{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `GWBSensitivity and DeterSensitivity` Tutorial\n",
    "This tutorial is an introduction to the `sensitivity` module of the pulsar timing array sensitivity curve package `hasasia`. For an introduction to  sensitivity sky maps see later tutorials. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import hasasia.sensitivity as hsen\n",
    "import hasasia.sim as hsim"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.rcParams['figure.dpi'] = 300\n",
    "mpl.rcParams['figure.figsize'] = [5,3]\n",
    "mpl.rcParams['text.usetex'] = True"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After importing various useful packages, including the needed `hasasia` submodules, and setting some `matplotlib` preferences, we instantiate 34 pulsar positions and timespans."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "phi = np.random.uniform(0, 2*np.pi,size=34)\n",
    "cos_theta = np.random.uniform(-1,1,size=34)\n",
    "#This ensures a uniform distribution across the sky.\n",
    "theta = np.arccos(cos_theta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "timespan=[11.4 for ii in range(10)]\n",
    "timespan.extend([3.0 for ii in range(24)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The simplest way to build a sensitivity curve is to use the `hasasia.sim` module to make a list of `hasasia.sensitivity.Pulsar` objects. One can use single values, a list/array of values or a mix for the parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "psrs = hsim.sim_pta(timespan=timespan, cad=23, sigma=1e-7,\n",
    "                    phi=phi,theta=theta)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If red (time-correlated) noise is desired for the pulsars then one first needs to define a frequency array (in [Hz]) overwhich to calculate the red noise spectrum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "freqs = np.logspace(np.log10(5e-10),np.log10(5e-7),500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "psrs2 = hsim.sim_pta(timespan=timespan,cad=23,sigma=1e-7,\n",
    "                     phi=phi,theta=theta,\n",
    "                     A_rn=6e-16,alpha=-2/3.,freqs=freqs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These lists of pulsars are then used to make a set of `hasasia.sensitivity.Spectrum` objects. These objects either build an array of frequencies, or alternatively take an array of frequencies, over which to calculate the various spectra. \n",
    "\n",
    "All frequency arras need to match across spectra and red noise realizations. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "spectra = []\n",
    "for p in psrs:\n",
    "    sp = hsen.Spectrum(p, freqs=freqs)        \n",
    "    sp.NcalInv\n",
    "    spectra.append(sp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "spectra2 = []\n",
    "for p in psrs2:\n",
    "    sp = hsen.Spectrum(p, freqs=freqs)        \n",
    "    sp.NcalInv\n",
    "    spectra2.append(sp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each spectra contains a number of attributes for that particular pulsar, including the inverse-noise-weighted transmission function, and sensitivity curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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IvuemQnsKpVh6gtjjhuWqf6CfJPsg0GhNHnO2Gkpy4WqXROXW9KEFcucN6DB28B0eRbvyFGn2Km64FZNbccMls3WVrKF46/70pgzTlKG4TLkUN6wNy6z33a3vt32k+y8wul9/nZbf/6AKOn5G8qsHanfTYEnad+643Pt2pDf2/8Htqycul2RIZrtrW2Px1lqt28/Lyyp0elHHz8PBlZTVD9fGhnH7jpr7rrr/eftXtd3Bf/BxO66csTqjxL6G9oY3D9e62skJ51jXO7im/WP7jhltcyz13pE6o7zzGirCTVpTNe2A1zpdz06iwLfBXawzRndeQ37MrxW7Zzied/+fTNux/X9SB9dsjR5Y/xkjB8g0Ol8J/vH2oxJ+PM5jptTuz2JyxVAV+62PO9Gmhegaw+R+NWQZwzAmSVrZ9nzlypWaNGlSL1YEAEi1aCyuJVtq9donu/Xax7v18c70/EAKZz63Sz6PS67WwCBumoqb1qY3seSXiqWlrpI8r0pyfSrOtd6W5PlUlONVjnd/P1+vx7Wv7ljceoSicYUiMQXb3kbiCkZjCra9f8DY/vFQJC6v21DA6259uJTr86gg0NZywqN8v0cFre9bD+v9PL9HnnahnWlKkbi1OVko2vY21slz6xGJxeX3uJTrcyvH51Guz22973Urt/V5wOvef9znlsflUnM4quZwTM1hqzdy29vGUFTN4agaQzE1h6MyZIVoPo9LXrdLOV63CtvabgT2t9jID3hkmlIsbioajysSM9UQjByw0dq+R7P1NhIzVRjwKL/185Pv96o0z6vSPL9KW/88PS6XYqap2uawdjeEVFnToi3VzdpW06wt1c3aWt2ilsiByZDHZWhgUUAVxTmqKMnRkOIcDSrOUSQW1+aqZi1cvzfl3z9+OndS2vvFRmNxzfrVq9rbGOp8soPJFYU6e8pg5fk9+nR3o9btbtDW6hbtbggq3+/RiLI8jemfr2NHlOqoYcXqV+BXPG7ua32yqy6olkhMJXk+9cv3a1hZrgYVBvb1xQ5GYtrbGFIoGlc0Zirgdaks3688n9sK8576uvTRA6n6lBzotJulE/5j39OWcExx05RhSDle974wsa4loiWba7Rqe50Mw9ARAwp04+PLVNPcMeAeVZ6nf98wR4Zh6OTfvqZNVc0d5gwo9Ou7Z4xTYyiqoSW5mln7rApe+s/O6/UEpLKx0qUPSCUjOp9/56nS9qVSTrGUU9LxEWg97s2RzLhkxlq/UcfaPY9bD09g/8MbkEacJOWVdV7DjmVSNGSdw+1rPYe/3fl8ktG2YrXdvwmm2fGYZJ3D5ZVcvd9uAED2WbVqlSZPPuCXBZNN01zVG7WwIhYAAPQJsbipRRuq9MzyHXpx5Q7bH5TRfV63oUFFOfsCq4pi61Fe4FNRjhVqFuV4le/3yOd2JdyELByNqzkcVVM4ppZw1Nr8rPWtFexFW4O+tuDPej8Uie0PRlt/Rve5XfvCU5/HtS/4K871qrhdXW2ha65vf8iCbGV/679pmtrbGFZjKCqPy5DfYwV/na1O/XRPo55YvE1PLqnsdIVkca5XM0eW6l+rdjnOuf2NT/WlWcPTulHfm+v2JAxh8/0eNTqsSD1qaLG+c9pYzTmiX7f+rhTn+jR+oMNgu0U+Aa9bQ0pynU+U36/L105axTEHPM3x2d/CXpTj1Snj++uU8ftXPn79lDH6xXNrOszdsLdJy7bVaVBRwDaElaQfnz1RZ0+xVkdq00Lpse8lrnPYcdJJN0gj50juLrRSuPJZK+zsze91g6b23rUBoA8jiAUAAIcs0zS1srJejy/equdW7OzR6q9keVyG8vzWCsY8v7WC0GUYcrsMuQ3rhsH2qxDbVii2hGNqCqfhPs0Uyfd7DghZB7d7f0hJjvrl+1MWHFmrJn0qTpDBAKlmGIb6FfjVr8DfpdeN7pevGz83XjecMU4L1+/VS6t36tPdTaqsbVEkFtew0lxNHFyo2aPKNGdcP/k91q33l931nt7bUN3hfNvrglq6tUbTh5em6kPr4InFlbbHDUNaftMZ8rpden7FDr2/sVp7G0PK8Xk0qCigk8f10+xRZen5ZcXKJ6UVj0kXL7BWQ3Ym7+DbvlPEcEmDj+72y+ceNVi/fH6NbQ/Yf6/ZpTH98x1fO2Nk6595sE76x3XWylOnGk+9STr+290LU73cIgwAfRVBLAAAOOTUNUf01EeVeuSDrVqzoz6l5x5Q6NeIsjyNLM/TiPI8DSoKqH9BQP0L/epf4Fe+39PtkCIai6s+GFX9Qbdf17fell3fElV9MKL6lsi+edZz63g42rVNdzwuw7otPMerwoBH/QoCGljk14CCgAYUBjSgKKABhX4NKsxRYU73Py7gcOB2GTrpiH466YjOV2q6XIZ+e9FUfebW1xWJdUzsnl2+I21BbF1zRC+vtl+Re95RFSoIWCsrL5g2RBdMG5KWGjr48G/Ss/8pyZSe+qp0wV2d32I+/vNSv3FSoEiKR6VY2HpEQ1KoUQo3tL5ttN6GGqzWiW5f623sHmsVqcvb+r5HikWtYNPvHJYeoOpTaeEfpLNu3bcitX9BQCeO7ac31u7pMH3V9npVNdlvZjWqX576FwSsJy98X6rb6nBRQ7rob9Kk85OrEQCQVQhiAQDAIWNlZZ3uWbhJzyzf3uVQ0s6ofnk6akixJg4u1OSKIk0cXKjCQOp20j6Yx+1SaZ5PpXlJrAazEW7t8xmNmQrH4orG97/vMgx53YZ8bqs/p9/rOqDXIYDMGlqaq5PG9tO/P97dYez5FTv047MmpqU9wXMrdigcs//+eGGmgtf2VjwuPbu/H6tWPiHllEqf/23i1Z4lI5Lrh5ou2xZLD10sNVdZAfB5t+2rd+aoUtsgds2Oem2ptm9LMHNka1/VNc9Iyx52vu6ZvyaEBYDDGEEsAADoVdFYXC+t3qV7Fm7UB5tqenSu8QMLNGtUmWaOLNWxI0tVnt+1W5R7W9tGSAD6hrOnDrINYnfVh/Th5pr9t6qn0MJP99oeH1QU0OzRSWyylEqb3paeur7j8Q/ulPLKpZN/kNl6krX2X9JjV0qR1lB12cNSyUjp5O9LkiYMKrR92Y465x7CM0eWSuFm6cUfOl93+pXSzOu6WTQAIBsQxAIAgF4RjMT02OJtuv2NT7WtpqVb58jxunX8mDJrs5Vx/TW4mL55QLeYplS7RapaJzXXSFMuTu51S+6Tdq2SiodLpaOkAZOkoiG9u4lQBp02YYB8HpftCv7nlm9PSxC7qrLO9vg5Uwd3ujFZSlV9Kj1ymbWa1M7rv5JGnCiNOD5zNSVjyX3SM9/p2L/19V9Jw2ZJo+ZookMQm8jMUaXSO390bklQOko645ZuFAwAyCYEsQAAIKMaQ1E9+N5m3fnWxm5tvhXwuvSZ8f119pTBOmVcf8fdsAEk0LBL2vSWtH2ptGOZtHOFFKy1xlxeafKFnff4lKT1r0irnz7wWE6pNORYacQJ0qg50sApWRvMFgS8mnNEP9uerc+v3Kmb505KafuQ+mBEm6rsb42fNqwkZdfpVDQsPX61tSmVk1P+Sxp+XOZqSkZLjfTyTQ6baJnSk/Olry5U/4JyleX5HPvBHmxISY4GqUp6+3f2EwyXdMGdyfeuBQBkLYJYAACQEc3hqO5ZuEl3vLlBdS2RLr/+hDHlumj6EJ0+cYDy/PwvDNAl4WZp4xvShjekDa9Le9Y4z41HpKbdUsHAzs9rF8S1VEvr/mU9JKlwiDT+LGnqJdLgaVkXyp49ZZBtELunIaQt1c0aXpaXsmut2e68eeGkwV1fxdltr/5M2vGR8/ipN0kn/mfm6klWTol02aPSgnOkqM2dGI27pKeul/HFxzRhUKHeXm/fBuJgU4cUS6/cbH9OSTp2vjTkmO7XDQDIGvwUAwAA0ioYienBRVt02+vrtbcxudVFbQYVBXTx9CG6+JihGlqam6YKgSwVapTWvSStfkpa9/L+fpjJqKtMLohtqe18Tv026f3brUe/8dIx10hHXZY1qwM/M76/DMPq7nCw5dvqUhrErnQIYotyvBpSkqHWLJ++Jr3zJ+fxY66WTvgP5/HeNvRY6YI7pEe/ZD++/mVp6QOaMGh60kHsZ/I2SB89Zj+YU3Lo9soFAGQcQSwAAEiLeNzUE0u26X9fXptwgxM7M0aW6urjR+i0CQPkcbN5FZC0eEza8Jq05H5p7YtStGt/9/ap2yoNmd75vES3ptvZ87H0wvek134hHfsVafY3pNzU91HNpIKAV6P75Wv97sYOYysq63TO1MEpu5ZTf9jJFYUpbYHgKNIiPfsd5/FRJ0tn/vbQX/U8ca4041rp/Tvsx//1I02f86TuTOJUhuI6Y4tDSwLJatHQx7/GAQCpQxALAABSbtGGKv38udVaWel8G+3BvG5D5x5VoauOH6FJg4vSWB2QhWq3SEsflD560HmzoK6or0xuXjCJFbG2r6uT3rpVev9O6bhvWg9v391sb0pFkW0Qu3xbNz8/DlZutw9iM/Y9861bpZpN9mO55dL5d0juPvIj5uk/l7a8J+1c3nEsVK8T1vxC0nxJiUPlYcZu5QV32g/2myBNv6rHpQIAskcf+VcSAAD0BVurm/WrF9bo+RUOP5TaCHhdumzGcM0/aaQGFfXdIAbIONOUti6S3v2z9PFzkhlPzXnzByQ/d/xZUu1WqXpD9wLgUL302i3WCt7P/kKaMPfQX01pY3JFkZ5c2jG8XllZr3jclMvV84+pJRyzDXulDPWH3btOevv3zuPn/1Uq6MLXTm/zBqwNtG4/UYp1bJuTv/V1zfOM08PROQlPEyoYIde3lkpv/lZ67zarx3Kbz/2q7wTTAICM4F8FAADQYw3BiP7y2qf629sbFY4lFwbl+z268rgRuur4ESrL96e5QiDLxGPSvWdJW97t2XnKxkhDZkiDpkgDp0gDJ0uBLqyuPPcv+99vqbVWF255T9r4plVbPJrceeq2SI9eIY0/Wzr7d1J+/659HL1syhD7z1ljKKpNVU0a1a/n/XA/3lmvuE0fWskKgtPuxR8cGDK2N+3L0tjT019DqvUfL53yI2ujLRv/7b1fr0Una6fKHE8xaXChFCiUzvi5NP1K6V//Ja19QRp3ljT6lPTUDQDoswhiAQBAt5mmqWeX79BPn1mtvY2hpF4T8Lr05eNG6KsnjVZJni/NFQJZyuWWSkZ0PYjNLZPGnCaNnCONmiMVDUldTTnF0siTrMecG61gdt1L0vK/S5++mtyK3Y+flTYvlOb+WZpwdupqS7OJgwvlMmQblK6orEtJEOu0UVeez62RKdwQzNbGt6T1r9iP5ZZLp92c3uun0+xvSmuekSoXdxjKM5v1P967dFXkezJl3698UvsQvGy0dNkj0vp/S6Uj01UxAKAPI4gFAADdsqWqWf/99Eq9uXZPUvO9bkOXzRimr58yRv0LA2muDjgMzPqatOzhzufl9bc2J5p4rjTsuMzdKp1TLE35gvWoq5Q+uFP68J7O+8q21EiPXy19e5lUOCgztfZQrs+jsf0L9Mmuhg5jy7fV6dyjKnp8DaeNuiYMKkxJ6wNHpin9+6fO42f8om9vRuX2SOf+n2OLgpPdy3Rd/Fn9NTbX9uW2bSHGnJrqKgEAWYIgFgAAdEkkFtedb23QH15Zp1A0uTYEn500QD88c4JGlKd51RZwOBk0xVp9uvHNjmNun9VvddqXpBEnWitoe1NRhbVq8sQbpEW3S+/8KXEg+9lb+kwI2+bIIUW2QeyKbfYBaletc+gPm/a2BJ88L237wH5s6Cxp6qXpvX4mdNKi4Huev2uZOVrvxid1GMtIf14AQNawv78CAADAxuLNNTr7j2/rNy9+klQIO3FQoR6eP0u3f+kYQlggHWZ/48Dn5eOkz/1auuET6aK7pVEn934I256/QDrpu9K3lkrHzpcMmx9HJp4nHfuVzNfWQ059Yldtr1PMqblrF1TWtNgeH9O/520PHMXj0qu/cB4/7eY+ubmardnflCqm2w65DVO3e3+nU10Hti8ozvWqophNJgEAySOIBQAAnWoJx3TzP1fpwtvesV3xdbDyfL9+c+EUPfPNEzR7tPMmJwAOsne99Pg11u35yRhzulR+hDT6M9Km64jsAAAgAElEQVTlT0hfXyTN+uqhf6t4bql01v+Trn1dGjB5//GSkdLcP/bJcO9Ih5WpTeGYNlU19ejc4WhcuxqCtmMVJWkMAte9JO1ebT829rPS8Nnpu3amuT3SeX+VvPa/NCw0mnW371bNdq2SZAXr04eVyOiDX6sAgN5DawIAAJDQ4s3VuuHRZdpU1dzpXI/L0DUnjtQ3PzNW+X7+NwNIWqhBevO30rv/Z+1MX1Qhnf6zzl/ncknzX7VWmvZFg6ZK81+T3vi19O5fpC8skAJpvtU+TSYMKpRhWC1VD7alqlmje7Bh1866oO15JaV3RebC3zsMGNKpP0nfdXtLvyOsXwQ8cY3jlEnGJr0rq0XB1SewIRcAoGv4CQkAANgKRmL63ctrdcdbGxwDgPamDSvWLy84UuMH0i8PSJppSisek176sdS4c//x9/5q3bpfPLTzc/TVELaNxyed+mNpxnypYGBvV9NtAa9bgwoD2l7XceXqlurOf5GVyLZa59enLYjdskja8q792MS50sDJ9mN93ZEXSVvfl96/3Xb4Bs9j+rT0JF36uZN1/JjyDBcHAOjrCGIBAEAHy7fV6oZHlzluDtNeQcCjH5w5XvOOHZbenbuBbFP1qfTMt6VNb3Uci4Wk134pnX9b5uvqLX04hG0ztDQ3LUGsU3/Y4lyv8tJ198HCPziPHf+d9FzzUHHGL6TazdLaFzsM5Rhh3VP2gDTxkl4oDADQ19EjFgAA7BONxfW/L6/V+f/3TlIh7DlTB+vfN8zRF2cOJ4QFkhWLSG//TrrtOPsQts2yh6WdKzNXV1/SVCXtcuhd2ouGlebaHu9xEFtrH8SmbTWsaUr9xkm5Nis+R54kVUxLz3UPFR6fdMmDHTfDa7PpLWnxvRktCQCQHQhiAQCAJGlrdbMuueM9/fHf6zrd4XtgYUD3XHWs/jTvaPUvCGSoQiALbF8q3XmK9MrNUtR+86X9TOmjhzJRVd9S9al092nS/edLtVt7u5oDOAWxW9O0IjZtQaxhSKfdJP3naunCu6Xhx+8fO/7b6bnmocbtkT57i/Xx5w/oOL7mGfuGwAAAJEBrAgAAoGeWbdeP/rFCDcFop3MvnDZEPzlnoopyvBmoDMgS4Wbp9V9aG1KZ8c7n5w+wNus68gvpr60v2bJIevhSqaXaev7gxdI1/zpkNvgaVua8ItY0TRlG9+4c2F7nEMSWpHGjLkny+K2eqUdeJO3+2AofR5+a3mseao68SJp0gVSzUarbKjVXSUVDpSHHWoE1AABdQBALAMBhrCkU1c3/XKXHFm/rdG55vl+/uuBInT7RZmUQAGdbFkn/uM4Kcjrj8kizrpdOulEKsPHdAVb9Q3ryOqt/bps9a6Qnr5UufVhy9f7NfkMdVsQ2h2OqagqrPN/frfNmfEWsnf7jrcfhyOWSykZbDwAAeoAgFgCAw9TKyjp96+Gl2rC3qdO5Z08ZpJ+fO1kleb4MVAZkiWhYeuPX0tv/m9wq2OHHS2f/zurNiQN98oL02JX2Y2tflN76f9KcGzNakh2n1gSStSq2O0FsPG5qe619G4uMBrEAAKDHCGIBADjMmKap+9/brJ8/u1qRWOL+dkU5Xt1y/mSdPWVwhqoDssSeT6Qn50s7lnU+118knfEz6egrDolVnYekUadIw2ZLW961H3/tl9Lgo6Wxp2e2roOU5fmU63OrORzrMLa1ulnThpV0+Zx7G0MKx+yD/LS3JgAAACnF/+kBAHAYaQpF9e1HPtJPnl7VaQg7Y2SpXvj2iYSwQFfE49J7f5VuPym5EHbCOdLXF0nTrySETcQbkC59SCp1ujXctNo/NOzMaFkHMwzDcVXslqrubdi1rda+LYHEilgAAPoa/m8PAIDDxPrdDTr3Lwv1z2XbE85zuwzdcPoRenj+LA3mh3wgefU7pAfOl178vhS1v5V8n/yB0iUPWI/CQZmpr6/LLZXmPSL58u3Hm6ukp663wvBe5NQndkt194JYp/6wAa9LpbSLAQCgTyGIBQDgMPD0R5Wa++eFWr+7MeG8iuIcPXrdLH3z1LFyu9gNGkja+lekv54gbXi987lTL7NWwU44J+1lZZ1+R0jn3eY8/umr0qK/Zq4eG44rYrsbxDqsiK0ozpFh8H0aAIC+hCAWAIAsForG9JOnV+rbj3xk27OwvbOnDNLz3z5R04eXZqg6IIuse1lq3pt4Tk6p9IX7pfNvk3KKM1NXNpo4VzruW87j//6ptHd95uo5iFMQu7WbQex2hyA25Xcs1O9I7fkAAEAHBLEAAGSp3fVBzbvjPd337uaE83wel355/pH607yjVZTjzVB1QJY5/WfSoKOcx8eeIX3tPStERM995sfOn+9oUHrmW73WosApiN1RH1QomvgXYnacWhMMSeVGXZEW6S8zpP87Tnr791J94hY2AACgewhiAQDIQku31OjsP72tJVtqE84bWpqjJ68/TpfNHMYtrkBPePzSxfdIvoIDj3tzpbN/J132qFQwoHdqy0Yen3Th3dbn187mhdLiv2W2plZOPWJN0zlUTSRRa4KUWfuiFKqXdq+SXrlJ+t+J0oK50kcPSdFQ6q4DAMBhjiAWAIAs8+iHW3XJ7e9pd0PiH55Pm9Bfz37jRE2uKMpQZUCWKx0lzf3j/ueDp0lffVs65mqJX3SkXvkY6bO3OI+/fLPUsDNj5bRJtFK1O31i9zh8Lx9UlMIgdvU/DzpgShvfkP71I0l87QIAkCqe3i4AAACkRiQW1y3PrdG972xKOM9lSN/77Hhdd9IoudiQC0ityRdIm96WvDnSqTdZKzeRPtOulFY+KW16q+NYuEF6+SbpgtszWlLA61a/Ar9tgOoUqjqJx03VNIdtx8oL/N2qr4NIUFr3kv3YxPP4GgYAIIUIYgEAyAJVjSF9/aElem9DdcJ55fl+/Wne0Zo9uixDlQGHobNuZQVsprhc0jl/kG47Xora3MK//BHpmKukYbMyWlZ5vn0Qu7fRPlR1UtcSUdy0HyvNTVFA+umrUrjRfmziuam5BgAAkERrAgAA+rxPdjZo7p8XdhrCTh1arGe/eQIhLNBVSx+wVl0mixA2s8pGS6f80Hn8+e9K8a5vktUT5fn2Ienexq6tiK12WA0rSSV5Kdpccc3BbQla5ZRII05IzTUAAIAkglgAAPq01z/ZrQtve8dxM5c2F08for9fO0sDiwIZqgzIAtGw9Ox/SE9/3XrsWtXbFcHJzOul8iPsx3aukJY9ktFy+uXbtw3ochDb5BzEluWloDVBNCx98rz92LizJHeKwl4AACCJIBYAgD7r/nc36ep7P1BjKOo4x+0ydPM5E/Wbi6Yo4HVnrjigr2vYJd17lvTh36znkWbpkS9KLbW9WxfseXzSmb92Hn/tFimS+BdWqeTUvzVVQWzA61KOLwXf0ze9KQXr7Mcmzu35+QEAwAEIYgEA6GNicVM/fWaVfvz0KsfegZJUkuvV/dfM0JXHj5TBrdJA8nYsk+48Rdr2/oHHazZKT14rxeO9UxcSG/0ZaYJDeFhfKb1/Z8ZKcWxN0NC1HrE1DkFsyvrDfvKC/XF/oTTq5NRcAwAA7EMQCwBAH9IYimr+fR/qnoWbEs6bOKhQ//zGCTpudHlmCgOyxeqnpb99zgru7Kz7l/TmbzJbE5J3+s8kl8Pt9G/dKrXUZKSM8hS1JqhyCmIdgt4uMU1p3Uv2Y2PPkDwpaH0AAAAOQBALAEAfsb22RRfd9o5e/Xh3wnlnTBygx6+fraGluRmqDMgCpim98Rvp0SusNgRODLcUKM5cXeia0pHSMVc7jzUm/v6ZKk5BbHVzWNFY8iuqnVbElqRiReyeT6TaLfZj487s+fkBAEAHnt4uAAAAdG75tlpds+BD7WlIvJrqupNG6fufGy+Xi1YEQNIiLdZmXCufSDwvr5908QJpxPGZqQvdc9L3pI8elMKN1vMhx0pzfiCNOVXKUJsWpyDWNK0wtn9BchsnVjc7rIjNS0EQ67Qa1nBZbR4AAEDKEcQCAHCIe2nVTn3rkaUKRpxXUXlchn5+3mTNmzEsg5UBWaBhp/TwPGn7ksTzBh8tXfqQVDg4M3Wh+/L7Scd9U9rwujTn+1av0wz3yS4vcA5K9zZ0IYh1ak2QziB26Ewpt7Tn5wcAAB0QxAIAcAh74L3N+snTKxNuylUQ8Oivl0/X8WPoBwt0ya5V0oNfkOq3JZ436QLp3L9IPtp99BknftcKYXtpo8LSXJ8Mw1oBe7Cu9IlN22ZdwTppy7v2Y2NP79m5AQCAI4JYAAAOQaZp6n9fXqs/vbo+4bxhpbn625XHaEz/ggxVBmSJT1+z+sGG6hPPO+W/rFvdeynQQze5e/fHHI/bpdJcn+1mW10JYp1aE5T0dEXshteleNR+bOwZPTs3AABwRBALAMAhJhqL60f/WKFHP0y8Su+Y4SW6/UvTVebQixCAgyX3S89+xzmIkiRPjnT+X6VJ52WuLmSV8nx/z4PYRvsgtqynQey6l+2PFwySBkzu2bkBAIAjglgAAA4hzeGovv7gEr32yZ6E8849arB+feEUBbzuDFUGZAHTlF67RXrzt4nnFVZI8x6WBk3NTF3ISuUFPn2yq+PxvQ7h6sGCkZiawjHbsR6tiDVNacMb9mNjT2f1NwAAaUQQCwDAIaKqMaSrF3yoZVtrE877xiljdMMZR8jgh2UgedGQ9PQ3pBWPJp43eJoVwhYMzExdyFrlDncr7G1IbkVsbXPEcaxHK2JrNkl1W+zHRp/a/fMCAIBOEcQCAHAI2FLVrC/f87427m1ynOMypJ+dO1mXzxqewcqALBCskx75orTprcTzxp8tXXAnm3IhJZyC2D1JtiaoanKe16MVsRsdVsNK0siTun9eAADQKYJYAAB62crKOl15zwcJ+wb6PS79cd7R+uwkVukBXdKwU3rgImnXisTzZn1NOuMXkot2H4eNWFTa8ZE05Ji0nN5xRWySrQlqmpxXxBbneLtVkyTntgQDj5RyS7t/XgAA0CmCWAAAetE7n+7V/AUfOvYBlKSiHK/u/vIxOmYEPyADXbbyyU5CWEP63P9Is76asZLQy+p3SEvvlxbfawX131khFVWk/DJl+farVpPdrKu62T6wLc71yuN2da8o05Q2vmk/NnJO984JAACSRhALAEAveXn1Ln39oSUKR+OOcwYXBbTg6hkaO6Agg5UBWWTW9dLetdLiezqOeXKki+6Wxp+V+bqQWaYpbXhd+vBu6ePnJbPdL7+W3Ced8sOUX7Kfw4rY6qaw4nFTLlfiPt/VDoFtaW4P2hLsXi0177UfG3Vy988LAACS0s1fpQIAgJ74x9Jt+uoDixOGsOMHFujJrx1PCAv0hGFIZ90qTTjnwON5/aSrniOEPZw8/z1pzTMHhrCStGSB1aYgxZxaE8TipmocVru2V+2wWVeP+sPmD2z9+zBXyinZf9zlkYbN7v55AQBAUlgRCwBAhi14Z5Nu+ueqhHNmjizVHVcco6Ke9AEEYHG5pQvukh64QNq8UCodJV3+pFQ6srcrQ6YYhnTM1dK/bFa+NuyQ1r7QMazvofIC58B0b2NYZQ5BbZuaJvuwtrQnQWxemXTsV6xHPG617djwhtS4S/Lnd/+8AAAgKayIBQAgQ0zT1J/+va7TEPbzRw7UgqtnEMICqeQNSJc+JE2dJ139EiHs4eioeZInYD/2oU3rih4qy3MOWpPpE1vtFMT2pDVBey6XNGiqdPy3pM/ekppzAgCAhAhiAQDIANM09Yvn1ujWl9cmnDdvxjD9ad40Bbzs3A6kXE6xdP5fpfx+vV0JekNOiTT5QvuxDa9J9dtTejmfx+X4C7WeBLE9ak0AAAB6FUEsAABpFo3FdePjy3X32xsTzvvqnNH65fmT5e5kAxcAQDdNv8r+uBmXlj+a8suV59uHplWNnfeIdeojW0YQCwBAn0UQCwBAGoWiMX3joaV6bPG2hPNu/Nw4/eDM8TIMQlggabGI9I+vSp+80NuVoK8YcoxUfoT92LKHJdNM6eWKHdoINAQ73xysihWxAABkHYJYAADSJBiJaf59i/Xiqp2OcwxD+sV5k/W1k8dksDIgC0SC0qNXWOHZo1+2NhwCOmMYVp9gO3s+lnZ8lNLLFQTs90auD0YSvs40zQSbddE/HACAvoogFgCANGgOR3XVPR/ozbV7HOd4XIZ+f8lRunzW8AxWBmSBUKP00BekT563nsdC0sPzpK0f9G5d6BumXCLJ4e6Djx5O6aUKAvahaUMnQWwwElc0br86l40cAQDouwhiAQBIsYZgRFfc/b7e3VDlOMfvcemOK6br3KMqMlgZkAVaaqX7z5c2HrQCNtIkPXihtHNF79SFvqOoQhp1sv3YyselWOdtA5JV6LAitrPWBI0h5/F8P0EsAAB9FUEsAAApVNcc0eV3v68PN9c4zinwe3Tf1TP0mfEDMlgZkAUa90j3ni1te99+PFgn/f1yq3cskMhRl9kfb66SNr2Vsss4rYjtrDVBU4IgNs/v7nohKe59CwAAusf+V7QAAKDLqpvC+tLdi7Rqe73jnJJcr+6/ZqYmVxRlsDIgC9RVSvedK1Wtc54TKJIuvFtys2IQnRh/tuTNs1ZSH2zVP6TRp6TkMk49YnuyIragOyti7/m85PFJw2ZLw2ZJFcdI/vyunwcAAPQIQSwAACmwpyGky+9apE92NTjOKc/368GvzNS4gQUZrAzIAtUbpAXnSnVbnOfk9ZO+9JQ0cHLm6kLf5cuVxn1OWvlEx7E1z0hn3ZqSQL/QoZ9rT4LYLq+IDTdJWxdJZkza8Lp1zHBLg6ZIn79VGjK9a+cDAADdRmsCAAB6aGddUJfc8W7CEHZgYUB/v24WISzQVXvWSn87M3EIWzhEuupFQlh0zaTz7Y+3VEsb30zJJZx6xNa3dK81gd/jksfdxR/hdiy3Qtj2zJi0fank598kAAAyiSAWAIAe2FbTrC/c/q427LG5vbVVRXGOHr1utkb34zZQoEt2r5HuPUtq3Ok8p3SUdPULUvmYzNWF7DDmNMnn8H151T9ScolUtyZwOl9ClYvtj/uLpDL+3gAAkEkEsQAAdNPW6mZdcvt72lLd7DhneFmuHv3qbA0ry81gZUAW2LnS2pirabfznP4TpatekIqHZa4uZA9vjjTuTPuxNc+kZNO3QofNusKxuIKRmO2Y5BzE5vlTGMRWHC25+HEQAIBM4l9eAAC6YWt1sy694z1V1rY4zhndL0+PXjdbFcU5GawMyAI7lksLzpGa9zrPGTxNuvI5qWBg5upC9nFqTxCslba82+PTFzgEsZJUH3QOehsdVszm+boRxG5fYn988LSunwsAAPQIQSwAAF2UTAg7fmCBHrl2tgYUBjJYGZAFti+1QtiWauc5w46Trnhayi3NXF3ITqNPdW5P8MkLPT59olYCidoTOPWIze9qa4KmKqlmk/1YBZt0AQCQaQSxAAB0wdbqZs27M3EIO7miUA/Pn6V+Bf4MVgZkgW0fSgvOtVYjOhl5knT541KgMHN1IXt5A9KYU+3HPn5OMs0enb4wx3lFbKIgtjFk37Ygv6utCZxWw0oEsQAA9AKCWAAAkrStxgpht9U4h7BThxbrwa/MUkmeL4OVAVlgyyLpvvOkUJ3znFGnSPP+LvnyMlcXst+4z9sfr90s7fm4R6fO87nlMuzH6lsStCYI2Y91OYh16g9bMFgqHNS1cwEAgB4jiAUAIAnbaqx2BIlC2KOGFuv+a2aoKMEKKAA2Nr8jPXCBFG5wnjPmdGneI5KPje+QYmPPkAybH4t8+dLetT06tWEYjn1iE7cmsF8R2+XNuhw36qI/LAAAvaEb3d4BADi8VNa2JLUS9r5rZjjukA3Awca3pIe+IEWanecccab0hQWSh3YfSIPcUmnYbGnzQqmwQhp3pvUYcWJKvuYKAh7V2ax+bUi0WZdTj1i/O/kLm2aCIJa2BAAA9AaCWAAAEqisbdGld7yrrdUJQtghRbrvakJYoFs2vpE4hB1/tnTRPZKHdh9Io1NvsvrFDpwiGQ69BLrJWhHb8d+Q+m4FsV34d6a+Umqush8jiAUAoFcQxAIA4CDpEPaambQjALrrlP+S4lHp7d91HJt4nnThXZKbv19Is2Ez03bqwoD9j1yJWxPYj+V1ZUXszhXOY4OmJn8eAACQMvSIBQDAxvbaFs27472EIewUQlig5wzDWo140vcOPH7kxdKFdxPCos/rTo9Yp7ECh1DXllMQWzxMyilO/jwAACBlCGIBADjI9toWXXrHe9pS7Xy79JQhRbqfEBZIDcOwVsbO+YH1fOo86fzbJTc3b6Hvc1oRW2/TN7ZNU9hpRWxXgtjl9scHTkn+HAAAIKX4v1sAANrZVR/UZXcmDmGPrCjS/VcTwgIpZRjSKT+UBk2Rjvic5OrCLdjAIazQ4d+KeodVr6ZpJmhN0IUf33YQxAIAcKghiAUAoNXexpC+eNcibapKHMI+cM1MFeUSwgJpMf6s3q4ASCmndgJOm3WFonFFYqb9uZINYltqpdrN9mMDj0zuHAAAIOVoTQAAgKTa5rAuv2uR1u9udJwzuaKQEBYA0CVOQaxTH1in1bBSF1bE7lrlPEYQCwBAryGIBQAc9uqDEV3xt/f18c4GxzmTBhPCAt2ya5W0+unergLoNYWOm3XZr4htTBDE5icbxDpt1BUoloqGJHcOAACQcgSxAIDDWlMoqqvu+UDLt9U5zpkwqFAPfmWminN9GawMyAK710gL5kqPXSWteLy3qwG6zjSlveulRXdI25d26xQFDkGs02ZdaQ1iBx5p9WMGAAC9gh6xAIDDVjAS01cWfKjFm2sc54ztn68HrplBCAt01Z61VgjbvNd6/uR8KR6Tpl7Su3UBnWmplTa+IX36qvWo3WIdP/470uCju3w6p9YEjaGoTNOUcVAw2hSKOZ4r6dYEO5fZHx80NbnXAwCAtCCIBQAclkLRmK67f7He3VDlOGdEWa4e/MpMleX7M1gZkAWqPpUWnCM17d5/zIxL/7hOMmPSUZf1Xm1AZ575trT6qY7HNy/s1ukKc+xXxMZNqSkc67DKtTFkv1LW53HJ50nihsZoWNr9sf0Y/WEBAOhVtCYAABx2IrG4vvHQUr2xdo/jnIriHD00f5b6FwYyWBmQBWq3SvedKzXutBk0pae+Jq17OeNlAUkbfrz98e1LpXBTl0/ntCJWsm9P0OiwIjbptgRtK3jtEMQCANCrWBELADisxOKm/uPvH+nl1bsc5wwsDOjh+bM0uDgng5UBWaBhp3TfXKluq/OcUSdLI07IVEVA1zl9fcaj0tZF0ujPdOl0iYLYhmDHfrBNDj1i8/zu5C5YPkb6rx1S9QarT/Oej623Veul8iOSOwcAAEgLglgAwGEjHjf1vceX6dnlOxznlOf79eD8mRpWlpvByoAs0FQl3XeeFf44GXmSdOlDkpdfcuAQ1m+8lFMqtVR3HNu0sMtBbKHDZl2S1BC0WRFrE85KUr7f+TwduL1Sv3HWAwAAHDJoTQAAOCyYpqn/fnqlnlxS6TinJNerB78yU6P75WewMiALBOukB86X9qxxnjP8BGne3yUfv+TAIc7lkoYfZz/WjT6xAa9bPrf9j131dkGsw4rY/GRXxAIAgEMWQSwAIOuZpqlfPr9GDy1y7ptXEPDo/mtmatzAggxWBmSBUKP04MXSDodd2iWp4hjpskcIYdF3OLUnqFwsRVq6fLrCHPsbEe1aEzgHsdzMCABAX0cQCwDIen9+db3ufGuj43iez60FV8/Q5IqiDFYFZIFIUHpkntU308nAI6XLH5f8/JIDfYjThl2xsLTtgy6frsChPUF9l3rEEsQCANDXEcQCALLavQs36taX1zqOB7wu/e3KYzVtWEkGqwKyQDQsPXqFtPFN5znl46QvPSXl8PcLfcyAyVKg2H5s87tdPp3Thl31LV1pTUAQCwBAX0cQCwDIWk8s3qabn1ntOO7zuHTXFcdq5qiyDFYFZIFYVHpyvrTuX85zSkZIVzwl5ZVnrCwgZVwuadhs+7FurIh12rCL1gQAABxeCGLRJYZhFBuGcaNhGIsNw/i09bHYMIyLers2AGjvxZU79b3HnXtWelyGbvviNJ0wlpAI6JJ4XPrnN6XVTznPKayQrvinVDg4c3UBqTZ0hv3xbR9IptmlU+X67DfaCkZiHY7RmgAAgOxFEIukGYZxraSNkk6XdLFpmqNN0xwt6WJJPzQM48ZeLRAAWr29bq++9fBSxR1+TjYM6dYvTNWpEwZktjCgrzNN6fnvSssecp6T198KYUuGZ64uIB2GHGt/PFgrVa3v0qlyHILYlnDHINZulazEilgAALIBQSySYhjGryXdLulR0zRPN01zQ7vhYkmjJP26V4oDgHYWb67Rtfd/qHAs7jjnlvOO1LlHVWSwKiBLvHKT9OHdzuM5JVY7gvIxmasJSJeKaZLh8ONSF9sTBDwOK2KjNitiww5BrEOf2QPsWC6FGrtUGwAAyBx+rYpOtbYduFHSEtM0r7OZcomsMBYAetWaHfW66p731WyzwqjND88cr8tmDstgVUCWePt30sI/OI/7CqTLn5QGTMpcTUA6+fKsr+edKzqObftAOuqypE/VlRWxTSH7f8M6bU0QaZFuP0mSKRUNk/qPl/qNl/pPkI74nJRbmnS9AAAgPQhikZBhGMWSHmt9Ot9h2u2yVsS+nJGiAMDGxr1N+tLd76ve4ZZOSfr6KaN13ZzRGawKyBKL75Veudl53JsrffExawUhkE2GHGsfxG7t2opYv9d+ZW0w2vHujUaHf8cKOgti966V1NqTp26L9Vj3kvX8G4sJYgEAOATQmgCd+WHr2w2maS6xm2Ca5gbTNC82TfOODNYFAPtsr23R5Xct0t7GkOOcL80aru+eMS6DVQFZpGmv85jbJ136kDTcYYd5oC8b4rBh1+5VXWoBkJwphjsAACAASURBVON1aE1w0IrYcDTu2Fqn0xWxe9fZH3f7pZIRnZUIAAAygCAWnbm29e0rvVoFADioagzp8rsXqbK2xXHO+UdX6KdzJ8kwjAxWBmSRk74rff7/dTxuuKWLF0ijT8l8TUAmOG3YZcal7bZrFGwFnILYg3rENoWc7+rI89ufYx+nDcTKRktuboQEAOBQQBB7iDIM40bDMGpaWwP05DzXGoaxuPVcbY/HDMM4LYnXjtL+3q+17epabBjGp62PxwzD4D5EAL2iIRjRFX97Xxv2NDnOOW3CAP3moilyuQhhgR6ZMV+64C7J1S7QOf+v0vjP915NQLqVjbY2obOz9f2kT+O0IvbgHrFOG3VJUp6vkzA1URALAAAOCQSxhxjDMEYZhvGypF/LCkG71czJMIxphmHUSPq+pNtN0ywxTbNE0nRJ1ZJebg1REwW9o9q9X9Val0zTnG6a5mjTNEdL2iBpsWEYt3enTgDormAkpmvvW6xV2+sd58weVaY/X3a0vG7+uQNSYsrFVhsCT0A687fSlC/0dkVAehmG86rYHR8lfZqAY4/YA4PYkE3P2DZOG37t4xjEjkn8OgAAkDHco9KLWkPQY2QFnqMlnSapx6tLW1e7viwrJJ1ummZt25hpmhskXWcYxmJZm2xNMwzjgDnttA9ir5P0ffP/s3fn8VGV1x/Hv89MMllJQthBdhFQUJagXbTWui/9uQHigriC2t261F/bX2urtbZWu9oCagVRQFxbtypat6qVRUREFGURUdYsQELWeX5/TIBA7pNkstzJ3Hzer9e8MnPPcy+nfb3MZM6cex5rH6m7wFp7Y+2tvjcYY2StndbS/AGgMTVRq+/PW6Y312x3rjmib55mTilw3g4KoJkOOVn6zhIp96BEZwL4o8/YfZte1fXFu02+hOu9aHfl/oXXiip3ITYtpYEvFa2Vtn/iHaMQCwBAu0GLUGIVKFYwvV2xAuxCxQqyXkXRJqkt7i6ofTnBUWBV7cZaMxQrtr7YlGsfWIStY0837NSmjDwAgJaw1uonT6zQc+9vcq4Z2qOTZl06TtmNbWwCoHkowqIj6XWE9/HiT6WywiZdwlWIrag6sCO2xnOdJKWlNPDFYulWqcJxhwiFWAAA2g0KsQlkrV1orTW1YwNOtNbeWNux2hIzFRtpsNRa29gOAnsKqGOMMeM94nX/snRu1nVAzjc2KUsAaKY7X/hIc9/+1Bnvl5+pBy4/UnmZER+zAgAElqsQKzW5K9Y5I7ZeIdbdERtpqCPWNZZAohALAEA7QiE2QGq7YfcUVJ2F0z1qC7V7iqg3eSypW2B13Ou0157O20ENrgKAFvj7f9bqTy+5P2x2zU7TA5cfqe456T5mBQRAxS5p1dOJzgJonzr1krK6xZ5ndpEGHy8dfa00YVbDRdo6XB2x1VGrqpp9xVdXITY1bBRuaNNJVyE2PTeWMwAAaBe4ZzNYptZ5vqiJ56xRrHg6xhgzqG53q7V2ae38V0niLzgACfXkso26+Z8rnfFOaSmaddk49e+S5WNWQABUV0jzLpDWviKddKv0lW8nOiOgfTEmtkldTh8pp3fsdZxcHbFSbPPJPZtKHjiqYI8GxxJIDW/U1Yx8AQBA26AjNljOq/O8qXNm63a9es133dNZ21ina17tz8bGIQBA3F7+cIt++LD79s9ISkgzpxTosN65PmYFBEC0RnrsylgRVpKe/7H04i9jG/8A2KfvkVJun2YXNdNT3R+7yqsa74htcKMuiY26AABIEhRig2VMnedN2zlg/4LtWI/47bU/nZtwGWPqFmmnu9YBQHMs/bRIV89Zquqod2EoZKQ/nT9aXxpE4z4QF2ulZ2+QVj65//HX7pCe/qEUdc+qBBAf12gCKdYRu0fzC7ENdMQCAIB2g9EEAXFAMVTav9O1IdvrPC84MGitXWiMeUTSeGPMeGvtIx7X2FOs/Y21ttHZtPEwxnSX1C3O0wa3Zg4AEmf15p267P5F9TYzqeu2c0bq5MN6+pgVEBCv/lZadI93bPG9Ukq6dMqv/M0JCKimF2IdowkaOF/RGqnQ8ad/F/4sBgCgPaEQGxx5jS/xVLcj1vMa1toJxpgXJC0wxkyz1s6Q9hZ/b1dsg7DfWGtvbGYODblG0s/a4LoA2rmNxbt18X1vq7isyrnmhlOG6rxx/XzMCgiIxX+X/n2rO57VTSq4zL98gIDLiLgLqXW/bKyoakZHbMkGqabSO0ZHLAAA7QqjCVBXvitgrT1R0gRJJxpjPjHGFElaoNgIhMFtVIQF0EEVllbq4nv/qy9Kyp1rLj96oK4+lk4fIG4f/FN6+lp3PNJJuvARqSsFHKC1pDdQSG3xjFjXWAJJyud9EgCA9oSO2ODYr4hqrW3qZl11NdhVWzuWwGs0AQC0mtKKal16/yJ9srXUuebs0X3049OGy7ATNBCfdf+RHrlcso75r+GINOlBqfcof/MCAi4lHFJq2Kiqpv68891NGU2Q0sBogu2OsQSdeklp2XHlCQAA2haF2OBo7miC9u5uxTpv4zFY0pONrgLQ7lRWR3XVnCV6d4P7u6SvD+2m34w/XKEQRVggLptWSHPPl2oqHAuMdPZ0adCxvqYFdBTpKWFV1VTXO96kzbpSG+iILV7vfbzzwLjyAwAAbY9CLNo1a+0WSVviOYcOOSA5RaNW1z/yrl5bvc25Zky/PN194RilhpmsA8SlaL0051yposS95tTfSCPO8S8noINJj4S1s6KRQmxzZsQWrfM+3nlAHNkBAAA/UIgNjv3ax4wxec0cTwAACfHr51bpyWWfO+NDumfrvkvGKTPCWxcQl9Jt0pxzpF2b3Gu+dr101FT/cgKSVTQqlXwqbflA2rKy9ucH0nH/Kw07vcFT0x1dreUtHU1Q5OqIHdBgPgAAwH98mg2Owla4BoVbAAlx7+trNeNVx4w7SX3yMjT78iOVlxnxMSsgACp2SQ+Ob3gznzFTpON+7F9OQDKbcay0aXn945vea7QQm5HqXUzdXbmv+Foeb0estQ2MJujfYD4AAMB/3NsZHK1RRG2NYi4AxOWp5Z/rlqdXOuP5WRHNvvxI9crN8DErIACqK6WHJ0ufv+NeM+wM6fQ7Jcb6AE3j6jLd4n4f2yPdUYgtrzMX1tkR65oRu7tIqtjhHcujEAsAQHtDITY4Diyi5jfxvLqbfNERC8BXb36yXdfOf1e2/ibSkmLdQ/ddMk6Du7HrMxCXaFR68hrpk5fca/p9RTr3HinMDVJAk3U/1Pv45uYXYut2xDo363KNJigvlrofJkU83icZTQAAQLvDX94BYa0tPmCTqkGS3Pf57jO4zvOmrAeAVrFq0w5NfWCxKmu8P3SGQ0Z3XzRGo/rmecYBOFgrPf9j6b0F7jXdD5POnyul0mkOxKX7cO/jhZ9IVeVSarrzVHdHbFMKsY7+mfxB0jVvxP67L9semxdbvC72M7uHMxcAAJAYFGKDZamkMbXPm1q5qNs5u6h10wEAb58X79Yl9y3SzvL6u0fvcds5I3Xc0O4+ZgUExH/+IL11tzue20+66FEpgy85gLi5OmJtVNr2kdTrcOepGa7Nuup2xFa5RhM0sFmXFBsvktU19jhobMNrAQBAwjCaIFgW1nk+qInn1F33SCvmAgCeSsqqNOW+t7VpR7lzzQ9PPEQTC/r6mBUQEO/Okxb+zB3P7CJNflzK6eVfTkCQ5A+SwmnesS0fNHiqsyO2qu6M2Dg7YgEAQFLhHT1YbqvzfFwTz9nTQbvGWstoAgBtqryqRlfOXqzVW3Y511x4VD99+xsH+5gVEBAlG6V/fMcdT82SLlggdeW/L6DZwilSt0O8Y41s2JXhmhFb1YLRBAAAIKnwjh4g1tpi7euKHd/YemPMCXVe3tgmSQFArZqo1bUPL9Pb6w7cW3CfEw/toV+cOUKGHdyB+OX2kc6ZIYUj9WOhFOm82dyyDLQG13iCZnfE1i3ENnM0AQAASAoUYtu/eAe4TZNULEnGmMaKsdNqfy601jKWAECbsdbql0+t1DPvbXKuGdMvT3+cNFrhEEVYoNkOO1ua/ISUnrv/8bP+Kh18gvc5AOLj2rBra/MKsft1xFbREQsAQJDxjt4+1S2+5jtXeagdL3Bl7csFxhjPWbHGmKmKdc0WS5rQnCQBoKmmv7pG97+xzhkf1C1L904Zp4wIHT9Aiw34qnTZ81Ju7Zzlk26RDp+Y2JyAIOk61Pt48QapusJ5Wrpjs64KZsQCANBhpCQ6gY6uzniAPMWKrtMOWDLdGDNd0hrVdrpKWlw7hsCTtfYRY8yJkhZIWmKMudFaO6P238uTdLukqYqNMZjQ0LUAoKUef+cz/frZVc54t05pmnXpkeqc5XE7NYDm6T5MuvwFacWj0pe/lehsgGDp4pqzbKXCNc6O2abNiHWMJkjhi0oAAIKAQmzivXDA62LtK7hKseLsTdq/S3aCpAZHCVhrFxpjBkqaKGmaMeb2OuGFkk601i70PhsAWsdrq7fq+gXLnfHstBTdf+k49c3P9DEroIPI6SV95duJzgIIns4DJBOWrEfRdPvHzkJs02bEOjpiHd20AAAguVCITTBrbZsNQ6ztdJ1R+wAAX63YWKKrHlii6qj1jKeGjaZPHqvDeud6xgEAaJdSIlLn/rHu1wNtW+08rbGOWGutKuMZTbBttVRVJuX0kTK7SGx0CQBAu0chFgDQ6jYUlunS+xeptNL7FktJ+u34I/TVg7v6mBUAAK2kyxDvQuz2T5ynuLpay2tnxLq6YSXHaILXfy8tmxN7npIu5fSOFWWH/4901FR37gAAIGG4xwUA0KoKSys15b63tXWne8OSm04dprNG9/ExKyAgVjwqvfgLyXp3mgPwiWtO7Pb4O2L3jCZouBDr8bFtx2f7nleXxwrD616TitY6rwMAABKLjlgAQKspr6rRlbMXa822UueaS786QFO/NsjHrICAWPua9PhVUk2lVLJR+p8/xW6RBuC/rq5C7MfOUxqbEevaqCt2rkchtmSj9+IcvugEAKC9oiMWANAqolGrax9epiXri5xrTh/ZSz89/VAZ5tgB8dm8Upp3YawIK0nL50kPTZDKdyQ2L6CjcnXElm2Xygo9QxkR70JsddSqqiaqiqo4RhNYK+1wFGJzKcQCANBeUYgFALSK2579QM+8t8kZP2pgvn438QiFQhRhgbiUbJQeHC9VlOx/fM3L0v2nSTu+SEhaQIfWZYg75pgTm+4157VWeVVNfKMJdhfFNuryQkcsAADtFoVYAECLzXpjnWa+5p5Jd0iPbM24uMB5WyYAh/IS6cEJ7s63Te9JH/zD35wASJ16SpFs75hjTmxGxP3Ra3dVTYOjCep1xLp+J0gUYgEAaMcoxAIAWuSFlZt18z/fd8Z75KTp/kuPVG5Gqo9ZAQFQXSnNv0ja4v7vSwWXSUeyOzrgO2OkLoO9Y445sfWKqXVUVEUb7og9cEasaz6sCceKxAAAoF2iEAsAaLZ3NxTrO3OXKurYwD0rEtZ9l4xT77wMfxMDkl00Kj15jbT2VfeaoadJp90RKwgB8J9rTuw2V0esuxC7u6qmwRmxkfABH9tcHbGdekkh7j4BAKC9ohALAGiWDYVlunzWIpU7PjiGQ0Z3XzRWh/XO9TkzIABevFl6b4E73qdAOvdeCi5AIrnmxBau8Tzc0Hie8gZGE0TCofrz1dmoCwCApJSS6AQAAMmnuKxSU/7+trbtqnSuufWsETr2kG4+ZgUExKJ7pf/83h3PHyRdMF+KZPqXE4D6eo6U+n4p1hnb9eDYzy5DpPyBnsvTD9xwq47dle7Nuupt1CW5RxPk9G40bQAAkDgUYgEAcSmvqtHU2Uu0Zmupc823jztYk47s52NWQEB89Lz0zHXueFY36aJHpayu/uUEwNvwM2KPJkoJh5QaNqqqqT/Pp7zaPSO23nxYyd0Ry0ZdAAC0a4wmAAA0WTRqdf0jy/X2ukLnmrNH99EPTzrEx6yAgPjiXWnBJZJ1zIlMzYx1wuYP8jUtAK3HNZ5gd2WNKqq8RxN4bvJV8pn3P5B7UHNTAwAAPqAQCwBost/860P9893PnfEvDcrX7eceLsPmQUB8Sj6THpwoVTk6zU1YmnC/1Gesr2kBaF2uQmxFdRyjCayVdjjei+mIBQCgXaMQCwBokjlvrdffXvnEGR/SPVvTLypQpIEZeAA8lJdID06Qdm1yrzn9DumQk/3LCUCbyGioI9ZRiK33vlq6Taqp8P4H2KwLAIB2jU/LAIBGvbRqs/7vyRXOeLdOafr7peOUm5nqY1ZAANRUSQ9PkbasdK/56vekgsv8ywlAm0n3mveq2Pz1ctdoggOLtzscYwkkKYfRBAAAtGcUYgEADXrvsxJ9+6F3FK2/t4gkKTMS1n1TxumgzuzgDsTFWump70tr/u1ec9jZ0vE/9y0lAG3L2RFb1cBmXQd2xJY4NuoKpcY29AMAAO0WhVgAgNNnRWW6bNYilVV6d+mEjPSXC8Zo5EG5PmcGBMBrd0jvzHHH+x4lnfU3KcSfa0BQ1OturVVeVaOKatdmXQf8DtjhKMTm9OL3BQAA7VxKohMAALRPJWVVuuTvi7R1p2MOnaRfnjVCxw3r7mNWQEAsf1h66RZ3PH+QNGmulJruX04A2pyrIzZWiHV1xB44msBViGUsAQAA7R2FWABAPRXVNZo2Z7E+3rLLueaqYwfrwqP6+5gVEBAVu6TnbnLHM/KlCx+Rsrr4lxOA1hWNSrJSaP8iakMzYitrvGcA1Ttnx+fe/yYbdQEA0O5RiAUA7Mdaq5sefU9vrSl0rvnmEb11w8lDfcwKCJC0bGnKP6QHJ9bfdCecJp0/V+oyODG5AYiPtdLKJ6Si9VLx+n0/izdIFy6QBh2733L3jNgaVTuGsdfriN25yTuXTj3jTh8AAPiLQiwAYD9/euljPfaO47ZHSUcOyNcdEw5XKGR8zAoImB6HSVcslB6aKG1avu/42X+T+n0pcXkBiI8x0lPXSrs9vrwsXl/vUHoDm3VFraMQe2BH7K4t3rlkU4gFAKC9Y5o7AGCvJ5dt1J0vfOSMD+qWpRkXj63fnQMgfjm9pEuflYacFHt9ws3SiHMSmxOA+HV2jOkpql+IjRy48VatquqoKqpcM2IPLMQ6OmKzezhTBAAA7QOFWACAJGnRukJdv2C5M941O6L7LzlSeZkRH7MCAi4tO7Yp17n3Sl/9XqKzAdAceY5CrEdHbErI++NXddSqorrGM7bfl5811VKXg2Mbc4VS91/YiUIsAADtHaMJAABat61UU2cvVmWNuxtn5sUF6tcl0+fMgA4gnCKNHJ/oLAA0VxwdsSlh77E+1dGoKqqb0BEbTpGufCn23Fppd1FsZuyuzVLPw+NKGwAA+I9CLAB0cMVllbrs/kUqKqtyrrnrvFEa3a+zj1kBAJAk4uqI9S7E1kStuxB74IzYPYyRMvNjjx6HNilVAACQWIwmAIAOrLI6qmkPLNGabaXONT86dZhOG9nLx6wAAEgiro7YXZulqt37HXIVYqtqoqqoasJoAgAAkNQoxAJAB2Wt1Y8eW67/rvXY6bnWpHF9Ne1rg3zMCgiIL96VHr1SqnR/yQEgIPIGuGM7Pt/vZUrY++NXTdSqsimjCQAAQFLjXR0AOqg/vfSxHlu60Rk/+uCu+uVZI2SMd/cOAIcdn0sPnSe997D099OkHV8kOiMAbSmngbtG6hViXR2xDYwmoBALAEBg8K4OAB3Qk8s26s4XPnLGh3TP1t0XjVGqo3MHgEPFrlgRdmdt8fWLZdI9x0ub3ktsXgDaTiRLSs/zjh1YiG1wRqxjNEEqowkAAAgKPmEDQAezaF2hrl+w3Bnvmh3RfZeMU056qo9ZAQEQrZEevULadMB/Xzs2SvedIn30r8TkBaDt5fTxPr5j/ztPUkLeH79iM2LpiAUAIOh4VweADmTdtlJNnb1YlTXuD3szLy5Q3/xMnzMDAuD5n0ofPesdq9wlvbfA33wA+Cent/fxJo4miHXEUogFACDoeFcHgA6iuKxSl92/SEVlVc41d503SqP7dfYxKyAgFt0jvfUXd/ygI6X/+bN/+QDwV1MLsY6O2MqaaANfkjKaAACAoKAQCwAdQGV1VNMeWKI129w7uN94yjCdNrKBDUcAeFu9UHrmBnc8r5806SEpNd2/nAD4yzWaYGfTZsSWVXrPh5WktNTaj2zRqLTmZWnLB1JZoWRtczIFAAAJlJLoBAAAbctaqx89tlz/XVvoXDNpXF9ddewgH7MCAmLzSmnBJZJ1FFHScqULFkjZ3XxNC4DPchxfZDZxNEFpRbXz0ntHE+wulGafuS8QSpWye0idekjn3iPl8z4OAEB7RyEWAALuzy99rMeWbnTGjz64q3551ggZ4/3hEIDDzs3SQxOlyp3ecROWJs6Sug/zNy8A/nONJti1RaqulFIikqRwczpi94wm2LV5/0C0StrxWeyRQsc9AADJgNEEABBgTy7bqN+98JEzPqR7tv5y4Rilhnk7AOJSWSbNO18q2eBec8ad0uDj/MsJQOK4RhPISrs27X3VnPfbvR2xOzc5Vhgpi657AACSAZ+8ASCgFq8r1PULljvjXbMjuu+SccrNSPUxKyAAolHpiaukjUvca77yXWnsJb6lBCDBXB2x0n7jCVwdsQ3ZOyN21xbvBZldpDDv5QAAJAMKsQAQQOu2lerK2Ysb2IE5pJkXF6hvfqbPmQEB8NIvpJVPuuPDzpBOuNm/fAAkXlqOFMn2ju3YNx4o1TEjtsFLu0YT7NGpZ9zXBAAAiUEhFgACprisUpfdv0hFZVXONXedN0qj+3X2MSsgIJY+IL1+lzvea5R0zgwpxJ9YQIdijLsrdr+O2BaMJnAVYrO7x31NAACQGHxKAIAAqaqJ6uo5S7VmW6lzzY2nDNNpIx27OwNwW/OK9NT33fGcPtIF86VIln85AWg/mlCITW3GaIK9c2WdhVg6YgEASBYUYgEgIKy1+ukTK/Tmmu3ONecV9NVVxw7yMSsgILZ+JD08WYpWe8cj2bEiLLcIAx1Xp6Z0xMZfiN17imtGLB2xAAAkDQqxABAQ976+VvMWuXdw/+rBXXTL2SNkTPwfAoEOrXS79NAEqbzEO25C0vi/Sz1H+psXgPalCR2xKeH4Pn6FQ2bf+3bpNu9FWd3iuiYAAEiclEQnAABouYUrN+vWZz5wxg/unq27Lxy77/ZGAE1TVS7Nu0AqWudec8rt0iEn+ZYSgHZqwFelqt2xgmxO79i4kpze+3XKp8TZERuu++VpmeOOl6yuzckWAAAkAIVYAEhyKz/foe/Oe0fWesfzsyK6b8o45Wak+psYEAQv/0ra8JY7fuQ06aip/uUDoP0a/I3YowEp4fgKsXv39opG3YXYzC5xXRMAACQOrVEAkMS27CzXFbMWqayyxjMeCYc0ffJY9euS6XNmQEB89fvSgGO8Y0NOlk65zd98ACS1lFCcown2dMRWlEjW+72eQiwAAMmDQiwAJKnyqhpdOXuJPi8pd6657ZyRGjcg38esgIDJzJcuekwadeH+x3uMkMbfK4XCickLQFKKtyN27+ZeZYXuRRRiAQBIGhRiASAJWWt13YJ39e6GYueabx03WOeOPcjHrICASolIZ/5FOv5nsdfZPaUL5ktpnRKbF4CkE/eM2L2FWMdYAolCLAAASYQZsQCQhH6/cLWeWv6FM37qiJ764YlDfcwICDhjpGOulfIHSp0HSLl8yQEgfilxbpq5txBbus2xIE2KZLUwKwAA4BcKsQCQZJ5ctlF/eHG1Mz6yT67unDhKoTi7bgA0wWFnJzoDAEms1Ttis7rGvigCAABJgdEEAJBElqwv0vWPLHfGe+ak654pBcqIMLcSAID2Ju5CrGmkEJvJHHgAAJIJhVgASBKfFZVp2gOLVVkd9YxnpIZ1z5QC9chJ9zkzAADQFCmh+D5+7b27pcwxmoD5sAAAJBUKsQCQBHaWV+ny+xdr265Kz7gx0u8njdKIPrk+ZwYEwPtPSEXrEp0FgCCzVpKUEm7uaIJC7wUUYgEASCrMiAWAdq4mavXdue/ow807nWtuPGWYTj6sp49ZAQGx9lXp0cul9Fxp0kNSvy8lOiMAyezzd6QVj0q7tkqlW/b9zOouXf36vsJqEzU6IzazawsTBgAAfqIQCwDt3K1Pf6B/f7jVGZ8w9iBN+9ogHzMCAmL7J9L8yVK0OlbkmPVN6X/+JB0xKdGZAUhW21ZLb/yp/vGaKklSaji+GxIbnxFLRywAAMmE0QQA0I7NeWu97vvPWmf8yIH5uvXskTLsmAzEZ3eR9NBEqbx437GaSunxadLCm6Wo9yxmAGhQVjfv47sLpZpqxdkQu68jttQ1I5bNugAASCYUYgGgnXp99Tb97B/vO+P9u2Rq+kVjFUnhVzkQl5oqacEl0vaPveOv3yl9/IKvKQEIiOzu7ljZNhljlBrHnNjQni9aO/WUOvWSQqn7L8hiNAEAAMmE0QQA0A59vGWXrn5wiWqi1jPeKT1F904Zp85ZEZ8zA5KctdKzN0prXnavGXeldMjJvqUEIEBcHbGStGuL1KmnwiGjqhrv9/cD7d3c67LnYj+tlSp2SmXbYht4dR7YwoQBAICfKMQCQDtTVFqpy2ct0s7yas94OGT01wvH6uDu2T5nBgTA2zOkxfe644O/IZ3ya//yARAsmV0kE5Ksx3iT0i2SpNRQSOVq2viT0IGjh4yR0nNij3zmwwMAkGy4nxUA2pHK6qimzVmi9dvLnGtu/p/DdPQQbkUE4rZ6ofTcj9zxrodI4/8uhfmeGkAzhcLuDbR2xTbeTIljNEE43qGyAACgXaMQCwDthLVWP378Pb29ttC55rKvDtRFX+rvY1ZAQGxZJT1yqXeXmiRldJbOnydl5PmbF4DgyXLMia3tiA2Hmv4RjEIsAADBQiEWANqJGa+u0YIlHF7sgwAAIABJREFUnznjxw3tph+fPtzHjICAKN0uzT1PqtjhHQ+lSufNkboM9jcvAMGU7ZgTu6t2NEE8HbEHjiYAAABJjUIsALQDz7+/Sb9+bpUzPrRHJ/3x/NF0xgDxqq6Q5l8kFa1zrznjLmnA0b6lBCDgnB2xsdEE8byX874PAECwUIgFgAT74Isd+v78ZbKODZS7Zkd0z5QCdUpP9TcxINlZKz31A+nTN9xrvvIdacxk/3ICEHzZjkLs3o7Ypn8EC1GIBQAgUCjEAkACbdtVoStmLVZZZY1nPJIS0vTJBeqbn+lzZkAAvPFHadmD7vjQ06QTbvYvHwAdQ5ZjQ81mdMSmUIgFACBQKMQCQIJUVNfoqgeWaGPxbuea344/XGP7d/YxKyAgVj0jvfAzd7zHCOmcGbEdzgGgNblGE9R2xMZTXA0xIxYAgEBJSXQCANARWWv148dXaPH6Iuea737jYJ05qo+PWQEB8cVy6dErJDnmfWR1k86fK6V18jUtAB2EazRB2TYpGlVKPJt1hSRt+UAKpUiZXaT0PClELw0AAMmKQiwAJMDM19bokSWfOeOnjuip759wiI8ZAQGxc7M093ypqtQ7Hk6TJs2V8vr5mxeAjiOrm/dxG5V2FyoljkJqOGSkx6ZKm5bHDpiQlJEfK8p+7Trp8ImtkDAAAPALhVgA8NmLH2zWbc+ucsYP652j3008gg06gHhV7ZbmnS/tcH/JoTP/IvUd519OADoeV0esJO3aEtdognAoJO2uc/eMjcY6a8u2xX7nAQCApMJ9LQDgow837dR3574j67hjulunNN0zpUCZEb4nA+JirfTkt6SNS9xrvnaDdPgE/3IC0DG5OmIlqXRLfKMJjKTyEu9gBjPkAQBINhRiAcAnhaWVumL2IpVW1njGIykhzZg8Vr1yM3zODAgAG5Wye7jjh54lff0m//IB0HGFU2OzXL2UbY9vNIGJShU7vIPpuc1IDgAAJBKFWADwQWV1VFfNWaINhe7bCH87/nCN7kd3C9AsobB0ym3SGXfFNrWpq/do6ay/ssENAP9k5nsf310UV0dsthoYP0AhFgCApMMnEgBoY9Za/fSJFXp7baFzzbeOG6wzR/XxMSsgoAouky56bF+BolPv2OZckczE5gWgY3GNDdhdFNeM2KzoLneQQiwAAEmHQiwAtLH7/rNO8xdvcMZPOrSHfnjiUB8zAgJu0LHSFS9JPUdK58+VcnolOiMAHY2rEFtWFNdoAgqxAAAEC7vBAEAbevnDLbr16ZXO+PBeObrrvFEKxdEdA6AJuh4sTX2VcQQAEqOBjthwHKMJMm2pO5iWE2dSAAAg0fh0AgBt5OMtO/Wdh95R1HrHu2ZHNPPiscpK4zsxoE1QhAWQKBnuGbGpcXz5munqiI10ksL8/QAAQLLh3RsA2kBRaaUun7VYOyuqPeORcEjTJ4/VQZ2ZWwkAQOAMPVXK7RPrjN37yJeyuyv89MYmX8ZZiM3Ia6VEAQCAnyjEAkArq6qJ6poHl2r99jLnmtvOGamx/R3dMgDcdhdTgADQ/g0+LvbwkBr+vMmXyahxFGKZDwsAQFLinj0AaEXWWv38H+/rzTXbnWumHTtI5449yMesgIDYtEL6w+HSonsTnQkANFs4jtEEGa6OWAqxAAAkJQqxANCKZr+5Xg/+91Nn/Phh3XXDycN8zAgIiF1bpbnnS+Ul0tPXSk9fJ9VUJTorAIhbarjpH8HoiAUAIFgoxAJAK3lt9Vb94qmVzvjQHp30h/NHx9UJA0BSdaX08GSppM6XHItmSnPOlcoKE5cXADRDPH8HpFOIBQAgUCjEAkArWLN1l7714FLVRK1nPD8ronumFCg7jdHcQFyslZ7+gfTpm/Vja1+R7jle2rXF/7wAoJlSwvEUYnc6AhRiAQBIRhRiAaCFSsqqdMWsxdpRXu0ZTw0b/e2iseqbn+lzZkAAvPVX6Z057niPEVJmV//yAYAWSqEjFgCADotCLAC0QHVNVN96aKnWbCt1rrn1rJE6cmC+j1kBAbF6ofT8j93xniOls/8mhfhzBkDySInjd1ZaNR2xAAAECZ9cAKAFfvnUSr3+8TZn/IqjB2riuL4+ZgQExNaPpEculWzUO57VXZo0V4pk+ZsXALRQPB2xadV0xAIAECQUYgGgmea8tV6z3lzvjH99aDfddNpwHzMCAqKsUJp7nlSxwzsejkiTHpTy+JIDQPJJCTf9I1iEjlgAAAKFXWMAoBne+GSbfv6P953xg7tn64/nj45rZ2QAkmqqpAWXSIVr3Gu++Qep75G+pQQAzbLoXmnzCml30X6P0V3HSypo9PSwahSpcYw+ohALAEBSohALAHFat61UV89Zquqo9YznZabq3ikFyklP9TkzIAD+9b/S2lfc8a98Vxp1gX/5AEBzrXpa+uTFeoezc90jjfZbp93uIIVYAACSEqMJACAOO8qrdPmsRSrZXeUZTwkZ/fXCserfhbmVQNwW3Su9PcMdH3KydMLP/coGAFomo7Pn4fTqkiadnmPcG4FSiAUAIDlRiAWAJqquieo7D72jT7a6Pxj94swR+vLgLj5mBQTE2lelZ29wx7sNk869RwqF/csJAFrCWYh1zL8+8HRVqiI1TzIev/coxAIAkJQYTQAATXTbs6v0ykdbnfFLvjJAFxzVz8eMgIAoXCM9fLEUrfaOZ+RL58+T0nP8zQsAWsJRiE2raloh9iPbV/885T8aP6aPVLlLKi/Z90ijEAsAQDKiEAsATfDw4g269/W1zvgxQ7rqJ6cP9zEjICDKd0gPTYptYuMllCJNnC3lD/Q3LwBoKWchtmmjCSQpHJJkjJTWKfbIPaiVkgMAAInAaAIAaMSS9YX6yeMrnPFBXbP05wvGKCXMr1QgLtEa6dErpG0futec9ltp4DH+5QQArcVRiI3EUYgNGdNa2QAAgHaAqgEANODz4t2a9sBSVdZEPeM56Sm6Z0qBcjNSfc4MCICFP5dW/8sdP3KqVHCZb+kAQKtyFWIriyXZJl0iJcTHNQAAgoR3dgBw2F1Zo6kPLNa2XRWe8XDI6O4Lx2pQt2yfMwMCYNlD0ht/dMcHfV06+Ta/sgGA1peZ73k4FK1Shrz/tjgQN9sAABAsvLUDgAdrra5/5F2t2OjeUOOnpw/X0UO6+pgVEBC7i6RnbnDH8wdLE+6XwoyyB5DEHB2xkpSn0iZdgtEEAAAEC4VYAPBw98uf6KnlXzjjk8b11ZSvDPAvISBIMjpLFz0qZXWrH0vLlc6f12ABAwCSQkOFWLOrSZcIhyjEAgAQJBRiAeAAz7+/Sb/9l3vzoHEDOusXZ46QoUsFaL5+R0lX/lvqMXLfMROSJtwndTskcXkBQGtJz3OGKMQCANAxUYgFgDo+3LRTP5i/zBnvnZuuv140VpEUfn0CLZbXV7rsOWn4N2OvT7pVOviExOYEAK0lnCKl5XiGcps4moBCLAAAwcLwNQCoVVRaqStmL1JpZY1nPCM1rJlTCtQ1O83nzIAAS8uWJsyWPnxGGnZ6orMBgNaVkSdV1J8339nsbPTU7ipSpGqXFO0ihfgCGACAIKAQCwCSqmqiuubBpdpQuNu55o4JR+iw3rk+ZgV0EKGQNPyMRGcBAK0vPU/Sp/UOd1JZo6c+kfZT9X64MDa2JS1HSs+NPY7/mTSEuwcAAEhGFGIBQNIvn1qpN9dsd8a/e/wQnX54Lx8zAgAASc8xmiDLlDd6as6eYq2NSuXFsYckVTd+LgAAaJ+4xwVAh/fgf9dr9pvrnfGTD+uh7x8/xMeMAABAIKRlex7uJPcdOJIUUlTZrmJtundxFwAAtH8UYgF0aG+t2a6fPfm+Mz6sZyfdOXGUQmyWAcSnulJ640+xnwDQUUW8C7FZarirNUMVcV8TAAC0fxRiAXRYGwrLdPWcJaqOWs94flZEMy8uUFYaU1yAuFgrPXOd9PxPpNlnSqXbEp0RACRGWifPw9mm4RmxmQ0VainEAgCQtCjEAuiQSiuqdeXsxSoqq/KMp4SM7r5wjPrmZ/qcGRAAi+6Rls6KPf/0DWnGcdKm9xKbEwAkgmM0QXYjHbENzpCNZLUkIwAAkEAUYgF0ONGo1bUPL9OqTTuda24+8zB9aVAXH7MCAmLtq9KzN+5/rORT6d6TpPefSExOAJAojs26sk3DM2KzGhxNQCEWAIBkRSEWQIfz+xdX61/vb3bGL/5yf114VH8fMwIConCt9PAUydbUj1WVSc9cL1W4vwABgMBp5ozYhkcTUIgFACBZUYgF0KE8vfwL/fHF1c74lwd10U/PONTHjICAqNgpzbtA2l3oHQ+lShNnO+clAkAguUYTNNYR6xpNEI5I4dSWZgUAABKEHWgAdBgrNpbohwuWOeN98zN094VjlBrmOyogLtGo9PhV0paV7jWn/07q/2X/cgKA9qD3GOkbP5EinWJfRKVlqzycqavuX9Xgac6OWLphAQBIahRiAXQIW3dWaOrsxSqvinrGsyJh3XPxOHXOivicGRAAr/xaWvWUO37kVGnsFP/yAYD2oueI2KOOUHVUK2xlg6c5O2Idow4AAEByoO0LQOBVVkd19Zwl+rzE+0ONMdLvJ43W0J7cMg3E7f3HpVdud8cHfk06+Vf+5QMA7VxKyDS6JtO1WRcdsQAAJDUKsQACzVqrnz6xQovXFznXXHfSUJ14aA8fswIC4ovl0hPXuOOdB0gTZjHPEADqCIWMGqvFUogFACCYKMSiRYwx440xRcaYvETnAniZ9cY6zV+8wRk/4/Beuubrg33MCAiIXVtjm3NVlXnHI9nSpLlSZr6/eQFAEkgJNfwxLNM1miA1sw2yAQAAfmFGLJrNGDNI0oJE5wG4vL56m3759AfO+Ig+Ofrt+CNkTOO3CAKoo7pSevhiqcT9JYfOmSH1ONS/nAAgiaSEjSpr3PEs52ZdzIgFACCZ0RGLlngh0QkALuu2lepbDy1VTdR6xrtmp2nG5AJlRMI+ZwYkOWulZ6+XPn3Dvea4n0jDTvcvJwBIMuFGZhNkOguxjCYAACCZUYhFsxhjpktamOg8AC87y6t0xezFKtld5RmPhEOaPnmseudl+JwZEACL7pGW3O+OH3qW9LXrfEsHAJJRarjhj2FZrtEEFGIBAEhqFGIRN2PMVEmDJDWwTTaQGDVRq+/NW6aPt+xyrrnl7BEa27+zj1kBAbH2Nem5H7njPUdKZ90tMe4DABrUeEesa7MuRhMAAJDMmBGLuNTOhb1R0lhJ7MCCdueO5z/US6u2OOOXHz1QEwv6+pgREBBF62JzYaPV3vHMrrHNuejWAoBGpTZSiKUjFgCAYKIQi3i9IGmCtbbYGEMhFu3Kk8s26q8vf+KMHzOkq246dZiPGQEBUbFLmnuBtLvQOx5Klc6bI+XxJQcA1LPoXmn7x1LFjtjv04qdml61UbPCx+qRmmM9T3HPiM1sw0QBAEBboxDbThljbpB0k6SB1triFlxnqqRpio0S2GOhpOnW2rhmvBpjFki63Vq7tLn5AG3l3Q3FuuGR5c74wK5Z+vP5Y5TSyEw2AAeIRqXHp0lb3nevOf0Oqf+X/csJAJLJisek9a/vd2ikpH7G/eVwlrMQy2gCAACSGRWJdsYYM8gY84Ji81fz1Mzb/40xY4wxRYqNEZhure1sre2s2EiBQkkvGGMWGGPymni9GyTJWjujOfkAbWnLjnJNfWCxKqqjnvFOaSmaeXGBcjNTfc4MCICKEqnkM3d83JXS2Et8SwcAkk6ad/E021VslZRpXDNiGU0AAEAyoyM2gWqLoAWKdasOlnSCpDGtcN0TFBshsEbS2LodtdbaNZKmGWOWSJouaYwxZmxDXbfGmDGSpllrB7c0N6C1VVTXaNqcJdq8w/sDizHSHy8YrYO700ECNEtGZ+nSZ6V/fFta8ej+sQHHSKfclpi8ACBZpHXyPJyt3c5T3KMJKMQCAJDMKMQmVoFiBdNiSYsVGxkwQdISxbph41Zb3F1Q+3KCq8BqrZ1hjBkraaqkFxXrlG3oeic2Jx+gLVlr9ZPHV+idT93TO246dZiOG9rdx6yAAIpkSufeK/UYIb34C0lWyusvTZwthek0B4AGOcYJZBl3IfbIirvVNVKl//zgKKmyVKoqkyp3Sd0PbassAQCADyjEJlDtjNZ6W6Ya0/Auqo2YqVgRd2kTZrlOV6wQO8YYM95a+4jHmgWSbqztpAXalVlvrNOCJe5bps8Z3UdXHjPIGQcQB2OkY66NFQGe+r50/lwpkz0bAaBRjo7YTg10xFYooh2hTKlz/7bKCgAAJACF2ACp7V4dX/uy0Y24rLVLjTFrFBuNcJOk/QqxtXNh1zgKtEBCvfHxNv3y6Q+c8SP65ulX54xs6RcbAA409BRp0DIpNT3RmQBAcnAUYrOMe0asJIVD/A0DAEDQsFlXsEyt83xRE8/Z0+k6xhhzYOvgNElTjTHW6yHpkzpri+rExgtoQxsKy3TNQ0tVE7We8e6d0jRj8lilp4Z9zgzoICjCAkDTNWNGrCSF+TIZAIDAoRAbLOfVee4emrm/uiMHTqgbsNYOttYa10OxebZ71F1LBy3aTGlFta6cvVjFZVWe8Ug4pL9NHqseORSKAABAO+CcEUtHLAAAHQ2F2GAZU+d5YRPPqVuw9dywq4ma+u8BzRaNWl234F2t2rTTueaWs0doTL/OPmYFBIT17jAHALSQc0ZsWYOnUYgFACB4mBEbEB5jBZq6udb2Os8LWpBCvprehdtkxpjukrrFedrg1s4D7cOf//2xnl2xyRm/9KsDNLGgr48ZAQFRtF56eLL0zT9KvUclOhsACJY0R0esyiVZeezdK0kKMZoAAIDAoRAbHHnNPK9u8bTJ16jdGKzuKITxxpgZ1trWLsZeI+lnrXxNJKHn39+kO1/4yBn/yuAu+vFpw33MCAiIil3SvAukzSuk+06RzvyzNJJR3wDQatJyPA+nmKjSValypXnHwxRiAQAIGkYToK78xhYYY26o3airSLGZssW1j5u0b8OuExq6BhCvjzbv1A/mL3PG++Zn6C8XjFFKmF9pQFyiUemJq2NFWEmq3i09erm08OZYDADQco4ZsZKULfecWDbrAgAgeKhaBMd+RdRmdqY22hFrrf1NnU25Oh/w2HN8YTP+bcBTcVmlrpy9WKWVNZ7xzEhYMy8uUOesiM+ZAQHw6m+kD/5R//jrd0rzzo91ywIAWsYxI1aSso17TmyIGbEAAAQOowmCo7mjCdq7uyUtiPOcwZKebINc4LPqmqi+M/cdrd/u/pDyuwlHaFhP71v+ADRg5T+kl29zxytLpRTv22UBAHFwzIiV9syJ3d/l4Wd0XcrDqtiZIf0+L9ZRG8mSeo6QzrirLTMFAABtjEIs2jVr7RZJW+I5x3AbV2Dc/twqvbZ6mzP+3eOH6NSRvXzMCAiIze9Lj1/ljuf1lybMksKp/uUEAEEVcXfEdjK7Y/t11ZGpcmWYSmXYSqm4ZF/AcDMjAADJjnfz4NhvFEHtZlpA0nps6Wea+dpaZ/zEQ3vo+8cP8TEjICDKCqW550tVpd7x1Czp/LlSVhd/8wKAoAqnSCkZnqEs7a5/zFR4XyeS1ZpZAQCABKAQGxyFrXCN5syVBVrduxuK9aPH3nPGD+mRrbvOG8XsNCBeNdXSgkuk4vXuNedMl3oc5ltKANAhOObEZnsUYjNdG3hFMlszIwAAkADtuhBrjPlXonNIIq1RRG2NYi7QIlt2lGvqA4tVWe29Y3tuRqpmXlyg7DQmqwBxe+Gn0tpX3PGv/680/Jv+5QMAHYVjTmy2qV90zfI4Jik2KxYAACS1dl2IlXRCohNIIgcWUfObeF7dEQZ0xCKhKqprdNWcJdq8w/uWvJCR/nzBaPXvwq15QNyWzZXeutsdH/5N6WvX+5cPAHQkrdIRy98/AAAku3ZbiDXG5CY6h2RirT2wiDqoiacOrvN8TSulA8TNWqv/e+J9Lf3U/X3A/542XMcM6eZjVkBAfLZE+uf33PHuh0pn/U0Ktds/CwAguTk27MoyHjNiKcQCABBY7fkT1yDRoRmvpXWeN3Wzrrqds4taMRcgLrPfXK/5izc44+eM6aPLjx7oY0ZAQOzcJM2/UKpxbP6S0Vma9JDztlkAQCtw/I7NUv3fzRnOzbr4PQ0AQLJrkyGLxpi/qukdmS4FrZFLB7NQ0pja5039/7/uukdaNx2gad74ZJt+8dRKZ/yIg3L1q7NHyhg25wLiUl0hzZ8s7fzCO25C0vi/S/l8yQEAbSol3fNwuirrHfMqzkqSUtmsCwCAZNdWu90cLOn4VrhOUStcoyO5TdINtc/HNfGcPYXbNdZaRhPAdxsKy/StB5eqJmo94906pWn65AKlp4Z9zgxIctZKT/9Q+uxt95qTbpEGH+dfTgDQUQ3/ptR1SKwgm5qh19bt0hPvFepj27veUmbEAgAQXG1ViJ2g2LzRxWre3NF8xQqEnVszqaCz1hYbYxYqtsnZ+MbWG2PqboZ2Y5slBjiUVlTrytmLVVRW5RmPhEP620Vj1TPXu4sEQAMW3SO984A7fsT50peu8S8fAOjIRu7/p/lardOj777vuTTLuAqxjCYAACDZtUkhtrYgOEPSNmvtHc25hjFmjKQXWjezpNTUWa97TJO0RFKeMWa8tbahcQPTan8ubGQd0OqstbpuwbtatWmnc80tZ43Q2P58HwPEbe1r0nM/csd7j5HO+L3EuA8ASIi0FPdWHXTEAgAQXG25WdcLkk5swfmfKP4iZFDU/d+d71zloXa8wJW1LxcYYzxnxRpjpirWNVusWAcz4Ks/v/Sxnl2xyRm/5CsDNHFcXx8zAgKi+FNpwRQpWu0dz+ounTdHSqXTHAASxTVyySiqLOdmXRRiAQBIdm01mkCKjSRo9oZb1toS0wF25qkzHiBPsaLrtAOWTDfGTFfs/8/i2mOLrbXFcrDWPmKMOVHSAklLjDE3Wmtn1P57eZJulzRVsc29JjR0LaAtPP/+Jv3uhY+c8S8P6qIfnz7cx4yAgKgql+ZdIJVt946HUmNF2Nw+/uYFANiPqyPWa/OuvRhNAABA0muzQqy1dq0xpqWbbXWE2+UPHL9QrH0FVylWnL1J+3fJTlAj/99YaxcaYwZKmihpmjHm9jrhhZJOtNYubHbWQDN9tHmnfjB/mTN+UOcM/eXCMUoNt2XDPhBQKWnSiHOlTSskeWyAd/rvpH5H+Z4WAGB/aY6O2Cw5umElKZLZRtkAAAC/tGVHrKy1B7fw/ImtlUt7Za1ts67f2k7XGbUPIOGKyyp15ezFKq2s8YxnpIY18+IC5WdFfM4MCAhjpKN/IHU/THr0CqmiZF9s3BXS2CmJyw0AsJezI9Y1lkCSUjPaKBsAAOAXWs4A+KK6JqrvzH1H67eXOdfcOfEIDe+V42NWQEAdcpJ05UtS10Nir/t/VTrl14nNCQCwl2tGbJqq3CelUIgFACDZUYgF4Ivbn1ul11Zvc8a/+42DderIXj5mBARc14OlKxZKYy+RJs6WwqmJzggAUMvVEdtwIZY7hgAASHZtOpoAACTp8Xc+08zX1jrjJwzvoe+fcIiPGQEdRHqu9M0/JDoLAMABmtcRm95G2QAAAL9QiAXQppZ/VqwbH33PGR/SPVt3nXeEQqE2G5cMAACQWEXrpeUPS9W7papy9SjdqTtS1ylV1fpe1bf3LkszDRRiw2k+JAoAANoShVgAbWbLznJNnb1EldVRz3hOeopmXlygTuncMg0AAAKs5DPp37fsfZktaXxtU+y1VVerRrEXEVdHbChVCjFVDgCAZJfwd3NjzF+NMaMSnQeA1lVRXaOr5yzVph3lnvGQkf58wRgN6Jrlc2ZAAOz4PNEZAADikeoeK1B3HIFzNAFjCQAACISEF2IlTZNUkOgkALQea63+74n3tWR9kXPNTacO19cO6eZjVkBAbHpP+lOBtPDnUrQm0dkAAJqigUJquir3PncXYhlLAABAEDCaAECre+Ct9Zq/eIMzfvboPrrimIE+ZgQEROl2ad4FUlWp9Ppd0qYV0rn3SBl5ic4MANCQJhZiX4keoVMqfq00VWri6O66cGwPqbpCErP0AQAIAgqxAFrVm59s183/XOmMH35Qrm47Z6SM4QMFEJeaKmnBFKn4033HPn5Buud4adJcqdshicsNANCw1AxnKN1USjb2fKcytcr2kyQdk3uwNHioH9kBAACftIfRBAACYkNhma55cIlqotYz3jU7TdMnj1V6atjnzIAAeP4n0rrX6h/f/nGsGLvtY/9zAgA0TRM7YusKhfjSGgCAoKEQC6BVlFVW68rZi1VU5j3bLDVsNH3yGPXKdXeEAHB4Z47037+544O/IXUZ7F8+AID4NNQR6yjEhrl7CACAwKEQC6DFrLW6fsFyrdq007nmlrNGaGz/fB+zAgJiwyLpqR+44z1GSGfdLfGBHQDarwY6YtOM95fYKWF+rwMAEDQUYgG02N0vf6Kn3/vCGZ/y5f46b1w/HzMCAmLHF9L8i6Qa724pZeRLkx6UIln+5gUAiI8xzmKsczQBX7ABABA4FGIBtMi/V23RHc9/6Ix/aVC+fnLGoT5mBAREVXmsCLtrk3fchKWJs6TOA3xNCwDQTHEWYsN8UgMAIHB4ewfQbGu27tJ3570j6703l/rkZejuC8cqlU8SQHyslZ7+obRxsXvNyb+SBn7Nv5wAAC3jmBPrLsTy9xMAAEHDuzuAZtlZXqUrZy/WzvJqz3hGalgzLy5QflbE58yAAHh7hrRsjjs+6iLpqGn+5QMAaDlXR6xxbdbVlskAAIBEoBALIG7RqNUP5r+rT7aWOtf8dsLhOrR3jo9ZAQGx9lXpuZvc8T4F0hl3sjkXACSbuDti+T0PAEDQpCQ6AQDJ5w8vrtbCDzY741d/fbDOOLy3jxkBAVG0Tnp4imRrvOPZPaXz5kgpab6mBQBoBc6D+W/MAAAgAElEQVQZsVV7n/9fymx9ObRSFUpVr7fzpNU5sfOGniqNneJXpgAAoI1QiAUQl3+9v0l/eHG1M37sId103UlDfcwICIjKUmnehdLuQu94OBIrwub08jcvAEDrcHXE1hlN0M9s1vDQp7EXRbUPScof2La5AQAAXzCaAECTfbR5p66dv8wZH9AlU3+cNJpb6YB4WSs9cY20eYV7zRl3SX3H+ZcTAKB1OTpi0+qMJkir0x27/7ncCQEAQBBQiAXQJCVlVZo6e7FKK71vmc6KhDXj4gLlZqb6nBkQAK/9Tlr5hDt+5DRp9EX+5QMAaH1NmBEbMd6boLqKuAAAILlQiAXQqJqo1XfnvaN128uca+48b5QO6dHJx6yAgPjoX9JLt7jjA46RTr7Vv3wAAG3DOSO2bkes98ZdCkfaIiMAAOAzCrEAGnXH8x/qlY+2OuPfO36ITj6sp48ZAQGx9SPp0SskWe94Xj9pwiwpTKc5ACS9VEch1tQtxNIRCwBAkAWmEGuMua49XgtIdk8t/1x/ffkTZ/yE4T30veOH+JgREBDWSk9cLVXs8I6nZkqTHpKyuvibFwCgbaS4RhPsmwsbYUYsAACB1h4KsQslrWmF69xujMlphetI0u2tdB0gqa38fIeuX7DcGR/cLUt3nXeEQmzOBcTPGOns6VLXQ7zjZ90t9Rzpb04AgLbj6oitO5rAUIgFACDIEl6ItdaeZK19qRUuZSR1bvFFjMmtvRbQoRWWVmrqA4u1u8p7c65O6SmaeXGBOqVzyzTQbF0Plq5YKB1yyv7Hj/mhdNjZickJANA2XB2x+40mcBViGU0AAEAQpCQ6gVZULOk3xpgXJBU28xr5kk6UVNRqWQFJqLomqm8/tFSfFe32jBsj/XHSaA3qlu1zZkAApedKk+ZK/75Veu0OacjJ0nE/SXRWAIDW1nuUNOrCWFE1NUMfbq/SP94v0gbbbe8SZyGWzboAAAgE3wqxxpgrFCuQLrTWOgbitdj42kdLFbfCNYCkdduzq/TGJ9ud8etOGqrjhnX3MSMg4EIh6fifSgcVSP2/EnsNAAiWYafHHrXWrvhCf1m+dL8l7hmxdMQCABAEfnbEzlDtttDGmKnW2nvb4N9gpADQQo8t/Uz3vr7WGT9tZE9d8/XBPmYEdCBDT010BgAAn6Slhg84YpXOjFgAAALNz0LsGkmDap//SFJbFGIfkfRCC69xkqRvtEIuQNJZ/lmxfvTYe874sJ6d9NvxR8gYvvMAAABoibSU/e9+iKjavZhCLAAAgeBnIbZYsY5Yo30F2daUK+kGa+26llzEGLNAkvuebCCgtu6s0LQHlqiyOuoZz81I1YzJBcpKC9JoaQAAgMRIP6Aj1jmWQKIQCwBAQPg5hG6h2nZ0gFHzN+nay1pbLEYcoIOprI7qmgeX6IuScs94yEh/uWCM+nXJ9DkzIADWvCKVlyQ6CwBAO3NgR6xzoy6JGbEAAASEn4XY+XVfGGNGtfL1f9OKm4D9ppWuAySFXz61UovWFTnj/3vacB09pKuPGQEB8fky6aGJ0szjpa0fJTobAEA7cmBHbIOF2HCkjbMBAAB+8K0Qa619R9KLdQ5NbOXr/6g9Xgto7+a9/akeeGu9M37WqN66/OiBPmYEBETpNmn+RVJ1ubR9tTTzG9KHzyY6KwBAO1FvRqxroy6JjlgAAALCz45YSRovaa1it/7faIzp5PO/D6COJeuL9H9Pvu+Mj+iTo1+fezibcwHxqqmSFlwilWzYd6xypzR3kvTy7VLUexYzAKDjiKsjlkIsAACB4Gsh1lpbYq0dLOm3kkokFRtj5htjLjfG5PiZC9DRbd5RrqvnLFFljXdBqEtWRNMnF9T7kACgCZ7/ibTuNe/Yy7+SPnza33wAAO1OvY5YVbsXpzCaAACAIEjI9ufW2hsV64gdL2mqpJmSZhhjlur/2bv3+DjrMv//70+SHuiBTlPLSWDpREBOq06Kq66I0MkqnlBIWkBg1bWJp3V/njLWVfer+9Vuou56WJGkuquLIE0CinhAMgURdfHbJh4AASFTARUokE4LbWma5P79Mbmn9yT3PZlJZu575p7X8/HIIzP3557J1aSddN5zzfWRrpd0g2VZfwyiNqAWHByfUMc1Q9r1zEHX9YY6o6++NabnR47wuTIgBH59rfSrq73Xz2qTXvgG/+oBAFSGsf3Svd+Vxg9Ih57TkrH9+lDDvVqsMX1t/E1apDHv29IRCwBAKAQSxNosyxqQNCBJxpi4pDZJ/yyp2xiTkpSU1GdZ1u3BVQmEi2VZ+sT37tFvHk17nvPJN56ul0VX+VgVEBJ/GpJ+8AHv9WPOkt74ZYlxHwBQe8b2STe9J3u1XtI/Tj0b6584V4u8ZsSaOqku0KdtAACgRPyeEevJsqykZVkdlmU1Sjpb0o1Tn7cZYyaMMduNMZuNMecFWylQ3b5918Pq2/Enz/X1a4/XFS/7Kx8rAkLimScym3NNuHeaa8kq6ZLrpIVL/K0LAFAZFnh3tS7WmPdogvpFvIAHAEBIVORLq5ZlDUsaliRjzApJLZLsjtmEMcaaWk9KupWOWaAwv0o9rU/d/HvP9RefENGnLzyTzbmAYo2PSf1/Lz3zF/d1Uy+1fVOKnOhrWQCACtLgPfJpsca8N+tqWFSmggAAgN8qMoh1sixrjzLjC+wRBgSzwBz8OX1A77l2WOOTluv66uWLdPXlzWzOBczFLR+VHvlf7/XXfEZa8yr/6gEAVJ76hsyIgcmZna+LzCENTZ6it419RIt0SIt0SP/6hpO1YsFEZjQBAAAIhYoPYqfLE8yul9ShmcHsVsuyfhNQuUBFeO7QhDqu2aGn97lvArGg3ujqy2M6ZgUbQQBFG/qmtOMb3usvulT6m3f5Vg4AoII1HCGNPTPj8GKN6UlF9NPJl2SPffysddJy/m8GAECYVP3Lq5Zl7bEsa8CyrPVT82WbJL1b0k5J7ZKGjDF/MMYcGWihQEAsy9KmG+/WPX/e63nOpy88U81/1ehjVUBIPPIr6Ycf9l4/7iXSG/6D2X4AgAyPObGLNfPF8np+dwAAEDpVH8ROZ1nWTsuyeiUNSlopySgTzvYGWhgQkG/8fKe+++s/e65f/rITdelLmVsJFG3vY1LfFdKkx0y/paulDd+WFnjPBAQA1BiPObGLjUsQW0cQCwBA2IQuiDXGnG+M2S7paknW1IdRZnwBUFN+/uBT+uyP7vNcP/uklfrkG87wsSIgJMYPZkLYZ59wX69rkNq+Ja043t+6AACVzaMj1m2jLoJYAADCJzRBrCOAHZTUrEz4qqnPw8ps7gXUjEee3q/3fWdYHntz6ZgjF+uqtzZrYUNoHgYAf1iW9MMPSX/a7n3Oa/9NOulv/asJAFAdGooYTUAQCwBA6FTdZl1OU3Nf25XZpCtqH9bhLtg9kjZalnVDMBUCwdg/Nq72a3Yovd/9LdMLG+rUc0WzVi9f5HNlQAjs+Ib062u8119yhXT2O/2rBwBQPTzG1bgFsXXMiAUAIHSqMog1xpyvTPjaah+a+mw5ricsy/qc37UBQbMsSx/p/53uf3zmjry2zW85Sy86IeJjVUBIPPxL6ccJ7/Xnr5Ve/wU25wIAuPPqiHWZEdtARywAAKFTNUGsMeYkZYLXTZLsBMnufpXjeq8yIeweP+sDKsXX7hjRD+9+zHP9HX+7Rhc3M7cSKNqeP0t9V0qT4+7ry46WNlwjNdBpDgDwUERHLKMJAAAIn4oOYqdGD6xXpvs1Zh+e+uzsfh2W1GNZ1hZ/KwQqy+0P7NLnfvKA5/ormlbpY697oY8VASHyq6ulfU+6r9UtkNZfIx15nL81AQCqSxEzYg3vrgAAIHQqMog1xlykTPjq3GDL7n6157/a3a89lmX92vcigQqz86l9ev93fi3LY3Ou50eO0H9eFlNDPZtzAXMS/z9S/ULpzs/PXHv956UT/8bvigAA1carI9Yc0nvrv6fmuj/ooBbooBZI3/tR5l0Wa86RzniLz4UCAIByqIggdqrzNS5pgw7PfZXcRw+kJHVJ6mP8AJDxzHOHtPF/duiZ59zfMr14QZ16r2xW49KFPlcGhEhdvbTuE9IxZ0nfe490aF/mePPbpea3BVoaAKBK5OmI/eu6lM6v/83hg7/5ZeZzXQNBLAAAIRFYEOsYO9CmmZ2vUu7ogZSkAWW6X3f6ViRQBSYnLX2w77d6aNeznud0t75IZxy3wseqgBA7483S806Wrr9MWnaMdEF30BUBAKpFvfuL4g2a0CIdcr8Ns8cBAAiNQIJYY8x2HZ75Kh0OX532KDN6YCujBwBvX77tQQ3+/gnP9Y5zo3rTi5hbCZTU0WdIG2/PbNzVQKc5AKBAde5Pv+o1oYWeQax7Fy0AAKg+QXXENk19nj73NS2pT8x9BQpy672P64vJBz3XX3XKanW+hs25gLJY0hh0BQCAalNX73p4gSa0yHgFsbzgBwBAWAS1a0+7DnfB2p9HJH1W0tWEsMDsHnziGX1g62881/9q1RJ95ZKXqL6OHXcBAAAqQv0C98N5RxPQEQsAQFgE0hFrWdaAMaZZmdmwTZLWKjOqoFuSZYyRpGFJOyQNShq2LOuPQdQKVKI9Bw6p/Zoh7RubcF1fsrBeW65cqxVL3P+zDwAAgAB4jCZYYPKMJqhnRiwAAGER2GZdU12vOZ2vxpgVyoSyUUnNks6W1KFMOJuWlJR0vaRtlmXt9bdioDJMTFr6p+t/rZ1P7fM859/Xv0inHL3cx6qAkEj9VBofk075u6ArAQCEUd1cOmIJYgEACIvAglg3lmXtkbRt6mOLfdwYE5fUImmdpBuUCWaHlQllb6BbFrXkC7c+oJ8+8KTn+vvPf4Fee+axPlYEhMToTqn/bdKBtHT+x6VzPiQZRnsAAEpoTjNiGU0AAEBYVFQQ68WyrKQy3bCSssFsm6R/ltRtjElJulqEsgi5H/zuL7rqpyOe6/HTjtL/Fz/Fx4qAkBjbJ13/VunA7sz12/5Vevx30oVXSYuWBVsbACA8VjVJp1wg1TdkxhTULZDqGnTk5Goded83pXGX27BZFwAAoVEVQex0jmC2wxgTk7RB0ruVG8puYXwBwuS+x/bqI/2/81xvWr1U/7Hhxapjcy6gOJYl3fReade9ucd/f5P01IPSJddKjdFgagMAhMvpF2Y+polK0me+7n4bOmIBAAiNuqALmC/LsoYty0pYlvUCZWbK3ibpc5J2G2OuMsacFGR9QCns3jem9mt26MAh9825li9qUO+Va7V8MZtzAUX7xRele7/rvrbr99Kvv+1vPQCA2jT+nPtxZsQCABAaVR/EOk2Fsh2WZdVJ2iTpEkkjxpgPBVwaMGfjE5N633eG9ejoAdd1Y6QvXfpiNa3m7dNA0R5MSslPea+vOVd69cf8qwcAUJsmxiXL/QV31RPEAgAQFqEKYp0sy+qWtFaSUWZkwS3GmCMDLgso2r/9+H794qGnPdc/1HKKzn/h0T5WBITE0yPSDe+QZLmvR06UWv87M8cPAIBymjjovcZoAgAAQiO0QawkWZaVkpRSJoxtkdQbbEVAcb776z/p6z/f6bl+wZnH6L3nvcDHioCQOPiMdP1l0nN73NcbjpAuuU5ausrfugAAtWk8XxBLRywAAGER6iB2SlSZdic7jAWqwt1/2qOP3nC35/qpRy/X59teJGPYnAsoyuSk9N13SU/e733Om78qHXOWfzUBAGobQSwAADUh1EGsMebDjquWMt2xQFXouuV+HRyfdF1bccQC9V7ZrKWLeMs0ULQ7vyDd/wPv9b/9J+nMi/2rBwAAr426JIJYAABCJNRBrKRu5Q7/2xpUIUCxvvrWmM47dfWM43VG+sqlL9FfrVoaQFVAlXvgx9Ltn/FebzpfWvcv/tUDAICUvyOWzboAAAiNsAex75K0U5mxBDvFjFhUkRVHLNDX//5svW/aDNiPXvBCveqUmQEtgFk89aB0Y7s8N+dauUa6+BtSXb2vZQEAkH+zLoJYAADCItTva7Ysq1dSrzFmhWVZHjuyAJWrvs7ow685Vacfd6Q+3P9bxU87WhvPiQZdFlB9ntsjfedS6eBe9/UFSzObcy1p9LcuAEBt2feU9OivpIlD0uT44Y9H7vK+DUEsAAChEeog1kYIi2r3urOO1clHLdPxK5ewORdQrMlJ6cYO6ekHvc95y9XS0af7VxMAoDY9ca90/WXF3aZ+YXlqAQAAvquJIBYIg5OPXh50CUB1uuPfpD/82Hv9nA9Lp7/Jv3oAALWrbg5Pv0zYp8kBAFA7+K0OAAiv+26W7ujyXj/5NdJ5H/OvHgBAbatfUNz5pl7i3VAAAIQGHbEAgHDadb/03Xd5r696gXRRL5tzAQD8k+93zvkfl+oXSdbE1OzYSf/qAgAAviCIBQCEz4G0dP2l0tiz7usLl2c25zoi4m9dAIDaVpenI/bsjfxeAgAg5BhNAAAIn8fvlp553Hv9ol5p9an+1QMAgJR/RuzkhH91AACAQBDEAgDCZ8050j/cKkVOnLn26k3SC1/nf00AAOSbETs57l8dAAAgEASxAIBwOuYsqf0Oac25h4+d+nrpVZ3B1QQAqG35ZsROHvKvDgAAEAiCWABAeC1plC6/UXr5+6TnnSq95Wqpjl99AICA5B1NQEcsAABhx7NRAEC41TdIr/mMtPE2afGRQVcDAKhl+TbrmiCIBQAg7AhiAQC1YdGyoCsAANQ6OmIBAKhpBLEAAAAA4If6fEEsM2IBAAg7glgAAAAA8AMdsQAA1LQ8/xMAAKCCPX63dNfV0us+Jy1cEnQ1AADMLt+M2B99RDrhb6S6esnUZ0LbZUdJL93oX30AAKCsCGIBANVn/6h0/WVS+hHpsd9Kl3xbWnlS0FUBAJBfvo7YP23PfDg971SCWAAAQoTRBACA6jIxLg28PRPCStITd0u9r5ZGbg+0LAAAZlVXX+T59M0AABAmBLEAgOqy7VNS6qe5xw7slr59kfSLL0uWFUhZAADMypjiwtU6nq4BABAm/GYHAFSPe26Qfvll9zVrUvrzkL/1AABQrHxzYqczRXbQAgCAikYQCwCoDo/fLd30Pu/1o86QLvxqptsIAIBKVVRHLEEsAABhQhALAKh8+0el698qHdrvvr54RWbDrkXL/K0LAIBiFROuMiMWAIBQIYgFAFS2yQlp4B1S+mGPE4x08X9JjVFfywIAYE7qGU0AAECtIogFAFS2bZ+SUrd7r6/7pHRy3L96AACYD0YTAABQs3ivCwCgct1zo/SLL3mvn36h9MoP+FcPAADzddTp0tLVmc7YuobM5l0P/9z9XEPfDAAAYUIQCwCoTI/fI930Xu/1o06XLryKzbkAANXlihtnHhv8pPsLj8yIBQAgVHiJFQBQefaPSltn2ZxrA5tzAQBCYnLC/TijCQAACBWCWABAZZmckG74B2n3Hz1OmNqca1WTn1UBAFA+1qT7cTbrAgAgVAhiAQCVZdunpZHbvNfXfYLNuQAA4UJHLAAANYEgFgBQOe65UfrFF73XT3uT9MoP+lcPAAB+mBx3P85mXQAAhAq/2QEAleGJe/NvzrX6NOnNX2NzLgBA+FheHbFs1gUAQJgQxAIAgrd/VLr+Mu/NuRatkC65ls25AADhxGgCAABqAkEsACBYkxPSDe/MvzlX6zfYnAsAEF5s1gUAQE0giAUABGvsWWn8Oe/18z8undziXz0AAPiNjlgAAGoCQ4cAAMFavEK68ibp1o9Lv7o6d+20N0rnfCiYugAAKIfdD0sHdmc26JoclyYOSQ8l3c8liAUAIFQIYgEAwatfIF3QJR37Yunmf5ImDkqrX8jmXACA8Lllk/TADws7l9EEAACECqMJAACV48WXSv/wE+moM6RLrpMWLQ+6IgAASqu+iF4YOmIBAAgVOmIBAJXluJdI7/q5VMdrhQCAEKor4ikYHbEAAIQKQSwAoPIQwgIAwqpugffa2e/MbNxlTWQ+H3+2f3UBAICyI4gFAAAAAL94dcT+9Qbp9V/wtxYAAOArWo4AAP6wrKArAAAgeF4zYifH/a0DAAD4jiAWAFB+B3ZL//Ua6Y8/D7oSAACC5dURO3HI3zoAAIDvCGIBAOU1OSHdsFF69FfSt94k3XU13bEAgNrlFcROTvhbBwAA8B1BLACgvG7/rPTQYOayNSHdkpC+927p0IFg6wIAIAieQSwdsQAAhB1BLApijIkYY7qMMYPGmN1TH4NTxyJB1wegQv3++9Kdn595/Lffkf7rtdLex/yvCQCAIHkGscyIBQAg7AhiMStjTFzSzqmrHZLWSGqTlJbUKWm3MaYzoPIAVKpd92c6X70c2i8tXOpfPQAAVIL6Be7HmRELAEDoebwcC2QYY6KS+iWtsyxr2LGUlJQ0xrRL6pHUZYxZZVlWIog6AVSYA2np+suksWfd1xcdKV1ynbT4SH/rAgAgaMyIBQCgZtERi9n0SNo8LYTNsiyrV5K91jkV3AKoZZOT0o3t0uiI9zkX9UrPO9m/mgAAqBTMiAUAoGbREYvZxCXFjTGyLKvb45yeqQ9JapXkdR6AWvDTzdKDP/Fef/XHpFMv8K8eAAAqiVcQ+6ft0v/bIpk6qa5eMvXSCS+VVp/qb30AAKBsCGLhadomXB3yDlh3OC43la8iABXvvpuln+V5LebU10uv+oh/9QAAUGm8ZsRK0o8+nHv9dZ8niAUAIEQYTQBPlmWlJQ0osylXV55TGx2X02UtCkDl2nW/9N13ea+vOll6y9VSHb96AAA1zKsj1o3hdyYAAGHCb/YKZYzpNMbsntaVOpf7aTfGDE3dl/3Rb4yJF3J7y7LaLMtaOTUL1kvMcXn7fOoFUKWe25N/c66Fy9mcCwAAqbggtq6+fHUAAADfEcRWGGNM1BgzqEwHakS53abF3E/MGLNbUkJSz1SYulJSs6RRSYNTgey8gt4pHVOfU5ZlDZTg/gBUk0I351p9in81AQBQqYoKYpkkBwBAmPCbPUBTIehaSVFlZqvGldtdOtf7jUsalJSS1Dw1YkCSZFlWSlKHMWZImQ22YsaYnHOK/FpdU/VLUtv8KgdQle74N+kPt3ivn/tR6YWv868eAAAqWVGjCeiIBQAgTOiIDdZaZQLTLmUC2KQygeyc56xOhbv9U1fbvALWqVEDvcqEqNvm+LVaJXUqU2+zZVnDc7kfAFXsvh9Id+QZIX3KBdK5Cf/qAQCg0uXbrGs6RhMAABAqdMQGyLKspCQz/bgxMw4VY4syIw2GCwhGeyS1K9MV21rMWAFjTEyZwDclqWWq0xZALXnygdk357qoh825AABwKiZcZbMuAABChd/sITLVDds6dTU52/lTQa0doG4q4uvEJQ1JSlqW1UQIC9Sg7OZcz7ivZzfnWuFvXQAAVLq6Yjpi6ZsBACBMCGLDpd1xeXuBt7FD1JgxJpr3TGXHEQxKSliW1eKyXorNvwBUsslJ6cYO6emHvM+5qIfNuQAAcNOwOPNC5ZJV0rJjpCOP9z6X0QQAAIQKL7GGywbH5ULnzDq7WePKzI11NRXCblFmFMGMjltjTKekVZIYCAmE2R1d0h9+7L1+bkJ64ev9qwcAgGpyyt9JH30k99hnny+NPTvzXDbrAgAgVAhiwyXmuDxa4G2cgW2z10nGmHZlAtbmPKMIWpSZO1syxpijJK0u8mZNpawBwDQrni/VL5QmxmaunfJa6dyP+l8TAADVbHLC/TgdsQAAhApBbEi4jBUodG7r047Laz3uu1NSl6RuSa0um4mtUmaDsLhK3w37Hkn/UuL7BDAfsSul1adJfVdIzzx2+PiqF0gX9bI5FwAAxZocdz9OEAsAQKgQxIbHXGezOjtiZ9yHI4SVpM7Z7mxqAzAAYXfC2VL7HVLfldKjd0kLl7E5FwAAc2V5dMQymgAAgFAhiIVTo/PKVJdtl8e5bgrtwgUQBsuPlv7+Zuknm6ToedLqU4OuCACA6mNZkjXpvkZHLAAAoUIQGx45IaplWYVu1uWU0xE7NQt2xhwCn10lqb/I2zRJuqkMtQCYrmGh9PovBF0FAADVyyuEleiIBQAgZAhiw2OuowkqmmVZuyTtKuY2LjNsAQAAgMrkNR9Wkup4ugYAQJiwowoAAAAABGXSYz6sxGgCAABChiA2PHJGERhjQtkhC8An42OZmXUAAKC8vDbqkiTD0zUAAMKE97qEx2gJ7mMuc2UBhM3kpNT/NmlJY2b+a8OioCsCACA8Jielg3synbCT49K+p7zPpSMWAIBQIYgNj1KEqKUIcwFUuzs/Lz3ww8zlXfdJG66Rjjwu2JoAAAiLZx6T/uP0ws5lRiwAAKHCe13CY3qI2ljg7ZwjDOiIBWrdA7dIt3/28PU/75B6zpUe/t/gagIAIEyKCVcNHbEAAIQJQWxIWJY1PUSNFnjTJsflVInKAVCNnnpIunGjpGmzYfftkr71Bul3/YGUBQBAqNQvKPxcRhMAABAqvNclXIYlxaYuF7pZl7NzdntpywFQNZ7bK11/mXRwr/t6w2LpmDP9rQkAgDDKF64uO0Y6+ozM7FhrUlqwxL+6AABA2RHEhktSh4PYQjtinecNlLYcAFVhclL63rulpx7wPufNX5OOOs2/mgAACKu6PB2xl14nPb/Zv1oAAICvGE0QLpsdl88u8DZ2cJuyLIvRBEAtuvML0v0/8F4/50PS6W/yrx4AAMIs34zYiXH/6gAAAL4jiA2RqTmxyamrrbOdb4yJO64mylIUgMr2h59It3/Ge/0FLdJ5/+xfPQAAhF2+IHaSIBYAgDAjiK18hc56tXVISkuSMWa2MLZj6nPSsizGEgC15ukR6QaXzblsK9dIF29hoxAAAEqprk4yHk/DJg/5WwsAAPAVQWxlcoavjZ5nuZgaL7Bx6mq/McZ1Vqwxpl2Zrtm0pLa5FAmgih18Zmpzrj3u6wuWSpdcJx2x0t+6AACoBRS4Wr0AACAASURBVF5dsXTEAgAQamzWFTDHeICIMqFrx7RTeowxPZJSmup0lbRjagyBK8uyBowxLZL6JQ0ZYxKWZfVOfb2IpC5J7cqMMWjLd18AQsiyMptzPXm/9zlvvko6+nT/agIAoJbULZAmxmYeZ0YsAAChRhAbvMFp19M6HLhKmXB2k3K7ZNsk5R0lYFlW0hizRtJ6SR3GmC7HclJSi2VZSfdbAwi1O78g3Xez9/orPyid8Wb/6gEAoNbQEQsAQE0iiA2YZVmmjPedltQ79QEA0h9ulW77v97rL4hL53/cv3oAAKhF9V5BLDNiAQAIM2bEAkCteHpEuuGdyr8519fZnAsAgHLz7Iid8LcOAADgKzpiAaAWHHxGuv6tbM4FAEAlqFvgfvz+H0qLI1JdnWTqpTWvkkzZ3kAHAAB8RhALAGFnWdL33iM9eZ/3OW/+KptzAQDgF693n9x7Y+bD9i/sqQsAQJgwmgAAwu7n/y7d933v9Vd+QDrjLf7VAwBArav36Ih1MvV0wwIAEDIEsQAQZg8lpW3/6r3etE46/xP+1QMAALxnxOacw8x2AADChiAWAMLsqNOl5ze7r608ic25AAAIQiFBrOH3MwAAYUMQCwBhduRx0tt/JMWuzD2+YElmc64ljcHUBQBALSuoI5btPAAACBuCWAAIu4ZF0pu+Ir3hPw7v0nzhV6Wjzwi2LgAAalVBQSxP1QAACBteZgWAWrH2HdJRZ0iP/FI686KgqwEAoHYVulkXAAAIFYJYAKglJ/5N5gMAAASHzboAAKhJvN8FAAAAAPzEZl0AANQkOmIBAAAAwE8bvp35XNcg3d0vff99M89hsy4AAEKH3+4AUO0sSzqwW1rSGHQlAACgEIuWzX4Om3UBABA6/HYHgGr3iy9KX3uF9Oj2oCsBAADFsibcjzOaAACA0CGIBYBq9lBSSn5KeuYx6Zuvk4a+FXRFAACgGJMeQSybdQEAEDoEsQBQrUZT0sA/SLIy1yfGpJvfL/3gA9L4WKClAQCAAnkGsUyRAwAgbAhiAaAaje2Trr9cei49c23Hf0nXrc/MjgUAAJWN0QQAANQMglgAqDaWJd30XmnXvd7nxK6QjPGvJgAAMDeeHbE8VQMAIGz47Q4A1eYXX5Lu/a73+iveL515sX/1AACAuaMjFgCAmkEQCwDVZOQ2adunvNejr5bW/Ytf1QAAgPmaHHc/zoxYAABChyAWAKrF7j9KA++QrEn39ciJUut/S/U8cQMAoGpMevxer6MjFgCAsOHZOgBUg7H9mc25Dux2X284QtpwrbSk0d+6AABA8W7/rPTL/8x0w04cdD+H0QQAAIQOQSwAVDrLkm5+v/TE3d7nvOkr0rF/7V9NAABg7ibHpUP78p9DRywAAKHDaAIAqHR3XSXd3e+9/vL3SX/d5l89AABgfgqZ/0oQCwBA6NARCwCVbOfPpFs/4b2+5lVSPM/mXQAAoPLULfBeW/WCTMfs8mP9qwcAAPiCIBYAKlX6Uan/bZI14b6+4gQ25wIAoBp5dbseF5Pab/e3FgAA4BtGEwBAJTp0QNp6ubT/aff1hsXShm9LS5/nb10AAGD+Gha7H58Y87cOAADgK4JYAKg0liX94IPSY7/xPucNX5SOe7F/NQEAgNJZ4BHEHjrgbx0AAMBXBLEAUGm2f1367XXe6y/tkF58qX/1AACA0vLqiB0/6G8dAADAVwSxAFBJHv6ldMtHvddPfIX0ms/4Vw8AACg9zyCWjlgAAMKMIBYAKsX+Uanv7zM7JbtZfpy0/ltSfZ6dlgEAQOWjIxYAgJpEEAsAleKIldI5H5SMy07K9Qszm3MtO8r/ugAAQGkxIxYAgJpEEAsAlcIY6WXvlq68SVryvNy1139BOr45mLoAAEBpNRzhftyakCYO+VsLAADwDUEsAFSaNedIHXdIx70kc33tO6TYlcHWBAAASqdhkffa+HP+1QEAAHzVEHQBAAAXK46X3n6LdNdXpZf/Y9DVAACAUlrg0RErSY/fLS07WlockZau8q8mAABQdgSxAFCpFiyWzvlQ0FUAAIBSy9cR+98XZD6f/c7MaCIAABAajCYAAAAAAD95zYh1ctu8EwAAVDWCWAAAAADwU76OWFsdb14EACBsCGIBwG+7/xh0BQAAIEj5ZsTa6niqBgBA2PDbHQD89Och6T9fKv34o9LEoaCrAQAAQagvoCOW0QQAAIQOQSwA+OXZJ6WtV0gTB6VffU36nzdnjgEAgNpSVzd7GFtHEAsAQNgQxAKAHyYOSf1vk/b++fCxh38u9Z6b6ZIFAAC1pWFx/nVmxAIAEDoEsQDgh8FPZoLX6fb+WfqvC6Rd9/tfEwAACM6CWYJYRhMAABA6BLEAUG6/3SrddZX3+hlvkVaf6l89AAAgeA2zjSbgqRoAAGHDb3cAKKfHfivd/H7v9WP+WnrjFyVj/KsJAAAE75LrpHf9XFq0wn2djlgAAEKHIBYAymXf09L1l0vjz7mvH9EoXXKttOAIf+sCAADBO+aszEfjSe7rzIgFACB0CGIBoBwmxqWBt0t7HnFfN3VS2zelyIm+lgUAACrM5KT78To6YgEACBuCWAAoh22fknbe4b3e8mkpeq5/9QAAgMpkTbgfZzQBAAChQxALAKV2zw3SL7/svX7mxdLL3+dfPQAAoHJNegSxdMQCABA6BLEAUEqP3yPdlCdkPfpM6U1fYXMuAACQMTnufpwgFgCA0CGIBYBS2T8qbX2rdGi/+/riiLTh29LCpf7WBQAAKhejCQAAqBkEsQBQCpMT0o0bpd1/9DjBSK3fkBrX+FkVAACodGzWBQBAzSCIBYBSuP0z0kNJ7/V1n5ReEPevHgAAUB3oiAUAoGYQxALAfP3+JunOL3ivn36h9MoP+FcPAACoHp4zYhv8rQMAAJQdv90BYD523S997z3e66tPky68is25AABVy7IsTU5OyrKsoEsJl99eJw1fIx3cJy1YNnPdNEjjHiEtAABVzhijuro6mRp7rkwQCwBz9dwe6frLpLFn3dcXrZAuuVZa5PLkCgCACmVZlvbv36+9e/fq2Wef1ThhYHlMnChF3y5FPdYPHSM9+KCvJQEA4CdjjBYsWKAVK1ZoxYoVWrBgQdAllR1BLADM1Y8+Io2OeCwa6eIt0qomX0sCAGCuLMvSrl27tGfPHk1MeMwtRenM1gFUWw1CAIAaZFmWxsbG9OSTT+rJJ5/U0qVLdfTRR2vRokVBl1Y2BLEAMFev3iQ9ca/0xD0z1877mHTKa/yvCQCAObAsS3/5y1+0d+/eoEupHUsa879rpj68T0IBAHCzb98+PfLIIzrppJNC2x3LZl0AMFeNa6R/uFU6szX3+Kmvl875cDA1AQBQJELYSmOkBUukuvqgCwEAwHfj4+N69NFHQ/vuHDpiAWA+Fi6VLv669PyYdOsnpMao9JarpTpe5wIAVIddu3a5hrCLFy/W8uXLtXTpUjU0NNTcZhpl91xaSj8y83hdg3TUyf7XAwCAjyYnJ3Xo0CHt3btXe/fu1eTkZHbt4MGDeuyxx3T88ccHWGF5EMQCwHwZI738vdLRZ0rLj5UWHxl0RQAAFMSyLO3ZsyfnmDFGxx9/vJYtY7PJsqpfINW5hNvGkhp4mgYACL+FCxdq6dKlWr16tR5++GGNjY1l15555hlNTEyovj5c7xChZQsASiV6rrT6lKCrAACgYPv375/x1j9CWJ94dRhbk+7HAQAIqYaGBp1wwgkz3n2zb9++gCoqH4JYAAAAoEZNH0mwePFiQli/mDxPxSzLvzoAAKgACxcu1JIlS3KOPfvsswFVUz4EsQAAAECNmv4EZ/ny5QFVUoPyzdylKxYAUIOmvxhMEAsAtWb3w9L+0aCrAACg5CzL0vj4eM6xpUuXBlRNDcrbEUsQCwCoPdM7YicmJmSF7F0iBLEA4OXgs9J3LpF6z5Ue+13Q1QAAUFLO3YltDWwS5Z+8HbHhetIJAEAh3Dbmcvv/SjUjiAUAN5Ylff990q7fS+lHpG/8nfS7/qCrAgCgZNw6TKZvkoEyoiMWAIAcbv8PoSMWAGrBL78s3fvdw9fHD0g3vlO65WPSxLj37QAAAAoySxAbsieeAACAIBYAZhq5TUr+H/e1u74q3f4ZX8sBAAAhlK/7+KkHpPGD/tUCAAB8QRALAE67/ygNvMP7LYGRv5Je8Y++lgQAAEIo32gCAAAQSvz2BwDb2H5p6+XSgd3u6w1HSJdcKy1p9LcuAAAQPrPN42VeLwAAoUMQCwBSZg7bzf8kPX639zkX/qd0zFn+1QQAAAAAAEKDIBYAJOmur0l393mvv/x90lmt/tUDAABqHB2xAACEDUEsAOz8mXTrx73X17xKin/Kv3oAAAAYTQAAQOgQxAKobelHpf63S9aE+/qKE6TW/5bqG/ytCwAAAAAAhApBLIDadehAZnOu/U+5r9cvkjZcIy19nr91AQAAMJoAAIDQIYgFUJssS/rhh6THfuN9zhu/JB33Ev9qAgAANSbP0zFyWAAAQocgFkBt2v516TfXeq+/tEN68aX+1QMAAGrPkcfmWSSJLVYqldLKlSs1PDwcdCkAALgiiAVQex7+X+mWj3qvn/gK6TWf8a8eAABQmxYuzbNIEFusrq4updNpRSKRoEsBAMAVu88AqC17/yL1XSlNjruvLz9OWv8tqX6Bv3UBAIDaY1nea+SwRevr61MsFlM0Gg26lHlLp9Pq6+vT4OCgUqmUUqlUNmRubGzM/jk3bNigWCzmeh/JZFItLS3Z64ODg4rH40XXsXLlyuz1zs5OdXV1Ff3n6ejoUG9vrySpv79fra2tOevGFP4XPhKJaO3atYrFYuro6Kion3dvb6/6+/vL+jVisdicfgYAKgNBLIDaMX5Q2nqFtG+X+3r9wszmXMuO8rcuAACAGUhii5FMJpVOp7Vhw4agS5mXdDqtRCKRDS3d1tPptFKplCSpu7tbkUhEmzZtUmdnZ86500PX/v7+ooPYvr6+nOsDAwNzCgGd91NsDdOl02klk0klk0l1d3crFotpy5YtnoG0n0ZGRpRMJoMuA0AFYzQBgNrx407pzzu811/3een4tf7VAwAAalyejlgUpaenR5LU3t4ecCVzNzAwoDVr1swIYSORiGKxmOLxuKLR6IzRC/nCW2foOZeAcHBwMOe63ZlbDOdtYrHYrKMjWltb1d/fP+Ojp6dHnZ2dam1tzbmP4eFhNTc3q6Ojo6i6ymHVqlWea5FIJOdjtnWv71O1jd5IJpNauXKl54sLlXKfc9HW1iZjTPYj6HpQHeiIBVAbHkpKQ9/0Xm9+u9T8976VAwAAkH80AR2xhUqn0xoYGFA8Hq+6kMrW3d2tRCKRc6y9vV2JRML1rfepVErJZFJdXV3Z7ti1a2c2FLS1tWUDWHvEQTFv5R8YGJCUCVDtTdD6+vqKCrzt+5BUUMfy2WefPWN0gdf9bt68OVtXb2+vRkdHyz4aIJ/Ozs4ZncleWlpacsLx3bt3l6usQAwPD6unp6ek4WQ57nOukslkzt9toFB0xAKoDU3rpHWflOvb/I5/qXQBc5YAAEClIIQthv2290roiJyLRCKRE8JGo1ENDQ2pp6fHMzSNRqNqb2/XyMhIthvY7dz169fnXC+mK9Z5rnMcwfQu2dls3bo1e3m+YwmcWltbNTQ0lBN8DgwMEI4FIJ1Oq7e3V4lEQm1tbWpqalJzc/O8AtNy3Gcp2Y83lTSjGNWBjlgAtcEY6ZwPSce8SLrhHdJzezLHlx0trf8fqWFRsPUBAIAa5NURSxBbDDuILKSLstLYc05tdghbTGdve3u71q9f7/l292g0mu2a7e/vL7ib1Q5co9FoToBaTNCZTqezHav2iIVSs7uC7boSiURV/l2oZjt27Cj5CyHluM9S6e7uViqVyv6dtv99AYWgIxZAbTk5LrX/VDrqDKmuIRPCHnls0FUBAIBaRA47b6lUSsPDw1U5GzadTqutrS17PRKJFB3COm/rxRlKFtMRawebdgjrDGPtcHU2zq9Xym7Y6TZt2pS9PJc5tigNO7Tv6urSyMhISUaFlOM+58OeySxlXgRpbGwMtB5UHzpiAdSexqj0zkHpkbukE18WdDUAAKBmkcTOl90NW6mdc/ls3rw5JzDs6uoqS8i0YcOGnK7bZDI5ayiaTqezXX7Nzc2Scmeabt26taDuVucYg0Lmw87V9LeHj46OBh7Y1ZJ4PC4r38zrCrnPUti4cWP28qZNm2bMdgZmQ0csgNq0cKn0gnVBVwEAAGrZwb3ux60Jf+uoYgMDA2V7y3u5TR9JUK6u3unfm0JmvNpzdyX3jthCO2vd7qccnPXY4xiAUnNu0NXe3k7YjzmhIxYAAABA0cYnJvXYnueCLqO6pfdJY+Pua4v3S5KOXbFYDfX0z7gZHh5WKpUqeJf6SjJ9w6Fyd9W1trZmA6SBgYGczbfc9Pf3S8oNNZ2B7vDwsNLpdN4gyj7Hvm25QivnW8Wl3DEFQCk5O+9n+zcEeCGIBQAAAFC0x/Y8p3O6bw+6jBDbJUm6s/M8ndC4JOBaKlM1jyWY3pW6fv36sn69lpaWbBCbSqWUSqXydo3aHabT64rH49m1vr6+vF28zi7Vco0lSKVSamtry45RiMfjVRnMo/LZG3RJUmdnJ92wmDNeWgUQHhOHpNQdQVcBAAAQCslkUsYYGWPU1NQ06/kdHR3Z8wsJR7u7u7Pnz6UjtLe3V7FYbE5vQ0+n0+ru7lZzc7NWrlyZ/TM6A8tycn6NcnaL2qYHqvlGCzjXWlpactac12cbcbB169bsZeeGYaUwPDystrY2NTU1ZTcOa21tLWjsAlCsILquh4eHs4+PxpiiNqBramrK3m76v3X7ca+5uXnGpnu9vb1qaWlRU1OT62PywMCAOjo6cu6/qalJzc3N6ujoKGozwFpGRyyA8Bj8pHTXVdIrPyid/3Gprj7oigAAAKpWPB5XJBLJbtw0Wxelcx5oX19ftmPVizOoK7Zj0g4y59INm0gkcuaz2uw/YzKZVDQaVU9PT1nmmk4PVPyYZ2rP0bWDl/7+fs9uVmeYOf3PX+ic2HQ6nf1axc5sHRwc1NNPP+16n6Ojo0omkznfw3L+rAApd4Oucm2qN10sFsvpQN+8eXNB4xDskS1S5t/G9H8XIyMj2X+bo6OjkjKPpxs3bvQMe1OplFpaWrL3O33N/rq9vb2KRCLauXMnHcN5EMQCCIff9WVCWEn6+b9Lj/1Wuvjr0pLGYOsCAACoYvF4PGe2qNfbvp0zQ9PpdDaI89pEa3pQV+xmW3bIW+xb+ltaWnICxGg0qlgspsbGRqVSKe3YsSMbPLe0tKirq6vkb3W3ww9nDX6Ix+PZ73m+ENX+ebt16trHZvsZO++/2J9RMpksqLMuGo2qv7+/KjdqK6VkMjnrix6l0tLSUrZN5SqVc4OuaDTq6+iLRCKR/bfQ29tbUBC7efPmnNsX8jWmvzAVi8Vy3gXhDGEjkYji8Xj2cct+vLTrnG12NAhiAYTBY7+Vvv/+3GMj26TeV0uXXCsdc1YgZQEAAFS7DRs2ZEOIrVu3eoYQdnfr2rVrNTo6quHhYW3dutUzJHN2zxYb1KXTaSWTSbW2thb1hN8ZwkYiEW3ZssX1LfPOYCKRSCgajZb0rfXTu85WrVpVsvvOZ8OGDTmBSzKZnNEtZ4cq9vlunOG818/Y2VXb1tY279rdpFIpNTc3Kx6Pq6Ojo+TjD6rF4OCgL+M0pMzfj1oLYp1d934F3jY78EylUkqn0+rt7c37/U+n0zl/F2b7WXV1dWUfE6PRqLq6umb8OxoYGMg+JsRiMW3bts3zcXdgYIDxIAVgRiyA6rbvaen6y6XxAzPX0g9L37lUGh/zvy4AAIAQcD4pt7te3dhP/ltaWrR27dqcY276+/uzl4sN6np7eyUVN86gt7c3J3DYuXOnZ3DX1dU1I0gsZj7jbKaHGG5vwy+H6R2uboGJMyD3equ/8/vu1blayP146erqkmVZrh8jIyMaHBxUV1dXtiMvmUyqra1NLS0tJf05VYt8369Sf9RayObcoCsejwcy/sLZ1TpbR6z92CjNHsJKh//9xuNxjYyMuD4mbt++PXt506ZNeV/8am1t9T2srkZ0xAKoXhPj0g3vkPY84r5u6qQL/1NqWOhvXQAA1IBjVyzWnZ3nBV1G6B27YnHQJeTMKezr65vxBN+erSopu3lWb29v3rmyzgCv2HBj69atikQiRXVAOsOMnp6eWTtp4/G42tvbs8FGIpEoWcDQ2Jg7Ostt7qKb7u7uvKHtqlWrZn3b9PRRE9ODHTtoyzcuwvnzco6ksNnde9PPLYVoNJqde9nZ2amBgQElEonsW6NXrlypoaGhmh9XgPmbvkFXUAFje3u7EolEzggAr39XzhoL3QAxFovlDdidL25s3769ZjvPS4kgFkD1uu3TUuqn3uvxT0nRV/tUDAAAtaWhvk4nNC4Jugz4oK2tLRucum3y5Ox8jcfjOU/c3ebKOs8v9kl9KpXS8PBwUW+Pdm7u5LZ5jZdEIpENYnt7e0sWxEQikeycVanwILanpyfvuYXMr3SOmrADU2eI6uyQy1e/c+Mve0yEzfnzbWlpyVvPfLW2tqq1tTVn7MS6devYLAjz5tygq7Oz07dZzm42bdqUDVa7urpc/30mk8mc7t1C692yZUve9ZaWluzjoD3apKOjI9DvR7VjNAGA6nTPjdIvvuS9fsZF0iv+0b96AAAAQso5w9Xtrej2fFg7HHB2U9prbudLxY0XkA53fDnnNs7GOQahmA7NaDSaE+bZwWMpuHWV+mH6n985QsBZx2w/F+f69G4653W/uucGBwdzNg9yhmhAsZwbdEUikYI2ySon5wtPzsDVyVljod2w9maF+bS2tuY8bnR3d6upqUkrV65UW1uburu7S/rYWAsIYgFUnyfulW56r/f6UWdkRhIY419NAAAAIWXvkm1zhrHpdDr7JNzZ/WgHdW4ho/P2xQZ1vb29BYUHTs7QwrkTeCGcYwQK7VwtxPROUWcg6mVkZGTGzM5iu3SnjxxwhqbFjIvw+vvgvG6PEfCLM3waGBioyXmxKA3n36VoNKpEIuH5sWPHjuy5/f39OWteM5SLFYlEcsLY6f/u7Q0M7XMLfcGp0PMGBwdnPFbbG4MlEgk1NzerqampZH/esGM0AYDqsn9Uuv4y6dB+9/XFEemSb0sLl/pbFwAAQIhNH09gP4H3ClWdT/Cdc2WdYwKKnR9q33bTpk1z+0NofhtjjY6Ozvm20znnPkqZbja/dqPfsGFDzlgBmx3KTt/Uy419jj230h5xMJ/Zv/M1/eulUilmxWJOnCH+8PBwwR2fyWRyRhhZqn8H00elODtgnS/kFPP4WMz4jv7+fg0PD2vz5s0aHh6e8cJUKpVSS0uLOjs7A+8grnR0xAKoHpMT0o0bpd1/9DjBSBd/Q2pkXg0AAEApOccTOJ/022MGpnc/OsM8Z9el83JbW1tRNdhdYMV20U7fSKoYzvNL3d3pDExSqVTObNVycgZDdpAqKdvZV+i4iOlhuzS/ny8Ab9FoNPvYZ3ej2pwdssW8oLNq1aqiaojFYurv79fIyIh2796twcFBtbe35zw2dnd30xk7C4JYANXj9s9KD+V5UF/3Celkf195BwAAqAXOt7Q7wzv7CbdbOGqHt84n5c7wwBnuFmJgYECxWKzoQNQ5BqCYgGB6F9zatWuL+rqzaW9vzwmJN27c6Mvb6ad3vNrdbcV2KrvNiXV+z/zuiJ3+s62VzYQSiYSMMb58lHvztUrhNgbE68P596ynpydnrdSdoc4Xb+zw1d7AUJr5mFJO9giEnp4ejYyM5PwOoCM2P0YTAKgOv/++dOfnvddPe5P0yg/6Vw8AAECNmf6W9ng8nndzp7a2NvX29uYEt/bnQt7+7mQHuMVs0mVbv3599nbpdFq9vb0FdY0550TG4/GSBxyRSET9/f3ZcCudTmvdunXatm1b2cOU9evXZ9/m7OxinT5DNh+3ObH2Z79DWCk3/CnHz6tStbS0lHR+8WxfC8GJxWKKxWIaHh7Ojmpxvrg1l8fHUunq6srW4pybi5kIYgFUvl33S997t/f66hdKb76KzbkAAADKqLW1NRtODg0NZTey8grvnGHcwMBATudYsYGB3f01lzmqkUhEnZ2d6u7uzn7teDyet2Ny+ttry9XhFY/H1dXVlf2+Dg8Pa926derv7y9rR2dLS0s2iHWGJsUEqPbP3d6Qzfn98nMsQTqdVltbW04YWUsdefF4PJDgG8Ho6urKBuLJZDI7HsYOaUstlUqpsbGxqBc2aqUbfa4YTQCgsj23J7M519iz7uuLVkiXXCctWu5vXQAAADXGOQc2mUxmOynzjRiwA6LBwcGczstixhLYIV+xs2Gdurq6ckKKpqambDA7/Wu1tbXldMN2dnaWddOn6ZvbDA8Pq6mpSYlEIm+n4/DwcM73tBjO76XdXScVPh/W5gwAnX+GYsdOzFV3d7fWrFkzIzSf7efV29ub/Sh0IyaEQ7X/7J0vIg0ODmb/DPPZxDCfnp4erVy5Mu/jkf246awR3uiIBVC5JielGzuk0RHvcy7qlVY1+VcTAABADWttbVV3d7dSqVQ2/MrX/djW1pbdSdwOD4odS2B3bs73bbfbtm1Tc3NzNkxIJBJKJBKKxWJqbGxUKpWaETS0t7f70l3Z2dmpaDSaMye2u7tb3d3d2QA8EolkxzyU4q3o8Xg8+zO076/YAGXDhg3ZQNu+L7vWuRoZGXGd5ZtOpzU6OqqRkRHPzc26urrU2dk569dw/l0qJLjF7Ox/p17cXjRYu3Zt3u99Oe4zDD/7RCKhjo6O7PcnEonM64WqfOyg1348ikQiOS/KOWfU2rWUKxQOC4JYAJXrZ93SH37svf7qj0mnvta/egAAAGqcM3grJLxzzme1zy+2D/cYTQAAIABJREFU67Knpye7Mcx8RCIRjYyM5AQY0sxNuexzt2zZUrZww01ra6vi8bgSiUROfbMFr7FYTBs2bCh6bENLS0tO4FlsQO68jXOTsfl+z+xuxWLYIx6qMVQLi9leKBkYGJgRnre3t2fHjvh1n2HQ3t6uRCKR/Xc3l5EthUokEhodHc0+TqbTaQ0PD3s+bvox47raMZoAQGW6/0fSTzd7r5/6OulVH/GvHgAAAMwI62YL3dzmxxYT1A0PDyuVSpU0aLB3+bZHDth/Hucu4Lt37/Y1hLVFIpHs1+/p6cm+DdlZYzQaVWtrq7q6ujQyMqKhoSF1dnYWHX5M//MVG5DbpgfkfmzoZP+s7O/B4OAgISxqivMxsZwdqPF4XENDQxoZGVFXV9eM+drTHzf5dzg7Y1lW0DUAJWWMOUPSPfb1e+65R2eccUaAFaFo42PSl18i7f2T+/qqk6WN26TFK/ytCwCAEBkfH9eDDz6Yc+zkk09WQwNvmkPlsLtXh4aGeIKPkjJTG/0ODg4y0xJVx+5ob21tVX9/f9DllEy5/m9y77336swzz3QeOtOyrHvndadzREcsgMrTsFC64rvS806ZubZwmXTJtYSwAAAANaCvr0/RaJQQFiVlj2QoxcgLwG/2BoZSebthUR4EsQAq0+pTpHduk174htzjb7laWn1qMDUBAADAN8lkUul0et6bdAHT2fMt169fH3AlQPE2b86M8ONFqupEEAugci0+Ulp/jXT+xyWZzEzY094YdFUAAADwgb3hTjk3okFt2r59u6TZN4MCKpG9mV0ikQi4EswFA6BQMGNMu6Q2SVHH4QFJPZZleW/jCcxHXV0mgF3zaun5vNoHAABQC9LptAYGBhSPx9mBGyWXTCZdN5IDKl0ikVA6nVY0GuVFqipFEItZGWMikoYkNUpqsywr6TjeJWnEGNNhWVZvgGUi7E44O+gKAAAA4JO+vj5JdCyiPHbv3h10CcCsent71d/fr5aWFkUiEQ0NDWW7Ybu6ugKuDnNFEItCbFOmC7bJ2flqWVZaUocxplFSjzEmZYe0AAAAADBX9liC1tbWgCsBgGA0NjYqmUxmN+aytba28thYxZgRi7ymxhHEJA3kGT9gDybp8acqAAAAAGGVSqU0PDzM224B1LRYLKZYLKZoNDMdMhKJqLOzU/39/QFXhvmgIxazsd8LtN3rBMuyUsYYSYoaY+J0xaJg9/1AWnOOtHhF0JUAAACgQgwMDEiS2traAq4EAIITjUY1NDQUdBkoMTpiMRt7evnwLOfZ3bL8bwmFGbld6rtC2nK+9OQDQVcDAACAChKLxRSPx4MuAwCAkiKIhSdjjHMLydFZTreD2GiZykGY7P6jNPB2yZqUnn4oE8bed3PQVQEAAKACdHZ20gUGAAglgtgKZYzpNMbsNsZE5nk/7caYoan7sj/6jTGFvLy81nE5XeCXbJxDmaglY/ulrZdLBxw7lY49mzl22/+VJieCqw0AAAAAAKBMCGIrjDEmaowZlNQlKaI5BpvGmJgxZrcyG2n1WJa10rKslZKaleluHZwKZPMFvXMJgecVHCPkLEu6+Z+kx+92X//Z56SdP/O3JgAAAAAAAB+wWVeApkLQtcq8nb9JUlyHZ7LO537jkgaVGRfQbFlWtpvVsqyUpA5jzJCkHkkxY0zOOXNk357RBPD2q6ulu/u811/2XqnpPP/qAQAAAAAA8AkdscFaq0xg2qVMAJtUJpCdcyg6Fe72T11t8wpYLcvqldSrTHC6ba5fz8HuhJ1voIuw2nmn9JN/9l4/6Ryp5dP+1QMAAAAAAOAjOmIDZFlWUpKZftyYGYeKsUWZUHTYsqzhWc7tkdSuTFdsq2VZA9PWCVVRGnv+JPW/TbI85r8eebzU+t9SPQ9JAAAAAAAgnOiIDZGpbtjWqavJ2c6fCmpTU1c3uZySclyebfarPct2x2xfFzXm0HOZjbj2P+W+Xr9I2nCNtGy1v3UBAAAAAAD4iCA2XNodl7cXeBs7bI0ZY3Lmu0517Npmm/1qB7WDBX5d1ALLkn74Qekvv/Y+5w3/IT1/3qORAQAAAAAAKhpBbLhscFwudKyAs+s17rJujzeYLYi112ftxEUN2f516TfXeq+fvVF6yVv9qwcAAAAAACAgDGQMF2db4WiBt3EGts0u6z1THy2Sut3uwBhjf91UAXNpi2KMOUpSse9ZbyplDZijh/9XuuWj3usnvlx6zWf9qwcAAAAAACBABLEhMX2sgHI7XfN52nF57fRFy7J6jTEJSXFjTNSyLLf77Zr63FHg1yzGeyT9SxnuF+W09y9S35XS5Lj7+vJjpbZvSQ0L/a0LAAAAAAAgIIwmCI/ZNtPy4uyI9bqPZmWC3SFjTHZ8gTEmYozpV2akQce0mbKoVeMHMyHsvl3u6/ULpfXXSMuP9rcuAAAAAACAANERC6dGt4OWZaUlNRlj2iV1GWMiOhzg7pDU5NEpi1r0407pT3n2invd56QTzvavHgAAAAAAgApAEBseOSHqVHharLxdtZZl9UrqncP9zsdVkvqLvE2TpJvKUAtmM/TNzIeX5rdlPgAAAAAAAGoMQWx4zHU0QUWzLGuXJI/3uLszxpSpGuT16HbpRx/xXj/+bOkC1/3eAAAAAAAAQo8ZsQDm75knpL4rpIkx9/VlR2fmwjYs8rcuAAAAAACACkEQGx45owim5rgC/vh/PdIzj7mv1TVI6/9HOvJYf2sCAAAAAACoIASx4TFagvuYy1xZQDrvn6VXeYwleO2/SSe+zN96AAAAAAAAKgxBbHiUIkQtRZiLWlRXL53/cWnDt6WFyw4ff/Hl0tnvDK4uAAAAAACACsFmXeExPURtVGHhrHOEAR2xmJ/T3ig97xTp+sukRcul139BYvM0AAAAAAAAgtiwsCwrbXIDr6ikVAE3bXJcLuR8IL/Vp0obb5PG9ksLFgddDQAAAAAAQEVgNEG4DDsuF7pZV6Pj8vYS1oJatngFm3MBAAAAAAA4EMSGS9JxOVrgbZznDZSwFgAAAAAAAABTCGLDZbPj8tkF3iY29TllWRajCQAAAAAAAIAyIIgNEcuy0jrcFds62/nGmLjjaqIsRSE8Hvud9Idbg64CAAAAcJVKpbRy5UoNDw/PfjIAAAEgiK18hc56tXVISkuSMWa2MLZj6nPSsizGEsDbvqel698qXbde+tnnpMnJoCsCAAAAcnR1dSmdTisSKfYpFAAA/mgIugC4cv7PodHzLBeWZaWMMRsl9UvqN8Y0/f/t3X2sY/ld3/HPb+dp2c3OembTLCSBZH1Jod0IFd87KpWaPjC2GkoLCOyZtFGbNu3YIKRSNdW1piD1QRVT39IH/qioPWlYniLm2qSlpQ2tPUALiIoZuwht1AbWzkMJVQR7r3czG8Jmdn79w+f4/ux7bB/fe46PH94v6Wqu7ePj37Gvf+v9+Hu+v6CWA8aYogZVs31JhdMMFmvujYfSz3xQeuWzg8u/8E+l3/0N6Tt+RHr8YrJjAwAAADz7+/vKZDJKp8MulxGNfr+v/f19NZtN9Xo99Xq9YSB8+fLl4ZiuX7+uTCYTuI9Wq6VcLje83Gw2lc1mA7edNo5Lly4NL+/u7qpSqcx9PKVSSbVaTZJUr9eVz4/W9xhjQu8rlUppZ2dHmUxGpVJp4a/NNLVaTfV6PdbHyGQyJ3oNAKwvgtiEOe0BUhqErqWxTarGmKqknrxKV0n3vTYEgay1DWNMToMwtm2MKVtra97jpSRVJBU1aGNQmLYvQL/wT6TeL41e939+Tvrwb0nv+6j05nclMiwAAADA12q11O/3df369YU9Zr/fV7lcHoaWQbf3+331eoO6mL29PaVSKd28eVO7u7sj246HrvV6fe4gdn9/f+Ryo9E4UQjo7mfeMYzr9/tqtVpqtVra29tTJpPR7du3JwbSi9TtdtVqtWZvCAARIohNXnPscl9Hgas0CGdvarRKtiBpaisBa23LGPOcpGuSSsYY97/ALUk5ay3/1cF0L35M+tUfDr7t939L+tV/LX37v1nsmAAAAIAx1WpVklQsFhfyeI1GQzdu3FC/P1rTkkqllE6ndfnyZfV6PR0cHIxs44e3qVTq2Fiz2ewwGDxJQNhsjv6vpVuZG5Z/H2lQzTnrvvl8PjD8Pjg4ULfbVa/XG4bkktTpdLS9va1isTh8zZLyzDPPTLxt/LiDXudx49tM2m6Z9Ho9VatVtVqt4WvvVnCPV0PHxa9Ovn//vvr9vtLp9LCK+rRfBgDLhiA2Ydba8Od1zL/vvqSa9wPM5/OfkH72eyff/pbnpW/ZW9x4AAAAgAD9fl+NRkPZbHYhwdfe3p7K5dG1jovFosrlcuCp934YWalUhtWxOzs7x7YrFArDANZvcTDPqfyNxqBWJ5PJDBcs29/fnyuc9vchKVR18ZUrV0KFdY1GQ7du3RqOq1ar6eDgIPbWANPs7u4eq0yeJJfLjYTjh4eHcQ1rYQqFwsjr7et0Oup0Omo0Gkqn06pWq7GFoZ1OR1evXj0WYvt//41GQ/l8Xrdv3176UBsIi8W6ABz3B4fST/9V6ctfDL798ael9/2kdP7JxY4LAAAAGOOfSl8qjXd5i165XB4JYdPptNrttqrV6sTQNJ1Oq1gsqtvtDqtAg7a9du3ayOV5qmLdbd12BONVsrPcuXNn+HuU4Vs+n1e73R4JPhuNRmAQiHj1ej1tbW2NPPf5fH7YU7hYLA5Dz16vp1wuF8vr1Gq1tL29PQxhU6mU8vm8isXiyN9eo9HQ9vZ25I8PJIUgFsCoR29IP3NDOvz0hA2M9F0fkS4vT6N9AAAAbC4/3Iz7NGq/z6nPD2Hn6XdaLBZ1eHgYWN3ntzXwzVMt6geu6XT6WIgVVr/fH1asplKpWPq4ViqVkddpvLIY8er3+9re3h5WZlcqFVlrVa/XValUtLu7q2q1qsPDw5HXqVAoDO8TlULhaM1w/31Rr9dVrVbVbDbV7XaH74derzeyPbDKCGIBjPrFH5RemvLN+Tf/gPQu+vQAAAAgeb1eT51OJ/besP1+fyQISqVSarfbJzpdetp93PBrnopYP3D1Q1g3jPXD1Vncx4uzL+fNmzeHv7s9aRG/Wq02fL6bzebU1gz1en3kbzXKnr6lUmk4jnw+H7hv/4sOfwyNRoPF1bAWCGIBHPnf/0n65R+afPsf+8vSez60uPEAAAAAU/gBTtxtCW7dujUSGFYqlVh6Vo73ZQ0TPPX7/WG1on8Kdy6XG97uthuYxm1jEKY/7EmNt2U4ODiI7bEwand3d66+r+42UYWg/X5ftdrRMja3b9+euG0qlRq53W27AawqFusCMPB7n5T+/XdPvv3NXyd9x49IJrb15QAAAIC5NBqN2E6jd423JIirAnf8OJrN5szAzO+RKwVXxIYN0IL2Ewd3POPtGBC/k1ZyX758OZLHd//O8vn8zLGMV4n3+30W7sJKI4gFIH3plcHiXK8/CL79wkXpfR+VLjy12HEBAIDVcfiZ+PZ98W3SmRD/6/LK56RHD+MZw5uelc49Pnu7L3xeevil0z3WpXec7v4botPpqNfrTT29Ogpu9Z4Uf1/TfD4/bDXQaDRmVgH6vWTdUNMNdDudzszwyt/Gv29cQVe/3x95/tw2BViMeV5bNzSPKjB3K6+vXLkS6j7ZbHY4llarFXs/aCBOBLHApnv0SPpYSXr5pcnbfGdNevPXLm5MAABg9fzwN8S37+/7zXDh5EfeK73y2XjG8IGfk557z+ztGh+UPvMrp3usf/TK6e6/IRbVlsANjiTp2rVrsT6eu0p9r9dTr9ebGoL5AdX4uNzwan9/f2oVrxu4xdWWwF9wyW+jkM1mYw/RcXJuP1kpui8g3L+1sJXsmUxmeL9ms0kQi5VGj1hg0/2PPem3Pj759j93U/q6b1nceAAAALAUWq2WjDEyxmhra2vm9qVSabh9mHB0b29vuP1JQp5araZMJhP7qe1+KCrFWy3qGw9Up7UWcG9z+8KOXx4Pk8e5fWSjDrk6nY4KhYK2traGC4fl8/mZY0JyWq3WyHs4n89H9j5zw92dnZ1Q93HnHz/IP41OpzOce4wxcy0Yt7W1Nbzf+Htzb29P29vb2t7ePrZIXq1WUy6X09bWVuB812g0VCqVRva/tbWl7e1tlUolFipbI1TEApvskz8v/dKtybf/0W+R/gzfUgMAAGyibDarVCo1XAxqVmWm2/txf39/5irrbvg3bxWmH47GXQ07HtAsop+p3/PWD3Lq9frEalY3zBzv6xq2T2y/3x8+1rw9W5vNpl5++eXAfR4cHAx7evrmWSgKi9fr9VStVkd6ImcymWH7i9Mafz+F/VLD7U8bxeJumUxmpGL81q1boRYC89uhSIO/5fG/4263O3wv+eNsNBq6cePGxLC31+spl8sFBsz+dZ1OR7VaTalUSp/61KfokbviCGKBTfX7L0kfuzH59me+VvrOqvQYhfMAAACbKpvNjvQrnXQquduHtN/vD8O9Sacej4d/8y625Ye8cbcJGA99FrWwVDabHT4/00JU/7UJqtT1r5v1erj7n/f5bLVaoSr10um06vV67IuqLbtWqzXzC4qo5HK5UIvKbW9vq9frBQaF+Xxet2/fjmxMUYSo81SvTlMul4d/u7VaLVQQe+vWURFTmCr+crk8EmpLg/elW+HrhrCpVErZbHY4z/hfgvnjZKGy9UAQC2yiP/zCYHGuP3w1+Pbzb5Ku/5T0+NOLHRcAAACWyvXr14dh3507dyYGsX51687Ojg4ODtTpdHTnzp2JwZtbPTtv+Nfv94cL9sQdSoyHPs8880ysj+e7fv36SIDTarWOVd/5IY2/fRA3SJ/0erhVtYVC4dRjD9Lr9bS9va1sNqtSqbSxPT6bzeZIq4s49fv9mUGs+4XIuHw+H1klrPt4pxVFmCtpGHj6IXStVpv6fPX7/ZHXbtZzW6lUhgFqOp1WpVI59nffaDSG7+FMJqO7d+9OnNMajQbtPNYEpW7AprFW+g/fI/3+Jydv8x0/Ir3l6xc3JgAAACwlNzjwq16D+AFFLpcb9n2cFji5Ac+84V+tVpMU36JSrvFQJOg0/DiMV7gGBTBumD3pVH/3OZpUuRpmP5NUKhVZawN/ut2ums2mKpXKsMKv1WqpUCgol8tFVtm4SqY9X1H/hAnt/Gp0/8et+G40Gtra2oo0OD5piBrXFy5uVeusilh/3pFmh7DS0fstm82q2+0Gfvlw79694e83b96cepz5fH5h1dSIFxWxwKb5vU9KL92dfPt7PiT98W9b3HgAAMB6+L7fjG/fF98WbrsP/rz06GE8Y3jTs+G2y39EevileMaQELeX4v7+/rEQwu8fK2kY5tRqtal9Zd1QcN7w786dO0qlUgupqnR7U0rhFwra29ubGto+88wzE6uLfeNtIcaDIj9om9bawX1u3fYRPveU9Kj7tqbT6WEfzd3dXTUaDZXL5eGp1pcuXVK73d74dgVJa7fbx67z+5r2ej0VCgUVi8VIQsDx91NYcYX2xWJR5XJ5pAXApPeBe/xhFxfMZDJTA3H3uO7du7exleKbhiAW2DRv+XrpbzWlO++XDj89etvXZqU///2JDAsAAKy4S+9IegTS0yED2zg9FTKwXSGFQmEYnAYtHOVWzGWz2ZFwIaivrLv9vMFDr9dTp9MJVZEWhVQqNeyz6j9+GNVqdeq26XR6ZhDrtoXwA1M3RHUr7qaN3134y2/p4HNfi1wuN3U8p5XP55XP55XL5YZjv3r1KosPLaF8Pq9sNqvnnntueNp+KpUK1Ud1mihe56j7NN+8eXMYrFYqlcD3U6vVGr6f3R6us8zqr5vL5YaVtn4rklKptLBe1EgGrQmATfSV75Zu/KK0dfXoukvvlL7rw9JjZxIbFgAAAJaP28M16PR2vz+sH2C4FZr+bUHbS/O3F/Cr0kql0lz3O42gqtJFP6402kLAHces59C9fbw6z728qGq8ZrM5shjRjRtTFhBGYsaD1729vYn9ZMM6aUWs29LgpPuYxP1Sxw1cXe7zELYaNp1Oz6z29gNv397enra2tnTp0iUVCoVInnMsH4JYYFM9cVl6f136039POvek9L6PSl9xKelRAQAAYMn4K3n73DDWXezHraj0w7+g4NK9/7zhX61WCxVwRGm8UtQNRCfpdrvHenbOe2r3eMsBNzSdp7XDpNfOvey3EVgUN8xqNBob2S92FYxXnt+6detU+xuviA1bYd7tdifu47RSqdTIcY6/T/3FAf1tw7bwCLtds9k8Ng/6C4OVy2Vtb29ra2trYo9nrB6CWGCTPXZGyv5D6e90pGefT3o0AAAAWFLuglruQluTQlU3hHCDy1ardeKepP59F1kNKw3CKDf8Oe3p2fOYtNiWH8qOL+oVxN3G7Ql7mj69pzX+eGEDOSyeG9BHUZ3p/r2G3Z+7XdQVsdLoFwPuolzS6Px18+bN0PucJzCu1+tqt9vK5/OBX4j0ej3lcrnQ1bhYbgSxAKSnvjLpEQAAAGCJue0J3GDCbzMwXlHphn9uJaf7uxvuhuFXqiWxoI0bwPR6vUhXkp/GDSz9BYUk6f79+5LCt3YICsZP81pgM7ktAk5qZ2dn+Pu9e/dC3ccN6re3t089hnHpdHo4r/jVqD63Qnae3tTPPPPMXGPIZDKq1+vqdrs6PDxUs9lUsVgcmVf39vaojF0DBLEAAAAAgKnc0+TdQNAPBYLCUT+8dYMDN+Bww90wGo2GMplMIgvZjFfF3rhxYyGn049XvHY6nZGq1rCVrEF9Yt0qw0VXxI6HSZuyOFG5XJYxZiE/QYuvneRv1g1Bo3id3HGFCRXd+Uaaf94Iy/2yxQ9f/cUBpeNzQJz8FgjValXdbndkfl1kRT7icTbpAQAAAAAAlt/169eHoUSr1VI2m526YFShUFCtVhsJUvx/w5xS7/ID3EW3JfClUinV6/VhiNTv93X16lXdvXs39nDm2rVrw9Ol3SrW8R6y0wT1ifX/XXQIK42GSdlsdmEBV9JyudzC2jAEBbHb29sji6XNMh6Uzru4XpBisTg8xd7/YmHaeNy+tHH+rWQyGWUyGXU6nWEbFPeLo6TmHmnwfvHH4lfDY3URxALr6PUvSr/8Q9J7PiSdfzLp0QAAAGAN5PP5YYDSbreHvRonBYJuwNdoNEbClnlDDb9CbZ5Tg6OWzWZVqVR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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(spectra[0].freqs,spectra[0].NcalInv,\n",
    "           label='w/o GWB, T={0} yrs'.format(timespan[0]))\n",
    "plt.loglog(spectra2[20].freqs,spectra2[20].NcalInv,'--',\n",
    "           label='w/ GWB, T={0} yrs'.format(timespan[20]))\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel(r'$\\mathcal{N}^{-1}_{\\rm I}$')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(spectra[0].freqs,spectra[0].S_I,label='w/o GWB')\n",
    "plt.loglog(spectra2[0].freqs,spectra2[0].S_I,'--',label='w/ GWB')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel(r'$S_{\\rm I}$')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Senstivity Curves\n",
    "The list of spectra are then the input for the sensitivity curve classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc1a = hsen.GWBSensitivityCurve(spectra)\n",
    "sc1b = hsen.DeterSensitivityCurve(spectra)\n",
    "sc2a = hsen.GWBSensitivityCurve(spectra2)\n",
    "sc2b = hsen.DeterSensitivityCurve(spectra2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1a.freqs,sc1a.S_eff,label='w/o GWB')\n",
    "plt.loglog(sc2a.freqs,sc2a.S_eff,'--',label='w/ GWB')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel(r'Effective Strain Noise PSD, $S_{\\rm eff}$')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1a.freqs,sc1a.h_c)\n",
    "plt.loglog(sc2a.freqs,sc2a.h_c,'--')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel('Characteristic Strain, $h_c$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1a.freqs,sc1a.Omega_gw)\n",
    "plt.loglog(sc2a.freqs,sc2a.Omega_gw,'--')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel('Energy Density, $\\Omega_{gw}$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uvlFBonBK0kFJ78g3OklBUrhRHTyhoCfyJsX6LPciTIIeCK/ubJfwdfd9CiqrxyX1VKVdNO6+FCaCNyv4ceCAmU3nHBYAAAAwtHoZfM4ZfA4Ahl6t7nr3Tf+iq/fdcjopLEmntEY/e+rNesjPPn3b1/VEfeHlB/SiXW8nKVxRpUgMx4WtKhqJ4t8egnjm3N3CNg/b3X1PWNG7GtcrSH4uhFWznTQGY5swsx3tJjKzWTPzlC4z7V5n0MLPdl94dXeV+iwDAAAAvaBiGADK45sPPqqfeP9n9DuzX1Ct7ivu/6I/Rb906vWSpPnHfp/W/+yn9bxLSZlUWSFbSVRdWC3cSPDOdZve3RfMbFFB1fC1CiqpW5nWmSrk1TqU0vP0a1bSZPj/HiX4nAAAAIDK6VAxvPfUVaprRDWNqK4R/dC5z8owMABALz55zzf11gN36eh3Tnac7hMj36eXb7lE21+2QzZSynpR9IDEcDFNRv6/LeFjGonhCTMbb1Wx7O5DnzwNk+I3KaiWnuoQc/T9jQ88MAAAAKCArM3gc3++fKXeW3tF020veczTsggJANCDE48+rLm/+F29+QvPl3dpDHDhk87Ru191iZ771MdlFB2GHT8NFNPVkf+T9imOJkqLfJ7AVQr6NI8r6CPdTjQZvNq2HQAAAEAptWslsdziULHmK09LBgDk5yv/cqe+8tsv1su/9Nu6ZvRvO0579ZZn6K/f/GKSwmhCxXAxTUT+P5rwMdEE8uYUY8laNMk722G6rZH/02qPAQAAAJRKu8RwTSsHIaq36FcJAMiBuw597D163u2/rvV2QpL0X9fcqM/Un6s7/cKmSc89a43e/srv0Q8/n7M+sBKJ4YIxs3hbhKTVsA9E/t+SUjhp2Zh0QnefM7MFSXPuvq/VNGG7iUa7jbbT9crMniTpiT0+bFMarw0AAAAMQvuK4RaJYSqGASB3Dz14TJ9//zXa8uCsZGduX2s1/cHaP9TLT75dD2m9JOn5zxjTu3/sEj3z8etzihbDjsRw8Yz1+bhoxXC/z5GqMIE7rjMV0FvMbELSoru3bZHh7pvNbN7MZiXNSFpo9EwOH39AwXs8KOmaFEN+k6RfTfH5AAAAgFyNtK0YbtFKgophAMjVvXf8ox7zsWu02b/R8v5njdyvt6/9gH721Js1dcUmvfWlz9baUbrIoj0Sw9WUuEJ3EMzsgKQd4dWl2N+bJI2ZmRRU+25v9RxhcnhC0rWSro1UUi9KmpM04+4Lg4gfAAAAKIt71z1XX3uorlHVtUY1jaqmNVbXl/xJK6alYhgA8uH1mm790G/pki+8S+us9Q96DS8a/Zw+vOMCXf7852YUHYqMxHDxNCV1O1XWdpBrxbC770zpeRYkpfJcAAAAQBV95HE/oX/65rcTTVurDzgYAMAKx+7/qr78wV267JFbm1pHtHLn2Vv1tJ/8oC5/8jOyCQ6FR2K4eIaiDURFvVe9D2S3SdLHBhALAAAAsGq9tIeoUTEMAJn67Kf+Wk+ee4u+V51rAk/6qA5d+HO6/NW/rJHRlT3igXZIDAMJufv9ku7v5TFhSwwAAABgKPWSGK7TYxgAMrF88oTm/3i3tn7ljzVinde9X7Gn6KEf2acXTVyRUXQoExLDxdP0M5GZjfXZTgIAAABAxbVKDL9h9OPaYP+qEblGFPQfHpHrvAck6bsyjxEAquQbX/y8jv/Z63TZqc91bR1x67nb9Jw3Xq+nn5frUFIoMBLDxXM0hecgkQwAAABAyy0Sw68ZndX5I99ccfuh45dJenkGUQFANd3+d/u16ZZr9RQ93HG67/hZuvsF/02X/sefkY2MZBQdyojEcPGkkdRNI7kMAAAAoOBaVQzX1CbJ4LUBRwMA1fToww/prg+8SZc+0H2IontHx7Vm5wd12XNekEFkKDsSw8UTT+puVLJkcXTQOiqGU2ZmuyTtanHX+mwjAQAAAJJrVTFcb5MY9jqJYQBI25fuOaT6jT+pS+tf6jrtp5+wU5e84Q909mNINSAdJIYLxt2XYgOajUtaTPDQTZH/k0yP3pwviU7vAAAAKLTnYJAAACAASURBVJRavb7itnqbppbuK6cFAPTH63XNf/R3dfE/v0Nn26mO0x7TuVp80V698KWvzig6VAWJ4WJakDQR/j/WacKIaCfy29INB5KOSLq5xe3rJW3NNhQAAAAgmV4qhkXFMACk4sFHT+kXP3KXfvieT+js0c5J4c+u/R5teO0fa/MzNnWcDugHieFimtOZxPB4wsdEpzuYbjhw9/2S9sdvN7OLJN2ddTwAAABAEpeevE0XjnxHyxpVXSNa1qieO9LmdGYSwwCwand8eUlv+dCCvnz0Ef2TJvU9I4t6mq0cCqrmplueeY0ue+3btWbt2hwiRRWQGC6m6yTtDv9PWo3aSCQvujutJAAAAADorSfeoyesO5ZsYgafA4C+1euuff+0qHf+r8+fPlvjuM7Rz518sz687jc0amfO4PimHq/7//179OIX/VBe4aIi2pwjhGHm7ksKqoYlaUe36c1sW+TqnoEEBQAAAKBwRtRDspeKYQDoy7f+9YRe98Fb9Y5P3LOihc9t/hz9/vKPnr6+sP7FWvsz/1ffQ1IYGShlxbCZXSLpyshNC+7+ybziSShpr+CGKUnzksbMbIe7d2oPMRX+nesyHQAAAIAKGVHyAeUYfA4AevePX/iW/suNd+rbD51oO80f1l6hLaNf0JrnvkwvvHqPbIQ6TmSjlIlhSVsk7ZV0+mcYM1uSdIOkfe5+R16BxUSTwRvbTtWCuy+a2TWSDkg6YGabWrWIMLNJBVXFS5J2riZYAAAAAOUy2kNimIphAEju1KlTeufcvZq5uXs3z2c94Vxt/LG/0cVP77VmEFidsiaG40zSBkk/JWnKzI65+xMyDeBMO4cxBUngqdgkM2Y2I2lRQRJXkg6FbSNacveDZrZdQXJ43sz2uPu+8PXGJE1LmlTQdmJnp+cCAAAAUD1remklQcUwACTytcOf1Xc+9Drd9/B/ULehoV55yXfp119xsc45qyopOgyTss91JsndfcTMrlQwANulam4zkZXZ2PUlnUkAS0Gy+Fo1VxHvlNSx9YO7z5nZBZKuUpD0no7cPSdpu7vPtX400mJmuyTtanHX+mwjAQAAAJIb9Vpw1JQEg88BQFcL/3NGz77tV/Q0e1R71+7T3Scu0Ne0sjZx/bpR/eYrLtYrJ56eQ5RAoJSJYXe/XtL1sdtuknRTPhFJ7p50d6uf516StC+8IB/nS7oi7yAAAACAXoz2UDFstJIAgLYeeei4/t/7J7V56e9O/+A2Zt/Ru9a9R686+cuqafT0tBc97XF696su0fgTz8kpWiBQysQwkIMjkm5ucft6dTtvBAAAAMhDva5R8+7ThRh8DgBau+/uT2vNR9+gzfWvrrjv0pHP62fXfFS/txwM+/T6F1+gPT/0bJ21ZnTFtEDWSAwDKXD3/ZL2x283s4sk3Z11PAAAAEBXvbaGoGIYAJp4va5DN75Dz//c72idLbed7i2jf6V/Xvt8veqqV+vK5z45wwiBzkgMAwAAAEAF1WvLGulheqNiGABOO/7tr+vIH/2ktj786a692u8+6wV6+64f1ZOeRlIYw4XEMAAAAABU0PLyKa3r5QEMPgcAkqR7bvm4Nv7dz+j5OtpxulM+qlsv+Gld/ppf1+gorSMwfEgMAwAAAEAF1WvtT3tuxUgMA6i42vIpzf/Jtdr8xfd37dH+NT1JSy9/n1586ZUZRQf0jsQwAAAAAFTQ8vKp3h5Aj2EAFXb/Vw7rgT95rS49eXfX1hGHHvv9+u43vF9P2/jEbIID+lSIxLCZvUDSlKRt/5+9+46Tqjz///++p26hLAhYEKXYQYGlKIIaC2qMSb6iaIxRsQSMiX5MLGjy85NPEqOCJSYmFhRFTWJBjImJiRE19oIUu6IuIMRC3YVtU+/fHzMLW86ZmYXZaft6Ph77mJlz7nP2wrK677nmuiUN7eTl1lpbFH9OAAAAAMiVeKSTwbCYMQyge3pr4Z80+KXLtb8aUq5rsgEtG3GVDjn5EhlPZ6a4A/lR8IGpMeZySde3vMxnLQAAAABQKmKxznYMEwwD6F5CzQ16a+5FGr9uQdq1Kzx7Kn7KPZpwwNgcVAZkR0EHw8aYoyXNSr5MPbwFyCNjzDRJ0xxOVeS2EgAAACAzsU6OkmDGMIDuZM3yZYo8fLbGx1amXftq3/+nkef9XhWVPbu+MCCLCjoYVmJ8hJQIhY2kOZLmS2m2fQRyb7CkI/JdBAAAAJCpWMw96H0hdqDW2H6Ky6OYPIrLo0DlWNEHB6DkWavFf71V+y+9RhUmlHLpZlupjw6+VhNOmJab2oAsK/Rg+JhWzydba5/JWyVAaislPe9wvELSuNyWAgAAAKQXTzFK4tLIBVqnPm2OTek9UGd0dVEAkEf1oahevusnOm79fWmHmb7vO0C9z5incUP2zU1xQBco9GC4Solu4SWEwihk1tp5kua1P26MGS7p3VzXAwAAAKQTj0Zdz8Xk7bg+znQ/AKXr3f/W6aIHl8psOFCTAkFVunQLx63RqwOnafw5s+X3B3JcJZBdhb5FYk3y8c28VgEAAAAAJSbV5nMxh18VY+TCAEqQtVZzX1qhk257WSvWN6jG7qb/jZzjuHat+uqdY+7XxOm3EAqjJBR6x/ASSUPyXQQAAAAAlJp4LFXHcMdgmI5hAKVmQ31Ilz/6tp79cG2b4wvih2li7F1N8b609djSsoM16Jx7NXLngbkuE+gyhd4x/IgSU13Y4wAAAAAAsijVjOGowyiJGMEwgBLyyqfr9fXfvtghFE4wujpyjlbEd1bYevXyXpdq5OX/Uj9CYZSYgu4YttY+aoxZKqnaGHOStfYv+a4JAAAAAEpB1AT1TnywfIrLq5i8isunmLwm7jhjOGYJhgEUv2gsrt8+87F+/9wnSvVjrUHl+lXFFbri2H00sfrw3BUI5FBBB8NJp0haLOlRY8wsSXOstSvzWxIAAAAAFLf6PvtpSvjajNdbgmEARe7LVR9q9l8X67HPq9KuPfGgXXXtlGPVq8yfg8qA/CjoYNgYc5SkKklzJF0haaakmcaYJUpsTLcxg9tYa+2FXVclAAAAABSfzs4MZpQEgGK27J/3aNjrP9VF8V56SteqQeWO68r8Hv3iW8N16thBMsbkuEogtwo6GJY0W9Lo5HOrxLxhSapOfmWKYBgAAAAAWol2NhgmFwZQhJobt+jdu3+gsRufkCT19DTpl/57dWmkY1S03y49devpo7X3zj1zXSaQF4UeDEvbwuB0x9zwvy8AAAAA0I5bB/Bws1IjPCvkVVye5JdXcfWp31PS+NwWCQA74LMP3pCdf67Gxle3OX6y9yW9FDtQf4kftvXYmYfsqZ99Y3+V+TvOWAdKVaEHwwuVGBkBFDRjzDRJ0xxOVeS2EgAAACAzbh3DR3uW6Cf+Rzsc/6B+hKTLu7gqANhxNh7X4gU3acS7s1RmIo5rrvHfo2XhvbQhOEizTxmp40fskuMqgfwr6GDYWntlvmsAMjRY0hH5LgIAAADIVCwedzwed/mAprHO6wGgkGyuXaeau8/R2PoXU37evNKEdEXVf3TQjLs0sMp53jBQ6go6GAaKyEpJzzscr5A0LrelAAAAAOlFXYYGx+VxPO5RrCvLAYAdtnzR0+r15A80yq5LuS5mjV7bY7omn/Vr+fz+HFUHFB6CYSALrLXzJM1rf9wYM1zSu7muBwAAAEgnbp2D4ZhLMGxc1gNAvsWjUS3649Uas+IO+UzqTzd8qX5ad/wfNHHC8TmqDihcBMMAAAAA0A25zRh2DYbFKAkAhWf9Fyu1dt5ZOjj0VsrREZK0pGKihpx7rw7st3NOagMKHcEwAAAAAHRD3qYNGmFqFJNXMXkUk0dRebWz2eS43mMZJQGgsLz73CMa+PylOkCbU64LWb8W73eZJpx2hYzH+c0voDsiGAYAAACAbmjAfxfq78H/y3i9h83nABSISKhJS++9ROO/fCjt2pVmd0WmzNWhBx2Sg8qA4pKXYNgYc72k0cmX1lrrONjFGHNZNr6ftfbGbNwHAAAAAEpGPNqp5T51bj0AdIXPP31XjQ+erfHRT9Kufa33NzTi/NvVo2fvHFQGFJ98dQwPlTQ5+TzVDgaz05zPFMEwAAAAALRiY50Mhm2kiyoBgMwseeIO7fvmz7WbaU65bost1/tjf6VDvvn9HFUGFKdiGCWRZnR4WmydCwAAAADtdXJmsF8EwwDyo7G+Vh/cPUNjav+VNiX6yLePKk6/TwcPOyA3xQFFLJ/BcG0GaxaIYBcAAAAAss7GOhf00jEMIB8++GKz7rz/T7q58am0ofDLO39PY8+9ScFgWW6KA4pcXoJha+2pGa6b2tW1AAAAAEB3ZOOd6xgO0DEMIIestfrja6v0q398oHB0sIb6vq2LfY87rt2g3lp9xG808ciTc1wlUNyKYZQEAAAAACDbOhkM++kYBpAjtY1hzVzwtp5676utx34bPVkTPO9rnGd5m7VvBcdot2nzNGrXPXJdJlD0CIaBLDDGTJM0zeFURW4rAQAAADIUd958Lm6NPKbjRD+fiSfCZI+3qysD0I0tWrlR//PgUn1e13aDuZi8uiT8Qz0ZvEq9TaMi1qs3hlyoQ878hbxefi4B24NgGMiOwZKOyHcRAAAAQMZcguFGBdVDzY7nbLRZJlDZlVUB6KZicavbnvtEv1m4XHGX3ab+q/66IjJd/xt4UHUn3q6J447ObZFAiSEYBrJjpaTnHY5XSBqX21IAAACA9IxLMNyUIhgOh5oVJBgGkGVf1jXrkoeX6rWajekX7/9NVX77Ug3s1avrCwNKHMEwkAXW2nmS5rU/bowZLundXNcDAAAApBWPOx4OmaDrJZFQk4I9u6ogAN3R208/oHUv3683mi+W5HFdF/B5dPWJB+h7B+8hY0zuCgRKWFEFw8aYwZKOkTSsE5c9ba19tksKAgAAAIBiZZ07hptNmeTyMe5IyLmTGAA6K9RUr7fvuUjj1j0mSfqh93HdGpviuHavAT106+mjtf+udAkD2VQUwbAxppek+UqEwtuDYBgAAAAAWnMZJRFOFQxHCIYB7LjVHy1V9JFpGhdbufXYJb4Fei1+gBbZ/dqs/c64Qfrfbx6gikBRRFhAUXHv0S8QxpghklYoEQqb7fgCAAAAALRj4jHH42FPmes1UTqGAewIa7X4sVvU78/HakirUFiSvMbqlsAf1Fv1kqSeQZ9uPX20rj/5IEJhoIsUw79Z8yX1afW6JvlVK+kUJd7LXpo8ViVpaPLLSnpU0qJcFgsAAAAARcFllETEU+56STRMMAxg+9TXbdTyuedpzOZnXdv4BpoNmu2fo9t3/oVu/W61BvWtyG2RQDdT0MGwMeb7kqq1Lfydaq1d0er8J5KGSLqi9RxhY8x8SVMkbbTWPpbbqgEAAACgCLh0DEd95VLY+RKCYQDb45Ml/1HFE9NVbb9KuS5ujXrscZDmTztYfr8/R9UB3VdBB8OSpiYfayUdZa3d3O58bfKxqt3x8yWdLGm6MWamw3UAAAAA0K15rHMwHPeWaUl8L0XkU8j6FZJfYfkUll/7+nvnuEoAxczGY1r0519o9Me/l984/8xpsVZ99cUxv9XEw76Vo+oAFHowPFaJbuFHXMLdGkmjJfVtfdBaW2eMWZI8d6qku7u6UAAAAAAoKi7BsPH4NCX8S8dzD/UY2pUVASghG79arc/vPVvjmxen3QFqadnBGnTOPI3cebfcFAdAUuFvPtfSCfypy/mNSvx4GeNw7s3kucldUBcAAAAAFDVP3HnGsLw+eT3OKU44Gu/CigCUivde/Ivs7ZM0onlxynVh69PLe12mkZf/S/0IhYGcK/SO4VpJvSUNcznf8hPG6W3r2hTnAAAAAKBbMy4dwzI+BbweNTnMICYYBpBKNBzSknmXavznD6Rdu9rsqoZv3aWJ1YfloDIATgo9GG4ZFeEW7i5MPh7jcG5ou0cAAAAAQAuXYNh6vAr6PWqKOATDMYJhAM6+XPWhtjxwlsZHP0q79vVex2r/8+7UoN59064F0HUKfZREyziIsU4nrbUrlOwMNsac1O50S1jcfmM6AAAAAOj2PA4dwZK2dgw7oWMYgJNl/5yrynu/pr3ThMINtkyvjbxW43/8iHoRCgN5V+jB8J3JxypjzEiXNfOVCI9nG2N6SpIx5nolAmGrRNcxAAAAAKCVZk9QtbZSW2y5mmxAYetNnPB4FPARDANIr7lhs9783Rka9fpP1FNNKdd+7B2m9Wf8W4ec9EMZk2Y3OgA5UdCjJKy1S40xS5UYJzFL0vEOy+6Q9H0lRkbUGmNqtS0UlqRHc1ErAAAAABSTP/S7Wv/ZsK7D8Rl7DFHgg7WO14QYJQEg6dNVn8l33wkaG1+ddu0r/U9T9bm3qKy8IgeVAchUQQfDSVdImilps9PJZHh8lxLhsJXUJ/loJC221l6Vq0LRfRljpkma5nCK/+oBAACgIMXi1vG41+NhlAQAV9ZaPbxotf7viXd1gwZqT697MLxRPVUz8SYdOvm0HFYIIFMFHwxba5+R9EyaNTOSH0P4fvJQnaQ51toru7g8oMVgSUfkuwgAAAAgU9GYczDs8xgFGSUBwMHm5oiueuwd/ePtLyRJP9X5Gmk+1R6ejp8+eMc/Uv3Ovk9jdx+S6zIBZKjgg+FMWWtnSJphjBmS3JQOyKWVkp53OF4haVxuSwEAAADSS9UxPERrVO5ZrYAiCii69bFqU1jSsNwWCqAgLP1sky5+aKlWb9w2S3iLKnRx5CLND/xCfpPY0DJqPXptz+k65Mxr5PP781UugAyUTDDcglAY+WCtnSdpXvvjxpjhkt7NdT0AAABAOtG4c/ev1yOdWX+vxgRe63Duza82SDqpiysDUEjicas7X6jRTf/+SFGHN5SW2b10Y/RUXeV/UF+on9Yff5smTTguD5UC6KyCDoaNMdcln35qrb07r8UAAAAAQAmJuIySCPg8inucu/xMLNyVJQEoMGu3NOvSR97Six+vT7luTuwb2qd/uY468yoduNOAHFUHYEcVdDAsaaqkIZKWSCIYBgAAAIAsCUVjjseDPq/inoDjOYJhoPtY/PrzmvF0WOvrU/97H/B6dOXXD9CUiScquf8TgCLhvKNA4aiRZCRV57sQAAAAACglIZeN5II+j+LeoOM5gmGg9IWbm7To9uka889v6dDG/6RcO6RfpR678FCdO2kIoTBQhAo9GH605YkxhkFWAAAAAJAloYhLMOz3uHYMe+IEw0Ap+/yTd7T6xoka99XDkqRf++dqD/OV49op1QP1xEWTNGJg71yWCCCLCjoYttbOkVSbfDkrn7UAAAAAQCnZKfK5+muTeqleQYVllAiKgz6vrJdgGOhuljxxm6oeOFrDop9uPdbTNOlW/63yK7r1WEXAq5tPHambTx2lHsFCn1AKIJVi+Dd4uqRHJA0zxvzLWnt8vgsCAAAAgKIWi+of9kdSWdvDIevTO5vuVzPBMNBtNG7ZpA/vnq7qun8nhnm2M9JTo8t8D+u66BkaMbCXbj29WkP6Vea+UABZV9Adw5JkrX1U0g1K/HiabIx5wxgzMs9lAQAAAEDxioUcDwdNVD5/UNZlxrCXYBgoKSvefkkbb56QCIVTON/7pC4d49OCHxxKKAyUkILuGDbGjJLUV9JTkkZLOkbSGElLjDE1khYqMWpiQ6r7WGtv7OJSAQAAAKBoRENNrr8M+oJlkkvHsDce6bqiAOSMjce0+OFf66APb1HAxFKuXacqrTnyN7roa8flqDoAuVLQwbCku5UIhFvY5KORNEzS0AzvQzAMAAAAAEnhUKPrL4P+QLnkc+kYtnQMA8Wubv3n+uyeaRrb+Lrj6IjW3gqO0a7n3KfRuwzKTXEAcqrQg2Ep9Y+pND/CJG0LkwEAAAAAksKhZlW4nPMFK1yDYZ+lYxgoZh+++nft9NSPdKA2pVwXsV69MfRHOuR7P5fX681RdQByrdCD4YclvZnvIgAAAACglERCja7n/MFyGYJhoKTEohEtue9yjflsnjwmdf/cf83O2vyNOzRx3FE5qg5AvhR0MGytvSHfNQAAAABAqYk0N7meC5S5B8N+gmGg6Kxd/bE23X+WxkXeT/u56zd6HKV9z5urgX365qY4AHlV0MEwAAAAACD7IuFm13OBYIWMn45hoBS8/e/7NfiVK7WvGlKua7RBLTvwZ5ow5SIZjydH1QHIN4JhAAAAAOhmomH3URLBYJm8LsGwXwTDQDEINdXrnbk/0tj1f0m79lPPYJmp9+rQ/atzUBmAQkIwDAAAAADdTMylY7jZ+hX0e+X1lzmeDxAMAwVv9YeLFZt/jsbGVqVd+8pOUzTqvFtVUdEjB5UBKDQFHQwbY3pJkrV2cyevGyXpGEm11tq7u6I2AAAAAChWsZBzMBxSQGVejzwuHcMBRSVrJZNmUCmAvFiweI0G/u1iHWJSh8K1toeWH3K9Dv36mTmqDEAhKvTBMbWSNhpjzu/kdRdImi1pVvZLAgAAAIDiFos4bz4Xll+SXDuGExeHu6IkADugPhTVjx9epkvnv6XLwudrsy13Xfuef7gaz/2PxhMKA91eQXcMJ23PW9FXSpouqcoYc5K1Nv1QHWAHGGOmSZrmcKoit5UAAAAA6cUjzh3DYZMMhgPuwXA03CSfz7mjGEDuvbOmThc9uEQrNyRmh6+xA3RV5Pv6Q+B3bdbFrNGru5+rg6ddL78/kI9SARSYYgiGO81aW2uMqZE0RNJ3JBEMo6sNlnREvosAAAAAMhF36RiOKBEW+VJ0DIdDzfLR/gDknbVWc19aoVn/+lCRmG1z7h/xQzQx+o6+63tOkvSV+uqrybdq0qQT81EqgAJVksFwUo2koZLYVhO5sFLS8w7HKySNy20pAAAAQGrWZfO5iCcZDKfoGI64XAsgdzbUh3TZ/Lf03EfrXNf8MnqWxnqWq75ikPY4514dtPNuOawQQDEo5WB4aPKxb16rQLdgrZ0naV7748aY4ZLezXU9AAAAQCo2GnI8HjEZBMMuG9cByI1XPl2vSx5aprVbnP89bhH1lOnVw+7XmUdVy+Mt9C2mAORDwQTDxphRKU4PS3O+RV8lAuEZSoyRkKSqHa0NAAAAAEqJjTqHu9FkMOwPlusL21dh61NYfoW17XFQfHu2gQGwo6LhZi2Zd5luWjlMa+P7pFw7qG+5bj29WqMGEYkAcFcwwbCkJZKsw3Ej6YrkV2fZ5H0BAAAAAC1cguGYJ7GpnK/XAB0c+r3jmoUVA7usLADOvlj5ger/eJbGR5frt/5+OiF0nTar0nHtiQftqmunHKheZf4cVwmg2BTaZwlMuy+345l+rZA0NUe1AwAAAEBRMC6jJKLJGcOBFB87D0fjXVITAGdvPXmXes47UntHl0uSdjfrdZ3/LrXvrSvzezTr5AN16+mjCYUBZKSQOobnOBybrsRPuhVKbCaXiVpJGyU9ba1dkKXaAAAAAKBkmJhzMBz3JjqGA74UwXCMYBjIheaGzXpv7gUas/EfHc59w/uGXoo/qwdjR0uS9tulp37/3dHaa0DPXJcJoIgVTDBsrb2g/TFjzPTk0+uttXfnuCQAAAAAKEluHcOxlo7hVMEwHcNAl1v13usyC87VmPga1zU/992vxfF9dMghk/TTE/ZXmd+bwwoBlIKCCYYBAAAAALnhSdMx7PMYGSNZh11gCIaBrmPjcS15dLZGvHejgiaScm2jKdc1k3fV+KNG5Kg6AKWmGIJhtrwFAAAAgGyKOwdONhkMG2MU8HoUcgiBw7FYl5YGdFebN63VirunaUzDy2mTkLcDo9T/7Ps0fuDgnNQGoDQVejA8JvmY6XxhAAAAAEAat+/ySz317ucKKKJgy5cJ6xu77K3DkmsCPpdgmI5hIOs+euMpVf3zBxppN6RcF7UevTr4Ak343i/l87PBHIAdU9DBsLV2ab5rAAAAAIBSE4rGFZdHzQqqWYkuYVkpWr7T1jVBn0dbXK4FkB3xaFSL//hTVa+YI69xmN3Syufqrw3H36bDJhybo+oAlLqCDoYBAAAAANkXijqPgwj6t206F/A6b0BHxzCQHes/r9G6+87WuNDbaUdHvFlxuIadd48O3Kl/booD0C0UbTBsjJkiaZykoZI2Slos6RFr7ea8FgYAAAAABS4UcQ53gz7v1uc7ezfLZzYlx01EFVBEAUXlr+8raVCOKgVK0zvPPKhBL16m/VWfcl2z9Wvx/jN16KmXynic36wBgO2Vt2DYGDPKWrtsO66bIukuSVUOp+80xtxprb1whwsEAAAAgBLlNg4i6NsWPF0X+rX2C37cYc2bay6WNKGrSgNKWri5UW/dc7HGrZ2fdu0Kzx6KnjRXEw8cn4PKAHRHeXm7yRhzsqTFxpiYMWZRJ667XdJ8SX207YMWpt3XDGPMcmNMzyyXDQAAAAAlwXWURKtgOGYCzhdHQ11RElDy1nz8llbfMDGjUPjVqm+q/09e1t6EwgC6UL46hmcpEeJaSXMyucAYc52kGcmXNnl9naSFSnQPj9W2LuK9lBgtsU/2SgYAAACA0uDaMezfNkoi5vE7XxwLd0VJQEl77e9zddCiq1RhUr+xstlW6INx12jCieflqDIA3VnOO4aNMaOVmAtsJdVYa+/K8JqZyWukRCg801rb11p7qrX2WGttX0lXalvgPMwYc1uX/CEAAAAAoIi5zxjOpGO4uStKAkpSfSiqnzy8TLNf3qyAIinXfuDbT3VnP6eDCYUB5Eg+Rkmc1ur5rAyvuSr52BL6TrXW3tB+kbV2tqRj1XasxODtrhQAAAAASpD7KIltHcNRj3MwbOgYBjLyzpo6nfi7F/XY0v9qid1HN0dPcVwXt0Yv73KWhl7+vAYN3S/HVQLozvIRDFe3er4ww2tOUSIQtpIWWmsXuC201i6U1Pq8809eAAAAAOiOrFU06ty52LpjOE4wDGyXeNzqrhdqXWczpgAAIABJREFUNOX2l7VyQ+PW43fEvqWXY8PbrF2vKr191DxNvOBWBYNluS4VQDeXjxnDY5OPtdbalekWG2OObnmqRDCcSZfxtZJOTj4/TdKNnawRAAAAAEpTpEnveL6rWNAopIBC8ie+rF/r6++RtLMkKe51CYbjBMOAm/X1IV36yFt6fvm6Dufi8ujHkQv1T8+V2sls0bKycRp4zr0atfOgPFQKAPkJhquUCHg3Zrh+cusX1tpn011grV1qjGl5ObRT1QEAAABACYuGm+ST5DVWFQqpQsnNsIy02bv19yhZl45hDx3DgKOXPl6vHz+yTOu2uG8wt1Z9dHn0Qp2/X1iHfPdqebxe17UA0NXyEQy3qM1wXcsYCUla0sn7VyW/AAAAAACSws2Nrr8I+gPlW59bl45hDx3DQBuRcEi3P7VEv3llo6xNvXaPvhW6+PQLNWoQUQWA/MvHjOFaJcZCpO3kNcb0brfu4a4qCgAAAAC6g3CoyfWcryyDYJiOYWCrz1d+pJrZh2vSoh/Ja6Mp135r5G76x8WTCIUBFIx8BMM1yccqY0yvNGuPST62fJ4p083qpG0jKzLtTAYAAACAkhcJNbqe8wcrtj6nYxhIbfGT96jHvV/TvtEPVe35RD/xPeq4rtzv1Q2nHKTffmeUepb5c1wlALjLRzDcOtz9fpq1M1o9r7XWLsvkGxhjRrd6+WamhQEAAABAqYs0u3cMB4LbOoblDTqu8VqCYXRvjQ2b9fpvv6cxb/xYvcy2N1ou8D6hiZ532qw9YNde+vvFkzR17CC12gsJAApCPoLhO5OPRtJsY0xPp0XGmKOV6Bi2ya/OdAuPbfW8M3OJAQAAAKCkRcLNrufaBMM+52DYF49kuySgaNS8+7rW3nSoDt70RIdzHmP1G//t2kl1kqRzJg7WX354qIb175HrMgEgIznffM5au8IYs0DSyUqEw4uNMZOttata1hhjjpL0iBKBsEk+zuzEt2ndafz0jlcNAAAAAKUhGnbvGA6WtQ6GnUdJeC3BMLofG4/r9fk3atT7s1Vm3P8dGGBqdU3ZHxU47V4dvf/OOawQADov58Fw0vlKdAP3krSXpBpjzBIl5g8PlVStbYGwlTTbWrsykxsbY4Ykr5cS4yeezW7pAAAAAFC8Yi4dw83Wr6Dfu/W1cRkl4WOUBLqZug1f6dO55+qQxpe27YDk4v3AgRpz9h80YCChMIDCl5dg2FpblxwVsVCJTeKMEmFuS6DbEgobSfOttVd14vYtoyqspDnZqRgAAAAASkPMpWM4JL96ebalXsbvFgzTMYzu471X/6WdnvqhqrU+5bqYNVo0eIbGnflreX356sEDgM7J208ra+0SY8xYJYLco9XxfTcjaaa19oZM72mMOVnb5hJL0nXZqBVIxxgzTdI0h1MVDscAAACAvHHrGA4r0GZzLI/LjGE/wTC6gVg0qjfuv0rjV90lr7Ep136pfqo94TYdcvBxOaoOALIjr29jWWtrJE02xoyWdJoSYyQkaZGkOdbauk7ecpy2jaOYZa3dnLVigdQGSzoi30UAAAAA6cQjzh3DYeNv89rj0jHsF8EwStuXqz/VhgfO1oTwO2lHRyytnKRh596rXXYakJviACCLCuLzDdbapZKWZuE+V0q60hjTeztCZWBHrJT0vMPxCiXesAAAAAAKQjwScjweVtvN5oy/0nFdmZyvB0rB0n//UUNemanhqk+5LmT9emv4FRp3ymUyHk+OqgOA7CqIYDjbCIWRa9baeZLmtT9ujBku6d1c1wMAAAC4sS4dwxHTLhgOOgfDfsWkaFjyBRzPA8WoubFeb91zkQ5e/1jatas8g2RPnqvxww/OQWUA0HVKMhgGAAAAADizUeeO36inbdDrr+jpeo9YqF5eX9+s1gXky2cfLFJs/nk6OL4q7do3+n5TB557m8p79MpBZQDQtQiGAQAAAKAbsRHnzeei7TqGgxXuwVdz4xZVVhIMo7jZeFyLH7tZI965XmUm9ezsLSrXJwdfq/FfPzdH1QFA1yMYBgAAAIDuJOoSDHvabjZXVrmtY7jBBtWoMjXYMjUpqP7NITkPmgCKw+bmiOb+8U/68Zpfpd1g7iP/fup1xn0aPXi/3BQHADlCMAwAAAAA3YiJOY+SiHv8bV4He++iA5rvUZMCsmq7udZ/ygeqX5dVCHStZatrddGDS7R6Y3/t5vuaTvP9x3Fd3Bq9MWiaxp41S75A0HENABQzgmEAAAAA6EaMy4zhWLuO4cpgQI0qc1zbEI5mvS6gq8XjVnNerNGNT32kaNxKkv4vepbGej7SMM8XbdauVV+tPfZ3OmTiN/NRKgDkhCf9EgAAAABAqTAx51ESMW/bGcPlAa/rPRrDsazWBHS1dVtCOvveN3T9Pz/cGgpLUpPKdHHkIoXstr65peWHyv+jVzWCUBhAiSMYBgAAAIBuxMTCjsfj7TqGAz6P/F7n4asNITqGUTxeWL5OX//ti3rx4/WO59+zgzUrerpC1q9X9r1Koy7/h/r02yXHVQJA7jFKAgAAAAC6EY/LjGHr7ThDtSLgU11TpMNxOoZRDELRmG7410e6+6UVadc+V3WyvnPi93Xo/iNzUBkAFAaCYQAAAADoRrxxl2DY1zEYrgx4HYNhOoZR6NZ88Lpe++udurt2iiTnzvcWU6oH6pffHqEeQSISAN0LP/UAAAAAoBu5Y6ef6s2NaxQ0EQUVUVBhBRXR4QMO1OHt1la4BGV0DKNQ2XhcyxbM0vB3b9QpJqo3vH31SOxIx7WVAa+uOWmEThq9e46rBIDCQDAMAAAAAN3IRttDn6ufZNseH9tjzw5rK102oGsI0zGMwrN5wxf67J5pGt3w2tYm4f/z3a/F8X30qR3YZu2Igb106+nVGtKvMg+VAkBhYPM5AAAAAOhGQlHnbt+gr2MIXBFw6RgO0TGMwrL81ScUvnWCRjS81uZ4hQnpVv/vFdS2TRfPmzREC35wKKEwgG6PjmEAAAAA6EZC0bjj8aC/Y99QZdAryapMYVUopArTrEo1K7jZJ2nfri0UyEAsEtay+y/T6M/ul8dYxzUHeFZppu8h3VZ2vm6cOlJf23dAjqsEgMJEMAwAAAAA3Ugo4hIM+zoGw2fU3qE5wQUdArd3Vh8h6biuKA/I2LpVH6ruj2dqTGR5uv3lNLxXo/45Y6L6967ITXEAUAQIhgEAAACgG+nMKAmP1+fYhemNNma9LqAz3vnXXA157Wfqr6aU65psQG/uP1MTp/5EHi/TNAGgtZIMho0xvST1tdauzHctAAAAAFBIml06hgMOHcPW38NxrT9GMIz8aG7YrPfn/kDVG/+edu0nniGyU+7WYSPG5qAyACg+Bf92mTHm+8aYj40xDyUD33TrT5a0SdInxpgju75CAAAAACgejeGo4/GKQMeOYQWcN+fyx1J3aQJd4bP339DamyZkFAq/2Pdk7XrpS9qbUBgAXBVDx/BMSUMlyVq7Od1ia+0CY8wySaMl3Slpn64tDwAAAACKg7VWDWHnURKVwY6/HpqgczAcjBMMI3dsPK4lf7lZI96+XkETSbl2o+2p5RNm6bDjz8hRdQBQvAo6GE52/w6VZCXN6sSldygRCg8zxhxlrX22K+oDAAAAgGISisYVi3ecGSxJPYIOM4aDzqMkArY5q3UBbupr1+uTuedozJYX0m4w95Z/lPqdNU+HDBqSm+IAoMgVdDAs6bSWJ9bauztx3SNKBMOSNFUSwTAAAACAbq/pv+/p/eA5alCZ6m2ZGlWmepWrwZapp/4kqW+b9Z6yno73KbN0DKPrfbr4WVX+fbpG2XUp10WtR6/sOUMTzrpGfl+hxxwAUDgK/Sfm0ORjTWcustbWGWNqJfWWxEAhAAAAAJAUaqhTHxNShULqb+ranFtTVtZhvb/MuWO4XCEpHpc8Bb9tDYpQPBrV4gd/rtGf3Cafcd4sscXn6q/1x9+mwyccm6PqAKB0FEMwbNXJYDipRlK1toXLAAAAANCthRqct22JWaOKyo7dwb5y545hj6wUbXLdnA7YXuvXrdXau6dqXGhZ2tERb1ZM0tBz79FB/XbOTXEAUGIK/e3dquRj7XZc2xImV6VcBQAAAADdRLjJORhuUJkqyzr2DQXKnTuGJSncuCVrdQGS9MLydTrhjqWqbQynXBeyfr2871WqvvQJ9SUUBoDtVujBcEsgvD1dv9Xt7gEAAAAA3VrUJRhuVJkC3o6/HgYrerneq7mhzvUc0BnhaFzXPfmBzrrnDa1tiOrHkQu10Tq/KbHK7K6VU57QxNOvlMfhn1kAQOYK/afom0p8eKTaGOP+fyTOdmQMBQAAAACUnFiTc5dvkymXMR0/tx+scB4lIUlNdAwjC1asb9Apd7yiO1/Y9qv7V+qrKyIzOqx9tfcJ6vvjl7XvyAm5LBEASlahB8PzWz2/MtOLjDHXtXr5cPbKAQAAAIDiFQ/VOx5vNhWOx8t6uPfnhF3mFQOZemzJGp34uxf19pqO3ecL42N0X3SyJKneluu1UbN0yCV/Vs9eTIsEgGwp9M3nHpF0Z/L5TGPMImvtX1JdYIw5WdLMVofmdFVxAAAAAFBMbMi5yzfkKXc8Xlleqaj1yGfiHc6Fm5xDZiCdLc0RXf34u3p82ecp110bPUO7VVjtc+ovdchew3NUHQB0HwXdMWytrVOiU7jlM02PGmMeMsaMar/WGDPYGPOwEmGylBgjcaW1lrexAQAAAECSXDqGw17njuHygE+NKnM8F3EZSwGk8t4H7+sbv3spbSgsSd+btK8Ov+IR7UkoDABdotA7hmWtnW2MGSfpZCXC3qmSphpjarVtfnB1q0u2hsjW2htyVykAAAAAFDYTcQ6GIy7BsMdj1Kgy9VJjh3PRZoJhZC4ejWjxAz/VqJVzNTBypT6Te9i7U2VAN546UkfuOyCHFQJA91PQHcMtrLVTJd2gROjb8tVHiUC4ut1xSbrTWntaHkoFAAAAgILliXQMeCUp6q90vSZknDuGY82MkkBm1q/5WB/PPkLjVs2R38R0i/8P6iPnD/cetnc//fOSwwiFASAHiiIYliRr7UxJYyU90+pw6zBYkpZImmyt/UEua8OOMcZUGWOeNsbcmX51Rvc7xRizyRjDrgQAAABAK16XjuG4zz0YbvY4B8PWZSwF0No7T9+nwN1HaN/we1uP7WxqNds/R4kPBSf4PEY/PWE/3XfOeA3o6fzPHAAguwp+lERr1tolkiYbY3pLOkbS0OSpWkkLrbUr8lYcOsUYM1SJv3+TJU2XVCVpYZbuO39H7wMAAACUIn/MuWPYBnq4XhP2VEgd955TnGAYKTTX1+r9e3+o6g1/dzw/2btEZ8X/rftjx2nPnSr0u++M1shB9PYAQC4VVTDcIrkp3YJ814HtY4z5VFJfSW9Kejr5eEyWbv90lu4DAAAAlJztC4bLHY+bSENWakLpWbX0GQX+9gNV269SrvuZ78/yHvBNXXrKYeoRLMp4AgCKGj95kXPW2mGtXxtjhrmt7YzkKIqFSnQgAwAAAGgn6BIMm6B7MOy2MZ1c5hWj+4pHQnrnT1dpxIp75DU25do6W6kPx/9aP//G5BxVBwBoj2AYJcEYM12J0RQzRDAMAAAAOCqzTY7HPSmC4ZjPORj20DGMVjaseFub/3yuRkY+brsTkIP3fMPV+3v36uDB++amOACAI4JhFL3kXOGZksYoMaICAAAAgINyl2DYW9bT9ZqYv20wHLFeNahMzZZfJ/Ppgy82a/lXW7TXgB4avlvv/BVirT74640asmyWdlIk5dKYNXpl9/N18NnXKhAI5KhAAICbvPyX3BhzvaTRyZfWWnu8y7rLsvH9rLU3ZuM+KFhPS5pqra01xhAMAwAAAE5iUQUVdjzlK+/letnLu52jmZ9/TQ0KqklliiR/jTx+p110cJcUilSstZq54G098uaarcfOnrCnfvHtETmvpWnDaq2+9xztX78o7dr/aoDWH3urDpvo+Os/ACAP8vUW71BJLYOEUg0emp3mfKYKNhg2xlwh6SpJQ6y1tTtwn+lKjFEY2urwQkl3WmsX7liVhcsYM1/SLGvtknzXAgAAABS0cL3rKV+Fe8ewKvvpC23ucLghHM1GVeikB99Y3SYUlqT7Xl2lr+03QEfuOyBndax44U/q++xM7aMtade+1PN4DT/3do3sQx8PABQST74LyIDZwa+CZIwZaox5WtIsSVXazhEIxphqY8wmJUYp3Gmt7WOt7aPEWIWNkp42xsw3xlRlq/ZCkQzVZa2dk+9aAAAAgEIXaqxzPRescO8Yrgw49xM1hmM7XBM6J9S4WYuefkhO/VPz31ydkxpizVv0wW1naMizF6p3mlB4o+2pF6tv0cSfPKQ+hMIAUHDyORQqk+7YBcpOx3BeJUPZsUp08w6TdIyk6izc9xglxijUSBrTuuPYWlsjaYYxZrGkOyVVG2PG7EhXciExxlRLmmGtHZbvWgAAAIBi0FS/WUGXc2WV7jNqKwJex+MEw7n37uM36zfR3+jswFDdEj1Z/4mPUks/1Isfr1c0FpfP23X9X198vFSxh87U/rH0IfSb/rHqd8ZdOmzw0LRrAQD5kZdg2Fp7aobrpnZ1LTkyVokAt1bSm0qMeJgqabES3cKdlgyb5ydfTnULfK21c4wxYyRNl/SMEp3ERa3Vn31yurUAAAAAEkINHcdBtCivdP+1pDLo1jHMKIlcCjVu1tDlcyVJozw1mhe4Qcvi2wLiLc1RLVtdq7GDs9+Za63V4r/+XsOX/lLlxnlOdYsmG9BLQy/REd+9UgG/85sKAIDCUAyjJIqetXahtdYkxzxMttbOTHb07oi7lAiVl2QwX/fO5GO1MeYUt0XGmKeNMTZLX3e6fZ8smC8pG38NAQAAgG4j1SiJ8h49XM+5dQw3hOgYzqV3n/i9+rSb9dwSEJ/j/Zck6fnl67L+fbc0R3TZn1/RLktvSRsKf2D20scnPanJZ/+MUBgAikA+R0lgOyU7ZlsC3rQby1lrlxhjapQYZXGVpEddls7Sti7kHfVmlu7TRnKucI211u3PAAAAAMDB+j6jNC10oyrUrB6mWZVqUqVCCpqwflUWcL3OfcYwHcO5VFHzT8fjDTaox2MTJSWC4UuP3Tdr3/OTtVs0/YHFqlnXoBpzkR4J/FJ+0/ENgZg1WtjvTE04d5Z6VVZk7fsDALoWwXBxmt7q+aIMr2kJhquNMUOdum2ttWlD5gIwQ9JQY8z0tCulTcZs3X9wKmEyAAAAurP6mF81drfEi1Y7uXg9RrN97h8mTTVjOB638ngKds/vkmHjce0e+tjx3AOxY7VJic0D315Tp/X1IfXr4TZNOnOPL/2v/r/H31V9KPEGwFK7t66PfkdX+//UZt0a9VfNEb/VcUd9Y4e/JwAgtwp6lIQxppcxxn17XPfrRhljLjPGnN8VdRWA01o9z3QzudZB8DFZrCWnrLXDkmM5HL+UmN3covVaQmEAAAB0aw0h5w7fioBXrRoqOp53mTEsSY0Rxknkwro1y9VTTY7nno613df8xY93bJxEXVNEFz+4VJc8vGxrKNxibuwE/Tu2bduaRcEJMjNe0OGEwgBQlAo6GFYi9Ny4HQHvBZJmKzEaoRS1/i//xgyvaR0gF/0GdBnK9K8Nttd/l0gv3iTF+YUAAACg0LUP+Vr0SBH8SlLPsrbnA4qovzZpb7NGW+o2Za0+uPtyufukvg/tHm1eP/fBl9v9fV79dIO+fssL+ttbn7usMLosMkMr7C56adhPVH3Fkxq4627b/f0AAPlVDKMktudzSVcqMW6hyhhzkrX2L1muKW+MMUPbHcp0A7YNrZ6PzVI52ZL9bXO33TfTjuq0jDEDJPXv5GXDsvX9C064QVpwvrTxU+mTZ6Upd0q9d893VQAAAHDRGHZ+M78yTTBcVebTE4Gfqq/ZoirVq9KEtp5btWJXacC3slonOmr+bJnj8ZXxndWgcvVQo470LNNx3kWa8NGHCjW9p2B5z4zvH45EddPCjzXnhRpZm3pt350GqOHUFzVpzwGd+SMAAApQMQTDnWatrU1utjZE0ncklUwwLKlqO69rHZBu7z2yKrmJ3lBt64Aea4ypVmJzuU4Husn7tR6zcYoxZs723MvFhZJ+nqV7Fb9/XZkIhSVp1UvS7YdKJ94ijZiS37oAAADgyK1jOF0w3LsiIJkN2sls6XAutHl9VmpDaoEN7zseH+z5SnP9N2iS5x0Fzba/v++8/FcdeMz30t/YWn3y2hPyLrxaixqnydp9Ui4/er8Buvm0Uepd7u9U/QCAwlTooyR2RI0S3cbV6RZ2Q13VoZsRY8x8Y4yVtEnSM2rb2fuMEpvGWWPM0xne74pW9zsmea9aSVe1ulfRzlUuSO//TVpyf9tjzXXSo+dIj18ohTr+0gAAAID8cpsxXOmyuVwLn9ejzaaH47lI/QbH48iunRudN56TpKO9S9uEwpIUfuevKe/XvGWT3n7i9/rkukO011NnakhspW7036EyhRzX+zxGlx+3r+46ayyhMACUkJLsGE5qGbmQ1xC0C7T582xnN2xeO4attVPTr+rU/WYrMVMaubD5c+mJi93PL/uTtOoV6eS7pd0LbWoJAABA9+UaDKfpGJakBk9PKf5Fh+OxBrb16GoNdRu0q13reG697a1+pq7D8f3qXlDz5g366tOlatz0lfwVvWSsVVPtl4p/8HftW/eKDjKRNtcM9Xypmb6H9Ivo2W2P96vULd8ZpYN2L4gPngIAsqhggmFjzKgUp4elOd+irxKB8AwlxkhIBTI2IYtK7c9TTG6TNL+T1wyTlPrt+mKz7qP0m81tWiHNPVY68ipp0k8kT+ouFAAAAHS9BpcZw+k2n5OkJm9vKd7xuG1i87mutubDRdrX5dyH+/1Ikz76dYfjlWqWbh6qPd1u6rKTzzm+p/Tv+Fi9Gh8uSTrj4D30s2/sr4pAwUQHAIAsKqSf7kskOY25N5KuSH51lk3eF9hh1tq1kpzfqndhzPbsnVjghh0pXfCi9Nh0afXr7utsTHr2mm0b01Xt4b4WAAAAXc6tY7gizSgJSQr5e0uRjsc9zQTDXW3zCudfaetspaq//UNtmXWzepqmrH2/2b45+q7vZv38lIN1zAE7Z+2+AIDCU0jBsOT6vqXr8XRqJGV1bEEBaDM6whhTlcXN1YDM9BksTXtSevEm6flZiRDYzWevSLdPkk68WTrwlJyVCAAAgLYuWHOFLg18rgaVqcGWqUHlqleZmptPlXRgymujwd5SY8fjvhC/inQ1s/Zdx+Org8M0oqJSb/Q8VOPrn8na9/u8x3A9ds549e9PKAwApa6QguE5DsemK9H1u0KJkDcTtZI2SnraWrsgS7UVkmwM8eL/3rDjvD7pazMTHcQLzpdqV7mvDdVJC86TPlkofX22VNYrd3UCAABAkjQg8rl29Xze4fizscPSXhsr6+N4PBDpON8W2dW37n3H45t775d4Mvz/Sa/veDC8ODBW5ogrNP7QY0vzk48AgA4KJhi21l7Q/pgxZnry6fXW2rtzXFKhykaoyw4RyJ5B46ULXpKevFx6+6HUa996UPrsVWnK3dKgcbmpDwAAAJKkYNyh5VeSJ9gz/cUuwXB5dPOOlIQ06tau1tDYCsdznl0TXd7Vk7+r99/8vQ6IfdTp+3+lvvqw//Ha6dAzVT1qAoEwAHQzBRMMI2PtQ92+yiwsbr1pHR3DWWaMmSZpmsOpitxWkidlvRJzhPeeLP39J4kOYTebVkr3HCcdMVM67NJE5zEAAAC6XJltdjzuLeuR9lpvZV/H45VxguGuVPPa3zTa5dwuBx4lSfL5fNr5h//UC/ddooNrn1TQdJwlHbdGVtIWVajW9NZ/e41WYPRpOmjSCTrC7++6PwAAoKAVQyLDW5atWGtr272LO1SZjdkY1up5pmM5kLnBko7IdxF5d+ApiQ7ix6YnOoPd2Jj0n2ulT5+VpsyR+rjulwwAAIBsiMdUIZdguDz9mC9fj50cj/ewDVI8Lnk8O1QeXHzytOPhVWag9txr+NbXO/XdSYf/+AF9tmqFap76g6rWvaGQr5dCQyZr1AnnyuMrk7VWvYJ+VXmMBueofABAYSv0YHhM8pEgs60lkqqTz6tSLWyl9Vv8i7JbDiStlPS8w/EKSd1rZkLVHtK0f0gv3iz957rUG9Otfk26Y5L0jZulg0ptn0gAAIAC0uz+iS5/hfOYiNbKevVzPO5VXLa5TiaDe6Bz4tGI9tr8uuO5Nf0maU+HsQ977DlEe0y/satLAwCUiIIOhq21S/NdQ4FaqG3B8NAMr2m97tHslgNr7TxJ89ofN8YMl+S8jXAp83ilIy5Pbkx3XmJ8hJvQZumx86Uv35KOvSZnJQIAAHQn4S3rFXA559YN3JpbMCxJTZvXq4JgOOtqlj2nveQ8F7p8/+NzXA0AoBQV/Od9jDFpP9dkjDnKGPOUMWaDMWaRMebaTK4rYte1ep5pN2pLkFxjraUDG7mx+9jExnQjv5tmoZH2PjYnJQEAAHRH9ZvWup6rrOqf9vpUa+pr121XTUitdukTjscbbVD7HXJcjqsBAJSigg+GJa00xsSMMbc7nTTGXCfpaUnHSOqjRAA6U1KNMWZk7srMHWttrRJdw5J0Srr1xphjWr2c2SVFAW6CPaWTbpdOuUcK9nZeM/F/pCGH57YuAACAbqSxbr3j8bD1qqp3+ul0VVU7KWqdf31sJBjOusZwVP9e31dbbHmHcx+UV6uiojIPVQEASk1BB8PGmKO1bYZuh6n7yfMzldigrmXAUsvzvpKeyUGZ2ZLprOAWMyTVSpIxJl04PCP5uNBayxgJ5MeIk6UfvCztObHt8V1HSUf+LD81AQAAdBOhzc7hba16qnel25CJbXpVBFQn5zAytGXDDtWGjq5+/D3NqRuvb4av0Xvxths1Nw8+Kk9VAQBKTUEwTaeaAAAgAElEQVQHw5K27kZlrX3M4fydLaeVmJs7TNJeklpmE/cxxpzXpRXumNZhcF/XVQ6S4yC+n3w53xjjOGvYGDNdia7iWrX66wnkRdUg6ewnpKOuljw+yV8hnTxX8qX/ZQQAAADbL1zvHN7WqYeCPm/a670eo82mp+O5iMu9sX0eeG2VFixZI0laaXfVlPAv9EA08SHQqPVoj0NOymd5AIASUtCbz0kaq0Tou7D9CWPMaCU2VLNKzM09tdW5oyVtTL48VdLcri81tVbjHKqUCIFntFtypzHmTkk1SnYCS3ozOTbCkbX2UWPMZEnzJS02xsy01s5Jfr8qSbMkTVfir9/UVPcCcsbjlQ6/TBp6pFT3mdRvr3xXBAAAUPLiDc7hbYMn861ZGjw9pXjH4zGXe6PzHnzjM139eNu9q0MK6OrouXo9vr++vct6TR68d56qAwCUmkIPhls6ap02S2s9N7dNcGytrTXGLFFi3vDYLqqts9qPwqjVtgBYSoTFV6ltF/FUJTqhXVlrFxpjhigRgM8wxsxqdXqhpMnW2g7BOrLLGDNN0jSHUxW5raSI7D4m8ZWpujVS7WppzwldVxMAAECJso2bHI83+jIPhpu8vRyDYTU53xuds2DxGl312Duu55f2Okq/Pv+wHFYEACh1hR4Mt3QEO3W6jmv1fL7D+RolguHOzu7tEtZak37Vdt+7VtKc5BfyY7CkI/JdRMmKx6THZkifvSIddpl0xEzJW+g/vgAAAAqHp9k5vA35M/91KRSokiIO927ig4k7avlXW3TVX9xDYb/X6A9nVKt3hT+HVQEASl0xJyutO4bfzFsVQMJKSc87HK9Q2zcxsD1evkVa9VLi+QuzpZrnpClzpL6Oo7UBAADQjj/kHN5Gg70zvkc00Ftq6HjcF6ZjeEeEojFd/OBShaNO7dgJ/3viARo1qCB6ngAAJaTQg+EaSUOU6BzeKjk6oUrb5gtvdri25RqnMRRAVllr50ma1/64MWa4pHfbH0cn/Hex9Ny1bY+tWSTdcZh0wo3SyO9Ipssa8gEAAEpCMOIcDMfL+mR8D7e1gUjddtUESdbqhn++pw+/3OK65Mqv76czJwzOXU0AgG7Dk+8C0lgoyUg6xpg2W+C23rhticu1Wzem66LaAHS1UL204PtSPNrxXLheevwC6dFzJT6+CAAAkFJ5zKmXRlJ534zvYcs7BsNbbLma4oHtLavbe++vv9Gxi85Xfzl3XV9+3L664IhhOa4KANBdFHrH8NOSpivRHfyMMeZ6JT6Wf3mrNde1v6hdR3H7Td8AFIsPnpA2fpp6zXuPJTqIT7pDGjwpN3UBAAAUmcqYc0eqtzLzYHj9wKN18gflqlUP1doeqlOlovJpr949xG7Xnbfmree0z9Jr5PfE9Pfgz/SD8CVaYvfZev6Y/Qfowq8RCgMAuk5BdwxbaxdIWpF8OUaJTeauUKKL2Ep61Fq7zOHS1h3Fj3ZpkQC6zqjTpVPvl8rSzFOrWy3NO1F6+udSNJyb2gAAAIpFNKwKNTme8vfol/Ftgn0HabHdV5/agdqg3oom+4xqG/n/r85a9+kSVf7lbPlNTJK0s6nVw4Ff6UzvvyVZ9esR1KyTD5JhZBoAoAsVdDCcNFmJjb1Mqy9JWmitPa39YmNMbyXCYytpibV2ZW7KBNAlDvi29INXpCGHp1loE5vU3X20tO6jnJQGAABQDGzjBtdzZb0zD4Z7V/gdj9c2RmSt7XRd3dVXy9+Q/4FvqY/azmb2m5h+5Z+n6/x366ZTR2qnHsH8FAgA6DYKPhi21tZYa4dJmipptqQ5kqZaa49zuaSvpBskPSNpZm6qBNCleg+UzvyrNPmXksf5F5KtvnxbuvNw6Y27JH5BAQAAUNNm92C4vHf/jO/Tp8J5lnA0blUfctgTAh18+f4rKv/zSaqS+2ZzA/Y9VEfsk/nfFwAAtlehzxjeKjlWYkEG61aIQBgoPR6PNPF/Ep3DC86XNnzivjbaLD15mbT8Kenbf5B67py7OgEAAApMfe1XqnA516NP5gFkVbn7G/S1jRH1LEvzBn439/m7L6jXo6ephxpd17zQ4+s68ruXu54HgP+fvfuOjrJa2zj825NKgEDoIDUgLRSpAlIFBBURVCzYsFDsXSzn+B09HsVyPBZQwYZdBCs2BJUiiIqA9Bq6dAiEljb7++OdSICZZFKmJLmvtWbNzN77fXPjWkLyZM+zRYpS2O8YFikOjDHDjDEzT34Ab4U6W4lTqw2MnA3trst77brp8EpnWPV14HOJiIiIhKmjKXu8jh+2MSSUL+/3fXztGAbYcygt37lKk61//kj8lEtzLQovjDyD1iNfw+VSX2EREQmOYrNjWCTM1Qd6hDpEqRFdFi54Hhr3gy9uhSPef9gB4Mhe+GgotL0G+j0JMeWCl1NEREQkDGyr3IXr056hIodIMIdIMKlU4DBRJot7c9kFfLL4MpHERLpIy3SfMrfjwLGijFyibP5jGlWmXkMcvv8bLYhqR8NbPqNCPgr1IiIihaXCsEjR2AjM8jIeB3QIbpRSpMm5cPMvTnF47bTc1y58Bzb+DBe9BrXbByefiIiISBjYmx7Benua8ybHEQwVykQxOh+7U40x1KpYhg17Dp8y95cKw6eyltXfjKX+748SQ4bPZb9Fn0mT2z6lQnltYBARkeAKSWHYGDMGaON5a621/X2su7covp619tmiuI+IL9baicDEk8eNMUnAsmDnKVXKVYOhk2DBGzDtH5B51PfafcnwxjnQ519w1u3BSigiIiISUilH0r2OJ8TlvydwjfhYr4XhHQdy+R6sFMo6lsrqN4bTfPe3ua6bH9OF5rdPIb5s2SAlExEROS5UO4YTgb6e1zaXdU/nMe8vFYZFSjJjoMONUL87fHojbP/T91qb5RSTRUREREqJlCPed6tWyKVnsC81K8bmeGeJ5zC1zD5id+wBmhcsYAmzd+OfHH3vKppnbs513bzY7rS6/WPKxZUJUjIREZETFYdWEoXtvF8UhWURKQ6qNoYbZsCsMTDnObz+7590EbS6LOjRREREREJlv4/CcEF2DHdkJRdFvURNs48aZh9ljXPo3N5tlYFrCxOzRFg3/XVOm/sQlcn9ML45ZXrT7o4PiIuNzXWdiIhIIIWyMJzix5pPUGFXRPIjMhp6PwKN+sCnI+FAjp0a8afBgOecHcYiIiIipYTvVhL53zFcrUwWXSOWn3ov9z7IyoCI/BebSwJ32mFWTryFpO2f5bl2Ztn+dLr9XWJj8v/fX0REpCiFpDBsrb3Uz3VDAp1FREqoel3gpp/hm/thyUfO2KBXoExCaHOJiIiIBFnKUR+tJMrkv4hbtmo9r+MuLFkHtxORUDff9yzuDiYvIPXD60jKyL11RJqN5Kf6d9L76oeIiowIUjoRERHfikMrCRGRgomtABeNh8bnwJ51kNgj1IlEREREgm5/Ee4YrlC9vs+5lB2bqFzKCsPL531D4++vJp7MXNdtoypb+rxC/259c10nIiISTK5QBxARCbgWF0PP0f6vP3YAdiwNXB4RERGRIPJ1+FxC2fzvGK5RrRqHbYzXuYM7N+T7fsXV0fQs/vXlcgZ9mcFqd+1c186P7oQdMZtOKgqLiEiYCevCsDHmSc/jxlBnEZFS5Jv74LWzYe6L4HaHOo2IiIhIofjqMVyQVhIV4qLZQWWvc0f3bsn3/YqjNTtTGTj2ZybO20gGkdyRcQvH7Kn/LTOti+9q3Uqb+76mdq1aIUgqIiKSu3BvJTEEaAAsBF4PcRYRn4wxw4BhXqbigptECm3pFFgyyXk9/Z+w9nsY/CpUyH0niIiIiEg4cqds5ZuskaRElyPFlmM/5UixZUmhPFUjm+T7fsYY9kdWhay/TpnLStlWFJHDlrWWyQu28siXyziWcXzzwHp7Go9nXsXjUW/9PbbdVmZ9jxfpf/aAUEQVERHxS7gXhpOBRKBtqIOI5KE+oAa2xd2BrfD13SeObZwDr3SB85+DlpeEJpeIiIhIAR3es4WaZh81zb5T5lbE/rtA9zwUUx2OnDoeeejUYnFJcSgtk398tpTPF3v/M76X1YdersX0jljE7KizqHPNBLrW0cYCEREJb+FeGJ4C9AEwxgy21n4W4jwivmwEZnkZjwM6BDeKFIjbDZ+NcvoLn+zYAfjkBmf38HnPOIfaiYiIiBQDh/dsobyX8TQbRfmEqgW6Z3pcTa+F4dijOwp0v3C3/K8D3PrBIjbsOZzLKsPojBHcV38bA6+6izIx4f6jtoiISJgXhq21E4wxY4AKwFOACsMSlqy1E4GJJ48bY5KAZcHOIwWw+htnd3BulkyCTfNg8Hiof1ZwcomIiIgUwpE93vv+7rAJVI+PLdhN42vBHi/D6bsKdr8wZTOO8d2MadwxN5r0zNzPnagRH8uYizvQs0m1IKUTEREpvLA+fM5jBGCAhsaY70IdRkRKqKbnw4XjILpc7usObIGJ58P3/4TMtOBkExERESmgDB99f/e4KhMbFVGge0ZV8t4iIcG9D7IyCnTPcJP612q2PNuVnvNvpG7W5lzX9mlWne/u7KaisIiIFDthXxi21k4BnsEpDvc1xvxmjGkd4lgiUtIYA22uglFzoHbHPBZbmPciTOgFO7QhXERERMJYqvf2DqlRBWsjAVC2Sj2v4y4smQe2F/i+4WLTzHdwTehB3bS1lDHpjIt6kVhO3RAQFWH454DmvHZNOyrGRYcgqYiISOGEdSsJY8wZQCVgGtAGp99wO2ChMSYZmAGkAHtzu4+19tkARxWRkqJSIlz3Lfz8HMwcAzbL99pdy+G1XtDrYehyG7gKtutGREREJFCiDnsvDB+NLfju1oo1vReGAfbv2EjVSnULfO9QsumHWT3xVpr+9ekJ401cW/m/yHd4MHP432N1K8UxdmgbWtWuGOyYIiIiRSasC8PA6zgF4WzW82yAhkCin/dRYVhE/BcRCT3uh4Znw6fDYV+y77VZ6TDj/2DNNBj8CiTUD1pMERERkbzEpXnv+5tVtnqB71m9Sg0O2xjKmlN30R7etoKqzbsX+N6hcmDTUlLfu4qmGRu9zl8R+RO/uJP40t2F81vW5MmLWxIfGxXckCIiIkUs7FtJ4BSBT37kNudrrYhI/tRuDyPnQNtr8167eR68chYsfBeszXu9iIiISBBUyPRyShw4B8gVUHxcFOvx3mc4fduSAt83JKxlw/TxRL/Vm9o+isLZ7oqawn8GNmXs0DYqCouISIkQ7juGJwELQh1CREqxmHIw8EVoci58eRsc3u17bfoh+PJWWP0tXPAClCt47z4RERGRQktLpYw96nUqJsF7Ydcfxhh2xDaiVdr6U+ai9ywv8H2DLevwPta9fQtNdn2T59oFEa0pf8VbXNmoYRCSiYiIBEdYF4attc+EOoOICOAUhm+eD1PvgFVf5b529dew9Te44EVoel5w8omIiIicJOvAX/g6AaFs1YIXhgGOVm4Of007Zbzq4bXOp6dMGH94MyuTTT+Mp+IvY2hiD+a6NNO6mFbtenre8CRlY3XAnIiIlCzFoZWEiEh4KFsFLnsPLnwZosvnvvbwbvjoCvjq7uBkExERETnJwV2bfM5VrFanUPeOqdPa63hZexj3ft9fN6TcbrbP+5DtY9pQb95DVMijKLzdVmb2WRM57+ZnVRQWEZESSYVhEZH8MAbaXAk3zYV6Z+W9vsJpgc8kIiIi4kXq7i1ex/fZclSvVLFQ967eqJ3Pud3r/ijUvYuctexZ9BVbn+5Ize9HUTNjc56XzI/swJHrZ3L2ORdiwnn3s4iISCEU68KwMSY+1BlEpJRKqAfXToW+/4YIHztI6pwJZ90Z3FwiIiIiHsf2bfM6vpNKJMQVbgdsk3q12GSreZ07sGFhoe5dZKwlZeVMNv23B1W+uJLax9bmeUm6jWBqzdtofd93NKxXNwghRUREQiesewyfzBhzEXAZ0AeoCFhjzDnW2h9zrOkNvAo0ABpZazeGIquULsaYYcAwL1NxwU0iQeWKgLNuh4Znw2cjYeey43NRZWHwq84aERERkRBwH/BeGE6JqILLVbhdsHHRkWyKaki9zF2nzJkdSwt178I6duQQu79/jqhVn1HjWDL+7o3ebKuzoeeLXNCrf0DziYiIhItiURg2xtQHJgNts4d8rbXW/mCMcXnW3A/cHOh8IkB9oEeoQ0iI1GgBw3+En/4Dc18ELPR/AiolhjqZiIiIlGKuQzu8jh+K8b7TN79SKzSFvb+cMl4hdXWR3N8f1lpW7Uhl3vq9LNt2gOV/HWDD7lQWR42lrEnz6x5pNorpla6gzZWP0qNKpQAnFhERCR9hXxg2xrQBZuDsEDae1+NxCsW+jAY+BkYaY57WrmEJgo3ALC/jcUCH4EaRkIiMgb6PQeP+sHQKtL021IlERESklIs5stPreEaZoikMu2q2gr3O6zQbyVpbmxXuemyJaMg91jpnMxTUgW2kLPmaw1uXQ8YRTFY6JjaeyIqnsTVpJJv3HWHO2j3MWbubnQdPLgAbltv6dDS5F6jd1vBTTE/K93+EAW3b5rpWRESkJAr7wjBOATgBsEBfa+0PQK4HAFhrp+SYHwE8FOCMUspZaycCE08eN8YkActOHpcSrF4X5+GvzHRY8x00u6BwPzyJiIiInKRcxm6v4+5yNYvk/vGNz+LOhTez0tZlva1FZvaPl5lw7eF0qpSLOfECa7Gb5pK25ifSrYtytVvgqtECEhqAywVHU9g3/33S/3iPGodWUBFOaQOx1VZh8KyWeWZb5m5AR5fvwvCsiE64ez5Er7O6F7qthoiISHEV1oVhY8x9QCJOUfjS7KKwnxbitJ7oiwrDIhKuZj0Fc56FpgPgghegbJVQJxIREZGSwJ1Fxax9XqciKtYqki/RuEF9Pnd39Tq3dOsBejX17Ey2lv3zJpL184tUOZpMLBCbY226K5Z0VxniMg9QCXeuX3OfLe9XtqXuBl7HfzFncKDzA/Tu3Y+oiGJ9FruIiEihhXVhGOegOYBka+0n+bw2GacwrCafIhKeNv8KPz/nvF71FWz5DQa+BE104ImIiIgU0uHdRPgossZWql0kX6Jq+RiqlY9hV+qpvXw/X7zNKQxnprHltcups/NHL3dwRLuPEe0+5tfX3Gfj/Vq31B4vDLut4TfTkt1tbqPveRcTG6XDgUVERCD8C8PZu4UXFuDaZM+zv4fQiogET9oh+Gwk2Bw/sB3eBR9eBm2uhn5PQKx/P/iIiIiInOzo3i2U8TEXX7VOkX2dDvUr8fXS7aeMf7t0B4/0S+HIu1dQZ9+8Ivt6e/Fvx3CyrcVPti17K7WjcqehdGnXmphIFYRFRERyCvfCcEWcwrD3z0DlLvv0gJSiiyMiUkS+fxj2b/A+t+hdSJ4JF46DxB5BjSUiIiIlw8G/1ngtDKfZSKpUL5pWEgCXtK/ttTCckLWHzc/3pY1ZU2RfC3zvGI50GdrWTaBNvYok1apAUq146lceQIT6B4uIiPgU7oXhZKAB0L4A17bHKSon57VQRCSo9m+CxR/kvubAFnhnIHQcCX3+BdFxwUgmIiIiJUTq/l1UtFHEmIwTxjfaGtSrUHTfV3Q/vSq1E8qwdf/Rv8fiOMbFEbP5JrM9K0wdrozMz1ExJ1rprsN6U5cs66KsPcQKdz0AoiIMdRLi6NywMj0aV6Vzw8qUj40q9J9HRESkNAn3wvAMYATQ1hjT2lr7pz8XGWNu5Phu40kBzCcikn8J9WD4j/DpCNi1Ive1v42HdTNg0CtQ98zg5BMREZFib27CYB5Na0Qts4eGZjuJ5i8SzXaORlViRBH22I1wGa7oWJdnpq3+e+wIsbycNQiAj6L/7fNatzW4jD1lfIdN4KfYvsR0uJrOHTowoIKz9zktM4tWRzJ4NDqC8jGRGKPdwCIiIoUR7oXh8TiFYYDXgI55XWCMaQBMyDE0wddaEZGQqdEShv8EPz0O88bi/B7Lh33r4a3+0OV26PUQRMYELaaIiIgUT8m7D+HGxVZbja22GrNoDcCZdSr9/QNWURnSvjb/m76GTPeJ38+0Nuvo5Fp5wtg+W47JjcbQpGM/tu/ey/6Nf2J3rcSVlQbxtYmr0YgWrTtweb1KpxR+YyIjqBavPsEiIiJFJawLw9baRcaYT4CLgXbGmDVAX2vtJm/rjTEX4RSQwamyPGCtPRictCIi+RQVC+c8Dk3Og89vgv0bfa+1bpj7PKz93tk9XOuMoMUUERGR4mf97sNexxOrlivyr1WtfCz9kmqc0mt4RORXJ7zfY+NZ0P0tRvbu4ww0qQZdmxV5HhEREfGPK9QB8mKtHQJsAAzQCEg2xvyeY8kQY8wrxpi1wGQgwTM+w1r7THDTiogUQL0uMGoutL8+77W7VsDrvWHmU5CVkfd6ERERKZWSdx/yOt6watmAfL17+zUhNur4j5f1zA76u47/2LbYns6S876gf3ZRWEREREIu7AvDHm2B7BMLjOd99ueURngeiZ45gPHW2n5BTSgiUhgx5WDA/+CqT6B8HieFuzNh5hPweh/YtSo4+URERKTYOJKeyV8HjnmdaxiAHcMADaqU5ZObutA5sTIAN0Z8Q4SxHLKxvBcxiKgbvuXsM9sG5GuLiIhIwYR1K4ls1toDQF9jzAjgfpwisDfJwEhrbcGPvRURCaVGfeDmX+C7B+DPD3Nfu30xjO8OZ/8DOt8CLvXcExEREdiwx3sbCYDEAO0YBkiqVYEPR3Ri894jfP9nfcbtvIoKtU7nos5NiYsuFj96ioiIlCrF6l9na+0EYIIxpg3QHmjomVqP0zpiQ8jCiYgUlTIVYfCr0HQAfHUnHN7te21WGkz/J6z6Gga9DJUb+l4rIiIipYKv/sLRES5qJ8QF/OvXrRzHjWcnAUkB/1oiIiJScMWqMJzNWrsIWBTqHCIiAdVsANTtBF/dBSu/zH3tlvnwaje4fSGUrxGcfCIiIhKWfPUXrl8ljgiX8TonIiIipU+xLAyLhBtjzDBgmJepwG/JkJKtbBW49B1Y9gl8fQ8cS/G9tvXlKgqLiIgIyT52DAeqv7CIiIgUT2FdGDbGxANYaw/m87ozgD5AirX29UBkEzlJfaBHqENICWUMtLwE6p0FU2+Htd+fuiahPvR9LOjRREREJMxkphO5fQHxxHOQEwvBgewvLCIiIsVPWBeGgRTAbYwZlc8C7yhgBLAfUGFYgmEjMMvLeBzQIbhRpMSKrwlDP4ZF78J3D0J69sdEDQx6BWK0C0hERKS0s3vX8dzBeyEW9th4km1Nkt01SbY1Ob3i3aGOJyIiImEk3AvDAAVpgvUATmG4ojFmsLX2syLOJHICa+1EYOLJ48aYJGBZsPNICWYMtL0GGvSAL26BjXOg8y1Qr0uok4mIiEgYSNm8lATP6yrmIFXMQTq6VpNpXSyvrk8XiYiIyHGuUAcIBGttCpDseXt5KLOIiAREQj245ku4cByc/Y9QpxEREZEwcWT9fK/jm201GtRI8DonIiIipVOJLAx7JOPsNm4b6iAiIgHhckGbqyCqjH/r3W6YdDUsnQLWBjabiIiIhETktl+9jq+MaEJ8bFSQ04iIiEg4K8mF4UTPc6WQphARCRcL3oCVX8InN8CkqyB1Z6gTiYiISFFKP0Ll1FVep3YnnBHkMCIiIhLuwqbHsDEmt+9UGuYxn60STkF4JNDAM1axsNlERIq9fRtg+iPH36/6CjbNhfOehRYXO72LRUREpFjL2voHkWR5nYtJ1HkEIiIicqKwKQwDCwFvn202wP2eR35Zz31FREovtxu+vA0yjpw4fnS/s3t4+Wdw/nNQvnpo8omIiEiR2LNiFt7+NT9g42jYvH3Q84iIiEh4C7dWEuakh69xfx8bgCFByi4iEp4WvAEb5/ieX/UVvHwmLJms3sMiIiLFWMbGX7yOL7JNaFVHB8+JiIjIicJpx/AEL2MjcHb9bsA5TM4fKcA+YLq19pMiyiYiUnylpYIrEtyZvtcc3Q+f3ujsHh7wP+0eFhERKW7cbirtW+x16q/4VsRGRQQ5kIiIiIS7sCkMW2tHnTxmjBnheTnGWvt6kCOJiJQM3e6GRr3h81tg59Lc167+2tN7+BloOUS9h0VERIoJu3slce5D3ifrdgpuGBERESkWwq2VhIiIBELN1jD8R+jxgLN7ODfHUuDT4fDRUEjdEZx8IiIiUigpS6d5HU+3EdRqroPnRERE5FTFoTCs7WoiIkUhMhp6PQjDf4LqLfNev/obGHcm/DlJvYdFRETCmbXw5wdep5bbBrRJPC3IgURERKQ4CPfCcDvPY3Kog4iIlBg1Wzm7h3s+6N/u4c9GwIdXwMHtwcknIiIi+fPXIhJS13qdWhp3JhXiooIcSERERIqDsC4MW2sXeR4H8nOdMSbeGFM/MKlEREqAyGjo+QCMmAk1/Ng9vOZbZ/fwH29r97CIiEiY2T/3Ta/jbms42GRIkNOIiIhIcRHWhWEAY8xwY8xaY8xHxph4P9ZfDOwH1hljegU+oYhIMVajpdNaoudDee8eTjsAU2+HdwbCvg3BySciIiK5yzhK7OrPvE797G5B/7M6BDmQiIiIFBdhXxgGRgMNgXbW2oN5LbbWfgIsxvmzjQ9wNhGR4i8iCnqO9uwebpX3+g2z4ZUu8MfEAAcTERGRvGT8Mp4yWYe8zv1RaQCNqpULciIREREpLsK6MOzZ/ZsIWOCpfFz6que5oTHm7CIPJiJSEtVo6fQe7vUwuPLoRZhxBKL1g6aIiEhIbV+C+elxr1P7bTkSu10a5EAiIiJSnIR1YRi4LPuFtfb1fFz3cY7XaqolIuKviCjocb+ze7hma9/rGp8LLS4OVioRERE52Z51pL1zCZE2w+v0t6Yb/VrXC3IoERERKU7CvTCc6HlOzs9FnsPqUjxv2xdpIhGR0qBGC7jxR+jzL4iIOXEuJh7O/y8YE2sNS8QAACAASURBVIpkIiIipZ49sp/0V3sSc3Sn1/nDNoZdLW4kNioiyMlERESkOCkOhWFLPgvDHsmA4XhxWSRgjDHDjDEzT34Ab4U6m0iBRURC17vgprlQt/Px8b6PQYXTQpdLRESklHK7Ld8t28HAN5Yz7ug5PteNMddxxTldg5hMREREiqM8jqAPuYo4heGUvBZ6kQy09dxDJNDqAz1CHUIkIKqcDsO+gQVvwLofoO21oU4kIiJS6qzbdYh7Pl7Mn1sPALCSC+kVsZgzXOtPWPd1Vke6XnYn1eNjQxFTREREipFw3zGcXRAuyK7ftifdQySQNgKzvDx+D2EmkaLjckHH4XDFh85rfxzZB9MehmMHA5tNRESkBLPW8sGvmxnw0py/i8IAmURyV8bNHLXRf48lu2uwqv1j9GtRMxRRRUREpJgJ98LwApx2EG2NMfH5vLYwbShE8sVaO9Fa2/PkB3BdqLOJFKn89BWe9hD8MhZe7gRrpgUuk4iISAn2vxlreeizpRzLcJ8yt8HW5D+ZVwIwJ6sFY+u+wO0Dzgx2RBERESmmwr0wPDnH6wf8vcgY82SOt5OKLo6IiPhl7Qz480Pn9cFt8MGl8MmNcGh3aHOJiIgUI2/N3cCLP6zNdc17WX24NetulvR6i6euO4eoiHD/EU9ERETCRbh/1/BxjtejjTGD87rAGHMxMDrH0IQiTyUiIr6lpcJXd546vnQyjOsAi94Da4OfS0REpBiZ+udfPDp1RZ7r+jSrzj133MstZzdWUVhERETyJay/c7DWHsDZKZz92eUpxpiPjDFnnLzWGFPfGDOJ48VkCzxgrVVzSxGRYJrxKBzY4n3u6H744hZ4+wLYsy64uURERIqDjKPsn/oPHv3kt1yXdTu9Ct/e0Y3Xr+1AgyplgxRORERESpKwLgwDWGufBj7heHF4CPCHMWavMeZ3zyMLWA9ckmPdFGvtM8FPLCJSiqUdgnXT8163cQ680gVmPQOZ6YHPJSIiUkxkfX0fCX+8xEc8yOlm6ynzLgOPDGjOO9d3pFnN/B7DIiIiInJc2BeGAay1Q4BncIq+2Y8EoK3nkXMcYLy19rIQRBURKd1iysGouXDmTRz/K9mHrDT46XEY3w02zw9KPBERkbC2+AMiFr8LQCPXX3wR/U8ucs0+YckTg1tyfdcGmPwcCCsiIiLiRbEoDANYa0cD7YEfcgznLAYDLAT6WmtvCmY2ERHJIaYcnDsGbvgeqjTJe/3uVfBmP/jqLjiaEvh8IiIi4WjnCrKm3nXCUJxJ47noVxkTOYEY0rmnb2Mu71g3RAFFRESkpIkMdYD8sNYuBPoaYyoAfYBEz1QKMMNauyFk4URE5ER1OsKoOTD3BZj9DGTl0TJiwZuw6ms492lofiFoJ5SIiJQWaYfImnQ1EVnHvE53j1hC73rluKVXoyAHExERkZKsWBWGs3kOpfsk1DlERCQPkTHQ435IGgxT74RNP+e+/tBOmHwtNO4P5z0LFesEJ6eIiEioWIv96k4i9nk/lDXDRvBQxD08fXk3XC790lRERESKTrFpJSEiIsVYldNh2FcwcCzEVsx7/ZrvYNyZ8MvL4M4KfD4REZFQWfAmZulkn9NjMq/g2ksvpVr52CCGEhERkdJAhWEREQkOY6Dt1XDrAmg5JO/1GYdh2oPwem/Y/mfg84mIiATbhjm4v33A5/R3WR3I6ngTvZpWC2IoERERKS1UGBYRkeAqVxUufh2u+gQq1st7/V+LYEJPWPhuwKOJiIgEzc7luD8cisvtvQf/Jnc1Xku4mwfOaxbkYCIiIlJaFKsew8aY+jiHzjXMx2XTrbU/BiSQiIgUXKM+cPN8mDUG5o0Fm0vLiIgYaNA9eNlEREQCadcqst69iIj0g16n02wkd9u7ePLKbsRGRQQ5nIiIiJQWxaIwbIyJBybjFIULQoVhEZFwFB0HfR+DFpfA1Nud3cHe9LgPEvzYXSwiIhLutvyO+/0hRBzb73PJY5nXcPUlF9K4evkgBhMREZHSJuxbSRhjGgAbcIrCpgAPEREJdzVbwY0/QP+nILrciXNVGkPn20KTS0REpCitm4H77Qtw5VIUfi+zNxEdrmdQm9OCGExERERKo7AvDOPsFE7geJE3GZgBTPG8t8BCz/sZnvns8cnA70FLKiIiBeeKgE6j4JZfofG5x8fP/y9ERocul4iISFFYOgX7wWW4Mo/6XDI9qx1f1b6bhwc0D2IwERERKa3CupWEMWY40BanyLsIGGKt3ZBjfh3QALg/Zx9hY8xk4CJgn7X20+CmFhGRQqlQG674EFZ9BVt+zV9v4aMpUKZi4LKJiIgUxK8TsN/ej8H6XPKbuwnjKj/IO8POJCZSfYVFREQk8MJ9x/AQz3MKcHbOonCOcYCTqwA34uwwHuHpTywiIsWJMdDsAjjncf+v2TAb/pfkHGSXlRm4bCIiIv6yFn56Ar69L9ei8I9ZZ/BQ2UeZcH034mOjghhQRERESrNwLwy3x9kt/LG11tuRvdltIyrlHLTWHsBpLwFwaeDiiYhIWMhMh6/vgfRD8P3DMKEHbJ4f6lQiIlKaWQvfPQiznsp12adZXXm64iO8N6oX1eJjgxROREREJPwLw9k7gdf7mN+HszO4nZe5BZ65vgHIJSIi4WTei7BnzfH3O5fBm/3g0xGQuiN0uUREpPT6djT8+kquS97IPJd3qz/Ah6O6UaOCisIiIiISXOFeGM5uFdHQx/wfnufEXK71NiciIiXF/o0w+xnvc0smwUvtYO6Lzq5iERGRIFkS0Ywsa3zOP51xKTPr38l7wzuTUFaHrIqIiEjwhXthOLtVhK/i7gzPcx8vc4knPYuISEljrbMjK/OY7zXph2D6P+HVs2D9j77XiYiIFJG56/Zwyewa3J1xE+6TisNZ1vBgxg1san4Trw/rQNmYsD4PXEREREqwcC8MZ7eDaO9t0nMYXQqAMWbwSdPZxWIdTy8iUlJZCw26Q3S5vNfuWQPvDoZJV8H+TYHPJiIipdKanamMevcP0rPcfOHuyujM4X/PpdsIbs24Hdpdx4tXtCEmMiKESUVERKS0C/fC8HjPc0VjTGsfaybjFI+fNsaUBzDGjMEpCFuO7zoWEZGSxuWCzrfArb9D80H+XbNyKozrCDPHQMbRwOYTEZFSZXdqGte99TupaZl/j03O6snDGdeTZqMYlXEX9boN5YnBLYhw+W4zISIiIhIMYV0YttYuAhbhFH59Hef7quc5EUgxxuwF7sMpCgNMCWhIEREJvfhacOnbcPXnUKVJ3uszj8HMJ50C8aqvnZ3HIiIihXAsI4vh7yxgW8qpv3R8P6sPPdOeo1HXSxjdvwnGqCgsIiIioRfWhWGP+3F6CR/0NukpHr+GUzwGSPA8G2ChtfbBgCcUEZHw0LAX3DQXzvkPRJfPe33KZvhoKLx3MexZG/h8IiJSIrndlrs/XsziLSk+1/Tp1JYHz22qorCIiIiEjbAvDFtrf7DWnmOtvTSXNSM5sTh8AHjaWtshGBlFRCSMRERBl1vhtgXQ+gr/rln/A7zcGaY9DEd9/1AvIiLizTPfr+abpTt8zvdpVp1/DUxSUVhERETCirEl7OOzxpgGnkPpRILGGDMMGOZlKg74+xcUy5YtIykpKUipRASAzb/CN/fCjiX+rY+rDL0egrbDIEInxYuIiA9H9sH6H/ngSEce+mypz2VJteKZPKozcdH6N0VERERg+fLltGjRIudQC2vt8lBkKXHfnagoLCFSH+gR6hAi4kXdM2HETFj4NvzwGBzdn/v6I3vh63tgyWS4/jvQ7i4RETnZsYPw3kXw1yI2Zw4FBnhdViM+ljeu7aCisIiIiISlsP4OxRjzpOflemvt6yENI5K7jcAsL+Mn7BgWkRBxRUD766H5IPjx37DgLY6fUepD84EqCouIyKnSj8CHl8NfiwB4IPID4jjCc5lDON7ZDuKiI3hjWHtqVIgNUVARERGR3IV1YRgYAjQAFgIqDEvYstZOBCaePG6MSQKWBTuPiPgQVwkG/A/aXgvf3g9bfvW+rlJD6DA8uNlERCT8ZabDx1fDprknDN8e+TnlOcpjmVdjceEy8NIVbUiqVSFEQUVERETyFu6HzyXj/Nq9baiDiIhICVLrDLh+GgweD+Vrnjrf7z8QGR38XCIiEr4y0+GTG2DdDK/T10VO487ITwF4dGASvZtVD2Y6ERERkXwL98LwlOwXxpjBoQwiIiIljDHQ+nK4dQF0vx8iPR/1TewJjfuHMpmIiISbYwfhgyGw8kufS7a4q/JhZi9Gdk/k6s71g5dNREREpIDCujBsrZ0ApHjePhXKLCIiUkLFlIOzH3YKxC0vhX5P+N9beM33sHVBYPOJiEhope6EiedB8kyfS3bailyZ8RDtWrVgdP+mwcsmIiIiUghhXRj2GIHTTqKhMea7UIcREZESqmIduPg1qJ7k3/r0wzD1dni9N3x8LexLDmw+EREJvj1r4Y0+sGOpzyX7bDmuSn+I6vWa8t8hrXG5dHCpiIiIFA9hXxi21k4BnsEpDvc1xvxmjGkd4lgiIlLazX8ZUrc7r1d8DmM7wrej4fDe0OYSEZGiseV3eOMcSNnsc8lBW4Zr0h/AXaUJE65uT2xURBADioiIiBROZKgD5MYYcwZQCZgGtAH6AO2AhcaYZGAGTquJXH8Kt9Y+G+CoIiJSmhzaDT+/cOKYOwN+fRUWfwBd74JON0FUmdDkExGRwln9LUy+DjKP+lyy15bn+vT7OFy5JZOGdyKhrA4tFRERkeIlrAvDwOs4BeFs1vNsgIZAop/3UWFYRESKzqynID3V+1zaQfjhUfj9dej1sHPAnUs7yEREio0/3oav7gTr9rlkk7sa12Q8gE1IZNLwM6kWHxvEgCIiIiJFI+xbSeAUgU9+5Dbna62IiEjhHdgKf7yV97qD2+CLm+GVLrDiS7A272tERCR0rIWZY5z+8bkUhZe4G3Bx+qPEVjudyaM6U7OCPh0iIiIixVO47xieBOi4dxERCR8VasPQj2H6I7BzWd7rd6+Cj6+GWm3g7H9Cw7PB6PeWIiJhJSsTvr4bFr6d67JZWa24KeNOmteryRvXdqBCXFSQAoqIiIgUvbAuDFtrnwl1BhE51d5DaVQuFxPqGCKh06g3JPaEJR/Dj4/Dwa15X/PXInjvIqjXFXr/E+p2CnRKERHxR/oRmHI9rPk212WfZHVjdMZwujetxbihbSkTrTZBIiIiUrwVh1YSIhJGtu4/Qq9nZ/LY1BUcy8gKdRyR0HFFwBlXwG0LoM+/ICbev+s2/Qxv9oP3L4XtSwKZUERE8nJ4L7wzMM+i8LjMgdyTMYqBbeox/up2KgqLiIhIiaDCsIj4LTPLzV2TFnPwWCZvzt3AoHFzWbPTxwFcIqVFVBnoehfcvhg63QwuPz9WvHYajO8Gk4fBnrUBjSgiIl6kbIY3z4Gtv/tc4raGRzKu5ZnMy7mhayLPDmlNVIR+hBIREZGSQd/ViIjfXp65nt837v/7/aodqVzw0s+888tGrA7WktKubGXo/yTc+hu0vBS/zz9d/hmM6wif3wL7kgMaUUREcoiIwWal+5xOs1HcnHEH72T1475+TfjH+c1wudQjXkREREoOFYZFxC8LN+/nhR9O3dWYlunmkS+Wc8PbC9hzKC0EyUTCTKVEuPg1uGkuNDnfv2usGxa/Bx9fC/oli4hIUGTGVeWpyk+wz5Y7Ze6AjeOq9Af5zt2RRwcmcUuvRhgdHCoiIiIlTFgfPncyY0x9oA/QMB+XTbfW/hiQQCKlRHqm00Iiy+27YPXjql30f34Ozw5pRc8m1YKYTiRMVU+CKz6ArQvgh8dgw6y8r+l2N6jwICIScNnf23y93MWv5j4+iP4PZYyze/gvW4lr0x9gPbV5+pJWXNq+TojTioiIiARGsSgMG2Pigck4ReGCUGFYpBCiI108OjCJeycvyXVX8J5DaQx763eGdanPA+c2JTZKB7OIULs9XPslJM9yCsTbFnhfV7UZNLswuNlEREqhYxlZ3PL+Qn5YtQuARfZ0bs24jQlRz7HW1mZY+v3scVXhhcvO4ILWtUKcVkRERCRwwr6VhDGmAbABpyhsCvAQkSLQs0k1pt3Zjd5N894NPHHeRgaNm8vqHTqYTuRviT3gxhlw+YdQrfmp8z3uA1fY/7MsIlKspR7L4PqJv/9dFM72g7sdIzLu5tL0R9gXUZVXrmqnorCIiIiUeMXhJ9DJQALHi7zJwAxgiue9BRZ63s/wzGePTwZ8HzMsIvlSuVwMr1/bnn8PakFMZO5/fazakcoFY3/m7Xk6mE7kb8ZA0/Ng1Fy4+A2nHzFAlSbQfJB/9ziaAjuWBi6jiEgJtTs1jcsnzGfe+r1e539wtyM9qjxvDGtP3+bVg5xOREREJPjCupWEMWY40BanyLsIGGKt3ZBjfh3QALg/Zx9hY8xk4CJgn7X20+CmFinZjDFc3akenRpU4vaPFrNy+0Gfa9Mz3fzfl8uZuXoXT1/SmqrlY4KYVCSMuVzQ8hKnGLz0Y4irDC4/W6/8+irMfBIa9YWud0G9LupLLCLiza6VzuGe1ZPYtPcw17z5G5v2HvG5vFxMJG8O60DHBpWCGFJEREQkdMJ9x/AQz3MKcHbOonCOcYCKJ43fiLPDeISnP7GIFLHTq5fn81u6cGPXBnmu/Wn1bs59YTY/nfSxTZFSLyISzhgKjfv5t/7YAZj/svN63XSYeB680RdWfQ1ud+ByiogUN0unwOt94IPLWLl2HRe/8kuuReEKZaJ4/8YzVRQWERGRUiXcC8PtcXYLf2yt9bYtMbttxAnfwVlrD+C0lwC4NHDxREq3mMgI/jGgOe9c3zHP3cB7DqVz3cTf+deXyzmWkRWkhCIlzK8TnOJwTlt/h4+GwsudYPEHkJkemmwiIuEg/Qh8eTt8cgOkH4IDWzj63hWkHvJ97kGVctF8NKITreucvNdEREREpGQL98Jw9ndn633M78PZGdzOy9wCz1zfAOQSkRy6N67KtDu706dZ3v34Js7byIVj57Jqh+8WFCLixbGD8MtY3/N7VsPnN8GLbeCXcc56EZHSZPdqeL03LHz7hOG2Zg1PRL2Os9/kRHUrxTFlVBea1dSHDEVERKT0CffCcHariIY+5v/wPCfmcq23OREpYpXKRvPaNe14fFALYqNy/6tl9c5UBo6dy1tzN+hgOhF//TYBjqXkve7gVpj2EDzXHL57CPZvCnw2EZFQcrudT1RM6Am7VnhdcnHEz4yKmHrCWPOa8Uy5qTP1q5QNQkgRERGR8BPuheHsVhG+irszPM99vMwlnvQsIgFmjOGqTvX46rauNM9j5016pptHp65g2Fu/szs1LUgJRYqxmq3hNG8fkPEhPRXmj4MXz4CPr4EtvwUum4hIqOzbAG9fAN/eBxm+ewgDtHGtw+D0Y++cWJlJIztRrXxsMFKKiIiIhKVwLwxnt4No723ScxhdCoAxZvBJ09nFYjULEwmyRtXK89ktXRjeLe+D6Wat2U3/52fz46qdQUgmUoyd3hdu/AGunQoNz/b/OuuGFV84h9S91huWfQpZmYHLKSISDNm7hF/pApt+znVppnXxVMbljMq4E4uL81vW5K3rOlA+NipIYUVERETCU7gXhsd7nisaY1r7WDMZp3j8tDGmPIAxZgxOQdhyfNexiARRTGQED5/fnPduOJNqeRxMt/dwOtdPXMAjXyzTwXQiuTEGGnSHqz+DEbMgaTCYfPxTvm0BTLnO2UU8579weE/gsoqIBMq+DfDOQL92Cf9lK3FZ+j95JWsgEa4I/nF+M8YObUNsVESQwoqIiIiELxPu/T2NMX8AbYDvrbX9vcy3wek1nP0HSeHEXcJPW2sfDHhQES+MMUnAsuz3y5YtIykpKYSJQmPf4XRGf7KE6Svy3hV8erVyvHhFGx0CI+Kvveth3kuw+H3ISs/ftRHR0HwQdBwBdToEJp+ISFFxu2HBGzD9/yDjcJ7LZ2S14d6MUaRQntMqlmHs0Da0qZsQhKAiIiIivi1fvpwWLVrkHGphrV0eiizhvmMY4H6cXsJej1e31i4CXsPZNQyQ/d2eARaqKCwSepXKRjPh6nY8MbhlngfTrd11iAvHzuWNnzfgdof3L65EwkLlhnDB83DnUuh2L5Sp5P+1Wemw9GP49dXA5RMRKQr7Nzq7hL+5N8+i8BEbwyMZ13Jjxr2kUJ5zmlfnm9u7qSgsIiIicpKw3zHsL2PMeGC4520KMMFa+0AII4lox7AX63Yd4s5Ji1i2zevvek7QvXFVnh3SSgfDiORH+hFY8hHMfwX2rPHvmuunQd1Ogc0lIlIQ7iz4dTz8+O8820YA/Opuyn0ZI9lsqxMVYXjovGYM61IfY0ye14qIiIgEQzjtGC4xheFsxpgGnkPpREJOhWHv0jPd/Hf6aibMTiavv4IqlY3mmUta0btZ9eCEEykp3G5Y/wP8MhaSZ/peV70FjPrZ6V8sIhJOdq2EL251+qPn4YiN4anMy3knqy8WF3UrxTF2aBta1dY51CIiIhJewqkwXBxaSeSLisKlgzHmfmPMdGPMCGNMYo7xisaYtp7x6caYtqHMKd5FR7p48NxmvH/DmVSPz/1gun2H07nh7QX88/NlHE3XwXQifnO54PS+cM0XcNM8aHOV01P4ZB1u8K8obC1sW0iev80RESmszHSYOQZe7eZXUfhXd1P6p4/h7ax+WFyc17IGX93eVUVhERERkTyUuMKwFD+eYu50TzsQf1UG+gDjgfXGGGuMscB+nMMIxwPJ1tqFRZ9YikqXRlX47o7u9EvKezfwu/M3ccHYn1nxV94tKETkJNWT4MJxcPdK6P1/UKGuMx4TDy0v9e8em+bCa73g5c7wyzg4vDdweUWkdJv/Msx8EtwZuS47aqP5V8Y1XJ7+Dzbb6kRHuvj3oBaMG9qW+NioIIUVERERKb5KXCsJKR48u3wTgb7ACKAiMMNa29fP65/COZjQm4XAaGvtjKLIWhhqJeEfay2Tft/Co1NXcDQj913B0REu7u/fhOvPaoDLpY++ixSIOwvWTofU7dD+Ov+u+XSk07s4mysKTj8HWl0KjftDlHqBi0gRST8Cr3R2Dpzz4Td3E+7LGMkmWwOABlXKMnZoG5JqVQhSSBEREZGCCadWEpGh+KJSuhlj1gOVgAXAdM9znwLcaoLn+uxWEsnAQmttclHklOAxxnB5x7p0aFCJOz9azNJtB3yuTc9y8/jXK5m1Zjf/HdKaavEqRonkmysCmvT3f/3RFFjx+Ylj7gxY/bXziImH5hdCq8ug3llOGwsRkYKKjuPQOf+j3KTBp0wdsrE8lXk572X1wXo+/DiwdS2euKgl5WL0o42IiIhIfhSL756MMWcAI3GKh4l5LD+ZtdYWiz9naWGtbZjzvTGmoa+1eVhvrZ1SBJEkTDSsWo5PburCc9PXMH72+lxbmc5Zu4d+z8/m6Uta07e5DqYTCahlUyDzmO/5tIOw6F3nEX8atBziFImrNw9eRhEpMX5Zv5d7PrfcmtmLoZE//T0+M6s1D2dczzaqAhAT6eJfA5O4vEMdjA7QFBEREcm3sC+YGmPuA8Zkvw1lFhEJvOhIFw+c25Tujatw96Q/2XHQdzFq/5EMhr+zgCvPrMs/zm9OmeiIICYVKUUWvuv/2oPbYO7zzqNqU2g+CJIGQbVmgcsnIiVCWmYWz01fw4TZyVgLYxjK2RGLiSGDxzKu5jN3V7J/HEisWpZxQ9vSrGZ8aEOLiIiIFGNh/VlPY0xv4ClUEBYpdbo0rMJ3d3bj3BY18lz7/q+bOf+lOSzd6rsFhYgUUPphKFuFAv1TvHsVzBoDL3eCsR3hpydg53Jy/TiAiJRcWRmw4E04uP2UqTU7Uxk0bh7jZyX//VfEQcoyKv0u+qQ9w2fubmT/PXRRm9OYemtXFYVFRERECincdwyP9DxbnO8EJwCTgX0hSyRhxxhzP9ABp83IPpy+wxOstSkhDSaFVjEumpevbMvkBVv519TlHEn3fTBd8u7DDH55Lnf1bcyoHg2J0MF0IkUjuixc9Qkc2AqLP3DaRaRszv999qyGWU85j8qnO7uIm18I1VuAPgIuUrJZC6u+ghmPwt610HYxDHwRgPRMN+Nnreeln9aRnuk+5dLFttHfr2OjXDx2YQuGtKut1hEiIiIiRcDYMN61Y4zZB1TEKQyfY639IcSRipynqPkg0KAwhUxjzAicQnrOHswzgPHW2hmFSxlYxpjxwAhghrW2r5/XPMXxA+vGe65NNsa0BV7D+e/Q21q7MBCZ/WWMSQKWZb9ftmwZSUlJIUxUfG3Yc5g7PlrEEj92BXesX4n/XtqaOpXigpBMpJRxu2HLr7BkEiz/DI4V8ndwXW6Dcx4vmmwiEl7cWc7BlXP+BzuXHh83Lrh5PgsOV+XBT5eydtehPG91erVyjLuyLY2rlw9gYBEREZHAW758OS1atMg51MJauzwUWcK6lQTHi8ILS1pR2BiTaIyZjtMqoyJQqYD3aWuM2Q+MxikCJ1hrE4B2eHbPGmMmG2MqFlX2MNPbWjvBWpsMYK1daK1t55n7w1MolhKgQZWyTBnVhZt6Nsxzc+FvG/dx3gtz+GzRVsL5l18ixZLLBfU6wwXPw71r4LL3odlAiIgp2P3qdS3afCISepnpTm/ysR1gyvUnFoUBrJsV797DJa/+4ldR+Moz6/LFrWepKCwiIiJSxMK9lUQKUAFYEOogheEpyrbH2cXaEGena6ELlsaYPjhtE5KBdjl3HHsKpSONMX/g7Khta4xpV4LaKzxprR2dy/wE4H6c3cPtclknxUh0pIvR/ZvS/fSq3P3xYrYf8H0wXWpaJndN+pMfVu7iP4NaUiEuKohJRUqJyBhoNsB5HE2BlV/Cn5Ng01yc3+vmdX0ZSOwR8JgiEiTpR2DhOzDvRecgylw0bZB9+AAAIABJREFUPziHduZs/rBNfK6pUi6apy5uRe9m1Ys6qYiIiIgQ/juGi3VBOIf2OAXcp3AKwjNwCsSFaR1REaffMsAQXwVfa+0EnCJpIlBidl37UeCe5Hlu6ymgSwnSuWFlvrujOwNa1cxz7VdLttP/hdnMW78nCMlESrEyFaHtNXDd13D3Sjj3aajbhVwPrWt4NkSVyfvebje82hU+vwWWfQpHdNSASFg5dgDm/Beebwnfjc6zKJztnsjJPuf6NKvGd3d2V1FYREREJIDCfcfwBJzdte1DHaQwPD1+T/nJuJCHZryG04JioR99dLN7+LY1xlxirZ3ibZGntUVRFVEnWGtH5r0sYHIWjrOL8VKCVIiL4qUr2tCnWXX++fkyUtMyfa7dfuAYV77+KyO6JXL3OY2JiYwIYlKRUii+Jpw50nmk7oCVU2H556fuJG5yrn/32/En7FjqPBa/5/QnPa0dNOrjFJdrtYWIcP+WRqQEOrwH5r8Cv70GaXmfAZDNbQ2furvxXMYlp8xVKBPFw+c1Y0h7HTAnIiIiEmhh/VOUtXaKMWYRTkFzsLX2s1BnCgee3cLZ30nnWfC01i40xiTj7Bp+EPBaGMbZ0ex760b+BGy3t+ewuvbAaD8P1msYqCwSWsYYBrU5jXb1Erjn4z/5baPvXYTWwvjZycxeu4cXLj9DfQpFgqV8Deg43Hmk7nTaTaz4AjbPh8b9/LvHupP+qrdu2Pq785j5JESXh3pdoEF3pzVFtSSnF7KIBMaBbTDvJfhjImQezdel07La87/MS1hl654yN+iMWvxjQHOqlCtgz3IRERERyZewLgx7XAL8AUwxxjyFsxN1Y2gjhdyIHK9/9/Oa7MJwW2NMYvZhbTn5WWQNKU9RPPvPPxL/dgKXlL7K4kOdSnF8OKIT42ev57nv15Dp9t3bdOX2gwx46WcePLcp13auj8ul3UgiQVO++vEicVoqxPj5C5p1eXRCSk+FtdOcB0BcZajfzVMo7gmVEsnz1EoRydve9TD3eVj8Ibgz/L4s07r4wt2FVzIHss7WPmW+TqUyPD6oJT0aVy3KtCIiIiKSh6AXho0x9xbgshk4BeLRwGhjzEKcQqc/TQattfbmAnzNcHZZjtf+Fj1zFoL74LTpKHastSk5PlY4PpeliTleTw9cIgkXES7DzT0b0a1RVe6YtIjk3Yd9rk3PdPPo1BX8tHo3z17SimrxsUFMKiKA/0XhYwdgy2/5u/eRvbDic+cBEH8aNOgB9c9ydhYnNFChWCQ/ti2EuS84O/6t2+/L0mwkk7N68GrWBWy11U6ZLxsdwc29GnFD1wbERqnNk4iIiEiwhWLH8NP4dVT5KSzH+/S29Tz8VdIKwzn/7P6ewJOzgNyuCLOEwgxgfB47nId4npOLw05oKTota1fg69u68cQ3K3l3/qZc185es5t+z8/myYta0b9FjSAlFJF8SZ4FNqtw9zi4Df78wHkAlK/pFIjrdYHG50KF0wqfU6Skmv8KfPdAvi45bGN4P6sP/8/efcdXXV9/HH9/bhYZQAgJYSQQEgiQBJApQ5aIiDhRHG21VKv4s61729ZardYOVyfaVlqtC9A6wAEKMhQRkJEwQ4BAGElICCEJmd/fHzepkZJ7b5K7kvt6Ph73kdybz/dzT5Tc3Lzvuef7t5oLla8u//N1Y6SrRybqrvNT1a0jL84CAAD4iq9GSbS2Tac5x7ckhPZbxpjk0276n5EQTTjW6HN/O5lfTDPXz5W01Biz8UwjMYwx5+mbcRPTWltco327SWruexyZb+wD4aFBeuyyDE0ZGKf7Fm5R4cmqJtcWl1frllc26KqRCXrk4nRFhrWFCTtAAEmZIl39b/uc4exlUsmB1u9ZeljKXGS/RHYjGAYcSb1A+ughlzqFj1uRml87XfNrpuu4zvyugHEpXfXTmWlK69nJ3ZUCAACgmXyRgCxSOwtrvSy6hcc17hhu6R5uVT8vOFnfdECPNMYMl73Lt8kRGZZl5Rhj7pc9HJ4n+9zp4/V73iz7iImNkmafKThuhVslPeLG/eBh5w6M14d3TNQDi7Zo2fZ8h2vfXH9QX+4t0jNXn6Xhvf+3uwmAj4R1lAZdZL9YllS42x4Q7/lE2v+5VF3euv37jHNPnUB7FdNXSr/c/kJKEwqsznqx5kL9u/Y8lSn8jGv6xkbqoQsH6bxB3WQY5QIAAOAXvB4MW5Y12/kqeFhzO3TdyhizQPaZ0dI3gXXDx08kRdf/wbDMsqwzdvxalrXQGLNM0lOSPqnvpC6SPRCea1lWm5yhDPeLjQrTi9eP1KvrcvXY+9t0qrrpjqf9x8o1+69f6MdT+ukn5/ZTcJDNi5UCcMoYKS7Vfhl7q1RTJeWtl/autI+cOPhVs06IpdgBUmSsa2sX3iB17W+fU9xrpBQa0bLvAWiLxt9+xmD4oBWrv9ZcrAW1k1Sp0DMe2qlDsO44L1XfG9NHocH8XgUAAPAnvGe67flWqOuos9YBn3YMu+vFgfrvfa479kL7ZozRd8/uozHJXXXnG5u05WBJk2tr6yw998lufbarQM9efZaSYiO9WCmAZgkO/WZW8OQHpKoyKfeLb4Liw5vl8E1KrnYLH8/9JhT7TJItROo1wh4SJ50jJZ4thfJYgTakrlbavVQKDrOPa3Gmx1DV9Z0s294VkqRddb00r+ZivVM3TjVN/DlhjHTNqN66d/oAxUSeOTQGAACAbxEMtz1+MQYiQP1Z0oJmHpMi6R0P1IIWSImL0qL/G6fnlu3Wn1dkq85BXrTpwHFd+PwqPXJxmq4amcjbXoG2IDRS6nee/SJJFcXSvjX2oDj3c+lIpr4VFPcZ79q++7/49vW6aunAWvtl1e8lW7DUc7g9JE4aLyWOkcKi3PItAW5VkidteUPaMF86vt/+79aFYHj17kK9fXiKrq47rHk1F+nTumGy1HT377De0frlJRkanNDZjcUDAADA3QiGARdZlpUvyfGg2tMQJvqfkCCb7pk+QJMGxOnONzbpYHFFk2vLq2p1/6Kt+nRHvp6cNYSOJ6CtCe/yzXxiSao4Lh34Utq/xj6f2NWO4f1rHH+9rkY6uM5+Wf20ZIKknsPqg+JzpN5j7LOSAV+oKpO2vy9tftXeSd/4xZFDG6WDG6SEEWc8NP/EKT22eLve23xIUj8tcnKqhdioMD0wY6BmDeslm43nQAAAAP6OYLjt+dboCGNMdAvHSQABbVRSjJbcPkG/eDdLb23Mc7j2o6yj2pi7Ur+bPVSTUuO8VCEAtwuPllKn2y/Nsf/z5q23au2zj/PWS2uetQfFPYbWB8UTpD5jCYrhWXW19n+3m1+Xtv1HqjrZ9Np1L0gJ8751U1VNnf71xT49t2y3Sitr6m9tOugNshnNGZek28/rr04dQlpfPwAAALyi3QXDxpgkScmSZFnWpz4txjOK3LAHQTIgqVOHED191Vk6d2A3Pfx2pkoqmj5pVUFppb7/j3WaMy5JD8wYqA4hQV6sFIDPnMyXju1u3R5Wrb0z89BG6fPn7aMnEkZJyVOkgRdK3Qe7p1YEttpqad8qads70o7FUlmBa8dlvSWd/7gUFSfLsvTxtqN6csl27TtW7tLhw3tH6/HLBiutZ6dWFA8AAABf8EkwbIx5Q/ZZuRslLXVzgPuCpKn19zPcsqzNbtzbH7gj1HVHuAy0GxcN6akRfbrongWbtSb7mMO18z/fp9XZhXr26rOU0YvZiUC7ZwuWzv+Vvfsy93P73OLWqquxnyQv9wuptpJgGC1XUynlrJC2vSvtXNyyf5+1VdLGfyoz5SY9vnib1ua49jQxOiJED1wwUFeNTGRsBAAAQBvlq47h2bIPODtP0ldu3vsWSdn1+z8l6QI37+9rpz9bj5FrYXHjk9bRMexmxpg5kuac4UsR3q0ELdWjc7hevuFs/WPNXv3mw52qqq1rcm12/kld9qc1uuO8/rplUoqCg5o+AQ+ANi4iRhr3Y/ulrk4q2G4/od2+VfbZw+WOX0xyKnmyO6pEIKmukLKX2cPgXR9KlSdavpctRCeSL9SfdvbQvCWrXT7sqpEJemDGIGbvAwAAtHFeD4aNMVMbXc2xLOstd+5vWVaOMWaRpCskTTPGJFmWtc+d9+FLlmUdP+2EZsmSclw4NKXR566sR/MkSZrk6yLQOjab0Q8nJGt8v1jd8fom7Txa2uTamjpLv/t4lz7dka+nrzpLSbGRXqwUgE/YbFJ8uv1y9s32oLhwp7RvtT0o3rdGKi90fb/gcClhtGtrv/63FNFVShrPfOJAVF0h7fzAPiZi91Kpuqx1+8UNVFH/K/RM/nC9klUpy3J+iCQNiO+oxy/P0KikmNbdPwAAAPyCLzqGZzf6/CkP3ccTsgfDkjRX0oMeuh9f2ShpeP3n0Y4WNtL4Gby7u7Qh7ZP02Rluj5A0yruloLUG9eikd348Xr/5cKf+sWavw7Ubc4/rwudX6acz03Tt6ESd9sINgPbMZpO6DbJfRt8kWZZUsFPav7o+LF7teM5rn7FSSAfn91NXJ338sH1MQOP5xClTpJ7DpaB2d8oInK6qTFp0o2Q1/W4Wp8JjpMGzVZAyS09nhuvNFXmqrat06dDI0CDdNrW/bjinr0J4lwwAAEC74Yu/JJIbff6mJ+7AsqyvG4Uzwx2tbaOW6ZvvK9nRwkYar1vo3nJgWdZ8SfNPv90Yky4p09v1oPU6hATp5xenacrAON395mbllzb9x3N5Va0eenurlm0/ql9fMVjdOroQ9ABof4yRug20X0b90B4UF+7+ZuzE3pXfDoqTJ7u275HN38yObTyfeMUTUlgnKWmCPSROniJ1TbHXgfYlMlbqM97+b6k5gsOl/tOkodcov/sE/XnlAb36r1xV1bo2AsUY6eqRibrr/FR+twEAALRDvgiGGzpXcyzLasVQNKdyZA9DR3rwPnzlSUn31X/uajdqQ5CcY1kWoyQAF03oH6eP7pioh/+zVUu2HnG49tMd+Zr+zEo9OWuwLsjo4aUKAfgtY6S4VPtl1I32oDh/m/1kYTkrpJRzXdsnZ0XTX6s8YT/p2M7F9uudEqSUyfaQOHmyPVCEf6urlWxBztelXepaMBwaJaVOlwZdIvWfpqLqEM37bI/++e81OlXtesfxuJSu+unMNKX17OTyMQAAAGhbjOXqUDF33aExRZI6S1pmWdZ0D97PetnDUMuyLBeebXufMaZY34yCSGlOYGuMWSr7yftkWZbD1iBjzHmSltZfnW1ZFh3DXnJ6x3BmZqbS09N9WBFayrIs/WdTnn7+TpZKT9U4XX/F8AQ9ckmaOnUI8UJ1ANq1f13qOBx2pPvgb8ZO9B4rhYS7tTS0QG2NlLde2rFY2rnE3l0+5v+cH3fisPT0INnPr3yasM7SgBn28DjlXCmkg0oqqvX3VTn6++q9Kquqdbm8tB6ddM/0VE0Z0I3xSAAAAB6QlZWljIyMxjdlWJaV5YtafNExHC37M9rjHr6fIg/v726uzgpuMFfSBknRxpgrnYS9c+s/LiMUBlrGGKPLhyXo7L5ddc+Czfp8j+O34S7aeFBrc47p91cN1Zjkrl6qEkC7U10h7f+i5ccf2Wq/fP68FBQm9T5b6j1O6jPOPqs4NMJ9taJpxfulPZ/aL3s/k06VfPO1HYtdC4Y79ZASz5YOrLVfD4+RBs6U0i6T+k6UgkMlSZU1tfrXyhz94dPdOuHCC5kNUuIidde0AZqR0V02G4EwAABAIPBFMHxc9o5hV2fjtlTDyApPB9Ct0TgMbtbpnS3LyjHG3CRpgaQFxpgzdhwbY26WdKXs/x1mn/51AM3TMzpcr9x4tl76fJ+e+nCHqmqafltu3vEKXfviWt00IVl3TUtVhxC/fPMCAH926oS9C3TvZ9LJo63bq7bSPud470r7dVuwNOVhacJdra8T31Z61B7g7lttD4OPZTe9dv/nUnmRFOHCU8Hh10nx6VLaJVKfc7514kHLsvRh5hE9+cEO5RaVu1xqYky47piaqsuG9VIQgTAAAEBA8cUoiYYRD8WWZXmsja7RyIqNlmW5OofXY+rHOUj2MDhG9i7exifGy5E0r/5jQ5i93rIsh8F2/b4L6q/eb1nWC/W3R0t6StLNsp+sbrazveB+jJJo33YdLdWdb2xS1iHn49IHxHfUM1efxaxGAC1jWVL+dilnubRnuf1kdtWuh39NmvWiNOSq1u8TyKorpKNZ0uFN0sH1Uu5aqXhv8/a4fJ409JoWl5CZV6JH38vSV/uKXT6me6cO+vG5/XTVyESFBttafN8AAABoHn8aJeGLYPhN2TtYLdnn6u7zwH30lbSn/j4WWpZ1tbvvo7mMMaf/h24qpG3cRezSPOD6EPgq2cPmxp3YyyTNsyxrWXNqRfMZY+ZImnOGL0Wo0QkCCYbbn6qaOj33yS79ZcUe1Tl5OA0JMrpr2gDdPDGZriwArVNTKR1YV38iu+XSoa8ly/UTi/3XnVlS5wTn69a9aO8w7jZIihsghXdp/n21dTWVUlGOVLhLKtglFe60B8IFOyXL9Rm+ZzToEunql5t9WFlljZ5euksvrdnr9HdQg9ioUN06uZ++c3Zv3skCAADgA/4UDPtilMRS2YNhyd7N+pAH7uP+0+7P55ydIK6Vex+X9EL9Bb6RJGmSr4uA94UG23Tv9IE6d2A33fnGZodv362utfTUhzv06Y6jevqqs5QYw2xPAC0UHCb1nWC/TP2ZVFFsHxGRs8LeUexKx2rn3q6FwpYlrfi1VF74zW1R3aVuA6W4QVJsPym6jxTdW+qc2H7nFr/7E2nLG57Ze89yqabqv3OCXfHpjqP62X+ylHe8wqX10REhmjsxRd8f10cRob74EwAAAAD+xhcdw50lNbzPzZKUbFnWfjfuP0z2k7I17N/Fsizn7/MGWoGOYUj2zq3HF2/Ta+sOOF0bGRqkRy5O1+yRCZz1HYD7Fe+zh405K+zziSvOMGJgyDXSrHnO9zqeKz072PX7joitD4kTpMg4KaKrFBlr/9hwCYuSQiKk0EgprKPrezeoq5Pqqu1dvLXV9vnJVWVSZan9Y9VJqfKkVFV/vfJk/W2l9hO/lR+zz/UtL5RGzJGmuNCn8Mlj0qrfNb/WpgSHS8mT7CeQS71Aiurm0mH5paf06HvbtHjLYZfWR4YG6aaJybrxnL7q2CGkNRUDAADADQK6Y9iyrBJjzIuSbpJkZO/oTXXH3vWhc8O83YYxEoTC8DjLsuZLmn/67afPGEb7FhkWrCdnDdF5g+J1/6KtKjxZ2eTasqpa3bdoi5ZuP6onZw1WbFSYFysF0O51SZJG/sB+qauVDm+2nwgt9wv7paJY6jPWtb0Ofd28+y4vtF8ObXS+tu9E6fvvOV+34Z/S0p9LtVX2S11N82pypPSIa+tc6a52pvtgKeVc+yVxjBTSweVD6+osvf7VAT35wXaVnnL+/duMdPWo3rprWqriOvI7BgAAAP/LV+8ju0/2YNiS1M8Ys0vSCMuySlu6oTGmk6T1kvrW33S8/j4AwKumDorXR3dE66G3t+qjrKMO1y7ddlRf5xbryVlDNC0t3ksVAggotiCp13D7Zfxt9m7bwp1SlIuPOXkuBLwtFeLi2Im6GumUh86hW37MtXXRic3fu0tfqfdYKWWKlDzZ5a7g0+0+WqoH39qq9ftdO7nchP6xenjmIA3szglPAQAA0DSfBMP1XcO3SPqr6sNhSfuMMfdZlvX35u5njPmhpKckNZwJxZJ0P93CAHyla1SY/vq9EVq0MU+/eDdLJyub7u4qPFmlm/61XteMStRPL0pTVBizHwF4kM1mP4mcq5rbMdwcIeGurQtyffZus7kaDHd2EgyHREo9hkg9h0m9x9g7gju27gW/U9W1+vPybP3lsz2qrnU+/i2+U5gevSRD09PjGVMEAAAAp3yWPliW9YIxJkXSvaqfBSzpBWPMA5J+LWmBo2C3vkP4KtlPNJcs+1gKq/7jbyzL+puHvwUAcMgYoytHJOjsvjG6e8Fmrdtb5HD9618d0Jo9hfrdlUN1dnJXL1UJAE70GCpVV0gFO6RKN7/m7mrHcLAHRyG4HAzXj5IwQVJMshSbKsWlSvEZ9v9GMSn20N1NvthzTA+/vVU5hWVO1xojXTemj+6dPoA5wgAAAHCZT9vSLMu6v76boSEcNpJSJL0ge0icI2mjpBxJxyR1lT0EHl7/UfXHqNHxT1mW9aC3vgcAcCYxJkKv3TRGf1+do999tEtVtXVNrj1QVKFrXlyrG8f31T3TB6hDSJAXKwWAMzj/MftHy5JKD0v52+0hcf52qXC3/eR0pYdlfyrWTC53DHsw7HQ1GA6NlH68XoruIwV7roO5uKxKT36wXW+uP+jS+gHxHfXkFYM1vHcX54sBAACARnz+fuX6cHippDclReubgFeyh8TJZzis8XvjGtaXSJptWdYnHiwXAFokyGZ088QUTUyN0x2vb9KOI02PVLcs6W+r92r5znw9fdVZGpoY7cVKAaAJxkidetov/aZ++2s1lVLJQXtIXHJAKt4vleVLZcfswWv5MfsJ6SpOm5HrqVESweFSWJQUGvXNx8afR3SVImPrP8a5vm9s/+bV0Qx1dZYWbjioJz/YruLyaqfrw4Jtuv28/rppQrJCgtzXqQwAAIDAYSyrBd0dHmCM6SzpIdm7hxs4Kq5xOPwbSU9allXiidqAljLGpEvKbLiemZmp9PR0H1YEf1BZU6tnlu7WvJV75OwhOMhmdOvkFP3k3P4KDeYPfwBtXG2NfRxFdbl9PEVYR6ljd+fHnTgsHVwnBYXZu4eDQu3jJRo+Dwq1j6VoCH5tbevdFjuOnNBP3850+eRy4/t11a8uG6yk2EgPVwYAAAB3y8rKUkZGRuObMizLyvJFLX4TDDeoD4ivkjRN0nmydxGfyTLZ5xC/6K3agKYYY+ZImnOGL0VIGtVwhWAYja3bW6S73tykg8UVTtem9eikp68eyhnmAaAdOVlZo+eW7dI/1uxTbZ3z5+RdIkL0s4vSdPmwXpxcDgAAoI0iGG6G+qA4Rt8ExDl0BsPfGGN+IekRZ+sIhnG60lPVevz97Xpj/QGna0OCjO6clqqbJyQrmLcNA0CbZVmWFm89rMff364jJ065dMwVwxP08MxBion03HxjAAAAeJ4/BcM+nzHsTH0ITBAMf7dP0mdnuP1bHcPA6Tp2CNFTVw7R9Ix43b9oqwpKK5tcW11r6Tcf7tTSbUf1+9lDlRwX5cVKAQDu8HVusR5fvF0bXBwbkdQ1Qr+6fLDG94v1cGUAAAAINH7fMQy0ZcwYRnMUl1XpkXez9O7mQ07Xdgix6f4LBur7Y5Nks/F2YgDwd3nHK/SbD3fonU3OH+MlKTTIplsmp+jWySnqENK2ZiYDAACgaXQMAwD+R5fIUD1/7TBNT++un/5nq8Oz0p+qrtOj723TR1lH9NsrhyoxJsKLlQIAXHWyskZ/WZGtv63aq8qaOpeOOadfrH55aTrvDAEAAIBHEQwDgJ+ZOaSHRveN0YNvbdWy7Ucdrl2bU6QZz63Szy4apKtGJnIyIgDwEzW1dXr9qwN6dtkuFZ6scumYbh3D9POL0zRzcA8ezwEAAOBxBMMA4IfiOobpxetHaNHGPD36bpZKK2uaXHuyskb3L9qqDzOP6NdXDFF8pw5erBQA0JhlWVq2PV+//mC79hSUuXSMzUjfH5eku6alqmOHEA9XCAAAANgRDAOAnzLG6MoRCRqX0lX3Ldyi1dmFDtcv31mg859ZqV9emq5Lhvak2wwAvGzLweP61eLt+nJvkcvHTEyN08MXDtKA7h09WBkAAADwvwiGAcDP9YwO179uGK1/f7lfTyzZoYrq2ibXllRU6/bXN+mjrCN67NIMdY0K82KlABCYDhSV67cf7XTp5KENUuOj9NCFgzR5QDcPVgYAAAA0jWAYANoAm83ourFJmtA/Tvcs2Kz1+4sdrl+y9YjW7S3SE5cP1vnp3b1UJQAElpKKav1pebbmr9mnqlrXTizXNTJUd52fqqtHJio4yObhCgEAAICmEQwDQBuSFBupN+aO1d9X5+h3H+1yGEQUnqzSzS9v0KzhvfTIxenqHM7cSgBwh7o6Sws3HtRTH+zQsTLXTiwXGmzTDeP76kdTUpgjDAAAAL9AMAy4gTFmjqQ5Z/hShHcrQSAIshndPDFFkwd0011vblJm3gmH69/amKc12YV6ctZgnTsw3ktVAkD7lJlXop+/k6mNucddPmbWsF66e/oA9YoO92BlAAAAQPMQDAPukSRpkq+LQGBJje+ot28drz8tz9YfP81WTZ3V5NqjJyp1w/z1umJ4gn5+UZo6R9CtBgDNcbKyRr/9cIdeXrtfDh5uv2VcSlc9dOEgZfTq7NniAAAAgBYgGAbcY5+kz85we4SkUd4tBYEkJMimO85L1dSB8bp7wSbtOnrS4fpFGw9qdXYB3cMA0AzLd+br4be26lDJKZfWp8ZH6cEZgzR5QJyMMR6uDgAAAGgZY1kutjwAaDZjTLqkzIbrmZmZSk9P92FFaM9OVdfqmWW79MLKHLny0D5reC89clE63cMA0ISisio99v42vf11nkvr4zqG6e5pqbpyRAInlgMAAMAZZWVlKSMjo/FNGZZlZfmiFjqGAaCd6BASpAdnDNK0QfG6Z8Fm7TtW7nD9WxvztHq3ffbw1EF0DwNAY8t35OvehZtVeNL5yeVCg2y6aWJf3Tq5nyLDeHoNAACAtoFWBgBoZ0YmxeiD2yfqhvF95ewdzPmllbrxn+t115ubVFJe7Z0CAcCPVdbU6tH3svSD+V+5FApPSo3TR3dO1L3TBxIKAwAAoE3h2SsAtEPhoUH6+cVpuiCju+5b6Hr38BOXD9Z5aXQPAwhM2fml+slrm7T98Amna3tFh+uRi9M0LS2eOcIAAABok+gYBoB2bHTf5nUP//Bf63XXG3QPAwgslmXzwk52AAAgAElEQVTptXW5uugPq52GwsZIc8Yl6aM7J+r89O6EwgAAAGiz6BgGgHauoXt4xuDuum/hFu0tLHO4/q2v87Q6m+5hAIGhpLxaD769RUu2HnG6NiUuUk9dMUQjk2K8UBkAAADgWXQMA0CAGJUUoyW3TdCN57jePXznG5t0vNz5jE0AaIu+2lekGc+tdCkUnjsxWYtvm0AoDAAAgHaDYBgAAkh4aJB+dlGaFswdq76xkU7Xv/11nqY9s1JLtx31QnUA4B01tXV6ZukuXT3vCx0qOeVwbVzHML1y49l68MJB6hAS5KUKAQAAAM8jGAaAADSyvnv4hy50DxeUVuqmf63Xba99rWMnK71TIAB4yMHicl3zwlo998lu1VmO1547sJs+vH2Czukf653iAAAAAC8iGAaAABUeGqSfXpSmhbeMVbIL3cPvbj6kac+s1Dub8mRZTtIUAPBDS7Ye1oXPrdL6/cUO14UG2fSLi9P09++PVNeoMC9VBwAAAHgXwTAABLgRfWK05PYJummC8+7horIq3f76Jv3wn+t1uKTCOwUCQCuVV9XogUVbdOu/N+rEqRqHa1PiIvWfH43XnPF9ZZw9KAIAAABtWLCvCwDaA2PMHElzzvClCO9WArRMh5AgPTwzTRdkdNe9C7Yop7DM4fpPduRr3dMr9eCFg3TNqETZbIQnAPxT1qES3fba19pT4PhxTZKuHd1bP78oTeGhzBIGAABA+0cwDLhHkqRJvi4CaK2G7uGnl+7Si6ty5GhiRGlljR56e6ve3Zynp64Yoj5dnY+jAABvsSxL/1izT099sENVtXUO13bqEKynrhiiGYN7eKk6AAAAwPcIhgH32CfpszPcHiFplHdLAVqnQ0iQHrpwkC7I6K77F27R7vyTDtevzSnS9GdX6p7zB+gH4/sqiO5hAD6WX3pK9y/couU7C5yuHZ0Uo2euOUu9osO9UBkAAADgPwwnEAI8xxiTLimz4XpmZqbS09N9WBHQPJU1tfrTp9n684o9qqlz/vtiaGK0fnPFEA3o3tEL1QHA//ow87AefGurisurHa6zGen2qan60ZQUBQdx2g0AAAB4R1ZWljIyMhrflGFZVpYvauFZMACgSWHBQbrr/AF698fnaHCvzk7Xbz5wXBf9YZWeXbZLVTWO37oNAO504lS17npjk255ZaPTULhXdLjemDtWt5/Xn1AYAAAAAYtnwgAAp9J6dtLbt47TgzMGKizY8a+O6lpLzy7brYv/sFqbDxz3UoUAAtnn2YW64JmVeuvrPKdrZw7uoSW3TdCopBgvVAYAAAD4L4JhAIBLgoNsmjspRR/cPkGjXQhUdh4t1eV/XqNfLd6m8qoaL1QIINCcqq7VL9/bpu/87UsdKjnlcG14SJCeumKw/vidYeocEeKlCgEAAAD/RTAMAGiW5LgovX7zGD12WYYiQ4Mcrq2zpBdX7dX5z6zUip35XqoQQCBYtbtA5z+zUv9Ys9fp2vSenfTeT87R1aN6yxhOkAkAAABIBMMAgBaw2YyuG9NHH981SZMHxDldf7C4QnNe+kq3v/61Ck9WeqFCAO1V4clK3fH617ru7+uUW1TucK3NSD+e0k9v3zpe/bpFealCAAAAoG0I9nUBAIC2q1d0uF6aM0r/2ZSnR9/bpuNOTvj0zqZDWrGzQA/PHKTZIxLo3APgMsuytGD9QT3xwXanjzWSlNQ1Qk9ffZaG9+7iheoAAACAtoeOYQBAqxhjdPmwBC29c5JmDunhdH1JRbXuW7hF1764VjkFJ71QIYC2Ljv/pK55Ya3uW7TFpVD4e2N6a8ntEwiFAQAAAAcIhgEAbhHXMUx/+s5wzbtuhLp1DHO6fm1OkS54bpX++OluVdXUeaFCAG1NSXm1Hn0vSxc8u1Jf7i1yur5bxzDN/8EoPX7ZYEWE8sY4AAAAwBGeMQMA3Gp6eneNSe6q33y4Q//+Mtfh2qqaOv3u4116d/MhPTlriEb0obsPgFRTW6fXvjqgpz/eqWIXOoQl6drRiXrggkHqHBHi4eoAAACA9oFgGADgdp3DQ/Srywfr8mG99MBbW5Wd73hkxK6jJ3XlXz/X987uo3svGKBOHQh2gEC1enehHnt/m3YeLXVpfb9uUXri8sEa3TfGw5UBAAAA7QvBMADAY0YmxWjxbedo3mc5+uOn2aqqbXpkhGVJL6/dr4+3HdGjl2TogozuXqwUgK/tKyzT44u3a9n2oy6tDw2y6cfn9tPcSckKCw7ycHUAAABA+0MwDADwqLDgIN02tb9mDumhh97a6nRO6NETlbrllQ06Py1ej16arh6dw71UKQBfOHGqWn/6NFv/WLNX1bWWS8eMSY7RE5cPVnJclIerAwAAANovgmEAgFekxEXp9ZvHaMH6g/rVku0qqXA8N/TjbUe1JrtQd05L1ZxxSQoO4nypQHtSU1un1786oGeW7tKxsiqXjunRuYMemDFQlwztKWOMhysEAAAA2jeCYcANjDFzJM05w5civFsJ4N+MMbpqVKKmDOymx97fpnc3H3K4vqyqVo8v3q5FG/P0+GUZnJwOaCdW7irQ44u3addRx/PHG3QIsWnuxBTNnZSsiFCevgIAAADuwDNrwD2SJE3ydRFAWxHXMUzPXztMlw/vpZ++nam84xUO128/fEJX/OVzXTs6UfdfMFDREaFeqhSAO2Xnl+pXi7dr+c4Cl4+5ZGhPPTBjoHpGM1YGAAAAcCeCYcA99kn67Ay3R0ga5d1SgLZjyoBu+vjOiXpm6S79Y81e1TkZL/raugP6KOuoHpwxUFeOSOCt5EAbUVxWpWeX7dIrX+aq1tkPer0hCZ31yMVpGtEnxsPVAQAAAIHJWJZrT84BNJ8xJl1SZsP1zMxMpaen+7AiwH9tPViiB9/eosy8Ey6tH5XURY9fNlgDunf0cGUAWqq2ztLLX+zT00t36cSpGpeO6dYxTPddMFCzhvWSzcaLPwAAAGhfsrKylJGR0fimDMuysnxRCx3DAAC/MDihs/5z63j984v9evrjnSqrqnW4/qt9xZr5/CrdeE5f3X5ef+aOAn5m04Hjevjtrco65NqLPWHBNt08MVlzJ6UoKoyfZwAAAMDTeNYNAPAbwUE23XhOX80c3EO/fD9LS7Yecbi+ps7SvJU5em/zIT1ySbrOT4tnvATgYyXl1frNRzv06rpcufrGtEvP6qn7LhioXswRBgAAALyGYBgA4He6d+6gP393hFbszNfP38lSblG5w/WHSk5p7ssbNHVgN/3iknQlxkR4qVIADSzL0ttf5+mJJdtVeLLKpWOG9Y7Wzy5K0/DeXTxcHQAAAIDTEQwDAPzW5AHd9PGdXfXnFXv01xV7VFVb53D9JzvytSq7ULdMStH/TUpReGiQlyoFAlvusXLdv2iLvsg55tL6np076IELB+niIT3o8gcAAAB8hGAYAODXOoQE6a5pqbrsrJ762TuZWpPtOHiqqqnT85/s1qINB/WziwZpenp3gifAQ+rqLL28dr9+/cEOVVQ7ngsuSeEhQfrRlBT9cEKyOoTwwg0AAADgSwTDAIA2ITkuSq/ceLbe23JYj72/TQWllQ7X5x2v0C2vbNQ5/WL1i0vS1K9bRy9VCgSG3GPlunfhZn25t8il9dPT4/XIxenqyRxhAAAAwC/YfF0AAACuMsbokqE99cndkzRnXJJsLjQCr84u1AXPrtKvFm9T6alqzxcJtHOWZem1dbma/uxKl0LhhC7h+vv3R2redSMJhQEAAAA/QjAMAGhzOnUI0S8uSdc7PzpHQxM6O11fU2fpxVV7de7vP9OiDQdVV2d5oUqg/Skpr9aPXt2oB9/a6nR0REiQ0Y+mpGjpnZM0dVC8lyoEAAAA4CqCYQBAmzU4obPeunW8nrh8sLpEhDhdX1BaqbsXbNbseV8oM6/ECxUC7cdX+4p04fOrtGTrEadrRyfF6IPbJ+je6QM5CSQAAADgpwiGAQBtWpDN6Dtn99byeybr+rF9XBovsWF/sS7+42o99PZWFZdVeb5IoA2rqa3Ts8t26ep5XyjveIXDteEhQfrFxWl6/eYxzPUGAAAA/BzBMACgXYiOCNUvL83Q+z+ZoNFJMU7XW5b06pe5mvy7FXppzV5V19Z5oUqgbTl0vELfefFLPbtst5xNYBndN0Yf3jFBc8b3lc2VV2gAAAAA+BTBMACgXUnr2UlvzB2j5645S/GdwpyuL6mo1qPvbdP0Z1fq0x1HZVnMHwYkaU12oWY+v0rr9jk+wVxokE0/uyhNr980Rn26RnqpOgAAAACtRTAMAGh3jDG69Kxe+uTuybplUopCgpx3L+YUlOmG+et1/T/WaeeRUi9UCfgny7L0wso9uu7vX6q4vNrh2pS4SL39o3G68Ry6hAEAAIC2hmAYANBuRYUF64EZA/XhHRM1KTXOpWNW7S7UjOdW6uG3t+rYyUoPVwj4l/KqGv3kta/1xJIdTkdHXDs6Ue/95Byl9+zsneIAAAAAuBXBMACg3UuJi9L8H4zSi9ePVGJMuNP1dZb07y9zNfm3KzTvsz2qrKn1QpWAb+0/VqZZf/5c72857HBdpw7B+vN3h+vJWUMUERrspeoAAAAAuBvBMAAgIBhjNC0tXkvvnKS7pqUqPCTI6TGllTV68oMdmvb0Sn2YeYT5w2i3lu/M18V/WK0dTsaojOzTRUtun6ALB/fwUmUAAAAAPIVgGAAQUDqEBOm2qf21/J7JumJ4gkvH5BaV65ZXNujqeWu1MbfYwxUC3lNXZ+mPn+7WDfO/0olTNQ7X3jC+r167eYwSukR4qToAAAAAnmTofgJazxgzR9KcM3wpQtKohiuZmZlKT0/3UlUAXLHl4HE99v42fbXP9cB3RkZ33Tt9gJLjojxYGeBZpaeqdfebm/XxtqMO13UIsenXs4bosmG9vFQZAAAA0H5lZWUpIyOj8U0ZlmVl+aIWBsMB7pEkaZKviwDQfEMSovXm3LH6IPOInliyXQeLK5we80HmEX287aiuHZ2o26emKq5jmBcqBdwnO/+k5r68XnsKyhyuS+gSrnnXjeAEcwAAAEA7RDAMuMc+SZ+d4fZvdQwD8E/GGF04uIfOHdhNL63Zpz8tz9bJSsdvq6+ts/TK2ly9tTFPN01I1k0TkxUVxq9V+L+Ps47orjc3O/03fk6/WP3h2mHqEhnqpcoAAAAAeBOjJAAPMsakS8psuM4oCaBtKCit1NNLd+qNrw6ozsVfk7FRobp9an9dM7q3QoIY4Q//U1dn6dllu/T8p9lO194yKUX3Th+gIJvxQmUAAABA4PCnURL85QoAwGniOobpyVlDtPi2CTqnX6xLxxSerNLP3snS+c+s1JKth8ULr/AnJeXVuvGfXzkNhSNCg/Sn7wzXAzMGEgoDAAAA7RzBMAAATRjUo5Ne+eHZ+tcNo5XWo5NLx+wtLNOt/96oS/64Rst35hMQw+d2HinVJX9areU7CxyuS+oaobdvHa+ZQ3p4qTIAAAAAvsQwRAAAnJiYGqdz+sXqnc15+t1Hu5R33PkJ6rbmlegHL32lkX266O7zB2hsSlcvVAp82/tbDuneBVtUUV3rcN2UAXF69pph6hwe4qXKAAAAAPgaHcMAALjAZjO6fFiCPrl7kn46c5CiI1wL0NbvL9a1L67V9/72pTbmFnu4SsCuprZOTy7Zrh+/+rXTUPi2qf319++PIhQGAAAAAgwdwwAANEOHkCD9cEKyZo9M1F9W7NFLa/aqsqbO6XGrswu1OrtQUwd2013npyq9Z2cvVItAVFBaqZ+8tlFrc4ocrosKC9bTVw3V+endvVQZAAAAAH9CxzAAAC3QOTxED8wYqOX3TNbsEQkyLp6n65Md+Zr5/Gr93ysbtO3QCc8WiYCzYX+RLvrDKqehcEpcpP7zo/GEwgAAAEAAIxgGAKAVekaH67ezh+rD2ydqWlq8y8d9kHlEFz6/Sjf9a722HizxYIUIBJZl6aU1e3X1vLU6eqLS4drz0+L1nx+NV79uUV6qDgAAAIA/YpQEAABuMKB7R714/UhtPnBcv1+6Syt3Fbh03NJtR7V021GdO7CbbpvaX2clRnu4UrQ3ZZU1evCtrXp38yGH64yR7p6Wqlsn95PN5mKLOwAAAIB2i2AYAAA3GpoYrX/dMFpf5hzT7z/epXX7HL+lv8GnO/L16Y58TUyN0+1T+2lEnxgPV4r2YOeRUv341Y3anX/S4brO4SF69pqzNGVANy9VBgAAAMDfEQwDAOABZyd31Rtzx2jV7kL9/uOd2uziuIiVuwq0cleBxqV01f9NTtE5/WJlXB1gjIBhWZZe+TJXj7+/zenJDzN6ddJfvjtCiTERXqoOAAAAQFtAMAwAgIcYYzQxNU4T+sdq2fZ8/f7jndpxpNSlYz/fc0yf7zmm9J6dNHdSii7M6K7gIE4NAKm4rEr3L9qij7cddbr2mlGJ+sUl6eoQEuSFygAAAAC0JQTDAAB4mDFG09LiNXVgNy3dflR/+HS3MvNOuHRs1qETuu21r/XbmHDdNCFZs0ckKjyUkC9Qrc05pjte36QjJ045XBcabNPjl2boqlGJXqoMAAAAQFtjLMvydQ1Au2WMSZeU2XA9MzNT6enpPqwIgD+wLEvLd+bruWW7XR4x0SAmMlTfH5uk68f2UZfIUA9VCH9TU1un5z/ZrT8sz5azp24JXcL11++NUEavzt4pDgAAAIDLsrKylJGR0fimDMuysnxRCx3DAAB4mTFG5w6M15QB3bRyd6GeW7ZLG3OPu3RsUVmVnlm2S3/9bI+uHJGg749LUr9uUR6uGL6080ip7lmwWVvznL+IMC0tXr+9coiiI3jRAAAAAIBjBMMAAPiIMUaTUuM0sX+sPt9zTM8t2611+4pcOraiulYvr92vl9fu18TUOP1gfJIm9Y+TzcaJ6tqLmto6zVuZo+eW7VZVreMTzIUG2/SzmYP0vTF9OFkhAAAAAJcQDAMA4GPGGI3vF6vx/WK1fl+R/vrZHi3bnu/y8St3FWjlrgL1jY3U98f20ZUjExUVxq/4tmzHkRO6b+EWbXFh1EhqfJSev3aYBnbv5IXKAAAAALQXzBgGPIgZwwBaavfRUs1bmaN3NuWpurZ5v6ujwoI1e2SCrh+bpL6xkR6qEJ5QXlWj55bt1t9W71VtnfP/7989u7d+OjONExICAAAAbYQ/zRgmGAY8iGAYQGsdLqnQP1bv1atf5qqsqrbZx4/v11XXju6t89O6KzTY5oEK4S4fZx3Ro+9tU97xCqdrO4eH6KkrhuiCjO5eqAwAAACAu/hTMMz7TAEA8GM9Oofr4Zlp+vGU/nrly/16ac0+FZ6sdPn4NdnHtCb7mLpGhurKkQm6dlRvJdFF7Fey80v1q8XbtXxngUvrzx3YTU9cPljdO3fwcGUAAAAA2jM6hgEPomMYgLtV1tTq/c2H9dLne5WZd6JFe4xL6aorRyTogozuigjlNWJfOXayUs8u261X1+W6NDaiY4dgPXJxuq4Y3osTzAEAAABtlD91DBMMAx5EMAzAUyzL0sbcYv1jzT59mHnEpWDxdJGhQZoxuIeuGJ6gs/vGyGYjbPSGssoa/fOLffrL8j0qraxx6ZgpA+L05KwhdAkDAAAAbZw/BcO0CQEA0AYZYzSiT4xG9InR4ZIKvbJ2v179MlfF5dUu71FWVauFGw5q4YaD6hUdrlnDe+nSs3qqX7eOHqw8cJVX1ejlL/Zr3socFZVVuXRMt45heuTidF04uDtdwgAAAADcio5hwIPoGAbgTaeqa/XupkN6ee1+bc0rafE+A7t31MzBPXTR0J7qyzziVjtxqlqvr8vVCytzVHjStUDYZqTrxybp7vNT1bFDiIcrBAAAAOAt/tQxTDAMeBDBMABf2XqwRK+uy9W7m/JUVlXb4n3SenTSRUN7aEZGD0LiZso7XqGXVu/V618d0EkXR0ZI0lmJ0frlpekakhDtweoAAAAA+ALBMBAgCIYB+NrJyhq9t/mQXv0yt1VdxJKUEhep8wbF67y0eA3v3UVBzCT+H3V1ltbmHNO/1+U2e/Zzr+hw3T9joC4e0oOxEQAAAEA7RTAMBAiCYQD+JDOvRIs2HtQ7mw65POO2KV0iQjRlQDedO6ibxqfEqktkqJuqbJuOnjilhRsO6o2vDii3qLxZx0aFBetHU/rpB+OT1CEkyEMVAgAAAPAHBMNAO2OMmSNpzhm+FCFpVMMVgmEA/qC6tk4rdhZo0YaD+mTHUVXXtu65gDFSes9OGt8vVuf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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1b.freqs,sc1b.h_c)\n",
    "plt.loglog(sc2b.freqs,sc2b.h_c,'--')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel('Characteristic Strain, $h_c$')\n",
    "plt.title('Sensitivity Curves for Deterministic Signals')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple Values for Red Noise\n",
    "One can give each pulsar its own value for the red noise power spectrum. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "A_rn = np.random.uniform(1e-16,1e-12,size=phi.shape[0])\n",
    "alphas = np.random.uniform(-3/4,1,size=phi.shape[0])\n",
    "\n",
    "psrs3 = hsim.sim_pta(timespan=timespan,cad=23,sigma=1e-7,\n",
    "                     phi=phi,theta=theta,\n",
    "                     A_rn=A_rn,alpha=alphas,freqs=freqs)\n",
    "\n",
    "spectra3 = []\n",
    "for p in psrs3:\n",
    "    sp = hsen.Spectrum(p, freqs=freqs)        \n",
    "    sp.NcalInv\n",
    "    spectra3.append(sp)\n",
    "\n",
    "sc3a=hsen.GWBSensitivityCurve(spectra3)\n",
    "sc3b=hsen.DeterSensitivityCurve(spectra3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1a.freqs,sc1a.h_c)\n",
    "plt.loglog(sc2a.freqs,sc2a.h_c,'--')\n",
    "plt.loglog(sc3a.freqs,sc3a.h_c,':')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel('Characteristic Strain, $h_c$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Power Law-Integrated Sensitivity Curves\n",
    "There are a few additional functions in the `hasasia.senstivity` module for calculating a power law-integrated noise curve for stochastic senstivity curves.\n",
    "\n",
    "First we use the `Agwb_from_Seff_plaw` method to calculate the amplitude of a GWB needed to obtain an SNR=3 with the usual spectral index, which is the default value of the spectral index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "hgw = hsen.Agwb_from_Seff_plaw(sc1a.freqs, Tspan=sc1a.Tspan, SNR=3,\n",
    "                               S_eff=sc1a.S_eff)\n",
    "\n",
    "#We calculate the power law across the frequency range for plotting.\n",
    "fyr = 1/(365.25*24*3600)\n",
    "plaw_h = hgw*(sc1a.freqs/fyr)**(-2/3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `Agwb_from_Seff_plaw` is used by the `PI_hc` method to conveniently calculate the power law-integrated sensitivity across a frequency range of the user's choice. The method returns the PI sensitivity curve and the set of power law values solved for in the process. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "PI_sc, plaw = hsen.PI_hc(freqs=sc1a.freqs, Tspan=sc1a.Tspan,\n",
    "                         SNR=3, S_eff=sc1a.S_eff, N=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for ii in range(plaw.shape[1]):\n",
    "    plt.loglog(sc1a.freqs,plaw[:,ii],\n",
    "               color='gray',lw=0.5)\n",
    "plt.loglog(sc1a.freqs,plaw_h,color='C1',lw=2,\n",
    "           label=r'SNR=3, $\\alpha=-2/3$')  \n",
    "plt.loglog(sc1a.freqs,sc1a.h_c, label='Stochastic Sensitivity')\n",
    "plt.loglog(sc1a.freqs,PI_sc, linestyle=':',color='k',lw=2,\n",
    "           label='PI Stochastic Sensitivity')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel('Characteristic Strain, $h_c$')\n",
    "plt.axvline(fyr,linestyle=':')\n",
    "plt.title('Power Law Integrated Stochastic Senstivity Curve')\n",
    "plt.ylim(hgw*0.75,2e-11)\n",
    "plt.text(x=4e-8,y=3e-16,\n",
    "         s=r'$A_{\\rm GWB}$='+'{0:1.2e}'.format(hgw),\n",
    "         bbox=dict(facecolor='white', alpha=0.9))\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we see a fairly optimistic sensitivity at the SNR=3 threshold since this PTA is made up of 100 ns-precision pulsars with no red noise. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pairwise Senstivity Curves\n",
    "One can also access each term of the series in the calculation of the stochastic effective sensitivity curve. Each unique pair is available in the `GWBSensitivity.S_effIJ` attribute. The pulsars can be identified using the `GWBSensitivity.pairs` attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rr/Xll1/qyy+/1PPnz/MeEgBk4qWXXtKrr76qV199VS+//PLKB8UEw0A6vivp3bwHAQAAAABX8eMf/1iff/65zs7O8h4KAGTu+fPnevr0qZ4+faqbN2/qO9/5jm7dWt2aP4JhIB2fSPoo4vJbkt7JdigAAAAAkNyPf/xjffrpp7SMAABJZ2dn+vTTT/Xmm2+ubDhMMAykwFr7gaQPwpcbY96W9MOsxwMAAAAASRAKA8Bl1tqVDocJhgEAAAAAWGPWWn3++eeXQuGbN2/qtdde0yuvvKKbN2+ufK9NAOvLWquzszN99dVX+uKLL8ba6QSvkZubmyv3OkgwDAAAAADAGvv6668v9RR+9dVX9cYbb6xcCAIAk9y8eVO3bt3St771LX322Wf68ssvR9ednZ3pJz/5iV5++eUcR5i+a3kPAAAAAAAA5McNP6RhOEIoDGBdGWP0xhtv6ObNm2OXf/HFFzmNaHEIhgEAAAAAWGPhYPi1114jFAaw1owxeu2118YuC79WrgJaSQAAAAAAhgYD6Xe60mdPpG//Menn/rT00upNtoML1lo9f/587LJXXnklp9EAQHG88sorevr06ej88+fPZa1dqR/OCIYBAAAAANLgXPr+L0u//Q8uLnvz35T+w470DYLCVTUYDC5dFj58GgDW0Y0bl2PTwWCg69ev5zCaxaCVBAAAAABA+uQfj4fCkvTp/yH91v+Yz3iQCWvtpctWqRoOAOZ17drl2DTqNXOZEQwDAAAAAPTio1+NvHzwv/w3GY8EAABkgWAYAAAAAKAbv/u/R15+7fnqzcIOAAAIhgEAAAAAAABg7RAMAwAAAAAAAMCaIRgGAAAAAOhvv/gzkZf/7uDbGY8EAABkgWAYAAAAAKCv7UuRl/+/up3xSAAAQBZu5D0AYBUYY96T9F7EVbeyHQkAAAAwn4FM5OXXNch4JAAAIAsEw0A6vivp3bwHAQAAAMxrMOGA0msEwwAArCSCYSAdn0j6KOLyW5LeyXYoAAAAQHKTKoYJhgEAWE0Ew0AKrLUfSPogfLkx5m1JP8x6PAAAAEBS5xMrhm3GIwEAAFlg8jkAAAAAAD2GASy9fr+vjY0N9Xq9vIcCLAWCYQAAAAAT/1w9AAAgAElEQVTAlB7DVAwDWA6tVkue56lUKuU9FGApEAwDAAAAAJh8DsDSOzg4UKVSUblcznsoV+Z5nvb391Wv17W1taWNjQ0ZY7SxsaHNzU3V63U1m82p1dHdblfGmNGp2+3ONQ53Hc1mc67Hs7OzM1pHp9O5dL17H7NOGxsb2t7eVrPZVL/fn2s8GCIYBgAAAADQYxjAUut2u/I8T/fv3897KFfieZ52dna0sbGhnZ0ddTod9Xo9eZ43ur7f76vT6ajdbo9C43a7fWld1Wp17Pzh4WHi8RwcHIydjwp1k64nPK6kPM9Tt9tVu93W5uamtra2aB8yJyafAwAAAADob9z8tcjLf+7aZxmPBACS29vbkyQ1Go2cRzK/TqejBw8ejELgQKlUUrlc1u3bt9Xv93V6ejq2jOd5ajabKpVKlx5/tVodVQrPUzF8dHQ0dr7f7ydu1xHcRpIqlcrM29ZqtciA//T0VCcnJ+r3+6MfAiSp1+tpa2tLjUZjtB8gHoJhAAAAAAAALC3P89TpdFStVpe2v3C73b7UpqHRaKjZbEa2xgjC0VarNWqncOfOnUvL1ev1USDc7/fV7/cTtdoIKoQrlcqoKvfg4CBRAO9WGcep6H7nnXdUq9VirffRo0ejce3v7+v09HSuyuh1RSsJAAAAAAAALK2gTcHOzk7OI5lPs9kcC4XL5bKOj4+1t7c3McQtl8tqNBo6OTkZVclGLXvv3r2x80mqht1lW63W6P/hKuJZHj9+PPr/VdtIuGq1mo6Pj7W7uzu6rNPpzN3uYh0RDAMAAAAAAGBpBcFonCrTogl65QaCULhSqcReR6PR0LNnzyKrpYM2FIEk1bRBAFwul8cC3STBq+d5o4reUqmU6HHF1Wq1xp77eSfIW0cEw8idMaZkjDkyxqTSCMYYUzPGPDPGLOfxIwAAAEDWLBPMAVhO/X5fvV5vKXsLe56ner0+Ol8qlXR8fDxXO4xpt3FD0yQVw0EAHITCbjgcd7I39/7SrBYOe/jw4ej/bk9jTEcwjFwYY8rGmKoxpiXpY0lVSfGb3ExZr6RDSYTCAAAAQFyDF3mPAADmElQLL2MbiUePHo0FmK1WayE9ksN9feOEw57njXoXb21tSZK2t7dH17vtIaZx207E6S88r3AbjdPT04Xd1yohGEbmjDEnko4lNSU9lfQkxdUna3QDAAAAQPbFTyZe997z/yLDkQBAMp1OZ2EtChYt3EJiUVXP4W0Tp0dw0LdZiq4Yjlt5HLWeRXDHE26fgckIhpE5a+2mtXbDWrttrW1L6qexXr8VRfxjIgAAAABIkp4//3ridX9gb2c4EgCIr9frqd/vL2Ubif39/bHzi+6L67aTiNMjOOhF7IasbsDc6/Vmtmtwl6lUKguphpaG1c3u9nPbSmC6G3kPAEiDMaahYSuKHUnL944AAAAA5OjF85/oGxOue87XRkzw4nyg3//R5B8VkJ6f+ebLunGd2r6wZW4jEa7avXfv3kLvb3t7exQI9/t99fv9qVW1QQVueFzVanV03cHBwdRQ3q3iXVQbiX6/r3q9Pmp7Ua1Wtbu7u5D7WkW8w2Pp+X2Fm5K2JFHOAAAAACR09pPJ4R7BMCb5/R99rT/Z/l/zHsZa+Ee7P6+fvX0r8/vtdrujvrLlclknJydTl9/Z2RlVwjYajVFwO0m73R5Veu7u7qrVaiUa3/7+viqVylxtAzzP0/7+vh4/fjyarKxcLqtcLmtnZ2eswnYR3KrdRVbTBu7duzcWoHe73Ymhrhvoun2Fg/PB9UdHR1ODYbcPcdrbs9fr6dGjR2PbsVarjSqdEQ/v8FgFR5Lq1lrPGEMwDAAAACT04mxyj+Ezy9dGYF1Vq1WVSqXRRGSzqkzdfrIHBwczg2E3OExaURoEgvNUCzebzbH+voHgMXa7XZXLZe3t7S2kL264BUMW/XCDPsy9Xk/SsFXEpFDXrWYOP/64fYY9zxvdV9Kev0dHR3r69GnkOk9PT9Xtdse24SKfq1XHO3zOjDG7kh5KestaO705y/T1NDRso+D+pXUl7VlrV7bvrjHmUFLLWtvLeywAAADAsnoxpcfwc93McCQAiqZarY5C2E6nM/Ew/aCfbBAkB8HgpEnhwsFh0snjgtA5aQsGt+JVGoaKlUpFt2/fVr/f15MnT0ZB+Pb2tlqtVuqtCU5PT8fOZzVRWrVaHW3zaaFu8HxHVTIHl816jt31J32Out1urMntyuWyDg8Pl3LiwaKgQU1OjDFlY8yRpJakkuZsgWCMqRhjnmnYSmHPn9RtQ8O2CqeSjowxh8aYxR6TkAM/VJe1dn/WsgAAAAAmO5tWMUw9EbDW3Epet8I3LLjuzp07o6Bu2vJudXHS4NDzPHW7XdVqtUQtGNxQuFQq6fDwUCcnJzo8PNTe3p6Ojo707NmzsSC42WzGmqwt6fhdr7/+eqrrnyRclR0VvgaheNTyAbcyd9Jz7FYd1+v1xGONo9/va2tra6x/MpIhGM6AMaZkjKkaYxrGmJYx5ljSiaQr1bgbY6qSjjUMgLfcgNRa27fW7mhYRVyTdLxK4bAxpiJpx1q7mFcXAAAAYI2cT60YJhgG1pnbGzaoCo4SBHPb29u6c+fO2GVR3F6wSYPDoI9xkvYT+/v7oyC0XC7r448/ntj3ttVqXQo2Jz3ueYTD7Ki2CYsQrgAOT4AnjQf2k1ozuNt9UmVvnPVM0mq1ZK2NPJ2cnOjo6EitVmtUad3tdlWv17W9vZ3q87QOCIazcUfDPrgtSRUNWzxsSrpK64iSpOBVtD6pDYUfFu9r2GLiw3nvr0icx749a1kAAAAAs51TMQxgCjfYcwO/QNCbVxqGj8GEZe7lYW6gmDQ4fPz4sUqlUqIJzYJJ7qRhG4pZlcbVanWsB697+6u6fXv8oPFJ2ygsmKxv0imqb3KYu62jgvsgLJ7W3sNdR9SPBcFkfuFl01Aul1WtVrW7uzuq9nYD4o2NjVG7DMzGO3wG/B6/Jny5MZcuSuJ9DVtQ9GL0192T1JBUMcbUrLWRP9n5rS3S+ovd9yuWF+FQUtNaG++VEwAAAMBUk4LhF/aaBtQTYYKf+ebL+ke7P5/3MNbCz3zz5Vzvv16vj4LcqEnL3ICxWq2OBYVRfYnd5ZOEu9IwdOz1ehMnToviTlYWBItxNJvNUXXy/v7+zMn04iqVSqM+vVL8YHhvb2/qsuVyeWY/5Pv374+2fxDguiF58DxP20bhieyCth4B9/kNfiRYlFqtplqtNtYm5O7du/r4448TtRlZVwTDS8ivmA3+4mZ247bW9owxfQ2rhh9KmnQsR0sXVchX9SSl9Yzx+wr3J4XbAAAAAJKbFAzfMAM9+cZ/KtlPpasVtmAF3bh+TT97+1bew0AG7t27p52dYe1XVOuAoM9sECa6weHjx48vhZVuX9ok7SCki0nngvHE4batSFLBWi6XxwLcaZPpJeVO6udO3Ldo4cd/cHAwCtnd6t9Zz8v9+/dHwfDR0dFYMOy2qEga/M/r6OhIm5ubo7D7wYMHY887ovHT73Jyfxb7QczbBD8pVYwxkdNdWmu71tr9lE6LqtvfkdQwxtiok4a9mwPPnOuyeSUCAAAAltDgxfOJ1/0R84VkBxmOBkDRlEqlsUDRDYc9zxsFhG51aBAsRrUacG+fNDjc399XuVxOFNC6Vbabm5uJ7s9t+xC3sjeOcCVtVIuOsJOTk0s9d5NWMYdbRLghbpL2HpP2B/d8uVwetXnIgtvuo9Pp0G84BoLh5eT+bBN3L3dfvdJt8JIha+2mtdZMOklyO9a7y1JhDAAAAEwwmNJjWJIG5y8yGgmAonIniHMrMSeFvJP6ErttHZL2nw1um6RaOOwqE72dnp7OfduwRqMxViHcarVSW/cskyaPC0Li8CR1Udxl3J7CV+kdfVXh+0szyF9VBMPLyf1ZLO6rkhsgb6U4liJL7xUbAAAAWGGDFzOC4cF5RiMBUFT37t0b/d8NeoO2EOHqUDc4dKtS3f+7YXMcQXVs0ipjN+RMGha6y6dd/frw4cOx+4maDG4R3ADV87zRY3zyZNgVNG57j6jw/yrPL7JHMLxkItpAxH1Fc38Su5PScNJye/Yi+a/XGPNtY8zbSU6Skh2jAgAAAOTAzgiGz6kYBtae24LADRODCtGosDYIk90qUjf8dMPmODqdjiqVSuKA1m3bENUjeZKgRUbgzp1045Rw1fCDBw8yaX8Qrgju9XpjVb9xK33dADkIhN1tlnXFcPi5zbKNxbIiGF4+83Yid19ZCjEtozGmZIyp6KIC+o4xpuJPrjfX+jTeZqM277om+GVJP0x4+ocp3j8AAACwEIOzyT2GJckO6DEM4HILAjdMjKoyDSpGgyA5OEnx2hW4gkB5njYSbgDteZ729/dj3c7tWVutVlOfHK5UKo215fA8T3fv3s0kHHa3ydHR0SjQDfcgniaqz3Dwb9ahsDTejmMRz9cqIhheT4uq0I3FGHPoTxT3TNKH/niCV70PdTFp3NGkdYTWt+usr+qvy5P00FnX0vZVBgAAABbNns+qGKaVBIDxquDj4+OZYaIbDnY6nbFq0qQBb9BGotFoJLpdML7d3d2x+57VUqLdbo9VoC6qB3C1Wh1bd6/X0927dxfeH9eton7y5Mmo4jdJoBuuIne3V5ZtJDzP0/b29tg2y7Jn8zIjGF4+Y6GutXaen5Fy/cnEWlt3JoXbiDgF123PXptkrW1PWV9wefxjRQAAAIA188/+5T+jv/j8L0y8nh7DAKTxPsLdbncUJk5rCREEjUdHR2P9Z5O0kQhCx6S9hV2tVmssvN7c3FS73Y68r3q9PlYtvLu7G7uKdh67u7uXwuHNzU01m82pAXGv1xvbpkm427LX641C3bj9hQNukOw+hqRtQubVbrf11ltvXQrxF/l8rZIbeQ8AiVEHn5+/Lelw5lLjNkU7CQAAABTcP7/2qv6ZfXPi9ZaKYQC+Wq2mdrutfr8/CuOmVYfW63V1u111u91RqJy0jUTQ+mGeNhKuDz/8UFtbW6OwtdlsqtlsqlKp6Pbt22OtLgKNRiOT6tPd3V2Vy+WxPsPtdlvtdnsUyJdKpbG2HFdVrVZHz2GwvqQtIO7fvz8K2IN1BWOd18nJSWQvaM/zdHp6qpOTk4mT9bVarbHqcExHMAzEZK39Q0l/mOQ2xpgFjQYAAABIz9m51fmUA0qpGAYQcIPAOGHivXv3RoFusHzSqtS9vT2VSqUr960tlUo6OTnRzs7OWJ/h8CRzwbLvv//+laqUk6rVaqpWq2o2m2PjmxUEVyoV3b9/P3Gbje3t7bEANmlg797G7Yt81W22v78fuw90IGjJQaVwMrSSWD5jrSNSnlwNczLGvGeM+d/CJ0m/lvfYAAAAgFl+8mIgq8lFDQTDAALh8HBWCBjVfzhJcNjr9dTv9+fqLTzJ3t6eTk5ORi0igscThM97e3t69uxZpqFwoFQqje5/b29P1Wp1rAK3VCqpXC6rVqup1Wrp5OREx8fH2t3dTRzqhh9f0sA+EA7s3f7FixI8V8E2ODo6IhSeAxXDy+c0hXUsfnrL9fNdSe/mPQgAAABgHmfnAyqGAcT27NmzRMsfHx/PfV/BpHPzhpaTlMvlQk9QViqV1Gg0Ug3Ew8rlsqy1V17P4WHSrpuXpTEOJEcwvHzSCHXTCJcx7hNJH0VcfkvSO9kOBQAAAEjm+YuBBtMqhukxDCAnBwcHKpfLVIMCC0AwvHzCoe5txQuL3eMJqBhOmbX2A0kfhC83xrwt6YdZjwcAAABI4ux8oIGdXDFsqRgGkINutyvP8/Tw4cO8hwKsJHoMLxlrbTjULce86abz/6tPXQkAAABgZQwrhqe0kqBiGEAOgjYSi2ynAKwzKoaXU09ScAxF3M7it53//yDd4cAY856k9yKuupXtSAAAAIDkns/oMWwHgwxHAwCS53nqdDqqVquJJ1UDEA/B8HLq6iIYjlsx7C7XSXc4EJPPAQAAYImdnVvZaT2GaSUBIGMHBweSpJ2dnZxHAqwuguHl9EjSrv//uBObBUFy31pLK4n0fSImnwMAAMCSuv/5r+ivfeM3J15PMAwga0EbiVqtlvNIgNVFMLyErLWeMaYrqSpp5iukMabqnG0ubGBrjMnnAAAAsMxeP/t9fct8MfF6O3iR4WgArLt+v69er0dvYWDBmHyuOJI2zNmR5EmSMWZWOBwcd9G11tJGAgAAAMCY64Ozqdfbgc1oJAAgdTrD6KJer+c8EmC1UTGcLzcMvj1xqQjW2r4x5oGkQ0mHxpjNqBYRxpiGhlXFniReUReEyecAAACwzK7b6cHw4JyKYQDZqlQqqlarsxcEMDeC4Yw47RxKGobA4e7pe8aYPUl9+ZXAkp5Yaz1NYK3tGGO2NQyHj40xTWvtvn9/JUktSQ0NJ6urT1sXruy7YvI5AAAALKkbg+dTr7d2kNFIAEDa3d3V7u7u7AUBXAnBcHaOQuc9XQTA0jAsfqjxKuK6pKmtH6y1XWPMW5LuSdoxxrScq7uStq213blHjbg+EZPPAQAAYEldt9MrgukxDADA6iEYzoi11ixw3Z6kff+EHDD5HAAAAJbZjQmtJP7+i5/Xwfmf0l//5r+S8YgAAMCiMfkcAAAAAKy5G4oOhv/J4I/pt+zP6ezGT2U8IgAAsGgEwwAAAACw5m5OqBh+rpuSJGttlsMBAAAZIBgGAAAAgDV3Q9E9hM/87oPnA4JhAABWDT2GgRQYY96T9F7EVbeyHQkAAACQ3M0JwfBz/ysjuTAAAKuHYBhIx3clvZv3IAAAAIDErNVLMyqGB7SSAABg5RAMA+n4RNJHEZffkvROtkMBAAAAEjiP7i8sSc8twTAAAKuKYBhIgbX2A0kfhC83xrwt6YdZjwcAAACIa3D29cTJZ4LJ5+gxDADA6mHyOQAAAABYY8+f/2TidUErCQqGAQBYPQTDAAAAALDGXjz/FxOvCyafo2IYAIDVQzAMAAAAAGvsbErF8D946W/o+y/9lyr9wW9mOCIAAJAFegwDKTDGvCfpvYirbmU7EgAAACCZF1OC4W8bT982nv7p188yHBEAAMgCwTCQju9KejfvQQAAAABJnZ9NDoYD1g4yGAkAAMgSwTCQjk8kfRRx+S1J72Q7FAAAACC+aa0kAnZwnsFIAABAlgiGgRRYaz+Q9EH4cmPM25J+mPV4AAAAgLjOz76evRDBMAAAK4fJ5wAAAABgjb2I1UqCYBgAgFVDMAwAAAAAa2wQq2KYHsMAAKwagmEAAAAAWGPeN9/WLz1v6j95/p9PXMYSDAMAsHLoMQwAAAAAa+zHN0v6aPCvS5JOBj+jzWu/f3khWkkAALByqBgGAAAAgDV2dm5H/7cykctQMQwAwOohGAYAAACANfb8xUXoez7pKyIVwwAArBxaSQApMMa8J+m9iKtuZTsSAAAAIJmz84tgeDCpYthSMQyg+Pr9vra2tvThhx+qUqnkPRyg8AiGgXR8V9K7eQ8CAAAASMqtGB5MqhgeUDEMoPharZY8z1OpVMp7KMBSoJUEkI5PJH0UcfpBjmMCAAAAZnpOxTCAFXFwcKBKpaJyuZzp/Xqep/39fdXrdW1tbWljY0PGGG1sbGhzc1P1el3NZlO9Xm/iOrrdrowxo1O3251rHO46ms3mXI9nZ2dntI5Op3Ppevc+Zp02Nja0vb2tZrOpfr8/13iwOATDQAqstR9Ya/9U+CTpP857bAAAAMA0cXoMGyqGARRct9uV53m6f/9+ZvfpeZ52dna0sbGhnZ0ddTod9Xo9eZ43ur7f76vT6ajdbo9C43a7fWld1Wp17Pzh4WHi8RwcHIydjwp1k64nPK6kPM9Tt9tVu93W5uamtra2pgbkyBatJAAAAABgjbk9hu2EYJiKYQBFt7e3J0lqNBqZ3F+n09GDBw9GIXCgVCqpXC7r9u3b6vf7Oj09HVvG8zw1m02VSqVLY61Wq6NK4Xkqho+OjsbO9/v9xK01gttIUqVSmXnbWq0WGcafnp7q5ORE/X5/FNpLUq/X09bWlhqNxug5Q34IhgEAAABgjbnB8KSKYQ0IhgEUl+d56nQ6qlarmfQXbrfbl9o0NBoNNZvNyDYWQTjaarVG7RTu3Llzabl6vT4KhPv9vvr9fqK2GEGFcKVSGVXlHhwcJArL3SrjONXX77zzjmq1Wqz1Pnr0aDSu/f19nZ6ezlUZjfTQSgIAAAAA1ti/+v8c6H+4+St6/+av6s61/yt6IUsrCQDFFbQ+2NnZWfh9NZvNsVC4XC7r+PhYe3t7E0PccrmsRqOhk5OTUZVs1LL37t0bO5+kathdttVqjf4friKe5fHjx6P/X7WNhKtWq+n4+Fi7u7ujyzqdztztLpAOgmEAAAAAWGMb/7yvd6//travT+75aGglAaDAgrA1TuXqVQS9cgNBKFypVGKvo9Fo6NmzZ5GVzUEbikCSatogAC6Xy2OBbpLg1fO8UUVvqVRK9LjiarVaY8/TvBPkIR0EwwAAAACwzs7PZi5iqRgGUFD9fl+9Xm/hvYU9z1O9Xh+dL5VKOj4+nqt1xbTbuKFpkorhIAAOQmE3HI472Zt7f2lWC4c9fPhw9H+3pzGyRzAMAAAAAGvs2vlPZi9ExTCAggqqhRfdRuLRo0djAWar1VpIP+NwX9844bDneaPexVtbW5Kk7e3t0fVue4hp3LYTcfoLzyvcRuP09HRh94XpCIYBAAAAYI2ZweyKYSafA1BUnU5nYW0PXOEWEouqUA4/jjg9goMey1J0xXDcyuOo9SyCO55w+wxki2AYAAAAANbZ4MXMRQytJAAUUK/XU7/fX3gbif39/bHzi+6L67aTiNMjOOhF7IasbsDc6/Vmtmtwl6lUKguphpaG1c3u9nPbSiB7N/IeALAKjDHvSXov4qpb2Y4EAAAASMYMokNfz/6U/trZexromv6N1/+4/njG48ISeva7i1v3a29I12NEGD/6LNaPHXN55aelmy/PXu7LP5BefH31+9v4o1dfx4rLqo1EuGr33r17C72/7e3tUSDc7/fV7/enVtUGFbjhcVWr1dF1BwcHUwN0t4p3UW0k+v2+6vX6qO1FtVrV7u7uQu4L8RAMA+n4rqR38x4EAAAAkNSkauDO+b+lXx/8CUnSd25xmC9i+Jv/2uLW/Zd+O15Q+nf/HelHny5mDL/0P0lv/cnZy3X+vPS7//jq9/df/+jq67iibrc76lVbLpd1cnIydfmdnZ1RdW2j0RgFt5O02+1R9eju7q5arVai8e3v76tSqSy8FYFbtbvIatrAvXv3xsLubrc7MdR1A123r3BwPrj+6OhoajDs9iF2K5bT0Ov19OjRo7HtWKvVRpXOyA/BMJCOTyR9FHH5LUnvZDsUAAAAIL5JwfC503nwfGCzGg6AAqlWqyqVSqPJzWZVrro9ag8ODmYGw24YmbRKNQgZF10tHG7BkEU/3KBncq/XkzRsFTEp1HWrmcN9geP2GfY8b3RfSXv+Hh0d6enTp5HrPD09VbfbHduG5XJZe3t7C+1hjPgIhoEUWGs/kPRB+HJjzNuSfpj1eAAAAIC4JgfD10f/H1iCYWBdVavVUQjb6XQmHvof9KgNguQgbJw0KVw4jEw6eVwQOi+6rcPp6enY+awmSqtWq6PtMy3UDZ6bqErm4LJZz4e7/qTbs9vtxprcrlwu6/DwcOGTBCIZJp8DAAAAgDVmNIi83K0YHlAxDKwtt5LXrfANC667c+fOKPybtrxbXZw0jPQ8T91uV7VabeFtHcIVw6+//vpC7y8QrqCOCl+DSu6o5QNuZe6k58OtOq7X64nHGke/39fW1tZY/2Tkj2AYAAAAANbYtRitJMiFgfXl9psNqoKjBGHf9va27ty5M3ZZFLe/bNIwMuhjvKhJ0lzh4DmqbcIihCuAwxPgSePh+qTWDO42mlTZG2c9k7RaLVlrI08nJyc6OjpSq9UaVVp3u13V63Vtb29P3JeQHVpJAAAAAMAam9hKwjo9hmklAay1arU6ChUPDg4u9bsN+g9LGk0Gt7+/P7UvsRtSJg0jHz9+rFKplPokaVFu3749dj54nLO02+2pIfLrr78+sS1HINzGIzw5XxAWT2vF4W5bt91HoN/vjwLatPv+lstllctlVatV7e7uqtPpqNlsqt/vq9vtamNjQ8fHx7SXyBHBMAAAAACssTgVw5ZgGHH8pd9e3LpfeyPecn/+f5YGLxYzhld+Ot5ytb8rvfh6MWPISb1eHwW5UROhuZXB1Wp1rBI0qi+xu3zScLff76vX602cjC1tpVJp1Kc3uP849vb2pi5bLpdnBsP3798fbasgwHVD3eA5mRbohieyC1pwBNznYnt7e+p4rqpWq6lWq2l7e3s09rt37+rjjz9eeEsQRCMYBgAAAIA1ZuykHsMXk8+d00sCcWz80bxHIH0zZoC8SK/GDJCXyL1797SzsyMpuh1B0Ls2CCjdMPLx48eXAlC3123SdhDBpHPBeLLgVu5GVd0u8n5dbrW229Zj1ja8f//+KBg+OjoaC4bdFhVZVGAH97m5uTkKux88eDDWWgTZoccwAAAAAKyxa6LHMIDpSqXSWEjphsOe541CR7fiNAgro/oSu7dPGkbu7++rXC5n2n4gXEnr9uSd5OTk5FLP3SDUjivcIsINcZO04pj03Lnng7YPWWk2m6P/dzod+g3nhGAYAAAAANbYtQkVw3/15t/T37z5t/S3bv53+hP/H5VcwLpzJ4hzqzsnhbxuGOkGqd1ud+6etsFts6wWlqRGozFWIRzu9btIkyaPC0Li8CR1Udxl3J7CV+nzfFXh+4vbogPpIhgGAAAAgDVmJlQMS9Kfvf6b+nev/xN998c/zHBEAIro3r17o/+7QW/QFiJcceqGkW6lq/t/N2yOI6i4zarlgevhw4ej//f7/bHevIvkBqie540C1CdPnkiK34ojKqi/ynOB1UAwDEsyjfEAACAASURBVAAAAABr7PqEyefGTKgqBrA+3LYGbkAZVJ1GhbVBmOxWprqBqhs2x9HpdFSpVDJteRAIVw0/ePAgk/YH4YrgXq83VvUbt9LXDZCDQDhoAZJkPWkJt7TI4zkFwTAAAAAArLVrmh36mhjLAFh94bYGbkAZVbkaVKEGQXJwkuK1QHAFgXLWbSQCpVJprIWG53m6e/duJuGwG6AfHR2NAt1wD+JpovoMB/9mHQpL4+04qtVqJpP54TKCYQAAAABYY9eoGAYQk1sVfHx8PDOgdAPHTqczVqGaNOAN2kg0Go1Et0tTtVodCzR7vZ7u3r278P647uR3T548GVX8Jgl0wxXfbsVulm0kPM/T9vb22DbLsmczxhEMAwAAAMAai1MxHCs8BrDy3D7C3W53FFBOawkRhJdHR0djPW2TtJEIgsw8eguH7e7uXgqHNzc31Ww2pwbEvV5v7PEn4T7uXq83CnXj9hcOuEGy+xiStvSYV7vd1ltvvTUWSrdardhVz0jfjbwHAAAAAADIT7wew3bxAwGwFGq1mtrttvr9/ijgm1ZxWq/X1e121e12R6Fy0jYS+/v7kvJrIxG2u7urcrk81me43W6r3W6PwvNSqTTWQuOqqtXqaHsH60vaAuL+/ftqt9uSLtpIBGOd18nJyaV+wdIwzD89PdXJycnEyfparZZ2d3fnvm9c3VIFw8aYp5LestZ+kfdYAJcx5j1J70VcdSvbkQAAAADJ7N/4D/TiX3ypaxror978e5HLGCqGAfjccDFOQHnv3r1RoBssn7TSdW9vT6VSKZdeuJPUajVVq1U1m81RcC1pZhBcqVR0//79xC0xtre3xwLYpOG6exu3L/JVq7D39/fHHn8cQUsOKoXzt1TBsKQN/0QwjKL5rqR38x4EAAAAkNT3zV394flPJEkb5kv9hRu/fmkZJp8DEAiHi7OCxaC3rdtfOEkY2ev11O/3C1lZWiqVtLe3p1arpYODAx0eHqrf7+v09FSe56lUKun27duqVCp65513VKvVRlXTSdVqNTWbzdH5pOF6oFqtjlXvuv2LF6VUKunOnTva3t6+0jZA+pYtGPYkdY0xfed8XKeSTiTtU3GMBfhE0kcRl9+S9E62QwEAAADiGzhtIgYTpqExTD4HwPHs2bNEyx8fH899X8Gkc/MGoVkolUpqNBoLnRivXC7LptDW5/Dw8MrrSGMcKIZlC4Ylqeyf5vUrxpgta+3/mdaAAGvtB5I+CF9ujHlb0g+zHg8AAAAQ14tBjGBYhAAA8nFwcKByuUzbAWABot/1i81c8XRN0ofGmNcyHzkAAAAAFMy5GwxbE7kMPYYB5KHb7crzvMJMOgesmmUMhmvW2mvznCRtSvorkm5LepDvwwAAAACA/LnB8DmtJAAUSNBGYpEtGoB1tmzB8DcldWcuNYG19mNrbVvSPUn/fmqjAgAAAIAlNVYxrOiK4WtMPgcgY57nqdPpqFqtqlQq5T0cYCUtWzCsNCaOs9Z2JG2kMBwAAAAAWGpxJp8TEw0ByNjBwYEk0UYCWKBlC4Y/TnFdyabQBAAAAIAV9CJWxTA9hgFkK2gjUavVch4JsLqWKhi21n4vxdVFf+IBAAAAgDUxGNixYuDJPYapGAaQnX6/r16vR29hYMFu5D2ArBhjfkPSXUl7GvYpnrtXMQAAAACsgvOzr/XXb/yaBrqmF7qu/+j6b0QuR8UwgCx1Oh1JUr1ez3kkwGpbi2DYGPNNSVVJVtKOpG1JW7kOCldijNnV8Hk8lNS11vb9y0uSypLuSKpLalpre7kNFAAAACiw87Ov9Us3jmYuR8UwgKxVKhVVq9W8hwGstKVqJTEva+2PJH2oYfuI35L0C2lMYod0GGNKxpgjY8xegpu9rmHYvyfpxBhjjTFWw97Rx/7lfUJhAAAAYLLB+YtYyxkNFjwSALiwu7ur4+PjvIcBrLy1qBiWJGvtdt5jwAVjTFnDyt5tSQ1JJaXX3qOnYaUw7UIAAACAKc5jBsPXCIYBAFg5axMMoziMMSeSbkt6IunI/3ee40P2/duX/fN9Sb2grQQAAACA6QYvzmItZyzBMAAAq4ZgGJmz1m66540xm5OWneHEWttJYUgAAADAWjo/jzep3DXRYxgAgFWzVMGwMeYvW2t/tWjrAgAAAIBlNK1i+ODFu/pd+9Ma6Jqu/9SG/nKG4wIAAIu3VMGwpJYxZj+lieNakgiGAQAAAKytwWByxfB/++LP6XP9EUnSz974lwiGAQBYMcsWDBtJG5KuFAwbY77prwsrwBizK+kdDXsNn2rYd3jfWuvlOjAAAACg4M5fTJ587oWuj/4/oMUwAAArZ9mCYU9S2xhzpGEAOI/bkrYlPUttVFfgh5oPJb11lSDTGNOQtKOLidgkqStpz1rbvdooC+u+Mea+pD1JTWtt3xhTkfS+pIfGmLvW2l6+QwQAAACKyw4mB8MDXbv4v6XHMAAAq2bZgmFJqvmnq8q1mtQYU9Yw0Kz6F93WHGPyg9APNQzKW9bafWf9TUlHxpiOpAcrWkF7131cfhC8ZYx5JunYGLNFOAwAAABEOz+fHAyfOwdZng8IhleVMZcPprX8EAAAGkQcLhP1mrnMljEYXrpnwBhTknRHw2reTQ3D4EoK661q2DahL2krFJD2Je0YY441DKArfki6KuHwI2ttc8r1+5J2Nawe3spmSAAAAMBysVNaSZy7rSTICVfWtWvXLl12dnammzdv5jAaACiOFxHvkVGvmctsGYPhjoZh6FX8gqR/O4WxxHVHwzF7kp5o2OKhLulYUmmeFfph86F/tj4p8LXW7htjtiQ1NKwsXomQNEbA/VjDYLhijKmucDsNAAAAYG6DKa0kzmklsRaMMXrppZf0/Pnz0WVfffWVbt26leOoACB/X3311dj5l156iYrhnH1T0q619pOrrMQYcyjpaSojisEPJS/tOVfcmd7XMFTuxWiVsKdhMFwxxtSstZ2ohfzezdWo6+awb63dSWld83CD44qGYTwAAAAAx/n5+cTrxiafIxheaa+++qqePr34ivzFF1/oW9/61soFIAAQl7VWX3zxxdhlr776ak6jWZxlC4aN5p90bsRa65klfofzq4WDPsszA09rbc8Y09ewlcVDDauuo7R0UYV8VU9SWs8lxpg9DauwmzErgTcXNRYAAABgmdnzs4nXuZPP0WN4tYWD4bOzM3322Wd64403CIcBrB1rrT777DOdnY2/R7722ms5jWhxcgmGjTF/R9L/LelDa+0/TXDTtrX2i9mLxVtXSuvJQ8P5/w9i3iYIhivGmLLfg3jMMrRb8EPx4PHvKF4l8Kr0VQYAAABSNRhMrhh2W0lQMLzaXn75Zd28eXMsBPnyyy91cnKi1157Ta+88opu3Lixcr01ASAwGAz04sULffXVV/riiy8uhcI3b97UN77xjZxGtzh5VQx3JR1IssYYzz9/JKk7rU2EtfavpDWANNeVg/vO/+OGnm4QXNVwcral41d7B2f3pixadv5/1Z7UAAAAwEqy55N7DP9nNzq6JqvrGui6vSbpT2c3MGTKGKPvfOc7+vTTT2WdXwHOzs709OnTsWpiAFg3wWvkKh5BkUswbK3tGGN+QdJvaNgnt+af5Lc86EraS1hNvE4qzv/jttZwA+Rln4Au2D+mVQvX/X/7y1AJDQAAAORhMCUY/os3vj/6/5m9PnE5rIZbt27pzTffvBQOA8A6M8bozTffXNkJOXPrMWyt7RpjdjSs+vQ0rCD2NJwU7nUNKz4JhkOMMeXQRZdaQkzg/sR7J6XhpOV2wuV3JB0ZY3pRLTGMMVVdtJvYvurgnPV+W9K3Et6M/sYAAAAorGkVw67rGix4JCiCIBz+/PPPLx1GDQDr5ubNm/rOd76zsqGwlGMwbIz5c5L+jqSGtfa/T3C7f0/DYDAISPsaVh6/n2L/4SIrzXk7t2J43nWkyu8XXNZFBfQdY0xFwyrfiS0yrLV9Y0xTw3B4T9J+sLwxpqHhjw09SfWo4PgKflnSf5Xi+gAAwP/P3p3HyVVX+f9/n+o1jUk6YVFANCSMgMhANlzGGVASxWWUJSGCAQNIgs7mzCgBH+p3nPkpk6izuWDCAM0mhgQExW3SUXGHLICiIEoTVECWhCyQpLur6vz+uFWkuvve7qqk6t6qW6/n41GPqrr3c2+fBJTud586HwCJ8lFmDJfKmAeDhlP4MVoM1dXVpWnTpqm/v187duzQzp07NTAwkHRZABCL9vZ2jR8/XhMmTFBHR0cqx0eUSmrzuYkKZtye7e63VnDdKhVGTkgySa4gWJwjabmZLXP3j1a73hSqtEO3qsxstfb+c9w27HmdpO7C//B63T2047cwjqRX0jJJ6wqd1FsVBMJL3L0hZygDAAAAcRpt87kRPC8ZIyWagZmps7NTnZ2dOuSQQ+TuyufzjJgAkFpmpkwmk/ogeLikOoYXK+gKrTQULs6NLf7XaPg/raVmNk/SXHd/bP/LrEtDQt3ROmtHkWjHsLvPH3tVWffZpqB7HAAAAMA+KHeUhBR0F1uGYLgZmZlaWvhnDwBpk1QwvEDSV8tdbGbTFYTCriAMNklrFIwM2KAgLJ0r6VJJR0naaGZHuvvOKtddD+piDEST+pKk1RVeM03SHTWoBQAAANhvni8/GM7lsmptba9hNQAAIE5JBcNTFXzkv1wLSl67gpmyHyg5tl3BaIqVhZmzF0vaKOlV+1soUOTuT0t6OuycmS2StCjkVHonlAMAAKDh7Txgiq7Kvl0tyiujvGZmHtbxmc2ha/N5NqADACBNkgqGuxXMgy3XPO3tFnZJS6MWuvsSM1sr6RYz+3QKZw4PGR1hZt37OE4C1TVF0slJFwEAAABUYtvEY/Sp7MIX3x9vffpGx8dC1+YrGDsBAADqX1LB8DaVuQFaYaO6qQoCYVewIdmO0a4pbEz2GQUzh/99rPUNppJAPQpBcvVtlnRXyPEuSbPjLQUAAAAoTy4/dDOxvDKRa+kYBgAgXaL/q19bGxTMBC7HnGHv15ZzkbsvVTBioiobndWRaoS61QiXUcLde9z9lOEPSRckXRsAAAAQZWQwHL0be46OYQAAUiWpYHiNgvEQ5SgGyMXvUHor+Dq3SDq7gvWNYHioW1bntYZuWkfHMAAAAIARwXBulB8RnY5hAABSJalREqskfbnMGcBztHe+sNz9vgq+zkalrGPY3beZDfkt/lRJfWVcOq3kdTnrUQE2nwMAAEAjqqRjmBnDAACkSyLBsLtvL5kBvNbdvx+2zsyO1N75wpK0qcIv1aehnbJpsUnSjMLrcv98pZ3F66tbDsTmcwAAAGhAOWfGMAAAzSqpjmG5+1Izmyep18wudffPhSxbXXg2BeHwqgq/TBpDYSkYp1EMhqeWeU3pujXVLQdi8zkAAAA0oIo6hvN0DAMAkCaJBcMFcxWMe1huZu9REPz2KQgxL1cQ7L44RkLSygrvX+6YhUZzhaRLC6/LDR2LQXKfu6fx7yRR7t4jqWf4cTM7TtIDcdcDAAAAlIMZwwAANK9Eg2F37zOzmQrC4ZnaG15Ke7uEiy5x9x0Vfom5qnz8RN0rzBnuVTB/ecxN/MxsTsnbpTUrDAAAAEBDGR4M+2ijJJgxDABAqiTdMVwMh6dIWi7p4mGni53CS9z9qkrua2YTVWZwWicqHXuxREGg3m1m89x9tPEQSwrPvWOsAwAAANBEDnruPl3cslY5tSinjA6x5yLXMmMYAIB0STwYloLN6CQtMbNLJZ0taVrh1COSbimcr9TlCsYm3FalMmuhNAyeHLkqRCFQv1jBHObVZjYtbESEmS1WEI5vkzR/f4pFNDNbJGlRyKmueCsBAAAAynfY1p/r9LavlLXWc7kaVwMAAOJUF8FwUSEArqgzOEwhML1UQ0dTJKpknEO3ghB4ybAlK8xshYKZyNsKxza4+zZFcPc1ZjZXQTi80cyWuvvKwtfrlrRM0mIFm9XNH+1e2G9TJJ2cdBEAAABARSoIez1PMAwAQJrUVTBcKTM7VdKR2rvB3FQFXbFzJC129/uSqi3E2mHvt2lvACwFYXFxw72i+ZJGHf3g7r1mdqSCTuslZras5HSvpLnu3rvPVaNcmyXdFXK8S+VvEAgAAADEy8ufG5wjGAYAIFUaOhiWtFVB5+0cBYGqa+9c4n83s/Xufn9SxZVydxt71T7fe5uklYUHEuDuPZJ6hh83s+MkPRB3PQAAAEBZKgl782w+BwBAmkRvOdsA3P1edz/b3SdLOkpBx22xO3aypE1m9qbECgQAAACAOmZefjCcz3sNKwEAAHFr9I7hFxU2XlteeBTHTLxF0iWSvp9gaQAAAABQn0YJhm/JnqycMnKZcsrode0TYywMAADUWmqC4eHcfZ2kdUnXgeZgZoskLQo51RVvJQAAAEAFcuHjIb6dm61Ls0P3y77zgMPiqAgAAMQktcEwELMpkk5OuggAAACgEub50OO5kKmDziQJAABShWAYqI7Nku4KOd4laXa8pQAAAABlihglkVPLyGMkwwAApArBMFAF7t4jqWf4cTM7TtIDcdcDAAAAlMPy4aMkwjqG8wTDAACkysj/2gMAAAAAmoIpfJREPiwYzhMMAwCQJgTDAAAAANCsIjqGsx7WMVzrYgAAQJwIhgEAAACgSUVtPhfWMZwjGQYAIFUIhgEAAACgWUVsPpcN2XzOmTEMAECqsPkcUAVmtkjSopBTXfFWAgAAAJQvkw8PhsM2n8sRDAMAkCoEw0B1TJF0ctJFAAAAAJUwhQfDZ7b8SA/6K5SRFx55te08TNLB8RYIAABqhmAYqI7Nku4KOd4laXa8pQAAAADlsYiO4Ym2S8vbrhpy7BfPvVbS9BiqAgAAcSAYBqrA3Xsk9Qw/bmbHSXog7noAAACAckR1DIfKZ2tXCAAAiB2bzwEAAABAk8pEbD4XJp/P17ASAAAQN4JhAAAAAGhS5hWEvRFjJwAAQGMiGAYAAACAJmUVdAx7JSEyAACoewTDAAAAANCkKhklQccwAADpwuZzAAAAANCkHmg/QY/sGa9W5ZVRXq3K6eSWX4SuZcYwAADpQjAMVIGZLZK0KORUV7yVAAAAAOW74YD36d4t24Yc+3Hm7/Vye3bE2krGTgAAgPpHMAxUxxRJJyddBAAAAFCJfN5HHHM3ycLW0jEMAECapDIYNrPpkk4tObTJ3b+XVD1oCpsl3RVyvEvS7HhLAQAAAMqT85HBcC5qKxpmDAMAkCqpDIYlzZK0XNKL3+WY2TZJqyStdPf7kioM6eTuPZJ6hh83s+MkPRB3PQAAAEA5srmRwXA+rF1YkhglAQBAqkT8Kjh1TNIkSZdI2mgWMjALAAAAAJpMPqRjOB/xY6I7oyQAAEiTtHYMF5kkd/eMmZ0qaYakkzR0zAQAAAAANKVsyIzhqI5hZ8YwAACpkspg2N2vknTVsGPrJK1LpiIAAAAAqD9hm89FzRg2RkkAAJAqzTJKAgAAAAAwTNjmc5GjJNh8DgCAVCEYBgAAAIAmlato8zlGSQAAkCapHCUBAAAAABjbX+R+rp2ZAeVlyqpFeWV0fGZz+GKCYQAAUoVgGAAAAACa1CeyX9D49l3lLWaUBAAAqcIoCQAAAABoUhmV3wXsdAwDAJAqdd0xbGYnSpolqVvSgYXDj0jaKqnX3XckVRtQyswWSVoUcqor3koAAACA8lUSDNMxDABAutRdMGxmZ0paImlOGWs3SfqqpKsIiZGwKZJOTroIAAAAoBKtnlPUXnMj0DEMAECq1E0wbGbvl7RU0tTiocLzyG1y956bUXgsN7Nl7v7R2lYJRNos6a6Q412SZsdbCgAAAFCeijqGCYYBAEiVxINhM5sgabWCDuGwMHi0319bYa1JWmpm8yTNdffHalErEMXdeyT1DD9uZsdJeiDuegAAAIAxuavFwvpwAj/NvVp5mfLKKKeM9nQeEWNxAACg1hINhs3sSEkbFMwQLg2AH5XUK2mtpE2Strr79pJrpiroFJ6roSMnjpL0iJnNdPf7a/8nAAAAAIAGNcrM4Pn9n9B6P2bIsb87+Ci9rdY1AQCA2CQWDJvZRAXB7yTt7RDeJGmpu6+Lus7dH1UQHK+T9JlCUHyZpIsL98lIWlcIh+kcBgAAAIAQns9Gfjwzp8zIY/no7mIAANB4Rv7XPj7rFHT+FkdBLHH3WaOFwmHc/VF3XyLpLZK2F+43WUHoDAAAAAAIkcsORp8L+VGRXBgAgHRJJBg2s4sVjIIomunuV+3PPd29V9IsSTsUhMPTzOyf9+eeAAAAAJBWuXw28lxWLSOO5Z1kGACANEmqY3hZ4dklvcXd763GTd29T9JMBR3IJml5Ne4LAAAAAGmTy0bPGM6HdQzTMgwAQKrEHgyb2akKNptzSSsrHR0xlkI4/JmSr3dGNe8PAAAAAGmQz1U2SiJHxzAAAKmSRMfwkpLXS2vxBdy99L7vqcXXAAAAAIBGlstGj5IInTFMxzAAAKmSRDBc3HCu19131PDr9CoYJzFjrIUAAAAA0GzyuehREmw+BwBA+iUVDEvSphp/nbWF58k1/joAAAAA0HBy+ehREmGbzzFKAgCAdGlN4GsW5ws/UuOv01fy9QAAAAAAJfKjbD43236jI+wZtSivTOHx0l39ko6Pr0AAAFBTSQTDRVsT/NoAAAAA0NRG23zuP9uvHHFswzNvlXRmDSsCAABxSmKURFy2JV0AAAAAANSr3CgzhsMYoyQAAEiVNAfDAAAAAIAI+Vy2ovXmlQXJAACgviU5SgJIDTNbJGlRyKmueCuJWT4n/XKN9OdnS2ZJVwMAAIAKeL6yYFier00hAAAgEQTDQHVMkXRy0kXEKjsgfW2x9KuvSU89IL3l35KuCAAAABXIVdwxTDAMAECaEAwD1bFZ0l0hx7skzY63lBj0Py/dcp70yPeC9z/9H6nrQOmNH0q2LgAAAJTNK5wxLBEMAwCQJkkGw0vMrJaB2Ywa3hsYwt17JPUMP25mx0l6IO56amrXVumm+dLjG4Ye7/1/0rhJ0sz3JVMXAAAAKpLNdOj+/FS1KqeM8mopPKZlngxdT8cwAADpkmQwPKfwANAo8nnpxjOlJ+4NP3/nh4Jw+NXvircuAAAAVOyF7qN1xsD/N+L4x1pv0Ptbvz3iOMEwAADpkkm6AAANJJORTr5Mspbw856Xbr1I6gubqgEAAIB6kncPPx7xYyLBMAAA6ZJUMGwxPQBU29GnSadfGX0+NyB99Vzp8Y3x1QQAAICKZXMVBsPMGAYAIFViD4bdPRPzI6K1EcA+O2GBdNqy6PMDz0s3zpOeeTi+mgAAAFCRXGTHcHiPjXmlm9UBAIB6xigJAPvmdZdIf3Vp9PndW6UbTpe2/SG+mgAAAFC2XD48GM5FjpIIXw8AABoTwTCAffemj0qzLoo+v+Nx6YYzpBeeja8mAAAAlCUqGI7sGGaUBAAAqUIwDGDfmUlv/4x03JnRa7b8VrppntS/M766AAAAMKbIzeeczecAAGgGBMMA9k+mRTpjhTTtzdFrnrg32JAu2x9fXQAAABhV9OZzzBgGAKAZEAwjcWbWbWZrzWzFflx/qZltNLNHCo+NZjav2rUiQmu7tOBG6eWzo9c8+kPp1oukXDa+ugAAABApqmM4csawmDEMAECatCZdwL4yszMlzZY0VdJWSRsl3eLuOxItDGUxs6kK/tnNlbRYUrek3n24z2JJyyRtkDTf3ftK7r/azKa6+/KqFY5o7QdI594iXft26ZkHw9c8+A3pzg9J7/p8MIYCAAAAicns3qIT7HfKqkV5ZQrPpsNtS+h6RkkAAJAuiQXDZnaiu9+3D9edKekqBUHicCvMbIW7f3C/C0TNmNkjkiYrCHPXFp7n7MN9lkm6VNJKd18y7HS3guB5mSSC4bh0TZbOu0265q3Stt+Hr7n3BqnrQGnuJ+OtDQAAAEMc9ORduqPjE2WvZ/M5AADSJZFREmZ2lqSNZpYzs/UVXHelpNWSJkkvDr6yYY8lZvawmY2vctmoEnef5u6T3H1uoZu3r9J7FMZEXCppU0goLEkLFP7LA9TahMOk826XDjg4es1P/kv6yX/HVxMAAABGylc24itDxzAAAKmS1IzhZdob7K4s5wIzu0LSksJ1xeFW2yWtUTCCYFvJ8qMUjJZACplZt4JfEEjSxRHLVij4dyMsNEatHThNWnir1DEhes3aT0ibboivJgAAAAyRz1W2mRwdwwAApEvswbCZTVfwEX+X1OfuV5V5zVLtDYRN0lJ3n+zuZ7v7W9x9sqTLtDc4nmZmX6rJHwJJu7zw3Ofum8IWuHufu89397J+8YAaOPQE6ZyvSq2d0Wt+cIU08EJ8NQEAAGAvrywYpmMYAIB0SaJjeEHJ62VlXlMMAouh73x3/8zwRYWxBG/R0LESU/a5UtSrxYXnijerQ8ym/IU0v0eylpHnJk2RFn0z2LQOAAAAsfNchaMkVFmQDAAA6lsSwfCMktflBnvzFATCLqnX3W+NWujuvZJKz8+ruMIYmdmlZvZcYTzC/txnsZltLNyr+FhtZhVv6lbPzGyq9s4O3lY4dmnhz/5I4bHazGZE3wWxOvpt0ru/OPTYS18jXfhdafKRydQEAAAAKR8d9D7jE/SET9Zj+UP0u/xhejD/Cv0xc3iMxQEAgFprTeBrzio8b3P3zWMtNrNTiy8VBMPldBl/WtJZhdcLJH22whprrhBwrpBUDG4na+ic5HLvM0PSOklbJS0rjk4o3H+ppLVmtkbSxe5e8f3r0NSS11vMbK2kte4+s3jQzJYp2NxwZcTGdIjbiedIu5+Tvnu5dMTrpHNXSePYGxAAACBREZvP/SJ/pN418KkRx6dOOEDfq3VNAAAgNkkEw90KAt6tZa6fW/rG3cf8XsTd7zUr7m03JEhMRKEbeFahlmkKwuD97mgtdAOvldQnaWZp8OvufQpGoBaqBAAAIABJREFUaWxUEEDPMLOZKQiHS/95LlEwa3pN6QJ3X1r453+pmYlwuE68/oNS14HSsX8ttXclXQ0AAEDT84iO4XzEB0sHcswYBgAgTZIYJVFUbkBZOkYidKOxUe5v2jt2IEmzFAS4yxQEwr0KAuJ9DmkLYfPqwtv5UYFvoYN4pYJAdd2+fr16NTwULrGi8Lw4beM0GtoJCwiFAQAA6oR5eMdwLioYzhIMAwCQJkkEw8XAdsxOXjObOGzdqloVVUvu3uvu5u6T3H2uuy8tdPTuj6sUhN6b3H2swLwYks4ws8iZy2a21sy8So8VUV9nP5V2mkfOqB7297u0RrUAAAAADSuqYzirkI2DJQ3SMQwAQKokMUqiT0HXbLeZTXD3HaOsLXZ6FucLl7tZnbR3ZEWjj04YodAtXAx4x/w7cfdNZtanIGS/XFJUl+0y7e1C3l8bqnSf4UoD30fGWLtNwb8HiY8TwT4YeEHKtEqtHUlXAgAAkE758KA37+H9Q4M5r2U1AAAgZkkEw73aO1/3YkmfG2Vt6WzYbe5+XzlfwMyml7ytVUCZpMUlr9eXeU0xGJ5hZlPDOpbdvZLgPRGFkLv49sAka0EN7doq3TRfmnCYNL9HyoR3rQAAAGA/RGw+l5OFHmfGMAAA6ZLEKIniiAGTtNzMxoctMrNTFXQMF+cLVxJazip5Xclc4kaxoOR1uR3RpUFwo8/cLf67MFYncHG+dBr/HUivHU9I175NenyD9ODXpTs/JDndKQAAAFXn4aMkcqOMknC+LwMAIDViD4bd/VFJtxbemqSNZvbK0jVm9mZJtygIhIu/rq5kTmxpp/HafSy1ns0oeb01ctVQpQHyzCrWkoRlhefIgNvMSkPjWs07RrVteUS6+q3SMw/tPbbpemndJ5OrCQAAIKUsomPYLTwYdpdyeYJhAADSIolREpL0fgWh3gRJR0nqM7NNKhl3oL1zhV3ScnffXM6NzexI7Q1Ot7n796pberKGBZ7S0E7g0WwpeT0rclUyJley2N17zWyNpHlmNs/dw2YmF8Pj5dUakWFmh0g6uMLLplXjazeFJ++XbjhT2vXsyHM//k9p3GTpL/4+/roAAABSyj18NISPMsZrMOdqZcoXAACpkEgw7O7bC6MiehV83N8UhLnFQLcYCpuk1e5+eQW3L3aHuqSV1am4rnSPvSRUacfwvt6jqgqb6BV/ESBJs8xshqQ+dx91RIa7zzeztZJWm9kSd19ZuOdUBaHwPAWhcCWd5mP5oKT/V8X7YbjcQPS5tR+XuiZL0xfGVw8AAECKWT58lESLmQ7UdrUrqzbLqk3Z4LWyGujfrXHtL4m5UgAAUAtJdQwXNxGbpSDIPVUascOBSVrq7p8p955mdpb2ziWWpCuqUWsKVdShW21mtlpBcCvtDayLz+skdRc2mOt197lR93H3uWY2T9ICM1uq4M/Vp2DDwWlhG+yhjh16gnTOzUHXcK4/fM3X/07q7JaOfWe8tQEAAKSRh4+SeKlt1cbOD4Se27rjbdL4P6tlVQAAICaJBcOSVAju5prZdAUbqhXHJKyXtNLdt1d4y9naO45imbvvqFqx9WNIqDtWZ22ERDuG3X1+Fe+1RlLYKAk0oilvlOb3SKsWhm+G4nlpzYXSwlulI/8y9vIAAADSxPLhoyQGrDPymuxgxC/wAQBAw0k0GC5y93sl3VuF+1wm6TIzm7gPoXKjqIsxEE3qS5JWV3jNNEl31KCW9Drm7dK7vyDdHt6loly/dPM50qI7pcNOjLc2AACAFLGIjuFspkMKnzKh3MAoo78AAEBDqYtguNpSHAojQe7+tKSnK7mmMBIDlTrxXGn3c9J3Pxp+fmCndONZ0oXflQ46Kt7aAAAA0iLsE1qSsi0d0mD4JXQMAwCQHqkMhlNuyOgIM+vex3ESqCIzWyRpUciprngrSZHX/420a4v0o8+Fn9/1rHTD6UE4PPHweGsDAABIgajN53IZRkkAANAMCIYbz9Yq3IMgufqmSDo56SJS580fD8LhjT3h57f/QbrxTOmCb0tdie6pCAAA0HgiOobzrdHBcG6AYBgAgLSou2DYzCakdNO4aqlGqFuNcBlDbZZ0V8jxLgWbImJfmEnv+I9grMSvI0Y1P/OQdNM86fyvSx0vibc+AACABtZv47TVX6IW5ZWRq1U5ZZRXvqVDWc+o1UZuTpfLEgwDAJAWdREMm9mHJS2RNLXwXpL6JH3Z3SM+R960hoe6k1VeWFy6aR0dw1Xm7j2SeoYfN7PjJD0Qdz2pkmmRzrxK2rNd6vtB+JrHN0qrFkrnrpJaO2ItDwAAoFF95WUf0Teeeu+I4+cccYRmbv2WWjVyozmCYQAA0iOT5Bc3szeb2RZJyyRNk2Qlj2mSlpvZs2b2pgTLrCsh84SnlnnptJLXfVUqB4hHa4e04Cbp8JnRa/q+L922WIqYlQcAAIChcvmRHcGS1JrJaDCihyg/GLErHQAAaDiJBcNmdqqktZImjbF0sqRewuEhNpW87o5cNVTpANb1VawFCjafM7MfDH9Iujbp2lKj4yXSuaulg46OXvPr26Vv/rPkHl9dAAAADSqXD/+eqSVj0cEwHcMAAKRGIqMkzOxIBaFw8TsRk7SycGybpBkK5rLOK6wxBeHwVHd/LP6K606vgr8jqfyO4dJ1a6pbDsTmc/E44EDpvK9J17w12HguzMZrpa4DpVM/Hm9tAAAADWa0YDhr4T8qenbkeAkAANCYkpoxvKLk9SZJp7r79pJj6yTJzKZKWi3pRAXh8ApJp8VVZB27QtKlhdflbmxWDJL73J1REtW3WWw+F4+JhxfC4dOkXc+Gr/nRZ6XJU6XpI2fmAQAAIEDHMAAAzS32URKFbuE5CjqB+9x91rBQ+EWFAPNUScXzc83sxHgqrV+FOcO9hbfzxlpvZnNK3i6tSVFNzt173P2U4Q9JFyRdWyod9GfSwjVS+/jw80e8Vjrm7fHWBAAA0GByEdO3MmbKWVvoOTqGAQBIjyRmDC8peT1/rMWFEPTskkMLql5RfSh3VnDREgVjN2RmY4XDxb/zXndnjATS4bDp0jk3Sy0dQ48fNVc673Zp3FjjywEAAJpb9OZzpmxExzDBMAAA6ZFEMFzsXu1z9/vKucDde1UIQUuuT4PSMHhy5KoQhW7qiwtvVxfGboxgZosVdBVvUxlBPPYNm88l5Mi/lOZdI1nh/8qOnx+Exe1dydYFAADQAKJGSWQypmxEx7ByBMMAAKRFEjOGpyoYI7GpwutukbRY5W+2VldKxjl0KwiBlwxbssLMVkjq094QfEOhYzqUu68xs7kK5jBvNLOl7r6y8PW6JS1T8HfWK2n+aPfCfpsiNp9LxrHvlN71eenJX0in/buUSeL3XQAAAI0nKhhuzZhybD4HAEDqJREMdysIhtdXeN0jJdc3orXD3m/T3gBYCsLiyzX0zzdf0qijH9y9tzC3+WxJS8xsWcnpXklzCx3XqK3NYvO55ExfKE1PuggAAIDG0j34jF6m7RpQmwbUqn61a1AtasmYcpl2KRdyER3DAACkRhLBcFFfhesbutvV3a2G994maWXhgQS4e4+knuHHzew4SQ/EXQ8AAAAwlv/33OV6eefjI47/8E8fi+4Yzg3WuiwAABATPnMNAAAAAE2o1cND3kxLq/KZ8BnDRscwAACpQTAMoLlseURafYHU/3zSlQAAACSqTeHBsLV1KsfmcwAApF6SoyQAIF5P3i/deJb0wjPSnm3SOauk1vakqwIAAEhEW0THsLV2RHcM5xklAQBAWhAMA1VgZoskLQo51RVvJYi0+SfSze+R+ncE7x/5nnTbxdK8a6RMS7K1AQAAJCCqYzjT1iEnGAYAIPUIhoHqmCLp5KSLQITffFtavUjK7hl6/Ne3S3dOlP76vyWr2f6QAAAAdSkqGG5p69BgSTDc760aVPDoF5+2AgAgLZIMhpeY2ewK1s8ovjCzVRVc5+7+ngrWA/tis6S7Qo53Sark33NUW7Zf+s5lI0Phok3XSeMmSXM/GW9dAAAAScrn1Kp86KmWtk6tOeyfdP5TC5RVi6S9v0A/86WH6/UxlQgAAGoryWB4TuFRKZM0r4K1LolgGDXl7j2SeoYfN7PjJD0Qdz0o0dohnbtauvY0adeW8DU/+S9pXLf0xn+MtzYAAICkZPsjT2XaOpVp61A25MfFgVx4mAwAABpPJukCKuSFBwCU7+BXSQtvldrHR6/p/RdpY09cFQEAACQqOxDxaSpJre2dam8JH7M1SDAMAEBqJBUMW0wPAAgcNl0652appSN6zTc+JD1wW3w1AQAAJGRgYHfkuZb2DrW1hP+oOJijTwcAgLSIPRh290zMj5a4/4wA6tSRfynN75Es6v8WXLptsfS73jirAgAAiN1g/ygdw22damuNCobpGAYAIC0abZQEUJfMbJGZ/WD4Q9K1SdeGYY55u3T6l6LP5welVedJv787vpoAAABiNtYoiaiO4YEswTAAAGmR5OZzQJpMkXRy0kWgTCe8R9q9TfrO0vDzg7ukr8yXFn1Letlr4q0NAAAgBqN1DLd3dKqjNXxzOjqGAQBID4JhoDo2S7or5HiXpNnxloKyvO4Sac826QdXhJ/fs1264Qzpwu9IB06LtzYAAIAayw5GB8NtHePU1jIQem6AYBgAgNQgGAaqwN17JPUMP25mx0l6IO56UKaTlwadw3dfGX7+haelG06XLvyuNOGweGsDAACoodFGSbS1d6qtZWfoucEsm88BAJAWzBgG0LzMpLd+WjrhnOg1234fdA7v2hpfXQAAADWWGyUYbm/veHHGsCmvdg3qAO1Wt3bqgEG+JwIAIC3oGAbQ3DIZ6V1fCEZH/OZb4WueeUi6aZ50/h1Sx/h46wMAAKiB3GD4DOF+b1N7W4umPr1Wv+24VG2WG3J+y65uSafHUCEAAKg1OoYBoKVVmnetNOUvo9c8vlH66rnSKPP4AAAAGkUu4nuafrWqNWNqaWkZEQpLUquytS4NAADEhGAYACSprVM652bpsOnRax79oXTrRVKOH4gAAEBjy0d0DA+qTWYma20PPd9GMAwAQGoQDANAUcd46b23Sge9KnpNW5ckNl0BAACNLWqUxKC1SZIyrR2h59t8sGY1AQCAeBEMA0CpAw6UzrtdmnjEyHMnLZbOWCG1tMVfFwAAQBXlI0ZJDCr4PqclKhi2nJTP16wuAAAQHzafA6rAzBZJWhRyqiveSlAVEw8PwuFrT5NeeCY4dvJS6ZTLJbNkawMAAKgCz47RMdwWHgxLkvKDUmaU8wAAoCEQDAPVMUXSyUkXgSo66Chp4W3Sde8MAuHXfSDpigAAAKrGc+EjIbIvBsPhM4alYAxFVEcxAABoHATDQHVslnRXyPEuSbPjLQVVc+ifS393bzBeAgAAIEV+ecRCnXXvCWpXtvAYVLuymnLQAbpZUssoHcODA/1qGRdfrQAAoDYIhoEqcPceST3Dj5vZcZIeiLseVBGhMAAASKGBbF6ujPrVrn7t7Q6e3D5BktQ6WjA8uEedNa8QAADUGpvPAQAAAECTGciFbyDX3hr8iNjaPkow3B8+nxgAADQWgmEAqJbNP5aeuC/pKgAAAMbUn40IhlsKwfAoHcPZQYJhAADSgGAYAKrhN9+WbjhTuvEs6dnfJl0NAADAqAaiguFix/Bom88NDNSkJgAAEK+GDobNbELSNQCA7l8lffW9Uq5f2vWsdP3p0vY/Jl0VAABApKhguKMQDLe1R08RHqRjGACAVGioYNjMzjSzVWa2xcxykraa2ZuHrTnVzH5rZlkzm5JIoQCax90rpa8tljy399iOPwbh8AvPJlcXAADAKAZyudDjezuGo0dJ5Ab31KQmAAAQr4YIhs1sipmtl7Ra0jxJkyRZ4TGEu69T8OcySZfGWSeAJvOr26VvfyT83JbfSjeeKe3ZEW9NAAAAZYgcJVGYMdzWEd0xnKdjGACAVKj7YNjMpkvaKGmGgrB3naT5Y1y2tLB2CV3DQPU9vWOPPvPdh5TLe9KlJOvot0lTT4k+/+T90s3nSIO746oIAACgLGPNGG5ra1XOR/ThSJJyWYJhAADSoO6DYQVdwpMKr+e6+1vc/dbRLnD3NSVvF9esMqAJ/X7LLs378s/0xe8/ok/c8YDcmzgcbu2QFtwkHT4res1jP5ZWXyDlBuOrCwAAYAzZ7KCkkd/HvRgMZzIaVGvotblBNp8DACANwv9LXyfM7COSpir4juXswpiIcm1S0GU8V9JHa1Ae8CIzWyRpUciprngrqa0Hn9yh86+5R8/sDLpEbrr79zrwgHb901uOTriyBHW8RHrvaqnnHdLTvw5f8/C3pTv+Rjr9y1KmEX4fBwAA0u7v/vjP+kLnL9TvbepXqwbUpgG16pfPLpR0vDIZ06Ba1amRv9zOEwwDAJAKdR0MS1pQeO4bq0s4RJ+CYHhqdUsCQk2RdHLSRdTShs1bdWHPeu3Ykx1y/H++9zt1d7XrwjcemVBldaBrsrTwNumat0rbHgtf84tVUme39LZlkoV/LBMAACAumXwQ+HbYoDo0KCkYffU77R0TEdUxnGeUBAAAqVDvwXCxW3jTPlzbV3jurl45QKTNku4KOd4laXa8pVTf7oGcLrlx44hQuOhf7/y1Jh3QpjOmvzzmyurIhEOl82+XrjlNev6p8DX3rJDGTZLedHm8tQEAAAzTko8Yc9XS8eLLQYsKhukYBgAgDer9M83FUHfrPlw7o/C8rUq1AJHcvcfdTxn+kHRB0rVVw7j2Fv3Pe6a/uEt1mA+v/oW+91BEINosJk+Vzrs96AyOcte/Sz+/Mr6aAAAAQrR6eDBsre0vvs6qLXQNwTAAAOlQ78Fwset3lJ2dIs1S0G3cN9ZCAGN7w1EH6X/OOVGZiCkIubzrAzdu0j2P7svvcVLkpa+W3rtGahtlvPR3LpPuuzm+mgAAAIZp8Yhwt3Vvx3A2omPYCYYBAEiFeg+GeyWZpBlmdkK5F5nZ+7W323hVLQoDmtFprzlUV5x5fOT5/mxeF/Ws16+e2B5jVXXoiNnSe26SMuFdNpKCzege+mZ8NQEAAJRoi+wY3hsM5yImD3qOYBgAgDSo92B4Rcnrq8q5wMyOlLSy5NDKqLUAKrdg9it02duOiTy/sz+r912zXpuffSHGqurQtDdLZ/2vZBH/N+s5afUF0qM/jLcuAAAARY+SyLTtDYY/fsDH9Zf9/6nX7fm8Zuz5so7f8786ek+Pfv3ys+MqEwAA1FBdB8Pufq+kWxV0Dc80s4fN7JVR683sTEkbipdLuszdd9S+UqC5XHLyNC35q6mR5599vl8Lr75bT+3YE2NVdei406W//u/o87l+6eZzpMf3ZX9NAACAfdemsTuGt7Ydqj/4S/UnHaitmqCd6lK/2tWfi5gtBgAAGkpdB8OS5O7zJT2qIBw+SlKfma0vWTLfzK40s99KWi1pUuF4r7t/Jt5qgeZx2duO0dmzXh55/o/P7db5V9+j7bsidrxuFjPOl+b+W/T5geelG8+SnvlNfDUBAICm16Zs6HEr6RhubwkPgAdzXpOaAABAvOo+GC6YIWld4bUV3he/G1lceEwtnJOkFe7+1lgrBJqMmenTZxyvt7z6pZFrfvPUTl143XrtGgj/waNp/MXfS2/8p+jzu7dK158uPfdYfDUBAIDm5a72iFESLa2dL75uawn/cXEwl69JWQAAIF4NEQy7+3Z3nyvpEkl9CgLgsEefpLnu/oGkagWaSWtLRv9zznS9burkyDUbH3tOH7hxkwayTf4DxKmfkGZeEH1+5xPS73rjqwcAADSvfFYZC+/6bSnpGCYYBgAg3RoiGC5y95XufpSkmZKWSFpeeCyRNM3dj3L3daPdA0B1dba16KrzZ+n4wydGrrnr4Wf04dX3K59v4o8dmknv+Jx03Jnh59/+WWn2RfHWBAAAmpJno/eBaGkv6RhuDf9xcYBgGACAVGhNuoB9UdiU7t6k6wAQGN/Zpp4LZmv+l3+mvmdfCF3z9fufUHdXmz75ruNk1qQblmRapDNWSP079nYHW4t0+pXSCQuSrQ0AADSN7EC/2iLOtbSXMWM428S/7AcAIEUaqmMYQP068CUduuH9r9WhEzsj11z/s8f0X72/jbGqOtTaLp19g3TE66SWdmnBDYTCAAAgVoP9uyPPtbYxYxgAgGZR98GwmU0oY82bzey7ZrbFzNab2afLuQ5AdR3ePU43XHSSJnVF9aBI/73ut+r5yaMxVlWH2rukc1dJ539dOuYdSVcDAACazGB/9CiJ1naCYQAAmkXdB8OSNptZzsyuDDtpZldIWitpjqRJkmZIWiqpz8xOiK9MAJJ01CHjde0FJ6mrvSVyzb9849e6/d7HY6yqDo3rll75+qSrAAAATWhwsD/yXGvH2MEwM4YBAEiHup4xbGanSuqW5ArC37DzS4cfLjxPlrRO0kG1rBHASCce0a2V583SBT33aDAXPoPuw6vv18RxbXrTMYfEXB0AAEBzyw5Edwy3lYySmLv1Rv1D+9fUZjm1Kat2ZdWmrB7+/Wsl3RlDpQAAoJbqvWN4fvGFu98Wcn5F8bSkNZKmSTpKezemm2RmF9W0QkCSmS0ysx8Mf0i6NunakvLGPztI//2e6YraZy6bd33gpo3asHlrvIU1qsc3Jl0BAABIidFGSbR3jHvx9QH5F/SKzDM61LbqINuhCbZL42xALbno6wEAQOOo92B4loLQt3f4CTObLmlq4Xyfu5/t7o+6e5+kU0uWnh1LpWh2UySdHPKYnWBNiXv78YfqU6cfH3l+z2BeF/as14NP7oixqgb0089LV71Z+tF/JF0JAABIgezgKB3DJaMk1BK+b0TGs9UuCQAAJKDeg+HuwnNfyLk5Ja+HBMfuvk3SJgVjJWbVpjRgiM2S7gp5rE+wprpw7mtfoY+89ejI8zv2ZHX+Nffo91t2xVhVg3CXvvcp6f8+Frxf90npnquSrQkAADS8XEQwnHdTe3v7i++9pT10XUt+sCZ1AQCAeNV7MDy18Lwt5FxpJ+bqkPPFMLk75BxQVe7e4+6nDH9IuiDp2urBB0+Zpve/8cjI88/s7NfCq+/W0zv5WOKL8nnp20ulHy4fevxbH5buX5VMTQAAIBVyA+Gbzw2oVe2tezcQtohgOOMEwwAApEG9B8OjKe0Y3pBYFQDGZGb66NuP1VkzXh655vdbd+n8q+/R9t38oCFJuvMfpHtWhJ+7/QPSQ9+Mtx4AAJAa+YiO4QG1qbWl5EfEiFESLQTDAACkQr0Hw8Wu36mlB83sSAWdwMX5wmEDSovXhI2hABCzTMa07KzjNefYl0aueehPO3VRz3rtHsjFWFmdeuUbo895Tlq9SOr7QVzVAACAFIkaJTGgoUFwVMdwKzOGAQBIhdakCxhDr6TFkuaY2Xh331k4vqRkzaaIa1/cmK6G9QGoQGtLRl84d7red809uvvRraFrNjz2nD5400atPH+W2lrq/XdXNXTCAql/RzA6IkxuQLr5XOn8O6QjmnqPQwAAUKEnXvZmXbzn82q3QbUrq3YNqkOD6upo1Y2lC1sjZgzTMQwAQCrUe+qytvDcLWmdmZ1pZldI+kjJmiuGX1TSUVx6DwB1oLOtRVe9b5aOO2xC5Jrv/+YZfWT1/crnPcbK6tBJF0unfiL6/OAL0k1nSX96IL6aAABAw9vt7XpSB+oxf5l+6y/Xr/xIbfJX6aHWY4ess4hgmI5hAADSoa6DYXe/VdKjhbczFWwyd6kkU9ANvMbd7wu5tLSjeE1NiwRQsQmdbbruwpN05EEHRK65/b4n9K93/lruTR4O/+U/S3/xoejze7ZLN5whbXkkvpoAAEBDG8jmQ493tA798TATOUqCjmEAANKgroPhgrmSNisIg4sPSep19wXDF5vZRAXhsUva5O6b4ykTQCUOekmHrr/wJL10Qkfkmp6fbtbnv/e7GKuqU3P+RZp1YfT5F56Wrn+3tP2PcVUEAAAa2EAuPBhuHxYMR3YMi45hAADSoO6DYXfvc/dpkuZLWi5ppaT57v7WiEsmS/qMpHWSlsZTJeJmZivMbOrYK1HPjpjcpRsueq0mjgvf8VqS/mPtw7rhZ5tjq6kumUlv/5x0/PzoNdv/IF1/uvT8M/HVBQAAGlJUx3Bbiw15n2kN/wV+hwaqXhMAAIhfvW8+96LCWIlby1j3qAiEU83MuhVsSrjYzPoUbEDYJ2nLKJf1uTtjRerQq146XtdeMFvvvepu7R7Mha75xNd/pYld7XrXCYfFXF0dyWSk06+U+p+XHv52+Jotv5VuPEN6353SuO7wNQAAoOlFBcPDO4bV1hW6rlMDknvwy2sAANCwGiYYRnoVgt7VCsLbJWOtlzSr5PXUwmMsK8W86bo14xWT9OXzZur9163XYG7kTGF36Z9W3acJna065ehDEqiwTrS0SfN7pJvmSZt/FL7mT7+UvrJAOu82qT16hjMAAGhekcFwy9BguLUzPBiWJGX3SG3jqlkWAACIWd2PkkA6mdlUM5tjZssUbDA4R+UFvKpgXVGf6CKveye/6mD9x9knRjaeZPOuS27cqI2PbY23sHrT1imdc7N0+MzoNX/4ubRqoZTtj68uAADQMMqdMdzaEf1L5uyeF6paEwAAiB/BMGJnZo9I2qggrN0iaUOFt5gmaZuCjQknubuFPQrrpGAm9bZq1Y/a+esTDtO/vfs1kef3DOZ1wbXr9dCfdsRYVR3qGC+9d410yKuj1zzyPenW90s5NocBAABDRY+SaBnyvm2UjuF+gmEAABpeIqMkzOzfJU0vvHV3Py1i3Yer8fXc/bPVuA+qo7CZ4IvMbFrU2ggzJF3h7r1jrFstaam7b6rw/kjQwte9Utt2Deiz//dw6Pkde7I6/+p7dOsH3qAjJo/y8ca065osnfc16ZrTpOceDV/z4Nelb/y99K4vBDMui3HMAAAgAElEQVSKAQAAJPWXOUqiY1x0x3D/rhfE0CoAABpbUjOGpyro9pSkkQNF91o+xvlyEQyny1SNMS+4MKJiq7svj6ckVNPfvOkobX1hUNf8JDzwfHpnvxZefbfWXPIGHTw+fLfspjD+ZdL5dwTh8M4nwtfcd5PUMUE67Qo2iAEAAJKk0x5brsUdP9SAt2lArRpQ8PzYzlNVup1Hx7iXRN5jYM/zMVQKAABqqRFayGw/H0if+e7eF3XSzOZIWixpfnwloZrMTB97x7E6c/rhkWse27JL519zj7bvHoyxsjo06ZXS+bdLXQdGr1n/v9IzD8VXEwAAqGtdg8/pMNuqKZmn9KrM43pNZrNmZH6ng3NPDVnXPmowzCgJAAAaXVIdw1IwI3Yst6o6HcNIkdFGQ5hZt4IREqcyV7ixZTKmZfP+XNt3D2rdQ0+HrnnwyR26+LoNuv6ik9TZ1hK6pikcfLS08Dbpur+W+ofNX24dJy24UTrk2GRqAwAAdSeTGwg97pn2Ie/HjetS3k0ZG/kj2eBugmEAABpdIsGwu59d5rrUd3ya2aWSLpd05P4EmWa2WNISBWMWinolrShjFm+aXCXpFuYKp0NbS0ZffO8MnX/1Pbpn89bQNfds3qq//comXblwptpaGuFDEDVy2InSuaukG86UsruDYx0TpHNvkV75+mRrAwAAdSWTjwiGW4YGw51tLdqtdh2g/hFrs/27alIbAACITxOnKMkys6lmtlbSMkndkibv431mmNlzkpYqCIEnufskSTMlbZW01sxWFzppU60wQmKegr8LpERnW4uuet8sHXvohMg1vQ8+raVrfqF8vsk/YPDKNwTdwZm2YLTE+75BKAwAAEbI5CNGcQ0LhltbMtqj8P0csv10DAMA0OiSHCXRNAqh7CwF3bzTJM2RNKMK950jaa2kPkkzSzuOCzN4l5jZRkkrJM0ws5kpH6+wQtKalP8Zm9LEcW267sLZmv/ln+mxLeHdKbfd+7i6u9r18XceK2vmTdb+bI509nXSgUcFIyYAAACGafHwYNhbR4bA/dYeslLKDxAMAwDQ6AiG4zFLQYC7TdIGBSMe5kvaqKBbuGIls3SlYDO20DDU3Vea2UwFm7GtU9BJnDpmNk9B8L4s6VpQG4eM79SNF71WZ135Uz29c+THGSXpmp88qskHtOlv3/xnMVdXZ455R9IVAACAOtYSMUpieMewJH2q5W+0bfeAdnuH9qhdu9Wh3d6uy1/2Bh1f4zoBAEBtNWwwbGYnKggCJyvomN3g7jtGvyoZhRm/I1oY97Or8SoFofKmMubprlAQDM8ws3nuviZsUWG0xZz9KarESndfUqV7lePywnMzzVNuOkdM7tL1F52ks7/8M+3Ykw1d89n/e1jdXe1a+LpXxlwdAABAY2iN6Bi2kI7hBzqn67EXRn5i64VceCcxAABoHA0VDJvZBAUdoYsjzq+VtNTd74+1sJgVuoXnFd6OGYS6+yYz61MQpF8uKTQYVvB3uzriXKU2VOk+YzKzqSqM5iiM0ECKHfOyCbr2gpO08H/v1u7BXOiaj9/xgLq72vTOPz8s5uoaUD4vPf8naQJ/VwAANItKguFxbS2ha/dEfB8GAAAaR8MEw2Z2lqRbim+HnfbCsbmS5prZMnf/aJz1xaw0GF9f5jXFYHiGmU0NC1ALnc2NqBiSM1u4Scx85SRduXCG3n/dBmVDNpxzl/5x1X2a0Nmmv3rVwQlU2CDyOenrfyf9bp104belyVOTrggAAMSgkmC4IyIYjvoFPQAAaByZpAsoh5l9RCND4W0Kws6+kmNWeCw1sy/FWmS8FpS8LjcMLQ2CqzUuol7MLjxvTbQKxOqUow/R584+QVETWQZzriU3bNSm3z8Xb2GNIjsg3XqRdN9NQcfwde+Wtv8x6aoAAEAMOjx8vwZr6xxxbFxb+I+MdAwDAND46j4YNrNTFYw4KIa+KyVNc/fJ7n5U4ZFRsMHbuuJlkpaY2RmJFF17M0pelxuGlgbIaduArvj3Qcdwk3n3iYfrX991XOT53YM5XdizXg8/tTPGqhrA4B7plvOkX31t77Htv5euf7f0/NPJ1QUAAGLRqT2hx629a8SxqFESuwcIhgEAaHR1Hwwr2DhNCsZFzHX3S9z90eGL3H2Tu8+VdFnhkCnYoC1VCvN0S5U7U3dLyetZVSqnWibv5/WxfP7dzA4xs+MqeUiaFkdtzey810/RP855VeT5bbsGdd7Vd+sPW0dumtKU+p+XvjJfevg7I89t+Z10/enSLprvAQBIrXxOHQofJZHpOGDEsXHtjJIAACCt6joYLswVnqogFF7u7uvGuETuvlzSrYW3k8zsohqWmITufbyutJt2X+9RVWbWbWYztLfjd5aZzShsrrcvap1mfVDSAxU+7qhxTZD096cepUVvmBJ5/qkd/Tr/mnv07PPhH5tsKpYJZgtHefpX0o1nSXt2xFcTAACIz2D0L8tbO18y4lgnM4YBAHUgn3dt3x3+i03su7oOhiUtKTxvc/fLK7ju/SWvz65iPWmxvx26+8XMVpuZS3pOwfiPydobXK+T9JyZuZmtLfOWKwvXr656sWgIZqZPvPPVeveJh0WuefTZF/S+a+7Rjj1N/h+S9i7pnK9Kh82IXvPEJunm90gDdFkDAJA22T3PR55rDwmGo0ZJ9A/mq1YTAACj+dFvn9E7P/9jXbrm/qRLSZ16D4aL3cIbKrnI3bdr76Z09TY2YX8NCXXdfV/m6ibaMezu893dCo9JIY/iubll3m9J4bqVta4d9SuTMX12/gk65eiDI9f86okdev91G9gspXOCtPBW6ZDo+cx67CfSqoVSli5rAADSZM+u6L0X2saFjJKgYxgAkJC+B36uW/7zH3Xe1ffo10/u0Hd/9ZTWb2b0YTW1Jl3AGIrBcLlzdEv1Fa6vi7EJVZS2P08j+ZIq70qeJsZJxKatJaMr3ztT5119tzY89lzomnse3aq//cq9+vLCGWptqfffjdVQ12Tp/Nula98WzBYO88g6ac2F0vzrpJZ6/88FAAAoR/+u5zWyLzjQ0TV+xLHX7Pihrm+7UeOsX+M0oHHqV6cN6LknjpB0V01rBQA0pye379Yvb7xMc56+TlPN9VV7hTZ5sLfQp7/1oG77wBtkZglXmQ71nooUu2H3ZfRB8Zp96agFRnD3p939V2EPSbMlfTHk8bEES25K49pbdPX7ZuuYl438waao98GntPTWXyqf9xgrq0MvOUQ6/w5p4iui1zx0p3THB6U8HxcFACANBnZHj5LoDAmGJ+W36q9afqnZmYf1msxmTcs8qcNtiybmtoTcAQCAfbdjz6CWf+chnfKZH+irjx+kjAU/s1/e9hUFfaPSvb/fpm8/8KcEq0yXeg+Gi+MgRhmGGWmG9r3buJ4NCbr3Y6M2VNcUSSeHPGYnWFPTmtjVpusvPEmvmNwVuebWTX/Up771oNybPBye+HLpfXdIL3lZ9JpfrJK++U9Ss/9dAQCQAqMGwyGjJKx9XOja9jzjpgAA1TGQzevanzyqk5d/X1/6wSPqz+b1vfx0/Tx/rCRpduZhvTWzd8rs8u88pIEszUvVUO/B8C2F56lmdka5F5nZh0ve9la3pMRVY5gKXdTVt1nBZ+mGP9YnWFNTO2RCp2686LU6eHxH5Jqrf/yovvj9iDEKzWTy1KBzeNwoH87YeK30fx8jHAYAoMENRmw+t8s71NXRNuJ4pn1kWCxJ7U4wDADYP+6ub/7iSc39z7v0yW/8Ws/tKt0s3nTF4Dkvvru09atqVVaSdOyhE/R8fzbmatOp3oPhFSWv/9fMoj8bXmBmR0paHnGPNKhGqMuk7ipz9x53P2X4Q9IFSdfWzF5xYJeuv/Akje+Mno/72f97WDf8bHNsNdWtQ46Rzvua1DEhes3PviDdtSy+mgAAQNVl97wQenyXOtTROvLHw5aO8I7hDhEMAwD23T2PbtUZX/qp/uYrm/TYll2ha+73o/SN3OskSdMyT+qSlz6kWz/wBl25cKYmH9AeZ7mpVdfBsLtvl/QZBeMkuiVtNLM3Ra03s4slFdv/XNJKd99c6zpjNjzULXf+cunICTqG0TSOPXSCrlk0W51t0f9394mv/0p33Pd4jFXVqcNOlN67RmqLHsGhH1wh/fTz8dUEAACqKtcf3jG8Rx2hG/m0tod/X9Cpfj5JBACo2GMP3asVX/qszl7xM933h7HjqeXZBXokM0Wb3vBF/fM/fEQzXzkphiqbR91vM+/uS81shqRTJU2T1GtmfQpGRDwi/f/s3Xd4VFX+x/H3mUkvkIQmKh0RK52AXQHr2gELRQQEdXfdXQuo29eu67q/ddUFRBErzV5WAesq0kKxoXQVkB7Sy2TO749JJJB7kyFlSvJ5Pc88JPece+crYEg+99zvoQXQGRhMIPys+G5mg7X2hjCU3KCstdkHfcPWmeD6KHep9HFj67scdsaYMcAYh6FqEjYJlX4dM3hiRB+um7kMn8OGc9bCLbNXkZoQw1nd24ShwgjSPhOuehGeHw5lLiuB3vtDIDzuNy60tYmIiEid+YudVwwXG+f2W55451YSHiz4iiE2od5qExGRxmvXts1smPMH+ux+g5HEMY1/sovm1Z7TMiWOCYMH0b7vNcTGeENUadMS8cEwgLV2iDFmPoFwGAJh6ISDphkqtiiErEpzG6Ms9m/IF+zmc5VXFqvvbf3rSGCzOYlQZ3ZvzcPDe/DbWSsdF7f4/JYbnsvi2XGZ9O8U7EL8RqrzGTB8JswaAX6Xvk1v3QJxKdDjilBWJiIiInW0ts35TF6WSiLFJJlikigmkWKSU1K4x2F+bIJzMAzgK84nRsGwiIhUIz83my9m382J38+kvykGA8kU89uYufzB57zYKDHWy3WndmLC6V1IiY+K6DJqRc3vbnk4PAG4H/cw1AAPWGvvCF1lYbGA/cFw5yDPqTxvbv2WI+zffO5gSUC/0JYibi7ueQQ5RT7++OqXjuPFPj/jZizlxQkDOP6I6u9cNnpHnwuXTYV548E67fZq4dUbIDYRjr0o5OWJiIhI7WSTyte2Y+CTSjfLj0503s6lumC4uCifmJQW9VidiIg0Fr7SErJe/RddvnqUAWTvf76/3JXeD3i67FzW2yN+PuYxMLxvO343pBttmunGYyhETTAMYK2dCkw1xgwChrE/7MwG5gOzy/sSN3b3AZPKPw42dKwIkjdYa9VKop5Za2cAMw4+bow5DnBOISUsRg3oQE5hKQ+9+63jeG6xj2ueWsKc6wfSuVVKiKuLMMdfDqWF8NovncdtGbwzGY4aEgiIRUREJOIVlpY5Hk+Mc35ENz6xmmC4MB/3URERaYqs38/qhS+Svuge+vvd9/KJMX4mxcxiYunNAJzVvTW3n9edbm2cb1RKw4iqYLiCtXYhsDDcdYRLeZ/hBQT6Kg+tab4xZnClTyc3WGEiUeLGM7qQXVDCtE82Oo7vzi9h1PRAOHx4WhMPPHuNhJJ8eGdS1bHUtjD6VYXCIiIiUaSgxLlNVGKsSzBczYrhkgLnjexERKRpWrv8A3zv/oEeJcGtjzvHu4xLM3Yw7KILOalLywauTpx4wl2A/CzYXsEVJhJYKY0xpqZweGL5rwustWojIU2eMYY7zz+G4X2PdJ2zJbuQUdMXszvPZQO2piRzIgz604HH0trDte9Aq6PDU5OIiIjUSmGJU4soSHJZMRyX6P4EVWmR80Z2IiLStGxd/xVZf7+Io964hGOCDIW3mDYs7fcwD990jULhMIrKFcONSOUw+JB2u7LWbjDGXAfMAeYYY7o4tYgo78s8lECIPKwuxYo7Y8wYYIzDUFJoK5FgGWO499ITyCn08d+vfnKcs35nPmOeXsoL12WSmhAb4gojzKm3BFYOf/IwtDgKRr8GzY+o+TwRERGJKIWlLiuGXYLhhET3b2dLi7RiWESkKcveuY1v5/yJXtvncbhxblVU5RxS+OaoG+h9+c0ckaDIJNwUDIdIpXYOaQRC4IkHTZlijJkCbKB8JTCwzFqbjQtr7VxjzBAC4fByY8zk8j7MGGPSgAeACQQ2qxtW3bWkzjoCp4e7CDk0MV4P/3dVT8bOWMqn63Y7zvliyz7GP7OMZ8b2J8HlEcsm46w/QkIa9LgSUlqHuxoRERGphYIS5x/c3VYMJ8TFUGDjSTJVn6IqLSqo19pERCQ6FBXksWrufRy7YTqZFFbZWM5JsY0l6/ArOXbYXxiYoRXCkSLkwbAx5rJQv6e19uVQv6eD+Qd9ns3+ABgCYfEdHLiKeBhQbesHa+0CY0wnYDgw0RjzQKXhBcAQa+2CWlctwdoEfORwPIngNwiUMIiP8TJ1VF9GPLmYlT843ztZvHEPv3ohiydG9iHW24Q78BgDJ98U7ipERESkDgpdgmG3HsOxXg+5xJFE1WDYV6JgWESkKfH7fGS9+QTtVj5CJs6Lq6qcYw3L0s6h3WV3MbBDtwauUA5VOFYMzwVsCN/PEgEro621Qdw/qfW1s4Gp5S8JA2vtDGDGwceNMccBwTXYkbBJjo/h6TH9uGLqIr7b7vxI5IJvdjB57mr+PqwHHk+D/e8sIiIi0qAKS12C4Tj3H5mKTDyQW+W4v1jBsIhIk2AtX3z8Mskf/42+ZZuCPm11fB+SLrib/iee1HC1SZ2EMzBVsiIiESM9OY5nx2Vy+ROf8ePeQsc5L6/YQrPEWP584bEYoy9hNSrJh9IiSG4R7kpERESk3KG2kgAoIc7xuF8rhkVEGr2vt+aw7YUbGZT3RtDnrPd0Iu+0P3Li6ZfpZ+cIF45geB+hWTHcHIXPInII2jRL4PnxmQz9zyJ25lZ9XBJgxmebSEuK5beD9QhMtYpy4PlhUJoP17wBienhrkhERESAv+y+DROXRwHxFNk4CkiggHi8hdcBRzmeU+JJAH/V4wqGRUQar63ZhTz83ne8vOJHBpluDHK+R3iAn2jJ5p6/o+8vrscbE/aH9yUIIf9TstY2aDpgjBlEYNO13g35PiKVGWPGAGMchrTFZpTp0CKZmWP7c8WUReQUOe/a/c8Fa2meGMu1J3cKcXVRomAPPHc5bM0KfP7c5TDqVUhoFt66REREhA6+TTTzVG2d9ZHvUtdzSky843GrYFhEpNHJKSrliQ/X89T/NlLsC9wVXGB7s9jfnUzPGsdzcm0iX3QeT6+ht5OZnBLKcqWOGk18X76p3QNA5/JDFq0YltDpCJwe7iKkfhzTthlPX9uPkU8uce3D99c3vqZ5YiyX9T4yxNVFuPxdMPMS2P7F/mNblsMLw2HkPIhLDl9tIiIiQgJFjsdjEtz/jS71JIDDt0S21Ln9loiIRJ8Sn5/nF2/mXwvXsreg9KBRw72lV/Na/J8OPMd6Wd76co4e9ldOan146IqVeuMJdwF1ZYy5zBizFpgDdCEQBle8pgIZYSxPmo5NwEcOr6VhrEnqoE+HDP4zqg+xXvf7S7fNXc38r7eHsKoIl/sTzLjgwFC4wveL4MUrQT9AioiIhE+Zjzicn4iKiXcPhn3eBMfjxqd/10VEop21lrdWb2PIIx/x1ze+dgiFA1bZrrxZNuDnz5elnMn20Z8w8JfTyFAoHLWidsWwwwrhyqYCk621+0JblTRV1toZwIyDjxtjjgO+DHU9Uj9O79aKf17Ri1+9mIV16Ixe5rf88oUsnrm2PwO7aIM1rAWfc29mADZ+DLNGwZXPQ4zzI6kiIiLSgErzXYdiElNdx8o8LsGwbviKiES1bxa9zXufLeWRnX2Dmv+g7wraJxYRe/af6dv3rAauTkIh6lYMH7RCuCIUrrxCON1ae71CYRGpDxec2JZ7Lz3BdbzE5+e6mctY/WN2CKuKUM3aBjaaa97efc66+TB3LJQ534UWERGRhlNa5B4Mxya494T0xzgHw54yBcMiItFo85osVj14Dse8exXjch6nJTVHaJ1bJvP7kedzwh0fcoxC4UYjalYMu6wQrnjGWyuERaTBXNW/PfsKS7n/HedG+3nFPq55aglzrh9I19buq22ahLR2cM1r8PT5kLvNec6aN+GViXDZNPB4Q1ufiIhIE1ZUkEusy1h8onswvDz9PF7e3Z5CG08RsRQST5GNo0+L7vRomFJFRKQB7Nq2mY1zfk/v3W/SwQQei00xRdwU8zJ/8l3reE7LlDh+M7gbV/ZrR6w36taXSg0iPhhWICwikeD607uQXVDKfz5a7zi+t6CUUdMD4fCR6Ukhri7CZHSG0a/DjPMhf6fznC/ngTceLn4MPPrmQkREJBSKC/Jwu4Udl+TeY/intN7MLWtZ5Xhb06aeKhMRkYaUn7OXL+bcxYnfP0c/U7w/VSt3tXchM8rOYYPd3ys4MdbLdad2YsLpXUiJj/j4UGopYn8aV8sIEYk0k889mqv6t3Md37aviFHTl7Arr5o+u01Fq24w+jVITHefs+oFePsWHBs4i4iISL0rLshxHYuvpsdwQqzzEz6FpWV1rklERBqOr6SYJbMfougfPRjww3SSjPPPqjHGz6SYWQB4DFzZrx0f3nYGN599tELhRi7i/nS1QliikTFmDDDGYaiJLx1tXIwx3H3JCeQU+njrC+c2CRt35TN6+hJemjiAZgluD2s2EW2Og1GvwjMXQbHLl+1lT0FMApxzLxjjPEdERETqhVuP4TJrSEp0/7Y10SUYLlIwLCISkazfz+oFz5Px+X30928J6pxzvUsZ2a6Q0RefQ7c2TbxFYhMSMcGwAmGJch2B08NdhDQ8r8fwyBU9ySkq5ZO1uxznfL0th/EzlvHM2P4kxjXxHrqH94SR8+DZS6Akz3nO548HwuFBf1I4LCIi0oB8Rc7/FheQQGI1K8Lcvp/RimERkcizdtlCyt79Az1Kvw76nG9julF61l+5+6TzG7AyiURhbyWhlhHSSGwCPnJ4LQ1jTdJA4mI8TBnVh97t01znLNm0hxufX05pmT+ElUWodv3g6tkQk+g+53//gI8fCl1NIiIiTZDbiuEi4oirZkMh11YSJQqGRUQixdb1X7Li7xdy1JuX0T3IUPhHcxhL+z/CUXcs5niFwk1S2IJhBcLSmFhrZ1hrzzj4BThv6ylRLykuhqfH9Kf7Ye6P2Hzw7U5umb0Kv189dOl4Mlz1QmDDOTcf3AOf/it0NYmIiDQxZa7BcAKmmqd21EpCRCRyZe/cypLHxtFq5mn0yvs4qHP2ksqibrfR6vaV9Dt/LJ5qbg5K4xbyP/mDAuEuFYfLXw+iQFhEokTzpFhmju1PhxbuPfleX7WVP7/+FVYbrEGXs2D4TPBU08Vo/h9hybTQ1SQiItKE+EsKHI8XmWpu3AKJcc4/NqqVhIhI+BQV5LL4mTuJeaw3/XfOJdbU/DW5yMbyWdvReH6zioFX/4H4+Gqe6pQmIRy3BOYSWCFccUu6ciB8uwJhEYkmrZsl8Ny4TFqnuv9A9eznm/nH/O9CWFUEO/pcGPoUmGp6L799K2TNDF1NIiIiTYS/xHnFcIknodrzEmLUSkJEJFL4fT6WvfIvch88kcyNj5FCYc3nWMPi5ueyd9wiTpr4KM3TW4SgUokG4dx8zgILCGw4twfoVN3jS3V6I2tXNsiFRUSAdhlJPDc+k+FTFpFdUOo459H319E8MZbxp3Z2HG9Sjr0YLp0CL19H4J8CB6/fFNiQ7sThIS1NRESkUattMOyy+VyRT3spiIiE0idrd2Jmj+aU0s+CPmdVfB+SL7iHzBMHNmBlEq3CGQwbYHD5qyFZwvvfKSJNQLc2qTw9ph8jnlxMgcvqmbvf+oZmibEM79suxNVFoBOHga8IXv+VywQLnz0Kx10GXn0JFxERqQ/WpZVEqaf6R4mble7kgZipJJpiEikhgWISTQmJFFNWMABvUnpDlCsiIuW+3prDfe98wydrdzHEM4BT4moOhtd5O5N/6h858fRLq+0jL01buFcMw/6WEg1xff3NF5GQ6dU+namj+jJ2xlJKypxX0Nw+bzXNEmI59/jDQlxdBOo9KhAOv31r1bG2PWDUqwqFRURE6pHH5xwM+7zVB8NJxscVMR86juXnZZOsYFhEpEFszS7k4fe+4+UVP1Kxbc18fx8W+7uT6VnjeM5PtGRzz5vpe+H1eL3VtPATITw9hmH/ZnMNGdwqFJaQMcaMMcZ8ePALeDrctUlonXJUS/51VU88Ll+B/BZuenEFn67bFdrCIlX/62DIXQceO7I/jH4dkjLCU5OIiEgjZUqd+1CWeatvJRGf0tx1rCh3b51qEhGRqnKKSnngv2s48+8fMi9rfygcYLiv9Oqq59gkPuv8G5pPWk3mJb9UKCxBCflSLGttuMJokYbUETg93EVIZDj3+Lbcf9mJTJq32nG8pMzPdTOX8fz4THq11wobTr4psHL4g3ugw8lw9SyITw13VSIiIo2O12XFsD8mqdrzklLcv18pysuuU00iIrJfic/P84s386+Fa9nrsn8NwErblTfLMvmFdzEl1svyNkM5ethfOalV2xBWK42BntEVqR+bgI8cjicB/UJbikSC4f3akVNUyt1vfeM4XlBSxrUzljJ74kC6tVEIymm3QbMj4LhLIa76H05FRESkdrxlRY7H/THVt5JISUmm2MYQb3xVxorzFQyLiNSV9Zex8p3pLFy1gX/nnBrUOQ/6rqR1WiptL72bgZ2PaeAKpbFSMCxSD6y1M4AZBx83xhwHfBnqeiQyjD+1M9kFpfz7g3WO49kFpYyavpi5159Eu4wmHoYaA71GhLsKERGRRi2mzLmVhI2tYcVwrJe9JBJPbpWxkvx99VKbiEhT9c1nbxH7/p/o5VtHV5vIi5zIbtxb+AD07ZDOHeefRJ8OY0NUpTRWausgItKAbjm7GyMHtHcd355TzMjpi9mR67yCR0RERKS+xPqdg+GantbxeAz5OM/xFSoYFhGpje/XLGf1A2dzzHtX09UXWEyUagq5KeZl1yMu9lwAACAASURBVHM6t0xmyqg+zLl+IH06qC2h1J1WDIuINCBjDH+76HhyCn28vmqr45zNuwsYPX0JsyYMpHlSbIgrjFLZ30NJPrTWI1MiIiLBeiLll+zcvpUkikk0xSRSQhLFdMroXeO5hZ4ksFWPlxXmNEClIiKN165tm9g05/f02v0W7U3VL6xXe99nRtm5bLT7+wW3TInjN4O7cWW/dsR6tcZT6o+CYRGRBubxGB4e3oO8Yh/vr9nhOGfNT7lcO2MJz47LJDleX5qrtWcjPHMR+AphzFvQ6uhwVyQiIhIVVtpurPFX3ZjoDxk132gt8iRDWdXjtqhqewkREamqIHcPX8y+mxO/f5a+pgSM87xYU8akmJe4ofR3JMZ6ue7UTkw4vQsp+jlRGoBuM4iIhECs18NjV/emf8cM1zlZ32cz8dnlFPscfuqSgN3rYcYFsO97yN8Jz1wIu9aGuyoREZGoUFjq/D1GUlzNYUOJN9l5oFgrhkVEquMrKWbpnAcpergHmT9MJ9GU1HjOYE8WN/SI4cPbzuDms49WKCwNRsGwiEiIJMZ5eXJMX45t28x1zv/W7eKmF1fgK/OHsLIosWttIBTO2bL/WN72QDi8e3346hIREYkSBSVuwbC3xnNLYlIcj3tKtGJYRMSJ9ftZPX8mP93fk35f3UMGwd1Iy0o6mR+vep/JV51Dm2YJDVylNHUKhkVEQqhZQiwzx/Wnc0uXVTfAu19tZ9K81fj9Do38mqo9GwKhcO62qmO52wLh8J6Noa9LREQkihS6BMOJQQTDZbHO37t4SvLqVJOISGO0bvkCvrvvZE789Ncc6Xfea+Zga2K688U5s+g96W06de/ZwBWKBCgYFhEJsZYp8Tw7PpPDm7vf/X05awt/feMrrFU4DEBq2+o3msvZEgiHs78PXU0iIiJRxFrr2koiMTaYYDjV8XiMT8GwiEiFreu+YOXfL6TrG5dzdOnXQZ3zg2nLkn6P0O2ORZww8NwGrlDkQAqGRUTC4Ii0RJ4dn0mL5DjXOc8s2sw/5n8XwqoiWGwiXPkidDzVfc6+H2DGL2Dfj6GrS0REJEoU+/yUuTyNFEwrCRvv3Eoi1pdfp7pERBqD7B1bWPLYWFo9ezo98z4O6pw9pPJZt8m0vn0F/S8Yi8eriE5CT3/rROqBMWaMMebDg1/A0+GuTSJXl1YpzBzXn9QE940EHn1/HVM/Vv9cAOKS4OpZ0P4k9znZmwMrh3OCe1xLRESkqcgpKnUdS02IrfkC8c57JMSXKRgWkaarqCCXJc/cQczjfei/cx6xpuaNxItsLJ+2vQbvb1Zx0tV3Eh+fGIJKRZwpGBapHx2B0x1e/cJYk0SB4w5vztNj+lX7COe9b6/hxSVqkQBAXDKMmA3tMt3n7NkQCIdzt4euLhERkQiXW+RzHavuJnUFT4JzMJzgVzAsIk1Pmd8yb/mPfPnQefTf+DgpFNZ4jt8aFjc/jz1jP+fkif+ieXqLEFQqUj0FwyL1YxPwkcNraRhrkijRt2MGU0b1Ia6aR4fufOULXl+lVbAAxKfCiLlwRB/3ObvXBcLhvJ2hq0tERCSC1TUY9iY6B8NJtqDWNYmIRKOPv9vJLx79H7fMWcXU4sFBnbMyvh/rh75L5u9e4vAOXRu4QpHg1fwdgIjUyFo7A5hx8HFjzHHAl6GuR6LPad1a8a+renLj81k4tf+zFm6etZKUeC9ndW8T+gIjTUIzGPkyzLwYtq10nrPr28D4NW9Asu7Gi4hI0xa39m3mxf2DXJtELonk2iRySGKrbUly3Pk1nh+b1NzxeBJF4C8DT819ikVEotlXW/dx/ztr+GTtrp+Pvefvy1J/N/p5nPeGWevpTP5pf6bH6RdjjAlVqSJBUzAsIhIhzj2+LQ8O7cGtc1Y5jvv8lhuey+KZsf0Z0FlBJ4lpMOoVmHkR/PSF85wdX5WHw69DUkZo6xMREYkk2d/Tx7O2yuG1tMPjqTmsiE1Ocx2zxTmYxPQ6lSciEqm2ZBfy8Hvf8sqKLdgqi3gM95aO4JX4Px9wdBst2dzzVvpdOAGvVzfOJHKplYSISAQZ2udI/nzhsa7jxT4/42YsZdUP2SGsKoIlZcDo16H1ce5ztn8Bz14ChXtDV5eIiEiE8RfuczxeaJKDOj/eZcUwQHFeTq1qEhGJZPsKS7nvnW848+8f8nKWUygcsMIexVtl/QPn2GQ+7fwb0iatZsAlNygUloinYFhEJMJce3Inbh7SzXU8v6SMa55ewnfbc0NYVQRLyoDRr0Gr7u5ztq2CZy+DIucfikVERBo76/JvYJE3uGA4KdV9xXB+3p5a1SQiEomKi/JZ/Nxf+M+DtzHlow2U+Pw1nvOPsiv5rPWVlP0qi5NH/43EpOC+toqEW1QHw8YY5x0QRESi3K/P6sp1p3ZyHc8uKGXkk4v5frc2fAEgpVVg5XCLo9znbM2C54ZCsQJ1ERFpeozLv38lMSlBnZ/YzD0YLsrVk0wiEv38ZWVkvfEf9j7Qg8x1j3Cj/yVaUPPCkgtOaMv0m6/kpBunkNHqsBBUKlJ/oioYNsZcZoyZZYzZbYwpA/YYY846aM4gY8xaY4zPGNMxLIWKiNSRMYY7zz+GK/u1c52zI7eYEdM/56d9RSGsLIKltglsNJfRxX3Oj0vg+WFQnBe6ukRERCKAp8S53UNpTGpQ56ckpVBinR+JLs5TMCwi0e2r/73Oxnv70Xv5ZA6zOwFINYX8OuYV13P6dUznlRtP4rERvenYUiuEJTpFxeZz5QHvHKB3xSG3udbahcYYT/mcScCNDV2fiEhDMMZwz6UnkFvs463V2xzn/LCnkFHTFzNr4kAykuNCXGEEatY2EA7POB/2bnKe8/0ieOEKGDEH4pJCWp6IiEi4xJQ63xQtiwsuGE6Oj+X/fJdQipdcksizieQReP22+Ql0rs9iRURCZNPXS8h9405OKFzqOD7Cu5AZZeewybb9+ViXVsncft4xDD6mNcbUvHmnSCSL+GDYGNMLWACkEQh7FwBTCATFbiYDs4GJxpgHrbWbGrpOEZGG4PUYHhnek/xiHx9+u9NxztodeYx5egnPj88kNSE2xBVGoOZHwDVvBsLh7O+d5yQ0B0/E/xMoIiJSb2J9zq0kbHxwwbDHY5gecwV5xb4qY9fY4NpRiIhEip1bNrB57u/pvecdPMZlVzkg1pQxKWYWN5b+lpYp8dw8pBvD+x5JjDeqHsAXcRUNf5PnAOnlHw+x1p5trZ1X3QnW2rmVPp3QYJWJiIRAXIyHJ0b0oX/HDNc5q3/cx7hnllFUWhbCyiJYWrtAONzsyKpjx1wEw5+BGK2wFhGRpiO+LN/xuI0PftuWlHjnm6pOYbGISCTKzd7N59N+Q8rUTPrufbvaULjCaZ4vuPO0dD667QyuzmyvUFgalYj+22yMuQ3oDFhguLV24SGcnkVghfGQhqhNRCSUEuO8TB/TlxOOaO46Z8nGPdzw3PKgds1tEtI7wJg3IPXw/ceOuwyGPgVerawWEZGmJbHMuZWEJ8H9e4uDpSS4BMNFpbWqSUQkVEpLiljy0r34/tmTAVtmkGhKaj7Hevm8xWUU3riUCeefRLLLzTGRaBbRwTBwRfmvG2paJexgQ/mvanclIo1CakIsz4ztT9fW7o9rfvDtTm6evZIyf813vpuEjM6BnsMph8EJw+GyaQqFRUSkSUqyBY7HvUnBB8OpbsGwVgyLSISyfj8r3nma7ff1pP+aB0jHeSPOgy1PPpWtIz5gwK+fplUb9w3BRaJdpN/uqFgtnFWLcyuC4bT6K0dEJLwykuN4blwmQ//zGT/uLXSc8+bqbaQmxHDvpSdoMwSAll3huoWQ2hY8zrupi4iINGq+EuJxXh0XmxT8j0turSRyixQMi0jkWbP4Xcz8P9HLtyboc76JPQaG3EWf/nr4XJqGSA+G0wgEw3tqcW7v8l+z668cEZHwO6x5As+Pz2TYfxaxI7fYcc6LS34gNSGWO87rrnAYoLlDr2EREZGmoth9hVxcct1XDOdqxbCIRJDvv1vJ7tfupFf+p0Gf84M5nB2Zt9P77FEYT6Q/XC9SfyL9b3vFqt++tTi3L4FQeUNNE0VEok2HFsk8Oy6TtCT3tghTP97AYx+sC2FVIiIiEomK8/a6jsWnuG9uezDXzee0YlhEIsCun35g8aPXcPjzZwYdCu+hGZ93v4M2t6+kz7nXKBSWJifS/8YvILCBXG9jTI9gTzLGjGd/C4lZDVGYSGXGmDHGmA8PfgFPh7s2abyOPiyVZ67tT3Kce3uEv7/3HTM+3RjCqhqBzYtg1kgodW7VISIiEm0Kct2D4cRmh9JKwvmGtHoMi0g4FZT4+L/53/HTExeRuftVYkzNm3EX2jgWHTGW2N+tYsCVtxMXHx+CSkUiT6QHw1MqfTwtmBOMMZ2AqZUOTXWbK1KPOgKnO7z6hbEmaQJ6tEvjyWv6ERfj/uX8L298zbzlP4awqii2eRE8PxS+eQNevErhsIiINAqFue6d+ZJTD2HFsNvmc1oxLCJh4Cvz8+KS7zn9oQ95ZOFaHi29uMZzyqxhSfoF5E5YwsDrHiG1efBfA0Uao4juMWytXWGMmQdcDvQxxnwHDLHWbnaab4y5jP0BsgVut9YGt+WkSN1sAj5yOJ6EwmFpYAO7tOCJEb2Z+OxyfH7rOOe2uatIjo/h3OMPC3F1UaQiFC7JC3y+4YNAOHzVixCbGN7aRERE6qA4z3nblTybQGpS8KvkOvg2cXPMbFIpJIVCUkzg17jdiQQe9hQRaXjWWhZ+s4P7/7uGdTvyfj7+rr8vy/zd6Ov5zvG8VYn9Sb3wHvof2z9UpYpEvIgOhgGstcOMMeuBTkBXYIMxJqvSlGHGmGHAYKAzgdYTAAustQ+Ftlppqqy1M4AZBx83xhwHfBnqeqTpGXRMGx4e3oPfzlqJdciG/RZuenEF08f05dSjWoW+wEh3cChcQeGwiIg0AqX5zsFwLkm0iQv+R8LWpVu4PObVKsfzS/VvpIiExsofsrn37W9YstHpSQjDvaVX83L8Xw44us7bhaIz/0KPUy4KSY0i0STSW0lU6A0sLP/YlH9eEX1MKH9VDoWnWGvPCWmFIiJhdnHPI7j7kuNdx0vK/EyYuZzlm90fJ22Sykrh1eurhsIVKsJhtZUQEZEo5SvY53g8nyQ8HuM45iQmqZnj8WQKwV9zT08RkdravDufX72QxSWPfeoSCgdk2W68XRZYEbzNtGJZnwfpfOdSjlcoLOIoKoJha+0+a+0Q4HpgA4EA2Om1gUCriRvCVauISDiNyOzA7ed1dx0vLC1jzNNL+Xqruuz8zBsLV74ISS3d5ygcFhGRKOYvcg6GCz3Jh3SduKTmrmO2JPeQriUiEoy9O7fx+ePX8dI/b+XN1duCOucJ70gWd/0dGZNX0/fCiXi87pt1izR1Ed9KojJr7VRgqjGmF9AX6FI+tJ5A64iNYStORCRCXH96F3KLSnnsg/WO47lFPkY/tZjZEwfSuVVKiKuLUG2OhWvegGcuhIJdznPUVkJERKKUdQmGi7yHFgzHp7gHw8X5+0hIcB8XETkURQV5rJhzH8dvmM4AU8hxnkRmcRp7cH5yASAuxsO1J3XkxjPOpnlSbAirFYleUbFi+GDW2hXW2mnW2tvLX9MUCouI7Hfr2UczemAH1/FdeSWMfHIxW7K1AvZnFeGwVg6LiEhjU+S8mrfEe2g3iBOS013HCnL2HtK1RESclPl8LHnlUfY9eCIDN/6bVBP4vjvVFPLrmFcczzEGLut1BO/fcjp3nH+MQmGRQxCVwbCIiFTPGMNfLjyOS3sd4Tpn674iRj65mB25RSGsLMIpHBYRkUbIW+LcQqo0NvWQrpPUPMN1rCjH5YkbEZEgWL+f1R/MZfO9fei/6g+0YXeVOSO9C+hgfjrg2CldW/LGr07hH1f05Mj0pFCVK9JoRHwrCWNMM2tttc0wjTFnAZMJtJfYAMwH7q/pPBGRxszjMTw09ETyin3M/3q745yNu/IZPX0JL00YQFpSXIgrjFBqKyEiIo3M/IyreGzHCaSaAlIpKP+1EFL7cMYhXCc1JZUCG0+SKa4yVpSzs97qFZGmZd2q/1H09u85sXhltfNiTRm3xcziV6W/ofthqdx5/jGc1q1ViKoUaZwiPhgGNhljmgNTnTaVM8bcB0yq+BToXf6aYIwZZK1dFbpSRUQiS4zXw6NX9WLcM0v5dF3Vu+4Aa37K5ZqnlvDc+ExSE/TYFVApHP4FFDj/vikcFhGRaPGN6cp//VXbRoxo3f6QrpMSH8M2UkiiajBcohXDInKItm1aw9aXf0+fnAVBn9PPu47/u6ATv+h/DF6PacDqRJqGiG4lYYwZBKSVfzrfZXwygUC44itCxccZwMIQlCkiEtESYr1MHdWXXu3TXOes+nEf42Yso7CkLISVRbg2x8I1b0JSC/c5Gz6AF6+EkoLQ1SUiInKIcotLHY8f6g1hYww5xnnjp9I8BcMiEpyc3dtZ/MREWjx9ctChcK5N5PNOv6b5pNVcPOBYhcIi9SSig2FgWMUH1tqXHcanVAwDc4EuQFdgRfnxdGPMuAatUOrMGJNmjJlvjJlS8+wq5w4tP3e5MWZ9+WuOMaZ3Q9QqEq2S42OYMaY/3Q9z7yW4ZNMeJj63nGKfwuGfBRUOfwgvDIfivJCVJSIicihyi3yOx1MTDv0B0oIY52DY5rs8YSMiUq6oII8lz/4RHu1J5vaXiDPOX5sqK7FePm89HN+vVjDgmrtJSDq0TTNFpHqRHgz3JRD6VrmFZIzpBXQuH99grR1urd1ord0ADKo0dXhIKpVDYozpbIwZbIx5ANgIDCbw5xns+WnGmOVAP2CYtbaPtbaLtbYLgdXlC2sTNIs0Zs2TYnl2XCadWya7zvn4u53c9OIKfGX+EFYW4YIJhzd9As8PhWLnXd9FRETCyS0YblaLYLgwxvkJJFO455CvJSJNg9/nI+u1f7PvwRPpv/5fNCO4p+2yUs9k1zX/Y8CN00hv1baBqxRpmiI9GK74rmODw9jgSh8fEBxba7OBLAItJfo2TGlSW8aY9cByAm1AdgPLanGZhcAUa+3k8j/vn1lrpxK4OTChPHgWkXKtUuN5bnwmR6S598R996vt3DZ3NX6/DWFlES6YcPj7RfDspVC0L3R1iYiIBCG3qH5aSQCUxjkHw97ibMfjItKEWcvXH81l83196L3i97QhuCcLvoo7ge8ueo3et7zK4Z2PbeAiRZq2SA+GK1aQOn2X0a/Sx3McxivCZPemmhIW5St70621Q6y1D+Ic/LsyxgwmsMHg7GreI4vADYMJdSpWpBE6PC2RF67LpHVqvOucV1Zs4Q+vfYm1Cod/9nM43NJ9zo9LYeYlULg3dHWJiIjUIKceW0mUJaQ7Ho8v0b99IrLfxi8+5esHzuDYD8bRqWxTcOd42rPy1Ckce/vHdOt9RoPWJyIBkR4MV6fyiuHarDiV6FXRP7im1eAb0I0BEUcdWiTz/PhMMpLjXOe8sPh77n37G4XDlbU5Fsa8BSlt3OdszYJv3ghdTSIiItUo9pVR4nNuEVWbFcPW5emZBJ+emBER2LavkEmzV2DnjOPYopVBnbODDBaf8Dfa3ZFFz0FXYjzRHFWJRJdI/7+tYiXpAb1njTGdCAR+Ff2FcxzOrTjnkFajSlSo+DOdU7562M1wHPpTi0jAUW1SmTm2f7WrhaZ9spH/W7g2hFVFgdbdA+Fwqkufs9Nvh96jQ1uTiIiIC7f+wlC7FcMel2A4uczpRzIRaSpyikp56N01nPn3D5mdtZUHfVfUeE6eTWRRhxtJuW0VmZf/hpjYQ79ZJSJ1E+nB8AICfYIHG2NSKx2fWOnjLJdzf96YroFqk/CpCHvTgPnGmDnGmINvHlS0F5mIiLg6/ojmzLi2H0lxXtc5/1ywlmkf60vpAVoeFQiHmx154PFTboYzbg9PTSIiIg5yCp37C0PtguHYVOeWSqk2D/zavFakqSnx+Znx6UbOeOhDHvtgPUWlga8D//X3Y7n/KMdzSq2XRS2HUfzL5Qy89j6SkpuFsmQRqSTSg+H55b+mAQuNMZcZY+4Dbqs0576DT6q0orjyNSKSMWaSMWavMaZOLQ+MMROMMcvLr1XxqmlFbVQq32xuWKVDQ4H1xpgpxpjBxpjlBG4MdLLWKs0SqUGfDhlMG92XuBj3fxLuefsbnvt8cwirigItusC1b0Fa+8DnJ/0aBv0JjAlvXSIiIpX4v3mTWXF/4/HYf3JPzHRuiZnNWO87nONZUm1LKTfxzZyDYS9+bJE2oBNpKqy1vLV6G0Me+Yi/vPE1e/JLDpphuKd0RJXzliWfwdaRHzHwV0/SovURoSlWRFwd+i3iELLWzjPGbAQ6An3Yv8mcIbAaeK611qlpTeVVonMbtMhaKl/hOoX9vZIzcN5kr6br9AYWAnuAB6y1UytdfzKBFbVzgevKA9VGwVo71xjTB5jG/p7DE8pfC6y1Q8JWnEgUOrlrS54Y0ZuJzy7H53fuKfzH174kOd7Lpb2OdBxvktI7wpi3YfUsOPUWhcIiIhJx/Ls2kOlZU+X4t7Y9ibF/OeTrJaW3dh0ryN5BclLGIV9TRKLLkg27ufedNaz8ofqIIct2452yfpznXcpXscfjOecu+vY9K0RVikgwIjoYLjeEwKrfTgcdX2CtrdK0xhjTHJhEIDjOstZuavAKa1C+GrgvgVWsXQiEwb2rPSm46w4m8HuzAehTOfgtXyk7sXz17BSgtzGmT2MKhwkE6cvY30+6YtX1YGPMXmCYtVY9hkWCNOiYNjxyRU9+89IKnLJha+HWOatJjPVy7vEu/XWborR2cNqt4a5CRETEUVn+LsfjuZ5mmFrc0ExJc9+ANW/vDpIP737I1xSR6LD52xXsee1O3t/XnpVlFwV1znOp42jd81p6D75Km8qJRKCI/7/SWrvBWtuFQOuAB4GpBAK/c1xOyQAeIrCKdnJoqqxRXwIB7gMEAuEFBALiWoe05WFzxQrqYW6Bb/kK4qkEwtOFtX2/SGOMmQCsB7KttenW2nQO/POu6D88KSwFikSpC3sczv2Xn+g6Xua3/PrFFXz47Y4QViUiIiK1VrDb8XBhTO062aU3T6PYOm8QVbBvZ62uKSKRbddP3/P5v67hiBfOolfBZ9wY8xrpVL/hZIvkOO66+Dhm3HIFfc4eoVBYJEJFzf+Z1tp51trbrbXXW2vnVTNvo7V2srX2bGvt+6Gs0Y21doG11pQHmEPK66tr79tpBMLPLGut2wZ8FaaU/9rbGDPUbZIxZr4xxtbTa4rb+9RV+X/DFGCitfbnMNha+yCQTiAIr/BAY+yzLNKQhvdtx18uPNZ1vLTMMvHZ5Xy+wfkHTanB6jmwR+3PRUQkNLyFexyPF8fVLhhOTYxlLynO19ynG8cijUl+zl4WTb+VpCf6MmDPq8SYwMZyzUwhN8W84nhOYqyXm87qykeTzmTUwI7EeqMmdhJpkqKhlYQcpHy1cEXAW2OrBGttljFmA4FVw3fg3nf5AfavQq6rZfV0HSdzCLQSmXrwQPnK6YnlwfRCAuH5ZIL4fRKR/cac3In8kjIeevdbx/Fin59xM5by/HUD6NmuTntnNi0rX4BXb4TUtnDNG9Cya7grEhGRRi62ZK/j8dKE2vUC9ngMuSaVw6h6XV+ebhqLNAalJcVkvfp/dP363wxkX2CXp4OM9C5gRtk5bLaHAeAxcEW/dvx2cDfaNEsIccUiUlsKhqPThEofLw3ynIpguLcxprPTiuVo6MdbafVvtQF2eRg+CFjO/h7EInIIfnlmV/KLfTz+4XrH8fySMq55agkvTRjAMW2bhbi6KLR6TiAUxkLuVphxPox+HVqrF6OIiDSchFLn7nW2lsEwwP/iTuGzgp1kk8oem8pem8JeUrkg/UyOr/VVRSTcrN/PyvnP0fLz+8i0W6udG2vKmBTzEr8s/S2Dj2nN5HO7c1Sb1BBVKiL1RcFwdKq86V6wfYorB8GDObDdQjQJOuQtD4cb02Z7IiF32zlHU1BSxozPNjmO7yssZdT0xcyeOJDOrZwfKxXgq1fglQkE9kUtl7c9EA6PehXauvd1FhERqYtk3z7H4ya5Ra2v+XbGKJbmVF0x3MufXutrikh4fbt0Prz3R3qVfhP0OUfFZzNrZA8yjz6yASsTkYYUlmDYGHM/0Kv8U2utPddlXr1s826t/Xt9XCeC9K70sXPTsKoqB6R96rGWUKtY1TyEGsLt8pYbaTXNExF3xhj+9ItjyS/2MWf5j45zduWVMOLJQDjcLiMpxBVGgQ0fwtxxYP1Vxwp2wzO/gJEvw5F9Q16aiIg0cv4yUmyu41BMastaXzYtKc7x+J6CklpfU0TC48e1K9n16p30zP806HO2mtZs6zOJXueNxeP1NmB1ItLQwrViuDOBYA8OWD5VxYM1jAer0QTDxpiDV8wGu4NR5YZfkZY+BP0cm7V2gzFmLjDUGDPUWuvWLxkCG/RlVd6gri6MMa2BVod4Wpf6eG+RcPJ4DPdffiKFpWW8uXqb45xt+4oYWb5yWD3FDnJ4bziyH/zwufN40T6YeTFcPQs6nhLa2kREpHErzMbj8uNUfLND/bZ2vwyXYHhvQWmtrykiobVn+/esn/0Heu16gyONwwIGB9mk8O1RE+l5+a0cnqAFISKNQTRsD2nq+GpsarvLU+UVwxGxU5QxJs0Y05v9K6D7GmN6l6/0dWWtHUZgFfAcY8yc8mtUvuZQY8xyAv+dg+qx5BuBLw/x9Vo9vr9I2Hg9hkeu6Mmg7q1d52zeXcDIJxezJ1+rhQ6Q0AxGzoOOp7rPKcmD5y6HtRHf6l1ERKKIL2+n61hiWptaXzctOdbx+F59DyAS8Qpzs1ny9G0kPN6XfrtfIyaIULjIxrKo7WjMb1aROeJPxCsUFmk0wtljOJjeTzIlngAAIABJREFUr/OonxXDcqDa7zRRD4wxc4Ch5Z9mH/TrQiDNGAOwwFo7BAfW2onGmAeAicC0SiupN5S/rrPWZjVE/SJNVazXw2MjejN2xlI+W++86/jaHXmMmr6YF64bQPNE5x8am6T4FLh6NswaAevfd57jK4IXr4RhM+CYX4S0PBERaZzy9m53XRGSkl77YFgrhkWiT1lpCStf+z86ffko/dkX1DI6vzUsSz+P9pffxcB2XRu+SBEJubAEw9ba4UHOG9bQtUShA0Jda21tNlcL64rh+vpztdZuAOqlTYSIBCch1su00X0Z/dQSlm+uuukMwFdbcxg7YynPjutPUpz2OP1ZXBJc9RLMuRa+fct5jr8UZo+Gy6bCCUOd54iIiASpIHuH4zf+hTaO9ObNa33ddLdgWCuGRSKO9fv58v0XSPvsXvr4twR93qqEfqRccA/9T8hswOpEJNyioZWEHCgi2kA0UY8Dxx/i6+KwVCrSgJLjY3hqTD+OO7yZ65zlm/dy3cxlFJWWhbCyKBATD8OfgeMvd59jy2DeeMiaGbq6RESkUSra59xKYg+ppCXV/sme9GS3FcMlWKsHPkUixeofsxk17TOSP76LdkGGwmu9XVk96Fl63L6ALgqFRRo9LeUSCZK1dgew41DOKW+JIdLoNE+MZebY/lwx9XPW7chznPPput3c+HwW/xnZh7gY3Yf8mTcWLpsGsYmw4jmXSRZe/zWUFkLmxJCWJyIijUdprnMwvI9Ujoj11vq66S6hcrHPT2FpmZ4YEgmzH/YU8NC73/L6qq0APOi5kv/E/bPac7bQhi29b6HvBePxeGv/9UFEoktE/6RujLnPGNMj3HVEmANaR9S0UZuEhjFmjDHmw4NfwNPhrk2kobRIief58Zm0z3DffOL9NTu46cUV+MqC2+m4yfB44cJHoX8Noe87k+CTf4SmJhERaXT8+c57AuR5a99GAtxXDIP6DIuEU3ZBCXe9+TWDHv7o51AY4L/+fmT5nXsEZ5PCZ11vocXklfS/aKJCYZEmJtJv5U4GJhljsoHZwBxrrcuuPU3Gnnq4Rm36Ekv1OgKnh7sIkVBr0yyB58dnMnzKIrbtK3Kc89+vfuLm2at45IqeeD1aRf8zjwfOeyCwcvjTalZwLPwrlBbAmb8HPYUgIiKHosA5GC6MrdvakvSkOIZ5P6QV+0g3uaSbPNLJJd3kUrwuBvqeU6fri8ihKSot45nPNvHYB+vIKfI5zDDcW3o1c+P/tv8cG8vytldy3LA/c1KLVqErVkQiSqQHwxDYKzMdmABMKH80fy4wy1r7cjgLC5P6CHXrI1yWA20CPnI4ngT0C20pIqHVLiOJ58ZncsWURezKc9505vVVW4mP8fDA5SfiUTi8nzEw+C8Qlwwf3OM+7+OHoKQAzrlH4bCIiATNW+T8bX9xbHqdrts8MZZbY2bTxlT90eS7nesABcMioeAvLeH1lT/y0MJNbMkurHbuMtudd8v6MsSznCVp59L+srs4ucNRIapURCJVpAfDtwPDgd4EAuIKQ4Gh5SHxAmAOMNtamxPyCkPv4O/uMgguLK68LEArhuuZtXYGMOPg48aY44AvQ12PSKh1aZXCs+MyuWra52S7PEI6Z/mPxMd6uOvi49V/uzJj4PRJEJsE7/3efd7njwVWDl/wj8BqYxERkRrEFzt/21+WULdg2Osx7DItaOPwY0VpdnAbXIlIHVjL1x+8SOr/7uHb4lPYUnZRUKe93faXdD75cAb0GNDABYpItIjonyyttQ9aa/sSWDE8kUAIDIGQuOI1GJgC7DXGLDXGjDPGNAtLwSFgrT34u6/OQZ7apdLHG+qpHBGRnx3TthnPjs0kNd79nuNzn3/PPW99ox3LnZz0q0DoW53lT8OrN0CZ0yOCIiIiB0rwOQfDNrFFna+dE9vS+do5P9X52iLibuOKD/n2/lM49uMbaOf/kRtiXiOd6tfIdWuTwtNj+vHPGy7lKIXCIlJJRAfDFay1+6y106y1Z1trPcAwAu0ksjkwJO4NTGV/SHyrMaZjmMpuSFmVPg62QVhGpY+X1mMtgjafE6lwwpHNmTG2H0lx7ptWPPm/jTz83nchrCqK9BsHl/wHTDX/PH85F7atCl1NIiIStZLL9jke96TUPRguiG/teDw2X8GwSEPYvvErVj18MZ1eu5iji/c/lNrMFPLrmFcdz2nTLJ4HLz+Rd35zGmd2b62n9kSkikhvJeHIWjsPmAdgjBkEDCHQXqLy6tk+BILi+4nS/85qLCDw3wbBrxiuPG9u/ZYjaPM5kZ/16ZDBU2P6MebpJRSV+h3n/PuDdSTEevjVWeprVkXPqyA2AeaNB/9BK4ONBy5/Eo7sE57aREQkepSVkmLzHYdiUp1X+x7S5ZPbQF7V4wlFO+p8bRHZL2fXVr6b80d6/PQKbUyZ45yR3vk8XXYOP9g2AKTEx3DDGV0Ye3InEqtZsCEiEhUrhqtjrV1orb3dWtuVQLuEYQRWDW9g/0rixua+Sh8Hu7FZRZC8wVqrVhL1bxOBzecOfml1tjRJAzq3YOqovsR53f+Z+ft73/HkJ/py5Oi4S+GK58Ebf+Dxix8PjImIiNSkwH2/6YRmzqt9D4VNbet4PNW3q87XFhEoLsxl2cw78fy7N323zyXWJRQGiDNl3BYzmxiP4ZqBHfjotjP45ZldFQqLSI0a20paC3Sq9GqUrLXZxpgFBPorD61pvjFmcKVPJzdYYU2YNp8Tqeq0bq14fERvrn9uOT6/c0/hu9/6hvgYD6MGdgxtcdHg6HPh6lnw0tX7N53reVW4qxIRkShRHJPMxJLbyCCXdJNLhsklnVwyTB4tMw6v8/Xj0o5wPJ7mz4ayUvDG1vk9RJoiv8/Hqjcf58iVj9C3yt7zLudYQ6u0ZswfdQqdWjfaLZdEpAFEdTBcvsnccAKtJAZzYL/dipXCWQefF6GC7RVcYSKwHEgzxgy11lbXHmJi+a8LapgnIlKvBh/bhn9d1YtfvZCFSzbMH1/7ivgYL8P7tQttcdGgy5kw8mX4aXWg/7CIiEiQsktj+NDfy3HsvRbOq30PRVJL52DYg6UsdzvetCPr/B4iTYq1fPXRXJI/+Ru9yr4P+rQVcX1IOO8uBvY6uQGLE5HGKuqC4fLN5IYCV7C/PQIc2DJiATAHmG2tdd5xITJUDoMzXGc5sNZuMMZcR+C/c44xpotTiwhjzAQCv1/ZBNpsSAMwxowBxjgMJYW2EpHIc/4JbfnH8J78bvZKrEs4PPnl1cTHeri4p/MPmU1ah4GBl4iIyCHYk1/iOpaeFFfn6zdr1cF1bN+OzWQoGBYJ2vpVH1P89h84rjj4DYbXejqx75Q/0ufMy7SpnIjUWlQEw8aYngSC4MobzFX+ypcNzAbmWGsXhri8oFRq55BGIASeeNCUKcaYKQR6I2eXH1tmrc3GhbV2rjFmCIFweLkxZrK1dmr5+6UBDwATCATlw6q7ltRZR7T5nIirS3odQbGvjMnzvnActxZunr2KOK+H806o+yomERGRpm53nnswnJZU9zYPrVq3odjGEm9Kq4zl7viRjG51fguRRm/bpjVse/lOeucEH2NsoyUbTryZ/hdNJDYmKiIdEYlgEf1VxBjzBIFWERUrayuHwVnALALtEVaEurZamH/Q59nsD4AhEBbfwYGriIcB1bZ+sNYuMMZ0IvD7NNEY80Cl4QXAEGvtglpXLcHaRGCzuYMlEfwGgSKN2hX92lPs8/On175yHC/zW256aQVTYj2c1b1NiKtrJPx+eGcSHHcJdDwl3NWIiEgYbc8pcjzeIjmO2Go2hw1WRnI8P5JOe3ZUGSvY/WOdry/SmOXs3s6a2X+i509zaFvNpnKV7bPJrO40nt7DJnFyckoDVygiTUVEB8McuKo2C1hGIGBdEOEtIqqw1jbYsx3lK4Gnlr8kDLT5nEhwRg/sSFFpGfe+vcZxvLTMcv1zWTx1TT9OOapliKuLctbCu3fA0mmw4lkYPhO6nRPuqkREJEy25zoHw62bJdTL9T0ew15PC9rbqsFw2b4t9fIeIo1NUWEBq+bezzHrp9GfggOXvrkotjEsbX053Yf9jVNbH9bwRYpIk1L3W8UNzwJ7gd3AOmBvtIXCIiKy34TTunDzEPfnS0t8fsbPXMriDbtDWFUj8OH9sPg/gY99RfDS1fCF9hsVEWmqtu9zDobbNIuvt/fIi3O5iZv7U729h0hj4PdbXl2xhXP++Qmt175EMwqCOm9JyiC2j/6EU345lZYKhUWkAUR6MDwN2AekA0MI9Mydb4wpM8a8a4y5tXwzOhERiSK/PqsrN57RxXW8qNTP2BlLyfp+bwirimKfPwEf3X/gMb8P5o2HpU+GpyYREQmr7TnFjsfbpNbPimGAwgTn1k9xBdvr7T1Eot3/1u7iwn//j9/OWsnmfT4e9F1Z4zlfxPbgmwvfoP+tL9O+y7EhqFJEmqqIDoattROttRlAH+AhYCOBhy0MMJhAULzeGLPWGHNf+SZ1IiIS4Ywx3HbO0Yw9uZPrnPySMq55aglfbtFDItXa8BH893aXQQtv3QKfPBxoNSEiIk2GWyuJ+lwx7E9xXsGYVLKz3t5DJFp9vTWH0U8tYeT0xXy1Nefn4+/4+7PC39XxnA2eDmSdMpXj7/iQY/qcFqpSRaQJi+hguIK1doW1drK1tivQBZgMrGB/SNwFmAQsN8bsNsY8bow5K3wVS1NjjBljjPnw4BfwdLhrE4lUxhj++ItjGJHZ3nVObpGPkdMXs+anHNc5TV7HU6DXqOrnLPwbvPeHwOZ0IiLSJOxwWTFcXz2GAUyzwx2PNy/dVW/vIRJttmQXcvPslVzw6Cd8/J3TTRLDvaVXH3BkOxl8fsLfaH/HcnoPvgLjiYqoRkQagUjffK4Ka+1GAquHHzLGNCewcviK8l/TCLSduB6YaIwBmGOtrflZDZG66QicHu4iRKKNMYa7Lj6eYp+fucuddzDPLihl5JOLeWnCQLq21g7MVXi8cNGjkNAcFv3bfd6if0PB7sBcb2zo6hMRkZDz7/iO6YU3sT02ne02ne0Eft1h02ibfGK9vU98hnMwnEo+lBRAXFK9vZdIpMvZtY2pi7YxdfF2SnzV34xfarszv6wPAz1fs6rjWHoOu50BKc1CVKmIyH5RFwxXVr4J3bzyF8aYTkBvAv2IBwOdgWGAgmFpaJuAjxyOJwH9QluKSHTxeAwPXH4ixT4/b6za6jhnV14JI578nNkTB9KhRXKIK4wCxsDZd0NiGrx/t/u8VS8GwuFhMyBOv48iIo1V3o6NdDc/0N37Q5WxL5r/qt7eJ6VlO9ex4r1biG9zVL29l0ikKi7Yx5dz7uXojc9gSy+kpOySGs+J8RhWnvB7ep3enZPbHBGCKkVEnDWa5xPKN6EbRCAQHgS4N64UqWfW2hnW2jMOfgHXhrs2kWjg9Rj+MbwH5xznvIkNBDbRuXraYrZkF4awsihiDJx2G5z/9+rnrX0PZl4MBXtCU5eIiIRc7i7np3B22ma0Sau/p2/S2ri3g8re/n29vY9IJPKXlrDq5b+T/+AJ9Nn4H1Io5PqYN0in+hZo5x1/GO/97jRuGz6IlgqFRSTMojoYNsacZYx5whizG/6fvfsOj7LK3z/+PpMGBEgIvYeAdGmhY0EFRV07ICJKEbCubd3162/7uuqiu+7apShYUQG7iAIqAkrvKL1JTQIEQggpM+f3RxIpeWYIkDwzmdyv65ormXPOk7lBhJnPnPkcNgNjgdHk7xQ2BcvSg5VPRESKLyrCw/O3dKR3i5p+1+xKz+KWcQvYc0jFYb+6joIbx4OJ8L9m52J4vR8cci4ciIhI2XbswC7H8RRbjeqVS+7wuVrVEzhsndtFZKQW3a0sEhasZd2377D7qQ60X/U4CRw/KLmKyeLeyE8cL+vcuBrT7u7JK0OSSaqp9mgiEhrKVGHYGFPVGDPSGPOVMcYLzCS/EFyN4wfRGWAr8DSQbK2tHrTAIiJyRmIiI3h1SDI9m/r/q3vHgaMMHr+QfYedT1sXoN1AuOU9iKzof03aenjtckhd714uERFxhfeQc2um9IjqRHiM49zZqBwTSQoJjnO5+7eV2OOIhIrtK79jw7960XLOPTTwOb8Bc1vETOpz/NC5pJqxjLstmSl39SC5cTW3ooqIFEvIF4aNMYnGmEeMMYuBg+TvCu7DyYVggGXAo0BTa20za+3/WWuXByW0iIictQpREUwY2pkuif6fOG9Ny2Tw+AWkZjifuC5A88th6KdQId7/msO74PUr4JdF7uUSEZFS5zmy13H8SLT/T+WcrdTIus4TB7aW+GOJBEvq9nWsfPZ6Gn90Hc2z1wZcG2PyeDhqKjWrxPDEDW35+sGLuLxNHYwpuTdlRERKSkgfPmeM2Uh+W4hfh05ZMguYAnxQcBCdSFAYY4YBwxymdBSzyFmoFB3J68O6MOS1Raz8xbkj0ObU/OLw5NHdqVGCH4sNKw27woiv4O0b84vATrIOwhvXwsA384vJIiJS5kVnpTiO51SsVeKPtaNKB47s97HN1ma7rc1WW4fttg4XVG/Pv0r80UTcdWT/bjZM+Stt90yjpvEW65pDNpaaTZP57pbexMaEdMlFRCS0C8NAU8ByckFYxWAJRYnAxcEOIRJOqlSI4s3hXbn1tQWs2eV8iMfGlCMMmbCQd0d1JyE22uWEZUStlnDH1/DWjfntI5zkZcHkQXD9y9B+kLv5RESkxMVmpzqO+yr7P+T1bK1rOpyJey8pMr71gFo+SdmVnZnOT9OeovmWSXTiWNEtag6O2SgW1r6ZNgP+ykU1S/5NGBGR0hDyrSSAQ8BUYIC11mOtvdxaO15FYQkx24A5DrfFQcwkUubFVYrirRHdaFW3qt816/ZmMGTCQtKP5riYrIyJawAjZkCDLv7XWC98dCf88IJ7uUREpOT5fFT1HnCc8lStX+IPl1g91nF82/7MEn8skdLmzc1m+dQxHH3mfDpueZVYTv8Gh88a5lfpx95hP3DxPS9RQ0VhESlDQn3HcF9r7exghxA5HWvtJGDSqePGmDbAGrfziISTarHRvH1HV24Zv4AN+444rvlpz2Fue20Rb4/sRlzFKJcTlhGVEuD2T+CDobBppv91X/8JrIVe97uXTURESk7WAaLIc5yKSSiFwnAN58LwvsPZHM3Jo1J0qL/kFAHr87Lqq4nUXPQMHa1zj24ny6OTie73OL069SrFdCIipSfUdwz3McY8ZYwZGewgIiISPNUrx/DOyO40ren84hNg9a5DDH19ERnHcl1MVsZEx8Itk6Hdzf7XVK4Nra91L5OIiJSovHQ/PeWByjUalPjjJVb3f6TG9v1HS/zxREraT3M/ZsuTXWi/8HfUK2ZReJMnkUUXvEaHx2bTRkVhESnDQr0wPAD4A3BnsIOIiEhw1awSw+RR3UnyszMJYMUv6QybuJgj2c47pQSIiILrX4Ue9xWdi6kKQ6ZBtUTXY4mISMk4nPqL43ie9ZBQq16JP179+IpEepwbsG5LUzsJCV1bt21hzZjLaD17KE3zNhfrmr3UYF7bx2n82BK69umPMcVoPiwiEsJCvTC8hfw2752CHURERIKvVtUKvDuqO40D7E5auv0gIyYu5miOisN+eTxwxRPQ9x/HxyJi8ncT1zk/eLlEROScZaZudxxPI47acf7fXD1bkREeGiU4/7u8TTuGJQSlHcnmzx+v4apxq4nLdP7/5VTpNpbvGj9A7CMruKD//URFqXWZiISHUC8MTy38xhhzQzCDiIhIaKgTV4HJo7rTMKGi3zWLth3gjklLyMrxupisDOr1AFz/CkREQ//XIPGCYCcSEZFzlJe2xXF8l61JfKXSKWb5e8NWO4YllBzL9fLSt5vo/cx3vLVgO1m+SMbkDQp4TZaNZk6t28i9dzm9h/+DKpWruJRWRMQdIV0YttaOA9IL7o4JZhYREQkd9eIr8u7I7tSP918c/nHLfka9uYRjuSoOB9RhMNy/AlpdE+wkIiJSEtKdd0CmRtUttY+9+zuAbut+FYYl+Lw+y5Qlv3Dpv7/jma/Wn9Ry7HNfd5b7mhW5Js96mB9/DftHLODie16kZq3abkYWEXFNSBeGC4wmv51EU2PMjGCHERGR0NAwoRKTR3WnblwFv2vmbUrjzreWqjh8OnElf0q9iIgER0yGc4/hzIolf/BcocTqzoXhtLQU8Kq1kwSHtZZZP+3jyue+5/dTV7H70DGHVYYncgefNLKk0oVsu/kbej34Ng0aN3UnrIhIkEQGO8DpWGunGmOeAX4P9DXGLAJGWWtXBjmayK+MMcOAYQ5T/huhisg5a1S9Eu+O6s7NY38kJSPbcc2cDanc884yXh2STHRkWXg/NMRl7IUNMyB5WLCTiIiIg7hjuxzHvXGNSu0xm1SL5FrPfBLNPhp79uZ/NfuokXuYrD3zqNhA/evFXet/nM4/lldg/o6s065dYlvypbcLjWMysX0fp3O3Pi4kFBEJDSFdGDbGdAASgK+AjkAfIBlYZozZAswiv9XE/kA/x1r771KOKpIIXBzsECLlUZMasUwe3Z2bxy4g7YhzcfibdSnc9+4yXrq1E1ERKg6ftewMeGcA7F0FqRvg8n/mH2QnIiKhISudWF+G41RkjaRSe9jE6lV4NuoVIo2vyFzajp9pqMKwuGT72gVkfP4n2mYtpn3uQOZz/WmvqR9fEV/fV2jZoSkePU8UkXImpAvDwATyC8KFbMFXAzQFivvsRoVhKW3bgDkO45WALu5GESl/mtaszORR3Rg0bgH7M3Mc13z90z4eeG85zw/qSKSe9J85by58MDS/KAyw4CU4vAtuGAtR/tt5iIiIe+zBbfjrIly5btE+qiWlXvUq7KImjdlXZC5z94ZSe1yRQik71rFz2p/odGjmr2N3RX7Gu97LSMf5wLgqFSK575JmDO2ZSIWoCLeiioiElLLwytg43ALN+VsrUmqstZOstb1PvQHDg51NpLw4r3YV3h3VnWoBTlyfvnovD32wkjxv0R1NEoC18PmDsHn2yeM/fQxv3QBHDwQnl4iInOTwnk2O49k2kpp1G5fa40ZGeNgXWc9xzqSsLbXHFTmctofFr4wi/rWeJxWFAaqaLO6J/LTINVERhmE9E5nz+0u48+KmKgqLSLkW6juG3weWBDuEiIiUDS3qVOHtkd0YPH4hh7JyHdd8tnI3HgP/GdBeO4eLa84YWP6289yOH+D1fjBkKsSXXv9KERE5vYw9m4hzGN9pa9KoeuVSfey02OZweHmR8arpKgxLyTuWeYjVU5+i1dZJdCHL75awoRFfMSnvCnZTA4Br29fjd5c3p7GfAxNFRMqbkC4MW2ufCXYGEREpW9rUi+PtO7oxeMICMo45n4T+yYrdgIrDxRbXEDyR4PNzsnzaepjQB26dAnXbu5tNRER+lZO21XF8t6lNUmx0qT52Xu3z4fD7RcZr5+yAnEyIViFOzp0vL5cVn75Ao1XP0YX0066PMXk8FDmVz5L+zB+uaEHb+k5vnYiIlF96NSwiImHn/AZxvHVHN6rE+H//85MVu/ndFLWVKJaOt8Lg9yE6wG6zI/tg4lWw4Wv3comIyEkiDm13HE+PqYsxpdtlLz6ps+O4B8uR7UV3EoucEWv56bsp/PJUJzqt+js1ilEUBvg5shUtr7qXN0d0VVFYRMRBSO8YFhEROVsdGsYzaURXbn9tIZk5Xsc12jl8Bpr1geHT4Z0B+UVgJzlHYPLNcOXT0HWUu/lERIRX6/ydxXtX0NCk0sik0NCk0MikkBrXrtQfO6nF+RyeUZGqJqvIXMr6hVQ+74JSzyDhadvqHzj6+WO0zl5R7Gu2mobs7/Z/JF8+GOPRczwREX9UGBYRkbCV3Lgak0Z0Zejriziq4vC5q9seRs6Ct/vnt49wYn0w/RHYvxmueAI8OtBFRMQtm9N9bLIN2GQbnDR+R+Mmpf7Y9avFstQ0oTM/FZnL3akdw3LmUravY+dHf6ZTevE/jbSPBDa3fYAu191Dk6jSbZ8iIhIO9ApYRETCWpfEBN4Y0ZVK0f4LlGorcQbiG8GIGdCoZ+B1C1+B926F7CPu5BIREX45cNRxvFFCpVJ/bGMMqVVaOc5VPqAD6EqD12fZfyQba22wo5So/bu3seTFYVR7vWexi8KHbCzzmtxP5UdW0bP/g0SpKCwiUiwqDIuISNhTcbiEVUqA2z6C1tcHXrfhS5h4JRze7U4uEZFyLDvPy97Dxxzn3CgMA3hrO7esqJOzDXKLtpiQs/fx8l30eGo2yf+cRZcnZvHl6j3BjnTODqftYfGrd1F5bGc6p31ElHH+tNeJsm0U82vdive3y7lg6OPEVq7iQlIRkfARlFYSxph/AR0L7lprbT8/6x4picez1v67JH6OiIiUXYXFYbWVKCFRFaD/RJidCPP/53/d3lUw/rL8w+vqln6PSxGR8mrXwSz8bRxt6FJhOC6pM2wqOh6Bj8xfVhKb1N2VHOFu7sZUHv5gBb6C/95pR3L47eTlzKhdmWa1yl5hNDvPy5dfTeeyxaPoQhYU85zEhZX7UO/GJ+mV1KJ0A4qIhLFg9RhOAvoWfB/ocy9Pn2a+uFQYllJljBkGDHOYcudZuIgUi4rDJczjgb5/h4Qk+OJh8OU5r8vYDa/3gwETofkV7mYUESkndvhpIwHQoFpFVzI0adGezK9iiDXZReb2rVtAkgrD5yw7z8tfPln7a1G4UJ7P8tq8rTx1Y9l5E9bns3y+eg/PfLWOvQd8zIquQhXP6XeWr45qR2S/f9It+WIXUoqIhLeycPhcMd8v9Cu8Gi5JqEoE9MxEpAxQcbgUJA/N7z38wVDIPuS8JjcTJg+CK56C7ne5m09EpBzw11+4dtUYKkS5cxBo/YTKrDCJdKToAaV5Oxa7kiHcvTZvK1vTMn+9H00u3T0/0cezjG7bGaG8AAAgAElEQVSrNuG7djGeyKggJiyeHzfv56kvf2bVzsLnDZE8nTeIl6Kf93vNNtOAtB5/JLnPIIxHz89EREpCMAvD6cVYMw0VdqVs2AbMcRivBHRxN4qInI6Kw6Wg6SVwx9fw7gBI3+G8xvpgxqNwYAv0ewo87hQqRETKg00pzod9utVfGPIPoEup3AqOFC0M10xdANaCOdd9P+XXnkNZvDB7EzHk0M+ziL4RS7nYs4oq5vgu2w3LZtO8q2OnxpCwcV8G//pyHbPXpRSZ+8LXjVG+JDp4tpw0vpuabGv7WzpfezeJ0TpUTkSkJAWlMGytHVjMdQNKO4tISbDWTgImnTpujGkDrHE7j4icnorDpaBWSxg5GybfAruW+F+3aGz+2s4j3MsmIhLmNuxzLgw3q1XZ1RzH6veA9R8XGa/mTSNv3zoi67RyNU84mTh/G1m5XmKAf0VNoKLJKbImffknEIKF4ZTDx/jvrA28v/iXIm0wjjM8lXsr78c8DkAq8WxofhfJNzxAvYrq0CciUhr0KldERMqtwuJwbLT/naufrNjN76asJM/rczFZGVa5Fgz7HFpf73/NeZdDx9vdyyQiEu6OHSJ97zacPmzZvLa7h5HV7XAFXuu8K3j38i9dzRJuvi3YZZtNNHN95zuuqb/vW/yeQhgEmft3sWDCw/R95msmLwpUFM630LbiU3sh8xrfS8VHVtNr8GNUUFFYRKTUlIUewyIiIqWmS2ICk0Z0Zdjri8jUzuGSEVUR+k+Eb5Jg3rMnz9U+H/q/DhF6CiIiUlIyVn7Cl77fcjimEhtsAzb46rPBNuQnX2Na1O7mapb25zViDU1pz6Yic7kbv4ErH3Y1T7jIOJbLptTju8Jn+pK5PGJpkXX1fXvYtXEF9Zt3dDNeETnpe9j08ZMkbXuP7uQw0JfFeH4T8JoIj2FQl4b06DONmlViXEoqIlK+6VWZiIiUeyoOlwKPB/r8FRKS4PMHwZcHlevA4Pchxt3dayIi4e7w9lVUAaqao3Q2G+js2QDAal8idWr/1tUsMZERbI/vRvtDRQvDdQ8uAW8uRIT+4WihZtXOQydtBJ7t7YQv0uAxRbfg7l44NWiF4WMH97D54ydouv19WnO81cV9kR/zgbc3h3BubdK3dW0e7dfS9dYnIiLlnV7ZioiIcLw4rLYSJazTbTBkGlSpl18Ujqsf7EQiImHHpqxzHN8e0Ygald0/rCui2aWO45VsFplbF7qcJjws33HwpPsHqMpSe57j2mrbZ7gR6SRHD+xm1Wv3wXPtaLP9LSpwcv/jOHOUeyM/KXJd+4bxvD+6O+Nv76yisIhIEKgwLCIiUqC4xeGHP1Bx+Iwk9YYHVkC9DsFOIiISlmIPbXAcP1S5GcY49/stTc2TLyHTOrcC2LNMfYbPRqWfPuBSzzISOPzr2ExvsuPaZnmb2LvtZ1dyHdm/i+UT7sU83552vxQtCJ9oaMRXNDCpADRKqMSLgzvy8T096ZZU3ZWsIiJSVJlqJWGMSQT6AE3P4LKZ1tpvSiWQiIiEneK0lfh05W581vLfmzsQpbYSxRN5hr0CczIhOrZ0soiIhJPsDKrl7nOcsjVbuRwmX7O6CfzgaUMvu6zIXNS279wPVMZZn5eb0l5mRHR+j+HtvlqssM1Is3F+r9nx/dvUSXyi1DIdTtvNhg//SZvdU+gYoBh8ohiTx30x0znaZwxDujcmOlLPoUREgq1MFIaNMVWBKeQXhc+GCsMiIlJsxSkOf75qD3ley/O3dNQLm5K27gv4/GG4+S1o2DXYaUREQppNWYe/PcGVGrR1NUshYwxptXvC3vzC8DEbxXe+Dnzh7cbqyO5847N4PO7vZC6r9m5dS12OHzzX2JNCY1ICXlNjx3Sg5AvD3txsVkx9mubrX6IzWcW+LtXGsbLxcK7s/zBxVf0XtEVExF0h/0rWGNME2Ep+UdicxU1EROSMFaetxIy1e7nnnaVk5zkXj+Us7F0N00bBkb0w6WpY+V6wE4mIhLTDO1Y5jmfaGBokNnc5zXGx7a5jhrcLv825j+TsV7kr9yE+8/Vk2xEPS7YfPP0PkF/t+Wme47jXGubWH+k4l5S3hT2bnf9snK11309lz1MdSV7/b6oUsyicauP4ot795N63nD4j/q6isIhIiAn5wjD5O4WrcbzIuwWYBUwtuG+BZQX3ZxXMF45PARa7llRERMJKcYrDs35OYfSbSzmWq+LwOTuSCpNvgdzM/PveHPjoTpj5V/Cpp7OIiJMMP4XhjbY+zetUdTnNcd2TO3G//R2f+XqSScWT5r5YtTtIqcom7w7nl7RbIxJJvGy03+tSP/o/sPacH3/v5pWsfbovLb+5gwa+XcW6JtXG8VWDB/D+dgVXj36cejXVR1hEJBSFdGHYGDMK6MTx4m9Ta20za+3l1tqBHC8C/8FaO7BgvBkwrWD8gLX2Q/eTi4hIuOiSmMAbI7pSOcZ/96U5G1IZ+cYSsvy0nZBiyMuG94fAoV+Kzs3/H7w3GLIz3M8lIhLiovYudxzfEZFIfKVol9McVzkmkt7NazrOTV+zF6/v3AuW5UWNA87/jVPj2tIwqQXrIls4zrc7Mp+VLwziWMbZ7dDOOnyApWPvovqbl9Dm6KJiXZNm45jV6AF4YCVXjPwHdWoknNVji4iIO0K6MAwMKPiaDlxqrd16ynx6wdf4U8ZHkr/DeHRBf2IREZGz1jkxgbfu6EqVCv6Lw/M2pTF80iIys/NcTBZGfnwJflngf37Dl/DaFXBwu3uZRERCnTeXhMM/O04diG/jcpiirm5X13E8NSObJdsOuJymbErbuYEm3lNfBheo3xmA/Ym/8Xt9+wMzsP9pztKxd3Is81CxHtObm83Kj/7DsWfbk7xnMlHm9G98pxHHd4kPEvHQKvqM+Ac1E6oV67FERCS4Qr0w3Jn83cIfWGsPO8wX7hg+6W1Ia+0h8ncYAwwsvXgiIlJedGxUjXdHdieuYpTfNQu2HGDo64vIOJbrYrIw0eNe6DAk8JqUtTD+Etg2351MIiKhbt8aomyO45S3brLLYYq6rFVtvwe0frF6j8tpyqbt86f6navXsR8ALa8YzQGq+F1XkRyS97zHgf90ZeuymX7XZed5mbxoBw88O5H2K/9BNZxegp/siK3I3Eb3Ev271fQe9neqxZ+6Z0tEREJZqBeGC/9V2exn/gD5O4OdnvUsKZjrWwq5RESkHDq/QRyTR3UnIdb/R3OXbD/I7a8v4lCWisNnJDIGrnsRLn8CTICnJ0f3w5vXwqLxJdI3UUSkLDu6daHj+DEbRd3mwS8MV46J5JIWzu0kvlQ7iWKJ3fKl4/hGTxKNm7YEoHrNOmzsPoY8G/jlfT3fXpp82p+vn7uLjxdvYuGW/az8JZ25G1P578wNXDjmWx77cDWfH2zIIp9ze4pCPmv4oeqVHB61gAtHPEnVKjpUTkSkLPL/mdjQkA7EAU39zC8t+Jrk51p/cyIlyhgzDBjmMFXJ3SQiUtpa16vK5FHduXXCAtKOOO/SWr4jndteW8ibI7oGtb9jmWMM9LwPajSHqSMgx09PYV8eTH8E9q6Cq/6dX1QWESmHDm9c4Phkc7VtQvtE54Ks2646vy5frd1XZDw1I5vF2w7QPUmHkvlz5MBezju2+vgx7CfYW+8yzjvhfrd+tzI/K4MeK/4PjwlccF+bksNz09YHXPNq3jV0jXZeszaiFb4rnqJn10tO90sQEZEQF+o7hgtbRfgr7s4q+NrHYS7plK8ipSkRuNjh1iWImUSklLSoU4X3RvegVhX/BclVOw8xePxCDmQ6F48lgOaXw8hZUC0x8Lplb8Kk30DGXldiiYiEmuh9zoeSbYxsTr24Ci6ncXZZq9rE+GknMV3tJALaNH8aEX6KvDW79C8y1uuGu/ix/RNk2sBvmKYUOaKnqG99HVjva3DS2D4SmN/+KVr+vx84X0VhEZGwEOqF4cJ2EJ2dJgsOo0sHMMbccMp0YbFYTY7EDduAOQ63xUHMJCKlqFmtyrx/Zw/qBnjh/dOew9wybgFpR7JdTBYmarWEUd9C4oWB1+1cBON6w84lrsQSEQkZWekkZG1znDpSowPGOGwzDYLKMZH0dmgnUZ9Uqq0ch/fANvdDlRGR6z51HN9JbZq37eo41+vGe0kbOpfva99GGs7tHVLs6V8iWzyMzcs/1O6YjWJOneFUeHA5vW64h4iIUC8jiIhIcYX63+hjC77GG2Pa+1kzhfzi8dPGmCoAxph/kV8QthzfdSxSaqy1k6y1vU+9AcODnU1ESk+TGrG8P7oH9eMr+l2zfl8Gg8YtIOXwMReThYlKCTDkQ+h8R+B1GXtg4pWw/B13comIhAC7a5nfuYpNurmY5PSublcPyC8Gj4z4go+i/8L8Cg/wkO8Nds3T391Oti6eQdvMBY5z22pegidAcbZxUgsuuvtFPPcv54cq/YrMp9hqxcrwBb2YlXALe26by8V3/Y84HSwnIhJ2QrowbK1dDiwnv/A7xs+yVwu+JgHpxpj9wO/JLwoD+D/GVURE5Bw1ql6J9+/sTsME/8XhTSlHuHncAvYcynIxWZiIjIbfPAvXPAeeKP/rvDnwyT3w5aPg1cF/IhL+0jf+6DieaqvS7LzWLqcJ7LKWtXgmejzzKzzAn6LeoaNn069zET9/EsRkocmXm03kjEf8zlduf32xfk5CQnV6PPweC3uNZ52n2a/j+05TGK4Q5WFoj8bMeqQPfe5/lSbNWhUvuIiIlDkhXRgu8AfyewkfdposKB6P53hL/sJ/5QywzFr7WKknFBGRcq1BtUp8cGcPmtSI9btma1omN49dwM6DR11MFkaSh8GwzyG2VuB1C1+Ft26AzP2uxBIRCZbsrT84jq/0NaNdw9Da2RkbE0lEjfMc5+pnrScvZaPLiULbqimP09D7i+PcZtOINt37FvtnGWPo1ncg5/1xMQt7jeeHyn2pklCHStERJ62rUTmaS1vW4rErWzL/0Uv5+3VtaZigc7RFRMKdsTbwiaVlhTFmLDCq4G46MM5a+39BjCSCMaYNsKbw/po1a2jTpk0QE4lIadp3+BiDxy9gc2qm3zX14yvy7qhuNK7uv4gsARzeDe/dCrv9f4QagPhGMOhdqHO+O7lERNyUl0POkw2J9hVtUzSpwhCG/d9LQQgV2KwfFtHna+eC5vZ2D9L4xr+7nCg07Vwzl9pTriPKeB3nF130Bl0vLd6O4dPJyfOR5/NhLVSKjgiZvtQiIuFu7dq1tG3b9sShttbatcHIUhZ2DBeLtfZOa60HaGqtTVBRWERE3Fa7agXeG92D5rUr+12zKz2LAa/+yMZ9GS4mCyNV68HwL6H94MDr0nfAOwMhTwf/iUgY2rXEsSgMkFW/l8thiqdHcidW2GaOcxXWfwhhsmHpXBzLOEDkhyP8FoV/iL2MLpdcV2KPFx3poVJ0JLExkSoKi4iUU2FTGC5krd0a7AwiIlJ+1awSw+RR3WlVt6rfNSkZ2dw8bgFrdh1yMVkYiaoA178M/f4FJsLPIgPXvgCRMa5GExFxQ+bPsxzHM2xFarXs6XKa4omNiWRjrSsc52pn7yBn10qXE4WeTa/dQR1fiuPcIRtLo0H/VQFXRERKVNgVhkVERIKteuUYJo/qxvn14/yuOZCZwy3jF7B0+0EXk4URY6D73XDbR1Axoeh8n7/CeX3czyUi4oJjG75xHF/oa0nP5rVdTlN8NboNwmudC5u75r7lcprQsuG7ybRNd/7vCrCs9R9o0LCxi4lERKQ8CLnCsDHG/xYrERGRMiK+UjRvj+xGhwAHAGUcy+O21xbyw+Y0F5OFmaSLYfS3UPuEHl1tb4JeDwYvk4hIKXu76mj+k9ufhb6W5Njjn5xYXymZunEVg5gssJ4d2rDYOJ+3Ebf5M/D5XE4UGrIzD1Jtzh/9zs+L7cvFAx5wMZGIiJQXIVEYNsY8YozZaIzxAgeNMd6C+78LdjYREZGzFVcxirfu6ErXJg47WgsczfEyfOJivl3n/NFRKYZqiXDH19DmhvzD5q59MX9HsYhIGLLWMnl3bV7w3sjNOX+hffZ4huY8yti8q/EmXRbseAHFREbwS72rHOcS8vaR6WcndLibMnM+uT7nHstbqU+rO8bi8ejfNRERKXlBLQwbYy41xuwHxgBNAXPCrSnwtDEmzRhzSRBjSikzxsQbY2YaY8aexbWjC67dfMJtrDEmqTSyioicqSoVonhjeFcual7T75rsPB+j31rC9NV7XEwWZqJjof9EGPoZRFcKdhoRkVKzOTWTvYePHzyXRQXm+NrzVN6ttGjbKYjJiqdBz5tP2uV8otTvxrucJvjW7DrE3xd76Jv9DK/n9cN3QqsNrzWk93uR6gnVg5hQRETCWdAKw8aYy4CZQLXTLE0AZqk4HF6MMUnGmD7GmDHAVqAPUOxibsH1m8l/U2GMtbaptbYpkFzwczYbY/qXRnYRkTNVMTqC8bcnc3lr/30fc72W+95dxrSlO11MFmaMgYqne1pxgsz9kLG39PKIiJQCf+2HPAa6J4V+AbFLqyTmeLo6ztXfOwuOHnA5UfBkZufx28nLyfVaMqnIP/Ju54acv/OTL7+X8Nzq/enY/dIgpxQRkXAWlMKwMaYJ+UXhX4eAccAAoC/wKDC1YNwWfJ1ljFG3/TBQUNBdSv5/5/3AkjO8Pr7g+iQg2Vr767HM1tp0a21fYBkwxRgT+tsmRKRciImM4KVbO3Fdh3p+1/gs/G7KSt5asN3FZOWUNw+mDoOxF8GOBcFOIyJSbHM3OheG2zWIJ65ilMtpzlxkhIeDLQY5zkWRx565k9wNFCTWWv78yRq2pmWeNL7SNuPanMf5lxnB+UPGBCmdiIiUF8HaMXxiy4BlQDVr7V3W2mnW2tnW2mestQOBZsAKjheHz7jVgISegt291ay1fa21TwNbzvBHzAbiganWWn/XPlXwtfx9Hk1EQlZUhIdnB3bglq4NA67788drGPf9ZpdSlVOz/w5bv4cj+2DS1bBoPFjn/o4iIqHiWK6XeX4Kwxc0q+FymrPX9dIb2Wmd85rlb4X938fWWp744mc+XLbLcT6PSM77ze/UQkJEREqd64Xhgt3Cfcgv9m6x1na21h5yWltQ9LsMKJzva4zp4E5SCUUFO4ALdwHPDLC0cBdxJ+0aFpFQEuExPHnD+Yzo1STguienr+O/Mzdgw/zFcVCs+RB+eP74fV8eTH8EPr4HcrOCl0tE5DR+3LyfrFyv49yF55WdwnBiraosqHql41ydY1s4ui7Q0/yyzVrLmBnrmTBvq98117Svx42d6ruYSkREyqtg7Bi+84TvB5xusbU2HRh4wtDNJZ5IypIT+xD7bUBW8OemkP7MiEhIMcbw59+04reXNgu47rnZG3ly+s8qDpekfT/BJ/c5z618F167HA6qlYeIhKaZP+9zHI+rGEVy4zPosR4CqvYYetJBaydK//KJsNw17PVZ/vjxGl6d4/9TQQ2qVeSJG9pijPPvjYiISEkKRmG4T8HXLdbaFcW5oKCHbGGhr0+gtRL2Es7iGu0YFpGQY4zhd5e34NF+LQOuGz93K3/8eA1eX/i9QA6Kec9Cbqb/+b2rYNzFsPkb9zKJiBSDtZbZfgrDl7asRWRE0M4VPysXdenEXD8f7Kt3eAVZG+e4nKh0ZWek8f1zw/lw4Ua/a6IjPDx/S0eqVgj9XtEiIhIegvHsIYn8NhLLzvC6D8jvM5x0uoVliTHmD8aYgwUHqp3LzxltjFla8LMKb1OMMeFWSD/xoDq/RWJjzIl/TsLqz4yIhJe7ezfl79e2Cbjm3YU7eOC95eTk+VxKFcauewk6DQ28JusgvH0TzH02LHesiUjZtGXpLLIOO39grk+r2i6nOXcVoiLYdf49fuf3T/+ni2lKV2baDlKeu5RLDn3ES1HPE0lekTWRHsPLt3aiU6OytfNbRETKtmAUhgsLoIvP8LrCz9ucUwE1VBhjkowxM4Ex5P+azmYnLMaYTsaYg8CjwNiCQ92qAcnkt1qYWVAgDovfN2vtMo4fVpccYOmJ2w/O6vdWRMQtQ3sm8nT/dngCfGr081V7GPnmEo7mFH0xKWcgMgaufR6ueR4iov2vs778A+o+uA2yM9zLJyLiJDeLhtNvY2nMXbwd9QTDImbQwKQCEBVhuKh52ekvfKKrrryWH+35jnMN0heTueozlxOVvI0/fsLRl3rTMC+/TdFlEcsZEzUew/E3eyM8hhdu6Uif1mWvwC8iImVbMD9vtOX0S06SfvolockYE2+M6VOwq3eMMWYp+YXuc9rNW7AbeCn5BeBka+24wjlr7RZr7Z3k93TuDywNl+Iw0Lfg68AAv6bHKMN/ZkSk/BnYuSHPDepIZIDq8PcbUhkyYSGHjua6mCxMJQ+F4TOg6mkO9/n5Mxh/KaRucCeXiIiTTbOJ9mURZbxcELGWv0W9ybyYB/gy+lGuaZRDlTLaeiC+UjTb2vjfNZz72cOQfcTFRCVn/75fWPi/wZz31e3UtPtPmrspYi7/L/JdwBId4eGlwR258vy6wQkqIiLlWtlqRFV2dQYKdwd3AmYBTTmHwmVBQXRKwd0Bpxy29quCYvE48tspzD7bxwsl1totHC8Ozz6xbUTBTuyl5O+gLnSmb0KIiATFNe3r8eqQZKIj/f/zvGxHOjeP+5GUw8dcTBamGiTD6DmQeGHgdWkb8ovDP33qTi4RkVNkrpjmOF7bHKRDm8DtiEJdv6v7s9i2cpyLz01h18d/dTnRufFmH2XZO3+mwiud6Zb+hd91oyKnMzpmFpNGdKFfWxWFRUQkOFQYdoG1dpa11hS0eehrrX20oLh5LsaT34JiWUF7hUDGFnztZIzp72+RMWamMcaW0G2sv8cpCQW/p9XIL7KPNcZsLigIjwFGFRxYWLibWIVhESkz+rSuzaRhXYiNjvC7Zt3eDPq/+iM79h91MVmYqlwTbvsYetwXeF1ORn5biZl/Aa/aeYiIi/Kyidr0lePU197OXNrmNJ98CHHVYqPZ0O5RfLboJ2Zmezvy0LauZGaXgb93fT62fDOR/WPa0Wnj88QS+A3cbdTjpsGj6dm0bLYBERGR8BAZ7ABy5gp2CxcWeGedbr21dpkxZgv5u4YfA6b6WTqG47uQz9WS0y85d9baR53GT2kxMdONLCIiJaVnsxq8O6o7wyYu4qCfthE7Dhzlpld/4K07utKyTlWXE4aZiEi44gmo3wk+uQ9yAxTc5z8Hu5ZB/4n5RWURkdK2+VuivZmOU+sSLmFQtUouByp5N117LR/9fBU35eXvsE2x8fwt93am+7rBQcNfPlnLfwa2D3JKP6xlx49TMd8+QVLu1mJd8rNpRsXhH9KiUeNSDiciIhKYCsNl0+gTvi/uIX6FheFOxpgkpx3LBbtsw8WJ/Zs/CFoKEZGz1L5hPFPu6sFtry1izyHnXUepGdkMfPVHJg7vQnJjnbN5ztreBDVbwfu3woEAHzbZNhfGXgQD34SGXdzLJyLl0tGV03Aq/R6ylajT4QrX85SGClERNLjxCXa9v4BvvB15Om8QGSf8qqct20mvZtW5sVODIKY8hbXsWjad3K//QWL2umJf9m3V62kz7L/UStC/2yIiEnxqJVE23XzC98XtU3ziK9xzOvQu2Ar6CI81xowOsKzw92icv/7LIiKhrlmtKky9uydJNWL9rjl8LI8hExYxZ0Oqi8nCWO3WMOpbaN4v8LqM3TDxSlg0Hqx1J5uIlD952URs+NJx6mtvZ65o18jlQKWnW+smvNr6Hf6cN+KkonChP328hs2poXEQ3d7V37Hpmd7U/2xwsYvCu0wdVl72Fpc8/IaKwiIiEjKCuWP4TmPMmWyz6VT4jTHm/TO4zlprB53B+rKg0wnfHyjmNScWR5NLMEsw3MnxXdPjTp0sOIyuP/m/ZsdWEyIiZUX9+Ip8cFcPhr6+iLW7Dzuuycr1MvKNxTw7sAPXtK/ncsIwVDEeBk2Guf+Gb58E/BR+fbkw/RHYuRiufREio12NKSLlwOZviMnLcJxaHdebAQHeOCyLHrm2M99um8vOg1lF5o7meLn3nWV8fG8vKkT578Nfmo6m7WDbuw/S+kDxz/Q+bCuxuuloOg98lPoVyn7bDxERCS/BLAz34ex2rhqO99ctzloLhE1huKDoeaLiHqy2/4TvO5dQnJJypm+ZF/5a/LW+KOyTfFlJ7hY2xtQCzrShZNOSenwRKb9qVI5h8ujujHxjCYu2Or8fmOu13P/ecg4fy+XWbupZeM48Hrj4D1CvE0y7A44F+OfE+iAiyr1sIlJuHFsxhQoO44dtRWq2D482EieKqxjFC7d0ZMCrP5LnK/qm3Lq9GTzxxc88fn1bV3PZvBzWf/pvGq56jtanOVSuUJ71MDf+WloOeoJedUOoBYaIiMgJylorCYvfbTvlRvzplzg68RXt2f6MEmWMiTfGdOL4DujOxphOpxwc52Qc+QXxZSeuNcb0McZsJv/Xl2ytXVbCke8B1pzh7ZMSziAi5VTVClG8OaIrfVrV8rvGWvjjR2t46dtNWLU3KBnn9YE750BdP4ce1WoN1zwHxribS0TCX26W/zYSvi5c3i483wTs2Kgaf+jXwu/8Wwu289Hyna7l2f3zQnaN6ULLVWOILWZReF70Bay6dgaXPPQGdVUUFhGREBaswrBx6SbOgtrUyhgzxRhjgYPA7II8hYXr2cBBY4w1xsx0ur5gF3BhO4ylxpiDxpiDwBhgjLW2aSkUhUVEgq5CVASvDEnmxo71A6575qv1PP75z/gcdlvJWaiWCCO+ho5DTh6PqQo3vw3R4fVRbhEJERu/Jsp71HFqSeVLaF67ssuB3DPygiR6t/D/Qb1Hp61m3ZJvSjXDgcwc/vbpWoa9vZo6OTuKdc2CyC782Pdjej32OZ2Su5VqPhERkZLgeisJa21Z26Ucak4q6p5lqx32pfoAACAASURBVISg7hi21g4ogZ9R2D9YPYRFpFyJivDw7wHtqVoxikk/bPO77vX5W0k9ks2/B7QjJjI4vRjDSlQFuO4laNA1v6+wNwdueBWqq2OQiJQOf20kDtjK1Gl/BSaMP6ng8Rj+M6A9Vz0/l32Hs0+ai8DLY7xBy8+/Yv++h6l+1V9K9FMbx3K9TPphGy99s4mM7DygLu+ZSxgS6b+v8LKIdhzt9X/07H0VHk/4/ncREZHwE8wew3J2QqINRDn1Msf7FxdXU9ROQkRKmMdj+Os1rUmIjebZmRv8rvts5W72H8lm7G3JVKmgHrglInko1GkL23+EllcHO42IhKvsDCI3OX54jhnerlzZoZHLgdxXvXIMzw3qyODxCyj8AExVjvBS1PNcGLEmf83iZ0nJSKXWTf/OfwPvHPh8ls9W7ebpGevZlX7y4XfP5d3EDRHziDUnF6k30phd3f/MBX1vIjJC+59ERKTsUWFYpJistSlAitOcMWYYMMxhSkcPi0ipMMZw/2XnEV8pir98stbvuh827+fmsQuYNLwLtaqe24tmKVA/Of8mIlJa1s8g0ufcz3Zp1Uu5JYzbSJyoe1J1HruyFU9M/5mmZhfjo/5DkmfvSWtqrXuLA//5jkrXPE2FVv3yDw89Qwu27OfJ6T+zauchx/lU4hnvvZoHIz8EIMNWZH7D0fQa/BjnVap45r8wERGREKHCcNlzUusIY0z8WbaTkJKVCFwc7BAiUv7c3iORuIpR/O6DlY4nuAP8tOcwN77yA2+O6EpSzfJRTAgpqz6Ard/DVee+o01EyofslVOIcRhPsfE07NAnrNtInGrkhU3YsXsPD/88mmrmiOOahGO/wJRb2F+hEZ7ud1Ktx1CIqeL/h/q8ZO9azS/z32Psoa5M2er0u32y8XlXc2vEbNZV6ECt/s/Q7zz/B+SJiIiUFSoMlz0HSuBnqJBc8rYBcxzGKwFd3I0iIuXNdR3qE18pmrvfXsrRHK/jmp0Hs+j/6o+8PqwLHRqqK5Fr9q6BT++HvCzYuxoGvgnVGgc7lYiEsqyDRG5x7mf7hbcbV7Vv4HKg4DLG8Of+PXjthVHcmf4/PMb/warVj+2A7/5I1pwn2J94NTU6XUuF2s0hIorMfZtJXb8Qu/0Hah1aSazNpBnQKG8PMPC0OarGVePHi7/gN93bqo+wiIiEDRWGy56SKOqWRHFZTmCtnQRMOnXcGNMGWON2HhEpfy5uXpP3Rndn+MTF7M/McVxzIDOHW8Yt4OUhnbikRS2XE5ZDWenwwW35RWGAPStg3MVw0wRo1ie42UQkdK37ggib5zi1suolDK8dYCdsmIqO9DD03j/xyrhYRqU+RbRxfhO0UEV7lAZbp8DW48eDxBbcTnVDxDyezeuPxbkFRZWYSO6+pCkjejWhQpQOcxURkfCiDvllz6lF3YRiXnfi9jDtGBYRCUPtGsQz7e6eNErw3948K9fLyDeWMHXpTheTlUM+H3x0FxzYcvJ41kF4uz/MeSZ/jYjIKbJXTHUc32Wrk9jxEpfThI5K0ZGMvvt3TGz8NAdsybVFamDS6O75uch4pMcwtEdjvvt9b+7p3UxFYRERCUsqDJcxDv2Ek4p5adMTvt/id5WcFWPMMGPMd6fegInBziYi5UtijVim3d2TtvWr+l3j9VkembKSl7/bhLX+P5Ir52D+f2HDl34mLXz7T3jvlvxdxSIihTLTiNrxvePU597uXN2uvsuBQktUhIfRw+9g/hUz+NSUXJH8poi5J92/vHVtvnroIv5+XVuqVz59/2EREZGySoXhsmnZCd8Xt1HkiTuLF5dgFsmXSP7hc6fe1F9YRFxXs0oM743uwYXn1Qi47ukZ6/nbp2vx+jm0Ts5B4wugSt3AazbMgHG983sPi4gArPkQj3Vuk7Aq7lLOK4dtJE5ljOGanufT+9EpvNF6AjNsd/Lsub2svdKzkEoco32DON4f3Z1xt3emqQ5rFRGRckCF4bJp1gnfF3fH8InrnD+fJudiG/mHz516UxFeRIKickwkrw3twvUd6gVc98aP27nr7aUczXHuZylnqVE3GD0nv0AcyMGtMKEvrHzPnVwiEtJylr3jOL7NV5vmHS5yOU1oq1ohiqEDB3DB//uCT3rPYHJ0/zNuMZFtI1lKK2bVv5d3Rnbn43t70S2peiklFhERCT1GHyENHmPMQY7v+G1qrS1WiwdjTDxwsODuVGvtgGJcU/gfeou1tmnAxVJiTj18bs2aNbRp0yaIiUSkvPH5LP+asY5x3wf+J6Z9gzgmDO1CzSr6yGyJ8ubB7L/BDy+cfm2XkXDFUxAZXeqxRCQE+bysmPggdXd8Sm1zcpuZ5/Ju5Or7n6dZLe0Y9sday8INu1g/dxrVdn1LV98K6piDJ61JsfFsNI1JTUgmqkkvEttdSMuGtYjwmCClFhGR8mjt2rW0bdv2xKG21tq1wciiwnAQnW1huODamUAfAGttwGcyxpg+wMyCuwOstdox7BIVhkUkVEyYu4V/flH0cJ0TNahWkUnDu6jwUBrWfgyf3As5RwKva9AFBrwBceW7j6hIedXvf9+zYe8hennWcEPEPPp5FlPJZDO88lgmPjIo2PHKDJ/Psn5fBrtS9pObeQCbc4z42g1pUq8mdapWwBgVgkVEJHhCqTAcGYwHFUfF7RVc6E5gKRBvjOl/mmLvnQVfZ6koLCJSPo28MImaVWJ4ZMpKcr3ObwrvPJjFjS//wNjbOtOjqT5KW6LaXA+1WsH7QyBtg/91OxfDuIuh/+vQRB8bFylPftp9mHV7MwAPc33tmOtrx5/JorvnJ7p21rEVZ8LjMbSqW5VWdasCTYIdR0REJGSpx3BwnVgMTvC7ykHB7uJRBXenGGMcew0bY0YD/YF04LQtJ+TsGGOGGWO+O/UGTAx2NhGRQtd1qM+k4V2pEuP/feHDx/K4/fWFfLR8p4vJyomaLWDUN9D6usDrMlPhzetg/nOgT3aJlBtOf+9mUpFvbDLXnaZfvIiIiMjZUGHYJcaYPgW3/saY0caYpacsGWuM+UPBfOHagLuIC3b/9iW/6Lu0oAhc+HjxxpixwFjyD6trYq1Nd/5JUgISgYsdbtreISIhpVezGky9uyf14yv6XZPrtTz0/kqen70RtZwqYTFV8ltFXP5PMBH+11kfzPwLfHAbHDvsXj4RCQqvz/LJit2Oc92bVKdegL+zRURERM6WWkm4Z+Yp99MLboUSgMc4eRfxACBg6wdr7SxjTBNgIHCnMWbMCdOzgL7W2llnnVqKaxswx2G8EioOi0iIaVGnCh/d05MRbyxmzS7/RcdnZ27glwNHefLG84mK0HvJJcYY6PlbqNsBpg7P3yHsz8+fQco6uPltqNXSvYwi4qp5m9JIych2nLuhk3qOi4iISOnQ4XMipUiHz4lIKMvMzuO3k5fzzbqUgOsuaFaDl4d0omqFKJeSlSOHd8MHQ2HnosDromLhuheh7Y3u5BIRV9399lK+XLO3yHhMpIclf+pDFf39KyIiEjZC6fA5bf8REREpp2JjIhl3WzJDujcKuG7epjT6v/IDu9KzXEpWjlStB8O+gK53Bl6XmwlfPAxZB93JJSKuSck4xsyf9jnO9W1dW0VhERERKTUqDIuIiJRjkREeHr+uLX+8qlXAdRv2HeG6F+ezbIcKkyUuMhquehpuHA+R/vqImvz5itVcjSYipW/Kkp3k+Zw/xXlL18Bv3ImIiIicCxWGRUqAMWaYMea7U2/AxGBnExE5HWMMoy5K4uVbOxET6f+pQdqRbAaNW8AnK3a5mK4caTcQRs6ChKSic70fg/P6up9JREqVb/m7fLVoleNcYvVK9Eiq7nIiERERKU90+JxIyUgELg52CBGRc3HV+XWpXbUCo95cwoHMHMc1OXk+HnhvBZtSjvBQn+Z4PMbllGGuTlsY9S18fDesn54/dt7lcNHvg5tLREpeyjo8n9zNFBvFR5G9mOC9ik22wa/Tg7o20t+xIiIiUqq0Y1ikZGwD5jjcFgcxk4jIGUtuXI0P7+5JkxqxAde98M0m7pu8jKwcr0vJypGK8XDzO3DZXyChKdw4Djx6yiYSdn58EYAYk8ugyO+YFfMHXo96mh6etURFQP/kBqf5ASIiIiLnxljr3M9KRM6dMaYNsKbw/po1a2jTpk0QE4mIFM/BzBxGv7WExdsC9xQ+v34c42/vTJ24Ci4lK2dysyDKX99hESmzjqTge7YNHl/RT2es9iXyaovXeenW5CAEExERkdK2du1a2rZte+JQW2vt2mBk0fYTERERKaJabDRvj+x22h1rq3cd4toX57FqZ7pLycqZMykKHz0AG74qvSwiUnIWvOxYFAYYn/cbhvZs4nIgERERKY9UGBYRERFHMZERPNO/HY9d2RIToM1lSkY2A8f+yBer9rgXTk7m88K0kfDuQJj1N/DmBTuRiPiTmYZv4VjHqV22OjvrXU6XxGouhxIREZHySIVhERER8csYw50XN2XcbZ2pFB3hd92xXB/3vruMf3+1Hp9PbapcN2cMbJ6d//28/8LbN0JmWnAziYiz+c/hyT3qODUxrx93XNQcE+jdOBEREZESosKwiIiInFbf1rWZdndP6scHbm3w4rebGPnmEg4fy3UpmbB+Rn5h+ERb58DYi2Dn0uBkEhFnR1Kwi8Y7Tu23VZhT5WquaFPb5VAiIiJSXqkwLFICjDHDjDHfnXoDJgY7m4hISWlVtyof39uLTo3iA677Zl0K1780n00pR1xKVo4d2AIfjXaeO7wLJvaDJa+DDhsWCQ3f/xuTl+U49WreNdxyQWsiI/QSTURERNyhZx0iJSMRuNjh1iWImURESlzNKjG8O6o713eoF3DdltRMrn9pPrN+2udSsnJq6/dw7JD/eW8OfP4QfHIv5DoXo0TEJWkbsUtec5xKtXFMr/AbbunayOVQIiIiUp6pMCxSMrYBcxxui4OYSUSkVFSIiuC/N3fg91e0CLjuSHYeI99cwvOzN6rvcGlJHgaDP4AKcYHXrXgHJvSFtE2uxBIRBzP/gvE5Hwz5St613HFJayoG6OUuIiIiUtJUGBYpAdbaSdba3qfegOHBziYiUhqMMdx7STMm3N6ZyjGRAdc+O3MD97yzjCPZzgUROUfNr4DRc6D2+YHX7VsN4y6G1VPdySUix239HtZPd5zaZaszq9KVDO6m3cIiIiLiLhWGRURE5Kz1aV2bj+/tRVKN2IDrZqzdy40vz2drWqZLycqZhCZwx9fQfnDgdTlHYNod8NkDai0h4hZvLnz5qN/pp3NvZtSlbagQpd3CIiIi4i4VhkVEROScNKtVmY/v68WlLWsFXLdh3xGufWEeX63d61Kycia6Elz/Mvzmv+CJCrx26SSY0AfSNroSTaRcWzQeUn5ynFrhS2JFXB8GdmnocigRERERFYZFRESkBFStEMWE2ztz3yXNAq7LyM7jzreW8tT0n8nz+lxKV44YA51HwIgZULV+4LX71sC43rBqiivRRMqljL3Yb5/0O/3P3CE8elVrYiK1W1hERETcp8KwiIiIlAiPx/DIFS14+dZOVDrNAUpjv9/C4AkLSTl8zKV05UyDznDn99CsT+B1OUfgw5Hw6f1qLSFSGr7+EyYnw3HqM293aNSDK9vWcTmUiIiISD4VhkVERKREXXV+XT68pycNEyoGXLdo6wGufmEeC7fsdylZORNbAwZPgcv+CuY0uxGXvaHWEiIlbdMsWO28I/+IrcA/c4fwx6tbYYxxOZiIiIhIPhWGRUqAMWaYMea7U2/AxGBnExEJhpZ1qvLZfRdw4Xk1Aq5Lzchm8ISFjPt+M9Zal9KVIx4PXPgwDPsCqtQLvHbfGhh7Maz6wJ1sIuEs5yh8/rDf6f/l3USvjufTsVE1F0OJiIiInEyFYZGSkQhc7HDrEsRMIiJBFV8pmknDu/LAZecRaEOc12d5cvo67np7KYeP5boXsDxp3APumnf61hK5mfDhKNi9wp1cIuFqzr8gfbvj1AZffaZFXc1jV7VyOZSIiIjIyVQYFikZ24A5DrfFQcwkIhJ0ER7DQ32bM3FYF+IrRQVc+9XafVzzwjxW7Ux3KV05E1s9v7VEn78Fbi2RPBzqdXArlUj42bsa+8OLfqf/X+4dPHh5G2pWiXExlIiIiEhRKgyLlABr7SRrbe9Tb8DwYGcTEQkFvVvU4vPfXkD7BnEB123ff5SbXvmB8d9vwedTa4kS5/HABQ/5by1Rozlc8aT7uUTCSWYaRyPjHafeybuMo3W6cmu3Ri6HEhERESlKhWERERFxRYNqlfjgrh7c1r1xwHW5XssT039m+KTFpB3JdildOfNra4m+x8c8UXDTBIiuFLxcImHgl2rd6H3sad7Ju+yk8RQbz5i8QTx+fVsiI/QyTERERIJPz0hERETENTGRETx+fVv+d3MHKkYFaGcAzNmQypXPzWX+pjSX0pUzsdVh8AfHW0v0+SvUbR/sVCJl3j8+/4nU3Ir8Me8O+mf/hY2++gD8Lfd2+nVuQXJjHTgnIiIiocHoBHCR0mOMaQOsKby/Zs0a2rRpE8REIiKh4/+3d6fhcVVnuvfvpdmyhrI8z7ZkMGBjjGQzhSGADQkQSMCCDJBAcrCTNOmcDG2HdPLSfTppjn3I2xk6JBZJ46TpkwY5pJOQQGMxBwhgCQxm8CDZxjaeZVnyqGmdD3uXVZJrklRVu0r7/7uuulTD2quektGmdOuptTbsbtOX/qNeTfuORB1njPSlyyr0tYWnK5cuu+TY87Y0+kxnqQkAA/b0e3v0+VVre92Xpw59JOtVPZd3mZ7+5oc1soi1hQEA8LO3335bs2fPDr1rtrX2bS9q4d0/AADwxMxxxfrDXRfrE+dOjDrOWun+Zxt188qXtb35aIqq85mxs+IPhbu7pEcXS1tfTG5NQIY52t6pe/5w6u907crVH7o/pL/7yBmEwgAAIK0QDAMAAM8U5efoX26Zqx9Un6PCvOhLS7z+fouu+fEL+v0bO1NUHcL66/3Smw9Lq66Vnvi21HHM64qAtHDff2/U9ubwPw9zJpXqU+ex4RwAAEgvBMMAAMBzN1VN0mNfuVizJpREHdd2vFNf/c83dNf/bVDL0fYUVYeT9r4nPfVP7g0r/fWn0s8vkXbUe1oW4LX6bQf14Etbwj5mjPRPN8xWdpZJcVUAAADREQwDAIC0UD66SI9++SLd8aFpMcc+9uYuXf3D5/X8xn3JLwyOrg7pv74odZ3off+BTdIvFziBcSdhPfznRGeXlv32TUXauuVT503ROZMDqS0KAAAgDgTDAAAgbeTnZOuej83SLz83TyMKc6OO3dN6Qp/9t1d1z+/X61h7V4oq9LG//Iv0wevhH7Pd0gv3SQ9cLu1sSG1dgFf2viu9/1f95KnN2rz3cNgh40oK9K2PnpHiwgAAAOJDMAwkgDHmdmPMs30vkh70ujYAyERXnjlWj3/1Up0/vSzm2F+9vE3X/uQFvbG9JQWV+ZS1Utvu2OP2rJd+caX05HekdjYKxBDWflSqvV32wWukF34go+6ww77/idkqKYj+Ry4AAACvEAwDiTFN0mVhLvM9rAkAMtq40gL93zsv0DevOl05MdbmbNp3RDfe/6Lu/fO7Ot5B93DCGSNd9/9Ln35EKhoXfaztll76ifSzi6Sm51JTH5BqTyyT9r0nY7v0zZyH9evc/63R6v3HqRvmTtCVZ471qEAAAIDYCIaBxNgq6bkwl9c8rAkAMl52ltFdV5ym3335Q5oxpijq2G4rrXy+Sdf86AWt3dqcogp95vSrpS+/LJ1dHXvswS3Sr6+Xfn+XdIxubgwhrz8kNfy6112XZK/Xn/O/pUuy3pQkjRyep3s+NsuL6gAAAOJGMAwkgLV2lbX2w30vku7wujYAGArOnlSqx75ycVwb0zXtP6LqlS/rH/7wto62dya/OL8pLJNu+oV086+lwpGxx7/+79JPz5fWP6qIu3MBmWLHWumxr4V9aLRp1a3ZdZKkf7xhlsqG56WyMgAAgH4jGAYAABmhINfZmO6hL5yv8aUFUcdaK616aauu/uHzemnz/hRV6DNn3SB9+RXpzOtjjz28W1p9h/TQjdKBxuTXBiRD6wfSw7dKXe1hH95pR2ppx2JdddZYXXv2+BQXBwAA0H8EwwAAIKNcfNooPfHVS3XD3Akxx25vPqZP/+IVff2RN7T/8IkUVOczRaOlW/5duuUhqSiOtVQbn5buv1B65l6p43jy6wMS5fgh6aFFUtuusA932iz9bftdyhlepu99fLaMib4uOgAAQDogGAYAABmntDBXP/rkufr5rVUaXZwfc/yjDTt15Q+e029efV/d3SxnkHBnfkz6m1ekc2+LPbbrhPTc/5buv0DaXJf82oDB6jzhdArvfTvikH/qvE31dqbuu/kcjSmJ/okGAACAdEEwDAAAMtZHZo/Tmq9dqpsqJ8Uce+hYh+5+9C1Vr3xZ7+1uTUF1PjNshHTDv0qf/YM0Ylrs8Qe3SA/dJD27POmlAQPWeUJ6+DZpy/MRh9R2XqpfdV2l/3HxdF0+c0wKiwMAABgcgmEAAJDRAoV5+sHN5+jB2+fHXHtYkuq3HdR1P/6L7n38XR05weZ0CVd+mfSll6WLviKZ7OhjTZY086OpqQvor84T0iOflTb9d8Qhr3fP0Hc6P69zp4zQ0o+ckcLiAAAABo9gGAAADAmXnzFG//21S/Wp8ybHHNvZbbXyuSZdft+z+m39DpaXSLS8Qumq70lLnpcmnx95XOXnpPFzUlcXEK/OdumRz0kbn4g4ZEv3WH2h/ZsqKS7Wz2+tUl4Ov1oBAIDMwrsXAAAwZJQU5OreG+foN3deoPLRw2OO39t2Qt+oXadP/Owlvf7+wRRU6DPjZkt3PCHd8FNpWFnvxwpKpSu+401dQDSd7VLt7dLGxyMO2W9L9LmOb6ktu1Q/v7VKY1lXGAAAZCCCYQAAMORcWDFSj3/1En1j4elxdfGt296iT9z/kr7+8Bva03o8BRX6SFaWdO6t0lfqnQ7hoA/fLQ0f5V1dQDgnDku/uUXa8KeIQ1rscH2u/Vt6347VikVzVDV1RAoLBAAASByCYQAAMCTl52TrK1eepif/56W65LT4AshHX9+py+97Vv+yZqMOs/5wYhWWSdf/WPpCnTTrRmn+/4j/2PpfSUf2J682QJKOHJB+fb3U+HTEIS12uD7T/vd6207T0o/M1CfOjb3xJQAAQLoiGAYAAEPatFHD9evPn6cff+pcjSrKjzn+aHuXfvTUJl224hk9+OIWnejsSkGVPjJ5vlT9oJSdG9/49/8q/fFvpR/NlZ77P1L7keTWB39q2S49+BFpZ33kIXa4PtP+bb1tp+lzF07Vly6rSGGBAAAAiUcwDAAAhjxjjK4/Z4Ke/uZlWnxpuXKzTcxjDhxp1z/+8R1dcd9z+m39DnWxQV3qWSs9+V3nenub9Mz3pB9XSvWrpC46upEge9+T/u1qaf/GiEMO2UI3FJ6umyon6Z6PzZIxsc8jAAAA6YxgGAAA+EZJQa6+fc2ZevJrl2nBmWPiOmZnyzF9o3adrvnRC3ry7d2yloA4Zd57TNrxau/7Du+W/vhV6WcXSe/8Xuru9qY2DA0HGqV/u0pq3RlxSLMtOhkKX3v2eC2/6WxlZREKAwCAzEcwDAAAfGf6qOH6xefm61efP08zxhTFdcyGPW1a/O/1+uiPXtBjb35AB3GydXVIdf8Q+fH9G6RHPivVXCpteNzpLgb6a8R0qfzyiA/vsKNU3X6P1ttyXTtnvH74ybnKyeZXKAAAMDQYul6AwTPG3C7p9jAPFUqaH7yxfv16zZo1K0VVAQDi0dHVrYf+uk0/rNukQ8c64j6uYvRw/c3lM3T9ORMIipKh4d+lP9wV//iJVdLl35YqrpT4iD/64cl1WzTytzerKqv3UhIbuyfqs+3f0m6N1MfnTtB91efwsw4AAAbt7bff1uzZs0Pvmm2tfduLWgiGgQQwxvyDpHtijSMYBoD0dehYh2qeb9Qv/7JFxzviX55gSlmhvnhZhW6snKiC3OwkVugzHcelV1dKL/xAOn4o/uMmXyBd8ffS9EuTVxuGjEde265vPfqmSm2rfpd3j6Zl7ZEkNXTP0Ofb/04tKtaiqklaftMcZbN8BAAASACCYWCIoWMYAIaOva3H9eOnN+k/X92uzn4sFzGiMFefOX+qbrtwqsaWFCSxQp852uyEw6/WSF3t8R837RKng3jqRcmrDRmt5vlG/fOf3zt5e7rZpUfz7tHr3TP0Nx1/q2Mq0KfOm6zvf5w1hQEAQOIQDAM+YYyZJWl98DbBMABkjq37j+i+JzfosTd39eu4nCyja+eM1x0fmq65kwNJqs6HWt6Xnv6e9OYjkvrx/nXqh6RLviFVXMESE5AkWWu1/IkN+vlzjac8Nt3s0vt2jLqUrdsumKp/vH4WoTAAAEgogmHAJwiGASDzrd95SD99ZrMeX7+738dWTgno0+dP1TVnj1NhXk4SqvOhPe9Iz/6z9O4f+3fchHOlS74pzbxGymKdWN/o6pQ6jkoFJZKk9s5ufee/3tIja3dEPeyOD03T/3fdWTL8MQEAACQYwTDgEwTDADB0bNzTpp8+s1l/XPeB+rHChCSpKD9H180Zr5vnT9a5kwOETYmwa530zD9LG5/o33FjzpI+fLd01vXJqQvpY+970n99UQpMlW7+lfYfPqEvPVSv17YejHrYXZfP0DeuOp2fUwAAkBQEw4BPEAwDwNCzZf8R3f/MZv3u9Z39WoM4aMaYIt08b5JumDuRtYgTYcda6ZnvS41Px3/MpX8nXfGd5NUEb3V3SS//q/T096WuE5Kk7Vf+qz754kTtbDkW9dDvXneWvnDx9FRUCQAAfIpgGPAJgmEAGLq2Nx/Vgy9u1SNrt+vwic5+H2+MNG/qCF179nh99OzxhMSDte1l16IeegAAIABJREFUJyDe+kL0cbmF0v9cLw0fmZq6kFo71kqPL5N2ru11d4st0sITK7RP4df9zs4yWnHTHN1UNSkVVQIAAB8jGAZ8gmAYAIa+tuMdWl2/Q6te2qptB44OaI5gSHzN2eN19axxmhAYluAqfWTL89Lz/8f5Gs6Fd0lXfz+1NSH5Du2Q6v5Beqs24pA1XVW6s+PrknovEZGXk6WffrpSC88am9waAQAARDAM+AbBMAD4R1e31dPv7dWDL27RS40HBjXXzLHFumzmaF12+mjNmzZC+TnZCarSR7a/Jr1wX+81iLPzpK++KZWMj3185wkpK5eN6tLdsRZn2YiX/lXqjL5MhCR9rf1L+l33JSdvjyrK18rbKlU1tSyZVQIAAJyUTsEw22MDAAAkQHaW0cKzxmrhWWO1YXebHn5tu373+g4dPNrR77k27GnThj1tqnm+ScNys3VRxUhdevpozZ9WppnjipWdxaZYMU2eL336YWnXm9ILP5De+b107q3xhcKS9OKPpXW/keZ9Xpr7aamQ4DCtHDso/fVnzuVEa1yHPNN1jl7q7vkD/eyJJaq5bR4d+gAAwLfoGAaSiI5hAPC39s5uPfXuHj28drue37hPA9ir7hTFBTmqmjpC86eVaf60Ms2ZVKqCXDqKY9q3UcovkkomxB7b3SX9cI7UusO5nVMgzbpRmv8FaWKVs/YHvHFkv/TKz6VXVsYdCLfZYfqnzlv1SNeHFVxG4to543XfonM0LI+fHQAAkFrp1DFMMAxPGGMCku6WVClpnnv3WkkNku611rbEOc9iSdWSykPuXi1ppbW2KXEVDwzBMAAgaNehY/pt/Q79/o0PtGnv4YTNm5ttNHNcsc6eWKrZE0s1e0KpZo4rJiwejA2PS7/5ZPjHxsySzrlFOrs6vpAZibF/k/TyT50u7s7jcR/2dNdcfbfjDu3UaElSlpG+vvB0/c3lM2QI+AEAgAcIhuFrxpgFkmol1UhaKalZTji8RNIid9gya+2KKHMEJNVLKpNUba2tC7l/uaTFkpZYa2uS9TriQTAMAAhn4542/enNXfrzW7sSGhIH5WQZnT62WGeML9bpY4t1+tginTamWBMDw5TFMhSxPbRI2rwmxiAjTb9UOueT0pkfk/KLU1Kar1grvf+y9NJPnLBe8f/esrF7or7Xeaue7z7n5H0TSgv0w0+eq/OmsywIAADwDsEwfMsYUy4n0L3SWtsQ5vHFcsJiSVphrV0WYZ56Od3GFeE6g40xtXJC5oXB0NgLBMMAgFg27WnTn97apSfW79Z7u9uS+lyFedmaMcYJiU8fW6TTxxbrtLFFmhgYRvdk0MGt0o/mqj8hpHKGSTM/6gTEpy0kJB6sjuPSu39wlozYWd+vQw/YYv1L5yL9pusKdamna/7Gyom657pZKi3MTXS1AAAA/UIwDN8yxqyRtCZGN3Aw9JXCBL8h4fFqa211hDnKJTVKarLWViSk+AEgGAYA9MeuQ8f0/MZ9em7jPr2wab/ajnem5HmH52VrxthizXTD4tPHFmvmuGKNKc73X2C87j+l//qyZLsGdnx2nlT+YemMa6UZC6XSiYmszh+e/K700o/7dUiLHa5fdn5Uq7o+ojYVnrx/QmmBvn/j2bp85phEVwkAADAgBMPwLWNM8D+4iEtF9OkaPmVcSHAca7mJ4HN51jVMMAwAGKjOrm69sb1Fz27Yp5ebDujNHS3q6Ert+7bSYbknO4uDlzPHFytQmJfSOlKu9QOp4ddS/Sqpbdfg5hp9hlRxpTTjCmnyBc4GeIhu73vS/efHNbTFDtcDndfqV11X6XBIIJyXk6UvXlquL364QoV5OcmqFAAAoN8IhuFL7vq/B92bETt5jTGVcpabkKQaa+2SPo/HFfgaYxrlbEp3yhypQjAMAEiU4x1dWre9RWu3HdRrW5tVv/Wg2k6kpqO4r8llwzRnYkBnTyo9ueld6bAh+BH9rk5p4+PSa7+Ump4Z/HwmW/rmJmn4yMHPNdQ9eI207cWID++yZVrVebX+o+vKXoGwJF111lh997qzNLmsMMLRAAAA3kmnYJg/nyNlrLUtxpjVkhbI2SAuktAdQVpCH3BD46DmGE/ZJCcYLu9PnQAApKOC3GydXz5S55c7oWJXt9XGPW1av/OQ1u88pLd2HtI7u1p1vKM76bVsbz6m7c3H9Ke3erppp40sVOXUEZo/rUzzpo5QxeiizN/oLjvHWTf4zI9JLdultx6R1j0s7d8wsPkCU/wXClsrHdou7Vgrbf2LNPfT0qR5UQ/p6rZaN/rjqgwTDL/TPVU1ndfqT90XqKPPrzJnji/Rt685Q5ecNjqhLwEAAGCoIhj2mDFmqaS7JU231rbEGh9lnsWSlqh3CFonaaWXm6/1FWlN4D5Cw9/X+jwW+ptEvN8vtp4GAAw52VlGZ44v0ZnjS1Q9b7IkZ/mJpv1H9NaOQ9qwp00b97Rp057D2tlyLOn1bD1wVFsPHNWjDTslOctQzJs6QlXTRui8aWWaMymgvJyspNeRNIHJ0iXfkC7+urRrnfTmI9JbtdKRvfHPMeXC+MZ98Ib03HJp7Gxp9Exp1OnSqNOk3GEDqz1Vujqlg1ukve86lw9edzaPC/0eFZRGDIaPd3Tpj+s+0Mrnm/T+3jF6Ob9YI42zIeNzXXNU03WtXuyeLan3HxwmBobpG1edro/PnZj5f4wAAABIIYJhj7ibo62U0z0rOeFlv4Nht4P2KTnds8uttTUh8y+TtMbt0r1zMMFzigWXfWiy1q7u81hgAPMN5BgAADJOTnbWybWAQx0+0alNbki8cU+bNu49rM172vTBoeNJq+XQsQ499d5ePfWeEwoW5GapcsoInT99pM4vL9PcyQEV5GYn7fmTxhhpwlznsvB/SVufl979o/Ten6XDu6MfO+WC+J5jx2vShj87l54ndjqOg0HxiGlSYKr7dYqUWzDAF9RP3V1S606peYvU3OQEwc1Nzu39m6SuE9GPb3xaWnBPr7u2Nx/VQ69s08OvbVfL0Q733lyt6rxao8wh/UfXAm20k0+ZqnRYru66fIZuu3BqZv63BAAA4DGC4RRw19adJ6ebt0JOGFwZ9aD45l0gaY2cJROqQoNfa22TpCXuRm0rJVUaY6rSPRw2xixXT9dzPN3F0QRfK0tJAAB8rSg/R+dOGaFzp4zodX/b8Q5t2ntYm/a0acNuNzTe06a9bTHCvQE43tGtlxoP6KXGA5KkvOwszZ0c0PnlZTp/+khVTg1k3iZh2TlSxRXO5ZofON2x7/1R2rRG2vvOqePj7RjetS7MnVZq2eZcNj156sNF46QRU6WisdLw0e5llFQ0xrmeXyzlFkrF46W8ONbeXfefziZ8bbudDfjadvdc7+6IfXy013Zkvw6qRE++s1uPvblLf9m8X+G2PflJ141hp8jLydIdF03Tlz88Q6WFQ3BtawAAgBTJsHffGWuenAC3RdJaOUs8VMvZYG1A3axu2Fzr3qyOFPhaa2uMMVWSFsvpLK4ayPOlgjFmkaSlcr5PV1prGwY5ZfB7m9ZhOAAAXikuyFXllBGq7BMYtxxt18Y9h7VhT5sbGjuB8cGjgwgE+2jv6tarW5v16tZm/USblZNlNGdSqbOO8vQyzZtWpqL8DHqrmpUlTZ7vXBb+L+nQTqc7tvEpqek5Z8yo0+Kba/eb/X/+w7tjdyxL0md+K522IPa4x74udRzpfx0xWf3s336hH+yao87u/m2CbYz0iXMn6htXzdTEQJovqwEAAJABMujdduZy1/g9ZcEzYwa1BtoDcoLPhjgC1JVyguFKY8yiMMszBOtZo56lLQarxlq7JPawk89dKSfobpK00O14DoeQFwCAJAsU5um86WU6b3rPMv3WWu1pPaE3d7ToLXezuzd3HFLzkfaEPGdnt1XD+y1qeL9FP3u2UdlZRrMnlPQKikuHZVB3aOlEqfI252Kt020bz3u/rg5nfd5kiXfJiYKSJAXD0qg9L6qz++y4xxsjXTdngv72ihk6rc8yKQAAABg4guEM5HYLL3JvxtxYzlrbYIxpkrOkwt2SwgbDkparpwt5sNbGOzBkSYw6a+3CGMNDA+NY3dbB32bjrgUAAIRnjNG40gKNKx2nq2aNk+SExR8cOq5121u0dutB1W9r1voPWtXVz07QcLq6rdbtOKR1Ow6p5vkmGSOdOa5E504J6KwJJZo1oVQzxxZrWF4GrC1rjFQyPr6x+96TuhITtocV7wZ2+cXOshEJ1Ng9Xg3dp+mJ7vlxjTdG+ticCfoKgTAAAEBSEAxnpsUh11+L85hgMFxpjCkP15HrdjanlLt8RK2kZdbaFWEeD/RZO7kupNO6XFK0bulgcLwmQeUCAIAQxhhNDAzTxMAwXXO2E3webe/UG9tbVL/1oF7d2qyGbQd1pL1r0M9lrfTOrla9s6v15H1ZRiofXaSzxpdo5rhiTR1ZqKllwzVlZGFmdReHGjZCuvw70p710v6N0oHNiQ2Kc+INhksG/BTd1mirHatNdpLe6p6udbZC67rL1aqiuI4vzs/RTVWT9NkLp6p8dHzHAAAAoP8IhjPTLSHX411aITQIXiCpJnHlDIwbCj8gZ+mIU0JpY8xSSSMlLevzUIOczftibSoXfDzlgTcAAH5VmJejiypG6aKKUZKkzq5urf+gVa9uOaBXmpw1hduOdybkubqttHnvYW3ee1jqs1/biMJcTRk5XFPKCjWmOF9jivM1ujhfY4oLNKYkX6OL8lU6LFdZWYNa2ivxSidJl/1dz+2uTmfDuX0bpP0bpP2bpINbnUvrB5L62Z3dn47hGA7YEm2zY7TVjtP7doy2do/TJjtJm+0EnVBe/+qSNHNssW67cKo+ce5EDc+k9aUBAAAyFO+4MlNlyPXmOI8JDZA934DOGLNYTuBbFWU94YVy1kfua6V7WSjplC5jd/7g96gpAZvYAQCAAcrJztLcyQHNnRzQ4ksr1NVt9e6uVr2ypVmvNB3Qq1ub1ZLATe2CDh7t0MGjLVq3PfLf0LOzjEYU5mnk8DyNLMpT2XDnetnwfJUV5WnUcPe+Iue+gBdBcnaONLLCueia3o91npAO7ZAObnGD4l3SkX19Lvul9sM9x8QZDHeXTlHHyDN1KGeUPugq1eZjxVrfNkw7OwP6wI7UNjtWh1U46Jc3acQwXTtnvK47e4JmTywZ7B4cAAAA6AeC4QxjjOnbJRspVO3rQMj1eQkqZ0DcTuDlckLdRWF+ARgpZxmIBTq1W1jW2hpjzDJJCyIti+HOL0lxb4AXR91jJI3u52EViXp+AACGguwso9kTSzV7Yqm+cPF0dXdbbdzb5nQTb2nWK1sOaP/hJK6xG6Kr22r/4RPaf/iEtCf2eCdIztXI4fkaU5KvsSUFGldSoLGl7teSfI0rKdDIonxlpyJAzskPCY2j6Dgm235UR4606VBHkVp3terQsQ61HutQ6/HOk9cPHevQrkPH1LjviLYd+Ig6uq5OStlnjS/RJaeP0jWzx2vOpFLCYAAAAI8QDGeeWBuuRRLaLjPQOQYtJBSWpKWxxkfp9q2SVC+p3hhTHVyKwt2Y7wE5ofKSBK+b/GVJ9yRwPgAAfC8ry+iMcSU6Y1yJPnfRNFlr1bjviF5xl554ZcsB7Wk94XWZkoJBcrv2H27Xhj1tEcdlZxmNLsp3A2MnLB7jhsjjSp0AeXRRgYbnZysnOyuu527v7Naxji4da+/S4RMdOnSs0w12e0Ld1uOdIdc71HqsM+R6hxKwJ+CAjC8t0MUzRuni00bpQzNGaVRRvjeFAAAAoBeCYX8q8+JJ3W7n5TEH9ojYDe1uSFfhLkmx3A2Eg+H3WkkVUZaoAAAAacoYoxljijRjTJE+c/5UWWu17cBRvbqlWW/tPKR3drXq3V2tOpqADe2Spavbanfrce1uPd536eNT5OVkaXhetoblZssYI2OkYAPtiY5uHWvv0rGOLnV6leoOQFF+ji4oL3PD4NGqGD2crmAAAIA0RDCceXqFum5A2l+edAy7QW1Cfyuw1tYoDTbSAwAAyWGM0bRRwzVt1HDdPH+yJKm722rrgSN6Z1er3vmgVRt2t2lb81G933xU7Z3dHlfcP+2d3Wrv7NZBJX6d5VQZlputedNG6KKKUbqwYqRmTyiJuxMaAAAA3iEYzjyeLQMB3S+ptp/HVEj6fRJqAQDAt7KyjMpHF6l8dJGumzPh5P3dbqfutgNH9X7zEW09cFR7Wo9rX9sJ7W09oX2HT6j5SGrWLx7K8nOyVDV1hC4sH6kLK0ZqzqSA8nIIggEAADINwTAQJ2vtXkl7+3MMH5sEACB1srKMJgSGaUJgmC6sGBl2THtn98kN5w4cadeBw+1qPuJcbz7cruYj7dp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      "text/plain": [
       "<Figure size 1500x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.loglog(sc1a.freqs,sc1a.S_effIJ[79],label='w/o GWB')\n",
    "plt.loglog(sc2a.freqs,sc2a.S_effIJ[79],'--',label='w/ GWB')\n",
    "plt.xlabel('Frequency [Hz]')\n",
    "plt.ylabel(r'Pairwise Noise PSD, $S_{\\rm IJ}$')\n",
    "p1,p2 = sc1a.pairs[:,79]\n",
    "plt.title(r'Pairwise Senstivity for Pulsar {0} and {1}'.format(p1,p2))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (PINT)",
   "language": "python",
   "name": "pint"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
