{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to improve the signal-to-noise of Periodograms?\n", "\n", "Asteroseismology is the study of stellar oscillations. To see them, we usually want to transfer from the *time domain* that light curves are in to the *frequency domain*. We can do that with methods such as Fourier Transforms or Lomb-Scargle Periodograms.\n", "\n", "*Lightkurve* has built in methods for working with data in the frequency domain in the `LombScarglePeriodogram` class.\n", "\n", "Below we demonstrate some of these functionalities. In particular, we will demonstrate how one may optimize the signal-to-noise of a periodogram by varying the detrending, varying the aperture mask, or combining data from multiple observing periods." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import lightkurve as lk\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import astropy.units as u" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an example, we can use a red giant star from Campaign 5. You can read more about asteroseismology with giants in K2 in Stello et al 2015 [here](https://arxiv.org/pdf/1610.03060.pdf). \n", "\n", "First we'll use `search_targetpixelfile` to download the Target Pixel File for the target." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "TARGET = \"EPIC 211416749\"\n", "tpf = lk.search_targetpixelfile(TARGET, campaign=5, cadence='short').download()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Be aware that this is a **short cadence** light curve, which means that this dataset is much larger than others we've used in previous tutorials. If you're rerunning this tutorial locally, it might take a few minutes to rerun the later steps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's plot the target below to see if the aperture is centered. We're plotting in 'log' scale here so that we can see the wings of the PSF." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 401, "width": 548 } }, "output_type": "display_data" } ], "source": [ "tpf.plot(scale='log', aperture_mask=tpf.pipeline_mask);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now create a `KeplerLightCurve` using Simple Aperture Photometry with the `to_lightcurve` method. We can then normalize, remove NaN values and remove outliers in one easy line. We can also use the new `fill_gaps` method to fill in any gaps that are in our data using linear interpolation of the nearest neighbours. This creates an almost perfectly sampled time array with no gaps." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve()\n", "lc = lc.normalize(unit='ppm').remove_nans().remove_outliers().fill_gaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot our light curve easily with the `plot` method." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 368, "width": 784 } }, "output_type": "display_data" } ], "source": [ "lc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at the periodogram for this light curve. You can create a `periodogram` object using `lc.periodogram()`. This can be passed any array of frequencies that the user wants, but by default will create an array of frequency for you. You can also change the frequency units, depending on the range of frequencies you're looking for. In asteroseismology we usually use $\\mu Hz$." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "pg = lc.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this new periodogram object we can now plot the power spectrum of the data. Let's do that now!" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 370, "width": 752 } }, "output_type": "display_data" } ], "source": [ "ax = pg.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Varying the SFF Motion Correction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Unfortunately there is some ringing going on...there is a periodicity in the data due to the K2 motion. We can see below when we plot the data in \"Period\" space instead of \"Frequency\" space there is a significant periodicity at ~ 6 hours." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 369, "width": 752 } }, "output_type": "display_data" } ], "source": [ "ax = pg.plot(view='Period', unit=u.hour)\n", "ax.text(6, 2000, '6 Hour Roll Motion');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can apply our own Self Flat Fielding (SFF) correction to the light curve to remove the K2 roll motion. Below we correct with SFF using the default `correct()` method, with `windows=10`. (You can read more about SFF in our other tutorials.) " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "lc = tpf.to_lightcurve().normalize().remove_nans().remove_outliers()\n", "clc = lc.to_corrector(\"sff\").correct(windows=10).remove_outliers().fill_gaps()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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ng4CF6Ohouwm3eWOkNrxEiRLIzs7WvFx7eVU+//xz9O7dm2k5QUFBzGSxeOedLWI5k896p4zo9ssVcnZf1KtXz+kYUMT40BVaLhh2796duUwe9efFF19kLtMeFSpUYCZLjcHVXXad8EBue1e/fn0A+bsG5JKRkSH7HMLYaLpMcurUqQJxF7t27ep0lZ4gpDBv3jyPqkfkZcUXtYO6UqVKMdJEn9jen8L3So5xPj4+Hj/++CNb5XSKvdiivJFijAoODsatW7fs/sainRk6dChee+011XKksmnTJqdbqOW+21OmTOGeCNoZcg03ejdoyIWVd1vjxo3xzTffMJElGur/3QdLsk21STf79etn19PbEYMGDcLnn39u97cSJUrgypUrqvRhiclkQmZmJpYtWyZalSKwaG979OiBN954g4E2yijcnth+bteunSY6PPPMM0USvUu9t+7Q5y1fvhwNGzYUrYZLeN1ro3ixP/bYY6JV0A3u8N6xxB28zumZ6gdNXUl++OEHbNu2DR999BEOHDigKlYvQRCOoUb2X+TeC7XGjzlz5qg638jIMc6TkYkvrrZ779+/Hzt37nQpR01bonWiXCVbqJ2NQ0RPmCMjI7FmzRqhOhiFmJgYh7+xijFtFNLT091mDFC7dm3RKgjHVdLRtLQ0xbLff//9Avf4gw8+UCyLKIqrcY5t7GTg33BlXl5ewt9hW89ZngbUzp07F/lO9LXrDT2Ml/Wgg1SMpGth5O46M1pOHSM/G4LQAk2N8//884/170qVKlHnSxCEYvQaS97VCnp4eLjd793BCCHHOO9J7b8erzUoKAiBgYGi1RCOK8OXUhYvXsxEjpZJPI0Ci2R17syYMWNEq8AMPbadLGjZsqXkY8eNG8dNjwoVKhSILay3cERqkBMzWS9MnDgROTk5KF68eIHQCeXKldOkfEfvm9b1wgjvfYsWLZjLDAsLk3V84cUdqSjZFSHXqFq2bFnZZbDC19eXezxxuYlupeaYYjku1+o9Evm+yulLeSH1+o28MNGoUSPRKngMmhrnbTud4sWLa1k0QRBuhp+fHxe5agcZrs53FMOcZZxBe0iN8+wMV9cmZ+DhDtsAWbB9+3au8uUkLjMyH330kaLzeNVDPz8/rhOW8uXLc5MN8I1LLTU558iRI5mXba+drVWrlqRz3bnN0qsxTM+TWTVttyvDkbuHx+ONyWRCcnIy1zJ4LAgGBQVZ9XbkyCGHoUOHOv29cPg7ue0ADwO1HHi0W9u2bUP16tXt/jZ+/Hhrubm5ucwX9+Xu/lu4cKGiclzlTmBxX0Xn+ZATy//TTz+VLV/qPVq3bh369u3LNL8EK0QkSmfdp5cpU4apPD1giVHfrFkzoXpYdlenpKSgffv2ss7V89hN72jactoOZBzFuSUIwhjIbXgnTpzItPy0tDQsWLAAa9asQceOHQv8Jnol3Z29OJ0NSAsn19SrwUdrnL0rkZGRXMt2J09IZ0RFRTGXWb58edkDUq1Q6jEnFRaJkB0hNdGYVE8zQJ3nktSFXj20ZzTh0Q+u2m5LfVFipHrnnXckHyu37YuMjISfnx+6desGQH29TkpKYiJHDiKMSoVx5mQmJTl3XFxcgc9q87PYu/+ujPOFdbAno2PHjg7DNfIKT8uzLiUmJtr93hK6p2zZsg7DyWlR7ypVqiT5WF4GX17OTyyJi4tj5nwit42uW7eu5GNr1aqFCRMmyFVJMnJ3W2RmZlr/9uQwrCKQ2q4FBATg0KFD6N27t+o21tGYcciQIS7P1cOY1xPR1DgfFxdn3aZ3+vRpLYsmCIIRShtr1kZCLy8vpKWloU6dOkW2AaoxqDm6PjlGEb1muZcSY1wNhWM7a92x9+vXT9PyPAHRcdddMXHiROTl5XGR7e3tjeeee06RfB6LBRYGDx7MTbYRkOtRqucJBg9ju6NFDbPZzO1d4YXoZ2fxcI+NjcWOHTvQpk0byeeWKVMGTzzxhNXbVg5ydhfL9bIPDAzEoUOHmIXSe/HFF5nIkQOvcGQsOHjwoKTdOIUNvc4MfrzaCSnv1+zZs62enO7MokWL8OyzzwJgP4YfMGCAZCObvRj8zryDnSUqzcvLw4YNGySVa8HR4oDotrgwGzZswKRJk4SUrXYhjSVyFgoAIDU11RpySG/PVG/6sEbO9Vl23w4ZMgS5ubnMdeHt4EMoR1PjfFBQEOrVqwez2Yxr167hyJEjWhZPEG6Bo+2WhHScJap058EB763yPA2SUnCHuP1ScRWX0jLBUpvIzTburVxYeXU5eyelhiRRy9SpUzFq1CjJx8vxfpNL8+bNuck2Ak888QRX+Uri8eoJ0eEEWGI2m7mHfHOG5T02m82SjZkWTCYThg8f7nInndF3Q6itb3oydElh/vz5TnXm4Zxh1NwjSkKTtWjRAjNmzFBU3rx581we4+gdLlWqFDp06CCrPKnvbt26dSWHTsnKyiryXUZGhsPjq1WrVuBzYYcK23GYlAUCuaF19IrecippOW5TExKw8A5o1jh7Z5QsZLNE6k7mwnNNnnYDX1/fIuHDUlJSuJVHiEfzEXxWVpZ1sv/aa6/h9u3bWqtAEIamVatWolUwFIVD3gBFPbwJ6TgbWMmJ8ciD1q1bK4odaUTWrFmD2bNnO/y9T58+eOedd4Qm5XKnWJDdu3dX7LGu5YKfHE+ynj17ctSED7GxsXa33Dszqsg1fup5q7fUa9HzIrPcUAQir2XatGnCyvYUjBYGsHXr1pK9VdUsvNjWe6MuuCnROzc31+WOPXtG5k6dOhXYceLIwK9Vcl17KA1RYXsfBw4caP3b3ruzatUqh3Kk7PyRGyZFCfZ2B8hh7969Lo/hnRBWLlLjh7PINWHZPWfb/ki95yNGjECxYsUwaNAgyeUNHz5cnoIO0LM394IFC6x/L1myRKAmQP/+/TUpR27/RUlj2aB5b1+hQgVrDLwzZ87gmWeewYULF7RWgyAIjdHSO8ziwZ2bm6s77wm94WxLbGFMJlMBjwE9GoB4xUBVQ0xMDHOZFSpUsLvwZMHLy4tLuRaUPHueSUaloHZCKJeRI0eq3rlgD2f33ggJgKVOwJz1GYXvQYcOHQwXssXohIaGYtasWbLPkzMBN5lMQvsZLUPUuUrSyAs99uNSEN2fKOHLL78s8Nnouya0ovB9sreDuHA4y8Jj27FjxwLgn+fHGSxD0k2ZMoWLl3tqaqrd71m2Ez169FB1Po9xlVJYh3yKjo5WLcOes4Kc0LL79u1z6p1duC7ICSmq5zbPZDJh5syZdn9LS0uz/s0qTK+Snb+pqamSFrRZ9+tSnpslLBihDiFL8e3atcOUKVMQEBCAEydOYPTo0cjNzcWhQ4dw4cIF3L17V4RaBOE2GHWyxYr4+Hh89NFHRbaCWeC5vdBo916ul4aPj4/kY412L3jRoEED0SpwRU3oGy1xFs6KB3379pXk4eVpjBs3TrQKhqNMmTK6ivvcv39/7N69G506dRKtitsgJYkoC4zSL9saQ+zBw8M3IiKCuUxbeCbaZvFc9Ww4s8WenoW9NgvnbeAZao4Vju6/7feW51yxYkVJMm3rhZTna3v8pk2bivyenp4uqVxPYfTo0fjss8+YyXP2HteoUUOSDNudFnr2Ri+Mvfr56quvaqoDi50LUlGya0ztwpYFKf2FUcYK7oZ0KwsjunTpUuCz2WzG/fv3sW/fPuzbt0+x3A8//FCtagRByEDvg3hn8c8pbj8bbDtue/HFqWN3jKOkjazRYpth6dKl8ccff3Avh3APwsLC0KhRI3z77beyz1Xb77AKM6E1H3/8MQDg999/F6YDwWchUm9jqdTUVOzevZuLbDnXahtGwKhUrFgRZ8+etfub3p67FMaMGYOXXnqpyPe215KYmIivv/6aSXk1a9Z0+rujNnnIkCFcdr2kpqbi22+/VZyXpHHjxow1UobJZMLUqVNRpUoVpzlcCtdRd92dpqZv9/b2tmtkVbqYbtntPX36dMydO7fAb0lJSfjiiy9khbcNDAzErVu3DNneAOx3JkhlyJAhyMrKQsuWLV0eKzdXhQXbHSD+/v64d++ey3MaNWqEM2fOSC7DqM/dk9HcOF949dfSIBptwnT//n0cOHAA+/fvx5kzZ3Dt2jUEBwejTJkyaNKkCVJTUxEaGsql7B9++AF79+7FsWPHcPXqVdy/fx/h4eGoVKkSmjdvjmbNmilaKeUlFwBOnjyJgwcP4siRI/jrr79w8+ZNFC9eHGFhYahSpQpq166NevXqabpi6c6QUZTghb22OiAgQJZHvQjKlCmDixcvCim78D0bP358kS3YvAgLC8PSpUt14a1Mg0R94Sn9hK23qt7qoJbPQG/XLpekpCQcPnxYSNmWe8fTC1Ev72OTJk2sxvn69evju+++k3Re4RwjGRkZ+OCDD5jrB+SHfrh06RIX2Sx5/vnn8dlnn7lMVColFrgWuKqDUpK8274jaur0zp07mYYvYdH+BQQEOM3144rKlStj7969ePDggWpd1NK9e3e735vNZknPbeXKldiwYQMOHTrEWjW3oLBhHQC++uorHDp0CBMmTHB4XlpaGl577TUkJyfblVF4R4hcWPczRk1W7Qp/f39J4Wu++uorxeOCcePG4dtvv8Xly5cRGBgoyTgP6HcsZ1u3jh07hnr16gnUxrgIsaaYTCaYzWbVlcsiR2vOnj2LnJwcnD59usD3V69exdWrV/Hzzz/jgw8+QHZ2tsukNnK4desWcnNz7XqbXbx4ERcvXsTXX3+NrVu3Yvz48ShfvrxQuQBw7do1rFmzxu7W/itXruDKlSs4ffo0du3ahQ4dOmDEiBGSZROejV47J6Xwnpg7ik8uZbJli5wwHXpKYtaqVSts3LixyPdvvvkmBgwYoKkuTZo00STpFqEdVapUgb+/P3766SfRqkhCTj+uJyztpO34z9XESO8Lh0ZERP1R0+e703hhyJAhWLNmDfdyZsyYgbi4OMnJ5wYMGIDly5dbP7dt25aZcX716tVWD99NmzYhJiZG8qKBSIKDgx3GFbatk127dmVeNg+ZjuAxfi1VqpTic/X8vushXjqLxOKNGjXCoUOHyDgvA19fX5fzoooVK+Krr77SSCNlWOpFhw4d8Oyzz8p63/T8bgLy2zI1u+lKlCgBPz8/xefrmb///lu0CoZF8xlLzZo1deMdooQ///wTM2bMwJUrVwDkv8Q1a9ZEVFQUrl+/ju+//x7//PMPrl27hrlz52L27NlMVhVv3bqFp59+usCW5sjISNSoUQN+fn64cOECfvzxRzx48AAnT57EtGnTkJOTU8STRSu5AHDp0iVMmzatgLdqmTJlEBMTg5CQEPzzzz84d+4cfv31V/zzzz8K7gphFCpXrow2bdrg6NGj2Lp1q6Zly21vHB2v9wGFM3x9fdGzZ0+7v40ZMwZVq1bF/PnzJcmSk8Db2b3Xy/2sUqWKaBV0iV6ejyu0Hk+sX78eWVlZss5hHWeYxTXzMljPnTsXFSpU4CIbsH/tTZs25VYeUZSNGzdySUToCCPPGTwJpd6DUsKP1KtXDyVLlsRff/2lad0zMq5yGNh7r1i8a1OnThWWi0LrOMqtW7fGW2+9xUyeI2zHY8nJyXj99de5jl2NMv7zdOwZ+mfMmOHyvKVLl+KLL75QXC7VD2Wwum9yc0co+V0JVC/YoLlxXqoBSK/k5ORYDfOlS5fGjBkzULlyZevv169fx6JFi3DkyBE8ePAACxcuxKuvvqp6pXz58uVWA7qfnx/GjBlTJJP2xYsXsXjxYvz000+4du0a5s+fjyVLljh9AXnJ/fvvvzHacsf0AAAgAElEQVR9+nSrYT4mJgbDhw9HXFxckWPv3LmDvLw8eqll0LNnT2zZssXh73qbzPr5+SEgIAAzZszQ3Dgvl7p164pWQVOKFSuG7t27c2mbeSdXMwpqt6EWhtWCE5DvhdinTx9V+kRFRTGNOb9ixQosXry4yO40PRAfH+/wN0d9WNmyZXmpoztYJt21vZ+NGzfGN998Y/ceO9oVZE+OPXjEJuaFHnYjaZW4FCjadnl7e+Phw4cFvqtcuTJ+/fVXpuVqeZ9Zh/V87733HIascMbo0aMV66EGqflXCl+rUdvVOXPmYObMmaLVsEvJkiVVy3CW70lvqB2b1apVC3l5ecjOzsaXX37JSCvn1KxZU3Xsd9FzRNHl65WlS5fKOt5e3yElRnqVKlVQpUoVRXl/1OKsv3NXO5BW9X3o0KF47bXXJB3bt29f3Lx5E5s2bSoyprKH3F32hHLEj/INRF5eHo4dOwYg3+ts5syZBQzzABAaGooZM2YgMjISAHDz5k28//77qso9depUgW1j48aNK2JAB/K90mfPnm0t+9SpU06T7PKSCwBr1661etjWrFkTCxYssGuYB/KTlTRv3hwtWrRwKpPQF6IHV7zKN2IIhGLFiskKN8OajIwMu99rFVddFJY20RV6XqRg4YWoJgarPRITEzF8+HCmMnnjzMAbEhIiSUZ2djYmTpzISiWXaNmGq10AKkxMTAwzWUYae2hp+JLigQcAPXr0QKVKlbjpYZubSiuj+aBBgzQpxxZW72PFihUVnffYY48xKV8r+vXrx70MRyFp1JCcnFzkO1fPXkp9lFJ/XIVgEDn+DQ4OdjhfLmy0syTgVJsDglW75SqngCuaNGkCQB8LxXowkAYHB+Obb74RrYYqlLTnrEOcuHqWDRo0wLhx41CtWjVV8k0mk+Gflyjs1ROl76C90NCOZBUrVgxPPfWU5DbfURJiXvk1PRkyzsvg448/tv6dmprqsFMPCAgoEKPxk08+kbQq5YiDBw9a/65cuTKaN2/u8NigoCD06tXL+nnbtm2ayz19+jQ+++wzAPmG94kTJ+piwOFOiDSMW7yc5BgcWQ72LF576enpzGSyRMTA1t/fX5M4ljExMUWSeufl5TlMbiR6AYc3WnqQ6hmpdU9JfdBDIlsp1KxZ0+FvUic+mZmZzI3YeqHwooPadrJcuXKqzjcqWrapUmNWT5kyBe+++26R79u1a2eV4Wx8qVYHHn2umnCUSrzWRSKin27Xrp1qGTyT8wLA4cOHmcb2r1+/vqLzMjIyJBmRCz9He++FnsdkAQEBkkOiTZo0CQAwcOBAl8dOnToVL730kvVz4TGsHnjxxRfxxRdfIDAwkGs5UtpKrecw9jxyTSaTpruXtLRRWAzww4YNs37HctFdzlzQy8sLAwYMkB160d57U/h5KTH4P3r0SPY5RoD1e2dZnNQSLy8vu+9qZmam5rq4O2Scl8idO3dw5MgR6+e0tDSnxzdt2tTayd68eRM//PCD4rJ/+eUX698NGjRwebxtEtoTJ07g0qVLmsrduXOn9e/WrVvr2mvU3WCxJdUVzZo1AwAkJSUpliElA7ojLF6o1atXVyyDkE9eXp6qBF2Fefrpp5nJ0jNSvU/VoMdQTOHh4aJV0BytJvp6MShoQUZGBnJyckSrYWgsk2at682cOXNUt3+2406teP/994t4kcuZOGsxDuOJbT3hVWd454lglZeD5QKAZUeDntvv8ePHO/3d0Xvg6Pv09HQuOUiKFSuGvLw8SU463bt3dzhf0YOXOJBfJ1iHP3RVnl4oXrw4tm/fLlSHgIAA7Nmzh6lMR/e4cePGmDFjBgYPHmz9zlU9lurd/OWXX6pKUMoSRwtNzt451sZ5Z46kjrAsnujZqVTLtsIVXl5eVn301K4YGTLOS+Snn37C/fv3AeS/sK48Jn19fQsYD48ePaq47GvXrln/lhKbMTw8vEDj7KhsHnIfPnyI/fv3Wz9LiX1GeB7ump1cFHI6RC3jxjnTq0aNGprpAfAZNEiRKdX7lCdKrt1dPZvLly/PTbZWE31WddkI/fP06dMLhIFQe49Zx/c2ApMnT8ayZcuYJyZWitJnoNX75cy4IaUOyE3UqBcDoVyUbGc36jsk1aFkzJgxRb5Te80s64crXeT2j2FhYU5/j4yMVB3aVQlGfaccodc4/qzmE1JDRPJEavhBqTh610wmE7p27colhJTSPl7E+7Jp0ybuZSjJS9K4cWNMnTq1QLQIe6xcudJue683jNrnejK6M87fvn0b58+fx/Hjx3HixAmcP38et2/fFq2WNWkqkO/9IMWbwjYm6tmzZxWXraTRtD3nzJkzmsk9c+aM9XkFBAQgJiYG9+/fx86dOzFlyhQMGDAA3bp1w8CBA/Hss8/i008/tS56EMqZMmUKgPxOBQAXTxWW8N6ObItROiat9NSLVwXh3tjrX7QIveSKV199VbQKuqFx48ZYt26daDVUY5Q2Xkts70lQUBB3T2WeeMrzFXWdlrwjcr3xVqxYgd27dzPRQUoiRHv3R4sQQitXrpRsSLLEDmeB3uv9vn37rDvkXOkqZbHemQyp90Lv90wJJUuW1HTOJIesrCw89dRTotVwyHvvvSesbBFOMaxxtHPN4mDnLLyKo+sfNmwYKlSoYHfBSfT1m0wmmEwmdO/e3eXiSaNGjSSF1bLItfDMM8+oUVEXiMxx5wnoIvPhsWPHsHv3bvz44484f/683WOioqIQHx+P1NRUp7FdeWFrnJfiZQ6gQAgI2/PlEhoaaj3fUSgZW65evYoHDx5YPztaGOAh9/jx49a/y5Urh/Pnz2PBggX47bffChz3119/4a+//kJeXh62bNmCKVOmKE5MeOXKFUXnOcNIoXgGDRpkHbg1aNAAc+bMYV4G6ziI3t7eyMvLQ/v27SXVPT3AO/6hlvEV9YA7TqK0okuXLqJVKIBU7yk9tKu29Y5XrMQDBw5wkcuS+Ph4zcts3bo17t27x1yuqwmd7U4tuTtZnnzySUU6EYRR6NmzJxITE2V755YsWZJZMjhLuES5WMam3t7e1txeHTt2ZLpjrVGjRpKPFWlckjumUht6Tk54ypIlS+KPP/5QVR4rRO2i1JK2bduidu3aRb5nXT/9/f3RvXt3LFmyRNLxPXv2xJYtW5jq4AylybGl4OpeyqkTSuuPnPOUzDFXrVqFXbt2ITo6GgMGDLB+HxkZidzcXCQmJkoqLz09HV27dsXFixfRoEEDvP/++zCbzejevTv69etnXWS1vacjR45ERkaGbJ31Tr169ex+zysZt5p3Pjw8HCkpKRg9enSB7/XgaOXOCDXO//bbb1i+fDlOnDgBwHkFOnfuHM6fP4/du3ejatWqePLJJ5llWZfCzZs3rX+72sZnwXbgc+vWLcVlV61aFceOHQMA/Oc//8Hjjz/u9Pi8vLwCnx2VzUPun3/+af3bZDLhmWeeweXLlwEA0dHRiI2NhZeXF/7v//4Pp06dAgBcvHgRU6dOxYIFCwrsNpCKo2SUavjoo4+Yy+RFdHQ09yQq0dHRTOVZ3nXRq+Ry0MO2S61YuHAhJk+eLFoNwgFKEi3xxN6gn+VklcfENzk5GdnZ2czlAuwXM3ngKm8OSzp16gQAmD9/vmZl2pKZmYlXXnkFgHTnCgus+z4j07x5c+u4zRHLli1T5Yziinnz5uHjjz/2aM8t1uMmk8mkyIilJgcNq2uwOPWMHDnSmvRz9uzZiuWVLFmywDxGK7QeC8fExEjarVAYi548Ftr1ZuCWg97mMnPnzrX+bS92trN7rbdrMSpS63PHjh2ZyXLGE088gcDAQMTFxcmS72is2KJFC6fl1apVC9999x1ycnIKhCa0LXPq1KkFvrO1ZcTHx2uS+LRhw4ZF7FssqVatmqQk1ImJidixYwc3PZTg7e2NRYsWiVbD4xDmqrlnzx5MmDABJ06csFZay3aSwsmIbL8zm804ceIEJkyYwGw7pRTu3r1r/VtqvGzb42zPl4vtyuSvv/7q1Cvv9u3b2Lx5c4Hv7ty5o5ncv//+2/r3yZMncfnyZfj5+WHSpElYuXIlxo8fj3HjxmHp0qWYO3eudRvt3bt38cILLxTwzCcIe3Tr1g2A9p7mRp44sMSoA3e5W/Y9/Xk784gh7KPVu8EiZ4eW7/GsWbOYly/n/dRzYi8RHD58WFFC7iVLlrhMsNa0aVP07t27yPf9+/eXXR6QX08sfb2XlxdSUlKKJAiWUpfGjh2rqHwtsCz8uzJ28/aStIde8hQ4wnJPWHnyLVu2DIsXL2YiyxEWnbUwPDkqu0WLFlYDu7331RVav09GHXfqAbkL0kZDxC5AwHV7LKW9/vbbb+2Oj3gQEhKCkSNHMukbpLyPlnKUts2WnVBAfmgxXmjZxzmrE7bPxd79HTx4sDWEcWG0cla2p78e8qq5G0I857/55hssW7YMjx49shreLRUxKCgIZcuWtW6X+/vvv3Hu3DlrHHNLxbh//z6WL1+OkJAQa5xtnvzzzz/Wv6VuPbGN7axmK3ft2rURFxeHn376CUD+4PHhw4dFViIvXbqEnJwcXLhwocD3trrzlmtvEeKpp56yu2U1ISEBM2fOxOTJk/Ho0SOcO3cOe/fule3Rt3jxYiGDXEIM6enpLjPbG5WcnBxMnDgRADB+/Hjk5uaqltmzZ09DJH7kzYABA7Bq1aoi37uDEZ71NSxbtgyPPfYYU5kEO7SIP2tJ2FyqVClcvnwZPj4+mi2eV6hQwWGuHHdDixwghdsHHx+fIhN03gsYlti1Snb9VK1aFSdOnMDIkSMVl9+5c2dUqVJFcoxYLWnWrBnefPNNVUnS/f39C8wzWPUJFStWxOLFi7nsUJVLYmIitm/fXuC7OnXqAHAcG1kuERER3MdL/v7+yM3NRf369fHGG28wlx8VFeUwRKw9nn76abzzzjuSjnVUr1wZ66ZMmYJ+/fpJ1snIlCtXTnUIH1sZLBbjC7cP7gTPMXxgYKBDB0dXSNGL9/yjUqVKmDBhAj777DOu5ThDzsKaree8bZ4KOaHF5GKUOeCoUaMc/jZ58mS8/vrrGmqTT7ly5VC8eHHrPTTKvdQ7mhvnb968idzcXKth3mw2IyAgAO3atUOrVq0cbq387bffsGfPHuzYsQN3796FyWTCo0ePkJubi9WrVzPPsl0Y285R6gTVNtGp2pW5CRMmYPz48bhx4wbu3buHxYsX4+2330b16tXh7++P8+fP48cff8SDBw/g5eWF+vXrW7fpONtiz1pu4UFEbGys01iSNWrUQJMmTfDll18CyI/VK9c4X6JECV3EMtaSLl26FNjJUL9+fQCOY5mJRkuvF5YJubTGdmGM1Wq+yPA0euqoHRnB3MEji0ccUT09O6IgLGJTunq+ERERyMvLw6VLl7Bt2zZs2rQJ165dU12uFOwZ541QH1u2bIl9+/bJOoeF4cUelgWc6OhopKamujxei90Fhw8fhslkkhyf2MKIESNw7949h8ZrqXWjVq1assrVEqWGeYtXYps2bbiFY7RnrH7++ee5lOWMGTNmFMkBER0dzTUkAS8Kh4SwV4ctHs9S3l/g33d+1KhRmDlzpt1jWLejheUNHTrU7nG2i3JLlizhlkTUsugotY/Ue78ydepUpg6Iffr0wZEjR1C5cmVmMnkgd6crL2bNmuXQW9kVcuqWpb6yrI/r1q1DdHQ0wsLCNHFiBfITBK9fvx6AsmuxNc5rFVJQyzmg1LLk6tSoUSPFCxi8rl/vbaue0dw4v2XLFty+fdtqmK9evTomTZrkcjtnxYoVMXDgQHTs2BEvvPACfv75ZwD5oVW2bNmCwYMHc9XbduLiyBO9MLbHqZ34lClTBosWLcKCBQvw66+/AgDOnz9fxDsiMDAQo0aNwrlz56wDVmdJe1jLLXydUgylSUlJVuO8xYufcE716tULfK5YsaJmExQWDblFRnh4uDUngRpsO4Hly5erlqcGd+yQbBdNpcTO8xSceTKwwHYnhTvg6fWFBWFhYUwmLVKfRenSpTF06FDJnpUskBsPV6t6FRAQ4NT7UC8GBSA/zv/FixcxbNgwTbzzpaB0UalcuXJ44YUXGGvjGL0s2L7xxhv43//+5/SYYcOGcSvf2X3gtXuxb9++2Lhxo93ffHx8ULJkSS7laoHcehUSEiJ5XD9s2DBrwkZn7WFwcDDu3LnD7D7aXpMeFknq16+PkSNHSvbSt/XO1SOWRJlSKRx+tjAVKlTAW2+9pUgXV/1so0aN8O233yqSbcvChQtRs2ZN1XJYoFVunszMTHh5eTncAaRkbCFiMdqyQNirVy/msrdu3SokHwgLjDD3MYKOnoLmMef37NljrQCVKlXCnDlzZCUVioiIwHPPPYfKlStbDfx79uzhpa4VW898qd5jV69etf7NIh5i2bJlsXTpUkyaNAlNmzZF6dKl4efnh8DAQFSsWBE9evTASy+9hOTkZFy8eNF6nqtBGEu5hTuQ8uXLu7yuChUqWP++c+eONYQRwQ61E1tek9XCiwwA+23+7tLhsBqsKrkf7dq106wsIN9T0ghYktHxwl4SJXuIqOOFy9y6dSvee+89zfWQSlRUVIHPPNo0LYx6luSqnopIw+maNWuElS0Xf39/jB49WjeGeVv0Yvxmgb3divba4127dmHMmDGyZNesWRN9+vRxegyPeLms+hN7z9nynb3f8vLydBE+Rw2iFg+HDRuGoKAgl8fFx8dj+fLl6Nmzp6JyHL27ehlne3l5YciQIXZ3dtvTPSsrSwu1NKNKlSp2vzdSm5uammrNwyGSTZs2qTpfzjsRGBiIoUOHOowHv3btWlW6sOC1116TfGyrVq0UleGsnkZHR6Nu3bqK5DpDC6cKSxndu3fXfIHZSO8+kY+mnvOnTp3C9evXAeQ3WqNGjVLkUR4QEICRI0di0qRJAIAbN27g5MmTXA0ltp5qly5dknSOrUcwq+05Xl5eaN68OZo3b+70uBMnTlj/jo2N1Uxu4et0FlLHQuE6cOfOHUmDTCIfKQOAVq1aISMjAx988IEs2cuWLUN2drasc+rUqYMjR47IOseW8uXL4/Tp04rPV4teJhmFSUlJwbFjx0SroUlH72wxc+XKlfj111819aRkDe+t5YWxDftVu3ZtpmVb0GoLqhJ27dqFsLAw0Wo4pUePHjCbzbptfwjtkm4RxmHlypVYuXKly9jhYWFhXMMvatVuVKlSRdJ78PLLL/NXhpBEkyZN8NVXXxX4rBYW9e2xxx7D+PHjVctRg7PkmErzPlWpUkV1zHlCOrzaPrU2JZZ68d7hISWPEQ/DeGFEGJJHjx6NnTt3ci3DEr4wMTHRahcrU6YMl7KeffZZzJo1S5NQhQQfNPWcP3v2LID8BisyMlJV8qMaNWoU8IT7/fffVevnDFvDw2+//VYgi7QjTp06Zf1bigc5K65cuVJgYBAXF6eZXFsveACSvOALJ1txFoaH0JamTZvKPsdiWB03bhxrdYQzduxY7mXExsYiJiYGqampqFevnmaxAm1hlVxNKWXLlnX4W6NGjbhsmZTL9OnTRatgxdn9AlDAMN25c2fe6gDQl7eGK8O8Hra2T5kyhQzzTrDUJ63vkZ7qsSci5f7LeUau2kq5+Pj4FImDrgd4hYXYvHmz04XxMWPGoFOnTkLGLXpAj+0Fr7wWSrG04QkJCQUWevTW/ylNYCs3FA2hDr3VGwt61cserHKIWOxytt7octpEEWFTbXefGemZOaJ9+/YYP348Hn/8caF6uMO9FIWmxnmL1zzAxlhtawi2lc2DuLg46/bgu3fvFvAgt8f9+/fxyy+/WD8nJCRw1c+WvXv3WpNqREdHS/KcZyU3MjKywHY0y4KMM2yPCQkJodU+TmhZBwHtjIBakpGRwb2MjRs34p133kFYWBhWr16N0NBQh8fyiq/vrEzqcPNxlLxcBHJCwxkZ26RyLHHl9Uqwp3Xr1g5/Y2Xg0sNWcClQm6od27ZtU3SenDop4nkW1u/FF18UYiQcOHAgZs2apXm5RFGUhtix7FyWspClx8UIlvTt21e0CoSO6NmzJ2bMmCHpWCP166zCCGVkZOD1119HtWrVrNcvp42wTQjLmoiICJfe6suWLeNWPqBNe2kymdCvXz8htjSKesEGTY3z9+/ft/7NIk6irTeArWweBAYGok6dOtbPu3fvdnr8oUOHrB7hwcHBmiXm+PvvvwuELlEaK1qN3KSkJOvftlspHWF7jF6SwLgjHTt2FK2CFXcf0GtFYmIiAP0OAp3ppbXOWoeSIRxTuXJljBw5UvZ5LAZ+9p4bq5A3PMNWuBs9evRglkDQ0bhB6wVpwj1wNj6RMuEV2TdY8pQEBwdzz4kilYoVK2Lx4sXcy1mxYgU2bNhQ5HtXu4ctiVSJfMqWLYs1a9a4XTx2JUyYMEEXiW61xjJftDXa6mXMm5mZWeCzlnpNnjwZXbt21aw8V6xevVq0CgUwmUyqQmeysg3YiyPfrl07fPzxx07P4xW6UE9zYZ4EBQVh0aJFotUwPJoa5229MW3jsSvFNmuzFgkd2rdvb/17165d+O233+wed/fu3QLZ0NPT0yXF81LLw4cPsXTpUmvC2vLlyzMxzsuV2759e/j45KczOHnyJA4ePOjw2J9//hmHDx+2fk5NTVWtr6fRoEEDScdJ7QDs7Yjg1XmQkV4dzuJlOkJtW0TPTDxGH8xt2bIFQ4YMEaoD63psMpkwZ84c7kYoHgkgjYCzOu9sp09hLE4d8fHxkmQTxoL3LqKRI0ciIyMDn332mexzecWYtWX06NHWv7t06cK9PCm0atWqSD4rHuOIxMTEIob49957DytXrnR63rhx45jtMBYxPvrkk0+c/m6bRFxqW1enTh27Y0VLAmTLfXYmz1FyUnfEMudlRYsWLZjKk0qnTp1Qv3591K1bF3l5eQXyP7HoJy3XpcRT+5tvvkFeXp7sPGi8cPWuazGusHUa1RJe7Rwrudu3b8fevXuZyNKK7OxsXYRsVUJMTIz1b0uUERpXK0dT47wlQ7HZbMaJEydw48YNxbJu3ryJ48ePF5HNk0aNGlk9tB48eIDnnnsO//d//1fgmBs3bmDu3Lk4f/48gPwwLc62lu7atQudOnWy/nPEd999h7fffhsXL160+/vZs2fxzDPPWA3dvr6+yM7Otr4kWsqNiooqsJCxdOlSuwb6o0ePYs6cOdZtTNWrV7d6AhOuseRBUBMv2V5iqP79+yuW5wiRBl2je2izxlmyVbloYWwgCJYo2WorldDQULRs2ZK5XFs8ISmpvWfEql1NS0sD4LrftB3DuCN6X2RVkivJ19eXe/9brFgxTJ8+HSVKlJB9buXKlQH8693OA9vr11uscRFUrFixwJhn9uzZdo/j+T5YDLe8tvy72rGVnJyMHTt2MCmrevXqyMvLs/ZDju5beno6nnvuOSZlGgF/f3+mYS/HjRvH1LhomzfPGbNmzXLYbshpWx1FC2jSpAny8vIQHh4uWZYFJc5IQH4OLRG57PQ+F9QKpTHn1RAUFMR0rsuabt26Yf78+QW+Cw8Px5gxYzTXxeIUqyZUa25uLt58801WKnk8bJd6XRAXFwdvb288evQIjx49wsaNGzF8+HBFsjZu3GhNyurt7a1ZOJSJEydiwoQJuHLlCi5duoTs7GzUqlULZcqUwY0bN/D999/j3r17Vr0mT57MpIG4desWNm7ciI0bNyI6OhoVK1ZESEgIbt++jTNnzhRYJPD19cX06dNRvXp1YXIHDhyIU6dO4dixY7h37x4WLlyIt99+G7GxsfDy8sL//d//4eTJk9bjS5QogcmTJ1NnpjHLly+XnfyT5SRGaUxMKXKUQnVQOmqSehsdI9UTHoYHCuFCiEBtXZY6wWflSUsURcozlNO+Gqkt9iT0vgDEA3vXXKlSJcyYMQPp6ekOzzN6HS6sv6MEk+7sgGXPWUWpA4u3tzdT4+Irr7yCM2fO2P0tJSUFe/bscSlDTh0NCQmRfKwzIiMjceHCBVUyVq1aBQCy57pqMfo7rRbRc/nCtGrViptsZ9i7D9OmTXN6Dq/70Lx5cxw4cKDAd4mJidi5c6fs3Szt27dHt27dAOQ7/XmyPYA1mhrnAwMDkZCQgP/+978AgB07diA6OhodOnSQJWfnzp34+OOPrRW+du3amiU+iIiIwPPPP4+cnBycPn0ajx49wtGjR4scFxoaiuzsbC5bjn7//Xf8/vvvdn+rWrUqRo8erSjWJEu5vr6+mDlzJl5++WXs378fQL4Xvr0EsdWrV8fkyZM9Jqmh3qhduzb+97//WT9L9e5x1PF64oRMC0QO9JRusVUaQkfKFuGAgADcvXtXkXxCPXXr1lUtw9/f37qYTajj2WefFa0CoZBu3brhvffeE62GLpEyntDbmMNVX603fQtTvnz5Av8T6nEUp1qruqCHOrdv3z74+/tbd2Ir1UlJvhogf8xSokQJpKWl4aWXXlIkwxl6NsaGh4c79FZftGiRKsO1ZcGbVe4eW9auXetyFxvL+75s2TJmYXP0XB/0Cs92Smks/Pj4ePz444+qyra8e6zDX8mhf//+GDt2LG7cuGF1bgbyY/GbzWakpKTIkudoZ5SlPVC604XQ2DgPAH369MF///tfmEwmmM1mvPrqq/jhhx+QmZnpMjP8+fPn8eabb1pDpJjNZphMJvTp00cL1a2UL18eOTk5OHDgAPbt24czZ87g2rVrCA4ORpkyZdCkSROkpaXJioPqikaNGmHatGk4evQofvnlF1y9ehXXr1+Hn58fSpQogdjYWDRt2hQNGjSQZRDjJRfI3/779NNPo127dvjiiy/w448/4sqVK3j48CHCwsJQo0YNNGvWDElJSdSJCSQrKwtPP/209bOaMDm2OHqmjRs3tr6z9o6humCfVq1a4fbt21izZo2m5apJhuXl5YWMjIwCyaSdUZo21TMAACAASURBVK5cOfzxxx8Fkko7ol27dpLlOkNpfdNqQVgKoibechdICt/r7du347fffsPQoUMlnWfPM6NChQqSyyfYYhtnkjdG6BeeeOIJfPTRR7LPmzJlChnnBePn54d//vnH4e96MG5Wr14dJpMJbdq0wdq1a+0eU1jPhIQEuw5EzqhXrx62b9+uKC60I4zw/noCIp+DmtAitoYepd73YWFhinJFKIGFx7fecGRs8/Pzw8KFC9G4cWN8/vnnANjVs9KlS1vnBVrQtGlTxefWrFkTx44dY6iN56G0n83NzcX48eMZa5PPmjVr8ODBA1UyRo8ejfr167vcScOzffb19YW3t3eRRTpvb2+nYbVtWbFiBfbt2+f0mMTERAwbNgz9+vVTrKuno7lxPi4uDmlpadi1a5fVQH/o0CEcOnQIsbGxqFGjBsqVK4egoCCYTCb8/fffOHfuHH766SecOHECwL9GeZPJhJSUFEWxKdXi6+uLVq1aqd4mk5aWZo2B6ozAwEA0adLEboxwNfCSa0utWrUcxp8jlKOHyaISXn75ZVnHk3dtPj4+Phg5cqRd47y7THwtXgVSVtxZXbPS98ioW/h415VVq1ZhxIgRdn8rfK/Dw8OdGsQseHt74/3337e7gM9q+7RRmTRpEl544YUC3wUGBuLOnTtMy7H3nli2tLLg7bffdjqY55HAVwndunXD+++/b/c3Vw4mrHWx4O3tXcATyh3Qsk/z9vZGSEgI/vrrLwD6HVuFhYXh22+/lXXOihUriiRjlQJLw7w7U61atQL5z7QgLy8Phw4dwtixYyWfw6tOW0LK8k7+GhQUxMVIy+u+bN++nXkYlV27dglt5521yZa41SIQNf8pXO4bb7yB5ORk3Lp1y+7vLGnTpg33/EYiUBoGynZ3t5rY6fbw9fV1mb/RFQEBAbI90/WIFHuet7c3hg0bppFG7omQ/RWjR4/G5cuXceTIkQKJv44fP241wNvD1ihvNptRp04dPPnkk1qpTRBuRevWrUWrIGlgHBAQoMo4X7x4ccXnFkbvCdYWLVqE//znP9i0aZNoVQgPwN5uKl5xPclD3jm2benWrVvRtm1b7mWynHxWq1aNmSwWOLq2xx57zKFxXhTVq1eXve1arwZoQhmO6mtgYKDGmngWb7/9tuaxrIH8dkgJrA2GdevWxZdffgl/f3+mcu3RokULbNy4kXs5eoVH2BiCLR999BEyMzPx+++/czXOz5s3j5tsVii5/pYtWyInJ0dVuaLDsQUFBeH27dtCdbCFxnrGQ0hAIG9vb8yePdua2dzW6G75bPvPgsUoD+TH75s1a5bimMYE4ekUzhRuQbRHMmsSEhKYydJiAqKGlJQUTJw4UbQahM7g9S6uWbOmQEgsW0QYLID80CLOYNG+2Zs8iFq4s3c9JUuW1KRs3m28GvmevqOCkIe77D4jxKKHca/tXFoLWI2L6R3UN3p9PnrSKyQkxBoaR096iUDrdkgvyL1ereqJlHLWrl2L1157TQNtCGcIi9bv7e2NQYMGYenSpUhJSYGPj08RY7wFy/c+Pj5ISUnBkiVLMHjwYKGJFQiCMA7u5D2Wnp6u6nx3GTAaecBnZN1tqVq1Knr37l3k+88//xyjRo0SoBEwfPhw7l7jycnJRb5ztShgj8qVKzPQRhyOEszxQG679c477zCVR2gLT++3Xr16YfHixdzkE/rFU9/7iIgIxMTEYODAgaJV4YLSkGKEdDzl3VESBsyWp556Clu3bvWY+2V0eOcPK126NFf5LElISEDdunVFq+HxCLduV65cGU899RTGjBmDEydO4OTJk7h27Zo1ZldwcDDCwsJQtWpVxMbGqo77RBCE9sgxRioZ0PDs/Ap7or/55pv4888/MW7cOLvHy7nWrl27YuvWrar0Iwg5dU6LhQE5Rlse+gwfPhyffvopc7nOUJPszqjExsaKVoEwMNWrV8cvv/xS5PsGDRrIGgdYQtdJ3b0yadKkIt+lpKRgy5YtksskXGPZwcM6BjAPjLhgXq9ePclzYh8fH5cLlkbl448/lt3/du7cGdu2bWOqR5cuXfD111+jXr16TOXqBb0am6XqFR4ejqtXr7o8Ljc3V1V74OPjg+joaMXnE8oJDQ11eUyvXr0K5K6wOO9JyXUml5deeslljHYj9j0EX4Qb5y34+voiPj4e8fHxolUhCI9CSsegNL6lVvAM49CnT58Cn2vUqIHvv/+eiWwlyW/sPa8uXbqwUEc4PAcpep1YAPnJ1E6fPi1aDUJjlNTJqlWrctDE/XDVlihtD/TcjhgFy7OZNm0aatasqToEVmJiIrp06aIqhF3dunWdGufr16+vWLYFUXVny5YtKFasGNq3b69puTExMXj33XcNYZxnhZaGltWrV2tWFksaNmyI1NRU9OjRg4k8pUkkWRMREYFXX31VtBqKqFu3rst5jdr2q1mzZqrOd0Tv3r3x3XffuTxu/fr1+O2331weZxtm2RlkVJWG3pyH7C3Ob9u2jYsHfVJSEnOZhPujG+M8QRD6ZO/evQgKCrJ+Ztl56nFwYzTjS15enrCy9fj8jMiLL76I//73v5g5c6ZoVexSokQJXLlyRbQaHs/hw4eLhPMzWnulFE+5Tik0btwY33zzjSoZztrunTt3WutZWFgYrl27pqosR7B6piaTCV27dmUiyx47d+6UtRvI1XVp3W+KDJ9VqVIlAEWvmcYO+XjifQgICMDChQtFq0HYsGLFCty7d8/pMVLa682bN6NXr152f2vQoIEi3VyRmpqKvLw8l4u8UVFRiIqK4qIDYWzcOSyWJ/YxRkdYzHmCILTHnoe5qwFXcHCw3e1eZCxRD3WaBABERkaiXbt2otXQBVK2parByEmqKM+Odnh7ewMwXj/Hoo6UKlXKaozetWuXanl65cUXX5R0XKlSpejdIyRhxH6FIPz9/a3hwRzhKjwHkL97gDV6D2dstDECQRD6hkabhOGZNm2apInTyy+/rIE2hB4HKj179sT69etFq2EIMjMzRatAMCYsLEzV+awMDnpqG8iIooynnnoKS5Ys0bzcws9Lbl2aOXMmqlWrJvn4bt264caNG2jZsqWscrSg8LXbLp5TPycdvYfrI9ijpz5IT0yZMoV7YkTC2AQHB7s8hse4aunSpfjyyy+ZyyUIvUH9EwGQ5zxBGBZexiV37BzGjh0rNPyLI5TcaynPvUSJEkrUAeA6mWdycrJi2YUpnMhXakI/vZGRkcE174ErbOuEPe+ngIAAzJgxQ0uVCBvcYSGgY8eOAID+/ftzL8ve7oaUlBQAQJ06dWTJsNClSxfExcVJ1sHf3x/Dhw93uPAvx9CvJSLbISKfkJAQ0SoQhCx69OhhbeMJdrhD3y+a6Oho9O7dW7QaBCEJue+8UpvLM888g5ycHOzdu1fR+YR+Ye45f/PmTdYiJUGDYc9l3rx5XLbSEcqgwah7U69ePWaDgbZt22LDhg3Wz7m5uThw4AAT2SzJyMjABx984PD36dOnY/r06aoTGxKEXsnOzsbYsWO5yJaSMDI6OhqA64XHVq1a4YsvvmCilz0s/Vu9evVw/PhxbuUQ+WgxnpDiEeqKatWqWesDi+SxcmnVqhW2bdtGY2HB0PhXOVo6BrVp0wbbtm3jnkyW6sO/8Io5bw93dDLTA8OGDZOc9DgmJgZAflg4gj2dO3cWrQLBCebG+f79+wtpFD/88EPNyyQIo2Hv3eT1virNdm/0QZXR9WfF5s2bZZ9TtmxZzT1k7OVTAAo+x+nTpzs1zhsJqp/uCW9vHZPJxKXu7NmzR0hMWdtradu2LebPn6+5DiIhh5Z85s2bh7i4OPz444+q5Lz66qsYMWIEpkyZwkgzeTRr1kyXuwMJ7TFyXhWtSEpKovdFY+Lj40WroIgZM2bg1q1bDn/Xw3tWvHhx3Lhxg3s5zZs3l2ycT0tLw7Zt22QlW9XDvXQ3AgMDAdjfVU3oEy4x57V+ucjYQBDKsTTcPMjLy0PDhg25twm1a9dmJktKe6I2hjdv9NAmVqlSBYDz/kD0QGzz5s1CEv2pfT56eL68SUxMREJCAtLT00WrogssCUpZweLdcxUCSwq8jMRyro+F57TRaNeuHWbNmiVaDYdo1ca1adMGAFQb54ODg/Hmm2+yUEkSycnJbpGk1t5us5CQEM0X7ESPRQiC0Cddu3YVrYJLNmzYgF9//VWVjBkzZjBPAC/HME/woVatWliwYIGskLS2OwEJ7eEysuM5qDabzQXk04CKINTh7+8vWoUiuAojUpjKlSujbNmyOHfuHEet/qVSpUqalAMAEyZMQGRkJCIjIwFQm8cSywKCO6Gkfnh7e+Phw4dMZaolODgYa9euVXSuo90QRuX111/XVbiKhIQEHD16FKGhoaJVKYInLFyxQA/vCD0r5eTk5IhWQRaOnnVaWlqR7z7//HPN9SD0D+sFasK9WLRoEf744w8sXbpUtCqaU65cOZQrV06VjK5du0peiNDrPFQvoV66dOkiZEeoPUwmk91+1hmvvPIK/vzzT04aEa5gbpzXIrbU5cuXaYBFEG7KsGHDcPToUdFq6IaIiAhkZ2dzLycrKwvr169Hhw4duJdFsEXtQFmvA22lOJuk6GnLv9Rtpix2BrlagLHAO2Y7b/TwXAnjocWcguYt0nCHHQEEe4YOHYrAwEDDhkch+JKSkoKffvpJ8vGLFi1S1SZ7YnvO+5rVyNdTmKqZM2eKVkEVISEhFPpQIMxHQGvWrGEt0sqRI0ewbt06XL58mVsZBOEJrF+/3uFvrjrHypUrAwCqVq3KVCcLxYsX98hBj2jGjh0rKeEjPRvPhdc7bwuL+mWUOqqlniEhIbh27ZrL4+bPn4/79+9roJFjRowYgZs3b+rSM583W7duhdlsRkZGhmhVNOO1117D0KFDrZ+zsrLw6aefCtSIL7SA5L7IfbaW41n2BZYxeo0aNZjJ1APBwcEYPny4aDUINyElJUW0CgRRAMuORstOecIzMYR7wunTp/HGG2/g+++/B1DU861x48bCdCMII6LG8yQ+Ph5ffPEFJRcRBHmVEaJYt24d9zI8yXAlchHBUdne3t7CwgckJyejSZMmqFatGlavXs21LLX3nlc9jY6OdnmMsx2qes+HYo+6desW+Ny0aVO3Ns4TntXOa01sbCwOHDjANZ8UQdjDk95rT7pWQhv8/Pzw6quv0u4gD0fXVp4LFy7gzTffxIEDBwD8G2/e0iDGxcVh4MCBiIuLE6kmQXgcrAzzLAc3nhKPUkpcQZFGv379+uHWrVu60MUWvehhRCzvaUBAgCo5RngGb731FrKysiSFgNED1apVA+Ae+RNExtF+99130aNHD5fH6aEOT5o0Cdu3b7f7m7v0g2PGjIG/vz8llCMIBZBhXh94qgFXD/0kYTzc4X1Rew3169dnpAlhVHRpnL9+/TreeecdfPLJJ3j48KHVKG8xzFeoUAFZWVnkMU94NO7QidlD6aBu2bJlOHjwIGNt9Ifen/v48eNFq8CFuLg4l/Esvby88OjRI400InhQvXp1RERE4OLFi6JVkURCQgL279+PoKAgh8fwSkxlGZu5AxUqVBCtgmQKP2u99wlKKF26NKZPny5aDcLN4NleNW/enDweVWDEXT8E4S5jIIIg9IGujPN3797FBx98gK1bt+Lu3btFjPIlS5ZE//790apVK2tcJoIgpGNvEFG7dm1kZWXh/Pnz+PzzzwVoxYYKFSqgX79+otVwe9zRECSFN954A4cOHcK4ceMcHrN582ZJ3rc8UfJ8fH19ce/ePQ7auDfVqlXD8ePHRavh1DAPqN/xUBg9TEZF6yC6fMK4UN1xT5YsWSJaBcPywgsvICEhQbQaBEEQBCEUXRjnHz58iE8++QTvvPMOrl+/XiBBjtlsRnBwMHr06IFOnTpx8wAjCE/F29sbY8eOxdy5c7mVUbp0aW6yiaIYZfIfHBwsWgXJeHl5uVwUjoiI0Egbxygxzr/xxhvo06cPB23EM2nSpAKfixcvjp49e6J///6q5H7xxRfw8/NDs2bNVMkRhVHaCKXwWkT01MVJltA9JAjCllatWolWgSAIgiCEI9w4f+DAAWzYsAEXL14sYpT39fVFx44d0bNnTxQrVkywpgTh3li29bN+11566SXa6qsxPA1vLGU//vjjOHz4sDXZty3PPvssZs2axawsrZkyZQry8vJEqyGJqlWrilaBG7169Srw2WQyYfLkyarlUkJs/RhZbdskpe2Tuy9W6BG6556LXtoOguAJ1XOCIAhCDsKM80eOHMG6detw+vTpIkZ5k8mEtLQ09OvXDyVLlhSlIkF4FP3790ejRo0QFRXFRJ5l4p2UlOTwGE8fuCq5fqPdM2f6+vr6Ij093a5xvkOHDpg1axYCAgJw9+5dnipyoUePHsJD3BAEIQ0jG4rdJQmsXjBaH2tkjPzeEYQn4efnJ1oFQjCW3cF169YVrAlBuC+aG+dPnTqFdevW4ejRowD+TShmNpthNpuRmJiIrKwslC9fXmvVCMKj8fLyQo0aNUSrAYAmbHpGy2fz/PPPo0aNGtyN3G+99RYuXLiACRMmcC2HcD+WLVvmccY8d2if9XgNkZGRss8ZPnw4qlev7raJuN0JS53ztPaCcIwlXwiFbCX0Du86umnTJpw9e5aJLGpj+RAREYH9+/e7zHOkFNvnRs+Q8FQ0M85fuHABGzZswMGDBwH8a5S3/B0fH4+BAwfqxjhIEARBFEVLo1Z6erom5VSvXh3Vq1d3eZxeB4t61cuoyKnjTZs25agJQTjniSeeMEz4rMLYtluNGzfGN998I1Ab96ds2bI4d+6caDUIG7KyslCyZEnUrl1btCoEIZSqVauqDrHobmPhyMhIXLhwQbQaBeBlmHcX2rRpI+v4p556CitXruSkDWFEuBvnr1+/jk2bNuHTTz/Fw4cPrUZ5i7d8xYoVkZmZicaNG/NWhSA8nsTERGzfvl20GlZCQ0OLfOfMMJaZmclTHZflGwV3uAZCP0REROD69eui1SA8GEsulPDwcMGauB+9e/fWtDx7/dPy5cuRmJioqR62lC1blnsZog1HpUqVwrlz52h8oCP8/PyQkZEhWg2CcMiYMWOwceNGScda+mkK6ciG9957T3i/QUjn4MGDsneYNG/eHM2bN+ekEWFEuBnn7969iw8++ABbt27F3bt3ixjlS5UqhX79+qFVq1Y0UCQIjZgxYwaefPJJ0WpY8ff3BwAEBgbizp07grUhCMIeK1aswPHjx1XLSU5OdnmMJ40HtIwVXqpUKVy7ds362Wj3uWbNmli6dCmaNGnCRJ7a6+cxYa5YsSJzmVKgiSFQq1YtJCQkWENuEnxp2bIl6tSpg9TUVNGqEAThhIEDB2LgwIGSjvX19TXsTi49YpkjE8YgICBAtAqEG+DFWuDDhw+xfft2PPHEE9i0aRPu3LlTIK58sWLFMGjQIKxatQqpqamGmyAShF5Q4u3m4+OjqyTLlo5MqpGKOj6gc+fOAP71UCEI3kREROCxxx5TJSMvL0/1lmV3YuzYsXj22Wc1Katjx44YNGiQJmXxpFmzZswWNFiNPVnJWbduHRYuXMhEFqGMcuXKiVbBYwgNDcWaNWsQFhamabkxMTF2v9di5wRBEO5Dq1atAFC/QRAEW5h7zo8cORIXL160ehVZjPK+vr7o3LkzevToQfGqCIIBAwYMwIABA0SroYrHH38coaGh+PLLL/HVV19JOp413t7eePjwIXO5vIiOjgYAJpPaOXPmqJahFtqySXgiWVlZmpTz9ddfw8vLC3v27GEuW+S762hCrJXDB+trr1WrFlN5eobafEIUsbGxdr9//vnn8csvv2isDUEQRqV+/fq0S4AjNE4gPBXmxvkLFy4UCF8DAElJSejfvz9KlCiBhw8f4ubNm6yLRUhICHOZBEHwJSAgAH369MGhQ4ckH88aPz8/piF1tBhQTJ48GUlJSarl+PholhOcMBDVqlXTrKzg4GDNyvJEeITO0cOOx5EjR2L9+vWal6uHa3cX6F4SeiE4OBgNGjQQrQZBEARBEB4Md8uM2WzG119/ja+//pprOR9++CFX+YR+mTZtmiQj48svv6yBNgThmjZt2uCzzz5TfH7Pnj1dyt+wYYNi+YSxYL0gVLx4cabynEHGeTH4+fmJVkEVcpNuSSU+Pt7p77a7QvWC2m31eroWgiAId4G8fwmCIAg5MI85b4utBz3PfwRBuBdaGgucldW3b18uZT7//PM4fPgwF9kA0LRpU26yCceQkYswClomo9Uj9t7Vjz76CKtWrRKgjTpo56gxoP6BIAiCIAiCcIQmMQ14DkjJOE/MmzcPERERotUgGCF6Aqu2fCnne3l5wcuL69qoJLS412lpadi6dSsyMzPJm18g1FcStohuZ/VIVFSU7HPovRLDqlWrMGLECABUlwmCIAiCIAjjw9w4X6pUKdYiCYIwEKGhoQCMM2F2ZlzhfQ28QjPo6d4nJSUhLy8Pb731lmhVPAJaqNQvDRo0wH/+8x/RahBQn1dBT22sUnr16oXNmzeLVkMRlsToPKAFF4IgWEBtCUEQBCEH5sb5NWvWsBZJEISBmDx5Mlq2bIlixYqJVkUShY0sWhpdRNyjJ598EhMmTNC8XNZ4yqQnJSUFe/bskXy83mKJb9++XbQKBGMsC7BGpmXLlsjJyRGthlC0zC1BEARBEFrgDovnnkS9evVw7ty5At/pbS5DEFqhSVgbgiA8h+DgYKSlpamSISXBLyvccRDn7JpatmypoSb6ZdasWaJVkERcXJxL47ztQoXeFi0iIyNFq+CRbN26Fbdu3eIie+bMmWjdurWm7bRc9PYeEP9Cz8Z4vPzyy/j9999Fq0EQBEG4GatXrwYAax/Trl07keoQhFDEBz0mCMLjKTxZL1++vCBN5FO/fn3F56pdxCCU4yohZnx8vEaaEAR7oqOjUaNGDYe/q1mUDA0NRdu2bRWfzxN3XGwlikLPWVsaN26Mbt26iVaDIAiCcFNo4Z4gyDhPEISHI3IwUKJECSHlJicnKz5XqVHE0Xl6HIxt374dmZmZTGWmpqYylUcQchAVvqtTp06alEPwIyEhAW3atBGtBuEG6LG/NxJqxm6E9lB9Jwj50OI74cnod08yQRAeCXXK6nEVS7hevXrYu3evNsoYEB6hWObOnYvdu3czl+tu0PvvPuTl5YlWwSFUz6Szdu1azcpKSEiQdBwZvQhPY+/evQgICBCtBkEQBEEQnCDPeYIgdIXJZNLEcGKZ5KgtS5T3uzOqVq0KAIiJiRGsiWs8xUjm4+ODDh06CCvf1X0+cOAAypQpo5E2+qZ27dqiVSAIgiAIK8HBwbrO80EQBEEQhDrIOE8QBKGC0qVLi1bBIV5e7Jt4pcZ0iuHOj8cee0y1jMDAQJdx+D2F2bNnY+vWraLVIHRInTp1EBQU5BZhqsj7XFssfSfdd4IgCIIgCKIwtARPEAThACWGaE/xBJcLeSMrQ0p9SkpKQl5eHho2bKiBRnzRg+HK398f0dHRotUgdEh4eDj279+PP//8U6gea9asYbaYZvQ+y+j6E8YnKChItAoEQRAEQRgcMs4TBCEcd5pc68G4qEd4ePGLonHjxqJVcCuKFy+OGzduAKD3Ryvcqc21JTQ0FADcfhdInTp1RKtAEASAVatWoVy5cqLVIAhd0rdvX8m5RNTiruMaT4HG/wRBYW0IgtAhIgdYrMseNWoUU3miUWpkN5lMuk4QKYXatWsjMjIS06ZNE62KQ+rWrStaBdns3LnTLcKEEOLJzs7G3LlzdR1uzNOhCTjhTjRs2BBRUVGi1SAIXTJhwgS0bt1atBqEgaBFFsKTIeM8QRAERyyJZ92F8PBw0SoAABITEzUvs3jx4ti+fbtuQ57s2LEDEydOtPubng1i/v7+8PPzE60GNyxe3NWqVROsifsTGBiItm3bilaDkIDeJuAUE54gCJZQW0IQBEHIgYzzBEHoCr1N2Al90rp1axw+fFi0GkJw9I6ULl0aPj4UrU5v+Pr64t1330V2drZoVQiCIAiCIAiCIAidQbN4giAIwpCQIZowCpUqVRKtAuGmFCtWTLQKhAEgxweCIAiCIAj9Qp7zBEEQhDB4bPul+JYEQXgKZHQlCIIgCIIgiP9n787jm6jz/4G/et+UHvSi5Sql9KKcQoECcoscrrggHqyu+lgE3MrhF7costxIUVhWvMB113XVVVdFXZRTKIdogVKuQlsoFFpoS++0pU3a3x/9ZTahSXM0ycw0r+fjwYOZZOYz76TvTpr3fObzkTcW54mI9OjVq5fBbQwVRjramJNyKAStXbu2wwx5wwsNRNLT0c7rREREREQkHhbniYh0CAkJwfTp0w1uxyKN9Dg6OnaYIW/Cw8Pxz3/+U+wwbEYOF3+I1JivZCp7/puBvy9ERKSLPX82EqmxOE9EpEN4eLhFvkjyyygREZF18DOWiIhY3O0Y+JlO9ozFeSKSHH4wE9kXfqkisq2ePXsCAAICAmx6XEv8rvv4+FggEvvCcyyRbfF3joiITMHiPBFJitiFefVwKA888ICocdgCvzhYlti5S2TIpEmT4OXlJRRmyX5NmjQJX3/9NSIjI0U5fnvOl15eXti6dasFo7Ef/JwiIiIikp6OMSgv2bXU1FSjxpfevn27DaIhuXN2dkZGRobZ+/v6+lowGuvgl3NxeHl5AUCHGQ/fGpib1hUVFYW1a9eKHQZJgIODA8LDw8UOA0DLPCGzZ8/Gb3/7W7FDIStihwAiIiIi3VghICLRyfkL273FxKCgIJEisQ0WT833wgsvIDo6WjIFMSIiKXBwcMBLL70kdhhERERERKJgcZ5kb926dQgMDBQ7DLIgWxaAO3fuDIVCYfF2Q0JCcOvWLTg5OVm8bTF1lOK8GBeEPDw8MGPGDJsfFwCSkpLg6uqKCmPrRQAAIABJREFUYcOGiXJ8Q+R8gY6I5E/92cZzERERkW3xs5eIY84TkZ3r3LmzVdp99tlnAQAuLi5Wab+jCAsLEzsEybPEBZGQkBAcO3YMISEhFoiIiHSJiooSOwQiIiIiWeooncCIzMHiPBGJriN+EHfE12QNCQkJYocgGRyLnr83JG87d+7E7t27xQ7DLqjPl3I5b6rj5J2eRETWw78jiUiu5PEXLRGRRPE2vPbhH9H/4+zsDKVSKXYYRB2etc47np6e8PT0tErbpG3IkCFISUnBrFmzxA7FKN7e3tiyZQsGDRokdihEZAOxsbFih0BERDLC4jwRSYqDgwMLtlbGCwokNcxJMpc5ucPPGPG192fg6OiIJ5980kLR2MbIkSPFDoGIbODLL79Ely5dxA6DiIhkhMPaEJEsfPHFF2KHYBJ7KP5wPP2O5aWXXhJ9mCF7+L0hIiKijqt79+68i4qIiEzCnvNEJAs9evQQOwSd9BUTO3pP4IULF8pmrF8yTnJyMpKTk8UOg4iIyGK6du2Kmzdvih0GkVWsW7cOkZGRYodBRETtxMoKERGRjLB3OZG0ffrpp3j00UfFDoOIAHz++edoamoSOwwiq5g4caLYIRARkQVwWBsikhwWH23D3t7nTz75ROwQSI+OfqcJ2ZfOnTuLHQIR/X+urq5wd3cXOwwiIiIivdhznohaefzxxxEVFSV2GLKmLnyz6CgdzGkisoXAwEAcPHgQ999/v9ihEBEREdmdtLQ0XpglWWFxnohaWbRokWjHjoiIQGFhoc2OFxwcjPPnz9vseHJnb73tiUjapHpO8vHxETsEIiIiIrs0ZswYsUMgMgmHtSEiyThw4IDNCxrR0dHt2t/T09NCkZC9410WRPLC31nT8T0jIiIiItLG4jwRUTs89dRTYodAREQ2JNXe+nIitfdQavEQERERkf1gcZ6IqB3c3NzEDoE6uE6dOokdgs2wQEZEREREZD94Vx0Ri/NEZKcmTpwIgMVAU6kvRvCihO2EhoZi3rx5YodBJEn8QkckD/xdJSKitvB7OdkzFueJyC4tX74cR44cETsM2Rk6dChefvllPPLIIzY7ZkBAAJKTk212PCmKjIwUOwSiDqO9X/5YZCQiIiIiIktxFjsAIqJ7aRZOrHUF3cnJCU5OTlZpuyNzcHCwaWEeAH788UeLt8niGhG1F3t4ERERERFRe7HnPBGJrkePHgAAZ+eOc71QXbRhEdh+sFDXfnwPiYiIiIiIyJ50nEoYEcnWCy+8gClTpsDT01PsUIhIBLyIRWQf+LtORERERKSNPeeJSHQuLi7o27ev2GGYZPjw4WKHYFBMTIzYIRAZhQU7IiIiIiL706VLFwDA2LFjRY6ESDzsOU9EkiOHoS3eeOMNKJVKscPQ66uvvkJwcLDYYRARERERERHp5O3tjYyMDLHDIBIVi/Mke6mpqUaNVb59+3YbRENyY+6FAGdnZ0mPkR8RESF2CEbx8PAQOwSSEDlcmCMiIiIi6VDfgck7MYlIrjisDRERicbFxUXsEGSBRWsiIusJDw8HALi7u4sciXWwYEVEREQkXdLt9klkpHXr1iEwMFDsMIhIRHKbs4C02Uvh6MCBA3bzWm2F7ydZwlNPPYX77rsPISEhYodiVbzQS0RERCQ9LM4TkeTwyyOZytfXV+wQbIa/H/LVqVMnsUMgIh2cnZ3Rr18/scMgIiIiIjvEYW2IiEj2OkLB2tHRfj+S1T+/jvBzJOnjRRIiIiIiIpIK+60EEBFZEYuMZKpRo0aJHYJoODQJ2ZKbm5vYIdgt/q4TEZG18PsXEckVi/NEREQS4OTkpPc5FrSIqCNhAYWIiIiIqAWL80QkOfzSTkRERNRx8G87IiIiIt1YnCcisoKRI0ciKioK999/v9ihEJGdi4uLA9ByXiIiEgPvACMiIiLSzVnsAIiIOqLOnTvjk08+ETsM2QgODhY7BBIRizbWFRQUhIyMDLHDICIiIrI43plDRHLHnvNEZNf4xxxJBXORiIiIiIiIyL6wOE9ERLLXEXped4TXQERERERERETG47A27dDY2Ij09HQcPnwY169fR0VFBby9vREcHIykpCSMGzcOvr6+Vjn2uXPn8NNPP+H8+fMoLy9HY2Mj/Pz80KNHDyQnJ2PkyJFwcnISrd19+/Zh69atJh37iSeewOzZs02OmYiIiIiIiIiIiEhuWJw3U0FBAdLS0nDlyhWtx8vLy1FeXo7s7Gx89dVXSElJweDBgy123JqaGrzxxhv49ddfWz13+/Zt3L59GydOnMDXX3+NxYsXIyIiQtR2iYikiL3UiYhsj+deIiIiIiJtLM6bobS0FK+88grKysoAtIwTHBcXh9DQUFRWViIzMxMNDQ2oqKjA2rVrsXLlSiQmJrb7uDU1NXjppZdw48YN4bGQkBD07dsXrq6uuHXrFi5cuAClUonc3FykpqYiLS3N4ESL1mpXLTw83KjXHxUVZVR71PFx7G0iIrJXiYmJuHXrlthhWBU/54mIiIiIWrA4b4a0tDShMB8UFIRXXnkFPXv2FJ6vrKzEpk2bcObMGSiVSmzcuBHvvfcevL2923Xcbdu2CQV0V1dXLFy4EPfff7/WNrdv38bmzZtx8eJFVFRUYP369XjzzTfb/BJkrXbV+vTpg3nz5pn6conIjrA3ZdtYyCKyHzt37hQ7BCIiIiIishFOCGuijIwMnD9/HgDg7OyMV199VaswDwC+vr545ZVXEBISAgCorq7Gf/7zn3YdNy8vD8eOHRPWX3zxxVYFdAAIDg7GypUrhWPn5eXh0KFDNm+XiKTL398fANCpUyeRIyEikh9eTCQiIiIiIkthcd5E33//vbA8btw49OjRQ+d27u7uePzxx4X1H374ASqVyuzjHjlyRFju2bMnkpOT9W7r6emJWbNmCeu7du2yebtEJF2TJ0/GX//6V9x3331ihyIaaxTX2tu7nb3jieSFv7NERERERNReLM6boK6uDmfOnBHWx48f3+b2I0aMgIeHB4CW3vPnzp0z+9iXLl0SlgcNGmRwe81JaHNyclBcXGzTdonagwUP63JwcMCwYcPEDsOiOkLOdITXYAthYWFih0BERERERERkESzOm+DixYtobGwE0NIz3tAEpi4uLoiOjhbWs7KyzD52RUWFsBwUFGRwez8/P7i4uBg8trXaJSIiy+EwGv+j+RlEREREREREJGecENYE6klTAaB79+5wcnIyuE9kZCQyMzMBAAUFBWYf25zCjOY+169ft2m7mhQKBdLT01FQUACFQgEvLy8EBAQgNjYWERERJh+fiMiedcQe9urPFWNeW0d8/URERERERGSfWJw3gWZx3phe5gDQpUsXnfubytfXV9jfmKFkysvLoVQqhXV9Fwas1a6mEydO4MSJEzqf69GjB2bNmtXmWPeGlJWVmb2vPoGBgRZvk6SJhT6SCjc3N7FDIJId3lUiT/zsJSIiIiJqweK8Caqrq4Xlzp07G7WPn5+fsFxTU2P2sXv37o3z588DAE6ePInf/e53bW6fkZGhta7v2NZq11j5+fl4/fXXcfLkSbzwwgtG3Y1wryVLlrQrBl2+/fZbi7dJxuOXdrJHnp6eYofQYSxduhTh4eFih0FERERERETUJhbnTVBfXy8su7q6GrWP5naa+5tq6NCh+OabbwAAV69eRXp6ut7e5rW1tfj3v/+t9VhdXZ1N2wWA4OBgJCcno3///oiIiICPjw9UKhWKi4tx6tQp7Nq1CyUlJQCA/fv3w9XVFfPnz9fbHhERkTEeffRRsUMgIiIiIiIiMojFeRM0NDQIy87Oxr11mhPX3b171+xjJyQkICYmBhcvXgQAbN26FSqVCmPGjNHarri4GGlpabh165bW45qx26LdYcOGYezYsXB01J5z2MXFBd26dUO3bt0wceJEpKWl4ddffwUA7N69G6NHj0ZcXJz+N0KHzZs3w9/f36R9iIhIOkwZc56IiOSHQ1CRPWpqakJubi5OnDiBW7duoba2lr8LVlBTUwM/Pz+cPXsWK1euFDscIpIYBwcHeHp6IiQkBEOHDkXv3r1b1SrFxuK8CTR7wWuOu96WxsZGYbm94wkvWbIEixcvRlVVFe7evYvNmzfjX//6F6Kjo+Hm5oaioiJcuHABSqUSjo6OGDhwoDAMjYeHh03b9fb2Nvh6PD09sWzZMqSkpODmzZsAgC+++MLk4ry/vz/HiCci2WNhmkheWGAhIiJ9CgoK8OGHH1plfjTS1tDQgICAADg7O6OyslLscIhIgioqKlBYWIhTp07B398fTz/9tKSGQWVx3gTu7u7Csr4e4/fS3E5zf3MEBwdj06ZN2LBhA65evQoAKCoqQlFRkdZ2Hh4emD9/PgoLC4UiupeXl83bNYabmxtmzpyJv/zlLwCAs2fPorGxUeuOA7I/LFISEZFU8TOKiIjaUlFRgR07dqCqqkp4zMnJCZ6enpLrrdkRNDU1wcPDAy4uLu3uEElEHU9TUxNqa2uhUqkAAGVlZXj//fexaNEio+cTtTYW503g4+MjLFdUVBi1T3l5ubBsTG9yQ8LCwrBlyxYcPXoUR48eRU5ODioqKuDk5ISgoCAMGTIEDzzwAIKCgvDmm28K+wUEBIjSrjESExOF5bt376K4uBhdu3Ztd7tEJB+27oHKHq9ERGQvZs+ejaysLLHDILILzc3N2Llzp1CYDwsLw8SJExEXF2f00Lhkmrq6Oly9ehX+/v4ICQkROxwikiClUonz589jz549KCwsRFVVFXbu3InFixdLouMNPx1MoHnLQ3FxsVH7qCc8vXf/9nB0dERycrLeiVvVcnJyhOWoqCjR2jXEz89Pa726urrdbRIRkXxwzHki+8ALo+KYNGkSJk2aJHYYRHahqKgIN27cANAy/Orzzz9vkU56RERkPmdnZyQmJiIyMhJvvvkmysrKcOPGDRQVFSEsLEzs8MB7qkygWVy/du2acEtEW/Ly8oTliIgIq8SlS1lZmTCOOwDExMRItt17J8rlrWjEXiVkz6ZNm9bqMRatiagj4TmNiDqqCxcuCMujR49mYZ6ISEK8vb0xevRoYf3ixYsiRvM/LM6bICYmRhgLvb6+XqsHuS6NjY24dOmSsN6vXz+rxqfpp59+QlNTE4CWiwqW6OFurXY1L2AALT0MyL7dd999NjuWJYZQCgoKskAkZEtS7r05depUsUMgOxEaGgoASEpKEjkSIiKijuHy5cvCsqU6yBERkeX07dtXWNas2YqJxXkTeHh4aI2Pvn///ja3P3bsGOrq6gC0XJ2Jj4+3anxqCoUCX331lbD+wAMPSLrdffv2CcsRERHw9fW1SLskX7acKGncuHHtbmPnzp0WiMQ+cLJn80j5YoKtTZkyRewQOoyAgABkZGRg+PDhYodiNp5TiIhISiorKwG03A3epUsXkaMhIqJ7BQUFwdXVFQC0Ju4WE4vzJtIsCuzbtw/Xrl3TuV19fT0+/vhjYX3y5MlwcnKyenwqlQpbtmwRJqyNiIiwSBHdlHbVFySMcfz4cRw6dEhYHzNmTLviJDKVJW6tV/c+JWoPdS7aYyHelDHnx44da+1wSEY4DBoREUmJeshWDtVKRCRd6nN0fX29yJG0YHHeREOGDEFcXByAltl+V61ahfz8fK1tqqqqsHbtWhQVFQEAfHx8MHPmTL1t7tu3D9OmTRP+6XPq1Cn861//wu3bt3U+X1BQgBUrVuDnn38G0NKbLCUlxWCvMku3e/ToUSxZsgQHDx5EbW2tzm1qa2vx6aefYuPGjUJRJjAwENOnT28zViKpc3d3FzsEu8Txi4mIiIhIKvi3KRGRdNlytAZjsLuRGZYuXYolS5agrKwMxcXFSElJQXx8PIKDg1FVVYXMzEzhirmTkxOWLVtmkYlgampq8Mknn+CTTz5BeHg4unfvDh8fH9TW1uL69etaFwlcXFywfPlyREdHi9Lu5cuX8cYbb8DZ2Rnh4eHo2rUrvL29oVKpUFJSguzsbK2JYL29vbFy5UoWNkmQkpKC/Px8rTsr2svNza3VBMRkW/yiQkRERERERETUgsV5MwQGBmLNmjVIS0vDlStX0NTUhKysrFbb+fr6IiUlRWuceku5ceMGbty4ofO53r17Y8GCBejdu7fo7SqVSuTn57e6u0BTv379kJKSwkk1ScuTTz4JABYtzhMREREREREREUkFi/NmioiIQFpaGtLT03Ho0CFcv34dFRUV8Pb2RnBwMJKSkjB+/HiLTm46ZMgQpKamIisrC5cuXUJ5eTkqKyvh6uoKf39/REVFYcSIERg0aJBJ49tbut3Ro0cjLCwM2dnZyM7Oxq1bt1BdXY2qqio0NzfDy8sLoaGhiI6OxqhRoxAVFdWet4WIiIjszPz58+Hj4yN2GGQie5xTg4iIiIioLSzOt4OLiwvGjh3b7snpxo8fj/HjxxvczsPDA0lJSUhKSmrX8azdrouLC2JjYxEbG2uR9ogsxdfXF8XFxWKHQR2ULSb9JqIWv//978UOgYiIiIiIqN1YnCciu7Fjxw5cvHhR7DDIgnr27ImrV6+KHQYAGJx8m4g6Bvb+JiIiIiIiS2FxnojsRlhYGMLCwsQOg0inuXPnQqFQoH///mKHYnPqYicnDCY5Yb4SERHJw7Rp08za75NPPoG3t7fWY2+++SYOHDigc3tnZ2d4enoiNDQUMTExmDBhArp166Zz27NnzyI1NRUAEB8fj/Xr1xsVU0lJCY4fP46srCxcv34d1dXVqKurg6enJ/z9/REZGYn+/fsjKSkJ7u7uJrza1iorK3H69GmcPXsWV65cwa1bt1BXVwd3d3cEBgaib9++GDt2rNGjJty+fRu5ubnCv7y8PFRXVwMAgoKCsHPnTqNjq6+vR35+PnJycoT2bty4gaamJgBASkqKUSNUGLJv3z5s3bpVWDfmZ1VbW4u8vDyt11pUVCR851m3bh0SEhLMiqewsBAHDx7EqVOnUFxcjJqaGnh7e6Nz586IiopCQkKC3p+9ub8H5ryX9/6ezJkzB4899pjB/erq6rB37178+uuvyM/PR01NDTw9PREUFIShQ4di0qRJ8PPzM/k1SB2L80REJDr2RG0Zdunll18WOwxRODu3/DnCoYGIiDoeX19fPPvss2KHQURkdUqlElVVVaiqqsKlS5fwzTffYNq0aXjmmWfg6OjYrrarqqrw0UcfYd++fVAqla2er66uRnV1Na5du4YDBw7Aw8MDU6dOxSOPPAJPT0+Tj7djxw589913UKlUrZ5TKBRQKBS4du0afvzxRyQlJeGPf/xjqwsZmr799lu89957Jsehz+9//3uhsG8tZWVl2LFjh0n7KBQKzJkzx+LfbxsbG/HRRx/h22+/bfXzr6ioQEVFBfLz87F3715s3boVvXr1stixQ0NDTdr+5MmTei9gtSUrKwubNm1CRUWF1uPq36nc3Fx88803WLhwIUaMGGFy+1LG4jwRERGJasqUKfjpp58wceJEg9tao7dyUlISunfvbvF2iYgI2L9/v9ghEBEJ1L3VjWGo5/nUqVPRr18/YV2pVKKkpATHjh3DpUuX0NzcjF27dgEAnnvuOfMCBnD16lWsWbNGa/606OhoJCYmIigoCF5eXqipqUFxcTEyMzORl5eHuro6fP755/D19cWMGTNMPmZBQYFQmA8NDUViYiJ69eoFHx8fKBQKnDt3DkeOHIFSqcTx48dRUlKCjRs3wtXVVWd76h7taq6urggLC0N+fr7Jselqr0uXLlAqlSgvLzerPV22b98OhUIBd3d31NfXG7VPc3OzVmHewcEBISEhqK6uRk1NjVlxNDQ0YP369cjIyAAAeHp6IikpCdHR0fD29kZ1dTVKS0uRnZ2NCxcu6G3H2Nw/ffo0du/eDaBl9IG4uDijY62trcVf//pXADDpfTt//jxee+014cJDr169MHr0aHTp0gUKhQKZmZk4duwYampqsGnTJri4uOC+++4zOi6pY3GeiIhI4jr68BnqnvPq/21t27ZtohyXiIiIiGwrKSnJYm1FRkbqbO/hhx/Gp59+io8//hgA8N1332Hy5MmIiIgw+RjFxcV45ZVXUFVVBQDo06cP5s2bh6ioKJ3bz507Fzdu3MCnn36KQ4cOmXw8NUdHR4wcORIzZsxA3759Wz0/adIkPPzww1ixYgUqKiqQm5uLL7/8EnPmzNHZXlBQEB588EH07t0bkZGR6NatG0pLS82+s2ro0KEICwtDVFQUIiMj4evr2+aQQ6Y6dOgQTpw4AUdHR8yZMwd/+9vfjNrPyckJo0aNQmRkpPBavby88Kc//Qnnzp0zK5b33ntPKMwPGTIEKSkp8PX11bltdXW13rnQjM39//73v8LyhAkTTIr1gw8+QGlpKQIDAzFy5Eh8/fXXBvdpbGzEG2+8IRTmp0+fjmeffVbrO/DkyZNx6tQprF69GkqlEtu2bcO7775r1l0hUsTiPBER2UxHLzJbS0cf9odjzhPZB/Vt0e0dA5eIiEjqHn30UWRkZODSpUtoamrC0aNH8eijj5rURlNTEzZs2CAU5gcOHIjU1FS4ubm1uV94eDiWLl2KkSNHQqFQmBX/4sWL4ePj0+Y2PXv2xMKFC7FmzRoALeOz6yvOJyUlWfTCyKJFiyzW1r0qKyuFIXimT5+u90KILh4eHnjppZcsFktWVhZ+/PFHAEDfvn2xfPnyNocCNfQzM6S4uBhZWVkAWi40jBs3zqRY9+zZAwB4/vnnkZuba9R+P//8s3BXSK9evfDMM8/o/F44cOBAzJw5E5999hkqKirwzTff6M03uWnfoFdERERERERGePbZZ/Huu+8iJCRE7FCIiIisTnPYDXOGbzl+/DhycnIAAH5+fliyZInBwrymYcOGmVRc1WRskXfw4MHCRffi4mLU1taadTwpeeedd1BVVYXg4GA8/vjjosby5ZdfCst/+MMfrD5H1969e4UhgwYPHmz05Kv19fXYtm0bmpubkZycbNKQM2fOnBGW77///jbnZ9CcmLY9d4ZIDXvOk+ylpqYaNRTC9u3bbRANEUlJcHCwzsc7ek90IiIpcnZ2xqBBg8QOg4iIyCY0hx4xpwe75pAgM2bMQKdOnSwSlyU5OTnBzc1NGFv87t27sh5q5Pjx4zhy5AgAYMGCBaLe7VdSUoLTp08DaOlR3rt3b6ser6mpSWueGGPmA1P7xz/+gVu3bsHb29vk+RXu3LkjLIeHh7e5bUhICJydnaFUKnHz5k0UFhYiLCzMpONJEYvzRCRppvQMIKKOjxdWiIiIiEgOKioqhGUvLy+T9lUoFLh8+bKwPnbsWIvFZUnl5eWorKwE0PLdXd9Y6HJQU1ODt99+G0DL+z1gwABR4zl//rzw3ScxMREA8Msvv2DPnj3IyclBVVUVvL290aNHDwwbNgwTJ07UO968MU6fPo2SkhIAgL+/v9EdKi5evIjvv/8eAPDMM88Y3dte7d4JdE1x9epVFueJpGDdunUIDAwUOwyyknfeeQcnT54UOwySqG7duuHq1auIj48XOxRqB445T0REREQdza+//ios9+jRw6R9L168KAwvEhoaanLB01Z2794tLA8cOLDNIUmk7v3330d5eTl8fX3xzDPPiB2O1pjtYWFh2LRpEw4fPqy1TUVFBTIzM5GZmYmvv/4ay5cvNznX1Pbu3Sssjxs3zqghdBoaGrB161Y0NTUhMTFRa9gZY/n7+wvLN27caPOiwO3bt4WJY9XbdwQszhORpEVERJg1q72tRUREoKCgQOww7E737t0BwOgx7SZMmIC9e/fq/EPjww8/RHl5uUXjIyIiIiIi6Zg2bZpR240dO7Zdk47++9//xqVLlwAAjo6OGD58uEn7aw71oZ5QXWoKCgqEMdEdHBwwa9YskSMyX0ZGBg4cOAAAeO655yQxhJDmd9OvvvoKhYWFcHR0xMiRI5GYmAh3d3fcuHEDe/fuRWlpKW7duoXU1FRs2bIFQUFBJh2rsrISJ06cANDys5wwYYJR+3388ce4efMmXF1dsWDBApOOqRYbGytcGDh48CCmT5+ut9OW5rA7gHnDRUkRi/NERGQ3Bg8ejL179+rs0cHe90REREQkRfX19WZNKCqWHj16iDpWt63k5eVpDVejUqlQUlKCY8eOITs7W3h8ypQp6Natm0ltV1dXC8umDoljCzU1NVi7di0aGhoAtFz0sPaY6NZSW1uLt956C0DL98XRo0eLHFGLmpoaYbmwsBAuLi5YsWIF+vfvr7Xdb37zG6xatQrnzp1DdXU13n77bbz22msmHevgwYNCj/SEhASjLgjl5OQI8yI8/vjjZl9EGj58OD744ANUV1cjLy8Pf/vb3/D000+3KtBnZmbiiy++0HqsI0xADLA4T0REREREREQkWfn5+XjiiSfEDsNo//znP9G3b1+xw9ApNTXVqO26dOlicJvvvvsO3333nd7nHRwc8OCDD+LZZ581Oj597UhJQ0MD1q9fj5s3bwIAoqOj8dRTT4kbVDt88MEHKC0thYeHB55//nmxwxGohzVSmzVrVqvCPAB4eHjg//7v//Dcc8/h7t27yMjIMHmiVM0hbYzpNd/Y2CgMZ9OrVy/MmDHD6GPdy9PTE/PmzcOmTZsAtNwlcPbsWYwaNQpdunSBQqFAZmYmjh07hqamJgQHB+P27dsAIOthlDSxOE9ERESSYMwXD6l9OSEiIiKyth49euCf//yn2GEYzdwxr20hKSnJam07OTnB09MToaGhiI2Nxbhx48x+L3x8fIRlzR7UYmtsbMT69euRlZUFAOjZsydWrlzZrolIxXTmzBns2bMHAPDEE0+YPByMNXl4eGitT548We+2fn5+GDp0qDAm/ZkzZ4wuzmdnZ+P69esAAG9vb6OGYPrss89w7do1ODo64oUXXjBqfPq2jBo1Cg0NDXj77bfR0NCA3NxcrTH1IjqgAAAgAElEQVT31aZOnQovLy989tlnQrwdAYvzRERkMy+99BI++eQTi7U3d+5cVFZWIiEhQefz9/5BQ0REREQkN+7u7pLtiS42V1dXODo6onPnzjY/dkpKilkTYBojICBAWC4qKrLKMUzV2NiIDRs2ICMjA0DLRZjVq1fLtkBaX1+Pbdu2obm5GdHR0Zg6darYIWnRfF8DAwMN5njv3r2F4nxhYaHRx1FfnACAMWPGwNXVtc3tr169Ksw18NBDD1lsOKPx48djwIAB2L17N06fPo3CwkLU19fD19cXffv2xZQpU9CvXz+8+eabwj5i/N5bA4vzRERkMw899BAeeuihVo/HxcWZ1V7nzp3x6quv6nxu5cqVbc70TkRERERE8ubk5NQhL1zExMTA0dERTU1NKCoqQnl5Ofz8/ESLp7GxERs3bsQvv/wCAOjWrRvWrFkDX19f0WJqr8zMTGF4lNDQUHz++ec6t1NvAwDFxcVCr20XFxc8/PDDVosvPDxcWPb09DS4veY2dXV1Rh2jvr4eR44cEdYnTpxocJ99+/ZBqVTC0dERTk5Owvtxr/Pnz2stq7fr2rUrRo4cqXOfgIAAPPHEE20O43X58mVhuU+fPgbjlQMW54mISFRfffWVUWM6mkpqPR9Iv+bmZrFDICIiIiKSDC8vL0RHR+PixYsAgAMHDmDmzJmixKIuzJ84cQIAEBERgbVr18q6MA9ofwf56aefjNqnuLhYGGLKy8vLqsX5nj17CsvGTHyqUCiEZWOK+QCQnp4uFPJ79+6tdUxDmpqa9F7QuFdWVpYwFNLQoUP1FucNuXXrljDXgYeHByIjI81qR2o6xsj5REQyZu4HU0cREREBd3d3scOQNH9/f7FDIKJ2GDVqlNghEBERkcxoTrK5a9cuVFVV2TwGfYX5jjKciJTFxcUJw7SWlpaivLy8ze3z8vKE5a5duxp1DM0hbYzpNS+2H374QbioMmbMGNnOdXAv9pwnIhKRerw+orYkJibCz88PS5YsETsU0bGXPVmKs7Pt/gw2tvcSERERkdrw4cMRFRWFnJwclJWVYfPmzVi+fLnBMcHVfv75ZygUCowbN86s4yuVSp2FeTGH17GkpKQkfPvttwa3O3v2LFJTUwEA8fHxWL9+vbVDA9Ayn8Lw4cOxf/9+AC2F6Tlz5ujctry8HD///DMAwNHREQMGDDDYfkFBAbKzswEAbm5uGD16tFFxPffcc3juuecMbvevf/1LmG9uzpw5eOyxx4xqX59r165h165dAFqGFJo+fXq72pMS9pwnIrKAzZs3G/UBRWSuvXv3YvLkyWKHQdQhfPTRR/j666/FDoOIiIhILwcHB7z88svo1KkTAODUqVNITU1Fbm5um/vduHEDaWlpWLt2LWpqasw69r2F+fDw8A5VmJeLOXPmCL3DP//8c5w5c6bVNnV1ddi0aRMaGhoAtNyxGRQUZLBtzV7zI0aMELUzya1bt1BcXKz3+cuXL2PFihVobGwE0PK+aI7JL3fsOU9EZAG9evXCH/7wB7HDIJKlsLAwAC3jHBLZQkxMjNWPsWHDBjg7O2Pp0qVWPxYREREZ5/jx40ZvGxkZaVSR05qCgoKwZs0arFmzBsXFxbh06RIWLVqEvn37IjExEUFBQfDy8kJNTQ1u376NM2fOIDc3F01NTe067tatW4We2Opeyupe1m2JjY3VOxb9Rx99pLWuOY66QqFo9by3tzd+85vf6GzrzJkzwhjmaleuXBGWjx8/jqKiIq3nhw8fbpMxyo8dO6Y1xAygPansnj17kJmZqfX8hAkTEBIS0qqt4OBgPPfcc9i+fTsaGxuxYsUKjBw5EgMGDICbmxtu3LiBPXv2oLS0FEBLvjz77LMGY1QqlVrj7Is9pE1eXh5ef/11xMbGIiEhAaGhoXB2dkZ5eTlOnz6NU6dOCTk9YcIE0eZfsBYW54mIiEhU0dHR+OGHHxAYGCh2KEQWM378eGHCKiIiIpKGdevWGb1tSkoKxo8fb8VojNOzZ0+8+eab+Mc//oH9+/dDqVQiOzu7zWK5h4cHpk+fjgkTJph1zAsXLgjLjY2N2L59u1H7rVu3DgkJCTqf+/e//613P4VC0er5oKAgvcX58+fPt9neL7/8gl9++UXrsdDQUJsU50+cOIEDBw7ofV7X5LP9+/fXWZwHgAceeABNTU344IMP0NDQgMOHD+Pw4cOttuvduzdSU1ONmqj3xIkTqKioANAyPn1cXJzBfaytqakJ586dw7lz53Q+7+bmhtmzZ+ORRx6Bg4ODjaOzLhbniYgA2c80TyR3LMyTXKhvLZ86darIkRAREZG96NSpExYuXIjZs2fj2LFjyMrKQkFBAaqqqlBfXw9PT08EBAQgMjIS/fv3x7Bhw+Du7i522GQhDz74IAYNGoQffvgBJ0+eRElJCe7evYtOnTqhT58+SE5OxsiRI+HoaNzo5Xv37hWWxe41DwAJCQlYsGABzp49i6tXr6KiogJ1dXXo1KkTgoODMWTIEIwdOxYBAQFih2oVLM4Tkd1LT0/vcFdeSTf+nOXP399f7BDIzrm7u3MybyIiIhkxZtJPYy1atAiLFi1qdzsJCQlmxdWlSxfMmDEDM2bMaHcMbdm5c6fF27Tkz+Gxxx5r9wSjxjL1Z2WpHLlXSEgInnrqKTz11FPtbmvlypXtbsMQU35GnTp1wuTJk+12jjUW54nI7nl4eIgdAtnIgw8+iIKCAkn0DiDzqHsADRo0SORIiIiIiIiIiNqHxXkiIrIbbm5uSElJsVr7b7/9NpycnKzWPnUsH374oVETaxEREREREVHHxOI8ERGRhQwZMkTsEEhG4uPjER8fL3YYREREREREJBIW54mISCdOIEREJH0eHh546KGHxA6DiIiIiIjMwOI8ERG18uWXX8Lb21vsMIhacXZu+dNl5syZIkdCZJibmxsAIDg42GrHSE9Pt1rbRERERERkXSzOExFRK927dxc7BCKdHB0dkZGRIXYYREYJDAzEO++8g8TERLFDISIiIiIiCWJxnmQvNTVV6EnZlu3bt9sgGiIiIqL/GTx4sNghEBERERGRRDmKHQARERERERERERERkb1hz3mSvXXr1iEwMFDsMIiIiIiIiIiIiIiMxp7zREREREREREREREQ2xuI8EYmmtLQU06ZNw7Rp01BaWip2OGRnmH8kJuYfiYn5R2Jh7pGYmH8kpsbGRuTk5CAnJweNjY1ih0N2hvknbSzOExERERERERFZSFNTk9ghEBGRHlI7R7M4T0RERERERETUTu7u7gCAuro6qFQqkaMhIqJ7qVQq1NXVAfjfOVtsLM4TEREREREREbVTcHAwAECpVCIvL0/kaIiI6F55eXlQKpUA/nfOFhuL80RERERERERE7ZSYmCgsHzp0SHJDJxAR2bOmpiYcOnRIWNc8Z4uJxXkiIiIiIiIionaKjY2Fi4sLAODChQvYuXMnLl++zCFuiIhEpFKpcPnyZezcuRMXLlwAALi4uCA2NlbkyFo4ix0AEREREREREZHcubu7Y+7cufjwww+hUqlw4cIFXLhwAc7OzvDw8ICjI/tH2qvm5mbU1tYCADw9PeHg4CByRGRP7Dn/mpqaUFdXJwxlAwBOTk6YO3euZMacZ3GeiIiIiIiIiMgC4uPj8dRTT+Ef//gHGhsbAbSMQV9dXS1yZCQmlUqFO3fuAAACAgLg5OQkckRkT5h//+Pi4oK5c+ciPj5e7FAELM4TEREREREREVlIfHw8Vq1ahQsXLuDMmTO4ffs26uvrxQ6LRNTQ0ICrV68CALp37w5XV1eRIyJ7Yu/55+7ujuDgYCQmJiI2NlYyPebVWJwnIiIiIiIiIrIgd3d3DBw4EAMHDhQ7FJKA0tJSPP300wCAxYsXIzAwUOSIyJ4w/6SNA54REREREREREREREdkYi/Nk9+bPn4/58+fz+HZK7NfP4zP/7Pn9t/fji03s18/j22/+if3aeXz7zT1A/NfP4zP/7Pn9t/fji03s18/j22/+if3axT6+ISzOExERERERERERERHZGIvzREREREREREREREQ2xuI8EREREREREREREZGNsThPRERERERERERERGRjLM4TEREREREREREREdkYi/NERERERERERERERDbmLHYARO2VmpoKZ2fDqbx9+3YbRENERERERERERERkGHvOExERERERERERERHZGHvOkyypVCpheenSpfD39ze4T2lpqc7HlUplm89bmz0fv6ysTOeyLdnz+2/vx2f+8fjMP/t9/+39+GLnnz2/9/Z+fLFzD7Dv99/ej8/84/GZf/b7/tv78cXOv47y3mu+d5p1yfZyaG5ubrZYa0Q2cvnyZSxZskTsMIiIiIiIiIiIiMiObN68GX369LFIWxzWhoiIiIiIiIiIiIjIxthznmSpoaEB+fn5AABfX184OTmJGxARERERERERERF1SCqVCpWVlQCAHj16wNXV1SLtsjhPRERERERERERERGRjHNaGiIiIiIiIiIiIiMjGWJwnIiIiIiIiIiIiIrIxFueJiIiIiIiIiIiIiGyMxXkiIiIiIiIiIiIiIhtjcZ6IiIiIiIiIiIiIyMZYnCciIiIiIiIiIiIisjEW54mIiIiIiIiIiIiIbIzFeSIiIiIiIiIiIiIiG2NxnoiIiIiIiIiIiIjIxpzFDoCIbOv27dvIzMzEuXPnkJ+fj5KSEtTX18PDwwOBgYGIjo7G6NGjkZCQYFR71dXVyMnJQU5ODnJzc1FcXIyqqipUVVUBALy9vdG9e3ckJCRg7NixCAgIMKpdlUqF69evC+3m5OQgPz8fSqUSABAfH4/169eb9R40NjYiPT0dhw8fxvXr11FRUQFvb28EBwcjKSkJ48aNg6+vr1ltU9vkkn+WjlMT808ccsg9a+WzGnNPPHLIP0Pef/997Nq1S1gPCgrCzp07jd6f+SceOeTfvn37sHXrVpNe1xNPPIHZs2cbtS3zTzxyyD9dcnNzceTIEZw5cwZ37txBdXU1OnXqhM6dO6NXr15ISEjAgAED4OfnZ7At5p84pJ57Z8+eRWpqqtmvLyUlBePHj29zG+aeeKSef/fKzs7GwYMHkZ2djeLiYtTV1cHV1VU45w0bNgwjRoyAi4uL0W0y/4zn0Nzc3Cx2EERkfXl5edi+fTsuX75s1PYJCQl48cUXERQU1OZ2f/7zn5GRkWFUm87Ozvjtb3+LRx99FI6O+m/cOX78ODZv3oy7d+/q3cbc4nxBQQHS0tJw5coVvdt07twZKSkpGDx4sMntk25yyT9rxanG/LM9ueSetdpUY+6JQ07515bLly/jpZdeQlNTk/CYKcV55p845JR/1izOM//EIaf801RRUYGdO3fip59+Mrjtgw8+iHnz5rW5DfPP9uSSe+0tzq9cuRKDBg3S+zxzTxxyyT+1mpoa/OUvf8Hx48cNthsaGopFixYhJibG4LbMP9M4rVy5cqXYQRCR9Z07dw7ffvut1mNdu3ZFfHw84uLiEBoaitraWtTW1gIAiouLceTIESQlJcHb21tvu4cOHUJhYSGAlpNr7969ERcXh5iYGHTr1g1ubm4oLy9Hc3MzmpqacO7cORQXFyMpKUlvm5cuXcLRo0fbfD1BQUEGewrcq7S0FC+//LIQr4ODA+Lj45GYmIjAwECUlJRApVKhvr4eR48eRUxMDEJCQkw6Bukml/yzVpwA808scsk9a7UJMPfEJKf800epVGLVqlUoLy/XetzLywszZswwuD/zTzxyyr8rV67gxIkTAIDw8HAkJyejT58+bf7r168fQkND23wPmH/ikVP+qRUXF2PZsmU4f/688FhwcDASExMRGxsrtF9dXQ2VSoU+ffq0WVRi/olDLrmnUqnQ3Nxs8Fyn/qdQKFBdXS0cf968eXoLr8w98cgl/wDg7t27WL58ObKysoTHfH19ERsbi4SEBAQGBkKlUqGmpgZASyH/8OHDQh7pw/wzHYe1IbIzoaGhmDhxIu6///5Wtzo1NTVh3759eO+993D37l2UlZUhLS0NmzZtgoODg872EhISMGzYMCQmJuo9oZaXl+O9997DkSNHAAAHDhzAfffdhxEjRrQZa+fOnREVFSX8O336tNYt9aZKS0tDWVkZgJbi/iuvvIKePXsKz1dWVmLTpk04c+YMlEolNm7ciPfee89g0ZWMJ5f8s3ScAPNPbHLIPWvlM3NPfHLIP32+/PJL5OfnAwBGjx6NQ4cOmbQ/8098csu/Pn36GOyNbCzmn/jkkn8KhQLLly/H7du3AQCRkZH4wx/+oLOHaF1dHTIyMmBoEALmn7iknnthYWFGn+tUKhWefvppYX3MmDFwcnLSuz1zT3xSzz8A+M9//oPc3FwAgKOjIx577DE89NBDcHNzE7Zpbm5Geno6tm/fDoVCgbt37+Kvf/0rtm3bpve1M/9Mx57zRHaiqqoK8fHxWLhwIeLj4+Hp6dlqGwcHB0RGRiIiIgLp6ekAgDt37qBv3756eybFxMSgd+/ebZ5IPTw8MGLECOHqLdBy1XXs2LE6t/fz88PUqVPx5JNPCuOwhYWF4dKlSzh37hwA03vOZ2Rk4PPPPwfQcpvXunXrtD4gAMDd3R3Dhw9Heno6ampq0NDQAEdHRyQmJhp9HNJNLvlnrTiZf+KRS+5Zq03mnrjklH+6qG9JbmpqwpgxY9C/f3+hd7MxPeeZf+KSU/5p9pzv2bOnWXd53Iv5Jy455R8AvPvuuzhz5gwAIC4uDmvWrNEbg4uLC7p3747u3bvrbY/5Jx655Z4xTp06hR9++EFYnz9/vt75Dph74pJT/m3ZsgUKhQIAMG3aNMydOxfOztp9uB0cHNC9e3eEhoYKRf+KigoMHz4cnTt3btUm88885g08SUSyk5CQgPHjx7d5hV0tKSkJffr0EdZ//fXXdh/fwcFBq5iel5end1s/Pz+jx/A21vfffy8sjxs3Dj169NC5nbu7Ox5//HFh/YcffoBKpbJoLPZILvlnrTiZf+KRS+5Zq03mnrjknH/Nzc3Ytm0bGhsb4e3tjWeeecbk4zP/xCXn/LME5p+45JR/V65cwZ49ewC0FLeWLl0Kd3f3dh2f+SceOeWesfbv3y8s9+rVq1WxUxNzT1xyyb/a2lqhgA+03B3ZlmHDhmn1qL9586bO7Zh/5mFxnoh00ryFU/Ok3R6aV1br6uos0qYx6urqhJ4wAAz2uB8xYgQ8PDwAtMyKru6tT7Yjl/wzJk7mn7zIJfeMaZO5Jz9Syr///ve/uHjxIgDg6aef1tk7qi3MP/mRUv61F/NPfsTMv927dwvLEyZMaHMsZWMw/+RF6uc+hUKBX375RVgfN26c3m2Ze/IjVv7d+7iXl1ebbTo5OWndBaBrWC/mn/lYnCcinTTHOmtqarJImwUFBcKypXvGt+XixYtobGwE0HKFNioqqs3tXVxcEB0dLaxrTpBCtiGX/DMmTuafvMgl94xpk7knP1LJv9LSUvz9738H0DK8w4QJE0w+LvNPfqSSf5bA/JMfsfJPpVLh8OHDwrqh3qPGYP7Ji9TPfenp6WhoaADQMkxIWznK3JMfsfLP19cXrq6uwvr169fbbLOiogKVlZXCuq67N5h/5uOEsESkk3ryNwDt7j0CtIyh9tVXXwnrw4cPb3ebxrpx44aw3L17d6NuMYuMjERmZiYA7Q83sg255J8xcTL/5EUOuWdsm8w9+ZFK/m3fvh11dXVwdnbGggUL2pzsWh/mn/xIJf8UCgXS09NRUFAAhUIBLy8vBAQEIDY2FhEREUa1wfyTH7Hy7/r166itrQXQUkyKjIxEY2Mj9u3bh0OHDuHGjRuora1Fp06d0LNnTwwbNgxjx46Fi4uL3mMz/+RFKuc+fQ4cOCAsDxo0CL6+vnq3Ze7Jj1j55+zsjEGDBuH48eMAgE8//RQDBgzQO6TX3//+d+HiQWJiIrp27dpqG+af+VicJ6JWSkpKtK5a9u/f36x27t69i9u3b+PkyZP4z3/+g4qKCgBA165d8cgjj1gkVmNofkgY23OhS5cuOvcn65NL/hkbJ/NPPqSce+a0ydyTF6nk3+HDh4UxT2fOnGl0MfRezD95kUr+AcCJEyeEyWHv1aNHD8yaNQvJyclttsH8kxcx8+/y5cvCcteuXVFUVIQNGzbg2rVrWtvduXMHd+7cESY7fPnll9G7d2+dbTL/5ENK5z5dCgsLhSHmgLaHtAGYe3Ijdv49+eSTyMzMRF1dHa5cuYI//vGPmD17NmJiYhAYGIjKykrk5+fjiy++wIULFwAAERERSElJ0dke8898LM4TUSs7duwQrop26dIF9913n1H7nT9/Hi+//HKb2wwcOBBLly41OKaZJVVXVwvLxo6Z6+fnJyzX1NRYPCbSTy75Z2yczD/5kFLuWaJN5p68SCH/qqqq8P777wMAwsLCMHv2bKNi0IX5Jy9SyD9j5Ofn4/XXX8fJkyfxwgsv6O2Vx/yTFzHzr7S0VFh2cHDAihUrUFJSAgAIDw9HVFQUHB0dkZ+fL0ysePv2bfzpT3/Chg0bEBkZ2apN5p98SP3cp9lr3sfHB4MHD25ze+aevIidfxEREdi4cSNWrVqF0tJSFBUVYcuWLTq39fLywpgxYzB37lytsec1Mf/Mx+I8EWnZv38/jh07JqzPnTu3zds2jeXl5YV58+ZhzJgx7W7LVPX19cKy5rhqbdHcTnN/si655J8pcTL/5EEuuWdKm8w9+ZBK/u3YsUPobbVgwYJ2xcD8kw+p5F9wcDCSk5PRv39/REREwMfHByqVCsXFxTh16hR27dolFE33798PV1dXzJ8/X2dbzD/5EDv/FAqFsJybmwugJRdefPHFVndoZGVlYePGjaiqqkJ9fT1ef/11vPXWW3B21i6rMP/kQezcM6S5uRkHDx4U1kePHm0wPuaefEgl/3r27Il3330Xe/bswd///ne9OTBw4ECMGTNGb2EeYP61B4vzRCTIycnB9u3bhfXk5GST/qgICAjAgw8+CKDlj4m6ujrcvHkTeXl5UCgU2Lx5M/bu3Yv58+frHKPMWtQT6ABo9cezPpofjHfv3rV4TNSaXPLP1DiZf9InxdyzRJvMPXmQSv6dOnVKKAKMHTsW/fr1M+8F/X/MP3mQSv6px/F2dHTUetzFxQXdunVDt27dMHHiRKSlpQnDLu3evRujR49GXFxcq/aYf/IghfzTVQxatGgRRo4c2erxfv364dVXX8WyZcvQ1NSEwsJC/PTTTxg/frzWdsw/6ZNC7hly7tw5FBcXC+uGhrQBmHtyIaX8q6ysxN/+9jccOnQISqUSfn5+iImJgY+PD2pra3Hp0iUUFxcjPT0d6enpmDRpEp5//nmdd64x/8zH4jwRAQBu3bqF1atXCyfUHj16YMGCBSa1ERISgnnz5rV6/M6dO/joo4+wf/9+ZGVlYenSpVi3bp3OGb6tQfNqrFKpNGof9SzjAODm5mbxmEibXPLPnDiZf9Im1dyzRJvMPemTSv7V19fjrbfeAtBy2/zvf/97M16NNuaf9Ekl/wDA29vb4LE8PT2xbNkypKSk4ObNmwCAL774QmdxnvknfVLJv3t7d0ZFRekszKv17dsXSUlJOHr0KAAgPT29VXGe+SdtUsk9Q/bv3y8sd+vWTe8cB5qYe9InpfwrLCxEamoq7ty5AxcXF8yfPx8TJ07UKrw3NzfjyJEjeOutt6BQKPDjjz/C0dFR551rzD/zORrehIg6urKyMqxYsQLl5eUAWk72f/7zny02LnxAQABefPFFTJs2DUDLWGKbNm2CSqWySPuGaM44rnk1ty2a2+mbsZwsQy75Z26czD/pkkvumdsmc0/apJR/H330kdA775lnnoGvr2+7j8/8kzYp5Z8p3NzcMHPmTGH97NmzWl/s1Zh/0ial/Lv3Z52UlGSw/WHDhgnLmpN16mqT+SctUsq9ttTX12sNeWJMr3mAuSd1Uso/lUqFdevW4c6dOwCAhQsX4oEHHmjVI97BwQHJycn405/+JDy2e/durcm01Zh/5mNxnsjOVVVV4dVXX0VRUREAwN/fH6tXr4a/v7/Fj6U5eUhBQQFOnjxp8WPo4uPjIyyrx9I1RP2BCRjXm4vMI5f8a0+czD9pkkvutadN5p50SSn/cnNz8d133wFoGbLB2AKAIcw/6ZJS/pkjMTFRWL57967WsA9qzD/pklr+derUSWs9IiLCYLvdunUTluvq6lBbW6v1PPNPmqSWe205fvw46urqAACOjo5GD3nC3JMuqeXfsWPHcO3aNQAtk1+PHTu2zTYTExPRv39/YX3fvn2ttmH+mY/FeSI7Vltbi9deew3Xr18H0HIyXbVqFUJCQqxyPHd3d/Tt21dY19XTxBrCw8OFZV1f4HRRTzh27/5kOXLJv/bGyfyTHrnkXnvbZO5Jk9TyLz8/H01NTQBafv5Lly7V+++zzz4T9isrK9N6Tj0OuBrzT5qkln/m8PPz01qvrq5utQ3zT5qkmH/3/qw9PDyMaleTuoiqq03mnzRIMffacuDAAWF5wIABRhdwmXvSJMX80yzYJyQkGNWu5nxEOTk5rZ5n/pmPY84T2an6+nqsXLkSubm5AFrG8Vy1ahW6d+9u1eNqXg3V9WXKGjRP8teuXYNKpdI5gYmmvLw8YdmYHjRkGrnknyXiZP5Ji1xyzxJtMvekR+r5V1RUJPToMkSpVOLSpUvCemVlpdbzzD/pkXr+GeveCeN0jVHL/JMeqeafZi94AK16wetybzH+3iEpmH/SItXc06e0tBRZWVnCuil3tDH3pEeq+acezgbQ7vHeFs07jXSdK5l/5mPPeSI71NDQgNWrVwtXUN3c3PDaa68ZNclMe4lx21JMTIwwC3h9fb3Oq7yaGhsbtQoOmleIqf3kkn+WipP5Jx1yyT1Ltcnck5aOln+GMP+kpSPln+YXeQA6e6nFxw0AACAASURBVJQy/6RFyvkXEhKi1Xu1oKDAYJua2/j4+LTqSc/8kw4p554+Bw8eFO5o8/LywtChQ43el7knLVLOP80L28ZePKqqqhKWdY2Tz/wzH4vzRHZGqVRi/fr1wtV4FxcXvPLKK4iNjbX6sauqqpCdnS2s2+rKqIeHh9b4pPv3729z+2PHjgk9Yry9vREfH2/V+OyJXPLPknEy/6RBLrlnyTaZe9Ih5fwbP348vv32W6P+paSkCPsFBQVpPTd+/Hitdpl/0iHl/DOH5ji3EREROicwZv5JhxzyT3OC1+PHjxtsV3ObuLi4Vs8z/6RBDrmny8GDB4Xl5ORkuLq6Gr0vc086pJ5/Xbp0EZbPnj1rVLuad3SEhoa2ep75Zz4W54nsiEqlQlpaGjIyMgAATk5OWLZsmdbEHqYw5fa85uZmvPvuu2hsbATQ8uE0ZMgQs45rjilTpgjL+/btEyY/uVd9fT0+/vhjYX3y5MkGb8Ui48gl/ywdJ8D8E5sccs9a+czcE58c8s9amH/ik0P+3TtESFuOHz+OQ4cOCettTZLI/BOfHPIPaMkVZ+eWEX9zc3Nx5MgRve1mZ2fj559/Ftb1DTnC/BOXXHLvXpcvX9a6M8OcSdqZe+KTQ/5pFtFv3LihNc+BLmfOnEFmZqawPnDgQJ3bMf/Mw+I8kZ1obm7Gtm3bcPToUQAts74vXrzYpNvk7nXgwAEsWrQIBw4caHN8xqtXr2LlypU4fPiw8NjDDz+sNWaZtQ0ZMkTo2aJUKrFq1Srk5+drbVNVVYW1a9cK4+36+Phg5syZNouxI5NL/lkjToD5Jya55J61zqfMPXHJJf+shfknLrnk39GjR7FkyRIcPHhQb5u1tbX49NNPsXHjRjQ3NwMAAgMDMX36dL0xMP/EJZf8A1p6gGoWlLZs2aKzQJ+VlYXVq1cLQ45ER0frfT3MP/HIKffupdnTuGvXrlqTehqLuScuueTfkCFD0LVrV2H9rbfewu7du6FSqVq9nvT0dKxfv154LDAwEKNGjdIZA/PPPA7N6r9uiKhD+/777/HOO+8I62FhYRgwYIBR+/r4+ODxxx9v9fg333yDHTt2AGi5GhweHo6uXbvC29sbDg4OqKqqQn5+fqvJ5YYPH47/+7//a/PK6MqVK1FWVqb1WHl5OSoqKgC0zECu61aq1157DQEBATrbLC0txZIlS4R2HR0dER8fj+DgYFRVVSEzM1OYZMzJyQl//vOfta4ok/nkkn/WiFON+ScOueSeNc+nzD3xyCX/jLVv3z5s3boVQMuwNjt37jS4D/NPPHLJP828cnZ21mpTpVKhpKQE2dnZWhPBent7Y8OGDQYn1GP+iUcu+afW2NiIV199FefPnxcei4iIQFRUFBwdHZGfny9M6Ai0zHWQlpamNTTEvZh/4pBb7qk1Njbid7/7ndBL+sknn8SsWbOMivtezD3xyCn/Ll26hOXLl2t9vvr7+6Nv377o1KkTamtrkZ2djeLiYuF5FxcXrF69WueQXmrMP9M5ix0AEdlGZWWl1nphYSEKCwuN2jcoKEjnh4R6sg+g5data9eu6b1tCWgZg+yxxx7DtGnTDP6BUlBQoPUhcK/6+npcvXq11eNKpVLvPoGBgVizZg3S0tJw5coVNDU1aY2bpubr64uUlBS7/4CwJLnknzXiVGP+iUMuuWfN8ylzTzxyyT9rYv6JR475p1QqkZ+f36qXnaZ+/fohJSUFQUFBBttj/olHbvnn4uKCV199Fdu3bxd6nRYUFOicIDY6OhrLli1rszAPMP/EIrfcU/v111+FwryjoyPuv/9+o/bThbknHjnlX3R0NNatW4c33ngDN2/eBACUlZXh2LFjOrcPDg7G4sWLDY6bz/wzHYvzRGS2KVOmIDExEZmZmbh8+TKuX7+OkpISKBQKAC0fCv7+/ujZsyf69++P4cOHw8PDQ9SYIyIikJaWhvT0dBw6dAjXr19HRUUFvL29ERwcjKSkJIwfP17n5GIkLcw/Eos1cs/a+czc6zh47iMxWSP/Ro8ejbCwMGRnZyM7Oxu3bt1C9f9r774DorrS/oF/Z4Y2Qy+igDRBASuJXZTYsGaNiTFlja4mJq7GNTHGJDbsGrMa08y+r2VhNWo0iavGblTsqEQxKoqiqAgI0gZhhjbw+4Mf9+UylBmYGcB8P3/lHO6951ymEJ9z7vM8fYrc3FyUlZXB2toabm5uCAgIQGhoKNq2bavXnPn+e3YY+/vP2toas2fPxvDhw3H8+HHExcUhKysLGo0GDg4OCAwMRN++fdGrVy9IJBKdrsn337PBFH97K+f87ty5c52LP3Xhe+/ZYcz3X7t27bBu3TpcuHAB0dHRSEhIQFZWFtRqNaysrODg4AB/f3/06NEDISEhQn2OuvD9px+mtSEiIiIiIiIiIiIiMjEWhCUiIiIiIiIiIiIiMjEG54mIiIiIiIiIiIiITIzBeSIiIiIiIiIiIiIiE2NwnoiIiIiIiIiIiIjIxBicJyIiIiIiIiIiIiIyMQbniYiIiIiIiIiIiIhMjMF5IiIiIiIiIiIiIiITY3CeiIiIiIiIiIiIiMjEGJwnIiIiIiIiIiIiIjIxBueJiIiIiIiIiIiIiEyMwXkiIiIiIiIiIiIiIhNjcJ6IiIiIiIiIiIiIyMQYnCciIiIiIiIiIiIiMjEG54mIiIiIiIiIiIiITIzBeSIiIiIiIiIiIiIiE2NwnoiIiIiIiIiIiIjIxBicJyIiIiIiIiIiIiIyMbPGngARERGRMaxZswZRUVFCOyIiAi4uLo03ITIalUqFhw8fIiUlBbm5uSgsLIS1tTVsbW3h6+sLT09PSCSSxp4m/X/p6elISEhAdnY28vPzYWZmBmtra7i7u8Pf3x9yubxB1y8uLkZycjLS09ORmZkJlUqFkpISyOVy2NjYwNPTEz4+PjA3N2/wveTm5iI5ORkZGRnIzs5GYWEhAEChUMDR0RFt2rRBq1atGjyOrj755BPcvHmzxp+7ublh/fr1JpsPNT+HDx/Gd999J7Q/+ugjDBgwoBFn1HxpNBqMHj261mPCwsIwY8YME82IiIiaIgbniYiIyOjS0tIwefJko48zcOBAzJw50+jjUOMqLS1FXFwcLly4gGvXriExMRGlpaU1Hm9ra4uBAwfixRdfNFqgdOXKlTh37pyoT59AqC5BnLoYegGqofdUWUFBAX799VccPXoUqampNR4nlUrRtWtXjBo1CsHBwTpf/9y5c4iJiUF8fDySk5Oh0WhqPd7c3By9evXCyJEj0aFDB53HUalU2L9/P27duoWEhARkZWXVeY6LiwsGDRqEF198EQ4ODjqP1Rj0eR9KpVLI5XJYW1vD09MT/v7+6NevH7y9vfUaMzY2FgsWLBDa9XmPJSUlYcGCBcjMzBT6LC0tMWfOHHTt2lV07MSJE0XHff7557W+B7Zs2YKdO3fWOr5MJoO5uTkUCgXs7e3RokULtG7dGv7+/ujQoQOcnJz0uh8iIiL682BwnoiIiIiajcePH+OTTz5Bdna2zuc8ffoUe/bswcGDBzFhwgS89NJLBp3TuXPntILYzZ0h7ykuLg5r1qxBenp6nceWlpbi0qVLuHTpEvr374/p06fD0tKyzvN27dqF+Ph4nedUXFyM06dP4/Tp0xgwYACmTZsGKyurOs/LzMzE5s2bdR4HADIyMrBjxw7s378f7777LgYOHKjX+U1VaWkp8vPzkZ+fj/T0dPz+++/YsWMHgoODMXXqVLi7u5tkHnfu3MHChQvx9OlToc/a2hoLFy5EUFCQSeag0Wig0WhQUFCArKwsJCYm4uLFiwAAiUSCgIAADB48GAMGDICFhYVJ5kRERETNA4PzRERERNRsqFSqagPzUqkU3t7ecHJygo2NDfLz83Hv3j3RzuaioiJs3LgRGRkZeOeddwwyn7y8PPzrX/8yyLWaCkPe040bN7Bo0SIUFBSI+hUKBfz9/eHo6IiioiKkpqbiwYMHKCsrE46JioqCUqlEeHg4zMz0+2eLubk5WrVqBVdXVygUCkgkEuTl5SEpKQlPnjwRHXvixAmkpaVh8eLFOgXoq7K1tYW7uzscHBwgl8tRXFyMrKws3L9/H2q1WjguLy8Pa9euRV5eHkaNGqX3OPqSSqVaO9D1/T3WR2xsLD788EMsXLhQr6cS6uOPP/7AsmXLRL9nR0dHLF68GL6+vkYdW1dlZWW4desWbt26hW3btmHSpEno379/Y0+LTEAmk2Hjxo2ivvT0dMydO7eRZkRERE0Rg/NERERkdC4uLlr/QK3J2bNnERERIbQDAgIwe/Zsnc6tT2CNmq+K1CT9+/dHx44doVAotI6JjY3F+vXrkZSUJPTt3r0b3t7eGDx4cIPnsGHDBuTk5AAA5HK5KEjYEEFBQZg1a5Ze5zg6OhpkbEPdU2FhIdauXSsKzFtaWmLixIkYOnSoVs73lJQUbNiwATExMULflStXsHfvXrzyyiu1jmVmZobg4GB069YN7du3R5s2bSCTyao99v79+9i+fbvoyYC4uDhs3rwZ7733Xp335eDggO7duyM4OBiBgYFwdXWt9rji4mJcuHAB//nPf/D48WOhf9OmTQgKCkLbtm3rHKuhWrZs2eBr/POf/6z2vaXRaJCXl4eHDx/i3LlzuHTpkvAztVqNJUuW4F//+pfRUrpER0fjiy++QHFxsdDXsmVLLF26FG5ubkYZEwD69euHv/3tb6K+srIyqNVq5OXlITc3FwkJCbh9+zbi4uJQUlIiHJeVlYU1a9bg8uXLmDFjhkkWS6hxVf0M1pVyi4iI/nz4fwNERERkdDKZTOcgkZ2dnahtbm5erwDTrFmz9A5uUvOgUCgwatQovPTSS7Cxsan12ODgYHz55ZdYuHAh4uLihP7IyEj07du3QQs6v//+O44fPw6gPDj817/+FZs2bar39SqzsLAwSGBVX4a8p6ioKKSlpQltiUSC+fPn15hL3t3dHeHh4Vi5ciXOnz8v9P/000946aWXagy2A8CyZct0DnT6+Phgzpw5iIyMxC+//CL079+/H2PHjq11kcPd3R2bN2/WqcCwubk5+vbti86dO+Ozzz4TFohKS0uxfft2hIeH6zTfxubi4lJrLYN27dph8ODB+P3337FixQoUFRUBKH/KZdu2bZg+fbrB53T8+HF8/fXXoloT3t7eWLx4MZydnQ0+XmVWVlZ1fjZDQkIAANnZ2Thw4AD27t0LlUol/PzEiRNQq9WYM2cOpFKpUedLRERETRv/T4CIiIiImo2WLVti06ZNGDduXJ2B+QpWVlb45JNPRLnLlUolrly5Uu95qFQqrFu3Tmi//PLL8PHxqff1mgJD31PlndQA0KdPnzqLvEokEkyZMkUUiM/LyxMtrFSnPjuQx48fjxYtWgjt0tJSIU94TWQymU6B+crs7Oy0CmJfuXJFK9VPc9e1a1eMGzdO1Hfu3DmD7xTeu3cvvvrqK1FgPiAgAJ9//rnRA/P6cnR0xLhx4/DVV1/Bz89P9LPo6Gjs2LGjkWZGRERETQWD80RERETUbFhbW+sclK/M2dkZvXr1EvX98ccf9Z5HZGSkkLvc3d0db7zxRr2v1VQY+p4qp3IBgB49euh0nrOzM/z9/UV9KSkpDZpLdWQymdZiQWpqqsHHAYAuXbqIFhBKSkq0ct8/C6oWu3369CkyMjIMdv2tW7diw4YNotoEwcHBWLZsWb2+F0zFzc0NK1asgIeHh6h/586dRnlvExERUfPBtDZEREREdSgrK0N8fDxSU1ORlZUFiUQCNzc3dOrUqc6AUEFBAeLi4vDo0SOo1WrY2trCw8MDHTp0MEi+YZVKhVu3biEzMxNKpRJmZmaws7ODl5cX/Pz89N7l+yxr06YNTp48KbQrF4vVx/Xr13Ho0CGhPX36dFhYWDR4fo3JGPdUdWe4PruaXVxcEB8fL7Tz8vIaNJea2NraitqGqhlQlUwmg7W1NZRKpdHHakwODg6wsbERvV5KpbLBKZrKysqwfv167Nu3T9QfEhKCWbNmadUvaIoUCgXmzp2LDz74QMhDX1JSgp9//hkzZsww+vgqlQrXr1/HkydPoFKp4OTkBFdXVwQFBRk0931KSgoePXokjCORSGBjYwMnJycEBATA3t7eYGMZS1FREe7fv4+HDx8iLy8PhYWFMDc3h1wuh4uLC9zc3ODh4cG/r0REZBAMzhMREdEzac2aNYiKihLaERERNeZNjo2NxYIFC4T2W2+9hddffx3FxcXYvXs3Dh06hPT0dK3zLCwsMGzYMIwfP14rd7lSqcTWrVtx/PhxFBYWap1ra2uLN998EyNHjqxXzuGYmBjs2rULN2/eFBUcrMze3h5DhgzBK6+80qR3lZpK1ZzlNf3ealNYWIhvv/1W2LkbFhaGTp06GWR+jcVY9+To6CjKOV+5cGddKvKWVzDW+7fq59pYxUvVajWePn0q6mtqKVgMpfKudgANDpxrNBp89dVXou9zABg6dCimTZvWrHK2e3l5oV+/fjhx4oTQd/LkSbz77ruQy+VGGTMzMxORkZE4d+6c1ucKKP87MWjQILz22muwtrbW+/pqtRoXL17E+fPncf36ddECVHX8/f0xevRo9OvXr9bXrqCgABMnTkR+fj6A8qemIiMj9a4Tcu/ePXzwwQdCOyAgAKtXr6722JSUFPz444+Ijo6uc/HM2toanTp1QlhYmM5PBREREVWn+fyfDBEREZEJKZVKfPrpp9i8eXO1gXmgPIC4d+9ezJkzR1Ts786dO/jHP/6BgwcPVhuYB8rTPaxfvx7ffPONKHdyXXJycjBv3jwsXrwY165dqzXArFQq8dNPP2HKlCl15uz+M6iasqS2wp812bp1q5CGwsHBAW+//bZB5taYjHVPHTp0ELXv3r2r87lVj23Xrp1B5lSZUqnE5cuXRX2dO3c2+DhAeXHcyp9zd3f3ZzI4r1QqhWAqUF5DoCG75ouKirBixQqtwPyYMWMwffr0ZhWYrzBq1ChRu6ioCLGxsUYZ6/Lly5g2bRqioqKqDcwD5a/Zrl278MEHHyA5OVnvMVatWoXVq1fj7NmzdQbmASAhIQGrV6/GwoULkZubW+NxVlZWGDRokNDOz8/HqVOn9J7fwYMHRe0RI0ZUe9zx48fx/vvvC8V665Kfn4/o6Gj897//1XtORERElXHnPBEREVEVxcXFWLRoERISEgCU75APCAiAo6MjCgsLcfv2bWRnZwvHJyQk4JtvvsFnn32GpKQkLFiwQAhQ2dnZwd/fH7a2tsjNzcWtW7dE//A/duwY/P398eKLL9Y5r+TkZISHh2stFigUCvj5+cHBwQGlpaVIS0vDvXv3hGBgbm4u5s+fj/Dw8DoLcj6rNBoNoqOjRX36Bnxv376NPXv2CO333nvPqDu6165dizt37iArKwuFhYWwsbGBra0t/Pz80LFjR4SEhDR4fGPe05AhQ7Bnzx5hAenIkSN4+eWX60yXc+bMGVHKIV9fX/j6+hpkThXy8/OxatUq0aJaYGAggoKCDDoOANy4cQORkZGivpdfftng4zQFx48fF7Xbtm0LhUJRr2upVCosXboU169fF/VPnDgRY8aMqfccG5ufnx9sbW1FT1LExcWhd+/eBh3n6tWrWL58uVZQ3tXVFd7e3rCyskJGRgZu374NjUaDtLQ0hIeHY+TIkXqNU/VJCYVCAS8vL9jb20Mul6OwsBCZmZm4f/++aC6xsbFYtGgRVq1aVePTFSNGjMCvv/4qjHHw4EEMGTJE57mp1WpRKjNbW1v07dtX67g//vgDX331lda9eHh4wM3NDTY2NigpKYFKpUJqairS0tL0WlQnIiKqDYPzRERERFXs378feXl5sLCwwLhx4zBy5EhYWloKPy8tLcXBgwexfv164R/oZ8+exR9//IH169cjPz8fLVq0wOTJk9GrVy/R7k61Wo1Nmzbh8OHDQt+WLVswePDgWh/XV6vVWL58uSgw7+npifHjx6NHjx5aKVsyMzOxdetWHD16FED5gsOaNWvw9ddfGy11R1N25swZZGZmCm2ZTIbu3bvrfH5JSQm+/fZb4fXu3r07+vXrZ/B5VkhNTdXa6Z+Tk4OcnBwkJSUhKioKmzZtwtChQzFu3Di9Uz0Axr8nd3d3vPXWW0JgOj09HatXr8asWbNEn6fK4uPj8d133wltqVSKKVOmNHguGo0GKpUKycnJuHLlCg4cOICcnBzh5/b29pg5c2aDxwHKd0IrlUrcu3cPp06dwpkzZ0SBvN69e2Po0KEGGaspuXLlCrZu3SrqGz16dL2upVQqRQukQPl7Ydq0ac3+dyeRSBAQEICYmBih7/79+wYdIy8vD2vWrBEFwz08PDB16lR06dJFdGxFCraDBw8iPT0dP/30k97jtWnTBv3790e3bt3g6elZ7TEFBQWIiorCDz/8IOywv3PnDn788UeMHz++2nM8PDzQpUsX4cmChIQEJCQkaBWMrklUVJRoMXzQoEHVLg5GRESIAvOhoaEYP348WrVqVe11VSoVrl69irNnz9a6+5+IiEgXDM4TERERVZGXlwczMzMsXrwYHTt21Pq5VCrFyJEjkZ+fjy1btgj9K1euRF5eHtzc3PD5559XGwSXy+WYPn060tPTceXKFQDl/9A/e/as6BH+qjZt2oSkpCSh3b17d3z66ac1BjmdnZ0xY8YMeHh4CMHRnJwcbNu2DdOnT9fp9/CsyMvLw7///W9R38CBA/VKa7Nz504hgCaXyzF16lRDTrFe1Go1du/ejZiYGMydO7fGoFhNTHFPY8aMQVlZGX744QdoNBqcP38e77//PoYNG4b27dvDwcEBxcXFSElJQXR0NE6ePAmNRgMAMDMzw4wZM7TS4+hi165diIiI0OlYPz8/fPzxx3B3d9d7HAB4//338fDhwzqPq/jemDRpUrMqJJmRkSG8JpVpNBrk5+fjwYMHiI6OxsWLF0UBzqFDh9ZrsUelUuGzzz7Do0ePhD4zMzN8/PHHCAkJqd9NNDGtW7cWBeefPHli0Otv3rxZ9HSXj48PVq5cWe1TMfb29pg2bRpatWqFiIgIvYsvT5s2TafURVZWVhg2bBiee+45fPrpp8Ji6f79+/Hqq6/WmHN/xIgRorQ/hw4d0vlvWOUi1xKJBMOGDdM6JjMzU7QIFBwcjNmzZ9d6XYVCgd69e6N37941pq4jIiLSFYPzRERERNV44403qg3MVzZq1Cjs3LlT+Md5RVDjo48+qnN3+pgxY4TgPFCegqCm4PyTJ09w7Ngxoe3m5lZrYL7qOFevXhXGOn78ON566y04ODjUee6zoKysDGvXrhWlSbGxsalxp2Z1Hjx4INpNOn78eLRo0cKg86xgZmaG9u3bo0uXLvDx8YGLiwusrKygVqvx5MkT3LhxAydOnBDldn706BHmz5+P1atX6zwvU97Tq6++ih49emDXrl2Ijo5GWloa/vOf/9R6znPPPYeJEyeiTZs2RpkTAHTq1Akvvvii1tMthmZubo6hQ4dixIgRei+gNAV1BSqratWqFcaOHatX+pHKlEql6P1tZWWFuXPn4rnnnqvX9ZqiqkFyXXK16yovL0+UXkgmk2HWrFl1pqt65ZVXcPXqVa06DHXRt6ZAy5Yt8c477+CLL74AUJ5iKiYmpsaFnB49eqBFixbCAsbJkyfx9ttv15ku6datW7h3757Q7ty5Mzw8PLSOq7ow0qdPH73uR5e/w0RERLVpfhV0iIiIiIxMLpfjL3/5S53HWVlZITAwUNTXqVMnrb7qdOzYUZRnNzExscZjDx48KCr8+uabb+oVEKicWqK4uFi0KPCs27JlCy5evCjqmzZtms675jUaDb7++mvh99+uXTu9czLrQiKRYMKECYiMjMTy5cvx2muvoUePHmjTpg3c3d3h5+eHXr164Z133sGmTZvwyiuviHZfZ2Vl4fPPP9fKmdyY91R1TKlUWmNu6QoSiQRhYWF45513jBqYB8pzwe/bt0+0g9kYiouLceLECezduxePHz826liNzd/fH+PGjcOAAQMMds2ysrJmWfi1NlUD5TUVa62Ps2fPinZzh4SEwMfHR6dz9Vm0bIiePXuKXtObN2/WeKxMJhPteC8oKMCJEyfqHKNqIdjhw4frNLfK6a6IiIhMgTvniYiIiKoICgrSuYihu7s7rl69KrSff/55nc6TyWRo2bKlkLqhtoBA5WC6mZmZ3oUDO3bsCKlUKuS9vnHjhkGDZ03VwYMHtfIn/+Uvf9Er1caePXtw584dAOW/+3/84x9GCRRKpVKMHTtWp2MtLS0xadIkODs7Y8OGDUL/7du3cebMmTrvz1T3BJQHHTdu3KgVKKtJWVkZjh49iqNHj6Jnz56YOnUqnJ2d9R532LBhohQoJSUlePr0KRITExETE4OYmBiUlpbi2rVruHbtGvr27YuZM2fWWay2OkuWLBEtnqnVamRlZeHOnTs4ceIEkpOTkZ+fj0OHDiEqKgpTp07FwIED9R6nOUhISMCaNWuwadMmTJ48GS+88ILe16hIb1KRK7ywsBBLlizBggULnpmC1sYsJhoXFydq6/Ma+Pv7w8PDA8nJyQ2eR2lpKQoKCqBWq0Wfjwo2NjZCvvbKKduqM2TIEGzfvl24zqFDh2pdUMzLy8OZM2eEtpOTE3r27Fntse7u7qK/jwcOHEBoaGi1u+yJiIiMgcF5IiIioipat26t87FVg/j6pK2wtrYW/lulUlV7TEFBgejR/BYtWmilfdCFXC5Hfn4+ABhs965SqURBQYFOx9rb29eraGl9nT59Gv/zP/8j6gsNDcXkyZN1vkZKSoqowOXLL7+s8w5UUxg1ahSuXLki2vl94MCBWoPzprynkpISLF26VJQvWiKRoE+fPhg4cCD8/PxgZ2eH4uJiPHnyBFevXsW+ffuEQrgXLlxAfHw8lixZAl9fLHKeIgAAFq9JREFUX73GVigU1S6wBQYGYvjw4UhMTMSaNWvw4MEDAOUFg1UqFRYuXKj3QkV1iwc+Pj54/vnn8dprr+HQoUPYsGEDiouLUVBQgK+++gpSqRT9+/fXa5zGEhERARcXl2p/plaroVQqcffuXZw8eRLnz58HUL7YuHr1ajx8+FDv3dgODg748MMPsWjRIiFAX1RUhKVLl2LevHk6L4A2ZRXfxRUMmRqlcv50oPzJGH0EBATUKzhfUFCACxcu4OLFi0hMTERKSkq1tQqqU1eeewcHB/Tt2xdRUVEAygvo3rp1q8an1I4dOyZ6GiEsLAxmZtWHPuzs7BAcHCyk88nJycGMGTMwYMAAhISEaD3lRkREZGgMzhMRERFVUVdu3spkMpmoXTngXpfKQcDqdhYC5elKKu+yTE1N1SvAXJ2nT5826PwKGzduFIIldfnoo49Mtlv/woUL+PLLL0W/t169euGjjz7SOfBaVlaGb775RgjwuLu744033jDKfBvi1VdfFQXnb926BZVKVW1g2tT3tG3bNlFg3tLSEnPnztUKrpqbm8Pb2xve3t4YNmwY1q1bJ+TMzsnJwZIlS/Dtt9/q9bmsi6+vL5YvX46PP/5YWKy6fPkyDh48aNAUPxKJBMOHD4e9vT1WrlwJoPx1+P7779GlSxe9ihI3RXK5HHK5HK1atUJISAh+//13rFixQniP7dy5E97e3ggNDdXruu3bt8eSJUuwcOFCYeGyqKgIy5cvfyYC9FWD0XZ2dga7duWnsBQKhd71RepTGPnQoUPYsmWLsBNeXzUtTlc2YsQI0d+bgwcP1hicr1wIViqV1ln/YMqUKfj444+Fv41FRUU4fPgwDh8+DHNzc7Rt2xYBAQHo0KEDOnToYNDvIiIiomcreR8RERGRATQkxUflPOCGYKhAemUVu1GfRZcvX8aqVatEix3dunXDJ598orWQUpsDBw7gxo0bQnv69On1SnlibIGBgaJAfElJiZAqqSpT3pNSqcSePXtEfe+//36dQVULCwvMmDEDQUFBQl9GRgZ+/vlng8/R3t4ekyZNEvX98ssvBh8HKC8y2aNHD6GtVqtx4MABo4zVmLp27aq1Uz4iIqLGxcfaBAYGYvHixaL3d1FREZYtW2b0OgHGVjWNi6urq8GuXXlXvq7p2SrTZ4EZAP73f/8X69atq3dgHoBOtTKCgoJEdSjOnDlT7Y77a9euib4Du3XrVufv193dHatXr662CHxxcTHi4uLw3//+F8uWLcNbb72FBQsW4Pz58zrNm4iIqC7cOU9ERETUhNUnqPVndfXqVSxfvhzFxcVCX3BwMObMmaN3WoJt27YJ/92jRw+4uroiLS2t1nOq1g3QaDRa5zg7O9eYXqE+ZDIZXFxc8PDhQ6GvppRHprynS5cuidJKuLm56ZzGRSaT4Y033sDChQuFvmPHjmHixIk6na+P7t27Qy6XCwtWT548QVJSkl7pqXQVGhoqKk58+fJljBs3zuDjNLYhQ4YgMjJSSGmSkZGBP/74o1673QMDA7F06VKEh4cLQefi4mKsWLECc+bMQffu3Q06d1MoKyvD7du3RX36pm1qKk6ePIl9+/aJ+nx8fNC3b1+0a9cOrq6ucHBwgIWFhdZ38MSJE5GZmanXeCNGjMB3330HoHyh5tixY3jppZdEx9S3EKy7uztWrlyJmzdvIioqCleuXBFSbFWm0WgQGxuL2NhYBAUF4eOPPzbo4goREf35MDhPRERE1IRVTXfQrVs3UdCyMc2aNQuzZs1q7GkAAK5fv46lS5eKAsIdO3bEvHnz6rU7vPJ1Ll68KAqq6io9PV0rBdF3330Hb29vva9Vm6r3V3nuNfUb+54SExNF7c6dO+v1VEmnTp1ERRpzcnLw+PFjtGrVSu8518bc3BwtW7bE/fv3hb7U1FSjBOerFpisLvD3LFAoFHBzcxPtXr59+3a9U9G0a9cOS5cuxYIFC6oN0Fd+IqE5uHPnjtaO7/bt2xvs+tbW1sIudl3SxVRVNR9+bSov+AHAhAkTdC5sXZ+5vfDCC4iIiBDmeOjQIVFwXqlUCnUPgPInEvR93wUFBQlP7mRnZyM+Ph5xcXG4du0a7t69K9otf/PmTcyfPx9r167V+4kDIiKiCkxrQ0RERNSEVc0XXJ9Cfc+6mzdvYsmSJSgsLBT6goKCEB4ebtIitI2lajoJQ+avrq+qAT59c6ubm5vD1tZW1NeQtBm1qZruqPKTF4ZU9ekCY43TFFRNp1L1CQx9tW3bFsuWLRPl+i4pKcHKlStx4cKFBl3b1H799VdR29LSEl26dDHY9Sv/zVCpVHr/7lNSUnQ6LikpSXRs586ddQ7Mq9XqeqVXs7KywuDBg4X2o0ePcO3aNaF95MgR0dNmw4YNa1CaOkdHR/Tq1Qtvv/021q5di3//+98YO3as6LOcmpqqlcKLiIhIHwzOExERETVhtra2oh23qampQgFLKt+Ru2jRIlGgJyAgAIsWLYJcLm/EmZlGdnY2njx5IupzcnJqpNn8n6q7SAsKCvS+RtXgnbFez6qpNfQtoKmrjIwMk4zTFFStlWGI2gb+/v5YtmyZaNGmpKQEn3/+uWi3dFP24MEDnDlzRtTXv39/gy4i+vv7i9rx8fF6na/r8VWD+PqkGLp586Zec6psxIgRoqdwKoq/lpWV4ciRI0K/mZkZwsLC6j1OdVxcXDBhwgR8+OGHov7m8v4jIqKmiWltiIiIiJq4559/XrRj/siRI5gwYUIjzqhpSEhIQHh4uCg9gr+/PxYtWlSvQoiV/fTTT3qfExsbiwULFghtNzc3rF+/vkHzqMupU6dEaRacnJy00qdUMOU9OTs7i9r37t3Ta9ykpCSt9Dz67r7XRWJiomhnsUQigZubm8HHAYArV66I2u7u7kYZp7FVpCCqzMXFxSDX9vPzw7JlyzB//nxhAaCkpARffPEFZs+ejT59+hhkHGNQqVRYuXKlaGe3ubk5Xn31VYOO0759exw/flxonzp1Cj179tTp3ISEBJ2fzqr6dIw+aV2OHTum87FVubu7Izg4WPg8nTt3DkqlEgkJCaL3XZ8+fYy2ANavXz+sW7dOWECsq3YHERFRbbhznoiIiKiJGz58uOjR/D179iApKakRZ9T47t+/LyoSCZQXVVyyZIko9cWzLCsrSyvgrmsQztg6duwoal+/fl2Ug7wuFbthK3h5eRnlda2aM7tt27ZGefIgMzMTR48eFfU1ldfK0Hbv3i1aMAJg0LQtbdq0wfLly0XpmyoC9GfPnjXYOIaUmpqKuXPnagW+X3/9dYPXUQgJCYGlpaXQPnv2LB48eKDTuVu2bNF5nKqfR10/3/Hx8Q1+nUaOHCn8d0lJCY4ePapVCHbYsGENGqM2EolEtHtf34LjRERElTE4T0RERNTEeXp6YuDAgUK7qKgIixYt0jtAX1RU1KAdi01FUlISFixYIEqd4eXlhaVLl2rlKW8OkpKScOnSJb3OyczMxOLFi6FUKoU+Y+zCra+2bduKdqCXlpZizZo1OuWZvnTpEvbv3y/qCwkJqfH4I0eO6F1ctaysDJs3b0Z0dLSov3LQryqVSoW9e/fWWHC3JtnZ2Vqpl+zs7NCvXz+9rtMc7N+/H7t27RL1BQUFGbwIsq+vL5YvXw57e3uhT6PR4J///CdOnz5t0LEaIjs7G9u3b8fMmTNx9+5d0c/69OmD1157zeBj2tjYiP5eaDQarF69WqsIbVW7du3C5cuXdR7Hx8dH1P7tt9/qzG+fkpKCVatWQaPR6DxOdbp37w5XV1ehvW/fPtF3qKenJzp16qTTta5evYqrV6/qNX50dLToiS1jFJAmIqI/D6a1ISIiImoG3n33Xdy5c0fYAZmeno6ZM2di9OjRGDZsWI1pIwoLCxEXF4cLFy7g9OnTyMvLw6BBg0w5dYNKS0vDggULREEgR0dHfPDBBygoKNArt7mZmZlW+pXGkJmZiSVLlsDX1xf9+/dHr169akx5olKp8Ntvv2Hnzp2iwDwAvPnmm6KAVWOSSCQYP348vvjiC6EvISEBM2fOxOTJk9G1a1fRzlMAUCqV2LNnD3bt2iUK3tnb22P06NE1jnX+/Hl8//336NGjB/r164fg4OAaF2lKSkoQExODn3/+WSu3dufOnUVBzaqKi4uxYcMG/PLLLwgNDUVISAj8/f21Cr1WyM7OxokTJ/DTTz9pBUbfeeedZrOQlJGRUWMwtbCwEDk5OUhISMDJkye10hdZWFhg6tSpRpmXj48Pli9fjvnz5wvfBxWBaABGW/woKCjQSmNSVlYGtVoNlUolpFiJj49HXFycKI1NhUGDBmH69OlanwFDGT9+PKKjo5GdnQ2g/Emj2bNnY+rUqejcubPo2NzcXGzduhUHDhwAUB7cryuQDwCurq4ICAgQPke5ubmYO3cuPvzwQ7Rr1050bHFxMX777Tds2bIFT58+haWlJSQSSb1qUQCAVCrFsGHDsHnzZgDadSP02TV/9+5dREREwNPTE/369UPPnj3h4+NTbSHZigXuiIgIUX9t3xtERER1YXCeiIiIqBlQKBQIDw9HeHi4kBqhsLAQO3bswI4dO+Dm5gYPDw9YW1ujpKQEarUaaWlpSE1NRWlpqXCd6gIOzUlsbKxWICY7OxuzZs3S+1qmyAmvj8TERCQmJiIiIgLW1tbw8vKCnZ0d5HI5CgoKkJGRgXv37olezwojRozA2LFjG2HWNevXrx/i4uKwb98+oS85ORmLFy+GnZ0d/Pz8YGdnh+LiYqSnpyMxMVErCGxhYYFPP/20zhoCGo0G58+fFwozurq6ws3NDdbW1rCwsIBarUZmZiYePnxY7c73gIAAzJ07V6f7ysrKwu7du7F7926YmZnBy8sLjo6OQs7t/Px8JCcnIy0tTSu9CwBMnDixWQXzZs+eXa/z5HI55s2bB19fXwPP6P94e3tj+fLlmDdvnhCgLy0txerVq1FaWooXXnjB4GOePn263rvznZyc8PbbbxtlXpXZ2tpi1qxZWLx4MYqLiwGUp52ZN28eXF1d4evrC0tLS2RkZCA+Pl743Lm6umLEiBGIjIzUaZxJkyZh7ty5wndSUlISZs2ahdatW8Pb2xsymQw5OTm4ffu2KBD/97//HT/88EO9g/MAMGTIEGzfvl24vwqWlpb1+nwlJSVh27Zt2LZtGywtLeHt7Q0HBwcoFApoNBrh+7ewsFB0XufOnTF48OB63wcRERGD80RERETNhKurK7788kusW7cOp06dEv0sNTVVp9Qef5Z87M1dfn4+bt68Wedxcrkc7777LsLCwkwwK/299957cHBwwI8//ijaQZybm6tVILWqli1b4sMPP9TKX6+L9PR0pKen13mcTCbDqFGj8Ne//hVWVlZ6j1NSUqJzsVsXFxdMmTIFvXr10nuc5kQqlaJ37954++23TfIkh5eXF1asWIF58+YJO8VLS0vx5ZdfoqysDP3796/1fJlMZtT5SSQSBAQEYPDgwRgwYAAsLCyMOl6FLl26YN68efjiiy9EKVhq+my4urpi8eLFuHHjhs5jdOjQAe+//z6+//570cLao0ePqs1BL5PJ8O6772Lw4MH44Ycf9LwjMXt7e4SEhCAqKkrUHxoa2uC/c4WFhbh9+3adx/Xp0wczZ85s9oveRETUuBicJyIiImpGFAoFZs+ejTFjxmDXrl2IiYkRFUWtjrOzMzp16oTevXuje/fuJpop6crb2xtjx47F9evXcffuXZ1ymnt4eGDQoEEYOnSoqDBmUyORSPD666+jT58+2LdvH06ePFnn+9Xb2xthYWEYOnSoTgHziRMnIjAwELGxsUhISNBpN66rqytCQ0MRFhZWYwqhqmxsbDB//nz8/vvvuH79OpKTk6t9iqEymUyGwMBADBw4EKGhofVaAGjKzMzMYG1tDXt7e/j4+KBdu3bo27evydNFeXp6CgH6rKwsAOUB+rVr16K0tFSrZkdlhnhNpFKp6HfRokULtG7dGm3btkXHjh3h6OjY4DHqo2vXrvj+++8RGRmJs2fPau0yB8p32Q8YMABvvvkmbGxs9ArOA+U72L28vBAZGVnjuRYWFujevTtee+01tGnTpl73Up2RI0dqBeeHDx+u1zWGDBkCJycnxMTE4MaNG8jIyKj1eDMzM3Tp0gWjRo3C888/r++UiYiItEjKqnvWkoiIiIiahdLSUiQmJiIpKQl5eXnIz8+Hubk5FAoFWrZsidatW6NFixaNPU3SkUajQUpKCh4/foysrCzk5+ejqKgIlpaWsLa2hpOTE9q2bSsqhNmclJaW4tGjR7h//z5yc3OhUqlgZmYGhUIBFxcX+Pv7w8HBod7X12g0SE5OxuPHj5GZmQmVSoXi4mJYWVkJY7Rp06ZBY1RQqVR4+PAh0tPTkZOTg4KCAkgkEsjlclhbW8PDwwM+Pj4m2ykNAJ988onwxIVUKsWePXtMNnZzMWbMGFGAfuPGjWjZsmUjzsg0VCoVrl27hidPnkCtVsPR0REtWrRAhw4daqyboK/09HTcvHkTWVlZKCkpgYODA5ydnREUFAS5XG6QMSpLSkrCtGnThLa/vz/Wrl3boGtmZmbi0aNHSE9Px9OnT0Xfvx4eHvD19a0zzVZtUlJSMGXKFKEdFhaGGTNmNGjORETUvHHnPBEREVEzJpVK4efnBz8/v8aeChmATCaDp6cnPD09G3sqRiGVSuHl5QUvLy+jXF8mkxn1+pUpFAoEBgYiMDDQ6GORYSiVSlFgXiqVNtqudlNTKBTo2bOnUcdwdXU1aVHqw4cPi9r67pqvjrOzc5MoFE5ERH8eDM4TERERERE9g9LS0kRtMzOzP3XgsWp9AHd3d5M+2UCGU1hYiGPHjglta2trhIaGNuKMqlf1M1i1oDkRERGD80RERERERM+Y0tJSTJ48WdTn5uaG9evXN9KMGt/Zs2dF7aCgoEaaCTXUkSNHkJeXJ7TDwsKaXE0HjUaj9RkkIiKqimXFiYiIiIiI6Jl28+ZN0U5rAOjfv3/jTIYaJDs7Gz/++KPQNjMzw4svvtiIMyIiIqo/7pwnIiIiIiKiZ4ZGo0FGRgZKSkqQkZGBixcv4tChQygpKRGOCQoKQqdOnRpxlqSLitcSKC9qe/fuXezYsQO5ubnCMWFhYX+Kor5ERPRskpSVlZU19iSIiIiIiIiIDCElJQVTpkyp8ee2trZYtWrVM1t4+VlS12vp5OSEdevWwcbGxoSzIiIiMhzunCciIiIiIqI/BV9fX8yePZuB+WeAra0t5s+fz8A8ERE1awzOExERERER0TNHKpXC2toaDg4OCAwMRI8ePdCzZ09IJJLGnhrVk4WFBVq1aoVu3bph9OjRcHR0bOwpERERNQjT2hARERERERERERERmZi0sSdARERERERERERERPRnw+A8EREREREREREREZGJMThPRERERERERERERGRiDM4TEREREREREREREZkYg/NERERERERERERERCbG4DwRERERERERERERkYkxOE9EREREREREREREZGIMzhMRERERERERERERmRiD80REREREREREREREJsbgPBERERERERERERGRiTE4T0RERERERERERERkYgzOExERERERERERERGZGIPzREREREREREREREQmxuA8EREREREREREREZGJMThPRERERERERERERGRiDM4TEREREREREREREZkYg/NERERERERERERERCbG4DwRERERERERERERkYn9P10lTpnSSPsWAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "clc.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our new, corrected lightcurve looks much flatter and has a much smaller CDPP. Let's try plotting the periodogram again." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 374, "width": 777 } }, "output_type": "display_data" } ], "source": [ "pg_clean = clc.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=100)\n", "ax = pg_clean.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see the oscillation modes of the target! We can even find out what effect our detrending parameters have on our target. Below we change the detrending windows from $w=2\\; ... \\; 10$ and plot the periodogram in each case. We can see different detrending parameters alter the strength of each mode." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 3/3 [00:24<00:00, 8.07s/it]\n" ] }, { "data": { "image/png": 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o8k0HIEnz58/X+9//fr322muyLEu1tbX6/Oc/r7vuukvvf//7lZd3cb3Dtm3t2bNHL730kl599VVn7lTLsnTnnXdq2rRpXj8MAIAPxT8fRvosAQAAAAAAwOh8UUiQpL/7u7/TqVOndOzYMVmWpc7OTv34xz/Wj3/8YxUUFAy57xe/+EU1NDQoHA5LGkgSWZYl27Y1b948feYznzHxEAAAPhSLxYZctyzLUCQAkNuYzod9AAAAgODyzemZhYWF2rBhgxYvXuwUBqSBIkF/f79zP9u2VVdXp/7+/iGjEGzbVnl5ub761a8qFAoZeQwAAP9hRAIAZIjsuYOpjQAAABBUvsqqlJSU6JFHHtGf/dmfqbi4eEihYKT/0kCCqKioSPfcc48eeughFRcXm3wIAACfsUmAAQCyjcFtAAAACBjfTG0Ul5eXp49//ONavXq1tm/frt27d2v//v1qaWkZcr+ioiLNnz9f73nPe3TbbbdRQAAAjCixKA0ASB/l2EEUpwEAABBUviskxBUWFur222/X7bffLkmKRqPq6OhQJBLR5MmTddlllxmOEACQC0j6AACyjs8WAAAABIxvCwnDhUIhXXHFFabDAAAAAOAhPxWEY/4JBQAAAPBUzhQSgPFg3bp1ys8f/W1XWVnpQTQAAAD+56cFjv1U1AAAAAC85KvFlgEAAAD4i5PIN5REJ3UPAAAAmOeLEQn/9E//pGXLlmnp0qUqKyszHQ7gmo0bN6q0tNR0GECgsMgyACBbYheKKTHmOAIAAEDA+KKQ8Prrr2vnzp2SpLKyMqeoUF5erssvv9xwdACA8YDpKAAAAAAAAMbGF4WEONu21dDQoM2bN2vz5s3Ky8vT3LlzncLCvHnzFAqFTIcJAAAABAZl2EHxfWGJ0W4AAAAIFt8UEuJnisanoLBtW9FoVLW1taqtrdX//M//qKioSIsXL3YKC9OnTzcZMgAAABAYMdMBAAAAADDGF4WEH//4x6qurtbu3btVVVWlc+fOXXQf27bV3d2tN998U2+++aYkqbS0VEuXLnWmQZo8ebLXoQMAAAABwdiE+ILT7AkAAAAEjS8KCZMnT9bNN9+sm2++WZJUX1+vqqoqVVVV6e2331Zvb++Q+8dHL5w9e1ZbtmzRli1bJEnvete7nNEKCxcuVH6+Lx4eAMAHWCMBAJApRmUAAAAgqHyZaZ85c6Zmzpyp1atXKxqN6sCBA85ohUOHDjn3S5wGSZKOHDmio0eP6mc/+5kmTJign/70p0biBwAAAMYL03XYxEKwbdvOdwDTsQAAAABB4stCQqJQKKRFixZp0aJF+tM//VN1dnaqurraGbHQ2NgoaaCoYNu288d9X1+fybABAD5D8gcAcpOfDt8+CgUAAADwlO8LCcMVFxdrxYoVWrFihSTp5MmT+ulPf6rt27dfNEIBAAAAQIYu/G3NtD4AAABAcOVcIUGSGhsbnamOampq1NXVZTokAIDPUWQGAGQqZlNOAQAAQDDlRCGhu7tbNTU1TvGgoaHBuS0+T2pigqiwsFBLliwxESoAAAAAl5heIyE+t5HBCAAAAAAjfFlIiMViqq2t1e7du7V7924dOnRIsdjg2T8jnVV63XXXadmyZVq2bJnmz5+vUCjkZcgAAJ9jRAIAIFPxT5IYqyUAAAAgYHxTSGhoaHAKB2+//ba6u7ud20ZK/lx99dVO4aC8vFzFxcVehgsAyBFGz1wFgPGEgixFaQAAAASWLwoJn/vc59TY2OhcH+kP9KKiIi1ZssQpHrzzne/0MkQAAAAgkEynzu2ECMjjAwAAAGb4opCQuOZBXF5enubOnatly5Zp6dKlTFcEAAAAGEDuflB8X1DQAAAAQND4opAgyVkw2bIs/d7v/Z7+/M//XLNnzzYdFgBgnGA6CgDITRy9AQAAAPN8U0iQBuex3rVrl3bt2qXp06c7UxktWbJEEyZMMBwhAAAAEEwk9NkHAAAACC5fFBJmzZqlurq6i35/6tQpnTp1Ss8//7zy8/M1f/58p7Bw7bXXGogUAAAAgJcSR5SZHl0WY3QbAAAAAsoXhYTvfve7amlp0e7du1VVVaXq6mq1tLQM+aIQDoe1Z88e7dmzRz/60Y80efJkvfvd73YKC1OmTDH4CAAAfmc6+QQAucpPx0/bJ2MCKCgAAAAgaHxRSJCkK6+8UitXrtTKlSslScePH1dVVZV2796tvXv3qr+/f8iXmLa2Nr322mt67bXXJEkzZsxwigqLFy9mGiQAgKTBafP8lAgDAOQqPksAAAAQTL4pJAx3zTXX6JprrtFHPvIRhcNh7du3zxmxcOzYMdm2PSQpVF9fr5MnT2rTpk3Kz8/XwoUL9fDDDxt8BMDF1q1bp/z80d92lZWVHkQDAAAwOlLnCdgZAAAACCjfFhISFRQUqLy8XOXl5ZIGRiNUV1frd7/7naqrq3X+/HlZluUUFsLhsGpqakyGDAAAAGCciVFJAAAAQEDlRCFhuJKSEn3gAx/QBz7wAR0+fFjPPfectm/fzvQV8L2NGzeqtLTUdBhAIPHZAACZMXUU9dPhOx4LnykAAAAImpwrJJw/f167d+/W7t27VVNTo/b2dtMhAQAAAPCA6fQ9BQQAAAAEle8LCb29vdqzZ49TPDh16pRzW/wP+ZFGIkyaNMnbQAEAAIBxKP43tqkcesyHyXv/RQQAAAC4y5eFhMOHDzsLK+/fv1/RaFTS0EKBZVnOugi2bSs/P18LFizQ0qVLtWzZMl177bWmwgcA+BBnkQLA2HD0HBQzHQAAAABgiC8KCefOnXMKB9XV1ero6HBuSxx1kLigsm3bmjlzplM4WLx4sQoLC43EDwAAAMB9xovCpvsHAAAADPFFIeEv//IvL5qeKH49zrZtlZSUqLy8XMuWLdPSpUs1ZcoUz2MFAOQm48knAMh5HEfjeyDGrgAAAEDA+KKQkChxuqKCggItXLhQy5Yt07JlyzRnzhzT4QEAAAAAAAAAECi+KSTYti3Aq0kNAAAgAElEQVTLsjR79mxnuqJFixbpsssuMx0aAGAcYEQCAIyVf46fMZ8MBeAzBQAAAEHji0LCrbfe6kxXdMUVV5gOBwAAAECcPeSH9937KGcf81MwAAAAgId8UUj48pe/bDoEAMA4x9mjAAAAAAAAY5NnOgAAAAAAucBMQdZPZWDbV9EAAAAA3qGQAAAAAAApsJ2fFBQAAAAQLL6Y2mg0vb29am9vV0dHhyzLUnFxsSZPnqzCwkLToQEAAADjGjPDXYxdAgAAgKDxbSHhwIED2rp1q/bt26eTJ0+OeJ8ZM2Zo4cKFuu222zR//nyPIwQAAADGv/jZ9+YWW/ZP2t5PsQAAAABe8l0hob6+Xt/5znd08OBBSZf+Y72+vl4nT57USy+9pHnz5umLX/yiZs2a5VWoAJBVbW1tKigo0OWXX246lHGJ5A8AZMgHh1GmFAIAAADM8NUaCdu3b9d9992ngwcPOgkfy7Kc/3HDf2fbtg4cOKD77rtPr7zyionQASBjW7du1ebNm02HAQDAEKTuB7EvAAAAEFS+GZHw1ltv6Zvf/KZisZhTJIgXEwoLC/WOd7xDEydOlCR1dXXpzJkz6u3tlSSnoNDf369vf/vbKi4u1nvf+14zDwQAAADAuBSjkgAAAICA8kUhobOzU48//rhTRLBtWxMmTNDtt9+ulStXas6cOUNGJEgDoxCOHz+ubdu26Ve/+pV6e3tlWZai0agef/xx/du//ZuKi4sNPSIAgN8kjnQDAOSOxKnpzE9Td2G9CNNhAAAAAB7zxdRGTz/9tLq6upwiwnXXXafvfve7+uxnP6t3vetdIyZ9LMvSnDlz9Fd/9Vf67ne/q+uvv975YtHd3a2nn37a64cBAAAAIMsS10Uwnb+Pf9+IGY8EAAAA8JYvCgnbtm1zigWzZ8/Wo48+qrKyspS3nzp1qh555BHNnj3bKUZs3brVrXABIOt6enpMhzDumT+LFQByG4dRAAAAILiMT2109OhRtba2ShoYZfCFL3xBhYWFabdTWFioL3zhC3rggQckSe3t7Tpy5IiuvfbarMYLZGLdunXKzx/9bVdZWelBNPCTX/7yl6ZDAABgRMbrBz6qYPgnEgAAAMBbxkck1NXVSRooIpSVlWnhwoVjbmvhwoWaNm2ac72+vj7j+AAAAACQRB+CnQEAAICAMT4iob293bk8a9asjNubNWuWGhoaLmob8IONGzeqtLTUdBhAIDG1EQBkiuNofA/wmQIAAICgMT4iob+/37k8YcKEjNtLbCOxbQAAAADIRCxGAQEAAADBZLyQMHnyZOfyuXPnMm7v/PnzI7YNAAAAILcxEAAAAAAww3ghYcqUKZIGhgfX1taqo6NjzG11dnbq4MGDF7UNAAAAIDfZSS6b4ExtZDwSAAAAwFvGCwkLFy5UKBSSZVmKxWJ66qmnxtzWU089pWg0KknKy8vLaOFmAAAAAOYNKSQwJAEAAAAwwnghoaioSIsXL5Zt27JtW88//7w2b96cdju/+tWvtGnTJlmWJcuytHjxYhUVFbkQMQBIzd39au8Nmw4DaSD5BABjw/FzEPsCAAAAQWW8kCBJn/zkJyVJlmXJtm098cQTqqioUENDw6jbNjU16fHHH1dlZaWkwT/u420CgBuerj6jp3afNh0GAACuY31hAAAAAPmmA5CkRYsW6dZbb9XLL7/sFBN27NihHTt2aN68eVqwYIHe+c53auLEibIsS11dXTp9+rT279+vAwcOSBooIMRHI9xyyy1atGiR4UcFAAAAjB+sCzB40lKMkQkAAAAIGF8UEiTpS1/6ks6dO6e3335blmVJGvhD/eDBg0MWUB4usYBg27aWLFmiL33pS16FDQDIEUxHAQDIVIxiCgAAAALKF1MbSVJ+fr6+/vWv64//+I8lDRYI4uJrKMT/x8ULCLZta/Xq1XrooYeUn++b+giALHn9WLNONHebDsMRs23ORgQABASfd8OxRwAAABA0vsq45+fn67Of/axuueUW/fznP9frr7+uSCQy4n3jxYRQKKQVK1boIx/5iObOnetluJKkcDisHTt26NVXX1VdXZ1aW1tVXFyssrIyLV++XLfddptKSkpyqm832vV7m42NjaqqqtKePXt0/PhxnT17Vr29vSoqKlJpaanmzZunP/iDP9CSJUvSihHZs6ehQ3saOvS55bNNhyJJOnjwoHp6uqWbrjEdCgAA3vBB9pzRZQAAAIAZviokxM2dO1f333+/+vr6VFtbq8OHD6utrU2dnZ2ybVuTJk1SSUmJ5s6dq+uvv14TJkwwEmd9fb0qKip09OjRIb9vaWlRS0uLDhw4oGeffVZr1qzRe9/73pzo2412/dzmkSNHVFlZqdra2hFv7+zsVGdnp44fP65f/epXWrJkie69915NnTo1pTgxfvX0+Gd0BFJD8gkAcpOfDt98lgAAACCofFlIiJswYYKWLFniy7PAz507p/Xr16u5uVnSwBRLixYt0jve8Q61tbWpqqpK/f39am1t1aOPPqqHHnpI5eXlvu7bjXb93uapU6cuKiJMnz5ds2bN0uTJk9XV1aUDBw7o3LlzkqS3335bf//3f69vfOMbmjZt2qj7FAAAIOfZQ34Emu38ZG8AAAAgWHxdSPCziooKJ5E9depUrV+/XnPmzHFub2tr02OPPabq6mpFIhF94xvf0JNPPqni4mLf9u1Gu7nS5jve8Q598IMf1K233qopU6YMuS0Wi2nLli168skn1dfXp+bmZlVUVOixxx4bso4HAH/jLFIAyIypo2hi0t43CXyfhAEAAAB4xdhiy8eOHdMzzzyjb33rW9qwYYM2bNigb33rW/rZz36mI0eOmAorJW+99Zb27t0raWBdhwcffHBIIluSSkpKtH79eues9Y6ODj3zzDO+7duNdnOhzSuvvFJr1qzRE088oY997GMXFREkKS8vTx/84Ae1du1a53cHDx7U7t27k8YJAACA8Yf6AQAAAILK80LC4cOH9cADD+jee+/VD37wA7388svatWuXdu3apZdfflk//OEPdd999+mBBx7QoUOHvA4vJS+88IJz+bbbbtM111wz4v0KCwv1qU99yrm+efNmRaNRX/btRru50OaSJUu0atUqhUKhEdtJtHz5cl1//fXO9TfffHPUbQCkr7+/33QIAIAEJM8BAAAAeFpI+O1vf6sHHnhA+/fvl23bzv+4xN/t27dPDzzwgHbu3OlliKPq6elRdXW1c33VqlWXvP+KFStUVFQkaeDM+D179viubzfazZU207VgwQLnclNTU8btBcWTB3+rfa0NpsNADjhy5Iief/55hcNh06EAAHCR+HcXiisAAAAIGs8KCfX19XrsscfU398v27ZlWZYzv3xiQSH+e8uyFA6HVVFRofr6eq/CHNX+/fudBFdhYaGuu+66S96/oKBA8+bNc67X1NT4rm832s2VNtOVuCZCLBbLuL0giNkD++lw+3nDkSAXnD8/8DrJ5qiExM8aAED67BEuedo/x28AAADAOM8KCZWVlQqHw06RwLZt5eXlaf78+Xr/+9+vFStWaP78+QqFQkOKCuFwWP/6r//qVZijOnnypHN59uzZKU2Jc+211zqXMymKuNW3G+3mSpvpOn78uHO5tLQ04/aCIHrh/ZyX4cLUNZ3HdLqvORshwcfy8gY+lkgaAQD8KOaMSOBzCgAAAMGS70UnJ06c0N69e50CgmVZ+shHPqJPfOITKi4uHnLfzs5OPf3003r22Wed3+3fv1/Hjh27aFFdExKT2VOnTk1pm6uvvnrE7f3Stxvt5kqb6Th79uyQUQ1Lly5Nu43m5uwnwv1e0IheGLmRWRlBao10qTXSJWlZxjG5rbe3V5ZlacKECaZDyTnx0QOZricDQIpEIgqFQkNG0wGZ8EPqnDozAAAAYIYnhYTXX39dkpwiwuc+9zndeeedI963uLhYf/EXf6GysjI98cQTzpffnTt3+qKQ0NHR4Vy+4oorUtrmyiuvdC53dnb6rm832s2VNtPx7//+7850RldffbVuvPHGtNtYu3ZtRjGMZNOmTVlvM5tiF9IOVsalhNzx4osvSpLuvvtuw5HknvhIIzdGJCSOdgOC4LnnntO73vWuMRW+AT+heAAAAACY58nURrW1tZIGkjfz5s1LWkRI9OEPf1gLFixwEj/xNkzr7e11Ll922WUpbZN4v8Tt/dK3G+3mSpup2rp1q1MQk6RPf/rTKigoGHN7QRLL0tRGCBbWIAEyE38PNTU1GY4E40F8vSNT7CSXTbCH/QQAAACCwpMRCYlTyqxcuTLl7VauXKn9+/df1IZJiQuA5uentvsSE859fX2+69uNdnOlzVQcOnRIlZWVzvWbb75Zt9xyy5jaevzxx3XVVVeNadtcFeM0QqTBzdECrLuAIIkXElJZTwhIGcdRPksAAAAQWJ4UErq6upzLiYvfjiZ+X9u2h7RhUuIZ7pFIJKVtwuGwczmTOdPd6tuNdnOlzdE0NDTo4YcfdooY11xzjf72b/827XbirrrqKt+vaeAWFiUEAO+Q7ARcxlsMAAAAAeN5IWHSpEkpb5e4EHNPT09WYxqrwsJC53LiGfKXkni/xO390rcb7eZKm5fS3Nysr371q2ppaZEkTZs2TV//+tc1ceLEtNpBcEQiEabkyRDJTwDwL47QgyMtOUECAAAAQeNJISExMZSXl/qyDIn39UtyKbEQ0tramtI28US0NLQ44pe+3Wg3V9pMpr29XQ8++KDOnDkjaWAkwcMPPxy4aYmyIf5F2ydvYVd959mXdex8p26ZajqS3McURwAAAAAAAP7hSSFhPJkxY4ZzOdUFDM+ePTvi9n7p2412c6XNkXR3d+trX/ua6urqJA0UMDZs2KBp06altD2C6+DZTtMh4BIoIABA7jN9LOeTBAAAAEGV+vAASBqajD5x4oSi0eio2xw5csS5PHPmTN/17Ua7udLmcL29vXrooYd0+PBhSdLll1+uDRs2aPbs2aNui5HFv+8zBQD8ws3RDgAAs2KxGNMMAgAAAC6gkJCmBQsWqKCgQNJA0vnQoUOXvH84HNbBgwed6+9+97t917cb7eZKm4n6+/v18MMPa//+/ZIGFmf+2te+prlz515yO6TGZBkh1cW5AQDAxUwP6IolBDDaiQkvvviiXnrpJddi4bQIAAAABJVnUxvFzwA9ePBgytPSJM5vL0l79+5Nazjz4sWLUw8wRUVFRSovL9dbb70lSdq6davmz5+f9P6vv/66s1B0cXFxRjG51bcb7eZKm3GRSET/+I//qJqaGklSQUGB1q9fr4ULFybdBrmhublZr7zyim655RbWuAAQGKanfwHcMtoru7+/X/39/a7HEeM9BgAAgIDxdI0E27ZVUVEx5m3XrVuX1ja/+MUvxtTXaO644w4nmb1lyxb90R/90YhT3/T29uonP/mJc/1DH/qQQqGQL/t2o91caTMajaqiosJpNxQK6Stf+YqWLl064v2RHtNTGrW3tzs/KSQAADAWptcl8FHSngICAAAAAsrTqY0sy5Jt22n9tyzL+Z/Odm664YYbtGjRIkkDZ7Jv2LBBx48fH3Kf9vZ2Pfroozpz5oykgQV7P/rRjyZtc8uWLVq9erXz38u+3Wo3F9q0bVvf+c539Jvf/EaSlJeXp/vuu0/ve9/7ksYAwH1uHMc5QxsAMsNRVGL1BQAAAASVpyMSpMwWuUx1Wy+SRffff7/Wrl2r5uZmNTU1ac2aNVq8eLHKysrU3t6uqqoq9fX1SRo8w724uNjXfbvRrt/bfPHFF7V161bn+rRp07Rv3z7t27dv1P01adIkfepTnxr1fkFH0gEAgPGBz3QAAAAguDwpJFx99dVedOOp0tJSPfLII6qoqNDRo0cVi8Wc+fUTlZSUaM2aNSovL/d932606/c229rahlw/ffq0Tp8+PWoMkjR16lQKCUAOYUQCgoTXO7KJV9Og+HuLfQIAAICg8aSQ8P3vf9+Lbjw3c+ZMVVRUaMeOHdq+fbvq6urU2tqq4uJilZWVafny5Vq1apVKSkpypm832s2VNjG+kVQDAABZw58VAAAACBjPpzYabwoKCrRy5UqtXLkyo3ZWrVqlVatWGenbi3b92uY999yje+65J2sx4WKmE/iZTKcGc0y/bgAA/uGnz4TBhZ/9ExMAAADgBU8XWwYAU/yUhIAZvAYAYGz8dPg0HYuPdgUAAADgKQoJAFzFF26MBUl/IDt4LyEVjR19enLnCXX3R0yHMiJexQAAAIB5FBIAAIFAQhVBwusd6ahr6ZEktfSEDUeShI9ezyy2DAAAgKCikABgXIuvkUBSLTfUtvTrpQbWtQAAjIyPcwAAAMAMCgkAXGVzzh7ScKTVp2fDAkCAxT/L/fCJ7pe/KyhoAAAAIGgoJABwVXwkgKlzzBmRkFtCF56vGM8XAMCH4h9PfEoBAAAgaCgkAHBVTySmfQ0disYy+8odjUZlx2JZigp+lXeh4hTJ8PUCAEhdymf5U+QFAAAAAivfdABAkKxbt075+aO/7SorKz2IxhsHmzp1rrs/4wUcT506pcIJE7IUlTfC4bA2bdqkm266SdOmTTMdTo5wL0nFqBQAQKY4pQEAAABBxYgEAK6KxbI3tVFvX18WWvFO34V4T548aTiS3EPSH0CQ/frXv9bBgwc9688yNgFh+g7WerdfRsTnEwAAAAKKEQmAhzZu3KjS0lLTYXgq5pxhnjtJCphHngZAkHV0dGjv3r2aN2+eJ/2d6mnRq637dId964i3x9et8cOh+cSx49INNxjr3w/7AAAAADCBEQkA3BXgb9yJZ9UfPnzYGaGA0bnxsmGUAwCM7GjXWUlSxPbnxD2Jx2+/RMhnCgAAAIKGQgIAV1nWwEiElBdyHIfC4bBqampUVVVlOpSc4UaCJmrbeqnBUl1HNOttA35DkjP3hUIhz/rKtwb6GrWQYOh15adXc5D/ngEAAECwUUgA4CqLGY2chF40SgLbpEh04Hk40+2X81kBwB9CFz6sI7FLf06RQmcfAAAAILgoJABw2YV5lQ198w7Honqpv0Fn+ro875szgtMX32Vu7Lp4UYtnBQAAAAAAID0UEgC4Kj4gIZOpADJJyPdEw5KkEz2tY24jUxbDMtLmZhGG+g4ADBWLxdTb22s6jNzAhwgAAAACikICgHHNulDKiElq6ev2tO94MjydpPjLTZb2NXS4FVLOcGUOapI/CBBGROU+L5/DkydPqqmpSbHYyH3yahoU3xdMkgcAAICgoZAAwBOZ5EMy2TY+FqC+t13/73iN+qORsTfmgXBMerPe3OiJ8YxEGACMrD888NkYG22xZR8402O2f4p0AAAACCoKCQBcZclf0/pE0kiS/PKXv9Thw4fH3NdYRiQM3H/MXeY8Lx56gHcvMK4EeQH7s2fPatOmTYrFspP4z7vwUR2NJNmnPjpwHuky+3eFj3YFAAAA4CkKCQBcNThFjT8KCukk9Xt6elRTU5O1PlPt25VpfXKMnWR6DQCQpOPHj+sXv/iFwuGw6VCMOHz4sMLhcNYev2UNfCWI+nREQrIplwAAAAB4h0ICAFfF1xlONTkes2P637N1isTcOdM0lgNJ+iCPSHDDkdawXmqwnP3K/gVyX1NTkySpv7/fcCRmZWuaHevCh7UdvXQhgcMn+wAAAADBRSEBgKtitq3W1laFk02XMMzRjmZVNZ9WbftZ53eZfGkfnmTJhSRyDoToip5wVO19A0msbO6Dkx0DZ+xGLpzR6sf929kX0eFzXabDAJAj4on/bPPj8TFd/XZMYS9GVhj4gyIWs3XobKfn/QIAAAAShQQALuvt7VV7e7tOnTyZ0v0jF+Z7znPp8BTz8Iv/2NdIGLx/S0uLXn311UAs7rj5QJMr7cbzbX6eGePF/U3aduic6TAwTpw4cSJrc+f7XRCOjX4QH1UYjUa1bds2RSIRwxEl90q4SdvDZ0e/Y4ZMvPL2N3Xq5cPndarN8IrTAAAACCQKCQBcFT9rMpbi2YHx+ZlDCWdbZpIoGr6liamNRot/+O0NjYMJ9T179ujcuXOBWFS0J+zOYwxdeCn5eURCf8J0IocOHVJXF6MTMDZnz57Vrl27dPToUdOhuMqtM/KDLpVpCFtbW9Xa2upBNGPn5me9c5KAaz0kF77wWRGO+vGTDAAAAOMdhQQArooXEFKtBcSTGNlKEsVHIJhIOl08rdLIO2H471taW5zLQU2WZTNFkqd4MSveuP8SMInP8ttvv6033njDWCzIbfEzxf18xvhobNvWW/Wt6nWpuOh3JkZZjNalDw+bgeSsO8XzAQAAAAMoJABwlZMgTTEhbmn8Jc7tLBQzgjB9R+Jz78bjtYf99JP4SyM+8iQcDhuMBrks/t7Jy8vdP/HaeiP63ck2/W+dv896d9uljoPO4shZOlamMhIhfs9s9puLTD7y+Odk6s8XAAAAkD25+y0TQE6Iprng4eDZdl4nR7Jv+BoJKRcSRgg5CPOdJ+6ebOaoBgci+DfxEk8OxZ9nP8cKfxsPx4rOcJ/ebK9VbzR5QS2oo7WGy/axIurT18++/ftMh+Aw+XdFXg6s+QMAAIDxi0ICAE+kveBwkstjluUCRTalEpMf43ZD2I6oyeoIzOONGz4iIZfPJoc/5HKi/VR3m3pi/WrsazMdSmCkOxrQ62N0a5sfXwvef05leyQKAAAAkA4yFQDcleZ33ZGSGRl9YbYvedUV8XBTjfuitRRGiHI8nGU8GkvSqViLzuV1qTPSn/X2Yz5OvMRf9dELC2lSSMBYxY8VuVxIyLdCktIf0TZeDB/NNhLTz2+QE9nxx25iVAAjEgAAAGASmQoAroonb1P9zjvS/L9ByVeM9DhNnH3Y3d3tWV+JLMtynv+oG2sk+Ph1FH+e2zs7h1wH0pWNNVlMC1nx48DohYQgJ7SlbE4DmNnt8Eb8XR301z0AAADMyDcdABAk69atU37+6G+7yspKD6LxxuCZlelul6X+NfrZ/tlmS2NaMjq/oEBSZOQ2PUoatLe3a8uWLbrxxhs1Y8YMT/qMs6zBQlLEjmat3fhz3tHRIcnyZQImnvPdseM15ecxIgGQpLwcLoa4za3FlmMpnurux+MoAAAAAHdRSADgqnSnkxkpb5RJ8n/4liaTH6OdIXzZZRcXEryOt7e3V9JAQcFrlqS8+IiELE7lFM+L+Tnt5ZxlGr9OAhUZyuVEbyqfG8wV7y2TCwyn63zf4BRAbsidPQEAAABkF4UEwEMbN25UaWmp6TCMSDXXM+LURjn6tT3dNRJs5/rY28pU/Ex4E2syRKJR9fT2jHhbe3u7Jk+e7HFE5kQiI49MAYIgfrijnJZctouN8U+Y2CjTScVv9bqAE07j74DGXndfOfalPqw90BrulHSVkb4BAAAQbMydAMBVqU6TEJftosHwM1tNfO1POeEyQnLC1Nm2Jvo9fOiQ+vr7BvpP+H1LS4u2bNmikydPeh6T14qKCiVJhYWFhiNBrsvlM/WdyFPIB+fy40wmnceU7ceftLVhN3g9aqoq2uxpf5fifFQb+IviaOc5/fbsPp3r6/S872T6+/v1wgsvqLPTPzEBAADAHRQSALjK+aKdQdIhWZ7kfFd/Ctt6/0V/sB6Qe3NNmxyR0NMzOBohcZ/Ep1sac5IizQW/TZpSerUkqbi42HAkyFXjYVos27Z19uxZ9fclP8aP56mNDjR1qm30jzdJ3j1+Z8SCbJ2KjjxyzLT6+nqdP3/edBiuOnHmpM6dO6emFv8UVpqbm9XX1xeIYj8AAEDQUUgA4Kp010gYyUhNnGrr0c9qzqiupTvNtoY2FolEspaI6VVYHVbfmLcf6SzHwcWqvUkWmUzOJS6smth7tmIaf+lGZJNt2wqHw6bDyJpcTrB3dnaqp6dHDQ0NpkMxYsfRZr3R7HVBKPXXy95om4txjKy5b3B/NFsjf+6/+eab2r59u1chGRGJRCVJ4cj4OVZlqq+vTwcOHDAdBgAAQCBQSADgLpcS4Z190SE/k3Y/SjvPPfecampqshLT0dB51ee1DPY97DEnO1N4+BoJI90WZPFREmPdF2nOruULPO/eq6mp0aZNm0yHkbHxMCIhPiLKcnPFXB9LZ8qcbB0r4s1ko/jvhraEvPn5vC5zgcjsuk158t9IHOf9aujYU1NTo3379qm7O70TSwAAAJA+CgkAXBVPSlgpLps50v0Sv7QPHzo/2vfW4V+2R/rqferUqZRiG6u0v/AbXGzZj+LJiUynW8qFXRiPMcjPtymNjY2mQ8AF8fd6nhXsP1NHqZO7IlcOPf0R76ffG87Eror/yeOnpyn+eWW6iMnnJgAAgPuC/Q0NgOuyMrVRwuX//d//HfidU6AYbdvhhYTB65FIRJIUCoUyjnHEvtNcI+FSUxt5xeuEQCQSGZySILHPhIed9emWSDZgBPHjQDRqIHuLIWJ2/Azn0f9MHc/JwzfOJz8Od/bH9Har5cJiy7mxP3edbDXWt33RBQMx+OhpMl1IGM/rpQAAAPgNhQQArrKH/Rz9/t59ETT95TeZkb4Le7agpsdfxA8cOKB9+/appaUlaVEo0yRBuq9Bk7xeEwODKCTkpvH8Xum9xEn3Nef6daZX6vP4zPyoLe1rM/+ZafJpNzq1keXHMQkDTP8tNZ6PBQAAAH5BIQGAuy4x/3/qTdiXvJ6q/v7+IckH3yVtfTClkdf9xacwGd5v4kiWIC627JvXZICMt7Nac/txmE9U+1382c1W7na0l4vfXk95JtfPsIf88JRznDLQdzKmXxvj7dgNAADgZxQSALhqrFMbJa6VMLwF27YTkiiXTibE+29ra9OevXvU1t42pB03DG82k378+sW4oaHBmWYqUWtrqw4dOjSmNt06y/OifZhh/qm1tVWdnZ2ZNZKEX5/vbLNtW9XV1b5aHHO87HuSasEQf3pNpdNNL8psstRkckRC/ELTQd8AACAASURBVG+jqG1+jQi/4JgHAADgHQoJAFw1+MUuu1/7nSRKis12dw0kLHt7+xLacHdEQmK74Zi043SfesIXT5uSuEZCr8KK2tGLbvNKqtM9vfXWWxctfC1Jr7zyit5+++0x9xvnSpIqS01u27ZNL730UnYaGyYoaZC+vj4dOXJENTU1pkOBD729Z4+k1BK24zF5mMpjcmvKtlzZnz6bkdBzl3r8jT0dOt7R7GEsZp8MCgkAAADeoZAAwFWpJoT37NmjN998c8TbRvpyOFp5ojPcp/2tjc6infGf+fnZWVi5zepRh9U34m0jPeJzfdL53piOnOtK2qYt6WjovE5Y5wd/l+Uvxj09PXr99dedhaZNS0xAuJ2K8HOKIb4bkk31BPeNt2RULj8O5/iUwkPI5ceZTCoFtpjhh226/zyDyevBl5yBnWANj2Gohu52/aJur146XetdTAAAAAgMCgkAfKG2tlb19fVJFhoeft0e9cz5bWcOa0fjMWdb+0LWw8obPOxlkoA6ldem+ryWS97Htm11RaSXT0cUSegqEokM6Xt4HD12eMS2suHIkSNqaGhQS8vIsac7SiMWi7mSyMvmtA3jMM84quPHj/umWATAPbEsZ/RTPV7Gi56meFFGePLgb3WwrcmDnrLnufp9xvo2VdQbj8VEAAAAv6KQAMBVg9P2pPdFb7T7x28dbcRD2I4qkpDvuFQCf0j7KX4xHe1+p3osdYVtdYQH0x7PPfecqqurR2hs4EfMxbMc8/PzJSlpkjndL+Q///nPhzwW01McXEoupRoySYy0trbqd7/7nWprx35Gan19vX7961+PeftU+SkB5KdYsmG8PR4M5daIgGSfP8M/k03P0J/KR81Yptkbrrr59EW/i+8L3mEAAAAIGgoJAFyV7lz3IxUQRlxsOT7SIEnz+dbA4e1sd1i1HZa6ItL5vtQLCdlg27Zz1uTwno4dO3ZRHAmRXXxblmLNuzAiI5tnk460VkK6EvfVwPWMm3SYXhQ0HbEsPN/xIlEmz3FNTY06OjrGvD2AzNgX/iXjTIdm7CxwI92m5dChQ2Pe1hn1OMLYhxx46J4ab9PCAQAAIDkKCQBcZTunTaZ3pro9Ylp9hPuN8sW1tXcgqdrQKzX2WjrTOTht0KWmR0pst7e3V88//7x6enpSCX1IG8MLCafbe5PGPVoc413i4093BEsq4ruys6NzXO/XaHRgse68vLF/xGeyLfyhtbXVdAieGK/v5f2hRp3Ka0t6u1tjv1Ldndmcfs6PYs7fB4YDGWakwoZfmJ7aaLweCwAAAPyETAEAV51uOJPW/dOfAunS4qmOwREM6X/RbGhoUH9/vxobGy/uP8X2+hTV0ViTjp6/eLHl4SMS7BFuy5bR1pbItL9MpjbqtcNqtroH4nCjkJBwua6uLuvtZ1Mmz0N8JEImxQCvzjAl8eOe9vZ20yGMGS+LAe1W76j3MfUeMrxEguviUzz5NXE/UlSmXgt+ntIQAAAA2UUhAYCretM8iz9utO/DkVhMv2ndp6bezkveb/i0D4nfd23bVl2X1D/KZNNjPcPbtm1Z1kDbDXbX/8/emwXJcd3nnl9WASAoQCIpQiQlWZZkSbZl0rJDlj1XY13HHYnWODTyTIT8Mg4/z6v1IEc4QiEv4bDkcJh6mBdNhO/ozo3xEh5f3xZNSRAXcAFBcMHGBtAAGo3e1+qufc/K7cxD5sk8efJk5smqzK5q8PwYYFdVnjzn5FqV339Dl+jo2fHC0C986lMAgjoGtA/272GRZTxWRJhEUFgidWb8sbuR4n4uRJxmLJKhXC4DCM79vFEGBMWkqHPIJe/URkQy0mBW939e8/IjEhIMCdPcA6LtLMIAfxRQEQkKhUKhUCgUh4cyJCgUisIghORSENLmXB8JIejbI9hwsNqrJa7reKKI6PlyYFhY7Gq4I8gAwj6QZvXwZoeiEsQx73ZrkXhh9vSpUzh9+vTYAvBgMMDc3Bxqtfh9kofIzJNXX46gNsR7jSzbvbm5idFoVOBsijsOs3x8Z3luiihFHK+NxgD/eHXy2i/3E/xudqZebllMXmeDlIFmxm4V6talUCgUCoVCoSgaZUhQKBSFESpsLPnE7acgSmmvj0ZoNpupSQf4B2tW86ZCQZrP9bjie3aBKz6djExfg4GbFmh3dzd9pBlMRVC0N+VR0Fj89FYpx9txHFy5cgXXrl2LLDtKhS+PwhwV0yPp7CjyPL+63cbAKCYaJwsyd+m8t9+WtP7n4SRQBHlNK+n7aHa3fUYnplAoFAqFQqG4bziW3kShUOTFt7/97VDamjh+8IMfHMJsiqXX6+HkyZP+e5HW4ThOxMtf9CDsCFItrKytodvtQtdTckhrtN9o/06CGsCKM0mCVZKIEzakRMcP5uHQgSJpFKhxQAZ6bhWVjqYIQgWWNTYiIf+xjoLEQs9JGUMCcHRTD82yAWGW5/ZeYVaOgOMQlEqzZ3QFEHy3TWlnvVeuk1kT55NmM1szPXzeK+ekQqFQKBQKxTRREQkKhSJ3dF3Hiy++iOXl5VgP64WFBTz77LNj9U8I8eX2dM9AUQljui6JW5QLQRFlOVG4XC674pC3nmEYxUysQCbxEi5cAvAGmFFZMBPj1u3IStGpjZTwo5hl8q4/kBWZQr/TmuGsCex5k/j9PaObPu376bTHVygUCoVCoVAUj4pIUCgOke9973s4c+bMtKdROLSQbbPZ9D/jHy+XlpYAiKMSgLCXZZZnU0II9vf3MTAtrNX7+Agph/ogjOXBj0hISfOTPaWRoI+E9g5TA4JtV0RB4KQH/VqtlikCIqlPt9B0tv3GtmYFvCLEiWmldlpYWMCZM2fwxBNPJLZL2+aiDQmHJQjNYoqt+42jJu6FosEyts+baaewmYZYL7s/Z/W0Oox9RseYtqGJZ7Zmc3jsGX28aFTwPx6haEyFQqFQKBSKo4qKSFAoFLlDxU2ZtCu8WC5V35AEUgFfiHl3dxdvvvkmLq9UsNXWMbJpfYNgXX9sJ1uxyElSGyVBDQnnqssAtInFgHHF2ddffx3z8/MAsolz+Ql5xYrKsyCyLC0t4c0334xd7kh66svU7cjjuBw1EVpx9GHv79NmdmaSQE5TpMXu47rjP581ET1vgmjKqU4jE+/V+/XGqAMAMBxlSFAoFAqFQqEoGmVIUCgUhWHbdqrG4cSI+ayAwxsLAFb0CI9AayaYlu0t5/tlXlMxVjS+oEYCxbDlIgVED/V9exQRJmi76qgfSm0UqrGQk0BwWCll4o6rLO+1GgnDoY7l5WXpDU87fk3HwH87uIu2MRxrPodVI2EWIxKOuhh31OfP0h7F30cOYzunHZGQROmQi6ofCaMKDuc+P6t7gsBNiXjYdZIIIejnH0CZYXz37wx+nSgUCoVCoVDcdyhDgkKhKAxWTI7zXuRFEBmxgl2HL5jMGwf4/p2EdWXH/a/LVxLbzbc0vHagCVN0rOv7kS2kD/2aVnLtCDFzzxPa9/nz5/HGG28UNs64OMxemnw/zKrsE7C1vYVOt4PBMKV4uCQtYrp/xzQkFM39JHYXwX53hPbQnMrYzWYTc3Nz6PV6UxnfxT0/OoaN3XbyNVFoaqNZtiR45C3wy/Y27Uu46PGT92ty9EZRVAYd6I57XxDVzyAgWLi14KeOPCxWmzou1jS0R9OJCKDHSqamiEKhUCgUCoViMpQhQaFQ5A7r9e6bEmKeuGU814VGCO8jUbQCEHimJaVfIH5buRoJsoJV2wQMh2mfsprfTkMml7pxaijw21Cv13FwcJDa7jBgv5CKGH3awlcSVADJI2IkTy9/JfjH4zgEb2800dHzF/z/faGC/29+N/d+ZajX6wCARqMxlfH51EZDUyxOFhnNYpomtra2Yr9fZoW2NsTtbvT+PREkJkqQuxU4M2qgzWtWhACVSgWtdhuVSqWQMbLy3NZtrOjp1+VQP1wDcmvo/hYZWdPZM77zxYyekwqFQqFQKBT3E8qQoFAockdYSyDmAS8akRD+GweVOiLrp8S4i1Ibpc0rqyGBcuPGDeEM4iISSlopNE5SaqN79+7hueeeg2mOJ2LOpEDMHLKi5zdrKXWC+eTsXTyDhxmY0fPPQ3ZuA9PGjd0O5nc6Bc/ocDl+/DiAYoq9y8AaEqZVbHlvbw/VWhWNZjP3vvNkp9TG3LWLhzJWJE3gDF/DebG7t4u7dxcT69rMIntDDWuN/qGN558JU/patR0Hun3/1+1QKBQKhUKhmAWUIUGhUBSGKwhRUVzcRiaXb9KjYWzmCW9A/sEyJM57f9M05UlEZ5nHWtb4oUGTWol6SPb72cSCw6qRkJXDmM9sbbEYmkpFdn8Utd8Oq0YCz/b2Nt55551Cx84b3ZqtAp+THrtxDaeTYts23n33XViWle2+WQBayd0H0zKmHAVmVbTNyyudgOB2W0N9JFgmF2x46NBromkAW6180uRlYVrm+a2ejdWeBj0mekmhUCgUCoVCkR/Hpj0BhUJx/yEWqyUjEoTe+IIVY55Yaaokx3/QT6qRcDiFPG042EEPwPuEy+k8NE3ztotE5he3nyYtahxHlu0XRqBIrr+9vS38fFZFqsNi1gw9RcEb6S5dujSlmSimzcHBAdbW1nDixIlM6xVxrZRKrp+NbR9+aqOQAT6hXVH3SFu63/fGPepgpAGnYxZO8T4d59+wM5hetN20Rh5a7nVqTuF6VSgUCoVCoXivoSISFApF7ohTG03QH8QiOhAVPYJlYs/ucGqj8Dhzc3O4e/du/DzGFA3ChYOj4/oFoj07gswobcfEkNjShoShaWM0Rc9pXdexsLAQ+mx/fx+DwWAq88kSZaLrOvb39wucjVxND5akc3EwGEws6LxXDBnjQAiZciHi+5NyuQzAjQIYIf1eVWR6Ms1LM1eUoTYJQoA75fT7zYaVcw2LjJf8/X6HoLdAnVioOXxYApnJsr4Ebo2mQx93Rk6GGZmGQqFQKBQKxX2NMiQoFIrcEXuoZ+wjpX8SvAktu337dmI/IaOEoJ7C1tZWZLykVB9pQhMNMCDBu5Rc00Fqo6QaCRf6e3hZr8JgjANJ4u8/XNnG/3N5w5/vYQvFCwsLWFpaCgmwuh6kXiCE+AWH+fllmWu320W73RYuG3eLX3nlFVy8WGwecocQWLBzST01Pz+f17QKT500a7UqZNjc3MSLL76IVsx5Nm2Oamoj1pCw4aQbag4jTdssC5M6cRXjw5pjxKAfm1dwukw6K0IIVlZW4HhFpwmAa1a4VgbBdLzv1xsDtEezlb6n1hthr2cASE8TWRQl72jMenF0hUKhUCgUivsBZUhQKBS5wwo8THIeuXWF/UUfDql2FOfBTRwC23Zg+znnw+uxY2nQfIG9VCrh6tWr2NnZ8dsVLawRQqBpmjs3JrVRGss9DW9vRcXMuHm+0bqD24N6bH+GA5hOch+yxBbBZkhK3TQuL730El5++WXh2IS4x7GCHp6vrkj3yRo8imLNqmOpXJ2ZSIBp1Ug4CnS7XQCAZar8+XnC3meP7tkxOdNOLBT7ncp9PKuS7aT7ZWdnB5euXffT7gl/k0w4xrhstoZo6vGGhGncV+duVtDSLegwpxaZIJMKTKFQKBQKhUKRD8qQoFAoCoM+1JZLpdgHPJkaCUnrxYke+wf72NnZjnhR2rbtC8Os9xot+lwqlbCxsRHy6s7VkECSH3ZZh76k8RyvZWsY5DFIak+X7RuD2LavHWi4UM3HpZDvP87znBCgI0jFUGSNhIrWQ8McjrVuUUJNF3qm/o+60F9E/8PhMDYaJQtH2chxVKj2Rnhno5neMIFCo1mmWJRe+h5wyLJpUorB+4md1hDnqxqq/ZQcQVMOptIEE5jGIVm4dQvzG7exWq6jZQkqUx8CdE84AqeTaXG7VcHd9sG0p6FQKBQKhUKRO8qQoFAocidiDEgQfGTECFFNgUDcDy/7wAc+4H7uBGkJ2L+3b9/G2bNnI2OwhoQsiKYfEXhIivUAjCimMXNOMgx4fzdGNbl5xs2NwxpDiJikMPPWEHi7roUMIkAx3q6zLHtRUciZooApIm0etm3j4sWL6Pf7uYxnTXDgX3jhhUg0ShH497eZPqNmm+cXD3B9tyNcNivnPjDbqbfyPv+C753pjJ+VokavDtxIo1FS4V7/HjBb2FMQ0g1jBNOraaLb04nSolepPUPptt7YX8f5yuq0p6FQKBQKhUKRO8qQoFAociec3z4qxqx165EiyUk4godD+rjMi058zQJqIPDnE1oWfegWCUcynv5JhAUXkiLUlDIJafd2N/xtfGuzjVqKQ+AMaXQAgKHl7m/DJkIPS2C2hMWi5lLyvo7tnLsvWuzrdrvY39/HvXv3Mq0n2o83djt45UDDuFrQNArjFolhGpH7lwyzdL3Ecbzsnu9pc9WgpUaz0b8Dy8CLO3dzzZM+jT2ZdcztQd7GDrnURrN6mk16z5PxaucdFGaF6c3HM4RPbQbi+lMKhUKhUCgUivxRhgSFQlEYfkFVBJ7WXWOE7759CfOjbqiNvw73N65fKvjzD64RQ0JM/3FjTGo0EK+YslhYnJpIFRw2TROVSgUAcLc2wHwzTlQKe1HPSuqaWIffHOenHQGRgX4Z+wU+JVN7TRv/OowRb7OI+9ttN91U3saUo8rCwgKuXr166OMehhf+sZI7hiWwGo17bt9s7mG918SBnl6oeZbJuvmjnO1nsmnlZuUexDPxtPy0ie5bmwBdLssRweFnNhonejMv6n0DO80+3nnnHRiGER6T+WadmiFBm/L4CoVCoVAoFO8hlCFBoVDkTqiILghACwkDqA9H0C0buyN5QVv0cOingOFElLiIBEaSD15RQ4emJc7jypUr0nONg11zPyZqwI3eCOYmO165XPZfl2LUjSIfrwkhaAwMNAeGcBlLrOAcMfjkJzCO66F6+/btSKHlWTHAJGETgiW7m9rX8vJyrFAtW6uEpgIzTRODwSC0rNls4tlnn0Wr1Yrtn2VWkshkPQZFnhLUSHi/Msm+42vX0LQm5RwNIdPQyqcn0KeNy93Li5uIFNsDcY2NSeelaRq6mh7qZysS9TGbgnVRqX3++409/L9vLuGn67ewsLIUWrZeaqBa6nnjT+msmNUQEYVCoVAoFIr7EGVIUCgUhcFGJNAnPN20QQhwLC6NDec57/YjaMgI7ixZIhKyPnV2OtGc3mmiT3Wk+dvSH/Sxtb2NxU5429k+/KKB3HYkjeMbEki8IaHZbMIyU4pHSo4n4t+u7+G/Xd8LfVapVPCjH/0oJMaHtpUR/AqJBIn0I9+21+thcXERCwsLhcwljrQaCYSQ1HoEPSKXp/rGjRvY2NjINkEOegx3dnbw/PPPh5ZRA4LIkMCvz76ephZkOkC1HzWIiTgMvTdraqNLly7h2rVrBc0mf9IMhmmRaSw0P3xZO9o/bWe19sCsBSA0DPF9cNJpHhg9bJVa2B1NXrg9T/zzImEDizpEy4Nd3NDXcUB0LPbroWVDTf53RdHMUIkEhUKhUCgUivuWo/20pVAoZhpRsWXHKzxMNJKpTkLsGNz7NAGehNrSiAQ5gXhzczPT3NoG0DazPtxLiuvsGpoWbEtM+7WNNezu7UmnrciD/f19AIh4qotgozGA2Sm2zB6D+fl5nDt3Dq/sa3g3NoXUZPiOlTHHaWNjAy+88ELiPiUgsB1go20KU8dIzSOHos9JKXJmNSJhvqXhJ4tyBcwBoGq0YTjFFRjNuv+3t7cLmkkxsJvHRxjI9+GlokEQYTbxvKYo5stv/2TbubS0FIp4EdUiYuGXTtvgUSooBZdBCwdb4etamIJwmueJyAhX0Hx2jQZGnoG6lHDeTVvHn/Y5qVAoFAqFQvFeQBkSFApF7vAepRqCAqqu2EPQgI7LViMq9EvlAY7PyZsWkZA2VmYRS/CZ5cngFnUgJOkP2Lz4JZvaaNzH5llJ0UO3mhASkieKnl9cYedIO+a4rK6uYjAYwCJANaWo9bikbTf17h+N4idAALQMoDq0UOnose0mmcekCA0JfpSReJ1ut4u5uTlhZFBe9C1kuqjuDLZwvZ3NwDjrDEwbL1Y07HXlIjMKJYNYXIysLN+rZTv452vbaAhSvGVB9tKbdHsXFhbw5ptvAgD6/T42GtlqS0xbso0zJEzqlR5ftodgMBjAtm3/d81hEjhmhP4cHvT+fNjjypCD4VuhUCgUCoVCIYcyJCgUitxhvZkJ4D2ARh/wOsQNid/d3Y3tAwhSVoSW07+cahCJSOD+0heOw5ggcvZsvFeuwkS2lCQAmH3lzS+h2LLoeblaq6aO4YBg0eqgayWLXVkeyJPS8ADhGhRxbSOREu8xPSCvIthJETh5sL6+jm63GzseS21gwXTkDXZsUWzRcmpEOTg4yDptaQiAajX9OgIA06EGw+zX+ixTH5q4Xa5guVN80eLYNDrMq7hzbNwIhqJoDk30Rjbu7E+23w4zaoyyWQuMc3GjN7kUZfaUq6KXYx5hJvVKj9v/juPg+eefx61btwDk/rMhFX9aCRmODqVEQaJzxiGMnwD/e1ChUCgUCoVCkT/Hpj0BheK9xLe//W0cO5Z+2f3gBz84hNkUBy8aawgeegPxx33farVw8+bNYF0Ahi0qr8yN4f11EsR2IFr8j75LE+on5V65iv+Ax2nn0uuliRO1Wg2vv/46nHJYvCRw6yA8kGIetoiDTWeAK+1d/Cp+UXpeWRmnFkJo/Zi+JppTlrZTUkQmNSiEjXfjCztx41+7dg0nTpzA17/+9dQ+XlztoNfS8FsJbcI1EryxvfH5KJ08Utaw3Lh3F0/+wqdDxcoJAWp1udRGtnc3KU2Qk7+q93CltoXf++gv5759WdnoNXCruQ/Ncu8tFbOb2L7b7eL8+fP46le/ihMnTmQaiy0qzyN9j0gxYPJUKhWcPn0ap0+fTu176BhYKdcypa2iacSOxRWqkSRrNFcehOYsfdOYsmhb0OUS7H9xLaMD1tB4iLuAN3Ac5t63TBOmRI2lacv40x5foVAoFAqF4r2AikhQKBS5ExFCWLEQ4Yc9i8tDvNkc4O2NJoZGIJTzTma+WMqNlSWH8XPPPYe1tXW6orBNHKHUShIugEQi438gIgZetvy2DS0Td9dWAQAjMxpRsFlqooVhzBxo727/h+31GieO6cTCaqkOi/CRJOH2wwm8vqPnY/KcALnjmi/0uEzeE913xmg0tndu0r5hCwAntdM0r0ZI5jRXxRlyHMdBq9XCvd0t/ODqy3j55lV/GXtfkcEv7juBovnG/hq2+u3I+T8NXq+sYXvQ9u8N+3sVzM/Px7bf3t6GYRhoNptjj7mxuRUqxg6Mf+zZiBYRb775Jl5++WWpvvasDkaw0LHkc5jZ3sVbntiQMNHqY3GsnP1xYNre53Gw07rZyn4s0jYrawH0w4Sdu2nkVwR5d28P7fZsFZ8W4czAfVShUCgUCoXifkdFJCgUh8j3vvc9nDlzZtrTOHR4eSdJgGgM3Yff+YVbONMa4Mknn0zsO+2h3xdmBQ17/R5Y4X5a+BEc3CQth6A+Ah59wH3/DytXsdnaxOdxLJKfmRCCnjaCro1g2zbm5ubwpS99CY899li4HfV4l5zTuPDGllgvYQygayba5jDskc20rxsDXDCreMT4MH59jLmwArUsRZwPyX3yqauyeVvzPWkAhrqO9pj1BJJSUWWJ5LEJsNoc4Rdi+ghHJCSnNsqDO3fu4O7duzjzK58GAOg2V1A1Q19+cdoJIgmchP182JS08J3acWysrq7i139dfNXlkVro2rvvorq7hd/5nd8RnnPGyMhsCksyB8mKwLSPaUSJTKNgbKjQfdy9J/J+2nlsgpfNZhOnTp0CEDbG7o1RIsb/voi5J4cMqZJ9bm1tod/v45d/+ZezTyjDWOyc9yp7Y4919Jj+/VOhUCgUCoXivYKKSFAoFLkTqpFAAGga52md4MXs/a3W67h7967QM5z11k8TsajYR3sJp8wJ/5XpT8TBwUGit55MsWURV3a6uNrUYDK7wLQdrKSk4DYMN1phdXWVnYU3FzlDQhqLZhvzZiu9IcKGhLgc/rxcx54vPdPE9kBDzZiswjE78sbmBrojE/94dRsDQz59SVHkpSPz+9ey5L1nO52OVPoKWaixa6sTjZ6ZlnDe67kXz8i7Ro4xaY0AZLowRFFRWTFMU1gjZhrQa5AKyWk/EEslt8W4HtqOd2Pk1yf+/4BOt4NmQxzxEEmhl2PNBOLvgykYEmQjeHKcWij9nOQ605Zu2fFfffVVvPHGG5HPJyGSSoj77syy+y9fvozbt29PNB8C97dGszV+BFAezILRM45ZnptCoVAoFLK0Wi288sorU4iQVyjkUIYEhUKRO1HRWF6k4J8DL1y4IGwXePJGxw31x3sV5iAz8H288cYb0ikz4tA0LbRzCCHoe+md2NF2ejZWehqW2mHTyPbOTsqcXXq9vtf/ZD9M1q0+Dki8u2fWB/qkIonVvoWOCWx38xO5AWCzqWNg2Nhu57cdSchGE8i0TUw9RICK7l5zWkn+a/7cuXO4ePGidPu0eVCsMfI1FSUIseJ32xDcjzKog7Zto1qtwpjA+LK+tobKfgVDfQzX6ZyhEQm0Qk3arqD7cvx6Hu5IrIhd0V1jKctI0oBY64/w+modvdHkhsGgVsnEXWUfW3rM/CwJMpEXbTM8scNOj/fgyZP+OSqiM2b0VRw2d98KRWL5kX2Htw8IIaE0YKLb6rR19GkUCgeC46BqLSsUCoXifmBxcRGtVst3DlQoZg1lSFAoFLkTikgAgauRs+KU/NNevV6H43Aeq6EH+mRkHmyL9mKLExtEXvqaINUSOz1bYEABgEuXLkvNpT+ghgTxXHhWV1dxcHAg1TdLpVLBxsZG5PPoOOy2B7DHjaYcH0e00XXdr8PBr001dl4wEs9zcgghGNrAKMGBO93QlhyJ49bSiLanVgUEHgAAIABJREFUr9fX1xO3rdFoCMcbiwkK6hZ1TVLBtKlb2BlqWG0ZkWWy47c7HQyHQ9Tr9bHmYtgWEylV3D1oNAqE+LfWG/i/Lq4K21GRduTdb/n0aTx0f43rLcXvY91ycKOl4UbdDAxqEvuF9lPruQadTg6GhKDewuErk+Oc+5OnohtrrYnGnJRJ0r9RTNPE3NwcarWgwDpdOzbFk8NEwBziLpjGeZF9vEMdLjr+1ONkFAqFQqGYnDyjbBWKIlCGBIVCkTvvvvsuAGpI8EQZ73uQeOks4r4WNV80ToYutxkRaxzBMms7EV0z2RNuXMHDz8lMotEdsrUOIn16f52UNel48/PzfsqILNy4cUOqKK/M/DV67mSeBXD27NlYT1VqoDgMQ8Jyp4aBZeBCVcP5arr3b17jl5mIhN3dXVy7dg2bm5u5jT2+N7p4n3c0faJ+k/gv72xiveOKzDTlGRstQQiRqqcRGHMkGifwX5evoGvn42m0srKCZ599VrjMMAxUq1UAwM8uLeD69evY2tqKGACoeD7fcVMtTVgzOBXikFBEAr2XG/Z4+5N+d+ThFU37sqfwAMfPf7XeF7Zjf8DnKaA6km7d0/I+p/AGvHHS9lEjG5sGMK1GwrQe6gV3zMgnad/r9zvv7a1XKBQKxf3CpOlDFYqiUYYEhUKROzQMz3EcVyTSXMHunY2mb1ygRB7KBYYE0cMh/aw9smHZUY/YOFGJbTn2QyezoukQvFXXsNxLUd0Eg1EhjxACTdPcJowXN4lfNfKh7LaYEHsPTyKOyBhE4tqwednZPcieJb7nc85et6VDEgsJIXhlbxmv7C3n0hf7Nw3Wy57+GE37Ueo4DpoGcKsdf04bhuFHemRhZNlYqw+E89sY1LBTbqPhGInbN+65ajkEd1vutqd50UsZuHIU2uM2SVZTX15eTtwmWsOl03Tzq1++fBnLy+Hzkd+eIi8LDVpEqKX6NW/AiJtH3LWQj8AdNm5IreHfuycbmV//3FJN3DBhncxo4buvDIfu7c695+u50PmMEx8j2hb+Z0W0JscYA+WIVLTOIUvrs2NkUSgUCoXi6KIiEhSzjjIkKBSKQtE09zbTNQmu73ZQ7ZtiUZ0QOKyRgWkj8pCk6QUIgKEZLx1ECyYyr7m2TcM1DGSBerOnpe+X6XWh0mU8oom/3dwWpPYok++6srcnMaP8SPshZLNWFIi3Ln/h5nAiA0a2Jd2X7GiyBoVQ2izJH6WEEFxvadgZxkcO/OQnP8Frr72Wef9cWG3gpaWqUOw1iA0Nh+NVGxd5wF5/suQxW17wW/E8pG+05E76Ml80moMaj2iAikMQyrcOuPvCcZzDEx8JZzB2CEzY4PfGVNJgeV3e2O/jn69t599/0tDjpLDJ8ZiJxqfnSnZzQ94kXw8jG1jpZ/+iEKU1i9un04rEkPlpMm3BYdrjTztKRqFQKBSKPKARCarYsmJWUYYEhUKRK5btYLmroUedlSPepeIHvbetOs6Z++hbcoU1WRkjSWCWESUJXI/5yw0N79bSQwjDNQ2yExTyTBPXabv0tjv2IHE5L4rouo5WqxUsL/ABnM/TzxIn3Catk9u8Es6NPMf0i9dKWELSzg1R3YnQ+vx+lJkggG6367+2bVvqvO50OpmNI7SQ7sgS/DDO+Zj3ej3cvn17rHVFo1uWFZ7XhN5Clzab2O55ERJcH+12C7fLFaxYvbH65qGGhCBtS/ThZH19HfPX53MZTxb23mY4Fu6Vq9i2O9gdJhsVAXf+rAGX3TbAvcdNWoC3MbTQSypqUgCi+5LwHMvRssrem0SPrM8//zxOcE8Ms+h7vtLTUNUzGAETrt2oEwJzf4J7vk0zJ79w6kSizaTjjrlMoVAoFAqFQnF/oAwJCoUiV2xCsNoH+p4hQfMs6vSB2304jz5u9oi7QkVvh9pD0DqU9oc4whz3FH5R6ME/6MQXCYZWtkdh2jrNXyCt15ZBWzCCTsJ28Uvu2MmCWbWULEgmCflpRFOLRNvEi+iBGFt0pogsR7aoYsupbXIYP20/ivp+6aWXMvUR19eVK1cS25e9vDWmIB0ZczlKb//c3ByuX78uXHb58mUsLi76fe0bTehELh2TaPjnnnvOr//CtZbqk0e3HNR0dz8MTQt9QZHgmpZsIKSkGamo0SCISommuGo0xisaLWMgE8GLsLReRY/IGZNvNSy8Vddg2tRQ53cMADh37hzOnTsXu/729naoyO6sIDr30i6HSe9WJMXjzbQdtDAKjzOD3t98Wqz1UvI5LbzPUAO+I/5OnNZWO9yvDJl5TGLo6I8sXNlqpTdkmFpEAKHjT2d4hUKhUCgUivcSypCgUChyhRbspM9zJWghx8lIzYIYASOc2iLahs1rn5TjPu251oDrZUxFrKwFRoM6B9nWc9cJvM8v1pzIMna7IoJHzDICoN+PFudsa3rkMx4DlpdaZHwhe7FNcG4/vBPZGglxEQk24bdf/FoWKdH+kEQHtjjvAIa/j0VsD+ROwKTtyyrrbm1tRfoO8r1Lekd7hAo5e81EQnOe6WrW19cT+6DX6N3BDu6aFel+Rezs7DDvAlF+XOie+e8LB/inazuJbRP7kRTzS1pwf06LXik6mJqQ8DziHKzjdu/dfgfL5Wok6owKrrRWTxyXLl3C66+/nm3SEkzqpS685sZYJ08u1bVIvY7DFG0JIV5NhOTznJ/SQEvOOUi/m0KpjWL6CtbxXsxgjYQ8D8mFtQaubbcxssLfV4n1a3Icfyxm0LilUCgUCoVCcb9xbNoTOMqYpokLFy7g9ddfx+bmJlqtFk6fPo3HH38cX/ziF/GVr3wFDz300JEau4h+Z71P27axubmJe/fuYXl5Gffu3cP6+rpfSPSpp57C3/zN32Sa33uZiJ5VKoEmAQDcXPiJz3oSz4GhB1kSeO6LHnB5Lz4WgzhYLtfwAVJiDAkyefOj003eJPFSdr4rWhWP4cOh5eIaCXzfUcZN57Fcpt65j0u1H1hAjQBnHgg+2/fsFQ4BWgZwpanh8wk1LDQtENlFYs64sOJQ/DHyolBsEz/Zuo3/+aO/hOOlcK75cQU62yH44Tub+J8+/Sg+/PBx//P1cgPHEmz4dUNu3LjliQaGmHN7bW0t2tb7m5eH6U57iA+dCk6UVA/rCSJi+M/Z5VGDVcy6hyyJWbYDHE9vNyl8+p9JyEu8bjabociApLo2LNtWCwZs2ILolrzQiYmOJRcVkpeGKbrm3H0dvn7z1LHTpt61ACSX4SiU1dVVnEEZ+8RASXO/X0TXqEOyndt908BL5j6+Zjzqf8YaflkixZYP2ZIgkya5iFoZkf0wfXNBLLM7M4VCoVAoFIr7B2VIGJOtrS0888wzWPUKIlKazSaazSYWFxfxox/9CN/85jfxhS984UiMXUS/s97nW2+9he9///sYjWTz8ivS8B+tOa+9sM98QLyQx7YRNyhpyR6rov7Zd4bnGT50TEa8ySbg0rdp3pniDArBhyY1eDCe4H6NBMG4MojW6ZvAqeOA6Wh4fa0Fh4ijMGTGW+9reJ+t4atPBG1ZobI6ct/1mJQtshEJ3GxS5xJZI4tHe7+GjtbB3qCDnz/9SOaxKKZpwrZtnDx5EoYnbq7WB/jww9So6c7JysHXW3b7xjUEBIaEyeehQcNPbx/g5x950D/X6Lyixo3s4lzaHNiop7SaKZpn84zrMpRL3jtn8xDWJi0wLZ1eyL+/iBZNJowOh0MQQvC+970vtW2tXsPi3VX8pne57e3tQXv/w+7cJPdF2Zuv5R0HLYcIEZ41Yx/7vR6Az+bXKcO9e/cwHA7xuc99zv8sKaUdC3u0JjX4hWvSZF+naHq9HkoAHjmuoe2lH9ze3hFHE2Q4jQ3H/W7aNaJRfE6M0ZFPEzY1hL8pUptIM872JUWHHga2KkqpUCgUivuIw/ytpVBkQaU2GoNarYbvfOc7vpCtaRqeeuop/O7v/i5+67d+CydOnAAAtFotfPe7343N3zxLYxfR71Hos9/vKyNCQfh2BK0U+oD3JJRJbSQqeujAvYGliogJD9ZhY4XY+y4yr5R0IDIkrcMWH2ZtGwsLC+h0O0KP4iw/Mg48cf9AB1abQ78o9iQ1EtJIkW4BAHujbmKrzGOKwkb4NqEZhM/Lcbb/Zz/7Gc6ePRv6TNOYfpku2ULXwrmNuf/zMjiBE/yz9u3WMaGGMPdvV1ADIG7cPCMShIYEP1olWHe1YyMheEZ63LGIPUfzfYCgP/oI4oXCzXZySqA4fvazn+H555+Xaru+vu4eF2bzHP8ezN9jU4y73l/bcdDtdqeWp32cYW/evInl5eXQZ8KIBNHKoZSB2QXUHXuIXXuYeb1gToe3n8tlcTgEX+cDyPid7DW2NeY3Cb1vxEQkhD+TG+bA0VF3JvutyRsbZdLO5XGPytbDlAQPpbMoFAqFQqFQHBoqImEMnnnmGTQaDQDAY489hu985zv45Cc/6S9vt9v4u7/7O1y/fh2WZeFv//Zv8fd///c4ffr0zI5dRL9HpU8AePjhh/GZz3zG//fuu+/iueeeS1xHIUbTNDx48kEQuOkgStTDVyK9DyB+Hry5cDO6HiNS0i5kckuL+g+J9imwhZ6BeEOIDNvb2/j0pz/tvqGikF8MlYSKSBuGgXv3NkGOfcBfztKTqyELAOiaQNkbzyrIgY/fnxqzXaHPvb9rejOaFsvvKx+VIL6bfDyZaTo0t6+gs+YoKta98sor+MY3vjH2WLL7REZsOnZM7qdA1noJ0bbJfca9HpeSV+idvUb9+4bgul3rxl8MeXsEndtdCvc/YX9ZvYdFm2MTgpEN6FmsKRMiMuxGppayc6gXcvVg341MbLWAn/tITjPMzqSnivg7Kv8xb9ntmPXjOzvzAFAbjT/muJRKpQzXSPaJia6euGs+VLtIcqx5yzUc/x+ZZ5aNIoxo0e/s+HvN1Ix4glcKhUKhUCgUimJQEQkZuXLlCm7dugXAFV/+7M/+LCRkA8BDDz2E73znO3jiiScAAN1uF3NzczM7dhH9HpU+f+M3fgM//OEP8Q//8A/48z//c/zhH/4hvvCFL+DUqVOx6yiSce0GzGOdpoUePGUfNNlWnU7YW90vkAig7QzQNuMLCSd5aoqFqxTv13E9xQWf3bhxI7ZPmtqopAUCyvZAQ2sU3R5CCHaG7j62CdBPMCoMbWBroKHhOR3T3vIWSl2PZ9p3fLs4SSLkCZ9hXIe448lszyRGoDTY4Z/fuZtpXU3TYBgGVlZWUtsOnPDB5g1dMjvv0UcfDb0nhPjrJe3HlyoaXlsTR1awqzmCvkTpW2r1OlO8vFhBSNS7TgwcaF3hclE6E3+OGabqOA4GgwFWu43wfA5JgOPrhrCs9YCVnoa4O2Nan5nmgfA82PM2656gwi49pfK4rvn5yZCXh77tiLzso32Hv1fH3+aObmLE1Jmg995KR8ed/fB3LyvnH2a4fVFphBzHRs/kvqPo+ZQSAZBlRtsDDZXhZNsgs7/ziJikxKW3SzrPp52BYVqGDIVCoVAoFIr3EsqQkJGf/vSn/uuvfOUr+MQnPiFsd/LkSfzRH/2R//75558XhmDPwthF9HtU+nzkkUfw2GOPCZcpxoN/3i9pybeZyMMxUxcgcT1mrINhN9IXfZWUbtpfpgWPxr1eNFdy2jzYvzwdTYc9To5/AJYd3hddyaiDxU66YGE5USEvND733nEcXL16Fboeb7QRYSfUA9C0QApzhxPPO4tee25fw7WmJhWd4s/RAVZq/VAEiKhQbxZE552s0EjH3NraEn5OX/eIhRc7m1jt1uP7khiTF177/eAaCGWI8t6wYvRGS/58YGciEj7ZdE/j7PelroZ36tFziBoe3dfe+IL9skbqqJXE17+wkPsYc7x+/TqX/ifZ2kY/NU0T29vbUmOMbODFiiaMUkoyJOgZopomhReGCSH+OcHv1/j9HDYgBIZLsWE2iVarFYoomibiyJ3oZ1po+fgC6r+8u4vnlxqRz5+7tY8Lq9HPp4GmaSDIz1hD6Zs2NgcaNjrBsbfpPYIb6oXKPezYQ+Y+KD9Ox4RvvB+XiHFTsC+KSDeV5dSaVi5nut2zVCGhUqng4OBg2tNQKBQKxRFG1UhQzCrKkJCB4XAYyrn/9NNPJ7b/7d/+bTz44IMAXM/4hYWFmRu7iH6PSp+KYghS2NAP3D+BsE9CT6axNRJkvzcJUEp4ok/6AiacEDUO1LNa1IVBbOyU29grtVMf7/l0AYQQWJIT47exlCCoyTDf1DCyw+t2Oh1sbGxgcXExcV12K/qOibvlA1Ri6h/w8zOJLVyWdSvqhnj9KpeimgoxK7U+djo69rpBCqJJf7iNK+iw6yV54RJCMPL2V2M0kOo7Lr0Ufw2ura0JDUyZ0hghagAKRylM/sOYn896H2ib4nb8/Uh0eEqiaIOEMcfZhP39feHnTooEdvnaVfz7W+djxW56bG3inv8AsJ9g4xFOXUtYVhAiQxXXQrovarQWFVxNO3dfeeUVXL16VXosEXk968l3kx7pt7GxETFIpo4vuSHTEG35mWUxGIuwve85nfE1CX4XhHvaHXbwtt7GwCv2PGlx8qzE+FxwnyU7BGSB3g6z3KtnScifNvc2d7G0Lmf8VSgUCoVCoThKKENCBu7cuQPTdFWKkydP4jOf+Uxi++PHj+OXfumX/Pc0jcksjV1Ev0elT0WBEOZhPia/jUVcT/CIqMl2kjQEs1j0QO+H5XOfi7z43P7cz7sYJT44u6Kk3CzfdRrQAFhaeBa8yBxXxNEgJjbKDVgTSntZUyIcjICNLivqAyv1IeyM0xjAFT3bRqBoxuVbdggJuXiyrQjXNgkbDhwQuW2OHIfUVaTxvaTZOWfsn+b491cXKkeCFUNFWLMde8A1LBAQdz/KTDS1f+8v05sotVHSnMZtkzYnFi0xZYfAoDLG+LHRgTGCOn11ub2Hm3Ybhp3sNT/f1LDQpgajqGEkHAHEwd2qR04xQmm324Vpht2z3YiE6KSqpT50W2AdAnNeUcOBP/9shgR6TNhIHEq9XkermVwYPW9ExvW0My3uerp69SouX76cPmiKgWwI93jlFQUxK9hEcD36qbJ45d5NC3i54e4FNgnYYRDd35MZUaTHLbB13szSKbkx0LA+OFxjk0KhUCjuL+6H31qK+xNlSMgAm1bg4x//OMrlcuo6n/rUp/zXWb3CDmPsIvo9Kn0qioQVwogwY03HBO52EzyuQ6+jwjsBidZjyJjSgl3iOA76GOEumjggo/h14jz+BMPonkhhZfDTY4X1ht1DHwbqTvx8xH2EEe0DDQAXHBLimBYs6JjAhY0W1nryD8UE8FM6JUWMxBZYHjMX993yAVbLtchc4jAMA/te+oGsP9XYef1w6R3s2kFEAxWhCHcmy7I1AHQrXdhud9podzqhz0Ne3sw6cREOIuFyTWtisSz2ng9PBLhc18DX52X3zeraGpZXloWrm7aD8ys1DE3GcAW5Y54lFz7fm8MJ6+DeyZxy9hg/7okvUmbz3TW9e0jcNtNjW2f0eaGtICHqgDfj7evFCHPLy8G5ILo6+GNfN5Mjbqhx2K9rkPF7gEZ5xP2u6HQ7ws8j8yAElVFzomibWm8UqldASbseJjlMpmPBIQ66Wvz3zFo5muKoiDQ6SYhGE0ckZPCg95qWWHuvbycUf9fTo1NU3YY4ZLZKYPsYfzzBypt9DUaCR8HUahRMYNw9yhiGgcFALiJRoVAoFAqFIi+OTXsCRwlWzJbNq/+hD31IuP6sjF1Ev0elz2nQaOSfb/jMmTO595kHvhc597BdG/UiAn7LAHomcOoYsNfR/XzISTjENSQ4tpMoVEcKJormSgg63S5sjcBwgKph44mTMdvFiwsJ/YbXS2mghf8SQlBCGdCArI7BdHckCR1ayqTYNQ0C1OsNHMtQ5oUQJhokxtuaXSZr8JHBgJ3YX98Cbrc11OsNrK+voz6sASc/MHYaH8AVldfsPj5SfjDjbKMYDnCno0E7ZeN3mc/5+VHhtFqrAb8g7ktmm0Sf9zQjsuNF7eqNOlqmmzbqIzGbTuCmxtIiUjVQ1x3sHvRx+kT458j29jY++MEPijvkEOXb54siR6IuEs+38D6r1Wp4+OGHo+18Y5E8WpKS77HYOoiIuqHInaR+GTomYDrAccZlZEBM7JRaIOShhFlGIyLy5Nix6E9PTdOCQtv8sthIpJh7e0aBl6/9MS5r/TqWhjv4Vf0hAHLnLs/czQoGejQyIi2NTVyknQxvdRZhjILzTb6Wy9hDjgnB+3AcXQQRKpN66onSYAXFu2PSLvqGq/w4d+4cPvvZz+KjH/1obJv0eATROuPvH5Fhr2cBO11xhBDfdhrcr2aEl+5W8cH3HcdvfCz8PfTyyy9jOBziG9/4Ru5j9swR/nn1XXzj47+KMydP5d6/QqFQKBSKo4syJGSg2w3yfItEBRGPPPKI/7rX683c2EX0e1T6nAbf+ta3cu/zxz/+ce59ToxI9ABgERvLvUro855h4+0GsFnW8KEHCE6yK8R35z8g9wfJxZHjhH8gELoNw8D1+eu+MNBLEMzjhHBh28SZifv0UzIRAo2QaPoEiU6lIhK0FK9/5r3pANXqAT76YDahgM7DlvC+7nS6AEooaa6XaGiYCTy/k3h3/l30+sehld3dmlVIjAjWE80pEKUtb3eJspW8WNHw6dMEvwgmTQ0jhvFjsF7zDiFY7wO/wrUxTAtdE3j/8eh4VNw1TTN0H6bQAskWH5EQ+yY8TzoVftevrq7ic5/7XHRFQR+iz9OOJUlJrUQF+7W1NczPz+NLX/pSYntZ4upUsNfi+f1VbJWa3Hp0XvKRDHUDuNbU8D88GvS9gSbamg6LfCC6gtes0WhGl+WI6JoJGY8jxzWmCLv3l98jcaJ7xwQekI3DHeOeY3gpkqyM0SY8tuDcFM2G9aKXjc5xHAfPPvssvvjFL6b2L2TKmVoeRBkaLOQlGQf3n2hIQiQtovf5XsmLUMkxt1Gn08HNmzeTDQkSht2skU4y8KPw9/pZYNxIr6LI26Cy1hhgrYGIIWE4HMasMTk1z6C51W8pQ4JCoVBMiWkb6BWKOFRqowzoepDn+8SJE1LrsO3Y9Wdl7CL6PSp9KorDFan9dzThhPtlyHkH900H275oFqwY97XpdkE9SMMjhOZA2wMoC8SPrhmvFaXWOBYYOeR8+wOuNjRcb8WrMqbt+F6mfN86wh6B0boDSFwORPdJYuoP79mcpLTjIf6RF4/DetXrI/eB+HTZ+2JKydmdOnbMSrGGSBLvu0mIGyWQNkbYMCMzy2REnvYAsDPUhHn0RbDz2O0aWOpqWG6G89PfrBl4q64lnvcXLlzAa6+9Fj9O0hy8v5oWzIf+NWwLL2y8jfowbOyVMerIepIPBoPY1EahMbn5AsDI89QejaJpXyaJSLAdB61WC8OhZKHslIiEOLoxJRVkPdhtAvz4VgXLNZGX/PgnuQEbHU0XGhL4XtN+qPIiuuh0IITg7bqGS43kAuaTEHiqT6a283eilcFezP0kWyouIEjjtLq6Gtsm9ftvqkTviUnOAmmwEQm2bWNubg61mpsaj7/W6LuOpnsz0bINNiGRFI9Fj+cbe+VHmraMPyun7mGn/SqCQ87cpVAoFAqF4gihIhIyYBiB+CIKzRdx/Hjg4ikSIqY9dhH9HpU+p8H3v/996XQdRx7vOcp9GNd8icUmDg68nPQA0BsM0deMuNUjr4GoeJDkwekW8Q0vswnwVl3DAADKbHvf5JGwYfHCuBDPa5FvFcplHurDEwwTnshXy3XhXJI+4yl5DS3iwCLR7WDf0ZTIotTIFmzESn2+aJw+I4J4kTRN9Dx//jy63S6+/vWvB/3F9FV/1AKijvWJQtx6H7jX0/CVx4nQKJUHovM9TSC3HGCpo+HzRjiEJtxX8K7s9adzLqWdkbu+TcJezkBwTPbrLQxs4JETnuibIt6xi0W7lva7vb+HareBd7YWQ8tPnUr3gCSEYEhsnEJyUeqLFy/iP3356dBnSfUNCEjESDFOAdwk3txoocPWtpBcT5SKBUg4V7hr0M+sJBhQdN979UDD5z86wn53hE+fyc8rdVVrolmyQMjjqW3T9g1/LEV7gm7/UFhbV/T9MT0hkL8P7hh1WI6NyE929jtQ0hPbTx/FrNtqjheBkkVg7pkj/MvaPP73T/46Th9/YKzxIuML5uG+lJ8X/e2gQfN/J5peZEnEkOCkn2dFInNOxtZwGms8lyzGy6nVSPAoYnj2u0Am2q2oeShcXluuoa1b+N+eemLaU1EoFIrCUREJillFGRIywHq4U6+uNEwz8Bx+4IHxH56KGruIfo9Kn9Pggx/84MzWNMiTuIh/TXO9/li6Xu50AoKhDZx0k8ykjsH2b9k2TNPE2bNnI8tpUWYK+6Ab5wGb9J2dpcArIPZylsFyHG+ldP/WJO/SNN5yqviACXyNmyAb+UGYz3iWylV8DY9j6d49PM7ULyFg07GwQk/4NWFXAPwdlqWQbb1ej3wW98Nr6AQWnPCQYgGGEIKWSb3BwyYT3mPTESwL9xm7CWISBAtCCNoWYBHgoB/OGR4SnJhB47oree0tAgiyGwEA3mmUoNsEX30inx+0HVPHi0YFP0/cFHSGHdzXNQAf//jHI+vw+7Sq93DBrOLzXD76c+fO4SMf+Ujos4E+9PqOvyI1gYd3qeQecdF1n/VeALCpjcZbL86QkAZfkDNrL3l7qYuMg1SojYiRsWPT6y+9+cTRBhICYjBv9+9Bd4SLb1/Cpx5/KDVNVxppxlTZ4yM6ZzuRlGXxYvRHtVN44H19bA60TOfQ/rALhxD888IyPvvQE/iPv/BohrWDWWla+q+DLEea3itLCH5b+lFT3E7lhfxJI0+KgD+8k162DiGw7AzFkaZEEOmWv+Dyn5feweMnT+OXhsdw+/ZtqXoE90NEAmUUAnAUAAAgAElEQVTWRKylanI6U4VCoVAoFMWjUhtl4OTJoPoq6yGfBNuOXX9Wxi6i36PSp6IYDNvCIipoEC4KhFBxOvwx+yjes0LNhRC4Dza02DIA2I4d8u7l2/OP+1Qf4MeQEf15oTa5aKv85/wcLTpJTbQ03Nf+/r6wf0vGg5H+x22Hw0R9sPJY3ENlr9fF5uZmZA786zgOdGYbI17xkyVMiD0OJNwm7XmZxPRFz4dU8SBhADZrfPx8A+HUTRPmfp4kMsp4iNL9S5uKBFMjY8VvQi949jPmbcty04N0Nfeitx0uqkJi3n3Tvcf3Sdi43O/3ce/evdBnDicK+lFMQm90RmDkDAnheU0isGRbt+SnNsp2LdBRdnd3MRqNxjZs5g3dHmowTKo1knb9ktAdKvu2iSMSJufZhQpeuFfD8vLyxH2Jou5YstRIyAq7ezRoeJBG8WUQGI+X3JU2WwPc2c+3ZtUkQqfl3XfctGvh84e/r0aG0SYrck2RdQSIGAkEQ+cp+m70a3ijfQuGI29ImF5EQrHj7us9bG9vuyNJRlgedWbRUKZQKBQKhWI2UIaEDLz//e/3X9MCk2k0mZDx06dPz9zYRfR7VPpUFIcBO3jA9lwICZXnuIewnhXWjUeeASgtNQrtGnBFFlaI0rT0RyAHxB+YcyRNfAh0iBNqwOd8DzHO06Q3J8shcOB40RrJnYoebLftAX7aWodumbEPvq7YG99HIFwHPvtJnvZxIgK7TpyQFSmYCmB9fR137971PxvaJjqGXL0TGcGsDwu3yxUYsAES9tjPElHARm/QsUVNuz1BTiVB38Hr+CKzJOYCCUV5cPjVSrwGlgMMrOCDkETOn9cTaApRwRfQSDjnfygaADGphCKu5+57GWmUj4RKqpGga9FrRlzYVGJgaeQ6ixOU47zlCYArDQ22d47S/bwruIyKkdPF+EXlhfczuVn4fUx4IAz/O0d4EQrntL6+jrm5OeGMJhFz19bX/Bz9LGkRWrIj0usqKboiqa/yGHUZ8qAy6qMPEzZ3tU8eaeK9YO/9MQYpgR0hF+bn53PqSWD8mOAa3jdc54yRZaa0nB2yRDJmhaZVlYmKLsqL37SnXYVCoVAoFAqFQhkSMvFzP/dz/ms2x3sS1WpVuP6sjF1Ev0elT0WRkHjRlXt/t6uFRER6fEWiJmI+I4gaEtjxQgIxgBFxsFje94smAsCG04fheUcnPXwPTXE++ng7gihxTjx0qpbtGSwk1ApR303iPvyPHCsioorWjfQhikhI2QjCCuiBnSa03pUrV/w0K9GH7fD7a9eu4datW/76B3Yf/7KWn+jS9KJmBpopJbhEjB3+/iG4sFb3oyriRAQZz2R2TV7s873iubZJGVdi604QB2+1bLxRCyogJ+mxmub+XDhvVLFtpxcIFtk5eiMbI1qfgaa98tsQVPWMIgmz/9Pgc8g7CetulqI54/MXhuKFajalCn2V5vmcJAw3DKBvhQ2sFZEhYQputKH7fOLdNB7eGKU7Jv7z3bdDkSpJhsW3334703hAcC2HavVYFjY3N9HqxBsMkyCEoNlsot6IpmqzRF7hzCHPGpFAI23EE+HWYdOjJTVM4PLly2i329LtebZGrqhtCgwJhBCMiI2uk13wFhky+WX+WHyNhEOuRitXI2G8vh2HYK0evq/TfZJFnJ9+jYQCjZ80vZxEqqdxZtFsNlOjU35yez9xuUKhUCjuL2YtvZxCQVGGhAywYvTGxobUj8mVlRX/9cc+9rGZG7uIfo9Kn4pioGJVvEA9+Rh+8TvufUzryCcjT1Tsaa6Q7IBgxe6iUup6/YUFApu4RV27JvDP8xW09HBOevEoHkKtIX0nWA5hhOJkwSKpNw0afvLTs8IlIcEywQObPZaiucQbUcTLw/na2TlE+9k1R1jty0Uhhcb3OtvoA3XTxu1yBQOE06IlCed8/QM6v7hVCAFqo2Bd0bYMSLZc0/y+lv4tybSLE4Gu1XfwrlODDSdRhPSFIULggGAEG2u2OEex4QAm05VI+Kp0R7S7UJs9Jq8ZQXJEAv1bovUGJAQ9O1IpPHlnJnm5i84NWfxjyqy63eejjuLHHBfL8SIS2AxiOQmhExV0JcFc4r4z4upCxI3asUYgAHbtYWSZaJv5+hFAVFiOzMn7DcJuO42mY50YspC0G23B1oajeOSOARuR0DWBbkbtvTymH36tXsfK6srYHvLRyLwwl8wG3rJcA0yWEeyECA3+HhCtkZCdwxYEZIeb323jpaUqGgOmhpC3spUhHda0DAmHsV+D+jbBWJZl4eLFi9D1sGV2nPm8+uqrqdEp1Z5caleFQqFQKBSKIlGGhAx89rOfxfHjbilKXdcjOZh5TNMMpeWYpNheUWMX0e9R6VNRDEEObv4hPPjHk+WRiwBejQTHz7NNSNhLjBWlZIimAwhz2+7gglnF0HbHrg8YT1fZB0am2VALqzfuQ6e35/x0TQ4I9aLO+Ew6zjN1xJDAfEb1lK4FzC330RuJQ/tJRpko6WGbLvnXVguX6tFUH7J93+1qMODOlxqOKH07a95/F9NL3RUyIrEe5THbNYScIYGuzXsNs+O5aWro5wl9MctYrawx8qJCQND3hFRZuSjuh8NrBxouVIMInH2rjRFTqWN/fx+24xZGpxOjAqnBCP0i7+DhcIirV6+GP2SMEW+tN6TmzqZDAyYToGi9gna7HRGS0mBH7TDppdxl8XMat15I1IwyGx5OImNp2j3Vpt7TXGorulrZi56h5xb1Ws8TkTEp2AaChYUFrK7J5b6P9C06NsIvzqixNw3WkLA1cP/FDbWpH+ByZylkyCkxV+c4GaW6nS4Mx8p8PCzbcb9/+bl6/YTvrfJ90/sAuxfo2pEoIO6t+zvj8K4j/rqYtHYQC40UMyMGVy86UpYJdke1N8J2K2r8mxXo9c0auSsHB3h+exG3l8PPJGuN9Ki9o8JsfFMoFAqFQqGYJZQhIQMPPvggfu3Xfs1///LLLye2f/PNNzEcuj+KT58+jaeeemrmxi6i36PSp6IYaKIiEvoMoGYEWQFB5gHdL0DKewryqY1C/bLe0HFjh2lzKRMOeoEgnVZsWSSKbpWSPOxpOgHmXZLnsMTuFDYh6cI/H21Bvc2pVzlLHyP0YQi9ipOOOS9RJEWZjG+kEKeXqnqbYTmIqPFJ498rV7FTanFiIgnNXXaulmOjroc9/MvHXKOpVhJ7RRPijrFHoqILISS0T4lAbCLca4ca4eg5F5tvP+Fc9xZZxM05PxqNsGlVsVkO0gTt7O5gdXUVNxdu+u13vU3gR+T3/97eXuzYADC/E72mEvPAp5xfcYIlpT4KfxZX7D2O3d3dTO3j5kGRjS4ojelRLsJyCDb6ExpjmD0d3EuTr8Vr22387G4Fuk249YJ+tlpDVHUEhq2EFDYiIobwmG0U3WdACJaWliL1nBZbB/jHFc4Y5jEcDhO/S9KMK6yoX6vVMDc3J8zlTg3uSamN6Dat6wcYOgae/ffn/GUagP9w/FG33RgSIyEEb3cW8U51M9N6yy0vVR9ni530e4KK8ZqmwXEczJstDCE2lEd+Z7jFnzIxWfRO+rr8/V72GJUE3vbB9356TYCs4wHRWgM/ulnB2TtyqUsj45Lw3yIQRSRURz1UyQjLevhaX28GhoS9jj5xHZdpMKvFlldWVrCU4kymUCgU9wsqtZFiVlGGhIx87Wtf81+fO3cOGxsbwna6ruOf/umf/Pe/93u/h3K5PJNjF9HvUelTkT+aJhCoWWFf2pAQsNDmU7yQkIHAccIGirRCkoEgEBbKRWNH18/4hc7lgqc4IGFhgptyIBwlP84RwZzS8qnT9RLfM168/CEzLF6sADbKTayXorm9AfmojWCLw9vki9Q20DfkRI3Q+UA/0zhxkB0D8elsRB93meiGNNE5idcqK/jvGzdDfX3qU5/CsWPHUNLCX9F8up+qZ0hIPl+j83LTj7l7pa0NMYAr0jmi9XxjUlRgiuMnP/kJfvaz531jFUu366YPMxwHi20NQ3o4Nf6Yh9ejhS5D28aIw4uLi4lz4udh+9vlYlkWLFvu3LrbGuBH7RbW+oEhJ8986aL9m+qlD4LzRhU6xLlqXAMqCbRuAGttrq0gKimJpbqOu10N+73Ji7EmRZHxx265W8Wb7Tt+ijr+XKn1Taw1BlgbaH4UWVbGeW7zPZZjVr54sIZBTOHa8+fPJ/adakhg7g3r6+sAIIySkSu2nDCWBjyoub+nxtmv9F660WuF0uikkfSwMslDNpu2Z2CbOCA6GnD3WyQtHPd20iu+pvczRRXwdV7EgSvj7Qt6OrDfdY7jwBiNYGUQwWVbtlotPPfcc8LC4pNwGDUS2Gut7KXB5FOPlZkT9se39rE1w5EWR412p41eb7w6NIrDx3GczBGbCoVCoZh9lCEhI7/5m7+JJ598EoArPPzVX/2V/9BG6XQ6+O53v+t7UL7//e/HH/zBH8T2ee7cOfz+7/++/+8wxy6q36PSpyJ//IgE77kqKKbqvRc+5wm8Ckn8cpqDPi6NEi+SsO8MBxiEHbCF/YvW17ToMio+Z318XSzv4165KhzP79ezlqT1ze/TTXSEQnwEwh6XqIhICMFVs4Ed9PzPLdNKns+Yz/EnSukiQG1o4+q2XMFOoSEhaXIC0Zvvx40EiC7jBf4sqVRaRtQYQKDh2LFjscYeIhhT1I6fPwu9RA5KPdyBl1tcJExNoMskrdrVbelUSgCExuBQfvpRNEqGhTeumaYrYtLzfmFhAbYVuDtHNETmgzuDBnraCNd6QS78SQ0JoXNPsONsh6CdoLtW9BHebTtoluIFK/5cuNdMNgDUSv3Ea8ai9/iMJwkfMUY/e7m24vUXbs+/75juNppczRH/XiYYU86bm/1GSP5OEBFXy8FfntCHrusgAAYwILoy0ozDsgVxaURClvO1CGn2ylYL/3Y9OcoojGwkSTZC9xDbwu22BmpfS7oHANRpYrzxTMfG3MbNTJEZkd8egtEjdR0kJzgaGVjn6o9Vq1VU9vehm/IGH9n90eu5vymazWhh+3Gg12vctb+43x3byNAYGOjoptCQQCM5+HH5Oil9I1t9JJ4Do4WGOR3xfFbS4CmOJjdv3sTZs2dzMfL1er3Ic79Ccb+jIhIUs0rUxU+Ryp/8yZ/gW9/6FhqNBg4ODvDNb34TTz31FB5//HF0Oh3Mz8/7oka5XMaf/umf4vTp0zM9dhH9HpU+//Iv/xKNRji/Nvtws7y8jD/+4z+OrPcXf/EXePTRRxP7fi/ih3/7770Xnmi9u7uTyzgOIYwXXSDc2gTYDtJnRx6CqiPgxlADOF2SbbWLAWzyfpRp2QIvV5ND4pMBEU/05/tMkj/EUqrn4ea4EQtp8okob/QItt9PUvoidlnkh4r3vk4M7MLER+BeR+1OG91uF0NBLmW3z+jrpN9AtLC1lx1I3NEYtIYWzvjvxKmNSGhp/DzTphL0w6Y+kBO+gnzuVGhw63/so4NPOQ+Hx/HP6XjxNiI2xUzecYi/rG0CH4V4O8f5AcumH+EPK/u5+zfYe1mH4ue2XWqhp43wVTwmaBt+3+cK7K6ubwrFWFEtBVpwttIKhJ08IxJY6KgrHQs7Qw26IF0NANR0wq0h7oc1qsVcwtIwt/axERmMTS4yJBKdUgrfvPnjJkqTxffB1lASTyz8Nk7IDxsa6bmS3HXskARYLzdwLOLjEy7evrDXwZvrTW7d6DyS5puY2ihhjpOmxqKpd3ojG85xgrm5OXz+85/HJz7xicT1ghrlKcZeQZt/u76LL37iEXz0oQcj6zpMjYSRHfyG4PulfXOzSpxzEvT+3RzJe6oXmR5na3sLjUYd7U4bH/vgKQBurTEAMEz5iCPZ7wsaYcYaLopirTHA66sNlEoafvFD2Z/FFiruff63H/4ggOj5xr8CAIMzvsjsFU3TYvff4mAbAPA7Dx9emtaCvtIU7zHo87Rpmjhx4sREfb322mswDCP1+0KhUCgUxaMMCWNw5swZ/PVf/zWeeeYZrK6uwnEc3LhxI9LuoYcewje/+c1Qbv9ZHbuIfo9Kn1tbWzg4iM/Lqus61tbWIp+L8g8rAqKirfufLVm4L0mE1r3UOlS4ZQ0J9RFwqw+0Ay098kDEd8nPqGkAb9Y0/McPBSJD7DyJmx7mYTwQuw0y8GM4MQqsqE8jkvGA+CaIJHGcFe8joklCaqPhcIjVFOc4VkqXyy+er9fFSytNfPpjTwDMPJK9esOppvhIhKCVYE0SjQIQmoAEK5eYc5hSt3RU0cW2GeOtyfUzGAzgOA5KpVJkHy7Vdfyfry7if3nq50Kf36uF6zLETC/4jNnGxHYAtgYafu59ycK20INaUgy91qngZO9DQRvvAu9o8uHzvAHt1QMNugP/ZDn/+ut46slfwb8ttvBhziG3JFBYkoRZqfkkbHutVkPPS6MUpyWWfaE1bYxg7mn3xXSiRpashOt50F6TjWFlzlgdyQvPpzBjDQneNt+6dStxXmleuGy+dMt28F8ubflppeLWJAQwbBtra2v4xCc+ETE+0TEt8BFO4XvQ/C6txxFTyyQmUgqQjEjgNiD2O4T7/Mc//jE++clPCmtS0W2jfzUAjuPOZXt7O1UYEl1z7hzSz73GwMQ7Gy1843NRQwIbRRKptcFHpUTmlDp0hEm+82SaRo0fcv2XPOOczfyupb+vDEte7JeNMqMRZnkbEkT7k6Zmsia0nIoiEuKuI02bbKz7lf1hFw+feBAPlLPJDxcuXMCpU6fw+c9/vqCZKYomj9/3hiEfHaVQZGFxcREPP/wwnnjiiWlPJYKKSFDMKsqQMCYf+9jH8Mwzz+DChQs4f/48Njc30Wq1cPr0aTz++OP44he/iKeffhoPPfTQkRm7iH6PSp+KfNEQznfNZvmX/TqMkyH7FvBvt+toG44vKPGeerLjJeV9H4aeb1nvfs7zzLGwU2pDR1SkcNX0dLUhXN/B/esQvpJDPPzDO22vaVqyeB4jltM++GLLlMFwGBJgREK7K66L15dBps4Dj6xXrnhdt4jff/roR3D8+PFQP7Sn2x0v7UU5PIbDeQzzY9uOgytb7aAegCSiIrLB62AP9fs9LCws4HOf+5ygDwd37tyB1m/itz/9uP95j69aivGOk4jVPnAw0mCe8oRVoUEsfrS0VDlL/QY6O3fxpdMflp5TZDzvLTVo2LYTulb7/T5ev3IdeOBxdLnjJjq38oxI4FPkvP76677oGrdvypLj01YHpS5+nqR7GsucE5OdN56wzM4/pUN+U32jVMy+sZ1oRIJwJgn3j3gxncDwjON7HdeQRc81E7Z3H3NvGCu1Ppb26vhwqYIHHngAH/nIR6TGAGLuh4R49WTC+fNFgqffT0r6JXb+/jqRiA9xhJdpmlhaWhIaEoK+XVjDgMy1kxT9Emf0Dc1N4MCwsrKC1bVV/z3/OyKS7i+S2mjyaz5L2hi+pWhb2TmXy2Xp3m1R7QzvtWztmNhJJTbP51sn7rdKEQgLfPNRUyfc3xDlDAbm94JY9O+bt/DEg+/H//rzT2Zar1qtolqtKkOCQqEohNu3bwMAvvGNb0x5JgHvhe8ExdFGGRIm4Pjx4/jyl7+ML3/5yxP18/TTT+Ppp5+eytiH0e+s9/nDH/4whxkpWKi4AbAPduN9IfJrUe973uc79CCZc0w2K2IQTmygxRp5L1J/LmOOZdOQBK4IqfB3hcALMbRvBKtQ57yKrqFnpTwcc4viCp3HQkhCWEdw3HLNxZvxB5g+0rGzt4elpSU8+eSTkfQFQ5iAeTy0TuD5GxWc2OFtAoxsB00juQh48EYDBEYgx3FgwUGJM9QRIJSejZ1OYGwYJEb5xH0ePi+I8GRqaH3Y5CTYfGE9y81ny6dCSUrfED9uchuZy93x7xsxy4kDcF6kNHqKv89k/XHf7/dx6tSpxDbbRh2d/gjAx7GwsIDIBSMohspCC3MnXUOsUaynGVizqrFtZRj3LsuKlX4NHd7tnoHd37quwzDEBir/LQnPLGsNh1Bf/hxi2hGCUikwNLPQGjiAa8DbqrXg2DZerB7DFzgvb8dxcFCNLzzLbgO7db4hgTkx2GiJSD+Og/oIONmLF4fpWrRvtheNGV+0X1Mjc9j7qkNgEgdv9Sr4ldEAjzzwvuR1I/OMXov8fCmi6+b69et+QjkQkeEg3L7T6YBn3G+scdJgZSnMfPLkSZhGhpRENMWTxhw/70Cn1f5gkb3Wck8F59sSixNeTAd4saLhU20dZ2jeRBoJFrlhINQgy9YSQkL7R9d1EMeBNmHU26xA60Ip3lsoUVShUCjuL+6PXyUKhWLGECmSEOqQcTn84wU/oNNx8+r4npesuUKwYvQhLuy9RrgB+RzVYSEx3DjuwZnObdzHZbfWssjLLjqeKDkAm/YpjZ4Vbkc8D3tCCCpDzS9O7Y9ni4ucAuH9HzUmhUny+hWfE8nbErd+MI8YodL7HxWmlpeXfc9dkziY1ypYK9cxgCHsg3DyVVy9icTgEOZvXEooAmCpfID1UiM2RUb0c3c72PRfIkacKYy2ZMUrXqS7U65gtVRDpdTFNqKpknhsOLC9HqJ57bXQ+Z6XsSEOvgh8lv5F97A4BoMBXnjhhdQCgW17gAMzvpA4vSOlpYaLv9bcv+z9yBZsSRZ8QdkTIU0HmaNu2BE7XkFS0RVGOXv2LG566Qz9Aqu+EVl8x2HPfW3sO3IYVujrjazQsKJ77nA4RK16gFa7BQLip1thuXjxongwEmPoZV+neEnT+5njOLja1PDmrqyYRyIm8i984Tck143Ow3Js1/iiudd737FRtXUstuPTS6b1nVQkO70D94+mhY0xor5arVbo/ST1IojgVeo6KfMDxNe5DLZ/DYUGAABYgu+hSbGJg0WrAyuDcSQJErkH5IthGFja3AUAbLWiKfSihbDz2S7AvefxxZsPA9txsLOzAzPnNK5KUFYoFIp0iqq9plDkhTIkKBSK3OFFQfo3y+NDIGSGP7cJ0GjUQUCCXNlsnmNEPZTD3vnjP8SIUhvRd8L0u5JDiR6sbMdxPdOgpYjAJNZL2e3HjvemZSYYNQ4Q9Ho9NAzA4tbvmOkiFLuKtEcwcQtoa+D3SfZjdmC2YTnxBg/B4CDEDaG/ceMGVlZWAABDx/L3n63xucs9IRNUpAw+FxscEkdn3pVC/QbjuX91zcT29nZoWewPTsbAQEJey+FmzdIgsHdw0RjxcwZ0zRUZxIXDwyyXq1gq7wOYrHBoU7cxsuxMHrp0ND5FSqJxiX2fNcJF1/Hqq69i4BV1rtUCb/NxhBT/fhjXQPp5g4kGkDHWZLj2LjU0XKhJRpxEXgDbHXH+4/RiyiljEaCh99HUBskNE4gTBi3bwdzNitcmXsW1bRuEiZQQee7Hb4b4Hq8xY6VdCZG6CRlOQf54fvxjH8Px48fH+i6t1muoeaKo4wQ9pJ2Lss/TAjlcoj39zgkvE9ZxGQNhQW460wxDpEVMuP2G38nea/zjEPotRY2+cckTo8jus81BG5vOAGvDeOPpWBSkUfd6vVChen+4mPE0biIj28J6tyFuzCE6ZvpoJLVunjSaTewf7GNzczPXfsdJW6nIhq7L14tSKBQKhWIclCFBoVAUAJPahSAkrPT5fOMJfVDapeBHcViwj6oLjkNwBxX0NSO2WUQk5D6x4GCzJFfodhJBNAmLiixefol4aVfDdTtmrgDaQ7E4p0ELdfXGG4E3LP34rbfeEq67SuIrLVPBR7eBliGeMes9H+cZPs5eZddZ0vdwqbolvR79RwX5kffgHhEt2de+OBdeIook4NeNLGMWOvAMSI4TKurO9jsgYSMJa0gI1/5wXxtm+MKL5EFn/blDwpdg0gnbkbTMFsyLZTgMrnNCCByH4Ec391DrhUWUlaaBe9X+WCJcXLAIz8BO8PiWGHh3dxfNZhMHB66nNWuoS1s7cV+mjJ2W2iip87i+d3Z30GyK7zF9jGB64iO9t8tFk9D5sh8KPhP0F6cpxxmHCCE4W1nCXimamiZuHFlBVBRZIMJx+Jo30a1IGpM1ZNSNLm71NkC8+wSPKDqJNySknif+6/DxCI0mErJTIiMAYKjrYuV+DGjfGz0NB7rmRfJFiTNEOEn3JO7tRj+apk3mi4rf/jfeeAMbnjibpa6PlOGGC0mQNeJ3rRHulvcxEtRDGCc1WBrHvBRKJsmn2LL/HSMwLifV18g+QvheTo3ZvCH/WDn0Fpca63hxdylxBNMBBvk6/08ENXZapnyKLBlUQEKxrKys4OzZs/5v2FlBRaIoFOOhrh3FrKIMCQqFInf4YssAfQjO/mVIALS0wAOeescTApQ873Wb8di3EfUcPzlGOZieFv0RboFgwzgIbUbg5R0VuwgAQ/YhjHsQZVMbOQDOGfuiYTDSTOyZ4ofx7WoTz96soCm2JSSLSQkFSpOcQ+kq8y0NI+r8mpJWJ5hP3Bs5+DF0m9/3cZ0G6lO57CoAVHCTSV9BwpYe0BoJVNQQGhAimlUgAFEDUqvVwnPPPee3YQUdSyCWCufmnZ/6SEe1VvXHimyVxoi7Y6QKiRpckteLFnANuOkZxgzbQbVn4PJWi1kPaLVbOGh2MkYkEOFfKt42tL4fXQEA11vArThnWQnvaCrCUNEp/fwPxN+VXrTwMF073nApLoBLcQA0m00YRszNIIH9/X2sra9Bt0y0RsG9eNtoY6PcxP9985VQ+ywPPQ6z3f76Eb/qMLwonFYUl8CNHBCuHEu4j2f//cfcHGgh2mjRedFZ6RoSkq+rG+2EGipM84XOBra7BwA0f3NERZRFx8E04wugA4JTWyDM05oQ43kWB2YUv5aMxCHxm8TY8/o2UBu5c6qVwmnWTNNMPSc1RGsQ8FEofGQeTc+UBUIIDg4OcO3dd90xslwrcd8Zoc8o2VIiVOwubBB0rOjvnmiNhKRaP3LbQw0JrCPR070AACAASURBVPFMH41gmNnvT2nQESZJEsEa1NhrXrcc3G5rqA7CvzX4fWY47ndL0nfWtaaGNyQjug4D/7sy5/QaRaWfUrhQo/843/VFMivntWI6EELw7nY7dP9UJKOuGcWsowwJCoUid9jH63T5jAgFCX99bpHpELfwrT+WlyKBelyS6APjCRLc6oSirsQ8AWDL6aNmhb1a6Zb2tPF+tL/88suh94+dfD8AmpLIFXydhEcvAldAEWEQYKAPIzUO/HUTNjquFsAIVrKXvuB1mtBHsSy277heJSGs0EWY/7NNwp84MXNLG10kBpmOjYvt29gY1MSeuzHvCYDL3W2ICOU8J2wEgSZsw86NEKDd7qAP9zzlhY6OpidupyitVxi5QtJ0PjIFPKl+Ydjsdrt/q9Wqf/5u2Okpawj3IoiYcl9USoIom6SLjv8oww/+xP1MxGnS0u6oaVrPUkfD5ctXpObH0tGCKJF/Xb+Of12/7r/XncDwwgrZMvuC9xJu6fGeySLxbX9/H7ZFxbnweLxnvytWZxPDYg19HHZou+PTBhHCpiciuHUwxF4nnH6inWBzZrdxv1Jxc6az94OY+Y1s9x89PsNhclq6aKBAuEaCFmonuFfKfsbcUcatW0EPaagGg8CMc3PhZiQVHEVUmF60bBKSrw3v/uPo0FO882UEWN5DXrr4sfcdYgvmyhsvk46WfLHl8BgAcPv2La/QvEuv18Pc3Bza7ahF99q1a3jjjTeYuXp/U8bVdR1zc3OoVCpS8wwGCMYwmei+keXur+qAj/hzyZKGLen6p2zr8QXZ86YoEUtJY8XCO8MoFLPAVmuIy1st3NqPj2hXiFEGBcWsogwJCoWiEFgPa+qdL/oq1CF+emLFUZa7pI21ch0gbsFGcP06IBHRiNeQ4kTcNESCftJPdYHfdwT+Ifn/Z+/Nfi058jOxL/Lc2sji1iRb3WS33KMdsBsSDNkQYBi2pIHUz/0ygF8N+I/oRz/0i58GAzcwbc1AY1kaq8coqdlik8Wti8UiWQtrv1V19305+77kySXCD5mRGWsu954qVkv5EaxzT57IiMiIyFi+3/atl88DiK0sjHkWBwEk1zhZEDcqE+JpG5cjZ4Btp4vNWju7DoYfbTEebC6AonsKVDqzGkwXYFjTRpixoJQgIfV3rYg9GEusIXqeOQhx1uPNQl1Yo97jF2wfcRQdjLvYrXXR9MdoGIiUVOiQ3qMFIGWLIQI4OWXLazabWSwkIhAiE8xzZI9z2z4871kaDR7TgcKnEclfZFPPD/Gc0FvUQeC9dbOf7TyXNS4F+j4wEpupAH8rugNyFbcnUuDmsLiLEsZ0scjl7XH6u5pe+U4QuR7jpCcfokmuqhBAmH/4WvBVl+DzNtHSpWUW6y+TayPT0qU+80p7ivdX5ADD2e6GhDJDLkAxB2YX3ax82iL4tJVqOfOYHdn+Rew98L3/6nuW+qVprl+/LrnCyrKWcotyXdYQMHLetuxG47Hxukj4qoR53gggpEAiC3hfb25uImQMD4I+Hnv9zHu0+hkFjua/iyIQBQlxDk/DtVFahh18DJkCDe/s7CRu42wZ7u7uol6vS0JLPv5LCxKErCnVXRupSFwscYFJkkd+W2atFVuuud5Pg2iijGHs63uACs83Fr3nWBQWWZ/n7dkq5INPI5V8q0KFfz4o7++jQoUKJ8aPfvQjLC3lv3Y/+clPnkFtnh5010Z2xiogpl2FqGkpY8h8IUUkpQgZlSwSTPWx5R99K74pbbfb+Pa3vpV8L6JZXQaJq4qkSkpbltw/U5bhgIKZ23nf6eFfUYL/4Xu/C7QiIlV0L5WRjfqLJb1ODC/iWCDmEbmqUMlqSykkGgNHdApPCdCsaTcb8qAKu84YSwjGGnEKWDRQAAznHEgdoWlFC9/1QMypEIAargOAF5MbHguMAqaEkM04pJ2onww3mXxZizg+PsZvj3TyjyrtfNIqJOMuIwvKKKhPgQvR9181CV4+C7z4G3peGqGpzAuMMQQhRch0ARcguEDKeQ4bitx3q0sif3ALBoMSAyKnXyRSvUDF1TTqE3AyL3UtxLTfE23iwMelS5fQ9bLbIevdk/Nm2t+2R5KFjcWePclbfKsTAToDF9MbV1FxnlUECdY1j+j1EvO++NJFIU9zWUdHR5jNZvjTP/1TvU5K/b7qEjhn850kmawWjmd62WVfoIQcLmhJodbppMQwi8vsdbt4e+kVAICfMyeyAq7ceFG8tYpywKJARc2rqEBevKdwgRng7uGKxVzR373bt28DAL7/P/5Fcs0LKT6oE/ybt06+b5NjJBR74LQ/FkOA3rlzB9/73veS74wxLU7DaeEFIfamBGu9cjESxuMxPvroI/zgBz/A+fPnF1qn5wUhZRi6Pl574ezXXRUNiTXSc8bYLlqQsOjxXuHZoOq28vjnJDhjjOHo6Ahvv/32112VCgtAZZFQoUKFhcOmqGdzl6NiNhPcrKiETvxJQeE4JAkanAgSoJMOefuWoiQGgxw001b/ovkm6URt0vgzpCwiDoh6+Cy3oWDMrAEyJC5G1C4ccBEkJtIqMmMkGP4uGrhUzL/ZMmgb5jx7UXckeq5RusacYE6LRztMhVcyDRMRpTq5JRNv6d/37t3DZDJNErsBJwjN5QGx+xsLkZfni50xcx+a/NVzQZlI/hr7QVHDzhee2OvHMXOj8SkHkhbyEAZ2/jtuLocKQkg5vfI9TjMJir2BqQZ8Oib+4819XGuontcjtDsd6b68etjqW0YousjznNgXZQgMZno51DQl548s6ydbTrMwf541af3LWuL2emptYrA4KyKAUHGeLPEC9PuE+g6HQ1BKE7/ZZYSFKhlNYgF+0YDNJhAhvkCjNyo8ZtRcm90BDg8P07pa6mSTn2XNanniDb7PmUzMVmdJvgaBTsiAa9tdtOfmuW0hKCWoijCci+sfX9/KvM/lkCUcUePMZCFZuwy/iXPwaB7ltTssGUCYpG1ERUGCJXnS5Zpg5/RzWRAE2NnZkdxAPQ1w6xS3pE/zRqMBSqlmSZKsiYup3teKL3a6+C/3j7/ualSoUKHCM4HvR0o4RkvAEtjf38eNGzdOZBVY4flDZZFQocIzxI9//GO88cYbX3c1ngnSc1TiDNeSUj9WtFotvHTurJSPKX8C3aczNXOwhprlX34UDBItbhsWbfZdiw/PNCajuWb9SRUSGKVowCww6IZ2dyIqHCKSvyXrwCIXIB4FzjrRgTIIAjx+/FjL66WLL2HcU3xonuTZSzdYlL7d6+NlJ10aRW1mvQhOXkSsvuj3WeERLKXJ4MO2PgmkMfxVex8BpfgOeVm4307jrdFhmpsuz7CSfFT4fZGj2pRXqBC7DAydOEhqIoAyEBipxm3aQH7glx+TSX6skNau3NfZQh5AD7JcVhBhq6+9fuW1D0/qm14oVPgz/dseEFpIq8wl0f28rZT0uQJE+W3ThS9qXvpzf9Yi+F1K8RcADg4O0FdczrG4HFUL0vQunSwIMS/FDHGd4X9Fro1I8ndWnba2tvDaa69hVII/FQXo6TWxHHuZeTEzfBpg7M/AdwiHh4fAt387oy5m3Lh9BxeFk4z9LUhzeFQf4e1Xzuc+Q5ElhIYhLl++jB/+8If2NIZ3kwduLuIXP81HFTIaxl5SVmypUnheiPJabkwx80NcOFMTFAGK17Gw0K9AOi5IKKVZnWtFwueI4nNfGASR4I/pbV583tXfpSLIEoo+9WC6J1hTgNRHv2r1+DwEWaaUglJayDI8C52JF+fHkuDzTxPLy8tYW1vLnGeeV1DG0KO6u9TT4J+ThnaFCnl4Hsb7fB4FY9zd3cU3v/nNE+fj+76UX4Vfb1QWCRUqVFg4oiMsZ/xYrvZiFt548035AiegGBNIlDRvk+5afowEc90O6QwtFi12Ix84nOkHBq5JfBqIz5KSN0whwOTPopgxDzsYGn9rBHafzCFVNHALlmer37VjD1eaaS4dtd34jQn/bTpA55UtJ1CJsKzbed6BQZM8r805zyH6KxeJ50MlqOqFCxfseRlKu9M5xIPeceY4VwnrJL/CG1ByKrcLpyVIpjTdVLbmUV1M9UloMoeUciumaqSnBHa+MFAPLJv/tGmgUoMwJOu+3JzNOKmQb1EQnzOvX1TXZmfPngUDs2oeq+NAnc+T0oS1QS2PzwVuRiyNzjy676uvzEGp9/b2Mutmi9FgqpOxnpZ6CXIXAIJ2Mxi4zZjJ6kt1N+T7Ph70+bxmLksSFCQiUmEdINHcSEAwmU5w+fJlBIEeWybv4DunPh64u+n3EodKmzCD19l4j3DT59tdXHpwHKdH8qnemWuRUNBHg2kOUJ0/FsunwD3COkoZwxdfflks72To6vGM9HnYXo+yQjTTMClDmuyMuvi7zTtJv+et1ibhWB4Oj44wmU4xYQGe1BroB9PkN1tVbVaYT4tMF9vMDynmQfGYNdY8+WdJZRkuSFDn8+eAC8PNmzfxzjvvnDofhxD4QfBU44eI2NjYeCblPA2sewPcCroYB6cXfC0q/sPy8jLu3r176vpUKI7n4f2vcHLweZ0LAk6KMi4LKzz/qAQJFSpUWDxYuYNaGczClGgnhJN8ovajTno7whVTvTwKHBiEBCL2pwQzfi4SMjnY37fec5J1kiDaLIsHFJvW4kV2zlwu0jbY8exmiFnUqEoonEbnioJh4BUkmgq4mbHBvjGRSWQ1X/G6qn0pHxTN2sgmEorfNvc8rB3JQpPz584bn4kQ4NAZGEqK8xTJWgtx90F9Q87b0p4tV7kuuG4Q2/H27du4dOmSUpahbtBJSPE3U3rxL1/QXuTvGbdI4O+EeF/NccwkrgW2QKUM1OwfXdM8zc7fZpFABddQatlFUacupkyeBDqdjqz1bRnjKoj1ix1NMsIUOgmQ/bbZYYuR0uungk1+2DDlp0W8sQiJxPv5Pbs1c7BqESZtVYrIL7l2XbTEYPo1E05CJlrvyCCzGWOYI0j6rtFoIGBR22ZpUkvvLssIYDwaYjKZGF37iCT7wJuhR33ld7UkGffu3cP29rYh3+zxZavrlMnjl8ewEec8TeM/p5scUkwcIM49ogvGCCcRKcR5FbjW72cHcObgz15vNDW3PIs68DPG8NPV69gYtsHAMAvMI6AMb323e4hx4CXrYda90TxQbJ40YRaL77thauGZJ4RmYJiEbinXRiZXWABf/3VBj5rub28f4j/dOsgtx4bu1MNPv9xFz82P2/OoPkq08zlsAjbe16e2hMvBwcEBLl26ZBTgHR0dLaSMbreDhw8fYGCI4/Q0cJJ4AM8LUTdn0TiaB6cjIIGTtYMJa2trxvXl1wH3u0eoT83KYb8OqGIk/MvG8xrDpcLJUAkSKlSosHAQAC0X+Lyt+k0vcvSNryaadXIec5reJWqXyQd0+R5P0N+eEE9jonyWuhowoe3a65/lSsGWZc20kSLyn2HIogCbBOh6acmi5uZ5lm+ezVjali+zjMB3Kq+sCIOyrLfLEIem76Y8GDvJwalc+tRbffqwasBh1SLBOIIVlWFK05x3dnfQ7XaM9zLGSmnVUwMBq+LYld1CiW39eBi16WgeGjMImX6PS4GvuoKVDOz03wVzSA0jktgL8ffRWKk3ZM32tD+i745DpA7P63qqsmP8OsqTO1ncke/7URwVi4UIAHgZGZiq8iDoJ7X2fB++H+DTTz+1aNTZ854jwIik80fRN6ztTLBjIOCT+5k8Joq4e0t6g3GhgXyPWLd8Yp5/cjIx+hwSF3VnaBQuizhz5kxU72RsOYXJTCr7FLLWt6xliprS6EKJsWQTb3Nhs1lrJ31HCEGNADWnVqjwhPBjhmvCZRO5I1772c4D7FJd2MCrbOqbra0taXzbyIdo7Re+G9ppjgBPwgYe9+0+eYvGbxJR2CLB2HdJIdgYkUIup3RBR36di66J/D7fm2OiBOQOMtYozXoho814fve7R2iMfWxPCNpTXXO+DAG6ROI4ComAIK/P4noWLEOsyyyOnySvBXKgd9N9X7QfndjdmZjP/sEBOu2OdC1kQF3xXOmVjGmgoh0LBvhnltDx8+0ufvmkcaryToMgpPiHh8cYzNIXaGdnB8DTdf00jYWn05k9ztgi8essSKjFq5RPT28lw/G8PNvXgRutPbyz//jrrkaFf2FY1Dt3IpeFFZ5bVIKEChUqLB7xnncSyKTbgRAUkcO2NCUkhSNPU4n7GLDYxQJwVE+DnoXQWaMp5FO6fqjLXiBnwnr34gsvKneefnEVF+il+HmD1IlLnEa/L+9owV1M8Vs1wYNIfivPEdIQrmsmHbNaT/5bIHoVskclhk/TiiMfeDQgVk0+c+2AKfGFq1wQpRAjBfwEU6TxLHjZ/NlDg4sB4nABD0sO6WKpWaRZWmYxiM8zI/w90NuGIHWXJLbdgQus+qN8gqZgfZJ6JVrkzHq/2f98XJ6mDVyMbFa/M5avAcvUumRsqH/xi1/gzp07mRYJd/oZWuQ5z7G/v5fk3ev1kutFiLG6Y9Ziu97cxd9t6tr2ebBZQeQdEERXQ4DJ97uanirf9fzE6wkBCooumeLSciM7QLwyCZlIm7x1ChACvuY9f1xH7Tky+t5MRjPNUkdFTVk/R8TFwHGtZRGkKv/ufI6562LfIAQQW8jkkkoOkL6IA2i6DqZ7APlT/Vu9veXqz0GFsfO0yKm8dWl3yi0es8svRH7HaRKtv4J1DIVXIHE9wLMs038ZSXn1fRrC9aMxMzNocJSxSDCNARUho9ia1SWBSFEOQ5zLtlgk7JbGvqVPkvWfUjQaDdQbDel60TJVcCEPx/qI4MGAYDy3u2w7KfLeBy5ELUpyMwD79eZCyffu1Edr7OFRfaT99jSJKid+5uCUQpuyKPJMzxvJ/jQsUZ7FMx5M+qUCzVfIxvMQI6XC149FWRVVeD5QCRIqVKiwUEQkkSAIiLePlDHdL74BLypazbb9IhNK6HS6ycbyaKaTkm+Ti/hX4euGe/n3Yrhw4QXt2qK3mWedJVDG0B8N42cnMVFtQv6CnL3hziCuEPkGLl6SjD6ZoeVEZt8iMTDwgf/nQQtD137wzdtnqM/0eEhwOJMPdW5AMfFiDcIC9eUHdJXECKldlzBL65xfEu+uLS3h4sWLIMTR0gEmtzNyQ5g09AED0W2oYwiGLpka06h1ES0sGpig5UwwgSeR7yoCUKP7G1tXclJsSuyquAzAxuYGDg5TNw1i2aGg4TYUNO3XgohUGHoMH9UJfPElVQRXDOZYDEfOADNBACn29WCguwsR2//4+FgbG5Jm6wkU88Qa8nEgu/8xk/oi1JHM++bLww3st8prlRJmFgZwiwTXdSXfztxaQ64T0PGcTM1pTVCh/q5pasu/B5SmQgJD/olVgfCj4Y0GEGm5Xrp0CcPhUL5XzC/H9chmrY3QQFBk9p3RyoEJZuKWMoXJNAgC7JI+jpy+tb1F10GNRh3tThtHTCf+iGAQJFrgGCH8xIWZkviDnJwYYnL2metxliWcmo/0owWOIHS5dOkSpgLJOxqN8MknnyAIAiPZbOrPzVF0rd/v49KlS3BdV7knW6Bmula0VbOsG7JiM+hxPjLSCr/xqcuU+kSEE7PX9WDSw8G8ja1xu7TVoskNm+d7yTzGi+uFM0wFH/BqPWYxeV5CFpTxXZhr4z9Pa4Uggs8YK52ozrb+LxsfgDGGT1cO8cn99dNUT8rPhEX50c8CD7BcKG7JAlHmmZ5XgcJC8nrKz9Zzp/h3927jesPuurYI5mGAxkwXcv1LxiIFSq1WCwBwq7WHn65eX1i+zxueh3d5UXWoBAn/vFAJEipUqLBwyO4Pshcf9feLSwwXYs8LIRP1vGVQMNRIWlLk4zg+7Cm3vIgzuIAz5R5CAM9uDBeFj+Y5vpxt4JpOjXYLbTZKeCBTXi8XeSSJqFZdTaVQj6GHU4KVYZq+8NofZ3rkDJL894fz5DTcif/szXTt+NPuUwLJZzyw0ZaJ8yLZp2Q50y7uOz2s19KYE4k7LcNBn//Wh0wG1RwHTuz2St2YkYxvajllCSKb5qSUv+EadxnBx87aiKA9B1pKbNQ2c7HhpO5v8krLqw636RgOh9jfSw9zkk96oUE6TqptvBNGfx9MIhdT48Cu9R65l9IrMyJzNJ1RkpYxhk2njSMyyHmyCKJFghsW3YTrWuomtEYRwWPckJ9gj766uortne3yNwoQ683b+u7du3jw4AGCOP4Ft9YQ3YUxRONa7Z83v/lNIb/ocx4GmDBdAJnmxd9Hndjm+avN03DT3xJ5QsZkNx7LPrElcpfnU0TruMTqMJtNYZCFYTwdJ/F/jIIJQSAIRGPRIbGV36kPhcIaXyKvuRDsmjJI48AE13Wl4H4msl8aexmWFuoY8xhFXRCS6M+R/VyEAKIHvm43nf/W1tbQ7/cxnU6NFgn8CrcaFMH9uA8GxeYaEVSZrzmCIJDqZwXRrcXKjJQscjl612Xnk6a5twg3ezyL9hLrrTGGrp8pQHJiwX3AwlLPooLfOxmNBbdb0dU5C/DzvUdCWvN6Y8N4PEbdGeJxrZ5rwSIqTHA3mf5T0IxXLby035N0xVqVp5qe3lV+goAyhDS0KHOYr/kL0DJPBLjPiOA7iXBk0eQjpRQHB+Vjb/Q9ioPp6cnD7e1to4Xn08DRZIrDoYuHx7oV58+X6/jZvWKxNj48WpPmhQqLQ7PZxGeffYaDgwNsjiIlxcqC5Omi4RY7Sz4LiG6eK3x9qAQJFSpUWCgYYyAsIvZWarGWq+hMW01vywfAx34DX81kv8ZpXATRrYN64JU3rWokAf2Ql0MYZKQ7yUFCoyuEPBKfv4wlKRmY8aD8cn6IhISQLZJO+k4YDgVFVEdKq92ciZkfYO5Fiz6NmZeaTUCSITjhmE5neP/99+G6Lh4/fpz0j6e4EUryIMqnVn2BnDYQkExKK/zN1HGXXk8ILXV8CK5IRNdGYv1sRy5d+zNCyNLNXRkNUaViCKDnwdtD7P+6C9zpQULZt0DTrjXWSG8QKnRqnpm/2c++2r8FiCtOZJMAPYNVh+l23oajeYCrLYKDcf4BJ8xxbcLx88fNyPJKch/DP5/+Jn9j2JbK4mOZg7c1F6aIv9XrdU2QsOQQzX3R2bNnk7956nf2HuFzv62/b/wz/iOkDPv7+1IC9TWcwccUHu73iZlwUr7PmW4FIpYJCK6NDBYSZUlqEd1uL0lfr9dTMgVFBLwyKXm2xq9mEb5MvZCAC7qJfNnwzIb8jUXaVAUi/PKXv8R7771n/M0lPoYBsDMRhRrR5zdYaj1oI8T3wmkSQBcwWLpk1AvIltlRwWpItCR7//33o98NmSfLlKVTtYDxhjS2cfbVV1/hypUr1vpKa6BSjhrHR5Kx51gDqXVTg2gXe4YIAy/dkDwcENzuEWx2pnh4PBL6WL833VPlWM7k1CWNnxRpwg49F3eHqVvNkT8X7itVDHq9ntFiUI3RBAAfbeRb9p4GhBCEYYiDg/2kDiakgoZiSPZLC1JIZSyyxLh//z62NotZOawEE/zjpJmfMAepIOHZEpdfpyBhZ2cHN2/eRLvdLnXfep9i6J++PuaYUCfDLERmXBourFtydJqsMZqjPysmDRt4bn6iCicCVzCYTqeocWHxCd2ZPQ8a/1l4HurXn/m43ydY7S3ejV5ZNJtNvPvuu+j3U+vwwWCAy5cvJ4pLFZ4NKkFChQoVnhoilzwEYlBkFdoxicjX24Gr3pB88BgJLkKMfVE6LZ9UasrBvDyloxN2HNSYqhwC4eBei02mQzCEQShYXJhqZS5RSpv1cMz4pxmnOPx1Ot1k00eBuIIn2BjFtxwdH2M6nWJlZQUrKyvJz5JWnkDe5ZGspuZKNPkzXBtJmpuKFqE5eKf+xd4KerBuUetYHHeNOXCtLltjJH/HY0vSaDYU6hD92eW8UuqwWM9lp8oTwInaymqdOEIaYuzrz1OkfgnxxMyujdT88jbymgZ8fKDhPsAHntg/5rwODw9y6+6REOPAxfKASIRjkQDHOrLnRRX8GT853rD+BhgIT8YSoYJKxIcschMhxVOx5N2ejbExIthX+Lak/5J3VhYoLj9aRsCvxY+8XeskQYjV/o/aVb52K+gIv+l1k68p3w3pzDy7vQcoZXh42MOHV78ATQQ0yFwfTOR+dI99Miem+6wpxXzzx5+eghYShtgOhmPi4fGQYUsIfWB1Akj03wLQhBymjJkbMQNqvSWXM3EfaeNF+Syan/mejLGnCOQncXBYm/A1q16L1rput9rY3tqy5m2aysb+HH+/fV8LmO26M0xnM6uwCEDSFqJSwEkEriJx7vs+/uqz9+GGPM6SMv8r9/b7fTSbzULlquteV/AYSAjB8VDXxLS9f64f4va+7oovD33BfZ+t/9M1tFieqTXKYiQJDOneudnQXfOZ2uTe2MPhjCxMAPC8uDa6desW6nV7MPlFgM/DZTWB+ZJ/UpL3aeCzFsGXHfs4TKwTT8mSOZUblwR86C6qSWq1SCtCjNF00rfxeSDqn3fwNnIXFDP9NG3OrStF94/r6+uYTCaJG8EKzwaVIKFChQoLBWMMjrJROM3GQT2Ii66M+PcWm+HnjbVI8xNMK0+d6LKWr2+c1a8l2SUZ26gVwRVQTjkc7TnwztYsuTPRrABLyHdmKbJIs4oH16z0eXUtem8IChf52jpM0KrNrYPygy3WRhAquZ1gn8KPOlnxD6Ck0awWjER8SlQx6EQDILexgctU2kr+cRww43UzcaFfU4MXn3ZbnU9KZ//+K7+Jga9vCMV2m7hz7E0J6m72m8CYgQwRvhYJtlwkgLBUT+5Du6QpvildU3i+Y2eIe5OIhDNZJFjzPXWPGsaWNM4ZpvDQI9PEOoYHg6aUJiSE4ziSlm3kbIRkjgfed0+ePIFn6AYvJjZ4Fqaeuhjbpb3Izkr1JoRoeZYJtiwKcLjQzmT6rbtaUt2dTAAAIABJREFUKhcjIWQM17Z7kQWFWNc810YGkIIxCXjerTnRron1LStki+oQ9zk5lYwaqrMaU9/znYJajWmIhKRlMPRJThMVEyoxSaM/0Wo31TMhWmwWCUUCrcqug3g5nHSxCxJ0ij0RstgqCpOwI2O9FP4eT8ba1R6Zou4Mk+wpY9geR59eLAjsuLIU8fDoCI1mM7OryvAVd9oH2B0LLvqkOS7tF9/30Wl3MBqNCxXCABwcHliTiX2u9tGdnqIYo26wYX8Hb+z1cPtggEFBDWogGjt+GAjvtzldWR4ofArul0zjOY0bo//Gt4h+cFo27Nm6NpoG3C2oubz9/X3cunVLunYSom5jYwOXLl0y/saVAMoGsebDdZHut5428RuGIY6OjjCbZscVy0PievA5EqJ8XZiHPjamR9o7c+3atdJWLjacONbS1yxIuLrZwZ0Du8D3664fkK47z1h2aoRo8aleq2IwPFtUgoQKFSosHLLGUcwWwHJ4Nt6fT4xRsETbgxN9zHJfTVlXypJq4rqk85FZRLN+7Zvn5It9j6Db7SQbTQKCly6+hFA6tppLIaTIc9hrKGsBZ+dVdGmukyG2avmm97bDiOi6yoZ9i59WVau5PpoL3+yQ3DqAScRiluaaZNqvFMEJRlFjOHoToiuPBqSwJm9SFyUGhDlNeli2we46SS9H+PVEwoEQDEOim3eLZKttI7I3i3yE2+rrxgSyX+CMptaN30KZOUYCoGuG5mF1dTX5e70nu81JvWvpliZ5aM+V/uZ5EgJKGX75pIGxJxMjIzKHH7ttmcHHk1oDc3I6k1+W0U4MwE6ti2NnCEop2u12KghlTBMkcFAWza+iH3wt/zi553tJeSIGozjwsfRCmjEhHjbDVIXdRYDbXUVYTYhGns4psDVOx4FPgYOpjRBWyVXztTLww8i+T3y3ozUwXi8LnO74GhkFN7YkEqMtx5hLhl5MSBb9nTePeQHFPARcg+8g8S7XdXHp0qVSmrVqqUn9DP5T1BlMjAFk6pC8Gc9RZiarIMEgWKZgYJSamtuOUoMmXkcV4YTd7F94J/n8nwjTF0OCmdqHsvT6sTNEl0yT93ivP8f6mGBn4CdtbbMPHAc8P2NHpuXlvCdfdQ5w+XAt+Z6n7Uo4S6ruCwu47hPBBT0qjC7DClhBqdfLDJ2mO8Kd+TbcODC6bQ+UR6Kr7zHPhwGYegH+/u4hpl6xNcllITxGsdw7xqYTu9ZjqTVh0RgJfBydVjs+iV2W0QSLJP+ut4HbPbMbPkopQgYsLUXCcj9kmtVeUezt7QF4OsTlaXyrF3Kdt0BMJxMEQYDWKQnuZqOBO3fvGAX9/9LwZNjAkddFZ57GmaKUotls4sGDByfOVxLCnlBh5usm6leaY3y1r8dECijD1vjZCSyzwFv5tDESCCHoe4tpc1UpCAA+3ujgcFBZJTwrVIKEChUqLBSa5iWyHAPp1wgUQYImXU517Yj0zX7s56EEfoO+lKS1waDshUaGm8uyro1M+QMpkfabL3wjypexOENiFZAUmcDF7sgyKTf5h7ZZM2T5kp4QDyqYIPDwWIg7sy30PH2hV58x1d5UDxFyumSDo7g2ysvfdD2gwJUmwfbYfkAV0Z16GvFudMMTBBKJ0fOz8jUL3ooEW75fH+N4JmysDQdtIyGiuP7IFRoo37PI/JFBkEDlgWlEYDo0i3XMJUlEwtqiicuyXBtF19dGBK1ZtgYjYwyPHqVB9R52/CiQL7dMKGyRkJ+GMgYfIQghmHghDvpuEoOB377v9LBViw7Bs/idVA9Z04BKQpQi89dGa4xbe72kHrxMcXx5QSi5P6CUWl0bUQDD0RiDkT2wbNHDoWghpEJ8zgFLhRbbtTamBZRT96cEG+M0LsfmmODxkGA0D+D5Xrz+FJszbHXMQuTfPRVIAvzTLqRXr6f1InCZPk8D0fqU1d5Ga42cZ/l8s4HNMcH2WLBsSOabVGA+HEYCoSztRJvFFc8jy3EPb/OWN8AwkJm2IAwwVU3iC3SRuX3TdrIJWRgDOt0uir11ZpjGULpvKptX+vfVq59heXk5FXoo5LvnmceOrU5a3YTqHfoD/L/b94zp+GdIUyvTZ02oZFmTtOcMmwPz5FG2lkXjYkT1yOh3Ld/49xLtNo7dic4gWMQakJdls9mUBFdhYp0HHAxcDNwAWx2d8Q6CAMfHx9K1q34LV/0Wrrf2EoE4Q+rLngG4fv06vvjii8w6pWTY0yV27969i3/4h39YWH5Z20XGGD5uECz3o0TLHQ9PhgTjeXnFgSxrjtPiNMShKNA7bV5FEPD9ikXAB0RttLq6mtlWfBxnzVtra2vY2NDdRf5zgxirhoOvJVwIVgaqRax67aR5PU/YHATYGBM0xguMUH9CuIGPx7U6uuHprHT2B3Pc7BLUT/FMpuDzhBD4FFjeb+HK2unj4FQohkqQUKFChYVDskdg2a6NTnpIoeDBlqP/GWXxPQYtpLgC59mZzDJNCKQ9om4rQSXNxwKnd83tU5SfA4LfOv8tXKidBSGCywbCSf0CmZnAmL0tc8jlskUVyWfN9eGzAHV3VDwfS6ZuyPBBnaAX70dMmuXyAT2/5/mBrTPnedoPCVMvxH++vY8Hx9GzBDTayCSavwKOjo8jDVQAIMCb56JN0F5/ht1J5HYjbySJhxHbxnceKNdNAhXDNZtmLLP8rWIURG1nIiFN94nPYhtaE4HYU+NdAIAnEBNZYIj65PjoGPO5J5HZDMXIqWYRtlksk8emKHkg3xHcamTkjvVaS7qStnv6LHwOCSz0KgDc2O1Zf1PheR4e7daxvX8ol6Q03/3Bkex2iTHZmkYaxwUKzkmkCpRMYzC1+AJqOW+a6uZLxDx2icGtljzfx/LyMhqNRnqYNdbRTIArqSylyoRZci9DHCeIFHJtlMRIIATr0H2Kq0hJN/tvRdDqWMa0JBRJCXdV2JQkLnBVFSxwEOG3J9N93BtvSWmGoxHWVteUu7LHXRH/15RSmYzmQg0AvucZBfSmQzJQjPxUX5VewbO6KGj1Ax9ra2vCb3Kme+0+Vhrm9TurxUyCagY5SLFYnvyW2l14iXkfHx9nWrScxje+OsPuT9Mg8epz2wJjl42RUDSGhM3SIis+mQ3J3J0jhGAABsNBEn/DmIZFLjrv3buHX773fpLtkmOv19raGr788kuMx2PpunFvwadCxnB0dCT1vdGlWvx5Wjc7iYDG8rsYUHwR4DNiluXFUczveWE+qVqfDvFpfVO7bpt7RPi+j9Eoe/9uwmmsQJ61RYLqevXx48eagPvg4ACPHj3C/n4UlLzdbmsWX3yNyBLOLy8vl9LI3+5OCgd75vACip9+uYuNtv1dfdpwDIKExGL3BO5oxHspA9wgPLFFwuXLl09039MGf5dVrwpfB1waje0OPZ0gwYvn3pF3cvdypvHCx8H+/j5WN/S5TUSn08GlS5eqwMwLQCVIqFChwsJBIGi2gCXmxIWpE+kESYw/MTDUCNEDFEKf2Pj3k6zFIsFr3uvYCVHrloYBFy6cTwsw3E8lt0UW10a27LM9Nhh/0w+s8vdF7WP4eTek5gO4bGUSYTqdSFf49dFcPpgEkhsCBtd1czXxVXgKiZF1T6vbxcOHD3DY7icpf9WUD2JDYb/PcyYEOO9EaVZbE0wsexmdnJBdGxV5nmnsUzrvCCcL//Scj5xhIdc4mwrBDZhHr65ZrPzOgN3dXcN96eeDWdt6LyA/k+f58IPo/9dff11ybWR1CyH8nRXMeGJgWvnz8ffK94oFKPy4vm68Llp88HMYIUQwMzaT2AwMbcd+eBwJWot54+nJyhOMxiN43A2R0Cbi2Owq1kbib5FvfIZMd3fKxbxoAtp7omSwUmvgdj2tU5MJFjJlNbcVl2WeH7XfZDJNXYNppIfhnSqhVQzE5uRMicUCs4uNey0P29wNk3BddLOVuS5k/GgjssTrPo2u9Xo9fPbZZ/a81DWmAImVN0YTMt5wj9oPjrROskxLOzuE9aUEucUA+EGgkMLZZJkq1D48PJK+u36YHM75o62M5DbNIoX5p/b+KRemIXB1q2vMbxH8XppHPIcCmPkBrm51UDcEGk5TRp82rfTIjVK5ukgxUJJPYa4tmF9uHB6hYqJQwLTu8LQzGqDNZlKdFgFxjw3YBe2MAZubm1hZeWLNi1KK9fV1bG1tJTUMgiCXqAayLV8mmIOxdG05ZlPsx5qy2Vr1i3Ft1PBHeFyrWxUFzMJQYKM9yXTn5HmekdxK5zD7eFC9bGXtWT4+3sDqQN+rcZiei5dz7949fPjhh9Z7nwYWKTi4f/9+bhp1LVpZWcHVq1elNLyPPc8DYwxXr17FvXuydRV3WeYvkLDc77t40rQLchhjmCqxHeaxRtxu93Qk8GmQCvllJRPxs1R+giBhpzvFzb2+EievOLLmmgoRajGTclqrwFr8bi06ZI6oAKSOfxX8bJklBK9QDJUgoUKFCgsHIWZtMhNpw1Q//1oaM9PjzlUtNipo9MlpVc3BliNrOmWVlkeBNlBuY8bzP3/+gp6/IBgJWey6yUAU2epqAmMMgxNYEKpENVFIlzxkaWsypKbKYk5q0NOvYt/lXob/dBGBcnA6PDqSynjt1ddy8+D70MRVRsaBk2vMTWYzmeBjurscnh8/7Jl0McwiMyFfy99ymvy+UQnGqDSSEiQGk+E5CVB3hrnl+KDa7yZyWz3jmgQLIimYHjjs99jKy0oLvSk0TODh09mONf8pAmwPFe1JxSLB9wO4rptdF1PmMcx+6ongusp8X5gjQlpyCELKBRXlDggieaday9gsEqK4DhRwasmz+Ixi3yluGaEhIVDMh1JqpImlW+VrhBj7KBq38vVEeMkE10aGsazWac58hIzi4sWLxnqpMGkcM6SC18j1UZRmexBgPXEjJBKUkb6e4xDrgMmbg6TyGf+U8/pVk2B9yLCysoJWy0xWMcYQ+AEOnL4gqC9vumgPLq+a/sXjwJJPFy4ehcoYzDkwO/HBdUB9fODVMRQ060Uy0+geJ857dAp+6Xgmr0+XHh7jUTM6GL9Ze0VKSxnDLMwgbLI0nf2hdD1rVPSp3Q+k0RWFIV0yVwiRZbhm5tFQzl9bWwwZphZL5WISAUBIBeWE+FZxJhHdqV3d6mCrM0m+m2Bdty3pQ0qt68Utt40tDKS6qUhcQpWIkBmGDN2uaEUU3VvX2r7gXgPR+rIlLJG3vvoq9x79h/TP3VpPmo932QhPwqF0/6effqplkVpZ5dd9Z2cHjYbZcuvIH2TmYxOKfrjawP/+N++i3zcHVv2nf/onjbDOA2PA41odx8lYiMrMsqa1vcNPw7VR8t4sMErraQQLm5ubmCPABBku2vinUI7ofufeaAsftLcARGcZfp5RCcwkJkd42uDeCjIef21tDe+///5zp21tsj5YlCChOY7WXo8uuJ0rJEitKU/3Hi/STaHq2iiZYvL2brEQ8Hl1afXrhEqQUKFChYVC1DYFov2OGBQ5D5wY6XqIfSrbDmQMDnES7UovjILkyqVHOM1El1fnvnUzavEVk/5quc4tOdIrDIBHTaZ8BfJPtJWySaEyGutQAlmeZCl2g3wNkL7RMWxKBvBfKRj6ZCYHtVQ2CA4hePmVl3PL5K6sagU2O06iWUGlRmACqWh2skFSclHMP6OLRnMfG13B1Q8UQU8e6Wf5O7mfpGNAbLsBimnSl4WkpV7iPtF1SZ6XCknLU9lwNuf5m2L+y9CZ5Wqy1meKZotC8BNEWk99TI1xRNQysyC6gMnSOiySHyEEe1OC9VH5INDSmJIkPCRTkHA0kS1rjtkMboa1i9pH4rea48BxZD/GRh/i1ocj2l82QrtFxhoZ4gcGorGAm6F1/xir0wOr5qqKICYUZU17FgvtCR6O6vi/1m6g7abj0OYOwkHxtVh7jviTk+g8X8YYpixI3I01ZzRTMNDrdTGJLc00q0Kh3p80CG52is8Q5jDxoiWMGSc6TsYV5zE32p6uVGCKGTVnIXyjoCoHhvqL43E8D5NMvlnja1104WE3xGctextYVtqoDBM5nyHKtiFZEYXu9D0PfiArCgSMSukYABB5PlVRZB4vIjTW8pX2FNFnywVWZjNMiJcotAyGYwR+kLgO0QQcJcoU+8g0vweU4oM6QWuezj15pEyZ8ueeHNSeMoad7hTvPGrgoJ/uQfJ44ZBF67zjONiZEOzGrwcB0LW5O0M0pzZdeY+wMSLYnsjjl1KaPHdZ2ruIm7A7d+7g888/z0xjs2ywEaTz+RyuT7Gzs4Pl4yH+6bEuqLAJGQAlDliMJPYLIklNogRToNPVtSpLkHBa0s0mdPnwww9zrQTUsv2Q4sHR8MR12qy1sVuzj0HT3kZcq4fhFB3B8tIWAyoJcv+UCO6DgwNNq5q7nZqpMX8EeMHpBUW+72eOVa1Mz0On3UncRgGLJ3KDRau5f80IwzQezNeNhQkClfO7CY3RHM1R/tnTtL8qV5XnoWV/vVEJEipUqLBwiBMLJzv4NxW2A6lLfMxCZLg2QuwfOsKDposbnUisoFkkxKmK0RE5C0uJdSfzqM2NNIRKSW59JO09oGVYU7PI45tjF4czglmsBb105oyenlm/xFcE8tVaEjAWOMBk0y0EKdMO1QxYm3bRNGgvMuFz2+nov4tkQFxWj0xx5AzQcIda+rLgIQYaGGPMghyiNj50cc2YpFr6qCax8MABgSNokluzJfKmaKUxxk4vba+y+59cQYL4+1PeXDHIzxa9tebx5yM0apIyyz1ZZQLR4XoeChEFGEOzaTPxZ5jBQ4/MMPJl8ltFoByOEhJOFJg4BPvooeGU9y8s1SqHaBLbxUSwXVwCziSWTpGmcrGCLV+ZTEio5IRKSshtlc7PlmJySbKETEoOKIY2sb3Hsab6aq2BMZvj4cOHVjP3tjNJni0ExQRzhdjJJjvlCgE9P1XRpYwhVK3zBKjCyrT6qearH/j4t9d+mdTRGCMBRXz7F3+vZixM+vea38ZXQa9QDq4rt7HqHokjYEDfh3UBSshpoR0A4OyZs1IqrnAgljBWBHplyV8CwEOIlVgTOrCQk6pm6Kd+Cys0DS5edB4rokWdujmRj3fduZnY5ODzBDO/PfoVas7PtCdZXl7G0dGRPC/Ff7ZHLm7eeySlDxJrrnRdtStIF2gTPhefQJIQKvswAGCE4e5EFn74QYBGo56+WzaBTYHrYgqjVnmcoDdP+8z2XKnVkPl38z1ymQzAwI3dDYXZJGAYhrh58yYOZhR/2xph7HoIwhAdT6/ixOJ+Yrnj4V6fYOqnC5NHoa1TP3/nF1hZWc18FnXt4aNzMrGTrBzjAPi0SeD6+gKZWDYIT/WLvUfYGckuv0yEPL/yxU4PRwO7BY+ELCGoorSQXM/ILhEYlBgYp90X2tbg0WiEzc1sn+YqHtZHuL7bQ6MA2XgilJ0nLBYHkrLRAqD2wc2bNzXLmzwXgcvHQ/z1rf1Tk+5Xr17FJ598Ujj9Ub2OyXSC0Ug/p51kbN28eROArPixAPnIc4Ner4d2K3LfukhrnpMiXb8XU5esPv/5ch3/uGyPdWQDb6a8mBuVRcLiUAkSKlSosFCkEzMn7wkIsU81OuEqw1X2Z1OSHuDUOLoufASE6hYJyYV8UUJWigx5SPx7Gd3qCDL5xTV5U0ccqc1F8bp2g6CgOyORcCwOtTYP+nJNzp07h9dffz0zD8ooRszgC1Y4FBm1lIUzs1qPqS8HJEiFTsUJPj7cDjDCfb+frekouA2QXPlYSDEAkfsqCKbTCYFjcKsl5DELqFQXmTww0z9KblK+mp1EtgFNaZjyev2s4WJGegZgvdbCDgbGdLYDtFGDVkh0dzAQ0jJ8dee2tV58DM5zrMT5e/yp18L2fAjfi8Zi2aCORTa2okl3KM0fOlma50ZJTptTruW7en2JONJGnlIqWSScrRHJSq2WN28ahEgpBJdcnIA0WSTY5lBCECBECIYjr4v19XVMp1NrW/C238UQu7Ue/JhAGLN5SuBDr2+eIOwzt5/p3ikU5hix3UWhQKfdQavdwnCoH9Qpn5MYd21kLifS3LdWQ4LHGP59u42/unoF6+vraLkEx/EcnJfH3BRXxKLFWwb8zosvvphc261F7TrzAykmyBzZL3VePVxl/aJgCIJA8gGvCpUTKzt+4DVVXkHiBtBkkVCwrfgOzEpIGC6nFmp6Utv75BiOlWtra7h+/bpxTLgU2B7LP/ix9q4ooOc7ojwZmG0d0a4VbDfJ0Er6QRd+hpSiZgkinLc+S8LhULQ00NN6sQVM4iICusu10yARPgh15gLrJSGwiKlErh390JugS6bYGw+x2plLsaI4VldX0G63tSC2Yy/K2aR9L6//QKPZsNYlysNM8GbFbgEiq4DjGcGcAu2JQbAcN4No2XA8G+GT4w1rnlc3I8WYk3KCPkLUp7oSgq3vi5CPqnCyzBxc9B1K3UmV2wvdv38fW1tbxrKG0zl2dndR1o7ySWMkxZuyQdyXq2XX57olg80VFAXBLAD8UF9rQkox8PIFWnko69//IBZeqa5gy2Ig7KOLgMeLEN/JhVsklBxjzzNms5mkOPl1Y2PMFfvK8xwAcO3aNRwfHwPKPvY00JVlit33NFy4/UtFJUioUKHCwkGSf6LzFp9oii4cLyD1RXmU4URY0uAHw1atg0NnoB02T7bsnQ5LZ5aMz5vWxT79RkRzHCMhY6tsy8Fcri7myCIRtUCYOfmL973wwguoSe5GDARISOFA90Ve4PiSuhBRfCn70qbAnu+fvP19a+4hi7SNCaKDetZm2w3MZqcmiwQOgkiwFQV+ZMKhXUhD9GvqFVP+a2trmk9yU00o0wUPBJGVRJ4LkJOCgeHikkhMiAF4TenTTWGfpFp7ofA7DH8DwPqYIFAUuMXyWoPUHHs6nVoHXZmRyYfJHCHWwxFYTIb5JQ9rRVLTMCXlOcFj0xbK82cqd3XJfo9vHvrR2HmBnQEAXHDOKslkwZoTS/leqEX1zpufs5rQRHxnEa6mshJ3ciT7/QKEmBcxsemHAUJQbLAGOnQUp9EPN3nv1N1xNhlAaTRXaPMw4e9uZPESlWci6YUYCZYYEEA+UZukA8GYRWN8b06xubmJ1hw4mBI8rtWxQ3u5WmF6HTPayDBPmq6kcVX0sj/d7OBn94606wAwD3WlhTxoJTDgnXfewUcffSTXSXiue30z0ZyFn//851heXjbeox6E0/gp0XdPicZj991vH/vqWOmTmdUiweTWqyxMZFDRadTYRonFEuDSAI9rdfTCYrGtqGI9xcvwtDkn+lSVFzhmTI8JZYOYhhr2EjeaUXBjcV+9SNdGJqGn6X0yFZkQNHGJNULgKmrCYk737t3TYgLwseuX8Ssv1IUxhpABI19/P0SCOAuffPJJkiZrGlP3h9p+VmikleY4Nz9PiHWjYqvWxj8dr2jXTQIXIPtdzCP3eR1c18Xy8rJ07aQo61t9c3NTC17M8eDBA3S7HfR6xWMreQHFZ1tdPB7mr0uShRBjcFmYXFubHVnTqtgcUmxPiJGwvNrYwt9v5wd+lstK/+642YFi1WdYnx5iFnoY+TM8GG+DMYZ//+U2buyeIj5VGRgsJRZB5EaeCaK89/snF8y05tGc8XXi0oPj5O/uNMBW3MV5LkyfBR4NYjdsJyRUms2m/D6XfKR+v6+58bK5Nsrbepbdm1awoxIkVKhQYaFwHAevvfoqlmo8mGZ0mLBB3Xi/hRdxERmqywKixUBnXdVDj26hYK9PFtluApPKTfHaa6/hrbfeMt9j+Vu0eEiuFwqEUACmtELhZi1e4fay666Q3tSGPIghAyShAwPXQMxHmAgS5DxtZfKx9q0L9qDLarDlrJrsziONHLMGPMAoTerE8yOExMFclY0+FDdXBqVhsRxtDDHg8ePH1rqa0ovgZSfBcHNwkm1tKiCxBz21lTEPQnzVJeh5es/MDdX9pCk3oNrWY0eON2GucBRkOjONJX/+rO2ZQEQVOQxoJI5+T8D9pjIGE4cgk4J5BFM+eW4DfxyXIrZyMZvxUyqTIyFlsaVaVGZR10Yzk0yZIGkzXp+s0atZ4thKtjQGJ234fZ74rJxoLBAjAYj6sehB2kSucoLPZskkHdjFe4hdU5enyYMYU8UBcMeXyYg2yyY5xMmuDD9Vq9Xk+BvK78l4NqxXWUTWLAQac/2mrL0CNy7oxt41+DhVA24W1haPizo8PIy+EpK4RTo6OtIJXpIlsI4y427U+DizERJSHZNxzMeRnn4cml2yZI1mMb5NVrpAsSwipJwLFr1gfi/DNI7H0A5zxmcMavlbs5zNi9dTqLS4HGWuVNEeqRrR2UGkD48OczXwbeXHuSdzmjRMDGXyd5OPv/fqqxiHc6zVmqAF7V650QOXPzzu211cJMIdyb0Jw5dtgi875WKC2JBF4tnWdJN7GXc+14gwFVf8Jh6GuqY3Yyxyo2QoTnRLNplMUrdKBd6ZvDQPHjzA2toaptMpAsqwMxHanDGMx2NcunQp8cufWdYCyVDe22IA5KIoIjBOLD1jwc5Vv4XVIN91qh7LIfr0DOtt251I1mtlwBiwOdJdv9owCuY49npYGR1jbXyMfjDBxPfxWf8x/vP6cunyT4Is15Mq6vU6jo7MQn8T+Ov/1X7xmA0q7vaiOeNpIggptjt2IbZo/bTeFYUiX78goYwrWRV8/+E4TqH5aWNzA3fu3pGuffLJJ7h8+XJ2OXGWtZxurFwaLQ6VIKFChQoLxdLSEr77ne/gzNlYGBBrOQPmhSh3Os9YEBwhRoLkz5+o6dKsvn0hp8QTmM4bsyEEFy5cKJCSJf+q2qZce92qPVqwLkWQ91xZZbVJ6us7cbuSkd73PNCQpsT+t79dqo7Jp+p73eqHQN042GvHYyRERH8qWDDhDGIBCGFSgYxFrgbkYGckIf4cIpqUp2QNEdLy9MrL1iqYAAAgAElEQVRTWP6OxkgWKcmsX+ISCUndLS1Qu1G8R/CKUOiQK6b4/5700fWAw1m8CQ0pxuOx+UYDdnZ3k7+3x0QaS7a6zBGgS0wBVPW0UlBOAD4LMcEcB1M7qf8GfREqdGLUUFbISUEquDYyp6fC3KfmWd4aSKmbRbMsVCwQGJODLbN4chNkAHklAQC2J/E6osQSSElynUBP62BzjWLXzrfXRLSCCrW2Nwb81cwmgIPDw8JjODTUX7LmMD4zE+rE+4TkxEjIdhYhj6M0ZZvN42tC3QoK7Bmva8E5oYyrxLRAg2S2EOzPwIf8LMxQlGDMSKDZZ3I52Gp77OJai0Q9bZp3LOTcb716Lvl7ZWUF7iyax6wWCcK6p/9mHlvj8dhqEWErwwuB0BzuI2lpHphUml8s9VbdHxrnS0Egwsd+Ue1oU7DlIm6KOpZgwuq9lFLs7e0pgmh57rTVSRQO2sjuIAhw2DjCdt8WB8hcfwAI4hJmrotf/epXmEwm2NreTuasxB+1cG8qSIgwm06x7XURgCZ9VVRblK9z1xo7xnRd6hl74l47wDSHLC7S+zPmo09mmVapXOuff6piXbH/Hj9+hP39/dx9+67vYvnYTFqbasIF92EY4vLly5jHAcCLKC6oFgmiJYLrysLCrb6HtRFB20vTdrvROG809KDRRepuA6WskBVSmTzf/eW72Nre0q6PRiPNPZA891BMA2Dfj/bz3W4X7XbbKCxS58OlmNGc+boWxP7eHh48fCDF2chDoX2zSZFAOJdRGvWbG7shbPunjy1XBEXXFgD44osvcP369WL5Mob53EX9+Li0+6xnjfX2BB+utVAfFoyNEuNZGCS89957ODg4yE94grqIwchFQSQQBaBX3WSZ3HMWAUX+3rPCYlFelFuhQoUT40c/+lEhDYqf/OQnz6A2Tw+qxqDJb276u74qFZVwphs5eUOia52mV147CzTKreFSToBy0MtImUnIxFUybXsijT2+8bMTO7//O7+Lqw/s/t3VPP/rlxkOLbyVgeeC+ARim6qbmo4ja1ll01TAaDzCay8S4FzkCkUithSCXaun8Iu6qX44TDVYgjBI7Fokcgu6BrSIkDFpYczqw5klshdjDJ7vo91JNYb4eIiEQxFpzwUOtnLUMa1qGEtkFDObazLhd/7Yg+EQcz8NUvdt+jJcpN8X4Z5iSnRXLeJ7XaQE8fmmU3mM+b6PPMMl8T29T7vgDdBwRknmajsWqkwBbDs9zEmA79MXAAAkI5CuVEwhMjUdMyJJxvHqGWCJcaFYeoA0jzE9XxvE914TWrGU1FbfSzVGguz7PL9psw7PRKo3s6a3xywxC2FsbcEtEtJg2vrdJtcghetjAY18oWnXCUnXiONxgIDKG3sTyVHUIi+rhpGVSfy3JWWmIMHRV/lCbcLswgzxu8kqUZ4vi7W/A2Kdq9TnsxHApvl0byprbidplaDty8dDTENgEpj94H95/Uv86z/9n7Xr330lFSSImp22gM3i1WEAnKvJ84wKSik++OAD/M7v/I4xPxOubXewMSZ4o0bwDYOOBYmFeibi1vgOFZyUOdHKgGThsQlHVIh9l2d1wMvY39/HdFbMxcbOzg7u3buH3/zN30zLFMoJmT3+kWoFZ8L29ha2a114Bh/tRcEYAyGRpc1Kcw/z1j5+8IMfgCGKS3ZWmHHCkKLnpQoYBwcHePOVt615m2YI/lx5pOCdsIs/wLe062PvZPuX9fV1vPXWW3gxjq+ygh6OHWqadhPwd9IPKL7Y7uKP3npF+l0dUyEolp0mmt5vADBbxu5PCb7Y6eG/+fbLCEKauEQS8/vp6nX81kvfwL9+6/e0eYGT4pnnD249GAtw1bmMu5v67ne/Gz0nTXdKkwBJnAF+nuVE4fLxEA+Oh/hf/tvvaGXa1vEB9XCW1KRr/7hcx0cNgr/4VnQPj5WgoswyOvd89Pt9vHJGvv7hhx/ilVdewZ//+Z9rdeXZ70wIevGWlgvSVGWJnQlw4RW5QnytnRsECaNBRJaGkM8cXkBxdsl8Ci6yN++5IT6oE/yJH+JV5XkIIej3+hiPxzhs6JY+O90p3lup43/9779nrcNJ0eOCmFmAeRDi3FItVTw7JfHb7/Xg+T58v1y8iGeNqRe7PFU01EbjEWq1Gl648EJyTRQOPwvXRrPZDA8ePMCbb74JIHq3eVyL00J9V4B0TF65cgWTyQQ//OEPT5Vv9B14UmvgLVw8RW0rlEFlkVChQoWFQyJqCUs0kYsshYTIm4qsAMZO/KvAlyV5yOmKQ3MTAaXeGQ+haSNlLP7mp0rJBZZcySJ9ymy+iKQRDgDTWaptnWct4kjX7c9FCeMK9UakQgCKFp3zqhUGYylxlbo2ijXYhE3FbDYzbrojlyp6gWfjBwxZ2ucRUWuvy4NYNSsUOD5CCDZ7cwwspt4O1whm+WQW/7UxchOtXY6mwQ2HOQ+9DN/zJNcmDri7JZa4XcrDiGRL444dWaMkyhv41gWGJSdb8BelhzQAeUBGpqbJQJaWLRBZSAS0mLZPnvBQvEbBsHQmiMsQXOEoN5706JRsxCkTDhhp5hcMsmrjOY2Va0+1Dmqb8G8m10bS99j8hiuJ28p945y5XpKViBDTI2kJE0nIkyvXbX1gq5NKMESkJzOmEfNS6zRTiMa8sWCKa0JZ3K8MGHshDoc+DmeCEF8is3mfFRt30b32EeHPU23gDtFJ07wysgjEkyARYmWkkdqvYFEBs6s283dqFicpIsDKFdZp70qSkfHejWNZ893Uho7jYAwPj2t1jGazxF2SUtPk88mQ4PO2eRxxhEEAxoC6oomc9Xzr7UgYPAnMzZ+Sm3qbm4gUkwDrELG2vNCOqbBVeB+M+x3Dc5b04c0YCgVr5/BjrWBzn+QTSKY57/DoEI1mEwBwMO/Dh30MU8pw/2gglWOzcuHxGpI60xBbtQ7qZARKKRqNBv76zjFudQk6XGsdel8HoOixOWzImsfVhIzpM4m4zxXzyHO/8/DhQ9y4cSP5zjXFfWpvPy6Ym/ghAsZwNLQ/F5Baeey4+YFqQ8qw2prgi51eMg8wxvAfbuxhpTnGVuziSm2mRHBWYI775cET/NXaDevv0l45zm9tRLA8MLuNurXfx3hubi+bIOFG0MXnvhxwWw1wvbIix4ZIlRasVdeQ1R6qRrQ4ZwTxXjlQ7h97QlB0yrA2IrjXlt9j7tbXC/Q2MZ1D7h8N8Ne39tF3Z+jOdWvYo+N6Yilim2v3x1FZI6EfUuUNkrlW3qk38fngCQ7GxTXCi67bnSB6nr2Bh8srrVL35pXvxIoJYWiPMXLaMj5YbaI/ezpBFNbX16UxHgRBMs8C5fbmp4Hrunj33Xfx7rvvSnMhcLq+Eq1kVOWnPHdvRfJVMUT2PFxhcagsEipUeIb48Y9/jDfeeOPrrsZTRxnlgrJLU61WS83kpILsxGTi/z3+L7NM4ebdCcE5R8g777mKsjTKLVrgWxJrgTl8s2musaNKBnKgJhfJ5LzjsiPodOoCDKGOycKu142C4cBJ3TYMmA+GM9J4OUtqeBFnMuqTtoUaZM6+0eHkHzPUPcJvvciwMkq1T90QmIUMrJYxWgwsLAHBraMpai9b0kcqxMnR3p2bCXlxnK62oo2W6GO46zGcF7U6Lc8+InP0yBTnIcehMBEpkesggm8LHndssc5VQYGIIIO4+MZZ4Kwra9cae4QVsFrI4xkEQZIpaQ0REVDIzUWJTfQsSN+XkDH4CEGZ6eBtsCApUoxAXrymBD1lCnWTvo15NlLlELlsSb8HYSgd7sVnvXnzJv74j/84qodikTAKGPYnZlHvq2cYfEow9zw8evTImMa0AmS5FgpYNM7TDEq6NlI6KOCujYRmp4zh8UDuW5WQnHvlDjoBZThjqCZ373c4cBEEAUQjqf/j8gPw155bQIEABmOABJHAK4phwgAswUnILxV5702WlqFI9HY9YB4Wc22kQr3DZpEAqEKBYmURAC+99BKGBhKSl8EVoE05igdnG7ZrneR+LXigENtgeXis3poEb1YhdjEhBH1E68zHn3+G33vzTfzZn/0ZAGA8D/B3dw4x9vj8ESESqEffPF8nTyiz975Jw1lEJEC0t0lgaK8gDHB4cIjffcG0sGYjESgzQcu94FCzjUnCiHWvNw+DRKDBMQuB45lpvo8CAz/aEawpqU4AZtVNFTGlbmb+OwxDTjqaUR/NcWO3D8aAP3o70qbX3VXFn4JVGQB4cT3nJMDKygpWVlYwf1G2UNkaE7z+kjJnMmDLd3EG520PFtVDmE+NyRC5EARq0vOJ+9y55yUuRj/88MPkOh+9QRi5Bzy3VENrDpz307bn2XgZggTeB05scagKftTxw5WsAsasBAx/d6NYQsDMleM53X+4jINXx/iDb0Zat5qVkaLxmwUeMyQP1lgTikb5mZoDPwxBKdPOJ1kxEsTZJAxDKd6ZCWK8rUUga75KHl0park5xR/Cid9hc//zJjDFSHAMC/FBP3pff7ZzHyDA//b7fyL9fuPGDTQ7TZz/zttJe2prRvy1RiKhHyHEYt2jP/NW8xB7e3vo/OEf4bdefdVwj468+V6F687QHOhWHaPRCFeuXMFf/uVfWu8NQgo3oLh4Tn57+FhjiFxi5fnILws3oNjpzkAZ8IM/+OZiM48xIi6GsbDl008/xdpuesZaZHwRE0xucev11GJlUcKZgFKQQLbqPQlM7rtOk0+Fk6OySKhQocLCobqOSYMt65O2aTEhhi98Y+AQB2fPxLapUowEy/3K9+9///uZi4eYdhIopJNWUjY8UyRUpSSp3sLD0CSVXfBRxiKhrOWo2i9LwqY3qwWyfgtFQipO2MEMYqs7JLIzaRl4NsaAyXiS3KtqY9v2WmIqW5slrqYYsFPrYBYCa2O7WwsgJfbl+BxEqVt8XfgUBWCdjqyJpdY7y31Bw003z1mbsmNniN1aGgx1QnwMVYsCErkj2pmcftPa0+IKMO39FF/BmolQ1+7Sf8+DqqmuwiHFXCwVQnKQjHz5T2MBjE9DrNda2MUI29tb8IWDu9USoyA+2nOxKQRuczKsSaSyhERF3GOYEASh1D8hTcegyX2KSDhEBEdqITVTOkG9ezKdYnV11VwRIXB50t8m1yi8fxhQVwi9Ms+tCi/ldyWeh8BwoMTJO+07FQoxZdJs+XeCdqeD0diucRsFTI2kA5lLAZHdfVl9fhPFR3rJx5sp/rcPbBJLXq6tAKKms18PcwSLJpw7dw6vvPKK8TfdRZR53PV6qfBc9elvSi/+TZCO27W97dz6JoIUoWqOsnaLMRi6U0+6z4TZTBd2U2oWJFBqz4uvl7bxp2oZi20xnkwQ0hC9Xk+/UQC/RbJIyCElAWC5d4y/WrsJP6QIKcXy8jKuXbtmtjLJWpcYw2ZHdxkyC4GeZx53q0OCW920Va5cuZL8XdSlBZ9fVM1qEe12G8vNA1w+TOdS/iwBZdgb9/DT1evyPi1O4wARuStUJ6DpLpUHGDfNczxQvDhijudZbZh+Lh8PcW07tbpRBcoPoQecFXP+8KOPrb8BwM8f1fGfbh2AUoq7PYL7nVBLG5j28fFzPn7yBMvLy8mzqY9vs0gyuUEzpR0Mh3jy5EliXcsY4Hlz6T3QLQDzBQllSbzIlV32um5DajFcbLf1q1/9Cvfv3y9WrxKPYUsa5aEIPYQ+kVyjmfJlDEFIMYEHX3lGfm6qj/MtcIBU8DAzWDCkdY2EhelcL9c9mUcpwy9+8Qt8+OGHwhlIKM3QZ612JIQsEl8jqVNBqy2eZavdxvLDh1E5wpja39+H7/vodrvozIGmQcfqF48b+Ls7h9byk31OSWzlhKriLTW3uLMtCtNrwt/XfaePe+PIhddgMJDGxaIEZjZQSvFFmxjbnJfP+88UGykPvE9uthhuHMWKcafYE3shw8ggAz3ZaabCaVAJEipUqLBwUG0610lzGwjMB83vvqDfXXPS1EzaH8k5iBNdXoyKIuQeFQ4Wpn3Fy+w8AKL50D9jU7021EHUrLSSgyWkA45dgQ6ARYtXKPk7b79tvK7nE5GERaHllDFI5u4M/UE/SaJu8NUNpFXQklE9BgYv0ahnmGXwPvu0hwk8dMJxlJb46DrTxHWLWihDFC+E9y93NWLCGy/UYjI9hf5eSRUvPB5cyA/F26lHZthD3+pHWyosAzPia3U5clKCYwJfsq6w9dNpt4JNOsU4NnEd+XoZXJBQNl5DdK+c33gexmQ6n8Oi3/049yF0363lXJPpdWEAGiMe5NY8NtJ5RIcLHx0vP9jvhZqer0pSBMLBYnfWxeFMcW0lpOftxPPMPyRl/54IEnjdDOlfWDLnQUAQElkgyLXxTVC1U1uCIDCZlzQizk7qfNYikQWHpTyO0NCPDFzwmsI2ohiiwyIhTqEYCdxaLYv0Tdx6BLrbhyK4KCzFvA9t4G4aXlcsOtM70pq+fYHhD984Bzkhy/pqRbZmvSpk0dOsrq5iY3Mz+S5a5AH62FdjJCTBgQ15d8nU+u7kzandbhf9fh+KLF5Om9FGlFIEhqDJ44yBIHJsWXkzhYyT3O3lCD7Faz3qYc5CyR2Zjcxc7kXk/5e7Pdw/GmFtbQ3NZrM02bG/v49W0x7Y+PZBP5mzOWYKZ5g1z8rp0ufi+PhjmTgXR8HVq1fxf37yC+yOUxKaDzcC4FE/agNVezqZV8NoZuWCKT8ZqzqJLpbrG0gnBoYZ/Mx3njKG3Z7sNm3qym3nGVZvkQS1dd9XnaiGnUnERvnxnn4eiuMr+lvdDx0eHqLZilxHbdERrj55APURTYF4gchCNNr/CfVlvK4UIU33I1du38TO4b78bMk9We1Gc9PYkGV5YIp9xCE+L7Xsa4vGLhIDrW6MsvdIquDV5A5o5oe4ttVJBZTK7x81CB4q8jcudGawx5URcwooxW6ti10avVtXjjdwOBkkSnQP6vZ9lvy+82cxp00EVpTmkv18HMxmM+M8Zlp7+PRYxJolyadwWn3uZoxhfUQwD1P3RIwx3O4Ro7Vda+wldRXBBTBU2Fs2Go3CddsYL9iEIQdi22dZXKVpnnJ9GMM4AJ4MLfsGBnSFmH+itYIJlFLcv38/CfzO0Z3nP7cJs8DHTLAo/fJwgi87upV3/tk1wqIsGipUgoQKFSo8BahEVpYHHh4A1wb9HM+Si/JhOd1YqEQJSdKfDCpJxw8RQBSYMClH+Pz22W9o+Xz3Rf1ZTdqfS0upG5osNwBLJV0bZRGXurarWlaWRYJ6RRYH5cVfKAve06qmWLYFCK9ZdpuJGzYGwM2saHR4GNBp4s+yT6YAY5r7EInsE7R5TQTw60sv4dXaeemamlZFGY0Vx+BXmF+ZET/RIDwplhQbAwZgHB+gAWBPIdNsXSK6wEnzKv6ca0EPe7UeGAMGBu0VJ+6HYq6NjH+mZXVdrI6IrKWNNG+PFnxXi2xsuesCS71n0B+WSO9jihu9TS1tEagayaJNDGMMO9NIINWhc7z88svJwY8TDSRHsCkiq0VkH872w4H10EKAPScl1kY+cNfiLgYAvmgf42eNWRJsMpQbIbpWYr6bhTqRaIJZM7o4KAOazSYYgLOOPYAeAQFiLcxcf/7xp0ejAKFaXjmCzbPCHMlY9qGuOQ2xVFvCxYsvKr/Ic4RJI58jBMUsnEv35SFL6CLVwpLdZDJBm8qHaZtSo5jFOAAuPekmBGdYsLN5PaT1mjGhfSJcuXIFn3zyCfwgxN7eHgKqS8xVgZgIyig+bRFMA4M1maWuyT6H6K2vxvNQMzLFOcjqQ8/zcCvo4rqfarNTxlJtdyW9+H6NvbQtTC5BsrpiEmvm29rgUX2E9540pWvqEJOekGa8hcIPVLDIMqUJeRptn5e+L7wNAgPxP4SH+/5uPHfHwi2F3YrCxeh14MGzxbLnJMB2rYMG9PgqU+rhwOlj5HroTz1J+37VSiyn14tYHqlT7tznglN9P6aSU8fHqYuxHjw8CPugYJi7c/i+jwdHQ1xp6C7+AKDhcKsxfWyHIcXqiCSu0v7L5l28ty9r5pusLBOLhPiiHwbok2mmEGwR9Jlpzl6ZHOLa4JFlDTblkV2TrRz36eL9a8MWfrZ9Dz1FmHBjt4fHjTEmAUPdGQqKQqnAXLNSFAOeWyyaxKrP43x4PJK1YRsfH68nggSHAJubm1IslNNajOStr9Q0fwq/q9aVH3zwASaTfMUSFUXJWFOysRdiewI87IRJYN/Q4AaqaPkUUXD0breLzz//HDs7O4Xz2Xd61thvZUjvshBzdmdu4XdnkUhcKFrXboZuP5qH+z4w87PPiH9zYwsf3t9MLMj4M3nePBEUlhHS/83mbXzmpwL6wfxk7jZVVIKE06MSJFSoUOEpQJ6ca0Sfan4//GaSUiS5ylDjhBDJHVB6XUlXIs/s8kqkzfs9bhKGdNP49ivn8XtvvojXXnstbpdIg92qdVjSX1FWarWEMZljTFIt6ppQVpGl11S1oiSwiWgQy/2iQ3A0Szc//Hp7mu/vNSIw7US6uj3Jci2QBGgOQwzizREPWmx6AIZ0zPbIzGBBEcEBwTmnpm2KZDc0+oG3KDJHDQP8U26utHobaiimsW1EZH1HHfm1jFLY/IgTOVmhvADzgejo6BCjMNVs4mMsEqQStD1941vE+imrJlQdD/FLt4G+dk8RY6gyvR6EIfb8tBwqaCd7IcMHG33ccIe4HfRAlmqK5mBUobzyCKJHmsbnSts4ifgrO0kIFD8Iro0I2hnhCx4NuzhyhuhQ7hJGH9+qewMG/dBeFpFriTQ/DgfF1jcmfNZy1g2xLV/IEFaLT2Q61+WtT+fOnRXqJxOhd3pRQE+hVlGZOf3I101bq9warccJi42HMwjx9isXjL9JtWPmeY4Qgk0qu5xay9Cy5Wva0Yxg5lP04uCORQUJ/LlsAnO1/Xq9LtqdduK+aEbSNTRr/vXCADtOBxMD6Sxq/R8dpb7/9/f34r+y41QFgtAxucbfn4L7kLW1NQDAHKGRGFdh84NvG2+2HqSUahrnKriM59pWBwdDX8tLLPLzL7/MyEm8xyxI4IKwg6m5zfn2JggCHB5FBLkqPGEMOGQT+DSAD5pqn0trIkvjsCgQtbs5eNwVk0XBtt/FkLj42y+X8dnNr6xBkhlEgk0YFyfYvpiUFnjeRQJuMwY0mg3sHBzi+m4PcxppumeVt7O7i5XVFWE918vxLPGmGGNwY/c36h71kI1w5AwxDnUrSPH+MjC5NhK/8zHRmEd7gqhvaBpDCMUtEsrVK73/3uoT3Lt3T4v7wNsnBEOXTHFAUvODdE2V6yFadViPAAw4mkVpeEBuxtJ7l4iTKHu9wKa4f/8+NjY2hNuZ9FkafMxqinPR55dfXherCvWLKiDj7smirIvXqbSbGwgKdVyIxsrFWdDLJDxzMLBEGFEmkO+IzLGvKjkhcjO0qBgFrVYbd+7ewdwT1lmhrZutZiJ4FfG0CW++P7V1AUv+iZB31h7MKTbGJOkHsf6ixdFJkdA+qpVUyXaqBAmnRyVIqFChwsIhEqkBoxKplguiBgU2kb5cyyMNIZqV82kFALWcqfI0E6m4Z/iffvsNnD9TQ82p4czZKA7EmYyoUabn+sY3XjOnzamHqW/qQkBdWZAgpzVp4J5WeGMK8Cku+usjImwaos9WS4434CPEiMzRJ7rWm4pXnDNYgqMdQgOD9j4Qx+zghxDppii9zcSSgMCBgwYm2ibmnCOQ64RgROa46reSgrIDL+ZtitLnMHDa6caMkNIHA60uAqkdfdeRpe3K7zHdx5TPLORtKgkigdkRdHN4W7lZZRs1iUhEbfqg8KBq/epjq5nhS1ergOoCJKN+4hxlfRbLgzmGn8eeJ7WvSLb4YaT5Wo/NmEOBhFBdJBije/ALBPBDoAcXB5YuStYWgUgzETI2TSWVqk6DOJrBNcT5GiV2eeIKw3CfjYwyWY+Y4Pk+VldXtPrq9JdQV6EmKSnMsGQQ7IuYszC2SMheO8U21c++pBAxIJPx6RhpzyOShiOk1PiYarHR3KMn9RQmvuj5kQD41svnzL+JxjBKXZKxWHIu5emj5YWBCJqkJksGBuA/3NjD+yuylrsY6DQ7Doo8a0hrZcZk2wvHmBIfLaqsrbEQauaH+L+vb+HTz1MyazCISBrT6BP7gxqIZ/7+FLUQAaL2Cmn6/G13hN0p125Pc280Ghgqmrgf1EkU06DkUpg3rKhgHfK4McYXR9NsBQ+VwZHKYokg02aRkPcO8lvW1zewu7MNz/MMcxUDt0+S+0kmkiMSVa9DuhfSf3NgIoNOtv84nBLc7pIkKDRQ/D03aWxzZO5v45/4XDie+/Hv3GrD/izdbgfT6TSpYyi8+zb3QGLg81t7KWkvPUt8xTNYGeWBMYZJAGyO9evqs1DhGh9n/P1kDLh8uIr/uH4rqSEDw3Q6xfLyspQvx43WrhRoXMXWWN+7ivcfHka+89V6JhY08XexP82WTrIQNR0beo8sDwiOxoEwxknyt0NIskjMYuJYfB99CgyVuCnJ/sMycE1rjC1Ggvyu6nmZCOtEAF3kqF5Ska3ZTNcofmsiBCO6mxoTGs0mtra3pGuyW8tI4eKk1g0qfN/Hxx9/jCcrK6fKh4O3geelQj61G0zKa3kuexqNRinrCxVBjitLTektl1DI78siAtqMAgDoYzjgc01O8WOP4oM6wcAtP0dWkFEJEipUqLBwqBsufqiV6dZUuKCuSeZtkX6JiL8KK4c6sZHk82T0tnBcMicgOb8bf02fn+fPvV2Li/Qff8usDSmmF3H2rJn0yANjwIULL9jLEsgnk5uYPPTIFD0Doa8v+AwhjQL/2sEQslSLwrZn+P/Ze5MnS5LzTuznEe/lVll7dVejqtEAwQFAEgSHFDmgzCRSMtKMNBMPOuisP2R4Hx500UXigZLIkUYzGhvRZkANAXIaBNHdQHdXVwLw2y4AACAASURBVKO6qrv2qqzc93wv377E5q6Dh4fvEfEyq2km8X1mVRkvwpcvPHz9fduEJNgJOpqWZZnvaAIdHGPgmqCudiZQNlcqmEgYwOxNkqhXaFnLo7XO/YUGTxDkgooEqiZyCSA0g2bFiOgfcGVZ72Mun8Z1yeVGzO3aSh1Vvm9S/52c+fPsT0K3P0+Bte3Raq0l1STdRa1gpGlXEiYOr6wYz4kBMbveer9fLUgQ/W44HhUutXyffy+PTeE79M2ikfNS0aROjAO/3mdYLtkiRVpdkAAQwvT0nl8C/+0lHj6JAkA7S+Pk1yirXG1KnwtQQi3dBNP2JsQLkAzItLC4KKOeQyuXgWE0HOpatMq1dKOhClqI00JQLfMg7SPJ+7s19+XfjYNd1XyXEfGMfMYY1oMW9hTtwG63UzkGATmPm4YUNmjC6k2ZDqGEj86icWtxZWhGDyL+zgkFjiI3Jxll2M59yVe9kvncJTjLQDVBr6tMkrtqyxzzCgWwdTpGexThRJnOJNRWzlc/nqIbSYu9UUIxSuS3rzNnra+v48WAYG0oAaq7zx7jB08fWGk//PBDPHn2lLt4UvoYD47s9u9/HkUJ3zdQyxdEwWNheMti8q+pPa26tOJl2e0mgVQKgHA//Q6LKpKnYbCBWZVX5tg7lM3Lj+IR/t3QcPUEuXbOQr0EaHsCWrtoR4m/UGYxFiX6fom/v32mEaTOA39xbx/HA3tNd60X5p7R1c03NjaK/sEA/NnzO/ikvaWlEXO2yxLnsD/FXk++997eHj67/5kGQt7vAk+HRpwMh6DKdU8IErb297A97GrvcXh4iI8++ggvXrwo9i0qfX56gGe9Y+s+AES5tefzPkFCgZ18SGi153XHpkVClmE8GRftPFaWEeoRUMo9BasEcSlTAzLLNskoRX/AlbHEfkndh631MuxO3DPJbi/C/T07cLr2RQsM3n+mkdf2KHS5bZPPqkeRdHFWfV4wXWEKjtUg4nVob28X3W7XsHCVa3lmCLbq7m9HcO+7hY//yWRSq7z19siKgaOSFJLLb2buTV0Cnqq91ocffojPPvvM+WyaZPjzv3+AjV1/XIMyy3sXVWEpZdZLZfdMOh2X4QD2HFf35NrKgx8eDs8AZsxJo7kgYU5zmtNrJ23LQMoXHX5IIXibXhHJa5O6gVKXJKGNoLBwTmLOSx8RXcRRSioULl5HBFjmoHPg16YlBLe+cqsygDRqcENhH2hVaio+l6sCa7p8/h4EfbQDG7B1acd73B9a9LrNEu3A1i4YQaT1xDkg/LcFXOY/A8Udl1ODMP8bEmIf1LX0JqceH8kV1CDAH/3iJa2kqkOES0NPJRMwp8SxiVSufd3OvbdVgNuK161qDmKAAYuLZxPCAfydt3KTeQbuAxrgc6EECM4/EwHSZy8Dw8u1l8oTf/nuzR7T2tA77BzFpjTT2lcPoMy0SSBl1IqRIPrEcTDElOgAseuz+fpcLm/DYDCQAEupVqyjAIUkAF0BADOZihk3zZwbI+Y8HPLqCe53qvtFKtTRDS14c65V51NT8Chcj1S5NgIUDfCSNFWCvlk0FjunUlDAGMOUpOh5/BWX81AGV9upqisoS6nvP5KMWS6I1L7YUFi6+eZNT3U8fSPgY3Mc87EeZdxFmmlx6PsGPo9U5uu4dCCeh8fYCTqWgE4lUxPZfDYcjzULmoeGe7kykPheawv/bvNzZIyhRYZ43o5wd2eQs0lmcl2TMQne9GOK41wY0+l08eTJEy1tq91Cr2sEw555TS3vd18M1rE9bmnlUgZEirWatsozLqR2k/w+biGWK7V4pn/bQqjHbEWCYl5nwNMBQS/JhUhGsF0eNL5EWOF4g3EGHHiGeR1FApeQwhQKbGxsOHP+jWLFk9EMx2SAUTTB0dFRfpe/56f37nnrjygBpcDLvrSGffnyhcbgfn+aX8p9vsrvQV6fKpxXA453SgRJALA9Nvus+Gu33//z+Ag/eHJc1N9qc75VEHKf9LEWtqy5zAq27LSCIYiiCP/Dz/4jWi1etkjRPu0o/tEN92UMaI1iK9B3UapQxmDA9lgqGLhA7MFgUNQNAK/W1/Hs2TPnfnIydXc+9b3MGBRKquKbqpYNItnu3h7Swv2Uw11bSfc+HkaFENms8yzkUqRInAGYxUV5PZ1ojCgPfltXkKDOjVKQIOtVLSxGiDAkOiCvztdWv8sL3N7eKr7F3eQUp4n/+3622y1c5m2FHY0vnW+AmEHvPPR3L1r4q0clgYiZ3l8A+4u6QP3zHHVPxwnuPtvAv/qR302ezzpgPB7jzp07iBId0K+0dAPT0s0Ut0yhv/z8QPu9lg40q2Yz4Hht98mChy87+MQ/ApoLEuY0pzm9drK0VMR9ZZJ3HWDDMMwheHmz2WhgOQRuEBl81pVXrfP6tWu4cf1GAbDPYoFpCiFEnfLaD/6q1dStUw1pqQVEzS856OMBCwA0mg0EQYAm/AE0BXPlsZnLF9RQdZVwxs2sWVvkCTRa1XSi9lQBVOtSAOL8OKIEFfRmyH13OsohRB72tMNBbkFgBixWywgIKQ7/XkGF6TcDZj9Ur1k1qF7+WK343F93StLSMniPrq6lSmBhkilQqwQ6i3ScLl++XKse3zcriwVBiC1OdblMm+XAsBa20I2GGGcR1yAuGThntcbyUZrZGouCTOVOE3AY00Tr3y6NW1MU6wUe8/76k5/8BN1er6jPpNcxZ3G+TM1FtQ5OJq8jxF6NrwlJ0K8BmDu1icFqi6zVT7LQKN/6M8YQFRYJfpqezwOaNQ2Xaf25AEMX1f3Koo5LbKk0HfdO4W5h8+7fb/Xx4yOCjaEsP2MMR1OecklZoklhpal3IKkhqz9Lqqd4rTzVkuR0mkEoGPvKMMfHmJRr6tG8RzlBDwDHBRjL6WAq646ozYf6zff3uYuSg7iP42CINh043TPVHdM+kOSZw12FCXmbAsilxUUwMHQCt7vEgxrmRWvjQ1AGHBweYDKe4CQCRgpoxgALhPWRCvIzxtCjiTZX6NsIeZ+agJZwE8qY07WQCvRtjURePQ1lNrCjpmMOhYIyYgCmJa7fvH2ZcVdMce7o4v79+5V1taMJWsEIW3SId9//UHs2merfWp0PWhGwMyG4194p7o1GI03Y72GyuPz44zt41W/h36zfVx4zjDIgoaRQSiie+YvSKCoJrOLjizGGaS7UUoXfjNkTEGMOgUB+/XxAMJzoge3NmBri78aQ4NmA4MnRAG2PBnKhcc6AmBIkyHBCBjpLeaKP736CDz74oLg9zdcV18h890d/B8ABIOdltdptHB4ewEfq+BO/xbtN4gidXNPd3C+pdaYzbPq0mCAK8K7x5BDcuc6wZW6kWIV7sf978wt8FLdK06ikChsYULy8z6p8K+xgO+jg2bNn6OX7OnW+9lkkMABpmiGhGbosxsMx5/FHey/w7t7zIs9+f4qf7/Tw8MAdf8Ws53XDzarLJcqYpnzlUjqpYyHiI9GXXa4RZZ3SrZqgmHIB4/7+PtrtU60NqvCNv3r1AfYD3aLGVrKoYNxB63SEQRIVH8S0wDtg1W6MAcn/lxlE+x8LzQUJc5rTnF47pUwuioS4fWyjuJdvhpR7GugaBvi1t1aNyUpKuaUCqSw9CAhWLqwYqSVduHDBy/vq6qr3GeA+KLmoCtyR5tv2vShlABimFAiDQGu3i6sX0Wzy+AlhriXhcxHh4ueNN95wPm/H5WWUucM4K/k2Nl/72tdr5fftdZtnxExdADdlfhC26AqmpQBzWCQUdXCIJ6bA//6Z+4BCoPua3d3bxfb2Ng4O9p3pBySqBUbWIzIzgO8kB8Aqa5CCMsDtOmqY6n5qAe5yYyM8BZCDFkaeCyu6a66qPaKUjRHl/7NT3flN1np+cH+IKX4+eIkj9JUgmNVUF5gF3LxnTI9uwLXbJDilCQGYHiMhyrIKoaaf3zLunMMxp9jhSkHPPRsjUmhgk3lvO+zg6atXzuKGJMKuI8CfVWbph6r3FmvZEJQBiyTAG4vlXz71uHyQNZJzC2fsIJH893q33JxdJQtUA3OOKwZ+eFd9EwPVLVcWH0mdwxjkWH85lA+GKTBI/XUNDABZB0gUtydMPKu3Dqttu96XPdL2fl9G/qcSQHQ8Y8C9oyjnw13eydQAv5TrOGWI06zQFuUzjer33s9XTLkbKJXGk0ltX9mMAXHuz5zBFpSQgGBIYmcMJ4BrOFZ5S8gYBWUMBwcH6HS5JqzZzz744AO8//775QASkxcM/JvcTdsFgMPA9xvurGI+5r9lzBfbIlH8iqKIf4m8L2qKQblAdy8XAqkkBBMDUiP+D/Q+aoJRLr7sa4aDoIe1sIUfJ4fOPGarPsoBxQll+LBFtEQbY4J3n7td7gDANAMODvxgs6AglIoOGr8M2BvrAV0ZgIMJwUkEBMxe46DlN/po/vfzowmeHZUDpa4yxH4sZvqYMwVy6xsb2rou6+f5B7E+R6hcivGY0QyTTK5vAkTtkyl2g25hqSPyinc7CPo4CUaIsgRxSkE1i0idwpCPAergo3DRb+RRAcaHj5/k+fSSC8UFyjSBikgVM7mTPh4nSKj5rcR+CRalSYLxyG+JktHMihVgklrswcQOcFsWhP6FEhTaR4ngv4ZFQkYzzQJDWiTIL+uK+fDkyRN8+KEu2AMcggTlGc3nV0Ba+WwMT7E57MCkugC9mSyKIty5c6eWu0WNiG3NRRnwMjyRPFF9bubXZ99r+axhtTSG9s84Bd47Jni828p5NN2ulZeZUarFW2KM4cdHXADYy+/P6k5JECHqvkiW0UonOGTV8e44P8XVmXiYk6S5IGFOc5rTa6fY1HQoZm17s8kAfMOP6/O0Jpgh9vnE5Y7GLy0Xt69fv+YF1F0nY7nVqRcQSq+t/PH2RB7IBGij2iCYk/TS8pJiATEbDEYANBvN4vcNxZOLz7xcUCNwiXL89dQhN/BaTT0ywZQkhY9PM8/bKyWwo1eVIt+8GaX54AehvWfWf3MlwHKDODQdeL2BokJs7aM0cF3hTGiUZG73BwCwG9ib5Lqkuwhj5xIkuFrXBaY7rZMUOpoStHPcodBGM8CbYWrOC/rvquON6dqobs+dBUDVY27I6wWEntpma3vqYbkRNgqB41nKraI4010bqRp3JnCQZbprI9fhzXwNc24bemKmmG4i1HpVqqN5pNZ48eJFo/30NIUgwQOkmn3keWYf5GehMlcwdXrtx23gecJdpIRBgGbF7j+t5drITwTV5u9Wefk3EiC0q7bVoNz9WBnUfnR0hMPDQ1FZzmc5jyEj+O++9k9L04iKB4OhddsHVHjjwiiDZ3t7q+CzDhgwziL0s3FePnCVrWCJNTXAyGSn7BsVuzZXH8/5sfy6g1srlH16Arf7QpHlaEJxZ7srxxDTgUTK9JhNKg1T4OeneuUvX74sArG6aCOKkHuQ4hYohaKKax0vp26vA8qAU48sjEEIKCh6ZFJoomrWqPnfdrtdKkAUWuIsv+YAmowvxRhDpyP3BUYUG37PsYcxlSBUi0cG4JNkFw9O96228WrG54pFpstDLxV9imnCOouUfjFWUMosozIuFuOWr1W03dXdD3GSVkObpxz8iuMYm5ubxl4GODk5ceRHoXi0u7uLNHNLmBgcglnlMjD6hlWH550YgKNhufDG3ANploVqWcze9Tx//tx5HpKuO90usgC/IFL0qd2giz6Z4lXotsxR40D8y0938P56W4KdnjnOtYYW87PRz8rccQlK0zQXcsoznPg+vUmiKTpljOGLrrszi2QPHjwo2vPkpFW4nQJ43Jj9cQ8/V9wgHuVrWZ119r29TeteicGK5hrKR7PEIUizDJ1iTpSKJjK2hJ8opZWAPQNXIGPg85cQVDEAnXFs+dqXc3w536qgrN/vF/12bX0DDzf2i3Ffl8S6pQL35jwaK7wLOivoDgBRUi3syAyLBDGdFmewM9eu01Z4WsRtK1tbp0jwJDzE89Gu9Yxy8zvOlyZtcV46SeSbWyScn+aChDnNaU6vnTjAK49+wqLZDRwzhMS8J0k8UjfTEsyRGxJ1PTC1Xe19VokOv/O2AgaWmHzOApuo71DccxQQBMRoD6I9m7U+Hax2g5wuCgkp3D7VAlJrbG63x35t1zI6DobYCE8VTRidH7M/1SVVgMNLLQ/IWWg4KWDKcoOXYgdbzv8Solgb2H3pxgLDQhig4fi2zOBO0JXLV0o38wslK70L8HstW6sKSVOdPhS5z4UFmT5mbbcz5XWcsZvMZJIrXWURDfRvstD5YoN+PQ1CQcRxbfJ3yQih4tl7z0TcJF3O3eqGnDKG8WisaZ3ZwZZna/1t9J28OgVXJcLgusQIsOzwFmcFkRMgQo4QmoKGgk92vu22B+/ANKsv/hqlnK+qGAmMycNsWVKfVragqm9sem8TbbuT2SAGA98DfOfiO8Z9axLIhbwOflM1YG8pa1qBdboqAzCJbLP6KJbgIXENVoOoAawIcEwIElzxhwT9fPAS7YzPHwGREOHpVBmbRnsJ0Ni9N/OTWLtcPaBW2xpp3JYN+TsbChwqaOeigYGbVLHzV/0u1oZSiUPrlxUuPkw6CgY4KTGoEa+Rphn2gh62cgs7XxcrDThM1H5iW0Ga/t/NORrgAN9n9z/DqSZwcL0z55AL8xnut/dsn/m+d5gRrKkD4gJ8/5i5t4AFbY0J3juxNW4FDdMJTuJeKVAnnqQZxfb2di3eZF6e8tGjR8W9mOrf9XCKPMaE2sclv+rZZ1KCCZo8le1fU0rx6LCPiDLsjQme9XkdJxNWuBvloKwS28glNMzv9aacsTiK0Gq3LT4ALuSz4y4Y36VMKqI8Fi0S5evUy5MREkqRUv/e0gWci3u+YMuAbRlr0lY/xeb2Tp6GIU4pfvZ8F+unUjuaMYqpqV8nys8v1tfXMR7zPNRQxnv/8BX+euep5gpW5E+SxAn8q99+r4jTIUm4NnLNPbPg1nUECYky/hhUYZPNrKs8U5CguUpiDIzRXKmE+89n8iH+8osDPDrU99VyDan3okmSYO3VGra2tgAAj06muNchRQyjWenj7T5GUYpHjx7hpKWPl/7E3kdQBkzSxOumr4xihyCh0+ngk08+KX4LF1Pm/mJKU7wbH2KQ6lHsC30Hx7zgIvFNVWGytBrhc4NK6yFvk6OkW+SfpNxtqvp968Y4ePr0qRYHJqIp1sITTDzC3TnVp7kgYU5zmtNrp+9d+wU0iERhSLFo62RtYBxgiQAjXJsdFTjTNZyJM51Wivfk5gChDMCjDvmKN3lhSpniwKDFiAhCb63F5ld7rbPBo+LI7qOAENz6yleUtOVECMHtW7fOxItKi55VihBSCoJc9MSf9mqC5s/Mg3vG/H3PBWgQcGcCPm0ftX7zwE4ArDSB3/vG1UIYpvmAhPs6CEOne6DiufeJXjfA4xL8Q2hp1MKaiACf3c/LBEZ14kaI7K6A3yZdUpTTZ2kdqkxqqbKJ9rHeH8ymuc7USdBT6u/+029q/qlVF/l1PrWrVDPYcqq4FojjBINBH4wB3Rj49CTTBQlgtrC30j7DxyjX5OzGMjbDrKCou1QPgGyoyOrLhXSr0yP6YXCFeCakmiRBVZ0yuF35mKT2jtCwLltYWCiuxXorfHz75pU6Y6aKTPHl8Ygf6lrULUxbZA38xq2rzmeyFA/gbnUACVKfnfx5CysybV9SkZPIfPKgzBvaFRgTWkrXL069EhcZMocjJ/M+wYhyVcW+qe7NcoscAdDlt6dIkBLDT7aWza4l0dw/8OeTjOGTLW6tYMbEafh66yyDn5BS10ZLWHBkkhRXat1zoeo04u0ngBW1FnVoJT6TM6DQEmcA2uPEAmVNkGUzG2t5AWA4nWIn6GAwHgnunFYmBT+E2ysuhKE294lgyz4+vwzKmBQaZQrwqgJbcR6PI6UMPRpjCCnlYWD4bPgKT8c7zv4njYP4xZ/f3UE/4WWa3tdeDT3fyfPqRyPhsofh5RCYJCk+3ZFrv68tD6e2BbYrpgXALbB8Lv2GUYrTcYLWFOglwHa+XD04VYE+7sKl+O1gKs4y7E8z/GCth8P+FO12W4K+hqvF7THwtK9rsdvv4mRX3/tq+w4ZU2ZvDLwYkGLvPZ7GOD4+LjL4rAd5OcBud4Ld3V1sbW0p/JVDzQwMh8MUO/v7BW+UMXS6XXTHkTK7ctGQ6ZLHKs9gMsnb8mAyKMox24FSqsWE0OYS5m/TlDEM+n1EsW21IrIkSYJHjx65wWJxRjGexSnFNMmMe/rvQvNd5CVE2yOqFIahVYfmBozpseYoZYW1On9usy6K87luVMsGuEXJTtDB6bif882fTx3+efejNv78xV1neYVQijFsnY7w4sULPHz0WEvz7o//HgAwQIzn4VERR/FfvbqH9w5f4aA/xSdb9S3QhUWCqnj4159+iL/YuIeNzU2kaVrM+QkyfJK0Eee/h7ll1+7E7WLu008/xfe///1KHlwKOGJt/aRN8FFL8vZEE/ow/IeHB2CMYWNEsDXiAtdXyTHGiJ1Wdi56+vQpNjc3i9+n2RQxMhxFsyluzcmmuSBhTnOa02unr65cxVeD68XvwiLBEWzNBX/pwKz+V/2hYTpKJlNT31WGb/uwRFzBllU0179caXw7NihOXAqs0OxcVtwOiY1Qo9HQXc2oFgVKHXUm8xXSKIM+SvOGJABRAKg6AEyYH/Sdh7SSfGrbXfDhb6S8jBtL7qc+rhnThQOCx8zRQxthQxdkGH1iMBxaZuxqCeK7PXz5xM0jcQN4grdr165bz8q+x/UbdnqTN5E/A8MWHZWmn5XM72+2My31X+CHusTvJdEtS7R1XSTeuZ9/qrpK8rPAIqpbp4NAFRK87vDH0N5fbd+V5eWC6UsN4PayPMQP42qzZ58gQX2WZlQeLBWhxv6EoBNL10ZpmmI0HteySCCQbZ0yTxDwvJi7p6QAlUw/+ECFZm/xTtINhlfzywR61UcAVhucIf1bA+t0UCrsqyKxHgwMrc4xkpoa87JHNIjOiasnioP/rLEstDprAIgiRT8B3tsZ43gKjMY28N3N3dn9+m13QHR1jvCJpNT10mfhYVKpRUaqu5orAyPr0sPDoaZ1LNYYny9vDnZnoJQijuNCo9UXL0WFczIGPDgYoUPGFWCZTUPGNVz3xvZTyihY7rpH9IH1sF24NACAiWN4mSU9OVF82wngO6Z4djzEkE1x6eY1vPXWWyWc+/kvS9hqt4rxYs4DS7Ddnc1a38nJCf723R9506qC/KS0MNnrtzpTvGjZ67a6L9ylclyJ+fBw2seARGhhUhRZJkhYWb0AMIYARLOeORmbjgfPTrNqC6v+xQE+V6oCHaGlvEulcHczPHX6IOd7Pv+bdCYpHvdmmxRFwHZ1LyviBzwPj7EZnOJ4GOlu0FQg1CivtmtFAuztueNqTXKgVyhjiDLVtYWBFa5bKJV+56dI8rEN/F17Az9NeZp+lDonTHXt3Z/wNbZwLaL0tcFg4F2nfW+sClj7+WBJGXAaAf/ir+7gb37ys6IOqowXQep8uN4e4+7du7h3716RlkFfxxLDUoBB+OSXv9XvWID9Gc2nMdd8qe6F9b7ns6ShDJgaEoI/e34Hjzt6TJBP2gTvHbv7a8ooOt0ujo+OrGeiP7x48QIvXrxA27AyAeS+QX2n9ijGv/x0B//Hz3c1K4TEE6OGZhQJstJ1kp+1zHZRXWmyYt0/CjgwXKUlL76Ra38zVSy5MkrxbnyI9aiLAYmwm3INeRLY7y5oa3qM1GfJpiRP4gi9mFs3aLzlf9tsggwMEdKiH+yOuvhw4xSf7/druzuKcmEiCSS2cUR5nR/f+xSff/55UVafTNFjCVosj3GUf2PNykOh3V3b9ZDaJj/enuDRQb+4p7pSE273OlmKAYmKND/bOFXKAk6GcWGRyWMgZWhnI+yHRlwZpozwyo2X++w+p9lpLkiY05zm9NqJqAgQgDAQLnGMdDASgnHzRBU396nuQU9X5nPdvY1y373ZWHHeL8kiLSP8Ob2UgSIhfOvQIDJ4sthQHsT64VBlIVR2QcsV/nx+s/FVrBpasZYcpqQINUZC9UGm3kHrPMCa6iPZxY2/5HJXFS6LBHWhvHz5Mm7dvpVrj+b1Kx2REILJdISjI3dwPgLp2qjw41tCIwVUKoDAMDSEVoIPdxkryyV9GtzVSfEtCDBkvNJLly4508/61VxsqfdMF0UyDbPSlpHZn+sKEuSNem/mO6JMYYPyvoPxaxMiKDyrZfqCi15sMuSxBzEej+ttpB3MqpqAgK65S8GMbyFdG43H4/zQV94C4vlbuUCw5xkqhAAn+aFnVjDURd28nih2B41RQaaFZrMI+j2NphgMBgjhtqISgsqzku8zNRBgUCPQOhNlMIdrI+PnKKHY7k7yRx6LhLr+zktILVsEEx7N4LpDvyfBx4C4Yhnp+4yqGC2CEgYEvqOSpWVnl6fOFXqzOwTFDLi3P8AXPSLXFqEpWDJOP//8czx/8QKHh4eY5G4RitSmcFUpZnsEbI/6OAj6TjdVZet8HMWCQTsXA06yPvaCHjqwhXoTkuDQELS5X09+U7VtGRi2wg5exUdaH/IqCXjfwk6nWjm6gL86IG75lMownU41XcoYqdYenyoxHuIyxRWmihIYhlGG5wOlFYxxzseYyJsDucVfCYy5eoKghYWFYm0VYFxMgQ/2Jt4g03XdTxS1zZjejL2wD9ONCQdkrT2B0ra9jMc36ZMpnofHRT6TPtkfe/crap4RIvTJVOsvuvJE/hdMieeQg23EIzQXvBrWbr7EDMwrsJ+mKQ72D2zAVetTym0mLVV3wg72gh5+3gG6yZSPOwYcHh0jSe1OkBlzxMZI8qSC6J1OB5FDCUAl820KhQYiY0xkjLtKabfbGKYo3JNlDoUV3eJXBSXlc5X7v3j5qV0GlbbFTOFJpQwU20EXY0XBtXZo4AAAIABJREFUyNXOGcvQTuRckDkEF4LudDP0KG+v96ZtjOMMT3tHWtpBqu+vtX23R0gh0q2trWFjYwOAWzGuSKt8w/5ULuBqXB9TANNLgNYwwiCJ8DI8wQmV8YVcFglF7AgyxF7QRUa5YEb68NfjLqSU4lmPoDul6KW2gFXsV02LBAKiufwRAoHteJA/h/a3zHrbZSmkCkmjOMa9DkEn1fcXcq1Xx4kU2goriElSbw8WFxYJiiJgfs0ATCaToi+EuQtOwUMQBIiy2dzTqd+vFzN8tNkBYwwvwmNFQMctEh4/foxXYQs7QafI1+11i/xC2CCFgcA0k3aeKl8uAZ6XR5H/TKjNnFSaCxLmNKc5vXbqTVNlwSW4eYMHNvZppr/99tuAdiDUF3cT0Cyk2hpaVbIgzIDgvHHDDsLMPNc2zQ7KHQdD7OeaeupmjTIKAhRxCVw0CxBf5Re7iqpMQGclDia676sPfLUSAvRZjCfhIWKio09lnJY+I6pPe04pdS+UchsGre8RgtwEx+wL9ks1EOZ/Ay1FQILie+1OLHEPipObUbKr962yhUp8/ObCBWe7LDTdbhxehy6961Btp/HnUfOJ97t9acGb1kVl9jmvi+rBlecgh5WXncYPtsVReTBGH6WUat/tRScq2lxgEwzA8vISGGXa4YLmLC1CdX/nptVmVcwTgqgGqF3vHORfgwQVBxcGLC4uISMMu2G3Mp9rRpiFfNpnLiggQWaBa4wAxxGHYZtB+dZ/mjF8fsQPzqZB2CwKXC1HzACV1PVOKBCYxSfILA3hBW1JtMF85xdQwRTlmlRZQ7GSkWuoM4r+HxB5mM5mmAFo3knUTz0ajTAgEYZMAFDuUroT2yUaYRxcmyDRAGeVEuaX3JSFB6BFjAS7Q1AAEZXugeqQOx1/11a7VYCBjAHtdh5XgMBojnIAdlZicAkSqnOVghP5I9Xl1VrY0gQ5DBwgezX0C9ldPGUK2ARw3nvK530xINgZE6QZxTSKMJ1OlSCbMm4YZVQbmwzAMM333AEBGNdOF3ljkuJZso9TRXitjqtZtT5dAOssZAr0GRiS1F4j1LGwOfUHTTX5iFmGESkHvLfCDnaDrrR8MoQDVqwSyHgGLhebR0QKR44DPai7siQ5+S3yDeRaP5pMkKSJtXdU69Ws7RgrgOEkf/KUdnJ+eVvef/AAqeKPvehPBXiolwfYQHm77XbZklKG3aCLyPi24rMSpUzVdWLGpGDKNZ35AFIZp4Mp7eo6vzLQTLFIYHD2tQkSLqQa6drW6l8AeDzcx+PRtnw/avcTQUMS4ZP0FBljeDBI8fPdLhpEgu5ae1Me32M4lH0ndWjtq9PpF198UVh3BiV7BnV8h4H7vrp/Edaa//7hIca54GnIYjDG0Int+SIIAilICIbokSn+l4/W8aMjgnsdgq1eDMqYolDFEGd813AwSvH5cMPiWVok2OtpHMdIMoo0k5a0sp/o6Slj+Px0H3eOtwAAo2yKJA8u72pf0QwvX75EkiT5XsHgzRgvfTItLIVUoVxSIghSSbgnay4sFvdMpSNV2DtJgRe5q7ajKXfbNoh0AWHZ+cpndaOucVnek3d2dqx86+vrxb3hcIhnox1NSJBRmq+yuhteNSC8NteWbGTmFgnnp7kgYU5zmtNrp/2eoiFJuAa1jxgYFheXjXuc3qJcgPDmm2/ie9/7HgA+ad1YystjDN/69re0PIDcHBTArKtiz6n+rTffxNLiksWlyFK28IiNc5OFtVx3mIIAkZ9AanGVbeCcggRPtdaZ26Cq5VS06ZXLV2Y+4LkO1ocTPzdaYG1PsjAMC815l2a/t3TPAwFAmXELWmQMErjfWD2wS37dFagHNnHIEVo0Jvi4GITO93ZtZReatquF5WV9PNWRAalmykzefC1U6drKK0jIN9Q1BQ26yKVclBAS4OoZ3dbP0v/VGAmA6arrdTSwXwO1KjngdiNTh9I82LIorqtEAVQ3/UtLy6DgAdmijAdWyzhCVyqQsjSNPY1OjK/uIy+4p7FQPY7NQKARSzXQ3jfPcoz47IcWyjiQMoIp+LHLXAtPsBG2MSCRM13DWFOI4wctAMbK6pw0zRj+x5dr3lgxrqJcgW1fhieW65KvX7DLUMEeffV3Vcy/RlImJMiJwD+szJ7nmp81P/K+zCIt5Lwlsp12TrETdPCS2sE0ARl35TiwtbABbjmyEbYRISnqKFgg5S4gqALe+9O4QYNZ+7rm1z5J0O10JTAECYb0+l1sb3PQpmpPI8jFiese/1YSQAT8LjnKqA68U6UJea9D8GpIMGIVVoti48KkFVoG7i5kFGdWcN5hCny01cHfvvuf8MMf/tAJdmW5EougmBkWYQwaiJOCYowYD/I+miBDO5BawLXag1EcDyL8dL0t+84ZlkfOl30/qwCMXP3V51xom+hCuzI2d6ITpJQLZnQLamBsWeuI/Q7DaVsBnMG09rT49LzbKRkjYRmeP3+ONE3xP997jPuDVzwwtwU2MxxPBuhhgnEuJEkYxb2kgygHRhll6CvWb0MS15ojRNvGJLX6vQmUv1RARJValAPxJ9D3K3EmLBJUgZoxNwuhp4NHBqBNRta3eKK4mynrOXwrw4p1jkEGn82YY42r2AuPUlEvfwPTzZhpfcgY8CDtoopEOaenpwVQ7Yu7BPC+fzzlrqi2PV1P7JHUuVvsxzqdDh49lq5bf3qwo+VlYDiKO2jlFveMMbzqxvj0lKA90r+FapEgaDMPegwAo4Rp4zvNssqA7WnJxoQQgr+4u4P/6/5eAdzLMaYLIBgDPjnZxhedAwDAvcGa8o6SDg8P9bMVgLEndlHK5DwAAO1ghFYe34YyhslohOOTYyRlmyuFMkqLOAsFb4qgjBBSWNFMKbcYEi7DWC4QjjKKVuSf6VR3UC6MxFSEWQtbGLJYdw/pmUSOk542vwyiBGC8j6oCkCjLClxBvO2z7jH+1xd3rflfZvvylcn+/05zQcKc5jSn107qwZtAWXSNZV0kW17mwP3yyrL1XKQJc1WHhVBx6UMIwiDgpToWIRto9GvmSt7tJwq85M6T/20gwC9k13CDXXCmc2Zy3VKQM5sfN3BYezn0AekVms0CfLp02e3uRqvCBCsrtLfsAqqTBIo7HlNjtUn8S5uqeed6ark2AgMjrqMwg0vzB+Bt6W1NIgFUDnrZ3Pz61a84eSyAKkW77a2vfAUoynM3XR3LFWZduAG0gJS1H7C8Uu5GCbB5rAq0a/61EpTk9dG3L7HClZjgqa6lxUxmvsY4Ftr15a1YnxhhCD2uEIjx17wGoGmo+ch50GQeoBn8YEnymAbCzR1jDO+fEHzYEi4ITEGCIVQl9ec0yqpBet9T/zrgziQO5IUggehAY+ap6bz+w1Nk6JMpjhzaqMIcvbgHWK5qVK7CkvlRkJhTz2OJxgBEJSrV5qMeHbuBaaNNGyXsUzAkXHTleCrfRcgsKgUJNV+fKSA0IUArneJx2pvZtZnQnp2wFMdkUPTr4iBsZNwIOeBo9v80SbWkcd5P1eYNUDFP5g/L/PSbh3/KWK7JKYCIsgokZZneUv1BH+1UdXehsaSQvQdSXan5KKbAIAH+0zPDBaGypjPMNtcDHFz1zQGiXFSUOyYxTgkH2F4RP0hoCp1UXOlleOLVWGVUapenisCQAjgdJ8gow4KqWaxtCvg3b7XbhisJDqZmoJbgr8yyRRBlDH/7/BhPj4YF6ORqoQX4lZIkL47yKZ19vfX0OXNMm8+nkFKX3aSNV8NjZ8rNUAoLCHRBw8GhO7ZBHRIg2YjEeNU/xI+++Dn+pw//Fq8mBxhkEzAwZJkOrjMA399+jG1Ink5ZjDaLsE+nhWsj9d3UV2IOgVTR1/OrHpkWLrw2Nzexv79vub2y5vpGA48O+njYFeJhfa+zs7eH044+B5qc2DESJGXgfvW3g462Hzk84rEGTmNgMwfSfUNWjR8BSE3xmMr4W5omkXHpAnhlWboksGUIlLZHBJvCzVw+I6SMciWCiqnLJUSUvDE86BI86hE8GxB/zCiDZ/ENNjY38Ocfvyru/5/3HxjlA8/He3g44K6YMvD4N4Cuad+O+N45ylLvnE4Zn+/FlJVS5rXgfHY0wPPjYTF3mfMwBcMoF5xNEqq4uNLnJLEvKPPCJvK0Wi189NFHWrBfAEhzawzKjD2kY94RrqEYgLWXL7C7u1t7beokYzwLjzBi9jmc79FJMR+o9wEphEszipHCphi3hBC8HBD8b//+b5x1q1YiJg3MuaSE1HZujbhSATXU/vZVBvP0a4NWntYzZ88tEs5Nc0HCnOY0p9dOX72iCwQansB/yDeFC80mvvudX8XCgmkJIClQ1NPKvePbh38nGODVHD8fvLeMhdogoQWoOvw1llk2CIFKrbpqqO+VgSYBKdFitQqqwVBN8kP+CihkPPuV0B2QEwBi6nflEMB92HAF5NI0npRdDm9mP9yxHCxYgTDNhTgkgbNOIexhDIiIbb7vozrWMUpBak53eZ6szWbT6Q6p2HzX5wKA2yTeVa4gLZgqWOVBSnVtxAMi1uPLy4/jgU94+vqI4I1Vvc3rbI3Pu31Ocx+1xYFKAM/IgX0ie3cGWhwkYioEXmViBDH3VfNBCD94ndXXqTaOS9ItBFwgp9aTZpn1fX3jkLvImf3r3759m9cltEKJWR9wk/rnOxdftmsjA4xlck6zOM5vNB2WUK46y/S51TeJkWGdnmAX1YKtKnLOnYC0tlBA/zoj0jd/ml9agsTA3fER9uhkJosEXgY32t/CAK1gVLjyMN24ObjUfl26rPcJF2gFUn4IrANUtIzvxShFfzQqQJK6xAWTen0DJTiu6p5gUgOAYJ5rQeMM+LhNsNWZaOnEPPUiPEafxaAmGF9jCI9K3EUJZsoAqIOgj0MRNLTiE6grpAkM+uaiTPExLcZ5zID7HeB5a4w4o9Z7FjhoPkG82ljHyYluJUM987Bp5emi7f19NAKC0WiEKG/zg6BnubIJKlyR+WJ9RGmGqQHYGQiu/sjYPqgueKrm8fXQDEzL9/H7xBaMyRT696rqvyqZgWe1cgOCJ1kfRxPenxilyBittNDIuQbAhZhqjASVpAu3clBaUJdMcJ8d49WrV7hz546jz+oUEILdnmodoKfoDQbY3NwEAZECPKMQyaODNzEeFWUhymQcCgbu3sXFm+BHtb+izI4JAcDqx+q7bI6lsMJclih4rIcsy5xg7CgD9gV/jP/bTLrYCaQliY95l0J78R5mWmMi6k0SjFPZN4r8DJg63GWqmue8fDFz8b/TlBV9QRVK3esQhGGIf735AC8y996A5ntR0WYpo1IYaQg7P1g/xfuv2sVzymyh82dTOa9ZFgmGFUep25z83YR7qDiOtfm8UEox6k+LtlHSasKaPJ2yNu1PlD5k0DDh32NA5XfJGDBWPklW7Pf0uU28QyvWrSdUnjdGwMOu+9lpHvvCJdjh7tz07+OzkFTbWRWgq2dvdS6RrtN0xR/5XJTrrG5OM9BckDCnOc3ptdN/8fVryi9SaZHAjHvquloc4ou/crETrgAIIc5Nrijf5f7FR65YAudxSeEoTCFTcCD+El8SrQinfMRTra23B3yVrBpllggtZgCjzxNEmYGhqwXHcrc9Cfz+kMt830ceVwFlgX2r2pmBoanEOcic5ZCctwZ+/fLbTm1xlbxgmIvytDFzw6mzyBFoZU/48snUgnYfr13jQE9pbklF4F5Bdp+233oxAL62Il343L79Nr797V/ysW6RiLlRfO/X3LAM+UbOPDwDuHzlMhqNBtTHvxCs4o2VaquiKkqyDMrZDUJuw92lMHTIGF1Mi4fqAYEy3r/VpjABIAKCb4SruEEWK/oi8QZiPg+5xtECCw1QzB5vfD3i1yuK8mxdxSffu4p6TUCCAfB4XrP4EmQJEhyVFkEs7YIAAFeuXKmuFHxOKmGqoDES7tt4RtsN19pcPcSk+5OzCPyLUpSqe4kM9qnO3aov/Kpgy7xMhofkCJ1ce1BaEpSt+ga/hODatWv41re+bT1TWzdmGe4ePfWWUyuwsJGGMob3P/gphoOBJ4ebTI1IYpgEqRqxGwVQS7zNoQOx9fdv6jc9xZS7+VE+3IVGdfvXEWqWWS2cnYxv4bFI4NYfOdCSj8/P435uycMDbeqKGuqGXNYU1xQW1Zn7fvjwU9AsxfMXz9Gf8L7vEgpUgfgvwxMr10HQx0+OXqJtaOQmaYrJZIxBv299DXG2EPT8+XP5MvakX0KsSNBT3NJYMRLOoBl7cnKMk5MTfPh0y+Bbp1Bps53dXbx48dwabwW3TgkGB/w62cTSiBcAX5kgwXzXBLSYF/0uR3QWxN8xEuxhUPQDdTWkxV+GFqZ4Eh5qQLFqfSFInZ/3J52cJ2BaKOqoe0pm+YpfD9uYULlqmX7bTaIOQPh4yuOXiPwqpSnF+++/j831Da9GPjMuhNKBiIzjm//MAMhqWWZVJsB7f6+Ll70UX6Rd7Vmn28WTJ4+d9en1SCBfVCzcDZnCJREjYY/aroACEiBOEmQ0w2W2WPAqLDlMd2KC0kLQYAP56nihlGKqBBsuVmHFtZGPijxC+GBo8wlXdJYVvAC5VX6VfZQ4H0WJ7IuPeqToQyrduXMHG+ubAIDhaISHDx8CALYHGTZHBC+TETLGrDafkITHH8yF4sNUFw6VzVb/ZuN+cX1IefxHtxBSb/s0TfH973/fWaZquZSyrGh3df5wja326Sk+u/+ZNQakoGEuSTgvndFD8JzmNKez0B//8R8XwE4Z/emf/uk/ADdfHgUBwbcuN/AwVyAQrhTMKfv2rdtIWGYBevLILO8LcPrSxYuaRYIT5FUOOwDwO7/zX+Ldf/vemcHRgu/XrGlvwZhGbAdvxpxMX9cA8EbjMvZxUKs+1UycgZW6sQiJaVKuH/RfJ6kbAq/2e6OBg4E7QaWE3JHnna+9g7WHe87kVRYJfFcj+7gLSFCB5CAXgrAcijXdqBCP+yCf72DhH/YLj6/UMvCaa+IroAEruPLlOJNmtV5COTUXFgqf2Jwp7Y+XQmVuNS02nOmd4jWdVhrAhSbQzffsYUhK45aYRJXZzKzndUwn/GwiytZLXF5ewfIydzUluLhKFjCsEZzYqsMgrommzLX5mF1CQ/MNHOR9U/OFKsotaQEC4BvhKmJk+BitSiGa6QP2LFSW/yJbwBiGyTzzg4bLy0sgiapJedavLbVCXVT3rdVUoTGhuTiT/pPP10vHJX3Nis/BZvet75pvnRwzVejFc/G0NYD50to5ncaAsMO82JD7lbQMaXBQlpmustwadSYNlXgYXBnDvZ6rB/cjTEpjJNQilysqpgc9rBPQUM0DcLBEwzQ9Zbi+zVnngV4MLU4HAVdQUZfn0Jj6fym7id2gq7W/2aJvLDKcGP6l67Q6d9FU9lzi2gw2GCRGsEmU0QKsSpQ8U5LgEgNGWaTtebTvoN43QGffO8VJtcChlyVYiqpdYNYZr6p2MsBd/Bw4gpE/efIYJyHXPr755k2dn5hbrQD8/VUf4LMQB8sIOhFDTNX75pxFJOANVmjESw5smkym2NndQWZaaRjfJVDKBoDRZIwFGmpJy3z3izF8mk2sNCJREStBeZQxhg/W25g4hBYpGJqwgy1bfBgo+YgkSJCAYimvgz/le2AJ9rYZ/14JZMBcZxwM5VY3HuNNWM2n/b6/Z/ejLhvjptijMg7++0jjwbGvpZRJ/5cAfvT3P8bVRohpNK0xjxpgqeN9h+MR6JCvu0Kj3XX6tgQaxjfc3d0FALyIIhwMYlybTPDZZ58hvXCjgkedpBszKfAxhVxyjXKfOU9aJxjFI1wMeJ9IaaYFU3btQFT3aWa7jhRfflGWYX1I8IZHISKjDChCNrrbn4KgE+eWEwr/ScrFySaW7RIya5aN+eScZRTHx8fFeWSKBD/+6GfAJMLv//7vAwD29/eL0iiAtbU1fPe73y3moj06wW46wjtU/+4iToqIP8iMyV4aaDDEyLAWttCJxri6uIJhEqsp83ay229CdHdViWedOD46An3jF2T7ZNLCWcUKXJZv7ZZwbaSTGkx9TuejuUXCnOY0py+Fbi7n0wtRNYz1SbvZbKLRbODKchOXFhu2SyKoWvrAV99+G1euXC0EE0FNfySuA7XvQHIWjWF3HledFeXUTC/uNwPbX2zTAvzzPM42kJQgQ+AoT1Ad8EnQefxqm4VfIYvOJJcvXy41S5yVg5tv3rTyiA2aS5CgJja3jxSsNOaEEJyJ865LoOQEgbzQAL/TdR5gyt1jWXUUggQP1S3K8fpEHcwzFGq+1dUrV52AfBgEuJDHaNgNHEIVx/wyAxtFolm2nucJHLnK3H1fK7+YAlmtuSsgwK3bt2biw1VsZmisd+gIAMNFugg2zg8fgkcw7SCRMeaNQVDUSeQMrQZSdKU7D928pLrhMw5LWkX8XU3NKt9BZHX1Ih/bylivc2ix3NsZghqTfDOCSafBuEjvWyPUkoSmclgRO6ecmBUHQX+qX5+lppNgiOfhkda27i4hn6dpitPTTu06fF3M/CRMuV+0o1Lv29BjJ8n+LSuIc7czIlchSCgBkcwAnJJvB4jsLeX1UcakL29VQ/qNkuns/l5P+00CM+6HCvArF75vc4bedBTpgGvGmAZ03qB27KvAsZM0hX5N7VWYM42LGMq/l1mC2Ud+8t77yLzxnfiV6hYnAMnn6pI5TsxHFgf82nbr45Q1WdROp/io90gry0V1QAtX7mpBlP78bkcVUDIllS3cKXu9VquFT+5+gve3dbcslm92w9LhWImFkzi/oZvqCNQZGA4GOmi3Frbw4MEDpAqYN0hFek4un/qiXVMH0DpJpWBEr1/eM/valJqjKRfkGbfFvCjGESFyrDAGkDxDBml95nLl816suOdizDMuy1vUDKKbOjT9ZUlqX+LUCkY8pgG427Fut6tJcUapHZTat+L7BUL8/5NkiJOUW4slDjevdo/n9N5Hn6CVg7KqUsjBhODv1rvY39/H0dERjk5O0CFjjY/93hRhqO85CqGP0m/EO5qgs+k+SSVhucaYFN5nlCoWB3w1HQ6Hmis21bWRCWCv9TMlHedlnKrlyTOuyqk1LzDeVv/x7lN8ekoQG3GAxNxLqRkjwR43apsQ5d7PfvYzfPDBBwC4pd6/3vgCvZ6+lmZFD2DWdwDj72QK9AB9/zBJZP1jkmAv6qHb7YIyKWzYH/fdDQG35n8XU8TKoDSVKARNo0jrc1GaYZgroUwdCkoqC2EgBKaO+Rbl+6o51aO5RcKc5vQPSH/yJ3+CGzdmk9j/f5UUT0TFAm9O2eoR7OvXVoCdsvIISBBwjW5CcJ1ewH+2egufpCPoOmMAUdzMAHLRr6d96AdwhWZEA4HT7NooqJS+uXQLLehB6QIH0mryo2vH2el8wBqtYGlEYlwh/kC5dQJ0CloIZwNbAeDSxUvoD/hGRH0Fb611gj6ckwISgII6eVBrNn2EujYn6ncMC5BEhwE1cNzxalVtujEkziYx41uUEWPAIPFbHXwZrX4W2YQ24msCfWYy0yKhLh91QCBRJlOuxd8wDLHcXAZG5TU2aup6iFR15rd/9lv/DO2FCYBntcr2kanNdkR7OQAquVB7d5Iqfpzz/8stEkitb3I5WEEPvTMBh999500kiX6YXl5axmQ6gW+0+bTOCiLc1ZDKP0M9MM1HASHagVuvvx6pLpFclmwm0UJQdLbRHicJgiBAssDdCt64fh2ttu07XHsDFYGfgRj0bL+1YLtdUjXvj45lgN3XE/Jc5US/rOPaSG2F/YM9xMpZ39ROdPFbJ6BzXcsGjVi5tK/ZaBq+43lqzT0Vk9qUzcD8UpKeHTscPGtdQ4IhRX0ln07luk5ATNfvDKxwqfDN7A00ESJx+Dq3yjR+uxQFRKsFjvSynHKLBAAIGyFYyvDy5UtcbrytPUsYxSmx3YEw6gdygbyttXhD0K5z6M4CNxlzu7ip0+d2RykuXc6QVax5F5YvYDittlyweHAw4YtJAABrSsBo81nVb7tuYglUBSi/2uCWD3rcFp26xGEJ4KvLKsUDLDssCLhVgfzumyNgEQBd5POna98jQHRXXIDCRYuz7UUa/eFJxLDtnAqMcVoI5Hg8g3EWFfcSUIzyOCoZGFAEW85JGZCqW8STaIAHyRF+M7hu8VlGlElhBYVPGJGX5/AdNSZxrgF+E612G30F2KYAPmwRrC8C39EstYnVJnGc5HGbBF/Ak/AQV9gylpm9Jorx65pGzTf46ITh5r17+MM//EMr3gFjDOM05vMNneIg6AMUuMr4efKvnxxhcXER0XRaAOIHQR/XsSL7BmNFkGVTkDBOeXwIF59EOQOLSwpWWMgMBgOcdHkw7t20jZtf/zVeR6HRDvzwhz/UyswY8OjxYyw0m/jtt77hbJAiNhilaLVbSJMU7Jt6GsoYtra2cHjKz7VxxjDIIrwMT/D17Bq2ujEO2QgjYrhcE5UxtSz+dxpJpYH31k/BJsBbyzL52pBgd2GM3aNDvH3zraI91L8qMQAPp6f47GQKVUmK5ftz0ce2eqrFHcOnvV388k4Tn3dlHqn0IstP04zPHa51BsCTnrw/jRO8e+he1FWLmM3DI5mHpohTir/8Yh+DxJ6DXAIfQLpKOotLuTnpNLdImNOc5vSlEFEn6IoYCQUILu4xRfBAHGkIcJNdxErYdLud0bSmPBYJvkNoCYArNoEuzTS7GBdjsqyVwK+eJ4/vBH90W/fH/tsXbL/Ham3EAxoTF7g9A4Yyi5VBI6yfdmmRt8PqKm9TEz48t3WDg1zfJnC4ExKb1IAAV69e5TcVDSi9TEEyEJRKq7nYPkBgWSS4LWZsKgNLy4Mtex/lz3WPyK1I8OAXJrwOquPmTSf+jlEcqT8VIo7UbvqVX/4V3Lr1FT1nzb7m23yad7mWnH43IMDFixexsGDSEAv6AAAgAElEQVQHpZ6FbizmLlTCwHaJxoCVFSkUVEdUM5jNQkUrV6GM0fywIesE7E0lCfgjLSAkqgFcEWy5itOLhJ+iEtBCM+qsxAAsF+1GrEC53P2Enl49oFxhy/gG+IHd5P28x5Uyf+SzfE3GWI0YCQyTPJaM0xoL9QD4aRRVCt2Y8pfhfPF1AM7vIgKrvbkfZZfP9XKq01fVtIAutFddG6mtrg5BVz85zae4tuGTvG7zXFhwz62z9MOqtZcEREMNROpIARUpGA6m+nM3Y37OJiTBlMr+r+x2nC/EwNCvORVYAjqXRQIheHMJ+NXL9VqvTMtRrPnFuChpFOpw1nDNWDYYCNpkjAwUxy09+PHAG/RZCihMTdQso5jGibfPd+hQgsDKeJpMp+ea42LK666KL1Fn7XKV8PzFc+ve0/BIpjWB/jKf/zO+6OeRjYxrsagYB/FfB6QlgrWrv11pCsFcaaUMuxOCB9MREpo5hQVmrA2VpPuYEksGhzuuVqwLsVwWiaqP/b2gh896ryToSUcYFkHq7RgJLqKMYavFXcIOtXGjt2CW2WMqZamWpq4bNrNV2pHuC16tPU4zfPHwC29ZAHB0fIR7T17KQLJ53i6ZOPtB6tAAV9cwH5nu8BgD/ur4JX6anBSC8yKYMmPYmZ6AMWBhcanIMyIxer0eOp3Tol4xJ6pKJwCwM0hK2lS4iZWx8dKMOq1nKAOmWVyk6adjZ7kMQBxHGI6GBU/yzCHOf7yujDJsb29j/2AfjDG0Wy0cHhwgiiI8fvoERHHRlzHgNJ0gQYaIpNgeT3AUDDS3eFcuX1Hibag8MUwmEzx58gRJHrw5SSm+6BHL0uZJ1sefffA3xW/xDpky7lXKGMMkYUgVeyYGfa51NT8hBCeR5HStzxVF1PPRZDrB2toaMjPQfV5moswbo8i/aKtKKNNElpVSitYoxjDKsDdUrRPy75RvYL1up+aChHPTXJAwpznN6cshNUiyKhhwJTUB3OLKrbWqasdP0wwjY29n5gh8aIiTl2p6HUuPS9fP1BwnAN5YMtwhKIu7aAdCgLfYKhZZw3sA/I03/KDttWvXvM8ENWZoQ9MNEuBu15s3b+LNm7pv2l9t6r994G7ZNziL8CEgdstJgJYVJpLFM29JzHkYVtMHRB0P8skF0sRvN67naVwlu6kalH194H8VLS5xwdDCoh8oF7ws5kKkWYE6UQiTl9XpjXRLS0u4eklqafm6zMqybaVj+vP2kVakVcH5ZpFrV6/g6qVVjCdjpGlqAZ6+OA6NMJh5fFy6ZAdnTjOKYcKUQ48NKMpfTPN7m+XaZWVcEKAwwy5LJ+b2/bBXkkrS7du61q7WFMS2FjJ5st00yN836AWsoCGkUhrjLuGii1zvSpl7Tjkr2RYJstYkSTEeT3CYcNc/phOkhRnigwBQNHHtN2PGdRRFr2WeMgU+ZXRrqSJBSUGWmyvFDdRowF2TaBYJyttp3U75cfnyZV62p04CoEa8X1xcauA3bl227msH6oo2qooFY4G6+c+nVLqVowAe92uAv8wfH6NLJmgxf/Dmm/RiXr2s5+6pUAIot460QTGZmgJFjIR/coHh1nK9dbTUVjUvXoyLsvJcbmpcsQumJMFB0Lfq/ZyeGnl5Zsokj2YMj9PTNobDobVcCdcraupYAVW5/++z04UmKdaIsnLOakHUiQmOJv554cv0le0SSsTC4ovk/QxVoH49soItOwVt9ZQhxPXhlGCSJhroV6ShwiIhs/j3AfcMXOv6ZTpwBn2uo0Qjfon5NaGpvkaKcQbFjU1+M/JYFXW6Ha1sAEgJBSUSXG23bNddpxghVgWQJXFndIME/Z3udYjVUz5u+5R53PefnkgLJGfzKzeF8MclnHMC7EIgY7xfu93C7u4ujiOGdpu3oYhRlmQZNqZHABiuLur19Ho96Wtf4c2MxyD00lxvzIF63jvE/JZSWnwDNc/WiOA/PP17AMDmqI0Hw3V0IofFVv73RXiM7XHP+YwyhhMyQEoZDicEOyO+zozGY8RJgq2tLaytrSGOYyWPvn88po49K5HAv/oFKGNOSxAA+PTUbplYERAXQh27NjAA2wOKg2GMF+GxFpuFBLqFgqtutdzdYc8K4J0gw8742LJeE/nU9jAFSCp1unJPoZaVQbp0pcbehjGG00mGJ4qwxYyt4HJ3NqfZaC5ImNOc5vSlkOvQbAF7Aqj1nA2YllYvHeAbh+4kgbpduLUsF5ZCb03J/N//4m8aXPn59lGZr98qukwkwOo/vEhfvQ0TwPY01iUs4hfpDS/3KwX64BDMmBEEAVwTGvg5nVdTVLAdOr6juF5EA8tB06jXTWGVk/UZySVIEBvTbwWXrWbztgYTAICHNyX+QTsYcUA1T/omlnA5f3+fiy1nvflN04+sWmcVMeMvMYBQR3XOQhYWFvDOO++g0Sjxw54XcO3qNdy+Vc9ff4S08Pfsm09m7aKhA1C9uHqxssxZtVjeeustZ3HnBU1ZrsV4dHQIwO1WwqyrEYb4r9/6xZnqcXWfQe4SaDW+iGsL3IRcptUzMOjab9z3cnkbEkLwR3/0R/jaO18rTSeCwCczBpB2ccDACg0mcUCV/ABwANQqeCxMwR1yhJm1WE06D0xnCoJcsXUA4Mb1GwAY0iyVGl3Gt7y+kAu2a3bepNTNQ3leU+D1NrXdMxRlQbLlYs23fi1XGEUx+BURLi/Yq5O5KqnfzSxmFjdFaq5vXarXFxYaNn+zxEjwWTcKMkH6Yl422EtrjE1XkFXN9YwDXLl1cUGLpaAKWHRAtEQYZAxMzbURYxog1WzqexOT3lnJwYkaY7WOezzuosP/fJwCSe5TPgO10saOZg8IARi3dDimUwy1gPB5GzP/8BYawADQTXSXO+eZ4iizg5G66Kz70F4CtGNg6hgAVYI5M0DuWeKMmOC1+FZiTuBg9/kjmJgt6AICGRgYtcfTIHELEgBgEGfOOAgA7y+U2tYzQljm+qKvsiE26AgnDmsNvXA3qC26Qczk+KRKfSrgqwK5ZUSFax31HUC1eFuuvR8DMEAsryO/+zPBTRRFznY5yz7B3Gcc5lHCNxXXmer8KaowAXuVv6zkDGP6sh+NRhimXOC0lccXEO64JgL8Zu4YXkUNylybGOWnjLr7AKBtTpeb/GCeMQpXuLgplUKeUcq/1ziL0aWGq7RccSMFxePBsfYoBcW7e8/xYnKMk2CEe/1dnMZ8T6uyOBxxy600TYvvYyogNahr/0AK4a7aFxjjapUpBR4RzpMozWV9l2nj3b6n0jilRb8e51a9FEzfA1sa/TZ9vnWE1CFQPgj6zr5mCj2TJEGCDIeBHdBcTae+R5J/z+OTY6RMFZ4Af3ZnC886/H26CbfyNAUJ1DOnzak+zQUJc5rTnL4UMo+YBFxzyp3WBp6Uh/D9DAKCEY20m0T537XYvQ6Nx0XPzOkXfLjq9nOiuT3wBN8EqjXvzed1g0a62DPLKjP9fh1tXFVYoyQOw1nq/92b37Az5u98hTS9bWcFEWPMuWFTgS7zMGwpdhLiXJx9G/sqkUpVexCHEMUHyJkje6aKcip8+gcEoce9UdMo61XYwl4gNHjkw7foJdxiq87qq7AaVTObgH+Hixd1QYLrlXybz8i4LfKqfaRovRoHxjrfjUE92LnnPXPOWG0uYomdL0RWRhnAgAtGQGiz34j5yzSjL3s3IdRrNBqF67OytLOQ6VLGNfYAXUOuSAtb66nMPz1RKqiND8w4ebEaWZaXlrXftnVZvmoq90UAQjWp2me+crGea65EnIZdTKrA72sYDz663AR+e9HWzgf4XHQWAHRlZQVvXmjgmxd1gI4Q/V1UwNgPzkpyBeqc9aAmanSNjbK9lUlhRYIgCDSARygJaIIUxgO5VlVHjUCUtgakneeNC03851+/hpXlZUf56opbUq/D5YKgIkYCIfj93/89/MEf/EFpXyl8dJckGo04cCrAotI2cdSmpo8VH1oMNlB0HFmTG4QwlDGGB2kXjw43isdM/euZVwkBpil3w7Ib6xq15xaW1nDv83pjmogygapZgIFhL2rnLv1mp1eh7naKMl0pIqP0tVgk9BPTes21F1VcnCiPd8bGCFKE5JPULUiYphSHU+IE2F1+0QFglMi++vDxI+1Zl0yss8WD3ray95PvAEh/8oP+0BL4AMBUGRVVkGEAoDUFug5f64KcilyM4RBSs/3j7a6dBnJ/uLu7ix/84AdIDQ3sUzLCpCQGiyoY9Fm3qS0eUbs91OfDHEAX+TcnDJu5e5ldNuKxDhzksrgQd9Q3YmBan6lyS1YExTb6TUp5f1Vv7+f9QVj0AHL9oZRZ48t6h6L/E9xNdcstBlWoqvPSZ1NsDjvYjrjlxV7UV/KZYDvThC4Z09s/oMCyqdNB9ODIMi/Fi9YELwakUBhanxxiN+jilOjCuOOp+0Toml/4/pFYViaArkxjZl3vRFb6vYNDRHHkFPpYcYMIdx2qWsRFaYaDoI/Rot/lFqD3j4wxdDod7O7uYjTSrUvudJ9hwLig/IsecKcjv4f4/vsnbfz1jz+w6ptTfZoLEuY0pzl9qaRueG4tM+8zogTPZYpqdeHeQjEzMDUELddIJfsVC5hXri80yvP6yNRo+rrijUj1VW7WWwYMi7+EEKvdinQ5s83mAhZDkUeD8QCI96p+sbIUswRbrg351Ejmq7Xs0FXHt7pJby5ftPtR/jdU+qb5zPTzT1AecJAQoKloiqpAoFqDCQJdXL1YbPpsEkfh8n5Sh+qBAec7zNuauTNS/n0ZAy4vr2Ix10q/sBBiQTF5sQB143dYMhcU9xxtV9cc1vulXhOqzEFQNtNGril8hqrlVAok7RpiynXW1JFhvlZMpZAryyiehIc4JgOrzjfffFNzHXb77beLft5oNMrnpXNsYxnseUTwsbS0aIjC+dhzBUtUqQiQbQjnSrAJjUSuBcWpkOkX/bzks0hQaTweO620BF1erCeI2mT8kOvuYvZYdVkeuuirK/5BFBAd2AqIjFGj0vLSklPD+Z133tHLc6RpNhpgTB97CSh6eXDbjHENOBXcrTPPMcZwwdgzmO636pLTqq1k7rlhyOzKLBIajYZmDfDGInB7WYIOUgBoSOM8VGXl5Qo2ziiff5oN3VKAqbUSYB9+rWfTIkGlDCx3bUSwurJSuOLzEVHy+ag/4MCTgAtLBQnEVY4OMqkjqAqIFnJN7kefa6CfDO3AxREt2wcTTClwNCVOv/hnJSHceBW2zqUUAZRboDjLJOXjggEYI8aryQFOsv75TC9yMgPdmi6mzkp3TwkmCg6XpAwPe8B6T/EfTqQgo6xW9VnqCbY8zhe27qBn7R2nUYQosgHHhAEZ5cD4yPF8Fzo4ezC1gXkhLFG1tyUAK3lfV1yi1dnbHkcEz/xe1JzE1LIr3F7uDhKcnJzk/OgpD4OBlVctbW3oFh7o8gKmXJtcAsNUPhikvO3FHvcH41MtzpRwcxMjxRRJkW4U6wqBTJl7VDUjCqbEyfAItovkrGgP08WNUEJ5rrjIExYPqmujZsgXedWSzEXT6VSJI+Gxssnf4+Dg0Lgv3pPzotZjx7fQLRKYKkhg3NLCxA4I0V0bra6ughCCOE3Qmch2z0CxF7XRJ1McBnqHbUXAsTQ0U1wb2T2zE3N3Wi5BwkpDcbVlWiQ4+hwBb4/9gwOrLHOtKNZKNZ5ClICBYeXCCpaMrYdaX6zwmmTUu4bHVM55O0EXL8Jj6eYsL/BwEOHHG26B2Zzq0VyQMKc5zelLIfUMJA5jZgzeMc03MlZefufbv/itAuwrwFZCioM9AfBPrl/wni7UPOY9k1YbwNcuuGMyVJEKNPzBWwy3l2U5N25c19KWw1Am8cCoVxxA0ipbLDZmV69cxfdurYgsFv3er83mysRV0CxgdN2ktiUK35J8+40L3jSCqKHdsYjzaVjzutxUFh7CthgRwb9s7RQA+N7bFw2XOra7IkKIBXIvLS/OcEA22lXJdumi7e/e9W3NoNda0ecUNjQCt0Dxq29L//Wm5riPrl/Xx9cby7Jt0wo+VeFYCW5i8eM7fFhZ/TKfWk2oCphccQpAFK1BVSLlIOG9rBHaIPKswZcBIFWkKeIqA4Uaspwn4R1GmDa3ghEXfihVLi0t4cIFJTg0kQGhmxUBuV1CjjIqe1PB7ne+8x1cvXrVEiS4yNRPXVD0uNURNDGUrK57hAMua5fqr1ORwnhsxkjwfX5VuH9WmhbvY8xnAfAVh4xdVSKwq5Y3LjbdwgG55lfztnrxIv6r3/2dM8XUAVHcWCkkfNUfTkn+Tz7TBBLqnoTISaFHxxbzYVmTOEgIu0pdSVg/gEVjXl41zcIUMuMnXGwyjc/V3LJL7c1lvE+ZDWirVOB0xS7BJt90W6ZDXhYYmSKP7ULq72mAeoDlZi7bKCu3zCJBCkpkAa2oSpJAkFGKfq8HCmCS+Sv3PdHWwfOaIBikgoo+qnK3xXOfga+KLEKok9Ve/d0k9vICgBTr4NG0X9oXfcS1jyWZ7z7N191+zPQ0eV0DvwK8VlaSUadFAi1AT4eQYTLF0dGRs203RwRrQ+IUTmihix15VUGBEB4kmcwl3MCItBlj6JFJtbBSlElms7a2ArmWjIv1SQ/rk25en52ubhdwKYwB3IXWMD9Xq0upWm4iQHQhTGIUSZJYClCijrWwhfWwDZK7Ev63nx/pPEOdn9X7DIlwaeN5L/GdTjFGllH0yAQHsQ6Mpwy5pbdNBASUEYABjXxuyGgm63XQk6dPZABixiw3SOr7TKOp9ixNU3x2/zP0utwiYu14oORTxhhTBAn5d9jb30eauwTtBRNQSq35v0maaKcZd/VGGJrNJhhj6HR7BVcMfG0QAikXHU4IWq0WMib3nhEyq692Yr5PdwkSGmFQnC/Mz9dTYhaowaIppTg9PYVJLkUAQFfKitKUnx8IsdpFt/JUBQkJnr98ydNYgneJwyQQbrNEn2cFv4vN82MH/5hpLkiY05zm9KUQUS4YI85NkyBzM/lLy4v4Kr2CG00JnmnrSmGdQLDcDKzFUQ9mawgSFMsGNc0w31CfNxaASteWmyg5kpXkdPCr0HdxG+/Qq1qMietXLnt9vf633/z1olS1uPI9q17YLGDLec3PNd/OnqLM7c0Sa+ASWyqyNMoOnD6zfeN3HHNwo0x/V4KG/Cok5X09DELNtQgDd6dz5cqVogwuSDADbwdgROfxknDDU9HcrbEEabyf0WDZqQxZ8OInOX78IMiitwD3Ax8r5v1Z8cCmBaoTiwVXX67j31oldU4pWsdRRogAV9iydR8Arlyx/cMXMh19SoPr1xuLwMUGsJBLFNTaq+Kou9o1pRRgDL911UjryMtE+pwYXPOsyb0QJNh+yVdXV7G0uJTz/nq3sRkY0pChGQZ6/8q1822tM/lbnV+r5sCbHisz6Qno9axDt+llq6SmIyaOi0jg/0pVfUaQD1O5vcKw5JhYDycl4KZRlu8tCGxtT9+6XuW+B8wHUMu116wbjPtkByRo40rroiP0S60mXYVMPe4wXGt2QutbVFVZIap9lDL5+3AqBYF1Z8pH4y37phrQ0RHcUcBQ8ls4AqVXNHqZVn3GZLDlOuNRVGUKAAigucDigTq55UqZsNu1j7DHY/12Ft9EBG8vlwN43ldpT5ff67MSg/zGZWzVmXdm5Yqvo2W1cik9t3Q63zsvEobLTSDLB6F4nSSzQb461DIU+k1BW1hsafTxU+c9NEECpUgcbsCmqdqvffs3+70Geb6JJwir75cgAXoLQYLpOlHN1cEUe0EPPWJbP6gkWDmL8yqRg4KVipoYAx6MW97ndXtX2f58konA6IbwSOQVdTF55/79+1qj7TnW4WGc4Wd37hZuD118q2AuA/DPP/xp8etiaFt0idRJkuBldIy9oIcvpsfKc8b97nvGBgmk1rywts1qxFoR29GUMrwYGMI4prgH8xQzzgUMk6kUNCQGGP9xfIrDaIhdcGFDfzBEr8+133tkihGm1ix7IVjAmCTYnci1BwBGVAYzZ7Ct3tU4HiLNBx98gKd9UsRQGJMET9KeFbR5MplgMtHj3QBAGKgxEvRnmeKCcUjk+dInrLODLfM3U4WGUS5kcbnaVd92NJFtfnRyghNHAHQfRbm1i+STYbFZbaE7Jz/NBQlzmtOcvhQiyl+Wm3v6zgDFxitP8PULwO9dXdS19sRhEYqPdfBFxwz+tBT6g+JVnUPOop17g15w3i8DbJaWlyy3OJLMg6jdDr7nGniQX37z8htnOqSoFNY4wRXa7jWb0NI6EPcdwKtJZuAqrVwAv9247nlan4TWmGlJw+uQwiyA++EGOGBlBpEyeVP7GAOwsryMS5cuKfIx23pHuCRwtYi4s8T0fv+NzG6DOhp9ZVQGqBAAy0F1JHKzK11cXfW6AHMSM8fH2UhtCZ/ytal566jeS+KMrQsy/ekv54IwlVxa10VZENqF5qHRrme1AXz1ApOB1WcAOF1zYkIpwOx4MVZSIg53TJubzH60sKD33f/ml98EADSbDVtrq9EsvtUbK+fTJlLnxQQZHsSbuDdYwy+/pc/pYRBw7Tc1L+yZughUSux+vszKg7XqjNVPWkaLjlgYprWTj1wHulmpdKw4no0VULxc1OTvty6uXbMeAUEYBLjF3PETyuoJAuLknxi3tWDL0OcBUygjfJeb/Fctve3A7brHlW9/Cvz8tN5XLVMesKwJFYGLihnUUVpfDGCDlEwHB8U4jYjsH8KyRt1r5lk1Pt0s8Lstw8+/ShkYEppBgMhm2SaJvanp2uhXV27i10Nd4ir8wJe1jxPQzF/yhAy133wuqq8a8ijr4rTECMRX0ooCuswqUC8jbS4t6Z51ZqSZXRvBrTG7sLCAK1euFKV12i3sp52ZyzfpTawUe8sLK8tohA2MkrMJEkyiLsGmQfH/y957PVuSnHdiv8zy5nh7z/XedE+bme7BAMMBBkMMaECsKAjcJZe7NCsGY0XpRXrki974nyiCepCL0MsqQgopFJL4olgtQ0sD+gEGwNjuad/33lOph6ysyszKrKp7ZwaK2D0fAtPnlsn8MivNl5/5fbgEy6p5qHQS3FBCcL7MjJBdHzwXEElX65VCgWyaANqljz62e14/AFcqyqrj95+TwsDCWDnXLhs4/DyGBPHuBZb425eqx37kt5dR9JrbcCLze3l5iZfnLyvXH0oe5OLq0wJvkeHjjz8GGoxL/9N7L/CDH32ATz5RFbc8ebfgRSUxzhmAvlOVb4Fyn/qHpwLySb1/ycS+yElEqf6EPsLHeJIbbwA3h2zkUQa5oc6yhxXQRoY2L5flaLrKSJCN0u8/J/jBY4L/9oMf4a8unuYRMdrzYJU9OnFCZGB4eqH25WfkRcFTxqpj9BFRIycEfXBxgY9z+YAx4L3Lp/iv/4f/rtUhxqG0hBC7rBqPTOvVMltWcq3w6+YEcvIe8ld/+/cQx7CqbqC88P6n5Z6dAXh0Yd6bl1mGx0/U6BaRyDuTvu8qIuHz0cqQsKIVrehLoXIjKMNX65TCWcZaw5nsheOiDtNzMvQRf85skGii9fUN43V5w+qzCF0EiiKU5fXU6WscSrFYLIz3Hlzyjf8Cy1rDxlUUQsVv0wMtpKVGz0258BohxVoKMR8AbU2syiXlg8fHxxh36pVDRhasiqm6A6x63SW0aIdr8M93iPrdeILOatnVb2uG0tAZj5mHE7qG7eUQIbji0pOk1TAyC/NVfxHL5Gqg2lfym7rwvFhbYDweYzOf103lxEmSK9H171LPcN10sc1Xx616q2SMtTr0m2adjQVxqJfvb0ZqX/U0PTRBu0OvPL6EQkyZPg1FTNyqofQyy7jirMUYYcixcmU+tBfjRK1DRBqYIhJkGkVfbAKBwijnOsoyNhqO+Fgz9NV6xAp8eFFIaZfi//XhYCsbwCNXy3nweXVLfB6rfe1pxjFhtDwcqmuDDCMoSES0tLW3l8BG7V54RuohbmQyjb06A67pIiXAgMXYzFRFr47RK9NoNEKSmhO8Cx6E0sDkCVrDEcBYpW+ve1Az9fkT8hJ/uvwUD86Bx5f136Q2CrEc4AAAl6p/myISbKVRYlJKsCIxMf+T3z+XAC7SOFQswER5W1hx7U0AgL95+VPrvZcZw//z0TkIKfuCWLyuCyKqcuStyS18/+vv4tv3v1b/noGEg42cm0HULoxHBMBBytXwT548sZbFjZjX2NA1Cr1yNH720qB8v+ZgfXZZllenkm5jJKxCXNQTIWYdahLHSn3Pnj7F5eVlo0K6ieYkLtZ1h3J58bMXl59/sUdVoV8mlS3n2If0CRhjcFt/K4Lz5dLobSxHkVhVr6Zm5d16YbipX3n40G7sK97JMqNRjoKWSXwb+lcYSkw5zgAu9+mRD4JEBFrHVbHZOQ+yw4Xq8FEh7eIn9GmRWFimqxrUTFEEYrwxxvMGtFkeXi4JLrNq9MfDXJn7YzyRrkvmQWY+r2asWm2mRa9esiyPaBVCMv/3AXmGn+IzPMxh8UQUegZmhOGSSYwF03PLPP8XAPztU7OS2jSUZK97EQXwSY4r9D79DBea85t+ntteDpFSHpHMSHUVFJBZDLb8OVV6j5RjR7zx04tzfPqiOfZFjq6XIy8E6bksRB06jCcA/KuP/kr5W7RbflRAYDPwHCoyyZFXcs88XzL87dPyjkxLA38/eMSNVXJUZuhfwcFnRRVaGRJWtKIVfSkkC507gwg+hRHKAFA3ZaL/mwsNsuJp6DV4L+ePimLbegTrZFOSEW0TJyAKljdjsAplBU8tpLa91GCAkQ/rGoMMZi+B9mTvpzae7Fc/pprfUFXD5mcypiomO2la4L9vbW7i1VfvXoMbc10mWIxyfOY/8m6nlBTYpCHzsJbxKA3KxDimFQVNxWRggDYC4TiPl5ZDDsAFaAKCiHpIUGor98elktZzXcXoVRk3EuAAACAASURBVAflZVO+1X3p6yT1liGdauvOKYrM8D+AupboERoVPio5Ekglea/J8NiEtauTYgwg/Lv4frM2ue8B06D0UE5c06E7P4xot/paqIAQvgsoIImnJmPAmt+pXPvJxWMsWdWjquKjT/jB4FI6NDEwY5SP8l7+rymng1xHL/x8h4DKpyTVe/P5HJPJBA6qMHqLtTV41S4t+cwvRsyDA4rDLsPcAmtkYeMLfRaww77pU/fysqoym6V5f7eMbFqWG941SF8n+d9Hbre2SAooiYD5NfMaLvpCv5tITmr6mpYkSQUi0cxxOVL7vb4y5o+i0omg2HeEsq+SI4FUn21BJkPAU3KOp+Qcf/Ipwyca0of+dC08oPZ84GgRXlfhEwCY2udVxU11zkRRlBszVQVTG7oEwxJ2yAzBA9Ow7Nt44cs79PbaBhzqoNNJW/MmaJnLmcoaWGkige+U/NpoNxuhQ0pDYVMrGLjx09OAHRUoOUNf+LQ97JlMLyWdTx1vdpmEE22AlrS9/uJFFdqD3ynjQCnhSs6sBkO/DbkoIZKcPLLp0aNHeGaAF7kqVXJzSYeRjyVM9YxljTO0SKJKgOcNhoSP6BO8YFWINQ43apZbgOY8VqbbOhuUEDDGjGXJjhZNkG5CD/y0xpitw8LoRE3CmHyliQft70fkBR6S55Xv2maK2ZxMCtuSBiXWBtb3ObvEeaYaJZ6TCwibomyE+QfnQVmnxWGKodw3BB/6GnuZcUeUi1ztrEsF71/w7yUcJJbLrDBG2FokoDaXkvLfEessKb+DLWLMdNlklJANTxcsU8buC3Kp7qFwsN+PQAjJn2XY7PqYBKLO0vDT5EBU900/vQCeG9c7lTi0kZ3+9sHLIiE3wNcJW96cT56b5428pggYSM/zYLBRF6RDrgmqno2rvPxfH7/H70hGmcDgLLai9rQyJKxoRSv60ikNXBx0GGxIP0bB36bEl35TQ1IewLywDQdDbGxsGBVpavlXOwVdV+EjfutexjKFTlWJocD+yJ7tubfDD8/N+JvXhakQ78iGnMlkgtl0Zqqk4MVEunexDmHksuYNPXGBgc8FvZ29HaQpV5L3uj04eWgrgRmSRmOzer3u+ZbvOCCQcWr7LMbxcgo3H5UOJYqCh4HhKeManfNcEOKewJxi5iNlQatvZztAuzUn+6PMDAF1QcyeV03Uhs8qrjhR/m1LHE6jXAP0t0O4OFvOrbypii87RaFquKjD1VbL56Xu9GOlLgaG/qCP6XRa1k+AjYhhINkXCADfAcaBiUeSqzlQ/Nf1POwveVTHdtdTIlEKnq6gbAv8QGmHTMuM4eLyouoNClV8F9/0b54SxXAznU5rDymCT9d167+N6ygKyKuQa9wpJB7RwdaSe6oTiKgs9UDseh46aakkdCR++bJxLQ36F0am2iPHVdouJ/uVSV/HQ4fnc5HL9WszyJRKi6rxsIXR29J1W3mEjHlZI3j3W+/C9Xz9svFZroRCpe1yl9iN2ebE2CLRIn+fwXEcdHsdhYnICSSnAk7LbImLy8vKnj+S86NcYTjVPWpSROjwcs1rhb4iqX94rqvUYyvNyS0J5/KWcw1/CPk76X2rGy5fkAv8pfNh4xhk4IadwpjrNRtXQq0fCamXR2x0iQwUBB4pF7jKPJKn7hU+V2P3MuBgOcHmUs3NIw+JLxDZCCAlT3UY87RJbUHqlV+WV4wet7JExXA9A4mJ5P2UzzGGhw8fNiqp21AmyZ6AkFWqXsUXFxdAQ3QNk2bRi+Vlo1b/w+VFRVlvq6GtIaENOY5jde6Q159G3PzPzwqX/puMI9eYONU3mgejrb0loBGnC8aNLG2G95/iY/yAqdBNP6QPjM9eaOmRTREJjy6kNSxnSFZGM4h8LlJbNMdAkWdDnHOWLFMMBCZ6eXGJH/3wh3j6vIx6k3MMnhN1LtqiVGTScyQAam6wy/yLyJBihABbMUPk8P1rLQ0QOjxSZ0lYfl4sDQgA/35t+OHPyn1ZTxVdA6k3WDx4cYn3tWgZ29nogyfViBhC1GTrl4zvsr7v487htrXe0khSrh+PyAs81nKgmKZZlhto5Hb5K0PC56KVIWFFK1rRl0uk2YO3vK8qlgmBpCQstYWNEQYGxeLOzg6mk2n1If3VOmmq1lVKPcRaYWhakGJwMDHEqvcY4wLsblgq+G2HzqvwkDCukJGVClEU4bi/CUDFcG9SmvmB3Qv7RryNrcyQUFYrsu+V3sw/WT6E41S1iNSQJFQp03L3OS605/LypGvVkapS4PuFMrVQYqBM3OoQaIaE8jkh3BBSJqvssgBn8VbtxxPtWSIztq2uL3y4luRWzFqnuNrrdo33gXrYrYrgkT/6jd3SqCEib21CyiXjByD5cL8eqfw06lVyHpM4wWAwsD2Ek5MT5dJVPR4Dz0Gcn1LK/C6kYqBYRCqkysHBfqvyhTHBoQ6ODo+K66YcLUKh1ZWmjW197vZ4fzqSEkwYKsQBQFeumPqcgeGT8/Kk+ll4gaBFRIbgt+47ug33ZZIhQgRftYnRQRGCdxSHN6HKfBUk71PSVcUAeV2DAiUEY2KGIwOAra2ta5W7RUvjh40zSgh2ZuvF3/sH+6UhIX8pYp7FIMOpjKCv1pKQq1mA9BKisOwXeR9Kk6Qypm1tbJN4+ipfjpBy/wdUZZw1ObQ2eDItrj+SjCJX4WUY2+fYJTJ8RFUoHH2MOjXKb48CfWqPDCWEYD6f40ctnKx9KnCf5e+ofr86GZJoP9okKS6oNiKBwysRyZBw2LePWSK9p5Pck52Ww/4CS7igcEmp6LB+EdKsKJKV8B++aKdE1seEiI4YZYkxr8B1iWUZzs+5Z7EJi19Qk0GGEHItjHsjT+Jfwmc0BSpKqOuQbNRyWia+b0s6Z0KhajaUtCyLcCWpaarISvFPz6sjn4AYFedi5Pz4Bb83ZCo0LJAbNlmLcU2doo6KHMsk7/KGci6+gOHMA0yqHJdd8MWMzTb7gE22Kca19F3+7Wd8ben16iFhs5pyTfSTn/wUH3zwAcCY0TC9ZOWaVnwnyQjwQ/oQy4wp0GPKfin99PO1KQOT1hDDtwDDsxcvkTGGDz8uHe/KxPUMP6GPWrdR0KXBkLCULGsi80LqlXI+JQSpB3TzaOOA8lVaGB0kEVJZb1t/A+mxJQPef0bw+KL+XBcGAdbXNxDQ+o1KNxoQAJkF+stmCntPMkScs3JljWsM9mV0NTdEfEaeG3NEGOdhpkLTMsLgNoVHr6iWVoaEFa1oRV8SmQU725NNoZtE+lcIJFQ64KnPCoEg//sqGvQrk0VFJHl47C/HGGUJ1mmkKBY4b/UlmsNBy41UPC8iElLHDvtyFXol3MLZco4gh4fRuXBzJVDssBIXtzjIV8m42UiF9t0ELhzoWPVNXy4MQuVfXhep/eY67IUgpgkUxZgjKh835x3DU5wOdvcwSKqKv8KQQJ2KgqaA75L+lsN9Gz1D89sXJMsFT10h1Dz+r3K8EV7zcWxKMs7rOuhVhVChOLexM+0YEjU3sC57/0aVJOvml4fDkcKH67kYDof8DYNivKLoa+lR1snHkwwRchWvxvlsVvCg82acI6RZYS3G0lcP59gWGi1Dc2azmfRO9f75ZZYbxdTrOj614PMlUT2tL7L6iJcPnj/J3yeog3N1HadWkS3TdDKBPCZMCg65PXJCdwLAhWNUPNp6/PPtOgRbW1sglMCzRGolSQLXcWq/OYG6R27Hhn3Z8jpjDG/duoeD3HhEDVA311WLEMPYqTxjlQI4Jbnn9yJi2EpKTqjQ5ktkMzc1wffUkqXxTLolD10rVKL02wOtyEKhYixvP6r0kH25/hfEgJmtFV1nDHZAse+pUYmVtVPf5yxlUSEBMmDsX2dEEem/KsTBRe7lbau7rjb5O4qmOIQUimA9r0ZdmbICvK04mhEGh6k++JV3RRSowq2FCIpI0qcNzu+2khzHwfr6Ovph5wuNSDi/uFCw0W2k59YBoDB7HWgjK0ldypB39RfQaLkFLqVfSD9GBbyVJUdCAx8mKqGNCD54+JnRgCJfeUYuKkYgArO8pBtaR1lSRLc9uQQGg0Fu+Ffb8/TSADdDAFIYEtRWdbrdon5b7gwhE30R0RH68PThIIT3RY3IgnTIMRPZZpPoP2G4A4AH51VZgYFVPN8zdrWIisvlJV6+fInziwvrOUZcFjp3eZw9I+dYMqZE/6nfmBY8erkh4b0f/qgwRpg4ZbwQAMBLWfHdcl1+uTSX+/y8uqjK8+8vH5frrmizWM/8PCJhEHqFpz6TlQgALi7K79X4BSxn8c8ugI9f2gQRoZMgcBwKj9aPMdN6beOrDUTU/3r+cWEQqFvDi7M0CC4Yw/v0M2uy6Sof3BAsfxf3S9UP/btPK0PCila0oi+XyFUiEloVpyTyMyvir07CQ0BP3jpgdsW8wC4kRCiyS+GFkZK5AC5mrINTt/T2aMtjRSEuoBhQHk4JKYW7Oi/Cq1BEVaWuroiRld4yr3rtqcuTkW4nDYallh2iPxaEAba2tuB5pRKZEFLbDzaBdndnx1iZ3PbUo7mnJzEy5Lsubm8NAbDKoQbgioiqeqz6HFWHYYOykJMp3PUoZegqOPJmY4lOoSUPQRAE2I7zhLH5y7JnsCgvdIkSwivoTW+MWPNEFm2Tv8s4MxkpqiQLnI4m+NrUkAIO67pe4k1h04K6ebdfZOXxuml21hkR23BLmHpQ0t8TZW5sbGBniyeT11vjeZ7qvW9Qtl5mmbEt1ZwDHGriPfpA4aPJEVMk9KOUmrGNxRpI2mH7AlXFJkM9DIGsFCGQDu/adxF5ZstcH9JL16S6VyeTcc3dekoaUko8kc7Cbp73R7Rb7qrjdHK1ig0GusbTsOkdicQhXDeKiLwcjSwR+34pe5Da9gub5/l5pnszF6w1EkNVUeNpBoFXbr7SoiSVP5eokAptPC6vKkuY1i5PTmRYp78QRrv8mbYyoedQ7HR5/4jv9GSqVvT8sionisgHuwdlqZwnqCYdB4AOqxq+idQGmeQx1HZZ4DmPVOV59V1+5QJL/JA+rC1PEkmbiZnrI+DGhC9CYW+SD5oo8O3RWUD7ud+G9PaJpOBt2x1F5ogdGazPd5xr9aOe1HqQG+DcyMcyLsuXjeFVqv8AshH90ydPzc9I89SkzLPCwuWlm/IRiDf6gZN7D6v3dYU/V3/nuUwM9YlMPy9htp5NLUMqbsixZSK9do8JQERO8rpm+zJhi2XXZdWHUqZGoLVNyAtwo0PFKQTAXzofqs/xDap1uTKZHBGMvGjy9ZIxfChZPuU1jBKeawAQ0JPAh589LPIVmI1f5Rx+0CLpsEyXGfA3TwgeGNJo/I9/8dPad0VEgioH8z7peMA3Jwz90AUhPAmxeFa094k0B9tGRdmeqotcD4iHe53DWkhcAPhsqUIJZQx4ajCm5HertRFizVtSN8TEt3NA8BI1+7fhnMbAsMyy0rgIwP2Co8L+faNV761oRSv6UogoYmg9GUPRK/pzs3bGKKhqOt42EQmz0L7lVokp/xIAruvgYP+gvPwzMHKLKuQEsXqyWEEmL5I6FgkINiRdsp7YWfRpX8JvTpMEvV6v8BQFeFf0/PLgIwuTrSJFWhqKFCUGtZed5JkJTZAgMoSATKYeLccW/7fwkiBOxStMfoAQwNXgmJg0jvgzBJRQ7OfJtimljQqAcnYQpYM6LZz0TX01U2DAOI1HYwwHg1pe5AR9JkqI6j9+JCWClsfG7f0b9koUkpVXV/OQVpU7ZoZNfWMS4ocGaCRR5gUrhd2r4SyLwWVQmPIb/L+MtVa8yX0sYBVsb4rkc6FfhVZ5eZlhyOJGY4xDSKlMlfqyKcqmiNIxKDNlfpsOASIHjQ5rJMqprouSEkZWAhMKh1DezzpsjjTlzm7cxCCPeHEAjMMvYCPQitBzzVz1fb3NJg7jOMZkajcW7MbDxmrlsX6tXmgY0qYx5OTfQn6V1NSvH5bFX3VVd4P6kP/36KcVj1vAbvCaz9eK3yZZyNf2C9loXkdyWftps7pS70631pBQjQYl2l0A2NnZVaIFTcST2F5NnSrX1RPCRWG88PEsV1BGYWiMaJrn8t6Dh/XK90pl13zUFk1WR0wYMWTFmaVcve90RfNVKy+ld/PzlFYTz1+V2iBKyDBQ49EYm/2qcl6Z69dxpNGaUUSDSsomAVXKqo9bSUmSLZG8Zd1KZ0o/toW96mpLgBgjD5znmEiy20fsiSEJaTt6Ti5ywxjBRdYC+/9zmHDkoSBKCXI4SL1UnQ9CSqWhPF5jxmFGm5SutnHo4+rJlxyi7q9PybkyZhhjOF9m+PunNUreFvPCtJf0WJQnt+b0gDxrzTfPkUAa1zoh/lBK0e9VoWgBFWZQ4ZkQTCZjdHNIVGFoE3CJJS9qz3zEnuGDZ2YFtcyu2K/+z2dPkGUZKCEIhtVzDMD3GwqASXND7veAmRtRN5OWDVG2LD+fyOu5HPUXOCRHWQAuc4OlGXOh/Vwz8Wt7NyI5jDEIYidojNb84OKx8vdnF8B//2cfGZ81oeBdRyb0qXzWJoWR0Fin4V6W6Tk3zEnAV9SeVoaEFa1oRV8KkSsojTLGig1VPEqAPJlqlT57xL3pzi8u8EvrJ+hbogYYeMiveaOwH4Lli/XKdnFffcp3uMDYCepCA23KwRYk8MlzwcmjLhhjmIXXS+qnsVTQdsKMQmEvdAEQbG5u4rXdk0KoJZSi3+/XbszbW9vYZWOsZxoWZ9sziKVo/i1kpbL5wVudbWvRj15YhNXaj6TedCkphBT5jjisCEFRxuTXjRKFN2cxF+pUYfwJYUD6MkUi13NBckx6m63Mc8S4tnMif+p5tzz4yBBMbb2X5FqiqMFbsZYT+1M6mZT2SaJGUAz8sqRFJEUi5RcDh7TXKDVwdn7+khsTsgwweKHJc8Fzywkt+tumIPB9H/PZTIE5EsQyBmLwijtK1V41QlHAkr/B0B9N65lD66F9ACCgKPLjEEoUo4I4bHhi/kjVFeuaqCF3nzLh74tmxkmCXm5cpQRYi0reBn1LHo4WdNxhPAroimQ7iMokkmp7ksEoDKMi/4zRe63F2O0rgVDV/bapBD2ZcUVxrRWwHjHsprl/qvRur9fDa6+9Vq2AEHja+EoMXub6EL457+Br2wOrIvWJ5GWrJBvWDTr5vcD3i7HBUO1bz1ESEV2LbPY2OepA799mSL0aGYoAHnFAKQV1zHuTMFQSAC9fXh3DXadyvgKfpZcYj0bFmNbbUte0TqeDbrdbKCEJ2slV+j5eXtfjXNtRliuShGzc9wHfq4+6EzQ0QERR0MZ5K+SIJiUnBb22Z7Je1lWoAdmo0r66MSzGvt6KqmKZFXVfJSLBREeDRQ6xx0neB10CdLx2ZXegWhJsrby4+HwJnMXYfbRkuLhGs6mW0Hk0GlmerK4l4tvpw6yik5SU9+KdHgsxYjEIobgk9YYUSkix/39eIoBx8ghIwYwBf//oEj94bB+XbTixQfq2zxilEgPgsnppIQPDi4zvy4SQIoeWTovIPFAI4caDIBBrsuBbq0f74A/ZC+t9apDXAOAvnn8Cx3HgBlWj+xIZfnz+KQgBHj76rHIfgBUGy+ZBDwB/9vQ9+02oDmPFXqF9bJdwp7GPLpZ8/bd8DlMkT1syNcGHU0SelhHi9SPRJP/YZKLq9eutofspK74NZfXQbaYcPowxfPL8RVE/N+ysDAmfh1aGhBWtaEVfEpWL87xrwD6XiIHhbN7BVi8weOSITS3/i5T43Wy5xFrcxSBTDQliX5iEwG7absMajkY4OjyqbNxrW+uYTqf41l2exHTTkBC4ZJO/HDnAL53OMOsYsPKrzrnVZ7RNtroFC69vgpN4AzeSLTDGcKvHFGEqkCFnrrtZ5h0vwyuczTpFHoK+F2EtHiOUlHMK3JH2r+tQpCREj0UtvfdMT5miKyQldI233DSwJxOzQckYIVwsZTiEYskynHbLZNvvTFmhyHEIAaVE8cKp5AfRjWqyy7NG68FI4ZX/5kaetnR0dFT1yiNtVJC6xoTgdNbB61vmOfJOzD1vbQdxOSLkqqN1MBgUiqm2ZBIgK1dMiosWCpR5WLYy8XwIm6IYS93Iwy/sm5KLl2XbfeWBsVOFflpeXhbfrM6TVJQtoKDqFCN+EFTGFpAreQ2G3thVOV9mDJOg6iEbOLRS63xtDdPpVKmnUfFFCEaS0qzT6WBrSx37HQ9KRJWYe2tep2A1LRTI5XNjlAmJHa5FsvIhDocCisFxHQwHAywWCwDAsD/E7u5ubVv08mRyqHztarPjdFoPE5YmMTY3NpBE8n5xNf5MZIu+2Yj5ejigfsWgnKZln/e66r23JvXzTkS+UUKwmaqey7ZDsW7oEn+NwPvCaGokNZEweQFMOqgKevXO3eK38RCe/0/uA0Ctq02/F6lPPp+etzb3SOCYFOYlpU6Yz+F2TIhksNeRUqrtJBiPx4iTpCjvXNMp9LtmJRjAo5fiPKryp/QxIG2/dTmrQESfGPaVa0IbUZBin7p/vI3BQI8EMpdmm7+NOXTy+7aIBPGXQ8okum296L8IavKSrXViidWBIjyj9eGj+//oHuVXmVYDzfibuqEyn0MtuqxOhlmTFLQLqGu6aPXlhZr75HMuAbxscv0E1hX5wACZGWoyhhAsxLjXDRhVxBIpypLIylAeF1+nbASAkDhwDE4R16FNmsDU65ELJA7w6YsMTy4yfEqeWvu0XaD2F6v8/Av6ITdY1hTLseX57+soXyuGIUsZOvT+5TLD+XkJozNNZSjVsgzZEYk71RBcsmqUwKf0GRh4RMKnlqiNL2Le6PRD+hCXZAkZfO3iXDUIOIQiW2b4CeHe/rZP8tyU48hA5tXKMu40mbs+IrH6nez1AQ8/M0T+1Ywh3zd7zYiocwKOgHBZM7c//fRB5dr7nz7Bb/3xH+PfPPq0uHa1KPEV6bQyJKxoRSv6UmjgBXBAEGseVJFBTmaMb1qLjl9RPJuIOiVms1GgKc51dmWUfikI/MoBHgBe0iXCMMS8xwX3gLlI8oOTLykHfcfBRr8UcHxDvCxB6aHY1mO7jm9KKaZ+Hz71wBjLMZ/LU91oOMRibVH87RDgYJwgoKpib9OzeQlxT97ZdKbAE+icf/crZzjZ2ahvS+F90rxr1z2RxAlXfNcQY8zojdCWxBiVowh0Ksepeo8fsPlhNBLe+UTyfHZs4FMlZVmmCpBETUAtj4/9aA0/1zurKJAnYzMsid6UOI4QhvWe/ABPhmf9dvnl1CUYJz5C1zEm6rQpAYT3sEMI+r0+RqPRtSAKbONmLTMrjZwWUQ+mMk0ji1CiKAF05fsiJthNmfLt+36IaVZdcwCL555UaNcJsGYwJjTNL/muGN+6LO5S4I3teu/55XLZ2jhJUIVF8F3D+HDdylhs8gR2HYqBD0wDxS8Va2vCaGUfF303wsxNi3cAYL0b4M6ii82kB5dwL62tYIKzzrq1bwnKw0hpKCbY3NgoYGgGDldM7tJ2uT/qqRoRYSMCYBDXQ+HMUh9n8y4GsfnwFkUxfArcWpPmUe5pOgvtmM42tPKuB7zlTXDodNBjERIJ21k2sAZhUESSAFVjVKGY0OslBDd6fXxHUhZbI2O0NaDyjfPChYFLlG+qV75YKB6lpwT8WTFW1IoBAI7rVg7RylqaK9icmq9eli95brZZ67Qi62DD9rrVSCD5r6O4lAdKxZEGJ/c5PAHV2V5DeR26l+vGRslfXxv2VYeCemjBrHhOpd1lqfSX17GrKC742sJfoMYVqDoKJ1lq7BNCiCndjVaaNoAtRCkt+nQzaXjYQlf++sTcd/K+W5XVyr9D6ewRBoH1mxaiO5PnkOiX9m0dRRR7oyoUk/wJ9PbU5SXpQYYYNM+9c82QoBvQgDJJfZuWkLyu6xoSqh7y1U7vhjrUp/pL9wKvrvflNWV9Yby+JVjtWLvlSfNUevLm8RGS+Ir7taGbim+a88lYbqC0UJt5YZzfMOepEKTKSCrpSbJlEufdTIEBIlh0Q6wbog9s/FfW1eJMqJK+VmcMeP68bFcvKk3cRNnjJEOCvOkY6PHjJ5W5pyeaviq1SZ32nFzAleB5uhqsk87H59Vxm5YrG5vlGZKTTWYStDScseVrdTIKANxga8br49jHtBMqsh+AIiJXQD45ILi44nd6/8FTLLMllrkVhDWsDStqppUhYUUrWtGXQgS58lETHnYMhw6TkEoAgDFJ2JCNAqXWRt361I23SRiImGdMqOX79YqXvg+cdhkCaQV9Y3uA24vSg9JWt9hm2ygxBcnKFSKkUaiC0/r6OgDVi4BQCtdThfR5J8B+h+GgU7oTu6S65RcbLOEKHUoIzqYd3Jx3Sj5yGic+zuYyj3ZSDkAtFAkdzbjDEylXrVF6f3bSTuFVKJNJsBoOVaXtZsxw2CmjPmrZ1JQ2LuURCbIXm0wuJRWljn4oLKBX8sscjob/ISvtTr31ShkEwHRWCmBNYn6SmBXZOk9jltR8WH5jt0uw0xng67M9fHewZw2z1nnKpL7r9rpwXbesP3+42+liNp0W47yOj+IvLay+jRLGcyso1DX1cYqYB4CovEmvUcK9SiNH7VdKCMYslV4p7wa+X0YeGersBNSs02iQqwslKGNKjoSz5RwHS57E1yPt8Ktt3/ekU2KQgxB8hOeQ07AzljUmci0gNJoMCZRHNuiHUs/zMJvO4FP7MpOxDOsjHt0mIBgGoYtu6OWwevzaRjBCQL1Ka0UyYkrKeuV5T8D7eZKl6FK+Fh26nSvDKNQ9fVXPwF87ex0AEEAyehFgkqpRg5QSpL6LWSfA8dERfun+jSK/DCC30RCWYuCbgGBtvlb0WUQcoyFAX3fkfbQKbWSomJT3iqTulugqAgKXEmzE9knD8udMxta6vCSCb1m2EQaBngf8s3uy4b3sB1NXysqGTX+Cf3F4Hz8fjI1ObYZ0bQAAIABJREFUGQoPugLOyG6NQaLmnq8ZGW7fuo2zs7Pib4cKiCn5+0HBbzdy03I4y8ZhXQHSRjOgwOjpPFTGWTnW0k51vxTz2XEcnGf5eGEeOm4pf8j1yaW3aa5qfGnxQm257dYe8dVcUMyycvxlDFjzB0UfTQzBxm1XpKsqcAgBNuJq/8dRXEL21YXJVMoz37TBJxEAF5f1UEHyuPSIg3/+2tcN9UJ6Rv0edftdXa4MAFanBJ2iKDbmdJLJkSYTT2B9PUNCJVcHKXkvDGRaf3PYFrtLRMWQIN9bljJTGnOZdQk7RAyKmoj0O79OiKG2egpI9Y213JlLnGmbyMZraMHtl6nO4KPn1dDJBOezm7LCAPHXzscKk53AadyDZCrOaFXvMpUPxg3fw+EQvV6voqDPWGkUlPvKl+ZSlpXnVxM9f/7MatBdgl0zr0jzt2VQZetBvxqVLLpUrCV16+TW0jyPTRGRMg91eSljj+J37m/ioiaRMYBCGS/Tnz//Ue07MlFDTsKuC7y9s4bAddAP6s+PDiG1BrA29Bl5gf/98d99rjL+faeVIWFFK/oZ0h/+4R/iD/7gDxr//+8CWTHqX3ml+P16l3uWG6FCtNdl3HlhKWeMgVJSqautp81uNsJONlL4pSDo9ftYrC2sbZjRsCIA6MmITUoGQpoTf5lob29PwfUWZcueWAcHB/je975XI37Xk/5eJpKX5QcbQoBx6mMY+yDErsAiAHZHMXYGcfG3cl/zrmyi2bSKz27yZJGNIQw8kex4PMbW1hZ2lvWJQdNU9TqiALzSiUjZKG2HmLTTwebGBlxK4fqe4ukg8+lR1+AJUyVxbdAfYD6fAyCYBMC3e+VhMSalwUEIhv21CeI8idlgMEAQ2mHFZtMpdnZ2rPdtPNnv8ydO+lOuPDedEFDtQzH/ZWOQrhRyHIogDCuh/4SUI7fRw7WFUqHnVI1PTbST1Y+viufxFTFHxNPHx8dI0xQBBSax6VCZK0yZvS/kq7oyXyQX3E4pfm6218iXrTsjtzy0EkLg+a7SCYugPW5zc46EGviVMMAkqHocyV1zb/0Iu8tRAeOirOOkVC7wCCH+t0M4vF6hjCHCmEDyaChWvM7A4KM5j0OF95yP7XCKtRxiyTRqKAgW5hRBBe8yfeMmh9cZkAADxsd6SKsahuO1Ie6sdzFKfPzLN3fRieyh5ta6pXtf657A8z14kmG73PellinbQ32fyeu9Tjs7O2VeDFj2K8Ixyk+7DDf7dqOdbS6NrXjfZp70YrayASZZufdcoBrlM5vN4FBaGJ8X/hCUUBx2gFGNhynn4WrrDAGwmzDs5XCQ87RB85SzupUbYlSFN9+PZWiJN/ZvGCF+2ubDkUmMXV6XWt5VlfM66beYpMnaMBiy57nCp5NKBp+NDZyenAIAEt8BIaRQqraJACzqhoqjr3Nt9S41D/eK7GHyKNbpn0zLvs4Yw360KL7ZJFTf39raaixPYaiB5NLfnm4g9QxjhZQOETZ4SlN1tupLRR8r9pef0EfNzAJKdNW618U4qnq0KwYB2t6QYG8Z/6s51jV/lnJ5Vd8ZZb7KlZk/dd2IhJFPFOeXkSdFteXfyqGmWBuCuWc2jOiK5f2+nzsTECX8iUcDEmTIaodaSKhx7SAo/d0jhxtF9OglnYZeNfpSGM8Ls0SD/GeVq6SIFLORt91+aaPnrJTLRPmRY36RO1hxGV9O8AwAt1wztGnbSKwM3MkjTdM88slQf/FvWagCbcQY9EhuQWJfrNi48meX10xO3s6QkCd5zh+91Z1rPJT6DJL/XffhmnJimDg6J5d4TF5WrtO8R1xC4LsULw2wUDJdGiISPvpYTrbcMB4Nt5esdIZ0XLPhTHw/h6AW2qg1XU9lsqKcVoaEFa1oRV8KUUJyT12GnldqOgTUA8A9dgDdQl5uorIy9iK3fnsOka4yyZeE0yZJpA0qL6ulG9evbJ4idDwQQiqe/KI+AEiIi//87e+i3+thPB4jCsLKYVi05mysegzMSXx1LHdKC+MJIaSA7flciZUlLk0Kh8uLCxAAbs6rLrDU4qo7FIs8L4b+lFxOnaJI4Nc6hOKsxzALq/XJVxR8faKWHKNe+n+je6yUpw6X8g9P8uL1PS+PeJAOQ5TCIRTj6RSHpydGIc+l1YSHdZ7naTeF4zigBEhdhj03qTxHQArvkWdZGQK8u7OL1141JBkVvHhuqzF0uDTDJF1VACtnrfotC8Fe6pc6iIKm8oEyfN9GAXU0T2jgfucIp4kK0dW0drTJJVGxnQmjpcVLVVwRMrKIfOrFIZI4qY0WuMonMSnhIwfouS4OOqWSVDmsSWKjGWqjOufn0xkySLinomEtzgCm8SmPDdEGW09yb2J7+YQQ7M5L5VfpJV96MXZDF7cXXaXkIAgU+C3xaxB5RbsIAe71F+ixqJ4JAwmPu4U/MsKEyfwfV6Pj1WdgnldR7uH4yrAKS+dSWqtsFUk8CWD9jopNRuIhyQ1WwpCgJiRW65Rz79gO/qazpOu6ONjfl5+uPEOASrJlQfIR2bYGdHs9vHr3VeVa4S1nGrcSD4zxvBwTJiL8isqUd4IggCuvE1K5Vz1DNwUkEHAjYOgAZz2GcdRgSMgp9ZDvUdK8JDwU6MfnnxY1/9zOifJenCTopB0cHBxgLWLYvSZEjjBAFwFoLaaa7vih3VXGK9M0Wfq3dUARMa8sk/CIMs/z8P3ba5h2AmUMdbpyNEU99TzN+KtFgqwn/K7u+V2zYhS/KAh6FtGIMYbTk1McHBwq83iZRwHbjD+e5zV6PgPAOAAmuSGsztNabsdGL0DoeJhkiaKwB4Bur4P19Y3a/foVT3P+KaLz1OeElBd7FBvjAcJBs6e/73kYDlVZXxiXdWKSJ68O/6Z/X4VfpWxWudk+0S7B8SSpOHCZ3hYJv68bkRA4DHud8t0bqbzX0vxf87tNGO0iv043kBSvkH/zE2ITtJFPSyckuQ9l2e6V9T4OOgyLiGE9YlJOJZUoiILnD0jyvdivaltl7w8RNdlnEW4a0DoJA6aOb21rSqvzrE/KySogpAYsVowDpq8g5s5X3TECbf72iHkBIMWaoY07bc7qcFx1an1PkQUlQ0JmA5yznfOaSc93otPHH3/SWIaeQPk4Vc9WjMkOaHKsjJnq7n2SvTRGFTwxGBHkwtpuo8ulOZlxG974/fIJ4Si5ZGXkZhSG2NwwQyYTEDiUfg6jT5kjTo8KW9HV6GeYImlFK1rRH/3RH2E8Hv//zcbPhHq9HhJ8iLeGN9EPVJdJoZisU8Dpdwahh51BhPVeCAgYUMYqyo4NUgr9N50xNtyXrQwJHMe8hw8ff1S5bqOd7R38+CMHtw4W+Aw/Vp4UuO//8tYd/NG//ld4kjt77Pp9HByU4c5JHOPBuTnhk6Dvbb+C/+ZP/jxnqExyZzt0DIeDVkoGITTTPNHYJHZxedmB6zhc6XcJuH4AvHwOhxKsRR385LmK7VmJJK/ratZO0XncneF/wXsKj3L55wYBRvFmv6KE6AuPXCnqpbjn8wiMu/Ee/nqZ4Sn4hzzYPwB5+BgPHz4sGQPPA/BieYE4SQreCYBXkwAfP32OaRzjgQ76mlPdYe3eZg9/+fiHnKfAR7fbzSMVVJp6fYQexYuLEgPyusTAMA4A75mTK/sk5Qp4Qk1O7frbpj8uPYTqDAl2iuACyDAKSuNBEEboP9bGjvT7+zu38G/fe08tx/HhaIJ3Exdri3Xc7J7gT57+oBWvOtyLTozJfcz7ZRwAe1v93DOVIYWPvbCPf8M+1N/OYQjy8g3MizoZzAf1AuPfyj9Bt9vFo0ePLIqLcg55cBBRHyAveOJQUV+Lxcn2CCUESZri2bPnAMo18DLvt4vL88o7ej/3Ahcf5ZxmGcNibQ0/vXiADx4+Nr73/VdmSFN7ZA8AUArcGzDc3+rjj/+Bv/fbe6/j8skDfGX4A7wnsdA2Yq7N01O/h83NBGMAH3/yceX+QcI0L3C1LxZrC3iuC5qpMDRNPG7NJ+h2u0iWlkMptDEk8fCmr8pAYshvZH1sBBM8YB/iGbkACFecU0olxQCkiI9yLAuy5Skx4f3eWXQQe6rSQ/TP+voG/ubv/rpSTszqtQmCF0qdSuh/G49Mfe/aG8bYHiRCKybx2fyNGNTouquSCUJQJtFX/R5X0OpGv6Xm0agr4Ckh6A0HoHmeEwB4kb9CUa9Akimm/OUeifABnkI1K5o7vVb2rPlO9e+V+73479CUd4Tl63SLdXAtZHgm5DzCc28dpAx//SQvP6B4fA7spwx//kg2ElSJEqoYUEZZDOCJte4oihCCKY9kebRbnXFzLWR4cF4/2CcBKxSGHhy8gDlKre8zPL7kZcU+Bc6BCevgfVIm7xT97ThEGZN6gk99NIt9IHaBF9K2IYwygUPgOBQ0cgFDrlCZgjBEmnZAPnpeXNvpukY5Zm93F/i7/xeAuiZE8DD0YgDm84DqhGO/P4g8vGe4L2izF2DWaR8Vs4go/uGleaxGzEM06uLTTz8xr0cavOQ/e3UD/9Wf8t+iaxximFUsKyGQwD3fdbiZLgvxPj4rDBLVvBEELy4zPM+Y1fkiZh4oIXy/ATgcZv4sJRSD4QBhFEI+anU94CRK8D+/qO59GVjF8Fjyg8qi7VAHy8wsc0ZhWCShl6+HzIUhxRT2UobTpIv/7eIj/Nln1QcOaAf/WhvIN/wU/8dLnpT2ggEdGiLNAmsEDiVcThCO8kYZU7uWuMDTS9XTP2QuNzp2uziYbuAnn/6ZsT6gjEDZzAb4IX0AcZBMWQA/n9UhcxWhMWPMulY/JM/ztmh8a8/FzMczcm69r9PLl3w89Pv98lyotyU3aglOhaNE4Ffly2YXpfr96P++fGCMxTFFFzFDWfXGdnNEwlXIFJ2YQTvLSzzcmeziwyd/hwwMLvgedNXTrXweFvPON0Asrag9rcwwK1rRir4UOjs7w8nJCXyv6p0gPLttm+Dh4SFOT08QhZIBghBsDWI4tPR292lu3c83pAGLFa+EBB56EmzDotcsPLdVXzImacUNLzHtltIWidYW5oRDMo3DBH1wJSltcQBN046SVwEAbt++jc3NTUXRMkaItayLYZ60tRM4GAwG6HS7GA6HePdb3yq8iCkh+O7WjUpd+6O0Ct1SQ7LwYFNyf2W8jW2HK5t8kzJDek0kAHWJU0QlUCk8VKdx0uBWAihtmEzGeOebbyOgHigoJgIUVPfeyOt7sbzAkjE8uTwvPIgIAbb8AL83mCHwfMkzpz19f/s23vSEAo6g3++X31Jq67o/xI1Z+e31Hr6z4P0VN8hOsefgKxtdY4I2UZtPSoz4NiT7I23GrOClUL4ZFJ5tik7g4V6wh0lYwghM3S4CzVfin77+DiYTbsRMvMA4/qg+3hoMGo5D4Xv1Y0pNnlbfLlk0Z5JhK3SdYox9MxogclwjRmkTyc2h0ul6WwrgaOpzl5ZRSub0n/ywtLHsYyucghJ+bdMZtasAlnkPIE5iJdxbKLSe5nooOSmfIL26QVSOi2UBt2WICqocNKuKa5mGARC4ZaSLUF53vfoDnyAKgq2QFvlZmsgBxUE8x2t37iJOyg+4nzLpt9YGw3g28fb6cAe/sK4mtR9IDgGjNMB37uyiow19ORKorS1QHGwT5mM3mimRX3V8FutO3tyd7R0cHhwW9xUDg2HN/fnZvnWfGOTexVHE27wbznC4nGAnGxZc3BtvIKAOArhwWxynbP1Biv+oQ26R9bDRjxQlWOn0TqyK9jJSg+FXv3JSQBWZRhVBmZj8VqR6R8qK/w3dM9AQ6lMouvJEtheFIUFEnNm4KEmINk0QIjJ5hOJsOUcKoYxpHnjyd9c9ySGtLzlXxa86L+ly/yIVI4rOFTFd1MgjQGJw7vUdCY5RglGT+a3rgSKfQM1TpUGZKHBFAvJyGHpYjxi6HdU1Wh7LdUQgJ6m2v9DxeL6d3YTBdT3ExuS3pPLT86ttdAhRZJV+HOGsx+A7WlSAmGOEIHb8onNNXIr1Qdw7PeF5QjxizocFAJORBIUoVX2ydYA3EnsOKFUZXv7R7XbRSdNC3nxlzeCubqAgX2aPl1NsZH3rV3j+/LkVM37CUjg1IZLPluq9JCj33iD3XBcGSPkrMMkzOQPD0XKKIVOjTOW8eYxfKOVxxvNSgVDFC9x11bV6Lesp69ySyAmFOW9JkhRRJPPZHNPJRJGXZLoEq8iVUZ5biBDg5fnLwihebbVol/hhz6Vm6nECAhe0GJPWcmuu6efWyu8iisSp3LOVKQxzYp/38jNl4Pv4xsZd3BrsWMsCA7aXQ+wuy303oT6GgwEiL0CWO/70WASCMq/AxcVl4zrUdG4ZaeOt7TmnSdYbj0dFPw96XZwcnxQOptzAXJbTgGzUSq7UyXbuFmUVDoYNAtyyQQ9xJd70aEagIpEPB0PFCEKvocJ+9qxqpI2cdpGXKzLTypCwohWt6EshSmmB1a7T2dkNHB0eFYc5fcPyPA+nJ8fWsvdGCb41Ywgdc+if8KwU5RJC8Dv3N/HLJ/ZEf8LyPUp8+I5dYJM3L143gU89dLwAd4aL4p5Q8jmE4saNGzg4PISJmrz+BG1giNPlzHRmqiUBRdLtdnH//n0AwOnJKSjh0BUca5jgJPQw0U6tSRyXuSkMQkU3cOFSAo9WkzXbZBBKSK1HsqhnRFNsZgOMfdPBsaQwd7d0CMUEHXwj6mEQVMddlCfV/vreEL9222y8MSpaKMWw38dv3Znh3RnDKNKMYJpX7LnkXWTy2CbaYRYAHuRumLJPni6EDcMECakGEU5TX4XOIVRph/h+Rxkf+0IR4ldtEAp9dWfIjXKSgkt/tvyM7QRGt1BgMHQ8oBt6Co9FqDsMhqA6JRx4vw6DBBNqB4zvpKl6yJK9//O2OA41Hv7bisQhRaG4Mw0oeaaY+j52TAdL/uA4SPBfvnYXaxFv7/qCrzczlONdPsZ2g+p4KZXhTGmnrLwe0MA430u+xYED2NndMUZGiQMQBYHjcOW6MEo29eWb4118Z/O09pl+r4ckSRCHYXOAg2UoMUh4xuLwZvByvyoxaf9hzJzocXdnF8PhEN1ut8DapyAYdFLNg5yUias16pMYlNKifNG/gbSl1H3HusiVN9YW2E5Lhdd/tP0K3p6XUEEitFyn0XiMKMeAbztnSiMOHzTf7adIJc9/ov0r8yC3YzgcKrmExP2uZTzL7RMk1uyhH2N9fR2763yv2AwnuHF4isVauccf96b47cP72F+OMW6Z6FS0Qz7Mq4b4ks8ib4diYG0PbcQAxFFUa9C5XF4WBmlX6+GeBMGjRxsQAN856OIgZQY5TjUwOg5fh1zqGHlWYITy+9ukfX9+XvID1cHEhNcu6KuTbWs5RfvJ9THlASCSFoBBf6BwcyMRCif78V0oVXUqFZR2xbiJ7t27V/wWyqNj7zF6PipOLVcJBvXyZ5MGbIRhALxyfIBer4ter4tXXrml5pkwysRVRlwQnHRLfrtpirPTM3Q16Evx/be9AUJaylcmkSRNU+mv0sNYPGuKhFJziUjrAAGODg+sOTQoKY0J8tePoohHudR80YT5FceKrZihk1/qshA7mTlx6wVZFp7UFbINtpyWWbMcEYcBdrd3bYUjitpGT6hfn4JWvhmlFJN8rV7LuLOJDWJSPutluVw/Ho+RJIm1yT6oAl0FALfWVPi6F1KUgTx7fN9HyNx6g3MNCW4PDg4q96Iowptvfq2hBNUQY7yf9xV1ytx5VT7KiyGV5S1Onudhd3cXfhDAJ14hh5ocCAhhiOHz/BB5AT4cDIdD7O/sFQYuUceAxRiyGB89sUdKlnzqlZU/hx5ByPRoxXbUtAbK899zHcRxXImyBADCwwRq670/vNo+w2UPE7GKjHSa2vUlAPBIx6Cq1FXfEaaIB9mAqPMprwMEUCAfr0MikvKyIRfEiuppZUhY0YpW9DOnMAgkARzYTKrJmfxcUBnlHuQK9l6ujGU5tNEwV8ToAousZPRdqgqMlGI2m+Hs7AZ6vV6RPNmhBGezKui0Tx2c0oXqeZgX5xCC39i7i2lUvicOXA4hSNMUnqsf069KLPdQqF+2f0kylrya7uNet2rAiKIId+7cKUtmGW44fXxvrmIY2wRsoh1EXx9v4tXRenHNIQTjwGwAcCX+60QgSig6LEBQwWVQIzIED2udCHcGDu6mZiXWdjbEG91juA7FwAQ3gBpPjTqlqqgpZ1MO9zQZEqiGPR5LwqosRm9sbMBzPYS5ksNzqkoloIrRTwlBN6yezB3LwUCQ3nJjX0gCnvgEs5C1lrAPDg5w9+5dO7QRITiLt/Ba5wDv7NsTmdbRlteructwMEpwNM7Hpo4zbKCrKEYAftgPa2yDMiSESdAeBzkWK6l+6zujBSb5vCKEYDgcotPpYETMnrj74wSvb5lxoXUPbfHmERvjZlBVKKyvr2OQJxcuoyoI7ty5g5P1ag4NglKdmEQRZtNpJUG9rff/k/tnSD0blBCv2w8CjEajIgJt4NcYJ6135O9b9ext61FlgzKgpMR+lRXcAE+EnqYp+v0+4oR/0102xryrrl+/+drCgDlOcLicYJPmBghK0AlcI9QZbxPBwAeSfFzKe6+NJhqU0yhMikgUoMwtMKTVtbTwtuv34VCKedZpBWdF8/2t5zp4NTLlgtH+JqI+83dqitwzedw5jOCr3RPsxlO8vj3EzbVOUU+appjP55b94GoH+p6vK8fUPXU8HnMIFKjtlnTVzYaE/IG77iDP58Mp1bYHUb7cH7PpDJMGGM5u4MB3uELguDfBm5KSXeZ50O9jMpnA81wcj0NElaCv8umDg33MpjOMDV6CYRBgNptZ+bFFRwHVMR/VRJHVeYH6jtp5x3L0kBJtqZfZfiORI/f4e9LYyFQnmaYx7lNgNzdsP8V5WQ54f5VRjuW1Olrm9d+6waNTLy9VSCL97d1l1VgnHuxQB98ZJEi9ZkVOVzJqeZYknLxclQNX2uYCbc+joAjDEK8d3sDZslw7hbLeox4usyVsqpLY4Ym0leq1ZyihSkJrBgbZJqd/vk6aYjo1K/BserPSsF8+kLJA+bvPImwu1f3XIUDkVGVpvSwbdJB4p85z+d52VY4TMGZCBqGUyzL6HAlcIfPm/2oy7NHREdbma/w9xvtBjpwghiTKvV6v4uAmDOJBEKDbKeVHubbbAR/HjuPUJktfp5ECRwRIsrvh+dl0hjiOsb22UUTLlqQZ6STDuaksbjyBMQcfhyOrjmN5XlVrFO/yfyNHdc4DzFEVMm++U78zEmIf15PEx/1+ORdEVP8S4mxtBgpNWIAL6VgiohR0qoM28gipwuq23eMbzuhcd8F/u5oTTh0MpYlsWoVzQ24EIIfztEIbcRIQVJPcic+WGyL7nNBG5+dVGFIZ2qgCn6f8XZ57r6vIlnMarej6tDIkrGhFK/pSSazR+oFF0BvdY/z8mupBQQj3SP69r2xhs1/1MCbSIYoQYG3OvQbF9tg2NG99sY4wCNDr9RRIJEW4l7ztAtLeQ2HJyoiEOiLgCfUm9RDcBaneTNX7HUmJnLoRAtocthe7FGsRQeyqEgMlqI1IEB3gOy5uDObFxd89vI9f3bpZeXyr6+D+pnSYkRS5N+dV5VbfA3bSqkFC+Tz5vy4l2EzNynaAj4lxrI6lxdoCs6ldMSHGQRvHB8GTjDNODcp7Skvx1AXFZjZAmB+YUulTpUmCV155BTQ/FIjxWSSsleuVqll0QhxNUvzqzTm+f3utHC+G/A8y9WH35OfvkeLQvMi9/ikIOm7ZP51Op1ax4TgOdnd37YYEEIz9LiInQGxMdm7mzMav6YlFLyyUtZlikFI0yNcmXzIHmYrZd2N4lGB3FFfm7zhXys5DhqNxUhiEbOyU75ufoIQgdCXlr1sOsI6mqBdlBXArEBAA/3bFoVx4pYHjlEa+/K1U4ZwS7hUYhGHp4Wdp0G44Q0rrvQ/1uS0ibLp1uiXtby+H24uiuDC0GNUp2qG5IG0A62O+XDe4guSdd94pjDB1FBO3mAuua1+3O06Ee32etD3yOMDU3fU6AxqwFjFs5wrFfr+P8bhUWlznIOBSB797eB/bjsFgnLd/c2MdvaiLIUusRlqAQ/iI3ANUGntlvwtFqnawb9jfS6W7GepOliNk7jzqggFIfNcYdWGiq5gR5kjQ8UK8OWa40xcRK+q8ieMYnaR0TBDcf/uoVKwwEMTMw9Fygr2NBV7d4XvZBlRHiLfeegv7+/uSfGQm+XoQBo1JvuU+/cZ8HwNf3kOk9ZdyuA0Kin7oFkl2DY8i9R28Mk+xkIoaDgUkGqkY5CzFFCTWvFCLOvjtg3ugaCl31exp2wmX3xhKxwuSR12+sd085008uxJms27UKBV5zXIlwGHVhOHmhUguJjmC6FGO4j0G4DdfXcev310o98We2U3M0cb6PItQ1UIJuNNjt4Njv4swrsoek8mkiP5JDOkcNxJqVHBtdjwMLYovT8tQJMY30ea4UM4NR0M8uHym7IVHkuFIjSTK/5GdbAjJYTZVPhgD5vM5JpOJqpwkBBabNABuuNAV4zLJis9dNsDWUh1/xfopVwkgyueGbbrfn+1Z62xKB/vNr7yGO7fvKNfE06JfTee02COVPAD6U2mSwvM9EJLDvBHgeZ7r4IIs8+9LlHcdx8H2+iYAwGeqbD0ej4voQAAIvXIebm1yeC9KKTYGI/zGf/AfGttbtydtkATjTNovCeD5HsbjMe4PT4wGAKXspnoIcPPmTWtEramfK0+KyExbvVRAG+XKXsP+qL+burzQSylau3T2qyrsAWARMZzOOvClydfp8DOiQygyxhA7QWEoJCjHL9VCLQOnHU6eDGtqS5Tehq4SkeBIMgh/t7xHgdxAppUv/XZrKpO3Ld/zuEOHhTaW/aK9jxiP5vCcKnxVn5Vr9efJvwdUjdAAd0wTfXBcoW3UAAAgAElEQVQwTnA8KeeLOHckcYK1+ZoEfXY9MhlgV3R1WhkSVrSiFX2pdGPONy8TLAvAE926FngfU1gwUG4AWZZZlcb8uSuzW8HALQV3grcWPl7PQwmFBd9WhcCTrsPUXfhDDP0E6zHDxAJfIWhtvlZ4ZKRJWvCkk+iyUdwe9+9sHICSKnwBJcQqLDCmCz3Sb0KN32UYUCS+K5VZPnM61RRShKDjcYXnu94MgaSgNUFB6PXp1b+2PcGv3VYPxb7vIQibNQl6BIbyO/+xF0zgEQdvzXaLZ0wCiuM4hfDtMwcOKF6Jp3m7TH0tPBBVXmy01ecH/GknwDD28c35Pr462S7bQPm4EYc0UdqCdnGyVI0qOj+317q4v9HHuhPhHubwPA9BEKDT6WJ9fQOLRdm/snJVB77SPWIKWCE5AsYS3lolXasr3m98EWnLA4aJeowfvneHFrBcjUR/eITgzizCKPYr33JES1iEaeojcKprpoBm6ufe/UoJljb/xt4d3Lx5E6enJVzQz68d4uu5gkBlNC+KkLJtloOMAz7Xb27uYiNiGPomL6/qN7V9ms1wgle71bB8mQJfN3ZW1/pA9/LSmIrCEOvrCwwHAwSug390Y1ZgfwuYJhMk0e4On9sVQ5huSNDQXftaJMaawVgyyRUMoqjD/V2lfQofwQyzEPjaWoB3j6rRIG3I03IXfWO2h0XcDlu7KIPyvB16fwhFHCUEPnXQy6vqBS620+pen7IAO1npuUyQw54QbZHSqBs4GAfAsCYaRbxuhBipsRBnBo1eP/Lwm6+uK0nddVow+2Fd5gfgkC7TylAox65QRMvy0c4gN+ISgi58zLIOXDjYG8WYj3pK+aIFnSRVk1Bbm63ecLUkhPtLzXu9cLJQlUsg5k/mUIJOp4Oo8AiuKjYBoBdxle9ByjDo9+EK3q0KfV5ON88LJX/WrdEY6+vrcF1HyR1CCMFJr5S7ZAVfx4lhX6W4V7OZC4JpDpuSBA5uLcr5JK/1nmOXHH042CflXHB1pWCdY4d4RPqdMR5NpvMJAJ1cCDhcTnCwHMOHg2nWwYDF2GJDJIFbwA8edhgOU1Ykj/YMexMA7I9ioyJTJhEdcuPGTXz3u99V1s/I4cp6z/Xgei6+4U1wz+PzYDcdopPD9cU0K6LQ5J6IPYp5ZB4nuhziGLD5gXL8hIYEqK7WtGqCX+1foj4xHo0w7wTwfT/fy1UTtuzcIEdJ6LSITftqee3rEzVOy+ooQYDjEw7ZNhyao0cE/Ko1cXmNrOUQWjlX6O+J/pb9bkSeJZ3dOtL56/e6hXO4qKvnxBi4KfaWIyR5ThWZP7mMe5v9wnlmfT7Dq3dfBSEE39+5jaAmoqnjVs9SADcgy4pYjflGasqRAADb29uVaxzelqBbiYJDFcLIsOXK34FI8tZuOsavvPvtSpm2bfXF+QVe6xzg9W6Ze4kAyjopSOTIkcsSxtMuDfBf3H0d3z3YLfIvAJCcpVQG/sU7r1XKd7Q9qpN24EhON47BwNEh7c7UevN7WtSHQ0v4WXHmKWRGLSLhrdEWbtIqYoMgT1trQ+nPS0nD7rgeNqQcSLrjTQxfyQ8ClFGncjTfIuvlcMjtnSf8lprmccB1BCI/mudQJSm85zi4e+cuRuMRwqB0dJD723EczKZTTAJ7gnVBoq/HXrsz3IrMtDIkrGhFK/rS6Pe/uo1TA0zQdUjetIrkXDo+a/7/tUg9ULcj/vQkTPG1yW71LgFGkVMIOMzkKpDT+vo67o838Y93bsOV8gfoTx/EC7w1PtJfR99NKp7n3W63UAQeHBzg9q3b1zKUyCQ8um4fbKHT6WAymeAk3sDNhAujDiF4fauPrX5UESwP+0O8s7mB0z5XPpsUXhtBNQpFfm4iwdAIRUccx0Zoqi1iHkfimTqvgju37+DWzTNFUc3bVyYMBpo9LGQBdX+c5P3Cr319PsdXe6cYBFFx+N+wyCcyF18ZMnxrc4y76/VKPCH07O1Vlb8yX56mRE28AK8M1+DmB//QdfC1kw3c2pkj8n28tsGF1CAIGj0zXIcWieMETyfHJ9ibdOE4ZuMRAIyzVCl7j6bwZaxvKSJBkPhd56Gnk91x1KyQ7AchNgUusBXmyKLwYS4oSBExNXI7SGhon5OG6+qhQaV35vs46U1BQTCS4GO63S5++Zd/WTHaUADrEcPxwEMcxxjEQZG8DQA6XogwDKUcFUDkejjpTxH4gaLolnuhl0dEJL6OhVIqikU7uj4KBY48fwkkD/1rev6szde4oWptUcAACSq8pvKid8Zd3NtUFX2i1u1wyg+xhOO27yX8YDXvhljkQN2urHBF2T4ARVSBPlL0aIMi5Npyoj5xOviPD19Xrvm51+3m5iYm4wnubo5wNu0UEH8AsLu7i7f2XkXq8MPVPHEQeuX+0jNFB8gdIJHiV0sIDnsT/MrmGabTqRUiyUSu61b646jvYCtm+MZ0H6fpFnoe8Huvb+H2eg/9oPnYQQmwFlX3FL0ZBMBu6MCQooO3LD8Xc1gHVSm+kOAOdKMKoEW95Xw4lCcL/UdbN/BP9+5qz+eGwtzLNTLoWW3rkyOvhRK+9mEOwSYrk2UF1S+mg8LjW1ZYinlWKifU+myKHn3/45FJtEioG8AtoGoGroRXrK0H+dUSQi4nN49iGAztsHXcgMeNU77D96UiqE56bs0QuDSZTbC5sVF4zTqgcAjP0QJCCkx+Q6XoSQq+m/E2Xkl2pJaoL8pwILdu3SpkNUoIEuaDoGpck9f6ceRahdOD5QRdydB4Ixopjw6d3NhMBesWpXn+UurKCZFLJeB+yrDZ4d7bHhz4cHndLMRa1kUXagd7FPAcPiZ/9/VNq3LYdx3cyGGPmojQPH+OBpHh0oJVBMRBQBz8/vEbGIUJZp0Av35Xg3uTx51Yq6PqnNbXEzGvdF3q+mJRrIFEKtO0/lR7nz/l03JOip6K4xjDQV+FM5G/nyEiQY8qEDV4pCxXgHzIuaW+9c1vKBzbhv7Q5/BM8/m8ArMiqC6qWvSPTVlo9II3664xlT2mWRvuOQmIlIvLi+JaJ+3gYDHDTl8dx4scoihEOT48x8nzdJCiLwEg8Vy8ut7D/c0+/IZoAZk2E6bMy0xScNuMMWbZqHq+Nf0WNLbYNigICAUi162MJz3qrOdoRt6cojDUDAkEr/QW6BhgEm3GNYAhcUKEuTzrOwTfPBhj0Y1wtL2BjcWGkfeiHMm5aL8/wJ31HirhNVJ94t+uH2JvOcLhUlKka8uDq0VAR/l4liOMl2CVdU/IfuqYLv84Wc6QJGofnb98UUYHir0tKw0J4t5ZFzjtDjCqidKVq91NmSILySkM8iC5gkzrt9g3o3xuCCfIUHO2G2ZXMyS85Q+VfrRRr9vF7u4ubvRnGAZVg5ujRUHqObIALo++uT/BJKzOET0Xj3h/L7TA762oFa0MCSta0Yp+ZnTT6eGgM8KtRdeI496WfN9HHMc4tCQw/vbmHt7oHmMWXU9xtZvWYwO/+eabAGRFt1T3t7+N1157DZRQ9A2boUyhR3Ey40KGDDtyM9nBbDrD7Vu3i2u/cjbDt4+5IEQpVaBGZKKEIGmAB+l4Ad6e7yNxgW/PGeaDDt59910EQYCp38fQyz37KEE39LAzjFVvGELwa7fX8b39s8JrWhw2ZOX/XjSHrwmqsrfaSbyBvptgIxgj8AOcnpxic3NTed50UDaenXW0BDlaglaV3N3AxcE4wTfHZxgl7aM3BP3K5il2JG/0nUGI3//qtqI83IoIvj3njA2HQ7z+OlceCuE4cYGezw/pncBrFMy+973v4eTkpHpDEj7HsTnC4vT0tIBxmnVjLNbW8Mb2ALsj3ob9/X0c7B8owpZQkAhFm+JVmcfdEsq98r++pyqH5GdHLFGiHQ7cFG/7Mg6wiLoox4bnOAiZp3hwvdrZRxNtdijGgVk5SADsdYY47IqElQQO44e7F8vyEPqVw3WsRQxdFlqNI4QQbC4HuDXgsGo30m281j3ADjN7q+pemgxWOyQAIPUCpF6Ab/kz7DspDrtjbOW5ZFSMXl5IzwcSj+K37m3h7VdPayFAZJrNZ0his8WrG3q4s+hif2RWUJsEeeXglys2qvFHV6N72yPcXOtWDnsA4EsuokcdhnuH61Y4GgqCkPr4zuImvtY7VaLF1tYXGI9GBezGlaBqNMV7U3sJqSYqFn3pex42NzdxOphinPrwcu+sQ6eDk/4C22mdkr891wImgFBVhRGGYcWIXUdHR9wQTiktknluLtYwiDzM4z7WJ2t4442vILFAodjI91zcWhcOASZFNe/HN/36vVq85zkOdpbDUknEgkJp9/bbb+Ps5EyUCsC8xwg+POrU5PDgNAuBzQ1tL1NqKOlOdxeXF1wZ9uJlia8t8u3I41Rfg3cS0UaZT04FBjkheGu2i42NTSRxbB2Xsrd1FEaghGBjcwP9QWlojOBjfznG/WRa8iL+kQ/5BAWEnCDx/Xp5EpnUoH1kuQbRFHUoLh52GG72TCpcosDUMLACTu0kWoctOJRqc0Bf8y8NeNPdbhe7u3s4ODjIo6QYCJUVhTYVM29OnVpFZjN03OLN7y/OEBQGsfrju+8Ap12G1EPh4SmaNRyNsLuxwKd4YX3fZvQihMCTnAZ0+SygjnHvPR7Z579uSADq94pu6KHb7VaeWfdH+IXjm9yRZ5cb4evKKQwJWhumo2G+BhIcThLEXnsl8j9/bR2bMcMikpXHyOupygHzIEUiJZbPNF5SVNeZQgE2CMQFbG1tKe0djVQDFGFSXyj55oDXN+shuJrgWX2HGr1/1xeL6kUDibVr6pYGuv2+XzFsTqdTbG5sVPYBE0QKKMnHKv92UypyD+XrQYdhkA9TSgm2Yh6BSFCOPZqXEXlOI0yuTvKYOupO8rrrxmNz+frbmxsbhZw3CxkSpwrhVxqYc5gtrczT49Oi9qPlFAtnUPwtiJJcyUyktVHKb7G7p8rlJoMbADDJYsfA8PrWAIfjFATA67sTeH65bpye5NGzijLc3kcCIUCuUY4CDuEp/Rc6zGDuLem1kz0cdRjeWpQOA89xiY2NDXT9shzR/8pckzZjbtwDhqxc/548flz8dijB2/N9/PI2lz94LiP+fscltfk4APUMQYEiShwALquhs8b3BIlkxjsuV6x7RSSk2TBUOIA1wD/6cDDImuW/s+19/KevfhOJFxRzRqZ9aQ9hAJ49ew4A6Ha6WFvj5zAKIA64MT/RYPUmeuRqIbc0sraiGloZEla0ohX9zGjhRHhncYg3tgf49bvrzS9YiFKKX/zFX8RoZPZsSwMf/9mbB+hYXdA4ffNghN1hjDe6x/jHO3eMz8iJRQV1Oqp3vCzgpGmqeP6qz5XHy37k4bfubWIY+9jf28fx8XHx3KwTFN5agha9UFFcA/YcEHc6u3hnfGa89zsH9/BPdm/jqPf/sffeQZZc973f93SOt2/Oae6dnGd2djYvNmMRdgUCFKNAUhQFW7TrwRb1rLKKKlsqUVUqga9crjLLJT+7nl1PDrIs6UklSu+JCgQpCAQJEARAEIEANmCxi02zYXZ3dlL7jw63u2/fO3cSMMCeTxUKO/f2PX06nT7nF76/ziQxGtqN7bcLSoywDMHhniTGbcO2U6Q6uGAf1bpQky3jmCzLK0r3AOE1ElZTzBAAxgsGUpqIx6dKeGw0fMETZrh0iIqybZB2JFGapSO85glVVVEsWhE3zrwrYUdmNiJIG7RbcmT4KAqC9VuvBIvEAMWQmiIAIIlCWxknWbAW52XFdAtI8hyPg9O7MTg4iO56t2/C2KOb+NLQELanCvhsbQIjsWYDZ6lD2+Gy60jwH3NtOQHNtNPPif+cONJCvF3Xw5k8c4QgLZngBQFjYw1HnCiIIITgSL4XB+2aLOlUCplMBrqu+c59PZdEVyGP4nK07fJOhYCd6YrPKaqFaEITAIlk++LRTVHDnnPNEwYHc91NEnD5iISEzCAjOs8egSpyq170etnWU8L09LR7rh1pizDCJpDNi0i/A3ItGDKPlCYiIjbOc1zhkdZEX5sc02yoARqfOXVrdF5qkm1hGBaKqvojy0IMpJ3grZHQKQQEI54M9u5IEk/07XQdDl2sigP5ECmqQP8KhQKGh/z1acLGkkq5gqneMQgsj7LWOnV+JXp7ezHaY2Uy5GOWszAeNTAyMuIuNJOR8OLOrYqKTk5OYt/+fYjJAsbzkaabavv27Yga0dV5pggBDxZp0USXZiLCNzJtdF3HUL2IbDaLrF1vKa0LGDDSvvpNGb31+KmbEpjA4tUxKAS1voPIrACdkVHxGCCBxv2jemoXNRmKQj53/jUSy2JXqoKcHMFANAOncK+rTR5YSXdXi1BkBZVyBaqqtjSziODAeeQL3WKsbTKsgEaGDscQDBomEsGqywBgNqRUnL41IlGdzDUgEmnMwZz5VvDchBWVDMOIaCiXyjg+2YvJYhSiaDkGPF1qIhqNusXjnTpGC/PzICBYWJhv+lXTuWl3T5DWY6YzH2s3tsRMGTrhINtj3OcCc1uOswqzD3KrkzLzEtRzl00emWW9qb/VShWVpRhinmvtnBnnWLxGVwYEB/m0dd3b7L+npwfVsuWok+wH7JMDXTBkCZl0pklSyGGaa0SfNs6hfw4nOU5408rg7HYza8KCWqzPemIC6gkFisBB5xtzPCtTs7F9MAKcAMh4IvFbOXCqilcQlIAlVlS1aiXbQLSNZ/62G39nMhlEeIK4AGT1cEexyoSPb96MqKjR/K4I3ooxARAZwFCk0PtUsws8O7XBOIbg0+N53Let8d7i2YYjtXEYlqNQEIP1nZr3EY1GAZNAtCJeoBIWvbqJz4xm8YWpMsoqUK91oa+vHxyB60Tw7s9vTG99Nw5G2o8z44kCjglOhkt4O2GfagEdLSfbTQBr9Zdh3MyhhAjoDN/InrPvZc501l3Edkj79xRRVWiaNf/lwLg1tYL9VFXVKrbs1MfyfH2sVPIF/LQ6U16H1FQpatcP8WTR9DTWpLIsIyfryIqe4teuDFCDGut8bzbWoPYnjlPOccQ7n6dFM7S+iuug00xk0xl8+vgB5JKNOUrRdowF3+e9SykQWIFXcVNByfDfn789uRfZQMFnx0HAEoJeI4Ud9QGcOHHCvRYAoMmSL0glKVoOQtlTLNx7RQn8QUZ3Wf9a0OuYC84beI4Ha79Hz126Zh+n8173H68bQESsc57NhNcZlDwnKmGqbbMSOI6DzLFNdRonEw07kcgxSEmq239zyRofVE11M+7dfUsSdLNxHRRFaQ4kcOfp1BS+HujZo1AoHwnCDJVh+CZ/K3jKe1IaBI5AYHjfCyytCTBEDinVs4D37qNFqvNKjI6OYmpqCgAw7pGyMQzDFwV6ciiLPdUOCvWFdIAhAEtYSC303wWWa/viZAiQ0gQ8sati/93sSAnvS/P39aSKET6CQTaCSS7qa8/h0ZEsPj+5slPJuwx3Fm9juUio0T6MNvUSXYZzOgq2IWdkeAQ7B2u2nnFrY6JrNAy511oVq3TaSiQTyOfz6OuqQWBYPLbzPuzbt8/ffsjv+9Qi6kqu0R4cA41VNySMBwcyeLw+gYeKDZ38A9lGJNHhniQOdCesaEn7UKpaDPuzNbAM65NzsI4NGMvFsStdhcaL6DOsCbfOWxNZ0zShcnZK9AoG1bF8BLW4EjhffuNR8P5z5EBUVcX27VMwIs2ZAF6DVCbbPNllCLGMDh0WVPXivS7B2hthJBNJ1AORW86zIMsKjowEoro6MEKzDEHVEFxZAScqZ9XY+/ov9vficwe3NWmAN/UkIFXkXaCkGLEpQ8H0pPb3LqVBACiBYsLtsk04wqDfSGG8YGBPMYMJrY6cqqA/rYVG4AWJRq3jWXbvpWbGCwZKhgTBo5PbpLU7XQr+rAWOsa/9VhWpsUitKiYyLYLP7r//fhw5cgR96XCDvHc3LMs2ZRQ456QhcWJ9Zig6Pl2dxGB67Y4EABjUytiVGEQs7kQzWvvLaiL21+IYzjbL0h09ehQ7d+4Mba9arUKWnHGk+ftsNotarebKAbTC+66xDIuWtUhmgZ1xgPNca9E+b9GogV/aVsBoLoJ92RrSstX3z00WsKtN8VwRHPqXMlAYBqXlWNui88Eb0DStO0blG9rQAJBXDBzN96DfaNwnwfu7ppno100oHIHAMhBNDj2i1QjHsBiJ53ySEN7d9y2lwbEcCCEol8so5gro7+9HIpGAyLAoKoYrEVOV0hgcGES9XofOITRYgoSM3z1J1dUZ70TaLCuqYBgGUY8edaNIrHUEg4MDOHjwoPt9d08PKpVK030vhrURQiWm4BPbe5CMqBjs7sKjIznsLnuelRX63NPTg1Qqjbvzd0EALC0ttXdh2EZLrsUS3DtuxONxGLaUGTGJq8AXrPviRQCHXXwSMcNAtVJ1n4NIILCmVd0yAGBa6YU5hxC4DwvLBhKmij3pKpJiI4PNMAyoEMOP1M1qCGhzEwY79T7sMgbCfgUAqOpxKKKAPt1Erx7BsFpBStI9UbThPP4Lj6GkWFkvbqaP+x6WUS6X3To5zoV3JDH5kINw3n2GyKJgyE33mcALPhlCOSS7wf0Nac5IcGWReMuByrEsEk3RvQRHc41AJCmkfkUqmYLEWPKDzRJG1v5Fhguty+AWhIWJ3elm2SrvMRdkEznZRF03MVlszCN6NKvGhnMsg4YJOzEJBFawwIkRj7RNmwcolUy6hbgBvyNKZq2AGlEQwBDiFqNdhh1owBDEdAUnT55EIZ+zM7RMyCFGzpzcGAOcscsxZAZOQEt6AsW5g/dHV1yx1zHW5/FEAkk76CQh+bdV7GwwzWMgDRYzd9Yh+cBc0CkA722xvBQDY+exlBR7TZWR7b76o9f39eRwbOc4nDoFhCGQ7TWzJgjILzeutVdW0ztMePcdtQNUiOdzQoCqarq1bPZmulAqlDy/bz7RoicgxHluXUO3fV8Esz9Fz33nEGdUCMR5T1lzh0Iq7stWT9k1RLxn0Sk2rmsaBEGAtiwiHpBVq4Vk9CZTaZRKJd8cxc3ksk99JtGcbakoCjLphsNFl4XGe53Ad8KXOL9zx/uckIBzBaSxdnSmVXzgvEVM/wR1HktQNQ1cSAYaAEyX4+jRTZi2M6vVIz2ZkbCvv+TKxAJw7TEiw0FirIwbANiWsMaIOXPBnf8xTKMKvWxnV5um6XP4JJOJkHeQ8/vVWnIoXtauLXKPs7CwgO9973t4+umncebMGVy7dg2apiGTyWDXrl04fPhwy4JcW3Xfm9HuvdwmZWMRWhR3a8euXbtw4cKFjrb1vko4lsHjw/34+cU7ePrcu6HbW8WGV9ef7u5u3Lq7iDeuXUDRaJ2yyDLN0hehfXYiFoX2i6fV8Cs7yr6/d6QqMAQ5tFBXJzCEoMgquGUuAliyJuSeGUVMEcAyBDfn/OnJwXObJCLipuLNdHWjjaztCWq1Gn7yk5+E9kMMVskLwZA5lBIRyLIMnudRiPIoRBuTQKdLRaUxFjgT7mCEHtBc3C/4OUMY15j2pZ7tvm0cQ6vMdCYzUlqOgsd8y1TYjC7ift1v8PZmpSgCh96UBg4Ei/YxHSs4i9MZ3++2b99up+A2iIsKHq2MIBlYaOXTSeTnszjX4jkCgJjCgeVlX8SSc50bk+RGYnghIuFdRcUCy8KEaRUtnL0FAOjv78d3Z9/Dsq+AntOGf7/eNoNIHIHImPh81yBexFXE43HcuHzD82MTTpClt/aGxgFXWh6pH2cRsSdSwqcq/Xj+3LNQbOOOsoJ0SvA4gHA5p05gWRaHDu235CICmUWAJbPEEgI5YEkJGgZ7Wd3tP2Atsghp6D4TEHBgsINN4bHKKL6NxrOqsa1l4L7cO42F5SW8dv0SOIaBzsnuOQ4atILj5sT4BC7fmsfVi7OIsK1TZBSeRZdnwZeTdbDsZQCWYRBAqIZ0X6p5kegc70oZCRUpjSQfwfM3fw4NrSWVVLVF7YMAu6oxvH3D2meSEXBled79bmRkxB/pbdNpsfB27O9K4jtvXHb/JgSAaRk1+lvUSBJFsWXmnpflgPHDSzweR18siv/0svWO35upoqQ2nCKqPYbyTPNZ5Umz3J2DEqwJAkATV+7rgRyH0zcWoc+L2CNo+I+B72uRKBLLKoaF5nNummaoQapLdzKZWrxLCFBWgYuyhPm78/i1dGKFccCEY9IaHBjE7O03AQDDasWnS/xIZRgSx2MkF8HTb19B2XZ6SZKEx46MoVQq4b333mu5F2dczUUkXLk1j1tYgtTB9T6SriOdTuMvXvsLbONi+Ceex1JAukQO1HvhWBaJeAIm/NuN6V14d/GCrz8AmgqeMoSgJ6nhB9etv1OaiB1dRRwaKOIffvZuU5DArw1tx3ffueT+rcsiBpNdmJ19GQQE8XgCSbX1+J1MJAHyPghMZLI5LJvA+Qvnm7YTJQnd3d3Yc/k2zp++DolrVNPwHk9Pdw94nserz/7M93tBEBCPx0EIwaG0iR+rHM56j9tuY1fCRCSZwRnTQH/WwDOvnW0qvBuL+p1jrYJ06pEk6pEk/gd83+koAOD+SBnP4KcALNks3AZyCWv+EeZ0Ezi+qa6Jl+5IEo/k+vHNt9+yzrktx+k3frUff935RmAccM6LNyuvqppQWNgG55BgDccX4GlLttcsmi3rxhCgGNDs9xn3CGnKetqbMrGwYG0jCDzGmSJumHexZM57tiLuIeSWDZwsWcb+RDyBt65b4/LhniRev/gavr8ULrPo/T8HBullFe+Rm3a/G4ZAjQu+p4nv/AV1yJ13oMgS7OX9hlHGNWbaGbCe9+uElkaON/DM8hVUuQKu4gqGUiJ+cGsRAsdiwf7ttqKBc6es2YBi8qhq867z2YQJzp6bLS9bBuJl++XMcRz2dMXx0ns3sHgGmOLj+HbjiAAAGVnDYDSDV6+9D4YQfKo65p7jbHoAACAASURBVAuAcI31t1uPg94p03LIEF+Kylg2TZi3rb+NiIGouozB2cuIhNQTcuQDW93ZjfuP+Lcjlmyis14RwUGDiNFcBLpAoC0ChzMm6rHG/ec4QWJEwKFCF4pqFN//8QXcxE14A7pqccVX5Hf//v3Aa68CAHSucX8PJku4Yg/RbnYZIT7nmWLfPwwhViYeuQPDiOL69Wuh72vfmBQI8HMdCcTvYACADCNBYTi8j1thp9FTyJdAEkXM3b3rBpU5u1QVxXUKO3MekHAJRi9DvIFn7c/bGbGDcmGGEcVCoK3h4WHg3FnfcTd23PgnQ8KDMmRZwa3bt7AtTnDG4PHW5cYPg/P74nLUbda5bu0CnnorVSTzaeSuSDjzytnAt43fDdq1H71z9+5IEgrHQ2A41PTmaww06ko4mS2lYhEsy+JAto4LFy4ge/cmTl1v7C94qkUnSHAF5zOlPdSRsAbOnj2Lp556Cm+//bbv85mZGczMzOC1117Dn//5n+PJJ590o4+3+r43o917uU3KxvFwaQA35u+u6beapqG7u7vtNhlNxOsXb0EKRArtTFegLd3AS+/P4Pb83Zbe9JUi9YOoIodf2tZcVCrIF7unOmr5k2M5X5TTWuVDWv1eZDmMxTvTOgVaT3BHe/vBSwsYTxTwp3jV/Tz4cg8uKp2/EyJB8qYKmZ1znQLe4kumaen81+uNyOYJrY6YzONAVxLV2MoGs2XTRHd3NzjCNNKqbRRFAUMITnQNY9SWGBGY9ue9lSOhExKSik9WR/GnVy+tvDEsaY0UpI6Mc+3YzSfx9EL7fQbrWDgEnQgAMJRRkb3Bw7jZOsTMOdfec+gsLnSftJFFPamiV0/jH8+d8bVjwtKurtfr+Pm7nclatIIlwH1pEwVNxYWlBSSTScwL3ohwgj3J5n306CZO2+UWEkTC256Fimma4MFAZXmMx/NYvmFpfGqMBIW1I395DVHCIyatfL+udIQPFvux2CJDxUFgCQyJ9xVc9pIUVWi8iD1dcZw9v4BL5632eJ5HKV20j8vatsQoVlSwffxl2TJg/N9vnwPQWAQIhIXsWZDvjDSiKVvhXPuUKkDjFYhEwt1la1UaYXjcWl7EGBfFgWwdT186hQSn48riTfeeGtO6YHB2WvQKY+Tj9W2QWA7/YFzF1ZmrbQ2zGV2CFkjHFjkGdxaXOop0UlkJ+6PDuHHp+RW3bYWbcSDxyNpRY4/FDF8RX55bm5OpE2oJFTzbcJ+RoBFjPdiNMIBvbH+w2A+OMMgqEeDl7wIA4oLiZkQBQFIVMKiyOJhKuU2JogSRse6blTIWO6WmAiwx8djDx/Hjd6/hnb/5PhiPajNv3weaxOPxTHhWCTyOhAmtjtvLfv16BiREqd/zvcc42CozKaeLmJ+PYHnGGpNYlnUjEx1DbCfUatb7jxCCSS6G7mjJ7SNgHcYvby/hf3+7EcTRK3c2h0ilUu51yUm2VE4go8IZR47ke3D+9o2mNnpTKkRTgrTozSj1GDvNZue8yPjfmwon4L/ffwIvvPd/NdX3mC6m8OLZ2+7fB7sT6EtpOP3yVfx7XAHLMqjEWkgMShJYlkVE13Fj5iZEQcBiYM7TkCexzkMtJuKhLGM5rF2pycbxOFKbsqzgzp3bTe0AVjQ2SxjfS8OZn8QVHicO73E/P32z+Z3R1dUV2kf378DTXlg2fJ9xICgWizBN67h+5xceR8bO9vFmJDjNOk7PQ4cOrTheO18ToEmyLiERnJv1b6+wgEyAclTG2TtzTVr8LEOQVHhM5A386JoVROEYOKf5OJ7HZfteN9vKY/TIdoaW3UGdJzB4/32hqqo/MloR8Lt7d+L3/r31jEoswIY8+Ly9P1fmxv48ZipubbZcPgdcfx0Cz6MrrqN27Ahe/cHfQgnczw2JKevv3qU0WALXkeB9jxAQFAp5zN6cxc3ZWWAJmIrU8cq7s3gN11rP//NV7K36sxnaBUvV5Sjmlkw3CjolAjmdB27B92JRBc7tf2pZA3DVHYVMs1H3xRkzFpcbJzMi8dhbS+C7Z+3KCU0GYK+UWHPNOycSWwUHhV3C7SVg9+7d+E//9Gehx8QRoJAr4GcX37c+MIGeSBKTiQL+z6uNsTLoOpdNHnfIgv8z+/onOAE8H+LgCwmakWUZEwNjOP3GP7n3vCpy6IkLuHTJmvO69wIsJ8hX9z2ImpGEZhdV9gZBORgyj/1pEy9cauzLMAzcvnEdOg/cduaDmQJidxdxe2EJziPpBJsE+UrvDgDAkt2fbTETRimOZy4gNPtYFEX09fYCPz7XyEiw574Np0CDDCNh1mzcC94RQJIk3Fxo2BxSqRQYAnCOI8H+PJFMwlxehiKL0HUWV69bR+Vki0U44GCiuUBzkVUwqlfRamrutM8HxhTnNPnrsxPopoib5G7j+EIWBgwhWPbc+4QAxWIRhBDcun0LaZngnGccBTwBMQB0DmhMQAiyMsF7txuOhEw6g/ed+xqWXNuRXA+umXfRPZTE7IUziCzyuJPK4SdvvwsQYDRqYnap0dngOzivGLg0NwtBECznOwJZpvb/OZbBkmla9b5Ma5tsNovdozvw7T/5i6btAat+S0qXcPPO3aYaZ5TVQaWNVsnly5fx9a9/3TU6E0IwPDyMo0ePYnp62k2tvXbtGr7xjW+0jI7dSvvejHbv5TYpa6OVEkBeMdAfDddS3gj6Mzq+MFUMTTkeyur49e3j2F9LwITpM3KH6Q1uJCLLdZSFEVcEvyPB892Xtpfwpe2dynFsLmMjo/hMzzbERf8iJiwCWmCtdFvJ1lLdt28fNA44lDGh8Ayqdjowv0L6vc7J0DgZtYTaZNSLhxTCHo5aEwqVazY0KIqCRx55BFNdve51mU6VXVkZhvEvtoA2GQkdplLGRQWfHMvhEyPNEx2BZfDF7cVVFYXtBKlNFOBa4BmCT+7sx0TFqkcQRrfeiFS7r57AY6MNQxgLBoYpIadZ53xSq+PBYj8GMjr2VGP41Hge06UoBjIajBYF3B0DV5jsgfMc50W/bIljPBZFESfLQ9ib8Bd25wQ+VLrG+1lW8i94IpEI6rUa/tWOY8jIujsp9iq0dHd340uf/HTocbSjWGh2ThbVKKq6FVl6JN/jFpn2srMSx0CLqHHAX+jVSy6XQ6nk3ycBcOTIEQwODmJ4aBj/1afuRzWm+qSNALjRrgnR+vxobwonh8LvjSAsQ3CkN4X7sjVXZmCQjWAfn0KGkdxnk2cakXuPlcdcJ0InyJylNRyLxTA+PrFi4epDuW5XAxmw3huThdXrjxcKa68bFIQjcMemdjIoGwWxIxQLhgQhIDGwHqISj7xK0BcxfTVPimrUciJ4CP5tmiaOKUlkRa0hI6YobkHtoAGDW8Fg2Ypu3USXZo0ZU5UkRg2rBkNZTEEXFPznU5MYzVl9q9VqGBxsrl/kM3SzEjJCLPB957QyvPakNBzuy7pGIVcSz5b18L5LZHZlxxMhBElGRMaWsuFY1tVBFgPzqawYBwHBzlQZcb519pE3s8+RWnDnCIGXXU1PYE+mYeB27neBZZqiQtu9c1nSOgM0YkRc7WgvSVVAwc4qFTkWXQkFi4uLVnRqyL5YlkUxprgOWyNqoF6tr/79bb8snH14nZx9Zf88YWckj9GYx6kU6JYzP4nFVpbRDBI0jgWjVw1TRsSULJkqRUR/fz/61KJb/NZxIlh4IpJlGffff7/7dzQabZ0NHrJo8GYkPBbXkAwM3Vahe6A3ymEsmQ3s3eL6whwGsxHElcY88PhOS3LSkVJx5g2trp9BeJRKJTd6F7CkaQqq/1hqtVrTOFnTE8jba89y2Z8h7CARFg9EK4ibciMiGvAHBHiaZQhBPGJg78CYawSWZes5dOYfcSl87uc8G1YhdAKW5WBEo+6zqnMy4kRCcrnhFHGuGQOCz3SN41f33t90LO3eq6YnEy1oQCUgiCs89tXi7rY+bMeKaf82L5uoKM4cJOT4PGOOCcsJxoMFIcQjrdmaPUISZcXEQ1N9TUZJpyZHb28vtlWSmO5uPI+T6T4cyNZhCDIMTy2q4LKmtBxDecn/jGoMj+lIL9Ks5Er1ANb93W+k0C039PwVs1E/Q5MUMCC208ViaXEJYgv9+qhhuO8L5/xY+/HvM0g6qiMjNz8dh3qSeHiwMddrVcvEYdnO/JdZoJTQUS6Xff1xAo4qlWrTe60hbUR8nwNAjPC+4s8AwNgvmK6uLswuWhk/UZkHYRjsq6dCpWoJw6C/rx+KLMGECc0Uccyuq2QIJngm4NAl1nPXbcQR41sEFTj98bxHUssaMrwOiWP8RYdNE6XlGFLLGhgCZIUoorCea0JsBwCsdUkikXCzCgzDAMNYWZnONu61dc4frPs+uM4mAJISQU0z3W1FSXTnrxwYJEwVMieg215zqBywXYzg9w8cdfeRlQDNM83Yn22uAWaaJoaHhpHNZu1i4c3X4L5qwz4UdAp7mfbMqViOA8swiMZiPolLyuqhGQmr5KmnnsLVq1cBWIXivv71r/siNa5fv44//MM/xE9+8hMsLi7iD/7gD/BHf/RHvoFvq+17M9q9l9ukrB1v4djVIDIcSsUizDOzK28MYEAp+SKXgtkIDoQQZCMycL7585SkgWdYjKUy2FFen8b0avjCVBH/x49ay8R4ETqQ89lIqlIGpejaJJBknoXMMxjJRWDIPI5UVZy3k4RSdkSpNyLRkBsamwAwGKLDDcDVeA7ySHnYjXZx2J2pYnemiv/n7RdDfxNcPPMMi4G4gNiiP8XzUK4b78xexRXSSHn2Zgq4Ebsd3Ozexazb9+EsNJGFGJgArTcbZTMghECSpKbaD96+7kxXsCNlLTIdHXiVNdGtmbi1SHBu3prQH+pJ4vy1RRTVKM7eugaWYSByDFSRw76aXXzaM5HU7BVWBDLySgE9ut+QzjIEpaiEF2fRJKMQj8exr7vu6r0mRA17jAH883VLPiJfyGP/ZGsNZwAYHx/H86/BJ/UyMTHhfj9/14o65nnejSpdrTFZlEQQ3EYkEkFMsBYQj9e3uYWFHfKKgbyysfJ8zhX0LrYlSYKqqViYn4MqK7iztICEKuDs9TkQEIyPjWPXmLWYHu4qoswD1bgKcQWnaXABUdXjrpOEJQQqw6OrqwtcQGKsS4+jN2EAyyzeuHQLF26uLrutlTxRnNNxddGO2AyMC1PJAn58tbXcQZDBjIbJiYchCRxefyd87GnHSk+9Yzj6UvfKGZUlMQmxQzk13z7sU1AP0QN26NYTWBDeB+42h9gqLHA7JPKWEIKEyGCuzWWTRAlzd+dafk8IAcdx6O/pw1Xtfdw9fzp0u8mSgV41HvpdpzAMQVa25jJVOYNqfwYnRyo4aX8/Pt4ofCsIAubnLYNFETHM4iJ0TQ+953jCYT4g3ROEtd8HXo3qIF7DTUzh8V/XduHc9TncmW8Y7rr1xKqkJBvBAATEbO6795PReB7x28t4/s1GVuKORBf+/K1XUWEa905vby+y2Sz+5Ic/cFuom6lQIYpiVAZDgH21BE4tqYgrAvhlHgvXAMXWFnm4J4//eFXFq7gNybTmBJl0Brqu41fs6FeeYbCwQgaXw6OjzVkf09PTUBPv4If8bNMzSQjBQ1MTGIpm8fT7b7sG5qwQxbm5maa2WlEoFIBTL4DjOCQTSXRVGu+L4ZyBu+dNHLQjlEuxJOrpCmZnrXnxkJzAzOIyKob1rhkfHcXy8rIv06dTVnIkOHx5ugwyXQbHMsiJt5EWophbnvdtk0gmgVsXrX/LrC3ldjmkNT+qvQ6LaI25nxMsMBbP4Rz7HkqigXOJO7h8xd8eA4KsrCMn64gyKn6K86iyScSlJJzQW29W6snKEBaefwOAJfM0c20GIEAxIuB8QD21n9WRYiTXqL8zWcK38WbLII2wYuVfe+wgrt+aQ7WQwb/9+XPu5xP93fjujy2JqJ2TU3hm4UW8tTQLQoCxsTFXwx4AJE/xZMaO/H6wNIA/ev1ZANYzNjN7031/F3QOetrEP14MOOE81zY4NLEgUEUOI1ETyTsabnFLOL98x11HE0KaZFFHuSh4ELwutn7PmE7hGAC6puPW7BUkEnHgfSvrYTgbwUBGx/euWZHVP7rwJgCC/r5+AMDykoz7agn8v6dlRAVgWyoH9sp7yEnN64SpqSkkz72Lv37jdQBAToxBu+PUCrDP3wpza4YBYlpzFmk5ao3Fw8PDGAZw69Yt4BlLnm0o3+1e889OFPDtv/2J/RsFM2ccR89NcGCgIVBgGoDECLjZSHxz2Z+t45W33wIAqAKPxO0IqvGGkbZ/yR+0Mc4aWAisgZ16UsHgmzij4hTQfCMEGMvpePWa53fxhG9u7l15NTIYrf/nmIajeUc5irff4CDfabFLs9nR04ioN6EyEhKajIQA3LRfnxp4iISFkUwA56w5nMASwClM7Wlsfy2OXGwXYgqHP33nZQCAzrK47pE3C3arJxLHoGEiQRr3t+Pk7o2Y2LdvHwgnYObOAsKIL8u4jln09nS77adMDaNyBjcLS2AIQVQRscR6M+6AdCqFglEHP3MG78M6+SpngmcIqhEexWQBsUwS5PobSBgSLty8i4jIod6Vxq6JXfjRC9Y4k0lYc6CsyuETagbzuoBzgfmAaVo1TrznimVZlNIJzF6dAZaanawsIW7GqAj/ujyvRELXAMue6zsSy+H9Oet6xTkNC/YxTiTy+Id33m/6rXfNsKcaA37qz15kCcE+o7nmC2V10IyEVfCjH/0IP/2p9QLnOA6//du/3ZTuaRgGvv71r7te6Zs3b+LP/iw8zW0r7Hsz2r2X26R8OAgMj32xYVSjnaXPd0cSK0YDBAkGvYgsh6/07cCnRypIau0jVovR1hF4q6WV02OtrNb4rHECphLh0kz/eucYvjLmfzGHyUc8WG12NrAMweNTJaRtjdi4zDVNHGXPQqzXjnQghGB/LYHuZLMB69GRLA52J5o+B6xClCsZL1daPFj7N+0ibo3jLGsx3OcpZDw+Pm5pWQbaXavZP62LoTreW40JLopho3WkubcoY5PWPcugpgGT9Tx6czVkknH0JSM41ufPTmpV1HR/LYFHhrMYHBzC8NAwMkIs9HruqlqL/bBoI8eB5fbRc8VYlm1rsJucmLR04PnW18mJuGVYDpIk4dFHH111dGg8Hsd99x3ArwzuwiMV6x6TOR7aKmoshOEca1ltdpIqtoEiGnDSOdfQMcaxjBUZHJF4RETOMp4xDETbqVapVDak9lA+n8fevXsxNjbmZjzFuMb4zjAE/Rl9Q4qqSZIERVEwrFUQs7Mcgka07akynugLLyQ8Ojrqi6wHgL21BBRJAMMwbSOqVoO3T8cLfXi4NNCRcbhfzyMvrt6YfmIwg4GMPyIw+EgdyvdgXAl/ZvamWh/3Su+oI+PT+MUdB1bso67pYBgGycBzDVjFliWORSW6+iCRqakpTE9P+z5rW2zZ5vDhwzhw4ABMAALhwICgUqmEblsx4ygttx8beI7HyZMnW7bhYp/PiUIE24pxnBzK49MTBai8iJ2pMnanqyv2HWjUDrl48aLdLAk1KDsZk8HHz7muCUHFMSGLPq5h5BseHnbH18bvwu8DTeTwlZ0V6BKPbMSaWzxU7cETuypwfO0JTUEPp+PL0Qx2xqwPC4UCIpFGFksmxMjYm1RbBiMEiUQi2DE+AolnQ+/Zx6qjbnatwLJgwKBfbZ5LOUEHumg7POxMPsMwUCwWMTY6Bp7hcLwwjV/um/Y5CAmxJEl2797tSlA5dMtR/E+H7scXB0ewPVlCT08P+vr61iSHyDAMaoyKDK9ABguFJciHTHN5lvHVlmEJA5X1z/+KhTwKhQKSIpCQOjdLxCIGxsfHUYs3nDpOBt2SHWbPEwaK6tdwd4+BMDhRHsJoOoYdcRNJRndrgQDA/PKib1tnjqBqjXlLXGLRGzF9WShlVvXNVat2AIPpcVKVxRRSvPXu25+2+hr3FHaNRQ1UC/65E8+weGx7Nx4ZstajPM8jati65QT47GQJX5gq+raPsxqMqAEhpIYXz/OIRCKeSH+/pr8j0c8xjYwlAoJh1RpfBJNFRuBwvC8NmQVqmpUd6Jwvp80gWUZCghHd98TOSMMZlpdNJEXrne7WfhJ47Nmzx82gCD5amqaBtbMQPtM3BUVRMFkwkNZF8DyPyYlJ9HbV0cvpbjaaF0mSUHcdH8DAwIA7X19y5XHa35fbuTgmE/4gkEKhiAMHDvg+ayWT6B0veqJJfGb3YeTyOd/5K5fKvkAUL0bA+W+LNSGdSmFqYhuSevO7YyJl/WbPwKh7vzrvrSViHbcQcCRosAu/+5xLtqNXM3FwyLo3fqE2inw0gf6+fpTKZWha6wAD7/X8ncO/iCf2HXf/VgQO2/I6CAEkey7tXftEbGN9lPfWsrMaFMBiW6Qbiizhc7t6MR03kV+OYKdoPTNpqXFO4rKAISGN9LL//c+xDAaScWSVCASOxXBWR0oKvtsJuuM6CkxDyuwwn8EEZ/3Nsiz2JE306SYEQYAsy5B4FrlIeNDdoeGd+ET3AcRtR2RUAHp1E8OZxjE+uH0AD477x/dSqYSBjOaZQxKMkySOaQYeSpTcc0MY6+7Y2xXHaD6CQqGAWCyG0a4i8qkYfuPETvc4ygrwC+le3BftBWDJEY1GgCVbJqlmWOc/b6/bRZYgLVpjB9di2tazlEINrddOYYzH82AZxpVq1TnFrVEXzJp2M6CJJWFUKBTAMgyGh0d82zm1FSjrY+tbIrYQf/3Xf+3++/Dhw6hWq6HbSZKEz3/+8/jmN78JAPjbv/1bfP7znw8txvlh73sz2r2X26SsDlVgUfcYgHmBxyI6Ly7phSEMKtUKjnRPrrjtLwxncWu+neJwMybMNRcz3VGOYjy/eqmLVvzStgLevzkf+p2TxplUV44qPXTokCvf1Smfq7c+v0bIgvuhhx5qMqocOXgfXmN/vqr9OnSJ1nmcSpbwxo32UWsrOXha0R1J4vkr7+IzXeOYW2ofBeoYU9rdG8EFvbPmVNjVR/4G8Z7aThwf6yW4sGhHhOGxPcTpNDg4iFQqBSMWbanhz/M8du/ejWQyiRMhho6VZFPiigBF4CB50ufbnZ5qTMVNO4LqgUI/9IAhfiCj4a0rt9CbVPHG5ea4WJFjcHfRfyxRW2pJFlhcC4modt4hcW1tWTwsYcAQBhFdh7pGx8FgNIOq1rzIJITgyz3bXSMCYEmGGPwyCkIWqq7jQN1y0g3Hsvg7z28nEnk8e9GqX+EYFpftAMOTQxnoLSSo2uFcu5zSPI46BcsBqzD0E3078T9efnNV7TuGlvEV6sE8WN+DlCri1lzjHmQIwa5du3D9+vW2v40pPLq7G0beg90JVwbIgVvBYBHGSs9COeT6OvsN7v9zkwVf8cNOiSkCqnEFZ26Fv5cc6vU63n//fdd4yRC/tJeD18loGAbuzN1p2ebDXcMtvwsjl83i0X3+4vZpWcdDxQHkQ+6vlQiTH+nEkSDLsmUce+c2CoUCFPNay/cxD9atF9OOdkbh+7I1LJsmXn71NJLLaqg0zGib+78npeLNS42xb2HBiqh0snoBqyCjSfx9qCVUPFLIugblbDaLWDQG3jBwZcbKJOnr60MiEe70d8yRBEChhfEFsGr07EyVMRDNuJG0OcnAa7gGWRRx8uRJ/OVf/mXL3x8t9Pq0sQHgeLWG2YXOs5g6lfMazmooSAnMXAZ2GwM4gzOIaAqKehFD1Rwm+Sz68ta1iEajePTRR93fetceQedgb08vhrRSW93njKwHpIVWZluiCAJLdgewHAndnI7p8Wk899xzQMAROBgxm4qFThQM3FlYch2ODlbk/+rnLjLH4/H6Nrzx/hyuzFgvb+e6OxHVhBDsrcTxwkx4FpKDIQDbEgKILsJJMGg1Djo97fFIjITVSHDQZREyC2Q9Bsiq3HAScFhGr25iPB/uVP/F0V24fPsm9mVqEFgGO0b78dxzNyBJkvteZMA0OfYBYE/fNrx++xwkz31S0+NIiCpenrFSrfP2M2WILG57fvtJI4Zl0z+vjEgc0kIMr9w6DQEcSrIJVfRm26KpUHcrnLGq4AlWyOpWdlkymcTZc+ftNq39m6ZV1yKlNY+RNc3EMDGRkjQkRMUdxw5k60hKKuKiglQq1VJNwJmn6KwMnmMh2JlVTtZyWKCJlxgjYCppGWunC3XMcfPYGR9pGo+dv+Ni+HtGZgUcyVtG2zfszBEXW9qlXq+jK7GIlxesdekhPo2jR47g0vsXG5vCei9FVes5994bvT296M/ouH+odfar9a65DSOQTTKY4PH0NWsHbraGbcg9kCzh0PhuAEBFj2NicBjn79xElPA4ffuG73VzX7aGV2b8qTyEAJkQJ//wsCVtk8lk8MXBQRwoNuR6ZYbD4FIWKtvwYmqyCswDmud9qSgKFA74VKaxncFLGFzKYlFj8Evj0/juD19G0mwfSBBXBMwxPIBFTEd6cXH+Gr6yowyOreI/3HgO/3jdqgfmvV8IIeAZS1rnyNFjbdsHAFlRoZIFnxxfVQUG+/vwLz//IQArOETheNy6YK2BnYzmrriKh8s8fvQmABBIYJFlOcR4CacWPXXKOBYSy2HeUzdBFjkcGqpCEax7RZKsa6/a9QEBYPfYIDgs4acvWxkAxK4zEZF53F5cRlTices2sC9ttpQM2h5lkIxwwHxjruhkUwfJyDqmEkWM2M5iR3bYYBUkFRNXOBMix2JK78GPb76FHjXvrhEKiuGTJSwW/WtR55jWMN2leKCOhA65c+eOTx//yJEjbbffs2cPvvWtb+HOnTu4efMmXnnllaYotA9735vR7r3cJmX1fD5QdFhVVPRtn24a8FcirQm4u7iM63OLUMWVjf0Sz646sj8uKhgd7UEymXRfsJ1CCGm7v4SotHyRhqEIHLoS4cM3zzL4zEQejYaOoAAAIABJREFUurjy8N6qwOpGEmZglyQJEb39QrZcLuPs2bOucSEWi2FmZgZDchzJTA0aL+Jgto6I0FzsdL1sSxYxmSiAELJiZHcqlcLs7CwUpTmtefv27a6jwQvLsBjXaujWN05qpq6ZqHQYTBsXZVy9G26YO3r0KM6+/gNsC3EAHM33ICF25uTr7u7GxYsX3SgyL/39/e6/uTaOiY0ughUWfUIIwZ5qDH0pDT+6toT+tIaS1vxcxBUBX5gq4feefzu07UdHcrg+t4DnPDJoeUPGjnIUMVnA+RBbVKFQwK8dXcRAV7gO8kpMJ0vQebGpCOBq2OvRGA8SvDYMAXYkTLxOWGis7BoG+4w0fmPqmOsAHoxmMWjXG3Em691JBSVGciOGw7ivnsDpmduh3zGEwRfq21bMImrHdCmKH5gz4EIyE3ojKTAg6DEaC1mJZzC34HcO/er2GgSOwc8v30L05k1cW5oFSxjkcrmWRW4Bq15NcLc9qeYH9sHiAN4LKSDr8MmxHC5eu4VXn/2pG00dZuNYySzXlVBwpDeJrrh/3Fqp7kw7nEi4gWgaz146E2pUzWazPqPo7oSJO/YQqXhuN4HlMBbP4SdXzyOXy7Wsr9K2P6tcIQb1y9dDNpvFxQ53v68rjpfO30BMKrnazEG2pQXMzrZ30qxEn2FFW+9QCvi+eWnVvz/YncTB7kYkYVdXF15++WXs37/f/YwHiwjxv9uTkupmGgKWMe2Rbbvx/KVzuDm/jGpcQbIYLjHw+GA/Xr72HuYvncHeBIP7t+1o62wLOkIe7emFvGQgKvO+yHjAkr+ZXWicU55hm2o4TadWNza7Mk9tnsDP1SYwc/cOCmoE/+7yu+AIi0/vHUU9kkCezaM7qUAR2s+BW2UufW5guqlWSLBvKzFZNJCL+Oc925LN/XGe4+eesyQxjh1rGMmKzdMhbG8hAToYyeF5Ysk7qYw1X/zsRKEjmVPLgW45owhpOGIXl5cwMjKCbDaLA7IE7Wdn/D8Mabsc4TExnMUfvX4KQGtHwrZ0Ho/39OOdxYsgDMGT44fwQ3YWc54MBu98UBR4dGkmJCY8eInneXALret4HB70R6HHYjFfHQnn2MMwOBXTkV6fo8MxVDuOhLQu4oldFbz8svXekWUF2VQSqXnL+dIVtRwhGgd8ZqKA+eVl/Pk5ICMDWcmfjfuJTzyCq2/+sHFsbeZ3qmIZ94seOce+vj7335GINY44xvdlmKjGQ24sWJkUBmdlQT5WHXU/7/W8z/U2aw6WYTCu1aCxku85SYgK3pm9GprNN11IWNlWPzvr+/zL++7HI7fncS1EuoZhGJzo2Q8lZM42pnU1Zet4mcopWJCt78dGC3j5ectozREGMSOKmOF9vpwgBwZfmCq699bR3hT+7g1AVZW2wZC6KeGYkG2aAx4aruI/vPdCk4QkAFREPXTuLNppLt4xxSu1uZLzleM4dy1wtOKfrzaS1Qh4lmB4aBgsx+L6T25iPGvVUAOsaP3Z2VkwDIPe3l7wPI8fvPQangbw3+6fQD0bxT91+L4eF+I4s3QXEiOgLKXd+6U/a2DpyrvgeR47duzAG2+8gZmZhmxdghHRpbdyljdoRNQHs7RZiAyL8UTBlfV8x5aAy9n3eUyUffOevOJxaMBymPWlVKQ0EY+Uh/Enp5rrfjpOtUQigUOHDiEajYK88A4AyxifiKioXD+F02dOQxdZFJMRHCnW8eylM7h4cQ63YK3/WgU1pCWgu5xHPp+HevkstGgUO1PhWZSEEEx63j0JScXB+BCWlglGd+3A0oV3QAB8aVsXlBdFdCdVN5io6bzCxH3ZMWiqhpcXzkLjJKAzJUNKG6gjoUN+9rOfudE3kiShp6en7fY8z6Ovrw8vvmjp3b700ktrNjxv1r43o917uU1Kew4cOBBqVHVwiqQljdbG7alEEUqI0fiREcuAc/7GXFtD1Vp5rDICnRfBs9zKsgFrad8z8d0IItLaMie2Eoqi4OjRo+7fO3fuxN/8zd+AI4wrD+A1+m00nS66dxe7UY6lQiflpVLrQtcRTlkxXXo11DWA5ztr75HycMtFsq7reHLK71h9fKqIxSVzVZHk0WgUDz74YMfbr5YuPY6XZs7DCDjg2hkP+ZCFelSUwDIM8koET+xaORrZaT+4H13ioEscTqXTEN+9BJFhwREGIse2LFxKCMFYT7Xt/g4fPtzyXrSMrZ3JuW0EVlHVa6HfdXd3h37uOBIiEo/DlfbPa19ac2tkhCFx6xvX0rqIE0NZnLra7KwghDSNJ4+N5Joy15zoy4GMjmtEw7WZ2Y4ygTqtVxMRpCZNaS9xRUBcEVA4erRtraYjhw/jxo0bbaWyam3qGayFCC8BuI6BaKZtZLsXhbP+279/P4av30Cx1DAqbU+WMBzN4o/f/vGaMkBjsRiy2azl1LRLKFSUOA7nN/4d7uXhhx8Gx3F46QdnV94YQCWuoBJXcHMhiktzt/D09duYX/KvcD91dC+uXLni/n3s2DFwHIdvf/vbq+5fRNMAXOronAoMi92ZEiaSzU4WjuN8TqFWHC/2NX22I1XB7cUFcOzlts9GXzyG03OXkJMYpAQeKWl10lMxRcDnJsPfwztaGC82G40XmwIU/rOBnWAIaRvZ3glhToTVOtSmSmsLMPGORwcPHgyVtQxjOJbDbsPEhUu3sFu1DIZryVoDGkXCJZZHT0/j+ipk9e21mp/9+vZtAIBXZjTMLS1iIFmCee0C/uWiZXg/fPiwL9hIYFhE9Aj29I2Htnf80BFEzr3V1qm/EmFvoLwh4b3rczA6PJfOPKNULCIa0YFz1vH0Vivo/RmHXWMTYFkWDEzsryVw6bVrwJJ/rswQS85wb7oLC8tLiInhhn/AclrLsgzBY3D0jkmVchlDQ/MQBRGlqIyZkAoph3PdeOHKuZbnYDVEOKWpnYlEAT1GMtQh8q9GLWPln/2seZx33tNhGHL4GGZwKiox/3y2VCyhsJBGz+K76E1IYAwd567PNcm5BOlNafj5nRgG9ZwviC2uWM+H3CKwzXlmWymMZbNZTIwM45ULN6HZEkOt5qdONofEsdjbFUc5Fn4vrEdexhnbdlVjEDkWh/qy+P47VzE5PI5t5bibicFxHEZG/NI2CYXDsawJcZW1BFlCIMA59kaGeW9vL1KplJX9oCjIZDJuDaTVEJTgTKfTbqbiF3v8mZSmaSItAjIj44k+v1oAQxq1GXiex3AqghfOzSCjS0hLGqKijD3pqltPLew9EQw2XF5eBiEEx3vH8HfLJvR4DCzLus+HYRhYfv8qent7fb87dOiQW6vn5MmTYFlL/u/+NvKwrfjsRBFzi8t47+4VRCIREEIQlXl8ebq04lz8v3t4J/751FUw73GYTCTw1qXWtbUonUEdCR3y7ruN4qaVSqWjCXi9XncNz2fPdrag+CD3vRnt3sttUtqzUrprVongaL4HVa31dpMhUVFeWmkOrpeEtLEGF0pjkdMpoihC1/WmCcqHzY5UBTtW6c9wpjrGBjp8urq6Os7kaZcFEIbMs8AW801lZL2lDr0Xr3RKMCIVAHRe6qidICO5cKfD7t27Mb00DY7jwBAGR/M9qGgxPH+lswLpQTaihsBG8JXeaZx65xRePPsijnRFUCl1li3indgHx9GoIOPMrWubIsm1vRTFhXPrq02jipxPtiHIeLyAqCCvux7FWvBGVzoRfQXFwIU7VjG6aDT6gWScedmZqqCuJ9pGobYimUw21RxhCLNmyS7AMkrt3m1JLWjLVkrQ4XwPimpr49ZGsFq5QAedl6DzEoqTMdcI4+AYJxzaOZFW4sGdo4in0uhOrew4/VLAcLEaTpYGQQgJDf4AgB2pMkSGa5KR81LV43ig0I/9ZhT5/AfnNF0vnQ5phszhyq2FVb2T80oEXxrMQ/LoeReUCM61yGRarSNhI1hNrR+nexoRIK5h7OhNqTg9cxtZXYLAMThRGkRqhTm7N1o2eH72Z2p44cq7GIim8c8XT7VsYzjWyEDzZuEF39kCy+H3H/hsy2usaRqO9a0tMM0xwoa9Qx8aSON/efZMS0PtcDSLH3nmJU42wKWb1rmr1Wp47733oKoqfv3+R5GVrfHCCfrKcwqwZJ07WZZRKpVACMFX7OLlKzGciWIed30G909WR3HbzsriWAZ76xnUkwoiEo+7SzIMXkI9knDfefVIEu/fmUW5XMb24mBH+12JtCbiHTvYgHgKxLZi//79a5a99fIrO8rNWYtpHZU5FcIl654txhQ8sauCRdvRXC6Xod1utkccqCfw88sF6Jx/bDVkHod7kqGZHTzPo1Kp4L85qeC5Z59p2c+4ImBb0UDesOsltLi/UpKKi3OW8bijenPrcAWJ9tzecZTwPN82KAVofu7zuSxeefcyuBZZr7tSFZy7fR3pggCcPY28IeHhwUamJCHEZ+fgOM4dZ4aGhjq2G93fl8KZmUbG+N69e9tuPxo1MTnUyHTgOA6GKUHhCbBkjcVDQ0PgOA7bSwb+1zcvutdjKNY8jw+7nhOVFH767mVokvWsTiSLmNhbdAu39xkp9BkpXJ+fgz68t2ms885H11KTx4sicFAE4Oqi4zS22gtb3/3B3vvw/52xsi7SkgaOZVCNKXj9ooq4JOEtzH0o78ePE9SR0CFew3M6nW6zZQNvoUbv77fKvjej3Xu5zU7wasluFO0Kfn7U6CTtj/Lx4HhfCnOLnecVMgzjy1D4KMMwBI8MZ5HooI7FSvSnNXz/nasti7Dd63xlZwX/9tnToTrsa+GB3DBev/QDgIQ3yDAMBE/hu4/LmMYQxpWXGarmoSidGXgZwmA4msVgtFmaZjpVQnckPNpvvewoJXCVZEMlurK6CEVgUUusz6AsczwGQo7rg4YQgi92T0Fg2DU7rDYClmFayqq0QpIkzM21dyj3Gym8dn31UjxekpqIT43nQ3XEN4tjfSlowurv7U6zV9ztV+m44FgGe3s33ihPCMF03ES5ahmRV7oXFE7A7kx1xXZLWhTo/2CdYutlNNZa5szLQwMZXJ9rX4cpyMOlZoPpQyGfOThRxhth7GzFehxbPMuAgEBkzTVlHqki52YlA+F1dLq6uiAIAjiOQ71Wx3Sx3rK9/mjazXrlGQYLLeo4rYagYe3RkWyo4Wu1fKa/B+zrQDlEUsaV2Wphn51MFn3BWTzPY3h4GM/8y2kUoxLG+8YxPm5lUXjnMQxh8ETfTrzNv+0G1z3wwAMd91lRFFSrVXTlu5uek7io+OTFJooNp4zIcq5WupdeI4VXEkn0FtYmEemQNyTcuruIg90JbJ/vfLxZ7Rr8y9Ml/G/PnUV30j//CJO2OtFVx2SyiHffNUIDhVKJOI7tHVjV/r11CQGr/zzP4+DBg2BZFrViFsbB+3DnTrj8aUWLIeupsdK4z/z935Yooq4n8MPLZ/G+7VBoRbeeCL22K6Fz1jzcWUtpduDH8f4UYi0yQhwch5/z/4cmaugpZvAvN14N3X4knsNIPAezYOLfDA5DFDofT/v6+nyyXe2ISDyGc521bZomGOKXpNyxYwd+J11EOqrhuX/5Z9eJAFgOHZ5hQmuBOTJ+YXXw9o71Y3t/F0Sxed6fk3U3k65dBtJGU9cTEBgWRbX1s1rQNUh2rQYno7kSt5xxM7fn8cOz15DRP/hAoI8T1JHQITdv3nT/3WmUlzciw0np2Ur73ox27+U2O+FrX/vamn7Xjr/6q7/a8DYplM2GYxloG7CQ+qiS3qDJy2BWx2B2dYUTP85ItrRBzKNBe3Ioi5kQvdq1UI/p0FgJ922yPMpWRFXVjqRMgrQyFjKEQXKTsr0YwrQ0rkk8i1/atro6PFsdp3bEJyrDeH2dRvcPkkOHDq3oSNifrWN/trXhr1M+SCcCgJZ63hvJAw88AJZl8e/eeQHRNpJYHwQcx+HR44fc2h1bkaNHj+Lu3c6LJ6+F1WS4raVe12rRNA3j4+OhRcE3ghMnTqxLniSji3hwMIul/DgKhdYFYNeDN9DiX0/76ws4MkSpkEKvn6qO4c7S6hw9nZDUNmb+l9Fl/JdT7aVRu1cpYff4VBFCB3PzWq2GWq22qrYB4Pjx4+6/wzT1V0tSUteUVRrEG10elTdvbcKxDL48XWpZE8PBe0xBJwLHMthVjaHeIhiCYQh0kcNkceWMVlEUceLECd9nrQvfA/cX/AZx59kPPj8SxyPL8ThRDq9/4+VQvr28dCv6K3kwC28hZT9PmsjhV3aUVzy3gBVEevLkSdfILnIsRnIRvHlXRU1vrYxACIEibWxdvrXiOHC92YqSJGFywJovRY8d8zl5CSH45Z7p0LbiooLjxf7Q7wCEOhE+0zUOeZ2So2uFEIKy1lnmW1Fpfg5iioAndt1767iNhjoSOsS70Ok0+se73UoLpQ9j35vR7r3cJoVCoVA+XCKChE93jflqJ6R1ccMcNzFFxP987PCqf/e52sSG1sSgUMJISdqqdeQ/TCRJ8umJU1aHU8z+C/VtK+pmfxB80HJaq0XX9bZFVz+urMXg2ykbkelQiStAfPP62A5JknwGRS8qL7ryaseOHVuXw+TD4Fd3llfd51b6+ZSNYyOyUVrJazp8dnJznHJBCCF46KGH1izptx5GR0cxOOgPGOnEieAQ9sw/Wh0J2XJrkslkcP/990NVw52F68kU64R29by2Cr/csx3sR2zc/ihBHQkd4i2Y0qm+l3dytZ4ImM3a92a0ey+32Qnf/OY3V6wVQKFQKJS1EyzAvBX4MHT0KRTKvcF6C5FTKPcynawDN9sotxl81BwflI8mYdHqHwSEkE2VbPso0MqJQLHYDOlUSgPqSOgQr6d1cbGzNMeFhYaUwnoG2c3a92a0ey+32QnxePxjVdOAQqFQKBQKhUKhUCgUCoVCoXz8+fDzYD8ieFOvvdHs7fBut57U7c3a92a0ey+3SaFQKBQKhUKhUCgUCoVCoVAoH0eoI6FDvJqa165d6+g3MzMz7r/XkxK5WfvejHbv5TYpFAqFQqFQKBQKhUKhUCgUCuXjCHUkdEixWHT/ffHixY5+c+nSpdDfb5V9b0a793KbFIvLly/jxIkTOHHiBC5fvvxhd4dC2TLQZ4NCCYc+GxRKOPTZoFBaQ58PCiUc+mxQKOHQZ2NjoI6EDvEajk+fPo2lpaUVf/PWW2+5/y6VSltu35vR7r3cJoVCoVAoFAqFQqFQKBQKhUKhfByhjoQOGRgYcCvDz83N4c0332y7/cLCAl5//XX379HR0S23781o915uk0KhUCgUCoVCoVAoFAqFQqFQPo5QR0KHyLKMsbEx9++///u/b7v9M888gzt37gCw9PSHh4e33L43o917uU0KhUKhUCgUCoVCoVAoFAqFQvk4Qh0Jq+DBBx90//2d73wHp0+fDt1ubm4Of/zHf+z+ffz4cbAsuyX3vRnt3sttUigUCoVCoVAoFAqFQqFQKBTKxw3qSFgF27dvx9DQEABgcXERv/u7v4tTp075trlx4wa+8Y1v4Pz58wAAXdfx2GOPtWzzO9/5jlvs48SJEx/ovjer3Xu5TQqFQqFQKBQKhUKhUCgUCoVC+bjBfdgd+KjxG7/xG/ja176Gq1ev4uLFi3jyyScxPDyMTCaDGzdu4MUXX8Tdu3cBACzL4jd/8zehadqW3vdmtHsvt0mhUCgUCoVCoVAoFAqFQqFQKB8nqCNhlSSTSfze7/0ennrqKbz99ttYXl7GSy+91LSdYRh48sknfTr8W3Xfm9HuvdwmhUKhUCgUCoVCoVAoFAqFQqF8nKCOhDVQKpXw1FNP4Xvf+x6++93v4syZM7h27Ro0TUMmk8GuXbtw5MgRGIbxkdn3ZrR7L7dJoVAoFAqFQqFQKBQKhUKhUCgfF6gjYY3wPI9Dhw7h0KFD62rnyJEjOHLkyIey7w+i3Xu5TQqFQqFQKBQKhUKhUCgUCoVC+ThAiy1TKBQKhUKhUCgUCoVCoVAoFAqFQmkJdSRQKB9BvvrVr+KrX/3qh92NjyRb/dzR/q2Prd6/rc5WP39buX9buW/A1u/fVmernz/av/Wx1fu3ldnq5472b31s9f5tdbby+dvKfQNo/z7ubPXzR/u3drZy3z4KfBTOH3UkUCgUCoVCoVAoFAqFQqFQKBQKhUJpCXUkUCgUCoVCoVAoFAqFQqFQKBQKhUJpCXUkUCgUCoVCoVAoFAqFQqFQKBQKhUJpCXUkUCgUCoVCoVAoFAqFQqFQKBQKhUJpCfdhd4BCuZf4rd/6LXDcyo/dt771rQ+gNxQKhUKhUCgUCoVCoVAoFAqFsjI0I4FCoVAoFAqFQqFQKBQKhUKhUCgUSktoRgKF8gHy+7//+0gmkx92NygUCoVCoVAoFAqFQqFQKBQKpWNoRgKFQqFQKBQKhUKhUCgUCoVCoVAolJbQjAQKZZNZWlpy/3316tUNaXNxcREAcPny5Q1pbyPxHuNGHe9GspXPHUD7t162cv+2+rMBbO3zB2zt/m3lvgFbu3/02Vg/tH/rY6v2jz4b64f2b31s5f7R52N9bOW+AbR/64E+G+uH9m/tbOW+3WvPhvcYvXbJ9UJM0zQ3rDUKhdLEG2+8ga997WsfdjcoFAqFQqFQKBQKhUKhUCgUyj3EN7/5TfT29m5IW1TaiEKhUCgUCoVCoVAoFAqFQqFQKBRKS2hGAoWyyczPz+PUqVMAAOP/b+/O46Oq8vz/v7PvZGNNgBBEICQBHJVmaQRDRDSNjo2OI/a4DLbtQ9pBviDaIvsMjEB3D8PIKKFbpLu1Z1rpRhpBTFCW6KBos4Q1AZIAQhJISAWykO33Rx7cXyqpm1SFVFWW1/Px4PGoc+vcc09dcvKp3M+954SGysvLy70dAgAAAAAAANA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" ] }, "metadata": { "image/png": { "height": 370, "width": 777 } }, "output_type": "display_data" } ], "source": [ "# Loop over several windows\n", "from tqdm import tqdm\n", "for windows in tqdm([2, 4, 8]):\n", " # Create the light curve\n", " lc = tpf.to_lightcurve().normalize().remove_nans().remove_outliers()\n", " clc = lc.to_corrector('sff').correct(windows=windows).remove_outliers().fill_gaps()\n", " # Create the periodogram\n", " p_clean = clc.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=100)\n", " # Plot the periodogram\n", " if windows == 2:\n", " ax = p_clean.plot(alpha=0.4, label='Windows: {}'.format(windows))\n", " else:\n", " p_clean.plot(ax=ax, alpha=0.4, label='Windows: {}'.format(windows))\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like there is a significant effect on the oscillation modes as we vary the window size. When using K2 data for detecting these oscillations it is important to understand and mitigate the effects of detrending to ensure the modes have the highest possible signal to noise ratio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Varying the aperture mask size\n", "We can also easily change the aperture size. If the aperture is too small, increasing the aperture size should allow us to include more of the target flux. If there is a contaminant nearby, decreasing the aperture may increase our singal to noise.\n", "\n", "Below we create two alternative apertures for the target. In this case we'll create contiguous apertures where pixels have a value greater than 50 and 2$\\;\\sigma$ above the median, respectively." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "aperture_small = tpf.create_threshold_mask(threshold=50)\n", "aperture_large = tpf.create_threshold_mask(threshold=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot up our new aperture against the pipeline aperture for comparison." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 277, "width": 709 } }, "output_type": "display_data" } ], "source": [ "# Two subplots\n", "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", "\n", "# Plot pipeline aperture mask\n", "tpf.plot(axs[0], scale='log', aperture_mask=aperture_small)\n", "axs[0].set_title('Small aperture')\n", "\n", "# Plot larger aperture mask\n", "tpf.plot(axs[1], scale='log', aperture_mask=aperture_large)\n", "axs[1].set_title('Large aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's create our two light curves, one with the pipeline aperture and one with the new aperture. \n", "\n", "`tpf.to_lightcurve()` creates our SAP flux with the pipeline aperture as a default. To use a new aperture we simple use `tpf.to_lightcurve(aperture_mask=NEW_APERTURE)`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Create the light curve with the pipelien aperture.\n", "lc_small = tpf.to_lightcurve(aperture_mask=aperture_small).normalize().remove_nans().remove_outliers()\n", "lc_small = lc_small.to_corrector('sff').correct().remove_outliers().fill_gaps()\n", "\n", "# Create a light curve with a slightly larger aperture \n", "lc_large = tpf.to_lightcurve(aperture_mask=aperture_large).normalize().remove_nans().remove_outliers()\n", "lc_large = lc_large.to_corrector('sff').correct().remove_outliers().fill_gaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When we plot these two light curves we can see that the larger aperture is much less noisy." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 368, "width": 755 } }, "output_type": "display_data" } ], "source": [ "#Plot the pipeline and large aperture light curves\n", "ax = lc_small.plot(label='Small aperture')\n", "lc_large.plot(ax=ax, label='Large aperture');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, when we plot the periodogram we can see we've increased the signal to noise ratio of our stellar oscillations." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 374, "width": 777 } }, "output_type": "display_data" } ], "source": [ "# Create the periodograms\n", "pg_small = lc_small.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=100)\n", "pg_large = lc_large.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=100)\n", "\n", "\n", "# Plot the periodograms\n", "ax = pg_small.plot(c='k', alpha=0.5, label='Small aperture')\n", "pg_large.plot(ax=ax, c='C3', alpha=0.5, label='Large aperture')\n", "\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By increasing our aperture size and including more pixels here we have increased the signal to noise of the oscillation modes of this red giant." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Using data from multiple campaigns\n", "Finally, this target was actually observed twice by K2, once in April 2015 in Campaign 5 and once in December 2017 in Campaign 16. We can get both of these data sets and compare the results. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Download the C16 TPF\n", "tpf_c16 = lk.search_targetpixelfile(TARGET, campaign=16, cadence='short').download()\n", "\n", "# Create a new light curve for C16\n", "aperture_mask_c16 = tpf_c16.create_threshold_mask(threshold=2)\n", "lc_c16 = tpf_c16.to_lightcurve(aperture_mask=aperture_mask_c16).normalize().remove_nans().remove_outliers()\n", "lc_c16 = lc_c16.to_corrector('sff').correct(windows=10).remove_outliers().fill_gaps()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "# Create a periodogram for c16 data\n", "pg_c16 = lc_c16.to_periodogram(freq_unit=u.microHertz, maximum_frequency=400, minimum_frequency=100)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 370, "width": 792 } }, "output_type": "display_data" } ], "source": [ "# Create subplots to plot into\n", "ax = pg_large.plot(c='k', alpha=0.5, label='C5')\n", "pg_c16.plot(ax=ax, c='C3', alpha=0.5, label='C16')\n", "\n", "ax.set_xlim(100, 400)\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks like the two data sets provide similar modes, however the two campaigns have very different instrument systematics. To find the true answer, users should iterate over many different detrending parameters and aperture sizes, and combine datasets to increase signal to noise." ] } ], "metadata": { "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }