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authorRémi Flamary <remi.flamary@gmail.com>2017-09-01 18:42:52 +0200
committerRémi Flamary <remi.flamary@gmail.com>2017-09-01 18:42:52 +0200
commite70313cb2eef5d889532eb004de0eb7361d616e6 (patch)
tree671e891ab385f028fdc9ac445f9a2fbc341a7097 /notebooks/plot_otda_d2.ipynb
parent98ae0808417d0f82e761f85265e8dcfa9ebe7e5f (diff)
add converted notebooks
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# OT for domain adaptation on empirical distributions\n",
+ "\n",
+ "\n",
+ "This example introduces a domain adaptation in a 2D setting. It explicits\n",
+ "the problem of domain adaptation and introduces some optimal transport\n",
+ "approaches to solve it.\n",
+ "\n",
+ "Quantities such as optimal couplings, greater coupling coefficients and\n",
+ "transported samples are represented in order to give a visual understanding\n",
+ "of what the transport methods are doing.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "# Authors: Remi Flamary <remi.flamary@unice.fr>\n",
+ "# Stanislas Chambon <stan.chambon@gmail.com>\n",
+ "#\n",
+ "# License: MIT License\n",
+ "\n",
+ "import matplotlib.pylab as pl\n",
+ "import ot"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "generate data\n",
+ "-------------\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "n_samples_source = 150\n",
+ "n_samples_target = 150\n",
+ "\n",
+ "Xs, ys = ot.datasets.get_data_classif('3gauss', n_samples_source)\n",
+ "Xt, yt = ot.datasets.get_data_classif('3gauss2', n_samples_target)\n",
+ "\n",
+ "# Cost matrix\n",
+ "M = ot.dist(Xs, Xt, metric='sqeuclidean')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Instantiate the different transport algorithms and fit them\n",
+ "-----------------------------------------------------------\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
+ "source": [
+ "# EMD Transport\n",
+ "ot_emd = ot.da.EMDTransport()\n",
+ "ot_emd.fit(Xs=Xs, Xt=Xt)\n",
+ "\n",
+ "# Sinkhorn Transport\n",
+ "ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)\n",
+ "ot_sinkhorn.fit(Xs=Xs, Xt=Xt)\n",
+ "\n",
+ "# Sinkhorn Transport with Group lasso regularization\n",
+ "ot_lpl1 = ot.da.SinkhornLpl1Transport(reg_e=1e-1, reg_cl=1e0)\n",
+ "ot_lpl1.fit(Xs=Xs, ys=ys, Xt=Xt)\n",
+ "\n",
+ "# transport source samples onto target samples\n",
+ "transp_Xs_emd = ot_emd.transform(Xs=Xs)\n",
+ "transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=Xs)\n",
+ "transp_Xs_lpl1 = ot_lpl1.transform(Xs=Xs)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Fig 1 : plots source and target samples + matrix of pairwise distance\n",
+ "---------------------------------------------------------------------\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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gT4qzXkLy10DcG42+S5ImyEqpMhVWjV3rir22xC8IVkiqCcl1u3j2u5W8s2sH\neW43g9u05cmJlzKwdZvqX7ScD/XG/oGvVJXkfQGeoxQmxwDkgmsLuDZD2NBgRVYvmnyCXF7/3/pW\n9J6BqsoNXWN4BqVU/bn3449YdfQweR4PAFtOneSGpYv59Kab6disebWuObBVayLsdrJdrmLbI+12\nZvVPqHHMSjUWkr8FJCfADg+4tjX6BFn7ICulymSJX+CrFttHgn3k+ddK1bHDGRmsOnqkMDkukO/x\n8PqWTdW+rtVi4eWrpxJpt+Ow2bAZCxE2G+O7dGVq3341DVupRsNYOwCOADvsYG1X7/HUtyZfQQ71\nSm2oxaOUUvXhYMYZwqwW8ornx7i9Xhbt2MY1ffoxuE3bKl831+3iza2bcHk8GGMwxjA3IZGHx42v\npciVaiQipkDWXylcgx0AC5gICJ8YrKjqjVaQlVIV0sqxqm89W7Qgv0T1uECu282c/ywhJSe7ytd9\neMVylu/fh8vrJd/jweX1MH/7Fr44sL+mIQNwMiuTJbt28OGe3WTlN43R/qpxMpbmmBYLwNoDCPP9\n2PpjWizCmLBgh1fnmnwFuYBWapVSKjQczsjg8wP76BYbx770NNwipY5xez0s2bmDe0aMqvR1z+Xl\n8en+vaUSb6fbzYsb1nJJ9x41ivuVjet4bs33WI0FY3yFt5evnsrYzl1qdF2lgsXY+2NafYJ4TgI2\njLVlsEOqN5ogK6WUChm+JHM1XvFijMFbxnF5Hg8HM84E3CcibD55gm8PHyI6PJwpvfvQOiqa9Jwc\nypqn4mRWVpVjPZeXxzs7t/PdkcNE2m18deigv8/0+QT8rmXvs+6Ou4m026t8faVChbFWvTtTQ6cJ\nslJKqZCwPz2N59asJi/APMUlRdrsjGjfodR2rwi/+OxjVhzYT67bRZjVyl9Wf8fj4yfy0oZ1pQb9\nAViNCXit8qQ7c5iyaAFncp3kusuO14Lh60MHuapX7ypdXykVXJogK6VUE+Txenlj6ybmb9tCjsvF\nJd16cP8FY2gVFRW0mD7dtxePlK4ZWzBYLAa317fPbrEQHxnJNX36ljr28wP7+OLgfpxu3zRuBQnx\nr774POA8xxYgwm7nvgsurFKsr2xYT2pODi5v4H7SBQQJuDCJqlsiAq7NSO4KMBGYiCkYW9dgh6Ua\nEE2QVaVUdZaPUJ0VRCnl88DyT/j8wD6c/urn0h928tXBAyyfeyvNwsODEpPgT2xKsFstjOnUhb3p\naeR53FysYISAAAAgAElEQVTRszf3jRyNw1a628J/d+8ip8Qcx+Vdu1VUNItmzKJrbFyVYl1+YF+F\nyTH4Zt0Y17kr4BvA9/qWTWw7dZK+8a24dchQOjePrdJ9VcVEBDn3a3AuA3IBK5L9T6TZY1giZwU7\nPNVAaIKslFJNzOGMDD7bv7dYdwO318u5fF+f2juGDg9KXFf07MWLG9biCdBl4bcTL6FDTDPO5eUy\nf9sWfvzRe7SJiuLWxGEML9I9wlJmL+PA2sfEVDk5Bir8I8JqDHarlUfGXER8ZCT70tOY8c5b5Lp9\nM2dsPHGcJT/sYOG1s6o1XZ0qR/5ayF0GOP0b3L6fc79DHJdhLFX/faumRxNkVa6qrjQYSisTKqUC\n25lyCrvVWqo/bq7bzbpjyUFLkHu2iOd/RozihXVr8YgXA1iM4eGxF9Ehphlnc3OZvGg+qTnZ5Hk8\nGODrQwd57KKJ3DBwEAAz+w/ky0MHypwiriiH1cakHr0AWL5/L39Y9S1HzmbQNjqG+0ePYXrf/mWe\ne2viUH795eeFFXjwddfo2SKekR06EWG3cW2/AfSJ9436/93Kr8nKzy+cUtbt9eL2ennsqxV8cMOc\n6rxdqgySuwzEGWCPFfK+hYhr6j0m1fBogqyUUk1Mh5hmeAN1ZbBY6B4X3Ora/4y4gCt79mb5/n1Y\njOGKnr0KuyG8sXUTKTnZhcmv4Jui7alvv2Za3344bHYmdu1GnCOCU9mBZ6Uw/vMcNhvtY2K4MWEw\nKw7s4+effVw42O5Y5jke/fJz3B4P1w0IvPz01D792HbqFG/t2EqY1YpXhE7NmvPvaTMD9uNed+wo\npd9x2Hn6FC6PB7vVWtW3SpXJju/PlRL92Y0B9H1WlaMJsipXVVcaDPWVCRsSb5qvqqQLdKjaNqhN\nW7o0j2VvelrhwDcAu9XKnEGJQYzMp3tcC+4aPrLU9i8O7A9YGbYYww8pKQxp1x5jDD1btAiYIEfY\nbIxo3wGvwMXdujNrQAKRdjt//P7bUjNRON1u/rx6FTP7Dww4uM8Yw2/GT+Su4SPYfuoUraOjGdiq\ndcBjASLtYeR5Slc1w6xWrBZds6s2mchpiPNdfP2PixAvhOuKiapy9P9KpZRqYowx/HvaTMZ06ozd\nYiHMaqVL81heu+ZaOjZrHpSY9qal8ebWTby3exfZZaxA1yIyMuB2t9dLbERE4euZ/QcSGWAAn1eE\ngxkZ7Eo9zaYTx0n1r8R35OzZgNdNc+bg8pY1E7NP66hoLuneg4TWbcpMjgHmDBpMeIkqcbjVyox+\nA7CUc56qOmMfBNE/AcIBB5hIwIGJfQ5jiQ5ydKqh0ApyA1XfFdqq3kcrx9VXUDnGta7Ya60kq9oU\nHxnJ61NnkJmXR67bTcvIyHITvLoiIjz61Qr+u3sXIoLNYuGxL1fw24sv4fLuvYgOO7+k7e2Jw1h/\n7FjhFG7gGwzXM64F3YoMtJvcqw+f7tvDysOHyXO7sFms5Hs95Hk8HD3nS4Y/3reHlYcP8clNN9Mh\nplnARUfiHBHYS1R3c90u/rr6e979YQf5Hg8Tu3bjV2Mn0C4mptznvLBjZ17ZuL7Ytt7xLfn1uAmV\nfq9U5Vmi70UcUyF/JeAAxyUYi6+rjriPIJl/hvw1YGkGkbdiImdjjNYM1Xn6X4NSSjVhMeHhtIqK\nCkpyDLDiwH7e2/0DuW43eR4P2S4X2W4XDy7/lJHzXuL3335T2F96XJeu3DdqNOFWGzFhYUTYbPSO\nb8m8KdOLXdNqsfDiVdfw7+kzuHvEKAI9mleEHLeLVzdt4MELx+KwFa8XGeCiAEtE3/bBf5m/bTMZ\nubnkuFx8sm8vUxcvIDMvr8xnzMrP544P3yvVPWRfehrnyjlP1YyxdcJE3oSJnHE+OfacRNKmQ95y\nkAzwHIHMPyKZzwQ5WhVqtILcwNTXLBHahzh4CirFWjlWTcE7u3YUqwgXletxs2D7FlpFRRXOrPHj\nocO5YeAgdp4+RXxkJL39s0SUZIxhWLsOHMrIKPPebq+X1clHyHG7Ss2RLMAn+/bQoVlz7h89BoAd\np0+x9eSJYrN/eEXIzs/nP7t3cfPgIQHv8/n+ff4rFucR4f2kH/jJsBFlxqhql2S/DpJL8QF8TshZ\njETfg7G0CFZoKsRogtzINcVEVxNLpRoOVwXTsTndbuZtWo/NYuHF9WtJdebQuXlzfjV2PKM7da7w\n+qezs8q8hwGOnM1g/5n0gH2Ncz0e5m3awI+HDicmPJzdqSkBK+1Ot5utJ09AGQlyRl5uscGQBfI9\nHtKdgaYjU3UmfyMQ4A8yEwbu/RCmCbLy0QS5ganrWSJ0HuPQoQm+agqm9e3P+uPHyqwiA6Q7nfzp\n+28L5xw+cvYsP//sY1666hrGd+1W7vWHteuAw24PuLqe1VjwQrkD8exWC4fOZpDQug1dYgOveuew\n2sqsZANc2KlzwMQ60m7noi5dy41f1TJbN3DvoNQUcJIPlnZBCUmFJu2D3EjNXrqY2UsXs/ZYMmuP\nJRe+ruicXSmn6ynC2udNm+OrHrvWgWvd+ddKqZA1pXcfLujYkUh76VknChTMd1xUrtvNX9asKnx9\nKiuLR7/8nHGvz2PKovm8n/QDIsKI9h0Y2rZ9qRkk7BYL47t0LTW9W0kuj4e2Ub6ZD4a360CX5rHF\nBu4ZfEl02+hoXtqwlk/27SnV17hPfEuu6d232DNG2OyM6tCR0R07lXt/VbtM1O1AWImtYRA2EmPr\nGIyQVIjSCnIDVVcV3f6tWrNoxvVaOVZK1QurxcKrU6bzffIR3tq+lc8P7Mfj9SL45jcOs1pxebwE\n6sN7yD/zRFpODpMX/ZuzeXm4vV6OZZ7jV198zp7UVB4aM45Xr5nOW9u3snjndrwiXNmzF3cNG8m7\nP+zk++QjpZLvAuFWKxO7di9c+MMYw8Jrr+PRL1fw+YF9eEQY2Ko1Z3JzeeyrFeS63ThsNpqHO1g6\n60baRJ+fUuz3l1zOhK7dWbJrO26vl+l9+zOld9+gDY5sqoy9L8S9iJx9FLwpgAHHJEyzJ4Mdmgox\npuTAhPIMHz5cNmzYUIfhNE7BTDYrc++S3SpGdejIrpTThclybdyjPnlPDQPA0mZjkCNpHLRPd+0x\nxmwUkRqt49zY2+Ftp07ywro17ElPY2Cr1twzfBQ3/vedgLM9JLRuw/s3zOGvq7/jn5s2lKrchlut\nrL79TmIdEaXOBTiXl8eEN17lbF5uqfTbbrEwpXdffjfxUiICVLfdXi8er5cnvvmS//yws1g3Dasx\nXNSlK/+65tqqvwGqXogIyBkwkRjjCHY4qh5Vth3WCrIKqLLJcSgp7E4hmcVeVyexC7WkX6mGZtup\nkzy/bg1701Lp27IVPxs1mv6tWld43qA2bfnnlGnFtv1s5Gj+svq7YpVeh83GgxeOBWDV0SMBV9gL\ns1r5ISWlzMF8zcLDWXLdDfzvis/YfuoUGBjdsRO/HHMR3ePicARYbKSAzWLBZrGwbG9SqT7MHhFW\nHj6E2+vFpqvkhSRjDBgdkKfKpglyHQqFAW+VuVd1B/6FwvOpuqMLlqjy5LndfLp/L9tOnaRbbBzX\n9OlHs/BwAFYfPcLtH/6XPLcbAY6eO8u3Rw7x5rSZDG/focr3ujVxKBE2G8+vX0NKdjZdY+P41bjx\njOvcFYBOzZqz9dTJwvmSC7i8XlpFRfH2jm28uXUzWfn5XNK9B/eOuICW/lX5erSIZ+msG8nOz8di\nTMBqcXnK+xK2Kt/QKqVCiybIqtGojfmDNelXqmJnnE6ufectUnKyyXG5iLDZ+MvqVbx73Q30aBHP\nE998WWzwW8Egu9+t/Ir3bwg8cNbt9fLS+rXM376FrPx8RnXoyK/HTaBni3iMMcxOGMzshMEBz719\n6HCWH9hX7J52i4UBrVrz+hbf8tUF1edF27fy2b69fDbnlsKEHiAqrOTArcq5omdPPkjaXaqLxYWd\numAvMTBQKdVwaIJch+p6SrbaVt3lpBvK86mq0QVLVFn+vPo7jmWeK5zb1+l2k+t28+Dnn7J01o3s\nTU8LeN4PqSllXvOXKz7jk317CpPclYcPsfHEW3x20y0VLuOc0LoNf738Sh79cgVOtxuPeLmgQyce\nHjuO6YvfKrawh8vrJSUnm598+B6/m3gpveLjq/r4xTwydjwbjh8nNSebbJeLSLudKHsYz1xyWY2u\nq5QKLk2QQ5QmndVXk0ROk36lKvbpvj2lFr4QYGfKaXJcLmLCwsnMLz2oLjbcNxjqRGYmr23ZyNZT\nJ+ndIp5r+vbj471JxRJZwdeN47UtG/n1uAkVxnRFz95c1r0nR8+dpVl4OC0iIlm+fy92i7XYdcG3\n+t2648lMXbyApy++jOl9+1f5PSjQIiKS5XNu4fMD+0lKS6FbbBxX9OxVbv9lpVTo0wS5HlS1T29D\nS8oaWrzlOT9v8pSgxhFKtHKsSrKWM/DMagy3Jg5l3qb1xQbVRdhs3D50OPvS07j2nbfIc7txeb1s\nPnGcpT/sDDjdmcvrZcvJE1WKq2tsXOHrttExpfolF5XrdvPrLz9nUo9e5c7DXBG71cpVvXpzVa/e\n1b6GUiq06PDaELMr5XSVF/hQtW/RjOsbVeKvVG26tm//UgtvWI1hZIeORNjt/HTkBczqn0C41UqU\nPYxwq405CYn8eOhwnv72G7Lz8wv77HpEyPN4Ai7YYTWGPuWsUFeRhNZt6NS8ObZy5hq2WSxsOH6s\n2vdQSjVOTb6CHApzFBcoGBjWkFeza6h0xgalKu++URey/vgxktJScXu92C1WYh0O/nzZFYCvkvv4\nhIu5f/QYTmRl0j6mGdH+QXBrjx0NsORHYGFWK7cPrf600cYY/j19Jj//dBlrksu4r/imjFNKqaK0\nVQhB/Vu1rtJCHao0TXCVqjsRdjvvXjeb9cePsSvlNJ2aN2d8l26l5vyNCQ8npshMEQDRYWEVLu8M\nvurx/OnX0a1Il4nqaBUZxcJrZ/Hx3j08uPwTcj3F7x1uszGsXfti2zz+6nZ5XUmUUo1bk02Qgzmd\nV6CV64r+s+hSz01NsCr6OmODUlVj/F0qRvrbrcrwinBTwmBe2bi+wiQ53GZjaInEtSau6tWb3akp\nzNu0HqvFggWDzWLhtanXFibCBUtUf3/0MAATunbn6YsvpXVUdHmXVko1Qk02QQ51oVA5boiDBrWr\nhFKhJzs/n9+t/Ir3kn4g3+MhzuHA4/XisNnJys8r1fXBYgzjOnep9TjuHz2G2QMHsSb5KM3CwxnX\npSth/r7UuW4XMxa/RZozB49/YN/Xhw4w451FfPmj23ROY6WamCabIAdzOq9QnEos2IlkqCzQoYm0\nUrXvjg/fY/PJ44XLQZ/JzSXCZud3Ey8h0h7GLz5bhsvrJd/jIdxqJcJu51djJ9RJLO1iYpjer/S0\nbp/s3UuWK78wOQbfAMKM3Fy+PHSAST161Uk8SqnQ1GQTZFW2UElWq0O7SigVWpLSUtl66kRhclzA\n7fWQlJbKQxeOY/mcW1mwfQtJqam0i45GgDe2buKa3n0Z3LZdvcR5ICOdHJer1PY8t4uDZ87USwxK\nqdDR5BPkYCZ9oZBwBuqS8OuBp3l6x+31GkdtVNU1KVYq9Bw8c6bU4D3wzXH8Q4pvZb12MTE8dOE4\n/vz9d7y+ZWNh/+S3d2zjR4OH8MsxF9VqTG6vl7ScHGIdDsL9M1j0jW9FlN1OdokkOdxmo0/L6k81\np5RqmJp8gqxK69+ydbGBgqGQyFeVJslKhYbe8fGlVt0DCLdaSSxSHd6fnsa/Nm8kr8gsE063mze3\nbmZ63/70rsF8yEXN37qZv6xZRb7HgwHmJCTyv2PGcVmPnvzx+2/J82QWxmu3WGgf04yLOnetlXsr\npRoOTZCbuFDrklCTyrEOzFMq9HSPa8GFHTuz6ujhwiWfDb65h29MGFx43IqD+/FK6UTa5fGw4sD+\nWkmQP9qzm2dXrSy2wt+C7VuwWgz/O+Yi/jPrRp757hs+278XA1zdqw+PjB2v070p1QRpgqzK1BAr\nx0qp0POPq6bw3NrveXvHdnLdLkZ37Mxj4yfSMjKy8Jgwqw1LgBXvrMZSONNETf3f2tXFkmPwVan/\nvXULv7hgDPGRkfzl8iv5C1fWyv2UUg2XJsgKaNjV1lCrgiuligu32fjlmIvK7Ut8Zc9e/HHVylLb\n870eDpw5g9vrDdiXuSpOZmcF3O7yesh25RNrjajR9ZVSjYd+bxRks5cubrKLgtSFXamn9f1UqgFq\nGx3Ds5dOwh4gCX4vaRdPf/t1je/Rv2XrgNubOxw0C3fU+PpKqcZDE2TVaFjiF9T77BvV4U2bc77f\ntFKq0NQ+/ejfqnQSm+t28/aO7TgDTMNWFQ+PvQiHrfgXpw6bjUfGjg/YvUOpxkDEhTd7Ed7UGb6f\n7EWIVLzce1OnXSyCJBSWum5MfYyD+X5q1w6las+JzMyA2y3GkO500sFur/a1E9u2Y9GM6/nz99+y\nKyWFjs2a8fMLLmRi1+7VvqZSoUxEkDN3gmsjiNO3MXMfkrcC4l7F6B+GZdIEWal6orNtKFWxAa1b\nk3LoYMDlp1tFRdX4+oPbtGX+9OtqfB2lGgTXenBtOp8cA+D0JcyuDRA2ImihhTpNkIOkugtj1OT4\nhrxCXkWCsXy3JrxK1b77LxjDmuSjxWabiLDZuG/U6FqbzaI+5LndfHFwP6k5OYzo0JF+LVsFOyTV\nFOVvKJEc+0mub58myGXSBFmpeqKzbShVsQGt27BoxvU8+91KdqSconVUFPeOuIBpffsHO7RK252a\nwo3/eQeXx4PbKxgDl3Xvyd8mXaV9nVX9srQA4wiQJIeDJT4oITUURqTkF1llGz58uGzYsKEOw1Fl\nKVn9HdWhI1B2pbS842u7ytqYKtHVUdWEVxPkpssYs1FEhtfkGtoOhzYRYcKb/+LoubPFtkfY7Dw5\n8RJm9BsQpMhUUyTec0jKeJDs4jtMNKbVNxhLTHACC6LKtsM6i4VS9cwSv0CTY6Uaqb3paaQ5c0pt\nd7pdvLV9axAiUk2ZsTTDxL0BljZgIn0/lraYuNebZHJcFdrFooGoah/b8o6v7cpxqPVpru84NNlV\nShVwe72U1Yki37/Utqo58ZyG/O/BRED4RRiji7yUxYQNhlYrwb3Ht8HWW2evqARNkJVSSqla0ie+\nJQ6bnewSczY7bDau7ddw+lGHMm/Wq5D1HBgbFPw5EvdPjA44K5MxBux9av26kr8Zyfk3eFLBcQkm\n4jqMpeazzYQC7YPcBNRWRbWs64Ra5biy/bSVqm/aB7lpWH30CHd8+B5e8ZLn8RBpt9M3viULr51F\nuE3rUjUhrm1I2hwgt/gOE41pvRpjwoMSV1PkzX4bMp8B8gABHGBth4lfirFEBzm6slW2Hdb/U5VS\nSqlaNLpTZ766+Tb+u3sXp7KyGN2xMxd36441wDLaqnJEBPLXIOeeolRyXCDvO3BcUq9xNVXizYHM\n31P8d5ELnhNIzmJMdOivalsRTZAbgYoquzXtI1zRdapboa3tynMw5kJWSqlAWkdFc+ewkcEOo1EQ\nEeTsA5D3ReA5fX1H+eb2VfXDvQOMlVIr+pALectBE2SllFJKqTqUvwpyvwDKSo4BcUP4hfUWUpNn\nmgFlDDq1tKjXUOpKk0qQG1tlsbKV3Zo+d21XZut69ovG8vtVSikFkvsJZSfHBgiHmF9iLHH1GFXT\nJN4MkFzE2hss7cFzEPCeP8BEYCJ/FLT4alOTSpCVUkop8C0F/eGe3aw6epj2Mc2YPXAQHZs1D3ZY\nKqBwfMs2eEtst0HYWEzM/Rh73yDE1XSIJw05e79veWosvlX4oh+E7OfBe8q3TVwQ/TNM+Ohgh1sr\nmsQsFo19doOGWhlvqHErVV06i0XlebxeFm7fysLtW3G6XVzdqw93Dx9Js3BHpc7/6tABXtu8kTSn\nk0u6duf2ocOIdfjmys3Kz+faxQs5nplJjtuF3WLBZrHw8uSpjOvctQ6fSlWHuLYjaTdReuaKSEyr\n7zGWyKDE1VCIJxXyvvFNixc+EWNpVrXzRZC0KeA+ALiL7ImA+A8wZII3A+yDqnztYNCV9JRSTZ43\nbU7h0t6qYbl/+Sf8YdVK9qankXzuHK9v3si0xQvJdbsqPPflDeu49+MPWXX0CLtTU5i3eQNXvzWf\nc3m+BOtfmzdw9NxZcvzXcnm9ON1uHlj+Cd4qFI1U/TD2BIi+FwjzLQxionxf5cf+Q5PjCnizFyIp\nE5HMJ5GzjyOnx+J1fl61i7i2gSeZ4skxvtfORRj7QEz42AaRHFdFk+hisWjG9cxeupiYsDD6t2rd\n6CqWDfV5GmrcSqm6tS89jeX795HnOf+BnO/1cjo7mw/3JHFd/4FlnnsuL4+/r/2evCKr1uV7PKQ7\nc5i/dQv/M/IClu1JKra/QI7Lxf70dHrFx9fuA6kas0T/BIm4BvK+9a+eNyGk59oNBeLeD5l/APKK\nzzZx9gEk/JvK99n2HidwPdUFnsM1DzREaQW5GmYvXVzYPUApFXoKK8eudeBap5XkBmbrqZNYLaWX\nws1xuVh99Ei55+48fYowq7XU9jyPh68OHwQgwm4PeK7HK0TYm0TdqEEy1raYyOswEZM1Oa4EcX5E\n6aovYCz+WUEqyTbQ17+4lAgIG1Xd8EJeo0+QC5LZtceSyczPL9ymlFIqNLWNjqZ0egxhFiudmpc/\nkC4+MhK3t+RgLt9cB+2ifUnV3EGJRNiKJ8kWY+gRF6cD9VTjIXkEnIpNvEB+pS9jbJ3AcSUQUWSr\nDSzNMREzaxhk6NI/laugrqcnU0rVDkv8AoDCqnHBa9UwjO7YmbiICHLdbjxF+gRbLRauH5BQ7rm9\n41vSLTaOpLTUYuc6bDZuTRwGwLX9BrD+eDIfJO3GarFgMDQPD+elq6fWzQMpFQTGcTniXBhgcRWB\n8AlVu1bz3yP2BMhZAJID4Zdiou+t10q+eI4jOe+A5zgm/AJwXF2nS4s3+gRZV1drmspKjPS/A6VC\nn8UY3p5xPfd+8hG7Uk5jMYYWERH89fKraB9T8UCg16Zey50fvU9SWio2iwUR+M1FExjarn3h9f9w\n6RXcPXwUm0+coFVUFKM7dtKloFXjYh8MjmngfA/fDCAGCIPoezHW9lW6lDFWTNRciJpbF5FWSPLW\nIGfuxNdlxIXkLYeseRC/pM6S9EafINcmTbbLpu+JvgehSCvHDVf7mGb8Z9aNpGRnk+t207FZM4wJ\n1PGitNZR0fz3+ps4cjaDjNxc+sS3JNxW+uOua2wcXWN1cQnVOBljoNkTEDEFcX4Kxo6JmIKx9w92\naFUi4kXOPkixxWIkBzxHkezXMDE/q5P7NpkEOVhJiyZN9atwIJZrXbHXN309BdDuMUo1NK2ioqp9\nbufmsXTWLsWqCTPGQNhwTFiNpl8PLs8h8GYG2JEPuctAE+TQoUnVedovW98DpZRSqs4YB6VXUSy6\nr25oglxHNGkKjrIGZy2a4duvvwellFKq4TDW9oitB7h3UzxRjoCIm+rsvpogq0LVSR4b+yIslaF9\n05VSqvERyYXcFeBNhbBhvhX9VFCY2OeR9JtAMgEB8YDjckxk3U0zpwlyHdGkKbjKGpylvwellFIV\nEdduJH0u4AbJB2NDwsZgYp/HmNIL0QSbiBvcuwAb2PpVekBrQ2FsnaDVV5C/GjynISwRY+tep/fU\nBFlVuztIyfMKtjXVJLSpPrdSSjUmIoJk/A/I2SIbXZC3CslZgom6IXjBBSB5q5CMXwAuQMDEQtyL\ndTZbhXhSkcxnfNV1YwHHlZiYhzGWuh0Ra4wVwsfW6T2K0gS5jtV30vTAxMcB+MtXv63X+yqllFKN\ngucAeFID7HCCcwmEUIIsnpNIxj3FFwORHCT9Zmj9LaaWB7GJ5CPp14HnFL7qOuD8AMnfCi0/DMnq\nenVpgqyq3R1Eu5EopZRqdMQLxviSv1Lc9R1NucT5nq8/biluyP0SIq6q3RvmLgfvGYq/Dy7wnoD8\nb6u8Ql8o0wS5kSioHG/7Zlex11pJVkopparA1gNMtG8ximIcvpXpQok3FcgvvV3c4E2v9duJOynA\n+wJIHrj3aYKsGqfqVoC1chwcZS2nrZRSqvqMsUDs35Ezt/uqyeSCiQRbX0xU3U0rVh0mbAyS8y5Q\nMmk1EDay9u9n64GYyNJJsgkHa7dav18waYLcSBRUirVyrFTd0D9IlGo6TNgwaPUl4vwAPKcwYSMh\n/KLQ62MbfhHY+4NrB5Dr22YiIHwSxt679u/nuAIy/wySy/k5iW1giYPw8bV/vyDSBFmpBqas5bQ1\ncVNKqdpjLC0wUbcEO4xyGWOFFm8gOUsg933Ajom8ARxX19H9HBC/BDn7G8j/DjAQfjGm2RMY07hS\nysb1NEorx0rVMv2DRCkVyowJ83X9qKfuH8baDtNiHiJe//0t9XLf+qYJslINTFnLaSvVUOR7PBjA\nbg2xr6uVakREXODa5esfbOtT64uHNNbEuIAmyEopVQ79g6T2HMw4wyMrlrPhxDEsxjCxazeevvhy\nWkZGBjs0pRoVyf0SOfsQvn7CXrC0hLhXMLaewQ6twWjc6b9SjZglfoEma6rBOJeXx4x33mL98WS8\nIri9Xr46dJDr330brwSccFYpVQ3iPoJk/BwkEyTbt4iIJxlJn+urKqtK0QRZ1Slv2pzzfTj9Zi9d\nXLi4iFINhf5BUjPv795FnttdbO0Ft9fL6ewsVh05HLS4lGpsxLmE0guaiG/mifxVwQipQdIEWSml\nVJ3bdyYdp7v0KmRur3Aw40wQIlKqkfKeJvCKf1Ini4c0VtoHWdWJQCP/d6We5ukdt7P2WDKgS1QX\n0L6tqikY2LoNkTY7Oe7iX/FaLYa+LVsFKSqlGh8TNg5xfkapxUPEA/bhQYmpIdIKslJKqTo3uVcf\nmjnCsRUZSR9mtdKrRTwj2ncIYmRK+YiIr/+u51SwQ6kZxyTfctk4zm8zERAxE2PrHLSwGhqtIDdh\ndRvf3NUAACAASURBVLnqXqCR/wPjYVEfrRwX0Pl1VVMSYbfz/vVzeOa7b1hxYB82i4Vpffvz4Oix\ntT79lFJVJfnrkYwHwXsG8CK2Ppi4/8NYG94fb8bYIX4hkrMYnB+BJQITeSOETwp2aA2KJshKKaXq\nRauoKP426apgh6GqSbzZ4E4CS8tGVYkUz0nkzB2+2R4KuHciaTdBqy9Cb3npSjDGgYm6GaJuDnYo\nDZYmyE1QQeV42ze7ir2uy0pyUU29clxA59dVSjUU3ux/QebfwdhAXIh9ICbuHxhLi2CHVmOS846v\nf24xXpCzkL8GwscEJa5QIOICzwmwxGEsMcEOp15pgqxUOTR5VUo1dZL3NWT+H5BL4Tx9rq3ImZ9h\nGkPb6EkG8gPsECR/G+L8ANx7wT4YE3U7xtaxviOsNPGeQ3Le9iX21i6YqDkYW49qXcubsxgy/wh4\nQNyIYxKm+dMY46jw3MZAE+QmqKBSXJeVY1V5mnwrpUKZZL8GOEtsdfuSZM8JjLVdMMKqNSbsAiRv\nOUjJWR9ckP0i4AK84N6N5L4H8UsKV6QTEV/XDOMI+tLL4klF0qaB9yyQB6xGnP+BuBcw4eOqdq28\nr+HcMxT7vecuRwAT+5faCzqE6SwWSgVQuMCJax241gVc8CQo8SilVH3zpATebmz+QW0NXMTVYGkD\nhBXdCCYMX6Lp9W9zg+Qg534PgDdnKZIyBjk9DDk9Cm/2v3wJc5BI1j/88xzn+bd4ACdy9hFEvOWc\nGehaL1P6j6I8yP0M8Z6rebANgFaQmzCtHCullKpQ+HjIOYKvklqCv5LakBkTDvHvItnzIPdjMA5w\nzIT/Z+++w6Sq7j+Ov8/UnS30JhZAUFRUULGDCmrsXWOJ3Z+JxpJEDUnsmmiMxhKNxhhs0VgjRpFY\notg7dkQUEBAEVNqybeo9vz/uzO7s7izssrPT9vN6Hh6YW8793tkFPnP23HNq/5ThaAuxGTgN02DN\nVUA4ubkaam7F4sFUnNZ0tE0AntzM1BJ5mYwLhDhrILEEOjI0JLE083bjc0O4p8d6lVhMFJCl4OVj\nHHChPECnqeBEJN9MxZnY8NNu0GocqxuCqosxJrC2U4uG8VRhqi6AqgsAsDaOrb0Rtxe25cE9oPYW\nGsNxowaovQNbfirEZ2HXXAGxz4AANnQkpsdvMSbUdTfhqWjq7G7GAU95x9oKjIXwNFo36AHv4PWr\nr8hoiEUXOf6JRxvn+y1FpX5/3ZGGcYhIJsbbF9PvGag4HXxbQXAips9kPOXH5Lu0LmOMD0KHA8EW\ne0JQfjIklmU+0dZgEwuwK38CsU9xn2qMQMMU7Kpzu7bo8lPc+prxQWCHDs82YirPcxcXaRYTQ1B5\nYcl8KFoX9SBLwSqE3tN899QWSk+2iHRvxtOnWQ9rd2B6XIJ1VkLkNXc8so1A6DBMxRnY8FSIz259\nkqcf1D0EtuWsGBGIvo+NL8D4hnZNvaFjsLHPoeGJ5PjpBHiHYnrd3PG2fEOh75PY2tsgOgO8gzAV\nZ2HKJmS97kKlgJxlqV7Vd79d3Ox1qcz9W+r31x0VwgcREZFCY0wZpvft2MQySCwC3/CmntiqX2NX\nnUPzYRZlUHkRhKeQcSyw8UN8PnRVQDYG0/MqbOXZEJsF3kHg23K9xz8b39BuM2NFJgrIUrDWt/e0\nFANeKd2LiEgxMd5BbthM3xYcD73vwNbc4IZe72BM1a8wZfvhJOZA9ENaza1sozl5qDFTvdJxCshZ\nlupJLdWe1VK/v2LU2Q8EGsYhItJxJjgOExzXenv5Sdj6h915lBtXVimD4B4Y38Y5rVHWnwJyAVMI\ndXW057hQhwoUWj0iIpJ9xjsI+j6GXXMNRN93H3YrP8598E2KhgJyFyn1UFvq91doMoXrbH8gUHAX\nEckO4xuB6XNvvsuQTlBALkDF9iBcoSxZXahDBQq9Z1tEpJhZpxZb8ycIP+0OawjshulxOca3Sb5L\nkyKmgCxSwNYWrnP9gUDBXkQKjbUWu+p0d9aG1ENx0TewK46B/i9gPD3zWp8ULwXkAlQsD8Kleo4/\nfXVWs9epnuR89SwXWoAr1J5tEZGiF/sUYl/SfMYIB2wDtv4JTOXp+aqs5FmbgOgbEF/gzs4R2BVj\nSmf9OQXkAlMowxWkMLQnXOeq51hDRESk4MTngTFNk0U0CkP8i3xU1C1YZyV2xfHgfO8OazF+8G4E\nfR7CeKryXV5WKCAXsELtOU5pq6d4XT3L3VUhBkqFXREpar5NyZCOgTLwbZHraroNW32lu3hKakEU\nG4X419ia6zA9r8lnaVmjgFwgFCplbfIZYDVEREQKln80eDdLLvucGmbhARPElB+dz8pKlrUORF6k\n9WqBMQhPAwVkKXbZGuPcMsR39RjkQh+bXQw0bEJESoExBvrch625FhqmAnEI7ILpcaUe0OtSTubN\nNpHbMrqQAnKByPeDbdlS7PVL2xSeRaQQGU8lpue10PNarLVuaM4Bay2Ep2LrJoOzGoK7YyrPx3g3\n6Fy7Th04S8EzCOOpzFK12WOMBxvYHaJv0jwoeyG4d77KyjoF5G4oV/Msd1XPcbHMD13INGxCREpR\nrsIxgK29GeruBxrcDQ3/wYZfgn7PYLwDOt6edbA1N0L9A2C8YOPY8uMwVb/FGG92i+8k0+Mq7Mpj\nwGkA6sGUg+mB6XFxvkvLGgXkAlHsPa8aQy0iIt2Fdaqh7l4gkrY1AbYOW38fpmpSx9usuwfqHwTC\nTc8d1j+G9fTEVJ6bhaqzx/g2gn4vQXgaNj4X4x8JZQdiTFm+S8saBeRuqFjmWW6pWOsuZOo5FhFZ\nD/GvwATARlrsiEHkXVifmc7q76axN7pRgxvECywgAxhPOZQfQ+767HNLATnPSqXntVTGUHdXGmoh\nItJ+1vQFG86wx7jzAa8Pp7qNi9VgrVNSi3AUAwXkbqxYe2CLtW4RESl+Tv2jUPMnINOMDUFM5Rnr\n17BvC4jPbL3dO1zhOA8UkPOs1Hpei73+7kbTvYmItJ+NvAFrrgFa9h57wNMbqq7C+Lddr7ZNj4ux\nK89Itm0BAwQxPS7rVM2yfhSQRURERDKwsTnY8FSwMUzZ/ti6u2gdjgG80PcpPOsxe0WKCYyFvg9j\na2+D2JfgG46pPBcTGL3ebcr6U0AuEOp5lXzQdG8iIpk5dfdAzS1ADHCw9Q8BbUy3ZgIYZzV0IiAD\nGP9WmN5/61Qbkh0KyNIh+R4KoiAnIiJdzSaWQc3NNJ/GrQE3IHvIuJKcb0hOapPcUEDugHyHw2Kl\nUFv49LUREUkTeRkyTmDm4EYnQ9NDeiGovABjgrmqTnJAAVnaJd/T0eXzYTIFfBGRrmedakh8D76N\ns7bghLVRbP3D0PA0GB+m/FgoO7wds0L4wJimBTsaeSB0HFDvznfsHYip+CmmbEJW6pXCoYDcDvkO\nh8VKMySIiMi6WBvFVl8K4WfB+AAHW3EWpuKsTi0dbW0Cu/JkiM0i9WCdrZ4NkTcwvW5a+8lle8Oa\n32fY4cdUHI/xjVjvuqQ4KCBLu+R7Orp8PEzWKuB/t4N77YEfZLX9Uv/A0F3uU0TWj13zBwg/B0Sa\nVqaruxPrGYQpP2L9G468CvHZNJ91ogHCL2JjszH+Ldo81Xj6YHteD9WTwHjAOoCFqgsUjrsJBeR2\nyHc4LFa5CrX6uhQOhWER6QhrI9DwJM0fhgNsA9TdBZ0IyDb6Ntj6THsg+j6sJSADeEL7Y4M7Q3g6\nEIPgXhjvoPWuR4qLArJ0SL5DaC6DV2PAT/YcY2vc150Mgd1l6El3uU8R6QRbR4aBvi5neefa9gwA\nAkC0+XbjA0/fdjVhPL2h/KjO1SFFSQG5A/IdDotVV/cca2x4/mUMw/EvwLdlHqsSkYJneoGnJzg/\ntNwB/u0613ToMGzdXzPkb587xlhkLRSQu5hCW/FLjTnOVg9oNoaeFEVvrG9LPH0fLI5aRSQvjPFg\nqy5zx/o2jhX2gCnDVF3Uuba9A6DX37HVv0yObbZg+mB636Ep2WSdFJClaGlseOHQinwisr48of2x\n3r7Y2jsg8Q34x2Aqz8H4Nu102ya4C/R/E+JfAj7wbdapmTGk+1BA7iL68X/pyXbo60zPcTGN6y3k\n2kSkMJjAjpg+93ZN28YL/q26pG0pXQrIBUIBev3pPSscCsMiIqXBxmZha26C+Ofg3RBTeS4muFe+\ny8oZBeQuoh//5153eK9bDmUQESlVNjYTYp+Bd0MI7O72BJco69S5c0E7S8G/LQTGtWO1vy6sJzYT\nu+IEGseFOyuwq36OrboaT8XReasrlxSQ80xDMURERJpYG8WuOguiH+A+WOd1Z7vo+3BJzkNsY3Ow\nK08AGwPqwZSDdwS2zz8xzjLAgHdoTsdO25obaL7ACkAcai7HCR2KxxPIWS35ooDcxRR0u163/ZAR\n/yJrczOLiBQKWzcZojNoDGgWsGHs6guh923uIh+mAgI7Y4w/n6Vmha2+AOwaGuejs/XuCoDfj8cS\nd7d7+0Gvv2JyNZY6+mkbO+IQmQahTqxwWCQUkPNMQzFERETS1D9O697LBMQ+wH6/BzSG4gD0uQfj\nH5XjArPHJr6H+HxaT9YcpdkCJ4nF2JUnQf9XMZ7Kri/MUwFOXeZ90Q8VkEWKQSl8yOhI7Y3jj5O9\nx5gqAM05LCIlItbGdgeIgk0FxzrsyjNgwBsYU6xxpgPDJmzCHadcnoMxwGUHQ/09GXZ4wDOw669f\nAIr1O6rkdFWoK+bQKCIi3YeNL8bW3gROdQfOikD0XQju3mV1dSXj7Y/1bZqcp7mNJbcbhTOsONg1\nTNUF2PqHgYYWewKYbrL0tgKylIxi/BCwPuOnMy3K4aw40X1dRPMji4ik2MQP2BVHJH8y5rTYW4bb\nq5zIcKYB28ZQgCJhet2UnDEiCjYM+HHvt8X7YMrAv31uajIB6Puo+7CkswqMB/Bhet2E8W6Qkxry\nTQG5hVLpce22D66JiEjRsfX3uQ+ntQrHHqg4A7wDYc11QH2LE2MQ2Dk3RXYR4xsBA16F8POQWIr1\nbQu1f4P4pzSNxS4D/2gI7JS7uvxbQP+X3QcGiYFvqyIeytJx3edOpVsr1A8InRk/nd47rKWeRaSo\nRWeQceyxqcAEdoTATtiGZ9x5kWkAPEAAqi7CeHpmrQyb+AGi77izZATHuT2pWWZtAsJTsfX/BhxM\n6CgIHYYJHQ64o5JtcEds/UPQ8IR7UuhoTPnxOV8m2xgD/i1zes1CoYCcVGo9rtl8cK3Y3wsRESlw\nvmEQ+4RWPcg25q7iZnzQ5z4IP48NPw+eHpjyH2P822atBKf2Lqi9FfCBMYAXet+NCYzO2jWstdjV\nv4TIa6TG99rY5+7Dd73vagzAxgQwFadCxalZu7Z0jAKylLRi+eCTrXrUcywixciUn4FteJbmD4UF\nILAdxjfEPcb4IHQQJnRQ1q9vox9C7e00Tq+WmpJ41f/BgLeyN99y7FOINoVjVwPE3nd/5XAIhayd\nAnJSKUwVlkk2eo4LPVy2VCx15pKGXohIITP+zaD3HdjqS5tmagjujel5TU6ubxsyzb0MkHCHXATH\nZ+dC0feSK+a1LKAeG3kXo4BcMHIWkBVaJNva8z1Vqh98RERKjQnuDv2ng7MSTAjjKc/dxZ062pxm\nzbac6qwTPL2BABBvsSOI8fTO3nWk09SD3EK2A1QxB7NiC5fF2uPdlRoXFdH0byJSBIwx4O2b++uG\nDsBGX0vOpJEm27NklO0HNde0zuLGC6EDs3cd6bQuD8gKLa3pPeictr6n1kbvtUhpisfiWGvxB7I0\nRlS6p+C+4H8MYh8lQ3JqlozfZXWWDOOpgt73YFefk9YzHcD0vg3j6ZO160jnqQe5i5TSB4NiqbmY\nerxz1ZOr6d+kVC3/dgU3nfl3PnjxE7Cw7Z5bceHksxk0dEC+S5MiZIwPek+GyHRs+AUwPTDlR2O6\nYIozE9gO+r8B8ZlgLfi3xhhv1q8jndPlAbmYQktXm/fxAi6ccEVJhOZ8as/31FmXvYSzYp4CoUgJ\nisfi/GL3S1n+7UqchDst2KevfM75u17MP+fdTll5MM8VSjEyxgtl+2LK9s3BtTyQxSnqJPvUg9xF\nMoW49gwFkM678eWrcFbMy3cZGeVrTLA+KEgpeXvqB9Ssqm0MxwCOYwnXRXj93++w78l75rE6kcJh\nEz9gG6aCsxwT3BUCu7vhXNYpZwFZvaTqTc/2fWdqRw+liZS+JXOXEW1oPVVWQ22YxV8tyUNFIoXH\nRt7Grj4LbAKIYhsecper7j05e/M6lzD1IHex7haCZe00Jlik84ZtswmBMj8NtYlm20OVZQwfMzQ/\nRYkUEGvj2NW/aD5Fna2H6MfY+imYimPzV1yRUEDOg+4WmnP5wKICqEjp2+FH2zJo2AAWfbmEeNSd\nT9bn99J7YC92O2zHPFcn4rI2CjYMpqpxCemciX0OZFiQhAYIPwkKyOuUs4EoF064oqTG4JbK/ZTK\nfRQbT98HFd5F1pPX6+Xm167mgDMmUtmrgoqe5exz0h7c9s61+Pzq95HcsJHXcVaejrP8MJyaW7FO\ntbvdhnGqL8Z+tz32+12wy/fBRt7MbXHGR5sLn6hvtF30LkmXy8fYa4VPkdJW0bOC828/k/NvPzPf\npUg35NT+A2r/CiSHMMTnYRumQL+nsdW/g8hrQNTdl1iEXXU29H20S6aNy8i3JZjK1gufmBCm/Me5\nqaHIaaGQDiqV++mq+yjW90NERKQ9rFMDtbcCkbStUXBWYGv/ngzHkRZnRbF1/8D0uiknNRrjgd5/\nw648FUiAjQMeCO4DZQfnpIZipx5kyZlSDM36QCAi0s3EPgfjB9syBEcg8iqYQIZ9DsS/zlWFABj/\nNtD/dYi8CM4qCOyI8W+V0xqKmRYK6aBSuJ/02g/vfUrjn7PRZj561vVAnoiI5Iynb7JHtiUD3o0g\nsTDDPh/4t+vqylpX5CmH0KE5v24pUA9ygclVsEyt6ldXXZ/T65aKUhlqIyIiHWP8m2F9QyE+B0if\narAMU/lTbHhjqH+MxvHJGDBlmIozcl6rrD8tFLKeivF+Woa6eR8vyFrb+ehZ16IgnZPN90vvvYh0\nJ6b3P9wH7+JzkzNGOFB1CSawPfjHYL0bQ929YKvdoQ1VkzC+jfJdtnSAepALRD56JIePGcq8jxcw\nfMzQogz8+VQKQ22If5HvCkREipLxDsT0m4KNLwRnNfhHYkyZu894MBUnQ8XJea5SOkMBOcfyGagy\nhbpsz4Hc1n11xX1rUZD109jzbmuavV6f90+9+CLSnRnfEGBIvsuQLqCAnEMXTriisce2pXz1SBZl\nz2cBKcr3r2XPsXqSpQR8M/tb3p32IYEyP+OP2pk+g3rnu6Sss84abMNTEP8aE9gWyg5o7LWU9rPW\nQvQ1bMN/ADChwyGwR+5Xu5OCpoCcI6lwXFddz6evziqInuRcyMXQEfVWdpAvOVF9ste38fV6UC++\nFIK7L/4XU/7yX2zCweP1cNekB5h03zn0HdyH9/77IeU9Qkw4bhwDh/TPd6nrzcbnYlccBzYGNGDD\nT7pz8fZ9AuPpk+/yiopdcwmE/9u4iIYNT4fQIZief8hzZVJIFJBzID0cp6yrJ1mkqzSG2u92aPZa\npBjNeucrnrz1v0Qbos22X3vCX/AHfUQaovj8Ph64+t/8+p6fs9exu+ep0s6x1b9NDotKLh9s6yER\nxdbciOl5TV5rKyY2NhMangHCaVsboOFpbPkJmidYGikg58jwMUMbe1ErepZ3mwfjSuJhtlLViZ7j\nlhSyJV+mP/Q60XCs1XYn4RCpd0NzPOrOWfvnM+5gpwO3p7wqlNMaO8s69e7iFKlw3CgO4RdAAbn9\nIq8Drb9fIOaugFfEAdk6NWAbwNNfw0WyQAE5B9JDomaNkEKhUCulwFrbOje2wevz8uGLnzLuiJ27\ntqhsMx6gjcBj9N94h5gK3OiTaLHDn9xXfKyzErv61xB9B/CAtz/0vA4T2CnfpRU1T74L6G66azi+\n8eWruuV9i0jXmnDs7gTLA+0+3uvzdmE1XcOYMgjsCrSsPQihI/JRUvEqO5A2P2yUHZjTUrLBWotd\neRpE38btGY9AYjF25ZnY+Df5Lq+oKSDnkEKiiEh2jdp9Cw44Y2+C5QE8Xg++gC/5q3UQto5l+322\nyUOVnWd6/hG8g5O9nEEw5eAfhak8L9+lFRXj7Yfp9Rf3/TOVyV/lmF5/wXj75ru8jot/DvGFQMul\nr+PY+rZ/SmhtFBt+Hlt3NzbytvuTGGlGP5sREZGiZYzh57ecxo9O3Yt3nvmAYFmAPY7ZlSdv+y9T\n//YC1rF4fR6shcsev5BgKJjvkteL8Q6Afi9A9E1ILHKfIfBvp7Gm68GUTYDg2xB5x90Q3LV4p8tL\nfOsOwWmVb2MQX5DxFJv4NjkjSi3YCJgAeIdDnwcwnvKurrhoKCBniR5CExHJnxFjhjFizLDG12f9\n+RQOOnMfZjz/CaHKMnY/YieqelfmscLOM8YLwT3yXUZJMCYEZRPyXUbn+UYlp/5rqQwCmcfa29W/\nAecHwEluiEP8S2zdXzFVk7qs1GKjgCwiIiVp45EbsvHIDfNdhkiXMb6NsGUHQPh5oCG51QeeKkz5\nMa2Ot04txD6kMRw3ikLDf0ABuZECciflYiGMrlIstRZLnSJSuhKJBI/d8BRP/uW/1FXXs9VuIzn7\nplPZdFstMyz5ZXr+EevfGuofBFsHwYmYyvMwnh4da8i2DM3dW8EFZIUhERHJhvkzv+HVx97COpY9\njtmV4aOHrndbt50zmRcffJ1IfQSAj6fP5JfjLuXOj25g8PBBWapYpOOM8WIqToaKk9d9rKcS698K\nYp/RfOCyH8oO6rIai1HBBeRiU4wLYRRLr3ex1Ckihedf1zzBw9dOIRaNg7U8cfMzHH3RIZx61XEd\nbmv1D9W8cP+rxCLNx3pGw1Eeu+Epfnnnz7JVtkiXMz2vTz6kFwEa3Bk9PIMwVb/Id2kFpWACssKQ\niIhkw+I5S3no2inNlp+ONET595+nMuHY3Rmy1cYda++rpQTK/K0CciLu8OX787JSs0iuGN+m0P9l\nCE/DJhZh/KMguDfG+PNdWkEpmIBc7IopyBdLr3ex1CkiheXtp2fgJFqPp4zHErz5n/c7HJA32HRg\nxuWsPV4PQ7fuWFsihcB4KqD8x41LplhnFU7dY+6S5v4tMOXHYTx98lpjvhVMQFYYEhGRbPD6PHg8\nrecHNh6Dz9/xlfT6btCb3Q7bkbenzmjWK+0P+jl20uGdqlUk32z8G+yKo5JDLsIQeRlbdw/0fQTj\nG5Hv8vJGK+l1Y8Wysl+x1CkihWH8Ubtk3O7xGMYfnXlfS7Wr61g4axHh5EN5k+4/lwP/b2+CoQDG\nYxi69cb88dlLGDpKPciSe9ZGcGrvxll+CM7yw3Dq/oXNOB9yO9paczXYGiCc3BIBW4OtvjJb5RYl\n05HlBceOHWtnzJjRheWIiJQuY8wH1tqxnWlD/w63z3P3Tue2cyZjPAYwWMfh7JtP5eCf/Wit58Wi\nMW79+WRe+tfr+AJenITl2EmHceJlR2OMoW5NHY4DVb0qcnMjGSQSCV5++E1euP8VvD4vB5wxkfFH\n7aJV9boJax3syhMgNovGUGtCENgZ0+vvHf4+cJaNAjKFaw9m4CyMKa2+1Pb+O1wwQyxERKT7cRwH\njye7/wFHGiIs+/o7KntXEK6LsPnY4Zz/1zPYeIuN1nnuXb9+gJcffoNYJNb4UN5j1z8FwDvPfMC8\njxeAge0nbsNF9/6cPoN6Z7X2dbHWcsURN/DJyzMJ17m92zPf+IJ3pn3ApHvPzWktkifR1yE+m6Ye\nX8A2QORdiH0CgTEda88E2liNzwd03w9dpfWxoAtcOOGKxnHRIiLSedZaHr/xaY7qfzr7+Y7l1JHn\n884zH6x3e4u/WsLcj+eTSCSw1jJp39/z+I1TWbl0NfVrGvj8zdlcedSficfia20nHovz7OSXiKSN\nMwYI10d44OrHmfPBPBLxBIlYgg9f+pRf7XE5jpPbxRU+fnlms3AMEK6L8NrjbzPvkwU5rUXyw0Zn\ngK3PsCcGsfX4e1R2JBBssTEAoUO79U8lFJBFpFtwVpyIs+LEfJchwIO//zf/vOIx1qyoAeDbOUv5\nw7E38dH0zzrUzrdzl/J/W/+Ks7b/NRfseTk/3uBMHr3+Kb7+dGGzWSdikTg/LFrBW0+9v9b2IvUR\nEvFExn3WsaSPSEzEHVZ9t5oPX+xYzZ314YufNQvHKU7c4ePpM3Nai+SH8QwAyjLsCIKnf8fb63ER\n+Me4bZoKd7iGf2tM1cWdrrWYaYhFGzQvs4hI9sWiMR7789OND7+lRBqi3Hf5o2w3cZt2tZNIJLho\n4pWs+HYVqWdpGmrC3H/5I2R6sqahNsyX789lj6N3bbPN8h7l9B7Uix8WrWhXDU7cYenX37Xr2Gzp\n2a+KQJm/1bRzXr+Xqj6VOa1F8iR0MNTeROtvdB+U7dvh5owJYfo+gI3Ngvg88A3D+LfOSqnFTD3I\nIlLSGnuOY+9B7D31JOdZ9fIabIY5igEWf7mk3e18PH0m9dUNtHzQ3GnjwfNgeZANNl37ktDGGM69\n9QyC5YHGbR6PwR/0EQgFWh/vMQwfM7TdNWfDhOPHJR88bF3LuCN3zmktkh/G0xvT+z7wbACE3F/e\nIZg+D2JMaP3b9W+FCR2icJykHuQ2aF5mEZHs69W/B15f5rmIh2yV+SG6WDRGzcpaevZrOnfVd9UZ\nw7ATdwiE/NiEg+Ok77dsvuPwdda322E7ct1zl/Kva57g2znLGLnjcH7868O48qgbWLFkFYmYOwQj\nUOZnsx02ZcudN1tnm9nUd4PeXDllEtccd7M7/tmCP+jjqv/8hvKq9Q9HUlxMYDT0fwUS8wAveId2\n6/HCXUEBWURKmqfvgwCNvcap15IfPr+P4y8+gn/9/olmwyyCoQCn/v64Zsc6jsP9lz/KlL9MsehI\nJAAAIABJREFUw0k4+IN+Trn6WI4470BG7TYy43jhsoogp1x1LG88+S6z351DIu5gPAZr4VfjL2PC\nsbtxweSz1zpzxtbjtuSPz17abNtf372Oey7+F2/+5318fi/7nTahceq3XBv7o9E8tuwffPHOHLw+\nL1vsPAKvt+MLoEhxM8ZAN17Io6tpHmQR6RYKISBrHmSXtZapd77AQ9dOYfV3q9lky40468ZT2H6f\nbZsdd98Vj/LIdU829toCBEIBfnnnT9n3pD255ey/89KDrzc+tBYIBRg8fCC3v/8nAkE/p2/5CxZ/\ntbTZMIyyiiDn334m+568Z25uVkQKSnv/HVZAFhHJEQXk9nMchwPLTsjYSzx404HcP/evWGt5+eE3\neOqO5wnXhplw3O4cdu7+hCpDfDt3KT8bcxGR+mir87fYeTNue/vaXNyGiBQYLRQiIiJFa+5H89uc\ncu37xe4sE8YYJp4wnoknjAdg4ReL+dsF97No9rdstNkGmDYWOYjUt54mTUQknQKyiIgUnAUzF7mL\neGX4IWf6w2jVy9fw8HVP8vLDb7Jq2Wow7pzFX74/l3i09cIggVCAvY7bvQsrF5FSoIAsJU8zkYgU\nn34b9SUQbD3fL8Auh+wAQN2aen4+9jesWNo0u0QqUMcicYzH4PEYPF4P8Wicsoogg4cP4ojzD8x4\nzYVfLObzN2bTe1Avdtx/DD6//osU6a70t19ERArOmAmj6D2oF99/sxybNl1boMzPKVcdC8Czk1+i\n+oc1zR7iS2cdS3nPEIefdwDfL1rO2H1HM/7oXfAH/M2OcxyH60+9nTeeeAeMG6jLygPc+MpVbDxy\nw667SREpWArIUrK0GqJI8fJ4PNz06tX84dibmPvRAjweQ8/+PfjtA+czYON+AHz44qdEGlo/hJeu\nqnclp1593FqPeeH+V3nzyXebtRWuDXPlkTdw9+e3dP5mRKToKCCLiEhBGrBxP25961pWLltFpCHK\noKEDms07PGjYADxeD04bK/MFy4Mc8YvMwynSPXPnC41TxaVYa/lu4Q8snrOUjTbboHM3IiJFRwFZ\nSpZWQxQpbiuXraJ6eQ0bbb4BfVoMiwA47NwDeOH+V1pN5WY8Bn/Ax94/Gc/h5x2wzutEw5l7oY3H\nEGtjn4iUNgVkERHJKmstn785mzefep+y8gB7/2QPNtp8cLvPr11dxzXH38wnr8zCF/BijOGsm07h\ngNP3bnbckC034rLHLuTPp99BuC5MIuEwdNTG/PjXh7LN+K3ou0Hvdl1v4vHjeGDu40Qbmj8QGKoo\nY8iojdtdt4iUDi0UIpIHhbCqm+Red1goxFrLjWfcwauPv024PoLX68Xn93L2Lady0Jn7tquNSfte\nxWevz242TVuwPMA10y5m9J6jWh3vOA5L5i4jVBVqdyhO11AX5lfjL2PJ3GU01IbxB314vF5+//Rv\n2G7iNh1uT0QKlxYKaYdS+9F7qd2PiBSfj6bPdMNxckxvIp4gEU9wxy/uZdwRO9OzX4+1nv/9ouV8\n/uaXreYwjtRHeeyGpzIGZI/H06Ee6pYCZX7O+ctpfPjiZ3y/aDmDhg1g/9Mm0n+jvuvdpkgm1kYh\n8S14+mM8lfkuR9aiWwdkyUxBu+ukeo6JvdfstXqSpVS89vhbrR54A/D6vMx4/hP2/sn4tZ6/atlq\nfAFfxvmPf/hmRdbqTPnqg3lcesh1hOvCGGOw1jLpvnNbhePUT1vTHxIU6Qin7h6ovdV9YePY0KGY\nHldiTCC/hUlG3TIgl9r0X6V2PyJSvHwBH8Zjms1dDIAx+PzedZ6/yVYbkYi3npXC5/ey/b7bZqtM\nwH047zf7/p7a1XXNtl934q38Y+ZNbDBsIKu+W81t593N20/PAGvZ9dCxnHvbGfQZ1DSUIxFP8PbU\nGXw8/TP6DO7Dj07ek34bqvdZmtiGZ6DmL0BD08aGZ7D4MD2vzltd0rZuGZAlMwXtrpfqKVbPsZSq\nfU/ak+fumd5qZgmbcNjxgO3WeX6oooxTrz6W+y5/lEi92xPt9Xmp6FnOMRcd2uzYL2fMY+6HX7PB\npgMZM3FrwP3367uFP7D5DpsybJshgDvG2B/wtVoZ791pH5JItF5kJBKOctHEKzn16uO4//JHWf7t\nShJx97i3nprBlzPmcd+Xt+IP+ImGo1w44UoWfL6IcG0Yf9DPQ9dM4eqnfsP2e2v8srhs3d9oFo4B\nCEPDk9gel2BMMB9lyVp0y4BcatN/ldr9iEjxGrnjCI7/7RE8dO0UTHJVOsexXPrYBZRXhdrVxtEX\nHMJGmw/msRueYuWyVeyw72iOv/jIxgfwouEolxz8R2a/OwdrweM19OhbhcfjYfX31VhrsdYyYsww\nalbX8e1XS/B4POx1/O6cd9sZhCrdOmpW1uIkMjyobuH7hcu5+ad/x0kkmvVoJ+IJalbW8tZ/3mfP\nH+/G1DtfYP6nCxsXGYlF3KEhf/zJLTzy7V14vevuNZduIPFDGzvi2MRKjE9zbReabhmQJTMF7dxR\nz7GUsp9cejT7nLQn7z37EcFQgN0O25HKXhUdamOXg3dgl4N3yLjvoWueYNZbXzYbp9xQE2513Odv\nfdn45wQOrzzyFiuWrOJPz18GwOgJo7BO5kVGoCnsttRQG+ab2d8C8NK/Xs+4ml+kPsr8z75hxJhh\nbbYv3Yh/NERfzbAjAdW/w/a5V+PbC0y3DsilFgBL7X5EpHgNHNKfQ876UZe0/dw9L2d8iG9dYpEY\nM9+YzeI5S+m3YR8+e+0LBo8YxOKvlraaNWNtQpVlbLLlRgD4A5n/G7XWtrlPuh9TdRF2xdtAhoVn\nYh9B7FMIjM55XdI2/e0tAIXWY1sodYhI9/Xt3KWs+q6aTbcd0mpoRizW/jDbkj/gY86MeUza5ypq\nVtYSrou4DxYaA1haLg1gjMEYg5Psafb6vPToW8Vuh7nTqB700335+tOFrWbu6D2wV2OIFjH+kdiy\n/SA8NcNeB2KfKSAXGE++CxAREUmpXr6GX4y7lJ+NvohLDvojPx70fzx6w1PNjtn98J3wtmNGjExi\nkRivPfEOK5eubgy18WjcncYtw4+4K3qWs/uRO+EP+vEHfYw7cmdue/ta/Mmlr/c5aQ92O2wngqEA\nwVCA8qoQPfpVcdV/JulH5tKcfxugrPV24wOvxiAXGvUg55FmjRARae7qo2/ky/fnkoglIDm298Gr\nH2fIlhs1jkk+/Zrj+eB/n7BmeQ3hugiBUACPxw2jTsIhGo4RLA8QbYhhsZDsFQ6WBxh/1C68/fSM\nxlkpWqrqU0k8Fsda6NGnkquf+g3DRw9ts16Px8PvHjyf+TO/YebrX9BrYC92Pmh7AkF/9t4UKQkm\ndBi29tbG70eXB0wVBPfMV1nSBgXkbkyBXES6wpJ5y3ju3pdZ9d1qdjpge3Y7dCxe37p7fH9YvILZ\n781xw3GacF2Ef980tTEg9+rfk7s/v4VXHnmTWe98xUabD2a/U/ciEU/w7N0vsfjLpWw9bgu22Hkz\n/nnlY3z00meU9yjn0HP249hfH8aPNzgz4/U9Xg//Wvg3Fn6+CF/Ax/DRQ9vdCzxs600YtvUm7TpW\nuifj6Q19HsSuvhASiwAL/q0xPW/EGMWxQqOvSB5p1ggRKTWvT3mXP510K4l4gngswSuPvsXw0UO5\n4aXLG4cltKV6+Rp8/syr6K36rrrZ67LyIPufPpH9T5/YbPtPLjm62eurnpzUqq19T9mTp29/vtks\nFV6/lx33G0Oooowtdtpsnfcpsj6MfytM/2exiR/AeDGePvkuSdqggNwNaWiHiHSFaCTGn0+7vdm0\nZ+HaMPM+ms8L973CQT/dd63nb7LlRsSimWenGDNxVNbqPOWqY/nina/4+pOFOI7F6/PQd4PeXDD5\n7KxdQ2RtjLd/vkuQdVBAzqG2gqiCqYiUgtnvzoEMIxLC9RGmP/zGOgOyk2h7TuKyijL+dsF9PDv5\nJcL1EbbadSTn/fWMtY4PbkuoooxbXv8Dn7/1JfM/XcjgEYPYbu9t8Hj03LqIuBSQuyEN7RCRrhAM\nBbBOhpXpcIdErMvcj+bjD/qJRVpP4zbtrv8Ri8SINrg9zJ+/OZtf7XEZkz+7iQGbdLw3zhjD1rtv\nwda7b9Hhc0Wk9Ckg54CGNIhId7DZDptS0bOchtrmq9qVVQQ56Gdr7z2ORmI8f+906tc0ZNxfv6ah\nVfiOReJMufW/nPXnUzpXuIhICwrI3ZgCuohkk8fj4Q/P/I5J+1xNLBrHOg5OwuGAM/Zm10PGrvXc\nP/z4Jj743ycZ9/mDfjxeD5H65otxxKNx5n44v/H1ymWrWDBzEQOH9mfDEZpXVkTWnwJyDmhIg4h0\nF8NHD+WRb//O+899zJrlNYzeaxQbbDpwrecs/moJH7z4acbZK7w+D+OO3InX//1Oq32+gI8R2w/D\ncRxuO2cyz9/3CoEyP7FonFG7bc6VUya1WoVPRKQ9FJBFRCSr/AE/ux26Y7uPX/D5Inx+L9HMoyt4\nZ+oH7kp3La8T9HPk+Qfy1O3P8b8HXiMWiTVO3Tbzjdnc/LO/c8lDv1yvexCR7k0BOYfUcywi4vYY\nP3rDU8z9cD6bbjuEcUfu3ObKdom402pMs/G4D9ide9sZDNikP1NumdZq+EUsEufNJ98l0hAhGFr3\nA4IiIukUkEVEJGdmvzeHiyZeRSwSw0k4fP3pQl57/G02HrkhC2ctbrZ4R1tG77kVN7x0ZePruur6\njMdZ667Cp4AsIh2lSR9FRKTLfTP7Wy6ccAXn7XIxkfpI45zHTsIhXB9h8VdL2HTbTTCedS/t3DIQ\nb7/PtngynNdvwz706FuVnRsQkW5FAVlERLrUmhU1/GL3S/jstS/aPCZcF+Hrz77B5/euta1AmZ89\njtmt2bYz/ngC5T3L8QfcH4p6vB6C5UF+dddZGLPuwC0i0pKGWIiISJd67p7pRMOxjA/apYuFY3h9\nXrx+L4lY6zHJwfIgg4b257Bz9mu2fYNhA5k882aeuGUqH734GYNHbMDJVxzDkK02zup9pCz4fBHP\n3v0SNatq2fWQHdntsLF4vWsP9iJSXBSQRUSkS837dCHRhmi7jk3EE4Qqy7BBP+HaMF6fB2ths+2H\nceD/7cPeJ47POKZ41ttf8dzk6cTjCb6ZvYRl87/nyim/pv9GfbN6L8/f9zK3nTOZWDSOk3B4/Yl3\n2WLHEfzxuUvw+fVfqkip0N9mERHpUiPHDndnlKhvX0geudMIjv7Vwbwz7UN69qtiv1MnrHUu5fmf\nLeRPJ91KJC2Ez/1oPr/50dXc/fktWRtmUV/TwG3nTG52nXBtmNnvzeHVx95m75+Mz8p1RCT/NAZZ\nRES61H6n7kVZRVm7gmpZRZCjfnkwOx+0A7+440xOvfq4dS408tTtzxGLxpttcxIOPyxeyZfvz+1U\n7ek+e/0LvBnGSIfrIrz8yBtZu46I5J8CsoiIdKmKnhXc/t517Hjgdm0eU1YRJFDm57jfHM4uB+/Q\nofa//2Z546wY6Twew8plqztcb1vKyoPQxjDqkFbsEykpGmIhIiJdbuCQ/lwz9Xe89+xHXH3MjXg8\nBmstTsLhkLP3Y+x+Yxi543Cqeld2uO2x+43h09dmtRrCEYvE2WKnEdm6BbYetwX+Mj/UNF/yr6w8\nyEFn7pO164hI/ikgi4hIzux0wHY8uuQu3pn6AdFwlB0P2I5+g/t0qs39T5/Ik7f+lxVLVjUuNFJW\nEeSQs/ejz6De2SgbAK/PyzXTLuZ3+/2eRMLBOpZEPMHRFx3KmAlbZ+06IpJ/CsgiIpJTFT3Ks/pA\nW3lViDtm/Iknbn6G16e8S2WvCo48/0D2OGbXrF0jZeTY4Tyy5B988MIn1FXXM2bCKPptmN2ZMkQk\n/8y65qVMN3bsWDtjxowuLEdEpHQZYz6w1o7tTBv6dzg7rLXMfGM20x9+A2Ng4gnj2Xr3LfJdloh0\nsfb+O6weZBER6XbuvOA+/vuPl4g0RADDC/e/yn6nTeCgM/dh4ND+VPQoz3eJIpJHCsgiItKtzPtk\nAdPuejFtPmNLpD7C07c/xwv3vYyTcDj0nP05808n4vFosqdcsjYKsc/AhMC3pZYKl7xRQBYRkW7l\n3WkfEm8xb3JKuC4CwNS/vUCfQb045sJDc1lat+Y0/BfWXAIYIAGe/tD7Loxv03yXJt2QPhqLiEi3\nEgwF8PhaL/iRLlIf4d83Ts1RRWLjc6H6t2DrwNaCbYDEIuzKk7E2ke/ypBtSQBYRkaIz+705nLfr\nxeznP5aj+p/GP696jESifUFqj2N2xXjW/aP7NStqO1umtJOtfxSItdzqBuboO/koSbo5BWRp5cIJ\nV3DhhCvyXYaISEYLv1jMr/e+itnvzsFJOKxZUctjNzzFrT+f3K7z+2/UlwvvPptAKECoqu0lsDfb\nYVg2y5a1cX4AMnzAsYCzKtfViCggi4hIcXnkuieJhpv3Nkbqo7z4wKtUL1/TrjYmHjeORxb/nV/e\n+TOOv/hIAqEAqZxsPIZgeZCzbz4t26VLG0xwTzCZZg6JQaBTMyOKrBc9pCeNUr3Gn746q9nrG1++\nKm81iYi0NPej+TgJp9V2f9DPknnf0bNfj3a1U9W7konHjwNgt8N25KFrnmDB54sYsd0wTrz0KIZt\nMySrdctalB0EdfdD/GsgnNwYgvKfYLyD8lmZdFMKyCIiUlQ23XYo38xajOM0X+gqGomxwaYD1qvN\nkWOHc9WTk7JRnqwHYwLQ92Fs/WMQ/i+YSkz5CRCcmO/SpJtSQJZGqZ5i9RyLSCE7/ndH8OZ/3iNS\nH2ncFgwF2Ov43enVv2ceK5POMCaEqTgFKk7JdykiGoMsIiLFZeiojfnTC5cxYvthGGMo7xHiyF8e\nxK/u/Fm+SxOREqEeZGlFPcciUuhG7TaSv824HmttzldbWzr/Oz55ZRY9+lQydv8xBIL+nF5fRLqe\nArKIiBStXIZjay13/PJept31Il6fB4/Hg9fv5fr/Xc6I7TQlnEgp0RALEREpeYlEAmvtug9sQ31N\nAxdNvJL/3PYssUiMcF2E+poGalbWcunBf8RxWs+qISLFSwFZRERK1pwPv+bcXX7HAYHjOaTyRG47\ndzKRhsi6T2zhyiOv57PXv8i4r762gdnvze1sqSJSQDTEQkREStKyBd9z4V5X0FDrzqsbaYjy3D3T\n+W7hD/xh6u/a3c7iOUv5/K2vsE7mHmhjDLFwy2WSRaSYqQe5wGiZZxGR7JhyyzRikebBNRqO8dH0\nmSyZt6zd7Syb/z3+QNv9SdZattxls/WuU0QKj3qQRUSkIK36vprn75nOwi8Ws9Uum7PPSXsQqgy1\n+/yvP11IPJZotd0f8LH4q6UMHt6+FdqGbr0x0UjmHmKvz8tFd/+cQFmg3XWJSOFTQC4QWuZZRKTJ\nvE8WcMGelxOPxomGY7wx5V0eunYKt79/HX0G9W5XG5uPHc7nb80mHm0ekqPhKJtsuWG7a+k3uA/7\n/GQ80x9+g0h9tHG7P+jjhpeuZNRuI9vdlogUBw2xEBGRgnPDabdTv6aBaHJsb7guwqrvqrn74ofa\n3cYR5x+YsWfX4/VS/cOaDtXzizt/yqlXH8eAIf2p7FXB+KN3YfLMmxWORUqU6ci0N2PHjrUzZszo\nwnJEPccipcsY84G1dmxn2ugO/w7XrannqH6nk4i3Hh5R1buCKSvua3dbX86Yxy92u6RVW+VVIR5c\ncAdVvSs7W66IFJH2/jusHmQRESkoPr+3zQVA/GUdW7Vu0exvCWQ4J5FI8PLDb65XfSJS+jQGucCo\n51hEurtgKMgOP9qWGc9/0qznNxAKcMAZe3eorZVLV2V8wC5SH2XFkpWdrlVESpN6kEVEpOBcePfP\n2XCzQYQqyyirCBIsD7DN+C054ZKjOtTOqN23yDhFW1llGVuP2yJb5YpIiVEPsoiIFJzeA3oyeebN\nfPraLJbN/57ho4cyYrthHW5nq103Z+txW/LZ67MaZ6AIhgIMHz2EHX40Ottli0iJUEAWEZGCZIxh\n9J6jGL3nqE618funf8PUO1/gubun4yQc9j1lLw4/d388Hv0QVUQyU0AWEZGS5vP7OOK8AznivAPz\nXYqIFAl9fBYRERERSaOALCIiIiKSpqgD8oUTrmhcWENEREREJBuKOiCLiIgAxKIxVn1fTSLRevU9\nEZGOKsqH9FK9xp++OqvZay2yIYXGWXEiAJ6+D+a5EpHS5DgO91/xKFNumUYi4RAMBTjt98dx6M/3\nz3dpIlLEijIgi4iIADxw9b954uZpROojAMTCMe6a9CCVvSqYeML4PFcnIsWqKANyqqdYPcdSqFI9\nx8Tea/ZaPcki2ZNIJJhy8zON4TglUh/hgav/rYAsIutNY5BFRKQoReqjRBqiGfctX7Iyx9WISCkp\nyh7kFPUcS6FK9RSr51ik64Qqy+jZr4qVy1a32jds643zUJGIlAr1IIuISFEyxvDTP59MsDzQbHsw\nFOCn15+Up6pEpBQUdQ+ySKFTz7FI19r7hPFU9izn/iseZen879l0myGcfu0JjNptZL5LE5EipoAs\nIiJFbeeDdmDng3bIdxkiUkI0xEJEREREJI0CsoiIiIhIGgVkEREREZE0CsgiIiIiImkUkEVERERE\n0iggi4iIiIikUUAWEREREUmjgCwiIiIikkYBWUREREQkjQKyiIiIiEgaBWQRERERkTTGWtv+g435\nAVjYdeWIiJS0Idba/p1pQP8Oi4h0Srv+He5QQBYRERERKXUaYiEiIiIikkYBWUREREQkjQKyiIiI\niEgaBWQRERERkTQKyCIiIiIiaRSQRURERETSKCCLiIiIiKRRQBYRERERSaOALCIiIiKSRgFZRERE\nRCSNArKIiIiISBoFZBERERGRNArIIiIiIiJpFJC7EWPMT4wxL3RBuwONMa8ZY2qMMTdmue2LjTGT\ns9DOeGPMl9moaR3XscaYEck/32mMuayrrykiIiLZZay1+a6hWzPGLAAGA4OttcvTtn8EjAGGWWsX\nrKONocB8wG+tjXdVrWu5/mXAdsBRtpt/QxljLLCZtXZuB85ZAPyftfbFLitMRERE2k09yIVhPnB8\n6oUxZhugPJsXMMb4stleC0OAWbkOx118TyIiItJNKSAXhgeAk9NenwL8M/0AY8xBxpiPjDFrjDGL\njDFXpu1+Lfn7amNMrTFmV2PMqcaYN40xNxtjVgBXJre9kWxvN2PMcmPMxsnXo40xq4wxW2QqMHn8\n+8aY6uTvuyW335esd1Ly2vtkOPe+5HCD/yWHYbxqjBmStv8vyXtaY4z5wBgzPm3flcaYB5N/Hpoc\nwnCGMeYbYLox5n5jzIXJ/Rsm95+TfD3cGLPSGOMxxuxljFmc1u5vjDHfJuv50hizd3K7xxjzW2PM\nPGPMCmPMY8aYPm194YwxvzbGLDXGLDHGnJ7hvv+Q/HM/Y8wzxpjVyZpeT17rAWATYGry/ZuUPP5x\nY8yy5Pv9mjFmVIt2bzfGTEvW/64xZnja/lHJ93qlMeY7Y8zF67o3Y0yZMebB5PbVya/xwLbuW0RE\npJQpIBeGd4AexpgtjTFe4DjgwRbH1OGG6F7AQcDZxpjDk/v2SP7ey1pbaa19O/l6Z+BrYCBwTXpj\n1tq3gL8D9xtjQsnrXWatnd2yuGSImgbcCvQFbgKmGWP6WmtPBf4FXJ+8dlvDBH4C/B7oB3ycPCfl\nfdzhJH2Ah4DHjTFlbbQDsCewJbAf8CqwV9r2r9Pejz2B1621Tov7GQmcC+xora1KtrMgufs84PDk\nuYOBVcDtmYowxuwPXATsC2wGtPpwkOZCYDHQH/frcTFgrbUnAd8AhyTfv+uTxz+bbHMA8CHN3y9w\nv0euAnoDc0l+fY0xVcCLwHPJ+kcAL7Xj3k4BegIb436NzwIa1nI/IiIiJUsBuXCkepH3Bb4Avk3f\naa19xVr7mbXWsdZ+CjyMG3TWZom19jZrbdxamynsXIkbit5LXi9jEMQN5HOstQ8k23oYmA0c0s57\nA5hmrX3NWhsBLgF2TfVeW2sftNauSLZ9IxAERq6lrSuttXXJe3oVGGeM8eAG4+uB3ZPH7Znc31Ii\neY2tjDF+a+0Ca+285L6zgEustYuTtV4JHN3GcI4fA/daa2daa+uSx7YlBmwADLHWxqy1r69tSIq1\n9h5rbU1aDaONMT3TDnnSWvtecsz5v3A/YAAcDCyz1t5orQ0n23i3HfcWww3GI6y1CWvtB9baNWu5\nHxERkZKlgFw4HgBOAE6lxfAKAGPMzsaYl40xPxhjqnHDTr91tLlobTuttTHgPmBr4Ma1BLbBwMIW\n2xYCG67j+hlrsdbWAiuT7WKMucgY80VyOMFq3NC+tntLb2sebu/6GGA88AywJNlLnDEgJx+g+yVu\nQPzeGPOIMWZwcvcQ4MnkMIPVuB9WEri9vi0Npvl73PI9SncDbk/vC8aYr40xv23rQGOM1xhzXXIo\nxBqaerfT35NlaX+uByqTf94YmEdma7u3B4DngUeSw0WuN8b413I/IiIiJUsBuUBYaxfiPqx3IDAl\nwyEPAU8DG1trewJ3AiZ1elvNru2axpgNgSuAe4EbjTHBNg5dghuu0m1Ci17uddg47bqVuMMpliTH\nG0/C7Y3tba3tBVTTdG+ZtLyvV4GjgYC19tvk61Nwhx98nLEBax+y1o7DvS8L/Cm5axFwgLW2V9qv\nsmS7LS1Nvy/c9yRzwW5P7oXW2k2BQ4ELUuOeM9zPCcBhuEM2egJDk9vX9p6kLAI2Xcu+jPeW7NW+\nylq7FbAbbk/0yW20IyIiUtIUkAvLGcDE5I/rW6oCVlprw8aYnXBDVMoPgEPbwagVY4zB7T2+O3nd\npbhjhDP5L7C5MeYEY4zPGHMssBVub217HWiMGWeMCSSv8461dlHyvuLJe/AZYy4HenSgXXAD8bk0\nPaz4SvL1G9baRMuDjTEjjTETkx8IwrhjbVPjlO8ErjHJhwiNMf2NMYe1cd3HgFONMVs34iydAAAg\nAElEQVQZY8pxP2xkZIw52BgzIvm+V+P23Kau+R3Nv3ZVQARYgTubybVru/kWngE2MMb80hgTNMZU\nGWN2Xte9GWMmGGO2SY6BX4M75MLJdAEREZFSp4BcQKy186y1M9rY/XPgamNMDXA5bjhLnVeP+5DW\nm8kfn+/Sjsudj/sA2GXJoRWnAaeZtBkk0tpfgdujeCFuaJsEHJw+b3M7PIQbIFcCOwAnJrc/j/tA\n2Ve4QxTCrGNoSAav4obKVEB+AzdYvtbG8UHgOmA57lCFAcDvkvv+gttT/0LyvX4H92HHVqy1zwK3\nANNxh09MX0uNm+E+PFcLvA3cYa19Obnvj8Clya/dRbhDbBbi9tDPStbQLtbaGtxx7Ick720OMKEd\n9zYI+DduOP4C9z19oL3XFRERKSVaKES6nHGngltsrb0037WIiIiIrIt6kEVERERE0iggi4iIiIik\n0RALEREREZE06kEWEREREUmTaXWwDguYMltmKpomafUlm01b4dcmkn9O9lgbjyf50jbbnq7xGMfJ\nuB2Pad424M6iBY2rC6eaNanfkvvTp561Lc+1zc5p3O/J8HkiVUPcnU3M+LytampVWxv3k9re7DrJ\nGhrPafk2rWUmZJP8OthEPHl9t9147xAA3khaHU7zBkyq/lRtXvdCJp72NU3ee+pY6/UkX7ttWX/y\ndSTe1HDyGJLnOCF3LQqTvH7juZ6mKX8b209uS5R5k+ckm4y4773NMEtwY02NNSfbjCXvdy0fEZvu\nr8V747R+s52Ap1m7JvU9lPy+sH5v0/nRmLstkFyHwzQv3Am6bXnSvj4m2U6sp3uOU+nuCy5xf0+E\nfK1qjfZ02/XEUm24vycq3GP8Ncn94aaZ8GI9muqEpvc0uCqebNO9jjfWdEw8OXt26r0N1Cbfg7j7\nu+NPvo8ZJo1L1Rvp454cXJ2sP/kep95XAG+DW0Nso+T1atxafGH3WM8ad7HIWN/ypvaTzSVSC5fb\n1P0kktu9ze4z/Rwn9VYk93kj7o5YlbvBG246x5O8V2sgUr+KWKSuPXNWi4hIgcpKQA55Ktml/ODG\n154ByQW/0kKvs+x7d1Pc/U/O07ePuyORDBAN7v82Npr2P28qoAQCbht19W7Rqfa97v9gzpqapnNS\nITO1LxJxX/ua32qqTfea0Wb1pl43Bcxkm4HWC4t5+vcFIL7QnZnMN9hdXM75YXmz+wXwVFa4+2rd\naY5NKNSsZpus1duvb1NtyfNtfUOylkSz+lOhO3WfADbmnuMb0B+AxPKVbrsbDgKgdhv39+DypnNS\nITQV/rwr3Pc0FeKiG7hTEwcWr2o8J9Gvyr2v2uT7lQrxybZi/d3F3QKLVjTV5k8GubB7Tt027gJ2\n3qh7TmC5+zV2gk1fL0998nsiGdLXbO7W4q9zzwktTtWadk6de29OhZve4lXu+xUvd78vAqvc66eC\nJTQFsNSHgGgfN1V5kwHSl7rPaNPXNBX+64f3dmtZkvzaRtyazSp3tWZnYJ+mc+a7a444I921Vxxf\nKrW7v60Z5n5f9Pg6bXXw5N+FOSe693HkTu5sgB9evD0A3+3obq9c1PR3ruLEJQB8s8y9tvnefS+2\nHjsfgC9fGg5A38+bAvK3ByX/nHCv569y38cN73XbX3Cku718QdPfhfiYWgB6Vrr1xp9x/36WrXRr\nqRvs3l+guqm2WIXbTioQh05a6h77yAZAU+itHtYUkAd86L6nJ900FYA/vOX+m9PzE7e2Dae4Cxl+\nfUbTmjZOwG3Ht4X7dYhG3LoHP+yes3Kk+/WPVzaegj+5wHY8mbMj/dzvh56z3Zpj+1W7bc1qWvk7\ntCz59zAA8x64CRERKW4aYiEiIiIikiYrPcjWcXDq6yH5I3y7ZJn7eyze6thUz27iu+8zN+ZJ+1G0\nxy3PqXV7qDzlbpdOfNl3zY91mnrAUr2+TqrnNjWsIdXDmjqnLm2xutSPuJP1G0+LXtnkdqLNbtqt\n5Ru3NzDVo5tYmrz31JABf9NbnKhe06w9m+wRT70nqXMa7y/TPba8n5b3kF5Lsuc41euc6sVf+lO3\nl7vn3KYfRad+LJ7qRQ/0dXtPEyG31kjyR+/Bnv0bz3F87jX/n703i5Fsy67D9p1ijsjIqbKy5je/\n19PrgWqymxQnUKZgi6JFG7ZgA6I/bEM/hgF/2D+C/S/Yhj/9JQ8wDBM2AQ+iSIkDOMjNbpLdze73\n+o31as7KOTMiMuaIe68/9lr3nBtZTUNAAkIJe/1ERcQ94z03ULnOOmvVznSMk21tt9LXuR/tKlvX\nTR17Ol/HNWBwe6/rNZUB2l0Ho1d146lhO3zR0j6cfBHs5kjfr1eVyUsr/q62UoLTdcgIMH1zbI+3\n9qJLZdIqWHle29HvmofYjYjR9wtPZgJWu39Pr2l2ld0mA1o/0Dm+uFsvynTxOnitWe4DbsHgVeyc\n5K7M2qe6Xrvv6fx8/M6OiIhUj5S1vfY9LTNbc8/Po6d6rzpgWMno/mhXWdqb31VGtvmBexZPv3hT\nfASp3p/anq6lxmO9l40DxwaP3te5PuvqWHdO9bvaKVj0PME4Xb2tPf2u0td18MlD7etrD2eluQiX\nrlB9X+fgf3mm2Sbd74M1f471fd5Dnx2DvPaJvh5v6FxHI13P9ee669Bca8sqUkhClmC5N34I1vxI\n29m7r+ut+8iV4ZpIhllx7w0Gg8Hw8sIYZIPBYDAYDAaDwcOVMMhBtSLR3VdEwJYuNpWtSc7G7iJq\ni4+hR712W1/Pej+23vyGskrUbAY4cBXf1bLZurI/wdBpNfOG6iyjU7C11MWSpW2ClTvru4bIxt5U\nVi64QL/RXg7NcH5rx+scDgZBrxqMVUOdbmqfootpqQ79En3pX5TqlTeU8YpO+hhDrSiS15UlC89Q\nZkomHCzjygEvEZF8pqzc8u07IiKSHOgcZ/vKTG++r33vfjAoyoQ9ZelXD4xRg9zGbkBec4xe0Ncy\nOdj45J6yj+Ghso31J2DnDlwidbwJ/rSnbV+fqh466mOOeTgv8nYSBminq/VVBlpHCN1y7cGxfh+7\nMllX12Ctq+uheoD6cSgwOrq87tKtDgqzs3rvon0w8Wst9MftPuRtZU0bz7SdcArWdJGWru0OOkWZ\nELrk7l9gjVDbjvXReajtJAdujWaPVOO+2fqSiIg8/417IiKy8/EPdHzV10VEpPk9t/sQZK/oMKZ6\n78jsB/9E11flHLr2erUoc/OPpiira2TeRt8eavs3/kSfn+TI6f4bbyqrnIL1X/v2M60XOyQ1sOri\nnS9gm8FE1/ON39e1Wv1En3XukFR2tlyZR1rv6W+/KyIiG5+BAf9Qx5yizN1/7O5tjvVcP9X1EOKw\nY/gp5vNc+561HVsfDqCDX9MyyzXta+UzZdpvRLrOm4+Hrsw5ns9aVcKZ29EyGAwGw8sJY5ANBoPB\nYDAYDAYP9h9kg8FgMBgMBoPBw5VILGS5FDk8KSQWCT2Bx84oNIcVW3qhr1GiW/Wr9mW0fRMRCSFj\nyCZ6DQ/eRTjkFtIfd+i2OotDequ2aNiyD7Dtm0+cLCPD1m8EKUA6HpfrggVd5B0g5CG9oKbb1dmJ\nSkciWsXxQJ7vmYv5ySgZQN+iPZUIpAMtE3a87fhBiDLYwoXUgXKTnD7F3rzRpi7ZV0lCdgSJA66N\nJ5e9pwtPXvpUY+u7sJGD7CMceXIWbpOz7cm81A69f33RRkCpBn2Qa/Tv1fqDMSQkvjSFFn2F37KU\nQVmI5x9Nm7cYfcirOJSH1xAH8nLfug/SCtrVpbhfIWQUxXz5fcPaySp6TTRE/znOKSQLadM1g3sZ\ntLQM7yHnetnSPiXeAc9oW6UGx2/onJ+/q3O+u6MypItbKhFoipMBneIwYxWHKGtnOvbzz6HOuZZp\nL9yhw9PP4T5g3S5aONT4I23/DN+31ty8nb2Ng5VQKdSPr4mISNzTsU+3dZzx2B3aTXHfkwtdMzx4\n2cTBwhCykPEdN28tSIdGX9U1GC7o561lEkiIBm+4g3eU7PRfhVwGS/TWQ+3j+F4X43SLqnKhbc5x\nMHXW0bLd7BrmSPueVt1zWjvRvmSVULLnqwvUYDAYDC8bjEE2GAwGg8FgMBg8XA2DHMci1zYdQ4pw\nhsgP/biuLE9UBevIw3IM8qiDuUocM5XuKmsV3AfDi6ANpsrxgJRvpcbDNuHRueubiAsBAWsXwAJN\nRCSqgQHdRR895ltEJGCIya47MFQEkuBwWXBHD+4UB8VqOs7cC7wgOxqRdSYrfBPtom/iJe3xUGGI\neSlCTVbS3EKfCQWjy0NnIfqUPngiIiKnX2ASnWPaaie+h51LFmPSGMMyljddokL1BEwe3g/fhgXY\nEx37fFv7XvOS9GYMHDnWsU6v4RDdKezrNvRzWsiJiFROk1J9gztgdtHlaKYhHVni/t6bbWiZyaZ+\n1trTPiwb2H1YXo51G9/Q+smesg+tuY59ivYrPXega7GmTDTZxrir74vgk1OMc8dZ6tVw0HGBw19p\ntZxAOF1HXRM31/FjPbx27Vu6rvNIx5w+04CNtRckUu78ua6z+r7ep6ivr8lIg2i6fwFLwgu3A3Mt\nKtu8kYFdPtYDctvfxSHUE3fAs3qmfVk29L5UPtaAEu4O1Q8xXzV3GDDmwVc8W9d3Pq+f/0hDTLgj\n0j7uFmVS2B92//g6+qKHGMNn2IHBs9F85p7f5FCvqQz0GYuxjjM8C43xCw7Tso83dFydH+HQ7pHu\nEu3G97TOpy40J8DOSp5lEo7Lz5LBYDAYXj4Yg2wwGAwGg8FgMHi4mqCQ2VzS+w+L9wz0SH1d7GpQ\nB9zeGMpRaGg9BkwQJpIzWIPsKa+FRVy+8Bgbambz/x+zft/OjEEgvf5ffe3R8aWvcoRyFPHUfF+E\njFy2YSt0voyy/sGH5T6HL9AwZj/GOor1++NF+eBUGa4U8xN1NeCAzOuy7v4+miLkgwEN1TOw/7g/\nw9vKRjaO3K7A+JYy+tUGrOgWCDoBMzrZBKN46pjDYjiIhR7taF/nLa2/1ksv9S3IEVpSQWhJF0Eh\nID7nHWWLMy9cJJohuGGkn022YrQDe7xMWU0/kCRHk+EyKLWTB02UQX8yj63HvE82yTbjY9RBXXOW\nuHZC2BLO7rUufSciMrhHvayz1Gt8+Q0REXn2i9qXX/zV74qIyCc/VEHx+as6Hl+fPflVXc+H7+t9\nr50q+9v4ZWViT+oa873+nmOD7/9d6q3xAbr2eqYM72d/R9tv7jn97cWr2NHp6trY/KNXRUSkfqb3\ncrx1eT0zmKbaU2b/6Nd1Trbjt7VZbDoMb7iymz9SFvgb/9H3RETk9298TURE2g+1L1v/t7b/2b/u\nsfWwdxv9Na0/Hcel8Ry9o2sr93YsOPbxdYTXDLSO1p4y7we/qJ1rfbRbFKmeI6J9LrL8rcvr3WAw\nGAwvF4xBNhgMBoPBYDAYPFyNBjkIJEgqhbNC2FGmihpEEZEMuk6yvWSZMwZfvIDxLa5BEEUO8pKa\n4xC65cxPjYYWl84TdJsgS0ytbuZHNYOdDakNhna6YLfhnhE23Yn6oj24Y2RgtYs+8/sXMMhsu6i3\nDbcJOGyEnlaTgRn8bjVyumC/xdPUcjzryhxmcNTIoJMk21U/dmxwPPL04iISXVAvTb2v9im+cPOW\nwGEj7MP1I1VGNO7hvgf63terBkv9jMEkrX2EygzhUIJ+JJ52O4Z2NoK2vXGgc5LAjaN2hGCHirec\nw/K8k92uwK2gvg9decX9jUiHi2Cp18YzfV871jVLPW409HYsECbSbCCKG1ruCGEREcZZazjWORhq\nf+uHU/Qb7eIZWFbB1h94c73fw2e6vn7n03dERORNaGxriPCOx26n4QyRyK0jRoLrGjm8r1r624jw\nDmfu3rceYz7IfIPEjo/0Hrae6v1jvLOIm7dFX+9P+ylCPnpYQ7OytltEJIRzRjzQa5afKQtcO8Qz\ngKCVPHJsMPvwew/f1Lk41PpaezrnGXTNHbeZJclI25nd1z5UMaXJge6utBGEkno7CSHv/yQqvW8+\n13bqj+HkseeeOcahS54Xa81gMBgMLy+MQTYYDAaDwWAwGDxcTdR0EEhQSQo2NV/AG9Zjacn25mB/\nC80xGVHoZn03hgBsrNCHeE1ZphSMaB6XPYFFnAY4oDtGDDcJxjzTJcPrG7XAAZhbOkZQ67z6vQ96\nGofoWw72OYRbh1RdGUYyh3XoRalbhicvR1HESYtjqDkveU5PYDBsYOVCrx3xnEBERAK0l8Evuq9y\nVgkXTuNa69PtQ19iRDTT9SGFTjbacHWHc+hI4R5xcVfbadShL95FrPPIORFMr8HZApHPFzfB0vao\nu9XPfW1wvQ4/2q7We3FPv4sn0CKPlIX2WcBlDdpjuFhUBmVfX4Gu2dfsTrt0k0AdzTILPW+G6Kt7\nbKiVplZ2Ab/oeAaWHuwqNdwiImszZXBHN6mthi4acz+6ifFN3T1dOwRTfaCdO51iTYL9bTzTezvf\ndA4blYHW097TMtVzvfYcTG/9GZj9faetr/RVZ0sXk4jkMp7Bag/a7qFjkBvo2xz3g44nAbyMkwut\nZNFy85YcgykGm17pK9sd97x4ehGpHXuR4/Dmnp3o/F0Di50MtX7+puTen/31E/0unmAHBNXTo52M\nezJ0rC+dWzJ0t/1En1PunlTPapgLNwfxBDsgg7kEL3BIMRgMBsPLBWOQDQaDwWAwGAwGD1ejQU5i\nCW7sFD7I8x3VKSbnnp/wCIlih5rqFty7pa9nqqEsGN7c8wDeUTYrgm6Zmt343m0REUk3oGftO9Yp\nr8OH9gzsM5lqOka0lGGLz50ulmlnsqtJWeFgVIxLRCTvw6/4lkspK5wo8FlwhqTANzbQPurwNMjB\nFphUjFmY9oc6whPMxW2ndc6hqw3P0QcwX0G84gzgp+JhPMu37+gw9s7QFe3LrT/UeWx8curKD5wX\nro9ghU0Xj+HP6WULffT6EU71w2O6BlY9O3bttPgZPKCvn6mnLX1kCw/o2C3NHOmLdWi1m3vKIIbw\nJw6fqCtD4CXp5W2wyl2kuJ1g/uBBLKeq6fU14p0OfIc5l/TXPla9Kr27OW79TOvv0F97spKkh2s3\nnnnpblhP3T0wxJxT7AasbSmbGh24eUvP4H/8eXVy6PygUpqb6ed0HhvvPy/KtG7fFRHHfIcLHU/7\nsX4/va59ria3ijLNQ+zK4HbTk5m7HfUTsNFH7pmbwG87ucBwnuvccn0Hua775Imbt2wD5xQw9uY+\n5pwpnExyXHOMONMv68+Z3Kdrhf7OrGvru+7ZTls6T937WCvQE3M81UNd98s1x/BX9rV87UDLjm/j\nd+axtlM7075X+k6LHp9oPVnH9ddgMBgMLy+MQTYYDAaDwWAwGDzYf5ANBoPBYDAYDAYPVyOxyHLd\nEsW2cuU5tsnPXPBGgMNL3AbltnWGLWIeLOOBNRGRgIduePCNB+GwhR+hPVl4FmWMlKYtGtvD9iyt\n27KLy5KCcLoSETvDe5QJJt733IY/xxjbsDjbd/GzIiK5d7Av6GGbnx/wECDrZZ3Hro6Q2/o8uIdD\njfnIs6kTKR0G5L+57SuQr6QD3Tre+zm97Zvr14oitdPNUnW05EpxCI3BDX6oRbUHSzZIac7f0fvT\neqZb6pMdvZetz1yoxGhXt/Vrx1rm7B2dt9pZOQglq7h2aqc6P9NNre/sLUQxQxmz8WHtUt9ma9rv\nyRYPt6nkYo6Dd+1nrk9F367rWglT2q3ptWuP2mhfvy9CVERkvqZzOV3HYUAc9opwSK92rPdpfMNt\n4bee6NqcbutnPFDIIBKGp3SeOKlN89s8jKcyhZMvqAwjxzPQ+EhlJtm6GxdlEmv3tT3a5Y2u6b1u\nfogyngQm/MbbpTnhoUA+TzyMFiy8Q3oHOITXhhyDFnuUIUEWRFmFiEh4qM8wrSDjqUpH+DzxGaG1\nm4izboyhxul8NirVn+Lg7WzXWcM1HqrcY3RTx1xILCB9Cbo6X8WzIiJ5Te/z+FYLdQxK7VSGkHYM\nvWcQY40OzktzYzAYDIaXE8YgGwwGg8FgMBgMHq4manqxkOXzg4KdpdVa5tuVnZeDLfIlWDiypjwo\nN3KHz0KwPNlKbDODQ4Kxslq5F2kdnMIOjfHTq1HMiKcuRTfjmvzpXnlcrBd9DrzDWTxQxWsCMtIM\nQ8Bhw8A7bJYW4yj/XRI8eooL0svjOY8ufVYaz8oYtE2w8QwIweHGIIGdHKYmizxbNNi50WosGZQP\na807+n217/pB9jRYKmMdISAhQ/jGgnHRsWfDt+KAtQBJGqR6TTIGc13xLdvITKLf2GTIVljttBQ1\njbAH1Ldo6He0blsgMMRnnVl/Do+ztI7I6XUdZ4almVXdeMhILlF/5QKsKe5P+ALLrxBBI+mtemms\nnPs5znIuT7xDhzjIefJVxCr/7L5+8X/pgdXxTWU7yeKKiBz9tN6rOQ4s1s61vdOf0fbbe1pnw1tL\nh18vWxnyft050HYOvq51NJ+764a3YfO2pvXshLozUTsD879RKY1TRKS+qSxv0tfn/uCnEcbx7HZp\nLiY7rp32x/rv6i/oQd+jkbLC7WewFzxUu7rTL7iDpLOuXnP0dX0fIfzjtQfaTu8dZ0FIMEl8eFPH\nNV1f1/qPlQHf/4bW0d1YL8qQVU5GmWT9ss2iwWAwGF4+GINsMBgMBoPBYDB4uBoNsohInkmeleOc\n/f99Z9AAS15mMy8FhnjMbr4sBzVQg8iyDAgpsav5CmP3gghrLRxcuoahGyV2WRvQ1/RybDRjoTk+\nhoDwfe7F6xbM8WpcNNnoFaa33IflXz0O3+YN7HlQUeaQtm+Myq4fapn6maszmoAJJ4Pcn2EcDBDR\nPlXOnQ47RQx1NNbPaqcIuEBwQw3xy+HQ2f2RRAwHiL3uI2oakcCV/hJ1OyY0GUCDDoa6dgoNMtjh\nCrTQafUyUx2m5SUeLqEVvtDxpl7UNDXN1FuT1Y7Rt4QhKkNP8475r3YQeHKOwAjMJy3IqmdewEp/\niH7r2ONK+e/USp/hJv661sZna9reOkJy8kSZWIaoUD8tIhLUtDwZ8ADMeFLX/k/XoQfvtooyyzoZ\ncH2fFbdf/5FCSu2z9fMOWPS2zhNZ+Qw7B8W13qNApjtM8TvQ0L4umxgH7jUt6kREMqy37aZq9J90\n1e5vecpUk+hSO3MEw2QV/r7gN6OKiGksyMwjfblrwjU0x5xXL7Cz0CjvGoiIxDP997wdSh5d/p0w\nGAwGw8sFY5ANBoPBYDAYDAYPV8MgB4EElUoRuhDUQDN57Cl1yTkjoFcjp1/AhAZwY2BEs5CYodYZ\n7G2QOtY4YCTzihaY7C3ZbT8Gmyi+o3wZ7RTMbt0LAUCgBaOgC91vlX1KS9/7ZbIZQ1Hy0jgKPXPi\n3ZZoRYO8yj4XemaPOWe9iPdm7DbdQOIp9bleVO4IrCijqydljXgF7Fk4caxzuNA2wwsw1Aw1gcNG\nMsScjB2DHCaYL+jTKwNGFy9L/fDjeqOL8r1KhrqW4gmcA8BgB0tv3nDvohlDMrgeMF7EH0eePjpF\npHVApwPcOgZC5NixiIeORc8xnsLZYAwGeca4ZcQUTzw2mIE3I7DAixUGeaDjYESziEg4UL199Vw1\nsw8PlD1986KH9hGI4t3T6KiK+lgvmM/DRqnPwdzdU+4CkD0FwevaP1Pdbe3c3Z/pmc5BNAeLfor7\n34N7RUInFFeG2u1ooPOTHKu2utLH+QI4QdSa3pkEBALdP9Sxt3qIOgdrz9+W2on7DamMsOtwhLU5\n43gQOoLYaH/3gWslD8FyY3oY1V09qV+aA/YhyEUCj8U3GAwGw8sJY5ANBoPBYDAYDAYPV6dBznIR\naO/obZqNXRxt4eZA7fGcVgplRtR3fSjYV3wXItY3G6qGMy9Y58tOAYWLBBlY6nzJUPva5KCsGSwY\nXDK68Y+fJo6xYLvpt/yC8RQaarDNhZPHSru++wdZ7YLNFuosMebsBX3kvIExLlhoeOZe3MPHU6d1\nrg7K0dVkaZdgVelyEbedWJNODRWwsOObysbVoB8e7YLpHThv3tmWsm9VsM2jXTCwA9Q/hdbVY/Rq\nVb2GrhnD29A6j+kc0bhUhjrY6TquhQSemtQgg3Y89rS0bbDNYDfnbbL0eu2ySicPz5kE+tohxpFW\nahiH3p86nonRDefG0LmAT/Qu2EsKs7Ekx7vQCo+9Mic672REo7isk6cOe97xxLRYIlUyrX08E9Dh\nUk8eeLHrQbpdqjfmI4zdD85N4O0O8RrqeHNOKZ8BMMclXfkRNPtTsv8oQuadvsIe8154cy+xZi7o\nFFJmbH1tcAPR2PmKc4ysuMJEU/cbQg9uOp609tAntBPisSp2Jfx6xsvS3BgMBoPh5YQxyAaDwWAw\nGAwGg4crYZCDakXCV+8WeszJDfULrZx52lOc5g/gVZrfvSEiItEZkvSgy8wzx+Tk19XDNHqmiV/U\n0EZvv65FcAo/PndMNU+nx9AyMt1PyM4imS7qe8lZ9FPevVb+jjrpgfYxu3vdjRk6w7wC/eWhakHn\nd1QfmZyifV9TDSY3PNVryTZnr93SOo40RSzbdIwr5zQ6AcsHFprJg9TaytJz/wCDP3/3FRERqT45\nK43j9u8qQ129f+jKjNwc6gd6H6p01CBj7Wmq2Q5T/tae6Nizcx3fRkfXQXriktrqbf2MzPvO8bVy\n+5yv0GsHGvQqXDiaD7VMSO3s3sGlvgUtvTaDB3BIlhRJjfnZ+eUyjUa5D7z/GA+19Ry3Dkg/a2N3\ng/cnx/3g2uo+ck4RGcba3jvSD1Z2KLobmpInR27eivn5is5x9Tuor69+yJMv6Zx0/tx5eXduq9cv\nvaYjaJ0795EyeB27HsnNokybbCnW92SzvBvRPNTv6/tuDsZbTEPU97Wnuo6L5LlUxxOdOaZ6cWND\n28ZOQgtW4NTu0/kkXHcJhJzb+BF1w/oxtc6CMwI733YJntyxWP8IDDg3rGZwWiThK1gAACAASURB\nVHmu87rYcO3Un+h6az7Seeq/pc9jBM/mxiF2Qc6ddrt6OEQ9LsXPYDAYDC8vjEE2GAwGg8FgMBg8\n2H+QDQaDwWAwGAwGD1dzSG++kPzxXrFd3ejrISR/23714F7EAzfckuahGe/AXQTbprTvtmZFRMIn\nz7XzJw204yKgafOWjhhMUrZ5o6VaOnFbxGw7xDZy8R0Pt+FAYZT6Vmqw9cL2eNpX+UJlptdmF07C\n4TqufVhyXnDALnqAQAVEWYfeeHlwLx0MS33lob0iuts/dIR6q4jmTSknAC5uVzHereKzaDQvXROM\nsG0NSULa1Ndo6Fmubes2eXSh/U43sBWNMosd3Vr3g3fzjm7HRwO9Zvq6SgNo7xbCso1b7yLO3itv\n6jb44E2VaSRjvQdNBr14ZRijvehqmRCvy5b2pnaAtZM4iUWKw4CUFyxxILFyDDkDDiP6wSc51sgE\nUc/VUxzEnOr2e3iO9XjdxRKHj1USwvjoDDIdhnMM72jfWg13iLKQ8ODg2MXncbitpdfywNjijrun\nw7v6Wj9AGEak11y8ovPW3tP3yal7Tk8/r/eUB/wYDMJ1MNrhHDnLw3kXh9qgLpjv6jpIMPb5plYS\ndS4H4ORTndOhqoxkq0bpEOLKm+6eViFnWd7TOU739P0CMowYz23/rXZRJprrGAev4N5hma99X/sy\n29FOL+v+AU8tP11HHDkOci6xhkY8RDnyfz71/uehd3jYYDAYDC8tjEE2GAwGg8FgMBg8XAmDnOe5\nWojhQNzyqTK8fmQzbdCidWXS0nNlNWlPVgRuJM7aKgdjG6JsuK7M9HIfh7LIHHsHunjIp2CFGRzC\nQ4A4UOZHQDMemkxxYdkGRjlsKTtUsq0DS5RN9UBQ1FW2dHlwWKqDfRfxGOK6d/BIPGs4st8DjzHH\n2IoDfqvjWRmniEhQVwYvPT7R95xjhLWc/GvKwF181CzKVC7wb0xLtQ8WFUQh43YrPe+wGZi1xone\nl9F12KCda/vDW/r95rW7RRke+qqf6gHMg5+CZVdf5ynhmU0vk6V2qozeArZr/a8gbGao41p/X+ta\n1jzmDv+cbcCWDLHli46uqdYT7XPqkZpkQGnjNe9q2cZzvSjDtdXSHOjr4FV9bRyAaccmRGtf18Xg\nnlujWz/U+3/yRTD8WCIFg/y6dqD90dqlMrQw+7e/8l0REfnBjXfRZy188iVv4l7H83FIdlPLtt/Q\nZy/8fZ3XkAdlRWR4R59PWrXRSi/d1r6Q6c0i99Mxx5nS+Yauxf4rOqA6bPlma7Dp67j7s/aQgTBY\nZ69MUUet1P5szf0NX8WOxFfu6om++995U0ScneA6nsGjn3BTsP6Blp9+DjtYCK9ZXtNOD+4w2tqV\nWdzW/l68qmtl/T39fLyr45rc1HFWLtw9nXW0nfpZZlHTBoPB8K8AjEE2GAwGg8FgMBg8XI3NWxhK\n2Kw7y6xNZaGCkafzhSY37amWMtpS1i8Hq0q2uAgQEZGQbDM0uxnYWbK1AZjdfOjpfRlEMmK90OyC\nPV0N9BBxwRzR+hrKIvyD0dN4H21vunbAQMdgtTPohuO7aq2VU0fsBRSw/ox6YgSFRNe2S2WibRfW\nECDeOINFG8M+ClYY1+WenVzRlztq35Udq10Y5/b6/6Nz0P7M2WGF1BYzpnpGLTAY6zrmb1LWKouI\nBNAgr23qXASwydvYwn16elBc24b1Gy3n7h3rfFEDzfpzjxEPUX/eUHax81jXBeObaw9gl+ZFdFNb\nvOxA/wpNcNrUepMDzKdfpo42GWzBa2HZxzrDC29do/zmB8pIxqfYDWBIC+zl2p9sFGXkufb35vOt\nUr3E5KbOUePxifsQ1oCVm6+JiMhv/r9fFxGRd56ordvsXbVNvPZnbvfhCecfbmQM1Bi/p/PXruj8\nZVuOqV77VF8DbP4UFnEHyjp3Hugz13ruxW3HCIQZ6zjWP9L5imHtWN2G1Z4XU07dNTXt1Y+0T9Vj\nXZPhlNHNzvIwea4+ct/9SO0LN2Y6ntYTRFr3tOyNP/GsFXFWYP492Dui28m+3oP1ymWtc/JI2+48\n0c8WCMlpPdXxtDAH7WeezdvJvBiXRU0bDAbDyw9jkA0Gg8FgMBgMBg9X42IRBhqiAFaT/Ak1vCIi\nAYIUwrzMrpD5pFtDKTJ5TZmaAMxQ2Fkr1Vso/RInJA0QBJJPETRADTCjpxv43mOQi7ahRS40zSgT\n4kQ9y6Lj+kJdMZhkMssBQi3EY0Lp5BEyxAJlOTcs62u36R5A5rtg6bNyvHboMaGCbpLdZGhGeqis\n2fmbONG/cFra2lnZYYDa0CIemAndodMtJ0Mw4Jif0St6f+oHOubptnakMXHs6fw6HCiOdTxjxC1X\nz9HXXMukFU97eqrfUZ96cVvfR2AQozGY+YpjYhcduEtswFnlWOd00dR6m2T5PMeByTXMNR0cECPd\nwn2Zd/X7Ss/pyhdwuphuaJ8qeB9NoVOF88Z01wVI1NHm/BruCyKsqUEe73B8zo2huq8BO937uobo\ndEHWtPkpdO2Rm7fmM62w81jZzQRBF/OOsrKtT+Bu4gWStHbd/fWRnSp7236qzhvVI+cc042gEcfc\nxifKznNnIcGuR151ayze17YZpNKGJjzaU9acvwt1b51nJ9qHxgPdddj4WOei8lzZ9SV0+fHElant\n627GvKlrJJ7iuUVdlZr2KQk9rgAa4mVdn4+1PR1HdKTtdB5jXT91c8AdmGC+kHDmmGWDwWAwvJww\nBtlgMBgMBoPBYPBwRQxypP62YCwXW8puJb6+k9pZ6H2pUy7+hx5c/r963lKmpnB9AJMXbsCBAL67\n4dDTEzfgHsHo5SK6GH7Bbe1bsHQsTwC/5ZyM9QDMUExGEvrprmNcg4yMNPo2gWfzJpwBLqYrdUjB\nJgfQIAfQBKdrytpFdODwmLZiPGQGMX/Bqteq955a4+U22Fq6gSAquf1E56T5xGm3o3PHhok4x4OY\nDDhY+7zm2NOwBx0vNOD1FpxKoFdtTMCAgq0TEUl4P+Ab3Xqk9YeDSXkc3rxR01xDfWsJ7jucG8gg\n5l6ZeANzOtU+kUnMoDOOD3qyimgKLS53B+B7HO9p/6NhC311biYRfIiTAcY+we7GAtp3rCWfCQ0x\nnirnlOsC18Qj7Xty4DTi2QXmGvelfog+4l7nbfg9Pz0qylQH0PDXdBzRDL7OA+wOoEyUOYY/GS5L\nc0CGnDsW1H2XtOi4pRHuRzCEbzV2cQLuggy9OHOsowCR6cmovCMi3u6Tawe+zViq9K2WFV1+7blz\n5eB6qp3B7WWBsw50f0EctjTd7lAA321+knJdo09kqIOZ59KD8xZ5veptbRkMBoPhZYUxyAaDwWAw\nGAwGg4crStKbS/7EJelVenSDcKwk/YczsLUhmK8MSXp+gh5RJOnRFxja4BD64ZBuEL6eGG4VKbSN\n9Dtm8lxwCk/bqZcIl5FdWpb6WKTU0W3CY50LvTDqZSJgCLcO6o0LzbCICFirlG0zSe/hM/2cmmTP\nO7lI0huWXTlexLgXwFzGn6EsdKpsfwnSe7Hm+TGH5fqYaJfVUMeGMqXRyDF76Y4y+WGNPsHwlO0o\nAzqHe0F14NZBhqS0cKZjnCLJLEFqHN0mfD1xDBYwbUO3vKXtJBMwyGDg86ork9P9A17Nc+xqLNrw\nYc6wRj0HiWUd6wv65EULjKRsoK6w1B+//PQamOqTAOPTcURwdmASoYhIeARHjQ3Uyz6AIR0i6bC9\ndBrkZHpdRETOX9F7dvaTeh+u/1NNIhwjrS6u3SjKHH8Z7gvP9LUGjfDJV8CqnmuZes9L0vsC1gTl\n8Ile23xfHTeO31FetdV12vrea/pvOl5UT3e1L3CxmG82SnWKiIRzrP2BPgsnX9I5aD3SdsjAT2+4\nOWhgl2bwNX3W4hGY3Zm6voR7+9qfL3aLMhUw06fvUNetn99+oGUmr2t7vuY9XOoOBT27QzxyrVz1\n16df0PF2a879o3ruxpjvX83PqsFgMBj+5cEYZIPBYDAYDAaDwYP9B9lgMBgMBoPBYPBwNXuBUSTB\nWqc4JJPzwIt30IYHxAQShAAH7xioEETYsk28yGQGjlC+QAs3HDor7NE8ayt+FmC7ujjcVtiv0VLN\nHdLKc0gDEECSz8qhGZSHBF23pVp8h0M+EceH/vPwUcnmjYEkDCChpAIWcWF8+XYEqDek3GO+EtRB\nmzyvbBEa0sGhMow9PVarsNk6JAt1L8RkWv5bKYckIKujXihglmtO/hEPy31ZrEEmQXkG5A151c0B\nDzwFU73v3MLnn2o8eOVLLCJIEFL0JaUyJGD9KJP4Nm967XQdkgrIJoo+cV14toPLJrbUaXFXQd84\nfw2sk7k7nMUwEV7LQ21RAuu2qa7ZZcvNQdxtl/q7avOWs2uxuyc5Dul1HiIm/K7Wm53pOq4/pbef\nG0/7kX7WfqZzXTnX9TfZ0nVRe4bDbOcuXKTz2As0EXcoMDtDUMgTlXpUDz35VACbt5b2NznU+ngY\ntYJ77Qe5FIfa8Np5oM969ByhNjgUWF96Nm+n2ofaJ5p3vfZQx5Ps6RykkCzVT7wAjyPIPFrax1Wb\nt1odwUHxi7gCnaekD5s8WNN1HuoCbD7xbN54KDdNJZibzZvBYDC87DAG2WAwGAwGg8Fg8HAlDHKe\nLjVIACxnuIY44ZljGDMcpMtx0I02azx0li9wLayhRDwLK3yXDmAxhYNvmShT5R/SI0NdMK1k1MA2\nko3mwTv/mvTo5PJ3fh1p6n0E5paHAhlHzRAQHBJ8oX3dosy8Zvsaoc3DgaxTRCTAYT/O3+p4LvXR\nQwSWNAWTRxa/0kffl64MmcKi7LQ8B4sOQjL63j2tglGFjVc8LJfJEbgQZK4dxg0HsOEjo7tEIEly\ngR0Fbzw57x0suhjkQZu3FyEZLMvj4kYC+pTjUFaaeIezUB8ZZPp8kSXmfAVesxHjkwMeMsSBT1iA\n0dYwmnk2Yjy0eK11qT4RkSUCSvLYuyc7eqjs5F2tJ/maspnBbT0Qd/E2GNipY1zPvqr/nm1o32qn\nOo7zr+kcN451R8QdgxM5fjcRH9hckXuf6eG/4y9pXa3n7qej/xrimluwYRtqJHv1XGuebsPmzcu/\nCeewIBxoX06+pn3tPNZ2aMc2uuF2LNawDprf0Of0ZKwH7LoNnZv60+ciItJ73T0/lR0dz+kX9X00\n1Tran2g7g7cQMpO4uQ5xS8dbsMdb6Fjb2CE5/grjqd3M1XqNYozZkR3SMxgMhpcdxiAbDAaDwWAw\nGAwerobqaDVk+de+VFglUdtaf+6YXTKQ1WNlVlPYesXH0D9Wy1ZhIiKjV5Rha/9Qww+ydTBuCGOY\n7yhbG3qG/YwDriMelvrUABrUOVig2p7TXVJjOnlFWbh4VA5LoNZ2dNcPCtHX+oGOkfrbgkMNGVfr\nRSb39FuyqIzkHbyr9lG1E20nXHjjwbzFYFZD2KAFZLPRj7zuMX/Qb17caZXajb7/mYiInH8ZFltz\nV6Z5CNYSLN1kR5m7ZY2WYFrm/B03B+2nsO7DPTv7nLKbaw90zudrsGPbdbZbo5uwFjtC/XUEkoz1\nldHTZJ9FRGro0/i69neyBSu1VF+rAy3js4DDXdivKcko3U+yUnvUOvss+vAm1t4Ko1s/pv0a1s6Z\nu6cTWM6lIDrnTYZKaJka2Fta04mI1DuqoSV7zkjroIi/Rl0dVyb5C91l2P3flDkePn1Ny3745yIi\n0n4GNtOzCHxzXy3gomMEqWAXYuP9m/r5J0/0Qk+/fu9/LQfG8NlYPlUrwjtgv7OBC+PYoHafet5n\narfGXZwGdnxCT8PP6GruIL01eks/f+/jUvMdbzwpdpfa/93XRESk/r6u5xTaZJ5R2P1DF52dP1FW\neeMvdczUvqefaNnOZ/Cm83YsaLPYuaN66+AZdnj6+pvx+md39MLDE9cOd8QWSwkW3o6WwWAwGF5K\nGINsMBgMBoPBYDB4uBoGOc0kHswKt4Fsqq9R3wvwIDk2VtYxZhQv42cR0hF6McuVHpwucNKd3/F9\nQhbQY1yJ8AL1Il5X4HzB2gMvnrqIsO0jnhgMNZlYxupWe47NInMbIpY2od4Wp+6pfQ09ljbuTcv9\nhb64eo4I2wtokGeelhcMXjSEs8airOEt3DTS6qUy1fNqqV66aKwypCKOOSZ7SYacry/SE6/qe4OV\n20A3BvHKsHxwyVWi3H7uS6L5b7o8kOhdGYdfhvUHYJnZl4ymHBzPXxEL7Mqs/B3pl2GgBgw0IkqS\nud7T8nsRkXCuk0oXi2KeMIAsYfuuoQB68qCuLCndOcjOcseiiD4XkcU6oqT7qHCBnZcNsPh0RvHO\nCsjOFrpCVpsDwDyCpQ19PT4i4TPsCoUNp7cWEQkYpd3w45zheEOGek2/i+KkPB4v2pyuOLN1LVvH\nd4yiL8KI2q4M3WUW6+j3hPXjt6NBVxsvNrpO5xGtJ6EzDZjlrIO+XnjjZIjQZCrB0rKmDQaD4WWH\nMcgGg8FgMBgMBoOHK2GQg2Uq0VFfJIav66bqIYOF8wONDlQnSD/VcEv9VotI5vFl3R55oOwcnsXw\nDRYwUeGwzCiLiCRge6XnaYxFCjeJCGwZfWVFRHIwUwl8WtmnAKxZBoeKxI9jposFxhg/Vp10vt4p\n9Sl+QdR0DlcJxmFX9tulPvusWQTmW/roL5wu8lV3DLh3lMZTB6N3eIbmta7t72if1j9wZSIvbtgf\nX07WHmx6w2NTwws4k6DtLcxXdKj3q3qCudg7Lsp0ztZKY+0uy7HERbuep3HY1/teOVaGP55qHdEM\nffoUmlPPZ7e5p8zhbB0R0MdafwqtdnKA+G2PQk4G0LhjnujSkezreJKzBsbt5qre1HaWXbC10KsH\n0MWHfZ2b6qHT3xaaYERy59TdY45r1/Tz2nNvjYIdnX3tdRERmW6CYQWrmb6putj40Pl7D29BF99W\nLXKlr2v1Alrrylu3tT+nbh1MbuHZBeO9bOj9bj7Rsc9uq568cuh2Rkav631e1vTa9TPUxzUK32dZ\neiztLdx3xEef3tVxbD5UR4ocbHe+43yZw4d7IiLSex2OJyPV7jc+wc7VZ4+0jHdPs7t6zQROGuFC\n+92CR7hswMWi4Z65cMwoeJ2E2duqX64+Us1x/56WbXnthD14mm9viDwoO4EYDAaD4eWDMcgGg8Fg\nMBgMBoOHK9Igp5L3BwWDF4EJI1Oqb/AZGdBzZfBSpslRb+kxoxGZVpQppJp9eOWC4ck87+RgBkcD\nJvatikyhFWSKnYg7SR/gZD7ZOspGycgGvcvOFzy9Xngkc+xMEfTT8eB/nNGLGaf8A7DDRZ8mbjxM\n4iOrnS9+TEpXeFn3GJ30S/XS33ne0Wvn6441q6yUp1sGGddCg5x6GmSwvBHmeNkCSzdRBnS+oUx/\nree0mmkbTCv1pJvlJLNCw11x6yBmil9Hy0429LsYnra1NWU3/fQ9pu4x3S1E/N6iBUeFWbPUrohz\nOOG6ohtLOFPGkH7IviQ5q+ln0024tFB7Th9kjNNPIIx62rdlF9pdaOm54Mbw7o0nDTcHbWVhl3W9\ndrwLfTw1tGg33egUZej2EU+wEwK99+Qa9MQf0Bt8VpSZbmjfyCBTs93Crgb1v+HMaZ3nLfoCow9d\nnS+uixSaXfF2YEKkLZJVnmxCDw0njAC/JXS7EXF64tmmjj0FY00NNHcfJtdd36jvH13TeWOSXht1\nLdexdrybyvTIyY5eE4+x89Ok/jtE3e6eJrmnrf+rhO0Gg8FgeClgDLLBYDAYDAaDweDB/oNsMBgM\nBoPBYDB4uBqJRZKI3LpebLkvsBWenLitTm6vRqc8oIRt2DNYKFGK4B1qW97UyFoerCtsolBXtolD\nYBMv/phb+IfY/ozKfwNkHRy08g4ZUXaR39IDPcEIEgdslYawolve3i6KcBs+vMC12OKm1RUPaTGo\nREQkhH1chAN8OYIHlncQ6HDeLLUrIpI1adUF+cWsHFNNSQelGFqhtr24q/2NT3Tegge6lU5HON96\nbNUqj/eSEgRa31FGISISDzB2yD7Sanmuw3nZIkzEWZuFONDJaOYIW+5Fu6lvDUfPOdwPWqkxVZnb\n256dHLffGdRSP8bcTymBQCVTbxIgsSjaQdhHNELUOSOnvb5lCQ9/4mAfpShYdzkkGL5lW9aul/pb\nRFjjfWWYoX13T7KeymUaj3TNbLyvoTYpAjfiNiQjI3eAcPMDXeuVHuKucb82P4DcAEE1vl/e2if4\njPZ+WL8pJFHtT7X98NTJjTqpWsNliAsPnx7oe8iCwotmaU5EnDQpw3re+EifgfxAD3RS9hTPneXh\nEmPdeF8PKjYfa18Z5EHrttYD1zce8NwMtI+UvqQnerCz+AFMLgftRGM9kBjMsVaeazvrH+n9q+yd\nu/HQrjIMiufBYDAYDC8vjEE2GAwGg8FgMBg8XA2DPJtL/uBJwf4meM3Gjs2iHVVOGy8wOMUhNxr3\ne1ZdEQ7fpWBaycWmPWWhw2O1Xco8BixEO0scTAt5yA3WXcERDv9MvBAT9JcHqnIylrRlY38ml63o\neAAuxCGqgNcwXtezbOO1PDjIsUefaowvD+3xIKOISFBRVjNdYaXIsPHwI6/z/x3/CIfzUJZlxje0\nzKDnWLNqt7wUkhFYaNh8pZjXaObmerauDFsN9mfja6gvUGZ/uKt1rnvM7vQabNfAqJ69o++rPfQZ\n9S+rjnGtd7TeWVfntKepxBKPcVgPh+j8MmlF/007tCXuw6Kl79st2Ht5LnyzNUZYS+naRbNbmova\nmpurJVjz4S18d4J4cjDTDTDKw5vu/nRhBTd4ReetiJrGsru4q+/Xms2izPrwrpZ5S/vd+2V9trb/\nWK3a0g2dg+nbbpdj/6e1n1s/0EFyjp//jL5//Tmi2s+cNdzR1/Xe0SqNkdk7e2rLdvgTOhfNw3ZR\nZnSd0eJaZju8JyIiCYJxFh3OvRe3/QzPDSzzDn5K+3Zv/6b4mG24g4pV/DYc/6w+p5WhjrneUIu7\n6NvKKB/89fWizNpnes3h13nwUT+/c6Bx3+M3db783QfuOgzuaHvdz9AewkwOv97A595uCp6XZDCX\n/MJs3gwGg+FlhzHIBoPBYDAYDAaDhythkHPJJV8unbUZYluDxDEsZEXDdWV3yJZGHTBW1JH6elUy\nxxvQAtYZF6s0UIY6A0+3nCIAhExyYS2V0xIO/Wg4ZorBHNRZFtG1KMNryVxrobDUttNUrvTJj+Rl\nTHQTOug1HXt6rGy6zzYXcwAWngw82eEgXcl19uYtgIVVenxcKhvfVdZMtrSPF3ecRnwyLv+tVD+C\nRVddX8e7OhfNZ66dWRc2a6ewzGqScdVlNUJz8dTZvNFiblnVMoO3oDW9gHXWGRhrT74+6yboCz54\nVS38JgMdV3+M773piyGPniOfY3JdX5cdvQfLBnYS6pdzt8OF9nG2naIO7DCAxKfVmYjH+r4OHTZC\nP2itFuR6v0Y33bw1oY8fvAItPR6TIir7HV3DvcCxtFmsGtqjb2qfHv7c/yQiIt/4qb+v49vSukY3\n3Hj+w3/j90RE5L/f+nkREamc6Dz9l7/yv4uIyH/z7N8REZGd5HZRpvIrWDMQqA+n2tdeX5nd2d/S\nZ+TsibOTa97Rz17b0HX84carIiJSO9Ky0y3a5rm+NZ/pjamdaT1/+9/8loiI/LOTb4qPyY4rs/7h\nDRER+dYv/dciIvLN+X+mdTzXhfHKkTLJ8jfOijLP7ulvx6/+wrdFROTpRH9/nuy9ISIiJ1+mfaFr\nM23oTe3e0/E8u6NhJVWcl3jtbz4QEZH3379blIkHsPk7r8risfEOBoPB8LLDfskNBoPBYDAYDAYP\nQZ5fZtD+RbFW382/ce8/kBwawQxOB/GRO02e18B8niHiF44UDAxhoEbguTGkN9TFIvz0iX7XQjws\ntcGIifWdHRgaECLOl/HXRbBHG8zx0akbAHXRu3qSPgDLXOgSEdzB/mh9+hL1hqXx0YWBgRdZ1Y0n\nhDtGwLhrjD1DTHARV8t4aRHJmozVHpfHyj6Tefc0yDyFX7iAIEY6e/BYREQe/4Ovi4jI1g8cbVY7\ndrpnLUTtLhwPEJbg60gZ3xz2tf6LL6ies/lUxzHbVBq4/qRflJntKmNYOdJrGFNcPdXdB7pC5LFj\nXCun2s5sW+9d71WdU+pj1z+CK0ji/t6bbOk1DKDoPFWGlzri5jPcC2/9j27CXaIIyYBe+aH2dXpN\nx1M5d+tt3tV5n7cZRAEHBGipq6fazmTHsej1Q+3vskXmG2sG622ypXPcfO7aSf7sI73mntLyhz+j\n93b7H/25trcLitwfz7vKuNYO9P6EA22X96nzvedaxAvNyV65IT4K942/+EDr+JIKwH0Xi+UuHDUa\nOp7Kh89K9QYtuFh4OyQMEeLO0vRnP699/ZMPSuPgLouIyPJQ2e2zX8f6/Z4+48Gexryn1FL/xOeK\nMozenrylDjXRBK4pf/qevu7oM18K94DbxuKGMscxo7iPlZlefOGejvOZY6r5G5Evl/Kn578p/cWx\npYUYDAbDSwxjkA0Gg8FgMBgMBg9X42KR5xJ4Lgt5CMcKz5FC6BABb1RpOQ2wiBS65Xzm2NNghjJk\nVIeIjwaTzPjj0GNcZVGOfJY5XqlFXq5od8WLkqZGmNG7KMPo6ZJXMH1iMcZgDAZpHbpRxEqHPkNP\n1pdR1tAts95gCma55rHBBPqdL6DzDlb+tlk4v9h8xSuZ7hx01mg/pJ7YuYyE52DJVmJyEzL6mJu4\n7zHi8JglU9h8qvc0OlB/2Nocc3HsmLYqWXnEdjcQZU0Wumg/drryoK99q8HDtpMoqxgutK7koF8a\nn4hIhJjmZKhrsb6vfayA5UwOHatN0DOCPseFx/GxXluHH244cPMWDeGJC//tcIq1hL6G6HvDWztk\nX8MGtO7VuNRuuNCeVPYdS5th/pfb+h3ZbfqHpzuqtY32Tooyiybm4zrmA2t8oAAAIABJREFUAnPN\nSOgly1Tdelu2y3Hb1JPXwf4u2/qajB0bPNuC5h3e01V6ClMvT/9yz9M46NLDXJ+beVvLNjq6ZgpH\nl3XHIIc4kzCH9n16Xeei0cNvCRjkYOHtwOB5TBFdTp13jPMMgrFnDSd6D+FTzrj1xTWto4LP52tw\nxOi7XYGQvzftpsjAs0YxGAwGw0sJY5ANBoPBYDAYDAYPV8MgzxeSPT8o3ibjrUuXpAeqE6Rvb0gP\nXmgcC1bVY5mkj6QsukxAtxjBlSE8UqYyuxh6DYFppbsE2WGmeEF6XNLsokz26KmWIZNMBhzfB/c9\nnS4Yo2Bbx7p8ticiIvFctY7p2XmpLhGREO4VOVw46C4hHz/UOtDXaHOjKBMgeTBDmUJzzORBpgpO\nXd/odxw91HuSnmtfopvqZVsZad/Tmrv92Q703Kg/Pr4QH9N7qjOtPXXM6/yOjj2+gAc0WNKsq+/n\nW8rw1YZT1zeOC04h4xt1jFnfV08ml/oWVZiyCHeJTlgaR7am85pVvDIjnY8K1td0R69ZglWlXnlZ\n9323wfqCgZxt6BpZNpBIOIKfdOz+riRTPN3Waxt7YIpppsxdA68MGfflbdUR51ybeOnf03XRXToX\nC7mmGt37f1efm7/3zT8SEZE/fqCuD4df08+b+67Mxr+v6/nTPdXZhsc6xz/xU5+IiMgPf+dtERHZ\nfN/t5uz9Kj2zMcctnccbmbb/6N/S6+qPd4oy2Zd0rXRbeu+e76q7Q+1M53F0Q+tKLrykQ3g/V3v6\nWevX9fk57LwiIs5HenDPzdu17+sa/c///m+IiMg/+Od/R0REOj9UF45bv6nt3f81xzrnIHPrn9Pn\naDrTedqpvSMiIudv6f1fOMtpSfBzssCRh8Wa1rv2sY4r/WWta/8D57dcP9JnNotF5v+z+SAbDAbD\nyw5jkA0Gg8FgMBgMBg/2H2SDwWAwGAwGg8HD1UgsgkAkiopwjAzyAj9qOqJdE6/p6VZ9jsNAlDMw\npENERBjYgcM58Q21slruqT1VEZpRCsnQ7ekMB2oKaykeYsMBolIMNuop2oYVGA8KUQ5w6WCcOGlF\ndE234SmtYFBJgDhmf8whbK9Wg0MiBCmkp+5QWxEeAilFEVPtS1H8cYpIiKCQHFHdbI8yl4Nf0639\n6ntejO952e4vGUGSgEuWNW03vufkMwxXaJzqnPbv6j1sHOmW9PCm9nmz7uKPR9dwzbEWPvpqjPb1\n+2iKQ2c1L2r6BJKHrtbXexeymbGupY33ELjiR01XdcyzTUhGhggx6WBL/zHmKPKDT3BgkFHTbVz7\nRNtZNBmL7UsF9HWIjIrasUoc4gkOQh6oLGBw1x3c2tzQts/fQIw4lzyqHd6jpZ47BLbzHZUx3PgD\nLfPbd9TKbOupPht3jnXeBq87icX9H6gl3K5mZEi1p+vtO/XXRUTkrX+C9fjp06JM+94XtCtY6vFI\n56T+2aGIiHS/r88g75+IyOREtQgXOBC39UTboR1eFXKq2bqbg7Xvq46B1nP3P69BJK/+JQ4mYr03\nDp0UivKe/+q7v6Jz8TuI0D5XGUh2rtKHeOICPLbe0748j/Q5jMd6v1ufqGVcHqk0IvIOB88QDNN/\nVftw+3cRZoM46f2uSiu2P3NlIkhtasczeTr0Dg0bDAaD4aWEMcgGg8FgMBgMBoOHq2GQK4kEd28W\nIRlpC9HGflAI7JTCc1hcIT66sGaiNVTiDrgsbinTGX9EmzL9/3x8U8MMsk1YRU0dm5rBbis6XAkK\nYdR0BzHPh57JPw/23dKDR8EYtm74mhZuyxve4TmwfdG5jiMHgxvsKsOaZy8ICllnf2HDBquz9A1l\n+qIzPbwVbTrWuQg+obUYmWPax9FequofOkRQyBs6T3EP1nqfPtL3n+ocbHz0gqAQMtRgVlMGheCA\n2qLtBYUclYNC8hBBIU90HLVz7bsfFBJNYZl1rNdci18cFJIljtnlwT0GhUiGoJBFOSgkqziGcoqg\nEEY+d55o/X9lUMgtMLb4iHPQfqBs5xRhH6WgkHWd99oZg0Jw0G9eDgoJF44NTno615sf4D5hjkPY\nvDX3ERSy7w43hj/8VERE1vq6Vo5/EzsWH/6ZtovdlXVY7ImIVBEPXTvQueYauvPbemgvOsIujhfO\ns/uHK/Z3+BM6va8HSa+vPMciIu3rCAqBjVzyEQ67wtIxgc1bs+Z2h3JYNvJw7q3fU6Y9+FDb4bqu\neUEhjGTf/B0NCul8qGMN9pTdZsz77X/m+kbLwbtDfbZDML3pxxoX3eE4vF2oJna5OvfBLp/h1B7C\nhW7O9SBhsud+Q3L8RkiWFkFABoPBYHh5YQyywWAwGAwGg8Hg4WoY5DSToD+UAGxtEXwx9HS+CN/I\nBqqlDGmtNgL7CNYm8MJF4lPoiaEXLv43T6s4ssOexVkEXW9+AZuyqGzaz1CRzIvXJYMcnmuZfFqO\nXc4RZhDVq96HeWmMBSvM/jOQxA9LYRwttM3sQ8Qo24FnV8f+MiCE/V3RHhe2b36fMT8xGNygh3Eh\nvCTGbfF1lwypIH0a4ruCYaX929gLS0EZRmPHY5RhoAYDG7w+RxPorhmoQRc8RgvPsXZyz0ptyfhm\n3Kcl9OqY8nB5WfOZjGDjVoRw4NqU42WAjGMOGQ/NkIy0Wv77kXMSekEUnI8lQjKiImoa145h3Td1\nDH80xLMAxjtCH4po85Vxizid/HJDtdWTbYTkYOciRyR5saMgIuNtzpN+l4ARH13TdpuMXffWznzT\nOwMgzp6uBk39YkvLVLx2yOwvwc5X9uCPBs1+0Ibm3nsWilnH8zm5puxzrV2Ok5c1p6kOYec43sGu\nwCYY/SHCRWBnuOy45zRAWM0ENny8L02eb+igvfhyuIcLTdH+R3jGp9e0/mjUcu0wMCjNLCjEYDAY\n/hWAMcgGg8FgMBgMBoOHq2GQs0zy0cixtc1yjKuISA6tcQbtIUMzyIwVrKrHNoanTk8p4gVebG+X\nPi9FK4MZLOKpyY6tMMlF9LQ4RwiytGR2GcaRFQyyx66R4aJDxL7qIBnGUTDYPisIrWdGphhMr4Dh\nzQaqh4w2XAABI57JYhfx1KtBIZ4rB+cyRj1k7aOu6jy3fqjjbTx2etOCAWcdYPZj3h+wjcHAY94x\nHl7b+FhdMqg9rZIBhXZTRCSBuwjL1DvQWE/AKPN7TxfLz6rQ0K4lev+jMeKvqQX1GMqKGp1IvUPd\nMnYOGmASqSv12mkM4VqCe5syPvpC574GxwVq0kVEIujio4nONXcDGO9NB5ba1OnX8+e6VhKEyqyu\nzSzS+5QcOi1tAC3u4U/qehu9DZ38bdWZn35d52TtwaQoc/qurr2Lu3DfONPX/jtk4lXjv/bIpWSc\nvAstPZb3HBLgVx5C+/yuzkl7z83b6edx9gAuLMlAdfiVvs7nhNrtC/dsL1rruFbv4fFXlBVu7ms7\nIbTcwztOu90Fy5v9lK7bfczTVlPnsQ6NMtloEZGL29rOxT0w7nNo0B9quMjwFR3gvOV+D6p9XSuL\npn529rbOyfrH+nr0Ve3HWsedFagfLzEHoaRnFhRiMBgMLzuMQTYYDAaDwWAwGDxcnQ9yUik0yBnc\nLAKPpSVTR69kiVeaps+vXy1PvVN/G6Is46njy3UFZK2ht82zsra5cMvwIqBzakDxXeGvjHrJBpbi\nqanNRb/pe1z0iTHSHoNcaLTRl8JnmQ4Y1Kn6jOJKmdV2Cw9ofz7pygEHjaI9jpm3xXNwKBjxHwcy\n+95p/+IzsqXQmhZ1UT/ttcPShXZ6uaJTXnXnEI815xqi9pnV8lq/DMcMDW0ItpntBWTmvSEGvhOI\nOJ0yXQmKe+vPFRjkYhx5WUdc1OWtg0Jvz/nx51REImic+b2ISI4dAnowRydYo2DXK/DejS4cu109\nVfac0cnVgV5TPYlQBkzyxD0L9MMOCq02ng2w5jV8X+n5ZcAgwzGEzDE9jiuIDY8v/Kh2jBWsffVM\nmeJ4oNeEU62/2nf3hGMdHytzu465qPSx/rBOKn03bzG8sedn0GPD+SRE/Hm1B51+6ljfSg/9X2LH\nhwY7A/YVjHx/ealMOo89Pb/BYDAYXlYYg2wwGAwGg8FgMHi4Ug0ymbGQ2lRPq0ldKlmeHLpY6ntz\nsnK5d3Ifp9bJtJKdY11k5fKRp4uFFyrrZX3UGRfMoad1zpfw4GV7qIPjoftDoSsWccwwmOJCpwx9\nMevyGdecemHqorO0VG8+wRxF3t8tTB6kNhfzFJBFh1NA7rOaqJfuFSn6RraZSWGVrkvSi5IVtw+O\nvaYMXoYUOTJv2k/cb/Q3o2czfZjhuBAPXDt5Cz7UuJfTDTCHcHSg60Nedf0J0e+soX2YbsLjGEl6\n8RlcEipuOXOu6UQQws1i0dLXGpxW/DJ0lSBzvGhpOxUuSbhAhC9g+OdIx6vQjQMMKHcf0jWn8w2h\nS8666oKQr8z9ZAs66YFzSYjAJqcgVLNtPBOVst512XE6+cUanEfA7HKnZN6lQwn6M3drZ9Gio4a+\nL1L+wMjP8X215frMa4rURcxbDFZ92cBaijwfZPQlwpwytTCrlH+S/HRE7goka3g+Y+j/6SOdcU15\nawck77zLsQaluhbN+FI7i472f4rkvyzG+quzDMZZd8/psuntWJQ3BAwGg8HwEsIYZIPBYDAYDAaD\nwYP9B9lgMBgMBoPBYPBwNRKLMJCgXisOihWxy36oBSzSgvnK1jDkDEF4uSsBQwMK2zVsgWPLvThU\ntXSHZYoDb4VkA/vILNPAPnDq5BJ5Gpa/WzkAl2HrNmi6bfLiQBi31Fes7QLE65YO3DGQZAFJB8M4\nWi30GXWWDh2uzCUP9q0c7PIDVorDeJjzEK8p5B9pBWW9KlYPFlHmQakCw198OUAw4/41ZBFx+e8t\n1ukf0lsNZKAcI/DCN0SkOMSl9UAmwzEX97RcxD8glyOyOoVUg7Zh4XLlcGDuSW0o6wjLMoMQwScZ\nopRL7XDMlNxgvhhT7ez4vPHgMGherKGwVG80Z2CJd+gQz0DzSMdx8Rz2e5Aq1U5gm3bubN7q+7qe\nG8c4nNfTso19bb96BunNyMlmGodl+cWyFpTaaR5qHbUjd+Cu0dF5W+DxSU4R7ANbPuatcA3pG8hV\nLibok9qtxbTJwxquVb3fhT7kS880VrtxpH2tnCJqHFKp2plrh8EgszUGhaD5PubtWJ/TtObaCbmu\nc0hC0P/kBHaGB/p5/citncoZJFBxWAp4MRgMBsPLCWOQDQaDwWAwGAwGD1fDIEsgEscFW5aHLzil\nQss0MmrBCttIdtC3hqM1Gxk9ss6sn2X8Q20rARqXmFYwmCV7L9pusX4y0mx3TgrJmy6yiAwpSSql\nPhXj9Njgok1azZEVJjP+ornhODhGMtKrbKrHVBdWaqs2eDiwuGiAGfcOwq0eFGP9OZm1Yh69dtJy\n22ThQsxTEaWcuINkPIRFFjUF0xvFZKwv9ydfqc8/UOVf6x+4SxtaP+OP4wkY5QraicsMuYibj9Wo\nabLBGWOrvYNx/CyrlBlr9p5We1nNlYkYD10pj4sLJEt4kMyfa2VFY1izxROMFWsoGmMdetZwyRjB\nHaMMrwhWGeEQ3QgHV72QmGRMVpvtoi8zxpQjQtuzhmP9QYa1jxhxPhsMgSmBuxxFvWDN+TwV4/LK\nYrcpGQZ4xUHISfkQbzkKXMvHE30+Y8SJczzBDO34VoSLtFRPseswQftjxq67vrGeYB5cigw3GAwG\nw8sHY5ANBoPBYDAYDAYPV8Mg57nIbOYsyCblIAwRKTSaeaE5xXcMteB1vmaXAQ2sN10JnpiX2SYR\nZz0m0Pn6DKFfJvd0yzn7Rns31ks96WpsdakPDLjgNSgzK7NaOp5ZqW9FmVm5T4Fn2cbSRRw2v1th\nqUp6VTJpk1mpLPvC4AOyqSIiUWVFG4xXhr4UmlpfqwzGOJpAU5uUmXayqr7uuGBFY7LOeJ1CK7y8\nzG6vMtJLMsjoyiUm1utvxmyPKtuDJR2YX99Sj/NBBjBDOwULjO/D5PJ4WC+ZaurWQ1r7Jd46pLYd\n/V1lrqn7zTz9La0TM7DaixYGX+yqYN3VXbDGool6wEhnYM2XzfIc+Wt0AcadGuSMGwjYhUhhbUbL\nMxHH6C/rQakP1M1nVfbRTUHxT6yDZaNsvxaszJGISISxLpu0hOP9Kf+MLZtemRmt5lbGTCtK3lvv\n/gScJ1jZkTWn5SHH6euWgxnGnGXlMB2DwWAwvJQwBtlgMBgMBoPBYPBwZQxyPl+IkB1uKUXlRzNn\n5z29lMxxUL4mLwI8HOuc4eQ8NcLZFGEc3TX9nCyTx7gGE3civ1QfmWWwwIGvDSY7i7IM/SgimnE6\nngElOmQwhBjr8vBYRERiOF2QjZaJK8OxZvyOIR8jPR2f4TVaX3MDYJgI2XPMk+9aoX1cXv43XosQ\nk446BXSeal3VUzdXAYMtGAE91L4E0Ktmawj46HmhLHQRQd8qh3AgQEBMfAGWbuTmIKK2GfVTR8qw\nCkYlh56eOER9CVjyOqJ+4zG0oog09rXBcU8/i8Z18UEGPJwykMSV4XzQNWPZQVw4XAkSOBUEY7eT\nEMIBogIWODnGvJG1P9dQkMTXLZ+cad/gfBKu6L/jDTguDL1o5q7eu9PPaT3Ja1pvfn1bm3lHnVCa\nB243ZfCmzu28G2N82s7wLX0mzo90rXY9Fr33Oll0DB1sbfeHO1rmDThW1N28nn8ODHJDr23ut7W9\nls7f+Lq+Uqss4ljnCsJQBm/rvdz4eFPHPoFbx91qUWZ9dk1ERLa+eCQiIif9HXyjc9P8TMcz3nLz\nOd7Wfw9e1fchfg42bum8XbyiZajL9/s5b+tczO/q/K0n+lz23tLr8tD1rXEChj0JJH28ouc3GAwG\nw0sHY5ANBoPBYDAYDAYPV8Mgx7GEO9uFa0Kh+/WYw+D2Db0Uuliym2R4ww68gGsujjbb1nzY8NGe\nfrC1oa9g4Mhghsl6USZH3HFwoox1WCMLiPboV8w6RCRqQqC4qfXEdAIgM433ebftxsP2Dk+0jrdA\nUWF8wU31as0bjmUKzpQRj9eU8Soipm/t6udgSskoi4gE6FtExq5gksu64sBj9OjqwbHSozl98ERE\nRJ79is5F97udokj9ZMW7Nde5oN4yXMDZoeLmoNbTMrUT7ePpF/TetZ9pH0c7uh66LbeTMLqh/24c\nav9PP6/zUzulCwjigyuO0Wsca5tkA3tv6+fhTMe52d2+VGbW1X9Pt7Xfjef6OaOUO08uexoPb1AL\nrO9T3LruA712vKXt1c/cXE3X9LPZBp0VwP6CnG8e6Zq9uOketc5NXevja0mpHbY7vo745abbSdj8\nQ2WMb/22rttHda03ePK+fn+sn2dgRkVEdr6l87b+Pp4F+BLHY11vW7/9mZY56xVldmtf1GmBVjca\nYzcCa2f3W7qWkjO3RtuP9TNGNDfua18CPP9rzzHOLbfewod6Q7hrc/2atlv77gNMhra/+cTFlLOf\n43+q1979A20n7OuuRgrWvn7u7k/7Pd3ZSUbKPicT7HJ9ouNZG+tzWrhqiEjW1jYvXtf7tP3P9Rnn\nzsjNXH/LGo8HRRn+RgT9izLzbzAYDIaXEsYgGwwGg8FgMBgMHq6GQV4uJTs5K7x6yWZSMywiEhwq\nq5Ku6HszanT5eTQsyoRghNL+oPSeOtyQGt6ZY2yCsbKYGVLjZMWTOQQ7mw49LS3cJCKws9m87Nta\ntDe7zAyRAQv2DvU9tcHUCvvaU1ybr7DnETyUszFYOd/5otBHI6mLjhr5CuPrjweI1pWBp7aZeubG\nJ0pZtp851qzSW5bKhjPMBVwmeMrf95gN5/rv+Fzr7zzSsdeOodXNdB1U9h3TFiyVlUtOkQy3qZrT\nSl/bj1Bn6rlYUBsczbTfiyY8bafQvO5BO+6VqZ9pfyc96G8vdDzzJljgIziHRG59FMl50CnT0aF2\nivs0jdFXtz6q59rmaKr3uXYOLfUUKW8nuC+ZY97rj8DoLtcwVpo/4yXSdhqenphrYnxPWdjZNhhL\nJDamYI79NMPRDThrTKEJPtdrx7twYbirGt7Yc13o7br1qtC+bHxUR516D5ren9aDO/rMLRB8WTuG\nXp2uKV3dFfAdKcKdLX0Fyzy8pRV2sYvDpMrFtmOdY5wfGN7T74av6fw1n2Dn6vFTHZe3kzC/pc/A\nZBt64ql+18bZgcUGzgz4vxMMR4yxC3FP+1Q90N+Ui9vw+563iiLJUO9VWK+I9K7IXt5gMBgM/9Jg\nDLLBYDAYDAaDweDB/oNsMBgMBoPBYDB4uJq9wCiUsNkoIo3THRyuG7gDNkLJA2QG4bZurQeQTxTS\nAd+yDQfswiqieSlJ2Nbt2RwH+8L+hWuHB/f4nodvGECAQ4CRt6Wa0/oNFm2Soa8ME7iAfRm2ZfVD\n7IfTku34VF+xdRzA3suXSwSUPMDyjmEfAQ8OwgIvWHPbyoU9HfvLvlLKQZmJb/OGa7It3RoOcKAv\nbOtW+/Zf6vvGZ+6gIg8gFXUwipcSEb56h5mKA4OQcDQZTAJ7vkZP5yZ/flgUqfS1DxnmtIPx0cpt\nNX5bRCSHfKR+pOtpa65yggjWdPEj1O9FWtO+rYYDVyGs2RhiEZ70L7VTreO0HNZicS0OV1Z4CNWz\n+0tg3Vc51XvGg3CFNAZz0bxwB0mzIz30VeOYeS+xVip9XSfJnrs/bHOyifAKKmowf6M7ujbbH7sD\nd3mgz8dwF2EctbLcaHRH56YRXXd9YyAMHsf5Gt7juWHITOZZw/GaJc/Xcs2vhH3Qwk9EZLGuaz5i\nyAumIGtrJYynXqy5A56c66yinRtf03rrh5A84HeidubW6LyD5x4fMQBFGPeNKVl03E9h5VzXfv1Y\n+zC+nuBzHqpkUIhbO5RYzDfqRSCLwWAwGF5e2C+5wWAwGAwGg8Hg4UoY5HyxlOXRiQRgOcPp9NI1\n6SnYMDCeDEsoInLBeuYeg5w9U3s3MkNFezx0xgN3fjgID68VzKoyOwwbETDWpaAQMF7LfTCROMwm\nYdnwP332/NK4QoSWpD1lJCO0u0Q7RV0iEqww4RwX6yULHKbeATweHJyWDwgG8zKznC/Kh+xERILH\nOn/pUNna+Loeyhpd59g3imt5OI4HxSqnmFvE+E53lPGrP3eHAefryvYlAxx4A3MWbipLPLmuDGXT\nCzVJEddLW7/eF5QtjWbacO1E60rrbu7ji0Wp/vO3GDyhdbVjtS0rxRJPdD6WbWX9Fs0WXnW+6jhI\nxuhkEWdlFyz1dbau/U6GOp54wgN43j1d6L8HryuD23wOBhSHHONj7eP8ZrcoU8F6nb6p94MHIMlm\n9l/VPnfbXvDJWHcmTr+sfft7v/jHIiLyR7/3DS1zT8c+WXf3dPuX9P4/+kzbmZzoNZ//2U9FROT+\n5A3tz8C1c/zXweBneJbrOo8bHyrLfPgzuk4aj90zOf2cstutto7raKRjrZ3pnI+u87CgZ0WIdVbr\n6Xx1f+FARETOn2tfI9yLizvu/mzl2of/4ud/S0RE/mH+t7Srsc79jQfa7t7PufGEcx1H/GVl1ocT\nvR+tPbV9O3sH8dXOXVJiHLicrSOCHst3WdfxzH9Wn+3DTbfTUztxB/bS9yxq2mAwGF52GINsMBgM\nBoPBYDB4uBIGOahVJXr1VckRmbuEjjA+dtrgiNrcU0ROt6Hnhfk/7ap8Znd5EzplmPqHrc1SuxkY\nnHDixVOj7egQWkxqTGk5hXaDY09/S9u1W8peBaMyA87Ag9QLYSh0ln3EQ28rc0fta7jcwXvP2moM\nXS8DQc6Vdc6+pExedOYs7opmmpjLFW0rbbAKeHZyDC1Y3NX+xrBUY1DI+LqGmjSdNFjiCzeHIiJp\nA3pP6Cxrx9rnRddRbVXEKjOoYfR5HXP9qd73ZMTIa8e4pk3Mz1Tbq/QRe30O3TRZ6LkbXzTS7xab\nyvpST0prLsZUB5473nRHGc7Jhva//QRzn+n76gl0xN40Tm5hTWIJxgiVaGA8s23omWeexrWL2OsJ\nglRqDMtB36CB9m3rsuuIUyYTTckuNOnNA52D5MLZvIXf/UhERN46uyciIv/4vZ8TEZGNP/gzERG5\nff8mBu52GkbP72gZjJWR3Cd//oqWeQ87F14wzVun3hoXkZxa47/4QERE3j55U+s6ddZ9y1ubGDts\n/d7/RMtCN91tMlbe04hjl4k7R9P+OyIi0v6WBp9w52Td0+Mzzv0f/cO/rX39S31+gqfKPi/xPL3y\nf2wVZaJzvXfTP4FuHcx++J3v6xx8D78pnn6dz3Z6XXXjIbXTaH/xoc5f5dkzV8QLRXp8ZkEhBoPB\n8LLDGGSDwWAwGAwGg8HD1bhYLJYi+0cF+5u0VY9H9wcRKZwBGNBBnXLGgAtod/1gjxgsKfW8Idkx\n6JZDMr+eq0DYx2l7aoDD8t8AAdorgkTE6Z4jnLqngwNB/W9JkQyWqYh8Rh0hQlKoM/YZcbK/DEfJ\nEDwSP1VminMReA4BwUW19J3vVlEalxf2QE11QtcFMGvUYyfMUPFYWp99FfHY7lT7T/1vPPLCK9hm\nwJhlhKMsy3rmwAteiVA+YOQ4qiBTSTbY58cDBHdQ11sEelAzTM22t3aSAeqhK8PK+NjnvOppkDEf\nbC+HBp07IxFCUorxiUgMlnzZwjVghdnXcKj3OvLitsOe3oC0DoaS/edLwklx3Q3xTDEopKdErmzD\nRWV5bQ3tuvVx/qayom2kelTPK/hc72n9UOuK91yZi9cQaMIdF/Rl/dMOvtfXesON5+IVRE039Nrt\nM2Vr6eiRdbXvmbdGwxmcVcC89t7Q+nY/w04TNPXLHafdjvCsnSvZLLWe1tvMVE8sOOdQ7ASISAXz\n3nsdEeBYdluf6Nynt69hnN4zByZ/uo3dqA19rWF99d7Q8a7FjqlOemCZ81zkwoJCDAaD4WWHMcgG\ng8FgMBgMBoOHIM9XqbV/cbQ2budf+qX/VFKwTf3XqKF013SeKKN/f7ThAAAgAElEQVTWfKTs2clX\nlYlqnIK9hd4zHju96mRHWZ/aiTJHjCw+/UllqKbr2l7zwDF69FOtjFDfUOujK8ICbFoycmUqPfid\n7lZL7S2b1Ksq7TR4zZ3CJ4s5RoTttb9UJuzwJ/SaziO4GExdO9N16GGfwssYjOQADFxzX9vtv+rY\nuRx/wrT2tT6ytIsmmF3Q2vHIzVsF0cz7P6+s4vpHYG1xq+vfVo0onTf0S7KW+Yvf09HDj7gG609P\nZrLmqygcRMRjwFccQuiA8kKGfKUvITx5i8juF5VB/SF0r2Tr2ZecHtSew0a+GiWOOooyixePrzQe\nz7Xkx30eNlSXXESLr1bF7yduZyR68zUREfnoP4F+eahzf+d3tU8Pf03H8eb/6Oq8/+8qk5rc1d2H\n6ZnOWzDFeKp6L5MzzzFkrHMdYajDN3Tt3P0/9f3RV3Q+m8/d78bJN7FDABuO27+FOvBMD29omY0P\nnQPK/jeV/aV2u/eOXrvxA8R79/R97w3Xt6338Hz8x/rDMhjoc7PxB3DC+BQ7M56byf5P6zNN3Tp3\nLDY/0A8YPe67ZWx+qN9V4ahy/9/T5/Han2q9J1+FVvyZK9PG71v/tUge/g//rUz2n5qVhcFgMLzE\nMAbZYDAYDAaDwWDwcCViuXCeSWNvKjn0nlmC0+xDxzY2n8Ht4VjdJdrP9JoqTnwHSM4KPP1vsIT/\n7BmYp9NzERFp7SkzWoHWr37kmL88Bns1hqcwtLRZTa+t1JXNYgqbiDvd30zBap1rXxPoLOku0fKc\nCKhTjad6TQJ2u/1E3zf3JhiPYw7jUbV0bQB3hxYYr8qhMmPtitNd0hu3djQujSeGn7Bgzvm5iEjQ\n1/62n+p46s/1fQ49dtDSzwPfPxqMKhniVaY3RPKY78dcsK9kY8m0Uo9dZRmvHbLBYFSjTqdUJl+p\ny/8u4FjhPU2teEpva0+DXLDbSF8LOXYyyhg7v9eugcUmU03f6rTMCq++13FAZ0utOOcT4/S16GSG\ni8+iMpserpXnRMQ9F/FAx5HWsP7gPlI9hi+xn9wIL2Myx8l5XCqbHGu7jUM3bwvId8m4hiOsTWhs\nozmen5lrJxxyN4Na8fJuUDIprxMRkWoPfRjTe1r7UB2A1cbOT3LhpdX1sbOTwTe6VynVkRzrOp/c\nc88P9fb0OebOT6WvA8xipOR5u13UtpOJTnp4HWcYn7YfOYJf4ilSEHu5BJeXh8FgMBheMhiDbDAY\nDAaDwWAweLD/IBsMBoPBYDAYDB6uJmo6CmTZTgpLKB4s4yEdEZH5Og7ADRH2wLNgkFZQKsBgDBGR\nya7+u32C/c/NddSL/d81bhm7bdhFW/9dh7QhbWObHNvnC8T3xkPvwBW+m6+77XYRkRzWT8FM5SDT\nTRcmwK3aGNuui91OaVwMkMi93XNGGGcdrS86vSjVG2J/27cRW7Z1jFkNbfMr/mlDO66mi/4NMZ5l\nDWNeh5zlYw2GOPqbGnSw+UPPQgt9KezP6uh/RdsPEbiQb6+5Ms/Uno6hD8vP3RMRkeTpqX7eQMhJ\n3+1fZ1uwNoMMJFtrld4HKONbtgUDWPMhGGZyHRIRyFxqD9GeZ4+3uKH9HK/rvLU+UWlPhiAXSn3E\nO+BHy6+ir7AZDDFOYcDHwB2ESzcuW5iJiIS4h8EYASjeug4RT13IiShVoRViQ+c+qrsyywePRETk\ntd/QNTLfwnP0vQ9FRORu+pZe+MNPizKvhm+hPq55HGJDfDgt9Ur97v1/7L1Jj21ZmiX0ne7299q1\n9pm93nv3CI+MyIxIMkkQVdQgQYIREhKUmDFghBjwCxjzB5giBgwQKkakElRSFSmSqmyDjEgPb5/7\n6603u317zmHwrbX3PtdeFEIyhAx9a2Ju957dnnNM/tZe31qwGuRcEBsuf6eFnY9O7uvvV77Ac+sb\nhJQwHOWXCArB3vY7OuciCNM4eIlgHexx9xkipr/R8I0SMpT7X3grtfxU78P2f/tTERE5OtXnLv3i\nB70AUpXmpZ/bw69gu9hGgS3GK79/KSIiNUhstoJAkuJSpVwRiiU/gG1d9Ezn1nn2SIc7vfJtUPDa\n2dmW7wf/imJOg8FgMNwJGINsMBgMBoPBYDAEuB0GORZZt2LJa/r/2yyIKeqeVctRNFVD4VuOgIay\nUQ2iKAPmkBZMZVPbkM3M0YYMabxMbrSpsV/2hx9rfM+iPRH/r4QVbN3iFQq5WBQ2099XrSBMAMwt\nC6HKpDon0uhF6teTLFnYB8Z4Wse4eu2qA7Y4CC1YN8EGw9aNs2bxHhnrsA2m7YIbnF0disKWW/i8\nG7DOZPLBhJJ5LzIWKCHuuefbkOHkClc9vU9pR9m6Avc6DorNcrSP8FkBdjNaINq661lTNzcUM+Yd\n7hfs13APah2yzn4Plj3td76FQjQw7Ix8jseYxyo8faieIMSw4UtQoLju0DIsYPi5noLhIggmwWlB\ngueaEds6Jvqd4hlBMRhZW54WRKtgL3BfGIOeotiUxYAJ7l8e7HWCiGT268JflmDNmecSFp8iBt0F\n34BxL1g8CRa4CAo8OY57dhgMw4JPFHaGRYfOEpDzRx/83Fn4BVZ3nBML7JLxotK/K94MikLLGfaN\nDD+epQJ7Qmu/OBinxPyjGoJveArAa8HEhwFFbFPOF5ViRIPBYDDcTRiDbDAYDAaDwWAwBLgVBjkq\nVItLe6TpHhjXpv//79YpomVhqVY+gi4R7Bn1kNRniog0L8DogelKTlQ3Ot8/0j6YTr0KQj9g60R9\najJFvDN0l9QMh0y1gBHMRmCorpQpylvahkxVDfppEZEYDCHZ3953E6xdNam1EWOXPZu0biGOeAj2\nDCxWfVgdd/ogHAdrn2F/uJ4mbh2YsTACmjrSeKVzoT1Wsa2/P/iTU92Dl29cm3xeDcmghVu6wQrW\nXge6WAZdgMlt/rne23ykmuMIFlr5OpjbS5wgIErY2cdthoxE/tnJEdARv9Bre9uqnSbLmF9eo4m/\np+3nqp3ttHUv87NzXQ9Y9JxzD8apnV3Iu8B1xse6b3kw1+x7aFtp1UaWlFpX7E0aWrnRDo92b1H1\n36kpNLu0rxMRSaCRffvHR5Vrj84f6+f/SLW694dBGMc/0M9mB7ovNUhzY04RU6qN/DOafaT7xtOO\n4RO96MGfah9XP1HtcPvYPy8nP/cBOiIiD3DqEM31vq8OtM/aD2fumvFP72Mc3acrRE3v/VqfUb4j\no/c6rk33S9X8vvh39DmoXemzeLSl42dvoSvf8Tr5a8zXHXNgqVu/0X5znCyM7/vnuvst9n2mc3j7\nx6qP3v8bbXP6O/pMdV97fXTzrT4jo8dtyf+pP2UxGAwGw92EMcgGg8FgMBgMBkOA22GQS2VxSzBh\nNM3PAhcLMroMx0jmVYaXjFuo76RThKv2Jxs3Y4wzDPuXvg3DSuIFGFywyzFos3ipbeKZdy+IwI7G\nOQW9RaUtdYtkyHVunAuFnNQXc51l5bpwntTfclyGMlArmgb7lkNs7JwP8NPJbalNDfcN/ZAF5N7H\nY9Vmrg6VYUsv265NXAQR0iISgdkl2xmLMmSs7A/nzwjmCGxtRK0mg0Kmvu/NmOWITg0cP4P+NnCF\nKDball26fZBVn1X2QkQkAgtbdltYO44W6tQR34ynZpsbn/P54PjhOG20IXu9ERAivMf1qr5Zr8Hz\nsBm4gr2PF56JpANE6xzuEuxupIxx8wyM9cQ7bDSuqlrY+hA66Q39OuOeRUSyCZ917a8JHTudRBoX\nCO+58vrb5hlTOPRHPACLzXATRpEH0dr1Czwj0EM3dtNKv/FohvGCIBc4ndTP9/Ad/s5c4lmiS8Y6\nOIVCbLzT6DMEBnPk+9Ssea4gpksJ7g/3lgFCzQtdb/3SnyTw1KbRzJyDicFgMBjuLoxBNhgMBoPB\nYDAYAtwOg7zKpXY8kpLayhQs09QzObXXqg8sr1XfV7+AbzB0fo4lDrSwTTpFoLK+uNI+0lG/8n12\n7pmpDAwy9Y/RDJXu9L8dgZFael1sNNb2jVfQToKpSsD6lWDpWi8DFhCs7GpfWUV6Aje3lPWrv1bB\nZxSMU/TAZgb+qSIirRe6J/GF/qxl1ehhEZEEXtBuPfApdgzyLIjbBlvaeaP6y+ytjlciZjk9Z/5u\nwKLDD5aaWUYmOwa5C7/fodfFxvCWLZdw36BmliwqmcOARXdRzGs6BWyjMzw7E4wbRDNH8Dem44Dj\nb9cbPr6Bi4XzsuXzlOn6IjDUMZnreqAX3XBfiJq6vniri/Fv+tuW0FvHu7rX9MOlFtk5HxSeeS+w\nxrjb3Zg/HFF6jAL3LG18oKzp+e/As/sAHsNfqnfz4H1de+fTx67N8R9hjhk07he6x8s9sKavdI87\nr/z9ufyMjhr6++xI92LrW/WAPvn9Otr4d+H852CmM2jRL1Szmw11jpMH2qbd9zrfwQeIo59o/yd/\nhBOlJWPkdQ+uP/DuH3tL9SNu/tv6rl18vYs+9Bnq/0t9j4e/63Xa1FAv8JhxXQ+nup/TI53bdN8/\nO91tnT9Pdi5/jPj6ld7jkz/Q37vP/D3tvNV+ZnuxrL8w3sFgMBjuOuwvucFgMBgMBoPBEOBWGOS8\nkcro0x0p0NvgffjuXvnuOx1lbFrPlXm6/kS1m61T6C2hz40XnhWcorK8/RrJc0hZG36gzNtsR5mc\n9qlns/IaK/ahU4ZemWl7qw58kod+nOxa5zJ5pIxQ81x/X8HFonGmbNbgY19RT330sqvjba+1Kv/y\nM11Pt7uDdXl2bomUv04b/sDQQQ8+1fW03+r4o0eB9hRbSIYqHa8q66HmOp379aRX2t/557pfO5my\njOlEx8teqVsD3SZEvCOEW19a1cXmF5f6eS3Y6+tBpU3c0PGoSc4vq0y5fkkBLPyB4S4ReuTebIM9\nBMucnGibgixtoG11c6E2GGywc7rgKQfmWNEtp56tFBERaFrJdjvHi8LPNQIznZ+eb8y5qPRJ9ltE\nJOnp6UlONn4zhQ9MdriuFHubTvTaxhf0StbTADq6ZCf+nnR/0D0YP0K/K23b+R6e3TCfmO/68VvH\nZHJx3+tcs/7eOiFL7J+X2hX2DbepdqknPvFcr6kNdbzs2M8teVz1u26/xL1F7QBdW9Jp4B8Nbf35\nM3230rnOO4NjTNHX97PznR9nhvTNOgwu3ONHB5lLOG00/XPdONF7lQ70/ie/o3+7UuizW2/12sa1\n1xo3zvV5WvQaTtttMBgMhrsLY5ANBoPBYDAYDIYA9j/IBoPBYDAYDAZDgFuRWCSTpfT+4qVICgnB\nSz3WTEb+WDm61GPP/FyP6nfHKklgAZzgyLtc+aPbrVfaDwuucsTb9nEEvdWBrRiK6nRFLPaaVfpl\nkVYLFlphhG2JfrfebmNOKj3I0IaFYzsX+34cHPuXkH3ImxMRETkc6rri82qxlohIG0V/BY77ZaXr\n2LnWoqASRYi7r3b8OCw8u8JxPI7qs6waFBIW3DEG+IgFfK9PK3Nefv5ERERq4dE+44ApZ1hsFLdx\n38JAERaVwWYthk1aBKuxaFsLrnIEbIjctHmLn+r5P4vp2H8UFOlx/yPIDNZPdb94hJ+8OrnRhkV+\ntHlLUWTI+xVd4B5kgawCz467tyiEpMUZ97oSf8wxd7VwlM+ii0pG4WK860Ml8nOVuKSH96pzwLj5\nESQEr3ywRomCxPq1XjP4CHZlsCTrPde9Lro+tGOJGsDmqT5D9UttM9bbL/2v9GfntS8+ZGAHg3RS\npDYnl1hX4mVGRIJrCqoUKGOAhVqyQIR21xe1NSDRyEb6Dlz8WJ+d+hVCYWD/WB966UNyhQLPDiQO\nP9Qr/cuzVyIiMvs3P3VtamNd8+RI94CFd7RsW7dU7sJiQRGRAtHbs0c9zBUWjig6puwptH0k1dC8\nyF2IkMFgMBjuLoxBNhgMBoPBYDAYAtwKg1w0M5l+ft+Z8Q8fa7fNi4AxQuFYA4VDox+pRVPzWOkn\nBl2EgRfjR8pWtZ9pmxSs8PQTLTqb7XGcnmuzRrw1i2YYsFHAOm3V0za1wOQ/HeocJk+1n/qFMnh5\nA9eeKXM1+LTv2rBIr8hQKIi42+uPdc3tE1h1BRZnOcIImm91nHik4w5+ggLGN9r//F79RpvWibZJ\nxjrvokYGGT+CfUtQXHT2c+2vD3ut7BT2dYilLge+SM/ZunF9YIwjQcEdC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Avs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\nB/u4Lir5zTcvAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f98066d6470>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pl.figure(1, figsize=(10, 10))\n",
+ "pl.subplot(2, 2, 1)\n",
+ "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.legend(loc=0)\n",
+ "pl.title('Source samples')\n",
+ "\n",
+ "pl.subplot(2, 2, 2)\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.legend(loc=0)\n",
+ "pl.title('Target samples')\n",
+ "\n",
+ "pl.subplot(2, 2, 3)\n",
+ "pl.imshow(M, interpolation='nearest')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Matrix of pairwise distances')\n",
+ "pl.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Fig 2 : plots optimal couplings for the different methods\n",
+ "---------------------------------------------------------\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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eNb6/H9bCZr+dtbVsiTSu1SQ979xK0o9RWQk4Niqflq1t1Wles64Ods+NSPUM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/fuNRPaq682k3jh3KN1CAKvoQPvgKsAlXEnyjd3oLs1NBXkGAcPGr/d5mYTbHDZZakpoOWnKvhV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K+OhleNxpZk1dQ75Yx9CgTMYUv6vHI4Bxc7MI4k7xn6K4Qb0cyXc5ti0WsU89JebpqVNFutyR\n9OVP2kTTLYvRopB5aNGmsjB/Hu3aTNb5n2AgWyZoPB5IR/rwjATwE6bRaAWKjMmRlPLp43GR8oTh\nJh3pRddncuiQmNNjMfHawYOC+W1qEgvg9esFSF64cEwveKOJS/KwhU1EqGZKcxDbKuLPW9Tma3lH\n+9lMnTq+8czgoJi7wSI00so3L19Ew2FNYCt3a8kprLzu2P7qljXagoew9Z1c9+BLgMSKK5axdavw\ng5YWwXo6ANixytxfmJgqAcJXm5vFI5cbD5YlqczmhsPgYitK5u9QlTgSNij1EP0pkmtG6biVaRTO\nXOF040yny6DY7y/PjW53GcA76SVW4iNkNT/9/fDyzneRzNi4lBBet8Hu3ouQbIua2G4iwT0k0zFG\nCzbptISiiOM2NIhFg3NPFAUkdRa4ZwHiGp96SvhtMChIyDlz/rLIp78agDyvroH+TIZRJcHq0B0s\nzr6NyzLXsMfcSo1b7Elce6/YKtnh3cLC/FJ6AttpQZkQsL665U4aI2cRG5rJc8UNeGoep3XfhTz0\nkMy9iGPc9ollvPSSYJNzOUH1V8rAjV9ZZrnlqmVYFnz+v1+hZnAODzwgJokLLxQ/eHW1yG2+5RaQ\nTAXThEcegZ/uWE3RmzpiUDVdhWPeF1vbwK1LfgJ2EjvxS352ho8f77j2uO/ra24Hn4DZto2d+CCY\nBwBrjHnKYSc/j+27Uqg4eN9VygUeGRGO0dkpGEAQ93jRIgFwKgt0jmajmSqeefHLbN15FWCTyjTh\ncmU5Z/5/43Fl2NF1Gc9s+gJe9yhnn21w1lkuIpGKcy6+gJ1bAdYIeC5G8r8fyw6wYYNgNIrFcl56\nMHjU0zhpR7CZtbUoYyh3bWQ18zPnMN2YT7M1mTaXVu6+JimkQj2ow17i9BOSTTDHM6WffeJOPCM1\nWJkGBnJu/se1inC8A0mayd2jvwOPzTcWvJfRUREAPB4xfvr6xNgqFkXw+c6Fb8fthn98dA1uLcDy\nWadhWXD3pm149DB794qAUlUlgJjD0p5S34SmiZ2NbdHxOAAAIABJREFUFTueIVfTV1KQGWc+a+Jz\nh5ltZbGTn+NHC9dj2wrF3ru4umEJ9x24YExyTTycNq9OcHVSTz77+/uxJZMVV72vtIiobPrhsGSO\nrnKl5JrDUIt0L/BY9+Ez78XjziOTF0Uy2kOQ6MJ0nUfeuoycNrXUxMRRFUmlyjrQsViZ6XJUOyrN\n6TyoaaAlOijqHrbtORfbUoiEh5BljZAnSV3VWqKhQ/QMLKKg1VCUTkMdAw4NDeI7ZAYxUrciGRvB\n3YId+CiS6xQOHRIMVG+vCMzvf78AaSft+M2tKDQEQ/Rl0ux37wbgtPwSLk1fzbCns5RKc+29d4If\n0vIgYStGKnSQJmpYOdbEyil0u3n/vVQPzkHL1rDR9RSuYoBAVyNVVW38e9ddeIph/vG0t3HokADL\nTvrPK6+IeHv22fDTDyxi1y646UWJnG+Q7198EZkMfPuJx7FNk2RSkFltbSL33dmJ6e+HjtoGikWR\nf/6Qeg+2Yk6McRIQOELb1sPMyt3Frxf9O1DEjv+aH5xWzb+9/GE2bhQLuI4OsRA/kjzZ9WM7xLdf\nteyIesOH/9/nE2O+qUkA2mRSxMrBQRjoz+AzbiHoCxEJZnG7srjUA8jDy5AC12NI8ylyAbruKhW0\nOjs+jtxbICB8Nhgsp14d3mXTKd4rxBegGyp7upsYSkwnFMridQ3jdSVpia6npqoL04rS038meaMN\nJShRXS0WybW1oKomdv5RzNwDong+cCW2950UiwrPPy8ansmy2OE566y/TPLprwYg/+3Z5/D0/m7y\nhs6Q2seq8ArOLC7llPx8fv1Life8p/ze3e5XCZkxLEnnaHong41b8IzWc0pxHnn/HobqX2HbtlOJ\nNk0lWbUXWRYr2dmzRVHfunVignj5ZTFor722sj2zMFmGmz41l95e+M1vRK7z/v0iXzUcFtsp114r\n2GuXSwSclq7z2XfKwxPO73gAq20lsUc+DnaO/vgMqsL7MfNVnKfLfOEXG9EtF9fNfW3NuKohsfJc\nu/aYX/faZh7Ezr9dsFCASy1wxpzbAB3yd2LlfAztv48dB7/Kjp0xBoYFhdvQYHP++VJJheRYoNjR\nnN6+/VZ6e8euIXqQefNcTIn9Awf65rJh23LS2QaqIl28fcl3mLdgMt7Y8nHHsbL/C+n/xNE+trVt\n7Nzew+PrvkYiIdPeLnLUD69SPmnHZ6c3NjOzppZXBwcomhobQk/Rp3dzZuF8hjY0s1Ea06PGxvbk\n6Zf3k5ZHCaEAdinYmCZgyhSjw6T7VGqsegxpF+nIfgxjJpFEByMN2+joENv8g4Pl1IK6OhF8e3vF\nc+3tYx2plDwFf5FJk8T7r144u5Qz19UlPhuJlNvGOsU1mQxE8x3oamZC4Qwcp8+O/gto68kXfAyn\nJuN15wglqpmSSvLFlS+CbPG5s4WsoJMn6GgsKwq4tCBYEgcOiEDmANLD5ZGcSnXn/1AGELo+1ghg\nuBfLehdIBmDS0bKWaGiQgjZINv8HdH0DOd6OVvSRzaZBakLxnUY0FqGqqtzprFgUCxMHIDspH4pS\nBvmSBLrny1gKtDbfgyxZeDwmAfdmvO4MmhEimZmCaXpBjhCtmU59fVmW0dJ7sBLXIFkFFCWLVNhM\ncngzz7x8K9t31guVj7eL/M832nzorWr/vOQ8/uHx1RQMg/2e3Qy4DnJW/gI60gtZuVIoPWEDMnS5\nO2nQW6hsflTJFNoui5HYPtyZVhrsSWRjB3EZQfbsAVc2TDGSoq1NAMLaWrGYjcfLGv65nEi/mD4d\nrPU6/lwdbrd479cuvrikdZxMis/W14uFraOaMjwsxnhfH1RJs4m3vDzheo/LX7WtMPptoEDf0ClU\nhbuRMlHOzvpY+eJussE+vnfqUoaHx2sKO2NQ1UXOcio1UfrM8ctK7d9KlQkHNEciAiyPxl/lUGIG\nxeIcNMNP0D/IzLY/4POMYKcewjDWktMfpsB7yKf3YtlBZM9CApFp1NaKHR5ZLi+WnXnAWWBXykLK\nMtj+zyKZ0FB7C9HwVvzhGYTlJ3G7MxS0KJncJEDFslXC1UuI1QqM43KBZdlYIzdiF9ciSxlk2cQY\neYUte7Ks3fx+8nmJefNEGquTc/2XaJJduYw5hp1++un2xo0b38TTeW3bNjjA99c+w8sD/dT4A3z6\n9LNY6J/FAw9IJJNi1XnhhXDDg8fHit5w+8Po7gwr37eMa++5k0n7l+LL1PJw6DZOmewdd4x4XOQn\n7xzL2AiH4cMfFivXI1kyKRQzCgUwZZ3Bhi38/GNnIEmCOb3jThtL1lEsN3FlgKEZTx23rJtjdm4l\n9ug3sW2bf/v1RnTTS11sJ/3xOcd9jDfL/N44f3/DIvqG5tLZdSk7ui4hkRJtayfVb2JG22PMaHuG\nWHUVuM4AfQOoU5ACH0JSx2v0jYyIPK/t28e27RCs0qxZMKPxi9g2rN+6lK07L8EwfExpep6z591C\nR+szSL6rkKPfGXc82xrFHlyMo7Cx/9DpPL3p8+w/dDbVVUkue1uUjo4/31aPJEmbbNs+/Y0e58/t\nr3ld5z/Xv8C9ndswLYu3dUzjs6ctYfPzfjo7Bfh529vGdlfuvwvJlvjte68uBQ6HIXW0hG+44x4k\nS+a311/JB+67C/9IPVp/NQMcpHqOSMG65V3L6O0da2c8xoj09goAF4uJrffGRsEyO687TUCGhwW7\n+nK8Cz2Y4hPnzC915br/2b24bT9FJArkybVtwQpoJ+avdh57YD5g89T6j7Kz+xKmNL/Agb4zKRgK\nPYV6LNnizNaWcTJltg3PHdgH2BhpHy48eCUFW7JpjsbGSUM5n3P+rgTNlQ8AK/c7dF2hqPswLTcd\nrc9QFT5EvhBFMwIYphdFsVGVItHwfiKBYfy+HEXXxylkdlMsejCUxUiuhciyICKcXGMHiDvB3qlq\n13Ug9z/IdgqkDDI53C4TG9AML4rsombKP9DYFBinJW0l/wEKa1CUIplshI3bl7O5czkgcebZURYt\nko6sl/wnsj+Gz/65/RXgia59/OiF5+gZTTE1VsUXF51LKNXKE0+I32HxYpEm8YEHjh5jnYWtacJH\n7noQy59n5VXLuO62e6npn8twJscG/1Oc3t4INvz0/GUkEsJHndSLXE7M8RdcINJk9u4Vz02ZIhZm\n8bjw172iNxar+p8Dt8XXL16KYYg6hD9s7sLEhxs329lMdE78qOd8NLOSN0JhFYOJydy26hf4fXHc\nriy6EabHVSCOykcWnAGMjxe/fGkdAIPDFq1GBz63WPhPra6esJh1/Lby7yM90DdSyHaRzdVQ1MLI\nSoHW+k0UtQCSbOJWsvh8GdxujZBvgEBgEK9Hw1TeTlHzU8glKNozsdVzkRSxlaqqItXCmWudlC6H\nSdZ1UPL/iSybWPogpiUhyTYuJY9lyUiSTKDmchonn0cgUF6QG/ktMPJxJCmLLBts33sxz2/9DInU\nFFpbDS6+JPJnJZ+O11//ahhkgNl19ax479UTnv/UpwR4ffFFIbPijVRR8CeOeTzdU1FMI0HfpHU0\n77yY0wpLyDJ+oqquFlt3+/aV85F/+tNyI44bL/g6AP/x5DcBAZw/9jFRnJcryjQeOoMVK0QC+owZ\n0N+8gcaDZ1KkQLVZjzbSRqqq68RuiJUELNLZWixbIeQfQDPK1SgOIOjoEHm8lbmTH/zdPUimitU1\nBY/tpdYTQTHdTPJXUyiUK9CPZpIkAqHX6zyKeKVn8LhSaIaPVLqJH/5qE5oRAmyqI3s5/4z/x8y2\nR6mOdpcnEx3QNwMG6Juw86sg9jMSmSUlUNzfL97a1CT0EGfOFNe2bx/8/sV/Z88eUJQis6c+RMAX\np6f/dNonrUWSLDAmMgfoL1PUo2za9i5e2PpRcoVq/N4R3r7kG5w2dz+uul+f2O9w0o5oPpeLLy1e\nypcWLx33/DvfKfL1HntM7KacfTZgS9iyNUED1MlltSzAY2Hbphg7EuRig6QGLOrtJoxcHnwabndZ\nY7m/X3yurU2wTYODIgjn83D7l74Dlsn3Vn8Nv18E4e7uMVWGATd2OsTwcLmrVSESR026MQEXbkKj\nk0j59p3YDbHz2LaErnvIaz5sbKrC3dTFdpPRopwR/kZJpN/tLrd2VhR4MLsbyZaIZ1z47TAN/iAS\nMg0NsdIiopKVqmSiLGs8MC5xIlY9hpnCBmxbYse+SzFMN7YNPtcoc6b/nqB3gEAgiW7IZPNBUpk6\nbPtJZKmIy5XB71qPos7GXfUVZFnCNMtAWNPGt/MtaSarH8el3YxLGmRktIm+oblURfcwq/1ZGmq6\n8TUvR1I7xrWaLYxupm/wVDZsW86+3sXYSMyf8QjnLbyZSNtdSEr16x2mJ63CLmxr58K29gnPT5ki\nFJ+eekqAUpcVRB8rRD+SlRa3nnKaoO01SFbvRc1MZoo2HRgFSfheKCT8NRAQbPD27WJhe//9AiT/\n8jPfQo21c80/L6e1tVyQaxgi5rszYfJV/RSL4rvnzIE1O7IUcjoyMZppp6jlMdy5E7of6ZTOjt3X\ns2v/eciyjVvNEvAlyeQUprlncmZ1NZYlmO1YrOxv+Z1xJBuG1QJey0u9NwxIxGLV48a1s+NSGWsP\n70rppD9oxWlYegDQkSUD0/Ky68AFaEU3lu2hvraTiDZAwN+PJAXJ5H24VAXTPiD6ubpSBD2v4FHv\nwFXzQ1xe0XI4lyvXN1QW/7pcY7nL0uexi6+gmg+gGRIDw6dgGAFOm/kA9dU7iNQGUQLnAWVCQ89u\nJJmo4dW9H2TrzveSL9ZQX72Xqy7+Ah0zT0MO/fG73r0Z9lfFIB/L9u2DBx8UOW/nnCN0i09U1udD\nt61Gd2W57Zqjd1KyLDFRPPeccIipU2HLb3+IrWdLABlEvpYnH6V57/noUhGv5EOyJd5xmcqPe+6k\nKj6duv75jMojBO0Q3VMf5zfXT2zzfDSztU3YIx/hwSf/hVd2v5tPXv0uqqPd9I200zvyP+ztbqGr\nSwx4VS136eroEM7snCNMXFVX5hzm8+P/zcVvJV8IUpTeUyrgSSYhPVpA090ICZejmySZNNRs52NX\nlu+xbcNgYho7uy+hs+tdDMYFizxpUlnBIhoV5/TyyyLlZWhITJIL5o+gaLeycdsyMrk6Jje9yHsv\n/CKhwCCo05HHWk7btgBBmzeOsL0ziGW7AJvJjet578VfIORPgPedyNEfHfdv8GbY/xUG+ViWy4nc\n0Z07BVt02WUiWFYyMU4AMYzxAvoOq3LdHXeiFgP89oPvKn3GmdJ0XbBRmYw4Zn+/AMqmCXsefxAz\n/grfefgrpdzf6+6+CzUXoLC/jhBRfBENWZW4as4sbut8HqmgYI3WAhKeqgyF8DD/+8ELjutahTC/\njTFwOcmUxKbt76et+XlmdzyGbii80H8WsyffUlKfcHSFPZ5yRbvPBx96cKxG4splpTxgpxGIw9zp\nehmgOo/c4I/JFQIY7o9TKIzpnaZGyGW6KWpebFtFwkaWTJB0XOooTXW7KBQD5AsxNMPPrPaHaKzb\nTdAbR1FNdM2NLMsYdhDT921sdXbp3J3gL0llDeN8vlyNnxl+kKF4FUUjgN+dYvbUVSyYvQpJ8kH1\nvRh2R6lZS28vdO1ax8GBaRhmkJC/h4vP/g/mTHsccCPVrUeS/7wyFf9XGOTXMkcH/sknxd9LloiU\nFkcV5fD3VgKtyrSXG37zKLp/lJVXT4w5yaRghg1DzNVO++LEjucpdj/Np27+J1IpQZbU18P1d9+N\nf7ie/HCMJINUTU/jKYaRbAXD1kkdCFJNLRIm3iqNH31yzjFzXW1b7Ch1dkLvgYPI5j7qqrczpWkt\nbc3rsG2JwZEpDBv30tcfIJEQn/F6y1KzjY3i72vvvRMsuHVMFvLwor3Kv506Ak0DbfirZPMhRvQv\nkUo5i04LI/c8WlFH190YlheQQbLAtqiv6kQzAmSyNWiGj5D/IAtmPoLfN4zPmwRMJMmNbrrR7aUQ\n+nJpfnDmD8cyGYGjnLnWKO4hGe8mm40iqToNsR28bckPUFUbfO/HDn6z1Ayopwd6uveyf79KJt+I\nRJE5p6zi8qXfRlFUpPCXkfzXndDY+2Pb/0kG+VjW3i7Y5DVrRE7trl2C4W1qOv5jFL2pY75HlkUq\nx9y5cNOPM+zZE8B/5hfYee+PJzDJRV+SJ4L3o+CirclNw6HTWb26kVb/hfQ1r2f3aD/9ag9X5JbT\n3HMOmnaU1qpHMtcCDiauY+vO97Ho1F9QHe0GfDQ2tNM0YxJnnSOCkyNg7jxAAJGODvBn6sj7hycc\n2mmX63aL4FxpVnw1muZhb+I9vPRSmXkTWjkSbleetuYXaW18gYbq7UiSTb4YoVCMkC9GSGdr0Q0/\n619Zzv6+Mzg4OJ9Mtg4bBbBoaXiJyy4dZeascKmoLp0WYGrTJhFoHTmYYhGefz5KJvM5AYwv+num\nNK0fO1Mv+K4imYSXXriXrZ3nkkrXAVFAYkrz87zz3K9SFektvV/yf+A4b/5Je6Pm94vfsJJNXrxY\niOyr6sS8WieX1dnGsyyQVBnDlRv3WqWUUlubCLqHDomA+odbHkKJTUUPTGM0YfGVd34bbIt/e/xr\nINsYoQybvTtpKXTQUgVerVqoaehV6J4cvRxARaZJCeDN1BCPC4b5aFYJ8G1bQon+E13bX8TvS9LR\n+izgwuXycd78byGNzcZOcY1Tde6ABo8HfLk6dDU7bp4oVYiPFec5ovqVChaGay/xkRr6s2N6sVmw\niBGukvEpr+KWu5HlYRRE9aRmhyjkI+h6AFUt4HPFAZ2B+FS2Jd7OyGgLbjXDWafeiY1FUd+O7Z49\nTmc1lys3HQBxvsWiWNhqhYWEg5uZ1noXs6Y+hixbFLQQBW0aWW0q/ft+wVCiiUT2XQwMQC63kKC/\nj4vO/CZzT3l0DJC5wXvxnx0cv1VMkoR+8ZQp8OijooB9716hI+90wRzfdOrIOxh68MiypU7Rp9M1\ns70dnvrtA7gnLUKumoNtx7j5b3+K7A6y7KsfFjFHscnV9dM93E9aTRJRo+SUYdx6EJcWYNDbQ76Q\nRQoWmK7NZOtWUVt0pPQ5yxI1CDt2iB0ojwfmzKuhNfxPmPoIIX8vsmxj214aJl9FYyDA3HliTA8M\nUCo47OoS115VBaFkCwXvyLi85GNZOg1Zw0c6EyOtVbLLMrbrbDzqbsLKbtxSHEXNoqqCpTcMDy6j\niM+TpKh5iAQGyBb8HBi4gESyjUyuivkz7iIWGcQ092DK5V0mEN/jyL/penlhI5QvWvHIu5nVvoY5\n0x4iHIqj6X4yo/XktasZ2nYTQ/Em4tkrGRmB4eF2sHOcNv1OLl70Y7ye9NiP7ALvxCYrf6n2f4pB\nrrTdu0UqRCYjqiSXLq1oU/hHtBsv/g7+udejRqdwaP1qgrkXACYwyUCp0nfrVgHiDQMOVW8hUbOL\n7yy4hhUrxARUWXD4Wmbb8Mtf2oymCnz6+s/hcReR/FeB93IkaeLF2rZw/N27hQSWA2xdLjEZdXQI\nhrlS6QHANgews7+E3F3ki7U8/sIn2LrrKmy7/B1VVYLpnT7dUaAoog99jOEhjYF4G0OJmQzG2xlM\nnEI6d3jykU3IP8CcjlWcNe83hAIjSHUvIskhDh0SqTPbtglnnjFDCP4PDYlFUCYjKojPW9LF5NBV\nYJtAAd2I0Xngg2zd/Td0d8uAhdtVRNN9NDXBZZcMMCnwQbD6AVl8LvRl5MDxK4C8WfZWYZArLZsV\nIHnPHjF+Lr1UjKlKwOvIiTl+fDjr4Vhlzq1jhiEKdm764j2guBnNBTF1nbC9E7uQ4vtr/qUU4B1t\n8tuvXFYq0OvuFsHj4R07sNB536lzsSwB+s44Y2LBbiUj5GgGq6pgtF99OcGcqStoiK1F8Z2GFPgw\nknKYFtWYOfrI2az4fqe4xskdDIfFo3JRXShY6JnVWLmHwNhDNt/C0+uvIlcIY0tRvJ4MwdjZRCLj\nFyKKtRE9/QR5LYRueJEwcLtG8bgyFI0oo6NN5LQYkm3i8SSoje6hrWUruUItmnw1pnphqU33yEi5\n8YDTsCSbFeDf74fWVo3WyI1g7KKgudCKVYzm6okX/p7RbCPF9FqGR5qIJ9vweGDxYovTZ3wPl74S\nJI8oBnYvRIreNKFL5p/D3goMcqXZtmjC8tRTYuwsXSp2+cpavWUfcKQBT7SmI5WC73xkBZLqo+Ca\niq+mCWv/o5jJLv72N99kaEgQPZMmwfL7yjsrju8Xi/DJux5HMdx8bsFSkknhy6edNl7lpFAQMXHn\nznKrbEdzX5ZhJJFF1h4g4rkfpCqkwA3gXly6xsPvi9P8o69P+IFllZV1HHbZkaZzzNJ2MtJ3N8MD\nfRS1GrbtPZVcrhpF9qOoJq7A2SXpR7d7TFNcSWKmf01RVzF1F6YlI6sFXLKObnjJFqrI5WoxkXCr\nWYKeg0yb/Cxut0len4zh/2GpaM/pdqnr4viOnnqhIL6rrg4mNzyOu/g9CnqYQtFPrlBNMv9ukvmL\n0dNPkUxX0x+fi66L+3fBuVupkj4BON1FXUjRnyJ5zjqxgfAm2PH66/9ZgAxisK9eLbaFGhoE8Hwz\nEsNNE772mU24Gxcyb56QgasE40dKY0inhczbjh2Q98X5+w9Vs23jfTyz4Ur6mteRinUfs5jgpZdE\nSsl73yu2uk7UNE0EfodZTo2R53V1ZbDc3NjH4O4vsefAQvYcWMLBwfnYtoKiFGhp3MO86c8xbf4n\n0XWxih4cHJOkGYB43Ma2xSwgyxY+r4mua2h6ADBpaXiJOR0PMaNtDUG/0/LTheVayq6Bn7NundgS\nd7vFpLZwoUijee65MjA+/3zBaABYZobefevY8koD23ZOR9NUYuEBpk7ewsZXLiMSPMiF5/yO2dNe\nRKlZgW3bYOwAaxRcc5FkP7Z5EAqPYlt5JO9FSK5ZJ35j36C9FQEyiODS2SmYKcMQW7jz55dZ5MqC\nvQn5tEzcvoSJxWnptAhet/zrw0guP1d88gJaWgQL7HSWu/6+8Z21HC3gnh74ye9fQS36WNzSIZpP\nFFZRX3uIHw1FQRKg2klzcJhUh4nRdaGIEwgIUH0irJJjxWJFStNYQINyznIgAK7Ct7AK6zFNA8N0\nU9CCbHjlavzeYSIRDx63DoGPjpORc1KqTDONZHajyAayexJ2fi2FfBLD9OJ2Z4gFdxOL7keSIZtt\nQDO9KJIKgS+SyUUZHRXnqCjlxiUOwFdVsehpaipXuudHd5BM9jGarkczO5D1x4lFhtmybT7xVBsL\nZj/HOQtWEZn8c/FbmHEwdoHSjKS2YttFKPwe29iDpE4D76UlDec/pb3VALJjIyMixvb0CJLFkcR0\nfMnJa60sID0Rc7SNf/KFu1CrZzBz8TwWLBBESV+fSJuKxeArm+4CbG5/37JSWgAIrWNV9/EvC9/N\n8DAM9vwe21a4z8qBBJ9pu5x9+8Q5NjUJYNfYWD5PR189Gp2YrlmpbXykeQeELxw6VD5Xp5FOTY34\nnro6MIuvkOj5FaYl43WniAS72d29hIFEG25fBI9q4Aq/rzSfOKyv2B0ykO39yHYSlCok8hi59Zim\niizrREM9VEX24HenyRRqKBRDmFYAxXc+mnwRiYTwT8sS84cjOuA0A/L7y9rmpgm6Ficd72Q04yan\ndyBp6wkFkuQyada/eh2NdT1ctPgu2uZ+bey+GKCP1QG55iFJKra+DbvwBJLsA+87kJQT2OL/I9lJ\ngFxhO3aIph/5PJx3ngi8f2wpoBsv+DruyUvxtl3ElCmi4cjhrNLhZtuiGOGRR4QTLjn9Hvb3zqSr\nbzrdUx/jN9cffSuiUICbbhIB58MffuOKC7YttnGdlXRPj+PwFk5OcX1VJ22T1hIN9WJZboYKX2Zw\nUBZbplr5WLGYcHyfTwTGvj4x0cgytLVZzJq+n+kdg/gicyH9Q8jfA5KbQsHLlt2fZMO25SSTMtGo\n0EecO1d0Rlu7VoCCw4FxOi1Y+S1bBEPgcgk2e/58aAl+AEmy6dwZpaP1aVw+IXt3pJbaVu5+GP3a\n2DWbgBv81yCHv/rGbu4J2lsVIDuWyYgdlq4uIcB/ySWC1XECLpSD1ZEE+GGiVJJjzrbvl99zM3Ko\nifM/8G58PsEWNTSUg7jDQleaww45bWWzWQgoa0D28EgW8tFBfn35NaUA7RTYOdbZKT63aJEAEa8H\nIFeappXb+o6MQC5+L4ZpITOA3zOMLBUwTRXD9KGbYUyrDimwrPS9Ho84h0pmvnLh4ShRuJQ44cBB\nvME6tHyKQnIl2CaypKPpfpLaB8kVJ5fyTZ3uhY7msq6LIixHz9j5jVMpEYhNU8wVNTXQ6Pscfl+a\n/v40LiVPXUM1smwf0V9tcwA7fjXYo2DnQPKDFEGqvhtJqXv9N/Z12FsVIIMYJ5s3iz4Bqipi7LRp\n5fHv7PQ4ub+vJ1Z98bJ/Qw42cs4HlpNMivl94UKxk3jwoBhXU6ZMVGxxzDQFGdSzcwV7e05j10gj\ntmowv6me9nYBuA9XpDIM4e/OwvNIdvj8c7QFuvP88LCIh729MHCwE93woCo5aqIvUxPdgapmSWea\nyBWqMa0wsv/K0mLDYecdGTa3u1zE5/i0YYBEnoBvH/6AjGG2kkv8Fks7iCzLSGaRUf1cRrV3oGky\nqiqurapqjC0fET7pconnYjHxnY6U4+homaSoroYG/z8SCQ6DvoFd+y9g5vQkimId2V9tGzv9bcjd\njWCVFUCG8L8i+49z2/yPZCcB8mGWywkgum2bWCm+5z1iZfTHtq1bBatbXQ37HvwRdjE1Lt3iSJbu\n/RRrnvkA23afQ21sJ8lsLW5Pis0tm7DlIwicIwDEiy+K7n+NjW/snG1bOK3Tfay319kWLuBWsxS1\nAKY1Ee37fCb19Qp1dZQemiZAdmencCZZFkWMTvqFzwe22Q9GF6iTkZQm4kNx1q8rsOWVRjRNZvJk\nAYynThWg97nnhHO2tpaBsWkKIL9li8iDs23luUOrAAAgAElEQVTx+vz54rs8h7UOdTrvHclxAWxr\nBHtwKY70W8VVIlX9Csm98I3d5BOwtzpABvF7vvqq2MK1LBF058wpBxonaDjvhaMH3kqWtHK6y+fF\nDkV3t3j+lFPgvz/5TUDih4997YggGcT57H/162x6ZSmplIrXkyCer2JS+8PcmzkbSzJZefV4tZ10\nWizwWlrE+KwMaid6XyqLZys7ZvXt/QUDw/WkRmvIFaswTR+qqtE+6QV8ngQ+r4S/7gv4fOK7neKc\nSjm2ymp6l8sJwhqW1o1tu5Bck7Esk3TqEKmkG82sQ5YVwmGxiHG7KWlKO+kUzc1ibnAARzIpXlNV\nAUrq6kQgdnzWtsFO3IAsWyg1R/ZXAGvkM1B8ArGYdUwBz8XIsZ+e2I19g/ZWBsiOJRIixh46JADy\n+eePb/Fd6bOvByQ7koxbtghQ3NoKq7//r8jeGO//1mcJBsVC11k8V/qWFV+OYajc+fAHiI+0k9PC\nhKI7eDE2gOXSjxhjnYY40ehr++mR5p/KuaYSrKfTgkkeGYFk3x0MDTcykvaTyzdhml5sZOprOqmO\ndhHwpQjUfppQqOwbzoJW18vMr/O8k34hy2CbhzC1NLK7CVkJkUsPkkzmGc3WIEmB0oLUUQJxFH5c\nLvF8XZ04ViYj/NVJlwqHxWu1tYIALGmuH4e/2toG7MTHcHoPlM2DVPcsknwUzdw3wd6SRXqvZX6/\naNgxcyY8/LDQKHbaB/8x2eRTTxVsyV13QWDBx8i9ctsxPxPwpbnysv9idvsKhhLTGHUfZO+OG5At\nFVOeqLU2NCTaci5YcPzg+HCAmM8LYOmA4uyYYk9TEyw5/T4mNexm5aovYRheVKVATXQPqlpgStM6\n2ic9R11VF6Ep94MU48ABwYQ/9ZRwKEURKRoXXSRAh8Ok27aOlfwyFNZg42b/wfms2/YFdnXNRZYl\n5swRwLiuTjASN90knLaluY8rzv8ukxufZWD0ah595LO8ui1CPi/u9eLFAhi/VrHUscwuPMNAfAYH\n+uZwoF/4zVUX/x1QwM4/9CcFyCdNTLxz54rdgjVrRIHm7t2CTfb7xxeRVDI0Rwq8h7NJDhj0+cT4\nDIUEGN+yBZTqmZjD20sM6pFAsizD5Oa9VEcGeHFzB3OnPcKqDZ9CljQsRedwc1JHVFX4hXNOx7JK\nn9W0MeWJdLldrKMSYIzejmEp7Nk3i3yxGkk28PuGCXhHiIYPMKf9cbzeIkr4WgqIgOd02HKux8mR\ndrprlRgr+yVI/y+27aJYiJIYbSdnvhNbmkwgANVjXfR0vRxM9cIwQc9zTG1+kmi4SNq8gQMHzhlr\nASzY85YWATz8fhH8K4u5ZBlQxrfkOzyVRtchO7SDZGYOA8OzGUp2cNbcX1IbOzQGmk/an9qqquC6\n62DDBrEYPHhQpFy0t5dzkQ8nLk7EFEXsQpx3nujCtnMneE+5nMLeNbS1iR2nvXsFSK5sneyYJNlM\nadzAnKmr6BxqoVCoxVK8cASOsFgUYywYPDY+cOYfc1jsVsrVt5ae03XhZ8PDIm6n02BmHkZWDFIj\nCoPxZiTJJhQYxO1K4XYVmNX+EDWxXgJBG7X20+PqD/L5csqKk4tc2dZdllLI+R9jab1YRoR4XxMp\n7WIM5uLxSNTXl3dxslmxU1zIF1HZREvs9zRU7URXLmBkZDnpjB/LKrfCrq0tt6WuLJSWZbBla8IC\nofJf04T0wNPkRqYwNDKVwcQpRIKHOHPuHYACxWfA9+7XPTbeLHvLAGTHZs8WQffhh+Hxx4WTXXHF\nGwNXh9vPPvp15EAdrlOW4Z5xLTde9G2w9KMyyQ5onc5yprOZ65+6HBp2TGhna8WXY9vw6KO34nYL\nAHq8ZtsS/UOT2bttPEvs85W1kjs6xlrGxu8D4JrLPkV1dB9V4R5k2Sifh+Vj//CHePbRGDt2lPML\np00TC5BTTjnyRGhnfoaRfYpte97Julc+xEB8Jn5vgiVnreXMxUvw+QQwvuOOMmN8xSU3UxtYyat7\nLuP3a+9gMDEDRSkyY3qB+ad5aW8/vgXO4cyxYQim48AB8eg58HYKxSsACAX6aW92WgtKHEu27qS9\neRYOi4Xt1q0if3fFCsFMdXSU5QuPByRXWuV4sW1R5POTj/4A16Qzycmt9Pfs4kuXfAMkmR/8/mtl\nof7KY1TfSrgaLg4uB5p4MmxBbtEEJsqKL6d/qJV4/LvMnv3aCjWVLLdlQTIeYzRbTWp/WavU6Xjl\nXLPXCz5PFo8ni2/aOrzuHHW1XbiUAralYlpuDFOmb3gGiUNXkM2XC3G8XuH/DhPkAG5VFc8b2iC5\n4bsZzU4hnW2kqAXxuHLEQisINXwSSfKU0igyGfHZaPAQ1TXfR1XypLNNxEdimNZWfFGFxsazqK4W\nx/Z4ykxfZbe9kkVvxbKgOMaSO+1vHRm8dBpSfR8lV4iAZBPyDmPoTrHeG8w3O2mv22S5vPv3yCMi\nzs6YIUgMJ9Wikg19Pebzwe++9g2UmpkYoXkUAmfxnau+juSNct13/o49e8T3V6Y4SlW3Ymkwd9Zn\n8Xuz/HBoEfjg9iuvAcpATixKJbLyClT12GmSlXrGo8kYpqVgFstjdmRELBoLBXG9Hg8EvKO4PBpR\n/zaaG16mobafgG8/huUGS8GyFQqFag6llzO6T4x5Zw4KBMQ5Vd5DR7FHlqEQv4XsKCTTZ5LN1wIG\nPt8GGhokPMG5GIbwVadg1uczaQ79OwHvLkazNXQdOgPDMHC5b6e66UPU1KglBtup/XCUeZyFtGUh\n/NUGrVBuaV8oiO8pKfIkFpPPnIJlqrg9Gaoi3RUD4S8zxr7lADKIVeE114i+748+CjffLMDmT3rH\nF+e8EbOyg2z95T/jr2uhtcWY8PrR9IdLdpTJY8e+0+nqEm1V/cehbuSwUI8++Q42bRfag411+zj3\n3HamTROM8ZGCPwjADrVgamD1sbdnEZ373s6O7kvJF6K4XAIMz5wpwPHhwb+SAUunBtj4rMrGbY+R\nK1Th8ya46Kzvc8ac25BkD1s6N/Dcc5JgjFtEoaOujbBhwzR27X8c23ZRE93N25d8g9kda/BVXYkc\n+odj34AxKxbFatkBxAcPisAMYnE0cxa0RP+Z1oYXiYZ6KyZvD9Jf4Mr2rWSSJHYIpkwRBUG//72Q\ncDz/fPjsH+4G2eb2q645IZBceWzLAmwDvedFBg5IpPZthZZZMNaUxNnGvP7+4+vQWWmmqbBz3+mE\nI2JcQzmgQhkcVsotWYlP0j9Yy7ot7xDScOrzuNwFfOELS4yr3y/mMb8fvN6Pi/zO5CfEPbBqsbT9\nDCcD7Dt4DsnkZIp6PUoggt8vmNtAoJxbmMmMgePcSmQJLM+1FIsWuZFtZNKXottuTANioV4aGl8G\nyYWW24XBXLJZcd6BgDgvM/sk/XERBDVdpqF6D3U1Xfi8f8DbdAc+n1r6bSobiJSaIYzpsjqd95w0\nEGdh4BQpWhYEwhHaJq1mUv0mwkFHqlIF76XH/fuctDfHamrg+uuFXv0LL4i59/zz4btb7sdWbW55\n75UlXfPXZzbm8Hb2PrcRTIOO2WHsQpKpU0Uh965d8IPO+7DH0ieccabIBrJsluLrkVjPXD6A6RX+\n5Tx/eHOPSh+2Ep8F4NkNi8jm6pHkjZi2jCUvKBXp+nzieF4vBIPXEg6DV/sSipxHjv0MO3496Cl2\nHVzESLKFTL4Zw/LgDojPCj8vF/s6zXis3O8wDQXTfTmF7EGyqVMpaiEsG1QlT0frs/h9WayiQU6e\nWwLuqjrWC8HYyUAiilZcgmVK+LwJpjS/QCiQwVMzDU/ovNKuUmUqluOvlX7qaKA7C23nfZomngsE\nW2mIPUxz7QZqY93IskMzm+A57/UOhDfV3pIAGYRjzJsntmNWrRLbuK3+C+ibtP7YHz6GOUyx0EQ2\njsocq5pv3N8OMF15WI8SB2jq+a089uz3qas+wIK2rwK/Hff60fJrAeZOe5BJ9S8xtS1LwD/6mu+d\nYEozyA08vfHzDI1MY9qUl5nVfh9TpyTwNPzqqB8zDJ3tu2ax4dU99A22Y/PZ0muFYpBwsI/nX/oE\nG7dfR64gEY2KlX8yCStXgmXFgAtwVpepTDMLZ90uJjVty2ueciYjgPD+/eLfgYEycGpsFFJxra3i\nIQow3Fj5pZBaBXgRhXoSBD6E5D71+O/VSXvTLBoVxa+bN4u89Ntvh5C3mXS094jd4o4Fkiul2P71\nwa/gdsOXLvk6rc2zSj5bGRzJykLqu8KO5bObt7YyHLc5c/K/kDs0ANFfAGDGP40k2ag1Py/lDzpq\nGYV8AAuJaGQfbqmA4q3H4zZxhcvdK93ucgGUk4tMNoqNDUSwrUns7w3TfWgRXo9CLDZIJPgrvJ48\nUvAz5PPCRxxACmDl6zANg3RhG7m8H9OcjISJLBVQ5SKFoh/dkMkVqskYCvmKBgMlSS+tAzCQJRNJ\ntohFeqiK9OB1a0jeBIZZV8qfdLaxHXUSBzA727ZOAZEkjVfCaGgQ2721NYtQUv8PrDzYqpB/k2uQ\n/sRFtSftyKYoomFXR0eZTa5xzWG4bnvpt66UhTsRGx9jxd8OwO3oELukoXQTGd9AaYxKEijVN6P4\nju6v/f0JuntmUFXzQ5SaAyhVN4lFcuKzYuem6qYSm6uqY+NVsjENlbrYLgYsyGtBbMuDyyOuz2m/\n7iwIikWRo6/kpyArBm7DjZw9HcMw2dl1HtgW/oBEzL8bX/AAnvD7sSwx/itBqGEAeh35vIt8sQtd\nU5HkdmQMJDWHachYlkmuGCGfD5JNlMFqqWueFkOyzkaWNWTFIOQb4PQ5D+J2Z3G5t2FK55U66zqN\nwhygfDR/dTrwOecaCom5u7a2GZ8Zg9whwIWI6zZE/g1JDr2uMfZm21sWIDsWCsEq951EmtuoPngq\nrbsu5QN3PIjhyk9gio7J+h6HXXvvnWBLaHsnM61wBh9e8RgFf+K4jrn/0FmMZhv4wCXfR5atY74f\nygG8heW00PeawPhwoH34e9978bsJ+YdwN7+AFf+vca/ZtijO6emB7h2Ps79vKsOJlTjgVpZ0vJ4R\nVEXHNGWKWoT7//CTccdwCnhAgIDq6gL14QcJB3sJ+YcI+ocQS38F1FPGfffIyHhAnBjrNK6qYgv9\n3HMFGJ406eh5cLLvbdju06G4BuwieC5AUtuO/OaT9mcxSRLV6z/Z9RD1hxZQNXIqPfE8y++/C2yJ\nW68UxXElmacj+KxTjFYZOB3AeaTvW37/XbhTEazeDlIkjnsesCyJ7kNn4lbzJEZqSWdCBPWxPD5b\nwqXmsaxy2oCmjZ2P/B/46+CM8BdxKXl8jTeWztkBlKUcv+SNSLKNFPkRxdAPSy3iDQvqaj9PddW9\nRCf/J7YNuYHvkUxHSfSP5QrrY4sK/UVcikYqHSBTqEHCxqVm8PsTqMoItgmRUBKTCLsPXICuxdCl\nKUhjaR4OCAiFQDGGUOxBPO4UkfAh6qt2ksnXkhiNoeVipcWGA6od0OBsZzt5laoq7ksiUc6VdtRx\nolFn8VOFXbMaik+DsRfUDvAsRZLe8mHtL8rq6mBN4G6qCtMJDU4lkg7w4VV3I9kS/3v5+1CUcqrU\nG4mxzoL4E6vvRC2G0AcacVvTuOHOB7BdGr9+99UT6hEOtwP9Z7DzwEV4+l2oqkFkrIV0VJlEdbQf\nn1wGpw5Tmjd+RioFtnw71TUK/qqzhS+MFc05qUS6DlbqW1i2AsGvoAc+VeoyaRhfwraho/UnBHxx\n1Ni3MEdfplC0SI91tcvny4ozkrkZrCIjyXosW0FWTHy+YXzeYSQ7j8eVw+ORGEicQa4QQTcnlUpZ\nnVqDUAh8riwuezMudRS/P07EP0i2UEVidAZaciGGPH6Xx1Emca7LAf8eT7nRSCpV1n5uaChLaAq7\nEdv/Xig+BZIXPJf9RbeJPzmTAEiQinWxNrOFFq2DiOvwKssKO37RjyMyx6rmp6l3Ef5CDbvdr7B3\n1yuY6HAVE7rwOeYA1Q6W87kbbiQ2RQBLB9Bu2trOtr3voKH2URpqu2ns+BS1tcfevrJtG7R12MWn\nQQ4LUCh5DntPxZaO4aFvaAqFvh/Q3buU3v4FjGYPkS9EMUxfSfMYLp7wXZbtIl8QjiBJJratEPAO\n4/UmSaTasW2Zmhqhd3zqqQ6r68VKrAZtA5XqEpblYSj9cQ7sKKdMZDLiNa9XAOEFC0SueWPjiTEU\nklID/uuP/wMn7c9iujvLwea1JLur6HbtZD7VINvlghnz6AoUlTmvDnvrjJFK33MK44KJFnyjNeRI\n0e86QGLLIFPnTzmqv4LwWcmGKy79INl8GN3/U8GaDn2P+AEvr+x4Nx61QCD4EAF/lljTMqLRcktp\nlwvshNAGd3KOVRV8nn6MzCoMfRRTWYyhaBQ1F/nRcntq59psFEzLR8+O3zI4FKB/6ByKeg0We1AU\nBdXTJq7d8qHLNrrpxTZBdWWQ0cjnI2hGI0L3fAc2fgzLi+IOEwz5iUTKkm7O1q0iTcVnPYnXnUKS\nFIp6A4YlgecCXGM6X46knBNsVVVcr8slzj0epyQdqapCu76+/sgLW0lSwXsRcAIFGSftT2+yRaKm\nk/Xpl/FbQZpkCxvxmzupNYrCCcVXGO97/5+98w6Tsyz3/+d565Sdme0lm92QRhJCCiGU0AOEoiAd\njEQQERsej4qKYImI7ShYzk89iiigNAEBEZESegBBekjv2d3sbrbMTp+3//549p3ZFBSPDT25r2uu\n7E52nnnfmed+7va9v7fnyWAqWmjGLKfoETmGjH5yqzfg43Lldd+AIODaZVfufnkNNxMEMHfmxew7\n+WZK+g8ZHoahnrvYvqWZP/aeiu3GMI3NxKJpahvnVajfPE9ee0IrUV8zSLKtCqcIAgdhLcMurcIz\nOnGiQwTouNFqcCiE3OeuC75hUSjWUxi5n96+/SmUG/HcLSB0hNZeCSQULyp5xJ0YulZEV8o4roGd\nmYAXaMSjgyQZwvFqEIFCPNlAMimDy5DTWWaSJyDyPehqGhSFIEgynImjaQZK/AAiYwLYMIkQwkbC\nJuliscqCIYR0vBsb5Vm2x6ZpbRJok/6yL/qfJHsdZKrRqoxeB/aYOd746haaEgfR4LWy+K7/HVZ5\n1SrYf9upcqTl+OfwardxxM80fKvwltdIJYZ2e05VHBw3yktvzMP1DFgmN3FLi4zgWluhre1mWlqq\nUPgg8AlG/gPsZySHKIK1W47lhRUXYDmbKNtxynYL5fLYDvI73+SqAgQBqipGBxZ4RLQV6GqJXLGZ\ndGY8UzqX090/j5JVRzSShkBI5SfJ/PkKc+fuTNAeiqj9AU76G2zftpVtfXPp6juSrv55WJb0aJJJ\nCZPp6JAOcVPTX88JvVfe/nLLGXLK3fvuu4O5SgO3nlnVRSHg0C99C50YLdrBrNVfYfFdv0IEKje8\n6+yKUxzKrk17YTkxhOmc2rqAxFT4afc9GOt2cORzcO3V53HZD5b+2evUdY86I43SMIrZMzYyPFJL\nTaQVx49QLNfjeBEK3dIpVNUq72o0eoMsWY6M7mnnD4jsF9E0B1Up4jh388yr76NspQh4CqGAGjsK\nxXkcoXg45QXkS024bpx8XidXHoem2JhmAV1kULUWNC2Gps3BLz1G1LRQKVOyk4igRH1qG65v4Lom\nHkkEgkTcJdU8peIchI1z0ah0luPxGZjiNNTyTxBiCIGBZ5xDEDm38lmbpjS2Y53ikP5qZKSKaR4/\nvsrPulf+teXWM8/D92HJ3XeAYu1kOxUFDlt6DSo6TfGDKIrcX5RJtu1qM9jQEHxoxkISCfjqa/dQ\no3rMvtGAUhahRQmC3VmhQvE8UERAbSJDw+iEPr/9Xnxf8Ngz8+kf3o9iaQLpTCt9g9XXRUbxyonE\nxdS7kPRD57GIXroGlT50YwRDe4b1Ww5lYGQSPs/io6IYh8j97TyLCFzyhQU4rg5oDAy3ARq6ZmPo\nBRSlD1VtlYG97yIUn9qaXjzfwPNg4rgXcLwIJSeJ50Zx3Ri6UaCx7WBqEtEK9CGbrZ4ziYSOWf8x\ndOuHqMEfURUX9Nn4sU8hVNlUFNI96no1qLVt+VkPj8I2dF1WChob/zqmkreb7HWQ34IorsF85Sxa\nSlPo0jfiBiqBeHNFCyVU8l+86zweflhS04wbB2edBSd99ynaxAyiB3yQvpeXcXrd+6ibtYi+F5f9\n2Uxy9fCQv8+dtYS5s74NdTczOCgNTTi5Z9UqidkEaWQbGqQj2tKwnta4Q0ujQSxSBAJ8X8XzDWpi\nIzTU9RJJtsiOWf82IkaRJ54/lbKVpLl+A011q2lvep3WllWMb14BRBENNyP0WfT12ix/rIuVG96B\nED66ZrN+23EYukzzFkt1TO54hjkznmX6/MsrBPKhhFPLZHY4Rk/P1RV+1sbGKhNJZ+fu5O575d9f\nQryrEICQ0duuk/Vi1NEp5uASQ/U1hK8h2LkTG6rDMTwPLrzzN6i+zreOewfZrMStW5bU2ds+fy3b\nDjaZUDqUbMTi9LqL8c0GVNPco76G1xHygi6+a1Rnz76eaBucUn8RuWKcLD8gn69yGYcVm5ERCRsK\n4R+maROx7sDQm4kYWTQtgeMICuUmDK1MLDZExLTRUyBKm9A1jy3bkpTLSUwzQ3trP6r6PDXmCPW1\nvei6Q6DPx9beL6EM24colBK4noLh5zCNMraXolisR9VcaiLD1CW3EK87CT0iKpnfpibJf5wYhRDK\nDP1ReLEj8f0yimJiaAqGUTWyocMbTt8cHJTOjarK86mpqdogtVf+PaTKC7x7ilhRQMNkojiIqNvK\ndn3LW1qvVIKP3PMAItBYevgJlQxmR4dMDm26bRPNTKIUPYAdG56m0LeZuikH7FFfQ+iP3vzzXaAe\nN6MARx5yCdt35OkvLKpUK8MGtHxe7t90WjqMqiqrKlF9IzFtArFoHFWxIRD0DswgX2pENyMYeqkS\nJGr6EJ4TsL1/KrpmE42MsE/7H0jFekkkh4gZWRRVxY0upWzFyQ+sw7ZdSlYEyzLxfQ0flaHsdAJf\nxTQKJBLbSNU2YCRrK7pXUyOTSmGTrrzvRlx3KUFgj8KeDEytCp0KkwkhDnpwUDrZ4aS91lYZHP87\nBrJ7HeQxsqdo9bOnXc8++56FHq9lq/Uab7gPcuSPin92+EcoRinJ9dfLEsSCBZItIwhgUf8xGO2H\nkOlZQ8+zv6Xz6PNpPXARnlUCuv5X168o1YEd4ejpIJCYoLFO89atsGLFNEA2DCVrtjN/5i0cPven\nzJj0KKLufxDmMWNWXgzAlH0+js46NnbNYPWmE1n2whVM7niKc074OODTs7Wbp5+1Wbf5QFRlEYZe\nxHYSNNW/wdHz/5s31p9CQ90WZu97L8kaF9H0e4QimStCqMSuDXXjxsHBB1cb6t4Kc8de+feWECKh\n6+xGhfjp466if8Bk/1mL0GIpVra9RMzNctMZF1e6scc6x2HDmG2D6ukEBIyMyOyIosjDv7YWRCTF\nYd3TGRksMbjmRfTmSTRMPxy3lANnz8Md9lTJCB1nRfFJxgskaqtTqkJ2hrDsGjbgFQowNDCIkz8Q\nzwsoWwZCOJyw4Hu886ivE5DCr3tkDK76YnwfUomvUCqux3EKDAx3MJLvIJOfTlPj7XhEKWSK5Mr3\nYdlRigUo2wqG7pKqGaC+diu+L8jlOmiuX0csUkarXYwRa69kgMNJfFDFCVdLsQJVjVYCkrFUfPm8\nzJan0/J6IxHp1DQ2sluwvFf+9WUss8xt5+ysr5ctXIqSGMds/QCSHZPYkljDDut57j/r8j2u5XnV\nbHEQAIFAeAqlktyPbW3SASyX4ah1k9FqJ9KX3kC+dxudR5+JHkkgSgFBsW+3dfc0uGdkRFKiDnWf\ngB8opFpkxbK+vsrfHQTVxrsdO6qTLbNpj4w/A98XRMwMs6Y+wMlHP4xtR3FqbsF2ayuMLa576ijM\n5G4EwxRKCUrlFL3D87Hd9UTbVpPNt+Jk7scXUUTQi+OkEIFKTdyhJjZIKr6NktVMQ3I9dbXbiURM\nIk1fqDT2juUbD2nnQr7zaFQ6xrvqK8gzMnT+S6UqA0Zj47+/Pd7rIL+JBIEkO48d8H4Cz8NzLFYW\nn4K30GwpG/Egum4eHc4ktitleic8z9ITjmZkBO68E4z2Q1iwAB568ldMPPYcmuYej7XtaZpiXW/q\nfIdR7dYtghZ3PB/8+bPYRo6fnnfzmxoWIaq4o+nTq8/nez9PX08PfYMz6Bvaj6iRDe8c2WFalWJR\n8kWvfu0iNnXNHM0y72D2vvew36QH2NJzCMtfuZTNPYcSMfMcPOf3vPj6IprqVnP0/B8wafwzCKEx\nuXMtgdiHtPIUr3UJtv1BOuvptHwfXZdlraOOqjbU/Sne2L9WAn8Yyg+CXwDzCIQ+4+/3ZnvlbyJh\nljU8yMdKsQha8yxS9fXoNfXktm8k19aDj7eTcxyOULYsaRgve+R3+MJl82aLKd4cvtf/Em6sxGeP\nOwLXlZSACz/4AVwXnrrxZlJzpqDXT2W4p5uU99pu+jp2qMXiX/8KPEF6XQO2WuLinz8JIuCKI2+S\nneDD1U7wkNXBsqqGN8y8NtTb2MoWiuUIqqjBD0BVy+i6xOGKmurnE2Z6PM9gMDOBTFbFsqOIIKA2\n0U22MA7PT2AH7cSjRdoat7Km2IIe+DQlVtHc/AbxaAnbTtDUBFrycyiKUoFHhMYz5FMOs1MhRnHs\nAIFQHEcG6oOD1bHzyWQ1A/1WYFFB4IH9NDhrQO2EyPEI8Xc8IPbKXy1jKQx37QXxPKmvarKTqNpI\nMd3P1sSeg03Lkns6xNlf/vj94GgE3R0UlTLffnEZVnSEW6edTSYjKVznn3U69fXw4HeWE1l0Dnq0\nFqPwGt/+3Ud2WnvsmbL4178CX9CzRafBa+ML/W8QCJ+PHXMO48btjqsN+xiiUWmvxo2r6m5+69X0\nDyUYTE9maGQCtcke6pLdgEA0B/hjzkkDId8AACAASURBVAnXlUFyv7qegSGdwJeLm0aeSKSA5dSg\n63kSiYBYtEh6eIQdg9OIxoZobFhPXXSIQPGYNukFdD2BXvfNnXDDIfNEiCc2zSpkYtfvSlGqLBRD\nQ/K6HKd6j3V1O7/uT37/7jawlgEqRE5AqH/l2N9/sOx1kPcghQLcc4+cyuOX0qixBjbefwNtG15k\n8tx9/mz2WPF0OjcvJOLUURQFeqYswzPKrFsn1w0CycN8/UeXUk4dRvPc4/E9lw3L7sXODv7JtQGa\n3XbmlBcguqSmfv3rIY2KLFE2Nsqf/1SEF68/iUnKx5g0/tnd/i8o/YZ8qYO1GzpZvVpOKAoCSKUO\nYP5BZWa0vo/25ufY0HU0j//xMrr751ETG+T44z3mz6/BNE9m3rSzaazbDPW/or83y7btU9i6cQ1d\nvftSKMrrjkalIzx/voRMtLbufIgGfhY/dz2UHwIRg9h7QD8AodTKZrq/QgLrKYL0RwAXCCB/DYFx\nFKLuOsReEPPbUkJoBeye6dmxA75z2YMosUYUtxbXKpNe8SiHFQyueeyqnaZahewNmiZLjn5gEx9s\nZ6bXAgRY6gCuXiCfl85cqSTfr6UFhnoyJKbMx/XjjPR00bdtPZctXLrbmVDZQgGopSjN/jg83yOR\nixAoPtu2Sd0MeY1DBodQPG/nMdKa1kGDsZYacy3RSBbT9EY/E4HQavFLD1DwTmZgQNDbK0ug5fLn\npPGOPcq4pqeJGGksuwbHS2AaJVpbJtPQMnu0b+AKIspraPp4Mu5HSOdTeKUnUVWfIKpUSq0hdjHM\nSI0d9+26YGUfw8vfisIQwjgEWz2D9EiCTL4Vx5HrNDXtPKo2fP2fUrvAzxEMnQ3eNiqjpTMxgsbf\noGgT/uK9tFf+MVKtmOz8fC4Hr7wCarKDAIFQNHa8tpzDtmUqf+P7VYx7yN4QZkHj2TYS2U6KvktW\n3UA5NgRCViZWr5b/NjTA7//7RormdKItkyinB9j65JNctnDLbs19MIqlzzeg2zUIJwIICvE+rOgI\nM2bMftP7G/sIRQiINx7LpMh1TGp/dhcImEmQ/xmu8X5y+Xr6+6tsLZ53OUJsJ5m4mbboSkwjj6ZZ\naIpPJD6JWOuVRKNg9b2fcU0/IRprIst/MDQc4Pr74BXvwPQ89KI8T1xX6mvY+Dt28Inrgmt14+Zu\nQjivIfQmPH0xBWs8mWwTZSsumw8TMjM/NpDd03jtXcXP/QQK36Oir7mvE8QvRUl8/M1f9DaTvQ7y\nLrJ5M9x99yjtUu/LGG3zCHyfxLhJ5Dc882df39MDc7acSakMZXOEbZMf4ZazzuHxxyW3b2srrL/3\ne1z/UBpz8okkOw4DoPuZ39AxqQZ4c/BdCAF5Y+0JeK5Ba+P9lRGWQ0MyO7N5c9WJAKkYoeMcOs2y\nw/QIRPRcKN6O5Px1yOTaWLP5BNZsPoFtfeMBqK/t57BDXPab1U5bGwRBhFUrruKnd7vsGJpMbaKb\nk4/+MQcc+g70SCP+0BL8PFi24LbffZeu/nZsR87XTaUOZtJk6RRPmCCv480ULAhKBENngtcHjBK1\nZj8PqASoBMZBiNrv/q/mtwdBmSD9UWDsWOAA7CcJCv+DqPnoX7zmXvn7S7ivw+xFOP1t40YJHyIQ\nBOgYNXWUR4ZxC4PAOMrlqpGFKi2R70vH+j11Z9BdgNXKNkbim/j08QvJ52XGM8wQPf6L3xI4Dq0H\nHo1iJulf/QZDa55n9mH77HSNY42k58ENp5xHue+jbMh0893VF3HFMWdQKEjDH2aLbXs0+61VWTVC\nBz4Wk46BbauUvS9g575B0h/ED7rRVJtCqYGBdDMDw6vIFAqUys0Io4V4ciIdHSapFBjG4eQHuihm\nTRDQVN9Dc+cizORsmbUevJTmxApeWHUq5WITaDuIRjZS03hRxREOs04h92tITRfSvAF4hVsQhZvx\nA5diuY6R3CCF4j0EaEQjZZrb30Fd07zKGoVCNRs9tqwbOlNjfw4y30R4m3fZEUUYOgda/nru+r3y\nt5ex0IrwEQQSsrBqldznbqYbbdx8cFQ8Z7RZXdEqo5XD12ua1NehIZkdnqceSE0HPGQ/QqxmmFvO\nOI+uLukcj4zAC/c8TFDOoLfMob6mhezAAP0vP8bkuRMq1wZyD4eY2nIZPj7neGproW/ofOLxAWZN\nf3iP97SrQxzK2Hul5hIC+w8IbwWBXwZ8bCdKJtfK4KZNjGSvI1+ajCeaUc2ZJFKNJJOQTI5DdQ/B\ny/+MIPDRRJFE/WSizZ8FAd7ghZjqGrLF/Vm5ZS5BsBFNKxNvmEmk7qIKt3R4HcWiPGfCfoZKsx1d\n+CMfJ/DLOK5JvuiRLTyM6yTQtRKJ+n2oa1uMaUoFz2SqOhquH+rnWEYORYHA3YAY6xzLTw8KP8A3\nD0cxDvyb7bO/p/yfdZB3Ber7Pjz5pBxn29gIJ50E9947D12HYs4mXn6Fe9M3vel6QQDPPguPPip/\n7uiARxKPoHoGv/wlbNkiqcdOOgk+d3sac9IJmKPOcXnTo9T6r3Pt41dJB3NoyZ8d5KFqdoX+aNfr\nCEuZAwPy38FBCZF45ZXq32maoKHh8yRq/hOvvJKRXCvprDw8muvXcNSBP2D6xIdprl+HEFG82Od4\n9dXFLF8Ow8MTaGwMOO1dw+w/U0czPrzHa8wWWpk17Rk62tayz8xLSaX+5C3tfB/F34A3ANg4ronr\nmUTNLFLhPLBfIEh/BNFw259dKyw5hxnBXHoL2YEPkM23kcm34fsa5530EQy9BIXrYa+D/LaTy469\nCoTKtx7+QiWoyudhzRpp3Gpr4eRLTmTFCuhZ142wNnDL1p9SLMr/h52bxPJ5icffskUa3VgMsvFt\niJhaGcWqaVVuYj8ArXEa42fOZMIEeOL1X1B72D58+66Ne7zekCPVdcEwHCKRMr4udTYk2R9LwB9m\ni4NAvqfvg5f9CUEQoCY/PGp89sVTfkRfz/2UcjsoOzU4bgTXiaDpDtFIho7WFTSmukjWqfiJHzE0\nZNDXF0FR3kd9Z4G2liEi8TZsW8e2pUGLRYoo6lRsuxFVc6ipGcA0LfTRjHbIvTzWYYFdpv/5Jdzh\njVjOQvLFBiynjmgkTzwyRCLej2lkKQ/+gl57HEJtBcbQ0e3iaIT463CogeOAPdSM432cspXAcmqY\nOfkBZkx+GoIRfOcNFH3/v+Fu2yt/rQQBfPq4rwAB1zwqba3rwhtvyGC2vl6W67PvPosNG2B400o6\n22w+f8dVFUz+WBysZcH27XJCnuvKgVILFsB9DwyjuBrr1lWbak0TAreM1jiN5umzqauDFXc/yIRO\nl2seuQpv8L2kt3ycYe+/K7z7iYRM3NTXS2cvbw1U7uNPZYnHPkLaVRHOEVAMaPwFxZGnSXd9l3R2\nPCPZVtLZdoQaoCkWqZqVpGqW0VjXi9l0FZ5ygKxyKUejNxxOqmY70XgSRa2t9E4IzQdtKq4Xwfci\nRCIWpuFUqq9jh++Mve6wdyN8eKVXEc7RWG4cx4mjKj6xaI6a2A6i5gheOctQdxKip1cam0OdDQcz\njf091FXPAzvXi2/9ByUnim3HiZrDnHzkd+QF5r4NDbf/3fbe31L+zzrIaqIdr9APSAN6990SDztn\nDhx7LNx4ozSmpRJYW54ksPNvulY+D/feKzNZIEfinn8+HNdzDnfdBd1lOP10+MUnlvLEdyBrHsT4\nzsMBKG94ELv7ucpahVKCWCS3x/fxh5bg+wrpTSdQn9rC+seOAGDqscsrfzMWczxlyi7X2f1hBgds\ntvS9g43bz2bHjoD+/hrgkLHvwslHfIXOthdxnAjFci0rN57Kc68dQzYvM+DnnAMzZgiEqN/tGkPH\nfjxL+PD5Xxn9fXde5PB+AET9zeS7P0o608yI/2XZENA/kZH09aSzneSKLcyZdhcHTL+TwfQUmuvX\n0t7yOm5pPYXBbnLF8QwNycxBJiMP17A0Hk7+2Vmmjz6qMjA8lfaW1yF465R7e+UfI0EA6DGEYsjs\nRCCN7MaN8mAeN046U93do41u5SFEub9iZMeS9QeBLGf29spHPi/Ljk1N8NEZR1Q4WXVd7puHb3oI\nPJ+S3oFSDNj2/CNsvvsFCKqbKp83SDbsjLcEsPrl6Of+ge0MdB3Fp7Q7een+O5l42F2VaVwhXCHE\nH4dOYRCAF6Txnc1YhWtJu5eRyUA+10c5107RmonnGvi+Qm2ii/n730VT/Xpi5iCOl6Kndz6FntVo\n0Tm0tMgSaSQSx/PiFex1xQGpu4FAwHFHfBCBh9r4s4rO7JoBtAc+RBCouI6G40XJK//F8DD0bU+T\nHT6cUrkG1zPRFItDZ19H2W6kbJl0tm3EdqJYykPY4sJK6bxYlHoaZtTDpqVdR/oGztn4CITwUfBR\nhSUdZABnLex1kN9WEgQgaloJcj2APJdfe01+31OnSn179VXp9KoqeMPrUKINFZ0dO0CmVJKB8Pbt\nUlcOOgj23Vfuxx8ffx5bt8og1/PgsVufAs8m77UQVevoW/0yXV3LEW4JhEpvL/SsPwJFEWhJWVlt\nbqZCW+gPLcF2FbpXnsucfX/NmmXHAjDlmMd2qnKEjvuueGQAb3AJ6UwDaf/7DA2OkO7dRL54IaVy\nikKpFnyVI+b9Dy2NG9G0IlEjTb7UTHr7LyB5AJGIxPmapoaidO7kiAKIhl9KzuZZFzInWEZQ+8tK\nNWqsUywEeCOfAF8lSF6LNfAlCuUYGfdz0l7211AoHobrRxBAW8OLJBo3UbYaqE/2kajJYds7KOun\nYllqRV/D6lFY/QrHwY8dKOK7++N7U0H4KMJH00p43vdQVR+8nn/ADvzbyP85B/myhUsRZorovA8z\nuOoPXH7WL4lMPxMzHuf00yX7w+23S4WOx6UCfeQLJ6KqJ+5xvY0bJa64VJIbsrMTFi+WM+gffVRG\npEuWVDO9kanvJNl+MADlLU9gdz9XyRz3rv0ct933ZQ6ceQtHHrL7+Oi+wU5+++gl9A1MZN6M25ne\n+KfHLYfiDy0hX0jxwitzWbPlBIZGJgE+He39zOi8iSmdy3C9CEMjkxgcmYwfCO5/8mpeX38aquJh\nO3E6Wl/hlHeUmDJ9EsHwEoLhaqQ8VgKvnyD/I3BeBTSC0v0QeSe+LyrUVWFHbHrHJ0hnmklnwXF2\nnsyna/sjhIfvawjh8Nras3lt7dnyM1EcgkAQBG9t+4Z0NZGI/E5jMZekdhM1sSGikRGi5gj1qa2M\nfuBvac298o+RyxYuBaEy5E0j1tTBpxd9A61+Mid86NwKht11ZWl1eFgasBPfPYeZM+dUGlRCQ2tZ\nElLR21tt+NF1uSfq6qrd3SB1WWZMVdTGfYkTJ9+3AW/4BQhsvnXnRgoFg4eemEux1MA79AtRFB+1\n8ZdAmEnR6RtoY836I3A8E4weYma+6gB7VUaNUFQVvPSXcV2D9ZtrSWfehe2msJ1VeEwCrwBBBEMf\nRo+W0TSbeHQH23fM4rV1J2E5Kabt8wy6atHW+hTj9p2Dmr0QPwu2clPFEQ3vEXyEcz+qfReK14VP\nCrWcRtXqKlmhcrk6zKG0Y18KxSQjhQYy2XoyJSgVRnBthyCYjFDADwLwNR794xdhlH5q3dZTcD0T\nL6gjUHa+79DxGBs0hNn+SGT04T6Eqa/FNAoYeona1PbRVysIbZdMwF75p8plC7+MiLdSjs1lYGOO\ny8/4OVrjDBadv4BDDpHf76pVMiFVKkkbeepXz9iJHzsSkbqwaZPU7WJRBnkHHSR11fNkBSjMGvv+\naKVIKIjEBJJNDTjFLE7Xcwjgfd+5nNLQT3nlDw+yesMZLDzoWqY2fQBNczHiN1au3bJNHnzqArb1\nTKSxdgM14jkU4e/WBB82+joOWAOfxHEMdvQl2dSzgLLTiOdqOAr49nZ8bxKq6qEKn4baLdTXdFMT\n66d7xyxeXXU60yc+QlvzWgx9PckGB6NwCUFO4Os37DSxr5KtddYR5G9AOF34QRSC10CfU6GdGxto\nloamyUQXUBxeQLZQT9EuUS4O4HrtKCgECHxPY3PvsWzpOx7fN4hFB9F1F9/T8dWdM88hxCIMFsY2\n6YbwtaiRwXR/gmmW0LUyEaOMGKXk/FcKZv/POcggiE4/HRAEnkfsgPfi5fv44CfjNDbCFRc+SmTS\ncey7ryznLFmy50lsngePPy6ZLpJJ+Vx7u8wU//rX8rUzZ8Kpp1aJsxdcehUrV0IQBNhdz/CNG44B\njgFga880fvW7T2HoOabt8yhQV3kv14Wnn4bly79ONApHTP8CnY1P8On3HIKZbGDinNtBUVl8xTkV\nhfK8MSMx84spFl1WrDsFRXExjQy6ViKb8Xnhjffw/IrzCRA01m4kmx/Hky/+J5LNQtDS8AqLDv02\nnW0rEI2/G53QtbsEAZQKwwxvvpx0pp507iLS2U5Gss2kczmy+eRO5SlNtdH1iRAIFHJUsdcyTHbc\n+B7exUdRXHSthKkXiJg5YsnJ1NRolSlBqZRsvIpGZdncMPaEc9bwRzZBedfBJyrU7JleaK/8k0Qo\nKPFm4pHxFAa2kRo/F4waGhulvn3zgv9Ba57JpMOOwrKkEZ06VX7/Iak9yKAspGAKjUcQyNJqfb00\nQPl8da/kctJ4t807nkIBCj2vEx1+imse+TyuC9tWXsGrqw6nbFlMbH8KRfERQvIDl8sS3rRj8IcM\nDEJgfZ9prb/nslPriI+bwuQ51yE0k/d/7cKK8QsNoO+Dl2sHbzsDQ/uRznbguAZC+MAAihpFYOB4\nMTytSGfbSiw7xrptByIIiEXSqGqe1oYN6NFjyeVAzaewHRXH2TkjrCggSt8jKC/HsnVcdzy+F8PZ\n8V3cyBX4QbSKkR5+gJF8LUPDJ+LYcYrlOvzAJKCMwEBV6xHCQ/gBipB6KoSFYeaJGBkMPU9NbAdm\n3CCaqDYoyoEoVeMaiVQxzUFApWIQuEejpL81+jmMEXUy6HtuoNor/3gJAkDV0Zv3pzhio8dSaE37\n4Rd2sGCB1LsvX/QblNp9aJ0xB02T2eC6umowpGlSV1eulMGsYcD++0t7ahhyje5uqcuhhJMX2+cd\nQToN1nAP3vBrLPnGpZVJsCOZZlZvOISWhteZ3LEcRZkuB2OMXnehAA8/9zO6+2Fa69dIsZzLlixA\n0XWmzvs5QtW54CvvxXF2hit4+QMIAnnNW7YfQslKouAjlF40JQqiHQQIBOOaXqdkp1j2/CcoWQ3Y\njkn/8BTMSJ6YUaa8Q0MvdiAUb6cWmVBffXs1QeaLuL7Ac8fhuFHc/ptwzYvxxMwKNMnO3EPJMunt\nn4tl1VGyt1OyjkSgIPBR1DqE8FBEIKsyioeqOOhaCV0fJmpmiRgFDNMnktpvNLEk9TUerwYxYVCz\nOwfyPgSDryP89bs8ryNq9jbpvW3l3G9+mQcfBL80TNv8RRx4IJx4Yiu6LrPB5sRjcQZWs0mbwbRp\nEuu0K155ZEQ6wd3dEsawebPMEB97LNx0k4xkTzpJ8veG5ZFf/lL+HUhYhdPzB0BCJFavhl/f90Xq\n6uA977ySVKKukjnu7ob77pMHwOzZcOKJ0POHJwDoOPJMmvY/vHJvv/nN7vcrGxzeiabkiEbSWHYC\n143iuHECXyGgurOz+fFjXwlA3+D+3PnwD4iYFqZZwtBXEvgfJwgUPO8NHC+F5XaMZqbqgRsrK8Sj\ngyRrttOQWkFTy8H4vk6pBJl0hmI5heuF2VofRbhoWomomSUWHaImOkCyppfJHctpSG2hNtGNpo09\nMaIQu/h/3RErUl8lUFsk5hgbRA0kPoMSO+1/td5e+dtLEMBV9y3lqafgmd+tIZnSOH7xIUyYIIOg\nbBa0pumIaBOeJ53dyZPhexdI7ON/PbJUcggPyUehQIWz1HGqARVIA6rrVeL/cFCIbcss9etPPwSe\nRS4ns1obNnwDDDhg2heY2J5GbfwliiId8b4+6WAXChKSpIkHgYD66YdQt+8B5AvDeLlCpUktHN0a\nOoSecQl25kfsO3E5XdunM5wdh6LFEF6ZABXXU/B9DYRHgCARHyZRyGIaBaJmloGhWQyNzETTogjl\nPjIjC/C8CKpyP0KLoUaPlVkgJQdWO5pyOopSAgS67kmjK7bgBDMquEK/3EKxHKVYbERVLAwjhyBL\n1Mxh6iOYZpaIPkJr06uMa1pHMrGDqFnA0K3RzJGO0Jqg/j7pLIzBHofGNfx3LL4RRhuCtMn4DXdB\n5hPgdQEKmMchUl/byzrzNpIggPd///O89BKsfX4VtfU6H7jiUBobJUSirw/U2n3AiBMEMsidNQuu\nPkPa2Kt/J5NIW7dKPWxogP32kz09IJ/r6ZH6qShSl/v65O8jI6Oj4WugsH4NiuKSSMjfX3oJ1mw8\njclT4fj5t6Dr09GbfiYbBV2pq488Ih3yhQtB7Xuc4Vw7bQefjCIg7+RI1SVIp6UDH458BlCSF2Db\nUF/7XRSepnuHnGjr+Qk5wMOXUbrAYzjbiW2PUCw147hJXM9ka+9R9A0ehKa56MYbeM7xOK6Gpj6D\npsdQIwdUmuKw06icj6bZqKqNrpelLfbX4hv74bpCQh2sVnwgm2+DQENTLaJ6FiOSI6LnMbQMppmh\nNtnN5PYXqU12E4+m0TVrjJ2NQOr7KFGxG2vFn+J4rzRkNt1DkLlcUqnigzIOkfr6vxSd6r+1gzy4\nfZi7v3c/K55eQ/vUNk780Bk8/Nh4mZXQYxRX/opTlkpmiE+f9B3i8z9MECgE0TYc2+HFm37Iu9/9\nCVBN8CQB48qV8NvfyvWPPlpmkBsaZIR7yy0yurroItmAAFL5rr9eGluAM86A2bNPBk4G5HS9Bx6Q\nB8XixRApybDYceCxxyRUI5GA97xHZsagijmOXvPfrL19Ge2Tm7j8xo9WpluFmbOxSgwJ/KGPgLsa\n25/Lqt6f8dIfB9ne14iiWEzpeIopnU+SSvRg2bVYVoKy3UDZilN2O7CCYyjnV5PJ1TMwPHN0TZll\nfjOxnRi9A9XsjmHITEF7R4pIBBT3MRQBFseSS68nm68lV2ghM+qoJ2L9vOPIq+WL9UNAmwL2U6DU\nIeIXg3nSX7wnQhFCIBIfJ6j5GAQlELG9hvafLJ7n8fhtz/DQDY8TBAHHX7CQ2ulHsn27AoqGb2WZ\nMEHu6Ws/fAMi1kTBb8aMJdj6+iq8kW7e9a4TAB+ExsBAtWE1PLxDTs+6Opm5HDuYw7Kkoc1m5Ws8\nTxrmgw+Gs8/+DLmc1P+eHml0Z82CZn0bEFQGBQwPV9kyWlqkXlvjfs/gIHRO/xWBtZ7AGwDVY//9\nq1i+ECtv2/J6Es0fJZn/JrXJZyhY+1EILsEqFxHWz6gx+6mr7SEZHyAeTQMGfvBrHCfA9pqw7QQl\n5SOUs3/EcqJs7ZqO40VkMVUxUUeHeviejWvNwvcVCQHxFVoa1+IHBoFw8cc4rlrkQOIm1ESXo6ge\nikCelX4Wx1MIAijbtdQlhhnXvIkgCCBxJYF9B1BARBdB/AMoqqwU7QnHORZ2EQYLY1VSMfaHpmUE\nQRlQEWLvVJF/tmx+Yxt3XnMfXWt62O/waRx9wWm8saZO9gI4BdzB1fj+AjZvhlv+67cokXrcSAee\n7dO/dgVdj73MWWddCCgoiTaee64KlZo8WTrHyaTcDwMDMksbwhnDRtvQMbYsaStnzYL9Fh9HY6N8\n3X33yQFUs2fDoYeCnncAgRDVJtlHH5VrHXWUtN251DK0MiTUm9ny4stMmNbAVT/5PI4jnekQohVW\ngKJRUA2XuroCdQ2ryeTqcJST0YInqDFfRldzCMUjZmYxdYuB9GSEcNgxPINEdBDF7KBcVnAck4Gh\nKLliGwJk38VYL80bj++343kqfqDQWLeVWCSD56kEukOA7NMQygI56KhpOarqI8yjcEtPEbgWvu/g\nBRqWXUOpmKC5YQMCgYi+G58+PH8FitGBkrgUMco2MZZZJpQ3a1qs/m4gar9LEHwbAhuh/OtNFfm3\ndZB7N/fz0fmXUy5YuLbL+le6yLW8F6NGGq7zzotQVyedY9eF2MzzEKqOouioRgRr65Ns+MMrXLbo\nmyhTFpPtWs3nP/Qixrj5tLfDYYfJjG0qJR3kRx6R2eRXbvwm372vxLWPX0U+D9ddJ40ywLvfDdOm\nyZ+DQLJmPPmkdHzPOWe0tBi7mS1b4L5bZDbqwANh0aLd55tftnApG1/dgpqawGC2lm+cs3OWe0+y\nw7mZF59Zxoq1h2M70NTUwIlH3cGsif+PaCQNQgdMUNsBgx9cOUQ+a3Ll7R8YXWEu5b6L2bgpxuDI\nRHL5VgZGpjGQnkSpXIWEKIqNoRcx9RyG3oXnGVhuB4WiRn9/NViAY9E0i2QSElGPzrbVJGIbSMZ7\nSNb0kYz3jv5dBMzDUWr2zJaxqwSBC9bj4K4FdYIkKBd7HhAvhAJiT3COvfKPlCAI+Pri7/PC71+m\nXLBAKPSN1DP5mAm0Tp3AvGOmsP/+UypcvKCimHUYeiOBV8Z3MnSvep1r3vMcvdk2aifO4rv/eTfC\nrOGUD56A70tD6roycxyPy8P819+6FdQoJ37oDEZGpK7mcvI92tpk025Dg9yzXV3S4W5qkoa7thZc\n9xdks5DpqWKaQZYjGxqk0xw+v/m5Z3DtMpH2ubiFDEsvuB0hVJZ88ZwKx2sqJUuXrgtD3ucYHroZ\ny4pi1kJdW4yGxHxq/CuJRYsowkJRfLzox6D8NFDm+19sZnBLLV+85wAs6wDcof8gZT7Dpq4ZFMv1\nuG4tjt+NLY7DdVVcV+AHAUpgo+gulhNFVaRhDumgQtooRQHFHkFTPVTVwdAtDH0QQ9tAzChiGFma\n6raCCPBFCyJyHn7s3cBopnzUeO4KWfN9CNyNBKXHQKgo0UUoeseb7hUhIm/6f3vlHycvP7qCL532\nXziWg+/5bF0/wtr+mUycP5u6epMzLzmISOQgHGeUjz/wEbF6QMHNZ/DEAJtfeJ7PvjON23k2rlXk\nsV+vwC+PcMFnjmTqVLn/wmE9U7Id2wAAIABJREFUIyNw69fvJlA0Trj4XfT0SH0MJ1DW10tmi/32\nk3s2n5c2emBA2uuZM0cZLowbKhzLtg3Llknn+OCDpW6XSnKPXvfx77HxpZWotRPZPpjiS++9AxSD\ncz9zegVzW1sr702OTf8MO0aglHkM08wxvhOamw4g5f8Aq5zDcUyikRwjhQNwUDFUm+WPJXCGylz6\n7RNRFCj0XcnwUJHu7ZMZKbQjlAYIXsIP6nCVBbil7fgeeL5GEBiomoUQPpoeoMXUyvlYgZfZ/WiK\ng1YDqr0JQxlAU/uJGlk0rUDUHEbXSrh+CkdZCMZBwKjeA/oeAlUAzy2MDtnqRRizEeYR0pbuQYTQ\nQPxrupr/mlf9FuSGL9xGMVPE9wMi9a3MuvAqjJpa0hte4fOfn4umVb/x3/8e1GQ7AIFTIvBsvvzj\no7li2zPEZy9BxFrQonGM2masbcs56eIjuPlmach8X3bYLlwIRx4JL19fAmQ56aabqFApnX++jIhB\nvuaBB2TZZ+5cOOUUuZktSzraL70kM1wXXAATJ+75/tTkeGZdcAFa/WSs7BDWa5vBs3eDg9i2pNZ5\n6SV5TZp2PDNnSsq5jg6BEOcSOPuB/TKozWAeSzidauv6LzMWcewPLcEQq7Gd43jij59CES6qauMH\nO1s83zcoWwZBoGDoZWpTOZIN2ijH486PSMQcVb79gP3wh38O9ivA6MgkBAgDETv3LX3vgZ8hGDoP\n/H7JSCFikPsmNNyBUNvf0hp75R8va17YUHWOETTPWUjL/OPJZhzGe0NMmdI42tktHdgTLr2ATZtg\n65oe3Fw/i96zgAd7/oBSuz/1rRPwfBdFjxH4doU/NWR4CRuAFAXQYqAZFec4n5fGoaFBBq51dVJv\nhoZktmncOMlSk0jITHM+L59XlFGquKw0zsmkzISpqnR6YzHYZ+40lJoOclaK7LY1+FaWba+v48ZP\nbuCbv78CRZHX0NUlM2XSsVjC+E4Z1CeToKoL8Nx7cPOP4QUunnk4qt6OqPkgngf9m78KapyBgdHO\n8mELH4W12xbhebHRjI+LZoKipDCU7cTNHLpWxDCKRMwssUieaO0MojXVBhxVDTGip6DrVB6K8zhB\n5lYEZRASfww6WuoSlIioZJlCarvwMRYH7eV+CPnrUBRHVnGK38VPfA4lfv4/c0vulT8hQRDwvQ/9\nBKsoz+loUyeTTrwQI1HHyNZtzNhvKnV1o2PahYQuHHbeaWzaBINbt6GbFuddeiy35rajdx6B7WjY\nmQG8fBpveAMzZhwJSOe3u1s6wp4HmLWoZpING6rMJ7oumSgOPljCoXRdOsW/+Y20fyecIINdw6jS\nByqKfO1DD0ldO/hgyc0fcn2XyxAIwZTDDiPrjcdzbQJ3EN8a4NYrvgWexTXLvki5LKGZ27ZJ+11T\nA/tMP5bx4+UZoespXPcOSjtexgy2YibGoZqH0DlekXRyQ0/gFZUKpaQWrKO5vsy6TfPpG5glbWvg\nEwgDIwKaMglT20zMSGMYBWKRDDEjRzQ1lUhKrTju4RQ9TTur0jinae8jCEoow++EYACBj1ACCDQM\nrRZRd2CFDs51qyxQ4TjqkKdd+BsIhhYjcBCiCKUYgToZGm5GiOg/cVf+7eXf1kF+edkKfD8g3rIP\ns99/NYpuktm6mlW3fYPst39CfavMeL78snzEYqPTq4hSWvdb4Fz2W3wlPT3gey5GLMaSJZBIHMGN\nN0qDUSzKjbdkCfzw4qX8NtqAP+EchlY/z3U/8RCKihDw3vdWHd3Ljrua6Iyz0Jv244gjJG5ZCFi/\nHu6/XxrYQw+VDveexixv3w5PPAHxeZcQj8PQaw9ib/8j1z76Rbn+qIPc2yud4hUrpOI1N0tc9OzZ\nshw0VoS+/06dpeEa+dgCmmcfxZc+209gZTnoiItJ1AyTzXgYeo5ErJ9CqQn8ACNio6kOumFiqF0Y\neh5DL6JqcfToLAAKBR+ruJXh3g1omkCLzEBTi6jecjRlCNWciBa/Bs19FNV7Ek0poEX2RUu9Hz1d\nvxt8pILLGiNB7ppRjGLIU1WEoEyQuRJR/+Y81nvlnyuvPbESx5LYhAnHnU9qn/1wrSJDq14k1zmN\nCRMaK5RPmzZJA1gogG9lCawMug5nLv0k69bBupfXE6S38K6PnoRty0qMYUgHL6RV+9VXb8bX4xSC\nFnxL4Y+PvIrQYkycvS91dbLMmkrB9/7zTtATnHjxSbS3S0MLEoJRKlWHeTiOzHCF0/nyeXk2JJNV\n3OS5Sy9F0+DWK64llsry7d9cxaePXQpemUxGcjIPjg7STCTkmdHUJK85dDQlA0UtSvzMCguG78CX\nTvs66AmKqaPxXZvrvrYcPIeTzzsSw8gTM4bR1G5KdgrHbUJlM7pio0f3wVRfJWLuIBEfIRYto8VO\nRo81ShYQtuMVliPEAGVrOq4znaD4IKq/ikCtRYudgiK+jyj/AsXvQdXqoWYxmnUCilNlpghHUI/F\nFgsBuOvRcz9D08Z0uQPkvkkQOa7CmbxX3l6SHykw0C3hgLVT59Fx+OmoZpzh9a8y6GS56JNTK8ww\n/f1SXwcGRr//cgbPKdLXB9PeuUSOWF7zKqlYli/+z7uIx0+oQCr6+6Ve3X/9YyjReop+AxGjkW2r\nJetQ25QJtLTIRFNbm9S5y8+8kci+76RzahNnnlnF+Ifc4+HwjGXLZBC7YIGs7IZ45JER6exefO1/\nks3Cr795E35xC996UNrFyxYuBUXn9dclVtq2pZ5PmSID6LA6FYrnKfjqfMzEfHKj/OpfO+vLIBSK\nyaNwyzG+es7XwHP42m0JXLeBmugwycRWfFdlODcZIQLsUhee6hCY7fiBjVDLciS1OR3MY0b1qohb\neB4vWIOrJlGiR1Hy16LYy0DYCONwRPQXiNKtqM4fEUqAiB6GWvMBtKyyE5VdKLZdZfdRVVBzSzGE\nhWmMPhkUwV1HkP8p4l9oSt5bkbetg7xrJvQvlURdnMxAluLQdnzHxnNs7Nww0YZ2vnLud1BVhctu\nuYoHHpCGMJORyuWObMYdWsfNN8vIFcAb2UJpzT2kPvkZbryxSojd2QlnnTWa2amfQmy/c/ADQe1E\n6WwGvsdFF6t0dsp1ymWIzX4vWu0+nHiidIRLJXjwQXj9dTmg5OKLq/jlsdLfLx3jNWukwSxvfIRs\nz/PgO2x8dQun113I5HlT6c+10XrgIq67DgLP5oADDebNk2v+pRDbzOYVEPg0TZqIYiZZt3UhhTE0\nwUOZBCAhFYrv4Asf1ynhB9OwPRcsBVAJ0uB5Aa6Tx/Macd12PH+s9z91l3dePPr48zIWdy2nA30A\nTT0fVXXQVItjD/4OnW0vysEigV3Jju+Vv638tfqabEigmxqe61HOj6AOdlMc6EONJVj1+2e4evly\nPnfr5WzcKB3ekRFp9GYdPoPXHtzBAz/5PTNPOpliEYLCEJ6VqXDshp3WYzmHAyOBVj8N0zNwy3kU\nzYTAob5eBpPJpHwftDh4JdraZDa5VKp2sIcd9+E0rkhEOsulUjWL09Mj/9Yw4M6rf0pgpQmcAm8s\nX8MZ9RfiG02kpszl2iueh8Dn1PcvoKNDvtdY7mZgN+Ol69WhGvgeuGWy3etQ8KmraQNVwzPfS86F\nKftch+fDcKaWfLGMqsZQlTSKNowSOQxX5BgqeWTdJBFHQStARFuD4d9LxEiDXkB11hAUZWOgQ0CA\nBYWbCcwzwPgRCOms+0Pg7RjDiervTGu387CCITzrErxAIfA0kjVdHHngrYAA61GI7c0i/73kr9FZ\nM2pU9mFpRxdOucDQxldQzQTl4QG+/4FvceVtnyWXk05of7/Uk3gcUDW0eBN9ffK52lrYPrASb3gD\n0ei7sCypN3198rWFAmjxFgLVwEhGCQgIAg9VqBUYVEuL1L3XX4fo9NPwCgO8+91NO1E3ZrPVSsYT\nT8gzZOHCKlVkOKDEsqQu3/il28HJ4+d62PjKplEbuy/9hQ4S4yZzx49fxy+n+dDSoxk3bs8JLahO\nsQt7DOrqAAIIPEY2vUa0oQ29dSZeZhuR1i/j+3Dc4YfgOiWGCwt57uUD8N04lj8O17Zw/DrQDiVv\nlSi5JnrZJJYD0yhhBvcSj3RTEx3EMIto1tN46IBHEChQXI6f3YCouYxA0aSO5sHL7MykU9FPb2c9\ndp0cXm4hAQvxfJkAPHre/6OmJg+le2Gvg/yvIWd96lR+8qmbaDn0TPR4kp4//I72Q99J97P3oaoK\nQoty551SEUJc4eAglDc+TGzOhWzbFgABixYpHHbYFNLpz/Dzn0vj5/sy6jzuOGmwnnkG4rPfi2FI\nBQD5/EUXqxVn99MnXkNszgWoyU56X3yIO594lnsaZ9B0yLsplSQ846ijqkYxlIEBiVNeuVIa+mOO\nkY71lSfJRr1rH7+KyxZ+mb4dGigqk056P+XhXkrrfoez43VO+8oVf/FnF04H+8zZk6H0PF/9wTsq\n/+e6kOn6JNlcPXnxRUZ6byeXrydrn0BmaAe5Qj3ZvEAimKoSMV0S8X5S8e0k4n0k4r3UxAaJR4eJ\nRYaJRkZQhI/rxfD0d+GZ79+drm4Pv499zvPAya/BdRU8z8D1QnqsvfJ2l6POPpQfX3YjWrQGTdfI\nb1lDcvJcXLtErLgFFL2COcxm5XdtmqMHudBQalpZ+9Im/NIIp158aCXrEdKGhSXCTEY+Oo84jUIB\n0ltXE00YTJk3jVRKGq9EAn5x9T2gqPR15TCSjfzsMz8G4NL/9+EqvGAUEjE4WB3FPLZ8WypVacyE\ngMDOEDgFvv3oVZw78XJ816J++mEYtU14xWH8bBf77rugsnYF97sLtG/XQFeMLOFbdwB1N/PZRVcD\ngi/+9JKK0bcssIe24fsGjpOmZO3A0j5Gtu9XlKwCBQ9sO1Ex4HLEtovub8XQJxE1ykSiks/UNPPE\njAxGJIehWQSBh2ffS2AcgufpFUMKVUq5sc08Y3+XcAsFP9DxXYEgQNkjieReebuJETE4+tzDeOrO\n50h07Etu21r4/+ydd5idVbX/P289/cyZXjOZTCa9kYRQJLQQiojKVQQEFA2g96o/vYq9UcR7VS5X\nrxULqICg2IKUgPRISwIkkJ5JMplJMn1Or2/9/bHnPWcCKCGAxnuznuc8SSbztn32evd3rf1d36X6\nCTW2I+d6QPGRzQrfSCZFxtZTkJH1EI6Rpfv5XbiuyaUfm8kll1yM4whAvHOnWPeKxQqg7Vg4h3Qa\nxvb1g1lk0qxOGhtFcXxdnfC9L1/2CHrzYjKjcXbcdSNXbalF0qv4+I0fK8s6SpIAx6mUWG8bGioA\n1ruet+uDlcPO9HPDI1dx5bJr2dtrIld1UNMwk+zwHkrmVtz8EB0dJ//VcfI6Y8qyAPq6LoB8ZY0F\nlCwfuOpLZDKi4217O8jqDDTNpantf3hH7aW4roQR+gWj3V8imakhYS8kndbKTXYyGUhb+1CpQ9eD\nBH1taHqRgJ4h4E8R9o/g96dQFBnHNXCc9TjqknLDIKhIKk5s0OP560S/llQDywHZ1URQ/L/YZw87\ngOxFtXF7OmY+e8hR7tuuWM7uHSXiobMZ27yaUH0LpdQIHZ0a1z98DbffLrY0AwHhEMPDDmb/sygd\n70CtasYqZNh117e5+uqvkkrBTTcJJ9c0UVA3c6ZYBFeuFBxfDxy7rogML/+QWt6OHR6G8JKPgCr2\nSh3LIjDnfLT6OUQigqLRNGEn8cpTr0IK1HDCFZ9g40ZxzRNPFKD8y2dfxZ+Avr0qzUefyXmT/p1T\nP/FeqnKLyaz5Idtu/SKTOkN869FrgLe9/i/kJaaqUDvl23gCbXbzPRiFPvLmKn58x3X49CwtjcP4\n9QKKf355WyufS5PN15JItWE7Ou5LeMsAn/nAIvy+LCgGcv2KQ7o/J/UUFH7HASKSKKAfdyR7/CaY\n55+7ug2quxZy5anXAM5r9tdwLMTX7/0S3/3S07iqiu1TUHw+FHMfn/nFZ0gmRUapUKjIte1+biOO\nUyLvRJGLLnayn/zATkxzEZYlwPHELnBeNmt4WCyKoRCkJRfXNsqFe7ougi0JCYINRCa1YuYzYKkg\nWWW9XkURvOThYbjruytxS2kuvvr95QI0rxuWpsF/vv9HuI7LcLaV7MAeVpx6Cyd+aBlV/q3c8z/P\nYBeS/HfvT8r8XC/r5W0He4U3Ez8vVYCQJJA9l1J95WyZrgs+tdJwnVgIE5fimtswWc9je+cxljwK\nWXoOSbbQ9WPLQadplrBLUzAtH46j4LgStVV9KIqEJMuAy6Tm55nZ8QSyXECpGkDR2w9o+PHyqvYK\nUC5LuLm1KOlfoKlxNM2aMCNc8L1yB84j9vpMNN9RGTW7yPR1H/Ia+/EfXkE6H2QoHsFIjxBqmI9r\npPnirR9DkuRygero6HgguXcQxyqRSYw7sDlGYttTtP7nTBIJkTX2mvh4O4O2fWAhHlYeSVFpahJF\nd7W1wh/vuw/01mOw80lyQz0o4VrkQB1ogXLm2nVF74LujSOU9jxG03veU+bXex0sg0H4zkd/Di70\n7s6hBzu4eP63OP6io5jshuj7y1YGnvs17Z1B/uveVx+vibx71xXZ8peZY9HZKd5v/f0iATB58i3U\n1Iz7jOxilboZ2fkl/vLsqaiygeJbjSIZyNpyAgExPoZhkClNwXZUHEshEIgTCmRwXVV0FPVlOXnx\nz5DlLHLgWdTokgP8dWIgPvG9UgbGEshyBBKr0diMqpYm+LcPAv/ymubPP4MddgDZs5oZS3CMIvT9\n/pCOtywJueMcoiWHM1c08tC66eR2P4GsyDz+uCDWT5okCmKamiA5VkStn4Ouh3Acm+57b6J+3ul8\n5pwfEjrqg0hagNpaIbdWUyOc9te/FpPac2QAVZW4/HLhwK4LTz8tuE6SFqSlBXY/8TAti09F9Qc4\n+cQkx58QRFUrwC2ZBP+Md6I1LWDLFgGKTzhhvAoYkHxR/FPPYu4pcyilRpl50bUk8hqzm2/g6UIe\nIz0CHJoqg9f6ub8/TzZfxyXXNVMshXj00Qph34tYK3+/7QCpF9MKkc03HnBeSQJNDRPwjVIT7aMq\nvJ8prU/T0fo0mVwTqWwz2Xy9AMcASvMh3T+AFLkS11gHzsC4fFsApBBS1dcP+ZxH7NXNF60jOmk6\n0vBeXCN9SOeItM3kgq9Mx0oPMDiiseXZAcxUuqxJbFmVzJLfD45to4YaCQd1UkN7QdZx5AD3/WQV\n4HD2h0SAaNti0U2lKkoW4bDwz2lLZlNdLRZJr6nMyAjMPOtcSiXoefJxbGsrn7jxw6jyID5/HKQa\n0V550FNgMEHxoWki4A6HKx3o9u0DqWYGarCOSNom3DIFyTXwq+tprbobKyO2mDww75m3qHo7IxMz\nYGWqRfrfUGSLQrqHeKYde/fXufTrEZzAvzM4SLngxlucxXl/iZ39LS4uhZKMLEk4+HCsYPnc4TDI\nkotqd4NUxLHFyjmzc7XIJNkKhhOktW49bY3dyLKK3BjGK2L3ruldd2KRnpcZr6hjTMXxXQzZHyIk\nI8c/0S8jKQe+R47YG2iuTVXHHBzbAXYf2ikkP2/9xGVkk2kKqThPP57BzgwComsqiPXV4x5bRgEJ\niUCsnlI+RXpoL3J1B19b8VvkQDUnXbgcx6n4Ty4nwKLX+l2WYfLcLhoaROa4qkr838qVAoRPmhKm\noSHM492rmL6glcv+4134tBya38GyZB59dLyodtfD2JlegsEKr98D5YkESOE2ZF8NDSGQNB3JKqHI\nAzRHVtFbCGOmh4GOgxojr9GO44j7VdKXYDkSe/sKuK7Eh673Y1o6W7dWJOOGhgQ+8Tq/Os4t2Pn7\nMC0Z2wlhWNVgVon3wTjA9/kgoo+BO4TrKti2j9q6XdSG9+DYEoYdRJeLNFRvQlVl5OhpKJHx73EC\n/emAhkXj/uvV+3jfAf7rcMcuAhRwiyD5QZ2OFL7ikObR4WyHHUD2othPXPgkodbp/McvD43T+NBD\nIsNz8cUu9948guObwe6/PIg/GmP1anAzvezdO5nS0GYGmYPqC5Yjpb0P/ZyOU89HUlR8kcVIis6M\nGXDeeWKy9PbCnXdW6BS6LiI4VYUPfUjQNYaG4AfXD6BEmpFlUYzX2wv+zuVU+bZw0Ts/T11NH4xJ\nOKGPknUu55ufXofWvAi1YT79ax4g6mzm/oeynP7oNdg2PPMM1Jx0pcgwjezGXzOZ6qohmuufZfue\nj/P5n36F2mobufbQxsyzPz36DUYS0w/4mVfg5PE4Y7Hxv+sp/PyOgNaL3zdGwJchUH8lsm8ByaR4\nOQ4OwkA/jMVbSWVb2T98FH2DR7Oj9zSa6jbTXL+ZyS1rxwFAACl0+V+5s1c3SY5C3d1QWg3WtnGZ\nt+VHssdvknn++t5Z16KoCh/63pVlve7XYum0aKQTDMokRg2ef2wPpaLF8KY93HzNvYSrokjRZnIl\nBcksMGnubGq6jhL6w71bkF0bxR9E1n2ADYo+vqMjFsBMplIJ7xW9BQKCTmGaFbrGPTc/haxHmHH8\nPDo7Yee922ibPoIvez6aMoqdNkkUzmJv8lP8+RfP4BpZ9u4cwsznuOlT3wVcVtzwifL28ugodL5l\nGboO3U+vo2t2Dy2TJdKpRvSGt/Db7T2vKKPkZYon8hpfCppN00/Jkdm881x27z8WVQsQ9GUJVFfa\nq3vHi4ZB4PfbqD4XxXqC5poCMiWkwMnIoQ+U29SKhTKMldyOzCCKYiJJLqpcQpZMkGw0rR9VVRge\nm4ESmIfPX/NXG35Urn1gi1rP5PC/4frfKjjHKEKWUWl57ZPoiB2UeT778QufJFRTx3/dc+lrrk9x\nXdEt1jShuVVl5V27yWcjjG3bxHUXb2XyrKkQ6aSk1CJhMGl6G42dU8jlIL5vD0ZyiEhbB2Z6DElP\nl4GYRwvK58UHxBwuFsX/NzRUOuoNDcFvbx1BUgNMmx2mvl4kvdaGXU5550Zizu8wcgHS8VaefuFq\neneUKHSvYuOfnyQyaSpXv+tboGj86/c+OS7TJgLaaSefjm3DnvWbmDJzkNZJOQyjSL5wFtfdfgc+\n/eDXWMMQzxGJjHfcTYBhaDyx4cPIkkUwqKNpFkqw4u81NSL55Gk7N9XvIlLzEJqSRJ2eRpZAin0H\ny20rK3mYJtilEE52K5JcQMJGVW1kyUBRXCSyKEqO/pE5KIqEj3fjtyaAXirBrBeAe//3st0gtQsa\nHofiA2APiE6W+vF/Vebtn9kOO4DsWSk5TPXM47Gsl/NyX816emDtWiHd8tjP7qBn30yCDaPk43Fm\nnPdZckN9aKEqzKE+fDEhL+GBY3N4I03Tu/DVtuA6DpIss3Sp4Bu7LqxbJ4rqNE04s6d1qqrw4Q+L\nReDuu4UyhhxuwsgmsYfW8hdVVOaeecqDHD3tM8hyHlzI5utY/bjO81sMtOZFuFYBWQ+T2bedSJ3I\nqO7ZA/feKxbbqVOF0+21O2mue55ktoMtu97G4tl3EAwcfObulbbVvO59b1/+VSQg2HQtgYBYaF/e\nSlLoDbsjbwNnBA7gIb0fqfZ+GhqamV7G2T4K8d8xuOceBsfmMjA6k8GRWezce7IoHgCC/jjNTQbN\nbU00N4uqZE8m6NXMNTeDsQbkavCdgeQ/FTj1oMfjiL0+s7JJwC3TH17Lgus4gnvnOOAUR7nlujup\nm3Mq+ZFeAtXNpFISWUfBZ1mUMmOEYzFSKeF/ug5+N4XS0IRdTBJo0Fn2/rNxnEoAm82KRcrLtORy\nlUxvsSh+ZtsimMvkZKyhfiadP4+ODpjzgzPRs5ejyFkcx2Uk0cWufa0kx1Yy2GPR2DmFmuktlPIp\nJHUQSfWVq/a9hgZetz7HLhGMyaQyYULBQdobNyDLVQc9Tp87Xfjs9Q9fI8aq7dtYFkwzrqS6+lkM\n36eAisSTB1Anqr9o1m9QjVvx6WP4NBNZtnDdjcjRIkrkozhOpdOgVXovZvwL2HYO2wpiWCqGswD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yFJExbR4iqIfK5yL4GzcOUYbvorYPdSLIV5Yfu7kWWLJXN/NX7M/RB875s5JP8n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\ny7K455cPk0lmkBSV2tO/ROHMxXS++hitrU+jXvGr0fcuOmUeT9/yI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+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f9804347080>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "pl.figure(2, figsize=(10, 6))\n",
+ "\n",
+ "pl.subplot(2, 3, 1)\n",
+ "pl.imshow(ot_emd.coupling_, interpolation='nearest')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Optimal coupling\\nEMDTransport')\n",
+ "\n",
+ "pl.subplot(2, 3, 2)\n",
+ "pl.imshow(ot_sinkhorn.coupling_, interpolation='nearest')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Optimal coupling\\nSinkhornTransport')\n",
+ "\n",
+ "pl.subplot(2, 3, 3)\n",
+ "pl.imshow(ot_lpl1.coupling_, interpolation='nearest')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Optimal coupling\\nSinkhornLpl1Transport')\n",
+ "\n",
+ "pl.subplot(2, 3, 4)\n",
+ "ot.plot.plot2D_samples_mat(Xs, Xt, ot_emd.coupling_, c=[.5, .5, 1])\n",
+ "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Main coupling coefficients\\nEMDTransport')\n",
+ "\n",
+ "pl.subplot(2, 3, 5)\n",
+ "ot.plot.plot2D_samples_mat(Xs, Xt, ot_sinkhorn.coupling_, c=[.5, .5, 1])\n",
+ "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Main coupling coefficients\\nSinkhornTransport')\n",
+ "\n",
+ "pl.subplot(2, 3, 6)\n",
+ "ot.plot.plot2D_samples_mat(Xs, Xt, ot_lpl1.coupling_, c=[.5, .5, 1])\n",
+ "pl.scatter(Xs[:, 0], Xs[:, 1], c=ys, marker='+', label='Source samples')\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o', label='Target samples')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "pl.title('Main coupling coefficients\\nSinkhornLpl1Transport')\n",
+ "pl.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Fig 3 : plot transported samples\n",
+ "--------------------------------\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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iTrVtt1q5cMRILhwxspMSazS9hx3l5QQiYdLc8YAxIJTuTqDYW8+RulpGDkoB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ADODCR5e5fG1V3pu4iIgUBnf781qEGr/82UQVkjwBoblkZkwCo0pzjWSJACJHVvm4oUIjEo+Bpa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\niwtj0zdo2QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<matplotlib.figure.Figure at 0x7f9804344d68>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# display transported samples\n",
+ "pl.figure(4, figsize=(10, 4))\n",
+ "pl.subplot(1, 3, 1)\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
+ " label='Target samples', alpha=0.5)\n",
+ "pl.scatter(transp_Xs_emd[:, 0], transp_Xs_emd[:, 1], c=ys,\n",
+ " marker='+', label='Transp samples', s=30)\n",
+ "pl.title('Transported samples\\nEmdTransport')\n",
+ "pl.legend(loc=0)\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "\n",
+ "pl.subplot(1, 3, 2)\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
+ " label='Target samples', alpha=0.5)\n",
+ "pl.scatter(transp_Xs_sinkhorn[:, 0], transp_Xs_sinkhorn[:, 1], c=ys,\n",
+ " marker='+', label='Transp samples', s=30)\n",
+ "pl.title('Transported samples\\nSinkhornTransport')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "\n",
+ "pl.subplot(1, 3, 3)\n",
+ "pl.scatter(Xt[:, 0], Xt[:, 1], c=yt, marker='o',\n",
+ " label='Target samples', alpha=0.5)\n",
+ "pl.scatter(transp_Xs_lpl1[:, 0], transp_Xs_lpl1[:, 1], c=ys,\n",
+ " marker='+', label='Transp samples', s=30)\n",
+ "pl.title('Transported samples\\nSinkhornLpl1Transport')\n",
+ "pl.xticks([])\n",
+ "pl.yticks([])\n",
+ "\n",
+ "pl.tight_layout()\n",
+ "pl.show()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.12"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}