From 4f6b5559da4630c1fdcbbbbbd3c2d4da22ab2e5d Mon Sep 17 00:00:00 2001 From: Michael Deceglie Date: Fri, 3 Nov 2017 11:49:36 -0600 Subject: [PATCH] Add support for pandas 0.21.0 The example requires use of df.index._mpl_repr() in order to plot dates correctly on the x-axis. May be a pandas bug? --- docs/degradation_example.ipynb | 206 +++++++++------------------------ setup.py | 2 +- 2 files changed, 54 insertions(+), 154 deletions(-) diff --git a/docs/degradation_example.ipynb b/docs/degradation_example.ipynb index ea5979d1..bd58d89d 100644 --- a/docs/degradation_example.ipynb +++ b/docs/degradation_example.ipynb @@ -28,10 +28,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ "from datetime import timedelta\n", @@ -70,22 +68,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAScAAADGCAYAAACQNUbSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n6JGkjXDa0IY29EjS/w9MrD1QiUrY4wAAAABJRU5ErkJggg==\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "file_name = '84-Site_12-BP-Solar.csv'\n", "\n", @@ -143,7 +128,7 @@ "\n", "# plot the AC power time series\n", "fig, ax = plt.subplots(figsize=(4,3))\n", - "ax.plot(df.index, df.power, 'o', alpha = 0.01)\n", + "ax.plot(df.index._mpl_repr(), df.power, 'o', alpha = 0.01)\n", "ax.set_ylim(0,7000)\n", "fig.autofmt_xdate()\n", "ax.set_ylabel('AC Power (W)');" @@ -151,9 +136,7 @@ }, { "cell_type": "markdown", - "metadata": { - "collapsed": false - }, + "metadata": {}, "source": [ "# 1: Normalize\n", "\n", @@ -162,22 +145,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAADHCAYAAACNzE8SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Specify the keywords for the pvwatts model\n", "pvwatts_kws = {\"poa_global\" : df.poa,\n", @@ -196,7 +166,7 @@ "\n", "# Plot the normalized power time series\n", "fig, ax = plt.subplots()\n", - "ax.plot(normalized.index, normalized, 'o', alpha = 0.05)\n", + "ax.plot(normalized.index._mpl_repr(), normalized, 'o', alpha = 0.05)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", "ax.set_ylabel('Normalized energy');" @@ -215,22 +185,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAADHCAYAAACNzE8SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUov/A+KC5HiAWfQHAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Calculate a collection of boolean masks that can be used\n", "# to filter the time series\n", @@ -245,7 +202,7 @@ "filtered = filtered[['insolation', 'normalized']]\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(filtered.index, filtered.normalized, 'o', alpha = 0.05)\n", + "ax.plot(filtered.index._mpl_repr(), filtered.normalized, 'o', alpha = 0.05)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", "ax.set_ylabel('Normalized energy');" @@ -262,27 +219,14 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAATgAAADHCAYAAACNzE8SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZ5kN6iaMAAAAAElFTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "daily = rdtools.aggregation_insol(filtered.normalized, filtered.insolation, frequency = 'D')\n", "\n", "fig, ax = plt.subplots()\n", - "ax.plot(daily.index, daily, 'o', alpha = 0.1)\n", + "ax.plot(daily.index._mpl_repr(), daily, 'o', alpha = 0.1)\n", "ax.set_ylim(0,2)\n", "fig.autofmt_xdate()\n", "ax.set_ylabel('Normalized energy');" @@ -299,30 +243,17 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAADpCAYAAACUaRsgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4XMXZt+/ZqpVWWnVbsmUVd4RxA1NsjCmhFwdDLkIJ\nfG+AQEIIIQkfJARMCYHwko8QEgghhGITmhMDjulgTDO4yUXuVteqrbb3Nt8fZ7VeSavibuDc13Uu\n6ZyZM/PM7JHOb595ZkZIKVFRUVFRUVFRUTny0BxuA1RUVFRUVFRUVNKjCjUVFRUVFRUVlSMUVaip\nqKioqKioqByhqEJNRUVFRUVFReUIRRVqKioqKioqKipHKKpQU1FRUVFRUVE5QlGFmorKtxAhRIUQ\nQgoh5hxuW9IhhHhWCPH+PtzXIIS482DYdKA4kH0vhFghhHj6QNh1JLOvz4OKyjcBVaipqAyCEMIk\nhLhPCLFTCBEQQtiFEKuFEDcfbttUvj0IIe4UQjSkSboYuPUQm3PYEUI8LYRYcbjtUFE5FOgOtwEq\nKkc4TwCnAj8DNgA5wHRgzOE0argIIfRSysjhtuObhhDCIKUMH247pJT2w1W3+mypqBwaVI+aisrg\nzAcellIulVLWSyk3SCmflVLem5pJCHGZEKJGCBFMDL/9UQiRlZK+IuEF+K0Qoj3hmXteCGFOyVMt\nhHhHCOEUQviEEFuFEFelpJcIIV5KpAcSZR6bkj4vMaR2nhDiUyFEELh2iPZVCCE+SJRXJ4S4rE+7\nfpewwy+EaBZCPCmEsKSk5wgh/ploUyiR5499yvipEGJbom92CiF+I4TQpaTnCyFeTrS5QwhxPyCG\n+mCEEFOFEJ8n6t0phPhemjxmIcSfhBCtiTasF0Jc3CfPdCHEqoR924UQF/cdQk30681CiBeFEC7g\nheH0TyLP94QQuxLlfw4c0yddCCH+LoTYnfI5PCCEMCbSrwHuA8oTdkghxMJEWq+hTyGEXgjxYKK9\nYSHEFiHE5X3qk0KIHwshXhBCeIQQLUKIO4bo6wGfLSHETCHEu0IIrxCiSwjxbyFEecq9o4UQS4QQ\ntkQf1AkhfpWS3m+4WgziMUu0/YfAKSn9cU0i7drE5xEUyt/YSiHE6MHapqJyxCOlVA/1UI8BDmAr\nsAzIHyTPNYADuAqoAuYCG4EXUvKsAJzA/wMmAWcCduC+lDwbgReBoxLlnAOcn0gTwJdADTAHmAK8\nnKi3MJFnHiCBbcAFQCUwegCbKxJ5rcAVwETgfiAGTE/JdydwciL/6Ymyn0tJfwzF03g8ipfxJOC6\nlPSFQCPw3YQ95wJNfdr9H2AXcBpQDSwC3MD7g/S5CWgFlgNTgROB1YAfuDOlzz5K9P2cRJ9eD4SB\n0xN5MoE24E0UAXUC8HlqOYl8EugGbgLGAuOH2T/TE336+0QfXwzUJ8qbk8ijAX6X6MMK4MKETfek\ntPVBoBkYmTjMKc/V0yn1PZyw81JgAvBrIN7T3pS2dADXJdryk8S10wfp73mkebZQnlUvcA/Kcz0F\neBXYAWQk7n0DeB+YlmjfqcD3U8puSO3rxLWngRUp58/2PA+AGVic+Jx6+sMEzASiwA+A8oQt1zLA\n34B6qMfX5TjsBqiHehzJBzAbRWjEUITUUyheNpGSpwG4oc99cxMvtrzE+QpgQ588TwBfpJy7gGsG\nsOP0RHlHpVwzJl7odyXOe16mVw2jXRWJvPf1uf45KQIzzX3fBUKAJnH+OvDsAHkzUQTP2X2u/wBw\nJn4fl7DjOynpBhQRNphQuzYhEPJSrh2dKKtHqM0DgoClz73PAEsTv1+XKMeSkj4ptZzENQn8Yxj9\n2rd/FgGf9clzEylCbYByfg7sTDm/E2hIk28FCaGW6O8Q8OM+ef4DfNinLY/1ybMV+P0g9qR9tlAE\n1Et9rhkTn/v8xPkGYOEgZTewF0ItXXpK37uAnKE+J/VQj6/TocaoqagMgpTyMyHEWGAWitdmLvAa\n8JYQ4kKgEOXb+x+FEP+bcmvP0N04FE8PKC+sVKzAWSnn/ws8nRjGWQG8IaVcl0irBrqllFtSbAsJ\nIb5MpKXyVeqJEKI2YSNAo5QyNf8Xfe79DEUU9tx7MXBLoh05KN4fA4oXwwr8FVgilCHYD4C3gXek\nlPGEXaZEukypQwtkCCGKUDwyoAjEnnaFhRCrUTwnA3EUsFVK6Ui5b3NiWLKH4xK2tgrRayTVAOzs\nU07yPinlNiGEM02dX/W9MIz+OQqlX1L5NE0516GIzwogCyV+eG9DU8Yl6l7Z5/rHQN+hzZo+51Zg\nxDDq6NsHxwHjhBDePtczgPGJ3x8F/iaEOAfluf6vlLKvjQeC94A6oF4I8R7wIfBvKaXtINSlonLI\nUIWaisoQSCmjKELic+ARIcSVKDFKc1GGgkCZbPBRmttbUn7vG3wuSXkZSynvE0IsBs5GGQb8tRDi\nD1LKvV1uwtfn/FxAn/h92MHfQojjUYaxfg/8CmWY9QTgORRBgJTyHSHEGBTBOQ/Fg7RJCHF6Stsu\nRRkK68vBDoTXoHhYjkuTlvpZyDTp6ejVr8Ppn+EghLgU+AtwO4qocqP02e+GW8Y+MOizOAh9ny0N\nyt/Cg2nydgNIKf8phHgb5bk+FeVLzn+klFcm8sXpH5OoZy+RUnoTXxhmA2cANwB/EEKcLqVcu7fl\nqagcKaiTCVRU9p6tiZ/FUsoOlNihiVLKXWmO4N4ULKWsk1L+VUp5CXAXcGMiqRYoEEL0eKBIBJsf\nD2weoszGFHsa+ySf0Of8JKDHazcHsEkp75RSfiml3IESl9S3fLuU8l9Syh8B5wGnoHiSalGGHqsG\n6JtYSl0npbTLQHpxlcoWYLIQIjflvmogNZB/DZCLEivVt+6mPuWkTpCYmLhvKIbTP1tS25Zgdp/z\nucB6KeUfpZRrpZQ7UTxrqYRRPJGDsQtl6HNun+unMMQzsh+sQYnt252mj1O9nW1Syn9KKX+AMhHg\nCiFETiK5EyjtU+70IepN2x9SypiUcqWU8i6UmLU24PK++VRUvk6oHjUVlUEQQnwM/AvlhdSFMrz0\nAMrEgB4P2m+AfwghHCgxWxFgMnBOQrwMpx4z8BCwBCXYPBfFA9EjZD5EGXZ6UQjxExRP0W9Rhpie\n2I8m/lAIsS3RvitRhnd/mkjbDhQJIX6I0tY5wI/72P07YC2KKIujTEzwAk0JD8cDwAOJoc/3Uf7n\nTEGZsPB/pZS7hBBvAH8RQvwIJcj9diB7CLtfRJkJuUgI8RuUIdY/AYGUPB8m6vy3EOI2lBjDPBTh\nFJRS/h0lKP1e4HkhxG8T5TySKGcoT9uQ/YMyeWR1op+eQxkO/kWacn4ohLgIRVCdjzLpIJV6YKQQ\n4kSUYVu/lNKfmkFK6RdCPAbcJ4ToQhlqvwS4CPjOEG3ZVx5AeS4XCSH+hPI3UoESx/knKWWdEOJx\nlEkf21Ge14tRvtx4EmW8D/xYCPEflHjQG1CG6gfzuNYDlybEeUeirLNRJoysTNgxEyhjz9+QisrX\nk8MdJKce6nEkHyii4ROUb/1BlBmLi0gJ6k/km48S7+VHGbqqIRHkn0hfQcrsvMS1ZIA4ygvsRZQX\nUDBR38tAWUr+EuAlFJEYQBkmOzYlfR6KuBhylht7JhNclbAtmKj78j757kN5EfpQXrbfT9xXkUj/\nLYq48KKIx4/pEySPEntVk6jDgTJ79caU9ALglUQdXShDic8xyGSCxH3TE30eAnYDl9EnMJ09Mybr\nUbww7ShxdKf1KWdVopydKMOOncAvUvJI4Mo0NgzaP4k8lyXsCyXafhG9Z33qgb+hCBN34jm4CZAp\nZegT1+2Jexeme64S+R5EmYwRRhEpfT/Tfm1BEUvPDtLXAz5bKML79cRnG0Dx7D1FYqY0yrDujkRa\nN/BfoDrl/myU4VNHot8XMvRkgvxEf7sSdl2D4kn8MPEMBROf5e2H+3+IeqjH/h5CyuGGZ6ioqKh8\n80msAdYAXCilfPMwm6OiovItRxVqKioq32oSk0NaUbxu5cAfUGZATpRShg6nbSoqKipqjJqKisq3\nnQKUBVtHoQwtfgZcqoo0FRWVIwHVo6aioqKioqKicoSiLs+hoqKioqKionKEogo1FRUVFRUVFZUj\nFFWoqaioqKioqKgcoahCTUVFRUVFRUXlCEUVaioqKioqKioqRyiqUFNRUVFRUVFROUL5xqyjVlhY\nKCsqKg63GXtNXEIwEiVDr0Mjhr4+nHtVeuMPR/EEo2Rn6Mg0DP+Rj8Yl7kCEHJMe3SHo4EP5eX5T\nnp21a9fapJRFh9uOA8HX9X/YNwmr1Zr8vbS07z7xKioHluH+//rGCLWKigrWrFlzuM04YKxpsPPJ\nThsnjy/k2Ir8fc5zqAiEY9RaXVSXWjAZtIfVlh56bKoqNFNn8+61bYe6f9c02PlwWyellgwWzCw7\nqP14JD07+4MQovFw23Cg+Kb9D/s6IsSeby2pok1F5WAw3P9f3xih9k2jutTS6+e+5jkYpBNltVYX\nn+y0ARwxL/79telQ9291qYVtbW7aXEFqra6D2o+H69lRUVFRUdk7VKF2hGIyaId8UQ8nT18OhOcr\nnQA6kkRjD/trU7r+PZieQ5NBy4KZZcnyDyb78uyoqHzTufvuuw+3CSoq/VCF2teAAykODoTnK50A\nOlwv/sHac6BsSu3/g+05VAWUisrhY+HChYfbBBWVfqhC7WtAOnGwL+ItEI4RisSYVZG/Xx6bI0lM\nHApPXmr/q0OGKioqKiqHEnV5jkNEIBxjTYOdQDi21/dWl1o4eXxhL3HQIx5qra5hl1NrdfFVgwOQ\n1Fpd+2TL4SRdH/aIxnRidX/6PJXU/h+sPhUVFZUDgcPhQAiB2WwmMzOT8vJy/vGPfxw2e+x2O9/9\n7nfJysqivLycF198cdD8ZrO516HVavnpT38KwLx588jIyEimTZw4sde9t9xyC3l5eZx44om0tLQk\nr7/44ovcfPPN/eqyWq2MHj36ALTyyEUVageIoUTBvgirHtKJg1TxMFTdPelVhWZOHl8IiH22JV25\nh0rwDacPU23anz5PRRVnKirfDkpLS5NHxe3/peL2/x4WO2pqaigsLMTr9eL3+/n973/Pj370I2w2\n22Gx5yc/+QkGg4GOjg4WL17MjTfeSG1t7YD5vV5v8mhvb8dkMnHppZcm0x9//PFk+vbt25PXv/rq\nK9auXUt7eztz5szhwQcfBMDlcvHwww9z//3396tr+fLlnH322Xvdpmg0utf3HC6+lUJtXwXGYPcN\nJQrSecXSlTlc21LFw1B196TX2bwcW5HPjPK8tLbsLQdKCA2XgfpwIJuGk3+4HGpRqqKicuhpa2tL\nHoeTmpoaZsyYkTw/5ZRTiMViOByOQ26Lz+djyZIl3HfffZjNZubMmcNFF13ECy+8MKz7lyxZQnFx\nMSeffPKQeevr65kzZw5Go5HTTz+duro6AH7zm9/wq1/9ipycnH73LF++nHPPPReAhx9+mAULFvRK\nv/nmm/nZz34GKEvgPPTQQxxzzDFkZWV9bcTat1KorWu08/LqZtY12vfqvsGESXWphVkVeYQi8bQv\n84G8MqllBsIxlqxt5qNtnWnrGEgsDCVI+qYfKA/RgRRCw2E4du/rMOXB9IiqqKio7A3r169n5syZ\nADidTu644w5mzpzJuHHj9qqc888/n9zc3LTH+eefP6wyduzYgU6nY8KECclrU6dOHdSjlspzzz3H\nD37wg15r1N1xxx0UFhYye/ZsVqxYkbxeXV3NJ598QiAQ4IMPPqC6upo1a9awfft2Lr/88n5lRyIR\nVq5cyXe+8x0ArrzySt5++22cTiegeM1eeuklfvCDHyTv+de//sV///tfnE4nOt3XI0z/WynUQBCN\nx9ne4d0rD8lgwsRk0GLUa/lst40la5uHXW5qmbVWF1ZXkBJLRlrPW6qIs3vDLPqiAbs3PKQgOVhD\nd0fikOBANu2vEDvUolRFReXbS01NDX/605/IyckhLy+Pzs5O3n777V5iJ5X77ruP9957r9/1ZcuW\n4XQ60x7Lli0bli1er7efJysnJwePxzPkvY2NjXz88cdcffXVyWsPPfQQdXV1tLa2cv3113PBBRew\ne/duAI4++mgWLFjACSecQFNTE7fddhs333wzjz32GI899hhz587liiuuSAqxlStXMnXqVLKzswEo\nKSlh7ty5vPrqqwC8/fbbFBYWJkUvKB62srIyTCbTsNp/JDAsoSaEuEgI8fWQnsNgRnkeM8fk0e0N\nDekhSX3BDyUCqgrNlFoykguWDofUMqtLLZw2qTjtqvR9RdzyTVbe3NjG8k3WfnZ+0xhuDF7f9L2J\nVxtKiB0qUfpN+xwD4Rif7ezis522b0ybVFQOJqFQiK1bt7Jx40bcbjevvfYaq1atQq/XD3jPli1b\nOOaYYw5I/YsXL04G+p9zzjmYzWbcbnevPC6XKymOBuOFF15gzpw5VFZWJq8df/zxZGdnYzQaufrq\nq5k9ezbLly9Ppv/85z9nw4YNvPzyy7zyyivMnTuXeDzOU089xQcffMDkyZOTsWupw549XH311Sxa\ntAiARYsWcdVVV/VKLysr27sOOQIYrkftXqBNCPG4EOL4g2nQoaBnYdFTJxUP6SHpOzSZ7iWaGgN2\n7pRSSiwZVBWah7Sjb3mDiYGqQjOFWQZKczMJhGMUmA1MLsnh1Ekj+tk5WH0fbm3nmU/rsXvDg9py\noNmf8ocbg9c3vdbq4p3adv747nZKLKZ9GpreX9v3lm/aEGut1cXSGitLa1q/MW1SUTmYbN68mYyM\nDKqqqgBYsGABY8aMYcmSJb3yPfHEE5xwwglcffXVdHZ2MmLEiH5l9QitdMc555yTtv4rrrgiGej/\n1ltvMWHCBKLRKDt37kzm2bBhA9XV1UO25fnnn+/lTUuHEAIpZb/rHR0dPPXUU9x1111s3ryZY445\nBr1ez3HHHcfGjRuB9EJt/vz5bNy4kc2bN7Ns2TKuuOKKfvV93RiWUJNSTgXOAALAEiHEdiHEnUKI\nioNo20Gl74t5OPFf6xodidg2JaCzZ/gxVQRsbXPT5Q1TZ/MOacPevJTrbF62tnt4a3MbS9e38Mqa\nFtyBMG2uQD87B6vv2c8beP6LBpbWtPRL2x+BMJiYGSr2biiqCs0UmQ0Dit+B2l5daiESi/PJLhvL\nNlqpt/n4fPfet3GovjmQQm6oth5IhmP3/ratutTC/GmlzJ82Sh02VlEZBuvXr6e6urqXoDj33HN5\n4403kuebNm3i448/5osvvuCGG25Ao0n/Kn/rrbd6zcBMPd56661h2ZOVlcXFF1/MXXfdhc/n49NP\nP+WNN97o56nqy+eff05ra2uv2Z5Op5N33nmHYDBINBpl8eLFrFy5Mu2szVtvvZWFCxeSmZlJZWUl\nq1evxuv1smLFCqqqqqivrycUCjF58uRe92VkZHDJJZdw+eWXM2vWLMaMGTOsdh7JDHs4U0q5Adgg\nhLgNOB14BLhHCPEZ8DfgX1LK+MEx8+CTblFZuzfM0vUtZGfoWbaxjelluQSjUd7b2s5ISwaPvr+D\nVqcilCoLzSytaeWco0cOO5Yp3eKpAy1kq7zwYoAgFI2zyeri6FG5vSYI9MS5DbQIbnWphdnjChG7\nuqkoyBrSluHQY28oEuerBmVyRupiuIFwjOe/qGflDhtzJxTt08u6zuZNit98c/+FdgdbgLcwy0CG\nTuAPRdlsdVKQNTxvZypD9c2B3K1ga5uLtU0OwrE4359VflCHWodjd988fZ/PoRZeNhm0zB5fdNDa\noKLyTaOmpqbfMObZZ5/Nn//8Z4LBIBkZGSxdupTrr78eIQRCCKZMmXJQbfrrX//K//zP/1BcXExB\nQQFPPPFEL4/aOeecw8knn8yvf/3r5LXnnnuOiy++uNcQaSQS4c4772Tbtm1otVomTZrE0qVLe01U\nAPjwww9xOp1897vfBWDWrFmcd955lJWVMXHiRF577TWWLl3az5vWw9VXX83TTz/NM888cyC74bCx\nV3FnQoixwJWJIw7cBTQBNwELgIsPtIEHg3Qvl74v40A4xsNvbeHtLR0YdYJAVBKLxhiZbeLL3d2s\n3N5FpkFLZZGZc6eUsrWtx9vS34U7EOkERs+LMRSJYdRrkzamvvBaHQG+2G3krOqRvV6OA90bCMcS\nM1wFc8YVsbnVTXkfobavuw301DmroveSHz197A5EWb6xHUcgjF4j9kl47I2g7Wvb9g4vGqFBr9Pg\nDcbQawYWfAMxUN/02FBVaCYUifUaVt3XLb9CUUmDzU8sDseMPvAbs6f223DEeVWhmW1t7qS47Svc\nhiP27N4wyzdZOXdKKflmw4FszkFDCGEE/ooykpAP7AbukFK+lUg/HfgLMAb4ErhGStmYSBPAg8C1\nieKeBm6X6cZ3VI4oLLO/f7hN4PHHH+93bd68efh8vuR5d3c3kUgEgMcee4wzzzzzoNqUn5/P0qVL\nB0xP553729/+1u9aUVERq1evHrK+0047jdNOO63XtUcffZRHH300eb58+XJuuummtPePGTMGk8nU\nb6mOhoaGIes+EhmWUBNC/AS4ChgPvAxcJaVclZK+BOg8KBYeBNK9XPq+jGutLmpaXXiCUTJzDOi0\ngkklFuZNKubz3Ta6vUFM+VnccsYEtra5cAcjjCs2s7PThzvg7FX2cLF7w2xsdjJ1dC49i9L2lNPj\n3asoNNPQ7ePzXTY+2NrBny+fQfWo3i/cUCTe72W6tEaZdOANRVjd4KBgVSMLL6xO6yHpEXUzyvMG\nFBo995VYTBSZDUwusfR6Ca9rdLC0ppVxxWZK8zMolRmcdXTJXvXHYAxHIFSXWjh6VA7uQISxRVlM\nL1P6dX+G4FL7B0h6EY16LR9u66Te5qWy0JzWuzhYWT19bdQJKgozmTLKsl92DkTffhvqGe3rzewr\n7oYj9pbWtPDa2hbCsTj/M6fqQDTjUKADmoFTUL6Mngu8IoSYAniBf6MIsTeB+1D+L56QuPd6YD4w\nFeWb23tAPfDkIbRfZR/InXPF0JmOAK666iquuuoqysrK6Ojo4Je//OXhNumQM2/ePE499dR+1+Px\nOH/84x+57LLL0q679nVkuB61c1CGOt+QUob6Jkop/UKIr4U3Dfa8VKoKzaxpsKf1fFQVmik0Z1Df\n5cMbjoOEnV0e8s0GPMEIAnAFwvx++RYMOi2tjgCxmOJNmV6RN+Dw2mCeoFfXNrH4y0ZOmVDEz8+Y\nhFGvocRiYtEXDXR5Qry8ponKQjPzJhThDkVpdQa4Z1ktr/zoJGCP2AyEYxj1ml4v0fnTYoSicTa0\nOGlzBhhflMXvlm1hRnkem1pdbGtzs2BmGbVWF6+ta8Hpj3AtlQMOW/W88IvMhgGGJRXnwfjiLCLR\nGO/WtvOfdc388OSxvdo9XM/Yh9s6kzb2DPOmfoZVhWbqbN5egvOL3V3Ud/kIReM02f384MTKA7Kp\nfY/onT+ttNfuEP8NWfmq3kFpbsawhr9TyzLqNYnFiPN7eUMPNHs7xN03f98vNMPxxFYUZDEiJ6Pf\ncPuRjJTSByxMubRMCFEPzAQKgFop5asAQoiFgE0IMUlKuQ24GnhEStmSSP9fFPGmCjWVA8LMmTPZ\nsmXL4TbjsHLbbbf1u+bz+RgxYgTl5eW8/fbbh8Gqg8OwhJqUcsiV8aSU7+6/OYeWmmYHb21uZ/60\nWD9BUmfzEonFEUhCwSh52QbGF5lZuaOTLk8IJPg8IUJRJ8eV52MyamnoChCIxNA0a9ja5upV5lCx\nXD2Eo5J6mz+5i8CiLxpYWmNFg0Sv1ZBl0FDb5qYsLxOnL8yxY3J7iR3oP+zWM2z64dYO1jc5OWdK\nCds6PCzf1MbOTi8mg5ZgZM8wniVDTywOPV6jdKQKpR6BlMrkEgv1Nh/lBWaeWllHfbefpTVWpo/J\nZ/b4wmS+4XjGqgrNvB5o4e0WJ6W5mZw2uTgpENY02Plkp41tbW6srmAvwfnCqiZ2d3kxaDR8tK2L\nNleI606uos0V2GchlBorOLkkhzqbshbf8k1WOjwh2lxBQAzLm5paVjohNBwRu7ekivmBvqT00Pe5\nGir/QEwry8PqDDCtLG+/7T9cCCFGABOAWuBGYENPmpTSJ4TYBVQD2xI/N6TcviFxLV2516OIuG9E\n0LOKyuEkKysLr3foiXxfN4Y79Pn8AEkhoAVYmphs8LWgRxxYTLrkwreTSyyJODNlGKqq0ExlYSa1\nVhfeUIxOT5jFXzZSaDZg1GuIx2LEo1BRYOaso0todvjwBCL4w1FyTHr6ipyBYrlSuXTmGPyhKNs6\nvAhg0RcNTB+Tx5f1drKNWsrzTdTZA3hCyvIcl8wczbEVhaxrdPBVg51QJEa9zZcQC/2FT0O3D5s3\nhD8cpdkeQKuBrVYnQiNwFGTxwzlVbG1z0eENgoSKwoE9IKmCwmToP4mhzubF6gry6Ps7cPsjmPQa\nJLBso5WKwqykWBqOh2drm5uaJhed3iBbrE5yTLqkQOzxXFYVmlm+yUqbK5jcceKMScV4g1GmleWy\nuqGblTs7WNtg57jK/LT9k8pAcVWpsYKpInF3lxe7L8yIHCMN3f7kunuDia2esgbKcyAnKfQVXUvW\nNg/4nPStf6jnqm/5fds51GSQIx0hhB5YDDwnpdwmhDADXX2yuYGeqGkz4OqTZhZCiL5xalLKp4Cn\nAI499lg1hu0w0/KXPSvYj/7JQK89FZVDy3CHPt0oMWpvoMRtlAEXAC8Bk4H/K4S4QUr5tXiyqwrN\nbGx2UpBlxGIy0O4KsrSmhU922sjLNACSzVYXm5pdjLQY8YajBENxYhJ2dvkIReJE4hCNw64ON099\nvJvcTB2eUISZY/K4YOpoZpT39h6kCpKBPBL5ZgP+cJwNzQ5ufbmGqJQcPSqH8vwsRuZk8O6WDra1\nuTmqxMKx5QWUWDJ4c2MrY4vMWEx6QlGJ1RWktM/OBnZvmFfXNOGPxDh3Sgk1zU7WNtiJyxiRmBJf\n1e0L89G2DioLzbQ7QwQiMT7a1sGVJ1aktTX1xZxOUFSXWtjW5sYbCKPVahACGrt8WB0BovEYRdmm\npPdraBFqWpFFAAAgAElEQVQiycnSodGa0Ou0SXHUlVgLruf+UyeN4OmVu/mq3k59t5dOd4hWZ4BJ\nI8ycc3QJH2zvpNHmo8sTGnLor2cYutbq5PxjRqeN10v1Kj72wQ46vQE8wQiluSZqra5hBdv3LF2S\nTgSlm+AymOd0MFLtANI+J31JjXkcKv9g7dzXGcVHAkIIDfACEEaZNAVKjFrf4BcL4Bkg3QJ41ckE\nRz4xb/9tBVM3Zm948LxDaY6KCjB8oTYBOFdK+VnPBSHEicC9UsrvCCHOBh4FBhRqQoibgGuAKShL\neVwzSN6fA/8XyAReA25MFxu3r9TZvKxvcbCtzcv4EWZOqiqgNNfEplYXE0ea2d7hZeXOLrp8IYqz\nM7ho2mhs3jDxWJxmu4+6bh8ZOg2N3QE0Wg2Ndh87u+LE4iBwMmV0HieOLehV51AzB3teuPOnj+KD\nrR14QxHcgQjb2gRTRuWCEIzJNeIJZDGtLJfNrU4isWyc/gir67spzjExcYSZ0yYVU1VoZl2jHXcw\nQpsrhM0T4oUvGtBroSQ3k9xMHRBHSojEwSTjlOdnJhfPHVdowhGIceLYwn729tj8r68a2dzqZsGM\nPaI0VVCsa7RTYDag0WqZXpbLplaBzeMiGI2zudmFFB7K8k1UFpp7DYX2kOrRmlGezw9nV7Kz08eY\n/ExyMvTJYceqQjMfbm2noTuAPxTlox2dmPRavMEY40eYmVmex7GVBXy6y8alM0bz4fYu5o4v4t3a\nNtY3u7ju5CpG5aXfSiQcldRaPUTjreyZzat4XAPhGK+uaQIhyMs0EI3FQQoC0RhdnhAlFhOf7ewi\nFI0zqyJ/QJGyrtHO2iZHr8kDqc9E3wkuPWIoFImztKaV+dPiafuvL+nE0lAirycWcNmGVlbX25k/\nbRTrGh3Jvh9s1nTfcvo++wdjWPdAk5i9+Q9gBMr/v0giqRYlDq0nXxYwNnG9J30q8FXifGpKmoqK\nispeMVyhdjzKFPRU1gCzEr+/A4weogwrcD9wFjDgJltCiLOA24HTEvf8B7gnce2AUFVoJhqVSCT5\nmQYqC81UFGZhdQYozc3ko23thCOSC6eWEozGcQeifGdyMQBv17bT6g4yOtdEjslINC4TC8/6QUIo\nGqOm2cExoy3DGq5a12hnaY01GSe3vsmBJdOA2aDDF4pg94VY29BNtsmAxaQn12zg8102NBpBWb6J\nE6oKGJOfiVGnIRSNE4oqL/CaJgebW134wjFKLRlEYjECUQh3+4jGTWi1WqLxKBrAH5FsbnXyyupG\nOtwh3tvWiUGr5eMdnYwt7j8potbqYlOrC6c/Ash+cU+hSJzX1rXQYPNTYNbj8kcx6jWY9BBHQ5cv\njM0XodHuZXyi/FSPVasjwG2vbcAXjgIkvHoalm2wIgTccsYE8s0G8s1KjNoLq5pocwUoyc5AIwQW\nk54udwCHL8w5R5ewqs6G1RWgw2MiGImxbGMrVlcIh19ZMuQ35x/Vr42XzhwDEvyRGJkGHaGo5M2N\nrTj9Eb4XHM2bNVa+anCg1QjWNtqps3nJNemZODKH7Aw9H23r4Mt6O62OADedNn4QMSLQaTRMHJGT\nzDOQdyp1qYy9XQ4mVSzZveF+S26k89LZvWEe+2AH79S20eUJU9/t46Sx+ViMepocfq4+qYLTJo/s\nV/5wOJDDugeRJ1BGDM6QUgZSrv8HeFgIsQD4L3A3sCExkQCUL6y3CiF69sX5BfDYIbJZRSUtgUCA\n733ve6xcuZIzzzyT+fPn89xzz/Huu+nDy+fNm8eVV17Jtddemzb9UHPDDTcwatQofvvb3x5uU4ak\noqKCp59+mjPOOOOAlDdcoVYD/E4IcbeUMiiEyECZEdUTl1YJ9PcZpyCl/DeAEOJYBhd1VwP/kFLW\nJvLfC7zIARRqH63dwmeLH0GXkc2Xm/PY8Vk+Y0YWEdZlcsKkMVjbfTR1x9FqhCIIMsEdjNJk99Pt\nC1GWa8IfiWPO0LKz08uInAyC0ThSSsoLsphWlrcXwzwi+TMQjlGam8EFU0vZ1OJgc5sbSZwdHT7G\nFQuqS3No7Paj1YDQCGqaXOSbDWQZtJTmZvLCqgbicUm+2UBBlgGDFtr9IcJZOsYX51Bv82DUaTmp\nqogv62z4olEcniC+MHT7Iyzb2EamUYuMS3QGQYklo5+1gXAMdyDMpJE5jC/OZkb5npf/Eyt2EYtL\nRuQYMRt15Gbq2dzixBWIYdAKzJlGcjN0hKNxnP4IoYjk5dXNtDiDyVmqtVYXyza2savTTXG2Kenl\n29Lmot7mQavR8NH2DqaV5VFn81JiMXFCZT4tzgA72j34wzG0GoEvIml2BHjqkzoCkQgmvR4k5Gbq\nGVtkJhKLY/eFuWZ2Zb82giI8sow6tncodR5dmsOUUgubrS4+321jo9WFViMxG3WMMBv5qt5ONCbJ\n0Gk4ZUIRk0ty2N3pZWeHlwabFyhOW8+M8jyMek2vGcgDzUre2uZmQ4uLykJzcrLG5JL+XrihPFQ9\n+8TCnoWa509T1qp+bV0zk0bmcHSphe0dHlbVd6PXasgx6cjPVIbXd7l9tLmDNHQHknUPZ0mXVI70\n4VAhRDnwI5Q43PaUVeJ/JKVcnBBpjwOLUL7EXpZy+9+AKmBT4vzpxDUVlcPGa6+9RkdHB93d3eh0\nyqu/7/ZKRzJPPjn8SdPXXHMNo0eP5v777z+IFh06hivUrkYRS24hhB1lAcg1QM+nnA/8+ADZVA28\nnnK+ARghhCiQUnYfiAraWhrZ9M5LadP+nPh54i+foUWnwxWIsLVzM3+//U8IoxljVg4jiwpwxAzk\n5ebRHtKgHzWCi888jTHF+dS2ufstRDsYPS/qni2q3tzYxqSROeg0Ao2AqIRIVPFIjcwxsWDGKD7Z\n0YUQglmVBdS2udnR7mFlYtPrOeMLKMvL5IvdynBoizNIvT3ApJHZZGXoKTIbCUajhOMSbyhGJC4w\n6iTZJj0zxuQyq7KQ97Z2IKXky3oHx1cW9gqmr7W6eHNjG05/hKNL93iBlta08smuLioLzTgDYSQQ\nCEfxhmJkGjScNK4QbzBCnU1ZLmOkxYjDF0EIyDFqCUXiyUkR08uU+LbcTD0NNp8yNCklOo0Gk0GL\nKxBl6foWNlldZBm02P1hMnUadFoNJr0GS4Yek1YCcY4rs9DpC2PUaxlbbCY3U9kvdU2jncqCLBps\nPvKzDP2WDFmytpkmu5+jSy1MHJlDRWEW65scaAV4g1GKszOQUpKh19LiDBCLxzHqtHT7ldGxfLOB\nn54+gbHFyvDtUNQ0O/hPTQtZei2VRdlcOrOMrW2uXt5WkETjcTZbnWzv8NDuCiSHh3smUsDQwf49\n9pw7pZRPdnZR0+xkVkU+nmCENleADU1OPskzccXxY/jezDJKck3s7vLy/pZ2YnHlWZlVmU9FQVay\n3J5lRkAe1OVFDhWJxWsHnPYspXwfmDRAmgRuSxwqKkcEjY2NTJgwISnSVAYmGo0eUf005F6fiTgN\nDTAXJQ7jImCclPIkKWU9gJRyjZRy2QGyKd2MKdgzoyrVtuuFEGuEEGu6uvpOwhqYIsPQ+xY6Ilra\nXEEMGsiOuejcsZ6OTZ/QtOq/fPXm8+xc/jRfvfgwTUseYsVjt2Jta8cTirK51cVdT7xEbm4ulZWV\nzJgxgzPOOINLL72U66+/nl/88lf89Pa7aetUNKfJoGVSoYH21ia8HhcOX5iVOzuxukLMqixgZI6B\nSSUWmroDvLKmmUWrmnh/Wyef7rbxyppm1jXYeWdrOzva3QTDMTINelbVdfPmxjY6PUHGFprJ0glC\n4RgLZozmgmmj6PKGcAfCmI1aRuWbmD4mn6NKcvFH4nhCysK98bhk+cZWHn5na699HqtLLUwZpbyE\n39vaid0bJhCO4Q9HMGg0VBaYmDgyhwuOGcX3Z42hLC+TykIzVYVmmhxBXP4IvlCMgizFc3jd3LHM\nHl/E0ppWQtEoJ48vJDvDgEGnSdSrDO2NLc5mVG4m44tzmFCcTUmuiW5vmI3NLna0e/l4VzcbmhzY\nvWFanQGicQ0Of5R3t3dh0GsotZgAwYYWF55gmHqbj3e2tPO3lbuTe7f20BM3NtKSwfzpowHJ4x/u\n5OlP6nhrczuf7rThDUZptPlo7PYxOjeDLKOePJOebm8ImzfIoi8aAFiQEFyfJYR0X3rWiHuvto11\njU4+2NbFv75qYvkmK6GoxOYN4Q5GWdNgp6LQTGGWkQ3NLj7Y2kGzw0+TPcDSmhY+q7NRZ/NRYkkf\nVZC6X2m+2cCVJ1aQbzawvsmBwx/mvS3trG9xEIlKPKEIne4Az33ewCkTizlnSgnTy/KoLDKj12qw\neULU2XysbbQnFz02G7ScNqmYnoWah9pP9Zu2+byKyoGktraW73znO+Tn5zNixAgeeOABAEKhELfc\ncgulpaWUlpZyyy23EAop4dsrVqxg9OjRPPLIIxQXF1NSUsI///lPAO6++27uvfdeXn75ZcxmM//4\nxz949tlnmTNnTrLO9957j0mTJmGxWLjpppv6bZT+zDPPMHnyZPLy8jjrrLNobGxMpgkhePLJJxk/\nfjy5ubn85Cc/6XX/3//+dyZPnkx2djZHHXUU69atA8BqtbJgwQKKioqorKzksccGjhC45ppruPPO\nO4ds61NPPcXixYv5wx/+gNls5oILLhiyroULF3LJJZdw5ZVXkpOTwwMPPIDJZMJu3zNQuH79egoL\nC4lEIuzevZvTTjuNgoICCgsLueKKK3A6ncP9ePeaISWjlFIKITYB2VLKZpRZnweTdDOmYM+MqlTb\n9mlq+4xpU7j8p79h3a4WNCEfDqeDoNdFxO8l5HMjwj4MWTlEgTGFmUTtQ29h2uCBE4xaSiwZtNXb\ncblcuFyuAbesOG/BZZQUKxMOPvroIy688EIAhEZDpjkHfWY2ltw8MGYRyc/nilvvxRHV835tO57u\ndqSnmc26DDyxDERGNuWlBcydWkpNswOnP4JOKOuu2fwh7IEYjoAXjUbDk1cdS02zA08ohi8UIzfL\ngDsUxenwo9dqyNRrGDcih/wsA75wnFqrOzmDsYcSSwZ2bxirM8DS9S1EYnHerLHS6Q2ybFOEMfmZ\njC82k52hw5yhZ2eHm7iUjMnPpNXhIxiFZruPG+ZVcczoPO59YzOOQIQtbW6ml+UDkgyDBps7xPtb\n2lm6voUe50Ztu4sGu5exRdmMyDZi0Gnwh2KEI1FCGiVbQ7eP7EwturCgMEsZBhYCvqzrxh2M8JcV\nu+n2hjAbteRlGrF5gzzzSR0VhWZOHFtAKCrp9obxh2O8uraJz3d10+kJEo7GEEIQk3GsTh+hiMQX\nivLZ7m4CkRhb290UmI0s39xOlztEY7efeROLWVpjJRqPU2/zJhfshT3DyF2eIJ/u7CIuJWV5mZw8\nvojS3ExAUmg20uYKsK3dQ5HZgF6noTjbiN0fpsnmp9BspMSSm5ipGx1wpu5AM0gvPbaMbl+YEyoL\neOmrJuyBIFqNIByN82W9g2v++RXP/p9ZgOSSGWVUFGbx7Gf1xOKSgiwDoUicd2rb2WR1o9NquHHe\nuF6LLafWNdzJByoq32Y8Hg9nnHEGv/zlL3nzzTeJRCLJxW1/97vfsWrVKmpqahBCcNFFF3H//fdz\n3333AdDe3o7L5aK1tZX33nuPSy65hPnz53PPPfcghGDXrl0sWrQIgGeffTZZp81m4+KLL+af//wn\nF110EY8//jhPPvlkcuP1119/nQceeIA333yT8ePH8+CDD/L973+fzz//PFnGsmXLWL16NW63m5kz\nZ3LBBRdw9tln8+qrr7Jw4UKWLl3Ksccey+7du9Hr9cTjcS644AIuuugi/vWvf9HS0sIZZ5zBxIkT\nOeuss4bsp4Haev311/P555/3GvocTl2vv/46r776Ks8//zyhUIgVK1awZMkSrrvuOgBefPFFLrnk\nEvR6PVJK7rjjDubOnYvb7WbBggUsXLiw1xZXPXz66aecf/75+yXkhuvbW48y83PbUBkPAD0zpl5J\nnE8FOg7UsCfA+PHjuffO23n0/R2cUFnAnz/cQacnjFkPI/KymDO2iC/quonE40wcYcGuO55b/vg8\nn25uQIR9jM6SZMYD6KJ+ahvaaGjtpCukZW2jHVcgQsDrHtKGqVV7wvQ6uvY0Tcbj+NxOcDtxtiua\nuBFY+NCjzJ48BqsjQOfGj9j4yu97ldcCrNLp0ZnM6DNzGP/D/0cgYlJe4J31xOu+oC4vn581fMqZ\n08fSKt04ogYKtHlMG53Hl41xIrE472/tpM0d4tKZo2l1BunwBNjU7CQUiTOjPI9aq4tFq5rY0WZH\nr1cE0LKNVhptPiISQuEgGgEvftWINxjDG4yg02nxhKJUl+aQm2mg0x0mHJOsa3Lwh7e30ekJkaHX\nEojE2NHhYdroPGJRSW2bhy1WN3Eg16RnelkunlCEdleILk+YicXZlOZmsKbNhSsQRQJZetAKQbHZ\nzNwJRTQ7Ahxbns/7WzvJy9Tj8odpsnmRwOhcE+YMHWsaHaxtdDAiJ4Mckw6jThGF725uIxKTBKIx\nirKNaDQaonGJLxgjFAe9RhmabrIHyNILhABfMEK7I0BUSlz+MG9vslKam4HdF6bJHuglemutLl5b\n28LKHZ34wpJRuUYmjcxmY7OTNzda+eHsSqaOtnDi2EI+3t5JgdmYnPhyz5u17O70sL7Bweg8E9fP\nraTNFeLcKaVphVHPDM51jXZC0TgN3X7aXQECoSjuQJhOTxBvKEKXK4wQYMnUK8+mO8jC1zfR5g5x\n3pQSZpTnceuZE6m1uujyhHj60zrmTxvF9LJchBDJhZpTGc6WbSoqh5OeJTiOhL0+ly1bxsiRI/nF\nL34BQEZGBscffzwAixcv5s9//jPFxUrM6913382PfvSjpFDT6/Xcdddd6HQ6zj33XMxmM9u3b+eE\nE05IX1mC5cuXU11dzSWXXALALbfcwiOPPJJMf/LJJ7njjjuYPHkyAL/+9a954IEHaGxspLy8HIDb\nb7+d3NxccnNzOfXUU6mpqeHss8/m6aef5rbbbuO4444DYNy4cQB8+eWXdHV1cddddwFQVVXFdddd\nx0svvTQsobY3bV29evWQdZ144onMnz8fAJPJxOWXX86LL77Iddddh5SSl156icWLFyfb0NOOoqIi\nbr31Vu655560ds6ZM2e/vW3DFWorgLeFEM+ieNSS3isp5bC2pxdC6BL1aQFtYkJCVEoZ7ZP1eeBZ\nIcRioA34LfDsMO0cNl/sttHmCvLxzi50iQHgYFwQicZZuauLomwjZx41gvnTRlNnK2DV7gLWRkYx\nuSSbLIMOrUbD1NEWshu6GdnpZ1q5hRHZJmpaXBx18gUcPfssLpxswRgPYLfbcTgcOBwONu1uYVtz\nF62eCLnZygu1zuYnu2AkEb+bYMCfpvM0fNboY/ZkmD4mlzWkX6kkFo0Q8zgIeRxo9AY6XMrEA2y7\n6fj4RTqALcCSPve9Dsy863W0BhNGvYbuHWu485k7aQ1oiOkz2f5WLpPKS5h3TCUTykbiabLhiRUj\nIhHeqe0gy6jDkqXHoNMwriibTm+I9U0OQDC2yMx5U0vJNOg4q3okk0bm8OTK3RRkGlm5w6YscSLA\nnKGj0xMgx6jj3S0dGHSQpZOg0ZJt0lOUZeTqkyp45N3teIMRRlkyqSzKBGBEjpFwJEogCkJCVAhc\nwQgWk56TJxSxttHBzk4P00bnUmLJYLdRQzAq0GoEUoInEKY018QFx5RSXWrB6lR2mAhG4zgDEXyh\nCF2uIIGoRK8BnVYQjUtK8zLQSkGzM0AcDVoNBCMx6rp9GHUadBpo7PZjydRTlpfJaZNH9PJohSIx\nPMEY3rBEAJkGLbs6vWxocRKJwUtfNaHRaFjbaGd3p4+cTD1XHD+GZz/rRAPkGPUEojFqrR5mludz\nTiL27LOdtn5Ld/TE3X3V0E1jdwCTXkteloFuT4gmh5/ibCNKVB/E4mD3RtBrIC9Tn5hI4+O1dS3M\nqixILsfSZPfT5gqwvsnBzadPSLtDBajeM5WvD0fCXp/Nzc2MHTs2bZrVak0KI4Dy8nKsVmvyvKCg\noFdsVWZm5rBW6rdarZSVlSXPhRC9zhsbG/nZz36WFI8AUkpaW1uT9owcOTJtvQO1p7GxEavVSm5u\nbvJaLBbj5JNPHtJe2Lu2Dqeu1PYCLFiwgJ/+9Ke0tbWxY8cONBpNMn9HRwc/+9nP+OSTT/B4PMTj\ncfLyDt7OK8MVarNRNhU+pc91CQxLqAF3okxj7+FK4B4hxDMo+uEoKWWTlPJtIcQfgI9QlvFY0ue+\nA8K5U0rZ3uZmXbOTOAKtgFKLkaIcI9vb3IzJMzF/2uikRyIv00gsJhmTl8WJYwsw6rRMLsnBGQjT\n0OVnRLaJ784Yjc0bYm2Tg1A0To5FcOuZ0wfc27LW6uKd2nZsI2dx7u/+zfFVeYh4jHW7WmnrsHFc\niYH6lg7W1LXT2O3niRW76HAHKRpZyuzTzkKEfbS0d9HR1U3Y7yEWUQScxmDCExVEoxKdBvJ1YdoG\n6Qud3kDFyAJanF78QYlsrWfzFx8k091AK5C8IgSnPPgOESmoyjfx2btL2fKfv2HJzaUrJxdDZjZd\nYR3SaMZSUUI8OpH/85MbCUbirKq34/d6kUEf+RYL5gwteo2GSDSOPxynzuZFIijLyyQ3y4QrEMLt\njxCOxHn0w504/RFMRj05mQbe3tSGBL5TPZJSSybrm+0IBMFIjMJsI/OnjybfbMAdCFOcnYEjEKa+\ny09UCoLRGCa9Br1G8N5WZe210XkmzqweyaIvGtjW5kKvVcRWLAZCSEx6QVVixmhMCkAyqSQbTyjK\nqFwTFYWZbLK6aXX4iccldl8YV1CJSyvNhZ7h29RFbo06gU7pUjzBKHGpBIRqBHR4gti8Eba3uzDo\nNBSEjCxZ20yD3U95fhYzyvNosPuxmLSUWEzJGaJ7vkftiQZY1+hgbZMDi8mAQReiye4jEouTbdRS\nmGUgGich3nT4AlGCMdAKKMo2Mn/aKJyfhykwZxCKxpIeskkjzYwvzkajSe9J60H1nqmoDJ+ysjJe\nein9ZLfS0lIaGxuprlZ2JGtqaqK0dOjJSkNRUlJCc/OeqCYpZa/zsrIyfvOb3+zTLNGysjJ2796d\n9nplZSU7d+7cN6MHIWWW9rDr6ntPXl4eZ555Ji+//DJbt27lsssuS+b59a9/jRCCTZs2kZ+fz9Kl\nS7npppvSFXtAGO5en/23qN9LpJQL6b3JcSq9FuuSUv4R+OP+1jkUnd4QzkCELKMOhy5CIBJnd4eX\nUAxsPmXLG4BPdtrYanXhCIT5YFsH8yYWJz0Veq2GLm+IVfXdnDC2gLkTCtnZ6cWcoUUI0S++K5Xq\nUgvvbG6nweYD4OPtNuz+MLlGE7OPncp1J1exscVB+fYuQtEYm1pdzBlfwPwbrsSou5oZ5Xmsa7Tz\n9Kf1uP1hdrbZiQU8+H1e8jK1ZJsMHF2SS218Ko55lxP2eTDEAxToI2TEA7icTrq67UihY97EIv66\nQlnewt4++MQMrTELvU6H0xNm+ZYOXK1WvN3teLvb++Xt+BRWLTFx800/ptbqotBsIFj7Puv+8zgI\nDaYsM/rMbGL6LDBk0ZmVzcjiEViu+hVleUY+3dVNZ0szwtMJIwvRZVrIyMxme0eMQEyRPi32AKML\nTJxdPRJXMML6RifHjtmzTMS0snwmjrDjC0aQhQK9BnZ2efGGoriDQSLROEa9stTKukY7s6oK+GhH\nJ/5wFL1GkJMpKM/LwpyhR68TrK63M2dCAd5gHJ0AjUYwfoSZDIMWhy9MJAqZJg2BSAwJRGJxsgw6\nWux+lqxtpjQ3k5W7unD7o1xzUjnb2t20u0O0u8PkmWJMKLHQ4vBh80aIA8EYCI3EoNPS6gziD8Vo\ndys/nf4IroASm9blDROKxAhFY4wrNhOKyuRWVqDMmj11YhFaIbA6/bQ4/AgNWDL0bGhxYNLrKMoy\nEgxLZCwGEorMGYqHUK8jFpc0dPuYP00ZtncHoui0ghE5GYQi8ZS6VFRU9pXzzz+fW2+9lUcffZQb\nb7yRcDjMli1bOP744/n+97/P/fffz3HHHYcQgnvvvZcrr7xyv+s877zzuOmmm/j3v//NhRdeyF/+\n8hfa2/f8P7/hhhv47W9/y7Rp06iursblcvHuu+9y6aWXDln2tddey6233sqcOXOYMWNGMkZt1qxZ\nZGdn89BDD3HzzTdjMBjYunUrgUAgOUy6r4wYMYK6urrk+b7Wdfnll/PQQw/R2NjIhx9+mLzu8Xiw\nWCxYLBZaW1t5+OGH98veoRj2/FMhRAFwLjBSSvmwEKIU0EgpWw6adQeR5Zus1Hf7lOG64iw0QiCl\nxBkIUZyh5+RxRVQVmpMvnqrCLHbbfBRnG0n1VIwvNjNhRDazxxUkl9gozjEm16KqLrUMuN1SdamF\nE8fmU5htZGROBs0OP60OP65AlDH5JhpsPt7d0kGDzU80rgyTZRr05Jj0fLLThlGvYUb5/2fvzsPj\nLMvFj3/vmclMJpkszd60zdJ93ygFLLsCAgoocFhkExBFEBX8eRBR1OPBDfEgx+MROYoCigKKIEWg\n1LLJVkpL9z1J2+zrZJKZzPb8/nhn0kmapNM2a3t/ritXMu+8M88zk8nMnWe57xzOa/Xz4ModZGem\nkzs+l9bOLlJTHNb07ZxCZhadyYLjlrK3xc/UAg/uFDslOWlcfJw11LthXyvtgTBTc9PYUu8jc/6Z\nuArK6fS2Evb7CAfaSTMBilIjVNXUYxxOgmFDik2YXpTBehm4aIQnM7v78QK0Ts1gE4CJ4vd5e6zp\n6wC8aZnknfN55ozPYly6kx2bX6Pltd/33MVis2NL9WBP9dCaU8jZdzzImbMKeXNHA+1VG/nzh8/T\nsXEqc8sn8mF9kOZwCp22NGyudDqDEXLSU2jqCCI2OL4sF6dDSHM5AGH+xGyKMlOpau7s/k1XewPY\n2lhF76oAACAASURBVLvo7ArTFY7iC0Q4cXIeW2qtXYsOu41Wfwin3YYrRchwO5g9IZM3tzdhF6sa\nxvhsFzVtAapbO3ltSz1hA13hMGDDHrWmHcVmIxAK0+kPEwWcgNNpI81pwxhjHXPYSHNaa+lcdqE8\nN51cj5NgxMQS89awq6GDLHcjLoeNZdPyKMvzkO1OIcvtJBKJMn9iNq9tqaMzDF2hMCZiSHe7WFwy\njuZAiBSHlTg4GI3S6g+ybEouRbGdtmv3NFPR2ElnKIIAKXbh3YpmDic1x1ioUKCOHaOh1mdGRgYv\nv/wyX/7yl/nud7+Ly+XiK1/5CieccAJ33303Xq+X+fPnA3DppZd274Q8Enl5eTz55JPcdtttfPaz\nn+Xqq69m2bJl3dd/6lOfwufzcfnll1NZWUlWVhZnnXVWUoHapZdeSlNTE1deeSX79u2jrKyMRx99\nlNLSUv7+979zxx13UF5eTldXFzNmzBiU3Gc33HADl156KdnZ2Zx++uk888wzh9XWBRdcwI033khJ\nSQkLFizoPn7PPfdwzTXXkJWVxdSpU7n66qv52c9+1ud9vP7665x77rlHVCxekik/JyKnYU1BrgaW\nGWMyYse+Zoz55GG3PoiWLFliVq9enfT5zb4gz3ywl91NHby6tQEElpXnsLvZT0N7gCy3kzvOntFj\njU9fST17f9D4gxF+/9ZuXtvWyElTclk0yZq3freiubsYe/z8NZXNPLVmL1Py06lt68LrD3PRovFU\ntwaoau6kKDOVUNTaeTm9MIMUu41pBRksnJTdXT5pc00bD67cwYd7W5iSn8GNp0zm6TV7yXLb2VzT\nzvnzikGEpWXjcKXYexQvP2NmQXdFgTWVzfxjYw1v7mzCZbeRmmKnps1aPxYIR5mc52FmUQa13gB7\nmjtJczqYO8HKwv/Iqi2YgJfClDAdvlbSCVBZXc94d5RgZzvzS/L5zX/v/4/jnnvu4b6f3k9nR98v\n3NTcCZz3vT9RkpNKU0eYVb+/nz2v/bnPcwHsmfnMuf1RvnfBHDJSHdx373/wwmP/0+/5zqwCPvad\nJ9lZ347dDl3b36J9x7vkjsshPy+X7OxxbG6JMLEwj5yccbSE3WQWTSI7zaqy4HBATpqLOm8XrhSh\nK2S46dRyMlNTeLeimWc/2IfbaWfBpGwafF1s2NeK1x/htBn5HF+Wy792NLBiizVqeWJZNtMKMthQ\n42VzrReH2MjzOKlt81vTj0BaihXARaLWTt4MdwpT8z3U+7rw+kNML8ygwRsgM83J9cvKqWjsYOWW\nOuw24dqPlJHpdvL2zib+/P4e0l0Omn1WYN3YHiQCpADx2kjluaksKc2hODuNyfkear0BphVkdJdE\nW1PZzHPrqnllSz3j0hxkuV3825JJFGe7e7zOky3cHi9s399tDkZE3jfGLDnkG45Ch/oepgZPfDNB\n5Y8+0X2s9N8PzDiltT7VYEr2/SvZEbX/Ai4zxrwiIvGkU++wv4TUmOIPRtjV6OOKE0qpbvVT5+1i\nVlEGCyaN461djextcZJis5E4cuZ22mNJR3vqvf7G7bTWXO1r7eSFD4O8srmem04t55Rped01OLvC\nVnLXisZO3tjeyMZ9bTR1dpHqcHDuvCIuPm5S9xqmj0zJ5bjSnB6jcZluB0vKcnhzeyMPv7Ebp8NG\nTrqTwsxUnn5/D6GowR+00eoP09QR5KJFE3p8OF583KQDyga9ubOJwoxUZhRmku9xMiHbTUVTJ2uq\nmkkJRch2pxCNGHbW+WjwBSnIdDFxXDpv72wkZHOSMa6I42cVUu31s7epE09+iInFmVywoLh75C7u\nu9/9Lmdf9SUefn0bmytqoasdX1sbnT4vHd42nM4U7Hbh3YpWfP4gOeMnkLn4BNpaW2lqbibQ4cWE\n9o/iOdwePC4HTR1BLlw0kad7l8vuxeZ0YbNBxEA4Ag07N+B9/2Xqgc0J58VXMzizizjl7j/y0ZkF\n7GzsoHLlH/n7imfB5SEvN4cJhXm8uKOI/LxcmkMpRBsEf+lxrN/bRn6Gi8bWDkLYeWNbA+2BMOfO\nKaKiqZP2QJCmzhDTbTZuOnVy9yhbcbab5RuqqWrsZHKBh/r2Ltr9IcJRCIcj+LsidARCTBqXTmqK\njfX72ugKRSgVa91cWV4aJ07JI8VuA2y8uLGW9yta8PqDOGxW6bRgKIInVXDahLauKMRSvNW1B9lS\n66OuPUhbIES600Gm24E/GGH5+mpyPS7W7mulPRAiEolS6+3i8bcruWTJRM6bV3xAlYXEUbK+dn/q\nRgOllBpYsoFamTEmvpY8Hr0ED+H2o0riB8aWGi9t/hD5Ga7YJgGh0dfFB3vaKMvbv3RuoCmaAwur\nW2t4Ntd4ebeimZ0NPjJTU3jy/T28sqmWfW1+puZnsGFvK95AmKiJEA4bWrqCrNxcywnluZTnpcdK\nBVkFsOO7BHsW+DZkp6UQCEUIRQyvbW9AgNLcdC4/YxLleelct6z8gKLjvYPLOcVZfLinlVe31ZOV\nlkJZbjqhaJSKxg5afV20BsLdv/TOUAibDRZMzGZrrRdfVxiPy4En1XopRCPWCJzdBhOyUwlGTJ9r\nl2aNz8Sd4sSeloUrYxzuXEN7IESR00YwZCjMcBKOWHnK0heez3lX3cjNp09l7Z5mHn9nD5v2NrIo\n306B25DjduAZP5mLFk4A4Mwzz8Rut9PS0kJ9QxM799bS1dGO19tKp7eNjMxsTpmWR0dXhI5gFw3B\njgFfL6meTIqyUpldnEV2mpO39lSyb9dWwNpksa7X+cVl05j8+cXWQv+0FFpefYTmd5/F5kpnR3om\nK7Kzcbgz8IuLkD2dmslT+MYTD+By2Hj07SpmpndwcWkI76RMJhbm8ZcNzYQiUYrHudnb3Mm2unZ8\nwQhBE6XBG6A1ECUr1c4ZM/LZXu/jlS31VDV1kOtxcdMpk63EvM3WNH9LR4hAKIJNbBxXmkt1WydI\nF22dETypDjLcKcwsyqC+vYv69i5y3VHej6UvWbmlntlFGaRgIzPVwbIpuaSnOslMTeGlTXXkelxk\npjp4Zu0+mmKjdr1fZ4nf+3otKqWU6inZQGuTiJxjjHkx4djH2F/LbkxJrKXo9Qc5c2YBxdlp+IMR\ndjd28PKmWhp8Qabmp3cnDx2oiHTv69xOO/MnZSPAqm3WovEn3tvD5movHcEQ7YEw6/e24PVHSE0B\nf8gQiUQxCFvqfCxfX02DL8gp0/LY1ejjxY211LYFGJ/l5rTped1B4eLSHFwp1o6/P79XyTu7W+gI\nhDhlegGnTCvgwkUDlVTdz+20M6Mok/XVbcybkM2MwgyeWrOHzlAEm81G1EBbZ4hwJIpd7GSmCjPH\nZzK3OJMN1V78XXvZ1xagsrmTce4UctOd2O02PKkOXtxYi9MuPUbx3E47uxp92B1CXrqLs+YUEIoY\nXt1az/FlOazc2sCuxk7GZ6VilwzKctO6c3SdNCWfrnCUd3LS+Nwpkw8IQsHaVn3xxRd3X15d0czK\nLfUUZ6Vy7tzxbK1uZuaEXNJcDh57q5LsRefiKZlDJODDBHwEOn14CGAPdRIJtDN79mxuPm0qs8Zn\n4nLYSCMw4POZm5tDKGLlpctJTyHHHqIZiHZ1EOjqINDccw9unXc2bqediiY/dd4Av3v6F7z+fMJU\nr9hIScvAk5lFituDvWAKJZ/8EidPyeP5DTXUbH2XQHs9f2sopgMnLWEnIXs6zZ4MnlqdQmVTJ/5g\nmIIMF/WBMCJCUXYqS8tz2FrvICvVybKpeVQ1d7K11su584pwOexsrfOx/MN9PLOumsuPn8Qn54/n\njJmFnDK9je31HRRlplLrDVDR6KO2LcCza60pXwMcV7K/3m3iPzL9BWW6Vk0Nt/h0p1KjXbKB2h3A\n30XkecAtIr8CPolVTmrMif8Xv7qimXV7veR7nKzb20p1ayfVbQE+MiWPFIe9R43GgaZoEq9LTL3w\nXqWVCX9Xk49J2WkgMDU/g65olEgoyuZaL+PSU2n2BZiY62bxxBxOnpZPRqqD8jxP9/2+uKGWfS1+\nijJTiZfoASsojH/wLS3P5bXtTTT7g6zYXMeSsnGcOasw6eckseaoxdAVjtIeCPHPLXXsbQlgjOBy\n2jmxPIdLY9OZW2vb+ejsIt7d3UxmmgOMkGK3c978Ij4xfwL/3FLHefOKDwhm5xRncfmSEuJr/tZU\ntlDdGiAvw8WE7FQiUUix24Ews8ZnMn9Sdvf070ub6mjtDFHR6OszUOvr97OlxktVcycvbKjprg6Q\n5nQQNVGySmaSMX0eHaEobqeNts4wly2ZSGNHiH2tfj69aALLpuWxuqKZdyta+Pp3fsB937+HlpYW\n6hqa2LBrH2kE8HnbaGlpwZ5VRHOeB4+vi8l5HjggVWBPs8qs19lFCyfgtAt/WhnseYKJEupoo6XD\n2rgwLSODqfkettW1c/68In7y2Eu0bXyVuj7ue4c9BXfZQor/7R68gZBVOH7XKpymkeUfevBkZjNr\nXjmRlAKmeTIZl+NgYmoErzi5aOEElq+rxh+Ksr2unXPmjicn3cmZs4qAen7wwmY6giEcNsGd4qAr\nHCXLnUJ5vofz5hV3B1zxNDQvbqjl5tOn9qgdCz3TlcRfH0oppSzJpud4W0QWYBVh/w1W0tulY3XH\nZ9zkPA9barycMbOQikYf3kCIjmCke/F04n/2A03RJF63uqKZ6rYAxVmpXLq4hDrvdoKhKLOLswiE\nI2yo9lKYmcrWVi+BsKGuzU95gYdlU/M4b954AF7cWAvGmh7M8Ti5+fSpPPPBXspiWel3xzYS9CRM\nzEnFYRfaOkNUNA08nTfQYwB6rMdr6giyqbYKX1cYu1iJYjfXePmgqoWn1uzlkuMmcP788VQ1d9Ie\nCFHrDVCSk05OupOZ4zO7s+LD/qC295q/eKA4Oc/DtAJPjxGbsljQGr+feROy2LDPywA1sw94bInr\n/uIpUy5aOJFQOMreVj9batqpavZREMuXt6clQEmOm6LM1O6APfExJG4mmd5rJChx40lXOMrJN32f\nCRf+PyprmnBEfSwqcJLviuCO+qlraOLsJVZt73gNzjVTypk2cw4NTc34fW109UqCbHd7OHFyHtvq\n28nzuMmwBemvYqaJhAADBrqCEcJR2LPuTdZveav7nCd73eb4ZadyxT2/pisUYdm0XN578kFef24n\nq/8vk/IJhUybVMSW5iib6oK4PFk4x43HNX46bf4guxvt7GmxitnHN+LE09Cs3dPK8vXVPUpcxYO0\nXQ0+7DZbH69rpZQ6tiW9xswYsw/48RD2ZdjtarQWxte0+XGl2Fm5tppGXxc76n3dC/YP1ZzirFgu\nK6s+aHlOGm/taqKyuZPy3DRqWzvxd4Vp6bBGTcQmLC7J5uSpuby9yyolFQhF2FLT3v2hluNxMn9S\nNq9vb6S6tZMGn5XjLcezv3/xQGd8lrt7FGuwlOWmkyI2fMEQ0woy8fojPLN2Hw4x+INh9rX4uXJp\nGbsafby9q5G3djVR1dxxwCjawXYCLinLodkX5K2dzdR5u9hS6yUv3YXXH+r+fbiddq5YWtpjM0Qy\n4sFa4u1yPE4+f/pU/MEIb+1sYFNNOzsbfPhCERx2K7ltYm3OvoL1/sojLS7NYWN1W2y6tJx3K5r4\n6/s22ruyqbLZaXakUJiRSjAripT1/F3df//9/OcPredlcp6HrdXN2EN+fr9qPd62Nmo6DGlOO3OK\nM/nXjkZOP/NjvJedgy3YSWV1HWG/Dwl2EPG3Ew4FcaVnYrOBy+kgGA0T6jygbG4Pk4oKOGVaHl5/\nmKoWP56OvWzaYO1G3NjH+UVzlzH9qu/RFY7g6wrzys+/xjNf/ZD8vFzGjRtHVnY2XTY3rVEX4zaW\nklJ1Epdddln387d+y3bCkSiZWdnsqPey1JOX9O9VqUM1Fqc8jTHceeedPPzww4CVm+yHP/zhAUla\n4/785z9zzz33sHfvXiZNmsS9997bXR4pLhgMsmDBAtrb29m7t+8xl4qKCsrLywmFQj2qAByJ5uZm\nbrjhBl566SXy8vL4wQ9+wJVXXtnv+bt27eK2227j1VdfxeVycf311/PjH/cMRbZv3868efO45JJL\numuZ9rZu3TquvPJK6urquOuuu7j99tsBCIVCnHzyyTz11FMHVCd46623uOOOO3rUNB0JST3zIpID\nfA1YyIHJaU8dgn4Ni/iIWjxf2kULrQDL5bAfUhDQ29a6dl7YUEuTrwu3w0YkCl5/kJ2NhkDI4HCE\nCUWi5KbbWTAplxtPmcJv39jF8+tr8KSm8OlFxRRlpXLSlP0fWInr6voq1ZMYRPRVlPtInDQlj9Lc\nPbxT0UJRpotz540HBG8gxJa6DjqCETbXtOFKsTMlP4PyPCtjfeLz25/egc6T7+/hxU01LJuSx7TC\nTGrb/IzPSj3iBegDrYFyO+2cNCWff26u5/VtDWSkOlhUkt0jSOtPf1PiiY9r2bR8Zo3P4l87mthX\nGcAQoTArldJxbtqDEc6YeeAUdfwx+oMRUpxOPqz3U2vLY9bMMpblpjM+282/djZS1x5gyWmXULTs\nYkpz3fz5vT3UersYl+agPC+Dca4o/9xUg9NhozQ3nUAoQtbZV1Lu8jE1S/B522hsaqaqpp6wv522\n1lYml5fFdhVbKUQ62vsbr7PMKi9mfI6bZl+QCTluOhxB6jp8VHb4qKys7HHullXQ3lTXHajNKc7i\n5l9/j9VvvQHA+F//H0snXz9ge0oNldFQ67MvDz30EM888wzr1q1DRDjrrLMoLy/nC1/4wgHn7tu3\nj6uuuoq//e1vfPzjH2f58uVceumlVFRUdNcIBfjJT35Cfn4+7e0D/+M22G655RacTid1dXWsXbuW\n888/nwULFnRXW0gUDAY566yzuOWWW/jTn/6E3W5n27Ztfd7nwZLkfuMb3+C+++5j/vz5zJ8/nyuv\nvJKioiLuv/9+Lr744gOCNIDnn3+e884775AeXzgcHrSgNi7Ze/sD4MIqlN5HMcqxKT6iFi9/01f6\njbhkFztvrG7j7d1NbNzXSihiyHLZcKfYEKyakuPSnRRnu2nvDJOfkcZnl5VR2xZg3d5WHDZhdnEG\nKXY7Oxt8vLqtnuJs9wELsRNH0oaD22nnm5+YwyNv7u6xi9QfjJCZaiWJBauCw9KycdxyxtTu9WR9\njf4lOjDQMdjERlleOlcsLRm0BeYDbQaJT79tju1iLchIZW6SbfYXNPYOUjfXtGG3Cc4UG8FwFIdd\nmFqUSZOvi5o2f79r7eL9XjAxs7vwebrTzsot9bERzgyOL8tlxZZaKho6KMtNIzXFTjRi2FHfjt0m\neDwe8rPczJuQRVluOiy5nNo2f3fS4/4e5+LSHLbWtdN803eZn2OIBHx46KKjvY2Va3fx/vYqUsJ+\nZi9YTH5BBtvwkea0420bOLDLyNxfb8/ttPcY4SvMzz3oc67UUBkNtT778rvf/Y477riDiROtDWJf\n+9rXeOihh/oM1Pbu3Ut2djbnnnsuYFUdSE9PZ+fOnd2B2u7du3nssce4//77+dznPtdvu6eeao3D\nxGtkvvzyy5xwwgnce++9/PrXv8bv9/Pxj3+cBx98kKysgw9udHR08PTTT7NhwwY8Hg8nn3wyF154\nIY8++ig//OEPDzj/kUceobi4uHv0C+hO9hv3xBNPkJ2dzUc+8hF27NjRb9u7d+/mzDPPxOVyMW3a\nNKqqqujq6uLpp5/mzTff7PM2y5cv5+GHH+aWW24hNTW1R6H6Cy64gDPOOIOvfvWrlJWVcfPNN/P4\n44+zdetWOjo6BjVYS/aePgLkG2MGTkE/xhxKDqeBPuh736ddBMHKIO9OdRHyB/F1WeWEstKgs8sq\nvTOnOJPFpTmsqWxmYm4aE3PSuPv8OWyt9fJ+VQtluelJtzuU/MEINW1+bj97Ro8P9eaOIKu2NnDd\nsnJy0p3dmxHi5yTz/PYOdC49roQUm607NcpgPeaB+rKxuo3qtgA56S7yM1wcV5bN4tLDazce0HeF\noj2C1K5wFKfDziWLx/PGjmZKc9LBGD4yJW/A5yex3ydNye+eDi3PS2drnY8mXxd5Hie5aS6eW19N\noCtChtuBy2EjGApjs9soz/Mwb0IW0wszunPa9V6v1xe3086Mwgw2T5qCpyCdHfUdLFtYzOLSHLzL\nN9K4sY78dCeRPA8iwqnT8tjT4udT3/sj583MpNQD72/fQ0rYz6sf7qKltZWq2nrSpx/XI2VLYdF4\nihqa6GhvIydHNxIo1dvGjRt7ZMZfsGABGzf2tRABlixZwqxZs3juuec477zzeO6553C5XD0CnC99\n6Uvce++9uN0Db8Z67bXXKC8vp7W1tTvw+M1vfsMjjzzCP//5TwoKCrjmmmu49dZbefTRRw/6OLZt\n24bD4WD69Ok9HsuqVav6PP/tt9+mrKyMc889l/fee4+5c+fy4IMPMm/ePAC8Xi/f/va3WblyZfe0\ncH/mzp3LSy+9xKJFi6ioqGDKlCnccMMN/OQnPyElJeWA82tqaqirq2PRokVce+21XHTRRfzkJz/B\nZrPR2NjIihUr+PWvf919/h//+Eeef/558vLyRmxE7UNgInBgZdUx6lDTAfTe2TnQNNrXzp5JS0eI\njFQHs4sz2LCvnarmDoLhCPmeVPa1+bHZbFY5J6edWeOzmJiVRiRquteXZbpTenyAj2RC0DWVLTyz\ndh8XLYx2LxAHeOTN3SzfYKWa+OYnZh/wgX84U5SJ6/EOd51gXwbqS/y5/cwJpby4oaZH/rxDFQ+s\nl5aN665EAeBy2CnMTLVSbThs7GnuJByBGUUZA77+EqdAE19zy6bld6+Dm1OchTcQ4h8bagjE2hqf\n5SZFbFS2dlobHmJBWn9Jj/sTTwHj9YfZUd8BCGsqW2j1hzhndhFd4Qhv7GigPtvNYts43trRSEFW\nKplZ4+hMsdGYasj3OCl3T6GoK4yr0Yd4XLy1s4GKxk7K8jx8+8FHB6xooNSxzufz9RixyszMxOfz\nYYw5YJ2a3W7nmmuu4YorriAQCOB0OnnyySdJT08H4K9//SuRSIRPfepT/QZIA3n88ce5/fbbmTx5\nMgA/+MEPmDt3Lr/97W8PGqD4fD4yM3tmJM/MzOx3+nXv3r3885//5Nlnn+WjH/0oDzzwABdeeCFb\ntmzB6XTyrW99ixtuuKF7pHEg9913HzfffDO1tbX87Gc/48033yQjI4Py8nIuvPBCWltbufXWW7vL\nYi1fvpyPf/zjiAhLly4lKyuLV155hbPOOosnnniC008/ncLC/ctWbrvttj6nTwdDsoHaSuAfIvJb\noEflbWPMbwa9V8Mg/oHaFYokVZ+w987OgUa5WjqDzJuYBQYWTMyhMxilID2F2vYuWjtDTM5Lx53i\n4GOziwBrWqyxo4ssdwo1bYHuqdi4kf/wMoSjUT7Y08zWunYuWjiBHI+T65aVA3R/HyzDna0+8Xd7\npEFiXztDwdrsAYYP9rSQluLAbrfR3hUi2Z2rvWvExoOs+M8uh4MpBR68/jDnzC1k9vgsfvvGbqpa\n/YzPdB0wxZlsEJ0YKGa6HcwpzuKtnQ34AhE+tTCf7fUdvLK5jj3NfmpaArT6Q0wtshI1b65pY2lZ\nDrPGZ/LMB3tZ3eRjUk4aZ84soqKpgydWV2GMcPtZ03oEtUqNlNFQ6/Pee+/l3nvvBeCqq67if//3\nf/F4PHi9+2sit7W14fF4+txMsGLFCr7+9a+zatUqFi9ezPvvv88FF1zACy+8wLRp0/j617/O8uXL\nD7t/1dXVlJaWdl8uLS0lHA5TV1fHhAkTepx77rnn8vrrrwPwq1/9itmzZ/d4HPHHkpGR0Wdbbreb\nk08+uXsa92tf+xrf//732bx5M8YYVqxYwQcffJBUv0tLS7sfd2dnJyeddBIvvfQSX/rSl7jssss4\n//zzmTt3Lh/96EfJyclh+fLlPTY5XHvttTz22GOcddZZPPbYY3z5y1/ucf9DFaRB8oHaKcBe4Kxe\nxw1Wuo4xJ/6h0BWK9gi6khlpO1ggEc/0v7qqmWfX7mFPawB/MEJ9e4CuUJSCDBcpDhuPvVXBx2YX\n0RU2OGw2Tp2Wf8BI2miwuDSHrbXtPPPBXloDYTCG62PJZr/5idmD3t5IZqs/0iCxv767nXZcKXY6\ng1EuWFBMWV46Loc9FsD1L/56HJ/lJt/jjJUh2z/C6UqxdY/g3XByORVNfi5aOIFdjT7SXHYKM1K5\naPHBN0UcyuNyORzkeVy4HA4rn54xdIYibKtrZ92eVj42s5BdjT7erWjhlGl55HiczCjKZNW2eto6\nw1Q0dXDOnCLe2dXIhmovr21r4BPzJxykB0oNvYiveaS7wF133cVdd93V49icOXNYt24dS5daVRvX\nrVvX5+J7gLVr13LqqaeyZIlVQvL444/nhBNOYMWKFYC1k/OUU04BrMX6bW1tFBUVdU8zJuorECwu\nLu6xSaiqqgqHw9FjdCnuhRde6HG5o6ODcDjM9u3bmTZt2kEfy/z58/tdP7Zq1SoqKiooKSkBrNG6\nSCTCpk2bWLNmTZ+3ifve977H5z73OQoLC1m/fj3f//73ycrKYuLEiezYsYNFixbx6quv8tvf/rb7\nNldddRVz585l3bp1bN68+YBdtP3twB0MyeZRO2PIejBC4h88zb5gj7xkyawJO1ggEc/0/9yHNVQ0\n+uiKRCnKTGVucTYN3gCnzcijM2Ro8gVjH7jFXHb8pB6F3fuqlTiSQtEoEQPZ7pQjmhoc7YYySIyn\nbokn+U3mdxt/PeZ7nN1r3vZXcTM9Ass1lS1srvEyozCDxaXjOKE8F1eKjaaOrj7LeB2uxOTIbqed\nz58+ldUVzayubCYSNXy4r5WPzirC6w/y4V5rTd3i0nEsm5rHC+trWbunhRmFHhaXjKOm1c/Gai9d\nYYMrxTYKRo+VGn2uueYa7r///u4diD/96U+57bbb+jz3+OOP50c/+hFr165l4cKFfPDBB7z+PqL/\n8QAAIABJREFU+ut88YtfZO7cuezZs6f73H/961/ceuutrFmzhvz8AzfT5efnY7PZ2LVrV/e6siuu\nuIIf/ehHnHvuueTn53PXXXdx2WWXJbUuKz09nU9/+tN8+9vf5uGHH+aDDz7g2Wef7Tf9xVVXXcVP\nf/pTVqxYwRlnnMHPf/5z8vLymDVrFtOmTePyyy/vPve+++6joqKCX/7ylwP2YdOmTaxatao7ACwv\nL2flypVkZWWxfft2SkpKeOONN5g/f36PadqJEydy/PHHc/XVV3PxxRcfdH3fYBrwmRWRE4wx7yRc\ndhtj/AmXP2WM+etQdnCoJe78zPHkDNq026zxmXx8TiFtgRwavAFKcz1MKfCwcks9y6YWxLLxW0lR\ne39oj4YNBIk2VrexpbadXI+L02fkc9IU3Zl3OOKjaiu31LO70XdI6T96p2VJnK6PjwRvrfUSiUYB\n011ztqYtQG1b14CbBg7ncfS+r8l5HibnpNPqC7GrsZPNNW1UtwZYvr6GPU0dfGx2ESU5abER40xA\naOwIMiEnHQFmFHnoCkUHNaBU6mjx+c9/nl27dnUvor/xxhv5/Oc/3339nDlzuOuuu/jMZz7Daaed\nxj333MMll1xCXV1ddzB19tlnA1BUVNR9u5ycHGw2W49jidLS0vjmN7/JsmXLCIVC/OMf/+D666+n\nurqaU089lUAgwDnnnMODDz6Y9GP5n//5H66//noKCgrIzc3ll7/8ZfeIWlVVFbNnz2bTpk2UlJQw\nY8YMHnvsMb7whS9QX1/P4sWLefbZZ3E6nTidTtLS0rrv1+PxkJqa2mfAmeiWW27hgQcewG633md+\n8IMfcMUVV3D33Xdz1113UVRUxH333ddnWo5rr72Wq6++mgceeCDpxzsYxBjT/5UiXmNMZsLlZmNM\nTn/Xj6QlS5aY1atXH/LthqrGYHwd2ymxxffx6alk1sMdSp+Go0Zisy/YXRmhd8UGdWgSyyWdMbNg\n0IKnxHqm8QCwr2ND5c3tjTy1Zg8el4OOrggXL57IrPGZ/PyVbWxv8JHlTsEfCFHVGuC2M6dx9pwi\nnn5/D1XNnZTkpFGc7eaFDbVctLB4wDQ5vYnI+8aYJYP9eETkVuA6YB7wR2PMdbHjZcBuILH0x4+M\nMf8Ru16AHwI3xq57GLjTDPRGG3O472Hq0AyU8LbyR5/o/rn03/9+wPUVPzx/SPqkRpfZs2fz1FNP\nMXt2z6U9r732GldddRWVlZWDMtWZ7PvXwcYqe/fkYJfHnMTRgcEMenrvEt1S42XW+KwD6hwerE8H\nM1ijbwM99l2NPho7gjgdnYCOph2JviokDIbEadXEY/HvQx9cW+ssz5iRT6bb2d12SU4azZ1dhCKG\ndfva8HVFeHtnAxcumtDjeVhT2RK7n1HzllINfB84B+hrjiPbmD6LuN4EXAQswJqjfhkrsPvfIeqn\nUmoQBYNBrrnmmgOCtFAoxAMPPMCNN944pOvR+mI7yPW9/ws82OUxLR70bKweOGFnMuLBlttpZ3ON\nl3V729hc4z34DQ/RnOKsQdkxN9Bjn1OcRXFWanfeLXVkEl8bg3mfrhQ771Y0s6aymdUVzfiDkUG7\n/4NZXJrDZcdP4qQp+d07Q3/0jy1UNHZQmOHma2fPZMHEbNKcdsZ5XN398/qD/PHdKsry0rns+EkH\n3VwxXIwxfzHGPAM0HeJNrwV+aozZGyu7dx/WyJw6CpTd+fyYLEGlkud0Ornzzjt7HNu8eTPZ2dnU\n1NTwla98Zdj7NLhZ2ca4wVifFh+Z6rmmaP/i78E2WIvfB3rsQzUKpAZX753MW2q8NPismrLDudZx\nTWULP3t5O3XeAHOKM4gYYcO+NiaOcxOKGrLcTlZuqefFcC3b6rzUtXdR03pgQuVRrlJE4iNm/88Y\n0xg7PgdYl3DeutgxpdQYNWvWLDo6Og5+4hA5WKCWLiJVCZezEi4LkNbHbUa9/qb5BiPoiY9MJX5I\nzhqfxe7GDmaNH71BTjI7WRPzd42hD9RjRuLGAleKrd+6sIMpsRLDuxXx1AaGaDRKMByh0Rukzhfg\nkX8F6QhGWVqWw7QCD9vr29lY7eX48lwafUG6QhHuf2krN58+NanlASOoETgeWIu1DuAXwONYU6Rg\n1UJOHHb2Ah4Rkb7WqYnITVjTpd1pBtTIGa21PtWx7WCB2pnD0othNpS7KvvapXewmpfDsSFgMIy2\n3aiqb4lB92DXhe39Wu2vEsMFiybw93U1tPpD+ENRfF1hwKp7+8CK7Uwv9OCwCYsmWeW6fvzCZl7d\n1kAoEuXfz501av8OjDE+IL7ivy626aBGRDKMMe2AD0jcYJUF+PrbTGCMeQh4CKzNBEPXc5WM0Vrr\nUx3bBgzUjDGvDldHhtNQZr7v60PyYO2NlQBouCsGqNGn92u1vw0L15xUTordxssb68hyOSjKdpHm\ncrKrsZNt9V5qvZ2cObOArrAVm5wyvYA1Va1sb/CxprL5kHZ+jrB4cBVf77sRayPBu7HLC2LHlFLq\nsByTa9SGO/P9wdobKwHQSFYMUKPDobxWy3LTWDYtjzpvADFW7rfiSVm8X9lEKGJ4r6KVrjBkuh0s\nnJTNopJsmjuTL6s1lETEgfX+aAfsIpIKhIHjgFZgOzAO+DmwyhgTn+78PXC7iMRr9NwRO0cppQ7L\nMRmoDaW+NhMcbBpnLARA+1r8PPLmbq5bVs6EccOXkVmNLr1fq32NBu+s9/HNv64nEo0SjBhKc9Mo\nzEjF6bCxqbqNaCRKmjsllgDXwbg0J79ctQObCEvLxo2WnZ93A/ckXL4K+C6wFbgXKMBaf/YykLiw\n6VfAZGB97PLDsWNqDBgNtT6V6k0DtSPU35qdodxxN5xr2uJt/f3DGl7eVAswJPU91djUe4TNH4zw\n70+uY82eVjJdQk5GKtMLCrjyhDJ2Nfp4+v0qglEhFDGkuxw47Tb+a8U29rX4Oa503JAn5k2WMeY7\nwHf6ufqPA9zOAF+PfakxZjTU+lSqNw3UjlB/a3aGcsfdcK5pi7d1Qvk4UmzCdcvKh7Q9Nbb0NcLW\nGghhgJQUO02+IO9XtnDlCWVW7rgUO1trOyjMcjFpnJv2rjDj3CkUZaZy3bLyMbGpRimlhlO/gZqI\nPEoSib+MMdcc7JyjWe8RhcQUCcPV5lBKbOvcecVD3p4a2+YUZ3F8WTaN7QHC4SgdwShr97TyzNp9\nXH9yOR9UtdARjPDhnjbeq2gmMzWFy46fxDUnlfPWzkYefbuSq08s5cxZhSP9UNRRRJPUqrFsoBG1\nHQk/52Fl3H4OqARKgE8Cvxu6ro0N/a0vG8pRr+Fc0zYW1s+p0eXU6QU0dYQJR6K0doZwpdgoy7XW\nNZ43r5id9T421njZ29JJKGJIsdvwByM8+q/drN3bxvwJWRqoKaVUTL+BmjHmu/GfReRF4HxjzOsJ\nx04GvjW03Ru7xspOTqUG08bqNlZuaSDdZee4kjzOm1fcYwlAjsfJlz46nWc+2EtGagoba7ycM2c8\nf3ingn/tbCIqUO/1j/CjUEqp0SPZNWonAm/3OvYOcNLgdufooSNR6lg0pziLixZG8AZC1LR14Q8d\nuARgc00bm2vbmTU+gzSnnRc31LB2TysikOl2cuoMHU1TSqm4ZAO1D4B7ReTbxhi/iLixtqqvHbqu\nqURjpXqBOrb5gxF2N3bQ6g+xfH0NVU0dZKVZJaHi/7h4A2F21vtYWpZDVVMnL1W1EI0YTp1RwKcW\nTeT0GQUj+RCUUmpUSTZQuw74A9AmIi1YiR5XA1pvY5iMdPWCsR4ojvX+jxXL11fzzNpqctNSyPO4\nOGFyLvkZrh5LAGpa/QTC1u+j2utnW207RZmpfPbkcvIzXCPYe3Ws01qfajRKKlAzxlQAHxGRSUAx\nUGOMqRr4VmowjfSat5EOFI/UWO//WHHevGIqmzqJRA2T89M5fUbBAYHxRYsmAjA+283Ta/bgD0Xo\nDIV5c0cDncEIFy+eOJZKSKmjiNb6VKNR0nnURCQXOB0Yb4z5sYgUAzZjzN6h6pzab6TXvI10oHik\nxnr/x4ocj5Pbz54x4OhljsfJjKIMnllbzfSCDHY1dFCak0ZLR4jOUITRUEJKKaVGi6QCNRE5DXga\na7pzGfBjYBrwNaw0HeooN9KB4pEa6/0fK5KZYvYHI2ytaycSNWSlOSnNTScj1c7CieOYUZQ5WkpI\nKaXUqJDsiNp/AZcZY16JrVEDa9fn0qHpllJqLEpminljdRuNviCLS7I5b14x0wrSqWjyc9HCCeR4\nnMPZXaV60FqfajRKNlArM8a8Evs5Xq0geAi3V0odA5KZYk48x+2043LY2VzjZUahR9emqRGltT7V\naGRL8rxNInJOr2MfA9YPcn+UUmNYfIp5oJ21B54jvb4rpZSKSzZQuwN4XER+B7hF5FfAI8D/S7Yh\nEckRkb+KSIeIVIrIlf2cJyLyfRHZJyJtIrJKROYk286R8gcjrK5oHtJanUqp/WaNz2TBxCxmjc8c\n6a4opdSok2x6jrdFZAFW3rTfAHuApYe44/MXWNOlhcBC4HkRWWeM2djrvEuB64GTseqKfh94FFh8\nCG0dNk3joNTw2tXoo8EXZFejjxyP/s2p0S+xyHvFD88fwZ6oY0Gyuz5PBdYYY37c6/gyY8ybSdw+\nHbgYmGuM8QFviMjfgKuBO3udXg68YYzZFbvtY8BXk+nnYNA0DkoNL/2bU0qp/iU79bkKeFdEpvQ6\n/kKSt58OhI0x2xKOrQP6mtJ8ApgiItNFJAW4FvhHku0csWTW2CilBo/+zSmlVP+SDdQ6gJ8Bb4rI\n2QnHk1396wG8vY55gYw+zq0B3gC2An6sqdA+R9RE5CYRWS0iqxsaGpLsilJKKaXU2JBseg1jjPm1\niGwG/iQi9xtjfnoI7fiA3iuFs4D2Ps79NlZ+tklALXAVsFJE5hhjOnt16iHgIYAlS5aY3neklFJK\nJUtrfarR6JDyoBlj3hCRE4G/ishCkh9R2wY4RGSaMWZ77NgCoPdGArA2GjyRsFHhERH5L2A2VmUE\npZRSatBprU81GiU79bkr/oMxZg/WjkwHkJbMjY0xHcBfgO+JSLqInAxcgLWbs7f3gEtFpFBEbCJy\nNZAC7Eiyr0oppZRSR4WkAjVjzMJelwPGmCuMMckGegBfBNxAPfAH4GZjzEYRKRERn4iUxM77EdZG\ng7VAK9b6tIuNMa2H0JZSSik15MrufL5Hug6lBlu/U58icrUx5tHYz9f3d54x5jfJNGSMaQYu6uN4\nFdZmg/jlAHBL7EsppYadiNwKXAfMA/5ojLku4bqPYuWFLMGqeXydMaYydp0APwRujJ3+MHCnMUbX\n0I4BWutTjUYDrVG7gv1Tk1f3c47BSoCrlFJHk2qsZNvnYM0EACAieVjLOG4EngP+A/gTcGLslJuw\n/iFdgPX++DKwG/jf4eq4Onxa61ONRv0GasaY8xJ+PmN4uqOUUiPPGPMXABFZAkxMuOrTwEZjzJOx\n678DNIrITGPMFqy8jz+Nb4YSkfuwgjcN1JRSh2Wgqc9k169FB687Sik1qs3BWkMLWBulRGRH7PiW\n3tfTf2JvNQx07Zg6Ggw09RnGGrrvj8Su13TiSqljhQfonV07MXm3B2jrdZ1HRKSvdWoichPWiBsl\nJSW9r1ZjiNb/VENloECtfNh6oZRSY8PBknf3vj4L8PW3mUCTdiulDmagNWqVw9kRpZQaAzZirUMD\nQETSgSnsT969EWsjwbuxy/0l9lZKqaQkXZlARC4ATgPySKhIYIy5pt8bKaXUGCQiDqz3RztgF5FU\nrOUgfwV+IiIXA88D9wDrYhsJAH4P3C4iy2OX7wB+PqydV0odVZLaMCAi9wC/ip1/KdCEtW1dk9Aq\npY5GdwN+4E6sesN+4G5jTANwMfCfQAtWXeLLE273K6y0HetjX3+PHVNjQNayK7q/lBotkh1Rux44\nyxizQUQ+a4z5qoj8EevNTCmljirGmO8A3+nnuhXAzH6uM8DXY19qjNFan2o0SrYEVLYxZkPs56CI\npBhj3sWaClVKKaWUUkMg2RG1nSIyxxizEdgA3CwiLVhD/0oppZRSaggkG6jdDeTGfv4G8DhWvqAv\nDkWnlFJKqeGmtT7VaJRUoGaMWZ7w8zvA1CHrkVJKKTUCtNanGo0OJT1HGlaA5kk8boz512B3Siml\nlDocWjZKHW2SCtRE5Brgv4Eg1jb1OANo3ROllFJKqSGQ7Ijaj4GLjTEvD2VnlFJKKaXUfsmm5wgC\nq4awH0oppZRSqpdkA7VvAfeLSN5QdkYppZRSSu2XbKC2DbgAqBORSOwrKiKRIeybUkoppdQxLdk1\nao9iFRv+Ez03EyillFJHBa3xqUajZAO1XODbsTp2Siml1FFHa32q0SjZqc/fAlcPZUeUUkoppVRP\nyY6oLQVuFZFvAnWJVxhjTh30XimllFJjVDzpbsUPzx/hnqijQbKB2q9jX0oppdRRSWt9qtHooIGa\niNiBKcB/GmO6hr5LSiml1PDTWp9qNDpooGaMiYjIF4HvDH13lFJKqUOnNT7V0SrZzQS/B74wlB1R\nSimllFI9Hcpmgi+JyNeBPVjF2AHdTKCUUkopNVR0M4FSSiml1CiVVKBmjPndUHdEKaWUOpokrpvT\nVB3qcCW7Rg0R+ayIrBSRrbHvnx3KjimllFJKHeuSGlGLJbq9BvgpUAmUAl8XkWJjzH8OYf+UUmrU\nEZFVwIlAOHZonzFmRuy6jwK/AEqAd4DrjDGVI9FPdWi01qcajZJdo3YjcHrim42IvAi8BmigppQ6\nFt1qjHk48YCI5AF/wXrPfA74D+BPWEGdGuW01qcajZKd+kwHGnodawLcg9sdpZQa0z4NbDTGPGmM\nCWDln1wgIjNHtltKqbEq2UDtH8DjIjJDRNyxN53fAS8OXdeUUmpU+4GINIrImyJyeuzYHGBd/ARj\nTAewI3ZcKaUOWbJTn7cC/w18GLtNCHgS+NIQ9UsppUazfwc2AUHgcuA5EVkIeDhw9sELZPR1JyJy\nE3ATQElJyZB19mg12NUItNanGo2STc/hBa4RkeuAPKDRGBMdyo4ppdRoZYx5J+Hi70TkCuA8wAdk\n9jo9C2jv534eAh4CWLJkienrHDV8hrLWp6bqUIcr2RE1RCQLmIH1HyMiAoAxZuWQ9EwppcYOAwiw\nEbg2flBE0oEpseNKKXXIkk3PcR3WdnMf0JlwlQEmD363lFJqdBKRbOAE4FWs9ByXAacCXwZagJ+I\nyMXA88A9wDpjzJYR6q5SaoxLdkTtP4FLjDEvHG5DIpID/B9wNtAIfMMY84d+zp0M/Bw4DegCfmOM\n+frhtq2UUoMoBfg+MBOIAFuAi4wx2wBiQdp/A49h5VG7fIT6edQa7LVpSo1myQZqDuClI2zrF1gL\nbwuBhcDzIrLOGNNjSkBEnMDLsfMvw3ojnH6EbSul1KAwxjQAxw9w/QqsIE4ppY5Ysuk5fgTcLSJJ\nl5xKFFuncTHwLWOMzxjzBvA34Oo+Tr8OqDbG3G+M6TDGBIwxHx5Ou0oppZRSY1mygddXgbuBdhGp\nSvxK8vbTgXB8aiBmHX3nFjoRqBCRF2I5ilaJyLwk21FKKXUUKbvzeZ3qVMe0ZKc+rzrCdjxYuYQS\n9ZdbaCJwBnAB8ArWAt2/ichMY0ww8UTNQaSUUmqwaK1PNRolm0ft1SNs51ByC/mBN+IbF0TkPqzR\nvFkkZPyO9UtzECml1DFgOEbVhqvWZ/yxaD41lYykpj5FxCUi/ykiu0SkLXbsbBG5Ncl2tgEOEZmW\ncGwBfecW+hAr7YdSSiml1DEt2TVqPwPmAp9hfxC1Ebg5mRvH6t39BfieiKSLyMlYU5uP9nH6Y8CJ\nIvIxEbEDX8FK57E5yb4qpZRSSh0Vkl2j9ilgqjGmQ0SiAMaYfSIy4RDa+iLwG6AeaAJuNsZsFJES\nrJp5s40xVcaYrSJyFfC/QAGwBrig9/o0pZRSR6eR2jygtT7VaJRsoBbsfa6I5GMFXEkxxjQDF/Vx\nvIpYWaqEY3/BGoFTSimlhsVQ1vpU6nAlO/X5JFbh4XIAERmPlXn7iaHqmFJKKaXUsS7ZQO0uYDew\nHsgGtgPVwPeGqF9KKaWUUse8ZNNzBLGS3n41NuXZaIzRnZlKKaWUUkPokEtCGWMajDFGROaJyJND\n0SmllFJKKXWQQE1E0kTkP0TkORG5X0QyRWSyiPwVeAtrB6dSSimllBoCB5v6/AWwCHgROBeYB8wE\nfgd8zhjTOLTdU0opNdZpJv6+JaYh0edG9edggdo5wEJjTL2IPAhUAacZY14f+q4ppZRSw0drfarR\n6GCBmscYUw9gjNkrIj4N0pRSSg2FkUp0GzdctT6VOhQHC9QcInIGIPEDvS8bY1YOUd+UUkoppY5p\nBwvU6rHKPsU19bpsgMmD3SmllFJHn5EeMRvNdB2f6s+AgZoxpmyY+qGUUkqNqNFQ67OvYFaDt2Nb\nsrU+lVJKqT4dLbsXx1Ktz6PlOVcHd8gJb5VSSiml1PDQETWllFJqjNB1fsceDdSUUkodlr6CBg0k\nBt/BnlPdiHB000BNKaUGmYjkAP8HnA00At8wxvxhZHullEXXt40tGqgppdTg+wUQBAqBhcDzIrLO\nGLNxZLt15HTEbPTSHaNHJw3UlFJqEIlIOnAxMNcY4wPeEJG/AVcDdw5WO4f6oZzsKIp+2B9dDiew\nPtSpVB2hG1pijBnpPgwKEWkAKg/z5nlY0xPDYTjbGu72tC1ta7jbKjXG5A/B/R42EVkEvGmMSUs4\ndgdwujHmk73OvQm4KXZxBrB12Drat+F+fxrt9PnoSZ+P/QbjuUjq/euoGVE7kjdrEVltjFkymP0Z\nDW0Nd3valrY1GtoaBTyAt9cxL5DR+0RjzEPAQ8PRqWQcY7+ng9Lnoyd9PvYbzudC86gppdTg8gGZ\nvY5lAe0j0Bel1BingZpSSg2ubYBDRKYlHFsAjPmNBEqp4aeBmmU4px6Ge5rjaH1s2pa2NSoZYzqA\nvwDfE5F0ETkZuAB4dGR7lpRj5veUJH0+etLnY79hey6Oms0ESik1WsTyqP0GOAtoAu7UPGpKqcOh\ngZpSSiml1CilU59KKaWUUqOUBmpKKaWUUqOUBmpKKXUMEBEZ6T6MNiKSJyIpI90PpQZy1AdqIuJJ\n+HlI36hEJDPh5yF/UxQR+zC2lZhlfaifxxwRcQxTW7NEpGiY2jpFRI4byjYS2jpTRC4RkSH/GxeR\nU0XkZyJSPtRtqcNnEhYkD8frYjQTkTIReRN4BnhORBbE30+PRSIyU0ROF5G82OVjNqgfjc/FUfvH\nKiITReR54EkReVRECs0Q7ZwQkQki8hLwFxH5s4hMGIp2erX3X8Cl0PMNeAjaKhGRp4Hfi8j/iUjW\nED6Pk0Tk78DjwJ9EZOIQP7YrsHJbXQ1D9zzGHteLwJ+B7KFoI6GtnNjr/mmgGEgfwrYmicg/gJXA\nlzkwG78aBUTkZBFZISI/F5EvAhhjoiPdr5EiIm7gYeB9rJqsXuA7wLUj2K0RISJ2Efk18A7wbeB1\nEfnkUL7vjlaj+bk4KgM1ESkE/gbsAO4BJgOPicjHhqCtdOAJoALrwyob+AXwicFuK9beJ4GXgGuA\nM0Rkauz4oEf9IvJZ4G2sGqq/ABYB/zcU7YnInVhvnBVYb5jlwM9i1w3V63QGsBmYHMt1NRSP65vA\nFmCHMWa8MeaVwbz/PnwWaDPGjDPG/NwY0x7rx2A/roeADVi1KVOAV4FPDngjNexEZBlW0L4S62/r\nP0Tk7sQR8mPQRCAV+B9jTB1wI9Z7z1Xx99NjyBxgKjAFOBv4LfCAiJw6or0aGaP2uTgqAzXgZKDJ\nGPNlY8y7wMeACcAXRKR4kNuaBtiBbxpjNgKfBqqBy0RkyiC3BVYg+DOsUaAC4OMw+KNBsanHqcC3\njDG3G2P+CZwPXCQixUPwX0YQ+JQx5lZjTD2wGigQERns//4TAr9G4D2sUaezRcRjjDGDHNQsBV41\nxtwSa/vU2EhU6iC2Qey+bcAy4B+xy1eIyBdFZD7WB9NgteMEWoGFxpgvA2lAF0M4eqcO2yeAvxhj\n7jXG3A9cAVwOnH8MT38KMBdoAzDGeIG/Yr1v3zyC/RoWIpKV8Ls/EasweCMQNcb8GOuf82tFZPKI\ndXKYiMhxIlISu/gRoGQ0PhdHxR9qbL1BQcKhDmCGxBaJGmP8WGVdPgKcd4RtuWPf4wtQA8BiIBxr\nywf8Eavg/SVH0lav9pyxQ38BnjLGPI81bXeSiJwQO+eIAoyEthzGmDBWJvW/JbSfBqwF3EfSTq+2\nXLFDDxhj3hSROSLyIfBvwBrgMwl/SEfalgN6TPvMAH4PvAAsBE6KXX/YQWhCW/HA6A5gioh8R0Te\nB/4beAp4RkQmHW47vdr6/+2debQXxZXHP19BRjwgoBgiLoBLDBgUxSUTM65RoxkVNYqjKO5L4hqD\n+xyVqBgHFZcwao5xGcXd5Kg4UTOKxAWNRIOIYJTFfRdEQEG888etlubn2/kt/d67n3PqvF8v1beq\nul/1rXtvVXdMu7rg1oL3Jd0E/CewPT4yHFEmWSub2WIzO93MZqXtBcAiYHA6p030K60RSauV9ANf\n4tZpAMzsEdy6tl9+f3vCzF4FXsLdWxnTgaeBfmqjsZaSNkohGLcB90rqA0wD3pA0KNcvXoL3h5vW\nqKhVQdIB+ED9lLTrReBdSZsVrS1adYcqqWuKaXocDwg9Jylsk3GXVuY66w0sBF4ANlILZvlI6iHp\nNmA8gJktSS+kfwITgbNzpz8JvI4ri71aWLdSeYuTdWmBmc1Np92KW0p2k7RqSxWMOmRlSud0M/so\nyV0M9EhZ3myJnHpkfZn+Lk2n9ASuMLPuwLnAEOD0lihr9dUrp0jMx83df0p12l/S9cldtKKyvkgK\n72u4cn0S/smRQbhrtytwfHKdr3C9JHVIloHXgTHAZ2Y2wMyGAv8F/FjSjmWQtSR3TEA2tt7IAAAQ\nAUlEQVR23x4ABiSrZLuNf6oV8mD4CfjA405Ja6VDrwJLssFc4gpgS9wbUIhg6RpwCbCPpO/BN/3P\nNLxNPq9lwSqBpCNxBf0F4HRgdXwg1xF4H3f1AWBmU/CwhmEpb6vWExrgu8AzQO/UN74FvAfslp1Q\nlLZo7TfgV8ASM+sH/DceQzXWzD4EfgMcIOl+fLT0JG7p+mn+ZdMUkgvzDqAPflOPTocyxWgcsIOk\nAfCNRWYibs34tLmVakDecvfLzKYDE/CXf7Nfwg3JUm4GVE4B3AOYkZS2Ssl6wsxuTL8X4Pd1D7xD\nKYusnCKxHvBMsriugcf9bYyPtldYFsvu17nA3mZ2nVfLpgOjcavhl2WWdRluVeubG5A8g7t7epZD\nVna/zMnacin+giu7SzeoHzkn44r0Y/jLtw/e/wFMwa2du+Q8DLPwgOmKTqIpOH9J6ZbcvpfxPn2F\nPQYFpB8w0szONLNpwMG4C/xV3HMxWNLOufPvAfpL6tzWBl65gYnh7u7ZeHu8j1vYti5aW7RKRS2n\n1Q7AtV3wf7jzgZ0lHWxmTwFbASOBwWY2Fr8xr0jq2ALNeBxwLO66Ok3SKulFtRRXyqYCl+fOn47H\n8TTr5diIvKVZuXMP2+14rNWPkkXxejU/Dq8xWZkitQ3LXKFHSjpPzQ9KblBWRk7J+ACPX2vJs1qf\nrOzas4DLJL0IrIXHqbyNKzrlkLU4KYZL8YECLFM4F+D3rSWzQOuSlQ0+puEu682BNQHMbA4eP/Z2\nmWTV9RxOwEMLupTsDypIUrL6AqeZ2Ugzewk4EjhQ0hpmNhWPs9mC5UMx5uAWhHZJsuQfA6whabx8\nMtME3OL0Xi3LViGuxT0HWbjJQtz63hm4G4/XOzm5Q8HfnY+kQWybIheH3A13A0/AY9h3MbPf4v3y\nyZL6piy1bwszaxUJ+D5uoeqZtrMH7CSgQ+68M4C3ctsrpb8DcR/0cc2QtWba7gh0Sb/XAf4PGF2S\nZ0PcfXY3cHSSdUMmv1zy6roePrP1a7yD2afcsnBrTCfgIeAX+Ej0XWDPStQLWDn9HYC/ZMZm+8ok\nSymdl65/ZNq/FXA10LdC9eqQy/8sPsIt+7OBz8J8EVcOR+IWtYeza1SgXsIVwaeBoyrVB0T61v3K\nvtXcD+iRfnfCLcV/B76f9vXELW2zgCNwhe0NYN9a16HWKT3zh+NL55xa6/JU8ZnZHPccdErbP8AV\nuamp3/gQ2LXW5a1wG4xK/xcrAWfi4Ru34++424vUFjVvtCY0agfg97jG/xgeezYkHTs9PWxdcuev\nhceoHZK2e+Dus4+Bc1sga886ztkHN5dunO1LfwfiiuKfG5O1gvJWSqkDHhu3BBhRKVnp72BcGfwI\nnwlaqXqtgltmHsTdxudUQlba3xvovILPYlPr1QkPSH0g5T+7QrKyjrcvPsPvRuCMCtYr6/S6p7pt\nU83+IdJy9yj7X90Z+Fv6nd0f4aEit5LWDqx1eYuUsnZqLwk4FZ+Ult/XAY9dHF7r8lWpDS4Ftk2/\nx+EhAs+lfq0jPmP/0FqX06x1KGqb4pMFeqbGOyO9LH6Yjr+Pm/2z83vgLqzjcvt2JKfMNVPWTGC7\nkvNWx91L9+X2dcr97rACdWuWPGAnoGuFZa0M9MJHHZVux464dWZYNeqV/jZq9SxTvbrgbqlK1yv/\nLDb6AipHG2Z1bEo7RipfqquvwePTbqjrGWhq3xSpbSaWGRVuJ1m/8SVJxtCIxb2tJeBCfNAyBfcW\njMHXKN261mX7VllrXYB6GrAby0aHxwAz0+9s37j0wuiEr84/B/cvZ/knAnuVUdYNwPq5PB1wU/HL\n+Ayq6cBBVZY3rEqyZgAHVlHWfxTpnkW9yvPcRypvSvcir4Ctlf4Kt0bvnbZHABcD3Wtd5kjFSPhg\n7GHcGzMRd4P/pNblqkE7DMfj04al7f7ABcAGtS7bt8pa6wKUNNxG6QF6ELeK9cEXr52AL66Znbcp\nHoORuUAvx2N+bk0P3os0HmfUHFmTM1m5/dvikwXeAA4vc91WSF7ICllFkBWp/AlXxPIxubvi1s+r\n0vZquHX01/ii0a+RvA+RIpkZeIjO13ic8a9rXZ4atsMqNBL7XJRUmFmfLVjnZQoeBAoeFP4LfIQ/\n3swGmdnsMsp6iTSVXf49sM2BR3H3wnqWlpMogryQFbKKICsoP2ldPjOfdbuupMdwZXuMmZ2UTtsU\nnxDyS+APZrahmU2qVZmDQjIDV+T7mdnoWhemVpjZF9bMpbpqRq01xZx2eyFwdG57HXxdpt54zMyd\nwE6543vhLphVqy0Lj6FarYjyQlbIKoKsSJVL+Hd3lwLXl+xfCV9I+ZRalzFSpEjlS81aRLTCXEta\n/LOedV42AE6R9Lr5ulBb4mubLKy2LPOFWIsqL2SFrCLICspMWh/xOdztvJGZzUz7OwJLzRfjnI8H\nRQdB0FaotaZYmqjiOi/VlNWW6xayQlakyic8Pm1wbrsDTZyxHClSpNabimRRA5b7nMkO5D5XZGZT\nJe2Hv1w2MbObW5OsassLWSGrCLKC8pHu2+S0qvpKtuz7uEEQtGEKp6jlPrmzNb5wLJKOx7/BeJGZ\nPY/PZmpVsqotL2SFrCLICspPUthCSQuCdkLhFDXzGU0d8Rlp35E0EV9l/Qjzj623SlnVlheyQlYR\nZAVBEAQrRharUigkDQT+gS8ZcJlVcApxNWVVW17ICllFkBUEQRC0nKIqap2AE4CxZvZFW5FVbXkh\nK2QVQVYQBEHQcgqpqAVBEARBEAQU58sEQRAEQRAEwfKEohYEQRAEQVBQQlELgiAIgiAoKKGoBUEQ\nBO0WSTtIeqsZ50+QdFQly9RUJN0k6cIVyP+5pPXLWabctUdJOqWFeZ+TtEm5y9RaCUUtCIIgqBpJ\n0fk0fW82qBJ1KZhm1sXSN2PLLGtN4FDgurS9rqRJkj6RdFnJuf8racuSS4wGRpa7XK2VUNSCIAiC\nqiCpL/BvgAF71bQwBSMtQt1WOAx4yMwWpe2zgJuBfsCQTDGTNBSYlb6Gkud+YEdJ361SeQtNKGpB\noZA0W9IiSfMlzZX0tKTjJDX6rErqK8naWIcXBG2JQ4FJwE3A8PyB5Mb7naTx6f//WUkb5I5b6gv+\nmfqG36XvniLpfEm35s5dri+QdLikV9J1Z0o6tqkFlrSLpOmS5km6BlDJ8SPStT+V9LCkPrlju0qa\nkfKOlfREZtWSdJikpyRdIelj4HxJG0h6TNLHkj6SdJuk7rnrbS7p76kedwKr5I71kPSgpA9TWR6U\ntE46dhGuIF+T3J3X5Np0w/S7m6RbUv45ks7N+t1U1icljU7XniVp9waabXfgidx2P+AxM5sH/A1Y\nX9JqwJnA2aWZ09qOk4HdGrk97YJQ1IIisqeZdQX6AJcAZwA31LZIQRCUgUOB21LaTVKvkuMHAhcA\nPYDXgItKjv87sBWwKXAATX+Rf5DyrgYcDlwhaYvGMknqCdwHnAv0BF4Hts0d3xtXNPYF1gT+Ctye\ny3sPbk1aA5gB/KhExDbATKBXqquAUUBvoD+wLnB+ul4n4E/A/+Cff7sb2C93rZWAG/F+cz1gEXAN\ngJmdk8p2QnJ3nlBHda8GugHrA9vj9+rwkrLOSO1wKXBDpijXwcB0bsZUYJekdA4GXgZ+A4wxs7n1\nXOMVYLN6jrUrQlELCouZzTOz+4GhwHBJP5D0M0kvSPpM0puSzs9lmZj+zk2jxn+Fhke8QRBUB0k/\nxpWIu8xsMq70HFRy2h/N7Dkz+wpX5gaVHL/EzOaa2RvA43UcrxMzG29mr5vzBPAIbmFqjD2Al83s\nHjNbAowB3ssdPw4YZWavpDJfDAxKfUyW97507KqSvADvmNnVZvaVmS0ys9fM7FEz+zJ9d/dyXGkC\n+CGwMq7cLDGze3DrVFbHj83sXjNbaGbzccVve5qApA64knyWmc03s9nAZcAhudPmmNnvzWwp7sZc\nC1cw66I7MD+3PQpv7yeAsUAnXNl+QNI4SRMllSqP89N12j2hqAWFx8yeA97C/9EX4CO97sDPgOMl\nDUmnbpf+dk+jxmcaGvEGQVBVhgOPmNlHaXscJe5PlldkFgJdmnm8TiTtrmXB7HNxJapnE7L2Bt7M\nNsw/5fNm7ngf4Mrkip0LfIJbxdauJ2/p7NL8tZDUS9Idkt6W9Blwa66cvYG3bfnPCc3J5V1V0nXJ\nbfkZPnDtnpSwxuiJK4FzcvvmpHpkfNP2ZrYw/ayv/T8FuubO/8TMhprZZsCVuPXuRNz1ORX4CXCc\npP65a3QF6rO2tStCUQtaC+8Aq5vZBDN7ycy+NrMpuNLV0KixoRFvEARVQFJn3FW5vaT3JL0HnAps\nJqkc7q0FwKq57W+C0OWzS+/FZxL2MrPuwEOUxJrVw7u4+zG7lvLbuKJ1rJl1z6XOZvZ0yrtOSd51\nWJ7SbzhenPYNNLPVgGG5cr4LrF3iblwv9/s0YGNgm5Q3G7hm5zf0vciPgCW44pm/9tsN5GmIKcD3\n6jl2DDDJzKbiLtLnzWwx8FLazugP/KOF8tsUoagFrYW1gU8kbSPp8RTwOg9XxBoaGTc04g2CoDoM\nAZYCA3B35SD8RfxX3EK+orwIbCdpPUnd8LiwjE7AvwAfAl+lIPhdm3jd8cAmkvaVT0w4iZwSCFwL\nnKW05lcKyN8/l3egpCEp7y9L8tZFV+BzYJ6ktYERuWPPAF8BJ0laWdK+wNYleRfhoR+rA+eVXPt9\nPP7sWyR35l3ARZK6poHsr3CLXkt4iDoG0JK+g7fD+WnXLHx2ZxdgSzxeD0mr4LFsj7ZQfpsiFLWg\n8EjaClesnsTdJfcD65pZN7yjbGjE2NCINwiC6jAcuNHM3jCz97KEB7sfrBWcqW1mjwJ34pacycCD\nuWPzcQXrLtwldxDehzTluh8B++OTmj4GNgKeyh3/I/Bb4I7kbpyKz3jM57005R0APA982YDIC4At\ngHm4ondfTtZiPITjMHzAOTR/HI+f64xbxyYBfy659pXAz1Os7lV1yD4Rt0zOZFlf+4cGytoQtwB7\nJEtqntHASDP7PG2PAnbC++kHcst07AlMMLN3Wii/TaHl3d1BUFskzQaOMrO/pOnb2+EdzFNmdqik\nD4ARZnazpK3xDvkRMxsmaVU8ALW/mb2arrcPPrtoqJm9nEbbu5rZ3TWoXhAE7ZS01MVbwMFm9nit\ny1NpJF0MfGBmY1qQ91ngyOQebfeEohYUiqSo9cJN/F8D03Dz+7VmtlTSz/HZSKvjM4hm45MHhqX8\nI4Hj8cDYn5rZJEmHAKfjbtB5wKNmdkQ16xUEQftD0m7As7hLcgTu9ls/txBsEDRKKGpBEARBUAHS\n8kEn4nFy04CTzOzZmhYqaHWEohYEQRAEQVBQYjJBEARBEARBQQlFLQiCIAiCoKCEohYEQRAEQVBQ\nQlELgiAIgiAoKKGoBUEQBEEQFJRQ1IIgCIIgCApKKGpBEARBEAQFJRS1IAiCIAiCgvL/uLpF8lqS\njEgAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Calculate the degradation rate using the YoY method\n", "yoy_rd, yoy_ci, yoy_info = rdtools.degradation_year_on_year(daily)\n", "\n", "\n", "# Visualize the results\n", - "start = daily.index[0]\n", - "end = daily.index[-1]\n", + "start = daily.index._mpl_repr()[0]\n", + "end = daily.index._mpl_repr()[-1]\n", "years = (end - start).days / 365.0\n", "yoy_values = yoy_info['YoY_values']\n", "\n", @@ -338,7 +269,7 @@ " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", "ax2.set_xlabel('Annual degradation (%)');\n", "\n", - "ax1.plot(daily.index, daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", + "ax1.plot(daily.index._mpl_repr(), daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", "ax1.plot(x, y, 'k--', linewidth=3)\n", "ax1.set_xlabel('Date')\n", "ax1.set_ylabel('Renormalized Energy')\n", @@ -357,19 +288,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level is -0.92%/yr\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print 'The P95 exceedance level is %.2f%%/yr' % yoy_info['exceedance_level']" ] @@ -395,9 +316,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -426,7 +347,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "collapsed": true }, @@ -455,9 +376,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -483,9 +404,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { - "collapsed": false + "collapsed": true }, "outputs": [], "source": [ @@ -502,46 +423,16 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The P95 exceedance level with the clear sky analysis is -0.32%/yr\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAADpCAYAAACUaRsgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4VFX+xj9nUkkCSSCElhASeg29KCJFkKYoiBVk1xXb\n2teyuhbssq7+LNjRFQVFEUFARBCE0GsSSkJLQiAFUkglpM75/fG9l5kMaTTB9b7PM08yc8899Sbn\nnfdbjtJaY8GCBQsWLFiwYOHSg+1id8CCBQsWLFiwYMFC1bCImgULFixYsGDBwiUKi6hZsGDBggUL\nFixcorCImgULFixYsGDBwiUKi6hZsGDBggULFixcorCImgULFixYsGDBwiUKi6hZsFALlFJfKKV+\nvdj9qA5KqcFKKa2UCjnP9bYy6h14Pus9XzjbdVFKHVJKPXMh+nS+cD7nXim1Wik183z061LGpf53\nasHC2cIiahb+1FBKNVJK/VsptU8pVayUylBKRSmlbldKuV/s/lmwUFcopZ5RSh2q4tJ44NHfuTsX\nHUqpmUqp1Re7HxYsnCusjcjCnxZKqVBgHVAOPAdEA2XAZcBjwE4g5nfsj6fWuvT3as/ChcWlsp5a\n6+MXq22llIfWuuxitW/Bwv8CLEXNwp8ZHwBeQE+t9RytdZzW+oDWehbQCzhQ3Y1KqZuVUjGGCndI\nKfWWUsrX6fpww+R0XCmVp5Rao5Tq61KHVko9qJT6WimVB3xVQ3vjlFLRSqkipVSuUmqLUqpHNWVt\nSqkZSqkjSqlOSqlpSql9VZT7XCm1stZZglZKqZVKqZNKqUSl1M0u9byilIo3+nZEKfWRUsrf6XoD\npdR/lVJHlVIlRpm3XOp4QCm115jPA0qpfzkrmkqphkqpb5VSJ5RSx5RSLwOqto4rpSKVUhuMdg8o\npW6sooyfUuodpVSqMYZopdR4lzI9lFKbjP7tU0qNdzWhVreetc2PUeZGpdRBo/4NQDeX60op9alS\nKsFpHV5VSnkZ1/8CvASEGf3QSqlpxrVKpk+llIdS6nVjvKVKqTil1K0u7Wml1H1Kqa+UUgVKqRSl\n1FO1zLVpgh+jlFqnlCoG7jSu9VJKLVdKFSqlMpVSPyilwpzuDVFKzVdKZRlzkKiUetzp+mnmalWD\nYmaM/W/AlU7z8Rfj2p3GehQr+fuMUufZbcCChfMKrbX1sl5/uhfQEKgAnqlD2S+AX53e/wXIASYD\nEcAgRH37yqnM9cCNQHugMzATOA40ciqjgWzgfqA10Laa9psCpcATQDjQEbgV6GpcH2zUFQJ4A/OB\nPUCocT0EUQ2vdKqzPlAI3FTDuFsZ9aYBtxljedmYtx5O5Z4BrjDKDwP2ArOcrr8LxAL9gJaIYjnV\n6fo0INmYs3BgNHAYeMmpzALgIDDUmM/ZQL7zulTR/3pAKrAUiAQGAFuBInPdEbL3G7AaGGis513G\nfA8zyvgA6cBihED1BzY411PTetZhfnoYc/qaMcfjgSSjvoFGGRvwijGHrYBrjT694DTW14EjyPPS\nFPAzrq0GZjq194bRz4lAO+BpwG6O12ksx4Cpxlj+bnw2rIb5HmyU2QtcY6xlCNAJedZeADoAXYF5\nwH7A27h3EfAr0N0Y3xDgFqe6D+Hyt4r8Ta2u6u8U8APmGOtkzkc95AtYOXA7EGb05U4g5GL/T7Je\n1qu610XvgPWyXhfjBfQ1NpXxdSh7agMw3h8C7nEpM8ioL7CaOmwIubvN6TMNfFaH9nsYZVtVc93c\nILsCUYg5N9ClzCJgttP7u4FMwLOGdlsZ9b7k8vkGnEhpFfddD5QANuP9j8AX1ZT1QQjPSJfPbwdy\njd/bGP0Y7nTdEyFhNRG1Ow2CEOj0WRejLpOoDQaKAX+Xez8HFhq/TzXq8Xe63sG5njNcT9f5mQ2s\ndylzP05ErZp6HgEOOL1/BjhURbnVGETNmO8S4D6XMguAVS5jedelTDzwWg39MZ/DyVX8/cx1+czL\nWPfrjPexwLQa6j7EGRC1qq47zX0e0KC2dbJe1utSeVmmTwt/VtRqNqvyJqUaI9/E3zLMOIVKqULg\nZ6NIG6NcuGE2OqiUykfUH3/jXmdscan/I+d6lVItEbXuF2C3UmqBUuohJf51rvjJ+Dlca53jcu1j\nYIJSKtB4PxVRdUqNdvc4tbnH5d6NLu/XI6qW2efxhvkozZiLOQiRamoU+QC4QSm12zAxjlJKmf97\nOiNKx3yX+fwY8Dfmu5NRdoPZptHvrVXMgTM6AfHOc6G13o1s1Cb6GH1NdWl/EtDWpZ48p3r2ArlV\ntLnF9YM6zE8n57EZWFdFPVOVUpuVmH4LEQXO9XmqDW2MtqNcPl+D05oacPXPTAOa1KEN1znoA1zv\nMr/ZiPprzvHbwNPG+KYrpQbVoZ2zwQogEUhSSs1VSt2llAq6QG1ZsHBeYAUTWPiz4gBi7ukE/HAG\n95kE4yHEZOaKFOPnEiALMRkdQUxp65BN0hknXN4/B/zH6X2a1rpCKTUK2fCuAiYAryulJmqtlziV\nXYyYZQcAq1zq/RnIACYrpaIQE9BtTtdHAx7G73V2/lZK9UPMWK8BjyOqYX9gFsZYtda/GITzakR1\nmQ3sUkoNwzGfExFTmCsutCO8DSFufaq45hwIoOtYX6X1rMv81AVKqYnA+8A/EVKVj8zZK3Wt4yzg\nGgihqZtfs+szbUP89V6vomw2gNb6v0qpZcBIxOz5s1JqgdZ6klHOzulfrjw4Q2itC5VSvYHLkb+l\ne4B/K6WGaa23n2l9Fiz8HrCImoU/JbTWx5VSPwP3K6Xec1ZLQByuEbPgCZf7jimljgDttdafVlW3\nUqoRQgBHa61/MT4LAYLr0K8MhFC5fq4RpWIL8Kqxqf0VIYQmXkN8m5Yopa7TWi93ut+ulPoUUdLa\nA1Fa631O15Nr6FZ/xM/LxGVAnPH7QCBLa+3sVH9DFf0/DnwDfKOU+i+i0nVCfOmKgQit9VLX+4z6\nzLYuQxQRlFKeCLmKr6HfccBdSqkArXWucV9nRNk0sQ0IQHyldtdQz51KKX/zOVFKtTfuqw11mZ84\nY2zOuNzl/SAgWmt9KghDKdXKpUwp4FZLfw4ips9BgPN4r3R5fz6xDfHtSzCe4yqhtU4H/gv8Vym1\nFHlW7tNa5yN/E81dbulBzUS+yvnQWlcgimKUUup5ZP5vBSyiZuGShEXULPyZcR9ixtuulHoOMfWU\nIsTkcWAKVafn+BfwmVIqB/G/KkMc/Edpre9GVJNMYKpSKgFoBPwbOHk2nVRKXYY4oS9HHMjbIhvf\nZ65ltdb/UUqVAT8qpSa4kJ/PgOcRB/I7zqALf1NK7UU23EmIYveAcW0f0Fgp9TdEYRyIzKtz/19B\nNsE9iDJyG+LzddhQOF5FyKdGHMrdEX+7HlrrJ7XWB5VSi4D3lVJ3I07u/0QCImrC10gk5Gyl1L8Q\nE+s7VF6HVUabPyilnkDMzIEIcSo2yPgc4EXgS6XUs0Y9bxr11Ka01To/wP8BW415moWYIP9RRT1/\nU0qNQwjVWCTowBlJQFOl1ABEMS7SWhc5F9BaFyml3gVeUkplIr5hNwDjgOG1jOVs8SryBWO2Uuod\n5G+jFXAd8I7WOlEpNQP5MrAPMYmOR5ToAqOOX4H7lFILkMCTexCzb01ELQmYaJDzY0ZdI5GAkSij\nH72AUBxfPCxYuPRwsZ3krJf1upgvoDFiatyPKDsZwFrgXsDdKPMFLk7ryCazEXGIzkcI3XNO169E\nNsFiZPOZgKgZ05zKaGBSHfrYGdnEjiJqSDISuedpXB9s1BXidM+9RtvjXOpagJibvOrQbiuj3smI\nQ3oxsvnd6lLuJWQjPGH08xacgh+AZxFyUYiYGdfg4iSPOP7HGG3kAJuBe52uNwK+M9rIRNTDWa7r\nUsUYehjrVAIkADfj4piOI2IyCSHqR4FlwFCXejYZ9RxAzI4ZwD9qW8/a5scoc7PRvxJj7OOoHPXp\ngfjtHTeet68xAg6c6vAwPj9u3DvN+Hw1laM+PYzxphrjjatiTU8bC0KWvqhhrk97Dp2udUW+1OQg\nBPcg8AnQ0Lj+PvI3eBJ5Pn8COjvdXx8xn+YY8z6N2oMJGhrznWf06y+IkrjKeIaKjbX858X+P2S9\nrFdNL6V1XV0vLFiw8EeHUmoLEmH4yMXuyx8ZSnKAHQKu1VovvsjdsWDBwv8wLNOnBQt/AhiRbWOB\nnoh6Y+EMoJSahChQSYjJ7d+Isrm8pvssWLBg4VxhETULFv4cyETMRg9qrRMvdmf+gGiEJGxtgZgW\n1wMTtdYlF7VXFixY+J+HZfq0YMGCBQsWLFi4RGElvLVgwYIFCxYsWLhEYRE1CxYsWLBgwYKFSxQW\nUbNgwYIFCxYsWLhEYRE1CxYsWLBgwYKFSxQWUbNgwYIFCxYsWLhEYRE1CxYsWLBgwYKFSxT/M3nU\ngoKCdKtWrS52Ny4sThZCUT74NIB6flBUAAXZUL8R1POF4iLw9IbSYvD2AVUND3e+z6e24xLPEtru\n6E/JSSg9CeVl4Osvff+jwHXOzzfMeappvf4IuEjj2L59e5bWuvHv1uAFxJ/if9gfCGlpaad+b97c\n9Tx4CxbOHXX9//U/Q9RatWrFtm3bLnY3LiyKiyAhGlr3kA0xeiWsnAPDbhNCtH0FBDaBnGPQazh0\nvrzqenashN/mwJDboOewC9tns49XTAC/AEffzwfysiBqHgyaCP5B56dOV7jO+fnGnvWybjWt16WO\n4iJYMQsyU6Df6N91HEqp5N+tsQuMP8X/sD8QlFKnfncmbRYsnC/U9f/X/wxRuyC40Jv0mcLbp/Im\n2HGAELTWPRyfhbSHlH2VP3NFpwHg5V1zmdpQ17nRgAI8vM//Bh41D1Z/K79fc+/5rdscX0j781uv\nK8w1OJe1OBOc7TNd030J0ULSGof8fuOwYMGChT8JLKJWExKiRe0oLXYQokuBsJlwJW7m77WpS94+\nMpZzIaHxGx1qXo8aVLnzQQqrQ/ehsDNKfp5vmGufuFMUSrgwSpHrGl5omOOCM2u3pvucyeal9Pdh\nwcI54Pnnn7/YXbBgAbCIWs0wN6DCXFhVB1NhdarDpaLMFRcJwSophrSDkJshn58NUTCVsppOILvQ\n87F1GRzZKz9Dz7PyZa69q0J5qazl2cJ5XHvW130cNSl/rmTzUv87sGChDpg2bdrF7oIFC4AV9Vk3\nlBTD8WNQVlxzuYRo2LxU/HWKiyp/vn2F/HRFcZFsmGZ51/dng+rqSIgWFezH92DrzxAYXDelq6r6\nOg2AkX+Tn9WhunHXNB9n0pcWbSCoufy8UPAySIhJLOI3ws+fQexv575OVeF8rH9NMElVyr4zWwNv\nl3moCRdi3S1YsGDhTwqLqNUEc2PJTgH/RpB6sOYNtHUP8dPJTKm8GbXuIc7iVZEi183rbDazvCxY\n/KH8rKmOkPYQEQldr4CAYAjrcvYbb1027tY9pK2SYumbSUBC2kvQQ23+X1WRFue+RA6BW56Wn+cb\nZjvxGyUgYsdK6YepJKYevDCkI24jLHofPn4MNv904Qib8xqcb3JoPu+mamfWW9Xfgeuza8GCBXJy\nclBK4efnh4+PD2FhYXz22WcXrT/Hjx/n+uuvx9fXl7CwML7++uuzLu/n51fp5ebmxgMPPHDq+sMP\nP0xgYCADBgwgJSXl1Odff/01Dz744GltpaWlERISch5GeenCMn3WBGczkbung4BVZyr09oHhUxzm\nHefPq7vH1aRUV+dy04ypgUO7Yf0CKCuF9r0dBMjZvAXifJ+VCv6NoW0vaB1ZN3PU2Tq8e/s4olFT\n94uvV2kxpOyXuUzZV7M/XVV+Uc59yc+CdQugcSh4tzyzvtUGZ7P34g8klYmXt8xZ6n7xi4tZdf6D\nDUwSmJ0KRxMlUvZC+LCl7JP1SNknRPp8RgGbz7sZ0QrVjyFqHqz6GtISYMqLlknUwsXDCFXpbfM1\nxi+Nmv3uUZ8xMTEEBQWRmZkJCEm5/fbbGTduHEFBFyjCvQb8/e9/x9PTk2PHjhETE8OYMWOIjIyk\nc+fOZ1y+sLDwVLnCwkKaNm3KxIkTAdiyZQvbt2/n6NGjPPPMM7z++uvMmDGDvLw83njjDdasWXNa\nW0uXLmXkyJFnPKby8nLc3f8YFMhS1KqDM4Hx8oGQdrI5O/sqVaVCnImJqKrytd1vthu3EZbPgh/e\nEhXv8uuhvFRMryn7TjdvxW0UYld8AmJWwt7NsknG/gbLPpPr1aGkSJzqS85CcTFVlO5DoSAH4jdB\nelLdIgTNexuHOlQXMxAifiN89A9YMxc+ffL8mo6doRGS1q6XEYARC/u3il9czjFIjD2/7XUcAJeN\ng4bNRI10naPzNT5ntbO02KEUnk84K2hmCo/NSyurkP3GQFAI2Cssk6iFSwrppcYrPf13bzsmJoae\nPXueen/llVdSUVFBTk7O796XEydOMH/+fF566SX8/PwYOHAg48aN46uvvjrn8vPnzyc4OJgrrrgC\ngKSkJAYOHIiXlxfDhg0jMTERgH/96188/vjjNGjQ4LQ6li5dyujRowF44403mDBhQqXrDz74IA89\n9BAgKXCmT59Ot27d8PX1pby8/Own5neERdSqg7O/WdxGiF4lSorzdVfT14X2L3Le7MqKwS9QEsj6\nBoiSlpsJZSUOlcd5ozzl+K+hfkNRauI2QkJM7f53ZhqMqHln3meTeMasgtjVsP4HKC+R3Gc1kdm8\nLBlrSHsxATq3b/ralZeAl5/MwbmYjqtC3EYhsAAjpoiZGBzz2DhE5v/ADlj/4+l+iWcLbx/o2B/C\nu8lPc46cCXpdx1fT82iqnTGrJLBk6G1CEl3vdTZZn81YzC8d1aXwyDwiRNzmduFToViwcLYYoU5/\nXUBER0fTq1cvAHJzc3nqqafo1asXbdqcmT/u2LFjCQgIqPI1duzYOtWxf/9+3N3dadeu3anPIiMj\n2bNnzzmXnzVrFrfffvupnHWdO3dm7dq1nDx5kpUrV9K5c2e2bdvGvn37uPXWW0+7v6ysjKioKIYP\nHw7ApEmTWLZsGbm5uYCoZnPnzuX2228/dc8333zDTz/9RG5u7h9GUftj9PJ8oy7mvsahkJ4oKlJw\nS8lQv3ut/O7pLUpElysqmxfPNvVBXfvovNl5eEum/JYdHA79iTsrmxSdTa4dB4iJNH6zY6M8tAvc\nPKFhE6mvOgyaWPnnmcBMStt9KCTthn1bIC9T+ujlU/06OOdIc22/dQ9JC7JhkdRfz8+h2pQa63Ku\n6UBMQqZwmGoVUn9EpDwDibFgLwf/4NrN4s6oam2dP6sqP17cRlj6MRSfhHY9xSRrngRQHWp7Hlv3\ncDwzXt6V66pLepLaxuFcn7PJusT4wjFoYuU+1GYKt2DhT4KYmBjmz5/PjBkzKCgo4Oqrr2bZsmWV\nkvA646WXXqJ///6nCIuJJUuWnHNfCgsLT1OyGjRoQEFBwTmVT05OZs2aNZV877p06cKECRPo378/\nHTp0YMaMGYwbN47PPvuMd999l++//57Q0FDef/99AgICiIqKIjIykvr15YSdZs2aMWjQIObNm8fU\nqVNZtmwZQUFBp0gviMIWGhp6TnPye6NOippSapxS6n+H1NVFdVn9rZCK4hNwKA4Ox0HBcfEfWj4L\nlnwgG/fONfDJYxJFWVPQQE0wHaozDjsc16tSTlr3gB5DoXFLIQzdh4pPHIgpsHFL6HTZ6c77IJtm\nqy5CABRwYKscJRUYBOGR4ntlwlWJ8Q+ShLJnuonmZcE794qP19ZlkrW+Xn0oKoScozWrQ4MmwuCb\nxDSWsk/Gabbv7SO52yY9C1dNhusflDpif5M0KmaZc0HHATDqb/J7/EYJvigphkUfwMHtMo/DboP+\n4yCgCXS+rO7rXtXz5xy8YCbaTYh2rIFCnsPda+GnT0VRrE1Vq+55NJ+3kiKZ136jTy9j3jtoosNE\nWlUUcXXjSIiWdn54RxRRcKhrzgqt6ddZVR8sWPgToqSkhPj4eHbu3El+fj7ff/89mzZtwsPDo9p7\n4uLi6Nat23lpf86cOacc/UeNGoWfnx/5+fmVyuTl5Z0iR66oa/mvvvqKgQMHEh4eXunzRx55hNjY\nWL799lu+++47Bg0ahN1u55NPPmHlypV07NiR119/Hahs9jQxZcoUZs+eDcDs2bOZPHlypet/NJIG\ndTd9vgikK6VmKKX6XcgO/S6obgNzJigasNnAzUM2naJ86D4MBl4P3n7iuF+QC7/NFeVtZ5TUUVos\nBORMTEXmxjXvTZj/lqgNitM3SJN8LP5AnL8P7Za2TH+1JR8Iofxtjmzk5oZpjisiUshFWamoGHs3\nwTfTYdvPog6ZqI3IVmVSq8pUtnIOHNgOFRWSQsPDG0pOCNH56VMZY3XE1vQL/O1bWPKxEBjXts0y\n6xaI+XHbcpmv5N1y/VxM0c5qZF629N/T2zhT9aT4VXl6Sx63nz8RElUVOayqD1VFvZrPZGEuzH4J\nZj1f2aTacQBMeQHCOoOHh5hdayM21fkWuhIlk0A599X83D9Ixrl77enPg2tUb/RKOJosvoiNQ6X+\n5V/I8+r8HPYbIyTcVEidEzBfKLcBCxZMVGXGvMCmzDPB7t278fb2JiIiAoAJEybQsmVL5s+fX6nc\nhx9+SP/+/ZkyZQoZGRk0adLktLpMolXVa9SoUVW2f9ttt1FYWEhhYSE///wz7dq1o7y8nAMHDpwq\nExsbW20gQV3Lf/nll0yZMqXaeTh27BiffPIJzz33HLt376Zbt254eHjQp08fdu7cCVRN1K677jp2\n7tzJ7t27WbJkCbfddlul69Wpkpcy6qSSaa0jlVKRwCRgvlLqBPAVMFtrfegC9u/Cwzl6EmRDAhj5\nV/Dxk01l9bdirtNA4i6JxnNzE4JmU9BlEEz8hyg6X78MTcPFlFRX86e5YQUEQ2EOhHeVtkqLYd18\nITQ9hklfD+0Gb18oK4O49bBjOVxznyR83bhI7j9+DLo0gCP7YPty2LNBCADIppuyz3HAuKe3bLJx\nm6TNTgNOj/J0NWc5n9gAleduzwbYuRrG3gfBIRDQGAZc60ihMfAGIYbNWouT/srZ0CBIIjhdzbzL\nZ0lffRrA/h2ORL1ZqbBvmxDOmJXic9eouRwGXl4mgRJhXWTeXE9POJOkq8VF0l6DRkIyW0eCXUPK\nXlHW6geKXyBU74ifEA1rvoeFM2DqdDGdO0dcOquEnS+HBe9AeoI410dESuDFilmiOvUZJc9c9Ero\nO7r2/ld3xJazKTnjMCx4V1TJzCNVm0qri/o1/dw2LxVFOTsNknaKv1nLDlJ/WamQXGfXgF7DHf0x\nTePBLWHf1tPbtmDhT4bo6Gg6d+5ciVCMHj2aRYsWcccddwCwa9cu1qxZw8aNG9m0aRPPPfdclXX9\n/PPP59wfX19fxo8fz3PPPcfMmTOJjo5m0aJFbNiw4azLb9iwgdTU1FPRnlXh0UcfZdq0afj4+BAe\nHs7WrVspLCxk9erVREREkJSURElJCR07dqx0n7e3NzfccAO33norffv2pWXL85wR4CKgzuZMrXUs\nEKuUegIYBrwJvKCUWg98DHyjtbZfmG6eZ5jHH10xQTbiLT8LSRoxxaHwePs4NpOmEXA8Xe5L3S8Z\n/dv1huYR4ufVrpeQjYQYOJYMrbqemRnHNC0WF4mTf9JucfIODK6c/T8hGtIPiQk2tANoLepFQgxk\npgpxKswTn7ODMRC9AkpOisnzsnGOPvUZKff16ibj3LVWSNbhPbLh3vzPypulGViRuFMIg1lPSbGY\nGhXijN71Cvh1tvQnMUac4cM6Q+vuDnI07u/g6Qn7t8PsFyF+gzFnxrctc0MPaS/zWlos40yMhl2r\nhaTmHxcyk3UEfPyhYz9pf9UcSNgh5GlgrpCI7DRx+O84QMYa+5uQrGvvExJeHYqLYOmnQvo69hMC\nmxANSkl/2nSXvg25BcK7VO+/17qHkLS49aKYXnatw7+xKkU3KAR6DIdew6DrlUJinPPyFebKWnav\nQ+64fmMk7YXrOM3nDeCDh4TMVZTBHa/JZ66nFtR08oDpY5aeJGlfWnaSiNV+Y0SlDQoRtRGgQz/H\nnJhYNQd+mgkhbWDUnZb508KfHjExMaeZMUeOHMl7771HcXEx3t7eLFy4kLvuugulFEopunbtekH7\n9MEHH3DHHXcQHBxMo0aN+PDDDyspZKNGjeKKK67g6aefrlP5WbNmMX78+GrNp6tWrSI3N5frr78e\ngL59+zJmzBhCQ0Np374933//PQsXLjxNTTMxZcoUZs6cyeeff36+puCi4oz8zpRSrRFVbRJgB54D\nDgP3AxOA8ee7gxcEzklLD2yXz9r1cmzmzigugl1RcoObGxw7JEQt47CQqk4DHBupmyd41hNzaVWo\nTc0xFYqsVInebNsTmhlRPhmHRUUqyoO0/UISug0SUvLTxxDRHboNls98A0QFyjgMLdqKqjVoopjA\nouYZTv2bIHkP3PWGEKqCXFg9V8ho1LzKCoyzw7fpMN/5chlPWbHMY0SkKERZKTJXZaXSTr8xcj03\nw6HAFRXK+9AOQup6DIOIrqcHZIyaKvnr0pMgqIVs+qvnyhyUlYoJutcIIWmJsYbv2zFJU5KZIgTK\n5iZkOvY3mY+C43A8Tfrkuibg+D1uoyh/GkfEZ2GurLlfAPzyhaxPSDuI6CZm2Krg7SNK2oJ3ofMA\nUQkLsmHCo6cfr7T0U9i8RNQ0EBWv3xgx7R4/Ku87XSbX4jbKs1fVc5SXJV9Eio15Tj0gipWzemwG\noAQES3CKb4CjTldi7tpG3MbKedeGTxGCv2Ml9BsFhfmQtAvWzocj8dKfkHYyb65nzDZrA0rLemQc\nvqTyqCmlZgNXAT7AUeDfWuuZxrVhwPtAS2Az8BetdbJxTQGvA3caVc0E/qm1runANQuXGJ6PuDjt\nzpgx47TPBg8ezIkTJ069z87OpqysDIB3332XESNGXNA+NWzYkIULF1Z73VW5q638xx9/XGN7Q4cO\nZejQymc4v/3227z99tun3i9dupT777+/yvtbtmxJvXr1TkvVcejQoRrbvVRRJ6KmlPo7MBloC3wL\nTNZab3JsAzIsAAAgAElEQVS6Ph/IuCA9vBAwDwoPaS9mmVQjPYFz5Jp5JmZCjGz0XQfBzU/C7nWw\n6hshdhGRQu7MjSekvRCV/EzZzFyTh9Z2yLsZtRjUQgjklp+kjcRY8K4PB3cACk4WiW9UWQmcyJGg\nAE8vIS3r5oupb/sKMUOZ8nnUPCEyK2dL1GBoR8jPhrRE6HKZzIeHB7Ttfbo6VF0iX5DNNTfD4eM2\n4q8yR8fTRRXs0E9MktouY1v9rZhvS4tFealXH/ZthsPx4tfUuocQon3bZD6d243fKOPx9hNzZ1kx\nhHUSUrJ5idwX2ESiMAdeLyrnDY/KOm5bLvPX/1oYfZdjjM7EEBy/K8CvoZDc1pFSbu18MQ+mHhSl\nEi0mV9OsbKpOruQv84iolImxorYe2iV9clatEqJlzYvyZJ0yDkNmMvQbK/ftWC5jC48Uc7Z/o+rN\n66ZvmIenqGfOiuxKQwE1o1kL84TgH02CY0miGA+aCPu3yTPcot3pz7ECysvFF9AkfL/Nhd1RQsy0\nhr5j5NnteZWova06yXqumCXEe982UXo79oM7p8ucnk1U8YXF68BdWusipVQHYLVSKhpIBn5AiNhi\n4CXk/2J/4767gOuASGT2VwBJwEe/b/ctnAumtb7YPagekydPZvLkyYSGhnLs2DEee+yxi92l3x2D\nBw9myJDTLQt2u5233nqLm2++ucq8a39E1FVRG4WYOhdprUtcLxr/yP4Yaho4TDl5WRDzmygYUfMc\n6kXhcYlUqygXBcbNHXqPkg03M1V8lCrKxNQHjo3QP0hMW+Zm6Apnk6FJCJwVhngjKCC0vWzorTpJ\n3QmxYmpL3iMkTlfIZh7eFTr0ha2/wOXjHRuwqRiWlcCJXPkZt1HqrecDpSVw05Owd4sQnMxkaN62\nctLTuvhyOacL0Yj5NLCJEKiyYiFp1z8o5Gz7cnGADwqRCFClZN5D2olyk50K7h5w93/EHL38C+nL\n9Q85yIhGghH8GwvJ6zZINvg96yHjiJDf+o2kDwveFXLUcQD8/KmsXWBTGHKTqEvOa2ISwz4jpY+F\nudL3rlcIqTDTi9jcROELbgkZyXAyHw5GOxLTmgQ/abfjwHuQoIDMIxAcCr2vFqLsXKbz5UJiQtrL\nGNr1hIM7xfzZro+sdfPWYkIGCcZo06t6M6HpGxbQWBRXM6LXTGti+j/Gb5R6+oyU6Ex7uRC2vZuF\nwNvLq36OIyJFictKlWegpBjyMsDDS/ob1EL8Ezf/JKrbUCP/0Z718ryUlchzt/VnuPHxmk3QFxFa\n693Ob41Xa6AXsEdrPQ9AKTUNyFJKddBa7wWmAG9qrVOM6/9ByJtF1CycF/Tq1Yu4uLiL3Y2Liiee\neOK0z06cOEGTJk0ICwtj2bJlF6FXFwZ1DSaoNTOe1nr5uXfnd8bKOUJyAoKEJCx4Vxy1y0rEKd9u\nBy8v2cxaREgC1KatxRG+xzD5t236aHk55b1yTR5qwoxui/1NCIGZgsEkbRoxi+1aK4eNt+oEyXGy\nScdthOx0ITdBIZB5WIik1uLUvmGBOLoPvVk25txj0lZEN3B3F7PkZePEzGmavn75QpST8hKoMMYa\nu1p88sK7yPz0GyOEIrilBAo4m8NC2sv7QRPF9FdWLL5xwaFCaEI7QMoBae/YIXH8N/N/YZdgB10h\n9QSHweipMg/NjMPWTbOviU4DQD0qJCcrVeakokLmICBIVKg8P1m78lIhWBHdxB8uO1XmKXGXkKYG\nQWJqvP5BI+XKF6L0Je4E3wZw0z9lnKYCFP2MKIUVZWJ+rOdnmEIDHcl796wXop2bAX1HOZ6HlXNE\nNazf0KHA5mZUTv6asg/iNogiW1QAzSKEWCbtgqi5gE3m0y8ABt0khM6Eq4KXGAvN2wjhzc1w5Kxz\nNnvGbwSbu/Thy2mGWT0f2veSBMIHdwhZjYiUvwnzPm8fqU/Z5O+jcah8ubG5OfLi9b5anoXMNKmn\ntWEWN6NcC3JFVcxKlTVb/KFhIj9QuZ1LAEqpD4C/APWAaGAp8ApwKkxaa31CKXUQ6AzsNX46hVET\na3xWVf13ISTuf8Lp2YKFiwlfX99KR1T9r6Cups8vq7lUAqQAC41ggz8OiotkM6/nAz71RZG56UnZ\neDy95PzBevWhSZhsIhox93h4wsTHZTPJzxK/ocYtHKRr11oJSKhuo4nfKM7s/o0c53Lu2+ZQca65\nT5yvTZL28yeywXv7QulJIUC5GTD4VtmIuw8VVWrxR7B3o6h/PgGw4kshHnkZQiZASEC3K2XTBBg4\nXkxV9RvB1qWy0QeFiDn4RK6YVyvK5NinobcKgT2a5PBTM6MX926WDfdkIaz93kie6id98GkA4x+B\na+8XU1v8RvCqJxt5vhExeWSvRM9+/6Zs8h7eMP5Rh1nNJCKm4jTsNiFh6UmgyxwO/uWlopKGdxNi\naRLIEVMkavTQLglyiNsAyk3y5JWXQe8RosJlp0LWYdAhQr5Nk+/Pn8KBbeDuJv1p2FSI5SYjytaM\n3mzdQ1TLlH0yj+YzENBYyFdAkIOsm8c2lTiNbeQdYkL0aSBzWZgrxPdosjx3O6OEbAY2kXk3TZ+u\n5tvls8SUXF4mhG/s3Y4o2oJsKLtPykVEShRpRrL4s+Vnylp3GyLrPWiijGWl05eRzpdX9lnc/JMQ\nLi9fIW4VFVLWw1tI+NrvZV3SE+DyCVA/QMydoR3lmdm4WFTrpN0SCHKmEdMXGFrr+5RSDwADgMHI\n/zw/INOlaD5gekb7AXku1/yUUsrVT01r/QnwCUDv3r0tH7ZLCKfO+gTSrrx4/bBgoa6mz3zER20R\ncAQIBa4B5gIdgSeVUvdorasjdJce4jeKWjHgWtmc9m2GHSvEFLPgHfHdCW0vgQE71wjBCQiWNB1e\nhpoxdzps+AF8Ax1qR7s+kH1UTEkDrxf1JsTYvFv3kM3Zv5GodCHthXAc2A5JsXK/hzekxIujelAL\nIRTNIoQ0+geJKSs9ATb+KMRp6adi4htys/SpYVNHDrb8LFH+fAOhpBA2LYFDe4QEtOkhytmoqWI+\nXfAujLlLNt7mbYRMFp8QJ/a8LEhLEqWscYgjKtBUSPZsgN++ltQbI/4iitSy/wrRKMgW36eO/cVk\nmZsBDZuLf1Oj5tCyIxw9JPWlJ4kC0yDIUKQiHaa13WsrZ8k3fdeOH4XvpksZnwC48ibxJ3RWZXoM\nE1ISNU9IQVaamJKbRUDkICHIrX4TEtq4pTwTJcXiHN9pgPhSxW8W0l6YByjxXWwSJveaZ5H2GyN1\n52XKkWMmKXb3FPKVm+XIE2aedpBq/EzcKf5gIe1kXbPTJP9YRKT4yjWLgE79wL+JrMHST6VdcBC/\nkmKZs7a9JJ9edooQsM0/yXy16yXqYupBx6kKYV1lzvZuFh+8gKYQ3ELa8fKpbC41FTtnn0XzGU6I\nFlJfz1eibAffJBGgO1eLu0BJMSx6X+Zm1N+EpPn6w4BrpO8Fx0WxbND4kov81FpXAOuUUpOAe4FC\nwNX5xR8wU6+7XvcHCq1ggj8W0ksvdg8sWBDUlai1A0ZrrdebHyilBgAvaq2HK6VGAm8D1RI1pdT9\niAmhK5LK4y81lH0EeBKJtvoeuLcq37hzgumPlZMhhKSs1OFr1ihElLaSEtjxq2wcHfrJ5ukXIORg\n36eiRp0sEqUtepVcKyuRTfDYIVEr6gc60hesWyCmtjF3O3zT0pNE8eo9wuGnVl4uhCVlPxQXyMYa\n0lZIxPhHHHmv1s6XpLyrjMSy7fuKc71GokDTEgz1JUP6kBBtEM16sjGqlaKAxK4G73oQ9b2oTRVl\nYtpq0Q6K80Wx8vJ2ZI83o/5MhaRphGzsHp5ivlz6qaT/CA6DkwVC2D5/SsblFyCktn0vIT/BrWDn\nWlFjvH1EDUveI9fcPYXEBAQb6SwiHYTX9DNcO1/UKpuhdpk+VSVOEY6tIx1pLtr2FCLXqiPUayAR\nnVHzhEjY7eKvVV4Kc14UInZotxDXsM6ioAWHydwd2St9atUFVnwFK74QVcjMt5efKeuSGAvdr4I2\nPeU0hkXvG36HhqmycUvxQdu1VuoNCJY+zPuPKKp5mUKy8zJE2ZrwqARp7N3s8MNLjBXFMH6jRCbf\n8i95nvMy5BnoPlTma9RUSSsT0l5M26bK2GekKLZ9rpYvJgvfExJopmrpMcxx9uqgiY7jyUyS1n2o\njKFpuPjsrZwtpuFJz0JUByGwC96V5+xkAXz7bxlXUIiMv3WkJDXuMlDyEV4iZs8q4I74qO1B/NAA\nUEr5On2O8TMS2GK8j3S6ZsGCBQtnhLoStX5ICLoztgF9jd9/AUJqqSMNeBm4GvH3qBJKqauBfwJD\njXsWAC8Yn50fFBfJht6ml6g5wWGSnuCya+W6p2G6S9krJKAgG7b9IipKQGPZZBuHQkgHaNJKVLMu\nl4uSUFQg9fvUFxNPkzDZ0Oa+Lpvr5p8cqS+cTUh+AUIuknZLkMDBaFFFbG4SzWk6b6+dL20nxMgm\nunON5C4rzBG1ytNTiJlvgPjS5RyDw3vlWlmZHHc05i4hC1t+guhfhYg1ag692goh69APTuSJn1tZ\nmZzIcNszjhQPB3eIcpQcJybSgGBRwLJSZTMPDoGmLaFRC9i1XghqRZkQRHcPIW4V5dLnilLxIwvr\nCFdNgtJSiVb19BbF5bBhfm3fWwhCSRF89pQoYb2NBLClxRIVW1Eq87tngxCFE3lC9vqOkjkJMM7k\nLMwRM6CZLiQvU8zC5quoAE7myVxt/Vny2bl7yTpHREKvq4WMKiWkKS9TzNIBQfI6GCPKUlCIEM41\n34hpvbRY/MBAlK42PYQYF+QI8du7RdTIlP3i25e6X8ijf5AQQjPFyaCJQsBsNiFK+7ZK3w7tEZXM\n5i7PyMFo6VfMKlGHXcnV2h8kOve3uWIG7jlcxu8fLOu+5Wcxi979phCtvca/APP5jZonLgI7o0Tx\na9FWzPE2D+lTYLDDn3HYJCGS9eoLIS04LiprpwHyzKz9XvwSM49UDva4SFBKBSP/g5YAJ5E0HbcY\nr43AG0qpCcBPwPNArBFIAPKF9VGl1FLj/T+Ad3/H7luwcBpOnjzJjTfeSFRUFCNGjOC6665j1qxZ\nLF9etXv54MGDmTRpEnfeeWeV139v3HPPPbRo0YJnn332YnelVrRq1YqZM2dy1VVXnZf66krUYoBX\nlFLPa62LlVLewDQcDrPhwPGaKtBa/wCglOpNzaRuCvCZ1nqPUf5F4GvOI1GLW/4Db/3nP9jcPbAV\nHEeVnsR2sgD142ZsXQehjsTzbDgEFeeAlzcHsguZGbUM28kCbIEVKHcPbB4HUUU7sLWJRBW788Ch\nAwRWVEB6AodS0/guMQ+b/SdsDRqigkKw2QNRJ5ph252J2vwokx54HP8mzaD7UFJnPMGybB9sKR9j\n27sJ1aQVtnq+qF1HsClQPy1n7F0P4VdWCgnRZGgv1q/dgu1AJrb9W1G71mJrHILyD8LGLpS7BwM9\nkvDJSoKjh8g5WcIuj2bYTnhgSzmOOpyFzaZQO3djyyxCtexElxsexau0CLYtp/BkMcklnti8m2PT\nJ1DdxmLLL0UVJGCL34j6bQktGnjh0aoTpB2kZNcGchqFY8vJwHY4ARU5GBveqAE3YEuMRyXH4du6\nE7bxD4MGe+waKhKiUccOYzt6GNXpMlTfURINmhgr5AElRLFBIwjqCjGrRZHZvx32rBUzdUaKEIQG\nQXKsU8PmYnpeP18UJb8AIaCH90H/MWJW3vaLKJjjHhAzcnAILPtcSJeHt5DktARws0G7HpAcL3WH\nhDpy5HXoI7n1ctKl/opyCGwmauCOlZB7FA7GQnh3aStmJRTkCQm7fLyQ1W3LxLfR3VMUyrwsUc4K\nj4s6Vc9P1FmURFMWFcj9CTHiw9hpgJDxkLZSHoSU+QfD7dOEWKUfhNY9hdjlZYlqtX25BI/sjIID\nMVCUK2byJmHyhSRxl8xb/2vkC0nSbvj0SQls6NDPkUIjL0sSD/s3FrNuWYmQ1NwMmfuDW0UZzcmQ\ne76dLqSvwwAjZYuSqN0VsyTAYs8G6W/KgbqdGnHhoREz50fIUXvJwMNa60UABkmbAcxGvsTe7HTv\nx0AEsMt4P9P4zIKFi4bvv/+eY8eOkZ2djbu7bP2uxytdyvjoo7oHTf/lL38hJCSEl19++QL26PdD\nXYnaFIQs5SuljgMNEUXNXOWGwH3nqU+dgR+d3scCTZRSjbTW2eejgZQKLz5bW1XsQyHEzAXg4c5D\nCeraFw5Gcygxi39vO2KUya18y/oEACb5ZhPYwBu86nEgt4Qno3Mg+usq2pgHwKgWvviPnQSv3Ubc\nnkTujFrkVOaAyz3HSQz+BL/hE8DNndjkLMbPXgOznbxdT/kuy2eJr99H+OjhsOQTtu3cx4goM5Q7\nG+Zsc6l/LQn/+JCIHQshPZGNb/+LEb8edVx+cxGuSHj/GSIih4CnN1Hz5jDim++crv4gP175wVH+\n9S5EeHhD2kF+TUjn6nfWGdPxhVHiEWxKYgoUsPfF0UTUA4Kas2rtOsZ9vNi4bkMphY0c1NePCaEt\nL2Xz5V6EBRVCogdrj51k8sbj2HyKsdlTUBUbsfnMQymb1G+vYNm0QEJ7XwGNQ9hU7Mvf5+/AVlKE\nbd1vqIJsbG4eqC3zsJ3IQRXmMHdCP5pHRIKHJ9vnfMhTH85DVZRh89qMLS8TZbNh2/QMNq1RuW58\n2LMTTXMzICCIXbnlvLK7DJs6ji1pHsrNDVtuBmr320Lkk/bxevdAGreSY6/27orlvXWHsZVrbJ5e\nqFyNbedGlIcXNjahCo7zZK/mNHrg/yD1AAkrFzJryz5s9XyxBZaiUp7HdmQfKjUDW1EO6oVnubtH\nSwKWiI/YYc9GLPDujS25BFtGFurQSmxNwlAtA7EdLkeVpXBTwRzqR3QEnwakpxzm13SNrdcIbEtX\nyPxH/4rasRKbnz+qSQVXRzbA90AMaEVWQEu2eERg82mCbfkK1A/fYfP2RZUHYUvOQtmP0TcojHor\nvoTyUvIS4ti7YT2246m0yZlOYEjbix5MoLXOBKp1Idda/wp0qOaaBp4wXhYsXBJITk6mXbt2p0ia\nhepRXl5+Sc1TrT0xsmzbgEFAM6A5kK61PmyW0Vq77vzngqoipkAiqioRtbMNbdepCbWWURWGCanf\naOz+qZKaowbY8rOhpAJKTmIvrd0L1Rb9K2TuhZw07MpWe386Xy5O3R6e2NNW1V5+44/grcHdDXt1\nJyU49+eHtyG0BZwsRB8vrr1898GiuLRoi24VCWytuXzSLkiLgabh6MCmVZaxa3kB2LJSoSgVkn0o\nO+FNYbnpQFhR+aZieVR0w3AIbw2BzSiKSya5KEuSx5rIqzymiujfICcRAoLJS9rLjmSDmB7NdxRK\ncYjEJYk7oX5vCGlH9sn6rDiQfvoAUvae+vWtBk1EFTqWTLrNj2/TjbrSDjrKH3DM2TOXt6ZxQBBc\neROH8z7lg8Xmd5WTSK7Uyri3dQ6NtiyFfqNJSM/kpdhs5M/jMJXWYs9qYDU3fvV/BAS3hPws9h7L\n4eHF7zvVdtx4RZ/6ZFhrX+q37g6NQtj15UfcvnQDktO1KsSS+PKdhF9/B2SnsSMxgzGzVlZTFmA1\nidOmEH4iD5SNzb6tuXqxjHFB985c53xYvQULlypqOsh9+bnFjezZs4eHH36Y7du34+HhwUMPPcTT\nTz9NSUkJTz75JN99J1+Mb7zxRqZPn46XlxerV69m0qRJPPLII0yfPh03NzdeffVV/vrXv/L888/z\n2muvobVm4cKFvPPOO7i5uTFz5kzWrZMvzStWrOCBBx4gPT2dyZMn4xr78vnnn/PGG29w9OhR+vbt\nyyeffEJYWBggB51/+OGHvPnmm2RmZnLbbbcxY8aMU+eVfvrpp7z11lukpKQQGhrK7Nmz6dmzJ2lp\naTzwwANERUXh5+fHI488woMPPljlnDirZDWN9ZNPPmHOnDkopXj77bcZMmQIixcvrrGtadOmsXv3\nbry9vVm0aBGPPfYYr732GqmpqTRs2BCQM1iHDx9Oeno6hw8fZurUqcTGxqKU4uqrr+b9998nICDg\nnNa9OtRK1LTWWim1C6ivtT6CRH1eSFQVMQWOiCrnvp1VaHun1mF8cnUntLZjb9AIe8oBdHkpdndv\ndH42dqBhXgrsygLfBrS96j5ee7ElOiMZe/ZR7OlJ6MzD2DXoRi2wu3kQMPw6OHkc4jfQqjCFx3o2\nR3v5YK/nh71VNynfOAx9MBr70STql50Qf7D2/WkxsAt/zfgQ7eaBvWFz7Nlp6NIS7G7uaJ8G2P2D\n8W3dVRLfDppIcIk34zbEozOPYK/fEPvJQnRRAXY3T3RFOXZlo16DADm7MzOFAC8bAyOaoj3rYS8r\nxe7rj/bwxp6Xhfb1x378GF7JO6FNOxh8Ez6//ETHoCK0ty/2igrsJ/LR3n7YUTJPZSV4/PgutO8C\njUPwSD9AsLcNjQ27mxv28nK0uyd2pdB2jV1rbE0jwJ4LZWWojv1wd/8Iu92O1naqioVTDZtBm7bQ\nbRA6dj98sbrGNVVuNvH5KshFN2xGVeSmUvnyEjFzDrgWvfMADitV1bAFtRCzalkp9iN7aywLYIv6\nDnwUBLfEHtwSIVA1lI8cAj36QuQQ7MfK4P0fay4f1EJ87Ty9sXcaAEtcVViX8nlGLrzMI9hPnABq\n/jJhC20nQRelJdhbdQESay5/yDgyyt0D+/GjNZYF44tQw6ZwOA77mnmOeopyKx9Wb8HCnwwFBQVc\nddVVPPbYYyxevJiysrJTyW1feeUVNm3aRExMDEopxo0bx8svv8xLL70EwNGjR8nLyyM1NZUVK1Zw\nww03cN111/HCCy+glOLgwYPMnj0bgC+++OJUm1lZWYwfP57//ve/jBs3jhkzZvDRRx8xefJkAH78\n8UdeffVVFi9eTNu2bXn99de55ZZbKh20vmTJErZu3Up+fj69evXimmuuYeTIkcybN49p06axcOFC\nevfuTUJCAh4eHtjtdq655hrGjRvHN998Q0pKCldddRXt27fn6quvrnWeqhvrXXfdxYYNGyqZPuvS\n1o8//si8efP48ssvKSkpYfXq1cyfP5+pUyW/59dff80NN9yAh4cHWmueeuopBg0aRH5+PhMmTGDa\ntGmVjrgysW7dOsaOHUtubu5p1+qKump70UjkZ+071LnDjJgybWmRwLHzZfYECB0yjqnFGbB7veSa\naukmkZ/h3cSB+0S+OGO7e4J3PSJaNOef10x2ZJ5f+4P4S4V1gnveFAdoM6VA7G+0XzqTN47sFed5\nr3rQuBQalENQCUReAdkRkmPqwA7wbUCXUX/j81caieN5PT84iPj9XDZOkudGzYOdyyRxrZc3Pcbe\nxMLSNNi4SDL3e3iJf1dZifh3db7MiKhsCfUb0a9pDmsvD5b8cB0HOBy8zfxkjUPFCd9IOjqwx1XE\n7d0sEXj7tkoEYnhX+d0/SHzCvHwkZUaH/gzxL+fYVfUkAKB9X4k2vPx6iW5NjHUkqD16ElL3M6Jr\nNmUFeaey+Ov4Teico2hPX+wd+mLvNRLPtd/CVZNh5xqu6tyavF+/QxfmYV/xhRDronzsfoHoPmOw\npx4kWJ8QPyebG1cOvpLE0GboigrsTcOxD7gWvW059g0/oo8lY6+ooFnOIXHo37qMAcH12HrPMHRB\nDvaThdhzs9AlJ7F7eqMbNsfeeSBNPAskN9mWn+jdsie/3NwHe/5xIfYNm2G/bBza5oF9VxR2ZaNx\nYTzk5kJFBZGNWvP1C4+j92/Dvm8L9vqN0G17Yz+ejk5Pwt6mB42yE8FzEHj70DGyB++99SZ6wyLs\nKfuw12+Izs3EXlGB7jwQe+tIAiJ8oF1XiIikTfOmTOvdFF1eht3mLsQ9sKkQ67wM7B71aODtJYEQ\nRxNpWc+NB3w90H6B2NMTsWcekS8c9Rqgjx3CXpiHX0GGRKi6e9LM25vbBvWS+QkKkXpLirHnZaIb\nNMKuFT6XXQNX3QA/vEOQp2JkeCO0f2PsJSexay1rkZ+FrtcA+4l8vJNjIDQcTp7A36OIPm1aoj28\nCLhszCWXnsPCnxMX66zPJUuW0LRpU/7xj38A4O3tTb9+/QCYM2cO7733HsHBwdLH55/n7rvvPkXU\nPDw8eO6553B3d2f06NH4+fmxb98++vfvX3VjBpYuXUrnzp254YYbAHj44Yd58803T13/6KOPeOqp\np+jYsSMATz/9NK+++irJycmnVLV//vOfBAQEEBAQwJAhQ4iJiWHkyJHMnDmTJ554gj59+gDQpo0k\nMt+8eTOZmZk899xzAERERDB16lTmzp1bJ6J2JmPdunVrrW0NGDCA6667DoB69epx66238vXXXzN1\n6lS01sydO5c5c+acGoM5jsaNG/Poo4/ywgsvVNnPgQMHnhNJg7oTtdXAMqXUF4iidkoD0VrX6Xh6\npZS70Z4b4GYEJJRrrctdin4JfKGUmgOkA88CX9Sxn3WDt48QoLhNkHMY2veTCL2EaIkEzcsUs9lo\nI9rlwA6JbkxLlHQGvUcKARs91ZEnzTwb1NMbhk+Cb14XEhjRXcp9O10c4z29JSK0rFicwUtOiIP4\nmLuFGMaslkjPPqMcJC09SXJjNW8jbcRtlKz+/kGSfsPTW04sMI8k2rtVzvG88iZx6C4tljrNA9tN\nmIlSew2XSL496400ETlCREHShoS0lcjY4DBxIAvtIJGCibEyN0EtJc1GUDOJyrS5Sf/MiMSyYsmP\nFdJWTlQICpGju5Z8ACPuQI2+E7VhEezdhNuReEkVcmC75NpKjMHdpz4Nykrl2KgWLSGio4y3eWsh\nc0m7xMG+pBDiN1MvN53wuBXSbnIgFB6RvGmdOkNkT4mGzM+UM1sbh+Af2oHebbvKmO3+UK+dkPWQ\n9kKWO/STscSsBm9fggaNZcToSfL8bFgo69m2qeTNW1AERxNht/EnojTNbCXcMqQftPEH9xTw8YPw\nBnBuA/gAACAASURBVLBpDYR4Qs9wObN1wyKIiCQsLIz7H3kU7rhdooUzj0iUZMtOQp43/+SIFE6M\npc3RWJ4f2gV6jpCUMevmQ/0K6DNacu4Ft4SsBDmWLKQdnRo05t1Jz8rzs/knWPAeNGkpaWCSgUI7\npO6G/EDoP5bIKyYwe1wx/PK5JOXNzRBXgPTj0KqFRD536i5fFtIO0LuxDz8PD5FAC3d3eRZ7XCVR\nwofjISUHKJWjssqKGRA5mC2P97+kTiSwYOFinfV55MgRWreuuvG0tLRTxAggLCyMtLS0U+8bNWpU\nybfKx8enTpn609LSCA0NPfVeKVXpfXJyMg899NAp8gigtSY1NfVUf5o2dbi0OLdb3XiSk5NJS0ur\nZC6sqKjgiiuuqLW/cGZjrUtbzuMFmDBhwilT8P79+7HZbKfKHzt2jIceeoi1a9dSUFCA3W4nMDCw\nTv0+G9SVqF2O2JJcnWs1UCeiBjyDhLGbmAS8oJT6HIgDOmmtD2utlyml/g38hqTxmO9y3/lByj5R\nkoJaSJqL+M2wa7WkKNi3FVp1dmzQv33tyLZfXAjZXUXFWvqp/Ny/TVIZFOZIGoQB44TI5RnEKTtV\nDjxv0Vb8zEyVacOPkLZfIvFyMoRItesNaEmTsHezkLSyEjktwMNbVKyuV0i2fY3jqKphtxlniC6X\nZLglRdIvvwAhjIU5srkn7XJkfjePgDIVtUNxopwd3itlctJl824SLjnEeg6TqMbY1TDkVlEfc45C\nSb4Qp4pSI7LxeujQX/JjhbSTsR7Y7jBp+QVIfrKsNCE1jS6Dq/9qJLWNkVQUPYdD3HohohqJvPT2\ng4EThGw6b+qZR4TwevkJSayokHxi3oHg6QP7twjRHjhecsOVlUg6CjdPGR/IGBs1kwSwYZ2E3Gal\nyDPgH+Q4P7NFG/ksZZ9k/K/nJyk8Dm6XPHIeXhIB2jwcik5IbrKcY0LyY1c7TozMOSa5+gKayheD\nQ7vkoPfGIZJ0GUS17DtKjlw6slfqT9plnMhgl/UzU2ZEDpYccS0iZD6ahkOPoZKGY9symee8LKnf\nTOsxfIqMJdxI9ptzFJqGQY4vlBfLaQ+ZR4QwB7eEhk3kGcrNEPU5L0v6UZAt87h3s3zBCesih8gf\nOyR50pRNjocqyJYxNw2XqNv4jfI34e4pKUQU8qXj0oj6tGDhoiA0NJS5c+dWea158+YkJyfTubOc\nSHb48GGaN29+zm02a9aMI0ccXk1a60rvQ0ND+de//nVWUaKhoaEkJJzuFx4aGkp4eDgHDtTstnE2\nMH3jzqQt13sCAwMZMWIE3377LfHx8dx8882nyjz99NMopdi1axcNGzZk4cKF3H///ed9HCbqetbn\n6UfUnyG01tOQlB5Vwc+l7FvAW+faZrUoLpKNuEM/2YxBiIl5lFLKftnQIgfLRhe9ysg6nypkommE\nkLD0JCnXuKUQFbtxbuXOKNnEUEJmDrVynKu47L+yIQ2+STZ+NzfJLRWzEvZvlWSlR5OEOPkHSwqH\n9T/C3k1w4xOiflW1kfUYJj8jukpuseNpktutSZhs9OvmC8nwC6h8vmTOMWlr0xK5p/sw2Vg79Jf+\n5mbIfBxLhp3r5H1hnpDAyKEGcU0TMlpWLuNu1Fzm08tH+tVxAMR3cSiOHQfIBp1xBJpHwOal0ufi\nk5I6omUHI33Edjnv091d1EgPDwfZdN7UzfEU5sqpDkGh8iopBGzg7i256IYbOUoP7BDi6u4hOeEy\nU2Q9iw2iFLdB+pOVIuTomnuFhOxYLnOYGCt52Nr1EoIc3sWRWNdMPrtvi7R/IlfU0OAQ2FYhKTTQ\nsn7BrWT+Ny2WJLvevpLXr7hIridEy7PnnER59F3QLFyevSUfy6kapcWyPof2yFzcZGSy2b1WUpBs\nWSrPWskJUUO7XCGqbEg7mUMPL0m/UZQvXzCKT0L7K+WZVUqex5B2MPJvjrM9vX3khAtff7k28HpZ\nEzd3R/LhsI6SvmNXlJxO4esPDRpKEuj8LFH77HZZt65XyByaR2FdIkdIWbDwe2Ps2LE8+uijvP32\n29x7772UlpYSFxdHv379uOWWW3j55Zfp06cPSilefPFFJk2adM5tjhkzhvvvv58ffviBa6+9lvff\nf5+jRx2+pvfccw/PPvss3bt3p3PnzuTl5bF8+XImTpxYa9133nknjz76KAMHDqRnz56nfNT69u1L\n/fr1mT59Og8++CCenp7Ex8dz8uTJU2bSs0WTJk1ITHT41Z5tW7feeivTp08nOTmZVascQXwFBQX4\n+/vj7+9Pamoqb7zxxjn1tzbUHm5oQCnVSCk1WSn1uPG+uVKqtiS3lybMMznjN8L6BaIudBwgKk2j\nEOg2WM7cbN2jckLTjv0lKadfgGz6kVc6VJaWnWTDqucnG1+3wUai2sZCRtr3kU11zovi+7NugZzn\n2W8s/O01IUhNWwnBaRYuakZ2mhCVonwxGW77RUhX3EbHUUTFRWKyNN9nHpGNsGFTSdja+XLoPkSO\n7Ykc4jgRobhIfu81XEhot8Giko2eKsQgJ13G5hsgJxJcPh5G/VWULm8fOQIKu4z5/9s77ziryuP/\nv4deFljKSu8I6IKAoqjEgoqKRKx8bSiWRI0hMdHY8SeWWJLYYonR2EVNjBgLNqIoiAIRkbJI76BS\nlM6CwPz+mHPYs5ctd3fv3Xt3d96v13ntvac9zyl7z+fMzDOzbRP0PMaOc9tGc+FNG2ftgK3f53jL\nZXbw8fZ91QJz5ynWXu165vLs0ievBmbT1iZiVy+0NpbMtjxjPY4y0ffe03YNwyoFvQaYmOh+mCXJ\n3bjerGSX/xmG/Drv2nc40MphdT0U6jQ0AfPJqzDrU/hsjCXGbdDUXLT9Btt2qxaaBXDVQuvf5vWW\n023lPLt3fso1Eb7gK7tfuh5q+1j4tQnO+pnmeqxZ08T5zlwTOrXq2vz2PezFoG79vPPWpputs3a5\nWaFadraXhDZdzRI88TWz5s2bClPesVGnywIRK9h5ymxmLxC161rcY9e+loh55Vxz3bbpZtf3sFNM\nhHXvZ27Qll1MuG9cZ4K6dZAyY+0KE40r55kreu0KE85rV1jlgxOHmwCuVcsslufeZLVDW3a0qWYd\nW/e7JSZOt240l3jrriZ0wxcRx0kxrT7Nm8qTBg0aMG7cON5++21atGjB/vvvz/jx4wEYOXIkffv2\n5aCDDqJnz54cfPDBjBw5ssxtNmvWjNdee40bb7yRpk2bsmDBAvr3z3tZOuOMM7jhhhs499xzadiw\nIT169OC9996La99Dhw7llltu4fzzz6dBgwacfvrp/PDDD1SvXp133nmHr7/+mo4dO9KsWTN+8Ytf\nsHHjxuJ3WgyXXXYZc+bMITMzk9NPP73UbQ0ZMoQFCxbQokULevXqtXf+bbfdxldffUWjRo0YPHgw\nZ555ZqH7mDhxIhkZGYUujweJp/yciByDuSC/BPqraoNg3h9U9dQy9SBB9O3bV7/8Ms4sIeGggB+C\nguJDr7UA+Rnj8wqi9xpgAmDjOivd07qLuQWnjM0r9v30TVbLsHs/cw/1Ph5OvsQeYls2WAmhhlmW\nRX/KWIvbmvelPWiPOBUm/cesMYOvsAf3qoVmoQGLTapWzYqUL/gKxr9i4iWrrYmM4y4wa0hYBzN8\nwEWPIexvMEiAHbkmejassYdzaLX46iP47/MWn9eqi5UQ2vqjPdhzt0Cr/U3E/vi9JXz97wuW5LVB\nEzjr92a1ycyCqe+bVfDM35lLLCw3VBBffWRlqNocYG6/7Zth2Vxo2sJcwBPGmMho0ATWLLWH/ppl\nZhE6eqi54j57HQZcYOIv9vr+6z749DU4f6TF2U14zQTYlLFw1Fkmtr9bBk/faG1nNDZLYMOmJoJa\ndLTjatnRRPmObbaP8NqH5akOPMKE1Ut3mju33QEmvlt1sdjDmZ+YYD/pErvXls4xQTt/mpVaat7O\nKizUzbBSTl9/nHfecibBm49ZIti+g+xctO5irvmeR1lN2qnvmlWqek27VwZfkXeN+xxnYmzs36zi\nQ7sD4MYX7SXhzUfsWC+5287fxnV2fOG9Mv8rO66d2826ePKlNnAl/N9R7B5/9yk46CizwIbn4tN/\nm4DM3WKu6iOH5N17obv/0FNM8G1cG9S97WqDYNYsL/q+iUFEpqlq3/j+8dObEv2GOaWnqLQaEWRc\n3mcdWMI2ypiew6kaxPv7FW+M2kPAOar6kYj8GMybQl4JqYpF6Db8eDRkNLIHF5jlY/N6s0qsWW4P\n6Nr1zP2V87nN+/F7E2JgNT/37LaH3JzJJgRqB9ad6R9Z5vbNP5hlRrHA91p17UH0xsM2QrN9tj3E\n/vOIjQTdtdPqQp7xWxMVnXqZxWbdSnODtdrfhIZiLsO9dTADS9nE162MUL0ME36T3rBM+xvWwOoF\nFovV86j8VgvBrE8Lp1n7ghUmr17L9tmxp7l3s9pZ/Nv2TSA17FzN+szi8sa9YA/4xvuZW2vO5yam\nQotULAceYe3MmWx9697PhOx3S0y01K1n4u/A/vDT4WYxqp1h5+9/71nCtQODOLiCrm/Xw8w9W7N2\nXvmuDj2t2sGOXKiVa0KoWjXb557d1qcpY2HJDOh7ih3X2pV2DrL755VOArMQhqNmGzYzoVS/sVmT\ncrfY8Wdk2r3T/kC7Z3I+t+tVP9MsSTtzbR/Lc8xluHaFuZ3D+LE23cx1uHEtzJtiQrJjDxPlWW3t\nGm7fZvcYCgPONevbd0vzrHbLcmyfe3ab2Fy1wF4Gvl1sVtNls+24Qzf42hV2by2enlf5YOtGWDHf\n7v+1K+x+3LENnr/N7lkw0R1e18UzLS5y83orJP/RaGvzlF+aa3nmBBhylQnb8a+aAP1phwnbCf+2\ne/CMq0v+f+04jlMJiVeodVDVMINl+KqwswTbpx8KNGpqD9e5U+xh1+d4cy3NmmCCIXRBrV1pD5ij\nh+YVBd8UBFK3z7YH2PZNMOVtmHoaHH2WPcwOHWT73r3TBFdWWys8vXEdqFi8ztnXBLUP19sD8dN/\nmSsptGAtnmGWs7OvzbMmNWpmD/hV8y1WqWYtW79zH3sgLpltfc4+0mLh+g2G8f80YdilT156jpBO\nveDAI83VWr+B9aNtd+t/kEKDOYHI+G6JBct37m0CZ+uPJiJadAoEYG+zGoVuQsgTNNHYujr17LiW\n5Zi7tONBJtAm/tvETpdDLD4vM8vEYPXq0LCxPcSXLzIX6PdLzB3dJ8aiBuZCzmwO61eaUOlysInI\nrRvMavXtIhPVXQ811+eCabAkxwRNjdpWWql1Fzu3hSVgDUfNbt9ifdn8A+zcahauI08zN9/qJeaa\nPO03JmDmfGFCsM8Jdi81a23np322xf7pnjxxCHZODj7RPme1tmtx/AUmfsa/bCKnUw87X2tX2Xb1\nM2FzMPqpSx8Tb1s3mXBW7P657B4r3xS2FQr3zn3smm/ZaMezY4u5cHM+g9dqmFt9Z64Nnpkx3oSu\nArt25Ym+gcPz9vn1+DxxXKeeueTDGLWMzCCFTRAnV6OWhRa07FLKf2rHcZzKR7xCa46InKSqH0Tm\nnUBxWULTmQOPsAdEm25mWZs/zeLM1i63h0aLjvmtTm265Ym0OvXg3TdMKB10rMWALcuxB/TsCSbU\n6tTLs1xM/yivuHqPo2ydtctMfLzxVzjqbAvarpthD6/QgtW6qz3gwsD14y6wPtSuZ/sfODz/wza7\nf94o0NAtFwqj/Q+2QPt2B+4rmlbOMyH2w+qgVmOu7TMUUxvWmFDdr53FfLU70M5RoyzY1coEXt36\nFmOV3d/6v26lBdCHIq2gIPHOfSxeqnoNO+4hv7Z+hqNE53xulrRtW8yV2PMoe5gfd77FwdWsGUkU\nE8MBR1jfwxGt+7WDGZ9a7N+6FTYKs1HTwI08zI6pboYta9XFznXNOnkW1IJcceH90bCZWS3rfW+f\nTxpursqnb4KN31nainAwQ5uueX3ucrANZti5HaofZm7WfoPz5+WDPPf2gq8CK2EtE5EtOpvFKiNw\niX402tyknXrbdjXrWBsTXzMrX2ZzE1mTx9q5ib54hHF+4bk7+5q8wR9rlsO/cuwadz3U3KJrltv/\nRM2aZhnNaGyDbcJ7a2euibRlc0zo1aqT/5yF/3dgQrRBps3LPtJj1BzHcSLEK9SuBd4RkbFAXRH5\nO3AqcFrSepZsog+mQb+0IOstG8ya0OWQ/Fan7P7mJouKjdZdzKXZ90R7CPU9GVCzfIXiZEeuPXSX\nzTFLwsLpJgZq1DKRULeRWVC+W2wjHcPUEKsXmkjpd4qJptULzJ1Zo5YJh7APoViLWkTCgRKHDMyf\n1LZzLxOmO3L3FU2d+5gratVCOOgYi5362Rl5o2N7H2eib8e2IBbvOHjrcRsFWb26Wdo69sjrw9oV\nNqry/WfMuhOKx9gHcJ16eec+FAvhuq0Cq8rOXLNwblprIqVxcxOEN43Of9yFXd+cSWZ1XD7XLGrh\nKN+tP0DuZnPdbVoLw++w49u+xaxqYaxU7TrxtVG7rg14aNHBjnnRdDunYDGKbbqZBSqMQ6xdz1x/\nqxeahal1JyuIvnZFfjGb3d+uQ+06+RMTL5llwnX9akvrEZ7/bxeZtapFp+Ca17N0MV+8ZRa5z143\nQV6tOpx5zb7xfeFx9YnErW3+Afb8ZEIxq60d27oVNgJ1yrvmkm/S3PIRhnn+xj1v922LjoFrvped\np8598s7Zj2tsRGw0JYdXJHAcx8lHvOk5JotIL6wI+zNY0tvDVHVlMjuXNKIB0aHVqXMfC4xW7KEX\nm/4itBLsyLUHWK06cNY1tj3kPWzA9jN3iuVi27TeHvzNAwvdrIkW93PwiSa+ftph1pz9D86ztIQW\nrNAN1Wp/s6hFLSAhUcEZ9jP6N9aaFT70Y/fRa4BZtTatNzG5doVNUdH3zRcWyL5rpwmxatWh1/HW\n96j1rnMf6+/8aXZMsX2MEl2Wu81GxE7/CE7/TV5822GD8g+SiLUAFXaNw/ixhV+Ze7VpG7Nede9n\n4qZJSxNm3y3Ns0gOv8NExrdL8mLFisvpFaYI+fE7c6X/+L1Zt4ZcBb9+2NbJmWTi9ofVeSk/OgT5\nxmo1gjUr82INCztHudug00GwcgF88k+YOxW2b4R+p9p5btXJLFuNW5rFc+W8wMp6uFn8Ove2z/O/\nsgEcxcVUfzQaPnzOLL6DLrf1+w22c7ZxrcU/Lp5lbR16sh1PmOev6yE24KRbv7yXieh9GB5naC30\nHGqO4zgFEnd6DlVdpap/UtVfq+q9FVakgT00PhptAdBhLNA3X5i7reshZtWJTXsRugFnT7QH+KyJ\nQRLcenlCb9F0syYsmGYxSzM+MYtT98Mtp9TqBfaA+2aKxfMs+AqatArSJczPS/rZ75Q8gXDAEZZY\nddAvzdoQWtIKI3yoR0VTNOVB7HKwYxz3vFlHfso1q1VWW7MwZjTOi9FSTFzu3GlVD4ZeB6f9Oi/l\nRrQPg35p/Q6FbLzX5auPLOD9yw/zn/uMoIpDRmZ8D/JQGLz7lFnK6jWyeKptm0zsnHujHdv6VTYo\nJDzG0ErZsmP+WLGCCO8RMAGZu9Xc4bMnmSBb+DW8/TcT9qHV8tjzzQI5eawJ/59fZcJxw5q8+6m4\nY9q6wYRmjRoWGwZ278ycYCN1VfO7EDv1svQw3fvZ/dT1YDvGA4q5Nvu1MUth++7Q40g7vrUrzOqb\nu8ViGWvXtbiymrXy0msccIRd/0GXmXiDwu/DA48wYbdktuULHPd83nV3HAewBLQ33HADTZs2pWnT\nptxwww37FE0PmTx5MgMHDqRJkyZkZWUxdOhQvv32273L//znP9OjRw8aNGhAx44di8wBtnTpUkSE\nXeHvTCn46KOP6N69O/Xq1WPAgAEsW7as0HUfffRR+vbtS+3atbn44ovLtK8///nPNGvWjOzsbGbN\nyovSmjRp0t5SUbFcccUVPPnkk/EfXDkRl0VNRJoAfwB6s29y2qOT0K/kEgbdK3kPDsUefO0Da1qs\nq5PIutF4tZDwIRpWDdiRay7PRdMtp9f4Vy3b+2GDoVVXSz0x93+QfYQVW1+70h7gYZ+iQfexlqOC\ngvMLozjLU9j3cMBEGJc16Q0LGAezMPY53h6qq+bbug0yC95vtG/xWLyix9Cmm52/OvVMVIVWLtjX\nUlgc4XpZba3UVL/BNrp3wTQTe2Gi1xadLE4tGodWkEu5sPMW3iPA3uryPfqbgBHM8gVmQes32Np+\n5+8m2lvvb+2ECXPbdMtzDxZ0Xdt0s/Qu0z+2F4FqNUw07dferKC52+xFYFmODcjoNcDmTXjNrlk4\nWvl/H5jLvXOvou+f+pk2qKR+Zv7zH1p5O/Y0a/DqhebGDC14IbXq2PkJK2EUdD+EL0DrVtlAlfUr\nLTazIJes45SEONNwFEaqan0WxJNPPsl//vMfZsyYgYgwcOBAOnbsyJVXXrnPuj/++COXX345J510\nEjVq1GDEiBFccsklvP/++4CJvhdeeIGDDjqIRYsWceKJJ9K2bVvOPffchPc7LPb+j3/8g1NPPZVb\nb72Vc845h8mTJxe4fqtWrRg5ciQffPAB27dvL/W+vv32W55++mkWL17MCy+8wE033cQ777zDrl27\nuPbaawut/PDee+9x6623lugYd+3ala+UVTKId+8vA7WxQukV/3U3jMGBPKtIGMMVKwgKczPGxtJE\n1w/zr61eaG7OWRPt4bNxjZU3mv8/QO1hOmWs5ZqqXQ9mfmrZ58MHW9i/WEFTWHB+aYk91tp1LLEu\nmNgIX9xCARPWNQ0z6EeJt2/hejtz81xeK+dZjFW9DKsfGW0jHsEZJbp+mFbjlF/Cor77DhJZPGPf\n44mnveh5m/OFxS02zLIM/DVrW3qT/meYyzraXkZjE5BdDrFzG+bBWzmv6HO3cp71NawTm7vFLLI7\ntlmqkpq1LGZt41qLuwutgWEZsi0bzKqme8w1P+G1/ClHYu+1cEBG1NUcxi3uH1RlCEcgFyRq4xXX\nnfvYiNjvl5pY+ym36PUdpxxIVa3Pgnj++ee59tpradPGcsz/4Q9/4MknnyxQqA0aNCjf9xEjRnDM\nMXnVH6+//vq9n7t168Zpp53GpEmTChRqRx9tdpiwRua4cePo168fd999N0899RTbt2/n5JNP5pFH\nHqFRo0b7bD9mzBiys7P3VjAYNWoUzZo1Y+7cuXTv3n2f9cPEsV9++SUrV64s9b6WL19Onz59aNiw\nISeccAKPP/44AA899BBDhgyhQ4cO+7Q9c+ZMMjMz2W+//WjSpAmffvopPXv2BGDNmjV06NCBZcuW\nkZOTw7Bhw/jNb37Dgw8+yMCBA3nxxRf32V8iiVeoHQlkqeqOZHYmJUSFRei+jCcGKpbY9T8ebcH0\nGY3MRZTd39yga1dYmgzEgvKPGGLrf/GWWav6nGDtRwckzJ6YX9CU1LpU0r6HD2TBgt8798rrT5tu\neaMyhX1TY5Tk4Qz5BzdELZ1gxx0VrVAya2JIGBR/9NB9jxP2tfzES/S8Ra2NteqYdXLtSks6Gx2p\nu3KeWb/aDcgraRUbM1jYuYuen6w25tY95Zc2eKBzH3Nx/rQTjv2//FawMC3IZ6+bRe/cG/POR5RY\nkR0bP7houom9tx83V3LNWnku+sKuUXHnM1z36KEW+zh/mll1HcfZS05OTr7M+L169SInJyeubSdM\nmLC3NmgsqsrEiRO54oorCt22Y8eObNiwYa/V6JlnnuG5555j/Pjx7Lffflx00UWMGDGiQLES2+/6\n9evTpUsXcnJyChRqRVGSfXXp0oVZs2axYcMG/vvf/5Kdnc2KFSt49dVX+fzzzwvc/7vvvsvgwYOp\nVasW5557Li+99BL33XcfAK+88grHH388WVlZAHz33Xf88MMPLFu2jD179pToOEpDvEJtJtAG2Ley\nakUn1ioyfnTB2e5LSssulrS1TlAovFMvS2fxw7dw/PmwZVN+i8SRQ0ysDTg3v+u151FmbdmRazFk\ni2faw7Es7tB4tgvjwrb8mOcymzbO2g8TA2sh+4lH7EQtNLUjVpuopVPY19JVGmvihNfyuyBj+xzG\np5VF+Ma6Sw84Ik9oR/vbppudw6OH5h9VHFLUMUXPz1cfWS65tSvtXg1dnBvWQLe++QVWm66W7iVq\nHQv7GgrI6PGHf6PnJ3SfZu5nIm33T3m5BmP7XJJrFLWstuqSVzPVcZy9bNmyJZ/FqmHDhmzZsgVV\n3aeYeJSZM2dyxx138Oabbxa4fNSoUezZs4dLLrkk7r6MHj2aa665hk6dzDd8zz330KNHD5599tl9\nXIBbtmzZK26ifd+8eXPc7ZVmX02bNuWWW27huOOOo3nz5jzxxBNcffXV3Hfffbzxxhs8/vjjZGZm\n8thjj+21Uo4dO5a7774bgOHDhzN06FDuvfdeRIQXX3wxnyWyWrVq3H777dSuXbvEx1Ea4hVqHwPv\ni8izwHfRBar6TMJ7VR4UJCxCN1/ZQhuM3gNMgHz+lpURGveczd+Za0lIz4xkXq9TD878vaWdCK1p\nO3NtFOABR+Sl2Vg2O3CxFRDDU1p36KLp+QVgVKyFoqJNN3ugh/PCXGDRgQKlbb8wy2UYuxRr6SqN\nNTG0HPUbnD8GLJ4+lyUesKBRtmEFgMJys8VL7L0ajTOMjZ2cFYzErFXH3KRRS23Yz4L6H56f2Z/D\ntA/tug+8yKzCe3bvm2swpCTXKGpZnfi6Hc/Kvp6mw0k50Rqfq48pfL1Ec/fdd+8VDMOGDeOJJ54g\nIyODTZs27V1n48aNZGRkFCnSFi5cyKBBg3j44Yc56qij9ln+6KOP8sILLzBx4sQSCY7Vq1fTvn37\nvd/bt2/Prl27+P7772ndunW+dWP7Hfa9QYMGcbdX2n2dd955nHfeeYCJsNq1a9OnT5+91si33nqL\nP/zhD7z66qts2LCBuXPncuSRRwLQr18/6tWrxyeffELLli1ZuHAhQ4YM2bvvrKws6tQpP8t/xZkH\n9QAAIABJREFUvELtKGAlEFvxTLF0HRWPgh7S0ZicgijpQ/uAI0xwZe5n1QnALGyxLqdw/bAfOZPy\np8UIl3foYQMPCvrfLK07NIwPiibNDflmiiWczWpnwnNnrrUfTcVR1vaLIgye37LB3JfhAI6SxuU1\namaWtNgBIoX1OXqdSyJAC6vAUFT6lNISTWycu23f/YaCNNbFvHimCcXQUltUP8Jl0z6ExV9bzrmv\nP7b4u6w2hacuKUnYQNSyGopPT3jrpAHf7kxNuzfffDM333xzvnnZ2dnMmDGDww6zqo0zZswo1J0J\nsGzZMk444QRuvfVWLrzwwn2WP/PMM9x7771MmDBhr0WpIAoSgq1atco32nL58uXUqFGD5s2b77Nu\ndnY2zz///N7vW7duZdGiRUX2vTBKu6/t27dz8803895777FgwQLatm1Lw4YNOfTQQ/cK4g8++IDj\njjuO6tWr791u+PDhvPTSS7Ro0YKzzz47nzArSiAng3jzqA1IdkfKnaIGC+wdYBAjyEpqNVo03bLh\nr10B1cRE4MmXFW4tKM4VV5SQLGlMXXS7ggYI5G6zB/TalZbtvkGmVUjYvB4oIFFqadsvijB4fsmM\nvDqrUPp2Yq95YX2OjVuM/i2KeO6PRJ6nlUFMXOyoylhBGrXsxVbYKIq9CX0/t7i6Ohn20tG6a8Fi\nPZaSvtgUVArMcRwuuugiHnjgAU455RQA7r//fn77298WuO6qVas47rjjGDFiRIGDDUaPHs3NN9/M\n+PHj97ovCyMrK4tq1aqxePFiunbtCpil6r777mPQoEFkZWVx8803c8455xQ48vGMM87guuuu4/XX\nX2fw4MHcfvvt9OrVq9D4tF27drFr1y52797N7t27yc3NpUaNGtSoUaPE+wq56667uPjii2nVqhUi\nwrx58/j+++/zHX8YnxZl2LBh9OrViwYNGiR9sEBxFJlHTUT6xXyvG/P9jGR0qlwoKJ9YSPjAjc2h\nFZsLqjg697ERdmuW2WjAARcUba0Lc5mFaQ5i+1ZUn8tCNEfcounWl/eesni6g461ckqd+9hIvwZN\nE+MajocweH7ABea2bNy88Lqb8RDv+Quvc5tuJYv7K+n9URYWTc8bzRl7TgrqR3jstUtx75x0STAy\nuQ588Ixd/5LksisqF53jOMVyxRVXcOqpp9KzZ0969uzJz3/+83wDALKzsxk92kqy/eMf/2Dx4sWM\nGjWKjIyMvVPIyJEjWb9+PYceeujeZQUJOoB69epxyy230L9/fzIzM5k8eTKXXnopF154IUcffTQd\nO3akTp06PPLIIwVun5WVxeuvv84tt9xC48aNmTp1ar7UGHfffXe+Uap33XUXdevW5d577+Wll16i\nbt263HXXXXHtqyDmzp3Lhx9+uFfUtmzZkhtvvJHs7Gz++te/cs8996CqfPDBB5x88sn5tm3bti0H\nH3wwIlKg67g8kcKS5gGIyCZVbRj5/oOqNilseSrp27evfvnll4nZWXGWgHgsBeE6YdmfsJh6YeRM\nMpFWlEspmcS6+975u1nPzromf4B/aQYsJILQSnTIwMRb7tKpzXgJhf3alZYguah0LlFKe0yheJ8/\nze7PeAbblMP9IiLTVLVvUnZeziT0N8wpcx41iaZIjA36KY4PC3+uOunF1KlTGTFiBFOnTt1n2aWX\nXkqrVq32isVEE+/vV3Guz9g7vbjvFY944opiicfFFa5zyMD8Iw0LIzYPW3kTPebOfeDYcyw1R6de\nBQ+8SDax1yUZMXDFUVybqRSuhSXlLe7eLO15DKtNdO0b/7bJcIc7juMkmNtvv32feUuXLmXMmDFM\nn556j0BxQi32taC47xWD0gaLhxT1sCttyodoGapUibVoXwpKzRHN5VacJbGsx1BUTq/yIJ7jSHTi\n4ZJS0DkpToiV5Twm4xqkUuw6jlPlCQdoRLn11lt58MEHuemmm+jYsWMKepWf5NY9SFeiD9hoCop4\nKeqBVZaHd0HZ+lP18CooNUdsTrCCKKt4SWRus7IQz3GkwspXHBXNipVqses4jhPDnXfeyZ133pnq\nbuylOKFWX0SWR743inwXoGK+AkcfsIumly2vVbwuungsBwVl60/Vwyua7yt25GAiLYmxxD64CxuB\nm2ziEWEVTRSlI+kodh2H9Kr16VRtihNqx5VLL8qb2His6N+SumLiddGVJHVDUYKovOjcxyx7YcoO\nKPi8xJa6grKJl9jrkSqLS0UTYRXVhVjRzrNTZUinWp9O1aZIoaaqnxa1vFJQWDZ2iO8BEq9FoCSW\ng3R4eEUrAwiwdHbBI/7C8xVPAtV4201GgtiKKmTixV2IjuM4lZKqGaNWFCUVBvGKqnQQXyUl6oqd\nH9T3jB3nm+zRqok6b5VByBQlNiu6C7GyC2nHcZxS4kItloooqJJFQeV9Djii4HXSnYouZKBosVlR\nrkNhVAYh7VQqUlXr03FicaGWLCqThSCsW1qRM8xXdCEDlUNsFkZlPjanQlKmWp+FJdv1RLhOKSiy\nhJRTBkILwTdf2KjFMCC/ojLnC3j/afvrpIZklRBLByrzsTmO45SBQi1qIvIicSS0VdWLEtqjVJFo\nC1g6pdpIxLGFrs+KX4vCcYpFRGoDjwMnAE2ARcBNqvpesPx44DGgHTAFuFhVlwXLBLgX+EWwu38A\nN2pR9focx3EKoSiL2kLsx2kRsBE4HagOrAy2Ow3YkOwOlhuJLiAdWggOPKL8CnUXRlmPLbQGHnfB\nvjFqjlM5qQGsAI4BGgEjgX+JSAcRaQaMAW7FRNyXwD8j216O/V72Ag4CTgWuwHEcpxQUalFT1b3F\nr0TkA2Cwqk6MzPsZ9kNVOUhWjEw6xEaV9djmfAHjR8OAC9w15VQJVHUrMCoy6x0RWQIcAjQFclT1\nNQARGQWsE5HuqjoXGA7cr6org+V/wcTbE+V3BI7jVBbijVE7HJgcM28KUHnMK5U5Rqasx+ZuT6eK\nIyLNga5ADpANzAiXBaJuYTCf2OXB52wKQEQuF5EvReTLtWvXJqPrjuNUcOIVatOBu0WkLkDw94/A\n18nqmJNGHHAEDLrM3Z5OlUREagKjgecDi1kGFg4SZRPQIPgcu3wTkBHEruVDVZ9U1b6q2jcrKyvx\nnXccp8ITb3qOi4GXgY0i8iPQGIvLuCBJ/XLShcqUZsRxSoiIVANeBHYCI4LZW4CGMas2AjYXsrwR\nsMUHE1QsvNanky7EJdRUdSlwpIi0BVoB36rq8qK3cioFnojUqaIEFrCngebAKar6U7AoB4tDC9er\nD3QO5ofLewFTg++9IsucCoLX+nTShbjzqIlIU+BY4BhVXS4irUSkTdJ65qQHnfsUPGo1d1vlyA/n\nFI5f478BBwCnqur2yPw3gB4icpaI1AFuA2YEblGAF4BrRKS1iLQGrgWeK8d+O45TiYhLqInIMcA8\nzNUZjvTcH/shcyoz0VGr0Yd2otOZVDUqggiqwtdYRNpjKTV6A9+JyJZgukBV1wJnYXG6PwKHAedG\nNv878DYwK5jeCeY5juOUmHhj1B4CzlHVj4IYNbBRn4clp1tO2hHrAvWSP2WjIriU473GlTCOMUhe\nW+g4Z1X9L9C9kGUKXB9MTgXFa3066UK8Qq2Dqn4UfA4DYneWYPv0oxI+XJJK7EM7HfLDVWQqgtCN\n9xpXBNHpOCWkTLU+HSeBxCu05ojISar6QWTeCZhZv2LiD5eS4cIssVSm81kRRKdTOSms+LnjVCLi\nHUxwLTBaRJ4H6orI37Hg2OvibUhEmojIGyKyVUSWicj5hawnInKXiKwSkY0i8omIFJgsskwUFiTv\nOE7JqMzJoh3HcVJMXEJNVSeTN8T8GWAJcJiq/q8EbT2GuUubY4MS/laIABsKXAochdXR+wLLY5RY\n/OHiOI7jOE6aE5frU0SOBr5S1T/FzO+vqpPi2L4+Nkqqh6puAT4TkTeBC4EbY1bvCHymqouDbV8C\nfh9PPx3HcRzHcSoT8bo+PwGmikhsCsD34ty+K7BLVedH5hVW/+5VoLOIdA1KtwwH3o+zHcdJDRUh\n3YbjOI5T4YhXqG0FHgQmiciJkfnxRnJmYPXuokRr40X5FvgMy9u2HXOFFmhR84LGTtpQhXOOOY7j\nOMkj3lGfqqpPicg3wD9F5AFVvb8E7RRXGy/K/8Pys7UFvgOGAR+LSLaq5jNXqOqTwJMAffv29Tp6\nycTTmRSNj3x0nEqF1/p00oUS5UFT1c9E5HDgDRHpTfwWtflADRHZX1UXBPMKq3/XG3hVVVcG358T\nkYeAA7FC8E4q8HQmRVOZ0m04juO1Pp20IV7X5+Lwg6quAH6Giby4TCuquhUYA9whIvVF5GfAEAoe\nzfk/YKiINBeRaiJyIVATWBhnX51k4OlMnKLwGD3HcZykEG96jt4x33NV9TxVjbuoO3AVUBdYA7wM\n/EpVc0SkXVBDr12w3n3YQIOvgQ1YfNpZqrqhBG05icbTmThF4TF6juM4SaFQ16eIXKiqLwafLy1s\nPVV9Jp6GVPUH4PQC5i/HBhuE33OBXweT4zgVAY/RcyoZXuvTSReKilE7jzzX5IWFrKNYAlzHcaoy\nHqPnVDK81qeTLhQq1FT1lMjnAeXTHcdxHMeppBRWm/RDT1rgFE5Rrs9449f2JK47juM4juM4TkhR\nrs9dmGuzMCRYXj2hPXIcx3Ecx3GAooVax3LrheM4juM4jrMPRcWoLSvPjjiO4ziO4zj5ibsygYgM\nAY4BmhGpSKCqFyWhX47jOI7jOFWeuISaiNwGXAm8ihVJ/ztwPvDP5HXNcRzHcVKD1/p00oV4LWqX\nAgNVdbaIXKKqvxeRV4CRSeyb4yQGLyjvOE4J8VqfTroQbwmoTFWdHXzeKSI1VXUq5gp1nPTGyxs5\njuM4FZR4LWqLRCRbVXOA2cCvRORH4Mfkdc1xEoSXN3Icx3EqKPEKtZFA0+DzTcBorD7nVcnolOMk\nFC9v5DhOCfFan066EJdQU9V3I5+nAF2S1iPHcRzHSTFe69NJF0qSnqMeJtAyovNV9fNEd8pxHMdx\nHMeJPz3HRcCjwE5ge2SRAu2S0C/HcRzHcZwqT7wWtT8BZ6nquGR2xnGcCoanPnEcx0kq8abn2Al8\nksR+OI5TEfHUJ47jOEklXqF2K/CAiDRLZmccx6lgdO4Dhwz01CeO4zhJIl6hNh8YAnwvIruDaY+I\n7E5i3xzHSXfC1Cfu9nQcx0kK8caovQi8gNX23F7Muo7jOI5TofFan066EK9Qawr8P1XVZHbGcRzH\ncdIBr/XppAvxuj6fBS5MZkccx3HSBREZISJfisgOEXkuZtnxIjJXRLaJyHgRaR9ZJiJyn4isD6b7\nRETK/QAcx6k0xGtROwwYISK3AN9HF6jq0QnvleM4TmpZDdwFnATUDWcGA6rGAL8A3gbuxEJCDg9W\nuRw4HeiF5ZkcBywBniivjldKTnSt61Rd4hVqTwWT4zhOpUdVxwCISF+gTWTRmUCOqr4WLB8FrBOR\n7qo6FxgO3K+qK4Plf8HEmwu1CobX+nTShWKFmohUBzoDf1TVHcnvkuM4TtqSDcwIv6jqVhFZGMyf\nG7s8+Jxd2M5E5HJMyNGunRd5SSe81qeTLhQbo6aqu4GrgJ+S3x3HcZy0JgPYGDNvE9CgkOWbgIzC\n4tRU9UlV7auqfbOyshLeWcdxKj7xDiZ4AbgymR1xHMepAGwBGsbMawRsLmR5I2CLj5h3HKe0xCvU\nDgMeFpGlIjJRRCaEUzI75ziOk2bkYAMFABCR+lhoSE5By4PPOTiO45QSH0zgOI4Tg4jUwH4fqwPV\nRaQOsAt4A/iziJwFjAVuA2YEAwnAvA/XiMi7wfdrgb+Wa+cdx6lUxCXUVPX5ZHfEcRwnjRiJibCQ\nYcDtqjoqEGmPAi8BU4BzI+v9HegEzAq+/yOY5ziOUyritaghIpdgSW9bA6uAF1X12WR1zHEcJ1Wo\n6ihgVCHL/gt0L2SZAtcHk+M4TpmJS6gFiW4vAu4HlgHtgetFpJWq/jGJ/XMcx3GccsdrfTrpQrwW\ntV8Ax6rqsnCGiHwATABcqDmO4ziVCq/16aQL8Qq1+sDamHnriZRWcRzHcRynFBRWIutDz+rixJ+e\n431gtIh0E5G6ItIdeB74IHldcxzHcRzHqdrEK9RGYAkdZ2IJHb8GtgG/SVK/HMdxHCdltPo0b3Kc\nVBJveo5NwEUicjHQDFinqnuS2THHcRzHSRVe69NJF0qSnqMR0A2rZUdYuk5VP05KzxzHcRzHcao4\n8abnuBh4DHN7bossUiy5o+M4juM4jpNg4o1R+yNwtqo2V9WOkSlukSYiTUTkDRHZKiLLROT8Itbt\nJCLviMhmEVknIn+Ktx3HcRzHcZzKQrxCrQbwYRnbegzYCTQHLgD+JiLZsSuJSC1gHPAx0AJog5Vq\ncRzHcRzHqVLEK9TuA0aKSLzr50NE6gNnAbeq6hZV/Qx4EytJFcvFwGpVfUBVt6pqrqrOLE27juM4\njuM4FZl4hdfvsSLFm0VkeXSKc/uuwC5VnR+ZNwPYx6IGHA4sFZH3ArfnJyLSM852nPIidxvkTLK/\njuM4juMkhXhHfQ4rYzsZwKaYeZuABgWs2wYYAAwBPgKuBt4Uke6qmm/AtIhcDlwO0K5duzJ20SkR\ni6bDtHH2Obt/avviOE7loLAM/SnAa3066UK8edTKmvJvC9AwZl4jLIluLNuBz1T1PQAR+QtmzTsA\ns8JF+/Uk8CRA3759vdZGedK5T/6/juM4lQiv9emkC3G5PkWktoj8UUQWi8jGYN6JIjIiznbmAzVE\nZP/IvF5ATgHrzsTSfjjpTJ16ZkmrUy/VPXEcx3GcSku8MWoPAj2w0ZqhiMoBfhXPxqq6FRgD3CEi\n9UXkZ5hr88UCVn8JOFxEThCR6sDvgHXAN3H21XEcx3Ecp1IQb4zaGUAXVd0qInsAVHWViLQuQVtX\nAc8Aa4D1wK9UNUdE2gFzgANVdbmqzhORYcATwH7AV8CQ2Pg0x3Ecx0kW0Rqfq49JXT8cJ16htjN2\nXRHJwgRXXKjqD8DpBcxfTlCWKjJvDGaBcxzHcZxyJy1qfRY1uOJDjxCqKsTr+nwNeF5EOgKISEvg\nUeDVZHXMcRzHcRynqhOvULsZWALMAjKBBcBq4I4k9ctxHMdxHKfKE296jp1Y0tvfBy7PdarqdlfH\ncRzHcZwkUuKSUKq6VlVVRHqKyGvJ6JTjOI7jOI5TjFATkXoicqeIvC0iD4hIQxHpJCJvAF9gIzgd\nx3Ecx3GcJFCc6/MxoA/wATAI6Al0B54Hfqmq65LbPcdxHKfSkUalohwn3SlOqJ0E9FbVNSLyCLAc\nOEZVJya/a47jOI6TGrzWp5MuFCfUMlR1DYCqrhSRLS7SHMdxnMqO1/p00oXihFoNERkA7LVTx35X\n1Y+T1DfHcRzHcZwqTXFCbQ1W9ilkfcx3BdxA7DiO4zjpQGHxf17JoMJSpFBT1Q7l1A/HcRynMlHB\nBwx4rU8nXYi31qfjOI7jVBnSotZnUVRwIezET4kT3jqO4ziO4zjlgws1x3Ecx3GcNMVdn47jOE7p\ncRdcxcAHGVRYXKg5juMkGBFpAjwNnAisA25S1ZdT2yvHKYCihLaLuLTAhZrjOE7ieQzYCTQHegNj\nRWSGquaktltlwC1njpMSXKg5juMkEBGpD5wF9FDVLcBnIvImcCFwY5l2XlL3lYsrpzxx92pSqDRC\nbdq0aetEZFkpN2+GuSfKg/Jsq7zb87a8rfJuq30S9llWugK7VHV+ZN4M4NjYFUXkcuDy4OsWEZlX\nqhYlYYKsvH+f0p1mwDoZl+pupIh976vS3R+Juz/TiUT8r8T1+1VphJqqZpV2WxH5UlX7JrI/6dBW\nebfnbXlb6dBWGpABbIqZtwloELuiqj4JPFkenYqHKnadisXPR378fORRnufC03M4juMkli1Aw5h5\njYDNKeiL4zgVHBdqjuM4iWU+UENE9o/M6wVU3IEEjuOkDBdqRnm6HsrbzVFZj83b8rbSElXdCowB\n7hCR+iLyM2AI8GJqexYXVeY6xYmfj/z4+cij3M6FqPpoDMdxnEQS5FF7BhgIrAdu9DxqjuOUBhdq\njuM4juM4aYq7Ph3HcRzHcdIUF2qO4ziO4zhpigs1x3GcKoBI5cw6WhZEpJmI1Ex1PxynKCq9UBOR\njMjnpP5QiUjDyOek/yiKSPVybKte5HOyz2MTEalRTm0dICItyqmto0TkkGS2EWnrOBE5W0SS/j8u\nIkeLyIMi0jHZbTmlRyMByeVxX6QzItJBRCYB/wHeFpFe4e9pVUREuovIsSLSLPheZUV9Op6LSvvP\nKiJtRGQs8JqIvCgizTVJIydEpLWIfAiMEZF/iUjrZLQT095DwFDI/wOchLbaicjrwAsi8rSINEri\neWwrIu8Ao4F/ikibJB/beVhuqwsheecxOK4PgH8BmcloI9JWk+C+fx1oBdRPYlttReR94GPgavbN\nxu+kASLyMxH5r4j8VUSuAlDVPanuV6oQkbrAP4BpWE3WTcAoYHgKu5USRKS6iDwFTAH+HzBRRE5N\n5u9uupLO56JSCjURaQ68CSwEbgM6AS+JyAlJaKs+8CqwFHtYZQKPAT9PdFtBe6cCHwIXAQNEpEsw\nP+GqX0QuASYDy7Bj6gM8nYz2RORG7IdzKfaD2RF4MFiWrPu0G/AN0CnIdZWM47oFmAssVNWWqvpR\nIvdfAJcAG1W1sar+VVU3B/1I9HE9CcwG5gE1gU+BUxPZhlN2RKQ/Jto/xv637hSRkVELeRWkDVAH\neFxVvwd+gf32DAt/T6sQ2UAXoDNwIvAs8LCIHJ3SXqWGtD0XlVKoAT8D1qvq1ao6FTgBaA1cKSKt\nEtzW/kB14BZVzQHOBFYD54hI5wS3BSYEH8SsQPsBJ0PirUGB67ELcKuqXqOq44HBwOki0ioJbxk7\ngTNUdYSqrgG+BPYTEUn0239E+K0D/odZnU4UkQxV1QSLmsOAT1X110HbRweWqDoJbINg39WA/sD7\nwffzROQqETkIezAlqp1awAagt6peDdQDdpBE651Tan4OjFHVu1X1AeA84FxgcBV2fwrQA9gIoKqb\ngDew3+1fpbBf5YKINIpc+8OB9qq6Dtijqn/CXs6Hi0inlHWynBCRQ0SkXfD1SKBdOp6LSvGPGsQb\n7BeZtRXoJkGQqKpux8q6HAmcUsa26gZ/wwDUXOBgYFfQ1hbgFazg/dllaSumvVrBrDHAv1V1LOa2\nO0JE+gXrlElgRNqqoaq7sEzqb0barwd8DdQtSzsxbdUOZj2sqpNEJFtEZgL/B3wFXBD5RyprWzUg\nn9unG/AC8B7QGzgiWF5qERppKxRG1wKdRWSUiEwDHgX+DfxHRNqWtp2YtmoEszIwa8H3IvIccCtw\nDPZmeF2C2qqpqjtV9XpVXRJ83wpsBw4J1qkUvysVERFpGPM7sAOzTgOgqh9i1rWzovOrEqo6H5iF\nubdC5gKfAx2lksZaisj+QQjGaOB1EWkPzAGWi0jvyO/ivdjv4UEp6mq5ICL/h72o/y6Y9TXwrYj0\nSrdzUaF/UEWkQRDTNB4LCL0lEGzTMJdW6DprBWwDpgP7SylG+YhIYxEZDYwFUNWfggfSAmACcHNk\n9c+ARZhYbF7KY4ttb2dgXdqqqhuC1V7CLCUniUi90gqMAtoKRedcVV0XtLsTaBxssqI07RTS1o7g\n7+5glWbAg6qaCYwETgeuL41YK+y4IkJiM2bu/k9wTENF5MnAXVTWtnIDwbsQE9e/xUqO9MZcuw2A\nXwWu8zIfl4hUDywDi4CHgE2qeqCqngP8GfiZiAxIQFs/RZYJEF63t4EDA6tklY1/ShViwfCfYC8e\n/xSRlsGi+cBP4ctcwINAX8wbkBbB0ingXuAMEekKe39/5mDnZEsqO5YMROQyTKBPB64HmmAvcjWA\n7zFXHwCqOhMLaxgWbFuhdUIRtAC+AFoFv40rge+Ak8IV0uVcVPQLcA3wk6p2BP6GxVA9rqprgTuB\n/xORt7C3pc8wS9fJ0YdNPAQuzFeB9thF/WWwKBRGLwPHisiBsNciMwGzZvxY0oMqor1810tV5wKf\nYA//Ej+Ei2pLIiOgIgLwFGBeINqS1danqvps8Hkrdl1PwX5QEtJWREi0A74ILK5Nsbi/btjbdpnb\nIu96jQROU9W/22HpXOAvmNVwR4Lbuh+zqnWIvJB8gbl7miWirfB6qRGey93YAy7hLl2ncMS4GhPS\nH2MP3/bY7x/ATMzaOTDiYViCBUwndRBNmvPfYHohMi8H+00vs8cgDekI3KGqN6rqHOACzAU+H/Nc\nHCIix0fW/zdwgIjUrWwvXpEXE8Xc3Uux8/E9ZmE7LN3ORYUUahFVeyCmdsH+4UYBx4vIBao6CTgU\nuAM4RFUfxy7MNyJSoxTK+GXgCsx1da2I1AkeVLsxUTYbeCCy/lwsjqdED8di2tsd9jtys72CxVod\nGVgUn5SSx+EV11YopPqR5wq9TERuk5IHJRfZVkhEZKzB4tdKc68W1la47yXA/SLyNdASi1NZhQmd\nRLS1MxCGu7EXBcgTnFux61aaUaAFtRW+fMzBXNZ9gCwAVV2GxY+tSlBbBd2Hn2ChBRkx850kEois\nDsC1qnqHqs4CLgPOFZGmqjobi7M5mPyhGMswC0KVJLDkXw40FZGxYoOZPsEsTt+lsm9J4gnMcxCG\nm2zDrO91gdeweL2rA3co2LPzw+AltlIRiUNuhLmBP8Fi2Aeq6n3Y7/LVItIh2CT150JVK8QEdMcs\nVM2C7+EN9lugemS9G4CVke/Vgr89MR/0lSVoKyv4XgPICD63AT4C/hKzTRfMffYa8MugrafD9hPV\nXkH7w0a27sF+YM5IdFuYNaYW8C5wFfYm+i1wajKOC6gZ/D0Qe8g8Hs5LUFsSTLcF+78smH8o8AjQ\nIUnHVT2y/RTsDTfh9wY2CvNrTBzegVnUPgj3kYTjEkwIfg78Ilm/AT7tc73CWs0dgcZdzyxKAAAM\n4ElEQVTB51qYpfgroHswrxlmaVsCXIoJtuXAmak+hlRPwT1/CZY65/ep7k853jN9MM9BreB7D0zI\nzQ5+N9YCJ6a6v0k+B/cE/xfVgBux8I1XsGfcK+l0LlJ+0uI4qdWBpzDF/zEWe3Z6sOz64GbLiKzf\nEotRuzD43hhzn60HRpairVMLWOcMzFzaLZwX/O2JCcX3i2urjO1VC6bqWGzcT8B1yWor+HsIJgbX\nYSNBk3VcdTDLzDuY2/iWZLQVzG8F1C3jvRjvcdXCAlLfDra/OUlthT+8HbARfs8CNyTxuMIfvczg\n2PqV5++DT/muUfi/ejzwv+BzeH0ECxV5iSB3YKr7m05TeJ6qygT8HhuUFp1XHYtdHJ7q/pXTOfgT\n0D/4/DIWIjA1+F2rgY3YvyjV/VStGELtIGywQLPg5N0QPCwOD5Z/j5n9w/UbYy6sKyPzBhARcyVs\nazFwdMx6TTD30pjIvFqRz9XLcGwlag84DmiQ5LZqAs2xt45kn8camHVmWHkcV/C3WKtngo4rA3NL\nJfu4ovdisQ+gRJzD8BjjOY8+JW4q6LcGi097uqB7IN7fJp8q50SeUeEVAus3lpLkIYqxuFe2CbgL\ne2mZiXkLHsJylB6W6r7t09dUd6CQE9iIvLfDy4HFwedw3svBA6MWlp1/GeZfDrefAAxJYFtPA50i\n21THTMU52AiqucD55dzesHJqax5wbjm2dV46XTM/rsTc9z4ldgquRVSAtQz+CmaNPi34fh1wN5CZ\n6j77lB4T9jL2AeaNmYC5wU9Idb9ScB6GY/Fpw4LvBwC3A51T3bd9+prqDsScuP2DG+gdzCrWHkte\n+wmWXDNc7yAsBiN0gT6Axfy8FNx4X1N8nFFJ2poWthWZ3x8bLLAcuCTBx1am9rwtbysd2vIp8RMm\nxKIxuSdi1s+/Bt8bYtbRP2BJoxcSeB988klVwUJ09mBxxn9IdX9SeB7qUEzsc7pMaTPqsxR5XmZi\nQaBgQeFXYW/4Y1W1t6ouTWBbswiGsovVA+sDjMPcC+00SCeRDu15W95WOrTlJJ4gL5+qjbptKyIf\nY2L7IVX9bbDaQdiAkF8Dz6hqF1WdnKo+O2nJPEzId1TVv6S6M6lCVXO1hKm6UkaqlWJE3d4F/DLy\nvQ2Wl6kVFjPzT+C4yPIhmAumXnm3hcVQNUzH9rwtbysd2vIpeRNWd3c38GTM/GpYIuXfpbqPPvnk\nU+KmEiURTTJPECT/LCTPS2fgdyKySC0vVF8st8m28m5LLRFrurbnbXlb6dCWk2CC/IhTMbfz/qq6\nOJhfA9itloxzMxYU7ThOZSHVSjF2ohzzvJRnW5X52Lwtb8un5E9YfNohke/ViXPEsk8++VRxp3Sy\nqAH5ypkcS6RckarOFpGzsIdLtqo+X5HaKu/2vC1vKx3achJHcN2mBVnVq2lefVzHcSoxaSfUIiV3\nDsMSxyIiv8JqMP5RVb/ERjNVqLbKuz1vy9tKh7acxBMINhdpjlNFSDuhpjaiqQY2Im0/EZmAZVm/\nVK3YeoVsq7zb87a8rXRoy3EcxykbYaxKWiEiPYEZWMqA+zWJQ4jLs63ybs/b8rbSoS3HcRyn9KSr\nUKsFjAAeV9XcytJWebfnbXlb6dCW4ziOU3rSUqg5juM4juM4pE9lAsdxHMdxHCc/LtQcx3Ecx3HS\nFBdqjuM4juM4aYoLNcdxHKfKIiLHisjKEqz/iYj8Ipl9ihcReU5E7irD9ltEpFMi+xTZ9z0i8rtS\nbjtVRLIT3aeKigs1x3Ecp9wIhM6PQb1Zp5woSGCqaoYGNWMT3FYWcBHw9+B7WxGZLCI/iMj9Meu+\nJyJ9Y3bxF+CORPerouJCzXEcxykXRKQDcBSgwJCUdibNCJJQVxYuBt5V1e3B95uA54GOwOmhMBOR\nc4AlQTWUKG8BA0SkRTn1N61xoeakFSKyVES2i8hmEdkgIp+LyJUiUuy9KiIdREQr2Q+e41QmLgIm\nA88Bw6MLAjfeYyIyNvj/nyIinSPLNfgtWBD8NjwW1D1FREaJyEuRdfP9FojIJSLyTbDfxSJyRbwd\nFpGBIjJXRDaKyKOAxCy/NNj3jyLygYi0jyw7UUTmBds+LiKfhlYtEblYRCaJyIMish4YJSKdReRj\nEVkvIutEZLSIZEb210dEvgqO459AnciyxiLyjoisDfryjoi0CZb9ERPIjwbuzkcj57RL8LmRiLwQ\nbL9MREaGv7tBXz8Tkb8E+14iIoOKOG2DgE8j3zsCH6vqRuB/QCcRaQjcCNwcu3GQ23EacFIxl6dK\n4ELNSUdOVdUGQHvgXuAG4OnUdslxnARwETA6mE4SkeYxy88FbgcaAwuBP8Ys/zlwKHAQ8H/E/yBf\nE2zbELgEeFBEDi5uIxFpBowBRgLNgEVA/8jy0zChcSaQBUwEXols+2/MmtQUmAccGdNEP2Ax0Dw4\nVgHuAVoBBwBtgVHB/moB/wFexMq/vQacFdlXNeBZ7HezHbAdeBRAVW8J+jYicHeOKOBwHwEaAZ2A\nY7BrdUlMX+cF5+FPwNOhUC6AnsG6IbOBgYHoPATIAe4EHlLVDYXs4xugVyHLqhQu1Jy0RVU3qupb\nwDnAcBHpISKDRWS6iGwSkRUiMiqyyYTg74bgrfEIKPqN13Gc8kFEfoaJiH+p6jRM9Jwfs9obqjpV\nVXdhYq53zPJ7VXWDqi4HxhewvEBUdayqLlLjU+BDzMJUHKcAOar6b1X9CXgI+C6y/ErgHlX9Jujz\n3UDv4Dcm3HZMsOyvMdsCrFbVR1R1l6puV9WFqjpOVXcEdXcfwEQTwOFATUzc/KSq/8asU+ExrlfV\n11V1m6puxoTfMcSBiFTHRPJNqrpZVZcC9wMXRlZbpqpPqepuzI3ZEhOYBZEJbI58vwc7358CjwO1\nMLH9toi8LCITRCRWPG4O9lPlcaHmpD2qOhVYif2jb8Xe9DKBwcCvROT0YNWjg7+ZwVvjF0W98TqO\nU64MBz5U1XXB95eJcX+SX8hsAzJKuLxARGSQ5AWzb8BEVLM4Nm0FrAi/qJXyWRFZ3h54OHDFbgB+\nwKxirQvZNnZ0aXRfiEhzEXlVRFaJyCbgpUg/WwGrNH85oWWRbeuJyN8Dt+Um7MU1MxBhxdEME4HL\nIvOWBccRsvfcq+q24GNh5/9HoEFk/R9U9RxV7QU8jFnvfoO5PmcDJwBXisgBkX00AAqztlUpXKg5\nFYXVQBNV/URVZ6nqHlWdiYmuot4ai3rjdRynHBCRupir8hgR+U5EvgN+D/QSkUS4t7YC9SLf9wah\ni40ufR0bSdhcVTOBd4mJNSuEbzH3Y7gviX7HhNYVqpoZmeqq6ufBtm1itm1DfmJrON4dzOupqg2B\nYZF+fgu0jnE3tot8vhboBvQLtg1fXMP1i6oXuQ74CROe0X2vKmKbopgJdC1k2eXAZFWdjblIv1TV\nncCs4HvIAcCMUrZfqXCh5lQUWgM/iEg/ERkfBLxuxIRYUW/GRb3xOo5TPpwO7AYOxNyVvbEH8UTM\nQl5WvgaOFpF2ItIIiwsLqQXUBtYCu4Ig+BPj3O9YIFtEzhQbmPBbIiIQeAK4SYKcX0FA/tDItj1F\n5PRg21/HbFsQDYAtwEYRaQ1cF1n2BbAL+K2I1BSRM4HDYrbdjoV+NAFui9n391j82T4E7sx/AX8U\nkQbBi+w1mEWvNLxLAS/QIrIfdh5GBbOWYKM7M4C+WLweIlIHi2UbV8r2KxUu1Jy0R0QOxYTVZ5i7\n5C2grao2wn4oi3pjLOqN13Gc8mE48KyqLlfV78IJC3a/QMo4UltVxwH/xCw504B3Iss2YwLrX5hL\n7nzsNySe/a4DhmKDmtYD+wOTIsvfAO4DXg3cjbOxEY/Rbf8UbHsg8CWwo4gmbwcOBjZiQm9MpK2d\nWAjHxdgL5znR5Vj8XF3MOjYZeD9m3w8DZwexun8toO3fYJbJxeT91j5TRF+L4gXglMCSGuUvwB2q\nuiX4fg9wHPY7/XYkTcepwCequrqU7VcqJL+723FSi4gsBX6hqv8Nhm8fjf3ATFLVi0RkDXCdqj4v\nIodhP8gfquowEamHBaAeoKrzg/2dgY0uOkdVc4K37RNV9bUUHJ7jOFWUINXFSuACVR2f6v4kGxG5\nG1ijqg+VYtspwGWBe7TK40LNSSsCodYcM/HvAeZg5vcnVHW3iJyNjUZqgo0gWooNHhgWbH8H8Css\nMPZkVZ0sIhcC12Nu0I3AOFW9tDyPy3GcqoeInARMwVyS12Fuv06RRLCOUywu1BzHcRwnCQTpg36D\nxcnNAX6rqlNS2imnwuFCzXEcx3EcJ03xwQSO4ziO4zhpigs1x3Ecx3GcNMWFmuM4juM4TpriQs1x\nHMdxHCdNcaHmOI7jOI6TprhQcxzHcRzHSVNcqDmO4ziO46QpLtQcx3Ecx3HSlP8PJ7MzTbvGbl8A\nAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmoAAADpCAYAAACUaRsgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXd4XMXZt+/ZqpVWWnVbsmUVd4RxA1NsjCmhFwdDLkIJ\nfG+AQEIIIQkfJARMCYHwko8QEgghhGITmhMDjulgTDO4yUXuVteqrbb3Nt8fZ7VeSavibuDc13Uu\n6ZyZM/PM7JHOb595ZkZIKVFRUVFRUVFRUTny0BxuA1RUVFRUVFRUVNKjCjUVFRUVFRUVlSMUVaip\nqKioqKioqByhqEJNRUVFRUVFReUIRRVqKioqKioqKipHKKpQU1FRUVFRUVE5QlGFmorKtxAhRIUQ\nQgoh5hxuW9IhhHhWCPH+PtzXIIS482DYdKA4kH0vhFghhHj6QNh1JLOvz4OKyjcBVaipqAyCEMIk\nhLhPCLFTCBEQQtiFEKuFEDcfbttUvj0IIe4UQjSkSboYuPUQm3PYEUI8LYRYcbjtUFE5FOgOtwEq\nKkc4TwCnAj8DNgA5wHRgzOE0argIIfRSysjhtuObhhDCIKUMH247pJT2w1W3+mypqBwaVI+aisrg\nzAcellIulVLWSyk3SCmflVLem5pJCHGZEKJGCBFMDL/9UQiRlZK+IuEF+K0Qoj3hmXteCGFOyVMt\nhHhHCOEUQviEEFuFEFelpJcIIV5KpAcSZR6bkj4vMaR2nhDiUyFEELh2iPZVCCE+SJRXJ4S4rE+7\nfpewwy+EaBZCPCmEsKSk5wgh/ploUyiR5499yvipEGJbom92CiF+I4TQpaTnCyFeTrS5QwhxPyCG\n+mCEEFOFEJ8n6t0phPhemjxmIcSfhBCtiTasF0Jc3CfPdCHEqoR924UQF/cdQk30681CiBeFEC7g\nheH0TyLP94QQuxLlfw4c0yddCCH+LoTYnfI5PCCEMCbSrwHuA8oTdkghxMJEWq+hTyGEXgjxYKK9\nYSHEFiHE5X3qk0KIHwshXhBCeIQQLUKIO4bo6wGfLSHETCHEu0IIrxCiSwjxbyFEecq9o4UQS4QQ\ntkQf1AkhfpWS3m+4WgziMUu0/YfAKSn9cU0i7drE5xEUyt/YSiHE6MHapqJyxCOlVA/1UI8BDmAr\nsAzIHyTPNYADuAqoAuYCG4EXUvKsAJzA/wMmAWcCduC+lDwbgReBoxLlnAOcn0gTwJdADTAHmAK8\nnKi3MJFnHiCBbcAFQCUwegCbKxJ5rcAVwETgfiAGTE/JdydwciL/6Ymyn0tJfwzF03g8ipfxJOC6\nlPSFQCPw3YQ95wJNfdr9H2AXcBpQDSwC3MD7g/S5CWgFlgNTgROB1YAfuDOlzz5K9P2cRJ9eD4SB\n0xN5MoE24E0UAXUC8HlqOYl8EugGbgLGAuOH2T/TE336+0QfXwzUJ8qbk8ijAX6X6MMK4MKETfek\ntPVBoBkYmTjMKc/V0yn1PZyw81JgAvBrIN7T3pS2dADXJdryk8S10wfp73mkebZQnlUvcA/Kcz0F\neBXYAWQk7n0DeB+YlmjfqcD3U8puSO3rxLWngRUp58/2PA+AGVic+Jx6+sMEzASiwA+A8oQt1zLA\n34B6qMfX5TjsBqiHehzJBzAbRWjEUITUUyheNpGSpwG4oc99cxMvtrzE+QpgQ588TwBfpJy7gGsG\nsOP0RHlHpVwzJl7odyXOe16mVw2jXRWJvPf1uf45KQIzzX3fBUKAJnH+OvDsAHkzUQTP2X2u/wBw\nJn4fl7DjOynpBhQRNphQuzYhEPJSrh2dKKtHqM0DgoClz73PAEsTv1+XKMeSkj4ptZzENQn8Yxj9\n2rd/FgGf9clzEylCbYByfg7sTDm/E2hIk28FCaGW6O8Q8OM+ef4DfNinLY/1ybMV+P0g9qR9tlAE\n1Et9rhkTn/v8xPkGYOEgZTewF0ItXXpK37uAnKE+J/VQj6/TocaoqagMgpTyMyHEWGAWitdmLvAa\n8JYQ4kKgEOXb+x+FEP+bcmvP0N04FE8PKC+sVKzAWSnn/ws8nRjGWQG8IaVcl0irBrqllFtSbAsJ\nIb5MpKXyVeqJEKI2YSNAo5QyNf8Xfe79DEUU9tx7MXBLoh05KN4fA4oXwwr8FVgilCHYD4C3gXek\nlPGEXaZEukypQwtkCCGKUDwyoAjEnnaFhRCrUTwnA3EUsFVK6Ui5b3NiWLKH4xK2tgrRayTVAOzs\nU07yPinlNiGEM02dX/W9MIz+OQqlX1L5NE0516GIzwogCyV+eG9DU8Yl6l7Z5/rHQN+hzZo+51Zg\nxDDq6NsHxwHjhBDePtczgPGJ3x8F/iaEOAfluf6vlLKvjQeC94A6oF4I8R7wIfBvKaXtINSlonLI\nUIWaisoQSCmjKELic+ARIcSVKDFKc1GGgkCZbPBRmttbUn7vG3wuSXkZSynvE0IsBs5GGQb8tRDi\nD1LKvV1uwtfn/FxAn/h92MHfQojjUYaxfg/8CmWY9QTgORRBgJTyHSHEGBTBOQ/Fg7RJCHF6Stsu\nRRkK68vBDoTXoHhYjkuTlvpZyDTp6ejVr8Ppn+EghLgU+AtwO4qocqP02e+GW8Y+MOizOAh9ny0N\nyt/Cg2nydgNIKf8phHgb5bk+FeVLzn+klFcm8sXpH5OoZy+RUnoTXxhmA2cANwB/EEKcLqVcu7fl\nqagcKaiTCVRU9p6tiZ/FUsoOlNihiVLKXWmO4N4ULKWsk1L+VUp5CXAXcGMiqRYoEEL0eKBIBJsf\nD2weoszGFHsa+ySf0Of8JKDHazcHsEkp75RSfiml3IESl9S3fLuU8l9Syh8B5wGnoHiSalGGHqsG\n6JtYSl0npbTLQHpxlcoWYLIQIjflvmogNZB/DZCLEivVt+6mPuWkTpCYmLhvKIbTP1tS25Zgdp/z\nucB6KeUfpZRrpZQ7UTxrqYRRPJGDsQtl6HNun+unMMQzsh+sQYnt252mj1O9nW1Syn9KKX+AMhHg\nCiFETiK5EyjtU+70IepN2x9SypiUcqWU8i6UmLU24PK++VRUvk6oHjUVlUEQQnwM/AvlhdSFMrz0\nAMrEgB4P2m+AfwghHCgxWxFgMnBOQrwMpx4z8BCwBCXYPBfFA9EjZD5EGXZ6UQjxExRP0W9Rhpie\n2I8m/lAIsS3RvitRhnd/mkjbDhQJIX6I0tY5wI/72P07YC2KKIujTEzwAk0JD8cDwAOJoc/3Uf7n\nTEGZsPB/pZS7hBBvAH8RQvwIJcj9diB7CLtfRJkJuUgI8RuUIdY/AYGUPB8m6vy3EOI2lBjDPBTh\nFJRS/h0lKP1e4HkhxG8T5TySKGcoT9uQ/YMyeWR1op+eQxkO/kWacn4ohLgIRVCdjzLpIJV6YKQQ\n4kSUYVu/lNKfmkFK6RdCPAbcJ4ToQhlqvwS4CPjOEG3ZVx5AeS4XCSH+hPI3UoESx/knKWWdEOJx\nlEkf21Ge14tRvtx4EmW8D/xYCPEflHjQG1CG6gfzuNYDlybEeUeirLNRJoysTNgxEyhjz9+QisrX\nk8MdJKce6nEkHyii4ROUb/1BlBmLi0gJ6k/km48S7+VHGbqqIRHkn0hfQcrsvMS1ZIA4ygvsRZQX\nUDBR38tAWUr+EuAlFJEYQBkmOzYlfR6KuBhylht7JhNclbAtmKj78j757kN5EfpQXrbfT9xXkUj/\nLYq48KKIx4/pEySPEntVk6jDgTJ79caU9ALglUQdXShDic8xyGSCxH3TE30eAnYDl9EnMJ09Mybr\nUbww7ShxdKf1KWdVopydKMOOncAvUvJI4Mo0NgzaP4k8lyXsCyXafhG9Z33qgb+hCBN34jm4CZAp\nZegT1+2Jexeme64S+R5EmYwRRhEpfT/Tfm1BEUvPDtLXAz5bKML79cRnG0Dx7D1FYqY0yrDujkRa\nN/BfoDrl/myU4VNHot8XMvRkgvxEf7sSdl2D4kn8MPEMBROf5e2H+3+IeqjH/h5CyuGGZ6ioqKh8\n80msAdYAXCilfPMwm6OiovItRxVqKioq32oSk0NaUbxu5cAfUGZATpRShg6nbSoqKipqjJqKisq3\nnQKUBVtHoQwtfgZcqoo0FRWVIwHVo6aioqKioqKicoSiLs+hoqKioqKionKEogo1FRUVFRUVFZUj\nFFWoqaioqKioqKgcoahCTUVFRUVFRUXlCEUVaioqKioqKioqRyiqUFNRUVFRUVFROUL5xqyjVlhY\nKCsqKg63GXtNXEIwEiVDr0Mjhr4+nHtVeuMPR/EEo2Rn6Mg0DP+Rj8Yl7kCEHJMe3SHo4EP5eX5T\nnp21a9fapJRFh9uOA8HX9X/YNwmr1Zr8vbS07z7xKioHluH+//rGCLWKigrWrFlzuM04YKxpsPPJ\nThsnjy/k2Ir8fc5zqAiEY9RaXVSXWjAZtIfVlh56bKoqNFNn8+61bYe6f9c02PlwWyellgwWzCw7\nqP14JD07+4MQovFw23Cg+Kb9D/s6IsSeby2pok1F5WAw3P9f3xih9k2jutTS6+e+5jkYpBNltVYX\nn+y0ARwxL/79telQ9291qYVtbW7aXEFqra6D2o+H69lRUVFRUdk7VKF2hGIyaId8UQ8nT18OhOcr\nnQA6kkRjD/trU7r+PZieQ5NBy4KZZcnyDyb78uyoqHzTufvuuw+3CSoq/VCF2teAAykODoTnK50A\nOlwv/sHac6BsSu3/g+05VAWUisrhY+HChYfbBBWVfqhC7WtAOnGwL+ItEI4RisSYVZG/Xx6bI0lM\nHApPXmr/q0OGKioqKiqHEnV5jkNEIBxjTYOdQDi21/dWl1o4eXxhL3HQIx5qra5hl1NrdfFVgwOQ\n1Fpd+2TL4SRdH/aIxnRidX/6PJXU/h+sPhUVFZUDgcPhQAiB2WwmMzOT8vJy/vGPfxw2e+x2O9/9\n7nfJysqivLycF198cdD8ZrO516HVavnpT38KwLx588jIyEimTZw4sde9t9xyC3l5eZx44om0tLQk\nr7/44ovcfPPN/eqyWq2MHj36ALTyyEUVageIoUTBvgirHtKJg1TxMFTdPelVhWZOHl8IiH22JV25\nh0rwDacPU23anz5PRRVnKirfDkpLS5NHxe3/peL2/x4WO2pqaigsLMTr9eL3+/n973/Pj370I2w2\n22Gx5yc/+QkGg4GOjg4WL17MjTfeSG1t7YD5vV5v8mhvb8dkMnHppZcm0x9//PFk+vbt25PXv/rq\nK9auXUt7eztz5szhwQcfBMDlcvHwww9z//3396tr+fLlnH322Xvdpmg0utf3HC6+lUJtXwXGYPcN\nJQrSecXSlTlc21LFw1B196TX2bwcW5HPjPK8tLbsLQdKCA2XgfpwIJuGk3+4HGpRqqKicuhpa2tL\nHoeTmpoaZsyYkTw/5ZRTiMViOByOQ26Lz+djyZIl3HfffZjNZubMmcNFF13ECy+8MKz7lyxZQnFx\nMSeffPKQeevr65kzZw5Go5HTTz+duro6AH7zm9/wq1/9ipycnH73LF++nHPPPReAhx9+mAULFvRK\nv/nmm/nZz34GKEvgPPTQQxxzzDFkZWV9bcTat1KorWu08/LqZtY12vfqvsGESXWphVkVeYQi8bQv\n84G8MqllBsIxlqxt5qNtnWnrGEgsDCVI+qYfKA/RgRRCw2E4du/rMOXB9IiqqKio7A3r169n5syZ\nADidTu644w5mzpzJuHHj9qqc888/n9zc3LTH+eefP6wyduzYgU6nY8KECclrU6dOHdSjlspzzz3H\nD37wg15r1N1xxx0UFhYye/ZsVqxYkbxeXV3NJ598QiAQ4IMPPqC6upo1a9awfft2Lr/88n5lRyIR\nVq5cyXe+8x0ArrzySt5++22cTiegeM1eeuklfvCDHyTv+de//sV///tfnE4nOt3XI0z/WynUQBCN\nx9ne4d0rD8lgwsRk0GLUa/lst40la5uHXW5qmbVWF1ZXkBJLRlrPW6qIs3vDLPqiAbs3PKQgOVhD\nd0fikOBANu2vEDvUolRFReXbS01NDX/605/IyckhLy+Pzs5O3n777V5iJ5X77ruP9957r9/1ZcuW\n4XQ60x7Lli0bli1er7efJysnJwePxzPkvY2NjXz88cdcffXVyWsPPfQQdXV1tLa2cv3113PBBRew\ne/duAI4++mgWLFjACSecQFNTE7fddhs333wzjz32GI899hhz587liiuuSAqxlStXMnXqVLKzswEo\nKSlh7ty5vPrqqwC8/fbbFBYWJkUvKB62srIyTCbTsNp/JDAsoSaEuEgI8fWQnsNgRnkeM8fk0e0N\nDekhSX3BDyUCqgrNlFoykguWDofUMqtLLZw2qTjtqvR9RdzyTVbe3NjG8k3WfnZ+0xhuDF7f9L2J\nVxtKiB0qUfpN+xwD4Rif7ezis522b0ybVFQOJqFQiK1bt7Jx40bcbjevvfYaq1atQq/XD3jPli1b\nOOaYYw5I/YsXL04G+p9zzjmYzWbcbnevPC6XKymOBuOFF15gzpw5VFZWJq8df/zxZGdnYzQaufrq\nq5k9ezbLly9Ppv/85z9nw4YNvPzyy7zyyivMnTuXeDzOU089xQcffMDkyZOTsWupw549XH311Sxa\ntAiARYsWcdVVV/VKLysr27sOOQIYrkftXqBNCPG4EOL4g2nQoaBnYdFTJxUP6SHpOzSZ7iWaGgN2\n7pRSSiwZVBWah7Sjb3mDiYGqQjOFWQZKczMJhGMUmA1MLsnh1Ekj+tk5WH0fbm3nmU/rsXvDg9py\noNmf8ocbg9c3vdbq4p3adv747nZKLKZ9GpreX9v3lm/aEGut1cXSGitLa1q/MW1SUTmYbN68mYyM\nDKqqqgBYsGABY8aMYcmSJb3yPfHEE5xwwglcffXVdHZ2MmLEiH5l9QitdMc555yTtv4rrrgiGej/\n1ltvMWHCBKLRKDt37kzm2bBhA9XV1UO25fnnn+/lTUuHEAIpZb/rHR0dPPXUU9x1111s3ryZY445\nBr1ez3HHHcfGjRuB9EJt/vz5bNy4kc2bN7Ns2TKuuOKKfvV93RiWUJNSTgXOAALAEiHEdiHEnUKI\nioNo20Gl74t5OPFf6xodidg2JaCzZ/gxVQRsbXPT5Q1TZ/MOacPevJTrbF62tnt4a3MbS9e38Mqa\nFtyBMG2uQD87B6vv2c8beP6LBpbWtPRL2x+BMJiYGSr2biiqCs0UmQ0Dit+B2l5daiESi/PJLhvL\nNlqpt/n4fPfet3GovjmQQm6oth5IhmP3/ratutTC/GmlzJ82Sh02VlEZBuvXr6e6urqXoDj33HN5\n4403kuebNm3i448/5osvvuCGG25Ao0n/Kn/rrbd6zcBMPd56661h2ZOVlcXFF1/MXXfdhc/n49NP\nP+WNN97o56nqy+eff05ra2uv2Z5Op5N33nmHYDBINBpl8eLFrFy5Mu2szVtvvZWFCxeSmZlJZWUl\nq1evxuv1smLFCqqqqqivrycUCjF58uRe92VkZHDJJZdw+eWXM2vWLMaMGTOsdh7JDHs4U0q5Adgg\nhLgNOB14BLhHCPEZ8DfgX1LK+MEx8+CTblFZuzfM0vUtZGfoWbaxjelluQSjUd7b2s5ISwaPvr+D\nVqcilCoLzSytaeWco0cOO5Yp3eKpAy1kq7zwYoAgFI2zyeri6FG5vSYI9MS5DbQIbnWphdnjChG7\nuqkoyBrSluHQY28oEuerBmVyRupiuIFwjOe/qGflDhtzJxTt08u6zuZNit98c/+FdgdbgLcwy0CG\nTuAPRdlsdVKQNTxvZypD9c2B3K1ga5uLtU0OwrE4359VflCHWodjd988fZ/PoRZeNhm0zB5fdNDa\noKLyTaOmpqbfMObZZ5/Nn//8Z4LBIBkZGSxdupTrr78eIQRCCKZMmXJQbfrrX//K//zP/1BcXExB\nQQFPPPFEL4/aOeecw8knn8yvf/3r5LXnnnuOiy++uNcQaSQS4c4772Tbtm1otVomTZrE0qVLe01U\nAPjwww9xOp1897vfBWDWrFmcd955lJWVMXHiRF577TWWLl3az5vWw9VXX83TTz/NM888cyC74bCx\nV3FnQoixwJWJIw7cBTQBNwELgIsPtIEHg3Qvl74v40A4xsNvbeHtLR0YdYJAVBKLxhiZbeLL3d2s\n3N5FpkFLZZGZc6eUsrWtx9vS34U7EOkERs+LMRSJYdRrkzamvvBaHQG+2G3krOqRvV6OA90bCMcS\nM1wFc8YVsbnVTXkfobavuw301DmroveSHz197A5EWb6xHUcgjF4j9kl47I2g7Wvb9g4vGqFBr9Pg\nDcbQawYWfAMxUN/02FBVaCYUifUaVt3XLb9CUUmDzU8sDseMPvAbs6f223DEeVWhmW1t7qS47Svc\nhiP27N4wyzdZOXdKKflmw4FszkFDCGEE/ooykpAP7AbukFK+lUg/HfgLMAb4ErhGStmYSBPAg8C1\nieKeBm6X6cZ3VI4oLLO/f7hN4PHHH+93bd68efh8vuR5d3c3kUgEgMcee4wzzzzzoNqUn5/P0qVL\nB0xP553729/+1u9aUVERq1evHrK+0047jdNOO63XtUcffZRHH300eb58+XJuuummtPePGTMGk8nU\nb6mOhoaGIes+EhmWUBNC/AS4ChgPvAxcJaVclZK+BOg8KBYeBNK9XPq+jGutLmpaXXiCUTJzDOi0\ngkklFuZNKubz3Ta6vUFM+VnccsYEtra5cAcjjCs2s7PThzvg7FX2cLF7w2xsdjJ1dC49i9L2lNPj\n3asoNNPQ7ePzXTY+2NrBny+fQfWo3i/cUCTe72W6tEaZdOANRVjd4KBgVSMLL6xO6yHpEXUzyvMG\nFBo995VYTBSZDUwusfR6Ca9rdLC0ppVxxWZK8zMolRmcdXTJXvXHYAxHIFSXWjh6VA7uQISxRVlM\nL1P6dX+G4FL7B0h6EY16LR9u66Te5qWy0JzWuzhYWT19bdQJKgozmTLKsl92DkTffhvqGe3rzewr\n7oYj9pbWtPDa2hbCsTj/M6fqQDTjUKADmoFTUL6Mngu8IoSYAniBf6MIsTeB+1D+L56QuPd6YD4w\nFeWb23tAPfDkIbRfZR/InXPF0JmOAK666iquuuoqysrK6Ojo4Je//OXhNumQM2/ePE499dR+1+Px\nOH/84x+57LLL0q679nVkuB61c1CGOt+QUob6Jkop/UKIr4U3Dfa8VKoKzaxpsKf1fFQVmik0Z1Df\n5cMbjoOEnV0e8s0GPMEIAnAFwvx++RYMOi2tjgCxmOJNmV6RN+Dw2mCeoFfXNrH4y0ZOmVDEz8+Y\nhFGvocRiYtEXDXR5Qry8ponKQjPzJhThDkVpdQa4Z1ktr/zoJGCP2AyEYxj1ml4v0fnTYoSicTa0\nOGlzBhhflMXvlm1hRnkem1pdbGtzs2BmGbVWF6+ta8Hpj3AtlQMOW/W88IvMhgGGJRXnwfjiLCLR\nGO/WtvOfdc388OSxvdo9XM/Yh9s6kzb2DPOmfoZVhWbqbN5egvOL3V3Ud/kIReM02f384MTKA7Kp\nfY/onT+ttNfuEP8NWfmq3kFpbsawhr9TyzLqNYnFiPN7eUMPNHs7xN03f98vNMPxxFYUZDEiJ6Pf\ncPuRjJTSByxMubRMCFEPzAQKgFop5asAQoiFgE0IMUlKuQ24GnhEStmSSP9fFPGmCjWVA8LMmTPZ\nsmXL4TbjsHLbbbf1u+bz+RgxYgTl5eW8/fbbh8Gqg8OwhJqUcsiV8aSU7+6/OYeWmmYHb21uZ/60\nWD9BUmfzEonFEUhCwSh52QbGF5lZuaOTLk8IJPg8IUJRJ8eV52MyamnoChCIxNA0a9ja5upV5lCx\nXD2Eo5J6mz+5i8CiLxpYWmNFg0Sv1ZBl0FDb5qYsLxOnL8yxY3J7iR3oP+zWM2z64dYO1jc5OWdK\nCds6PCzf1MbOTi8mg5ZgZM8wniVDTywOPV6jdKQKpR6BlMrkEgv1Nh/lBWaeWllHfbefpTVWpo/J\nZ/b4wmS+4XjGqgrNvB5o4e0WJ6W5mZw2uTgpENY02Plkp41tbW6srmAvwfnCqiZ2d3kxaDR8tK2L\nNleI606uos0V2GchlBorOLkkhzqbshbf8k1WOjwh2lxBQAzLm5paVjohNBwRu7ekivmBvqT00Pe5\nGir/QEwry8PqDDCtLG+/7T9cCCFGABOAWuBGYENPmpTSJ4TYBVQD2xI/N6TcviFxLV2516OIuG9E\n0LOKyuEkKysLr3foiXxfN4Y79Pn8AEkhoAVYmphs8LWgRxxYTLrkwreTSyyJODNlGKqq0ExlYSa1\nVhfeUIxOT5jFXzZSaDZg1GuIx2LEo1BRYOaso0todvjwBCL4w1FyTHr6ipyBYrlSuXTmGPyhKNs6\nvAhg0RcNTB+Tx5f1drKNWsrzTdTZA3hCyvIcl8wczbEVhaxrdPBVg51QJEa9zZcQC/2FT0O3D5s3\nhD8cpdkeQKuBrVYnQiNwFGTxwzlVbG1z0eENgoSKwoE9IKmCwmToP4mhzubF6gry6Ps7cPsjmPQa\nJLBso5WKwqykWBqOh2drm5uaJhed3iBbrE5yTLqkQOzxXFYVmlm+yUqbK5jcceKMScV4g1GmleWy\nuqGblTs7WNtg57jK/LT9k8pAcVWpsYKpInF3lxe7L8yIHCMN3f7kunuDia2esgbKcyAnKfQVXUvW\nNg/4nPStf6jnqm/5fds51GSQIx0hhB5YDDwnpdwmhDADXX2yuYGeqGkz4OqTZhZCiL5xalLKp4Cn\nAI499lg1hu0w0/KXPSvYj/7JQK89FZVDy3CHPt0oMWpvoMRtlAEXAC8Bk4H/K4S4QUr5tXiyqwrN\nbGx2UpBlxGIy0O4KsrSmhU922sjLNACSzVYXm5pdjLQY8YajBENxYhJ2dvkIReJE4hCNw64ON099\nvJvcTB2eUISZY/K4YOpoZpT39h6kCpKBPBL5ZgP+cJwNzQ5ufbmGqJQcPSqH8vwsRuZk8O6WDra1\nuTmqxMKx5QWUWDJ4c2MrY4vMWEx6QlGJ1RWktM/OBnZvmFfXNOGPxDh3Sgk1zU7WNtiJyxiRmBJf\n1e0L89G2DioLzbQ7QwQiMT7a1sGVJ1aktTX1xZxOUFSXWtjW5sYbCKPVahACGrt8WB0BovEYRdmm\npPdraBFqWpFFAAAgAElEQVQiycnSodGa0Ou0SXHUlVgLruf+UyeN4OmVu/mq3k59t5dOd4hWZ4BJ\nI8ycc3QJH2zvpNHmo8sTGnLor2cYutbq5PxjRqeN10v1Kj72wQ46vQE8wQiluSZqra5hBdv3LF2S\nTgSlm+AymOd0MFLtANI+J31JjXkcKv9g7dzXGcVHAkIIDfACEEaZNAVKjFrf4BcL4Bkg3QJ41ckE\nRz4xb/9tBVM3Zm948LxDaY6KCjB8oTYBOFdK+VnPBSHEicC9UsrvCCHOBh4FBhRqQoibgGuAKShL\neVwzSN6fA/8XyAReA25MFxu3r9TZvKxvcbCtzcv4EWZOqiqgNNfEplYXE0ea2d7hZeXOLrp8IYqz\nM7ho2mhs3jDxWJxmu4+6bh8ZOg2N3QE0Wg2Ndh87u+LE4iBwMmV0HieOLehV51AzB3teuPOnj+KD\nrR14QxHcgQjb2gRTRuWCEIzJNeIJZDGtLJfNrU4isWyc/gir67spzjExcYSZ0yYVU1VoZl2jHXcw\nQpsrhM0T4oUvGtBroSQ3k9xMHRBHSojEwSTjlOdnJhfPHVdowhGIceLYwn729tj8r68a2dzqZsGM\nPaI0VVCsa7RTYDag0WqZXpbLplaBzeMiGI2zudmFFB7K8k1UFpp7DYX2kOrRmlGezw9nV7Kz08eY\n/ExyMvTJYceqQjMfbm2noTuAPxTlox2dmPRavMEY40eYmVmex7GVBXy6y8alM0bz4fYu5o4v4t3a\nNtY3u7ju5CpG5aXfSiQcldRaPUTjreyZzat4XAPhGK+uaQIhyMs0EI3FQQoC0RhdnhAlFhOf7ewi\nFI0zqyJ/QJGyrtHO2iZHr8kDqc9E3wkuPWIoFImztKaV+dPiafuvL+nE0lAirycWcNmGVlbX25k/\nbRTrGh3Jvh9s1nTfcvo++wdjWPdAk5i9+Q9gBMr/v0giqRYlDq0nXxYwNnG9J30q8FXifGpKmoqK\nispeMVyhdjzKFPRU1gCzEr+/A4weogwrcD9wFjDgJltCiLOA24HTEvf8B7gnce2AUFVoJhqVSCT5\nmQYqC81UFGZhdQYozc3ko23thCOSC6eWEozGcQeifGdyMQBv17bT6g4yOtdEjslINC4TC8/6QUIo\nGqOm2cExoy3DGq5a12hnaY01GSe3vsmBJdOA2aDDF4pg94VY29BNtsmAxaQn12zg8102NBpBWb6J\nE6oKGJOfiVGnIRSNE4oqL/CaJgebW134wjFKLRlEYjECUQh3+4jGTWi1WqLxKBrAH5FsbnXyyupG\nOtwh3tvWiUGr5eMdnYwt7j8potbqYlOrC6c/Ash+cU+hSJzX1rXQYPNTYNbj8kcx6jWY9BBHQ5cv\njM0XodHuZXyi/FSPVasjwG2vbcAXjgIkvHoalm2wIgTccsYE8s0G8s1KjNoLq5pocwUoyc5AIwQW\nk54udwCHL8w5R5ewqs6G1RWgw2MiGImxbGMrVlcIh19ZMuQ35x/Vr42XzhwDEvyRGJkGHaGo5M2N\nrTj9Eb4XHM2bNVa+anCg1QjWNtqps3nJNemZODKH7Aw9H23r4Mt6O62OADedNn4QMSLQaTRMHJGT\nzDOQdyp1qYy9XQ4mVSzZveF+S26k89LZvWEe+2AH79S20eUJU9/t46Sx+ViMepocfq4+qYLTJo/s\nV/5wOJDDugeRJ1BGDM6QUgZSrv8HeFgIsQD4L3A3sCExkQCUL6y3CiF69sX5BfDYIbJZRSUtgUCA\n733ve6xcuZIzzzyT+fPn89xzz/Huu+nDy+fNm8eVV17Jtddemzb9UHPDDTcwatQofvvb3x5uU4ak\noqKCp59+mjPOOOOAlDdcoVYD/E4IcbeUMiiEyECZEdUTl1YJ9PcZpyCl/DeAEOJYBhd1VwP/kFLW\nJvLfC7zIARRqH63dwmeLH0GXkc2Xm/PY8Vk+Y0YWEdZlcsKkMVjbfTR1x9FqhCIIMsEdjNJk99Pt\nC1GWa8IfiWPO0LKz08uInAyC0ThSSsoLsphWlrcXwzwi+TMQjlGam8EFU0vZ1OJgc5sbSZwdHT7G\nFQuqS3No7Paj1YDQCGqaXOSbDWQZtJTmZvLCqgbicUm+2UBBlgGDFtr9IcJZOsYX51Bv82DUaTmp\nqogv62z4olEcniC+MHT7Iyzb2EamUYuMS3QGQYklo5+1gXAMdyDMpJE5jC/OZkb5npf/Eyt2EYtL\nRuQYMRt15Gbq2dzixBWIYdAKzJlGcjN0hKNxnP4IoYjk5dXNtDiDyVmqtVYXyza2savTTXG2Kenl\n29Lmot7mQavR8NH2DqaV5VFn81JiMXFCZT4tzgA72j34wzG0GoEvIml2BHjqkzoCkQgmvR4k5Gbq\nGVtkJhKLY/eFuWZ2Zb82giI8sow6tncodR5dmsOUUgubrS4+321jo9WFViMxG3WMMBv5qt5ONCbJ\n0Gk4ZUIRk0ty2N3pZWeHlwabFyhOW8+M8jyMek2vGcgDzUre2uZmQ4uLykJzcrLG5JL+XrihPFQ9\n+8TCnoWa509T1qp+bV0zk0bmcHSphe0dHlbVd6PXasgx6cjPVIbXd7l9tLmDNHQHknUPZ0mXVI70\n4VAhRDnwI5Q43PaUVeJ/JKVcnBBpjwOLUL7EXpZy+9+AKmBT4vzpxDUVlcPGa6+9RkdHB93d3eh0\nyqu/7/ZKRzJPPjn8SdPXXHMNo0eP5v777z+IFh06hivUrkYRS24hhB1lAcg1QM+nnA/8+ADZVA28\nnnK+ARghhCiQUnYfiAraWhrZ9M5LadP+nPh54i+foUWnwxWIsLVzM3+//U8IoxljVg4jiwpwxAzk\n5ebRHtKgHzWCi888jTHF+dS2ufstRDsYPS/qni2q3tzYxqSROeg0Ao2AqIRIVPFIjcwxsWDGKD7Z\n0YUQglmVBdS2udnR7mFlYtPrOeMLKMvL5IvdynBoizNIvT3ApJHZZGXoKTIbCUajhOMSbyhGJC4w\n6iTZJj0zxuQyq7KQ97Z2IKXky3oHx1cW9gqmr7W6eHNjG05/hKNL93iBlta08smuLioLzTgDYSQQ\nCEfxhmJkGjScNK4QbzBCnU1ZLmOkxYjDF0EIyDFqCUXiyUkR08uU+LbcTD0NNp8yNCklOo0Gk0GL\nKxBl6foWNlldZBm02P1hMnUadFoNJr0GS4Yek1YCcY4rs9DpC2PUaxlbbCY3U9kvdU2jncqCLBps\nPvKzDP2WDFmytpkmu5+jSy1MHJlDRWEW65scaAV4g1GKszOQUpKh19LiDBCLxzHqtHT7ldGxfLOB\nn54+gbHFyvDtUNQ0O/hPTQtZei2VRdlcOrOMrW2uXt5WkETjcTZbnWzv8NDuCiSHh3smUsDQwf49\n9pw7pZRPdnZR0+xkVkU+nmCENleADU1OPskzccXxY/jezDJKck3s7vLy/pZ2YnHlWZlVmU9FQVay\n3J5lRkAe1OVFDhWJxWsHnPYspXwfmDRAmgRuSxwqKkcEjY2NTJgwISnSVAYmGo0eUf005F6fiTgN\nDTAXJQ7jImCclPIkKWU9gJRyjZRy2QGyKd2MKdgzoyrVtuuFEGuEEGu6uvpOwhqYIsPQ+xY6Ilra\nXEEMGsiOuejcsZ6OTZ/QtOq/fPXm8+xc/jRfvfgwTUseYsVjt2Jta8cTirK51cVdT7xEbm4ulZWV\nzJgxgzPOOINLL72U66+/nl/88lf89Pa7aetUNKfJoGVSoYH21ia8HhcOX5iVOzuxukLMqixgZI6B\nSSUWmroDvLKmmUWrmnh/Wyef7rbxyppm1jXYeWdrOzva3QTDMTINelbVdfPmxjY6PUHGFprJ0glC\n4RgLZozmgmmj6PKGcAfCmI1aRuWbmD4mn6NKcvFH4nhCysK98bhk+cZWHn5na699HqtLLUwZpbyE\n39vaid0bJhCO4Q9HMGg0VBaYmDgyhwuOGcX3Z42hLC+TykIzVYVmmhxBXP4IvlCMgizFc3jd3LHM\nHl/E0ppWQtEoJ48vJDvDgEGnSdSrDO2NLc5mVG4m44tzmFCcTUmuiW5vmI3NLna0e/l4VzcbmhzY\nvWFanQGicQ0Of5R3t3dh0GsotZgAwYYWF55gmHqbj3e2tPO3lbuTe7f20BM3NtKSwfzpowHJ4x/u\n5OlP6nhrczuf7rThDUZptPlo7PYxOjeDLKOePJOebm8ImzfIoi8aAFiQEFyfJYR0X3rWiHuvto11\njU4+2NbFv75qYvkmK6GoxOYN4Q5GWdNgp6LQTGGWkQ3NLj7Y2kGzw0+TPcDSmhY+q7NRZ/NRYkkf\nVZC6X2m+2cCVJ1aQbzawvsmBwx/mvS3trG9xEIlKPKEIne4Az33ewCkTizlnSgnTy/KoLDKj12qw\neULU2XysbbQnFz02G7ScNqmYnoWah9pP9Zu2+byKyoGktraW73znO+Tn5zNixAgeeOABAEKhELfc\ncgulpaWUlpZyyy23EAop4dsrVqxg9OjRPPLIIxQXF1NSUsI///lPAO6++27uvfdeXn75ZcxmM//4\nxz949tlnmTNnTrLO9957j0mTJmGxWLjpppv6bZT+zDPPMHnyZPLy8jjrrLNobGxMpgkhePLJJxk/\nfjy5ubn85Cc/6XX/3//+dyZPnkx2djZHHXUU69atA8BqtbJgwQKKioqorKzksccGjhC45ppruPPO\nO4ds61NPPcXixYv5wx/+gNls5oILLhiyroULF3LJJZdw5ZVXkpOTwwMPPIDJZMJu3zNQuH79egoL\nC4lEIuzevZvTTjuNgoICCgsLueKKK3A6ncP9ePeaISWjlFIKITYB2VLKZpRZnweTdDOmYM+MqlTb\n9mlq+4xpU7j8p79h3a4WNCEfDqeDoNdFxO8l5HMjwj4MWTlEgTGFmUTtQ29h2uCBE4xaSiwZtNXb\ncblcuFyuAbesOG/BZZQUKxMOPvroIy688EIAhEZDpjkHfWY2ltw8MGYRyc/nilvvxRHV835tO57u\ndqSnmc26DDyxDERGNuWlBcydWkpNswOnP4JOKOuu2fwh7IEYjoAXjUbDk1cdS02zA08ohi8UIzfL\ngDsUxenwo9dqyNRrGDcih/wsA75wnFqrOzmDsYcSSwZ2bxirM8DS9S1EYnHerLHS6Q2ybFOEMfmZ\njC82k52hw5yhZ2eHm7iUjMnPpNXhIxiFZruPG+ZVcczoPO59YzOOQIQtbW6ml+UDkgyDBps7xPtb\n2lm6voUe50Ztu4sGu5exRdmMyDZi0Gnwh2KEI1FCGiVbQ7eP7EwturCgMEsZBhYCvqzrxh2M8JcV\nu+n2hjAbteRlGrF5gzzzSR0VhWZOHFtAKCrp9obxh2O8uraJz3d10+kJEo7GEEIQk3GsTh+hiMQX\nivLZ7m4CkRhb290UmI0s39xOlztEY7efeROLWVpjJRqPU2/zJhfshT3DyF2eIJ/u7CIuJWV5mZw8\nvojS3ExAUmg20uYKsK3dQ5HZgF6noTjbiN0fpsnmp9BspMSSm5ipGx1wpu5AM0gvPbaMbl+YEyoL\neOmrJuyBIFqNIByN82W9g2v++RXP/p9ZgOSSGWVUFGbx7Gf1xOKSgiwDoUicd2rb2WR1o9NquHHe\nuF6LLafWNdzJByoq32Y8Hg9nnHEGv/zlL3nzzTeJRCLJxW1/97vfsWrVKmpqahBCcNFFF3H//fdz\n3333AdDe3o7L5aK1tZX33nuPSy65hPnz53PPPfcghGDXrl0sWrQIgGeffTZZp81m4+KLL+af//wn\nF110EY8//jhPPvlkcuP1119/nQceeIA333yT8ePH8+CDD/L973+fzz//PFnGsmXLWL16NW63m5kz\nZ3LBBRdw9tln8+qrr7Jw4UKWLl3Ksccey+7du9Hr9cTjcS644AIuuugi/vWvf9HS0sIZZ5zBxIkT\nOeuss4bsp4Haev311/P555/3GvocTl2vv/46r776Ks8//zyhUIgVK1awZMkSrrvuOgBefPFFLrnk\nEvR6PVJK7rjjDubOnYvb7WbBggUsXLiw1xZXPXz66aecf/75+yXkhuvbW48y83PbUBkPAD0zpl5J\nnE8FOg7UsCfA+PHjuffO23n0/R2cUFnAnz/cQacnjFkPI/KymDO2iC/quonE40wcYcGuO55b/vg8\nn25uQIR9jM6SZMYD6KJ+ahvaaGjtpCukZW2jHVcgQsDrHtKGqVV7wvQ6uvY0Tcbj+NxOcDtxtiua\nuBFY+NCjzJ48BqsjQOfGj9j4yu97ldcCrNLp0ZnM6DNzGP/D/0cgYlJe4J31xOu+oC4vn581fMqZ\n08fSKt04ogYKtHlMG53Hl41xIrE472/tpM0d4tKZo2l1BunwBNjU7CQUiTOjPI9aq4tFq5rY0WZH\nr1cE0LKNVhptPiISQuEgGgEvftWINxjDG4yg02nxhKJUl+aQm2mg0x0mHJOsa3Lwh7e30ekJkaHX\nEojE2NHhYdroPGJRSW2bhy1WN3Eg16RnelkunlCEdleILk+YicXZlOZmsKbNhSsQRQJZetAKQbHZ\nzNwJRTQ7Ahxbns/7WzvJy9Tj8odpsnmRwOhcE+YMHWsaHaxtdDAiJ4Mckw6jThGF725uIxKTBKIx\nirKNaDQaonGJLxgjFAe9RhmabrIHyNILhABfMEK7I0BUSlz+MG9vslKam4HdF6bJHuglemutLl5b\n28LKHZ34wpJRuUYmjcxmY7OTNzda+eHsSqaOtnDi2EI+3t5JgdmYnPhyz5u17O70sL7Bweg8E9fP\nraTNFeLcKaVphVHPDM51jXZC0TgN3X7aXQECoSjuQJhOTxBvKEKXK4wQYMnUK8+mO8jC1zfR5g5x\n3pQSZpTnceuZE6m1uujyhHj60zrmTxvF9LJchBDJhZpTGc6WbSoqh5OeJTiOhL0+ly1bxsiRI/nF\nL34BQEZGBscffzwAixcv5s9//jPFxUrM6913382PfvSjpFDT6/Xcdddd6HQ6zj33XMxmM9u3b+eE\nE05IX1mC5cuXU11dzSWXXALALbfcwiOPPJJMf/LJJ7njjjuYPHkyAL/+9a954IEHaGxspLy8HIDb\nb7+d3NxccnNzOfXUU6mpqeHss8/m6aef5rbbbuO4444DYNy4cQB8+eWXdHV1cddddwFQVVXFdddd\nx0svvTQsobY3bV29evWQdZ144onMnz8fAJPJxOWXX86LL77Iddddh5SSl156icWLFyfb0NOOoqIi\nbr31Vu655560ds6ZM2e/vW3DFWorgLeFEM+ieNSS3isp5bC2pxdC6BL1aQFtYkJCVEoZ7ZP1eeBZ\nIcRioA34LfDsMO0cNl/sttHmCvLxzi50iQHgYFwQicZZuauLomwjZx41gvnTRlNnK2DV7gLWRkYx\nuSSbLIMOrUbD1NEWshu6GdnpZ1q5hRHZJmpaXBx18gUcPfssLpxswRgPYLfbcTgcOBwONu1uYVtz\nF62eCLnZygu1zuYnu2AkEb+bYMCfpvM0fNboY/ZkmD4mlzWkX6kkFo0Q8zgIeRxo9AY6XMrEA2y7\n6fj4RTqALcCSPve9Dsy863W0BhNGvYbuHWu485k7aQ1oiOkz2f5WLpPKS5h3TCUTykbiabLhiRUj\nIhHeqe0gy6jDkqXHoNMwriibTm+I9U0OQDC2yMx5U0vJNOg4q3okk0bm8OTK3RRkGlm5w6YscSLA\nnKGj0xMgx6jj3S0dGHSQpZOg0ZJt0lOUZeTqkyp45N3teIMRRlkyqSzKBGBEjpFwJEogCkJCVAhc\nwQgWk56TJxSxttHBzk4P00bnUmLJYLdRQzAq0GoEUoInEKY018QFx5RSXWrB6lR2mAhG4zgDEXyh\nCF2uIIGoRK8BnVYQjUtK8zLQSkGzM0AcDVoNBCMx6rp9GHUadBpo7PZjydRTlpfJaZNH9PJohSIx\nPMEY3rBEAJkGLbs6vWxocRKJwUtfNaHRaFjbaGd3p4+cTD1XHD+GZz/rRAPkGPUEojFqrR5mludz\nTiL27LOdtn5Ld/TE3X3V0E1jdwCTXkteloFuT4gmh5/ibCNKVB/E4mD3RtBrIC9Tn5hI4+O1dS3M\nqixILsfSZPfT5gqwvsnBzadPSLtDBajeM5WvD0fCXp/Nzc2MHTs2bZrVak0KI4Dy8nKsVmvyvKCg\noFdsVWZm5rBW6rdarZSVlSXPhRC9zhsbG/nZz36WFI8AUkpaW1uT9owcOTJtvQO1p7GxEavVSm5u\nbvJaLBbj5JNPHtJe2Lu2Dqeu1PYCLFiwgJ/+9Ke0tbWxY8cONBpNMn9HRwc/+9nP+OSTT/B4PMTj\ncfLyDt7OK8MVarNRNhU+pc91CQxLqAF3okxj7+FK4B4hxDMo+uEoKWWTlPJtIcQfgI9QlvFY0ue+\nA8K5U0rZ3uZmXbOTOAKtgFKLkaIcI9vb3IzJMzF/2uikRyIv00gsJhmTl8WJYwsw6rRMLsnBGQjT\n0OVnRLaJ784Yjc0bYm2Tg1A0To5FcOuZ0wfc27LW6uKd2nZsI2dx7u/+zfFVeYh4jHW7WmnrsHFc\niYH6lg7W1LXT2O3niRW76HAHKRpZyuzTzkKEfbS0d9HR1U3Y7yEWUQScxmDCExVEoxKdBvJ1YdoG\n6Qud3kDFyAJanF78QYlsrWfzFx8k091AK5C8IgSnPPgOESmoyjfx2btL2fKfv2HJzaUrJxdDZjZd\nYR3SaMZSUUI8OpH/85MbCUbirKq34/d6kUEf+RYL5gwteo2GSDSOPxynzuZFIijLyyQ3y4QrEMLt\njxCOxHn0w504/RFMRj05mQbe3tSGBL5TPZJSSybrm+0IBMFIjMJsI/OnjybfbMAdCFOcnYEjEKa+\ny09UCoLRGCa9Br1G8N5WZe210XkmzqweyaIvGtjW5kKvVcRWLAZCSEx6QVVixmhMCkAyqSQbTyjK\nqFwTFYWZbLK6aXX4iccldl8YV1CJSyvNhZ7h29RFbo06gU7pUjzBKHGpBIRqBHR4gti8Eba3uzDo\nNBSEjCxZ20yD3U95fhYzyvNosPuxmLSUWEzJGaJ7vkftiQZY1+hgbZMDi8mAQReiye4jEouTbdRS\nmGUgGich3nT4AlGCMdAKKMo2Mn/aKJyfhykwZxCKxpIeskkjzYwvzkajSe9J60H1nqmoDJ+ysjJe\nein9ZLfS0lIaGxuprlZ2JGtqaqK0dOjJSkNRUlJCc/OeqCYpZa/zsrIyfvOb3+zTLNGysjJ2796d\n9nplZSU7d+7cN6MHIWWW9rDr6ntPXl4eZ555Ji+//DJbt27lsssuS+b59a9/jRCCTZs2kZ+fz9Kl\nS7npppvSFXtAGO5en/23qN9LpJQL6b3JcSq9FuuSUv4R+OP+1jkUnd4QzkCELKMOhy5CIBJnd4eX\nUAxsPmXLG4BPdtrYanXhCIT5YFsH8yYWJz0Veq2GLm+IVfXdnDC2gLkTCtnZ6cWcoUUI0S++K5Xq\nUgvvbG6nweYD4OPtNuz+MLlGE7OPncp1J1exscVB+fYuQtEYm1pdzBlfwPwbrsSou5oZ5Xmsa7Tz\n9Kf1uP1hdrbZiQU8+H1e8jK1ZJsMHF2SS218Ko55lxP2eTDEAxToI2TEA7icTrq67UihY97EIv66\nQlnewt4++MQMrTELvU6H0xNm+ZYOXK1WvN3teLvb++Xt+BRWLTFx800/ptbqotBsIFj7Puv+8zgI\nDaYsM/rMbGL6LDBk0ZmVzcjiEViu+hVleUY+3dVNZ0szwtMJIwvRZVrIyMxme0eMQEyRPi32AKML\nTJxdPRJXMML6RifHjtmzTMS0snwmjrDjC0aQhQK9BnZ2efGGoriDQSLROEa9stTKukY7s6oK+GhH\nJ/5wFL1GkJMpKM/LwpyhR68TrK63M2dCAd5gHJ0AjUYwfoSZDIMWhy9MJAqZJg2BSAwJRGJxsgw6\nWux+lqxtpjQ3k5W7unD7o1xzUjnb2t20u0O0u8PkmWJMKLHQ4vBh80aIA8EYCI3EoNPS6gziD8Vo\ndys/nf4IroASm9blDROKxAhFY4wrNhOKyuRWVqDMmj11YhFaIbA6/bQ4/AgNWDL0bGhxYNLrKMoy\nEgxLZCwGEorMGYqHUK8jFpc0dPuYP00ZtncHoui0ghE5GYQi8ZS6VFRU9pXzzz+fW2+9lUcffZQb\nb7yRcDjMli1bOP744/n+97/P/fffz3HHHYcQgnvvvZcrr7xyv+s877zzuOmmm/j3v//NhRdeyF/+\n8hfa2/f8P7/hhhv47W9/y7Rp06iursblcvHuu+9y6aWXDln2tddey6233sqcOXOYMWNGMkZt1qxZ\nZGdn89BDD3HzzTdjMBjYunUrgUAgOUy6r4wYMYK6urrk+b7Wdfnll/PQQw/R2NjIhx9+mLzu8Xiw\nWCxYLBZaW1t5+OGH98veoRj2/FMhRAFwLjBSSvmwEKIU0EgpWw6adQeR5Zus1Hf7lOG64iw0QiCl\nxBkIUZyh5+RxRVQVmpMvnqrCLHbbfBRnG0n1VIwvNjNhRDazxxUkl9gozjEm16KqLrUMuN1SdamF\nE8fmU5htZGROBs0OP60OP65AlDH5JhpsPt7d0kGDzU80rgyTZRr05Jj0fLLThlGvYUb5/2fvzsPj\nLMvFj3/vmclMJpkszd60zdJ93ygFLLsCAgoocFhkExBFEBX8eRBR1OPBDfEgx+MROYoCigKKIEWg\n1LLJVkpL9z1J2+zrZJKZzPb8/nhn0kmapNM2a3t/ritXMu+8M88zk8nMnWe57xzOa/Xz4ModZGem\nkzs+l9bOLlJTHNb07ZxCZhadyYLjlrK3xc/UAg/uFDslOWlcfJw11LthXyvtgTBTc9PYUu8jc/6Z\nuArK6fS2Evb7CAfaSTMBilIjVNXUYxxOgmFDik2YXpTBehm4aIQnM7v78QK0Ts1gE4CJ4vd5e6zp\n6wC8aZnknfN55ozPYly6kx2bX6Pltd/33MVis2NL9WBP9dCaU8jZdzzImbMKeXNHA+1VG/nzh8/T\nsXEqc8sn8mF9kOZwCp22NGyudDqDEXLSU2jqCCI2OL4sF6dDSHM5AGH+xGyKMlOpau7s/k1XewPY\n2lhF76oAACAASURBVLvo7ArTFY7iC0Q4cXIeW2qtXYsOu41Wfwin3YYrRchwO5g9IZM3tzdhF6sa\nxvhsFzVtAapbO3ltSz1hA13hMGDDHrWmHcVmIxAK0+kPEwWcgNNpI81pwxhjHXPYSHNaa+lcdqE8\nN51cj5NgxMQS89awq6GDLHcjLoeNZdPyKMvzkO1OIcvtJBKJMn9iNq9tqaMzDF2hMCZiSHe7WFwy\njuZAiBSHlTg4GI3S6g+ybEouRbGdtmv3NFPR2ElnKIIAKXbh3YpmDic1x1ioUKCOHaOh1mdGRgYv\nv/wyX/7yl/nud7+Ly+XiK1/5CieccAJ33303Xq+X+fPnA3DppZd274Q8Enl5eTz55JPcdtttfPaz\nn+Xqq69m2bJl3dd/6lOfwufzcfnll1NZWUlWVhZnnXVWUoHapZdeSlNTE1deeSX79u2jrKyMRx99\nlNLSUv7+979zxx13UF5eTldXFzNmzBiU3Gc33HADl156KdnZ2Zx++uk888wzh9XWBRdcwI033khJ\nSQkLFizoPn7PPfdwzTXXkJWVxdSpU7n66qv52c9+1ud9vP7665x77rlHVCxekik/JyKnYU1BrgaW\nGWMyYse+Zoz55GG3PoiWLFliVq9enfT5zb4gz3ywl91NHby6tQEElpXnsLvZT0N7gCy3kzvOntFj\njU9fST17f9D4gxF+/9ZuXtvWyElTclk0yZq3freiubsYe/z8NZXNPLVmL1Py06lt68LrD3PRovFU\ntwaoau6kKDOVUNTaeTm9MIMUu41pBRksnJTdXT5pc00bD67cwYd7W5iSn8GNp0zm6TV7yXLb2VzT\nzvnzikGEpWXjcKXYexQvP2NmQXdFgTWVzfxjYw1v7mzCZbeRmmKnps1aPxYIR5mc52FmUQa13gB7\nmjtJczqYO8HKwv/Iqi2YgJfClDAdvlbSCVBZXc94d5RgZzvzS/L5zX/v/4/jnnvu4b6f3k9nR98v\n3NTcCZz3vT9RkpNKU0eYVb+/nz2v/bnPcwHsmfnMuf1RvnfBHDJSHdx373/wwmP/0+/5zqwCPvad\nJ9lZ347dDl3b36J9x7vkjsshPy+X7OxxbG6JMLEwj5yccbSE3WQWTSI7zaqy4HBATpqLOm8XrhSh\nK2S46dRyMlNTeLeimWc/2IfbaWfBpGwafF1s2NeK1x/htBn5HF+Wy792NLBiizVqeWJZNtMKMthQ\n42VzrReH2MjzOKlt81vTj0BaihXARaLWTt4MdwpT8z3U+7rw+kNML8ygwRsgM83J9cvKqWjsYOWW\nOuw24dqPlJHpdvL2zib+/P4e0l0Omn1WYN3YHiQCpADx2kjluaksKc2hODuNyfkear0BphVkdJdE\nW1PZzHPrqnllSz3j0hxkuV3825JJFGe7e7zOky3cHi9s399tDkZE3jfGLDnkG45Ch/oepgZPfDNB\n5Y8+0X2s9N8PzDiltT7VYEr2/SvZEbX/Ai4zxrwiIvGkU++wv4TUmOIPRtjV6OOKE0qpbvVT5+1i\nVlEGCyaN461djextcZJis5E4cuZ22mNJR3vqvf7G7bTWXO1r7eSFD4O8srmem04t55Rped01OLvC\nVnLXisZO3tjeyMZ9bTR1dpHqcHDuvCIuPm5S9xqmj0zJ5bjSnB6jcZluB0vKcnhzeyMPv7Ebp8NG\nTrqTwsxUnn5/D6GowR+00eoP09QR5KJFE3p8OF583KQDyga9ubOJwoxUZhRmku9xMiHbTUVTJ2uq\nmkkJRch2pxCNGHbW+WjwBSnIdDFxXDpv72wkZHOSMa6I42cVUu31s7epE09+iInFmVywoLh75C7u\nu9/9Lmdf9SUefn0bmytqoasdX1sbnT4vHd42nM4U7Hbh3YpWfP4gOeMnkLn4BNpaW2lqbibQ4cWE\n9o/iOdwePC4HTR1BLlw0kad7l8vuxeZ0YbNBxEA4Ag07N+B9/2Xqgc0J58VXMzizizjl7j/y0ZkF\n7GzsoHLlH/n7imfB5SEvN4cJhXm8uKOI/LxcmkMpRBsEf+lxrN/bRn6Gi8bWDkLYeWNbA+2BMOfO\nKaKiqZP2QJCmzhDTbTZuOnVy9yhbcbab5RuqqWrsZHKBh/r2Ltr9IcJRCIcj+LsidARCTBqXTmqK\njfX72ugKRSgVa91cWV4aJ07JI8VuA2y8uLGW9yta8PqDOGxW6bRgKIInVXDahLauKMRSvNW1B9lS\n66OuPUhbIES600Gm24E/GGH5+mpyPS7W7mulPRAiEolS6+3i8bcruWTJRM6bV3xAlYXEUbK+dn/q\nRgOllBpYsoFamTEmvpY8Hr0ED+H2o0riB8aWGi9t/hD5Ga7YJgGh0dfFB3vaKMvbv3RuoCmaAwur\nW2t4Ntd4ebeimZ0NPjJTU3jy/T28sqmWfW1+puZnsGFvK95AmKiJEA4bWrqCrNxcywnluZTnpcdK\nBVkFsOO7BHsW+DZkp6UQCEUIRQyvbW9AgNLcdC4/YxLleelct6z8gKLjvYPLOcVZfLinlVe31ZOV\nlkJZbjqhaJSKxg5afV20BsLdv/TOUAibDRZMzGZrrRdfVxiPy4En1XopRCPWCJzdBhOyUwlGTJ9r\nl2aNz8Sd4sSeloUrYxzuXEN7IESR00YwZCjMcBKOWHnK0heez3lX3cjNp09l7Z5mHn9nD5v2NrIo\n306B25DjduAZP5mLFk4A4Mwzz8Rut9PS0kJ9QxM799bS1dGO19tKp7eNjMxsTpmWR0dXhI5gFw3B\njgFfL6meTIqyUpldnEV2mpO39lSyb9dWwNpksa7X+cVl05j8+cXWQv+0FFpefYTmd5/F5kpnR3om\nK7Kzcbgz8IuLkD2dmslT+MYTD+By2Hj07SpmpndwcWkI76RMJhbm8ZcNzYQiUYrHudnb3Mm2unZ8\nwQhBE6XBG6A1ECUr1c4ZM/LZXu/jlS31VDV1kOtxcdMpk63EvM3WNH9LR4hAKIJNbBxXmkt1WydI\nF22dETypDjLcKcwsyqC+vYv69i5y3VHej6UvWbmlntlFGaRgIzPVwbIpuaSnOslMTeGlTXXkelxk\npjp4Zu0+mmKjdr1fZ4nf+3otKqWU6inZQGuTiJxjjHkx4djH2F/LbkxJrKXo9Qc5c2YBxdlp+IMR\ndjd28PKmWhp8Qabmp3cnDx2oiHTv69xOO/MnZSPAqm3WovEn3tvD5movHcEQ7YEw6/e24PVHSE0B\nf8gQiUQxCFvqfCxfX02DL8gp0/LY1ejjxY211LYFGJ/l5rTped1B4eLSHFwp1o6/P79XyTu7W+gI\nhDhlegGnTCvgwkUDlVTdz+20M6Mok/XVbcybkM2MwgyeWrOHzlAEm81G1EBbZ4hwJIpd7GSmCjPH\nZzK3OJMN1V78XXvZ1xagsrmTce4UctOd2O02PKkOXtxYi9MuPUbx3E47uxp92B1CXrqLs+YUEIoY\nXt1az/FlOazc2sCuxk7GZ6VilwzKctO6c3SdNCWfrnCUd3LS+Nwpkw8IQsHaVn3xxRd3X15d0czK\nLfUUZ6Vy7tzxbK1uZuaEXNJcDh57q5LsRefiKZlDJODDBHwEOn14CGAPdRIJtDN79mxuPm0qs8Zn\n4nLYSCMw4POZm5tDKGLlpctJTyHHHqIZiHZ1EOjqINDccw9unXc2bqediiY/dd4Av3v6F7z+fMJU\nr9hIScvAk5lFituDvWAKJZ/8EidPyeP5DTXUbH2XQHs9f2sopgMnLWEnIXs6zZ4MnlqdQmVTJ/5g\nmIIMF/WBMCJCUXYqS8tz2FrvICvVybKpeVQ1d7K11su584pwOexsrfOx/MN9PLOumsuPn8Qn54/n\njJmFnDK9je31HRRlplLrDVDR6KO2LcCza60pXwMcV7K/3m3iPzL9BWW6Vk0Nt/h0p1KjXbKB2h3A\n30XkecAtIr8CPolVTmrMif8Xv7qimXV7veR7nKzb20p1ayfVbQE+MiWPFIe9R43GgaZoEq9LTL3w\nXqWVCX9Xk49J2WkgMDU/g65olEgoyuZaL+PSU2n2BZiY62bxxBxOnpZPRqqD8jxP9/2+uKGWfS1+\nijJTiZfoASsojH/wLS3P5bXtTTT7g6zYXMeSsnGcOasw6eckseaoxdAVjtIeCPHPLXXsbQlgjOBy\n2jmxPIdLY9OZW2vb+ejsIt7d3UxmmgOMkGK3c978Ij4xfwL/3FLHefOKDwhm5xRncfmSEuJr/tZU\ntlDdGiAvw8WE7FQiUUix24Ews8ZnMn9Sdvf070ub6mjtDFHR6OszUOvr97OlxktVcycvbKjprg6Q\n5nQQNVGySmaSMX0eHaEobqeNts4wly2ZSGNHiH2tfj69aALLpuWxuqKZdyta+Pp3fsB937+HlpYW\n6hqa2LBrH2kE8HnbaGlpwZ5VRHOeB4+vi8l5HjggVWBPs8qs19lFCyfgtAt/WhnseYKJEupoo6XD\n2rgwLSODqfkettW1c/68In7y2Eu0bXyVuj7ue4c9BXfZQor/7R68gZBVOH7XKpymkeUfevBkZjNr\nXjmRlAKmeTIZl+NgYmoErzi5aOEElq+rxh+Ksr2unXPmjicn3cmZs4qAen7wwmY6giEcNsGd4qAr\nHCXLnUJ5vofz5hV3B1zxNDQvbqjl5tOn9qgdCz3TlcRfH0oppSzJpud4W0QWYBVh/w1W0tulY3XH\nZ9zkPA9barycMbOQikYf3kCIjmCke/F04n/2A03RJF63uqKZ6rYAxVmpXLq4hDrvdoKhKLOLswiE\nI2yo9lKYmcrWVi+BsKGuzU95gYdlU/M4b954AF7cWAvGmh7M8Ti5+fSpPPPBXspiWel3xzYS9CRM\nzEnFYRfaOkNUNA08nTfQYwB6rMdr6giyqbYKX1cYu1iJYjfXePmgqoWn1uzlkuMmcP788VQ1d9Ie\nCFHrDVCSk05OupOZ4zO7s+LD/qC295q/eKA4Oc/DtAJPjxGbsljQGr+feROy2LDPywA1sw94bInr\n/uIpUy5aOJFQOMreVj9batqpavZREMuXt6clQEmOm6LM1O6APfExJG4mmd5rJChx40lXOMrJN32f\nCRf+PyprmnBEfSwqcJLviuCO+qlraOLsJVZt73gNzjVTypk2cw4NTc34fW109UqCbHd7OHFyHtvq\n28nzuMmwBemvYqaJhAADBrqCEcJR2LPuTdZveav7nCd73eb4ZadyxT2/pisUYdm0XN578kFef24n\nq/8vk/IJhUybVMSW5iib6oK4PFk4x43HNX46bf4guxvt7GmxitnHN+LE09Cs3dPK8vXVPUpcxYO0\nXQ0+7DZbH69rpZQ6tiW9xswYsw/48RD2ZdjtarQWxte0+XGl2Fm5tppGXxc76n3dC/YP1ZzirFgu\nK6s+aHlOGm/taqKyuZPy3DRqWzvxd4Vp6bBGTcQmLC7J5uSpuby9yyolFQhF2FLT3v2hluNxMn9S\nNq9vb6S6tZMGn5XjLcezv3/xQGd8lrt7FGuwlOWmkyI2fMEQ0woy8fojPLN2Hw4x+INh9rX4uXJp\nGbsafby9q5G3djVR1dxxwCjawXYCLinLodkX5K2dzdR5u9hS6yUv3YXXH+r+fbiddq5YWtpjM0Qy\n4sFa4u1yPE4+f/pU/MEIb+1sYFNNOzsbfPhCERx2K7ltYm3OvoL1/sojLS7NYWN1W2y6tJx3K5r4\n6/s22ruyqbLZaXakUJiRSjAripT1/F3df//9/OcPredlcp6HrdXN2EN+fr9qPd62Nmo6DGlOO3OK\nM/nXjkZOP/NjvJedgy3YSWV1HWG/Dwl2EPG3Ew4FcaVnYrOBy+kgGA0T6jygbG4Pk4oKOGVaHl5/\nmKoWP56OvWzaYO1G3NjH+UVzlzH9qu/RFY7g6wrzys+/xjNf/ZD8vFzGjRtHVnY2XTY3rVEX4zaW\nklJ1Epdddln387d+y3bCkSiZWdnsqPey1JOX9O9VqUM1Fqc8jTHceeedPPzww4CVm+yHP/zhAUla\n4/785z9zzz33sHfvXiZNmsS9997bXR4pLhgMsmDBAtrb29m7t+8xl4qKCsrLywmFQj2qAByJ5uZm\nbrjhBl566SXy8vL4wQ9+wJVXXtnv+bt27eK2227j1VdfxeVycf311/PjH/cMRbZv3868efO45JJL\numuZ9rZu3TquvPJK6urquOuuu7j99tsBCIVCnHzyyTz11FMHVCd46623uOOOO3rUNB0JST3zIpID\nfA1YyIHJaU8dgn4Ni/iIWjxf2kULrQDL5bAfUhDQ29a6dl7YUEuTrwu3w0YkCl5/kJ2NhkDI4HCE\nCUWi5KbbWTAplxtPmcJv39jF8+tr8KSm8OlFxRRlpXLSlP0fWInr6voq1ZMYRPRVlPtInDQlj9Lc\nPbxT0UJRpotz540HBG8gxJa6DjqCETbXtOFKsTMlP4PyPCtjfeLz25/egc6T7+/hxU01LJuSx7TC\nTGrb/IzPSj3iBegDrYFyO+2cNCWff26u5/VtDWSkOlhUkt0jSOtPf1PiiY9r2bR8Zo3P4l87mthX\nGcAQoTArldJxbtqDEc6YeeAUdfwx+oMRUpxOPqz3U2vLY9bMMpblpjM+282/djZS1x5gyWmXULTs\nYkpz3fz5vT3UersYl+agPC+Dca4o/9xUg9NhozQ3nUAoQtbZV1Lu8jE1S/B522hsaqaqpp6wv522\n1lYml5fFdhVbKUQ62vsbr7PMKi9mfI6bZl+QCTluOhxB6jp8VHb4qKys7HHullXQ3lTXHajNKc7i\n5l9/j9VvvQHA+F//H0snXz9ge0oNldFQ67MvDz30EM888wzr1q1DRDjrrLMoLy/nC1/4wgHn7tu3\nj6uuuoq//e1vfPzjH2f58uVceumlVFRUdNcIBfjJT35Cfn4+7e0D/+M22G655RacTid1dXWsXbuW\n888/nwULFnRXW0gUDAY566yzuOWWW/jTn/6E3W5n27Ztfd7nwZLkfuMb3+C+++5j/vz5zJ8/nyuv\nvJKioiLuv/9+Lr744gOCNIDnn3+e884775AeXzgcHrSgNi7Ze/sD4MIqlN5HMcqxKT6iFi9/01f6\njbhkFztvrG7j7d1NbNzXSihiyHLZcKfYEKyakuPSnRRnu2nvDJOfkcZnl5VR2xZg3d5WHDZhdnEG\nKXY7Oxt8vLqtnuJs9wELsRNH0oaD22nnm5+YwyNv7u6xi9QfjJCZaiWJBauCw9KycdxyxtTu9WR9\njf4lOjDQMdjERlleOlcsLRm0BeYDbQaJT79tju1iLchIZW6SbfYXNPYOUjfXtGG3Cc4UG8FwFIdd\nmFqUSZOvi5o2f79r7eL9XjAxs7vwebrTzsot9bERzgyOL8tlxZZaKho6KMtNIzXFTjRi2FHfjt0m\neDwe8rPczJuQRVluOiy5nNo2f3fS4/4e5+LSHLbWtdN803eZn2OIBHx46KKjvY2Va3fx/vYqUsJ+\nZi9YTH5BBtvwkea0420bOLDLyNxfb8/ttPcY4SvMzz3oc67UUBkNtT778rvf/Y477riDiROtDWJf\n+9rXeOihh/oM1Pbu3Ut2djbnnnsuYFUdSE9PZ+fOnd2B2u7du3nssce4//77+dznPtdvu6eeao3D\nxGtkvvzyy5xwwgnce++9/PrXv8bv9/Pxj3+cBx98kKysgw9udHR08PTTT7NhwwY8Hg8nn3wyF154\nIY8++ig//OEPDzj/kUceobi4uHv0C+hO9hv3xBNPkJ2dzUc+8hF27NjRb9u7d+/mzDPPxOVyMW3a\nNKqqqujq6uLpp5/mzTff7PM2y5cv5+GHH+aWW24hNTW1R6H6Cy64gDPOOIOvfvWrlJWVcfPNN/P4\n44+zdetWOjo6BjVYS/aePgLkG2MGTkE/xhxKDqeBPuh736ddBMHKIO9OdRHyB/F1WeWEstKgs8sq\nvTOnOJPFpTmsqWxmYm4aE3PSuPv8OWyt9fJ+VQtluelJtzuU/MEINW1+bj97Ro8P9eaOIKu2NnDd\nsnJy0p3dmxHi5yTz/PYOdC49roQUm607NcpgPeaB+rKxuo3qtgA56S7yM1wcV5bN4tLDazce0HeF\noj2C1K5wFKfDziWLx/PGjmZKc9LBGD4yJW/A5yex3ydNye+eDi3PS2drnY8mXxd5Hie5aS6eW19N\noCtChtuBy2EjGApjs9soz/Mwb0IW0wszunPa9V6v1xe3086Mwgw2T5qCpyCdHfUdLFtYzOLSHLzL\nN9K4sY78dCeRPA8iwqnT8tjT4udT3/sj583MpNQD72/fQ0rYz6sf7qKltZWq2nrSpx/XI2VLYdF4\nihqa6GhvIydHNxIo1dvGjRt7ZMZfsGABGzf2tRABlixZwqxZs3juuec477zzeO6553C5XD0CnC99\n6Uvce++9uN0Db8Z67bXXKC8vp7W1tTvw+M1vfsMjjzzCP//5TwoKCrjmmmu49dZbefTRRw/6OLZt\n24bD4WD69Ok9HsuqVav6PP/tt9+mrKyMc889l/fee4+5c+fy4IMPMm/ePAC8Xi/f/va3WblyZfe0\ncH/mzp3LSy+9xKJFi6ioqGDKlCnccMMN/OQnPyElJeWA82tqaqirq2PRokVce+21XHTRRfzkJz/B\nZrPR2NjIihUr+PWvf919/h//+Eeef/558vLyRmxE7UNgInBgZdUx6lDTAfTe2TnQNNrXzp5JS0eI\njFQHs4sz2LCvnarmDoLhCPmeVPa1+bHZbFY5J6edWeOzmJiVRiRquteXZbpTenyAj2RC0DWVLTyz\ndh8XLYx2LxAHeOTN3SzfYKWa+OYnZh/wgX84U5SJ6/EOd51gXwbqS/y5/cwJpby4oaZH/rxDFQ+s\nl5aN665EAeBy2CnMTLVSbThs7GnuJByBGUUZA77+EqdAE19zy6bld6+Dm1OchTcQ4h8bagjE2hqf\n5SZFbFS2dlobHmJBWn9Jj/sTTwHj9YfZUd8BCGsqW2j1hzhndhFd4Qhv7GigPtvNYts43trRSEFW\nKplZ4+hMsdGYasj3OCl3T6GoK4yr0Yd4XLy1s4GKxk7K8jx8+8FHB6xooNSxzufz9RixyszMxOfz\nYYw5YJ2a3W7nmmuu4YorriAQCOB0OnnyySdJT08H4K9//SuRSIRPfepT/QZIA3n88ce5/fbbmTx5\nMgA/+MEPmDt3Lr/97W8PGqD4fD4yM3tmJM/MzOx3+nXv3r3885//5Nlnn+WjH/0oDzzwABdeeCFb\ntmzB6XTyrW99ixtuuKF7pHEg9913HzfffDO1tbX87Gc/48033yQjI4Py8nIuvPBCWltbufXWW7vL\nYi1fvpyPf/zjiAhLly4lKyuLV155hbPOOosnnniC008/ncLC/ctWbrvttj6nTwdDsoHaSuAfIvJb\noEflbWPMbwa9V8Mg/oHaFYokVZ+w987OgUa5WjqDzJuYBQYWTMyhMxilID2F2vYuWjtDTM5Lx53i\n4GOziwBrWqyxo4ssdwo1bYHuqdi4kf/wMoSjUT7Y08zWunYuWjiBHI+T65aVA3R/HyzDna0+8Xd7\npEFiXztDwdrsAYYP9rSQluLAbrfR3hUi2Z2rvWvExoOs+M8uh4MpBR68/jDnzC1k9vgsfvvGbqpa\n/YzPdB0wxZlsEJ0YKGa6HcwpzuKtnQ34AhE+tTCf7fUdvLK5jj3NfmpaArT6Q0wtshI1b65pY2lZ\nDrPGZ/LMB3tZ3eRjUk4aZ84soqKpgydWV2GMcPtZ03oEtUqNlNFQ6/Pee+/l3nvvBeCqq67if//3\nf/F4PHi9+2sit7W14fF4+txMsGLFCr7+9a+zatUqFi9ezPvvv88FF1zACy+8wLRp0/j617/O8uXL\nD7t/1dXVlJaWdl8uLS0lHA5TV1fHhAkTepx77rnn8vrrrwPwq1/9itmzZ/d4HPHHkpGR0Wdbbreb\nk08+uXsa92tf+xrf//732bx5M8YYVqxYwQcffJBUv0tLS7sfd2dnJyeddBIvvfQSX/rSl7jssss4\n//zzmTt3Lh/96EfJyclh+fLlPTY5XHvttTz22GOcddZZPPbYY3z5y1/ucf9DFaRB8oHaKcBe4Kxe\nxw1Wuo4xJ/6h0BWK9gi6khlpO1ggEc/0v7qqmWfX7mFPawB/MEJ9e4CuUJSCDBcpDhuPvVXBx2YX\n0RU2OGw2Tp2Wf8BI2miwuDSHrbXtPPPBXloDYTCG62PJZr/5idmD3t5IZqs/0iCxv767nXZcKXY6\ng1EuWFBMWV46Loc9FsD1L/56HJ/lJt/jjJUh2z/C6UqxdY/g3XByORVNfi5aOIFdjT7SXHYKM1K5\naPHBN0UcyuNyORzkeVy4HA4rn54xdIYibKtrZ92eVj42s5BdjT7erWjhlGl55HiczCjKZNW2eto6\nw1Q0dXDOnCLe2dXIhmovr21r4BPzJxykB0oNvYiveaS7wF133cVdd93V49icOXNYt24dS5daVRvX\nrVvX5+J7gLVr13LqqaeyZIlVQvL444/nhBNOYMWKFYC1k/OUU04BrMX6bW1tFBUVdU8zJuorECwu\nLu6xSaiqqgqHw9FjdCnuhRde6HG5o6ODcDjM9u3bmTZt2kEfy/z58/tdP7Zq1SoqKiooKSkBrNG6\nSCTCpk2bWLNmTZ+3ifve977H5z73OQoLC1m/fj3f//73ycrKYuLEiezYsYNFixbx6quv8tvf/rb7\nNldddRVz585l3bp1bN68+YBdtP3twB0MyeZRO2PIejBC4h88zb5gj7xkyawJO1ggEc/0/9yHNVQ0\n+uiKRCnKTGVucTYN3gCnzcijM2Ro8gVjH7jFXHb8pB6F3fuqlTiSQtEoEQPZ7pQjmhoc7YYySIyn\nbokn+U3mdxt/PeZ7nN1r3vZXcTM9Ass1lS1srvEyozCDxaXjOKE8F1eKjaaOrj7LeB2uxOTIbqed\nz58+ldUVzayubCYSNXy4r5WPzirC6w/y4V5rTd3i0nEsm5rHC+trWbunhRmFHhaXjKOm1c/Gai9d\nYYMrxTYKRo+VGn2uueYa7r///u4diD/96U+57bbb+jz3+OOP50c/+hFr165l4cKFfPDBB7z+PqL/\n8QAAIABJREFU+ut88YtfZO7cuezZs6f73H/961/ceuutrFmzhvz8AzfT5efnY7PZ2LVrV/e6siuu\nuIIf/ehHnHvuueTn53PXXXdx2WWXJbUuKz09nU9/+tN8+9vf5uGHH+aDDz7g2Wef7Tf9xVVXXcVP\nf/pTVqxYwRlnnMHPf/5z8vLymDVrFtOmTePyyy/vPve+++6joqKCX/7ylwP2YdOmTaxatao7ACwv\nL2flypVkZWWxfft2SkpKeOONN5g/f36PadqJEydy/PHHc/XVV3PxxRcfdH3fYBrwmRWRE4wx7yRc\ndhtj/AmXP2WM+etQdnCoJe78zPHkDNq026zxmXx8TiFtgRwavAFKcz1MKfCwcks9y6YWxLLxW0lR\ne39oj4YNBIk2VrexpbadXI+L02fkc9IU3Zl3OOKjaiu31LO70XdI6T96p2VJnK6PjwRvrfUSiUYB\n011ztqYtQG1b14CbBg7ncfS+r8l5HibnpNPqC7GrsZPNNW1UtwZYvr6GPU0dfGx2ESU5abER40xA\naOwIMiEnHQFmFHnoCkUHNaBU6mjx+c9/nl27dnUvor/xxhv5/Oc/3339nDlzuOuuu/jMZz7Daaed\nxj333MMll1xCXV1ddzB19tlnA1BUVNR9u5ycHGw2W49jidLS0vjmN7/JsmXLCIVC/OMf/+D666+n\nurqaU089lUAgwDnnnMODDz6Y9GP5n//5H66//noKCgrIzc3ll7/8ZfeIWlVVFbNnz2bTpk2UlJQw\nY8YMHnvsMb7whS9QX1/P4sWLefbZZ3E6nTidTtLS0rrv1+PxkJqa2mfAmeiWW27hgQcewG633md+\n8IMfcMUVV3D33Xdz1113UVRUxH333ddnWo5rr72Wq6++mgceeCDpxzsYxBjT/5UiXmNMZsLlZmNM\nTn/Xj6QlS5aY1atXH/LthqrGYHwd2ymxxffx6alk1sMdSp+Go0Zisy/YXRmhd8UGdWgSyyWdMbNg\n0IKnxHqm8QCwr2ND5c3tjTy1Zg8el4OOrggXL57IrPGZ/PyVbWxv8JHlTsEfCFHVGuC2M6dx9pwi\nnn5/D1XNnZTkpFGc7eaFDbVctLB4wDQ5vYnI+8aYJYP9eETkVuA6YB7wR2PMdbHjZcBuILH0x4+M\nMf8Ru16AHwI3xq57GLjTDPRGG3O472Hq0AyU8LbyR5/o/rn03/9+wPUVPzx/SPqkRpfZs2fz1FNP\nMXt2z6U9r732GldddRWVlZWDMtWZ7PvXwcYqe/fkYJfHnMTRgcEMenrvEt1S42XW+KwD6hwerE8H\nM1ijbwM99l2NPho7gjgdnYCOph2JviokDIbEadXEY/HvQx9cW+ssz5iRT6bb2d12SU4azZ1dhCKG\ndfva8HVFeHtnAxcumtDjeVhT2RK7n1HzllINfB84B+hrjiPbmD6LuN4EXAQswJqjfhkrsPvfIeqn\nUmoQBYNBrrnmmgOCtFAoxAMPPMCNN944pOvR+mI7yPW9/ws82OUxLR70bKweOGFnMuLBlttpZ3ON\nl3V729hc4z34DQ/RnOKsQdkxN9Bjn1OcRXFWanfeLXVkEl8bg3mfrhQ771Y0s6aymdUVzfiDkUG7\n/4NZXJrDZcdP4qQp+d07Q3/0jy1UNHZQmOHma2fPZMHEbNKcdsZ5XN398/qD/PHdKsry0rns+EkH\n3VwxXIwxfzHGPAM0HeJNrwV+aozZGyu7dx/WyJw6CpTd+fyYLEGlkud0Ornzzjt7HNu8eTPZ2dnU\n1NTwla98Zdj7NLhZ2ca4wVifFh+Z6rmmaP/i78E2WIvfB3rsQzUKpAZX753MW2q8NPismrLDudZx\nTWULP3t5O3XeAHOKM4gYYcO+NiaOcxOKGrLcTlZuqefFcC3b6rzUtXdR03pgQuVRrlJE4iNm/88Y\n0xg7PgdYl3DeutgxpdQYNWvWLDo6Og5+4hA5WKCWLiJVCZezEi4LkNbHbUa9/qb5BiPoiY9MJX5I\nzhqfxe7GDmaNH71BTjI7WRPzd42hD9RjRuLGAleKrd+6sIMpsRLDuxXx1AaGaDRKMByh0Rukzhfg\nkX8F6QhGWVqWw7QCD9vr29lY7eX48lwafUG6QhHuf2krN58+NanlASOoETgeWIu1DuAXwONYU6Rg\n1UJOHHb2Ah4Rkb7WqYnITVjTpd1pBtTIGa21PtWx7WCB2pnD0othNpS7KvvapXewmpfDsSFgMIy2\n3aiqb4lB92DXhe39Wu2vEsMFiybw93U1tPpD+ENRfF1hwKp7+8CK7Uwv9OCwCYsmWeW6fvzCZl7d\n1kAoEuXfz501av8OjDE+IL7ivy626aBGRDKMMe2AD0jcYJUF+PrbTGCMeQh4CKzNBEPXc5WM0Vrr\nUx3bBgzUjDGvDldHhtNQZr7v60PyYO2NlQBouCsGqNGn92u1vw0L15xUTordxssb68hyOSjKdpHm\ncrKrsZNt9V5qvZ2cObOArrAVm5wyvYA1Va1sb/CxprL5kHZ+jrB4cBVf77sRayPBu7HLC2LHlFLq\nsByTa9SGO/P9wdobKwHQSFYMUKPDobxWy3LTWDYtjzpvADFW7rfiSVm8X9lEKGJ4r6KVrjBkuh0s\nnJTNopJsmjuTL6s1lETEgfX+aAfsIpIKhIHjgFZgOzAO+DmwyhgTn+78PXC7iMRr9NwRO0cppQ7L\nMRmoDaW+NhMcbBpnLARA+1r8PPLmbq5bVs6EccOXkVmNLr1fq32NBu+s9/HNv64nEo0SjBhKc9Mo\nzEjF6bCxqbqNaCRKmjsllgDXwbg0J79ctQObCEvLxo2WnZ93A/ckXL4K+C6wFbgXKMBaf/YykLiw\n6VfAZGB97PLDsWNqDBgNtT6V6k0DtSPU35qdodxxN5xr2uJt/f3DGl7eVAswJPU91djUe4TNH4zw\n70+uY82eVjJdQk5GKtMLCrjyhDJ2Nfp4+v0qglEhFDGkuxw47Tb+a8U29rX4Oa503JAn5k2WMeY7\nwHf6ufqPA9zOAF+PfakxZjTU+lSqNw3UjlB/a3aGcsfdcK5pi7d1Qvk4UmzCdcvKh7Q9Nbb0NcLW\nGghhgJQUO02+IO9XtnDlCWVW7rgUO1trOyjMcjFpnJv2rjDj3CkUZaZy3bLyMbGpRimlhlO/gZqI\nPEoSib+MMdcc7JyjWe8RhcQUCcPV5lBKbOvcecVD3p4a2+YUZ3F8WTaN7QHC4SgdwShr97TyzNp9\nXH9yOR9UtdARjPDhnjbeq2gmMzWFy46fxDUnlfPWzkYefbuSq08s5cxZhSP9UNRRRJPUqrFsoBG1\nHQk/52Fl3H4OqARKgE8Cvxu6ro0N/a0vG8pRr+Fc0zYW1s+p0eXU6QU0dYQJR6K0doZwpdgoy7XW\nNZ43r5id9T421njZ29JJKGJIsdvwByM8+q/drN3bxvwJWRqoKaVUTL+BmjHmu/GfReRF4HxjzOsJ\nx04GvjW03Ru7xspOTqUG08bqNlZuaSDdZee4kjzOm1fcYwlAjsfJlz46nWc+2EtGagoba7ycM2c8\nf3ingn/tbCIqUO/1j/CjUEqp0SPZNWonAm/3OvYOcNLgdufooSNR6lg0pziLixZG8AZC1LR14Q8d\nuARgc00bm2vbmTU+gzSnnRc31LB2TysikOl2cuoMHU1TSqm4ZAO1D4B7ReTbxhi/iLixtqqvHbqu\nqURjpXqBOrb5gxF2N3bQ6g+xfH0NVU0dZKVZJaHi/7h4A2F21vtYWpZDVVMnL1W1EI0YTp1RwKcW\nTeT0GQUj+RCUUmpUSTZQuw74A9AmIi1YiR5XA1pvY5iMdPWCsR4ojvX+jxXL11fzzNpqctNSyPO4\nOGFyLvkZrh5LAGpa/QTC1u+j2utnW207RZmpfPbkcvIzXCPYe3Ws01qfajRKKlAzxlQAHxGRSUAx\nUGOMqRr4VmowjfSat5EOFI/UWO//WHHevGIqmzqJRA2T89M5fUbBAYHxRYsmAjA+283Ta/bgD0Xo\nDIV5c0cDncEIFy+eOJZKSKmjiNb6VKNR0nnURCQXOB0Yb4z5sYgUAzZjzN6h6pzab6TXvI10oHik\nxnr/x4ocj5Pbz54x4OhljsfJjKIMnllbzfSCDHY1dFCak0ZLR4jOUITRUEJKKaVGi6QCNRE5DXga\na7pzGfBjYBrwNaw0HeooN9KB4pEa6/0fK5KZYvYHI2ytaycSNWSlOSnNTScj1c7CieOYUZQ5WkpI\nKaXUqJDsiNp/AZcZY16JrVEDa9fn0qHpllJqLEpminljdRuNviCLS7I5b14x0wrSqWjyc9HCCeR4\nnMPZXaV60FqfajRKNlArM8a8Evs5Xq0geAi3V0odA5KZYk48x+2043LY2VzjZUahR9emqRGltT7V\naGRL8rxNInJOr2MfA9YPcn+UUmNYfIp5oJ21B54jvb4rpZSKSzZQuwN4XER+B7hF5FfAI8D/S7Yh\nEckRkb+KSIeIVIrIlf2cJyLyfRHZJyJtIrJKROYk286R8gcjrK5oHtJanUqp/WaNz2TBxCxmjc8c\n6a4opdSok2x6jrdFZAFW3rTfAHuApYe44/MXWNOlhcBC4HkRWWeM2djrvEuB64GTseqKfh94FFh8\nCG0dNk3joNTw2tXoo8EXZFejjxyP/s2p0S+xyHvFD88fwZ6oY0Gyuz5PBdYYY37c6/gyY8ybSdw+\nHbgYmGuM8QFviMjfgKuBO3udXg68YYzZFbvtY8BXk+nnYNA0DkoNL/2bU0qp/iU79bkKeFdEpvQ6\n/kKSt58OhI0x2xKOrQP6mtJ8ApgiItNFJAW4FvhHku0csWTW2CilBo/+zSmlVP+SDdQ6gJ8Bb4rI\n2QnHk1396wG8vY55gYw+zq0B3gC2An6sqdA+R9RE5CYRWS0iqxsaGpLsilJKKaXU2JBseg1jjPm1\niGwG/iQi9xtjfnoI7fiA3iuFs4D2Ps79NlZ+tklALXAVsFJE5hhjOnt16iHgIYAlS5aY3neklFJK\nJUtrfarR6JDyoBlj3hCRE4G/ishCkh9R2wY4RGSaMWZ77NgCoPdGArA2GjyRsFHhERH5L2A2VmUE\npZRSatBprU81GiU79bkr/oMxZg/WjkwHkJbMjY0xHcBfgO+JSLqInAxcgLWbs7f3gEtFpFBEbCJy\nNZAC7Eiyr0oppZRSR4WkAjVjzMJelwPGmCuMMckGegBfBNxAPfAH4GZjzEYRKRERn4iUxM77EdZG\ng7VAK9b6tIuNMa2H0JZSSik15MrufL5Hug6lBlu/U58icrUx5tHYz9f3d54x5jfJNGSMaQYu6uN4\nFdZmg/jlAHBL7EsppYadiNwKXAfMA/5ojLku4bqPYuWFLMGqeXydMaYydp0APwRujJ3+MHCnMUbX\n0I4BWutTjUYDrVG7gv1Tk1f3c47BSoCrlFJHk2qsZNvnYM0EACAieVjLOG4EngP+A/gTcGLslJuw\n/iFdgPX++DKwG/jf4eq4Onxa61ONRv0GasaY8xJ+PmN4uqOUUiPPGPMXABFZAkxMuOrTwEZjzJOx\n678DNIrITGPMFqy8jz+Nb4YSkfuwgjcN1JRSh2Wgqc9k169FB687Sik1qs3BWkMLWBulRGRH7PiW\n3tfTf2JvNQx07Zg6Ggw09RnGGrrvj8Su13TiSqljhQfonV07MXm3B2jrdZ1HRKSvdWoichPWiBsl\nJSW9r1ZjiNb/VENloECtfNh6oZRSY8PBknf3vj4L8PW3mUCTdiulDmagNWqVw9kRpZQaAzZirUMD\nQETSgSnsT969EWsjwbuxy/0l9lZKqaQkXZlARC4ATgPySKhIYIy5pt8bKaXUGCQiDqz3RztgF5FU\nrOUgfwV+IiIXA88D9wDrYhsJAH4P3C4iy2OX7wB+PqydV0odVZLaMCAi9wC/ip1/KdCEtW1dk9Aq\npY5GdwN+4E6sesN+4G5jTANwMfCfQAtWXeLLE273K6y0HetjX3+PHVNjQNayK7q/lBotkh1Rux44\nyxizQUQ+a4z5qoj8EevNTCmljirGmO8A3+nnuhXAzH6uM8DXY19qjNFan2o0SrYEVLYxZkPs56CI\npBhj3sWaClVKKaWUUkMg2RG1nSIyxxizEdgA3CwiLVhD/0oppZRSaggkG6jdDeTGfv4G8DhWvqAv\nDkWnlFJKqeGmtT7VaJRUoGaMWZ7w8zvA1CHrkVJKKTUCtNanGo0OJT1HGlaA5kk8boz512B3Siml\nlDocWjZKHW2SCtRE5Brgv4Eg1jb1OANo3ROllFJKqSGQ7Ijaj4GLjTEvD2VnlFJKKaXUfsmm5wgC\nq4awH0oppZRSqpdkA7VvAfeLSN5QdkYppZRSSu2XbKC2DbgAqBORSOwrKiKRIeybUkoppdQxLdk1\nao9iFRv+Ez03EyillFJHBa3xqUajZAO1XODbsTp2Siml1FFHa32q0SjZqc/fAlcPZUeUUkoppVRP\nyY6oLQVuFZFvAnWJVxhjTh30XimllFJjVDzpbsUPzx/hnqijQbKB2q9jX0oppdRRSWt9qtHooIGa\niNiBKcB/GmO6hr5LSiml1PDTWp9qNDpooGaMiYjIF4HvDH13lFJKqUOnNT7V0SrZzQS/B74wlB1R\nSimllFI9Hcpmgi+JyNeBPVjF2AHdTKCUUkopNVR0M4FSSiml1CiVVKBmjPndUHdEKaWUOpokrpvT\nVB3qcCW7Rg0R+ayIrBSRrbHvnx3KjimllFJKHeuSGlGLJbq9BvgpUAmUAl8XkWJjzH8OYf+UUmrU\nEZFVwIlAOHZonzFmRuy6jwK/AEqAd4DrjDGVI9FPdWi01qcajZJdo3YjcHrim42IvAi8BmigppQ6\nFt1qjHk48YCI5AF/wXrPfA74D+BPWEGdGuW01qcajZKd+kwHGnodawLcg9sdpZQa0z4NbDTGPGmM\nCWDln1wgIjNHtltKqbEq2UDtH8DjIjJDRNyxN53fAS8OXdeUUmpU+4GINIrImyJyeuzYHGBd/ARj\nTAewI3ZcKaUOWbJTn7cC/w18GLtNCHgS+NIQ9UsppUazfwc2AUHgcuA5EVkIeDhw9sELZPR1JyJy\nE3ATQElJyZB19mg12NUItNanGo2STc/hBa4RkeuAPKDRGBMdyo4ppdRoZYx5J+Hi70TkCuA8wAdk\n9jo9C2jv534eAh4CWLJkienrHDV8hrLWp6bqUIcr2RE1RCQLmIH1HyMiAoAxZuWQ9EwppcYOAwiw\nEbg2flBE0oEpseNKKXXIkk3PcR3WdnMf0JlwlQEmD363lFJqdBKRbOAE4FWs9ByXAacCXwZagJ+I\nyMXA88A9wDpjzJYR6q5SaoxLdkTtP4FLjDEvHG5DIpID/B9wNtAIfMMY84d+zp0M/Bw4DegCfmOM\n+frhtq2UUoMoBfg+MBOIAFuAi4wx2wBiQdp/A49h5VG7fIT6edQa7LVpSo1myQZqDuClI2zrF1gL\nbwuBhcDzIrLOGNNjSkBEnMDLsfMvw3ojnH6EbSul1KAwxjQAxw9w/QqsIE4ppY5Ysuk5fgTcLSJJ\nl5xKFFuncTHwLWOMzxjzBvA34Oo+Tr8OqDbG3G+M6TDGBIwxHx5Ou0oppZRSY1mygddXgbuBdhGp\nSvxK8vbTgXB8aiBmHX3nFjoRqBCRF2I5ilaJyLwk21FKKXUUKbvzeZ3qVMe0ZKc+rzrCdjxYuYQS\n9ZdbaCJwBnAB8ArWAt2/ichMY0ww8UTNQaSUUmqwaK1PNRolm0ft1SNs51ByC/mBN+IbF0TkPqzR\nvFkkZPyO9UtzECml1DFgOEbVhqvWZ/yxaD41lYykpj5FxCUi/ykiu0SkLXbsbBG5Ncl2tgEOEZmW\ncGwBfecW+hAr7YdSSiml1DEt2TVqPwPmAp9hfxC1Ebg5mRvH6t39BfieiKSLyMlYU5uP9nH6Y8CJ\nIvIxEbEDX8FK57E5yb4qpZRSSh0Vkl2j9ilgqjGmQ0SiAMaYfSIy4RDa+iLwG6AeaAJuNsZsFJES\nrJp5s40xVcaYrSJyFfC/QAGwBrig9/o0pZRSR6eR2jygtT7VaJRsoBbsfa6I5GMFXEkxxjQDF/Vx\nvIpYWaqEY3/BGoFTSimlhsVQ1vpU6nAlO/X5JFbh4XIAERmPlXn7iaHqmFJKKaXUsS7ZQO0uYDew\nHsgGtgPVwPeGqF9KKaWUUse8ZNNzBLGS3n41NuXZaIzRnZlKKaWUUkPokEtCGWMajDFGROaJyJND\n0SmllFJKKXWQQE1E0kTkP0TkORG5X0QyRWSyiPwVeAtrB6dSSimllBoCB5v6/AWwCHgROBeYB8wE\nfgd8zhjTOLTdU0opNdZpJv6+JaYh0edG9edggdo5wEJjTL2IPAhUAacZY14f+q4ppZRSw0drfarR\n6GCBmscYUw9gjNkrIj4N0pRSSg2FkUp0GzdctT6VOhQHC9QcInIGIPEDvS8bY1YOUd+UUkoppY5p\nBwvU6rHKPsU19bpsgMmD3SmllFJHn5EeMRvNdB2f6s+AgZoxpmyY+qGUUkqNqNFQ67OvYFaDt2Nb\nsrU+lVJKqT4dLbsXx1Ktz6PlOVcHd8gJb5VSSiml1PDQETWllFJqjNB1fsceDdSUUkodlr6CBg0k\nBt/BnlPdiHB000BNKaUGmYjkAP8HnA00At8wxvxhZHullEXXt40tGqgppdTg+wUQBAqBhcDzIrLO\nGLNxZLt15HTEbPTSHaNHJw3UlFJqEIlIOnAxMNcY4wPeEJG/AVcDdw5WO4f6oZzsKIp+2B9dDiew\nPtSpVB2hG1pijBnpPgwKEWkAKg/z5nlY0xPDYTjbGu72tC1ta7jbKjXG5A/B/R42EVkEvGmMSUs4\ndgdwujHmk73OvQm4KXZxBrB12Drat+F+fxrt9PnoSZ+P/QbjuUjq/euoGVE7kjdrEVltjFkymP0Z\nDW0Nd3valrY1GtoaBTyAt9cxL5DR+0RjzEPAQ8PRqWQcY7+ng9Lnoyd9PvYbzudC86gppdTg8gGZ\nvY5lAe0j0Bel1BingZpSSg2ubYBDRKYlHFsAjPmNBEqp4aeBmmU4px6Ge5rjaH1s2pa2NSoZYzqA\nvwDfE5F0ETkZuAB4dGR7lpRj5veUJH0+etLnY79hey6Oms0ESik1WsTyqP0GOAtoAu7UPGpKqcOh\ngZpSSiml1CilU59KKaWUUqOUBmpKKaWUUqOUBmpKKXUMEBEZ6T6MNiKSJyIpI90PpQZy1AdqIuJJ\n+HlI36hEJDPh5yF/UxQR+zC2lZhlfaifxxwRcQxTW7NEpGiY2jpFRI4byjYS2jpTRC4RkSH/GxeR\nU0XkZyJSPtRtqcNnEhYkD8frYjQTkTIReRN4BnhORBbE30+PRSIyU0ROF5G82OVjNqgfjc/FUfvH\nKiITReR54EkReVRECs0Q7ZwQkQki8hLwFxH5s4hMGIp2erX3X8Cl0PMNeAjaKhGRp4Hfi8j/iUjW\nED6Pk0Tk78DjwJ9EZOIQP7YrsHJbXQ1D9zzGHteLwJ+B7KFoI6GtnNjr/mmgGEgfwrYmicg/gJXA\nlzkwG78aBUTkZBFZISI/F5EvAhhjoiPdr5EiIm7gYeB9rJqsXuA7wLUj2K0RISJ2Efk18A7wbeB1\nEfnkUL7vjlaj+bk4KgM1ESkE/gbsAO4BJgOPicjHhqCtdOAJoALrwyob+AXwicFuK9beJ4GXgGuA\nM0Rkauz4oEf9IvJZ4G2sGqq/ABYB/zcU7YnInVhvnBVYb5jlwM9i1w3V63QGsBmYHMt1NRSP65vA\nFmCHMWa8MeaVwbz/PnwWaDPGjDPG/NwY0x7rx2A/roeADVi1KVOAV4FPDngjNexEZBlW0L4S62/r\nP0Tk7sQR8mPQRCAV+B9jTB1wI9Z7z1Xx99NjyBxgKjAFOBv4LfCAiJw6or0aGaP2uTgqAzXgZKDJ\nGPNlY8y7wMeACcAXRKR4kNuaBtiBbxpjNgKfBqqBy0RkyiC3BVYg+DOsUaAC4OMw+KNBsanHqcC3\njDG3G2P+CZwPXCQixUPwX0YQ+JQx5lZjTD2wGigQERns//4TAr9G4D2sUaezRcRjjDGDHNQsBV41\nxtwSa/vU2EhU6iC2Qey+bcAy4B+xy1eIyBdFZD7WB9NgteMEWoGFxpgvA2lAF0M4eqcO2yeAvxhj\n7jXG3A9cAVwOnH8MT38KMBdoAzDGeIG/Yr1v3zyC/RoWIpKV8Ls/EasweCMQNcb8GOuf82tFZPKI\ndXKYiMhxIlISu/gRoGQ0PhdHxR9qbL1BQcKhDmCGxBaJGmP8WGVdPgKcd4RtuWPf4wtQA8BiIBxr\nywf8Eavg/SVH0lav9pyxQ38BnjLGPI81bXeSiJwQO+eIAoyEthzGmDBWJvW/JbSfBqwF3EfSTq+2\nXLFDDxhj3hSROSLyIfBvwBrgMwl/SEfalgN6TPvMAH4PvAAsBE6KXX/YQWhCW/HA6A5gioh8R0Te\nB/4beAp4RkQmHW47vdr6/+2debQXxZXHP19BRjwgoBgiLoBLDBgUxSUTM65RoxkVNYqjKO5L4hqD\n+xyVqBgHFZcwao5xGcXd5Kg4UTOKxAWNRIOIYJTFfRdEQEG888etlubn2/kt/d67n3PqvF8v1beq\nul/1rXtvVXdMu7rg1oL3Jd0E/CewPT4yHFEmWSub2WIzO93MZqXtBcAiYHA6p030K60RSauV9ANf\n4tZpAMzsEdy6tl9+f3vCzF4FXsLdWxnTgaeBfmqjsZaSNkohGLcB90rqA0wD3pA0KNcvXoL3h5vW\nqKhVQdIB+ED9lLTrReBdSZsVrS1adYcqqWuKaXocDwg9Jylsk3GXVuY66w0sBF4ANlILZvlI6iHp\nNmA8gJktSS+kfwITgbNzpz8JvI4ri71aWLdSeYuTdWmBmc1Np92KW0p2k7RqSxWMOmRlSud0M/so\nyV0M9EhZ3myJnHpkfZn+Lk2n9ASuMLPuwLnAEOD0lihr9dUrp0jMx83df0p12l/S9cldtKKyvkgK\n72u4cn0S/smRQbhrtytwfHKdr3C9JHVIloHXgTHAZ2Y2wMyGAv8F/FjSjmWQtSR3TEA2tt7IAAAQ\nAUlEQVR23x4ABiSrZLuNf6oV8mD4CfjA405Ja6VDrwJLssFc4gpgS9wbUIhg6RpwCbCPpO/BN/3P\nNLxNPq9lwSqBpCNxBf0F4HRgdXwg1xF4H3f1AWBmU/CwhmEpb6vWExrgu8AzQO/UN74FvAfslp1Q\nlLZo7TfgV8ASM+sH/DceQzXWzD4EfgMcIOl+fLT0JG7p+mn+ZdMUkgvzDqAPflOPTocyxWgcsIOk\nAfCNRWYibs34tLmVakDecvfLzKYDE/CXf7Nfwg3JUm4GVE4B3AOYkZS2Ssl6wsxuTL8X4Pd1D7xD\nKYusnCKxHvBMsriugcf9bYyPtldYFsvu17nA3mZ2nVfLpgOjcavhl2WWdRluVeubG5A8g7t7epZD\nVna/zMnacin+giu7SzeoHzkn44r0Y/jLtw/e/wFMwa2du+Q8DLPwgOmKTqIpOH9J6ZbcvpfxPn2F\nPQYFpB8w0szONLNpwMG4C/xV3HMxWNLOufPvAfpL6tzWBl65gYnh7u7ZeHu8j1vYti5aW7RKRS2n\n1Q7AtV3wf7jzgZ0lHWxmTwFbASOBwWY2Fr8xr0jq2ALNeBxwLO66Ok3SKulFtRRXyqYCl+fOn47H\n8TTr5diIvKVZuXMP2+14rNWPkkXxejU/Dq8xWZkitQ3LXKFHSjpPzQ9KblBWRk7J+ACPX2vJs1qf\nrOzas4DLJL0IrIXHqbyNKzrlkLU4KYZL8YECLFM4F+D3rSWzQOuSlQ0+puEu682BNQHMbA4eP/Z2\nmWTV9RxOwEMLupTsDypIUrL6AqeZ2Ugzewk4EjhQ0hpmNhWPs9mC5UMx5uAWhHZJsuQfA6whabx8\nMtME3OL0Xi3LViGuxT0HWbjJQtz63hm4G4/XOzm5Q8HfnY+kQWybIheH3A13A0/AY9h3MbPf4v3y\nyZL6piy1bwszaxUJ+D5uoeqZtrMH7CSgQ+68M4C3ctsrpb8DcR/0cc2QtWba7gh0Sb/XAf4PGF2S\nZ0PcfXY3cHSSdUMmv1zy6roePrP1a7yD2afcsnBrTCfgIeAX+Ej0XWDPStQLWDn9HYC/ZMZm+8ok\nSymdl65/ZNq/FXA10LdC9eqQy/8sPsIt+7OBz8J8EVcOR+IWtYeza1SgXsIVwaeBoyrVB0T61v3K\nvtXcD+iRfnfCLcV/B76f9vXELW2zgCNwhe0NYN9a16HWKT3zh+NL55xa6/JU8ZnZHPccdErbP8AV\nuamp3/gQ2LXW5a1wG4xK/xcrAWfi4Ru34++424vUFjVvtCY0agfg97jG/xgeezYkHTs9PWxdcuev\nhceoHZK2e+Dus4+Bc1sga886ztkHN5dunO1LfwfiiuKfG5O1gvJWSqkDHhu3BBhRKVnp72BcGfwI\nnwlaqXqtgltmHsTdxudUQlba3xvovILPYlPr1QkPSH0g5T+7QrKyjrcvPsPvRuCMCtYr6/S6p7pt\nU83+IdJy9yj7X90Z+Fv6nd0f4aEit5LWDqx1eYuUsnZqLwk4FZ+Ult/XAY9dHF7r8lWpDS4Ftk2/\nx+EhAs+lfq0jPmP/0FqX06x1KGqb4pMFeqbGOyO9LH6Yjr+Pm/2z83vgLqzjcvt2JKfMNVPWTGC7\nkvNWx91L9+X2dcr97rACdWuWPGAnoGuFZa0M9MJHHZVux464dWZYNeqV/jZq9SxTvbrgbqlK1yv/\nLDb6AipHG2Z1bEo7RipfqquvwePTbqjrGWhq3xSpbSaWGRVuJ1m/8SVJxtCIxb2tJeBCfNAyBfcW\njMHXKN261mX7VllrXYB6GrAby0aHxwAz0+9s37j0wuiEr84/B/cvZ/knAnuVUdYNwPq5PB1wU/HL\n+Ayq6cBBVZY3rEqyZgAHVlHWfxTpnkW9yvPcRypvSvcir4Ctlf4Kt0bvnbZHABcD3Wtd5kjFSPhg\n7GHcGzMRd4P/pNblqkE7DMfj04al7f7ABcAGtS7bt8pa6wKUNNxG6QF6ELeK9cEXr52AL66Znbcp\nHoORuUAvx2N+bk0P3os0HmfUHFmTM1m5/dvikwXeAA4vc91WSF7ICllFkBWp/AlXxPIxubvi1s+r\n0vZquHX01/ii0a+RvA+RIpkZeIjO13ic8a9rXZ4atsMqNBL7XJRUmFmfLVjnZQoeBAoeFP4LfIQ/\n3swGmdnsMsp6iTSVXf49sM2BR3H3wnqWlpMogryQFbKKICsoP2ldPjOfdbuupMdwZXuMmZ2UTtsU\nnxDyS+APZrahmU2qVZmDQjIDV+T7mdnoWhemVpjZF9bMpbpqRq01xZx2eyFwdG57HXxdpt54zMyd\nwE6543vhLphVqy0Lj6FarYjyQlbIKoKsSJVL+Hd3lwLXl+xfCV9I+ZRalzFSpEjlS81aRLTCXEta\n/LOedV42AE6R9Lr5ulBb4mubLKy2LPOFWIsqL2SFrCLICspMWh/xOdztvJGZzUz7OwJLzRfjnI8H\nRQdB0FaotaZYmqjiOi/VlNWW6xayQlakyic8Pm1wbrsDTZyxHClSpNabimRRA5b7nMkO5D5XZGZT\nJe2Hv1w2MbObW5OsassLWSGrCLKC8pHu2+S0qvpKtuz7uEEQtGEKp6jlPrmzNb5wLJKOx7/BeJGZ\nPY/PZmpVsqotL2SFrCLICspPUthCSQuCdkLhFDXzGU0d8Rlp35E0EV9l/Qjzj623SlnVlheyQlYR\nZAVBEAQrRharUigkDQT+gS8ZcJlVcApxNWVVW17ICllFkBUEQRC0nKIqap2AE4CxZvZFW5FVbXkh\nK2QVQVYQBEHQcgqpqAVBEARBEAQU58sEQRAEQRAEwfKEohYEQRAEQVBQQlELgiAIgiAoKKGoBUEQ\nBO0WSTtIeqsZ50+QdFQly9RUJN0k6cIVyP+5pPXLWabctUdJOqWFeZ+TtEm5y9RaCUUtCIIgqBpJ\n0fk0fW82qBJ1KZhm1sXSN2PLLGtN4FDgurS9rqRJkj6RdFnJuf8racuSS4wGRpa7XK2VUNSCIAiC\nqiCpL/BvgAF71bQwBSMtQt1WOAx4yMwWpe2zgJuBfsCQTDGTNBSYlb6Gkud+YEdJ361SeQtNKGpB\noZA0W9IiSfMlzZX0tKTjJDX6rErqK8naWIcXBG2JQ4FJwE3A8PyB5Mb7naTx6f//WUkb5I5b6gv+\nmfqG36XvniLpfEm35s5dri+QdLikV9J1Z0o6tqkFlrSLpOmS5km6BlDJ8SPStT+V9LCkPrlju0qa\nkfKOlfREZtWSdJikpyRdIelj4HxJG0h6TNLHkj6SdJuk7rnrbS7p76kedwKr5I71kPSgpA9TWR6U\ntE46dhGuIF+T3J3X5Np0w/S7m6RbUv45ks7N+t1U1icljU7XniVp9waabXfgidx2P+AxM5sH/A1Y\nX9JqwJnA2aWZ09qOk4HdGrk97YJQ1IIisqeZdQX6AJcAZwA31LZIQRCUgUOB21LaTVKvkuMHAhcA\nPYDXgItKjv87sBWwKXAATX+Rf5DyrgYcDlwhaYvGMknqCdwHnAv0BF4Hts0d3xtXNPYF1gT+Ctye\ny3sPbk1aA5gB/KhExDbATKBXqquAUUBvoD+wLnB+ul4n4E/A/+Cff7sb2C93rZWAG/F+cz1gEXAN\ngJmdk8p2QnJ3nlBHda8GugHrA9vj9+rwkrLOSO1wKXBDpijXwcB0bsZUYJekdA4GXgZ+A4wxs7n1\nXOMVYLN6jrUrQlELCouZzTOz+4GhwHBJP5D0M0kvSPpM0puSzs9lmZj+zk2jxn+Fhke8QRBUB0k/\nxpWIu8xsMq70HFRy2h/N7Dkz+wpX5gaVHL/EzOaa2RvA43UcrxMzG29mr5vzBPAIbmFqjD2Al83s\nHjNbAowB3ssdPw4YZWavpDJfDAxKfUyW97507KqSvADvmNnVZvaVmS0ys9fM7FEz+zJ9d/dyXGkC\n+CGwMq7cLDGze3DrVFbHj83sXjNbaGbzccVve5qApA64knyWmc03s9nAZcAhudPmmNnvzWwp7sZc\nC1cw66I7MD+3PQpv7yeAsUAnXNl+QNI4SRMllSqP89N12j2hqAWFx8yeA97C/9EX4CO97sDPgOMl\nDUmnbpf+dk+jxmcaGvEGQVBVhgOPmNlHaXscJe5PlldkFgJdmnm8TiTtrmXB7HNxJapnE7L2Bt7M\nNsw/5fNm7ngf4Mrkip0LfIJbxdauJ2/p7NL8tZDUS9Idkt6W9Blwa66cvYG3bfnPCc3J5V1V0nXJ\nbfkZPnDtnpSwxuiJK4FzcvvmpHpkfNP2ZrYw/ayv/T8FuubO/8TMhprZZsCVuPXuRNz1ORX4CXCc\npP65a3QF6rO2tStCUQtaC+8Aq5vZBDN7ycy+NrMpuNLV0KixoRFvEARVQFJn3FW5vaT3JL0HnAps\nJqkc7q0FwKq57W+C0OWzS+/FZxL2MrPuwEOUxJrVw7u4+zG7lvLbuKJ1rJl1z6XOZvZ0yrtOSd51\nWJ7SbzhenPYNNLPVgGG5cr4LrF3iblwv9/s0YGNgm5Q3G7hm5zf0vciPgCW44pm/9tsN5GmIKcD3\n6jl2DDDJzKbiLtLnzWwx8FLazugP/KOF8tsUoagFrYW1gU8kbSPp8RTwOg9XxBoaGTc04g2CoDoM\nAZYCA3B35SD8RfxX3EK+orwIbCdpPUnd8LiwjE7AvwAfAl+lIPhdm3jd8cAmkvaVT0w4iZwSCFwL\nnKW05lcKyN8/l3egpCEp7y9L8tZFV+BzYJ6ktYERuWPPAF8BJ0laWdK+wNYleRfhoR+rA+eVXPt9\nPP7sWyR35l3ARZK6poHsr3CLXkt4iDoG0JK+g7fD+WnXLHx2ZxdgSzxeD0mr4LFsj7ZQfpsiFLWg\n8EjaClesnsTdJfcD65pZN7yjbGjE2NCINwiC6jAcuNHM3jCz97KEB7sfrBWcqW1mjwJ34pacycCD\nuWPzcQXrLtwldxDehzTluh8B++OTmj4GNgKeyh3/I/Bb4I7kbpyKz3jM57005R0APA982YDIC4At\ngHm4ondfTtZiPITjMHzAOTR/HI+f64xbxyYBfy659pXAz1Os7lV1yD4Rt0zOZFlf+4cGytoQtwB7\nJEtqntHASDP7PG2PAnbC++kHcst07AlMMLN3Wii/TaHl3d1BUFskzQaOMrO/pOnb2+EdzFNmdqik\nD4ARZnazpK3xDvkRMxsmaVU8ALW/mb2arrcPPrtoqJm9nEbbu5rZ3TWoXhAE7ZS01MVbwMFm9nit\ny1NpJF0MfGBmY1qQ91ngyOQebfeEohYUiqSo9cJN/F8D03Dz+7VmtlTSz/HZSKvjM4hm45MHhqX8\nI4Hj8cDYn5rZJEmHAKfjbtB5wKNmdkQ16xUEQftD0m7As7hLcgTu9ls/txBsEDRKKGpBEARBUAHS\n8kEn4nFy04CTzOzZmhYqaHWEohYEQRAEQVBQYjJBEARBEARBQQlFLQiCIAiCoKCEohYEQRAEQVBQ\nQlELgiAIgiAoKKGoBUEQBEEQFJRQ1IIgCIIgCApKKGpBEARBEAQFJRS1IAiCIAiCgvL/uLpF8lqS\njEgAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Calculate the degradation rate using the YoY method\n", "cs_yoy_rd, cs_yoy_ci, cs_yoy_info = rdtools.degradation_year_on_year(clearsky_daily)\n", "\n", "# Visualize the results\n", - "cs_start = clearsky_daily.index[0]\n", - "cs_end = clearsky_daily.index[-1]\n", + "cs_start = clearsky_daily.index._mpl_repr()[0]\n", + "cs_end = clearsky_daily.index._mpl_repr()[-1]\n", "cs_years = (cs_end - cs_start).days / 365.0\n", "cs_yoy_values = cs_yoy_info['YoY_values']\n", "\n", @@ -557,7 +448,7 @@ " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", "ax2.set_xlabel('Annual degradation (%)');\n", "\n", - "ax1.plot(clearsky_daily.index, clearsky_daily/cs_yoy_info['renormalizing_factor'], 'o', color = 'orangered', alpha = 0.5)\n", + "ax1.plot(clearsky_daily.index._mpl_repr(), clearsky_daily/cs_yoy_info['renormalizing_factor'], 'o', color = 'orangered', alpha = 0.5)\n", "ax1.plot(cs_x, cs_y, 'k--', linewidth=3)\n", "ax1.set_xlabel('Date')\n", "ax1.set_ylabel('Renormalized Energy')\n", @@ -578,7 +469,7 @@ " bbox=dict(facecolor='white', edgecolor=None, alpha = 0))\n", "ax2.set_xlabel('Annual degradation (%)');\n", "\n", - "ax1.plot(daily.index, daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", + "ax1.plot(daily.index._mpl_repr(), daily/yoy_info['renormalizing_factor'], 'o', alpha = 0.5)\n", "ax1.plot(x, y, 'k--', linewidth=3)\n", "ax1.set_xlabel('Date')\n", "ax1.set_ylabel('Renormalized Energy')\n", @@ -589,6 +480,15 @@ "\n", "print 'The P95 exceedance level with the clear sky analysis is %.2f%%/yr' % cs_yoy_info['exceedance_level']" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { @@ -608,9 +508,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.13" + "version": "2.7.14" } }, "nbformat": 4, - "nbformat_minor": 0 + "nbformat_minor": 1 } diff --git a/setup.py b/setup.py index 20ad7fef..3d511bfa 100755 --- a/setup.py +++ b/setup.py @@ -26,7 +26,7 @@ INSTALL_REQUIRES = [ 'numpy >= 1.11.2', - 'pandas == 0.20.3', + 'pandas >= 0.20.3', 'pvlib >= 0.5.0', 'statsmodels >= 0.8.0', 'scipy >= 0.19.1',