{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "
\n", "
\n", "
Noise
\n", "
Lab: Probabilistic Power Spectral Densities
\n", "
\n", "
\n", "
\n", "\n", "\n", "Seismo-Live: http://seismo-live.org\n", "\n", "##### Authors:\n", "* Tobias Megies ([@megies](https://github.com/megies))\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use(\"bmh\")\n", "plt.rcParams['figure.figsize'] = 10, 6" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * read waveform data from file `data/GR.FUR..BHN.D.2015.361` (station `FUR`, [LMU geophysical observatory in Fürstenfeldbruck](https://www.geophysik.uni-muenchen.de/observatory/seismology))\n", " * read corresponding station metadata from file `data/station_FUR.stationxml`\n", " * print info on both waveforms and station metadata" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 Trace(s) in Stream:\n", "GR.FUR..BHN | 2015-12-27T00:00:09.769999Z - 2015-12-28T00:00:11.669999Z | 20.0 Hz, 1728039 samples\n", "Inventory created at 2016-05-03T10:14:19.000000Z\n", "\tCreated by: JANE WEB SERVICE: fdsnws-station | Jane version: 0.0.0-gd6e1\n", "\t\t http://jane/fdsnws/station/1/query?network=GR&station=FUR&starttime...\n", "\tSending institution: Jane (Jane)\n", "\tContains:\n", "\t\tNetworks (1):\n", "\t\t\tGR\n", "\t\tStations (1):\n", "\t\t\tGR.FUR (Fuerstenfeldbruck, Bavaria, GR-Net)\n", "\t\tChannels (2):\n", "\t\t\tGR.FUR..BHN, GR.FUR..HHN\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/lion/miniconda3/envs/seismo_live/lib/python3.7/site-packages/obspy/imaging/maps.py:45: UserWarning: basemap/pyproj with proj4 version >= 5 has a bug that results in inverted map axes. Your maps may be wrong. Please use another version of proj4, or use cartopy.\n", " warnings.warn(msg)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from obspy import read, read_inventory\n", "\n", "st = read(\"data/GR.FUR..BHN.D.2015.361\")\n", "inv = read_inventory(\"data/station_FUR.stationxml\")\n", "\n", "print(st)\n", "print(inv)\n", "inv.plot(projection=\"ortho\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * compute probabilistic power spectral densities using `PPSD` class from obspy.signal, see http://docs.obspy.org/tutorial/code_snippets/probabilistic_power_spectral_density.html (but use the inventory you read from StationXML as metadata)\n", " * plot the processed `PPSD` (`plot()` method attached to `PPSD` object)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/lion/miniconda3/envs/seismo_live/lib/python3.7/site-packages/obspy/signal/spectral_estimation.py:1830: MatplotlibDeprecationWarning: \n", "The set_clim function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use ScalarMappable.set_clim instead.\n", " cb.set_clim(*fig.ppsd.color_limits)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from obspy.signal import PPSD\n", "\n", "tr = st[0]\n", "ppsd = PPSD(stats=tr.stats, metadata=inv)\n", "\n", "ppsd.add(tr)\n", "ppsd.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since longer term stacks would need too much waveform data and take way too long to compute, we prepared one year continuous data preprocessed for a single channel of station `FUR` to play with..\n", "\n", " * load long term pre-computed PPSD from file `PPSD_FUR_HHN.npz` using `PPSD`'s `load_npz()` staticmethod (i.e. it is called directly from the class, not an instance object of the class)\n", " * plot the PPSD (default is full time-range, depending on how much data and spread is in the data, adjust `max_percentage` option of `plot()` option) (might take a couple of minutes..!)\n", " * do a cumulative plot (which is good to judge non-exceedance percentage dB thresholds)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from obspy.signal import PPSD\n", "\n", "ppsd = PPSD.load_npz(\"data/PPSD_FUR_HHN.npz\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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XZtVCOWaM3o45GD9ENDjSLMUJVoL2Ah/FTFqYjBmjeRXYY5O9H5eZj5ia/DM2+nPADhtdQoRZvZgKQj1wE2bG81zMJJNO4HyHnNus0LswcwUSLfpKTIVgrE3mOUzr1jMuK6yUgc2K/4hD7mXM+PSAZ8UDV2Myz/cwrb7QVWCTScAUIOswlaMzrQyzlp4rHaZiXsb/wkyqCb2omVb4bMxSn/lWXlkI3Iep/S6MYOdCS+42TKXmo5gW96dtMim2e76O+cCcDsz04Yd/YlqE51o6K618bJ9lO8EKu9F6LhdbdP5An0MYm2ZiPj5PYZZj2p9Pok3uZ5iW5nsws27vx3SNFttkRnOiAFDMyoXTgdE2mZ9ixiBLrHj+w/L5l33Yav8ovxqibeHnYGZa3+dIx+gI8RZh5hWciWktnoZZjtlFz1Ui+TYbFDOR6XRgQh99nmD5/DoHP2L8lm2twN2Ywut8K0894MjHV2PGn5dgJmHVA6fZZNKtvPcy5l2Zi2k07QTSwthdQu9vx0+Av4TJV6djescO2NKVYpN5CNNbdimmgnE7prfzVJvMzZghzKlWfqoF/ui412cw34LPWGn+KObbdYNbOiyd+4kwKx6zvPOTls8nYnp5O4HlVvj5Vt6900rbFExD4F6sdxozTFKPGVKYhpnzUY3peQ37Xcexusri3QIcstHXYb6r38J892ZgKh27MHMOLsZUfCq84sa8g1WY93EUpjJ7Oab7PvQdvRIzAfkTNr1pmHdkcsQ87/PFGIXpAtmO+fA2Y1obdwIlkR4epntBbQ/oVqwJ9eEysEscYj34NzAfk0pMQXyOQ67XQ7P4E61M8QmLvt66p93+UuD+SHHZZKNZsC+0Hlo0CvZV9F5SoS4ZtxgzHlhv+fQhoNBnXOdZ4VMxS1IqMJm+DFOgLvZp67sxMz1bMS/FV8L4zzMtYeLOwoz91WA+PE8BUx0y94eJ//qBPocwNt0a5n7OvJiM6Wk6gvn4rgEW+IzrVpvMg5ZfWzGz1dcAH/Jpq6udPnynEeLNw1T2D1t55gimK/8Sh9z1YeK/34/9jri+A/y7P/FjJlC9Zj2HUkyDIt0WvhQzM7oZMxz1OC5LazENoscw71sV5t0b72FzKO/bvx17gKtdZEt95Kl0zMTGSsuG1cDZjnjus2xrwxRYt2CrcNrkPm/Z0mKl/cYI/r+fyAX7VcArmMpEkxXvJxwyyzBzeOox8wC2YyrBSVZ4AqbCcpQTy92+AdQ73ps+F+wW7wor3zZhvpmbLN+HGowvAS1ecWMqlCutvKJWPjwH0wtTZfn0bev+9kbWd4Gn/eR3sRQCBAgQYNjCGobZhak8xGLmfcxhzUFYB4xSM7s6gA+IyH2Y3pP5EYX9xfdhTM/Aj1T1IRH5AqbHbzOmgbZSVb/sFUc/7pmJ6Sm6QlWdkwN7ywcFe4AAAd4JEJGLMZuvPBFvW/oDEVkEzFVV39sqv9MgZu+UKzET3DoxSxTvAD6nqr+J4n1ygO9jhoW/gBkzn43ZGyTS/h39ud8c4Ey/zz4o2AMECBAgwLCAiBRhhhTnYnaSAzPmPdYKz7fCSzBd6Neo2bgKEfk6Zri3E7PXw9M+7jcfM3/rJeB72r+9EqKO4HS3AAECBAgwLKCqFap6nqrmY1bELMKM2YdwC/Ccqk7DzNG6Bbr3tP8AZkLbJcCvHSshuiHmgKSfW7Pgr8FMfCsDXhWR98YoaX1CULAHCBAgQIBhB1V9id77MlwOPGD9f4ATS+kux2yu1Kqq+zDj2W7Lq8GsemjBTEQUzJbrv8IsT71GRPxuBBYzRNqgJkCM8cILL2haWlrU4kvsMrv/dnSmkpToutV0WPjR8ZIJF+bku8nZeX7ko4HB7CM3nhcd+CgyHfgoMh1NH9W3TDy6fPnygmjEtXHdz7W9I7MXv6q6k6M1Zv+phMSMrdddd93sCFEVqWo5gKqWy4ljqsfSc8e6QxbPDadiVgW1i8iLIT01a90/Ym0MFlcEBXuckZKSwimnRG1fGnJaPwZAU2se6am1EaR7wo+Ol0y4MCffTc7O8yMfDQxmH7nxvOjAR5HpwEeR6Wj66IWtd++PSkRAe0cmC6bc0Ttgyom/L2y9eyDj227bp4ebgPYHzFG2L2OW393fQ0l11QDsiAqCrvg4o6Mj0o6z/cPhmr5vue1Hx0smXJiT7yZn5/mRjwYGs4/ceF504KPIdOCjyHSsfDSIUCEixWDGyjFr+sG00Mfb5MYRZltoVf0S5vz5NzG7Lf4sdub2D0HBPkyREHGL+v7peMmEC3Py3eTsPD/y0cBg9pEbz4sOfBSZDnwUmY6VjwYRHsOcCIf1+y8b/wMikioikzC7vK0PF4mqvqbmMB2v0zvjhqBgjzOSkmIzGlKY6zyjITo6XjLhwpx8Nzk7z498NDCYfeTG86IDH0WmAx9FpmPlo3hARP6K2SJ7hogcEnMM+B3ARSLyNubI2TsArAL6YcyOqk8BN2vvI58RkVU+7/1cVBLRTwQFe5wRs6746n50D/rQ8ZIJF+bku8nZeX7ko4HB7CM3nhcd+CgyHfgoMh0rH8UDqvpBVS1W1WRVHaeq96pqtaouV9Vp1m+NTf42VZ2iqjNUNdzxz2eKyA0i8nGvC7PfftwQTJ6LMxISYlO3ysssjYmOl0y4MCffTc7O8yMfDQxmH7nxvOjAR5HpwEeR6Vj5aBhhHebQm0iIuO1rLBEU7MMUHV19P/3Sj46XTLgwJ99Nzs7zIx8NDGYfufG86MBHkenAR5HpWPlouEBVz4u3DX4QdMXHGV1dXTGJt76pOCY6XjLhwpx8Nzk7z498NDCYfeTG86IDH0WmAx9FpmPlowAnF0Nur3gRecmnaIuqXhxTYwAR+TzmfPkO4AlV/ZrF97Xv8Jo1a3TmzJlRsyen9UwAWtqySUs53iddPzpeMuHCnHw3OTvPj3w0MJh95MbzogMfRaYDH0Wmo+mjF7be/cby5cujMta8fs196rqOPUb3G+oYii32hcC9Ea77gDNjbYiInI/ZinCuqs4CfmLxfe87HKvJcweqlsREx0smXJiT7yZn5/mRjwYGs4/ceF504KPIdOCjyHSsfDRQtGon+zoaPK8AJzAUx9hfUdUHIgmJyIdOgi2fAe5Q1VYAVQ1tdtC97zCwT0RC+w6vPQk2AZCS1BgTHS+ZcGFOvpucnedHPhoYzD5y43nRgY8i04GPItOx8lGAk4shV7Cr6nKfcjHvhsecxbtMRG7DHArwVessXt/7DtfW1rJ06VISExPp7Ozkqquu4uabb6aiooL09HQSExOpr69n1KhR1NbW0tXVRUFBAZWVlWRmmr2TGxoaKCwspKqqiuqucynM3UZ9cxFVdTPo6EqlvqmYCQVrOVC1hJSkRvKz9nCkdi4js3bT0p5DY0sBEwrWUt9cxIGqJeSkH6Ti2CwKcnbS2FJAU2t+t75IJ7UNJVTVzaAodyt1TeNpacvu1i+rnkdach3V9VMZnbeZmvop1DcX0dKWzYGqJWSllyPSya6yFYwZuYHKYzPp0iSyRxxiV9kKcjIOosCushWMG7WewzXzaOtIp6GlgMPV88jLLO1Tmg5ULSEt5bhrmvIy97CrbAXpqTVkpFW5pulA1RIy0qq605Q14jClFUtp68joDs9KLycpoZXahhLGjNxAU1seu8uXMyZ/A4eOLiIn4yAAdY3jyc0oZXf5chKkg8Lcbd1p6tJEdpWt6JGm1OQ6dpWt6E6T3Y9pKcdJSWpgV9kKCnJ20t6Z1kO/L2kKPSe3NNU3F9HQUtD9nNzSFHpOoTT5yXtpKbWUVc9zfU71zUXUNpT4ynt2n2SkVZGQ0MaushWueS8psYWquhndz6kvafLKe87nFK28F+59auvI6Nb3k/civU/2vFffXERpxdJ+vU/OvDfcISLjgdOAXOAY8KaqHoyvVQZDboz9ZENEngVGuwR9E7gNeB74ImaI4CFgMvBLYK2q/smK415gpar+3RnJiy++qHPnzo2avaEx9l1lK5g+NuJxwj3gR8dLJlyYk+8mZ+f5kY8GBrOP3HhedOCjyHTgo8h0NH0UzTHv1S//TseUfMdTpnTnH2M+xi4iycCnrGsy5hS4eiALmArsA34D/FZV22JpixeGXIs9HKxTepYC21V1e7TiVdULPe75GeAfampH60WkCxhFH/YdTkx0HXofMEZm7Y6JjpdMuDAn303OzvMjHw0MZh+58bzowEeR6cBHkelY+WgY4U1MY+5TwDr77nTWPKpFwIeBjZg5VnHBkCzYRWQs5izcmZhx658AL2FmoOeKyEdV9cGTYMo/gQuAVSIyHUgBjmL2Hf6LiPwUGIPHvsOxWu7W0p4TEx0vmXBhTr6bnJ3nRz4aGMw+cuN50YGPItOBjyLTsfLRMMJ5trlUPWAV8muBtSISleNq+4uhOCseTFdHLfBlzHF7TwM3qmohcDXwjZNkx33AZBHZAjwIfEwNfO07DBCroZDGlr7nKz86XjLhwpx8Nzk7z498NDCYfeTG86IDH0WmAx9FpmPlo+ECt0JdRBJCJ8bZ5OI6yWBIjrGLSDVQrKptIpIO1AEpVpc4IlKnqkOi6hmsY+/NC9axu/OCNdqBjyKFDSYfDccxdjtEJBf4NfB+oF1VM0TkvcAiVf3WybLDDUO1xZ4cmpigqk1AvfasoUh8zOo7gnXsvXnBOnZ3XrBGO/BRpLDB6qOBolWT2N2e63nFAb/BNConAqGJcmuBa+NhjB1DcowdSLI2h5EwdGxmpMUAIrGpg/Sn1u1Hx0smXJiT7yZn5/mRjwYGs4/ceF504KPIdOCjyHSsfDRMsRwYo6rtIqJguuCtidxxxVAt2Csx49shVDto18kNgxGxOt0tJ73vyyn96HjJhAtz8t3k7Dw/8tHAYPaRG8+LDnwUmQ58FJmOlY+GKeowq6DKQwwRmWCn44Uh2RWvqiWqOsnrireNftHZ6TqnbsCoONb3lRZ+dLxkwoU5+W5ydp4f+WhgMPvIjedFBz6KTAc+ikzHykfDFPcAf7d6ixNEZAnwAKaLPq4Yci12EfmeHzlV/a9Y2xINxGode0HOzpjoeMmEC3Py3eTsPD/y0cBg9pEbz4sOfBSZDnwUmY6Vj4YpfojZcfRXQDKm1/h/gbviaRQMzRb7eNs1DbgFM9YxFbOm/BaLPyQQq3Xsg3kJTrDczR9/MCxTCnwUGYGP3pmwljb/TFVnqmqGqp5q0XFfajbkWuyqekPov4g8CHzQvlWriFyFWcs+JBCrPNDUmh8THS+ZcGFOvpucnedHPhoYzD5y43nRgY8i04GPItOx8tFwhIi8CfwJ+KuqHoq3PXYMyXXsIYhIHZDvsq1fTbCOffCurQ3WsQ/u9cd+7B2oTuCj4e+jaK5jf3b177Vz3I89ZZL2/uJkr2O/EvggcCnwBvAX4BFVrTlZNoTDUOyKt2M3cLOD91lgTxxs6ReCdey9ecE6dndesEY78FGksMHqo+EIVX1UVa8BijHj61cCB0XksfhaNgS74h24EXhURL4GlGGORu0AroqrVX1ArNaxp6f2vdLoR8dLJlyYk+8mZ+f5kY8GBrOP3HhedOCjyHTgo8h0rHw0ULRqEvvbijxlZpwkW5xQ1XoR+Qvm6NZkTAs+rhjSBbuqbhSRacBizGEr5ZjjUtvja5l/xGode3/OQ/aj4yUTLszJd5Oz8/zIRwOD2UduPC868FFkOvBRZPqdcI56tCCmVXYB8CFMa30/pjv++jiaBQz9rnhUtV1VV6vqQ6r60lAq1CF269ir6vpef/Wj4yUTLszJd5Oz8/zIRwOD2UduPC868FFkOvBRZDpWPhqmOIxZs34YOFtVz1DVH6tq3Hf5GXIFu4j8t0+578balmggVuvYi3K3xkTHSyZcmJPvJmfn+ZGPBgazj9x4XnTgo8h04KPIdKx8NExxhapOU9Vvq+r2eBtjx5Ar2IEvicgkEZnsdQFfiLehfhCrdex1TeNjouMlEy7MyXeTs/P8yEcDg9lHbjwvOvBRZDrwUWQ6Vj4aLhCREhtZ5VH+xBVDcYw9AzMbPtKss5ZYGyIip2O6YtIwk/Y+q6rrrbCvA58AOoEvqOrTbnHEarlhS1t2THS8ZMKFOflucnaeH/loYCc+E7oAACAASURBVDD7yI3nRQc+ikwHPopMx8pH8YKIfBkzyVqBt4AbgHTgIaAEKAWuUdVan1G+BWRZ/3db8TrLIiXOB5EN6XXs8YaI/Bu4U1WfFJFLga+p6nkiMhP4K7AIM6nvWWC6fb19CME69t68YB27Oy9Yox34KFLYYPJRNNexP/HSH3V/0X2eMjMOfavH/URkLPAyMFNVm0XkYWAlMBOz18kdInILkKeq/xkNOwcLhmJX/GCCAqEqbg5mEgXA5cCDqtqqqvswNbtFbhEE69h784J17O68YI124KNIYYPVR3FEEjBCRJIwLfXDmO/zA1b4A8AV/YlYRH4ehv+z/sQXTQzFrvjBhC8BT4vITzCVpLMs/ljgVZvcIYvXC7W1tSxdupTExEQ6Ozu56qqruPnmm6moqCA9PZ3ExETq6+sZNWoUtbW1dHV1UVBQQGVlJZmZmQA0NDRQWFhIVVUV1V3nUpi7jfrmYqrqZtDRlUp9UzETCtZyoGoJKUmN5Gft4UjtXEZm7aalPYfGlgImFKylvrmYA1VLyEk/SMWxWRTk7KSxpYCm1vxu/db2LGobSqiqm0FR7lbqmsbT0pbdrV9WPY+05Dqq66cyOm8zNfVTqG8upqUtmwNVS8hKL6ezK4ldZSsYM3IDlcdm0qVJJCc2satsBTkZB+noSmFX2QrGjVrP4Zp5NLaOoqGlgMPV88jLLO1Tmg5ULSEt5bhrmlKSGthVtoL01Boy0qpc03SgagkZaVXdaUpIaKe0YiltHRnd4Vnp5SQltFLbUMKYkRtobB3F7vLljMnfwKGji8jJMJNk6xrHk5zYxO7y5SRIB4W527rT1N6Zxq6yFT3SlJDQzq6yFd1psvsxLeU4Ip3sKltBQc5OWtuzeuj3JU2h5+SWpvrmYhpaCrqfk1uaQs8plCY/eU81gbLqea7Pqb65mNqGEl95z+6TjLQqVBPYVbbCNe+1d6ZRVTej+zn1JU1eec/5nKKV98K9T20dGd36fvJepPfJnvfqm4sprVjar/fJmfdOBl5+6DBrHjbtqZ98p2aUPUxVy6xv8wGgGfi3qv5bRIpUtdySKR/A+enX4z6X6zpM2RA3BF3xESAizwKjXYK+iTl85kVV/buIXAPcpKoXisivMOvp/2TFcS+w0r6nfQgvv/yyzpoVvaMSQ13x1cenMDK7bxvw+dHxkgkX5uS7ydl5fuSjgcHsIzeeFx34KDId+CgyHU0fRbMr/h8vPqiv5P7DU+ZdRz/l7IrPA/4OXIvZPOYR4G/AL1U11yZXq6p5fm0RkY9bf38JfM4RPBm4WlXjum4w6IqPAFW9UFVnu1z/Aj4GhHLbI5zobj+EOX0uhHGc6KbvgVitY6+unxoTHS+ZcGFOvpucnedHPhoYzD5y43nRgY8i04GPItOx8lGccCGwT1WrrP1N/oHpVa0QkWIA67eyj/FeZ10ptv/XAR8BpmDKhbhiyHXFi8hLPkVbVPXimBpjCutzgVWYHYjetviPAX8RkZ9iJs9NA9a7RRCrdeyj8zbHRMdLJlyYk+8mZ+f5kY8GBrOP3HhedOCjyHTgo8h0rHwUJxwAFotIOqYrfjnwOtCIKXzvsH7/1ZdIVfV8ABH5vqp+K6oWRwlDscW+ELg3wnUfcOZJsOWTwP9Yx/f9ALgJQFW3Ag8D24CngJvdZsRD7FrsNfVTYqLjJRMuzMl3k7Pz/MhHA4PZR248LzrwUWQ68FFkOlY+igdUdR2m630DZplaAvBbTIF+kYi8DVxk0f2Jv7tQF4OE0DVg4weIIddiB15R1QciCYnIh2JtiKq+DMwPE3YbcFusbQiHto6MmOh4yYQLc/Ld5Ow8P/LRwGD2kRvPiw58FJkOfBSZjpWP4gVV/Q7wHQe7FdN6HxBEZAzwK+AcINcRHKxjfycjWMfemxesY3fnBWu0Ax9FChtMPor35LlYQ0QeB5qA24EXMQX8rZiJ0r87WXa4Ie5dBtGAiFxh+z8ynrb0FcE69t68YB27Oy9Yox34KFLYYPXRMMVZwMdVdROgqvomZrfR/xdfs4ZJwQ68S0R+Yf0vEpFBOaHBDbE6tjUrvTwmOl4y4cKcfDc5O8+PfDQwmH3kxvOiAx9FpgMfRaZj5aNhik7MVuIAx0SkADMxz3XPkpOJoTjG7oYEYLuI3KWqXxSRXwPfj7dR8URSQmtMdLxkwoU5+W5ydp4f+WhgMPvIjedFBz6KTAc+ikzHykcDRVtXIgea8uNthhPrgEuBR4GnMfvPN2Nm3scVw6XFPkZVf41Zn/h94Ll4G+QXsTrdrbahJCY6XjLhwpx8Nzk7z498NDCYfeTG86IDH0WmAx9FpmPlo2GK6zBj62B2mnsB2ALEfOJ2JAyXFvutAKr6A+tUtTnxNcc/kpJi8wjGjNwQEx0vmXBhTr6bnJ3nRz4aGMw+cuN50YGPItOBjyLTsfLRcISqHrP9bwb+O47m9MCQbbGLyMLQf1V9zfb/duDuuBjVD8Rq8lzlsb7PtPej4yUTLszJd5Oz80L/W9sS+N6vFvLnx2axafsomluiu4JkMPvIjedF9yctfhD4KDICH71zICLf83PF286h3GK/TkTeVNU2Z4Cqro6HQYMJXdr3R+tHx0smXJiT7yZn54X+v70/l/LKTMorYdPWOSQkdFEytp5Tp9Rw6pQaSsbWk5jY/+Wag9lHbjwvuj9p8YPAR5ER+OgdhfGRReKPofwUPwR8XETWY8Y2XgDWqWq7iJylqq/E1zx/iFlXfH4/ugd96HjJhAtz8t3k7LzQ/1Mn1/IfN77B5p1j2L1/BPsOZbP3YA57D+bwxKpJpKV2MGNSrVXQ11KQ34xIxCT4SstAdKLhIzeeF92ftPhB4KPICHz0zoGq3hBvG/xgyHbFYyYrTAB+B1wM/AmoFZF/M4RmxMeqK/7QUdfj3wes4yUTLszJd5Oz80L/ExOVyeOPM/PUiXz1Exv5yX++zKc/uJlzFx2icGQTLa1JvLmjgAefmMF3fr6Yb9+1mD8/Np0N2wpobI5cYRrMPnLjedH9SYsfBD6KjMBH70yIyORwV7xtG7It9tCRqMBfRSRFVR8QkbGY3X9ujqNpfUKs1rGHzpaOto6XTLgwJ99Nzs4LJz8irZPTTqnmtFOqAag+lsr2Pfns2JPHjr35VNeO4OU3xvLyG2MRUSaOOdFtP2nccZKS1DXevuBk+ciN50X3Jy1+EPgoMgIfvWOxG1DA3k8Y+sjEdUvZIVuwi8iHVPUvFqkAqlqGKehjs4YswKDCyNxWls4vZ+n8crq64GB5Ftusgn7PwRxKy7IpLcvmyZdKSE3pYHrJse5u+6JRTfE2P0CAAEMYqtqjVSYiozH70sd9jtdQ7or/rIhcLiKZzgBVfSgeBvUHsVrHXtfY9zkefnS8ZMKFOflucnaeH3knEhJg4th63nXOfr58wyZ+8p8vc/OH3+T8xQcpLmiktS2Jt3aN4uEnp/PdX57JN+9cwiMri3l9SyENjckR4++LLdHwkRvPi+7P8/aDWOWjYw3jOFyZzr9fHs9Pf38637xzMY8/X0JTc1LgIx8yQ81HA0V7ZyLljdmeV7yhqkcwQ8S3x9uWIdtiBxqAj2PG2KtFZAqwBngVuNLPCXCDAbGaPDdulOvx7wPW8ZIJF+bku8nZeX7kIyEttZPZ02uYPb0GgNq6VHbszTMt+r151NalUVvXxdadsxBRls4/zAffsyvi5LuT5SM3nhfdHx/5QTTzUXt7Ajv25rHl7ZG8tauR2rqeJyuvfHESq9aP49xFpUwYlUhaas8jjd8JPvIrM9Ty0TsIM4D0eBsxlFvs31HVy4HRmB2AGoEvAweBu6J5IxG5WkS2ikiXiCxwhH1dRHaLyE4RWWHjzxeRt6ywn4u4Fxmxmjx3uGZeTHS8ZMKFOflucnaeH/m+Ii+nlSVnHOET79/GD7+6hm98+jWWnSnMmFxDQoKy+vWxPPdK5NbKyfKRG8+LjoaP/NrVV532DmHVurF8+67F/Povc3nptbHU1qWQldHG4tPLufHqLXzxY5uYVlJLU3MyT744hm/ftZhnXxlPW3tC2HjdeEPVR32VGWr5aDhCRFaLyEu263XMNrM/jbdtQ7bFrqrrrN8uzN68rwM/EpFk4I4o324LcBXwv3amiMwEPgDMAsYAz4rIdFXtxGyScxOmB2ElcAnwZJTtCosE6XuFwY+Ol0y4MCffTc7O8yM/ECQkwPjiBhZLJ5NHv8mm7aP43wfn8I9npjCuuJ5TJh8Lr3uSfOTG86Kj7aOBxBvS6ewU1m4czZMvlVBTlwZAcWED82ZWkTdyIktmr8E+d3TGpFp27svj4adOo7wihb8/PZVnXxnPJcv2c/b8w8PSR/2VGWr5aJjiHgfdCLypqm/Hwxg7hmzBHg7WOvY/RZbsU5zbAVwa3ZcDD6pqK7BPRHYDi0SkFMhW1bWW3h+AK3Ap2GPVFV+Yuy0mOl4y4cKcfDc5O8+PfDQQivf0U49yybJSnlpdwr2PzOLrn3qd/Fz3wzBOlo/ceF50rH3UF4zM3sbaTaNZuaqEo7UjAFOgX3b+Pk475SgJCdDQ0ohzQYgInDK5li/fsJX9Bzt57PnJHCzP4qGV03lmzQQuOKuciQXSY1Oioeqjd1o+Go4YzMO9Q7JgF5EZQL2qHnYLV9WNJ8mUsZgWeQiHLF679d/J74XKykpuuukmEhMT6ezs5KqrruLmm2+moqKC9PR0EhMTqa+vZ9SoUdTW1tLV1UVBQQGVlZVkZpp5gw0NDRQWFlJVVUV117kU5m7jrdKrmVr8HB1dqdQ3FTOhYC0HqpaQktRIftYejtTOZWTWblrac2hsKWBCwVreKr2asSM3kpN+kIpjsyjI2UljSwFNrfnd+sebxjCl+AWq6mZQlLuVuqbxtLRld+tPKHiVtOQ6quunMjpvMzX1UyivncsZk//EgaolZKWXc6R2Nhmp1YwZuYHKYzPp0iRa2zJJTmohJ+Mgh6vnkZFWxbhR6zlcM4/q41OYNfFRDlfPIy+ztE9pOlC1hLSU465p6uhMJSmxlfTUGpYuqmL7PmH/oRR+8efFXP2eVCYXv8qBqiVkpFV1p6m1PZOsERW0dWR0x5+VXk5SQiu1DSWMGbmBrfuvZGT2Hsbkb+DQ0UXdS4jqGsfT3pFGakoDCdJBYe627jQdrDqTzBEVPdJU31xEanJDd5oOVC3u9mNaynGONY4jLfk4BTk72VN+Ptnph7v101NryEircn1OzjSFnpNbmnaXL2dOySPdz8ktTaHnJHRQXl7G489P4Xi92RAyLwfec/5e8kfNIC0llYYW85yaWvMoyNnl+py2HXwvp4xbyXXvEzbvTOL1TfUcqRrB354cy8uvFXDpRRlMH7+NuqbxlFWf0e0Tk97ppKfWuua9huYixhes635OftLkfE5uec/5nPqa98I9p3DvU1tHRre+n7wX6X2y5723Sq+mOG9zv94nZ94b7hCRJOCDwBlAj0ncqnpTXIyyIKr935IzXhCRLOAaYBywA3jUbWvZPsb5LGa83olvquq/LJlVwFdV9XWL/hWwNrSmXkTuxXS7HwBuV9ULLf4y4Guqepkz8tWrV+vs2bMHYnoP5LSaCUlVdTMoyNnZJ10/Ol4y4cKcfDc5O8+PfDTgjLexKYnbf7uA6toRnHXGYT5y+c5ek+lOlo/ceF70yfKRG1Rh0/ZR/N8Lkzhcab5vo/KaufS8UhbNqXDd9rcvPurqgje2FvL3p2dQV5/E6adW8qkPbHWVHaw+6o/OUM9HL2y9+43ly5cviCwZGX989h/62x5tqN64VVZE7X5+ICIPYg4cexJzXGs3VPXbJ8sONwzJFruq1gP3AojIdODLVu3pGVXt17TOUCHcRxyi597B44DDFn+cC/+koaMrNSY6XjLhwpx8Nzk7z498NOCMNyO9g09du4Uf3zOPVzaOoWRsPcsWHvbU8ROvn7BIPolEnywf2aEKW3aN5PEXJnGwPAuAvJwWzl7QwSVnv+65j39ffJSQAAvnVJKVM4ZfPZDNpu2FHDpSyrjRjYPeRwPRGU75aJjiEmC8VR4NKgzlWfEAqOouVf0h8AMgT0S+IyKftzYLiDUeAz4gIqkiMgmYBqxX1XKgXkQWW7PhPwr8yy2CWK1jr28qjomOl0y4MCffTc7O8yMfDbjFO764gQ+/17RYHnpyGnsPZkfU8RNvpLBIPolEn0wfqcK23Xn86J55/PovczlYnkVOVivXXrqL737hVaZNyY94OE9/fJSQWMSy+aaitfLFElfZweKjaOgMp3w0UHR0JVDdkO55xQHbgPx43DgShmRXfCSISA6mq74Y2Kyq/xxgfFcCvwAKgGPAJlVdYYV9E7OevgP4kqo+afEXAPcDIzBdNZ9XF2evWbNGZ86M3lGJoa74lrZs0lKO90nXj46XTLgwJ99Nzs7zIx8NeMX78MqpvLBuPDlZrXzj06+Rndnu25Zo+MiN50WfLB/tKs3l8ecnsXt/LgBZGW2sWLqfZQsPk5Lc5duW/vqopaWFb9+1mI6ORL75mfWMyk8cdD6Kls5Qz0fR7Ir//b//qT9u2uQp84usZSe7K34yZqXUv4EKe5iq/uFk2eGGId9id4Oq1qnq71T1e8DmKMT3qKqOU9VUVS0KFepW2G2qOkVVZ4QKdYv/uqrOtsI+51aoQ+zWsR+oWhITHS+ZcGFOvpucnedHPhrwivd9K/YwdeIx6upTuefh2XR2im9bouEjN54XHWsf7T2Yzc8eOI07f38Gu/fnkjGinSsu3MN/f2kty8861F2o+7Wlvz7KzW7r0WofTD6Kts5wykfDFNcDy4BrgU/arhvjaBMwRMfY+wJV3RtvG+KBlKTGmOh4yYQLc/Ld5Ow8P/LRgFe8iYnKjVdv5fb/XcDb+3P5x7+ncPW7dp80H7nxvOhY+ai6polfvjCXrW+PBCAttYMLzzrIBYsPMiKt01Un1j66eOkBVr8xho3bCjl9dmOP9Sbx8NFgftfcePHw0TDFF4EzQsuhBxOGfMEuIucBI+yt5aGExMTYHAKUn7UnJjpeMuHCnHw3OTvPj3w0ECnenKw2brp2Cz/9/Rk8/+p4Jo49zilTT46P3HhedLR9dOhIBv/3wiTe3JEEjCQ1pYPzFx/iwrMOkjHCu5cp1vkoN7uNpfPLWbVuHK+/2cyiWeF1Y+mjgcR7st41N148fDRMUYFZATXoMOS64kXkf0TkORG5T0R+D3wb+Fa87eovOjvdWz0DxZHauTHR8ZIJF+bku8nZeX7kowE/8U4ef5xr3mU2kvrTY6fw1u7ISxOj4SM3nhcdLR+VV6bzu4dncdvdi3hzRwFJiXDR2Qf4/pde5fLl+yIW6n5tGaiPVizdT1JSJ2/tzKasIiOsbix85GVXNHWGcj4aLBCRXBH5m4jsEJHtIrJERPJF5BkRedv6zetn9HcCf7YmSQfnsQ8Eqvr/LMeVAOuB5cBbcTVqAIhVi31k1u6Y6HjJhAtz8t3k7Dw/8tGA33iXLThMaVk2azcW88SzLZw+NYmM9PAFXDR85Mbzogfqo8rqETyxqoTX3ipCVUhK6mTZgsMsOl0oKe5bK+5k5CN7q33lqhI+ee1WV91o+igcBvO75saLh4/iiLuAp1T1/SKSgjmg5RvAc6p6h4jcAtwC/Gc/4v6V9fteB18JzmPvO6xx870ishhIG8rj6LFa7tbSnhMTHS+ZcGFOvpucnedHfl9Hg6eddkxK6nWyb9h43SACH3z3LsoqMjhwOJv7/j6Tmz+8udeWqH7i9esjN54X3Z/nDVBdm8YTL5aw7s0iuroSSEzs4ux5h7lk2X7yclopq+77oSAnKx+tWLqf1a+PZcO2QsoqShlb1BgTH0XCYH7X3Hjx8FE8ICLZwDmYSW5Ym5i1icjlwHmW2APAKvpRsDvPYx9MGJIFewiq+ipE2I5okCNWyw0bWwpiouMlEy7MyXeTs/PCyfelMLcjnF5VUw5tOT3DwlUCkpO7+NS1W/j+3WexbfdIfv7H0zhnwWHmzDhKclLPZxgNH7nxvOi+Pu/aulSefGkiazYU09WVQEJCF2edcZhLz93PyLyWfsfrVycaPsrNbmPOKYls2trFyhdL+OQ1W6PqI78YzD5y48XDR3HCZKAK+L2InAa8gZnwVmTtNYKqlotIYRxtjAmGxTp2EfkKcCrmwS3GbANbFl+r/CFYx96bZ/+/r6OB9vYckpPr+pQWP/Abr72wf2vXWH738BTa201PW0Z6GwvnVHLWGeWML27oZb8T8V5/XFefwtOrJ7D6jTF0dCQioiycU8G7zyulcGRzL/nBnI8AjhwdyW13z6KjI5FvfXY9I/PCr2sP1rFHpgfrOvZ7n3xMv1/d+4Ca+ufXU7/KbDb6px/euf/qq68uCYVZe4m8CpytqutE5C7gOGZPkVybXK2q9nmcXURWY7rde0FVz+lrfNHEoO1K6CO2A1/FjJ18E7g6vub4R7COvTdvc8V89nU0dLe0jx2NzTviN96QLfs6GmgeMZ1Pff5ZLrh4C2OLGmhsSmHVunH84DcLue3uBTy/dhw7Dy4OG1e81h/XNybz96en8O27FvPCuvF0dCQyf1YF3755PTe8b7troe4n3v7qRGuN9vHWBSydVw5EXtcerGOPTA+1dexZFyxizPc+x5jvfY78/PyjjuBDwKHQEd/A34B5QIWIFANYv5X9vP09mK3NQ9cTmPNGnu1nfFHDkO6Kt2EKcC5mr/gyERkyY+4uR8FGBf2pdfvR8ZIJF+bku8mlpRzvLsiTHK1oJx0t9CfepOQ60jPaWHDmPuYv2kfFkRwObJ7Ma28VcehIFo88lUVCQhtzZ8xiyRlHmDW1psf2qn595MbzosPF29icxLNrxvPCunG0tpnX/bRTqnjP+fsYNzrymuXBnI9CvBXL9vPyG2PYsLWQmTPqmT7WXScWrfX+xnuyfeSXjpWP4gFVPSIiB0VkhqruxEy03mZdHwPusH5dt/v2EX+vY1tF5O/A74Hv9dvwKGC4FOwPAFcCT1onrr0ZZ3t8IyHcDKwBIif9YEx0vGTChTn5bnI56Qepsf6npZf2CHPS0UJ/4rXriMDo4jqWjH+bq1bs5q2do1i7sZitu/PZtL2QTdsLyc5sZdHcCs46o5ziwibfPnLjedHOsOaWRJ5/dTzPrR1Hc0syALOnVfOeC/YycYz/uQqDOR+FeDkZbSxdcJhV68bxp3+k8vK6+SycU8H82ZWePooWhoKP/NKx8lEc8XnMkrQUYC9wA6an+mER+QRmHXo0e3jLgLivGRwWBbt1us4fAETkfsDZJTNoEat17BXHZpGTcSiyYB91vGTChTn5djrUSq+qmUZB8Q4AGupOY0T6iX0fnHS00J943XRCacibUc/Ns6rYsOtiqip2sHbTaCqOZvDsKxN49pUJlIw9zuRJebx76RHSHevB3Xzn5TcnHfrf0prIi+vH8syaCTQ2mwL9lMk1XHbBPiaP73tr7GTkI+fkxqqaaRSk7uilU1UzjUVhfHTlhXvo7BRefXMspWXZlJZl87enpzJ+TALnLerg9FOq+pUWPxjM75obz08+Gi5Q1U2A2zj/8oHGLSIfd7DSgasYBBO6h2TBLiIzgHpV7XUUqqq+FgeT+o1YrWPvz5nKfnS8ZMKFOfntmRt7fcwzsre6/nejo4X+xBtJZ19HA6lFm5g+eS8XLz3AvkPZrN04mte3FFkFTicvvXoWp59ylCVnlHPK5FoSEtx95+R50bnpu3j2lfE8/fIEGhpTAJg68RiXXbCP6SXH+pzOcPeMlo5bHgDY3Z5LV/oB6tq75zYxNdnYn5G9tYfOpKTM7nulpHTxoct2sXxpOwfLGnltcyFbd4/kQJnyh0dP5a9J05kxuZameaOYNa2610qGgWAwv2tuPC86FufVD2Nc56AbgVcwG9fEFUOyYMecbX6NiIwDdgCPWmsUhxxitY69saWAvMzSqOt4yYQLa2wp4Fjalm66rWUO6Rk9p0G0tRR18+z/3ej+YretsADoapxEQkpNGOkTCBUsfm0JyYiYnesmjz/O1ZfsZtOOAl5YN539ZYm8vqWI17cUkZfdwpmnH2HSxALyppb2iMfpTzc6M20/a94YwxMvTqCh0QzrlIyr470X7OOUybUMdApHtPNRqGA+1Himq+/3tBWR0TSFxqSWXmFdjZOY7vC9817tnaNYMHsfC2ZX0tiUxHPrF7J7XzNvl+axZVcGW3bNYURaO/NmVrFwbgXTJh4Lux+BXwy2d83J95OPQnR/0vJOhaqeH28bwmFIFuxW1/u9ACIyHfiyiCRhJs+tj6txfUSslhs2tfb9mGA/Ol4y4cKaWvNJttHtbaN6ydh59v+723PpbBnHUUehHA1ouz8f2SsEbrbYC344YX+P1mVKJovmVpA78nRGZqzi1U3FrN00muraETz1UomJZ+IZLDm9nHmzqkhL7ezlTzvd2Sm8uimHDZsXU1uXBsD44nouu2Afs6dVD7hAd7tnf3Xsfgj5sqZlPHVtpst3r2PtdElzMaUpvScq57SM7xVvVXMm7R0N3UsS7ffOSO/glGnZvPe8tdTUpfLUmmXs23+MQ0eyWLNhDGs2jCE3u4UFsytZNLeCcaMb+uW3wfauReJ50f1JyzsVIvJRzBHem22804C5qvrH+Fk2TNaxA4iZXn4xZh17DfCIqh6JUtxXA7di1sovUtXXLf5FmJmVKUAb8B+q+rwVNp8T57GvBL74TjyP3W0dutv68fb2HPZjvqrano0km3j2tBWR2JFBp49Tp6akVLjy97QVufJD8ToLFicmp1X10gl3v6nJxzzXxxd3jen2UVcX7D6Qy9qNo9mwtZA2a218akoHZ8ysYv7s48yaeri7sGlpyyY5sZ71m4t44sUSqmtHADCmsIEVyypYOOdA1Ar0EPqbj8oTToySPd04o/t/yNdVDcU0J7S66o/opF5ANgAAIABJREFUSu0RNiHdtOxTOkdwbt6JkTa7r0MFu5812uWV6ax/q4jX3irq9iHA6FGNLJxTwcK5FRTk9+4x8ErvYHjXwvGH8zp2O+4pXniyz2PfD5yuqrU2Xj6wUVUnniw73DAkW+xusArNp4GnRSQH01VfDGxW1X8OMPotmEkR/+vgHwUuU9XDIjLbun9osc3dwE2YiRQrgUuAXifQxXId+/SxT0ddx0smXNixo+dQUPy4Kx1qwXVWXkRprqn45lQvoW7kWsAUBCV1p1GaE3mhQ6QCuoetTfmc1jSdN9N3+ZINwa6zN93cz17wg0lLYuEzvVry0NNHCQkwveQY00uOMf/0CRyv3cwrG4vZcyCXVzcV8+qmYkblTWDJ6eUsOq2CVzYv4o0366msTgcgPxeuvGgr82ZWsrt8BSLRn2DYl3zUPRGy4nw2ZGd18+3PJeTLycensyZ5v2s8Z7dP7BEWKtjHNExnT8aJNE5NPtadl0L3bq9a0cNeu/2h/8WFTVy+fB/vvWAf+w5l89rmIl7fWsiRoxk8/sJkHn9hMiXj6lhkzazPzmz3TPdgetfc+E6eF92ftJwUdAlaH6G4Kj45ptiQjdnwxo46IPrdi33EsCnY7VDVOuB3ANE4aSd03q5zzbmqbrSRW4E0EUkF8oFsVV1r6f0BuAKXgj1W69jTUyOPHfdHx0smFOacFJWc0nORQm1iU/fkqFBrOiOhs7sASG5NZ0/NiVZecqf2KFz7i/LG7B70yA7txatuSO+lNzKzyVOnh235Ji2Njl6CUCHfmHS42z/2He1ys2qZPekIZ807QmX1CNZuHM2ajRM4Wjuiu7CBTiCdgvwm3n1eKcXFE5hQaLqs+/O8/cBPvKH0hCppXYlNroU5wJaK0QCkShfVrcbXzQ1p3eEjMlsos8JCfg/pJ3cq9s743e25dFl5KeRfp7122hlmnwPx/kt2s2NvHq+9VcSm7aMoPZRD6aEc/vb0VD74nl0snV8eNv3xfNf88L184qRjlY+GKbYB7wMetvGuxGyYFlcMy4LdjpN4QMz7MF0wrSIyFrPrUQiHONGS74GamhqWLl1KYmIinZ2dXHXVVdx8881UVFSQnp5OYmIi9fX1jBo1itraWrq6uigoKKCyspLMTFMwNDQ0UFhYSFVVFdVd51KYu42a+smkJh+noyuV+qZiJhSs5UDVElKSGsnP2sOR2rmMzNpNS3sOjS0FTChYS039ZLo0iZz0g1Qcm0VBzk4aWwpoas3v1ldNoLahhKq6GRTlbqWuaTwtbdnd+iKdNCYcoalhBlm5G2hqmE5L83gysrdx7Og5pI4oQztH0Fl5EQk5m8g6Nh/RRNqTaympO436lGraulI4rWk6u1MPMql1LCO6UqnqrGVS61iqkmpJ0kTyOrPZlbaf6S0TaZU2jiRXM7GtmCPJ1aR3pZLdmdkd3pTQQnVSHZPbJ1CaWEte1whyNI2KhHrObp9InbRQm9BMSWceb9DIOEknW1JY11XFmQkFNHfW0UAbE7pyOSbNzOsYwwhNprxrF9NbJlKbeJwO6aSgI4+kzEqSW4rI7shA81+m69gCZMQh6hMbaWmaSOqIQxyteBciHRTk7+Zw9TzyMktpactmV9kKJhSs5VjLEk6b08gZcxvYuS+ft/fUsX13OiNGJHLpuXspKp5GRtpkRDrYVbbCek6juvUPVC0hPbWGjLQq1+d0oGoJGWlVpCXXUV0/ldF5m6mpn0JbR0Z3eFZ6OUkJrdTUTyY3s5TKYzPp0iTG5G/g0NFF5GSY9c51jePR3FUcP7aIzq5kErK209U0ibyk4yRqEpnteVQlVnY/p6MIcxLyaNB2Tpd8CiSNVXKcs1PzOd7VTgV1TJJMjmoLJR1Z5Ghat59FhZTmMYxomkhTxh46G0rQ5vFI5ttUHV1GSloFuV0p7Cpb0Z2m401jGZW9kwNVS0iQDqrqZlDbUMKYkRt6pWlUwUHedQEsnD+CYzVvs+aNEvYdTOChldPJzptD8cj9ru9TUmIzu8pW9HqfDlQtIS3luOv7lJN+iF1lKzyfU+h9cntOIf3Qcwqlqa5xHC3t2T2eU2t7JrvKVjBu1HoO18yjtS2b3MxS17xXUz+Zjs7UsN8IrzQ58947AP8JrBSRa4E9wFTMMrpL42oVQ3CMXUTmYbaP3Qfchikwr1HV2wYY77OY7QCd+Kaq/suSWQV8NTTGbtOdBTwGXKyqe0RkIXC7ql5ohS8Dvqaqlzkjf/HFF3Xu3OjtZxAaY99VtqLPXWp+dOwyvdYfl1/Wo8vdzq8btbqbPlp+RY+udoCSutN4KdkUFpOPzenRFevsmu0r3FrhABcljOGZrp4rJu2tRze8Nzu/l469RV+ccby7uz7UhQxwUbZZFZBzdFm3j+wtdjff23mq8PbhnjL28P48bz/wE+8zzaZ98Mxxc1a9/VnCiVY6nPDvu2Q0K4/33m5Csjp4V1ohT7ZUMiLTjHOH/Ht2+0Q6xrzYLXtR9pZewx7tFe+Lqo/ueuA0duzN59pLd3Heme7HT5yMd81vWKR8FImOZj6K6hj7E4/rfx/wXop37/QzTuoYO4CIjAc+DIwHDgJ/VtW47/IzFFvs7wY+BYzDnNTzS8x2sgMq2EOFcF9hLbl7FPioqoYOrj5k2RfCOMwSvV6I1Tr2oty+r9H2o1OUuzXsaWmZLuPgu9tz0Yy97LV1TW/u7KTG1tUO0CDHu7u4a1sbu7tpAd6gJw3uBXCoIHAiXGG9MbGJ5s60yGN3NmxoaaWp3RTIkmXmR1Q7ZLq6GqhwdNc/gyn0LszYa1ujfWIM3s33dp5Ibxk73Z/n7Qfh4rXngT1t5lmGuswb5LhrYQ50+3pbRyNJLS7rzBpS2JbWTGJLCs3WmGnIv2/QSJ6tW39PWhHJaUdobyvqLtg7sl7rMdQxUB8tnX+YHXvzWbOhmHMXlblOTozlu9bXsEj5KBIdq3w0XGEV4nfE2w4nhmLBvgU41VrWtl1ELiNOkxVEJBez8f/X9f+z995xkmRXne/3pveZ5W2baj/TTtMzbTRWqzEthISkgREaFgQrdiXYESBAqxUCdvUwi0A8ibcs8JaHk+EBAiTkRhrZntEY9diead9d3dWmunxVZqX3d/+IiMzIzMiorOqsrsqe+n0+8am4555748aJqDxx7z1Gymc0upoKMKbmiz8KvBf4U6M+lsuPfT65btERpKrbGCnwcKybNoOoYADp5EbcnisV7mEXsj344rdy0Vneo7QlehmvChDSne9lNq1Yku/LBhnOluXS46gsA4bKOIWxAq+nuNd5fVxJ5LHFG3dkHgp5GI8rxlR59d9Hf91ZYIto55Q0fq5T1j7iVuWDQG9cd0EnV20mX/08zMpLed6NoF6/ekv3I+pHmqbMD4pOkuPljywj+Q65XEzGakNP5PyS9S4Xo+lM6blp8u1xBKlu4cz0knNNld65DvUdNBr/UmS0Z8cMXk+W0Qk/V8Z9huF4m/G/tlieenVG9NXwHt0sEEJ8CvgjM48rIUQvygrtr924kVWiFRX7ceDtwPMAUsqvqj7sywYhxLtQFHMX8HUhxDEp5WHggyj7Kr8thPhtlf0hKeUU8IuU3d2+gYHhnDr+ZRlzOhtYmMmgzUI5z/O5oCF9OBeikOlhtsrH+2K6i43pbq4Uyu5Lm6SjdK4tk1stXlJxhScgnBXKOBBw1ihnQ2Ucd9TSTNDmsmOLW7DHGjdgDAVsOn5LzXWTPhvugI9kNG1opXtV9PKqThYa9hnItfoZmpWX8rwbgb5fbckdKi3dNYWeHFc+SNwBH7Z4WQXr5WuPKX9DQ7bSeSWETsaKfAuqgX3AYue4biXkokd5ty45u0quh9Xv5/XKyG6THNwzyfd+uI5nXupnQ3+tF8VS/9euh6denRF9NbxHNxHOAs8LIU4DT6rlGOAHtgFvArYDv7dSA4QW3GO/2bBa/NgbzXuu56mO5Kb5n+v9xo/MbcdddHIx5SzRopPdRGWlm19A2JhXh9uethPNl2PoB2xWovnCohTwQrDHwO+wEssuHKvfESv/jzg7bKU2OX8tb84vS+PN+8qzdo+aq32DN09cKEqvz1t+Pu/rOFby3ddm8nqfd7hx/sd6nEtZS8/7L2bvLtGPTm8snY9OKMvj1nHlAydgs5K/Ur53vfw0+F1WYula2Wf9ovRcNPmm+hS+oMVGrqe8yvHWoVM4Cm6y1lTJhmED0jBmwpDNt2QZXZv08nt/fgCXM88ffvgZHI7K1Zg1P3Zj3Kx77EIIO/AO4EeA3SgrxmHgNRTX5q9KKZfHj7lB3Cz52EtQLdJbBqspH7tZfvLhXIjhXIiLUw+VzvW4kO1hdubNXMj2cGRue+kYTwToi25jdKK9dNxFJzJmQ8ZsWMcdWMcd3JPtwha3YItbuNsTwh4T2GMCz5jgPmsIz5jAHqN0eMdkzaGvNzr0vI6Y5I1dQRwxWXH4xoo1h75e38b4uqI0fu1+bHELyXEfyXEf21LrmY17mI17GE8ESsfwxNv5dnQX347uKsl3NeTR1j/vK8n20qF/ntoz9IyVn1e1XKuPA321sq+WsSZTTYb3ONpIxV2l40qyHW94L1eS7VzI9nAh21PzDuvLS5XRQE+CjYPzpDM2Xj5VGythLR/78kMUqPh/MjpuFKSUOSnlv0gpf15KeUBKuU1KeVBK+Z+klF9aaaUON4liF0JsFkK8TQjRAQSEEO9c6TE1iuXyY1+Ku4nDZRy5TQ/hqN9vzh42pM9ZkhXlqXzt3upUtkybTlcGBJlJmgcIWSpm44tPL9BIm+rxV9RJYwO/pK12llT9DM3Ky+VeZPa866GR5zUbrS/HejLWvyMaotbKraPqd1hfvh4Z3bVPsRF55uX+mrql9NtIGzOeenVG9NXwHq3hxqIV99iN8HEgDvwhcB7FAv16o83dECxXPnbXAkvqRrDZIjUz8RpULbVruJjuIlS0EUl3VQRwmY17GBMWpG4ZPV4sYEsq960tryco4BlTznPOHN4ZZfnWEZPkCll8kwsbGRot+ZohNZfDEZM45xv/wM5fTeO/piiuTNBWc914v4WkNa/uH+s/2pT7nU4JUnnFGExvTX+sYOdqcmPFtfocE2R1Ft7Vz1RfXsrzNoNma/FStoOI6samt3TXlt2B0nPT5JBy5iq3Lwzkm5nJ1JG7rfRcsn6lX/07grfMOZ4IYCtYGc8HSlEAh6xJptV3eIs9gs1WXrq/HhndsWuKf/nmFoYvh5iYcdPbmbqufhtpY8ZTr86IbvbeVJeb/R6tYWVwsyj2/19K+Q0AIcQbgeUxNV8GLFc+9tnYFjoCFxZmVDGcC1GI7sXq+naJZqTAg9E9XPQO19CPTm/krtwGjtrdFX7jqbiL9a42zsTLP7DbAh4ux5SZq2ZAta3TzWRMmdlv7nQzNqKcO+fzbNruYvJcpaWVPaIYoOVCTpYCeyTD1g0B5i7X+lKbYeOediZPhk3GYGNHp4vpsURJMQEk+pXz7akAIzPKh0FKZ1zXZWnnWFGhX/Eqe9bHE1uYtyjtDnvPMj2/nqjn1ZLVvP4ZL/Z5LwTtAy8+t4OjdiWeumYcBxAYK9+bpsT9o8r4t/WHmJ0vr0BoctJDL0e9/PTPO+vXUgcp19rW6eZkrDxDn/V52GfpUuSmrpDLxGbQZYBLxrfj9Z9TEsZUyW8xcDkL3L5rimdf7ue5l/t410PlayxF9o20MeOpV2dEr6aZla/nPUokbUzMeJmY9jAx46F9cOE2a1ge3CyKPSuE2CSlvKiFcW0VLJcfe2/bawszVcESOF43YYpmBe21z5T8latn5s8TZzbjqfBbto47OO5MVhi+DY/H8EbLM3KAi8loSTFcmZzCN11esh55ZQZ7JIM1XLmkf70YPq0olsX0e/Ho+IL8F09F1Nmo7t9LjWJw0h3HntJkUZ71vmBJkCoqchv3KXJ90pkjorqSbXZMIn3nmc+FGLIpM139M17K866G3iPi21HFUO7ZcJbxovK83ePld1U/I9eem6bAteelwUhe9eSYCzk5fyFacQ3tA+nEVBxbsHKF63hReYbaO3nNO0ZOfYe32CP4Qy+Xx6k7Xwru2jeuKPZjffzY/SNYrcr4liL7RtqY8dSrM6JX08zKC42rWITwvIvxGQ+TqgKfmPEyMeMhnqj0Snn3u027WsMy4mZR7D8HHBJCXAC+BXxNSrlwdo9VgOWasc/FNhPw1Ma3rufOdiG7HV/0DVx0lX1Y9TG+NSW+L9/PuE3RUtUz83WONkaysmKZ1h4TbPd4SI2VZ+xb+t1Erik//Npy7OYNAU5ElB/pdTuDRM6Vo7ZVl/W4HmVv1i/h2gQuAAP7QsydVrV0W6hmDNZwkqGBPuIjYextZflos9JbNoWIjSn3rs3iAbYWAozFlfsfRZH7vk4Xp1VZfzu6i4HYDq75z7DF/jQAc/OD3K4+43rPezHQb8M8PqJ4ahxMBplSZeEdKytzvWLXlLgmhxq5Gshy4O4+5iaSFe00bNgSYP5CtGarY2uXm1Gd77v+ndM+hpwWDznnTOl+CvN7sdoSbLFHSMa34XIbR49rBEODUfq6EoxPezl+roM33KJcZymyb6SNGU+9OiN6Nc2srJ1ncxamZt2lGfjkjKLEJ2c95HLGkxGnI09PZ5Je9Xg9QAhxC/ATQK+U8jEhxA7AoU/luhK4WRT7F6SUPyOE2Aw8CPw6SnS61y2y+fJm5EK+6aD6m2c6uFIs/0NWz8gBsHgYnVEUj9633Ba34O90Yp1x1Pgt+zutFYrAhygpdNeIosx8W/2lH3iXxVehDFyW7rqKtgJtC9gHVPXRcL/6Nj7drKROW61fo5+/ULo8w0WXpT44YCvNiEu7twEPs2lF7kfZyF25Ho6m06VscsHUBtrz3wcgp3vei4H+3fjriR8rnWvL7qGcVbeHXt7h8l0up9EtKWZVHo3I1WUplHmqnpvbo7xX2juiLcl7HFbQ2R7KmA1vwKG8h+r2fzTTwSV1dWmzYxIKZbkU8otfgtdDCLhr3xj/8sRWnnm5r6TYs0uQfSNtzHjq1RnRq2n6cjxhZ2TUzehoHxPTHi6OOojGDzEXcSGlsWFv0J9RFXhCUeJdiiIPBTIVkfm+f5MHsVPTef8Z8EXgp4DHAB9KJLolRTJtFm4WxS4A1JCuzdtovAGw2ZbnEazveq4hha7hSrKdaevUgqFAj1iSWKO1gWDsMcEL6XnsOVEReMQ3VuRkOFxhKHX2G5dwaVbR6o/7ySdSoM78Tj5ZNkxSyg3GiV+kkjbqNz9THSC2Eq996Rj5ucrx2To7jPvVjUdT8qefncSuRq7Tu8Efd0XwpmUF9xFLkmRRVUZ9cIQI0YynFOnNLRPMqxHg3tz+HcOscUbQvxf6CHL6Z699ZJy8EsaXUhS6oTKvuk9Q7n8xctT/B1iBU9+/ilVnNe9QZ+6vnQhjbyvz5vwWfpiex5a3lD48x9ZXLtRZ2o6WzkOdTwE0LCcjHNw7yZe+s5mT5zsIzztpC2ZY37X43b9G2pjx1Kszog92PMf0nEuddXu5NnmNr8zdxuSMh3jSAeSBHSq3BNxYLEW6O8qz754u7TyB27U8q4wtiN9BCUh2TE0EA/AqsHcFxwTcPIr9TUKIXwH+HviWlLJlYiIupx+7vedfa+j1rN5PTPbyoKWf5HjZ6EnvG6rNwu8baOPbsTmVVm7viEnu2RHkyOXZGovoO7a38cpz5R/cnfd288KXK3+Ad963oUTTn+dnZrnlwb0c/QfjfOzVSrVRLNRvPew6vK2mTbUSM+pX+0fbfW83L3xZUfxW3Uz1tgPbeO55zdVImaEeGmrnm2rfqbiLN6nJUU6o09MHLf0csSgfQxste7B2a4aP5h84+nfgiC5mf/Z8eYUmpC6737E+WBpXPWVueP/DhqkRSjCSo9bvznu3Kc9f3crQPgrv2N7Gt3RbOkngzlCIb87Mlj5CveG9DHuUd+eCq4fg7BtLCYeqE8YsBT5vjr07Znj5ZDfPHevlrfddXjX52LM5Cy+dOYhDvKoo8Wlt/9tHvR0/pyNPKGhnY/84PZ1JpGUbt21/hq62FDbbWvCyBdCNoshB+SLS/q644G4WxX4C+DzKMvzfCSFsUso3reyQGsNyubv5PeMYe0zXx7hceF9sIlnf/3gyWmv9DDAzWzmS2dFan209rbp+9pKxf/z1Yin9NtLGjMfo3qFWRgBjmUp5jhUqefTPS7iub3+9HozGtRBWUkZha2XbrKPs9dAsGd21b4yXT3bz7Mt9vOWey/iXYNvQSBsjHikhnrQzF57mB+N9TKqGaxPTHubmXSixUXbWtAv6M+qyeQK3p43tG87T25kg6M8yEdlDX5uSQnw8HKSvbfXtj4tiZWjiVYKXgJ8BPqujvQc13PlK4mZR7EeBQSnlHwJ/KJYr6ksLQFtmjMsI2kJjvVm63gI+Oe4j5nLiHtcZRVXNyAFEvoB3qvaD1BGTFKOFGr9w10gYHLJihpfTxRnXZnvpKafhOUA2XX9VY6ElXzOY9Xs9bYx4tHHq771iCftqCNeIVlbWm8UGiWdOeZWTOMh7LVgT5axnMZuNuGoH8US2izHV2PFN7eXQm1oMdT209KoAL1zYWDr361zY/KPqB5wjWx6XySxdj8XKSN+XrbODnBpqVlsh0AwPs7lKL1Z7TFCwSOwxQd6n/JRNZZyM59WVh3aQFt2HqGXxAYmMsGNTmPZQitmIm3OX2ujoMP6gNYPNYt6mWIRoNM/MdEfJfUyZhXtJpDTbjMq4+BZLkY62PAPdEXXfW9kDtzoGWNddTtw0Pb+drmD5w0o/loXGtYYK/DLwLSHEzwNeIcQTKPHiH1rZYbWgYhdC/K6U8rf1NCnlSeCkriyFEP+XlPK/3/ABLhLLld0tldjMhFtZDl3IhQ2UPdWtAx6mx8r7x0YBXzYOubgaU/Za9QrcHsmwaUOA6cuJmiXb3p5u9AmKu/udjDxZqRj6dnRx5ZWxmnOjcrOwlH4baWPGY3TvAL0927j6Q9X4TKVtP9DF3GlNGTnYOuTmyliKpOomt7nTz9fVOO13dfgZzyk/ykcoL69rgVug7OWgV+auc2Ufct9Y+V3ULN17d/tK42r0I+p6ZJSfmaW7f5CRJ2dLP06ad8G6Pe2cu1xWPNmYYFOni5FYsvSx05bp4MWiwnMx3cXG+FYuWZOKu2ByA/jKW0B6W4PF7LdbLPDGN0zw9SNDPPNSH/fcuY6uoHkc82qE4xvpCp4lm7UwOespzbonZrxMzniYnHWTz1uB2v9dlzNPKGBnQ/9YhfFaV3uKCxMPsW3g6Qr+c9c2AGXFrl3bqFxdt4b6kFKeUa3g3wZ8DSUf+9eklI0bNy0TWk6xAx8SQvwNlWG9jPDLwKpX7MtlPBdoe56XVYWuV+B6FzY9vGOSs9GozmLbOLDISCyPb66Wbg0nGX52DGs4VWNMdf7otQqlcPap2pCjZ58aMTw3KjcLS+m3kTZmPPXqTn/zJPkZZRlZeyNGvncV17TyoeULdnE+Po8vWkSLYncqEsMaUpT89y0ZplR/81lf2c1O24+HsjGkXpm3na1j6X5RUbqnr+VK42oUzZaR9qE4/OwYTl/ZoDPe7+DVSWVZSbMHOVYsv2dXku1ELHNEk+1ccPVg81wlr8vdfj2487ZxHn9yI8dOd/G2+83tNKSEWMKuKG119j06OctnwoeYi7jrtgv6c/R1xRTjNXUZvbczSdCfJZHpwmcQ/rW/o9ZXv5pmVjZqvwZjqHlJklLKL+hobUKIfill82cii0ArKnYvMMzCin3xm4MrgGYbz2nL7oXwQS46FCM3I390KGflAtg4mmP3GwKcHDH38928p41jFwz2R8MRNh5o59i58ZqZ3bq7e5g5US4P7R/klWunKnj0tOp6I/5mYCn9NtLGjKdenZ6uyW/j4U0cO6fsswaPwe77Bjh2bBotzNqeWzzMjCkfSbvbQxyZU55L0mf8b61ZutdV5rqVFm0MQ++8dcVkpI3BphoZbry1nYkr5TE6YpKdPV6emwyTU/dft+Q6uZJR378eGMz2cMqtRIlzJzYRc7xU+h+5HgXfHspwy+Y5Tg138NSL23nkoQkKBcFsRLE+Hy/5fit74MmU3bAfxfo8VbI47+1KlnzBx8J3s6nX+KNhKnIrvt4nG6JX08zK9fpdgyH+DXgfSmY3DYPAXwEHV2REKlpOsUspb3jiGtVf8ePALcABKeWLVfXrgVPAx6WUf6zSbqecj/1x4FfkDciRqy27B/JBrqjfDHo3Jn1YUL3Vu2tkCtcm74IuY9ZcpyFPfmYWke03XK612a2m5WpaI/zNwFL6baSNGU+9OiO6yKbLyo2y7H2XlRm5Z9BXWj53bxAlf3MMPejLS+11lfn5Wk/RVSEj9X2z5jorVpEcQRvOnKLgE+p3vjVjK7lmjicCbMi7GS8qseTX5wJcSXcZ2h0sZVn+rn3jnBru4HvPWDh9fj/Tsx7yBeOfJ5czX5px93YmkdYtvGHbc3S1pUsR7KpRlPV/nuvVGdGraWZls2u2KoQQVuBF4JqU8m1CiHbgn4CNwCXg3VLKpVjobpNSHtcTpJTH1eX5FcXN9xSXByeAh4H/Xaf+08A3qmh/Abwf+CGKYn+LAU/Tl+K1ZXeXY4oTVzcAlW5MRjG+AQhHOPf9zIL7qKe+kSY/kzCsO/PkxYboRnx6WiP8zcBS+m2kjRlPozKqpuVnZkuy196Y4fkwwaKyrH6lKOiImWdVq44QByz4IbcaZKS9k6e+kcYaLH+kssHLyRFlm0Az9HwxqfOuiHt4lhhhPNAFU57KJX69Ual+9t6okt+zfYaBnjjXJn2MTyl8bYG0btadKO1/B3zZiuAtyUwMjzNVp2cF/e31l8Xr1RnRq2lmZbNrtjB+BTgNaD+EHwW+K6X8hBDio2r5vy6h32khxBYpZSl5hhBiC5X5nVYEN0Xa1uXH8OwyAAAgAElEQVSGlPK0lNLQokRNEXsRnfGeEKIPCEgpn1Nn6Z8FDFPJNnsp/uj0Ro5ObyQ/dQfZ8wGy5wOEzlI69HnG/aO50pGfmWXbvoV9wm+9f8ui66rpRnx6WiP8zcBS+m2kTTNkZETTyvmZ2fLzCkcgHGFvrwvXSNj0sF4cU/bO1TaEI6W+6n3QrWYZOefz3DboxzmfL+Vyv9MeKuXnTsVd7M33lnK3uyO7K3K3N4KRfLzucZUYH/rZY/zoAzY++v4X+fTHnuJ//Ppz/PJ7X+Un33qe+w6MsX0oQtBfqdQBRmcOLHhtM556dUb0appZuZFxtRKEEIPAj6Isj2t4B/AZ9fwz1PltbgB/A/yrmjL8ViHE24F/qbrWimBtxn4dEEJ4Ub70HgQ+rKsaAPRBckZVWg3C4TB33303VquVQqHAww8/zGOPPcbk5CQejwer1UosFqOzs5NwOEyxWKSrq4upqSl8PmWWEI/H6e7uZnp6mv35AS5Y5miXbnZ4rTgsFjbtcPLSpQi3bwyRjea5PJlkx3o/Yxdj+Lx22kIOTr3opq0/wK7D25ganmHowDquvDJGqD9AoMfHiSfOsevwNpweB307ulh/Wz8jz1+le0sn3nY3J544R1t/gO33DhGfSzK4u5fhZy8zuKuXtv4A3nY3uw5vY/ZSGFmUHHx0L2efGmFo/yA2u5XYdIKDj+5langWIQQHH93Lqe8Os+O+Tfg7vYQGlL7Hz0zjcNno2NhWGlM6mmH0xARb7tzA6PEJfO0eQgOBUn1iLmV4T/MTMQ4+upfoZJzIWNTwnnYd3kbkWrR0T6lomr0/ugNXwFmqn70UJpvO07eji7NPjeDv9LL/kd2cefIit96/halhRWl2b+kgNp1g/yO7yecKjLwwWronq83CwUf3VtxTKprm4KN7S/ekl2NiLkUmnmX/O7Zx9cQ0TreV/Q+t5+QPJ9h5qJdYOE1kOsW6bW1cOjVL96Afj6Obk09eZud9G4hMxElEMvQ9OFh6Tkb31NYfIDQQKD0no3vSnpN2T239Adbf1m/6nPK5PFvfOoijy8rM5TCdG0LkMnlS82ksnUX6dnQZvnu9G/2le2rb2UZbyIHXa+P2HR3MxrPkZZG3dHbwaizGJoePbouDgLCxN7kNixT0Z7sIzraT8J+hEN0O0ooleIzpmXtweZTAQenkBoLtzxKNHECIPL7Aa0TDB3B7L1AsusikBgh1PkVk5l6EI8eubUky+TtJZIaZjQdJpLtY3/UcV6bfiMsRJei5ymRkJ13BsyTSXSQz7bids5y7dhiPcw6va5rp+e30hE4yn1xHOhtgfddzJNJdXJvdh8s+z2xsC71trzEX20w27y2193vGsVkyhOMb6e94mXQ2xPD4/fS3v8zozAGC3qtIBOeuHWaw83nG5vaRzoaIp7sYm91Hm+8SRWnl3LXDpWtemrybdv8FJsJ76PAPk841dk9avXZPNwKRl58j8rISgGhu96c6DVj+BPgIlYEee6SU4wBSynEhRPcSL/8JIAf8MbAOxSr+r4BPLbG/pkHcgG3floAQ4jugMyEu4zellF9WeY4AH9b22IUQfww8L6X8ghDi40BcSvnHQoj9wB9IKR9Q+e4BPiKlfHt15z/4wQ/krl27qslLxr6vK7sFu2x+xr+jLL3Ws3Sv3l8d2j/IyAvmQfvMeOrVVdON+PS0RvibgaX0e6NkZEQzK+vP60XjW4rPf9NlZAH/ViedB30IZ/3fnrGvRUmPV65mDe0f5OpIefm6sKmfoa1BRs7PM7dL+chdf6uP0xFlqyi9LcMum58T+RiDvXNsLrRzwTrHo+teACp9/K/HkC42vwd/8LVFucxNRm6lJ2RuYGjGU6/OiF5NMys3Mq5G8f2Tf/HS/ffff0cz+vq7f/2q/NTTtemi9fj02/ZUXE8I8TbgrVLK/yyEeBPKb/fbhBARKWVIxxeWUrYZdNmyaPmleCHEg0KIvxZCfFUt3yGEePNi+5FSPiCl3GVwfNmk2UHgj4QQl4APAR8TQnwQZYauz0Y8SClxZyWa7cfuOufEdc7J0LyvtMxutBxbvSQLyuxrIZjx1Kurphvx6WmN8DcDS+n3RsnIiGZW1p/rl9cXWmpfCM2SkbBDcI+L9e8J0XWvF+GU5KIF5l5MMvtcgplnE8w8kyB2Vvnw7LrHi7DW9lt9P919iiGhthS/webEHlP23GXMxrqCt2RM11tUJm0X010VLqCg7Ldrx2KRTiq2LNoSfSOYT6y7Lp56dUb0appZuZFxtRDuAn5M/X3+R+DNQojPA5Pqdqm2bTq11AsIIbYLId4thHif/mjG4K8HLb0UL4T4JRTDiL9CSZ0HSnKs/wncudzXl1LeoxvLx1Fm7P9LLceEEIdQouK9F/hToz6abTynuTKdH42UMqc1GjHs1HfNv4gX4qlXV0034tPTGuFvBpbS742SkRHNrLxaZWRxCYK7XARudWJ1KvOIzGyezIhk5lisNqq2JYO7z449aKXtdjdzz6cM+wVlxensU6NYwxmcanS6l6pyHbyYiWLLKUlifsA84YyHK17FzfOCq7zPrp+91zOqq4dg+7MV5UaM7wY7F446asZTr86IXk0zKzcyrlaBlPI3gN8A0M3Yf1oI8UngZ1GW0n8WMJu81YUQ4mPAf0OJF6+PwytR9t9XDK0+Y/8Q8ICU8hOANvU9A7rQW02AEOJdQohR4I3A19XQgQvhF1E+OIZRMs7VWMRD843nfJcT+C4nuK3NRf78BeVocNa2475NC/ZvxlOvrppuxKenNcLfDCyl3xslIyOaWXm1ycjms9Bxp4f1j4Zou82N1WkhNZ5j/Bsxrn0xytCWjcapMorQLnqQRUlwtwtHp7Wi3wqEI2y7xQ/hCPZIBnskw+1t/tLs3R4T7HcGsMcEqbiLXbmeioyF2sy9evauRyOz+GikvsGZ3thOj7G5faZ9LsRTr86IXk0zKzcyrpsAnwAeFEKcR7GP+sQS+/kQivvzQSnlv9Mdi14xbjZaesaOYhChRSvVfibsQHOCQmsdS/kl4EsL8Hy8qvwi0LzN8wahRQyTW10LcNYin1s4HaMZT726aroRn57WCH8zsJR+b5SMjGhm5dUiI3ublahrlnU/GURYFFPwxOUskWNpMlO6+PAm/Yq0lflLGUK7XXTd6+Xal6IgjdsU8pVbWTJZLLlxJhDkVRsiGbORQyBjtlKQpvWeuVK7elby2kzebBYvRGMf53rlHpFJRvJx0315i0m/9eqM6NU0s7I2rpsNUsojwBH1fBa4vwndptDH6l1FaHXF/hSKD+Lv62i/DHx/ZYazeDR7KV6blQ8fMfdpNkIjRlJmPPXqqulGfHpaI/zNwFL6vVEyMqKZlVdaRs5uG6E3uPBucJAjDUWInc8QeTVNLlyrkBeS0fxkEu8GO84OG6E9LiKvpmva5GdmGT6ihLzVotNdOTNfymFgjzk4X0hgTyq5289kE9iy5dzt2pJ8NTbpLLo1hW+2VO8LvGYqGyNobcyUaNb3Yt36enVG9GqaWXkp9/I6xm8Df6puw1ZEPZJSLk8SkAbR6kvxvwS8SzWO8AshzgKPAL+2oqNaBJYrH/v2e4eWpY0ZT726aroRn57WCH8zsJplZEQzK6+UjNyDdvre5mfgHQG8GxwU8xJX1sfVf5pn+kjCUKkv1O/2e4eQeZj5gWLdHtrnxh60NCSjHdsqM57t7Sl7Oe0LBFgORMOL9/1upI0ZT706I3o1zay8lHt5HePvgP+EYiydU4+8+ndF0dIzdtUHcT+wH9iAsiz//Ep/LS0Gy5WPffzM4v1IG2ljxlOvrppuxKenNcLfDKxmGRnRzMo3VEYCvJschPa6cHYoPyGFTJHoqQzzJ9IM3uImHzf/F2xERqmxPLGzGfzbnXTe42X8TK3xcqkf1UB0bKIylvzYRApHTJKLCa5a0qX9doBxX1nR65fl9Xvu2uxdv1RfPXsvuiaZX6TBndtbG753MTz16ozo1TSzciPjMoKRHUJLK5fGsDxf001Ay8tejez2PKsguf1qgsO1+EfbSBsznnp11XQjPj2tEf5mYDXLyIhmVr5RMnJ0WOm534c9qBi15ZNF5o+niZ5OI3ONj6VRGc0eTeJeZ8fdZ0dICa8Y82pbUO5ssRSrwRG04WkTOGKSbEzgcVmwxyClur/ps+Dpl+WNlLzR8jyoSr7oqBhTI1b1xeLCNjBmPPXqjOh62nAuRDHXjkU3Rn25um61QBSM00ivJKSUl1d6DPXQcopdCPE7jfBJKf/bco+lGViufOwdG9sYfu5K09uY8dSrq6Yb8elpjfA3A6tZRkY0s/KNkJF3k4Ou+7xYbILcfIHIq2niwxlkoX6bRvo1qytmJLPPJuh5wI/sy+IdspMYydXtp8tv45IaeMkZctLntnNpPk/Wb2dgwMH5mCxluUtSNlzTp7c1SIFegU1VUdVkug8CJwx561nUB1MDEDKPy54x4Cllb0xsZspbG2/fiF5Nqx6vvqw/bzTsbj001TVplUII8WPAfUAnuoyjUsr3rtigaMHIc0KIv9UVXcCPAy8Al4H1wAHgX6WUj67A8BaNZ555Rt56661N6+/dHe8HwNvuJjFnnmSiGo20MeOpV1dNN+LT0xrhbwZWs4yMaGbl5ZZR2+1u2vYpucOjZzPMPJ0oO5jWadNIv43Whfa5aL/dgyxKJr4VJ3U1Z8gb2NJPUp2xFzb14/XZScRzxDd48bmtxFMF4v3K9leyv/zbV+grO9K4feWMzx0+5SPhYNclw7Fuck1jzXsp2BKGWePqQeYCCLt5nnsznnp1erqmmLXxaTArV9c1CiOXwR+Z+UDTIs995gtflX/6rfOmPH/46N6mXa8RCCH+O/ALKMFvPoCSJOyngH+SUv7yjRqHEVrOeE5K+R+0A+UL6VEp5V1Syp+SUt4NvGeFh7goLJfx3K7D25aljRlPvbpquhGfntYIfzOwmmVkRDMrL5eMdh7eQs8DPtr2uZFFycxzCWaeqq/UGx3LYmUUeTmNO+tHWAQ9D/hw9dkMeW/Z31WK2WANJ9l9SxBrOIlzPs8d6wMVCWPsMVE6ZMxWOlJxV+mYjXuYjXu4kmwvHdXwze8BKCWX0R/1UAwvnK7biEfrd3bmzYbX09Orx2dW1vz5c7NvrPDvb/TQy6eenG5CvA94UEr5q0BW/ft2lHSwK4qWW4qvwo8A/76K9mXgbw14X1dIRzMLMy2hjRlPvbpquhGfntYIfzOwmmVkRDMrL4eMbD4Lc85JvEMOCpkiU99LkBpd2OB3uWRknXERnZ8mcIuL3sN+xh+PmssoHCE9E1IC2LR5yM4pQWwcQeVnLxvTp1wrB8LRrxWkqDW0q8ZA0ca1dFfNEj3UX872YSW+wFK3GU/BWl5V0M+WtbEYjc+srCFnKcvvdaKcrwchKaW2p5EVQtillM8LIe5b0VHR+op9GHgMJYSshv+MEumtJWC1WhdmWgJGT0wsSxsznnp11XQjPj2tEf5mYDXLyIhmVm62jJw9Nnof9FG058nOF5h8IkZuvjF7kOWS0bUTk8xeTiJsAv9WJ71v8TP2cn2Z5GdmufLDAvmZCLa2EOPHp5XZuxp+Nuu361qWlXzOX17IzFNraFeNqEwRqaMEjZQ9QMZ91ZCu4WK6C68lTqJOVLx6dRFn+f41xVw9PrOy/lwL5LNkiIVZWhwXhBA7pZQngRPALwohwkB4hcfVekvxVfiPwK8JIUaFEEfVsK+/rtJbAoXC8kQM23LnhmVpY8ZTr66absSnpzXC3wysZhkZ0czKzZSRf7uD/h/1Y3VbsOedjP1btGGl3uhYrkdG008mSIxksTotBA7asActddvqy5v3GGX1vH5syPYtuo0nvnVBnq5UfRnVqzOiV4/PrLyUe3kd47cALePRb6AER/skqyCOSkvP2KWUrwghtgKHgH5gHHhOSrniAQIaxbLN2I8vYTbaQBsznnp11XQjPj2tEf5mYDXLyIhmVm6KjAR0HPQQ3K0sP88fT+OK2yhmF2dgu+wykjD5vTi9D/nwrHPQ99YAY1+Lko8V68soHOHaMWtpWR4qE3THBnWz97HyVDOpGtrpY8xXZ1ywFVIVs9t6PvF6hKwxIiYx6qFy9q1Bm4VnSDJpsEpgRJ+wl0c8ngjUjFdfrq5rFFo0vwr4a0k3E6SUj+vOjwJbVnA4FWhpxQ6gKvEfrPQ4lorlcnfztddfOryeNmY89eqq6UZ8eloj/M3AapaREc2sfL0ysjgE3W/24lnnQBYkM88kiZ3NsP3exbs83RAZFWHy23E2vacLmw/63upn7KtRUxl51SV4azhJNbR992rk1H34vK9cr+27g6Lk1wk/sw3MJfQK31FQw9qa7GNbM11cKRr36yk6S+d6RRwqhBjPVrappvlQ/O41Zawff6P3Ug39h08JN6FiF0I0lBVJSlnri3gD0dKK3cynvVX82JfL3TA0sPiv7kbamPHUq6umG/HpaY3wNwOrWUZGNLPy9cjIHrTQ85AfR8hKIVVk8jtx0hP5Jfd7o2QkC9Be7OXa9GVcXTb63hogYPcatsnPzBIIDJKfmS3FldcreG3fXYHuZ3FMOzE2rsMHXcJVkalOr2j7vGWXNL0Sb0v1cEXMG96n1semXAfjdWLF16tzZ4LMFivd1dyWSlp1uUu4SMUUxRxy+Uilaz98FoKW874CTVzVF8VVE6BmGOVpCyrzE1aXl2cptkG0tGIH1lWVe1GCBZhmYltNaHYSGA0nnji3LG3MeOrVVdON+PS0RvibgdUsIyOaWXmpMnIP2Oi+34fVaSEzm2fyW/GKcLCrXUannhgmlUjT/zY/jnYbE5FRLA5R2j4wlJEafpa2cvAYLVpdLWot6PXGdclxH0csSZJF36IUWUzOEV9gyftV23gNTZtlHyFCNFO7snGUsrGeNos+IqKkZHlGbVTW8EymvKpgqKzrwBZvdXOtxiClLN2oEOI/AA8AH0eJo7IBJT/7d1dkcDq09NPQ+7Srx48AD6ME4m8ahBCPCCFOCiGKQog7qur2CCGeU+uPCyFcKv12tTwshPifQghDG9E1P/Za2pofuzGt2X7sgZ2KZbnVaSFxKcvYV6I1Md5bQUbFjGT88RjZ+QL2kIXet/gQtto22rnm5044Ujqs4WTp0HK72yMZnPP5Ct/3av93W9zCPY42bHFLyfddD80PvvrYllpft86MR8O+fF+Fv7126Oka7nKWVwpkzMZddFb47evL+nNb3NLwoZeJdrwO8LvAf5RSnpdSZqWU51EC1fzeCo+r5WfsRvgW8E9N7vMEygfD/9YThRA24PPAz0gpXxVCdFDO7PMXwPuBHwKPA28BvlHdcR19f91YShSyRtqY8dSrq6Yb8elpjfA3A6tZRkY0s/Ki7sUCnXd5COxQfvzDL6cIv9T4uBbCSsiokJKMfz3Gxne34+qx0/uQn4knYo3LKFyO6W60hqrfg6/0fxckXHnsMVHah9fvweuhj2gXldma+pqPAocklTXuK+oo74PrZ9bzxSIyUfmzXk2bLyiTCW2WHbcVDM8Xo5ztsYZZbyZYUILRnNbRNrDCy/DQ4ordwJDBgxLSz9xJdJGQUp5Wr1dd9RDwmpTyVZVvVuXrAwJSyufU8meBd2Kg2Jcru9vU8MyytDHjqVdXTTfi09Ma4W8GVrOMjGhm5UbvxeIS9Dzow91rp5iXiuvYxVols9h+F9tmOWRUSBSJv1DEubeIe8BO9/0+pi4sXkaLxdXE4oMDjcqF97GvFOp/iNSru5KtpVfTasrptOH5GhbEp4HvqWHOr6JsDf+cSl9RtLRip9KQASCJkv/pRgXg3wZIIcQTQBfwj1LKPwIGUHL0ahhVaTWYnp7m7rvvxmq1UigUePjhh3nssceYnJzE4/FgtVqJxWJ0dnYSDocpFot0dXUxNTWFz6cksYjH43R3dzM9Pc1t77yVkRdGued9+3nhX47jcNno2NjGiSfOsevwNtLRDKMnJthy5wZGj0/ga/cQGghw4olz3PO+/Zx9aoSp4RmGDqzjyitjhPoDBHp8pfZdQ+289MUTrL+tn5Hnr9K9pRNvu7vU/sQT54jPJRnc3cvws5cZ3NXLljs38M3/+yl2Hd7G7KUwmw6tZ34ixtmnRhjaP4jNbsUddDF0YB1Tw7Nsu3eIyFiUU98dZsd9mxjY1cORv3ye7fcOMX5melH3tOvwNhJzKcN7srttDB1YR3QyTmQsanhPuw5vI3ItWrond9BF3455XAFnqX72UphsOk/fji7OPjXCne/dx7UTk5x58iK33r+FqWHF3ah7SwdOr4MN+wbI5wqMvDBauqedD2xhbnS+4p7a1gUZOpAu3dOuw9tKckzMpeje3E4inOLKK2Pc/vAupkfmSu2N7snZaWVGjmP1WiAnyJ+2suvgLQwXlOdkdE/7f2I33/3z50rPyeietOek3VMj716g26c8C4PndM/79vPs515u6N3bfu9QSSaRa8r9zs3MMZudwLvBQeiWdhKfS7Hr8DbaB4Oc/M5w6TkN7e8p3dOut+9h+pIya+/aGOLM01fZdmiAgt3JpVNz3LG9jbGJJA67hbZOD6+cj3Db1hARV5Euj4OEp8DpYpKAzUansPNMPMJdvhBRe4YrhRS77AHOpGJ0W520Wxw4sbCVInPFLFOFDDvsfk5Yo6y3uglY7DyTmeNd7j6eycwxn5BsdXo4loqx1enBa7HilBZ2iSJjuQwZV5Ehh5sXk1He4etmOJni5WiUA8EgV9Np9rn9TFtzPD8/z75AgC0eN1+cnGJfZ4BLqRQHg0Gm41mOTs3zroEujofjXIimeEOnj4vhFAGnjU6PneevzXNgIEgsm2c0muGWTi/n55J0eux0Buy8dCnC7RtDRJI5ZuP1PxZvFkgpPymEOA48AtyG4m79PinlN1d2ZC2YBEYPIcR/kVJ+0oD+a1LKTy2yr++APsVTCb8ppfyyynME+LCU8kW1/GGUyHf7UT4qvosStCAK/IGU8gGV7x7gI1LKt1d3/vTTT8udO3cuZqim0JLA9O3oWnSO7kbamPHUq6umG/HpaY3wNwOrWUZGNLPyQuPybLTT/SYfFrsgPZVn8lsxCqmF//dbVUaOTiv9PxrA4hBK0pqnEg3fi62zo3RudUmkhNxA+bs8p7Ogjw3aWdfu4upcmkS/Mr/I+ctyzfuM3VmHHG5GDGbXC/Foy+Qb3S4upWpn13q6tpS+weficrzMa1QeG1fK64Murswr54uxQjfi/d33v6FpSVk++49flf/vl8yNMpt5vVZHSxvPAb9dh/5bi+1ISvmAlHKXwfFlk2ajwJNSyhkpZRJlL32fSh/U8Q2ic5zRY7n82EP9S3BTaqCNGU+9umq6EZ+e1gh/M7CaZWREMyubXvM2F70P+rHYBbHzGca/Fm1IqS/U7/W0WW4ZZWcKTDwRgyIEtjvpeKOHYH9jjtX5mVkK83MENiXpPwwDbwEv84bGdY6YpNtqV43qUI9K4zqjo6/gXNAgzYhHQ1/RYWiwpqdr6MWuG5txWTMM7LWUz+tBb0ioHZqRof642SGEcAohfl8IcVEIxXdRCPGQEOKDKz22llyKF0K8WT21CSH+HZVRiTcBN8qU4wngI0IID5BFcbX7tJRyXAgRE0IcAo6ibA38qVEHy7ViEujxLcy0hDZmPPXqqulGfHpaI/zNwGqWkRHNrGzU3uoWdLzRg2+zEyklc8+nmH9tcXuorSyj9ESeYKaLiGOK4C4XlmweYQfT+CsC/DuctN/uxuouK9L2LXHGvwuyICoso5whJx12K04153upE32HKvQz+Xa7Pk59LewxQWfAXteArS1g1/GW6Z2d9hpDtrbOMq8jJukcsFco7s6Bcn2H1bbgTN1Iadd3F7yp8WmULdZ/T9l+6qRK/18rNSho0aV4IcSIeroeuKKrksAE8Akp5VeaeL13oSjmLiACHJNSHlbrfholTrAEHpdSfkSl3wH8HeBGeei/JA2EvZaPvZa2lo/dmNZoPnZ7yEJojxvfFgfCqvh0T30/TvLK4iOK3Qwykv48PQ/4EBZBIV0k8lqa6Mk0sko/uQdsdBzy4GhXrdvHc8wdTdJ5jxdnh43wKynCL6Yqlur1Od+1JXp9eNqsX6/Yy9cK2K1Ec+Z5IjQeI4tzv8NKLKu01ytiv8tKLF3Zr57miMlSXnoN+nJ7HhIJ89m2kRI3iub34T9/sGlL45/7+6/Iv/ncaVOe3/ovd9zofOzjwBYpZUIIMSelbFfpESllaIHmy4qWXIqXUg5JKYeAv9fO1WOTlPLOZip19XpfklIOSimdUsoeTamrdZ+XUu5Ul+0/oqO/qNI2Syk/aKTUYc2P3Yi25sduTDMr7zy8FVefjd7DPtY9EsK/3QkWiF/Mcu3L80tS6mbjvd42N1JGycs5xr4Ww15wYnVZ6DjgYf17QgR3uxBWLfKej763BnC028jFCkx+J8b412JkpgvMPK0ordAeV0XCGaAi57t+ed7o0C9/3xkMVpSNDo1HD62vN3YFDZfMD/QFa66rpwHctlXROdqSuZan3jmfZ8/OtlJf+i0H/aH3+dcOfUyA0nHzI0vVqrcQoovadAI3HC25FK9BSnmjrN+XDcvlxx6dNA5Feb1tzHjq1VXTjfj0tEb4F4VqEavl+akYwmrAI8onooo+Px3F4hQlnurHJ4swP1l/J6hRGRnRDMsCvEMOZm3j9L9N2V8u5iWxsxnmT6TJR6/PhmM1v0dGtHrlzGQeccnN+Jlp2u7w4OpRZudt+1wIm0BYlJWN8LEU0RNppG7Sm5nKEz2TJrDDReddXsYfL/9u24DYqE9RZGpymcqlauOf2Fgkt+CStxlPbDZrWBeJlz/gtHEkpjMVY6ouR6O50iw8MZEsnRvNwushP7Piumwl8M/AZ4QQvwolN+c/Af5xRUdFCyp2IcS9Usqn1PM31+OTUn7vxnspnowAACAASURBVI1q6VguP/bIWHRhpiW0MeOpV1dNN+LT0xbkt4DVbcHqFhV/bW4LltK58tfiEnU/nrJEGNpUPwmHcZt5Ng61mfJk8hEGfzxALlYkHyuSjxXIxYvko0Uik8bxwReSSXVZ2CBGhHU/GcTutyIpUEgVmT+ZJnoqQzHTnC221fweGdHMyvNjMVJjeVJfieJeZ6f9djfOLhtSSqKn04RfStU1Kpx7PoV3owP3gB3vZgeJC2V3rshEwrCNGRpxBzPjmYsZ1xnRw1VL52bl8Nzrcq98qfgY8EfAcZQYKueB/w+om8PkRqHlFDvw58Au9fyv6/BIFCO6VY/lyse+/rb+RbspNdLGjKdeXTXdiE9P085tfgvB3S6C2x2wxV9W4s7FfQxJKSvTMwBIlFlaQVbQas8VdycNNoeNfCZfwaOvt9gEFofA0W7DYfjNUGTD7SFV4RfJxQrk40V6bmtjZnKOfKxQ2vs1ktvU5RkCO10EbnFidUnASna+QLuzk+P/cKFiptkMrOb3yIhmVtafp67muHY1h7PLSiEtycfMVzaKGcX4sOteLx2HPCSv5JA5SX5mloEHBxk9OlxKLqNHRhexTj/D3rzDy9W5+oaMjphk25CHycvGdgibhrxcm1ba62ffW7e7mRmuXLXY1O1m+kx5aXzTnvaa8txzitPOxv2dTB9X5dfiy+lCiHXAZ1HcmIvAX0op/x8hRDtKdNKNwCXg3VLK8GL7l1JmgQ8BH1KX4GfqbbneaLScYpdS7tKdD63kWJqB5crHPvL84oPvNdLGjKdeXTXdiE9P084tdkFwp4ssKdx9ZYMkWZQUUpJCqqgcaUkhWSzTSmXlvEapq+je3M7UhcX9PyttzH/wure3E5mZx+a3YPdbsfktyrnPgj1ow+q0YHVacHaW20SZYd1PBAEopIrkYkXGEldpP+AmFytSSBYZi15l/aMhhFVZgShEYPr5GMkrObKbrE1X6rC63yMjmlnZqH1munGhxc5m8G934uqx0X67m9kfJiv7VRVhtdW8ES5eiC24FH9+VFHQRlbol87Ml+h6Y7bLr83WGLddPKcLlxtOcvmliYpl9ssvlfO+X/rhZQjXzzoHLbXsngd+XUr5shDCD7wkhPg2SnS470opPyGE+CjwUeC/LuUCQohbgJ8AeqSUHxRCbAecUsrXmnMLS0PLKXaz5Xc9WmUpfrn82Lu3dDJ1YW5hxkW2MeOpV1dNN+LT07TzXKzAzLMJ+rf1cumH11RFLpu2zLxsMtrYydTZObKzBcqpAxTsPLyV008OY/dbsKlK3+63ENroJ51JY/NZ1JUJZVUi1OOuaC8lJEayRF5Ls/W2TVy+XCmzZmM1v0dGNLNyM2Q083SCgXcFCOx0EjuXITtXKPWrKTz9j6q9rZy4RR/YZp3HQXjEfAl/3aC/Ls+A3074fK0C7un3Mj2hzPI15d23PcDc6bIy7h70Mz2aqCwfv6ac71nP9GWl3xZS4IaQUo6jRINDShkTQpxGcU97B/Amle0zwBGWoNiFEI+grCD/K0oo8w+iZKH/BErWtxVDyyl26i+/69EyS/HLtXLjbXcvzLSENmY89eqq6UZ8epp2LnMQPZnhlj0h0uOXFxzbYrESMvK1eyimJZl0oWK2uHndVo7+86sAWD0Cm8/KjsMbuXx8VJnxey109LRz9kujJYM4I5k1G6v5PTKimZWbIaPsXIHoqQzBXS467/Yy9pWoab/1DNACVrGg77cZj9dX3ufRX8Nnrb2mJ+AoF8IRPI7uimV2j6O7dO5yFFteoRtBCLERJezrUZTZtabwx4UQ3SZNzfA7wINSymNCiJ9Uaa8Ce69zuNeNlvRjv5mw5sdeS1vzYzemNerH3kysyagWwi5Y9+4gNo+F6afiFKetdfvV+7zr87+71gVJxM1dEDX/eD00pe0JOEhGaw3lKuiq8vaEnCR1HwhG5eiwssfezPfoo9/+hab5lX/+s1+Wn/3zV2voo1MvMjr1EgB//bd/cvmRRx7ZWM0jhPABTwK/L6X8YrWfuRAiLKU0t4g1gBBiFuiUUkrNj13N+DkmpVzqx0JT0JJ+7DcT1vzYa2lrfuzGtGbnY28EazKqhczJ0v56+wEPtx7evOg+NN93s8OIR8POQ7q0Fjrf8Z1vCNX4ke+8b0PpPD8zyy37u0o56bWyhuV6j5YLg913cGjXBzi06wO0t7fXpO8TQthRlsr/Xkr5RZU8qbqmaS5qU0u8/EvAz1TR3gM8v8T+moaWVuxCCIcQ4neEEMNCiIQQ4rwQ4neFEMZJjFchlsuPPXJtCW5KDbQx46lXV0034tPTGuFvBlazjIxoZuU1GS1cbqaMEheypK7lsLoszOUXn6AoMr3wrNiMp15dZKLW17+athLv0UpAKD+ufw2crkoK9hXgZ9XznwXM8oGY4ZeB3xNCPAl41Syfvwv86hL7axpacY9dj78AtgO/BFxGSXL/GygGEu9bwXE1jOXyY4/PNR5cYjFtzHjq1VXTjfj0tEb4m4HVLCMjmll5TUYLl5sto5lnEgz+eBBCOZzdNjJTtatv+v1q/Y9t4ppVDWpTP/JoompJvaJOa19N1y2xa9eOXrZVjGMl3qMVwl0oM+rjQohjKu1jKMZtXxBC/DxKSPJHltK5lPKMEGIH8Dbgayg52b8mpbzOiFrXj5aesQPvBN4mpfyGlPKUlPIbKu2dKzyuhrFcfuyDu40y0F5/GzOeenXVdCM+Pa0R/mZgNcvIiGZWXpPRwuVmyyg3r8SdB+i8y1Mb4bAK+uXvgR3q3rtRKFb1GBhw1vUlL7Wv6rdvvbt0rmE1vEcrASnl01JKIaXcI6V8g3o8LqWclVLeL6Xcqv5dkquEEGIAxbXtC1LKT0op/xGwCyH6m3sni0erK/YJlIg/erhRXRxaAcvlxz787OKtyBtpY8ZTr66absSnpzXC3wysZhkZ0czKazJauLwcMoq8kqKYkjg7bQRuNfZZN8K575yuUMhGlugXXqz/M6Zvr8dqlNFNjH+jMj03avlLKzCWCrS6Yv8c8E0hxH8SQvyIEOL9KDnRPyuEeLN2rPAYTbFsM/ZdS5hpNdDGjKdeXTXdiE9Pa4S/GVjNMjKimZXXZLRweTlkJAvgTSrL6e13eLC6G7OZMRpLtaLvG3TV0LSjlWR0E2OblPK4nqCWd6zQeEpo9T32D6h/P1ZF/wX1gBbyaW8mXIHGZw+LaWPGU6+umm7Ep6c1wt8MrGYZGdHMymsyWri8XDLyOQPMXJ7Gu8FB591eJr8bVwKYmuD1JqObFNNCiC1SymGNIITYwirI7rbmx94A1AhDHwduAQ5IKV9U6Xbgr4B9KB9Jn5VS/oFadzvlfOyPA7+ylo+9Pt+aH/vq8NFudLzX2+Zmk1Eml2Hwx4NY7IL0VJ6p78VN48+/HmR0I/zY9fivv3/Xjc7H/jHgJ4HfBC4Cm1Gs4r8gpfwfN2ocRmjppXghRFAI8dtCiC8KIb6lP5p8qRPAw8BTVfRHUIwndgO3Ax9QIxyBYrH/fmCrerzFqOM1P/Za2pofuzFtzY999cooHysy/vUouVgBV7eNgXcF8Gy0m7ZppN/F1q1WGV0vRL64oN//CuATwOeBPwZeQMn09nmVvqJo9aX4f0bJufAloPmf4iqklKfB0Odcovgv2lBm5lkgqgY9CEgpn1PbfRbFUv8b1R0sl7vb7KVFJytqqI0ZT726aroRn57WCH8zsJplZEQzK6/JaOHycssoM13g2hejdN3nxbvRQe+DfuZPppk7mqxJ0PN6k9HNCCllEfikeqwqtLpiPwR0SCnNYzMuH/4FJaHAOIp1/q9KKeeEEHcAozq+URTf+hrMzs5y9913Y7VaKRQKPPzwwzz22GNMTk7i8XiwWq3EYjE6OzsJh8MUi0W6urqYmprC5/MBEI/H6e7uZnp6mtveeSsjL4yy6dB6suk8DpeNjo1tnHjiHLsObyMdzTB6YoItd25g9PgEvnYPoYEAJ544x6ZD63EFXEwNzzB0YB1XXhkj1B8g0OMrtbe7bCTCKdbf1s/I81fp3tKJt91dam+1W4nPJRnc3cvws5cZ3NVLz7ZOxs9Os+vwNmYvhQkNBDn46F7OPjXC0P5BbHYrsZkEBx/dy9TwLO3rQxzc2Map7w6z475N+Lt9zFyJsP3eIcbPTC/qnnYd3kZiLmV4T+FrUQ4+upfoZJzIWNTwnnYd3kbkWrR0T4m5FHt/dAeugLNUP3spTDadp29HF2efGmH9vgHaBoOcefIit96/halhZcute0sH8xMx9j+ym3yuwMgLo6V76hxqr7mnQr7IwUf3lu5pw+0DJTkm5lJYrIKDj+7lyitj9O7oqmi/mHvSnpPRPW06tJ6ZK5HSczK6J+05affUyLuXS+fZfu+Q4XPadGg9iXCqoXev/9bukkwi16J4OzwcfHSv4bsnhKh4Tou5J7N3r/o5BTv9XDx2kcBeB8GdLnzrXXRZern28vSi3r16/0+ugLPUvpF3b6H/J/27t+nQerztniX9P1W/ezc7hBC/hRKmVupoHuDTUsoP1G+5/GjpPXYhxOPAR5uRIk8I8R2UvL3V+E0p5ZdVniPAh3V77HcB/xklDWAb8APgR4AO4A+klA+ofPcAH5FSvr268yeffFLu2bPneodfgrbHfvDRvRz9B/M9qWo00saMp15dNd2IT09rhL8ZWM0yMqKZlddktHD5RsvI0Wml534f9oCVYlYy/YMEiYvZhsfS6jJq5h773//Nl+Tn//CoKc+H//zBG73H/jTKdvZPSykvqvrgM8ALUspHb9Q4jNDqM/afAx4XQhwFJvUVUsrfWUxHmhJeJH4K+Ka6YjAlhHgGuANFwev9GweBMaMObLbleQRnnxpZljZmPPXqqulGfHpaI/zNwGqWkRHNrLwmo4XLN1pG2ZkCo1+M0nWvF98mBz33+4j2p5l9Lvm6k9FNintRIp2+oE4yD6MYSf/Dyg6rxY3ngN8H1gE9lI3UtgJbbtD1rwBvFgq8KFsDZ9SUgDEhxCE1XvF7qROPeLmM54b2V8dNaE4bM556ddV0Iz49rRH+ZmA1y8iIZlZek9HC5ZWQkcxJpr4bZ/rpBMW8JHCLi/53BFh/aGF/8ZtJRjcj1D32f0VJIvMTKHndlxp3vqlodcX+HuANUsqfkFL+jO54bzMvIoR4lxBiFHgj8HU12D/AnwE+FKv5F4C/1W0L/CKKK9wwcAEDw7nlhM2++Ih2jbQx46lXV0034tPTGuFvBlazjIxoZuU1GS1cXkkZxU5nGPtylOx8AWeHjXjbLL6tDtMwtKteRkJ3vA4hhPgg8AzwlyirshJ4VQhxaEUHRuvvsb8K3C+lrEnX1ypYLj92f7eX2FRiUW0baWPGU6+umm7Ep6c1wt8MrGYZGdHMymsyWri8GmQk7NB5txf/FiUQTCFTJD2WJ3UtR/Jajny07Pt+I2RkcQjadviQ7jyuPjuOkFVRTzqFLfTKW9R6B0kpKaQk+XiRQqJIPl4knyjyi5/6uZt9j/0VlP31kzrazwCfklJ21W+5/Gj1GfvngK8IIR7Vh5Bd7WFk9Viupfhb71/8bkQjbcx46tVV04349LRG+JuB1SwjI5pZeU1GC5dXg4xkDqa/n8CXbiM3X8DqtOAdUiLWrf/JEOveE6TzXi/eTQ52PDC06GsuJCOLU7D5oX463uhh4OEAG94bInjQTmiPG1eXDYtdYHEI5a9NOYRVICzqUa3UixIhBDaPBVe3De+Qg+BuFx2HqlN4XCcKedOEOfWS5SwzDuiVOoCU8nMoActWFK1uPPeY+rc6yk/LhJFdLj92zXWn2W3MeOrVVdON+PS0RvibgdUsIyOaWXlNRguXV5OMYmcyXH1hHpvfgrvfjnvAhnvAjt1vxb7dSmC7k1nGGHg4QOpajtS1PPmEOpuXkqmr09hD6m+HbtF16uo09qAFbSFWCJiamaTjTg/uPhuOdhtRZgnucilNCxKZshA5nyA9nqN3XQ+XXrpW7lOWLllDK0GA1WPB5rVg85X/8u5Fi6WlIKXMCSFuQdlf75VSPqamcXWgpHBdMbS0YpdSGn7SCiGWZzNtDWtYwxqaiHysSOxshthZJY+6o8OKe8CuHP12nB02nB02QjUesWnW3WKUy92IniWIosiLeYlIWQmfi5Mez5OZyrNx3yDhF9XdzH7BoqOCSCgklGX4zNQi27Yw1FDjfwZ8EcVD6jEUm6tPAEvxsmoaWn0pvgJCiN1CiE+ywl9Li0GxuEC2iCWie0vHwkxLaGPGU6+umm7Ep6c1wt8MrGYZGdHMymsyWrjcCjLKzhaYfy3NxDdidCUHGft6lPCxFOnJPNlwnmy4QDZcwFq0KecR3TGv0HPzhYrDnncx90KSa1+JcukzYbrFAJGX06TH88jCjZHRTYrfAR6SUv4CoMUWfBXYu3JDUtDSM3b+T3vnHnZVVefxz1dFRPFVXxFRMXRSMlO7UJo9XnIo1Aq1Gitr8pJNY1Za06Q22pTplFlZWqnVaGmaRg0C2gVRE7NsJG0Gb5gkYgoKzIuCIMgLv/ljrQOb47m+nH17z+/zPOd5z7rscz78OHuvvddea21A0k6Es6WTCAG9GzgzV6k2SGse+8O3z21eaQDbNKpTr6w6v1a9ZF4r9TtBkWNUK69R2mPUPF22GD1y+19ZtaifVQv6WVq1YnZ7g+f6Wb5oVd3vziJGg5SRhIYcNr5RkfuI9FJesUsaIum9km4GniY8vvUm4DngeDP7ea6CbZDW4Ll9Dm9/iEEr2zSqU6+sOr9WvWReK/U7QZFjVCuvUdpj1DztMWqeTitGg5T7gA9X5X0AuDcHl40o6xX7s4QnHv8Y+KKZ3Q8g6fQ8pYpE/5q1zSsNYJtGdeqVVefXqpfMa6V+JyhyjGrlNUp7jJqnPUbN02nFaJByBnCrpFMJDwObDowFJuSrVd6GfTZwCHAQ8JikeWZWyscSpdUVP2/WU80rDWCbRnXqlVXn16qXzGulficocoxq5TVKe4yapz1GzdNpxWgwYmZz4ij4dwG3EMZ23WJmL+RrVtKueDN7K+Gh9rcC/wo8E7vltwHqPwS5gKTVFf+qw+rPgd2UbRrVqVdWnV+rXjKvlfqdoMgxqpXXKO0xap72GDVPpxWjwYqZrTSzScAfzOzGIjTqUN4rdsxsPnABcIGkQwjrsa8jLOl3tZmdlatgi6Q1j33hnMWpbNOoTr2y6vxa9ZJ5rdTvBEWOUa28RmmPUfO0x6h5Oq0YbSrW30//knTWIegQvwZ68paoUMor9mrM7G4z+xjhsaufAvbPWSl3ttyq/XO2VrZpVKdeWXV+rXrJvFbqd4Iix6hWXqO0x6h52mPUPJ1WjLqAQq2YPyga9gpmtsrMbjCzo/N2aZW05rHvuMcOqWzTqE69sur8WvWSea3U7wRFjlGtvEZpj1HztMeoeTqtGHUB8/MWSFLqh8AMBtJ6CMw2vcNY0fdik9ob08o2jerUK6vOr1UvmddK/U5Q5BjVymuU9hg1T3uMmqc7GaNzZpzWsYeyXHfFDXbNJyZn9n1lZ1BdsZeRtAbP7Xfk2FS2aVSnXll1fq16ybxW6neCIseoVl6jtMeoedpj1DydVowGK5ImSDpL0peTr7y9vGFvAUlflzRH0mxJN0naPlH2eUlzJT0q6chE/jhJD8Syy1T9WKTI0qXpzNJbtWx1Kts0qlOvrDq/Vr1kXnX5vQ/c09RrIBQ5RrXyGqU9Rs3THqPm6bRilBeSjorH5rmSzunwZ38XuA4YB+yeeI3u5PcMBG/YW2MGsJ+ZHQD8Bfg8gKR9CSsNvQY4Crg88QCaK4CPAXvH11G1Pvi559J53OB/39v42cUD3aZRnXpl1fm16iXzqsv/9Gg6CzkVOUa18hqlPUbN0x6j5um0YpQH8Vj8PeBoYF/ghHjM7hQnAOPM7P1mdkri9ZEOfseA8Ia9BczsVjOr9Jn/kQ1nZMcCN5rZajObB8wFDpS0C9BjZvdYGMRwLXBcnc9OxfmFbdvvCWhlm0Z16pVV59eql8yrLh86fMumXgOhyDGqldco7TFqnvYYNU+nFaOcOBCYa2aPm9lLwI2EY3an+D/CMuaFw+c2tM9HgJ/F97sRGvoKT8W8NfF9df7LGDFixOrJkyevX8exp6dncW9v75KByp0z4zQAli1btl1PT8/z7WzbyjaN6tQrq86vVS+ZV13e1/e+EZsSk3oUOUa18hqlPUbN0x6j5ukOx2hMhz6HXcaOnH7OjNNGVOf39fWNWLZs2U4ACxYs2KqqeDc2ftLnU4TVSjvFN4HrJX2VsMz5eszs8Q5+T9t4wx6RdBthHnw155rZ1FjnXKAfuL6yWY361iD/ZUycOLH6x+g4juMkGD9+fM1bmU1o+Tg8QK6If99V4zs2J0e8YY+Y2dsalUs6ifAfON429J8/RRgsUWE0sCDmj66R7ziO42RDveNzRzCzwt7KLqxYkZB0FHA2cIyZrUwUTQM+IGmopD0Jg+TuNbOFwHJJb46j4U8EpmYu7jiO073MAvaWtKekLQkDnad1+kskvULSwZJ2b147G7xhb43vAtsCMyT9j6QrAczsIWAS8DDwG+ATZla5X34tMBN4CdiOsJbwehS4LE7DmC3pDYmyqyUtkvRg6v+ygtBsWoqkfSTdI2m1pH/Nw7GIdONvpRVqxUVSr6QZkh6Lf7tumbV241JvOm8ZiAOePwlMBx4BJsVjdkeQtIukmYRB05OBv0q6S9KunfqOgeIrz6VAnGbxF+DthO6gWcAJZvZwos47COvav4MwoONSMzsolh0GvABca2b7ZayfOS3GayRhMM5xwFIz+0YerkWj234rrVIrLpIuBvrM7KJ48riDmZ2dp2fWtBOXODXsBsLo8l2B24CxiYuXrkbSFOBJ4PNmtkLSNsBXgD3N7Jg83fyKPR1amWZxLGHnMjP7I7B9nCaHmd0F9GVqnC9N42Vmi8xsFmHGgRPpwt9KS9SJy7HANfH9NdSZgjqYaTMuNafzZiJaDg4BPmtmKwDi37OAt+RqhTfsaVFrmkX1dLdW6nQLHgsnC3aO41+If0fm7FMU6sXF98vGLCUsfJPkVRRgbruPik+HVqZZpD0Vo0x4LBynePh+2ZiLgdskXUV4utsY4BTgC7la4VfsadHKNItUp2KUDI+FkwXPVm53xb+LcvYpCvXi4vtlA8zsh8D7gRHAxPj3BDP7Qa5ieMOeFq1Ms5gGnBhHx78ZeL7SHdaFZDItxel6pgEnxfcn4VNQK9SLS83pvDn4FRYzu8PMPmpm74h/78jbCbwrPhXMrF9SZZrF5sDVZvaQpNNi+ZXArwgj4ucCKwldOABIugF4KzBC0lPAF83sqmz/FdnRSrwkjQL+BPQA6yR9GtjXzJblJl4Auu230iq14gJcBEySdCphNPPx+RnmQztxiftgZTpvPxtP5+164kXIycDrgOHJMjM7MQ+nCj7dzXEcx3HaJJ4kvRa4mXBxth4zOz8XqYg37I7jOI7TJpKWEuas5z4Kvhq/x+44juM47fMkMDRviVr4PXbHcRzHaZ9rgamSLuXlj23NdRCdd8U7juM4TptImlenyMzs7zKVqcIbdsdxHMcZRPg9dsdxHMcZRHjD7jiDAEkfknTrALf9kqTr6pSdLGmtpBckvbrJ5wyN9dZIunAgLo7jbDresDtOTkh6QtKLsTF8VtKPJA1vvuXLMbPrzWxCpx0j95jZcDN7pInDajMbDlyfkofjOC3gDbvj5MvE2Bi+AXgTcF67HyDJZ7c4jrMeb9gdpwCY2dPAr4H9ACRtJ+kqSQslPS3pQkmbx7KTJf1e0rck9QFfinl3Vz5P0lskzZL0fPz7lkTZnpJmSlouaQbh4RUtI+lASX+StCz2NFzSiRg4jtMZvGF3nAIgaXfCswP+HLOuIazPvRfwemAC8NHEJgcBjxOenf0fVZ/VC/wSuAzYEbgE+KWkHWOVnwL3ERr0C9jwAJBWuRS41Mx6gFcCk9rc3nGcFPEuPMfJlymS+oHnCY3xVyTtDBwNbG9mLwIrJH0L+Bjw/bjdAjP7TnzfL2306Ox3Ao+Z2U9i+gZJZwATJd1B6PJ/m5mtBu6SdHObzmuAvSSNMLMlwB/b3N5xnBTxK3bHyZfjzGx7MxtjZqfHhnwMMARYKOk5Sc8RGvSRie3+1uAzdwXmV+XNB3aLZUvNbEVVWTucCowF5sRu/ne1ub3jOCniC9SUkDvvvNOGDm1vieI5S+bw4toXUzJKh2GbDyudM7h31rh3tuy/4/5ssUX7nb0rV65cMn78+J1SUHKq8K74EjJ06FD22Weftra5+MaLmbJoSkpG6XDcyONK5wzunTXunS2z3zOb0aNHt73d/fff327PkDNAvCu+S5j1/Ky8FdqmjM7g3lnj3tnS29ubt4LTBG/Yu4TDeg/LW6FtyugM7p017p0tixcvzlvBaYI37F3CnBfm5K3QNmV0BvfOGvfOlp6enrwVnCb4PfYuYatf3AL37Jq3RltsdfCC0jmDe2dN2t59fUvp7d2h459btHi3+u9c+8HHMrBxNgW/Yu8S9thjed4KbVNGZ3DvrHHvbFmxYkXzSk6ueMPeJUyfPiZvhbYpozO4d9a4d7aMGjUqbwWnCd6wdwlHHlm+mSZldAb3zhr3zpZnnnkmbwWnCd6wdwkPPvhfeSu0TRmdwb2zxr2zZcqU8s297za8Ye8SHn3053krtE0ZncG9s8a9s2Xy5Ml5KzhN8Ia9Sxg+fE3eCm1TRmdw76xx72zp7+/PW8Fpgq8VX0Juv/32xbT54I6+vr4Rvb29S1JSSoUyOoN7Z417Z8smeI/xteKzwRt2x3EcxxlEeFe84ziO4wwivGF3HMdxnEGEN+yO4xQeScrbwXHKgjfsg4iyHfwk9Sbel8Zd0lsllW4QkKTPSpoQ35cm3pFtK2/K5F4m1yRl9XYC3rAPHyPtGQAACMJJREFUAiQdK+ka4LV5u7SCpKMk3QV8W9I3AawEozgT3h8CVuft0yqSJkiaDpwNnAjliDeApLdLuhv4hqSzoBzuZdsnK5TV29kYf7pbSZEkMzNJRwAXAGuAgyXNN7OlOeu9jHgFsBlwKvAR4KvAn4FrJR1tZr/O068e0VvA+4HvA6eaWeFXFoneQ4B/Bw4nxHtL4E2ShgD9RW8gJY0GvgRcBNwJ3ChpRzM7u/L7z9OvHmXZJyuU7VjiNMev2EtI1UFtHnAk8DngIOCA3MTqUPE1s7XA3cAhZjYVWAUsAh6StFmlbo6qG5HwXgcsAK4F5say4yWNjo1kUb1fAqaa2aFm9itgKfABM1tT4EYxGcd9gAfM7GYzWw58D/iMpL1jQ1SYmFcxD5hAgffJCmU7ljit4Q17yZD0SWCypM9IGmVmT5jZQjO7A3gWOFzSbjlrrqfKdxcze9jM+iW9AZgC7EHoIr6ksklOqhuR8P4XSSMIJySzgSskzQHeB3wHuLyyST6mG1Mj3rNi/hAzmwk8LunofC1rU+XeA/wFOETSwbHKSOAh4Ly8HGsh6XRJ743vBfzNzJ4p6j5ZoWzHEqd1vGEvEZLeDZwEXEY4mz5P0usSVa4HxhLOtpPb5dLo1PA9N+FbuXo8EDgLOFnSG+PVca5Uee8PnA/sBdwC/BY4wcyOJ9xWOE7SuAJ6V+JduVfaHwcrzgfW5qRYlxruXyOMY/gW8M+Sfk+4Cn4P8DpJe+Td6yBpW0lXEm53XCNpi+iU7E0o1D6Z+P5SHUuc9vCGvVwcBFxhZr8l3HucB5xRKTSz2cAsYD9Jfy/p7Jif1wGwlu+Z0WmemT0Z368AJgE9OXlWU+39BPA5M1sAnG9mfwYwsz5Cr8PwnDyraRRvi77DgCMAKrc/CkIt9/PN7Crgn4DPmNkHgSeBe4FleYlWiLcHZprZKMJJ3/di0fru7QLukxXKdixx2qBIO7YTqT4rTqQfBz4IYGbzgV8C20g6JlH9BuCjwM+AEbU+L2ffrat8kXQe8Brg4TQ9q2nD+2ZgW0nHmNmqRP0vELznZGP8Ms/qdCu/j+uAAyVtlUcvQxvu04AdJL07jgm4N9a7ANgGWJ6RcrVndXpa/Ptp4IR4/3+tpC0SdTLfJ+tR9GOJ0xm8YS8mQ5KJxFnyL4CVko6N6YWE0cL7KjAcuBR4ADjAzD5XtX1hfAEkHa0wlWks8A9m9kzKntUM1PtQSb8leL/XzJ7NRnc9A/p9xLxhwI3k1x3frvurACTtLWkqsB/h6j3rR6PV9DazFZI2i7/dy4H/jPn9cYDfNoTu7qz3SQDi+BAkbV71vUU9ljgdwBv2AiHpjZJ+Dnxd0iGVnTHRZboUuAn4uCSZ2fOEbuCt4g63CjjTzN5pZgsL7Dsslj8CnGZmJ2bh20HvJ4BPmNmHS+I9NHFAnmpmP8y6YdyU33Ysf4YQ82OyPJFq5F19K8PMzgH2lHSwpJ0lvSneZjojq30yuknS1pJuINwqwsKMlOQVd6GOJU5n8Ya9AMQd8SLgSsK9umeBTwKvAEh0mQ4DphPOrn8gaVfg9YR5p5WrhEUl8H0p1nvCzB5M2zcF77+ZWWa3DTrgvf4B2pUDfFZ08Le93MyeKpK3ma2LV7bbJTb9GvB74HfA1rFu6vtkkjieYmVM7iTp4xCu2hMneIU4ljgpYWb+KsALOBrYIb7fhXB/a3ii/MuEHfH1QC9wIaHr7HJgc/d17yJ6l9m9Re/fAIcm6s8BvgEMydFb0ffbwCGEaZrbFz3e/urgbyBvgW59EVYDO6hG/qGEKUn3xB3zCEIX2U+Bvarqbu2+7l0k7zK7b6o3YQzG7nl6A5sl8qcAownrLVwEjCEMPPwp8Mq84+2vFH8TeQt024vwMIvJQB9wNRuuCDaLf18DHBHfn0JY7WzPxPabua97F827zO4d8M7lKreedywbC1wS308kTA/836rtc/ut+Cvdl99jz56XgDuAfyQsU3o8bLjXaGYPWZhbCjCTsPOugTBgx7KfolQ23wrunT1ldd9U77xmGNT0jiwAxkqaRrg1MJMwVx3IPd5OynjDngGSTpR0uKTtzWw1YUrMbYQlM98oaWysVz1HdALh/2g5bDTQyH1r4N65zEsvpftg9yacfCwgzFcfZ2YTgdGSxuXh7WSLzHxaYhrEA8Iowv2sdcBfCfe3zjSzJbHO3oRlHVeZ2YUxbyjhnt7XgKeBs8ws9QVQyubr3vl4l9m9S7xXm9kFMW87C9PYqJV2Bi9+xZ4CiWkl2wJPm9l44HTCvbDvV+qZ2WPAfcCukvaKB5B1hKk1X7QwZzeLRr1Uvu6dj3eZ3bvIe5foPYwwF339WgHeqHcP/jz2DiJpC8JUks0l/Yqw9vlaCPNCJZ0BLJB0uIUnbWFmN0l6NWHazHDCIJ0HCCs+ua975+5dZvdu9wYe8W737sOv2DuEpMMJZ8w7EJ7ZfQFhgM0Rkg6E9csxfpnw0IXKdscD5xKeGnaAmT3ivu5dFO/oUEp3987+t+IUA7/H3iEkHQrsYWY/ienLCWf4LwKfMrNxsUtsJGHt6LPNbF7cDjP7nfu6d9G8o2sp3d3b6Vb8ir1z3AdMUlxLmrCs5CvM7MeE7rRPxS6x0cBaM5sHYSfMaUcsm28F986esrq7t9OVeMPeIcxspZmttg1zWt8OLI7vTwFeLekWwrKU9+fhmKRsvhXcO3vK6u7eTrfig+c6TDzLNmBnNjyreTnwb4RHTs4zs6dz0nsZZfOt4N7ZU1Z393a6Db9i7zzrCM9uXgIcEM+svwCsM7O7C7gjls23gntnT1nd3dvpKnzwXApIejPwh/j6kZldlbNSQ8rmW8G9s6es7u7tdBPesKeApNHAhwkPYVidt08zyuZbwb2zp6zu7u10E96wO47jOM4gwu+xO47jOM4gwht2x3EcxxlEeMPuOI7jOIMIb9gdx3EcZxDhDbvjOI7jDCK8YXccx3GcQYQ37I7jOI4ziPh/5EpwdhEZ0FkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ppsd.plot(max_percentage=10)\n", "ppsd.plot(cumulative=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * do different stacks of the data using the [`calculate_histogram()` (see docs!)](http://docs.obspy.org/packages/autogen/obspy.signal.spectral_estimation.PPSD.calculate_histogram.html) method of `PPSD` and visualize them\n", " * compare differences in different frequency bands qualitatively (anthropogenic vs. \"natural\" noise)..\n", " * nighttime stack, daytime stack\n", " * advanced exercise: Use the `callback` option and use some crazy custom callback function in `calculate_histogram()`, e.g. stack together all data from birthdays in your family.. or all German holidays + Sundays in the time span.. or from dates of some bands' concerts on a tour.. etc." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ppsd.calculate_histogram(time_of_weekday=[(-1, 0, 2), (-1, 22, 24)])\n", "ppsd.plot(max_percentage=10)\n", "ppsd.calculate_histogram(time_of_weekday=[(-1, 8, 16)])\n", "ppsd.plot(max_percentage=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * do different stacks of the data using the [`calculate_histogram()` (see docs!)](http://docs.obspy.org/packages/autogen/obspy.signal.spectral_estimation.PPSD.calculate_histogram.html) method of `PPSD` and visualize them\n", " * compare differences in different frequency bands qualitatively (anthropogenic vs. \"natural\" noise)..\n", " * weekdays stack, weekend stack" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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R+aGqxqzDFR8HdiZu9CJyN+Z5UlBX5ZxAVb8tIu/GuPJnDRG5DuOu/gTw35IKE4qpamIldxfmZvZ1EXkX5gb0GYz76R5bXRswB4QSru7EruyAqo5Yu6yrMc+rejG7wXdgbhjfyKDqpzA7jY9iwlPOx7jhkod5rJvPZitbCdRbOkypqnNHkISqPisiPwL+U0TehvECfAxzk/2Wrf7VmBXuBou0WUQagSPZTmBBICa86C6MS/zdQINtx9KrqjFVHRKRz2HC344DBzE7ojKMyy5R1zLMrmmFRdpgufVOqOoJS+aTmBvqUcwE9HLMM9dk+J+Prom+rsdMemeD2TVZ/EswYYPfxfyWWhJtSVzfo94WzH3lNoznoBZzensnxm2ckKvHGncWVls69Kmq3QORCY9hvBeXYoVBqeoAZiNg12sAqHS4uX8I/KWY9zXswdz3PgLcblt87nXUc551jb022h9b10tMEB2Yg1V7gCctsdfg4hrP1A+Y396DwKfEhEv2YDYCIeDrtnr+D+YRRmJB+AngY4nFlPV7/nfgRhF5HHO+5VVWusKS6bHqt+s3ijkF7/l4wLr2MUxfjGH6O0ZqZ/sBTCjiAMbm05hJ/WpV/RNVHRWRz2Pu4d1WubeQOk+QM6x2fwzzewPjNSrCTK7nqOr/zaK6g8BLrYV5wvv4ZkxfPIwZAzsxESL2+9fFmH65h0zQYAc5GjED7GnMSmzcuuCngLU2uVtwPyjxYowbYaeVvwnr4LmVX0uGkBXMpPI2zC5kCDNw7gYuccjdhEuYFsZNNE3qcNtbrWva9T+E7RCBV1022dmEfL3RIbcds6Kf9UE0Sxd1SYcccssxz+OGLZt+C+vgSoC6LrP4GzDhC92YVWYX5kd3QUBdX4GJv57EhGP8uYf9fNviUXcV5oR+H+ZG8VNgg0PmFo/63zrbfvDQ6SaP6znHYjHGQ3QCc5O/HzgvYF032WRutew6iTmMcz/w+oC6uuoZwHaaod46zO7umDVmTmBulM6DQG/1qP+WIPo76vow8LMMMrcw8yBaBeYA4AtWPxzB7Dbrfep5K47fMeaZ+B7M72wM8zz5E0CDxS/FbIbcDmBmtDHGZf01zIG+fmusb3HI/MziTWIWjW93uVYYE9bUaen5GzKHbv6SzAfR/oTUvTsRWXKNQ+bVmGfUY5bcY5jHCwl+IuRrCDP5fRbzePHJDH34JeCXDtrngPsctLeRCjnrx3hd3mHjH8J2z3erG1iHifcfsfrpMsw5hQesOscwizzngbqvYB0IzJTEKlBAAQUU8DsL69HIs5iFgVvo14JCRK7BvK1ttRZuyoEhIj/H7PIX3aPPoBAT/vcEZld/KJN8EPd4AQUUUMCShqoOiHkN6vKF1sUD48D7ChO2N0RkK+bk/a8xJ8nfhDnc5Rmhs0SwFuP1OBREuLDTLqCAAgooYNHDOj/zJcxz7BDmAPJHVfWHFv/LmHNWParaYdHqMY/91mLc23+g5iVLSxaFSbuAAgoooIAlD+tg5AjmHfOJSfsfMQcXPyEi7wfqNLuDZYsOhUm7gAIKKKCA3wmIyFrgf22T9n7ModnjIrIcc2jMGdK2pFB4pj2P+MUvfqGlpaVzVt/zjx0CIFJWzNS4890B/ghSxk/Gi+dGd9L88rm0JQgKNsqMhbCRF3+2NgqqWy7Itt6g8tmOpVxo+bLR8vbmkzt37mzKLBkMex76N52OVqbRek/FONlnIoxD4Yp9b3rTmzrcyjrQoqrHAayJuzlTgcWOwqQ9j4hEImzaNGfvT+FDLzZfB6xqrmC4x+9NjDMRpIyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdckG29QeWzHUu50PJlo/ff+aeHZ12JDdPRSs5b/4l0ou2L3r/Y958zPrF6uiDj97QLmDtEo5neaJobNl26Li9l/GS8eG50J80vn0tbgqBgo8xYCBt58Wdro6C65YJs6w0qn+1YyoU2XzaaLRRlWqOeKQt0W25xrL89GeQXPQqT9u8AotPZf/U0SBk/GS+eG91J88vn0pYgKNgoMxbCRl782dooqG65INt6g8pnO5Zyoc2XjWYLBeKoZ8oCP8a8OQ3r7498ZJcECu7xeURRUX7MffCRwK/pzqqMn4wXz43upPnlc2lLEBRslBkLYSMv/mxtFFS3XJBtvUHlsx1LudDmy0azhdlpZ7egEJFvYt5A1iginZi34H0C+Lb1KuMjmI+CLGkUdtrziHy5xzde0paXMn4yXjw3upPml8+lLUFQsFFmLISNvPiztVFQ3XJBtvUGlc92LOVCmy8bzQWy3Wmr6m5VXa6qxaq6UlVvVtVTqrpTVc+w/s759wTmG4Wd9jwiFMrPGun4M9m/Lz9IGT8ZL54b3Unzy+fSliAo2CgzFsJGXvzZ2iiobrkg23qDymc7lnKhzZeNZgsFpmd8XK0AKEzavxOIlGbfjUHK+Ml48dzoTppfPpe2BEHBRpmxEDby4s/WRkF1ywXZ1htUPtuxlAttvmw0WyhKrPAOEVcU3OPziHg8PyvHhrV1eSnjJ+PFc6M7aX75XNoSBAUbZcZC2MiLP1sbBdUtF2Rbb1D5bMdSLrT5stFsYXba6plOZyzqN6KJyL0BRSdU9cq8KmPB+vb0nwFR4CdqPmqOiPw15tNuMeDdqnqHs+z999+vmzdvdpJzxh803ABARX0Zo33jGaTTEaSMn4wXz43upPnlc2lLEBRslBkLYSMv/mxtFFS3XJBtvUHlsx1LudDyZaP33/mnv9m5c+d5s67Iwn33fVFXrv2QJ//5/V+f0+stJSz2nfZ24OYM6cvAjvlQRkReClwDnKWqW4B/tuibgeuBLcBVwGdFJOwsn6+DaB272vNSxk/Gi+dGd9L88rm0JQgKNsqMhbCRF3+2NgqqWy7Itt6g8tmOpVxo82Wj2cLstMUznc5YnA80UnhAVb+SSUhEXj8fygDvAD6hqpMAqpoI1L8GuNWiHxSRA8D5mE/I5R0TQ5N5KeMn48Vzoztpfvlc2hIEBRtlxkLYyIs/WxsF1S0XZFtvUPlsx1IutPmy0WyhQHzxOoEXFIt60lbVnQHl5sU1DrQDLxGRjwITwF+q6iNAK/CgTa7ToqWhv7+fiy++mHA4TCwW49prr+XGG2+ku7ub8vJywuEww8PDNDY20t/fTzwep6mpiZ6eHiorzXt4R0ZGaG5upre3l3NevZmDj3RSv6qG1eesIFJaRMPaOvbe8Swdu9qZGJqkc+8JNly0hs4nT1BZX05tazV773iW+lU1dOxqp+fASdrOX8WRPceoXVFNdUtlsnw8Fmf5piZWn7OCgw8fpXlDIxX1ZcnyGy9pY6RvjJVbl3HggcOs7FhG/aoaKurL6NjVzqlD/UxNRKlfVUNtazVt21dSVBym+8BJduzeRs+BUwDUr6qhqrmCTZeuo6QyQm1rNRsvaeP4M71ZtaljVzujfeOubera282O3dsY6h5h4NiQa5s6drUz0DWUbNPJg31se8UmSqtLkvxEm5ZvamL/vQepaq5g+3VbeeaeF9i8c0OyTc0bGjj+TA/br9tKdDrGwUc6k22SsLBj97a0No2cGmXH7m3JNtntONo3ztjgODt2b+PInmNEKorTymfTpkQ/ubXJ2U9ubXrq7gNsunRdsk1Bxt5wzwgbL2nz7KeB40Oc+bL1Gcee3SYDXUNMT0yzY/c2z7EXi8bYsXsb++89mFWbMo29+lU1tHa0zPnYi05Gae1oce2n+lU1bLhwdcaxpyg7dm9La9NA1xA7dm9zHXvhohANa2qz/j05x95cQxGmFr0jeGGwqJ9pLwRE5C5gmQvrA8BHgZ8D78G47r8FrAP+A/i1qn7dquNm4DZV/Z69gnvuuUfPOuusOdM18Ux7x+5tPPTNx7MqG6SMn4wXz43upPnlc2lLEBRslBkLYSMv/mxtFFS3XJBtvUHlsx1LudDyZaO5fqZ9z31f0trV/8+Tf/K5W07bZ9qLeqftBetLLRcDT6vq03NZt6pe7nPddwDfV7PSeVhE4kAjZme9yia6EjjmLB8Oz3jMPSfofPJEXsr4yXjx3OhOml8+l7YEQcFGmbEQNvLiz9ZGQXXLBdnWG1Q+27GUC22+bDRbxBGmyM/9cqlj0fsfRKRVRL4vIs+IyH+JyBbgaeBzwOMicv08qvND4GWWXu1ABDiJeb/t9SJSIiJtwBnAw87C+Qr5qqwvz0sZPxkvnhvdSfPL59KWICjYKDMWwkZe/NnaKKhuuSDbeoPKZzuWcqHNl43mAnEVz3Q6Y9FP2pjJuR94HyDAHcAfq2oz5j2yfzOPunwZWCcie4FbgbeowT7g28BTwE+BG1Vnvjg3X48ialur81LGT8aL50Z30vzyubQlCAo2yoyFsJEXf7Y2CqpbLsi23qDy2Y6lXGjzZaPZQhGmNOyZTmcs+mfaInIKWK6qUyJSDgwCEctFjYgMqmrNgioZEIU47cz5xRJbG7RMwUaFOO25ki/Eaadw931f1qKVn/DkR5//z9P2mfZS2GkXq+oUgKqOAcOavtJYMr6SQpx25vxiia0NWqZgo0Kc9lzJF+K00xFDPNPpjKVwEK3IeqmJeOSXjK9EJD+DLZeVcpAyfjJePDe6k+aXz8fOKNd6CzaamzKZZILYw42WbX6ukG29QeWzHUu50ObLRrOFqhD1cYMvhYkrX1gKbe/BPEtO4JQj38MSQb6+8tVz4GReyvjJePHc6E6aXz6XtgRBwUaZsRA28uLP1kZBdcsF2dYbVD7bsZQLbb5sNFsoEPNxBC+FiStfWPTucVVdq6ptfmmhdQyKWCy7j7oHRdv5qzIL5VDGT8aL50Z30vzyubQlCAo2yoyFsJEXf7Y2CqpbLsi23qDy2Y6lXGjzZaPZQhGmtcgznc5Y1K0Xkb8LIqeq3m+WX0TIV5z2kT0zQsLnpIyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdckG29QeWzHUu50ObLRrOFArHTPLTLC4t9p73Kls4A3g/sBDZg4qXfb9GXBPIVp127IodQnQBl/GS8eG50J80vn0tbgqBgo8xYCBt58Wdro6C65YJs6w0qn+1YyoU2XzaaLQo7bW8s6tar6h8m/heRW4Hd9leDisi1mFjtJYF8hddVt1TmpYyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdckG29QeWzHUu50ObLRnMBv2fapzMWfZx2AiIyCNTbX1piff6yrxCnXYhBzoSCjTKjEKcdDIU47ZmY6zjt23/1Ve1Z9jlP/sojf1+I014COADc6KC9E3h+AXTJCYU47cz5xRJbG7RMwUaFOO25ki/EaaegCjENeabTGYvaPe7AHwM/EJG/Arown76MAtcuqFZZIF9x2kPdI3kp4yfjxXOjO2l++VzaEgQFG2XGQtjIiz9bGwXVLRdkW29Q+WzHUi60+bLRbGGeaS+ZV3DMK5bMpK2qe0TkDOACYAVwHPM5zOmF1Sw48hWnncv3bIOU8ZPx4rnRnTS/fD6+zZtrvQUbzU2ZTDJB7OFGyzY/V8i23qDy2Y6lXGjzZaO5QOGZtjuWlFVUdVpVf6Wq31LVe5fShA35i9Nefc6KvJTxk/HiudGdNL98Lm0JgoKNMmMhbOTFn62NguqWC7KtN6h8tmMpF9p82Wi2SOy0vdLpjEU9aYvI3weU8/5a+iJCvuK0Dz58NC9l/GS8eG50J80vn0tbgqBgo8xYCBt58Wdro6C65YJs6w0qn+1YyoU2XzaaLRSIa8gznc5Y7K1/r4i0icg6vwS8e6EVDYJ8xWk3b2jMSxk/GS+eG91J88vn0pYgKNgoMxbCRl782dooqG65INt6g8pnO5Zyoc2XjWaLwk7bG4v9mXYF5tR4phNcE/OgCyJyNub73qWYQ3DvVNWHLd5fA28DYsC7VfUOZ/l8hddV1JflpYyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdckG29QeWzHUu50ObLRnOBbL/mJSLvwxxYVuBJ4A9VdV7mhvnEkonTXgwQkZ8Bn1LV20Xk5cBfqeplIrIZ+CZwPuaQ3F1Auz2mHApx2kHyiyW2NmiZgo0KcdpzJV+I007hR/d8Qx9vuNWT/+Lu96RdT0RagSZ+C/sAACAASURBVPuAzao6LiLfBm5T1VvmSqfFgsXuHl9sUCDx3r8aIPHi3muAW1V1UlUPYrwD5zsLF+K0M+cXS2xt0DIFGxXitOdKvhCnnYICccQzeaAIKBORIqCc1P35dwqL3T2+2PBe4A4R+WfMgucii94KPGiT67Roaejv7+fiiy8mHA4Ti8W49tprufHGG+nu7qa8vJxwOMzw8DCNjY309/cTj8dpamqip6eHykrzusGRkRGam5vp7e3lnFdv5uAjnTSuqWP1OSuIlBbRsLaOvXc8S8eudiaGJunce4INF62h88kTVNaXU9tazd47nqVxTR0du9rpOXCStvNXcWTPMWpXVFPdUpksX1FbxvJNTaw+ZwUHHz5K84ZGKurLkuU3XtLGSN8YK7cu48ADh1nZsYzGNXVU1JfRsaudU4f6mZqI0rimjtrWatq2r6SoOMzk8CQ7dm+j58ApABrX1FHVXMGmS9dRu7yK2tZqNl7SxvFnerNqU8eudkb7xl3bND4wwY7d2xjqHmHg2JBrmzp2tTPQNZRsU3QyyrZXbKK0uiTJT7Rp+aYm9t97kNrlVWy/bivP3PMCm3duSLapeUMDk8OTbL9uK9HpGAcf6Uy2qaQ8wo7d29LaFJ2MsmP3tmSb7HYc7RsnHo2zY/c2juw5RkVtWVr5bNqU6Ce3Njn7ya1NT919gE2Xrku2KcjYC4WEjZe0efYTCme+bH3GsWe3yUDXEKGQsGP3Ns+xV1QcZsfubey/92BWbco09hrX1NHa0TLnY6+sqoTWjhbXfmpcU8eGC1dnHHvFJUXs2L0trU3TY9Ps2L3NdexVN1fSsKY269+Tc+zNNRRhOp7+7HrPdw+y53uHANhy0xvTHsarapd1Xz4CjAM/U9WfzbliiwAF97gDInIXsMyF9QHMx0ruUdXvicgfADeo6uUi8hlMzPjXrTpuxrhmvmev4L777tMtW7bMma4J93hrRwtde7uzKhukjJ+MF8+N7qT55XNpSxAUbJQZC2EjL/5sbRRUt1yQbb1B5bMdS7nQ8mWjuXaP/+Ceb+pDdd/z5F/R+w6ne7wO+B7wOmAA+A7w3cQ9+XcJBfe4A6p6uap2uKQfAW8Bvm+JfoeUC7wT8yWyBFbi4prJV5z2yq1ua4zZl/GT8eK50Z00v3wubQmCgo0yYyFs5MWfrY2C6pYVJAQSYuXW5VkVC6pHtmMpF1rebTRHUISohj2TCy4HDqpqr/X+ju+T8oT+TmFRu8dF5N6AohOqemVelTE4BlwK/BLzadDnLPqPgW+IyCcxB9HOAB52Fs5XnPaBBw7npYyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLesoHGr3kNZFQuqR7ZjKRda3m00RzDvHs/q9PgR4AIRKce4x3cCj+ZDt4XGYt9pbwduzpC+DOyYJ33eDvyLiDwOfAy4AUBV9wHfBp4Cfgrc6Dw5DnncaXfksEMKUMZPxovnRnfS/PK5tCUICjbKjIWwkRd/tjYKqlsuWNmxLLnrRjLfQoPqke1YyoU2XzaaLRQhGg97phnyqg8B3wV+iwn3CgFfmF+t5weLeqcNPKCqX8kkJCKvnw9lVPU+4FwP3keBj86HHk6UVpfkpYyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdcUFpdktx1B5afpVyuNnLS5stGc4Fs47RV9cPAh/OjzeJB4SDaPKIQp505v1hia4OWKdioEKc9V/KFOO0UvvPLb+mdlbd58l83+ObC97SXCkTk1bb/GxZSl2xRiNPOnF8ssbVByxRsVIjTniv5Qpx2CuoTo+0Tp31aYMlN2sDVIvLv1v8tIvLBBdUmC+Tr05ynDvXnpYyfjBfPje6k+eVzaUsQFGyUGQthIy/+bG0UVLdckG29QeWzHUu50ObLRrOFKkzHw57pdMZSnLRDwNMi8mlVfQpz1P+0xtRE9jv4IGX8ZLx4bnQnzS+fS1uCoGCjzFgIG3nxZ2ujoLrlgmzrDSqf7VjKhTZfNpoLxFU80+mMpThpr1DVzwLdIvIR4O6FVigo8vWVr+WbmvJSxk/Gi+dGd9L88rm0JQgKNsqMhbCRF3+2NgqqWy7Itt6g8tmOpVxo82Wj2aPgHvfCUpy0bwJQ1Y8Bo8CZC6pNFigqys9h/f33HsxLGT8ZL54b3Unzy+fSliAo2CgzFsJGXvzZ2iioboHgCO3af+/BrEK+guqR7VjKhZY3G80xFLIK+TqdsCQmbRHZnvhfVR+x/f9x4D8XRKkckK+DaG3bV+aljJ+MF8+N7qR55eu3l9G8s4LqLSUU187t0PxdsVFQvXLBQtjIiz9bGwXVLRA0nhbi1bZ9ZYoWIPQrqB7ZjqVcaHmz0RxDteAe98Jij9NO4E0i8riqTjkZqvqrhVBoMaGoOPuVZ5AyfjJePDe6k+aVL18bIVoySeNFFQBER2KMd0UZ65xm/Ng08YncwxN/V2wUVK9csBA28uLP1kZBdcsF2dYbVD7bsZQLbb5sNHsIUV0Se8p5x1KZtF8P/JGIPAz8wkoPqeq0iFykqg8srHrBkC/3+DP3vJCXMn4yXjw3upPmlT/+kyHqzqxEquOUrSimqDJM1cYwVRvNCyAme6OMd00z1jXNxIkoZHFE4HfFRkH1ygULYSMv/mxtFFS3XJBtvUHlsx1LudDmy0azhcJpv6P2wlJZyrwXWA18EbgS+DrQLyI/Az6ykIplg3y5xzfv3JCXMn4yXjw3upPmlY+NKevb19H7i1GO/PcAnd8b5NRDY4x1ThOPKiVNRdSeXcaKV1Sz9i11LLuqkpqtpRTXZd4t/K7YKKheuWAhbOTFn62NguqWC7KtN6h8tmMpF9p82Wi2MK8xDXmm0xlLYqdt+7zaN0UkoqpfEZFW4BLgxgVULSvkK0478W3guS7jJ+PFc6M7aX55+/9TfTGm+mIMPjGBhKF0WRFlrcWUrSympKGI8lURyldFaACio3HGu6aTKTauntcIiqVgo7nEQtjIiz9bGwXVLRdkW29Q+WzHUi60+bLRXOB0PyXuhSUxaYvI61X1G1ZWwXz0HDOJ5yeOqoBFBY3BeFeU8a4oPDxOuEzMBG5N4kUVIaraS6hqt1zpp6JJ+YkTizcWtYACCpgJVU77HbUXlopV3iki14hIpZOhqt9aCIVyQb7itJs3ZP821yBl/GS8eG50J80vH7QtsXFl5MAUvfeMcuQbQxz93hCnHhxnrDNqXOkNRdSeVcryqytZ86YaIlvj1G4ro6SpGAmHkXA4PWzHJS11G2WLfI6jUESoaCum6ZIKVl1fw7KrKilpDnvWMVsbBdUtF2Rbb1D5bMdSLrT5stFcoHB63B1L4oMhIvJTYBK4EDiF+Qzm/cCDwGuCfAlsMSBfHwypaq5guGc0q7JByvjJePHc6E6aXz6rtlgxsuL4TrmEoaQ5bHbhK8KUNKSvTaeH43TfOc70oP8iqrKhNKWLR2jPordRFpjrcVRcG6J8dYSq9aUU1wsSmnmzHT08xdRB6H9uJGO9gW1kjYuq5gqGu4ezak8QZGsnT/lEjLc1trIdS7nQMtkwV8z1B0O+dvf39Wa8zxf/LVcXPhiyyPFhVb0GWAa8CfNSlfcBR4FPz+WFROQ6EdknInEROc/B+2sROSAi+0Vkl41+rog8afH+TURcl4L5Ooi26dJ1eSnjJ+PFc6M7aX75bNqS2DGnpZCACpPdcfofneDYj0c5/I0RqsYbGH5umuhYnOKqEM0vKyNUkl7OmTZd2pb8P1s7+PHm00bZYFbjyOahiDQWs2xXFauuq6VhRzmRRnObGT8+zamHxuj64SD9e8aJTysVayLUXRaheWdl2oHCWdnIip/edMlab8XdvCuZZH1084OnvCPOO9uxlAstkw0XEwpvRHPHknimbX3gHFWNA49a6R9FpBj4xBxfbi9wLfB5O1FENgPXA1uAFcBdItKuqjHMC15uwOz8bwOuAm6fY708EZ2O5aWMn4wXz43upPnlM+kVikRSGetGqtHpJEnjMz1HsTEIjUTovWcUCcdpvaaaSH0RjRcW0X33mFVV6kagMaNDPDZzF2/nZ9J3oWyUKwLV65jcotNxQ9M4xXVh6s8ro2Kt6aP4tDJ6cIrmZc08/YNDxKdSfTPZO87g3glqt5VSu7WMynURKtqKGXl+iv7fjM/aRq7tseuemCztNK+J2yGbbLOT74GMdrXXm0UdudAy2miRQBVifnHaS2W7mQcsiUnbC1ac9tczS2ZV59MALpvla4BbVXUSOCgiB4DzReQQUK2qv7bKfRV4NS6Tdr7itA8+0pmXMn4yXjw3upPml0/+b7sphoptdrNNojpl3rVjn0S99T0KGkdjIU7cNUbrNVVUtEWoOSvG4BOT6ZO9de3nHzxE3LqGfbFgl11QG80xAtXrmKAOPnKU4mqoO7eCinURRIR4VBl6aoKBxyeITyjTrafSJuwE4hNK30PjaG8xoWVRqjeVULWhhMp1EXq6jlFUGSI6ErddK4ONHj2WXEC4tseuu8M1HQjJeo+61+VRX0a72uv1qCvImAlCy2TDxYPCs2svLPpJW0Q2AsOqesyNr6p75kmVVsxOOoFOizZt/e+kz0BPTw833HAD4XCYWCzGtddey4033kh3dzfl5eWEw2GGh4dpbGykv7+feDxOU1MTPT09VFaaM3gjIyM0NzfT29vLOa/ezMFHOtn5zgt55LtPEiktomFtHXvveJaOXe1MDE3SufcEGy5aQ+eTJ6isL6e2tZq9dzzLzndeyP57D9Jz4CRt56/iyJ5j1K6oprqlMlm+qa2e33x/L6vPWcHBh4/SvKGRivqyZPm9dzzLSN8YK7cu48ADh1nZsYwNF63hp/9yLx272jl1qJ+piSjbX7uVuz/7a9q2r6SoOExZTSmTo1PJcJMXvXoLP/v0fWy6dB2tHS388gsPs/GSdRzf30uktJjGdfXsu/N5tlyxnonRabr29bJ+x0o6Hz9GRX0ZtctTOo/2jbu2qbisiOnxKEM9owwcG6YuXssQvTRsL2Pd1tU8e3snHVeewcCxIUb6xlnZ0UJZTQn9RwcprS7hqZ8fYssV6zl1eIDJ0UmWb2xi/68Ocdnbz6NrbzfP3PMCm3duSLapeUMDJRURxgcniE7HOPhIJxsvaeP4M71suXwDfZ2Daf1Ut6qG8cGJZD917GpP2nG0b5zm9fWM9o9zZM8xzr22g96DfcnyQ90jDBwbcu2njl3tDHQNzein0uqSJN+rn9za9NTdB9h06Tqi0zEO7+uk7RUt9I0UIQIojB2IsnL5amoao0iLGXvVzZWmL6yx5+ynysZyju3roWKilK6eo5StLaJklbDqdbVUTddy4v4Bmjc0svGStqRNBrpMe4d6RtLH3ifvo+PKDZw61M+6C1YzeGKY/fcenNmm580nKZvX16W1yd5PXr+ny27YwYPffCz1e/rZATquPIPR/nF6nuv1HnsZ+qlhTS2P/+RZVna0cODXR1i5pTnZTzvfeSGP/+/TTE1EWb6pif33HuSyG86fMfbaL2lj4NhQWpuqmyuZGJ50HXstZzRy/1d+43qP8Ps9OcfeXEMVYn6nxxfri9zmAYv+IJqIVAF/AKwEngF+4PY60yzrvAvzfNyJD6jqjyyZXwJ/qaqPWvnPAL9OxIyLyM0YV/gR4OOqerlFfwnwV6r6Kmflv/rVr7Sjo2M2qqchcRBt9TkrOLLHdU3jiSBl/GS8eG50J80vn/hfioqTfLHttOPj46mK3dyZHjug1Wcvm6FX3YvKqDu3jNhEnK4fDCV3dQmX+KqzWlJlPFynbvV6tdOPnouN5hoz6vXYjRZVhqg9p5Sq9hIkJGhcGd4/Sf+eCWKjM3eaq89ZwZHHTqQIjvqc1y2qDrHy8npCDXE0rhz99iDR4XhWNnK9rhuy2Wl7XCcNLjYL2l/Z/t5yoWWyWa6Y64NoX7nzB/of0Uc8+Z+I7DxtD6It+p22qg4DNwOISDvwPhEpAu5U1YdzrDOXb3B3Aqts+ZXAMYu+0oU+b4iUZt+NQcr4yXjx3OhOml8+UhYBCaU9S45PTKaEs3kuabtxuunV/9txSprClK+O0HJFJcd+PITGUu72SHkkqYfdBW93lS+IjXLo7yCIlBb5unrD5ULt2WVUbypBwmaypr+Io3ecJDrsPflFSot8J0dne6JDcYqOlzPYd4qqM0qoPaeMk/eOutvEpq8rP5tJ2avtjgVbYoy6wuV6Qfsr27GUCy3TOFssUDI80z6NsaSsoqrPquo/AB8D6kTkwyLyLhFx2zXPNX4MXC8iJSLSBpwBPKyqx4FhEbnAOjX+ZuBHbhXkK067YW1dXsr4yXjx3OhOml++cV09oeIi4lNTyeSJxKle+xeXPL6+5KVvzy9GmR6MUdJYRONLKtLLrK5F42omJ9sp4/h0NJka1tZ73sDzZaNc+tsXVrsa1ta72i9cJjRcUM6q19VSs6UUQjD83CRHvzNIU/Fy3wk7iL5e9uj/7TgaV6rOiFBUFXK3iU3fJN/enmxgb7v9VLnDHg1raoOVs+sR4DOe2f7ecqFlGmeLB94x2qf7s+5F7x7PBBGpwbjPlwNPqOoPZ1nfa4B/B5qAAeAxVd1l8T4A/BEQBd6rqrdb9POAW4AyzAG0d6mLYfMVp11RX8Zo33gG6XQEKeMn48VzoztpM/INFcl8VXMVo/3jaYe9Mh4089kVzbimy06ouC5M6zXVhIqFk/ePMfTUxAy93E6XA1S11DDaP+66uJhTG9nyufR3EDjrDZUItdtKqd5cSqjYtH/khUn6fzPO9EA8sC6ZZPzs0XRpBVXtJQw9M8H4Pg08jpL8U3Mfzz5D3wwH0Zx6zYBmtmWQMROElmmc5Yq5do/f8rMf6icnf+vJ/1T5paete3xJ7bTdoKqDqvpFVf074Ik5qO8HqrpSVUtUtSUxYVu8j6rqelXdmJiwLfqjqtph8f7MbcKG/MVpd+xqz0sZPxkvnhvdSevY1Z62E9l61cZkvPSWy9eb3W0slkwZYavLLd5aQkLHlRs8d0LTA0rvvebm3nBhGSXLikFCqTIaT+64Na5pceFbdq4zOrrE+87aRh75XPp7Bnz0DUWEunPLWH19LbXbyggVC6OHp+n8/jA9Px9nepBkudmOoyTfoU+iTP8ea7fdXsKZV6XHhHfs2phWzt5faNzk84AZ+rp5d3z0mpHs7bHDXkeAMROElmmcLRYooCqe6XTG4nygkSNUdXF+Zy7PmBiazCzkVcbnMJdfvV48t3onRqbTnlFPjEyn7Vwnx2OESktcZU1V7rvc5G7cdrNUjzl+YngqLRzIidEXphhoGqf2rDJadlbQ9f3B9Dbar2E71To+NOEaGw4BbORD88tn3d+ZDuxZGB8ep/acMmq2lhIuMTYfOzpN/28mmDw507ASDif7y60vguo7MTQ5o1yiTHQozsiBKaraSxiW/rQ+nBia8L3OnNjJTd/hKe9n5S4H0ZJjz0FPwqM9aXUEGDNBaLO20TwiFj+9J2cvLKlJW0QuA8rsu9ylhLDLizrmAp17M5yQdUJCdO7r8Z7ErBtMUiYBm6zbNSUcpuup3vSbONC1tztNrmtvd9rE3Lm3OzkZdz55fMbu2nWizhKdTx4Hjadd13mdvofHKWksomxFMS2XV9L5ZGa7du3rMbt522n3+KS5+Xr1ixvdSfPLB+rvLF7+IcUhqjeXMNRwkvrlZQCMd03T99sJJrtjnuU1Bp1PHEt5GiDdvlZf+Y0j1/bYxyfQ/9gklRsiTJVOWLHbpOr1GZNZ/y4ywbpW55PHszqIlhh7meCnb5AxE4SWdxvNIU73HbUXFrV7XET+RUTuFpEvi8h/AX8LfHCh9coVsSCu3hyw4aI12Ze5cPWsZLyu6VbGSXPm1+9Y6cmbKwSykUL33SNER2KULium5dLqzPXmYiMXupPml8+lv90gYajpKGHV66ppOL+MUAQmTkQ59pMRjt8+aibsDAiiS6Y+dbWHrUx0KM7I89NICGrPLvGsN5MN5wrZ1htU3k8uyJgJQpsvG80W6nMIzesgmojUish3ReQZEXlaRC6cZ7XnBYt6p62qfyEi64C1wMPATuDJBVVqFsjbTjvAjjANGvdf/dt3FB6HvLr29c5wY2tcOfrkiRm74aPWbiwh37m3G2xvh+va2w1WmaNPzNxp2+H2WlHU3X1uR8JGaXyX3VJ8ErrvGmHFq6qZiIxQeUaEkeemfDwOxouQdhAt4anY2+Orix/NL9/55AlXffy8CGkIQfVGE0pVVGHqmeiJEjpVxrH7+rzLuSCpl6VD2uOJpB26fd9GNqM9pOyaeDQysGeMyg0RqtojDDw2SXQknpSZoYtH3hVZeCTS6s0ka6s36O/TTy7jmPEZczPGTsBrLjRy2Gl/Gvipqr5WRCJA+dxrtfBY1JM2JJ9TvyAiFwClS/m5db5Cvirrsx+bQcrMkLHdqCpqS9Im4lQZ4161P4eubKpCivqStMrGCjgwkOSXW3UleDMm5rRn1qlZIXkN+ytPI7b4bttEmo2NJk8qJx8Yp+kl5TReXMFUX4ypU+6TfUVdqafLPmGLmfSZujhpfvnK+vI0m7jFkqchoa9AVXuE2rNLKa4ytMlTMfofHWPsyDQbL8n+M40z2uIyCVbWlbovtqzXWlU2VgK9jnqN7RJtmh4KERouRqunqT07wslfjVFZV+qri2+fu7m3A07ggeq1la9sqPB/ph2g3oxjxmZr57VmjJ2A11xoaBbPtEWkGrgEeCuA9QKuWb2Ea7Fi0U/aCajqg6S/RnTJIV/hdbWtmd24uZSZIWO7qdWtrDXPru2TaDhMXWsNzq9i1bVWG5pVvnZFNTp1KMVfXpW8wdj/T8Brd5yaLO06pF58Eq5MfX69blUdUtTpuQBIa2Y4zMhz06y6oJKJ4hGWX13F4L4JRp6bSnsXdqItRi1JK2+u6YjnTZRxsb2TVttak9bW2taaVL2W7ZPtSNjB8yBVnMoNEepeVEZxtSk31Rej/7cTjB6aTpatba1xL+5zQMupp1u52taatIXNjPGxonrGYcPaFVWpk9WJa4Ub6Ysfo6q9hIE9E8ZmDhvZz2k4+e4qZvbSuLXHc4J3mZSTbbHV4Sbr95sMMmaSNMe17P06c5xlf++YL2R5u1yHWfn9l4hsA34DvEdV5z7mb4Gx5OK0ReTPgTMxnXIB5tWjXQurVTAsyjhtn5tIRX0Zo/3up0szxSDbP/JRUVfGaP84Um5W9RW1pQx3nprBByivicys18NF77bT9trJVLZUM9o/AR435vi0LRwvETfbVEH1jjBly01bVJXxY1FG9k8yemgKjXnE4GaIu02jW7rPiJ+tK0nrH3vMcTb9XbEuQt25ZURqrcl6wJqsX5g0cTVeetlht7l9x6zxtL7z1KGujLFRm90TE3jYaltdKaMnx1zrtfdLRX0Z5VuFqjMiDD0zyfhTpMVhu8Zpe9gpMXb8FhN+7Rk5NebOdIvTzmTXIHHaibbZvV3ZxGlbv2Nn7PpijdO++ac/0o8N7EujDd39MEN3m1ebfv0f/vXwddddtzbBs96V8SDwYlV9SEQ+DQyp6t/OlU6LBYv6IJoHngb+Evgb4APAdQurTnAsmjhte4yrS7xoIgZ561WbHMVmxj3bY5YBOq48AyAtznrLFesBiI+MEh8ZZfOLV6Trf8X6pA5bd7XPjLMuKk4lG90ZZ+yHLS9tQ6ejafHWdh3dvs3dcfkZHL9thOO3jzDyvJmky1uLaX5ZJWveWEvjxeVsvGqVsYOLvluvPjNN91R/2eKL7THF9hhjR//YY46D9Hf52mJar62mZWclkdow00Mxeu4ZpfO7g4w+P3PCTtSbZoOE7jaa3WYaV7ZcsYEZX0izUqimmlBNNVt/r4NQVWUqtTSaZOU7rt6ElJYkU6iqio5XbCZUVZW8bqi4iK1Xb2Rw77QVtx3hzF1tjnhoM/a8bGrvo+Sb7mz8tLHhk7ZcESD+2yvG2iU+Pki/JtuSQd6T5hG7vljjtMHstO2p6mXn0/rRG2n96I3U19efdIh3Ap2JzzgD3wVeNL8azw+WjHvchvXApZh3j3eJyJJ5xu3yuc85ge9K2e1ZmsYZ7RvzDuWxbsIjfWOeu4+xgUlzE7d9y1rCYcYGJtJc4QCjg1NQVIRYi5bRgfG0Hdvo4EQyPzowMeOGlra7C6WGrFq7ME83t033kZMjaDQ9Btw+kTrd/IDZQSqMd0UZ74oSiggV64qp2hihtKmI6jNLGaCHla+tYfi5KUYOTBEbUxLu+pFTo66Hw9xs7/R6OGXsfezX32Wriqk/t4ySJmOn6Eic/t+OM/ysY6J2mTRG+x0x5zrtKZsqM57WtnB9yt0q1mHDsaEpdFljkj7VZDwuEjXXGiorRzekXus/sqqCvqZqhl+ygaJxY4PSI4OMFZUTa1rD6OFuKtvCDIb6wfq6mF2XhL6j/TPHUqr5iZ125kVfUtbef1kgrb98QixH+ydm8px12MeIvX1WvW5jY8bYSRtnc/9mvTlDFk5gVT0hIkdFZKOq7sccWn4qX6otJJbipP0V4DXA7daXtx5fYH0CIxTKj2Oj54Bz0Tk3ZRKfZHRDtwfPjd7zQvqJ5J7nvfNe9c4WudkoXZf4lDL8zBQjz05TXBui8owI1e0lROrCNJxfRv15pYx3Rhl+dorRI9Oe9nPTxUnzy7uVL2stou7cckpbrMl6NM7AYxMM7Z+CWLADkH79PZsyPYcHgYgnv/vEzEnw+MmZk0lPp3HrDjwZpWJNiFjZOGveUM3IC9OMPD/lYrPFMZaCyvvp6z5mXH5rGcZWpnG2aKCS1UE0C+8C/ts6Of4C8IdzrtciwJJzj6vqsKp+VVV7Me/7vnOBVQqMfMVpt52/Kp3g9opFrzI+7rq27Ss9XYTrtpvYaqdLed2OVeb/4qJkanvRCtCUO7rtRSvSPgiy9pzlyQ9wrDt/st8G1AAAIABJREFUJRISQhXlyWR3ndqvFSorNSkSSSanuz7V3tUgofR2RKeTya3cuvNXpVyqDv70QJz+RyZoia7mxJ2j5kCXQvnqYlour2DN62toekkFxTWx5DWcutgfRazbsSbNVevsU3ve/n/psiKWv7KK5S+vprSliNh4nFMPjnP0WwPmHerOCdutrxPX3N6a7k5OtNfnFZyJMkUNDRQ1NCBFRckUW72M2OplrLlkPf1n1aZSewn97SUceEMRB95QRO1ratn/9vJkipUI69uqiJVIMtHdS9vqEujuJV7RxMknywlTQrg0RM3mElpfVUX1pSHqziuhuC6UHL9prn2XRyNBkJS1bNd2viPu3OURk19feqFt+0rP32OyDhfb23/fbteaMXbSdFsd+BHTfCPb15iq6mOqep6qnqWqr1bV/nlWeV6w6HfaIrIRGFbVGZ+7VFXvD64uQuQrTvvInmNZx5v6fkPXKn9kT1f66Vqb6/TwbzvRWIxQiS3sJiQcebIHHO088thxc/jI0vHw4yfSDqodefx48jpHHu82k+uEx+sV7e5663GDlKV0EPvBSttN+ehTJ5OvSk3C6+1qlp5Hnz5FqMyEHsVGx2zslA5HHu9mvDPO2OFRQqVC5fpiqtpLKGkIM84wrddUMdUXY+RAlKH9Y8Qn1NjDQmLiOPzbzjQVnP1jzx/Zc4yS5iLqziujvNW4+GMTcQaemGBo3wTqODrhetLcZYwc2XMsc6y3PbyuuIije3vTPlU6cVbqZR2HX2n6OFYyxUnbd/g6djxv/hYbd3DJdC88l3Kfx4uF53vHiBcLlY+aULDoxtUcGhJiG1cT3n+EsQEYo5aTh/upbCuiYl0RRRVQd3YZdWeXMXkqyrHeo4TL4kRHXNqcxUTlXAAeefy4J9/tJP+Rx2xx6D6vMT2yp8tTR7ffq9u3z92+H+4cO+m8rkD3iwVB4Y1orlicS6x0HAOutj7D+TrL9bEkka847doV1emr/UxIhPd4Pe+zdiZ1K2vTdif2gzzJsCP7deNK7bJKiCsSiSRT7bIKc9grUTYRimOlujX1SEkJUlJC7fJKcygowAdDJBRCQiEzOSeSHZHiZKpf10SouopQZUUySVlpMhGSVLJQ01xuDq9NRwlXlCeTXXd723QKhp+epuv7g3R+f5DwQAmxiTiR+jD155ew5g21tFxZTdWGEvMs1tmHbvnEdaz+ijQWU3FuiNZrqilvLSY+pfQ9OsaRWwcYfGIKjaXv4J2Hx1zHiO0aabL2XZ/L7i/U2EB9+3JCjQ1E21cSbV/J4auLk6nkZIiSkyFWTJZwwcVPJ1N18QTVxRMMTZcyNF1K0WQd1Y0jydS9QynaVkz3DoXiIiguQqbj1NVEkOmU7rXLqohFKxh8roRjd4QoPlbF0NOTxCbilDQUUdymrL6+huWvrKBqUzGh0nBGD1TKJDMPrSVS7fKqNNlM9q1dkS7vhdoV1Z62dvu9po0Z67q1yytnlLfLeY6zxQj1SacxFv1OW1WHgZsBRKQdeJ+IFGEOoj28oMpliTkPr7N+mNUtwW4KdlQ3V86gOQ+dOWXsO+3qZdXmIJd9Jz4dpbqx3NzAbDvT6qYKc1OxYqirW9JjsasbK0gEZdYsr0YiEbAtcNLDjFxsaKfZDvvZy1U1WC86se0Kxb7Ttu3WEzvw6ubKZPvUQ5+alqqZh/UkxFSfUl/UwsO3Pkn5qiKqzohQtrKIijVFRBlh9e5qRg5MMvzsFNP9MapbKtNutDXLqtPi4MuXFdNyeTkVayPEmSY+pQzum2DwiQni04Jz/R3U9WvUlWRb3BZy9vYlPA9GqTKqllVBeRlHLzffIteilJ1e9IqnAdg8upGfDKe+2zw5bW475zYfBWBFdCXnLjua5P+8p5L60iI0FmNsvSlX/ngXNefWEj7RB5XmWtUraqAidR6irq6B5+48zqmHJihrLWLNS5sYZ5SyZcWULSum8SJl7Kh5/j12JDrDI2GH2wtzEv2e6JuUsLs3KgH778jPk1HdUum5kKhurpjBq26Z+Rt2q8Mu5yzjVseigAKFD4a4YsnFaQOIOYZ9JSZOuw/4jqrOyfv4ROQ64CZMLPj5qvqoRb8C+ATmRM0U8H9U9ecW71xS39O+DRPUvzi+p+1xE3aLr3XecCrqyxgbTL1UyH7DKa+OmO9e2248oUjExNz2T6TRKxsrzEnXRDyqI263oqHCnBoHyivDjPZPpE0Oag+VczmBL5HUKXCKi2fwAcobKswp5rKUi1zLUxN4aNTmjh8xC47y8hBjg4YeHx5xt0OF0df+9rUEv6KujNG+VExsuDxM5fpiqjcWU1Sd6peJnihTXXH6nhglPmX6INGnxXVF1L2olMp1Rtd4VBl/Pkrvw2PEJ71d3Rnh8jjFGZfvFstc1JZ6nnvq4uVUloYZmYgRe505FLWpPvUazecHjMu7UiOMh1Mno4/3mpd9NP7MLJQqS8N0rky1IV4M1UVhhqIxSq2zVqu+cZDymhLGBieJrWoy+lYWMf7Qs8lyiXEUHzF9VVFXxtjwOOVriqlcX0zZiqJkm+LTyujhaUZfmGa8Kwqa3k63l+UkYsadvzdn7DqkT8hz8j1tlzqSsfx2mtc7ADxi/F3f1+CiWybMeZz2bT/WvzvxjCf/y2vOLXxPeylBDe5Q1f8HfBV4lYh8SERePQfV7wWuBe510E8Cr1LVrcBbgK/ZeP8J3ACcYaWr3Cqetzhtt4NojnjUZHytTdYeE5uIi/Vys259+UZCpSWpw2BlpUhpCR1XbTQHxmwH0Tp2nWH+Ly9HysvpePkm8+5xK23Z2WZetBEO0XH1JkJVlekx1CWRVKqtSaWGOqShDrWn+upkii1vSKbNV7YRa64mVluWTNPVJck0tKUhmQYuXsXAxavY/HtnElvTQmxNC6HmpmRKuGwpLmLLlRsgHEo7DJeMT798XVo7YmMxBp+cYHlRG8f+Z5ShZ6aITymlzUVUnxNh9RtqaX5ZJWUrI2y6qo2myypYeW2VmbAVBvdN0vmdYdpWbkhN2HMAe1y5HQl3cLiuJpmiy2qTietPcu6rInD9SS5qOcRFLYd4smd5Mm1vOsL2piO8srSUFze/kEyR0iiR0ihDa4ShNULHObXUPavJpMXKhY01aLEyWQeTdRBb0cjml7cTW9FIuHuQcPcgW9urkIryZNpydTtSk/I6dVx5BvEpZeS5KU78dJQjtw5z8tfjTHRHCRULVRsiLLuygtXXV9FwYSmly1Mx6fbfhTOWf+tV6d+9dn2UkxY/bosXT/uZpr9vwPl9cDvcvsk9Q14c3+QOEOOfzHsdNlxIxMU7ncZY9O7xTFDVQeCLANbHRWZb39NWXU76Hlt2H1AqIiVAPVCtqr+2yn0VeDUw4/Oh+YrTHuoeyXwQzXGAaPiU9dYy24c7JBGSZu0chgemk2+tAtIOcg32jKDxOOLY2Q5Zb7aSkpTs0KkJU6flfBjqHUtzaQ/Z3oY1PBSDsjJ0ZXOSNl1pO8ZgKxeK6gyaFqX0jdv+P6nK+LIyJupTu6Kp6lR/RG1e35h1uUMNwtErzSRQdTjlRqx5LvV60pHhGKGqSuJDwym9rEN2w6fGXQ8pjfRPMT1STP8e6HtoiPI1xSzbUYOWTlG5PkLl+gj9nKDqjBI0pgw+NUFTeQunfn0YgMHu1LWyRfI95bZdZeJk++DxQVdZqU29BvOFa1OG+s7mzzPWdwG76x/k7fveBMAHzkwN+xemzI64ZLqHHz53VpI+ddKqY53xTnSXTDDSmuqL0l4YlmlKe4Uiy1Eh8ThD/RNIPA5jZrwMHx9M86wMdQ6gQyNJve3jCiA+oQw/PcXw01MUVYWpWFdM5boiInVhqs8sofrMEia6oxy/fQS1PTtP/XbMpDx4YijtIKXbowj7Tn24d8zd7g7P1lDPSFre/psd6nbwgKHu4Rm/9SGXsWG/Pwz1jM7k+cFtBz5Pk7nMsxNYRI4EFB1X1Y2ZxfKDJT9p2zGPHxP5fWCPqk6KSCvmbTwJdAKtboX6+vq4+OKLCYfDxGIxrr32Wm688Ua6u7spLy8nHA4zPDxMY2Mj/f39xONxmpqa6OnpodJ6j/bIyAjNzc309vZyzqs3c/CRTlq3tDA6MEGktJiGNbXsvWM/HbvamRiapHPvCTZctIbOvT1U1pdRu6Kap35+kBVnNhEuDtFzaJC2c1dw5Ilu6lZUU91Uzr5fHmHLS9ciYWFZewOrz2rh4G+O8f/Ze+8wSZKzTvgXWd5Xd1dX22k/prvH7I5dvyutk7QyrOyuAB3Hx6fvTuKARwg4jgcQd8fpuE/fcQcHAg6QDnSnRQgtQna9md2dHbNju2emfU97V95Xmvj+iKyMyOqq7p7eHofmfZ73qcqIyMjIyMx44/UN2+vhCTox+MokmnfVQ1M0ZJMKWnpDGDs5h5beEELtAUxfWEL/ezsQmU5CLiho3lmHhZEoOu5shMUqITafwuEnd2FpkiUNad5Ri9nLK9hxVys89V4sTLrQc18TFmYysNkl1LR6ceF8FHv21iKfUzA9ncH2HQHMTqbg9doQrHFg4OwKdt8RQianYHEhh65uPyam06ipcSDgt2MuWcC9+0NY0VRE0kV0N3gwmMygxe+Az2HFsUgCRxoCWMnJiFMF3T4XInkZ9zYE4LZaMLAYx4GuIBYTBdgUC5paPRgajKG+3QVP0IHLL42g98FO5pOuaQh312LlShwHP9YPVdYwcWoWO+5rx/zQMjxBJw5/rBeDL02g74HtyKUKKMwWEGxyYimyCGsjADtFblJBS30rPF4ZmqLiyFN7MXV2HsEmP448tRcDz49g92PbkVxMIT6XRNudzZg4MY1wTwieWhcGnhvG7sd3ID6bRDqaReueRoy9PYOW3Q1weu3G+ZHJKIp5BS39DZgfjqDzYAusNguG3phC33u7sJJkBKh+mxcrVg0H/H4olELJh1HI9ECyJdBLa9FA3SCyF9b4AVBLDg57AoF0NxRLDvulGtRLDhxTVnDYH0JCVTBFMthj9yGhyTgQ9qHGYcPxRfYcJAK0+5zY2ejG5aUMeg+E0NDiwfRYErs/vB3xhQysDgsOPdGFsTOLaNlRi1CDE9MDy+j7YBciV+JweOw48tReDB2dZPdkt2Do9Un0vbcbS+PMGyhkC2D41XE031WDvD0DZ4MVu59uR+JCAXanFXUdNRh4fhS7H9uOfKqAmYFFtPQ1IB3Nw1PjQrDZh4EfD2P3Y9uRieWwOBpB16FWXDk7x76nsBeLYxEc+dReJJfSiM0m0XZHEyZOziDcUwdPjct4DgDQsrsBrbsbMHpsCq27G+D0OTDw/Aha+hsg52QU8wqadtVj6PUJhHvq4K1z4/Jr4+h7uAdLoxG4Ak4ceXofLr40il0PdkGRVWQiWRx5ai9792rdOPL0PuPdsLvYmtFzTztmLizAW+tGsMVv1GdieSyNRtB5qJW9e80++MMeoz65mEZ8Lrn1Kyy9IRx1CMD712lDAHz3Ooyl+gBuZp02IWQ/WMjSCQC/D0YMP0kp/f132e+LABorVP0WpfS7eptXAXyxpNMWzu0H8E8AHqOUjhFCDgH4MqX0Eb3+fgC/Tin9UHnnr732Gt27d2958aahpNM+8vQ+HP9mlRgzFVxNJJcLhz/ejxPfHmRGXyUoGVvp78Thj/XixD9ynSFx8LaHPrwdJ/9pxKxDJgSHnujCyR+Y906HPtBpKjv0RBdOvsLdZvZ/bDvePsZ0oYcfaMRbp5ah2fgHqzoqa3GoXqzaRY5Z+C8kMHpPdy1enIqiUMvLlKDAITn4f4ef6XUfk5rwnMJMJYo5fp/uS1yK8BF7EG+9swL3yQmjTEszbubwx/tw/P+sfi5HntqDE98aYG11PemRp/bixN/zWMuHPtGHE89cMDi2I5/ai7f1Z3zkqb04/s2zq/o1gRgvvEJSDFM0OJ3TPvL0Ppz4ex5EyhJglsXLH+Yi1RO//2fG//svPIn7lDa8YZ1Cfw2bp043z9b1zTGmcnwYLfjxidUBVPIN7H17f7AOP17hBmW2FMFjjbV4fiEKh15sywAP7azFq0NRhF9mbkuH3teO42/y6x25w4sT37kE6BKjw0/uwtvfOF1xeox5EObG1WpF42MeyAkVM98xx0JnP+y7OPLUXpz4lpAhWJjrSv0e+dReHP+786vHUMZpr3quQr9HntqL48+cL2u/h3/3ettK74a4Phx5eh+OP3Ohch/vArZcp/2D79H/MD1UvX77nVuu0yaEfI1Sum5AFkLIX1JKf2Err301cLNz2k8A+H8AtAL4ZQD/AyyE6bsi2iUCe7VACGkF8CyAz1BKx/TiGX18JWgFc1NbBVvup61/qBMnZyuWVysjdjsmzy+tstJGSeSnLyYT55ZMhl+0wI2tJk8vsMAdAsGEqmLy7CJzvfJwijk+nYcWCkIOMbHocIoiubfeqB/I5JFqY4TwhC+HhbtsKIQFgurktgBUFQyE8uyepKIwRgu/H2rji+JpXxwZXxGSjfdrEyyd6/xcbJhX2DyM0hW4rOyea318EXc280ApxwYdmL3fiiZLp1HmfZO9GlcGoiaVAtWN1cbfnjKIdUlsOvHOnCkAy+SpOcPdCADGT3Dr6omTM9UNh3So5l9f8qkWE3GUyibPmPNEq90sRvxTX3zOKPtyhBPwLn8EOVlBly2BP2s9BgD4d0t8U5pcYKqFU9Yick3C87Sy8bQ8z8a4WJeCz8nHW6gFLsYzIBog6yrqYhA4q2WQaQGom83pxGgKUoxzeZNjAKkNgsZZ2cQZc252kxW8fs/inGenZSgZDbaABc4GgvyCWewtPisTCHNWKezv+MkZoalg7FaWUnXi5Exln28AE6dmTe8Daz+7alM+cWJq1bshrg8TJ6ZN4zX6uNH660pwnYe0EYKtt7thBBu4+Yn2AIBe3bXrEiHkQwAq5zu8xkAICQL4AYDfpJS+WSqnlM4TQlJ6vu/jAD4D4I8r9bHlftr6hxburjWHBl0viIRFQri7FsvTKRAx4IiiL1I6l9vQU4eVRcGqWtDjhXeFsRxVTTpv6rKjvj+MpQwBdXBOrm5nDWYVILWNlW3v8OEdK19s+/eomCZs/O/12nDFPY6fqnvHqD/k4IGNLhS5bvlbkcMAgEiBlymUj6eo8gXwDqUJw84pPFLHOclGG9fhdlh5SMiIxjYc4wtPIB5g3O+xWLdRv5jl13vPnhhGXVdw3M6Tq2xTWdtgb9AcwlUn2uGeOuN5EX1OG3bWY2mEh5QMd9VgaYRzkeHuWixPsHlo2B7C8qSgfy7jBMv/i4SkfLMAcKIR7qxBZJkT85EvsLn8Qg2XIrx/6APG/690fRupyP3w1R3FlyN3AACGUg1G/d8//icAgGzkXjTXv2KUf/DEvwIA5P8v9m6FtDCGXuO3Exij2NHlQHo8j6VD7D4a3gZ2dtuRGeOWz+FWD1bOcKv0+vo6LA2kDGO0hr4mLA5UTgCoFdh5osSBECA1IqPmDge82+3Izen2GWWEuKGnDsvjawfbEjcL4e5aI+Soad71DUOprGF7yPQdi9cV+zDKhPeIl4VWlwnrQ3h7vame9XsThjKlwM0SXIUQ8hiAvWChUZ+t5Bl0PeFmJ9oXAHwIwAkAoJR+T/fRvmZACHkSjOjWA/gBIeQspfRxAL8IoAfAbxNCSuneHqOULgH41+AuXz9CBSM0ffzXZMyeWpe5oIpo1Ciz2eCpdTMjsmD14AruxgBoUHB1KnKuxBX2Qgt4TO01tw2uOjdUnxO5BiFKWbcDy1Y7UrvY+ZJHwid7jxr1Py03obuZTdnE3BPY0XKs/A6Nfw85+Rw+1HIc5VCgfIwxjW84puY+iHDT99BhrebTLs4hu0azTcYOnWDFAlx0/Y0kJ9BzE09iSkni/nt4/esW5tbXH7RB3ss5cNvAJADA1xiExc/GUeK+PUHzM/TWeUwLvLfOYxBid9Bp4hBLz7s8clclkGzm5BcieGpckPu4S9fwA18HAPzi3GGj7NPNPDSCh6jIyD54iIrpPPOnlgTroc+8wxiXR6Um/NPAHqPc6mAbg+RZ5hJmCwfhXuQEKVdH4Ky1IpcgcETZeDONgL3ehkxGguyuYw13BoDn+abT0xAACfhAI4yguu1NJqIsbmYrRoYjEtI60fZ02hA7aYUmTHNpzjxBZ+W+IHxvQr231s3d58oS7Ij9uoPmiH0mt7Gasm+8vMxw73Kv2qh7at2Cu6WzrG51vzcLkJuA+SeE/Hsw1+JTYLToSQA/e0PHdDPrtP+5wZb7aYcYx7KRvMHigi51tsHttyObLELzCh+xon8lutW1x2tDOsM5L80pEBG3FZm0AtUhWGMHrPC6rEjnFMS7ebn1gIwkVfDsvV8FAKhyAHd4uKg9X/TDaU+u+r+VsJl+N3LOOxkHLLYEfnuSexsGHexZuFQnXn+FOzR0PcM4Gk8iavill4K2lPzbS+B2SyY/+FU5kSv5CVcjJBW4anEzZwky4ZU76ED8L3jbF3q/DwD4gyh3GfqN2lHj/9+mQiCKF9Saxg9XmFh8PM6NBmIpJrHwEyvq6heNckXPrDUx3AQACEhWpDJ87KFzMPy/87W6X7UF8NktSBVVeBbYvXmdFtjf4OEZ3AE7skkZSKT0YwcyC1wiUbI1KJ8rPlFsXI2PueBqsWLlWB6py/Kqtmvm0za64vNbMUe8cD3Rrz+9Utma21vnXhUXYd287BX8v8t98Sv5eq8LFaR3//b5z26tTvv736P/cWK4av1f9t1xTfy0CSEfKdk16cevUkof0v/bACxRSmuqnX894Jb00y6Bbrl9y8A189Mu5RHWoWJOZCGsqFLjQe9D26DUeECtkoGaxw7NY4fqtkF129B3VwOUgN1AEfoPhKDZJeRDNgOjuyzYeV8NorsscD+8bOAz26cx+p6vY4/dhT12F9zx95j6mlq+u+L/rYSr6TdHC8jRAiaXj0CmCuQ1Qmf54g/hDrsTf9X9bQO3uWLY5ophv9KAQ49cNHDukRDmHgmh/4le7mtu5O7uAbHZDCz50VfyoS5/3oZPreCva0qiIub6rpA3XO5rg9zXht6P78ULvd838FcX9uNXF/bjN2pHDZxSUgb+ydhDuDD+JP5k7CEcP9+D4+d7sLwcMFDJ2qBkbbiLhjFyqcXATNGBTNEBeBTAo+DeGj9Ic85AADjQxTYSUpEhlYDDzQFQCcjVE+TqCfbuNWvK+vcEgAgXW/ff32qqX8+fujRH6VH2vH07bKY2xrN6X4Wc7+UozO+e9+2qmMTGCJMq+PVXg/5Hu1flfa/U7+7Htq96H0TfbTG3tsnX+2rgOvlzE41UxWsITxBC/okQ0qEfXySE/Bkh5BcAfA261PdGwi1HtAkh3YSQDxJC6gD4tyigynWBa+WnvRmXi3ikeu7eEsRiVZJ2rFG3nJNXlXmcyxs+Lq/bKthMv27n0rpt1uo3Z0tULI8vZlaXLZj9a8ufaUw4viYuNlj7eVeDCFmfS1tSi+vUr75uJLX6nJWyd2slaz4un9f44tXlvS5BdkqBmqdw1Flgr1u9RMbnrs5PPrbB57XWc43Prq6r1G+lPsSy8n6u1bv0rmGtuOPXUDhMKf0sgC8D+KauBv0NsPTP+/XfT1y7q28MbnaddiX4EoA0gD8AMAJmqf2PN3JAG4WtzqddEsFlYnmz+FswLhODnIiQTjNuQnELhji6qkRxsb4Sqmay4CzUcm474iTINDuQbBesfvdmEZEICi1ZnNn3jFGeTJnjEDjLiJl4TGwryNECloWFPksrz5tbV3rVW/i4ZGHXn6Wco1qQlhCXs4irXB3weobrps8mePrCtML6e8KTRjbGxh6wcAJwh5PHYOjSxx62cOO0/xRmrjmRZAbxAr+e/dOsfPY7R7AUYuX1uhtPuYgym5RZdDVdB5qJ8AAdmXjBlFmrksi7mqi8VE683JaBfomJ7dOqWaLwhXpmHfZ2ges9f/kiN7BVqYQ4VaBoEo7sZWLzkRjP1pXOsncvI+UMi3EAKP5AD7ryHkb8siQH2znubaC4gLimQnERuJfYeJc+nmPvVlsGvleZjUM6pSDfxrntzHIMtCgDurFdZilpipAmZfkzrBQjvMRxUgpkxhX4+2zw7bQj8pZ5g5uJ5SqqHMR+qfD+Vgt5apynXzcdzVW1+k/H8ihFZzPKItlV95EWQ5LqzzodyfBr6P3wPjKcK98oXK/gKjdIp00pPUYIuRfALwF4BcC/o5R+9caMZjXcikT7/1BKfwQAhJC7cd0dAzYPW51Pu/TBtvSHMT/Od8xiqkrjIxc+btVlRUu3H1PLeShevojInpILld5vuxfjCc4FyV6+oDTscuNcII98F6//4r6XEIzcjXjdMdgEe8FIqgd1/jHTscPLDbdmk+2QvMx39FhkP/Ikjcu5ZqN+Mldn/E8W+b31+pk+U6b8HiyCIVRc5sSmOXonTjrHMTTDrZtNINA7i+4KNuLox4t6Rthd9UJMbQ+P1nYo24k8ieGnfWaL3dJ9/loTj8Pw36LMwjrzgIoFKxt7bp7ZOIQPhDB7iUfObd3fivmZHNQY2xS07mnE7EXG1bfubsDsgBBqv8KCWy1hSMkwq7iPi2Jf7P1rAMDw7OP4rzFuOFeyGp8W1Douu5AX3BdFXzoAn3cex6Y6AADqFDcadETYpO5orUXqBS6RyDBVNrw/ZgS1d2ctxsHnr/C+BLYRD4ZoAtZn2ebC95oHfT01WBylhv99e6MLM82cELf0tGJuUTHiy7ccasWc6CdvMtAs2W8Ikc0EQ8vUuAR/nw3eTitip62gKkD1zUBLXxizg/x9MIu9S/POy1p3N2B2kOn0TUS27Lm17m7A7AUev0A0omPPfLGsfdhoXxrDtj2NmLvIxlbas7buaTTOFc9hdU2YHdyEdEsCbH4JtqAF9sC1STl8I7J56XktngTQBRb58iMA/lAXj/9KpRRjA7UbAAAgAElEQVTR1xtuRaJdJIR0UUrHS6FDbxXYaj/tEkc9/s4CiFtIsCH4UxsuXUICjmLQiouLGRSDVqSbhDHphEvWF8VTagYr+wSXLqHpKXcM+Y4iHunlQf0/F5xB0v4G/G5zvuGGmrPQoGFFZQusPfA2ThX5eE5KeeSiBwAAL1xpxPzEh0HmOXG2FMSAKfxLvuDUczeL66Ai+HEL5c2SBfPFdkiiu3BaaCts/UrM+MlwARmZcdBnspyzLbbyidgZGIOiOfAPGc7RfczDOMjGmvPwSvw+fq2ObUzO25bwKRf79j/9L5nL5zGyDEc3t9weOx8B7HZIur/7+NllIzHK2Kk5c1CcktpFFfyFhRCuYiY2ycfuZ+Zzq9UYjTXn8QXh2b2QY8vDrw9+yii7u2nS+P/yxA5MEmA+2gHrGdavQ5B0hy6w93BuIgZ7ghN+Z4SVR3vZOzC4kAaEZFOFYT9OO4ooFPyoTbB70qwSLk+nYClQqA52P4OLaTiS/J7HZpOgPhdIghlzjZ2cBTz8PZME90Qtrkt3hA2JJGx25biCwooGR0iCe5uEzDh/cUaPTVXm1EUQCPLIW1eM9pUC3ZTajh6bqugSVqor73f02DSXDuh9jbw5wa+lE/2x47PCNabNfbw1uSbnTGwE9iAjzragBXb91+aXKnqmbBUQesM47b8B0AngKIDfAvAapfSThJD3gXkTfYNS+v/dkJHpcCsS7Z8DcBchZAzA8wC+TymtbmZ4E8FWc9qlhbt1bxOiL3JfWhLiFrzUpQeREPymU60W9G/zYHxaQUGwg9T0t0EOsK+l1e/EZISvwu4eLsb+YMCKcc8Y/qL1LdOYoqnuVUT7SrINYccYXsoyouSIHcT/zPLxtEzswetJFtL0vVIQscUErFXUkWIgFRCLadwAj5JWDv0tbiRnzIRKEQznxQ2JVZdm7iQeLGXYOQrlaoYLeS5K39feikvOK/h880tG2Y9z+pxHd+L9wlw4CLvnUL4X7QEmkv7jO78JAFAj9+JffY6rEfac82L51DIsS+yclgMtiEyxOWrd3YDItKCLpCWRrBBIRPCpFwPkFHcx46zL937dKHs1z+rlWA8eFca7oDDRc0eQG3e9PMGDq7iOerFrWwDx6YQRr73+HH9fVN3boKXNi5UVQWKjq2QCE4x49+31YibNN5q2FEFvixvxRRnZkP5gCNBR78ZiWkZyJ7vPOz1OnE3y85pQh6XsCqwrbJ5augKIin7yQvQ+Q20kxq0vmt+P1IgMR8gBX48VmXHVmNPWfU2IXBH8tEUOvpQRTMj61rqnEdFp9u2sFVyltT+MyJV4xX5LfYjnt+5uMLcH0Lq7kZfpfs4t/WFjvK17Gk3ntO5pQmQqCYubcoIcsMBew36tnirRCCmFnFQhx1UU4yrwyYrN3h3cGD/tJwA0UEplQogTwNtgkTJ/rEfJ/M0bMSgRbkWi/S1K6c8SQroBPArgV8Gipv3EAdFFe06/E6SOU1/q4dRI9egRsGxCKsg6wB6wIJ+FKfKYrY7p7h5oZxuAvvQuBPfyMJDbXVw890imHztazAQbAIoKE4/OqtxYZyi7DaczXfj7BcZNH8p3YXyAX7ffboF7hn2gwbAF7nkKSVCvityxIqjoqUV3ZxN25JqYJVH477ZaAAoQoS/Rm0sTo7HqbYI5C9zz7BqKmy8g+RD/H40GcLqg4at4r1H239uZSHwOlRcdWfFC0m1AH3axiw0TF37zge8bbUZiP49YxosaneA6wl6QBqYLdjbWQKoVnndCvxExl7hgP0GE6HRjP79a2lPyfR+GGycLnHD92cQDAIBGD3+Wrtc5S2zNA15igTUHNL7JiBIpCtHr9I2ib2cAmpWPzR5lBDwfZu+p3WeDTZD8Uon1aykA0b263cIpAo9kgaVAYY2ze/DZrMZmAQCsfgdyYQe8l1n/Tqdkljp5hbgClVxdxUBBRRnpURW1B+1wNlpgDUhQUuwcp9dhshXRcqLOm41NtDlw+QQbk0rud3qZK2D2mRbbOr32Vdy9U+i3ROCdfifnvjVqPlcCrD4CT7vF4Jxz4Rg6PhOAZK/8rmoKhZxQIcdUFBMq5LgGOcGQbi0PsgpuEKd9AsDvEUJeAfAIWMAsAAClNA/gd2/IqAS4FYk2AQA9jOjYOm1vKrBat3i6ddHf4MlFaAG+MBfFgAn6tygumoWwitdpDIWwio/ffdIo/0iARSG718k++nzxXFU/5bx7dblMFTSFjkKmCr6b4i5K30vbkM7ci+XjLNz7spXAP83HczEdgz/HvtDzSzHYc+bFiYpMo7D7LhFoa7ayqFIk2qfHE7AWYBKlW4T0lq6I6AbEfoaWowhmdYM9If65Ioz9dDwDl+zEKXDR9ufpkwAAt+bAX1DOYboIW2Tb6ldrddrqj+H/Fub6y4/9GE98IItXv3gPu85Y0njGAwMJFiq2NFw9UAsRI+4JRDv2YLvxf/wxHju80hieyXMvSr+DEaO5P+fR4FwC4ah5ZxmT5+IIJ4uArnuHGGEvwAj8xbcXYLPwh5ivZ20cuhTn0tuLsIcELlilOJ+LwZnTkNalALYsxfnBGGw5iho9JPXglbhJrH7qSpzFntc3N4MDKZPUCRVcLmmVKIWSTuCzM4C3E/BttyF2mm0ABl8aM6kiRMNPLc/uiUj8fgdeGFtlHMbamAnlwPMj5rEJz7i8DgAGXxhd1cfgC6OQ7AS2gK5vDkqYTk6g9RM+2HwSYtI8Gh7lqhwFRUgWAjWnoRjXIMdVyAkNxTgj0Er6BpoM3ZgQIp8EYwKfBIvI+Ts3ZBRrwK1ItB8ihPwygP8N4HlK6cx6J9wssOV+2roOrv/BbTh6mXNDYrKN0n/Vzhfxn7vvdTTH9mOu5jR+J3RJ6NAsCptavhs7Wp5DJahU96fxHtRGjyBaexz/c+geo/zRhU68MBOFV4+W+OCOAN5I8QhYd+6swdFz7PjOHUEcPR+BJAtiRDH4l0BbbWnWRvaIIvPKbQ+1BPDapQiswobAltUqnlfaF+zpr8Eb+rhM4vM87+M+hx9HhyOwJ7l04/wCI3Lvq6vDY3lOjP6+j6VgTy4/vmruyufzY2oIOxqfw9/+3BHWlz2ES19lE9F7JIwTBYFoVHCzKzRyrrL98xvTHk0t342/jvENX/bbzGJMsvP7rX9dYInzBfQ/1MSSwei6cohc5xQTtfc/uQsnX+Cx0+U9bGNQ8kY4uD+ElfP8fcg0WnBPTw1eHo1CdbL7lGQNd+6pxZunV2BP6QlBugL4YYyLqQ90Btl7pEtg+u9uxMkfX+HjEYOr6PYBYpQ/k1FagRHf1JAEb6cD3k4JsbMEoED/I904+R1uyyES11LKTpEr7n+ka1WyD0Ag2jpB3/34Dhx/hhvOiX3sfmw7jj9z3kSkdz3WgcHXh2ELSrDrRNrT6IAmmWMqiP1JmhWpmSwjznEV2w9149x3RqAVK3HaNzCM6A3SaVNKkwD+3+t/5Y3DrUi0BwB8A0w0/nVCiLUUseZmh612+SpBZOHq/VGz9tXWzuXgK9NNb6SuaF8dx3g+a/a5XUyaj5cE/+Cl+NX7Cm8ElhJX3+/yBvyW1xrvfKFyXaW5Ky8rP55XudvQygZ87DcDPvc8ELu6lPSR2XXyMQNm/XsFWI6unqeFCn7a5e3Kn89S2fFmvotyKKxoKCY02AMS3C0SsjMaIlOV/e+rQbneuRqsVGonAbaAhJXYMoJ3OAxdsy0gIWqbQ9P7vabmGjQm0o5zfXNduBZTJ5egJDV0H27D4lvc8j0ZykErUJNq5aaB659P+z9QSn97A+1+j1J6w8TktyLRPg6glVL6BwD+gFyriCW3AMhhJubKu+xAgi/qhRr+WHN1upGRoM77ndAlLNs01Aeqp74DAKtUnSCpJI0cLeAv4tx46huTh9BNAxhbqUVxKGCUazkN9gTgWtE5ErsCZ4xzJ6pfg0XnrNWsCmteM9mgkCoi7VLKTtGCWATNIlhNLxbhnZUhFXnbkj86AEiKwNmr7L+WkE1Wz8Z1XXzzJeuhX+0pfr53Ste111FE5nkG2EezLJXq3/a8gbTMiN12G1t0y+e6dDzy0NcBAMuJnbj7AyySnNMtoTjFuSmHPgZq5/czdz/n8F/ufHnVPYjw6KUPAgDalVrMjHCJQVB/jeouiGkqhYfhdUOWrIDXDeR1ImvlYyB6XHvZagcVuFz3OcZ1pw8zsb2sULjn+UYk0u9B2q0hXwc06SHq491WxGoJ4harYSiY8gBZPx9PboVC9hIUGtl3kfHYDZ9tAKaMdkTnbk1JfMRNlrCspEdV1B6Q4O22IDutQs6XSTZEWwJd100Fn3BF4yJ0KosZ60rfgArJTlAkWXh7bLAFS65UEqw+ZqVNkUPtNrPOm8pAfkXRibMCOa6hviWEqeP6hk+/R/+dBHKM3WexbOzFbFEfRxUXwQoeL9XcCbcayPUXj/8KIeSvsb6I4ZdwA3XbNzXRrrTzoZQOgvnPlY7pjd75bBS2OstXieg0tHtxAXwxSLUJLlI6sVYd5i8glu5Yl2iXt/nHDKf8K8t3Y05x4DsT+4yyZMyDI64QTuQoAkJype4GB+YW04ZBWWvIhalJzqG11DlxZZyJ99v8DszF45CKQsAKUW8nLJCGnl7MYiUY3FnTfIFq2V6DqfG0iei45gQusYJhUtveIBYW0/oYBCMlId56x546zC8nkK/hRLJkzd65zYnhOb54FwbYRuZvpE/gJd3d89xhZj1ePteVjkefZvro4dnH8T6V66kDQ4xIpTr5PYw+tXYsiIjGiWgpyUez5kftBT7vNZcZIbUucs6SCjnVMbeIxrtqMTW/BDVRgfvUiUb4njpMC8Zw0I3DvJeZSLxjmxvjjXyz4Jum2NHrxPy0kC41BDSHnbggZRG6wL6jzm0OXEjx+a3vduGMJwdnjD2fxjYvFhNC9DJTRjv9e6mSe0EkVpkZCTV3ULhaJFgDDjT1NmB6gEuURKO/klhdNFRr7K7FlVPsg7C6qW6hLcEWdBiibYtLAlBE/S5hnsBE2nJChcfjwdLFOOS4rm9OaDj80b04/iOz2L35gUZMnVgsnQwAaNoZwtTpWf7/DJfiNO2qx9SZ6q7HawWhueZw/Ym2B8Ao1ifa10bUtUG4qYk2bpGdz0Zhqw3RNJ3TvDiZQqLHbGhWAlcDW/iCTjMn11zHrMI1ITbNOwV23nMplpHJIcUxNsNjds/neBStxIoDyyv7oSh8cQuetGPYnUUwa4d7kfc7FInDllENbnZ4MAZ7nIs/x99egFM3Sho5o8GSlXnyEgCSGHHKzueQ2HSXGYFoW4WkGxA47bG3ZmFfyYMIizwkgYuQRcU5O2/k6BWQqJ6eUbAsFs8bf/kKHMs52Jf4Iq0EGAG6srIMn2CVa8uwPt6RZMh55k51r/OjAIBa6sL3hEj6pedT6bi57jTGP8r13yVL/RZLtQxmq+GPIjxz1+wLzIjuqFOCI87nwVZKXiHoqdXxSVM/l164BDVRRfytE42h18ehCOEyrfV61LQMY5lH3pqBpYFHNvNHZUzGV+CPFZFu1TlUCTidTIFKgD3F+h0eTMAmxMoZnEzBkeWbucErSSYFKIFAbIo9TAJiPcl109VAy6rIzhJ42iR4tikYem3C7F4nftdEApEAq48ywhwgmEleQfOHPbD5iZFlbdU1ZAotC+RXZEaYS5baSRaVMNBEEJ/NmwzZLr82tsoCfejopJBAhl1r+A2eY3vo6BWTXnz4jamK3HQJKnHVG8km966BXn9Om9JqDqM3F9zsRPuW2PlsFLbaEC3exR7f7jY/zlu4jvo9B3i0sZ+tZ25ZYkpLAFiK98Hb+Br+IMJDeQ5n2Ao4lWYL6AF5GwYlvivPK/x12SfXYSofge8sJ1bOGEV/2IPjszFYBUOpnc1enBlPwRJlG4idD7bg7GnOmXU92IKzeo7frj1+nL0oRPsCTJy06UUocd3VFhHByKizvxVnh5dMFsSmBUnMRa1zS+1370D0EuNQxGAm4iLdcU8YZ0cWQfJ8HmwxRkR7utuQPM/vU2pnRPWOjiCOzTADqvgbbM73Ngbxs8EHjba/5wC8jTzJdOl5lf8Hro5Yl+B/Dxwy/vt02txf58H4RW5oRieYjaeara4b7jzUijOzF6vWV2qjLDMu1aK7rbXvasLyFH9WsteG9p0BLJ+LIt3KnrGlAOwOePBaKo50I5v/vd1+RI5zA7aex4OYXYrDN82eZU+rF4ON3DVOyvCNq32SRQGjYpAa0Wdb3MSpGlLDGjxtTni7LajvaMS55wuQ7IDNB1g9Gmx+AluAwOZ3wuohZVbdFCUjTzVHIacAOUlRjCrMUjumQM1Q3PnhXTjzGp8nkcvtPNiMMzNx08aj89A2nJljhqSld7njQBPO/CProxRcpfNQK+Lz7CF3Hd6G08/y9aHjQBPOTMeqcs+m1KZ8YBXbbjncMrEury/c1ET7Rux8CCGfAItv3gvgMKX0VFl9G4CLAL5EKf2KXnYAPJ/2DwH88vVIlG4ERnETPHbwrFH+pxXyTIvw2Zl7sCPdjWFFxgvneKpQKcuInyXLpn1nKIjFCL8NqxAe2xOwwX/FAf8VTvgccRmuVhWeuQJsK1y0aWuwwTIfNQijhapAnHNeklIPqkeostAGxtmJnK04laIxX+m/yvdsVNwYiW45VAPN5kyLcXkwjRKUFlxJEnSQAoHXhMVUoiq0bBZE0IeW/KItEoU0x8WovhQbp3tXDXzTem5xlS2KHjfB0e/xZ/Hi++JYWOk1rPs1we9N/H+18LlZZo3uOs/1o02vsQ1EzYNOYII7Y2hrEOsSWG3rc13V2qhRdl1JLsC2zF+uXLgOxGmB4pYMVUPDKQXBOygaziqYv4cVKvUERR9/HywWAmoBsmE9wIlfMsXWd8wLxpc6ly9GEoTg0y0+b1gsKEQAJUNh80lIavNo/bAEi7NEmM33RzUKOalBTrDflq5GjLwyCzmpQc0JHLoRXEX/Lmzm5U7kaG1OBySHOY+3OK8lv3Cb076K0FpsktGX1W4t65dlgqump75e+utyINgcp00IsYDlvp6llH5wi4d1U8BNTbRvEAwA+CiAP69S/4cAflRW9lUAnwWLnvNDAO+r0GbLxeOFDrbIvC1FcWodQi3Cqy/tw3mbFVF5H8JDggtURl88CoxQTXvjEOM9iK5Ok8UYalIy7ElO+CyJLMbelGGLF0CinCgPvZIETWShZRgRuPTDDNQEJ+qXXxiGlmTHl14YMtUBMMJ3lkN5RKlVIBD7yy+NsOtX4RJMSR9K57wyaoSSNK0fAldy6eURaPmCWWSo++pe+vFlUNG2SWEbk4kfj8IZ1fNpS0xMO5qJwiMYAn/trRBixYfQ/zQjosQ5jFJW6+Zas+h8PfjjOPchf/nH+wEA244JO7AZJtkYfi4BNb2+NbgIl18bf9dtLr82DkUg2s5GP8ZOR+BMyvDM63NNgItjSYAAdl14cSGfMowGAeBUNgnVSZHWbTqOIQWXUyCEIlEuGcwJhnNanI9BEnTwpXcjcVFD3SELNEmFxUmgyZQFGskQyElASVIm0k5TUzQvZSaKQpQCIOb3RN+YEv2dFMXY4nUB4PKrY+xdFOqHj8+uMnC7/NqkUV/afA6/McVVFUcnTVKAoaOCS1wFqBiq9HrotDfv8vXLAC4B8K/X8FaFW0KGfz2BUnqJUlrRQktPAzoOwRCOENIEwE8pPaZz138DoGK60K0Wj3/x8HP44uHn8IXOyPqNBQid1/BQwYfQeQ2ht1cM9A9E4R+IwjOegGc8gQP1ToTOJAz0zhQMvKPVDediBta5mIFkKYreXV6QpSi0CMedhxugJlOgigyqyOh9qN34X35cXkcVGVo2yzGXN1BNZ6CmM0zkrSMtFAzU8hx7H+ow5VMux0rQ93BPxXIxj3Dfe7sAqpnHrPfZ+1AHtHTGwNK4dh2oZ9KEXB6u0RW4RldwR4Md3lnZwAeoHzXDFL/7Vz+D3/2rn8HRVz+Dj4w8jo+MPI6vDD+97jP+jyu7DPzDl95vYPMbMprfkGEbmDRQjcagRmPYeaD+qt6jNefoKtr0PdxjmlOpoKJ/VxBSQYU9SWFPUiQ6rNh+uAaJDitkLyB7gTtb/UxFouN7sn6E36FGDu4jfj8Ut8VArTVsIFwuwOWC3F5voOTzGkhlxcASZKYtWHoDCKqtmPmeiulnNSy8DESOqUgOqshOM1E3lVVQRTGw96FOPk5JQFVjqOe97n1PlylftpgTve+RHlYu5Ozuvb/dGGOprO9h3ofxHj7YAapRUI2ysVgsBva+pwtirvANod22Cq8JXGVqTkJIK1gY0r+8NgO6OeA2p71BIIR4wHKrPgrgi0JVCwAxwMuMXrYKYrEY7rvvPlgsFqiqio9+9KP4/Oc/j8XFRbjdblgsFqRSKYRCIcRiMWiahvr6eiwtLcHrZWxYOp1GOBzG8vIy/JkDyHrGYZVrsJzYCUVzIJVtQlv9MUwt3w27NYNa3xgWYntR5xtFXg4gk6+H12VBrc+O/d0BpJfy6OirxfRwHIF6F/w1DgyeWkL/4QbYnRY0bvOgrTuAiaE4Ql0BeDxWXDgfRbDOiR17apGds6FlexBjZ5fR0laPYKMH7qADfY/vRuRKHHJeQU2LH8EWPzoPNsNqsyC1nMGRp/dhaZRtNmqa/fCFPdj1YBd8IQ+CLX7sfKAT85eXYXdaUddRg4HnhrH78R3Ip4qYGVhEz91tmBlYhLfWhZptQQy+MIb+R7uRiWSxOBpB16FWXDkzh2CzD/6wF4nFNI48tRfJxRTic0m03dmMiRPTCPeE4Kl1Gf3HZ5NIR7No3dOIXDKPfU/sgtPvMOojkzEU8wqadtVj6PUJ+EIeHPrEHlx+bRx9D/eweyISwt21SK1kcfBjfVBlDROnZrHrPd1YGInCYpVw6MPbMfj6FPofbUc+IyOflnH3kXpMz2Tg9dhQ57XB67Tgrm1BJIsKcoqGA/luzFgjcFArhmcfN56z2xGFx7mM5cRONAQHkchuQ1O8Cyu+SwilenHQ7UNCVbDd6cZSbQLbWtzwtezE4KuT6H+oA8uX5lDMK6hp1p/ToVZYbRbzPQEI99Th4kuj2PVgFxRZxcTJGdQ0+9F2Z/Pq55QsYGZgAT33tEOVVex4uA32VgnLV6IItQchFxRkE3kEwl4UUgX0vrcb/gYvO//+RjgcEppa3GjaV4uR6TRqW1wIue3wOSx4oCGA5YIMhVI8sLsOl6ZTaA+7Ueezw+uy4GBTDeZzRVAK3LevDhcnkuhp9cLd6sXQhSh676jDyjATJ9f1h3FxIIqdvUGg3YbJ88vYfrgJC0PLsDmsqNvmx+BrV9D/UAfyaRmzQxE0NIax0p6Bp8aJYKMXgy+No/+9ncjE81gcWUHngWZMnV9AsMkHf70HiaUMDn+8D8nlDOJzKbTtbcTEO3MId9bAU+PE4Itj6H+kGzanFS199WjpD2Ps+Axa+sJw+uwYfHEMwSYfuo+0Qs4raNwZwvAbV+Ctc+Pgx/ow9PoV9D3chaWxKAghOPyJflx6dQI77mmFKmvIxLI48qk9mB9agcUq4fDH+zH40hj6H+6GO+hEXVsA3UdaMDu4BE+NC8FmH/+eYjksjUXRebAFU+f0e2r0sXt+uIvd0/zVSWc2CuWcduzsMcTOsmiC0Tv+a6jCKf8NwK8DuHojj1sIyHVQvd50QAh5EUBjharfopR+V2/zKoAvlnTahJCvADhBKf0WIeRLANKU0q8QQg4B+DKl9BG93f0Afp1S+qHyzo8ePUp37969ZfcRKDD95GK8Dw3BysZASyr7oJ7Ldhhlz3zgPnT012JyMAqkhA9ONX8lHfvCmLwkJEYQklB07Axg8twSNOF8Wiyi82ALJk7NmrjXzkOtmDg5s6Hj8rqtgs30u5Fz1mrTeagVE6e4O01JNNp5ZBsmTzMDP8nNxLAd+8KYnObi25YHtmF8PIVUGyMuO5o8OAOmXuit8eBcOw+QsS3EntFMhBtd2c5w97zGk1xG77jAskUpS6vTMV6LObLXWdDynlogoFTNCkUTFkx8yzyeUr/KowcBAPN32dEX8OBiIgOHHoNkV8iD0SmuSumtdWNkPoMV3Qux3+PBwjFebxdCcrp0v3BLWrBhFUTtJCK890Y9O79jXxiTF/h4TbYRulun6f0/vA2TZ/XUnBV8wYmeyKTjzkZMHOe52kXjyI47GzFxatYkXu840IzJd/T3S5/bjv1NxrtltNvfhEn9GXUcaMbkaW7o2XGoBZOn581Z40SoJB2sYPj5a99++p2HH374YOVOrh6+9uz36FeOj1at/6NH95quRwj5IIAPUEo/Rwh5CGztvq3TvtFACHkUwFMAwpTSDxFCDoKJpteOHlEGJQJ7lXAEwMcJIf8FQBCARgjJA/gHAK1Cu1YAFR0ft9pPuwSJzDYT0f7Vhf3G/+9e2sv+LHPr5h2xIdSHGjARi0Or4K5Tslqta9iGsdcq59oN3VePsUjU7MdJNdR31WBcXHjAODRxYV/ruLxuq2Az/W7knLXalNdR3Y2tvs2P8bcmWaE+f6Fmt4kQNNtaMDu+BGuGWfJ31fswfZktoDsO2DD/D9zYIK0T/nBaCPAyKRj6zXACX4lYb+RervYcZ5MVwX1OuLfZAaigKpAaKqAYU0EpNUSctQddkAKAp9OGzIS8ul+9HbUALT4HBtMZBEdZu66gDWe5uh6NTieGljOw6PHK2wNOjIdFYzquDXSXiKtgzKX5OeGyZoTzdBuFkg66vqsGE2c54TOJh0v+2cJmtr7Nh4kTehjXSkld9H7DXTUGcQdgIpgNO+txZcAcbbBhewhXSu+Mznw19NThykCkrF09rgwyI7yGXQ24cjFm7mMgUpk4w+xvbsC1EoeLcPU67XsBfJgQ8gEATgB+PY3mz1yL4d1IuGWINiHk34AZGfwlgI/rxTkAf2BCWFQAACAASURBVATgnmrnbRVQSu8XxvIlME77f+jHKULIXWDR2j4D4I8r9bHlCUN0aA2dwC/Ocb/b517hRDs4yhYJ17IQgSwaw8D3L0CNmg2+yuHiSyNV9b2DLw5XrLv40urdcXnZWseVzt8K2Ey/GzlnrTbV6i6+NGIYBpVSOA6+MAxV8DG/9OIIaCIHi8LmeOi5DDx6YpSxhSR8MidAUikzV4o/TzECmVIp8MlV3stGz3G32xDc54Kzgb3rmkyRv6Ji+UQKama1VI9qQP19HtTd40FuLsFCagr9WvWELa4lOy6kknDlgHgPIxpv5dOgPPAezo0nQFSgGGRz+6YSR2oX3wj4pziBVnyMQIuGbGJ8frRy6asRXCbLDNUuvz1nJmYCp62VLOKDfGCX35w1uGmRwJf05aXobJffmDFbswsE/vLJJeaVIHC5l0+vGMliSgZ1l8/HeR+6ZOzy2YiR4ezyOyuma1w+NsdSjtZyP/n1QMwieE3hKoTAlNLfhJ42U+C0/9kRbODWMkT7FQCPUEr/M7gH32UAO6ufcvVACHmSEDID4G6wpOeVM2aY4V+DbSZGwTKPrbIcB65BwhAd5qL78eIPDxjY9Q9ZAxtenEfDi/PwvzNnIADsenD9GNNrtalWV6m8vGyt442MazOwmX6vyxzpxle7HugwGbNtv7MeaiIJbXkF2vIKtvf7QZdWQJdWsH2nF2R82kBtapah3lZbXoGaTBm4lfdb8RwCeLfb0frxABof88HZYIWa1xA9lcXUN+PYFmqvSLABIHWpAKtih9Utoe6I29wvABw7Dxw7j8C4jMMODwLjMtLbKNLbKHp3+aDZqIF7tvlBNGDbixTbXqR4eMEPohIDc3USx5CNYb3dQNlrMbBQZzdQDfmghnyA2wW4XdhxbxvzByyhx2WgFAwwgi3U73xkO0iolmUc83kNJH6GcDkBlxM77m9nUdtKqJfD5cSOBzoAv48RZx133NXMjykFKMWOA2FGrG1WJsXRKHYc4BFodhxqZNIAHXc82An4faAue2X0ulah5rKtwmsBRKuOP8lwy3DaYMYFpVRBpRXABmB1ZoF3AZTSZwE8u06bL5UdnwKwdcrqDcLutz8NAHiANKDzWS6ukyJcNEr1MI40b46Ipsjr+1+u1aZaXaXy8rK1jjcyrs3AZvq9sXOkAFQzOHE5X2SW8gDkTK6iD3W5quJq4WrniFiBjDWJtqcCsHoZp6ekVcTP55EaKoAqG+vXmfQj6V+Gb6cD6bECcrMKP0e/D0ml0BQNksAZK5TCEeXcaKaNItFN4FxhY8l6ASkvpCg9wpeKmuOM0xZj2VtkIbJehG+wZV1sLqUZcVJAQGu4rRPJCt9WSZombNBVWePuh6J0qsSt62UqJVwUD5hiEqgFhcVRF7hkFZI5NCsAlVhA/R7T+YrdDrWljt2LxwU1zL2hig47lHo/NGcVf/sKey3Zdx3IxhpW4uueSumrAF7dusHcXHArEe3XAfxbAL8vlP0SgFduzHCuHrZaPF7zDWZRPuuXQSa4Gl0R9dRVFu+N6C7XalOtrlJ5edlax9dCn73Zfm+6OdKf5cTJ6WsS9GKjcyQ5CPx9DgR2O5F3pmCFBcWYivi5HNJjxVWRrNbrd+rtBSBURO1hN0L3ezDz7cSqc6SihsnhBKSiBq+ez3wiwo3SAOD0jiRyrQqsGfadDSYz8B7iqoF8gXOE2SZGiBuPCRHyhJzzlryQWMbDCFq+hRG7oZg5KA/1ckJKSqoKgeBOXooZx2LsdqKrPkp2DZMDK6bNgOblYujRiAK5tcYkMh+OyCg0MzE80TcFIytFI2FKSbUwNp0F1fXm4+Mp5Jq4RGMolkc+7KgayMSkMtBBdl/7HE2bDa7ykwC3knj83wB4khAyCcBHCBkC8AkAX7iho7oKuFbi8b6uq48jsPOBznfVplpdpfLysrWONzKuzcBm+r09R2aweAhqj7jQ9nQQtQfdsDglWFU7Fp5PYebbCaRHVhPsjfS784FOxM/nUVhRYPNZUHPQXXmOdpn1rnsbzZ49B13m7+CO8LXx/OndEVi/kQDb92/M/327IMYuh529q3XOu3auLiufIwDY2Res+B8Aertv3hgkhFbHn2S4ZThtSum87l51CEA7mKj8BKXXKxDuu4etzqftPzoGAIhFE1DjG8vZW4L5y9WtiDfSplpdpfLysrWONzKuzcBm+r09RwxsAQmBfS74euwgehKW7IyM+Nkcwo31yF6pHA52vX5N9RRYPppBy0f8CPQ7MD+0aGpjuzCBZZqGbWAZAf92AEBEySB2Hzfem8zlQWQCm26DN7uUhzbF3eC0g9w4T61hy8b8PZz79gnBwSSVi4v9k0xkXeI65xayoIJBGCkK3Lp99ZK6MJ8HdeuRywROWQ0yDl3TU6rOZCiUGs4FW3K837n5LKhEIPv5eKfjecg+dm5R/x0vykZq3kQX4+qHbSqW9rN+L7lU5Gr5OjQuF5FptEKSN04JaRXXvS2HW2Zlv75wyxBtgKXhBHBCx594MBIvFNzrtFwNduf6j36tNtXqKpWXl611vJFxbQY20+9P/BxJQOgeN3y7HCCEgFKK9FgB8XN5FCNMtGvvWN8Iab3xluqLKyoSF/II7nPB2qmAvA1DL65GY7DIPqjRmBEh1GaTQITsag6/BKIQxO5mRFa2OaAISbwaa7naKGpnHWetPHZsUiDENUJMxIwuSncvsc2JwyJB9fPrWjKCG5fu1qcJxNvithnH1CqEKbWYiZ/NLqEYFPylhf9qkxNpTYEqTneNFfmcHspX78rqlJAL6clJHKXrS4CuJXBYJBQCQuY5mwRqAfK+yoS4Eld7XTJC3Oaoq8JNLR4nhPz7jeCNHudG4Vr5add11KzfaBPnrNWmWl2l8vKytY43cy8bgdtztD6I/VpcBM1P+ODvdQIakLyUx/S3Elh6OWMQ7I2OZb02Yn3snRyKCRVwamh41AdiWd2uFGa3hQChcxxb7LpuNm0F0lY0q24jpKlUBGZGwgbWerOo9WYR7ogaKNeoBmbriYGqg2Gu3oZcvQ2BNrfJ6lz1cJRrXQyDDgNrt3mh+OwMvTaOHoalfoLtHmhWYmA2bDGwvtYBzQqoTmJgKOSA7CEmDIUcoIQRcaIwbHTbIamApAKNHjssRRhYX2OH4gSIWhlV+2rcaFjRdwu3rccrw00dEY0Q8jXh0AngYwBOArgCoA3AYQD/QCldPxjzTQBvvvkm7evrW7/hBuGTdZ8FAHhqXchEc+u0NsNGzlmrTbW6SuXlZWsdb+ZeNgK352h9KPVrr7Og8TEvrF4LlLSKhefTJkK93r1cbZvyeltAQvOHA7A4CTKTRSy+mAYob2fRQ/p6gk7M3s/jmuc/pCJJFTicjCP2w4YVwRhbEwIMHT44AgA4fpm7uVFVMERL892Ce46V+6YZtfC6LChEhGxxgrjYHmMW6lTI2OUMOZDWjcJEwy7Fxc5T9GxhPocFcQhZwATi5PFYkCqosAgB3LxuVia29TksSBXNz8rnsCBqYWU+uwXZFK/3eFj7YhXVtqVC0mO5Qtuv3rV3SyOiff3b36P//eXqcQO+8rGtvd6tBDc1p00p/ZclBDMofJpSei+l9NOU0vvAoqPdMnCtDNF2P77jmpyzVptqdZXKy8vWOt7MvWwEbs/R+rD78R3wdNrQ/CE/rF4L8osyZv8xWZVgb3Qs67Upr5cTGkJaI9S8Bk+HHfUPeQDC26npNNR0Gr33t8C1ohj48FwDgq+5kM/akc/acUBtgFq0GCgViYEjsRBGYiE4AnkDRZ9ue5yj6mCi5lyIiZ737K1BNmQxsOiVDMw2O5BtdiBfYzNw994aXh/mWAgQk6j6QEfA4JIpASSZ45GGAEuNK3E81BqApACSwiLGUYveh8RE2KqN4f7OAGwZwJYB7q4PoOiHgQc7A1A8gDVbGTXHarTkV+OWA73NaVeDW0mn/X4AP11W9l0AX6vQ9icK8snC+o02cc5abarVVSovL1vreDP3shG4PUfrQ0KLouERZnGdGi5g+WhmXWOgdztH1eqVOMXCiRSaPuCHr8cBqlDkkvlV5zkv8dCeuQfqIckU0gLjqLNBAntQCOPg5v/jI7UAgNBOfv6Sym1DZK+QsjbNCKuqq5jTmgpZ0AEXBXWwNae3FdynkxYNhSDjj0S/cK3kYqYX5QqqKWc9FVQD2aLK9NaCYDSrqEabUt7xjKoa1y7puTOqCll33U5BhUWY7nxGhS0NaFXYN3sF+1bFs7rsmsDNKwS+oXArEe1RAJ8HC1tags+BRSC7JcBSIdD+VsDMwML6jTZxzlptqtVVKi8vW+t4M/eyEbg9R9WBWIH6B70o+jOgGkX0RA6JCxtjn97tHFWrnxlYQGFZxcJzKTS+3wf/Licik0ur2mjLfJxLF5PwRmQUdAOumUQOUg1f+d0uTrSjVkag7VYu/XI1cevy/Aw3UKM6IS7q3lJDas4gkqwB/6vodF8S9gqTKznOHQptS/npVXvJ7zxnItQQNgMTEUbNRS5zIpozjMIk/TauLOcMolwa42QkZ9RPRnKmMUyu5EBUAFWWpnwFbzXFfe2pKcFtjroa3NTi8TL4BQBfIITMEEKO66FGf1UvvyVAvQYBMQCg5572a3LOWm2q1VUqLy9b63gz97IRuD1HlcHikdD8IT+8XXYQSrDwXHrDBHujY1mvzVrzkV9QsPhCGlSlcHQQ1Ox3VT1vR5nP8e56L64F7A1eXb/9jRtr39dcvV1/0+q6vgr9VirrD3sr/geA/oZrM0fvGigLGFMNf5LhluG0KaVnCCHbAdwFoBnAPIBjlNK1nURvIrhmnPaFTXCRGzhnrTbV6iqVl5etdbyZe9kI3J6j1eAIW9HwqBdWtwQ5oYJOOJCbubrP6d3OUbV6sSw3I2Pp5TTCj/hQc8AFTaZIXMhj5sICtALfYCxcjMERycOzwJa1eS0D2yQPsBLdx+XC/jbmAzUzEjbK2nZw3/CFJs7PFMHYZ0mXgw/LWUNUDgB2Ibx7icO2FDlhubKQNcTimhB1TSlFPNXFzaOZnIm7piKnHc0BElAU8omMZnKQdc5e013Bhgs5ZPWkw3Y9mddYImeMdyyVEy+B4WIOxYBZnC+CVOF1UJ3Xh2je5rQrwy1DtAFAJ9BHb/Q4NgvXyuXLW3v1ftobOWetNtXqKpWXl611vJl72QjcnqOy6223o/5+D4iFIDsrY+mlNLYf6bj6ft7lHFWrLy/LTMqwLrigNuVQd5cbmkJXz1E2BTI6A0cjyyFUE7aYFn7rAqdMRa9OXa2cAM2uCNHCBIppa2Zx3slFxpXWOGyYy/PNgug7XRJJqw5+vsdrg5pg7TWhbUmM7YizMdR6Lbgi7Ostgojd57KyIQmyUb/NatxfSfwdsFjh1jPjFvX9is9thab35fVYIQv9el1WqPmrFHl7r41B7Sr4yWaoq8ItQ7TX8semlP7O9RzLZuFaudcFW64+FOFGzlmrTbW6SuXlZWsdb+ZeNgK350gHAtQediG4l7FsicE8IseyAL0xc1StvlJZrS+ES29cRug+D+rv88CZN0uuAiEnaL4AW5KxhyGnFe5p/s05o7ztio0RYHubkMJ0mltYkSZuEVaIM2JvCTAKWRewolDL+7Lx1NmGIZlIcOv8Nmh6UDiRczW4W52Drw3YYVmoUA8gWGtDMWM+v95pM4i1pO8hGppsOKtPXUk/HvLYoOnSgJDbhoJADet8NigFCmu2cnCVihx4/tpIDE1w9fm0f2LgpvbTFqHMZxsAGgE8COBZSmm5VflNCbf9tNc/vu2nvf7xZueI2Aga3uuBu80OqlGsvJlF6jIXGd+IOapWv1ZZYK8TdUfcoJRi8cU0spOyqd7azeKWu/12LLfyOOH5Gk5sirr1d6pTsOYO87mw2IXMc8u6TNrHKGSAWJG7wlleD8/VYxBV0aDMb7MglWf9WYRwoQZXbud+2gnB7kUV0lbXqMwnu2S8BgBun9Xw0y4ZwPns3He7dL7fZkFM99P2W81+3EFYkJRV5EOV6YDqrWCHI61u+9ftB7bUb/p//d336J/+YKRq/X/6F/tu+2nf7CD6bOv4fgAfBbClshpCyCcIIYOEEI0QcrCsbi8h5Jhef4EQ4tTLD+jHo4SQPyKEVNy23vbTXv/4tp/2+sebuRerX0LLR/xwt9mh5jXM/yBlItib7fda+GmvV5Y4n0fsdA6EEDS81wtXq81Ur80vQptfRN8eH5yLOQOtOcoxq2OGGEiidgOVnM1AWKlJjH6vswaKjxqYa4CBipuhpFADRd9pxUUMlN0MNSsj4Ac6AqBWGCj6Sx9sD0CzAdlGYuAdvQHkwkAuDBQDDA90BlCohY4UhVp2/VJ0tLtr+VioBBxoD6AQpKCWymhNWFYhkegq3GooWY/f9tNeDbeMeLwKPA/g77a4zwGwzcCfi4WEECuAbwD4WUrpOUJIHYCSsOqrAD4L4G0APwTwPgA/Ku+4Ci1/17AZrmsj56zVplpdpfLysrWOrwWXvdl+/7nMkbPZioaHvbA4JRSjChaeT0NJrV75bsQcVatfryz2Tg71PTVQ/Hk0POrFwo9SRr2WY7Li9FIKpMBZXtci36TY0mzpkxS+BEZ3C99nnCufrS1MhF5c0lUK0IB6rtOWZc4SEz2qGtF4X6miYrBHsmBIZinjylNFxRTXWxaSlMUkBUU/oAkGcDGLAtnPCGbJSC6hKQZRs6VYWcbBmYWkbGYcUgUFkkKgVTEu0+wVyi3XSTp7i0iBrzfcMkSbENJVVuQG8GmwbF9bBpTSS/r1yqseA3CeUnpObxfR2zUB8FNKj+nHfwPgp1CBaG91lq8SLI2urN9oE+es1aZaXaXy8rK1jjdzLxuBn9Q58vc5UHe3G0QiyFwpYumVNKr5W9yIOapWv5Gy+Kk8tOY8/LucaHzch5Vz5XMWATxhbDVMFXJXtXLOxjcWDGd2jSA005nVdVP51a5507nV7aazvKy8n0rtbwq4nTCkKtwyRBssuAoFd4rIAjgD4DPX6fo7AFBCyHMA6gE8Qyn9LwBaAMwI7Wb0slWwvLyM++67DxaLBaqq4qMf/Sg+//nPY3FxEW63GxaLBalUCqFQCLFYDJqmob6+HktLS/Dq8ZbT6TTC4TCWl5dx50/1YeLkDO7/+UM4+e0LsDutqOuowcBzw9j9+A7kkwXMDCyg5552zFxYgLfWjWCLHwPPDeP+nz+EodcnsDS6gs7D2zB1Zg7BZj/8DV7j/PrOWrzznQG03dmMiRPTCPeE4Kl1GecPPDeM9P/f3pmHyXWVd/r9aumq3he1Wku3dlmW7JblXd4dY7BwiLGBMRNnEsMkE5uwhGQChgQy44RkQpaBIZmQwAwhGAgET7wRFmMbsLCxsQCDbWzJkrW3pN7X6q2Wb/64t5auvrf6VnXXpj7v85yn7/3OUr/79a176px7lqFJunau5tAPj9HVvZqtV23g2/9zL917tjF4dJjZ6RiX/YedPPHpZ9h0WReBoJ/a5jCbLl9nPVSBi287n+986im2X7+Zzu5VfP+zz3HudZs4vb8/r2vq3rONyNCU4zUFawNsunwdY70TjJwac7ym7j3bGOkZS11TbXOYNdtHCTeFUvHJa1qzfSUH9h7hqjsvpuelXvY/eZjzbtyauqaOrSsI1dew4eJOYtE4R/adTF3T+a/fytDJ0TnX1LqumU2XT6euqXvPtpQfI0NTdGxpIzI8xfHnT3HJW7vpPzKUyu90TXVtYY73HaVus/UVj530sWHFZmJrj9PVvdrxmrL/T07X9PITh9h+/ebUNXm595o6Gqz/hcv/qaG9jlO/6Fvw3jv3uk0pn4z0WNc72jfOqdMnqFkjNO72MzVSx/Yrz2Hw6DCbr1jP+HCUV585ycaLVuNf2cKBFwbZcVE7J2et5uiqjlpePDjKeVuaiARg/2CEXasa2d84SUh8rA2GeFZnuSrQzlircnB2krc0dvCtaWj2Bejwh3h65QhXh1sZTUTpjcU4r7WeA42TrAwHaQsFCauwNVHP0HSUwYko21rreGUwQmdTiMaaAM8OjrK7o5nVtTU8e3KUzS21vNg/wcZVtdQF/Dw7MMqvbGrnByMjxCaVDfVhnh8e59bGdg4npvh57ziXrGqiZ3yGXQ0N9Aej/KR3jAvWNhJXpbUmwPaOeo5OTbG7uZkzzPB0ZISr61vYEArx0EQfF/laOTg9SbM/QEewhqfHR7i6sYVRjXF8doqdtY28Mh2hI1BDWzDA01PDXF3bylB8lt74bPajbkmQ4ixrUfVU00C0D6rqXzvY/6uqfiLPsh7HGsiWzUdU9WE7zfeBD6jqj+3zD2CtyHYZ1g+GJ4CPAmPAX6jq6+101wL3qOot2YU/9dRTev755+cjNSfJgWhrtq/Me49lL3lypXGLc7Jn23KdF3ItXlhOPvKFhFWvb6B2bZBETOnfGyHy2sIP1nL4yC0+Lx8JrHp9A/Uba4hNJjj972NERxOs2b6S3iPpSdS+TetSx7EWa+RWtDnd3xxt8BHyzzITr6F/V7pbPZ6cDmX/2RgOczSjlZtYldFaHbHKC/ele9U21oY5Nm6nz+hsS3aFJ2eXbWgIc2Q2XW4gPbCdTTVhjo9NM5uxYdr6pjBH7VcBandZb6wNczhq2ZLd5BvDYY5NzKTiM7VvDFtlJELO9YA6dIVr0/yxOZ/runRJB4bd99Wv6z8+8Kpr/MfuvtAMRKsC/tjF/tF8C1LV16tqt0N4OEe2k8CTqjqgqpNY764vtu1dGem6gFMO+Ys2T7tlbQFTdTzkyZXGLc7Jnm3LdV7ItXhhufgo2Oqn8y1N1K4NEoskOP31MU8V9kLlLibPQmm8+MPJljpX6PvuBDIZIFDnY80vNxJo8NGytonEzHQqxA8dTQX/+BT+8SmC41GC47M06xjbGo5yTvMxNoZ6aDipNPRAQw8Ex4TgmBBriRFridHeMnfKU83hcCoEJnwEJnypQWAzbUrLyiAz7cpMu6Y2H4mHrNHd8bDVDSwKHaEgNSOkQuYmHa0rgkSbmLOhSEcwmBpglhzM1h6uSW0iYo3mgo5QDfG6BPG6BO2NARLhRCp0hKx394n6uGPQUGJeCB2vmReWHAVJqGtYzlR897iIvM4+DIjIDcxZM4jNwPj8XEXhUeAeEakDZrGmm31SVU+LyLiIXAH8CKu7/u+cCihWr0ZTAUsResmTK41bnJM925brvJBr8cJZ7yOBhi01tF9dj69GmO6L0fvYOPFJ7/dcOXzkFp+vjzQOKxKrOHnmKOHVQdb8ciO1weCc9JK5IuFpq8UeDrfSuilCbWv6RX9D/SQrYmMMq/WjINW6tZvEbf4aEjXpydkztekf47Wnrc8IjqUfUyvDQWqGrXPNeOImF1dJtrhbQ0ESGfOiM1varV3WXOvMHbXaQsFUsys5X7vdH0y13CVqHazwBQmOWQlX1tYQHE231Vo3BkjMJPCPu8y9dmpnlKjONO+0nan47nEROWIfrgeOZ0QpcAb4uKo+soSf9xasSnclMAL8TFX32HG/Dvyh/dnfVNV7bPulwD8DtVgD0N6nDo4187QXPjfztBc+zzwWPzSeG6J5Z5hgk/XgnTg0Q//eCJrnO8Fqmaed63xyfJq1b2oktNKqHSPHZhn+8RSzQ3OdEWisoeXCEI3nBhAR4rPK2Il6NAFt50wSi/o4cXANmvAxuNNadGV8o5W3KeBnuCZzlZSMdkSyPsyo7NpmAozFrM/3ZfQsZy8R2hT0M+xzn6c9Fo3PWVGtBX+q3IC1aJs1T9ueE57U0ljjJxJJ76c9WJv+jGaxyo02OtcDyRHomTQen5/247++tPOmv/iVr+tnv3bANf7e915kuscrFVXdpKqbgC8nj+2wWVWvWsoK2/68B1W1S1VDqroqWWHbcV9S1fPtrvR7Muw/tm1bVPW9ThU2mHnaXs7NPO2Fz7v3bMMXFlovqWX9r7XQfnU9wSY/0bE4/Xsj9H0v/wo7l97F5lnqedq5zjWqnPrGOCM/mwIV6jfU0PW2ZjpubCDY6gcfNO8M0/mWepq2B0Fh7ECMnkdmGH9phomXp5kZgkAwQXvTAIGBCVoPTNN6YJpwP4T74dpQM8FRXyoEpiQVSAAJazvPZLiyPb3Ai38mHZJ7YMdqrXBZVzOxOk2FmlFS4cq2ZiQO4cF0uLa2mdpeqO0l9bm7O5rxz1orsgUnrHBVqzXHOxG0PiM0RCpc1dJMYBJaX3EOdb3zQ+1gfF5YclRzh2VMxXePJ1HVUo0SLxrFmqc91juxcKIC8uRK4xbnZM+25Tov5FrmIfOPR/vGEadtD+f8SwTJsI/2j+ELyZw02f/C0V73tzPF8FGw2cdgvJf1d7TgszefmO6LMfrCFJGj0UV1XZbjPnKLX4yPNKoM7Zuio2U1feO9NO0I0bC5hvpNQRKzij9ktVUmT8wy+Owk0RGrWSwBq+k7sNfH2lvraeicYeJwHB2wbpzaQavvOtIQxe9ST0nM+p9k7lk9PBVNtbAz52EnW9rJVvJYOErj0YwNRTLmdI8PRQkPzm19D8ajqZXQgskyxqIE7C70GXsp9QGNprrVRyeic7YVHR+OEhqFoMtrlMD0/P7x+oNDDimXnuW+iIobFV1pi8h1qrrXPn6dWzpV/W7pVBVOseZpj5waK0qeXGnc4pzs2bZc5075fSHBXyv4a312kKy/6WNfwPmH0SwjbNrc5hjnxiyjbNzUmjPNjI6wrqOZ2ESC2HiC6Hic2Lh1PDo4alX4Wc/DQnw0NjHKqjc0ULchSEJm8SFEjs4y+uI002eWpgenHPeRW/xi7yOA0RMTDO2fZPSFKVourKVpewh/yMfscJzBZydddzSbHU4wfsRH0+YEbTvjnHklc6YpDE7MWi/CPNI/7W3ntIFJ93QDkflx/VPzbU5lDGSky44fnKjcTRLNO21nKrrSBj4NV0zK0gAAIABJREFUdNvHn3NJo1gD0iqeYu2nvf6itXlP1fGSJ1catzgne7bN7bx5Z5iWS0LoxoY5lbH48uuhUNW5FaWC+IREPOspoFl/7ZNk71ugJkBsJjYvTWbvXKDWR7DRT7DRD2uylSTYdGkrsYkE0fEEMbtC79jZzNDQMLGJeGqgmKNPDvRTtyFIywW1hFYlCFFDIqbUaj0HH+whOrq0TZFy3Edu8Yu5j7LP45PK4A8nGXl+ikCTn5m+mGOPhMbSFdjwvknqVocItUJD3TCR4z6aX7Vq6vOubeK18XRTOvM9c3ILzMw5xjtq6zjVazV1oxlj6ZIDzZLbeW5rruPkQHqkWWg0nfbcbXWcPjOV2pAE4LzVdfQdtcc22LfCuevrODlkldFob5bS3V3HgP3uf8fqOsaeT/dQ7Lg4zND+CQKTLs8mp1tsbAl6wxZCgezvaw5EZB1wH9ZU3gTwWVX9VHHElZeKrrRVtTvjeFM5tSwFxdpP+8hz+S8K5yVPrjRucU72bJvbed36IDPBSerWzZ1CEp9JEJ9S4lOZf+3j6QTxybRNXRqdHVva6Htt2PV63POM5E6ztY2h3hGCjT4CjX4CjT772EdNSxBfSAg2+e1BYtbTfZwhOm+1RiYnYkpsIsHpmRO0X11H1G6xn+w5wbrbmwk2W/eMRmHkxSnGXp5mxVpZ8gobynMfucUv5j5yO7fuHW+9EvHxaQafjbPqdfW07IgTORghcMaqtI8/GyOwLf2eOrMbu7bP+ps5SvzAmUiqK7wuvWU3CftxkOxKP3giQs1EuqLK7Eo/dGyCwDT4MvbpPrp/jNpB6z6IB60ftodfG6e+zx6cNmXFHXt5lNrBWOpYMjYtee3oBJKAwLjztED/UMTRXgrybGnHgD9Q1Z+KSCPwExF5TFVfLoq4MlLRlXauLvFMqqV7vFjztDu2ttP3Wn7vmbzkyZXGLc7Jnm1zOx99aZrmUCvH9p1OVcqJ6URBg6ryuZbF5OnY0k7foSF7Le+5FUL3nm384vFXCTTMrdBXbG0mEpkk2Gj1JtTY836bVoSzSrcGl42+OM269es58pODBV+LF8pxH7nFL+Y+ykebK5og8toMk+fWUNcZpHVXgMF9Viu+fWcj7c+nm8F9l6cr8OS765mMrb67GkKcGbZq5syKOLljVzJPV2OIoeMZTemMDqau9hCDJ6eQjNbn2o1h+u0WfHDCKmRdZwNDk1ZFq0Hrw1atrqW3zyp3dXuY4dfS4zC61tczemYS34hL5TwzvzJPDOX+IbtU5DMfW1VPA6ft43EReQVrZUpTaZcYty7xTKqme7xY0+vq2/J4wZZHnlxp3OKc7Nk2t/PJY1Gar2pl6sRxlppy+UjjEB1NzGkZn7NlGwcf/jkAEoBAo5/z37SFw88fI9DoJ9joo7WrmRPf70sNLmvYVTen3GJQDh+5xS/mPspH20IMPh2h9m3NNG4LMvFanJn+BPXNIXw/St+jjWvT+3BPrrQHrWX07DeuST9mQyPp+yC1F7bd8m3x+edU1KGR9I/AxrAfX0wJRNK2Jr8QHLUq1Vid9Rn1jUECU/av3MlYOt241dRvCvjwT6S79hvCPmR6Fh1w/nGj0fnvvLVIr/nmfggFD6oUkY3ARVjrZpx1VPw87bMJM0974XMzT3vh87PJR27xi/WRV21eaL20ltaLapkZjNPz0Dj1rbVMZ+wOJivSgxVHLrdWR858p13bHGDCnjud2dIOTszteWuoDTA96NxN3ewXIpEYiUC6gLrGABG7Eg/1WsPH6xuDjNk1f8DegKS+MUjEfs9d3xhk8lS6pVxXC5MjM+i0y8YhDvVDYmq+Tz/07d9e0nnTX/rSI/pPn5/bSD7V8xynTj0HwOc+98ljt99++8bsfCLSADwJ/LmqPrBUeiqJip+nfTZh5mkvfG7maS98fjb5yC1+sT7yqs0LI89PER2PE1rhp2lHkO6btqJTU+kwOJwKwYkEwYkEEtdUuHxtE+HhuBWG0iFJcCJOcCLOJZua8MU1FTKX7dy5awXqF2qGp1Ph4k2NhAanCQ1Ok6gLkqgLct6Vq/FHZvFHZpHJGWRyhvMvbEOmZpCpGc6/pB1mZlLh/Gu60GgMnZlxDImpqXlB4/F5oRiI6pzQufYyLrv0PVx26Xtoa2ubtw2ciASBf8Na0+OsrLChiiptEakRkT8VkUMiEhGRgyLyMRHJfhFYsRRrnvZITwFTdTzkyZXGLc7Jnm3LdV7ItXjB+GhhyuEjt/jF+sirNi9oHAZ/aLVk2y6tY/hMfu90h0e9rf0+NOKebthhe8+Rwflbc44MOdj60y3jkb7JuXFnSjASvBBUIZEjZCHWw/VzwCv5biBVbVT6O+1M/gE4F3gfcAzYgLWkaCfwm2XU5ZlizdOeGJpcOFEBeXKlcYtzsmfbcp0Xci1eMD5amHL4yC1+sT7yqs0rk8ejRI7OUr+xhpmWCRKz6QrWH0ovGF57wqoEZzvSYxAmh2fx293js43pR27NmGWL1VnPhbFoHImlKyRfRtf0VP80gaw51ZGxWbAHtwYGrIp5qsePr8/+UeG3yo0MRsDu0o70jaPRdI/fRN+41ap2G/QlDs+sEk2gzvNjrgZ+A3hRRH5m2/5IVb+51LrKTdW0tIHbgF9R1W+p6suq+i3bdluZdXmmWPO0u3Y67TK6+Dy50rjFOdmzbbnOC7kWLxgfLUw5fOQWv1gfedWWD4PPTJKIKf52Jbw2XfnGJyKpICdOIydOUzM0nQrr19Tim4njm4lTd3oqFZK7cNX1TFLXM8mW+iD+mXgqBMZnU2Hd6jC+sWlkcjYVutbU4hubwjc2BdEYRGN0bmqEgN8KkSmITNG5oRGNTKKRSTo3N6KTk6nQuaMd4nHQhGPQWHRecEy71ChzXjFkh3nJVZ9SVVHVC1T1QjucdRU2VFdL+wxQh7WJR5Ja7GH+1UCx5mkf+uGxouTJlcYtzsmebct1Xsi1eMH4aGHK4SO3+MX6yKu2fIhNJBh5foq2y+pov7qek/82ai3jkVFpJQd0ZU6hOvLT/tSgMDKmfYbGrK7seLM1yv3gwTH84+nubZlNt4hfe2UYAj5kLF3uaz8+lZqSpZNWr8JrTx+BSatVnZiw0h76weF0nud65rSqD/3wOJpQ95Z2OTGDpB2pppb2F4Fvi8hvi8jNInIX1p7W94nI65KhzBpzUrSWdncBLSQPeXKlcYtzsmfbcp0Xci1eMD5amHL4yC1+sT7yqi1fRl6Yxhf1U9Pip+WC+cNpUoO4BoZSoXNlABkYscLUbDpEJpHIJIGTAwRODrC+WZDIdCogkgqdHUFkYMSqkO3QubEh1WImnoB4gs5tK0hMRKwK2+8Dv4/O7lWpQWRrtrbMGUDWuaPdvfVcjBZ0Hpj9tJ2pppb23fbfP8qyv8sOUEVztpeScFNo4UQF5MmVxi3OyZ5ty3VeyLV4wfhoYcrhI7f4xfrIq7a8SUBjrI3RYD8tF9UyeTw6Z9vPZItVM6ZFhfwJEsNWB6Ev3pguKznGZdZ6Vx2uEXQkY+3SeLrSDIdXoDMzcwZhheuDqfPkfOpQXbo3LzFltdpDYV9KV7hh7mqDxbqXlgTT0nbEzNPOQkRuB+4FdgCXq+qPbXsQ+L/AxVg/du5T1b+w4y4hvZ/2N4H3m/203W3LZQ6y8ZG3NJU+T9tJb90uH41bQyRi1rrm4wfmju6WjFdh9W31RIbtNcIz1tGXOmuwmgSttlNdS4hIf8bKZBmPkPqWMJGR6Tnzqetbw0SGrYo5Oe2qvrWWSNbSo/WttUwMTqa0RwbT8Uvlow8/9q4lnaf95S88pPf975+7xt/z8WvMftqVjog0i8gfi8gDIvKdzLDEH/US8FZgb5b9diCkqjuBS4C77ZV3wBrZfhdwjh3e6FSwmae98PnZNAfZ+Mhbmkqfp+2kY2BvhLEDM/gCwsrr6um4oR7J2Dgkswu6+w1b0gO77PfHmtBU13ayO/u8K9bMnScdjabCedd2WRV2Rtf1+TduTs+Ttm3db9gyT8P5GZ/ffdPWkvhoSTD7aTtSTd3j9wN+4EFg6X8+26jqK+A4p1qBehEJYLWoZ4ExEVkDNKnqM3a++7BGtH8ru4BiTfkaPJrfRhhe8+RK4xbnZM+25Tov5Fq8YHy0MOXwkVv8Yn3kVVshDB4dRuMwsDfC9Kko7dfU07A1RM3KAH2PT8zpLgcYOOZNx+Bx9/nfg8dH59kGjs1P7/RZue6dYvlo0eS5y9dyopoq7SuAFaparg1g/x9wK9Zo9Trg91V1SEQuBU5mpDuJNXd8HoODg1xzzTX4/X7i8Thvfetbec973kNvby91dXX4/X7Gx8dpb29neHiYRCLBypUr6evro6HB2tNvYmKCjo4O+vv7uei28ziy7ySbr1jP7HSMmnCAFRtbeenRV+nes43psRlOvnSGrVdt4OSLZ2hoq6Ols4mXHn2VzVesJ9wUpu/QAJsuX8fx50/RsraJplUNqfzBcIDI8BTrL1rLkedO0LG1nfq22lR+f9DPxNAkXTtXc+iHx+jqXs2qbe2cPtBP955tDB4dZnY6xuYr1jNwfIRNl3URCPoZH4iw+45d9B0aBGDzFevpfW2Q7ddvprGjgYHjI5x73SZO7+/P65q692wjMjTleE3DPWPsvmMXY70TjJwac7ym7j3bGOkZS11TZGiKXW/aTrgplIpPXtOa7Ss5sPcI6y/upLWrmf1PHua8G7emrqlj6wpGz4xz2e07iUXjHNl3MnVN7Zva5l1TPJZg9x27Ute04ZLOlB8jQ1P4/MLuO3Zx/PlTrN6+ck7+fK4p+X9yuqbs/5PTNb38xCG2X785dU1e7r3odIxzr9vk+n+aicyy43VbFrz31p7XkfLJSM8Y9Svq2H3HLtd7r6Wzmd137OLA3iN5XdNC997mK9YzNT6Tuvde+d5BVt3YSE0zdN7WTGO0hf59Y7SsbU7de5e/vdv6P52eYP2Faziy7yQdW1dQ31rLLx47RPdN5+AP+pgamaKrexWHnjlOZ/cqahtDvPSdQ2y+bC2aSDA7OcOac1dy4AdH2XDhalrXNnBg71F23LCJvkODtHU1seLt3XOuaWZilt137HK892qbwwyfGsv7+5R97xUDWeYtajeq5p22iHwT+LCqvrAEZT2Ote9qNh9R1YftNN8HPpDxTvtq4N3AO4FW4AfAzcAK4C9U9fV2umuBe1T1luzCn3zySb3gggsWKz9F8p327jt28aOvuL//ccJLnlxp3OKc7Nm2XOeFXIsXjI8Wphw+cotfrI+8aisEp3LFDyuurKNphzWifOLwLP17I2hUXXVI1hTQ3f/xAn70r86Pt8vfvpMfffWFOSO6C/FbsXy05O+0//lB/eInfuIa/8FP3rBs32lXU0v7ncA3ReRHQG9mhKr+aT4FJSvYPPk14Nt2S79PRJ4GLsWqvLsy0nUBp5wKCASK4+4De48UJU+uNG5xTvZsW67zQq7FC8ZHC1MOH7nFL9ZHXrUVglO5GoeBpyaZOhVj5bX1NGyuIdTup/eJCVcd2Wt273/yNdd1vA/sPTxvClYhfiuVjxaNsuzfXbtRNQPRgD8H1gGrSA/4OgfYmivTEnIceJ1Y1GN11++393EdF5Er7PVv7wQediqgWAPRNl3WtXCiAvLkSuMW52TPtuU6L+RavGB8tDDl8JFb/GJ95FVbIeQqN3J4lpMPjjLTHyPY5KfzzU2sva7VNb3Xcgv1UbatVD5aEhI5wjKmmlravwpssyvJoiEibwH+DlgJfENEfqaqe4C/Bz6PNbpcgM9ndNX/DukpX9/CYRBaMQkE819pzUueXGnc4pzs2bZc54VcixeMjxamHD5yi1+sj7xqK4SFyo2NJeh5ZIwVV9TRfH6Y6YZxVr2hgf4fREhMu7ce872XCrEtykfJsbklagBLYpnXzi5UU6V9GCj6IDRVfRBrhHq2fQJr2pdTnh8D3QuVXazu8f1PHl44UQF5cqVxi3OyZ9tynRdyLV4wPlqYcvjILX6xPvKqrRA8lZuwdgabPhVl5S81UL+xhroNQWYH4kz1RJnsiTLTG0MzesPzvZfytgkc+tkRmrtDhNcECXUE6A+eZOM7W1PxYC3Cljr2zZtFQyKqxCYSxCJWiGftC74kKI67eRmqq3v8i8AjInJH5rKllb50aSbF6h4/78b83xB4yZMrjVuckz3bluu8kGvxgvHRwpTDR27xi/WRV22FkE+5kaNR2mfXMnl8FhIQWhmg5cJa1r6piQ13trL65kaaLwhTs8LPjhu3uJZTkI8EQiv9bHxjB6v2NLDhN1po/aUaVlxZT/3GGgJ1PnxBSYeAFcQviE/mVdiqiqriCwo1rX7quoI0nRui9ZJaz/7wjlrrtLuFZUw1tbTfY//9H1n2qlm6tFjztJPTV5Y6T640bnFO9mxbrvNCrsULxkcLUw4fucUv1kdetRVCvuUOHhzlzL4JxA/h1QFqO4PUdgYJtQeo6wpS12WtytIfO0nH6+qZ6okx0x9Lj8NSpe9EP8EW35yu6b4T/QSbfXPGa/Wd7qPlwjDhNUHCqwL4gkKEUerXW8uX6owwcWyaqdNRps/EWLdjDUd/2mMP/Ep9XPpzHBq7vhrBX+8j0OAjYP/l7Xm5xBtmIJojVVNpq+omJ7uIFOfFlcFgMCwhGoepnhhTPTFgCl9YqF0bpLbTqsiDjX4atoRo2OK0Hvg063a0eLDN0EZ6L+/ZkTjBWA39L44ydTrG+vPW0r8v40dHQsh35YvErJKYjRMdLs4GSIBVYRdpg6Vqp5q6x+cgIjtF5K+BE+XW4pVEkbp1OrauKEqeXGnc4pzs2bZc54VcixeMjxamHD5yi1+sj7xqK4R8y3VLn5hWIodnGfjBJCe+OkprZDX9T0WIHJlldjjG7HA8FfyJALMj8XQYtWzR0fic4I8HGX15mt4nJjj2pWFO3j9KR3gtE4dmiUcSJfPRkmCWMXWkalraACKyEmu+9DuAXcBTwPvLKioPijUQ7eUnDhUlT640bnFO9mxbrvNCrsULxkcLUw4fucUv1kdetRVCvuV6Tf/q48cY75th/JWZeXGNHfWM90U82GKM9026fn6pfLRolDm7nBnSVHxLW0SCIvI2Efk60IO1ReeDwAhwu6reX1aBeVCsgWjbr8//lb6XPLnSuMU52bNtuc4LuRYvGB8tTDl85Ba/WB951VYI+ZbrNX2+91IhtlL5aEkwLW1HqqGl3Ys1nf6fgf+uqj8FEJF3l1NUJRGL5v/ux0ueXGnc4pzs2bZc54VcixeMjxamHD5yi1+sj7xqK4R8y/WaPt97qRBbqXy0aMw7bVcqvqUNvAC0ALuBy0TE2/JCFUixuseP7Du5cKIC8uRK4xbnZM+25Tov5Fq8YHy0MOXwkVv8Yn3kVVsh5Fuu1/T53kuF2ErloyXBtLQdqfhKW1V/CdgCfAf4AHDG7iqvB4I5slYcxeoeP/c6x4H1i86TK41bnJM925brvJBr8YLx0cKUw0du8Yv1kVdthZBvuV7T53svFWIrlY8Wjar1TtstLGMqvtIGUNVjqvoxVT0HuBFre8wE8HMR+avyqvNOseZpn97fX5Q8udK4xTnZs225zgu5Fi8YHy1MOXzkFr9YH3nVVgj5lus1fb73UiG2UvloKVBNuIblTFVU2pmo6lOqehfW1prvA3aWWVLZqQnn3+3uJU+uNG5xTvZsW67zQq7FC8ZHC1MOH7nFL9ZHXrUVQr7lek2f771UiK1UPlo8pqXtRtVV2klUdVpVv6KqN5dbi1eKNU97xcb8X/N7yZMrjVuckz3bluu8kGvxgvHRwpTDR27xi/WRV22FkG+5XtPney8VYiuVjxaNYpYxdcF/7733llvDsqGnp+felStXLll59//V1wEYOTVGdCq/9+Ve8uRK4xbnZM+25Tov5Fq8YHy0MOXwkVv8Yn3kVVsh5Fuu1/T53kuF2Irlo2vuvPT05s2bP7vogmxe/MlL9/7826+6DkS7+o5dS/p51UTVtrSrkWINROves60oeXKlcYtzsmfbcp0Xci1eMD5amHL4yC1+sT7yqq0Q8i3Xa/p876VCbKXy0aJRzOhxF0ylnYWI/LWI7BeRF0TkQRFpyYj7QxE5JCIHRGRPhv0SEXnRjvtbEZm/nx0wPDxcFM3TY/NXUFqKPLnSuMU52bNtuc6fe/GZBXUVgvHRwpTDR27xi/URVI6fvKbP914qxFYqHy0J8bh7cEBE3mg/mw+JyIdLrLZkmEp7Po8B3ap6AfAq8IcAInIe8KvA+cAbgU9nbFbyD8BdwDl2eKNTwSMjI0UR/KPnflSUPLnSuMU52bNtuc5/fOC5BXUVgvHRwpTDR27xi/URVI6fvKbP914qxFYqHy0WVUUT7iEb+1n898DNwHnAHfYz+6zDVNpZqOp3VDXZj/0s0GUf3wp8VVVnVPUIcAi4XETWAE2q+oyqKnAfcJtL2UXRPNGYfwveS55cadzinOzZtlznoYaaBXUVgvHRwpTDR27xi/URVI6fvKbP914qxFYqHy0FGo+7BgcuBw6p6mFVnQW+ivXMPuuo1PH+lcJvAv9qH3diVeJJTtq2qH2cbZ9He3v7zAMPPJC645qamvrb2toGChX34cfeBcDY2FhzU1PTaD55veTJlcYtzsmebct1PjT09vbF+MQN46OFKYeP3OIX6yOoHD95TZ/vvVSIrYg+2rAEZaRYs23lox/+zl3tmbahoaH2sbGxlQCnTp0KZ2XpZO6OjyexVtE861iWlbaIPI41zzubj6jqw3aajwAx4MvJbA7pNYd9Hrfcckv2jWYwGAyGLG688UbHV4w58PwcrnaWZaWtqq/PFS8i7wB+BbhR033aJ4F1Gcm6gFO2vcvBbjAYDIbS4PZ8Pusw77SzEJE3Ah8C3qyqmRvTPgL8qoiERGQT1oCz51T1NDAuIlfYo8bvBB4uuXCDwWBYvuwDzhGRTSJSgzVo+JEyayoKptKez/8GGoHHRORnIvKPAKr6C+BrwMvAt4H3qGry/fTvYA18mAGuBC7ILlQs/taejvCCiFycEfdPItInIi8V9coqiIWmZ4jIdhF5RkRmROQD5dBYaSzH+8QLTn4RkTYReUxEDtp/K3Tpr+KRr1/cprRWA/bg4fcCjwKvAF+zn9lnHVKsEc3LCXu6wavAG7C6afYBd6jqyxlpfhlrrfRfxhog8SlV3W3HXQdMAPepaneJ5Zccj/7qwBrcchswrKp/Uw6tlcRyu0+84uQXeyOhIVX9uP2jsFVVP1ROnaUmH7/Y06O+gjUKey3wOLAto2FiqBBMS3tp8DLd4FasL4+q6rNAiz1dDFXdCwyVVHF5WdBfqtqnqvuwRucbWJb3iSdc/HIr8AX7+Au4TMM8m8nTL45TWksi1JAXptJeGpymG2RP+/KSZrlgfGEoNqvs8SbYfzvKrKdScPOL+U5WCabSXhq8TDdYNlMSPGB8YTBUFuY7WSWYSntp8DLdYNlMSfCA8YWh2PQmXz/Zf/vKrKdScPOL+U5WCabSXhq8TDd4BLjTHkV+BTCa7KZahiyb6RmGsvEI8A77+B2YaZhJ3PziOKW1DPoMC6GqJixBwBoV/irwGtbKagDvAt5lHwvWgvavAS8Cl2bk/QpwmvSSqL9V7uupAH+ttn0xBozYx03l1l1mny27+6RQvwArgCeAg/bftnLrrHS/AB+xv48HgJvLrd8E52CmfBkMBoPBUCWY7nGDwWAwGKoEU2kbDAaDwVAlmErbYDAYDIYqwVTaBoPBYDBUCabSNhgMBoOhSjCVtsFgMBgMVYKptA2GKkRE/pOIfKfAvPeKyJdc4t4pInERmRCRHQuUE7LTRUXkzwrRYjAY8sNU2gZDiRCRoyIyZVd0vSLyeRFpKKQsVf2yqt601BptnlHVBlV9ZQENM6raAHy5SDoMBkMWptI2GErLLXZFdzFwGfDRfAsQkcCSqzIYDFWBqbQNhjKgqj3At4BuABFpFpHPichpEekRkT8TEb8d904ReVpEPikiQ8C9tu2pZHkicpWI7BORUfvvVRlxm0TkSREZF5HHgPZ8tIrI5SLyYxEZs3sIPrEUPjAYDPljKm2DoQyIyDqs9deft01fAGLAVuAi4Cbgv2Rk2Q0cxtr/+M+zymoDvgH8Ldba0p8AviEiK+wk/wL8BKuy/hjpDSO88ingU6raBGwBvpZnfoPBsESYbjaDobQ8JCIxYBSrov0fIrIKuBloUdUpICIinwTuAj5j5zulqn9nH8dE5mx//CbgoKp+0T7/ioj8LnCLiHwXqxv+9ao6A+wVka/nqTkKbBWRdlUdAJ7NM7/BYFgiTEvbYCgtt6lqi6puUNV325X0BiAInBaREREZwaqsOzLynchR5lrgWJbtGNBpxw2raiQrLh9+C9gG7Le73n8lz/wGg2GJMLt8VTjf//73NRQK5Z1v/8B+puJTRVBUHGr9tVWlN0k1697evp3ne59fOHGFUc0+r0bdO1fsJBDIr1N2cnJy4MYbb1xZJEnLGtM9XuGEQiG2b9+ed76/+upf8VDfQ0VQVBxu67itqvQmqWbdt11zG1d956qFE1cY1ezzatT9wltfoKurK688P/3pT/PtzTF4xHSPn6XsG91Xbgl5UW16kxjdpadatVer7ra2tnJLMGRgKu2zlOvariu3hLyoNr1JjO7SU63aq1V3f39/uSUYMjCV9lnK/on95ZaQF9WmN4nRXXqqVXu16m5qaiq3BEMG5p32Wcrvtf8e0w3TANx991185jOfnRN/9913AcyxO9ly5V/KMsPhMO/4gzsrSpOXMsPhMNMN057KvP3227n//vu5++67GBoa5v777y/bdf7eF+6z4tZ8ZsnKLJXvw1ee4jPv/PclLXOxOr38P5P3eCXct/mUGY/HMVQOpqV9lpLvaM9yU216kxjdpWfjxvFySyiIavV5JBJZOJGhZJi5lcF7AAAKO0lEQVRK+yxlcnKy3BLyotr0JjG6S8+jj24ot4SCqFafr169utwSDBmYSvsspa6urtwS8qLa9CYxukvPnj3VOZuoWn1+5syZckswZGAq7bOUxx9/vNwS8qLa9CYxukvPSy/9W7klFES1+vyhh6pvbvnZjKm0z1K++93vlltCXlSb3iRGd+k5cOD+hRNVINXq8wceeKDcEgwZmEr7LMXnq65/bbXpTWJ0l56Ghmi5JRREtfo8FouVW4IhA7P2eIXzxBNP9JP/Bg8MDQ21t7W1DRRBUlGoNr1JjO7SU63al5nuDWbt8eJgKm2DwWAwGKqE6uyvMRgMBoNhGWIqbYPBYDAYqgRTaRsMhopCRKTcGgyGSsVU2lVKNT7YRKQt47hq9IvIL4lI1Q2qEZE/EJGb7OOq8TfQmDyoJt3VpDWTatW9XDGVdpUhIreKyBeAXeXW4hUReaOI7AX+l4j8TwCtghGQGbr/EzBTbj1eEZGbRORR4EPAnVA1/n6DiDwF/I2I3ANVo7vqvpNQvbqXO9W5gv0yQ0REVVVEbgA+BkSBK0XkmKoOl1meI/avdx/wW8BvAn8BPA/cJyI3q+q3yqnPDVu3AP8R+AzwW6pa8at52LqDwH8Drsfydw1wmYgEgVglV4Ai0gXcC3wc+D7wVRFZoaofSt7/5dTnRjV9J6E6nyWGuZiWdoWT9cA6AuwBPgjsBi4om7AcJDWrahx4CrhGVR8GpoE+4Bci4kumLaPUOWToTgCngPuAQ3bc7SLSZVeAlap7FnhYVa9V1W8Cw8Cvqmq0Eiu9LB9uB15U1a+r6jjw98Dvi8g5diVTMf7O4ghwExX+nYTqfJYY5mMq7QpGRN4LPCAivy8iq1X1qKqeVtXvAr3A9SLSWWaZc8jSvEZVX1bVmIhcDDwEbMTqtv1EMkuZpM4hQ/d/FZF2rB8bLwD/ICL7gbcDfwd8OpmlPErn4uDvfbY9qKpPAodF5ObyqpxPlu4m4FXgGhG50k7SAfwC+Gi5NDohIu8WkbfZxwKcUNUzlfydhOp8lhicMZV2hSIibwHeAfwt1q/gj4rIhRlJvgxsw/qVnJmvbJWJg+aPZGhOtvouB+4B3ikil9qt2rKSpXsn8CfAVuDfge8Bd6jq7Vhd/beJyCUVqDvp7+T7yZg98O8YEC+TREccdP8l1piBTwJ3i8jTWK3XtwIXisjGcvcUiEijiPwj1uuHL4hIwNaU2QtQcd9J+/Or7llicMdU2pXLbuAfVPV7WO/6jgC/m4xU1ReAfUC3iLxORD5k28v5cHPS/H5b1xFVPW4fR4CvAU1l0plNtu6jwAdV9RTwJ6r6PICqDmH1FjSUSWc2ufyttt5a4AaA5CuJCsBJ95+o6ueA3wZ+X1V/DTgOPAeMlUtoErvL/klVXY31Y+7v7ahUl3OFfiehOp8lBhcq5Uu8bMn+NZtxfhj4NQBVPQZ8A6gXkTdnJP8K8F+AfwXancqrAM11WZoRkY8C5wMvF1uri87s82zdXwcaReTNqjqdkf6PsXTvL43ieTqzz73cI18CLheRcKl7B/LQ/QjQKiJvsd+/P2en+xhQD4yXSHK2zuzzR+y/vwfcYb9vj4tIICNNWb6TTlTDs8SQP6bSLj/BzJOMX7f/D5gUkVvt89NYo2rPE4sG4FPAi8AFqvrBrPwVpRlARG4Wa0rPNuA/qOqZEmjNpFDd14rI97B0v01Ve0sjN0VB94htqwW+Snm6yPPVfS6AiJwjIg8D3Vit7lJv6+WoW1UjIuKz79tPA//XtsfswXL1WF3Q5fhOYo/FQET8WZ9byc8SQ56YSrtMiMilInI/8Ncick3yi5bRhTkMPAj8joiIqo5idcuG7S/TNPB+VX2Tqp6ucM21dvwrwLtU9c5SaV4i3UeB96jqb1SJ7lDGA/dhVf0/paz4FnNv2/FnsPz95lL+QMqlO/vVgqp+GNgkIleKyCoRucx+7fO7Jf5OiojUichXsF7doNasjcyWcsU9SwyFYyrtEmN/yT4O/CPWu7Fe4L3AeoCMLsxa4FGsX8WfFZG1wEVY8yqTv+77qkTzrJ3uqKq+VArNS6z7hKqWrCt/CXSnNkBOPsCrRHfy3h5X1ZOVpFtVE3aLtDkj618CTwM/AOrstCX5Tiaxxy5M2qcrReR3wGptZ/xwq5hniWEJUFUTShyAm4FW+3gN1vukhoz4P8X6kl0EtAF/htWd9WnAbzQb3UZ3WXR/G7g2I/1+4G+AYBl1i633fwHXYE1TbKl0f5uwiP95uQUsh4C1QtVuB/u1WFNynrG/dDdgdVv9C7A1K22d0Wx0G92VoRtrvMO6cuoGfBn2h4AurLUEPg5swBrE9y/AlnL724QlvAfKLeBsDlgbHzwADAH/RPqXvM/+ez5wg338n7FW4NqUkd9XSr3VqtnoNrpLqLtcPV2Ouu24bcAn7ONbsKbI/Twrf1n8bcLSB/NOu7jMAt8Ffh1rWczbIf1uT1V/odbcSYAnsb6YUbAGv2h5FvCoRs1gdJea5aq7XAvVOOq2OQVsE5FHsLrrn8Saiw2U3d+GJcZU2kuMiNwpIteLSIuqzmBNC3kca5nGS0Vkm50uew7kTVj/j3GYM2jHaHbB6Da6vXC268b6YXEKaz72Jap6C9AlIpeUQ7ehuIiqmYq3WOwv+2qs90cJ4DWs90nvV9UBO805WEsJTqvqn9m2ENY7tL8EeoB7VLUkC3dUo2aj2+g2uufonlHVj9m2ZrWmcuF0bjh7MC3tRZIxtaIR6FHVG4F3Y717+kwynaoeBH4CrBWRrfbDIYE1veS/qzUntVQVdtVpNrqNbqN7nu41tu5arLnWqbnwpsI+ezH7aReIiASwplP4ReSbWOtox8Ga9ygivwucEpHr1dptCVV9UER2YE0dacAa8PIi1kpERrPRbXQb3QXrBl4xXeFnP6alXQAicj3WL91WrP2Wk5vJ3yAil0NqCcA/xVqgP5nvduAjWDtHXaCqrxjNRrfRbXRXm25D+TDvtAtARK4FNqrqF+3zT2P9Mp8C3qeql9jdVB1YaxF/SFWP2PlQ1R8YzUa30W10V6tuQ/kwLe3C+AnwNbHXJsZaynC9qv4zVhfX++xuqi4grqpHwPqClfFLVo2aweguNUZ3aalW3YYyYSrtAlDVSVWd0fSczTcA/fbxfwZ2iMi/Yy2F+NNyaMymGjWD0V1qjO7SUq26DeXDDERbBPavYwVWkd5rdxz4I6xtBY+oak+Z5DlSjZrB6C41RndpqVbdhtJjWtqLI4G19+4AcIH9i/iPgYSqPlWhX7Jq1AxGd6kxuktLteo2lBgzEG2RiMgVwA/t8HlV/VyZJS1INWoGo7vUGN2lpVp1G0qLqbQXiYh0Ab+BtWD/TLn1eKEaNYPRXWqM7tJSrboNpcVU2gaDwWAwVAnmnbbBYDAYDFWCqbQNBoPBYKgSTKVtMBgMBkOVYCptg8FgMBiqBFNpGwwGg8FQJZhK22AwGAyGKsFU2gaDwWAwVAn/H3n2dACK7nfXAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ppsd.calculate_histogram(time_of_weekday=[(1, 0, 24), (2, 0, 24), (3, 0, 24), (4, 0, 24), (5, 0, 24)])\n", "ppsd.plot(max_percentage=10)\n", "ppsd.calculate_histogram(time_of_weekday=[(6, 0, 24), (7, 0, 24)])\n", "ppsd.plot(max_percentage=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * do different stacks of the data using the [`calculate_histogram()` (see docs!)](http://docs.obspy.org/packages/autogen/obspy.signal.spectral_estimation.PPSD.calculate_histogram.html) method of `PPSD` and visualize them\n", " * compare differences in different frequency bands qualitatively (anthropogenic vs. \"natural\" noise)..\n", " * seasonal stacks (e.g. northern hemisphere autumn vs. spring/summer, ...)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ppsd.calculate_histogram(month=[10, 11, 12, 1])\n", "ppsd.plot(max_percentage=10)\n", "ppsd.calculate_histogram(month=[4, 5, 6, 7])\n", "ppsd.plot(max_percentage=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * do different stacks of the data using the [`calculate_histogram()` (see docs!)](http://docs.obspy.org/packages/autogen/obspy.signal.spectral_estimation.PPSD.calculate_histogram.html) method of `PPSD` and visualize them\n", " * compare differences in different frequency bands qualitatively (anthropogenic vs. \"natural\" noise)..\n", " * stacks by specific month\n", " * maybe even combine several of above restrictions.. (e.g. only nighttime on weekends)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "encoding": "# -*- coding: utf-8 -*-" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }