{ "metadata": { "name": "inflection.ipynb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Preliminary Runthrough" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Overview, Import and Example data" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "Take a timespectra and invert all curves after an inflection point in time, then reconstruct data. Removes an inversion induced by particular geometrical parameter in this dataset that otherwise should not be there. I'm going to test a citation here: \\cite{Tsai2011} \\\\ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To do:\n", "\\begin{itemize}\n", " \\item{Rename flippy\\_s function}\n", " \\item{If time, vectorize \"flippy\\_s\"}\n", " \\item{Need more robust means to find the inflection point, maybe smooth curves before using?} \n", "\\end{itemize}" ] }, { "cell_type": "code", "collapsed": false, "input": [ "pylab.rcParams['figure.figsize'] = 4,3 #Set plotsize" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "from skspec import specplot, areaplot, maxmin_xy, absplot\n", "from skspec.IO.gwu_interfaces import from_spec_files, get_files_in_dir\n", "from skspec.exampledata import get_exampledata\n", "import sys\n", "\n", "ts = from_spec_files(get_files_in_dir(get_exampledata('NPSAM'),sort=True), name='testname')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Set an arbitrary baseline of 220 counts, a reference and slice to 420.0:700 nm" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ts.baseline = 220 \n", "ts=ts.ix[420.0:700.0]\n", "\n", "ts.sub_base()\n", "ts.reference = 0 #Bug (?) reference must be added after subtraction\n", "\n", "specplot(ts)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "11-26 14:10:12 CRITICAL skspec.core.timespectra: Subtracting baseline, but may not have all: elements being equal. Fix index\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NGzPQ0dFhy5YtjBs3jsTERAYPBm1t+Omnqi2PiorzSnXHXpGivLLcuQPu7mX/durkx9tv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\nepIe3AGFk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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Plot Intensity as a function of Time. Each curve corresponds to a certain Wavelength." ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.plot(ts.T)\n", "print type(ts.T)\n", "print ts.T.index" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\n", "\n", "[2013-09-04 17:28:31, ..., 2013-09-04 17:34:09]\n", "Length: 99, Freq: None, Timezone: None\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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1PoGx5Txul25hf9p0Vvu8h6XnTMKUGcy7UkGTs5wNVueoka/AiQVM\n39sHnzbJzDQXo68zgETNm8TJT7foev3u70i2b99OdHQ0GzduRKFQAJCYmCj0tRG89O4mJrN63iqM\npWIsdOH7vDr6+dkTm15GX1cTLuUX08/bm68S0hjsbk0t9fxQqqVveAQ62jhmXPPFVr+J5RFpmJva\nsuaGNVPDahCpb3AkNZzRkYbYmaQyK6GRAc7PsLFbiLL4PY5md2aORwEuumLmxHbCMLiGDX4L0Lfe\ngFz5Lm+cimJK6x8wt5jNjfztJNd04H2rCzz1+Zi29YeZcdqFyPAUhto7YW7clXtVq1h3cgVj2mwn\nzHk4bg3+HKrexsnH8yhUt2vRNftdt8jHxMSwatUqqqurWbRoEbt27WLhwoX/8SxF6GsjeJk01DXw\n3ooN6OjoYK6vw4WntQzwcSA27QV9XI2JLyqkp6cXX995wmuhLqQWJYBERWfvvqQ9+ZKH5a1YGl6I\nnukklA172XCnC7MiStAV5XAs3Zf+4R7oavayNjmCJX7P0TGexcXMj8jRtGaShxYXkT5zvnfFKiiP\n8W4KTBtHcKtsIafS5zA3cg8yize4/GQH2dpWxNgp0FP3oalqFrMvz2dC5MeoPJYSWn+GN+/cpczm\nNd53fZ873tvoU3GKd3If8dRoFOvsY2m6a87q1ekttm6/6t+/T548oV+/fjx48ODfXktJSWHGjBlc\nv36dkydPcuHCBT744AMAQkNDiY+PRyaT4e7uTk5ODgCbN29GX1+fmTNn/rQY4d+/gj/ZyB4jUak0\nuFnIuFZQQScna354qqCrg4zEsmJecfLgwP0ihoe6cPh+Ol0dC3C06s+hu5exs1TTyu1VlDWH+exq\nB2w9KhjkJsdIHc/B+4EMjHSnWPE1t0ud6Onsh1+jkvUPsrB2qKeNYwcCSGX2sdaYejcxzqcKL3Ee\na64V0SiPYKZNGobGfYjN2UeRvjvjrA1xxJA1t7KosO3AEtPd5PmuwUP7DqsO9icw+iaviS0oMR2L\n3HoVK/dEYdpKlzdMSzHiVWSRUsateL153n/Kv38LCwsBUKlUHDhwgN69ewNCXxvBy21kj9FotVrs\nZMZkVpbQ2saAOyUv6Giry92KIrrZO3HoYSHDg5348vZzBntoCDALYduVTKIcy+ng1pULKReJK3Am\npkMqfbw6UFN7kUOpwQyIcCOr9Bvyq41p79MTR+4y64aYCLdcQt2G4ya9yLSDgzDzq2aCVwlyyX1m\nnLfD27eB17wNcDX24Iv7x6kytGaU3BoHiYr5V+txCyxmleNd6l3eQlSxiuWnpzG59QFaufbFVtSW\nAs0bLDowg7YdEpgs18FeHM6xqq3cqXzYomv3i0EyatQo2rZtS0ZGBk5OTuzZs4clS5YQHBxMdHQ0\nSqWSmJgYAGxtbYmJiaFr167MmDGj+cwEYNOmTbz33ntERkbSoUMHIiIiWnQiAsEfMarHa+iKNFgY\nGFKnKsdQJKK8sR4XfS15TS/oZGXLt9nFDPOXszf5GaPCrJBJK1l6zZTJQXn4WISz7WI+IfJyuvv2\nwM1AxM1HX5FW6kC/CF+yS4+iUUvwc5mKtOpzVtyNYnHQRRztlmGs2sbsLzbg3eYMo300WEuyWXQ5\njBmt4/B2noWnwSVmXBBj7lhDT8cwnHVzmX3JjP7hV3F3j8FBZsW19E0ceDiJjZ67qfLcTueGBNZm\nfcvxtPmsDNmGtfsSArQq1jy8wB1lf7IUwlaLAkGLGtVjNEqVEmtjGVptFVkVSsLsrblbUIq3pQ5W\nuiIuF2no5ujIofQy+of6UFJ6lhtF/gz3MERXk8X2+8FM98/AxsiZ7XcKUErtGeh4Eyur0cQ9P4CZ\nnhgfuwncyf2cHKU3Y+yk2On48F35fs5cj6VLh4n4Ow3BpekYKy+3Z0HoTexlvbhau5vY5OnM8P2Q\nBreF+CkPs/h0N6aE70fishxzzbtsPjwAu/ACphkraNQficp6Oe/tH4J3ZDqjjA1pNBiMmfXbrNrf\nBrvIYmaKQBUUzPz3NjWvwR/92xP2IxH8o43sOYqahkbMDIyQiBTcK1HS0d2Rb9NK6OfrQkFVBqX1\nOnS0kXPy6XMGhUdyO+sMUj1DRoT4kp53gjSFC1Na62Koquad67pMDqlELeuBj6iCVXcv08+pHiub\nGM48+AZLSwm9XcNwIZ5lZ55QxFdM69IfHfvFGNa+z6qEoSwOvYmdLIR34lPQcevMez6HeO78DhYN\n61l0cTwLQ3ejclrCk+db+Cx3CtOjtiJ2nIxduQH7XqwmLnk+U6O3oHKdg2t5IV+/WMHZ+Hn0iv4A\nP+tBGL+ww97askXXUTgjEfxjjek1ipp6JWoRBFrLuJBbQRcPOdeeFdPTy49jqQ/oIhfTqBGRVVdH\nG5dOHL93hVb29fhZhLE98QVt3bPwsh9GxrNvePLClx6+zjhKktiToSBf68QUp2qM9Hqw79FZghyK\nkMtnYazdyrt7N2Aemsxsm7NIzEdyp3wb1woGEOP5HFsDGcvi9Okf+D02dqPxrROz9/lJbleOZpnL\nN4htxnA+az8FEh9iTEtJt51OZ+0XLD3fiK6bAzHG2TyVv0GAdBMrj3qiDTRmiegH7oa8yeDCG6x7\nlEKXV6LYtm1H81oIv7URCH6j2uoaxvYci6lYQ36dmmC5NSez6+ngYseD0hK6Ocg4fC+LgV6e3K9s\npElURWd5MJ9eT6e7kxpvEzu2JmoYF1BJtFVbDl5PwBQpfYNCya4+yYfZhnST1zEkuC2OUkM230wm\nyr4QX6spZD37iHe+OUyXruuY6FuPnSyQPQmxZNRFMC7YALlxLQuvmDA18AImzmux055jwaUSKvSd\nWO5zGyvzHnydcAaloYz+7i7YSyPQNE5nQmwgIYGFDPRwRm7wChU1C5n93XCio64zS66mwvp9XlHu\nZNolJUo7OeLqf7/J9I8QgkTwj/IgOZ2pQ1/HUh/Sa5ro5GJBXF4VkXYSiurL8JJpeVhezhA/C/Y+\nKiTM3hpXAxkf3a5hWrAIsQ4czJYyMcoSxFVsvqFijI+WcFt/didfwkSrpUtgT3wN21NZuoul952Z\n7v8Ab6vXiL3zA+fS3mdexxGEOE9Gqo3ljct6RPhW0t2rE3qi08y5Hs6iwIuY2cwkM2MDK24OY1zE\nD7T36oGjSRMrrxYT6FpAiNsQ/CSJzLyaw9HMKSyNOoCT00L89C+y8NYDvs8bxVq/7Zi4rSVUaUSu\negYzjg2iR+Q1urq1wioyrEXXVbi0EfxjbFy5hVvXb6IrkWBlpOVZVRMOpoZklNURbm/J04p85AZG\nFNQoaRDVEeTSjdy8U2Qr5PT19uDGkztIpBDp1IUf0i5iJdUlzKUjDY3HOZLjzCgPCVaSQC4Ux3Ih\nrwu9nOPwt+2Kt6Set682UW/iR4z3dcz1fNifeYKn2m5McbqDsekArhXu415VFG/Y5CCVteHjO0lY\nOTTRx8wckWknCpq2svvKOGYG7UftuBwL1rPu1EhGh36Bk1V/TJuCear/Ljt/iKF3yKdEG0dQpzsA\nM8s1vL0/Gt1AMxZKv+WR37v0qo1FLzKAITPWNq/N366J+NBXhiESi9BoQCLSBZEIrUiEFjVo1GhF\narQaABFidBFrdNCKQCPSoBUBSBAjArSoRaBFjRYtYo0IEdofj6UVIRJpf/ymWSv6n3eLUInUaERq\nJFoRIo0YMWIQSRBpRGjEKjRaDWK0aMVaEGuQiiQMHTeIwaOH/nmLJvhVJg2eSGVlLS8ammjvYsvp\nzBf09LTgXE4FfX2c+S4tm36eNpzJLaWTkz62erpsSxLxqkcuXtat2XWnjAFe+dgb+/JJQi2jA8qQ\nm/iwO/MOgWYKbJ3GYlUVy8Y7AYzwuIi9RVdE+uGIRFvZcHA+LqH3GOAlw16dwMrLjrwSmoG77UCC\nNPdZcV2Lt/tTWtt1xFP9nOXxOvQIvIuFUwzBylg2XDVEY2fDNPM0NKZjeFj/HiceTWCRx3dU2iwk\nXOcLNiXW8lSvA0vMYkn1eZOBxXfYU3mWHx5PYZLXJhwt+tIk6oaexWrWHRjB0AgZ+84vaV6fv12Q\n9O86DK1IB7FWjeh/StOgg1Ykhh+jALEIxGjRaFSItGpAjEgiQaPVotUo0Wi1iBEj0orQABqtFkRi\nEIuQAGKtFkQ/HluEBrUG1Botov8JFZGOBImOBDGg0qhAAxqJBJAgEYmRiMBArEJHpKauAb6J++ZP\nWS/BrzOm50j0JVpyqhvxMjOmvEmFSK1GRwpOBgbEF9TQxVlObGYJAwI9eFJ4k4fljgzwNKZJVcg3\nWdaMDtBF1ZjD2WwH+gU7oGqM42iuFcPddDA3CCQ26wpKXWP62FpgbhBIjXgPX14NIqdiOT2jYvB3\nGEpD1R72pvQhJigRc9O+ZFbt5kDKIGZ6HULttBij2h1sujqAGSHHMLWdxN3nuzmXO5wJ7l8hdZ5C\n68pytmRep8rIn/H29ThKvDmp2MfplMm0C/6GbrJADGlPldV6Nh/qjV1oKW9In5Litpj+NafZWZLE\n5bzxLHB4H7OQaJZsOdm8Rn+7IJk2dCJarRqNWAetVoQW0GpAq9X8eDaiBYlYhAQRWjSg0SBCBFot\nWnRRa0WIxFqkOiIkIg1KjQglYsRokKAFjRaNVoSIH0MGkQaRCNCq0RH9mC9akQSVWoRK++OZikj0\nrzG1NGmgUa2lXqmkUdWIiVYHpbKJ2CvHfn5ygv+6x5mZvBnzJgb6UrTaRvKrlYTYWxL3pIKe3m7E\nP84m1NaI0romFNQQIW/DweT7dHKqwdkyiMMPnuJqVUWYQ0euZMYh19cj0CmSY9lxBJrUYms3Dv2a\nQ3x4N4yJvtcxsJmGoeozNn03gGrRUBz9dzHe9gE6JoO4nvs5Bcog+nrY4yTOYHWcFa6eeQwx1kFs\n0okzT46R3RjFNPtMDE0j+STpPo7yCnqY2VJtOhAT8QbWn+xEh9AkvBwHE6JOYPklI8y96pmqk8kj\nz3m8UnWFjQ8ek0Evpsm3o3WZRliZEfcsP2Jn7Hhcwh4yU7eEu27zCbG1Yv7qzs1r9be7j0TU1IRY\npEUHFYglgBaJWIsI0Ii1/x977x0e2VWle//2SZVzSaUq5dBqdXbndie3c84GbGMMNgwfcYAB5mMG\nJg+fZ0hj8AA2wYBxwhEHnO223W53sDsHdVQr51SqXCfs+0epzfgZ7vPd4XIvcz13/SM9VUfnqNbW\nXlrrXe96N9JRkLZAwUEoIFUFJNg2oJSxpQYINFlGkZXyxSUUpKMgUJAKs5FpNvsQDgIHoVZKIEcC\nWKhCYMxmNdKWzCYmeAT4VYHQBGXHx/C0gWFk6D7ZTVNr0x/Ja//X/q05jsNHLrsRTcJAwWZ93M3m\nUzYL4z76pjOc2xjm1ZPdnNPQyMPHh7iozUe7dLhr2wAfXRymN1PkvkMjXDo3QhiNu7ac4saFcYLe\nMnft38/1rbUktDA/fHsziXCAzy6DOtcZfGfLGxyf+jGbln+RddFXyfg+QLzQxW2bX2FVR5jL25cz\nNf1zftR5AZ9d8Bsm6j5HIP9r/uq1k6yfr/CBOUliThd/sXmMDyw8iVr7ZeqLz/K9/T/guHMlf7r8\nEQqpr+C1vsUnXnk/H1v4C6j/NKGxDdTKf+SWF9/HuqUH+evAHoaCd7Bc/JC/3hNnOnkjX172Yyba\nP4GnP0yV82lM6wPApj+Yz//TZSTnrL0aW9HAkSAdpKqhKBqKAqq0UQDTkdgoaKqCSygUpY00y0gU\n0HSkEDiWiXAsFKGCoqIqoFDJcGwq0deRDsJx0KSFioUUGmgKjlSxHAm2g4JVKbEqwAwCBUUFqRkY\nmkGVx2YyG8RQp7n36Xtwe9x/VB/+V7ZSPs/H3/f/IMwSA3mHOVGddNnEa3jpHMmysSXJtv4ullZX\n0TeVoShKLG1YzZZjb2BoOusal/CrAydY15CnIbqEF4/uxCWDrJ2zhMPjz5ExNRbWXkV2/DGe7u3g\n5uYutOjVTGZ+yvef/jbzl/+Cq2rSELyIWO5hfj0wxIGJi7m1YzeJ4AZ+sf8tIiGLjcn5pFSLB06+\nzf70BXy67SXcVR/g+MRPebzzKj7X/jz+0M0cyt/OQzs/yBXzH6E9fhENTpTHRh9m78y5/Fn1Vqar\nP0ON5xt859kmpqJL+EL1g/S1fI1L01u5P/06Tx68levmf5+FobMYdV/NBuNnfH3bMCfEZayZCy8/\n/Lfv+O49V9psXHc9LkXgyApMKgBFKKiVKxCAKkARAg0HIQRZG7Kygpv4FIEmwJQS05ktjajEARVQ\nBKhC4Egwncp1FiCFgxAKCuASEreQOEJSdARlR2DNYioGErcQ+BD4NUEyCOMli6lihIArDVLwwIv3\n/1H891/VisUCt1z5UfxC0puzaA1rpMuSsYKkPealazrNGVVxXuubZENdnGe7Rrhwbj3kT/GrY1Fu\n7DApO3kePxHl+sVBJqYPsr23hkvmeQjrOX54dIZrmhSqXa3ctb+fValeWpLXEnOe5pvPryPjXcXH\nF/4DvviHIfsz7tzWgaiJcXF8G6ma64jbL/L3WxdyS8dm3MlPkp/6KT/ecyHvb3+KROJyWuQJ/vFN\nneaGEc5OtFIr/Hx7z2HCCYUrooJC+BpC4nb+6dlVLF5whPXVK2i3/Nw/8WteH7mOD9b+hNrIhQRZ\nxoDnX/jhb26g+Yzd/IkYYl/rl7kqvZmn1Me45+k/4czlm7kkWEd8VS1/8pXvvePD91wg+bsP3YIq\ndISUSCGRUs5+QIVZqBShSEQFFqlkFo6J5RQRQkEVLoRQcLCQ0gYkp7FVKUAoKoqiIISCdCTgVJIf\nZOWZEhRUVEWl8hAHiY0lTRxsVOFCVTyoQkdKjb1DvVQbbqbMEi7NYLTgxccUD73y8B/Xmf8FbOdr\nb3LbX3+HVMDL4Yk0ixNhhgsl8iY0BCqTu+c0NrKzv5f5sSCnZmaIByRNwXruPTDJuuQELdXt3Lcv\nzarUCG3Va3h07wHObtBIRat4uKuTlNdkfs3lzIw/zdP9rdw4p0DKV8WP35ri0PgnuGLBV5lfs5aw\nfZBv7fCSrIMLUmVc7rOpde3mZ/sHGBUN3JKcIOht4gd7ugjGBRelEkR8DRyeup9HDl/Gp1ueoZD8\nPLXmT/jbV1Zx06LNuFOfZbH9BP+yq8CAaxmfjj3CZOPXWOzcw18+28rC+cc5OzqHtPdCVnAff/Om\nRrkqzqc8L9PV/inWDMHJ1Lf47n3XElig8inPE5zo+BqXTryNt62dy//hS+/48j0XSL74vs9Ssh2k\nIysAqaJiaAJbQL5kY9oOiqKgSAUJCMDnEngMQEoKpkPZAqEoqELBUCS65uDMdnBsR6ngKQJU4aCo\nys5V1jcAACAASURBVOxdRAWIdewK0GpX4oiuShRVoogKd69gSgplSRGbsmPTOzHBvGodn/BxYnKK\nVMhLvqxRsks8+vKDfyxXvqftb774VxzZe4SS1FBFkY7qCK93Z2gIuVGkw0ghy9r6BvYO9VOyFBbE\nI7w+NMQFbQvY3bOPMgYbGjvY0dtJ2jbY2NTGzOQ+dvbFuHRxPdtH38QqC5amVlDFFN/bV2RTXQ/N\nqauYmH6Eu178OhtW3MGZiUYingCbTz3DwZnlfGDOJBHfmYzOPMBjexcz6Y/x0dpn0ZIfwzvza27f\nvYpbF2wmkPgQ01M/5+4dm9jUsoulqRU0CY37ejfTObOJTzbvI+zfyDNDj/PqwOXc3PxLEvFrqLHr\n2Ov8Kw/suZ7Ptj5Epv4vWFn+FT89lmbn6CXc2vJT3I03UTfTSDDxfb75bIQR/wY+VfUTyvU3UZOf\nQyF0G9986GouuriDR+//w+mR/KcLJNdechW2dCq7WFHRhIIuVCwsSmYZx3JAAUVo72Qcuqbh1rxI\nx6FoFXEcC0VVUYWKpmgoQsN2LBxZovJhTxN6JQ6zrWI0pKjgJpbjYNkOIHBrLnShYEsTW5pYtoNt\ngiXBdgSa46UkVZalXGzrnWBZIkL/TA6foZApe7jtW19kwfLFfyyXvqds9/a3+c7XvslQscT8RIi+\n6TIFR7KkysO2gRlqw27agn5e6hplTtRDyu/lld5RzmyKERBlHj4kuWaBn5HJUbaP+blsbhCPM8aD\n+zUuabeJhnzce3SIK5tTxA03vz5+grL0cVFjHTFjhH9+cT5muJ6PzvsV0eBKdg8/wtNHz+O6hXtp\nqrqabPpX/GjXWtY07WdVPIftuYKkcop7DvRheyJc3hCnSh/in7YHmFfbx1nxKJbvfEzzDr772kVc\nu+AlkjXvo9HZxtdeq2ft3G2cGZ2P7TmXoHEH//JCG+FGh/dVG4SMZWyefIBn+y/jmuT9LA50MBS9\niTPU73PHNosDpYt4X+O9tMc3UjTOZq7rLv51R4kj5nX8SfMPqV56KV/7x++/49v3XCBZvOIqFCFA\nOJWSRMhKdiIARakQ1BxwHIlAQSggHAfh2Dgo2IqKIwTKbKmiSDnLPhGVxANmIddKqXO65hGy8r1z\n+l2hokgH3bEQ0sESGqZQkIpKhdKioAvBuuoIe0bGaYp46Z8qsaYhzNaeETpiPoqmoIQkEAryk4fu\n/KP49L1gxUKBW674COmyzdxqH3sHsyxIhDk+nsUwTJbUJDg6NsZYtsTqVIr+TJoTM1nW1NcRUk0e\nOpxlTbJMlT/EI4cll88tE3HrPLivzPr6Ei2JOTzTs52kF+ZVXcAbJzeTKfs5t95FNDiHF47s4tXj\nf84Hlv8V9dWXIXOP84Ndy7ii4wBNsfOJiN18c0eUFbUnWF7VhAitxJ1+jCd7NI4XFvKhpi0Eq2/g\ncP8j7Bg7g480HEVGrydY/hnf21pPtEbnqlqboP8Mdo49yHPdF/K5phfJJj/HPPuXfGuHwZivg4/G\nHiPf8CUW5p/jq280smLODjZG5tATu5bzsy9x3/hmnjv5fq5pvI/F/kV0V93I2uJ9fL9ziD0j17Nm\n/qOcE5mDV13L/GCOK374v7G0ufXWW/nNb35DdXX1O1KLmUyGm266iT179rBs2TLuvfde/H4/UDnX\n5o477kDXdX70ox+xfv16oHKuzQc/+EGmp6e54YYb+PrXv/7vfxkhuOys60Fq2BJsoSCljcBBEU4F\ndFVAEw7abFBwpKBkQ94BVYJXE2hIpKLgSLCkxMJBlaCjYM2+JgT4VDCEQs6xKNiV3ESKynWGULCR\n5Kkwab2qwKMKDKGgCYGmgK7aBD0G3dNZShJMy01L3M3x0TRzqj0cHSlS5xdYQpAtKjy++YHfe6H+\nK5p0HG6++EamSzbNMQ+HRnO0R0McHp9kdaqGoewUPTM5liVqMK0CO4cztMRVOuJzGZno5IU+H+vr\nCzQGYzx2JMuq2jKNoSS/PjTC0gTMrWnmtYHtlMsaKxrWoucO8IsjYW6cVyYRqmf38Ks8uOVrrFny\nKzbU1xBVBvjRvgmScQ9n1S0hJPbx8wMKuA2uqgV3cCmnRh/j/gPrmV87wLrqEwRCHyDqbOa27bVc\n3LaPmsRNpKxn+Pb2OK64h2uTB1Cit+Iv/5R/fm0lq+buYVX1KlqFwi+6t7Enu4Fbax9Dr76JlBVm\n98wveabnbD5X+zxDDV/mrPITPD79Nk++cR1rFu3g4mCMrviHOCf7G+6beoPnDt/C+vmPcZYvymD8\nw6wv/4pvvjVG2/IOHr/nF+/4+n95INmyZQt+v5+bb775nUDyjW98g76+Pr71rW/xxS9+kaamJr70\npS8xOjrKxo0beeGFFzh16hRf+MIX2L17NwCXXHIJH/7whznvvPO48soruf322/+dSpoQgn+65S+x\nUVCVShYinH8jFi0qXA5pM0smkyiKg0qF/o4UWFKhUpScRlCUSjtYVvo3igBNVLpBtuMgpURhtjWs\nSqRjIRVtFtgFgV0hrTkK0hHYCCxZuZ/jSE6MHyOk+9kzPsXqpB8bF0fHsqT8bjKlMqmQm6Njeapd\nYGsKlnDz8HO/4P/af98y6Qyfvv5jTBYdmiNuDo2WmBP1cGo6zfJknDd7x1hUHQeK7BydoTmq0RFp\no2T18PIJGw2Htc1hVMXiyaOS5cks7bEGfnN4kDkhh8X1Tbw4sAthC5alVhJgmJ8cKLO6ZoyFyXPY\n3fcyT+z4KvPmPcnFzcPEPUmeOrqNYbODK9rKpDxBfrJ3HK8XLqhNo4cuZmjoYR48eiaXt26nJbqO\nQDiEnX6Bu/fV4goqXFtrEXU38cCxHQw7HdzQeAwRfD8t9gt8Z7dFKVTFR2JHyFd9FJ/9A/75tbP4\nwNzfUF19JbXE6OMefvzKJpZ27Gdl3QrarCCv5O/nkbc+yKr217nUM8mphs+zKfsiD4zt4IXdN7Jg\n8VtcGXIYjX6Ys0sv83TxWR7YegsXLX6C+tbz+MH3f6tg+L+ckLZhwwa6u7vf9drOnTv52te+hsvl\n4tZbb+W2224D3n2uTUNDwzvn2vj9/nfOtQHeOdfmd8ktvnxkb6UkUSSKAg4C267MxzA7FSNtELJS\nhiAkqgBNlUgpsJzZ0kfOdnWQs2WLACrgqqbNUu9tBdsB6UiEI3G7QXdJpANlG3AqnDghKmWQpALC\nWmUF03QwbQXNZ7OxOYE2kcGvujgykSHklni9OoO5IgVHoCgQDng4MpGjLexw7Tnvw+sSBOIxfvDL\nH/47H/xXtc9/+DNMjowzUSzRGvMzkDPJlcDQIeBWKTsSy5KYwJg1TUekhTWU2NwHo2OHWZCKc3WH\nj7f6RnnueJ71zRo3LYrzbGeOcmmIaxY08crgLl7rn2RNzXpEqZN7D3WzJDLFRxasQ7HT/NMTKebN\na+XPL7mXgD/J2z3HuX/Ew7Xzk6SCDbzd+xqPH3dz/RwbI7yW8aFfc++ebi5pU/j8mhBRvYmHOg+y\nb3oua+Nerp83hQxei5X9GX+7LcVNC/KEY/OJWp38+K0XGDUa+Gjj89hV55GyM3x316Pgb+HLK3rQ\ng58kXbybr245l5bmdv50+ZtMJj9LrX0nf/7yGSye08DfrH6L7qpbqE0f4MDQP/KRt25iTccA/++G\n10lHb6bdep59Q1/lQzuvo3n+mfzl6h1kY1+k3qP/Qdfu92K2vvXWW3R0dAAVUeedO3cClUDyu861\naWxs/Hfn2tx3333/TkUeYMKKoCMxzcp/f0U4aIAiJEJWQFKFWSxWSJBQkGBalYE8IUUFOhWVYGQi\nsAAXEpeocEZypsCRv1VQMNRKZ2fGgnK5Ar0aaiXTUW2JBMpApdkjUIXE71bwGjbzU35ePDHKxiad\nsupjyholqQeZyZXw6jZRQ+e4ZWFLDcsGty7QXAqDmTxxK8fN592IpQoufd+FfPBjN/8+y/F/tP3y\nB3fz8pMvMlYq0BwK0p8XtASDHBspUxtx4TMc7KyFWXYwbQm6i8UxndcHFbKZo5yRqOXKuRm2d+u8\neKrEklSGpfVN1AS62dIlmBcf5NL5jbw8cIDXh8ZZk1hLJrOPXxzsYlPtNLcsOAvh7OAHr2qU/dfx\n8XOeIOav48XjhziScbhybh2fam5gd3cvDx0d4dpmmw8t7aB38Ake3dfPpU2Cz67xE1aT3L1vP+he\nLmvIck5zAre3HT33ID98YzPNyTifOdNPQknx3R1bUMItXNu8Eye0mnYu5NH+X/KL8TO5tf5VrJpP\nEig+xD++coy5jfV8YdV+hqMfoqO4h/tO/QuPjm/kc0t3MJ76FKniY+zo/jof33UlixfN4Svr9lPw\n3UIHz/Bg/z9x54HrWNc+xJ+v38Z41c3U5V/ge9t/QXtLE5/nQ3+wdfy9Asl/JAX6j55rEykfoRIq\nHJpqErTU1CGEAbO9FQBbOjhSIoSoBBUUFKWSgTizJDYhKtR5OcsnEUJDqDrSkUhpIm1rttwBhIHQ\ndMRs9iKlM/szCkJqKELMPrNS5ihCVEofoXJsbIS4VyIdP691D+DRXLQ2htg/OoJp62TNMrpwiLg0\ndNXh5KSkMeZjumiTs0yaq7wcn87yy3ue5I0nnmeyUMbv9fLVb/81LXNa/4f9/H+S/eC277L9tR2M\nFYs0R0KMFCXVvgBd6RJN4QAxj8mpmSKKrTKVczBUk5AvSMKdZkfPEJuaa9ikTLFlIEC2d5i5yQib\n2iKMpE/xZq+OmTvFoppGrl4wyAt9k6ijaTYk1jE0uYv7Dx3jgmaFTy9tp298mG8/m8RdcyHXrH2O\nRGAN+/sGeK7HzUWtzVwUSLK7u59nj/dxTZvDx+tbyU8e519f7+HyDsEX1lThI8HP9p/A71a4Yk4e\nI3gW/kI3zw48zds9y1hUG+OmJWVC3pW80P0S3YU2PtB+CCt4Cx1S8PT0/Xz/2Dnc2FZk4ZIUc+Qa\nfrr/CaaURj5/xkHG47cyx3yGgyNf55a3r+CqhQbvX5KkvrSSVw7eyV1jV7CpfoIvnv0W5cBNNDoP\n8NMj3+P2oYu5oK2Hr6w9wnT4Y7Tkn2VP97/w46M38P55D6B43n2G1P+s/V6BZOXKlXR2drJ06VI6\nOztZuXIlAKtXr+all15657ojR46wcuVKAoEAIyMj77x++PBh1qxZ8zvv3VK3GMcpAwqKonJyvIAl\n04BASBWB+ttSQzrYOJUZGSHeAVRBUnYsLCSaUCsje46NZVsoioJL1VBnOzsIkKg4CBxZ4a8IpZLV\nOEJSsk0cx0bVVDShoqKjShVTmhScEidHbS6ak+D1vjEM1cuGJi9dE2lOTShcPMfDZEFiOlCwyghs\nDM0i5vJgBqOcmh5l3yjUBQ0yxRITJWiMeOmdKfLJj3wOjydEjVsylS+z8YKNfPorf/o7ffaf3QrZ\nPJ/54CeZmMnj9agYUmM0b1MbDNE1macm5MGjmpjpPCHNx1TOxrRtVF2j3gfHj+scUYZZkIzy/PEC\nu0eGWRyv56LmSd7uMdjVNU06WaA90sIVi0Z4sX+S7cN7mJdo48rWRt4+dYD7Dx/hotYgf7IswZZj\nJ7hr8zJWdPRzy/mvE3GnONA7ykMHT3D9ggaW1/p5vHOCCWuIy5sktza10TdwgnsOneKCRsFn1ySw\nSgF+vKuLBeECV7dH8QXOYCb9MN9/9SCLEhGWJEdZmzAIBVbSP/U4P3yzlg91ZFnRuox6c4S7Dj7B\nXVY7V6bgM6s81IqLeab3WX40sZxb6vuQNVfQZJbZcvK7/HTgPK6qO8afb+xG8d7KyMwP+eSOq7l8\ngcWXmiZRPR+l1fo1dx24kx/kzuPa+kc5v6mXov/jVBV+weNv3sf3C+s4p7mPr6w+RdD4FCmvwU1/\n+4l31ujv/u7v/qfW+PcKJKtXr+buu+/mG9/4Bnffffc7QWHVqlV8+ctfpre3l66urt95rs15553H\n448/zu233/47731w/DhlRUWRle3tCIEzO4GrzUoL2LMb/zT04aDgCDGbgVS+osx2ewUI6WALBVsI\nhCPRsStBZPZ9ZCV7sRQVC9AcicupcFRsVSDF7NWORJUOmnSwVAVTKCyv9zFezIEl2dSqknEMjk2U\nWRhzY9s6e/snaAkbBNw+DNcU46Uy2WIGn+bDqxvMFLNAgMXJIJ3j0+waMan3u0lGPAxns3SlFVrC\nHna8uYunNl5N0PDiEiZrL97EJ//sU7/P8v1vMbNs8tkbPs7A5DQ1fj/DGZOE18VIoYxXd1hc4+PY\nWBavYhHTXByeMnG5VQzNS8BtMZIx2D84TawpwfwqD/tHS9SEFDY1qWw+oXGg3M/CZB0XLMjSOTbC\n/nSGmdIQLVWNXNp4Bt0j+3nqZJp2/wDLazpY1TTDo7tVDk+cyWULj/PVi7cDEzx1NEtBljm3rZUv\nNVfx9JFp9olRzm0O4w8mOXiyl4ePneLyOS7+bE2S6fRJ7tzdy7m1OW5ZnCDmTbBn8FWe3hviogY3\nn1oRIhqIkpkZZcvIW7y5dymX1Ot8cpWbWrWDH+x5HkuPckXzMfA10Khfzub+17hzcAU3NYyxqD7M\nHC7jN0M/4uc9Z/PBur0sXyPxuD5OqHAv39i8g1RjC19a20PYewPj1l08+HIPQ57FvL/xCc6aWybs\n+gRK6Zfc+2qe6cAq3t/0BFcE56K5PozH+RHffg0Wrk9x0x9wvf9/uzY33HADr732GhMTE1RXV/P3\nf//3XHfddf/d9u93v/td7rjjDgzD4K677mLDhg1AJQu56aabmJqa4vrrr38HoH3XLyMEX7ruMtyG\nhmnZlEwVTXHQ1Ap4WipLbEegqxJNq2iJVDo3KqpyGjyykYAqDIRQQVZIZyArnRkpcaRVkSCQFa0S\n2wZbgqEqqKqG7ZiUrNP3UTjNfQVB2YaSBR5d4DF0FKWRzQO7WVMTR5E17OkfQmBzZks1h8Ym6Z2C\nc5o9jGRt9o/M0BQ2WFDjw3QCDGWLDGRHsE2N1pAPiUpfZhIFnbqgl5hPZSyn05ebRNoajUEXkwWL\nsi2pDymM5E1KJYdqr4JpOzS2t/LZv/hTErW1f6A/j/9xK+SKfP/r32HP2wfIWyZVfjfTOQuhqJSl\nQ3PU4OREHuFI2mI+utIl0qUsLbEkSZ/DkZEsJ6aLNIYN5sUi5It5tvRbNEYdFsejvN07jmXB6sYk\nk1YPb41mqTagLtJIjTuFLfs41D/D7pzOPE+aeYl6qgNBjg128tjuq3HHs1zWsZU6fysnh7bwXF8j\nZ9ZnWZRYgEoPjx0BVbG4sDmArpV45KAFqsr5jTMkwmdwqG8brww3cVnDcWrClxAWe3jwWI6xcpzL\nmrup8l2EV9nFQ0cKnCo2cmboMM3VGQLGFSR8WV7q3cLBiXbe1zKACF5HqvAU959UOJxv44aGVwjG\n3k+bmmVH9ike3nMu17e9RjhxNbU6dGcf4t6t63HXKVxfexh38Hrc9o/4zisraWyaZlP1EQzvldQY\nGiey93Pv6+cTbnK4qmYbLv/NdOh9HCk/y/3bVhCogZvCBwjVLOOzP/v5O+v3niOkff6qj2JSQsVA\nlzq2sLGECajo0oUiNZwKQR0hREUaAAcbu3KP2dLGOa2Mho5Am81WZhmzyEpfmUqbWHV0hKODkBUl\ntne4a7OojDyN84hZ1TQFmyIlCnSOTRF3a8ytauV45ih96TyraqqRZoRd/cM0xwwaolXsHR5mtKCz\nKKpTE9IYz6sM5aYYmykT8nhZktDQ9CinZrJM5sYxS4KgL0ijT6HkqAxm09gS2uM+cqZB3/QUhuYi\n4tEYztsIKUi5VTxum1xJYapYpGxZKELHrWkEDQdd06htquO6W25k3tL/GNvWMi12vr6V1557ld7u\nPsbTeUrFPB6XTsSjMl7QKEkI6TYTxTKpQBDTLJMulmkIujg6U0JVyjSHUsTcJY6NFDmRLpDyCxZW\nVZErF9g54qDIPHMSEZpDbrrGJjg+UmRZQwyvkeeN4WFawkHmBDooWH3sGSjQVVRoNWZoTkRJupvx\neNJ09nXxbOeFFFwBzmt5mo5YM0Id4oVj45REkI1NQVL+MHtOHWXrRDXrk4O0x5aCGOD+A7CweoJF\nVQvxeKZ59Vg/3bkwlzZPEPKfj5V9gZ911tIRnWR5bZRYqJWJ8ee551A7LbFJ1tUV0FyXUeOdxMm8\nzqO9gs5MG9c37yUYuxFP9nHu3NdKMpZmU6ofxXMdbVofr4xv5unOs7mqaSsN1WeR1F28OfE0v957\nISvbDrCmRkV1XUYDj/Pt7R7ckSBX1k9gB69hTvkVXp7cz2N7LmPpnENsSDpo7ktp5RUe6u3h1VPn\nsL52LxsjY0wlPsri8k6oTvCxb3/zXXvvPRVIorGfYqhFLNvAcgxUxcSlF7BsjaLtRyIwRBGXkQWU\n2bbwbIUiFaSsALWaVkIRJrbtxnZcvJNTCBtFLQMSx9FnZ28MbMdAEQ6q4iBmg4wjBbZQK2JK0kQR\nFpbUsFFxKUW8rjRntW+nNdHAm93H6Df9rE9IEqFmjkweYTBXZH2qmpmCn/2Do6SCbuZUubGdAAOZ\nAsOFSabyKvU+L3OrHAqmmxPpKdIzRcqal0afQkPYwesOM5VX6M2PUSqUqfYFiHoUBrMW2VKBoCdA\nwiuQQmcyL8lYRUyriKp6CKo6Ls3GloK8pVCwLBQcQi4Dr+agKhKEjY2CY8tZwLnCwVFQKZgqGcfE\ndmw0oeHWQRNQMhWyZg6v7iMR1JCOw2C2RLlcJBHwMZSzcVSbOZE4HpFl73CJcqlAQyRKfURlOG2y\nf8rBEAXmJeIkfBZdQyV6JwtE/NAWS+DzZNg6MkpUhfmxBYxl+9kyLGl0Z2mNV5PypXDUAY4NTLLt\n1Ap6ZhYRjfWwrmkLbZEmXPoMB7uPsXW8jtV1Wc6onkeu2Mljp/y0uqdYnIoQ9ifZ3XWMnRNx1teO\nsKB6GcPTO3i8p4Yz/KMsSkUJB+dyfPBlnuru4IL6E7TF1uHTe3jm5DgH0w1ckjpAXXQtYV+Eqemn\nuf9YK1OKnxWBU5yRLOP1XYG3tJnv7qtmVeIYC2ua0P1nUlN6kkf6Ztg7toRr67cTiV1KShfsGn+a\nRw6fz6Vz36AlspqYN4ldeJAHDlQzobbwweYD6JEP4M3dz10725jyJ7kw/jrtVQsJBOZi5x7kl3tb\nSbsSXB9/lkhsI7nQmbQVnuWeYxm2vX0bS1ZMs3fnee/ae++pQPL1m76I5UBlyleZ7aBUWK3a7NRu\n2ZFYtl2RXBQVrshpyENTKjwSUzpYtkBVK5IDilL5Kh0H26lkK6qmov6WJMLpm1QKoQouI4SCROA4\nNo60UYRamS62bcqWRXd2gN/svYCVya2sbS+DFWf/aBcnsjpra1SSwVqOzvQymJ1mUTRCwhtnImMw\nmE8znUlj4aKjSqU6FGAwq9CbmSQzY2LpfmoMndqATdjvkC8bnJrOkM4U0D1+OsIqIb+H0YxkqDCO\nVTYRjoru8lHtUvG6JHlTY7pgUXZKONJEtQWoOj63TtQl0RSBJXXMWaKdQKArDooiUDCRsz6cKUOu\nXMKUFbEp3THwGQZ+3WGoaGMWswiXIGqESQW8lMoZdo+W8AiTtkiUkNtkzwhkSxkSMR+tgTDIGY6M\nWmRzWeoiEVpiPibLoxyankG3TeLhGpq9Kabyg2wdKNHgL7Ooqg3NmGTbUcHu/jVkdTeL47torRsk\n5aol5jWYLhxlV2+OzkyM5SmTBbFGXPo0W0/OMJjX2Nhskwx0MDRxkOd6Q7QGZlhWV0vIq7LrVC+H\npt2c12aS9K4EZxfPdeUZzEU5v3WcWt8mzMJr/PxonKbgNCvrNPyujYScN3mye5qD001cVHeYZHQ5\nLr2NsGeU3oE3uP9kO8sTXZyRnEfMm2Ao/Sj37F5GUyzNxro+NP/7aVS6eLH/LZ7v3sglc3bQHj2P\nem2UNya28Ov9G+moH2ZjshdP8EaC+Sf43s5malI5zq3L4FIvIOntZdfIKzy8dyOL63o4P9pPLnYD\n9cY4xyee47E3L2J49E8h4NCx4B9oji/gmac+/669954KJGuWX4HlSIRtg+NUqPJSQVEEhi5QBdim\njWM7CLWiVSKV010cAIG0wbIrIKwmbFSt8vOKKrFtSdmqPE/XKkQ226nokyizJY0jK0Q1IQWKUpEx\nsKzK9HBFshEsKSgjUA2by+dGydgejgyV2dG7jjbvSS5Z0odBNZ3pHo6MWzQHdRbXhimaQYZKw0wV\nJyjlSgiPj0XBAD49xtCUTX9ugnzeRPd4ibs0qvySkNcgV3LTl8kxmstgOm5aAzq1YYuZoouemRly\nxSKmpSEMF1VuN1EDfB4bj1Fh1UkMLEcnU3LIlk3KToGSXcA25W+D6GkysBAVJTkVVEXDrbjxqn7C\nHh2vDpCjWCrTnxaMFYoo0iTo9lDn9+F3m4xkBEcnS/hckrZIjJi3yPERi7HpLNGQmzmxCC5jmv3T\nWaazOeKhCM2eOtxahlPjWTozFkq5QHPcRUe4CVuM8ML+BAdnzmBl7RYW1UqSvihFa4DByT52jQdJ\nlwyaghbN1VFaQxEmcz283qszU4LVqTRNoQVkzSGePqlSY2RYVOem1tdM9/g+nhuOsjQwztyaJsJe\nF5uPn6Bzupr1iT5aovMJBjTe7jrA5vFmzk920hI9k4i3xK7+3Tw/MJczIkOcUecm5F6L19zKk902\n+9Mpql1ZzkoeJx46l4S3xNb+N3ipdymX1+4lVbUST6AJI/0UD3SGGaGWK5p3kfBdSUo7wkMnT7Jv\nchmXN24jFVmLz9+IK/00d+5LEIwKLqorEfSdSSn3Kx45Usewk+S6+BvUVS2gGNlAsvAkDx6TbH/7\nK0jWoTZu5vzaf2ZNTDIdv45wLM3ffOOr79p776lAsm71+3DNAqOzM3oV7dZZ7RHBLIFMFZi2qGQv\nQqKIigg0siLO7NYsVNWhaCrkTbUiIYDEEA4erSK1mHcUTEegChWVCuHMnlVCQziz4gIVsryuDwQq\nVwAAIABJREFUgC6odJEkuFWJoTnMSQbpyZR5tStPmzfHsgYPhtrAgdFJtvasxGvCxjk7mJ/yM5nT\nODkzwNhUiZziwa3rLApp1EbDFE2dwdIUY+URrFwJ6fEScbmoMVRirgAl08vAtMlIcYJySZAK+WkI\ngyn9DGRKpO0MhXIZuwhSMVB1F1FVw6dLDAVcho3PZYPqomSqZEswU7IoOgUsx8JybBQhMISBrqgV\n2QQHPLqGz63g00FRSpRNwUxeZaTokC4X0RQTn9dDlStIIqCgiyzDUyY9E3m8boXWWByPO8v+6RmK\n+RxBf5hGT4qox2E0PcX+SZtiMUd9RKUx0EDcp5Ezh+gek2w9uYIZ4eXMpu0sjEdw6xn29vazdyZI\ng9+muSpIvbcKr6vI8PQIB0dUTpVV2o00bUkfKU8rM3Y3r5+UpEuwodGkMdLMqbFjvDwSokabYWVD\ngBpfEwPju3l2IEKbL8PSVDMRv5vB0d080Zck4cqypqFI1H02ur2N+44ruBU4sylL1Dgbv36CLd19\nvDHWxIaq47SmYrjkSjwBnUDhFR4+WWQwV8NlzV34/ddQo3TyQs8JXh1YzKpkF0trXYTdZxE0n+Zn\nhzTSoobLWk4QDFxNlfU2z3cP8nrfCpYku9lYB5HgCvonHuXeg8s5r+YA8xMqpudyarzjnJh4kV+9\nfiUTE5+B8BTz27/FJdHXcQUvRIQbcKd/xX0HqlixMMo9v7rnXXvvPRVI/r8P/VnlQ3FaD00iZaWD\noghRIbhJOSsfImcDjIMiKtCqoqo4jnjnvdOKaEoFNUU6YAtZSeRnW8bOrDarojizbWGnMtMjTxPb\nBLZTma1RlAqz1ZYCy5b0ZXt5c8BhdQJaqkJMFlxs6xmibBU5s86iKtDKWF5yeMRmz9AZ+E2LRal9\nJEI5qgIOEW+cyazGYH6M8ewMmaLAcXlJug2qPZKYX8FjBCmYBsP5DOPlAUqFIobfT7vPh08NM1NQ\nmcqbZMpF8uU8omyDooPuwdA1NAFu1Sbid/C7HIRwVYSyHZWiJSnbEtuueFtTxWymVsFCFKWCmQhR\npmyVSOcUhnOCQqGEEGVcbp2oK0QipGFoRcp2ga58gUImg98fotFXhy5ynJoscTJTwi1z1IS91HsT\nxAMq2eIUhwYM9vUvZAofHZHD1CbHSXoCVPtVJjLdbO9VyNsaSxr8dITiDKcH2DemMFpyqFOy1CQU\nalwpot4wWWuQg31FDuUMGo0sc2sDNARSjOVO8ly3QZ0rx8JUgoSvhonMAZ7s8lJtFDijzkPSO5fx\n9Fs80hOh1jXD4oYy1fpa/J5BdnSfZMt4PRuqemivWkzY47C7p5NXxhpYHBxgQYPAr51HtXGC/cO7\n2DZYT38pxvpINwsawvi8a1DTT/HLIwnw6lzQNEJMO4+Yf4gjo6/wyMHltFRPs64B/P61lMaf5J5D\n7QTDFuc2dBHVzycWKNM58jyPHlnONXU7qao5m2jQR3bqeR4/3MLBw3+G1NoJtd/P1VV3UhefjxVc\nS7L8Ci8PdfPSkQ00N4xwQfURfP6N/MO9d7xr772nAsm1F18FVDapjY2BjkvRqZDMypiOhVC0iiyi\nolSUzCQojqSMTdmxKg5xKhtAUwW6op2GUHCo0OSFBBUHVRGzQUPgCAdFVhSNBDpCqLMK9Qq2OD3g\nJ1BRKDolzLJN37TOulqdan8Nw/kResammbD9bKwX+D3VdI5PcGQog0dzWFZjUhNOYTp+skXJjFWk\nZ1Kjc6idvBmkWmSpjQzQUDVCMmwS8HhQFT8zBYeRbJ7R4iSZbJmi6qXa5aY1JAj5vVjSTdmyKZoO\n01aGKXsS2zIRVkWTFhTQddwuFxFDw6sqeJSKX4RQAYGUs0LXQpnFnGykY2I6FnnHYsaRzJgSq1RE\nlssohoqhGfi1MDEjTNirIGWBopmnewp6skW8okhTqIrmcAipTNMzUeZATwsncg0YepbWcBf1NTM0\n+aJ4XUUmc70cHxIcK7hxYdFW42VepAZDmebtvhLduRILohZzI824XRYj2RGOj6icKGn47AJ1UYuG\nUJyUP0LZGWZfX5EDGYM2T5q5yRgpbx0nR/bzwmiYWi3H4jo3LYEWxrMHeKbXh3Qc1jfmqfWuQdeO\nsKd3lDcma1gSHKOjNkjcuwgz/xb3nfBRp6dZ3CAJapsIeQY4OriL3/Q30eCZYWnDDAF9ITothN19\nvNWzm+f7F7Kh7gQd1W0kfRG6x1/kqROtlDU3F9QeIxFaS9hjcLhvM0+eWsY5jZ10xBYRDQQZn3iJ\nJ7pqmXCivC/5NqHEZcS1fp451s9r2/8SR6xCb3qJC2puZ0m8jAxeTpXRw6HRN3n8wAp8ccmFVW8R\nD61C8yyjznqOmcRcvvyt93DXZs6y6yrcD1GZltOkjcsxEYqkrKjvdFGQoEiH06w0R1ayDo3Z0kRS\nmb2hkmWc1iRxhFJ5ZVbjVeCg4qAARXTKs8r1ipToWKjSQuW0TolSORMHMBUVS9FYGbZpiVXz9uAA\nQ2kFRfeysRYCRoRj04N0T5goLi8rqwXxYIjhjEJXZpKZfJFCzsJUVeYELRojgoA7gq4EKDoakzmH\niXKZsYzGxGSY0VI1tuWizjVGU1UfDfEMMb+OQpjJrE3OdCjKMmkrQ75YwDYdLEfgCBVLUUHRMDSd\nsKYRUAVeTeI2QNdkRRh7diJaUpGgtGyB6UCprFCwIGs5ZGyHgl1GK+cxdAfFpeLWPUTVIFU+F0EX\nSEpkCjmOj/g4NNTOpHQzJ3qShpocDV4vfqNEpjjM4LRJX1Zl1BRUGzAnEqcu4kNVM4yk8xwZ1xgt\nlWnyFmiN11Dld3N8dJyd4wo1Ro76Ki/13ioCbpt0YZyTY4LOjIZqFqgNlUnFwtQajbiMNCeGTvHa\nZIB6V54VtSmqfG56Jo7y8lCAgFNmRX2ZpGcVmrufrV0D7EvHWFM1TF28gbinmXx2D8+cclOwHNbW\nj5LybyDiGWdf/wFeGGpkrmeKhQ1lIsZGAt5pBoe28/ZIlBO5BAlfjvXNBWqNNRjiTR4/btJTTHB+\nczfV7pWE/GHKU5t58kSQIauGy9qO0uA/D0Nu56FjCmOFCJdUHSRe3QruVYScN/n5zmqOHP9r1Nqj\nnFd/G0tqpjFcFxEIFRgde5nHOlvJ6mEuSuwiFV2My7OEGnayJ72bJ3atIR+JcWG1xSMv3v6uvfee\nCiR/c+P7mRUJQEowLZNiBQjBpakoAmxbYP8bYpmqgqFWEI3T07+VuZvZDoystInF7DNUpbJlnNmO\nUKUEEngMBUP1VZTSHJOyZVIoS0xboqkV0enKkRUSr6Hg1nwIWc2e4eMcyxk0ezTmVim49RgHR4fo\nmZJUuQ2W1ip4tCj9mUkGp9NM5QQ5zY2maczxQnPcwecOky5ojGaLTJsFpgsF8lmTktDw6ZBy29RG\nLEKeMLoapGi5mMhDf85kbNJPOudjRgYp2R680sKLiVszcasl3K4CXlcBr1HA7yoT8JYJuCzcupjV\nr1VBVrRYTsstIB0caVG2IFdWKZQUCmWd6VyA4elqJswAeXQcHMJammhgkmAwT9RlU+PRiPsdTGuS\n7okZDk7rYNnEAzpN4Th1IRc4GdL5Ml1TCqdyNiEKVIV1Up441X4vtjNN13iBA1OCoCjQlvDTHI4y\nmR9hxxCkTZsarUBVTKfaVU2VO4yuZxmeGebIqMqpskKCHE3VBo2BJgJei4N93bw+HmRhaJKWqmpq\nPC2Y9iG2dJuczHtYER+nJTqPiM9N31AnL40HUB2LM+unSLpXEwyWGRzayeP9SeZ6p+io9xHXV2Ko\nR9jf28crIw3EPQWWNoxRZbQQoI2wr4ddA3t4rnceK6oHmZ+sIeZrZGBgCy/3pxhzfGyq6aItliTm\nb+TE0Fae6m1hU/Q4zak6jMAZuAtbeaOnxJuHriGdv5q6jh9zde3DhAIX4w9bjIy8ylMnGxgXMS6M\n76Ohugm3aw3VYifbxg7y/MEzKUU9nBt8kwUxgeW6Eq0ux9e/9fV37b33VCD59BW3glBneWMKGjou\nbZbC7kicWb1VqVSwD1WplEGWNFEQ6IqKqlRIaXA6YfktJnJaYgBZOXpTzIKqjgMF26IkiwipYAgX\nOhqGrqAqlVZwBT2pgL4l06Zsl+iaGmGsaHBuo0LEW8tUweLYVDfHpwySXheLqyV+d5jjk2n6JmbI\nOAZu3U2NLkgEbKoCBqrwM5E1GTOnSBcKZAtQsDVMXcerqyR1qPYJYgFQ1CCTWcFwLs94MU0mW8ZS\nVHw6RBSIeiDgcnDpoKgKqqgc56EpGoriQkHHwaBgK5RMKJkC05bYs50bVRFoCBQVdEXi0SWGKhDC\nQmBhU8C0c+SKJbIlQbYgGDEFGQtUy0EzVPw+D42eEHVhBduc4diEoKdgYZRyhIMKCX+UuDtAwK0i\nrQw9U3kOT6lkzTIRo0Qy4qXBEyfkL9E7Mc3uCYFaLtAU12kL1hH02YzlBjg+rHCipKGaFjXeMnUx\nP0lPgrBXIVsa5NhQmb0zHrAtOuIzzI22EvXpnBw6zObJEDGnwLx6Qcq9CI87zYFTA2xL+1kUHKM5\nGSZuLMDjHuRIbycvjqRoc82woMFFjXsptr2bzSctOrNVrKgepqU6TsqYg6p2cWqkk11jMU7m47T4\nZljd5FDtXo1T3s5Tx1WmzBDntA5Soy8jHNCYnt7Os70BMmUvlzT2EQxdhE89zItHs7yx+xOUxUq8\njS+yKXIvi1ICX2QN5ZkX+W/cvVmMpel53/d7l289+6m9qrunu2chhxTFGcmipMi2bNmCnARyIluw\nZSjIIkQRcmcQAnJDBEZuBOgiiIEgCOAsF4Ziw5JswYQV2hQlipQoipzRcJmVM9N7d+3LqbN8y7vl\n4v2qOUQSX9i0Reg0Cl1dfar6nNPnfb7n+T//5de/tcGFGPETm2+yN7lFr3iZNf01Xj36Jr/9jR/G\nTHP+48nneWa6h9U/ybAH+eJf8OnHnr3Nj/Nr//S750fyPVdInn3pZwkyoEI0f06CI+1YDtHAWWJE\n/F2HmJ7XCkUtNApP7i1JcHjZ6WM6H5NuoMEDVsQOJY400afEC0GDphU6Rl4Eh8KhrrCUzgDJImjR\nOAlewURL/tqtHpUd8LB6wv2jhhUFP7zmeWZtjcaU3Fsccu90xmXosZVpnunD5hDyrE/VpOzPlxw3\nl1wuDKtW4pKMvlasacGkgGnfUyQ5UhScrxwnzZzzas5q4ahkTpLmjLVkmsIw95SZI9UCpEaikTIh\nBMXKwqKyLI2gsQ6Hw+Mw3lF5iwkOFWT0yZUKjSLTKYXS9DMZZQGJQ4oGaxuWDSwbweFKcmw8tXNk\npqZMHONBzm4xYaOvWDZz7p0J7i090q4YlIFhkTNM+mz2C/pZw8nlkvcvFI+alsIsmfQFN0Yb7A0m\ntPaItw9a3lwJ1sKKG9s51/Id1nqSyh5yeFnxrZOE941i6pZcm1h2hmus6V1GRcrcvs/XHla8s1J8\nbLLg9uQ2a/0xR7P3+OITzax1vLx5wfXx82wMxpyfv8LnHuecVAUvjc+4sb3DRvYcVf0Kv3tP8ajq\n8yPPXHC7/2HWep7Dk1f53cdjDqohL42PuLYrGIsXGGVTXHibL7w35+uzHX587xEvTj9Kr5jx1bt3\n+dLpNXb0nE9s7rM+epF8vMu9B1/iN//455mt/hPWnv1NfmrnH3JtY49+/jGUfos/fO8BXzp+gb96\n7V1urL3ApPcspflDvnSwz++9+4PoqeCnhn/EtbVdQvKTbOYHPDz5Ip99tM371Q4/un6X529YrN/m\nf/vH//A7zt6fqULy9/6zvxWPfYhAn3MO56L7mQsSISDToJWMFHkRQGgESVQD+yYSzq469BA3MOIq\njrMjXvmIx8ZgcCHilkIplEyJm6K2e1TRt8Q5h3Xxih35KwqBJpc3uDd/wNceVZyJkudzx8d3NUW2\nwf7FkseLYw5ngSTt8dGJYHuUUCRTVkZyVlWctqecL1asVp5aJvi0YKwV21oy7XkGpSfTfZzPOFs6\nTuslp+0l1cJQkSGSnK0kYZzAMHf0C0+WpEACKHyQeBc1QovGsgo1jWtpvcEGh/fRksHaaPCkdTf6\ndXySRGlymZGrjBJNP9MUaQBhcL6htZ55LbhcCY4NnFuHaiuKLDDt93hmMGacNVxUFXfPNY9rgzIL\nSmXJckm/zNnOt1jvZ8hwyVk1596Z5E7lKWzF3kbO7f4O055gVu3z5r7nzSphZCv2Niyb/RFjucm0\nKECdcjR7wjcOM+4bxcQv2R5arq9tslfusGie8OVHhoPa8eJ0wd50m43sBlI/4q37j/nSbMRtfcmH\nbvTYSr6PJDvmwf57/O7BhCw4fvBW4FbxIZR+wDceHPIH51vcLi75yDXFTvoiRW/J2dmbvPqo4M16\nSgiCH954zAvTG2z2p7zz5Gt8dn+Tl3tHPHetZJJ9HFkecv/hXX7v3Zd4984vUlx/j79243/i+e11\nBqPbrGZf5vcfaN5YbPPSeJ+PXUvYLH8E3Xyezz5o+KP97+f59WP+/PQNRsMfQOUvMxWv8+bBO/zL\nR7fRmefHrt1lbfgCAz7ORvYu7x1+jY2dF/jv/8H/8R1n789UIflv/8Z/2X1+ZZSokF4jURAEQYCR\nBi8sMqhodhTiwjbaIkZgVYaYgcNVmLiI2cEIgQhxWyGCeKqvubIjCHhkEIggO3sCQxABFRJU0PH+\nPoZnBeE4mB/y9lnKD605ntkYksttjuYz7lw+Yf8MZrrkdg4f2YJpOaVqE44XNSfmnNmi5rKGWpWU\nWrMmA+sFbAwC/TxDiwxCJFVdVCsu3CWXVUVdOdqQYLOcjTRlM5OUqadIHHkiUbqAkNJaSe0ixtM4\nz6o11L6l7boP56MNXHABaz3eBoSKI6DoxjmpI47SkxmlKujrhGGhKBKQyuB9gzGGVQtnS8l+67hs\nLblZ0SskG8MRW/mUURFo7YyjS8vjhefIBGoHqWmYlo6t0ZiNbMykJ0Fccrqc8/pRwsPKs50s2V0v\n2Ml22ShzWn/E/ZM5r880l8Yz9ksmI1ib5GzobTbKIZV5zOMzw/vnin3reK4349bGJtu9azj5kLfv\nX/DKPGMtVNzeDVzrPce4VDw+eofPPx5gfeD57Ybbg22u9SfMlm/we/cFh3XOD+wtuDm4xVov48nZ\nm/zBwwGP2pIXh2c8u6XYS28zLjPasM97T57wueN1nk0u+PiNgunwI1zMXuOzr9/grbt/GyM+zHDv\n9/mx9X/Ch6+3rPVfplp9ld+6U1I5zY9uP2Fn9CLTchfFm3zp3mM+9/j7+KHpXT6+c0apf4p8PEDP\n/4DPP675yuktPjI85IUbSzbkjzLu54SLL/KFA8krJzfYLC/54Z37mPw5fu03/z16tv77vAkh+MgP\n/A1kiBsWJ0AFTxocaXAoEbuLmoxGapJgSTu1rxcCJyQtioBAe48mjkeCgKWzEQhxs6OCf9qleGS8\nckvwovsIVzudKAtMgkOHKAyMjPpoXZDojL/6TEKRbnG8vOSgPmT/2FCpnBd6kuc2EgbZNudV4Lg5\n5ng5Yz5zzH1Co+NIspsK1vuOSRnIkhKlcqxLqBqYtZZTM+N0uaReWQwZIUkZKsV6AlsDz6iUKJmj\nSEBkGAcr46lbT+M8HovBYoPBeEPtG6x1WBu3M7iAxCG840p3cDUQChmxFqEliUrIZU4hE3KdMshy\n+qlESocPDdasuGw8RwvBg9rT1g2DrGU6GLCRjljvJWSpYdVccLEKzGrJYQ0HraFnK4alYDLIWE+m\nTIs+/cxyeHnIWyeBR41jQsXaWsJuvslmMSZNl5zOZ+yfBx5UcGgFfbfi+sSwM54yVpuM+imVecDX\n7y94t5LcSGtubE3Yza+RZisenzzktYOMg1by4qbhQ+NrHX/lHb75WPNWU3JTzXnuRs6N8nlqc4dX\n7jreqPp8uH/Gi9t99sobCHXEvaNDvnLSY9EKbopz9tYdG+NtJv3bnC/e4F+89hxv3/1v0DuH/MjO\n/86Le4/ZzD5Kb6A5vnidz9/LObUFf+HaITf7f47RsOHJ0R/z2bu73Gs2+XOjB3x874JR8lP0h3Me\n73+VTz/ZwXnJD2wcsbe1zZr6fkr5Ft96fJffPbhBLRJ+bO09drZKRv5H6Q8aLk+/RM01/sff+jNM\nSPvk3/xpfIikLykiEFgbsC4CpVIEslR0vqsC7yI5zHlIlCDPAkoIWhut+UKIbvKJCiTK44KkNQrf\n6Wuk6LofAVoHMu1RIpLZvADvFdbFfycy8AXyautDYK2/zcmq5f2jJ5zOJTNZcj1XfN+mYq0/5bJR\nPKmOeXx2ztlKYpOcdS3Z1IL1QWBaSvK0jxI9Vq1kVres7Jy5n1M5Q2sCs3lgToFWCWtasp4IJqVn\n0oM8KZEUOGLWTt16lq2nsoY61BhnMMHSEvDG4luPMwFjIUgZC6IUhKsW8AOaIxGusCILQkbDJyWQ\nWqC1YJiWDNWAUZ7SzwSJMji/Ytm0HMw0DyvPqTEUZsWw8AwHKevpmKEe0s8TssRj/YLjxYx754GH\nTXyMPQz9gWJnNOJauUme1BxcnPGtU8nj1jPwCzbHsDkcMFIbTPKCJGmp7QknswWvn0gOW8/UN0ym\nimdGO2z3JszrB3zzkeGdOmEjabi5VXAz32Da85zO7/DVh4o7Tc6HRyturU/ZybcJ4ph3n5zzlbOS\niaz42PWMG8V1hD7kjcdnfGVWsmOXPLvdsDHYYVLcwOkDjs5Oub9f8Cf3/zz7x/8hxd57/NUb/wsv\nbPdYG1zjYvkGX30oeKse8kJ2xnPXYDd5iX5/wb3HX+Of37vFMG/40a0HbPWfo0w/Sp4/4M2Hb/OZ\n/T32ihUv3XLsqE8w6F8yP/san3vQ463VOj84fMizexUj9SMMe31Y/DFf3a/549kme3rOy9cXnKxy\nfuuz/+I7zt6fqULy3/3tv9tZG3ZMUiHQQiKVQKuoBzE+YF1Ho79irl7paJzDe9BaIaXqhpurQCuP\nkpCoiLXg4rrTd7aMhvhzI8DiQXRsWiK7NeqHfZcTHMV+R/URbzy5QOqEW6Xg2ppkXOywbDT71Sn7\n8zOOLwQuLbmZKzb7MOkHiqRAUWKc5rKynJs5Z+0Fq8rRtJ629VipMCqhpzU38oS1UjAuA1mao2UP\nYzXz2jJvaprQ0viWJrTUxuBcLBjexdfR+4ANEicURqY4lURTBHHF/g1oeaVXIjotiEDtA8E58F1x\nDdF6QQdHT1nKvqRIUvqqpKdK+knKoFBIWbFqLzmeB54sYd9YVFtTSEdRKsoiYaj7jJIB62WKECtO\n5g0PLwSHxjKzgdLO2RoH9gZTNssJReY4Xx5y5yRwpwpYYxlSMxxIxoOCcbLBWjkgTxpmyyc8OBK8\nM08xvuaZDckLg202e4pZdY+39gOvVxk9a3hmy3NzsMNWv+Rk8Ziv3lc8NpJr2YJbWxm3y12KdMWb\n+wd8+Sxn08358F5gu/wQvYHi4OIBr98b8fqDv8DRxX+AXD/n+vgPebb3Gjd2TtgpbzHoKd5+9B6f\nO56wly746HXBdvIhxn3J5eKbvPIg8Mp8k+fzE17aXbCR/xhFf8HR4et88XDMflPw8ekJN3cmbOmP\nIsObfPH9Ba/NN3g+P+bZrSXbvRcYF3u07Td489ElX16MWQsV37d9yVb/FuvldRr/Nn9yb07ZX+Mf\nf+Z7BGy9efMmw+EQpRRJkvCVr3zl3yjz5oNP5sd//GfAR6Mh73xss4VAp5AlsTC0xmDazrNVCIQG\nobqtTnzPo2RnmdjFWgR3lSEsul/diHLFuA+xiBgby4UKccUcvUlCx3DtCpwLMZgrSC5qyc1S8dKe\nppes0diEJ6szniyOObt0tDrndql4dk0xKsZ4SlYmxM7B1CzdkguzpFq0LBpBozKCyimkpJQwlJLN\nHqwPAlmSI2VCZTSzlWFuKxZ2wdLVeBOwxuPaGJ5upQYhY5GUcURJpSZHMEwEIx01Sb7L+FEyvpZK\neKQEFyJe1FjB3EAbQhf3EXOBGmBpLMq06OBIc0mWK3ppykj1mWY9BqVAEGn7hxeKh6vAmTUIa0h9\nRZEEip5mrRwy1WOmvQQlaxp7ybxquDcL3F8GcluzPtHslJtsDYakumFZn3F44Xi8kOy3gtY5ehhG\nQ8HuYMJeOWSUG1b1Ae8cet6cK/qhZW9Lc6PcYL2f05oT7hzUvHGR4H3LrU3Bh4Y7jPKGRxenvHcq\nud/Cnp9za0ez079Frwy8f3DAH73zEd59/NPYXspzm7/NRzdfYXctZbPYJc9aZs0++6eWr58nrIzl\nIxstt8e32OiXnFx8k8/f73GnHXIrOeWjmxds9Z9lnN2mDe/w2oMLXluM+Nj0nOvr62wmz1JkZxwe\n3uH3DwZcGMEnto54ZvIC094adfM2dw9mfOFixBoVH7nWspO+wFq/z9K+y7ceXfJHF1N0gE+s77Oz\ntsvZrOX//Je/+R1n70+tkNy6dYtXX32V6XT69Gv/Jpk3H3wyH/3E34zh4YgOGI1AhveAdzF5T8bx\nQvk4yZsQAdBA7E7iD/NPXc1iELn8tj9RvKwigugKQnRaCzKCrLLDThDgu08C8bGkeJLOjb718EwG\nL+3lCLnG0cLxpJlxcL5g6RN2U82tkWd7kqHkhPOVZWZqLv2Slaloa0tbO5wHo3KGecKW1kxLGGSB\nNIVEJSjRw7mEeROYN4alX7CwK1atpW08bRMIQuKExCoNOiGXilIIMiSJFGghSARkStDLPb08IANP\n+SP6amwRIhLynMd4cE7S2hDV0ES+TW1hZeHMBi6cx9sW7VqUsygFWSEZ9jImasggKxgWmlQZ6mbG\nxcpyXsGp8ZybgG9qcuHoDRKmRZ9JOmKUZ+RpwJgZjy9a3r2As7ZllHk2Bn12shEbPUWiVrR2xmxh\nOVwoDtrARevJXMO4L9kaDNkuJgwKw8H5GW8dax62gQkVe+uKG70NtgcJVXvCGweWtxcJxZmoAAAg\nAElEQVSS7TDn1k7GTm+PQamYtce8fV/x2t0f5sHxX0Svn/ODG/+UF64/4Xp/l17R8mT2hNf3NXfa\nhC2WXN+CzXzKRE8Y9TQX1Xu89sDz2mLCTXnBx64v2cq+n2GvZNm+z5uPKr6y6rGtlrxwLeV6+hyD\ncs77j+7wBydTGhv42PSMvY2SLf0RVHbKOw/u8gcXA57LLri+mbGpbzDt9ThavM0rjzTfsjm35TnP\nbjZs9K4z0c+SFmccHX+dLxwO2VsX/LPf/q3vOHt/qoXklVdeYW1t7enXfvZnf5ZPfepTvPTSS/zJ\nn/wJv/Irv8Kv//qv8+lPf5rPfe5zT71aX375Zb7whS889XS9ejJ/5yf+DonynfI3tgsBgXFQm6gC\n7meQp5GZ5nxnA+Bk7GK6bUv0a+0EZwAdgS3ePz5lJUO3Po5/lkLGgxRidyM6oV/chMb7aAlKRfFf\nILA+0Eg15f3ZkuPFGYu5xeiC2z24OXUMiymtL9m/NBy2l8yamrbugE6pEVozUoL1RLHZDwxKyFSG\nVDlSxPXtsg5c1LGAzNsFdWMwlcUFMDoFlRBEDE3vKcFUK0Yp9FLIOiOiKOaNxTbVCUpl3cbrShop\nQainDGAIODwieIRwXRqAIASHDzW1sSxrwbyBmfFc2EDlPTiLsC2psORlSi+POMp6WdDPHNBgbcuy\nsZzOJYd14Kj1SNuS5TAoMia6zzTLWe8HlJhzOl9y50zwsPFo2zAsJcNByWY6Zr1MyBOLdQvmVcPJ\npeLBQnJoArlbsdYL3B6vc32c48IZTy4s784C89qy7ldsrGu2BztM+j3OqzO+cWfEa3d/gtPqBdTo\nnNuDL/Ph3T/h+rhkZzCicUe8ud/w9blkQ1Rc35JcK3bZ6BfUbp/7RwveOC155FIKZ7mZXXBjR7Cd\nPsuo1+Nk8T5fehi4bD3X1yzbkwG7yQ0G6YJ7h4/58lHJpQ18fOuCm6MbrOVbOO5z98kpX7nMUM7w\nfTue273nKLKKbz15yDdnPY6d5sX0hOf2FGvy+xkOEpbtm9zdn/HV2YSFSflYecwzuykb6ceo21N+\n9Z/+g+84e39qheT27dsMBgNu3brFL/zCL/DX//pf55lnnuGdd94hz3NWqxUvvvgi9+/f51Of+hTX\nr1/nl37plwD4uZ/7OX7xF3+Rv/JX/sp3PJn/4ef/c4RMI3Xdd4HhHSnEd4I6JTOESAi4GCvR5ds8\ndVEkJu897UDoGK7d+jh02xeJQkgJ4eqIOXyIe5oYRSG6RL+uu+k6lvD08EFjct69mPH4Ysa8TdBJ\nxrN9uLkeKLIhl43mcLni3FyyWBra2mFkBkozUJKhgkEimZaOYSlJdIEQOS5oKiNYGc+scsztiku3\nomkcrnW0JAitGWpJT0oUAS1ikR0VgTLzpDpFigTEVcqXjS75Iqf1svNXEeCv5AJ8G3kW0fsl5vh0\nmFCnWQKLp8aalqoV1EZQm5gXtHCemfU01iJDNHSeZj3W0gGbPUWegBQOT0XbLjldwMEKDo2jtYbE\nG4pC0StTtvSU7X5OqisulhX7F5KHDczbliLUjIaKtXzINC2ZFJpSewJLzpc1Ty4FDxtH1bSshRXb\nGyVb5SaTMqUNS/YvDO8/mfL2ox/icPkRBtMHfGzt89zaO+ZGf0yeOWb1KXdO4e2FQNuKa2PB7dEW\nO4OSpYnM2W/OSxoDt/MZe1uajXSXST5FqZqVPeL+Uc1rM4X2DTe2FbfKa2yUmkenj3j3SPGe0Qx8\nzYd2Wq739tjoDbis7/Pqw4Z7teSZsuLGxojdfIdSNzw8e8KXDjWts3xsa8n1/i0m+RYqm3Ny+g5f\nPch4v8m4rWfc3IGNdI9pvklIT3hy9Ig/Phhw0iS8UC757B//s+84e/9Ok/b+dbc//MM/ZGdnh7fe\neouf/umf5hOf+MS/debNb7/6Bt5HbOT6xi7X13ci5iHiVia4QGUNlgYpNYlI4mxPwAfxVDsTrrxM\nfPi2n4kMCCFJZYoP0PoWFwwqJKRaImWKkuBtwLrO/0R94HF+AGvxXRTozBxwdragCQX9MmE3C9yc\nBnrJiPlKczhfctTMWK4cjdf4pGSoNBMlGeWBXuYpc0+epijZwzhNbQVV62mco3aGBUsWtsI1DtE6\ngtToJNBXlr5U9GSks2vlKdJApgMKgfc+yg1lVDELKZF4fPBYE0ezp7dulJMigtgueJwIJDKORhCt\nJ5WETEkUCVIHtGpJtUVLFYPJiLKDcyFxRuIby0wvEMETqj65ESghGGQFSSaZiCUIhVrkHAfPHIdd\nGJqlpR3OcA52BiUb/ZRhPmM6CzxYao6bhGZWcT57wqqUnPY043TMpOgxGRYMe0t2KsXpouTtBx/n\nlXd/hEu/wWD8gOcGr7K79Yjnr1X8xRe/jOdf8uCs4a1zwasHDfvDS64Np+z2tvjBG5ZnV8fcPU74\n5jzh4dkxzwwrdqZrfGjzBj/4TCTKvX3Q55V9QekPWF87ZKMcMFBjbu8W3Nw45e4RvHaQcM8/4vlN\nz83Bdf7yhwr+vD/j4cmK104T3jt4yI2p5/Zoj7/8XMHB5RO+eTjg8w8ce7zF3rZgt7zB3/7oiHlz\nl1cfFnz58IKt8IS9dcPueI2ffO4aP6mOeXC04Ov7JV8wS3bEm9zYsWyVO/ynL+5iecBrj5rvaq7N\nd21r88lPfpIXX3yRz3zmM3zqU5/i5Zdf5tVXX+VXfuVX+I3f+A0+/elP8zu/8zv8/b8f+f0vvfQS\nX/ziF/9fow3TP7h6ZN3IEYHOEAJKmdiC2wzpwClLkqxwIcW5HILsphQPMjzdZAohuiWMIEhPkFE1\nLJ1GeIGXniAtShlS0dL6FO+LjgDnu8fxVAIYHx4a4SW5cdycfpUXrr3N1mTF+gBS1WO2CpzUM2bL\nGdXCshIZbVIyTjSbiaCfQ5kGisSjdIIKBbVNWTaBpbE0LmCCo/GWhVvRNAbXegwpLkkYKM1IC3oq\nkKcBLeNHknyb+StlQiAS80IQEXQN0apy0QSM9Z1ITz5dg0sJUoqnVgxSCnQHGkXsW1BoyGQgYAkY\nrG1ZtZLGSKpWsrRwYQIz58C0pNJSFophWpALhUQzKhLWS1Ay+ste1oLjhWS/9dSuRZuGIhiyoWJc\nDJimQ8a9aFVwvoSD85xHJ9ucz7dYVGtcVltUuiAtztkp3mNrdJ/R6Iy1MrDXz+ilLbPVigczuFc5\nfFMxLgObgwHXehPGheeyPuPdQ3hnpUhtxWbWsjlNWM+2WCuGWGbcP13x+szhXcVkrNgpR+wUE4ZZ\nw+HsgvdPBPebgLQNQ9EynkquD6Zs5lOEmPGtwzlvzg0TWbM+SdnKN9juFxh3wrcOGr6xVGR2xfMb\njmcGz7BWDmjCAfcPZ3zjImHeBm4NKm6uT7jW38FxwJOzOXdOEt5vUq6pJdd3JdvZdaZlH+MPODg9\n482TlIdGcDOtuLVTcnap+K3f/b++4+z9qYw2q9UK5xyDwYDj42P+0l/6S3zmM5/hH/2jf8TDhw/5\n1V/9VX75l3+ZW7du8cu//MscHh7y4z/+4/yrf/WvuHPnDp/85Cf/P8HWn/2Jn0PRYRHRkBWHwPgQ\nNwdATwpSJWmspw4xWjPp1sRXWIZ/Oq7ErY/qDop10PhIrc9UBBlbC42PfBTjoZBR+CYEVK2k9nGz\nISN3Fhcgk5CKwNbQ08/7nC0lFxWctYqjk3UeXjzHSb1HbhSj7JiN8R22R0dsjS+YDCx55kllgpAJ\nBE3rAvPasGhajGu7bsnhvMcYj2081gZaneKTjEGSMJaaTAVS5dH66jWDREUbSRnXWU83TgFFQNI4\naM2VjWXcxlw50VkXC0bEj+gEi9Gb34tAIgRZokhVQGAQGFxoowDQCoyVLFrBifHMnUE2FZmrSVNF\nWgiUUmiRUuiCcVYyKCRKW6ypuVgqTi5LThZjZosRx5c3OF9tUWnBtNhnr3+H6doBG72G9Vwx7gm0\nMgQMddOwfyl5VAXOrEOYllw48l7CVjZgt99jWHhaM2P/0nL/UnPUOHp2yXQg2Bz2WE/WmfY0Z9UJ\n750G7lcO7VuGQ8lWOeZGb0ipGw5nC946DRy1hr6rmEwUu4M1dsoJmVpxvjrlaCY4auJ9itCwO8l5\ndrBNP215cL7gm7PAvG1ZDxGn2entsFmOQJxx//SMV44TtGnYmTh2RyO2iw0SveLB+RmvHykuW8v1\ngWVvbcx6usa4VCyaJ7x/UPONhSK1Dbtjz9ZwxG4xYVB4zqsDXn8Mb68yPjZZ8s9+559/x9n7Uykk\nd+/e5Wd+5mcAWFtb4+d//uf5hV/4hX/t+vf/L/Pmg0/m7/7M3yLRUf9CZxlw9eb2HQ6ipUBpQfDR\n2UurQKLiVsF6HwFXL2OeTYjtvZTR5MgHgfPxYMmu40GIp2pjQTyMQkZA1fiuIHUEttAdyiQJZDKQ\n6gFLk/Bo3jKzM5ZVTd2ATUsmScJ2Ktjoe3qpxpNTNZLzlWJpBSsHq1bR1DmrqsdiNWZhRyz9iNr2\n8SFm6iQukAtDP71gMnjMuH/GqLdgUFaUiUPrjsErA1p60iSglUSFBITsXOQEzkuMC7TOYxwQrlTR\nHbkPT2MsxjuUUCQqqrCj14tAqziWJApSBYmWICyelrZ1NFbRWsWqVpwu+pwvhlwsN5kvN7hs1qmV\nBtmSqSV9fckoPWEwuKA3uGScGdYLwbQMJMrgfU3VOk67LuXcGLSpSFIosoRp0metyBjmikQFAi3L\nuuZ4LrloBOc2MDOWzNQMUsdgmLCZTtgse+SZY75a8LjrTqq2psgs40HBM+Um62XL+bziYCZ5UFua\ntmaYGTZGJdv5Oht9SVWf8eDCc39laZuaYe7YGI7YKyeMcoe1l1zWnseXgju1RbYrtkdwY7DJZn+E\nlEtO56fcOZG8X0NpKzYngmuDDXYHfWpzytefeB42nsxUbAwlu9Mpu8UUrebcO5nxxlmgbhvWM8P6\nJOdab4ONgWLZnnDn0PLOpaS2jk1ds72RsZ3tsNHr0/gjTk3B//xP/tfvOHt/pghpf+/n/2tAPbU5\njIvXK+8A4IoDIrvVcPzOTqQX8MLFAiGutg/d3wnZXZnjkQmEpyI+L8VTHY/0Ilq/Eq/I+CsNDoDt\nCFuhGxk0yzpwtJpz1lyyWlkqI2l1TplqdhLJRt8zKgNaZQQyFjVcNo7KeUwwLO2StjU443FOEKSK\nymWlCCi0lPSVZKgk4xQGuSXRAtl1Mj5onI8+LMZDayRNq6icpHUB071GLggar7BW0zQpbZ0RnALp\nkSogo28cTVPQmgylDEnSuWT7qzFTILUjTRuSrCVLGgrt6CeBYRoo0yj6S5VFyhZCS2s9q1ZwUhH1\nNdYhjEF6Awp0IsnSlKEqGWcZ4yKhSDwhVDTGMO9Gnsetp2otqWvIZUuvpxjkPfq6RyFTRrkiSy3G\nrVg1MKsEB7XnpLFIuyLNBcOyYDMbs9nTpKpitjDsX0oeN5ZVU1OIho1xzq3hFuPC0ZoVx5eO9xeW\nWbOin3jW+kOu90aMc09t5tw/FdypHKatGYia6TRlu9hgkhUUiUZScVJd8K3TwINVy0QYpuOM3WKN\nzUGGkksOLpa8dSI5qQwjbdhYL3husEWRLDm+XPLwXHKvtpR+yfY04/Zgk42R4HJ1xrvHjruVoDWO\ndd2wuV6wk22xXhYIMeNgds67p5K7DUz8kq11xV65w6xe8Gv/9699x9n7UwNb/13cbJdrF0R4ul25\nyt8UUYj7FDwVwXP11AVxsyClIJJTozViePpNXQHqikr3TUgCIXQkCXT0SgseEVqeYsHiqgCp7guO\nICXOC5bAXEiWKJwEkQgGacJWmrKWC/qZJVEpIeQsqsCqtRhnCd5gfYszltAGvA14NBZFEBLvo+GQ\n9hKHoAqClKhQDsKjgkFLi1YpSkkUGuEESjvSxJE6qG0cja5uIQRc8DS+pQotIVi+3ZFFDrC/wkau\nlNXdaxdEF9AeBKnUpCJBC02qFf1E0ssUiQxIYQGH9y2tEzStZGUCxsvu349doPaQiIB0gWAbquCj\nu50R+FLTy/qUSYMSbewupeBEeVyrop+KVGTktCEj0xInwYQQ83mibDNyfiQYkeLbliZtWciKvBow\nLTLKpGWtiNEk+1Lgalg0FeerJbnOSKRkWBqGjeTSakxdcaHmKBlwfsxGOeX5rTnry5YHlxmP6oTV\nyYpl/4hBkVOqgo2yYNIf8VF9iT4qeLBMMCcNq+ExF2bIWjZiY9CjSM54/yzjwVLz+GgF9oAXpuvs\nTBTj3iWTM3h70ePxeUVtHrNn19np7fHytYoX6gv2LzXvXWre3m85SO4xmeRs51O2B7tsDSueu5zx\n1kWP++ctZ2cPyPLiu3lsv/cKSXBRhxtjvGW3Zo2bF4eM3JBuVAkhdOCqfBow7l28TxAmdiY+ciWC\nvDog8WuhOyQuXKUIu9iJdOOEJIEQ18GEbv3brUBDiLofQoy+UC6gu+5GeolxkjMjOyZoygBPlrSo\nLEXLFNGmCGfRwaDECiMrhAPtBEmIhU0EAdJ1VglROIcQWKexxiN0QMoAIUGQxIdvfcSoiUogLwQG\nGR3hIRLsgo9+Iyi8j7rn6FAb1dVIh1PhaZ5QuCriV1psqTq/EkmhFJkSZFqSiK7Mdr6v3id4K6Om\nyYMUnlwFgncgPaKUKB19X1ORkooMrTUqlYhUYKXBOUNlNJUVzE3AtdGbV6WSXGpSoUkFJN3oGZUN\nMZNHCUGmiSqk4FDBg/d4F8C32GCprGNpNcsA1neF1BhW1CzbjHFe0MsE1wY1xuUcIrHLGucuMT2P\nDSPW+xmjnmUvBEJQ7IecumqxNMwTG/VefsygmPDM+BIbEg4rWFzWeHuBKR1a9hmXGc+EFQjF41XG\nyeUCpQSb2YS1/ga3Nyum5YpvnQ14sqypzBGXdsVuPmFcrnNrs2bSW3F3pni00rTHS6qyYtYO2MrW\n2RruMMoveHCmeG+RsZt/d4/+91whqdsKKSPYB3xA/BFFdHRXxdBR1a1TKBVQ6srEOB4C768iOUFK\nSbBX/q6A7NiqITI1XVdslKoia1V0PJQQ/85HEkosOEIghSeRUV4/yTKkz5DOc5kuMDR453Aq5Twk\nmDbaGKpeTaoCqU4oREywW9ro/ZFqjZENrTZ4JyPN3wdka/AYaqGoteJCalKjyKWmkIJCCYrMkyc1\nSjhUAkKKCD4HKEO8Ogsp4j5cekRQhJBgXdkR+OK6Vqlo++S9xLmA8eC9QMgogky06DZDsfBGoprF\ne4e1EmvieOW9wDjFstVUztOGQO0d1jUI24IKqCTiL7nOyWVKTyeUaQSOtfJIb/CupWokF63j3Dhc\nqEip0akgTXN6ImOcBvqJJdUhYjXO0NjAvJact4IL71k6izYtSRoolCQRdHabilRDohypgFSC1RLn\nBMvWMBctqVLkiSfVMEwUc5vRqthBNc5TtZ7aJKQqI08axqlkZlNs0yCa+P5ZiZbK1AwyyLSnnwpm\nTiKCx/vAMlRcVDlF0mOcKRjVhJDxZOk4Ol9QDw0rN2a7nzEZ5Nz2NTUJ9armYjkn9RpnB4yLnHGu\n+JCY0xcpD6TipG5ZtkuWA0vj1tkaDrm9OSPV4EPvu3puv+cKiXFRQOZdFOSFAM5BEKGLR4hRE77r\nAMIVGS1YfADnFdbLjp0aPqDuVR3BKnY0oaN/Ox/zbESISIjQ4gMEOIGxUfAXOwMRC5yMeISwMRp0\nWBQgSkINl2qBMxbfVJi64lSnXKQZE6OZ6JY8qdE64gn9XOHROJfSmpTaQus8jY3JxQ6Lx9L4Fmda\n8JHjsgJWUkV+SJuQKkUqJakQaBE5JFHQGJXMqY4WDNFvVqJkiEHsV+NiAGtiEc50QCSyExrF1bfH\nI0IEvK2VWKewFhoXaD20WNogMJ1JkvcOYS0EG6UNIZBqKMqcTKQUqaKXJeRJQAtDCA2mVTQusPKC\nVSu4cDC3FmcbMC1KeZJMUaYFo6TPIJMUOhpSEWLMqguxqDUOquCw3qF9HHmdEISQkApJmjicM7RO\nUFvN3DqwntQ6ZJZQypIyTVHSY52ntVEtLpRDG4NUoJER1JYNzq1orMTgY7FGdEFqkRXtOqBby4SB\n9vS05NLlSFNjjGWpWpYmQxeSVEM/VeRGI01NaxpWqma2TFC9jEFq2Ugk93VJU604TRZ4oQgqZ01p\nyiJjlxZve9ybb/CoLjidrZiNF1yuBDfGQ66N5zy8bL6r5/Z7rpA8Wqio6fjAh8OjhKAUUTPSenDC\nfxt8FdEO0RGviB6B9yG6yIv4JstEPGgg4iENkXQVrjQ3IaqERXfFiorhqH61BBQyKmRF9Ce5IsGV\nCfTzJb1MkaUpZ8sJcxoqtcJYi2gNoXGchZSVTxg4SU8KEinRSpCnLZn25Imm70SH6USw2YYsblls\noLXRW6TB4LzBeo8LBu8MbRtoQoi56CHS3QWhUyN2wK1UscsiIKTqOCVPxUcE33F2lEYKRRAx3jSE\nSGATXWeoYgWGEK2kIubkkMm3yYVCCmSiyVQGQpEEzbRIGWaghCM+0AaCpbGSqhEsui7I4ZiZgDU1\n0hqUCKhUkCUlw7RklAnKzCGFQYroWtdaSWsVyybj0nkW1uJNi3QGrQV6UDBVA6ZlSpG0+FAzWynO\nG81J1RDsEq0lOk8Z6R47A02ZRLB3VgvOWri0BtWuSNNAmZWM0wHDVBGoWDUZqwYq5wjek0gPWhC0\nRElNmgqCtDStZ+XAEZm5OiNeBFDo4LGmpWmhNvFCKYPEB4V14BIfL5rak4ocv7rJk0YyMgts32Fa\ngfSBSRHIkoat8Rz0imxVIV1DkqegJjgyHAIp6+/quf2eKySXzTx+ErphX0SXLuMDtfUID0F9QIDn\nwtOszW+/lUOHYUTHL5Rk5TzCXSEunV2RBBAIHzuUKxxEdgK+rk4RRCcMJP5nXYXxdUeLJMsZp5JR\nGlgvHOtlTiv6VK1kUbvOlazB+IbzxjNzPm6RhIAkJVEpiYxaHy0CifAkMpAqi5aeXEORdDJ/EgJ5\ntEfsIiNM54JmOx2Rx3UsX/BYnDe4YJ86xvvgcd5ESFJGgDXIK0mBiaOci5CJABKlUAiEUEgSJDlX\n4WJBQIIkUwKtQUlJqgWZcigRN0ECh3ENpwvNVUJo7QUrKwjGEJyJhUwCWiC1Zpj3SERKJiW9TFLq\nBuc91krOF7B0gsoqWh9lEsGvcMFFG0wtKfOMXJX0Us2oBC1qFnXLnQvPyjiwS5yzyEwyyYaUSUaZ\nxsxkGVouKzhuFOe1IbRV3Gplil7aZ5oVTAqQouJiKThpPUvTEpqaIhgoEwqdU4iMUZoz0I6qbjle\nSo6aFtdUMUI2SShEj0GakqUOYx3HlwMena1z3khyUVEGS+4FZA7narwHqStGg7cZFDVpmTNQPUZ5\nRpEFGldzWSlOas1Z2xKsI6SaQvcY5gKpVlSmxTnFd/P2PVdInltbj4daxgXrB1xAaF0EPTMtkQqc\nFbQhzvBaxdoTfHiKaUAkVCkZHeiNj29+La6keEBHB/d4govA4tXPkVKQdkpjQhw3fJe6J7vKtWwd\nC7vgvFlxseoEfjon05qelgw0rOsQPVBUjgsK4zTWhzgaGE9toi+tIVARNUYBF7euFhCd/aPWSBVQ\nXdB3FBOCCjGbRklJIWPYuuqAYSUVWmmQUV7gQpxl4kgYgeXYpYAQ0ZpBdAMgV52N8FcJIbFDdDLi\nSl0pDT6WZuNh5Tynlcc4B97GYhNc9LFTcaWPkCRCUciUsp+SJYJUxW5FyejWZhxYZzAWZk3g0WWD\nN20sNkqAEmg0mUrQKiOVJb1MkivZ8ZBcFxjvOVvASRNwzYKgPFJq8jSnTDImpaJM3dPx6nQOp63B\nNBUES5Iq0jKnp/K4mtaG1rYcXUYFs21bvGsIWiBSwUBPWctz+plAK49wFSfzhCfn2zypEoIxaG0Y\nFDDwglHp6CVLWhOL0mU4Zdx7xGSs6Os+a2XBILNYbzlfKk4bzXldA5Zef8T1QUGeOBBLauM4WSqO\nG0toKxSWpKcZ6AHTvKCfWurWc7zUePlBfcS//e17rpAcN4uOtaFQV5vb7k0rOtq7rYAO/0hkJJ7Z\nTuce0/Hi7B9cNCHCdxhJx9KM9oqdUQ9Rn/P01rFgUxGv6IuuzRRdH6OkIIl7YxSefqbY7GdAgUVg\nvGBeeZZtw6k1MfzTB6SLhtFBKoTUqERRqviYhnkS8R8RmbZaepTyHXUjMlIjX0TSBo+10aQpPCWT\nBayHxnqqYJ860ErilsZiEM7jhUJ0KmHRPT+He7qVihSZbkQiPucgBF5GfLoTY6NFEsejAD7YyPcR\nEi00pdb0Cx2p9qJzzRUeKSMHx7pum+UikN0Ez3ltMdYTvCE4Rwg22mLK2BlmImWcFQzHPRIJSlpE\n8DgvnrJxG2+5tJ6TxuOsxVmLxBKUQKmUsSoZTguKxAMmEudM4GhhqKzFGkPwLUELejpnOhxRZopM\necDStILZIuPOYsppm2BtQ5o7ekrS14JB7ulnhiKrEWGJaQQLK5gZy6qe45JTnikKxmlOv5AkyuJt\n4KxWvHXucG2L9ZYiy9mdrtFPPQLLoqr4VuWpTZQiiODQqWKcDtkaJOAa5ivJ0mpOjaCpl3H8yTMG\nesqkkJRp7NgO55KzusXZVcT1vou37zlC2n/1H/0X3ZoyYEOXAPeUnEZH5+7AUB/jJaSQaH11FLrN\nDfGPUlzl/nZDTQDn/p/2zi7Wrqra478x51xr731aaAmNYFILplT6oaGNllM1oBiDJKaUhGuU3BAj\nmBAerBrjiyGxvpAYH6AarcakJNfEeA1PpvJxQdNbuMppfbnkHr4kVyK8iN5qOW3P3mvNOcd9GHPt\nc3oRekm/ds3+N80+e5+15xl77TXHGh//MYaOU8qdswNSLBtjeHZWjcMt8UkAzaXto2SiYvNtdETU\nZKnJrIi3Id4DL/RKH5AQUqGdWyC4zY4UuwEZUj6v9V1pUrZm1dq1ox6hOVlLhLisFRcAABI+SURB\nVFxcItvHOLVPIK5CgrMZNuKKgkhkhNqHwkex9pAWFM2IOCpvsR8pZQNd2ycvS4HCVm1eMliWK2pC\nShBTxSE5oTFaEFu1dJ0rbFpvCrgi4LW2oLAzixLs+7FpfxYHy2qWYUzGB0piVo6R9oZEb3EfJ54g\nVkdkLiEMak8vCJXPBMllYqBjcTRgYbiCv44GHG+B2ILP9L2jXwmX9jMre5FB1VD5RUYpcXyUGcWW\nlBparAo8uJq+9Fg14wgu0saKxWjytRrJsTHr1kFwFT0JrOx5VvYUT+TESPhrk4hNS6IleUcINQN6\nzNSBlZXiNHN06DiWIrEZokSyE3q+Zsb1WD0j9CXyxkg42oxoRyPEC7XvMRP6XNoXej5ab+OR41hS\nFhu7PuvQY/Wgz6q+cuxEw788MgG1NucCIsI/3Xib8UDo4iC6FBTsNnQRWUug1fobdWM1lx2qahut\nyyQ7O86sOikpXburgV20S6y1jGQLTzJm2EqxEKzPiSvxeR9q6hCoRSzW4YWYe8QUaKKnTRUxwjBZ\nRqHNqbgDhZoiRhbTVLZxl10qt/XKCf0QGbhErzISWc7Wq6QLEQ3qIb0wojgq9jnFVGQZyGGVvW7c\nraWriSznW8trQi7ujSlpG43qih+lgGYrNbBTrCVl7Mm5HltOOTua5FjMjmFi3CM3N5nstKTygSx4\n5wjiqSQZ/b6nDEIuDNlI8C1OIpodKWXarIxyS9IEOZdUfSqBeUtFBbHJA6F29INSlaYJbfSMsjDM\nmZRaUo4kjCkdxLOi8sz0hEoaUnS0yRMVGs00MaKxJXoI0mOm7tP3ShVs7Csl9d1k5URWhjFCMjnV\nQU8GXNYLzNR2fBOFE9kxjJEYLY5Vux6X9vrM1BZjSuoZNo6FrKTY0Gom+B6Xrwj0XaSNjsUonMyZ\nZtTYDUSgElNklw48vZBIWfjr0Hr5tm3LTL/m4X/711P23j8Ws9UVQpkzxTAmpSkWELToJwC+69rl\njNGIaukZ0m10+52o0eCz2s8RyrgaI3m5MnBctCiOEmVNXXMlhCxGmc/FaXBqm85nLRZMZKS2Oesk\nBDdCfKZ2UDlBk7Aiu3Gj6qTWkIlSth9VUW3LZ13qd9JtYOcsk9KItZuUUlvki/IckmlbG3DuSqyj\ng2qwwKlkvLMSgq7t5NK1Y66E5Fy4J934zi5OJYUz6kpBZKdMjMhmbQdGZIZkD+rBBWVGM4NiAQHk\nFZ0CLcoMK0tw4qgrcx2DlGOckQGtmFKIxRVKKBTCHFjKWQUrdRhrR0oRgwWgrQ4pIgFCFoJar16X\nAmQbzdG4TG6VxdYzqGtmAvR71ruzTZ7kakZVILYNbW442SQWMYJer3L0AlS+pe8dITpqqWi9x6WG\nKJkkmeMpkpJn4AUXMv3kUPGId/gWomQWYmKkjn5VU7kW74UVzjEKPaRpaXXE/5zI9EPFih7M9BKD\n5Gj8gBMx0yZTYEMdceK40KPPJf3AZQPPGqCJPY638Szu2glUJN5XQAYN1pTYe+NDuMImFcuaJKzp\nEblwIXxRMKKQu0y+knImZSVgpCrEyF4lLGoKx2XjnZQN5oKVzgvQRqXFGf17md8fM1ZM6BOaW0oL\nFWtF6LwFRlOw2EcCC3wat4CquCOYrCrGf2ljTSxVzt1I78540mRBz0xRNgKdqhVASqvJrthRuoCy\ndkpDAXOL8jIl44p7YmUBQFFYEm0dzRHXlSJkh7poGa+ymdFRZ6tZP1sBcW7cmW7sLHlrYdDzZXC5\nWnAXLbEvzfa8MIZTtkydlvODZnKKZIoiKZ8F8YVRa+tX3pXAc8ZLxquNKsnZcTLa9EVzQ6zVRHAe\ncTU+iFH2PYhaijpmz4nWoTkS08haUKrFulbUA+paC7fRlFqbhJNZbEBbbszyQnE+EKiYCVZg6jq+\ni1akrGiMkBIq4FXwLtETpcrlHGZzcDWboq9yQp2QWjipQu0Tkj2t1Y10FR3jzGCSyDBa8LxXCcFH\nQkqcTUycIhFv1oFKJIkF8yzCWiJ9XTPVjgse3DKqPEgyi0LNsCkNjiwWMVQp9+/yWHq2tmJMQymb\nKWlHQsPiDpqIJaWsaqMbpGQ6PIpz9ZiwJtmCwEEUJNmmzVaBO1JBsyM2xdLALrrkMkJrn8upjeLI\nsvS5BHKQMrirWAlOUALeWVA65+Ka6XgZKgedMsq5kNyd9a91nXW1rNWixaJkfHpVtPBNfFnYm6tU\nBoQ58XixYHXbDWPHAry5jD4lR1RKS0siKQup8VRjxW+PHS1IsIkAPoAnISU9DY7srKtb7lxVBOuS\nl4BorTTVpgpqdjj1+MLMRUyJeJfpi5CkwquQxDJxObYsljiUOii2Hb1K8MERKsaucFLHMCcW24yk\nhGomlixX5T11pRaQByjjUKKqtb1oFM3W1c8TEDx1cPjKsosiilNllJW/tYmcLfskDpI5a1TVgDpg\nt0qFmIJZw7kt7rwSgyNowFNTUeOp8W0FsUI0gPzlrO7biVMkRBtUJWpfZRcNMTNWkFxcH5XitkAX\nPDG6d9HIUUpQztyQJJbMNOp8dycUNIt1jC+xBZWMZkHwdtcfc08KuQ0K9c2iCFmFnNvSBMiVu4Ay\nEmvlCLY+ZTM5EiF0isCIcZ014yh3CbFJxa2CkHBq4zjIljvKhZDns6IplkxIKrEc07dZM02pkymf\nzCQuhLrYEdKcFQWSEmNtrJ17V86LlOLGrt1CsX6SdnXUZqGoMxetOIN0izhralmaJmU7b2LfpybG\nTbgpX6Wqo20pA81ysUra7pd2WGZ8TVDKKVKx0lCPJAsie1e+BbUApJRz4yWW/jL2+dVb0L4rAzV3\ntSFHAfV4CXif8KJAskHr4kjOkzVZFonSbb8RO/d4XHaICzgcfTyegHcVXj2BHoEKH+25U8GVf1Ua\nUKe+TZPE4VPAJ08VK6q2IrQBlwSfHdXIUTeOEMEnqFqoG2grGPYzTZ1p60QMiTYkks+8vPa/zt6e\nZQIVyZbmRoBxoFXHwcDuMZHE8g8+emRJ99PlOEoExTagurKBbGC2Sh5nSgT78gorpFzcaWnzaHF/\n6AKs5S7dmdbqzdwl2vqlwC+6lkSkKzzsJLN1S6tG6XIoanNy1JUK3C44mkr2w8KlNIzXU8mWJrXQ\nZ6fmxlwPioSWmdKxzFKsDkXJKZX3dAzXchaXKRPtlJhUZhVhQeLucu8csExhXeaiFOiqie1IUYFk\n2S9NRpgT8QStcBrK92Hr+m4GyPjM253e4cwiwyHYuNXOQ9Nk8S2HLxtPihzAyKweh0OyG18TTm2T\nu+ISGbvZ4bLDJ49PS6+7LEi2TeujPXdJCEnwUahaoTeCXiNErzax0UNyOn5MXolVJvpMrDLJZ2KI\nRJ9IzqxSFQtEq2QaP6INiySJqCRSHUkS7dryJ0luaNMNVTnZNpwYjWjahpQSbY6MJBMFWgIjAg2B\nBk+DY+Q8N63unY3tOsZ5VSSHDh3innvuIcbI7t27+dKXvvSmY+o2dDfD8UWJsnRxqLMvFmeb1+Vl\n9TZLZCqVZJvWlVaJucZlP14DUVMckscmNdr9jbKOaFE8S5d2J4uW2pX/fuNFNqzcfMoF6bPdPXR5\nNgSjPI/lVLH3ZPvZ/la5gy+Tw5X0RndMlrJpxr+TouBOPY+dPug2QReUnm/+ky31dfhUMjCF0fp/\n3+9y4ds4JQbzO3yRN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"text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Plot the area under the curves of raw spectrum against time." ] }, { "cell_type": "code", "collapsed": false, "input": [ "areaplot(ts)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "11-21 17:56:05 WARNING skspec.pyplots.basic_plots: Recomputing area from shape (791, 99) to (1, 99)\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "11-21 17:56:05 WARNING skspec.pyplots.basic_plots: areaplot() forcing transpose on testname for plotting\n" ] }, { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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YPdqwmqRSKaRSKVasWFF7n1JSUhJiYmJw5swZxMfHo2PHjhg0aBC++OILnYjW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\nli2BZcu4Wf76NEhCfn71Zpy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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Find out the position of the extremum on the above curve. The flippy analysis here does not use this minimum point. Put it here just incase to use this later. This shows how to find the minimum x value of the area plot" ] }, { "cell_type": "code", "collapsed": false, "input": [ "tarea = ts.area()\n", "tmin_idx = maxmin_xy(ts.area().T, style='min', arg=False, idx=True, val=False)\n", "tmin_idx" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ "Wavelength\n", "420.04:699.9 2013-09-04 17:31:20\n", "dtype: datetime64[ns]" ] } ], "prompt_number": 17 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Flipping function of a Series: flippy_s, making the plot monotonically decrease or increase." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def flippy_s(s,style='decrease'):\n", " y_flippy_s = [s[0]]\n", " shift = 0\n", " for i in range(1,len(s)):\n", " dy = s[i]-s[i-1]\n", " \n", " if style == 'decrease':\n", " if dy > 0: \n", " shift -= 2*dy\n", "\n", " \n", " elif style == 'increase':\n", " if dy < 0: \n", " shift -= 2*dy\n", " \n", " \n", " else:\n", " raise AttributeError('style should be decrease and increase')\n", " \n", " y_flippy_s.append(s[i]+shift) \n", " return y_flippy_s" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 18 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Apply flippy function of a timespectra" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ts_1=ts.apply(flippy_s,axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "specplot(ts_1)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6TTrCpB6e8iTbU3K4PzyaH65tpNk5kmHyQ+xtnopD5VkivCPYX1xNrJfA9/u+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\netoijeMnjTJVlWrzk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od3l5ORYuXHjF+ve17dwX6PzDu3ah48gRyYPR6XRobj6OvDzG63yeB0wmHXQ6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TEeZUH9NMQT81CaXMRiEjEzhdA6QZAdwzFO4AtlqpUVzOabcRyFUsnnoYeGOHasmVjmdvJztpNd\n9wbF6C5Om3X59v4Mfg6evP4GvrtmDVuHY1z6tED4hQqN/8NAeM8/Mlm7i1BoGbCRRx6pcO+9D7B+\n/Tl0dHyF555bQirts+qS3Rxq/DMmrSG+o7+Hy3+8Aykc4cRnP8s9ixbxSD5PxBa4+QWDhT+rEF4c\nIv7+It6qneTcn2DWNF5+eSlPPXWMXC7Phz/8WWq1FizrNN58s4WREYGV57/N0KqP0ezX8JIJ3rev\nzg3bK4SUEKPVGrd/41v09qe56U6BdFJHT8uUD5s4KihKgeSVs5gXf53nXu7kkUfGmJ6eZsOGDTiO\nw5w5nQjCYqrVk9mxYx39/TJatILRdozC8WXQuhuqjSgNA8in34Ey523WSAn+/u12Orcf4uFrruHe\nq6/GcBw00wRBoFfXOTFZw6hBskng0nqdOz2VVz77KcK5ozw3HzRf4Rb7B3y86ZM80xZnMlOkevRa\nmP8Cwt27CPydvHz9L/l755Pc/+Nz/3MD5j9CgiDw1a9+lbPOOut3WpZcueU6dKeHn2//Lm3tK/jK\nVyJ0dcHatWBZ0NcHhvHudl40+s/9fOFdQAC47rsf34ejR2HfPp89e8rs3v0S0ehGNE3A9z3a2jRW\nrkzw2muT7N3rU6tJVCoionA/kch+ZvMdQAJoQpEniEd7aWoc4vKzj9DScQam18LEWBlxbIDDh2Mc\nr3eAPsBnTkpxcHAQ1cwz54KLuPUvvsT7zn0fIWmUtvRcbn/w51y+5RJ2lGIIQ+Oct/kgJ2sfYqK6\nkLC1i20jOXaNruDaNUN88uu3se3Of6DX1RgY3cWor3DV0oAEC7FrSdwgjOhJ5EiR99JUFQ1LkTFT\nE/h6karcjmlI+L7GwglYN6TQWtaIzRYQQ92oqyaRYj5C3MRe/wjTxRgvvzyfn/1shFTqGkTpIsYo\nkb3shySDp7llqImLd+X5+R9/gkc3nMZMPsSfvBBiwRMW8fU6oevexu3cy6z9KJHI+3nttRT33/88\no6PjnHHG93Hd03nllSbOvvZNSiv+ikMzO7grv5GLdk6i9PbjXnYZb733vdzV2srT03k+/0qY5d0i\n8b0W+7232PyFMObqe6na++nrW83rrzfh+yo7d77D5OQUmzdfT2PjDTz9bBfxDY8TFRopdjzAEf3v\nSegJTh+VuPP4QmIHhrjxT/+cQZYh58GdH9AZKXJkKs7yAyIferJE7J6/wA4fI5dbS3d3hEgkzOSk\nS09PkZGRIkeOdFMolFCUBKHQSRSLrwELgCLh8FpE8Sa0yHIKzc+TvPivEZUhdj6dZf7unt+a84Ek\nMXTuOUw3NbPmvvuQfB9fELh3bcCfpj9CcWojSj2Oc/RvoPl/QqEPagD3A23o+t9w8slwkrWFfZPP\n8+rQf/II5j9Cv28Ec+Fpn2RuZz/h4DDfeeh96PoN+H4Mx5lDEEjoWh8IYRwniara6HqdWu3dZpeu\nK+G6oX8a/92MvqL04DrvIEqjxGOvEI7EqNc1JNEjN7sIz2shFNrHis5uomGHrqhJuvFsFKIoyQoR\nsYAolHGdLBYhSjWF8ck++g8HGNkIhycFutqmOHm5g25H8PMOO8YVVjTrqJpPRYpzx30/5INnfxCn\nVsA3Qjz+8i/58tVXIQYaB3qOkIlI7K0voGaGaTNM1s8T6CsFWK7Fn375Vm79wjdYkVVI6Am6x3NY\nbhgRGbsegDCCHNSpeQahwCEhVzDFKMNBE1VZYb5xAEkrsMjN0WE3IyQXc3TuQo50LWQ60oY6G6Gt\nGjBvRuL8ZyQi2bfRbvwVr5/YSziygmPHwjz/vMnk5DmEG97LRGQ/czb+hC39e7huMktoVuWnn/oU\nD3at4NI9Bhe+LhM5ZGN0ljA+/xRm5nnAY2JiE48/XmDnzoMIQgcLFnyHPXtWs/KcY2ibv8322V9w\nvbqea0fSrNo7inboKLkPf5jvbd3K4VSK7YUCyx87yKdzp9LwSJnI6QLKdc9jL3oOx5vGcWfJ5U7i\nyJEmHn74HQShhSVLvkVDg83evUvYtSuLLMPcc54jev53GS6/zt07k5zX4yPlilQ7G+nriDLveI68\np/GNj93Old9uINYwQfIT3QQdPYhuBC88Rk3fjUcBzz+DvXsLnH56htFRj0zmEJOTUTRtkrGxJrZt\nK7N9u8P4eAuLFj1Ib05H/eiFrFFq9FqjWDLUZFg7Dnc8C40V+NhlKrtTC7iq9wg/7bsfq/sI8DKx\naA8/+F6B6/8ozA03VAmHfU49FSYm4KSXPsd0VOUH3j+w48gP4Oj7/hsw/5reu/ka3qlU2dJZ46TU\nQnLV5xEEhbfzRXSpzlK9neHyLKLiMFpIUvdlmuIOgi+QjiqEJQHB83F9ATfwUKPNiNFVyGYMqwyB\n44Mog+shigquUELzdGocxQsgnxvjzdk0ZTWMLlg4ikfIr1MVZGpeiCa5yNq5dTqbW5mZdag4PlPT\nLmLRIJauk9F1emsmuhUwa+tccNHJ3PLlm3j/eR8iJkeoeCV+/vxDXH3RdWRiCRSlCcWf5dXcCDM1\nhbjrsCQq055Yjhr08JG//Br33nojw7lZ9k6mKck+m1qGWR7KEITjlGpljhZlzECjVU6Q0kz0UBlZ\ni4BXZ2gmT64mcWh4IaPlTpzmCOmW11kReZt5Th9LSxEaxGYkJcmjZ1/E8fQ6bnzcYOHxEYzN/Yin\nHsJqf5GeEyGefS7Grl0ejvNpbP0svCVP0L7kZ1x2YpSrhxP0Jufx8NYr6W1tp/FwhI8+oZI67BDb\nOo54/nZqLb/G9qYYGNjMY4+ZvPDCPpYsuZ1S6UPkKwEL3vcAdsez9HuvsipIc1t/B6e/dgKtbOKf\nfjovXnQR965YwcvTNS7o0bj4RZGWbXXwQV9pol28n2DVW1SjO9m9N8kvf+mRycTZvfs4uZzJvHld\nRKPX4Tg30Des0HTFd4ks3U7FmybiLCRWPYliYhuV8h7u2hFmpHUjT5z6IVreDLGoV2AiE5Atiszv\nCYjWi/iXvkOQqYCVIsiMIW5rgY5R5L4m3HkeyqZfI3dO0DsyxCuvrGXXrgrj01+nrC+AUgvUE4h+\ngB/oMP85CE8hHDuNwHoRYucTdj/GzTe9Qlc2Ttqby1vPf4MzOn+K8NRlUDPYtizNbMbj0hN/TpU6\n79n3P7nwwlt45pnD/w2Yf03fff/tvJ3rY9tMjljbDCdHChRFyKinoboe1Uo3djyCKqj42kIkr4wt\n5PARMSpl3AAC20G1PVQnoFwM6C+FKUjKu1vrAjiejCYEmI6G7UtEDJuTO4uEVJ/Ghkb68hqTpTJN\nXpiwJhEJhckHdcpmnnKugmKHaA2nqShlZE8HQcTFoe5KWPiU9IAGUaJBk1m0+RQ+/pnrueH9n6Qu\ngm0FPPqru9ly5qXMcUosTK9BDDdQsybJ1oYZk4/x1kwzL4+dwntOHuPue7/DDVedw8ZkHDF8Ljkz\nTcfMNorSPkr+NHUjQj02H91XqctJfLmJRB3Eioot2EwUe/E0ndbQIlpiIghv8MZMkQMDcxgcWUpZ\njSMl4njRGufO+Wsum6qQW3ARP7lkK/P6QmzolVnXrZC0DxC+di/1BS+x90iF555P8OabSeBj1CLL\nEJb+msySh9hyYoyzZsIsKGb4yVUfZueCdXQcULnwgMriV12kpgKxW17CWvQ4NVdm+/Yufv7zXiYn\nDRYuvJUgOI3hkXa8xv20Xfgww9GHaS2bbJ1t4oIhldV7hqnP6WTPxRfz7Lp1PJ3N4jk+xmGHzYdk\nlo5ItB+sY6zfhvLhJ1H8ZmaD/ZyYGCQUauLAgRSvvupz+HCOTOY2QqFLqNfDpFJD+P5xarUVmFYT\n5VO+xdmRn3LzSJa2EY8ZJyCLR06U2b9oMcNLljMcXY9a0vGVgOgUSIkpzEocUZ4hpzWw4pUI7aOQ\n1ocR/+QFjMUHePKVMV5/o40gqJJIjCBJErVaAy+91Ipt23z6jyZpnjPKiy/CRy+PU3v7T3g6uZGo\nVeTMdz7Ca6f+BVe+dg+WUadW62Z+Hi44bTPSwBk8tHov26eu5vbHr/qvAZjfJwfzgZtvJXzIZcgr\nM0d3GclPkQkLnMj7hCSDNS0qqhdQsoucyCkYukky7CCgElc1pEBBlQ3Cfgg90KkbIoWKy6hQpXeo\nl0gsiyR4uLKIoQhomkC14IOcRkEmEqtQqbpoeNSwkAIF1CjvbsBrSJ5EtT6Fr0oYiozlBCiii6t4\nUNZIRpN4WsBgaRbTrHLvX3yNVWet52vX30LJCoi2JrntO1/hz664hHTxHZ6uVrDTczk+uB5rwuGk\nxYe4pCNOyLyU0lKNT956Bd+85UdEyq9RLB3nldpZ9BY3YJ6YIkQVyxYJogYEMp5QhbCFKEYJTBNB\ng1DGoyMxwrqIQFDXqQRTtMcaMJQ1JBIBc7xuSrVBxqQh7tu2gaHaehLLD3BW6T7ODzUSVlrZtmYD\n25Zt5sIdOuv6NJon+9C2vom37jUODAxw5NgCduxo4+jRtYQal2OHIjD/11yh/4xLhmQWWAneWriK\n5845nyLtrNwRYvPbMjHpGNonn8Nd9iozBZ+39rbS2yty5EiJ/v4Uzc034rjnMV52ySw5jNzwDzir\n9rN+YIiLai1sPuEz79AoAmApKrvOOYfjq9fw+qLFjAxm+eCLKo4Bjf02DdMTBGETcfNRtMt2UpAP\nsPP1LD3H4+TzNRobYW6HTU+vSk+PydDQOdgN16Eu3oGy6CVM9Qiq1wFM01wao2vG431TWUYmaixL\naBh1jz1GjtUTcCgLgqhyXq/P8Jw17FxxLqa1iZZenZWNLxN63zvUZ0IIx3WkkorfOo1w4T/i+xA8\neQWTo2toXfQqD9hbWff2PzAcvM2kIvPjA5fQ9sFHmD5wKXVdhnfeD0ozbd63md8esMoyeSl3mMND\n0/81APP7mHn2xqtY3RFneNZBrBYpFRw0zcYQ6ni2zKwaRvcNTMmlwatQliUcTUEWwZM0DFHBED0U\n2cbxHRRBJmcJxIHx4ihzm5sQAokIIjW/TjFQaFEDFDlJydY5FgwhOR7pQCEkVLEcEV9UqWoarhkg\nVg3amqIkwgGmA7Lvo+k+g1WBvpxJUjK5ILWWiZiP7dtsunQ9Wz9wGZdvvYbCWBEjvpBnnvkO60+5\nmki4m0WZATY2LaS7fg3HQvNpqBwmYb7IbPk1Zptu4c5vfZEF7/kB1gmZaH0vp576AqcuF1gtd6FW\nOkAIsOwKohig1hOIVZ2a6OGERQQZau4oOX+SHneCvcfnsy+3hMXxAnNiLv5UiUxGQW7UUfR2jGA9\nK6ov8cviQX69bSVB/Gz8jMiiuY9yjv8yncpKyqn5PLHxPLLDjZx7SGFZ/wz68t1om46Qb9hJ34DN\n8d4ku96Yw8EjZ6LPXUwlOUNH9hU2+a8yr2Czqt7FG6tP59V1m2k5muXyHTLNM9NIpxxCXTOGPL+f\nWXkv+w/q7HhdZ3raYHAwSz4for39U0w7czGjx0mu2El4wX4QfQx/mszIAVZZac6aDbOuN+CJcy+g\neXycQ/Pns2vdBmRJojqSZNObCiv6XNLNL6FumMXFxd+bIRhugkUnEJeOcSzyLA/+opm972RparoY\n32/F9wfxPI0gWIwjNFMMz2Jbu5DVjRCaRptZTLUewnBF1NAsRb1CQ/sLbEi+yrkT73DKTJxfnHET\nTm09YmBh6SXq0Un0aoIqc6iHXeaYT9A8uoOppnMxp+7n74bPpnLcI6T0cNuFCp9/9C0+cmEjZi3g\ntOQSzMAkUv0MpXSRL7/wOh8543nu/dXMfwPmX9OHz/4AR8o5FmeiRJU0RkjEtcKUvRJ53yLiJtEs\nFUmxEIU6ZdtHCykgBchh8EUPMxCZ9XXKdR/dnCQtyTSHQjRGQtiegiuKeKKAKEkovku1FmUqqIFb\nolssY5VqYEmAjyiIZMMynqZSdT1mqwItgkerLBJLJnBKZRqDCJHYHKbFCr49zKu9SVRVo2DWeOCH\n72H92Zv5q+tvQav2EJ9zKjf89Ze4+VPfYzADiwd3IZsTbKvDkOwyMXku8liM8n1VogoAACAASURB\nVMBBbv2Ywlf+6tt88fNzOCm6AM3cxF5vNa4zQVP5TUriBEIQ4IsatiLhSBKeIBGvmjjuJJ4gEOhJ\nZKLIwVKkoIV4qkaU45SqR9k5qXJkNstczUAXDcrmOEvaPfz4e1nulIh5b3MsOMQrAyn2HToHu6UB\nuWWEMzMPs65Wp1FZRs+cxRzpOI34WANnHgzoqFjEgmHkdXvIr97OkfEBerqjHDjUxdFjJ6FEW2Fu\nhERiN+dLL7Gu6OM3nMKBhV2MxVcTzmfIDmms7IOOoA/xpKPIi/sRGqbJq73sOVDn0OEEU7kwJ06s\nJpdbhCwrhMNL8INleLEC1fAQDevvY5nzBFOJZjpncpwzboAosbSgEPYzvL1oKTtWX4hbbUVzA7T0\nMI35XnLaAmpBE0v2m6xf8CDm3EH6zB6KVZOGcAOB5DNVmCE3K9Dfm6RS1ZFFi1wuxJLlIxQK754m\nEAKZfQc0JscWMzI+l3jLGQjxuZyd/QanOAeZkmJM2228LS1Hl0qsk7dTVTSeqtyANW6jzB/DPnCI\nT2wqss6+FNPI8tiqJF1vLeWZC2ya8kXWDu4kOyIzOPY6E5V2Lloa5pf5/bzwyv7/Bsy/pq0Xvx/C\nMZqELG5+kOGSQ1sCBMFAlETiegXLlrF9AV/yET2BimlSCSrUJAPHd7D9AAsFr+4jeCJxJU5Ktmlt\nVAkbITRZwHHqBL6FabnEEzoxI07VTiCWCtTcCqZQoK6IiK5BTFiIJ2iU1To2s+Rro8zaAplkC4XZ\nArOlBP29rTREppifHWfziji1oAWz5nLJtZs47awtfPGTf0Q9d4Agu4zv3PkTFp75OXoL82BQhUqZ\nM0/5GYHcw/o1NqvE00kUF3G8sYuPfv46vn7j3xOx90JxL32VFK8V3stMaTlCeQZJMglQ8bwA3y/g\nBfa7YKkUUKUSjhdDDodQGzSEuMACpZeFUg+ptE1YayXCPEJhDdkocGhogKIVY6wSsFgeItMooahd\neP56GlSLZH0bb9jH2H5kKX3j6xFaFRKZQTYaL7JYGEKPrcCPdjCcbWEyuoSGwXZWDzrMtSaJGf2w\n/hhj8QMcy/dz8EArB4+ezODsPKR5CRqNIVbI+1hML+2OSUjvYrJ5CSdSJzOVakW2QmRHVTbMjNKu\nHUFM5RBW9WNme7BNhdHyJCNjHuMjEYZH47y9/1S84BJcuw9fzyI1xRFtBTs1idD+Fp2pt7l45Cin\nFOLUBJft2Srj8QzZSp5lMz7rKvP56WWfwLK6CI0qRG2HYlwlkRcIFaC1bNFqDKI7NcoRHUG0OGYv\nICXMcqgpgx2yWWQNM5cxwqF++tK76CmN8Pgv1zA8ugRZGiWRPEpb2yRuPcGhowsAm0suOMKKeDvv\nzAyzMfsJDjYtI13bRd3N88BbcS5f/CQvj12KbYcoHF8Kap73L/sFqXAbY5UKpxhn8sWn/hMfFfiP\n0u+bg9m84QqakyYLE/OYLAkIVYN2Q0VwQFc9irKPLSjgAYKAJEMdD1FwUNwAX3SwlRp1pY4pm1At\nUS0IuCWPo4VZtGgDoi8j2ArhwCcq1jkhxJiSNCRHQ5em6Yx4ZHUb24dqPczxYhN1P0TYtWmMzrK8\nZYSQlCCSXExhZgIhFCMcacQoTOPbxzlUKHFIOp8Tky6//PZZXHDZOZx59h9zrLvK+WdE+OnDf8vX\nblhPW/sk5Z4mViTms8Nax4zQQLbQje2/jFfdy/Hkrdx99xdZesH3KExEkfN9LF10kJPX7aFrvkQm\nqoOrIiCgSBKKG0NxYkgYyBUDsWTghitYWoHZYJacXWB4doaR0Thjo4uYmukkX01RlhWkcMCmtn4W\nZXTaMhovvN7LgtZ2BqoKJ9wqixmgo0lDCZ2BG6ykyxtErr/DCf8oe2fCHD2xkkm3GVocNF2kS9/H\nGeo7pNQMROZRirUwaazCC9I0jMc4dXaAxsgx3GWH6Nb2Mzg9y/HeLBMTSxifmsOUk0JIqSwK5emU\nj9IkTGGZk6xoa8OLdDKWnk9JWIIltFAzBGIFibRp0WGP0+mNonXupSd8jNaoQa5e5ERhkkQozPis\nyYEDc+ntW814dRVSOoGERH1okrBuU3OyYIRRF49zTeJOukpTLCmEMAgT1POEbQFPMTCjGabTLewv\nlzlDAEeWkAqH0XyFvpBLTo/TJOs4RiOVWAv96dPwnTmcLr9BQjpOLcgwLTczJjSi6FXm+8cQagJv\n+MsR6KHERmKT3+fX3WkGp8t0pByu3bSKp9/5O84+9XwM32a08XyWnjjE7gNHqCKyPx+gB/voHXT+\nawDm9zHzpvd+jKQ3n6OFAxwvlPFdiUYN6r6AA2Q1B1ES8HyJIFAJAomQ4oIYIIgiuuai63U0w0MN\nW8iyiui1oggNDExN0N6yEAQBMQBJ8ZClgIqnYlkBgl0DaxBLmaFOhYhZp65JyPoilHoExc1RVsbJ\nV2v4VRmjrQtv+CgFO8G+/Hzy1TAJtcCFy3azuGkt+FXWXvRHnHXZedx+09ewCwZGrMLnf/h1/ux9\nFzEv18+BqR4yKZlHvWvp81uxpiyydg7ffpE//9TJfPpzP+Ubf5GhKzqX5oE1VCaXsU9YzGAySjVp\n4kkBrijhyAKGbRG2akRMB18poHszWGoMV9BxhBiCE0MyY2TMGi3uDGkKxKQ8ulYgMKZ4J/QWO/ri\n7Di+ipQ6wbr5HSwQFSTRZmjaxIj6vJXTKdp1VkUnaE+5EG0FfwXIWdJajkj1ALncOIPWOO9MdzEy\n20FFTeJEfNri4yTCw6wWe0nFkzix+bjKasxgKVo1THPJpN2eojGYIWJMkM/00q0exgpcKnWRtw7r\nTM2eymiQxFF9YqEiXdo4jq+S8utkpByyFhCNQ0pYCe4poM5gi3F8uxVPrRAIUVr9PM3eDOlYN2Ph\nfmolgU5zOabXiBYepp7uZYfZy2O/voKpQgY7CmLUh1KVQKoSqBKiphCLgVeYxPFPwXVAzFl4nkFb\n0zHS6RnGJ1so2nFqcYt18X46lROcywSK3oxcm8SrzzIdqHiyS0ZwGI4Z/MQ9menJCHEDOtWjrG9b\nRViJYuSK/GowyUeNbfxKWspCr5feZAdRtU5XfpIBMUoh1cnYTIR9b/3ovwHzr+nj772O1yZtZFWi\nvdVHFS2kKQfXAF0MsAseQVBD8gQkUUDSRUxBJsAjZteBAF/wCQIBr65QrqoM+lFsX2HCjRD4OgEK\ngeQhCTayalIPZEKeiObXaZREkqECqXANP5DwAo2+QgLbk9CVIlm9zqJkhagYIMaWYpcGiYs6kUQW\nT0pj1l0m8scZNTOUK9PcdNutXH7xBi648NO8MWBy1tI0v3rs22w89Ur6h4bp7DxMOOxw8dJFqI2D\nNI+dhFRcQ717CUfPlrnxi5fzJ7dsw9fHiQRHCBcOY1e6qfgStpem6qs4okuAT0kMURINTFHCrLWR\nrzWRlKYQEIioeRLKJO3+JCHFRJHDSIqMLEUxw0ksI0U2vwDfa2ehNk6zd4AhqZujeZlDEx0cz2do\na4CTsnFifo2CbWMoFUbLGr1WQN3P0+LnaYoJJCMaES2C5J+E5ifRYlV0pUhQO8Z0Ps9gTqavFGfU\nTpDzI8wPz9CkTZLWi0SNADWiIoQMUFuQ3JUIgQi+iuhFScp15oiDhASTsDxNSRxCrETJqzPkvTzT\nNZ+hUpi9Yx2UghCeZ2Dg0yznyUkhmimxWMuhxSVCiQYUuRXFmaZUHWXc9UjrASlPwAufR1ZpJBEe\nIcwEjlNG9BdDXcSV8/iOSdkcQdTqqOU0akjCl05C9kVmnASWLxOTPKJUCIUnqSsHOO718djh5QwV\nm4gFBZpTOZZkR9AlkalaiKgWsLZ1FUV7KT6D5MwJBgrTrOgyCMthBoYt7LPORHx+G6FakZyTwhJU\nhIyOYFVpbrycoQU5nv3Sp/9dgJF/7zv/N9DQkMV5ls2yZY3UjRK2ZBG0pvECB8u0CLelkAWXmlNH\nEH1cz0YUVSQxQBRCSL6I6EuIvogQCPghmZCawEfBrkk4noArS8i+jEQYRUxi1zzMuoBPFb9q4jsG\nFRQqmoXo+6xulpE8A9lxqfkCk/kqM55EIAqYZY1DdoT+Ax5lZ4KwPs2pK/ZzTutqfG+UDskC4IMd\nUT6RdqkkUwBcuGgzSriNgXQMS4e+8vNUghiJ8mFs701iibsZGfkIAh+ge/BHHKqtwyksQ5hchD07\nRTxWJBLJoakzOI6JgIOmm8hyEU10iao9LE4WcGwVP/CpVyKUzSi7ih1UqjFcN0StpuN6GggGqApK\nu0As1stG9XXSLWXE2Dz0cBOnt7VzTmeUcCyHVzlE39QkB/JhLFzmKRLnxhMossykF0dRNCSgVILu\n8kFyjkPaqhLz60QNi1hIJZsR6WyS0ZwEcV1HlmwsEQq2SLnuUisKFKZUJqtFBngVz0/gBgoEAW1B\nhdZIBS1kEYoKGJEYgVfDq8VQlAx2IkFDLMPWxnaalRozfhxZ9kjJJSr1GCpVNO8EnjNKT26GnkqZ\niJFnUVqhU19I4JWxvVmeGdlNvyfTQp1ESESTJMrjbxAIHrYmk1U8YhEB3QbfncQtiJwov4AjCLii\ngSQkmZVMUm6BiOKQSEVpkE7mA3MXEjdkatVOqt4YU1oYV1Bo0SVMbB47PsLc1Az9ps05iSZq/iyV\ngQqRFg9PiXDycDfbEZkKJ1lveExWDRKsxjR6Mcp3cH53G8/+O33w/2jALFsTpjUdYue+aQ4fijNu\nLkaPFQkAJZCxAgNB9JAUEcP10DwRBxUp8JB8AZ93I6cAibIkYaLiuyKqbCFUR8km00hakQALxxcx\nBZUm1SGpmIQ1k4Ss0piu0qhpNLgSiAIDlWFcQNZEmhJVFsideBJoqks5UUIM4Mw1CXw/Qd1sI29l\neGEmh6omSOULrAUeLw3hBFNoeY8PA48M7GFYf5PZbhEt2okw7GHVmqFaoykuUSwG/Ml1M+iST8Tt\n5+rWg3QuzNJuddI4swjBasP3VuIpBkLIQXAhsIx3I0dRwkPA9UWQxXcLjBgiYsJHaSwiiA6CWAfR\nQZAcArGGL9hMcphpbYQDzjjb90vUbbD9CiXlBJamMj+Spzluks5E6ZpjYARtZIQQcVHEcOtk7FHG\nqjWmSwI528er+7SHNLJZncD1sWQJs+bgOSpm3aNkTjNhSxSdGqmgQNKzEDQR0ZBQVYfOpMgqtZkg\nAE9UmJ6eZm1LJ6pWwxYV6vUqM4U6quajSCJ2VSEoaOSqNfZU91Hzc/jEIJAIfAdX0JH9OikqREMC\n0WwjqXQIz2vg9Yk8M5UikuFhaBnaMirnBMsIhz1stYzkeNCQxhZdXC3AcAQ0wWZosp+58UXIVYEO\nOY8vwbgzxYzj0RhOEgqlydQayBImIdsccw+zZ9pmXiQgFkvQoixA820USaBSVSnTg1W2WFQqU2iN\nMVnNMjmlESvUaZM9xlyTuGvQgkRVroEa0JY9yIwjsLc/TrLN/bcd7P+H/qCA2bZtGx//+MdxXZcb\nb7yRz3zmM//imi984Qs8/PDDJJNJHnjgARYvXvz/+lu33Xbb75zkNccN7t5ZIZwIMXepxUmSQ82r\nk/YjGIJOnRpKEEH100iijCjJiEKAIAq4ugSijyQ5CLi4rorjaNiuixvAnp5DLF7WAUIKzRbQbRHN\nVwncPBWhSiHsMOILDBbqmF6ALYXR8UimPHQxwHPrTBd9SrMBTuCRaXbIlRUsr8Jo8RB1SSEu+iyX\nKpy1cCUTw72cPL8LgNP1BiaGe5m3pAmAaxtl5NIoO+ujnN46TvKMC2jsGyCfbqbUsIbhoRiZk2IE\nisLqxX9HT8bj9dYAKe3QIJq0VMtEKxUkp0TFMPBVFdEvURcECAJSpkm8UsEVRQTfx5UkaqqKpev4\nioIvSPhIeGII34sgui4T0cXkvQjhIY309GNsXHwZCatG2qyQCCax3ONMuVOMlKYYGNc4UTKZsQ0q\nvoEdhJGDOElEwiEbOSkSysqEpTCyECGuKoRVmaReww9MTK/MVGBRF10M0UaRVBQhga6AYriI+Lg1\niVpQQXZUbM1kZOY46ZiKNSMRSAJ2UKfGNHgqgReh6sqo9RyqXadZcIimNSrlHDIiWsjAcioIsoim\nJwkLEaKej1ir4YsxlLBKNJhF1CPoWogOOUJZ2c+xnELZDpAcmJsYJywoaJJM0QrI1XT2DQwjz00h\nS0WcIItSK1BTXEohjxgKYkVHkhxq0hRlr8ZQUccyXY7U07Q5IsnELD4i0ZrAjFtlVoMWLc4kEaoj\nPklRo6EhoGDWGS75jJg1TurK0hAzCNQmnIk9HB6TyERURkdnuW+w/Ls7/f+iPyhgbrrpJu65557f\nFPy+6qqrfqsWzJtvvsn27dt56623eO6557j11lv/RTW7/1u33Xbb7zz+QLvJujmzRIXTUArHke0S\nISGG75YZKFaRJRCFCnXbwg9cLE/BcwRsP6DqC9hCgP9Pa3Yp8NCpE9dskmqAWxwnNaNRR8H1RCq+\ny3BNIhMKCGsejY5Hu9wO2RiBoqOKOp4jYU+foOZ6hBQVUVcotzUgBRIdcxrJDSVxxBh2ezO+JOJK\nVWJON55YJJGIUKmOAcswkgFhcRlqygfATXgcmbOM3mIed8MGthx8le1Lk3RO7CYx5XDSyCCzPWch\nBT/gooO38gGnghDUmFEDJjSfUd1m0vBwVYWsKxBzBARRxpNFPCHAEnzGJRsBEVfwkALQPJG0JxNz\nRATePYYeeA4FRcAWYHnVZ44p01YV+clYlYuF3diiSF1RKRhRZkMRbK0ZIbWeFjlLoxDDw8D3ZAJX\nQsJHFeqogYuCQ8ifRrTHwJrBc2p4fpn+ok6tJlG2BAp+QN7zqQcuRuAj+j6BAnYFBFlGk13aaxKm\nZCPUFSrVAEEK09zogxkQiC6i2IDvhzB9kUATENUwsuJilyymx0USGQVFlqhWPLRwGL9WJ6gVcY0q\nU7KPL/mE8xZioJOlTmC5KKUyZbWAFNeISB6yLhIoAWN1lYosgSkhKFXCURdLL1PQp0BRqAbTuHEX\nuWQSt8NE9RqaEWAJNabqVSzPxojEiWgJTK9GzhIojIsECvhaGUEUyeo+vp0ngU88lKU/7zGPOhYV\nAn8cmzSv7hvG9hUGq0uQQl20aHnOnK9hN6SR6kU40f07+93/U38wwBT/qZz5pk2bANiyZQu7d+/+\nrWp2u3fvZuvWraRSKa666iq+9KUv/c7j/FuV5WJ9eV46MksxM8y8uMUCfQrPcjHCNpGGOsMzJZoa\nDZKBjSiIaIGMEmgovoruhhieqrAw1YInBdQUnZouQ2AhuUUG81UEYwIDEASRQJQJNYUJ1Sp4nsPx\n8TyZxAm8afldsEggCR6NWo0xy6VDMzBrMF2MoLg+tdiZ2IWdVCWX7nEBPzUP040zU8syx3MZdRsQ\nX+rGFBT+oTdCtxVwes3gY8APR5oYKRwHc5LDkz/hpfqVFKM7EOTFhIIM1aXtXFQ5H2H7Li7MrMMt\nZtHcDFEpTZQEkXqU6uhBIqm11BwRNwhAcvDx8F0JTZGQrUMksuvwXQmAAA87qOMENmZ+L+HUKgRP\nIyR4SFhYAhSNWaqRHPnSL3gwfgqCaxCINg55YJYI40SOvk5ro0u67hCzbeqygBfIqL5HfsqiNSWi\neB7VABRBxpdlBARkQWaqVGVOJkZDKgJyBMQwCkmEwGd4cobOTBZ8GSEQ8SWVipHAqNWRXYGiphDR\nE9iqQki20OseqgM1yWNgdpA5jVl8S0Gqq8SMCHpjESUUJfChdzrHovYm5ERAUFcw6zq+4+K7HmNO\nH0ta0giEqeNi1spUTJgteFhykalSjnSyBd+1UFwfX1bRAhnLd/BsmaIbRnRKxPQsScVnNhYhHPHJ\njQwhq+0MOzboCkGgEDZFQn4IwaqjUiSWaiThWphehgCfE16RtJDEzeepeHmkSon9uoHrOZSiGZpD\njVTqFnZ1mJY5E8SrKlE3RMHySBUtZDX8O/vj/6o/GGD27NnzW8udpUuX8sYbb/wWYN58802uueaa\n33xvaGigr6/vXxT9/rf0bwFGtAMaxDEuaI7g+0WKVoWQImGbDn0TYQbGqlj5EPlKgrIZxnQUPEHC\nDWQsL8CtDUOkCVGpgWzh2xKyraIGERwTjucy7/6r+yIBEr4fQxKKaIqJaRaY09yAyDQERbzAxfEM\nak4bucIk8egc4uEKyXAR27VoF47RP+4DIqXiCKsME0VSiKeiyHIzljXF4NECtpxjqfUS4elemoUu\n4Essyd3HyDMjANQPwLIld/H2kxWi0V2kEzInhl30M3fyuHcOynMPEjhVLNfFU8BUIK8I2E5AOCxQ\nqQRY9X9+h/67QRKSBIrCb4p2BQF43ru1coLg3XYqkgSxKESiULfejWuqpYB6BdSBV1E1UBWo21Cr\nqZT9GFXRpaR34roaQaDgeh6+X0MUJYJgHEVpRhDeXaIGgYEs64iiiO+JeP4hEBfgE8ZHA1kCTQJf\nAqsPwk1ADUEEQaiDECCKJRBc3Pw4u8rDIGoIsoXogeAJiIGIUziBoScQhTqi4GNrHnbEwfBlBM/D\nzB9j12iAh4argC+JBJ6KJ4A7N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NKyFl7UWcHbuzc3sS4tsgBqwz4+GEaSzunM+W5GmoJSTQpfllJjV2IHP1SI59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\nrGHwCwtAjDHcH1w4jsN7772H2NhYREZGYsmSJUbbj/zt5+eH1NRUREdH4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