{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "nbsphinx": "hidden" }, "outputs": [], "source": [ "%config InlineBackend.figure_format = 'retina'\n", "\n", "from matplotlib import rcParams\n", "rcParams[\"savefig.dpi\"] = 96\n", "rcParams[\"figure.dpi\"] = 96" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The polynomial decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The polynomial decomposition approach was originally proposed by [Keery et al. (2012)](\n", "https://doi.org/10.1190/geo2011-0244.1). It consists of performing Debye decomposition of the SIP spectra with the assumption that the relaxation time distribution (RTD) of that spectra can be approximated by a polynomial function. In this approach, the complex resistivity $\\rho^*$ is given by " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "\\rho^* = \\rho_0 \\left[ 1 - \\sum_{l=1}^{L} m_l\\left(1-\\frac{1}{1+(i\\omega\\tau_l)} \\right) \\right],\n", "\\end{equation}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $\\omega$ is the measurement angular frequencies\n", "($\\omega=2\\pi f$) and $i$ is the imaginary unit. BISIP uses a generalized Cole-Cole polynomial decomposition scheme by including a user-defined Cole-Cole exponent ($c$). If $c = 1$, the equation is equivalent to Debye decomposition. If $c=0.5$, the equation is known as Warburg decomposition. For any other values we refer to this scheme as the generalized Cole-Cole decomposition. The complex resistivity is thus given by" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "\\rho^* = \\rho_0 \\left[ 1 - \\sum_{l=1}^{L} m_l\\left(1-\\frac{1}{1+(i\\omega\\tau_l)^c} \\right) \\right],\n", "\\end{equation}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $L$ is an arbitrary real number that defines the discretization level of the RTD. In practice BISIP uses $L = 2\\times n_{freq}$, where $n_{freq}$ is the number of measurement points in the frequency range. The RTD is defined by the distribution of $m_l$ values as a function of $\\tau_l$ values. According to [Keery et al. (2012)](https://doi.org/10.1190/geo2011-0244.1), the RTD can be written as" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "m_l = \\sum_{p=0}^P a_p (\\log_{10} \\tau_l)^p,\n", "\\end{equation}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "where $a_p$ are polynomial coefficients and $P$ is the polynomial degree of the approximation. In practice, $P$ is often set to 3, 4 or 5. The user should aim to use the lowest degree possible while maintaining a satisfying fit with the data. As a result, $\\rho^*$ depends on $P+1$ parameters:\n", "\n", "- $\\rho_0 \\in [0, \\infty)$, the direct current resistivity $\\rho_0 = \\rho^*(\\omega\\to 0)$.\n", "- $a_p$, the $P$ polynomial coefficients." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the recovered $a_p$ and $\\rho_0$ values, the user can then compute the RTD and extract several integrating parameters, such as total chargeability and mean relaxation time. The user is referred to [Keery et al. (2012)](https://doi.org/10.1190/geo2011-0244.1) for the definition of these parameters. In this tutorial, we will compare the total chargeability values obtained with Debye and Warburg decomposition for 5 rock samples." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Debye decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First import the required packages." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from bisip import PolynomialDecomposition\n", "from bisip import DataFiles\n", "\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Let's start by inspecting the data sets so we can decide which polynomial approximation would be appropriate to fit the observations." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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g34CbgSXAq4BXAP+YZGVV/ev2Glu2bJkjSpIkSdIEmLhnmmZgamJlzeZNVbV/VYVmFOl5NGHo0iRP6rvv1Kr6YlX9oKr+q6q+VVXHAe8E7k2z6p4kSZKkncQkhqapkaRFA8r37rtvVtowdA7NFL8HAGfP8K3vb49P3ZF2JUmSJI2nSQxN322PBw0on1rtbtAzTzNSVd8Dvg0ckuSBM3jLde1xRqv2SZIkSZoMkxia1rbHo5Js0/8k9wMOA24DLhpCWw9tjzNZFW9le9w0hHYlSZIkjYmJC01VdQVwHrAYeGVf8ak0Iz1nV9WtUxeTLE1ycJLde29ur+3f30aSe7Sb2+4HrKuqH7fXD0ly/2nuPwB4b3u6Zoc/nCRJkqSxM4mr5wEcD6wDzkhyJLAReApwOM20vDf33X8+cABwIM2muFOOBt6e5ALgCuB6mhX0nkazEMS1wMt77j8GeGOStcCVNKvnLQV+FbgX8DngHcP6kJIkSZIW3sSNNMGW0aYVwFk0Yel1NOHlDGBlVV0/w6r+GfhLmgUfngf8PvB84AaaUatDqurbPfevBc6hCV8vAl5LE7C+CrwU+LWq+tlcPpskSZI07jZt2vpEyqpVq7Y53xlN6kgTVXUVcOwM71084Pq3uPsUv656vgy4ea0kSZJ2aatXr97yev369axevZp169YtYI9GayJHmiRJkiQtnIsvvnib8w0bNixQT+aHoUmSJEnSrKxYsWKb8+XLly9QT+aHoUmSJEnSrKxZs3XB6JUrV25zvjOa2GeaJEmSJC2MJUuWbHm9Mz/LNMWRJkmSJEnqYGiSJEmSpA6GJkmSJEnqYGiSJEmSpA6GJkmSJEnqYGiSJEmSpA6GJkmSJEnqYGiSJEmSpA5ubitJkiRp1qpqobswbxxpkiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOExmakjw8yYeTXJ3k9iSbk5yeZN9Z1vO2JOcnuSrJbUluSHJpkpOTPGCUbUuSJEmaDLstdAdmK8lSYB2wH3Au8B3gycCJwNFJDquq62dY3UnAJcA/AdcBewGHAqcAr0hyaFVdNaK2JUmSJE2AiQtNwPtoQssJVfWeqYtJ3kkTgk4DjpthXXtX1U/7LyY5DXgT8L+A40fUtiRJkqQJMFHT85IsAY4CNgNn9hWfDNwKvCTJXjOpb7rA1PpEe3zUqNqWJEmSNBkmKjQBR7TH86rqrt6CqroZuBC4D80Uu7n49fb4zQVoW5IkSdIYmbTpeY9uj5cNKL+cZjToIOD8mVaa5PXAfYFFwArgl2gC01tH1fbGjRtZvnz5tGUbNmyYUb8lSZIkjd6khaZF7fGmAeVT1/eZZb2vBx7cc/554Heq6ofz0LYkSZKkMTZpoWl70h5rNm+qqv0BkjwYWEUzwnRpkl+rqktG0fayZcscUZIkSZImwKQ90zQ1mrNoQPnefffNSlX9oKrOoZlm9wDg7PlqW5IkSdJ4mrTQ9N32eNCA8qnV7gY9dzQjVfU94NvAIUkeOJ9tS5IkSRovkxaa1rbHo5Js0/ck9wMOA24DLhpCWw9tj3cuQNuSJEmSxsREhaaqugI4D1gMvLKv+FRgL+Dsqrp16mKSpUkOTrJ7783ttf3720hyj3Zz2/2AdVX14x1tW5IkSdLkm8SFII4H1gFnJDkS2Ag8BTicZmrcm/vuPx84ADiQZmPaKUcDb09yAXAFcD3NCnpPA5YA1wIvn2PbkiRJkibcxIWmqroiyQrgLTTB51nANcAZwKlVdcMMq/pn4C9pptU9nmap8Ftpws9HgTP66xpi25IkSZImxMSFJoCqugo4dob3Lh5w/VvcfZrdUNuWJEmSNPkm6pkmSZIkSZpvhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOExuakjw8yYeTXJ3k9iSbk5yeZN9Z1PGAJL+b5Jwk/57ktiQ3Jflqkpcludv3p22nBnxdO9xPKUmSJGmh7bbQHdgRSZYC64D9gHOB7wBPBk4Ejk5yWFVdP4OqjgH+ArgGWAv8B/Bg4HnAh4BfSXJMVVXf+24CTp+mvlt24ONIkiRJGmMTGZqA99EEphOq6j1TF5O8EzgJOA04bgb1XAY8G/hsVd3VU8+bgK8Bz6cJUH/f974bq+qUuXwASZIkSZNh4qbnJVkCHAVsBs7sKz4ZuBV4SZK9tldXVX2xqj7dG5ja69cC729Pnz7XPkuSJEmaXJM40nREezxvmrBzc5ILaULVocD5c2jnjvb482nK9kyyGngkTUj7JnBBVd05h/YkSZIkjaFJDE2Pbo+XDSi/nCY0HcQOhqYkuwG/3Z5+fppb9gc+2nftyiTHVtWXZ9LGxo0bWb58+bRlGzZsmGlXJUmSJI3YxE3PAxa1x5sGlE9d32cObbwVeCzwuar6Ql/ZR4AjaYLTXsDjgA8Ai4F/TPL4ObQrSZIkacxM4kjT9qQ99q94N7M3JycAr6NZke8l/eVVdWrfpW8BxyW5pX3fKcBzt9fOsmXLHFGSJEmSJsAkjjRNjSQtGlC+d999M5bklcC7gW8Dh1fVDbN4+9TCEU+dbbuSJEmSxtckhqbvtseDBpQ/qj0OeuZpWkleA7yXZuTo8HYFvdm4rj1ud9U+SZIkSZNjEkPT2vZ4VJJt+p/kfsBhwG3ARTOtMMkbgHcB36AJTNdt5y3TWdkeN+3AeyVJkiSNqYkLTVV1BXAezcILr+wrPpVmpOfsqrp16mKSpUkOTrJ7f31J/ohm4YcNwJFV9aNBbSc5JMn9p7l+AM0oFcCa2X0iSZIkSeNsUheCOB5YB5yR5EhgI/AU4HCaaXlv7rv/fOAA4ECaTXEBSPJS4C3AncBXgBOS9L2VzVV1Vvv6GOCNSdYCVwI3A0uBXwXuBXwOeMcwPqAkSZKk8TCRoamqrkiygibwHA08C7gGOAM4dRYLOBzYHu8JvGbAPV8Gzmpfr6XZJ+qJNNPx9gJuBL5Ks2/TR6tqh1btkyRJkjSeJjI0AVTVVcCxM7x38YDrp9AsET7TNr9ME6IkSZIk7SIm7pkmSZIkSZpPhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOuw2roiQHAc8Ango8EnggcBtwHfANYC3wxar66bDalCRJkqRRm3NoSvJbwPHAYVOXprntSOC1wI1JzgLeU1Wb59q2JEmSJI3aDk/PS3J4kkuBjwGPBf4KeAXwBGB/YA9gEbAEeBbwx8B3gZOAjUnelmTvuXVfkiRJkkZrLiNN5wOXAL8JnFtVP5vmnpvbr83A54FTkjwKOA54FXALTZiSJEmSpLE0l9D0gqr65GzfVFWXA69L8nZg8RzalyRJkqSR2+HQtCOBqe/91wLXzqUOSZIkSRo1lxyXJEmSpA6GJkmSJEnqsMPT85LcBdQOvLWqamj7Q0mSJEm7kqTZ4adqR34V146YS3i5gLuHpn2BXwDuAq6ieWZpf+ARNKNa3wR+PIc2JUmSJGlezWUhiKf3nid5CLAO+CTw+1V1ZU/ZgcA7gCcCR+9om5IkSZI034b5TNPbgB9X1Qt6AxNAe/4C4Kb2PkmSJEmaCMMMTc8EvjCosJpJl1/AkSZJkiRJE2SYoel+wKLt3LOovU+SJEnSLG3atGnL61WrVm1zrtEZZmjaCPxmkkdMV5jkAOA3gW8PsU1JkiRpl7F69eotr9evX7/NuUZnmEt/vx34GHBpkjNoVtf7AfBg4GnAq2lGmt4+xDYlSZKkXcbFF1+8zfmGDRsWqCe7lqGFpqr6eLuC3p8BJ/cVB7gDeH1V/e2w2pQkSZJ2JStWrGD9+vVbzpcvX76Avdl1DHWT2ap6V5JPAqtplhdfRLNi3iXAX1fV94bZniRJkrQrWbNmDUuXLgVg5cqVrFmzZoF7tGsYamgCaIPRacOuV5IkSdrVLVmyZMvrdevWLWBPdi3DXAhCkiRJknY6Qx9pAkjycOBhwJ7TlVfVBaNoV5IkSZKGbaihKclRwLuAg7dz6z2H2a4kSZIkjcrQpucleQrwGWAf4L00K+ZdAHwQ+E57/mngLcNqU5IkSdrVVBVVtdDd2KUM85mmNwE/BX6xqk5sr62tquOAxwJ/DDwD+LshtilJkiRJIzXM0LQS+FRVXd1ffzVOBjYCpw6xTUmSJEkaqWGGpkXAf/Sc/wzYq++eC4GnDrFNSZIkSRqpYYam64B9+86X9t2zO3DvIbYpSZIkSSM1zNB0GduGpIuA/5bkIIAk+wPPBy4fYpuSJEmSNFLDDE2fB56W5P7t+btpRpUuTfJ1mhX0HgScPsQ2JUmSJGmkhhmaPkDzvNIdAFV1IXAMcCXN6nnXAL9XVWcPsU1JkiRJGqmhbW5bVT8B/qXv2jnAOcNqQ5IkSZLm2zA3t/1wkpOGVd922np4297VSW5PsjnJ6Un23f67t9TxgCS/m+ScJP+e5LYkNyX5apKXJZn2ezOMtiVJkiRNjmFOz3sRsN8Q65tWkqXABuBY4GvAu4BNwInA+iQPmGFVxwAfBJ5CM0J2OvD3NFMJPwR8IklG1LYkSZKkCTG06XnAZuYhNAHva9s5oareM3UxyTuBk4DTgONmUM9lwLOBz1bVXT31vIkmED0feB5NkBp225IkSZImxDBHmj4G/Moop6klWQIcRRPQzuwrPhm4FXhJkv5Nde+mqr5YVZ/uDUzt9WuB97enTx9F25IkSZImxzBD058BFwNrk/xakgcPse4pR7TH86YJOzcDFwL3AQ6dYzt3tMefL0DbkiRJksbIMKfn/bQ9BjgXoO+RoClVVTva7qPb42UDyi+nGQ06CDh/RxpIshvw2+3p50fV9saNG1m+fPm0ZRs2bJhRXyVJkiSN3jBD01eAGmJ901nUHm8aUD51fZ85tPFWmsUgPldVX5jntiVJkiSNmWHu0/T0YdU1B1NDWzsU3pKcALwO+A7wklG2vWzZMkeUJEmSpAkwzGea5sPUaM6iAeV79903Y0leCbwb+DZweFXdMF9tS5IkSRpfkxaavtseDxpQ/qj2OOi5o2kleQ3wXuBbNIHp2vlqW5IkSdJ42+HQlOR1Se41h/c/KcmvzPJta9vjUUm26XuS+wGHAbcBF82iH2+g2aT2GzSB6br5aluSJEnS+JvLSNOfAlckeUOSh83kDWk8M8k5wNeBx8+mwaq6AjgPWAy8sq/4VGAv4OyqurWnzaVJDk6y+zT9+SOahR82AEdW1Y+G2bYkSZKkyTeXhSAeB7yTZn+mP0myDvgqzV5N1wDkYW7sAAAgAElEQVQ/Bu4FPAA4mGb/oiOB/YHrgVcBH9iBdo8H1gFnJDkS2Ag8BTicZmrcm/vuPx84ADiQZmNaAJK8FHgLcCfNyn8nTLNE+uaqOmsObUuSJEmacDscmqrqMuDXkqyiGXl5PvDLTL963FQa+S7wNuAj7YawO9LuFUlW0ASeo4Fn0YS0M4BTp1nAYZAD2+M9gdcMuOfLwFkjaFuSJEnShJjzkuNVtQ5Yl+Q44KnALwGPpBlhug24Dvgm8KWq+re5tte2eRVw7AzvXTzg+inAKaNsW5IkSdLkG+Y+TTcDn22/JEmSJGmnMGlLjkuSJEnSvDI0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVKHoYamJPdI8uokFyW5KcnPe8qemOR9SQ4aZpuSJEmSNEpDC01J9gD+CTgdWArcDKTnliuB/wG8eFhtSpIkSdKoDXOk6feBw4FTgQcDH+otrKobgQuAZw6xTUmSJEkaqWGGphcDF1bVW6rqLqCmuedK4JFDbFOSJEmSRmqYoelA4KLt3HMDcP8htilJkiRJIzXM0HQbsM927nkkcOMQ25QkSZKkkRpmaPoGcFS7IMTdJFlE8zzT14bYpiRJkiSN1DBD0weBRwB/nWTv3oIk+wBnAfsC7x9im5IkSZI0UrsNq6Kq+pskzwCOBZ4N/BggycXAIcCewJlV9blhtSlJkiRJozbUzW2r6mU0ezF9G3gQzT5NTwL+HXhZVb16mO1JkiRJ0qgNbaRpSlWdBZyV5N400/Fuqqpbh92OJEmSJM2HoYemKVV1G82KepIkSZI0sYY2PS/Jvkkek2TPvuvHJjk3yceSPHlY7UmSJEnSfBjmSNOfAquB/aYuJHk1cDrNs00Az0myoqq+PcR2JUmSJGlkhrkQxGHA+e20vCmvB/4TeCrwwvbaa4fYpiRJkiSN1DBHmh4GnD91kuQxNPs2vaGqvtpeO4YmQEmSJEnSRBjmSNO9gZ/2nB8GFPDPPdeuoAlXkiRJkjQRhhma/hM4uOf8mcBPgH/tubYvrqgnSZIkaYIMc3reWuClSV5FM+L0bODvq+qunnv+H+CqIbYpSZIkSSM1zJGmPwNuAd4N/CVNcDplqjDJfsDTgHVDbFOSJEmSRmpoI01VdWWSQ4AXtJc+VVX/0XPLAcCZwMeG1aYkSZIkjdowp+dRVdcC7x1Q9nXg68NsT5IkSZJGbZjT8yRJkiRppzPUkSaAJA8BjqRZWnzPaW6pqvrjYbcrSZIkSaMw1NCU5FTgjX31hma/pt7XhiZJkiRJE2Fo0/OSvBj4I+ArNItBBPgr4EXAB4G7gI8DRwyrTUmSJEkatWGONP0e8H3g6Kr6eRKAzVX1ceDjSc4BPgv8zRDblCRJkqSRGuZCEI8DPldVP++5ds+pF1X1BeALwO8PsU1JkiRJGqlhhqbdget7zm8DFvXd8y3g8UNsU5IkSZJGapih6RrgIT3n/wH8Qt89DwN+jiRJkiRNiGGGpktppuhN+SLwy0lekmSvJL8KPL+9T5IkSZImwjBD02eAQ5Ic2J6/FbgJOAv4CfApmhX1/nCIbUqSJEnSSA1t9byqOosmIE2dX5XkF4HXAUuBzcD7qur/DqtNSZIkSRq1oW5u26+qrgReNco2JEmSJGmUhjk9T5IkSZJ2OkMfaUpyT+DRwL707NPUq6ouGHa7kiRJkjQKQw1NSf4IOIm778/Ub9owJUmSJEnjZmihKckfAKfSrJj3UeAq3JNJkiRJ0oQb5kjTy4H/BJ5UVT8cYr2SJEmStGCGuRDEI4B/MDBJkiRJ2pkMMzT9gBEvYd4rycOTfDjJ1UluT7I5yelJ9p1lPS9I8p4kX0nykySVZE3H/Zvbe6b7unbun0ySJEnSOBlmyPkE8Nwke1bV7UOs926SLAXWAfsB5wLfAZ4MnAgcneSwqrp+htX9IfB44Bbg+8DBM3jPTcDp01y/ZYZtSpIkSZoQwwxN/xs4FPi7JCe0G9uOyvtoAtMJVfWeqYtJ3kmzet9pwHEzrOskmrD078DTgLUzeM+NVXXKbDosSZIkaTLtcGhKsmmay7sDDwWeleQm4MZp7qmqWjqHdpcARwGbgTP7ik8GXgG8JMnrqurW7dVXVVtCUpId7ZYkSZKkndRcRpruAVTftZ8D/9FzPl0KmWsyOaI9nldVd/UWVNXNSS6kCVWHAufPsa1B9kyyGngkcCvwTeCCqrpzRO1JkiRJWiA7HJqqavEQ+zEbj26Plw0ov5wmNB3E6ELT/jR7UfW6MsmxVfXlmVSwceNGli9fPm3Zhg0b5tg9SZIkDdPUjKSq/jED7QqGuXrefFnUHm8aUD51fZ8Rtf8R4Eia4LQX8DjgA8Bi4B+TPH5E7UqSJElaAHNeCCLJPYEX0axeV8C/AB9fwKlqU9P/RvJngKo6te/St4DjktwCvA44BXju9upZtmyZI0qSJEnSBJjTSFOSewFfBc4CjgdeBZwNfKUtG4WpkaRFA8r37rtvvry/PT51ntuVJEnSCG3atHX9s1WrVm1zrl3DXKfnnQQ8BbiOJjS8H/hhe+2kOdY9yHfb40EDyh/VHgc98zQq17XHvea5XUmSJI3Q6tWrt7xev379NufaNcw1ND0f+DHwhKp6ZVUdDzyRZpTnBXPt3ABTS4QflWSb/ie5H3AYcBtw0YjaH2Rle/RPD5IkSTuRiy++eJtzH7HY9cw1NB0EfLKqfjB1oaquAc5h64jPUFXVFcB5NAsvvLKv+FSakZ6ze/doSrI0ycFJdp9L20kOSXL/aa4fALy3PV0zlzYkSZI0XlasWLHN+aAVkLXzmutCEPcFvj/N9asY7TS144F1wBlJjgQ20kwJPJxmWt6b++4/HzgAOJBmU9wtkjwHeE57un97XJnkrPb1j6rq9e3rY4A3JlkLXAncDCwFfhW4F/A54B1z/3iSJEkaF2vWrGHp0qUArFy5kjVr/Bv5rmbOq+cx/Sp1I13AvqquSLICeAtwNPAs4BrgDODUqrphFtU9AXhp37Ul7RfA94Cp0LSWZp+oJ9JMx9sLuJFmMYyPAh8tF++XJEnaqSxZsmTL63Xr1i1gT7RQhhGaFifpXzFuMUCSX2brEuBbVNUFc220qq4Cjp3hvYs7yk6hWSZ8JvV8GZjR5rWSJEmSdg7DCE0v5e4jNdCEpS9Nc72G1K4kSZIkjdxcw8sFjHgqniRJkrTQfAJj1zan0FRVTx9SPyRJkiRpLM11yXFJkiRJ2qmNLDQleeQ0C0RIkiRJ0kQZ5UjTsTRLdEuSJEnSxHJ6niRJkiR1MDRJkiRJUgdDkyRJkiR1GGVoSvslSZIkSRNrZKGpqk6pKkeyJEmSJE00Q40kSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZIkdTA0SZIkSVIHQ5MkSZLGUhKSLHQ3JEOTJEmSJHUxNEmSJElSB0OTJEmSxs6mTZu2vF61atU259J8m8jQlOThST6c5OoktyfZnOT0JPvOsp4XJHlPkq8k+UmSSrJmPtqWJEnSYKtXr97yev369ducS/Ntt4XuwGwlWQqsA/YDzgW+AzwZOBE4OslhVXX9DKv7Q+DxwC3A94GD57FtSZIkDXDxxRdvc75hw4YF6ok0mSNN76MJLSdU1XOq6o1VdQTwLuDRwGmzqOsk4CBgb+D35rltSZIkDbBixYptzpcvX75APZEmLDQlWQIcBWwGzuwrPhm4FXhJkr1mUl9Vra2qy6uq5rttSZIkDbZmzdYnJlauXLnNuTTfJm163hHt8byququ3oKpuTnIhTbA5FDh/nNveuHHjwL+YOPwsSZJ2dUuWLNnyet26dQvYE2nCRppopsABXDag/PL2eNBO1rYkSdIup6qYwYQgaeQmbaRpUXu8aUD51PV9xr3tZcuWOaIkSZIkTYBJG2nanrTHhfiTxEK2LUmSJGlEJi00TY3mLBpQvnfffTtL25IkSZIWyKSFpu+2x0HPDT2qPQ567mhS25YkSZK0QCYtNK1tj0cl2abvSe4HHAbcBly0k7UtSZIkaYFMVGiqqiuA84DFwCv7ik8F9gLOrqpbpy4mWZrk4CS7z3fbkiRJkibfpK2eB3A8sA44I8mRwEbgKcDhNFPj3tx3//nAAcCBNBvTbpHkOcBz2tP92+PKJGe1r39UVa+fQ9uSJEmSJtzEhaaquiLJCuAtwNHAs4BrgDOAU6vqhllU9wTgpX3XlrRfAN8DtoSmIbctSZIkaQJMXGgCqKqrgGNneO/ijrJTgFNG1bYkSZKkyTdRzzRJkiRJ0nwzNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmSJHUwNEmSJElSB0OTJEmStkhCkoXuhjRWDE2SJEkCYNOmTVter1q1aptzaVdmaJIkSRIAq1ev3vJ6/fr125xLuzJDkyRJkgC4+OKLtznfsGHDAvVEGi+GJkmSJAGwYsWKbc6XL1++QD2RxouhSZIkSQCsWbNmy+uVK1ducy7tynZb6A5IkiRpPCxZsoSqWuhuSGPHkSZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokiRJkqQOhiZJkiRJ6mBokqRZSkKShe6GJEmaJ4YmSRPDsCJJkhbCxIamJA9P8uEkVye5PcnmJKcn2XeUdbVlNeDr2uF8OkmStKvxD0PS+NptoTuwI5IsBdYB+wHnAt8BngycCByd5LCqun6Edd0EnD5NdbfswMeRJEmSNMYmMjQB76MJOSdU1XumLiZ5J3AScBpw3AjrurGqTtnh3kuatU2bNm15vWrVKtasWcOSJUsWsEeSNDz+jJPG28RNz0uyBDgK2Ayc2Vd8MnAr8JIke81nXZJGa/Xq1Vter1+/fpvz+dT/i03vuSTtqHH5GSdpehMXmoAj2uN5VXVXb0FV3QxcCNwHOHSEde2ZZHWSNyU5McnhSe452w8iaeYuvvjibc43bNiwIP0Yt19sfAZC2jmMy884SdObxOl5j26Plw0ov5xm9Ogg4PwR1bU/8NG+e69McmxVfXk7bQKwceNGli9fPm2ZPyilu1uxYgXr16/fcj7o/z+j5i82kkZhXH7GSZreJI40LWqPNw0on7q+z4jq+ghwJE1w2gt4HPABYDHwj0keP4N2Jc3SmjVrtrxeuXLlNufzacWKFduc+4uNpGEYl59xkqY3iSNN2zM1T6VGUVdVndp3z7eA45LcArwOOAV47vYqXrZsmX+h1kSYmvpVNYz/S+243gei161bt2D9WLNmDUuXLgX8xUbS8IzLzzhJ05vEkaap0Z9FA8r37rtvvup6f3t86gzulSaCix7cXf8vNq5uJWlYqmrB/0AlaXqTGJq+2x4PGlD+qPY46DmlUdV1XXt0pT3tNMZt0QN/oZAkSQthEkPT2vZ4VJJt+p/kfsBhwG3ARfNc18r26J/itdNw0YPx5kigJEnzY+JCU1VdAZxHs/DCK/uKT6UZ6Tm7qm6duphkaZKDk+w+l7qSHJLk/v19SnIA8N721AcctNNw0YPxNm4jgZIk7awmdSGI44F1wBlJjgQ2Ak8BDqeZSvfmvvvPBw4ADqTZyHZH6zoGeGOStcCVwM3AUuBXgXsBnwPeMZRPKI0BFz0Yb44ESpI0PyYyNFXVFUlWAG8BjgaeBVwDnAGcWlU3jKiutTR7Oz2RZjreXsCNwFdp9m36aPnAhXYiS5Ys8RmiaYzL98R9XSRJmh8TGZoAquoq4NgZ3rt4GHW1G9fOaPNaSRq1cRsJHJfl6SVJGraJDU2StKtzXxdJkubHxC0EIUmSJEnzydAkSZIkSR0MTdKY2bRpE6tWrWKPPfZw7x1JkqQxYGiSxszq1atZv349d9xxh3vvaLuqaiwWXnCjXU2iTZs2kYQk/ncrqZOhSRoz7r2jSeRGu5pE/ncraaYMTdKYWbFixTbn7r2jSWDY1yTyv1tJM2VoksbMmjVrWLlyJXvsscdY7L0jzcS4hf2pKVdSl3H771bS+DI0SWNmyZIlrFu3jttvv51169ZtsxePNK56w71hX5PCP1JJmik3t5UkzZkb7WoSTf2RSpK2x5EmSZIkSepgaJIk7VRc/lySNGyGJknSTsVlpCVJw+YzTZKkoRiHTXZhvJaRnlrBbxy+N+PUF0maNI40SS2XKJZ2Di4jPd42bdrEqlWr2GOPPZw+KWliGJokfAZC2pmMy/Ln4/RzZZz6snr1atavX88dd9zh9ElJE8PQJOEzENLOpH/584Xa62ycfq6MU1/GafqkJM2UoUnCf8QlDd84/VwZp744fVLSJDI0SfiPuKThG6efK+PUlzVr1rBy5Ur22GOPBZ0+KUmzYWiS8B9xaWdTVQu+Sty4PFs1bn1ZsmQJ69at4/bbb1/Q6ZOSNBsuOS6x9R9xSRqW/merFtI49UWSJpGhSZKkXcBCj7xJ0iQzNEmSNCIGFUnaOfhMkyRJkiR1MDT9/+3de7AkVX3A8e8PFuS9sAICAcVFAS1XYReVp+AGZDUmwUqUh2KwgGghSoxauoq6i6JGUyhREIgSxSWlUUuUKLqiYIAVxQdBwkMEF93lIfJckJfsL390XxyGmb4zc2fuzPT9fqq6mnvO6dOn57fN3N/t7tMauoggIoY9DEmSJKklkyYN1Si9pV6SJElqxaRJQzVKb6mXJEmSWjFp0lCN0lvqJUmSpFZMmjRUo/SWekmSJKkVkyYN1Si9pV6SJElqxaRpBrrpppsen7Fu2JMvzJ07l8wkM1mxYsUT3lovSZIkjQKTphnIyRckSZKkzpk0zUBOviBJkiR1zqRpBnLyBUmSJKlzJk0z0LJly9hrr71Yf/31nXxBkiRJmsSsYQ9A02/u3LmsWLFi2MOQJEmSxoJXmiRJkiSpgkmTJEmSJFUwaZIkSZKkCiZNkiRJklTBpEmSJEmSKpg0SZIkSVIFkyZJkiRJqmDSJEmSJEkVTJokSZIkqYJJkyRJkiRVMGmSJEmSpAomTZIkSZJUwaRJkiRJkiqMZdIUEdtHxNkRcUtEPBwRKyPikxGxxaD76ue+B23BggUsWLBg2MNQHxjLejGe9WEs68V41ovxrI9RiOWsoe69BxGxE7AC2Br4BnAd8CLgBGBRROyTmXcOoq9+7luSJEnSeBjHK02nUyQtb83MQzLz3Zm5EPgEsAtw8gD76ue+JUmSJI2BsUqaImIu8DJgJXBaU/UHgAeAIyNi43731c99A+vceuutrFmzpmXlmjVrWLJkScv6dnVV24yCfo9vKv11s20nbSdr023MZlosp9LnqMSyqm6mxdNzc3g8Nz03B9XfqMTTWE69z1GJZVXdyMYzM8dmAY4BEjizTf13y/q/7Hdffd73VUDOmzcv58+f/6Rl9erVCeTq1auzWbu6VuUT/Y2CqmOa7v662baTtpO16SZm7crrHMup9Dkqsayqm2nx9NwcHs9Nz81B9Tcq8ey2fFTi6bk52HNz/vz5CfwsB5yHjNWVJopb4AB+1ab+hnK98wD66ue+JUmSJI2JcZsIYna5vrdN/UT55gPoq5/73qGqctGiRY+v11tvvSfUPfrooy3rWpVfe+21AEOfbQTaj3sY/XWzbSdtJ2vTTczaldc5llPpc1RiWVU30+LpuTk8npuem4Pqb1Ti2W35qMTTc3Ow52ZZt2PlwfRBZHG72FiIiLOAY4FjM/OzLeo/DCwGFmfmR/vZV5/3fTOwFXA9sLZFk3WApwG3t6hvV1e1zSjo9/im0l8323bSdrI23cZspsVyKn2OSiyr6mZaPD03h8dz03NzUP2NSjyN5dT7HJVYVtV1e2w7Avdl5jM7aNuzcbvSNHE1Z3ab+s2a2vWzr77tOzOfMenoJEmSJI2EcXum6fpy3e65oWeX63bPHU2lr37uW5IkSdKYGLfb83YCfk0x7fdOmbm2oW5T4FaKRHCrzHygn331c9+SJEmSxsdYXWnKzBuB5RT3Lr65qXopsDFwTmPSEhE7RcSuEfGEp8+67auXfUuSJEkaf2N1pQkev0K0Atga+AZwLfBi4KUUt8btnZl3NrRfCTwDeGZmrpxiX121lyRJkjT+xi5pAoiIHYCTgEXAUylujTsPWJqZdzW1XUmbpKnbvnppL0mSJGm8jWXSJEmSJEnTZayeadL0i4jFEXFFRNwXEXdExPkR8bxhj0vdi4iXRMQ3I2J1RGREHDXsMWlyEXFcRPwmIh6KiJ9FxH7DHpN64zlYH3431ktEvDkirirjeV9E/Cgi/mrY49LURMR7yv/Xfrof/Zk0aTIHAKcDewMLgT8BF0bEnGEOSj3ZBLgaOAF4cMhjUQci4lDgVODDwO4Uz1ReEBFPH+rA1CvPwfo4AL8b62QV8C5gPrAH8APgvIh4/lBHpZ5FxJ7AscBVfevT2/PUjYjYhOIFvodk5vnDHo96ExH3A8dn5ueHPRa1FxE/Bq7KzGMbym4AvpqZi4c3Mk2V52C9+N1YPxFxF7A4M88c9ljUnYiYDfycIml6P3B1Zh4/1X690jRiIuLvI+JTEXFJeYk4I2LZJNtsHxFnR8QtEfFwRKyMiE9GxBYDGOKmFP9u7h5A37UyBrHUFA0yxhGxPrCA4lUHjZZT/HVbfeY5Wx9DiKXfjQM0nfGMiHUj4jCKK8Mr+nkcmrZYnkXxx8Uf9HPss/rZmfriROAFwP0Ul4t3rWocT54G/TrgRRS3fyyKiH36PA36qcCVwI/62GddjXosNXWDjPGWwLrA7U3d3A4c2K8D0BN4ztbHdMfS78bBGng8I2IeRfw2KPfzqsz8ZZ+PQwOOZUQcCzwLOLLvI89MlxFaKN759GwgKO6ZTmBZRfvvlm3e0lR+Sll+RlP5h8ryquWANvs6BbgFmDvsz2kclhGP5f3AUcP+jMZ9GWSMge3Ksv2a2n4AuG7Yx17HZdDnbFMbz8H6xNLvxhrEE1if4pftPYCPAH8AnjfsY6/bMuDvzV2AO4BdG8ouBj7dj7H7TNMIi4gDgIuAczPzdS3q5wI3AiuBnTJzbUPdphTvkApg68x8oCzfkuIv2FV+m5l/bNrXJ4DDgJdm5nW9HtNMNUqxLLf1eYo+63eMy9vz/ggcnplfaWh7GsUX+f4DPJwZbxDnbNP2noPTZJCx9Ltx+g363GxoeyFwc2Ye3dcD0OMG8L15FPAfwGMN3axLkVytBTbOzId7Ha/PNI23heV6eeM/JIDMXANcBmwE7NlQ/ofMvG6SpTlhOhU4Aljol8LATEssNVRdxTgzHwF+BhzU1M9BeJ/9KOj6nNXI6imWfjeOrH6dm+sAT+n/8NSFbmN5HjAP2K1h+SnwpfK/H5nKYEyaxtsu5fpXbepvKNc797qD8q/abwAOB+6OiG3KZZNe+1RL0xHLTSJit4jYjeLcf3r5s9NXT49eYnwKcFREHBMRzyl/SdsOOGNAY1Tnuo6n5+DI6iWWfjeOrl7i+dGI2C8idoyIeRHxEYpbx84d3DDVga5imZn3ZObVjQvwAHBX+fOUbq8zaRpvs8v1vW3qJ8o3n8I+jqOYFej7FJdBJ5Z3TKFPPdl0xHIP4BflsiGwtPzvk6bQpzrXdYwz88vAP1E8OHslsC/wisy8eVCDVMd6OWc9B0dTL7H0u3F09RLPbYBlwPUUMX0h8PLMvGAgI1SnpuN3o445e169RbnuObPOzJi8laZBP2J5cUM/Gj0tY5yZp1O8RFPj5Unx9BwcW61iaRzHV6t4HjWcoWiKJv3dKDMP6NfOvNI03iYy7Nlt6jdraqfRZSzrzxjXi/GsD2NZL8azPkYqliZN4+36ct3uOZdnl+t294JqdBjL+jPG9WI868NY1ovxrI+RiqVJ03i7qFy/LCKeEMtyKsZ9gAeBy6d7YOqasaw/Y1wvxrM+jGW9GM/6GKlYmjSNscy8EVgO7Ai8ual6KbAxcE7Vewg0Goxl/RnjejGe9WEs68V41seoxdKX246YiDgEOKT8cRvgYOAm4JKy7A+Z+Y6G9jtRvLNla+AbwLXAiyneuPwrYO/MvHN6Rq9GxrL+jHG9GM/6MJb1YjzrY6xjmZkuI7QASyhmAWm3rGyxzQ4Ub0C+leLFXTcDpwJzhn08M3kxlvVfjHG9FuNZn8VY1msxnvVZxjmWXmmSJEmSpAo+0yRJkiRJFUyaJEmSJKmCSZMkSZIkVTBpkiRJkqQKJk2SJEmSVMGkSZIkSZIqmDRJkiRJUgWTJkmSJEmqYNIkSZIkSRVMmiRJkiSpgkmTJEmSJFUwaZIkSZKkCiZNkiSNoYj4cEQ8GBHbDWHfn4mIOyNiznTvW5KGwaRJkmaYiMhJlqOGPUZVi4hnAG8DPpOZtzSUzypj+KdJtl9Vttu+xyF8CNgIeH+P20vSWJk17AFIkoZmaZvyK6d1FOrFB4D1gI8PY5CrY1IAAAfySURBVOeZuToivggcFxEfz8zVwxiHJE2XyMxhj0GSNI0iIgEyM4Y9FnWvvCVuNXBRZr6iqW4W8CjwWGa2/cNoRKwC/gLYITNX9TiOfYBLgaWZuaSXPiRpXHh7niSprYhYVt7G9fSIOCEiflk+R3NhU7uXR8QF5XMuD0fEjRHxsYjYrE2/B0fEZRHxQETcFRFfj4idG/a3fUPbA8uyE9v0tSoift2m7rURcXFE3BMRD0XENRHxnohYv6ndxG1tF0bEVhHx2Yi4rTyWqyPi9RWf0aKI+O+I+H3Z/ncRcV5ELCzrX1n2fVab7TcoP4Pbm8fVxhHABsCXO2jbsYi4dJLbNp8Q88y8DFgFHN3PcUjSKPL2PElSJ04D9gW+DXwLeGSiIiJOAt4H3AmcD9wBvAB4J/DyiNg7M9c0tD8U+E/gYYpf/G8DXgL8CLimXwOOiC8Arwd+C3wVuBfYGzgZWBgRB2fmY02bzSnH8Ufgv4ANgdcAX4iIxzLz3KZ9nAy8B1gDnEeRRGxH8VkdAfyA4jNbCRweEW9v/CxKrwG2AP4lMx9hcgeW60s7aNuNs4ELW5TvDxxA8Zk0uww4NCJ2zczr+jweSRoZJk2SNENFxJIWxSsz8/MtyncDdsvMm5v6OIgiYboUeGVm3ttQdwzw7xSTBbyzLNsMOAN4DNgnM3/R0P5TwPFTOKTGcR1DkTB9BXh9Zj7UUPdB4ETgTRTJYKPdgbOA4yYSqoj4N4rnvN4FnNvQzysoEqYbgZc0TcgQFMkTmbk2Is4EPgK8tjz+Rv8IJMVn1Yl9gbsz88aKNuu0ie+EJ10BzMyzm8siYnfg7cDvgRNa9HMFcChF0mvSJKm2fKZJkmaYiWea2vhhZh7Q0HYZxS/6x2dmc4JBRJwPvBLYNTOvb1H/S+Cpmbld+fM/AJ8Hzs7Mo5vabgHcDGxKw7M2EXEg8D3gfZn5oRb7WAU8lJnPatrvzsBWmXlfU/tZFFfDrs3MvRvKHgXuB7bNzPubtrkM2AvYODMfLMsuABYBf5OZ5zePq2n7rSiuQl2Tmbs3lD8X+D/ge5n5sqo+yvYbUlzxuTYzn9uifuI4OtX2mabyFskfU1wFW5iZl7do81pgGXByZra8fVKS6sArTZI0Q3U5EcRP2pTvRXGb3eHFxZUnmQVsGxGzy6tQ88vyH7YYz90RcRWwTxfjepKI2BR4HnA78M9txvUQ8JwW5dc3J0yl31Hc2rc58GBZtiewFvjuZGPKzDsi4qvAERHxosyc+DzfWK6brz61s2W5vnuSdp1OBNGuflOK2zC3BV7dKmEq3dU0LkmqJZMmSVInbmtTPgcIiimwq2xC8UzR7PLn27vcTzcmXrj6tEnG1epdRvdM0nbdhrLZwB0dPocEcDrFc05vBH4SERsAR1Ic8zc77GMiYdugw/ZdK69WfQV4PvDOzPxaRfMNm8YlSbXk7HmSpE60u6XvPorEISZZJt7jM/HM09Pa9LdNi7K15brdH/pmN/08sY8rJhnTem3669S9wJYdzng3MdvcVcBhETGbP08A8bnMrHwZbYO7KJ4He2oP4+3UacDBFC/O/ddJ2k6M4/cDHI8kDZ1JkyRpKi4HtoqIXTps//NyvX9zRflM0/NbbDNxK9oOLbbZleIq1uMy8x7gemBeRGze4bh6cTnF9+jBXWzzGWAj4HUUE0CspfMJIMjMtcDVwPYRsXEX++1IRLyrHNcFwFs62GTXcu0LkSXVmkmTJGkqTinXn42IbZsrI2KTiHhxQ9HXKa7QHFnOzNboJIpJIJpdQzFBw6si4vFnZyJiI+DUinFtAHyuvKrTPK45LfbfrU9N7KvNsbd6ZmgZxfTkiyme3fpO84yEHbiY4jbBF3a5XaWIeDXFDH//C7ymxXTsrexJceviJf0ciySNGp9pkiT1LDOXly+d/SBwQzmj3G8orv7sSHFF6SKKGfbIzPsi4k0U72m6LCIa39P0HIqpy/dt2sfD5XTki4ErI+LrwHoUV3hupsXzUZl5VkQsoLhqsn9ELKd4X9McYC6wH8UVnp6nOM/Mb0fER4F3A9dFxMR7mrYpj+ES4Jimbe6PiC8Cx5VFZ/aw669RTP99MEUCNWURsQ5wDsXzaVcA72gxgcZNmXlOwzZzgD2A5W0mz5Ck2jBpkiRNSWaeHBGXAG+luHrytxRXk1ZRzAp3blP7L0XE3RTvbzqUYia7/wHeUJY9IWkqnQg8ABxNMZHCbWW/JwE3tBnXGyPiW2X7gyhmvruTItH6GMVVnynJzMXldORvAf4a2Jji+Z6fVPR/NkXStIpihrpu93lJOaX66yLiveUte1O1Dn+eXOKYNm2+T5FYTTgMWJ/ilkNJqjXf0yRJGhkN74Vq+/6gcdfw0t8lmbm0xz6OpEhgJn1H1CCUL+/9BcUVv3l9StwkaWT5TJMkSdOknM77bcAjwFlT6GoZ8FNgabR5EdWA/R3wAuDtJkySZgJvz5MkacAiYj+K57YWAs8FPpmZt/baX2ZmRBwLHELxDFXPffXoKcAJmfmdad6vJA2FSZMkSYN3MPBeivcsnUExqcWUZOaVDGmq78w8d/JWklQfPtMkSZIkSRV8pkmSJEmSKpg0SZIkSVIFkyZJkiRJqmDSJEmSJEkVTJokSZIkqYJJkyRJkiRVMGmSJEmSpAomTZIkSZJUwaRJkiRJkiqYNEmSJElSBZMmSZIkSapg0iRJkiRJFf4fpCHEEoD/AKsAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 292, "width": 422 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "data_files = DataFiles() # get the dictionary of BISIP data files\n", "\n", "for n, p in data_files.items(): # n is the filename, p the filepath\n", " model = PolynomialDecomposition(filepath=p)\n", " fig = model.plot_data('phase')\n", " ax = fig.gca()\n", " ax.set_title(n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Samples K389173 and K389176 can be explained with a 3rd degree polynomial approxation, whereas the rest of the samples would likely require a 4th order polynomial approximation. For this example we will use a 4th order approaximation for all data sets." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:01<00:00, 505.89it/s]\n", "100%|██████████| 1000/1000 [00:01<00:00, 512.17it/s]\n", "100%|██████████| 1000/1000 [00:01<00:00, 508.69it/s]\n", "100%|██████████| 1000/1000 [00:01<00:00, 509.93it/s]\n", "100%|██████████| 1000/1000 [00:01<00:00, 532.47it/s]\n", "100%|██████████| 1000/1000 [00:01<00:00, 522.29it/s]\n" ] } ], "source": [ "# Make a dict to hold results\n", "results_debye = {}\n", "# Define MCMC and Debye parameters\n", "params = {'nwalkers': 32,\n", " 'nsteps': 1000,\n", " 'c_exp': 1,\n", " 'poly_deg': 4,\n", " }\n", "\n", "for n, p in data_files.items(): # n is the filename, p the filepath\n", " # Initialize with 1 file at a time, and pass the params\n", " model = PolynomialDecomposition(filepath=p, **params)\n", " model.fit()\n", " # Store the fitted model in the results dict\n", " results_debye[n] = model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have a dictionary of fitted models in `results_debye`. Let's quickly inspect the fit results while discarding half the steps as burn-in. Check the chains with the `plot_traces()` method to see why the value is appropriate." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 218, "width": 574 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for name, model in results_debye.items():\n", " fig = model.plot_fit_pa(discard=500)\n", " ax = fig.gca()\n", " ax.set_title(n)" ] }, { "cell_type": "raw", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "We have obtained a good fit and 95% HPD for all data sets. This is interesting because we have a unique solution for each data set. Therefore, our recovered values should be usable for all samples, whereas if we used a Cole-Cole model samples K389173 and K389176 would have a ill-defined solution (see the `Pelton tutorial`_).\n", "\n", ".. _Pelton tutorial: pelton.ipynb" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to do a bit of work to extract the total chargeability. We will use the pandas library to organize the results in a DataFrame." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r0a0a1a2a3a4
SIP-K3891700.9897710.014033-0.002350-0.004634-0.0003380.000219
SIP-K3891721.0183880.017680-0.011578-0.0035090.0020610.000526
SIP-K3891731.0119230.003390-0.000995-0.0004990.0003960.000172
SIP-K3891741.0048510.007547-0.003206-0.0018710.0005480.000242
SIP-K3891750.9976130.006870-0.003937-0.0013380.0007410.000219
SIP-K3891761.0069410.002426-0.001084-0.0000480.0005640.000159
\n", "
" ], "text/plain": [ " r0 a0 a1 a2 a3 a4\n", "SIP-K389170 0.989771 0.014033 -0.002350 -0.004634 -0.000338 0.000219\n", "SIP-K389172 1.018388 0.017680 -0.011578 -0.003509 0.002061 0.000526\n", "SIP-K389173 1.011923 0.003390 -0.000995 -0.000499 0.000396 0.000172\n", "SIP-K389174 1.004851 0.007547 -0.003206 -0.001871 0.000548 0.000242\n", "SIP-K389175 0.997613 0.006870 -0.003937 -0.001338 0.000741 0.000219\n", "SIP-K389176 1.006941 0.002426 -0.001084 -0.000048 0.000564 0.000159" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "names, models = zip(*results_debye.items())\n", "\n", "mean_values = [m.get_param_mean(discard=500) for m in models]\n", "\n", "df_debye = pd.DataFrame(mean_values)\n", "df_debye.columns= models[0].param_names\n", "df_debye.index = names\n", "df_debye.head(6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to sum the coefficients and log_tau values:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\\begin{equation}\n", "m_l = \\sum_{p=0}^P a_p (\\log_{10} \\tau_l)^p.\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-6. -5.79487179 -5.58974359 -5.38461538 -5.17948718 -4.97435897\n", " -4.76923077 -4.56410256 -4.35897436 -4.15384615 -3.94871795 -3.74358974\n", " -3.53846154 -3.33333333 -3.12820513 -2.92307692 -2.71794872 -2.51282051\n", " -2.30769231 -2.1025641 -1.8974359 -1.69230769 -1.48717949 -1.28205128\n", " -1.07692308 -0.87179487 -0.66666667 -0.46153846 -0.25641026 -0.05128205\n", " 0.15384615 0.35897436 0.56410256 0.76923077 0.97435897 1.17948718\n", " 1.38461538 1.58974359 1.79487179 2. ]\n" ] } ], "source": [ "# Take log_tau from any model (considering the \n", "# frequency range is the same for all samples)\n", "log_tau = models[0].log_tau\n", "print(log_tau)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define this utility function to get the chargeability value ($m$) that corresponds to each $\\tau$ value." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r0a0a1a2a3a4total_m
SIP-K3891700.9897710.014033-0.002350-0.004634-0.0003380.0002191.342871
SIP-K3891721.0183880.017680-0.011578-0.0035090.0020610.0005261.210898
SIP-K3891731.0119230.003390-0.000995-0.0004990.0003960.0001720.786556
SIP-K3891741.0048510.007547-0.003206-0.0018710.0005480.0002420.930805
SIP-K3891750.9976130.006870-0.003937-0.0013380.0007410.0002190.655028
SIP-K3891761.0069410.002426-0.001084-0.0000480.0005640.0001590.545386
\n", "
" ], "text/plain": [ " r0 a0 a1 a2 a3 a4 \\\n", "SIP-K389170 0.989771 0.014033 -0.002350 -0.004634 -0.000338 0.000219 \n", "SIP-K389172 1.018388 0.017680 -0.011578 -0.003509 0.002061 0.000526 \n", "SIP-K389173 1.011923 0.003390 -0.000995 -0.000499 0.000396 0.000172 \n", "SIP-K389174 1.004851 0.007547 -0.003206 -0.001871 0.000548 0.000242 \n", "SIP-K389175 0.997613 0.006870 -0.003937 -0.001338 0.000741 0.000219 \n", "SIP-K389176 1.006941 0.002426 -0.001084 -0.000048 0.000564 0.000159 \n", "\n", " total_m \n", "SIP-K389170 1.342871 \n", "SIP-K389172 1.210898 \n", "SIP-K389173 0.786556 \n", "SIP-K389174 0.930805 \n", "SIP-K389175 0.655028 \n", "SIP-K389176 0.545386 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_m(df, P):\n", " m = {}\n", " for idx in df.index: \n", " m[idx] = 0\n", " for p in range(P+1): \n", " coeff = df_debye.loc[idx, f'a{p}']\n", " m[idx] += coeff*log_tau**p \n", " # Add the total chargeability in the df\n", " df.loc[idx, 'total_m'] = np.sum(m[idx]) \n", " return m\n", "\n", "m_debye = get_m(df_debye, params['poly_deg'])\n", "df_debye.head(6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's inspect the recovered RTDs:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+XYjhpYi2db7BMCvZAgwXuD4YLrj/g6Fb29Pa8bsySpoGBmF4inMcw8/nKrAR6Gjc3/yVDMewBYbfJcvfgyPAO0BzrfUJm2pxGN4CvgzDu0duAX4YGnzbMPwu9DH+nhXWnzA0pn/B0C0r1Jh8C6p0n/shhCjnlNYycYQQQjiTUuoEhilP/6y1nufseMS9UUpNASYDy7TWUc6NRgghShd50iGEEE5k7OdeH0P3k1VODkcIIYQoEdLoEEIIJ1FKBXJndq3FWusbBZUXQgghyippdAghxAOmlPpQKXUewwDyVkAK8K5zoxJCCCFKjjQ67pNSqrNSaoNSKlkppZVSUc6OSQhR6gUCtTDMvrQFiDAOaBdCCCHKJRlIfp+UUj0xzCJzEFgOvKy1XurUoIQQQgghhChFpNFRjJRSN4FXpNEhhBBCCCHEHWWue5VSaqBS6iOl1G6l1A1jl6YVd6lTUym1WCn1q1IqSyl1Tik1WylV+UHFLYQQQgghxMPKzdkB3IP/w/DSoZtAEtCwoMJKqbrAHgxvHf4aw8u+2gETgD8qpR7XWl8p0YiFEEIIIYR4iJW5Jx1ANBCO4U23fy5E+U8wNDjGa62f0Vr/TWsdAcwCGgD/sCyslHrX+PSkoNS1eHdJCCGEEEKI8qtMj+kwXvzvAFZqrYfbyX8EOA2cA+pqrfMs8vyA3wAFVNNapxuXB2KYWaYg57XWt+xsT8Z0CCGEEEIIYaMsdq8qigjj5xbLBgeA1jpNKfX/gD8AjwHbjctTMMyZX6KUUmcxTJmZ5aBIQknHIIQQQgghHgphwA2tdR1nBVDeGx0NjJ8nHOSfxNDoCMfY6CgqpZQvUM/41QWorZRqCaRqrc8XUNVfKeXq5eXlYy+zUaNGre8lHiGEEEIIISwdP36cjIwMp8ZQ3hsdFY2f1x3km5ZXuo9tPIqhi5fJVGNaBkQVUO9cq1atAg4cOHAfmxZCCCGEEKJgbdq04eDBg+ecGUN5b3TcjTJ+3vPAFq31Tov1CCGEEEIIIWyUxdmrisL0JKOig3x/m3JCCCGEEEKIYlbeGx2/GD/DHeTXN346GvMhhBBCCCGEuE/lvdFhGmvxB6WU1b4ap8x9HMgA4h90YEIIIYQQQjwsynWjQ2t9GtiCYZqwcTbZU4EKwHLTOzqEEEIIIYQQxa/MDSRXSj0DPGP8Gmz87KCUWmr8d4rW+jWLKi8De4B/KaWeBI4D7YFuGLpV/b3EgxZCCCGEEOIhVuYaHUBLINJm2SPGBJAImBsdWuvTSqlHgbeBPwI9MbyJ/F/AVK11aolHLIQQQgghxEOszDU6tNZTgClFrHMBGFkS8dyPtIzb/Prrr+bvfn5++Pn5OTEiIURplpmZyZYtW9i/fz/Jycnk5OQ4OyQhhBAPmJubGyEhIbRr144//OEPeHl5OTukQinXYzpKu8TUDML/GEVISAghISHMmDHD2SEJIUqpzMxMZsyYwZo1a0hMTJQGhxBCPKRycnJITExkzZo1zJgxg8zMTGeHVChl7klHeRPYcwIT3voHf+5Yg4r+/nevIIR4KG3ZsoWEhAQqV65MZGQkTZo0KTN3t4QQQhSfzMxMjh49yrJly0hISGDLli307dvX2WHdlTzpcKIalbxxc1GsPHCJt7f/hqunt7NDEkKUUvv37wcgMjKSNm3aSINDCCEeUl5eXrRp04YXXngBuPP3obSTRocTBVTwYPmL7fD3cmPLsYsMXbCP1PTbzg5LCFEKJScnA9CkSRMnRyKEEKI0aNq0KYDV+ODSTBodTtaxXiDrXn6ckEre/PfCNQb+ew8XUm85OywhRCljGsMhTziEEEIAeHp6ApCdne3kSApHGh2lQL1qvqx7uSONqvtzJiWdAf/ew9Ffrzs7LCGEEEIIUUoppZwdQpFIo6OUCPL34ouxj9HhkSpcTsviuU/j2XMqxdlhCSGEEEIIcd+k0VGK+Hu5s/TFtvRuXp2bWTlELtnPhp/KRj89IYQQQgghHJFGRynj6ebKv4a04sXH65Cdqxn/2SEW/eess8MSQgghhBDinkmjoxRycVG81bsRb/ZsCMA7G4/xz++Ok5ennRyZEELcv9zcXBYsWECXLl0ICAjA3d2datWq0bx5c0aPHs2GDRvMZXfu3IlSiq5du1qtw7TcMnl4eFCzZk0GDRrE3r17ixSTaR32nDp1irp166KU4s033zQv/+CDD+jZsydhYWH4+vri7+9Ps2bNePXVV0lKSnK47ytXrqRTp04EBwfj4+NDeHg4I0eO5OjRo3brXLp0iQkTJlC3bl08PT0JDAykT58+xMfH2y1//PhxJk+eTL9+/ahdu7Z53xy9UNLesbSXLly4kK/usWPHGDx4MNWqVcPLy4sGDRowefJkMjIy7G5L3D85f8rP+WPpnXfeMZfdtm1bgWXLKnk5oBPl5eVZTXPm5+eHn58fYDiBX+pcl6p+nvzPmp+Z//0ZLt3I5P2BLfBwk7aiEKJsys3NpXfv3sTGxlKpUiV69epFzZo1SU1N5fTp06xatYqEhIRCv+gqNDSUqKgoANLT04mPj2ft2rWsW7eOtWvX0r9///uK98CBA/Ts2ZOUlBQ++ugjXnnlFXPep59+iq+vL126dCEoKIjs7GwOHTrErFmzWLRoETt37qRVq1ZW6xs6dCirV6+mZs2aDBgwAD8/Pw4fPsyyZctYtWoVmzZtIiIiwlw+MTGRxx9/nOTkZNq1a8czzzxDSkoK69atY9OmTaxZsybfPm7evJm3334bV1dX6tevj5eXV4FvLA4LC2Py5Ml28w4fPsy6deto0qQJtWrVssrbt28fERERZGdnM3DgQGrVqkVcXBxvv/0227dvZ/v27ebZdUTxkPOn/Jw/lg4ePMg777yDr68vN2/eLPCYlmlaa0lOSMCB6tWra8CcJk+erO3Z9csl3fitTTr09Y16+MJ4nZaZbbecEKL8Gj58uB4+fLizw7hvMTExGtAtWrTQ165dy5efnp6u4+LizN937NihAd2lSxerco6Wa631pEmTNKDr1KlT6LhM/w9b2rp1q/b19dUeHh569erV+epkZGTYXdf8+fM1oHv06GG1fP/+/RrQTZo00enp6VZ5ixcv1oDu1q2b1fJ+/fppQI8fP17n5eWZl588eVL7+/vrgIAAfeXKFas6CQkJOj4+Xt+6dUtrrXVoaKgGdHZ20f92DBkyRAN6zpw5VstzcnJ0o0aNNKC//vpr8/Lc3Fz97LPPakC/9957Rd6eKJicP+Xj/LGUkZGhGzdurDt06KBHjBihAb1169ZCb6Owfxtat26tgQPaide+csvciYKCgkhOTjaniRMn2i3XObwqn7/UgUBfD3afTGHI/L1cTst6wNEKIcT927NnDwBRUVFUrFgxX76Pjw/dunW7r22MGzcOgLNnz3L58uV7Wsfnn39Or169cHFxITY2lkGDBuUr4+idKYMHDwbg5MmTVsvPnDkDwJNPPomPj49VXr9+/QCs4s3MzOS7777DxcWFd99916r7Sr169RgzZgypqamsXLnSal0NGjSgffv2eHt7F3Z37bpy5Qrr16/H29ubESNGWOXt2rWL48eP07lzZ6u76i4uLrz//vsAzJs3z3STTRQTOX/Kx/lj6Y033uDs2bMsXboUF5fyfVlevveulHNxcaFGjRrmZOpaZU+zmhX58s8dCaviw5HkGzz77z2cTUl/gNEKIcT9q1KlCgAnTpwosW1YXujeyzz2c+bMYejQoQQEBLBr164iX8R98803ADRv3txquelt8nFxcfnGPGzcuBGAp556yrwsNTWV7OxsAgMD7f59eOSRRwDYvn17keIrrKVLl5KVlcWgQYOoXLmyVV5cXBwAf/zjH+3GFR4eTmJiovlCURQPOX/Kx/ljsmPHDubMmcN7771HeHh4icRRmsiYjjIktEoF1v65Iy8u/YGfk67z7L/3sCSqLS1qVXJ2aEIIUSgDBgxg+vTpzJs3j7S0NPr370+bNm0IDQ0ttm3MnTsXMFxUBAYGFqnuG2+8wbRp06hfvz6bN2+mTp06d62zcOFCkpKSuHnzJocPH2bbtm2EhoYybdo0q3JNmzYlOjqaWbNm0bBhQ3r37o2fnx9Hjx4lNjaWIUOG8O6775rLV65cGVdXV1JSUrh58ya+vr5W6zNd0CckJBRpHwtr4cKFAIwdOzZf3i+//ALg8EKpfv36nDhxghMnTlC3bt0Sie9hJOdP+Th/AK5fv05UVBSdOnVi/PjxJRJDaSONjjIm0NeTz8Y8xssrD7LrxGWGzI/nk+Gt6dagmrNDE0I4UdjfvnXq9s9N61Wocq1atWLFihVMmDCBFStWsGLFCgACAgLo3LkzL774In369Cn8ds+dY8qUKYBhIOy+ffvYvXs3Li4ufPjhh0Xej2nTpuHu7k5sbGyhLpjAcHGxb98+8/e2bduyatUq6tWrl6/szJkzadCgAdHR0XzyySfm5W3atCEyMpIKFSqYl3l7exMREcHWrVuZNGkSM2fONOedOXPGfFFz9erVIu/n3ezatYuEhASaNGlCx44d8+Vfv34dwG4XH8vl165dK/bYitvxho2cuv1GCccLXVbOn/Jx/gD85S9/4cqVK+zYsaPMvVn8Xkn3qjKogqcbCyMfZUDrEDKycxm97EfWHrA/vZwQQpQ2gwcP5vz582zevJm33nqL3r17k5eXx1dffUXfvn2JjIws9FiAxMREpk6dytSpU5k9ezanTp1iwIAB7N692zwrjenCyjbZ8/TTT5Odnc3QoUMLfcEcHx+P1pqUlBS2bNkCGC6CYmNjrcpprRk/fjzjxo1j0qRJXLhwgbS0NHbv3o1Sih49epjvMpvMnj2bypUrM2vWLDp06MDEiROJioqiZcuW5rvbrq6uhYqzKObPnw84vkt7N6af38NyMfUgyflT9s+fdevWERMTw/vvv2/u5vVQcOYo9oc5AQdat26t70deXp6etum4Dn19ow59faP+OO6k1ewMQojyo7zMXuVITk6O/uKLL3SFChU0oNevX6+1vrfZd2yZytomS6ZlmZmZum/fvhrQrVq10pcvXy7yvly9elUHBQXpqlWrmmfA0VrrJUuWaEBHR0fnq/Pbb79pb29v7evrq9PS0qzyzpw5o0eOHKlDQkK0u7u7DgkJ0dHR0ebZfFq0aFFgPEWdfefKlSva09NTe3t766tXr9otM3DgQA3otWvX2s3v1auXBvR3331XqG2K+yPnT9k5f65cuaIDAwN1REREvmu2yMhImb1KlE5KKV7/Y0Om9GmMUvDB5l+YsuEoufISQSFEGePq6srgwYOJjo4G7gxULg5du3Z1dPMnH09PT7788ksGDx7MoUOH6Nq1K7///nuRtlepUiU6dOjA5cuXrV5YZhrsam9gbXBwMA0bNuTmzZvm8RImderUYfHixSQlJXH79m2SkpKYOXMmR44cAQzdUYrTsmXLyMrKYvDgwVSqZH/MYIMGDQDHA5pNMw89DINjSwM5f8rO+XP+/HlSUlKIi4vDxcXF6gWCy5YtA6B79+4opZg9e3axxuZsMqajHIh6vA5V/byI/uK/LNubyOWbWcwc3BIv9+J/ZCiEECXJNMuMo4uaB8HNzY1Vq1bh7e3NsmXL6NKlC9u3b6dmzZqFXkdycrJ5XSZZWYapzh1NQ2pa7uHhUahtmPqkDxs2rNBxFcaCBQsAeOmllxyWiYiI4B//+AexsbG88cYbVnlnzpzhxIkThIaGPlxdR0oBOX9K//lTpUoVRo0aZTfv+++/5+TJk/To0YMaNWrQtGnTYo3N6Zz5mOVhThRD9ypbe06l6KaTYnXo6xv1oHl79LVbt4t1/UII5ykv3atWrVqlt2zZonNzc/Pl/fbbb7pevXoaML9MrDi6hxQGdrqM5OXl6bFjx5pflHb27Flz3rlz5/Tp06ftrmvevHka0LVq1dI5OTnm5dOnTze/3Mz2xW7//ve/NaCDg4Ot6mRmZurMzMx8cb311lsa0L169brrvhWle8j333+vAd20adMCyxX0ckBT1yt5OWDxk/OnfJw/jpT37lXypKMc6VC3Cqv/1IGoJfvZfzaVwfP2suzFdgRXtP8CHiGEeND27dvHnDlzCA4O5oknnjDPcHNy/VZvAAAgAElEQVT27Fm+/fZbMjIy6NevHwMHDnRypIYurPPmzcPb25vZs2fTqVMn4uLiqF+/PocOHWLAgAF07NiR8PBwgoKCuHLlCvHx8Rw+fBhfX19iYmKsBqm+/PLLrFy5kp9//pnw8HD69u1LpUqVOHjwIHFxcbi6ujJ37lyrOidPnqRTp050796dsLAwbt++zdatWzl27Bht27Zl+fLl+eJOSUnhtddes/oOMGrUKPPA7r/97W80bNgwX13TANiCnnKAoTvPkiVLiIiIYODAgQwcOJDatWuzfft2fvzxRx5//HFzVx9RfOT8KR/nz0PLmS2ehzlRAk86TJKu3tIRH+7Qoa9v1B3+uU2f+P1GiWxHCPHglJcnHefPn9cff/yxfuaZZ3R4eLj28/PT7u7uOjg4WPfo0UPHxMRY3cV15p1aS2+++ab5TuqRI0d0YmKifvXVV3Xbtm11tWrVtJubm/b19dXNmzfXEydO1OfPn7e7nrS0ND116lTdokUL7ePjo93c3HT16tX1oEGD9L59+/KVv3Tpkh46dKgOCwvTXl5e2s/PT7dt21bPmjVLZ2Vl2d3G2bNn7Q78tUw7duzIVy81NVV7eXkVOIDc1tGjR/XAgQN1lSpVtIeHh65fv76eNGmS1QBgUXzk/Clf54+t8v6kQ2ktg46dQSl1oGXLlq2//fbO3Pp+fn4FvpW8KK6m32b08h85kHiVit7uLB3Zlla17b8RUwhR+o0YMQKAmJgYJ0cihBCitCjs34Y2bdpw8ODBg1rrNg8iLntk9ionunjxIiEhIeY0Y8aMYlt35QoerBzdnqcaBXE9I5vhC/cRf+ZKsa1fCCGEEEKIwpJGhxMFBQWRnJxsThMnTizW9Xu5u/Lv4a3p17IG6bdziVy8n52/XCrWbQghhBBCCHE30uhwIhcXF2rUqGFOxdW1ypK7qwszB7dkSNtaZOXkMWb5j8QeKdqc2UIIIYQQQtwPaXQ8BFxdFO8NaMbIx8PIztWMW3WQr/+b7OywhBBCCCHEQ0IaHQ8JpRSTejfmlW71yM3T/PWL//LZ/vPODksIIYQQQjwEpNHxEFFK8drTDfifpxugNbyx7jCL/nPW2WEJIYQQQohyThodD6Fx3eoxuU9jAN7ZeIyP4046OSIhhBBCCFGeSaPjITXy8TpMf7YZSsGHW07wfmwC8s4WIYQQQghREqTR8RB7rm1tZj/XElcXxSc7TzP1m2Pk5UnDQwghhBBCFC9pdDzk+rUM4d/DWuPh6sLSPef427qfyZWGhxBCCCGEKEbS6BD8oUkwCyMfxcvdhdU/JvHXL/5Ldm6es8MSQgghhBDlhDQ6BACdw6uy/MX2+Hq68c1Pv/LnFQfJzM51dlhCCCGEEKIckEaHMGtXJ4AVo9tT0dudbccvMmb5j9y6nePssIQQQgghRBknjQ4nyr58iV9//dWc0tLSnB0SLWtV4vOXHiPQ14PdJ1OIXLyftMxsZ4clhBBCCCHKMGl0OFHupcvMatWSkJAQQkJCmDFjhrNDAqBRdX++GNuBYH8vfjh3lWEL93Ht1m1nhyWEKCdyc3NZsGABXbp0ISAgAHd3d6pVq0bz5s0ZPXo0GzZsMJfduXMnSim6du1qtQ7Tcsvk4eFBzZo1GTRoEHv37i1STKZ12HPq1Cnq1q2LUoo333zTvPyDDz6gZ8+ehIWF4evri7+/P82aNePVV18lKSnJ4b6vXLmSTp06ERwcjI+PD+Hh4YwcOZKjR4/arXPp0iUmTJhA3bp18fT0JDAwkD59+hAfH2+3/PHjx5k8eTL9+vWjdu3a5n3LybH/5NresbSXLly4YK6TnJzMRx99RI8ePQgLC8PT05MqVarQvXt31q1bZ3c7onjI+VP2zx/LY2YvPfbYY3a3Vda5OTuAh92LlaswdvAQvP/nNfwrV3Z2OGZ1q/qy5k8dGLownp+TrjNkfjwxo9pT1c/T2aEJIcqw3NxcevfuTWxsLJUqVaJXr17UrFmT1NRUTp8+zapVq0hISKBv376FWl9oaChRUVEApKenEx8fz9q1a1m3bh1r166lf//+9xXvgQMH6NmzJykpKXz00Ue88sor5rxPP/0UX19funTpQlBQENnZ2Rw6dIhZs2axaNEidu7cSatWrazWN3ToUFavXk3NmjUZMGAAfn5+HD58mGXLlrFq1So2bdpERESEuXxiYiKPP/44ycnJtGvXjmeeeYaUlBTWrVvHpk2bWLNmTb593Lx5M2+//Taurq7Ur18fLy8vMjMzHe5jWFgYkydPtpt3+PBh1q1bR5MmTahVq5Z5+UcffcT06dOpU6cO3bp1Izg4mMTERNatW8e2bduIjo5m5syZRTrW4u7k/Ckf54+J5fG3VLNmTYfbK9O01pKckIADLau66+ONw/WxBg114ugxOjc9XZc2v13L0BEf7tChr2/U3T7YoZOv3nJ2SEI8lIYPH66HDx/u7DDuW0xMjAZ0ixYt9LVr1/Llp6en67i4OPP3HTt2aEB36dLFqpyj5VprPWnSJA3oOnXqFDouQBv+JN6xdetW7evrqz08PPTq1avz1cnIyLC7rvnz52tA9+jRw2r5/v37NaCbNGmi023+v1+8eLEGdLdu3ayW9+vXTwN6/PjxOi8vz7z85MmT2t/fXwcEBOgrV65Y1UlISNDx8fH61i3D/9ehoaEa0NnZ2Xc5CvkNGTJEA3rOnDlWy7/88ku9c+fOfOWPHTum/f39NaB//PHHIm9PFEzOn/Jx/mitHR7/oirs34bWrVtr4IB24rWvdK9yIpdqoYQ+mYqrZy7pu3dzftRocm/ccHZYVoIrevHF2A40qu7PmZR0Bs3bS+KVdGeHJYQoo/bs2QNAVFQUFStWzJfv4+NDt27d7msb48aNA+Ds2bNcvnz5ntbx+eef06tXL1xcXIiNjWXQoEH5ynh5edmtO3jwYABOnjxptfzMmTMAPPnkk/j4+Fjl9evXD8Aq3szMTL777jtcXFx49913rbqv1KtXjzFjxpCamsrKlSut1tWgQQPat2+Pt7d3YXfXritXrrB+/Xq8vb0ZMWKEVd6AAQPo0qVLvjqNGjXiueeeAwzdTkTxkvOnfJw/DytpdDiTpz/ew94l7KkU3HxyyTh0iMSoKHJSU50dmZVAX08+H/MYLWtVIvlaBoM/3cupS84f9C6EKHuqVKkCwIkTJ0psG4abiAaO+pkXZM6cOQwdOpSAgAB27dpV5Iu4b775BoDmzZtbLW/SpAkAcXFxZGRkWOVt3LgRgKeeesq8LDU1lezsbAIDA/Hz88u3nUceeQSA7du3Fym+wlq6dClZWVkMGjSIykXo/uvu7g6Am5v04C5ucv6Ur/Pn2rVrLF68mH/+85/MnTvX4TiT8kL+R3C29mPxSDlBmMsSEncFkXXsOIkjXqD24kW4BwU5Ozqzij7urBjdnheX/sD+s6k892k8y0e1o0mN/HdahBDCkQEDBjB9+nTmzZtHWloa/fv3p02bNoSGhhbbNubOnQsYLioCAwOLVPeNN95g2rRp1K9fn82bN1OnTp271lm4cCFJSUncvHmTw4cPs23bNkJDQ5k2bZpVuaZNmxIdHc2sWbNo2LAhvXv3xs/Pj6NHjxIbG8uQIUN49913zeUrV66Mq6srKSkp3Lx5E19fX6v1me78JiQkFGkfC2vhwoUAjB07ttB1bty4wZdffolSij/84Q8lEtfDTM6f8nX+/PTTT4waNcpqWYsWLYiJiaFZs2YlEpczSaOjNHj6Pdx/P0yYyw+c31ObrNOnSRw2nNpLl+BRigYT+Xq6sWxkO8auOMD3Jy7z/Px4lr7Yjta1S88AeCEeWlOcfANgyvVCFWvVqhUrVqxgwoQJrFixghUrVgAQEBBA586defHFF+nTp0+hN3vu3DmmTJkCGAbC7tu3j927d+Pi4sKHH35Y5N2YNm0a7u7uxMbGFuqCCQwXF/v27TN/b9u2LatWraJevXr5ys6cOZMGDRoQHR3NJ598Yl7epk0bIiMjqVChgnmZt7c3ERERbN26lUmTJlkNzD5z5oz5oubq1atF3s+72bVrFwkJCTRp0oSOHTsWqo7WmtGjR3Px4kVefvllGjVqVOxxlYS5f4pz6vbHzYu4eyEjOX/Kz/nz6quv8uyzzxIeHo6XlxcJCQlMnz6dtWvXEhERwX//+19CQkKKPTZnku5VpYGbBwxahltgIKFPJOJVO4DspCQShw4j6/RpZ0dnxdvDlQUvtOHpJkHcyMxhxMJ9HEgsXd3BhBCl2+DBgzl//jybN2/mrbfeonfv3uTl5fHVV1/Rt29fIiMjrbp4FCQxMZGpU6cydepUZs+ezalTpxgwYAC7d+82z0pjurCyTfY8/fTTZGdnM3ToUK5du1aoGOLj49Fak5KSwpYtWwDDRVBsbKxVOa0148ePZ9y4cUyaNIkLFy6QlpbG7t27UUrRo0cP811mk9mzZ1O5cmVmzZpFhw4dmDhxIlFRUbRs2dJ8d9vV1bVQcRbF/PnzgaI95Zg4cSJr1qyhU6dOMnNVCZLzp3ycPzNmzKBjx44EBgbi6+vLo48+ypo1a3j22WdJSUm5p0ZfqefMUewPcwIOtG7dWls5u1vrKZV1zpsV9bkBPfWxBg31L4910BlHj+rSJjsnV/9l1UEd+vpG3WRSrD6YmOrskIQo18rL7FWO5OTk6C+++EJXqFBBA3r9+vVa63ubfceWqaxtsmRalpmZqfv27asB3apVK3358uUi78vVq1d1UFCQrlq1qnkGHK21XrJkiQZ0dHR0vjq//fab9vb21r6+vjotLc0q78yZM3rkyJE6JCREu7u765CQEB0dHW2ezadFixYFxlPU2XeuXLmiPT09tbe3t7569Wqh6rz22msa0J07d84Xvyh5cv6U7fPH0tatWzWg810jOiCzV4lCOX/jPNezLLokhD0B3d/G1V1Tq8VPVHisDblXr5IYGcWtg4ecF6gdbq4uzBzcgt7Nq3MzK4cXFu/n56TC3dUQQghbrq6uDB48mOjoaMAwWLS4dO3a1dHNn3w8PT358ssvGTx4MIcOHaJr1678/vvvRdpepUqV6NChA5cvX7Z6YZlpsKu9gbXBwcE0bNiQmzdv8ssvv1jl1alTh8WLF5OUlMTt27dJSkpi5syZHDlyBDB0RylOy5YtIysri8GDB1OpUqW7lo+OjubDDz+kW7dubNq0KV/feVHy5Pwpu+ePrapVqwKG7m7ljTQ6nOhm9k2e//Z5Tl09dWdhh3HQ+Blc8tKo1fokfk9FkJeWxvlRo0g3TpVXWri5ujDruZb0aBpMWmYOwxfu40hy4fp1CyGEPaZZZhxd1DwIbm5urFq1isjISI4ePUqXLl0cviHZkeTkZPO6TLKysgAcTkNqWu7h4VGobZj6pA8bNqxIsd3NggULAHjppZcKLKe1Zty4ccyePZvu3bvz7bff5pvKVDxYcv6UnfPHEdMMVqbZtcoTaXQ4kZebFxfSLjDsu2FsP2+csk0p6PcxBIajUhMIeSKdis88g87I4MLYP5FWjHcvioO7qwv/er4V3RsbxngMX7SPY7+WrneNCCFKj88++4ytW7eSl5eXL+/33383/8Hu3Lnzgw7NiqurK0uWLGHs2LGcOHGCzp07c+7cOXN+YmKiefYbW59++ik//PADtWrVspqBplOnToBhMOz169Y3aObNm0dSUhLBwcE0btzYvDwrK8t8sWWitWbSpEns2bOHXr160bVr1/vc2zt2797N8ePHadq0aYEDyLXWvPTSS3zyySf06NGDDRs23Pd7DcTdyflTPs6fgwcP2n2S8fPPP/P3v/8dgOHDhxdbXKWFzF7lRGH+YXSv051NZzfx1x1/5S+t/sKYZmNQnn7w3ApYEIFKWE/1vu/hUmEYV1euJOkv46kxfToVe/dydvhm7q4uzB3amj+vOMD2hEsMX7SPz8Y8RoPg/PNiCyEebvv27WPOnDkEBwfzxBNPmGe4OXv2LN9++y0ZGRn069ePgQMHOjlSwzsK5s2bh7e3N7Nnz6ZTp07ExcVRv359Dh06xIABA+jYsSPh4eEEBQVx5coV4uPjOXz4ML6+vsTExFgNUn355ZdZuXIlP//8M+Hh4fTt25dKlSpx8OBB4uLicHV1Ze7cuVZ1Tp48SadOnejevTthYWHcvn2brVu3cuzYMdq2bcvy5cvzxZ2SksJrr71m9R1g1KhR5vcu/O1vf6Nhw4b56poGwN7tLu3bb7/NwoUL8fb2pmXLlvmmNwVo2bIlzzzzTIHrEUUj50/5OH/+9a9/sW7dOiIiIqhVqxaenp4kJCQQGxtLbm4uY8aM4fnnny/C0S4jnDmg5GFOGAeS5+Xl6cWHF+tmS5vppkub6je+f0Nn5WRprbXWR9ZrPdlf66kBOu/s/9MXZ8zUxxo01McaNtKpX3yhS5vM7Bz9wqJ9OvT1jbrNO1v0yYs3nB2SEOVGeRlIfv78ef3xxx/rZ555RoeHh2s/Pz/t7u6ug4ODdY8ePXRMTIzOzc01ly+OgbCFgZ3BsZbefPNNDejg4GB95MgRnZiYqF999VXdtm1bXa1aNe3m5qZ9fX118+bN9cSJE/X58+ftrictLU1PnTpVt2jRQvv4+Gg3NzddvXp1PWjQIL1v37585S9duqSHDh2qw8LCtJeXl/bz89Nt27bVs2bN0llZWXa3cfbsWbsDfy3Tjh078tVLTU3VXl5ehRoAGxkZeddtREZGFrgOUXRy/pSP82f9+vW6f//+um7dulY/w969e+uvv/66wLq2ytJAcqW18/r9PcyUUgdat27d+sCBAwDsOL+D13e/TkZOBq2rtWZ2t9lU9qoMW/4P9nwEvkEw9ntSVm3g8qxZAFR7/XWqjIxy4l7kl5mdy5jlP7L7ZApV/Tz5/KXHqFtVBhUKcb9GjBgBQExMjJMjEUIIUVoU9m9DmzZtOHjw4EGtdZsHEZc9MqajlOhWuxvLeyynmk81Dl46yNBvh3Lm+hl4cgqEdYKbF2HNSAJHjyTo//4PgEvTp3P547mUpoajl7sr80c8SodHqnA5LYuhC+I5l1L+ZmAQQgghhBCFJ40OJ8rLy+PXX381pxD3ED7r9RmNqzQm6WYSw78dzt6LP8DAxeBXHc7vga2TCRg+jOr//Ce4uJDy8cdcev+DUtXw8PZwZVHUo7SrE8DFG1k8vyCe81duOTssIYQQQgjhJNLocKKLFy8SEhJiTjNmzKCaTzWW/nEpT9V+irTsNP687c+sTt4Jg5aBixvEz4Uj66g0oD8hM2eCuzupS5bw+6TJ6NxcZ++SmY+HG0ui2vJoaGV+u57J8wviuZAqDQ8hhBBCiIeRNDqcKCgoiOTkZHOaOHEiAN5u3szoOoNRTUeRq3N5J/4d3r+4i9w//MNQ8etX4FIC/n98mlpzP0Z5enJtzRp+ff1v6OxsJ+6RtQqebiwZ2ZZWtSuRfC2DoQvj+fVahrPDEkIIIYQQD5g0OpzIxcWFGjVqmJPppT4ALsqFv7b5K293fBs3FzdijsXw1/Qj3Gr6LGSnwxfDIfMGvp07U2vBfFx8fLixcSNJf40mz2ZOamfy83Jn2YvtaFGzIhdSM3h+QTy/X890dlhCCCGEEOIBkkZHKde/fn/md59PRc+K7EzaxQvu1/g9qCFcOQlfvwxaU6FdO2ovXYJLxYrc3L6dpD//mbxbpacrk7+XO8tfbE/TEH8Sr9zi+QXxXLohDQ8hhBBCiIeFNDrKgLbBbVnZcyVh/mH8cu0kz1f25IhvZTj+Dez5FwDezZsTunw5roGBpO/Zy/lRo8m9UXreDF7Rx50Vo9rTqLo/Z1PSeX5BPJfTSs8TGSGEEEIIUXKk0VFGhPqHsqLnCtoFtyMl6yojgwLY4uMN26bA2e8B8GoQTtiKGNyqVyfj0CESo6LISU11buAWKvl4sHJ0exoG+3H6cjpDF8Rz5aY0PIQQQgghyjtpdJQhFT0rMu+peQyoP4DMvGwmBlVlob8ves1IuJ4MgEdYGGErV+AeWpusY8dJHPEC2RcvOjnyOwIqeLBidHvqV/Pl5KWbDFu4j9T0284OSwghhBBClCBpdJQx7q7uTOkwhYltJqJQzAmoxP/55HF7zQuQY7h4d69Rg7AVK/CsX5/bp0+TOGw42cnJTo78jkBfT1aOac8jVSuQ8Hsawxfu49otaXgIIYQQQpRX0ugog5RSRDWNYla3WXi7erHBz5cxuee5uuk1cxm3qlUJjVmOV7NmZCclkfhCZKlqeFTz8+KzMY9RJ7ACx367wYhF+7meUXqm+xVCCCGEEMVHGh1l2JO1n2Rpj2VU86zEQS8vhl3cwtl9c835rpUqUXvxIryaNyc7ObnUNTyC/L1YNaY9tQN8OJx8nRcW7+dGpjQ8hBBCCCHKG2l0lHGNqzRmVZ+1NPKqxgV3d4Yd+4T4o5+b8139/Ki9aGGpbXhUr+jNZy89Rs3K3vx04RpRi/dzMyvH2WEJIYQQQohiJI2OciCoQhBL+28gwq0KaS4u/PmHf7D2yHJzfmlveIRU8uazMY8RUsmbg+evMXLJftKl4SGEEEIIUW5Io6Oc8PGowKxB3zIy25McBVMPfMCHP3xAbl4uUPobHrUCfFg1pj3VK3rxw7mrvLj0B27dloaHEOVRbm4uCxYsoEuXLgQEBODu7k61atVo3rw5o0ePZsOGDeayO3fuRClF165drdZhWm6ZPDw8qFmzJoMGDWLv3r1Fism0DntOnTpF3bp1UUrx5ptvmpd/8MEH9OzZk7CwMHx9ffH396dZs2a8+uqrJCUlOdz3lStX0qlTJ4KDg/Hx8SE8PJyRI0dy9OhRu3UuXbrEhAkTqFu3Lp6engQGBtKnTx/i4+Ptlj9+/DiTJ0+mX79+1K5d27xvOTn2/0+1dyztpQsXLpjr3Lhxg7/+9a906tSJGjVq4OXlRbVq1WjXrh2zZ88mPT3d7rbE/ZPzp+yfP5Y2bNhAjx49qFq1Kp6entSqVYu+ffs6jK8sU1prZ8fwUFJKHWjdunXrAwcOFO+Kr55j3fKneKeiFzlK0bVWV6Z3mo6Puw8AuWlpnB81msyff8a9Zk1Cly3FPSSkeGO4D2dT0nnu071cSsvi8XpVWBTZFi93V2eHJYTTjRgxAoCYmBgnR3J/cnNz6d27N7GxsVSqVIlevXpRs2ZNUlNTOX36NHv37qV169b85z//AQx/0Lt160aXLl3YuXOneT2m5aGhoURFRQGQnp5OfHw8//nPf3BxcWHt2rX079+/UHGZLphs/yYeOHCAnj17kpKSwpw5c3jllVfMefXq1cPX15cWLVoQFBREdnY2hw4dYteuXfj7+7Nz505atWpltb7nnnuO1atXU7NmTfr06YOfnx+HDx8mNjYWd3d3Nm3aREREhLl8YmIijz/+OMnJybRr144nnniClJQU1q1bR0ZGBmvWrMm3j7NnzyY6OhpXV1fq16/PuXPnyMzMJDs7Gzc3t3z7fu7cOZYuXWr3uBw+fJh169bRpEkTjhw5YlWncePGtG3blvDwcKpWrcr169eJi4sjISGBxo0bs3fvXvz9/Qt1/EXhyPlTPs4fgLy8PP70pz+xYMECatWqRY8ePahSpQoXL14kPj6el19+mXHjxt312Bf2b0ObNm04ePDgQa11m7uutKRorSU5IQEHWrdurUvEiS16/3vVdMdFjXTTpU31wA0D9cX0i+bsnOvX9ZlBg/WxBg31ySef0reTkkomjnt06lKabvPOVh36+kY9dvmPOic3z9khCeF0w4cP18OHD3d2GPctJiZGA7pFixb62rVr+fLT09N1XFyc+fuOHTs0oLt06WJVztFyrbWeNGmSBnSdOnUKHRegDX8S79i6dav29fXVHh4eevXq1fnqZGRk2F3X/PnzNaB79OhhtXz//v0a0E2aNNHp6elWeYsXL9aA7tatm9Xyfv36aUCPHz9e5+Xd+b/w5MmT2t/fXwcEBOgrV65Y1UlISNDx8fH61q1bWmutQ0NDNaCzs7PvchTyGzJkiAb0nDlzrJbn5OTo27dv260zbNgwDejp06cXeXuiYHL+lI/zR2ut33//fQ3oESNG6KysrHz5js4vW4X929C6dWsNHNBOvPaV7lXlUf3utH0smpW/XiQ0J4+E1ASGfzec09dOA+Dq70/thQsMXa2SkkiMjCpVXa3qVvUlZlQ7/LzciD36O39ffzjf3RMhRNm0Z88eAKKioqhYsWK+fB8fH7p163Zf2zDdHTx79iyXL1++p3V8/vnn9OrVCxcXF2JjYxk0aFC+Ml5eXnbrDh48GICTJ09aLT9z5gwATz75JD4+PlZ5/fr1A7CKNzMzk++++w4XFxfeffddq+4r9erVY8yYMaSmprJy5UqrdTVo0ID27dvj7e1d2N2168qVK6xfvx5vb2/z3VQTV1dX3N3d7dYzHSvb/Rf3T86f8nH+3Lhxg7fffpuaNWuyYMECPDw88tV3dH6VZdLoKK86/y9hdSKISf6VFnlu/Jb+GyM2jeDARUN3LrsNj19/dXLQdzSq7s/iqLZ4urnw+Q8X+GDzL84OSQhRDKpUqQLAiRMnSmwbljcpHPUzL8icOXMYOnQoAQEB7Nq1q8gXcd988w0AzZs3t1repEkTAOLi4sjIyLDK27hxIwBPPfWUeVlqairZ2dkEBgbi5+eXbzuPPPIIANu3by9SfIW1dOlSsrKyGDRoEJUrVy50PUf7L+6fnD/l4/zZsGEDN2/eZMiQIeTl5bF27VqmTZvG3Llz+emnn0okntIgf+c0UT64uED/T6k8vysLzp/l9QaPsiPrIi9teYlpnafRPbS7ueFxfvQYMn/+mcQXIgldvgz3GjWcHT0AbcMC+Pfw1oxZfoBPdp4moIIHozs94uywhBD3YcCAAUyfPp158+aRlpZG//79adOmDaGhocW2jblzDe8reuSRRwgMDCxS3TfeeINp06ZRv3L4gyQAACAASURBVH59Nm/eTJ06de5aZ+HChSQlJXHz5k0OHz7Mtm3bCA0NZdq0aVblmjZtSnR0NLNmzaJhw4b07t0bPz8/jh49SmxsLEOGDOHdd981l69cuTKurq6kpKRw8+ZNfH19rdZnuvObkJBQpH0srIULFwIwduxYh2VycnLMMaempvL999/z008/0a1bN8aMGVMicT3M5PwpH+fPDz/8ABieZjRq1IjExESr/GeffZbly5fne6JT1kmjozzzCYCBS/Be/AdmJfzAe48N4YuLe5i4cyKvt3udYY2G3Wl4jBpN5uHDpa7hEdEwiA8HNSf6i59499vjVPLxYGCbms4OS4hSp9myZk7d/uHIw4Uq16pVK1asWMGECRNYsWIFK1asACAgIIDOnTvz4osv0qdPn0Jv99y5c0yZMgUwDITdt28fu3fvxsXFhQ8//LDI+zFt2jTc3d2JjY0t1AUTGC4u9u3bZ/7etm1bVq1aRb169fKVnTlzJg0aNCA6OppPPvnEvLxNmzZERkZSoUIF8zJvb28iIiLYunUrkyZNYubMmea8M2fOmC9qrl69WuT9vJtdu3aRkJBAkyZN6Nixo8NyOTk5TJ061WrZiBEj+OSTTxx2nyltZjzX26nbn/jFxkKXlfOnfJw/ly5dAuD999+nVatWrF69msaNG3Ps2DHGjRvHl19+ia+vr8MB6mWVdK8q72q2gW5/xxX4++HtTGgyCo1m2v5pzPxxJnk6z9DwWLQQr2bNDF2tXogsVV2t+reqyaTejQF4/cuf2XbsopMjEkLcj8GDB3P+/Hk2b97MW2+9Re/evcnLy+Orr76ib9++REZGFnocV2JiIlOnTmXq1KnMnj2bU6dOMWDAAHbv3m2elcZ0YWWb7Hn66afJzs5m6NChXLt2rVAxxMfHo7UmJSWFLVu2AIaLoNjYWKtyWmvGjx/PuHHjmDRpEhcuXCAtLY3du3ejlKJHjx7mu8wms2fPpnLlysyaNYsOHTowceJEoqKiaNmypfnutqtr8c/wN3/+fKDgpxxg6JevtSYvL4+kpCSWLl3Ktm3bePTRRzl37lyxxyXk/CkP509uruF1Bt7e3nzzzTe0a9cOX19f2rVrx4YNG/D19SUmJobkUjTetlg4cxT7w5yAAy1bttTJycnmdOPGDV0icnO1Xtpb68n+WscM0F+f+Eq3XNZSN13aVP/vrv/Vt3MMMyTkXL+uzwwcdGdWq+TkkonnHn0Qm6BDX9+ow//+nY4/neLscIR4oMrL7FWO5OTk6C+++EJXqFBBA3r9+vVa63ubfceWqaxtsmRalpmZqfv27asB3apVK3358v9n767DpCzbPo5/pzbZonZhWVi6axdQShppUCQE6UZCRCx8UPQRH1REVFpaRVRSCRFEQqS7a2HZXba7Ju/3j5uQV5Damdk4P8cxx87OzH1f5yoTv7kq7pH/lqSkJMXf318pVqzY7RVwFEVRlixZogDKhAkT/nHMjRs3FHd3d6VQoUJKWlraXfdduXJFGTRokBIYGKgYDAYlMDBQmTBhwu3VfGrXrv2v9Tzq6jsJCQmKq6ur4u7uriQlJT3UMX/3119/KYDSsWPHRz5WPB55/uSt58/w4cMVQGnduvU972/VqpUCKOvWrXtge7J6lXgoMTExBAYG3r7MmDHDPg3dnN+Bux9c2kaX+Ehmt5qNh96DTWGbGLV9FGmmtFzf4zGxbSX6PFUao8XG0GWHOB2V4uyShBA5RKfT0bNnTyZMmACok0VzSvPmze/35c8/uLq6snr1anr27MnRo0dp3rw50dHRj9Ser68vDRs2JC4u7q4Ny25Ndr3XxNqAgACqVKlCeno658/fvXBG2bJlWbx4MREREZhMJiIiIvjss89ur/tfv379R6rvQZYtW4bRaKRnz574+vo+8vFPP/00vr6+d+0LIexLnj956/lTuXJlgPvef2vi+f+fMJ/XSehwIn9/fyIjI29fJk6caL/GvEtCl6/U69vepZG2EEvbLaWoe1H239jPwC0Dic2M/WfwyEWrWmk0Gj7oWoMONQNIM1oYsPggV+Nl11sh8pNbq8zc70ONI+j1er777jsGDBjA6dOnadas2X13SL6fW8Mi/r6ZmNFoBLjvMqS3br/X8pn3cmtMet++fR+ptgdZuHAhAMOHD3+s49PS0khNTb3nRmrCvuT5kzeeP61atQK47y7qt24PDg7O0dqcTUKHE2m1WkqWLHn7cq8l3XJU1U5QbzBYTbB6CFW9SvNNh28I9g7mQtIF+m7qy+Xky3eCR40amK9fz1XBQ6fVMLNXHZpUKEp8upF+i/cTm5rt7LKEEA9p5cqV/Pbbb9hstn/cFx0dffsN+5lnnnF0aXfR6XQsWbKEESNGcOHCBZ555pm75ihcu3bt9uo3/9/8+fM5ePAgQUFB1Kx5Z4J/06ZNAXUybErK3T218+bNIyIigoCAAKpVq3b7dqPRePvD1i2KojBlyhT27t1Lx44dad68+RP+tXfs3r2bs2fPUqNGjX+dQH7s2LF7jtk3mUyMGTMGm81Gx44dc6wuoZLnT/54/tSuXZvGjRtz9uzZ2+Hnlq+//pqzZ89Svnz5HO+FcTb5GqKgafshXNsLcefg17cJ7DyLFe1XMOb3MRyPO06/zf34suWXhPqHUnrxIsIHDyH71CmuDRhImWVLc8WqVq56HfP7hdJn4T6OR6TQf/EBVg1viI9H/ttIR4j8Zv/+/cyaNYuAgACaNGlye4WbsLAwNm7cSFZWFl27duWFF15wcqVq7+q8efNwd3fn888/p2nTpvz+++9UrFiRo0eP8vzzz9OoUSMqVaqEv78/CQkJ7Nu3j5MnT96eCPr3SaqjR4/m22+/5cSJE1SqVIkuXbrg6+vLkSNH+P3339HpdMyePfuuYy5evEjTpk1p06YNwcHBmEwmfvvtN86cOUP9+vVZvnz5P+qOj4/ntddeu+t3gCFDhtzed+HNN9+kSpUq/zj21gTYB/VyLF26lAULFtC8eXPKlCmDr68vUVFRbN26lejoaCpXrvxYqx+JfyfPn/zx/AFYtGgRTZo0YdiwYaxZs4bq1atz5swZNm3ahIeHB0uXLrXLJHencuaEkoJ8AQ6HhIQoTnHjpKK8X0ydWH56vaIoipJlzlLGbR+n1FhaQwlZHqL8Gvaroig3J5d3f0GdXN66jWKKinJOzfeQkG5UWn66Qynzxi9K9zl/KplGi7NLEsJu8stE8vDwcOWrr75SunXrplSqVEnx8vJSDAaDEhAQoLRv315ZsWKFYrVabz8+JybCPgzuMTn2795++20FUAICApRTp04p165dU1599VWlfv36SvHixRW9Xq8UKlRIqVWrljJx4kQlPDz8nudJS0tTpk6dqtSuXVvx8PBQ9Hq9UqJECaVHjx7K/v37//H42NhYpU+fPkpwcLDi5uameHl5KfXr11dmzpypGI3Ge7YRFhZ2z4m/f7/s2LHjH8clJiYqbm5uDzWBfM+ePcrgwYOVatWqKb6+vopOp1P8/PyUxo0bK5988omSkZHxr8eLxyPPn/zx/LklPDxcGTJkiFKyZEnFYDAo/v7+yosvvqicOXPmoY5XlLw1kVyjKM4b91eQaTSaw9Uq1Qw5ff6EcwrYNw+2vAFuvjBqL/gEYrVZ+ejAR6w6vwoNmtt7eVhTU2/3eBiCgtR9PEqUcE7d/09UchYvzN1LVEo2LSoXY0H/ehh0MmpQ5D/9+vUDYMWKFU6uRAghRG7xsO8NoaGhHDly5IiiKKGOqOte5NOZE6UlZnNq56NNrsoxT42Aim0hOxnWDAebFZ1Wx+SnJjM+ZPxde3lovApRevGiO3M8+g/AfOOGc+r+f0r6urN8yFP4eRjYcT6O1386gc0mQVoIIYQQIjeR0OFkO1de4MQOJwQPjQa6zgHP4nBtD+yZefNmDUNrDmVak2noNXqWnF7Cm7vfxOrpdvfk8lwUPCoUL8TSQQ3wcNGx9mgkH2w8g/TgCSGEEELkHhI6nKiQnysAu1dd4Pj2604ooBg8N0+9vmMaRBy6fVfn8p2Z3Vrdy2Nz2GZGbxtNprs21waP2kG+LOhXDxedliV/XmX2jkvOLkkIIYQQQtwkocOJDC4Kz/SuBMCeHy9yYocTgkeFVtBwDChWWD0EslNv39WoZKM7e3lEq3t5xOuz/xk8YmIcX/c9NKlYlM9710GjgU+3XuCbfdecXZIQQgghhEBCh1Ml3oikkE80zfqoO1PuXnWRM386YT+MVlMgoBYkXYVNr911V9UiVe/ay+OlzS8RZotTg0f16pivXyd88BAsSUmOr/seOtQswYfd1HW9/7P+FBtP5I6eGCGEEEKIgkxChxMpio21H7+PYjlNkx4VAdjxzTkuHIx2bCF6V3hhMRg84MQqOL7qrrsDCwWyov0K6hSrQ3RGNP239Odo1kWCvl6Ia8UKmC5f5vqQoVjT0hxb9330eao0k56tjKLAK6uOsvvivXcvFUIIIYQQjiGhw4k8fQuj2Gxsnf8F6Qm7aNClLCiwbclZrhx18AflohWh3f/U6xsnQmLYXXf7uvmysO1CWga1JM2UxvDfhrM95QBBixZhKFOa7DNnuD5iJLbMTMfWfR+jm5dnSJOymK0KI1Yc5tj1f+6cK4QQQgiRV+W1RXMkdDhRIb/CtB76MhqNln2rV5IcsZGQtkEoNoVfvz7FtdMJji0opD9U6wqmNFg9FKzmu+5207vxWfPP6FW5F2abmUk7J7EqfitlFi9GHxBA1pEjRIwZi81kcmzd96DRaJjcoSrP1w0k02Rl4JIDXIrNHT0xQjwOvV4PQHZ2tpMrEUIIkRsYjUYADAaDkyt5OBI6nKx2m/Z0nTQZvcGFE9u3EH9tNTWbl8BmVdg87ySR5x04V0Kjgc6zwLsURB6CP/73j4fc2svjlZBXUFCYfnA6c2NWU3rxYnRFipCxdy+Rr76KYrE4ru770Go1TH+hFq2qFCc500y/RQeITM5ydllCPJbAwEAATp8+7eRKhBBC5AanTp0CoGTJkk6u5OFI6MgFyoc+Rfe338fF3YML+/YQe2UllRsWwWq28cucE0RfSXFcMe5+8PwC0Ghh9wy4uucfD9FoNAypOYQPm3yITqNj4cmFfBr7HaW+XoDW25v0bduJevttFJvNcXXfh0GnZXbfEOoH+3EjJZt+i/aTkG50dllCPLIGDRoAsGzZMg4dOkR2dnae61oXQgjxZBRFITs7m0OHDrF8+XLgzvtDbqeRNy3n0Gg0h0NCQkIOHz58+7aYK5dY/dG7ZKWmULJSVXyDenLlSBou7nq6TahLsdJejivw9w9h18fgHQgj94BH4Xs/LPx3Ju2chMlmomO5jkwu9AKRQ0agZGbi+2JvAqZMQaPROK7u+0jJMtNr/l+ci06jVikfvhv2NIVc9c4uS4iHlp2dzYwZMzh37pyzSxFCCJFLVKlShYkTJ+Lm5vavjwsNDeXIkSNHFEUJdVBp/yA9HbmIf7kK9J76MV5FihF14SyxF5ZSupobpiwLG2YdIyEq3XHFNHsDSjWA1Ej4eRzcJ5y2LN2Sua3n4qH3YOOVjbyVuBT/L2eicXEheeX3xM2YkSu+jfVxN7B8SANKF/bgREQKI1ccxmRxfk+MEA/Lzc2NiRMn0qNHD8qUKZNnxvAKIYTIWQaDgTJlytCjR4+HChy5hfR0OMm9ejpuSY2PY/WH/yExKgIf/wAKl+7LjUsK7t4uPD8xBF9/D8cUmXQV5jZRJ5Z3ngWhA+/70JNxJxm1fRQpxhTq+dfjY11P4ie8DhYLxV4ZT9GRIx1T8wOEJ2Ty/Ny9xKcb6VmvFNO718oVPTFCCCGEEPYiPR3inryLFqPX1On4l6tASkw0sRcXUyzIRFaqifWfHyU1wUGTof2CodNM9frmNyHuwn0fWrNYTZa1W0Zx9+IcijnEGONSfD78D2g0xH0+i8TlKxxT8wOULuLBogH1cDNo+eFQBHP+uOzskoQQQggh8j0JHbmUh7cPPf4zjVLVapCRnETc5WX4+aeRnmRk/cyjpCc5aDJ0rR5Q+0WwZMHqwWC5f7vlfcuzrP0ygryCOJNwhpHKN3i8MxGAmGnTSF69xjE1P0DtIF++6F0XjQY++fU8649FOrskIYQQQoh8TUJHLubq4cHzb02lXGgDsjPSiA9bgZdfHKnx2WyYdZTMVAfth9HhE7XXI/okbJv6rw8t5VWKZe2WUdGvImEpYQxzXYVhwggAbvznP6Ru2eKAgh+sbfUA3ulYDYBJP57g4NVEJ1ckhBBCCJF/SejI5QwurnR59W2qNW2B2ZhNQvhK3AuFkxSdyYYvjpGdYX7wSZ6Uqxd0XwxaPeybDRe3/evDi3kUY8mzS6hdrDY3Mm4wxHctDO0NNhuRk14nfedO+9f8EAY3DqZ/wzKYrDaGLz/E1fgMZ5ckhBBCCJEvSejIA3R6Pe1GT6Buu87YLBaSI9bg4nqBhIh0fv7yOKYsB2zEVyoUWkxWr68bCemx//pwH1cfFrRZQMMSDUnMTmRIiS1YenUEs5mIcePJ2H/A/jU/gEajYUqnarSsUpykTDODlh4kKcP5u6kLIYQQQuQ3EjryCI1WS4uBw2n4Qh8UxUZq9C/odceJvZrKL7OPYzZa7V9E4/EQ3BQy4mDdaHjA5n8eBg++avUVbcq0Ic2SzuAKf5Dd8RkUo5GIUaPIOnHC/jU/gF6n5csX61KthDdh8RkMX3EIo8UB/y2FEEIIIQoQCR15iEajoVGPPrQYOByA9PjtaGz7iLqYzOZ5J7CY7fxhWatTdyt394NLv8GB+Q88xEXnwsfPfMxzFZ4j22ZkSK39ZLQIwZaZSfiw4WSfv/+KWI7i6apn8cD6BHi7cfBqEq//dCJX7C0ihBBCCJFfSOjIg0Lad6H9y6+i0WrJStmLYtlB+JkEfl14GqvVzhveeZeELl+p13+bok4ufwC9Vs/URlMZUG0AZqwMq3+C1AZVsKWkED5kCKarV+1b80MI8HFj8cD6eLroWH8sis9+c34YEkIIIYTILyR0OJHNZiMqKur2JS0t7aGPrfZMS7q+NhmdwYAp/Rg24xbCjsewbfEZbDY7f0tftRPUGwxWE/w0BMwP3jdEo9Ewsd5ExtUdh0UHo5pdJLlmaazx8VwbPBhzVJR9a34I1Up681XfEHRaDV/+fokfD113dklCCCGEEPmChA4niomJITAw8PZlxowZj3R8+dCn6P72+7i4u2POOoc1awMXD0WyY/lZFHsHj7YfQtHKEH8efv/vQx2i0WgYVmsYk5+ajEWvZWzbSJIq+mOJukH4oMFY4uLsW/NDaFG5OO91qQ7AW2tOsvdSvJMrEkIIIYTI+yR0OJG/vz+RkZG3LxMnTnzkcwRVq0nPKR/h7uWNxRiGOWMNZ/deZdf3F+w7L8HFA56bCxod/DUbwvc/9KG9q/Tmo6YfYXHVM6FTPEml/TBdu0b4kKFYk5PtV/ND6vd0GYY1LYvFpjDim8NcjHn4HighhBBCCPFPEjqcSKvVUrJkydsXLy+vxzqPf7kK9Jo6Ha8ixbCZIzGn/8jJPy6wd/Ul+waPwFB1RSsUWD/6oYZZ3dKxXEdmtZiF1dON155LJTmgEMYLFwgfPgJruvP3y3irfVXaVQ8gLdvCoKUHiUtz0A7wQgghhBD5kISOfKJIYBC935+OX4lAbNY4TGmrOPLrKQ78Embfhpu/CcWqQsKlhx5mdUuzoGbMbT0Xm08h3uyeRUoRN7JPnCBi9Ghs2dl2KvjhaLUaZvaqQ+0gXyKSshi6/BBZJllKVwghhBDicUjoyEe8ixan99TpFA8uj2JLxpT2PQc2HObIr9fs16jeFbrNuTPM6tpfj3R4/YD6LHp2EUqxwrzTw0yat4HMAweIGD8exeTcjfrcXXR83b8epfzcOX49mQmrjtl/kr4QQgghRD4koSOf8fDxpee70yhVtQYoGZjSVvHnj3s4tSvSfo0GhkCTV7g9zMqU+UiHVy9SnaXtl0JgAO/2tJHhoSNj5y4i33gDxerc3oViXq4sGVgfLzc9W05H89Hms06tRwghhBAiL5LQkQ+5enjy/NtTKRdSH5RsTGk/sWP5Ni4fjbVfo83egOLVIPEK/P7BIx9ezqccy9svR1c+mPd7QparlrTNW4j5cJrTN+qr6O/F/JdC0Ws1LNwdxop9duw5EkIIIYTIhyR05FMGF1e6TJxMlcbNADOmtLVsmbuFyAtJ9mnw78Os9s2Fa3sf+RQlC5VkabuluFavyvTuYNFB0nffkTB/gR0KfjSNKhTlo+drAvDu+lPsOG/HACeEEEIIkc9I6MjHdHo97ce8SvXmrQEL2Smr2TBzPXHX7bQEbMm60PRV1GFWLz/yMCuAou5FWfTsIlzrhzKrixabBuI+/5zk1Wtyvt5H1KNeEGNbVsCmwJhvj3AmKtXZJQkhhBBC5AkSOvI5rVbHsyPGUbPVs4CVzMS1rPl4DSlxD7+87SN55nUoXl0dZrX9/cc6hbeLN/Naz8ParAFLWqv/RG9M+Q9pf/yRg4U+nlfbVKJL7ZJkmKwMXnqQ6BTnrrIlhBBCCJEXSOgoADRaLW2GvkztNh0AK+mxq/lx2ioyU+2wOpTe5c4wq/3zHmuYFYCHwYM5reeQ3LkhaxppwGojYvx4so4dy+GCH41Go+GTHrWoH+xHdGo2g5ceJN1ocWpNQgghhBC5nYSOAkKj1dJqyCjqtO0M2EiJWsMP/12JKcsOH5hL1oGmEwEF1o0G0+Nt9ueud+erll9xvXdTfq+lAaOJq8OHYbxyJWfrfUSueh0L+tWjbFFPztxIZex3R7BYbU6tSQghhBAiN5PQUYBoNBpaDh5OnWe7ATYSrv3EDx9+h9Vshw/Mz0wC/xqQFAbbpj72adz0bsxq9QXnhjbncHkNpKZzefBAzDHOncjt5+nC4oH18fMwsON8HFN/PuP0VbaEEEIIIXIrCR0FjEajoeWgIdR59nlAIebij/z00bc5v+ndrWFWWj0cmA9X9zz2qVx1rnzWahbHxrbkQknQRMdxYdBLWFOdO5G7bFFPFvSvh4tOy4p911i0x867vwshhBBC5FESOgogNXgMonbb7oBCxOlVrPv4m5z/pr5E7ZvDrLi5mtXjDbMCMOgMfNR2JvtfbU1kYdBeuc7Z4QOxGY05VOzjqR9cmE961ALgw01n2XIq2qn1CCGEEELkRhI6CiiNRkPrIYOo2aoHAGFHV/HLrG9zvqGmr4F/TUi6Ctvee6JTGbQG3u8wk72TWpNYCHTHznJ63DCn71retU4gr7WthKLAK6uOcux6slPrEUIIIYTIbSR0FHBthw+gegs1eFz463s2z8nh4HHXMKsFELb7yU6n1TO56+fsndiKTFfQ7zzIsbfHOX0+xcstKtAjtBTZZhvDlx8iJlWW0hVCCCGEuEVCh6DdyAFUbqIGjzM7V7J1QQ4HjxK11InloA6zMqY/0el0Wh0Te3/BvvEtMOvAbf3vHP7k7Rwo9PFpNBo+fK4mT5UtTGyakeErDpNtdm4PjBBCCCFEbiGhQwDQaewAKjRQg8fJ7SvZvvibnG2g6UQIqAnJ1554mBWAVqNl1KCvODyyKTbAc/E69i2c9sTnfRIuei1z+oYQ6OvO8evJTF57yuk9MEIIYVc2K2QlQWIYRB1V92aKOAzRJyH+IiRdg7Ro9TGmTPXxQogCSSMfipxDo9EcDgkJCTl8+LCzS7lNURRW/28Z1479BEDd9r1oObBfzjUQfRIWNAebBQb8DGWfeeJTKorCD9MGUWvFfqwaSHpvOE17TXjyWp/A6agUus/dS7bZxpRO1RjcpKxT6xFCiH9lMUJWMmSnQHbyPa4n3+P2FPW6MRV4xM8RWj3oXNXht3o30LmA3lW96Fz/3/W/PcbVG3xKgW/pOxd3X7v8JxEivwkNDeXIkSNHFEUJdVYNEjqcJDeGDgCbTWHV+0uJOrsagJCOPWnRv3/ONfDHdPhjmvpmMeovcC30xKdUFIVf3uhDhQ3HMOoh8ePxtOwwMgeKfXy/nIhizHdH0Wk1LBvUgCYVizq1HiFEAWW1qAt5xJ+HuPMQf0Htlfh7oLA84Rw0Vx9w8wF3HzB4gNUEFhNYjWqgsRjvvv6oIeVBbfsG3R1EfEuDz83b3P1Ao8m59oTIoyR0FGC5NXQAWM02vnt3GbGX1wAKoR1foFm/AWhy4oXbaoaFLSH6BNQbAp0+e/JzAjabjd9Hdyfwj3OkuUPizNdo13xIjpz7cX3y6zlm77iMj7uBDWMaU6aIp1PrEULkY6YMdThT/AX1citgJFwGm/nfj9Xqwc1X7TVw8/n3624+N3+/dZsPaHUPX6eiqL3dluz7BBOTet9d1003e2OSIOU6JIdD8s2f5gcsxe7i9bcw8v/DSRkJJaLAkNBRgOXm0AFgyrLw3ZQVJISrwSOkw3M07z84Z4JH9Kmbw6zM0H8DlGv25OcEbGYze/t3ocjRq8R5Q8qXb9H5qRzspXnUemwKw5YfYvu5WCr7e7FmdCM8XfVOq0cIkQ9kxN8dKuLOq2EjJfz+x/iUhmKVoOjNS5EK4FHkToAweOTND96KApmJ6lzB5PC/BZK/XUwPWLjE4KkGkKIVoFR9CHoKStQBg5tj/gYhHERCRwGW20MHQGaqiW+nfEvqjbWAjbrtutJi4NCcCR47P4YdH6pvhqP3gqvXk58TsGVlcbBnR7wv3uBaMciY9RbdQ5wXPFKzzXSb/SdX4jJ4tro/c/uGotXmwTd3IYTjKIr6ATrub0OibgWMrMR7H6M1QJHyaqgoVhmKVoaiFdWLSwHtZVUUtXfkVgC5Vygxpv7zOK1B3dw2qMGdIOIT6Pj6hchBEjoKsLwQOgBS4rJYOXUlGXHrABt12nai5eARTx48rGb4uhXcOA71BkOnmTlSL4AlKYkT3TvhHpXI6dJg+fRtetfKwQnxj+hyryJDCwAAIABJREFUXDrdZv9JWraFCa0rMb51RafVIoTIpZLDIWyXupdR2C5Ii7r341y8bvZa3AwVtwKGXzDopCf1kWUlqz0lMafh+n64fhBiz/CPeSfegTdDSAM1hATUVCe5C5FHSOgowPJK6ACIu57Gjx/+SFbSesBKrdbtaD1kNBrtE664HHMa5je7OcxqPZRrngPVqsyRkZx5oRsuSen8VUWD/v3X6V9rYI6d/1HtOB/L4KUHURSY3y+UZ6sHOK0WIUQukBZ9M2DshKu71cnef+deGPyr3wkVt4ZHeZXIm0Oh8pLsFIg8rAaQ6/sh4hAYU+5+jN5NHYYV1OBOGPHyd069QjwECR0FWF4KHQCR55NYO2MdxpR1gJUaLdrQZvgYtI8ygfBedn4CO/6b48OsALLPn+fSi73QZRrZEqLB562JDK7pvMnl83Ze5n+bz+HpomPN6MZUDsi5v1UIkctlJKjh4urNnoz4C3ff7+oDwU2gbFN1OfFiVeFJv9gROcNmU1f/un4AIg6oP////z9QJ6YH3ewJKVUf/GtI75PINSR0FGB5LXQAXD4Sy8Y5mzCnrQMsVGvagmdHv/JkwcNqhq9bw41jEDoIOn+eY/UCZOw/wNUhg9FarKxspiVw9DhG1B6Ro208LEVRGP/9MTYcj6J0YQ82jGmMr4d0zwuRL2WnqBvl3RoyFXPy7vsNnlCmoRowgpuqcwie9Esc4TiZiWoPyK0QEnn4n5PWDR4QGKr+P67WVe21EsJJJHQUYHkxdACc2hXJjmXbMKWvA8xUadyM9i+/ilb3BG+WMWdgQTN1WcR+a6F8yxyrFyB1y69ETJiARlGY01FL5ZdG8XKdl3NmQvwjyjJZ6TF/L6ciU2lasShLBtZHr5NvM4XI80wZEL7vZsjYpX6Rotju3K9zhdJPQfAz6ofQwBDQGZxXr8hZNqs6F+TWvJDr+yEp7O7HFKsK1btBtW5QvIpz6hQFloSOAiyvhg6AgxvD2Ld2D6b0taCYqNq0Be2etMdj16fw+wfgXQpG/wVu3jlXMJD47bfEfPBfrBr4pLuWus8NY3zIeKcEj8jkLLp8uYeEDBNDm5TlnU7VHF6DEOIJ2aw3Q8ZONWREHLp7PwytHgLrqQGjbFN1zL8sw1qwpMep4eP8Zjj3i7oR4y3FqkD15ySACIeR0FGA5eXQoSgKu76/wIntBzGlrwbFTM2WbWkzbMzjTy63WmBRa4g6CiEDoMsXOVs0EPv55yTMm49RD+/30dGi/QjG1h2b4+08jANhifRZuA+LTWFGj9p0Dy3llDqEEI9AUdSNTU/8ACd/gvToO/dptOoQqbI3ezKCngbXQs6rVeQuFpMaTk+vvXcAqdZN7QUpXtV5NYp8TUJHAZaXQweoG99t/foUF/cfwZSxFhQLtdt2pNXgkY/fexB7FuY/ow6zemkNVGiVozUrisKNd94hZfUa0txhcn8d3VuOYWTtkTnazsP6dv81Jq89hYteyw8jGlInyNcpdQghHiA5HE7+qIaNuHN3bvcrC5XaqSGjTCN1oz0hHuRWADmzFs5KABGOIaGjAMvroQPAYrKy/vOjRJ4/iTljHShWQjt2pVm/J9hAcPcM2P7+zWFWe9Udc3OQYrFw/eWXydi5ixuFYXI/HUOavMLQmkNztJ2HNXntSb7dH46/tys/j2lCcW8ZfiFErpCVBGfWq0Hj2p93bvcoAjW6Q82eUKqeLF8rnozVrA7RO70Wzm1U/93dUrSyGj6qPycBRDwxCR0FWH4IHQBZ6SZWTz9MYtRpzBk/g2KlQbceNOnd//GCh9UCi9pA1BEI6Q9dvszxmq3pGVzr1w/j2bOcLaXhvy9qGf/0JAZUH5DjbT2IyWLjpa/3c+BqIiGlfVk5/Glc9bKCjRBOYTHChV/hxCq4uFXtdQV1T4YqHaFWL3WhC5kALuzhdgBZpw7BulcAqXazB0TCrnhEEjoKsPwSOgCSYzJZ/fFhMpLOYM7cCIqNRj360vCFFx/vhLHnYH5T9Q2//wYo1yxnCwbMMTFc7dkLS0wMf1bV8EVXLW889RZ9q/bN8bYeJD7dSJcv9xCVkk2vekH8r3tNp0xwF6JAstkg/C81aJxZpy51C4BGfe2p1QuqdMrxxS2E+FdW891zQO4KIJX+NgldAoh4OBI6CrD8FDoAblxKZv3nxzBlnsWcuQkUhaZ9BtKg6wuPd8JbmwYWLgej9oLBPWcLBrLPneNan77YMjNZ00jD9810vPPUO/Sq0ivH23qQU5EpvDBvL9lmG1O7VGdAo2CH1yBEgRJ79uaE8B8h5fqd2wNqqUGjRnfwLuG8+oS45VYAObNOnQOSlXjnvoBa0GisGkKkB078CwkdBVh+Cx0AFw/FsPXr01iNZzBn/gootBgwjJAOXR/9ZBaTOqk87iw0eRVav5vj9QKk797N9ZGjwGplbgctO2prebfhu7xQ6THD0hNYfyyS8d8fQ6fVsGJIAxqVL+rwGoTI11JvwKmf1F6N6L9t1ucTBDV7QK2eMnZe5G5Ws7qr/el1cPbnOwHEOxCeHqWu/ii9cuIeJHQUYBqN5nCdOnVCNm7cePs2Ly8vvLy8nFjVkzvy6zX+WnsZm/kUpvStALQeOprabTo8+smuH4BFbdVdeofvhIAaOVytKun7VUS/9x42nZYPe8Cpsjreb/w+3Sp0s0t7/+Z/m88xb+dl/DwMbBjThKDCHg6vQYh8JTtVHZ5yYhVc2QncfM9z81GHp9TqBaUbwuMu9y2Es5iz4eQPsPdLiL+g3ubqDaED4KmR4CNLsYs7ckPokFdZJ4qJiSEwMPD2ZcaMGc4u6YnVbVua6k1LojXUwN23DQDbvp7DyR1bH/1kQQ2g/lCwWeDncepmXHbg17sXRYYOQWu18dYGPaXibEz5cwq/XPnFLu39m0nPVqZ55WIkZZoZtvwQmSaLw2sQIl9Ivg6b34QZlWHdKLjyhzr8pGpn6PUNvHZR3Q8ouLEEDpE3GdzUBVdG74c+P0BwUzCmqiFkVm1YM/zuHj0hnEx6Opwkv/Z0ANisNjbOOUn46QT0+hOkx20DjYYOYyZStUnzRztZdirMfgrSoqDddHjaPntqKDYbka9OJG3LFrKLeDGuTyapXjqmPzOddsHt7NLm/aRkmXlu9p9cic+gQ80AZvcJkYnlQjys2LPw5yx1robtZmgv3Qhq94JqXcHdz7n1CWFPkUfU0HFmHSg29bZyLdR5H+VbyqTzAiw39HRI6HCS/Din4+9M2RbWzjhC/PV03D2OkxS5HY1WS6fxr1Pp6SaPdrJzG+H7PmDwhJf3g2+QXWq2ZWcTPnAQWceOkVquOC8/l4DFVc+nzT6ldZnWdmnzfi7FpvPc7D9JM1p4rW0lxrSs6ND2hchzrh+APTPh/Cb1d41WnQzeeDwE1HRubUI4WtI12DcXjiwHc4Z6W/Hqavio0R30Ls6tTzhcbggd0qcs7MLFTU+nl2tTyM+VrMzaFCvXCsVmY+MXn3Dp0P5HO1mVjlC1i/rCuek1sFNQ1rq5UWrObAxBQXhfieWzHaWwWS1M2jmJHeE77NLm/VQoXohZL9ZBo4FPt17gtzMxDm1fiDxBUeDCVljSQd3f5/wmdU+N+kNh7BHo/rUEDlEw+ZWB9v+DV09Dq3ehUADEnoZ1I2FWLdjzOWQlP/g8QuQgCR3Cbjx9Xek0pjYGNx2pibUoWaUlNquVX2Z+RNixR+zhaf8xuPrAhS3quuV2oi9cmKD589H6+FDsyDWmH62CRbHw6s5X2RWxy27t3kvLKv681rYyABNWHeNiTJpD2xci17Ja4MSPMK8JfNdD3THc1QeaToRXTkLHGVC4rLOrFML53P2g6avwygnoOgeKVYW0G7DtXZhZHba8Dcnhzq5SFBASOoRdFQksRPvhNdHptCRE16Z0rZZYLRY2fPoh4aeOP/yJvEtAm/fU65vfuHujpBzmWq4sQV99icZgIHjraf4THoLFZmHCjgnsjdxrt3bvZXTz8nSqVYJ0o4Vhyw+Rkml2aPtC5CrmLDiwEL6sC2uGQswp9RvcNh/AhFPQagoUKu7sKoXIffSuULcvjP4L+q6Gss3AlA77ZsOsOvDTEIg65uwqRT4noUPYXVC1wjTrWxmNRkNsRB3KhbbAYjax9uP3iTh76uFPFDJQXdoyIxZ+m2K3egE86tenxLQPAaj53UEmZDTGZDMxbsc49t94xOFhT0Cj0fDxC7WoVsKbqwmZjF91FJtN5mGJAiYrCXZ9AjNrqEMsk8OhcHno/IX6DW7jcbI3gRAPQ6OBiq1hwAYYsQtq9lRvP/UTLGgGyzrDxd/sNoxZFGwSOoRDVGtcknodgkGB2IhQytdrhsVoZM3/phJ14dzDnUSrhc6zQOeiTo67useuNft07kzRcWNBUWi08ADDDC0xWo2M/X0sh6IP2bXtv/Nw0bOgfyh+Hgb+OB/Hl79fcljbQjhV6g3Y+o4aNn7/L2TGQ4k60HM5jDmo7kegd3V2lULkTSVqQ/eFMP44NBwDLl7qzuffvgBznoZTqyV8iBwloUM4TIPOZalY3x+LyUZS3FNUqN8Ec3YWaz56l5grD/lBulhlddw2wM/j1c2R7KjoqFH4PPccSlYW7eYcpo9vG7IsWYzePppjsY7rii7l58Gs3nXRaODz7Rf443ysw9oWwuHiL8GGseqE171fqsNAyjWH/uth+B/q0rdanXNrFCK/8A2CZz9UJ523+QC8SkLcOfhpsNrzEXPa2RWKfEJCh3AYjUZDq/5VKVnRl8xUC5mZzShfryHGzAx++vA/xIVffbgTNZkARStDwiXY/anday4x9T08nn4aa3wCPRdc4PmAZ8myZDFy20hOxjlu46VnKhVjQutKKAq8suoYEUmZDmtbCIeIPAI/9Iev6qm9mVazumv48D/UwFGuuewzIIS9uPmoQxXHH4dOn4NHEbi6G+Y1vTmXUla7Ek9GQodwKJ1BS/uRNfEL8CAxKguNvi3lQhqQnZ7Gjx9MJiHi+oNPondVh1mBui5/zBm71qxxcaHUF7NwqVAe0+XLDF6ZQMdSz5JhzmDEbyM4neC4b4HGtKhAi8rFSM40M/rbI2Sb7bNLuxAOdWUnLOsCC1vAmfXqzuEhA2DMIei5DErWdXaFQhQceheoNwjGHoYGwwEF9s+DL0PhyAqw2ZxdocijJHQIh3PzNNBpTG3cvQxEnE/Dy/85ytQOISs1hR//O5mkG5EPPkmZhlBvsLrj8M/j7f4iqPP2JmjefHRFi5K5bx9jtxloU7o1aeY0hm8dzrnEh5yX8oS0Wg0ze9WhlJ87JyJSmPqzfQOXEHaVcBm+6w3Lu0DYTnApBI3GwfgT0OULKFrB2RUKUXC5+0GHT9QJ56UbqXOqNoyBRa0hMn9ubCzsS0KHcArvou50HF0bvUHL+X1xBNV4iaDqtchISuSHDyaTEhv94JO0fk9dLjPiABxaZO+ScSkVSNDcOWjc3Ehdu443zlagRVALUk2pDNs6jItJF+1eA4CvhwvzXgrFRa9l5YFwfjz0EL1DQuQmxnTY9p46WfXCZnUCa4t31GVv236gLpEthMgdAmrCoE3w/NfgVUINHAtbqfOuMuKdXZ3IQyR0CKfxL+tNmyHVQQOHNkVQveUIAqtUIz0hnh/en0xqfNy/n8DNR/0WBmDbVEh5iB6SJ+ResyaBMz4FjYbEL77i3bSWNA1sSrIxmaFbh3Il+YrdawCoEejDB12rA/DOulOcjkpxSLtCPBFFgRM/qHM29swEqwnq9FWHcTSbpH6zKoTIfTQaqNVDXTWu8XjQ6tV5V1+GwP4F6oadQjyAhA7hVOXqFKPJCxUB2PX9FZ7u/golKlQmNS6Gn/47mYzkB2wCWK0LVOkEpjTYNMkhy/t5tWqF/5tvABD3zhSmefejUclGJGYnMmTrEK6mXLV7DQC96pemV70gjBYbo745QkqWbBwocrGoY7D4WVgzTN0RuWQIDN0O3eaAl7+zqxNCPAxXL2jzvrrJYPlWkJ0CmyfB/Gfg6p/Ork7kchI6hNPVbhVErRalsFkUti29RMshb1A8uDxJN6JY/dG7GDMz/v0EHT5Rh2ec3whnNzikZr/+/fHr2xfFbCZ27AQ+LfsqTwU8RXxWPEO3DiUqPcohdUztWp3qJb0JT8xk4g/HZONAkftkxMOGcbCgOVzfD57FoOscNXCUqufs6oQQj6NoRXhpNfT+DnxLQ+xpWNpB3dk81THvfyLvkdAhcoXGPSpStnZRjJkWti66RPuxk/ErUZK4q1dY9/EHmE3G+x/sXRJav6te3/S6Q5b102g0+L/9FoVatMCakkLM6HHMrDOVkOIhxGTGMHTrUOIyHzA8LAe4GXTMeykUbzc9287GMnfnZbu3KcRDsZph3zz4IgSOLFP31Wg4Rh1KVbevutmnECLv0migSkd4+QA0fxv0burO5l/eHD5pMTm7QpHLyKu+yBW0Wg1tBleneBkv0hKy2fFNOF1fn0qhwkWIOHuKXz6fjtXyL2NG6w2BUg0gPVqdoOoAGp2OwE8/wa1aNczh4SSMf40vG39K1cJVuZ52neG/DSfFaP+5FkGFPfi8dx0AZmw9z56LMrFPONmVP9S1/be8AcYUdRjGqL/UDcjcfJxdnRAiJxncofkbavio2hnMGer78NyGcHGbs6sTuYiEDpFrGFx1dHy5Nl5F3Ii9msr+9XF0f+t93Ap5ceXwAbbOm4Vyv6VxtVp1iU2tAQ4vgWt/OaRmracnpebNRV+iBFnHjpE6ZRrzWs2lvE95LiVfYtS2UWSYHzA8LAe0rOLPuJYVsCkw7vujRCVn2b1NIf4h6RqsegmWd4W4s+AXDC9+rw7DKFbJ2dUJIezJrwz0+gb6rYWildQNfL/tDiv7QGKYs6sTuYCEDpGreHi70GlMbVw99IQdj+fCITPPv/keBlc3zuzewR8rFqHcb7J48arqbuUAP48Dy78MycpBhuLFCZo3D62nJ2lbtmCZu5QFbRcQWCiQk/EnGfv7WLIt2XavY3zrSjStWJTEDBOjvz2CySIbOAkHMWXCjmkwuwGc/RkMHtBqCozeD5Xbyy7iQhQk5VvCyD+hzQfq3jvnN8Lsp9TXCFOms6sTTiShQ+Q6hUt48uzwGmi1Go5uDScp1osur01Gq9NzZNN69q/94f4HN50IRSpC/AXY/ZnDanarXInAL2aBTkfCwq9x2byHhW0XUty9OAejDzJx50TMVvuuLqXTapjVuy6Bvu4cu57MfzfKxoHCzhQFTq+Fr+rDzulgyYaaPdSdxJtOBIObsysUQjiD3gUaj1PncNXqBVaj+hoxuwGc2eCQlSZF7iOhQ+RKQVUK88yL6nCMnd+ex+AaTMdxr4FGw5+rVnD8t033PtDgBp1nqdd3z4C48w6qGAo1bkzAlCkA3HjvPQqfvcGCtgvwdfVlV8Qu3t7zNlab1a41FPZ0YU7fEFx0Wpb/dY11R+2/d4kooKJPwdJO8ONASI24uYHYFuj+NfgEOrs6IURu4BUAzy9QXxsCakLKdfihnzoM0wGLvojcRUKHyLWqNw2kdusgbDaFzQtOUrxsCG2GvgzAtkVzObd3170PDG4MIQPAZlaX6rzfPBA78OvVk8IDBoDZTOTYcQQl65jXZh6eBk+2XN3CB/s+uP/wsBxSO8iXKZ2rAfDWmpOcj06za3uigMlMhI2vwfymcG0PuBeGTjNh+E4o09DZ1QkhcqMyDdXXiI4zwNUbzv2i7u0RddTZlQkHktAhcrVGz1cguGYRjBkWNs45QaWGrWjSuz8oCpu/+oyrxw7f+8A2U8GzOFzfp04sd6Dir0+iUPPmWFNSuD5yFFV0gcxuNRs3nRurL67m00Of2j149H2qNM+HBJJltjLym8OkZsvGgeIJ2axw8Gt1B+KDCwENNBgB445AvcHqkrhCCHE/Wh3UHwojdkKJ2pB8DRa1hQMLZbhVASGhQ+RqWq2GNkOqUySwEMkxmfy68BShnbsT2uk5bFYL6z+bRtSFs/880N0POnysXt/2HqTecFjNGp2Okp9+imvlypiuXiVi/CuEFK7FzBYz0Wv1LD+znHkn5tm3Bo2GD7vVpEqAF2HxGUz68bjdg47Ix2LPwcIWsHEiZCVBcFMYuVt9jrn7Obs6IUReUrgcDN6qBhCrCTa9Bj8NguxUZ1cm7ExCh8j1XNz0dBhdE3dvFyLOJbF71UWe6TuI6s1aYzEaWfu/qcSHX/3ngdW6QaV2YEyFzZMcWrOukCdB8+aiK1aUzP37iX7/fRqXbMz0ptPRarTMOTaHb858Y9ca3F3UjQO9XPX8ejqGBbuu2LU9kQ8pCuxfAAuawY3j4BMEPZfDgJ/Bv7qzqxNC5FUGN3Wo1QuL1RWuTq+FBc0h+qSzKxN2JKFD5AneRdzpMKomOr2WM7ujOLkjkrYjxlK+3tNkZ6Tz07QppMRG332QRqO+qLkUUpfxPPuLQ2s2lChB0OzZaFxdSf7xJxKXLKVtcFvea/geANMPTmftxbV2rSG4qCczetZW29tyjr8uJ9i1PZGPpMXAtz3UwG7Jhjovwei/oFpXWQJXCJEzanRX53r414DEy/B1azi8VIZb5VMSOkSeEVDWh1YDqwKw56eLhJ9OotP41ylVrQYZSYn89OF/yEhOuvsgn1LqfgEAmyY5vPvWvVYtSk7/HwCxn3xC2vbtPFfxOd5s8CYA7/31Hr9e/dWuNbStHsCo5uWxKTB25VFiUu2/Z4jI485vhrmN4NJv4OYLPZZBt9ng6uXsyoQQ+U3RCjB0G4T0V7/g+Hk8rB0BxnRnVyZymIQOkadUrOdPg85lQYGti06THGui26QpFC9bnuToG6yeNoXsjP/3QlV/KATWg7Qo2D7V4TV7t2tHsVfGg6IQ+dokss+coW/Vvrxc52Vsio03d7/J7ojddq1hYptKNCpfhPh0Iy9/ewSzVTYOFPdgyoCfX4GVvSEzHso2g1F7oXo3Z1cmhMjPDO7Q5Ut4boG6ueiJVeo8sth7zNkUeZaEDpHn1OsQTMX6/piNVjbOOY7Voqf7W1PxKxFI3LUw1n38AWbj377N1+qgyxeg1cPBRRC+3+E1FxkxAp+uXVCysrg+ajTmmFhG1BrBgGoDsNgsTPhjAoeiD9mtfb1Oyxcv1iXA241D15L4aNM5u7Ul8qioozC/mbram84F2v4X+q2TPTeEEI5TuxcM2wHFqqib/C5oAce+c3ZVIodoZEUb59BoNIdDQkJCDh++z5Kv4l9ZzFbWfXaUmLBU/Mt6021CXTJTElg5ZRLpiQmUC6lPl4mT0en1dw7a/r66YWCxqjBil7pjqgPZTCbCBw0m6/Bh3KpXp8w3K9C4uTH1r6msvrgaT4Mni9ouonpR+03QPXwtiV7z/8JiU/iqT1061Sppt7ZEHmGzwp+zYMeHYLOob/bdv1Y38hJC2I2iKGSbbWSYLGQarepPk4UMo5VMk4X0mz8z/v9Pk5UMo4UMowWDTkshVz1ebnoKuenxcjPgdfN3LzfDzdv0N29Tf/d00aHJ7fOyTBnqannHV6q/13kJOnwCLh7OrSsPCw0N5ciRI0cURQl1Vg0SOpxEQseTy0w18eP/DpKeaKRiveK0GVKdxMjrfP/uG2Snp1G1aQvaj56ARnuzQ8+cpY5TT7wCLSZDs9cdXrMlKYmrPXthvn4drzZtCJz1OTYU3tr9FpuvbsbX1Zclzy6hgl8Fu9Ww9M8w3vv5DB4uOjaMaUyF4jJOv8BKvq6Onb72p/p7gxHqHjcGd+fWJUQelWG0cDUhg7D4DK7GZ3A1IZOEdCMZJjUw3A4XN3/anPARTKsBT1c93m6G24FFDS2GvwUUPUGFPajk70X5YoVw0TthYIyiwNFv1CV1LdlQvJo6v6xYJcfXkg9I6CjAJHTkjITIdFZ/fBiz0Ur9TmVp0KksNy6d58f3J2M2ZhPSvgvNBwy7861O2C5Y1lkdPjLyT6e8eBkvX+Zq7xexpaVRZPhwir86AbPNzIQdE9gZsZNi7sVY1n4ZQV5BdmlfURTGf3+MDcejKF/Mk/VjmlDIVf/gA0X+cvIn+OVVMKaoG2l2mwsVWzu7KiFyvWyzlWsJmYTF3wkXYQnqz9g04yOdy1WvxdNVj4eLDk8XPR6uOgr9v989XfR4uOjxdNXd/VgXHRabQlq2hXSjmbRsy+3Lrd/TjRZSsy2kZ9+5P8tsfaQa9VoNZYt6UinAiyr+XlQK8KKyvxdBhT3QaR3QYxJ9Cn4cAAmXwOAJnWdBrR72bzefkdBRgEnoyDlXT8azac4JFAXaDKlGpfoBXDtxjLXT38NqsdC450s83b33nQPWv6x+e1K6IQzcBFrHf4OT/uefXB8+AqxWSkybhu/zz5Ftyebl7S9zIPoAgYUCWdZuGf6e/nZpP8NoodvsP7kYm07HmiX4qk/d3N/dLnJGdgpsfA1O/qD+XrmDOoHTs6hz6xIiFzFZbIQnZt7srci4K2DcSM2+74quLjotpYt4EFzEk7JFPQgu6om/lxuermpouCs8GHTodY5//7FYbaQb/x5QLKRlm/8WUCykZJkJi0/nQkw6VxMy7vn3uhm0VPL3opK/GkIqBXhRJcCL4l6uOf9+YkxTF7k49ZP6e+hAaDdd3e9DPBQJHQWYhI6cdXz7dfb8eBGdXku3V+sSUM6HC/v/5JeZ01EUG62GjKZO2w7qg7OS4KsGkBGr7uNRf6hTak76/nui35sKBgNlFi/Co359MswZDNs6jJPxJynnU44l7ZZQ2K2wXdq/HJdOly/3kGGy8p9O1RjSpKxd2hG5yLW9sGYEpISD3h3aTYPQQbLvhiiwss1WjoYncy469WaPRSZh8elEJmXdd+iTXqshqLAHwUXUUFG2qOfNkOFJSV93x3z770BZJiuXYtM5H5PGhZg0zkWncSE6jej7LL/u426gsr8XlQPu9IpU9vfCx8PwZIUoirpaOlxoAAAgAElEQVTQxeY3wWpU5531WAZFyj/ZeQsICR0FmISOnKUoCju/O8/p3VG4exl44c16eBdx58T2Lfy24CvQaOg49jWqNG6mHnB6ndpd6+IFL+932go90dOmkbR8BTofH4J/WIVLmTKkGFMY9OsgLiZdpGrhqix6dhFeLvaZd7Hp5A1Gf3sEvVbDyuFPUz/YPgFHOJnVDH98BHtmgmKDEnXUyeJFKzq7MiEcKjXbzOGrSRy4msiBsERORCRjtv7zc5BWA4F+7rfDxO2fRT0p5eeOwQk9FLlNSqaZC7F3Qsj5mDTOR6eRkmW+5+MDvN1uhpBCNCxfhEbli+Jm0D16wzeOww8DIClMfQ/v+iVUf+4J/5r8T0JHASahI+dZrTZ++fI4EeeSKBLoyfOTQnFx07N/3Y/sWbkMrU5Ht9enULZOqPqNyaqX4NwvUKkdvPi9U77tVaxWIka/TPrOnbiULUvw9yvR+fgQnxXPgM0DCE8LJ6R4CPPazMNdb5/JvR9uPMPC3WEU93Jl47imFPNytUs7wkniL8GaYRB1BNBAkwnQ/C2Hr94mhDPEpRk5eDNgHAhL5Gx06l1DhTQaqBLgTZ0gX8rdDBVli3oQVNgDV/1jfCAu4BRFITbNyPlotVfk/M0wciEmjWzz3ftDebjoaFapGG2q+dOySnF8PR7hNSk7BdaPgbMb1N8bDFeX+dbL+9f9SOgowCR02Ed2hpnVHx8mOSaTMjWL0GFULTQa2PXtEg79vAa9qysvTP4vgZWrQuoNmN0AjKnwwmKo0d0pNVvTM7jWpw/GCxfwePppSi9cgMZgICo9iv6b+xOTGUPjko35ouUXuOhy/oOi2Wqjz8J9HLyaRKPyRVgx5Kl8NzygQFIUOLIMtrwF5kzwCYLn5kNwY2dXJoRdKIpCRFIW+8MSORiWyMGriVyJz7jrMQadhlqlfKkfXJgGZf0ILVMYH/cnHPYjHshmU7ielMn56DRORaaw/Vwsp6NSb9+v02poEFyYNtX8aVPNn6DCD7E0rqLAgQXw62SwmaFkXeixFPyC7fZ35GUSOgowCR32kxybyU/TD2HMsFC7VRBNelREURR+nTeL039sw9XTk17vTadY6WA4tAR+eQU8isKYg+DhnOFF5shIwnr1xhofj2/PngRMfQ+NRkNYShgDtwwkMTuRNmXa8PEzH6PX5vxKUzGp2XT8Yjfx6SbGtqzAxLaVc7wN4UAZCbBhLJzfqP5eswd0+BTcfZ1blxA5yGZTuBSXfjtkHAhL/Mc8A3eDjtAyfjdDRmHqBPni7iI9GLlBRFIm287E8NvZGPZfScTyt0k0VQK8aFs9gLbV/Kle8v/YO8/wKKo2DN+zLb2SnpCETkIPSO/SQbrSQUQEQbGL5UPsKNhAqoqoIAiCSAmCSA+d0EmAhBJI7z3b5/sxEIhSErKwgcx9XXtNds7MnHeT7O485z3neZ3vvDA9PhJ+f1paq2bjAk/9BDU63/f4HzZk0VGJkUXH/SXhfBbrZx/HbBLpMLwO9dv7YzaZ2PD1DGIPH8DBzZ3hH3+Bs7uHZKEbFwGNhsOABVaLuejECeJGj0HU6fCaOpUqY58G4GzmWZ7Z/Ax5hjz61+zPh60/vC9OU3tj0xm1+CBmEZaMfYxOdbws3ofMAyD2H/hzEuSngI0z9P5KtpeUeSQwmMycSczl8KVMDl7K5EhcJtmFJdcPuNqraRbkTotq7jxWzZ16fs7y+ouHgJxCAzvOpbI1KoWd51Ip0N+w9fVzsaVLqDfdQn1oUd391n/Poizpc+/cJskS/8mfoG7vB/cCHgJk0VGJkUXH/Sd6XyLbfzmLoBB4YkojqtZ1x6jXs2bGe8RHnaZKQCBDP5iJrTZZKhpo0sGotVYdIcn96y8SXnkVBIGAefNw6twJgOOpx3lu63MUGYsYW28srzZ79b70P3d7DF/8fR5XezXhU9rh7yoXiXtoMBlh63twYJ70PLA1DFwEroHWjUtGphzkaQ38E51C+Mlk9l1Ip1BfssaEj7Mtj1WTshjNg92p5eWIQp4e+lCjM5rYfyGDv6NS+CcqpUTtEydbFZ3qeNE11JuOdTxxsr1papzZDJvfgkOLQFDCwO+gwWArvIKKiSw6KjGy6Hgw7PsjlmN/X8HGXsWgN5vi5uOAtiCf3957k4z4KwSE1GfQOx+iOjgXtn0g3aBNOgAaB6vFnDZ/PulzvkWwtyf412XYhoQAEJEQwYvbXsQoGnm16auMrT/W4n2bzSLP/HyYnefSaFTVld8ntLJOJVqZslGYKU0vuLQLFCro9A60eRkU8jQSmYePPK2BbdGpbDyZxO6YNPTGGwuQq3k40DxYymK0qOZOgJudXGPoEcZsFjmZkMPfZ5LZGpVCTGp+cZtaKdCqhoe0DiTEGx8XW2mdx7YPIeIrQIC+cyBstPVeQAVCFh2VGFl0PBhEs8hfi05x6UQ6Lp52DJ7aDFtHNbnpaaz432vkZ2VSu1U7+kx+GWHx45B8ClpOluoXWCtmUSTxzankbtiAyseH4FUrUXtJU502XdzEW3veQkTkw9YfMqCW5W0Cswr09Pk2goTsIp5uHcz7fetZvA8ZC5J2DlYMhcyL4OAJQ5ZBYEtrRyUjUyauC43wU0nsOn9DaAgCPBbsTu8GvnSv5yPdWMpUWi6nF7A1KoW/o5KJjMsqUUulUYALXUO9eapZVbyOz4XtH0kNPT6HlhOtE3AFQhYdlRhZdDw4DDoTf3wRSfrVfPxqudL3pcYoVQrS4i7x2/Q30RcV0bTPADo+HgbfX5taNe4fCLDa+xKzTseVp8dSdOwYtg0aEPTLzyjspKlOy6OXM+PQDBSCgq87fk3nQMtPBzt2JYunFu3HYBL5dlgTnmjkZ/E+ZCxAzFZY/YzkwObTAIauANeq1o5KRqZU5OuMbItOYePJ2wuNnvV98HKWhYbMf8nI17HtrLQOZE9MWrElr0al4KlmAbzmtA23PdOlgztPg/avWzFa6yOLjkqMLDoeLPlZWn7/7AiFOXpCWvvSaVRdBEEg7tRx/pgxHbPJRKcx4wlTHYZ934JXPXhup1VrGRgzM7n81BAM8fE4de+O/9dfISikqU7zjs9j4YmFaBQaFnZdyGM+j1m8/5/3XWb6+jM4aJSsf7EtNTwdLd6HzD0iirB/rrSGQzRDaD/ov8Cq0wJlZErDdaERfjKJnf8WGkHu9G7oS4/6PnjLQkOmDBTpTeyJSWPN0Xi2nEkBpMrxnwYf48nEWQiI0PZVePw9q9TkqgjIoqMSI4uOB09qXC5rvziK0WCm1YAahHUPAiBqzw7+mvslCAJPvPAKtSNfgazL0Pl/0P4Nq8asi43l8tBhmPPzqTJxAl4vvwxIU7A+OfgJK8+txFHtyI/dfySkSohF+xZFkRdXHGPjySRqezvy5+Q22Gssb9crU0aMOtjwMpxYLj3v+Da0fxMU8tobmYrJ3YRGrwY+9GzgKwsNGYsQk5LH/J0XWH8iEZNZpJ9yL1+pF6DEDC0mQo/PKqXwkEVHJUYWHdYhNjKVLd+fBgF6TmhA9caeAMVVy5VqNYPHDiJgz2TJdm/iXvCsbdWY8/dEcHXiRDCZ8P1sBq79+wNgMpuYumcqWy5vwd3WnaU9lxLobFmnonydkb5zI7iYVsDAJv58+VQjedGmNclLgZUjIf4QqO1hwEIpyyEjU8G4LjQ2nUpi57k0dDcJjWZBbtLUKVloyNxH4jIKWLjrAqsj4+kkHuJb9bfYCEbSaw/BY+iCSme0IYuOSowsOqzHkb8uc3DdRVQaBQNfb4pnoBOiKLJt8QJObN2ErYMjQzs6U+XiSghsBU9vsvoocuby5aR8+BGo1QQu/gGH5s0B0Jv0TN42mQNJB/B39Gdpz6V42ntatO/zKXn0m7uXIoOJGQMbMKy5bMFqFZJOwIphkJsAzgEwbAX4NrR2VDIyxRTpTWyNTiH8ZOIthUavBr70rO8rLwaXeaAk5RTx3e6LXD20gW8VX2In6Nln1xHFwEW0qOldaQbSZNFRiZFFh/UQRZFtP0Vz7mAyDq42PPlWMxxcbTCbTaz/cgYXjhzAuYoHw/wP4GhIgt5fwmPPWjtskj/9lKxflqJwcSF4xQpsqlcDoNBQyLgt4zidcZpabrVY0n0JLjYuFu37j6PxvLrqBBqVgj+eb019f8teX+YunFkLa58HYxFUbSE5VDnKxRtlKgZXMwtZeiCO3w5dIVdrLN7fLMiN3g1loSFTMUjP17Fl0x/0P/MyDoKWv01NWez7HhM7h9KxjucjLz5k0VGJkUWHdTEZzKz75hhJF3LwDHRiwOthqDVKDDotv3/0Lkkx5/D0qcJQ5w1o7Oxh8kFw8bdqzKLJRPwLL5K/YwfqwECCV/6Gys0NgCxtFmM2j+FSziWaeDVhUddF2KksW9jv7T9OseLQFaq627HxhXa42KvvfpJM+TCbYddnsOtz6XnjkdDnK1DZWDcumUqPKIrsv5DBkn2X2RadUmxd2ijAhX6N/enZwAdfF7m4qEzFI//CQVQrBmNrzGW3qQHPGV6lhp8nkzvVpEc9n0e2uKQsOioxsuiwPkV5elZ/foTcdC01wjzp/mx9BIVAYW4Ov733BllJiQR5KRngvgtlnR7SdBYrj4SYCwq4PGoUuqho7MLCCFzyIwob6QY0KT+JUX+NIqUwhfYB7fmm0zeoFZYTBlqDiUEL9nEmMZeuod58N6rpIz8yZFX0BbB2IkSvB0EB3T6GlpOs/j8oU7kp1BtZeyyBn/dd5nyKVKhNrRR4oqEfY1oH06iqq5UjlJEpBcmnEX/pj1CYxlEhhNFFr5GPPTW9HJnUsQZ9G/mhUj5a5hwVQXQ8Wr9RGZkyYOekofekRmhslVw4msbBDRcBsHd2YeBbH2Dv4kpcqomtKaGI5/6SprhYGYWDA1UXLETl40PR0aMkvfs/rg8c+Dr68l3X73C1cWV3/G6m752OWTTf5Yqlx1atZMGIpjjZqtgalcL3ey5a7Noy/yL7CizuLgkOGxcY8Tu0miwLDhmrcTWzkE/Co2j56TbeXXua8yn5eDnZ8EqX2ux9qzNfDWksCw6Zhwef+gjP/AVOfoSJ0ez0+pq6LkZiU/N5ddUJOn25k+UHr6Azmqwd6SOFnOmwEnKmo+Jw5UwGG+edRDSLdHk6hDotfQFIjj3Pyg/fxqjT0dLjCm2CC2HyIbB3t3LEoD17lrjhIzAXFuIxaRKeU14sbjuVdopxf4+jyFjEqNBRvNHsDYtmJLZGpTD+lyMoFQIrxrekeTXr/z4eKa4cgN9GQGE6uNeA4SvBo5a1o5KphIiiyL4LGSzZe5ltZ1O4frsQFujKmNbB9Kzvi0Ylj13KPMRkXYaf+0J2HGavUDY0ms83+3O4lF4AgI+zLePbV2dY86oPvWW8nOmQkakABNarQrunpJu67cvOkhibDYBPzdo88fJbCAoFB9IDORmvhC3vWjPUYmzr1sX/669AoSB9/nyy//yzuK2BZwO+6fQNKoWKpVFLWXx6sUX77hrqzYQO1TGZRV5YfpS0PJ1Fr1+pOboUfuojCY7qnWD8NllwyDxwCvVGlh2Io9vXuxnxw0H+iU5BrVAwsIk/6ya34Y9JbejX2F8WHDIPP27B8Mxm8KiNIjWKfkef5Z9na/LtsCbU9XEiOVfLRxujaPv5DubtiEVrkDMf5UHOdFgJOdNR8di98jyndsRj66hm8NRmuHhKiyBPbtvM1u/mIiDSLyCKGpMWQ43OVo5WIvPXX0n56OP/WOkCbL68mTd3vYmIyPRW0xlce7DF+jWazAz/4SCHLmXSqnoVlj3bAuUjuvjugWAyStXFD8yTnrecBF0/AuXDPbIm83BxJaOQX/ZfZuWRq+Rdc6HycrJhZMsghjUPxNNJNjCQeUTJT4OlAyDlFLgGwuh1mF2rse1sKnN3xHLiqjQYWcfbiTnDmlDHx8nKAZedipDpkEWHlZBFR8XDbDITPv8kV85k4uZjz6CpzbCxk2769q5axoE1v6ESTAypn4rPm7tB42DliCVSZswg8+df/mOlC7Dy7Eo+PvgxCkHBlx2+pEtQF4v1m5qrpdecCNLzdbzQqSavd69jsWtXKoqyYfUzcGEbKNSSO1XYaGtHJVNJEEWRvbEZ/LTvEtvOphZPoWoa5MaY1sH0qOcjZzRkKgdFWbBsMCQcASdfGL0OPOsgiiIRselMX3eGi+kFaFQK3u0VwuhWQQ+VmUpFEB3yJ4mMzDUUSgXdnq2Pu58DWcmFbPn+NGaTtBC79ZMjqNe+M0ZRyR9RVcheN93K0d7A6803cezcGXNODlcnTsSYlVXcNqTuECY1noRZNPPm7jc5mHTQcv062zJnWGMUAszdEcuOs6kWu3alIT0WfugiCQ57DxizQRYcMg+EAp2RpQfi6Pr1bkYuPsg/0amoFQoGhQWw4YW2rHm+NX0b+cmCQ6byYOcGo/+EoLaQlwRLekHSSQRBoF0tTzZOacvQx6qiN5qZvv4M434+Qka+PL24LFj000QQBI0gCG6WvObDgCAIbwuCcFgQhFxBENIEQdggCEJ9a8clU3Zs7FT0ntQQOyc1V6MyiVgVA4AgCHSdMIWgOjUoMmlYs/4Yhed2WzlaCUGpxH/WTGxDQzFcuUL85Bcw6258EE5sOJFhdYdhMBuYsn0KZzLOWKzv1jU8eK2blOF4ZdVx4rMKLXbtR57YbfBDZ8iIAe/68NwOCGpl7ahkHnESs4v4aGMULWdsY9qfp4lNzcfb2YbXu9Vm39ud+fKpRjQIkIt/ylRSbJwkt8CaXaS1dT/3gauHAbDXqPhsUEMWjAjDxU7N9rOp9Ji9h93n06wc9MODRUSHIAhVBUHYDhQC6YIgZAuCsFMQhK8EQRgpCEKo8DDloMpOR2A+0BroDBiBfwRBkG19HkKcPezoObEhCpXAqV0JnNwRD4BSpaLv2zPwqmJHtt6OP2d9iqEw38rRSigcHAhYsOCGle477xZb6QqCwFvN36JncE8KjYVM+mcSl3MuW6zv5zvUoFMdT7ILDUxefky2GLwboggHFsCvg0GbA3X7wDNbpHnEMjL3ibQ8He+vP0PHWTtZHHGJPK2RZkFufDusCRFTO/NC51p4OMprNmRk0NjD0OXSZ7M2B5b2h0t7ipt7NvDlr5fa0aKaO2l5Okb/eIiPN0bJ332lwCJrOgRB2AD0Bq4C54AgoAaSqLneQRFwQhTFNuXusIIjCIIjkAP0F0Vxw22Okdd0VHDOHUzmnyVRCAL0fqERQfWqAJCfmsCK18eRq1NRI7gKfT/9EYVSaeVoJUpa6T6P55QpxW0Gk4EXt7/I3sS9+Dr4srTnUrwdvC3Sb3ahnt5zIkjILmJMqyA+6Ccn+m6JyQibXoPIn6Tn7d+Ejm+DQp7CInN/yCk0sGj3BZbsvUzRNeedPg19mdC+hpzRkJG5EyYj/Pk8nFoFKlsY8ivUurEu0mQWWbjrAl9tPY/JLBLq68ycYU2o6eVoxaBvz6O0pqMdcBioKYpiN1EU6wAuQHvgZeAX4CLwmCU6EwRhsCAI3wqCsOfalCZREIRldzknQBCEHwVBSBQEQScIwmVBEL65T9PBnJB+t1l3O1Cm4lKnhQ/NegUjirDl+9NkJEhZDUcvfwZOGo+twsCFyxlsX/A5FcWQoaSV7oISVrpqpZqvOn5FQ4+GJBUkMfGfieTocizSr6u9hvkjwlArBX7eH8f6E4kWue4jhb4QVo2SBIfKDgYvgc7vyoJD5r6QrzPy7bYY2s7czvydFygymOgS4sWmKe2YOzxMFhwyMndDqYIBi6Dp02DUwoqhEPvPjWaFwORONVk9sRWB7vZEJeXS59s9LD94pcLcE1Q0LPVtpwN2iqJouL5DFMUCURQjRFH8VhTFsaIoNgQsJf/+B7wANAYS7nawIAg1gEhgLHAI+BpJBL0E7BcEoYqF4rrObOA4sN/C15V5wDTvU42aTb0waE2Ezz9JYa4egCotB9GvcwBKwcyJPfs4tHaVlSO9gWOHDnj/T6onkjTtPQoOHipus1fbM+/xeVR3qU5sdiyTt02m0GCZdRiNqrryXp9QAN5ac5LY1DyLXPeRoChLsmM8t0larDhmPdQfaO2oZB5BtAYTP+y5SIeZO/hy63nytEba1KzCH5Na88OYxwj1c7Z2iDIyDw8KBfT5RrIxNxvg97GQdq7EIU0C3Qif0paBYf5oDWbeWXuKicsiySrQWynoioulRMc/wF39MkVRtNRf4BWgNuAMPF+K4+cDXsAUURT7i6L4liiKnZHERx3gk5sPFgTh42vZkzs9Ot6qI0EQvgLaAoNEUZQn+D3kCAqBx8eE4BXsTF6Glr8WnsJ4bYpCwIhZ9KqeBIhErFxK1O7t1g32JtyHD8d9zGgwGIifMgXdxUvFba62rizqughfB19OpJ3gtV2vYTAb7nC10jOyZRB9G/lRqDfx/LKjFOqNFrnuQ01OAvzYE64eAOcAaf1G1eZ3P09GpgwYTGZ+PRhHx1k7+Tg8mowCPWGBriwf34Jfn21JWGCl83iRkbEMggDdPoHQfqDLheVDoDCzxCFOtmq+eqoxs4c2xslGxZYzKfScvYd9F9KtFHTFxFKi4xPgcUEQHsg3qSiKO0RRjBFLkb8SBKE60A24DMz7V/N0oAAYJQjCzUUXvgFC7vI4xL8QBOFrYBjQWRTFi2V8WTIVFJVGSa/nG+DoZkPyxRx2LD0rpU7t3ak94j06eUt/6i0LviHu5HErR3uDO1np+jj4sKjrItxs3IhIiOB/Ef/DLJrL3acgCMwY2IAang7EpObz7trTlTvNnHYOFneDtGjwrAvj/gZPuZ6JjOUwmUXWHovn8S938e7a0yTnagnxdebHp5ux5vnWtK7hYe0QZWQefhQK6L8QfBtD1iVYOQqM/x1H79fYn00vtaNpkBvJuVpG/HCQzzefxWAq//fro4DFigMKgtAHWAS8Dqx6UKP81zIOO4BfRVEceYv2Z4Hvge9EUZxwi/YtSKKkiyiK28oRx2xgKNBRFMXoUhwfaWdnFxYSEnLLdnmBecUjPT6PNbOOYtSZaNG3Gs16VZOciH4bwc7dUURmBqCxs2PI+5/jFVzd2uECYC4oIG7UaLRRUdiFhRG45EcUNjccas6kn+GZLc9QaCxkRMgIpj421SLFjs6n5NFv7l6KDCY+HdCA4S0qoTPT1UOw/ClpalXVljBsBdjLhnYylkEURbacSebLv88TkyqtN6vu6cCrXWvTq74vCsWjbBgpI2MlchPhu06QnwxhY+CJ2VIm5F8YTWa+3R7Lt9tjMIvQKMCF2UObEOxhvaLCj8xCckEQvIGJSFOYlgHJgiD8LgjCVEEQuljZOvb6sOL527THXNvWvtcOBEGYh7ReZBiQJQiCz7VHxbQwkLknPAKc6DauHghwcP0lYo6kSB82vb+gQ9UM6jinoS8qYu1n75OXWTFSqney0gWo51GP2Z1no1ao+TX6V3449YNF+q3t7cSMgQ0AeH/9GU7GZ1vkug8N57fAz30lwVG7J4xaKwsOGYsgiiI7z6XSd+5eJi47SkxqPgFudswa3JC/X25Pn4Z+suCQkblfOPvBsOWSm9XRnyX781ugUip4pWttVk5ohb+rHSfic+g9Zw+rI+MrdfbfUtOrFgC9gDzgxLXrDgJmAFuANEEQLgqCYI3VttctOm5n03N9v2s5+piE5Fi1DUi66fH6nU4KCQkhMjLylg+Zikm1hh60GVQTgG0/R5NyKRec/RC6fUAP33P4OxaSn5XJ2s8/RK8tsnK0EmpvL6ouXIDC3p7c8HDSv/22RHtL35bMaDcDAYE5x+aw5vwai/Tbv4k/I1oEojeZmbg0kvTKUrn1+HJYMQyMRdBkJAxZJvm+y8iUk4MXM3hq0X6eXnKYUwk5eDnZ8FG/emx/rSNPNquKSik7ocnI3Hf8m0L/a2Lj73chZuttD30s2J1NL7Wjd0NfCvQmXv/9BC+uOEZOkWXWUT5sWOoTqjNwCggURTFMFMUqQDVgMPAZsBXJuWqQhfqzJNeHhO5ZeoqiKNzm8b5lQpSpSDR6vCqhbf0wGcyELzhJXqYWwp5GVa01/XxP4OaoJO3yRcJnz8RsrhheAney0gXoHtydd1tIjlcfHviQbXH3PNOwBO89EUpYoCuJOVomLTv6aM9rFUWI+EbydRdN0O416DtXsl2UkSkHJ+OzGbX4IEO+O8Dhy1m42qt5p1dddr3RiVGtgtGoZLEhI/NAqT8QOrwFollytEq9/ax6Fzs1c4c1YdbghthrlGw8mUSv2Xs4fDnztuc8qljqk8oEbBZFsbg8syiKcaIo/iGK4ruiKPYQRdELSYg8aK5nMm5nSu78r+NkZO6IIAi0H1Yb/zpuFOXqCZ93Er3eDE/Mwc5WzQDvA9jaarh49DA7f7bMdCVLcCcrXYAhdYfwfKPnMYtm3tz9JoeTD5e7TxuVkoUjm+LtbMOhy5l8uCGq3NeskJjNsOUd+Gc6IEDPmfD4e7ec6ysjU1rOp+QxYekR+s7dy56YdBxtVLzcpRZ73uzEc+1rYKepGEVJZWQqJR2mQr0BoM+THK0KMm57qCAIPNmsKuFT2tEwwIWE7CKGLNrP11vPY3yUB+P+haVExx7gritnRVG8YqH+ysJ1Q+XbrdmodW17uzUfMjL/QalU0OO5+rh625ORkM/WH6Mwu9eA3l/iptHSz+8ESqWSY5s3cPSv9dYOt5g7WekCPN/oeYbUGYLerGfK9imczTxb7j69nG1ZOLIpGqWCpQfi+O2QNT4G7iNGPfwxHg7MB4UaBv8ILf7jWSEjU2oSsot4ZeVxun+zmy1nUrBVK5jQoTp73uzEy11q42SrtnaIMjIyCgX0mw9+TSA7Tir+egtHq5up5uHA6omteb5jDURg9rYYhnx3gKuZlqmXVdGxlOj4AOglCEI9C13Pkuy4tu0mCEKJ1ysIghWRxukAACAASURBVBPQBigCDjzowGQebmwd1PSe1BAbexWXT6az/49YaDICmowkwCad7tWlxeQ7f/6BC5EHrRztDe5kpSsIAm83f5uuQV3JN+QzcetEruZdLXefTQLd+HhAfQCmrTtNZFzWXc54SNDlSQ5Vp1eDxhFGrpaL/sncM3qjmXk7Ynn8y52sPZaASiEwplUQu9/oxNs9Q3Bz0Fg7RBkZmZvR2MPQFeDkC3F7IfwVaartnU5RKZjaoy6/PtsCH2dbIuOy6DV7D5Fxj/50K0uJjmFIBQK3CoLQ1ULXtAiiKF4A/gaCgcn/av4AcAB+EUWx4AGHJvMI4OptT88JDVAoBI7/c5UzexKg5yzwqkeI6jStQ+0QRTPhs2eRcumCtcMFQFAq8f9iFrahoRiuXCF+8guYdTcWeSsVSj5r9xktfFqQoc1gwtYJpBeV343rqWZVebp1MAaTyMRlkaTkast9TauSnwY/9YGLO8DBE54Oh+odrR2VzEPK3th0eszezawt59AazPRu6Mv21zryQb/6eDnbWjs8GRmZ2+HsC0OXg8oOji2D/f8uCXdrWtfw4K+X2tElxJs8nZGxSw5zNjn3PgdrXSxSp0MQBDPSQmzh2vYS0uLxI0AkcFoURYuVJhYEoT/Q/9pTH6A7cBFpmhdAuiiKr990fA1gH5Kl7zogGmgBdEKaVtVaFMXbT8a7DwiCEBkWFhYmO1U9GkTtTWTH0rMoFAJPTGlEgEcmfNcBUZfPZsUwoqLicXRzZ/gnX+FUpWIU6zKkpHJ5yBCMyck49+6N3xezStToKDAUMHbzWKIzowlxD+HH7j/iqCmfC7TBZGbU4oMcuJhJ46qu/PZcS2zVD+G89KzLsHQAZF4Et2DJEte9YtRmkXm4SM7R8lF4FOEnkwCp1saHfevTtlbF+JyQkZEpJWfWwu9Pg6CAYb9B7e6lOs1oMjPp16P8HZWCl5MNa55vTVV3yzsePjJ1OpDcq94AliOtoQgGJgDfIYmOPEEQDgmCMN9C/TUGxlx7XP+rVr9p3+CbD76W7WgG/IQkNl4DagBzgFYPWnDIPHqEtvGjSddAzGaRvxadJkPnA32/RRCgq7iGgOpB16x0P0BfVDHmbqq9vai6aGGxlW7aV1+XaHdQO7CgywICnQKJzozmpR0voTOVz/ZWrVQwb3gY/q52HL+azbQ/H8KK5UknpSrjmRfBpyGM2yoLDpkyYzCZ+X73RR7/cifhJ5OwVSt4o3sd/nqpnSw4ZGQeRuoNgI7vSI5Wq8dBSumMU1RKBXOGNaFldXdS83SMXHyQtLxH02LeYhXJS1xUEOyBRkDYTY9QQCWK4kM4rGl5BEGIbNy4cVh4eHjxPicnJ5ycnKwYlUx5MJtF/v7+NBeOpeHgasOgN5vidGAaHPqOIodgVsQ/RlZyMtWaNKP/G9NQKCvGWyF/926uPj8JTCa83niDKuOeKdEenxfPqL9GkV6UTpfALnzR4QuUivLFfjohh8EL96E1mPmgbz3GtA4u1/UeGJf2wG/DQZcL1drDkF/B1vnu58nI3MTBixlMW3ea8ymS4WP3et6890Q9/F3trBxZ+RBFEZNRcuIREG4Y0l//URCKdyFQIrMqI/NIIIqwZhycXgOugTB+BziUbhAhT2tg2PcHOJ2QS6ivM79NaImzBU0jKkKm476Ijlt2JAgaoL4oikcfSIcVHEEQIn19fcOSkpKK902fPp3333/fekHJlBujwcT62cdJis3BzdeBga/Ux/a3PpB4lCy/7iw/qESbn0fj7r3pPHZihfnSzdmwgcQ33gTA9+OPcB1cIlnIucxzjN08ljxDHk/WfpJpLaeVO/Z1xxN46bfjKBUCy8a1oFWNKuW63n3nzJ+SS5VJL41oDVgEKhtrRyXzEJGap2XGprOsPZYAQFAVe97vW49OdbysHNmtEUURg9ZEUb6eojwDRXl6ivKvbfMMJfZr8w0U5ukxG+/hnkK4afMvYSIJFkm1KFUK7J012DtrsHPSYO+iKX5+88POSYNSrl0iYy0MRbCkFyQehcBWMHpdqb8r0vN1PLlwP5fSC2hezZ1fnmlusSnIlUp0yJREznQ8umgLDKz98iiZiQX41nSh72h3VD92AG0O8fVeYfWfxzEZjXQaM56wXv2sHW4xmUuXkfLJJ6BQ4P/N1zh361aiPTIlkglbJ6Az6ZjYaCKTG//bl6HszPgrmkW7LuLuoGH9C20IcKuglbsPfQ+b3gBEaP4c9PhcskuUkSkFRpOZZQfi+PLv8+TpjNioFEzqWJMJHao/8DVNZpOZvEzdvwTEDRGhzZPEgzbfQFGeoThzUVoUSuHG6k6krQggijcq8D6A2w4bBxX2zjbYO6ul7U0ixe5mgeKoRlBIMqeiDALJPALkJsH3nSEvERqPhH5zS123KT6rkMEL9pOcq6VLiDcLR4ahUpb/+0YWHZUYeSH5o01eppY1MyMpyNZRvYkn3dtdRbFqGAhKoht9zqYV60AQ6Pf6/6jZrIW1wy0mbe480ufORVCrqbpoIQ6tW5do33FlBy/vfBmzaObt5m8zPGR4ufozmUXG/nSY3efTqOfnzOqJrStWwTNRhB2fwu6Z0vPO06RK4/LNiUwpiYzLYtqfp4lKklxpOtf14v0n6hFY5f4KbLNZJDetiMzEAjKT8q9tC8hKKSxTNkJlo8TOUS09rt2k2zlK2QQ7JzW2jmrsnTXYOqqxc9KgLsP7VxTFYgFyszARRRFzbh7GlFQMKSnXHqnos/PR6kGrV6A1qNCaVGhNanRmDVqzBp1og06wRYettJi3VEGYURvysdVl4WRIx0XIwdWmCFcHI7ZujihdXVG6uEjb6z+73fhZYSs7i8nchsTj8GMPMBZB14+gzZRSn3o+JY8nF+4np8jAoLAAZg1uiEJRvu8dWXRUYmTR8eiTkZDPH18cRV9kpEEHf9q5L0PYPwecfNnv9wb7/lyLysaGoe9/jnf1mtYOF5C+7FM+nUHW0qUI9vYELfkRu0aNShyzNmYt7+17DwGBmR1m0iO4R7n6zCk00HdeBHEZhfRt5MfsoY0rxoijyQibXoPIn6QbmCdmQ9hoa0cl85CQka/j881nWXUkHgB/Vzve71uPLiFeFv3/LhYXSQXFwiIzqYDs5MLbZikc3WyKpyHZOUkiwtZJjb2TplwiojSIZjOmrCyMKSkYklMwpiRL2+RkDKkpGJMlkSEW3rvhhoiAQe2AXuOMXuOMTuOMQeOETuOMXu2MXuNU3GZQO9xWoNgWpeGUH49jfgKO17a2ukxu/usJtra3FiY3bdW+PtjUqoXSw6NifLbJPDjO/Am/jwEEydGqTum/L49eyWLE9wcpMph4tm013u0dUq7/H1l0VGJk0VE5SDifxfo5xzEbRVr2C6Zp0iS4sh+xWgc253Ugas8OHNzcGf7xlzh7eFo7XEC6KUh86y1y129A6eJC0LKl2NSqVeKYH079wOyjs1EpVMx/fD6t/FqVq8/zKXkMmLeXAr2Jt3vWZUKHGuW6XrkxFMGaZ+HsRlDZwuAlULeXdWOSeSgwmUVWHLrCrC3nyCkyoFEqeK59dSZ3qlmuLJ5oFsnNKLohLK5nLpILMRluLy7c/Rxw93W4tnXEzdceja3qnuO4c4xmjGlpkoC4jaAwpqQgGgx3vZZgb4/a2xuVjzdqbx9UPt6o3NxArUZQqRBUagS1CkGlApXqP/uk/SWf32qfKCgp0opkJ+WRFptOWlwOmclasrJMmM3/vcFTizqc9Kk45sfjkHkJx5w4HAqSUZSiKoDS1RWbmjWxqV0LTc2a2NaStio3t3v6fcs8JOyaBTs+lgrIjvsbvEtfR3vX+TSe/fkwBpPImz3qMKnjvQ9QyqKjEiOLjspDbGQqW344DSI8PsSXuof7QGE6pnZTWR2RS3zUaTwDgxn64Uw0dhVjTYNoMBA/5SXyd+xA5eVF0PLlaAL8b7SLIjMPz2RZ9DLsVHYs6b6Eeh6l/yC9FVvOJDNhaSQKAZaMbU6H2lYSYYWZkkPVlf1g6wLDV0FgS+vEIvNQceJqNtPWneZkfA4A7Wp58EHfelT3LFt9G22BgeSLOZKwuC4ukgow3klc+DrgViwupIfG7v6ICwDRaER/6RLaqKhrj2i00dGY8/Pveq7SxQWVjw8qb69iQaH28UHl5Y3axxuVjw8KR0erZgVMJjPZyYWkx+eTfjXv2jYfbcF/BZOgADd3FW7OZlztdLgo83E2paPKz8SUnY3+ajy6mBjMeXm37Evp6YFtrVrY1CopRpSO5auLJFNBEEVpEOv0anAJhPHbwbH0328bTiQy5bdjiCLMGNiAYc0D7ykMWXRUYmTRUbk4ueMqe1bGoFAI9BooEhQxEICiQctZsXgdWUkJVGvclP5vvldhrHTNWi1Xnx1P4ZEjqIMCCV62DJXnjQ9Ks2jmnYh3CL8YjpuNG7/0/IVgl+By9fn11vPM3haDs62K9S+0JdjDoZyvooxkXYZlgyEjBpz8YNQf4BXyYGOQeejILtQzc8s5Vhy6giiCr4st0/qE0rO+T6lunLUFBhJjskk4n0XC+WwyEvJvudjawUVTnLFw95MEhpuvAzb3UVwAmPV6dOdj0EadQRsdjTYqCt3Zc4i6/9YSULq7o/bzk4SElyQg1D7eqLx9UHt7ofL2RmH3cFoDi6JIQbae9PgbIiQjIZ/s1MJb/r0c3WyoEuCITzUXAuu546opRB8biy4mBt317YULt51KpvLzxaZWrWIRYlOrFjY1asjrSB5GDEXwU29IiISqLWHM+jK5Hy49EMe0P0+jEGDe8DB6NvAtcwiy6KjEyKKj8rF/bSxHt1xBZaNkQPsTeJ2aBvYeZA9cw6+fzUSbl0ujbr15/JmKY6Vrysvjypin0UZFYVO3LkG//IzS+UZdCoPZwIvbX2Rvwl78HPxY2mspXvb3bv9pNotMWBbJ1qgUank5snZyGxxt7u8NVTEJR2H5U1CQBt71pQyHi//dz5OptJjNIqsj4/ls81kyC/SoFALj2lVjSudaONzh//ZuIkOhEvAOdsazqlNx5sLN1wFbB8t59t/2NRUUoD13TspcXMti6GJjwfjf6UPqgABsQ0OxDQ2RtiEhJQYmKgt6rZHMxIISWZGMhHyM+pKZKTtnDUGh7gTWr0LVEHdsHdSIZjOGxER0528SIrGx6C9cQNTr/9uZIKAOrCoJkJo1sWvYCPvmzVE6PuABGpmyk5csOVrlJkCjYdB/QZlMSeZsi+GrrefRKBX8NPYxWtcsWxFRWXRUYmTRUfkQzSL//BzF+YMp2DmpGVTre1wS10FgKxJazuL3T6ZhMhrpOHo8TXtXHCtdY0YGcSNGor98GbuwMAIX/1BipLLQUMj4v8dzMv0kNV1r8lOPn3Cxcbnn/vK0BgbM30dsaj7dQr1ZOLJpuV077sq5zbB6LBgKoXpHeGqpXPRP5o6cT8njrTUnOXolG4CW1d35qF99ann/1/a8NCLDp5oL/rVd8a/thnc1Z1QPwMXNlJMjZS7OXJsiFR2N/tIlaTrIzQgCmmrVrgmMa4+Quihd7v19/qhjNovkpBaSfjWf+HNZXDmTQX7WjcyQIIBPdRcC61UhqH4VPAIci6174dr0tStX0cXGSEIkJhZdbAz6y3H/FYBqNfaNG+PQpg0ObdpgWy8UQbb0rpgknZAcrQyF0OUDaPtyqU8VRZEPNkTx077LOGiUrHiuJQ0DXEt9viw6KjGy6KicmIxmwuef5GpUJi4eGgY6vYx9UQy0eYlo+8fZNGeWZKX72rvUfKzirCMwJCZyefgIjMnJOLRvR9W5cxE0muL2bG02YzaP4WLORZp4NWFR10XYqe59CsXFtHz6zdtLntbIK11q81KXWnc/6V458iOEvwaiGRoNl1yqVJq7nydTKTGazCzafZHZ/8SgN5nxdLLhf71D6NvIrzhDWRFFhiiK6C9dpiAigsLDh9FGRWFISPjvgSqVNKUnNATbkGsCo05tFA7ySHp5EEWRzMQC4k5ncOVMBkmxOZjNN/4p7J01BNZzJ7DejSzILa+j16O7fFkSIufOU3joEEUnT4L5RlZF6eqKQ+vWOLRti0Ob1qi9ve/765MpA1HrYdUoQIChy8tkUmI2i7yy6jjrjifi7qBh1YRW1PQq3dofWXRUYuTigJUXvdbIn18dI+1KHl6+Av3MI9AIBTDsNw6czmHvqmUVzkoXQHfxInEjRmLKysK5Vy/8Zs1EuGn9SXJBMiM3jSSlMIUOAR34ptM3qBT3PjVqx7lUnvnpMKII349uRtdQC39xms2w/UOI+Fp63mEqdHxbrsEhc1vOp+Tx+u8niheKD2seyNu96qIxcUeRoVQp8K7mbJVMRsGBgxRERFCwdy+GxMQS7YKtLTZ1at+UvQjFpnYtFBpZdN9v9EVG4s9mEXc6nbgzmRRk35QFUQj4VHcumQW5w+dS8d95714KIiL+83e2qVWrOAti/1gzeU1IRWD3LNj+MagdJEcrn/qlPtVgMjP+lyPsPJeGn4stq59vjZ/r3Qf5ZNFRiREEIdLX1zcsKSmpeN/06dN5//33rReUzAOjIEfHH7MiyU3XEuiXSy/TMyjtnBCf28WW39ZyZte2CmelC1B0+gxXxozBXFCA67Ch+Lz3Xokvw4vZFxm9eTQ5uhz61+zPh60/LNf6lPk7Y5m5+RyONir+nNyaml4WEuVGHaybDKd+B0EJT3wj1+CQuS3/zm4EuNjxbotqOKUbiT+fdXeRUd0Z1QOoPC4ajRSdOkVBxF4K9u797wi4m5s0At66FXYNG6KpVk2ykZWxKjdnQeJOZ5B84V9ZEBeNJEDqVaFqiBs29rdf2yOKIvrLl4v/BwoOHSqxUF3QaLBv1uxaFqQNNrVrVZg1hJUKUYQ/xkvfQS5VrzlalX49ZJHexMjFB4mMy6KGpwO/T2yNu8OdBwtk0VGJkTMdMtkphayZFYk230Bd73N05i0E/zBMozew5vNPuBp1Co/AYIZ+MBMb+4phpQtQcPAQV8ePR9TrqTJxAl4vl5yTeiLtBOP/Hk+RsYhn6j/DK01fuee+RFHkhRXHCD+ZRDUPB/6c3AYXu3Iupi3KhpUj4fIeyTf9qZ+hZpfyXVPmkeVcspTdOB2fQ1Wjgt5uLnhkm9Dm37BOtZbIADAkJJC/d690k3ngAObc3BuNKhX2TZpIo9xt22IbGiLP9X8I0BUZiY/OJO5MBldOZ1CQc2NB+fUsSFD9KgTWu3sWRNTrKTx2vDgLoo2KKtGu8vQszoI4tGmNyt39vr0umX9h0F5ztDoCAc3h6Y1lcrTKKTTw1KL9nEvJo1GAC7+Ob3lH4xVZdFRi5DUdMgDJl3JY9/UxjHozzapsoYV6ITSfQFH7aayY9gZZifEEN27KgApkpQuQt20b8VNeApMJr6lTqTL26RLte+L3MGX7FIyikdebvc6YemPuua9CvZFBC/YTnZRLxzqeLB7zGMp7XViefRV+HQxpZ8HRB0asAt9Gdz9PptJhNJlZuCOWtVsuUkOnoI5Rhe1NZkTOnnbUDPMkMLTKAxUZ5sJCCg4domDvPgoiIqSF3zehDgrEsU1bHNq2wb55C9nV6CFHFEUyEvKvrQXJJOlCDuJNWRBnTztC2/hSt5UvDi53v2E1ZmZSsG9/8ZQ7Y1paiXbb0NDiLIh9WBME9f13TKvU5KVcc7SKhzYvQ9cPynR6Sq6WwQv3cTWziLY1PVj8dDNsVLf+LJJFRyVGFh0y17l8Kp1NC04hmkU6uHxPfbtN8ORPZFdpyfL/vUZRXi6Nuvbi8XHPV6g0ePaff5L01tsA+H7yCa6DBpZo33hxI2/vkdo/bvMx/WreuyPX1cxC+s6NIKvQwPMdazC1R92yXyTpJPz6JOQng2ddGLEaXKvec0wyjyYmo5n9++IJ33SRKjkm7MQb7zlXb3tqhHlSI8zrriPMlkI0m9GdO0d+RAQFEXspOnq0REVvhYMD9q1a4njtRlFTVf6ffpQpzoJcm4pVmCtlQRQKgeBGHoS29aNqiHupHP9EUUR3PqY4C1J45EgJm16lhweuA/rjOmgQmuDg+/WSZK4ehh+7ST8/8zdUfaxMp19OL2Dwwv2k5+vo3cCXOcOa3HJgThYdlRhZdMjcTNTeRHYsPYsgiPRw+YzqztHw3E4SMgz8/tE7mAwGOo5+lqa9+1s71BJk/vILKZ/OAIWCgDmzcepScprS0qilzDw8E6Wg5MuOX/J44OP33Ne+2HRG/XgIk1lk7vAm9GnoV/qTY/+BVWNAnw/B7WDIUrBzu+dYZB4tjAYTV6OziIlM4fzRVATDje9F2yo21G/pS80wL9z9HB6I0DDl5pK/c6ckNPbuw5SRcaNRELBt0ADHttKUGLuGDeXR6EqK2Sxy5UwGURGJXD6VUZwBcXK3JaSNLyGt/XB0K/10HbNWS+GRSAoiIsjftatEFs2+WTNcnxyMU7duD21xxwrN1vdg72zwqA0TdoO6bL/jM4k5DF10gDydkeEtAvmkf/3/fFbJoqMSI4sOmX9zOPwShzZcQqkw0s91Gr5VVfDsP5w9dIjwa1a6fV97h1qPtbJ2qCVImzOH9PkLENRqqn7/HQ4tS1r9zj02l0UnF6FWqJnfZT4tfe/dCvjHiEt8uDEKO7WSNc+3JtSvFLU0jv4CG14G0QQNnoR+88o0b1bm0cSoN3ElKpPYyFQun0rHoDUVt6UqzNhWd2TUkyEEBD2YWhRmrZb8nTvJ2biRgl27S2QzVN7eOLRtg2Pbtti3bInKTRbMMiUpyNYRvT+J6L2J5KZrAcmIL6h+FULb+RNUzx2FsvTreURRpOj4cbJXryb3r83Fi9EVTk64PNEHl0GDsKtX7768lkqJQQuL2kP6OWj9InT7uMyXOHgxg9E/HkJnNPNCp5q83r1OiXZZdFRiZNEh829EUWTn8nNE7UnERlHIQPepuD/WCfrN5cAfK9m7cmmFtNIVRZGUjz4ma/lyFPb2BP78E3YNGpRo/+zQZyw/uxw7lR3fd/ueRp73to5CFEVe//0ka47GE+Bmx/oX2t7esUMUYecM2PW59Lztq9B5GsgLaSstBp2JuNMZXDiWyuVTGRh1NwkNpZmzahM5VdRMG9aQNmWs9nsviAYDBQcOkLtxI3lb/8F83WVIELBv3hzHTh1xbNsWTY0aFWpqpUzFRTSLxJ/N4kxEIpdOpGE2Sfd4Di4aQtr4EdLaF2ePso2im/ILyP1rE9mrV6M9cbJ4v01oCK6DB+PSpw9KZ7mYarmJj4TFXaTvrme2QGCLMl/in6gUJiyLxGQWmdYnlHFtqxW3yaKjEiOLDplbYTaZ+WvRaS6fTMdRmcZg96k4DPoUsdEwtiz4pthKd8QnX+FU5f7fFJUW0Wwm8c2p5G7ciNLVlaBlS7GpeUMYmUUz0/ZOY/2F9ThpnFjSfQl13Ovc4Yq3R2swMWTRfk7E59CqehV+Gdcc9b9H8Ix62PASnFgOggJ6fQGPjSvPS5R5SNFrjZLQOJpK3OkMjPobq8Gd/Ow5bNKyp7CQbKXIyJaBvNUz5I4OMOVFNJspOnaM3PBwcv/ajCkrq7jNtkEDXPr0xqlHT9TepbfPlJG5FYW5es4eSCIqIpGc1CJppwCBIe6EtvUjuJEHyjJkPwC0586TvWY1uevWY8qR6tUINjY4de+G6+DB2D/2mCyQy8M/H0DEV+BeAyZGgKbszpVrIuN57fcTAHz1VCMGhgUAsuio1MiiQ+Z2GPQm1n9zjOSLuVRRXWKA18fYTAjHVKUWqz+ZRnzUaTyDqzP0g8/R2FacubWiwUD8Cy+Sv2sXKm9vgpf/itrfv7jdaDby2s7X2H51O1Vsq/BLz18IdA68p76Scop44tu9pOfr6NfYj6+eanxj4Zw2V6r2enEnqO1h8BKo08MCr1DmYUEURVIu5XJmTwKxR1IxGm4IDe9qzlRr7MleXSHfHryEwSTi72rHrMENaX2fshuiKKI7d47cjRvJ2bQJY+KN+kya6tVx7tMbl9690QQF3Zf+ZSo3oiiSGJNNVEQiF46mYTJK7wc7Zw0hrXwIaeOHq1fZbm7NOh3527aRvXo1Bfv2F+/XBAXhMngQrv37o/KsODWmHhqMOljUAdKioeVk6PHpPV3mhz0X+Tg8GqVC4LtRTXk8xFsWHZUZWXTI3AltvoE1syLJTinEX3OKJ2osRzlxG0V6MyumvU5WUiLVmzan3+vvolBUHCtdc1ERV8aPp+hIJJqgIIJ+XYbK48aNnM6kY/K2yRxMOoifgx8/9/wZHwefe+rr2JUsRv5wkAK9iUFhAcwa3BBFfpLkUJVyGhw8Yfgq8A+z1MuTqeDoCg2cO5hCVEQCGQkFxft9qrtQs6kX1Zt4Eq/T8/rvJziTKNWzGNUyiKk9696X7Ib+yhVyw8PJCQ9HH3uheL/K1xfnXj1x6dMHm7p15ZFhmQeGtsDAuQPJRO1NJDPxxnvEv44r9dr6U72xJ0p12bIf+vh4stesIeePtRhTUqSdSiWOHTviOngQju3ayUUoy0LCUfihC4hmGLsJglrf02VmbTnLvB0XsFEp2PRSO57q0UEWHZUVWXTI3I3c9CLWzDxCYa6BmrZ76NbmCsLgH8hKTmT5/15Hm59H09796Dh6vLVDLYEpL4+40WPQRUdjExJC0C8/o7yp6GWhoZDxf4/nZPpJqrlU46ceP+Fue28FqQ5dymTMj4coMph4qYGel1PeRchNgCq1YORqcAu20KuSqajcLqth56SmbitfQttKo7gGk5n5Oy4wd0cMBpNIgJsdMwdZPrthSE0lb/NmcjaGoz15Y/670tUVp549cOndG7uwMLlIn4xVEUWR5Iu5REWUfN/YOqip09KH0LZ+uPuWrcaLaDJREBFB9urV5O3YCUYjACovL1wGDpCsd2VL59Kx/WPYPQvcqsHze0FT9no7oijy8srjrDueSJcQwarhzwAAIABJREFUb47NmSCLjsqKLDpkSkPa1TzWfnEEg06kkf162vbzh/avczX6NKs/nobZZOTxcZNo3K2XtUMtgTE9nbgRI9HHxWHXtCmBP3xfwmYxR5fD2C1jicmKIbRKKIu7LcZR43hPfe2/kMGinxYzR/EVzkIRYmArhKHLwV6urPsoc7usRkBdN+q186daIw+UKunGPioxl9d/P0FU0o3sxls96+JgoeyGKTeXvK1bydm4kcKDh8As3cAJ9vY4dXkcl969cWjdWra2lamQ6IqMxBxK5kxEIulX84v3B4a607xvdbyDy75I3JiWRs66dWT/vhp9XFzxfvuWLXEdPBinbl1RaG5jAiIjrUv8vpOUtW8xEXp+fk+XSc3T0mnWTgr0Jmw3vsO5Mydl0VEZEQQhsnHjxmHh4eHF+5ycnHC6aURYRgYg/mwmG+Ycw2wWaOm4lKbN9NBvLmcOHWXz/K8RFAoGTp1OcGOrfY7cEkNCApeHj8CYkoJdkyYEzJ9XwuozvSid0X+N5mreVZp6N2Vhl4XYqmzL3tGJ3zD/ORmFaGSjqSXHm83g3b5N5CkrjyClzWpc53p249vtMRjN17IbgxvSukb5sxtmvZ787dv/a3GrVuPYvj0ufXrj2LGjXNNA5qFBFEXSruRxJiKR84dSit3dqjXyoEXf6lTxL/vAkCiKFB05QvbqNeRu2YKolex8VX6+eE6ahEv//vLUq9uRdEKqVm42wtPhENz2ni7z7bYYvtx6nqxfXyU3/rwsOiojgiBE+vr6hiUl3VhQOH36dN5//33rBSVTYTl/OJmti88AAs0cVtLcfx/CU0uIiIjm4NqVaOzsGfbhTDwCg60dagl0Fy9yZdyzGJOS0FSrRtXvv0MTEFDcnpCfwOi/RpNamEo7/3bM7jQbtbKUo8GiCHu+kNLQwJW64+h66nF0JniufXXe7inPlX9UKEtW4zpnk3N5bdWNtRujWwUxtUf5sxv6q1fJXrWK7DV/YMrMlHYKAvYtWkjOU127onR5MLU9ZGTuF9p8A8e2xnFye7wk7gWo1dSL5k9Ux9W77I5KIGUEc8PDyfz11+I1TpqgIDxeeAHn/7N33/FN1fsfx19ZTffeg02hdDAKAgIyZaOCIuDiXsfVq/eKewEiIq6fXAeioOLCAW7ZCBRBRWYLLS2ze++dnXN+fwQKCCo0hbTk+3w88khycnLySZUk7/NdE8aLLofns+0l2P4y+LaHf+8E7cUHP73JyvDXfiblrXsxlWaK0OGMREuHcLGO7ipm6yeHkWXo6b6aQT4rYNRzrN3TwLFdv+EdFMwtLyzCw7d1LRxmLi0l/1/3Yjx6FFVgIFHLlp61qFRWTRYzN86kxljD2A5jeXnIy6j+bnB8bQFseBKOrAUUtqbn/veyOaOUf3+2H4sk88Dwzjw2upsIHm3UxbZqnGKxSizbkcUbW46dHrthZ+uGbLXSsH071V+upPHXX22BF9B264bvlMliilvhitVYayR5Yy6HfilEssgoFNBtYBj9xne46PU+TpGtVurWb6D87cWYc/MA0HbtSuCD/8Vr1CjxmX0miwk+GAEladDvbpiwqFmH+WZ/AbdOGCZCh7MSYzqE5shMKeOnD9KRrDI93DYx1Ps9rF3H8HV6CMVZmYR17cbUZ19E49K6Vty21tdT8OCD6H7fhdLdnYg338RzyOmm4vTKdO7adBeN5kZuir6JZwc8e/4vHqsZdi+1nf0xN4KLJ0xeCjGTmnbZkFbMf75MwSrJPDwqmlmjul6Otyi0kOa0apxyoqyeR79O5WB+DQC39m/HM+Njmt26YS4ro+abb6j5+hssJ1ulFS4ueI8bi++06bj17iV+IAlOob7KwL71ORzeWYwsyShVCnoMDqfvuA54+Dbv+0Y2m6n98UfKl7zT9O/LNS6OoFmz8Bg8SPzbOqUkDd4bZutmdcdq6DT0og8hSTJ+7buL7lXOSoQOobly0yvZsDQNq1ki2mMnIz0XoXeP4ovseOqqa+k2cAgTHny81TVVyyYTRbPnULdmDahUhC1YgO+UyU2P7yvZx31b7sNoNXJn3J08nPjw2QfI2wVrH4GydNv9mOtg7MvgE8EfrT5YxEMrU5BkeHxMNx4Y3npWcBfO1dxWjVOskszyX7N47adjmCwS4T6uvHJTAkO6Xvw6AbIso9u1i+qVq6jfurVpBh5Nu3b4TZuGz5TJZ41NEgRnUlOmY++6bI7tKQUZVBolcUMjSBzTHjev5g0Ml0wmalZ9RcWyZVgrKgBw65tI8KxZuPfr15Llt13bX4VtC8GnHdy/E7QX3yume1xPMZDcWYnQIdij8Fg165akYjZa6eR7hNHauVSb3fgyPxGTycqAKdMYNO12R5d5DlmSKH/9dSrf/wCAoFkPEnDffU1ntHYU7GBW0iwssoVZfWZxd/zd0FgJW56FlM9sB/HrYFthvOu1f/la3yXbVmWVZZg9PoZ7rul0Kd+a0AxWi8TxvaUc2JJPZeHpWXMupFXjlOyKRh77+iD7c20re9/cN5I5E3vg7XpxM0VZa2qo+eEHalauwpSTY9uoUuE1Yji+06fjMXBgqwvyguAoVUWN7FmbRWZyOQBqrYqeIyLpNaodrh7Nm6VN0uup/vxzKt//oGm1c4+rrybooVm4JSS0WO1tktUMH4y0DS5P/CdMeuOiDyEWB3RiInQI9irJrmXt4oMYdRbaBVcwVvEAhY3ufFcQjyzD2PsfJnboSEeXeV5Vn39O6QsLQZbxvflmQp+d2zSDyYbsDTy540lkZOaEj2Ja8vegrwaVCwx6CIY8ApoL60v81d58nvjWtlbCvEk9+OegjpfsPQkXzqgzk/5LEalJ+TTWmoALb9U4RZJkPt6Zw6ubjmAwS4R4a3l5SgLDu1/42ApZljGkplL95UrqNmxANhoBUIeE4Dt1Kr5Tb0ITEtK8NykITqA8r57da7LITasEQOuupteodiSMiMTFtXndGq0NDVR9/AlVH32E1GjrYuk5YgRBsx7EtVu3Fqu9zSnNgGXXgGSG27+HziMu6ukidDgxETqEllBRUM/qNw+grzcTHmFlguoBMkqVbC3pglKlZOqcF4nsEefoMs+rbvNmih57HNloxHPYMCL+twilu+3H5td73+T5jA9QyDIvlVcyIbifbQBd4MWPz/h8dy6zvz8EwIIb4rh9QPsWfR/ChauvMnBwaz4ZvxZhPjkdp3+4B72vbUfXviEXvBJyXqWOx745yJ5s2+xRU3pHMG9SLD7uF3aGVWpspHbtOqpXrcSYcbhpu8egQfjNmI7nsGFiGk9BuAglWbXsXp1FwRFbi6Orp4bEse2JuyYCtcvfTAzyJyzV1VR9+CFVKz5rmmrXe/w4Av/zX7SdnPQE0o7XIGkBeEfC/b+D64WvoSJChxMToUNoKdUljfz4xgEaa4wER2qZFPAiv6cWkVwVgaurhlteXIxfROTfH8gBdMkpFPz731hra3FNSCDqjVdRp70Hu97lQ293Xvf3Q4WCN4a/ybB2w5v9Op/szGHeattYkFdujGdav3Yt9RaEC1CeV0/K5jxO7C9DlmzfOZHd/eh1bTva9fC/4AGjkiTz+Z48Xlp/GJ3JSqCnCy9Ojmd0bOgFPd9w7Bg1K1dR++OPTWdQVb6++Nw4Bb+bb8alvQikgmCPgqPV7P4xk5Is21TV7j4u9B3XgR6Dw/+2q+SfsZSXU/He+9SsXGlbD0epxOeGGwi8/35cIs8d03dFs1pg+SgoSoE+d8B1iy/4qSJ0ODEROoSWVFeh58c3UqirMBAQ7s7E+I1sXruJrIYA/DwUzHjpbdxCWucPKmNWNvn33IO5sBCNN7QbUoqLtwz97uHNwEA+OLwCF6ULS69dSr/Q5g8q/OCXLF5YdxiFAl67qSc3JrbOIHalkGWZvIwqDmzOazr7qVAq6JIYTO9r2xHU7uIGQhZU63jy21R+O2HrxjGpZzjzr4vF3+OvB69KJhP1m36ieuVK9Gd83rr17o3fjOl4jRmDUtu6ZnsThLZMlmVyD1Wye3VW0wrnXv6u9JvYgW79Q1Gqmhc+zEVFVLy7lJrvvgOrFTQafG+6kcD7/u1cU1aXHYFlQ8Bqglu/ha6jLuhpInQ4MRE6hJbWUG1k9ZspVJfo8A1xZ9yYUta+9xblejeivPTc+MzzqDoNcnSZ56rKxvLVQ+R9cghjtQsqNyVRrz2H28ipyLLMwt0LWXV0Fe5qd5aPWU5cYPO7i737cyavbDyCUgGvT+vF9b2c7CzZZXBqcHjK5jyqimytCRqtih6Dw+k5Mgov/4tbdV6WZVbtzeeFdYdpMFrw93BhwfVxTEgI+8vnmcvKqFm5kuqVq5oW8VO6u+N9/XX4TZ/u3H3DBeEykGWZrAPl7F6dTXWx7bPAJ9iNqyZ1pGtiCApl86bENeXmUr5kCXVr1oIso9Bq8bvlFgLuuRu1v39LvoXW69c3YMs88Aq3dbNy8/3bp4jQ4cRE6BAuBV2didVvHaCyoAGvAFdGTnFhzRvzaDQpiPUtZcxtM1AMeghawyw8FiP89pZtVXGLAavSh8K0WBrTclC4uRHxv0V4DR+OJEs8/cvTrM9ej4/Wh4/HfEwXv+ZPgfvW1uP8b/MxVEoFi2f0Znz8X/94FS7M+QaHe/i4kDAiitgh4WgvcLzFmYpr9Tz5bRo7jtlmyBkbG8oLk+MI9Pzzlgl9ejrVn66gdv16MJsB2yJ+fjOm4z1xEipPj2a8O0EQmkuSZI7vLWXP2mzqyvUAhHbyZvjtMfiHNf/fo/H4ccoXv039Tz8BtpMKfjPvIOCuu6/8f+eSFZaPhsJ90Os2uGHJ3z5FhA4nJkKHcKkYGs2sffsgpdl1ePi4cPVkTzYsfhaLRWJwUDb9B8TA5GXgEeC4IrN+hnWPQeVx2/2EaTD6BWStH8XPzqP2++9BqST0uXn43XwzZsnMw9seZnvBdoLcgvhk3CdEeUU1++UX/XSUxUknUCsVvHNrnwseEyCcq65ST2pSwfkHh/cLaVY/blmW+Ta5kPlr0qk3WPBx0/D89bFc1zP8vOM/ZKuV+qQkqj/5FN2+fbaNCgVeo0biP3MmbomJYqExQXAwq1Xi6O8l7F6Tha7WhFKtoN+EjvQe3Q5VM7tcAegPpVP+1ps07vgFAHV4GOEvvIDH1Ve3VOmtU/kxWDoYrEa45SuIHvOXu4vQ4cRE6BAuJZPBwvp3Uik8VoOrp4ZeI8z8/On/QIZJEYeJjnCBm5ZD+8v8oVxfCpuegUPf2O4HRttmpep4TdMusixTsXgxFe+8a9vl/n8T+N//YrQauX/r/ewt2UukZySfjvuUIPeLX/zt1Gu8vPEIy7ZnoVEpeO/2vhc11arw54PDe1/bjqiLGBz+R2V1Bp75Po0th8sAGNk9mJemxBPsfW63LGtDA7XffkvVis8wFxQAoPTwwPemm/C77VZcopofTAVBuDSMOjO/fXOCwzttq5AHRnky4o4YgqIufsG7M+mSkyl9YSGGjAwAfKdOJfjJJ1B5etpdc6u1czH8NAe8wk52s/rzhUtF6HBiCoVif69evfqsW7euaZuXlxdeXvb9oxOEUywmKxuWHSIvvRIXNzWdexaQsuEL1EqZm9sdIMxdDyNmw6CHL313K8kKe5fbpvoz1oHaDYY+DgP/C+rzDwSuXvUVJfPngyThM3kyYc/PR4eJuzfdzaHKQ3Tx7cJHYz7C1/Xv+7KejyzLLFh7mA9/y8ZFreSDO/pyTXTzQoyzkGWZvPQqUjbnUXj09ODwrn2D6TXq4geH//HYqw8W8eyP6dTqzXi5qpk3KZYb+0ScE2BM+flUf/YZNd982zQLlSYqCv/bb8NnypQr+0eGIFwh8jOq2PbZEeqrDCiVCnqPaUe/8R0veOrs85HNZiqXf0jFkiXIZjPqsDDCnn8ezyGDW7DyVkSywkfjIH839JwBk5f+6a4idDgxhUKxPywsrE9xcXHTtnnz5vHcc885rijhimO1SGxenk5mSjkqFyUhkfvI2v8z7m5qbo3YibfGCJ1HwpT3wCPw0hRRmAxrH4biA7b70WNh3Cu2lcX/Rv22bRQ+8iiyXo/H4MFEvPEG9Woz/9j4DzJrM4kPjOf90e/joWle/11Zlnn2x3RW7MpFq1by0T/6cXWXS/R3aMOsVonje84zOHxIOD1HXPzg8D+qaDAy5/tDbEwvAeCa6CBeuTGeMJ/Ti0DKsox+3z6qPv2U+q1JIEkAuPfrh//MO/AcPhyFqnnrAQiC4Bgmg4VdP2aR9nMByOAX5sGI27sT2snHruMajx+n6JnZGNLSAPC5cQohTz6JyvvC17VoMypOwNJBYDHA9C+h+/jz7iZChxMTLR3C5SJZJZI+PcLR3SUo1TIeHpsoz8kgMCSA6aG/ojVVgGcoRPa1nTWRrSBZTl7+ePvM+5aT+/5h2x/34+RnjHekLWx0nwAX0fVGn5pK/r33Ya2uxrVHD6KWLaXSXWLmxpkUNhTSM6gn7456Fy+X5v3bkSSZ2T+k8eWefNw0Kj7+Zz/6d3LgeJdWxGyycvi3IlI259FQZVut28PHhYSRUcQObt7g8DNZJZkv9+Sx6KejVOvMeGrVzJkQw7R+UU2tG7LJRN2GDVR98mlTtwk0GnwmTMD/jttx7dHDrhoEQXC8ohM1bFtxhJpSHSig54go+l/fCU0zFxYEkC0WKj/6iIq3FttaPUJCCHt+Pp5Dh7Zg5a3E7+/ApqfBMwTu3wXu587iJUKHExNjOoTLSZZktq88RvqOQhQKIyq+o6GqmI5xsdwQegBl4a5L9+Iad+h3Nwx9ErTN6/Ziys0l755/Yc7LQxMRQdT771MepOGuTXdR1FhEfGA8S69dirdL885iSZLME9+m8s3+AtxdVKy46yoS2zvJ1IvnYdRbOLS9gINb89HX22aA8gt1p8+Y9s0eHP5HO09U8PzaDI6U1AMwqEsAr9yYQKSfbVV6S1UVNatWUfXFF1jLKwBQ+fvjN306fjOmow4SXeEE4UpiMVnZuy6blM35yJKMd6Arw2+PIbLbn49TuBDGEycomj0bw8FUAHxuuIGQp59C5WNfa0qrIknw8QTI2wnxN8ON75+ziwgdTkyEDuFyk2WZnd9lcmBzHrJUg2z6CpO+gV6jxzPymmgwN4JSffKisl0rVOduO+v++badcV+harHxIpbKSvLv+zeGtDRUPj5Evvsu1dHB3LXpLgobCukR0IP3rn0PH23zvkisksyjXx3ghwNFeGnVrLi7P72imjdepK3S1Zk4mJTPoZ8LMBlsM1EFt/cicVwHOiYENnte/TPlVepYuD6DTemlAET4ujF7Qgzj4kJRKBQYjh2jesUKalevQTbaWle00dH4z7wD74kTxUJ+gnCFK8utI+nTI1QW2hYWjB0SztVTuuDipm72MWWrlaqPP6H8zTeRTSbUQUGEzp+P14jhLVW241VmwruDwKKHaZ9BzKSzHhahw4mJ0CE4gizL7F2Xw9612UiWQsyN3yJLFob/4176jJv09wdwMEmno/CRR2n4+WcUWi3hr/0fjQPjuOunu8ivzyfGP4b3rn2v2YPLLVaJWasOsC61GC9XNfOvi2Vy73MHMl9p6ir1HNicT8ZvRVjNtrESEd18SRzbgcjufi3y/huMFpZsO8HyX7IxWSXcXVTcP6wzdw/phFaloPGXX6j65BMad/7e9BzPYcPw/8dM3Pv3v+L/GwiCcJrVIpG8KZd963OQrDKeflqG3tKNDvH2jbkzZmVR/Mxs9AdsYwx9rr+OkKefRuV7hZxg2r0MNjwBHkFw/+6zpsYXocOJidAhOFLK5jx2fnsCq+kw5sYNKBRKbnhiLp369HN0aX9LtlgoeX4BNV99BQoFfjOmI909nX/tfoTculyi/aJ5f/T7+Ls2r3uU2Soxa2UK69Nsg5oHdwnkhRvi6BB45S02VV3SSPKmXI7tLkU6Oe1th4RAEse2t3sg5ymSJPNtcgGvbjpKeb2t5WJK7wieGNudIIWJ2h9+oPqLLzHl5ACgcHfHd/Jk/G67FW3Hji1SgyAIbVNlYQNJK45QllMHQHT/EIZMjcbVs/njyWSrlapPV1D+xhvIRiOqoEDCnnsOr5EjW6psx5Ek+GQS5P4KsVNg6kdND4nQ4cRE6BAc7dCOQrZ/eRSL7ncsht/RaF2Z9tzLhHRq/mrfl4ssy1Que4/yxYvBakXl44PrA3fxX8/VZNXn0MW3Cx+M/oAAt+YNCJdlmW/2F7Bw/WFqdGZc1EoeHNGFf13TGZcWGM/gaGW5dSRvzCXzQDnItnH9XfqGkDi2PQERLTfd7P7cKuavySC1oBaAXlG+zJvUg5jGEqq/+JLatWuR9bYVitXhYfjfehu+N914ZfW1FgTBLpIkc3BrPrtXZ2E1S7h5abhmeje6JNq3tpIxO5vi2XPQJycD4D1xIiGzn0HtZ98YEoeryrZ1szI3wtRPIPYGQIQOpyZCh9AaHN1VzJaPMzA1bkIyZeDm7cutC1/DJ7htrNBtOHaM0oUvotu9GwB1t668PdxAkl8xnXw6sXzMcgLdmt8cX9lgZOG6w3yXUghAdIgnL06Op2+HtjfIXJZlio7XsH9jLvkZVQAo1QpiBobRe3Q7fILcW+y1imr0vLzhCKsPFgEQ4q3l6VGdGFZ8iJqVK9GnpDTt63H1QPxuuQXPYcNQqJvfZ1sQhCtbTZmObSuOUHS8BoBOvYO4Zno0Hj7NH+clW61Uf/45Zf97HdlgQBUQQOi8Z/EePbqlynaMPe/D+sfAPcDWzcozSIQOZyZCh9BaZKaUsXl5Gvrqb5EseXgGhHLHq6/j5tk2pm+WZZn6TT9R+uorWIps694c6OXNu4Mb8YnoyPIxywl2t++M2G8nKpj9fRo5lToAZlzVjqfGdsfHziljLwdZlsk9VMn+DbmUZNlaHNRaFXHXRNBrZBQevi03MFtvsrJsRyZLt2diMEto1UoejPPkhvw9NH7/Hdaqk2HHywufyTfgN30G2k6iC5UgCBdGlmTSfy1i57cnMButaN3VDL65K936h9o17suUm0vR7Nno99l+k3mPH0fInDmo/dveCSbA1s1qxfWQvQN6XA83fypChzMToUNoTWpKdWz5KIW81PeRrRV4+HXgtpdfwdO37YxjkPR6Kt//gMoPPkA2mTC6KPnmakgb2YFl45cT6mFf643BbGXJthMs3Z6J2SoT6Kll3qQeTEwIa5WDnCVJJnN/Gfs35jbNAqP1UJMwPIqE4ZG4erRcYJJlmTWpxby8/jBFtQYUssR9HpVMztuFdecvTQv5abt3x++WGfhMnIjSveVaVgRBcC71VQZ+/vwIeem2ExntYv0Zdmt3uxYqlSWJ6i++pGzRImS9HpW/P6HPPov32DEtVfblVZ0L714NpgaYsYrEW2aL0OGsROgQWhtJktm7Jo3fVr6ILDXg4t6diQ8/QccE+1oJLjdTQQFlr7xK/ebNAJT4wtpJwTw2ayVhnmF2H/94aT1Pf5fGvtxqAIZGB/HCDXFE+beOH9FWs8SRXcWk/JRHbbltvIS7jwu9r21Hj8HhuLi2bBemtIJa5q9JZ19uNZ4mHbfVpDEx53dURQUAKDQavMaOxW/GDNx692qVAU0QhLZHlmWO7S7hl6+OY9RZ0GhVXD2lM7FDIuya3tuUn0/x7Dno9uwBwGvsWELnzkEd0AYXjf19CWx6BgKjSfzISnJyiggdzkiEDqG1yko5wg+vzkaWjKi0icSPmMbgm7vavfr05dbw228UL3wBS1YOABnRbvR76V3axfa3+9iSJLNqXz4vrT9MncGCq0bJQ6OiuWtwRzQqxww0N+rMZPxWzMEteTTWmgDwDnSlz5j2dB8QhkrTsnWV1Rv4v41H+Sa5gM7VBdyUv4sh+SkoTbYZqtThYfhNm47vTTe2zS9rQRDahMZaI7+sPEZmSjkAHeIDGHVnLFp71vWQJGpWraL0/15D1ulQ+fkROncOXuPGta0TJxYTvNMfqrJIXOlL8tE8ETqckQgdQmuWk3qA716ahyxZUbsNxyekP8Nu6273HOmXm2w2U/zph5QufgtXg4RFBW63TqPjg4+j8rS/61h5vZEFazOaBkx3D/XipSnx9G53+WY/qSnVkbqtgMO/F2Mx2hb0C4jwoM/Y9nTpE4yyhUOQ0WLlw19zWLY5g8TsZCbl7KRbVV7T4x6DB+N3yww8hw5FoVK16GsLgiD8mczkMrZ9dgSjzoJviDvj/x2PX6h9n/OmgkKK58xBt2sXAL7TphE6ZzYKTRs6CXd4Lay6lcQPDCQXmkTocEYidAitXcaOJDYs+R8AGo/rULl0ofvAUAZPbXutHrXFuax/8jZ67akAQBHoT9gTT+I9aVKLnLX6+WgZc388RH6VHoUCbh/QnsfHdMPL9dL8nWRZpuBwNQeT8sk9VNm0PbK7Hz1HRNE+PqDFz8bJssxPGaUsXfkLvQ8kMTp3Dz4m28B6pbc3vlOm4Dd9Gi4dOrTo6wqCIFyo2nId699No6qoERdXFdfeGUuHBPtOlsmyTM2qryh98UVkkwn3q64i4s032s7UurIMH08kcfZGkoslETqckQgdQluw67tV/LZqBUqVBhevqaAIxcNXy/DbutM+rm11mWk0N7Jg+R1cvSqDrrZJrnDr3ZuQObNxi421+/h6k5W3ko7z/o4sLJJMiLeW+dfFMibWvllVzmQ2WTm2u4SDSQVUFzcCoNIo6XZVCAkjolp0jY1T8qt0bD2Qx7H1W4neu5V+pUdQYvvecO3RA79bb8F7/HiUbm4t/tqCIAgXy2SwkPTJYVt3KwX0n9SRxLEd7BrnAaBPTaXggf9gKS9HExVF1DtL0Hbt2kJVX2JFB0jsmyhCh7MSoUNoC2RZZvN7i0lL+glXDy/82/+DqmLb2fuYq8MYNLWrXf1mLzedWccDm+/HY+tebv8ZvBslUCjwnTqVoIcfapHll0vyAAAgAElEQVQzV0dK6nj6uzRS8mxzyY+KCWb+9XFE+Db/R3lDtYG0nwtJ/7UQY6MFAA8fF+KGRRI7JBw3Txe76z5FlmUyiuvYtvs4ZT9tpf2RffQpO4qr1QyApNbgM34cAbfegmtCQtvq3ywIglOQZZn9G3PZvToLZNuaHiNnxtg9kYa5tJSC+x/AkJ6O0sOD8EWv4TVsWMsUfYkldg4iOatChA5nJEKH0FZIVis/vPo82Qf24xMSRtyIWRzYUoHVIuHpZ2v1aBfbdlo9dGYdDyY9SGrOLm7fpWXUHiNYrSi9vQl68EH8pk+ze5E6SZL5fE8er244Qr3RgruLikdHd2PmwPaoL3CMhSzLlGbXcTApn8zkcmTJ9lkd3MGbniMj6dwnGFULjdewWCX25FTx+/YDNCQlEZN9gB6VOag4/f1g6BRN8KTxhEy/ue10KxAEwanlpFWweXk6JoMV/3APxv873u6FUCW9nuLZs6lbvwEUCoIfewz/O//Z6k/AJPZKIPlgmggdzkihUOzv1atXn3Xr1jVt8/LywsurbSzIJjgXk0HPqueeoiw7k7Au3Rj1r9ls/zKLspw6AGIGhTHoprbT6qG36JmVNIvfi3+nR703z+2Ogr0HAdBGRxMyezYe/a+y+3VK6ww8vyaDdWm2/lxxEd68NDmB+EifP32O1SKRmVzGwaSCpr+vQqmgS58gEkZEEdrpz597MXQmCzuOlHHgp19h5y/0zk+lXX3Z6TpUKizxfQifMAa/a0eiCW0bq9QLgiCcqbqkkQ1L06gu0aF1VzP6rli7T5TJskzFu+9S8dZiAHxuuIHQ5+ejdGm5VueWJhYHdGIKhWJ/WFhYn+Li4qZt8+bN47nnnnNcUYLwFxprqvlizqPUlZfRue8AJj70JKlJRexek4VkkW2tHrd3p12PttHqYbQambVtFr8V/oaviw/vud6D5u0VmAsLAfAcNRKv4SNw69Mblw4d7DqLtfVwKc/+mE5hjR6lAqb0iaRHmDeRfm5E+bsT6eeG2iyT/ksRadsL0J2c8lbroSZ2SATxQyPw9Gv+olenVDYYSTqYz/ENSXjs30nfogz8jfVNj5vcPFAOGETUxDF4Db0GlWfLjxERBEG43Ex6C5s/yiAntQKFAgZM7kzva9vZ3TpRt+knip56Clmvx61XLyLfXow6sHXO8ihChxMTLR1CW1RZkM/KZx/H0NhArzETGfHPe6ku1rH1kwzKcm0/XnucbPVwaQOtHiariYd/fpgdBTvwdvHm/aFvE/TD71S+9z6ywdC0n8rfH7c+vXHvk4h7n9649uiB4iLPaDUaLbyx5RjLf81GOuNjN9CqINGopodJhRrbF6DVU417nC8dEoNoF+xJpJ8b7i7N+3vmVjaybfcxijZsIeTQnrPGZwDo/YPxGD6cyEljcU9MbFtTQQqCIFwgWZLZuy6bvetyAOjaL4Tht3dH42Lf1N6GjAzyH/gPluJi1GFhRL2zBNeYmBaouGWJ0OHExJgOoa0qyDjENwvnYLVYuOa2O+k3aQqSVSJlcx571mY3tXqMuD2GqB7+ji73b5msJh7b/hjb8rfh5eLFe9e+RzdzAHUbN6FPTkaXkoK1ouKs5yi0Wtzi43FLtIUQt969UXl7X9DrHS2pZ9uRUiqO1aI60YB3nbXpsUy1lf1aC7lqCf5wAi7Aw4VIPzciT7aMRPnZriNPXrtqbF+csixzqLCOX39OpmZLEp2P7z9nfEZjh64EjhlF6LjRaLt1a/V9kQVBEFpK1oFytnyUgdloJTDKk3H3xeMdYN/se5bycgr+81/0Bw+icHMj/JWX8R49uoUqbhkidDgxETqEtuzIb9tZ99b/ATDxoSfpNnAIAJWFDWz95DDleSdbPYaEM+jGLnbPGHKpma1mntjxBFvytuCp8WTptUvpGdQTsP2IN+flodufjD4lGd3+ZExZWWcfQKFA26ULbol9cO/TB7c+iWgiws/6MS/LMlVFjWSnVnB4ZzF15XoA1FoVMQNDieofQo1KpqBaT361znZdpaOwWk9BtR6TVTpv7RqrGT9jPR1UJjqrjQRkHyE+9+DZ4zOUKozxvQkfP5rAMdeK8RmCIDi1yqIGNrybRm25HldPDWPuiSOym30TZEhGIyXPzqP2xx8BCJr1IAH33ddqTuqI0OHEROgQ2rq9q79lx+cfoVKruWnOC0TGxAEgWSWSf8pj79psJKuMp7+WuGsi6JAQiH+YR6v5AP4js2TmqR1P8VPuT3hoPFg6aim9gnudd19LdTX6lBRbS8j+ZAyHDiGbzWftow4OxqVPXxo69adUHUVBoUR9pbHpca8AVxKGRxIzKPysAfiyLCPV12OprMRaWYmlohJzZSV1xaXUF5dhKKvAWlWJsqYabX0NWpOB8zG5eiD1H0j7SePwGSbGZwiCIJzJ0Ghm84fp5KVXoVAqGHRTFxKGR9r1HSXLMlUffkjZa4tAlvEeP56wFxeidLV/TJ69ROhwYiJ0CG2dLMskfbSUA5vW4erhyfTn/4+AyKimx//Y6gHgHeRGx4RAOiYEEtbFB2ULTfnaUiyShWd+eYYNORtwU7vx2tDXuCbymr99nmQ0YkhPR7d/PzX70ynINVHm3pkqvxis6tNfNi6ynnA/Ax06aQlWVyBX20KFpaoSa0VlU9D4Y4D5SxoNan9/JB8/jF4+qNp3oN3EMXj26yvGZwiCIPwFSZLZ/WMWyZtyAeg+IJSht3ZDrbFvnEf9tm0UPfoYkk6Ha1wckUveRhMS0hIlN5sIHU5MhA7hSiBJVlYveonMfbvwDgrmlhcW4eF7uonaapXITask+2A5OWmVGBpO/5jWuqtpHx9Ax4Qg2vXwbzUDzy2ShXk757E6czUKFDyS+AgzY2f+6dmvM7tN5aRWUJpTxxnDJ/BW1hNYmYZf1m941+ei4O8/c5Xu7qgCAlAHBKAKDEDtH4A6MABV07U/6sBA1AEBKL29W23rkSAIQltwfF8pSZ8exmKSCG7vxbj74u2eMdBw7BgF9z+AuaAAdVAQke8swS0+voUqvngidDgxETqEK4XZaODr52dTfOIowR07M+25l3FxPXdQniTJlGbVkn2wguzUCmpKdU2PKVUKIrv50SEhkA4JgXj5O7YpWpZllqUuY8mBJQBc3/l6nh34LC4q24xVVrNE4bFqclIryEmrpL7qdBcnpfrke4k/+71YysvRJaegT96PpbziZKjwbwoX6oAAVAGBqAP8UbrZN6hREARBuDgVBfWsfzeN+koDbl4axt4bT3gXX7uOaamupvDBWej27kWh1RK2cCE+Eye0UMUXR4QOJyZCh3Al0dXV8uWcx6gpLaZj777c8PhclKq/bp6uLmkkJ7WS7NRySjJrOfOjKDDKk449g+iYEEhglKfDzuRvzt3M7F9no7fo6eczkH/7Pk7FEQN5h6uwGE/POuXm7UKHuAA6JAQS2d2v1Q+cFwRBEM5laDCz6YNDFBypRqlUMGR6NHHXRNh1TNlkomTBC9R8/TUAAffdS9CDD6JQXt7uxSJ0ODEROoQrTXVxIV/MfRxDfR3xI8dw7T3/ueCwoK83kXuokuyDFeRlVGIxnZ6pydNPS8eEQDr0DCQi2g+V+vJ8UMuyTGVhI3t3ZbBvz1H86sJQcPq1AyI9bXXFBxLc3guFUnRxEgRBaOskq8TO7zM5uCUfsM3CeM3N0ag0zf/ukWWZ6s8+p/Sll0CS8Bw1kohXXkHp4dFSZf8tETqcmAgdwpWo6Nhhvn5+NhaziUHTbmfAlGkXfQyL2UrBkeqmMRKnVucG0LiqaB9ra1FoHxeAq8f5B0pLVgmzScJssGIxWTEbT15M1nO3ndputGI5Y1tNmY6GqtOzTUlKCwXexygKOMpt4yYzJm7Exf+BBEEQhDbh6O4Stn12BKtZIrSTD2PvjcPDR2vXMRt+/Y3Chx9Gqq9H260bUe8sQRNhX0vKhRKhw4mJ0CFcqY7v2cnq/70Essy4Bx6hxzXN/3EuSzJlefXkpFaQfbCcysLGpscUSgVBUbZpYM8ODhJWy/nXtLhYbt4udIgPsLVmRHvwwv7nWZe1DgUKHuzzIHfF3SUGcQuCIFyhynLr2LA0jYZqIx4+Lkx4oCdB7bzsOqYxK5uC++/HlJODyt+fyLcX496nTwtV/OdE6HBiInQIV7LkDavZ9vF7KFUqpjw9n/bx51/v4mLVVejJTq0g+2AFRcdrkKXzf34pFLZF9zRaFRoXFRrXk9dalW37mbfP2keJRqtGrVXi5uVCYITnWd2mZFlm+aHlvJX8FjIyEzpNYP7V89Gq7Dv7JQiCILROujoTm94/RNHxGrTuaib+tyehHX3sOqa1tpbChx+hcedO0GgImz8f3ymTW6ji8xOhw4mJ0CFc6X7+9AP2r/sBFzd3pj33MsEdOrXo8Q2NZioLG1BrVKi1Slt4OBkgVBrlJW2BSMpL4qlfnkJv0ZMQmMCbI94k0C3wkr2eIAiC4DhWi8RPH6STdaAcjauKif/paffMVrLFQukrr1K9YgUAwY8/TsBdd7ZEuefVGkJH61qZSxCEK8bQ2+4kesBgTHod3yycS2VBXose39VDQ0S0HyEdvQkI98Q7wA03TxfULqpL3uVpRLsRrBi3gjCPMFIrUpm+djoZlRmX9DUFQRAEx1CplYy+J5aufYMxG6yseesABUeq7DqmQq0mdPYzhM57FoCy//s/Kj/+uAWqbb1E6BAE4ZJQKJWM+8+jdOjZB31dLV8vmE1VUaGjy2ox3fy78eWEL+kd3JtSXSkzN8xkc+5mR5clCIIgXAIqlZJRd8bSfUAoFpPE2iWp5KZX2n1cvxkzCF3wPABlL79C1aef2n3M1kqEDkEQLhm1RsN1j80mKjaBxppqvl7wDDWlJY4uq8UEuAXwwegPuL7z9RisBh75+RHePfguotuqIAjClUepVDDijhhih4RjNUusfyeVrAPldh/Xb+pUQufPB6D0xZeoWvGZ3cdsjUToEAThktK4aJn8xLNEdO9BQ1UlXy94hrqKMkeX1WJcVC4sGLSAx/o+hgIF7xx4hyd2PIHeond0aYIgCEILUygVDL2lGwkjIpGsMpveO8TxfaV2H9dv2s1NXa1KFy6k6vPP7T5mayNChyAIl5zG1ZXJTz5HWJdu1JWX8fXzs6mvqnB0WS1GoVAwM3Ymb498Gw+NBxtzNvLPjf+ktNH+LyJBEAShdVEoFAye2pU+Y9ojSTKbl6dzZFex3cf1mzGDkLlzAChd8ALVK1fafczWRIQOQRAuC627O1OemU9wx87UlBbz9YI5NNZUO7qsFnVN5DV8Nu4zIjwjSK9MZ8a6GRyqOOTosgRBEIQWplAoGHBDJ/pN7Igsw9ZPDpP+i/3jFv1vvZWQ2bMBKHluPtWrvrL7mK2FCB0OJEkSRUVFTZf6+npHlyQIl5Srhyc3zV5AULsOVBcV8M0Lc9DV1Tq6rBbVxa8LX074ksSQRMr15fxj4z/YkL3B0WUJgiAILUyhUHDVxI4MnNwZZPj586Okbsu3+7j+t99GyNNPAVAybx4133xj9zFbAxE6HKi0tJSIiIimy6JFixxdkiBccm5e3tw05wX8I6KoyM/lm4VzMTQ0OLqsFuXn6sf7177PjV1vxGg18sSOJ1icshhJbpmV0gVBEITWo8+Y9gye2hWAX1YdJ/mnXLuP6T9zJsFPPglA8dxnqfn2O7uP6WgidDhQSEgIhYWFTZdHH33U0SUJwmXh7uPL1LkL8QsLpzwni29fnItR1+joslqURqVh3sB5PHXVUygVSt5LfY9Hf34UnVnn6NIEQRCEFtZzZBRDb+kGwO/fZbJ3XbbdMxkG/PMfBD/+GMgyxXPmUPP9Dy1RqsOI0OFASqWS8PDwpouXl5ejSxKEy8bTz5+pc1/EJziEkszjfPfSc5j0V9YPcoVCwa0xt/LOyHfw0nixJW8LMzfOpKTxypk2WBAEQbCJuyaCkTNjUChgz5psdv2YZX/wuOsugh55xBY8nnmG2tWrW6jay0+EDkEQHMYrIJCpc1/EKyCIomOH+f7V5zEbDY4uq8UNihjEZxM+o51XO45UHWHa2mmsyVwj1vMQBEG4wnQfGMa1d8WiUCpI3pjLb1+fsPuzPvBf9xD00EMgyxQ99TS1a9a2ULWXlwgdgiA4lE9wCFOfXYinnz8FGYf48bWFWEwmR5fV4jr5dOKLCV8wMGwgVYYqnvn1Ge7cdCeZNZmOLk0QnJZZMtNgaqDeVI9ZMju6HOEK0bVvCGPviUOpUnAwKZ/tXx5DluwMHvfdS+CD/wVJoujJJ6ldt66Fqr18FOJMm2MoFIr9ffr06bN//35HlyIIrUJlYT5fzX8aXW0NHXv35frHZqNSaxxdVouTZZnVmatZtG8R1cZq1Ao1d8Tewb0J9+KucXd0eYLQ6jSYGijVlVJtqMZgNWC0GNFb9RgtRgxWAwaLoWn7mfcNFgNGq/Gc+3qLHqPViNFixCJbznottUKNq9oVN7UbrmpX222V21n3XVW2a3e1+1nb3NRn7+emdsNV5Yqv1pcg9yCUCnGe19nkpFWwcdkhrBaJ7gNDGX57DEqlwq5jli9+m4olS0ClIuK1/8N73LgLel5iYiLJycnJsiwn2lWAHUTocBAROgThXBV5Oax6/hkM9XV06TeAiQ89hUqtdnRZl0StsZa3kt/i62NfIyMT5hHGk1c9yYioESgU9n0pCUJbIMsy1cZqShtLKdWVUqYro6SxpOl2qa6U0sZSdJZLN9ZLqVDiqnIFwGA1XLIZ5tRKNSHuIYR5hBHuGU6oR6jttkc4oZ62225qt0vy2oJj5R+uYv07qVjMEl37hTDqHzEoVc0PoLIsU7F4MRXvvGsLHosW4T12zN8+T4QOJyZChyCcX2l2Jl8veAZjYyPRA4cw4b+PoVSpHF3WJZNWnsaCXQs4XHUYsC0w+NRVTxHlFeXgygSh+SyShQp9RVNwODNElOpOh4wL6dLkqnIlxCOEANcAXNWuaFXas1ocXFWuaNXac+67qdzQqrVoVVrc1G7nfZ5aqW4K+bIsY5Es6Cy6s1pH9BY9eov+rG0Xss+p/aoMVVQZqv72ffpp/Qj1CCXcM5wwjzDbxTOs6ba/q784IdFGFR2vYe3bBzEbrXTqHcTou2JRqe0LHuVvvEnlsmWgVhPxv0V4jx79l88RocOJidAhCH+u+MRRvnlhDia9npghwxl7/0MolVdu8LBKVr469hWLkxdTb65Hq9JyT/w9/DPun7ioXBxdniCclyRLFNYXcqLmBJm1mZyoOUFeXR6ljaVUGCouqNXA28WbYPdgQjxCCHUPtd12DyHEI6TptreLd5v/sW2wGChpLKG4sbjpUtRQdNY2i2T5y2NoVdqmFpJTgaSjT0d6+Pcg0itSdN9q5Uqyalmz+CAmvYX28QGM/Vccak3zv9dkWab8f69T+f77oFYT+cbreI0a9af7i9DhxEToEIS/Vnj0MN8unIvZaCBu+GhG/+s/KJRX9pdqhb6CRfsWsTbLNjNJe+/2PNP/Ga4Ov9rBlQnOTJIlihuLyayxBYsT1Sc4UXOC7NpsDNbzzzanQIG/qz8hHiG2EHEySJy6HeweTLB7sBjHdJIkS1TqK21hpLGIkoYSihqLKG4spqSxhKKGIupMdX/6fE+NJ939uxMTEEOMfww9AnrQwbsDqiv4ZE1bVJ5Xz+o3D2BoNBMV48e4fyegcbEveJS99hpVyz8EjYbIN9/Ea8Tw8+4rQocTE6FDEP5efkYa3730HBaTkZ6jJzDyzvva/BnPC7G3ZC8v7HqBrNosAMZ2GMvj/R4n2D3YwZUJVzJZlilpLLG1XJwMGJk1mWTWZqK36M/7nCC3IDr7dqaLbxc6+3amo09HwjzCCHILQqO68iaCcKRGc2NTADnVUnKi5gSHKw9Tpi87Z39XlSvR/tFNISTGP4Yuvl3EfxcHqyxs4Mc3UtDXmwnv6suEBxJwcW3+2EVZlil75VWqPv7YFjzeehOv4ecGDxE6nJgIHYJwYXJSU/jh1eexms0kTrieobff7RTBw2w182nGpyxLXYbeosdD48EDvR5gRvcZqJVX5uB64fKQZZkyXRmZNZkcrzluCxYnw0WjufG8zwlwDWgKFmeGDB+tz2WuXjifCn0FhysPc7jqcNN1YUPhOfuplWq6+nZtCiExATFE+0XjqnZ1QNXOq7qkkR9fT6Gx1kRIR28m/bcnWvfmh0FZlil7+WWqPvkUhUZD5NuL8Rw69Kx9ROhwYiJ0CMKFy0rey4+vLUSyWrjq+psYPGOmUwQPgKKGIl7Z8wpJ+UkARPtFM3fAXHoF93JwZUJbIMsypbpS0irSOFRxiEMVhzhcdZh6U/159/d39bcFC5/TwaKLbxd8XX0vc+WCvWoMNRypPmILISeDSE5dzjn7qRQq29iQM4JId//ueGg8Ln/RTqS2XMcPr6fQUGUkqJ0X183qhauHfcGj9MWXqF6xAoWLC5FLluA5ZHDT4yJ0ODEROgTh4hzfs5M1r7+MLEkMvOkWrp56i6NLuqy252/npT0vNZ29nNxlMg8nPoyfq5+DKxNak1pjLYcqDpFWkUZ6RTppFWlUGirP2c9X63tWi8Wpa39XfwdULVwuDaYGjlYfbQohGZUZZNVmnTPoX4GCaL9o+of1Z0DYABJDEsX4m0ugrlLPj28coK5cT1gXH657sBdqO8d4lC54geovvrAFj3fewXPwIECEDqcmQocgXLwjO3ew/q3XkGWJwTNm0v+GqY4u6bLSW/R8kPYBHx76EItkwUfrw8N9HmZy18li5honpLfoOVx5uKkF41DlIfLr88/Zz9vFm7jAONslII7YwFiC3IKcprVQ+Gt6i57j1cfPCiLHa46fNZuWWqEmISiBAWEDGBA+gLjAODRKMTakJdRXGfj21f001hjp2DOQsffG27WAoCzLlDz/PDVfrkSh1RL17jt4XH21CB3OTIQOQWiejB1JbHjndZBlht1xN4kTbnB0SZdddm02C3cvZHfxbgASghKYO2Au3f27O7gy4VIxS2YyazLPasHIrMnEKlvP2s9V5UpMQAyxAbHEB8YTFxhHlFeUCBjCRTFajRwoO8Cu4l3sLt5NemX6Wa0h7mp3+ob2pX9ofwaED6Crb1fx/5gdKosa+P61ZIw6C7FDwhl6Sze7/p6yJFHy3HxqvvoKhasr7T/5mMF33ilCh7MSoUMQmi8t6Sd+WvYWAANvmsHAG2dc8dPp/pEsy2zK2cSre1+lXF+OUqHklu638ECvB/B08XR0eYIdZFkmvz7/nHEYRqvxrP1UChVdfLs0tWLEB8bT2bezmGhAaHF1pjr2luxlV9EudpfsJrs2+6zH/V39m7piDQgbQLhnuIMqbbuKjtew+s0DWC0S/SZ25KqJHe06nixJFM+ZS+1336EKDGR6XS0paWkidDgjEToEwT4HN29g6/J3kWWJ6AGDGXv/Q2i0zjcDS4OpgSUHlvDFkS+QZAkvjRfXdriW8R3H0zekr5invw2oM9VxqPwQBysOklaeRmpFKrXG2nP2i/KKagoXcYFxdPfvjpvazQEVC86upLGEPSV7bCGkePc5U/ZGeUUxIGwA/cP60z+0v5iI4AJlHShn47I0ZBmG3dqN2CERdh1PNpvJu+df6HbtYmpJMem1tSJ0OCMROgTBftkp+1j75quY9DqCO3bmhsfn4hUQ6OiyHOJI1RFe2v0SyWXJTduC3YIZ23Es4zuNp4d/D9H9oRWwSBYyazI5WH6Q1PJU0irSmtZjOVOAa0BTuIgLjCM2IFb8cBNaJVmWya7NZlfxLnYV72JfyT7qzadnR1OgoLt/96YQ0iekjwjLf+HQjkK2f3EUhQLG3htPp15Bdh3PWltLzrTpXPfzNjKMRhE6nJEIHYLQMioL8vjh1QXUlBbj4evH9Y/NIaxrN0eX5TCZNZmsz17P+qz1FDQUNG3v4N2B8Z3GM77jeNp7t3dghc6lQl9xVsA4VHHonIX2NEoNMQExJAQm0DOoJwlBCYR5hImQKLRJFslCRmUGu4t3s6t4FyllKZglc9PjGqWGq0KvYkS7EQyPGk6Qu30/qq9Ee9ZksXddDiqNkutm9SK8i30nHEw5OfSJjSVdpxOhwxmJ0CEILUdfX8ea/71EfkYaKo2GMffNImbwMEeX5VCyLJNakcr6rPVszNlIlaGq6bG4gDgmdJrA2I5jCXRzzpahS8FoNXK48jCp5amkVqSSVp5GUWPROftFekYSHxRvCxiBCXTz74aLysUBFQvCpae36EkpS2F38W52F+8mozIDmdO/PROCEhjZbiQj240UJ0ROkmWZn784SsYvRWjd1Ux+rA8B4faN1evdvTsHjh4VocMZidAhCC3LarGQ9NFSUrdsBKD/5JsZdPNtTjfA/HwskoXdxbtZn72eLblb0Fl0ACgVSq4KvYrxHcczqv0ovFy8HFxp2yHJEoX1haRWpNpCRnkqR6qPnDXNKICHxoO4wDgSAhNICEogPjCeALcAB1UtCI5XZahie/52kvKS2Fm0E5Nkanqss09nRrQbwch2I+kR4NxdQiVJZuOyNLIPVuDpp2XK44l4+Td/3KKYMteJidAhCC1PlmUObFrLtk/eR5YkuvQbyLj/PIKLq+g/fIreomd7wXbWZ63nl8Jfmn4kuyhdGBo1lPEdxzMkcghaldbBlbYetcZajlcf53jNcY5VH+NY9TFOVJ9oCm+nKFDQ2bczPYN6Eh8YT0JQAp18OonB/ILwJ3RmHb8V/UZSXhLbC7ZTbzo9FiTEPaQpgPQJ6eOU64JYTFZWv3WA4hO1+IW6M+XxxGavWi5ChxMToUMQLp2c1BTWvv4yRl0jQe07csPjc/EOCnZ0Wa1OrbGWLblbWJe9jn0l+5q6PHhpvBjVfhTjO42nX0g/p/nRbLaaya7L5ni1LVycui7VlZ53/0C3QOIC4qYhNHcAACAASURBVEgIsrVixAbEiumKBaGZzJKZfSX72Jq3lW15286aEcvbxZthUcMYETWCqyOudqqB6IZGM98vSqaqqJHQTj5c/1DzVi0XocOJidAhCJdWVVEBP7y6gOriQtx9fLnu0dlEdItxdFmtVkljCZtyNrEuax2Hqw43bQ9yC2Jsx7FM6DjhiunuIMsypbrS0+HiZAtGdm32Od2jwLbgXhffLnT160q0XzRd/brS1a8r/q7+Dqi+dbBazOhqa2msqW666GqqMTTWI0sysnz6giyd3CYhyyDLEsgysiSdtZ8syyBJyMhnHOPkvrKMUqXG3dsbN28f3E9e3Lx9cPfxxc3bG3dvH1Rq5zsbfiWSZIn0inSS8pPYmrf1rHVBXFWuDAwfyMh2IxkaOdQpZnVrqLatWt5QbaRDQiDj7o1Dqbq4rsMidDgxEToE4dIzNDSw5o2XyUs7gEqt5tp//ZfYoSMdXVarl1WTZZsBK3s9+fX5Tdu9NF6EeIQQ6hFKiLvt+szbIe4huGvcHVj52WRZpsHcQFZt1jmtF3WmuvM+J8orqilYRPtF09W3K1FeUU7R2iPLMoaG+rNCRGNNNY21NTRWV50OGLU1GOrP//dzNK27x8kA4nsynHjbQomXD+4+Pn8ILN4ipLQRWbVZJOUlsS1vG6kVqU3bVQoViSGJjGg3ghFRIwjzDHNglZdWVVEj3722H6POQo/B4Qy79eJWLRehw4kpFIr9vXr16rNu3bqmbV5eXnh5iYGcgtCSJKuVnz/9gJSNawDod92NDJ5xB0on+BFpL1mWSatIY332ejZmb6TSUPm3z/F28bYFE/fQs6/PCCcX2zXiVHioNdZSa6ql1lhLnbGOWmMtNcaas7edvF1jrKHOWIdFPrfl4lSd0X7RZwWMLr5dWlVoakmyLKOrraEi7//bu/P4qM773uOfZ7RLoAXEIrQiAUIgNoFtsBHBbsB23CRum5smTXLjpEleTdI2XdzmJrf32t2SvtK8kqZLmq5Jc+2bpG1SJ75OXsY2OIDBBrNLSAgQ2iUkQAto18xz/zjDoAWt6GhmNN/363Veg8555ugZ/TyyvvOc5zy13GhuuBMoOtrp7uigu7Odno4OfN67/7xGM8ZDYmoqSSlpJKWmkpiaRlJqGgkLFmI8URiPwRiDMR4w/n97bn/tPN/Z58EAeDyB9sZ/HM/Ir72Dg/R0ddLb1UmPf+sd9Wh9vmn9XOKSkkhMTmHh4nQWZ+eSnp3Hkpw8FmfnaC5YiLrafZXX61/ntbrXON5yfMR7fN3idezJ3cPe3L3kJOcEsZfuaL7cyY//6hTeQR/bnsjjgXfnT/m5Ch0RzBhzIiMjo6S5uTmw75lnnuHZZ58NXqdE5rEzr/yM/d/+Fj6vl/yS+3jit/+A2IT5+QemG6y1tPe3c7X7Ki3dLVztGft4tfvqiDvRjCc5NnnMCInFOqFiWLDo7O+ka8AJF17rnVG/E6ITyF6YPWLkYk3aGpYmLp0Xl4rdTX9PD9fqa7leX0tbXQ3X62u5Vl9L7xRGJ+KSkvxBIo3E1DQWpKWR6P96+Ba/cGHIBXfr89HX0+0EkM4Oeru66Onq8IeSLmffzU56Ov1B5WbXhCElZeky0nPySM/ODWxpK7KIio6ew1clE+ka6OJgw0H21+3ncOPhEWvgrF20lr25e9mbt3de3Yr3ypk2fvYtZ9Xyd/xaIcW7prZquUJHBNNIh8jcqys7y4tf+xJ93bdIz87lyT/8X6QsXR7sbs0bt4NJS3eLE056Rj36w8nwhcKmKjE6kdS4VFLiUkiOSyYlNoWUOP82/N/Dvk6OS57Xd+EaGhjgRlMD1/yh4lpdDdfqa7l5re2u7WMTEknPyWNxZhYLFqWPCRKJKalEx0bOeiHW56Ov+xY9nZ10trVwre7Oz/BGYz3eobGjPp6oaBZlZt0JIv5Qkrxk/obYcNE31MfRpqPsq93H6/Wvc2vwVuBYYVohe/P2sjd3L3kpecHr5Cw5f7iJA89VgoHHPlVMwZbJb5Si0BHBNKdDJDjaW5p44St/yo3GeuIXJvPe3/siWeuKg92tiGGt5UbfjTEjJB7jISUuJRAsboeH2wEjJipyr733+bx0tLQERixu/2Hc3tJ010/qo2JiWJyZQ3p2Douzc/2XC+WycHG6/jCeIu/QEB0tTYGfd1udM3LU0doCd/m7KTYhwX951u1LtHJZnJ1LYnJKEHovA94BjjQdYV/NPg7UHxgRQNakrQmMgKxMWRnEXt6b4y9d4diLV4iK9vCez21ixeq0CdsrdEQwhQ6R4Onv6ealb3yFK6dP4ImK5p2f+AwbHtkb7G6JMDQ4yNXLF2m6WHnnU/eGeoYGx162ZoyH1IwVpGfnjPjUPXVZBp6o0Lr0ab4Y7OvjWsPt8HcnBPZ0dty1fVJqGsvyV5FTvImc4k2kZ+dqwdI5NuAdCIyAHKg7wM3BO2uBrE5bHQgg+SlTnx8RCqy1HPxeFWUHG4lNiOaXny5hceb4t+xW6IhgCh0iweXzeTn43Lc58dILAGx94r3s+tDH9ceazKn+nh6aqiporCynoaKclstVeAfHXn62cPGSMSMXizKziImdv5ePhZOerk5/CKkJhMVr9XUM9vWOaJeQnELO+o3kbNhETvFmUpfp8s65NOAd4M3mN3m55uUxAWRV6ir25u3l0dxHyU8NjwDi81le/qcyqk+1kZQSy698ftu4q5YrdEQwhQ6R0HBu/z5e/edv4vMOkbd5K7/4uT8kLjEp2N2Seaq7o52GinInZFSWc622xlmLYpjFWTlkrl3H0rx80rOdOynFJ2nRwXBjfT4621pprCynruwMdWVnuHVj5B3gkpcsI6d4Y2AkJCl14ktkZPYMegc52nyUfTX72F+/f8Rq6KtSVwVGQApSC4LYy8kNDXp58a/P0HSxw1m1/OmtxC8YezmqQkcEU+gQCR0N58v4yde+RO/NLhatyOLJz/9v0pavCHa3JMxZa+loaaKhspzGivM0Xiino6V5RBtPVBTL8leRuXa9sxUWkbAwOUg9FjdZa2lvbqSu7Cx1ZaepLz9H362bI9oszsoJjIJkryvWByBzZNA7yJvNb7Kvdh/76/aPWMenIKUgMAm9ILUgJOdF9fcM8qOvOquWL1uZzHt/dwsxo1YtV+iIYAodIqGls7WFF77yp1yrryV+wULe/btfIKd4Y7C7JWHE5/PSVnOFxspyGivP01BZPuZa/5i4eFYUFpG5dh2ZhevJWL2GmLi7Xw4h85v1+WitqQ6MgjRUljPU3x84boyHZQV35oOsKCzS5XRzYNA7yFstb7GvZh+v1b02IoBkLshkV9YudmXt4r7l94XU3fFutffzw798m1s3+snbsJjHf2PDiFXLFToimEKHSOgZ6O3hpb/5KtUnjmGMhw2P7OXB939IlzzIXQ0O9NNyqYrGinIaL5ynqaqCgd6x1/Bn3R7F8F8ypXlDcjfeoUGaqy5QV+6EkOaLF/B576xPExUTQ2ZhEdnrnRCyvGC1/lty2aBvkGPNxwKT0Nv72wPH4qPieSDjgUAIWZ4U/Pk57S3d/PAvT9DfPUTRgxk8/JG1gZEZhY4IptAhEpp8Pi9H/v15jv34P7E+HzFx8dz3nl9h2y/+EjHx+kQ6klmfj7a6GmrOnKT27EkaK8+PWcshZdlystauZ0XhOrKK1pOWkRmSl2NI6Bvo66Wxopxa/0hIW031iOOxCYnkbdzCmh2l5G/Zpt9PLvP6vJRdL+Ngw0EONRyi4kbFiOOr01azK3MXpVmlbFqyiWhPcBaRbKnu5MdfP8XQoI+tj+ey/b3OnBSFjgim0CES2q431HPoe9/h8ttvAc6tLx98/4co3r1Hny5GkO6OdmrPnnKCxrnTIy+XMoYlOXmBUYystetZsGhx8Dor81pPVyf15eeo94+EtDc3BY5Fx8WRX3I/hTt2snLzVl2yNwdae1o51HCIQ42HONp0lJ6hnsCx5NhkHlrxEKVZpezM3Ela/NyOltecvcZPv3UO67Ps+sAaNuzOUuiIZAodIuGh4XwZP3/uX2i5fBFwJnru+tDHWLllmz7BnoeGBgZorDxPzdmT1J45SVtdzYjjCxank7dxC3mbSsgp3qRJ3xI0XW2tXDx2hAtHD9F88UJgf0xcPPlbnQCSt3mr5oHMgQHvACeunnBGQRoPUdtVGzhmMGxcspHSzFJ2Ze1i7aK1c/L/jvNvNHHg/zirlj/+qQ38t088ptARqRQ6RMKH9fm4cPQQh7//XTpbrwKQvX4j7/jwx1mWvyrIvZN7Ya3lRmM9NWdOUnP2FA3nyxgauDOZNzo2jux1xeRuLCFvUwmLMrMUNiXkdLW1UvXmYS68eZiWS1WB/THxCRRsvZ/CHaXkbSohOjY2iL2MHLVdtYHLsN6++jaDvjtr7yxNWEppVimlWaVsz9hOUox7dyh7+6dXeOsnV4iK8fDNA7/DufIzCh2RSKFDJPwMDQ5yZt9LvPnD79PXfQuAop27eehXP0LK0mVB7p1MVU9XJ3VlZ/xzM06NWTthSe5K8jaVkLtxC5mF6/SHmoSVztYWqt58gwtHD3O1+mJgf2xCAgXbtlO4Yye5G0uIjhm7loPMvp7BHo42H3UuxWo4RGtva+BYjCeGrcu2sjNzJ2vS1rAqdRXpCemz9sGGtZbXn6vk/BvNfOW/Pk1da5VCRyRS6BAJX323bvHWC//OqZ/9BO/QEFHR0Wx5/D088OT7iV+gRdxCze27AtWcPUnNmVNcvXIJhv2/LzElldyNW8jbuIXcjVt0tzKZNzqutjgjIEcP0XrlcmB/bEIiq+7bTuGOUnI3biYqWgFkLlhrudB+gYMNBznYcJCzbWexjPw7PDk2mYLUAgpSC1iVusr5d0rBjMOI1+vjp393ls/+6fupv3ZRoSMSKXSIhL/O1qsc/v53qXzj5wDEL1jI9l/+VTbtfUKfIgaRc8lUA7XnTlN77hT15ecY7LtzK9uo6Ggy1653gsamEpbk5GE8ngnOKBL+2luaqDrqXII1/E5YcUlJrNq2g8IdO8nZsEkBZA6197VzuPEwJ66eoLqzmksdl0asjD5ccmwyq1JXkZ+aHwgjq1JXsTh+8aRhZKBviLUFxVxpuqDQEYkUOkTmj5bLFzn43L9Sf/4cAClLl7Hzgx+lcEeprv+fI7fabziLrJ07Te2502MumVqUmR2YAJ5VVKzbi0pEu9HUSNWbh6k6emjEzRLikxaw6v4dFG7fSXbxJqKig3Pb10hlraWtt43LHZe53HGZSx2XAv++OThxGLk9OjJeGNmyuYTTZ04pdEQihQ6R+cVaS/XJ4xx8/tvcaKwHYPmqNbzjwx8nq6g4yL2bfwZ6e2ioKHdGM86e4npD3YjjCckp5G7YTM6GTeRu2EJy+pIg9VQktF1vrPcHkMNcq79z16XElFTW7XqE4of3sDgzO4g9lNthZHgImSyMpMSlUJBSwLLEZdwavMUPPv0Dbly6odARiRQ6ROYnn9dL2YFXeOPfnwus6VCwbTu7PvQUi1ZkBbl34cs7NETL5YuBkYzmi5UjVmuOjosjq6iY3OJN5G7cQnp2ri6ZEpmm6w11XDh6mMojB2lvagjsX7GmiOJH9lC4o5TY+IQg9lCGm04YufTMJfpq+xQ6IpFCh8j8NtDXy9sv/ojjL/6Iof5+jMfDxl94jB3v+6AmKk/B8HkZdWWnqS8/y0DvnXkZxnhYXrCa3I2bydmwmYzVazWPRmSWWGtpvljJuf2vcOHoocCcqJi4eAofLKV49x5WFBbp8tEQZa2ltaeVy52Xud57nYWxC/n0E5+m8lylQkckUugQiQy32m9w9D/+L+f278NaHzHxCZQ8/m7yNm9lecEa/aE8zGTzMtIyMgMhI3vdBuKTdKcwEbcN9PVSdfQwZa+/QmPl+cD+RSuyKH54D+t2PaIPUsKAViSPYAodIpHlekMdB5//NtUnjwf2RcfEkrG6kKx1xWQVFZOxupCYuMiY4Dw0OMj1hjraaqq5euUy9eVnx52XcXtuRnL60iD1VkQAbjQ1UPb6q5z/+Wt0d7QDYDwe8kvup/jhPeRv2YYnKirIvZS7UeiIYAodIpGp4XwZlUcO0lBRNuaPbE9UNMtXrSGraD3ZRcWsKCwiNiExSD2dPb23btJWc4W22mpaa6ppq6nmemP9iDkZ4MzLyC4qJscfNDQvQyQ0eYeGuHL6BGUHXqH65DGszwdAUmpaYPK55rCFFoWOCKbQISI9XZ00VpbTcL6M+ooy2mqvjFi0zng8LFtZQNa6DWQVrSdz7fqQvqTIWktXWyuttU6waPVvN6+1jW1sDGkZmSzNXcmSvHxWrC4kY02RLjcTCTPdHe2cP7ifcwdeGTn5vHAdGx7ew5odOzX5PAQodEQwhQ4RGa2v+xaNledpqCijoaKMq9WXAp8gAmAMS3JX+kdCNpBZtJ7E5JSg9NU7NMj1hvrAyIUTNK7Q39M9pm10bBxLcvJYkreSpXn5LMnNZ0lOntbKEJlHrLU0VVVSdmAfF44cYrC/D4CY+AQKd5Sy4ZE9ZKxeq8nnQaLQEcEUOkRkMgO9PTRVVQZCSMulKrxDQyPaLM7KIauoODAvZEHaohHHrc+Hz+fF5x21+bz4hryBY9brxet/vNPeh887FGjb1XY1MHpxvaEen3dkX8CZh7E0Lz+wLcnLJy1jBR6PrvMWiRQDfb1cOHqIsgOv0nRh2OTzzGxn8nnpw5p8PscUOiKYQoeITNfgQD8tFy9Qf94JIc1VlQwNDoxoE5uQgM/nCwQK3Podbwxpy1ewJC+fpbkrAwEjKTVNn2SKSMD1xnrKDrzC+YP7A2sXeaKiWLnlPjY8soeVmzX5fC4odEQwhQ4RuVfeoUFaLl0MjIQ0XqgI3E9/OE9UNJ7oKDyeKDxRozZPFCYqiqgo59Fp43GeE2jjwURFkZSaxtK8ApbmrSQ9J0/XaYvIlN2ZfL6P6pPHx0w+X7/7nVr53EUKHRFMoUNEZpvP62Wgr5eoYSFDd38SkVAz7uTz2yufb985L+7cF0oUOiKYQoeIiIhEsjuTz8eufL5mx06KH95DZuE6XbI5C0IhdEQH6xuLiIiISOQyxpBZWERmYREPP/VJqt58g7IDr9BYWU75669S/vqrpGWsYP3uPax/xy+MuVGGhBeNdASJRjpERERExrrR1Ej5z1+l/Oev0d1+A3DWLVq5eauz8nnJfURFa02f6dBIh4iIiIjIMItWZFL6wY/y0Ps/TM2Zk5QdeIXLJ96i+uRxqk8eJyE5hXWlD1P88B7Ss3OD3V2ZIoUOEREREQk5nqgo8kvuI7/kPno6O6g4/Drn9u/jekMdJ156gRMvvUDGqkKKH95D4YOlxCUmBbvLMgFdXhUkurxKREREZHqstbRcrqLswCtUvnGQgd4eAKJj41jzwIOs3r6T3OJNxMTHB7mnoUWXV4mIiIiITJExhoxVhWSsKmT3f/8EF48dpezAK9SXn+X8oQOcP3SAqJgYctZvJL/kfvJL7iN5ydJgdzvoQmGQQSMdQaKRDhEREZHZ0XG1hcrDr1N98jjNl6tg2N+36dm5/su07idjTSEeT2StgH7l9Al2732UurbrWqcjEhljTmzevLnkpZdeCuxbuHAhCxcuDGKvRERERMJbd0c7V06foPrkMWrOnAqs/wEQvzCZlZu3kl9yH3mbSohPWhDEnrrHWsuNxgaO/vB7XDhykK+/cojG9i6FjkhkjDmRkZFR0tzcHNj3zDPP8OyzzwavUyIiIiLziHdokIaKcufOVyeO0XH1zt9dxuMhc+26wGVYi1Zkhe1ChD6fl2t1tTRUlNNYUUZDZTk9nR0ARMfF8a0jp6m8XK3QEYk00iEiIiIyd6y1tDc3Un3iGNUnj9NQWY71+QLHU5dlBC7Dylq3PqTXAvEODdF65TINFWU0VJTReOE8/d3dI9okpqSSt3ELD77/wzzy+LuCPpFcoSNINKdDREREJHj6um9Re/aUE0JOn6DvZlfgWEx8Ankbt5Bfch8rt2wjKTUtiD2FwYF+Wi5eoKGinIaKMpouVjLU3z+iTfKSpWStXU9mUTFZRcWkZawIjNzo7lUiIiIiIkEQn7SAwh2lFO4oxefz0nyxiuqTx7hy8jhtdTVcPHaEi8eOALB0ZQEpS5aRmJJKYkoKicmpJKamkpicQmJKGokpKcQlJs3a5Vn9PT00VVX4RzLKablUhc87NKLNohVZZBUVk1W0nsyi9SSnh/ZduhQ6RERERCSieTxRZBYWkVlYROkHP0rXtVaqT75N9clj1JWdofXKZVqvXJ7wHFHR0SSkpJKUMjKMJCankJia5t+X6mzJKXii7txFq6erk8YL5535GBXltF6pxto7l35hDEvy8skqWk9WUTGZheuCPvoyXQodIiIiIiLDJKcvZfPed7F577sY7OvjavUlujvb6ensoKerk56ODnq6Ouju7KC3s5Puzg4G+3q5df0at65fm9L3iF+YTFJKKtbn40ZTw4hjnqgolucX+kcyillRWBT2d9pS6BARERERGUdMfDxZ64onbTfY30dvV5c/nHQ6AeV2SLn9b//XvV1d9N3sCswjiY6JJWPN2sBIRsaqwnm3qrpCh4iIiIjIPYqJiydmSfyUVkD3+bz03bxJT2cH3qEh0nNyQ/puWbNBoUNEREREZA55PFGB+R2RwhPsDoiIiIiIyPym0CEiIiIiIq5S6BAREREREVcpdIiIiIiIiKsUOkRERERExFUKHSIiIiIi4iqFDhERERERcZVCh4iIiIiIuEqhQ0REREREXKXQISIiIiIirlLoEBERERERVyl0iIiIiIiIqxQ6RERERETEVQodIiIiIiLiKoUOERERERFxlUKHiIiIiIi4SqFDRERERERcpdAhIiIiIiKuUugQERERERFXKXSIiIiIiIirFDpERERERMRVCh0iIiIiIuIqhQ4REREREXGVQoeIiIiIiLhKoUNERERERFyl0CEiIiIiIq5S6BAREREREVcpdIiIiIiIiKsUOkRERERExFUKHSIiIiIi4iqFDhERERERcZVCh4iIiIiIuEqhQ0REREREXKXQISIiIiIirlLoEBERERERVyl0iIiIiIiIqxQ6RERERETEVQodIiIiIiLiKoUOERERERFxlUKHiIiIiIi4SqFDRERERERcpdAhIiIiIiKuUugQERERERFXKXSIiIiIiIirFDpERERERMRVCh0iIiIiIuIqhQ4REREREXGVQoeIiIiIiLhKoeMeGWM+a4w5a4zp8m9HjTFPBLtfIiIiIiKhQqHj3jUAnwdKgG3AfuAFY8zGoPZKRERERCREGGttsPsw7xhjbgBfsNb+wwRtuhMSEhJ7enrmsGcyW7Zu3QrAiRMngtwTmQnVL3ypduFN9Qtfql14S0xMpLe3t8damxSsPoTdSIcx5n3GmL8xxhzyX85kjTHPTfKcLGPMvxpjmowx/caYGmPMXxlj0ma5b1HGmA8AC4Ajs3luEREREZFwFR3sDszAHwGbgFs4lzatnaixMaYAJwAsBX4MVAL3A58DHjPGPGStvX4vHTLGbACOAvH+fv2StfbcvZxTRERERGS+CLuRDuB3gTVAMvDpKbT/Jk7g+G1r7ZPW2v9hrX0E+DpQCPz58MbGmD/zj55MtO0e9T0uAJuB7cDfA/9mjCm+p1c5R27evMmzzz7LzZs3g3q+qT5vKu0mazPe8enuDwWz2Te3azfVthO1mcmxUK1fuL33ptp2NmsUqrWD0KjfXNZuouPhVr9QqN10nzfXvztDtXYQfvXTe28Ya23YbsBuwALPjXM833/8CuAZdWwhzqhEN5A0bH86zujJRFviJP16FfiXSdp0JyQk2GBrbGy0gG1sbAzq+ab6vKm0m6zNeMens7+kpMSWlJRM9rJcN5v1c7t2U207UZuZHAvV+oXbe2+qbWerRuPtD4XaWRsa9ZvL2k10PNzqFwq1m+7z5vp3Z6jWztrwq1+ovPcSEhIs0G2D+Hd7OF5eNR2P+B/3WWt9ww9Ya28aY94A9uKMULzm338NuHaP39cDxN3jOURERERE5oX5HjoK/Y9V4xy/iBM61uAPHdNljPkL4CWgHmf05NdwRmAmW6sjrre3l8TExLseLCoqmkl3pm1wcBCAxx57jJiYmKCdb6rPm0q7ydqMd3w6+ysqKoA7d/MIltmsn9u1m2rbidrM5Fio1i/c3ntTbTtbNRpvfyjUDkKjfnNZu4mOh1v9QqF2033eXP/uDNXaQfjVL1Tee319fRDkD8TD+pa5/rkVB4DnrbUfvsvxfwQ+CXzSWvvPdzn+58AXgS9aa788wz58B3gYWA50AmeBv7TWvjzJ864A2UD/OE0qZ9KfGfAAy4CrgG+Stm6eb6rPm0q7ydqMd3y6+0PBbPbN7dpNte1EbWZyLFTrF27vvam2nc0ahWrtIDTqN5e1m+h4uNUvFGo33efN9e/OUK0dhF/9QuW9lwd0WWtXTtBXV833kY7JGP/jjJOXtfapGT4vaEUXEREREZlL4Xj3quno9D+mjHM8eVQ7ERERERGZZfM9dFzwP64Z5/hq/+N4cz5EREREROQezffQccD/uNcYM+K1GmMWAg8BvcCbc90xEREREZFIMa9Dh7X2MrAPZ/LMZ0cd/mMgCfiutbZ7jrsmIiIiIhIxwu7uVcaYJ4En/V8uBx4FqoFD/n3XrLVPD2tfABzBWZX8x0AF8ADOHaeqgAettdfnpvciIiIiIpEnHEc6NgMf9W+P+vflD9v3vuGN/aMd24Dv4ISN3wcKgL8GdoRz4DDGPGuMsaO2lmD3S6bHGPNFf+3+Nth9kakxxnzWGHPWGNPl344aYyZbm0dChDHmC8aY4/7atRljXjTGFAe7XzI5Y8wuY8xPjDGN/t+bTwW7T3J3xpjPGGOuGGP6jDEnjDGlwe6TTM7N91jYBZmSbQAACodJREFUhQ5r7bPWWjPBlneX59Rbaz9mrc2w1sZaa3OttZ+z1t4IwkuYbReAjGHbhuB2R6bDGLMdZy2Zs8Hui0xLA/B5oATnQ439wAvGmI1B7ZVM1W7gm8CDwCPAEPCqMWZRMDslU7IAKAM+hzMnU0KQMeZXgW8AXwK24Fxx8jNjTE5QOyZT4dp7LOwur5I7jDHPAu+z1uoTujBkjEkBTuKEjv8NlFlrfzO4vZKZMsbcAL5grf2HYPdFpscYswDn1ulPWmtfDHZ/ZGqMMbeA37TWfifYfZGRjDFvAWettZ8ctu8i8J/W2i8Er2cyHbP9Hgu7kY5gMsa8zxjzN8aYQ/5heWuMeW6S52QZY/7VGNNkjOk3xtQYY/7KGJM2S93K9w+BXTHGfN8Ykz9L551XQrR2/4jzC3j/LJ1v3grR+t3+PlHGmA/gfDp0ZDbPPV+Ecv38FuL8/7DdhXOHtTConcyAm3U1xsQCW3Fu5DPcPpzRRbkH4fyejPQVyafrj4BNwC2cyyvWTtTYjJ3EXgncjzNk9Zgx5qF7nFPyFvCU/7xL/f07YoxZH85zVVwSUrUzxnwSWAV8ZKbniDAhVT//99gAHAXi/f36JWvtuXs55zwWcvUb5RvAaZx6ykihXjuZGTfrmg5EAVdHneYq8M7ZegERLHzfk9ZabVPccO54tRowONcEW+C5Cdq/7G/zW6P2f82//1uj9v+Zf/9E2+4Jvt8CoBX4vWD/rEJtC6XaAYVAG7B22PNfB/422D+nUN1CqX7DnhOLExy3AV8GrgHFwf5ZheIWivUbdc4mID/YP6dQ3EK8dreAp4L9MwrHzc26Aiv8+0pHtX0GqAz2aw/3ze335Kg2s/oe05yOGTLG7MZZfPB5a+2H73I8H7gM1AAF1lrfsGMLgWac/2CWWv86IcaYdJxPCCZSZ63tmaBfB3De1J+e1guKIMGunXHuBPFtwDvsWBTOm98HJFlr+2f04iJAsOs3Qb9eBWqttb8+rRcUYUKpfsaYrwMfAB621lbO9DVFilCqnf+5mtMxC2a7rv7Lq3qAD1pr/2NY27/D+WDmHS6+nIjixnty1PNn9T2my6vc84j/cd/wIgNYa28aY94A9gLbgdf8+6/hfFo6I8aYeJxhtgOTtZUJuV27F4C3R+37NnAR504fAzPstzjm/L3n5wHi7vEcMkf1M8Z8Aydw7FbgmDXBeu+Ju6ZVV2vtgDHmBLAH+I9hzfcAP5yLDkvAtN+TbtJEcvcU+h+rxjl+0f+4ZqbfwBjzVWPMO4wxK40xDwD/ibPK+r/N9JwCuFw7a22HtbZs+AZ0Azf8X2v48d7MxXvvL4wxpcaYPGPMBmPMl3GGuZ+f6TklYC7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" ] }, "metadata": { "image/png": { "height": 276, "width": 398 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots()\n", "for n in names:\n", " ax.plot(10**log_tau, m_debye[n], label=n)\n", " ax.set_ylabel(r'$m$')\n", " ax.set_xlabel(r'$\\tau$ (s)')\n", "ax.set_title('Debye decomposition')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "ax.set_xlim([1e-5, 1e1])\n", "ax.set_ylim([1e-3, 1e-1])\n", "ax.legend(ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Warburg decomposition" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we will repeat these steps for a Warburg decomposition ($c = 0.5$)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:03<00:00, 262.07it/s]\n", "100%|██████████| 1000/1000 [00:03<00:00, 265.81it/s]\n", "100%|██████████| 1000/1000 [00:03<00:00, 263.03it/s]\n", "100%|██████████| 1000/1000 [00:03<00:00, 264.32it/s]\n", "100%|██████████| 1000/1000 [00:03<00:00, 269.38it/s]\n", "100%|██████████| 1000/1000 [00:03<00:00, 268.75it/s]\n" ] } ], "source": [ "# Make a dict to hold results\n", "results_warburg = {}\n", "# Define MCMC and Debye parameters\n", "params = {'nwalkers': 32,\n", " 'nsteps': 1000,\n", " 'c_exp': 0.5,\n", " 'poly_deg': 4,\n", " }\n", "\n", "for n, p in data_files.items(): # n is the filename, p the filepath\n", " # Initialize with 1 file at a time, and pass the params\n", " model = PolynomialDecomposition(filepath=p, **params)\n", " model.fit()\n", " # Store the fitted model in the results dict\n", " results_warburg[n] = model" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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r0a0a1a2a3a4total_m
SIP-K3891700.9897710.014033-0.002350-0.004634-0.0003380.0002191.342871
SIP-K3891721.0183880.017680-0.011578-0.0035090.0020610.0005261.210898
SIP-K3891731.0119230.003390-0.000995-0.0004990.0003960.0001720.786556
SIP-K3891741.0048510.007547-0.003206-0.0018710.0005480.0002420.930805
SIP-K3891750.9976130.006870-0.003937-0.0013380.0007410.0002190.655028
SIP-K3891761.0069410.002426-0.001084-0.0000480.0005640.0001590.545386
\n", "
" ], "text/plain": [ " r0 a0 a1 a2 a3 a4 \\\n", "SIP-K389170 0.989771 0.014033 -0.002350 -0.004634 -0.000338 0.000219 \n", "SIP-K389172 1.018388 0.017680 -0.011578 -0.003509 0.002061 0.000526 \n", "SIP-K389173 1.011923 0.003390 -0.000995 -0.000499 0.000396 0.000172 \n", "SIP-K389174 1.004851 0.007547 -0.003206 -0.001871 0.000548 0.000242 \n", "SIP-K389175 0.997613 0.006870 -0.003937 -0.001338 0.000741 0.000219 \n", "SIP-K389176 1.006941 0.002426 -0.001084 -0.000048 0.000564 0.000159 \n", "\n", " total_m \n", "SIP-K389170 1.342871 \n", "SIP-K389172 1.210898 \n", "SIP-K389173 0.786556 \n", "SIP-K389174 0.930805 \n", "SIP-K389175 0.655028 \n", "SIP-K389176 0.545386 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names, models = zip(*results_debye.items())\n", "\n", "mean_values = [m.get_param_mean(discard=500) for m in models]\n", "\n", "df_warburg = pd.DataFrame(mean_values)\n", "df_warburg.columns= models[0].param_names\n", "df_warburg.index = names\n", "\n", "m_warburg = get_m(df_warburg, params['poly_deg'])\n", "df_warburg.head(6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Add the Debye and Warburg values to a single DataFrame and print it." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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total_m_Debyetotal_m_Warburg
SIP-K3891701.3428711.342871
SIP-K3891721.2108981.210898
SIP-K3891730.7865560.786556
SIP-K3891740.9308050.930805
SIP-K3891750.6550280.655028
SIP-K3891760.5453860.545386
\n", "
" ], "text/plain": [ " total_m_Debye total_m_Warburg\n", "SIP-K389170 1.342871 1.342871\n", "SIP-K389172 1.210898 1.210898\n", "SIP-K389173 0.786556 0.786556\n", "SIP-K389174 0.930805 0.930805\n", "SIP-K389175 0.655028 0.655028\n", "SIP-K389176 0.545386 0.545386" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.merge(df_debye, df_warburg, \n", " left_index=True, right_index=True, \n", " suffixes=('_Debye', '_Warburg'))\n", "df[['total_m_Debye', 'total_m_Warburg']].head(6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The values are identical. Finally let's look at the RTDs to confirm that they are the same." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 276, "width": 398 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "for n in names:\n", " ax.plot(10**log_tau, m_debye[n], label=n)\n", " ax.set_ylabel(r'$m$')\n", " ax.set_xlabel(r'$\\tau$ (s)')\n", "ax.set_title('Warburg decomposition')\n", "ax.set_xscale('log')\n", "ax.set_yscale('log')\n", "ax.set_xlim([1e-5, 1e1])\n", "ax.set_ylim([1e-3, 1e-1])\n", "ax.legend(ncol=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial we have seen how to do batch inversions, organize the results in pandas DataFrames and how to extract integrating parameters from the polynomial decomposition approach. The total chargeability parameter was identical for Debye and Warburg decomposition approaches." ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }