diff --git a/makeMpv.ipynb b/makeMpv.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..9ef21f3c145e47ba9b189c46d9d785c5a91125e9
--- /dev/null
+++ b/makeMpv.ipynb
@@ -0,0 +1,1883 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "furnished-potato",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import h5py\n",
+    "import glob\n",
+    "import os\n",
+    "from pycbc import conversions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "brazilian-annual",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import matplotlib as mpl\n",
+    "import matplotlib.pyplot as plt\n",
+    "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n",
+    "\n",
+    "# PLOTTING OPTIONS\n",
+    "fig_width_pt = 3*246.0  # Get this from LaTeX using \\showthe\\columnwidth\n",
+    "inches_per_pt = 1.0/72.27               # Convert pt to inch\n",
+    "golden_mean = (np.sqrt(5)-1.0)/2.0         # Aesthetic ratio\n",
+    "fig_width = fig_width_pt*inches_per_pt  # width in inches\n",
+    "fig_height = fig_width*golden_mean+0.5     # height in inches\n",
+    "fig_size =  [fig_width,fig_height]\n",
+    "\n",
+    "params = { 'axes.labelsize': 22,\n",
+    "          'font.family': 'serif',\n",
+    "          'font.serif': 'Computer Modern Raman',\n",
+    "          'font.size': 24,\n",
+    "          'legend.fontsize': 20,\n",
+    "          'xtick.labelsize': 24,\n",
+    "          'ytick.labelsize': 24,\n",
+    "          'axes.grid' : False,\n",
+    "          'text.usetex': True,\n",
+    "          'savefig.dpi' : 100,\n",
+    "          'lines.markersize' : 14,\n",
+    "          'figure.figsize': fig_size}\n",
+    "\n",
+    "mpl.rcParams.update(params)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3bc713d8",
+   "metadata": {},
+   "source": [
+    "# Collecting all the posterior files"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "permanent-bookmark",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = './../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw*/'\n",
+    "path_4events = './../t3_default_rerun4/mpvnosmallrun_output/samples_files/'\n",
+    "path_bns = './../bns/t1/bns-parity_output/samples_files/'\n",
+    "path_rerun1 = '/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/samples_files/'\n",
+    "path_rerun2 = '/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/samples_files/'\n",
+    "path_rerun3 = '/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190728/mpvnosmallrun_output/samples_files/'\n",
+    "filename = '/H1L1V1-INFERENCE*.hdf'\n",
+    "\n",
+    "posdirect = glob.glob(path+filename) + glob.glob(path_4events+filename) \\\n",
+    "            + glob.glob(path_rerun1+filename) + glob.glob(path_rerun2+filename) \\\n",
+    "            + glob.glob(path_rerun3+filename)\n",
+    "\n",
+    "posdirect.remove('./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190924_021846_ID0000053/H1L1V1-INFERENCE_GW190924_021846-1126259200-400.hdf')\n",
+    "posdirect.remove('./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190725_174728_ID0000012/H1L1V1-INFERENCE_GW190725_174728-1126259200-400.hdf')\n",
+    "\n",
+    "posname = []\n",
+    "for p in posdirect:\n",
+    "    posname.append(os.path.basename(p))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "accepting-spouse",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def custom_sort(name):\n",
+    "    return name.split('-')[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "intense-terrorism",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#posname.sort(key=custom_sort)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "88bafba1",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "54"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.size(posdirect)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "c1708be0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['H1L1V1-INFERENCE_GW190719_215514-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170729_185629-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190519_153544-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190412_053044-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190707_093326-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190424_180648-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190408_181802-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170304_163753-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190630_185205-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170403_230611-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170121_212536-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190828_063405-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190708_232457-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190517_055101-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190926_050336-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190915_235702-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW151226_033853-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190720_000836-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190803_022701-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190910_112807-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190814_211039-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170818_022509-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190413_052954-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190916_200658-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190701_203306-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190513_205428-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170727_010430-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW150914_095045-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170202_135657-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190527_092055-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190503_185404-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190929_012149-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190521_074359-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190514_065416-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190602_175927-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190727_060333-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW151012_095443-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190731_140936-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190925_232845-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170608_020116-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170104_101158-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170814_103043-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190620_030421-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170809_082821-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190413_134308-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190421_213856-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190706_222641-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190828_065509-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190930_133541-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW170823_131358-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190512_180714-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190924_021846_XPHM-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190725_174728-1126259200-400.hdf',\n",
+       " 'H1L1V1-INFERENCE_GW190728_064510-1126259200-400.hdf']"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "posname"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "smart-program",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Analyzing the 0th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190719_215514_ID0000007/H1L1V1-INFERENCE_GW190719_215514-1126259200-400.hdf\n",
+      "Analyzing the 1th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170729_185629_ID0000014/H1L1V1-INFERENCE_GW170729_185629-1126259200-400.hdf\n",
+      "Analyzing the 2th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190519_153544_ID0000041/H1L1V1-INFERENCE_GW190519_153544-1126259200-400.hdf\n",
+      "Analyzing the 3th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190412_053044_ID0000004/H1L1V1-INFERENCE_GW190412_053044-1126259200-400.hdf\n",
+      "Analyzing the 4th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190707_093326_ID0000028/H1L1V1-INFERENCE_GW190707_093326-1126259200-400.hdf\n",
+      "Analyzing the 5th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190424_180648_ID0000036/H1L1V1-INFERENCE_GW190424_180648-1126259200-400.hdf\n",
+      "Analyzing the 6th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190408_181802_ID0000045/H1L1V1-INFERENCE_GW190408_181802-1126259200-400.hdf\n",
+      "Analyzing the 7th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170304_163753_ID0000015/H1L1V1-INFERENCE_GW170304_163753-1126259200-400.hdf\n",
+      "Analyzing the 8th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190630_185205_ID0000001/H1L1V1-INFERENCE_GW190630_185205-1126259200-400.hdf\n",
+      "Analyzing the 9th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170403_230611_ID0000032/H1L1V1-INFERENCE_GW170403_230611-1126259200-400.hdf\n",
+      "Analyzing the 10th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170121_212536_ID0000035/H1L1V1-INFERENCE_GW170121_212536-1126259200-400.hdf\n",
+      "Analyzing the 11th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190828_063405_ID0000003/H1L1V1-INFERENCE_GW190828_063405-1126259200-400.hdf\n",
+      "Analyzing the 12th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190708_232457_ID0000031/H1L1V1-INFERENCE_GW190708_232457-1126259200-400.hdf\n",
+      "Analyzing the 13th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190517_055101_ID0000033/H1L1V1-INFERENCE_GW190517_055101-1126259200-400.hdf\n",
+      "Analyzing the 14th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190926_050336_ID0000023/H1L1V1-INFERENCE_GW190926_050336-1126259200-400.hdf\n",
+      "Analyzing the 15th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190915_235702_ID0000051/H1L1V1-INFERENCE_GW190915_235702-1126259200-400.hdf\n",
+      "Analyzing the 16th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151226_033853_ID0000042/H1L1V1-INFERENCE_GW151226_033853-1126259200-400.hdf\n",
+      "Analyzing the 17th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190720_000836_ID0000030/H1L1V1-INFERENCE_GW190720_000836-1126259200-400.hdf\n",
+      "Analyzing the 18th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190803_022701_ID0000019/H1L1V1-INFERENCE_GW190803_022701-1126259200-400.hdf\n",
+      "Analyzing the 19th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190910_112807_ID0000040/H1L1V1-INFERENCE_GW190910_112807-1126259200-400.hdf\n",
+      "Analyzing the 20th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190814_211039_ID0000020/H1L1V1-INFERENCE_GW190814_211039-1126259200-400.hdf\n",
+      "Analyzing the 21th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170818_022509_ID0000022/H1L1V1-INFERENCE_GW170818_022509-1126259200-400.hdf\n",
+      "Analyzing the 22th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_052954_ID0000043/H1L1V1-INFERENCE_GW190413_052954-1126259200-400.hdf\n",
+      "Analyzing the 23th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190916_200658_ID0000038/H1L1V1-INFERENCE_GW190916_200658-1126259200-400.hdf\n",
+      "Analyzing the 24th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190701_203306_ID0000008/H1L1V1-INFERENCE_GW190701_203306-1126259200-400.hdf\n",
+      "Analyzing the 25th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190513_205428_ID0000025/H1L1V1-INFERENCE_GW190513_205428-1126259200-400.hdf\n",
+      "Analyzing the 26th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170727_010430_ID0000034/H1L1V1-INFERENCE_GW170727_010430-1126259200-400.hdf\n",
+      "Analyzing the 27th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw150914_095045_ID0000050/H1L1V1-INFERENCE_GW150914_095045-1126259200-400.hdf\n",
+      "Analyzing the 28th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170202_135657_ID0000009/H1L1V1-INFERENCE_GW170202_135657-1126259200-400.hdf\n",
+      "Analyzing the 29th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190527_092055_ID0000011/H1L1V1-INFERENCE_GW190527_092055-1126259200-400.hdf\n",
+      "Analyzing the 30th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190503_185404_ID0000048/H1L1V1-INFERENCE_GW190503_185404-1126259200-400.hdf\n",
+      "Analyzing the 31th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190929_012149_ID0000026/H1L1V1-INFERENCE_GW190929_012149-1126259200-400.hdf\n",
+      "Analyzing the 32th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190521_074359_ID0000054/H1L1V1-INFERENCE_GW190521_074359-1126259200-400.hdf\n",
+      "Analyzing the 33th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190514_065416_ID0000016/H1L1V1-INFERENCE_GW190514_065416-1126259200-400.hdf\n",
+      "Analyzing the 34th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190602_175927_ID0000024/H1L1V1-INFERENCE_GW190602_175927-1126259200-400.hdf\n",
+      "Analyzing the 35th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190727_060333_ID0000006/H1L1V1-INFERENCE_GW190727_060333-1126259200-400.hdf\n",
+      "Analyzing the 36th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151012_095443_ID0000017/H1L1V1-INFERENCE_GW151012_095443-1126259200-400.hdf\n",
+      "Analyzing the 37th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190731_140936_ID0000049/H1L1V1-INFERENCE_GW190731_140936-1126259200-400.hdf\n",
+      "Analyzing the 38th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190925_232845_ID0000047/H1L1V1-INFERENCE_GW190925_232845-1126259200-400.hdf\n",
+      "Analyzing the 39th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170608_020116_ID0000021/H1L1V1-INFERENCE_GW170608_020116-1126259200-400.hdf\n",
+      "Analyzing the 40th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170104_101158_ID0000044/H1L1V1-INFERENCE_GW170104_101158-1126259200-400.hdf\n",
+      "Analyzing the 41th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170814_103043_ID0000037/H1L1V1-INFERENCE_GW170814_103043-1126259200-400.hdf\n",
+      "Analyzing the 42th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190620_030421_ID0000013/H1L1V1-INFERENCE_GW190620_030421-1126259200-400.hdf\n",
+      "Analyzing the 43th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170809_082821_ID0000039/H1L1V1-INFERENCE_GW170809_082821-1126259200-400.hdf\n",
+      "Analyzing the 44th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_134308_ID0000005/H1L1V1-INFERENCE_GW190413_134308-1126259200-400.hdf\n",
+      "Analyzing the 45th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190421_213856_ID0000027/H1L1V1-INFERENCE_GW190421_213856-1126259200-400.hdf\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Analyzing the 46th event:./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190706_222641_ID0000046/H1L1V1-INFERENCE_GW190706_222641-1126259200-400.hdf\n",
+      "Analyzing the 47th event:./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190828_065509-1126259200-400.hdf\n",
+      "Analyzing the 48th event:./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190930_133541-1126259200-400.hdf\n",
+      "Analyzing the 49th event:./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW170823_131358-1126259200-400.hdf\n",
+      "Analyzing the 50th event:./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190512_180714-1126259200-400.hdf\n",
+      "Analyzing the 51th event:/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/samples_files/H1L1V1-INFERENCE_GW190924_021846_XPHM-1126259200-400.hdf\n",
+      "Analyzing the 52th event:/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190725_174728-1126259200-400.hdf\n",
+      "Analyzing the 53th event:/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190728/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190728_064510-1126259200-400.hdf\n"
+     ]
+    }
+   ],
+   "source": [
+    "mpvinv = []\n",
+    "\n",
+    "for i,path in enumerate(posdirect):\n",
+    "    f = h5py.File(path,'r')\n",
+    "    print('Analyzing the '+str(i)+'th event:'+path)\n",
+    "\n",
+    "    mpvinv_vv = f['samples']['parity_mpvinverse'][()]\n",
+    "    mpvinv.append(mpvinv_vv)\n",
+    "    f.close()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "tamil-hobby",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#mpvinv_90 = [np.quantile(v[v>=0],0.9) for v in mpvinv]\n",
+    "#mpvinv_arg = np.argsort(mpvinv_90)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "91ba33d1",
+   "metadata": {},
+   "source": [
+    "# Plotting the figures"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "038a2886",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190719_215514_ID0000007/H1L1V1-INFERENCE_GW190719_215514-1126259200-400.hdf\n",
+      "0.8869053241201589\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170729_185629_ID0000014/H1L1V1-INFERENCE_GW170729_185629-1126259200-400.hdf\n",
+      "0.9329426016612353\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABhM0lEQVR4nO3dd3iUVd4+8PukEJowdKSJAaRDKiEGpSUkNAGlW3B1BQV3/ekqQXfXXXV93aCrvsrihrXxrlICShGkJBSTAAkpQERAIQFhaRJIlEAg7fz+mGdwCFOTmTlT7s91zRUz8+Q83zyMyZ3THiGlBBERERGRKn6qCyAiIiIi38ZASkRERERKMZASERERkVIMpERERESkFAMpERERESnFQEpERERESjGQEpHTCSEmCyFShRCF2iNVe8TWOi6p1ufJQogSIYQ0euQJIXS1jtNpzxsfW1K7PaPj59c6trB2m3Z+f7fU5AyuOg8RkasJ7kNKRM6iBc5kAEUAkqSUaUav6QBMBRAupZwjhJgM4EUpZbiJdgoBBAOYIqVcbeF8YQDyAEBKKazUpgNQAmCOlHKJheMmA4iTUs6x0g4A5AO4BKDUTHOXarcjhJgPoBuAQgCttNoTHXkeIUQwgEQALQGEaV+XCyBRSmmuDUNtkUZPFZmqrb6sXeNaxyZB/14AAB1+fW8VmTg2FkAS9O/BNCllkXYdgwFMA6CzdE7t6w3fb6n28Q0pZb6JY936GhO5PSklH3zwwYfDHwDmA5AAZls5Lhj6wFAIIM/MMbO1tpJsOG+hdqzOhmNXWahpMoBVWlvJFtoI046x5ZFU62tTa18fALGmrkNdz6O1l2R8PaAPcqnasZNNnEsHfbCvXe98c/9GdXh/2HyNa9UcZuK65AGINfE1ky1cI2vnS9ba1Zl4vvZzbnmN+eDDkx4csicihxNCzIb+F3SitND7CABS37OVil97vUxJ0T5OtuH0hp6yqVZq1Gnnrf38ZOhrDwbwhA3nM/SMtZBSCnMPAKulUc+XYTpB7esj9b3IuUKIVfU9j/Y9TpFS3tRLJ6UslVLGQX+tVmm9e8b+DX0v6009dVLKhVq7yTZcF7PqcI0BfXCdImv1Tmqfj9ReN2UhgCUA0gCs1j7vJi33jCYDCJZShhtfN+19PRtG7y13vcZEHkd1IuaDDz686wF9yJCws5cH+nBo9mug702S0AcFS+0YetxSrRw321pb2nHWekhv6hkzc8x83NqzZ7LnTHvN0Buqq895tK8x+z3i1x7EZKPnYq3UNrt2bQ54z1i7xjob/j1XoVYvqfb93dJzaqWdyea+P+3alBi36SnXmA8+3P3BHlIicjTDQiJ758FZ6xFaqX0020uq9by9AX2vVKyVBUDdpIl5h3VQKC3PEQwGbvTkGdcJ6OeCmmKoa3Z9zgNtOFubW2uK4VjjxWVTtI9pMC1X+2ixB9rBImC5B91A54BzJUHfy1xa+wUpZZqUsoU0mgsN77nGREoxkBKRw2gBcDJwY+jZHtaONyxmmmbhmEgtkBmOjTV1kFbnRbuqM0NamZIA/RzBhbWei9O+1mQgNgpDcfU8D6APaRFmvuaSiefMHWuowxCw4iwd52BFAILN7ZqgiYX195BF2iKmYJiYymGFDp5/jYmUYiAlIkcy9OjYHQy0EGa2l1QLb0UAwmzY+sjQm2punmAsfg2tTqMFKFM9xbb09hXZeJyl80yBfhcDc2HW0L5xMNYBN4Vic8z1CDqc9m+fBmC+tl2Yzvh1bb6lxdXsNjIEwFyt3WAhxGwhhKXedq+4xkSqMZASkSN10z7WaSjchl5AQ4i8ZShT691K1drJh37bHZM9pND3pDpiuN4soyF0U+dpaWMzVo+zdB6pX1hjbloA8Gtvs/EfAkVau7r61uZgU6Af/o4FcFzb21anhdE8S+8dLVDON3okm1hkBPz6finStmMK1totApCkPXcTL7vGRMowkBKRIxl+yZc6qX1Dz+cUE6/F1ZomkALcNF/T1ZKgn89qig62XSNdPc9jzWzo97007i02hCuTYcgoyNlSm8NowS8c+lXyOugXMR2HfrGQpT9k5kD/PS40PKC/Znm1b8yAX7+nqdDvW5qmnbtI6lflT6vD6nePucZEKjGQEpHHMO75tKF3ybAN0E1zTrWAuvLWwx1HW+CiszAka0vPl7mvtec8lr42GfrAU3ueoiFwmQvyqgK+sYXQ9zLqAGyz8EdHPoAnavcea58vwa1bRRn+XbqZ6fVMBDDbwgKmm3j4NSZyKQZSInIkwy9+nRPPYdiT9EbvlhYQcowPMuotrd0LFmlliNURXoT9C2Nq0znrPFrP4Gzoe5VNhbVEmJh/q/0RUArn9YCbpc3nTIW+RzRRStkNRr2lphY8aT2bpWaaXAlAV2sY3rAAyeQ1NXpPvWhDvR53jYlUYiAlIkcyhEKri3G0OYB52n3kje9VX2hlNbWpns9YafqWoquhDx3m5pI6nNFOA5ZC7yXYFjhL63kec19n2GTe5OIzw7C2EOLGhu5a6J+tDY/rUMd5wnVhdBODKcbhTuo3lQ/XapmvbVxvK0M7playW/veLPaQeuI1JlKNgZSIHMlcr+QtpJSrpf5OON2gDxWAfq5dN2nhXt7aL/hS3Dys2crM4TfNOTVe+OREhu8918IxpTa00xKmtwyy5zymbIN+GNviLgNaKHoC+u2WZmvPLTSaKuHsXmZj/4a+Z7S09gtab3e4Vs9Nf8hYmtZh1JbxFkyGAGjpupfC+h9cnniNiZRiICUih9F+ya8G7F5MZAgCpTYef2PBkta7VGjmOENANqzKr73wyRkMe4yWWjjGsK2QzsIxOlgOJLac5yba7UiTrQUlA20hUZqUconRNAdDGHN2sDc2GRa26dKuwRToe8N1wI3vtcTManpzLC420uhguefaU68xkVIMpETkaIbeTUvD7vVlPGw/Gb/OK72JFlTSoA8qrtrTMRbWg3We9tFkWDIKqpYCiS3nMW4zCfrbb96yIt3OKQ3TAJu26HI0S72WN7a9MgroOth2fYx7mA3X29p7xWSvtBdcYyJlGEiJyKG0YDAH1u+sY8yu/RZrLVhqZaWX0BBek1Br4ZOT2NIjZwjQ5u7YYwgvlnpzbe7504aDL1oIOHFGxwYLIUoszMecD/1iIlfKh5W7G2kh3njOZT6AO83tN2sUEG9s42Q0HSTSzNcYgmrt1fnecI2JlGIgJSKH034pJ0K/0OSWzcRNSIT9q4pXQ98LZu0WoDdW5ds6jGqCTYHZqGfTWm9eKfSBw9ydpKYBWGIhTNl0Hu3YWOi3hrIUcHRG/x2sfa6rfZD2B0a+pTm+9WDpGr8B6z3ute9W9QYsr4ZPgn6v0drviUToV8ebYtjT9KbQ6UHXmMhtMZASkVNov5zjAMzRVtPfMmSp9RStgraC2s5TGBYsWVs4Ugp9b5ndc0eNgp/OwmHGbO61NASO2r1k2tzbMJi+Fahd59HmT64CEKmt5q79SBVCFMJoDq7WS7ga+n06jduaD33P7Uhbzm0rW66xFhpXau+jm753o7s1FRqHS+3fPUe7K5Ou1tcYekVvec9pYTNNe18af81s6L//uFrPu/01JvIEQkqpugYi8nJayJqDm+/rXap9fMMw5C6ECLNnj1AhRKqU0tS2PbWPm49b75Zj7thY6MNgMG4OfoZ6L5k7pxZ8jgNI0e7sY5VWWzfoA0sr4NewauFrbDqPECIPtt0PfYrxtdFCluEaAPrey5VWegAhhLD4C0VKKbTj6nSNtbqS8Gt4LYW+lzjJQm+y4XtpafR1q6zNz9T+XYyH7otM/bu4+hoTeSsGUiIiIiJSikP2RERERKQUAykRERERKcVASkRERERKMZASERERkVIBqgugX7Vu3Vp27dpVdRlEREREDpeXl1cspWxj6jUGUjfStWtX5OaavCMdERERkUcTQvxo7jUO2RMRERGRUgykRERERKQUAykRERERKcVASkRERERKMZASERERkVIMpERERESkFAMpERERESnFQEpERERESjGQEhEREZFSDKREREREpBQDKREREREpxUBKREREREoxkBIRERGRUgykRERERKRUgOoCiIiInGnnzp1YunQpjh07hjZt2mD8+PF48MEH0aBBA9WlEZGGPaREROSVrly5ghkzZmD48OFYu3Yt/P39sX//fjz22GOIiIjA999/r7pEItIwkBIRkdcpKytDXFwcUlJS8Oqrr+LcuXPYuXMnCgsLsWbNGpw9exZDhgzBd999p7pUIgIDKREReZmamho8+OCDyM7OxsqVK/HnP/8ZQUFBAAAhBCZOnIjdu3cjMDAQo0ePRnFxseKKiYiBlIiIvMoHH3yA9evX4+2338bkyZNNHtOjRw989dVXOH/+PGbNmgUppYurJCJjDKREROQ1ioqKMH/+fMTHx+P3v/+9xWPDw8OxcOFCfP3111i2bJmLKiQiUwT/KnQfERERMjc3V3UZREQea9y4cUhPT8d3332Hzp07Wz2+uroaMTExOHHiBAoLC9GkSRMXVEnkm4QQeVLKCFOvsYeUiIi8QkZGBjZu3Ig//vGPNoVRAPD398fbb7+N8+fP47333nNyhURkDntI3Qh7SImI6kZKiXvuuQdFRUU4duwYGjdubNfXjx8/HpmZmSgqKkKLFi2cVCWRb2MPKRERebXt27dj165dePnll+0OowDwt7/9DaWlpVi0aJETqiMia9hD6kbYQ0pEVDdjx45FXl4efvzxxxtbPNlr9OjR2L9/P3788UfexYnICdhDSkREXuvw4cP4+uuvMXfu3DqHUQB45plncO7cOaSkpDiwOiKyBQMpERF5tPfeew9BQUF46qmn6tXOqFGj0KtXL7z77ruOKYyIbMZASkREHuvKlSv47LPPMGPGDLRp06Zebfn5+WHu3LnIy8vDgQMHHFQhEdmCgZSIiDzW6tWrUVZWhscff9wh7c2cOROBgYFYunSpQ9ojItswkBIRkcf6+OOP0aNHD8TExDikvVatWuG+++7DZ599hsrKSoe0SUTWMZASEZFHOnbsGNLT0/HYY49BCOGwdh999FFcuHABX3/9tcPaJCLLGEiJiMgjLV++HADw0EMPObTdhIQEtGnTBitWrHBou0RkHgMpERF5pFWrViEmJgadOnVyaLsBAQGYNGkSvvrqK5SXlzu0bSIyjYGUiIg8zvfff49vv/0WU6ZMcUr7kydPxpUrV7BlyxantE9EN2MgJSIij7Nq1SoAwAMPPOCU9ocNG4ZWrVrdOA8RORcDKREReRxnDdcbBAYGYuLEifjqq69w/fp1p5yDiH7FQEpERB7lhx9+QEFBgdOG6w0mTpyIy5cvIz093annISIGUiIi8jBr1qwB4LzheoMRI0YgKCiI2z8RuQADKREReZSNGzciJCTEacP1Bo0bN8bw4cOxceNGp56HiBhIiYjIg5SUlGD37t0YO3asS843duxYHD16FEePHnXJ+Yh8FQMpERF5jK1bt6K6utplgXTMmDEAwGF7IidjICUiIo+xceNGtGrVCoMGDXLJ+YKDg9GrVy8GUiInYyAlIiKPUF1djU2bNiEhIQH+/v4uO+/YsWOxc+dOlJWVueycRL6GgZSIiDxCTk4OiouLXTZcbxAfH4+KigpkZma69LxEvoSBlIiIPMLmzZvh5+eH+Ph4l543JiYGDRo0wLZt21x6XiJfwkBKREQeIS0tDeHh4WjZsqVLz9u4cWNER0czkBI5EQMpERG5vbKyMmRnZ2PkyJFKzj9y5Ejs378fFy9eVHJ+Im/HQEpERG4vIyMDVVVVGDFihJLzjxw5ElJK7Ny5U8n5ibwdAykREbm9bdu2oUGDBoiJiVFy/sjISDRt2hTbt29Xcn4ib8dASkREbm/btm24++670bhxYyXnDwwMxL333st5pEROwkBKRERurbi4GPv371c2f9RgxIgR+P7773H69GmldRB5IwZSIiJyazt27AAA5YF02LBhAPTzWYnIsRhIiYjIrW3btg233XYbIiMjldYxcOBANGnShBvkEzlBgOoCiIhcLTc3F59++iny8/NRWVmJXr164YEHHsB9990HPz/+ne5utm/fjnvvvRcBAWp/ZQUEBCA6OpqBlMgJ+JOXiHzG5cuX8cgjjyAyMhIff/wxgoKC0KpVK2zZsgWTJk1CeHg4Dhw4oLpMMnL69GkcPXpU2XZPtQ0ZMgQFBQX4+eefVZdC5FUYSInIJ5w/fx533303li1bhj/96U84d+4cduzYgc2bN+PMmTP47LPPcPbsWURHR2PNmjWqyyWNYb7mvffeq7gSvSFDhkBKiT179qguhcirMJASkde7fPkyYmNjUVRUhM2bN+O1115Ds2bNbrweEBCABx98EAUFBRgwYACmTJmCjRs3KqyYDDIyMtC0aVOEhISoLgUAEBUVBX9/fw7bEzkYAykReTUpJR5//HEcOnQIa9euRWxsrNlj27Zti61bt2LgwIGYPHkysrOzXVgpmZKRkYHo6Gjl80cNmjZtitDQUAZSIgdjICUir/bBBx9g1apV+J//+R/ExcVZPb5Zs2bYtGkT2rdvj6lTp6KkpMQFVZIpJSUlOHjwIO655x7VpdxkyJAh2Lt3LyoqKlSXQuQ1GEiJyGudOXMGCxYsQFxcHF544QWbv65t27ZYuXIlzpw5g9/+9reQUjqxSjJn165dkFK6ZSAtLy/Hvn37VJdC5DUYSInIaz333HOoqKjA4sWL7d7OadCgQXj99dfx5Zdf4ssvv3RShWRJZmYmAgMDERUVpbqUm8TExAAAh+2JHIiBlIi80u7du7Fy5UosWLAA3bt3r1Mbzz33HEJCQvD73/8ely9fdnCFZE1GRgYiIiLQqFEj1aXcpH379ujevTvv2ETkQAykROSV/vKXv6Bt27Z2DdXXFhAQgOTkZJw9exavvvqqA6sja8rLy5GTk+N2w/UGd999N7Kysjidg8hBGEiJyOukp6cjLS0NiYmJaNKkSb3aGjRoEGbNmoX3338fJ0+edFCFZM3evXtRWVnptoE0KioK58+f53uCyEEYSInI67z++uto3749nnzySYe098orrwDQ97qSa2RkZEAIcWO+prsxzGvl1mBEjsFASkRe5dChQ9i6dSt+97vfoXHjxg5ps0uXLnj66aexdOlS/PDDDw5pkyzbvXs3+vTpgxYtWqguxaQBAwagYcOGDKREDsJASkRe5b333kPDhg0xe/Zsh7b7wgsvICgoCG+++aZD26VbSSmxd+9eDB48WHUpZgUGBiIsLIyBlMhBGEiJyGuUlJTg//7v//Dggw+idevWDm27Xbt2eOyxx7B06VKcPn3aoW3TzQoLC3Hx4kW32+6ptqioKOTl5aGyslJ1KUQej4GUiLzGZ599hvLycjz99NNOaf/5559HTU0N3n33Xae0T3qGXkdPCKTXrl3Dt99+q7oUIo/HQEpEXuOTTz5BWFgYQkJCnNL+nXfeiWnTpuFf//oXSktLnXIOArKystCkSRP07dtXdSkWcWETkeMwkBKRV9i3bx/27duHxx57zKnn+cMf/oCysjIsXbrUqefxZdnZ2YiIiIC/v7/qUiy644470LZtWwZSIgdgICUir/DJJ5+gQYMGmDFjhlPPExYWhqioKHzwwQfcFN0Jrl27hv3797v9cD0ACCEQFRXFQErkAAykROTxqqqqsGLFCkyYMAEtW7Z0+vnmzp2L77//Hjt27HD6uXzN/v37UVlZ6RGBFNAP2x85coRTOIjqiYGUiDzeN998gwsXLmDatGkuOd/UqVPRsmVLLF682CXn8yWesqDJYNCgQQCAnJwcxZUQeTYGUiLyeCkpKWjSpAlGjx7tkvM1bNgQjz32GNauXYszZ8645Jy+Ijs7Gx07dkTHjh1Vl2KTyMhIAAykRPXFQEpEHq2qqgpffvklxo8f77A7M9li9uzZqK6uxmeffeayc/qC7Oxsj+kdBQCdTofu3bsjLy9PdSlEHo2BlIg82s6dO1FcXIypU6e69Lw9evRAdHQ0li5dysVNDnLhwgUUFRW59R2aTAkPD0dubq7qMog8GgMpEXm0lJQUNG3aFAkJCS4/96xZs3Do0CHk5+e7/NzeaO/evQA8Z/6oQXh4OE6ePIni4mLVpRB5LAZSIvJY1dXVWLt2LcaNG4dGjRq5/PzTpk1DUFAQ9yR1kOzsbPj7+yM8PFx1KXaJiIgAAA7bE9UDAykReay9e/fiwoULmDBhgpLz63Q6TJgwAcuWLUNFRYWSGrxJdnY2+vXrhyZNmqguxS5hYWEAGEiJ6oOBlIg81oYNG+Dv74/4+HhlNTzyyCO4ePEiNm/erKwGb1BTU4O9e/d63HA9ADRv3hzdu3fnPFKiemAgJSKPtWHDBgwZMgQtWrRQVsOoUaPQsmVLpKSkKKvBGxw9ehSlpaUeGUgB/bA9e0iJ6o6BlIg80smTJ1FQUIBx48YprSMwMBD3338/1q1bh/LycqW1eDJP2xC/NsPCpgsXLqguhcgjMZASkUfauHEjACgPpID+zk1lZWXYsmWL6lI8VnZ2Nm677Tb06tVLdSl1YliIxV5SorphICUij7RhwwZ069YNPXv2VF0Khg8fjlatWnHYvh6ys7MRGRkJf39/1aXUCRc2EdUPAykReZxr165h+/btGDt2LIQQqstBQEAAHnjgAaxfv57D9nVQXl6OAwcOeOxwPaBf2NSjRw8GUqI6YiAlIo+TmZmJa9euYdSoUapLuWHq1Km4cuUKNm3apLoUj7Nv3z5UVVV5dCAFeMcmovpgICUij5OWloaAgAAMHTpUdSk3DB06FK1bt+awfR14+oImg4iICJw6dYoLm4jqgIGUiDxOamoqoqOj0bRpU9Wl3BAQEID7778fGzZswLVr11SX41Gys7PRpUsXtG/fXnUp9cKFTUR1x0BKRB6luLgY+/btQ1xcnOpSbjFx4kRcuXIF27dvV12KR8nOzvb43lHg14VNHLYnsl+A6gIMhBCzAegAlGofi6SUq53Zjr3nFELoACQBSLXQ5ioARQCSpZRFQohgALEAwqWUc+z9fojoZjt27ICUErGxsapLucWIESPQtGlTrFu3DmPGjFFdjkf46aefcOLECTz99NOqS6m3Zs2aoVu3bti/f7/qUog8jlsEUiFEEoCLUsqFxs8JIYKNn3NkO3YemwygJYAcALMBpFooIxjAZADzjVb/pkkp3a87h8gDpaamolmzZoiMjFRdyi2CgoKQkJCA9evX44MPPoCfHwehrPGW+aMGoaGhyM/PV10GkcdR/tNS60GcXTsESikTAbyo9Uo6tB17zymlnCOlnGJjOE4DEAdgjvYIZxglcpy0tDQMHz4cAQFu8ff0LSZMmIBz584hJydHdSkeISsrC/7+/jeGuz1daGgoioqK8PPPP6suhcijKA+k0Ie2NDOvFUHfI+nodhx1TlMuSinTpJRLtAf/VCZykMLCQhw/ftwth+sNxowZA39/f6xbt051KR4hOzsbAwYMQOPGjVWX4hAhISEAgAMHDqgthMjDuEMgjYU+BJpSBH1vo6PbcdQ5iciF0tL0f0e6cyBt2bIl7rnnHgZSG9TU1CAnJ8drhusBfQ8poN9blYhs5w6BNAzARTOvFQGIcEI7jjqnWUIInRAiVpseQEQOsGPHDnTo0MEtbhdqyYQJE3Do0CEcO3ZMdSlu7ciRI/jll1+8KpDefvvtaNeuHRc2EdnJHQKpNToF7dTnnK201fsRAHIB6IQQqbbOhSUi06SUSE9Px9ChQ93idqGWTJgwAQCwfv16xZW4N29b0GQQEhLCHlIiOykNpEYhrdRV7TjqnFakaPNIS7U5pEkATO6ULISYLYTIFULk8u4eROYVFhbi7NmzuPfee1WXYtWdd96JPn364Ouvv1ZdilvLzs5G8+bN3b7H216hoaH47rvvcP36ddWlEHkMT+gh9ShSykQpZWmt59IAtNR6Tmsfv0RKGSGljGjTpo2ryiTyOOnp6QDgEYEU0C9uSk9Px+XLl1WX4rays7MRGRnpddtjhYSEoKqqCocOHVJdCpHHUPpTwCi46VzVjqPOWQdFAKa4+JxEXiM9PR2tW7dG7969VZdik9GjR6OyspJ3bTLj6tWr+Pbbb71uuB7gwiaiunD3P0t1cMzQuj3tOOqctRVBv2k+EdVBeno67r33XrefP2owZMgQNG3aFJs2bVJdilvKy8tDdXW1VwbS7t27o0mTJgykRHZwh0CaBqCbmddaQr8wyNHtOOqcNxFC5Gl3gCIiBzp16hSOHz/uMcP1ANCgQQPExsbi66+/hpRSdTlux1sXNAGAn58fBg4cyJX2RHZwh0CaD/M9h8EAVjmhHUedszYdgEIL7XKTfKI68LT5owZjxozBqVOnOJfQhOzsbHTt2hVt27ZVXYpThIaGYv/+/aipqVFdCpFHcIdAmgwT+35qq+HDAKSYeM1UmLSnHbvPaaNkKeUSE+0Ga+0m17FdIp+Wnp6O5s2bY8CAAapLscvo0aMBgKvtTcjOzvbK3lGD0NBQlJWVobDQXB8FERlTHkillEUAlpgY6k4CcMuKdSFEHoBCIcRNNz62px17z2lCSzPPm2oT0AfRhdpqeyKyU3p6OoYMGQJ/f3/VpdilU6dO6N+/P+eR1nL27FmcOnUKgwcPVl2K0xhuIcpheyLbBKguANBvlaTtxzkf+gVF3QCkSilXmzg8DWYWHtnTjj3HasdEQt/LCQBJQogp0C9UuhFgpZSlQog3jEKpDvrwmsQwSlQ3P/30E44cOYLf/OY3qkupkzFjxuDtt9/GL7/8gmbNmqkuxy148/xRg759+yIgIAD79u3DlCncYIXIGrcIpIB+P04bj0sEkFjfduw850I72iyFhfqIyD4ZGRkAPG/+qMHo0aORlJSEbdu2YdKkSarLcQvZ2dkIDAy8sT2SN2rYsCF69+7NlfZENlI+ZE9EZEl6ejoaN26MsLAw6we7obvvvhvNmjXjsL2R7OxsDBw4EA0bNlRdilMZFjYRkXUMpETk1nbv3o1BgwahQYMGqkupk8DAQMTFxXH7J011dTVycnK8erjeIDQ0FOfOncO5c+dUl0Lk9hhIichtlZeXY//+/YiOjlZdSr2MHj0ap0+fxsGDB1WXotzhw4dRVlbmE4HUsLCJw/ZE1jGQEpHbys/PR1VVlcevxk5ISAAAbNmyRXEl6vnCgiYDrrQnsh0DKRG5raysLACeH146duyIfv36YfPmzapLUS47OxstWrRAjx49VJfidDqdDnfeeSd7SIlswEBKRG4rKysLd955J9q1a6e6lHpLSEhARkYGrly5oroUpbKyshAVFQUhhOpSXCIkJISBlMgGDKRE5Lb27Nnj8cP1BgkJCaioqMDOnTtVl6LM5cuXcfDgQa/5N7VFaGgojh07hsuXL6suhcitMZASkVv673//i9OnT3tNeBkyZAgaN27s08P2OTk5kFJ6zb+pLQzzSA8cOKC2ECI3x0BKRG7JMH/U01fYGwQFBWH48OE+HUgN/6aDBg1SXInrGDb/58ImIssYSInILWVlZSEoKAgDBw5UXYrDJCQk4NixYygsLFRdihJZWVno1asXWrRooboUl+nYsSNatWrFeaREVjCQEpFbysrKQnh4uMduiG+KL2//JKW8saDJlwgheMcmIhswkBKR26moqEBeXp7XzTXs3r07goODfXLY/vjx47hw4YLX/ZvaIiQkBAcPHkRlZaXqUojcFgMpEbmdgoICXLt2zSvDS0JCArZv346KigrVpbiUYUN8b/w3tSY0NBQVFRU4fPiw6lKI3BYDKRG5HcPiF28MLwkJCbhy5Qp27dqluhSXysrKQuPGjdGvXz/Vpbgc79hEZB0DKRG5naysLHTo0AGdOnVSXYrDDR8+HIGBgT43bJ+VlYXIyEgEBASoLsXlevbsiUaNGnFhE5EFDKRE5HaysrIwePBgr7ybT9OmTTFkyBCfCqTXrl3Dvn37vLLH2xb+/v7o378/e0iJLGAgJSK38tNPP6GwsNCrw0tCQgIKCgpw5swZ1aW4xL59+1BZWelzK+yNGVbaSylVl0LklhhIicit+MLiF8P2T1u3blVciWsY5gT7ciANCQlBaWkpfvzxR9WlELklBlIicitZWVkICAhAeHi46lKcpn///rj99tt9Ztg+KysLXbp0QYcOHVSXogzv2ERkGQMpEbmVrKwsDBw4EI0bN1ZditMIIRAfH4+tW7eiurpadTlOZ5gT7Mv69+8PPz8/LmwiMoOBlIjcRnV1Nfbu3esT4SUhIQElJSXIyclRXYpTnT17FidPnvTp4XoAaNy4Me666y72kBKZwUBKRG7j0KFDKCsr84lAGhsbCz8/P6+/jahhv9WYmBjFlagXGhrKHlIiMxhIichtePOG+LW1atUKkZGRXj+PNDMzE40aNboxh9KXhYSE4NSpU7h48aLqUojcDgMpEbmNrKwstGrVCt26dVNdikskJCRg7969Xh1QMjMzERUVhQYNGqguRTkubCIyj4GUiNyGN2+Ib0pCQgJqamqQlpamuhSnKCsrw/79+zlcr+EtRInMYyAlIrdQWlqKQ4cO+cRwvUFkZCRatGjhtfNIs7OzUV1djSFDhqguxS20adMGHTt25DxSIhMYSInILRhWm/tSIPX390dcXBw2b97slXfwyczMhBAC0dHRqktxGyEhIewhJTKBgZSI3MKePXsghEBkZKTqUlwqISEBZ8+exbfffqu6FIfLzMzEgAED0Lx5c9WluI3Q0FAcOXIE5eXlqkshcisMpETkFrKystCnTx+fCy/x8fEA4HXD9lVVVdizZw+H62sJCQlBdXU1Dh48qLoUIrfCQEpEykkpkZWV5ZNDux06dED//v29bvunAwcO4MqVK1zQVAtX2hOZxkBKRModPXoUJSUlPjV/1FhCQgIyMjJQVlamuhSHMWyIzx7Sm3Xt2hXNmjXjwiaiWhhIiUg5X9oQ35SEhARUVlZix44dqktxmMzMTHTp0gWdO3dWXYpb8fPz48ImIhMYSIlIuaysLDRr1gy9e/dWXYoSMTExaNKkidfMI5VSIjMzk72jZoSEhODAgQOorq5WXQqR22AgJSLlsrKyMGjQIPj5+eaPpKCgIAwfPtxr5pEeP34cZ8+e5fxRM0JCQnD16lUcO3ZMdSlEbsM3f/oTkdu4cuUKCgoKfHa43iAhIQGFhYVeEVK++eYbAMA999yjuBL3ZFjYxHmkRL9iICUipfLy8lBdXc1AmpAAAF7RS7p9+3a0adMGffv2VV2KW+rTpw8CAwM5j5TICAMpESllWNAUFRWluBK1unXrhm7dunn8PFIpJXbs2IFhw4b57BQMaxo0aIC+ffsykBIZ4U8LIlJqz5496N69O1q3bq26FOUSEhKwfft2XL9+XXUpdXbs2DGcPn0aw4cPV12KWwsJCcG+ffu88paxRHXBQEpEyhg2xPf14XqDhIQEXL16FZmZmapLqTPD1lUMpJaFhobip59+wrlz51SXQuQWGEiJSJmTJ0/i3LlzPnmHJlOGDRuGBg0aePQ80h07duD2229Hz549VZfi1kJCQgBwYRORAQMpESnj6xvi19a0aVMMGTLEY+eRGuaPDh8+HEII1eW4tYEDBwLgLUSJDBhIiUiZrKwsNGrUCP3791ddittISEjAt99+i9OnT6suxW5HjhzB+fPnOVxvg+bNmyM4OJg9pEQaBlIiUiYrKwsREREIDAxUXYrbMGz/5Im9pJw/ap/Q0FD2kBJpGEiJSInr168jPz+fw/W19OvXDx06dPDIeaQ7duxA586dERwcrLoUjxASEoJjx47hl19+UV0KkXIMpESkxP79+1FRUcFAWosQAvHx8UhNTUVVVZXqcmxWXV2N7du3Y8SIEZw/aiPDwqaCggK1hRC5AQZSIlKCC5rMGzt2LEpLSz1q+6fc3FxcunTpxpQDss5wC1EO2xMxkBKRIllZWejcuTM6dOiguhS3k5CQgIYNG+LLL79UXYrNtmzZAiEE4uLiVJfiMTp06IDWrVtzYRMRGEiJSJE9e/awd9SMJk2aYNSoUVizZo3H3Mln8+bNiIiIQKtWrVSX4jGEEFzYRKRhICUilzt79ix+/PFHBlIL7r//fvz3v/9Fbm6u6lKsKikpQXZ2Nofr6yAkJAQHDx5EZWWl6lKIlGIgJSKXy87OBsD5o5aMHz8e/v7+WLNmjepSrEpLS0NNTQ3i4+NVl+JxQkNDUVFRgcOHD6suhUgpBlIicrmsrCwEBgYiLCxMdSluq2XLlhg6dKhHBNItW7agefPmiIqKUl2Kx+EtRIn0GEiJyOWysrIQGhqKhg0bqi7FrU2aNAlHjhxx694zKSU2b96M2NhYBAQEqC7H49x1111o3Lgx8vPzVZdCpBQDKRG5VFVVFXJycjhcb4OJEycCgFv3kubn5+P06dMYN26c6lI8kr+/P0JDQz1irjCRMzGQEpFLffvtt7h69SoDqQ06deqEwYMHIyUlRXUpZq1btw5+fn4MpPUQERGB/fv3e9SNEIgcjYGUiFxqz549AIDo6GjFlXiGGTNm4MCBA/juu+9Ul2LS+vXrERMTg9atW6suxWNFRETg6tWrOHLkiOpSiJRhICUil9qzZw/atWuHO+64Q3UpHmHq1Knw8/PD8uXLVZdyixMnTuDAgQO47777VJfi0cLDwwGAw/bk0xhIicil9uzZg+joaN7v3Ebt27fHyJEjsXz5crfbJH/9+vUAgAkTJiiuxLPdddddaNq0KfLy8lSXQqSMTYFUCNFMCNFVCDHC2QURkfe6cOECCgsLOVxvpxkzZqCoqAh79+5VXcpN1q1bh969e6NHjx6qS/FoXNhEZCWQCiGOCiEuAkgCEAzguEuqIiKvlJWVBYDzR+11//33IygoyK2G7YuLi5Gens7eUQfhwibyddZ6SLsBmCqlfEpKuV1KyUBKRHW2Z88eBAQEICIiQnUpHqV58+YYO3YsVq5cierqatXlAAC++OILVFVVYdq0aapL8QoRERG4du0aDh06pLoUIiWsBdJ8KeU2l1RCRF5vz549CAkJQaNGjVSX4nFmzpyJc+fOIS0tTXUpAIAVK1agV69eGDhwoOpSvIJhYRPnkZKvshZIi4w/EUI0F0I8IYRI0Ybzc4QQzwshQpxXIhF5g6qqKuzdu5fD9XU0btw4tGrVCh999JHqUnD69Gl88803mD59OhenOUiPHj1w2223cR4p+Sy7AqmU8mcp5b+llFMB/AxgtpTyLSnlfmcVSETewbAhPgNp3QQFBeGRRx7B2rVrceHCBaW1rFq1ClJKTJ8+XWkd3sTPzw9hYWEMpOSzrAVSS3uM5Eop95l6gavxiag2bohff48//jgqKyvxf//3f0rrWL58OUJDQ9GzZ0+ldXibiIgIHDhwAJWVlapLIXI5a4FUZ+G1EguvTbG/FCLyZllZWdwQv5769u2L6OhofPjhh8r2JP3++++xd+9ezJgxQ8n5vVlERASuX7/utnflInKmACuvRwghhgMwNUko2MxrOgCxDqiNiLwIN8R3jCeeeAKPPfYYMjMzcc8997j8/B9++CECAgLw8MMPu/zc3s54YVNISIjaYohczFoPaTiANDOPKQC2mXh+NfR7lhIRAdBviH/s2DEO1zvA1KlT0aJFC/zv//6vy89dUVGBpUuX4r777kP79u1dfn5v161bNzRv3pzzSMknWeshzYf9w+8CQErdyiEib8QN8R2nSZMmmDNnDhYuXIjjx4/jzjvvdNm5161bhwsXLuCJJ55w2Tl9CRc2kS+z1kOaJqU8buejCPqeUiIiANwQ39HmzZsHPz8/vP/++y4975IlS9ClSxfExcW59Ly+JCIiAgUFBaioqFBdCpFLWQykUsoFdWm0rl9HRN6JG+I7VqdOnTBlyhR8+OGH+OWXX1xyzmPHjiEtLQ2PP/44/P39XXJOXxQZGYmKigoUFBSoLoXIpaz1kJokhOgqhBihPZo5uigi8h7cEN85nn32WVy+fBnJyckuOd8777yDBg0acLjeyQYNGgQAyM7OVlwJkWvZHEiFECFCiC1CiGoAhQBStUeJdtem4c4qkog8FzfEd47IyEjEx8dj4cKFKCsrc+q5iouL8cknn+Chhx7C7bff7tRz+bouXbqgXbt2DKTkc2wKpEKIFOgXOAkACwBMBTBK+/gkgP0AvhBCbGaPKREZ27VrFwAgJiZGcSXe55VXXkFxcTEWLVrk1PMsXrwY5eXleO6555x6HgKEEIiKimIgJZ9jNZAKIbZq/9lCSjlKSvmmlPILKeU27eO/pZRToN/q6Ufot4IiIgIAZGZmonPnzujSpYvqUrxOVFQUxo4dizfffNNpc0lLS0vxzjvvYNy4cejbt69TzkE3i4qKwg8//ICSEkv3nyHyLhYDqRDiAQClUsqpUsqfLR0rpSyVUs4BkCeE+K0jiyQizySlREZGBoYMGaK6FK/1yiuv4NKlS3jrrbec0v4777yD0tJSvPLKK05pn24VFRUFANi7d6/iSohcx1oP6WwAdoVLKeWT4K1DiQjAiRMncObMGSV3FPIV4eHhmDFjxo19SR2puLgY77zzDh544AGEhYU5tG0yLzIyEkIIDtuTT7EWSH+WUtZlHMhibyoR+YbMzEwAYA+pky1cuBD+/v4On+P54osv4urVq3j11Vcd2i5Z1qxZM/Tu3ZuBlHyKtUB6qY7t1vXriMiLZGZmonnz5px76GSdOnXCn//8Z6xduxarVq1ySJtZWVn48MMP8f/+3/9Dnz59HNIm2c6wsElKqboUIpewFkjr+n9CaR2/joi8SGZmJmJiYuDnV6ctj8kOf/jDHxAREYGnnnoK58+fr1db169fx5w5c9ChQwf85S9/cVCFZI+oqChcvHjR4dMwiNyVs35LNHdSu0TkIS5evIhDhw5xuN5FAgMDsXTpUpSVleGhhx5CVVVVndtasGABCgoKkJycjNtuu82BVZKtDAubOGxPvsJaII0QQgzXNsW39TECAG9YTeTjdu/eDYDzR12pT58+WLx4MdLS0pCYmFinNtasWYN3330XTz/9NMaNG+fgCslW/fr1Q6NGjRhIyWcEWHk9HEAa9Bvi20Jqx9o91C+EmA1AB/1wvw5AkZRytTPbsfecQggdgCQAqVaOc8j3QuTJMjIy0KBBA0RGRqouxac89thj2L9/P95++220bdvWrmC6a9cuzJw5E4MGDcLChQudWCVZExAQgPDwcAZS8hnWAmk+7N/CSQBIsesLhEgCcFFKudD4OSFEsPFzjmzHzmOTAbQEkAP9Vlipzv5eiDxdZmYmIiIi0LBhQ9Wl+Jy3334bFy5cwIIFC1BeXo6XX37Z6jzetLQ0PPDAA+jcuTM2bNiARo0auahaMicqKgqLFi1CRUUFGjRooLocIueSUpp9APi7pdcd8XXQ3+GpxMxrJQB0jm6nPueEvvd3sjO+l/DwcEnkDa5evSoDAwPl/PnzVZfisyorK+UjjzwiAcgxY8bIEydOmD1u4cKFMiAgQPbr10/++OOPLq6UzElJSZEAZHZ2tupSiBwCQK40k4Es/skspVxQx5Brz9fNgX5agClF0PdIOrodR52zPjUQea2cnBxUVlZyQ3yFAgIC8Omnn+Kf//wntm3bhrvuugu//e1vsW7dOhw4cAAZGRlISkpCr169MH/+fIwfPx67du3iLV7dyN133w1AP5WCyNu5w14ssdCHNVOKAMQ5oR1HnbM+NRB5LcOG+IZfqKSGEAJz587F0aNHMWvWLKxYsQITJ05ESEgI7r33XixYsABt27bF+vXr8cUXX6BZs2aqSyYjHTt2xB133MFASj7BpkCqrZ5/XgjxhhBioINrCANw0cxrRbB9xb497TjqnPWpgchrZWZmom/fvmjZsqXqUghA586dsWTJEly4cAG7d+/GF198gU2bNuH06dPYvXs3xo8fDyFsXbtKrhQTE4Ndu3Zxg3zyetYWNUEI8TwA48U484UQ86WU/3BeWTfRKWjHUed0VbtEbqOqqgqZmZmYOXOm6lKolkaNGiE6Olp1GWSHmJgYLFu2DMePH0dwcLDqcoicxmIPqRAiFMCT0K+0b6E94gE85YieUm0bJaCed3aypx1HndNR7QohZgshcoUQuRcuXHBkSURK7Nu3D5cvX8bw4cNVl0Lk8WJiYgBwHil5P2tD9gsAxEkpv5BS/qw90qAfen7J+eV5PynlEillhJQyok2bNqrLIaq3nTt3AgCGDh2qthAiL9CvXz80a9aMgZS8nrVAKqSUt9xIV0pZCqDeN9jV2gHqOZRtTzuOOqer2iXyNDt37kSvXr3Qvn171aUQeTx/f38MHjz4xp3PiLyVtUB6ycJrxY4sxAwdHDO0bk87jjqnq9olchtVVVXIyMjAsGHDVJdC5DViYmJw8OBBlJaWqi6FyGmsBVJXLOtLA9DNzGstAeQ6oR1HnbM+NRB5nfz8fM4fJXKwmJgYSCmRlZWluhQip3HKPqRCiA/sODwf+jscmRIMYJUT2nHUOetTA5HX4fxRIseLioqCv78/55GSV7O27VOEEGI49Le9rK2bEGKEua+zo4ZkAHm1n9RWrYcBSDHxWrCUsvYG9Pa0Y/c5beSsdok8ws6dO9G7d2+0a9dOdSlEXqNp06YYOHAgAyl5NWs9pOHQD0Pnm3gYbpNp6hFmawFasFwihEiq9VISgESjxUIAACFEHoBCIcRN57CnHXvPaYLJ3b4d0C6Rx+L8USLniYmJQXZ2NiorK1WXQuQU1npI86Hfg9QeAnb2BEopE7X9OOdDv/CnG4BUKeVqE4enwcwCIXvasedY7ZhI/Bq0k4QQU6C/+1LtsGvP90LkNfLy8lBWVsZASuQEMTExeP/993HgwAFERPCmf+R9rAXSNFPbPlkjhEiz92uklEtsPC4RQGJ927HznAutH1W3Goi8BeePEjnPPffcAwBIT09nICWvZHHIXkq5oC6N1vXriMhzcf4okfN06NABPXr0uPGHH5G3ccoqeyLyLZWVlcjMzORwPZETDRs2DOnp6aiurlZdCpHDMZASUb1lZWWhrKwMsbGxqksh8lrDhg3Dzz//jAMHDqguhcjhGEiJqN5SU1Ph5+eHESPM7QRHRPVlmJ/NYXvyRgykRFRvqampGDRoEHQ6nepSiLxWx44d0aNHD3zzzTeqSyFyOAZSIqqXkpIS7N27F3FxcapLIfJ6nEdK3oqBlIjqZceOHaipqWEgJXKBYcOGobS0FAUFBapLIXIoBlIiqpfU1FQ0bdoUgwcPVl0KkdfjPFLyVgykRFQvqampGDZsGAIDA1WXQuT1DPNIGUjJ2zCQElGdHT9+HIWFhRg1apTqUoh8BueRkjdiICWiOktNTQUAzh8lciHOIyVvxEBKRHWWmpqKTp06oWfPnqpLIfIZhnmk27dvV1wJkeMwkBJRnVRXV2P79u2Ii4uDEEJ1OUQ+o2PHjujdu/eNEQoib8BASkR1kpOTg0uXLnH+KJECcXFxSE9Px7Vr11SXQuQQDKREVCcbN26Ev78/4uPjVZdC5HPi4uJQXl6O3bt3qy6FyCEYSImoTjZu3Ii7774bLVq0UF0Kkc8xbLW2detW1aUQOQQDKRHZ7cyZM9i3bx/GjBmjuhQin9S0aVNER0dzHil5DQZSIrLbpk2bAABjx45VXAmR74qLi0N+fj4uXLiguhSiemMgJSK7bdy4EZ07d0a/fv1Ul0Lkswz7/27btk1xJUT1x0BKRHa5fv06UlNTMWbMGG73RKRQREQEdDodh+3JKzCQEpFdMjIyUFZWxuF6IsX8/f0xcuRIbN26FVJK1eUQ1QsDKRHZZePGjQgKCsKIESNUl0Lk8+Lj4/Hf//4X3333nepSiOqFgZSIbCalxLp16zBixAg0adJEdTlEPm/06NEA9H8oEnkyBlIisllBQQGOHz+OSZMmqS6FiAB06tQJAwcOZCAlj8dASkQ2W7t2LYQQuO+++1SXQkSasWPHYvfu3SgpKVFdClGdMZASkc3WrFmDu+++G+3atVNdChFpxo4di+rqamzZskV1KUR1xkBKRDY5fvw4Dhw4wOF6IjcTFRWFVq1acdiePBoDKRHZZO3atQCAiRMnKq2DiG7m7++PhIQEbNq0CdXV1arLIaoTBlIissmaNWvQv39/dOvWTXUpRFTL2LFjcfHiRezdu1d1KUR1wkBKRFb99NNP2LVrF4fridxUfHw8/Pz8sGHDBtWlENUJAykRWbVmzRrU1NTg/vvvV10KEZnQsmVL3HPPPTem1hB5GgZSIrJqxYoV6NWrFwYMGKC6FCIyY9KkSTh06BB++OEH1aUQ2Y2BlIgsOnPmDL755htMnz4dQgjV5RCRGYYFh2vWrFFbCFEdMJASkUWrVq2ClBLTpk1TXQoRWXDHHXcgPDycgZQ8EgMpEVm0YsUKhISEoFevXqpLISIrJk2ahOzsbJw+fVp1KUR2YSAlIrNOnDiBrKwsTJ8+XXUpRGQDw04YXNxEnoaBlIjMSklJAQBMnTpVcSVEZIvevXvjrrvu4rA9eRwGUiIya/ny5Rg0aBDuvPNO1aUQkQ2EELj//vuxc+dOXLp0SXU5RDZjICUikw4cOID9+/fjkUceUV0KEdnhgQceQHV1NYftyaMwkBKRSZ9++ikaNGjA+aNEHiY8PBzdunXDihUrVJdCZDMGUiK6RUVFBT777DPcd999aNWqlepyiMgOQghMnz4d27Ztw/nz51WXQ2QTBlIiusWmTZtQXFyMRx99VHUpRFQH06dPR01NDVavXq26FCKbMJAS0S0+/fRTtGvXDvHx8apLIaI66NevH/r27cthe/IYDKREdJMLFy5gw4YNePjhhxEQEKC6HCKqoxkzZiAzMxOnTp1SXQqRVQykRHSTzz77DFVVVZg1a5bqUoioHgy3+zXsJ0zkzoSUUnUNpImIiJC5ubmqyyAfVlNTg169eqFNmzbYtWuX6nKIqJ4iIyNRU1ODvLw81aUQQQiRJ6WMMPUae0iJ6Ibt27fj6NGjeOqpp1SXQkQO8PDDDyM/Px8HDx5UXQqRRQykRHTDBx98gNatW2Py5MmqSyEiB5gxYwYCAgKwdOlS1aUQWcRASkQAgNOnT2PdunV47LHH0LBhQ9XlEJEDtGnTBuPGjcN//vMfVFVVqS6HyCwGUiICAPz73/9GTU0N5syZo7oUInKgWbNm4fz589i6davqUojMYiAlIlRWVuLf//43EhISEBwcrLocInKgMWPGoFWrVvj0009Vl0JkFgMpEWHlypU4c+YMnn76adWlEJGDNWjQAA8++CDWrVuHkpIS1eUQmcRASuTjpJR466230KdPH4wePVp1OUTkBI8++igqKirw+eefqy6FyCQGUiIft23bNhw4cADPP/88hBCqyyEiJwgNDUV4eDiSk5PB/cfJHTGQEvm4t956C+3bt8fMmTNVl0JETvTkk0/i4MGD2L17t+pSiG7BQErkwwoKCrBlyxb87ne/Q1BQkOpyiMiJpk+fjmbNmuFf//qX6lKIbsFASuTD3nzzTTRu3BhPPvmk6lKIyMmaNm2Khx9+GKtWrUJxcbHqcohuwkBK5KN++OEHLFu2DHPnzkXLli1Vl0NELvDkk0/i+vXrvHMTuR0GUiIf9be//Q1BQUF44YUXVJdCRC7Sr18/DBkyBMnJyaipqVFdDtENDKREPuiHH37A559/jrlz56Jt27aqyyEiF3ryySdx9OhRbN++XXUpRDcwkBL5IPaOEvmuBx54AK1bt8b777+vuhSiGxhIiXzMkSNHbvSOtmvXTnU5RORiDRs2xNy5c/HVV1/hhx9+UF0OEQAGUiKfs2DBAjRp0gTz589XXQoRKTJ37lw0aNAA7777rupSiAAwkBL5lIyMDKxbtw6JiYmcO0rkw9q1a4eHHnoIn376KS5evKi6HCIGUiJfIaXECy+8gA4dOuDZZ59VXQ4RKfbss8+ivLwcycnJqkshYiAl8hWrVq1CdnY2XnvtNTRu3Fh1OUSkWN++fREfH4/3338f169fV10O+TgGUiIfUF5ejsTERPTv3x+zZs1SXQ4RuYnnnnsO586dw4oVK1SXQj6OgZTIB7zxxhs4ceIE3nvvPfj7+6suh4jcRFxcHPr374+kpCRulE9KMZASebmjR48iKSkJM2fOxLBhw1SXQ0RuRAiBP/7xjzh8+DC++OIL1eWQDxNSStU1kCYiIkLm5uaqLoO8iJQSo0ePxp49e3DkyBHcfvvtqksiIjdTXV2Nvn37IigoCPv27YOfH/uqyDmEEHlSyghTr/FdR+TFvvjiC2zZsgWvvvoqwygRmeTv74+XXnoJBQUF2LBhg+pyyEexh9SNsIeUHKm4uBh9+vRBly5dkJWVhYCAANUlEZGbqqqqQs+ePdGyZUvs3bsXQgjVJZEXYg8pkQ/6/e9/j9LSUnzyyScMo0RkUUBAAF588UXk5uZiy5YtqsshH8RASuSF1qxZg+XLl+Pll19G//79VZdDRB7gkUceQefOnfHXv/4VHD0lV2MgJfIyP/30E5566imEhoYiMTFRdTlE5CEaNGiAl19+GdnZ2Vi3bp3qcsjHMJASeZGamho8+uijKC0txdKlSxEYGKi6JCLyII8++ijuuusuvPTSS6iurlZdDvkQBlIiL/Lee+9h06ZNePvttzlUT0R2CwgIwOuvv47Dhw/jP//5j+pyyIdwlb0b4Sp7qo99+/YhKioKY8aMwZo1a7hKlojqREqJyMhIXLhwAd9//z0aNmyouiTyElxlT+TlLl26hAceeABt27bFhx9+yDBKRHUmhMDf//53nDx5Ev/6179Ul0M+goGUyMNVV1djxowZOH36NFavXo3WrVurLomIPFxsbCxGjhyJ1157DZcuXVJdDvkABlIiD/fnP/8ZW7duxaJFizB48GDV5RCRl/jHP/6B0tJS/PWvf1VdCvkABlIiD7Z69Wq88cYbmD17Np544gnV5RCRFxk4cCBmz56NxYsX47vvvlNdDnk5t1nUJISYDUAHoFT7WCSlXO3MdpxxrBBiFYAiAMlSyiIhRDCAWADhUso5lmrnoiayR1ZWFoYPH47Q0FDs2LEDQUFBqksiIi9TXFyMHj16IDIyElu2bOH8dKoXS4ua3CKQCiGSAFyUUi609Jwj23HisXkAwmqVlialjLNWPwMp2erYsWOIjo5G8+bNsWfPHrRp00Z1SUTkpd577z0888wzWLduHe677z7V5ZAHc+tAqvUg5kkpW5h4rQTAnVLKUke246xjteeSAKQCCNaeypVS5lurH2AgJdsUFxcjOjoaJSUl2LNnD3r06KG6JCLyYpWVlRg4cCCuX7+OgwcPolGjRqpLIg/l7ts+zQGQZua1IgCzndCOs44F9L2maVLKJdrDpjBKZIvLly9j3Lhx+O9//4uvvvqKYZSInC4wMBCLFi1CUVERXnvtNdXlkJdyh0AaC32wM6UIgNWh7jq046xjiZzm6tWrGDduHHJzc7FixQpER0erLomIfMSIESPw6KOP4s0338S3336ruhzyQu4QSMMAXDTzWhEAk1279WzHWcfeIITQCSFitSF/onq5du0aJk6ciIyMDHz22WeYMGGC6pKIyMe89dZb0Ol0eOKJJ3ife3I4dwik1ugUtFOfY1tpK/IjAOQC0AkhUoUQJtsUQswWQuQKIXIvXLhgx2nJV1RUVGDq1KlITU3FRx99hOnTp6suiYh8UKtWrfDuu+8iOzubd3Aih1MaSI1CWqmr2nHWsbWkaPNIS7U5pEkA8kwdqM0zjZBSRnClNNV27do1TJkyBV999RX++c9/4je/+Y3qkojIh82cOROjRo3CggULcOLECdXlkBfxhB5SjyKlTKy9K4CUMg1AS63nlMgmV65cwfjx47F+/XosWrQIc+fOVV0SEfk4IQSSk5MhhMCsWbM4dE8OozSQGgU3navacdaxNigCMMUB7ZAP+PnnnxEfH4/t27fj008/xbx581SXREQEAOjatSvee+89pKen45133lFdDnkJd+8h1aGew/l1aMdZxxbh171Jicw6f/48RowYgezsbKxYsQKzZs1SXRIR0U1mzZqFiRMn4o9//CNX3ZNDuEMgTQPQzcxrLaFfGOTodpxyrBAiT9sYn6hOjhw5gsGDB+Pw4cNYt24dpkxhpzoRuR8hBJYsWQKdToeHHnoI169fV10SeTh3CKT5MN9zGAxglRPacdaxOgCFFo7lJvlkVmZmJu6++25cvXoV33zzDcaMGaO6JCIis9q0aYOPPvoIBQUFePbZZ1WXQx7OHQJpMkzs5amtcA8DkGLiNVMB0Z52nHaslHKJmXrDtLaIbpGSkoLY2Fi0bdsWe/bsQWRkpOqSiIisGjduHJ5//nl88MEHWLZsmepyyIMpD6RSyiIAS0wMdScBuGXFuhAiD0ChECKsru0461gzxwH6ILpQW21PdENNTQ1effVVTJs2DZGRkdi1axeCgznVmIg8x//8z/9gyJAhmD17Ng4fPqy6HPJQQkqpugYA+g3i8esioW4AcqSUq00clwRgMoA4LSzWqR1nHav1nL6ofaqDfp5psi1hNCIiQubm2jplljzd5cuXMWvWLKxZswYPP/wwlixZgoYNG6oui4jIbqdPn0ZoaCjatGmD7OxsNG3aVHVJ5IaEEHlSStN3uHSXQEoMpL6ksLAQEyZMwOHDh/GPf/wDzzzzDIQQqssiIqqztLQ0xMfHY/z48fjyyy/h56d8EJbcjKVAyncLkYulpqYiMjISZ86cwZYtW/D//t//YxglIo8XGxuLd955B+vWrcOCBQtUl0MehoGUyEWqq6vx17/+FfHx8ejYsSNycnIQGxuruiwiIof53e9+h7lz5+LNN9/Ehx9+qLoc8iABqgsg8gXnzp3DzJkzsWPHDjzyyCNYvHgxmjRporosIiKHEkLgf//3f1FYWIinnnoKXbp0wahRo1SXRR6APaRETrZt2zaEhIQgKysLn3zyCZYuXcowSkReKyAgACtXrkSfPn0wadIk7Nq1S3VJ5AEYSImcpKKiAn/6058QFxeHli1bIicnB48++qjqsoiInK558+bYunUrOnXqhLFjx2Lfvn2qSyI3x0BK5ASHDh3C4MGD8frrr+PRRx9FTk4O+vbtq7osIiKXadeuHVJTU9G8eXOMGjUKhw4dUl0SuTEGUiIHqqmpwbvvvouwsDCcOnUKa9aswccff8wheiLySV26dEFaWhoCAgIwbNgw7N+/X3VJ5KYYSIkcpKioCHFxcXj22WcxatQoHDx4EBMnTlRdFhGRUj169EB6ejoaNmyI4cOHIysrS3VJ5IYYSInqqbKyEgsXLkS/fv2Qk5ODDz/8EOvWrUO7du1Ul0ZE5BZ69OiBjIwMtG7dGrGxsdi2bZvqksjNMJAS1cPevXsRERGBxMREJCQk4NChQ3j88ce50T0RUS133HEHMjIyEBwcjISEBHz00UeqSyI3wkBKVAc//fQT5syZg8GDB6O4uBhffvklvvzyS3Tq1El1aUREbqt9+/bIyMjAyJEj8dvf/haJiYmoqalRXRa5AQZSIjtcv34db775Jnr06IGPP/4YzzzzDA4fPoxJkyapLo2IyCM0b94cGzZswFNPPYWFCxdi4sSJKCkpUV0WKcZASmSDmpoapKSkoG/fvpg/fz7uueceHDx4EO+88w6aNWumujwiIo8SEBCAf/7zn3j//fexadMmhIeHIy8vT3VZpBADKZEFUkqsXbsWoaGhmDZtGho2bIjNmzdjw4YN6Nmzp+ryiIg8lhACTz/9NNLT01FZWYm7774bixcvhpRSdWmkAAMpkQnV1dVYt24dBg0ahEmTJqG8vByff/45Dhw4gPj4eNXlERF5jejoaOzbtw8jRozAvHnzMGbMGJw5c0Z1WeRiDKRERsrKyvD++++jZ8+emDhxIoqLi/Hxxx/j0KFDmDlzJvz9/VWXSETkdVq3bo2NGzdi0aJF+Oabb9CvXz+sXLlSdVnkQgykRAB+/PFHPP/88+jUqRN+//vfo02bNli5ciWOHj2K3/zmNwgICFBdIhGRV/Pz88O8efOwf/9+3HXXXZg+fTomTZqEkydPqi6NXICBlHyWlBK7d+/GlClTEBwcjHfffRcJCQnYs2cP9uzZg6lTpzKIEhG52F133YXMzEz8/e9/x5YtW9CnTx+89dZbqKysVF0aOREDKfmcyspKrFixAoMHD0ZMTAzS0tLw/PPPo6io6MbzRESkTkBAABITE3Ho0CEMHz4cL7zwAsLDw5Genq66NHISBlLyGZcuXUJSUhKCg4MxY8YMlJSUYNGiRTh16hSSkpLQpUsX1SUSEZGRrl27Yv369VizZg1KS0sxdOhQTJw4Ed9//73q0sjBGEjJ6x09ehTz5s1D586dsWDBAtx111346quvcOTIEcybNw9NmzZVXSIREZkhhMDEiRNx5MgRvP7669i+fTv69u2LefPm4aefflJdHjkIAyl5JSklMjIyMHHiRPTs2RMffvghpk2bhgMHDmDbtm0YN24c/Pz49ici8hSNGzfGSy+9hGPHjmHOnDlITk5G9+7d8ec//xmXLl1SXR7VE38jk1epqqrCypUrERUVhXvvvReZmZn44x//iB9//BEff/wxBgwYoLpEIiKqh7Zt2+Kf//wnvvvuO8THx+Nvf/sbunbtij/96U8Mph6MgZS8wvXr17F48WJ0794d06dPR2lpKRYvXoyTJ0/itddeQ/v27VWXSEREDtSzZ0+sWrUKBQUFSEhIwOuvv46uXbvipZdewtmzZ1WXR3ZiICWPdu3aNSxatAjdunXDvHnz0LFjR6xduxZHjhzBU089hcaNG6sukYiInKh///5ISUm5EUz//ve/o2vXrvjNb36DgwcPqi6PbMRASh6pvLwc7733Hrp164bf/e53CA4ORlpaGjIzMzFhwgTODyUi8jGGYPrDDz/giSeeQEpKCvr374/4+Hhs3boVNTU1qkskC/hbmzxKeXk53n33XQQHB+OZZ55Bjx49sH37dnzzzTcYOXIkhBCqSyQiIoW6d+9+Y0u/119/HQUFBYiPj0fPnj2xcOFCrsx3Uwyk5BGuXLmCt99+G3feeSeeffZZ9O7dGzt37sTOnTsxfPhwBlEiIrpJy5Yt8dJLL+HEiRP4/PPP0aFDByQmJqJTp06YPn06duzYASml6jJJw0BKbu3KlSt46623EBwcjD/84Q/o168f0tPTsX37dgwdOlR1eURE5OaCgoIwc+ZMfPPNNzh06BDmzZuHrVu3YsSIEejRowdeeeUVFBUVqS7T5wn+deA+IiIiZG5uruoy3MLly5exePFivPXWWyguLkZcXBz+8pe/ICYmRnVpRETk4crLy7F69Wp8+umnN3pKY2Ji8PDDD2Pq1Klo0aKF6hK9khAiT0oZYfI1BlL3wUAK/PLLL1i0aBH+8Y9/4NKlS0hISMDLL7+M6Oho1aUREZEXOnXqFD7//HP85z//waFDh9CgQQOMHz8eDz/8MBISEhAUFKS6RK/BQOohfDmQFhcXY/HixXj33XdRUlKCsWPH4uWXX8agQYNUl0ZERD5ASon8/Hz85z//wbJly3DhwgXodDpMnjwZM2fOxL333gt/f3/VZXo0BlIP4YuB9IcffsA777yDpUuXory8HOPHj8fLL7+MiAiT71ciIiKnq6ysRGpqKpYvX461a9eirKwMt99+O6ZPn44ZM2YgIiKCi2nrgIHUQ/hKIK2pqcGOHTvw3nvv4auvvkJgYCAefvhhPPfcc+jTp4/q8oiIiG64evUqNmzYgOXLl+Prr79GRUUFunfvjhkzZmDGjBno3bu36hI9BgOph/D2QHrmzBl8+umn+Oijj1BUVIRWrVph7ty5mDdvHtq1a6e6PCIiIotKS0vx5ZdfYtmyZdi+fTuklAgJCcHMmTMxffp0dO7cWXWJbo2B1EN4YyAtLS3F+vXrsXLlSmzZsgXV1dUYPnw4fvvb3+L+++9Hw4YNVZdIRERkt7NnzyIlJQXLli3D3r17AQD33HMPZs6cicmTJ6N169aKK3Q/DKQewlsC6fnz57F582Z88cUX2LJlCyoqKtClSxfMnDkTjz32GHr06KG6RCIiIoc5duwYVqxYgWXLluHw4cMICAjAqFGjMGPGDEyYMAG33Xab6hLdAgOph/DUQFpZWYns7Gxs2rQJmzdvRn5+PgCgU6dOmDp1KqZOnYpBgwZxAjgREXk1KSUKCgqwfPlyLF++HCdPnkSjRo1w3333YcaMGT6/jRQDqYfwlEBaVlaGrKwsZGRkIDMzE1lZWbh69Sr8/f0RHR2N0aNHIyEhASEhIfDz483AiIjI99TU1GD37t1Yvnw5UlJSUFxcDJ1OhwceeAAzZ87E0KFDfW4bKQZSD+GOgbSmpgaFhYXIzc1FdnY2MjMzsX//flRXV8PPzw8DBw7EkCFDMHToUIwcORI6nU51yURERG6lsrIS27Ztw7Jly7BmzZob20hNnjwZY8aMwdChQ9GoUSPVZTodA6mHUB1IpZT48ccfkZube9Pj559/BgA0atQIUVFRGDJkCIYMGYLo6Gg0a9ZMWb1ERESepry8/MY2Ups2bcK1a9fQsGFDDB06FAkJCYiPj0evXr28cpobA6mHcHUgPXPmDHJzc5GTk3MjfBYXFwMAAgMDMWDAAERERCAyMhIRERHo06cPAgMDXVYfERGRNysvL0d6ejo2b96MzZs348iRIwCANm3aICYm5kYHUGhoKBo0aKC42vpjIPUQrgikCxcuRGZmJnJzc3H27FkAgL+/P/r27YuIiIgbAbR///4+PfGaiIjI1U6cOIG0tDRkZmYiMzMThYWFAICGDRsiJCQEYWFhNx59+/b1uJDKQOohXBFIBw8ejF9++eVG+IyIiEBISAgaN27s1PMSERGRfc6ePYtdu3Zh9+7dyMvLw759+3D58mUA+pHM/v373xRSBwwY4NZzURlIPYQrAmlVVRUCAgKceg4iIiJyvJqaGhQVFSE/P//GIy8vD5cuXQKgH/Hs06cPwsPDERYWhvDwcAwcOBBNmjRRXLkeA6mHUL2oiYiIiDyLlBInT568EU4NH3/66ScAgJ+fH3r16oWwsDBERUUhOjoaAwYMULImhIHUQzCQEhERUX1JKXHmzJmbAmpubi7OnTsHQL9rTmRkJKKjo2882rZt6/S6GEg9BAMpEREROYOUEqdOncKePXtuPPbt24fKykqMGTMGGzdudHoNlgIpJxMSEREReTkhBLp06YIuXbpg2rRpAPTbTuXn57vFXRUZSImIiIh8UKNGjRATE6O6DACA+khMRERERD6NgZSIiIiIlGIgJSIiIiKlGEiJiIiISCkGUiIiIiJSioGUiIiIiJRiICUiIiIipRhIiYiIiEgpBlIiIiIiUoqBlIiIiIiUYiAlIiIiIqUYSImIiIhIKQZSIiIiIlKKgZSIiIiIlBJSStU1kEYIcQHAjy44VWsAxS44j6/hdXUeXlvn4HV1Dl5X5+G1dQ5XXdc7pJRtTL3AQOqDhBC5UsoI1XV4G15X5+G1dQ5eV+fgdXUeXlvncIfryiF7IiIiIlKKgZSIiIiIlGIg9U1LVBfgpXhdnYfX1jl4XZ2D19V5eG2dQ/l15RxSIiIiIlKKPaREREREpBQDKREREREpxUBKREREREoFqC6AnE8IMRtAN6OnLkopF5o5TgegVPtYJKVcbaFNm471FUKIVCllnJnXeG1tJISYD6AVgDDtqWRHXCtfv64GvA724fvRNfjz03E89Xc+FzV5OSHEKgA5xm9G7blUKeUSo+eSUOtNa+o5e4/1FUKIyQBWSSmFidd4bW2kfa9vSClLtc/DAGwDkCalnGLiWF5XO/A62IfvR9fgz0/H8ejf+VJKPrz0ASAJ+r/maz9fAmCy0efBAErMtFECQFeXY33lAf1fi6v0/zvd8hqvre3XcTaAYBPPxwKQfM/W+/ryOth3vfh+dM115s9Px11Lj/6dzzmkXkoIEQxgPvRv0JtIKVvIm7va5wBIM9NUEfQ/mOtyrK+YDWClmdd4bW3XTUpZVPtJKWUa9MNEc4ye5nW1H6+Dffh+dA3+/HQAb/idz0DqveZAP8fjlh+oJsRC/8YypQhAXB2P9XraEJ7hF5QpvLa2m68NLZmSC8D4Psu8rvbjdbAP349Oxp+fDuXxv/MZSL1XLIB8ABBC6IQQk7W/oEwJA3DRzGtFuPkHrz3H+oJYKWW+hdd5bW1n7q9wAGgJ4JLR57yu9uN1sA/fj87Hn5+O4/G/8xlIvVcYgEvaZPFY6H+46oQQqyy8Sc3ROelYj6atOqzv7dZ0TjrW40gp42SthSJGDD0pttI56VhvplNdgDvh+9G5+PPT4Tz+dz4DqXdrCaBUSrlaSlmq/SWaCCBPCKED9H9JaceWWmvMnmO9nfY/+CWprb41c4xO+0+zx9TlWF+j/eICtLlRvK7243VwHL4f648/P53Go3/nM5B6IaM3UZg2Af8GbX5JEYAXXV2Xl5ksfWxvOxW093ISgCk2zo0ichq+Hx2GPz8dyFt+5zOQeiGjvzrNzc0pAjC51rE6O9q1eqw304ZErP4w5bV1iFUAEo1/efG62o/XwWH4fqwn/vx0PG/5nc9A6maEEHlCCFmHx+RaTZXi5kn3xi5Bv7eYLXSwvbvenmNdzhHXVvtLtKWDekd08IJr68D3bO12k6DfLNveeWY6eMF1dTEdeB0s4vux/vjz06lK4eG/83nrUDcjpQx3UFNF0M8nMafU6L/TcPNtxoy1hH6Lk7oc61YcdG1nA4gUQtRuKxgAhBDJ2uertKETr7+2DnzP3iD0t2sstPDL3+uvqxPwOtQR348Ow5+fzuPxv/MZSL3XSty8cbOxYNz8JsrHr/dpNnVsch2P9TrSzG3SDCsbpZS1rzmvrZ20a1la+5e/ECLWaH4Ur6v9eB3qgO9Hx+HPT6fy/N/5zrqFFR9qH9B3pUuYvvWdhP5/fsPnJm8NZtSGri7H+tID+vk50sTzvLb2XcdYGN3irtZrSbyu9bq2vA72XzO+H11znfnzs/7X0ON/5wutYfJC2jBTnJQyzui5ZACQtf4S1eZHQUqZWOvYQlnrr1p7jvUV2lYwyQBayFpbmfDa2ka7a8uLuPU2gi2h/+HXzfh9y+tqP14H2/H96Dr8+ekYnv47n4HUy2n/oxvP18mTZuZBacfqoJ9r0g1AjjSzNYc9x3ozbahpGvQ9KTrohzeKADxh/IOV19Y6IUQJLK/mTDTxg5LX1U68Drbh+9H5+PPT8Tz5dz4DKREREREpxW2fiIiIiEgpBlIiIiIiUoqBlIiIiIiUYiAlIiIiIqUYSImIiIhIKQZSIiIiIlKKgZSIiIiIlGIgJSJyM0KIMCFEsrZxOBGR12MgJSJyI0KIWOhvTxmsfSQrGOCJPB8DKRGRG5FSpkkp06C/RR9ZwQBP5B0YSImIyGMxwBN5BwZSIiIvIoRIFULkaQ+d6npUEkIkadehxNevBZG7YyAlIjIihAgWQqzSQowUQiTb+HWp2vGF2tcHO7tWc6SU4dqj1NwxQohYrc5U7eMqLcDptNdnCyHC7DmvEGK+FgCl9kjVhtTNHSuNrpnJ4+pDSpkopQwHkObotonIsQJUF0BE5E6klEUApgghkgCEAYiw9jVGi2lKpZTdnFlffWkh898AigAkat+v4TUdgH8LIVYCSJZSCnvallIuFEIsAVACIE1KGWfl2DjtPKvr8K0QkRdhICUiMq8IVgKp0VBwMEz0xAkhZgMIt3KeVFeEMq2WZABTTJ1PSlkqhHgCWqCsyzm0Nkqhvx6WagmGi75vInJ/DKRERKZd1B46K8fNBrAE+gCWVPtFKeUSh1dWB9bCqIEWKNMApNbjdEXQ9y5bkiilnGOmTrcI8ETkOgykRES1aPMZ06D18gkhgo2HtmsdtxqAYf6jW85V1IbpkwEssTHIFaF+30sRgDAhhM7UPFajcHwLdwnwRORaDKRERLeKk1ImakPPgD6Y3hJIAQRLKdOEEInQzx81dYxdtPA4DfqQG6xNCVhiaYGSDf6tfUy08fhSKWW+mfrmG33aDfo5oLWPNVyHYAA3vaYN1Xdj8CQiYwykRERmSCmLhBCAfvj5ph5DIcRso1AVW/v1epwzH/oQZ2t4tEjrxQ0DsNrWUCulvOXchjmf0A+1rzZ6PhVA7cVLhdrHWwIpzAzV15WTAjwRuRgDKRGRES3QXDR6qhT6nkDjY8IA5Bodb3L+qJuYon20afsqC1ZBH2prD/mb6hXO1T7etLBJG6pfVc86buLoAE9EajCQEhHdLAI393YW4dYV4xG1ekcBN50/il93Cci1eJQF2jB9GICRWgBvqX0eB9NB0BBSbwR57es4VE9EJnFjfCKim8XVmhN5UyDVevlSjI+Hg+aPOokO0K+eN/WiECLMaIN84w3tjVfJz4H+OswGMBXaFAYp5RxT7Ro9Z7xlVpKpqQBERAADKRGRNTcCqTaP8lKtEHbL/FHtbk9JRuFuvvZI0jbcNxw32ejORrcM+RvdMWp+7dfsrN8sKWW+lHIKfh3aXy2lrB3Kg6EPoAullEuklLbMRzW+bpPh4KF6IvIuDKRERBoT80cBbYGO9trkWgt6dNCHrpv27JRSFmm9gaXQ9wwu1B6JAC4KIfK041bD8hzPRABPSCkX1uPbSjWq1RLD1ANT+4+W4teFSrYqAqDTzhsnpXTXKQ1E5AYYSImIfmVqtbyhh/FF6PccrX08THyNJauh36MzDLhxq9J86IfFb6mnvhvAa2G2FNYXXRnOn2LiNbO9rBZ6bw1fswpccEREVjCQEhH96kXcGr4Mi4EumpgnOg2OmT+aDGCyied19WzXYCSAqWamBei05/MBFJkZik+E/nut/bXzYT6MG3pUk7kFExFZw1X2ROTzhBDJ0C/W0QHIE0IkGVaDG26laTxsrh0fDK2HVAixCvrbWdqygjwWQH6tOZopAJKFEGGG57UeVEfubdpCm8OaCn2P6SXt40UAb2jf50ozX58mhHhDC66GKQ2lVqYS5MP0NlFERLcQUkrVNRAReSUhRAn097nPgX6rJB30WyEl1u411ELtJcOm8UKI+XWZOyqESJVS1t6o3qdp1/YJ9tQSuS/2kBIROVeOjb2EydAvKDLM5Sx1WkVERG6GgZSIyA1ow+Kl2hZJgOnFRUREXomLmoiI3McS6HtIgzm8TES+hIGUiMh9rIR+0ZO73vWJiMgpOGRPRORg2h2d5kC/iGmOEAK2zCOVUuZrK/rrszI937DxPoCRvtzTqu0KEGv1QCJSjqvsiYiIiEgpDtkTERERkVIMpERERESkFAMpERERESnFQEpERERESjGQEhEREZFS/x96Bn7I0QAAagAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190519_153544_ID0000041/H1L1V1-INFERENCE_GW190519_153544-1126259200-400.hdf\n",
+      "0.930490041573832\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190412_053044_ID0000004/H1L1V1-INFERENCE_GW190412_053044-1126259200-400.hdf\n",
+      "0.9374133032174895\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190707_093326_ID0000028/H1L1V1-INFERENCE_GW190707_093326-1126259200-400.hdf\n",
+      "0.9249607521525086\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190424_180648_ID0000036/H1L1V1-INFERENCE_GW190424_180648-1126259200-400.hdf\n",
+      "0.9366249908737186\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190408_181802_ID0000045/H1L1V1-INFERENCE_GW190408_181802-1126259200-400.hdf\n",
+      "0.9373257486189457\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170304_163753_ID0000015/H1L1V1-INFERENCE_GW170304_163753-1126259200-400.hdf\n",
+      "0.898548438958146\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190630_185205_ID0000001/H1L1V1-INFERENCE_GW190630_185205-1126259200-400.hdf\n",
+      "0.9454471846430033\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170403_230611_ID0000032/H1L1V1-INFERENCE_GW170403_230611-1126259200-400.hdf\n",
+      "0.9141284483345102\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170121_212536_ID0000035/H1L1V1-INFERENCE_GW170121_212536-1126259200-400.hdf\n",
+      "0.9187147930980682\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190828_063405_ID0000003/H1L1V1-INFERENCE_GW190828_063405-1126259200-400.hdf\n",
+      "0.9482614937851432\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190708_232457_ID0000031/H1L1V1-INFERENCE_GW190708_232457-1126259200-400.hdf\n",
+      "0.926997956578948\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190517_055101_ID0000033/H1L1V1-INFERENCE_GW190517_055101-1126259200-400.hdf\n",
+      "0.9229182143014538\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190926_050336_ID0000023/H1L1V1-INFERENCE_GW190926_050336-1126259200-400.hdf\n",
+      "0.9434125663748141\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190915_235702_ID0000051/H1L1V1-INFERENCE_GW190915_235702-1126259200-400.hdf\n",
+      "0.9458996326648073\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151226_033853_ID0000042/H1L1V1-INFERENCE_GW151226_033853-1126259200-400.hdf\n",
+      "0.9021383764494394\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190720_000836_ID0000030/H1L1V1-INFERENCE_GW190720_000836-1126259200-400.hdf\n",
+      "0.9116576959741929\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190803_022701_ID0000019/H1L1V1-INFERENCE_GW190803_022701-1126259200-400.hdf\n",
+      "0.9396987215682117\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABaCklEQVR4nO3de3zU1Z3/8fcJ94syRFBALRC8YAWEZMJFQQWDaL21FbRefruuvwq9/NzW1oXax2936+7+tNFaV3+7rWB96PqzVQFtq7UCCQISE5QkoOIKaIJalDsJlDsk5/fHfCdOhplkZjKTM5fX8/GYR2DmzPl+5mtM3pzvOedrrLUCAAAAXMlzXQAAAAByG4EUAAAAThFIAQAA4BSBFAAAAE4RSAEAAOAUgRQAAABOEUgBpJwxZqYxpswYU+c9yrxHSVi70rC/zzfGNBhjbMijxhjjC2vn854PbdsQ3l9I+7lhbevC+0RuivT9BSD1DPuQAkgVL3DOl1QvqdRaWx7ymk/STZKKrLVzjDEzJd1nrS2K0E+dpAJJs6y1i9s4XqGkGkmy1pp2avNJapA0x1q7oI12MyVNt9bOaas/r+1cScUhT9Vba+fF8J4RkuoknebV3t57ShU4H5Lk05fntz5Zx/HOT/A4jd5xGiXNa+s48UigpgJJ8yTlSyr06qn2amrs6HtCvickqVbSXq99JHvDvycS+W8Z8t6Yv8+ArGSt5cGDB4+kPyTNlWQlzW6nXYECobVOUk2UNrO9vkpjOG6d19YXQ9tFbdQ0U9Iir6/57fTjUyAIl4Y9PzfaZ/JeLws/P5JK2jgPPu89hWHPB4N4SZKOU+j9N/GFPR/8bzozCd8f8dZUokBA9oU8FzwfEWuK9z3e57YxPsL/W8f1eRL5PuPBI5sfzgvgwYNH9j1CAuTcGNvP9Nq3FcSspLoY+gqGjfaCsC9Sm5CAMDfkuO0F0kWSyqK8VhPp/V5Qivae+YoQlr3P5mvj8zQk6zhtfNaYA38bfcRVk/fZov43CKmpoIPvmRn8797ef+8knOO4v8948Mjmh/MCePDgkV0Pb9Qnarhs431l7Ywm1YQHiCjtgqNNUUOV1252e3157doMCgqMgkUdNQwJ574I/UZ7T2H4e7zQ0t5nWqSwUdIEjhN8Lto/Dha11WeM/63jram0rf9W+vIfNPOT8B5fO7XP1ckj1HF9nkS+z3jwyPYHi5oAJFtwIVFMc+dCzG/n9Re9rzOjNfDm4T2owJzKknYWp4ywyZkLOcv7Wh7l9Wrv603BJ7w6pcA8xUiCdc0Oec6vL+eNtsXXweM06st5lm1pjKGWkyRYU6GkGm+OcCTBvkIXySXynjobZS6q1DIfVdba2pDnEvk8AMIQSAEkjRcAZ0qSDVnAFKP22gcXM93cRptiLywE25ZEauTVuSeu6qLzt/ViSHiZHvL0dO+1iIE4JBSFvqdeUkG0nQM8JWp9HuM+jrW23lrb30ZfXBMMeO0F1mgS+exSIGhHO9d7ozwf13tsG4vbPKXW2ofCnkv08wAIQSAFkEzBUcB4w2jwF3fUUVLvF369pMIYtuUJjqZGC1Ul+jK0dpRPahU8ogkdqYtlpLM+tJ33+cslzfW2zPKFNjbGzNfJK8fjPk5bvF0TCiIcJx6J1DRLgd0YogXGYNvQUJjIe6Ly/iEQadQ/qecYyFUEUgDJNML7mtCl8BhGqIIh8qbwF7ywVOb1U6vAJeWII6QKjKQmZesieZ81hpCcH+XPsb5HCoSsWgU+1xZvf1efF0ZrIpy/RI9zEu/zzZf0UIRRwnjEXZO1tjH0MnkEwVHzln/QJPKeaEIu1Uf6nknaOQZyGYEUQDIFR4EaU9R/cORzVoTXpodNE1gotZrjlyrB0BMxcATDjELmdurLPT3bE/qeYMgqkvSQ99oiSVsUWAwTKcwndJwgY0yJMabUGFPmHWuWjXFfzXaOlXBNUcxWYM/XeEa943lPqQJzkyPxKfmfB8g5BFIAGSN05DOGEclF3tdWc069gPriyc0TFhxhixZ8Iz0fy2hZYzuvP6TA6KxP0vIowbtDx7HWlltr51lrpysQykrbmcMai2R89hbe6LBPcczRjOc93qIoXxtTFJL6eYBcRSAFkEzBS5q+FB5jofe15XK8FxrWhjYKGS0Nv2xf3M6l3Lh4l3HnKcJ8VS80NyqxQOKL0F+BN1o53wuKIxQyWppgWDzpOJF44XS6pJnGmJoEjhMPXyyNvGkasxUYHY91Lmi877lP3lSQDvB18P1A1iOQAkimYChsdwGHN/+xxruPfOi96uvaCVaRRj5Lolx6XSzJ54WQlPHmVJYaYxYFL9F7IXm2dyndp9bzavcqtpDSGPyDF27LFLhs3tKXdwm9yOt/rjEmdHuhuI8Tg3kKLCxrd+5lFEmpyTsfwWkEMS2ii/c9IbtGtPUPmFScYyDnEEgBJFO0UcmTWGsXW2uLvFG+4P3r6621I9qap+gFiUa1vhR+WpTmreachi58SjYveN6lwNZMs73nHgqZWhAaahpj6DJfrbcmelKBkdGT3uuN+BZ5xwgN84kcpz3Bz3HSwrIYNcbQJpaalku6K855o/G+J/h93NYWV40x9BPvOQZyDoEUQNJ4YWmxFPdiouCIX2OM7VsWLHkjknVR2gUDcjA8hS98Sipv0VG5tXZByLSA4GhxaBCultpdme9T6xA7U21sVeWd+1kKjAgH+437ON6WUnXR3hMyOutrp99oEvnsrRhjFikQzmMOo4m8R1/uMdrYRpsOfx4ABFIAyRcc3ezo4pe2hF62n6kv55W24gWJcgXCU7Q79qTazV4toavgg3MwI05tCAk34aO5bY6yBcNiSIBK5DjBvUajvSd0b9TGSG3akehnD74evG/8SbsKRJuakch7PCVq/x9JHfo8AAIIpACSygtFc9T+XYVCxbVHY9iCpdPaCUbB8FqqsIVPyeAtNGoIm7sZaq4CC49CBQN0tLsIBUNS6GhubRvtg7X41HquaiLHKVdgJDnaiF5BSLtEJFKTJMk7x3va2K/2pFXzibwnRCyb2Sf8eQB8iUAKIOm8X/7zFFhkMzeGt8xT/Is+FitwKbS9W4C2rMqP83JtqLYCc4FXhy/8BS+Q14bPifUC9EOKfiepmyUtCFsF/qDaH3VudTehBI8zX63vKhVuXtjXuCRYU3Ak09fOpvy+jr4n5L3B59sblW5UAp8nCjbPR84ikAJICS8ETJc0x1tNf9KlUW90cZG81eNxHiK4YKnNkOkFhlolMEIVEkp80dp4o7WLJbUagfOCeImkK6K8b57XbnbY+2YqEAjDQ+xiSS9657Ig7D3BuzXVhYfuBI8jY8z8CLcnLfU+06yObJ0Vb03e510kqdjbySD8UWaMqVPIXOJE3hMm5lt9xvt5wsXyfQZkO2OtdV0DgCzn/WKeo9b3D2/0vj4YvORujCmMJ+gYY8q8vTHbazdXMd6VxwvO83TyPMpgvXvDj+mFn3kh7fMlvRjLLTa92kYoEIxOk74MOFHaFygwEuoLqWuvpNK2RuESPM48fTlq51Pg80c9jjGmzV8o1lqTSE3evqexzAGeFRKo435P2DF9CtwFa6G1NtroZ/h7Yj7HiXyfAdmMQAoAAACnuGQPAAAApwikAAAAcIpACgAAAKcIpAAAAHCqq+sC8KUBAwbYYcOGuS4DAAAg6WpqanZbawdGeo1AmkaGDRum6upq12UAAAAknTHm02ivcckeAAAAThFIAQAA4BSBFAAAAE4RSAEAAOAUgRQAAABOEUgBAADgVNps+2SMmS3JJ6nR+1pvrV2cyn5ibWuM8UmaLWmE17ZAUr2kB621jan6LAAAALkgLQKpMaZU0h5r7UOhzxljCkKfS2Y/sbb1wuh91tp5Ye9fJKnGGFMUGkqT9VkAAAByhbHWui3AmAJJNdba/hFea5A0PNIoZEf6ibPtXEk3S7oiLHgWSqqRNMdauyAZn8Xv91s2xgcAANnIGFNjrfVHei0d5pDOkVQe5bV6BS6VJ7ufeNrWK3CJPtk1AAAAQOkRSEsUCGuR1EuanoJ+Ym5rrV1sre0fYWQzmPBDA2iyPgsAAEDOSIdAWihpT5TX6vVl8EtmP8k45jxJC6y1oQE0WZ8FAAAgZ6RDIG2Pz0E/UdsaYwq8BU2LrbVzUlgDAABATnC6yt5bwS4FtkfqlH4SPWbI1k+nSVqrsEvzHeh3ttevvvKVr8TzVgAAgKyQFts+ZQJvDmnoVk7zjTFzrLUdmhfqrdBfIAVW2XeoSACIgbVWq1ev1ksvvaQNGzbo6NGjGj58uK666irdeOON6tmzp+sSAeQYp5fsQxYK+Tqrn2QdU4E5pCXevqPJ7BcAUmbjxo267LLLdNlll+nJJ5/UoUOH1LVrVy1btky33367CgoKtHDhQtdlAsgx6T6H1KcOXs5PoJ+Y2noBtFaxb+UUTw0AkHQLFy7U2LFjtWHDBv3qV7/S7t27VVVVpZUrV2rbtm1atmyZhgwZoptvvlk//OEP1dTU5LpkADkiHQJpuQK35IwkX1KsO8XH00/MbY0xdcFR0Aj2SvKFzB9N1mcBgKT69a9/rW9961sqLi7Whx9+qO9+97vq3bt3y+t5eXmaPn261qxZo3vuuUePPfaYbrnlFkIpgE6RDoG0VtE3ni+QtCgF/cTU1guabW2KXyCpMeRyfbI+CwAkzUsvvaTvf//7uvbaa7Vs2TKdccYZUdt27dpVv/zlL/Xwww9r0aJF+sEPfiDXd/QDkP3S9tahXhhskHTSpvTefeHDV7nH3E+cbedH2t4ppO2C4OuJfJZQ3DoUQLKtW7dOF198scaNG6fly5erV69eMb/3H/7hH/SLX/xC8+fP1+zZ3GgOQMe0detQ54FUkkIWBs0LeW6+pDpr7UNhbWsU2IC+yFpb24F+Ymrrhcx54aHU24u0wFpblGgN4QikAJLp0KFDKiws1IEDB7Ru3ToNHDgwrvc3NzfrqquuUkVFhWpqanTBBRekqFIAuSDtA6nUsh+nT4GFPyMkrbXWLo7QrlTSTEnTw0dJ4+knzmP6JN0X8lSB1zZiwIynhlAEUgDJ9L3vfU9PPPGEysvLNW3atIT62LZtm8aMGaOvfOUreuedd9SlS5ckVwkgV2REIAWBFEDyrFmzRpMmTdIPf/hDPfroox3qa+HChbr55pv1n//5n/re976XpAoB5BoCaYYgkAJIhqamJhUXF2vnzp368MMPdcopp3SoP2utpk+frpqaGm3atEmnn356kioFkEvaCqTpsMoeAJBETz31lNatW6df/vKXHQ6jkmSM0X/8x3/owIED+rd/+7ckVAgArTFCmkYYIQXQUYcPH9Y555yjYcOGqaKiQsaYpPU9e/Zs/dd//Zc++ugjfeUrX0lavwByAyOkAJAjfvWrX+mLL77QAw88kNQwKkn/+I//KEn613/916T2CwAEUgDIEocOHdLPf/5zXXnllbrsssuS3v/ZZ5+tOXPm6JlnntHWrVuT3j+A3EUgBYAs8fTTT2v37t0tI5mp8KMf/UjWWj3++OMpOwaA3EMgBYAscOLECf3yl7/UxIkTdckll6TsOMOGDdOsWbM0f/587d+/P2XHAZBbCKQAkAVefvll1dfX6x/+4R+SPnc03I9//GPt379fTz31VEqPAyB3sMo+jbDKHkAirLUaP368GhsbtXHjxk65m9KkSZPU2Nio//7v/055AAaQHVhlDwBZ7J133lF1dbXuueeeTru15+zZs7Vx40ZVVFR0yvEAZDcCKQBkuAULFqhPnz66/fbbO+2YN910k0499VQ9+eSTnXZMANmLQAoAGWzfvn164YUXdMstt+jUU0/ttOP26dNHt956qxYtWqSGhoZOOy6A7EQgBYAM9txzz+nQoUOaM2dOpx/7rrvu0pEjR/Tb3/62048NILuwqCmNsKgJQDystbrooovUrVs31dTUOKlh7Nix6tWrl6qqqpwcH0DmYFETAGSh2tpavf/++7rrrruc1XDLLbdozZo12rJli7MaAGQ+AikAZKjnnntO3bt318033+yshuCxX3zxRWc1AMh8BFIAyEAnTpzQ888/r2uvvVb9+/d3VsewYcM0adIkPf/8885qAJD5CKQAkIGWL1+uHTt2dOpWT9Hccssteu+99/Tf//3frksBkKEIpACQgZ577jn5fD597Wtfc12KZs2apby8PL3wwguuSwGQoQikAJBhDh48qN///ve66aab1KNHD9flaNCgQbr00kv18ssvuy4FQIYikAJAhnnttdd08OBB3XLLLa5LaXHDDTfogw8+UF1dnetSAGQgAikAZJiXXnpJp59+uqZMmeK6lBY33HCDJOmPf/yj40oAZCICKQBkkMOHD+u1117T17/+dXXp0sV1OS2GDx+u0aNHE0gBJIRACgAZZNmyZTp48KBuvPFG16Wc5IYbblBFRYV2797tuhQAGYZACgAZ5KWXXlL//v01depU16Wc5IYbblBzc7Nee+0116UAyDAEUgDIEMeOHdMrr7yi66+/Xt26dXNdzkmKiop05pln6pVXXnFdCoAMQyAFgAzxxhtvaN++fZo5c6brUiIyxuhrX/uaysvLdfz4cdflAMggBFIAyBAvv/yyTjnlFE2fPt11KVFdddVV2r9/v9asWeO6FAAZhEAKABmgublZr7zyiq6++uq02Aw/miuuuEJdunTR0qVLXZcCIIMQSAEgA9TW1mrHjh267rrrXJfSpn79+mnSpElasmSJ61IAZBACKQBkgD/96U/Ky8vTVVdd5bqUds2YMUM1NTXauXOn61IAZAgCKQBkgNdee00TJ07UgAEDXJfSrmBoLisrc1wJgExBIAWANLdt2zZVV1fr2muvdV1KTAoLCzVgwAAu2wOIGYEUANLcn//8Z0nSNddc47iS2OTl5amkpETl5eWy1rouB0AGIJACQJp77bXXdPbZZ2v06NGuS4nZtGnTtH37dm3atMl1KQAyAIEUANLY0aNHtWzZMl1zzTUyxrguJ2bBW5uuWLHCcSUAMgGBFADS2JtvvqmDBw9mzPzRoBEjRuiss84ikAKICYEUANLY0qVL1b1795YRx0xhjNG0adO0YsUKNTc3uy4HQJojkAJAGlu2bJkmT56s3r17uy4lblOnTtXu3bv1wQcfuC4FQJojkAJAmtq2bZvef/99XXnlla5LSQjzSAHEikAKAGmqvLxckjI2kA4dOlTDhw8nkAJoF4EUANLUsmXLNHDgQF100UWuS0nY1KlTtXLlSjU1NbkuBUAaI5ACQBqy1qqsrEwlJSXKy8vcH9XTpk1TY2Oj3n33XdelAEhjXV0XEGSMmS3JJ6nR+1pvrV2cyn7ibDtX0mmSCr2n5kdqa4xZJKnee73eGFMgqURSkbV2TryfB0Buev/997Vjxw5Nnz7ddSkdcvnll0uSVq5cqcLCwrYbA8hZaRFIjTGlkvZYax8Kfc4YUxD6XDL7SaDtg9baRu/vhZKWG2NuttbOCiujQNJMSXNDNrEut9Zm9m8VAJ1q2bJlkpTxgfTMM8/U8OHD9dZbb+lHP/qR63IApCnj+j7D3ghijbW2f4TXGiQNDwbBZPUTZ9vZCgTK+rB2JZLKJM0KHSn1wmuZAsFUkqqttbXt1S9Jfr/fVldXx9IUQJabMWOGtm7dmhVbJv3N3/yNli5dqu3bt2fU3aYAJJcxpsZa64/0WjpMTJojqTzKa/WSZqegn3jajggPo5JkrS1X4FJ/+GX4PdbacmvtAu8RUxgFgKDDhw/rzTffzPjR0aDJkydr586d+vjjj12XAiBNpUMgLVEgBEZSLynWn8jx9BNP27nevNBIqiVFTPoAkKiKigodOXIkY7d7Cjd58mRJgc8FAJGkQyAtlLQnymv1ij3wxdNPPG2jjaRKUr6kvZFeMMb4jDEl3vQAAIhZeXm5unbtqksvvdR1KUkxcuRI5efn66233nJdCoA0lQ6BtD0+B/20tLXWTo+wcCmoUCcH1tO8ead+BUZQfcaYMmNMPMcHkMNWrlypCRMmqG/fvq5LSYq8vDxdcskljJACiMppIA0JaY2d1U8SjxmcZ1oa4eWF3jzSRm8Oaamkmmj9GGOqjTHVu3bt6khJALLA/v37VVNT03LbzWwxefJkbdq0SfycAxBJJoyQph0v1JYqsMK+1VxUa+288F0BvAVQ+SEhNvS1BdZav7XWP3DgwBRWDSATrF69Wk1NTS37d2aL4DxSLtsDiMRpIA0Jbr7O6idJx1wkaV6cG/fXS4p26R8AJAUu13fv3l0XX3yx61KSqqioSD169OCyPYCI0n2E1KcOXlpPoJ8223r7jC6y1i6Is4Z6fbk3KQBEtGLFCk2cOFG9evVyXUpS9ejRQ+PHjyeQAogoHQJpuaQRUV7LV2BhULL7SeiY3u1D66KFUWNMjRdYASBujY2NWrduXdZdrg+65JJLVFNTo8OHD7suBUCaSYdAWqvoI4cFClweT3Y/cR/TGDNTUmN4GPXu2BTkk1TXRr9skg8gqtWrV6u5uTnrFjQFTZo0SSdOnFBtLT8KAbSWDoF0viLsNeotHCqUtDDCa5HCZDz9xHXMYOiMMjIauon+/EhtvHoLveMCQEQrVqxQjx49NHHiRNelpMSECRMkSWvWrHFcCYB04zyQeqvUF0S41F2qwMKhxtAnjTE1kuqMMYWJ9hNPW+84c7w/zwx5zPYu4ftC3h+pTykQRB/yVtsDQEQrVqzQpEmT1LNnT9elpMQZZ5yh4cOHE0gBnKSr6wKkwFZJIQGvUYH5nWVRVrGXK8rCo3j6iaPtcu94M6OUPy+kz0ZjzIMhodSnwJzUUsIogLbs3btX7777rn72s5+5LiWlJk6cqNWrV7suA0CaSYtAKkW9HB6p3TyFhMBE+4m1rbW2f6z9ee0b1UZ9ABDJm2++KWtt1s4fDZo4caKef/55ff755zrzzDNdlwMgTTi/ZA8ACFyu79Wrl8aPH++6lJQKzo99++23HVcCIJ0QSAEgDaxcuVIXX3yxevTo4bqUlBo7dqx69OjBPFIArRBIAcCxPXv26L333sv6y/WS1L17dxUWFhJIAbRCIAUAx4J3L7r00ksdV9I5Jk6cqOrqah0/ftx1KQDSBIEUABxbvXq1unfvruLiYteldIqJEyfq8OHDev/9912XAiBNEEgBwLGKigqNHz8+a/cfDRdc2MRlewBBBFIAcOjgwYOqqanRlClTXJfSac4++2wNHjyYQAqgBYEUABx6++23deLECU2ePNl1KZ3GGKMJEyYQSAG0IJACgEOrV6+WMUYXX3yx61I61cSJE/XRRx9pz549rksBkAYIpADg0OrVqzVmzBj5fD7XpXSq4A0AqqurHVcCIB0QSAHAkePHj6uqqiqn5o8GFRYWSiKQAgggkAKAI+vXr9ehQ4dyMpD269dP559/vtauXeu6FABpgEAKAI6sXr1aknIykEpScXExgRSAJAIpADizevVqjRgxQoMHD3ZdihN+v19ffPGFvvjiC9elAHCMQAoADlhrVVFRkbOjo5Ja7kzFPFIABFIAcGDjxo3avXt3Tu0/Gm7s2LHq0qULl+0BEEgBwIVcnz8qSb1799aFF15IIAVAIAUAFyoqKnT66afr3HPPdV2KU8GFTdZa16UAcIhACgAOrF69WlOmTJExxnUpThUXF2vv3r365JNPXJcCwCECKQB0sq1bt+qTTz7J6cv1QX6/X5K4bA/kOAIpAHSyt956S5JyekFT0OjRo9W9e3cCKZDjCKQA0MkqKyvVu3dvjRkzxnUpznXv3l1jx44lkAI5jkAKAJ2ssrJS48ePV7du3VyXkhb8fr9qamrU3NzsuhQAjhBIAaATHTx4UOvWrdPFF1/supS0UVxcrAMHDmjTpk2uSwHgCIEUADpRdXW1mpqaCKQhgnds4rI9kLsIpADQiaqqqiRJEydOdFxJ+hg5cqT69OnDLUSBHEYgBYBOVFlZqZEjR+q0005zXUra6NKliwoLCxkhBXIYgRQAOom1VpWVlVyuj6C4uFjr16/X8ePHXZcCwAECKQB0ko8++kh79uwhkEbg9/t15MgRbdiwwXUpABwgkAJAJ6msrJQkAmkEwTs21dTUOK4EgAsEUgDoJJWVlfL5fDr//PNdl5J2RowYoX79+rGwCchRBFIA6CSVlZWaNGmS8vL40RsuLy9PRUVFBFIgR/FTEQA6QWNjoz744AMu17fB7/frvffe09GjR12XAqCTEUgBoBOsWbNGEvNH21JUVKTjx4+zsAnIQQRSAOgEVVVVysvL0/jx412XkraCC5u4bA/kHgIpAHSCyspKXXTRRerbt6/rUtLW8OHD1b9/fwIpkIMIpACQYk1NTVqzZg2X69thjJHf72frJyAHEUgBIMU2bNigAwcOEEhjUFRUpPfff19HjhxxXQqATkQgBYAUY0P82Pn9fp04cULvvfee61IAdCICKQCkWGVlpQYPHqyhQ4e6LiXtsbAJyE0EUgBIseCG+MYY16Wkva985SsaMGAA80iBHEMgBYAU2r59u+rr67lcHyNjDHdsAnIQgRQAUqiqqkoS80fj4ff79cEHH+jQoUOuSwHQSbq6LiDIGDNbkk9So/e13lq7OJX9xNl2rqTTJBV6T81PRr8AsltVVZW6d++uwsLC9htDUiCQNjU16d1339WkSZNclwOgE6RFIDXGlEraY619KPQ5Y0xB6HPJ7CeBtg9aaxu9vxdKWm6MudlaOysVnwVAdqisrJTf71ePHj1cl5IxggubampqCKRAjjDWWrcFGFMgqcZa2z/Caw2ShgeDYLL6ibPtbEnl1tr6sHYlksokzQqOfnb0s/j9fsu8KSB7HD16VP369dPdd9+thx9+2HU5GcNaq0GDBunqq6/WM88847ocAElijKmx1vojvZYOc0jnSCqP8lq9pNkp6CeetiPCw6gkWWvLFbgkPyfBfgFkuXXr1uno0aPMH41T8I5N/AMdyB3pEEhLFAhrkdRLmp6CfuJpO9cYsyhK22pJoUk/WZ8FQBYIbojPZef4+f1+ffjhhzp48KDrUgB0gnQIpIWS9kR5rV6tA1+y+omnbbQRT0nKl7Q3wX4BZLnKykoVFBRo0KBBrkvJOH6/X83NzVq/fr3rUgB0gnQIpO3xOeinpa21dnr4wqUQhWo7sHakBgAZzFqrt956i8v1CSoqKpLEHZuAXOE0kBpjfN4fGzurnyQeMzgftLQj/RpjZhtjqo0x1bt27epISQDSyKeffqrt27dzuT5BQ4YM0eDBgwmkQI7IhBHStOOFz1IFVthHmzMaE2vtAmut31rrHzhwYFLqA+BecP4oI6SJY2ETkDucBtKQLZB8ndVPko65SNK80M3uk/VZAGSHqqoq9e3bV6NGjXJdSsby+/3atGmT/vrXv7ouBUCKpfsIqU8dvLSeQD9ttvU2vl9krV2QwhoAZLjKykpNmDBBXbumxf1HMlJRUZGstVq3bp3rUgCkWDoE0nJJI6K8lq/A1krJ7iehY3q3D61rI4wm67MAyGAHDhzQu+++y+X6DmJhE5A70iGQ1koqiPJagQKXx5PdT9zHNMbMlNQYHka9OzYl3C+A7LN27Vo1NTURSDto0KBBOuuss1RTU+O6FAAplg6BdL4i7M/pLRwqlLQwwmuRQl88/cR1zGDojDIyGrrZfdyfBUD2CS5omjhxouNKMh8Lm4Dc4DyQeqvUF3hzM0OVKrBwqDH0SWNMjaQ6Y0xhov3E09Y7zhzvzzNDHrO9S/i+RD8LgOxUWVmpCy+8UD6fz3UpGa+oqEibN2/Wvn37XJcCIIXSYra9tXZeSMBrVGAeZlnoKvYQ5YqyQCiefuJou9w73swo5c/rwGcBkGWam5tVVVWlmTOj/chAPPz+wEWn2tpaTZ061XE1AFIlLQKpFPVyeKR28xQWAhPpJ9a21tr+sfaXSA0AssumTZvU0NDAhvhJElzYVFNTQyAFspjzS/YAkE2qqqoksSF+sgwcOFBDhw5lHimQ5QikAJBElZWVys/P13nnnee6lKxRVFREIAWyHIEUAJKosrJSF198sYwxrkvJGn6/X3V1dWpoaHBdCoAUIZACQJLs3btXH374IfNHkyx0YROA7EQgBYAkefvttyUxfzTZuGMTkP0IpACQJJWVlerSpYuKi4tdl5JV8vPzNXz4cAIpkMUIpACQJJWVlbrooovUp08f16VkHe7YBGQ3AikAJMGJEyf09ttvc7k+Rfx+vz755BPt2bPHdSkAUoBACgBJsGHDBh08eJBAmiLBhU01NTWOKwGQCgRSAEiCyspKSWKFfYoUFhZKYmETkK0IpACQBJWVlRo8eLCGDh3qupSs5PP5dM455xBIgSxFIAWAJKiqqmJD/BTz+/1csgeyFIEUADpo+/btqq+v53J9ivn9fn322WfauXOn61IAJBmBFAA6qKqqShIb4qdacIN8RkmB7EMgBYAOqqysVPfu3VsW3iA1WNgEZC8CKQB0UFVVlfx+v3r06OG6lKx26qmn6vzzz2eEFMhCBFIA6ICjR4+qurqa+aOdhDs2AdmJQAoAHbBu3TodPXqU+aOdpKioSJ9//rm2b9/uuhQASUQgBYAOYEP8zsUdm4DsRCAFgA6oqqrSsGHDNHjwYNel5IRx48bJGMNleyDLEEgBIEHWWlVWVnK5vhP17dtXF1xwAYEUyDIxBVJjzKnGmGHGmGmpLggAMsVnn32mL774gkDayYqKigikQJZpM5AaYz4yxuyRVCqpQNKWTqkKADIA80fd8Pv92r59u7744gvXpQBIkvZGSEdIusla+11r7RvWWgIpAHiqqqrUu3dvjRkzxnUpOSW4sIlRUiB7tBdIa621yzulEgDIMJWVlZowYYK6du3qupScMnbsWOXl5RFIgSzSXiCtD/2LMaafMeYuY8xC73L+WmPMvcaYsakrEQDSz8GDB7V+/XrmjzrQu3dvffWrXyWQAlkkrkBqrd1nrX3SWnuTpH2SZltrf2GtXZ+qAgEgHVVXV6upqYn5o474/X7V1NTIWuu6FABJ0F4gbev/9Gpr7bpIL7AaH0C2Cy5omjhxouNKcpPf79fOnTu1detW16UASIL2Aqmvjdca2nhtVvylAEDmqKys1MiRI3Xaaae5LiUnFRUVSWJhE5At2puJ7zfGTJVkIrxWEOU1n6SSJNQGAGnJWquqqipdf/31rkvJWRdddJG6dOmi6upqfeMb33BdDoAOai+QFkkqV+RAKkUfCWVSD4Cs9dFHH2nPnj0saHKoV69eGjVqFPe0B7JEe4G0VvFffjeSFiZWDgCkv7feeksSG+K75vf79Yc//EHWWhkTbdwEQCZoL5CWJ7IZvjGmPMF6ACDtVVRUKD8/XxdccIHrUnJaUVGRnnrqKX366acaNmyY63IAdECbi5qstT9JpNNE3wcAmaCiokIXX3yx8vLaWxeKVOKOTUD2SOinqTFmmDFmmvc4NdlFAUC62rVrlzZv3qzJkye7LiXnjRkzRt26dWMeKZAFYg6kxpixxpilxpgmSXWSyrxHg3fXpqmpKhIA0kVw/iiB1L0ePXpo9OjRjJACWSCmQGqMWajAAicj6SeSbpJ0pff1O5LWS3rJGLOEEVMA2ayiokI9evRouVwMt4qKirhjE5AF2lvUJGPMMkmNkvpba/dFafakMcYnqVTScknFySoQANJJRUWFiouL1aNHD9elQIF5pE8++aS2bNmigoIC1+UASFCbI6TGmBslNVprb2ojjEqSrLWN1to5kmqMMd9OZpEAkA4OHTqkmpoaLtenERY2AdmhvUv2syXFFS6ttd8Rtw4FkIXWrl2rEydO6JJLLnFdCjyjRo1S9+7dCaRAhmsvkO6z1u5PoN82R1MBIBNVVFRIEndoSiPdu3fXmDFjCKRAhmsvkO5NsN9E3wcAaauiokIXXnih8vPzXZeCEH6/X7W1tWpubnZdCoAEtRdIE1222Jjg+wAgLTU1NamyspL5o2nI7/dr3759qqurc10KgASl6jYj/VLULwA4sWHDBu3fv59AmoaKiwMbu7z99tuOKwGQqPa2ffJ7G943xNFnvqS4N+gzxsyW5FNgdNUnqd5auziV/cR7zJCtrcra6HORpHpJ86219caYAkklkoq8XQgAZKDg/FECafq58MIL1bdvX61Zs0a3336763IAJKC9QFokqVyBDfFjYb22cV3qN8aUStpjrX0o9DljTEHoc8nsJ8628xUI2msV2HmgrI0yCiTNlDTXmJbTVm6tnR7r5wCQft566y0NGTJEQ4cOdV0KwnTp0kXjx49XVVWV61IAJKi9QFqr+LdwMpIWxtw4MII421rbP/R5a+08Y0yDMWaBtbYxmf3Ee8zQkU0vyLalXNI8BYKpJFVba2vbqx9AequoqNDkyZMV8g9NpJGJEyeqtLRUhw4dUu/evV2XAyBO7c0hLbfWbonzUa9AKIvVnDba1yswIpnsfpJ1zEj2WGvLrbULvAdhFMhwn332mf7yl79wuT6NTZo0SU1NTWz/BGSoNgOptfYniXQa5/tKFAiBkdRLivVSdzz9JOuYAHIA80fT34QJEySJy/ZAhkrVKvt4FEraE+W1esW+QCqefpJ1zKiMMT5jTIk3PQBABquoqNApp5yi0aNHuy4FUQwcOFDnnHOO1qxZ47oUAAmIKZAaY8YaY+41xjxojLko1UWF8TnopyPHPM1bve+XVC3JZ4wp81bon8QYM9sYU22Mqd61a1cHDgsgVSoqKjRp0iR17dretHu4NHHiRFVVVcnaRLfQBuBKu4HUGHOvAoubHlJgsU6tMebHyTh4SEhr7Kx+knXMdiz05pE2enNISyXVRGrozTP1W2v9AwcOTGFJABLR0NCgDRs2cP/6DDBp0iTt2LFDn376qetSAMSpzUBqjBkn6TsKrLTv7z1mSPqug5HSjGCtnRe+K4C1tlxSvjdyCiCDrF69WtZaXXbZZa5LQTsmTZokiXmkQCZqb4T0J5KmW2tfstbu8x7lClyO/mlHDx4S3Hyd1U+yjpmAesW/hRYAx1atWqUePXq0LJpB+ho9erR69+5NIAUyUHuB1Fhrt4Q/6YW6k55PAZ+Sc2k9nn6Sdcxw9fpyb1IAGeLNN9/UhAkT1LNnT9eloB1du3ZVcXExC5uADNReIN3bxmu7k1RDuaQRUV7LV2BhULL7SdYxWzHG1MSwcT6ADLF//37V1tZyuT6DTJw4UevWrdPhw4ddlwIgDu0F0s5Yqlir6COHBZIWpaCfZB0znE9SXRv9skk+kEHeeustNTc3E0gzyKRJk3TixAnV1vLjFsgkKdmH1Bjz6ziaz1eEfT+91fCFinAb0ih7e8bTT9zHjNF8a+2CCP0WeP3OT7BfAA6sWrVKXbt2bVksg/Q3ceJESSxsAjJNe5vq+Y0xUyU1RHhthDFmWrT3xVqAtbbeGLPAGFNqrZ0X8lKppJNWrBtjaiQVGmOKQm/LGU8/8R4zgvwoz0fqUwoE0Ye8BWEAMsSqVatUXFzMvdEzyBlnnKHhw4cTSIEMY9raQNgY06zAZXsTZ7/WWtslrkICWyL5FFhQNELSWmvt4gjtSiXNVGD1/0m3/4y1nziPOVdSsQKjnAVe+2oFFiq1CrDeKOt93l99CoTX+bGEUb/fb7kPM5AeDh48KJ/Pp3vvvVcPPvig63IQh9tuu00rVqzQ559/LmPi/fUFIFWMMTXW2oiDlu2NkNYq/q2KjBK45B3pUneUdvMU2KC/Q/3EecyH4uizUW3UByAzVFVV6cSJE8wfzUCXXHKJfve732nLli0qKGBzEyATtBdIyyNt+9QeYwyXpgFktFWrVqlLly7coSkDTZkyRVLgpgYEUiAztLmoyVr7k0Q6TfR9AJAuVq1apcLCQp1yyimuS0GcLrzwQvl8PlVUVLguBUCMUrLKHgAy2eHDh/X2229zuT5D5eXl6ZJLLtHq1atdlwIgRgRSAAjz9ttv69ixYwTSDDZlyhRt2rRJu3btcl0KgBgQSAEgzKpVq2SM0eTJk12XggQF/9tx2R7IDARSAAjz5ptv6qKLLpLP53NdChLk9/vVo0cPAimQIQikABDi2LFjqqqq4nJ9huvRo4fGjx/PPFIgQxBIASDE22+/rcOHD+vyyy93XQo6aMqUKaqtrdXBgwddlwKgHQRSAAixfPly5eXlEUizwJQpU9TU1KQ1a9a4LgVAOwikABBi+fLlKiwsZP5oFpg0aZKMMcwjBTIAgRQAPAcPHtSaNWt0xRVXuC4FSdCvXz9ddNFFzCMFMgCBFAA8q1ev1okTJwikWWTy5MmqqqrS8ePHXZcCoA0EUgDwLF++XN27d+f+9VlkypQpOnTokNavX++6FABtIJACgGf58uWaNGmSevfu7boUJElwg3wu2wPpjUAKAJL27Nmj9evXc7k+ywwZMkTnnHOOVq5c6boUAG0gkAKApJUrV8paSyDNQlOnTtWqVat04sQJ16UAiIJACgAKXK7v27eviouLXZeCJJs2bZr279+vdevWuS4FQBQEUgBQIJBeeuml6tatm+tSkGTBmxysWLHCbSEAoiKQAsh5W7du1ebNm7lcn6UGDRqkCy64QG+88YbrUgBEQSAFkPOCQYVAmr2mTZumiooKHTt2zHUpACIgkALIecuXL9eAAQM0evRo16UgRaZOnaqDBw9q7dq1rksBEAGBFEBOs9aqrKxM06ZNU14ePxKzFfNIgfTGT18AOe3999/Xtm3bNGPGDNelIIVOO+00XXTRRcwjBdIUgRRATlu6dKkkEUhzwNSpU1VZWakjR464LgVAGAIpgJy2ZMkSjRo1SmeeeabrUpBi06ZN09GjR7VmzRrXpQAIQyAFkLMOHjyoiooKRkdzxKWXXqq8vDwu2wNpiEAKIGetXLlSx44d01VXXeW6FHSCfv36ye/3q6yszHUpAMIQSAHkrKVLl6pXr16aPHmy61LQSa688kq98847amhocF0KgBAEUgA5a8mSJbr88svVs2dP16Wgk1x11VVqbm5WeXm561IAhCCQAshJW7Zs0UcffcTl+hwzYcIE9evXr2V3BQDpgUAKICex3VNu6tq1q6644gotXbpU1lrX5QDwEEgB5KQlS5Zo6NChOu+881yXgk42Y8YMbd26VR9++KHrUgB4CKQAcs7Ro0e1fPlyXXXVVTLGuC4HnSw4Ks5leyB9EEgB5JxVq1bpwIEDuvbaa12XAgeGDh2q888/n0AKpBECKYCc8+qrr6pXr1664oorXJcCR2bMmKFVq1bp8OHDrksBIAIpgBxjrdWrr76qkpIS9erVy3U5cGTGjBk6cuSIKioqXJcCQARSADnmgw8+0KeffqrrrrvOdSlw6LLLLlP37t25bA+kCQIpgJzy6quvSpKuueYax5XApT59+ujSSy/Vn//8Z9elABCBFECOefXVV1VUVKQhQ4a4LgWOXXvttfrwww9VV1fnuhQg5xFIAeSMnTt3as2aNVyuhyS1fB8ER80BuEMgBZAzXn/9dVlrCaSQJBUUFOirX/0qgRRIAwRSADnj1Vdf1ZAhQzRu3DjXpSBNXHfddXrzzTe1b98+16UAOY1ACiAnHD16VEuXLtW1117L3ZnQ4vrrr9eJEye0ZMkS16UAOa2r6wKCjDGzJfkkNXpf6621i1PZT7zHNMb4JJVKKmunXVI+C4DkKSsr04EDB/SNb3zDdSlIIxMmTNCAAQP06quv6uabb3ZdDpCz0iKQGmNKJe2x1j4U+pwxpiD0uWT2E2fb+ZLyJa2VNFtSWao/C4DkWrx4sfr166dp06a5LgVppEuXLrrmmmv0yiuv6MSJE+raNS1+LQI5x1hr3RZgTIGkGmtt/wivNUgabq1tTGY/HTmmMcZKmhVpxLOjn8Xv99vq6upoLwNI0PHjx3XGGWfo2muv1bPPPuu6HKSZl156STNnztTKlSt12WWXuS4HyFrGmBprrT/Sa+kwh3SOpPIor9UrMCKZ7H6SdcyO1ACgk6xYsUINDQ268cYbXZeCNDRjxgz17NlTL7/8sutSgJyVDoG0RIGwFkm9pOkp6CdZx+xIDQA6yUsvvaQ+ffroyiuvdF0K0lDfvn111VVX6aWXXlJzc7PrcoCclA6BtFDSniiv1UuKOLTbwX6SdcyO1ACgEzQ1NekPf/iDrrnmGvXq1ct1OUhTN954oz7//HO98847rksBclI6BNL2+Bz0k6xjdla/AKKoqKjQzp07uVyPNl133XXq1q2bFi9mQxTABaeB1NtGSQpsj9Qp/STrmMnq1xgz2xhTbYyp3rVrVzJLAqDA6vqePXvqa1/7mutSkMb69eunK6+8UosXL5brxb5ALsqEEdKsZq1dYK31W2v9AwcOdF0OkFVOnDihhQsX6tprr1Xfvn1dl4M0N3PmTH366aeqqalxXQqQc5wG0pAtkHyd1U+yjtlZ/QJI3BtvvKGdO3fq1ltvdV0KMsD111+vrl27ctkecCDdR0h9Ss6l9Xj6SdYxO6tfAFH87ne/06mnnqqrr77adSnIAPn5+Zo2bZoWLVrEZXugk6VDIC2XNCLKa/mSYt0pPp5+knXMjtQAIIUOHz6sl19+WTfeeKN69uzpuhxkiJtvvln19fWstgc6WToE0lpJBVFeK5C0KAX9JOuYHakBQAr9+c9/1l//+lcu1yMuN954o3r06KHf/va3rksBcko6BNL5irA/p7dqvVDSwgivRQp98fQT9zFjlKp+AcTpd7/7nc444wxNnTrVdSnIIP369dN1112nF198USdOnHBdDpAznAdSa229pAXGmNKwl0olzQu/97sxpkZSnTGmMNF+4j1mBPnJ+CwAUqOxsVGvvfaavvWtb6lLly6uy0GGue2227Rz506Vl0e7EzSAZDPpMnHbGDNbXy78GSFprbX2pKWOXtibKWm6FwAT6ifOY86VVKzAKGeB175agbsvRQrNMdcQyu/32+pqppkCHTV//nx95zvf0TvvvKPi4mLX5SDDHD16VIMGDdI111yj5557znU5QNYwxtRYayPetTJtAikIpECyTJgwQYcOHdJ7770nY4zrcpCB5syZo9/+9rfasWOH+vTp47ocICu0FUidX7IHgGTasGGD3nnnHd15552EUSTstttu08GDB/WHP/zBdSlATiCQAsgqTz/9tLp166bbb7/ddSnIYJMnT9awYcP0zDPPuC4FyAkEUgBZ49ixY3r22Wd1/fXXi1vxoiPy8vJ05513qry8XFu2bHFdDpD1CKQAssaf/vQn7d69W3feeafrUpAF/u7v/k55eXl66qmnXJcCZD0CKYCs8dRTT2nIkCG68sorXZeCLHDWWWfp6quv1tNPP82epECKEUgBZIX6+nq9/vrruvPOO9W1a1fX5SBLfPvb39YXX3yhJUuWuC4FyGoEUgBZ4de//rXy8vL0ne98x3UpyCLXXHONzjjjDP3mN79xXQqQ1QikADLeoUOH9NRTT+kb3/iGzjzzTNflIIt069ZNd9xxh/70pz/p888/d10OkLUIpAAy3vPPP6+Ghgb9r//1v1yXgiw0Z84cNTc364knnnBdCpC1uFNTGuFOTUD8rLUqLCzUiRMnuDMTUubrX/+6Kisr9dlnn6lnz56uywEyEndqApC1KisrtX79en3/+98njCJl/v7v/167du3SCy+84LoUICsxQppGGCEF4veNb3xDq1at0meffaa+ffu6LgdZylqr0aNHq3v37qqpqeEfP0ACGCEFkJU2btyoP/7xj/r+979PGEVKGWP093//91q3bp3eeust1+UAWYdACiBjPfzww+rRo4fuvvtu16UgB9x+++3q37+/Hn30UdelAFmHQAogI33++ef6f//v/+nOO+/U6aef7roc5IDevXvre9/7nn7/+99r48aNrssBsgqBFEBGeuyxx9TU1KQf//jHrktBDvnBD36gnj17qrS01HUpQFYhkALIOHv27NETTzyhm266SQUFBa7LQQ4ZOHCg7rrrLj333HP67LPPXJcDZA0CKYCM8/DDD+vAgQP6x3/8R9elIAfde++9kqRf/OIXjisBsgeBFEBG2b59ux5//HHdeuut+upXv+q6HOSgs88+W3/zN3+jJ598Ujt27HBdDpAVCKQAMsrPf/5zHTt2TP/8z//suhTksHnz5unYsWPMJQWShEAKIGNs3bpVTzzxhO644w6de+65rstBDjvvvPN0xx136Fe/+pX+8pe/uC4HyHgEUgAZ4/7771dzczNzR5EW/vmf/1nWWt1///2uSwEyHoEUQEZYv369nnrqKd19990aOnSo63IAfeUrX9H3vvc9Pf3009q0aZPrcoCMRiAFkPastbrnnnuUn5/P6CjSyk9/+lP17t1b//t//2/XpQAZjUAKIO398Y9/1MqVK3X//ffL5/O5LgdoMXDgQN17771avHixVq9e7bocIGMZa63rGuDx+/22urradRlAWjl69KhGjRql7t27691331XXrl1dlwS0cujQIY0cOVL5+fmqqalRly5dXJcEpCVjTI211h/pNUZIAaS10tJSffzxx3r00UcJo0hLvXv31i9+8Qu9++67+s1vfuO6HCAjMUKaRhghBVrbvHmzRo8erW9+85t6/vnnXZcDRGWt1dSpU7VhwwZt3rxZ+fn5rksC0g4jpAAyjrVW3/nOd9S7d289+uijrssB2mSM0eOPP66Ghgbdd999rssBMg6BFEBaevbZZ7VixQqVlpZq0KBBrssB2jVmzBjdc889WrBggVauXOm6HCCjcMk+jXDJHgjYunWrRo8erVGjRmnVqlXKy+PfzsgMhw4d0ujRo5WXl6d3331XvXv3dl0SkDa4ZA8gYzQ3N+vOO+/U8ePH9fTTTxNGkVF69+6t3/zmN/r444/1s5/9zHU5QMbgJz2AtPKrX/1KZWVleuSRR3TOOee4LgeI29SpU3XXXXfpkUceUUVFhetygIzAJfs0wiV75LpNmzZp3Lhxmjp1qv70pz/JGOO6JCAh+/fv19ixY9Xc3Kz169dzQwdAXLIHkAGOHj2q22+/veWSJ2EUmezUU0/V7373O23dulXf/e53xeAP0DYCKYC0cO+996q6ulq/+c1vNHjwYNflAB02ceJE3X///XrhhRf07LPPui4HSGsEUgDOLVy4UP/xH/+hH/3oR/r617/uuhwgaX7yk5/o8ssv13e/+12tX7/edTlA2mIOaRphDily0ebNm+X3+1u2eOrWrZvrkoCk2rFjh4qKitStWzdVV1frtNNOc10S4ARzSAGkpQMHDmjWrFnq3r27XnzxRcIostIZZ5yhl19+WV988YVuueUWNTU1uS4JSDsEUgBONDc362//9m+1YcMG/fa3v9XZZ5/tuiQgZcaPH6///M//VFlZmX74wx+yyAkI09V1AQBy0/3336+XX35ZjzzyiGbMmOG6HCDlvv3tb2vjxo165JFHNGzYMP34xz92XRKQNgikADrdokWL9C//8i+64447dM8997guB+g0Dz30kD777DPde++9Ovvss3XTTTe5LglICwRSAJ1q3bp1+tu//VtNmjRJTzzxBPuNIqfk5eXp2Wef1bZt2/Q//sf/0MCBAzV16lTXZQHOpc0qe2PMbEk+SY3e13pr7eJU9pOKtsaYRZLqJc231tYbYwoklUgqstbOaat2Vtkj233yySeaNGmSunXrpnfeeUeDBg1yXRLgxN69ezVlyhR9+umnWrp0qS655BLXJQEp19Yq+7QIpMaYUkl7rLUPtfVcMvtJYdsaSYVhpZVba6e3Vz+BFNlsz549uuSSS7Rjxw5VVFTowgsvdF0S4NT27dt12WWXadu2bSovL9f48eNdlwSkVFoHUm8EscZa2z/Caw2ShltrG5PZT6raes+VSiqTVOA9VW2trW2vfolAiux1+PBhlZSUqKamRsuWLdOll17quiQgLXz++ee69NJLtXfvXpWXl6uoqMh1SUDKpPs+pHMklUd5rV7S7BT0k6q2UmDUtNxau8B7xBRGgWzV1NSkW2+9VVVVVXruuecIo0CIM888U2+88Yb69eunadOm6c0333RdEuBEOgTSEgWCXST1ktq91J1AP6lqCyCEtVbf//739Yc//EGPPfaYZs6c6bokIO0MHTpUFRUVGjJkiGbMmKE///nPrksCOl06BNJCSXuivFYvKeLQbgf7SVXbFsYYnzGmxLvkD+Qca61+/OMfa/78+frJT36iu+++23VJQNo666yz9Oabb+rCCy/UDTfcoBdeeMF1SUCnSodA2h6fg3460vY0b0W+X1K1JJ8xpswYE0+fQMb7p3/6Jz366KO6++679cADD7guB0h7AwcO1BtvvKGLL75Yt956qx5++GHu6ISc4TSQhoS0xs7qJ1Vtwyz05pE2enNISyXVRDnGbGNMtTGmeteuXXEeBkhPDz74oP7t3/5N3/72t/Xv//7v7DUKxOjUU0/VkiVLNHPmTM2dO1dz5szR8ePHXZcFpFwmjJBmFGvtvPBdAay15ZLyvZHT8PYLrLV+a61/4MCBnVUmkDIPPfSQfvrTn+q2227TE088obw8fswA8ejVq5deeOEF/fSnP9WTTz6pq6++Wo2Nja7LAlLK6W+KkODm66x+UtU2BvWSZiWhHyAtWWv1T//0T5o3b56+9a1v6ZlnnlGXLl1clwVkpLy8PP2f//N/9PTTT+vNN9/UhAkT9MEHH7guC0iZdB+68KmDl/MT6CdVbev15d6kQFax1uree+/Vv/7rv+rOO+/Uc889p65duTMx0FF33HGHysvLtW/fPo0fP57FTsha6RBIyyWNiPJavgILg5LdT0raGmNqvI3xgZzR1NSk733ve/rlL3+pu+++W08++SQjo0ASXXrppaqtrdW4ceN0yy236Ac/+IGOHTvmuiwgqdIhkNYq+shhgaRFKegnVW19kuraaMsm+cgqBw8e1De+8Q098cQTmjdvnh577DHmjAIpMGTIEK1YsUI//OEP9fjjj+vyyy/XJ5984rosIGnS9tah3gr3Bkn9wxcJGWMKrLX14c/F2k8K284Nv7d9SB91kqZ7C5wi4tahyCTbtm3Ttddeq/Xr1+vxxx/X97//fdclATnhxRdf1OzZgTWyv/rVr3Tbbbc5rgiITVrfOtQLlgsiXOoulXTSinVjTI2kOmNMYaL9pKptlHaSNF/SQ22FUSCTrF27VhMmTNCmTZv0yiuvEEaBTnTzzTfr3Xff1ejRo3X77bfrtttu0759+1yXBXSI8xHSIG9LJJ8Ci4RGSFprrV0coV2ppJkKjDaedEvPWPtJVVtv5PQ+768+BeaZzo8ljDJCinRnrdWvf/1r3XPPPRo8eLB+//vfa9y4ca7LAnLSiRMn9OCDD+r+++/XWWedpSeffFLTp3M3a6SvtkZI0yaQgkCK9LZv3z5997vf1fPPP69rrrlGzz77rPLz812XBeS8NWvW6I477tCmTZv0d3/3d3rkkUfUv3//9t8IdLK0vmQPIP0tXbpUo0aN0osvvqgHHnhAr7zyCmEUSBMTJ07U+vXrdd999+nZZ5/VV7/6Vf3+9793XRYQFwIpgKh27NihO++8U1dddZVOOeUUVVVV6b777mMlPZBmevbsqQceeEDvvPOOBg0apG9+85u65ppr9NFHH7kuDYgJv1UAnOTo0aN65JFHdN555+m5557TT37yE9XW1mr8+PGuSwPQhsLCQr3zzjt65JFHtHr1ao0aNUr33XefDhw44Lo0oE0EUgAtDh06pMcee0wFBQW69957NWXKFG3YsEEPPvigevbs6bo8ADHo1q2bfvSjH2nz5s265ZZb9POf/1znn3++nnrqKZ04ccJ1eUBEBFIA2rp1q+6//34NHz5cP/zhD3XOOeeorKxMf/rTn3Teeee5Lg9AAgYNGqRnnnlGVVVVOvvss/Xtb39bo0aN0qJFi9Tc3Oy6PKAVAimQoxoaGrRw4ULdcMMNGjp0qH72s5+psLBQq1at0qpVq1RSUuK6RABJMHHiRFVVVen3v/+9unTpoptuuknFxcV65ZVXCKZIGwRSIEdYa7Vu3To98MADmjJligYOHKibb75Za9as0dy5c1VXV6fXX39dl156qetSASSZMUZf//rX9d577+m//uu/1NDQoBtuuEGjR4/WM888o2PHjrkuETmOfUjTCPuQItkaGxtVVlam119/XUuWLNG2bdskSUVFRbr66qt19dVXa/z48eratavjSgF0phMnTmjhwoUqLS3Ve++9pyFDhuiuu+7S//yf/1Nnn3226/KQpdgYP0MQSNFR1lq9++67ev311/X666+rsrJSTU1N8vl8mjFjhq6++mrNmDFDgwYNcl0qgDRgrdXSpUv17//+71q2bJmMMfra176mO++8U1dffTWLGZFUBNIMQSBFIvbt29cyCvr666+3jIIWFha2jIJOmDCBUVAAbdqyZYt+85vf6KmnntKOHTvUt29fXXfddZo1a5ZKSkp0yimnuC4RGY5AmiEIpIiFtVbvvfeeXn/9df35z39uGQXt169fyyjoVVddxSgogIQcP35cK1eu1KJFi/Tyyy9rz5496tq1q8aPH6+SkhJNnTpVhYWFOvXUU12XigxDIM0QBFJE09DQoLKyMi1ZsqTVXNBx48a1jIJOnDiRUVAASXXixAmtXr1aZWVlKi8vV01NTcvK/PPOO09+v1+jRo3Sueeeq/POO0/nnHOOevfu7bhqpCsCaYYgkCKoublZtbW1WrJkiV5//XWtWbNGzc3N8vl8uvLKK1vmgg4ePNh1qQBySENDg6qqqlRTU9Py2Lp1a6s2Z555pkaMGKERI0aooKCg5WtBQYEGDBggY4yj6uEagTRDEEhzl7VWW7Zs0cqVK7VixQotW7ZMO3fulCT5/f6Wy/CsiAeQbv7617/q448/1kcffaTNmzdr8+bNqq+vV319fcvVnKBTTjnlpJA6YsQIjRw5UmeffTZhNcsRSDMEgTR3NDU1adOmTVqzZo1WrVqllStX6rPPPpMkDRw4UNOnT9fVV1+tK6+8UqeffrrjagEgMYcOHdKWLVtUX1+vurq6lqBaV1enLVu26OjRoy1t8/PzNXbsWI0dO1bjxo3T2LFjNXLkSP4RnkUIpBmCQJqdGhsbtXnzZm3atEnr1q1TdXW1amtrdfDgQUnSgAEDdPnll+vyyy/X1KlTdcEFFzBKACDrNTc3a9u2baqrq9MHH3ygdevWaf369Xr//fd15MgRSVKvXr100UUXqaioqOVxwQUXqFu3bo6rRyIIpBmCQJq5jhw5orq6upbLVcEAunnzZu3ataulXc+ePTV27Fj5/X4VFxfL7/dr5MiRysvjpmkAIAUWUgX/AV9TU6Pa2lrV1tbqwIEDkgI/R8eMGdMqpF544YWE1AxAIM0QBNL0Zq3VF198oY0bN2rTpk0tXzdv3qxPP/1Uof8vDRo0SOedd16rx7nnnqtzzz2XH5oAEKfm5mZ99NFHLQupgiF1//79kqTu3bu3CqnBy/3snZpeCKQZgkCaPvbt26d169aptrZW69at04cffqhNmza1/Atdkvr06aPzzz9f559//knBs1+/fg6rB4Ds19zcrLq6upaAGvza2NjY0mbw4MEtP6eDj3PPPVdDhw5V9+7d3RWfowikGYJA6sbevXtbXRqqqanRxx9/3PL6mWeeqQsvvFAjR47U+eef3/J1yJAhzPUEgDRirVV9fb3ee+89bdq0qdVj7969Le3y8vJ09tlnt1rxH/q1f//+Dj9F9iKQZggCaert3LnzpPD5ySeftLw+bNgwFRYWqrCwUEVFRSosLGSVOwBkgd27d2vTpk36+OOPW636r6ura9lmL8jn8520NVXw61lnncXK/wQRSDMEgTR5rLXaunVryzyj4OX3zz//vKXNiBEjWkJnUVGRxo0bp9NOO81h1QAAFw4cONBqS6rQr5988omOHz/e0rZr164aNmxYxP1Uhw0bplNPPZWrZ1G0FUiJ+MhoR44c0V/+8hd9+OGH2rhxozZu3Njy5+A8ory8PI0cOVJTp07VuHHjWh4+n89p7QCA9NC3b1+NGTNGY8aMOem1pqYmbd26NWJYXbt2rRoaGlq179WrlwYNGqRBgwbpjDPO0KBBgzRgwACdcsopOvXUU1s9TjnlFPXt27fl0adPn5zddYUR0jTCCGmAtVZ//etftW3btnYfoZPXpcDq9gsuuEAjR47UqFGjVFhYqDFjxnBvZQBASjQ0NLSMrn7yySfasWOHtm/fru3bt2vHjh3atm2bGhoa1NzcHFN/vXv3bhVSwx/9+vXToEGDNHjw4JbHoEGDNHDgwLQPs1yyzxDZHkittdqzZ09MQfPQoUMnvb9Hjx6t/gcMPs4880yNHDlSI0eOZNQTAJB2rLU6dOiQ9u/ff9Lj4MGDOnDgQMRHpNcaGhq0b9++k47Ro0cPDRs2TMOHD4/4yM/Pd/DJW+OSPVLGWqsDBw5o165d2r17t3bu3Bk1ZG7fvr3VPJygU045pSVcFhcXRwydgwcPls/nY14OACDjGGPUp08f9enTR4MHD+5wf4cOHdL27dtbfrd+8cUX+uyzz7RlyxZt2bJFb7/99klTCfr3768RI0bonHPO0TnnnNPqz2eccYbz36+MkKaRzhgh3bhxo/bv369jx47p6NGjOnr0aMQ/HzlyRIcOHdLBgwdP+nrgwAHt2bNHu3fv1u7du3Xs2LGIxxowYMBJlxQiBc0+ffqk9DMDAJBr9u3bpy1btqi+vl5btmxRXV2d6urq9PHHH+uTTz5pNYXg+uuv1x//+MeU18QIKVp885vf1Icffhhz++7du6t3797q06dPy9c+ffpo+PDhKi4u1oABAzRgwAANHDiw5evgwYN1xhlnsOkwAACO9OvXT2PHjtXYsWNPeu348eP69NNP9fHHH+vjjz9OyqhtRxFIc8z//b//V0eOHFGPHj3UvXv3Vl/D/9ynTx/2WgMAIMt069at5XJ9uiBt5JgrrrjCdQkAAACtpPf+AAAAAMh6BFIAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4Zay1rmuAxxizS9KnnXCoAZJ2d8Jxcg3nNXU4t6nBeU0NzmvqcG5To7PO61Br7cBILxBIc5Axptpa63ddR7bhvKYO5zY1OK+pwXlNHc5taqTDeeWSPQAAAJwikAIAAMApAmluWuC6gCzFeU0dzm1qcF5Tg/OaOpzb1HB+XplDCgAAAKcYIQUAAIBTBFIAAAA4RSAFAACAU11dF4DUM8bMljQi5Kk91tqHorTzSWr0vtZbaxe30WdMbXOFMabMWjs9ymuc2xgZY+ZKOk1SoffU/GScq1w/r0Gch/jw/dg5+PmZPJn6O59FTVnOGLNI0trQb0bvuTJr7YKQ50oV9k0b6bl42+YKY8xMSYustSbCa5zbGHmf9UFrbaP390JJyyWVW2tnRWjLeY0D5yE+fD92Dn5+Jk9G/8631vLI0oekUgX+NR/+fIOkmSF/L5DUEKWPBkm+RNrmykOBfy0uCvzvdNJrnNvYz+NsSQURni+RZPme7fD55TzEd774fuyc88zPz+Sdy4z+nc8c0ixljCmQNFeBb9BWrLX9beuh9jmSyqN0Va/AD+ZE2uaK2ZJejPIa5zZ2I6y19eFPWmvLFbhMNCfkac5r/DgP8eH7sXPw8zMJsuF3PoE0e81RYI7HST9QIyhR4BsrknpJ0xNsm/W8S3jBX1CRcG5jN9e7tBRJtaTQ+yxzXuPHeYgP348pxs/PpMr43/kE0uxVIqlWkowxPmPMTO9fUJEUStoT5bV6tf7BG0/bXFBira1t43XObeyi/StckvIl7Q35O+c1fpyH+PD9mHr8/EyejP+dTyDNXoWS9nqTxUsU+OHqM8YsauObNBpfitpmNG/VYUdvt+ZLUduMY62dbsMWioQIjqTEypeittnM57qAdML3Y2rx8zPpMv53PoE0u+VLarTWLrbWNnr/Ep0nqcYY45MC/5Ly2ja211k8bbOd9z/4Xuutvo3Sxuf9MWqbRNrmGu8Xl+TNjeK8xo/zkDx8P3YcPz9TJqN/5xNIs1DIN1GhNwG/hTe/pF7SfZ1dV5aZaXNsbzsXvO/lUkmzYpwbBaQM349Jw8/PJMqW3/kE0iwU8q/OaHNz6iXNDGvri6PfdttmM++SSLs/TDm3SbFI0rzQX16c1/hxHpKG78cO4udn8mXL73wCaZoxxtQYY2wCj5lhXTWq9aT7UHsV2FssFj7FPlwfT9tOl4xz6/1LND9JoyM+ZcG5TeL3bHi/pQpslh3vPDOfsuC8djKfOA9t4vux4/j5mVKNyvDf+dw6NM1Ya4uS1FW9AvNJomkM+XO5Wt9mLFS+AlucJNI2rSTp3M6WVGyMCe+rQJKMMfO9vy/yLp1k/blN4vdsCxO4XWNdG7/8s/68pgDnIUF8PyYNPz9TJ+N/5xNIs9eLar1xc6gCtf4mqtWX92mO1HZ+gm2zjo1ym7TgykZrbfg559zGyTuXjeG//I0xJSHzoziv8eM8JIDvx+Th52dKZf7v/FTdwoqH24cCQ+lWkW99ZxX4nz/494i3Bgvpw5dI21x6KDA/x0Z4nnMb33ksUcgt7sJeK+W8dujcch7iP2d8P3bOeebnZ8fPYcb/zjdex8hC3mWm6dba6SHPzZckG/YvUW9+lKy188La1tmwf9XG0zZXeFvBzJfU34ZtZcK5jY1315b7dPJtBPMV+OE3IvT7lvMaP85D7Ph+7Dz8/EyOTP+dTyDNct7/6KHzdWpslHlQXlufAnNNRkhaa6NszRFP22zmXWq6WYGRFJ8ClzfqJd0V+oOVc9s+Y0yD2l7NOS/CD0rOa5w4D7Hh+zH1+PmZfJn8O59ACgAAAKfY9gkAAABOEUgBAADgFIEUAAAAThFIAQAA4BSBFAAAAE4RSAEAAOAUgRQAAABOEUgBIM0YYwqNMfO9jcMBIOsRSAEgjRhjShS4PWWB9xXtIMADmY9ACgBpxFpbbq0tV+AWfWgHAR7IDgRSAEDGIsAD2YFACgBZxBhTZoyp8R4+1/W4ZIwp9c5DQ66fCyDdEUgBIIQxpsAYs8gLMdYYMz/G95V57eu89xekutZorLVF3qMxWhtjTIlXZ5n3dZEX4Hze67ONMYXxHNcYM9cLgNZ7lHmX1KO1tSHnLGK7jrDWzrPWFkkqT3bfAJKrq+sCACCdWGvrJc0yxpRKKpTkb+89IYtpGq21I1JZX0d5IfNJSfWS5nmfN/iaT9KTxpgXJc231pp4+rbWPmSMWSCpQVK5tXZ6O22ne8dZnMBHAZBFCKQAEF292gmkIZeCCxRhJM4YM1tSUTvHKeuMUObVMl/SrEjHs9Y2GmPukhcoEzmG10ejAuejrVoK1EmfG0D6I5ACQGR7vIevnXazJS1QIICVhr9orV2Q9MoS0F4YDfICZbmksg4crl6B0eW2zLPWzolSZ1oEeACdh0AKAGG8+Yzl8kb5jDEFoZe2w9otlhSc/5iWcxW9y/TzJS2IMcjVq2OfpV5SoTHGF2kea0g4Pkm6BHgAnYtACgAnm26tneddepYCwfSkQCqpwFpbboyZp8D80Uht4uKFx5sVCLkF3pSABW0tUIrBk97XeTG2b7TW1kapb27IX0coMAc0vG3wPBRIavWad6l+BMETQCgCKQBEYa2tN8ZIgcvPrUYMjTGzQ0JVSfjrHThmrQIhLtbw2CZvFLdQ0uJYQ6219qRjB+d8KnCpfXHI82WSwhcv1XlfTwqkinKpPlEpCvAAOhmBFABCeIFmT8hTjQqMBIa2KZRUHdI+4vzRNDHL+xrT9lVtWKRAqA2/5B9pVLja+9pqYZN3qX5RB+toJdkBHoAbBFIAaM2v1qOd9Tp5xbg/bHRUStP5o/pyl4DqNlu1wbtMXyjpCi+A53t/n67IQTAYUluCvPc+LtUDiIiN8QGgtelhcyJbBVJvlG9haHslaf5oivikwOr5SC8aYwpDNsgP3dA+dJX8HAXOw2xJN8mbwmCtnROp35DnQrfMKo00FQAAJAIpALSnJZB68yj3hoWwk+aPend7Kg0Jd3O9R6m34X6w3cyQOxuddMk/5I5Rc8Nfi7P+qKy1tdbaWfry0v5ia214KC9QIIA+ZK1dYK2NZT5q6HmbqSRfqgeQXQikAOCJMH9U8hboeK/NDFvQ41MgdLXas9NaW++NBjYqMDL4kPeYJ2mPMabGa7dYbc/xnCfpLmvtQx34WGUhtbYlOPUg0v6jjfpyoVKs6iX5vONOt9am65QGAGmAQAoAX4q0Wj44wnifAnuOhrdXhPe0ZbECe3QWSi23Kq1V4LL4SfV0dAN4L8w2qv1FV8HjL4zwWtRR1jZGb4PvWSQWHAFoB4EUAL50n04OX8HFQHsizBO9WcmZPzpf0swIz/s62G/QFZJuijItwOc9XyupPsql+HkKfNbw985V9DAeHFGdzxZMANrDKnsAOc8YM1+BxTo+STXGmNLgavDgrTRDL5t77QvkjZAaYxYpcDvLWFaQl0iqDZujuVDSfGNMYfB5bwQ1mXub9vfmsJYpMGK61/u6R9KD3ud8Mcr7y40xD3rBNTilobGdqQS1irxNFACcxFhrXdcAAFnJGNOgwH3u1yqwVZJPga2Q5oWPGnqhdm9w03hjzNxE5o4aY8qsteEb1ec079zexUgtkL4YIQWA1Fob4yjhfAUWFAXncjamrCIASDMEUgBIA95l8UZviyQp8uIiAMhKLGoCgPSxQIER0gIuLwPIJQRSAEgfLyqw6Cld7/oEACnBJXsASDLvjk5zFFjENMcYo1jmkVpra70V/R1ZmV4b3Hhf0hW5PNLq7QpQ0m5DAM6xyh4AAABOcckeAAAAThFIAQAA4BSBFAAAAE4RSAEAAOAUgRQAAABO/X9uUFrZU5uYVAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190910_112807_ID0000040/H1L1V1-INFERENCE_GW190910_112807-1126259200-400.hdf\n",
+      "0.9488254660503225\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190814_211039_ID0000020/H1L1V1-INFERENCE_GW190814_211039-1126259200-400.hdf\n",
+      "0.9142633895256899\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170818_022509_ID0000022/H1L1V1-INFERENCE_GW170818_022509-1126259200-400.hdf\n",
+      "0.9418567081800822\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_052954_ID0000043/H1L1V1-INFERENCE_GW190413_052954-1126259200-400.hdf\n",
+      "0.939731663629019\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190916_200658_ID0000038/H1L1V1-INFERENCE_GW190916_200658-1126259200-400.hdf\n",
+      "0.9160767958046855\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190701_203306_ID0000008/H1L1V1-INFERENCE_GW190701_203306-1126259200-400.hdf\n",
+      "0.9389409902871995\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190513_205428_ID0000025/H1L1V1-INFERENCE_GW190513_205428-1126259200-400.hdf\n",
+      "0.9424841191160072\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAApkAAAHTCAYAAABshAPFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABQk0lEQVR4nO3df3xU9Z3v8fc3IfwODAGEghASEvldIQQEu9ZKoWpbb7Widrve3WurYG+9W9vdB6m97a7bbbePuL1u3W5vBWvXu1drBWvt2kVdoha8WtAk/CYRSERQUH6EgMHwI+F7/5gzYTLM78zMOTPzej4e80iY853v+cwhZN58z/l+j7HWCgAAAEilArcLAAAAQO4hZAIAACDlCJkAAABIOUImAAAAUo6QCQAAgJQjZAIAACDlCJkAkmKMWWqMWWeMaXEe65zH4pB2tSF/XmmMOW6MsUGPBmOML6Sdz3k+uO3x0P6C2q8IadsS2icAIHMM62QCSIQTIldKapVUa62tC9rmk3SrpLnW2uXGmKWS7rPWzg3TT4ukckm3WGufjrK/KkkNkmStNTFq80k6Lmm5tXZVlHZLJS2x1i6P1p/TdoWkeUFPtVpra+J4zWRJLZJGOrWHfY1zPGvlP6Z11tpW532US7pNki9WnfG+H6ffWqfvdkk+52uNtbY12mvjYYwpl1QjqURSldN3vdN/e5TXZfR4BfVVJf/PStj2fXg/gWMs+Y9x4N9Kn48xkFWstTx48OAR10PSCklW0rIY7crlDwEtkhoitFnm9FUbx35bnLa+ONquiVLTUklrnL5WxujHJ3+4rQ15fkWk9+RsXxd6fCQtjnIcljr1hHtErDGJ91Pl/J34wrwfK2lpH382AuHPF/SczzkeEfvP1PGK8nMV9jXJvJ+g7VVhjn2DpMV9OcY8eGTbg5FMAHExxiyTP6TUWGsfiKN9IAA12vAjmT75Rx1brbWTY/S1Tv4P/VgjlD5Jt4a2cWq5TdKbklY5+11lo4x4GWPWyB8wloTZ1iCpPvT1zghWVYTXrJRUYq29JUxt8+QPKIERxlb5w0/Yka8k38+6cHU52wKjyiNslBG6KH375A/jkUYEA/1PDn5PmTpeEWpaIX+IvOi49eH9rJN/ZL49zGt8kt621o6It0Yg67mdcnnw4OH9h/wfqFZRRvAivG5dtNfIP7pjJZXH6CcwWrcuRrtlsfpy2sUaJVys6KNvgVFYX5h+I72mKsJrlqqPI1xxvJ/AviONDq6JVnsc+6+Ndtx1YfRxZcjzbh2v8qC/w4uOWzLvR84oZhw/x4xm8sibBxN/AMQjMNkm6rWIYayMsf0p5+vSSA2ckasfyT9atTjGZJ5eI0t9EBg9q4uwvd75emvgCadOSWqM8JpAXcv6VlpS2nXhesJY7ZJRJanBucYxnMAx6ZkU5vLxijoiriTej6RqXbgOMxpfHG2AnEDIBBCVE+qWSpINmuQTp1jtAxN+bovSZp61tjGo7eJwjZw6jyVUXWTV0TY69UhS8GneJc62sCHXXjiFGvaUdTpZa1uttSNs5NPpgTAVK4RG41Pk49YW5jlXjlfQZR+x+JTY+2mVVB5p9QPHYsX+NwHkDEImgFgCo3UJfzg6QSHiB7oTMFolVcWx3FBg1DNSUFqsC0G0r3xSr6ATSfBIVzyjWK1xtssYZ7Z2uWLMmI7hFvlXFIg0Ohh4z61hnosmpcfLmS0eMdgGSfj9OH3WSVrhLOXlC9l34Hrm9iRKB7JSP7cLAOB5gUk5SZ2GjnFaUvIHwxXyh9nQCTuL5b+uU9baRmNMuyKMZMo/4pmqkBkYlfLFCAUlEb6PJmw7570Gh9bJSvOyN04QWinpARvHZK5InGMU6bS3dGGkOvg/HG4cr+U2xvJTUtLvR/KH05fk/xl92xhzl/zBs1b+62Fj/VsAcgohE0AsgVGb9jT1/5T8IfMWhYRM+dd+DA4FqyUtM8YsTWGgDKdR/qBQojDvOzAipt7X1/nCtQ3DF+a55fKPcgWvOVou/3WBtyRxmUJETjhbogsB7Zag0//pskz+VQSC/858yuDxcq4BfSr0+SSFez+BcDrXOWW+Qv6JPu2SPp2BYwx4DqfLAbjK+fBtV+xJPZL/Q1sKuYYzxQFCujBCFWlCUrjn4xmZaw/zXKOku0JH4Jw/r9KF95wS1to6a22N9S8bVCupNsZ1hH3inCb26eJrKzN2vAKLtaci6EV5P6EekH9E3CfppaCJTkDeIGQCiCXwYe5L4z5WO1+DZx9Xyb8OZI+gEarQU+bzUjlS5ASWGoW5/tMJLO1KbmTXF25fUU7JPyXJ56zpmHJO4Fwiaamz9mdKOaOmy+QfkU7mtL8v9Ikkj9d9fbkcICDW+zHGlDtrZa50gvxk+cOmT9KadIZ5wIsImQBiCQS9mBMwnPuZNzj3DQ++N3lLjA/YcCOUiyOcEn9a/iAR6drMlHBCSa0xZk3g9LgTfJc519b51Ps61TbFF8TbEygj0H+6Z6TXyD/5Kp5Z13Fxwvga+U/Hhzvdn5HjFXxdb1/Eej/O9sBi7METgmokzXVqW+HMbgfyAiETQCyRRg8vYq192lo71xnBCdzlp9VaOznahAvnQ7tdvU9Dj4zQPHBa/BYpdSEiQl2rJN0l/ySgZc5zDwSd1g8ePW2Po8sShSx/E+0SgaARu6hLKqVA4H3cGrVVYl6S/7R2pGtn2+PoIxXHa0mKrmmN9X4ekX8Esz10gzPKPlf+48xoJvIGIRNAVM6H5tNSrwW04xEYzWmPs/3qwD6ckcOWCO0CgSEQiFIVIsKy1rY7p5VXBZ2SD4zqBofbeil6CJJ/5K4nmDq3rjweNJEoLZwldVoi1RY08uaL47rYePa3Rv7AFW1yVtqPl/Mfg8XO+7/o4TS7Nei5sKOMcb6fpYqyhJbz7+gWpegYA9mAkAkgHoFRyHSOwgSfMl+qC9dp9uJ8WNfJ/2Ed6Y4s6XabU0vwbPjANY1hA1BQsAgOpj7FF8L7ski65B+FLlfk2nqe7+s6js5lEevCLdcTcolD2o+X8x+DudbaJeEeTtvVQc+Fqzne9yOFX6S9RyDMs1Ym8gUhE0BMzofjcsW+o0mweNdBDOwj+LT8yBgfxIFAWquQyUGp4EzgOB7l+rkV8k/oCBYIxZFObQcCSfCoa6OkskiTYoJCTF+vlayTf8Q30uSo8qB2SXOO17Eo60EGX1vq5eMV6C+R99OoGJc1OME5beueAl5DyAQQF+eDtkb+yQvxzHauUeIzsJ+Wf7Qq1u0he2aj92G9zGghuNypwxe6wQnZjaHXmDqh+AFFviPRbZJWhQSkH0m6L0odtZLq4nyP0d7PSvVeuDxUTcjXhDkBzxdjFrcv8I0HjldAtMXe434/Tm2x/gNWqz4cYyDbEDIBxM35wF0iabkzi/yiyUDOKOAaOTNtE9xFYFJP1JAQdEeWhEfegk7D+iK1cUZVn9bFdyBaIf8I26cjvK7Gabcs5HVL5Q954YLpm8aYlRFuQyjFOIZxvp/ANbXh9lMr/3tKelF253T7GknznNn4oY91xpgWhVxn68bxCmofeL0vzLaE349zjJ9y/l2Uh/Tnc+prSfNNBABPMdZat2sAkIWcILBcve/j3O58/VHgdLcxpiqR8GKMWRd0vVy0disU5q4rEdoulj+whF6XGKi3LXSfTlCoCWpfIumpeNZbdGqbLH8IGSldCFQR2gf2VaILoWdNpNO0ybyfMPuRLizDFPF2jMaYqB8S1lpj/GtsxnN97C3h/r7SfbzC7Ou2kHrb5T8Ot1hrW/vyfpzaaoPqapf/Ws203iIU8CJCJgAAAFKO0+UAAABIOUImAAAAUo6QCQAAgJQjZAIAACDl+rldQK4bNWqUnTRpkttlAAAApFxDQ8NRa+3ocNsImWk2adIk1df39Y5wAAAA3mOMeSfSNk6XAwAAIOUImQAAAEg5QiYAAABSjpAJAACAlCNkAgAAIOUImQAAAEg5QiYAAABSjpAJAACAlCNkAgAAIOUImQAAAEg5QiYAAABSjpAJAACAlCNkAgAAIOUImQAAAEg5QiYA5Liuri790z/9k6666irdeuut2rZtm9slAcgDhEwAyGHWWt1+++361re+pdOnT+vll1/WwoUL9cYbb7hdGoAcR8gEgBz20EMP6amnntKPfvQjvfnmm9qxY4dGjx6tL33pSzp58qTb5QHIYYRMAMhRBw8e1H333acbbrhBNTU1kqSxY8fqiSee0Ntvv61//Md/dLlCALmMkAkAOerv//7v1dXVpZ/85CcyxvQ8/4lPfEJLly7VQw89pLa2NhcrBJDLCJkAkIMOHz6sX/7yl7rzzjtVXl5+0fbvfe97+vDDD/WLX/zCheoA5ANCJgDkoEcffVRnz57VN77xjbDbP/7xj+vKK6/Uv/7rv8pam+HqAOQDQiYA5Jjz589r5cqVWrRokaZOnRqx3R133KHm5mZt2rQpg9UByBeETADIMa+//rreeecd3XHHHVHb3Xrrrerfv79Wr16docoA5BNCJgDkmF//+tcaOHCgvvCFL0RtN2zYMH3605/Wv//7v3PKHEDKETIBIId0d3drzZo1+vznP6/i4uKY7b/whS+opaVFTU1NGagOQD4hZAJADqmvr9fhw4d14403xtX+hhtukCQ999xzaawKQD4iZAJADnn++edljNF1110XV/tx48Zp5syZevnll9NcGYB8Q8gEgByydu1aLViwQCNHjoz7NYsWLdKrr76qs2fPprEyAPmGkAkAOeLw4cOqr6/X9ddfn9DrFi1apM7OTpYyApBShEwAyBEvvviirLX67Gc/m9Drrr76ahlj9Morr6SpMgD5iJAJADli3bp1Gj16tObMmZPQ63w+n6ZPn66NGzemqTIA+YiQCQA5YsOGDfrkJz+pgoLEf7UvWLBAmzZtYr1MAClDyASAHPDOO+/onXfe0dVXX53U66+44gq1tbVp7969Ka4MQL4iZAJADli/fr0kJR0yFyxYIEmcMgeQMoRMAMgBGzZsUElJiWbOnJnU66dPn66hQ4cSMgGkDCETAHLA+vXrddVVVyV1PaYkFRYWat68eSxjBCBlCJkAkOUOHTqkvXv36pOf/GSf+lmwYIG2bt2qzs7OFFUGIJ8RMgEgywVGHxcuXNinfqqqqtTV1aWdO3emoiwAeY6QCQBZ7o033lC/fv00e/bsPvVz+eWXS5K2bt2agqoA5DtCJgBkuU2bNunyyy/XoEGD+tTP5MmTNWTIEEImgJQgZAJAFjt//rzefPNNXXHFFX3uq6CgQLNmzSJkAkgJQiYAZLHm5mZ9+OGHmj9/fkr6u/zyy7V161bu/AOgzwiZAJDF3njjDUlKyUim5A+ZJ06c0P79+1PSH4D8RcgEgCy2adMmDR8+XJdddllK+mPyD4BUIWQCQBbbtGmT5s2bl/Qi7KFmzZolY4y2bNmSkv4A5C9CJgBkqc7OTm3bti1l12NKUnFxscrLy7Vjx46U9QkgPxEyASBLbd26Vd3d3SkNmZI0bdo0NTU1pbRPAPmHkAkAWSpwSnvOnDkp7Xf69Ol666231NXVldJ+AeQXQiYAZKnNmzdrxIgRmjBhQkr7nTZtms6dO6fW1taU9gsgvxAyASBLbdmyRbNnz5YxJqX9Tps2TZK0a9eulPYLIL8QMgEgC3V1dWnbtm19vl95OIGQyXWZAPqCkAkAWWjPnj06ffp0yq/HlKRhw4Zp/PjxhEwAfdLP7QICjDHLJPkktTtfW621T6ezn77s0xizzlq7JNH6ACAVApN+0jGSKfkn/3C6HEBfeCJkGmNqJR2z1j4Q/Jwxpjz4uVT205d9GmOWSlocb10AkGqbN29W//79NXXq1LT0P23aND366KM6f/58yhZ6B5BfXA+ZxphyScustSOCn7fW1hhjjhtjVllr21PZT1/2aYzxSbot/ncIAKm3ZcsWzZw5U0VFRWnpf/r06Tp16pQOHDig0tLStOwDQG7zwn9Pl0uqi7CtVdKyNPTTl30uk/RUnDUBQMpZa3tmlqdL4F7oe/bsSds+AOQ2L4TMxfIHu3BaJcV73WMi/SS1T2NMlfzhtD3OmgAg5Q4dOqQjR46kNWRWVlZKImQCSJ4XQmaVpGMRtrVKqk5DP8nuc7G1tjHOegAgLdJ1p59g48aN06BBgwiZAJLmhZAZi8+Ffi5q68xEX5WiWgAgaZs3b5YkffzjH0/bPgoKClRRUUHIBJA0V0OmM4lG6uPp50T6SWafzkShtngmIDntlxlj6o0x9UeOHIl3NwAQly1btmjy5MkaNmxYWvdTWVlJyASQtGwYyfSCpYms2WmtXWWtrbbWVo8ePTqddQHIQ9u2bUvrKGZAZWWlWltb1dXVlfZ9Acg9robMoJFBX6b6SXSfzpqYCS8KDwDpcPr0ae3du1czZ85M+74qKyt17tw57d+/P+37ApB7vD6S6VNqZnIn0k9PW+fUeom1NtJMdADIqObmZp0/fz5jIVOS9u7dm/Z9Acg9ri/GLv+SQJMjbCuRVJ+GfuJtu0zSPGPM3JA25ZJkjFnp/HmNtTbSupsAkDI7duyQpIyGzD179ugzn/lM2vcHILd4IWQ2yr+kUDjlklZG2NaXfuJqG+n2koHbSlprl8dZGwCkxM6dO1VUVNQTANNp7NixGjJkCJN/ACTFC6fLVyrMupTOqeoqSavDbCvvYz8J7xMAvGDHjh2aMmVK2m4nGcwYwzJGAJLmesh0rndcZYypDdlUK6kmdNkgY0yDpBbn7jtJ9ZPoPsMocWrxxWgHACm1Y8eOjJwqD2AZIwDJ8sLpcllra5y1JVfIP+lmsqR1EZYNqlOEiTyJ9JPgPiX1nCa/Tf7bUkrSS8aYVkl3xbuGJgAkq6OjQ/v27dOdd96ZsX1WVlbq2WefVVdXl/r188RHBoAs4ZnfGNbauO6mY62tkVTT134Sbeu0f1osZwTAJbt27ZIkzZgxI2P7rKysVFdXl/bt26eKioqM7RdA9nP9dDkAID6ZnFkeEAiWLS0tGdsngNxAyASALLFjxw4NGjRIZWVlGdtnYF9vv/12xvYJIDcQMgEgS+zcuVPTpk1TYWFhxvY5btw49e/fn5AJIGGETADIEpmeWS5JBQUFmjRpEiETQMIImQCQBY4fP66DBw9mPGRK/lPmra3cXRdAYgiZAJAFdu7cKSmzM8sDysrKGMkEkDBCJgBkATdmlgeUlZWpra1NJ0+ezPi+AWQvQiYAZIEdO3aouLhYEyZMyPi+y8v9d/JlNBNAIgiZAJAFdu7cqZkzZ8oYk/F9B5Yx4rpMAIkgZAJAFti5c6emT5/uyr5ZKxNAMgiZAOBxx44d05EjRzRt2jRX9j9ixAgNGzaMkAkgIYRMAPC4pqYmSXItZBpjmGEOIGGETADwuObmZknuhUzJP/mHazIBJIKQCQAe19TUpIEDB2rixImu1VBWVqZ9+/bJWutaDQCyCyETADyuublZU6ZMyeg9y0OVlZWps7NTH3zwgWs1AMguhEwA8LimpiZXT5VLzDAHkDhCJgB4WGdnp/bt26epU6e6WgcLsgNIFCETADxs9+7dsta6PpI5adIkSSzIDiB+hEwA8LDA8kVuj2QOGjRIY8eOZSQTQNwImQDgYc3NzSooKNBll13mdimslQkgIYRMAPCwpqYmlZWVaeDAgW6X0rOMEQDEg5AJAB7W1NTk+qnygIkTJ+rAgQPq7u52uxQAWYCQCQAe1d3drd27d7s+6SegtLRUXV1dOnTokNulAMgChEwA8Kh9+/bpzJkznhnJLC0tlSTt37/f5UoAZANCJgB4lBfuWR4sEDLfeecdlysBkA0ImQDgUV5ZviggcO90QiaAeBAyAcCjmpqadMkll6ikpMTtUiRJQ4cOVUlJCSETQFwImQDgUc3NzZ45VR5QWlpKyAQQF0ImAHiQtVZNTU2eDJlM/AEQD0ImAHjQ4cOHdfz4cc9cjxkQGMm01rpdCgCPI2QCgAd5bWZ5wMSJE9XR0aHjx4+7XQoAjyNkAoAHeW1meQDLGAGIFyETADyoublZQ4YM0YQJE9wupRcWZAcQL0ImAHhQ4J7lxhi3S+mFkUwA8SJkAoAHBUKm14waNUqDBg0iZAKIiZAJAB7T0dGhAwcOeG7SjyQZYzRx4kRCJoCYCJkA4DFvvfWWJO/NLA9grUwA8SBkAoDHBJYv8uLpcom7/gCIDyETADymqalJhYWFqqiocLuUsEpLS3X48GF1dna6XQoADyNkAoDHNDU1afLkyerfv7/bpYQ1ceJESSxjBCA6QiYAeExzc7Nnr8eUWMYIQHwImQDgIV1dXdqzZ09WhExGMgFEQ8gEAA9pbW3VuXPnPDvpR5LGjx+vgoICRjIBREXIBAAPCdyz3Msjmf369dP48eMJmQCiImQCgIcEQuaUKVNcriQ6ljECEAshEwA8pLm5WePGjdPw4cPdLiUqFmQHEAshEwA8pKmpydOnygNKS0v17rvvqru72+1SAHgUIRMAPMJaq+bmZk9P+gkoLS1VV1eXDh486HYpADyKkAkAHnHo0CGdPHkyK0YyAwuyc10mgEgImQDgEdkwszyAtTIBxELIBACPaG5ulqSsOV0uMZIJIDJCJgB4RFNTk4YNG6aPfexjbpcS0+DBgzVq1ChCJoCICJkA4BGBST/GGLdLicvEiRM5XQ4gIkImAHhEtixfFMCC7ACiIWQCgAecPHlSBw8ezIrrMQMCI5nWWrdLAeBBhEwA8IDApJ9sG8ns6OjQ8ePH3S4FgAcRMgHAA7JpZnlAYK1MrssEEA4hEwA8oKmpSUVFRSovL3e7lLixjBGAaAiZAOABzc3NqqioUFFRkdulxI2RTADREDIBwAOybWa5JI0ePVoDBw5kJBNAWP3cLiDAGLNMkk9Su/O11Vr7dDr7ibetMcYnaZmkyU7bckmtkn5krW1PtEYACHbu3Dm1tLTo5ptvdruUhBhjNHHiREImgLA8ETKNMbWSjllrHwh+zhhTHvxcKvuJt60TMO+z1taEvH6NpAZjzFyCJoC+2Lt3r7q6urJq0k9AaWkpp8sBhOV6yDTGlEtaZq0dEfy8tbbGGHPcGLMqnhCXSD8J7nOZpMXGGF9IHT+S1CDpVkmrEnjLANBLNi5fFFBaWqrnnnvO7TIAeJAXrslcLqkuwrZW+UNeqvtJpG2r/KfHASAtmpqaJElTpkxxuZLETZw4UR988IFOnz7tdikAPMYLIXOx/EEunFZJS9LQT9xtrbVPW2tHhBlNrXa+RgqrABCX5uZmXXrppSouLna7lIQFljE6cOCAy5UA8BovhMwqSccibGvVhTCXyn5Ssc8aSaustZHCKgDEpampKSuvx5RYxghAZF4ImbH4XOgnYltjTLkz6edpa+3yCG2WGWPqjTH1R44cSaxKAHnFWqvm5uasvB5TYkF2AJG5OvHHmbkt+ZcFykg/ye4zaBmjkZLeVOTT7bLWrpIzGai6utomsh8A+eW9995TR0dH1o5kjh8/XsYYRjIBXMT12eXZwrkmM3hpo5XGmOXW2nivGQWAi2TzzHJJ6t+/v8aNG8dIJoCLuHq6PGgyjS9T/aRqn/Jfk7nYWW8TAJISmFmerSOZkv+6TEYyAYTy+jWZPvXxVHoS/cTV1gmrjYp/iSUAuEhzc7OGDx+usWPHul1K0kpLSxnJBHARL4TMOvlv1xhOiaT6NPQTd1tjTEuU0co2Sb6g6zwBICGBmeXGGLdLSdrEiRN14MABnT9/3u1SAHiIF0JmoyIvdl4uaU0a+omrrRMeoy3EXi6pndtKAkhWc3NzVp8ql/wjmWfPntUHH3zgdikAPMQLIXOlwqxL6QS8Kkmrw2wLF/wS6Seutk54XBV63/KgtuXh6gOAeJw4cUKHDh3K2kk/ASxjBCAc10Oms5j5qjCnpGsl1YSOEhpjGiS1GGOqku0nwX3WGmNWhin9EUmNkdbKBIBYAjPLs30kkwXZAYTjiSWMrLU1zgLmK+SfdDNZ0jpr7dNhmtcpwuScRPqJt621ttUYUxMSSMslvWmtvSXhNwsAjsDMckYyAeQiT4RMqWcB83ja1ci/fFCf+klwn+3R9gkAyWhublZRUZHKy6Nd+u19w4YN0/DhwxnJBNCL66fLASBfNTU1qbKyUv36eeb/+0ljGSMAoQiZAOCSXJhZHsCC7ABCETIBwAVnz55VS0tL1l+PGcBIJoBQhEwAcMHevXvV3d2dUyOZ7e3tOnnypNulAPAIQiYAuCCwfFEujWRKLGME4AJCJgC4ILB80ZQpU1yuJDVYxghAKEImALigublZl156qYYOHep2KSnBguwAQhEyAcAFTU1NOXOqXJLGjh2roqIiRjIB9CBkAkCGWWtzavkiSSooKNCECRMYyQTQg5AJABn27rvv6tSpUzk1kimxjBGA3giZAJBhgUk/uTSSKbEgO4DeCJkAkGGBkDl9+nSXK0mt0tJSHTx4UOfOnXO7FAAeQMgEgAzbtWuXSkpKdMkll7hdSkpNnDhR58+f13vvved2KQA8gJAJABm2c+dOTZ8+XcYYt0tJKdbKBBCMkAkAGWSt1a5duzRjxgy3S0m5wFqZhEwAEiETADLqgw8+0PHjx3PuekyJBdkB9EbIBIAM2rVrl6Tcm/QjSQMHDtSYMWMYyQQgiZAJABm1c+dOScrJ0+USyxgBuCCukGmMGWaMmWSMWZTuggAgl+3atUs+n09jx451u5S0YEF2AAFRQ6YxZo8x5pikWknlkt7OSFUAkKN27dqVkzPLAwIjmdZat0sB4LJYI5mTJd1qrf2atfZlay0hEwD6IFdnlgeUlpaqs7NTR48edbsUAC6LFTIbrbUvZaQSAMhxhw8f1tGjR3Ny0k9AYK3Mffv2uVsIANfFCpmtwX8wxgw3xtxljFntnEp/0xjz18aY2ekrEQByQy7PLA8oKyuTJL39Nie+gHzXL8b2XiHTWntC0iOSHjHG1EtaZq3dnK7iACCXBEJmLp8uJ2QCCIg1khntyu36SAGTWegAcLFdu3Zp2LBhGjdunNulpE1xcbFGjhxJyAQQM2T6omw7HmXbLYmXAgC5LVfvWR6qrKyMkAkg5unyamPMNZLC/UYsj7DNJ2lxCmoDgJyya9cuff7zn3e7jLQrKyvT5s1cSQXku1ghc66kOoUPmVLkEUsWSAOAIEePHtXhw4dz+nrMgPLycj377LPq7u5WYWGh2+UAcEmskNmoxE99G0mrkysHAHJTU1OTpNyeWR5QVlamc+fO6eDBg5owYYLb5QBwSayQWZfMAuzGmLok6wGAnBS4Z3m+hEzJP8OckAnkr6gTf6y1306m02RfBwC5ateuXRo6dGhehC6WMQIgxR7JDMsYM0n+e5lL/qWMTqasIgDIQbl+z/JgEydOlDGGkAnkuVhLGPUwxsw2xrxojOmW1CJpnfM47tz955p0FQkA2S6wfFE+GDBggMaPH0/IBPJcXCOZxpjVkpbKP9P82/LfCahd/uWKSiR9RtJvjDFvSLqVkU0AuKCtrU3vv/9+XswsDygrK1Nra2vshgByVsyQaYz5T/kD5QjntpLhPGKM8UmqlfSSpHmpKhAAsl0+zSwPKCsr00svveR2GQBcFPV0uTHmZknt1tpbowRMSZK1tt1au1xSgzHmzlQWCQDZLHDP8nwKmeXl5Tp48KDOnDnjdikAXBLrmsxlkhIKjNbau8VtJQGgx/bt2zVkyBBNnDjR7VIypqysTNZavfPOO26XAsAlsULmiSSvr4w66gkA+WTHjh2aOXOmCgrinmuZ9VjGCECs33htSfab7OsAIKdYa7V9+3bNmjXL7VIyipAJIFbITPYe5O1Jvg4AcsoHH3ygo0eP5l3IHDdunPr370/IBPJYus7dDE9TvwCQVbZv3y5JeRcyCwoKVFpayjJGQB6LtYRRtbPI+vEE+iyRVJ18SQCQOwIhc+bMmS5XknllZWWMZAJ5LFbInCv/Auzx3gfNOm2TPc0OADll+/btGjNmjEaPHu12KRlXVlam+vp6t8sA4JJYIbNRiS9HZCStTq4cAMgt+TjpJ6CsrExtbW06efKkhg0b5nY5ADIsVsiss9YmfK7DGFOXZD0AkDO6u7u1c+dOfe1rX3O7FFeUl5dL8s8wv/zyy12uBkCmRZ34Y639djKdJvs6AMglLS0tOn36dN6OZAZCZktLi8uVAHBD/qwMDAAZtmPHDkn5N7M8oKKiQpK0d+9elysB4IZYp8slScaY2ZIWSxop6dfW2q3pLAoAcsH27dtljMmre5YHGz58uEaPHk3IBPJUzJFMY8xfyz8B6AFJNZIajTF/le7CACDbbd++XRUVFRo8eLDbpbimoqJCe/bscbsMAC6IGjKNMXMk3S3/DPMRzuNaSV8zxnAVNwBEsX379rxcHzNYRUUFI5lAnoo1kvltSUustb+x1p5wHnXyL7b+nfSXBwDZqbOzU3v37s3b6zEDKisr9e6776qzs9PtUgBkWKyQacItYWStbZfEbRwAIIJdu3bp/PnzeR8yA5N/mGEO5J9YIbMtyrajqSwEAHJJvt6zPFRlZaUkZpgD+ShWyOT2kACQhO3bt2vgwIE9I3n5avLkyZLE5B8gD6VlnUxjzM/T0S8AZIvt27dr+vTpKiwsdLsUV40YMUIjR45kJBPIQ7HWyaw2xlwj6XiYbZONMYsiva5vZQFAdtuxY4c+85nPuF2GJ1RWVhIygTwUK2TOlVQnyUTYvjzC85xmB5C3jh49qkOHDuX98kUBFRUVWr9+vdtlAMiwWCGzUf41MhNhJK1OrhwAyH5bt/pvijZ79mx3C/GIyspKPf744+rs7NSgQYPcLgdAhsQKmXXhljCKxRhTl2Q9AJD1tmzZIkm6/HLuWSFdWMaotbVVM2bMcLkaAJkSNWRaa7+dTKfJvM4Ys0yST1K787XVWvt0OvtJsO0K+e/dXuU8tTKZ+gDkvi1btmj8+PEaPXq026V4QiBk7t27l5AJ5JFYI5kZYYyplXTMWvtA8HPGmPLg51LZTxJtf+QsQi9jTJWkl4wxt1lrE72cAECO27x5M6fKg7BWJpCfXA+ZxphyScustSOCn7fW1hhjjhtjVgXCXar6SbDtMvlHLduD2jUaY26RtM4Ys5QRTQABnZ2dam5u1k033eR2KZ4xYsQIlZSUsFYmkGfSsk5mgpbLP4M9nFZJy9LQTyJtJ1trW0MbOfdwb1fkGfYA8tDOnTvV3d3NSGYIljEC8o8XQuZi+YNdOK2SlqShn0TarjDGrInQtl6sCQogSGDSDyGzt4qKCu3evdvtMgBkkBdCZpWkYxG2tSr+EJdIP4m0jTZTvkTR7+8OIM9s2bJFxcXFKisrc7sUT5k6daoOHDigU6dOuV0KgAzxQsiMxedCPz1trbVLokzuqVL0EAogz2zZskWXX365Cgqy4ddr5kydOlWSGM0E8oirvwWNMT7n2/ZM9ZPCfQau26wNt80YU2+MqT9y5EhfdgMgi5w/f15bt27VnDlz3C7Fc6ZNmyZJampqcrkSAJnCf7WT4ATVWkm3RJgUtMpaW22trWadPCB/tLS0qKOjg+sxw6ioqFBBQYGam5vdLgVAhrgaMoOWBfJlqp8U7XONpBqWLgIQjEk/kQ0YMEDl5eWETCCPeH0k06c+ntZOop+obZ2F2ddYa1f1tSgAuWXLli3q16+fpk+f7nYpnjR16lRCJpBHvBAy6yRNjrCtRP5lglLdT1L7dG4t2ULABBDOli1bNG3aNA0cONDtUjxp6tSp2r17t7q7u90uBUAGeCFkNkoqj7CtXP5T06nuJ+F9GmOWSmoPDZjGmMVx1gcgx23ZsoVT5VFMmzZNZ86c0TvvvON2KQAywAshc6XCrIXpTK6pkrQ6zLZwATGRfhLaZyBIRhjBjHexeAA57PDhwzp48CAzy6MILGPEKXMgP7geMp3Z2aucax2D1co/uaY9+EljTIOkFmNMVbL9JNLW2c9y5/ulQY9lzulzXyLvF0Bu2rx5syQm/UQzZcoUSYRMIF/0c7sASbLW1gSFtnb5r5dcF2H2dp0iTM5JpJ8E2r7k7G9phPJrYr0/ALmvvt5/KXdVVVWMlvlr5MiRGj16NCETyBOeCJlSxFPR4drVKEqwS2RSTjxtrbUj4u0PQP6qr6/XZZddpuHDh7tdiqdNnTqVBdmBPOH66XIAyAX19fWqrr7oUm+EmDZtmpqammStdbsUAGlGyASAPnr//ff17rvvEjLjMGPGDB07dkyHDx92uxQAaUbIBIA+amhokCRCZhxmzpwpSdq+fbvLlQBIN0ImAPRRfX29jDEsXxSHWbNmSZJ27NjhciUA0o2QCQB91NDQoKlTp2ro0KFul+J5o0eP1iWXXMJIJpAHCJkA0EdM+knMzJkzGckE8gAhEwD64ODBgzp06BAhMwGzZs3Szp07df78ebdLAZBGhEwA6IPAIuyEzPjNnDlTp06d0r59+9wuBUAaETIBoA/q6+tVUFDA7SQTEJhhzilzILcRMgGgD+rr6zVjxgwNHjzY7VKyxowZMySxjBGQ6wiZAJAka602bdrEqfIEFRcXa9KkSYxkAjmOkAkASdq7d6/a2tq0cOFCt0vJOjNnzmQkE8hxhEwASNLGjRsliZCZhFmzZumtt97SmTNn3C4FQJoQMgEgSX/84x9VXFysadOmuV1K1pk9e7a6urq0c+dOt0sBkCaETABI0saNGzV//nwVFha6XUrWqaqqkiRt3rzZ5UoApAshEwCScOrUKW3btk0LFixwu5SsVF5eruLiYjU2NrpdCoA0IWQCQBIaGhrU3d3N9ZhJKigo0Jw5cxjJBHIYIRMAkvDHP/5RknTFFVe4XEn2mjNnjrZu3aru7m63SwGQBoRMAEjCxo0bVVFRoVGjRrldStaqqqrSRx99pN27d7tdCoA0IGQCQIKstdq4cSOnyvtozpw5ksR1mUCOImQCQIL279+v999/n0k/fTRt2jQNHDiQ6zKBHEXIBIAEBa7HJGT2Tb9+/TRr1ixGMoEcRcgEgAS9+uqrGjp0qD7+8Y+7XUrWq6qq0ubNm2WtdbsUAClGyASABL366qu68sor1a9fP7dLyXpVVVVqb29XS0uL26UASDFCJgAkoK2tTdu3b9cnP/lJt0vJCYFLDjZt2uRyJQBSjZAJAAn4f//v/0kSITNFZsyYoSFDhhAygRxEyASABGzYsEEDBgzQvHnz3C4lJxQWFmrevHnauHGj26UASDFCJgAk4NVXX9X8+fM1cOBAt0vJGQsWLNDmzZvV2dnpdikAUoiQCQBx6ujoUENDA6fKU+yKK65QV1cX62UCOYaQCQBx+uMf/6ju7m5CZooF7v/OdZlAbiFkAkCcNmzYoMLCQm4nmWIf+9jHVFpaynWZQI4hZAJAnDZs2KCqqioVFxe7XUrOWbBgASETyDGETACIw+nTp7Vp0yZdddVVbpeSk6644grt379fBw8edLsUAClCyASAOLz22ms6c+aMPv3pT7tdSk76xCc+Ick/ex9AbiBkAkAc6urq1K9fPyb9pElVVZWGDh2q9evXu10KgBQhZAJAHOrq6rRw4UINHTrU7VJyUr9+/fSJT3yCkAnkEEImAMTQ1tamhoYGLV682O1SctrVV1+tXbt26ciRI26XAiAFCJkAEMMrr7wiay0hM82uvvpqSf5Z/ACyHyETAGKoq6vT0KFDuV95mlVXV2vQoEGcMgdyBCETAGKoq6vTpz71KRUVFbldSk7r37+/rrzySkImkCMImQAQxdtvv629e/dyqjxDrr76am3fvl1tbW1ulwKgjwiZABDF2rVrJUmf/exnXa4kP1xzzTWy1uqVV15xuxQAfUTIBIAo/uM//kMVFRWqrKx0u5S8cMUVV6i4uFgvvvii26UA6CNCJgBE8NFHH+mVV17R5z73ObdLyRtFRUVavHixXnzxRVlr3S4HQB8QMgEggj/84Q86ffo0p8oz7Nprr9X+/fvV3NzsdikA+oCQCQAR/Md//IcGDx7cs34jMuPaa6+VJE6ZA1mOkAkAYVhrtXbtWi1evFgDBgxwu5y8MmnSJE2ZMkUvvPCC26UA6ANCJgCEsXPnTu3bt49T5S657rrrtH79enV2drpdCoAkETIBIIxnnnlGxhh94QtfcLuUvHTttdfq9OnTLMwOZDFCJgCE8cwzz+gTn/iExo4d63Ypeemaa67RkCFD9Oyzz7pdCoAkETIBIERLS4u2bt2qL37xi26XkrcGDhyo66+/Xr/73e90/vx5t8sBkARCJgCEeOaZZyRJN910k8uV5LebbrpJ77//vjZu3Oh2KQCSQMgEgBC/+c1vVFVVpUmTJrldSl773Oc+p6KiIv32t791uxQASSBkAkCQd999V5s2bdLNN9/sdil5b/jw4Vq0aJF++9vfcvcfIAsRMgEgyK9//WtJ0tKlS12uBJL0xS9+US0tLdqxY4fbpQBIECETAII88cQTmjdvni677DK3S4GkL3zhCyooKNBTTz3ldikAEkTIBADHrl27tGXLFt1+++1ulwLHmDFjtHjxYj3xxBOcMgeyDCETABxPPPGECgsLddttt7ldCoLcfvvt2rdvn15//XW3SwGQAEImAEg6f/68nnjiCS1ZskRjxoxxuxwEufHGGzVo0CA9/vjjbpcCIAH93C4gwBizTJJPUrvztdVa+3Q6+0l0n8YYn6RaSeuSqQ2Ad7322mt655139IMf/MDtUhCiuLhYN954o1avXq2HHnpI/fv3d7skAHHwxEimMaZWks9a+4C1dpW19gFJ84wxK9LVT4JtVxpj1kha5jwA5JhHHnlEw4YNYwF2j7r99tvV1tam559/3u1SAMTJuH0htTGmXFKDtXZEmG3HJZVZa9tT2U9f9mmMsZJuiXcks7q62tbX18fTFIBL2traNG7cOH31q1/Vz372M7fLQRjnzp3TxIkTVV1dreeee87tcgA4jDEN1trqcNu8MJK5XFJdhG2tin/kMJF+UrVPADng8ccf15kzZ7RsGf/0vaqoqEhf/epXtXbtWu3fv9/tcgDEwQshc7H8wS6cVklL0tBPqvYJIMtZa7Vy5UrNnz9fl19+udvlIIq77rpL1lr94he/cLsUAHHwQsisknQswrZWSWGHYPvYT6r2CSDLvfbaa9q1axejmFmgtLRU119/vX7xi1/o3LlzbpcDIAYvhMxYfC70k6p9AvC4hx56SD6fj7Uxs8Tdd9+tQ4cOcV0mkAVcDZnOkkCSfwmhjPSTqn3G2McyY0y9Mab+yJEj6doNgD56++239cwzz+juu+/W0KFD3S4HcfjsZz+r0tJS/eQnP3G7FAAxZMNIZtZxlkSqttZWjx492u1yAETwz//8zyooKNA999zjdimIU2Fhoe699169+uqr2rRpk9vlAIjC1ZAZtEyQL1P9pGqfALLbiRMn9Itf/EJf+tKXNH78eLfLQQK++tWvavjw4frxj3/sdikAovD6SKZPqTmtnUg/qdonAA97+OGH1dHRoW9+85tul4IEFRcX6+6779YzzzyjlpYWt8sBEIEXQmadpMkRtpVIincl80T6SdU+AWShjo4O/fjHP9Z1112nqqoqt8tBEv7yL/9ShYWFjGYCHuaFkNkoqTzCtnJJa9LQT6r2CSAL/e///b919OhR/e3f/q3bpSBJ48aN01e+8hU9+uijLM4OeJQXQuZKhVmX0pkFXiVpdZht4QJiIv0kvE8AueHUqVP6x3/8R1177bVasGCB2+WgD77zne9Ikv7hH/7B5UoAhON6yLTWtkpaZYypDdlUK6km9B7ixpgGSS3GmF7nuBLpJ9F9hlESYzsAj/rpT3/KKGaOmDhxou666y49+uij2rdvn9vlAAhhrLVu1yDJv7akLky6mSzpTWvt02Ha1UpaKmmJExaT6ifBfa6QNE/+Uc5yp329/HcHihpKq6urbX09l3gCXnDkyBFVVFTok5/8JIt554h3331XFRUV+vKXv6xf/vKXbpcD5B1jTIO1NuydEj0TMnMVIRPwjnvuuUcPP/ywduzYoalTp7pdDlLkr//6r/Xggw+qsbFRs2fPdrscIK9EC5muny4HgEx466239PDDD2v58uUEzBzz3e9+VyUlJfqrv/orMXACeAchE0DOs9bq3nvv1eDBg7kWMwf5fD7df//9evnll/X73//e7XIAOAiZAHLemjVr9MILL+gHP/iBLrnkErfLQRoERqi/+c1vqrOz0+1yAIiQCSDHnThxQvfee6/mzp2rr3/9626XgzQpKirSz372M7W0tOgHP/iB2+UAECETQI6777779MEHH+jhhx9WYWGh2+UgjRYtWqS/+Iu/0AMPPKCdO3e6XQ6Q9wiZAHLWf/7nf+rnP/+5vvGNb6i6OuzkR+SYH//4xxo+fLiWLVum8+fPu10OkNcImQByUltbm+644w5Nnz6dO8LkkVGjRul//a//pddff13/8i//4nY5QF4jZALISV//+td1+PBhPf744xo4cKDb5SCD/vzP/1yf+9zntGLFCk6bAy4iZALIOY899ph+/etf6/7779ecOXPcLgcZZozRo48+qmHDhunLX/6yzpw543ZJQF4iZALIKVu2bNHXvvY1LVq0SDU1NW6XA5eMGTNGv/zlL7Vt2zZ95zvfcbscIC8RMgHkjPb2dt18880qKSnRk08+qX79+rldElz0+c9/Xv/9v/93Pfjgg/rtb3/rdjlA3iFkAsgJ3d3d+q//9b9q//79WrNmDYuuQ5L04IMPav78+frzP/9zNTU1uV0OkFcImQBywooVK/T73/9eP/nJT3TllVe6XQ48YsCAAfrNb36jwYMH66abbtLJkyfdLgnIG4RMAFnv4Ycf1oMPPqj/8T/+B3f1wUUuvfRSrV69Wnv37tVtt92mc+fOuV0SkBcImQCy2tq1a3XPPffos5/9rB588EG3y4FHXX311Xr44Yf1wgsv6O6775a11u2SgJzHVfEAstb69et188036/LLL9evf/1rJvogqjvvvFMHDhzQ97//fU2YMEH333+/2yUBOY3fyACyUn19vW644QZNmjRJL7zwgoqLi90uCVng/vvv1/79+/V3f/d3Gj58uL75zW+6XRKQswiZALLOjh07dO2112rkyJGqq6vT6NGj3S4JWcIYo1WrVqmjo0Pf+ta3VFBQoG984xtulwXkJEImgKyyefNmLVmyRAMGDFBdXZ3Gjx/vdknIMkVFRfrVr36l8+fP695775UkgiaQBkz8AZA1Nm7cqGuuuUZDhgzRhg0bNHnyZLdLQpYqKirSk08+qS9+8Yu699579T//5/9kMhCQYoRMAFnhD3/4g5YsWaJRo0Zpw4YNqqiocLskZLn+/fvrqaee0rJly/QP//AP+spXvsLyRkAKETIBeN6vfvUrXXvttZowYYI2bNig0tJSt0tCjujXr58efvhh3X///Xrsscd0ww036Pjx426XBeQEQiYAz7LW6oc//KH+7M/+TAsXLtRrr72mcePGuV0WcowxRn/7t3+rRx55RC+//LKqq6u1bds2t8sCsh4hE4AnnT59Wl/5ylf03e9+V7fffrtefPFFjRgxwu2ykMPuvPNOrV+/Xp2dnVq4cKGefPJJt0sCshohE4Dn7Nu3T3/yJ3+ixx57TH/zN3+jf/u3f9OAAQPcLgt5YOHChWpsbFRVVZW+/OUv67/9t//G/c6BJBEyAXjKiy++qLlz52rv3r3693//d/3d3/2djDFul4U8MnbsWL388sv63ve+p//7f/+vZs+erddee83tsoCsQ8gE4AmnT5/Wt771LV133XUaP358zx19ADcUFRXp+9//vl599VVJ0lVXXaW//Mu/1IcffuhyZUD2IGQCcN22bds0b948/dM//ZPuuecebdy4kSWK4AlXXnmltm7dqq9//ev6l3/5F02bNk3PPvus22UBWYGQCcA1p0+f1ve+9z1VV1fryJEjWrt2rX76059q8ODBbpcG9CguLtZPf/pTvf766yopKdFNN92kG264Qbt373a7NMDTCJkAXPHSSy9p1qxZ+sEPfqAvfelL2r59u66//nq3ywIiWrBggRoaGlRbW6v169drxowZ+uY3v8m6mkAEhEwAGbVv3z796Z/+qRYvXixJWrdunf7t3/5No0ePdrkyILaioiKtWLFCe/bs0R133KF//ud/VkVFhR566CGdPn3a7fIATyFkAsiI9vZ2rVixQlOmTNHvfvc7fe9739O2bdt6wiaQTcaMGaNVq1Zp8+bNmjNnju69915VVlZq5cqVOnv2rNvlAZ5AyASQVh9++KFqa2tVUVGhH//4x/rTP/1T7d69W9///vc1aNAgt8sD+uTjH/+46urq9NJLL2nChAm6++67NWXKFD322GPq6upyuzzAVYRMAGlx8uRJ/fCHP9SkSZP07W9/W/PmzVNDQ4Mee+wxXXrppW6XB6TUokWL9Nprr2nt2rUqKSnRHXfcocsuu0w/+9nP9NFHH7ldHuAKQiaAlHrvvff0ne98R5MmTdJ3v/tdLVy4UJs2bdLzzz+vOXPmuF0ekDbGGF1//fWqr6/X7373O40dO1b33HOPSktL9fd///dqa2tzu0QgowiZAFJi06ZN+vKXv6xJkyaptrZW11xzjerr6/X73/9e8+fPd7s8IGOMMfov/+W/6LXXXtOGDRs0f/58/c3f/I0mTJig5cuXa8uWLW6XCGSEsda6XUNOq66utvX19W6XAaRFW1ubfvWrX+lf//Vf1djYqGHDhunOO+/UPffco7KyMrfLAzxj+/bt+slPfqInn3xSnZ2dWrhwob72ta/p5ptvZl1YZDVjTIO1tjrsNkJmehEykWtOnz6tdevW6fHHH9ezzz6rs2fPavbs2frqV7+qv/iLv1BxcbHbJQKedfz4cf2f//N/9POf/1y7d+/W0KFDddNNN+n222/XokWL1K9fP7dLBBJCyHQRIRO54OTJk3r++ef1zDPPaO3atero6NDIkSP1Z3/2Z7rjjjs0e/Zst0sEsoq1VuvXr9cTTzyhNWvW6MSJExozZoxuvPFG3XDDDVq0aBGrLyArEDJdRMhENvroo4/0+uuv65VXXtHLL7+sN998U93d3brkkkt044036otf/KKuueYa9e/f3+1Sgax3+vRprV27Vk8++aReeOEFdXR0aPDgwVqyZImuvfZaXXPNNZoyZYqMMW6XClyEkOkiQia87tSpU9qxY4caGhp6Hjt27FB3d7cKCws1f/58LVq0SNddd50WLlyowsJCt0sGctaZM2f0hz/8Qc8995yee+457d+/X5I0duxYfepTn9KnPvUpLViwQDNmzODUOjyBkOkiQia8oLOzUy0tLdqzZ89Fj4MHD/a0GzlypObOnau5c+fqqquu0p/8yZ9wjSXgEmutWlpa9Ic//EGvvPKKXnnlFR06dEiSNGjQIFVVVWn+/PmaN2+eqqurVV5ezn8CkXGETBcRMpEpZ8+eVWtra9ggeeDAAQX/Wx89erQqKyt7HtOmTdPcuXM1ceJETskBHhUInW+++abeeOMNvfHGG2psbOy5Z/qgQYM0Y8YMzZo1SzNnzuz5OnbsWP5dI20ImS4iZCKVurq6tG/fvrBBct++fTp//nxP2xEjRvQKkpWVlbrssstUUVEhn8/n3psAkDLnzp3Tzp071djYqB07dmj79u3avn27Pvjgg542I0aM0GWXXabLLrtMU6ZM6fm+srKS5ZPQZ4RMFxEykaizZ89q//79evvtty8Kkq2trb3uh1xcXNwTHkMD5ciRI118FwDcdOTIkZ7Q2dzcrN27d2v37t06cOBAr3YTJkzoFUCnTJmiadOmacKECSoo4H4tiI2Q6SJCJkKdP39ehw4d0ttvv93r0draqrffflvvvfderxHJwYMHXxQgA49LLrmE02AA4nbq1Cnt3btXu3fv1ltvvdUTPt966y21t7f3tBs0aFBP4Jw6dWrP18rKSg0cONC9NwDPIWS6iJCZX7q7u/X+++/r3Xffjfh47733dO7cuZ7XGGM0btw4lZWVXfSorKzUxz72MYIkgLSy1uro0aNqbm5Wc3Ozmpqaer7ft29fzzXdBQUFKisr6wmewaffx4wZw++qPETIdBEhM/t1dnbqyJEjER+HDx/W4cOH9d577+nQoUPq7u7u9fqBAwfq0ksv7XmMHz9epaWlPUGytLSUkQEAnvXRRx9pz549vYJnU1OT3nrrLZ05c6an3bBhw8Je+1laWqqSkhICaI4iZLqIkOk9586d05EjR/TBBx/0PA4fPhw2PB45ckSnTp0K209RUZFGjx7d8wgOksEPfrkCyEXd3d06cOBAr1Pvga/79+/vtaLFoEGDNGHChF6PsWPHauTIkRo1apRGjRrV8z3/6c4uhEwXETIz4/Tp0zp8+HCv4BgIj6HPHTt2LGwfAwcO7BUaYz2GDx9OeASAMDo7O7V3717t2bNH+/fv14EDB3o9Dh061Ova82ADBgzQ0KFDL3oMGTLkoq+h30f6c3FxsYqKijJ8FPIDIdNFuRoyrbU6f/68uru71d3dra6urp7v4/1z4Lngr6Hfnzt3Th9++KFOnjypkydP6sSJEz1fA6ORhw8f1smTJ8PWOWzYMI0ZM0aXXHKJxowZE/FxySWXaOjQoYRGAMiArq4uHTt2TMeOHdPRo0d7HkeOHNGJEyd06tQpdXR0qKOjo9f3gT8HnkskwwwaNEjDhw/XsGHDNHz48Iu+j7Yt8P3gwYP5nAgRLWRyT6ocsH//fp08eVJnzpzR6dOne74Gfx9tW+j38WwLnriSKQUFBRo2bFjPY/To0aquru4VIEO/HzRoUMbrBABE169fv57f1cmy1ur06dO9Qmfg++A/d3R06MMPP9SJEyd6DVScOHFChw4d6vn+ww8/jLnPwsJCDRs2TEOGDNGAAQPUv3//qF9jbRs6dGivz7XgR3Fxsfr375/08fECQmYOuPHGG7V58+aEXlNUVKSBAwdqwIABGjhwYM8j+M/Dhw8Puy3wj6SwsFCFhYXq169fz/fh/hz6XL9+/Xr+HPw13HNFRUU9/+D4HyQAIMAYo0GDBmnQoEEaNWpUn/vr7u5WR0dHT+gMDaTBf/7oo4905swZnT17ttfXzs5Otbe3X/R88PeJDNIMHDjwouAZKZSGths5cqTKy8v7fFz6gpCZA374wx+qo6PjoiAYGhqDn2ORXQAALigsLOw5PZ5O1tqewNnR0dFzOVjwI/gysdDHgQMHerUJnuEf7LrrrtPzzz+f1vcSCyEzB1x//fVulwAAAOJgjOk5XT5s2DCNGzeuT/2dOXPmolD64YcfqqSkJEUVJ4+QCQAAkKUCgTUVlwykGudMAQAAkHKETAAAAKQcIRMAAAAp55lrMo0xyyT5JLU7X1uttU+ns590tQUAAMh3ngiZxphaScestQ8EP2eMKQ9+LpX9pKstAAAAPHBbSWNMuaQGa+2IMNuOSyqz1ransp90tQ0nV28rCQAAEO22kl64JnO5pLoI21olLUtDP+lqCwAAAHkjZC6WP6yF0yppSRr6SVdbAAAAyBshs0rSsQjbWiWFHYLtYz/pagsAAAB5I2TG4nOhn3S1BQAAyAuuhkxjjM/5tj1T/aSrbcjrlhlj6o0x9UeOHEnkpQAAADkhG0Yys461dpW1ttpaWz169Gi3ywEAAMg4V0Nm0NI/vkz1k662AAAAuMDrI5k+9fFUehL9pKstAABA3vDCHX/qJE2OsK1EUrwrmSfST7raXqShoeGoMeadaG1SZJSkoxnYT77huKYPxzY9OK7pwXFNH45temTquJZG2uCFkNko/zJB4ZRLWpmGftLV9iLW2oxclGmMqY+04j6Sx3FNH45tenBc04Pjmj4c2/TwwnH1wunylQqz1qQzs7tK0uow28r72E+62gIAAEAeCJnW2lZJq4wxtSGbaiXVhN4X3BjTIKnFGNNrdDGRftLVFgAAAH7GWut2DZL8a0vqwkSayZLetNY+HaZdraSlkpY4ATCpftLZ1g3GmGXW2lVu15FrOK7pw7FND45renBc04djmx5eOK6eCZkAAADIHa6fLgcAAEDuIWQCAAAg5QiZAAAASDkvrJOJJDgTkYIXiT9mrX0gQjuf/BOWfJJa45zcFLVtvjDGrLPWLomwjWMbJ2PMCkkjdWHN2ZWpOFb5flwDOA6J4ecxM/j9mVrZ+LnPxJ8sZIxZI//s9gdCnlsXPJPMmYl/LKTdRc8l2jZfGGOWSlpjrTVhtnFs4+S81x8Flvtylh97SVKdtfaWMG05rgngOCSGn8fM4PdnamXt5761lkcWPeRfn3NlmOePS1oa9OdySccj9HFcki+ZtvnykP9/dGv8/0Qu2saxjf84LpNUHub5xZIsP7N9Pr4ch8SOFz+PmTnO/P5M7fHM2s99rsnMIs6djlbI/wPXi7V2hO09xL1c/vuuh9Mq/y/bZNrmi2WSnoqwjWMbv8k2zHq21to6+U/PLA96muOaOI5DYvh5zAx+f6ZItn/uEzKzy3L5r5e46JdkGIvl/0EJp1XSkiTb5jzn9FngQyccjm38VjindMKpV+9btnJcE8dxSAw/j2nG78+Uy+rPfUJmdlksqVHy3zvdGLM0wn3cJf8F7ccibGtV71+mibTNB4uttY1RtnNs4xfpf8qSVCKpLejPHNfEcRwSw89j+vH7M7Wy+nOfkJldqiS1ORdUL5b/F6bPGLMmyg9dJL40tc1qzky7vt6Gy5emtlnHWrvEhkymCBIY8YiXL01tc5nP7QK8hJ/H9OL3Z1pk9ec+ITP7lEhqt9Y+ba1td/7HWCOpwRjjk/z/23HatsfqLJG2uc75B9tmnVmnEdr4nG8jtkmmbb5xPowk5zojjmviOA6pw89j3/H7M62y9nOfkJklgn4oqpyL1Hs412q0Srov03XlmKU2D9deyzTnZ7lW0i1xXmcEpA0/jynD788Uy4XPfUJmlgj632Gka11aJS0NaetLoN+YbXOZcyoi5i9Ijm1KrJFUE/yBxHFNHMchZfh57CN+f6ZHLnzuEzIzwBjTYIyxSTyWhnTVrt4Xpgdrk3/dq3j4FP8weSJtMy4Vx9b532JJikYxfMqBY5vCn9nQfmvlX6A50eu2fMqB45phPnEcouLnse/4/Zl27criz31uK5kB1tq5KeqqVf5rMyJpD/q+Tr1vPxWsRP7lOpJp6ykpOrbLJM0zxoT2VS5JxpiVzp/XOKcscv7YpvBntofx38qvJcoHes4f1zTgOCSJn8eU4fdnemX15z4hM7s8pd6LBQcrV+8fikZduC9vuLYrk2ybc2yE22cFZvNZa0OPOcc2Qc6xbA/9QDfGLA661ojjmjiOQxL4eUwdfn+mXXZ/7qfzVkg8UvuQfwjbKvxt0az8/6ADfw57y6igPnzJtM2nh/zXutgwz3NsEzuOixV067OQbbUc1z4dW45D4seMn8fMHGd+f6bmOGb1575xOkWWcE7xLLHWLgl6bqUk2ZD/MTrXG8laWxPStsWG/O8zkbb5wlnWZKWkETZkWQ6ObXycu3/cp4tvMVci/y+zycE/txzXxHEc4sfPY+bw+zN1svlzn5CZhZx/vMHXvzTYCNcVOW198l+3MVnSmzbCMhOJtM1lzmme2+Qf8fDJf1qhVdJdwb8sObaxGWOOK/oMxpowv/g4rgniOMSHn8f04/dnemTr5z4hEwAAACnHEkYAAABIOUImAAAAUo6QCQAAgJQjZAIAACDlCJkAAABIOUImAAAAUo6QCQAAgJQjZAJABhhjqowxK53FqgEg5xEyASDNjDGL5b91YbnzFTEQyoHsR8gEgDSz1tZZa+vkv3UbYiCUA7mBkAkA8BRCOZAbCJkA4HHGmHXGmAbn4XO7HjcZY2qd43A8348F4HWETAA5zxhTboxZ4wQTa4xZGefr1jntW5zXl6e71kistXOdR3ukNsaYxU6d65yva5xQ5nO2LzPGVCWyX2PMCifUWeexzjmdHamtDTpmYdv1hbW2xlo7V1JdqvsGkFr93C4AANLNWtsq6RZjTK2kKknVsV4TNOGk3Vo7OZ319ZUTHB+R1Cqpxnm/gW0+SY8YY56StNJaaxLp21r7gDFmlaTjkuqstUtitF3i7OfpJN4KgBxCyASQb1oVI2QGnYYtV5gRM2PMMklzY+xnXSaCllPLSkm3hNuftbbdGHOXnJCYzD6cPtrlPx7RailXht43AO8jZALIJ8echy9Gu2WSVskfqmpDN1prV6W8siTECpgBTkisk7SuD7trlX8UOJoaa+3yCHV6IpQDyBxCJoC84FwfWCdnNM4YUx58Wjmk3dOSAtcTevLaP+cU+UpJq+IMZ63q23tplVRljPGFuy40KPBexCuhHEBmETIB5Isl1toa57Sv5A+bF4VMSeXW2jpjTI3812OGa5MQJxDeJn9wLXdOx6+KNoknDo84X2vibN9urW2MUN+KoD9Olv+aytC2geNQLqnXNuc0+WTCJIBghEwAecVa22qMkfynfnuN7BljlgUFpcWh2/uwz0b5g1m8gTAqZ7S1StLT8QZVa+1F+w5cQyn/ae6ng55fJyl0gk+L8/WikKkIp8mTlaZQDiDDCJkAcp4TUo4FPdUu/4hdcJsqSfVB7cNej+kRtzhf41qKKYo18gfV0NPt4UZv652vvSb/OKfJ1/Sxjl5SHcoBuIOQCSAfVKv3qGSrLp4pXR0yiil59HpMXZgdXx+1VRTOKfIqSZ92QnWJ8+clCh/uAsGzJ5w7r+M0OYCwWIwdQD5YEnKNYa+Q6YzGrQ5urxRdj5kmPsk/azzcRmNMVdCi7MGLqAfPDl8u/3FYJulWOZcPWGuXh+s36Lng5Z9qw52GBwCJkAkgP/WETOe6xLaQYHXR9ZjOXYNqgwLbCudR6yzyHmi3NOgOORedbg+689CK0G0J1h+RtbbRWnuLLpxWf9paGxq0y+UPlQ9Ya1dZa+O5vjP4uC1Vik+TA8gthEwAOS3M9ZiSM4nF2bY0ZNKLT/4g1WtNSWttqzNq1y7/CN4DzqNG0jFjTIPT7mlFv2ayRtJd1toH+vC21gXVGk3gtH+49THbdWEyT7xaJfmc/S6x1nr1cgIAHkDIBJDrws0SD4wE3if/mpih7RXmNdE8Lf8aklVSz20sG+U/JX1RPX1ddNwJqO2KPTEpsP/VYbZFHA2NMsoaeM0aMSkHQAyETAC57j5dHKgCE2aOhbnu8jal5nrMlZKWhnne18d+Az4t6dYIp+R9zvONklojnAavkf+9hr52hSIH7MDI50qWEwIQC7PLAeQkY8xK+Se0+CQ1GGNqA7OgA7dZDD5l7bQvlzOSaYxZI/+tDuOZOb1YUmPINY+rJa00xlQFnndGOlO59uYI55rQdfKPbLY5X49J+pHzPp+K8Po6Y8yPnDAauJygPcZp/EaFX/IIAC5irLVu1wAAWcMYc1z++5q/Kf+yPz75l/WpCR3dc4JqW2ChcmPMimSuxTTGrLPWhi6OntecY3sXI6qAdzGSCQCJezPO0byV8k+6CVwb2Z62igDAYwiZAJAmzinpdme5Hyn8BBwAyElM/AGA9Fol/0hmOad2AeQTQiYApNdT8k8M8urdgwAgLThdDgBxcO4MtFz+iT7LjTGK57pMa22jM5O9LzOyGwOLvUv6dD6PiDqz4RfHbAjAdcwuBwAAQMpxuhwAAAApR8gEAABAyhEyAQAAkHKETAAAAKQcIRMAAAAp9/8BKDKBTcxp5MsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170727_010430_ID0000034/H1L1V1-INFERENCE_GW170727_010430-1126259200-400.hdf\n",
+      "0.9270875897065393\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw150914_095045_ID0000050/H1L1V1-INFERENCE_GW150914_095045-1126259200-400.hdf\n",
+      "0.915458585886926\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170202_135657_ID0000009/H1L1V1-INFERENCE_GW170202_135657-1126259200-400.hdf\n",
+      "0.9155857510510932\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190527_092055_ID0000011/H1L1V1-INFERENCE_GW190527_092055-1126259200-400.hdf\n",
+      "0.944999095610595\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190503_185404_ID0000048/H1L1V1-INFERENCE_GW190503_185404-1126259200-400.hdf\n",
+      "0.9373354561498474\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190929_012149_ID0000026/H1L1V1-INFERENCE_GW190929_012149-1126259200-400.hdf\n",
+      "0.7633236111090143\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190521_074359_ID0000054/H1L1V1-INFERENCE_GW190521_074359-1126259200-400.hdf\n",
+      "0.9511474816330389\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190514_065416_ID0000016/H1L1V1-INFERENCE_GW190514_065416-1126259200-400.hdf\n",
+      "0.9331282684611855\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190602_175927_ID0000024/H1L1V1-INFERENCE_GW190602_175927-1126259200-400.hdf\n",
+      "0.9267999881332686\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABkEElEQVR4nO3deVhU1RsH8O8BNM2lEbPMFgXcKxfE9lUh01wyUdssSwUzI3fc91RwSS0X0NS0NIUMt0ohy61UFjU1tQRtM38ZSGopCpzfH3OxcZwZZmCGc2fm+3meeci5Z8595zLBy3vPIqSUICIiIiJSxUd1AERERETk3ZiQEhEREZFSTEiJiIiISCkmpERERESkFBNSIiIiIlKKCSkRERERKcWElIhcTggRLoRIFkJkao9k7RFq1i7G7N9xQoizQghp8kgXQhjM2hm0503bnjXvz6T9MLO2meZ9kr5Y+r67M097P0SlJbgOKRG5ipZwxgHIAhAjpUwxOWYA0A1ACyllpBAiHMAIKWULC/1kAggE0FVKmWjjfMEA0gFASimKic0A4CyASCllvI124QDCpJSRtvrT2g4D0NLkqSwpZbQdrwkCkAmguha7zddorwsFUNQuV/s6VUqZ4YzzCCECtf79AQRr50gDEC2lzLX2upIo7hqbfK8AIANADv57z+ZyivrRrlEMjJ/BFCllltZXIIDuAAw2zunQ99KR61XS90Pk0aSUfPDBBx9OfwAYBkACiCimXSCMCUMmgHQrbSK0vmLsOG+m1tZgR9sEGzGFA0jQ+oorph8DjIlwjNnzw6y9J+14svn1ARBq6zVamzjtfAYLz1/3vh09j3YsxrQv7T0ma9cj3AmfD7uvMYwJnrTzEWPyunAb7SyeryTfS0evV0nfDx98ePKDt+yJyOmEEBEw/oKOljaqjwAgpcyC8Rd3oI1ma7Sv4XacPkv72q2YGA3aec2fD4cx9kAAfew4HwAsgrGSdU0FTUoZq/UZZ+E8MVqbeLPXpABIE0IkWIk7DkCglLKFNKm8adc8Ambv29HzaNelq5TymsqelDJXShkG4/VN0CqCJVKCa1xUfawmpRTWHgASzb8HAGIBxANIAZCo/TtIWq86OvS9LOH1Ks37IfJMqjNiPvjgw7MeMP6ylSimymfhdcm2XgNj1UrCmIzZ6qeo4pZcTLuI4vrS2hVXvQuFjaoh/qvuGiz0a+01wVZeE27peZM4zgIILc15oCWKNt5vUQw2q8YOfu+Lu8Yxlt6zWZthAIItxBrqQBwOfy9Lcr1K+n744MOTH6yQEpGzFU0kcrSyc10V0cxq7avVKqlWeZsKY1UqtJhJI0HSWJ0tra7a1xQrx9O0r1crl1qcgHH8oCVFcUWYPR8DY9Us1/wFUsoUKWU1ee043ZKcJxhAujYe15KivkKtHHeFTEvvuUhR9VFaGT/rAIe/lyjZ9Sqr90PkNpiQEpHTaAlgOHD1lrAjimtfNJmpu402LbVf4kVtLSZNWpzZDkVnXYitgyZJRZjJ02HaMYsJsUmycvU12gSdQFgYZmCDw+fRGGD9feU4cH6nkMUM+4BxnGWsE05Vku8l4OD1KsP3Q+Q2mJASkTMVVY4cTUaLkiOrVVItqcoCEGzHcjlF1VRr4wRD8V/SWloG4JrkzhrTCpo94y+zzNoVJUFpgLGKJoSIEELYqgSX5DxdYVz5wFrSVNTWGdXlUtPGyDprnKUBcPh76dTr5eT3Q+Q2mJASkTMFaV9LlKzYUTkqSiKvm7CkVRCTtX4yYFxGx9pt5ZZOul0PaO/VjiTZ38p/2/uaoveSpS1JFKhdrywAMdpztl5v13mkcTKOrVvFRRXq4oZYuJzJrW2b30staR9m8oizMinL4e+lM6+Xve+HyBMxISUiZyr6JZ/rov6LKp9dLRwLMxsmsAa4ZhylqxQlIxaTP5PEx2DytAH2XSPz1wDGZDyl6L1KKbOkccZ4dwuz+UtynuJEwLgmp7MqzKURA+OYYVsiYYw3tuihvS7dfGMGlOx7WRxHrpc974fIIzEhJSK3YVr5tKOKVbSc0TVjTrUEdfX1zUusKAm0lvhaet6eymWuldcEWanIRQOIMJtcU5LzWKUlvAZcP4ayzGnv01DM7fUMAH3MK47av+Px32ekSEm+l7ZitPt62fl+iDwWE1IicqaiX/wGF56jaE3Sq9Ut7Zd5qmkjk2qpeRWsZTG3WB2iJTfRsDBeVUuac1GyirHB7N9Fk2MsTmoyeb8jSnkei7RqYgSMlWg93FIegWImeGnV41wrh1cDMJgOdXDm97IE16vY90PkyZiQEpEzFSWFxU6m0fa3T9f2kTfdqz7T2h70GkuVz1Art0QTYUw6XLpEUdFtYCHE1QXQtSQ5QhvnacC142pzYF8imGvhueKSG9MKaWnOc5WWjCXAuAC8wxPWnM1kNYfS/GFRdB2vqV6W4HtpLT67r5eT3g+RW2NCSkTOZK0qeR0pZaI07jYUBKBo//osKWWQtLE7jfYLPhfX3j6tbqX5NWNOTSc+OZuWrPQBEKjtmgQpZazJ0ALTZCPXji79ce2SQUVJkK1ll3Jx7R8DJTmPJV/BeOtbD+NGgf8+X2m2Gtka1mFSOb1uuSYHv5eWOHq97Ho/RJ6MCSkROY32Sz4RcHgyUVGylWtn+6sTlrQqVqaVdkUJctGsfPOJT06lzbhOkVLGmwwLKEoQTRPhoqWbDDa6M+DaxMfmhBuT1+SW8jzX0LYWjdNRMgr8t75qrrUGWtxnS7rFqQPfS0vndfR6Fft+iDwdE1Iicrai6qat2+6lZXrbPhz/jSu9hvYLPgXG2/bWdtJxte5aLKZLWqVrXy0mSyYJpGniU/Tfxb0P0ypbSc5jejwGxi1Yr1uOy9XDIIoRiuL/eDHY0QZwrCpp6Xt5VSmulz3vh8ijMSElIqfSJnBEwni7096k1N71MovOYTo0oHoxlaWi5DUGZhOfnEFboP5s0a1dC4YBMN91pyiBtra7T1HycrWaazJUoaWVOIoSVdOZ4w6fx6S/CADZNtaGVTnT3p6qZwaAAGsTikwSxDiT50ryvSx6bWmuV4mquESehAkpETmd9ks5GsAwKwu2m4uG4xWiRBirYMVtAXp1Vn4pbjvbSpgDtTgM5ge0hDzDfEyslkDHwvpOUt0BxFtIpqJx/f72RYrW27yaEJX0PFqyZihm+0qDjWMlYdcfJSZV3eLGvU6F7RUHYmBcz9X0M+Hw91I7VuLr5cD7IfJoTEiJyCW0X85hACK12fTX3bLUKlIJMN4ytrTYvS1FE5ZsJplaUpaBEmxnapIsGKy10SqXiTCua2n62mEwViBbW3ldtNYuwux14TDelr8u8dGSzRTtmpm+JkI713VVOEfPo425TADQUptpbv5IFkJkwvq4XYfYc43N2FVN1L7vqdquTNf0bbKBQFez1zj8vXTC9WJ1lAiAkFKqjoGIPJyW/ETi2n29c7WvU4tuuQshgh1ZI1QIkSyltGfR8WGwc7ccLXGO1mI1n7GeBSDH/JxaUhJt0t4fwOpiKmamsQXBmLBUB/5LIot5jemt+yw7X1PseYQQ6Sh+nCpgXNLomusphLD5C0VKKbR2Dl9jk3MYAJwAsEbbocomk++NP/5LehNsjAN16HtZmuulvd4AB94PkadiQkpERERESvGWPREREREpxYSUiIiIiJRiQkpERERESjEhJSIiIiKl/FQHQP+5+eabZZ06dVSHQUREROR06enpf0kpa1g6xoRUR+rUqYO0NEd2sSMiIiJyD0KIn60d4y17IiIiIlKKCSkRERERKcWElIiIiIiUYkJKREREREoxISUiIiIipZiQEhEREZFSTEiJiIiISCkmpERERESkFBNSIiIiIlKKCSkRERERKcWElIiIiIiUYkJKREREREoxISUiIiIipZiQEhEREZFSfqoDICKikrt8+TJ27tyJb7/9FseOHcNvv/2GvLw8VKpUCbVq1ULTpk3x2GOPoUWLFhBCqA6XiMgiJqRERG5GSolvv/0WCxcuRFJSEi5cuAAAuOOOO1CnTh1UqlQJFy5cQEpKCpYvXw4AuPPOOxEREYG+ffvi5ptvVhk+EdF1eMueiMhNSCnxxRdf4L777sMjjzyC9evX44UXXsC6detw7tw5/Prrr9ixYweSk5Px3Xff4ffff8fp06fx4YcfolGjRhgzZgzuvPNOjB49Gv/884/qt0NEdJWQUqqOgTQhISEyLS1NdRhEpEOHDx/Gm2++iW3btqF27doYMWIEXnrpJVSuXNmhPt555x2sWrUKd9xxB+Lj49G2bVsXRk1E9B8hRLqUMsTSMVZIiYh07OLFi4iOjkazZs1w8OBBzJs3Dz/++CMiIyMdSkYB4O6778bKlSuxY8cOGAwGtGvXDgMGDEBeXp6Loicisg8TUiIinTp+/DgefPBBxMbGokePHjh69Cj69euH8uXLl6rfRx55BKmpqYiKisKcOXPw5JNP4s8//3RS1EREjmNCSkSkQ0lJSQgJCcEvv/yCTZs2YcmSJahRo4bT+q9QoQLmzJmDhIQE7N+/H/fffz9++OEHp/VPROQIJqRERDqSn5+PYcOGoXPnzqhbty4yMjLQrl07l50vPDwc27dvx6VLl/DYY49h3759LjsXEZE1TEiJiHTijz/+QOvWrTF9+nT07dsXO3fuRJ06dVx+3pCQEOzcuROVKlXCk08+iT179rj8nEREppiQEhHpwLZt2xAcHIzU1FQsX74cCxYsQIUKFcrs/EFBQdi+fTtuvvlmhIaGYu/evWV2biIiJqRERApJKREbG4vWrVujatWq2Lt3L3r06KEkltq1a2Pbtm2oUaMG2rVrhyNHjiiJg4i8DxNSIiJFcnNz0blzZ0RHR6Nz585ITU3FPffcozSm22+/HVu2bIGfnx+eeuop/PLLL0rjISLvwISUiEiB/fv3IyQkBJs2bcK7776LNWvWoGrVqqrDAgDUrVsXmzdvxvnz5/H000/j77//Vh0SEXk4JqRERGVsyZIlePDBB3Hx4kV88803GDBgAIQQqsO6RtOmTZGUlISffvoJ3bt3R35+vuqQiMiDMSElIiojFy9eRK9evdCrVy889NBD2LdvHx5++GHVYVn1xBNPYMGCBdi8eTMGDRqkOhwi8mB+qgMgIvIGmZmZCA8Px/79+zFq1ChMmDABvr6+qsMqVu/evXHkyBHMmjULjRo1whtvvKE6JCLyQExIiYhcbN26dXj11Vfh4+ODjRs34plnnlEdkkNiY2Nx7NgxREVFoWnTpnjooYdUh0REHoa37ImIXCQ/Px/R0dF49tlnr+665G7JKAD4+vrio48+Qu3atdGtWzfue09ETseElIjIBU6fPo3Q0FDExsYiMjKyzHZdchWDwYDExERkZ2fjhRdeQEFBgeqQiMiDMCElInKy7du3o3nz5ti7dy+WL1+OhQsXlumuS67SrFkzzJ8/H1u3bsXYsWNVh0NEHkQ3Y0iFEBEADAByta9ZUspEV/bj6DmFEAYAMQCSHYlNCJEspQyztz0RuScpJWbOnInhw4cjMDAQW7Zswb333qs6LKd67bXXsGvXLkyZMgVPPvkkQkNDVYdERB5ASClVxwAhRAyAbCllrK3nnNmPg23jAPgDSIUxIe1qb0IqhAgHkCClLHaRwZCQEJmWlmZPt0SkM+fOnUPPnj3x2WefoUuXLliyZIluFrp3tn///RctWrTAuXPn8P3336N69eqqQyIiNyCESJdShlg8pjohFUIEAkiXUlazcOwsgAApZa4z+ynNOYUQEnYmpFpFdRGAcCakRJ7r6NGjePbZZ3H8+HHExsZi4MCBulvo3tn27duH+++/H8888wzWrl3r8e+XiErPVkKqhzGkkQBSrBzLAhDhgn6cdc7iRABY7aS+iEiHkpKScN999yEnJwdfffUVBg0a5BXJWfPmzTF16lQkJSVh0aJFqsMhIjenh4Q0FMYk0JIsAPaOvXSkH2ed0yohRDCMSW9uafsiIv0pKCjAmDFj0LlzZzRq1AgZGRl4/PHHVYdVpgYOHIiwsDAMGDAAR48eVR0OEbkxPSSkwQCyrRzLAmCxtFvKfpx1TltCpZQZTuiHiHTm7Nmz6NChAyZPnoxevXph27ZtuOOOO1SHVeZ8fHywbNky3HjjjXjllVe43z0RlZgeEtLiGBT0U6pzarP340vTBxHp048//oj7778fKSkpWLhwIRYtWuQRSzqVVK1atfD+++8jNTUV7777rupwiMhNKU1ItUk/QClvazvSj7POaaP/QAA59kzE0tpHCCHShBBpZ86ccUVIROQk33zzDR544AHk5ubi66+/RmRkpFeMFy1O9+7d8eyzz2LMmDE4duyY6nCIyA25Q4XU3YQ7skaplDJeShkipQypUaOGK+MiolJYunQpnnrqKdSsWRO7d+/Gww8/rDok3RBCYP78+bjxxhvRq1cv7uJERA5TmpCaVBENZdWPs85pibbmqMOL+RORfkkpMXLkSLz++ut4/PHH8e233yIwMFB1WLpz2223Yfbs2di1axfmzZunOhwicjN6r5Aa4Jxb6470U6JzakMB/KWU1mbvE5Gbyc/PR+/evTF16lT06dMHn3/+OQwGg+qwdKtHjx5o27YtRowYgRMnTqgOh4jciB62Dk0BEGTlmD8Ae1eKd6QfZ53TVASAlkKIFmbPBwJXd3sCjLs2WVsDlYh04tKlS3jxxRfx2WefYezYsRg/fjzHixZDCIG4uDg0atQIUVFR2LBhg+qQiMhN6CEhzYBxGSZLAgHEWTlWmn6cdc6rrG1xqt3GD5VSRjraJxGpcf78eTz77LPYunUr5syZg6ioKNUhuY0777wT48ePx9ChQ7F+/Xp07NhRdUhE5AZ0u3Wodgv8LIBq5jPWhRCB5rfGHemnJOc0aWP31qFae+5lT+RGcnJy0KZNG+zbtw/Lli3Dyy+/rDokt3PlyhU0b94cFy5cwA8//IAbb7xRdUhEpAO63jpUSyzjhRAxZodiAERbSEbTAWRqOyGVqB9Hz2mBfzHHr2trstwUEelUTk4OQkNDcfDgQSQlJTEZLaFy5cph/vz5+Pnnn/HOO++oDoeI3IDyCmkRbTF5A4wTioIApFqqQmpJZDiAMEsTiOztx8FzDgPQEsbb/IFa+zQYd3WymMBqldHuMG5TaoBxmEAWgD7WEl5WSInUycnJQVhYGA4dOoR169bh6aefVh2S23v11VexatUqHDx4EA0aNFAdDhEpZqtCqpuElJiQEqly9uxZhIaG4tChQ0hKSkLbtm1Vh+QR/ve//6Fhw4YICQnBli1bOCmMyMvp+pY9EZFK58+fR5s2bZiMusCtt96KiRMnIiUlBRs3blQdDhHpGCukOsIKKVHZysvLwzPPPINvvvkGa9eu5YxwF7hy5QruvfdeSClx6NAhlCtXTnVIRKQIK6RERGYKCgrw8ssv46uvvsKSJUuYjLpIuXLlMGPGDPz4449YuHCh6nCISKeYkBKR15FSol+/fkhMTMSsWbPwyiuvqA7Joz3zzDNo3bo1xo8fj7Nnz6oOh4h0iAkpEXmdSZMmIT4+HiNHjsTAgQNVh+PxhBCYNWsWzp49i0mTJqkOh4h0iAkpEXmVlStXYty4cXj11VcxefJk1eF4jSZNmqBXr154//338dNPP6kOh4h0hgkpEXmNXbt24bXXXsPjjz+O+Ph4LkNUxiZNmoTy5ctj1KhRqkMhIp1hQkpEXiErKwvPPvssateujU8//RTly5dXHZLXqVmzJgYOHIiEhARkZGSoDoeIdIQJKRF5vHPnzqF9+/YoKCjApk2bUL16ddUhea0hQ4bA398fI0eOVB0KEekIE1Ii8mhSSvTs2RM//vgjPv30U9SrV091SF7tpptuwvDhw7F582Zs27ZNdThEpBNMSInIo8XExOCzzz7D9OnT8eSTT6oOhwD0798ftWrVwsiRI8HNWYgIYEJKRB5sy5YtGDVqFJ5//nkMGDBAdTikqVixIsaOHYtvv/0WmzZtUh0OEekAtw7VEW4dSuQ8J0+eRIsWLVCrVi3s3r0blSpVUh0Smbhy5QoaNWqESpUqYd++ffDxYX2EyNNx61Ai8iqXL19Gt27dUFBQgM8++4zJqA6VK1cOEydOxPfff49PPvlEdThEpBgTUiLyOKNHj0ZqaiqWLFmCunXrqg6HrHj++edx7733YsKECSgoKFAdDhEpxISUiDzK5s2bMX36dPTt2xfPPfec6nDIBh8fH4wbNw4//vgjq6REXo5jSHWEY0iJSuf06dNo2rQpbrnlFuzduxcVK1ZUHRIVo7CwEM2aNcPly5dx+PBh+Pr6qg6JiFyEY0iJyOMVFhbilVdewblz5/DJJ58wGXUTPj4+GDt2LI4dO4bVq1erDoeIFGFCSkQeYe7cuUhOTsbs2bNx9913qw6HHPDcc8/hnnvuwcSJEzmWlMhLMSElIrd39OhRjBgxAu3bt0dERITqcMhBplXSNWvWqA6HiBTgGFId4RhSIsfl5+fj4YcfxvHjx3Ho0CHcdtttqkOiEigsLESTJk1QUFCAQ4cOcSwpkQfiGFIi8lixsbHYu3cvFixYwGTUjRVVSY8ePYqEhATV4RBRGWOFVEdYISVyzIEDB9CyZUs899xzXDbIAxQWFuLee++FlBIHDx5klZTIw7BCSkQe58qVK3j11Vfh7++PefPmqQ6HnKCoSnrkyBEkJiaqDoeIyhATUiJySzNnzsSBAwewcOFCVK9eXXU45CTh4eFo3LgxJk6ciMLCQtXhEFEZYUJKRG7n+PHjmDBhAp577jk8++yzqsMhJ/L19cWoUaPwww8/YN26darDIaIywjGkOsIxpETFk1IiNDQUaWlpOHLkCGrVqqU6JHKy/Px8NGzYEAaDAampqRBCqA6JiJyAY0iJyGN8+OGH2Lp1K2JiYpiMeig/Pz+MGDEC6enp2Lx5s+pwiKgMsEKqI6yQEtn2559/olGjRmjUqBG2b98OHx/+Te2pLl++jLp166J27drYsWOH6nCIyAlYISUijzB06FCcP38e8fHxTEY9XPny5TF06FDs3LkT27dvVx0OEbkYf6ITkVvYtWsXli9fjiFDhqBx48aqw6Ey0Lt3b9xyyy145513VIdCRC7GhJSIdK+goAD9+/fHHXfcgVGjRqkOh8pIxYoVMWjQIGzZsgWpqamqwyEiF2JCSkS6FxcXh/3792PWrFmoVKmS6nCoDL3xxhuoVq0aq6REHo4JKRHp2pkzZzBq1Ci0atUK4eHhqsOhMla1alVERUVh3bp1OHjwoOpwiMhFmJASka6NGjUKFy5cwHvvvcf1KL1UVFQUKleujKlTp6oOhYhchAkpEelWamoqFi9ejKioKE5k8mL+/v544403sHr1avz000+qwyEiF2BCSkS6JKVEVFQUbrnlFowbN051OKTYoEGDUL58eUybNk11KETkAn6qAygihIgAYACQq33NklImurIfR88phDAAiAGQXEy7YQCqAwjWnooryXsh8mYJCQnYvXs3Fi9ejKpVq6oOhxSrWbMmevfujYULF2LcuHG46667VIdERE6ki52ahBAxALKllLG2nnNmPw62jQPgDyAVxoS0q40kNwbAVCllrvbvYABfAUiRUna1FT93aiIyysvLQ6NGjVClShVkZGTA19dXdUikA7/88guCgoLQt29fvPfee6rDISIH2dqpSXlCKoQIBJAupaxm4dhZAAFFyZ2z+inNOYUQElYSUq3imiKlzDJ7PhRAsrXXFWFCSmQ0c+ZMDBkyBFu2bEFYWJjqcEhHevXqhZUrV+LEiROoWbOm6nCIyAF63zo0EkCKlWNZACJc0I+zzmkuyDwZBQApZQqMwwIiS9gvkdfIzs7G5MmT0bZtWyajdJ3hw4fj8uXLmDVrlupQiMiJ9JCQhsKYBFqSBcDe30iO9OOsc5obJoRIsHIsDYDFvwqI6D+TJk3CuXPnMH36dNWhkA7Vq1cP3bt3x4IFC5CTk6M6HCJyEj0kpMEAsq0cy4L9SZwj/TjrnOasVV0B4xhU/vQksuGnn37CvHnz0Lt3b9x9992qwyGdGjlyJC5cuIC5c+eqDoWInEQPCWlxDAr6KdE5pZRhNiYuBcN2wkrk9YYPH44KFSpg4sSJqkMhHbvnnnvQqVMnzJkzB+fOnVMdDhE5gdKEVFtGCTCOryyTfpx1Tkdok50A4wz9644JIdKEEGlnzpwpq5CIdGfv3r1Yu3Ythg0bhltvvVV1OKRzo0aNQm5uLhYsWKA6FCJyAneokLo1k7VLu1qZ8BQvpQyRUobUqFGjzOMj0otRo0ahRo0aGDBggOpQyA20bNkSbdq0wcyZM/Hvv/+qDoeISklpQmqytJKhrPpx1jkdkAAgmgvjE1m3detWpKSkYOTIkahSpYrqcMhNjB49GmfOnMGiRYtUh0JEpaT3CqkBzrm17kg/zjpn0SL5CVLKeGf0R+SJpJQYOXIk7rzzTvTt21d1OORGHnnkETz++OOIjY1FXl6e6nCIqBT0kJCmAAiycswfxuWSnN2Ps85plbZ9aCaTUSLb1q9fjz179mDcuHGoUKGC6nDIzYwePRqnTp3CsmXLVIdCRKWgh4Q0A0CglWOBMN7ydnY/zjqnRUKIcAC55smotmMTEWkKCgowevRo1K9fH6+++qrqcMgNtW7dGvfffz+mTZuGK1euqA6HiEpIDwlpHCys+6lNBgoGsMbCMUvJpCP9OHxOexUlnVYqo9x2hsjEqlWrcOjQIUyaNAl+fn6qwyE3JITA6NGjcfLkSaxatUp1OERUQsr3sgeujrWElDLa5Lk4GG95x5q1TYcxaWwhpcwoRT92tzV7nQQQaSnhFEIEAxgBYLXZIX8Yx6YGSSmtbh/KvezJm1y5cgUNGzZE1apVkZ6eDh8fPfx9TO5ISonmzZvj0qVLOHz4MHx9fVWHREQW2NrLXhclCSlltLYe5zAYJxQFAUi2MjM9BVYmHjnSjyNttTYtYUyEASBGCNEVxl2dok1m7n+lxRZu5a1GW3meyOt89NFHyMrKwoYNG5iMUqkUVUm7du2KTz/9FN26dVMdEhE5SBcVUjJihZS8RX5+Pho2bAiDwYDU1FQIIVSHRG6usLAQ99xzD/z8/LB//37+kUOkQ7YqpPw/lojK3Mcff4zMzEyMHTuWySg5hY+PD0aOHImDBw9i48aNqsMhIgexQqojrJCSN8jPz0ejRo1QuXJlZGRkMCElp8nPz0eDBg1QvXp17Nmzh58tIp1hhZSIdGPVqlU4fvw4q6PkdH5+fhgxYgRSU1ORnJysOhwicgArpDrCCil5uoKCAjRu3BgVKlTAvn37OM6PnO7y5csICgpCQEAAtm/frjocIjLBCikR6cLq1avx448/YuzYsUxGySXKly+P6Oho7NixgwkpkRthhVRHWCElT1ZQUHB1FvSBAweYkJLLXLx4EQEBAWjSpAm2bNmiOhwi0rBCSkTKJSQk4OjRoxgzZgyTUXKpihUrYsiQIUhOTsaePXtUh0NEdmCFVEdYISVPJaVEkyZNUFBQgEOHDjEhJZe7cOECateujYcffhjr169XHQ4RgRVSIlLs888/x6FDhzB8+HAmo1QmKleujIEDB2LDhg3Yv3+/6nCIqBiskOoIK6TkqR599FH8/PPPyMzMRLly5VSHQ14iNzcXtWvXRps2bbBmzRrV4RB5PVZIiUiZXbt2YefOnRgyZAiTUSpTBoMBb731FhITE3HkyBHV4RCRDUxIicilYmJiUL16dfTq1Ut1KOSFBgwYgIoVK2Ly5MmqQyEiG5iQEpHLHDp0CBs2bEBUVBQqVaqkOhzyQjfffDPeeustrFq1Cj/88IPqcIjICiakROQysbGxqFSpEt58803VoZAXGzp0KCpXrozx48erDoWIrGBCSkQu8fPPP2PlypWIiIhA9erVVYdDXqx69eoYMGAAEhIScODAAdXhEJEFTEiJyCVmzpwJHx8fDBo0SHUoRBg4cCBuuukmjBs3TnUoRGQBE1IicrozZ85g8eLFePnll3HHHXeoDocI1apVw+DBg7Fu3TpweT0i/WFCSkROt2DBAly8eBFDhw5VHQrRVW+//Tb8/f0xduxY1aEQkRkmpETkVHl5eZg/fz7atWuHRo0aqQ6H6KqqVati2LBh+OKLL/Ddd9+pDoeITDAhJSKnWr16Nf73v/9hwIABqkMhuk7//v1Ro0YNVkmJdIYJKRE5jZQSs2fPRuPGjREaGqo6HKLrVKpUCcOHD0dKSgq+/vpr1eEQkYYJKRE5zfbt27Fv3z4MGDAAQgjV4RBZ1K9fP9x1110YOnQoCgsLVYdDRGBCSkRONHv2bFSvXh0vv/yy6lCIrKpQoQImT56M9PR0rF69WnU4RAQmpETkJFlZWVi3bh369u2LihUrqg6HyKaXXnoJzZo1w8iRI5GXl6c6HCKvx4SUiJzivffeg6+vL/r166c6FKJi+fj4YPr06Th58iTmzZunOhwir8eElIhK7dy5c/jggw/QvXt31KpVS3U4RHYJDQ1FmzZtMHnyZJw9e1Z1OERejQkpEZXa0qVLcf78eS71RG4nNjYWubm5mDJliupQiLwaE1IiKpWCggLMmTMHDz/8MEJCQlSHQ+SQJk2aoGfPnpgzZw5+/PFH1eEQeS0mpERUKhs2bMCJEycwcOBA1aEQlcjUqVNRsWJFREVFQUqpOhwir8SElIhKZfbs2ahduzY6deqkOhSiErn11lsxceJEbN68GevWrVMdDpFXYkJKRCW2b98+bNu2DW+99Rb8/PxUh0NUYm+++SbuueceDBgwAP/++6/qcIi8DhNSIiqxOXPmoFKlSujVq5fqUIhKxc/PD++//z5+/vlnxMTEqA6HyOswISWiEjl9+jRWrVqF1157DQaDQXU4RKX2+OOP48UXX8S0adNw5MgR1eEQeRUmpERUIgsWLMCVK1cQFRWlOhQip5k1axYqV66M119/HQUFBarDIfIaTEiJyGGXLl3CggUL0L59e9SrV091OEROc+utt2Lu3LnYvXs35s6dqzocIq/BhJSIHLZq1SqcOXOGC+GTR3rxxRfRvn17jBo1CpmZmarDIfIKgmuu6UdISIhMS0tTHQaRTVJKNGvWDFJKHDhwAEII1SEROd3vv/+Oxo0bo3nz5ti6dSt8fFi/ISotIUS6lNLiDiq6WadFCBEBwAAgV/uaJaVMdGU/jp5TCGEAEAMguZh2TnkvRHr09ddf4/vvv8cHH3zAZJQ81u23345Zs2ahd+/emDFjBoYNG6Y6JCKPposKqRAiBkC2lDLW1nPO7MfBtnEA/AGkwpiQdrWR5Jb4vbBCSu6gY8eO2L17N3755RdUqFBBdThELiOlRHh4ONavX49vv/0WLVu2VB0SkVuzVSFVnpAKIQIBpEspq1k4dhZAgJQy15n9lOacQggJKwlpad8LE1LSu59++gkNGjTAmDFjMGHCBNXhELlcTk4OmjVrhvLly2Pfvn2oUqWK6pCI3JathFQPg2IiAaRYOZYFIMIF/TjrnKWJgcjtvPfee/Dz88Mbb7yhOhSiMuHv74+PP/4YJ06cQGRkJPe6J3IRPSSkoTAma5ZkAQhzQT/OOmdpYiByK7m5uViyZAleeOEF1KxZU3U4RGXm0UcfxcSJE7Fq1SrMmTNHdThEHkkPCWkwgGwrx7IAWCztlrIfZ52zNDEQuZUlS5bgn3/+wdtvv606FKIyN2LECHTu3BlDhgzB119/rTocIo+jh4S0OAYF/TjrnMX2K4SIEEKkCSHSzpw546LTEpVOfn4+5s6di8ceewzBwcGqwyEqcz4+Pli2bBnq1auHbt264eTJk6pDIvIoShNSbRklwLg8Upn046xzOqtfKWW8lDJEShlSo0YNZ4ZE5DTr1q3Dzz//jIEDB6oOhUiZqlWrIikpCfn5+Wjbti1ycnJUh0TkMdyhQkpEis2ePRsBAQHo0KGD6lCIlGrQoAHWrVuHrKwsdOrUCZcuXVIdEpFHUJqQmiyBZCirfpx1zrLql0i1tLQ07Ny5E1FRUfD19VUdDpFyjz32GJYvX46dO3filVdeQWFhoeqQiNyebnZqssIA59xad6QfZ52zrPolcqk5c+agSpUqeP3111WHQqQb3bt3x6+//oqhQ4fC398fCxYs4M5lRKWgh4Q0BUCQlWP+AOxdKd6Rfpx1ztLEQKR7p06dwieffII333wTVatWVR0Oka4MHjwY2dnZmDZtGsqXL485c+YwKSUqIT0kpBkwLpdkSSCAOBf046xzliYGIt2bP38+CgoKEBUVpToUIt0RQmDKlCnIy8vDu+++i3LlymHGjBlMSolKQA8JaRyAdPMntVnrwQDWWDgWKKU0X4DekX4cPqedXNUvUZm7ePEiFi5ciI4dOyIwMFB1OES6JITAzJkzcfnyZcyaNQsAmJQSlYDyWfZaYhkvhIgxOxQDINp873chRDqATCHENZVIR/px9JwW+DvjvRDp2YoVK5CdnY1BgwapDoVI14QQmDt3Lvr3749Zs2ahd+/eKCgoUB0WkVsRetmXVwgRgf8m/gQBSJVSJlpoFwMgHECYhSqp3f04eM5hAFrCWOUM1Nqnwbj7kqWk2e4YTIWEhMi0NA4zJfUKCwtx9913o1KlSkhNTWW1h8gOUkqMGzcOkyZNQnh4OD766CPccMMNqsMi0g0hRLqU0uKulXq4ZQ/AuEC8ne2iAUSXth8Hzxlrb5+OxkCkR19++SWOHj2Kjz76iMkokZ2EEJg4cSKqVauGQYMG4dy5c0hMTESVKlVUh0ake8pv2ROR/rz77ru4/fbb0bVrV9WhELmdgQMHYunSpfjqq6/w2GOP4ffff1cdEpHuMSElomt8//33SElJQf/+/VG+fHnV4RC5pZ49e2LTpk3IzMzE/fffjwMHDqgOiUjXmJAS0TVmz56NG2+8EREREapDIXJrbdq0wY4dOwAAjzzyCL788kvFERHpFxNSIrrq9OnT+Pjjj9GzZ0/4+1tcTIKIHNC0aVPs2bMHdevWRfv27REfzykGRJYwISWiq+bPn48rV67g7bffVh0Kkce4/fbbsX37djz11FOIjIzE0KFDUVhYqDosIl2xKyEVQlQVQtQRQrRydUBEpMbFixexYMECdOjQAfXr11cdDpFHqVKlCtavX49+/fphxowZ6NKlC/755x/VYRHphs2EVAjxkxAiG8aF3QMBnCiTqIiozH300Uf466+/MHDgQNWhEHkkPz8/vP/++5g9ezbWrVuHxx9/HKdOnVIdFpEu2FwYXwhRCOMC9F+VXUjeiwvjkypSStx9992oUKEC0tPTufYokYtt2LABL7zwAqpVq4aNGzeiadOmqkMicjlbC+MXd8s+g8kokefbvHkzjhw5goEDBzIZJSoDHTp0wI4dOyClxCOPPILPP/9cdUhEShWXkF6zNacQ4iYhRB8hxBrtdn6qEGKIEKKZ60IkIlebPn06atWqhe7du6sOhchrNG/eHHv27EG9evXQoUMHzJs3T3VIRMo4lJBKKf+WUi6SUnYD8DeACCnlDCnlflcFSESulZqaiq1bt2LgwIFcCJ+ojBXNwG/fvj369++Pt99+GwUFBarDIipzxSWk1geYAmlSyn2WDnA2PpH7iImJwU033cSF8IkUqVy5MtauXYtBgwZh7ty56NSpE86fP686LKIyVVxCarBx7KyNY9wAm8gN/Pjjj1i7di369euHqlWrqg6HyGv5+vpi5syZmD9/Pr788ku0atUK2dnZqsMiKjN+xRwPEUI8CcDSLIdAK8cMAEKdEBsRudiMGTNQvnx5LoRPpBNvvPEG7rzzToSHh+Pxxx9HcnIybrvtNtVhEbmcPcs+SVhOSG2RUkrf0gTmjbjsE5WlP/74A3Xq1MFrr72GhQsXqg6HiExs3boVHTt2xG233YaUlBTUrl1bdUhEpVaqZZ8A1AUQ5MCjLgCLY0uJSD/mzJmD/Px8DBkyRHUoRGSmVatWSElJwV9//YVHHnkEmZmZqkMicqnibtmnSCkd3p1JCJFSwniIqAz8/fffWLBgAbp06YK6deuqDoeILHjggQfwzTffoHXr1mjdujW2b9+Ou+66S3VYRC5hs0IqpRxekk5L+joiKhtxcXE4d+4coqOjVYdCRDY0bdoUW7ZsQW5uLlq3bo0//vhDdUhELlHcLXuLhBB1hBCttAen5hK5kby8PMyePRuhoaFo0aKF6nCIqBjBwcH44osv8McffyA0NJSz78kj2Z2QCiGaCSE2CyEKAGQCSNYeZ7Vdm550VZBE5DxLly7FH3/8weookRt58MEHsWHDBmRmZqJTp064dOmS6pCInMquhFQIsQbGCU4CwHAA3QA8pX3tC2A/gE+FEF+yYkqkX1euXMG0adPwwAMPoHXr1qrDISIHPPnkk1i+fDl27dqF1157DYWFhapDInKa4iY1QQixBUAugGpSyr+tNFskhDAAiAHwFYCWzgqQiJxnxYoV+PnnnzF//nwI4ehqbkSkWrdu3XDy5ElER0cjICAAU6ZMUR0SkVMUtw5pFwDdtb3r7etQiIUwbiu62AnxeRWuQ0qulJ+fjwYNGqBatWpITU1lQkrkpqSUeOONNxAXF4elS5eiZ8+eqkMisoutdUiLq5BGwMFtQKWUfYUQmwEwISXSkVWrViErKwtJSUlMRoncmBAC77//PjIzM9G3b180adIEwcHBqsMiKpXixpD+LaU8V4J+rd3aJyIFCgoK8M4776BJkybo2LGj6nCIqJT8/PywcuVK3HLLLejSpQtycnJUh0RUKsUlpCX9hPP/DCIdSUhIwLFjxzBmzBhWR4k8RI0aNZCYmIhTp07hpZde4iQncmvFJaTWB5jallvC1xGRkxUWFmLy5Mlo3LgxnnvuOdXhEJET3XfffZgzZw6+/PJLvPPOO6rDISqxEi2Mb4ebXNQvETkoKSkJhw8fxqhRo+Dj46r/5YlIlcjISLz44ouYMGEC9uzZozocohIpbpZ9KoBhAM460Kc/gBgpJZd+chBn2ZOzFRYWIjg4GBcvXsQPP/wAX19f1SERkQvk5uaiadOmKF++PPbt24fKlSurDonoOqWZZd8CQAqMC+LbQ2ptS3qrn4ic6NNPP8WBAwewYsUKJqNEHsxgMGDFihV44oknMHDgQCxatEh1SEQOKa5CmgYHl32CMSFdYy0DJutYISVnKigowD333AMfHx98//33TEiJvMCIESMwbdo0fPbZZ3j22WdVh0N0jdJUSFOklCdKcMIUR19DRM718ccf4+jRo0hMTGQySuQlJkyYgC1btiAyMhKPPfYY/P39VYdEZBebFVIqW6yQkrNcvnwZDRs2hMFgQHp6Opd6IvIiBw4cQIsWLdCjRw8sXbpUdThEV9mqkHLKLZEHWrp0KU6cOIHJkyczGSXyMk2bNsWwYcOwbNkyJCcnqw6HyC52VUiFEM0AhAKoDuATKeUBF8fllVghJWe4dOkS6tati9q1a2Pnzp1MSIm80KVLl9C0aVNcvnwZBw8e5Kx70oVSVUiFEEMAZACIBRANIEMIMdi5IRKRsyxYsAC///473nnnHSajRF6qQoUKWLRoEU6ePImxY8eqDoeoWMXNsm8OIAHGRLRoolJLAAsBdHFmpVQIEQHAAOMuTwYAWVLKRFf248K2w2CsJhu0pzKllLHFxc4KKZXWhQsXEBgYiCZNmiAlhXMLibxdZGQkFi9ejH379qFJkyaqwyEvZ6tCWlxCuhrAcPOZ9kIIA4A4KWV3JwUYAyDbNGmz9Jwz+3Fh2zgYNwbIMnkuFEC0lDLMVvxMSKm0pkyZglGjRmH37t24//77VYdDRIplZ2ejfv36uPvuu7Ft2zbeNSGlSpOQrpFSdrNybJqUcrgTggsEkC6lrGbh2FkAAVLKXGf248K2oQAMliqnWgKbLKW0WrZiQkqlkZubi4CAADz66KNYv3696nCISCfi4+MRGRmJjz/+GC+++KLqcMiLlWYMaY6NY3+VPKRrROK/4QDmsgBEuKAfV7UNg/GWviWpAIKtHCMqtZkzZyI3NxcTJ05UHQoR6UivXr3QokULDBkyBOfPn1cdDpFFxSWkZbFIaSiMiZ0lWTAmec7ux1VtswHEWGkbBuPkMCKnO3PmDGbPno1u3bqhWbNmqsMhIh3x9fXFvHnz8Mcff/APVtItl6xDKoRY4EDzYBgTOUuyANi7Bakj/biqbTyAQCFEphDiajW06L9t3a4nKo2YmBj8+++/mDBhgupQiEiH7r//frz++uuYM2cOjh8/rjocousUt3VoiBDiSQBnLRwLEkK0sva60oV1DYOCfkrUVkqZK4RoDeArAOlCiFgYb9VDShnpQJ9Edjt16hTmzZuHHj16oGHDhqrDISKdmjx5MlavXo3hw4cjMdHhRWyIXKq4hLQFjOMnrU3Ls5Zk2XWrX5utD1gfd2kXR/pxVdsiUsoMIUQAgBMAhsFYRe1q4xwR0Mah3nXXXfaehuiqyZMnIz8/H+PGjVMdChHp2G233YZhw4Zh3Lhx2LVrFx5++GHVIRFdVdwt+wwAdQEEOfCoC2Cfi+LVPe32/AgAATAmov4wVkvDLbWXUsZLKUOklCE1atQow0jJE5w4cQKLFy9G7969ERAQoDocItK5wYMHo1atWhg8eDDs2amRqKwUl5CmSClPOPjIgvVZ6dcwWc7JUIr34FA/rmoL/JeMSimjpZS52vJPATBejwRrSSlRSU2cOBG+vr4YPXq06lCIyA1UqlQJkydPxp49e7BmzRrV4RBdZTMhLek6o85Yn1RjQClv55egn9K0XQSgj2kDLTENg3HC0yI7+yUq1tGjR7F8+XL069cPt99+u+pwiMhNvPLKK2jSpAmGDx+OvLw81eEQAXDRLHsHpcB4q98SfwD2rhTvSD9Ob1s03tTaIv5Fk5pMxqUSlcr48eNRsWJFREdHqw6FiNyIr68vZs6ciZMnT+L9999XHQ4RAH0kpBkAAq0cCwSQ4IJ+XNW2OFn27DpFVJwDBw5g9erVGDBgAG655RbV4RCRmwkNDUWbNm0wdepUnDt3TnU4RLpISONgYZkorZIYDOC6QS7adp6l6cfpbbVE02AltqL21hbYJ3LImDFjcNNNN2Hw4MGqQyEiN/XOO+8gOzsbs2bNUh0KkfqEVJsEFa/t9W4qBkC0eUVRCJEO4JqF5x3tx1VtYdyNKcE8KdX+fd34UqKS2LNnDzZs2IChQ4eiWrVqqsMhIjfVokULdOnSBTNnzsRffzlrN3CikhF6WfZBW4/TAOMkoSAAqdosdfN2MQDCAYRpyWKJ+nFVW60SWpS85mpfs6WUsZb6NRUSEiLT0uwdMkveKiwsDPv378eJEydQuXJl1eEQkRv74YcfcO+992LgwIGYMWOG6nDIwwkh0qWUFjdP0k1CSkxIqXjbtm3DE088gRkzZvB2PRE5Rc+ePfHJJ5/g+PHjuOOOO1SHQx7MVkKq/JY9EdlHSokxY8bgtttuQ79+/VSHQ0QeYvz48SgsLMTkyZNVh0JejAkpkZtITk7Gjh07MHr0aFSsWFF1OETkIerUqYPIyEh88MEHOH78uOpwyEvxlr2O8JY9WSOlxP33348///wTx44dww033KA6JCLyIKdPn0ZgYCCee+45fPTRR6rDIQ/FW/ZEbm7Dhg1ITU3F2LFjmYwSkdPVrFkT/fv3x6pVq3D06FHV4ZAXYoVUR1ghJUsKCwvRvHlz/Pvvvzhy5Aj8/PxUh0REHujMmTOoU6cOnn32WXz88ceqwyEPxAopkRtLTEzE999/j/HjxzMZJSKXqVGjBqukpAwrpDrCCimZKygowD333AMfHx98//338PX1VR0SEXkwVknJlVghJXJTK1euxNGjRzFx4kQmo0TkcqySkiqskOoIK6Rk6sqVK2jYsCFuuukmpKWlwceHfz8SkeuxSkquwgopkRtatmwZsrKyMGnSJCajRFRmTKukR44cUR0OeQlWSHWEFVIqcunSJdSrVw933HEHvv32WwghVIdERF7kzJkzCAgIQMeOHbFy5UrV4ZCHYIWUyM0sWrQIv/32GyZPnsxklIjKXFGV9JNPPmGVlMoEE1Iinfn3338xZcoUPPHEE2jVqpXqcIjISw0ePBg33ngjJk2apDoU8gJMSIl0Jj4+HqdPn8aECRNYHSUiZVglpbLEhJRIRy5evIiYmBg88cQTeOyxx1SHQ0RerqhKOnHiRNWhkIdjQkqkI4sWLcLp06cxbtw41aEQEV2tkq5evRo//PCD6nDIg3GWvY5wlr13u3TpEoKCglC3bl1s27ZNdThERACAv/76C3Xq1EGHDh2watUq1eGQG+MseyI38MEHH+DUqVMYO3as6lCIiK66+eab8dZbb7FKSi7FCqmOsELqvfLy8lC3bl3Url0bO3bs4GQmItKVv/76CwEBAXjmmWfwySefqA6H3BQrpEQ6t3TpUvz2228YN24ck1Ei0p2iKumaNWtw+PBh1eGQB2KFVEdYIfVOly9fRr169VCrVi3uykREusUqKZUWK6REOrZs2TL88ssvrI4Ska6xSkquxAqpjrBC6n0uX76M+vXr49Zbb8Xu3buZkBKRrmVnZ6NOnTpo164dVq9erToccjOskBLp1IoVK/Dzzz9j7NixTEaJSPeqV6+OqKgoJCQk4NChQ6rDIQ/CCqmOsELqXa5cuYIGDRqgevXq2Lt3LxNSInIL2dnZCAgIQNu2bVklJYewQkqkQx999BFOnDjB6igRuRVWSckVWCHVEVZIvUd+fj4aNmyIqlWrIj09nQkpEbmVoirp008/jTVr1qgOh9wEK6REOrNy5UpkZmayOkpEbolVUnI2Vkh1hBVS75Cfn4/GjRvjxhtvxL59+5iQEpFbysnJQZ06ddCmTRskJCSoDofcACukRDryySef4KeffsKYMWOYjBKR2/L398fbb7+NxMREHDx4UHU45OZYIdURVkg9X0FBAe6++26UK1cOBw4cgI8P/yYkIveVk5ODgIAAPPXUU6ySUrFYISXSiTVr1uDYsWMYO3Ysk1EicnuskpKzsEKqI6yQeraCggLce++9EELg4MGDTEiJyCMUVUlDQ0Px6aefqg6HdIwVUiId+PTTT3HkyBGMGTOGySgReQx/f38MHjwYa9euRWpqqupwyE2xQqojrJB6rsLCQjRp0gQFBQU4dOgQfH19VYdEROQ058+fR1BQEO69916kpKRwwiZZxAopkWJr167F4cOHMWbMGCajRORxqlSpgtGjR2Pr1q1ISUlRHQ65IVZIdYQVUs9UWFiIZs2aIS8vDz/88AMTUiLySHl5eWjQoAFuvvlm7N27l0OT6Dq2KqR+ZR2MNUKICAAGALna1ywpZaIr+3FVW5P2QSZPZUspY+1+I+QxkpKScPDgQSxfvpzJKBF5rBtuuAETJ07Eq6++ik8//RRdu3ZVHRK5EV1USIUQMTBL2Cw958x+XNVWO5YAINWsfQKAZCllvLX4WSH1PIWFhQgODsY///yDI0eOwM9PN38DEhE5XUFBwdU7QocPH0a5cuVUh0Q6YqtCqjwhFUIEAkiXUlazcOwsgAApZa4z+3FVW+25GAAGKWWkhbZ9bFVVmZB6nqSkJHTu3BnLli3Dq6++qjocIiKX27BhAzp27Ij4+Hj06dNHdTikI3qf1BQJwNoI6CwAES7oxyVtteR1GIAY84ZSymolGYJA7ktKiYkTJyIoKAgvvfSS6nCIiMpE+/bt8dBDD2H8+PH4999/VYdDbkIPCWkojImdJVkAwlzQj6vaRsI4ttRae/IiGzZswL59+zBq1CjeqiciryGEwLRp03Dq1CnMnj1bdTjkJvSQkAYDyLZyLAuAxdJuKftxVdtQABkAIIQwCCHCtaopeZmi6mhAQABefvll1eEQEZWpRx99FM8++yymTp2K06dPqw6H3IAeEtLiGBT0U9K2wQByhBDhMCanKQAMQogEa4mpECJCCJEmhEg7c+aMA6clPfv888+Rnp6OUaNGcVA/EXml6dOnIy8vD6NHj1YdCrkBpQmpEMKg/WduWfXjqrYm/AHkSikTpZS5UsoMANEA0k36u0pKGS+lDJFShtSoUcOB05BeSSkxYcIE1KlTB6+88orqcIiIlKhbty6ioqKwZMkS7Nu3T3U4pHPuUCF1CybJZrCU8ppJUNqY0iwAI8o6Lip7X375JVJTUzFy5EhWR4nIq40ePRrVq1fHwIEDoXpVH9I3pQmpyXJJhrLqpwzaZlhpkgUgvLh+yL1JKTFu3DjcddddXOaJiLyewWDAhAkTsG3bNiQlJakOh3RM7xVSA0p5O78E/ZSmbS6AHCttcwBwgpOHW79+PVJTUzF27FiUL19edThERMpFRESgcePGGDp0KPLy8lSHQzqlh4Q0BddusWnKH4C9K8U70o+r2mZpz1mTa+MYubnCwkKMGTMG9erVY3WUiEjj5+eHWbNmITMzE3PmzFEdDumUHhLSDFivHAYCSHBBP65quxrGmfbW2nIbJg+2evVqHDx4EBMmTOC6o0REJtq0aYMOHTpg4sSJ+O2331SHQzqk261DtUlCZwFUM986VAgRaL74vCP9uLBt0XNBFuKTAMLMJzyZ4tah7is/Px+NGzdGhQoVsH//fvj46OFvPSIi/Thx4gQaN26M9u3bIyHB3loTeRJdbx2qJW7x2h7wpmIARFtIRtMBZAohrqlEOtKPC9vmwrjEU5xZzHEA4m0lo+TePvzwQ/z000+YNGkSk1EiIgsCAgIwevRoJCYmYvPmzarDIZ1RXiEtIoSIwH+ThIIApFra+11LDMNhrDZet0Wnvf2UQdsWJk+lSynjLbU1xQqpe8rLy0P9+vVRs2ZN7N69G0II1SEREelSXl4emjRpgsLCQhw8eBAVKlRQHRKVIVsVUt0kpMSE1F299957iIqKwpYtWxAWFqY6HCIiXUtOTsZTTz2FCRMmYOzYsarDoTLEhNRNMCF1P+fPn0fdunXRqFEjfP3116yOEhHZoXv37li3bh0OHz6MoCBrC9mQp9H1GFIidzZ9+nT8+eefiI2NZTJKRGSnWbNmoVy5cnjzzTe5gxMBYEJKVGKnTp3CzJkz0b17d9x3332qwyEichu33347pkyZgs2bN2PFihWqwyEdYEJKVEJjx47FlStXMGXKFNWhEBG5nX79+uGhhx7CgAED8L///U91OKQYE1KiEjh06BCWLl2K/v37IzCQO8ISETnK19cXixcvxj///IO33npLdTikGBNSohKIjo5G1apVMXr0aNWhEBG5rUaNGmHs2LFISEjAZ599pjocUogJKZGDvvrqK3z++ecYNWoU/P39VYdDROTWhg0bhiZNmqBfv344e/as6nBIESakRA64cuUK3n77bQQEBKB///6qwyEicnvlypXDkiVLcObMGQwePFh1OKQIE1IiB8yfPx+HDx/Gu+++yx1GiIicpEWLFhg6dCiWLl2KjRs3qg6HFODC+DrChfH17X//+x/q16+PBx98EF988QXXHSUicqK8vDy0bNkSf/75Jw4dOoSbb75ZdUjkZFwYn8gJRowYgYsXL2LOnDlMRomInOyGG27AihUrkJOTg759+3LBfC/DhJTIDnv27MHSpUsxcOBANGjQQHU4REQeqWnTppg4cSI+/fRTrFy5UnU4VIZ4y15HeMtenwoKCvDggw/it99+w7Fjx1ClShXVIREReayCggI89thjOHz4MA4dOoQ77rhDdUjkJLxlT1QKCxYsQGpqKmbMmMFklIjIxXx9fbF8+XLk5+fjtddeQ2FhoeqQqAwwISWy4ddff8WIESPQpk0bvPDCC6rDISLyCkFBQZg5cyZSUlIwb9481eFQGWBCSmSFlBL9+vVDYWEhFi5cyIlMRERlKCIiAs888wyGDh2K77//XnU45GJMSImsSEhIwMaNGzFp0iTUqVNHdThERF5FCIGlS5eiWrVqeP755/Hvv/+qDolciAkpkQU5OTl466230KJFC0RFRakOh4jIK9WoUQPLly/HkSNHMGjQINXhkAsxISWyYPDgwcjOzsbixYvh5+enOhwiIq8VFhaGoUOHIi4uDmvXrlUdDrkIE1IiM+vWrcOyZcsQHR2NZs2aqQ6HiMjrTZ48GSEhIejduzd+/fVX1eGQCzAhJTLx559/ok+fPmjWrBnGjRunOhwiIgJQvnx5rFq1CleuXEGPHj1QUFCgOiRyMiakRBopJSIjI/H3339jxYoVKF++vOqQiIhIU7duXcybNw/btm3D1KlTVYdDTsaElEizfPlyJCUlYcqUKbjnnntUh0NERGZ69OiBF198EePHj8fOnTtVh0NOxK1DdYRbh6pz8uRJNG3aFM2aNcPWrVvh6+urOiQiIrLg3LlzCAkJwT///IP9+/ejRo0aqkMiO3HrUCIbrly5cnUXpg8//JDJKBGRjlWtWhUJCQnIzs7Gyy+/zPGkHoIJKXm9UaNGYffu3Vi8eDEXwCcicgNNmzbFe++9hy1btmDKlCmqwyEnYEJKXm3Tpk2YPn063njjDXTt2lV1OEREZKfevXvj5Zdfxrhx47B161bV4VApcQypjnAMadn67bff0KxZM9x+++3Ys2cPKlSooDokIiJywIULF3DfffchJycH+/btw2233aY6JLKBY0iJzBSNG7106RLWrFnDZJSIyA1VrlwZiYmJOH/+PF544QXk5+erDolKiAkpeaXBgwdj586diIuLQ4MGDVSHQ0REJdS4cWMsWLAA27Ztw/jx41WHQyXEhJS8zrJly/Dee+9hwIABeOmll1SHQ0REpfTKK6+gV69eeOedd/D555+rDodKgGNIdYRjSF0vLS0NjzzyCB566CFs2bIFfn5+qkMiIiInuHjxIh566CGcPHkSqampqFu3ruqQyAzHkBLBuE99586dceutt2L16tVMRomIPEjFihWxdu1a+Pj4oHPnzrhw4YLqkMgBTEjJK1y+fBndunVDdnY2kpKSuLMHEZEHCggIwCeffIIffvgBvXr1Au8Cuw8mpOTxpJTo27cvtm3bhsWLF6N58+aqQyIiIhcJCwvD1KlTsWbNGsyYMUN1OGQnJqTk8aZMmYKlS5di3LhxePHFF1WHQ0RELjZ06FB07doVw4cPR3JysupwyA66mdQkhIgAYACQq33NklImurIfV7W18NpkKWVYce04qcn5Vq1ahRdffBEvv/wyli9fDiGE6pCIiKgMXLhwAQ8++CBOnTqFtLQ0BAQEqA7J69ma1KSLhFQIEQMgW0oZa+s5Z/bjqrYWYgoHkCClLDYTYkLqXDt37kTr1q3xwAMPYMuWLbjhhhtUh0RERGXo+PHjaNmyJWrXro1du3ahUqVKqkPyarpOSIUQgQDSpZTVLBw7CyBASpnrzH5c1dbCcQOARQDCmZCWrWPHjuHhhx9G9erV8d1338Hf3191SEREpMAXX3yB9u3bo1OnTkhMTISPD0crqqL3ZZ8iAaRYOZYFIMIF/biqrbkIAKttHCcX+PXXXxEWFgYfHx9s2rSJySgRkRdr27YtZs6cic8++wyjRo1SHQ5ZoYeENBTGxM6SLADFjr0sQT+uanuVECIYxkQ218pryQX++usvPPXUU/j777+xefNmLoxMRER4++23ERERgWnTpuHDDz9UHQ5ZoIeENBhAtpVjWQAslnZL2Y+r2poKlVJmWDlGLnD+/Hm0a9cOJ0+exPr167m8ExERAQCEEHj//ffRqlUr9OnTBzt27FAdEpnRQ0JaHIOCfkrVVpuRH+9AH1RKeXl56Ny5MzIyMrBmzRo8/vjjqkMiIiIdKVeuHBITExEQEIDOnTsjMzNTdUhkQmlCqk36AUp5W9uRflzV1uQ1gQBy7JmIpbWPEEKkCSHSzpw5Y+9pyEReXh7Cw8Px1VdfYcmSJejQoYPqkIiISIeqVauGjRs3QkqJdu3a4a+//lIdEmncoULqbsIdWT9VShkvpQyRUoZwO0vHFW0JunHjRixYsACvvPKK6pCIiEjH6tWrh6SkJPz888/o0KED/v33X9UhERQnpCZVRENZ9eOqtsDVNUcdXsyfSubKlSt4/vnnsX79erz//vvo27ev6pCIiMgNPProo1i1ahX27t2L7t27Iz8/X3VIXk/vFVIDnDNL3ZF+StRWu73vL6W0NiOfnOjKlSt44YUX8Nlnn2Hu3Ll48803VYdERERupHPnzpg3bx42btyIvn37QvW67N7OT3UAMC6NFGTlmD8Ae1eKd6QfV7SNANBSCNHCrE0gAAgh4rR/J0gpra1rSnbIy8vDiy++iLVr12L27Nl46623VIdERERuqG/fvjh16hQmTZqE2267DZMmTVIdktfSQ0KaAePSSpYEAoizcqw0/Ti9rbUtRLXb+KFSykgrfZAD/vnnHzz33HPYsmUL5s6dy2SUiIhKZcKECfjjjz8wefJkVKlSBcOGDVMdklfSQ0IaByDd/EntFngwgDUWjgVauDXuSD+uaksulJubi/bt2+O7777D0qVL0bNnT9UhERGRmxNCYOHChbhw4QKio6NRoUIFREVFqQ7L6ygfQ6ollvFCiBizQzEAos2XTxJCpAPI1HZCKlE/rmprhb8Wt6GYdmTDmTNn0KpVK+zduxerV69mMkpERE7j6+uL5cuXo3Pnznj77bcRH8+lxMua0MsgXm0xeQOMk4SCAKRaWj5JSwzDAYRZmkBkbz+ubKu1DwfQHcatRw0w3vrPAtDHWhIbEhIi09LsHTLrPTIzM9G2bVv89ttvWLt2LZ5++mnVIRERkQcq2mTlyy+/xLJly7iUoJMJIdKllBZ3uNRNQkpMSC3Zs2cPOnTogMLCQqxfvx4PPfSQ6pCIiMiDXbx4Ee3bt8c333yDDz74gHfknMhWQqr8lj2RNUlJSXjyySdRpUoVfPvtt0xGiYjI5SpWrIj169ejdevWeO211zBv3jzVIXkFJqSkO1JKzJkzB8899xyaNGmC7777DvXr11cdFhEReYlKlSph/fr16NixI/r374/YWIsL6ZATMSElXcnLy0Pv3r0xYMAAdOrUCVu3bsUtt9yiOiwiIvIyFSpUQGJiIp5//nlER0dj7NixXDzfhfSw7BMRAODUqVPo0qULdu/ejTFjxmD8+PHw8eHfTEREpEa5cuXw0UcfoVKlSpg0aRLOnDmD9957D35+TJ+cjVeUdGHPnj3o3Lkzzp07h8TERHTp0kV1SERERPD19UV8fDxq1KiBadOm4ddff8Unn3yCypUrqw7No7D8REpJKTF79mw8+uijqFixIr777jsmo0REpCs+Pj6YOnUqFixYgC+++AJPPPEETp8+rTosj8KElJTJzs5Gx44dMXDgQLRt2xapqam49957VYdFRERkUd++fbFu3TocOXIEDzzwAA4fPqw6JI/BhJSU2L59O5o2bYotW7Zgzpw5SEpKgr+/v+qwiIiIbGrfvj22bduGvLw8PPDAA0hKSlIdkkdgQkpl6tKlSxg+fDiefPLJq7foo6KiIIRQHRoREZFdQkJCkJaWhsaNG6Nz584YP348CgsLVYfl1piQUplJTU1FixYtEBMTg9dffx3p6ekIDg5WHRYREZHDbr/9dmzbtg09e/bEhAkTrk7MpZJhQkoud+nSJYwePRoPPvgg/v77b3zxxRdYtGgRqlatqjo0IiKiEqtQoQKWLFmCuXPnYtOmTWjRogX27dunOiy3xISUXGrLli1o0qQJ3nnnHfTo0QOHDh3C008/rTosIiIipxBC4K233sI333yDixcv4oEHHsD8+fO5iL6DmJCSS/z+++/o3r072rRpAwDYvHkzli5dCoPBoDYwIiIiF3jkkUewf/9+hIaG4s0330S3bt2Qm5urOiy3wYSUnCo/Px/vvvsuGjZsiPXr12PSpEk4ePAgnnrqKdWhERERudTNN9+MDRs2YPr06UhKSkJwcDB27dqlOiy3wISUnEJKiQ0bNuDee+/FoEGD8Nhjj+Hw4cMYPXo0brjhBtXhERERlQkfHx8MGTIEO3bsAAA8+uijiI6ORl5enuLI9I0JKZVaRkYGWrdujY4dO6KwsBBJSUnYuHEjAgMDVYdGRESkxAMPPIADBw6gT58+iI2NRcuWLbF//37VYekWE1IqsV9//RWvvPIKWrRogYMHD+L999/HoUOH0KlTJ64rSkREXq9KlSqIi4vDpk2b8Ndff+G+++7D5MmTcfnyZdWh6Q4TUnLYuXPnMHLkSNSvXx9r1qzB8OHDcfz4cbz55psoV66c6vCIiIh0pV27djh48CC6dOmCMWPGoHnz5ti5c6fqsHSFCSnZ7cqVK5g/fz7q1q2LqVOnIjw8HMeOHcPUqVNx0003qQ6PiIhIt6pXr45Vq1Zhw4YNuHDhAh599FFERETg7NmzqkPTBSakVCwpJdavX48mTZrgzTffROPGjZGamooVK1agdu3aqsMjIiJyG+3bt8fhw4cxePBgLFmyBA0bNsSyZcu8futRJqRkU3p6Olq1aoVOnTpBSol169bh66+/RkhIiOrQiIiI3FLlypUxY8YMpKamok6dOnjttdfQsmVLbN++XXVoyjAhJYt++eUX9OjRAyEhITh06BDmzZuHgwcPomPHjpywRERE5ATNmzfHd999hxUrVuDPP//E448/ji5duuCnn35SHVqZY0JK1/j7778xYsQI1K9fHwkJCVcnLPXr148TloiIiJzMx8cHL7/8Mo4dO4ZJkyZh8+bNaNSoEXr27Injx4+rDq/MMCElAEBeXh5mz56NoKAgTJs2DV27dsWPP/7ICUtERERl4MYbb8To0aNx/PhxvP3221i9ejUaNmyInj17ekXFlAmplyssLMRHH32EBg0aYODAgWjevDnS0tKwYsUK3HXXXarDIyIi8io1a9bEzJkzceLECURFRWH16tVo0KABOnXqhK+//hpSStUhugQTUi8lpcSXX36J4OBg9OjRA/7+/tiyZQuSk5PRokUL1eERERF5tZo1a2LWrFk4ceIERo8ejW+//RatWrVCs2bNsGTJEly4cEF1iE7FhNQLpaamonXr1mjbti3OnTuHlStXIi0tDWFhYapDIyIiIhM1a9bExIkT8euvv+KDDz6AlBK9evVCzZo10atXL+zatcsjqqZMSL1Ifn4+unfvjvvuuw8HDx7E3LlzcfToUbzwwgvw8eFHgYiISK8qVKiA119/HQcOHMCuXbvw/PPPY82aNXjkkUfQoEEDjB49Gt9//73bJqfCXQP3RCEhITItLc2l5+jTpw9q1aqFwYMHo2rVqi49FxEREbnOhQsXkJiYiBUrVuCbb75BYWEh6tevj/DwcHTt2hVNmzbV1VKNQoh0KaXFhcyZkOpIWSSkRERE5Hn+/PNPfPbZZ0hISMDXX3+NwsJC3HnnnWjXrh2eeeYZtGrVCpUqVVIaIxNSN8GElIiIiErrzJkzWLduHTZt2oTk5GT8888/uOGGG/DEE0+gXbt2ePrpp1GvXr0yr54yIXUTTEiJiIjImfLy8rBjxw58/vnn+Pzzz3Hs2DEAwF133YWnnnoKYWFhaN26NapXr+7yWJiQugkmpERERORKmZmZV5d53Lp1K/7++2+0adMGX375pcvPzYTUTTAhJSIiorKSn5+PtLQ0SCnx4IMPuvx8thJSP5efnYiIiIh0x8/PDw888IDqMABwHVIiIiIiUowJKREREREppZtb9kKICAAGALna1ywpZaIr+3Fh22EAqgMI1p6KK8l7ISIiIvIGukhIhRAxALKllLGmzwkhAk2fc2Y/Lm47VUqZq/07GMBXQojuUsqu9r4XIiIiIm+hfJa9ECIQQLqUspqFY2cBBBQld87qx4VtIwCkSCmzzNqFAkgG0NVWpZSz7ImIiMhT2Zplr4cxpJEAUqwcywIQ4YJ+XNU2yDwZBQApZQqMt/ojrfRDRERE5LX0kJCGwpjYWZIFIMwF/biq7TAhRIKVtmkALP5VQEREROTN9JCQBgPItnIsC/YncY7046q21iqpAOAPIMfGcSIiIiKvpItJTcUwKOinRG2llLaqucEA4s2f1MadRgDGfWWJiIiIvI3SCqkQwqD9Z25Z9eOqtsX0UzTONMb8mJQyXkoZIqUMqVGjRmlOQ0REROSW9HDL3qNpSW0MjDPsrY1FJSIiIvJaShNSk+WcDGXVj6va2pAAIJoL4xMRERFZpvcKqQGlvF1egn6c1lZbJD9BSnnd2FEiIiIiMtJDQpoCIMjKMX8Yl0tydj+uanuVtn1oJpNRIiIiItv0MMs+A//t+W4uEECcC/pxVVsAgBAiHECueTIqhAjVFsm3KD09/S8hxM/WjjvRzQD+KoPzeBteV9fhtXUNXlfX4HV1HV5b1yir61rb2gHdbh2qTQY6C6Ca+dah2h7y5ttz2t2Pq9pqz4cCMFgaMyqEiJFSRlu9GGVECJFmbesuKjleV9fhtXUNXlfX4HV1HV5b19DDdVV+y15LLOO18ZamYmCcDJRr+qQQIh1AphDimqqlI/24qq0WU6T23+EmjwjtFr7B8lUgIiIi8l56uGUPKWW0SdKWC+OYzWQrM9NTYGUykSP9uKjtV1ps4VbeqvLqKBEREZHe6CIhBYwLxNvZLho2EjtHJhE5u635bX0d40Qr1+B1dR1eW9fgdXUNXlfX4bV1DeXXVfkYUiIiIiLybsrHkBIRERGRd2NCSkRERERKMSElIiIiIqV0M6mJXEcIEYFrd5vKllLGWmlngHElAQOALCsrHTjU1lsIIZKllGFWjvHa2klbzaI6/tuQIs4Z18rbr2sRXgfH8PNYNvjz03nc9Xc+JzV5OCFEAoBU0w+j9lyy6coB2jqr2WbtrnvO0bbeQtudK0FKKSwc47W1k/Zep5psTBEM43JqKVLKrhba8ro6gNfBMfw8lg3+/HQet/6dL6Xkw0MfMC7eH2fh+bMAwk3+HQjgrJU+zsK485TDbb3lAeNfiwnG/52uO8Zra/91jAAQaOH5UACSn9lSX19eB8euFz+PZXOd+fPTedfSrX/ncwyph9K2PB0G4wf0GlLKavLaUnskjBsOWJIF4w/mkrT1FhEAVls5xmtrvyBptiUwAEgpU2C8TRRp8jSvq+N4HRzDz2PZ4M9PJ/CE3/lMSD1XJIxjPK77gWpBKIwfLEuyAISVsK3H027hFf2CsoTX1n7DtFtLlqQBMN1nmdfVcbwOjuHn0cX489Op3P53PhNSzxUKIAMAhBAGIUS49heUJcEAsq0cy8K1P3gdaesNQqWUGTaO89raz9pf4QDgDyDH5N+8ro7jdXAMP4+ux5+fzuP2v/OZkHquYAA52mDxUBh/uBqEEAk2PqTWGFzU1q1psw5Lu92awUVt3Y6UMkyaTRQxUVRJsZfBRW09mUF1AHrCz6Nr8een07n973wmpJ7NH0CulDJRSpmr/SUaDSBdCGEAjH9JaW1zi+vMkbaeTvsfPEdqs2+ttDFo/2m1TUnaehvtFxegjY3idXUcr4Pz8PNYevz56TJu/TufCakHMvkQBWsD8K/SxpdkARhR1nF5mHDpZWvbqaB9lmMAdLVzbBSRy/Dz6DT8+elEnvI7nwmpBzL5q9Pa2JwsAOFmbQ0O9FtsW0+m3RIp9ocpr61TJACINv3lxevqOF4Hp+HnsZT489P5POV3PhNSnRFCpAshZAke4WZd5eLaQfemcmBcW8weBthfrnekbZlzxrXV/hL1d1J1xAAPuLZO/Mya9xsD42LZjo4zM8ADrmsZM4DXwSZ+HkuPPz9dKhdu/jufW4fqjJSyhZO6yoJxPIk1uSb/nYJrtxkz5Q/jEiclaasrTrq2EQBaCiHM+woEACFEnPbvBO3WicdfWyd+Zq8Sxu0aM2388vf46+oCvA4lxM+j0/Dnp+u4/e98JqSeazWuXbjZVCCu/RBl4L99mi21jSthW48jrWyTVjSzUUppfs15bR2kXctc81/+QohQk/FRvK6O43UoAX4enYc/P13K/X/nu2oLKz7UPmAspUtY3vpOwvg/f9G/LW4NZtKHoSRtvekB4/gcaeF5XlvHrmMoTLa4MzsWw+taqmvL6+D4NePnsWyuM39+lv4auv3vfKF1TB5Iu80UJqUMM3kuDgCk2V+i2vgoSCmjzdpmSrO/ah1p6y20pWDiAFSTZkuZ8NraR9u1ZQSu30bQH8YffkGmn1teV8fxOtiPn8eyw5+fzuHuv/OZkHo47X900/E66dLKOCitrQHGsSZBAFKllaU5HGnrybRbTd1hrKQYYLy9kQWgj+kPVl7b4gkhzsL2bM5oCz8oeV0dxOtgH34eXY8/P53PnX/nMyElIiIiIqW47BMRERERKcWElIiIiIiUYkJKREREREoxISUiIiIipZiQEhEREZFSTEiJiIiISCkmpERERESkFBNSIiKdEUIECyHitIXDiYg8HhNSIiIdEUKEwrg9ZaD2lYrBBJ7I/TEhJSLSESllipQyBcYt+qgYTOCJPAMTUiIicltM4Ik8AxNSIiIPIoRIFkKkaw+D6nhUEkLEaNfhrLdfCyK9Y0JKRGRCCBEohEjQkhgphIiz83XJWvtM7fWBro7VGillC+2Ra62NECJUizNZ+5qgJXAG7XiEECLYkfMKIYZpCaDUHsnaLXVrbaXJNbPYrjSklNFSyhYAUpzdNxE5l5/qAIiI9ERKmQWgqxAiBkAwgJDiXmMymSZXShnkyvhKS0syFwHIAhCtvd+iYwYAi4QQqwHESSmFI31LKWOFEPEAzgJIkVKGFdM2TDtPYgneChF5ECakRETWZaGYhNTkVnAgLFTihBARAFoUc57kskjKtFjiAHS1dD4pZa4Qog+0hLIk59D6yIXxetiKJRBl9L6JSP+YkBIRWZatPQzFtIsAEA9jAhZjflBKGe/0yEqguGS0iJZQpgBILsXpsmCsLtsSLaWMtBKnLhJ4Iio7TEiJiMxo4xlToFX5hBCBpre2zdolAiga/6jLsYrabfo4APF2JnJZKN17yQIQLIQwWBrHapIcX0cvCTwRlS0mpERE1wuTUkZrt54BY2J6XUIKIFBKmSKEiIZx/KilNg7RksfuMCa5gdqQgHhbE5TssEj7Gm1n+1wpZYaV+IaZ/DMIxjGg5m2LrkMggGuOabfqg5h4EpEpJqRERFZIKbOEEIDx9vM1FUMhRIRJUhVqfrwU58yAMYmzN3m0SaviBgNItDeplVJed+6iMZ8w3mpPNHk+GYD55KVM7et1CSms3KovKRcl8ERUxpiQEhGZ0BKabJOncmGsBJq2CQaQZtLe4vhRneiqfbVr+SobEmBMas1v+VuqCqdpX6+Z2KTdqk8oZRzXcHYCT0RqMCElIrpWCK6tdmbh+hnjIWbVUUCn40fx3yoBaTZb2aDdpg8G0FpLwP21f4fBciJYlKReTeS11/FWPRFZxIXxiYiuFWY2JvKahFSr8q0xbQ8njR91EQNgnD1v6aAQIthkgXzTBe1NZ8lHwngdIgB0gzaEQUoZaalfk+dMl8yKsTQUgIgIYEJKRFScqwmpNo4yxywJu278qLbbU4xJcjdMe8RoC+4XtQs32dnoulv+JjtGDTM/5mD8VkkpM6SUXfHfrf1EKaV5Uh4IYwIaK6WMl1LaMx7V9LqFw8m36onIszAhJSLSWBg/CmgTdLRj4WYTegwwJl3XrNkppczSqoG5MFYGY7VHNIBsIUS61i4Rtsd4RgPoI6WMLcXbSjaJ1ZaioQeW1h/NxX8TleyVBcCgnTdMSqnXIQ1EpANMSImI/mNptnxRhXEEjGuOmreHhdfYkgjjGp3BwNWtSjNgvC1+XTylXQBeS2ZzUfykq6Lzr7FwzGqV1Ub1tug1CeCEIyIqBhNSIqL/jMD1yVfRZKBsC+NEu8M540fjAIRbeN5Qyn6LtAbQzcqwAIP2fAaALCu34qNhfK/mrx0G68l4UUU1jkswEVFxOMueiLyeECIOxsk6BgDpQoiYotngRVtpmt4219oHQquQCiESYNzO0p4Z5KEAMszGaK4BECeECC56XqugOnNt02raGNZkGCumOdrXbABTtfe52srrU4QQU7XEtWhIQ24xQwkyYHmZKCKi6wgppeoYiIg8khDiLIz73KfCuFSSAcalkKLNq4ZaUptTtGi8EGJYScaOCiGSpZTmC9V7Ne3a9mGllki/WCElInKtVDurhHEwTigqGsuZ67KIiIh0hgkpEZEOaLfFc7UlkgDLk4uIiDwSJzUREelHPIwV0kDeXiYib8KElIhIP1bDOOlJr7s+ERG5BG/ZExE5mbajUySMk5gihRCwZxyplDJDm9FfmpnpGUUL7wNo7c2VVm1VgNBiGxKRcpxlT0RERERK8ZY9ERERESnFhJSIiIiIlGJCSkRERERKMSElIiIiIqWYkBIRERGRUv8H94G929gh+ZsAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190727_060333_ID0000006/H1L1V1-INFERENCE_GW190727_060333-1126259200-400.hdf\n",
+      "0.9489150785053362\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151012_095443_ID0000017/H1L1V1-INFERENCE_GW151012_095443-1126259200-400.hdf\n",
+      "0.910530623653819\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190731_140936_ID0000049/H1L1V1-INFERENCE_GW190731_140936-1126259200-400.hdf\n",
+      "0.9346048243627653\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190925_232845_ID0000047/H1L1V1-INFERENCE_GW190925_232845-1126259200-400.hdf\n",
+      "0.8956262518907109\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170608_020116_ID0000021/H1L1V1-INFERENCE_GW170608_020116-1126259200-400.hdf\n",
+      "0.8760189279303304\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170104_101158_ID0000044/H1L1V1-INFERENCE_GW170104_101158-1126259200-400.hdf\n",
+      "0.9269900933892438\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170814_103043_ID0000037/H1L1V1-INFERENCE_GW170814_103043-1126259200-400.hdf\n",
+      "0.9118495999520367\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABZw0lEQVR4nO3deXhU1eHG8fcQQEHQYVFAQSAsWhfEEOpSXBASWQRRVlERlaWK/FoVibWtS23VuNStUhIEFUQhgKwqQsQibmCCVhQXJOAGUgSCgrIl5/fH3OAQJsskMzkzk+/neeYJmblz75trTN6ce++5xlorAAAAwJUargMAAACgeqOQAgAAwCkKKQAAAJyikAIAAMApCikAAACcopACAADAKQopgIgzxgwwxiw1xqz3Hku9R/diy6UX+zzDGLPDGGMDHrnGGF+x5Xze84HL7ii+voDlxxdbdn3xdYb49R2WCQBQfoZ5SAFEilc4MyTlSUq31mYHvOaTNEhSJ2vtaGPMAEl/stZ2CrKe9ZISJQ201s4uZXtJknIlyVprysjmk7RD0mhrbWYpyw2QlGKtHV3GeiRptaTtkvJLWN324usxxoyX1EbSekmNvOxpZWRPl39/SJJPv+7fvNLe57231K+njPcmyb+/Qn5vuDKFur+8/z5F+ytf/v2VLymttP1Vkf8uQdZR6v6qaDYgLllrefDgwSPsD0njJVlJo8pYLlH+0rpeUm4Jy4zy1pVeju2u95b1lWPZWaVkGiBplreujFLWkeQtU55HerH3Li2+fyR1L2U/+Lz3JAXJkCupe2W/nnLs2wq9NxyZKrC/krzvLV+x54u+NweEYzsV2V8VzcaDR7w+OGQPIOyMMaPkH/lJs6WMPkqS9Y8ELdWvI37BZHkfB5Rj80UjS4PKyOjztlv8+QH6ddRqZDm2lygpTVIDa60p6SFptg0YYSs6naD4/rH+UeQcY8ysINuaJf8o8epi71ktqZv3emW/nqC8EcPS/huFsq6QM1Vwf6Vba0dba/OLvedB+b9PZgU5/aMi2wmWt6z9FXI2IJ5RSAGElTGmaMRztffLtUzWfxg+u5TX8+U/HJ7orb80+d7HgWUsNyjYNq21s621A621DxYvCyXoLCmztGW9cnJ/safHy7+fgsmQNCCwkBT9u6TteM9nFz8vtwJfz2G8fV6h9wZTwUyh7q8kSd2NMbklvKeo1Hcv9nxI2wmmrP1ViWxA3KKQAgi3oguJQjrfTiWXgCIzvY8ljpJ6I2/3yz/C1L2M4tDGhuc8vfVllNFE6eAoZmBO6dfiUVxRrlEBzyWrfCOUvnIsE6pSz7ONtArur3zvkVPG6vMruZ1gytpfIWcD4h2FFEDYeAVwgHTwEGcoylq+6GKmwaUs09krfkXLBh1h8nJuCyldCcpR1NKDjBSneO8NWogDCm5KwNN58o8QB505wNNdZe/HkHinX5T1x0Kkhby/rLV51toGtuQLpZK8j4GlsCL/XQ5Rnv1VwWxAXKOQAginovM2Qy5F3i/7En+ReyUhT1JSOc6tKxpNLekXfnf9WlojxiuPwUaKyzPSmRe4nPf1Z0sa702Z5Su2rQz5z9nNr3DgYgJGd11f8R3y/iqNd1pDog7fX5XaTjj2VynZgLhGIQUQTm28jxX6hVyO0caiEnnYBUveL/Kl3npWy3+4s6Rz8DpHumSVUU4alnM1xZcbKP/h5O6SNnjzu/q8MpobgcPqTg/VB6jo/jqMV+QzJD0YZOS6stup1P4qIxsQ12q6DgAgrhSNHOVHaP0z5b/oZKCk4r/4U+yh80RmSRpljBlgS5m7NILSVfIV5D6Vbx/5Aj/xRsw6eSOv4+W/qj5fUrfiV95Xlnc+5cwyF6waPlVgfxXx/lhJ0a+Hwg+bqaCy26no/gohGxDXGCEFEDMCRz7Lcdi+aHqeQ845rYqi5V1F7SvlkGt5RuJKem+RoumBfJJeD7ggp9K8fZsYRcWoUvvLWpttrU2z1qbI/4dCegnn4lZoO5XZXyFkA+IahRRAOBUdnvZFcBtFc5IePBzvFcD3AxcKuKiq+GH7zlVQtP6kIHOchshX/AljTKIxZqn8k62nWWvbyF9MffLPWxmuIvOnGDxk7CvPQl4BTJF/+qaSpl0KdTth2V9hyAbELAopgHAqKoVlXhzinf+Y691HPvBe9evLKFbBRj67l3BYfrYkX/G5OSMpYKaB0krvdpWvQOUXW+9S+Q/pHjwv1TtNoZP8fwyM967yrrDAc3GjSMj7qxzS5L9ALvBCuor8d4nE/gqWDYhrFFIA4VTSqORhvMnRO3mjfEX3r8+z1raxpdwz3Bv5zNeh85E2KmHxokPzA6UqK1tFX3tpU/bkl2M9DeUvSEUmyT8yeth7vRHfTvKX4MqOkqZUYMquSMsvxzLF91dZiv5gCLxAriLbicT+CpYNiGsUUgBh45Wl2dIhk4yXR9GIX345l88q2oZ3Nfv6EpYrKgpFv9iromwVzWWZX8oyOdKvd18qgU+HjrIOUClTVXnbGyj/iHBp6y2RN7ra3ZtW6rCHt9iggOcqNRobgpD3l5dvfUnvCRhlDtxfIW2novurgtmAuMZV9gDCLU3+8pSuyM31OUv+u+UMlv/0gKBT7Vhr840x2fKXhqRgy0RAd5VdrIvOD0xUkEP7ASWk+GhuqSOA1to8Y0xZZbi092eqhH3p5bKSskqZ0D1SKrK/ikaqS3pP4Byv+RXZTiX2V0WyAXGNEVIAYeWN7oxW2XcVClTe+R+LthF4akCjMn5pF51zmq5iFz5FSHkmVy+6MCu5hNeLCkvgaO7qUpaXdLAwuZ7EPhIqsr+y5R8RL+lc3sSA5SqznYqoSDYgrlFIAYSdN3KUJv9FNuPL8ZY0hT536Wz5D5+WdQvQg1flV2I+0nIV5oARtLJGMvPlvzq+pJHGwZIyi02qf7/KPj+0pDtDFRfSHwBhfG+F1lvB/ZWhX+f2DCat2MeKbqcswb6ukLMB8Y5CCiAivGlwUiSN9q6mP+xCJ28ao1nyrh4PcRNFFyyVWjK9krFaFRhtCiiYvlIWC1SuW1dKB6+OLzoPMXCbA+QvK2nFlp8taaa3LxOLvafobk3rSyvdFfh6wvLecKy3gvtLxpiMILdZTZd/tPOwSehD3U5JSvu6KpoNiGfGWus6A4A45/0yH61fC1ue/COieZLuLzrkboxJCuWXsDFmqTdvY1nLjZf/Cv4yR0i94pzmZQ0sfkV5t5e0Ta9cbFAI51l62drIf2FWI+nXUlTC8onyj4T6AnJtl5QebOSuMl9PQL7BOnREr+i9h0xB5Z0zWSJrralspgrurzT9OlLp87YRdH9VdDvF3lfe/VWhbEA8opACAADAKQ7ZAwAAwCkKKQAAAJyikAIAAMApCikAAACc4k5NUaRx48a2VatWrmMAAACEXW5u7g/W2mODvUYhjSKtWrVSTk6O6xgAAABhZ4z5qqTXOGQPAAAApyikAAAAcIpCCgAAAKcopAAAAHCKQgoAAACnKKQAAABwikIKAAAApyikAAAAcIpCCgAAAKcopAAAAHCKQgoAAACnKKQAAABwikIKAAAApyikAAAAcKqm6wAAECsKCgq0cOFCLVq0SOvWrZMxRieffLL69u2rHj16qEYN/sYHgIrgpycAlMOiRYt08skn67LLLtNLL70ka60KCgr0wgsvqHfv3jrzzDO1cuVK1zEBICZRSAGgFPv379cNN9ygPn366Mgjj9Ts2bO1detWvfnmm1qxYoW2bdum559/Xtu3b1eXLl2UkZHhOjIAxBwKKQCU4Oeff1a/fv00ceJEjRs3Tjk5Oerfv78SEhIOLlOrVi1deeWV+vjjj5Wamqrf//73mjBhgsPUABB7OIcUAILYt2+fLrvsMmVnZyszM1MjR44sdfljjjlG8+bNU//+/TVmzBg1atRIgwcPrqK0ABDbGCEFgGKstRo5cqSWLFmip59+uswyWqRWrVrKysrS7373O11//fX67LPPIpwUAOIDhRQAinnyySc1depU/e1vf9O1114b0nuPPPJIzZw5U3Xq1NGgQYO0d+/eCKUEgPhBIQWAADk5ORo3bpz69Omjv/zlLxVaxwknnKBnn31Wa9as0YMPPhjmhAAQf4y11nUGeJKTk21OTo7rGEC19dNPP6ljx47av3+/PvzwQzVs2LBS6xsyZIjmzZunjz76SO3btw9TSgCITcaYXGttcrDXGCEFAM8dd9yhDRs26IUXXqh0GZWkxx57TEceeaRuueWWMKQDgPhFIQUASe+++66eeuop3XTTTerSpUtY1tm0aVPdfvvtevnll7VixYqwrBMA4hGH7KMIh+wBN/bt26ekpCT9+OOP+uSTT1S/fv2wrfvnn39Wu3bt1LJlS7399tsyxoRt3QAQSzhkDwCleOKJJ/TJJ59owoQJYS2jklS3bl3dddddevfdd7VkyZKwrhsA4kXUjJAaY0ZJ8knK9z7mWWtnR3I9IS47XlIjSUneUxnhWG8gRkiBqrd161a1bdtWXbp00csvvxyRbezbt0+JiYlq27at/vOf/0RkGwAQ7UobIY2KOzUZY9IlbbPWPhj4nDEmMfC5cK6nAsveb63N9z5PkvS6MWawtXZgJL4WAFXjrrvu0u7du/Xwww9HbBu1a9fWrbfeqltuuUXvvvuuzjnnnIhtCwBikfMRUmNMoqRca22DIK/tkNS6qAiGaz0hLjtKUra1Nq/Yct0lLZU0sGj0s7JfCyOkQNX65JNP1KFDB91444168sknI7qtXbt2qWXLlrrgggv00ksvRXRbABCNov0c0tGSskt4LU/SqAisJ5Rl2xQvo5Jkrc2W/5D86AquF4Bjd955p4466ijdddddEd9WvXr1NHLkSM2fP1/ffvttxLcHALEkGgppd/nLWjB5klIisJ5Qlh1vjJlVwrI5kgKbfri+FgAR9sEHH+ill17SzTffrMaNG1fJNkePHi1rrTIzM6tkewAQK6KhkCZJ2lbCa3k6tPCFaz2hLFvSiKckNZS0vYLrBeDQnXfeKZ/Pp5tvvrnKttm6dWv16tVLmZmZ2rdvX5VtFwCiXTQU0rL4HKzn4LLW2pTiFy4FSFLphbUyGQBEyMqVK7Vo0SLddttt8vl8VbrtMWPGaMuWLZo7d26VbhcAopnTQmqM8Xn/zK+q9YRxm0Xng6ZXZr3GmFHGmBxjTM7WrVsrEwlAOd11111q3Lix/u///q/Kt33xxRcrMTFREydOrPJtA0C0ioUR0qjjlc90+a+wL+mc0XKx1mZaa5OttcnHHntsWPIBKFlOTo5ee+01jRs3TvXq1avy7deoUUPXXnut/vOf/+irr76q8u0DQDRyWkgDpkDyVdV6wrTNWZLSAie7D9fXAiCy0tPTdcwxx+iGG25wluGqq66SJE2bNs1ZBgCIJtE+QupTJQ+tV2A9pS7rTXw/y1ob6mWyoWQAEAFffPGF5syZozFjxujoo492lqNVq1a64IILNHXqVLmeCxoAokE0FNJsSW1KeK2h/FMrhXs9Fdqmd/vQ9aWU0XB9LQAi4OGHH1bt2rWdnDta3DXXXKN169Zp5cqVrqMAgHPRUEhXS0os4bVE+Q+Ph3s9IW/TGDNAUn7xMurdsanC6wVQNTZt2qTnnntO1113nZo0aeI6jvr37686depo6tSprqMAgHPRUEgzFGR+Tu/CoSRJWUFeC1b6QllPSNssKp0ljIwGTnYf8tcCoGo89thjOnDggMaNG+c6iiTp6KOPVr9+/TRz5kzt37/fdRwAcMp5IfWuUs/0zs0MlC7/hUP5gU8aY3IlrTfGJFV0PaEs621ntPfvAQGPUd4hfF9FvxYAVWPnzp2aOHGiBg0apMTEkg5iVL1BgwZp+/bt+s9//uM6CgA4ZaLlhHpvXk+f/Bf+tJH0fuBV7AHLpUsaICkl2JRL5V1PeZc1xuxQ6VfOp1lrH6xohkDJyck2J4fTTIFwe+yxx3TzzTcrJydHnTp1ch3noF9++UXHHXecrrjiCm4nCiDuGWNyrbVB71oZNYUUFFIgEgoKCtS+fXs1a9ZMb731lus4hxk6dKiWLl2qzZs3q2bNmq7jAEDElFZInR+yB4BIevnll5WXl6c//OEPrqMENXDgQP3www8ctgdQrVFIAcS1xx9/XC1atNBll13mOkpQPXr0UL169TRrFpNwAKi+KKQA4taaNWu0bNkyjRkzJmoPh9epU0eXXHKJXnrpJR04cMB1HABwgkIKIG498cQTqlOnjkaOHOk6SqmKDtsvX77cdRQAcIJCCiAu/fDDD3r++ed19dVXq2HDhq7jlKpHjx6qU6eO5s2b5zoKADhBIQUQlyZNmqQ9e/ZExW1Cy1K3bl2lpKRowYIF3NseQLVEIQUQd/bv36+nnnpK3bp106mnnuo6Trn07dtXX3/9tdasWeM6CgBUOQopgLizYMECfffddzExOlqkd+/ekvzZAaC6oZACiDsTJ05UixYtDpa8WNC0aVOdddZZFFIA1RKFFEBc+fLLL5Wdna1Ro0YpISHBdZyQ9O3bV++//742b97sOgoAVCkKKYC4kpmZqYSEBF133XWuo4SsT58+kqRFixY5TgIAVYtCCiBu7N27V1OmTNGll16q448/3nWckJ122mlq1aoVh+0BVDsUUgBxY86cOdq2bZt+//vfu45SIcYY9enTR9nZ2fr5559dxwGAKkMhBRA3MjIy1KZNG3Xr1s11lArr3bu39uzZozfffNN1FACoMhRSAHFh7dq1evPNNzV69GjVqBG7P9rOP/98HXnkkXr11VddRwGAKhO7P7UBIEBGRoZq166t4cOHu45SKXXq1NGFF16oxYsXu44CAFWGQgog5v3888967rnn1L9/fx177LGu41Rajx499MUXXygvL891FACoEhRSADFv5syZ2rlzZ8xezFRcz549JUmvvfaa4yQAUDUopABiXkZGhn7zm9/ovPPOcx0lLNq1a6fWrVtzHimAaoNCCiCmffDBB1q5cqVGjx4tY4zrOGFhjFGPHj20bNky7d2713UcAIg4CimAmJaRkaEjjzxSw4YNcx0lrHr27Kndu3fr7bffdh0FACKOQgogZv3000+aPn26hgwZogYNGriOE1Zdu3ZVrVq1OGwPoFqgkAKIWS+88IJ27doVNxczBapXr57OO+88pn8CUC1QSAHEJGut/v3vf6tjx4767W9/6zpORPTo0UMff/yxvv32W9dRACCiKKQAYtKqVav03//+N64uZiquaPonRkkBxDsKKYCYNHHiRNWrV09XXnml6ygRc+qpp+qEE06gkAKIexRSADFnx44dmjFjhq688krVr1/fdZyIMcYoJSVFy5YtU0FBges4ABAxFFIAMWfatGnas2ePRo8e7TpKxKWkpGjHjh1avXq16ygAEDEUUgAxxVqriRMn6qyzztKZZ57pOk7Ede/eXZK0dOlSx0kAIHIopABiyooVK/Tpp59Wi9FRSTruuON0xhlnUEgBxDUKKYCYMnHiRB1zzDEaPHiw6yhVpnv37nr77be1e/du11EAICIopABixtatWzVnzhxdc801qlu3rus4VSYlJUX79+/XihUrXEcBgIigkAKIGc8++6z27dtXbQ7XFznvvPNUu3ZtDtsDiFsUUgAxobCwUBkZGTrvvPN0yimnuI5TperWrasuXbpQSAHELQopgJjw+uuva/369XF53/rySElJ0Zo1a/T999+7jgIAYUchBRATJk6cqMaNG6t///6uoziRkpIiScrOznacBADCj0IKIOpt2rRJ8+fP17XXXqsjjjjCdRwnOnbsqIYNG3LYHkBcopACiHpTpkxRQUGBRo0a5TqKMwkJCerWrZuys7NlrXUdBwDCikIKIKoVFBQoMzNT3bt3V9u2bV3HcSolJUWbNm3Sp59+6joKAIQVhRRAVHv11Vf1zTffVNuLmQIVnUfKYXsA8YZCCiCqZWRkqGnTpurbt6/rKM61atVKbdu2pZACiDsUUgBR66uvvtLLL7+sESNGqFatWq7jRIWUlBT95z//0b59+1xHAYCwoZACiFpPP/20JGnEiBGOk0SPlJQU7d69W++9957rKAAQNhRSAFFp//79evrpp9WrVy+1bNnSdZyo0bVrV9WoUYP5SAHEFQopgKi0cOFCff/999XuvvVl8fl86ty5M+eRAogrFFIAUSkzM1PNmzdXz549XUeJOikpKVq1apXy8/NdRwGAsKCQAog6GzZs0JIlSzRixAjVrFnTdZyok5KSosLCQr3xxhuuowBAWFBIAUSdp59+WsYYXXfdda6jRKWzzz5bRx11FIftAcQNCimAqLJ//35NmTJFvXr1UosWLVzHiUq1a9fWhRdeSCEFEDcopACiyqJFi7iYqRxSU1P15ZdfasOGDa6jAEClUUgBRJWMjAw1b95cPXr0cB0lqqWmpkriNqIA4gOFFEDUKLqY6frrr+dipjKcdNJJatGihZYsWeI6CgBUGoUUQNSYPHmyjDG6/vrrXUeJesYYpaam6vXXX9eBAwdcxwGASqGQAogKXMwUutTUVOXn5ysnJ8d1FACoFAopgKiwaNEibd68WaNGjXIdJWZ069ZNxhgO2wOIeRRSAFGBOzOFrlGjRkpOTqaQAoh5FFIAzm3cuFGvvfYaFzNVQGpqqt577z3t3LnTdRQAqDAKKQDnuDNTxaWmpqqgoIDbiAKIaRRSAE4VXczUs2dPnXjiia7jxJyzzz5b9erV47A9gJhGIQXg1Msvv6zNmzdzZ6YKql27trp27UohBRDTKKQAnMrMzNQJJ5zAxUyVkJqaqvXr12v9+vWuowBAhVBIATizceNGLV68mIuZKonbiAKIdRRSAM5wZ6bwaNeunVq2bMlhewAxi0IKwIkDBw5wMVOYcBtRALGOQgrAicWLF2vTpk0aMWKE6yhxITU1VT/++KNWrVrlOgoAhIxCCsCJyZMnq0mTJurdu7frKHHhoosuUo0aNThsDyAmUUgBVLktW7Zo0aJFGjZsmGrVquU6Tlxo2LChOnfuTCEFEJMopACq3LRp03TgwAHuzBRmqampWrlypfLz811HAYCQUEgBVClrrSZPnqxzzz1XJ598sus4cSU1NVWFhYVatmyZ6ygAEBIKKYAq9d577+mzzz5jdDQCzjrrLB199NFavHix6ygAEBIKKYAqNXnyZB111FEaNGiQ6yhxp1atWkpJSdGrr74qa63rOABQbhRSAFVm165dmjlzpgYNGqT69eu7jhOXevXqpW+//VZr1qxxHQUAyo1CCqDKzJo1S7t27eLOTBHUs2dPSdLLL7/sOAkAlB+FFECVmTx5sk466SSde+65rqPErWbNmikpKUmvvPKK6ygAUG4UUgBV4vPPP9fbb7+t6667TsYY13HiWu/evfXOO+9ox44drqMAQLnUdB2giDFmlCSfpHzvY561dnYk1xPqNo0xPknpkpaWss5ZkvIkZVhr84wxiZK6S+pkrR0d6tcDxIspU6YoISFBw4YNcx0l7vXq1Uv33nuvXnvtNQ0ZMsR1HAAoU1QUUmNMuqRt1toHA58zxiQGPhfO9YS4bIakhpLelzRK0tJSYiRKGiBpfMAoULa1NqW8XwcQb/bv36/nnntOvXv3VtOmTV3HiXudO3dW48aN9corr1BIAcQE54XUG0EcZa1tEPi8tTbNGLPDGJNprc0P53pC3WbgyKZXZEuTLSlN/mIqSTnW2tVl5Qfi2WuvvaYtW7Yw92gVSUhIUI8ePfTqq6+qoKBACQkJriMBQKmi4RzS0fKXuGDy5B+RDPd6wrXNYLZZa7OttZnegzKKam/atGlq3LjxwSvAEXm9e/fWDz/8oJycHNdRAKBM0VBIu8tfAoPJk1TeQ92hrCdc2wRQhvz8fM2fP19XXHGFateu7TpOtZGamqoaNWow/ROAmBANhTRJ0rYSXsuTlByB9YRrmyUyxviMMd290wOAamvWrFnau3evrr76atdRqpWGDRvq3HPPZfonADEhGgppWXwO1lOZbTbyrt5PlpQjyWeMWepdoX8YY8woY0yOMSZn69atldgsEJ2mTp2qk08+WcnJlf47DyHq1auXcnNztXnzZtdRAKBUTgtpQEnLr6r1hGubZcjyziPN984hTZeUG2xB7zzTZGtt8rHHHhvBSEDVW79+vd566y0NGzaMuUcd6N27tyRp8eLFjpMAQOliYYQ0plhr04rPCmCtzZbU0Bs5BaqN559/XsYYXXnlla6jVEunn366mjdvrkWLFrmOAgClclpIA4qbr6rWE65tVkCepIFVvE3AGWutpk2bpq5du+rEE090HadaMsbokksu0WuvvaY9e/a4jgMAJYr2EVKfwnNoPZT1hGubxeXp17lJgbj37rvvav369VzM5Fi/fv20e/duvf76666jAECJoqGQZktqU8JrDeW/MCjc6wnXNg9hjMktx8T5QLUwdepU1alTR/3793cdpVq78MILVb9+fc2fP991FAAoUTQU0tUqeeQwUdKsCKwnXNsszidpfSnrZZJ8VAt79uzRzJkzdfnll6t+/fqu41RrRxxxhHr16qX58+eroKDAdRwACCoaCmmGgsz76V0NnyQpK8hrwcpkKOsJeZvllGGtzQyy3kRvvRkVXC8QUxYtWqT8/HwNGzbMdRRIuvTSS/W///1PK1eudB0FAIJyXkittXmSMoMc6k6XdNgV68aYXEnrjTFJFV1PqNsMomEJzwdbp+Qvog96V9sDcW/q1Klq1qyZunXr5joK5J+PtFatWhy2BxC1jLXWdQZJ/gni9esFRW0kvW+tnR1kuXRJAySleMWyQusJcZvjJXWWf5Qz0Vs+R/4LlQ4psN4o65+8T33yl9eM8pTR5ORky32nEet27NihJk2aaOzYsXrkkUdcx4EnNTVVX331lT7//HPXUQBUU8aYXGtt0Luk1KzqMCUJdqi7hOXSJKVVdj0hbvPBENaZr1LyAfFu3rx52r9/vwYPHuw6CgL069dPY8aM0WeffaaTTz7ZdRwAOITzQ/YA4ktWVpZatWqlzp07u46CAH379pXk/4MBAKINhRRA2Gzbtk3Z2dkaNGgQtwqNMs2bN1dycjKFFEBUopACCJu5c+fqwIEDHK6PUpdeeqlWrlypzZs3u44CAIegkAIIm5kzZ6pNmzY688wzXUdBEP369ZPEYXsA0YdCCiAstm7dqmXLlmnw4MEcro9Sp556qk466STNmlXRe38AQGRQSAGExZw5c1RYWKhBgwa5joISGGM0cOBALV++XP/73/9cxwGAgyikAMIiKytLJ510kjp06OA6CkoxYMAAFRYWau7cua6jAMBBFFIAlfb9999r+fLlXF0fAzp06KB27dpx2B5AVKGQAqi0osP1XF0f/YoO27/xxhvaunWr6zgAIIlCCiAMZs6cqVNOOUWnnnqq6ygoh4EDB3LYHkBUoZACqJTvvvtOb731FqOjMeSMM85Q27ZtOWwPIGpQSAFUyuzZs2Wt5er6GBJ42P6HH35wHQcAKKQAKicrK0sdOnTQySef7DoKQjBgwAAVFBRw2B5AVKCQAqiwb775Ru+88w6jozHozDPPVGJiIoftAUQFCimACisqMxTS2GOM0aBBg7Rs2TKutgfgHIUUQIVlZWXpzDPPVLt27VxHQQVcccUVKigoUFZWlusoAKo5CimACtm4caNWrlzJ1fUxrEOHDjrttNP0wgsvuI4CoJqjkAKokKLD9QMHDnScBJUxdOhQvfPOO9qwYYPrKACqMQopgAqZOXOmOnfurMTERNdRUAlXXHGFJGnGjBmOkwCoziikAEK2fv165ebmcjFTHGjVqpV+97vfafr06bLWuo4DoJqikAIIWdFFMByujw9Dhw7VJ598ojVr1riOAqCaopACCFlWVpbOPvtstWzZ0nUUhMHAgQOVkJDAxU0AnKGQAgjJF198oQ8//JCr6+PIscceq4svvlgvvPCCCgsLXccBUA1RSAGEpOhw/YABAxwnQTgNHTpU33zzjd5++23XUQBUQxRSACGZOXOmunTpoubNm7uOgjC69NJLVbduXT3//POuowCohiikAMpt7dq1+vjjj7m6Pg7Vq1dPl19+uWbOnKk9e/a4jgOgmqGQAii3rKwsGWM4XB+nhg8frp07d2r+/PmuowCoZiikAMrFWqusrCydf/75atasmes4iICuXbuqRYsWevbZZ11HAVDNlKuQGmOONsa0MsZcFOlAAKLTxx9/rE8//ZSr6+NYjRo1NGzYMC1ZskSbNm1yHQdANVJqITXGrDPGbJOULilREjc7BqqprKws1ahRQ5dffrnrKIiga665RoWFhVzcBKBKmdJuFWeMKZSUYq19veoiVV/Jyck2JyfHdQzgMNZanXTSSTrxxBOVnZ3tOg4irEuXLtq+fbs++eQTGWNcxwEQJ4wxudba5GCvlXXIfjVlFMB///tfrVu3jqvrq4nhw4fr008/1fvvv+86CoBqoqxCmhf4iTHmGGPMSGNMlnc4/31jzDhjTMfIRQTg2syZM5WQkMDh+mpi4MCBOvLII/Xcc8+5jgKgmgipkFprd1prJ1lrB0naKWmUtfZha+2HkQoIwK2iq+u7deumxo0bu46DKnDMMcfo8ssv14svvsicpACqRFmFtOQTTKUca+0HwV7ganwgfuTm5iovL4+r66uZ4cOHa8eOHVq4cKHrKACqgbIKqa+U13aU8trA0KMAiEZZWVmqWbOm+vXr5zoKqtBFF12k5s2b65lnnnEdBUA1ULOM15ONMV0lBbvMMrGE13ySuochGwDHig7Xp6amqmHDhq7joAolJCRo+PDhuu+++/T111/rxBNPdB0JQBwra4S0k6TsEh4DJb0e5PnZ8s9ZCiDGrVq1Sl999RVX11dT119/vay1mjJliusoAOJcmdM+SWorqU0Ij7aSgp5bCiC2zJw5U7Vr19all17qOgocaNWqlVJTUzV58mQVFBS4jgMgjpV1yD7bWhvy3ZmMMcycDcS4wsJCzZo1SxdffLF8Pp/rOHBk1KhR6t+/vxYvXqzevXu7jgMgTpU6Qmqtvb0iK63o+wBEj3fffVfffvstV9dXc3369FGTJk00adIk11EAxLGyDtkHZYxpZYy5yHscHe5QANzLysrSEUccoT59+riOAodq1aql4cOHa9GiRdq0aZPrOADiVLkLqTGmozHmNWNMgaT1kpZ6jx3eXZu6RiokgKpVdLi+V69eOvpo/uas7kaMGKGCggKmgAIQMeUqpMaYLPkvcDKSbpc0SFKq9/H3kj6UNMcYs5gRUyD2vfXWW9q8eTNX10OS1LZtW1100UV6+umnVVhY6DoOgDhUZiE1xizx/tnAWptqrX3IWjvHWvu693GStXag/FM9fSX/VFAAYlhWVpbq1KmjSy65xHUURIlRo0Zp48aNys7mmlUA4VdqITXG9JeUb60dZK3dWdqy1tp8a+1oSbnGmBHhDAmg6hw4cECzZ89W7969Va9ePddxECX69eunRo0aKTMz03UUAHGorBHSUZJCKpfW2t+LW4cCMWv58uXasmWLhgwZ4joKosgRRxyh4cOHa/78+dqyZYvrOADiTFmFdKe19scKrLfU0VQA0WvGjBmqV6+eevXq5ToKoszIkSN14MAB7twEIOzKKqTbK7jeir4PgEP79u3TnDlz1K9fP9WpU8d1HESZk046SV27dtXEiRO5cxOAsCqrkNoKrje/gu8D4NDSpUu1Y8cODtejRDfddJO+/vprLVq0yHUUAHGkQhPjl8MxEVovgAiaMWOGGjRooJSUFNdREKX69u2r5s2b66mnnnIdBUAcKete9snehPc7QlhnQ0nJFY8EwIVffvlF8+bN05AhQ1S7dm3XcRClatasqdGjR+uvf/2rvvjiC7Vv3951JABxoKwR0k6SsuWfFL88j1xv+aQI5QUQIa+88op27drF4XqUaeTIkapVq5YmTJjgOgqAOFFWIV0tqa2kNuV8tPUeH0QoL4AImTFjhpo0aaILL7zQdRREuSZNmmjAgAF69tlntWvXLtdxAMSBsgpptrV2Q4iPPPlHSQHEiJ9++kmLFi3SwIEDlZCQ4DoOYsCYMWO0c+dOTZ8+3XUUAHGg1EJqrb29Iiut6PsAuLFgwQLt2bOHw/Uot3PPPVcdO3bUU089JWsrOiELAPhF6ip7ADFkxowZatGihc455xzXURAjjDEaM2aM1qxZo7feest1HAAxrlyF1BjT0RgzzhhzvzHmjEiHAlB1tm/frtdee02DBw9WjRr8jYryGzp0qHw+H1NAAai0Mn/7GGPGyX9x04OS0iStNsbcGulgAKrG3LlztX//fg7XI2R169bVtddeqzlz5mjTpk2u4wCIYaUWUmPMmZJ+L2mgpAbe42JJNzBSCsSH6dOnq23btkpKYrY2hO6mm25SQUEBo6QAKqWsEdLbJaVYa+dYa3d6j2z5J76/I/LxAETS119/rf/85z+6+uqrZYxxHQcxKDExUf369dPEiRP1888/u44DIEaVVUiNtXZD8SettfmSDnseQGyZPn26rLW66qqrXEdBDLv55pu1fft2TZs2zXUUADGqrEK6vZTXfghnEABVy1qradOmqUuXLkpMTHQdBzGsS5cu6tSpkx599FEVFha6jgMgBpVVSJlcDohTq1ev1qeffqqrr77adRTEOGOMbr75Zn3++edavHix6zgAYlBE5ngxxvw7EusFED7Tpk1T7dq1NXDgQNdREAcGDhyo448/Xo8++qjrKABiUM0yXk82xnSVtCPIa22MMReV9L7KxQIQSfv379eLL76oPn36qEGDBq7jIA7Url1bN910k+644w6tWbNGp59+uutIAGKIKe2Wb8aYQvkP24d6+a211nJD7BAlJyfbnJwc1zFQDbz88su65JJLNG/ePF166aWu4yBObN++XS1atNCQIUM0efJk13EARBljTK61NuigZVmH7FdLaiupTQiPtpI+CEtyABExbdo0NWrUSD179nQdBXGkYcOGuuaaazR9+nRt2bLFdRwAMaSsQpptrd0Q4iNPUnZVhAcQuh9//FHz58/XkCFDVLt2bddxEGf+8Ic/aO/evfr3v7mUAED5lVpIrbW3V2SlFX0fgMibMWOG9uzZo2HDhrmOgjh00kkn6ZJLLtFTTz3FRPkAyi0iV9kDiF6TJ0/Waaedps6dO7uOgjiVlpamH374QVOmTHEdBUCMoJAC1ciaNWu0atUqjRgxgluFImK6dOmic889Vw8//LD279/vOg6AGEAhBaqRyZMnq3bt2twqFBF3++2366uvvlJWVpbrKABiQKnTPqFqMe0TImnv3r06/vjjlZKSohkzZriOgzhXWFio008/XQkJCfrvf//LiDyAUqd9Kmti/CpjjBklyScp3/uYZ62dHcn1hLpNY4xPUrqkpWUsF5avBQinefPmafv27br++utdR0E1UKNGDaWlpemaa67Rq6++ql69ermOBCCKRcUIqTEmXdI2a+2DpT0XzvWEuGyGpIaS3pe/kA4speRW+GthhBSRlJKSonXr1ikvL081anC2DiJv//79atOmjVq3bq3ly5e7jgPAsdJGSJ0XUmNMoqRca+1h9y80xuyQ1Npamx/O9VRmm8YYqxIKaWW/FgopImXjxo1q3bq17rnnHt15552u46Aaefzxx/XHP/5R77zzjs455xzXcQA4VJk7NVWF0Sp5Iv08SaMisJ5wbbMyGYAqk5GRoRo1aujaa691HQXVzIgRI9SwYUOlp6e7jgIgikVDIe0uf1kLJk9SSgTWE65tViYDUCX27Nmjp59+Wn379lWLFi1cx0E1c9RRR2ns2LGaP3++1q5d6zoOgCgVDYU0SdK2El7LkxR0aLeS6wnXNiuTAagSs2bN0g8//KAxY8a4joJq6qabblLdunV1//33u44CIEpFQyEti8/BesK1zapaL1Cip556SieddJK6devmOgqqqcaNG+vGG2/UCy+8oHXr1rmOAyAKOS2k3jRKkn96pCpZT7i2Ga71GmNGGWNyjDE5W7duDWckQLm5uVq5cqVuvPFG5oGEU+PGjVPt2rUZJQUQVCyMkMY1a22mtTbZWpt87LHHuo6DOPPUU0/pqKOO0jXXXOM6Cqq5Jk2aaPTo0Zo6dao2bNjgOg6AKOO0kAZMgeSrqvWEa5tVtV6gorZt26YXX3xRV111lY455hjXcQCNHz9eNWvWZJQUwGGifYTUp/AcWg9lPeHaZlWtFwhq8uTJ2rNnj2688UbXUQBJ0vHHH68RI0bo2Wef1VdffeU6DoAoEg2FNFtSmxJeayipvDPFh7KecG2zMhmAiNm3b5+eeOIJdevWTR06dHAdBzgoLS1NkpiXFMAhoqGQrpaUWMJriZJmRWA94dpmZTIAETNjxgx99913GjdunOsowCFatGiha6+9VpMnT9Z3333nOg6AKBG1tw71rlrfIalB8dttGmMSrbV5xZ8r73oqss2AZUK+dWh51itx61CEh7VWZ5xxhqy1+uijj7i6HlFn48aNateunW688UY9/vjjruMAqCJRfetQr1hmGmOKH79Jl5QWpIzmSlpvjEmq6HpC3WYQDcPxtQCRsGTJEq1Zs0bjxo2jjCIqtWrVSsOGDVNmZqY2b97sOg6AKOB8hLSIMWaUfr3wp42k90sYhUyXNEBSSvFR0lDWE+I2x0vqLP+dmBK95XPkv/tSsNJc7gyBGCFFOKSkpGjt2rXasGGDateu7ToOENT69et10kknaezYsXr00UddxwFQBUobIY2aQgoKKSrvgw8+UFJSktLT0zV+/HjXcYBSXXvttZoxY4a+/PJLnXDCCa7jAIiwqD5kDyB80tPTVa9ePY0aNcp1FKBMd955pw4cOKD77rvPdRQAjlFIgTixdu1aZWVlaezYsfL5fK7jAGVq3bq1rr/+ek2aNIl5SYFqjkIKxIl//OMfqlu3rm655RbXUYBy+8tf/qIaNWro3nvvdR0FgEMUUiAOfP7555oxY4bGjBmjxo0bu44DlFvz5s01evRoPfvss/ryyy9dxwHgCIUUiAP/+Mc/dOSRR+rWW291HQUI2Z/+9CfVrl1b99xzj+soAByhkAIx7vPPP9f06dN1ww036LjjjnMdBwhZ06ZNNXbsWE2fPl1r1651HQeAAxRSIMb9+c9/Vt26dZnmCTFt/Pjxqlevnu666y7XUQA4QCEFYtiqVas0Z84cjRs3jtFRxLRGjRrpj3/8o2bPnq0PP/zQdRwAVYyJ8aMIE+MjFNZadevWTR9//LHWr1+v+vXru44EVEp+fr5at26t8847TwsWLHAdB0CYMTE+EIeWLFmiN954Q3/9618po4gLPp9Pt912mxYuXKhVq1a5jgOgCjFCGkUYIUV5HThwQJ06ddJPP/2kzz77jHvWI27s2rVLrVu31plnnqklS5a4jgMgjBghBeLMpEmT9NFHH+mhhx6ijCKu1KtXT3/605+0dOlSLVu2zHUcAFWEEdIowggpymP79u1q166dzjjjDL3++usyxriOBITVnj171L59ezVt2lQrV67kexyIE4yQAnHk7rvvVn5+vh577DF+USMuHXnkkbrnnnv0/vvv66WXXnIdB0AVYIQ0ijBCirJ8/PHH6tixo0aPHq2nnnrKdRwgYgoKCtShQwcVFBTo448/Vs2aNV1HAlBJjJACcaCwsFCjRo2Sz+fT3/72N9dxgIhKSEjQfffdp88//1zPPPOM6zgAIoxCCsSIiRMn6t1339Wjjz6qRo0auY4DRFzfvn11zjnn6O6779Yvv/ziOg6ACKKQAjHg22+/1e23366UlBRdddVVruMAVcIYowceeECbNm3Sk08+6ToOgAiikAIxYOzYsTpw4IAmTpzIhUyoVs4//3z16tVL999/v3bs2OE6DoAIoZACUW7OnDmaN2+e7r77biUmJrqOA1S5++67Tzt37lR6errrKAAihKvsowhX2aO477//Xqeddppatmyp9957T7Vq1XIdCXDiqquu0pw5c/Tll1/qhBNOcB0HQAVwlT0Qg6y1uv7667V79249//zzlFFUa3/7299UUFDADBNAnKKQAlFq0qRJeuWVV5Senq7f/OY3ruMATiUmJmr06NGaPHmyPv/8c9dxAIQZh+yjCIfsUeTLL7/UGWecoXPOOUdLlixRjRr87Qhs2bJFbdq00cUXX6w5c+a4jgMgRByyB2LI3r17dcUVV6h27dp65plnKKOAp0mTJkpLS9NLL72kt956y3UcAGHEbzogytx2223KycnRlClT1KJFC9dxgKhyyy236Pjjj9ett94qjvAB8YNCCkSR2bNn68knn9Qf//hHXXbZZa7jAFHnqKOO0t///netWrVKWVlZruMACBPOIY0inENava1fv15JSUk6+eSTtWLFCtWuXdt1JCAqFRQUqFOnTtq5c6c+/fRTHXnkka4jASgHziEFotyePXs0aNAgJSQkKCsrizIKlCIhIUEPP/ywNm7cqH/961+u4wAIAwop4Ji1ViNGjNDq1av13HPPqWXLlq4jAVGve/fu6tmzp/7+97/rhx9+cB0HQCVRSAHHHnjgAU2fPl1///vf1adPH9dxgJjx0EMP6aefftK9997rOgqASqKQAg7Nnz9fd9xxh4YOHao77rjDdRwgppx66qkaMWKEJkyYoHXr1rmOA6ASKKSAI//973915ZVX6re//a2efvppGWNcRwJizj333KMjjjhCaWlprqMAqAQKKeDAli1b1LdvX/l8Ps2bN0916tRxHQmISU2bNlVaWprmzp2r5cuXu44DoIIopEAV27t3ry6//HJt3bpVCxYsULNmzVxHAmLarbfeqhYtWuj//u//dODAAddxAFQAhRSoQtZajRo1Su+8846ee+45JSUluY4ExLy6devqkUce0UcffaTMzEzXcQBUAIUUqEIPP/ywpk6dqrvvvlsDBw50HQeIGwMGDFDXrl31l7/8Rdu2bXMdB0CIKKRAFVm4cKHS0tI0aNAg3Xnnna7jAHHFGKMnnnhCP/74o/7617+6jgMgRBRSoAqsWbNGQ4cOVVJSkp555hmuqAci4LTTTtOYMWOUkZGhDz/80HUcACGgkAIRtnXrVvXt21f169fX/PnzVbduXdeRgLh19913q2HDhho7dqysta7jACgnCikQQfv27VP//v31/fffa/78+TrhhBNcRwLiWoMGDXT//ffrrbfe0osvvug6DoByopACEWKt1Q033KAVK1bomWeeUefOnV1HAqqFa6+9Vp06ddK4ceO0c+dO13EAlAOFFIiQRx99VFOmTNFf//pXDRkyxHUcoNpISEjQhAkT9P333+vPf/6z6zgAyoFCCkTAK6+8ottuu039+/fX3Xff7ToOUO389re/1U033aQJEybovffecx0HQBkMJ31Hj+TkZJuTk+M6Bipp7dq1Ovvss9W2bVutWLFCRx11lOtIQLX0448/6pRTTlHDhg2Vm5urWrVquY4EVGvGmFxrbXKw1xghBcJo27Zt6tu3r+rWrav58+dTRgGHjj76aP3rX//SmjVr9M9//tN1HACloJACYbJ//34NGjRI33zzjebOnasWLVq4jgRUe/369VO/fv10zz33KC8vz3UcACWgkAJhcsstt2jZsmXKzMzUOeec4zoOAM+TTz6pmjVr6oYbbmBuUiBKUUiBMMjMzNS//vUv3XrrrbrmmmtcxwEQoHnz5rrvvvu0ZMkSPfPMM67jAAiCi5qiCBc1xably5ere/fu6t69uxYtWqSEhATXkQAUU1hYqIsuukirV6/WmjVr1LJlS9eRgGqHi5qACNmwYYP69++vNm3a6MUXX6SMAlGqRo0aeuaZZ1RYWKjrr79ehYWFriMBCEAhBSrop59+0qWXXqqCggItXLhQPp/PdSQApWjdurX++c9/6vXXX9fEiRNdxwEQgEIKVEBhYaGuueYaffLJJ8rKylK7du1cRwJQDiNHjtTFF1+s2267TV9++aXrOAA8FFKgAh544AHNnTtXjzzyiFJSUlzHAVBOxhg9/fTTqlWrlq6++mrt37/fdSQAopACIXvttdf0l7/8RUOHDtUf/vAH13EAhKh58+bKyMjQe++9p7vuust1HACikAIh2bBhg6644gqddtppyszMlDHGdSQAFTB48GCNGDFCDzzwgJYuXeo6DlDtUUiBcvr55591+eWXy1qruXPncltQIMY9/vjj+s1vfqOrr75aW7ZscR0HqNYopEA5WGv1+9//Xv/97381ffp0tWnTxnUkAJVUt25dzZw5Uzt37tSwYcOYCgpwiEIKlMOECRM0bdo03XXXXerVq5frOADC5LTTTtPjjz+uJUuW6B//+IfrOEC1xZ2aogh3aopO77zzji644AL16NFD8+fPV40a/B0HxBNrra655ho9//zzWrBggS655BLXkYC4VNqdmiikUYRCGn02b96sTp06qW7dusrJyWHyeyBO/fLLL/rd736n9evX6/3331f79u1dRwLiDrcOBSpg3759GjhwoHbu3Km5c+dSRoE4VqdOHc2dO1e1a9dWv3799NNPP7mOBFQrFFKgBOPGjdPbb7+tp59+WqeffrrrOAAirGXLlsrKytIXX3zBRU5AFaOQAkE8//zzevLJJ3XzzTfriiuucB0HQBXp2rWrHnnkEc2bN09paWmu4wDVRk3XAYBo8+GHH2rUqFE6//zzlZ6e7joOgCr2f//3f1q3bp0efvhhtW7dWjfeeKPrSEDco5ACAbZv367LL79cDRo0UFZWlmrVquU6EoAqZozR448/rq+//lpjx47ViSeeyJX3QIRxyB7wFBQU6Morr9S3336rOXPmqEmTJq4jAXAkISFBL774os4880wNHjxYzIACRBaFFPDcc889Wrx4sR5//HGdffbZruMAcOyoo47SwoULdeyxx6pnz5769NNPXUcC4haFFJC0cOFC3XvvvRo+fLh+//vfu44DIEo0a9ZMS5cuVUJCglJSUrRhwwbXkYC4RCFFtffll1/q6quvVlJSkiZMmCBjjOtIAKJIu3bttGTJEv3888/q3r27Nm3a5DoSEHcopKjWdu/ercsuu0wJCQmaM2eO6tSp4zoSgCjUoUMHvfrqq/rf//6nlJQUbd261XUkIK5QSFFtWWs1cuRIffLJJ3rxxRfVqlUr15EARLGzzjpLCxcu1IYNG9S1a1dt2bLFdSQgblBIUW09/vjjevHFF/X3v/9dqampruMAiAEXXnihXn75ZW3YsEEXXnihNm/e7DoSEBcopKiW3nzzTY0bN079+vXT7bff7joOgBjStWtXvfrqq/rmm290wQUX6Ntvv3UdCYh5FFJUO5s2bdKgQYPUpk0bPffcc6pRg/8NAITm/PPP15IlS/T999/rvPPO07p161xHAmJa1NypyRgzSpJPUr73Mc9aOzuS64nEssaYWZLyJGVYa/OMMYmSukvqZK0dHerXg/Dat2+fBgwYoF27dmnZsmU6+uijXUcCEKPOPfdcvf766+rVq5d+97vf6ZVXXlFycrLrWEBMiopCaoxJl7TNWvtg4HPGmMTA58K5nkgtKylR0gBJ4wOmD8q21qaU9+tA5Nxyyy169913lZWVpVNOOcV1HAAxrnPnznr77bd18cUX68ILL9RLL73EOelABRhrrdsA/hHEXGttgyCv7ZDU2lqbH871RGpZ77l0SUvlL6aSlGOtXV1WfklKTk623J4ucqZNm6Zhw4Zp3Lhxeuihh1zHARBHNm/erJ49e+qTTz7Rs88+qyuvvNJ1JCDqGGNyrbVBDyNEw8lzoyVll/BanqRREVhPpJaV/COp2dbaTO9RrjKKyMrNzdWoUaPUtWtX3X///a7jAIgzzZo10/Lly9WlSxddddVVuuuuu1RYWOg6FhAzoqGQdpe/2AWTJ6m8h7pDWU+klkUU2rJli/r166fjjjtOM2bMUM2aUXGmCoA4c8wxx2jx4sW69tpr9be//U2DBg3S7t27XccCYkI0FNIkSdtKeC1PUnnPEA9lPZFa9iBjjM8Y09075A9H9u7dq/79+2vbtm2aP3++jjvuONeRAMSxI444QpMnT9YjjzyiuXPnqkuXLvr6669dxwKiXjQU0rL4HKynMss28q7IT5aUI8lnjFlqjAllnQgDa61uuukmvf3223r22WfVsWNH15EAVAPGGN1yyy1atGiR8vLy1LlzZy1btsx1LCCqOS2kASUtv6rWE6lli8nyziPN984hTZeUW8I2RhljcowxOdwbObyeeuopPf3007rjjjs0aNAg13EAVDM9e/bUypUr1ahRI6WkpOjee+/lvFKgBLEwQhpTrLVpxWcFsNZmS2rojZwWXz7TWptsrU0+9thjqypm3HvjjTf0xz/+UX369NG9997rOg6Aaurkk0/WqlWrNHToUN15553q2bOnGHwADue0kAYUN19VrSdSy5ZDnqSBYVgPyrBhwwYNHDhQ7du31/PPP8+dmAA4Va9ePU2dOlWTJk3S8uXL1bFjRw7hA8VE+29qnyp5OL8C64nUsnn6dW5SRMiPP/6ovn37qqCgQPPnz+dOTACigjFGI0aM0Hvvvaf69eurW7duuvnmm/XLL7+4jgZEhWgopNmS2pTwWkP5LwwK93oisqwxJtebGB8O7N+/XwMHDtRnn32mWbNmqV27dq4jAcAhOnbsqNWrV+umm27SY489pk6dOmn1aqarBqKhkK5WySOHiZJmRWA9kVrWJ2l9KcvyUydCrLUaO3aslixZon//+9/q3r2760gAEFTdunX15JNP6rXXXtPOnTt11lln6c4779TevXtdRwOciYZCmqEgc3l6V7gnScoK8lqwghjKeiK2rLU2s4S8Sd66EAH//Oc/lZGRobS0NI0YMcJ1HAAoU2pqqj7++GMNGTJE9957r8444wytWLHCdSzACeeF1FqbJykzyKHudEmHXbFujMmVtN4Yk1TR9URq2RKWk/xF9EHvanuE2dy5c3XbbbdpwIABuu+++1zHAYBya9CggaZNm6bFixdr7969Ov/88zV69Gjl5+e7jgZUKWOtdZ1Bkn8+Tv16kVAbSe9ba2cHWS5d0gBJKV5ZrNB6IrWsN3L6J+9Tn/znmWaUp4wmJyfbnJzynjILSXr//fd1wQUXqEOHDnrjjTdUp04d15EAoEJ2796tu+66S48++qiOO+44Pfjgg7ryyiuZKQRxwxiTa60NfofLaCmkoJCG6vPPP1eXLl1Ur149vffee2rSpInrSABQabm5ubrxxhu1atUqnX322XriiSfUuXNn17GASiutkPJnF2LSd999p9TUVBljtGTJEsoogLjRqVMnvfvuu3rmmWe0YcMGnXXWWbr++uu1ZcsW19GAiKGQIuZs375dF198sXbs2KHFixczvROAuFOjRg0NHz5cX3zxhW699VZNmzZN7du313333afdu3e7jgeEHYUUMeXnn39Wnz59tG7dOs2bN09JSUllvwkAYtTRRx+thx56SGvWrNEFF1ygP//5z2rbtq0mTpyo/fv3u44HhA2FFDFj79696t+/v959911Nnz5dF110ketIAFAlTjrpJC1YsEArVqxQmzZtdMMNN+iUU07RzJkzVVhY6DoeUGkUUsSEffv2acCAAVq8eLEyMzM1YMAA15EAoMp16dJFK1as0MKFC3XkkUdqyJAh6tixo2bOnKmCggLX8YAKo5Ai6u3fv1+DBw/WokWLNGHCBCa+B1CtGWN0ySWX6MMPP9S0adO0f/9+DRkyRKeccoqee+45DuUjJlFIEdX279+voUOHat68eXriiSd0ww03uI4EAFEhISFBV111lT7++GPNmjVLderU0fDhw9W+fXs99dRT2rVrl+uIQLlRSBG19uzZowEDBmj27Nl65JFHNHbsWNeRACDqJCQkaMCAAfrggw+0cOFCNWnSRDfddJOaN2+uW2+9VRs2bHAdESgThRRR6aefflLv3r21YMEC/etf/9Itt9ziOhIARLWiQ/nvvvuu3nnnHfXo0UOPP/642rZtq8suu0yvvfYa55kialFIEXW2b9+ulJQULV++XFOnTtWYMWNcRwKAmGGM0TnnnKMZM2Zo48aNSktL04oVK9SjRw+1bt1ad955J6OmiDrcOjSKcOtQaePGjbrkkku0bt06ZWVl6dJLL3UdCQBi3t69e7VgwQJNnjxZS5YskbVWF110kYYMGaLLL79cjRo1ch0R1QD3so8R1b2Qvvfee7r00ku1b98+vfTSS+ratavrSAAQd77++ms999xzmjp1qr788kvVrFlTKSkpGjx4sPr166djjjnGdUTEKQppjKjOhXTGjBkaPny4mjdvrkWLFunkk092HQkA4pq1Vh988IFmzpypmTNn6quvvlLt2rXVtWtX9enTR3369NGJJ57oOibiCIU0RlTHQlpQUKC7775bf//739WlSxfNnTtXjRs3dh0LAKoVa61WrVqlWbNmacGCBVq3bp0k6YwzzlDfvn3Vp08fderUSTVqcOkJKo5CGiOqWyHdsmWLhg4dqmXLlum6667ThAkTdMQRR7iOBQDV3ueff64FCxZo4cKFevvtt1VYWKimTZsqJSVFqamp6t69u5o2beo6JmIMhTRGVKdCunz5cl1xxRXasWOHJkyYoGuvvdZ1JABAENu2bdMrr7yiV199VUuXLtUPP/wgSerQoYNSU1OVkpKi8847T3Xq1HGcFNGOQhojqkMh3bNnj/785z/r0UcfVdu2bTVr1iydccYZrmMBAMqhsLBQH374oZYuXaolS5borbfe0r59+3TEEUfod7/7nc477zydf/75Ovvss1W3bl3XcRFlKKQxIt4LaU5OjoYNG6ZPP/1UN9xwgx588EHVq1fPdSwAQAXt3r1bb775ppYsWaLly5frww8/lLVWNWvWVHJy8sGCetZZZ+nYY491HReOUUhjRLwW0p9++kn33HOPHnvsMTVt2lRTpkxRamqq61gAgDDbuXOn3nnnHb355ptasWKFVq1apf3790uSWrRooeTkZHXq1Ongg5JavVBIY0S8FVJrrWbPnq2bb75Z3333na6//no99NBDatCggetoAIAq8Msvv2jVqlXKyclRbm6ucnJyDl7BL0nHH3+8fvOb3+iUU0455OOxxx4rY4zD5IgECmmMiKdCunr1ao0fP16vv/66OnbsqAkTJuicc85xHQsA4NjOnTv1wQcfKCcnRx9//LHWrl2rTz/9VLt27Tq4jM/nU6tWrYI+mjdvrgYNGjAFVQyikMaIeCikeXl5+stf/qIXX3xRDRs21N13360bbrhBNWvWdB0NABClrLX67rvvDpbTL774Ql999ZU2btyojRs3avfu3YcsX7NmTR133HFq0qSJmjRpoqZNm6pJkyby+Xzy+Xw65phjgj7q1atHkXWIQhojYrmQfvvtt0pPT1dGRoZq1qypm2++WePHj+cWdACASrHWatu2bQfL6aZNm7RlyxZ9//332rJlyyH/LjpftTT169dX/fr1dfTRR+voo48u178bN26s5s2bq1mzZqpVq1YVfNXxqbRCyrAVKmX9+vV64IEH9Nxzz8laq+uuu0533XWXjj/+eNfRAABxwBijxo0bq3HjxkpODtplJPmL6y+//KKdO3ce8sjPz9fOnTv1448/6qefftKPP/542L+3bNlyyOcFBQUlZjnuuOPUvHlzNW/eXG3atFH79u3Vrl07tW/fXieccALnvlYQhRQV8tFHHyk9PV0zZsxQrVq1NHLkSI0fP14tW7Z0HQ0AUA0ZY1S3bl3VrVtXzZo1q/B6rLXas2fPwXL6448/6n//+5++++47ffvttwc/rl+/XkuWLNEvv/xy8L1169ZV+/btdfrpp+v0009Xhw4ddPrpp6tZs2YU1TJQSFFuBQUFWrRokR5//HG98cYbqlevnm699VbdfPPNlfqfHwCAaGGMUZ06dVSnTh01adKk1GULCwv13Xff6Ysvvjj4+Oyzz7Rs2TJNmzbt4HINGzY8WE6LPp566qnMxR2Ac0ijSLSeQ7pz505NmTJFTz75pDZs2KAWLVropptu0ogRI9SwYUPX8QAAiDrbt2/XmjVrtGbNGn300UcH/x14gVbLli11yimn6NRTT9Upp5xycNqro48+2mHyyOGiphgRTYXUWqvc3FxNmjRJL7zwgnbt2qUuXbroD3/4g/r168dV8wAAhKiwsFAbN248WE4//fRTrV27Vp999pn27NlzcLkTTjhB7du3V+vWrQ95JCYmqkmTJjF7+J9CGiOioZDu3LlT06dP16RJk/Thhx+qTp06GjRokMaOHatOnTo5zQYAQDwqKCjQxo0btXbtWn3yySdau3atvvzyS23YsEHff//9IcvWqVNHxx9/vI4//ng1a9ZMzZo1C/pvn88XdcWVQhojXBXSwsJCvfXWW5oyZYqysrL0yy+/6Mwzz9TIkSN1xRVXyOfzVXkmAAAg/fzzz9q4caM2bNhw8LFp0yZt3rz54MfAmwoUOeKII9S0aVM1bdpUzZo1O/gx8N9F87dW1VRWFNIYUdWF9JNPPtHzzz+vF154QV9//bXq16+voUOHauTIkYyGAgAQI3bt2nVIQd28ebO+//77wz7+8MMPQd8/ePBgzZgxI+I5mYcUB23atEkvvviinn/+eX344YdKSEjQxRdfrAceeEB9+/bVUUcd5ToiAAAIQb169dSuXTu1a9eu1OX27dt38EYCgWU1MTGxipKWjEJajVhrdfbZZ+ubb77Rb3/7Wz3xxBMaPHiwjjvuONfRAABAhNWuXVstWrRQixYtXEc5DIW0GjHGaNKkSWrdurXat2/vOg4AAIAkCmm1c/HFF7uOAAAAcIgargMAAACgeqOQAgAAwCkKKQAAAJyikAIAAMApCikAAACcopACAADAKQopAAAAnKKQAgAAwCkKKQAAAJyikAIAAMApCikAAACcopACAADAKQopAAAAnKKQAgAAwCljrXWdAR5jzFZJX1XBphpL+qEKtlPdsF8jh30bGezXyGC/Rg77NjKqar+2tNYeG+wFCmk1ZIzJsdYmu84Rb9ivkcO+jQz2a2SwXyOHfRsZ0bBfOWQPAAAApyikAAAAcIpCWj1lug4Qp9ivkcO+jQz2a2SwXyOHfRsZzvcr55ACAADAKUZIAQAA4BSFFAAAAE5RSAEAAOBUTdcBEHnGmFGS2gQ8tc1a+2AJy/kk5Xsf86y1s0tZZ7mWrS6MMUuttSklvMa+LSdjzHhJjSQleU9lhGNfVff9WoT9EBq+H6sGPz/DJ1Z/53NRU5wzxsyS9H7gN6P33FJrbWbAc+kq9k0b7LlQl60ujDEDJM2y1pogr7Fvy8n7Wu+31uZ7nydJel1StrV2YJBl2a8hYD+Ehu/HqsHPz/CJ6d/51loecfqQlC7/X/PFn98haUDA54mSdpSwjh2SfBVZtro85P9rcZb/f6fDXmPfln8/jpKUGOT57pIs37OV3r/sh9D2F9+PVbOf+fkZvn0Z07/zOYc0ThljEiWNl/8b9BDW2gb20KH20ZKyS1hVnvw/mCuybHUxStLMEl5j35ZfG2ttXvEnrbXZ8h8mGh3wNPs1dOyH0PD9WDX4+RkG8fA7n0Iav0bLf47HYT9Qg+gu/zdWMHmSUiq4bNzzDuEV/YIKhn1bfuO9Q0vB5EgKvM8y+zV07IfQ8P0YYfz8DKuY/51PIY1f3SWtliRjjM8YM8D7CyqYJEnbSngtT4f+4A1l2eqgu7V2dSmvs2/Lr6S/wiWpoaTtAZ+zX0PHfggN34+Rx8/P8In53/kU0viVJGm7d7J4d/l/uPqMMbNK+SYtiS9Cy8Y076rDyt5uzRehZWOOtTbFFrtQJEDRSEp5+SK0bDzzuQ4QTfh+jCx+foZdzP/Op5DGt4aS8q21s621+d5fommSco0xPsn/l5S3bH5ZKwtl2Xjn/Q++3XpX35awjM/7Z4nLVGTZ6sb7xSV550axX0PHfggfvh8rj5+fERPTv/MppHEo4JsoyTsB/yDv/JI8SX+q6lxxZoCtZnPbueB9L6dLGljOc6OAiOH7MWz4+RlG8fI7n0IahwL+6izp3Jw8SQOKLesLYb1lLhvPvEMiZf4wZd+GxSxJaYG/vNivoWM/hA3fj5XEz8/wi5ff+RTSKGOMyTXG2Ao8BhRbVb4OPek+0Hb55xYrD5/KP1wfyrJVLhz71vtLtGGYRkd8ioN9G8bv2eLrTZd/suxQzzPzKQ72axXzif1QKr4fK4+fnxGVrxj/nc+tQ6OMtbZTmFaVJ//5JCXJD/h3tg69zVighvJPcVKRZaNKmPbtKEmdjTHF15UoScaYDO/zWd6hk7jft2H8nj3I+G/XuL6UX/5xv18jgP1QQXw/hg0/PyMn5n/nU0jj10wdOnFzoEQd+k20Wr/epznYshkVXDbu2BJuk1Z0ZaO1tvg+Z9+GyNuX+cV/+RtjugecH8V+DR37oQL4fgwffn5GVOz/zo/ULax4uH3IP5RuFfzWd1b+//mLPg96a7CAdfgqsmx1esh/fo4N8jz7NrT92F0Bt7gr9lo6+7VS+5b9EPo+4/uxavYzPz8rvw9j/ne+8VaMOOQdZkqx1qYEPJchSbbYX6Le+VGy1qYVW3a9LfZXbSjLVhfeVDAZkhrYYlOZsG/Lx7try590+G0EG8r/w69N4Pct+zV07Ify4/ux6vDzMzxi/Xc+hTTOef+jB56vk2tLOA/KW9Yn/7kmbSS9b0uYmiOUZeOZd6hpsPwjKT75D2/kSRoZ+IOVfVs2Y8wOlX41Z1qQH5Ts1xCxH8qH78fI4+dn+MXy73wKKQAAAJxi2icAAAA4RSEFAACAUxRSAAAAOEUhBQAAgFMUUgAAADhFIQUAAIBTFFIAAAA4RSEFgChjjEkyxmR4E4cDQNyjkAJAFDHGdJf/9pSJ3keUgQIPxD4KKQBEEWtttrU2W/5b9KEMFHggPlBIAQAxiwIPxAcKKQDEEWPMUmNMrvfwuc7jkjEm3dsPO6r7vgCiHYUUAAIYYxKNMbO8EmONMRnlfN9Sb/n13vsTI521JNbaTt4jv6RljDHdvZxLvY+zvALn814fZYxJCmW7xpjxXgG03mOpd0i9pGVtwD4LulxlWGvTrLWdJGWHe90Awqum6wAAEE2stXmSBhpj0iUlSUou6z0BF9PkW2vbRDJfZXklc5KkPElp3tdb9JpP0iRjzExJGdZaE8q6rbUPGmMyJe2QlG2tTSlj2RRvO7Mr8KUAiCMUUgAoWZ7KKKQBh4ITFWQkzhgzSlKnMraztCpKmZclQ9LAYNuz1uYbY0bKK5QV2Ya3jnz590dpWRJVRV83gOhHIQWA4LZ5D18Zy42SlCl/AUsv/qK1NjPsySqgrDJaxCuU2ZKWVmJzefKPLpcmzVo7uoScUVHgAVQdCikAFOOdz5gtb5TPGJMYeGi72HKzJRWd/xiV5yp6h+kzJGWWs8jlqXJfS56kJGOML9h5rAHl+DDRUuABVC0KKQAcLsVam+Ydepb8xfSwQiop0VqbbYxJk//80WDLhMQrj4PlL7mJ3ikBmaVdoFQOk7yPaeVcPt9au7qEfOMDPm0j/zmgxZct2g+Jkg55zTtU34biCSAQhRQASmCtzTPGSP7Dz4eMGBpjRgWUqu7FX6/ENlfLX+LKWx5L5Y3iJkmaXd5Sa609bNtF53zKf6h9dsDzSyUVv3hpvffxsEKqEg7VV1SECjyAKkYhBYAAXqHZFvBUvvwjgYHLJEnKCVg+6PmjUWKg97Fc01eVYpb8pbb4If9go8I53sdDLmzyDtXPqmSOQ4S7wANwg0IKAIdK1qGjnXk6/Irx5GKjo1KUnj+qX2cJyCl1qVJ4h+mTJHXzCnhD7/MUBS+CRSX1YJH33sehegBBMTE+ABwqpdg5kYcUUm+ULytweYXp/NEI8Un+q+eDvWiMSQqYID9wQvvAq+RHy78fRkkaJO8UBmvt6GDrDXgucMqs9GCnAgCARCEFgLIcLKTeeZTbi5Www84f9e72lB5Q7sZ7j3Rvwv2i5QYE3NnosEP+AXeMGl/8tRDzl8hau9paO1C/Htqfba0tXsoT5S+gD1prM6215TkfNXC/DVCYD9UDiC8UUgDwBDl/VPIu0PFeG1Dsgh6f/KXrkDk7rbV53mhgvvwjgw96jzRJ24wxud5ys1X6OZ5pkkZaax+sxJe1NCBraYpOPQg2/2i+fr1QqbzyJPm87aZYa6P1lAYAUYBCCgC/Cna1fNEI45/kn3O0+PIK8p7SzJZ/js4k6eCtSlfLf1j8sDyVnQDeK7P5Kvuiq6LtZwV5rcRR1lJGb4veM0tccASgDBRSAPjVn3R4+Sq6GGhbkPNEBys8549mSBoQ5HlfJddbpJukQSWcFuDznl8tKa+EQ/Fp8n+txd87XiWX8aIR1QymYAJQFq6yB1DtGWMy5L9Yxycp1xiTXnQ1eNGtNAMPm3vLJ8obITXGzJL/dpbluYK8u6TVxc7RzJKUYYxJKnreG0EN59ymDbxzWJfKP2K63fu4TdL93tc5s4T3Zxtj7veKa9EpDfllnEqwWsGniQKAwxhrresMABCXjDE75L/P/fvyT5Xkk38qpLTio4Zeqd1eNGm8MWZ8Rc4dNcYstdYWn6i+WvP27UhGaoHoxQgpAETW++UcJcyQ/4KionM58yOWCACiDIUUAKKAd1g835siSQp+cREAxCUuagKA6JEp/whpIoeXAVQnFFIAiB4z5b/oKVrv+gQAEcEhewAIM++OTqPlv4hptDFG5TmP1Fq72ruivzJXpq8umnhfUrfqPNLqzQrQvcwFATjHVfYAAABwikP2AAAAcIpCCgAAAKcopAAAAHCKQgoAAACnKKQAAABw6v8BeKU4c1/lzCIAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190620_030421_ID0000013/H1L1V1-INFERENCE_GW190620_030421-1126259200-400.hdf\n",
+      "0.9379255661615334\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABauElEQVR4nO3deXxU1f3/8fcJewUMmwiCQpBFrFsICAQBIVQQQcQERcWtGrD+6l7QatuvS6VBK6W4FKoUtRXZiriAmrBLUiFBtIKKEHegsgUB2XN+f8wNDmGyTDKTMzN5PR+PecTM3Dn3M9dh5p1zzznXWGsFAAAAuBLnugAAAABUbwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFEHbGmFRjTKYxZpN3y/RuKcW2yyj2+xRjzC5jjPW75Rlj4ottF+/d77/truLt+W0/tti2m4q3CQCoOoZ1SAGEixc4p0jKl5Rhrc3yeyxe0ghJXay1o40xqZIesNZ2CdDOJkkJktKstXNK2V+ipDxJstaaMmqLl7RL0mhr7dRStkuVNMBaO7q09rxtx0rq6ndXvrV2XDme007SJklNvNpLfY73vBRJRdsVeD/HW2vXBNg2wdu2saREb/tcSeOstQXFt69sbeUVbPve/7MM+d4LBZLivZ/jrLX5odpPCW0kyvdeCfg+qOgx9nt+ud9nQEyy1nLjxo1byG+SxkqyktLL2C5BvtC6SVJeCduke21llGO/m7xt48ux7exSakqVNNtra0oZ7cTLF4Qzit0/tqTX5D2eWfz4SEop7TneNlO8/cUHuL/4fSnyhbj4YvVmeq8tNZS1BfH+CKp9+UJeoNc3tipeh/e+Cvg+qMQxDup9xo1bLN84ZQ8g5Iwx6fJ9QY+zpfQ+SpL19WxlyvflXJJZ3s/Ucuy+qKdsRBk1xnv7LX5/qn7qhbu1HPuTpL9L2mmL9bpZayd4bU4JsJ8Mb5upxZ6TJSnXGDO7hLqnSEqw1naxfj1v3jFPl9/r9l5jmrX2uF46a22BtXaAfMdqtte7V+nayquC7WdYa0fbYr2N3jEueh3x4XgdXg9rwPdnJY5xRd5nQOxynYi5ceMWWzf5vmCtgu+ByiztOfL1CFr5wlhp7RT1NmWWsV16WW1525XacyVf71hpvWBFvbvxAdot6TmJJTwnNdD9fnXskpTid19Gaa/Rr70pla0tyP/XQbXvd19JvaezA7UZitfhvZ+L/h+e8D6o6DEO9n3GjVus3+ghBRBqRROJgh1reEIvYjEzvZ8l9pJ6vU7j5euVSiljolI7W8q4wyCkeT+zSng81/vp33NZ9BpOGO/pKaorvdj9GZLm2ABjEq21WdbaRtZvnK58oSvPG/8YSNH+j00uq0Rt5VLB9gv005jM0hRUcj+BlDrGWBU4xgBORCAFEDJeAEyVjp0WDUZZ2xdNZrqqlG26Wt+knqJtA4YAr84dQVVXsqTSHrQ/TTIa4Hf3AO+xgIHYL3Aee443iSlBAYYZlCG+lBp3Brgv6NqCFHT71tp8L2yXNOGnKAz6B9ZKvw5vGERZfyhJwR9jAMUQSAGEUlEvYLBhtCgglPjl7wWLfEmJ5Viiqag3taQAk6KfQmtlxUvHBZyS+PeglTZetkh+se2KglOu5JvVbYxJN8aU1hOcJt8qBiX18BW1nx/gvmBqC0ZI2/cL6sVns1dqP0VjPsvRi16RYwygGAIpgFBq5/2s0JdvGadGpZ9C5AkTlrxgkum1s0a+07clnSbtGqLT9ZL3WssRkhuX8N/lfU7Ra8kvmmTjHa98SRnefcexvok1JZ2yln7qbfb/Q6AitQUjZO17x3yKpAnWm0AWwv2UdapeUoWPMYBiCKQAQqmoN6ggTO0X9XymBXhsQLFhArOk48YShktRGAkYbPxmV8f73R2v8h2j4s+RfGE8q+i1eqezR0u6KtBs/jKky7dWqn9vcUVqC0al2vd6hDOMMZnyTWZKs4HXFK3wfrz3zMwTN62QQMcYQDEEUgBRw7/nsxw9kkVL+hw35jTEYUP6qeerpOAb6P7y9N4VlPCcdiX0yI2TlF7K5JrjeOE1XieOoaxIbcGoVPve5K1x1rekUoZ8vcOBrshVof1476uEMno9y6WUYwygGAIpgFAqOg0eH8Z9FK1J6j8zPFHSav+N/HpLi5+27xqKsOG3n3z5wuAJ41W9cFOgigW4+GK/F02OCTipye/1PlBWw97whnT5epUrMnSheG2hVq72vXA6QFKqMSYvRPt5IMDp/6CF4BgD1QqBFEAoFYXCMieUeNe3z/OuI+9/rfpNJV2D3hOo5zOlhFOicyTFe+EgbLwAk2GMObYAuheS071xiPE6flztTpUvdBUEuK+scFNqD6kXkotOdQeafFaZ2sojHO2Pk2+ym/+QhaD34z8OuTLKcYwBFEMgBRBKJfVKnsBaO8f6rjbUTlLR9evzrbXtShgTWPS8LPlChP+p8CYlbH7cmNNQBY4S6poq3xV3ErzlgmStneA3tMC/V7agHE021vFLBhUF0dKWESpQ2X8MLJJ0ayljGitSWzDC0X7RsfWf7FaR/RQfh1xRZR1jAMUQSAGEjLfszhwp6MlERWGroJzbH5uw5PVIbiphu6JwURRUQhU4AvJmXGdZa6f6DQsoCoj+Qbho6ab4UpqL1/EhttTJU37PKSjpQe9SmVPKCEoVqS0YQbdvjMn0es4DPsfvlHi83zZB7cf7IyLF29cJN2/7EX73BVxQv5zHGEAxBFIAoVbUu1naaffK8j9tn6qfxpUexwvIWfIFlXJN9gmDq7xa/JcQKhrvWNr10aXjQ2zRf5f1OgJezcgbBpEZaCmjYkMaKlJbMCrSftFao6WuGSodtx5sUPvx/ojoYq0dEOjmbTvL775Ax7G8xxhAMQRSACHl9VaNlu/UdXlDaVBrWhabsNSkjEXpi8JrhopNfAoFb4H6XSX1mEkaK6n4JJmiAF3S1X2Kwsux3ly/oQpdS6ijKKjODvBYuqQdpayr6T8LPOjaglSR9rPk690uqVc2wW+7yuynwoI8xgCKIZACCDnvS3mcpLGBFmwPYJyCnyQzR75TrmVdAvTYrPxKnEYtLTAneHXEF3/AC+Rrio+J9QL0BJV8JamrJE0NMDt7nEq+9vpo+cbgHheIvJ65+DJmjh+rvRK1lUsF25+i0nuGxxX7Ga7XUdJas0Ed42DbB6oDAimAsPC+nAdIGu3Npj/hlKXXuzhbvtOmgRa7L03RhKVSQ6YXTNaoAj1hfqd140vaxuu5nCOpeBAcK18vXP8SnjfO2y692PNS5QtfJ0zs8sJmlnfM/J+T7u1rQLH7E+TrMe3qrQBQ/JZpjNmkYmNwK1JbMIJtv+gPCWPMlOJjQr3QnyLfjPY1xZ4XktdR2vugose4vO0D1YWx1rquAUCM8wLAaB1/Xe8C7+f4olPuxpjEYNYINcZk+o3vK227sSrn1XK84DxOJ45ZLKp3Z/F9eqFknN/2jSXNLM96ll5t7eQLLE2kn4JUGc/xP3WfH+g53tqc5Rk7mxbo2ARbmzGm1C8Ua62pZPtFx7moJzFe3qVTS+vprMgx9nveVTr+GBZ4+0yz1uZX9BhX5H0GxDICKQAAAJzilD0AAACcIpACAADAKQIpAAAAnCKQAgAAwKmargvAT5o2bWrbtGnjugwAAICQy8vL226tbRboMQJpBGnTpo1ycwNe9Q8AACCqGWO+KukxTtkDAADAKQIpAAAAnCKQAgAAwCkCKQAAAJwikAIAAMApAikAAACcIpACAADAKQIpAAAAnCKQAgAAwCkCKQAAAJwikAIAAMApAikAAACcIpACAADAKQIpAAAAnKrpugAAQPSz1mrhwoV69dVX9eWXX6pFixYaPny40tLSFBdH3weA0vEpAQColB07dujSSy/V4MGDtWDBAsXFxWnlypW6+uqr1atXL23evNl1iQAiHIEUAFBhW7ZsUY8ePbR48WJNmjRJW7Zs0dKlS/X1119r+vTp+uijj9SzZ0999913rksFEMEIpACACtm3b58uueQSbd68WYsWLdIdd9yhWrVqSZLi4uJ0ww03aOnSpdq5c6cuvfRS7d+/33HFACIVgRQAUCG33367Pv74Y82dO1e9evUKuE1SUpJmzpypjz76SPfee28VVwggWhBIAQBBe/nll/Xiiy/qd7/7nS655JJStx00aJDuuecePffcc8rOzq6iCgFEE2OtdV0DPElJSTY3N9d1GQBQqu3bt6tTp07q2LGjli9frho1apT5nL1796pjx45q0aKF3n///XI9B0BsMcbkWWuTAj1GDykAIChjx47V7t27NWXKlHIHy/r16+uJJ55QXl6eXnzxxTBXCCDaEEgBAOWWm5urf/zjH7rnnnv085//PKjnjhw5UklJSfrjH/+oI0eOhKlCANGIQAoAKLf7779fTZs21YMPPhj0c40xevDBB5Wfn6+ZM2eGoToA0YpACgAol8zMTC1atEgPPvigGjZsWKE2hg4dqrPPPluPP/64CgsLQ1whgGhFIAUAlKmwsFAPPPCAzjjjDN12220VbicuLk7jxo3T+vXrtXjx4hBWCCCaEUgBAGV68803lZeXp4cfflh16tSpVFtpaWlq0qSJnn322RBVByDaEUgBAKWy1uqPf/yj2rRpo2uvvbbS7dWtW1c333yzXn/9dS4pCkASgRQAUIYlS5Zo1apVGjdunGrWrBmSNkePHq2jR4/q+eefD0l7AKIbC+NHEBbGBxCJUlJStH79euXn56tu3bohbfeLL77Qxo0bZYwJWbsAIhML4wMAKuT999/XokWLdO+994Y0jErSqFGjlJ+fr5ycnJC2CyD6EEgBACUaP368GjVqpNGjR4e87eHDh6tevXp6+eWXQ942gOhCIAUABPTxxx9r/vz5uvPOO1W/fv2Qt9+gQQNdccUVmjlzpg4ePBjy9gFEDwIpACCgP/3pTzrppJP061//Omz7uPbaa7Vr1y4tWrQobPsAEPkIpACAE2zatEkzZszQbbfdpsaNG4dtP/3791fDhg01d+7csO0DQOQjkAIATjBhwgTVqlVL99xzT1j3U6dOHQ0ZMkTz58/XkSNHwrovAJGLQAoAOM53332n6dOn6+abb1aLFi3Cvr/hw4drx44dWr58edj3BSAyhWaF4xAwxqRLipdU4P3Mt9bOCWc7QW47VlITSYneXVNC0S4ARJo///nPOnr0qH7zm99Uyf4GDhyoevXqae7cuerXr1+V7BNAZImIhfGNMRmSdlhrJ5R2XyjbqcC24621Bd7viZIWScqy1qaF6rWwMD4A17Zv364zzjhDV155pV566aUq2++VV16pnJwcffvtt4qL4+QdEItKWxjfeSA1xiRIyrPWNgrw2C5JbYuCYKjaCXLbdPmCZ36x7VIkZUpKK+r9rOxrIZACcO33v/+9HnvsMa1bt05nnXVWle33lVde0bXXXqvs7Gz16NGjyvYLoOpE+pWaRkvKKuGxfEnpYWgnmG3bFQ+jkmStzZLvlLz/atGhei0AUOV27NihSZMm6YorrqjSMCpJgwYNUo0aNfTWW29V6X4BRIZICKQp8oW1QPIlDQhDO8FsO9YYM7uEbXMl+Sf9UL0WAKhyGRkZ2rNnjx5++OEq33ejRo3Us2dPLViwoMr3DcC9SAikiZJ2lPBYvo4PfKFqJ5htS+rxlKTGknZWsF0AiBjfffedJk+erOuuu04///nPndRw6aWX6oMPPtDmzZud7B+AO5EQSMsS76CdY9taawcUn7jkJ1GlB9bK1AAAVeaRRx7R0aNHnfSOFhk8eLAkaeHChc5qAOCG00BqjIn3/rOgqtoJ4T6LxoNmVKZdY0y6MSbXGJO7bdu2ypQEABXy4Ycf6vnnn9fo0aPVtm1bZ3X8/Oc/V6tWrRhHClRD0dBDGnG88Jkh3wz7ksaMlou1dqq1Nslam9SsWbOQ1AcgduzevVs7d+5UYWFhWNq31ur2229X48aNnfaOSpIxRoMHD1ZmZqYOHTrktBYAVctpIPVbAim+qtoJ0T5nSxrnv9h9qF4LAGzevFl33323WrVqpfj4eDVp0kSNGzdWamqq3nrrrZCG0+nTp2vlypXKyMgI6zXry+vSSy/V3r17tWLFCtelAKhCEXOlphLEq5Kn1ivQTqnbeovcz7bWTg1jDQCqqRkzZig9PV0HDhzQ0KFD1b17d9WqVUvr16/Xa6+9prlz5+qCCy7Qk08+WemrGn3xxRe688471bt3b914442heQGV1K9fP9WsWVNZWVnq37+/63IAVJFIOGWfJaldCY81lm9ppVC3U6F9epcP3VRKGA3VawFQDT311FO65pprdN555+mTTz7R3Llz9Zvf/EZ33XWXpk6dqm+//VYvv/yyCgoK1L9/f918883atWtXhfZ1+PBhjRo1SsYYvfTSSxFzdaT69eurR48eyszMdF0KgCoUCZ9AayQllPBYgnynx0PdTtD7NMakSiooHka9KzZVuF0AkHw9o/fee6/S0tK0ZMkSnXnmmSdsU7t2bV133XVav369HnjgAb300ks6++yzNX/+/KD2Za1Venq6Vq5cqSlTpuiMM84I1csIiZSUFK1Zs0Y7dpS0ih6AWBMJgXSKAqzP6U0cSpQ0K8BjgUJfMO0Etc+i0FlCz6j/YvdBvxYA+PDDD/XLX/5SvXr10j//+U/VqlWr1O3r1q2rxx9/XKtWrVKzZs00bNgwXXXVVfr+++/L3Je1Vvfff7+mT5+uP/zhD7r66qtD9TJCJiUlRdZaLVmyxHUpAKqI80DqzVKf6o3N9Jch38ShAv87jTF5kjYZYxIr2k4w23r7Ge39d6rfLd07hR9f0dcCAIcPH9Z1112n+Ph4zZ49W7Vr1y73cxMTE5Wbm6tHH31Ur732ms466yz97W9/K3GG+u7du3XttddqwoQJGjNmjP7whz+E6mWEVNeuXdWgQQNlZQWzzDOAaGasta5rkHRsXc94+Sb+tJO02n8Wu992GZJSJQ0ItORSedsp77bGmF0qfeb8OGvthIrW4C8pKcnm5jLMFKhOMjIydP/992v+/PkaOnRohdtZv369xowZoxUrVqh169a67rrrdMkll+i0007Ttm3b9O677+rpp5/Wrl279PDDD+u3v/2tjDEhfCWhdfnll2vdunXauHGj61IAhIgxJs9aG/CqlRETSEEgBaqbb775Rh07dtTAgQP173//u9LtWWv1zjvvaOLEiVq0aJGOHj167DFjjAYMGKA//vGPSkqK/KsYT548WXfccYfy8/OdLtYPIHRKC6SRvuwTAMSsxx57TEePHtXEiRND0p4xRgMHDtTAgQO1fft25ebmavv27Tr55JPVpUsXtWzZMiT7qQopKb75ollZWbr11lsdVwMg3AikAODApk2bNG3aNI0ZMyYss9ybNm2qgQMHhrzdqtKpUye1bNmSQApUE84nNQFAdfTYY4+pZs2a+u1vf+u6lIhkjFFKSooWLVoUtsumAogcBFIAqGJbt27Vv/71L91yyy1q0aKF63IiVt++fbVjxw6tX7/edSkAwoxACgBV7LnnntORI0d0xx13uC4lovXt21eStGzZMreFAAg7AikAVKEDBw7oueee02WXXab27du7LieitWnTRq1bt9bSpUtdlwIgzAikAFCF5s6dq23bttE7Wg7GGPXt21fLly8XSxQCsY1ACgBVaPr06Wrbtq369evnupSo0KdPH33//ff69NNPXZcCIIwIpABQRb7++mstWrRIN9xwg+Li+Pgtj6JxpJy2B2Ibn4gAUEVefvllWWt1/fXXuy4laiQkJOi0005jYhMQ4wikAFAFrLWaPn26+vbty6Uwg2CMUZ8+fbRs2TLGkQIxjEAKAFUgJydHGzdu1I033ui6lKjTt29fbd26VRs2bHBdCoAwIZACQBWYOXOm6tatq+HDh7suJer06dNHEuuRArGMQAoAYVZYWKh///vfuuSSS9SgQQPX5USd9u3bq0WLFkxsAmIYgRQAwmzVqlX69ttvlZqa6rqUqMQ4UiD2EUgBIMzmzp2rWrVq6bLLLnNdStTq06ePNm/erC+++MJ1KQDCgEAKAGFkrdWcOXOUkpKi+Ph41+VErV69ekmS3nvvPceVAAgHAikAhNEHH3ygL7/8ktP1ldS5c2fFx8cTSIEYRSAFgDB67bXXFBcXp6FDh7ouJarFxcWpZ8+eBFIgRhFIASCM3nrrLfXo0UNNmzZ1XUrU69Wrlz755BPt2LHDdSkAQoxACgBhsmXLFq1Zs0aDBw92XUpMKBpHmp2d7bgSAKFGIAWAMFm4cKEk6dJLL3VcSWzo2rWrateuzWl7IAYRSAEgTN566y21atVK5557rutSYkLdunWVlJREIAViEIEUAMLg0KFDyszM1KWXXipjjOtyYkavXr20evVq7d+/33UpAEKIQAoAYbBixQrt2bOH8aMh1qtXLx0+fFi5ubmuSwEQQgRSAAiDt99+W7Vr11a/fv1clxJTevbsKYkF8oFYQyAFgDDIyspScnKy6tev77qUmNKkSROdddZZBFIgxhBIASDEtm3bprVr16p///6uS4lJvXr10sqVK1VYWOi6FAAhQiAFgBBbvHixJCklJcVxJbGpV69e2r17t9atW+e6FAAhQiAFgBDLysrSySefrC5durguJSYVLZDPaXsgdhBIASCErLXKzMzUxRdfrJo1a7ouJya1bdtWLVq00MqVK12XAiBECKQAEEL5+fn66quvOF0fRsYY9erVix5SIIYQSAEghLKysiQxfjTcevXqpa+++krffPON61IAhACBFABCKCsrS6eddpo6dOjgupSYlpycLEmctgdiBIEUAEKksLBQixcvVkpKCpcLDbPzzjtPJ510EoEUiBEEUgAIkY8++kg7d+7k6kxVoGbNmrrwwgsJpECMIJACQIgsX75cktS3b1+3hVQTycnJ+vDDD7V3717XpQCoJAIpAITIsmXLdMYZZ+j00093XUq10LNnTxUWFur99993XQqASiKQAkAIWGu1fPly9enTx3Up1UaPHj1kjOG0PRADCKQAEAKffvqptm/frt69e7supdo4+eST9fOf/5xACsQAAikAhMCyZcskiR7SKpacnKycnBwdPXrUdSkAKoFACgAhsHz5crVo0ULt2rVzXUq1kpycrD179ujjjz92XQqASiCQAkAlWWu1bNky9enTh/VHqxgL5AOxgUAKAJWUn5+vzZs3M37UgTZt2qhFixYEUiDKEUgBoJKK1h8lkFY9Y4ySk5MJpECUI5ACQCUtW7ZMTZs2VefOnV2XUi0lJyfrq6++0nfffee6FAAVRCAFgEpavny5LrroIsaPOsI4UiD6EUgBoBK+/fZbffHFFyz35ND555+vn/3sZwRSIIoRSAGgEopCUK9evRxXUn3VqlVL3bp1U3Z2tutSAFQQgRQAKiE7O1s/+9nPdO6557oupVpLTk7WBx98oH379rkuBUAFEEgBoBJycnLUtWtX1apVy3Up1VpycrKOHj2qVatWuS4FQAUQSAGggvbv368PPvhAPXv2dF1Ktde9e3dJTGwCohWBFAAqKDc3V0eOHFGPHj1cl1LtNWrUSGeffTaBFIhSBFIAqKCiSTQE0siQnJysnJwcFRYWui4FQJAIpABQQTk5OWrfvr2aNm3quhTIF0h3796tdevWuS4FQJAIpABQAdZaZWdnM340grBAPhC9CKQAUAH5+fnatm0bp+sjSEJCgpo3b04gBaIQgRQAKqBo/Cg9pJHDGKPk5GQCKRCFCKQAUAE5OTlq0KCBOnfu7LoU+ElOTtYXX3yhLVu2uC4FQBAIpABQAdnZ2erevbtq1KjhuhT4YRwpEJ0IpAAQpD179ui///0v40cj0AUXXKC6desSSIEoQyAFgCCtWrVKhYWFjB+NQLVr11a3bt2OjfEFEB0IpAAQpJycHEnShRde6LgSBJKcnKw1a9boxx9/dF0KgHIikAJAkLKzs9W5c2fFx8e7LgUBJCcn68iRI1q9erXrUgCUE4EUAIJQWFio//znP5yuj2BFY3sZRwpEDwIpAAThs88+065du5jQFMEaN26szp07E0iBKEIgBYAgFI0fpYc0svXs2VPZ2dkqLCx0XQqAciCQAkAQsrOz1ahRI3Xo0MF1KShFcnKyCgoK9Mknn7guBUA51HRdQBFjTLqkeEkF3s98a+2ccLYT7D6NMfGSMiRlltLmbEn5kqZYa/ONMQmSUiR1sdaODvb1AIgsOTk56tGjh+Li+Hs+kvkvkH/22Wc7rgZAWSIikBpjMiTtsNZO8L/PGJPgf18o2wly2ymSGktaLSldUmYpZSRISpU01hhTdF+WtXZAeV8HgMi0a9curV+/XiNHjnRdCspw5plnqlmzZlq5cqXS09NdlwOgDM4DqdeDmG6tbeR/v7V2nDFmlzFmqrW2IJTtBLtP/55NL8iWJkvSOPmCqSTlWmvXlFU/gMj3/vvvS2L8aDQwxig5OZmJTUCUiIRzTqPlC3GB5MvXIxnqdkK1z0B2WGuzrLVTvRthFIgR2dnZiouLU7du3VyXgnJITk7Wpk2b9L///c91KQDKEAmBNEW+EBhIvqTynuoOpp1Q7RNANZKTk6Nzzz1X9evXd10KysF/HCmAyBYJgTRR0o4SHsuXlBSGdkK1zxIZY+KNMSne8AAAUe7o0aP6z3/+w/qjUSQxMVF16tQhkAJRIBICaVniHbRTmX028WbvJ0nKlRRvjMn0ZugDiFLr1q3T3r17GT8aRerUqaOuXbsqOzvbdSkAyuA0kPqFtIKqaidU+yzDLG8caYE3hjRDUl4J9aQbY3KNMbnbtm0LY0kAKqMo1NBDGl2Sk5OVl5en/fv3uy4FQCmioYc0qlhrxxVfFcBamyWpsddzWnz7qdbaJGttUrNmzaqqTABBysnJ0SmnnKKEBEbhRJPk5GQdPnxYubm5rksBUAqngdQvuMVXVTuh2mcF5EtKq+J9AgiR7Oxs9ejRQ37rCyMKFA2xYBwpENkivYc0XqE5tR5MO6HaZ3H5+mltUgBRZNu2bdq4cSPjR6NQkyZN1KlTJwIpEOEiIZBmSWpXwmON5ZsYFOp2QrXP4xhj8sqxcD6AKJOTkyOJ8aPRKjk5WdnZ2SosLHRdCoASREIgXaOSew4TJM0OQzuh2mdx8ZI2ldIui+QDUSgnJ0c1a9ZUUlKlV4SDAz179tTOnTv12WefuS4FQAkiIZBOUYB1P73Z8ImSZgV4LFCYDKadoPdZTlOstVMDtJvgtTulgu0CcCgnJ0cXXHCB6tWr57oUVAAL5AORz3kgtdbmS5oa4FR3hqQTZqwbY/IkbTLGJFa0nWD3GUDjEu4P1KbkC6ITvNn2AKLI4cOHtWrVKk7XR7EOHTqoadOmBFIggtV0XYDkWyrJW49zrHwTitpJyrTWzgmweZZKmHgUTDvBbOtt01W+Xk5JyjDGpMk3UelYgLXWFhhjxvuF0nj5wmsGYRSITh999JH279/PhKYoZoxRz549CaRABIuIQCr51uMs53bjJI2rbDtB7nNCEG0WqJT6AEQXFsSPDcnJyXr99df1/fff65RTTnFdDoBinJ+yB4BIlpOTo9NOO02tW7d2XQoqoWgcKZcRBSITgRQASsGC+LGhS5cuql27NqftgQhFIAWAEmzevFlfffUV40djQN26dZWUlEQPKRChCKQAUAIWxI8tycnJys3N1YEDB1yXAqAYAikAlCAnJ0d16tTRBRdc4LoUhEBycrIOHTqkvLw816UAKIZACgAlyM7OVlJSkurUqeO6FIRA0dALxpECkYdACgABHDhwQHl5eYwfjSHNmjVThw4dCKRABCKQAkAAa9as0aFDhwikMSY5OVnZ2dmy1rouBYAfAikABMCC+LEpOTlZ27dv14YNG1yXAsAPgRQAAsjOzla7du3UvHlz16UghBhHCkQmAikAFGOt1cqVKzldH4M6duyoxo0bE0iBCEMgBYBi8vPz9f333xNIY1BcXJwuuugiLV++3HUpAPwQSAGgmKLxowTS2NS3b19t3LhR3377retSAHgIpABQTHZ2tho2bKizzz7bdSkIg759+0qSli1b5rYQAMcQSAGgmOzsbHXv3l01atRwXQrC4JxzzlF8fLyWLl3quhQAHgIpAPj54Ycf9N///pfT9TGsRo0a6t27N4EUiCAEUgDw8/7778taSyCNcUXjSL/77jvXpQAQgRQAjpOdnS1jjC688ELXpSCMGEcKRBYCKQD4yc7O1jnnnKOGDRu6LgVhdO655zKOFIggBFIA8Bw9elT/+c9/OF1fDdSoUUMXXXQRgRSIEARSAPCsX79eP/zwA4G0mujbt68+//xzbd682XUpQLVHIAUADwviVy+MIwUiB4EUADzZ2dk65ZRTlJCQ4LoUVIHzzjtPJ598MqftgQhAIAUAT3Z2tnr27CljjOtSUAVYjxSIHARSAJD0/fffa+PGjZyur2b69u2rDRs2aMuWLa5LAaq1cgVSY0xDY0wbY0y/cBcEAC6sXLlSEuNHq5s+ffpIYhwp4FqpgdQY87kxZoekDEkJkr6okqoAoIotX75cdevWVdeuXV2Xgip0/vnnq2HDhpy2BxyrWcbj7SQNsNYuqopiAMCV5cuXq3v37qpdu7brUlCFisaRLl682HUpQLVW1in7NYRRALHuhx9+0Nq1a9W7d2/XpcCB/v376/PPP9fXX3/tuhSg2iorkOb7/2KMOdkYc6sxZpZ3On+1MeY+Y8z54SsRAMIrOztbhYWFuuiii1yXAgdSUlIkSYsW0f8CuBJUILXW7rbW/t1aO0LSbknp1tonrbVrw1UgAITbihUrVLNmTfXo0cN1KXDg7LPPVvPmzZWVleW6FKDaKiuQ2lIey7XWfhDoAWbjA4gmy5cvV2Jiok466STXpcABY4xSUlKUlZUla0v72gMQLmUF0vhSHttVymNpwZcCAFXvwIEDWrVqFeNHq7mUlBR9//33+vjjj12XAlRLZc2yTzLGXCwp0GVLEkp4LF5SSghqA4CwW7VqlQ4dOsT40Wquf//+kqSsrCydc845jqsBqp+yAmkXSVkKHEilkntCOecBICosX75cktSrVy/HlcCl1q1bq2PHjsrKytLdd9/tuhyg2ikrkK5R8KffjaRZFSsHAKrWihUrdM4556hx48auS4FjKSkpmj59ug4dOsR6tEAVK2sMaZa19osgb/ny9aoCQEQ7cuSIVq5cyel6SPIF0n379un99993XQpQ7ZQaSK2191ek0Yo+DwCq0gcffKB9+/YxoQmSpL59+youLo7lnwAHyuohDcgY08YY08+7NQx1UQBQFVasWCFJ9JBCkhQfH6+uXbsSSAEHyh1IjTHnG2PeMcYclbRJUqZ32+VdtenicBUJAOGwfPlytWvXTi1btnRdCiJESkqK3n//ff3www+uSwGqlXIFUmPMLPkmOBlJ90saIekX3s8xktZKmmuMeZseUwDRoLCwUCtWrOB0PY6TkpKio0ePaunSpa5LAaqVsmbZyxjzrqQCSY2stbtL2Ozvxph4SRmSFknqGqoCASAcPvzwQ+3cuVP9+nFhOfykR48eOumkk/Tuu+9q6NChrssBqo1Se0iNMVdKKrDWjigljEqSrLUF1trRkvKMMbeEskgACLVFixZJEoEUx6lTp4769eunhQsXchlRoAqVdco+XVJQ4dJaO0ZcOhRAhFu8eLE6derE+FGcYODAgcrPz9fnn3/uuhSg2igrkO621lZkZHepvakA4NLhw4e1fPlyekcR0KBBgyRJCxcudFwJUH2UFUh3VrDdij4PAMJu9erV2rdvH4EUAbVt21YdO3YkkAJVqKxAWtEBNAUVfB4AhN3ixYsl+RZCBwIZNGiQli5dqh9//NF1KUC1UKGF8cvh5DC1CwCVtnjxYp1//vlq0qSJ61IQoQYNGqSDBw+y/BNQRcpa9inJW/B+VxBtNpaUVPGSACB89u/fr+zsbP2///f/XJeCCNa7d2/97Gc/08KFC3XppZe6LgeIeWUF0i6SsuRbEL88rLcta2UAiEjZ2dk6ePAg40dRqrp16+riiy9mHClQRcoKpGsU/BJORtKsipUDAOG1ePFi1ahRg+vXo0yDBg3SW2+9pc8//1zt27d3XQ4Q08oKpFnW2i+CbdQYk1XBegAgrBYvXqxu3bqpQYMGrktBhPNf/olACoRXqZOarLX3V6TRij4PAMKpoKBAq1evVv/+/V2XgiiQkJCgDh06cNoeqALhmmUPABFn0aJFOnr0qC655BLXpSBKsPwTUDXKFUiNMecbY+4zxow3xpwX7qIAIBzefvttnXzyyerevbvrUhAlBg8erAMHDmjRokWuSwFiWpmB1Bhzn3yTmyZIGidpjTHm3nAXBgChZK3VO++8o/79+6tmzbKGzwM+ffr0UcOGDfX666+7LgWIaaUGUmPMBZLGyDfTvpF3u0TSbfSUAogmn3zyib755hsNHDjQdSmIIrVr19agQYP0xhtvqLCw0HU5QMwqq4f0fkkDrLVzrbW7vVuWfAvf/zb85QFAaLzzzjuSxPhRBG3o0KH63//+p1WrVrkuBYhZZQVSE2jZJ2ttgaSgl4MCAFfefvttnXXWWTr99NNdl4IoM2jQINWsWZPT9kAYlRVId5by2PZQFgIA4fLjjz9q2bJl9I6iQho1aqTevXtr/vz5rksBYlZZgZRLgAKIesuXL9fBgwcZP4oKGzp0qNavX6+NGze6LgWISWFZh9QY81w42gWAili4cKHq1q2r3r17uy4FUWro0KGSpDfeeMNxJUBsKmvtkyRjzMWSdgV4rJ0xpl9Jz6tcWQAQGtZavfHGG0pJSVG9evVcl4Mo1bZtW51zzjmaP3++7r77btflADGnrEDaRVKWJFPC46NLuJ9T/QAiwrp16/TFF1/o/vu5ojEqZ+jQoRo/frx27NihJk2auC4HiCllnbJfI+lMSe2CuJ0p6YMw1QsAQSmaGX3ZZZc5rgTRbtiwYSosLOS0PRAGZfWQZgVa9qksxpisCtYDACH1xhtvqGvXrmrZsqXrUhDlunTpojPOOENz5szRjTfe6LocIKaU2kNqra3QOa6KPg8AQmnr1q16//33NWTIENelIAYYY5Samqp3331Xu3fvdl0OEFPCMsseACLBW2+9JWvtsRnSQGWlpqbq8OHDnLYHQoxACiBmvfHGGzr99NN17rnnui4FMaJbt25q1aqV5syZ47oUIKaUNYa0yhhj0iXFSyrwfuZba4P+Fx9MO8Hu0xgTLylDUmYZ24XktQCouP379+vdd9/VzTffLGNKWigECE5cXJyGDx+uKVOmaM+ePWrQoIHrkoCYEBE9pMaYDEnx1toJ1tqp1toJkroaY8aGq50gt51ijJktKd27hf21AKict99+W/v379fll1/uuhTEmNTUVB08eFBvvfWW61KAmGGsdbtkqDEmQVKetbZRgMd2SWprrS0IZTuV2acxxkpKC9TjWdnXkpSUZHNzc0t6GEAQrrnmGr377rvaunWrataMmJNBiAFHjx5Vq1atlJyczKl7IAjGmDxrbcCLJ0VCD+lo+RbfDyRfZfRIVrCdUO2zMjUACJP9+/frjTfe0PDhwwmjCLkaNWpo+PDhWrBggfbt2+e6HCAmREIgTZEvrAWSL2lAGNoJ1T4rUwOAMHnnnXe0d+9epaWluS4FMSo1NVX79+/ntD0QIpEQSBMl7SjhsXxJAbt2K9lOqPZZmRoAhMmsWbPUpEkTXXzxxa5LQYzq3bu3WrRooRkzZrguBYgJkRBIyxLvoJ1Q7bPMdo0x6caYXGNM7rZt28K0W6D64HQ9qkKNGjV09dVXa8GCBdq1a5frcoCo5zSQessoSb7lkaqknVDtM1TtejPxk6y1Sc2aNQtlSUC1xOl6VJVrrrlGhw4d0r///W/XpQBRLxp6SAGg3Dhdj6rSpUsXtW/fXq+88orrUoCo5zSQ+i2BFF9V7YRqn1XVLoDy++GHH/Taa68pLS2N0/UIO2OMrrnmGi1ZskSbN292XQ4Q1SK9hzReoTm1Hkw7odpnVbULwDN37lzt379fN9xwg+tSUE1cc801stZq5syZrksBolokBNIsSe1KeKyxpPKuFB9MO6HaZ2VqABBiL730ktq3b68LL7zQdSmoJjp06KCkpCRO2wOVFAmBdI2khBIeS5A0OwzthGqflakBQAh9+eWXWrp0qa6//nquXY8qdc011yg3N1cbNmxwXQoQtSIhkE5RgPU5vVnriZJmBXgsUOgLpp2g91lO4WoXQBn++c9/SpJGjRrluBJUN1dddZWMMfSSApXgPJBaa/MlTTXGZBR7KEPSuOLXfjfG5EnaZIxJrGg7we4zgMaheC0AQsNaq5deekl9+/bVGWec4bocVDMtW7bUxRdfrH/961+y1rouB4hKJlL+8Rhj0vXTxJ92klZba+cE2C5DUqqkAV4ArFA7Qe5zrKSu8vVyJnjb58p39aVAobncNfhLSkqyubkMMwWClZ2dreTkZE2bNk033XST63JQDU2fPl033XST3nvvPSUnJ7suB4hIxpg8a23Aq1ZGTCAFgRSoqBtuuEH//ve/tXnzZjVo0MB1OaiG9u7dq1NPPVVXX321nn/+edflABGptEDq/JQ9AFTGjh07NHPmTI0aNYowCmfq16+vESNGaObMmdq3b5/rcoCoQyAFENWmT5+ugwcP6rbbbnNdCqq5m266SXv37tXcuXNdlwJEHU7ZRxBO2QPBKSwsVMeOHdW8eXO99957rstBNWetVYcOHdSqVSstWbLEdTlAxOGUPYCYtGjRIm3cuJHeUUQEY4xuvPFGLV26VPn5J8y5BVAKAimAqPXcc8+padOmSk1NdV0KIEnHLszw4osvui4FiCoEUgBRKT8/X/Pnz9ctt9yiOnXquC4HkCS1bt1aKSkpevHFF1VYWOi6HCBqEEgBRKWnnnpKNWrU0K9//WvXpQDHuemmm/TVV18xjhQIAoEUQNTZtm2bpk2bplGjRqlly5auywGOM2zYMMXHx7MeKRAEAimAqPPMM89o//79uu+++1yXApygXr16uv766zV37lx9//33rssBogKBFEBU+fHHH/X0009ryJAhOuuss1yXAwQ0evRoHT58WNOnT3ddChAVCKQAosoLL7ygHTt2aOzYsa5LAUrUuXNn9e7dW1OmTGFyE1AOBFIAUWP//v0aP368LrroIiUnJ7suByjVmDFjlJ+fr6ysLNelABGPQAogajz33HPasmWLHnvsMRljXJcDlGr48OFq2rSp/va3v7kuBYh4BFIAUWHv3r0aP368UlJS1Lt3b9flAGWqU6eObr75Zr3++uvavHmz63KAiEYgBRAVJk+erO3bt+vRRx91XQpQbunp6Tp69KheeOEF16UAEY1ACiDi7dq1S0888YQuu+wyde/e3XU5QLm1a9dOv/jFLzR16lQdOXLEdTlAxCKQAoh4jz76qAoKCvTYY4+5LgUI2pgxY/Ttt9/qjTfecF0KELEIpAAi2oYNGzR58mTdcsstOu+881yXAwRtyJAhOv300zVp0iTXpQARi0AKIKLdd999qlevHmNHEbVq1qypX//611q2bJnWrl3ruhwgIhFIAUSszMxMvfHGG3rooYfUvHlz1+UAFfbLX/5SP/vZz/TXv/7VdSlARCKQAohIBw8e1J133qmEhATdeeedrssBKqVRo0a64YYb9Morr3B9eyAAAimAiPTEE0/ok08+0dNPP606deq4LgeotDvuuEMHDx7UlClTXJcCRBwCKYCI8/nnn+uxxx7TVVddpUGDBrkuBwiJTp06aeDAgXr22Wd16NAh1+UAEYVACiCiWGs1ZswY1alTRxMnTnRdDhBSd955p7Zu3arZs2e7LgWIKARSABHlH//4hxYvXqzx48erRYsWrssBQuoXv/iFOnXqpIkTJ8pa67ocIGIQSAFEjK+++kp33XWX+vTpozFjxrguBwi5uLg43XPPPcrLy9PixYtdlwNEDAIpgIhQWFiom2++WdZa/eMf/1BcHB9PiE2jRo3SqaeeqoyMDNelABGDT3wAEeG5557T4sWL9dRTT6lt27auywHCpm7durrrrruUmZmpvLw81+UAEYFACsC5zz//XGPHjtXAgQN1yy23uC4HCLsxY8aoYcOGmjBhgutSgIhAIAXg1KFDhzRy5EjVqVNHzz//vIwxrksCwu7kk0/Wbbfdpjlz5mjjxo2uywGcI5ACcOqBBx5QXl6epk2bptNOO811OUCVufPOO1WzZk09+eSTrksBnCOQAnBm4cKFeuqpp/SrX/1Kw4YNc10OUKVatGihG2+8UdOnT9fWrVtdlwM4RSAF4MSWLVt0ww036JxzzqGHCNXWfffdp8OHD+vPf/6z61IApwikAKpcYWGhRo0apb1792rmzJmqV6+e65IAJ9q3b6+RI0fq2Wef1ffff++6HMAZAimAKjd+/HgtWrRIf/3rX3XWWWe5Lgdw6ne/+50OHDigJ554wnUpgDMEUgBVKisrS7///e81cuRI/fKXv3RdDuBcx44ddc011+iZZ57R//73P9flAE4QSAFUmW+//VYjR45Up06dNHXqVJZ4Ajy/+93vdPDgQXpJUW0RSAFUiUOHDiktLU0HDhzQ3LlzVb9+fdclARGjQ4cOuu666/Tss88y4x7VEoEUQJW477779J///EfTpk1Tp06dXJcDRJyHHnpIhw4d0p/+9CfXpQBVjkAKIOxmzJihyZMn6+6771ZaWprrcoCI1L59e91000169tlnlZ+f77ocoEoRSAGE1bp163TLLbcoOTlZGRkZrssBItrDDz+smjVr6qGHHnJdClClCKQAwmbPnj268sorVb9+fc2aNUu1atVyXRIQ0Vq2bKl77rlHM2bMUG5urutygCpDIAUQFkWL32/cuFEzZ85Uy5YtXZcERIWxY8eqadOmGjt2rKy1rssBqgSBFEBYPPzww5o/f74mTpyovn37ui4HiBoNGzbU73//ey1ZskRvv/2263KAKmH46ytyJCUlWU7RIBbMnTtXqampuummm/TCCy+w3igQpEOHDqlz586qXbu2PvzwQ4a7ICYYY/KstUmBHqOHFEBIffTRR7rhhhvUvXt3Pffcc4RRoAJq166tiRMn6pNPPtHkyZNdlwOEHT2kEYQeUkS77du3q2vXrjp06JByc3PVokUL1yUBUctaq8suu0wrVqzQZ599xr8nRD16SAGE3eHDhzVixAht2bJF8+bN48sTqCRjjP7yl7/o4MGDGjdunOtygLAikAKoNGut7rzzTi1ZskRTp05Vt27dXJcExIT27dvrvvvu08svv6z33nvPdTlA2BBIAVTaxIkT9dxzz+k3v/mNrr/+etflADHlt7/9rVq3bq1f/epXOnTokOtygLAgkAKolHnz5um+++7TlVdeyTW4gTA46aST9Mwzz+i///0v/8YQswikACps9erVuvbaa9WtWze9/PLLiovjIwUIhyFDhuiaa67RY489pv/+97+uywFCjm8PABXy1VdfaciQIWrevLnmz5+vevXquS4JiGmTJk1SfHy8brrpJh05csR1OUBIEUgBBG3btm265JJLdODAAb311ltq3ry565KAmNe0aVM988wzysvL05NPPum6HCCkCKQAgrJnzx4NGjRIX331ld544w117tzZdUlAtZGWlqYrr7xSf/jDH7R27VrX5QAhQyAFUG4HDhzQsGHDtHbtWs2ePVsXXXSR65KAaudvf/ubmjZtqquvvlr79u1zXQ4QEgRSAOVy5MgRXXfddVq8eLH+8Y9/6LLLLnNdElAtNW3aVC+//LI2bNigu+66y3U5QEgQSAGU6ciRI7r++us1d+5cTZw4UaNGjXJdElCt9evXT+PGjdPzzz+vmTNnui4HqDQCKYBSHTlyRKNGjdKMGTP0pz/9iR4ZIEI88sgj6tGjh375y1/q448/dl0OUCkEUgAlKgqjr776qjIyMrieNhBBatWqpTlz5qhBgwa64oorVFBQ4LokoMIIpAACOnTokK699tpjYXTs2LGuSwJQTMuWLTVnzhx9+eWXuvbaa3X06FHXJQEVQiAFcIK9e/fqsssu06xZs/TEE08QRoEIlpycrMmTJ2vBggW6++67Za11XRIQtJquCwAQWbZt26bBgwdrzZo1mjZtmm666SbXJQEow5gxY/T555/rqaeeUps2bXTPPfe4LgkICoEUwDEbNmzQkCFD9PXXX2vevHkaMmSI65IAlNMTTzyhr7/+Wvfee69atWqlESNGuC4JKDcCKQBJUmZmpkaMGKGaNWsqKytLycnJrksCEIS4uDi9/PLL2rp1q6699lrVrVtXQ4cOdV0WUC6MIQWqOWutJk+erEGDBqlVq1ZavXo1YRSIUnXr1tWbb76pxMREpaamasGCBa5LAsqFQApUYz/88INGjhypO+64Q4MHD1Z2drbatGnjuiwAlXDyySfr7bff1jnnnKPhw4fr3XffdV0SUCYCKVBN5eXlKTExUXPmzNH48eM1b948NWjQwHVZAEKgUaNGevfdd9WxY0cNGTJEc+bMcV0SUKqIGUNqjEmXFC+pwPuZb60N+l9QMO2EY1tjzGxJ+ZKmWGvzjTEJklIkdbHWjg729QChdvjwYWVkZOiRRx5R8+bNtXTpUvXq1ct1WQBCrEmTJlqyZImGDBmiESNG6JlnntFtt93muiwgoIgIpMaYDEk7rLUT/O8zxiT43xfKdsK1raQESamSxhpjiu7LstYOKO/rAMLlgw8+0M0336y1a9fqqquu0jPPPKMmTZq4LgtAmDRu3FiZmZm66qqr9Ktf/UpbtmzR//3f/ykujhOkiCzG9QK6Xg9inrW2UYDHdklqa60tCGU74drWuy9DUqZ8wVSScq21a8qqX5KSkpJsbm5ueTYFgrJjxw49/PDDevbZZ9WsWTM999xzGjZsmOuyAFSRI0eOaPTo0Zo2bZqGDx+u6dOnM0QHVc4Yk2etTQr0WCT8iTRaUlYJj+VLSg9DO+HaVvL1pGZZa6d6t3KFUSAc9u3bpz//+c9q3769nnnmGd16661av349YRSoZmrWrKnnn39eTz31lF577TX16NFDmzZtcl0WcEwkBNIU+YJdIPmSynuqO5h2wrUtEBF27typxx9/XG3atNF9992npKQkffjhh3ruuefUqNEJnf0AqgFjjO6++26988472rJli5KSkpjshIgRCWNIEyXNLOGxYHpIg2knXNseY4yJl5Qk3+SnkgItYtCePXuUn5+vr7/+Wnv37tXBgwclSQ0bNlR8fLxatGihNm3aqF69eiHd7+HDh7V8+XJNmzZNc+fO1cGDBzVo0CA9+OCDrCsK4JiUlBTl5ubq6quvVlpamm699VZNnDhRJ510kuvSUI1FQiAtS7yDdiqzbRNvRn6+pFxJCcaYTElp5RkLi+hz+PBhLVq0SK+99pree+89rVu3rlzPa968udq2bat27drpzDPPPPbzzDPPVNOmTeU3KS6gQ4cO6eOPP1Zubq6WLFmit99+WwUFBYqPj9ett96qW265Reedd14oXiKAGNO2bVu99957+v3vf6+MjAytWLFCr7zyii644ALXpaGachpIvV5EybeUUpW0E65ti5nlFz7XeBOd8iS1C7CPdHm9rKeffnqQu4FLW7du1V//+ldNnTpVO3bsUIMGDZScnKyrrrpKnTp1Ups2bdSgQQPVqVNHkm8R+l27dum7777Tl19+qS+++EL5+fnHvgj8Jxg2aNBAp59+uho1aqSTTz5ZJ510ko4cOaLDhw9rx44d+u677/Tdd9/pyJEjknzhdvjw4Ro8eLAGDRoU8t5XALGnVq1aGj9+vFJSUjRq1Ch169ZN48aN0+9+97tjn1tAVYmGHtKoYq0dF+C+LGNMY2NMurV2arHHpkqaKvlm2VdRmaiEgoICPfbYY5o8ebIOHz6syy+/XDfeeKMuueQS1a1bt0JtHjx4UF988YU2bdqkjRs3atOmTfrmm2+0e/dubdmyRfv27VPNmjVVq1YtNWrUSL1791br1q113nnnqUuXLkpISCizRxUAAunfv78+/vhj3X333frjH/+oefPm6YUXXlD37t1dl4ZqxGkgtdYWeF+i8VXVTri2LYd8SWnywieij7VW//znP3XPPfdox44duvHGG/XAAw+offv2lW67Tp066tSpkzp16hSCSgEgOI0bN9aLL76oq6++WqNHj1bPnj1111136dFHH2VsKapEJMyyL028Knk6vwLthGvbfP20NimizPbt25Wamqrrr79eHTp0UF5enqZNmxaSMAoAkWLQoEH6+OOPNWbMGE2cOFFnn3223nzzTddloRqIhECapQBjKz2N5ZsYFOp2wrKtMSbPGy+KGLJy5Uqdc845evPNN5WRkaHly5cz8B9AzGrYsKGeffZZrVixQvXr19eQIUN05ZVX6ttvv3VdGmJYJATSNSq55zBB0uwwtBOubeMllbTScILXFqLIlClTdPHFF6t+/fpatWqVxo4dqxo1arguCwDCrlevXlqzZo0ef/xxLViwQGeddZYmTZqko0ePui4NMShiLx3qzXDfJalR8eWSvGvI5xe/r7zthHHbsQGubV/UxiZJA6y1JV31iUuHRpDCwkLdc889mjRpkgYOHKhXXnmFBeUBVFv5+fm6/fbb9fbbbysxMVFTpkxRUlLAK0ACJYroS4d6wXJqgFPdGZLGBQijeZI2GWMSK9pOuLYtYTtJmiJpQmlhFJHj6NGjGj16tCZNmqQ777xTb775JmEUQLWWkJCgBQsWaObMmdq8ebMuvPBC3XHHHfrhhx9cl4YY4byHtIi3Hme8fJOE2klaba094ZpmXuBLla+38YQrIJW3nXBt6/WcPuD9Gi/fONMp5Qmj9JC6d+TIEd188816+eWX9dBDD+mRRx5hOSUA8LN79249+OCDevbZZ9WiRQtNmjRJV155JZ+VKFNpPaQRE0hBIHXt8OHDuvbaazV79mw9+uijeuihh1yXBAARa9WqVRo9erTWrl2rSy+9VM8884zatGnjuixEsIg+ZQ9EgoMHDyotLU2zZ8/Wk08+SRgFgDJ069ZNq1ev1lNPPaVly5apc+fOysjI0OHDh12XhihEIEW1t3//fg0bNkzz58/X008/rXvvvdd1SQAQFWrWrKm7775bn3zyiS655BLdf//9SkxMVHZ2tuvSEGUIpKjW9u3bp8suu0zvvPOO/v73v+v22293XRIARJ3WrVtr3rx5mj9/vnbv3q3k5GSlp6dr586drktDlCCQotr64YcfNHDgQC1dulQvvfSSbrnlFtclAUBUGzp0qNavX697771X06ZNU6dOnfTPf/5TzFdBWQikqJZ27dqlAQMG6D//+Y9effVVXXfdda5LAoCYUL9+fT355JPKy8tTQkKCRo0apQEDBuizzz5zXRoiGIEU1c727dvVv39/rV27VnPmzFFaWprrkgAg5px33nlauXKlnn32WeXm5uqcc87RuHHjtGfPHtelIQIRSFGt/O9//9PFF1+sTz75RPPnz9fll1/uuiQAiFk1atTQbbfdps8++0zXXXedJkyYoI4dO+pf//oXp/FxHAIpqo3vvvtOffr0UX5+vt566y0NHDjQdUkAUC00b95c06ZNU05Ojk477TRdd9116t27t9auXeu6NEQIAimqhS+//FK9e/fW5s2b9c4776hfv36uSwKAaqd79+56//339fe//12ffvqpunTpojFjxmjLli2uS4NjBFLEvE8//VS9evXSzp07lZmZqV69erkuCQCqrbi4ON1yyy3asGGDbr/9dr3wwgs688wz9fvf/14//PCD6/LgCIEUMW3t2rXq3bu3Dh8+rGXLlunCCy90XRIAQFKjRo3017/+VZ988omGDBmiRx99VO3atdNf//pXHTx40HV5qGIEUsSsnJwc9e3bV3Xr1tWKFSt07rnnui4JAFDMmWeeqVdffVWrV6/WueeeqzvvvPNYMP3xxx9dl4cqQiBFTFq4cKEGDBigZs2a6b333lOHDh1clwQAKEVSUpKysrKUmZmpdu3a6c4771Tbtm31xBNPaO/eva7LQ5gRSBFz/v73v2vIkCFq3769VqxYodNPP911SQCAcjDGKCUlRcuWLdOyZct03nnnaezYsTr99NN1//3365tvvnFdIsKEQIqYYa3Vgw8+qPT0dA0YMEDLly/Xqaee6rosAEAF9O7dW++++65ycnLUr18/PfHEE2rbtq1GjBihlStXso5pjCGQIibs379f1113nR5//HHdcsstev3119WgQQPXZQEAKql79+6aM2eONm3apLvvvvvYaimJiYl6+umntWvXLtclIgQIpIh6X3/9tXr16qUZM2bo8ccf19SpU1WrVi3XZQEAQqhNmzZ64okn9O233+rZZ5+VMUa//vWv1aJFC40cOVJZWVkqLCx0XSYqyNDlHTmSkpJsbm6u6zKiytKlS5WWlqZDhw7pX//6ly677DLXJQEAqsgHH3ygadOm6V//+pd27dql1q1b6+qrr9bIkSN1/vnnyxjjukT4McbkWWuTAj1GDymiUmFhoZ544gmlpKSoWbNmWr16NWEUAKqZCy64QJMnT9bmzZs1Y8YMnXvuuZo4caISExPVuXNnPfzww9qwYYPrMlEO9JBGEHpIy2fr1q26/vrrlZmZqSuvvFLTpk1Tw4YNXZcFAIgAO3bs0Jw5czRjxgwtX75c1lolJiZq5MiRuuqqq9S6dWvXJVZbpfWQEkgjCIG0bG+//bZuuOEG7dmzR3/5y1906623ckoGABDQd999p5kzZ2rGjBkq+n7t0aOHRowYodTUVLVq1cpxhdULgTRKEEhLtnv3bo0dO1ZTp07VOeeco1dffVWdO3d2XRYAIEps3LhRs2bN0qxZs/Thhx9KkpKTk5WWlqbU1FSddtppjiuMfQTSKEEgDWzhwoVKT0/X5s2bdc899+iRRx5RvXr1XJcFAIhSGzZs0OzZszVr1ix99NFHkqRevXppxIgRuvLKK9WyZUvHFcYmAmmUIJAeb/v27br33nv10ksvqXPnzpo2bZouvPBC12UBAGLIp59+eiycfvzxxzLG6KKLLjoWTrnASugQSKMEgdTn6NGjmjp1qh588EH98MMPuv/++/W73/1OderUcV0aACCGrV+/XrNnz9bs2bO1bt06GWPUu3fvY+G0efPmrkuMagTSKEEglbKzs3X77bdr7dq1uvjiizV58mSdffbZrssCAFQz69at0+zZszVz5kx9+umniouLU58+fTRixAgNHz5cp5xyiusSow6BNEpU50C6adMmPfTQQ3r11VfVqlUr/fnPf1ZaWhoz6AEATllrtW7dumMToj777DPFxcXp4osvVlpamoYPH65mzZq5LjMqEEijRHUMpN9//70effRR/e1vf1Pt2rV1zz33aNy4capfv77r0gAAOI61Vv/973+P9Zx+/vnnqlGjhi6++GKNGDFCV1xxhZo2beq6zIhFII0S1SmQ7t69W3/5y1/05JNPav/+/brlllv0hz/8QS1atHBdGgAAZbLW6qOPPjrWc7px40bVqFFD/fr1U2pqqoYMGcJ3WjEE0ihRHQLpzp07NWnSJE2aNEm7d+/W8OHD9fjjj6tjx46uSwMAoEKstVq7du2x2fqbNm2SJHXv3l2XX365hg0bpk6dOjmu0j0CaZSI5UC6fft2TZw4UZMnT9aePXt0xRVX6KGHHlJiYqLr0gAACBlrrT7++GPNnz9fr732mvLy8iRJHTp00LBhw3T55Zere/fuiouLc1xp1SOQRolYDKT5+fmaNGmSXnjhBf34449KS0vTgw8+qHPPPdd1aQAAhN0333yj119/XfPnz9eSJUt05MgRNW/eXEOGDNGwYcPUv39/1a1b13WZVYJAGiViJZBaa5Wdna2nnnpKr732muLi4jRy5Ejdf//9XO4TAFBtFRQUaMGCBZo/f74WLFigvXv36qSTTtLAgQM1bNgwDR48WI0aNXJdZtgQSKNEtAfSAwcOaM6cOXr66af1/vvvq1GjRhozZoxuv/12rhEMAICfgwcPasmSJXrttdc0f/58bd26VTVq1FCfPn10xRVXaNiwYWrVqpXrMkOKQBolojWQfvLJJ5o6dapefPFF7dq1S+3bt9ddd92lG264QSeddJLr8gAAiGiFhYVavXq15s+fr3nz5unTTz+VJHXt2lVXXHGFrrjiipiYFEUgjRLRFEh3796tefPmadq0aVqxYoVq1aqlK664QqNHj1bfvn2r5WBtAABC4dNPP9W8efM0b948rV69WpJ01llnHQunXbp0icoLxxBIo0SkB9IDBw5owYIFeuWVV/Tmm2/q4MGDOvPMM3Xrrbfqxhtv5DJqAACE2DfffHOs53TZsmU6evSoWrdurcsvv1wDBw5Unz59ouZiMgTSKBGJgXTXrl16++239frrr2vhwoXavXu3TjnlFF199dW65ppr1K1bt6j8Kw0AgGizY8cOvfHGG5o3b54yMzO1f/9+1apVS8nJyfrFL36hSy65ROeff37EnqUkkEaJSAikR48e1dq1a7VkyRK99dZbWrFihY4ePapTTjlFgwcP1tVXX61+/fqpZs2aTusEAKA6O3DggFauXKl3331X77zzjj788ENJUqNGjZScnKyLLrpIF110kbp06aLatWs7rtaHQBolXATSffv26cMPP1ROTo6WLl2qFStWaPfu3ZKkn//85xoyZIiGDh2qbt26RexfXAAAVHdbt25VZmamli1bphUrVmjDhg2SpHr16unCCy9UcnKyunbtqqSkJLVs2dLJ2U0CaZSoikD63nvvKTc3V3l5eVqzZo0+/fRTFRYWSvJdRaJv377q27ev+vTpo5YtW4a1FgAAEB7/+9//9N5772nFihVasWKF1q5de+z7/tRTT1VSUpKSkpLUpUsXJSUl6dRTTw17TQTSKFEVgfSss87Sp59+qpYtWyoxMVFdunRRYmKiunbtqhYtWoR13wAAwI0ff/xRH374oXJzc491TK1fv17WWg0ePFhvvvlm2GsoLZAyELCamTFjhk499dQq+UsIAABEhp/97Gfq0aOHevTocey+vXv3au3atapRo4bDynwIpNXM+eef77oEAAAQAerXr69evXq5LkOSxCwVAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFPGWuu6BniMMdskfVUFu2oqaXsV7Ke64biGD8c2PDiu4cFxDR+ObXhU1XE9w1rbLNADBNJqyBiTa61Ncl1HrOG4hg/HNjw4ruHBcQ0fjm14RMJx5ZQ9AAAAnCKQAgAAwCkCafU01XUBMYrjGj4c2/DguIYHxzV8OLbh4fy4MoYUAAAATtFDCgAAAKcIpAAAAHCKQAoAAACnarouAOFnjEmX1M7vrh3W2gklbBcvqcD7mW+tnVNKm+XatrowxmRaaweU8BjHtpyMMWMlNZGU6N01JRTHqrof1yIch+DwfqwafH6GTrR+5zOpKcYZY2ZLWu3/ZvTuy7TWTvW7L0PF3rSB7gt22+rCGJMqaba11gR4jGNbTt5rHW+tLfB+T5S0SFKWtTYtwLYc1yBwHILD+7Fq8PkZOlH9nW+t5RajN0kZ8v01X/z+XZJS/X5PkLSrhDZ2SYqvyLbV5SbfX4uzff+cTniMY1v+45guKSHA/SmSLO/ZSh9fjkNwx4v3Y9UcZz4/Q3cso/o7nzGkMcoYkyBprHxv0ONYaxvZ47vaR0vKKqGpfPk+mCuybXWRLmlmCY9xbMuvnbU2v/id1tos+U4Tjfa7m+MaPI5DcHg/Vg0+P0MgFr7zCaSxa7R8YzxO+EANIEW+N1Yg+ZIGVHDbmOedwiv6ggqEY1t+Y71TS4HkSvK/zjLHNXgch+DwfgwzPj9DKuq/8wmksStF0hpJMsbEG2NSvb+gAkmUtKOEx/J1/AdvMNtWBynW2jWlPM6xLb+S/gqXpMaSdvr9znENHschOLwfw4/Pz9CJ+u98AmnsSpS00xssniLfh2u8MWZ2KW/SksSHaduo5s06rOzl1uLDtG3UsdYOsMUmivgp6kkpr/gwbRvL4l0XEEl4P4YXn58hF/Xf+QTS2NZYUoG1do61tsD7S3ScpDxjTLzk+0vK27agrMaC2TbWef/Ad1pv9m0J28R7/1niNhXZtrrxvrgkb2wUxzV4HIfQ4f1YeXx+hk1Uf+cTSGOQ35so0RuAf4w3viRf0gNVXVeMSbXVbG07F7z3coaktHKOjQLChvdjyPD5GUKx8p1PII1Bfn91ljQ2J19SarFt44Not8xtY5l3SqTMD1OObUjMljTO/8uL4xo8jkPI8H6sJD4/Qy9WvvMJpBHGGJNnjLEVuKUWa6pAxw+697dTvrXFyiNe5e+uD2bbKheKY+v9Jdo4RL0j8YqBYxvC92zxdjPkWyw72HFm8YqB41rF4sVxKBXvx8rj8zOsChTl3/lcOjTCWGu7hKipfPnGk5SkwO+/s3T8Zcb8NZZviZOKbBtRQnRs0yV1NcYUbytBkowxU7zfZ3unTmL+2IbwPXuM8V2ucVMpX/4xf1zDgONQQbwfQ4bPz/CJ+u98AmnsmqnjF272l6Dj30Rr9NN1mgNtO6WC28YcW8Jl0opmNlprix9zjm2QvGNZUPzL3xiT4jc+iuMaPI5DBfB+DB0+P8Mq+r/zw3UJK25ub/J1pVsFvvSdle8ff9HvAS8N5tdGfEW2rU43+cbn2AD3c2yDO44p8rvEXbHHMjiulTq2HIfgjxnvx6o5znx+Vv4YRv13vvEaRgzyTjMNsNYO8LtviiTZYn+JeuOjZK0dV2zbTbbYX7XBbFtdeEvBTJHUyBZbyoRjWz7eVVse0ImXEWws34dfO//3Lcc1eByH8uP9WHX4/AyNaP/OJ5DGOO8fuv94nTxbwjgob9t4+caatJO02pawNEcw28Yy71TTVfL1pMTLd3ojX9Kt/h+sHNuyGWN2qfTZnOMCfFByXIPEcSgf3o/hx+dn6EXzdz6BFAAAAE6x7BMAAACcIpACAADAKQIpAAAAnCKQAgAAwCkCKQAAAJwikAIAAMApAikAAACcIpACQIQxxiQaY6Z4C4cDQMwjkAJABDHGpMh3ecoE7yfKQIAHoh+BFAAiiLU2y1qbJd8l+lAGAjwQGwikAICoRYAHYgOBFABiiDEm0xiT593iXdfjkjEmwzsOu6r7sQAiHYEUAPwYYxKMMbO9EGONMVPK+bxMb/tN3vMTwl1rSay1XbxbQUnbGGNSvDozvZ+zvQAX7z2eboxJDGa/xpixXgC03i3TO6Ve0rbW75gF3K4yrLXjrLVdJGWFum0AoVXTdQEAEEmstfmS0owxGZISJSWV9Ry/yTQF1tp24ayvsryQ+XdJ+ZLGea+36LF4SX83xsyUNMVaa4Jp21o7wRgzVdIuSVnW2gFlbDvA28+cCrwUADGEQAoAJctXGYHU71RwggL0xBlj0iV1KWM/mVURyrxapkhKC7Q/a22BMeZWeYGyIvvw2iiQ73iUVkuCquh1A4h8BFIACGyHd4svY7t0SVPlC2AZxR+01k4NeWUVUFYYLeIFyixJmZXYXb58vculGWetHV1CnRER4AFUHQIpABTjjWfMktfLZ4xJ8D+1XWy7OZKKxj9G5FhF7zT9FElTyxnk8lW515IvKdEYEx9oHKtfOD5BpAR4AFWLQAoAJxpgrR3nnXqWfMH0hEAqKcFam2WMGSff+NFA2wTFC49XyRdyE7whAVNLm6BUDn/3fo4r5/YF1to1JdQ31u/XdvKNAS2+bdFxSJB03GPeqfp2BE8A/gikAFACa22+MUbynX4+rsfQGJPuF6pSij9eiX2ukS/ElTc8lsrrxU2UNKe8odZae8K+i8Z8yneqfY7f/ZmSik9e2uT9PCGQqoRT9RUVpgAPoIoRSAHAjxdodvjdVSBfT6D/NomScv22Dzh+NEKkeT/LtXxVKWbLF2qLn/IP1Cuc6/08bmKTd6p+diXrOE6oAzwANwikAHC8JB3f25mvE2eMJxXrHZUidPyoflolILfUrUrhnaZPlNTfC+CNvd8HKHAQLAqpx4K89zxO1QMIiIXxAeB4A4qNiTwukHq9fLP8t1eIxo+GSbzkmz0f6EFjTKLfAvn+C9r7z5IfLd9xSJc0Qt4QBmvt6EDt+t3nv2RWRqChAAAgEUgBoCzHAqk3jnJnsRB2wvhR72pPGX7hbqx3y/AW3C/aLtXvykYnnPL3u2LU2OKPBVl/iay1a6y1afrp1P4ca23xUJ4gXwCdYK2daq0tz3hU/+OWqhCfqgcQWwikAOAJMH5U8iboeI+lFpvQEy9f6DpuzU5rbb7XG1ggX8/gBO82TtIOY0yet90clT7Gc5ykW621EyrxsjL9ai1N0dCDQOuPFuiniUrllS8p3tvvAGttpA5pABABCKQA8JNAs+WLehgfkG/N0eLbK8BzSjNHvjU6E6VjlypdI99p8RPqqewC8F6YLVDZk66K9j8rwGMl9rKW0ntb9JzZYsIRgDIQSAHgJw/oxPBVNBloR4BxolcpNONHp0hKDXB/fCXbLdJf0ogShgXEe/evkZRfwqn4cfK91uLPHauSw3hRj+oUlmACUBZm2QOo9owxU+SbrBMvKc8Yk1E0G7zoUpr+p8297RPk9ZAaY2bLdznL8swgT5G0ptgYzVmSphhjEovu93pQQ7m2aSNvDGumfD2mO72fOySN917nzBKen2WMGe8F16IhDQVlDCVYo8DLRAHACYy11nUNABCTjDG75LvO/Wr5lkqKl28ppHHFew29ULuzaNF4Y8zYiowdNcZkWmuLL1RfrXnH9lZ6aoHIRQ8pAITX6nL2Ek6Rb0JR0VjOgrBVBAARhkAKABHAOy1e4C2RJAWeXAQAMYlJTQAQOabK10OawOllANUJgRQAIsdM+SY9RepVnwAgLDhlDwAh5l3RabR8k5hGG2NUnnGk1to13oz+ysxMX1O08L6k/tW5p9VbFSClzA0BOMcsewAAADjFKXsAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFMEUgAAADj1/wHgKRX9SgD/XgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170809_082821_ID0000039/H1L1V1-INFERENCE_GW170809_082821-1126259200-400.hdf\n",
+      "0.9066499466308631\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_134308_ID0000005/H1L1V1-INFERENCE_GW190413_134308-1126259200-400.hdf\n",
+      "0.9485155696622033\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190421_213856_ID0000027/H1L1V1-INFERENCE_GW190421_213856-1126259200-400.hdf\n",
+      "0.9312502699349935\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAqQAAAHTCAYAAADxiQpNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABavklEQVR4nO3deXxU9b3/8feXAC6IDggVQVkCCChrSARc6pa4YSiUsFThaq0NrY9bb39doL1tre1trzf02nt7rbbBqm1ptRJwAcElwYJYQEgIWEAQCLIJKksQEATC9/fHnIlDmElmkpl8Z3k9H495RGbOfM8nhzF5892OsdYKAAAAcKWF6wIAAACQ3gikAAAAcIpACgAAAKcIpAAAAHCKQAoAAACnCKQAAABwikAKIO6MMQXGmFJjzBbvUeo9cuscV1Tnz8XGmAPGGBv0qDDG+Ooc5/OeDz72QN32go6fWufYLXXbBAA0H8M+pADixQucxZKqJBVZa8uCXvNJGi9pqLV2ijGmQNIPrbVDQ7SzRVKmpHHW2tn1nC9LUoUkWWtNA7X5JB2QNMVaO6Oe4wok5Vlrp9TXnnfsVEk5QU9VWWunRfCenpK2SLrQq73e94RoI0v+7yNkjcaYTEnTJLWXlCWpWlK5pGnW2uoI2o/4GkRRc7PU5P09F8n/+amW5PO+TrPWVtXzvsB75L0n8Bk+4z3e57xI/s96mbW2yjtvpqQJknz11em9P/B3Xu19fdhau6q+7w1IKdZaHjx48Ij5Q9JUSVZSYQPHZcr/i3yLpIowxxR6bRVFcN4t3rG+CI4tqaemAkklXlvFDbTjkz8IF9V5fmq478l7vbTu9ZGUW9976vmeQ9botVcUfD28eku9760gFtcgynqbpSb5g25x3c9C0GfzjPME1ZEVoq0KSbkh3lPgtRfq0VCNxV67dWs8o24ePFL5wZA9gJgzxhTKHzim2Xp6HyXJ+nucSvV5b1Qos7yvBRGcPtCDNb6BGn3eees+X6DPe9S+HsH5JOkJSfttnZ5Na+10r83iEOcp8o6ZUec9ZZLKjTElkZzY62ENee2873Gctfa0XkdrbbW1Nk/+a1Xi9VYGv68x1yAizVxTkbV2iq3T4+r9vQTO46vznhKvvlV13rNK0k3e66FMlzRDUpmk2d6fe9r6e0aLJWVaa4cG1+j9/1OoBj7DQEpxnYh58OCRWg/5A4NV9L18pfW9R/5eJCv/L/D62gn0npU2cFxhQ215x9XbyyV/b199vXqB3l1fiHbDvScr1HvCXOvCcDXKC3D1vL+goe8vkmsQ5d9zs9QUdA3D9boHPicFQc/5IvjclKhOL6lX8xk9pw20E/g+z/g79j5TB6JtkwePZH7QQwog1gILiaKaByn/EGV9nvO+hu0l9XrRHpa/9yu3gYVKPW09cwijMM77Whbm9XLva21vl1enJIWbIxioq7CBc9c7/1XeMLM3xzSUwPlzw7weD81VU7U+n5fa0HEB2aq/pz7A15iC6iiSNNuGmC9rrS2z1razQXOugVRHIAUQM14ALJBqh56j0dDxgcVME+o5Jsf6h1YDx4YMNV6d+6KqLrzs+l60nw/95gU9nee9FjIQB4WUvFCvS7XDug2FeMkfnsLVuD+C98eDT3GuyVpb5YW6cEPmgUAcHFirJGWG253Bk6uGP6v18hYxZSrElBEgXRFIAcRSoBcw6l/YXggLG7C88FYlKSuCLZoCvanhwkiuPg+tTeWTTguR4QT3CEbSC1cV7rjA/MoIenjHyb+LQbhe1ED7segpjpTzmoICYd15rFXyf3anetuS+eq8r7juexop8A+Ncq/dTGNMoTGmoV59IGURSAHEUk/va6PCRAPDz9LnIfKMxR5eyCj12lkl/1BsuGHfnBgN10ve9xpBkGgf5r8jfU+whobqJdUuFKpv66BAb3MkPa0x4bom7++pWNJ06y06q2Oc/NMGciVt9fbQ9XlhtKK+6+4FyqlBj+K6i7M8gc9lVWBRmtdulaQi7zkgrRBIAcRS4JdvdZzaD/R8jgvxWl6daQKzpNPma8ZLIFyFDI9BgcQX9LRPkV0jX90nvO/nuTMPbZRC+fdKjVVvcSzEvCYvKBYZY0r1+Sr6kHOcvcA8VP5V8j7v+K3yL6Cq7x8BU7y6pwce8s8Trah7Awh9/vc6Xv59S8u8c1d5UwwmhNqZAUhlBFIASSO45zOCHsnA9jynzTmNcaCTPu/JCxd8Qz0fSQ9pdd0nAputN9DDGBEv8PhUzzzV5havmrxFQtOsf1upIvl7IeubJxoQ2B7KJ2lhPf+4WSXp63V73b0/z9CZW0UF/v57hvm7nCapsJ6FX0DKIZACiKXAL2RfHM8R2JO0ttfJ+8W9MvigoN7Sur1TObEIdEHnqZI/QJwxX9ULkNVqXI+xL8RzPwwzzBwVr8euUP5e5eacPxpWc9XkhdM8SQXGmIoQdWR6PanFXojtqaDe0lBB1uvZrA5zyuck+eoMwwcWboVc1BT02f1hJN8TkAoIpABiKRAKG1y0483Nq/DuIx98r/otDfReher5zA0zxDtb/jAQ122NAsOzxpjaDd29kFzoDfP6dPq82v2KLLRXB/4jeI5sU3ghOTBsnRDbCjmqaZr8C+Rqh8aDbpYwLjgUe8P7Q+X/O5zq7XAQqUA7oXp9Gwre9JAibRBIAcRSuF7JM1hrZ1v/HWp6yv/LXvLPwesZbn6f974y+YNa8PDphWEOP23OaaxCXZi6Zsh/B6HMQGCx1k4PmloQ3CtbHUGT7XX6Fkh158g21kL5h5cTad6oi5oCfx/BC+SekL9ntLruwV6v+lDvfaf9g6m+6SNBbQVvcxUIovVtcVWtyHZjAFICgRRAzHi/fGdLUS8mCvyCro7w+NoFS16P5JYwxwUCXCB0xCrUheQtiCmz1s4ImhYQCBXBQTiw3Y+vnuZ88kKTF3Bzva2Iznh4x48Pei5kD553O9LiRAqj8arJuw5bwl3joB5QX9AxBapnOzDv8z0u+D1e/QfCrKYPp96FcIG6FL/FgUDCIZACiLVA72Yki0YaK3jYvkCfzys9jRcgyuQPEK6GPyd4tQSv0A7MXazvHvTS59tYzfB6k/NCPbxjZwU9d8ZqcG8aRGmY15rzTk3B541nTYG9Ruvdy1U6Yw/ZejfmDwTZoPf4FFlwDN6AP/CPiIY+kw3dZQpIGQRSADHl/cKeoobveBMs0n05A+cInhpwYQMblQfCa5HqLHyKBW8RzIF65hVOlX9RTLBAgA53t6JAGItJb65X2756ti1q9pX2zVBTmfw94uEWsGUGHRewSg3cecv7x0Lw3M9VknqEW4gVFKxr56oGTTvJCfOeQFCtuzofSFkEUgAx54WMafIvAIlkk+9pin54crb8vVMN3QK0dlV+E4aF6wvMmV4dvroveIF8Vd05sV6Anq7wd5KaIGlGlKvNw+2DmivJ18DqfF9j22+MZqqpWPX3QE6r81WSHlbDPftFId5T32r4Ivn3Gq372Zsm/64CoQT2NG3w5gdAqiCQAogLL2zkSZriraY/YwjW610skbeyOcpTBBYs1RsyvfC3So3obQwaOveFO8br7Zot/36Twe+dKn9P501h3jfNO66wzvsK5A9SYRd2RVqjNyxdIinH2wGg7qPUGLNF4efgRnQNotFcNQUCoHe3pNOO8/6hkCv/avpVdd7znPd5zazznsDdmrYEh0vv87UyzHkCvaJnfLa9sFnmff6D31Po1ZYw+8MCzcFYa13XACDFeSFrik6/T3m19/XhwJC7MSYrmj1CjTGlQXMo6ztuqiK8+48XnKfpzPmHgXr31z2nF16mBR3fXtJzkewZ6tXWU/4AdqH0eViN4H0TdHovYKDGcdbaKm+fzUjmzo4LvjaNuQbe++r9hWKtNQ5qCvzdBHpTfd7xRfUMs2fK37PpCzrH/gjeEzhP4H0lDfVyen+PwUP3VZH8/QOphkAKAAAApxiyBwAAgFMEUgAAADhFIAUAAIBTBFIAAAA41dJ1Afhchw4dbPfu3V2XAQAAEHMVFRV7rbUdQ71GIE0g3bt3V3k5d4oDAACpxxizLdxrDNkDAADAKQIpAAAAnCKQAgAAwCkCKQAAAJwikAIAAMApAikAAACcIpACAADAKQIpAAAAnCKQAgAAwCkCKQAAAJwikAIAAMApAikAAACcIpACAADAKQIpAAAAnGrpugAAQPR27typZ555Rv/4xz+0d+9etWvXTsOGDdOdd96pnj17ui4PAKJCDykAJJHPPvtMU6dOVWZmpqZNm6ZNmzbpnHPO0fbt2/XTn/5Ul112mb72ta+purradakAEDECKQAkiR07dmj48OH61a9+pUmTJmnz5s1av369ysrK9M4772jHjh369re/rT/96U/KysrSqlWrXJcMABEhkAJAEti2bZuuu+46VVVVae7cuXrqqafOGJrv0qWLHnnkES1ZskQnT57U9ddfr6VLlzqqGAAiRyAFgARXXV2tvLw8HThwQGVlZcrPz6/3+BEjRmjp0qXq1KmTbrnlFlVWVjZTpQDQOARSAEhgNTU1uvPOO/X+++/r5ZdfVk5OTkTvu+SSS7Ro0SL5fD596Utf0ocffhjnSgGg8QikAJDAHnnkEb3yyiv6zW9+o6uvvjqq93bu3Flz587V3r17NWHCBNXU1MSpSgBoGgIpACSoDRs26MEHH9SYMWP0jW98o1FtDBkyRI8//rgWL16sX//61zGuEABig0AKAAnIWqv77rtPbdq00eOPPy5jTKPbuvvuu/XlL39ZP/rRj/TPf/4zhlUCQGwQSAEgAc2aNUv/+Mc/NH36dHXq1KlJbRljVFxcrPPPP1/333+/rLUxqhIAYoNACgAJ5tixY5o2bZoGDRqke+65JyZtdujQQdOnT9dbb72lP//5zzFpEwBihUAKAAnm8ccf17Zt2/TII48oIyMjZu3ec889uuqqqzR16lQdPnw4Zu0CQFMRSAEggRw9elS/+tWvdOONN+qmm26KadstWrTQI488oo8++kj/8z//E9O2AaApCKQAkECeeuop7dmzRz/5yU/i0v7w4cM1ZswY/epXv9LevXvjcg4AiBaBFAASxIkTJzR9+nRdffXVuu666+J2nl/+8pc6cuSI/vM//zNu5wCAaBBIASBBvPTSS9q+fbumTp3apG2eGtKvXz/dfffdevzxx7V79+64nQcAIkUgBYAE8dhjj6l79+4aOXJk3M/17//+7zpx4oT+93//N+7nAoCGEEgBIAGsXbtWixYt0v333x/TlfXh9OrVS+PHj9fjjz+uAwcOxP18AFCflq4LCDDGFErySar2vlZZa2fHs50oj50q6UJJWd5TxaGONcaUSKryXq8yxmRKypU01Fo7JdrvB0B6eOyxx3T22Wfr3nvvbbZz/uAHP9Df/vY3PfbYY/rxj3/cbOcFgLpMItyxwxhTJGmftXZ6fc/Fsp1GHPuwtbba+3OWpIWSyqy14+ocW6HPQ2tAmbU2r6H6s7OzbXl5ecPfKICU8sknn6hz584aP368nnrqqWY998iRI/X2229rx44dOuecc5r13ADSizGmwlqbHfI114HU60GssNa2C/HaAUk9AkEwVu1EeWyh/IGyqs5xuZJKJY0L7in1wmuppEzvqXJr7aqG6pcIpEC6evrpp3Xvvfdq2bJlGj58eLOee9GiRbrhhhv0hz/8QV/72tea9dwA0kt9gTQR5pBOkVQW5rUqSYVxaCeaY3vWDaOSZK0tk3+ov+4w/D5rbZm1dob3iCiMAkhff/7zn9W7d28NGzas2c993XXXacCAAXr00Ue5xz0AZxIhkObKHwJDqZLU4FB3I9qJ5tip3rzQUMolhUz6ABCJbdu2adGiRZo8eXJct3oKxxijb33rW1qzZo2WLFnS7OcHACkxAmmWpH1hXqtS5IEvmnaiOTZcT6oktZe0P9QLxhifMSbXmx4AACH99a9/lSRNmjTJWQ133XWX2rVrp0cffdRZDQDSWyIE0ob4HLRTe6y1Nq/uwqUgWTozsF7ozTvNlr8H1WeMKTXGRHN+AGnAWquZM2fq2muvVY8ePZzVce655+q+++7TCy+8oB07djirA0D6chpIg0JadXO1E8NzBuaZFoV4eZY3j7Tam0NaJKkiXDvGmHJjTPnHH3/clJIAJJnKykpt2LBBkydPdl2K7r//fllr9bvf/c51KQDSUDL0kCYcL9QWyb/C/rS5qNbaaXV3BfAWQLUPCrHBr82w1mZba7M7duwYx6oBJJo5c+YoIyNDX/7yl12XUnuHqKefflonT550XQ6ANOM0kAYFN19ztROjc5ZImhblxv1VksIN/QNIM9ZazZkzR9dff70uvPBC1+VIku677z7t2bNHCxYscF0KgDST6D2kPjVxaL0R7dR7rLfPaIm1dkaUNVTp871JAaS5d999Vxs3bkyI3tGA22+/XRdffLH+8Ic/uC4FQJpJhEBaJqlnmNfay78wKNbtNOqc3u1Dt4QLo8aYCi+wAkC95syZI2OMxowZ47qUWi1bttQ999yj+fPna9euXa7LAZBGEiGQrlL4nsNM+YfHY91O1Oc0xhRIqq4bRr07NgX4JG2pp102yQcgyR9Ir7rqKl188cWuSznNvffeq1OnTulPf/qT61IApJFECKTFCrHXqLdwKEvSrBCvhQqT0bQT1TkDoTNMz2jwJvrFoY7x6s3yzgsgzVVVVWnNmjUaO3as61LO0KtXL91www168sknderUKdflAEgTzgOpt0p9Roih7iL5Fw5VBz9pjKmQtMUYk9XYdqI51jvPFO+/C4Iehd4Qvi/o/aHalPxBdLq32h5Amnv55ZclSV/60pccVxLafffdp6qqKi1atMh1KQDShEmUexd7WyL55F9Q1FPSylCr2L3AVyApL9Q95iNtJ9JjjTEHVP+K/GnW2ulBx/sk/dD7o0/+OanFkYTR7OxsW14e6ZRZAMnqlltu0fbt2/Xuu++6LiWkY8eOqXPnzrrttttq7yQFAE1ljKmw1oa8A2fCBFIQSIF0cOTIEbVv317/+q//qkceecR1OWHdf//9+uMf/6gPP/xQbdu2dV0OgBRQXyB1PmQPAOnkjTfe0PHjx3X77be7LqVekydP1tGjRzVnzhzXpQBIAwRSAGhGCxYs0Hnnnadrr73WdSn1Gj58uHr16qWZM2e6LgVAGiCQAkAzsdZq/vz5ysvLU+vWrV2XUy9jjCZNmqS///3v2rlzp+tyAKQ4AikANJN169Zpx44dCT9cH3DXXXfJWqtnnnnGdSkAUhyBFACayeuvvy7Jv8o+GfTq1UsjRozQzJkzxQJYAPFEIAWAZrJw4UL16dNHl156qetSIjZ58mStXbtWa9ascV0KgBRGIAWAZnDixAm9+eabuummm1yXEpXx48erVatWLG4CEFcEUgBoBitWrNDhw4eTLpBeeOGFGjlypJ555hmdPHnSdTkAUhSBFACawcKFC2WM0fXXX++6lKhNnjxZe/bs0cKFC12XAiBFEUgBoBksXLhQWVlZat++vetSojZy5EhdcMEF+tvf/ua6FAApikAKAHF25MgRLVu2LOmG6wPOOussjRkzRs8//7w+++wz1+UASEEEUgCIsyVLlujEiRNJG0glaeLEifrkk0/06quvui4FQAoikAJAnC1cuFCtW7fWNddc47qURrvxxhvVoUMHhu0BxAWBFADibOHChRoxYoTOPfdc16U0WqtWrVRQUKC5c+fqyJEjrssBkGIIpAAQR9XV1Vq9erVuuOEG16U02cSJE/Xpp5/q5Zdfdl0KgBRDIAWAOFq6dKmstbr22mtdl9Jk11xzjTp37sywPYCYI5ACQBy99dZbatmypYYPH+66lCbLyMjQ+PHjtWDBAh08eNB1OQBSCIEUAOJoyZIlGjp0aFLPHw02ceJEHT9+XC+++KLrUgCkEAIpAMTJsWPHtGLFipQYrg+48sor1b17d4btAcQUgRQA4mTlypU6fvx4SgVSY4wmTpyo0tJS7d2713U5AFIEgRQA4mTJkiWSpKuvvtpxJbE1ceJE1dTUaM6cOa5LAZAiCKQAECdLlizRFVdcoQsvvNB1KTE1cOBA9e3bl2F7ADFDIAWAOKipqdHSpUtTarg+IDBsv3jxYn3wwQeuywGQAgikABAH77zzjj755JOUDKSSNGHCBFlrNWvWLNelAEgBBFIAiIPA/NFUDaR9+/bVoEGDCKQAYoJACgBxsGzZMl1yySW69NJLXZcSN+PHj9eyZcu0Y8cO16UASHIEUgCIg+XLl2vEiBGuy4ircePGSZJmz57tuBIAyY5ACgAxtmfPHr3//vspcbvQ+vTu3VuDBw9WSUmJ61IAJDkCKQDE2Ntvvy1JKR9IJX8vKcP2AJqKQAoAMbZ8+XK1atVKQ4YMcV1K3DFsDyAWCKQAEGNvv/22Bg8erHPOOcd1KXHXu3dvDRkyhNX2AJqEQAoAMVRTU6MVK1Zo2LBhrktpNuPGjdPy5cu1fft216UASFIEUgCIoXXr1unIkSNpMX80gGF7AE1FIAWAGFq+fLmk9FjQFNCrVy+G7QE0CYEUAGJo+fLl6tChgzIzM12X0qzGjx+vt99+W9u2bXNdCoAkRCAFgBhavny5hg8fLmOM61KaFcP2AJqCQAoAMVJdXa133303rYbrA3r27KmsrCyG7QE0CoEUAGJkxYoVktJr/miw8ePHa8WKFXr//fddlwIgyRBIASBGli9fLmOMcnJyXJfiBMP2ABqLQAoAMbJixQr169dP559/vutSnMjMzNTQoUO5tz2AqBFIASAGrLUqLy9P297RgHHjxjFsDyBqBFIAiIFdu3bpww8/VHZ2tutSnGLYHkBjEEgBIAbKy8slKe0DaWDYntX2AKJBIAWAGCgvL1dGRoYGDRrkuhTnxo8fr5UrV2rr1q2uSwGQJAikABAD5eXl6t+/v8455xzXpTjHsD2AaBFIAaCJAgua0n24PqBHjx7Kzs5m2B5AxAikANBE27Zt0759+wikQcaPH6/y8nKG7QFEhEAKAE3EgqYzFRQUSBJ7kgKICIEUAJqovLxcrVq10oABA1yXkjB69OihnJwcAimAiBBIAaCJysvLNXDgQJ111lmuS0ko48aNU3l5uaqqqlyXAiDBEUgBoAlY0BReYLU9vaQAGtLSdQEBxphCST5J1d7XKmtt1HuGRNNOlMdOlXShpCzvqeJYtAsguW3ZskUHDx4kkIbQvXt3XXnllSopKdG0adNclwMggSVEIDXGFEnaZ62dHvycMSYz+LlYttOIYx+21lZ7f86StNAYM8FaOy4e3wuA5MCCpvqNGzdO3//+91VVVaXMzEzX5QBIUMZa67YAYzIlVVhr24V47YCkHoEgGKt2ojy2UFKZtbaqznG5kkoljQv0fjb1e8nOzraBX24AksP3vvc9/fa3v9WhQ4fUqlUr1+UknG3btql79+76r//6L3pJgTRnjKmw1ob813sizCGdIqkszGtVkgrj0E40x/asG0YlyVpbJv+Q/JRGtgsgBZSXl2vQoEGE0TC6deumK6+8kk3yAdQrEQJprvxhLZQqSXlxaCeaY6caY8LNyC+XFJz0Y/W9AEgCp06d0qpVqxiub8D48eO1atUqbdmyxXUpABJUIgTSLEn7wrxWpdMDX6zaiebYcD2ektRe0v5GtgsgyW3atEmHDh0ikDaATfIBNCQRAmlDfA7aqT3WWptXd+FSkCzVH1ibUgOABFdRUSFJGjp0qONKElu3bt00bNgwhu0BhOU0kBpjfN5/VjdXOzE8Z2A+aFFT2jXGFBpjyo0x5R9//HFTSgLQzCorK3XWWWepX79+rktJeOPGjVNlZSXD9gBCSoYe0oTjhc8i+VfYN+kWJNbaGdbabGttdseOHWNSH4DmUVlZqf79+7OgKQKBYfs5c+Y4rgRAInIaSIO2QPI1VzsxOmeJpGnBm93H6nsBkBystaqsrNSQIUNcl5IUunXrppycHM2ezT1CAJwp0XtIfWri0Hoj2qn3WG/j+xJr7Yw41gAgwe3YsUP79+8nkEahoKBAK1eu1LZt21yXAiDBJEIgLZPUM8xr7eXfWinW7TTqnN7tQ7fUE0Zj9b0ASHCVlZWSRCCNwtixYyUxbA/gTIkQSFdJCnc/uUz5h8dj3U7U5zTGFEiqrhtGvTs2NbpdAMmpsrJSxhgNHDjQdSlJo2fPnhoyZAjD9gDOkAiBtFgh9uf0Fg5lSTpjnxDvFp1NaSeqcwZCZ5ie0eDN7qP+XgAkp8rKSvXp00dt2rRxXUpSKSgo0LJly7Rz507XpQBIIM4DqbdKfYY3NzNYkfwLh6qDnzTGVEjaYozJamw70RzrnWeK998FQY9Cbwjf19jvBUDyYkFT4wRW2z///POOKwGQSIy11nUNkmr39fTJv/Cnp6SVwavYg44rklQgKS/UlkuRthPpscaYA6p/5fw0a+30xtYQLDs725aXM80USHT79u1Thw4dVFRUpKlTp7ouJ+kMHDhQPp9Pb775putSADQjY0yFtTbkre1aNncx4US6at1aO03StKa2E+mx1tp2kbbXmBoAJJ/Vq1dLYkFTYxUUFOihhx7S7t27dfHFF7suB0ACcD5kDwDJhhX2TVNQUCBrrV544QXXpQBIEARSAIhSZWWlLrnkEnXo0MF1KUnp8ssvV79+/VhtD6AWgRQAosSCpqYrKCjQ4sWL9dFHH7kuBUACIJACQBQ+/fRTbdy4kUDaRAUFBTp16pRefPFF16UASAAEUgCIwjvvvKNTp04RSJtowIAB6t27N8P2ACQRSAEgKixoig1jjAoKCvTGG29o3759rssB4BiBFACiUFlZqXbt2qlr166uS0l648aNU01NjV566SXXpQBwjEAKAFEILGgyxrguJekNHjxYmZmZDNsDIJACQKROnDihf/7znwzXx0hg2L6srEwHDhxwXQ4AhwikABChDRs26LPPPiOQxlBBQYFOnDihefPmuS4FgEMEUgCIEAuaYi87O1tdu3ZVSUmJ61IAOEQgBYAIVVZW6pxzzlGfPn1cl5IyAsP2r7/+ug4ePOi6HACOEEgBIEKVlZUaOHCgMjIyXJeSUgoKCnT8+HG9/PLLrksB4AiBFAAiYK3V6tWrGa6Pg2HDhqlLly6stgfSGIEUACKwdetWHTx4kEAaBy1atNDYsWP1yiuv6NChQ67LAeAAgRQAIsCCpvgqKCjQZ599pgULFrguBYADBFIAiEBlZaUyMjI0YMAA16WkpKuuukqdOnVi2B5IUwRSAIhAZWWl+vXrp7PPPtt1KSkpIyNDY8aM0SuvvKKjR4+6LgdAMyOQAkAEWNAUf6NHj9aRI0dUVlbmuhQAzYxACgAN+Oijj/TBBx8QSOPs+uuv1wUXXKAXXnjBdSkAmhmBFAAawIKm5tG6dWvdcccdmjt3rk6ePOm6HADNiEAKAA0IBNLBgwe7LSQNjBkzRvv27dNbb73luhQAzYhACgANqKysVPfu3eXz+VyXkvJuueUWnXXWWQzbA2mGQAoADaisrGS4vpmcd955uvnmm/Xiiy/KWuu6HADNhEAKAPU4dOiQNm/eTCBtRmPGjNH27dtrp0oASH0EUgCoxzvvvCNrLYG0GeXn56tFixYM2wNphEAKAPVgQVPz69Chg774xS8SSIE0QiAFgHqsXr1aHTp0UJcuXVyXklZGjx6tdevWadOmTa5LAdAMCKQAUI/AgiZjjOtS0sro0aMliV5SIE0QSAEgjBMnTmjt2rUM1zvQrVs3ZWVl6cUXX3RdCoBmQCAFgDDeffddHT9+nAVNjowZM0bLli3T7t27XZcCIM4IpAAQBrcMdWvMmDGSpJdeeslxJQDijUAKAGFUVlbq3HPPVe/evV2XkpYuv/xy9erVi3mkQBogkAJAGJWVlRo4cKAyMjJcl5KWjDEaM2aM3njjDVVXV7suB0AcEUgBIARrrVavXs1wvWNjxozRyZMnNX/+fNelAIgjAikAhLB161Z98sknrLB3bNiwYerUqROr7YEURyAFgBBY0JQYWrRooS996Ut65ZVXdOzYMdflAIgTAikAhLB69WplZGRowIABrktJe1/60pd05MgR/f3vf3ddCoA4IZACQAiVlZXq16+fzj77bNelpL0bbrhBbdq00dy5c12XAiBOCKQAEEJlZSXzRxPE2WefrVtuuUXz5s2TtdZ1OQDigEAKAHV89NFH+uCDD5g/mkDy8/O1a9eu2rm9AFILgRQA6li9erUkFjQlkpEjR8oYw7A9kKIIpABQR6AXbtCgQY4rQUDHjh111VVXEUiBFEUgBYA6Kisr1a1bN7Vv3951KQgyatQoVVZWaufOna5LARBjBFIAqIM7NCWm/Px8SdK8efMcVwIg1gikABDk8OHDeu+991hhn4D69u2rXr16MWwPpCACKQAEeeedd2StpYc0ARljNGrUKL3xxhs6dOiQ63IAxFBEgdQYc74xprsx5sZ4FwQALrHCPrHl5+fr+PHjKi0tdV0KgBiqN5AaYzYZY/ZJKpKUKWlrs1QFAI5UVlaqffv2uuSSS1yXghCuvvpqtWvXjmF7IMW0bOD1npLyrLULm6MYAHCtsrJSQ4YMkTHGdSkIoVWrVrr99ts1f/581dTUKCMjw3VJAGKgoSH7VYRRAOnixIkTWrt2LcP1CS4/P1979+7V8uXLXZcCIEYa6iGtCv6DMeYCSeMl5UkaIqla0nOSyqy1q5tSiDGmUJLPa9MnqcpaOzue7UR7TmOMT/7pC6X1tFki/3UrttZWGWMyJeVKGmqtnRLt9wOg+bz77rv67LPPWGGf4G699Va1bNlSc+fO1dVXX+26HAAxEFUgtdYelPSEpCeMMeWSCq21Tb6xsDGmSNI+a+304OeMMZnBz8WynSiPLZbUXtJKSYWS6ptNnympQNLUoCG/MmttXqTfBwA3KioqJElDhw51XAnqc8EFF+j666/X3LlzVVRU5LocADHQUCC19bxWHi6MGmNutNa+EUkBXg9iobW23WkntnaaMeaAMWaGtbY6lu1Ee87gnk0vyNanTNI0+YOp5L9OqxqqH4B7FRUVOu+883TZZZe5LgUNGDVqlB544AFt2rRJvXv3dl0OgCZqaA6pr57XDtTz2rgoapgif4gLpUr+HslYtxOrc4ayz1pbZq2d4T0Io0CSqKio0JAhQ9SiBVs0Jzru2gSkloZ+6mYbY24wxtxY9yEpM8xrX5Z/zmSkclVnakCQKvnnq8a6nVidE0CKOHnypNasWcNwfZLo3r27BgwYwPZPQIpoaMh+qPw9ieH2PwnXE1rfUH9dWfIvjAolmt7KaNqJ1TnD8hZAZcu/UCpc+AWQIN59910dPXqUQJpERo0apf/6r//S/v371b59e9flAGiCBrd9ktRL/v1II330ktTkhU5BfA7aaco5L/RW72dLKpfkM8aUegH1DMaYQmNMuTGm/OOPP27CaQE0BQuakk9+fr5qamr0yiuvuC4FQBM11ENaZq2N+u5Mxphw8zPrHufz/rM62nM0tp1YnbMBs4IWRa3yFkJVyB/YT2OtnSFphiRlZ2dH07MMIIYqKirUpk0bFjQlkZycHF100UWaO3eu7rrrLtflAGiCentIrbU/aEyjjX1fKrDWTqu7K4C1tkxSe6/nFEACCixo4s4/yaNFixa644479Oqrr+r48eOuywHQBI1aSmqM6R60iOn8xp48KLj5GttGtO3E6pyNUKXodh8A0Exqamq0evVqhuuTUH5+vj755BMtWbLEdSkAmiDiQGqMGWyMec0YUyNpi/ybw5dKOmCM2WSMuSEO9fkUm6H1aNqJ1TnrqtLne5MCSCAbNmxgQVOSys3N1VlnncX2T0CSiyiQGmNmyb/AyUj6gfy3D73Z+/oNSaslzTHGvNqIHtMyhZhb6Wkv/8KgWLcTq3OexhhTEcHG+QASDAuaklebNm100003ae7cubKWafhAsmpoUZOMMa/L32PYzrt1aChPBN3nfaGknChqWCX/NkyhZEoqjkM7sTpnXT75e4/Dtcsm+UACCixo6tOnj+tS0AijRo3SggULtH79el1xxRWuywHQCPX2kBpjxkqqttaOryeMSvLPzfRusVlhjLkvihqK5d8iqe65ffKHxlkhXgs19B1NO1GfM0LF3qr5uu1meu02NugCiKOKigoNHjyYBU1J6o477pDEXZuAZNbQkH2hpGjCpay131AUi3e8TeNnhBjqLpJ0xop1Y0yFpC3GmNN6OKNpJ9pzhhBuB+ZQbUr+IDrdW20PIIHU1NSosrKS4fok1qVLF2VlZXHXJiCJNTRkf9Ba+0kj2q23N7Uua+00b4P4qfJPD+gpqdRaOzvE4WUKs/AomnaiOdY7JkefD/MXGWPGyb9QqTbAWmurjTEPB4VSn/zhtYgwCiSmjRs36tNPPyWQJrlRo0bpZz/7mT766CN94QtfcF0OgCg1FEj3N7LdqN8Xaqg7zHHTJE1rajtRnnN6FG1Wq576ACQWFjSlhvz8fD300ENasGCB7rnnHtflAIhSQ0P2jV2yWN3I9wFAs6qoqNC5556rvn37ui4FTTBkyBB16dKFeaRAkmrUxvgRuCBO7QJATLGgKTUYY3THHXfotdde07Fjx1yXAyBKDQXSbGPMDd6m+JE+blSIFewAkGhOnjypiooK5eREs1MdEtWoUaN05MgRLVq0yHUpAKLU0BzSofIvIjIRtme9Y9mdGEDCW7dunY4ePaphw4a5LgUxcOONN+rcc8/VvHnzdOutt7ouB0AUGgqkqxT9/deNGr+PJwA0mxUrVkiSrrzySseVIBbOPvts5eXlad68efrtb38rYyLtSwHgWkOBtMxauzXaRo0xbHEEIOGtWLFC7du3V2ZmqHttIBmNGjVKL730ktasWaPBgwe7LgdAhOqdQ2qt/UFjGm3s+wCgOa1YsUJXXnklPWkpZOTIkTLGsNoeSDLxWmUPAAnt8OHDWrt2LcP1Keaiiy7SlVdeyV2bgCQTUSD1Vs9/z7sL0aB4FwUA8bZq1SqdOnWKQJqC8vPzVV5erg8++MB1KQAi1GAgNcZ8T/7FTdPlvwPRKmPMd+NdGADEEwuaUteoUaMkSfPnz3dcCYBI1RtIjTFDJH1D/pX27bzHLZK+SU8pgGS2YsUK9ejRQx07dnRdCmKsf//+6tatG/NIgSTSUA/pDyTlWWvnWGsPeo8y+Te+//f4lwcA8RFY0ITUY4xRfn6+SktL9emnn7ouB0AEGgqkJtS2T9baaklRbwcFAIngww8/1LZt2wikKWzUqFE6duyYFi5c6LoUABFoKJDur+e1vbEsBACaC/NHU991112ntm3bMmwPJImGAim3AAWQclasWKGMjAwNGTLEdSmIk9atW+uWW27RvHnzdOrUKdflAGhAXPYhNcb8Lh7tAkAsrFixQv3791ebNm1cl4I4ys/P1549e1RRUeG6FAANaOjWodnGmBskHQjxWk9jzI3h3te0sgAgPk6dOqUVK1Zo3LhxrktBnN1+++1q0aKF5s2bp5ycHNflAKhHQ4F0qKQySeHuqzclzPMM9QNISBs2bFB1dbWuuuoq16Ugzjp06KCrrrpK8+bN089//nPX5QCoR0OBdJX8e5BGw0ia1bhyACC+li5dKkm6+uqrHVeC5pCfn69p06Zp+/bt6tq1q+tyAITR0BzSMmvt1igfVfL3qgJAwvnHP/6hDh06qFevXq5LQTMI3LXp5ZdfdlwJgPrUG0ittT9oTKONfR8AxNvSpUt11VVXyZhwM5GQSvr06aNevXqx/ROQ4OKyyh4AEtHevXv13nvvMVyfRgJ3bXrjjTd06NAh1+UACINACiBtBOaPsqApveTn5+v48eMqLS11XQqAMAikANLG0qVL1apVKw0dOtR1KWhG11xzjXw+H8P2QAIjkAJIG0uXLlVWVpbOOecc16WgGbVq1Uq33Xab5s+fr5qaGtflAAiBQAogLRw/flwrV65k/miays/P18cff6y3337bdSkAQiCQAkgLlZWVOnbsGPNH09Stt96qli1bMmwPJCgCKYC0wIKm9NauXTtde+21BFIgQRFIAaSFpUuXqkePHrr44otdlwJH8vPztW7dOm3ZssV1KQDqIJACSHnWWv3jH/+gdzTNjR49WpL0/PPPuy0EwBkIpABSXlVVlXbv3s2CpjTXo0cPZWVlac6cOa5LAVAHgRRAylu8eLEk6brrrnNcCVwbO3as3n77be3cudN1KQCCEEgBpLxFixapY8eO6tevn+tS4NjYsWMlSS+88ILjSgAEI5ACSHmLFy/WddddJ2OM61LgWJ8+fXT55ZczbA8kGAIpgJT2/vvva/v27QzXo9bYsWO1ZMkSffTRR65LAeAhkAJIaYsWLZIkXX/99U7rQOIYO3asTp06pZdeesl1KQA8BFIAKW3x4sW68MILdfnll7suBQli4MCByszMZNgeSCAEUgApbfHixfriF7+oFi34cQc/Y4zGjh2rhQsXqrq62nU5AEQgBZDCtm/frq1btzJ/FGcYO3asTp48ya1EgQRBIAWQsgL7jzJ/FHXl5OTokksuYdgeSBAEUgApa9GiRWrXrp0GDBjguhQkmBYtWmjMmDF67bXXdPjwYdflAGmPQAogJVlrVVpaqhtuuIH5owipoKBAx44d0/z5812XAqQ9fkoDSEnvvfeeduzYoby8PNelIEFdffXV6ty5s/72t7+5LgVIewRSACmptLRUkgikCCsjI0Pjx4/XggULdPDgQdflAGmNQAogJZWWlqpHjx7q2bOn61KQwL7yla/o+PHj3NsecIxACiDlnDhxQn//+9/pHUWDcnJy1KNHD4btAccIpABSzooVK3To0CECKRpkjNHEiRNVVlamjz/+2HU5QNoikAJIOaWlpTLG6MYbb3RdCpLAxIkTVVNTo9mzZ7suBUhbBFIAKae0tFTZ2dlq376961KQBAYMGKDLL7+cYXvAIQIpgJRy8OBBvf322wzXI2KBYfslS5Zo586drssB0hKBFEBKWbhwoWpqanTzzTe7LgVJZOLEibLWqqSkxHUpQFpq6bqAAGNMoSSfpGrva5W1NuoJPdG0E+05jTE+SUWSShs4LibfC4Dovfzyy/L5fLrqqqtcl4Ik0rt3bw0dOlTPPPOM/t//+3+uywHSTkIEUmNMkaR91trpwc8ZYzKDn4tlO1EeWyypvaSVkgollcb7ewEQvVOnTmn+/Pm65ZZb1KpVK9flIMnceeed+u53v6sNGzaob9++rssB0oqx1rotwJhMSRXW2nYhXjsgqYe1tjqW7TTlnMYYK2lcqB7Ppn4v2dnZtry8PNzLABqwcuVKXXnllZo5c6YmTZrkuhwkmQ8//FBdunTR97//fT388MOuywFSjjGmwlqbHeq1RJhDOkVSWZjXquTvkYx1O7E6Z1NqABBjL7/8slq0aKFbb73VdSlIQhdddJFuvfVWzZw5UzU1Na7LAdJKIgTSXPnDWihVkiJdKhtNO7E6Z1NqABBjL7/8skaMGKEOHTq4LgVJ6l/+5V+0a9cuvfHGG65LAdJKIgTSLEn7wrxWJSlk124T24nVOZtSA4AY+uCDD7Rq1SqNHDnSdSlIYqNGjZLP59Of/vQn16UAaSURAmlDfA7aidU5G2zXGFNojCk3xpRz2zqg8RYsWCBJuuOOOxxXgmR29tlna8KECXr++ef1ySefuC4HSBtOA6m3jZLk3x6pWdqJ1Tlj1a61doa1Nttam92xY8dYlgSklZdfflldu3ZV//79XZeCJHf33Xfr6NGj3EoUaEbJ0EMKAPU6fPiwXnvtNeXn58sY47ocJLnhw4erd+/eDNsDzchpIA3aAsnXXO3E6pzN1S6Ahr3yyis6duyYxo0b57oUpABjjO6++269+eab2rp1q+tygLSQ6D2kPsVmaD2admJ1zuZqF0h7s2fP1he+8AVdc801rktBipg8ebKMMfSSAs0kEQJpmaSeYV5rLynSneKjaSdW52xKDQBi4OjRo5o/f77GjBmjjIwM1+UgRXTt2lV5eXl68skndfLkSdflACkvEQLpKkmZYV7LlFQSh3Zidc6m1AAgBl577TUdOXJEBQUFrktBipkyZYp27typV1991XUpQMpLhEBarBD7c3qr1rMkzQrxWqjQF007UZ8zQvFqF0AYs2fPVvv27XXddde5LgUpJj8/X506ddKMGTNclwKkPOeB1FpbJWmGMaaozktFkqbVvfe7MaZC0hZjTFZj24n2nCG0j8X3AqBpPvvsM82bN0+jR49Wq1atXJeDFNOqVSvde++9mj9/vnbs2OG6HCClGWut6xok+TeI1+cLf3pKWmmtPWMTOC/sFUjK8wJgo9qJ8pxTJeXI38uZ6R1fLv/dl0KF5ohrCJadnW3Ly5lmCkTq5ZdfVn5+vhYsWKDbbrvNdTlIQVu3blXPnj3105/+VD/96U9dlwMkNWNMhbU25F0rEyaQgkAKROsrX/mKXn/9de3evVutW7d2XQ5S1K233qp169bp/fffZ+Ec0AT1BVLnQ/YA0BiffPKJXnzxRU2YMIEwirgqLCzUzp079corr7guBUhZBFIASen555/XsWPHNHnyZNelIMXl5+fr4osv1u9+9zvXpQApi0AKICnNnDlTPXv21PDhw12XghTXqlUrTZkyRQsWLNCmTZtclwOkJAIpgKSzc+dO/f3vf9ekSZO4dz2axZQpU9SqVSv99re/dV0KkJIIpACSzl//+ldZazVp0iTXpSBNdOrUSRMmTNDTTz+tTz75xHU5QMohkAJIKtZazZw5UyNGjFCvXr1cl4M08sADD+jQoUPc3x6IAwIpgKTy9ttva926dbr77rtdl4I0k5OTo+HDh+vRRx/VqVOnXJcDpBQCKYCkUlxcrDZt2ugrX/mK61KQhh544AFt2rRJr732mutSgJRCIAWQNKqrq/Xcc8/prrvu0vnnn++6HKShsWPH6uKLL9b//u//ui4FSCkEUgBJY+bMmTp69KimTJniuhSkqdatW+tb3/qWXn/9da1evdp1OUDKIJACSArWWhUXFys7O1tZWVmuy0Ea+8Y3vqHzzjtP06dPd10KkDIIpACSwtKlS7Vu3Tp6R+Fcu3btNGXKFM2aNUtbt251XQ6QEgikAJLC448/rrZt22rixImuSwH07W9/Wy1atNCvf/1r16UAKYFACiDh7dixQ88995zuu+8+nXfeea7LAXTJJZforrvu0pNPPqm9e/e6LgdIegRSAAnv0UcflbVW//Zv/+a6FKDW1KlTdfToUW4nCsQAgRRAQjt06JBmzJihgoICdevWzXU5QK1+/fpp1KhRevTRR3Xo0CHX5QBJjUAKIKE99dRTOnjwoL773e+6LgU4w49//GPt37+fXlKgiYy11nUN8GRnZ9vy8nLXZQAJo6amRr1791bnzp311ltvuS4HCOmOO+7QsmXL9P7776tt27auywESljGmwlqbHeo1ekgBJKznnntOW7dupXcUCe2nP/0pvaRAE9FDmkDoIQU+V1NTo/79+6tly5Zas2aNWrTg389IXPSSAg2jhxRA0ikpKdGGDRv04IMPEkaR8OglBZqGHtIEQg8p4Hfq1CkNGDBAkvTPf/6TQIqkEOglraqq0gUXXOC6HCDh0EMKIKnMnj1b69ev109+8hPCKJLGf/zHf2j//v3c4x5oBHpIEwg9pIB08uRJDRo0SKdOndLatWuVkZHhuiQgYnfeeadefPFFbd68WZ07d3ZdDpBQ6CEFkDT++Mc/av369frlL39JGEXS+cUvfqGTJ0/qZz/7metSgKRCIAWQMI4cOaIHH3xQI0aM0JgxY1yXA0QtMzNT3/zmN/Xkk09q48aNrssBkgaBFEDC+J//+R/t3r1bv/rVr2SMcV0O0Cg//vGPde655+pHP/qR61KApEEgBZAQPvroI02fPl2jR4/W1Vdf7bocoNE6duyo73//+5ozZ46WLFniuhwgKRBIASSEH/3oRzp69Kgefvhh16UATfbd735Xl156qR544AHV1NS4LgdIeARSAM69/fbbevLJJ/Vv//Zv6tu3r+tygCY799xz9d///d9avXq1nnzySdflAAmPbZ8SCNs+IR3V1NRo2LBh2r17tzZs2MBtF5EyrLW64YYbtHbtWm3atEnt2rVzXRLgFNs+AUhYf/jDH1RRUaH//u//JowipRhj9Jvf/EYHDhzQQw895LocIKERSAE4s2fPHv3whz/Uddddp4kTJ7ouB4i5QYMGacqUKXrsscf0zjvvuC4HSFgEUgBOWGt1//3369NPP9Xvf/97tnlCyvrFL36h9u3b6+tf/zoLnIAwCKQAnCgpKdELL7ygn//85yxkQkpr3769fvOb32jFihV67LHHXJcDJCQWNSUQFjUhXXz88ce6/PLL1aNHDy1dulQtW7Z0XRIQV9Za3X777VqyZInWr1+vrl27ui4JaHYsagKQUB544AEdPHhQTz31FGEUacEYo9/97ne1U1XoDAJORyAF0Kz++te/6m9/+5sefPBB9e/f33U5QLPp3r27fvGLX2j+/Pl69tlnXZcDJBSG7BMIQ/ZIdVu2bNGQIUM0aNAg/f3vf6d3FGmnpqZG1157rd5991298847uvTSS12XBDQbhuwBOHf8+HF95StfUUZGhv76178SRpGWMjIy9Oc//1knTpzQV7/6VZ06dcp1SUBCIJACaBYPPvigVq5cqSeeeIIFHUhrvXr10q9//WstXLhQv/3tb12XAyQEAimAuJs/f76KiopUWFiogoIC1+UAzn3961/XyJEjNW3aNK1fv951OYBzzCFNIMwhRSratGmTcnJylJmZqbfeekvnnnuu65KAhLBnzx4NHDhQHTt21IoVK9SmTRvXJQFxxRxSAE4cOnRIo0ePVsuWLfX8888TRoEgnTp10jPPPKN3331X3/zmN9kKCmmNQAogLqy1+upXv6oNGzboueeeU/fu3V2XBCSc3Nxc/fSnP9XMmTP15JNPui4HcIZACiAuHnroIc2ZM0fTp0/XTTfd5LocIGH9+Mc/Vm5urv71X/9VlZWVrssBnCCQAoi5p59+Wj//+c/11a9+Vd/5zndclwMktIyMDD3zzDPq0KGDRo8erQ8//NB1SUCzI5ACiKmysjIVFhYqNzdXxcXFMsa4LglIeB07dtTcuXO1d+9ejR49WseOHXNdEtCsCKQAYmbNmjUaO3as+vXrp9mzZ6tVq1auSwKSRlZWlmbOnKnly5fr3nvvZZET0gqBFEBMbNy4UTfffLPatm2r+fPn64ILLnBdEpB0vvzlL+uXv/ylnn32WT300EOuywGaTcLcu88YUyjJJ6na+1plrZ0dz3bicawxpkRSlaRia22VMSZTUq6kodbaKdF+P0AyeP/995WbmytJWrhwIffnBprghz/8oTZt2qSf//zn6tChg771rW+5LgmIu4QIpMaYIkn7rLXTg58zxmQGPxfLduJ1rKRMSQWSpgbNnSuz1uZF+n0AyeSDDz7QTTfdpCNHjmjRokXq06eP65KApGaM0RNPPKEDBw7ogQceULt27TRp0iTXZQFx5fxOTV4PYoW1tl2I1w5I6mGtrY5lO/E61nuuSFKp/MFUksqttasaql/iTk1IPtu3b9dNN92kPXv2aOHChbryyitdlwSkjGPHjmnkyJFavHixnn/+eY0aNcp1SUCTJPqdmqZIKgvzWpWkwji0E69jJX9Papm1dob3iCiMAslm8+bNuvbaa7V3716VlpYSRoEYO/vss/Xiiy9q6NChKigo0AsvvOC6JCBuEiGQ5sof7EKpkhTpUHc07cTrWCAtrF+/Xl/84hf16aef6o033tDw4cNdlwSkpLZt2+q1115Tdna2xo0bp2effdZ1SUBcJEIgzZK0L8xrVZJCdu02sZ14HVvLGOMzxuR6Q/5AynjzzTd19dVXy1qrRYsWaciQIa5LAlKaz+fTa6+9pmuuuUZ33XWXnnrqKdclATGXCIG0IT4H7TTl2Au9FfnZksol+YwxpcaYaNoEEtKzzz6rvLw8derUScuWLdMVV1zhuiQgLbRt21YLFixQXl6evva1r+lnP/sZ+5QipTgNpEEhrbq52onXsXXM8uaRVntzSIskVYQ5R6ExptwYU/7xxx9HeRqgeVhr9ctf/lJ33nmnhg8frqVLl6p79+6uywLSyrnnnqt58+bp7rvv1kMPPaR77rlHx48fd10WEBPJ0EOaVKy10+ruCmCtLZPU3us5rXv8DGtttrU2u2PHjs1VJhCxQ4cOaezYsfrxj3+sO++8U6+//rratTtj0wkAzaB169Z6+umn9fOf/1x//vOfdcstt+ijjz5yXRbQZE4DaVBw8zVXO/E6NgJVksbFoB2g2WzcuFHDhg3T3Llz9cgjj+gvf/mLzjrrLNdlAWnNGKOf/OQn+stf/qLly5crKytLS5cudV0W0CSJ3kPqUxOH8xvRTryOrdLne5MCCc1aq6efflpDhw6t3dbpO9/5joJu9gDAsbvuukvLli3TWWedpeuuu06/+c1vmFeKpJUIgbRMUs8wr7WXf2FQrNuJy7HGmApvY3wgae3fv1/jx4/Xvffeq5ycHK1atUo33HCD67IAhDB48GBVVFRo5MiR+va3v63bbrtNu3btcl0WELVECKSrFL7nMFNSSRzaidexPklb6jmWTfKR0F5//XUNGjRIL774ooqKilRWVqZLLrnEdVkA6uHz+fTCCy/oscce05tvvqkBAwbo2WefpbcUSSURAmmxQuzl6a1wz5I0K8RroQJiNO3E7Vhr7Yww9WZ5bQEJ5+OPP9bkyZN1yy23qE2bNlq+fLmmTp2qjIwM16UBiIAxRvfff7/WrFmjyy67THfeeafuuOMOVVWFu68LkFicB1JrbZWkGSGGuosknbFi3RhTIWmLMSarse3E69gwx0n+IDrdW20PJIxTp07pj3/8o/r27avnnntODz74oFavXq2hQ4e6Lg1AI/Tu3VtvvfWWHnnkEb355pu64oor9B//8R/67LPPXJcG1MskSpe+tyWST/5FQj0lrbTWzg5xXJGkAkl5XlhsVDvxOtbrOf2h90ef/PNMiyMJo9nZ2ba8PNIps0DTvPXWW/rOd76jlStX6qqrrtKMGTPY6B5IIbt27dJ3vvMdzZo1S5mZmfrlL3+p8ePHq0UL531RSFPGmAprbeg7XCZKIAWBFM1jy5YtmjZtmubMmaPOnTvr4Ycf1qRJk/glBaSo0tJSfe9739M777yjrKwsFRUVKTc313VZSEP1BVJ+AwFpYseOHbr//vvVr18/vfLKK/rZz36m9957T//yL/9CGAVSWF5eniorKzVz5kzt27dPeXl5+uIXv6jXXnuNhU9IGPwWAlLc9u3b9c1vflM9e/bUH/7wB917773atGmTHnzwQbVp08Z1eQCaQYsWLTRp0iRt3LhR//d//6etW7fq1ltvVU5Ojp5//nmdOnXKdYlIcwRSIEX985//1Fe/+lX16tVLTz75pL72ta9p8+bN+v3vf6/OnTu7Lg+AA2eddZa+9a1vacuWLXriiSdUXV2tsWPHqm/fvnr00Ud16NAh1yUiTRFIgRRirdWrr76qm2++WQMHDtSsWbNUWFiozZs363e/+526du3qukQACaB169a67777tGHDBj377LNq3769HnjgAXXp0kXf/va3tXnzZtclIs0QSIEUcODAAf3f//2frrjiCt12221at26dHn74Ye3YsUO//e1vCaIAQmrZsqUmTpyo5cuXa/ny5Ro1apQef/xxXXbZZbrjjju0YMEC1dTUuC4TaYBV9gmEVfaIhrVWS5cuVXFxsUpKSnTs2DHl5OToW9/6liZMmKDWrVu7LhFAEtq9e7eKi4v1+9//Xh9++KG6deumwsJC3XvvverUqZPr8pDE2PYpSRBIEYmPP/5YzzzzjGbMmKH169erbdu2mjRpkgoLCzV48GDX5QFIEcePH9dLL72k4uJiLVy4UC1bttTo0aP1jW98QzfccAO7cyBqBNIkQSBFOEePHtXcuXP1l7/8Ra+++qpOnjypK6+8UoWFhZowYYLOO+881yUCSGHvvfeeZsyYoaefflr79+9Xr169NGXKFN1zzz3q0KGD6/KQJAikSYJAimCnTp3S4sWLNXPmTM2ePVuHDh1Sly5ddNddd2nSpEkaMGCA6xIBpJljx45pzpw5+v3vf6+33npLrVu3VkFBgb7xjW/ommuukTHGdYlIYATSJEEghbVWq1at0qxZs/TMM89o586datu2rcaOHavJkyfruuuuU0ZGhusyAUDr1q1TcXGx/vznP+vgwYO6/PLLNWXKFE2ePFnt2rVzXR4SEIE0SRBI05O1VpWVlZo1a5ZKSkpUVVWljIwM3XrrrZo0aZJGjRqlc88913WZABDSp59+queee06///3vtWLFCp1zzjmaMGGCvv71r2vEiBH0mqIWgTRJEEjTRyCElpSUaNasWbUhNDc3V+PGjdPo0aN14YUXui4TAKJSWVmp4uJi/fWvf9Xhw4fVp08f3XvvvZo8ebIuvvhi1+XBMQJpkiCQprbgEFpSUqItW7YQQgGkpMOHD6ukpERPPfWU3nrrLWVkZOj222/Xvffeq5EjR6pVq1auS4QDBNIkQSBNPSdOnNCbb76pF198US+99JJ27NihjIwM3XTTTRo/fjwhFEDKe++99/THP/5Rf/zjH7V792517NhREydO1IQJEzRixAi2j0ojBNIkQSBNDYcOHdKrr76ql156SfPnz1d1dbXOOecc3XzzzRo9erTuuOMOtkkBkHZOnjyp119/XU899ZTmz5+vY8eOqUuXLho3bpzGjx+vYcOGEU5THIE0SRBIk5O1VuvXr9drr72m1157TYsWLdLx48fVoUMH5efn60tf+pLy8vJYmAQAnkOHDmnevHmaNWuWXnnlFR0/flydO3fWbbfdppEjRyo3N1dt27Z1XSZijECaJAikyeOjjz7S4sWLa0Pozp07JUn9+vXTbbfdptGjR+uqq65iiyYAaMDBgwc1d+5czZ07V6+//ro++eQTtWrVStdee61uu+023XDDDRo8eDA/T1MAgTRJEEgTk7VWVVVVWrJkid566y0tWbJE7733niTpggsuUG5urm655Rbdcsst6tq1q+NqASB5nThxQkuXLtWCBQu0YMECrV27VpJ0/vnn64tf/KKuv/56XX/99QTUJEUgTRIEUveOHDmiqqoqrVmzRpWVlVq9erVWr16t/fv3S5LatWuna665Rtdcc42uvfZa5eTkqGXLlo6rBoDU9MEHH2jx4sVatGiRFi1aVNsZcP7552vYsGEaMWKEhg8frmHDhql9+/aOq0VDCKRJgkAaX9Zaffzxx9q+fbu2bdumbdu2nfbf27Ztqw2eknT22WdrwIABGjx4sIYOHaprrrlG/fr1Y9I9ADiye/duLV68WIsXL9by5cv1zjvv6NSpU5KkPn361AbUESNG6IorrqAXNcEQSJMEgbRpTp48qZ07d54RMgN/3r59u44ePXrae8477zx169btjMfAgQN12WWX0fsJAAns8OHDWrlypZYvX65ly5Zp2bJl2rt3rySpTZs2GjRokLKysmofl19+OXugOkQgTRIE0vrV1NRo586dev/997V161Zt3bq19r/ff/997dq1q/ZfygFf+MIXTguaXbt2Pe3PPp+P29oBQIoIzPlfvny53n777dqpV4cPH5YktW7dWgMGDFBWVpYGDhyofv36qW/fvurcuTO/C5oBgTRJpHsgtdZqz549qqqqOi1oBsLnjh07dPLkydrjjTG65JJL1L17d3Xv3v2MXs5LL71U55xzjsPvCADg2qlTp7R582atWrWq9lFZWXnaFK22bduqb9++6tu3ry677LLTOjC6dOlCr2qMEEiTRDoEUmutPvzwQ23evFmbNm2qfWzevFmbN2+u/VdswEUXXaQePXqoR48e6t69+2n/3bVrV7Vu3drRdwIASFaBDpANGzbo3Xff1YYNG2ofO3bsOO3YFi1aqHPnzuratau6dOmiSy65RF26dDnt0blzZ5199tmOvpvkQSBNEqkWSPfs2aM1a9bUPt59911t3rxZhw4dqj2mZcuW6tGjh3r16qXevXurV69e6tmzp3r06KFu3bqxmTwAoFkdPXpUO3bsOG39QeC/d+3apV27dunIkSNnvO/CCy8MGVaDH+3bt0/rqQH1BVJWbKDJTpw4oY0bN54WPlevXq2PPvqo9phLL71UV1xxha655hr17t27Nnx269aNoRAAQMI455xzdNlll+myyy4L+bq1Vp988ol27dqlnTt31obUwGPnzp0qLy8/7XdgwNlnn61LLrlEffr00YABA9S/f3/1799fffv21VlnnRXvby2hEUgRlerq6trAGQif69at02effSbJP2H8iiuu0O23365BgwZp8ODBGjhwIPvDAQBSgjFGF1xwgS644AJdfvnlYY87fvy4du/efUZw3bFjR+3tpgPrIjIyMnT55ZcrJydHV155pXJycjRgwIC06rBhyD6BJNKQfU1NjbZu3Xpaj+eaNWu0ffv22mM6duyowYMHa9CgQbWPvn37ptX/QAAANMbx48e1adMmrV27Vv/85z9VUVGhlStXat++fZKks846S4MHD1ZOTk7t47LLLkvqvVWZQ5okXATSwN6dGzdurP2fYu3atVq/fn3tnp0tWrRQnz59ans8A+GzU6dOaT0XBgCAWLLW6v3339eKFSu0cuVKrVy5UhUVFbVzVtu0aaOsrCxlZ2fXPnr16pU0N2whkCaJ5gikv/nNb7R27Vpt3bpVVVVV2r59u2pqampf79SpU+28liuuuEKDBg3SFVdcwfZJAAA4UFNTo40bN6q8vLz2UVlZqWPHjkny30a1f//+6tOnj/r27Vv7tUePHgm3Ew2BNEk0RyAdMmSIdu3apczMTPXo0aP2a69evdS/f3916NAhrucHAABNc/LkSa1fv14VFRUqLy/XunXrtHHjRu3Zs+e04y666KLTVvl36NBBPp/vtMd5552niy66SN27d4973QTSJNEcgfT48eMJ9y8mAADQdNXV1dq4caM2bNhQewfD4AVVBw4cOOOOhpI0ZswYPf/883Gvj22fUIswCgBAavL5fBo2bJiGDRsW8nVrrQ4dOqTq6mpVV1frwIEDOnz4cEKMjhJIAQAA0oAxRueff77OP/98de3a1XU5p0mOZVkAAABIWQRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFAACAUwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBTBFIAAAA4RSAFAACAUwRSAAAAOGWsta5rgMcY87Gkbc1wqg6S9jbDedIN1zV+uLbxwXWND65r/HBt46O5rms3a23HUC8QSNOQMabcWpvtuo5Uw3WNH65tfHBd44PrGj9c2/hIhOvKkD0AAACcIpACAADAKQJpeprhuoAUxXWNH65tfHBd44PrGj9c2/hwfl2ZQwoAAACn6CEFAACAUwRSAAAAOEUgBQAAgFMtXReA+DPGFErqGfTUPmvt9DDH+SRVe1+rrLWz62kzomPThTGm1FqbF+Y1rm2EjDFTJV0oKct7qjgW1yrdr2sA1yE6fB6bBz8/YydZf+ezqCnFGWNKJK0M/jB6z5Vaa2cEPVekOh/aUM9Fe2y6MMYUSCqx1poQr3FtI+R9rw9ba6u9P2dJWiipzFo7LsSxXNcocB2iw+exefDzM3aS+ne+tZZHij4kFcn/r/m6zx+QVBD050xJB8K0cUCSrzHHpstD/n8tlvj/dzrjNa5t5NexUFJmiOdzJVk+s02+vlyH6K4Xn8fmuc78/IzdtUzq3/nMIU1RxphMSVPl/4Cexlrbzp7e1T5FUlmYpqrk/8HcmGPTRaGk58K8xrWNXE9rbVXdJ621ZfIPE00JeprrGj2uQ3T4PDYPfn7GQCr8zieQpq4p8s/xOOMHagi58n+wQqmSlNfIY1OeN4QX+AUVCtc2clO9oaVQyiUF32eZ6xo9rkN0+DzGGT8/Yyrpf+cTSFNXrqRVkmSM8RljCrx/QYWSJWlfmNeqdPoP3miOTQe51tpV9bzOtY1cuH+FS1J7SfuD/sx1jR7XITp8HuOPn5+xk/S/8wmkqStL0n5vsniu/D9cfcaYkno+pOH44nRsUvNWHTb1dmu+OB2bdKy1ebbOQpEggZ6USPnidGwq87kuIJHweYwvfn7GXNL/zieQprb2kqqttbOttdXev0SnSaowxvgk/7+kvGOrG2osmmNTnfc/+H7rrb4Nc4zP+8+wxzTm2HTj/eKSvLlRXNfocR1ih89j0/HzM26S+nc+gTQFBX2IsrwJ+LW8+SVVkn7Y3HWlmAKbZnvbueB9loskjYtwbhQQN3weY4afnzGUKr/zCaQpKOhfneHm5lRJKqhzrC+Kdhs8NpV5QyIN/jDl2sZEiaRpwb+8uK7R4zrEDJ/HJuLnZ+ylyu98AmmCMcZUGGNsIx4FdZqq1umT7oPtl39vsUj4FHl3fTTHNrtYXFvvX6LtY9Q74lMKXNsYfmbrtlsk/2bZ0c4z8ykFrmsz84nrUC8+j03Hz8+4qlaS/87n1qEJxlo7NEZNVck/nySc6qD/LtPptxkL1l7+LU4ac2xCidG1LZSUY4yp21amJBljir0/l3hDJyl/bWP4ma1l/Ldr3FLPL/+Uv65xwHVoJD6PMcPPz/hJ+t/5BNLU9ZxO37g5WKZO/xCt0uf3aQ51bHEjj005Nsxt0gIrG621da851zZK3rWsrvvL3xiTGzQ/iusaPa5DI/B5jB1+fsZV8v/Oj9ctrHi4fcjflW4V+tZ3Vv7/+QN/DnlrsKA2fI05Np0e8s/PsSGe59pGdx1zFXSLuzqvFXFdm3RtuQ7RXzM+j81znfn52fRrmPS/843XMFKQN8yUZ63NC3quWJJsnX+JevOjZK2dVufYLbbOv2qjOTZdeFvBFEtqZ+tsZcK1jYx315Yf6szbCLaX/4dfz+DPLdc1elyHyPF5bD78/IyNZP+dTyBNcd7/6MHzdSpsmHlQ3rE++eea9JS00obZmiOaY1OZN9Q0Qf6eFJ/8wxtVkr4e/IOVa9swY8wB1b+ac1qIH5Rc1yhxHSLD5zH++PkZe8n8O59ACgAAAKfY9gkAAABOEUgBAADgFIEUAAAAThFIAQAA4BSBFAAAAE4RSAEAAOAUgRQAAABOEUgBIMEYY7KMMcXexuEAkPIIpACQQIwxufLfnjLT+4oGEOCB5EcgBYAEYq0ts9aWyX+LPjSAAA+kBgIpACBpEeCB1EAgBYAUYowpNcZUeA+f63pcMsYUedfhQLpfCyDREUgBIIgxJtMYU+KFGGuMKY7wfaXe8Vu892fGu9ZwrLVDvUd1uGOMMblenaXe1xIvwPm81wuNMVnRnNcYM9ULgNZ7lHpD6uGOtUHXLORxTWGtnWatHSqpLNZtA4itlq4LAIBEYq2tkjTOGFMkKUtSdkPvCVpMU22t7RnP+prKC5lPSKqSNM37fgOv+SQ9YYx5TlKxtdZE07a1droxZoakA5LKrLV5DRyb551ndiO+FQAphEAKAOFVqYFAGjQUnKkQPXHGmEJJQxs4T2lzhDKvlmJJ40Kdz1pbbYz5urxA2ZhzeG1Uy3896qslU830fQNIfARSAAhtn/fwNXBcoaQZ8geworovWmtnxLyyRmgojAZ4gbJMUmkTTlclf+9yfaZZa6eEqTMhAjyA5kMgBYA6vPmMZfJ6+YwxmcFD23WOmy0pMP8xIecqesP0xZJmRBjkqtS076VKUpYxxhdqHmtQOD5DogR4AM2LQAoAZ8qz1k7zhp4lfzA9I5BKyrTWlhljpsk/fzTUMVHxwuME+UNupjclYEZ9C5Qi8IT3dVqEx1dba1eFqW9q0B97yj8HtO6xgeuQKem017yh+p4ETwDBCKQAEIa1tsoYI/mHn0/rMTTGFAaFqty6rzfhnKvkD3GRhsd6eb24WZJmRxpqrbVnnDsw51P+ofbZQc+XSqq7eGmL9/WMQKowQ/WNFacAD6CZEUgBIIgXaPYFPVUtf09g8DFZksqDjg85fzRBjPO+RrR9VT1K5A+1dYf8Q/UKl3tfT1vY5A3VlzSxjtPEOsADcINACgCny9bpvZ1VOnPFeHad3lEpQeeP6vNdAsrrPaoe3jB9lqSbvADe3vtznkIHwUBIrQ3y3vsYqgcQEhvjA8Dp8urMiTwtkHq9fLOCj1eM5o/GiU/yr54P9aIxJitog/zgDe2DV8lPkf86FEoaL28Kg7V2Sqh2g54L3jKrKNRUAACQCKQA0JDaQOrNo9xfJ4SdMX/Uu9tTUVC4m+o9irwN9wPHFQTd2eiMIf+gO0ZNrftalPWHZa1dZa0dp8+H9mdba+uG8kz5A+h0a+0Ma20k81GDr1uBYjxUDyC1EEgBwBNi/qjkLdDxXiuos6DHJ3/oOm3PTmttldcbWC1/z+B07zFN0j5jTIV33GzVP8dzmqSvW2unN+HbKg2qtT6BqQeh9h+t1ucLlSJVJcnnnTfPWpuoUxoAJAACKQB8LtRq+UAP4w/l33O07vEK8Z76zJZ/j84sqfZWpavkHxY/o56mbgDvhdlqNbzoKnD+WSFeC9vLWk/vbeA9JWLBEYAGEEgB4HM/1JnhK7AYaF+IeaITFJv5o8WSCkI872tiuwE3SRofZlqAz3t+laSqMEPx0+T/Xuu+d6rCh/FAj2oxWzABaAir7AGkPWNMsfyLdXySKowxRYHV4IFbaQYPm3vHZ8rrITXGlMh/O8tIVpDnSlpVZ47mLEnFxpiswPNeD2os9zZt581hLZW/x3S/93WfpIe97/O5MO8vM8Y87AXXwJSG6gamEqxS6G2iAOAMxlrrugYASEnGmAPy3+d+pfxbJfnk3wppWt1eQy/U7g9sGm+MmdqYuaPGmFJrbd2N6tOad22/Tk8tkLjoIQWA+FoZYS9hsfwLigJzOavjVhEAJBgCKQAkAG9YvNrbIkkKvbgIAFISi5oAIHHMkL+HNJPhZQDphEAKAInjOfkXPSXqXZ8AIC4YsgeAGPPu6DRF/kVMU4wximQeqbV2lbeivykr01cFNt6XdFM697R6uwLkNnggAOdYZQ8AAACnGLIHAACAUwRSAAAAOEUgBQAAgFMEUgAAADhFIAUAAIBT/x85Fjj/r7i82gAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190706_222641_ID0000046/H1L1V1-INFERENCE_GW190706_222641-1126259200-400.hdf\n",
+      "0.9215911855725291\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190828_065509-1126259200-400.hdf\n",
+      "0.9242635120402409\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190930_133541-1126259200-400.hdf\n",
+      "0.8662690203709906\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW170823_131358-1126259200-400.hdf\n",
+      "0.933126823470303\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190512_180714-1126259200-400.hdf\n",
+      "0.9307941845654454\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../bns/t1/bns-parity_output/samples_files/H1L1V1-INFERENCE_GW190425_081805-1126259200-400.hdf\n",
+      "0.742615508271802\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../bns/t1/bns-parity_output/samples_files/H1L1V1-INFERENCE_GW170817_124104-1126259200-400.hdf\n",
+      "0.6846358835372435\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/samples_files/H1L1V1-INFERENCE_GW190924_021846_XPHM-1126259200-400.hdf\n",
+      "1.000000000000005\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190725_174728-1126259200-400.hdf\n",
+      "0.7921603105274589\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190728/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190728_064510-1126259200-400.hdf\n",
+      "0.9953117077966436\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy import stats\n",
+    "\n",
+    "binmin = -600\n",
+    "binmax = 600\n",
+    "binnum = int(1e3)\n",
+    "bins = np.linspace(binmin,binmax,binnum)\n",
+    "\n",
+    "combine = np.ones(len(bins))\n",
+    "\n",
+    "for i in range(len(mpvinv)):\n",
+    "    print(posdirect[i])\n",
+    "    title = posname[i].split('_')[1] + '\\_' + posname[i].split('_')[2].split('-')[0]\n",
+    "    savename = posname[i].split('_')[1] + '_' + posname[i].split('_')[2].split('-')[0]\n",
+    "    data = mpvinv[i]\n",
+    "    kde = stats.gaussian_kde(data)\n",
+    "    datacache = kde(bins)\n",
+    "    norm = np.sum(datacache)*(bins[2]-bins[1])\n",
+    "    print(norm)\n",
+    "    plt.figure()\n",
+    "    plt.plot(bins, kde(bins)/norm,color='black')\n",
+    "    plt.xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "    plt.ylabel('PDF')\n",
+    "    plt.title(str(title))\n",
+    "    plt.savefig('figs/'+savename+'.pdf',bbox_inches='tight')\n",
+    "    plt.show()\n",
+    "    \n",
+    "#ax.legend()\n",
+    "#ax.set_xlim(0,5)\n",
+    "#ax.axvline(1.12,0,10,linestyle='--',color='black',alpha=0.7,label='90% upper limit')\n",
+    "#plt.set_xlabel(r'$M_\\mathrm{PV}^{-1}~[GeV^{-1}]$')\n",
+    "#plt.set_ylabel('Probability Densitiy')\n",
+    "#fig.savefig('figure_Mpv.pdf',bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a2e4f874",
+   "metadata": {},
+   "source": [
+    "# Combining the posteriors"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "id": "4440c2a7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "binmin = -600\n",
+    "binmax = 600\n",
+    "binnum = int(1201)\n",
+    "bins = np.linspace(binmin,binmax,binnum)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "overall-exhibit",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190719_215514_ID0000007/H1L1V1-INFERENCE_GW190719_215514-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170729_185629_ID0000014/H1L1V1-INFERENCE_GW170729_185629-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190519_153544_ID0000041/H1L1V1-INFERENCE_GW190519_153544-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190412_053044_ID0000004/H1L1V1-INFERENCE_GW190412_053044-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190707_093326_ID0000028/H1L1V1-INFERENCE_GW190707_093326-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190424_180648_ID0000036/H1L1V1-INFERENCE_GW190424_180648-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190408_181802_ID0000045/H1L1V1-INFERENCE_GW190408_181802-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170304_163753_ID0000015/H1L1V1-INFERENCE_GW170304_163753-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190630_185205_ID0000001/H1L1V1-INFERENCE_GW190630_185205-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170403_230611_ID0000032/H1L1V1-INFERENCE_GW170403_230611-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170121_212536_ID0000035/H1L1V1-INFERENCE_GW170121_212536-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190828_063405_ID0000003/H1L1V1-INFERENCE_GW190828_063405-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190708_232457_ID0000031/H1L1V1-INFERENCE_GW190708_232457-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190517_055101_ID0000033/H1L1V1-INFERENCE_GW190517_055101-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190926_050336_ID0000023/H1L1V1-INFERENCE_GW190926_050336-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190915_235702_ID0000051/H1L1V1-INFERENCE_GW190915_235702-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151226_033853_ID0000042/H1L1V1-INFERENCE_GW151226_033853-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190720_000836_ID0000030/H1L1V1-INFERENCE_GW190720_000836-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190803_022701_ID0000019/H1L1V1-INFERENCE_GW190803_022701-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190910_112807_ID0000040/H1L1V1-INFERENCE_GW190910_112807-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190814_211039_ID0000020/H1L1V1-INFERENCE_GW190814_211039-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170818_022509_ID0000022/H1L1V1-INFERENCE_GW170818_022509-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_052954_ID0000043/H1L1V1-INFERENCE_GW190413_052954-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190916_200658_ID0000038/H1L1V1-INFERENCE_GW190916_200658-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190701_203306_ID0000008/H1L1V1-INFERENCE_GW190701_203306-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190513_205428_ID0000025/H1L1V1-INFERENCE_GW190513_205428-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170727_010430_ID0000034/H1L1V1-INFERENCE_GW170727_010430-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw150914_095045_ID0000050/H1L1V1-INFERENCE_GW150914_095045-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170202_135657_ID0000009/H1L1V1-INFERENCE_GW170202_135657-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190527_092055_ID0000011/H1L1V1-INFERENCE_GW190527_092055-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190503_185404_ID0000048/H1L1V1-INFERENCE_GW190503_185404-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190929_012149_ID0000026/H1L1V1-INFERENCE_GW190929_012149-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190521_074359_ID0000054/H1L1V1-INFERENCE_GW190521_074359-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190514_065416_ID0000016/H1L1V1-INFERENCE_GW190514_065416-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190602_175927_ID0000024/H1L1V1-INFERENCE_GW190602_175927-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190727_060333_ID0000006/H1L1V1-INFERENCE_GW190727_060333-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw151012_095443_ID0000017/H1L1V1-INFERENCE_GW151012_095443-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190731_140936_ID0000049/H1L1V1-INFERENCE_GW190731_140936-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190925_232845_ID0000047/H1L1V1-INFERENCE_GW190925_232845-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170608_020116_ID0000021/H1L1V1-INFERENCE_GW170608_020116-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170104_101158_ID0000044/H1L1V1-INFERENCE_GW170104_101158-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170814_103043_ID0000037/H1L1V1-INFERENCE_GW170814_103043-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190620_030421_ID0000013/H1L1V1-INFERENCE_GW190620_030421-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw170809_082821_ID0000039/H1L1V1-INFERENCE_GW170809_082821-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190413_134308_ID0000005/H1L1V1-INFERENCE_GW190413_134308-1126259200-400.hdf\n",
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190421_213856_ID0000027/H1L1V1-INFERENCE_GW190421_213856-1126259200-400.hdf\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "./../t2_redab/mpvnosmallrun_output/local-site-scratch/work/mpvnosmallrun-main_ID0000001/mpvnosmallrun-gw190706_222641_ID0000046/H1L1V1-INFERENCE_GW190706_222641-1126259200-400.hdf\n",
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190828_065509-1126259200-400.hdf\n",
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190930_133541-1126259200-400.hdf\n",
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW170823_131358-1126259200-400.hdf\n",
+      "./../t3_default_rerun4/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190512_180714-1126259200-400.hdf\n",
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190924/mpirun_output/samples_files/H1L1V1-INFERENCE_GW190924_021846_XPHM-1126259200-400.hdf\n",
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190725/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190725_174728-1126259200-400.hdf\n",
+      "/work/yifan.wang/gw190521_mpvinverse/1019_nosmall/1107/mpi-190728/mpvnosmallrun_output/samples_files/H1L1V1-INFERENCE_GW190728_064510-1126259200-400.hdf\n"
+     ]
+    }
+   ],
+   "source": [
+    "combine = np.ones(len(bins))\n",
+    "\n",
+    "for i in range(len(mpvinv)):\n",
+    "    print(posdirect[i])\n",
+    "    # use Gaussian KDE\n",
+    "    kde = stats.gaussian_kde(mpvinv[i])\n",
+    "    datacache = kde(bins)\n",
+    "    \n",
+    "    #norm = np.sum(datacache)*(bins[2]-bins[1])\n",
+    "    #print(norm)\n",
+    "    combine *= datacache"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "regional-temple",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[<matplotlib.lines.Line2D at 0x7f0f531f15f8>]"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 735.243x490.405 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "norm = np.sum(combine)*(bins[2]-bins[1])\n",
+    "plt.plot(bins,combine/norm)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "id": "e46e2306",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0"
+      ]
+     },
+     "execution_count": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bins[600]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "micro-handbook",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "plusnorm = np.sum(combine[600:]/norm) * (bins[2]-bins[1])\n",
+    "minusnorm = np.sum(combine[0:600]/norm) * (bins[2]-bins[1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "id": "99e26a08",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "i = 600\n",
+    "while (np.sum(combine[600:i]) /norm * (bins[2]-bins[1]) / plusnorm <0.9):\n",
+    "    i = i+1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "id": "87fc3b74",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "617"
+      ]
+     },
+     "execution_count": 73,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "i"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "499e88f9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9128560720718923"
+      ]
+     },
+     "execution_count": 74,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sum(combine[600:i]) /norm * (bins[2]-bins[1]) / plusnorm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "6f2fbb91",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.8941055894236661"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "np.sum(combine[600:i-1]) /norm * (bins[2]-bins[1]) / plusnorm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "id": "002e82eb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "16.0"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bins[i-1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "id": "927b98c6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0625"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1/ bins[i-1]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c146e8de",
+   "metadata": {},
+   "source": [
+    "# Using the postive M_pv^{-1}, we get the M_{pv}^{-1} < 16, i.e., M_pv > 0.0625 GeV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "id": "7f45473c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "j=600\n",
+    "while (np.sum(combine[j:600]) /norm * (bins[2]-bins[1]) / minusnorm <0.9):\n",
+    "    j=j-1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "id": "8931ce7b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "580"
+      ]
+     },
+     "execution_count": 81,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "j"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "id": "db1e392f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-20.0"
+      ]
+     },
+     "execution_count": 82,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bins[j]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "id": "831ccb48",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "-0.05"
+      ]
+     },
+     "execution_count": 83,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "1/(bins[j])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3b9c4ccb",
+   "metadata": {},
+   "source": [
+    "# Using the negative M_pv^{-1}, we get the M_{pv}^{-1} < 20, i.e., M_pv > 0.05 GeV"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "50135a6f",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}