qs8pvu3/FnhbckptTTE5OMjw8XKvehhA7NTVFsVisVXKTa+KGinZa6M1yt7eZmRnm\n5ubqtjdWMBUREZFB0hcBuJNaabEol8u1gNtMmNwG1cA7PT1da2/o1GoPwbHHHsvCwgILCwt14beT\nFLBFRESkF/RNAG4WnpKV2qzunbx+cvJa6P8N4TYecsPn7d7OOG3ptLDiQ6g4h7aHSqWSGn7VoiAi\nIiKDpG8CcCPtCm1pbRShbSFcu1EQDq9ZTj6fr/URt6vNYWhoaEk7RQi/k5OTjI6O1np+V1P5VSgW\nERGR9aYvAvCtt95KsVhsefOJ5HbGWYW3RpXTsIva6OhobYe3sC1zMjyvZfOL5FrDoSId1vA9dOgQ\nAAsLC0s2uYjTMmUiIiIySPoiAKdpVLFdrXiYjbc2xHt9k5XgtDHFA3i8Mjw9Pc2GDdW3O0zog7Wt\n/JAMvPGVJeLr/DYLv82uvdJ1j0VERET6QV8E4G3btrW0pi483I+bz+eB1W1rPD8/v6Iw3awHOb4u\ncPz67ZQM3vG2h7Tw2yjQp23SISIiIrLe9EUATrPWftxm1w2V1NBikAzIjYJzvAWiXC63tKHFSlsg\nQqAeGhqqXTu0WQRpS52tlCbGiYiIyHrVNwF4uSC2ksDWqOc1iK/dm/ba5Jq+jbRS6V1pC8Ry5+dy\nuYbhd7leX4VcERERGQR9E4AbaWdoSwbe+fn5un7deKvB1NQUGzZsqE1wC8ez3MY4yOVyFAqFWpBN\nLrc2MjLStnV+FYpFRERkvemLAHzrrbfWqqmtVoKbibcqxB8nK6RxyT5beDh4lkql1GpvFptdJFd+\nSNq4cSN79+5NfU5tDSIiIiJwWLcHkJVisdhwIld4rlwuUy6Xa49DIIxvaDE/P1+7TqO2h/jObllX\nf+PhfGxsjLPPPrtuot19993X9GsXERERGXR9UQHetm1brRWh01XLSqVS29J4dHS0o/deTnyHt40b\nN3Lfffe19DpVfkVERGSQZRaAzewk4JPAY4GHgMvc/QNmdhzwOWArsB94ibvf2677rnVTh7AKxPz8\nfOpWxkEnen3jwmoRYXm3G2+8kYWFhbrtjdXaICIiIrK8LFsgFoE3uvuTgGcCrzWzEeAS4Bp3PxW4\nJnq8rMnJycyCXalUqpsAVygUUjerKJVKtXaDRuE3bd3flUpeI5/P17VYxMNvOye8iYiIiAyCzCrA\n7n4ncGf0+SEzuwU4ETgPKEanXQFMAm9p131DkI2v4Zvs8W22cUU4Njs7W9u5LYTPdm9g0Uiy2py8\n79zcXO3zffv2MTw8TKFQUOVXRERkLcyyvf7JJ8P+/dneQ1rSkR5gM9sKnAV8B3hMFI5x9zvN7NFZ\n3LPZTm4h5CZ3j0uu8RuqwOH50IKQbI+IW+3KD6HFIbkxRqPjIiIi0mbu2V4/64AtLcs8AJvZEPAF\n4M/cfc5a/Oab2cXAxQBbtmxZ9vywpFkIqyEwFovFWj9wOCcE3EKhUBeU42v8NlpFIau+3xByh4aG\nUgP20UcfXVf5DfL5PLOzs5mMSURERGQ9yjQAm9nhVMPvZ9z9i9Hhu8zshKj6ewJwd9pr3f0y4DKA\n7du3p/6TLB5Sk5tWxPt2g3K5TC6XqwXi5SayJQNylnK5HKOjo0u2NQ6fLywspL4uLNOm9gcRERGR\n1mQ2Cc6qpd7LgVvc/R9iT10FXBB9fgHwlXbcb3R0lNnZWXK5XN0kskKhUHcsHi7Twm8+n6+ttBB/\nfdYqlQpTU1PLtlbkcrm68fXa0mwiIiIivS7LCvDZwCuAGTMLZdS3Ae8GJszsQuDHwIqXMGi0Y1to\ncRgaGlqyaUUr/bNpgThMokvbHa6Z1S6T1qjXd2JigvHx8drj0Kusyq+IiIjIymRWAXb3aXc3d3+K\nuxeij6+5+z3u/mx3PzX68+ftvG+oBCePBfHqaTNTU1NMTU0xPDxc2whjJZqF31BRzufzS6rLo6Oj\n5PN5DjvssNpzhx12GOPj47UxJWnnNxEREZHW9cVWyLfeeitQrfAODw/X1gQeGxura1mIr+bQbN3g\nZJtEM1ktfZbL5RpurezutX7miYkJzjnnnCXnqPorIiIisjp9sRXy/fffv+LXhCXNgLqg2WwJs7h4\nQG738mPhelNTU+Tz+brx7dq1ix07drBnzx6uvPJKzj///NpGF8md3ta6652I9B8z+xjwAuBudz89\nOpa6w2Y0F+MDwPOB+4BXufsN3Ri3iEgv6YsKcKVSYcOGDZTLZcrlcl0leHZ2ltnZ2Vo1GOoDYKiU\nhufjK0UsZyXntsPi4uKS8CsikvAJ4HmJY4122NwBnBp9XAxc2qExioj0tL6oALdqfn6e6elphoeH\na+0QoY8XHg7D4flmm0tUKpU1rfnb7Nphvd94G8OhQ4eWDb/Jym6yEqzKr8j65+7XRpsLxTXaYfM8\n4JPu7sAeMxsOy1B2ZrQiIr2pLyrAQ0NDLC4u1np3Q9U3CAGwUqlQqVSW9O3Oz8/X1vSNh+Os5PP5\nlpYnK5VKFIvFlsKviEgTdTtsAmGHzROB22PnHYyOiYgMtL6vABeLRaanp+vaFcJuauFYvPLbzklt\njaq8YTe5ZkLfbzvaHlT5FZEG0rbeTN1YaKW7b4pIj9q6FQ4cyPYeJ58M+/dne4+M9U0ALhaLtbCZ\n/JV/aCeIh85QCQ4bTKRVftc6uW21r69UKkt2fBsZGVHlV0RWq9EOmweBk2LnbQbuSLtAK7tvikgf\nOHAAPOP/hS3t39b9pS9aINKEdoapqalasI3vkhb6bIO1tj3EJ9mtVT6f5+ijj649HhkZYdOmTW25\ntogMpEY7bF4FvNKqngmU1f8rItInAXjbtm21lRzGxsaYnJxsuIYuVMNushe4HdsZr3Zb5Hgwz+fz\n3H777ZxxxhlANfzu3btXbQwi0hIzuxL4NrDNzA5Gu2q+G3iOmf0AeE70GOBrwA+B24CPAn/ShSGL\niPScvmiBuPXWW+t2Ogtr/IaqbgiXyWXL4i0Ga2l3yOfztT7j5a4TKs/xivPQ0BCzs7MUi8W6nl9V\nfkVkpdz9ZQ2eenbKuQ68NtsRiawfWy/5aqbX35/p1WUl+qICDNQ2tWhWKS0UCk0rw6sVKsmtTKAL\n/chx5XK5Fn6B2oQ3VX5FREREOq8vKsDbtm2rVXdDJTje9xtfTzdeKW5VszV7Ib16nM/n61aaCOsK\nh/Cb3J55cXGRmZkZFhYWtNSZiMiAy7rSKCLN9UUAvv7662ufh+AZVCqV2oS41VR/V9sbHIJt2lig\nfvvlUPlV+BURERHpvr5pgQgKhQJDQ0N1KzKUy+VaEI1vexw2zmimUqkwNDTU0rmNXh+vEIftmoNQ\n+dUmFyIiIiK9oS8qwFC/rFmorsYnwjVa7zfZipAmq53hVPkVERER6T19UwGuVCqUy2VKpRKlUonp\n6enU4Jo2UW21E+NCVTgsY5asEOfzefL5fF3FOTzetWsXgCq/IiIi8jCzbD+kJX1TAQ6Wq9YmJ6yF\n0LwalUqFsbGx2uNSqUUEDK8AABEESURBVFTbXS4uXD+E9BtvvJHNmzer8isiIiL1tEtbT+ibCvBa\nrKbFIZfL1TbdiC9VFsJvPp+nUCgwOzubuvza3Nycwq+IiIhID+q7CnA7hZaGtGXOQk9xK8uqhYA8\nOjpaW+psYmJC4VdERESkBw1EBTjev5u20sNyqz+EFof4znPxtYcBDh06xMzMjCq/IiIiIj2u7wLw\natftTRO2Nq5UKnXLqsHDE9wmJyeXnUQ3Ojpa6/lV5VdERESkt/VdC0S8BzdtQlpYLi3+XKFQoFQq\n1YLs9PR07fjU1FTt8+npaSqVSt2ObkDdLnPhOuFYvPKr8CsiIiLNZL0L4P5Mr75+9F0ADuIT2+JV\n4aGhoSWT3sJ6wSHswsPrA4+NjdVaHBYXF2s9v/H2hkZCz+/c3BwA4+PjjI+Pt/RaEREREemOvg3A\ncckNMkLQDVXieKU3aNTW0Ci8hmAcgvTo6Ch79uxJnUAnIiIiIr2rbwNwvGd3dna27rnkyg2Tk5NN\nj4VQm9bi0MjMzAyVSoWJiQnGx8dr1xQRERGR3pbZJDgz+5iZ3W1mN8eOvcPMfmJmpejj+a1cK1R4\n4eHd2VrZ3S25hu9ahGudffbZHHvssZrwJiIiItKnsqwAfwL4EPDJxPH3u/t7V3Khbdu2cdtttzE/\nP8/o6GjteOj1TfbtpoXeZsdC5TfeK5zWC9xowpsqvyIiIiL9I7MA7O7XmtnWdlzr1ltvZX5+vvY4\nvqJDpxw6dIgdO3ao8isiIiI9rSMrTWS95fLJJ8P+/Zldvhs9wK8zs1cC1wFvdPd7V3qB0KO7khUb\nWrlmfPJc/Loh/O7Zs0ebXIiIiIi4Z3v9jAN2pzfCuBR4AlAA7gTe1+hEM7vYzK4zs+sefPBB8vk8\nY2Njbe3rbYXCr4iIiMj60tEKsLvfFT43s48CVzc59zLgMoBjjjkm9Z8Z7ZzgBkt7iRV+RURERNaf\njlaAzeyE2MPfBm5udG7c/Pz8kglvWVP4FREREVmfMqsAm9mVQBF4lJkdBN4OFM2sADjVHuo/zur+\nq6HKr4iIiMj6l+UqEC9LOXz5aq41NDTE0572tI70/ir8ioiIiKxvnZ4E19MUfkVERETWv74IwNu2\nbcu8+qvwKyIiIjIY+iIAZ03hV0RERGRwdGMjjJ6i8CsiIiKyMh3ZbS5DA10BVvgVERERGTwDG4AV\nfkVEREQG00AGYIVfERERkcE1cAFY4VdERERksA1UAFb4FREREZGBCcAKvyIiIiICAxKAFX5FRERE\nJFj3AVjhV0RERETi1nUAVvgVERERkaR1G4AVfkVEREQkzboMwAq/IiIiItLIhm4PoN0UfkVEZC22\nXvLVbg9BRDK2rirACr8iIiIispx1E4AVfkVERESkFesiACv8ioiIiEir+j4AK/yKiIiIyEr0dQBW\n+BURERGRlerbAKzwKyIiIiKr0ZfLoCn8iogMJi1RJiLt0HcVYIVfEREREVmLvqoAK/yKiPQuVWdF\npF9kVgE2s4+Z2d1mdnPs2HFm9g0z+0H05yNbvZ7Cr4jI6pjZ88zsVjO7zcwu6fZ4RES6LcsWiE8A\nz0scuwS4xt1PBa6JHi/roYceUvgVEVkFM8sB48AOYAR4mZmNdHdUIiLdlVkLhLtfa2ZbE4fPA4rR\n51cAk8BblrvW97//fR544AGFXxGRlXsGcJu7/xDAzHZS/Vm8r6ujEhHpok73AD/G3e8EcPc7zezR\nrbxoYWGBiYkJhV8RkZU7Ebg99vgg8KtdGot00PSlr2bz3N3dHoZITzJ3z+7i1Qrw1e5+evR41t2H\nY8/f6+6pfcBmdjFwcfTwdODmtPM67FHAz7o9CDSOJI2jnsZRb5u7H9PtQXSLmZ0PPNfd/yh6/Arg\nGe7+p4nz4j9ztwG3ruJ2vfI9Xyt9Hb1nvXwt+jqyd7K7b1rupE5XgO8ysxOi6u8JQMN/mrr7ZcBl\nAGZ2nbtv79QgG9E4NA6Noz/H0e0xdNlB4KTY483AHcmT4j9zV6tXvudrpa+j96yXr0VfR+/o9DrA\nVwEXRJ9fAHylw/cXERk0/wmcamanmNkRwEup/iwWERlYmVWAzexKqhPeHmVmB4G3A+8GJszsQuDH\ngJp6RUQy5O6LZvY64F+BHPAxd9/b5WGJiHRVlqtAvKzBU89exeXW9Gu5NtI46mkc9TSOehpHj3D3\nrwFf68Ct1st7ra+j96yXr0VfR4/IdBKciIiIiEiv6XQPsIiIiIhIV/VcAG73FsptHsc7zOwnZlaK\nPp6f8RhOMrN/N7NbzGyvmb0+Ot7R96PJODr9fhxpZt81s/+KxvHX0fFTzOw70fvxuWiiTzfG8Qkz\n+1Hs/ShkOY7YeHJmdqOZXR097uj70WQcHX8/zGy/mc1E97suOtbxnx+DxMzOj/4/eMjMtieee2u0\n/fKtZvbcbo1xJaxPt43ulb8716pX/t5bq175+6pdeuXvmXbquQBMG7dQzmAcAO9390L0kXVP3SLw\nRnd/EvBM4LVW3cK00+9Ho3FAZ9+PXwDnuvuZQAF4npk9E3hPNI5TgXuBC7s0DoA/j70fpYzHEbwe\nuCX2uNPvR6NxQHfej9+I7hfCWDd+fgySm4HfAa6NH4x+RrwUeDLVn6Uftuq2zD3L+nvb6E/QG393\nrlWv/L23Vr3y91W79MrfM23TcwHY3a8Ffp44fB7VrZOJ/nxxl8bRUe5+p7vfEH1+iOp/fCfS4fej\nyTg6yqvmo4eHRx8OnAt8Pjreifej0Tg6zsw2A78F/HP02Ojw+5E2jh7T8Z8fg8Tdb3H3tE0zzgN2\nuvsv3P1HwG1Ut2XuZbVto939l0DYNrrn9crfnWvVK3/vrVWv/H3VDr3y90y79VwAbqBuC2WgpS2U\nM/I6M7sp+nVTx34FY9Vd9c4CvkMX34/EOKDD70f0a5gS1U1UvgH8NzDr7ovRKQfpQDhPjsPdw/vx\nruj9eL+ZPSLrcQD/CLwZeCh6fDxdeD9SxhF0+v1w4N/M7Hqr7mwGvfXzY5CkbcHc8X84r1A/jrmZ\nvv5vv1f+3lutXvn7qg165e+ZtuqXANwrLgWe8P+3d/+xV9V1HMefr8yAAgIWOdM2dGm2zL6KshF8\nEYkoiZVMt9jSCu0PC8e0LFNWW1vN1iyXyEaFUSpqM6J9YTkRiaRiA5VfX8OkH9RaCZVJvyiZe/fH\n53Pgejn3+73fX/d7v5zXYzv73vs5n/M5n/vZ/b7P55x7PudD+jnjz8DXWrFTSWOBtcCNEfGPVuyz\nyXq0vD0i4uWI6CDNZjUNeFtZtlbXQ9L5wK3AecAlwCTglqGsg6QFwKGIeKo2uay6w1APaHF7ZDMi\n4iLST9hLJM1qwT5PepI2SeouWXq6Otry7+IgGIl1Pim1y3FvINrleDUQ7XKcGQqtngq5v5qeQnko\nRcTB4rWkbwMbhnqfkk4lBYE1EfHDnNzy9iirx3C0RyEiXpS0hXSP2ARJr85no6XTvLagHu+LiDty\n8v8krQZuHuLdzwA+oDT4cDQwnnSm3ur2OKEeku6PiKvz+la1BxHxp/z3kKR1pINOW8SPkSwi5vZj\ns6amYG4zI7HOPRmR3/12Oe4NlnY5XvVTuxxnBt1IuQLcFlMo53+6wkLS4I+h3J+Ae4B9EfH1mlUt\nbY9G9RiG9pgsaUJ+PQaYS7o/7CfAVTlbK9qjrB7PFu2R2+sKhrg9IuLWiDgzIqaQBhttjogP0+L2\naFCPq1vdHpJeJ2lc8RqYl/fZFvGjgrqARZJGSToLOAfYPsx16s3JNm30iPvut8txb6Da5Xg1UO1y\nnBkSEdFWC/Ag6ef0o6Sz8etI95s8DuzPfycNUz3uA/YCe0j/jKcPcR1mkn5W2APsysv8VrdHD/Vo\ndXtcAOzM++sGvpDTzyYdWH8NPAyMGqZ6bM7t0Q3cD4wd6u9pTZ1mAxuGoz16qEdL2yN/7t15eQZY\nltNbHj+qtJBOfv9IGvV+EHi0Zt0y0n2PvwIuH+66Nvl55gPP5XovG+769KHebXHsHITP0RbHvUH4\nHG1xvBrkz9QWx5nBWjwTnJmZmZlVyki5BcLMzMzMbFC4A2xmZmZmleIOsJmZmZlVijvAZmZmZlYp\n7gCbmZmZWaW4A1xhkk6T9ICk3+apY7dJWpjXzZZ0WNJOSc9KuqO38prY31JJ+yStkfQxSXf3s5zb\n6t7/opf8F0u6K7+eLeld/djnjZI+UpI+RVJ3TdmHJe3K0/9ukvTGvG51Ti+WA5IO5nU3SFrc1zqZ\nmRUkvZxjS7ek9cUzaHvZxjHZMbmy3AGuqPyw8R8BT0TE2RExlfSQ6zNrsm2NiAtJc7EvkDSjlzJ7\nm1nwk8D8SA/RHohXBNuI6DF4RsSTEbE0v50N9CnY5s91LfBAE9m3RkRHRFxAeqj+klyHxTm9A7gI\n+APpGakA3wGWlpZmZtacIznGnA+8QI49vXBMdkyuLHeAq2sO8FJErCwSIuL3EbG8PmNEHCE9jPyM\n+nX5qsHDktYDG3PaZyTtyGfcX8xpK0kPzu6SdFNdGZMlrc3b7Cg62pLG5rP0vbmsKyV9BRiTz9jX\n5Hz/yn+/rzRdY1Hud/M2syVtkDQFuB64KW/fKel3StNuIml8vgpwaklbPR1pykckTZW0W9I2Ghxk\n8gnGOODvJatvA/4aEaty+/4HOCBpWllZZmZ9tI2aeO2Y7JhsJ3IHuLreDjzdTEZJE0nTmD7RIMt0\n4KMRMUfSvJx3GtABTJU0KyKuJ80VfllE3Fm3/TeAOyPiEuBKYFVO/zxwOCLekc/eN0fE5zh+paP+\nqsVDwIdynV8DvBv4cbEyIg4AK/O+OiJiK7AFeH/OsghYGxFH68qdATxV8341sDQippe0RaekXaSr\nCXNJVxKOyQH143mp9STQWVKemVnTJJ1Cin1d+b1jsmOylXAH2ACQtCKfQe+oSe6UtAd4njT94fMN\nNn8sIl7Ir+flZSepg30eKfj2ZC5wdw5SXcB4SeNy+ooiU0SUnbnXegSYI2kUcDnp9o4jvWyzCiju\n9VpMCqT1Tgf+AiDp9cCEiPhpXndfXd7i57Y357K+WqyQNDbnv66mvQqHgDf1Ulczs0bG5Bj6N2AS\n8FhOd0x2TLYSvd2zaSevZ0hn9gBExBJJbyCd9Ra2RsQCSecCP5O0LiJ2lZT175rXAm6PiG/2oS6v\nAqbXB8b8k1XTc3VHxH8lbQHeS7rq8GAT2/xcadDEpcApEdFdku0IMLqoVh/q1AWsrXm/HOiKiMdL\n8o7O+zEz648jEdGRO4QbSLcC3IVjci3HZDvGV4CrazMwWtInatJeW5YxIp4DbgduaaLcR4Fr85k1\nks5QHnXbg43ADcUbSR0N0ifml0dL7gkrPES6atCZ61Lvn6T7wGrdSwrMZVcaAPYBbwGIiBeBw5Jm\n5nU9DR6ZCfwm1/0q4J0cH2RR71ygLNCbmTUtIg6TBnDdnOOkY/Jxjsl2jDvAFRURAVwBXJoHHWwH\nvkfjTu5KYJaks3opdyNpZO42SXuBH3BicKu3FLg4D6r4JWlQBMCXgIlKj/XZDVyW078F7CkGXNTZ\nCMwCNkXESyXr1wMLiwEXOW0NMJHGVyceyWUWFgMr8oCL+isEnbns3cA1wKdz+peBycB2vfLRO2Py\n+hnApgb7NzNrWkTsBHYDixyTHZOtnFI/yKy68pWAD0bENT3kWQd8NiL2D8H+LwQ+1dP+zcyqwjHZ\nWsEdYKs0SctJgzPm51s9GuV7K3BaRDR6EsZA6vAeYH8eEW1mVlmOydYq7gCbmZmZWaX4HmAzMzMz\nqxR3gM3MzMysUtwBNjMzM7NKcQfYzMzMzCrFHWAzMzMzqxR3gM3MzMysUv4PotFkKMACQjwAAAAA\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7feaa1c4f278>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = pl.figure(figsize=(12,5))\n",
"ax = fig.add_subplot(121, aspect=\"equal\")\n",
"pl.scatter(refgr2, refsr3, marker=\"+\", c=\"black\")\n",
"pl.plot([0,60],[0,60], linestyle=\"solid\", color=\"black\")\n",
"pl.xlim(10,50)\n",
"pl.ylim(10,50)\n",
"pl.xlabel(\"GR reflectivity (dBZ)\")\n",
"pl.ylabel(\"PR reflectivity (dBZ)\")\n",
"ax = fig.add_subplot(122)\n",
"pl.hist(refgr2[refsr3>10], bins=np.arange(-10,50,5), edgecolor=\"None\", label=\"GR\")\n",
"pl.hist(refsr3[refsr3>-10], bins=np.arange(-10,50,5), edgecolor=\"red\", facecolor=\"None\", label=\"PR\")\n",
"pl.xlabel(\"Reflectivity (dBZ)\")\n",
"pl.legend()\n",
"fig.suptitle(\"corrected GR vs corrected SR hail\")"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA1gAAAICCAYAAADS/WyNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nmeXuLU7Sj5l40ZkUdiH/i1T
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment