{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", "**This is a fixed-text formatted version of a Jupyter notebook.**\n", "\n", "- Try online [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.9?urlpath=lab/tree/cwt.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[cwt.ipynb](../_static/notebooks/cwt.ipynb) |\n", "[cwt.py](../_static/notebooks/cwt.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CWT Algorithm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook tutorial shows how to work with `CWT` algorithm for detecting gamma-ray sources.\n", "\n", "You can find the [docs here](..\/api/gammapy.detect.CWT.rst#gammapy.detect.CWT)\n", "and [source code on GitHub here](https://github.com/gammapy/gammapy/blob/master/gammapy/detect/cwt.py) for better understanding how the algorithm is constructed. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "On this section we just import some packages that can be used (or maybe not) in this tutorial. You can also see the versions of the packages in the outputs below and notice that this notebook was written on Python 2.7. Don't worry about that because the code is also Python 3 compatible. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Render our plots inline\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "plt.rcParams[\"figure.figsize\"] = (15, 5)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python version: 3.7.0 | packaged by conda-forge | (default, Nov 12 2018, 11:54:05) \n", "[Clang 9.0.0 (clang-900.0.37)]\n", "Numpy version: 1.15.4\n", "Scipy version: 1.1.0\n" ] } ], "source": [ "import sys\n", "import numpy as np\n", "import scipy as sp\n", "\n", "print(\"Python version: \" + sys.version)\n", "print(\"Numpy version: \" + np.__version__)\n", "print(\"Scipy version: \" + sp.__version__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## CWT Algorithm. PlayGround" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First of all we import the data which should be analysied." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import os\n", "from astropy.io import fits\n", "from astropy.coordinates import Angle, SkyCoord\n", "from gammapy.maps import Map\n", "\n", "filename = \"$GAMMAPY_DATA/fermi_survey/all.fits.gz\"\n", "\n", "counts = Map.read(filename=filename, hdu=\"COUNTS\")\n", "background = Map.read(filename=filename, hdu=\"BACKGROUND\")\n", "\n", "width = Angle([20, 10], \"deg\")\n", "position = counts.geom.center_skydir\n", "counts = counts.cutout(position=position, width=width)\n", "background = background.cutout(position=position, width=width)\n", "\n", "data = dict(counts=counts, background=background)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " ,\n", " None)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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L0auF6dFc9YSQXncQgNZQ4MccZfaSlrtUCO51/V7M3UfJ45tY0gDt5ASoRq8pUMuEIlJzgPeWWQvk4B1sWYMpXU4Lowaw3gmJlT6XrxXvhMFTV+skWOMJcqDTeUzOrHJGDcxTeVI5euvTeXLXEs0BX3Jnvu7cMU/9Kd7AHK3HcjL2XIt1nhMgApQnQCm9A5yefWGuFEa3R89moyVqg+W5E485E7aeoBNLTDJqE4zWe5K7rlbZvROJpQNQbLKcFO/zShM4QgghhBBCCIFTAyQijwHw+BDCfxaRBwI4EUL44OLSHZQhzFnZHhHOdt1O872MMtvxmmFZePO0OPbXNCCpvDntW82UbEkzSO0Af7aQR+NtI2847DnBEnrM3XIy1O6Nt+7R9GiCLbxtNfe6qAHaPNvSR3o1QCnbsF/HLrOufYLm1lPSaIy8hnWurK9DE1RizrVampslQ173aPm2VRPkuZZjAO7FDA2QiHwlgJ8GcNt06FEAXusXkxBCCDmasI8khJDdo6oBEpG3AXgqgLeGED5hOvaOEMLfa65M5GMA/HsAN2A1QTsbQvgeEXkkgB8F8EEAXxRCuNvIe1nQEeF+cz4II1agPelK2gqvL0hOzsjIlWxPfb1llxzOrXpr7eOtby61YAFpWPQeH5WRsqZhl9O2sIJsWFql1nfEqjs9nyvPg1djNyfs9Fw/p1ZqGjKosqkB2iyj+sg5/eOUv1sDpKE2aJwGo+T7kdvQc06ggjmMvOY5G+fWyrbK9W7i2yNDj9+bdW/ntElNMzM3yMYozc+SASpq/le5uksaoBMOGe4LIVwQWeUXkRMAeiMnXATwdSGE8yLyIAB3iMgbAXwJgK8G8DgAXwzgTKkQa78dL9Yge2551sSkVnfKWRw0ZSpFhfI6pLcM9EoTjpq5W6087yQld421tJ70Ol2rA3yKx4TpnHEsLcNjYnnuJmDv9oP1AX1BENK0aRo98fGUbd3j00a55zPypHnTRYm0fmuRwDMx85qhldL3mEPOmbzWFmNOF86RtTOqj5zdP7bsS+IpY/QeKUtFrfLUk2OpyY43zVFxxD6W/M+dr5l9tbaHnnB5AzUs8Xy03Nu0rVrkLgU8qL1zNXnmoKMMzrmfLXnnmnB6JkC/JCLfDOCBIvLpAP4pgJ/rqAshhPcCeO/0+YMi8vsAPhrAcezfW65mEkII2RWG9JHsHwkhZH14TOCOAfhyAM/B6sf39QBeEWbGzxaRxwL4ZQAfD+ChAF4N4K8BvNByHi2FwR7lmN1Lq2O/R8vQ6tiu8+VMnHKcueFgqGEPXmd9j7N7DHd89s79Y6kWomauVbvW3LPgeUZSU7DeIAipjB5N0ikAe0Y4aH3e0mLUzN1amRtYw7pfqYyeZzd97k6j3UwvR05rmR4r5e19vuaE36cJ3GZZoo9s7R+nPOEaZ/mjw/BqjopGo4V1XfOo/YRGa+LSvJbpnycM9ih5cmX2pGsJb+3Fc09yZl2Xkv+6vKVMD71leTTLI0Lwp2WWuAczTOBCCJcA/OD0NwQRuQ7AzwD4mhDCBwB8AMCnjCqfEEIIWQej+0j2j4QQsjxZDZCIvAMFO+YQwt/vqlDkKgC3A3h9COHfVtK+GsDzp6/X9K5it4QWLq349mqa1qWJinWVAifMXRFfBx5tTuneWEEtorYh9a8acV25YAGttGgbWjSCQN4nyevb5Q3G4ZWtFvTDkjGn4Zkb1tuq1/O+eN6v1veudK2apLx71OfXhBBudlZHZrBEH9nSP07pD/SROQ1QuprsWU2tpc9xJWmAWjf/nLsav4QGaKTmpzftXA3QiGc3l24dPmJev7tcwIcRvn+9+S3/JOv8KHlafYSmiDFmH1maAD1m+vhV0/9XT/+/CMA9IYRvc0u8X6YAeBWA94cQvqYxr9ucYPSEwxucQNff6kjfwtzr6xkwlgZm2pSpxTndU0ckNROyzLBao3zVJlK5a0nz5CK+9QQq0OeBlfnb+cn0TU+yzt20+nz69kIhSgYtR8v98LZP6z3Opa09P97nqzWQQxoco3fC4inDa/rofYdoArcZRveRc/rHKX/WBK53IJ6m8+SzzKG8QRdaZNkUrZOelJ7rGDXx8aTvMQmbK0uLSVmPU/2S++jUJgVWXk8Ag5zc2gSuVM6Se/rkmGMCt9Q9uhsdJnAhhHcBgIh8Ugjhk9SpbxSRXwPQPAEC8EkAbgbwjil0KAB8cwjhP3WURQghhGyEBfpI9o+EELImvPsAvTSE8KvT908E8AMhhCevQT4tR1HQ3Eou1PE0vbWSv+QO8GmaVK45K9CauXXHcz2r8aU6AH9wh1JgiTM37AdMsNJYq/+5tp2jnerRMqTXn+INXuANSqA1STrIhFfetL5S/tw5b7qWYAre52dJ082Rmt6aVpYaoO1lm/rIazDOZKfXBC4yR1MwylHaMi1a2qRpCQ1QK3NCNwP1lfxtDvpg4dVk9mjN5rwbNU3QxeR/Lk+JdWpOW01rPcdjGb3XUdIAeSZANwL4YQAPng7dBeDLQgjrdAu5PAEaab5iURvglwawNR+LuQ1mmZzV0rf6AOUmVCVTH+1fgySdxvKVaZmY1PxZSnnTcyU5rTwl2Xrvscecq8fPpMcnqccc0FuOtbBQmzy0+Ah55WmZfHmek5ZFFO9iAoxjtWvmBGizbFMfeV1ybO5gfMmJz9wJyToHdnPN3mostUloet5q857IYXMnWL30PM/WJHgJf5+SL0w6gLfMRFNzrEvYn/iM8vvJldNT/ohndu5z5pHhA5gXBe4OAE8SkeuxmjD9taNOQggh5MjDPpIQQnYPjwboW6zjPUEQ5uANguB1Lu9dqZ/j5N9Dq4lbuuLdqgWpXYsVYW2OyV3PfdD55phU1bRP1rmcZiJNm9tbqXbdVt17ybFUA7bU81d79rzvRS5/JGf+5dGGpedzdejzp426rHS6rJwWK01X4xTKGtwzas8nr1kvNUCbZZv6yKgB6lnJ9qymelZsR0d98rLEKrY3clfteMt1t7bRXG3MOqKc9eSpBRCoRUub8xzOvZaapsnKm5rFaU1SSzmWud+IICQeRr/fLfcwp1G+CzM0QAA+pD6fBHATgN935COEEEKOOuwjCSFkx6hqgA5lEHkAgNeFED5jGZGy9WYF9YSMHbVK7vX/KDm+z9V6lORJz43QhulVa30N1qp0KV1NezDKt6l0XWcqwQA86FV6S7aU2rOSW/Uv5bGwtHO1vN7nx6s9sQJU9ASOyMlo+eC1aiAt/zXPM2fVZ91vTUxrhS232t56tmrvMTVA28Um+8jr4A+xmzJnvxTLqbtHEzJqn5IlnfR7NClz9ztpra9G7T7NYWl/qXXSokHU74CluZkTWMKrCerVAK1jr57Re4l534/3Y0YQhEMZRB4K4DdDCI9vyjgTEQneiU7Jmds61mPi5o3apCmZptUi0PVOZlI5PZGrPHXnTJBaJ2naVKxmRtXqNF9zJK9dl0VtkqvvoTXxtfJEzmJ/AKwnaSPMy1I54jlrUu4N9OE1FdOU2jedVKeTk9w9LtWTCzBQSufNU6o/Ry0gRO6+lswBOQHaLjbZR14/fa5NgrwToBbTG+tzTpa07LmbVc6hNEDbhLP/OqPEeSZCI0zyvBOuucEJep5XK38pSltrmcAqmEHPJKRnH645e3dZJmGtZnitdVuMMl88BuB9mGECl+x2fRzAwwH8i1o+Qggh5KjDPpIQQnYPTxCEx6ivFwH8WQjhYi79Uugw2JEes68atfI95myeFd1S3S0hcHvylhztvaGHc9qDlpV5b55Wahq70vlaiG1vSOec+Vgkt0dRxNsWlklfb906TSndHJOz1rxp/pTcs1kKRd1SVouZaKmckhw1jVQubYQaoM2yTX3kQ9Bm3lTT+rSuqOfqLq1ut9RXc3xP66s5w+fk8uQphTUu0bq6vaTWa+SePjlzsPSY/u6933P3vvGYhVr0pMk9U3NCWvdobFvaLr1fVp7cD1pNczVagxjLy+2NlF7De5DvIz1t83+GEN41/f1pCOGiiLzakY8QQgg56rCPJISQHcMTBe6J+ouInABw4zLi+Cit1NYohc+tlX0etl9EaZW4tpKdy9uqDTlvfG5xYk+P5Vag4zGtSdHXUPO/0r4isZw5K+8WLXliPTVtVpquVl7OL8hKm9POpOkiWsaX3HnYlyiHN4xzyUfoFA7LndOqld41q31qIcY1pfcqvc4YgGBPBSA4axwLt67+y612PV55tFyWT15Je6yPWRsM18onG2Fr+shjaFvVt0LutoYc1ulaNED6XKumybuhY60tvJqBuSGkvdowa6W7pX28WBqgHi2EVWatntz5tA5LE+cNrNEb5KFV06TTn0j+Awe1nPF4TpPi0dik72mLf0/tGHDwGtJ7csJZn6YWgCEnk+c+1CYvnvbJmsCJyDcB+GYADwRwTzwM4AKAsyGEb3LIOAwrCIKXHuf8nnS1+kpl6kGsFcXLqr/mMG3lqTmp55gTVazVxKsW0EDnrw2ya3J7AlzUnh+dXwcxSAfZaZuUzCRr0clKE4lcgI+IZe6XCz6QTnbO4bCpXM1ssBYwwxvAo1a+lrH1d6I3sIE1GSyVeQrAXibSW67u3GSQQRA2yzb2kY+APdisDQRqTtoWuQGqNwhCWpb+701fO5ajxySqNhlsnWh5aRlEepljsmiRMxssmSZZ9fTsWTM3cEItr3fid3L6f7U6dkGVccn4jMIx/S7l8vZEm9P/0/RxUnE17AmGNuOz6i797sxdREnLSX9r0olllPHd6DCBCyF8ewjhQQD+dQjh+unvQSGEv7XuH3ZCCCFkm2AfSQghu0tJA/SEEMIfiIi5ABlCWKv1RSkIQm6FPrenRppfn2tZoY7naqYqrSZ7OfMpz0p/ak5lhVr2rFrXNElWnVo7YMnYEzihJzCEVwPkDUnsqS9e96kkjDWQX/H3mCd6tSfp+ZQejZy+X9Y9jtd6+jRwdtJytexBVCInoydYR3zvgYMmglYe/bxqzVjpObbkzGl4PG2t21mnKe0PpaEGaDNsYx/5CBw0X4nkTNxKq9I5Siu/czUKLZqO1nC/Xg1PL+lqfe36vfVpB/o51LQxuXTedva2b8ksLtUsjAjQ0NLONQ2JRdSUXDf9v0blj2rhCzh4D9Nn5CIO32PLDC0to6QBKpkG1kzgRmmALDlqASpaTOFKwRqiVrukASqZ0X0tVn3zdxrnAoBnVWQjhBBCjirsIwkhZEfxhME+GUK4t3ZsaaIGyGIP+6vR5+/0+7j0rFR7HcBT+WLaWEaPj4KlSUjl0vQEi9Ar2SXn/Jozt5eaxqVFI2XlKR1LNQUpWiOwZ2h2LFliPXs3rJ5F4KBWyGpfHQTA2qwUSTote007UNKgpc+h9T7E+vcmf6bTt9v+a/oaLHktvPfbqkdff2njVuCwhnbvhsP3UV9riw9R6b1LtZ8R70axpWdO10UN0GbZpj7ykcj7DkSOZY578Kz8erQdqQyesMU5OWr0BCrowfIRatG05NJdxEFfEiu/Ry4rT0uQiFE+VvG/pals8UXL+YLocx65SunSstNn/xL2fX+iBuh67GsW7p7+3wP7Hp5Qx+L5qME4lpxHct7S+tQCLERyWhcrkIOWteZz1OLvV6JHExdJ2/lPkO8jPROg8yGEU7VjS6ODIJQGah5zrvSYFREqpgFsUzpdRy3SkzcwgEVtgOqlNrDymgO2UnP2h3G+FmAhl8YT0KAkR8zrDRxgTZDiM2KZj51F+VlKyzx0zphI5SK11do8JTdBquWJ6WpBG1oXAXqCRFimbbodrfbJTaTS/Kdht7OVLsp07qaDpoGxvvTen1GT5Zx5a6mtOAHaLNvURz4OeSfrmhM/jPNep+baQKU0AaqxRMAD67wVvasmz4jJ1dXTX06Ge6e/mly1enKTHa9jfI3afbcmQCeSY3oClLtW63w6cE/fgV4TxGPYvze6Tm1mFeu8Zvp/HfYnRTHdB3BwYJ62hTUBuoTD7ZO+f6k8tTbT1O5Nei59DqzJoKeO9N6k15h+Bg6aCOZMJK1J4DEAf4AOEzgRuQHARwN4oIh8AlbRbYDVBPeaXD5CCCHkqMM+khBCdpdSEIQXAXgxDi5+AsAHAbwyhPCaxaWA7d1MAAAgAElEQVQ7KE8xCEIpdG88rvN7zNW8oWlTjUC6Kl0Kz5xbtfdqXCyNQamcnON/mlcf16vataAEqYYjFwRBMzqEcukealMkSxb9sFsO8paGoyW0uNdU0Srb2s8mFzjBE2Ahlo/MOZ3fat9IqjGxtImppiQXdCGSC/7RqtHTddU0Sd7gEfHYuZvsEOeWXPr6PdrCmjlfTEMTuM2xjX3k34FtpubRmHjM0HKr5q1heEtllcqbG+ggpvGan5VkqAULyKVN670O++ZTV2HlPAbsO9Dfg30NUCkYQqpZKF2PpWmyVuItctfSahqpNUCWPJY5nPVs62vN3UsrT6p1u4jD90ub6Qn2740lo9YEnUzS3Qu/Bij+12VGLM1ITp6aZs86bz0/1jFL+5SWn+bR2jmd52TyXz9LH57+3wfbhNAyo9XXcwLlPjKrAQohvArAq0Tk80IIP5NLRwghhFxpsI8khJDdpeoDBAAi8g+x2u06TtIQQvi2BeWyZKgLOlELTVsirjCfUnb50QH8rFp5L4Xh1ccth2tNi7O1tapvhV0urSLX/KFatF1W6N6egA+pL5Z2tJ8TbEJzxvCfsfwxtDwRrT2padAs/6qSP0pOTm+gC/181QIspKQboVrPV3qPPRonzzN9JhOIoBa6Pg3BfV6lywWTKGms0uMeYt69m1bPqiYN1BCv0Xq2a0FNShpI3c7UAG2ebekjezVAHr8d4OCKuLXqn67u5srUDt45eWoO17Xy0/Q5bYTH4Tqn9ag5yJc0QFED8RAAD54+n8S+tueD0/+7YfsA1TRtVvuWgiBoDZB1DRpLU2KVaeXRGpPYBsdVujjQs/yBchqgSE6LVdIAxbr1AFOSczksGa+a/tL6tbZGa5Vi3akPEGDfL0tbVmqfVI5YR0kDZN2b48hv7JqrT8ur30l9jfF8bDPd5trXyvpdKbVZrPs3MS8IwhmstHqfCuAVAD4fwG+GEL68mHEwVhCE3EC/NfqZNXCMAyygL+paKQBDTcZc4APL1M4aTNVMgtKBl8dT1zIjsszQLBM4nd4zQcqZDpUG2bmBd8nsKZar8Zgy6f1vgIOD2rNqsrxnmKyV2jGHZdJpRTTT59NJe87ES1MLHJBLl04QLXMua7CvFxvSc2mdUZb02F5mEuvZR6t0zDPJ1e+a9ZxaiwS1YAqt+2fRBG7zbFMf+bjkWM/Ex8KauFgToNxAxXKyLk2kYlklGT2mUJYM+rNljpSWGeWtlVMajFp540z5IQAeMX2+BvsTn7um/x9E3fwnxZrYWNegJwLa2d8yx7JMnjzO8vqcLkcPsq3zH1bH4udakAT9bJYmYZa8gv3BtzWBvh+HJ0T347BZnG5TLcPF5H+sM5aTnreezRM4OFG4X+WPeUoTk3SPnFh2Wo8OzKFNBbUpptfksxbJzmNqm3tPrec0LaPUR3pMZj8xhPAlAP4qhPByAM8A8DGOfIQQQshRh30kIYTsGB4N0FtDCE8Tkd8A8HwAfwngd0MIj1+HgEqObBCEFMvkpeQUbpVpmUftGXm01sMKK205gO8p7ZJevderxZYJU2r2Yzmc69Xis4aTds5h3wqmUDI/06F7S4EN0lXwmpO3zgvktRbW/YxY91XnK2nactqhnCYqV6YValljPSvaqd4KnZ277+m9y2na0mtJtUKlZ0nntZ6fkpazFrRCl1EK0V4rp3a/I/pd21Nta4W8TstK5a1pci0NUSkgRM68NTXZi/eOGqDNs0195OPgW9VMqZlW5TQ3aR4rXK21GpyGQLY0STUTm5LTfU7bYeHRGllajbTNSg77liN5XFm/DvsaoOuwv8oe95D5EFZO4EBdE2Rdi17JT+s+iYOaH2DV9lGG+9TxVNOh6xHsayGAslmZ1mCkpmK6zEvY1/xEee6H/aykeWsmljq/zuM1fdPE647XKti/Lqt9tLZCm8ClGiBtpqa1MNZ7o03BSmaX1vul0+qy42dLm/Vh2M9D+g6cwMFrjGlK2t2c3NazXdoTKf4v9ZGeCdD/AeB7ATwbwPdjdR0/GEL4lmLGwVgToJp/SC3CVURPYM4mpkOAf08fyzTmrLEXSC4qVmlArQfRes8Qa3B8x62rz7fcup+nNNmzJnYppX1TNN5NHnW5tcmHrr9UTjoRPWtMKLTfRmpmFOtNzSDTDUzjfb7lJav/t505PBm0osnVoqVprIl6bo8gjzmlnkBr80R9rakpXW4SkL5X6UTJalOrHI/ppS4vZ34Z39kbJ8Hl1vokpGZ2WDLVLEVezL1L1u+SNpFM36/0mUuJz/tL7uQEaNNsUx/58ckx72TIiuRkDZBS06LUVCg3uEnNsHIDOZ3X69+QkzPWUxoIWqZSlt+CRS76lSWjVZ6OGnb99Pl6lSYOau8D8DfT5xgZrrZhqLW3kG7zB07/H4T9wX4coN/rqMcyUdIma3ECEK/hXiVPjA+vJwraLE7voaM3EtXptLx6UmQ9m9aPo57gWBO33DNzf5JOY8mjzeus+rV5WGy/D6tjlhmjtfBQ84WpYbVVnBmkPjrx3H1JOi2PLi+d5H4YB032SvLockumtbk8APAWzDCBCyH8ixDCXVOUm8cAeAKAn6/lyyEizxWR/yoi7xSRb5yOPVFEfl1EXiUiPQtYhBBCyNoZ2UeyfySEkPXg3eQXABBCuA/AfSLyUwAe3VqZiBzHaoXs0wG8G8BvicjrAHwtgM8C8AIAzwHwC7kyrJVbbY6liSu0lukMcNisRH8/dcO+k/tte6em/+cvr5If2JvEWFm/bMpz+2GtyB2vOwX5rINXolfjgcOrzadPA+emC4orx6fO7Wsh5Nb9cm68VdUVP9+6n1drt4C82ZulQbMi2kV5dDAAXd7Z5Hta5+WydZnG+YipfTPOn779cDnpHjqXzc8S+YCD13pASzgdv2VvKv3M2cvalb3Th+uJ3PG6U7hxuu81s7nIuczns0p7YGGVc+7Og9fyEqVlgBG1ziLcevD5SjkNW4NmaT2s+qz7cF79T+/neew/z+eUZi/m15o4rZmxtDja/E7/dqTy1EwAS3tN6XTnrJfAwHreT6Ee0ZKsnzl95Ij+MWoQSuZjOdO1lJyDcgkrj6VRyUWzspzPcxqgkgbE0rTkzqcr5bVgCrrckkbKMtvJrVhrJ/+onYn/T+CwxuCCqieupl+l0qWfY30x/4Om/w/GvmZGm5tdq45pDUkkNX9KtSPx2qLp2vXY1/xEGe7HYVOxBwJ4wPT5HlXmfSpdXMqvmSVGdB6NFdDAOnfBOG+hNWmpc77Wvp2EChU58WHsy25pl44Z5+43zueCdaSmfSeStOm1BdhtGfNfxGHNIXDYnFK/S7XfIAvrPb6ozpXeKx3UIkfTBEjRa3LxVADvDCH8EQCIyH8A8NlYyRnbnOYchBBCdpmefoz9IyGErAnXPkCHMon89xBCjwbo8wE8N4TwFdP3mwE8DcAPATgD4L8BeFEI4dBkO4bB1uQc30tO6nqVN36Omp7U78cK3VsKzVsLoVzyY0kdry1ncEue1AfoVKINS/0+LG2ZtRCtNTfWjvdWuGNdlpa15AtSC16Q046k/j65cixtROSO9+xBHrlKfU75kUQNR/p8AMCNZ/eAj7pl9eXnvhIAcIvS5unw6alf0F5GU2lpvkqhqM8n6VKtmhX8IheMQ/uTpdR8WKznVWsqLW1hza9F15EGCdD76ljBCyKpJjei90tK35s0pLy1t5J1DR6/IH0+56+YPs86vHfOVyqmoQ/Q9tHTR87pH6f04Zk4OEPStvYlrYYVdCDn61MKQ2w5/uc0MNYqcM2XpuYDZMmUap9ye9Z4/AlKlNql1Pba7+Uk9jU/8ZjWKGgH+dQHQ7CvPdEr/Dr4QNTCXDf9v/4YcN305dgk3D33APde2L+Wa64+eP7ee/fl0H5DUY6rVT2akycP15M+K9dcs5/u7ruB90xyvG86b4Xl1vkjqS+M535amtP7sX+N2vG/FCxB+1DpsuP9uA6H28fStNW0r/oadd7SiF4HxNDBKNLgGjq8d65z0e0Sy4lYssd0OuS3xvLL8/rviSHvcaza/BfQEQRBRH4OdlsKgGeFEK41zhURkS8A8BnJD/xTQwhf7ch7eR+gdP8Q7TAM+AaRevAX093xulPA+VXK284cnhjloq6VBo+1oAwx3R23HgxacDnPNDA/d25/cBTN2m689eBAUF9LrLs0+YhYjvanMvurxIlCztzNGrTqQWZuQ06dJxfowhpEpvVb5eXKtCYPd7zuFG7bW+U8MFm6dfrwrZmfl5ev3i/rHt42Hbvl1oN7CKWbaFro58t6fnS0wjDVYwVlqEUaO33aDtahN/CM9VnBEmqbdqbUItVpmWv3PWIFdEjl9NZtyWsFJrH2LioFUsnJbQXMqAVqYBS4zTK6j5zTP07pw6fh4EBOR6jSD4m134m1l0Y6wNMbNuYmQBEryIFFbpBjRVUrfbYcpa2odakjuccMpmZypylFk8ul11HZ9GQIyDuNp/fhmJE35o/HHjJ9jiZw110DXD9FYLh6EuLChdUkJ/IRH3FQ3rvu2j9/3yTEhy7uy3E19idND5rKfuBJ4AGTUNdOo/9jx4APTlEO7rt3/5ieIP3FX6w+v38q/K+xHxBCbw5rBeOoTWhL91O/NzFdbQKkzfXSjWv1YP067E9yIzmTMy2vJVsaYc0KYqDRZnjWBChXZ6xXmz6mvzHa9FETnz+9wa1Vj3cCZL3HVvCVeO7NyPeRpXf/33SeK/FuHNwf4VEA3pNLLCKvxiqsKCGEEAMR+ZD6+poQws0bE+bKYnQf2dQ/AuwjCSGkRq6P7DKBmyHECQB/iFW40D8F8FsAXhhC+D1H3hCDC1imNRFrnxLLVEWbiulV8BhK97YzwC3nV6lvnMykrF3nz9102Jk555ysnc8tE67LWohby9ogvVIf3rOS8Y69yZTrnL1fjBVWGeqcte9QyWTtNhXIobS3UmrmY62YWyGA01X71ESwZBZmYeXV906bHsX2i5qbG29NNUDTVf7cbZfLjFqjy3UYplk6JLoVbhs4aKoYy0n3f9pL5LbMJa37GcmZwKVmotpcr2YiV9onyTK1q5mPed7zklx6r63U7NDSJOXawgojrs3jLK2Q1hynmh2r7Jp2siQPTeCODnP6xyl/eO70OTVRyvXylrlcJA1UENPEdJbZXJo/R2qSl6745lbDraANVmCEWpCDUphry7SqJwS3ZXqlsZy1LQf5dOXdki1+j3mvV8fjyO8kgIdPnx8yaWiuuWZf8xNNzy5dWmlfAECOAQ+6bv84ALz//cBdk+bmA1N5OmBBND0C9jVODzkJPGLa7OiRj1z9v/Y64ENTOXfdtfp/4cJ+PRcu7MsR///5hf14PfG6tGYmkgt/rtusppmI1N6hiA5Jfa9xTmtfoqmiFUhAYwWbqGkiPc9cagJXeg+0ZkWbscXzaYh7Tc00T+8bZsmZMxmN/+P5D+NgIBHNb6BPAzScEMJFEXkpgNdj1e4/7P1xJ4QQQo4q7B8JIWR9rFUDNAcdBMHakT23cqrTQJ277daVlgfYX7G9ce/UAYd27X8TsRyTrbDBlmN7PGYFIti7aV/7pH1FLtdxet+x3XIAt5zdrZVuawNKTzAJvZHo5XyJD0u49bDmKvX7sXxSUqxAFmmghVRLkbvWmsO+3jwTU/pU0wbYvjI63W2TJu6WSVuY+qGkdetNd3XAgtI1aLQWJ30mcyGbzyXXlWp9Uu1TlBM4KKsVytzyAdKaqxZfmzRdKfBGLehASWuYw9KS6ne2dl2WZq/0nB4I1W2ECc89FxFqgAiwrwG6iIObMgL5nd816cpyGio3TadXb0uaIKu+3PfSiq/2JboA25fA8vWI6fQKvA7Xe9H4b8nXqgGyjuW0EpYzvdYOpKM0a4NJ7UuknexjsISTAD5y+vwRkyAnTwInkpt84cLqD1hpgK6azke/n/cDmBQ2l539L+CgT1KUXQdliLadj3vY6v8DTwIXp0a/e9IEXbq0L8+JE/vaoKgBep/SAMVNUnVI8NyGoSnar0pvQFrTrnj8wPR7YW1Mmm4CnOOYUY7XDy0tu+QHdyw5HrHeL/3up21u+frltKD6uqxrK4X11vfY+i1K5S75ye7UBCg1G8sNltIIT0B+N3pg33k8dVJPB7o6EIE1KEvLTbGi0t3xulOXK7zt1NnLcuu9dYD9wSuwPzjS0b6sAWjumksRuEoR7XLXYEXpshzSc3vflAazljy1fZ30IDkdoKaBGkqTi7TciJ7IAgdN9qyJrzals8zLrImErqu0X1BuMF8y+bTMCmvmi7Xnwpo0leTKlanbtGS+aUXBsyYjd9y6P7k9pyYXpWAmVuAJvWBiRc6LdWozx9tU3dZ7Y2FFT7TM/GKZDIJAIiISnoODJkHpfiSRUlQsbVJlDdQsc5xaZLi03tzAzxq0RRn0pEWbGZWcp/VESZv/XKOOXVRp439PIIMWc6TSgC4t04O+N3ogqoMppGVehdW+P8B+FLiTqhzdDto8LOaPk50PwI5KZw1kozx6HyBLRmv/omsBXD9lipOv913ajwj3wem/nsxY5QCHFwT0O6KvuzaR996fWjlWemuvrPTZrC0weANw6OfHmpBZpmm1iX9OLsu8VT8rlllr6b2xJlzpAo/mbcj3kbVIexCRN4rIQ9T3h4rI62v5CCGEkKMO+0hCCNk9qhogEfntEMIn1I4tjWUCZ5lWWaGYrRVza6+UPRwMWRyxVno16f48qRmaFXI3dVzXK/97NwE3Tg72N8otl+WN5lp3TBd47lx+D6OIFQK4pLnJaRasPYgitZDUpVDgVhAEq45cuHFLjlIY4pwGIzXbAg4GRrCCVZS0bpZGJcXS9pT2dbLM+LScl7/fdNg8Md1H6XI5qm6dFpn0+nzNYV9TMm2zygYOh+DW5/W5UlABLeflMirP+54KZBDr9mjddHlAXTus294K7a/zlDSh1ABtlm3qI58Je1VVazVy2pyUNFBBmieXrxTIwNLW5LRPpeAFehW5tHJshcfV++6kWqVYnie4Q09o7JxpVmubWtq5dFU/dax/AA7uAwPYGqB7sd8WWlMSNW5aU2Jdg26/WM+12NfIXFTnoux676MHqGNxVSFey59j3/wuhsPWJp+xjtSUKzV3u5ScT+XO4dV0WpQCaqT3zpJN/09p1Szq+vR90PX2mHx6SH9LLA2Qp47ab1L8DZmlAQJwSUQeHb+IyGNQD4hBCCGEXAmwjySEkB3DowF6LlaLlL80HfoUAHshhLWq+KMGyNLwaHLaiFR7YGkUUn8Qa/W2tLptrejqcizNVepPAgC3nD2FG6dgDNau9pZ2IOdwnWomapsrakqhs6101kp1ugpurepDpdWyArbmqaYl0JokS1uxZ5zXobGtYBMl7V3NSf3ytajP+t4dSJNor87B1mhZ96O2YahnY02drhRWXFPbfLf2/Oj0pXZr8WmzsLRUlv+ZlUensTSnOXmsZyUlF4beCmChff7ieWqANss29ZFPT47lVlU9Gg69CpxbbbXyejVNXk2U5RekqfkjWBskak1IGujhIg77XOS0PTV5rWOWlqpWXkljUAq+oPOcwH7ghPhfr/7Ha74HB33GSoEucvcwDTyh/ZM08XyU5yRW2qL4OR6Po9S7sR/8QId6tzYo1X4/qc+Slr3nHlv3zGoX6/2x8lgb9mofoJyWJH12c4FAUtLABx6tbQ2vllj7HFkaIOs+eHwGrXM1DZArCIKIPAzA07F6vn49hPAX1UyDEZFwbnIwthyhI3oAYpno5CJXAThknlMaAFrO7jqS054xwLcc/63ycsEEolmONt2zTGdKAQK0nDXTNC13aSJlmTXVJk/ettWD8nOFyVMqRypjzqG8Zj6VlpPbtyhimf7pe1QKEKDN2iJ6z6jL8jgmZOn16gG1NUDP7V1llZM+A+dusk3FLGrPSmnS1FK2pmQym5uQlIJw1CLM6efDihpZMgcsmZMC9rvECdDm2ZY+8hR8JjC1wWw85x38aFLHZWsAn5rXlYIptEy+rHTpILTFAdwalNXMBbU8Vt0ldD21wV36OXf9+n6kZlZaxpyJmzWB9ATR0FhmVloOK0LfcRyOjpdGm0ux5LACNFgmmLUJUG7SU7pf1jNulZlbOCjJULsG63nITZJrk2gPtfbLmYFaE2zPpDKWlcqayv276DCBE5EnTP9PAXg0VjtS/ymAR0/HCCGEkCsS9pGEELK7ZDVAInI2hLAnIv+fcTqEEJ61rGiH5AlA3rG41QwmZ24Tya30W/vPlKg5wFshmbXGynKKjlh7wMSy0mvwmkRZq/FWHms1PrdCX9LiWBoF714xLVjasNq9s0zp9oygBDVtmGXyeMo4fw6rsM3Afshly0xPa31ympuI1uCkQSZSrZDHpDSnDdTtY5mFlczYdDpdr6WFKWm2dN5SWHJ9vLbfkCWbrifF0kADdltZ5VvmpLpNLa0bNUCbYRv7yI+DbU6Trqp6NS4puZVs/d0KYWutVFv1WRqitHyr3vR8zQxNrxzX2ip3LCdPbtXfOm+lq5WZnovk9nCxrlWTmiDlHO1r8pRkyt2PVAOUageuVmnTekqam9zzrs+XqGl7cm0UqWlBS3vf5L7H9CWNX85sNSdf6bv1nFrpS3sUWRqptOzSb1FNs2iVmaZ/J2aYwInIyRDCvbVjSxMnQJqc70nNnAvoM09pGWylMqZl1/J4TH20mZA1WM/5pljmZyXZc1Go0nS58zUfj1L0t9KeNPp4TQYtS+0+lTbSrZkDRiz/kHRSaZllpv4+us28bWHVDSNdOgkrLSxYg/m0vLTM1kWJUzfkIwCW6rZ8l0pR7XITEMuHKmfaBpTbWOeNMgH1CHS5exNJTWVfcicnQJtmm/rIj4XtH6LRgyTLxKs0qNBYg9HcwKlkXuc1cUvzp58t0xiL3OCvJEdt0libQFqy5fZYsurxyJg7VmoLnUc/C9ZgtzawrpmAWemstrBMFWvyes3h9Pf0WO6+1SYuFukESJPbMylXRnos907H8jwToFL5aT1e8zg9KayZ+3k2gtV43oucOeC7MS8K3FucxwghhJArDfaRhBCyY5RM4G4A8NEAfhTAC7EfYON6AGdCCE9Yi4T78oTSinKrqZemtu+JNwqVFTWsZuKVc9C2HNutledaZLl0Rb3FFKymASodq5ka1rQZKJzPHSut2sM4pjVxOYd24LDmxns9KXs4aNJYqju36o/kvBXxzdL85aInWu1nOd3nAmpYMqZ172Wew5r2rhTUwtKCtmgsveafNe1vxIpG6DXvzGllvSaW1ABthm3sIx8Hn+YmUttLx2tKp/E4JntM4LyUNCWWGVpOi1Iz52qRqZQ31Q6kJoJeLYPXrOtEIU3tOmvanhatW8nMSj8zpT1trHuT27+nZkLp0QDF8tN6vM+C9Rx69hsqlWNR00qm5ZQ+x+8lTW5Oq5uaBua0xCWzzNzvgRWYxJI3zVvSAJWe2c8A8GIAjwLwndj/cf8AgG8u5COEEEKOOuwjCSFkR/H4AH1eCOFn1iRPSY4A+BztS3i0SC15co7ONb+XtOzaqrXGKrvFB6gmR+5cet6jcWmhR+40by6t93yP9iB3LK0v55uTBrzQnL/T1jzWNFclXywr8EGufXLhw3WelmfX0tyU0ukyvX55ubLmaonTNrc0ZanWx+MHVfNbzOWJ948aoM2yTX3kY1H3QbGO5zQUpVXe3Cp6bbU6pUUDVPJv8GqArPJKn0vHvNdokWvnURogyw+l5HzfopWwnouar0jpfK4tLL+OlB7NXG5/LKtsbyh0S57cs937LKWajtZ28d4br89WWp/Hd66mAUrzx/81DVCOXg1Q5EYR+cUQwl0AICIPBfB1IYT/3ZF3KLHD9wxorHw6Ty6dphTxLabNDb5qZkslrCAJtUHbWRXZqxS9rYdc3vS4J1JWauKlJ3Etg1qrLdP6c+WcMczQrHJydZSeNytYQiQ1XUxNK0+pNLV9q+Jnr4kgoCZYmU1lrfcpff5ypnTW5MuSR9/rEYsWHhPAkjy6Dss0UtdT2gBX/x6UJtu5a7HauRQx8PyUZs57TYaxNX3kBfQFFQDyA8DS91J67wClZRKiz5WcuCO1qFi1QVuu7lq9HvTgfq4ZYIpl5pgrO20fj4N/acCduzceLsI/Acq1X4nW626dhObO6zbrmdx76/Om8ZSRtssx1KPfeUzxasEUrEmTZRqau86WZ8+T9nnxhx0AQgh/BeAzG+oghBBCjirsIwkhZMfwmMC9HcBTQgj3Td8fCOBcCOGJa5BPy1E0gbPwrjC35PeYZlkanPR8bVXaY5KWMxWrBQZAcsxbbw2PSVUun05nrXinpoStJnJerGtIzRwt2Sw8ZnH6+NmbgL3bD9ZphWQ+Y4RSTsvPyZDiDSwB41gtKEGN0rN2Ru235DW/i3jM66z3L2dGmubR1PZEOj3dyHhfdRmloCaWzPp81PTSBG7zbFMf+bDOvDmH9FxoWX0sJV3J9qyy1jQKKZbpTM5kr7QCbTmk6zw9mpke07+S1s7SerRo+bzXUNOoWG1S0xrmHOhzedP76tFKWWXntHie68+lyz37Xo1Lq2avV4vm1VB6gyBY1IIxWMcsM0dvmPBa25dM+96DeSZwPwrgF0XkRwAEAF8G4FWOfIQQQshRh30kIYTsGFUNEACIyPMAPBurKDdvCCG8fmnBDBlC1KxYYW9L5FZ8rfxeP50WSs7n3jw5f5YWvyKgbdW+RxtU08yso8291+oNXtBSj5c0JHaUzQqb7PVbq4Uet/J4NUg1rWJJY2WVbflAefxlPAEoUmo+QsDB56IW8rrkq5bejxHasNLvFzVA28G29JEPcaTrcYSOeB3Bc/XlKGk9vM7c2rla5/X689S0DJZfgiXPEni0ajWfiB5H+Rw911tyoLfKbdGkeTVAUOe9x72apF7/uBwtbTznXawFqj0xw04AACAASURBVOih9i5ZIeAjF2C/a15/xPQa3od8H+maAG0D0QROkxs4e6NdRWqDTcuxPTdos2TUAytLXqueXFm5/DlTnp56YpqRZmWRdZkvRkomSjVzI02r3LW8+rnITc5ypBMLjymjlS43qdYmXN79eyzZWuXRpn3eyYP3+luPeSZatYWVtFzA3t+p1o61Z4ETIAKs+sjrC+ctcySNxwlbp0s/p/XkvpfK7DEtKplZ1crzDqJyMpbyWmlrMvSYz5XKbsFr4pajZq6W7g+VK7tWZ2kQ7zUNHBXwoGZq11N36fo8E7fWyUvu96DnGatNfNLPJ3B4QmyZwFl1eIMgvB/5PrLaViLydBH5LRG5W0QuiMj9IvKBWj5CCCHkqMM+khBCdg9PEIRzAF4A4KewWpj9EgAfG0L435YX74AcYa6DvqbFedyrmbG0QrkV3zTMsbXanpbtue50VXobwuR6V95b8pby1TRlXtMsS4N4JnOf5lxPTrZSGZa5W48modYWVp5SgA9NqybNE0TDCjzRGmzCowUsyWYdy5Vtab5SPDKUnmlqgDbLNvWRIzRAJU2QN/BBLn8Or3lLiZrjtlV2buXcMgdsNYHr1T6lZfaaqbXi1UL0YrVpj7aiJI+3vJ77YaWx7nGvlsSrga2VE5mjTcwd77m2tBwdZMPSAF3C4XDbPdrbSEkD5AmCgBDCO0XkeAjhfgA/IiJv8eQjhBBCjjrsIwkhZLfwaIB+GcCnAXgFVlsovhfAi0MIT1pevANyNDsrjVhtr5XTI08ukMOIYACpX4fX3ydiObZb2qcW3wsrT2swhJwGLyd7ToYaLU71PW3q1XBErHup8T43JT+SUjk9Gpfe9teb+Hp9d2r1tPhklTYQ9miV4vc5mk6Lmg8ZNUCbZZv6SK8GKKUWWtZi1Aq0VVavBqj1fG7F2tNWqcak9Rrm+uz0UGqjnvuZax9vCGWrnVvvo8exf652Jne+JTxzT1CGJXy9PHWsi5rfHoxjrT6Id2FGEAQReQxWgRSuAvAyAA8G8AMhhHcWMw5m7j5AHmf42uCl16RshOmedxJXMvWbQ+811EzyahOpiMcpPB2sevaDscoYMeHNBR3Qkd+s8+kEoLYfjoUVYEGXGTmn9h3yDtpbHP+95eT230nvj3U/Ry5keM97TQAB/6JGT4CUeO2cAG2Wbeojr0uO5QaHvRMOy5wld77FRKzlXE2mWjqd3trZvjYBiuTacInJZA8l06MeGeZGCPNMoFoCaNQmTyOeuZq5Wm4CVGKJe93z/noDFoyiZm5aq7u1nSMfwIwgCCGEd4UQ/iaE8IEQwstDCF/b88MuIl8kIm+f/t4iIk9S514gIudF5GtayyWEEEI2xYg+kv0jIYSsl6wGSETegdWmbiYhhL/fVJHIJwL4/RDCX017JtwaQnjadO61AD4PwI8B+IoQwt1G/gD4V7dzjDKPslaq96aV7FvO70EeeXgtt6SR0rSY0PRcT21lvrW8Wl2lFfMWx3+vQ3+PWWHLdadpc4ERrHwjzOt0OiutV9Omze1KJm6lunP158rxBsSwnpveZ8WqZ0Q7p2VadZfOjzLRpQZoM4zsI+f2j1O6cA18Ts29q6k1vBqgnFmS1wwmV6dHttoqeItz/pzw3bUy5zJnFb9mWjQ6eIGV1uucb92vmqbSYq4GqKd8fa5H5l2iJciGR3vnbZ+70RcE4SZn+S5CCNop9DcAPEp9j8IF9ZkQQgjZVob1kewfCSFkvWxkI1QR+XoATwghfMX0/UUAvgbAj4YQvjOTp+gD1KO5GBF0QNcdueNWAKdWR2/8rPNu5/zW8Lma2oq6vtbSCr53E1VLttzK+pzww156/bNSLA2j5XeR1m0xSguR5k1Dpi/ls2TV3aMhqzH3Pezxk2sNmNHjv1bzWZqjhdLlUAN0tOjpH6d04ZpCuT0aoNG+AFZY6RxzAiP0hEhu9XHx+H+UfKRK6daFRx5vQIPeunJpapq4ngAKPX5nrZtxttzLOUEZPO9QiSUDLMzxNRoVBjxS0gB5giA8HcD3Avi7AK4GcBzAh0IoBpwplfepAH4AwCeHEP6ykvbVAJ4/fS39thfxRnBKj7U64msTOHzUjQCAG+WWQ/lbTPe8Uays9D3RqGrl1uquDe56B/1pntbB45zBsaceLyPkHllO5MwNq8AMOVrM2SxTu7mLDLmyPcd6nrnSJDdn7tZbti7fW3Zy/h516jUhhJsbxSIzGNlHtvSPU/oDfWRrJ+nd02Yu3sFqyZRs6chwrdftMXvb9gkQMO5+90Thq6UpTUpr9642CJ+z78/cAB6jAoBsKx4zU2/+tIySmWzKJVzuHM0+0rMP0PfB2OTNkQ8i8lUAvnL6+pkAHoZVqNDneX7cJyFvnspav6qKEEK2nBDCtZuW4Qqnq4+c2z8C7CMJIaRGro/0aIDOhRBOi8jbo1OniLwlhPCJLQKIyKMBvAnAlyT2zt78Q37ca+ZhI9Chi2vO5Vbdc529Pfly8oysJ807x8wqV84SQQ5a8WrpeoIg5MzrTqvP1t45VnlzNJ5p+lw6r/ZEk9t/KL2ukRqXXNpI6/vn1Yal9cQ83jDYaZ6zoAncphnRR87tH6cyDpnAzXHQ7tUMlLQeNU3QKNMiq+xcWa0mXnOd3uc4u3vDavfk6bnfVtne4AUtcng1QbXjPcEqWvOMDrhwlFk63DawUv3MMYH7ZQzY5E1EXoFVJJt3TYcuhhBOF7Kk+Q/5AOUGDa3mJF5yGzVa9bYMitPzXj+TJQbzFiNNwTz3xmOGNnpCU5t8WTLU8s+RsTRx6d3stvXa5vrKzPV3ajG708dqk+5RCwctZmretmiZsEY4AdosI/rIuf3jVEY4mRxbx/4ynvrSPKnpySjfjFx9LXk9+WMZowZw2+ADNGqvIq/vTg/ePZpy50dNelrvV88zPJd17/OzJHNMR0sTIE873DyleymADwH4GKx+qJsIIXxFCOGhIYQnT39NP+6EEELIFjK7j2T/SAgh62UjUeB6mGsCt5TTvKfe0j44ej+gGETh/J3jzPG0HEDe1KlVg+ExhcrlXQrPNaRR3lo1HF4ZdFk1Ld8o7V6P9sCrafIGZdC0aDyt9F5NyaZY4vnpqZ8aIAKs+sirM+eWDnLQSqolSE2pNrFiXmKbI27NpSeAgLfMuc+ax+StJ5JYS/S1nuufE+SgRdPWm7enbA9zZF+KLg2QiHz25KQZv79VRP5o+vv8BeQkhBBCdgL2kYQQsrtkNUAi8msAXhBC+B/T97cBeDaAawH8SAjh2WuTclV/GOXL42GO38tcH5a5GgGdv6R9WgctfhItjuCjg0SM1vx56pvj51Vqq1HXnUu3Dm1Hzt8ubSO9185cuXryl4JWLKFpS+umBmhzbGMfeTX6V4HXrRmaE3ba+l6rx+uftGnmBKSYo+lbV/jzOeXUzs2pZ67WJ1dW6zEvc7V0c8qeqxG16qnhDSmf5rkX+T6yFAb76vjDPvGrU2jOvxSRjYRdnTPgajWn6Ykc1TLZKDlmn8fhDUlbBrXWdVgDs9HR7zQtUbEiucF8LMc7SI+0pJ/7bHkd7UtmaDk5rEG2957VBtReh/6Wd8MziK/tDWRt2KvLPKXSWXL1TGZ6ghKkeVITU8+k9pyRJsV6Vzdp/kcAbGEfOWdQ4hlgtAywa2lHyjoq7aapmf4tEf1tTh3eMueWW5oUXkJ5ktvynB6FZ2WX6vYGI8lNHlv2BCqVb/FQ/SWE8FL19eGd9RFCCCFHAfaRhBCyo5RM4H4MwJtDCD+YHL8FwDNDCP94DfLpeg8JOnc1fZTJi7X679UGrdt5usc8Cji88q6PWXmWCIjg0QiMqHuTDvbeABWlvD1mfKewH4Tj7J3l+nTgjlI6r9x76vNZdaymEWytpzUIRJq3x+yy9huVnuvZF4wmcJthG/tIz87m20DOxKbH1GsUozUUtXrmXkPrfkIt17fN5nClsnPfS3gDFvSYfW1bMI8rkV4TuJcBeK2IvBD7/e+NAB4A4HOGSkgIIYTsFuwjCSFkR/FshPosAE+cvv5eCOFNi0tly5EVVK8W13wL1kGL/0cuf6pB8qzge8pegnU5xdfuay0wQMq620rfwzM37Pt3Wec9ZaEhvbe8kWXW6psb6juS3vf0WuL3+E6dU/mXaMfWd78nnLZORw3QZtmmPnJXNEBkO/BoSpYKEuEJXtDj+O4pe2m/nzlhsFvq2LYAHttISQN0pPcBmjPoXdeEoydYwNz6vKY8kVqkunVESOstJzLHLG7k/bBMrmAcGy2bFW1PTwS8eVLTLDTUX0ubm7h4Tcrm3KN0gu0JmmKd99wPz0S95Vo4ASJAeQK09GBp2/YZIv1swlRu9DOTmwCNMmFrLXvdQQPIPqUJENuLEEIIIYQQcsVwxWiA5pilrIvRYal7tFi5NvGkbTHlGeHYX6N3fxWPPJreMudoVUYEo5j7jHs1SUtTMouzZOs1NWx9P0dqMtP3Su9/RA0QAVZ95K6vaI6W3xOKe1Sdrav823qvUmf/dZrJrSNAArD+IAS99fXkm7O/1rY+k5rWcO3UABFCCCGEEEIIjqgGqHVDzFo5S4TTXnITUs0ITcC6tGFz/Uys8tL2HeF8P1rOiBUYwUOrPJYWQR/XjNKejCAXcj5lrvbMI0fMW/qtqbWVvm+ltkqDvOg8DIJAIrukAaqFFF6nVmZd4a9H1rskLfdmXRqbbWVJTdLoMOme8neh7Vs3Y76AIxYEYdTAqmcS4pk8jBhke83L5rTFEtHbapNP76TSk34kVpvGfXHO32lHGNN4nftLeZeeaM4x+fQO1r31eegJCOFN7w1yEBl1DdZk5hxsvHVyAkSA3ZoAteCNELZUPSVGybBr923Ovjua0iB8bpssOcHe5olPZI7p3zY+jz0TttoEaBuvkxBCCCGEEEIWYSc1QDU2uSdOyjbsS5TSusI9UsuVyrDJe7SH/dX3dN+ludQCQrSE6F5KM1YzuRu5V4/nXE85FkuElPcGFMnJ0VO2t62oASLA0dUAbQuxbdftQK/r3jbmmMO1hHQeXXaunlFl9rCJ56qFHpO6pbHeyfTYkTOBi7TsoePdh2TUILPVz2CdUefWYTY3ykwvV/aSpkteU7GcL82Iskt5NdswyQeAczet/p++fbNypOTadC/53jPx7fmt0ZPuUfeOEyACcAJ0pbIt99xrujY3stk2RHUbxa7KvUvQBI4QQgghhBBCcIQ0QK1mQh6NS+++KXNNWkbkb003KnLeUowyJUw1OKk2B/Bf+6hIfj3O/kveHyvgQaSm0auZ/tUYZe5XK0dr74DD+wWl121p+UZea2vwEP0+UANEAGqASJ0ln4+SlmYJx/45Jok9e9948+Tk2aQJ5ZUMNUCEEEIIIYQQgh3XAGlKK/he34qR/io17UCtnm0IErAuerRPvZqCTYaa9uRtzdfybJfOn8bhcMwjNVLrCJ09Rwvj8eNqfb5a7uccbSI1QASgBoj4WZcmaFvLr2lpcul6ND9ksxzZIAheljDLscouHWul5kgN2IOlkQP8JfcJmhtBboSJYIsc6zDnGjWZ6bn+dQbhyNFyX3LXAOQ3eO251iUmtJ4Jf0tAFk6ACMAJEOlj9DOjN1Jdx/PYUsdoU7x1md+1lDm67F2HJnCEEEIIIYQQgg1ogETkKQB+A8AXhhB+ejr2MgA3A/hXIYSfyOS7LGhpRbfXjEiXt056Vr1Haa/O3LD6n9sLZm4QCQ85DVqKR+ux5H0cbZo1t/1K1z1Xw1G77yic76GlbZfUIM6p2/vMtmgvPRq/86AG6CjR2z9O6Zo1QEua7XB1dTdZ6r6tWxs059kercHapHnclfoexja/iC3RAInIcQD/CsDr1bHrADwFwFMBvHCd8hBCCCHbAPtHQghZHyfWXN9XA/gZrH7QI3FmVlVFxRXPdEX0fOazp6yWPLly0ro99vs9K749IbhL/klnM5ofT31ejUvvars3jxXGusTS8pTy1rQnLbKV7nGLrDqtpRFM73Gu7FYnfn2tMRT1SL85S565mqba+5ArA9i/Rh1a3Cpbn6v9NmzaZ4sMZ1b/CGyXI/YSvg7e+kr1tji2X4lcwjJtsg6/oLnP/+j3Zxvex5oMPRvLbuM709PWazOBE5GPBvDjAJ4F4IcA3K5U/N8E4B8B+NchhB/P5HdFgRvlcO6lJ8BCS55NmufVBrU1E7pNM8ccEo68tedLD3o9Zc8N7tBDKZjA0s/cuq9rlAy1ACWj96uqQRO43Wdu/zil2/qIRksOrGt1egdI2zi42xS7ENENmDe5ahk49+wZtO3ooBWjyvFOqubef4/cJRO4dWqAvhvAN4QQ7hc5KEsI4dsBfPsaZSGEEEK2BfaPhBCyRhbVAInIVwH4yunrg7Gvzn8YgHsA7IUQXlvI/2oAz5++XpNL1xIydkmWdsjfJif/JYMgjMSrBWxxcF/Hc7WO56cWPGSJgAdzWce9mPNMLvU8W9et6rpHnXpNCOHmBUQgg5nbP05luPrIbaZnVX2Us7sFNUAH2bZQ1inePX28+TxwP6BxLHHvNRdX/8w+clENUAjh+wF8f3pcRF6JlYq/+OM+CXnzlGfr1fuEELJuQgjXbloG0s7c/nEqg30kIYQUyPWRG9kIVf3A/3RDno3/uK9rs8glfUE2qXHxnC+Vuw65oeo5d9Pq/+nb2/OOIqeZmRP2PS0LA8pYRxjtkc+A3jQV8PntpFoYveFqz3X1BEKxoA/Q0aKnf5zybbyPnMuSmp0WRq1KHyVt0ro0QVb7jdbWUEuz3YzUsJV8gDYyAeqhJwhCjU0GGIi0Rs+q0ev43+Pwv0ttvsTErOYMfy45X2tnrwO9536VnitP5MI0XZrew6iJ4eh7Y5k+tpbvlcEbWCLer3PqGIMgkBaOwgRoWxk5iD4Kk6KjcA3bzhJBA64kLqn/W7EPECGEEEIIIYRskiOjAdJsk5Zh7ip6qR6LlhDco2kpuxYwoubsvsl73BP23JPOmydnArekedloDdpSmkpPum15B0p5WswKqQEiADVAu8JRWnVeIozxLrXPpkI7l/DUfxT2wvK2EzVAhBBCCCGEEIIjpAEapRHY5o1JLRm2QZ4SI1fj59ybue00J//cvK3X0+uQP+o+9NIbzr4U3ttTp1VHj0arJX1vHgtqgAhADdAus+sr0UtsQLqNbbLUZrojgzKM8Ffbtraf0z4lDdA6N0JdlNaBU26QNCq61hIsaXJVK887CC+ZrlnlWJO43AC+ZPZ1PiPjHKyyR5mZeZ+vWoAFCx2dzCtP/J6rs9TOowIJ1J4Vi9wz5S1n6fe91Kajo+QRQnaTXY8cdwl9+zl5021Dm7QMwr0mZktGo5s7aejZR2nUfVpXlL5teK4IIYQQQgghZC0cCRO43jDOtfRLmFKRfnpM4EYEoejVDrSGDu8JsDCXOVrFWgj3uWZ6nlDeWoNYKy9Xf1qOV951aolj/da+RTSBIwBN4I4a3r1QWjQv69rLJ1f/UmUvyShtxLbscdVLukdTLW0vo9umZAK3UxOgOOAYMTjUg5fRe/H0MHIw5Y2wtrQPx1Ksy29o2/Bei5WmNuHYhMnnOp/NkWzSnywt5zw4ASIrOAEiXnbZ9Ge07KXJ5C5OVMhBGAWOEEIIIYQQQrBjGqD0mGdVO3fOw5zoUrqMOWZN27YiPtdJu9X0yMpb0xh4zd62bT+YND+SMqKm8lxn2XOev4jnHtWCj7TKMJee56v07ns1xkub0VIDRDTUAJE57Opq+BIR6MjRIN5naoAIIYQQQgghVzw7rQHaNdYVnnodjAwMMIKRq+3bpnWL5LRd2yZnZEQAiqVY6h7vwacZytWdC+5QkpMaIAIcjT6SbJ5dXBUfHYKb7D76Xh+JIAijy9zkQHdUVLrRedL8mFnGyHJqZY7aJ2nJ52KbnrlteT6WZGTAjLlypGWPeg45ASIAJ0BkHLs4CQL69q4hRwvrHh+JjVBPnbLWlPt5wtDSlq27R9a51zeqfZZoZ6tMbz21dEs+F9v0zG3L87EkLTKu+76PeA7Pn9/m6SdZN6P7SHJlsqsToNpKEFcIjj7pBKjUR17RGiBCCNl1qAEiAPtIQgix2HkTuIiIfCiEcO2m5dhl2IZjYDuOge1IyDj4Ps2HbTgGtuN82IbLsauaTkIIIYQQQghphhMgQgghhBBCyBXDLk6AXrNpAY4AbMMxsB3HwHYkZBx8n+bDNhwD23E+bMOF2LoJkIj8sIi8T0R+Vx37CBF5o4j8NwA3iMhDp+PHROTfi8hbROSJGxN6BxCRPxGRd4jI2wD83enYI0XkTSLyH0Xkug2LuPWIyHNF5L+KyDtF5BtDCDeLyBNF5NdF5FUisnXv0yYQkZMi8psi8jsi8nsi8vLp+CtF5I9F5G3T35OnLD8kIn+tjn+LKusFInJeRL5mIxdDyJbBPnI8un8UkXPTbzv7x0bYR/po6SOnNnwm+8jxbOPD+EoAz02OfSOAXwwhPB7AL07fAeA5AN4K4HMBfN26BNxhPjWE8OQQwunp+z8D8NUAXgHgizcn1vYjIscBfD+A5wH4OAD/WEQ+DsDXAvgsAOeweh4JcB+AZ4UQngTgyQCeKyJPn879r9Mz+OQQwttUnl9Rx79NHX8BgKcAeDoHIYQAYB+5FOwfZ8A+sgn2kVvA1k2AQgi/DOD9yeHPBvCq6fOrAHzO9Pk4VmG/L6EeAp4chu3n56kA3hlC+KMQwgUA/wGr5/I4VtsLsA0nwoq7p69XTX+94SZjmwawfQlhH7k+2HZtsI90wj5yO9i6CVCGjwwhvBcApv+PmI6/HsA/APA6AP92Q7LtCgHAG0TkDhHZm459H4DbALwEwI9uTLLd4KMB/A/1/d3Tse8B8PMAngHgDRuQaysRkeOTueX7ALwxhPDW6dS/FJG3i8h3icgDVJZnTOYA/29iqvMarFYOz4UQPrgm8QnZNdhHzoP943zYRzbAPnLznNi0AHMIIVzESv1H6nxSCOE9IvIIAG8UkT+YVhI/ZdOC7QjWykoIIfw2gKetW5htJ4RwP4Ani8hDAPysiHw8gG8CcCeAqwGcBfANAL4NwHkAjwkh3C0inwngtQAeP5XzKuyvbBNCGmAf6Yb943zYRzbAPnLz7IoG6M9E5KMAYPr/vg3Ls3OEEN4z/X8fgJ/FSl1N/LwbwMeo748C8J4NybIzhBDuAvBmAM8NIbx3Uv3fB+BHMD2DIYQPRHOAEMJ/AnCViDxsUzITsoOwj5wB+8chsI/sgH3k5tiVCdDrALxo+vwiAP9xg7LsHCJyrYg8KH7GyhHxd8u5SMJvAXi8iPxtEbkaq1XV121Ypq1ERB4+rWpBRB4I4NMA/IEaoAlWPgq/O32/YToGEXkqVr9Lf7kJ2QnZUdhHdsL+cRjsI52wj9wOts4ETkT+HwDPBPAwEXk3gG8F8B0AflJEvhzAfwfwBZuTcCf5SKxUrMDqnv94COEXNivSbhFCuCgiL8XKpv44gB8OIfzehsXaVj4KwKumqEDHAPxkCOH2KaTsw7EylXgbVrb1APD5AP6JiFwE8DcAXhBC6HUIJeRIwz5yOOwfB8A+sgn2kVuAsA0JIYQQQgghVwq7YgJHCCGEEEIIIbPhBIgQQgghhBByxcAJECGEEEIIIeSKgRMgQgghhBBCyBUDJ0CEEEIIIYSQKwZOgAghhBBCCCFXDJwAkY0iIh8pIj8uIn8kIneIyK+LyOdW8jxWRLo2qhORF4vII9X3V4jIxznzPlNEbu+p14uIvGX6/1gReWFH/heLyPeNl4wQQsg6Yf94qA72j2QYnACRjTHtbPxaAL8cQnhcCOFGrHaPftSC1b4YwOUf+BDCV4QQ/suC9TURQvjE6eNjATT/wBNCCNl92D8ehv0jGQknQGSTPAvAhRDCmXgghPCuEML3ApdXeX5FRM5Pf5+YFlBKIyL/XETeISK/IyLfISKfD+A0gB8TkbeJyANF5M0icnpK/9ypjN8RkV/0XoSIPFtEfnuq64dF5AHT8T8RkZdPZb5DRJ4wHX+4iLxxOn6biLxLRB42nbt7KvY7APzPk5wvS1euROR2EXnm9PlLReQPReSXAHySSvNwEfkZEfmt6e/yOUIIIVsN+0f2j2RBOAEim+SJAM4Xzr8PwKeHEE4B+EIA/7c3jYg8D8DnAHhaCOFJAP6vEMJPAzgH4ItCCE8OIfxNLEREHg7gBwF83pT+CzwXICInAbwSwBeGEP4egBMA/olK8heTbP8OwNdPx74VwJum4z8L4NFG0d8I4FcmOb+rUP9HAXg5Vj/snw5Amyt8D4DvCiE8BcDnAXiF55oIIYRsHPaP7B/JgpzYtACERETk+wF8MlarXk8BcBWA7xORJwO4H8DfMbLl0nwagB8JIdwDACGE91eqfzpWpgZ/7Ewf+Z8A/HEI4Q+n768C8FUAvnv6/prp/x0Anj99/mQAnzvV8wsi8lfOuiyeBuDNIYQ/BwAR+QkcbIOPW1lSAACuF5EHhRA+OKM+Qggha4b9YxfsH0kWToDIJvk9rFZeAAAhhK+aVN3npkMvA/BnAJ6ElbbyXqOMXBoBEBpkaU2v85W4b/p/P/bft1oei4s4qLE9qT7n5D4G4Bl6JY8QQshOwP7RD/tH0gxN4MgmeROAkyKiVeLXqM8PBvDeEMIlADcDOG6UkUvzBgBfJiLXAICIfMR0/IMAHmSU8+sA/oGI/O0kfY0/APBYEfnY6fvNAH6pkudXAfyjqZ7nAHiokSaV808APFlEjonIxwB46nT8rQCeKSJ/S0SuwkHThDcAeGn8Mq0CEkII2X7YP7J/JAvCCRDZGCGEgJUd8j8QkT8Wkd/ESkX+DVOSHwDwIhH5DazU1h8yijHThBB+AcDrAJwTkbdh3774lQDORCdPJcufA9gD8BoR+R0AP5ER+9ki8u74B+ATAHwpgJ8SkXcAuATgTCZv5OUAniMip72cagAAANpJREFU5wE8D8B7sfpB17wdwMXJ4fRlAH4NwB8DeAeAf4PJNjyE8F4At2LVQf1nHLQZ/2cATovI20XkvwB4SUUuQgghWwD7R/aPZFlk9Y4RQtbFFAXn/hDCRRF5BoB/F0Lg6hMhhJArGvaPZF3QB4iQ9fNoAD8pIscAXADwlRuWhxBCCNkG2D+StUANECGEEEIIIeSKgT5AhBBCCCGEkCsGToAIIYQQQgghVwycABFCCCGEEEKuGDgBIoQQQgghhFwxcAJECCGEEEIIuWLgBIgQQgghhBByxfD/A00s3EH961JEAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 3))\n", "\n", "ax = fig.add_subplot(121, projection=data[\"counts\"].geom.wcs)\n", "data[\"counts\"].plot(vmax=10, ax=ax, fig=fig)\n", "\n", "ax = fig.add_subplot(122, projection=data[\"background\"].geom.wcs)\n", "data[\"background\"].plot(vmax=10, ax=ax, fig=fig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's explore how CWT works. At first define parameters of the algorithm. An imperative parameter is kernels (`detect.CWTKernels` object). So we should create it." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Input parameters for CWTKernels\n", "N_SCALE = 2 # Number of scales considered.\n", "MIN_SCALE = 6.0 # First scale used.\n", "STEP_SCALE = 1.3 # Base scaling factor." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Name Source \n", "---------------------------------------------- ----------------------\n", " Number of scales 2\n", " Minimal scale 6.0\n", " Step scale 1.3\n", " Scales [6. 7.8]\n", " Kernels approx width 83\n", " Kernels approx sum 0.9999153345163221\n", " Kernels approx max 0.0015479047097235869\n", " Kernels base width for 6.0 scale 63\n", " Kernels base sum for 6.0 scale 3.0166320971388447e-05\n", " Kernels base max for 6.0 scale 8.599470609575481e-05\n", "Kernels base width for 7.800000000000001 scale 83\n", " Kernels base sum for 7.800000000000001 scale 1.456141213300368e-05\n", " Kernels base max for 7.800000000000001 scale 3.0109136968507695e-05\n" ] } ], "source": [ "from gammapy.detect import CWTKernels\n", "\n", "cwt_kernels = CWTKernels(\n", " n_scale=N_SCALE, min_scale=MIN_SCALE, step_scale=STEP_SCALE\n", ")\n", "print(cwt_kernels.info_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other parameters are optional, in this demonstration define them all." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "MAX_ITER = 10 # The maximum number of iterations of the CWT algorithm.\n", "TOL = 1e-5 # Tolerance for stopping criterion.\n", "SIGNIFICANCE_THRESHOLD = 2.0 # Measure of statistical significance.\n", "SIGNIFICANCE_ISLAND_THRESHOLD = (\n", " None\n", ") # Measure is used for cleaning of isolated pixel islands.\n", "REMOVE_ISOLATED = True # If True, isolated pixels will be removed.\n", "KEEP_HISTORY = True # If you want to save images of all the iterations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start to analyse input data. Import Logging module to see how the algorithm works during data analysis." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from gammapy.detect import CWT\n", "import logging\n", "\n", "logger = logging.getLogger()\n", "logger.setLevel(logging.INFO)\n", "cwt = CWT(\n", " kernels=cwt_kernels,\n", " tol=TOL,\n", " significance_threshold=SIGNIFICANCE_THRESHOLD,\n", " significance_island_threshold=SIGNIFICANCE_ISLAND_THRESHOLD,\n", " remove_isolated=REMOVE_ISOLATED,\n", " keep_history=KEEP_HISTORY,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to the algorithm was able to analyze source images, you need to convert them to a special format, i.e. create an CWTData object. Do this." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from gammapy.detect import CWTKernels, CWTData\n", "\n", "cwt_data = CWTData(\n", " counts=data[\"counts\"], background=data[\"background\"], n_scale=N_SCALE\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Start the algorithm\n", "cwt.analyze(cwt_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results of analysis\n", "\n", "Look at the results of CWT algorithm. Print all the images." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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hGMZ+xt6RhmEY47GUfXhy5XqRxwFhU5kxTIZqyi9RJqa6r8vY5bs710G3nh6yOQDSilfsfEqd0tSHEjWQn0spPDVhwHNN1kLt4GUB9SZtWn/JNCFqriOnTWPQN2hBjXnlBoAb1tdxuyk8+57ad+SiFZ4xVkyXHcJao9TUp/QaaszXctKFGEoRGyOsdEgpqTGPSzFEgIQQQ/RHTvCF2lDUNXtLTSHsdAj+nExmH55aavbhGYohJid9Bkh9JlGlg/4x/RXGLLOWZfgSxdrB6035nPSNEFZDbn+N4edSEz2tb528rL6md7kLKLF0ZtJmhCAid3ikssfe5JOTGvz3GXTVRh2rLXeI9CU+OqWR2cbYDLY2T8q0iQ9oh2r3mHsAafXkUGpCOUQEupL6YmmG3LOqlm1MwKTNMAzDMAzDMAxj0ew7hWeoSE5IlCMjT8VMU4ZSc4a4tlITrFS6kjKHctAfQx1LpQ2ZZ6XKT5ku5dRZE3mwT9qxylmEGWdOP/YNfpIyeeSkvselZn+m8BghxlR4FknNnjVDObaPtd9Pn0AOKQWnRuEZC02lGWr/Gl720ErBEBHccsweSyL6pQIcaG0eql+kkjpmfw+NKTyGYRiGYRiGYVyU7EmFJ2VLr63oIpEuFbRAy8/T5eyhMTa1wQCGWrXP9TlZJCUqyRBKwCnmYqypOot4FnKe5SGCAtT0jRYOvY+SlQp0UOLX5hlCBeujIIXaYUELjBhE5PxmdVN2Lg5Ro+xIhggRnVtmSdl9fHxyPpfWkVIPcs7JskIKR0qd0BzztXP887aStgSZT+uPnPteGvxBqia5+yaF8qc+a2WWBtsYy0dorN+omMKz5yY8cm+TRQ+mh9ozJDUQyxk01Zii9W2zzNvXTC5UTu6ktYa+EzO+/1Jum2omwql25tYdKrOv2WEfU8hQujFMFfvUswxi990mPEYIPuHx5E4Ahhx8jBEhrO+Ep0+ZstxFBCgI5cs1cytpS9+NNLU2pcytSoIm5EwAxjJzGzISn1Z+aZk5ZmZjTk4WuZASm5TG0ptJm2EYhmEYhmEYFyV7TuHh5JrFjLWimzIdylVras3galb6+yovi6BveOwSRSumHMnna0MoO6FnbSNzj5USs65Qfi1PznNR8uyMpbzElLIhgyzUKJDuznUAGGW/qBA512xBC4wQmsID5K+U1jj+D7WfS05duZSuQo+96lujYpQEJ+gbtKCPwrOaqLvWsb70OqQaM6baU2qGllt+rKxU36XMElMhvzVKA1DE6g+VnZO2lC2YwmMYhmEYhmEYxkXInld4PDWKRZ9VdZlvyBX6IagNoyzz9/UPCZWhla85/KfUr1jYZ+nvNSYhZS+l9sj2h0IW5yowNf0+NjV1psJ5a+Wn6ugTmGRI+vxumcJjhCAid7T5PMWgBbnO2LnBC/ooE6EytXxDrArnXlOueqDlSalEtT4f2vlV5Vjuqn3IN6ZP6G5eT44/Tx//mZygCrXk3KPS7/aQvwWpABQ1hNSn2nJjCs+emvD4l/4Yg7bSiQCnxHSqZJIUixo2VLCAIUgNGlPXIfMMOSnVqLlHJW3oEySixCRyGfc6Vn/o+eyzF1FNO+S51LMkTeuGDAKh1XPzyXjfybJ5OpvwGCH4hMczlYnPskxJ+lz/2CZ6uYPlkkAGuZPKnOPyXM3ErKT8VDm58AnPIqOLDRGAIzXoH8O8TENGoMvNX9OmGnO7GOdgJm2GYRiGYRiGYVyE7CmFJzdtjTISI7XXh1ZnimWFxs3tmzGc6LWyck2XcszThmpzieok88u9ZmQ5su6asNQ1jKmilORJHUsFU4g9L7nfqSG/ezVqXp/6TeExQmgKDzDOKnfuquyyV1T3ssJT6hyfEyJaI7aSHzKT086XhFTW8ozxnPbdrydFKrz2UPs/DaVY1YTarjVjK1XvQqakpYEWzmKfmLQtuw05lJhA1ZjBlaZLmUOlys9JlzuILTXfibUpFlGtlj6TgjHNy8bwRZL9nRu1LTV5HTPiWqisKfjPyQmx9N2Sz2dO/dpihE14jBB+wlNrjpKiZg+XoScNQwyQa317+lASdS0nfW1aSWnEtJpIZbGBb82GnzXsoJ38hCgdYIe+ZyWmbbmT0TEi0JWUk5t2iAkZ0O+7F5vwLHsBxjAMwzAMwzAMYzT2pMKTMiMpVUY2bgmvxKby5tRTy1Cr0H2c6Icsp+S+DdFOnj/3mCyHr9THIqp5pBqTUk5KV/p9HUCZk/1QykhNmSX18O8kMLvGXIUyN7hDjilhTYCKodLG0pnCY4QgIndMOT6Ec3NuxK9YnlJyVsD7sMw9hEKKTo1a08ecqq8Dfk2enGhyXNkoVRZTCmdqTx2NUDtyqd0fKSdowQr6KSO1gQjGCGCgkWsq6dM9BlN4DMMwDMMwDMO4CNmTCs+Y1IQAlr4LniFX02U5Gjk+PDX+Pn1J1Ql0Vbbc8mSZQ/ihDI1ULELX6O5cBwAcv/V0se/LkD4+WlCAUMCGHMVL5klRE9RgSH+0odBUpdQzkIMpPEYIInJXiGNjrMIO5QMTUo1qfIUWxRCqVezYEMELSuqWKldNWOtSZadEkcjZU6eUvmGrU/ejj19PSNEpaW8f/62h/Hr6lt3nmX8E+yxowZgD1trIWaVmM6XlA92Bbckgt2bA6Rmyj3MjooXSckIDc44sbxFO9DlBIjRSAR3GMMeS+Xg7ONqzVjO5GWtCHSu/5H5ofTzGc9OnTJvwGCG0CY/GmAMdYPyIVctgTHOmkgnPUCY5NQPK2oF8zFwvZCoWC2aQY4pYOtFPfSdKousN5bjPP6eCFgyxd1Hs/32it+UGXEj9buTe69iEx0zaDMMwDMMwDMPYt+xJhSdF7t4uffNoq7OnIk7uJeXUrAJreXLy5bZJqye3HFlWSu3R8tSQ6rvScNihdDGzq9z6ZX5NZQgpe2OYTMbuV41ak3Md3rSPbj0drDt0LKd+SUngk5J2DBXQQZ43hccIkavwcErC3fZx8s9ZnS0tc2zVp6Q9Qzv5aypC7ep0rI9TZmy19Glz6lkpCTpQEk45pSDlhA7PqackzRChukv6qERFC5Wh/T90LAftWdJCiPvPvRUeInomEb20+XwJEV2W31zDMAzD2L/YO9IwDGPaJBUeIvpGzBYar3TOPZuIPhHATzrn/tEiGsja4fr4AAzpOD1lYivxfcPtplQMsPM8T43qFHOIT/mUhJS1lEpRutoeOhfru1AI9Bp161QidLOWtsZhfohgBL4NperU2H4/QL++4eReR59rMoVnekzpHekVnlLn85wV2hoWFfZXlhVjzM1Qh6pzSIUnxuqAZXG1qGaD2JJnpfT5zPFJ8RuT5gZnCP0/FXwj93xIfY3504T8oWL3o0RRCpUzhKKTukchNVKGMD+DHkELiOjdAF4A4E+cc5/ZHPsL59ynRjMODDdp6ztAkQOTUxn78JSYleWm0wbo2qQgNNGI1TH0IC5VX225MedwWWeqb1L1DdX+lIM/j9jXx+yrL6FJFkQdMhgGMD+Jyp3s8WOxqGR9rzN3cloS/a+k/KHyeFKTQV+uTXimx5TekVcW5unjZBxibMfgmsF0Tdl98w0VBIBPIvqaUaXKzy1Hy7+K+QlUyeREu68hM6bSQAY1QTlyzLpyA0pobS+pv8bUrCS4QmrBQ7sfsXaWRK2rid6mmbR5HkI/k7YnnXNb/j9EtAqgyvGHiK4not8lor8iovcS0b9sjl9LRL9DRO8goqM1ZRuGYRjGEhjkHWnvR8MwjPHIUXheh5lK9CoA3wbgmwH8pXPue4orI3o6gKc75043Ns53A/jSpuw7ADwLwDOccz+p5B0kLHVKSShReGImXiknZq0erg6ETKNKy8whpeKU9rcsb2in875mjZySvsvp71Q5KTO6DQCbbhMAcJyOd84BZWZhJf0VUwRT35laNTGmtEI5VmMeGQr+0Ue5HMvMLmUKeeIkcMP6Om43hWdSDPWO7PN+bPK7qzLr6rPKDNSZcY0RTjdFTRjcmrS5AQg8NfupjBGeOlRubAVd4lUdTYHqq8Dlqk45pmI1bcpVx1L1hkz9YmZc/Dw3t6sJnpCrqJSYptUEkYhR+52Q+R5EP5O2FQBfD+BlAAjAbwJ4gxsgvBsRvQPA65uy34jZD/oNzrmfUNKq9ZWa2ozBUJG+OHLyk4McHObkdXeudyJi5ZCa3Pm2AOkBtLbhZuo6Sq6zj39IyQQ05MOTO1HWzm8qEctkfv5/IG2+VkKsnTmDfs0Pi5u5lW5cCpZf+27UTERiZpKyfC1f7XNVMzk0k7ZpMtY7suT92KTfnfCkfHjkhCYnMhY/VjrATzFUtK0xqJnsyIFwqY9UaiDd128odN9z710sclYp2qC/j+lezaBdY0jfrJDZ4HYgHaB/T7eVslLf3dTx2gliasKTmvzmLrpwUte8AuB+hCc8SZ8159wOgJ9q/g0GEd0I4DMB/AmAezBbwfo4gK8esh7DMAzDGIsx3pH2fjQMwxiWoMJDRH+BiB2yc+7Tqiud2SH/PoAfdM69PZLuDgBf3vz3yBAmW0iUkXKYr1nRXUSkKVlPSkXIKcuziLbzOktW1fmxmKLAnfCHUv5qVDhJ7rNZY54Wa5tm3ifJDShRolpK9SnVvpCCs4yoc7nfqZLve+yZ5vjzXuEBcJadfrtz7rbMKo2BGOsdmft+bNJ23pFXK2k08yS5sszT8bSpqE0aIUfzWLpclqH05KggqWOlUaxKVJ2S47HVfU2JSpU9lNKktSWH0DM7lJqQ6sNS9S/HBC4WrCCl8ISes9JnLdV//FkJmeZp3/3U9yCVJ1fhQeD9GFN4miEFvqX5e0fz92tEYUUQ0UEAbwPwc6kf86aRtzX59sYOqYZhGCPjnLt02W0whn9HlrwfAXtHGoZhSELvxxwfnj90zn1e6lgOREQA3gLgIefctxfmzf4xH9p3R1vJr10l5un6qFW111azMp5ypo75jOReZyid1l5NcSgJP5xqZ+51yBDUPk+u/1Kobd535+4TM98drk45twlqghmE8PV7eLjzGh+zvsphrZoTqyfl2xUrvyb4gSyvb/CEnGAX2jHz4ZkeQ70j+7wfm/xOKjwlvjkphafE78T/P+X8nruSX6vs5CoWuaT8S8a4nhq1oyRPKtSwZ7WyLfJYzXNUitxTp+b5kf0p2x96tmKKhOxvLUjEllJOKmjBipLWk1JYcvq3VOHhSkqov4ZQa7W2x3x4cvfh+Vbn3Dub/38ugB93zn1GaeOI6PMB/L8A/gLt9X63c+7XMvJGGxqKwAR2XEvrWcTmgzKdNsDx5E4SJLUDWpm/ZhDK08UmL6mNMkP9wAMcSEITjVif5kzGSp+V0MBWmpnN5VP2Ykr1bSpQwqYSEEKWpeWX52NtCZ3LSVdiCgfkPTdjml8OuZiR83tjE569wVDvyD7vxya/uxplA98ch2T/N3eAEhrcaXXGTFRqHM3HIseUJnbeUzIAL5088f7WJjGxgbZHGyz7NHyfndwJbMrciqfJNW8LBYHQ+otPFGoCFAzlhM/7MPX9ONf81cxOQ2XzPuTmb7WkrlWeG3rCo93jXD6MHkELMIs+80Yiurz5/xkA/7ymIc0LwV7UhmEYxn5hkHekvR8NwzDGI6nw7CYkOtak//i4TQrW74DwCvpQTvYp06bQSn3KMXyIlWcZ1jeV1tdbY3rk0fLLMMGpvtCc6GPO+inzsRrH/lo1LKYM1t7fUvUsx3wyVwXp046ScjTzspTyURLUILctJaanNYpWSKnJ7Vsox2LXawrPdJnCO/Ia1Jk2pVZfS0zaQurB0MpMSgHqa77mKTFj66uo1VCjOmkqgxYGOVROaQCFknSy7hwVMBVIYAdlZmG58L7bFsdk/bKeVQBrIt02WpO2bcw/y7F7KdvBj2n18/N9TTFzTEdLTetygh5obf8g+pm0fa923Dn3/dGMA5Prw5PjI1E6+ajx7xiC0kF6qp1amSXXcSrT7CrUptx6QuV4ckzqYm0LDWxjfRMajMu0oX2NatrEfXFC+87EyqyhxBw0NWnQ8nuG8rfJ+b6nFgm0+15qHhmrH00btPod22spNqH2x23CMz2m9I68tvmcOwhPDUL4uZQJSu6Ep2TQlDsRqPVN8HnF1MTgAAAgAElEQVRz/C9CZabOhyJT5QzoYmj+H7HzWvs006MSSiYKpWZ/svzQdYaOybpiJl61k1bef9JvKNSu1IQnZYYX60c+SUr5GpVMOrXjsWOp726u+WIoX+x+vx/9TNoeZ58PYxaZ5q8y8hmGYRjGfsfekYZhGBMn26RtNwPRIQB3Oue+cJwmBetVG5obwWmo1fCQWUpMxajdryWmOMi2xNoZKztHodF2t9dW8kN73sT6JrUCHmpz6T12d67vBjuofQb4anyobZyU6R5Xg1LmTjFqTMFyTL1y740WTKLW7Es7p5mRlpjZyf4seda0urR7zTmBWTQ9AJ2Ietr1as9UrF9M4Zk+y3xHXov5FdMc1SG1Kp2zar3KPsu6Q+ZSsTalqFFDhozWFUqjkaq3NIKVtiqeyiMd5rWyUu3KaUcoDf9bGgCDfy5ReLRyQvlqFKhV9lcGC9hGvF08CEToeyJVKd53mvIiTfckPA+vW/ZtScADTYmqCTqQ81uVo+S+D2GFp8Zs8QiAZ1XkMwzDMIz9jr0jDcMwJkaODw/fTfoAgKcB+AHn3I+N3DbZDqc5kef4h+Q4n+cqEp6QD4Ksw5MTCCHlY1Cj1sjV/z7+S7I+X2dqpT6kuADoKBy5/jScmF9RrcO6Ruj50e6dFkBAy8PzOSWEdK2PjNyHh7cjFNwgFjY75dif+/yGyuXnpb9NyfOb8vcJpUvlKVXcOLn7SGnla+00hWd6TOkdeR3m/R5yFZ6Uc7D2f60euWodIlRnru1/zvEc/w+5Gl2q4NQoPrzOUL+nfKZSaKvuMRUupBjE6pVO47FgADUqWMmKfImPWSzYQa5fU6rvuD8OV0w0ZUV7PrWgBbIsWWcqeAI/7v+uKfWn1Cmt7tDnkA9Q7FnhaIqV9sz5fn0P+gUteKao+yPOuT4hvqvgUdo8JQPsXFLlp6JhxUxpQmXyvLnO2Kk6c5zjfTpt0sDPS0ImejUTsyEd71OTydj5VHSz3Khj8h5uiMlHyAnek9MP0oRM3nduiqbVK+sOpSt10s+dcGj5ZLrUJImT2hcpRu1vSOkkKDWZyv29sAnP9JjSO/JG5JkuxQbbOeZnEq3O1EaV0vwmx6wrlCY0uIoNtkMTwVSe1CQgdAzQnaZD164dy50AhCYPcnCYs5lojRlgrPwcJ3h+P7VJVoxQUIGcSaj8mzJ58z/CB5X6LwB4svms/RikHOi1PKGJSCwCnUQ+A2tKW+RkLTVp1QIlaN9Jnl6bYMYmPKGodfxZA4A/RT+Ttn/rnPtA8+/vnXPbRHRHRj7DMAzD2O/YO9IwDGPi5ERpez7/DxGtArhpnObkEVNWUoRC26bK9sc1k5/QinBqxTqmbpQoHieUzyXO5zcrzuCx9nK1pNM3SlqtbVwtGVKlqzLXSyhVu58LAip0FIeI6hBTYHg62T5vBrhrupZoW1K1SZi8bShtDilmse+X7BupzNSYFfL8HB804DgLGrCpHHPOgai7GJTzHOWaSqYUxM41RcwKffk3AJgPmWEsmcm8I9fQNVFJOQ+HHKRLV9X5Sr5mshOCm9LEJLFcsy+5Il+q8PDjJeZUKZO3WJmh69H2U0nVnWuCNaTCEzMLq1EbQwqa5tgfovQehtIdiBzjYaUPszK8qnMBwKHmM1cp/NtGs60iVr4MUe3bqfWXNpDX+pvn5/fqMPvsy/TptpB+rmIKTyyfbEfquYipRqnfulA+AAARvZaIHgXwaUT0SPPvUQAfAfCORLmGYRiGsW+xd6RhGMbeIceH54ecc69dUHti7ZgLWpBLifN6Sf5Q2tIyNSf2lD1/6HzMtyAVaCFErr9CrZO9JxWAgOfX2pTKo7U3Fjwi9dzwcrlfDVcSUj4+c2VnBMPQggWk/LhkUALZhzJYAPc/OnFy3hcp5fMUUnpSPmqpAAiy/I0BQr7XKIPaZqYxdWtTbEgb+52I+S+ZD8/0mNI78lMwb5Mfc/rVHKxLAwP48mIO8SlS4XRD7chVB7RjoRXwUPpQ23KUolwVRVMxcvslhebvwNulqT2hwBL8/7Hr1J4LrmKsADjffPYjUak0plQxrR2pH0c56uVt8lxIlHEIwLHm8zF23G/KdZ6V4f/usM/8PFeNiOXZYvn8X+25SAVh0H4PPGsALms+e6XnAGvbOdFmfj287fx4yg9Qey6kL4/2XZbPgvzd2gbwLlRsPEpEz3XO/XcAv0RE6/K8c27hlhVykJZy0o/tcSHzlDj+yzx80JWqR0ujmskpA185YZGDKm3iJI9ppkm8PSWTBV+Ob39ngMzyxiKA8XSpQa5mHldDKHKWnGyG6uB9JCOiAa3J1Oad6zih7NnDkfeB9x2vL9fMLjhYTgRcOCGel5BZ1U0bs+/U5l3HsfGK4522p56Z1P3jJoYhMzh5fTefbL/nm5g399Py8O/WqVuwaxKYMteT9fJ2boo9lWSd/DeIB/3g9aQiFxrTYorvyFXMD3Bik4BUlCqeTovgpJUlJ1P+WGwwHYveFKIkT4l5Wqye0PnS8vm+LUB3sO7LzI16UeKMnxulLTWJ04IKpNrhR6CH0J2QyAE8f/5CExc5OQlN3GKTfImvl9j/tcmeL+cw2onONez4A83fx6BHafNsYX5Cw7+7PFhAzHGfD/o1QkEg+Pfd9yfvV//5EFozPY2DmO/b82gnlaHvqe9nPvnlk+IVJZ1s+zZmEzKwvzFiPjzfidk794eVcw7AF2SUbxiGYRj7EXtHGoZh7BFyTNoOO+fOpY6NjQ9LLfEruX7l+e4Tp7PNtmrMWrQAAKmVWLmXSEl9PI80i5HnOTWBHXJDGofCUpegmZ/Fgh4UKWaJY34lHYDan1zl2BQhoDlaPZt3ruPuE7O0N22sd0JH+3RcSdBMzaRqxPvfCSVBtkM7ril3qUADp24BbrprZppHdHwu3ympkiht1Ujdo1g9/NpTStRG4h7y8kuf5ZQ5aeoehsqKPWueG9bXcbuZtE2KKb0jX4D5Fe5UGNsYmuKgrSiHnN9DDsmhciDShcIW+/wxJ+bYcU6O436sPSH1KmSqI+tcwbxi4TC/ch1axU9du2a+FrsvoTJLzPk83FTMh24+jG4YZ399WygnZKol1QMgHVhChpiWz6FUY67ATNkBgOuvAg41EQzuv3/298Ed4NHmvDcF44EOtjBTgXjbQ+Zn2ndPU314+0J7/3h831yK9pr9MR5wYQfzZoe8Hs2EUEsnzQ7l83SAtSOlcPI+8n14rmnH76LfPjynnXPrqWNjw314QgM0QLepD+XZHaS6zU7kJpnOJSYaqahM2oQoNfmQ5co8tf4KscEfT5vytcitU/O34eTWU+qPA8ybAKbakXs/tQkRH4hzEz+5saj2HMkyJZt3didOMX+cVH9zYhOinDyaWSQn1yfKU+PfJP2QZP9p91VOnFSTzMjmsZoZ580n28hwd7/iePS+OzYp1vomtihiPjzTY0rvyJdiNlgJ+UP4Y6k9MmQeXpY2icopRzPbShGL1BQyJVtRzseOhUwAtUljzAxNtjvlw3Ok+XsUre+ET7cF4OPNZz9oDs2eQyZp8rgWcYybI2msIX2//PEL6Jon+b9yInEY7bUD7XPlJxTn0UWaRp3H/CTqEEv/JMsTG+iH8GVdItpwtvns78NhAE9tPl97FXDFFbPPTzQJP/zh9h5qE57zAJ5oPvtB+wV0/Wg8/Lvn+8mbmfH+4tfJj4fMxoDZ9cp+OiDaIRdIuP+RrNeXzScv/BqANpok0PVj4s//WfZZ4tt+Ht2J6EEAv4I6H55rADwDwCVE9JmsjmPoPq+GYRiGcVFh70jDMIy9Q1DhIaKvBfBqADcDOMVOPQrgzc65t4/eum57HBAOWqA5HGtmWUOZn8l25CpMKTOjEpM3TRWIrRJrUdpSQRyk6V6snXw1OzdoQco8jadL1R9TFLiJUShIhLZqH4saVhL1LtfskLd1VyUQCmQsQljoO6HVkRsNjrdpt+1CBQHmn5/Yea1M3p7Yfj2+/Bi5SlHqvvB+cJHoe7Isee2bGaqSxoZ4bs2kbTpM8R35pZitpPpVzy2UKSkhtJVhoLv6HouYpikOoWhasUhPUl2SK8uhYA0xEy6u8Kyy+rVr4ypGKLiD/6utXHvWAFzVfL4GwLFmuXu7WQZ/cAf4aHP+TPNXKjxapDFujiX79kCgzf4YNzPzZWvRy3z5/i9f9fdoZmFcUTgq6gbCZluy/Aus3DX2V9tDht9Lf/4IumZl/i8/DwAHV4EDTUUXdoDzTaO4CZ5XgT7hCuBYE8HA38MzZ4DHznbbfhDAalPmNjN580rPDmubFrzBoe0b3g4t6IGMEAeEA1fI6H1cgdHK4nXKZx2YqUPyWePP7zEAx5qHYLVJuLMDnGsSPbLVqmP890Ca88nv4yqAN6BC4XHOvQXAW4joK5xzbwulMwzDMIyLDXtHGoZh7B2SPjwAQET/GLPdpL1ZH5xz3z9iu7Q2pBvaoKkp0tcixKlbugEQgJnz9t2v6Pr4yHC3mr9Nygm51Elart77dvLyYyvGmn9HSlUK+UtpqlJsH50Q3I+KGhVD8w8pUeY4fH+cE+KYfBZS4Ytj6ph2r0M+JRoxHx/ZLlmXfC60YAK79Sf8frTnJ+Q7k+NzwnHMF4mnT4WP9226aaP1ffHIwA8xRU/uJcTPxditnwVx8PBnXtuLiT/Tsd8g7ZmXavMJmA/PVJnKO/IWdH14uD9DLABAKsTzCtoV34PoOjf7v3y13Jep+bHwcLfarvPa6n5I4ZFtDu3WHlN4+LUB7Wq89Efxn6VPCs/D9yvh1yS/rJcBuLH5/KxrWnXgkUdmfz9wP3Bfc16udPP6JNxPRsLbzlfFvUpxkJXLy+cqie9PrkJwxUBTAWVbD6Ld94WrKF4Z2dppn4EnMb8HDO9Xrkxo/jr8vvhrvqypFwBcc0E7O8Bac1H+787O7B8ArLBCn2we8CeZU8qhVeCyo+iwtdUqFrwcr2hsbwNnm+PeX8X7oQBdZZD7eHnfHa62aA7+vN+0AAY8DLcv/9Lm75G1th8ee6xVZ0Jhp2N+Qdq+Q5c2dQDdvt1q+vbsznwobB7I4yw7zn9PVgG8Hv2CFvwkZirfSzBTi74SwJ86574+mnFgtKAF2oASSA/ctfTaRGK37oxBqDbhiZnV5Djea3Vok4pNxZQshBx0lQRPCAV+0AauqcAS2iA5ZhIUmpjlTtZ4mbvtUiZtofyd56KZ/PLoZZvMYd0PjLkZWqwPQ2immVrUMX6eT85jZludehLO/rwOLSADn3Bo0dHkHjTArC9zv1faxDIUXS+1d5V2LGUyp31ntOdTM90MBT+ITei1CZxPYyZt02NK78iXYn7Ax82TAAQjKGnwCYsf5B5mx/kAyA9GtD07uNmMH1ytoTtxks7NfLDLJy6xKG28TCA8aeHIvU98nX7gyc2lQhtUahMebXNGX/cxAM9qPn/K84Arr5x9vq+J8PWhDwIfagZ/fiNLbjrE+0szneNO594Jn7fdnzsC4Ghjw7WzAzx2rlsnL5+bMfEJj3+uDmO+b1YxPxg/tApc2tR5cK2ddPjB7vZ2az725PZ8lDp+j/jEbU0c4/DJ2gG0fXKgubGH1rqmVb4dnpWVdmDuj59n7VxdAY401+TLWVlpJzz+L7GH78K2HomPP8v+GTzC2unrP9f013l0nz8ZsGQL7SIEL58HfvBmfLsbqR5tr+ORR9qJWer3Qk6meDv44otMA8wvVMh28sARj7K0/H6vAvhJhCc8OdEYP9c59yoADzvnvg/APwRwfUY+wzAMw9jv2DvSMAxj4uQoPH/inPtsIvpjAF8O4GMA3uOc+8RFNJC1Qw1aoKE5WKdWV3mZmolNzCFemur4cjQlyq8WA/Mr9CEzIr4q7k165OqvT7dbj+JgHTL7iq1Ma2oMD6sbUthSq90aMXVLpksFpojlCQVn2E2bsUIfKlNTvDjSpIs7wvv6ZEjju0+cVh3/Q6ZcWj+knnmtTJ5Xe25iymWOyZtUKDVzN1lOqAwt324aJYAAf35TZqCyrpQ6qylA/Dcg9PxJE1X5bJvCM02m9I58GfQQsRy+IqqZK2mqEDdR0cyHtjCv8HDn8lW0q9XebOYgO8ZXqfmKsFROeIhcuf8I0FVjuCoVW9k9AH2/Fk3F4G3RlCYPV3g0p/CjAK5rPn/KpwCf0Gzo8vBDs7/33w88+ODs8xlv5oOuuaAMFcz3MQHa1XpvaXWAKSs+hPLRo61y8cS5tv6zzVL6zk6rKGyzizzIlucvMCXEKyaOpZWmYkeOAIcVmzuuoDze1P/oI62S4Ys8h/lQxVy1WcO8ArmCrqO7VHgOrrb177C2r0QenO3ttm9WV9trOthc54GVth+fYB773ITviZ32moCu+d9RAEeatL7stbVWCfMBEc5hXunkcPVVUx0PoVX8dpW/I13TPq9QbbF7wcPc+3J378HaLNAD0A32oIXKTqHt2aSZdPrv4WxcVRi0gHGSiK4A8B8BnMbst/CnMttqGIZhGPsZe0cahmFMnKygBbuJifxk8LnOuT+pqpDo5QB+FLMJ3hucc/+eiJ6Pme3zPQC+zjk3ZyKoKTyhkMmeWEhhDldoNt18gILQ6j7YMc3Of1PZiFBTfVKr2Vwp4BsWcgXAt3OzuZ93v6Kd4MZW9UOKAJS0XPnSHOJzdpOXZaYUlpTqo6lsXN3iDufcgdzn1fxP+Eq7FvgCr7h79veum+aULhneWgs/HPPdCTmvl/iqSV8Q7i8TUhRSKof8LmltCil7/HyOz5hPy9sr8/t7DGyAiHbTas9VKCy2JORjFgv/ruXR6jp1Czq+XfI7JZ81ya7yfPlzQS96qyk8E6XvO7L2/djkdf8M+gaQQHcVmK/O+r98BZyvBAPdFXRgfqWU5+HhcrlC5J3j+Woy9+E5z/IBXZVkh53jzuvSp4D7ckjfG7B8/BjffJM7cGuhlbWd7rnfhObjIDc2BWY+E43bDm68Ebj22iZtk/Cxx2b/AOBjjerysQe7zu0yfPYqmC/GUeBQcyGHmg655AjwtCYW9jWNorS21q7enznTqkpc4eEO917x4GrIWeZB7lUBf+zjj7Sq0lVXtWl8uu3tWbsA4PJGkjp3bqZwAcBDD7WqAleAzvpgAE29nbDnLDAAh/vWeGXGX9vq6nwerm7t7MxfO89/7lz7PBxiqpE/79WOQ2td5cQrWT4Awjba5/LIanvvfB6AOfYrCo9U+YCu3xvHh8deXW3b5zm01t6Xg6vzvkjnt7sBHzxeiTp8uNs3wEypk35nHLnx6LZIq6mwPBCH/z14HfopPLs4554E8CQR/RKAG0ryAgARHQDwnwH8zwDuBfBnRHQngO8EcCuAVwJ4GYDfCJXRGUgog37wQYlifqaZusjP0jl9ExvYvOsmAK25CZ8o8D02uJmOdB4H2gmJH6TxPBu3tO3nAy3fDty1uTtocndt7g68b761HfAdp+593nQOp5rJTyfanK8nYUbH265Fm9MmErvXIvLHBtWaEzlvJ6BPfjrRuPzfpj38nLaPzYmT8xMSoHudfEDaTqjatP5Z2bzr+Fw9s7SuOU67bYyZxPl2IfD/TbEnj0Qt5+TpOTPNEydnxz2xiYhzbu654vi+20DbHydOtpNi/8xCuQe8ndqxzveALzw0z/GJk8c7358NkZ9PRLSJyyabKPPfiw1WZ445X2ifp0463w8JVJM3zO7d+ryVpDEh+rwjh3g/Xov5vVHkYFwzaeMO6cD8AIkPKDX4DvB+bHYB3ahh3ISGp/Pt9Gn5gE1G6OLR4LSIbbydcn8dn1/uo8Mjt/EBI+8nLdCDNvHS9oo5jHmzwkNoB85nz7aDQj8pOHy4dYL3g91Da+0kaHu7O1gHZhOcS5oBJzcb8+ePHGknVtc3T+alR9oB9JkzswmGb5Ovh+PNk7wZ29ZWm2aNOf77cm5YaQMy+PbwiGgH19pJ2KWN7d1HH2iv7ezZtp982Rd22r7hg23+2aflEwUPn7j5a+dpfTmPPdYtUyvHsw3gEX+86Y/D2+0z7vecueKKtm3nzrXlH2SmcfwaZPu3ttp6vTneKrtHq+z4AdZvfvJyiJXn6+aTF38vV1ba/NpE9wD7ovHzfFIp+05OvOTCA//uHoZuhie/m6usTWtrzWcewk1QNOFh1K4uvgDA+5xz7wcAIvp5AF+CWfv974atXBqGYRh7mZr3mL0fDcMwRqLIpG03E9EHnXM1Cs9XAni5c+4bmv/fBuCzAfw0ZtHk/hrA1zrn5hQvH5aaE3JYjzmX8xXd1kTpeMeMTQYYCO0PEnOmDqXVzmnKx6YSCIErScC8uqXtU8LNmXiwgd12idVrqcw4pihwM57YqnxoV3mtHk/IJEhTQLj5WixoQWivIq6yOWYa5VUM/lywFs9dAzcb5KHMOyaGUoFkaKqWZjYlzdQ0MzktSEUsaMbdJ04nlYtUMIO5frprU1UBQ6ZasaAbqqliIFiGqs42aPsv8WvnporavkZa+1NmbsC8Qip/I5yoU1OJJZtm0rZnqHlH9nk/NundD6zOTFD8Svz5bcWxX5Fqtna6O6F7+IooVzG8ksGL2hLp1qCrJdzMjIfQlRelharm6UJ79/B6+M7xQDekNtg53z5uVhMzv/FpfZ3SlI2bJvH9hnhefx+uuAJ4SqOCPPXK9phXfbyqc+5c95hXJ3gwAK98HD7crrZ7ZeWqq1qF56nXNpmuvbZdIj9zZvYPwIWt2ZUcuOqK9vwjj+D82VkPeyXgkUfadhw7Blx+pWL35TcZ8g06c6bNtLoKXP0Js89Hm3AW938Ef3N6tvvQe97T7k3k4eqWN9u7sN1Va3xVPoCAY6Z53DxNlsv/njsHPPpYm9/3Mw9f7cv8+Dng4aYc/vx788hrGoXHK3i+fK+kcdUmFgRia6t7HUD7XefpgDYE9qVH2ltw9Gh7XlMLvWnbgZVuH+2GCW+evyfOtYErVlfnFSAe6OBsc1/4d1MLLc6DmMggE7vnhXrFTfG8ueC3n6nYh4eI7kL3N2X3FIAvcM5dqpyLQkT/C4AvFD/oL3DOfVtG3t19eLhvAh+keFKDRzkI5b4vAIDGfM0P5O5+xfFolKzQwDGVtvVHmPe7AZgpkLf9v/V0x0RKuw55vaEJx24bhBmbHzBq+5w4tplibMK262+A7uAydyNMXmZoE0btOmJRsLR2diYCzu3ed21ylELeOwC46S63e5ybSVLEJA3Q/WX4cyPN0xxreyiim/SVumljvfN8y77lG8FqE0zu85R7j6QvUMwnK5Vu97oCk1rNZyq3TN4OzZdOWwCRvn+p71ypb5evy6K0TYeh35F93o9Neve6I7MBiB+0PbnVDoKImaNw0xNglt4PULbRThS4eYwv86wyOSLMTwzkfj0yklRqTwzuL+PZgb4BpY8Mdw76AGpNOcajsfF2ynbxdmjn/XFeJv9y8kkUxw/eLj3SRk3z5l/Hjs37avAB9tmz3TmDz+Pz8z1g/GD3xhuBpzcTHlzz9Nnfa58OHG22AT37eGuL5h+M5zynbfAHP9Seb2Yhjz3wOM437Th6FDh4TdOA666fb9RVT23Lvv8js89nzgBrB7t1PvBR4J7/AQD40D3ncO+9zeEH2qp9P/jnk094+AD8AJuxX2ATGrmhKPfX8YPoC9td0z5pJsfznNkCzjT1+OeTb9D79Kaeq6/u7vMjTQa5KRi/37JtnAPs4bqwM+9bc4RNeI4da69ZborK65F1y8kg7w/e3z7P1lZ7P7Z8f0Jf4NC+rxzva8Qn8b6eJ861k7EVzO73v96u8+H5vyrPxbgX3f0JrgPw4VBiIroDszCfhmEYRgMR8b0B3+6cu21pjbl4GfodWfR+BOwdaRiGIQm9H4MTHufc74/Qjj8D8IlE9A8A/D1mTphfHWnDbQBuA9oobZ09bxSna23PkFCgAs9MKVHDGgCYOUZ7NeUEW93tBBBoIEVxAtgK/8nWvMxfh1cBZJQ1GS1utorcOr9vNkELbnrFrLbNuzbngjfw1Wx1P5WT3ZXvUwib1fj2OOc6kbE8vAc10zttZVwzXeIr4J0oaiyPzM8dzTttYtfLzfQAzJQz/wyxiGsy0ECURlnx95crLCDqROoDgBO3Hu8olB7N7JCrZLzNx2/tnuft3LhlXtHg/cDbefOtbbAJaR7Jn72O2hcxg+PPGjc/46pPLMrb5p3rgBJAgF+bfH5PnAQ2TgoTVXYdHeVPMWOT5m3AvIrs28RNznwf8zo7bYqZtAXUn5gZ3K76evlzcfuLTqNGYTeGZYR3ZNH7sWlD5x3poyNpkaTAVlq56Qowv3Ls83sn55WVNs3qTquYyH1yOHKvDCmFEdoABjxwAG+KNInbRjdSGcRnrqbwCE5cYVlTjnGTOB69DZhdmzSvkZ9lQIaQquPpRM9jSoFfFefRyXb3PhFO+Wvs3gAz8y6vFHHFznP4MJiEdNl8ow5fMvvnK/AFbTV38swZnP/gfQCADzfT8Ace6AYtOHTPTAG68cbZ36M3XAl8yqfOEnxSsy3Vpc9oG/rBD7Y2a76gw4eA62a7FF2/9lGsrs7M23yyM2e60cI8fG+g3b5iTvhcsdD6Vpq5SQVGU1m8anQe7TPon/MttAPssztt2zm+/VKl8WVLU82Qwuif2QOYV0544Iedna4yE+L8NnaVu62t+ah4h1aBFaYkyah3/FldY3U/2R7e7Se+X5XG7r5aLMGu+rndVZtd047Q+7E2aEEVzrltIvpWAL+J2f14o3PuvYtsg2EYhmFMDXs/GoZhjEdV0IJlwIMWxHwTtNVVme6mu5pr7vjqzFJ0HNGFDw0A1bFYU42kQ/quuqA4se/Wg415n4/d9s0c0vnKtLaPj7ay7NH2QdF2cw+VeRPvB+aH4iJ7/2gqQ8hXQVNwQkERNPVgNx3auqNO9mwPF75PClc3uO+NP87T+WeJ3zfNcZ87xscCDMj2S3ggBP4sasEbPLll4gUAACAASURBVI75l2jO+nTr6c5eT1o7tcAamg9PR0GK+PN0rsmXpxyTQRq0vX+gpOXnU/Vrvxf8e8qvyafTvkda4AqtD7q+Y20fy2vS+mN9fR2nzYfHUCAi92NXzRyLd1dAt7r72gDzKgjQ9Y0BWmdrviP9buha5sPD99yJRPDFCvTVVe5H48/zcnw7vB3/9g7wKLseLYABsfN+ZXw3PDCAY2Ip+Ymd7g7umo8RF8l8nVzh4aGw/d9Vdk769hxA10/qoOgcrkh4FYA7zvNwxX7l+4orWgGHVoBHG0XkssZ/49M/Dbj+k5oeveIpbUErTav45j+rjb61dnBXWvnA+7bx/vfPDntXnjNnuj5GPkCCDzF9aA144Qtnnz/hZZ8++3D0KLDVrPU/8FHg3BOzzzzigr/4Bx7Ave+ZySLvfvfs0H0fbpvJQ3PLMN6cnZ2uT5Tc/0Z7fmUYZW1vKs85AE2TOmogD8vu//p8/Jnlz4r/vp7FvEqaQvtu8+AJ3F/NP3OH1uafNR444UkAzR1SA5JoSiff28rnOYfu74UWlICrrzxENf8LtCrvWXTVrx3MNiwrDlowNYjIychG2mBGOszvHlfMSHbNqZxwLmfO3EAzwGWBA3zeVKQmjjaRmHOIZ2ZVfH+bNpJYOzDi+7HwAVvNxo+paHPaNfDP8r5IR/JY1DxtIK2ZrIXy755THMGlOZ+ccMkJRShinUdOWvmGnVrEtZvucnOR30LPZCzanOyP2AB+zhwL3clxaGEg1d8a2iQp1KZYmbHNN2VQjdg9Bub3udKiDPqyfH4tSARfFJGTF94+brLo8xCR+n3X4JPO1EbJFrTAiEFE7kea6F5+cPcYmyDwfS+kc/AOugMHP3DxdiF8PP4kuvv3AHqUNV6nrxesbGnCIicFB9EOcvyGmisrzDwIrYkMN33z5Z8D8Lg4fymAp/ljzUU9ud3uoXIW+mSQt01uhsqvW+tjvmmrNgniAR20CZyHl3mY5fFlXnFFNwqXH8R6h/Vrr203HPUWZZccaSNvPfZYayrGTb18sIB77+1GjANmQTHO+kEy5gepN97Y1uXbceWVbdv4fkM8mtyB65qgCmcexl//+ayyv/zL2aH772/bwSPV+XK4qRaPuMbN2Pwz5Afg/JnmASj89fDAFdoPr4Nu9nhAOcbz+Kbywbz/Tj2KeXMv/qzw50ubpPN28ueGT378OT+x4o4vfP8uOfE6BH2Bg5t2+mvz/cInPNtor9OzwtrEF0D4X1+nz8tN5Hyb34zwhCcVKAVE9NtEdAX7/1OI6DdT+QzDMAxjv2PvSMMwjOmTVHiI6P9zzn1m6tjYaCZtmrmUtpK/AamsdM1IOqviLJSwR1vZ5Wh7aMiV6bmwv4G9ZLh52646wPaK2b2SuzbnlCjeD7vtFf0RCxYQUg+0/Yh2y1fSh0JEa2GBeTu08lOr3rwdMkAAkDaj0wII8L1RtEAKMUVtQ7nXc21V1JyYCZVqlgcZPrsNGb5bT/NXu3YZ6jql5uSYjmpqqzyuld9VaMLXwUNlpxQvbW+e0HMuTR152PUcRc1TsjePfO74vQwprqbwTJMpvSO/f6XrHPwE2lVVrrD4lU4e4lkLArDC8nj4/jjayrVMK8s/oKTje9lw8zC/Mu0VkjXW5icwv8LLzWJ4gAOf5zAAPzO9vPm7w9I9Dl3B4aqUDIsd6jd+HXK1WprLcXUNShp/zreDm0b5Mo+sdM25vIriVZ+jR1sVxJu+cYXnoYfmlZPz262j/ce35x3igXa1nZspeUXuWiZd+DKPHm1VmKuuahUg386rr54pQ8DM/Oyee2afvTndgw+yEOpNhTKIgwxKcHar69zOVQf/f6mu8R/YkIKjjZ75M+DL8HnOi/Kl6SjQ/e7GVCO+nxV/PuV3k5tPagrPDrr30B+LmaiuIr4DsgPmgn8A3SAnXB3m5fK2AXFVhuddwexa34QeJm1EdDeAL3POfbD5/zMB/Ipzbj480Yj4CU9oMO0JDX40kyPtGCe0j89cOqVMORnTJmlysAsAaCKvHSeaM6niG4vKzx5pfqNt5phDNLKbSKeZrKkbVSqDWU/I3ya06atWlowGx31bQr4vrVlja/oUiuCV2qDSH5PXxdE2hwW6fkHSv4NP4LR7kbP/TQwZDSyH1J5Pqecm9VyGTDNTJmISbQKq+QLJPLv1se+uNN0MtWfzTn1/MLC0sT2MPE6Yrd580nx4psiU3pHfgW6kJu7Hwgfb0jRkB/Nma0A4glLMnIUPyPiAT5rFyIGQPM/bwwdPfEAZK5MP5Hy6QwCaOGS7E541dPvjUZFH2wuI/w3BzYzkRIffA+4XxAfD0hyKDyIPYz6CnbZpqk8LAEfWWrMxP7lYXW0nOQ8+1E78+PNzThzjdfLrOId5n6kjrH7fdof2Hly21k6+/F9umre9PTNhA9q/Z8/qG2XywHJ+s0vpaybbLJ8PTmgRQNsEV5vk84mGrA/QJ/S8/C3Wbm6+GIs0pk14wOrhvjf+b8m187bz+ynbzr8z/l5zM7gtJS3vT/k95vXyv/IaUxOenCht3wPgnUTkQ3C+EPnjDcMwDMPYz9g70jAMY+JkBS0goqsAfA5mk7o/cs49OHbDlDY4H20qtpdHyCE+FWUqN0qWR6pDsahLvEwt+pgWHYo7xPNIYaoZXiRAgKwr19SMt1uutmtO6PIaNWd+WZ8kZmLlmDmTRshsKmYSp6lTHHmdsZV+/nzx50czWeJo+7jwPXk8WoSwTcXZnysFsfu6GTAh9Mhy5L13AfMyjdQzElOFcgNpSGJmr7I8LcBArqmaFryDbj2tfo9C/SCJRdwzhWeaTOUduYGuKY1cqQX0SGNS4alxwPZw8xmtTO78zcuUe/poe9lw8y+e38NXuENmcjLq0xFWznm0jtu+PVtK23xbJNoKsjQ54n99O2PR5jz8WqXJnD/GV+u1CGG7TuEs6p3fGuYRzF/TOVYmNxfUTBWluRYAXKbkOSDa5pU2H9Tg8OFu4AGvQMnIbEBXSeDPtFR2zrM6+TMSMumU16PdI2lOpUXik+2UpmLShEu27Tw77suU30MerVB+H3j7/F9NbdRMLWVe337/VyqfQPd3w7fFmzceQLfvfFquJmsmnan+8vh+/y+oCFpARM9t/q4DuAGzHZ//HsANzTHDMAzDuCixd6RhGMbeIajwENEJ59wGEf2ucto5575g3KbNtccB86pOjU1/yX4wQNexX/PvCNZV2A7pAxFTB7RACbyslNN1yrcgFsZbc6aOlclVAWDmd6OpRql7WOKDJNsGxFUnjrZSz/f+yVW6NH8t6S/TKoNtGGR5X3nfpJQZXi/3EfN5YoEjOPJ6YvdL+jaF8kg0pSXmD6aFkOZpNYUodA9S7cz1D9QUK15W6Pcp9j3VlDuvqJnCMx2m+I58JWarn9yvQ6o5W5hf4Q7tP6OtVmtO25r9/QF0w1rHdo3n4Z61/YLA8nA/CLkKfB7zSgj/y30geAhcXo70WZHqk/SRCO3HoylhWvhsYD5owRbmnb61lXZ+HT6fPC59fXhZ3EfnHOJO+LwM/3c7kI7XralwftWfq06873x07QOr7Z4wXAmQiptULblvmjzPvxMcLVgF/85oCqWHh5jeDaGO7v3016A9L1pAEU3tkCoJMO+fpCHr8WUBelCNVVGWLFeGlda+E3wfIP7Xn/fX4e+r9AWK+bVpz7Qv8zfQL2jBYefcudSxsfETHk7OAImf8+c153Z+PmbWlTvQ0sotyZMTLUsGPeAD9FCELM2cLNWOkoGxJOWcLu+FVn+srlT9vB2pexTbsDZl2ufhk2NepmZKqQV04EELUhNMD3+mU3vhpAJLpAbwMp0ss2ThwU/oY9H5Yu3z/499N1MTfi3gg3zmU30ry+TtT5mbavdYm6TBt+Py54Je9Fab8EyIKb0jvwhd0yPNuVjbR+cculHUYpGg+EBQRizjeQ4iPliXA7qcTRal6ZFmaqaZu3jkRMO3l/eRNNWRA2wZnY2bKYWCEsi2XQLdMXtL/PXtk2WGzAq3WVr+DMh2evi1baE76dDQ9k6SA3+eX3OyX2Vt0yY8B9Ca4ckAHMDsGmVQDe26eHvkAFpGDOTwPHyjzC2RTj7Tck8dPsnn3zPNFIyXycuNBbvwZXLTzZwy+XFfh7zvfNEEiO/bpZkV8u+yVmbOAkpsgYSXKRcj3oke+/AAeFfmMcMwDMO42LB3pGEYxsSJmbRdA+AZAH4WwFejncgfA/CTzrnnLqSFbXtcbPU41/lcI+UYrQVHkHVyUzdgfo+W2OqutpqthbaV6kFsRVhTTkrMu1IKT+xYTujwkOO4J2bupNUfUvu0/Fo7ZVmx81q7Q8+PttKvKTyp1X1eXki5lMe0QAq83SE1x9etlSXTyDI9mumddg942+Vx7Zy2909ICZNl5ppxplQjQA+Lnvq+e0JKa46ppJm0TYcpviNfhrQTMl+dfVL8RZOX75gOzC5MU4j46itXdoDwDvChvWa0QAkSOVqRpmAr6Ibd1fYkgTjGj3MFh7c3tirP6/eEFB7fR4fQ9i03f+Nqi1SNeFm8zNAePofZZ58u5miutVOWqZlbpRQ1qfIRukELpBIlzak08zW5+s+d5DU0Mzigq1zIazuHrsKzLdKF4N89qfBINSZWFv8eayqdFgghpDaGPofq4ce4Uuv7mKuJ/Jp4H8tw+GvoPpOh3yZg1l/yt0nrt1XMX/sfoy4s9RcCeDWA6wD8MNof80cAfHckn2EYhmHsd+wdaRiGsUfI8eH5Cufc2xbUnlg7HFC3iqulk8TyhfLEnJRzNvyMqRQhtFXkEh+enHZo5+T5XB+fXHJW/0P5Ymlzz+f4KqVUJ62+mP8H92PhyOAIMk8sFHvIjyrmp6LlS/k8ldz3lN+aTMfLDPmg5QYMSfnwpPLz/tbCReeqOrLumJ9hKM8GgBvW13G7KTyTYkrvyBeju0KubWoJzO8AL3c7lw7vPC33Q5CheYHuij93xtackEO7sPu2S7gdv6aicHUqVKe8HqmWaCqKtrqc4w8g8/OVae7MHfPLCCk8sQ1QucLj4SoFTyfLDpFyiJfKjD8n/Tb4MelvJsvhao7mu5WLVCRkMA5NUeIBHULqmCf0fEiFJ6TuhPpWU2rlfZe+WVKJkopvjsLDPx9EV40Eukqo5m/Dn1/fx4eVcnxZQNe3agtddY2XLdsulbl3oV/Qgn8H4HXOuTPN/58C4F85526PZhwYb9ImB1opUyggbyKhDThiEdlyyuSkHKtlG7Qd4v3xUDmaKVnJtfeZsITK5KQmg7mD2dAAXitHmlkB7eQjNAAPtSN2TalgAAic19ok8/F2ahORVFCDUEQ/3ibte1Rioijz9J1ca8RMvWLHctusTWhcwDSvtB5OyAxUe6ZlhLojz17H837UJjxTYkrvyBdAj2zG/4YGudz0RA5Cd9CdkMgBnJyI+L+pSYHWltCeJTKPNnhLBSDQTOjkJEcb2KYmF9rnGFpkLCA9uJPtCX3mQQs8MrKWrFsjZNLGj4VMjfz//Wc+8YkNtuVgWJo48jZoE2pAN0vkz68WnEEzk9OitPEytc9amdqEB9DvbSzAgFZ/6HvC82oTJ94Huee1ABUhMzsPXzzhEx5tksQ/y+9CasLj/8YmPDnfzy/yP+SYFfQwgC/OyGcYhmEY+x17RxqGYUycHIXnzwF8lnPuyeb/lwA45Zx7/gLax9sRNWnT6KtcxBzzQ+WmzHf6mFCF8kM5FnPmL60zRY0ZnZY3ppKU3IMaQkENduthJksl+8uknPC98/vxxvk9tNLvlL1ZcuoIEVKFQvcw9l3I3d9Iq4fj2F5Hoe9OSA2N1R/7TjhF/coxEdSUVK/W4RXHd+8nz6+ZN6ZMaaUqaiZt02NK78jnIeww79FWOaWJlVyVd+iuUsuV3FA9KadsbZWcrxaHVsR9m6UqsMbScNM7bSVdU3i2lTyhNoX6MQdtZZrXo63aS5OxkMmfLJ+f04I8pFa9eVp5fangDKE9XmQZQDj4gaZQyv1Y5H2VqhBX+7SgBZrpp3wuUgqk1o9aaGWNlCqq3a+UwhNSjzRVVFNntTpDbdPM7LT9rrhyLPcR2kL3N0b2t/bd09p+Cv1M2l4D4FYAb8LsWfjnAO50zr0umnFgvEmbHBCWDu60QZM0h8oZuJWQMsFK5QmZWNX4M8hjtfsBxeoJ5UuZn/Ul9zprJrKpenI5dUs8YluJWdju/wv8xTyxSZnWDm3SEIuYFqpT83mJtTPU1hIT1dQkKRWRTU50Q+mGmviF+n0DNuGZIlN6Rz5LHAv5FsTMzzQTFzlYTg3gQvVIYtHGSkza1sRfX16OSVvIH0bzxQhNwlKmXrkTT4420Nf25EkNonl5fSaovMyc+wnMT6S1vNoAPIU2SeLXpk14UvdDHpObqsaeT27SicB5eYwTmpzEvl81PlepCY+WX7s22d+xa9JMZddYHr7xrfadjJm4auZ670FdlDZglvF1RPQXAP4RZiZ8P+Cc+81UPsMwDMPY79g70jAMY/okFZ6p4E3aOCE1RouAFIugVGJellqhDrUjR8lIKVY5kbO0/XdCaWvOl1JjflZrWieRpkelykksbW1eqfZpKolGrsqRo2Dy+mSZm4H9m1LfH42YKRkwb+KViuKmlSnPaeZ+qWMxxS90LNeMU9tXKVfF0jCFxwhBRO5GhE1t+Kp4yhFenper1Tkmc5oJVChPSDXKVZBCEb5i7dSCE2hl8rS5Cg+vU1uZ5sdCDutam3P7M0WOaVXsvHYs9CxI0ybZXyHFJ/Z/TaHkaP3NP+coPKE8oe9BLH+sHCBf4QmVGetPfj7Vd7HnOERK4fGsoY0cyH+DzjZ/txDu21g9UvW8Bz2CFhDR5xDRnxHRY0S0RUQXiOiRVD7DMAzD2O/YO9IwDGP65JhLvh7AKwH8EoCbAbwKwHPGbFQIuaoaWg2Wx6WDf8zpO6UuhBSlmA+F5sPD/S60VXWfD2jTha6XrzJrDtha2hBDKTuxMlN9nHKSD+WV6oX0tYjd9xOIqy1aeOKcNsl0vE0nAEB5VmP51bDVgTyq+hBRCIH558dT6i8Wa4/HKzu7x0/q/ZkKEhGrU0tX+p3IRVOyTohnMKc+ribL/p7ftcmYAJN5R6YUkVg+rrCk0sbq88e4Y3LIHyG1ohuDt1PzpQjll74Bvn38L8S53NVwXod2Hbn+H1p7AT2ggpaOk6vK5KzSa6pUys9EKmncRyyUJ1R/LE+uf1FK3alVzErzlfjo5H4nQmlS9cjnIcdHjOfPeS7k9fi0IfU0R+EpaSeQF7TglHPuZiL6c+fcpzXH3uWc+9yM8gdDM2lLERpglJptDWFipUW0ku3oGzAhZ4+WULt8O2Q7NdO9UJm5/a3lT5nrceQEVh6ruVc59zin/FB/1pg+aWXyfKlJSGoiEHvuTomJVWqy6I+V9H1OJL7SwBIlpoW8bpk+tUASMxsseZY0Yosm6+vrOG0mbZNiSu/IG5rP2qBR22vDUzIAl/lCpEy9YvXH6isxh5LHV1n52gSPm2BpAQJyNgT1f1PXkTPB4GXmpC05L8sPmQvFJkw5yOdOOpqXBkpImWVpkykZwEKbKEP5zI9pz03quZBl1kym+uSTlJgqxurPnfDKPN6sMWSaWWrSprX779AjaAGAs0S0BuDdRPQ6APcBuDQjn2EYhmHsd+wdaRiGMXFyFJ5nAngAs5Dl3wHgcgA/7px7X1FFRF8D4H9v/vsYgG9yzv235twrAbwGwM84534kkL/XPjxasIGYE3LO+VxqFaIaB23JEOY6Ndde0rehvKE8Gpo6VaJ89L3HvGxNueGhqGPmWjzwRGxPGskpRTn0dAIFsH1/+gZCKFXZeDmp/W9289wyb5oYKl8jR+FMnS8JNw3kKbU1QUw2YEELpsgQ78i+78cmnbu2+aypINpqaE54aVkOJ2Z+lDJNCq2q55r51KgDoUAE/LymSPD6Y6pA7n4rJSZUNQpP7kp+SGnix0L75+SQMgfU9lEJoQWm0JQdTX2Q6k7MfDJX4dHCnofoa5KWSp8KHKGVX6LSaaRMR7X6clU6rb9z6gKAe9EvLPUHmo9PAPi+jPpC/C2AFznnHiaiL8LsXf7ZzblXAvgsAD9HREedc4/1qMcwDMMwFsJA70h7PxqGYYxIUOFp9hUIyj/eVrmqUqKnAHiPc+4Zzf/fAeDLAfwsgA3n3KNKHgfoAQCA8f1xYn4oG+C7rN/t2xvNL30kIM5reVJtyqFUNaqFqy19NjZN+XKAna/xiSrpQ5k2FMigpvzSdDJtrorGfYViPjqxekPpS3y7QgplajPTWNtK1Kmc8mrLTClifb575sMzHcZ6R9a8H5t07hrleGgFFchXJPjnGt8TbUVXOrTH1I9alSO1iuz/xhQH6Vwu27StHAu1uUTpiqWr9d+JqXCpurjvTS4hhYcTU9S049IHSKtHU3BSPlfyHMQxTeEpVedKAgDsdTR/m5Qip+XPVcf8+fsRVnhiE55nxgpnq1rFENF3AXiuc+4bmv9/LYBvB/CzzrkfDuSJmrTVDP5zI0+l4AOkTdafx5tJT665lBwoaY7uGrmD3KS5U2IAn3JULxn8DcVQZWoT6ZwBukbq+awxywrtj1NSTqxNNee19Llp+wboyA2QoR2rnUSlJiya6VvNfY99z2zCMx3GekfWvB+bdO7qSLklE55cMyMtT2iwHJt0QDmWG8hAlqkdiwU64MdCTvq8bTHn9dDAWZvsaelixySlJoapvFq9OZOP1MQuZtImA0YA8/cgN2hBH7PJlGkfn5znTpJC7QiVH0ubujYt7RjlxI6lykx9H3N/F1LHYxOe4IS9z4QmBhG9BMDXA/h8VtdbALxljPoMwzAMY2jGeEfa+9EwDGMccoIWfA6AHwPwyZhFlTsA4HHn3LFk4UTfAuAbm/9+MYCrAPwKgC9yzt2Tkf8OzKR8ADiSSh+i1AxIU1ZSq/vSpA1oFR6ev8QMrzQIQcl1llCqBAyhwsWUqFwlodbEqsZUMqctOeX1dbIvqcsHRzgeUPVK+k4e66vg8LJrTPf6mCryY/z4kCakpaqTVHjQblANAG93zt1W0CxjQGrfkX3fj00ZnXekVHhCK7Exh+CUGpJLjqkYL19bQS9x9pakzK9S6pOG1qYcx/9lKDyxdH0d1j2hPk6t4MfaIU3WYgpRjcKT6m/tc8hsMVRGLB0/3+f5zkWa8w1NyXOYqzqmVKVYPffP/qjvx6x9eKBsquac+55oxvlybgDwOwBe5Zx7V0neJn/xPjwa2sBiqMEZ0I2wlfKR0EzqhhoYx/LllD9kPaXmfDnllG6EOaQZnSybk2NiFSuLX6eaTvHBqRlMl0zwUteZO2HgpPb+KTE/49Q8356ae1Ri8sbryY3SJvMcefY6nvejZtI2JYZ4R/Z9PzZluKvEsdrBWWpwmjNAK53wxCZhNSY/OZMXmS412as1Y+pblkZsIMiPx66pdiDMy45NSBA4n9sGLWpeqkzeptSkFCJdKE9N/px0Q090UuZpy6bGVFYjNvl5AP324YFz7n1EdMA5dwHAm4io5gf5ewE8FcCPNw792865myvKMQzDMIzJMMA70t6PhmEYI5Kj8PwBgJcCeANmatF9AF7tnPv08ZvXacdc0IKQMlPjpJwitit8qE5Ozsp5auU4Vd4YDGneVbJCPoRJW2mbQudC50P5+6hKoSAPNWpgzbX1cbKXeYZSE3OflRrlpaRNJf1dY+aZ03YLWjA9pvSOvEIcG8NUJtfhXebx+dYy86bMkWpXs3MDIPQxGZNpY2WNac4k0RSevv3l0QI+5JhHpsyccvcB0pTDXJM2jmbGpp1PHdOO9zVjy1FZc9TaknpidfUps0/aWHtiCk9OG25r0n0rgMcBXA/gKzLyGYZhGMZ+x96RhmEYEyep8EyFvj48fX1j+jgsh/aikarR5p3ruPvEzIF8KJ8i3o6QctLHH0FLM6QCk0vKTyUUdnooH5+Yk7s8FlIBa9shy8y5H6E8WgjzlKLByVWTar5ny3iuZP3AsM9Naf03rK/jdlN4DAUicsdQ558jia3wlqy+phzNeZ4c5+RSv5ealeqYSsFX6GN+Qzn91eda+q645wZsKK2H+2zJYzXlaGWm/HZ4mhKFRgtGoVF6HEjvd5WrOtbkzWEMn5qh6ih9Lh9E3T48XwLgOufcf27+/ycAntacfo1z7pezWzwAROQWNeDJMUdL5ZWTi9xJQd9BsMwfmmyNTam5VSpwRK1zeYpFD7BlmaX3O9eMs7QdoTS+zEUM8LWgBbwdAKo2Jo1Rkz8n4EPMpC2151OsXpvwTIcpviOPon4ANLZjc8qcqsYpPGVGFysn1q4YuXXGJkahckpM5mJ5c/OkJjy83BqTpNS+RrnlyGOxyXPJ/asJSlCSRgvEUVKmJPR94fdoiAUOWWboXCklz0LNdewAeAh1Jm2vAXAn+/8hAJ8F4MUAvimjbsMwDMPYr9g70jAMY48Q8wNbc859iP3/nc65jwH4GBFdOnK7VPqu5IbKkKu8NSFttV3WY4RWg/1xd+c6qNkfpWQVWKY5cVJfhc4N61xDSMWItV+2Q+bJVSOGTpsqp1S5KwndrCksOfcrp79zVJvS70RKLUmpeDeLZ1XWvYH5/H2DWaR+D7QytX7p/BYk6jmR+Z2T/XUCwHpeVmMxTO4d2YeSMMq5q60pBad0pbg2LPRQ1NRZow7wlfoahSWXIRzcY+VuI26KJp+RUDk8fypYRUl/pxSePv0RKrPPc5l6/kPHSq9D1qOpoEN9v7Tnu+Y6+prVPYX/xzn3rey/T4NhGIZhXLzYO9IwDGOPEPPh+TkAv+ec+ylx/DiAFzvn/ukC2sfrnWtoaIXdk7N6G0oXIjeMbI7vzKIdn0tWwHOd8LU8fVfdU+3JbVNp3ctwRJd18/rHDrThz2/euY7jjZoYSpsKy55bpywPaL8nWScFnwAAIABJREFUJf5JffompeCUlq+1Lfd3qTTcuIWlng5TfEceEceGXrUeghI/F43YyvaQjtG5lCgOJSpEjBK/ihp/npJ6c8oF8sNKc1KqYm7wBYn0qQn5w4TSyPP8XCxAQd/7PsZzs9+I+fDEJjxXA/hVAE8CON0cvgkzO+Uvdc59ZPimhglFaZMDhpTZzNiEBiulA6iNAsfmZQ/Ux3ZkB9L3NDVY5iw6shavk5sqaudzyhuq/UOZ9pXUVxuFDghPFGKTxQ0lEMIYfVjyfa9ZdPHpLGjBdJjiO/LwIivsCTeLqR2ITSFCFVAePEHmWfRANHdiU+vwHiMnkEFp38gJT2zylJqI1ERMS+2vM5T5ZY15WgnLnhD1DQiyA+AMwhOe4KTbOfcAgM8loi8A8Pzm8H91zv1OtMWGYRiGsc+xd6RhGMbeYV/vw1O7up+z6jrEKnEfU53a+koc+kPtGEsZGOrac0MF55QzhhLQx3ytJC1PV2OSVmpuVdpO7VnL/U70fVZKri32nSgx4RsinLiZtBkh9prCk6IknPNerrMvfVflY/lD52LmZRKt72KBDGrhCo9cyd+BHho6Ro6JYB+1qDbUtdaOMeDml2OroEMSU3gumglPiZ3+skzEhjTHqzGDq4kwpg1SUxOFkolXzT0o2TwzlyFN4/pMJEp81LRjQ00UTpxcjgmlJ2TmFtvHp2aiW/KdHPpZ498tb+JqEx4jBBG5tYx0ob06lj2oH3oAlxt1bsh6c/twrMFq3z1vYn4q3FRM67ua/Vo035shIscNuXdMiEVF7Mth7P1tatKG6hub2IRn2SZ7hmEYhmEYhmEYo7EvFZ4cs6yScmr26kixqOAKsm1jqDFDIPtjKIWHl9fXYb6viZeGu3O2swoPZJBLyXVypUDLI6mNtDe0Ohp6fjlDmGnm5E9FBkxde67yyNPJPBa0wAiRq/Asm5RJ0NB7waRYRsCERZkjleZJmVDFghnUqiqyTNmOIVSF3H2jYmllmbKNQ6g3tc9Ubh/1/b4tQjkLlZ97Dx+BKTyGYRiGYRiGYVyE7EmFZ6hV5NyQx5yY74o8X0pINQrV2beu2rypMkPl5ipmqbRDovXnZqO63H3i9FxocElKHYvR9x7mUrvXTI0vVN/rGTOwRG5QgpL6Q/VwHyCgq9acCPze5NRpPjxGiL2i8ORSErp47LrGrH+K/jypMjWlp2b1X3OIT+3Xo7VH1hVTMmpVCi3sdB9lJVU2p2QvpdK6p6p61Kp0MYVnT054UixzXxpOzYRqbEoHdykn+No2LPPe8IGnZuLVh5SpY4k5VElgiVxSJnRDTdhry0xNijXGmCiXRpgrqbNPP9mExwhRMuEpHQSVmCZNkT6mPCkTvLEZMwpb3zJzNiuV5AzqS/YBSpXrz6UmZ6kyx7j3qYlOjKnsx5P6bg258W6sXb5MM2kzDMMwDMMwDOOiZE8rPCXqQ22Y5lieGCnzrlTdY7EIM7i+AR1q6h/CLKkkSAXQhgruU3ZOnw4VhGNonNsEABAdX3JLWnKCAQB1il6JSaasc6gw3qbwGCG8wrPs8NKcRa+oju30PSWGCtfcl9w9dUruTa6CVKuQDGWKVkMfVSdErgo5RjCLqbFvTdpS+4v03Wenxl9myDq1c0NNnrRry8m3aIYyC0z5RAH51z5Gm3LSoiB9KfKaZL/kTDZrfZKGWmxILYDwiWpsvx6fBghH5Ot7nTmTWOkLZPvwGDGIyJX4PyySvgPtkNnMGAOxZU7S+u6jo5Wpnc/19chpT2py0vcexaK4lZQd6+ccX6CciZdEM+Ga4uRhL074Q5hJm2EYhmEYhmEYFyV7WuHhxFbqS/aaGcoEK7XPTkmb9jM1CktNIIWx+7NWgRlKESktcwOtisGjhg0ZHW0Rkd1q7iu/9pRKl/NcAeWqT61KaAqPEeJiU3jGYi+vAmuKAj82phlcTQCDmnbUKnu5ClaJ0lXaDlN3xscUHsMwDMMwDMMwLkr2jcITo6+CUxIIYciwuDEnaG1leFEBApZV5lD+TZ6+YZJL8vQNWtBXvdKufdnh20vvh6YGhtSaPv42td+j3KAauc+vdswUHiPElBUeYLl73dQw5Grw0I7kNWjKSImPTkn5NWGlSxj6Wcrx1akJqdxn757csjm1ZceUrr2iivj2PoZ9FrQgNpgZckIzNjUDvqGurc9+LEP0V2xSwMk12xrrHg5tbtW3nangC7WD+j6D9RoWGbBhDJO53Ge1ZKKbY6p4w/o6brcJj6FQM+EZc0KRGjguqh1DUOOwPnQ9Y5Oqu+9gujZ/zmSxZt+o3LJr2SloR4qSydZemaB4horu59OdxYRM2ojos4joAhF9JTv2HUR0moi+atHtMQzDMIwpYO9HwzCMcViowkNEBwD8NoBzAN7onPtlIjqK2aLmqwC8zTn3JYG8bqhV/CHNzjyp8Ng5K/1Drv6nzo+9al5zvo/5WCrfVFW8ZZuVATO1Typ9Of1V6nivhVnOzYdAe1JlLkNJAubN7ErMYvk5M2m7eOjzfmzyu6mt7i6qPWM4pC+SXAVp7LbGyu9bd42ClLu6X9o2WW6qj3PKH2N/nVAdIWpVuqmYXHr6KHRTUni+DcDbADzAjvmG7Q3bOsMwDMMYHns/GoZhjMTCFB4iegaAtwL4AgA/DeCkc+6Xm3OvBfBPAPxH59xbA/mzwlIP5SieQ40PRUmeZa7+p1bvUz5Ay2RMpShVvnSi76PwjHn/5fUu6llb5DXF0g0VBnzRm9CawrM/6ft+bNJNTuHhjNG23BXvsZSCoeizqeUYpFSOEtVJc36PlV8TFCBVtixX5huij2tUidzyS/okV+UZakPYEGOoqTltjik8i5zw/BKAH3bO/TERvRnsBz2S5w4AX97894iWZsxIaSUswol+Ko75YwUtGJocM6JcZ/1QmqEZ+7lJXfsYAQr6Mnab+gY1qM2bW7YvnwctwOx33fN259xtIzTBWBA178cmX+cdOeUJj0bNgG/MoAd7acKTk7cvoYlE371qho7iJp+PWBCD2mcldY9yopqVTqyGeK6n9JuwqAkPAu/HUaNYEtG3APjG5r+XA/h5IgKAqwB8MRFtO+d+NZS/aeRtTVkm6RuGYQBwzl267DYY/ej7fgTsHWkYhiEJvR+XEpa6ZAWL5Vnqj/kUTH7GDmrQlzFM9Mbud009cG4TAEB0vDjvkG0KqZZD9MkYz1JOCOdlhoz37dioCJjg8wF5poqxsvqo0WbStv+peT82+SZt0paiNrTw0PTpw2XsXbLMQAapdDnqlDSxGuI5WHTo8x0MZyo2Bnvhd6HEFDFWxiRM2jqVjjDhmeJgOsVQ9v+eIffpkWmAfgO12jx9WfQk7NQtwImT7flU+bnPQG47Q9HPtAF6yqQNyvkUQ00Ca+9Lji/UIiaquff9BLtX5sNjAMuZ8AxhMrYXBlU1jDUAH5Mpbfg5hbKHZJFR2PZKn0gWtWmvxjmEJzxL2ZjZOffqZdRrGIZhGFPG3o+GYRjDsxSFp4YSk7apKAl9V8tj9WjkKDVTcPpO7QeUWoFfxp46NXsYDam4xdSDWsVijL2UUvUtSoEsOd+HoZSo3GOm8BghvMJTsko85mp1aYSrlGnTfmCK11TTpjGcz3MirdWWPWSZy4o+FqMmUt5eI7ePtjCdfXgMwzAMwzAMwzAWxr5ReIbcWye1h8cQ9dQytPP6WCxaHcj13yilb8jioUMdDxkYoOTaxnjW+viG9fkeDPGsLMuHzRQeI0TqHVmzk3kNuT5AmhpVUuZ+YdnX1qf+mrwlYbbH2AenJgT0GD5sQ34H+wRpWPbzp1HbNzsAtjExH54xKBk0xc5PeSIxhHnPUHWWmKJpaWP7wsi08rx2j8YaiA9tNpZzD0PBEICuk3unnh7BD3LusWZuBXa+htwob6E2aeXkPP9jf8dD1zF0BDvDKGFR0aO4+UzfQWRN3VMcwMWo2YhyrPolOaZSQ2+eWeO4X7pZ6Rgbfua2e+jnvu9CRt+NUMfYS6mW3E1XDcMwDMMwDMMw9h173qStxgQmRcqkKLccYzhqTNpq9kopqTOWT9YXem5qFKAhqFVTUmG0c747ofOp8rXAEbGycuovMRFc9Hd/A/PKnZm0GSGWvVfdmCxz5XkZ5KgDi7q+PvvwAMM55I+5t46mRo6hOMjgB1N9RktVozGCTNSWFTNpm2p/G4ZhGIZhGIZh9GZPKTx+NXZoR/TQZo2LYsiV45RisCjn8zFYVKCDqZEbSAPQ77U8Ls8vsg/6BCpYFkO0b4hnbQPADevruN0UHkNhPys8nloVwVZ2ZwzdD4vs1zE3s1xUQI+c8mV4dn7MmKGF2fbHYgrPnprwyGNjD+j6RkQbMv8U6Otg3cdMKGfiJk3YQuUuw2G9T/5Tt7TBChYVLa7kXi9zH5wQNc9V6PuaMuPLqdMmPMbYXAwTnr4M7QBfUu5U6dv22GRhrH4Zw4RqjL1qFh2gYIwAAmM/20ObtO3ATNoMwzAMwzAMw7gI2dMKz15iUeGiF8EY+8v0aUuozNJ2Tk1R8yzCLHEoclW2ZTBGv5WoPym1MSfIhgUtMELs9XfkohjT+T1Wx9SZohozZNmlIdJLzCcX8UzlkmpLrM/GNA1dlKlgTOG5qCc8yxw4lgzGl2EON1TfjDExC0Vkm7Lp1VSetak8F2MxtJ/XkO0Y4vmzCY8RwiY8XUo2Nh2r/r3GVCYnY5StPQs1A/zQ5GGZz1ouY0fSG6PsFFp0vX2x8eizn/3sQct7mi930FLz686tt6adfa9tqL4puc4+ZebUk7qmMZ+HqTxrU3kuxqK0fWM8n6F2DPH8XX/99Th9+nSfphn7mKHfkXsZm/CUM2abx1yhqZ3wpFYItDa7wPm9sNoQugd92x67t2P3i7yvf/03fxNMe1ErPIZhGHsRU3gMib0jDcMw9oFJm4eIHnfOXbrsduxlrA/7Yf3XH+tDwxge+171x/qwP9aH/bD+G4e9qLoahmEYhmEYhmFkYRMewzAMwzAMwzD2LXtxwvP2ZTdgH2B92A/rv/5YHxrG8Nj3qj/Wh/2xPuyH9d8ITG7CQ0RvJKIHiOg97NiVRPTbRPTXAK4hoqc0x1eI6GeI6F1E9PylNXriENHfEdFfENG7ieiUc+42IrqWiH6HiN5BREeX3cYpQ0QvJ6L/QUTvI6L/o+m/5xPRHxHRW4hoct+jRUNEh4noT4novxHRe4no+5rjbyaiv22evXcT0Wc0WX6aiD7Ojn8vK+uVRHSaiL59KRdjGBMm9o4E8DnNu9LekZnY+7E/9o5MU/KObPrvxfaOHJYpPoRvBvBycez/Z+++w20py7uPf3/ngIIoWMAG9mgUEsVjQdSoUTQSW2yxYomxxRJLEksSE0te8xprLC+WGMjRRCWioqCCMViiInAkItHYjQgRGwio4OHc7x8zy7POYnqftX+f69rX3mvqs2atPfc8cz/PM88H/i0ibgr8W/oa4F7AKcADgecOVcCZ+u2IODgibpu+fibwDOBtwKPHK9a0SdoMvBE4HDgQeISkA4HnAPcHTiP5Hm50lwB3j4hbAQcD95Z0h3Ten6bfvYMj4oyldT61NP0lS9MfDtyO5OLNFxtmuzoKx8iuOT425BhZmWPkyCZX4YmITwI/Xpn8AODo9O+jgd9L/95MMgz3Dvod5n0d+dhVc3vg6xHxzYi4FHgXyfdxM8kQ8z5+QCQuSl/unv40HQJycTwDH1uzXThGDsLHrTrHyAocI8c3uQpPjmtFxLkA6e9rptM/CtwVOA549Uhlm4MATpR0uqTFA93fALwZeArwjtFKNn37A99den12Ou11wPHAocCJI5RrciRtlnQGcB5wUkScks76G0lflPQaSVdcWuXQNL3/4ZXmNseS3BU8LSIuHKj4ZnPmGNmc42M7jpEVOUaOa7exC9BGRGwnSe1ZsTtFxDmSrgmcJOkr6V3Cu4xdsBnIfNhyRHwBOGTowkxZRFwGHCzpqsD7JP0G8ALgf4ErAG8Bnge8BNgG3CAiLpL0u8D7gZum2zmanXerzawhx8hKHB/bcYysyDFyXHPJ8Hxf0nUA0t/njVyeWYmIc9Lf5wHvI0lBWzVnA9dben0AcM5IZZmFiDgfOBm4d0Scm6byLwH+kfS7FxE/XaT3I+IEYHdJ+45VZrOZc4xsyPGxNcfImhwjxzGXCs9xwGPTvx8LfGDEssyKpL0kXWXxN0nnwS8Vr2VLTgVuKulGkq5Acrf0uJHLNDmS9kvvWiFpT+Aw4CtLF2Ei6VfwpfT1tdNpSLo9ybnoR2OU3WwNOEY24PjYCcfIChwjxze5Jm2S/gW4G7CvpLOBvwL+FniPpCcA/wM8dLwSzs61SFKnkHze/xwRHxm3SPMREdslPZ2kLfxm4O0RcdbIxZqi6wBHpyP2bALeExEfSod23Y+k2cMZJG3iAR4CPFXSduDnwMMjomkHTrMNwzGyU46PLTlGVuYYOTL5+JmZmZmZ2bqaS5M2MzMzMzOz2lzhMTMzMzOzteUKj5mZmZmZrS1XeMxakHSUpJdVXPbbkg7ru0xmZmZmtpMrPGZmZmZmtrZc4TEzMzOzXkia3CNQbONxhcdGIelakv5Z0jclnS7ps5IeWLLODSU1eiicpB9KeqmkL0q6WNJ/S/otSR+WdKGkj0m6Wrrs/SWdJel8SSdLeoykD6Xzbi1pW7rOu4E9VvZzX0lnpOt+RtItK5bvM0vv8ZEN3t/jJL2h7npmZjYtQ8ZHSc+XdJ6kiyT9l6QHSnqbpBdK+g9Jr5d0gaSvSLrH0nonS3q5pC9L+qWkD0i6+lJZQtITJP0P8PF0+mpsvUU6/SaSfixpS/r6umnMvlv62vHRWnOFxwaXPj34/cAnI+LGEXEbkqczH9Djbq9M8hTjewI3A64GvA54IbAvyf/CMyXdDPgX4FnAfsAJwMvTYl8hLfdW4OrAMcCDl97XFuDtwJOBawBvBo6TdMWywkXEHdM/bwjUPqGbmdn8jRAfvwF8Hfht4MXAO4C/BM4BDgG+SRIj/wo4dlGpST0GeAXwMWA78Pcr274rcAvgd3Ji6wclXSEivgE8D3inpCsB/wgcFREng+OjdcMVHhvD3YFLI+LIxYSI+E5EvB5+dRfnU2kmZZukO65uoGgZSX8m6UxJ/ynpbyU9BLgCSSXko8CPSZ5q/M2I+ALJif6mwHOADwPHR8RJEfFL4JXpulcH7gDsDrw2nfcT4BLgSZIWFZ03A+8GXgT8McnTlX8/Ldom4P+m5X2zpO9I2jct80XpMn8L/FaaJXr26p0pSR9auuv1eElflfQJ4E5Ly+wn6b2STk1/fjXPzMwmbdD4CARwS5KKzgtIKj8nklQuzgO+DJxCcnMQ4D5Lu9oKfAu4jKSS9PuSNi/Nvw3wOeCNJBWV44G3An9BUom7QfobkkreNYAfAbcFHur4aF1yhcfGcBCwrWD+ecA9I2IL8DAuf9codxlJh5Nkcg6JiFsBr4iIfwUuBV4WEQdHxM+BHcCPJe1HcgJ+I3Aq8AngO4udRMQO4AckTdeuC3wvIkLSHsBRwMnAW4DdgN8CngtcH/hT4MYkFavHp5u7KvCFtMzvS5db9XzgU2k5X5N3gCRdh+Ru3J1IslYHLs1+HfCaiLgdSQbqbXnbMTOzSRk0PgJXSte5Lkkl5yCSG3sA3yeJjw9Ol//3dLmF7y79/Z10vX2BRauGh0bEb5LEx8PYGVt/mJbtbHbGx78iueG4B0lFyvHROuWOZDY6SW8E7kxyV+t2JCfNN0g6mOTO0c0yVstb5jDgHyPiZwAR8eOS3d8B+CTww/T1t4DfXCqbSNLvXwfOBfZPp/16uuzV0kWPJqnw/A3wROBOEfE9SYek0yA5kZ+clusjkn5SUrYihwAnR8QP0nK+m12PwYFJMQHYW9JVIuLCFvszM7OB9RkfgauQVGj+C3hyRHxe0hnAnun86wMfiYhvpa+vQ9LUbeF6wFlLy/6SJJZuSad9Nf19NPB6kowOJE3jBOwF7J1OuwuwD/APwEOB80sOTRHHR7scV3hsDGex1PclIp6Wpq5PSyc9m+TO0q1IspC/yNhG3jIiSdFXtbr8e4DnK+mc+UmSZmm/JGkG91mSdsrPBD5Nkn6/GcldL0gqQE8BNgOXSNqLpEJV2oenwHZ2zcQuD5KQ9z43AYemmSwzM5uPIePjXunrSyFpBgb8Bkm/HkhaJdxM0u4kmaFbkPS9WXg0SZO3TcBLgH+NiMu0VJtYcjZJc7gLSSphz033u2iutj/wuYj4Q0lvAR6bsY1Vjo9WmZu02Rg+Duwh6alL06609Pc+wLlpc7IjSCoQq/KWORH4g7TjI0sdLHew867Vss+SdKzcN339A5KT+OtJ7lTdj6TtckTEpcCDgMeRZGpumO6PtAwfIMnuXIOdHUHvt7SvX6T7QtK92JkdWnYhyV23hW8DB0vaJOl6wO3T6acAd5N0jTQYPXRpnROBpy9epHf5zMxs+gaLj8D/Aq8Cbg2cRNK64T+WtnMacHOSfjV/Azw+In60NH8rSTOze5JUNp6ZTl9UmG6S/j6CpP/Oo0n6w36VJDY+BwhJDyC5MXhquvyHSPrO/qril3J8tMZc4bHBRUSQ3C26q6RvSfo8Scr7eekibwIeK+lzJBmUizM2k7lMRHwEOA44LU3N/0m6/BEkgwucIWlPkrtSb0lT3k8iaee8H/DuiHhfRBwYEftExF1JTqr3kHQ2ScfK/YB7Afcnac/8AJIK1ZHp/s8FbhIR1yEJBpelZfg14MaStgGHp8utptG/CGxPO5Q+myT4fAs4k2QAhW3p+zwX+GuSCtvH2LXN9zOB2yoZgvu/SLJOZmY2cUPHx4j4c+ARJJWfuwP3JolNkLRu+H2SCszPuXws+QbwVJJMy62BM9I4eXWSpmPvknQmO+Pj+0iaxN04ja3fTMv1AZI+r7+VxsffTstw1Mr+HB+tMSX/W2bWNyXDU18WEdslHQr8v4jw3SUzM5sUSY8D/jAi7pwz/2TgHRHRSad/x0fr2+wyPJK2jl2GufMxbKfF8bs+cKqk/yQZNeeJ3ZVqXvwdNOue/6/a8zFsr+ExdHxM+TvYj9lleCRdHBF7jV2OOfMxbMfHrz0fQ7Pu+f+qPR/D9nwM2/Hx68fsMjxmZmZmZmZVzSbDI2keBTUz61lEZA37ahuYY6SZWX589HN4zMxmYsuWLWzbVvQQdtvIrl1xua6aduzoaDvraOhjM8Zn4SZCwxj6OM/5cz2nYJ4rPGZmZhtElxczTbblSlK3xjyeO5j3xfFcLD5jH+t2fPzMzMzMzGxtOcNjZma25qZyd3O5HM72NDeVY7dcjql8x6yZdf/8XOExMzNbc1NsFrOulZ++38tUj9UUv2NmC/5empmZmZnZ2nKFx8zMbIOYanZgE74gMbP++PxiZmZmZmZry314zMzMNpAp97VYlGmqmagxzeWYTPn7ZRvX4N9HSZslfUHSh9LXB0n6rKSjJfn/w8zMNqwhY+QO5nMRbWbWxhgVjD8Gvrz0+jnA/YHTgHuNUB4zM7OpcIw0M+vYoBUeSQcA9wHetjR5MxAkN5o0ZHnMzMymYqwYuQNne6x7/j7ZlAyd4Xkt8Gfs+n/wOuB44FDgxIHLY2ZmNhWOkWZmPRhs0AJJ9wXOi4jTJd1tMT0ivgAcMlQ5zMzMpmYqMXIH0+hsvglnCGwayr6HU/h/sXJDfk53Au4v6dvAu4C7S3pH0QqStkq6WNLFQxTQzGwOFufF9Gfr2OWxTkwmRrp528bh5oyJHQU/ddbt0xDbX4fvQV58VESMUZi7AX8SEfetsc7wBTUzm5AtW7awbds2IsL9HddY0xh57Y7LMfad67lefPVV7j62u7zNPj7vsb9DVXV1bPt+v0Mcz7l8ZlnOgdz46OfwmJmZ2eX4eSrrbfUif6N93nOsQFpzo1R4IuJk4OQx9m1mZjZlU4uRU+nXMxd99T8a6qGs617xGSpzONfjuK7/7+v4nszMzMzMzAA3aTMzMzOzDWCu/cKGto5N89blfZiZmZmZmV2OMzxmZmZWaK79EcYyVH8bq2bMz6HL/50x/g+zjt0czwNzLLOZmZmNwBfw9Ux5qGdfAA5rnf53mjyvaGz+vpuZmZmZ2dpykzYzMzOrzM3b6ply8zZ/hsPq6n9niv+DU2/6NqWymJmZmZmZdcoZHjMzM5uUKWZDpmTKWaMF31G3KWV9XOExMzNbA1Uvfru64Jhis5opm0MlxYaxg+5GbZvb/99YlaC5HSczMzMzM7PKnOExMzPbQFbvsHbRgdp3T6vbRHdZnilmjfxdqKbrAQy62NZYujgnlf0PuMJjZma2gXVRYXHzNrNm5v5g0j70UYGf+zExMzMzMzPL5QyPmZnZBrcud4bN5qrLpqFTGh1tKjb6+zczMzMzszXmDI+ZmZkB7e8yd5Up6rJj/zqb0jHq6g76FAdiGEqfAxAMeTynmE1xhcdGVfZPsRFPeGZmY5pK87ai/c85Nsy57H3J+qyXp03lmA35rKup/B82McUmdWPv38zMzMzMrDfO8Ngoqta0s5abyp0eMzMbR5fPLhlKl/ucWhxs8nnUWWfMZm5N9tllhmMdnrMD42d95nzszMzMzMzMClWq8Ei6gaTD0r/3lHSVfotl66yLzqxmZlPhGDk/mzJ++rKD9c7u1NX38V7V9Hj18bm13WbXZRpbF8ekqtLvnKQnAv8KvDmddADw/j4LZeupy5PcUIHKzKyIY+Su5nxO7qPcXV3I9XFh2MW26n7ec/lu9H0BviPjp+n666LtMSlT5bv3NOBOwE8BIuJrwDWb7EzS9ST9u6QvSzpL0h+n068r6eOSPiDpyk22bWZmNoJOYqTjo5lZf6oMWnBJRFwqCQBJuwHRcH/bgedGxLY05X+6pJOAxwDPAG4MPBo4suH2bYKGuKPjZzaY2Ui6ipGt42PROXAud9bHtnqTn22zAAAgAElEQVSc2jSHamOo9YfqED+X79+Y1xFNP4u+P8O6x6TLMnT53qpUeD4h6YXAnpLuCfwR8MEmO4uIc4Fz078vlPRlYH9gMzszWGqybZumuZzkzMwa6iRGzj0++lzfXtu+HV3tv80oqlNS55hM7YZpF5Wfuut32fyyaRnqbrfO9qtUeJ4PPAE4E3gycALwtgrrFZJ0Q+DWwCnAV4GtwAXAI9tu28zMbCCdx0jHRzOzbimiaeu0FjtN2iF/AvibiDi24jrDF9Ram8NILFNSdrzW4T1ac1u2bGHbtm1ExGTv9Fs7TeJjul7sW2G5PjqYT/1Of1tNOpT3te2m6zRR9rlW+dy7/m5Uee99fl5tt+FRahN9vY/zIDc+5mZ4JJ1JQTvkiLhlk8JI2h14L/DOspO5pK3Ag5rsx8xsXUm6eOnlsRFxxGiF2aD6iJF14mO6vGOkmdmSvPhY1KTtvunvp6W/t6a/HwX8rGEhBPwD8OWIeHXZ8mkhj0jXdYbH1ladO6nO8lhE7DV2GazbGFk3PkJ/MXIqmZ2+n40z1jbn3Lekjr46r4+5zT4Hk6hyvOr2s5qq1ePQ5fvJi4+lTdok/UdE3KlsWhWS7gx8iqSt8+L9vjAiTqiwris8M+QmbdW4KZtV4SZt09NVjGwTH9P1C5u0ddmUrYvz+pQu2LqqqPQ9v+myedp+znnzxxwpbKpN3upax2cblenifTRq0rZkL0l3johPA0i6I9Do7mK6DQdqMzNbF53ESMdHM7P+VKnwPAF4u6R90tfnA3/QX5HM6pt7BmTu5TfbwNYqRnaZ3ZnLnedFOft65k7R/D6awVVVNvTxjpzpU2y5MdZyfakzLPVQz1LqW9/vo7TCExGnA7eStDdJE7gLeiiHram+vsBjn4zMzGD6MbKr/jhDNHMbYptlfSi6ji1522tbCWpSzqLjmVe56Wr7fZpaU8Eq2+nrwaJd941pezya7r+PPj6lFR5JL1p5DUBEvKSD/ZuZmc2WY6SZ2fRVadK2PLzbHiQj03y5n+LYOpvCE4DNzDo2+xjZtPP5HDMCq/vMu5Pcx2hcfWV7qiq7az61EcCGGgSir6aMTdatmsFpcu00xuBIXbXy6SIDWaVJ26uWX0t6JXBcy/2amZnNnmOkmdn0VcnwrLoScOOuC2IbkzM3ZrZmJhMjm94RLVpvjEELutpOXiuDotYHq3eoV5etksmpm8Hpsk/KQp1BCbL2NUYfrjxjZnb6vmapmhFpko0b+3qrbQaxbb+eKn14lp8mvRnYD3hpzf2YmZmtnSnGyDYDFYzRvG2oi+Xl/WRdWA71cMu2FaKuyrFcgcs6NlMchGBuzzpqo8rnMMcR2rpontZkO1UyPPdd+ns78P2I2F6rVGZmZuvJMdLMbOKqVI5eFhHfSX++FxHbJW3tvWRmE7Opwo+ZbTiTipFVzkNZ56uic1jR9CrnvqbnzSrn3Do/WdtendbGDsqzE1WbxOUt2+Ynaz9F5ZiTJse+bHtt1f08yrZTZbm5qHsMuthOlf/vg5ZfSNoNuE3dQpmZma0hx0gzs4nLbdIm6QXAC4E9Jf10MRm4FHjLAGUzG5UzNmaWZ4oxsmp2p832+ujL08dACGWPQVjuH1HUn6fpw0jLsid15teZt6qsb07W++zy8ygbBryqJsdjyIxOFwMgVBlAouthq8fWVXmrHH9FRPEC0ssj4gUty9KapOKCmnVk7CcTm+XZsmUL27ZtIyI0dlksMaUYec0Ky1WpxFSt6LQZHKGLZeuqU/Go8nfX69SdVlfR51z2d5Vly/a30FXlpW1FZ4xKTlVd3ViYS8UHuinrDyE3PhZleG4eEV8BjpG0ZXV+RGzroGxmZmaz4xhpZjYfRaO0PQd4EvCqjHkB3L2XEpmNpMkdTGdzzDasWcXIJlmbvpu09X2XOqvJUNG0Os3Xusz6DJHlyWqytiPn77a6zCp03dyvz2G+u1T2eVRtCtbl5zp3uRWeiHhS+ufhEfGL5XmS9ui1VANp0xZ4LL4AH06d9vA+7mYby1xi5BAVnS4qQV1XfrIu9FYv8Kvsp4s+J00qREXTiqYvVHnvef128qZ1XSHqMm72XdGZc4yfW7+evlR5/5+pOM3MzGyjcYw0M5u4oj481wb2JxmB5tYko88A7A1caYCy9aZuLTfrzscQuhjtZs53JcZS9e5m0cg+Zrbe1ilG1s3QtMn2NN1nXVVHIquT9SlTJ8tQN7NTt2xlTfcWy5RlduoYIoPQpKnfOmd36mTe2mbpsq555qSoD8/vAI8DDgBevTT9QpKhOM3MzDYqx0gzs5ko6sNzNHC0pAdHxHsHLFOv5tIxveqwj6uqdNK06sruZPrYmm1Mc4iRbQcd6Gp46r7nZ8nLwHf1nJ2s/XQ1v80zehaq9uHJmj8VY2dmxo7vffS9abPNqX0/6irK8AAQEe+VdB+Sp0nvsTT9JX0WrGtNKxCL5bNSwV1r2mm0rGmVm1uV20T1ZxQsdNkUwszmac4xsk5cHGoggzaVn7wmN3UqN12c08uao1UZiKDtKG11BiNYnWbTsJE+kyHea+k+JB0JPAx4Bkkb5YcCN+i5XGZmZpPnGGlmNn1VKlV3jIjHAD+JiBcDhwLX67dYw9pU8gOXzwB0WRvN209WOYrWXy3fRro70KWiz311uSrTzGytrV2MLIt3eRnxvHiVF1ez5tdZL6/cdcq7Oq1IUWYmK4tTNC3v79X97MiYvzp99aesHFn7yVO0/tjyytZVmat+76y5IY9vlf38PP39M0nXBX4J3Ki/IpmZmc2GY6SZ2cSV9uEBPiTpqsDfAdtIniD91l5L1bG8O1VVa5V9dU6v2mekzl0n9ynpTp27DkWdYs1srU0uRvaZfa6z7SZ9fNr0C1qNhVnn4KHPz02Hqm6yreXlVo9V34MSrHsWpGn2r+v9DL18X8YoR+k+I+KlEXF+OgrNDYCbA8c33aGke0v6b0lfl/T8dNpBkj4r6WhJvR+HOin1Kut2WZ6iFH7Z9LxtW3t1m1aY2cbQZYwcKj4WNVnLiy11m4o1bfJWdZ0sq8uWNc1roqyJWNVmYm32U8VQ5WxjneJo1jVCk5+6+6tbxjGNff1Ua78RcUlEXAAc02RnkjYDbwQOBw4EHiHpQOA5wP2B04B7Ndm2mZnZmNrESMdHM7P+VGnSlkXli2S6PfD1iPgmgKR3AQ8ANpM0A9jRYtuF6qTJh0h55zULqHM3arWcfTW928jqfgZmZjSLY6PFx7710Xyty3jX5DxetGzVYairzq+6TFeqDlU9dsZgI2pyzMf8nIbad9UMcBPRcL39ge8uvT47nfY6kiYAhwInNtz27Lgp2rS4qZqZdaRJjJxNfKzavK1sG3W3nddkLW+dqto0H2vabKzt6GlVTXmUtTJNuxisWyxv0+RtjOPQ177bNgXMzfBI+iDZJ20B16hXzF3WXRUR8QXgkIwybAUe1HBfZmZrSdLFSy+PjYgjRivMBtVDjKwVH9MyOEaamS3Ji49FTdpe2XBekbPZ9fkEBwDn5C2cFvIIAElNs0pAcYq279FLyjRJG8/1js1UrdPdIFt/EbHX2GWwzmNkrfgI3cbIPrTN+HR1Xq7aZK1pNqTO6Gk2nDGanLfZZxff96GvZbrcX1fbyouPuRWeiPhER/tedipwU0k3Ar4HPBx4ZA/7MTMz600PMdLx0cysJ00HLWgkIrZLejrwUZKOmG+PiLP63u9qBicr2zOFOzR91Mx9R6marGcZmZkNZaz4OLS+MzlZMa9N1mbOfWBgnp3c6x7vsnWaXOutrlfXkMdwjlmdMb5jg1Z4ACLiBOCEoffbxpAPKCtqvlb2Tz1EB8iNpqxy7GNrZl2ZY3yckr7Px1UGIqgybS7KLkrH6A7QdnS+ud/QnNKoZ2Nur4kplMHMzMzMzKwXpRUeSSdJuurS66tJ+mi/xereDi5/dyZr2ur0vLT2GHdt8spZNs3ay/uurM43s41ljjGyKJ5lxciiv6cqL9vSVdn7PAZdNPsreq5fH0MGj/19GHso6qIhk7v8Gaq8XW9/Cqo0ads3Is5fvIiIn0i6Zo9l6lVeX42qaequx8dflleeslHaitLoY5+E5qysiWHeOusm72S1ju/VrIHJxciiprh9XXz0vf0q+646fXle24pcF+fBrJG9iqbl7bdJpaiLZfpU9dgsz+sjNo19HOoa6/k7U1alfDskXX/xQtINaP7gUTMzs3XiGGlmNnFVMjx/Dnxa0mIIzrsAT+qvSP3rc5z9OtsrG6CgbN9uztaPqoNEUGH+nFV9PtQ6HwOzCtYuRlZVltWpmmmqEw+z5jeZVqbvrE/V82feclXvpuc1a6u7nTlZfU9NPv+pHpeplatteYZ8P6UVnoj4iKQtwB1IngT97Ij4Ye8lMzMzmzjHSDOz6cut8Ei6eUR8JT2Rw84nPl9f0vUjYlv/xetX1WevDDHU5Wo56uxz3YbCHMvq3cQ6fXjW7XhP7S6S2dSsQ4zMymav/r1Yruy8mLXNpmXJm1d1G3nrtG0F0fY8Xxbfy/qmVC1HWSZnXTI9dbNkQ5jjcayr6Xsc+9gUZXieQ5KWf1XGvADu3kuJRjLmqGt1BivIWm7s0ePWWZMmbRvtM2hzgWI2Y5OPkVmVk7IKS9XtQr1KUNVyNKkwNYmHeYMW1NlXlf2UyWo63eXgBEUVnbLXdfdZ97Orc9zGGKigyNgX70OZU5O1MrkVnohYtEE+PCJ+sTxP0h69lsrMzGzCHCPNzOajSuXrMxWnWUurzwjYUfDDyt8w/B2OdbJ6HIuaPpTNn7MpjZk/V1N79oD1bvYxsihDUrXzflk8ylq/zXk2a37Z+6iawenyHF+l+VjR+aLOM1KKll39e1PG31XKM1V9l3mKz5XpWp3vWtXtTElRH55rA/sDe0q6NUlnTIC9gSsNUDYzM7NJcow0M5uPoj48vwM8DjiApI3y4mT+U+CF/RZrYynry1N1fetek86ybTT9Dtj4iu7k+rNcS7OIkVWHhi5aJ2/QgrrbKZrWZuCgOn14VvvrNOmnWaZKn5Ksc0PV83+VO+dVM0t1tllV1e/F1K1T/5UhTP39KqL4+WiSHhwR7x2oPEXl2FAPcpv7iWIdDPkZjDlK4LKuTlgb7Xs61Hdly5YtbNu2jYhQ+dI2hCnFyGsWzK86MldRM6g622raQb5Nh/eyik/etKrzy7ZVp3xVpnepyudXtULU9yhvbSuhbQeRGHK9dTCl9/6/kBsfq5TzNpKuungh6WqSXtZV4czMzGbMMdLMbOKqVHgOj4jzFy8i4ifA7/ZXJIPiwQpsGP4M6tuox8jflQ1tFjGy7qABq/PrDGBAi/l5/0tF/1t1yln2P9rn/25eR+6uOouXbW9dBigoU/dYNj3uU+2cP6Q+vqtVf+oq6sOzsFnSFSPiEgBJewJXbLAvM6thbhfMcyuvWUfWKkZW6U+T1YenTX+eovWKylE0rawZ2vK8tk3SivrjZK1Tpa9OVxfRXTZlnKs+3sM6HJc2ptC/qW6f5yoVnncA/ybpH0kepvYHwNENymZmZrZuHCPNzCautMITEa+QdCZwD5JRaF4aER/tvWS2oVQZ1WadTeW9l92lzVrWbCObW4zMyuCsTisapa3K9hfrVh2lbXl6E01GaSvbTpXlqyiLbWXHtepob1XL0mb9InW+I2XbmbI+Mzt1tj3mcZriwA5Vtl0lw0NEfBj4cLvimJmZrR/HSDOzaSutFEm6g6RTJV0k6VJJl0n66RCFs/WX1aGy6w6cVl/dTsNmG9VGjJF5QzUXLV9lWpMyVMnu5C071LmsTTxr2nG7aNm89ceMt1OPK10dm66uc8a4Vpr79ViVDM8bgIcDxwC3BR4D/FqfhbL11+Sfe2HKJ0Uz23DWIkY2GXSgbHtlTdnqDlpQNLJb2d9l26g6f6HuQAVZ6w4pb59llaY66n5HltdZZ0N+3ln76qJZZltTqChVbdL2dUmbI+Iy4B8lfabncpmZmc2CY6SZ2bRVqfD8TNIVgDMkvQI4F9ir32KZ5XO2x8wmZHYxsuqd+DpZnyZ397O21WadOpmetvsuMnaMqvoZ1M361B24og9TPp5drde1Jt/HPodFH0uVshwBbAaeDlwMXA94cN0dSXqUpC+mP5+RdKuleQ+XtE3Ss+pu18zMbEStY6Tjo5lZv6oMS/2d9M+fAy9usa9vAXeNiJ9IOhx4C3BIOu/hwO2Ad0q6ckRc1GI/o2o7xKTVM/adNDPb2DqKkbOJj02HqF6dtjq9zv6rTMuaXifrU1XTYaeH7udTZXtTuhtv/djIn3FuhSd9rkDkzY+IW9bZUUQst2n+HHDA8u4Wiy39PSt1U8i+ODczm68uY+SU4mPb56nkVXKKOlM3vVHYx+hvRfIqN03i+tjPJKm77NgXyr5msraKMjz37XG/T2DXZxYcC5wGvCMiLuxxv2ZmZl3oK0Y6PpqZdUwRuTeo+tmh9NvAm4A7R8SPSpbdCjwofXmlvsvW1JCdNNdNl3eNfDxt3W3ZsoVt27YB/Gxp8rERccRIRbIO1YmP6fK7xMhr1txfnc7pq89xKVunbcf3MmXZnaoDGNQdxrpKnOkrFrU9dk3WHzuzszBmfJ/7oAVjGOu9n5P8yoyPpRUeSXcAXg/cArgCSefMiyNi77IdS3oa8MT05e8C+wLvAw6PiK/WeROShq2ZVdDniXuj6eJY+jjaultUeCJilk1/11HTGNllfEy3F0NVeLKmVV2nyrw8dZ/DU2V+0+f2TD3etImpU7pQn2NFp6v152zMCk9efKxSpjcAjwC+BuwJ/CHJyb1URLwxIg6OiINJms8dCxzR5GRuZmY2QY1ipOOjmdlwhnzw6IuAawBvkgSwPSJu22A7tob6GLnHzGwIHcTIQeNjH3dfi0ZkyxuwoO2opnXnr1OcWMfnpKybts+mmqupvt/BHjwaEX9IcufLzMxsXbSOkY6PZmb9qvrg0U20fPCoWVU7cn6KljEzG4ljZEN55/oq5/W6fXXy9l2mqJ/TpoL5bW0q+elqm1Pm2G5dqvPg0V/Q7sGjZq345GdmUzO3GNnHyJhlzdjaPttnddtVp1ed31bRM4aqLt+lqVdkNpqN0rRt6u8vt3ySHpCOIrN4fYqkb6Y/DxmmeGZmZtPjGGlmNh9FFbI/A45ben1F4HbA3YCn9lim2XBzKjOzDWtWMbJtE6a28a5NM+S8dYqaO3epybHrujna0Nsf07peW63je4L5fO+KmrRdISK+u/T60+mD0H4kqfagBWZmZmvEMdLMbCaKKjxXW34REU9ferlfP8WZp6btk9e1tm9mtgHMIkaOdee1LC62jX9jxM9NI+13sW8bTl/He6P055miomN+iqQnrk6U9GTg8/0VaZ6qpmA9spiZ2VqYZIwco3lT0WACXce6om22bd5W5XgNcVzHaAZX56dvc2ki1ca6XAPO6XMqyvA8G3i/pEcC29JptyFpp/x7fRfMzMxswhwjzcxmIrfCExHnAXeUdHfgoHTy8RHx8UFKNlPrUms3M7N8U4yRXdxt7eOO7djDUjddtkjdoairrN+lPrefNQz5uhgyYzHX5m1zK+9ClefwfBxwJcfMzGzFRouReZWXsou31Qvjsoumqk3E26zftTEvBMfa92K/fRzvIftMjfnZTb3iM9Vy1bUu78PMzMzMzOxySjM8ZmZmZlVUvVs91VHa+sxYdGlqd6v7auY2xOcxlWPZVdPPLkylHF1ax/dkZmZmZmYGOMNjZmZmHevrbnXZnf6pZ2bamMsd6j6yMn1u0xLrfjxc4TEzM9vg6lzsNGm21uZiqupF7tQvsJuY80VoH4MOtN3m1I/n0AMYTP14dGkjvVczMzMzM9tgnOExMzOz2urcjc66K9/2WTZ112my7SGHRl7e57oYuinalDr+T9lGPEau8JiZmdngpjpS26q+nzWzEQzVRHBdjqcrbt3z8TQzMzMzs7XlDI+ZmZk11tXgBE33OZS2z5rxHeZxmgiagf//zMzMzMxsjTnDY2ZmZp3oe1jdPgc1qGNud4ubDDvel6kM+V1Vk896Lu9tI3GFx8zMzDq1esHni8ZxNDnubZvu1dnPVD/jthXaKb+3jWrwmxSSbifpMkkPWZr2bEnbJD1s6PKYmZlNgeOjmVk/Bq3wSNoM/F/go0vTrgzcDrg98Mghy2NmZjYF6x4fdzT46WqfG82mpZ+uttWXvrdf1Sa6PW59bdOaG/ozeAbwXuC8pWlKf8fAZTEzM5sKx0czs54MVuGRtD/wQODI5ekRcSFwJnAa8O6hymNmZjYFjo/d28iZnTkao+xDZ1/m+tmsiyEHLXgt8LyIuEzSLjMi4uXAywcsi5mZ2VSMHh/7Hl1tKBuxogP9f25DdcLvez9jf7+nMkLduvy/19FrhUfS04Anpi/3Ad6Vnsz3BX5X0vaIeH/B+luBB/VZRjOzuZF08dLLYyPiiNEKY420jY/pNhwjzcyW5MVHRQzfNFjSUcCHIuJfa6zjNsxmtqFt2bKFbdu2EREqX9rmqEl8TNeLa3ew/znf8R37rvmYhvjcxji+bfY59e9y0XtzM7tmzoHc+Ojn8JiZmRmw60XYXC6GXNFZX+v8/tb5vU3RKBWeiHjcGPs1MzObMsdHM7PuOcNjZmZml5OVOZnKXemNnNWB6XwONm872DjfpY3yPs3MzMzMbANyhsfMzMwqycusrGunebN1t1GGqHaFx8zMzFpxZcRs3ta94rOu78vMzMzMzMwVHjMzM7O5GOPCzRm8jWNdP2tXeMzMzMzMbG25wmNmZmZmZkCS5ZlbpqesvK7wmJmZmdnlzPHC17ozl8++Sjld4TEzMzMzs7XlYanNzMzMZmIHfu6RDWf1ezCVTEnd76crPGZmZmYGuKJjxZa/H3MaMXAqFTUzMzMzM7POKSLGLkMlkuZRUDOznkWExi6DTYtjpJlZfnycTYVnQdLFEbHX2OWYMx/Ddnz82vMxNOue/6/a8zFsz8ewHR+/frhJm5mZmZmZrS1XeMzMzMzMbG3NscJz7NgFWAM+hu34+LXnY2jWPf9ftedj2J6PYTs+fj2YXR8eMzMzMzOzqiaX4ZH0dknnSfrS0rSrSzpJ0tfS31dLp2+S9E+SPiPpoPFKPW2Svi3pTElnSDotnXZdSR+X9AFJVx67jFMm6d6S/lvS1yU9P512kKTPSjpa0uT+j4YmaQ9Jn5f0n5LOkvTidPpRkr6VfvfOkHRwOv1uki5Ymv6ipW09XNI2Sc8a6/2YTZVjZLccH9tzjCznGDm+KX4JjwLuvTLt+cC/RcRNgX9LXwPcCzgFeCDw3KEKOFO/HREHR8Rt09fPBJ4BvA149HjFmjZJm4E3AocDBwKPkHQg8Bzg/sBpJN/Dje4S4O4RcSvgYODeku6QzvvT9Lt3cEScsbTOp5amv2Rp+sOB2wF38MWG2eUchWNk1xwfG3KMrMwxcmSTq/BExCeBH69MfgBwdPr30cDvpX9vJnno6g7Az6Wox8eumtsDX4+Ib0bEpcC7SL6Pm4HAxw+ASFyUvtw9/WnaXnZxPAMfW7NdOEYOwsetOsfIChwjxze5Ck+Oa0XEuQDp72um0z8K3BU4Dnj1SGWbgwBOlHS6pCel094AvBl4CvCO0Uo2ffsD3116fXY67XXA8cChwIkjlGtyJG2WdAZwHnBSRJySzvobSV+U9BpJV1xa5dA0vf/hleY2x5LcFTwtIi4cqPhmc+YY2ZzjYzuOkRU5Ro5rt7EL0EZEbCdJ7VmxO0XEOZKuCZwk6SvpXcK7jF2wGci6exIR8QXgkKELM2URcRlwsKSrAu+T9BvAC4D/Ba4AvAV4HvASYBtwg4i4SNLvAu8Hbppu52h23q02s4YcIytxfGzHMbIix8hxzSXD831J1wFIf583cnlmJSLOSX+fB7yPJAVt1ZwNXG/p9QHAOSOVZRYi4nzgZODeEXFumsq/BPhH0u9eRPx0kd6PiBOA3SXtO1aZzWbOMbIhx8fWHCNrcowcx1wqPMcBj03/fizwgRHLMiuS9pJ0lcXfJJ0Hv1S8li05FbippBtJugLJ3dLjRi7T5EjaL71rhaQ9gcOAryxdhImkX8GX0tfXTqch6fYk56IfjVF2szXgGNmA42MnHCMrcIwc3+SatEn6F+BuwL6Szgb+Cvhb4D2SngD8D/DQ8Uo4O9ciSZ1C8nn/c0R8ZNwizUdEbJf0dJK28JuBt0fEWSMXa4quAxydjtizCXhPRHwoHdp1P5JmD2eQtIkHeAjwVEnbgZ8DDw8/FMyslGNkpxwfW3KMrMwxcmR+8KiZmZmZma2tuTRpMzMzMzMzq80VHjMzMzMzW1uu8Jj1TNLJkv4wZ94NJYWkyfWnMzMzM1sHrvCYmZmZWS5Je0r6oKQLJB0zdnmqkvTXkvzwWHOFx2zBWRYzM5sySd+WdNgIu34Iyah214iI0UYBlHQfSZ+WdL6k/5X01sXQ4mZFXOGxWZD0fEnfkHShpP+S9MB0+uMk/Yek16d3nr4i6R5L650s6eWSPp/O/4Ckq6fzFs3JniDpf4CPp9PvL+ms9IR6sqRbpNNvIunHkrakr68r6YeS7lbhLdwkqwwZ7/PBaUD7jfT1YyR9R9KPJP3liMHOzMwmrOebdjcAvhoR2+uu2HG59gFeBlwXuAXJg07/rsPt25pyhcdGIelakv5Z0jclnS7ps4tKTI5vAI8AvgO8GHjH4oFdwCHAN4F9SZ5JcexKheIxJA/i2wJsB/5e0tuAX0vn35XkxPk7km4G/AvwLGA/4ATgY5KOj4hvAM8D3inpSiRPRT4qIk6u8JYfA/wByUl6O/D3K/M/KenxwKuA10XElyQdCLwJeBTJGP77APtnbTyt+L2hQjnMzGzC8uKjpK3A9YEPSrpI0p8t3bT7HnBBuv4xafbjAkmflHTQ0raPkvRGScenNxBPkfSn6Q08SXqNpJ+n8yxU/usAACAASURBVL4o6TckvRh4EfCwdL9PkLRJ0l+k+7lE0j9J2ifdx+VuJi5Ne7yk70r6iaSnSLpdup/z82KYpM8stgsQER+JiJ9FxE+AtwJ3Wlr2RpI+kZb/JJLrghs7PporPDY4SQLeD3wyIm4cEbcheTrzAXnrRMQxwHnp3+8GvgbcPp19HvDaiPhlOu+/gfssrb4VuCdwNeAvgd8Hngx8PZ3/1xFxcUT8HHgYcHxEnBQRvwReCVwBuHq677em+z6FpBLy5xXf9taI+FJEXLwog5IHkC0cC/xp+rPIUD0E+GBEfDoiLiUJOH5wlpnZmiqKjxFxBMmDZe8XEVcG3pOudlfgMODb6esPAzcFrglsA965sptHkNw4vBpJHPxTkptx9wLuQhLb9iaJhz+KiL8C/g/w7oi4ckT8A/C49OfZJK0jrgysVip+dTNxadohadkeBryWJIYeBhxEEhfvunpMIuKO6Z83BB65MvsuwPKDTv8ZOJ2kovNS4LGr27ONyX0WbAx3By6NiCMXEyLiO8Dr4Vd3cbYCe6Wzn06SjXk+8OuSzic5uf4dSWVkH+BQ4DPp8nsAr5D0JyQn9K8BtyU56V8C7A58kuTp5AC3kPSvJE+JvgZJhmdRrh2SfpBuc+GtwHHAq4HPpen6U4GnRsQlkr4NHA3cL93Xz4HvKnma8j+TZI52JwlO90+3+QrgGcBz0/KcAVwMXCDpDRHx9Ij4maQdwK1Isk6PB14AnAt8NX1vpPs5kuROIMCzIuI/sj8KMzObkML4SHLd9hpJvySJfwB/Dexg5w2xj5O0TtiLJK7dUtI+EXEB8BvpMm8lqRh9m6Ry8M502UjXf3JEnCrp3pKOJ6kQLd9wexRJDDwXuIwkFn0pjUsLtwE+RxIfF/H2PsD3SeLjbsAnIuK8NG4FSeuNE4B7A7eJiB9Kuiit4P0tO+Pj0WmZngLcEkDSx0huhB5GUjF6AfAzkphLuozj4wblDI+N4SCSu055zgPuGRFbSO4CHUlycn4R8OWIuCrJHZ1Xk5zoLyJtIibpcOBGwF9ExK1I7ob9CDiN5AT9MOCX6c/CkcCD0+X/iaStMun2RHKy/EX6+sokd6WOAv4YeFJE/CbJifupS9v8YVr+/wdcL/35K5JA8giSZm3LGa1fAH9BEqQ+FREHAyeSVNgWZdmTNMClzfleTJLKvydw4NK2Xge8JiJuBzwYeFv2YTYzs4kpi4+XAX+Wxpenp9O+u5iZthx4Oknz518jiYcA+6bx8frAW9J49wrgJJJ4+KiI+DWSitVNgRMl/RNJ/HgwSZz81FI5rkvSxHzhOyRx8FrAFdNpD12Kj49eKv8iPl5IUjmBJD6eA7wZeB87KyTLns/O+PhZkpYaH4mIr6bz90i3uTc74+NRJDdFFxwfNyhXeGx0aXvi/5R0ajppd+Ctks4EjiE5+Qbw43T5x5MEhceSpKyvSXIHa3fgj0hOru9Pt7Wd5ER7JZKT8EuAf10pwqci4lvp30cD95F0j3R7zyUJBj9O57+OJF3+WuAHJE0BFuvdZWmbx6a/Tyc5CT+apKna+9MyHAP8ZGn5HSR3tJ5FEjBIy3kwcG1JVyA5gS8cApwcET9Im7u9e2neYcAb0rtgxwF7y6PYmJnNTkZ8DOA5aXx809K0hUeSZE/OIKmELColIokNXyOJi0TEj1kREX9PErd+H7g18JOl+Hjp0qLnsHRzkKSCsp0ke3PjdNqiInI0O5ugw874+Evg2unfdyZtkhcRH2HX+LgLSbcmiW1vB85emnUJcBWSWHxyRPyA5MbicsXM8XGDcoXHxnAWyQACAETE00gqA4u087NJTpq3ImmKtjtJZ/5jgZsDv0lykvspSdbnMySVnB+SnDT/X0T8aGl/W9P1PkpS+XjmSnl+FSwi4r9JKievT7d3P+CFQEh6AEml5CkkweMbwBZJj8p4j5ekvy9Ll91KEhw+n1MGIuI/SVLwt5R0eEScRZJx+h2SZgMXkgScRdDJ68+zCTg0Ig5Of/aPiAtzljUzs+koi4+7kZz7b0USn1ZdhSSjcTZJU+9PL81T0Y7TAQQOSZf7OUmsyYsz/0ISq69N0hRu0cdne9l+2BkfI123tGxLrgJ8hKQJ+Gnseh0bJH14H5G8Hd2Zyx8jx8cNyhUeG8PHgT0kLTcBu9LS3/sA50bEDuAIYHNE/DlJtuMrEfEckpT3iSQnuP0ARcQ+JCe6OygZRQ2S4PAN4BMkHT3vFxE/TOedS5IduoukGwFIunpEvC8iDoyIfSLiruy86/SB9OT4Y+ArJHe07h0R70zL+Ymc93tGRLyAZFS3l0XE/UgC2tWA70bE8on+NOBzEfHh9PVW4Mz0Pb6HJEv1A5JBE+4m6RppJmr5uQgnsrOpA5IOzimXmZlNS1l8PB24HUmrg/+Tsf4/kfT/fBJJ5Wm5r/aJJC0mdoMk3qXTd5BUJPYmaT5+Z+BDwLeAqy/iIzv7DEGSXdlK0pz87iTNsp+RzvtG+vsm6e8jSGJWkU+TZowk3Yul5txLLgR+nSQe/gPwFuDJSh4jcT2SLNJLSSphjyIZvvod7JqJcnzcoFzhscFFRAC/B9xV0rckfZ4k5f28dJE3AY+V9DngZiQn71VvImnS9pfAnotl0lT4ccBpacr6eunyRwFHSjoj7QuzKMsPSALDsZL+k12bhi27h6SzFz8kqf7HA8ekTQt2kLRxLvJi4F6StgGHszNrs+yLwPa0CcOzSU76/wN8CTiepL/S/0bEuST9lz4LfIxd23w/E7htOtTnf5FkpMzMbOIqxMc/Iemz8xWSxzFcvPxsnIi4iKQlwldJYswP02W+nsbHVwP3T+Pjn6SPVXg0Sfx6FUlz6U8Bh0XEQ4AnkrSueCBLlZCI2BERLyFp+rYDuBtwZhofr07SdOxdS/Hx/6zc3INkAIPz079fTNKM7UEUx8ezSG4C/iXJoAzvSue9kiQOnhsRdwCeQNLP6CCWBiLC8XHDUvK/ZTZPkh4H/GFE3Dln/snAOyKi146Jki7KmXV4RHwqXeaKwGURsV3SoSRN7wrvLil5XtBDSNL9pwF/lDa7MzMzWwtN4qNZHbOr8Ejamo5Fbw35GLbT9PhJuilJs7RNJG2j/ygiTi1eaz35O2jWPf9ftedj2F6TY7gSH69D8uiJHSuLvSMi1j4j4+9gP+ZY4bk4IvYqX9Ly+Bi24+PXno+hWff8f9Wej2F7Pobt+Pj1YzYPHk07sd0Y2E3SU6BeB6ShOivNpFPUbldMj2EVfbynPo/TAJ/BbleRnrJ662ksY5ej4f5rfQc73ndnutp/je38ICLe29FubY2kcfFX8dEa8zFsz8ewHR+/5k6KiG9kzZhNhkfSPApqZtazjM6/tsE5RpqZ5cfH2WR4llW9g9/2Tv9MsjWlhn4fXexvXY59E0NnLdYlSzLF/TXZV9E6W7ZsYdu2ooewm5mZ2arZVXjKLoSn2Mxtavtuqqsyb8QKUZ0L3zbvrckFdlfHsmlFos7+u6isDLm/rH2VbXN5nbEro2ZmZutgbteNZmZmZmZmlc0qw1NUO+sy81PF3GuKUxw0YC6DI4yRRam6z6H20+W++8x+9ZGhabv9OhmcxbLO9JiZmTU3qwrPqj4qOVOsyEytTGP0jZrSMRijEjVUM7cxKkxV99nXtvuo5DWpoBats6nGNs3MzGxXU7qONDMzMzMz69QsMzxdZXam2KxrTF2WeegszlSPd59N0fpu5jZU070u38dUMkxtBivIW25TznbNzMysmOOnmZmZmZmtrdlleNpmd6bUob4PQ5VzqGzMVAYyGGLI5br77Pt9TK3fUJVtjtUfqG7ZyvrrVN2mmZmZlRu8wiNpM3Aa8L2IuK+kg4C3AV8FHh8RteJ8lQucsS+wp7CvpoaqIPa9fFtzGaigr8EP6l589/Gsmy6btHVdMao7eMHq8lnLeaCCjanrGGlmZuNcc/8x8OWl188B7k9ygr/XCOUxMzObCsdIM7OODVrhkXQAcB+Su1ULm4EguZmpovVXC5tX+E0rP0Xbq7psWbma/IyhjzLWXa/O8l2Xa4ifqvrYdl/fvz6PR9/fxT7ed5P1y5YrWt82hrYx0szMsg0dS18L/Bm7ttR4HXA8cChw4sDlMTMzmwrHSDOzHgzWh0fSfYHzIuJ0SXdbTI+ILwCH5KyzFXhQnf00vZPa9Tp9G6NMfR67unfNp6xN+brsgzO3h5m2LW9X/XfaDo5Qpd9OXp+donnL0yVdvPTy2Ig4oqBINgNDxUgzs3WWFx8VEUMV4OXAEcB2YA9g77Qgj664fixqZ1kXG2XNosr0fRE99Yt0aF/GPiot61JBXeiyt3EfPZf77A3ddttjr99kO2XLFs3PmnfrLVs4dds2IsJNm9ZMFzGyx+KZmc1CXnwc7NowIl4QEQdExA2BhwMfr3oiNzMzW2eOkWZm/Zn9c3jaZHaGzGhMQZflHTubM7djv9Ck3FWHNm6yjTbbrLuPKtuu8nyavvbfxxDUWcvuyJm/uv5qMzYzMzNrZpQKT0ScDJzc1/bbNm9rsuwQ1qnfzkZt0raqq4dpTqG/ThcVsDaVkrErRGV9dJaXq9qHp6hfj62vvmOkmdlGM6drQzMzMzMzs1pm1aStSnO2oudZ1Nl2l6ZeqxyqaV+Xy3V9TLvcXh8jmJVtu8umcl1su2z7TbMpfWaA2uw7qzla0TKr88uyOm7eZmZm1tzUr8XNzMzMzMwam1WGZ6FqZqfPrM6caopjZkO6+gzm1Jdn7I7/fWyr7rbrbL9qZ/8q+++zv1Od7FHb5+xkTdtUUDYzMzPLN7sKT5tmbWXz6iwzpHUarKDqcn1WhPrcTpl1qdAMOdpckwpR23XrrlfWpK3KyGwetMDMzKwfU7u2NzMzMzMz68zsMjzLuhq0oI9a31xqkk3L2fXw3n1l3qb2OYz1HJ6ybXWx7bL99JFZyVun7bp1sjlZyxdlfJpkdTxogZmZWXNTux40MzMzMzPrzKwyPHWzNE2HqO5qnSnootx1tzFGH50hMlV96mI45T62NcR+ioZr7mudquvWWafusNPL0/OmOatjZmbW3qwqPAubcv4umlZlXpX5fZjKRTeMO1hBH5Wbvo9t2fNW2mynqirPgGmj7yZ1fQxa0NVAB3X2U/RdaNqkbfXvKZ0rzMzM5sLx08zMzMzM1tbsMjxNsgRdNm3rYt0xDfWep5z1abPOWNvtu5lan9sfo8lam+G9u8rqrM4va76WNc3N28zMzNqbXYVnWZOmbXN8Dk+WMZpqtV126MpN22M01vegTXOsJtvucvtZ+2pS+RiyklN3X2V9ePIqQUUVnapN2lSxrGZmZrbTHK7tzczMzMzMGplVhmfTyu/Vv/Om9TFQwdxrin2/5ylnc7r67PpqStZnNqfv723TjMti3a6yLUXrNF2vaJ28suc1WSvb1mIdN2kzMzNrb+7X7WZmZmZmZrlmleGBetmdJn145lQD7KOsdbfZZZ+odRy2eoz9N8l+jKlOeYd+b3WyTk23D5fP5qzu29kdMzOz5mZX4clTVNHpYpS2uVw8lhmi+V4XFZeNWPnpQt8X6HPUZyUpb9t1Rl9bzFut3GQt58/WzMysPsdPMzMzMzNbW7PK8FQZtKBpk7Yxa35j1zrn3IzNmZ5djd25fYpNsKZYpircpM3MzKwbla7tJN1A0mHp33tKukq/xTIzM5sHx0gzs2krzfBIeiLwJODqwE2AA4AjgXv0W7RseRmcOn141mnggjxN38NY2Z4hMj1DPbB0bHn9SYYuQ9X91slitMl4NFm37H10mYEp6/cDfvDoFE0tRpqZ2eVVadL2NOD2wCkAEfE1SdfstVQ5ipq0NWnKtlGaOS30NWDBVJqvjdH8re36Q1RGxipP3cpAX5WkNvtpuq+um6Itmretw3loDU0mRpqZWbYq8fOSiLh08ULSbkA02Zmk60n6d0lflnSWpD9Op19X0sclfUDSlZts28zMbASdxEjHRzOz/lTJ8HxC0guBPSXdE/gj4IMN97cdeG5EbEvbOJ8u6STgMcAzgBsDjyZpDpBpNZPTxaAFQwzVPDV9ZLfGztAMlQFqu07d9Ydsklb1/TTJdlRZr0lWqOq289arun5R2bocLKJsqGubnK5iZOv4aGZm2apUeJ4PPAE4E3gycALwtiY7i4hzgXPTvy+U9GVgf2AzSTzfQUEz9dXma0368Aw5SlvTi7Eq2+vKujRZm1IfoK6V7XesPjpZqlYaypZt8r/TpBLTZJ95yw0xotrcb7SsqU5iZNv4aGZm+UorPBGxA3hr+tMZSTcEbk3S7vmrwFbgAuCRXe7HzMysL33ESMdHM7Nu5VZ4JJ1JQTvkiLhl052m7ZDfCzwrIn4K/BS4S8ZyW4EHLU9bbcZWZdCCKqO09X3ndKzsTBfbmEL2pElmbk5N3NpkBfr67rYZCa3Kdqo22WqTuekiE1W0TlZWZ7l52/L8uhmg5XUWFrf3JV28NPnYiDii4matI33FyKrxMV32cjHSzGwjy4uPRRme+6a/n5b+3pr+fhTwsxYF2Z3kZP7OiDi2aNm0kEek6zUaKMHMbN1ExF5jl8G6j5F14iM4RpqZrcqLj4ooPkdK+o+IuFPZtCokCTga+HFEPKvmunH19O/lrE6V/jpVMjxV5k1VmzL3neHpK8vSZJ9tP/epfTem1om9TnnqZDn6KkOb7WTNL5u2o2Ta6vwdGcvecssWPrZtGxHhvhwT0VWMbBMf0/Vd4TGzDS8vPlYZtGAvSXeOiE8DSLoj0PTu4p1I7kadKemMdNoLI+KEqhtYruTUadrWZPS2qeu7olNluaaDQAxVYel6nSbLNdWk2VUfmjYf62JQgrojlXU1ylxZk7asclVtstZkRLepVW5tF13FyNbx0czMslWp8DwBeLukfdLX5wN/0GRnaUDwnUkzM1sXncRIx0czs/5UGaXtdOBWkvYmaQJ3Qf/FyraJXTM8cPnMzpAZnjZ32JvesW17V7+L7MUUmqHV/Qz7aua20PYqJastSpPPuo9MQNOsSd2O/2XLVSlL28EMirZXlJVaHaigi0ELsvhqeHqmFCPNzCxbaYVH0otWXgMQES/pqUyVZTVv66vC03XzoTGa0M29P03Vz63O+mUXkJtL5lfdd5a2lZPLMqbVLW9dRZ0EqoyI1qYSlLdslfWqqFMZK2rStrytrEpQ1vaz+vBsr1geG9eUY6SZmSWqNGlbHt5tD5KRab7cT3HMzMxmxTHSzGziqjRpe9Xya0mvBI7rrUQFVpu0NRnAYArZnSG1HX2sybHpIqtTt0xVsjdF2Y+2Axjk7TPLIkvStslal9/LrprCVc06LWeKit5HlWZyZbp+Zk9WJmd12mrztbzn9BSVbTcun+WZ87loXU0pRpqZWbYm8fNKwI27LoiZmdkacIw0M5uYKn14lp8mvRnYD3hpn4XK0zTDU6cvT9H0OehiUIKy+V0MJNCmP05WFiUri1Ana5SXmanaJ6bvvjuLzEmdPjp1HsrRVeakzgAEq+r0Ser7vS1k9ddZTF/ddlF/napZnVWr+/agBdMzpRhpZmbZqvThue/S39uB70dEVn/a3g1R4ZlTZaduWYcalKBtJadKhaZKZaZKk7Y2zfmaXnwuylH1oj3vojtv2a5lVUSguPJV1mSt68pSF+o0xysatKCsSVsddSrtNprJxEgzM8tWJX6+LCK+k/58LyK2S9rae8nMzMymzzHSzGziqmR4Dlp+IWk34Db9FKeaogxPlcELNtLABUNkdepmSbrI4DTJ3rRpHle2naaq3PnPy7AsVB0AoGkZyrbZpMla2UAGVfddZ/9lqg5asGy5qeHyYBRlTdpWMz87KB+Geshsl9UyuRhpZma7yr2ekPQCSRcCt5T00/TnQuD7wAcGK6GZmdnEOEaamc2HIop7Ekh6eUS8YKDyFJUjDmDXDM1uVM/wFPXdWafBC9oOWjDUcNBl2yrLvNTN3tTpv5M3vY8O41X68eTd2a9zx78sS1SmTn+jLpdrW+6myt7vavmXXy+XOZbmV83w5E3bDhy0ZQsf3LaNiPD4BRMxpRg5dhnMzMaWFx9zm7RJunlEfAU4RtKWjA1u67B8lawOWgD9VHjmUtHpatCCtk3SmlRosrZVtp06FaKidfO20eQ5PW01adJW9hyfqgMC1ClDlrJO/kVXX1nNvvKWyzJG866sJnlZzdiW/75saVqZsv+ZvOa4No4pxkgzM8tW1IfnOcCTgFdlzAvg7r2UyMzMbPocI83MZiK3whMRT0r/PDwifrE8T9IevZYqR9aw1Kz8nXUXtGyd1WXLytCXLp4qv6rp+2n6rJusaXUzQnmZnDrr1V036/XqNvpQJfOSNQTyqiYDApSVoepgBmXLVR3Weqhn61RRlCXLO/5Zw40vr7Oc7SkboCBrfWd4pmWKMdLMzLJVGaXtM8Bquj5r2iBWKy9FlZu8dSj5O2ufQ+hyP2XbqvOgzaZ9d1a3V6eJWdXmaU3WyVo3a/289bpUVHlp8gyYvG1mKesfU/V5QWUVn6oVoyplGkpR07yy5nh5lZ/l+YsT73LFp+hzrdoE0EYxqRhpZmaXV9SH59rA/sCekm7NzuvDvYErDVA2MzOzSXKMNDObj6IMz+8AjwMOAF69NP1C4IU9lilX1gAFWZmbrOWbZHjm1nykSvOruh3zu8iMlDVxW91G02xOm6xR1uu87XQlK1uTVY7VO/urWZDlZ8BUWX91uaZN0vK2t66qDlqQtc7qsdmeMT3r+7jcrHET/TextFomFyPNzCxbUR+eo4GjJT04It47YJnMzMwmzTHSzGw+SvvwRMR7Jd2H5GnSeyxNf0mfBcuTN0xrUTanaYZnLndTi7I2y/LuwNfNbNTNlBRlhKpkc7LWqTpAQVkGpergDHnbaqLqoANZw08v9+so285C35mXxT7z/l/KhtFeWO2LNAfLx7uo7JeR/b3L+v6vZnUW0zxowTRNLUaamdnllVZ4JB1J0h75t4G3AQ8BPt9zuTIVVVraVnjqXPhOTdWLoLzliip2TUY3a/tsnaYVoqJy1X2Qadn0ou0uy+q0njXAQNGgA3kX1W2bpBVVRJa3WTY/6zNe3mfWMSo7LlOSN1requXma1nrLA9QsDhmWZ/taiVndZs2LVOKkWZmlq3KNcYdI+IxwE8i4sXAocD1+i2WmZnZLDhGmplNXJVhqX+e/v6ZpOsCPwJu1F+R8q026cjL9FTN8NR9TsvUVSlv22xO1rSyQQyqZl42Z8xvumze8lnL5U2rM3R3VVkDDkC9Z9CsbqPJ9/QyijMvZQMfFGWkYNdjlJVhKmv+1lTXzVDzBpZYzeDsYNesTVb2LasZW1ZWiIJpNkmTiZFmZpatSoXnQ5KuCvwdsI3kGuCtvZbKzMxsHhwjzcwmThHV76lKuiJJp8ybR8QpjXYo3Rt4HckN0bdFxN9KOoik7fNXgcdHxOVubEqKm5Hc9VzU0lb/LprG0t9ZfUXIWLZo2lRVvcNdp2N+1exH1YeMVsm8bKq4bJ2BDvLKk7Xu6vp569WVd8d+OQuy+h+5I+fvrMzJ8rpZ+6o60EHeWaEs49DVENdTlHVMsj6brM9yx9L87Ut/Z03bvvR7+8r8W2zZwjHbthERcxlTZUNpGyObxsd03bYJUjOz2cuLj7Wu4SLikoi4ADimSSEkbQbeCBwOHAg8QtKBwHOA+wOnAfcq2kZRk7aiUYwW80QSSbJG/VptAle0PXXwU1XbbW7O+FnIe69Z07L2k7fNrL+X1y1bJ2s/ZWVbLRNkf65Z7yfrGJV9D1bnF/3krZNV5tXPNG+bWcd++TgUfX/LrOPVdNZnnPeTJet/LOsYlzV5rHNsy85DNi1tYmQX8dHMzLJVadKWpen10O2Br0fENwEkvQt4ADufnbijxbbNzMymoEkcc3w0M+tJ0wpP09T5/sB3l16fDRxCksI/HvgacGTeynlN1OosnzW/bDt9RZiut1unM32VY7JQdcjuKoMNrK5b9hmUDTZQNPBEncEP8tarMr2KvI7vq53bszr7i/ad+VfLsTqsdBdNzabanK3JIBNZw0Yv5H0eWcfWNqwm/7Kt4qOZmeXLrfBI+iDZJ20B12i4v8yBoSLiCyQn9k4UXRhXufiZwy20JhdxZRfsU2k2U3b865Szq/dUdTvLZa9zxVP1Ynl55K6uLrCr9OEp2keVfklVFR2zpv+XeSPj1VmnCld0NpYeYuQg8dHMbCMqyvC8suG8Imez6/MJDgDOyVtY0lbgQQ33ZWa2liRdvPTy2Ig4YrTCbFxdx8ha8REcI83MVuXFx1qjtHVQiN1IRpq5B/A94FTgkRFxVoV14+aUj9K2G5dvypY3Mltek7cqd5LbPItloewuchf7gOrZiaIBGlb13aSt6PNa/rttk7ayMuVtrwtlo6jljdy2OsJX0bKry9UZ5S1rnaJpedss235XhsrM5o2El3VsuxqlbUf6t0dpW19t4mO6vkdpM7MNLy8+Nu3D07QQ2yU9HfgoyTXm26uezM3MzNaV46OZWX8GrfAARMQJwAlD73cjW+3zUbRc1jKL24bLVebFHezlzMjyfpb/Xl3/sqX18tbJ2k/W/OVtr5ZpdVCATRnrLO9ntUyr+1rNajTN+NTJ7ED5s3WqLLu6XlFGKGv5qs/vKdpmnjp9X4qOedk+m6ZE6h6fy9g1s7P4nXW8lqc16Sdl68Xx0cysH4NXePqWd9G+sHxhm7dO1gVx1nb6VrSPJs3d8i7ks5apU/EpOp55FY2qlZOs/WRd/GVVkspk7aPOem0vQssqEXUqL0WVojrN5P4/e2ceL0tRHf7vuTwBBXE37qJIXAiCzxVj5HIhBPc9InLnNS9IXHABF8RfjKImRI0So6IiPubdh8YVFUENwn1X3BURJbgRBfcFF1RQIY9bvz+6aqamp7q7uqdnpufe8/187uf21N7VS9XpHvjbxQAAIABJREFUc+pUUR1ZygSMcUzSY8ssun+brLvMRDC2rKLr64erzZKiKIqiVKf0I7WIfEpEbu79voWI/Pd4m6UoiqIo7UfHSEVRlPYTo+G5tTHmavfDGPNbEbntGNuUi/vyX2YGVaQBkEC6vHJiND3TYlSHB2VakqJ4/yuzr63x6y76El9FG+PXWUdzU+Wre0j6LzJDGofjijzzqSomb7Hma2Vahapmb1XjZ5W8vipyLBEycyMnj/97rfbhGqM1Y6SiKIoSJkbgWRWRuxhjfgggInelhZYVsetUoLo5Vd7JjiIIVenAOvXUEYjyJldFJlyxQkIeZcJJ6LrOVajDz+c8XoXWEuXVFSrHL6/peyDGbKrMC1vsGqBYISqmXVmq3APjWnszLsrM+3xBxffWVrSeJ3RdsmEqALWWmRgjFUVR1jMxAs//Az4rIp+2vx8OHDO+JimKoijKzKBjpKIoSsspFXiMMZ8UkY3AQ0g/th5njPnV2FuWQ5k2Jmanev8LPwx7AIvVZEzqE15T9YS8rJVRZp4WooozgDwNTpk2JlvXDoavKxTvr+PXk60rmz/2nshLU8f8q46DgRgNUFn5RXlCeX0m5cigrO9D17UpyjRzvgYntA9Pnhe3PM1ONkxpF20bIxVFUZRhcucNInIv+38jcBfSHZ9/AtzFhimKoijKukTHSEVRlNmhSMNzPKla/g2BOAMsjKVFBRQ5LfAJSXFFLpljFs7P8hfWkLOBWOq4385zDR7Sxvj1hNZU+XmzWh+I1+DkOVcItc8n1GchTVBemXXWuYyqoQlpgOqs6ymrpyhPlfg6xLhYz2MS+ycV7cOTXc+TV352zY66pW4drRsjFUVRlDC5Ao8xxtkgP8IY82c/TkR2HWurCiibnJUJQaGJkj+JmMT+OrNG0QQxz3SobGPSUB0h4SRPCPKFp1D92bpjhJmQ6VORGV2IuhPSOpPpULoqecr2kCnb8HRUpwWxfVVmkhYjePo0IYDF9leeGVs2Pi+MTPwsf3hZa7R1jFQURVGGifnY+fnIMEVRFEVZb+gYqSiK0nJyNTwicjvgjsCNReR+9D+07gHcZAJtGyKrIQhpa0b9Ajqqm+U2kreIP5Zsn5ZJySFX0FDuFKBMC5NnypbXriY0ODcEwqqWV4UqmpZxa4BCx6G8eWUU5W+KvHtxRyCsKecFMU4LHHlmbLEaHnVa0F7aOEYqiqIoYYrW8PwdkAB3IrVRdi/z3wMvG2+zFEVRFKXV6BipKIoyI4gxxZb0IvIkY8yHJtSeonaYPUklNPdVd46+xOaHzRWEwfBX4aK4svC1Rp2v4GVajdiNPKtocOpoXOq0I7Y9MeExxKyVaXpj0ToaoFC7YuOy1Nkkt4xJPa911kyFNDc7IsJ2APts3MjHLr4YY0zb9mNdt7RpjJx2GxRFUaZN3vgYs/Ho/UXkAmPM1QAicgvghcaYf2qygbEU7UESk69sIpRnWlV3H5a1SPa8y8yHQt7RyszkiryjZcvK4pfVVDk3EC8clZVbRIzntioODvLy1nVY0ITXuaqE7i+f0DUoEqLGbXYIcQ4IsvFl+/Col7bW0qoxUlEURRkmZs7+CPciBzDG/BZ45PiapCiKoigzg46RiqIoLSdGw7OTiOxijLkOQERuDOwy3maFqeoa108zl/mNF1YWX6U9baRpTVTeecc6M4hZUB5rQtakBqeonjJzu7y8RU4PQuT1bZX9cYq0oLF5ivKF8heVk0fV56fOfRzKU6YxqkJZv+VpcNRpwZqiNWOkoiiKEiZG4DkTuEBEziCd42wGto61VTmEzKBi1hHETJRCaUNe4GaRcUyWYs3+/LRF7YgxaXM0aZJWpUyXv4pwFCLU1lhPgHWFlDqe22LrLItr6v4rK6fOPdlkO4pM/5oQePzfSqtozRipKIqihCkVeIwxrxORS4GDSedyrzbG/PfYW6YoiqIoLUfHSEVRlPYTo+HBGPMJ4BNjbkspsQ4LijQ7vvlanlanypdixyxrgOpQpT9iNDtlTgzK4vI0QlX2ygmZo43Di9so+zqVmbZBM/vwFOUrCouJq5LGp66JaZ3nOZYqJm1+WF0NjzotaCdtGSMVRVGUMKXzdBF5iIh8RUSuEZHrReQGEfn9JBqnKIqiKG1Gx0hFUZT2E6PheQtwOPAB4AFAB7jHOBuVR8jZQChN0RfdMq1PqNwqa4DWI6NoxOqssaiy/00oLM+RwCiamyoaplHIq6dMG1NnH54mworCq1JXy1pl7dgo7Yhdw+PHl2l4svnX83umxbRmjFQURVHCxJq0/a+I7GSMuQE4Q0Q+P+Z2FVI02RrVQYHuwVOd2ElYFTO3OpPUcQhJRV7Wqjg6aJKivqlrphZrmhXbnmlMzOs8p+MSxpoSeFTAmQ3aNkYqiqIog8QIPH8UkZ2BS0TkdcDPgN3G2yxFURRFmQl0jFQURWk5MQLPIumH62OB44A7A0+qWpGIPB04wf68BniWMebrNu5w4CXAkjHmP/LKqPu1M+uooMxpAYHwptqylhn1a3qsmds0zOBiwyZl2lZUV4xzj1G1O6OarzX1/DTpyKAKsRqvGAcG7n+M0wJ977SSkcfIJsZHRVEUJZ8Yt9Q/sId/Ak4aoa4rgAONMb8VkUcApwEPtnGHAw8E3i0iuxtjrhmhHkVRFEWZCA2NkTo+KoqijJFcgcfuK5DrBdUYc98qFRljfJvmLwJ38qtzySj4GD6ur5sxrqh1zU45Va5PVUcHMet6mlr303RYUXhMurounpvS3IzqtCA2vg51HIyE8jVBmdOComN1Sz17NDlGNjE+KoqiKPkUaXgePcZ6/4HBPQvOAi4CzjTG/CEvU9VJim+ylnccShtbtwpB9akqnJRNbOuYweUJSU0KPFXN8OoKN2VxMYvqY8pqi6BTpa5JPKdV+jdkmqYmbTPJuMbIWuOjoiiKkk+uwOOp6RtFRA4ifaE/zKtrK7B1HPUpiqIoStOMY4zU8VFRFGU8lK7hEZGHAG8G7g3sTLo481pjzB4ReZ8DPMP+fCRwa+B04BHGmF9H5N8GPNEPG/cXzjzztry0Sjyj9msVt9ZF6fK0LqHwUcKybQm1o4l7qI4DgaqmbU1olaZFXbO3KmWWxdcxaStCRK71fp5ljFmMyKaMgbpj5Kjjoy1jaIxUFEVZz+SNj2JMsVW4iFxEYFM1Y8z/q9iAuwDLQCdjrxyb39ycwcnKnPc7G07O73Gsu1CaoU5/l+UZJb7oPqoaFtuevLRVhIeqwkldgadNpmx1aXLj0aL4KgIPgTB3vN/GjWy/+GKMMbqWoyU0MUaOOj7aMnSJl6Io65688XGSG4/+M3Ar4FQRAdhhjHlAjXIURVEUpTU0MEbq+KgoijJGJrbxqDHmaODoqvl8so4FJmHe5tenjJc6XvHK8pQtYi/Kn40LmUaVhZU5JWhqr6dRtQ5l5axVDU+Vey72fOpqeEJhs9CHyuhjZBPjo6IoipJPzLxy0aY7FriWmhuPKoqiKMoaRMdIRVGUllO6hqctiEhvBWjZup2m1vBUTaOMj0mu7xnHnj0xcVXSwGgah7zw9abh8Zmmhsc/LtL27LdxI5/WNTxKAF3DoyiKUmMNj4g8DriTMeat9veXgNvY6JcYYz7YeCtLcB7UirxjhfbZmbWJlzJMFe95sXny4vNMGUPhRWFFZYTiQmlGoUnPanXKio2fNlXfEzHpqgg97neZ0wKlXbRxjFQURVHCFM0HXwKc7f3eBXggMA88a4xtUhRFUZS2o2OkoijKjFDktGBnY8yPvN+ftXsD/FpEKjstaAr/q3yVr56q7VGqUkWrVEUrVKf8KtTVQNQJj62vSrpxU+ZIIoYmXVPnxcVogZSp0soxUlEURRmmaL51C/+HMeZY7+dtUBRFUZT1i46RiqIoM0KRhudLIvIMY8w7/UAR+Ufgy+NtVpjsGp689Tqx2pwq6fTL6nRp0zVo0l15FTfVdcusk2acmp6qaUch1lX5qNR19lDFaYHSOlo3RiqKoihhigSe44CPiMgRwMU27P6kdsqPH3fD8sgKNEVOC8gJKxN0mjB5UUajiWswqpDUpJDVpJAUW9co6UZ1RNCWZ2aS7ajSn2W/89KoG65W0coxUlEURRkmV+AxxvwSeKiILAD72OBzjTHLE2mZoiiKorQUHSMVRVFmhyINDwD25d2KF3isSRslYUVfYttkOuVoyx5ATfVLzPnU1ehUKaPutR6nA4wmHBk05USgKS1O256nSRCjscmGFZm0Ke2lTWOkoiiKEqZU4GkbZSZtVAjLxuXF5zEpQWStTXqaOJ86azNiBaK8e2UUQWca68UmJfhUTVc3fR3G/YyO6q0tNmytvQMURVEUZZK0RXmgKIqiKIqiKIrSODOn4YFik7ZsfDYsG56N8ymTBvWr6/hoqu9jtXdl6WJMIau0a5I06T1t1szYptGOJjy25eVvS78qiqIoyiyhGh5FURRFURRFUdYsM6XhyS7orrOGJxseii9KN05U+uxTte/z+m4UrY6fZlzxVdONSpMamlHaOm1NxSjP2qgaszp78yiKoiiKUp+ZEnggLPRQISwbHooP0ab9U9YTsf1e5/rlOSUoK7eK8DyqwDVOxmGeNiv38Lg87FWNLxJuVPBRFEVRlGZQpYKiKIqiKIqiKGuWmdPwwOhanViTtlCds8JakWTrOCeILafKvj1rRauTx6RcSrfpnKHac1Kn7bEODNrWL4qiKIqylpgpgadoDU9RmAt3tNWkrUlmfQJVtb+bMGmrmrbKGqCydGX1j8IkhZNZu+8madrWxHoeU7dRiqIoirKOmbV5vKIoiqIoiqIoSjQzpeGBak4LCMTFxOfV2ybWuqTalClbUXlVPLvV1RA1qXlqkmmbpE3zeRr12WlC8xWj7VGnBYqiKIrSDGt93qwoiqIoiqIoyjpm5jQ8eYQ0PX5ckWRXZS1HW1grX3zH+bW9riOKcaz3yUvftus4anvadj4hpr3XUexaHkVRFEVRmmEmBZ46ws2kPbO1WVhqE1X6uClHBk14dCurIy/POM83jyYm0+OckI+j7HE/f015tau6N4+iKIqiKNWZ+LxcRB4oIjeIyJO9sONE5GIReeqk26MoiqIobUDHR0VRlPEwUQ2PiOwEvBb4by9sd+CBwIOADwHvy8sf45bahfuMuji9Dmv5y+y0tFdNuQ6vo/lpMk9M3pj8TdFkPW2576fdjnGYta1GpFFml1HHR0VRFCWfSc9dn0v60v6lFyb2v24xoSiKoqxXdHxUFEUZExPT8IjIHYEnAAukX6wAMMb8QUQuBS4CXl+13KL1PH6aUb/+O3Rtzvi+Mk/TgUHd/ONwmtBGZqmt0yCmf4rS6Fqe9c24xkdFURQlZZImbf8BnGCMuUFEBiKMMScDJ2cziMg24Il+WJkZ27jN1yY58VhvwtU0HBjEljcOk7Yq9TfNuO5jnZgPMi6PbSJyrffzLGPMYnyrlBZSeXyE8BipKIqynskbH8WY8WnKReQ5wDPsz5vRV8/fGvgjcIwx5iORZRk3KSyaHFaZOLZdoGh7+6ZJ031Tt7ym2qECz9qkKYHHhd1v40a+dPHFGGMkkEyZIZocH215avamKMq6J298HKvAk4eIdIFzjDEfrJDHZCeFZZPEOpNIFTKq09Y+a6Jdo5bR1r6pggoxccT2U10X1aACz3qgzvho86nAoyjKuidvfJzJfXgcsRuKVpl06hqe6jQ9IZ6Up7xxreup0oYiZtljoApJgzSh6VEvbYqiKIpSj6kIPMaYZBr1KoqiKEqb0fFRURSleWZawwPxXtp8Rvly3pYvrGtZ0zSpxf51HBHE5B+lzLrlj4Np1z+rjNtjm6IoiqIo1VjL82ZFURRFURRFUdY5M6XhKVqzU2W9TlMuqqdJG7/4TqMPY/uhyXVc4yxzLdHWc657n456PuNyUa0oiqIoSjEzJfBAvKMCStIV5QsxawLRNGhyctZ0f8e0rem9fUYpe9qs5Yn2JM+tjpATm1dRFEVRlDhmbR6mKIqiKIqiKIoSzcxpeCDefK2utqesrGmxnqTTOv09qWs8iw4I2sI4+qHNppR18hft06MbrSiKoihKddbTHFpRFEVRFEVRlHXGTGp4HGXrebJps8yatNd2LcG0+7Nq/0xy8fq0+yaWtt9jIWahzeNwVa0oiqIoShwzLfBANe9seXnzmJVJaluYNXOlSTod0Anr2qbu9R3FqYGiKIqiKHHonF5RFEVRFEVRlDXLzGt4HE06KAiVOQ5U2ixn1GvQlnth1q61ahaaJ7ZPte8VRVEUpVnWjMDjMyvrddbCxKaN/erTlvU2a+FaK/HUud4x5m16HymKoihKdWZK4LnPfe5TO2/bJ+azylrsV5l2A5SZp4776BiBZ6+99uLiiy+uUbqyHhhljFQURZl1vvnNb+bGiTGzsbODiMxGQxVFUcaMMUblcmUAHSMVRVHyx8eZEXgcInKtMWa3abdjltE+HA3tv9HRPlSU5tHnanS0D0dH+3A0tP/Gw1q0SFIURVEURVEURQFU4FEURVEURVEUZQ0ziwLPWdNuwBpA+3A0tP9GR/tQUZpHn6vR0T4cHe3D0dD+GwOtE3hEZIuI/FJE/scLu6WIfEpELgduJyK3sOFzIrIkIp8XkX2m1uiWIyJXisilInKJiFxkjFkUkTuIyLKIfFREdp92G9uMiBwmIt8Rkf8VkZfa/ttHRL4gIltFpHXP0aQRkV1F5Msi8nURuUxETrLhXRG5wt57l4jI/jbLu0Tkd174P3tlHS4iF4vIC6ZyMorSYorGSOAhdqzUMTISHR9HR8fIcqqMkbb/5nWMbJY23oRd4LBM2EuBC4wxewMX2N8AhwJfAp4AvHBSDZxRDjLG7G+MeYD9/TzgucDpwJHTa1a7EZGdgLcCjwDuAzxNRO4DHA88FriI9D5c71wHLBhj9gP2Bw4TkYfYuBfbe29/Y8wlXp7PeOGv8sIPBx5IOnnTyYaiDNJFx8im0fGxJjpGRqNj5JRpncBjjLkQ+E0m+HHAVnu8FXi8Pd6J/n586qa1Gtp3cTwI+F9jzPeNMdcD7yW9H3ci3W5F+w8wKdfYnzeyf3VdQLr+NGjfKsoAOkZOBO23eHSMjEDHyOnTOoEnh78wxvwMwP6/rQ3/b+BA4GzgjVNq2yxggPNE5KsicowNewvwDuCZwJlTa1n7uSPwI+/3j23Ym4BzgQOA86bQrtYhIjuJyCXAL4FPGWO+ZKP+RUS+ISKniMguXpYDrHr/Exlzm7NIvwpeZIz5w4SaryizjI6R9dHxcTR0jIxEx8jpsmHaDRgFY8wOUtWeUsxfG2N+KiK3BT4lIt+2XwkfPu2GzQChryfGGPM14MGTbkybMcbcAOwvIjcHPiwifwWcCPwc2Bk4DTgBeBVwMXBXY8w1IvJI4CPA3racrfS/ViuKUhMdI6PQ8XE0dIyMRMfI6TIrGp5fiMjtAez/X065PTOFMean9v8vgQ+TqqCVOH4M3Nn7fSfgp1Nqy0xgjLkaWAEOM8b8zKryrwPOwN57xpjfO/W+MebjwI1E5NbTarOizDg6RtZEx8eR0TGyIjpGTodZEXjOBjbZ403AR6fYlplCRHYTkZu6Y9LFg/9TnEvx+Aqwt4jcTUR2Jv1aevaU29Q6ROQ29qsVInJj4BDg294kTEjXFfyP/X07G4aIPIj0XfTrabRdUdYAOkbWQMfHRtAxMgIdI6dP60zaROS/gHng1iLyY+AVwL8B7xeRfwB+CDxlei2cOf6CVHUK6fV+jzHmk9Nt0uxgjNkhIseS2sLvBGwxxlw25Wa1kdsDW63Hnjng/caYc6xr19uQmj1cQmoTD/Bk4FkisgP4E3C4MabuAk5FWTfoGNkoOj6OiI6R0egYOWVE+09RFEVRFEVRlLXKrJi0KYqiKIqiKIqiVEYFHkVRFEVRFEVR1iwq8CiKoiiKoiiKsmZRgUdpNSLSFZHXRKa9UkQOGbG+kctQFEVRlLWKiNxFRK6xC/BD8a8UkUY2bBURIyL3aKIsZX3TOi9tiqIoiqIoSjsxxvwQ2H3a7VCUKqiGR1HWGJKiz7aiKIqSi4joR29l3aCTIqURrCnYi0XkGyJyrYi8S0T+QkQ+ISJ/EJHzReQWNu1jReTbInK9iPxJRC4TkS+IyBNE5H4icrHN8z5gV6+OPUXkByJyiYhcLSKfF5H7RrYvEZE7WFX7B0Xk+7adF4vIfjl5uiLyGhGZF5Fz7P8fe/EniMhPbFu/IyIHl7ThQfY8rxaRn4nIW+xGbdhzMbZ9vxCRX4nI653gYtv/ORF5s4j8zvbfwV7Z3xaRi0Tkc8Afgbvb8z1bRH4jIv8rIs/w0n9cRN7g/X6fiGyJ6UtFURRlfNix8z12nPqqGx9L8uwpIqWbptqx+gQR+QZwrTVPu0hEfi0iV4jI80TkdBG5jx2zLhKR39tx6Y1eXUZENthx8QIR+bQdCz8F3Nqrb2Dc9NpwiD3OHRc93u/Ve0RUJw7Wl4jIW6rmU9YWKvAoTfIk4G+BvwQeA3wCeBnpy28OeJ6I/CXwX8Aq8ALSTfN2ARaBuwIfAbYBtwQ+YMt07APcEfhH4FbAO4CzRWSXiLYlwB3s8eOAlwA3B94DfEREblTlREXknsCxwAONMTcF/g64siTbDcBxpP1xAHAw8GwAY8xDvbZdAmy0x5u9/A8Gvm/zvwI4S0Ru6cXfEzgGuCnwA9J+/jHpeT8Z+FdPSNoMLIrIgog8HXgg8Pz4HlAURVGaRkSEdBy80Bhzd2PM/YHDgTs1WM3TgEeRjrMfJh1PH0U6Jr0A+IAx5pvAm4A3GWP2APbCCh4BNgJfJR2bXg1sqtCW3HHR4+/t/z2BygKPooCu4VGa5c3GmF8AiMhngF8aY75mf3+Y9EW2CnyFdNPbU60G4/mkL/OLgRuRvoCXgd2A6+i/6J8G/MYY8yUR2RM4GrgdcKmIJK4RIvISUgFqlVTough4APBu4Ga2nmNJBZQ3kgpl/yMifybdeTuGG0htmC8UkT/Zc3qWrf9KYCup0Hcj4CnGmG+T7oD+HtLB5Su2rr8F/kNErrHl7go8BDgb+AZwvIjsb8/hl7YPv2aMeZ+InAxcJiLfBfYAvmWMuUzSXZu3Ag+3bby/MeZzInK67ZcLjDE/F5Fn2nQ3Bh5vjPlD5LkriqIo42EBuN4Y83YXYIz5AfBmSLUcpB8Fd7PRxxpjPu8XUJJmD9K53zmkH9fuQjoGbAX+BJwBdEXkMcD/AX8nIi+yeX9FOgb53JZ0XH25MeY60jHxY8DtRORrNu4WIrKLMeY6Oz7eHHibHXOfYoz5th233kk6Zj1fRI4D7m/r+Lo9l38D7i0il9j2/hZ4gDHmWHve5wD/boxZEZGjgBOBnwHfJZ1LYOt5uz1vgBcYYz6XvQjK2kM1PEqT/MI7/lPg9+6k2oYbSIUOjDGrwI9INTd3AH5COrH/W2PMRmA7cKgt447ArUXkatIX9b6kQs3bgP+0aR4IPB54sDFmP+B1xpgPkgoMTyd90f3Qa9etSF+kb7bpr4o81x/buq8mFcgOAk7w4n9l2/82wA0Wp9i0dwCOBG5B+oXN57XAZ4wx+5MOPDf34n7iDkTk9qTC3jtJhabdACc0vYn0C+GvgCcAp9vwH5D2oeMcYCfgO8aYz0aet6IoijI+9sGOjzn44+NT6Y99pWlE5BHATYBn2vFuhXQc2pV0XNqT1PrBmZS9iHQMuTNwPel4k+XWwP8ZY671wn5Mqq15Kn0rhWd58TfY328DXmUFlSuBvyEdk6+lL5D4vBQ7PhpjTgnEY8/z9sBJwF+Tjo/38aLfBJxijHkgqQXJ6cMlKGsRFXiUSfNT0hcs0FPf/xXpy+mVpBPyGwHvFJFLSQWJ23h5rzLG3JzU/O1jwPdI1efuhbYROMMY80cAY8xvAm24s3d8AKng8nX7e9WLu5Z0cHDczju+J3CZMeYBti1XkGqcHGfZ/18lHUQgNVH7DLC3MWY30rU2kmnbbb3ju5AKVA5fWHmwbd/lxpjrSQc4xyGkWrNbkwo1e4jITW15P/HS/QvwLeD2IvI0FEVRlFYhIm8Vka+LyFdskD8+foDByTwlaQ4h/TD2Z/v726Rj12eBg4wxN7cm2pfa+L8g/Xh2a9KPcV0RcVojx6+BG2XC9wGuMcZ8l3ScuoHU4sBxY/v/q7ZN3yYdy+9NanFxNan2pi4PBlaMMVfZ8fF9XtwhwFusluhs+uOjssZRgUeZNO8nfakt2HUzLySdrP8N6VemHcB7bdgrSdf3OF//7wVuKSIPJrX5/TWpynqe/hcpAUxJG+5P+gLfiVQIuQH4YiDdJcAjSdfE7EJq2+zYE7iZXT/0Z1J1uV/vdfb/DfRNR3ciHWyuEZF74Tlk8Hgq6eBxZ1Kh5Qv0n9PbAnvbch5Kairw8UAZc6QmfJ8FLiS1vb4b8A+kZn2IyMOBo4CO/XuziNwxUJaiKIoyOS4j/XAHgDHmOaRmZO7D33Gk1hP7kb7nswv8i9JkP7B9Gfg96UfAXURkJxH5K9IxD+zYai0x3Me3GzJl/AL4HXCSiOwsIg8DDvTiv2vrv50d82/mtceNj78nHT/vzqAmqIwdDM5j/TE1bx4wBxxgtUT7G2PuqObc6wMVeJSJYoz5Dumiw71JX3KPob/WBeCJpALJc0gXKl5M/yV9KamG4i2kqu3NpNqdp9EXii4CNovITQC8Rf1/oP8S/yip8LAMPIhUCHHrhPxnYhup5ue9pF+M/K9EPwHuRSp0/ZxUS1WmGv8kqSnbH0i/uoWev2XSL2GXAOeS2invb/vga6SCy0dJVfG/ted4I/qDIcB5pGuUnkYqmP2CdF3UK4wxnxKRPYAlUrvun1hztncBZ1iNm6IoijIdloFdRcSf+PuWBjcDfmaFkEX6Yx8Rac4jNS3fxUv3GFJB4WOkZtCn0/9IdxfgiSJyLamigs40AAAgAElEQVQp2NHGGKcd8vka6Rj5G1KHOtuA3UXkHsaY35GOy/uQjpuG1FrD8T3SOcG9bd3vIzXlvgXD+OM4pGZw+4vInP1I+CAb/iVgXkRuZcfHp3h53PgIgF0jq6wDVOBRGsEYs6cx5nzv95HGmFd6v083xhxijz9MqnX4KOkL9QzSif0JxpiLSO1uv0tqKrZMqhJ3XGNtb/clfdnd2ZZxrW3Dv5GqqS+yKmu3fqZLun7nmaQLMb8JHGiM2ZdU03GWiHyddD3L+badfzbGPJXUe43TRmFdbN6IVPtzOelL/FPA60q66ZmkQtt3gfNJF1MemEnzLuDzpDbQPyY1gbsCeA2p8PJ54NHGmL1Ihb4v2LK22nMCeB7pV72Pk34x+y9jzF5uEawx5ve2r97rKjXGnGCMOdQYU6YdUxRFUcaEfQc/HjjQuon+MnZ8tElOBTaJyBdJPaJeGygmmMYY80lSy4nXu/HRGPNT0jHjKtJ1ngdhP6YZY54CPJp0zNqB9b5mjLnSGCPGmB22vgNIP8ZdTSq4LAGPBT5gzeq+C9zWGHNb0g+dG735wu+MMfci/ej4fVvfp0jHxz8YY3yrjW8AO6yJ33HA50jHx0uBf6e/Nvhn9jzd+OiviXoe8ABJt9D4Jum4rKwDROc3ynpCRF4J3MMYc+QU6t4FuMEYs0NEDgDeZp0TuHhDur7nfwN5E9Kvaw+bWIMVRVEUZQKUjY+KMiozp+ERkW3TbsOss9b7UNLNTq8J/L2sofJz+6+k7rsAX7GapP8EnpFXzlpnrd+DijIN9LkaHe3D0anZhzo+WvQeHA8zp+ERkWuthyulJtqHo6H9Nzrah4rSPPpcjY724ehoH46G9t94mDkNj6IoiqIoiqIoSiwzo+Gx6xsURVHWPXYhr6L00DFSURQlf3zcEApsK7crTwI0p7ZaLU+ybpl030zjWqj6czJMup9n+bruu3Ej/31x0Sbsynpmz0BYYv93S8KycXnxo5IEwurW48rq5oSF4kd5/pcTWOiWpRqdSb2jNm2ArTvC4RCOy8b7x8ub0+OFLXH1++N6Yk+6O4HBPraucbepTvlJ5ubw83ZI3eNlmZW5bMf+X8ocV+HKgriZ0vDECDzTnszMyo01KpM6z2n357Tvp/XEpPp6lq+pE3hUw6NkERHzSvIn+mXUyTNOEsrbktj/3ZywUHzV579ogplNkxcXO6GNbdsm71N1nlASW8448/vxHXtyS6uDx6GuyfY5FPehn767Oh5BJVSmHxZzn0yL2KYk9n+3JN1yBxaW+nnK0mepK5jFPB9Xkq/hmeWxX1EURVEURVEUpZA1o+Fpo+TWIgG/ccZ9bm3suzbeY2uJcffvWrh+quFR8qii4SmLnwTJiPWvJDBfUMAVKwdxt/ntQ+GTfg9ktQ9FlLUtpNkpMz+rUk+oeVXKz6Yt0wB15lItjzuG0TUjeRq1Iq3PymaYLzHDC/XZKCZ8ZW1qkgHTwUxct4HyY83PXLom6oT0mmTrvpJ8Dc+aEXgcbZ3UtHECX5f1KOz4tPUem3VU4ClHBR4lDxExezIoSPjHZST2f7ckzGfFJuh2y9cDOWLbU0aSU5arM6+e7Hsgz7wmWOccdOwMq2gtTxUztlCboPpkOitcbD86/X/w6en/xQ2wrYb5mjuNUc3fHB3vZJe8PnLn6wsedYSXqn3vcM3yze3wwrKC2VKFOspM+MbNcpL+L/pAkMVmaex5rXresfVnn50rUZM2RVEURVEURVHWIWtOwwPtluLarr2IQTU8yjhQDU85quFR8vBN2spwmpm8L742upK2J5suL61fTlGZZeXEEDrPOu8Bp1HodEbz0panmYhpU1UNS1GZi9b0bNsOSHa2bbq+vMyisXn70XDQ6eVhefianybM2rJU0chMgrzmlDlHKArLqyexx93ItiXEa4lDGlK/TkdM3S5PTFqX3qV15m2vQjU8iqIoiqIoiqKsQ9akhsfRZmmuZR8bKjGuts9an7T5/ppF1pOGp6gtRc+BaniUPNwaHp+EwS+1UE9b4pfTFH6Z2WNy6muiHdN4D5S5WS5qU9lanpBTgU2B9TrJzn0tjtPqACzaNUkHn16u7bnArgsKaW2aWuOTxXVTmUajqA/9NTg+ft9m1+Y05fq7iNhzc/FJMuxcoWzNUtm8Ks/5RxJIG0iWW5fLH8qTRJSVrb8sPaT3wJW0yGmBiOwEXAT8xBjzaBHZBzgd+C5wlDEmeH3qCDyONk10HLM2ufdRgSeljffVLLPWBZ6q9YeeBxV41j6jjJF7Vqwrsf+79Zo6Mn79/nFsnjoUChdJucnaKOZFjqxXsNh3w/YCgQP6k/Q85wRVzNeyXHB03wGCwz/dUQWePGcGo5YVKrOO44Ey6njLixV4fKrea3VOMaHe89U7n5r5Q6xYgbzr2c0Vlf1D2mXS9nzgW97v44HHkr7gD51CexRFURSlLegYqSiK0jAT1fCIyJ2ArcC/AMfbr1dd4EXAU4HvG2M+kZO3tobHZ9pfeR2zps3wUQ1Pn7bcT2sB1fAMk30mVMOzthl1jNwzEJ5kfncrtMfl7RLWrITC6jKO8rP5E4YXWGcXXWf39cgzGXKufmM0QkVf45Mcc6tYfM1C1hV1lgsy8b6ZW7BtGTM4d1xk2lYVp215+coCAD/qLg+Y743iBtpRlreK+dqopm6h8/E1PU3vyTO094/9361RVux+OyFHCUnNOv1ysmWGaJOG5z+AlzB4Dd4EnAscAJw34fYoiqIoSlvQMVJRFGUMTEzDIyKPBh5pjHm2iMwDLzLGPLpC/kY0PDD9L72OWdRogGp4fNpyL41CWb9P6hzXsoanbt2q4Vk/NDFG7lkQn9j/3RrxSUG+cZJkftdtQ7YciN9stIzsepyq+Boe/+t/njOCbJjPqO+4lWPS//OnxeeJHbdDbR/Hup085wRFG7gub4atS8PtC1G2jsrH1wZlyw5tZgqpYwLIv6eK1vDkuYiOxVY99Jy58N6mu14loTo7gTLqknjH3UxYN5OuS7GGZ5ICz8nAIrAD2BXYAzjLGHNkQZ5twBPtz5s0JfA4pj1ZncUJPsyWwOOXOY7rPe17KJam+nYtCCXTuGZNCzzAH73gs4wxizWrUFpCE2PkKxnNbISI/ElOGleGH7dsJ0hLS8XlhsoMhfkepfLaUdSmhHJBJ2uqljUzqrpofKA9OXvN+F64oHhy7ggJEKH3TJGjgjKTthhGGVtCgkjWo1odk7Y6DgRCZYzLO1seMXvzNO20IKH6s1mGLwQ1NfeIbccP03/B8XFiY78x5kRjzJ2MMXsChwPLRS9ym2fRGLObMWa3iTRSURRlBnDvRfunws4aQMdIRVGU0ckbH6eyD8+0TdqyTOsrvWp4xltuXnlNXu82a3jGfX/NqsZsWtdMnRYosYxi0pYwbPoBo5uYuLK6gbAq5YfKyUsXW2YV3HMYuwC7LnU0Qa5tl1+4wN4PX65cZ9k7JqvtyWp4iuL9vXv8PIueNiWrWcnTkhRpYGI0PFW1PlVM1vw2htKOatLmn3vIfXbR/bKyGbrd8nRZQvvj9OqLL6YS2eerqpmbc0c9X+EBTYBX0QKTtlEZp8AD05kEzarAA+Nte1NlT2JtShsFnknfV7MoQM6CWZvuw6NUQUTM3TNhk3oXJPQnM3Xfu4n93/V+dwPpYvIWpRvFS1vIi1aTnrV6wlhNz23jeK+FTOIWA/v9jPteC633yRN8YgWvcRC79irUprp9WCZcx24IWqlO77ibCetS/EEh13QvUGbVdG3y0qYoiqIoiqIoijIxVMNjUQ1PNVTD01wZTTKNe2oWNTzTrDO2PtXwKFUIaXhCjOpBKfGO/XLy9vsASDp905TgwvoKbXLlhtJXKSfUjpDHKYg3Twuly9MA5aWF+gv03TktbhjUvhRR5NSgStrFDcNhITO3LMub0/95jhqKzNfKTNuqOC9owtHBqOV0xrAPz0D5xDkcSXLSlZEtJxvWYZi89vhticnjUA2PoiiKoiiKoijrEtXwZJikBDjLGh7HuF1Jj7OctaThacO9NOuanjbVn4dqeJQ8fA2Pbz8fsqUPLSh2dL3jxAtLCuL9948f76fresfZ9vjx4+SKlYO42/x2oNozPqoran8NUKicbPio759K51ai4fHjs2l9TVJs1ziNDoS1OnlajibfyUXrbBx1NT1+OVXLWN7c338n5r5xFMUvJ56jg1DeQHg2LMnEh8qpQt39gsrakaBOCyozqclOGyapTTCrQo8KPM3TVH+0pV992tAmFXiUPJzAs5z095CB5vftKMuT2P9dwkKSo9SjWCCfHxaKD5WRV7/fjjIBMZZRTdqy7fLJLnIPLcx3xJqz5ZEnBIXCQ813nszcRBvKJ/+dyL7z+6XMaUFs3aG8vjme35+LYzCTC51HqF+rOMjIu49jBYtuXDWNEvvuSez/rhc2Z8NfiZq0KYqiKIqiKIqyDlENTwHjlgbb8lW+KZo8n1npm7Z8MWhbf61lTY/PpNunGh4lj5DTglizmKyJSdX3SZmb2W4gbI54bU1eOUV5/HyOUPrsM1xVw9OkW2qfondLyKVxNqwof5GZWl7aUJrFDYMapiSx6brp/7w9eDbZTvZN2so0Gv79G/vezdOwxGiAsmmKtGaLgetRtU1ZVkn33YFBTVmsmVsssY4MslyxchBAz0S0Saq8T7L3wpWohkdRFEVRFEVRlHWIangKGKc02LYv8k3Q5rU846BNXwva1k/rRcMTYpxtVg2PkkeehsdRxfY/68ygW5Inbyf3biDchcU8J9k8TZIEwqqs4anzhd3PU3ZtQi6qQwv+8xbgO43EBXY9zcGnD9dxwdHh8CrEnr5rp1kd3DjUaYXmtwSz9bQcRYv5odiV96YN4bVORZqduuug6ozFeVqforKy/VKE75Sk6L72731XdxJI1y2vciQSr/5QXUWu7a9kjTgtuG1k2lmYbLVtgtok68W0rU2T8Tb20yw8h5OiqXNQgUfJQ0TMq+YGJ9NNmVqtUi58lE2Qsvmzz0So/LI6s/FJznFZPY5xvWuSQMGh/Xf8iXzRpD40gc9OlmNM2vKI8djmWKzhlawTEPxi79VQf3TmwgJPlT1xmr72q4H6s9fNHcfuRVT3eY41Z80T9pcTm78bji9qls1a6sQEYMUmmO/G7Q2UeMcu7krUpE1RFEVRFEVRlHXImtTwZKkr1amGpz7u/OYCYaOU1wba+JWgTf2TZS3tz9MUdc5jlVTD8ynV8CgBQiZteZRpFEJfgoveMcsd6NrPvt28Ou3/aGcABWWNk8T+9796h45HNWmLCYdB06Wi98b2o+GggHman6fMQUGIWK1OntYpq+XI7jXjyDPrK+rfkNlfXUY1ZVsM5C9rVtF+QH5YSCPmyPZPkalbrIONJh1x+GaxiXdcWH9EmjyuZJ2ZtIWoM8FQgWeyFPVJm/qrjZPuNvVPHir4jI4KPEoeVQSeUSh715TFJ/a/76WtLG1eurL4mHRJQbijSEiLWSeVtz+PCysSQEP1lE3wfeHDZfM3Ca1LdlJfZdzx95pperxa2ZxvDhZLdkxZ3AA7ueviebNz5AmNIcHHccHR4b2JqpjelT5fJfdaLE2bxWY/HPTWbnVtfVQzZ83mccdXoiZtiqIoiqIoiqKsQ9aNhsdRRcJTDc90yOubtvRZG78StKVvyhhn37XxujSNaniUPHwNj2/qk7eDfTYshEvX6cBC1x4TZ27ie4by0zf5nCaB8kctJ1RmbJuLtDYx+IvGQwvIi8rPa2PQo1Vgb53YMJ9Fb++dg05PzercMYT3C/JN2qDcRCumH5O5sDe7rbbzyjQnc4Q1M3VMAH1CZS5GmrHl4Z5nf8+jIi9/UG6uGqNhzKav6mSiLH2MY5RemQXprkQ1PIqiKIqiKIqirEPWnYYHqkt545IKZ+Wr/DRo43qept0srxf33XnM8teWabVdNTxKHiJi7hGZdpT3RZ6GJ6SRcPWseE4N/GfHLycJhNUhKYgLlZ1UaEdCvNOFKuS5A/bjkqSvZcvD9a2/10xIu+CvTQlRptmoc//k5UkyGou8fWW+t3IQAK9e2D7ksru7Ws+hg6PK+3zlGNvO0/phyc7DWrHu9cN7IGXXUbk+qaPhcRqtVfL3dwqFxTiBKEvXBFnNj7+uZ6Fb/x11Jeq0IEjsTT6Nyc0sTmDHQZvM20a5D2Lz1j2vpvojthx1QDDMJM5DBR4lD1/giZ1A1XlvlJm05U3eE/u/6/0uKiePbDk+K0l/EbR/PEqZPnMMmupBswJQqO/8+vLM2xz+O2h7ZrINxQvv8ybtIeo4K4g1q8qjzKFD2Z48jpCZXcy7u6hPVo4ZFIBc+lDaUDm+4BO7l1GIGIcGob6LvR5lXh2bcnSQdXAAg5uhFnElatKmKIqiKIqiKMo6RDU8Y0jbBtaKhij2PMZ9vtNwa17lnEY5/6b6rolnZNaeszKaPh/V8Ch5VDFpy+7sHvMOcLutVzE3CWkslm3gwtLgcRG26iHTs25BfF452Twx+XzcM11khlZlUXeeBqfIaYFPqJ7QeyfvXVSmzQntuZNHSLPomldkduXCg+0rMNHyNQtOq7Oc46I61LY67+c8Rw7ZfszT8BSx6Gl48szwLr9wAYC9H77cC/O1aHOBsFjyrktov6OsaV1enVX2ngqFFT1nofjvoxoeRVEURVEURVHWIVEaHhG5K7C3MeZ8EbkxsMEY84ext26wDVPV8DSZd1rMotZnFjU8Td0b4z73cfbZqH0wi89XGU2ck2p42klbxshXj7AGoMoXYfdVteuFJYGwNpLY/13vd+g4jyINT5kWw5H9gp1dr5AtN8SK1dK5Rf6+Vim0Eecmb8F8djF9r/0lWoqQS+VsHX68fyuVuezOc4Ee6huH30eh7vbdU4fa7OfJ65MYqqzXKeKCowfrj3FqMOq6nxiyGuE6ZJ0rZMlbF1SVIg1PqcAjIs8AjgFuaYzZS0T2Bt5ujDm4XnPq0RaBZ9YnYrMi9FRtZyj9KpOfeI/7/sg7zybKGTd1+2bWn7kiqp6bCjzto01jpDNpy+6HEkPe5BRSc7ayfXgS+z8UVzedS+ObviVemq6X1v0OxYeINafLwxd85hparO2TFahCi8OzdfrhztQo1pQrxgQr2pSxoD9WNqd7xziK+iwUldC/rnnvz7L3qot3AlyS9AWNkJDiOyVwXtq63WKTtoE2B+KSnT3PdKcNZRm4HnVuqzLHJf5+PnUEmSqe5bJ1Lq1WP6eVzWEPftlnYVSTtucAfw38nrSgy4FasoeI3FlEtovIt0TkMhF5vg2/g4gsi8hHRWT3OmUriqIoyhRoZIzU8VFRFGV8bChPwnXGmOtFUoFJRDYAdT0d7ABeaIy5WERuCnxVRD5F+jHjucDdgSOBt4cyF0mEa/krcJNk+2lUc6hx9PuoH8lWc47HeY9M6v6box0OCkatu0p/jfsaVu2TJtswqftTGStNjZEjjY8+/hf0qoQ0CUs1tSCJaw+DmpcQWY2G/2w4Lcxyp7+fzxJh0zr/OFumbyJVRbOT5JTvyk6oRvardNDFtEuzOhxXpknyF5LHfoHvXj/sttqFw+CC+jxiXFB3u8Xtz2oQE5fPC7vCnAHASXIUMGjaFjLng7BGwu1H5JuRhTQ086cN778zh6fl2xmWMi69wQuzJ7F0Wv++7l4P3YBmx29HVjN0QcCRge/cIGTelmfy5u4RWRpMC2n6TSXOKoruhbI6ofpcdH5LsUlcxz7c/1xQUIxJ2+uAq+m/dJ8NfNMY8/9K2leKiHwUeAtwKLCF9IV+F2PM2wJpza0Lyhq3edpanYw0uf6j7iR2FIrKyYuLbee474+6wks2T0wZbTZlnJTZYZvXLMWWryZt7WNcY2SV8dGmD3ppK7P/d3HjXDOYePnK5IzQ2phQnf5mpt3Idqx0YH6p36aY9lyxfCB3W/j0UHjRMx/yLJbF93oXyu/yhDbc9M17Qh60fE9lZSZtZaZYof1iHNuP7gvXW3cUm7LlreEJCbqJPe4SFnhc2Cts3+w1vz1YV9asD8rN1/IImgHuavP/efDYxbnjPJYzQlTWzC0rZIXMDlcZPj8YvC6OOut9QoJPmTDkp6mz7mg5x3ytCPfMFJm0xWh4Xgr8A3Ap8I/Ax4Eay7oGEZE9gfsBXwK+C2wDfgccMWrZiqIoijIhGh8jdXxUFEVplqnsw2PtkD8N/Isx5qzIPIUaHsc4vsqvVe2OY1QHAaH+GefX9Ka+RMYubBw1TUz6Kv1V1XFBE9citoxJO4loK+M6j/tu3Mj5quFZ09QZH22+2l7aOhEaiV5aP513nATC/DxZTcqAk4ScfE3j15PY/13itT3Zshw1Lf4qE9Lm+IS+qruwbTuGPZH5GgV/EX6e5qNsHMjG+w4Kyszw8qKTzO9uIM0cOWaBhI9dP2xzGsICRwO9/IGXekib4zQ92Xj/dx7Lx8CC1eZ0cvb7ybYv60XP38cHqjkuceRpYMocFYRM4kb1LFe0t4+Pi6+l4RGRSymwQzbG3Le8qcFybwR8CHh32ctcRLYBT6xTj6IoylpFRK71fp5ljFmcWmPWKeMYI6uMjza9jpGKoigeeeNjrobH7isAqQcaSFXqAE8H/miMeVWNRgiwFfiNMeYFFfM2puFpi2ZnnOWPqjGokm6uJL4Ok1iYP6qGp0lt4jg0PKOsDxrVOUKI9bxmrqnzUQ1Pe2h6jBxlfLT5g2t4QoS+vlb9eu+z3Ok7NujasOzic0fCYLo8kog0efliys9jxaqwypwaDKyDKfgKnSTD622y6dzvovdE3lfx0Jd8f8+dkOvl0HkMaNxKtAeh+6cTcFCQdUENaRq3fmk+Ewfl1z2hv3bnB9107U6329eyfc9sZS/ZBIT7c47+2hjH/GnD55x3LULampCGJ7SuJ/ecAlohn06OW2sXlne9YPAa+Q4OfLLXc1PgWkP/nipjMXD/ZdsSakOofkfo/go5xSjS8MQ4LficMeavy8JiEJGHAZ8htXV2zXyZMebjEXkbc1rQ5ER2nGU0RVMmYG0RaJrID/XvgyYdZIzj2oxiojgp88T1KPw0cR4q8LSPpsbIUcZHm79Q4AmZm5gcz1/ZifkqsJKkx6FJqk/Z+yJx9UWky6bxzelC8kj2XdYJpCkzP0sC6RLvuFuULrAwP7TnSDIXNksr2yjTkTcJ/c5nDwHg5IXzh/J0rw97GnOT7dXVYdOpMqcFEDY5ym6KOpCewT50x+7+yvMw2FvM3y02QfT7Ns/EarMVEE5cORSAk+fP63lUGyirRHgpElTmgI6NX/LiQn2YJxiFwoMOPLy9gbYUOGDIE5qbGmPLnEC4tseYtMVsdhoSgkZ1WrCbiDzMGPNZABF5KLBbRL4hbBk6UCuKoihrhUbGSB0fFUVRxkeMhuf+pC4xb2aDrgY2G2MuHnPbsu1oRMMzSTOltlFXgzMJ87Km6ssrp4q2ZhwaQD/PqE4iyuJnzU31KP09Sr9Ok7rvDtXwtI82jZH3IN80pMiVbJV3f8Kg2RoMamKcSVg38/m9yzCJV0+RU4NYEiA5Mj2eP7M8LQzuo9MNpBswXQvELzGsEUvmQDyTtjMyX6mz2h1nlua0G9t29E2B3F4xWXOm7Ff0lWM8BwHXl7tRDsWtZtpV5rRg0wY4w7uXsv2Q5+CijCSQx4Xl9XfILNDX6vh9nDXNqmq+5sKSgAYnWM5NbJ4/9sOWnwkLmR21OiWurMucGsQ8M74TCxg0Pxtoc4EZXTa8KE/WUYYjZHKXtw9QNiykHXLnPpJJWy+hyB42/e+iMjRMnsAzKUFnHMLNOMocxSytjsAzSYFm1AltrHBTRwiKrbvJtVV11u2MQ5gMUbe/xtH3RYzjnhpnOSrwtJc2jJExa3h8ISgo0HiTx9gxISHs/cxR5qWtLq6uG7ywbYF0fvpuJm+XYqEma9rm8oeeWWfKtbCl3KOVY1NgwhkSaPLq7OXJmFeVCTeQTtSDZmo5E9vFwCTU5ff3BgqZEnbt/ytWDuJumX1zIF/odOfse+by9yPqhdmMvjDpX4M8j22xuDwdr5+d5zZfkPGFm5Cg48J8/HjH8jNhPrDFcPa6drx7JbRepsyMLdkZFu0FC63xcmkG2hswj8ymi9nbyG9zkoTXF11+4QIAez98ObjWyDfLXVqF/2UEkzYR+efMb0gLrOy0QFEURVHWEjpGKoqitJ+YNTy+e7ddgUcD3xpPc8ZD3cXnTX3VnyTZOrNfb5ryqFamXYitZxxmSL6nsZjwSTDO/hpXH4/DlDHWW13IVG3U6zbOew1Ga9/qiPmVqdLqMTL7VXTrjuK9LbqBRfY+obhuTnwnJxwyC9aPhO6Zw2WV1X1D5vfWzO9NmfC8sv13jEuTeHHu2QzlT+aGd7cfaMOGvllaaM+bnbwHP6SFcF/0k2Twi3/2fbH05772YI6+9mFAexXQOLj4y754GK+d/2Qab7UH2f4uMoWc3wLfs97TijQ4J81vD+6BlG0PpOXtlSnLdwgR0ur4OM3Zhcf0NRHJzp5mpsB8LNk1bKrma3Vcf648G+ZP7Yf32mqPL/vyowB4/fy5Q3EuP/TLgNTcLaSlC3mD850W3JDpizwNo9OsdK+np8Z0GpokGdTchLQ1ru99baS/j1NWKzSQ93r4jkkf+HtKaoO67fQcrai3AVKRl8AYSgUeY8wb/N8i8u/A2dWqURRFUZS1h46RiqIo7Sd6DU8vg8gtgC8bY/YeT5Ny6x1aw1N3/U7sIuiq5dalqXKaWIMTswC+yiL5aWh4fOqs0ali6xuKjz2nuk4iRi2/6Tx1ibnvqzy7eUzamcE43wu6hqf9THOMfPWG4UXAVfezWGV4PUWeK2EC8Y6VI4sdB2R3ynVamKxWBmDliPT//HvCZYXylMW752v5CFiw5SaEXR0XjRmhBfNZt9FFe7yENAmrwLe+eBgA+zwk1bokN0lAczUAACAASURBVCleC7IUWAcCsGy1BwunQrK7bcc16f9Opkx3WzjtwRavXdn1OzDs1ryX34URdmfuu6B2wS7PEoNrc9y6oO/ZtRyvWVge+tLvr4EKaRayThxWnpmJ7/Y1Jy6u2x28Lk4LE9Li5V0Xd038a+DwH8HQuh6/XH/dUM8999v77XXHncDaL7+e2P11fK1N9rjXthxnBtm4MkJODUJ7PvnkOWXZuqN4DU+MlzZ/N+mdgNsArzbGvDnmZJrCF3hGcVQwDfO2NppQ5YVVFXjGLRCNQpngEiPkjLKIfhxOIJoUICctCORR5XmeBYEHxif0qMDTPto0RjovbY6QyUdI4IH4MSPxwruB+GUrnCy9J2zq5gsfmxgmT2iBcsErj8T+X2JY+Mk+Y0kmvMvgZqS9eM8EMFvG9qMHPa45NgdMlEImZ77wkhVSYgmZdIfKWvbMqTqB9i0X7PHi3x/LCUN7NIUE4YS+UJnQn8A7FrwMvqMC5/XOv6fz3rPf+Xx/fx2ApevD3tX8urMe03whxE/nm52FhJsikt37fZ/s3veKtxQQOkNt8QUrXwjq5V0NCxtOqPCdAri+W9wwaFaZJeTxr7MzwX2Lsmmy5RSR7Nw3x9vmOcMo8tzmwn1GclpAao/s2AH8whhT0XJOURRFUdYkOkYqiqK0nBiB5zXGmAHts4hsy4ZNijpmMGX56mp9qqZrKl8eZYvg5xjta3dTC+rrmnKVEfqiNRc4bqLsSdO0aWATWo+yMqpqwmIdGlQpe1o07Wih7ee7zmnVGAn5mp08BsxrGNbg+GFbAvkTL+0ZntmZr9UJaW78MOfgINsWvx0+obA8/LQh0zl3fJRn3uZ314Jn5+bK8qyuergv0Aef7i0A976G+5qTzd5Xe1eX+9K/cizMv8WGXTPcnmQP6P5+ONwRejfPeWXlMZcpLNl1cG8fh+/0wl0339QrTzMIaf9daH/Md+l1qF+30+wMaGACN16eidW9H5pqdpx2ai5kp+jha3d8rU1Po9LtH/umbe56Jbv3tWcdpw0MmBC6tA4/v0vnOzDIOjPw25bdMwkGtS5+3zhzMf/yOqcBJ+9yZC/sxOveY8OO8NIZ7i2DCpMy7Y6fZuB5DuzT4ztc2BbQ3vnvsiLnIJA+fy8v+NQUM47u4/8QkQ3A/SPyKYqiKMpaR8dIRVGUlpO7hkdETgReBtwYcHKuANcDpxljTpxIC/vtMbeNSFdFW1NnfUadL63jcoQQuxakyjqcovU3sXmqxleJyzKKU4KydTvZNSMx16bsvPPC6/THJNfrNKERqqudLYqvek2mRVMamvtu3MiyruFpBW0cI7NOCyDu3ZLQ11yENCwhrY6fNk+Dk1cXlGto/PUfK3/fD59//2A5Pn6ZofilQLj/8X8lR8PjyBsPjsrYyoS+VMPghp+9sJsMa1ZCmpg5YPl56fHCf0Jy8/S4e7Ut5+b9tN2rB3+7sM4e9thqhzqetqF7Tf8a+c4LfMcFbi3IgVZj4F+j0H2DF/+D8/8GgFcc8hlOMmcAcJIcNbSRq+8EIpnrr93plZ3kb5AJgxo154Bg/u2Dfd8JXIesUwLf7bSrF/qOB5Ld+9qcpaXhtUjdbvG6qyTT9y7MdyjhNEB+34ZcWIfmHU6bstiBbfYmz1tHE7rX/TU4MRqdbN5ef53Wb1dII+fCTlw+hHs+7Pxe/GLGIUXW+UKIJpwWnDzpF3dOO2oLPDGTpFEWp49LoKnDqAJLEwJPHWFnHBPqKk4J5jLHofhYYvumLHxUQacNQk4eo35YiBVE2yDsOJp49lXgaR9tGiOd0wLnPWtpNbznjju8wts3JSuQwKCg48K79D2s+eZhWYFn1cuTHA7d9w63ucj5gd8O/zl2abc/GQ764GAePyxhcHE8QOIJTgtWcFo53At7b99ULbGWPguep7nNXv2bvQc6uw/MHP2J3ObN3p4ltiELb4fNvhnTsbYcNzH9vScAZAQbV37Hhi85geeW0P0NQwwIIjbPFpdnj75plC/wLHuCgj+Bdk4L3D21ZbV47Ero9+NeSV/gcef2iuUDudvCp3vnBMMCz1H2ghzkmWWFvIK5MN9BQS/ec1TgC5dFXu8g7IjAOXnwhZxut398q+Qx6cH9O/z6uU8B+uaJISEnhl5/BtrY/ePg9XLn2buu18N3PntIL70TKpwp2cJpww4GkqQvqCwf078ve+Z6pxHcI6iXf9d+uCv7xJVDuac1NczzpOe44Oi+kOY7MnDnsbc9h5AXylpOC0TkXsaYbwMfEJGN2XhjzMV5eRVFURRlLaNjpKIoyuxQZNJ2mjHmGBEZ3jIXjDFmYbxNG2pPoYZnFNOmomOov1h63E4PslTRxtSNr1pPKH+VsFiqanNCYdn4KiZtdbRfod95YTFxMfGxTEIzMg4TtzajGp61RRvHyHtkwlbp72ly506qzflBd/uQ+2CXNnuceGFbAulCuDydv+9rUXzTpxAXPBkO/mA/LSXpsziN0xvP3shtHntxr509rYGX1oV1M78BjvKOdwrE+yZxmz2vBW5BvUu74n0V7/453vrAD8tqdjZnNDjJLW38bwZ/+2FZOpkyV0m1PABbft9Pd6ndAwjg3nYfoFVSF4SQuqAG2NKFk6yp2ssP+cxQfV3v2Gbh1ef/DVcspWnvlhzISVbD09PGzXmasC2pi28YdPPttBMOp40A+NbnD+05LQiZEMKwm2d/j6Mi1+DQ18ysHAu3evMHANhXnjLkoMB3POE0eNAPyyPk6KDjtTfb9uVn9p0uXPbFw3rXy5nzbcmxR3V9vLQEJyynbrxfu3Be/zxtny1n7uUYfA1bz/X29X1tT/f64Ws4fxpB/P2f/mkl1fC8Zv78cGJSpwWjmLTtaoz5c1nYuMkTeMa5hsOn6CXfxMQtJo0fH7tuJhsWmnDXEXhGFYiKworCHVVNF7PCSyhsgxeejY+drFbpm9DvKmFV4suYhunXpJ6btqACz9qkTWOkW8Pje2Rz5kFukuoLO75wYaNZpT9RdYLEv5pTOVGe3YvHywfwi3MewO0ffdFAe3yTNq9KLnhy+n/rB4v31IlxcefM6EICWpf4ccKTXTj5vL8G4OWHfq4XtuSlTTJhR3lmNVXmGW5iu3RNX+jwza16+/x4As1SjiADsMnbmX3rr/rHvb7xBKae6drzYP4/+2GuTW6Suro6aBp1pGfK5vIsW5O17pn9a+j2YjrjPfCvtj/vbPtz5UhYsmaCm5P+vjvfs+aVe81vD143J/g4UyefE1cO7U3Wu3/uT/Z7E/WMoJC30afP3Fx4bY0v/ITw0/U2CbVCTnYO5wQh3+StyNStExDMBuI79DYhdSS79q9hkvT7pNdez9zPCTS+0OgLPCETPn/TVldOpxM2g/uWSRfI/ewfj+gJOG7PJGfuBqnp2o+7qVDj1mstbuiv53FCUMgbZZFJW8wY/PnIMEVRFEVZb+gYqSiK0nKKTNpuB9wROBM4gtT7DMAewNuNMfeaSAv77amt4cn+zn7JLyunztfvuqY4sRoriNOsrGaOi+Kz4TFhVeLz2pqXpgpNmLEVaXiyZThG0X7F/M4LqxJfxjS0O9A+pyB1TVdjUQ3P2qKNY+Q9GNbuJPa3+9I63/XMzjr9tPPuiyzD5mv+s3FBxjEADGpnQmZkXfqaHd/RgJ+/yBFCSBPVpfzdtfLY9P/S2f0w94F7s/e7Z4p2eOq4AAbPYy6Q1vVrksAhtsNCC+d9c6rLvvwoAPZ70Lk9rc7S72HlBfacurZu7xrmaXV8jQ7Atl/Bog3b+qt+vK/tWT4+/T//xvR/5+Z9BwbLntmVM4Py93p5+pFwhg0/0mp15pf6Gp6He84dHCtHwHzA652/eDzbnz6+Mwg/2l9wD6nm4LU37u8d4zuH6IUFNDxZz2s+y88Oh/fKy2hjfLM1GNaCwKD3vc7uw/FZ7Y4r012HhVP797zvrc05LVjwnUxkHDdkyWplfDqdft+G4n3TNt9BgdPgvPbGRwTN33znCNlz9720+U4LFjuD6bL43vG63WKTtqKNR/+O9Fm/E/BGL/wPpK44FUVRFGW9omOkoijKjBCzhudJxpgPTag9Re0Y0vDUWb+zgeKv/rH4CyLLqKvNKSu/TLuQDQtpe8o0PKNqdWLXGuXF5xGr2SvS9lTR8MRei7rrm6qGFYXHMi3NTpa62tCm84wb1fCsTdo0Rt6DuPeFrzGBVGpzi8/veMhnCt/vy0+EfZPUKd2l3dRBwL4fehOXPun5A/UtnBXej8WxSOpkAOD4x/Yd2vkzkmyevPenq6dLX1N01CPhgZv3BeD5T760l3bz49P/Wz+S/t+JQQ2O77gA4N1e+b6Gx+HvwePWGFz4zEFtjVsA777YL7yFAQ2PIzReOU3NsVedw4Pl0QAkt/XWh7yOXlj3lwzh+mn7i+Cgfx8MWwW+dvHjADhl/qM9xwWXWk3UPg86dyDtEQzm7xzZ1+wsHw7zGdfjCX215796a6N6Wh1vrUdvzdJq+F15uXVJfM+HnT8Un9VCnLCSOl14/UK6gD+r1XGaG+di2qe37ueaQQcC7jirmXBhWWcEoXU/voYn9JxeetFjeMP8x3q/XX53Pfb1roe/hsdpav8iOYxfdD85UOb82/trmvz1Ni5sdXV4vc2A627vPPNw+W7/jlTDc2/pa9uWPW3ct+x6nZPnz+PE69Ib556SqgiTnVMtDzCwH49jcUO/7926nguO7rsrdy6qR9qHB0BEHkW6m3TvtjLGvKo0Y4PUEXiKFqT7x9mJcQxlk8U6Qk5dASxWoGlK4MmGxU7qmxB0slTpzyKBJyQI+2F5dYXOfUdJfF5clbCi8FimLfCMw6RtlDzjpKn2qMDTTtoyRr5qbtiMLTRh2TIcxNPtf8Pwu75LX5DY9HjYL9l/IO+tHn/JUHmbMr+z+/SETNZ8ugy/ozoMbnTp6nCzmC5g57osfLIff+r79wHgZn9/WU94cc+k0PfItgE4+ZMHAHDnw74ADJq0zTE4GYR0Y0wn6DiTtrm5vilb4m0geelF6R4t+z3gY2z2NgZ1e+msWJOzhTf2BZ1tnkla4k2ChsylfgkdG+8LPi7PFi+sJ7B4bVhd7U9ce44Kuv3j0//cH9t6+YEb7PGmw+GenQelPx6RNu728uxef59s3gHA5U//R/Z+d3/jUYczNfRN2/JM2noCk33afLOmpSV48fKgwOPH3+atH+Cq56T74/ibiBaRJMPPkS8E+XX4ey5lvbRlzdxeuJLeD/s+oC/kuLS36jyKfR907lBbOhlnBb4wt7raF/actzaflWcOOzUIhS0fM+j5zt/A1eELmc7Lm3N04G882jPX8zyzZYVFF+ZvRupM2UJOC9wGuN3uoOOCTRuKTdpKx2EReTvwVOC5pO+GpwB3LcunKIqiKGsdHSMVRVHaT4xJ2zeMMff1/u8OnGWMOXQyTey1ozENT+hLf1GZPk1rIWLa4R8XaQDKNDg7SuLztDllpnOx5m0xcWXhUO26F5mn+el29n4X3St5+H3QlIZnXJqdSZVZxnrQ8DTdDtXwtI82jZEhpwWhZ3s5+yX/TLAfUukAixkHA4sMalF+e9Z+ANziiV/vlbliTcXmralYQv+r/a8/sj/HWy2QX05ij5PHwxab7022bFZXea41Res8Mg064+P9/J1DYd56sl2xPX1A8pd8ofvdtPzzBt1JA6w8Es78uK3HnALA8XIc22z8hX8Ph7yfATYAK7a/lpb6Gh5/r5jNnrMCgG998TCuWvpkL4/D5c06KsiWudXLs5Ov8fA1N7cjl+7P+9oeV+YNq32Tto63Z4+7B7ZcnS6kh74p1SrQsV/yjzjCS9tN//8fqWYHoPvevuYwce3NHEOqdXu3Pf7B8oFDKrNXL/S3tVpahctNavp08i5H9s6n56zAmkj9Yum8vqbLWyzvFvZ3u313zivPDmt2eu6TA3Eh5wRlJm3ZMrJlhUzesk4LXPgLl1OTttfP9zU+oT2EOrv2z79n+pYx9ws5K+h49zekGpufdc/rhWXjQ+VB3ymBew4G2rHzoAYnqwFa7PQdFXS9/M4FdZLAnZLBfXh8zd1Bpzeg4QH+ZP//UUTuQHqP3y0in6IoiqKsdXSMVBRFaTkxGp6XA28GDgbeSvqB5Z3GmH8ef/MG2tHT8MQsWPfDsuszqmhUHFXXnGTLiFlrUrU9RZqXHTlhTWt4yrQ6TWg0QlRdCxWj4SlzWpCts6y/qqxvio0vCh8nTdVZVeMx7vTjYlztUA1P+2jTGHl3BtdAdDr0NhpNbFiX/vPsuxQuGhN+/ZH9Oc5qaE4xp/C1xx03UHf37EEHCDC4wL8DnPKRdN3PLWw5iS0L4GuPO475swfzdx4N7zonPfbX+vhaBHf8f0t377Xls0vfB+Dg8+G69/wlAF9aSrU+Wz8Jp5qrbJ23AVIFwyFWu7TZa7P7mH3hkbBwphdvE4jXz25tgdtEcZ+HntfTLvgKjIXABpRzpJuCDpVp1+4kGU0NDH5p7/68fxzS+myx8V/6nyfzlvlUZXfsVemakTff6jG9r/c3O+XD7CdPAPqani3X9F0en3Za/0v/XY9MHVy87JDPcIatpwO89pwHpD8etZL+/8QC3+p+OW2z1ZxtPgKWrKvqzZ3hTS2XlvLX7sCgdsBpelYyTiIcTvMxkN9bU+WcFtwm6a+XcVqVTicNB3jDwrnFWo5rhjcRXTk2vO4npCHy432t0GrBwBvagLT7x75G7oQ/2U7madxb0uHCdyEd2iQ05Erax3dA4G9WuhxYm+O0NG7dzvxp/TVufrzjgqPhTu9MH7TX3OjI/jP12b5Wx63X2RTwL711B1x+4QLy8OVabqkBMMa82h5+SETOIV2UWXt/ARE5DHgT6TrB040x/yYi+5Bq1L8LHGWMGWl+NcokKS9vaLI7iklOjGldkeBVZuY2F4iby0kbKr9qXNV0o06gQ/0QE5dNV5SmzKQtpj/XCpMWJGbRjG3a9SvTockxsonxsevFrnbhCruD/RVbUlOhVX+ybCfym2Bg4tpbiP54V5Ch89heqdyvk3o/40kJAPfjeN70ofsCfY9oy4+FBSvEnPKR/QcEHYBTztqvJzjNe/vkvMl+hL2pyMDieEjN2HZYM7YtwPKCjVi07gm2nsHDPpVejuu2nQFPWwbg4UfcCUgFlueKFXR69f2W5SfdAoB9P/QWvvO0dEYq7x3sI7DmVN30+NOb0/9uUTXAaxf6u8U7bvXmD7CfpIvknWe2uTlv0v4fg+VDeDK88Lr+8cpLvQgvbUj4WXkJvUqdELVV0sXyy8f3J9Wn3OwJvbxucr/l1MFF+DvshPPlh3yml/ZnH08dFZzwyC9zwqMvAuC1Zrc0cnWVeydp/MnvS0/uZfLsnpMIgFfY6/3qndI5qu90Y2m1b9K0zbMVHxIkvN8vvva9vH63w8ljyROCevm65w54QgPongqc2jch65DPpcbwhpsOzrF9YcX1Z4fUGQFA9y3n9gWut34gPbjpU3r5svvLDIVZ07vuH/tC6WrXE2iedYTNe8SAc4eOLd8JOb7w4gQXX6g7YflQTra2o64dnZ09BxfdVJjJ4gs30Bd8/HKgf30B+Fw/ougll3VU4P7v/fDlglwVx2hjzHXGmN8BH6iSzyEiO5F+AXsEcB/gaSJyH+B44LHARcBE7Z4VRVEUpQlGGSN1fFQURRkfUW6phzKJ/MgYc+ca+Q4AXmmM+Tv7+0QbdU/gRaSebr5vjPlEIG+0SVs2vsykLU+bUkTZl/0yk7YYDU/2OM88KrRgPmTGFmPSVmbeFoorM9uKMQesqykpuu5lJml+mG/SVsVpQWx/ZtNnj2Pji8LXArOm2ZlU3a6e+27cyPlq0tZ66oyRo4yPNr15VeaGdF9hoW/a1qGvFHDRWwBr3cZrz3kAx9sv9W+0Zmg8blNPG7O6Cl1ravbmD6aanps++dLePZp49S95Ya5O//2VeGFdBvEdJXSsmLflvL72aUt3T45KrhzIc0Z3T3bywm6wpm5fODM1cztg8734ytK3gb7p0/2P3p/bWO3TVR9/EN9Z+vJA/Jnv6RXHHLDZanYWrD3d5ebM3oJ6t1j7wmcPmmr19pixJ3nchU/g/vt/GEhdUftOCiB1VOB/zYdUw+ObrC1ZbU5yB1v2T/txn/v203jH/H8BmXvAaokWrcvrTR24aSfV7Lxp/sM97cJxv0t7fh8RLjN906hXWNOok+yeOvytrw98Fln+5ynSc7pw782pu2/m5vje0ufSczgTTrIayB90t7vo/jlv6R9vt66It3l95fo78RbrLz9z2Eyu24UXX5t+g3j9bk/paXmci2ff7fSLV1INzFXdc3sODHx8t9C+tmjZc5DgcGXxQNuQr3QHHA9kywm5nPZZebbn5tnGXfbFw3jtfOog44SV/j48fjv8e+D2yeA3k5Pnz+s727AmmT/rntczF+zsDCeu9PfPgdQcLWSe5sLyXFD7ZmzOtbTvdtrX3Fz+2UEHBf+0cgh72/15QiZtAP+0XGzSVlfg+aEx5i418j0ZOMwYc7T9vQg8GHgX8HbgcmCTMeaGQN6JCTxFZlJlYbEmcWXtiDHHmoTAkyf4FE3MY+KzjDqJLxNoxi3wOLJ9XHbuo/TNWhF8VMiJL1cFntmgzhg5yvho0/f24VlO0rC7Jgdx0nw6kezadKv0vY5tsRPDHV78kcDr7YagX9+Sbgi65SN9UzP4FXzI2pI9KS3oq495cU8I8ufuK9YMbuHs4fdVkmnTsvXENv/xfpibp73D/AiAzxx85wFToQOXX5Ee2FnVUZt/wBnmCgA2y93YYgUet67n3ef3N8J0nsIufDycadfwzNHfk8f9T46EQ6xZ20oCd92cnrszn/HHiW+Z1A5uHzmczd5aDCck9dZKXA1fuyQVNP6w9GEW3piGb3+Rrdt7GfTy/HxQ4OmZxP1b+n/5pf3jTmAtj78nk9uTZ5XBvXiOtFJvz3SpA1us0HHCnwxsnwfg5QufBtL75mTjZuU3Hq4UgGsB+M7T0g6Zm+sLNXttu4EfHJX29F2TVPDhwIS9JbuL0+D7ccVbSwKDe8nMkQoBAPvYvWguMwa+km7aelX33CGhAQY3JgW7fscKKlc95ynMnzqY7sXXvpd9JDWdu+zLj+oJMr6Q1dsc1uZdeTZD5fh0/9j3LDd/an4a6Juxzb992BObT6fTF3Jeu3DekMlct9sXHP01Op2MSdpQOzwhxx1/x9sc1uGEoBOvO5MfP+PIfv5uftm+AOq30xeIQpR5actdwyMiH2Nw0+NeFHCr4mpzCTXCGGO+Rvpiz7ZhG/DEmnUpiqKsSUTkWu/nWcaYxdzEylgYwxhZaXy0bdAxUlEUxSNvfCxyWvDvNeOK+DHgq/nvBPw0Jy22kYuQfr2qWWdlYhe9xxLSHpWZtIXyT+uLfmy9a0XjUIe8cx/ntZvGfTFKnU08T7PgPGESZRnjVgUrU6TpMbLS+AjhMfJ7Fy7w6vlU+7Da7e9pktj/nQ7MW62Be477311h05OH60n3xnmjK8GLSVUS3XNe3DNvW7JOCwDu99E3APDbD/f1Pjeze/d0GXyPPDDZJz34+GUA/Ok9f8k/HpF6V/vs36bdcsYybLEanO0H3o3t8ycNtPOM1Vew/cDUI/hWYMvi9wB42OK/pP//a4mvnJmWeSOrSVr4SOrMACDx9uHpjctnppodSB0WrMylfevManbyNBa/eJb94m8M+1rzr8179NvXvdrWc3N6Jm1zwFe+kcqsD77vWb20zjub23vnC9/8e96xkDYuSf4/e2ceJ1tV3fvf6gvIJE44MsrwHIiCFxURo02DCIhDFAkit+6hRdSIBvUZxahM5vnUJMZIjEG91O2LhCeKSHBiaFpECYpXnCIGkEtAEURBGQS89Hp/7L377Dq1z1yn6lT17/v59KdO7fnsPnXWWWetvXZs+Zm3AQzm5mLLztyv42MXyKCDePd693ZEF2MLDhBHkfuh2iVoV30WWGOsJPjWAbixayw7p+mfAAAnyqbI5WvGIvaUjglecN1Z310KBDF11gqcoiZcxk3HHGPGPnMZ5u0/ZIdoZmlyndXg51cciFvnzLG/D4+zruGqLj46Yy071tLz0a3idwlR1Lsnj8NZFFxktt90v4JpF7lty7gtt7/Sb94SB0bY47mem1q3fwqcpca32rxrPt6rybf6uGPfNc9ZZd69cDAWp3td1nzrThTFlq6l4ZwBdOyeOs41DcDSPjtRZMr4bfpubLd2L1oKShByWXti50Bgxvw/3P/It/qcOH9g33z41q/9rUvbat+lrRuX9UO0uOvCuTr6deZnzfXyfuPSFpSPqQqPqn4zLa8G3wOwu4g8GcAvARwJ4KgG+iGEEEIaowEZSflICCENUWkNT60ORQ4F8E8wLrJrVPXvCtarvIZnCtnrMvLW76Thv53KqlfGwpM1lrRgAHlreDZm5Kett8lbh5JVJ+s49D0trQh5//e89VGhNTwuLbn2K0Temqhkuazj0Pe89KrlgNGugynDOFp1mhoz1/BMNlXlo627FLTAD03t7DFu4XJ3DojssbP0bPTKve5w4M/Ovdt8+bLZbwWvWA3gBADA918WX3p7/4ex4OCL3aW0R1gLT+SNLXp5fOzeVs9cGN+v5g8FZqzF5e5zTETvK9dci4dsARdqGujgm/vvBAB4UWcn7yTN6FdvchrWrjHp35y7CWsXTLZbrzMLYNauFTrQ9vd6xOt1zgJwjD12abOd2IIz0wWOSYRJjjaL1+g8/l/PWar9DBuKegrAD+1z1u/fHs+dC0e98I54/x33ht2Fj3b1HVHAghMKX/zGhdfiga4JWjDt1vU8Dkvzuda2P/+O2MKzuAi8fd6Eq8be7mo4fGkPl4tmgR0+a6wxN6wys7RxY2y5wSEd/OQ1JqT3n51rTEU/ec3x+LNzzbn//LWmnafM7of3H/TtpXNza06y/wAAIABJREFU53eSDV5w2sxleP9D6wAAH9x0Vd/eKyum+vd46dl7p2ssIUC8hifasneephPBCH6q5yxZbHxry7vm43achcfx0Zmv4133mv/3h7c4MhhSfGmdlbW6zL8JeHxk2rmt+/Wl9E7GGhygf+8cP83fg8jfU8f9zuYejH9nC8cFQnonAhCEWFqL5IWfdut1bulegu2j+BgwgQhWJcwpUQRs35lZ+n7LnLGU+hYex+pOHMjjfX8y18JpK2KvbbdPU8df62bTrkf6Gp6hKzxVaVLhQUpaFskHy7wxhfrJU3jy+k8+WCcDFLjP0CakeUELsvpJ1k+mZR2HvqelFaGOwuOXz1N4Qu2nzUeduSmTNkyyzr3Jfppi0P0Ma9xUeEgaIqJ6uXmgcC5t3cX+/UO6AG68xCgyN3Tj/VQ+Y92M/HuY83b6rd6JH7zC7FXzrGhP4C9Mq99/2TsBWMXHKj1uH54u4qAFXW+fna43Fv8+4h5n/E1G/zX5fLL2yfhmdwMAE7BApoxLmy6etFTkGJt2pp6CN4hJn7WePAdeBFxu1q5jzgZZWAHAOWbNoV/hmUIciGF2Kn6wCsmRWeuuNHdfvIHk3D3AD9e/AgDw8ZkvAzAPf4+ITNCCT8x8CXO/M2VX2+hp6+7o33A0udmor/w4fDc2l+8vUv+scwVyCu8/xkELeoIa/MF8zv9VXP/BB2PlyD1TdI6K8xcXgWnrDnib3YD03YddjegIkzbjuQpebn0od133EE4RM9NO4bl5LnbD9KPX+QqLi+zlHtTnHuzdCDO0iH8pUp63b42vfLj59TcYdcczn4qVEn9zziiQ5vOzhJLkoqklyWvTue59eOai4MahLnjDvKfQ+EqKr9Cc+ID5TT3FKrI/96IM+lHU/A1DkxHVzCah9rf57RcvKTpOeQFiBcYpLLe8YdVSnd1FlvKdQttJEaLvXzD3tN1fOL/k0ja9Jlw2mgI+sJiu8IzLS15CCCGEEEIIKU2uhUdELgbwGlW9y35/FIBz3F4Bw6KMhSeU1oRLW4i8topaHIq4UFVxaStq4SlqzRmVFSNkzck6rmLhSbMGhmjawlMkb9CM89uQpsc+qrmhhad9tElGJl3aXHhqoNftpWvfZtskdBBbc44G8GE1LknvEuOitAbA/CtN/p5fiq09jmnPguO69H8jHztvz6VgBS6/cxgwba0s84diKRy1C0j8SS9owSq77lkXgT+/1AUq+ACOsW+pz3QWHomwZI9ZtxZYZV4JX/mS9wEANtkEmLP9uPv97KuAs2ysgLMQBzBwxoWb5l+EU2wY5jnELm0udPTUVL8LVY/Vxwta4KwMftABZ90B4rDUB/x9bOHp2qAFV/3XEdj36Z9HkgUbtMC5riVxMiN6HPDm2/4DAHD3O1+2lO+sNmvu6q+zCM8actQMsNFERHdhqU+7aD+caN3TOkcAXTs836qzYNf2d6233+xRwIzd2mcWAVk+1WvNWdrvKOBC5YIXdLvx3L57/qClL75F5d1/jEOGO5zVZi5goZn3Ql0DYcuLL4+dFSUUltpZYJKWpyxXNR+Xv7gInPiAmbynyVFLY/BDPz9Fju4ZT5rLmj/HT+yY+fyQDT6QrLMUeGA/U+kpcvSSy9rajen74rh8h7PQ9OzN403igmfBccc7RL1Wa79ONNVbP8/CU0Th+YGqPisvrWl8hcdRxrWtjCtZkYeZxQL9540ja2xF+k+6r6UpPKHjUDtpChEyjptSckLpWXNTZI6z/u+bJI6T+Wn9l3UBDNUpk5aVXocsBbIok66M5fXp5zc1F1R42kebZOSpU717WHQX+6/FCP1pnaOBaevSthHAvH1gfaH3fD1vg1/7++B0z/eOvfaTdAHMW/c2pxzNH+blXxjXd/vxLC4CL7TPqw+ctVucaCOvHSOCaLq3nxdFO+NbcxsAAH8+uxuunLsegNlwFAAwtQI/OMtEgTvQjuObhwOf+4I5nkO2nPCP3QPh7Gy8RgOhctsAc9ZFLLLuY3N3mbU7gPlfuTU8x//GKCT7SKyQOBb+Jv6/Tk0Bb7T/JF8J8t3Y3nzbhbateKKvstHg9rbR4KJHx25ba9bEa3ie8Wwzjs6WwBob0exnug6niHE8PMm6RF635luYtspLB8CHvmrW85x4qNm8tYv4enA3rHXeOU0h3hPKKSw7Rfv3uLW5udn+07FrlNt89MQHzEV76xvjOIMz3joTh79PT8jdLc0lzRFtHpdxe9UA8ZqoEP5DvVvvtZBwOQuN1eG7p/muZo7Qxp5+2bx1OY5Vnd7NP93Y8vbJWeqvGys111mX2g/OxMqJ77Lm7h0nLeyP02bs/mCBOYw8pde5ry3M9ruy3aBrcdqK1Utjml4D/AL1XNoWRWRH90VEdkJ47wFCCCFkuUEZSQghLaeIhedgAGcAcCE4XwjgOFX9RsNjS45jIBYe/3iTAmWLUGYcflqeK1uyXtJKkLQkpAUtyLPgZFluBmnVacJVK2u+0iw0eRaeOi5t/vGwXPyqzF3a+dS1nNS1bLTNja6pearKM1auxMW08LSKNslI1XW4+fWrlt6EzkeBN8CIAxm4aG1r5oDIviT/7FmxttbxLD2RTXsIcWAB5+YWYub8+H4w//I4cMHH1UR2+2t5Z8/9wg3TBS9YfXD8RnjabBmCRQB/mtsFADDb+QWOMS+U8efRLrbyMXiDvB+AsdZcbteM7zNr9vh56xE/hTVkLQUn2BTArPVympoC5qzFwrm0TQG43LrXzKzpjRYGmAXzC9bta8lN7b5eC4/Dt/QsuTv9U//9xLm2+ayYAqY/En/v26dHv4p95ND+ipZV28Z7mnStG90igPm3mePpf+6XXR3PsvG6TYCHNvbmr/GOVwM40x7f+vV9AQAnHnzlkmXnGBtgfe7seG4XOsCToxcBwJLb4FRiMtyidT/D35PH5bl9ZWbOiK04757vX+zvW3vc/236U/2Wn3fPH4SnPf8iJHHne+mx8SL9y46Nf2dL1g5dh92tRcxfoB+SHb41xrfQJCO/RRF6IqW5ciELkJ8fskQ5q5MLSOD347uhJcfvvodc1VyQCV2MLTfuXtMFcKMNTPHk6cv6LMFzMJadpbF4bmt95+RVTlp9siw8WRuPmoGrfl1EVgJ4HoxV8u2qekdONUIIIWTioYwkhJD2k2rhEZGnquq19kbeh6qub3Rk/eMpbeEJpfnHIQtPGT/9MmlZ3/MsPY4qFp4ia3TKWnPqWnXyrAB5+VUse3lrpvIsPKF+y5x7nTkZ1dqYslaMYY6zSarcA/LKDGpuaOFpD22UkbvBvG0NLQrueGWz7kGdo4AzrZXjzED5RcTWHtfNby5YiXe83JzuP15gpuOHa9Zj2lvjE+o7CqQ9ZD+PORRY89XefuYPAtbYl+6rDwReEJm1PW84+vql+u63929n/y9sZYMezHp5zsLjXmzPoTcU9ZSXnmzzmE3it8tuHcnUFHpCHgPA7NYmHPXSeVorj7Pw+G1Gj44tLt9Xs3bmOfKyJSuPvzdPlHwISuACHADF5MwigI5ngXLreV54en8d//nihnljldlp5ptL19VpF+2H67omgIG7fpwlEIj/B0CvhccxYxNnp+JrdmHW348lDoPsLDyhhfknLoQtMz6+ZQcwYZ9dHbdGZ+YMoOOFvU4+//gL9ddu7F+QP7cYh1p2Vip/bcu6jbF1ZZ1/sXkkLTe+Ncett/HbOeAz/SGk/bJR1Bs6GjDWKUdoT5y1G+My/n0laQUC4vPtWefnxo7wnlF+fs9+SgkLT3cxPn7/fLxnkyt3g67FrrI608KTpfCcoarHichlgWxV1ZlgxYYIKTxAeWWjqPtYXn7e97pt+sd5D84h5SYrMhsSaWnubVlpoeO0tCYf5svMZ5bLW9omo3Vc2srk5+U1rUwUuZ7LMC7KT5nzzCpbpJ1BzAkVnvbQRhm5GxIKxVTYtWTefnEbj0ZevS6Amy/aDwCwnYvA5bXZ9b77dVxQg+nz4rIu4trqV6JP+fEVp0X0Bz3oeJHb/HPyzyPJlFd/1t/M9Lw9AQCPedUP+6KwzaJ3Qf3ltgP/4etArzOXPOtF7fL330mWC7m0+SycELvCOcXHv598zwYaeM4zz+up5+/ZA5g5cmlAvLlo59Fxmu/K5lhyOzwemD69N20R8UP/Q4vAKuv2ON318l3bAOat25pTePwABY6bL/lznHRgvP/TbGTr2zb9KG3+A7bbjPSWN6yKlUBv81dfOUgu2J97sHcvmySLi6YMEJ9v98HewABLm7Z6i/BDD/BL371JDj20S47QiCIsRaPb3Sp4PpcFXNH88fluaK5saJ+ctChrrp3Lju1XhNZujJWbucU4WMEpL5xHFt4wl+5Bvkuj+0369xs/zR370SdnvEZvWNgfMn1ZeZc2VXWxKA5R1Z4YFiKSsy8sIYQQMrlQRhJCyPhQJGjBelVdmZfWNHUsPMm0KhagKvl12kmjrHtanktbWlnkpGV9L5MWIq1c0Tfsdd3b0lzailLXwpPlDtWU5STPklXHgtEWa09dq1XR33YedeaDFp720SYZeWrGBZnl2tYNpPnH/oJ0BPIvPRxY+4XePD+4QQfAx87fCwDww+41AIzFx4Wq7l7QuyfQ0pjtpx+qumtDVf/rOU/Fm4+8FkD85vfec56Kv7JpK7z0y21whakp4EBrKLnNhlDe7tDvxtYYeBacyHzOdMP3xzwLT7S1TQu4tvn78HTv6r+P+G5uLs+33gCxBQdevp/mLDuunejRwBp3bMNj+3vvdLYG1tixRvZ8Op14n56HFoEznXUDcb7b08m30vWci/0MuQgCwIItsFMUuymFLDxz9mK77Ng4+ILbo6enveOwtLDft/QkLThAryUpy30s2syEbwbivqfX9C6od2357ly+9QHoLf/+hRnsnrCI+MEAkm5lfhmfZJ4bh2+VSQs2kGwzLW+1PXffXc+58PlBA/zf7klq7hhPlmOW0pxVpzsXXyu+q6Oji/i66EnvxvkOv9gcKgYtEJEnANgOwBYi8izEVt9tAGyZVo8QQgiZdCgjCSFkfMhaw7MaRnl6NoDvIb6Z/wHAWlU9L1ixIdIsPI661pgqFqCi+UXqFaWKhQcV8rPSQvXyxptH2bfeg167lWbhyevTUca64adlWXNC6YO0llSxVpahLZadQVHVKpuEFp7JoI0ycjcY3/pu4CLz1xFkWen9t7QPecdrA2XdcYT+Nh8CcIy3WanbpLRr8/1Q1V3046/xcfmr0LsQ3tHzht/uszl3YWxVuNMGUnj8y9f3WRyOgbEGubTQ/f8Yb4F4ss9o83i9T5qFx1l2un/obzt0HiEZ4Vt9osC6nDQ6j/TK3tXffmfr+HiNZ41y5fw1LUd711BfO+j/P0Ypae6cugBunE8PSx1FwA6d/ZHEbUzq3vjLVBwmPLRpph/UIG0Tz6RVyK8DAGtsPXfOoY0wgfj3M5c4ziLyxj4TaNMRsvqkBU/Iasevl7eGJ8RiYsxuvjvezcOt83JWnbk5E8YcCG9O7DOH2MLj2smr07VlTkaFoAVLBURerapfzOmrceoqPKG0qq5sVb7npRehrPKSVi4tP6+ttLFkpfnpoXMf1ENxkf9fnkKU5fJWlax5Smu7joKZR9MK+aBpg9I06LmhwjNZtElGnrZJ74Jif5G0I6TwJB9WQwqRC0DgPzF8yLqF/az7XUx/vrdu5LVZRF4497bpC3rHBSC4mDk6DJi+0Bz7bjGRbefACzxlwX7OHgHMfb63zdWIF9envfhanaHwVH0J6pSgnshUViGZf1uvy5tj4QTzOfNPKY1a5k8Apm0Z577Wvas3QAEATJ8eK2aLi8C75s3GRR+eNn6DnQ569n1x9S+JbP1ub7+d3q+YQn8wii56H4KTzMEoE4BxpztpIXZ1A8IKja8oXHZsb4QyID+owYkLB+EpNkpbMg8wdV2ks6W9jLzfVqfjuXv1Vy+lBPkvJtLy0pjz6rh7gExlu8mlubn5QQnccWj/mxsW9seu0+Z/4//2HV3XHvqV32RZXxFO5kdRv/LTRa9itBABO3fTFZ4icntvEVl6RyAijxKRDxaoRwghhEw6lJGEENJyilh4fqCqz0qktSZoQZKmXNvqthuirItUGfezItacUFodC0+RvLKE2qpqpShq4SnSV1Ze3fMf9HwXeatRxn1vVIzC2jNKy1fofGnhaR9tkpHOpc296c37zbi3zd2UsmlyIPkm16/vv+XvBupmhapOjslvP0nkpfe4n9nPdV59lz/npbk37LPecZQom2x7drN48TsC+WlpyQAGfqjqbiBUdU9dzx3O389n/m32OGAJih4ZL54PtV/lf71qk96QzIB5677UTzf+f7i37klLjMNPtkXjvYwWe6+vk9Q4MZ62wlw5nU4cDMBZPOYWgeuuMCGcPzRzSTAAQU//Abe2JL5VaBGxdcQFbvCtLd3FcLh0d27OMpIMYhAiywJ0w8L+uKl7WWpbkffb73jjW+o/xc3Nt+a47+74ustnsKsNruBbn7IsUfNRf4CBDoBTrPsi9u/gJHm96dOrl3Rv9OuHiNB7zXW79V3afgTgOar6gP2+BYCrVXWPzIoDZlAKT93vVZWcKg9JWTelokpKGYVmkG5sfn7Zcy/zYDtIV8ai+U1TZZ7rQoWnlyrn3+ScuXOnwtM+2iQjT7MRldyDTdp6HkfI/ayTOAZ6HzrmjwKmz+6tnzwOpWXlL3jKTxToM4RfZ8FGYZs5v/d3eNnh5vPFXgS5kCuac4mb89L9NQoHeg+KS/k2SttcT0Dy/rZ9nOIzNRVWRDqByG7O/Wzm9P7yZXHtd732O15ENrcRpzu3Nd65rQq4Q6VdWqHrJo3kXC3Mxut2TpmOI7YtKXaBh+3kC8ukguO7waUpO5G33xBg3Bfd+a3eJHZlcyTHkTznCLGi4btiuXz3vadN9CqLXfSTrAP0Kg1ZiggC5YBsJWl6Texi6K9ZSip8QLw/zkw37N7m1vjM+ANOG59rOycveXwyKkRp8zgLwKUiciaM++4swusGCSGEkOUGZSQhhLScXAsPAIjIIQAOgIlCc5GqfqPpgQXGUMjCAwz+rf8g3dny3gJXMTX736u4uRVpOy0tK33Y1P2/l02rgj9XRV3iRmHZWM4WnqrnPow5e8bKlfgGLTytoy0ycrdE2vwsgpGk/DexQNiqA8S/uS7iN6lrAvmRV3/+CFvn871lk3UAYN6zzLjjkJubw+8n9HtbeBUwc15/vm/B+eVF+wEAdjjo233lpgDMFrQe+K5tdVza/Shp3XuCRfuIti5eNsSSZe2vYsvHmvtiy073/t5y7jgZzUsXi1kQgXzLhMOPftZBvztYaOG+TPUGlMiKyJbcXydZ7tJjzef+icAH7tzfd4mxPrmF+m6cXdd+f5dBK8UU4nNZsxjX9cveuBBbuoDehfvJthx5QQ+S6UXSQm2G0rLcUaO4WK/F2LvhOMuPXzZUJ5TvOBn1LDxQ1a8B+FqRsoQQQshygjKSEELaTZE1PM8D8AkATwOwGUzI+ntVdZvMigNmmBaeIvllrUBVyHrTX3ddziAtPHnlhm0tKGNda3odliM0d6H28v4HTTHKNTx+X0XWhA1jHKOoXwRaeNpHm2TkaRk7pmf9dhYRvzVdRP8bad/q8xD6/fX8N9yhfi49HFhr19H45Ra8fXpmzu/tK3plvHfPx87fCwDwmFde09Ouqz93Xtx2SG67Tz8EdWQ/53LqZB1npRXJA8LWms6WQPe+cPmlenbtjV8ulOaz8Ffmc/qTcdqSlW7zfstOtFm8pmXtRhPyGYitH/4asRu8xe094yy5piRkbUir78+ts8D463Wc1ScvaMGqnH1ofMtWKGjB4mL/ep20cXb6s5csXclTjNx4E9/9NCBe9+OH+Q5ZY5LpLs+lFf1fpZXNs/CkHSfpBtJCzHf61wNtQL2gBVcDOBLAuTAbrHUA7Kaqf1twTAOhrsITyqvj5la2flGacGkrk192PFUZ1gN1FUFU1BWhCFXmahQugqNQeIr0UWQu6s7XIM51WNczFZ720SYZmXRp8wn9TpIuNY7kAuxk/WRbvsKTViZPlvjR2wCjALk0p2AtvAqYDrisOfLk98JRwMzZvWkRwhHZlpSkTeJNLf3NKGetn1y32x+4IEpRWJxCMpfI6yQUlVD9+TcBM5/qb7OzeX/a3P396d37+13WkmTdS1el7NfS47ZW4IE5+fCdrBNaTA/EG2rKVLq7mcMpOs49LbkvjyOk6Pi4873s2P4+52djxWpxsd89L6RkdJC/Cak/dclod12/ffSnzQb6TBJyCQyVXfCu71B5145/7iEX19A4I+QrNSHF0BGaQ6f8bEB9l7brRWSFqj4E4EwR+U6ReoQQQsikQxlJCCHtpoiF53IABwL4DIBfA7gVQKSqezY/vJ5xFLbwOJp2batj5gbKu+8UsfTkWX0GYeEpkw+07w16Ey5rg6IN1p1BlR1EW2Xno2j5QZ3HsK8ZWnjaR5tk5G5I3zk9y8LTXYwDGfjhcH1LT8jqs8p+rg3kl5Etq1EsrF3y9xbZz7lAmQj9b4JnA+VCdYseL40jI0R1Gr77WcgVrZNhjYk8642fHwWsPW6fnLkHgY61Ti25X50Rn0+PpSYRohkw19TqgMtk2Xt0ckG8syTsEM0AAE6bng9adtbOxX27PXdu6V4CoNf6knZP9q09ScuOH4L6Oj0LAPDBTY8OurWFzj3NLSxpTekuZu+z41tKb5x/EZ5s96OJXH3v2BFFvXvylHFLS469Sn4H2e58IUKuaKEyQHa5pMUsQnbQgiLyehWMT/LxAO4FsAOAVxeo14OIvE5EfmT/viMie3p5R4rIehE5oWy7hBBCyAipLSMpHwkhpFkKhaUeSEcizwfwM1W904bwPFlV97F558MIiM8BOFZV+wIuDsvCk/e96Fufqm+vy6QNygKU1U9WehauzjCtKVltLhbokxaewZYdVFujmJOi0MJDBkFd+WjL6W4wb8T9jUcdeW98Q/73ZdaUJi08ncTxRy9Yab687PsAgMdI7yUcWq9zpl2vs8Ir59qcQv/6gKRMdm2uS6Qj5fsU4jfkvpVhyWrkhTSusj7UJwps+NmTn7PextEJhFZOLtJ3+ckwzJcem76+BegNRR2yGroyS/0mrAtpgQx8knXS5i5vHK6eb73JC1XtyvoWHheYAehdv1J0/dJS3cCPJ20NT8h6GiW+u7Tk5p1RSps99TKsPlWCFkRTnuUQ4WALXe8YSD833+KVZ/3KO0+gYtACEfkxzCZqQVT1mQX6Tmv7UQB+oqrb2e9fBvAqmA3cjlPVuwN1BqLwhNLLfndpg1Z4yi7yHLTCk9Znkbws6jwUDuuBctTKzigf6quc+zAVHyo8MVR42kNTMrKKfLTldDcYJWcu9LCV8zATSnZuJdNz4XJZMiqkDAHAR/X39mgbvMMqPWvRr/D4hNzUIvQ/VPm/R/8H4is8zq3Nf3hyi8NnuvFDn9jPtRvjdn9+xYF4ygsu6evLEXI1izaPXd06Ade3zua9Zf26QP37X+ih3jHlte+fT6hPf+G+u5b868yP2OYILZAH0h+8XZuh9rNYvQnwvgXj5ub+P0DvuecR6ipPycr7TSXJcw/zsxai4i5iwWsxZWyh9FDgiLxzSlPSkml+XlJZ89vJU3hCfftlI9vvBlQLWnBYTp91eD169yw4D8DVAM5Ku5kTQgghLaIpGUn5SAghA2ZoLm1LHYrsD+CTAF6gqr/NKbsO5s0WAGzZlIUnmVbU7a1sHZ+y1pus/Doua2UsPGXKOIq+AW/KYpA31lFbdhzjZuGpU69Me2217ozqunEWHgB+0NrzVHVVShUyRpSRj7Z8j4wMhaUu8hvy35h2A+nJNPfdv+icZWbRK+ePIenSBmDJwuPXXx1X67HMOPzfXhRI898OJ3+nsynlIi+trCyfQr77WTLf3/PGJ+SelkZy4X1ygX2aVcInrVzIsuGX9V0lnRWmyr3an9eiVp20MfsubXkWnaTlJ63L6y6fAQB8cCZ2y1OvcJalKsuCApggIX6wAUfZeYzQey2HrCRFx5TaR6Bs6J4RJb4XITTexUBbEbItP87lbYP5GpSPjW48KiJvAfAG+/VQANsC+BKAQ1T1v/PqJ9pqzKWtSNqgFJ5BKjpF8ssqPHnpg2AUD9j++bRFyQHGU9EZVP1xZtQKD13a2kNVGTlI+Wjb69uHp8z9JbSGxzHfSXdrS34PHftpv7GKz4+765fW6AD9rmxTAOatKjfj7b0T2fzQw4//u/Q3GS0j30NreELllspvZiKglcUpQWvuD68vSeI/yPtD85UT/9hFN3PrudIo6z6WJKtayKWtu1hd0QF6zzPYZ+T11TWfSQUoqfCE9hjyFSu/v7QobUnylAu/TkjpCClE81H/njwRiq1tyRpLXnl/vY4jVD1CPDb/OJSfJKlALQTcaZPTnHRtm+8Au8zVi9J2OoDXArgOwBYAjoW5ueeiqv+iqnup6l4w7nPnAVhV5WZOCCGEtJBKMpLykRBChkcRC8/VqvpsEfmRW4QpIt9R1eeX6kjkMzCRZm6ySRtV9dkl6he28ORpcVUsPMm0IhaeohR1T8vLr2sdKpJehVEvim8z42zhGXQ748Ioz5cWnvYxCBlZVz7aNnQX9C44XpgFpgNv+JNveX03tRBFZM38UeZzzdm27US5pHtc0gfTWXhCLmuOOYQtPC4tLVBBGW+MPPe1JH5ENN9Ck3efCL4h9yw9q1Lcylxa0srhl/MDVxSVMWnjzbLAFIkCGLKY1bEqhSwv6zb27rPjyAtaEJpjvx9Hcm6B3uAKRaKauXJpx0VwbltAIkKc/UxzbcsLDFA0WIAj2Xc3MY4uwmSNI+0e5LfpjrPGvgHVghY47hORzQBcIyIfgdlUbasC9XpQ1WNh3nwRQgghk0JtGUn5SAghzVLEwrMTgNsJAfnRAAAgAElEQVRgfJPfDuARAD6pqtc3P7yecbTOwhMqV+btb531NsO05tS1QhSdk+VmKRj1gnxaeKpBCw/xaZOM3KVG/VCAAkfSUhMq4yw2fvCCPJnk6hzzqnidjs9lh5vPdV8wnx/+6nPxs+53AQAznx9MACIAmA28dffDUvuWFVc/a91Nch+cZBl/P58QVWVD3nqaUIhi3xqY3L+pjBUjDTdfoUAHnaneeQbS1844sgIWpOGvfwoFNSiyhscd+2uj8uYmb21PqJxvdQ1ZXLJ+p5GX3oScyrsEIvvZRb61p2ibWYTW9JyKCvvwtI2iCk+Rf3LRm2AoL0/hyWsz6587KNe2Mml5Y0ojq06ZH9qwFs6PWrkIMeoxDfqGOOmKTxvOjwoPSUNE9NTAQ21RisomoHexMNDvvpask+baFiXa8InQ/8DnBy0AYhe2kDtc6DvQG6kNMIvcQ9Gyqrw4LUNeoIKku5W/oaxPaOF8GRer3HFmlA0pUUnKzlMyClsRpcfvI20z1ZB7W9bQi0S68xWesu5pVfCDFviubZFXxgVtcHv4RKinBOW5u4bw+7TDwSLCrmh+OXe80ImDFUSJcj5lFZ7U8xeRV9goMu77VSLyC/t3eFo9QgghZNKhjCSEkPEh1cIjIt8GcKSq3my/XwPgABjf5DNV9YChjRL5Fp5BWRXKmMhHHbRgEGll8pukaavQqK0pPm0ZSxMWizZYQQZNm86JFp720EYZ2ZRLW9pb3iw54795XgQQHWGOpz/f36ffbzAwgP2c8/J/+fV9sd3BVwKI9+5JC1SQlxayjix4rktZVLk/+C5ti0jf9yaZ5lhEtfDCjqIWoLyyeRaeaKo/MEEnkAZkz0EyPZm/bmPxAAV+2TwLTtb/AKiwZ07OfKXtzeOTXKSfFkAg2H9OflH8doq26bvohX73We2nlVvoADMJM/AGVAtasJm7kVuusBuh/VZESgctIIQQQiYIykhCCBkTsiw816v27WPm8m5Q1V0bHVl/n0ELT5W3K3UsPKG0smuCgGrrcorUK5tWpUxdBv0/K8uoLSyj7h9o3mrRJqtIXdp0LrTwtIc2ysikhSdtobrD5aW9Jc6y+iTrOfzgBaH6Li06otfaEyKyn/5L3EEEHUpL8+cr73cfsj74aSFLQ1qo6TxLQ4jk3CcXyPuL3x3JNVFpC+PTqLNOpe59NGu+06w6jmSgAjf8PAuOy3/f/AxOm54H0Gud8qfBWQSXNgbNCWSQN4fzUXzsrD4hC5BvSfWzQmnB8QTK+Gmh/DLtJy1SLi3Up8PPC21A6vedvK42oELQAhH5HIAFVf10Iv2NAKZV9bXBig3hFJ5BPHyUVXjS0pt2acsqV7ZskTp5VK3b9P9s0AxLIRkXF8I299E0bTsHKjztoY0yMuTS5h6c8h6asqgiT9Lkmh1OX6ADl571AD6F2H3tmKOAmbP728xziQu1mcUgHtSrKDQhQvPtHrRD+y35pLlLFY0kVpe0eUwqHdddPoPdXzifmp/XfigKm0+ZU8tyqWtCfhcJAhEi9GJhITKf092wMuHSoshT0rw8v606hBSeNCXN4fefVQ7wogDaz6ygBVkubW8HcL6IHAVgvU3bG8DDALwyox4hhBAy6VBGEkLImFBkH54ZAHvYrz9V1fms8k0hIvqEAbRT9W3OINzgfAYRNnrYgQnK1J2UkMdNWmFGYeEZxTy2zUqSR5vHSwtP+2iTjCwbtCAZXhooFpwgSpRNc21b632vcr9z/fhvh0MBCnzKyuM0l7a0Mp1EY1kL8IH61p0eK1gFl7JQ0cg7DoUKLurmVsUiUcTSk+W+VmQ+i5b1y11mt/111o60un4o6pB1bVAhv/18R3cx3UUMqObSloZvIcprM0p89/P98WZNiR+KOtR2sk/HQFza2sawFJ68MlUUojzqugsUrVMkvy207aGzqXkb1v+jDfPZhjGEaOu4QlDhIWnUVXi6GfnJvCiRPkh5lPV7XPDc2EKUkc+R/Ux7uA89jKY94LuyvvITeoAPbWQZolNAkaiznsZ3cyyr5OSNxydtbHn3XKd87O/tp1NWiUkrG5r70GanVSOz+Wt5mtyTxydLqe16aQtRv/taWtksIq/sfCBSWog8N7Yy+O2448iOYwMq7MNDCCGEEEIIIeMOLTxDLlNU4W9iEWmVcsNkXLTvJuauyf9Hm+a1LWNpyzjKQgsPSaOMhSfpytYtUCfvLXLI7c21m3RvK8LCUcC0teY04YruiNBr3UhaTorsNVM0slsemS4/s9Vcp4KBDiLzmXRXcl/LnIc/jrIuXkX6ue7yGQDoCWRQlDRLUdaePqvtj8PffynpxggUs/yFqGOZC5GMeBYFynQDaT7JOnnl0+q7eqHIgEUsPH5Etqyyfjl3PDNn+s0KWjCucp8QQgghhBBCcqGFp2KZMuXKUHcNThULz1RK+rAZN+277ZaeNs7nKMfUpr6r/p9p4SFp+BaerHUZZa69ee/tadF6/rqfyDt2+Pv0ZJG27qbrHc95x6E+3XFeqOsQZd7EF723+JaCrLVAaXlJq0Ja2UHKkch+ziH+3560sD8A4KbuZUuhrkNreIB861gS8dJC65+aIM3q08m5BnyLVtHrpa6Fp+z/PUK5tTkIlI/QT9E288YUstZ0U36woT6XfdACNwFpD/VFKVOniaAFVcqV/Q3lzVHTClAbH8rL0DalZ1zms4lxhhT3Uc9HWv9UeMigyXNp64n2ZT+7JdqvI1vSmD/KfGYFIkijqptbXrmy+9KE3Jmq7qdSt/6g5JFzeet2zT4tgHF/G8T91D+3kDtgZypWepIbtBZNq6Mc+S50wYf1GgpLXtCLupHdkq6qjq5fP5BWhbx2QmMp2meUUjbUZxmFZ9TPA4QQQgghhBDSGBNn4Ulzz6qj2VWtOyiLSdOBCIbtxjaJWvaw5nARkzF/TVt42gItPGRYhCw8yQXNQLm3p8m2kvl5dbKu88g7Tqsf6mfQLudpFp6qb/CL1E2zctQhb1F4FEgLlcvCtRHyOEqeE2CsQ34Ag8y2bZ3kvkZFXNr8UNR5ZYsyCJl+gxrHzV1ldU7JwVBkzJH97AbynGVvcbFYqOkkoXuE32+wT8+NLZSfx7J2aUtTMkah8NSlCReCJuuHGMXcDfohswxtjH6Xx6jWcA362qDCQ5YzvsLjrq8IvWtegGIKS1q633ayXFad5JjK9un/jrLKRcjfTyZZv8gaHt/NbVh7qxTF7anjR1yrQoTwtRJ5ZUJdhObP3+enCr57W2hj1xB11/rkdZM8p+Q1kbf+qki5NEJ1Qml5TUbo/x920L8WrtMB5myiX97lL8LsewP0KkZ56/fy8OtEibxQOxHisbv9gDaALm2EEEIIIYSQZcjEWHjy3McGpdkNS0Ns0vWtqbbaFAWrCE29qGvZC8BUsuZsGOewHCw8g4YWHpKGs/Ck/XYj77gbyEum+fhvgUNuclWYPxqYOatYnyGiwDiaDk40CkJ7mgD57oLdAmll8vPIm8cqlo0pxJHSilp6gHxrT170NcCMt+PcrbpxelFPryKuioOO7FY3SptfpxOw4ITwf6dp/QPlrT5+9LY0QtfcBtDCQwghhBBCCFmGTIyFJ49xeZs8asvOuFL1/9Hk3LX9/zKMUOpN9T/MNtsELTwkDRHRnSvWjdC7fqObUs6R/P2n1YnsZzcnrQp+n/7vfj7jzbRfx1H1nlF3P5UqbRZZowGUWzQequ/IK+/XKbPGveiaFD89y8KTt9bHz0+1gCYuhO5i9n5WwyA0pix8a2DXtYHe0OLJsnMo/5tMs77WvT6Rk59MjwLj2IBlFLQgjaYfhEbpUtX2B+smqft/bXru2vq/GcTvoe65NfmbnFTFhwoPScNXeCL72UX/Q0aEai4uWXWaus9Fie/JMfRFWAuUKdJH6OHtBru55q7Tl4Xr5SxSr6sIJR+2/ShsPt2U+lEiP8ooWwe/n7L33ap7GGX14ys3vutaWQU16aoV2eNuYBxNBLUocw3510qV7iP72a1QN82lLeovWio6ZCjdpaUpoBGAk9EilzYReY6IPCQih3tpbxeR9SLyl8MeDyGEENIGKB8JIaQZhmrhEZEVAC4GcD+ANar6BRHZGsAZMIriF1X1FSl1W23hGQVttR40TRP/y0m39Azj+i97jrTwlIcWnsmljny09fVkDOYtfmQ/y7SVtWDZbyvUdhToKy+tym881KbfTk+I3poua3n18/Kr7HsU7Mc7zqoXlWw3izL/mzy3rSZcB4vgd3fjwv54csLSFyH/WlyYNZ9l9iJy57kwW7xeloXHH+dC1B++3M8v00+Ioi5tQBzW2gUlSBuHq9NF/zyHXOs2oD0WnrcC+CKA2700N7Dx8K0jhBBCBg/lIyGENMTQLDwish2AswHMAPgsgAtV9Qs270QARwD4qKqenVKfFh6PUVsMRkGT/8Nhzec4b+xZhDLnRwtPeWjhmUzqykdbLjNoQWQ/uzlpWellSK57KNpmVp3Qmp0ibWZR9V6Rt7lm3hqgPJqUFZH97FaoU6SeKxuyBPjhnme69Sw8TVh/khvkAvnX7yDlTd1zygtX7ujmlMvKTxKyRjqKhJcuQoRiwSM2oAVBC0TkXAD/oKr/KSJdeDf0gvVrKTyOcX8QWo6KDtBOl6w29lN3H4phBtIYxv903H/vSajwTCZ15aNtI6jwRPazm5PWNMmHoiil/zq/2bQ2Q1Rxuyr6EFo3aEHaIvlBE6W07/edNY4o8T1Zpon77yACQoTaXGPbjGxaF9m/HT991HImtFfTIKcosp/dguVDwQuK1k0jNMcdL72L/KAFm9QcQyYi8hYAb7BfHwHgHBEBgG0BHCoiG1X1/Iz66wC8qskxEkLIuCEi93pfz1PVVSMbDKlEXflo26CMJIQQjzT5OJKw1LTwVGO5WneAybLwDKrPunOSVX8Qc5HVxrB+h+P8ew9BC8/kM2gLz7CI7Gd3hP1EJfpPe2Pc5J4reYu+s1yD0ogq1ClD5B27Pm7UMwEAT5ZjCtcd5Lzm7eNTxS2s6N5SIULXUpmQ23XCWqe1WSc8dacT3scqhG9dcoEIZuZ604Fyezp1Ec9p2b2QNqAFLm09nY5Q4fEZl4chKjrDYTnNc968TspcjMtvvChUeCafphSeyH52S7RZpc4gydpEtAoRyrshFXGhCj1gl3lQS64b6RYc2yDI6zMvP6tO6NznI2DOZhRRTopGOiuq5MxH4XVXoQf0yDte6ifQZpnLc1B79lTZpDZCsb1wIi8vVL4qvkKf7DP5e3S//a43uXXX8DTq0paGqkaj6JcQQghpM5SPhBAyeEZi4alCExaeEG15Izwpb9ir0vYIY+NKmXmdlPloy296ENDCQ9Io49IW2c9uIyMp3mfUV6r+mEJt+m1n3Q+acmnLsvbkvYmP7Gc3kY9Aeqj+sPD7jOxnF9nzXSUAQZ5bWMhqVMSqkrWPVDdtLPYz7ZoZRrCLvDpFAmDk5dehrEuaq5MsH0qL0D/mDWjPPjyEEEIIIYQQMjRo4SnIpC6abyu08AyWKvM5afMxCW93aOEhaTSxhietnaw2BtVPVfz+/WOgXfeAvAAFUU5+qHxW2bT8sv2UrT9oC4+rB6RbekLpodDNjrQhRPazm5Lvn1sVS0YeecEZsshaL5Pbb0rZMu1UteyUrZNkA1q2hmccmbSHP0KymMTr3Z1Tmx56CBkWXe84CqShYH63QP1RESF/TIN+MM17wJ4LpAH5/49uIC8K5COQnzwOla+D33Y3keb3VeReG3I/y3uYD+W7jWDnUv6xkc1P2yh2qZzrI5EWqub/j0MuWPDyq1A0ylvamJba8dsIpPX1W7BcVdJcR4Mb1XrHdcdC2U8IIYQQQgiZWOjSRloH3dmaI21ul8v5O8b1TQ9d2kgaaS5tkf3s5tQvWi6vbJl2hkXbfu9N3G8jlHdpixLfs+pX6TNt3kNWiDRXrSoWoDyKVI9Q/Dfjn4ezNKVZkvLc8Rxp55jVvm85SbMmZhEF6kQp9dPKlumvLhFiy9207XQDGLSAEEIIIYQQsgyhhYe0Dlp4yLAYpzc+izAWnotp4SEBRERPxmD875P1F6L4DeooiOxn2SGEft9J60JyPUHZUMJFSPbZlLyJ7Ge3RPmssnn5eQzr/poXTjxv7VQyPZkfyksyqHOtE6ggjaafbyL72a3ZRp36ro2TkW7hocJDWscwH0Kp6JBxUHrcdUqFh6QRcmmLvONuoE6UkVcEv36VtgZZP8koftdFF6rnRQUDyrsJRQg/zIfSfELtFu0zjzSFs07AiJBL23wEdLvmOK3tLFkfoZo7n6OL/P2dgMHt11MVv/nIfnZz6kQIX4v+8bw9wZmcf2xWn1FKehkiZCs84yDrCSGEEEIIIaQStPCQVsJ9j8ioaMtboND1SQsPSSNvH562E9nPbs123O+3riWhDnl9V933pQpZbUYl+8pqy2fY99DkfA/LhTBE3rlHgQJNW3Yced1E9rM7wD7LWH9C/Ub2s4t+C2Wo/AbQpY2MGU3eMKnokKK0bT0ZFR6SRhMKT2Q/uwNut2jfRfuN7OcwNzmsUj/0244w+PkNtVmkn8h+ppXLy3dUuW826dZV5EG/6x0D1f8nrv6olO088ja8TRKVKFuGKDCOUFpenSQbQJc2QgghhBBCyDJkrCw8ox4DIYS0AVp4SBLKSEIImQCXNoeI3KuqW416HOMM57AenL/6cA4JGTz8XdWHc1gfzmE9OH/NQJc2QgghhBBCyMRChYcQQgghhBAysYyjwnPeqAcwAXAO68H5qw/nkJDBw99VfTiH9eEc1oPz1wBjt4aHEEIIIYQQQorSOguPiKwRkdtF5Cde2qNF5GIRuc5+PsqmT4nInIh8R0T2GN2o242IbBCRH4vINSJytU17kojMi8iXRWTrUY+xzYjIwSLycxG5XkTeY9P2EJErRWStiLTudzRsRGRzEfmuiPxQRH4qIqfY9K6I3GivvWtEZC+bPi0iv/fSP+C1daSIrBeRE0Z1PoS0FcrIwUL5WB/KyHwoI0dPGy/CLoCDE2nvAXCpqu4O4FL7HQAOAnAVgL8A8M5hDXBM2V9V91LVZ9vvbwPwVgCfAXD06IbVbkRkBYB/AXAIgKcDeK2IPB3AOwC8HMDVMNfhcucBADOquieAvQAcLCLPs3nvstfeXqp6jVfnW176qV76kQCeA+B5fNggpI8uKCMHDeVjRSgjC0MZOWJap/Co6uUAfpdIfgWAtfZ4LYBX2uMVMJvoLgLgvhTl4NwV47kArlfVX6jqgwDOgbkeVwBQcP4AAGq4x37d1P5V9Zd186ng3BLSA2XkUOC8FYcysgCUkaOndQpPCo9X1VsBwH4+zqZ/A8CLAFwA4B9HNLZxQAFcJCLfF5HjbNrpAP4NwJsAnDWykbWf7QDc7H2/xaZ9HMBXAOwL4KIRjKt1iMgKEbkGwO0ALlbVq2zW34nIj0TkYyLyMK/Kvta8/7WEu815MG8Fr1bVu4c0fELGGcrI6lA+1oMysiCUkaNlk1EPoA6quhHGtEey2U9VfyUijwNwsYhca98SvnDUAxsDQm9PVFV/AGCfYQ+mzajqQwD2EpFHAviSiPwZgBMB/BrAZgDOAPBuAKcCWA9gJ1W9R0QOBXA+gN1tO2sRv60mhFSEMrIQlI/1oIwsCGXkaBkXC89tIvJEALCft494PGOFqv7Kft4O4EswJmhSjFsA7OB93x7Ar0Y0lrFAVe8CsADgYFW91ZryHwBwJuy1p6p/cOZ9Vf0qgE1FZNtRjZmQMYcysiKUj7WhjCwJZeRoGBeF5wIAq+3xagBfHuFYxgoR2UpEHu6OYRYP/iS7FvH4HoDdReTJIrIZzNvSC0Y8ptYhIo+1b60gIlsAOBDAtd5DmMCsK/iJ/f4EmwYReS7Mvei3oxg7IRMAZWQFKB8HAmVkASgjR0/rXNpE5N8BTAPYVkRuAXASgP8L4PMi8noA/wPgNaMb4djxeBjTKWD+32er6tdHO6TxQVU3isjxML7wKwCsUdWfjnhYbeSJANbaiD1TAD6vqhfa0K6PhXF7uAbGJx4ADgfwZhHZCOCPAI5UbgpGSC6UkQOF8rEmlJGFoYwcMdx4lBBCCCGEEDKxjItLGyGEEEIIIYSUhgoPIYQQQgghZGKhwkNIQUTkvSLymYba3iAiBzbRNiGEEDLJiMiCiBw76nGQ9kKFh5CCqOr/UVXeUAkhhJCSiEgkIlcULPsuEfmJiNwtIjeKyLuaHh+ZbFoXpY0QQgghhEwOIlL2eVMAdAD8CMCuAC4SkZtV9ZyBD44sC2jhIROBdQl7l4j8SETuFZHPisjjReRr9g3RJSLyKFv2XBH5tYj8XkQuF5E9bPpmInKNiLzVfl8hIt8WkQ/Y7yeLyFn2eGcRURE5RkRuFpE7ReRNIvIcO4a7ROR0b3y72vCTvxWRO0Tkcy4mPyGEEFIXEXm3iPzSyryfi8gBItIVkQ96ZaZtOHP3fYOInCgi/2Xl2Jkisrlf1rpz32HLvs6r+wgRmROR34jITSLyPhGZsnmRlZ8fE5HfAfh/AD4FYF8RuUdE7so6F1X9iKquV9WNqvpzmL2l9vP6frGIXGvl+OkwChIhqVDhISPBKiNni8gvROT7InKliPxFTp2dRSRrU7hXA3gxgP8F4GUAvgbgvQC2BfAkAH9ry30NZs+AFwJYD+BzAKCqDwI4GsCpIvI0AO+B2VfgChG5MKXPfQDsDuAvAfyT7eNAAHsAOEJEXuSGD+BDdhxPg9mZ+mSvnSd453hU1jyEsMLl9PyShBBC2kxF+TgD4IMAnqOqDwfwEgAbCnb5Fhhryq4w8vNKEXm6zXsCjAzdDmZT2zNE5Ck27xMAdgFwNYAX2TaO8drdB8AvADwORra+CcCVqrq1qhZ+4Sci3wHw5wB+LSJHici2AL4I4H12bDfAU4YC9SkfCRUeMnxERACcD+ByVd1FVfeG2Z15+5pNf0JVb1PVXwL4FoCrVPUHqvoAgE0BPBsAVHWNqq5W1R/CKB17isgjbN5PYITGlwD8bwCrACxm9Hmaqt6vqhcBuBfAv6vq7d4YnmXbvV5VL1bVB1T1NwD+EUZAOH5tP3cGUFrhIYQQMv7UkI8PwbxYe7qIbKqqG1T1hoLd3gcAqvo7AH8HYBtV/S8v//1Wdn0TwFdgXuatgHnR92kAD6nqBgD/ACMzHb9S1U9YK80fC44lxMUwz6vfhZGPhwL4L1X9gqr+CeZl468z6hPCNTxkJMwAeFBVP+USVPUmmLdFEJGdAawDsJXNPl5Vv+M3ECjzMAC32by/sX08ICK/h3n7tAOAJ4nINQAugXmj9RCAjbb+t0XkIQB3wNzE/w7AF1X1OhHZLuNcLrS+yd+D2Q35NhHZAGAtgP0B7CciXwfwOwD/BuAQGOVr0QxVtlXVOwDsaNv7vwCeZse5FsCdAJ6tqsfbc7sQwN+r6oKIHAPgRAC3AvhvAA/YMo+FcR1wbZ6gqt/OOAdCCCHtoKp8vAlGFpwM4Bki8iCMEvAkAP/htX8kgMeLyA9hvB22BPB4AJ8TkT8CmAWws4g825a/B8C3rIJzB4xXxJNgLCubwcpdy00wliDAeDI8WkR+DCMf32zTny0ip8B4YWwK4DWqeq2VW2cDeIwtfzAAp+y9H0aefcG2uxLA7SISwcpHEbkZwFtF5HrKRxKCFh4yCvaAuWmmcTuAF6vqShjl458LlHk0AIjIIQBeCeDrMDe1j6jqF2BuxD+BeQP1UgA/BDANc0MFjNDYE8BrAHwSwIUAXiIiL0gZ48Ps51Gq+gyYlwdbe/l3APgqzBup/w3jzrYHgI+q6goA/wfGXS7JewB8S1X3UtWPpfQNEXkigFNgzPgvBvB0L/vjAD6mqs+BcfNrJJQ2IYSQgVNHPv5eVV8A45Y2D+AaGKXmYGBJPu4P4HYr7z4CY925GcDrVHUvGOXnQdveI+zf0Z583BHAr2Bk3J9seceOAH5p1wAdC+BaTz6+GYDacnfY8f8rjHwEgJMAzNv0L9m2joKRiX9U1Vvs8bdgFJn7XafWKraD953ykfRBhYeMHBH5FxH5oYh8zyZtCuDT9s3Quei9WSGlzKY2/UAAZ8JYb5yJ3ufhMG96/gRgc8TCwi3ifCmMEhQBeBuMlWWLQP+72M/r7OdaxEoQAJxnP38F46b2cJg3V11rMToQ8c2/CvsAWFDV39i1R//PyzsQwOnWSnQBgG1E5OE1+iKEEDICSsjHXQBsJSIPg5F/ewM4DGat6uNE5NEAXm7rK9AjH5/klXkvjFIF27YCmBWRzWCUscMAnKuqDwH4PIxis0JEdgLwDgBnAXgKjELklJK1dhy3wSg/zuL0fRj5CAAvAHCOHdfXYVzE/xZGYUnKyq/YsewN48b3Nth1sBbKR9IHXdrIKPgpzJsVAICqvsUuQrzaJr0d5sa4J4xSfn9fC/1l/mTTBdmKxBzMYs6XwgiLc2D8gSEiO8L4Ar9cVe8BcLaIvALG/S1JXkSYB+znIszv7BQYQfEjGCVpHYB9c9oAjMud/2Jic+847TynAOxb02eaEELI8KkqHzeDsbbcASNzfgXgzwDcBeBumAAGDwC4FEa58LkdwOkwnhJfRixbBMZV+07b3n0A3qSq19r8t8IoPTMAroBZz7MGwDNTzm0exnr0A+tCfjDi59CkTN0C5iXi92AUuXtsfajqHSLyGpiXm4+2/X4bwGO9+pSPpAdaeMgomAewuYi82Uvb0jt+BIBbVXURZgFkyPUrWQaqegmAi2B8kI9T1ZPtGyvA+PC+R1XvUdVXwNycXwbjWnYLzKLL/wGwu+/Pq6p/CeDv7fHJqnq0dw43I347tcq2v+DVPRrm5g9V/SnMzflU6zbwY/Te4O+z478bxhrk2ABgLxGZEpEdADzXpl8FYFpEHiMim8K4GjguAnC8+yIiewXmjxBCSPuoKh+vBfALG17e1i8AAB/USURBVKHtUwA+aYPnHAFAVHUbW35HGJc3ePLxNgCvV9VHqupqxIF6fgqjdJytqtsC2EtV17mBqOqdMOtdL1bVHVT1VDuua2EUlsgWXQXgm9bacjuMnN02cd5X2LFCRA6CeT59oqpuDeBe+3kKrHy0VqDXwFiJ3gYTBc4FdqB8JH1Q4SFDR1UVZp3Ni8TsoPxdGJP3u22RTwJYLSL/CXNjvjfQTLCMvQleAOBqa7J2/sFdAJ8Ss8/OkouajZh2HIDz7CJO3/Ttc4CY/QhuEbOHwbNgwm+ea10LFmGETBanADhIRNbDBC+4FUbB8fkRgI3WheHtMG+tboRRkP4e1rdbVd3i1CthgjD4Pt9vg1kY+iMR+S+YUKCEEEJazojk4zcQkI8Afg9j3aF8JGOPmN8WIaRpnG+1qm4UkX0B/Ku19hBCCCFDx0YVPdZ6GCTzpgGcpap1t4xI6/unAHYKZH0UwF9QPpJBMnYWHhFZl1+KZME5rEeN+dsRwPfsm7J/BvCGwY1qvOA1SMjg4e+qPsttDlV155CyY/MWqig7RedQVfdQswnp1jBWoetgNhE9DJSPZMCMnYVHRO5V1a3yS5I0OIf14PzVh3NIyODh76o+nMP6cA7rwflrhrGJ0iYiLwWwO4BNROSEUY9nzOEc1oPzVx/OYTVuU9V/H/UgSPuwvyf+rurDOawP57AenL/qfFVV/zuUMTYWHhEZj4ESQkjDqGpeWHSyzKCMJISQdPk4dmt4CCFkubJy5cpRD4EQQggZO8bGpY0QQgghhBAyeRxXo+4ZBcrQwkMIIYQQQgiZWGjhIYQQQgghhAyFOtacrPayLD1UeAghhBBCCCGNMWglpyx0aSOEEEIIIYRMLLTwEEIIIYQQQiozagtOHrTwEEIIIYQQQiYWWngIIYQQQgghhWi7NSfE0C08IrJCRH4gIhfa73uIyJUislZEaHEihBCybKGMJIS0mXFUdoDRuLT9NYCfed/fAeDlAK4GcNAIxkMIIYS0BcpIQggZMENVeERkewAvBfAZL3kFAAWwCECGOR5CCCGkLVBGEkLaynEYX+sOMHwLzz8B+BuYG7fj4wC+AmBfABcNeTyEEEJIW6CMJISQBhiawiMihwG4XVW/76er6g9UdR9VPVpVH0rUWSci94rIvcMaJyGEtB13X7R/60Y9HlIfykhCCKlPmnwUVR3WAD4EYBWAjQA2B7ANgPNU9eiC9YczUEIIaSkrV67E+vXroap0bZowKCMJIeNAm93azgBS5ePQLDyqeqKqbq+qOwM4EsB80Rs5IYQQMslQRhJCSHNwHx5CCCGEEEJILmekpLfZ8gOMSOFR1QUAC6PomxBCCGkz4ygjiz7spD0sEULGm9Bvu01KEDcxI4QQQgghhEwsVHgIIYQQQgghA+UMtMeqS4WHEEIIIYQQMrFQ4SGEEEJIZcr46Y/7bu2EkPK0wcrDKG2EEEIIIYSQxvCVnlG89KCFhxBCCCGEEDKxUOEhhBBCCCGEDIVRBDOgwkMIIYQQQgiZWKjwEEIIIYQQQobKMC09DFpACCGEkNIw2lozhOa1DVGuCGmKugENivw+aOEhhBBCCCGETCy08BBCCCGEjICib7OT5WjxIZNK6NoehNWTCg8hhBBCyBCp6w5IBYgsJwZxfdOljRBCCCGEEDKx0MJDCCGEEDIkmgj24LdJaw8h/dDCQwghhBBCCJlYaOEhhBBCSGmcJaGMxWI5Wx+GFcb7OCzveSYkBBUeQgghhDTKcn4AH8V+Ra7PcZ93Bmcgg4IubYQQQgghhJCJhRYeQgghhFTmDGRbMfhWfnSMo6Un61oaxH4skwpdGbMpZOERkZ1E5EB7vIWIPLzZYRFCCCHjAWUkIYS0m1wLj4i8AUZxfDSAXQFsD+BTAA5odmiEEEJIu6GMNPDNcphRrN8JMS5v/6vM17icGxktRVza3gLguQCuAgBVvU5EHtfoqAghhJDxgDKSjAVtdm+rqxhyH6Lle95FKeLS9oCqPui+iMgmALRKZyKyg4hcJiI/E5Gfishf2/Qnici8iHxZRLau0jYhhBAyAgYiIykfCSGkOYpYeL4pIu8FsIWIvBjAXwH4j4r9bQTwTlVdb32cvy8iFwPoAHgrgF0AHA3jDkAIIYS0nUHJSMpHsuxowuWvzZYsMjqKWHjeA+A3AH4M4I0AvgrgfVU6U9VbVXW9Pb4bwM8AbAdgBYBF+ydV2iaEEEJGwEBkJOUjGRbHoT1ri5pkuZwnKUauhUdVFwF82v4NDBHZGcCzYPye/xvAOgC/B3DUIPshhBBCmqIJGUn5SAghgyVV4RGRHyPDD1lVn1m1U+uH/EUAJ6jqHwD8AcALA+XWAXhV1X4IIWQSEZF7va/nqeqqkQ1mmdKUjCwqH21ZykgytgzL+sIobsuLNPmYZeE5zH6+xX6us5+vA3BfjYFsCnMz/5yqnpdV1g5yla1XKVACIYRMGqq61ajHQAYvI8vIR4AykhBCkqTJR1HNvkeKyLdVdb+8tCKIiABYC+B3qnpCybq8mRNCljUrV67E+vXroapcy9ESBiUj68hHW58ysoW0fQ3JKCwfo5yTQZ1v261GyzlMd5p8LBK0YCsReYH7IiLPB1D17eJ+MG+jZkTkGvt3aMW2CCGEkFEzKBlJ+TiBLLeHzTSOQzuCCAxiv5/jAsdtITSmNo5zFBQJS/16AGtE5BH2+10AZqt0pqpXgFFmCCGETA4DkZGUj4QQ0hxForR9H8CeIrINjAvc75sfFiGEENJ+KCPJuNKU9WmSrQlttNgVne+2u+E1Ta7CIyIfSHwHAKjqqQ2NiRBCCBkLKCNJHu4hc5IVgXE5t+X8wA8s701Zi7i0+eHdNoeJTPOzZoZDCCGEjBWUkYQQ0nJyo7T1VRB5GIALVPUlzQwptV9GoCGELGsYpa39UEaSPEZtDRlkpLImCI2vTl+Tbs3g3PRSJ0pbki0B7FJvOIQQQshEQhlJCCEto8gaHn836RUAHgvgtCYHRQghhIwDlJGkLHlv1YdpOalCkxaqtDFOoiViUNRZI7acAhkUWcNzmHe8EcBtqrqxofEQQggh4wRlJBkoaQ+gZR5ox+0hdtzGS8aPIi5tH1TVm+zfL1V1o4isa3xkhBBCSPuhjCSEkJZTxMKzh/9FRDYBsHczwyGEEELGCspIMhRGbQUZdbAFks0Z4P8oi1QLj4icKCJ3A3imiPzB/t0N4DYAXx7aCAkhhJCWQRlJCCHjQ6qFR1U/BOBDIvIhVT1xiGMihBBCWg1lZDup8oZ71JYTQkjzpCo8IvJUVb0WwLkisjKZr6rrGx0ZIYQQ0lIoI0fPoNx3/Hao/JBxpmzEtuV0vWet4XkHzJz9QyBPAcw0MiJCCCGk/VBGEkLImCCq2Zszi8jmqnp/XlrTcBdpQshyZ+XKlVi/fn3qTtJk+CwXGZn1xniYb4mHtSh7Ob35LkoTc895bpa0/9kkz3uafCwSpe07AJLm+lAaIYQQstyYWBlZ9AG3aZcwRp4ipBrJyG2TrOjkkbWG5wkAtgOwhYg8C4DTmLYBsOUQxkYIIYS0EspIQggZH7IsPC8BEAHYHsA/eul3A3hvg2MihBBC2s7Eysg6FhVXdxBvkkdp2RnkeUwCtLKNL7yGDVlhqdcCWCsir1bVLw5xTIQQQkiroYwkhJDxIXcNj6p+UUReCrOb9OZe+qlNDowQQghpO5MmI0cd6pmWBEJIE+QqPCLyKRh/5P0BfAbA4QC+2/C4CCGEkNYzKTKySUXjOGQrPVRyCCFNM1WgzPNVtQPgTlU9BcC+AHZodliEEELIWEAZSQghLadIWOo/2s/7RORJAH4L4MnNDYkQQggZGygjC0ArDiFklBRReC4UkUcC+CiA9TA7SH+60VERQggh4wFlJCGEtJxclzZVPU1V77JRaHYC8FQAX6naoYgcLCI/F5HrReQ9Nm0PEblSRNaKSBE3O0IIIWTkDFJGjko+0vpCCJl0St08VfUBVf09gHOrdCYiKwD8C4BDADwdwGtF5OkA3gHg5QCuBnBQlbYJIYSQUVJHRlI+EkJIcxRxaQsh+UWCPBfA9ar6CwAQkXMAvALAChg3gMUabRNCCCFtoIoco3wkhJCGqGoe14r1tgNws/f9Fpv2cRgXgH0BXFSxbUIIIaQNVJGRlI+EENIQqRYeEfkPhG/aAuAxFfsLvZ1SVf0BgH0qtkkIIYQMlQZkJOVjiyizWSohpP1kubT9fcW8LG5B7/4E2wP4VVphEVkH4FUV+yKEkIlERO71vp6nqqtGNpjly6BlZCn5CFBGEkJIkjT5KKpVvdMqDWITAP8N4AAAvwTwPQBHqepPC9Qd3kAJIaSFrFy5EuvXr4eqci3HhFFHPtr6lWUko7T1QwtPL01fI5xvMijS5GPVoAVVB7FRRI4H8A2YhZhrit7MCSGEkEmF8pEQQppjqAoPAKjqVwF8ddj9EkIIIW2G8pEQQpph6AoPIYQQQtrDGaBbm4OuVaQKyd8Pr6P2kRuWWkQuFpFHet8fJSLfaHZYhBBCSPuhjCSEkPZTxMKzrare5b6o6p0i8rgGx0QIIYSMC5SRhCxDsqyifh6tPe2giMKzKCI7qur/AICI7ITqG48SQgghk8REyEj3ULacXdv4YEqKUuZ34sou9+tr1EpgEYXnbwFcISLftN9fiOV9TySEEEIclJGEENJyCu3DIyLbAngezE7QV6rqHU0PLDCGsXtjRgghg4T78LSTSZORy1VbW+5v4LPgPjyGuvMwLudZl7LzNMh5SZOPqUELROSp9nMlgB1hdnz+JYAdbRohhBCyLKGMJISQ8SHLpe0dMEraPwTyFMBMIyMihBBC2s/Eysjltp5nubx1bzPLZZ3LcjjPKveN49D8nKQqPKrqxnyIqt7v54nI5o2OihBCCGkxy0FG5j2ALBeFiBBe6/m0fY5y9+EB8J2CaYQQQshygzKSEEJaTqqFR0SeAGA7AFuIyLNgFmMCwDYAthzC2AghhJBWQhlZzgWlrW9/J9m1aFJJXkvj+D8cdYjmNtK0u1/WGp6XAIgAbA/jo+xu5n8A8N6GxkMIIYSMA5SRhBAyJuSGpRaRV6vqF4c0nqxxMCw1IWRZw7DU7YMyshxtsfS0+a16aI7aMN5h/O+S51m0z6bnZxTXbRv+52UY1BzVPe80+Vhk49G9ReRSVb0LAETkUQDeqarvqzkmQgghZNyhjCzBqCPAtfkhMmtOlqMLVJlrZBKjn7VF2ZsUigQtOMTdyAFAVe8EcGhzQyKEEELGBspIQghpOUUsPCtE5GGq+gAAiMgWAB7W7LAIIYSQsYAyckxo65vwstauSbT2+OdRxfo3KfNQhbZYt0Ztvc2jiMJzFoBLReRMmM3UZgGsbXRUhBBCyHhAGdlyRv0g2CTDVH6aeKCd5P/NciXtfzpqRShX4VHVj4jIjwEcABOF5jRV/UbjIyOEEEJaDmUkIYS0n9wobW1hXCLQEEJIUzBKG0lj3GTkKCJ+tZUm5mIY51513EXH1sZF+6O2UmQxLtc70GwkwjT5mBu0QESeJyLfE5F7RORBEXlIRP4woHERQgghYwtlJCGEtJ8ia3hOB3AkgHMBPBtAB8BuTQ6KEEIIGRMoI0vQ9BvycXrL3STD2Mtn1HM96v5JdUbxvyui8EBVrxeRFar6EIAzReQ7DY+LEEIIGQsoI9sBH4CzSSpBbZ+vNo6v7ZHISDpFFJ77RGQzANeIyEcA3Apgq2aHRQghhIwFlJGEENJyimw8ugrACgDHA7gXwA4AXl22IxF5nYj8yP59R0T29PKOFJH1InJC2XYJIYSQEVJbRk66fDzO+2uCM9BOa0ARRmkpoJWiOuN6vS1nioSlvske/hHAKTX6uhHAi1T1ThE5BOZ62cfmHQngOQA+JyJbq+o9NfohhBBChsKAZCTlIyGENEiqwmP3FUgNc6mqzyzTkar6Ps3/CWB7vztXzDsmhBBCWskgZeSkykcGKGg/7n/EuSxPW9bz8H9XjCwLz2EN9vt6AF/zvp8H4GoAZ6nq3Q32SwghhAyCpmTkRMjHUT8EEjIsQgoHr//2karweGb6gSIi+8Pc0F/g9bUWwNom+iOEEEIGTRMykvKREEKaIXcNj4g8D8AnADwNwGYwizPvVdVtCtR9C4A32K+HAtgWwGcAHKKqvy1Qfx2AV+WVI4SQ5YSI3Ot9PU9VV41sMMucqjKyrny0bSxbGUk3HtJmql6ftAzVJ00+imqqC7KreDUCm6qp6t+WHMCOAOYBdBL+ykXrZw+UEEImnJUrV2L9+vVQ1bFayzHJDEJG1pWPto1WyMhhPbCNu8LTtgfbcZ/P5cK47aU0CtLk4zA3Hv0AgMcA+KSIAMBGVX12hXYIIYSQ1jAAGUn5SAghDTK0jUdV9VgAx5atRwghhLSY2jKS8pEQUgRadKpTdOPRKdTceJQQQgiZQCgjCSGk5ZTZePR+1Nt4lBBCCJkoKCPJJHAcaD0gk02qhUdEXmGjyLjvV4nIL+zf4cMZHiGEENI+KCMJIWR8yHJp+xsAF3jfHwbgOQCmAby5wTERQgghbYcykhBCxoQsl7bNVPVm7/sVdm+A34pI6aAFhBBCyARBGTkC6HZFCKlCloXnUf4XVT3e+/rYZoZDCCGEjAWUkYQQMiZkKTxXicgbkoki8kYA321uSIQQQkjroYwMcAZohSlCG+fpOLRvQ1RCBkWWS9vbAZwvIkcBWG/T9obxU35l0wMjhBBCWgxl5DImpBhUUWDOSGmLEDJYUhUeVb0dwPNFZAbAHjb5K6o6P5SREUIIIS2FMpIQQsaHIvvwzAPgDZwQQghJQBk5PNrgAtaENSZ5XrT4EDJ4stbwEEIIIf+/vXsPkqw86zj+/e1CQi4YE9kQckFiiQposa4slyQKkoRa/ENDQgSjFETNVlIkKfEG/mMkVVbwUpIoGIJIdr1Eg2YhFCoBoUjQIMkyWVhIYUxliVKs2Wi8AIlQuzz+0Wegd5jZ6Zme7tN95vupmuo+b5/LM+909zPPed8+LS3ZJBQnK21chUgX+05qmwWPJEmSpM5adEqbJEnSUs2OVAw7MtL2iEcbU8xWqu8k9TjCI0mSJKmzHOGRJEkjs9xLL7c9sjOoUcbZv+9xjfbMHmda+l/Tb+5zexTPPQseSZI6bqW+N2a5Br0S2ST+k32g6WVt9aFT3bRU/c+ZSXmdjfN57JQ2SZIkSZ3lCI8kSRqrSTnDvBSTFLPf3aNhrMZpixY8kiStQqvxn56ucrrb6EziVLCVspnu/U4LcUqbJEmSpM5yhEeSpFVotZzZXW2We1W8uVbT2f/5zNeHjoqurHH2oyM8kiRJkjrLER5JkjrOM9Krixc1GK1pHP1aqZG/aWXBI0mS1GGr/Z/dpepqX01bkbaSxj6lLcnGJPuSnN3XdlGSmSTnjDseSZImgflRkkZjrAVPkrXAbwGf6mt7IbAROBF42zjjkSRpEpgfNWpXs7rP8A9iM4OP7ixlXbVv3CM87wE+Aezpa0tzW2OORZKkSWF+lKQRGdtneJK8AjgLOJ3eGSsAqurRJDuB7cDvjCseSZImgflR4zTol5Q6GqQuGedFCz4IXFxV+5Ls90BVfQD4wNwNkvwp8ObxhCdJ0yHJ432L26rqvNaC0UpYcn4Ec6SGZ1HT49S07lgoP6ZqdCPlSS4E3tEsvohnhucPA74JbK6qGwbcl0P6kla1DRs2MDMzQ1Vl8bU1yVYyPzb7M0dKyzRMwWPROFkWyo8jHeGpqiuBK+e2J9kC3LSUN3NJkrrC/ChJ4zP2y1JLkiRJ0ri08sWjVXVBG8eVJGmSmR8laeU5wiNJkiSpsyx4JEmSJHVWK1PaJEmSpLYt9wptXp1tujjCI0mSJKmzLHgkSZIkdZZT2iRJkrSqDPNlo5o+jvBIkiRJ6iwLHkmSJGlAXrBg+ljwSJIkaVW5GguX1cSCR5IkSVJnedECSZIkaRGOCE0vR3gkSZK0Kg1SxDj9bfpN1QjPhg0b2g5BklpzzDHHMDMz03YYmlDmSGl5jlzkcV9Z0+FA+TFVNcZQli/JdAQqSSNWVWk7Bk0Wc6QkLZwfp6bgmZXk8ap6QdtxTDP7cDj23/DsQ2nl+boann04PPtwOPbfaPgZHkmSJEmdZcEjSZIkqbOmseDZ1nYAHWAfDsf+G559KK08X1fDsw+HZx8Ox/4bgYkreJJcm2RPkvv72l6S5NYk/wK8LMmLm/Y1Sf4kyWeTHNda0BMuyUNJdibZkWR7VZ2X5OVJbk/yySQvbDvGSZZkU5J/TvLlJJc0/XdckruSbE0yca+jcUtySJLPJbk3yQNJLm3atyTZ1Tz3diRZ32zyx0n+p6/91/v2dW6SmSS/0MovI02wA+VI4OQmV5ojB2R+HJ45cnFLyZFN/51mjlxZk/gk3AJsmtN2CXBbVR0N3NYsA5wB3A2cBfzSuAKcUj9aVeur6oRm+b3Ae4BrgJ9pL6zJlmQtcCVwJnAs8FNJjgV+EfhxYDu95+Fq9wRwelUdD6wHNiU5uXnsV5rn3vqq2tG3zZ197e/vaz8X2Ejvnzf/2ZD2twVz5EozPy6TOXJg5siWTVzBU1WfAb4xp/kngK3N/a3Am5r7a4Gnmh8v07o09t1gTgS+XFVfqaongb+k93xcCxT2HwDV81izeHDzs9xLQM72Z2HfSvsxR46F/TY4c+QAzJHtm7iCZwGHV9VugOb2pU37p4BTgRuB32sptmlQwC1J7kmyuWm7AvgI8E7gz1qLbPK9Avi3vuWHm7YPAX8DnALc0kJcEyfJ2iQ7gD3ArVV1d/PQbya5L8nlSZ7bt8kpzfD+382ZbrON3lnB7VX16JjCl6aZOXL5zI/DMUcOyBzZroPaDmAYVbWX3tCeDuy1VfVIkpcCtyZ5sDlL+CNtBzYF5jt7UlX1BeCkcQczyapqH7A+ybcD1yf5fuDXgH8HngNcDVwMvB+YAb6zqh5L8mPADcDRzX628szZaknLZI4ciPlxOObIAZkj2zUtIzxfS3IEQHO7p+V4pkpVPdLc7gGupzcErcE8DLyqb/mVwCMtxTIVquq/gTuATVW1uxnKfwL4KM1zr6r+d3Z4v6r+Fjg4yWFtxSxNOXPkMpkfh2aOXCJzZDumpeC5ETi/uX8+8MkWY5kqSV6Q5NDZ+/Q+PHj/gbdSn88DRyd5dZLn0DtbemPLMU2cJOuas1YkeR7wBuDBvn/CQu9zBfc3yy9r2khyIr33ov9sI3apA8yRy2B+XBHmyAGYI9s3cVPakvwFcBpwWJKHgfcBlwHXJfk54F+Bt7YX4dQ5nN7QKfT+3h+rqpvbDWl6VNXeJO+mNxd+LXBtVT3QcliT6Ahga3PFnjXAdVV1U3Np13X0pj3soDcnHuBs4F1J9gLfAs6tquV+gFNaNcyRK8r8OCRz5MDMkS2L/SdJkiSpq6ZlSpskSZIkLZkFjyRJkqTOsuCRJEmS1FkWPJIkSZI6y4JHkiRJUmdZ8EiSJEnqLAsetSLJ4Uk+luQrSe5JcleSsxbZ5qgky/pSuCQXJHl53/I1SY4dcNvTkty0nOMOKslnm9ujkrxtGdtfkOSKlY9MkjRO5sdnHcP8qKFZ8Gjsmm8PvgH4TFV9V1X9EL1vZ37lCA97AfD0G3pV/XxVfXGEx1uSqnpNc/coYMlv6JKk6Wd+fDbzo1aCBY/acDrwZFVdNdtQVV+tqj+Ap8/i3Jlkpvl5zdwdHGidJL+aZGeSe5NcluRs4ATgz5PsSPK8JHckOaFZf1Ozj3uT3DboL5Hk9Um+0Bzr2iTPbdofSnJps8+dSb6vaV+X5Nam/SNJvprksOaxx5rdXgb8cBPnRXPPTCW5Kclpzf23J/lSkk8Dr+1bZ12STyT5fPPz9GOSpIlmfjQ/agQseNSG44CZAzy+B3hjVW0AzgF+f9B1kpwJvAk4qaqOB367qv4a2A78dFWtr6pvze4kyTrgj4C3NOu/dZBfIMkhwBbgnKr6AeAg4F19q/xHE9uHgV9u2t4H3N60Xw8cOc+uLwHubOK8/ADHPwK4lN4b+RuB/ukHHwIur6qNwFuAawb5nSRJrTM/mh81Age1HYCU5ErgdfTOam0EDgauSLIe2Ad8zzybLbTOG4CPVtU3AarqG4sc/mR6Uwd2Dbj+rO8FdlXVl5rlrcCFwAeb5W3N7T3Am5v7rwPOao5zc5L/GvBY8zkJuKOqvg6Q5OPs3wfH9mZGAPBtSQ6tqkeHOJ4kaczMj8tiftSzWPCoDQ/QO7MCQFVd2Axdb2+aLgK+BhxPbxTy/+bZx0LrBKglxLLU9fu3O5Anmtt9PPM6W2yb+exl/5HYQ/ruLxT3GuCU/jN1kqSpYH4cnPlRA3NKm9pwO3BIkv4h7uf33X8RsLuqngLOA9bOs4+F1rkF+NkkzwdI8pKm/VHg0Hn2cxdwapJXz1l/MQ8CRyX57mb5PODTi2zzD8BPNsc5A3jxPOvMjfMhYH2SNUleBZzYtN8NnJbkO5IczP5TDW4B3j270JzlkyRNPvOj+VEjYMGjsauqojeP+NQku5J8jt6Q98XNKn8InJ/kn+gNQz8+z27mXaeqbgZuBLYn2cEz84O3AFfNfiizL5avA5uBbUnuBT6+QNivT/Lw7A/wg8Dbgb9KshN4CrhqgW1nXQqckWQGOBPYTe8NvN99wN7mA6IXAf8I7AJ2Ar9LM7e7qnYDv0EvIf09+8/5fi9wQpL7knwReOcicUmSJoD50fyo0UjvtSVp1Jqr1Oyrqr1JTgE+XFWeXZIkrWrmR42an+GRxudI4Loka4AngXe0HI8kSZPA/KiRcoRHkiRJUmf5GR5JkiRJnWXBI0mSJKmzLHgkSZIkdZYFjyRJkqTOsuCRJEmS1FkWPJIkSZI66/8BCZrrkbnMOJIAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "PLOT_VALUE_MAX = 5\n", "FIG_SIZE = (15, 35)\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images = cwt_data.images()\n", "for index, (name, image) in enumerate(images.items()):\n", " ax = fig.add_subplot(len(images), 2, index + 1, projection=image.geom.wcs)\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see in the implementation of CWT above, it has the parameter `keep_history`. If you set to it `True`-value, it means that CWT would save all the images from iterations. Algorithm keeps images of only last CWT start. Let's do this in the demonstration." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of iterations: 10\n" ] } ], "source": [ "history = cwt.history\n", "print(\n", " \"Number of iterations: {0}\".format(len(history) - 1)\n", ") # -1 because CWT save start images too" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look, what's happening with images after the first iteration." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "N_ITER = 1\n", "assert 0 < N_ITER < len(history)\n", "data_iter = history[N_ITER]\n", "\n", "fig = plt.figure(figsize=FIG_SIZE)\n", "images_iter = data_iter.images()\n", "for index, (name, image) in enumerate(images_iter.items()):\n", " ax = fig.add_subplot(\n", " len(images_iter), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the information about the one particular image in that way: " ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- --------------------\n", " Name approx_bkg\n", " Shape 2D image\n", " Variance 0.0800090238572501\n", " Mean 0.4230576474671889\n", " Max value 1.216320738970982\n", " Min value 0.032279497204102725\n", "Sum values 8461.152949343777\n" ] } ], "source": [ "print(data_iter.image_info(name=\"approx_bkg\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also get the information about cubes. Or information about all the data. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scale power Metrics Source \n", "----------- ---------- -------------------\n", " 1 Name support\n", " -- Shape 2D image\n", " -- Variance 0.10030838999999998\n", " -- Mean 0.1131\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2262\n", " 2 Name support\n", " -- Shape 2D image\n", " -- Variance 0.12255100000000002\n", " -- Mean 0.143\n", " -- Max value True\n", " -- Min value False\n", " -- Sum values 2860\n" ] } ], "source": [ "print(data_iter.cube_info(name=\"support\", per_scale=True))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- -------------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.11165319750000001\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(data_iter.cube_info(name=\"support\", per_scale=False))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also you can see the difference betwen the iterations in that way:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "history = cwt.history # get list of 'CWTData' objects\n", "difference = (\n", " history[1] - history[0]\n", ") # get new `CWTData` obj, let's work with them" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Metrics Source \n", "---------- -------------------\n", " Name support\n", " Shape 3D cube\n", " Variance 0.11165319750000001\n", " Mean 0.12805\n", " Max value True\n", " Min value False\n", "Sum values 5122\n" ] } ], "source": [ "print(difference.cube_info(\"support\"))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=13\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
idxNameShapeVarianceMeanMax valueMin valueSum values
0counts2D image0.66721419750.4444524.00.08889.0
1background2D image0.16522025351138420.453299561273412373.91485793084037150.093821701373177619065.991225468248
2model2D image2.4686984587806907e-060.0004556764061886410.0154327993376764880.09.11352812377282
3approx2D image0.004022666598226336-0.008046110167776410.2713385823751633-0.2517653841639436-160.92220335552818
4approx_bkg2D image0.08000902385725010.42305764746718891.2163207389709820.0322794972041027258461.152949343777
5transform_2d2D image2.4686984587806907e-060.0004556764061886410.0154327993376764880.09.11352812377282
6model_plus_approx2D image0.004115467027140748-0.0075904337615877690.28513324259070433-0.2517653841639436-151.8086752317554
7residual2D image0.666300092318290.452040433761587823.943554761680172-0.283584814746093769040.808675231756
8maximal2D image1.2706495970464085e-060.00034396466393524450.0111684652858454630.06.87929327870489
9support_2d2D image0.139443750000000030.16751.00.03350.0
10transform_3d3D cube1.5198680587581294e-065.318961505149442e-060.011168465285845463-0.008590491273854370.2127584602059777
11error3D cube4.4263978237355114e-080.000377883070469780.00119109721270137926.826532887607761e-0515.1153228187912
12support3D cube0.111653197500000010.128051.00.05122.0
\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "difference.info_table.show_in_notebook()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=FIG_SIZE)\n", "images_diff = difference.images()\n", "for index, (name, image) in enumerate(images_diff.items()):\n", " ax = fig.add_subplot(\n", " len(images_diff), 2, index + 1, projection=image.geom.wcs\n", " )\n", " image.plot(vmax=PLOT_VALUE_MAX, fig=fig, ax=ax)\n", " plt.title(name) # Maybe add a Name in SkyImage.plots?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can save the results if you want" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# cwt_data.write('test-cwt.fits', True)" ] } ], "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": "3.6.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 1 }