{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Bayesian Correlation with PyMC\n", "\n", "In this notebook, I show how to determine a correlation coefficient within the Bayesian framework both in a simply and a robust way. The correlation can be seen as a direct alternative to the traditional Pearson correlation coefficient.\n", "\n", "The model and code shown here is motivated by the following blog posts and the book \"Bayesian Cognitive Modeling\":\n", "\n", "* http://www.sumsar.net/blog/2013/08/bayesian-estimation-of-correlation/\n", "* http://www.sumsar.net/blog/2013/08/robust-bayesian-estimation-of-correlation/\n", "* http://bayesmodels.com/\n", "\n", "My main contribution here is to show how do apply the model with Python and PyMC." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns; sns.set() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model\n", "\n", "First, let us start with defining our model both for the classic way of using a multivariate normal distribution as well as for the robust way that utilizes a multivariate student t-distribution." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import pymc as pymc\n", "from pymc import Normal, Uniform, MvNormal, Exponential\n", "from numpy.linalg import inv, det\n", "from numpy import log, pi, dot\n", "import numpy as np\n", "from scipy.special import gammaln\n", "\n", "def _model(data, robust=False):\n", " # priors might be adapted here to be less flat\n", " mu = Normal('mu', 0, 0.000001, size=2)\n", " sigma = Uniform('sigma', 0, 1000, size=2)\n", " rho = Uniform('r', -1, 1)\n", " \n", " # we have a further parameter (prior) for the robust case\n", " if robust == True:\n", " nu = Exponential('nu',1/29., 1)\n", " # we model nu as an Exponential plus one\n", " @pymc.deterministic\n", " def nuplus(nu=nu):\n", " return nu + 1\n", " \n", " @pymc.deterministic\n", " def precision(sigma=sigma,rho=rho):\n", " ss1 = float(sigma[0] * sigma[0])\n", " ss2 = float(sigma[1] * sigma[1])\n", " rss = float(rho * sigma[0] * sigma[1])\n", " return inv(np.mat([[ss1, rss], [rss, ss2]]))\n", " \n", " if robust == True:\n", " # log-likelihood of multivariate t-distribution\n", " @pymc.stochastic(observed=True)\n", " def mult_t(value=data.T, mu=mu, tau=precision, nu=nuplus):\n", " k = float(tau.shape[0])\n", " res = 0\n", " for r in value:\n", " delta = r - mu\n", " enum1 = gammaln((nu+k)/2.) + 0.5 * log(det(tau))\n", " denom = (k/2.)*log(nu*pi) + gammaln(nu/2.)\n", " enum2 = (-(nu+k)/2.) * log (1 + (1/nu)*delta.dot(tau).dot(delta.T))\n", " result = enum1 + enum2 - denom\n", " res += result[0]\n", " return res[0,0]\n", " \n", " else:\n", " mult_n = MvNormal('mult_n', mu=mu, tau=precision, value=data.T, observed=True)\n", " \n", " return locals()\n", " \n", "def analyze(data, robust=False, plot=True):\n", " model = pymc.MCMC(_model(data,robust)) \n", " model.sample(50000,25000) \n", "\n", " print\n", " if plot:\n", " pymc.Matplot.plot(model) \n", " \n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data\n", "\n", "Let us define some data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "x = np.array([525., 300., 450., 300., 400., 500., 550., 125., 300., 400., 500., 550.])\n", "y = np.array([250., 225., 275., 350., 325., 375., 450., 400., 500., 550., 600., 525.])\n", "data = np.array([x, y])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inference\n", "\n", "And now, we can do the inference. First, with the classic (non-robust) model." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 50000 of 50000 complete in 16.9 sec\n", "Plotting r\n", "Plotting precision_0_0\n", "Plotting precision_0_1\n", "Plotting precision_1_0\n", "Plotting precision_1_1\n", "Plotting sigma_0\n", "Plotting sigma_1\n", "Plotting mu_0\n", "Plotting mu_1\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlwAAAFyCAYAAAAgUgRrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmQAAAFyCAYAAABbdsanAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAAFyCAYAAAC0tK2ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xl4U9XWwOFfmnRO5zZpGcpUmYcyowiIIk6gqCB60eIV\nBAT1KigIcoGKCAgoigIKisJV4aLgwIeKCo4gUhC5IAJCoXSiLXRIW5q2Sb4/SkPTJp1pk8N6n8fH\ncM7OOWslabO6zz57qywWiwUhhBBCCNGo3Bo7ACGEEEIIIUWZEEIIIYRTkKJMCCGEEMIJSFEmhBBC\nCOEEpCgTQgghhHACUpQJIYQQQjgBKcqEEEIIIZyAFGVCCCGEEE5A09gBCCGEM/rggw84fPgwhYWF\n/P7774wZM4akpCQMBgMzZ86kqKiIxYsXExAQQFRUFGPGjGHt2rUkJydb2wQHBzd2GkIIF6KSGf2F\nEMKxpUuXctNNN/HWW2+xevVq9u7dy8GDBzEajQwcOJDo6GgmTJjAq6++yrRp02zaTJw4sbHDF0K4\nEOkpE0IIB06ePInJZKJp06aEhIQAEB4eTlpaGkVFRURERADg7+9PTk6OtY1eryctLa3R4hZCuCaX\nLsqKi01kZuY3dhj1IijIR3JxMkrJA5SVS1iYX4Od68MPP2TcuHGEhISQlZUFQEpKCjqdDrPZTEpK\nCnq9nuzsbHQ6nbVNamoqer2+yuMXF5vQaNRXNAdXpFKpAJALOeJqU+Oi7Ny5cxXGUQDs3r2bzz77\nDIvFwgMPPEB0dDSzZ89Gq9VSWFjI3LlzK7Rp2bIlCxYsICwsjMzMTObPn8++ffts2nTv3t1x8Ar6\nZSa5OB+l5AHKyqUhnTx5kiZNmgDQt29fYmNjycnJITY2loKCAhYuXMiWLVsYOnQoarW6QpuqOFOh\nHBbmR3q6obHDsFE+HmeMsTyJsX4oNcaq/qiscVG2adMmYmJirOMo7r//ftRqNe+99x4rV67EZDLx\n1FNPMXbsWCIjI5k4cSIrVqzg999/r9Bm2rRpTJgwgbZt2/Liiy+SmJhYoc2qVatqGqIQQtSL9957\nz/o4JibGZp9Wq2XZsmU228q3EUKImqhxUZaRkWEzjsJgMBAYGIjFYkGj0aDRaCgsLCQjI4Pw8HDg\n8hiM8m2ioqIA+OGHH3Bzc6NVq1YV2gghhGgcK1e+AsDkyVMbOZL6p+TchOuqcVEWERFhM47Cz6+k\nK87T05OioiJMJhOenp5ERESwf/9+oGR8RVRUVIU2AG+++SZ+fn7MmjXL7nGq0pDjS640ycX5KCUP\nUFYuomEouWBRcm7CddV4SoyMjAwWLlyIr68vXbp04dixY8yYMYODBw/y8ccfU1xczCOPPEKnTp2Y\nM2cOnp6eqFQqZs2axb59+2zanDhxglWrVtG1a1cApkyZQnp6eoXjVMbZrzlXlytcP68upeSilDxA\nebkohTO9J870GdHp/AFIS8ux2e5MMToiMdYPpcZY1e8vl5+nzNnftOpyhQ9gdSklF6XkAcrLRSmc\n6T1xps+IFGVXlsRYP65EUSbLLAkhhLBr5cpXrGOvlEbJuQnX5dLzlAkhhLhylDzuSsm5CdclPWUu\nKDU1tbFDEEIIIUQ9k6LMgQsXzrNhwzq7+5YvX1KnYxuNBSxduogvv9zmsM3Gjf9h6dKFxMbOJiHh\ntM2+l16aV6fzCyGEEML5KPby5fbtX/DDDzvp3r0nSUlJPPXUM0yf/jShoaH07z+Q+PiTZGZmkptr\n4I477qRdu/a8/vor+Pj4kJWVxSOPTODs2QSSkhJZs2YVQUHBaDQapkz5FydP/o3ZbOaVVxaj0WjI\nysoiJuYRdu36lvPnMwgJCeX8+QymT3/ebmwbNryHh4e7w9iNRiN79uzmtddWkpSUyPvvv8OsWXMB\nOHLkMMnJSfzwwy4+/3yrNZ8DB+Jwd3cnMfEs//jHQ7RpE2WTz8yZc1izZiWFhUUYDNmMGfMwrVu3\nuSKvvRBCGZQ8l5eScxOuS7FFmUqlYsCAQQwbNoJNmz7gwIE4CguNPPHEVC5cyGDDhnfp1asvGo2G\nvXv3kJR0lt69+3HTTTdz6tRJiouLATAYcjAYDPTrdx1RUW2tx4+L+w2dTk9MzCNkZKTz2mvLaNWq\nNQMGDOLaa69n8uTxDmMbP35Spb1kBoPBurCxTqcnPf3ywsadOnUmIqIJgwYN5uOPN/LEE1Px9vYm\nICCAwkIjxcXFxMX9xpkz8Tb5xMXt5fjxY3To0AmLxUxc3G9SlAkhKqXkgkXJuQnX1ahrX3bv3h2D\nwcCsWbMYP3483bp1Y+vWrWzbtg2dTkffvn0ZMWJErZMzmcxASc+TWl2y9p9WqyU9PQ29PpyJE6eQ\nkZHB0aOHSU9Px8enZBHc7Ows68S1gYHBPPHE05w9e4ZFi+bz5ptvA2A2m+0umuvl5Q1gPV9tBAUF\nkZ2dDUBa2jnCwnQO22q1WlJTU3n//Xd58MGxtG3bjpSUZAoLi2zyycrKIiqqLRMnTiE+/hTZ2Vm1\njk8IIYQQ9a9R175ctWoVq1evxtvb21rgxMXFER4ejtlsplu3brVOzGKx8N13O0hIOE1xcTHR0T2s\n+1q1ak2TJk1ZsuQlsrOzeeihf9K9ey9eeWUxhw79jtFoZMyYsQAUFhpZtep1IiNb0qFDJzw9vVCp\nVPTp04+ffvqeFStexWDIYfz4SXz33Q5rHnWhVqsZMGAgS5cuJCsri8cff9pmf0BAIJ9++rH1XF5e\nXoCF3bt/JisrE61Wy333/cMmn6lTZ/D77/tZvnwJ6elpPPGE/JUohBBCOJMaTx47Z84cpkyZgl6v\n55lnnmH27NkEBgby6KOPsmbNGgDGjRvH3Xffjclk4q677mLz5s34+/vz8ccf27R55513AHjjjTcY\nMGAA3bp148CBA3Tt2pWcnBxmz57NypUra5XY1q1bUalUdeppq6u4uDj27dtns+3GG2+kXbt21n8n\nJyfz2Wef2bRp3749gwcPbpAYhRCNx5kmx7Q3EWZjjbtqiMljr1RuSp30tKEpNcaqJo9t9LUvyztw\n4ADdu3dHq9VSnXrR0Qty/fVDKt3fEFq0aEeLFu0qbC8bk7u7HyNHPljhzXX2D2NlXOGHqTqUkgco\nLxdRO6+/vozRo8eg14dX2PfTTz9x/Hg8d955t3VbXQuWxMSzPP/8s7z//sZK2/3884+8//5a1GoN\nd9xxZ4X9CxbMY8iQWxg2bKh124UL51m3bi3Tps2we8xTp/7GYDDQrVt3u/tlTJlwRjUuykaNGsXC\nhQvZsmULQ4cOZeHChcyYMYOxY8cye/ZsiouLmTJlCp06deKzzz5jwYIFqFQqunfvXqFNWaWX4oKD\ng5k1axYWi4VJkybVT5ZCCCF48slpDvcNGDCA9u2j6+1cX331f3z88Saysiofv1pcXMwbb7zK2rUb\n8PLy4rHHHkGtVmMymaxt7A0LCQ4OcViQAeza9R0hIaEOizIhnJGsfekklNaToYRclJIHKC8Xpajq\nPUlJSebf/36O0NBQ0tLS6NfvOiZMmMyCBfPIyckmJyeHl19ezgcfvM+hQwcxm82MHv0PBg8ewpEj\nh1mx4hXMZjNhYWHMmfMi06Y9wfTps8jKyuKNN5bj7u6Op6cXL764mP37f+HIkWNMmvQ4H330H3bu\n3IFaraFbt+489tgTvPPOW6SmppCZeYHU1FSefHIqffr0cxj77t0/06NHL0aPvovPPvvaYbsXFr/C\n3j0/0r7XbQCcObqHA3t2kJuby0NPLqE4LwO9XzG5ubkUFl4kMzObZ555jsDAIObNe5633lrHW2+9\nycGD+ykuNnHDDTdyyy23M2nSI3h4eDBnznzat+9YuzeoFlzhZ01irB9OcflSCCGuBomJiaxcuRI/\nPz8CAgLw9PQkKSkJg8HAzJkzKSoqqnAn+tq1a0lOTra2CQ4OrnMcqakpvPrqm/j6+jJ58niOH/8L\nlUpFz559uO++B9iz5xdSUpJZuXItRqORSZP+Se/e/Viy5CVeeOElIiNb8n//9zlnzsRbe5x+/vkH\nhgwZyqhRD/Dzzz9gMORY9508+Te7dn3L6tXreOut1/jxx51069YdlUqFh4cHS5e+zr59e9m48YNK\ni7Lrrru+Wvll5xZg9gghU3MNAIUe8bi5lcxrnqm5BpXZiJ5M2rfvwLRp/2L9+o/Yvn0bY8bEWI/x\n7bdfs2LF24SEhLB9+xeEhoZx++3DCQkJdViQyTxlwhlJUSaEEHasW7eOyMhIzpw5Q//+/fnwww9Z\nvXo1e/fuZfPmzRiNRps70UeMGEFcXJxNm4kTJ9Y5jqioa6xjdzt27ERCwhkAIiNbACVjp44d+4sn\nnig5l8lkIiUlmczM80RGtgQoN05LxUMPPcL69e/yr389RlhYGB07drbuTUg4TadOXVCr1UyePJXQ\n0HDi408CcM01JXM16nR6CguNdc4NwN3dA3Px5WOZi42YzeYK7dq16wBAUFAwRmOBzb45c+azatXr\nXLhwnn79rrNur+xCkBRjwhnJMktCCGFHQkICN9xwA/Pnz2fNmjWEhoYCEB4eTlpaGhkZGURERADg\n7+9PTk6OddJnvV5PWlqaw2PXxJkzpzEaCzCZTPz55xFatmwNXB5n1aJFK3r06MmKFW/x2murGDx4\nCE2bNiMkJIzExLMA/Oc/7/Hjj99fOqKFHTu2c9ttw3j99dW0bNmGzz/faj1fixYt+fPPw5hMJiwW\nCwcP/k7z5i0u7a37lD/l+foFUZiXgakwH4u5mIsXTnHx4sVqP7+oqIhdu74lNvYlXn99NV9+uY3U\n1FTc3NyqdbOYEM5EesqEEMKO0NBQfH190Wg0eHt7Wwesp6SkoNPpMJvNNnei63Q6a5vU1FT0en2V\n5wgK8kGjcTzRtNHoi6enB/PnzyYjI4Nbb72Va6/tweefbyYw0IewMD/uvvsOjh37H089NYn8/Hxu\nvvlmWrTQ89JLL7Jo0QLc3NzQ6XRMmTKRTz/9L8HBWq67rg8LFizA29sbtVrNCy+8wG+//Yavryd9\n+3bnzjuH8eSTEzCbzfTq1Yt77x3OG2+8gb+/N2FhfuTk+ODhoanW+D43N7dK23n7eBHWcRiJe98B\nzAQ074Np3y7rfrXGDS8vdwIDfQAIDPTBy8ud4GBfPDw0NGkSTHh4GFOmjMPT05NBgwbSpcs1XLjQ\ng5dffpno6E706dOnyjjrkyuMe5QY60d9xygD/Z2EKwxqrC6l5KKUPEB5uTSEkydPsmLFCrRaLf36\n9ePChQvEx8eTk5NDbGwsBQUFLFy4EF9fX7p06cKoUaNYv369TRutVlvpOaoz0L90MPuV1ljzlC14\n7T1OXoy02bbtlZL5JYdN/RRV5mHeWfykwxhrS+YpkxjryikG+l/pZZbstRFCiIbWpk0bli9f7nC/\nVqtl2bJlNttiYmIctK69+lglpLaqKljee28t+/fvq7B91qy5REQ0sdn2888/smnTBxXaqrz1EBxZ\nYXspk8nE4SOHAQgK8iUzM69Cmzat2+Dt7V1prOXJmDLhjJxumSV7bYQQ4moUEdGE1avfbewwHHr4\n4fE8/PD4arW9/vqBXH/9wArbF7z2HrmVDCEz+7flxf/8z+H+i4YMXpxkoUvnLtWKQwhnVuOirPzg\nVoPBQGBgIBaLBY1Gg0ajobCwkIyMDMLDS2aNLh0YW74NwLPPPssbb7xhPb69NkIIIa5OGg9vNB41\n6wUTwlU5zTJLpUPbqrMUU1muMBCwuiQX56OUPEBZuYiGoeS5vJScm3BdTrfMUmVt7HH2gYDV5QqD\nGqtLKbkoJQ9QXi6iYSi5YFFybsJ11bgoCw0NrTC4FaB379707t3bZtsLL7xQZRuAxx9/vMo2Qggh\nhBBKJpPHCiGEEEI4ASnKhBBC2LVy5SvWsVdKo+TchOuSGf2FEELYpeRxV0rOTbgu6SkTQgghhHAC\nUpQJIYQQQjgBKcqEEELYpeRxV0rOTbiuRl370l6brVu3sm3bNnQ6HX379mXEiBH1nrRoXMYiEzt+\nS2BAtyYEaqueIFjUr6NnMikqNtG1TWidj5WYlktYoDeeHmq7+42FJs6m5xLVNKDO5xINT8njrpSc\nm3BdNe4pK137cu7cufzwww+YTCagZM3KBQsWMH/+fN5++2327t1LZGQkM2fOJDg42Lr2ZVVt4uLi\nrMszdevWrX6zFXWWlpnPucz8Oh3jq70JbP0pntWfHq6w79DJDI4lZFpXeKgPOfmFmMzmejueKygq\ndpzvko9+Z/nmQ1w0FmM21/51Tr2Qz5x3f2PDjmMO26zYcoiXNuznrzOZtT6PEEJcLWpclNlb+xIu\nr1np6elZ5dqXlbW59957iY2N5dlnn2XJkiVVxnMyKZtPfjhZr1/i9cHsZPHUl+fe+pWZb/1ap2Nk\nGowAnMuyXYX4XGY+yzcfYvGHv/PfXX/X6RylcvIKeer1n1n60cEq25rMZgoKi+vlvI3pcPx5Ji79\nnp8OJVfabsqrP7Jgw/5anyflfB4Auw+nOmzz5+mSYuxkcnaVx/vs53imr9rNmVRlrDwghBA11ahr\nX9prs3//frp3745Wq61WoVX6pXJD70jatwi2bi8qNuGusX9J5UpLy8xn/IvfEHN7B0bd1LbazwsL\n8yPvYhE+XhrrslOOFBiL8fKs/Ywmn/90kqZhWnq219fq+eWXurFYLOzYm0DXqFC7+8vyvBS32s3N\npt35/CLr469/O8vjo3vYPG/zd8dp0zSQHu115F0s4ujpC/Rsr6v0tTqfdwGAY2ezqlyeZ8LCb0nJ\nyOOLZXc5zNMV/PblXwB8E5fIPTe1s263l0t8Sk6tcww4l1vpscvKzCuqtE18cjaf/RwPwIot/+P9\nubfUKiZRv5S8PqSScxOuq1HXvrTXJj4+nlmzZmGxWJg0aVK140pLMxDi4w7AR9+e4Ju4s8x9uDce\n7m5EhPhW+ziLPjiAj6eGJ0d2rfZzUs7n8d3+REYNjsLTXc2PB5MAWL/9KDd0jXD4vD9PX+DwqQuM\nGtwGnc6fIyfSeP7tXxl+XUvuvL6Vw+edTctl7ru/AdCvk54JwzthNltwc1Ox/1g6+iBvmum0lca8\n5tKlw3efu9Fhm0yDEX9fd9RuFTtUJy78lkl3drKe52RSNm9sPohGrWLry3da11lMOGfg1yPnuPeG\n1tbjXCwoKb4sFovNeoxZWbaXRcvuKygsZv32o9aYF/1nP8cTs/nXyK50i3I8NiqzzDHLHq/YZOb9\nr/5iSM/mtAgvKRZSMvJs2tVkvci/k7L538nzjBjQqkKRaLFYqiyyyys2mXnt40Nc3yWCvh31pJzP\n43x2AZ1bh1jbJKblYjJbOJaQycDoJnh5lPw4FxhLevtMJnOFXH4/nl7hXI5yzL1YhG8lfyBk51zu\n6azqdTIWFNlt8+fpCxyOv0C3NpfzKiwyWdsaC014eqjJvViEyWwhwNfDJQtlV6XkgkXJuQnX1ehr\nX5Zvc88993DPPffUNCxKR9B8sfs038SdBSD2vX0ArJ0+mEyDEa2PO57ulfeeHT+bVaPzFhWbeH7N\nXgBCAry4sXsz3KrxBWyxWFi6seSSWseWQeh0/pw4m4XJbOHTn+O5sWcztN7udp+776806+Nfj5wj\nI7uAvxOzualnM77bnwhUXmw56oHMzjXi4a7G21PD+ewCnl21m44tg3jm/u4V2iZn5PHRdyd49oGS\nfbkXSwqtYlPJsb/am8D3B5NIyyz54m7VxJ/e7XWXAij5X6bBSE5+If4+HiXPrWQcVPkhYccTSy6H\nnbtgf3xbfkERG3f+TbvmgdZtuReL2PLjKbq0CmbFlv8B8Mv/Uiu8VmWLKLPFQsr5fJqE+Fi3HYm/\nwN4/z/Hwbe1xcyvZ9tKlHtte7XV8G3eWTq2C6dNBT2GRicmv/MjNvZsx+sZrHOZX3qnkHI7EX+BI\n/AU27jxB3sViik1mVk4daC2+5lwqzAEycgr4x5Cqe2VL8y6vfM9yetZFZqzeQ58OOibd1RmAi8Zi\nvDzUqFQq/rvrb7JzjdXOJ/l8Hv/d+Tf3DGqNRu3GT4eSWbf9L+v+8GAf6+Pci0WYLRYOHEtn5aeH\n+eft7a1tK/tc17ekpCQmT55Mx44dCQsLIyAggKSkJAwGAzNnzqSoqKjCTU9r164lOTnZ2iY4OLjq\nEwkhxCWKmdG/tNDY+uOpCvtOJGax+MPfAXjz6YF4l7vsF5+Sw/z347itb6TNdmORidTz+daelLLM\nFgsL1sdZv5QBMrIKeOyVH6oV79ptR62PX/nvH3z521ny8gut25587SfemTG4Qi9FscnMtt2nbbb9\nfalAKS3IquLoovDTb/wClHzxlY4XKh0TZM9RB4O3v9uXUGFMWN7FIkxmMyu3HuZYwuXC96nXf+b5\nmJ60DPfjuwNJFY6VlnWRJR8e4PZrWzqMw96l6u2/JvDzoRR+PpRi3fb6J4f4OzGb73+veJ6yLBZQ\nqUqO+/VvCWzedZK7rm/F9weTuHtAa967dHnw+q4RtC1T9AGkZV7kp0Mp/HQohT4d9KReyMdssfD1\nb2ftFmWHTmbw9W9neXJkV5s/GMoWztm5lz8XpUVv+YIoPdN2fF7FnCycSs6xu+/chXxmvv0rN/dq\nzgNDSmLc+lPJz9FvR9OYdFfJeL+Zb/3KDdFNGH3TNXy1N8HhuY6fzSIxPZdrO4Vbt8WnGIhPMdA0\nzJe/EjL55X+249AuGm3H8o1fvMv6+Jt91ftc17e4uDjCwsIA6N69O5s2bWL16tXs3buXzZs3YzQa\niYmJITo6mgkTJjBixAji4uJs2kycOLFRYhdCuCaXLso++vryX9qvbPqjwhdkqdKCDODTn+KtXzyl\n5r8fB8CXZb5oTGYzjy0rKbCef6gnbZoGcPxsFhu/O8GTI7uiUbsRn2J7OWZXFV/25zLz+S4ukZ7t\nwthzxPZL6ejpCxXav/zh74wY0IoArScmk5lgfy9rj1RVUi/kow/ypthkxl2jZtfvSXz+czwLHu2H\np8fly5HnLuSz7su/GHtrO5vnv7r5D5t/GwtN/N+vZyqc55FFO9Go3bi1TEG7fOPvFdqt//oYoYFe\n/H4io8K+Bev3079LOKmXCsFSZ9Ny+WL3ac7nGNnw9eU7/BLOXX7ddx1MZuPOv3nm/mg6tgwmv6AY\nHy8NxkJThfOUFq8VYvvqL9LK3HRQZDKzY0/JHaIe7iWvVel4p9KCDOCbuLN4e2poEnq5l+fNrZd7\nov79zl56t9PZnOvHP5JpGuZLmyYlU0Qs33wIgMeW/VCtXqDdh1Pp0TaU6av22GwvW7wb8i4XcX/8\nnUF8Sg4d24SxaH2c3WPOfPtXaz7D+7fEYrHw65Fz1v0Wi8V6c8f3B5NtLqGWMlss1h7iRR8cAEqG\nEZT3d1J2hYIMYNNOxzd2JKbnOtx3JXXt2pX+/fsTEhLC2LFjiYws+YyX3pRUVFRkc9NTTk4OISEl\nr41eryctLc3hsUsFBfmgaaSxr/aUvzQcGxsLwNy5c6/YOT293KHyvymqFBjoW+PL2lcyN1e4xC4x\n1o/6jtGli7IPy92KX51LjyVfpGq03u7c0L0pa7740267jd9d/pIof4fa57+cZkQlY77K+vj7kwT5\nedKrvc76xfZtNXu0jp3NsikoAe4Z2Lpazz14IoOEtJLxXEseu85a1Hz+Szytm/hb233wzXGOn82y\nXoIF2LDjGGWvcB46eZ59R8/xi4O77Oz13tlzKsl+Tw1g94t6bpnLc2XNW7fP+rj08uWeI6mcTjXw\n8fcnAYisYkxdWd8ftL1LsbQYBygscnxJdf+xdPYfS+emHs3s7k9KzyMpPd767+/2J/LBN8cBeP1f\nA/Dxsv3x27HvLIdPncdCySVSezZ+d4IvfomvsP3g3xkknDOgUbtx7NLPQUGhidc+Lin6jp2t+u5H\nKOmhLe+LX07b/PsNO5dAJy75njXTB9tMsWGyM93GDwcrvyPUmRw9epTo6GhUKhVeXl7WIislJQWd\nTofZbLa56Umn05GVVfLap6amotdXfRNNZh2nl6lP9sZQlo67qu7YytowFlTvD83KZGXl1TjGK5Vb\nTcaiNhaJsX7UJsaqijiVxdnmkqiB4dM+a+wQXF6HFkEOL0MK4Wzefe7GBvvr+ciRI6xZs4bg4GDa\ntWuH0WgkPj6enJwcYmNjKSgoYOHChfj6+tKlSxdGjRrF+vXrbdpotZX/ceBMXzqN9SW44LX3OHnR\ndujItldKJg0fNvXTKp+fn32O58d0pkvnLlckvppSajHR0JQaY1W/v1y6p0zUnRRkwpVMX7WbdXMa\nZrqMTp06sXz5cof7tVpthZueYmJirnRYQggFk7UvhRAuIyO7oLFDuKooeX1IJecmXJfTrX1Zvk33\n7hWnYxBCCHHlKXkuLyXnJlxXjYuy0rUvS28Dv//++1Gr1bz33nusXLkSk8nEU089Zb1baeLEiaxY\nscK69mVN26xatepK5C2EEEII4VScbu3L8m2EEEIIIa4GNS7KSte+BOyufVlQUGBd1/LcuZK5jlJT\nU9HpdLVqI4QQonEoedyVknMTrsvp1r4s30YIIUTjUPK4KyXnJlyX0619aa+NEEII17T1i+3k5jme\nsj8pORmCIh3uF+JqIvOUCSGEuGJ2/BaP0beD4wZB/RouGCGcnMxTJoQQwi4lj7tScm7CdUlPmRBC\nCLuUPO5KybkJ1yU9ZUIIIYQQTkCKMiGEEEIIJyBFmZOIvias0v2xj/RpoEhci7+Pe2OH4LJaRfg3\ndgjCySl53JWScxOuq0Zjyj799FP279/PxYsXefzxx2nZsqV138svv0xRURG5ubnExsZy6tQp1qxZ\ng5eXF4MHD2bIkCHVajNp0iSCgoIAmDx5Ms2bN6/XhCsz9+HeeHuqee6tX63bpt7XjVf++8cVP3eL\nCH9UWEjPKiAxPbfC/mZhvlc8Ble0/MkBPLJoZ2OH4ZKmjY7m8eU/NnYYwokpedyVknMTrqtGPWWf\nffYZ8+fP56mnnuLdd9+1bj979iy5ubk8//zz9O7dmx07drBu3Tqee+45FixYwEcffVStNkVFRSQk\nJODp6Uk7y2diAAAgAElEQVRISAhNmzatc4KBWg+bf989oJXDti3C/dAF+TDprk7Wbd5eGnq1q9iL\nFeDrQZCf4xUHRg1uU6M41W4qnri3K2NuvsbufpVKVaPjNZR/j+1VYdvoIW0rbFO7Xbn420cG1qj9\n/TdGWR8P6dWsVuf818iuzH34ys6nt2ii7VQB7z53I2tnDK718R4d1tHm3z5eGuY+3JvnxvSo9TEb\nkkZd9479ixcdz5clhBCNrdLfcv/973956KGHrP9pNCUda3q9nrS0NGs7e2tYXrhwgbCwsBq1MZlM\nLFq0iHnz5hEREcH27dvrnOC/x13+Yhtza3v6dGnisG1YmB9hYX7cMfDyl3ZYiBZdSMVeKrXaDU8P\ntcNjxQzrzD9uaV/tOFWqkvMHBPpU2OfhriYszK/axwJ4fdoNNA3T1ug5tdGn6+XC+cFb2/PFsrt4\n8LaKcxI101UeS3O9bX6zHnZ8ubZJ6OX3IyzMjyX/GlTdcNm88A7G3HG56H58dA/+NTq6QrvhA1pX\nepwh17aiV5cmrH7uJt6fewtD+7ZgYPemjL3jcuGz5IkB1Y7Lnk5t9Tb/DgvzQ6+7fMlx2pieNpe9\nb+zVnC2Lhzk83p2DbQv+sDA/enVpQv8eNe+NDvb35JrmNSuG7QnUVn8ptef/WfdL+K+++iovvfQS\nBw4cqPZzpk2bxvbt21m7di0vvPACzz77LBcuXODcuXNMnTqV2NhYPvjgA4AKbYQQoiYqLcruu+8+\nNmzYYP3Pza2keek6laXKrmGZkpKCTqdDr9eTnp5eozbnz58nMTERgICAAIqLi+ucYKDX5cIpVOtB\nVla+w7bp6Qbrf4/f04V+HfVoPdzsvkhms5lbetv/MrupRzPS0w34uFfdO1Tag+TmpiI93UC2nfha\n6LWkpxuY90/bnpkFj/bl1cf72z2u1t2NuQ9f7sXydHdcQAI8fFvlBWSQnyfzx/Vhyt1d6NQq2Lo9\nPd1gfexmsdj8uyxPzeVXsVubkAr7i4tN1sdrpt9AVLjjIu6mHk1pFeHHw7e1t75f5b31TMVC7fF7\numDIvkh6uoElj13H8zE9uXA+l25l8gFY8th1DOoS7vD8cPmz4oEFk7GI+we34eFb2tk8Lz/PyP03\nXS6Enr0/mjv7t6z0uOXPUdobt3TydRVyzcstIDzIGwAPdzceHHINWZn2P99tIwMrvE5lP+/3DY7C\n3/dyr/I/b2+Pe5n3TKO2/Swvndzfem6AVVMHMfKGir3DL01wPDGol4eap+/rxrWd9Lz59ECH7Upl\nZ9e9l2vWrFmMGTOGJUuWMGHCBD7//PNK269btw6ttuSzGBcXx5w5cxg5ciSbN29m06ZNxMTEMHfu\nXH744Qfy8vIqtHF1Sh53peTchOuq0Ziyu+66i9mzZ5Obm8uMGTM4d+4cH3/8MVOmTCEwMJAFCxaQ\nl5fH/Pnz6dChA4sWLcLDw4OYmBjCw8OrbKPX6/nxxx85dOgQeXl5zJ49u1pxBWg9yM4trLB96uhu\nNpf9urYJ4VhClvXfMbe0Y/3XxwDQB9v2UPVoG0aPtiW9ELf1jaSwyMSQns2YvnoPAD5e7gyKbsp1\nncOZuPQHm+d6e5W8rFpv20unAFHNApgyojNPv/ELABZLyfbSOFuWGXwdc2s7ktPzuLVvyRIkkXo/\nHrm9Azv2JaAP9iE82AeVSsW/x/Yiv6CYQyfP803cWevzy17umXBnR/x8PHhpw/6KLyAQEuCFj6eG\nfGNJIeztqWb0jdew/qtjmC0WPN3VNA3T0jRMi0at4ki8nV6ASmrQtpGB9GgbRpc2Ifx8KIU/Tp63\n2X9jj2Z88M1xANSXiv9Xn7ie2Wt+Ja/AtjjXaNz491j7lw5ffeJ6fL00aNRudG0TwqEy5yk7sD0k\nwIuQAC+Hr8X57ALHyVSTmwospW8w0KFlMB1aBvP5L6cBCAv0wmKBjEvnmjyiMwdOpPPrkXPW57QI\n9+Pd526sUxxd24Tw/CN9yTMUVHhNSt3aN5Jb+0Zax+e5qVSMvbUda7cdBUpeuxOJ2TbPKdtT7Omh\n5vZ+LYiOCmX22r0ArJ0xGLdKLrt3aBFEc52WR4d3ctimrFYRNesttmfGjBmEhoby4osv0qZNGxYv\nXsydd95pt+13332Hv78/0dHRmEwmQkJK/pgo7ekvKioiIiICAH9/f3Jycqxtyl9NcFVKHnel5NyE\n66pRUXb77bdz++2322wrXTT86aefttnepk2bCmtkVqfNokWLahIS3a8JZfLdnbFYICk9j9j39gHQ\nXKelQ4sgm7YqlYqAS2PMArQe3NC9KakX8iksMnHPIMdjwLw9NdYej3F3dOCd/zvKsw90B8BdU7EH\n6rZLRVSX1sHcf2MUwf5etG7iz7GELLq0CUHr7c4jt3cgUq9l3rp9l2Irea6nu5pn749m54Ek+neO\nsOmtALi+awTXd42w2VZabLSLDLQpysoK8fciUu9HdFQoB//OcJhrqZkP9qRZmJb/nTrP/mPpuJUZ\nExbib7+YqaxfUIWKoX1KXhdLuX1zHu5VofCCknF7K54ayKnkHPYfS+PLvQkANKvksqyHxs3u2KOF\nE/tVOgawV3sdcX9d/hIN8vekVwc9YQGefPlrgk3bji2Dyj/dxuP3dOHA8XSahPpac729Xwvr/lkP\n9mRH3FnG39GBd7cftRZl7VsE0au9zqYoq4zFgjWnpqGOX5M2TQPw8XInz1BA7/Y6Dp08T7sqLj2q\nVHBd5wg++zme9KwCQgK8KhRlw69rSVJ6HvcNvny5v/TnKyLEp9KCbMrdnenY0raHMubWdqz/6hjT\nRkez8tPDXDTafib8fDxYO732Y+oA7rzzTpo0aUJqaipZWVnMmDHDYdtt27bh7+9PfHw8AL6+JZfN\nS3v6zWYzKSkp6PV6srOz0el0ZGWV/NGXmpqKXq93eOxSQUE+aOz8DmksNR0mUR0ajRpjvR/VVmCg\n7xWJvbacKRZHJMb6Ud8xuvSM/qufuwk3k8nas9Ii/PKL8/xDPa3by4oI8eXZ+6Ot463KXl6qjv5d\nIujfxbYomjq6G0npeVzIMRIe4oO3Z8nLqlJdLkQAru18+dJW+cJKXeYLrLRHpT4snXwdp5JziLw0\nZuuxEZ05dyGft7/40+YuTxVw5/Wt2PjdCZ4b08Na+JjNJWVF2S/YZjotY25uax1g7+2p5qLRhK/X\n5ekpdIHepGVdvtxk8/1cpirTB3nTMtyfI6cdj79p3cSf1k386dVeR3ZuYaVTOdgrBFqE+6EPqjhW\nr6zH7urEuDJFmZtKxdzx/Th2Mt2mKNMFefPM/d0rPVbZXtZmYVpWTRtkc/k4qlkAUc0CgJLxgqVK\n27SK8ON0qv3LwOUN7tEUk9lCv06OC4DwMr3A13YKR+2monPripeQy1JdKrGtPbll9pXeGODn42H9\n46SUr5c7Sx67Dr8qpirp2U5XYdsN0U0Z1K0JKpWKnu3C+PlQSoU2bnW8YWTr1q0sWrSIFi1aMHPm\nTHr27Omw7auvvmp9jqenJxkZGcTGxpKTk0NsbCwFBQUsXLiQLVu2MHToUNRqNX379rVpU5VMB5eb\nG0NYmJ/D4Qd1UVxsguoPHayVrKy8KxJ7bVyp17E+SYz1ozYxVlXEuXRR1jRMW6s3rb4KnlKdW4XQ\nuVXlX3KOhAf7kHohn8BKenHqItjfi+AyPVvuGjea6bS8MK4PZrOFeet+IzE9D12gNx1bBjO4exOb\n3j9rUVauvr2p5+W7Fv89tjf7jp6zFiIAiyZdy5Ov/UTuxaIKMVnKVGWtmwRUO5fqzKtVtiZr3cSf\nQyfPc03Tqs/h6O7WID9PhvZuTvsWQeTmF9G5dc0/O5WN57t3UBsKCk3c2ifS2is6O6YXZkv5/kT7\nNGo36+Xt8ibd1Qm3SwVOKTc3Ff06VT5eDsoV0SVbrI/CAr3L77Th6LJwdZS+D4O7N7VblNWVh4cH\nf/75p825qnL33Xfb3a7Vaiv09MfExNQtQCdTOuZKiZf6lJybcF0uXZQpwdTR3dhz5Bw3921B5oW8\nOh3LUs0v8lJubiXj0TINRkIvfdGWvxx7qSardEqL8GAfhvevONWIr7e7tSgr24NVNsyHbimZPqO+\nJswo25Nye78WNNdp6dyqeoWU2k2FyWz7GqpUqhr3ptZEgK8Hk0d0rnBOdTUKBkuFC8G2tN7uFS4R\nVuWmHs347kAiUeUK2fqYkWXCnR15+/M/q9W2VYQ/78wYTFZuIdPe/IVZDzru0aqJ6dOn8+WXX2Iy\nmXj22Wfr5ZhKpuSCRcm5CdeluKIsUqclIS3XZlzRsin9ySuo2GPjDEIDvBl+Xct6mYOptCDx9ar+\n2+quUaOr5NJeu8hA/nfqvM0dl9X15L1deH5NyaDvstNYlPL0UOPlcelSb42PbuvF8X3JyC6weR01\naje6V7FSQllvPD0Qk8lcx0gaX4CvB9l5hTWabqLUmKFtGTW4jfWyatkCOsjPk0yDEW/Pmo2BWvBo\nX/48nUnfDnpa6P2s73lVVCoVQX6edb7Roaxt27Zx6NAh1Go1R44cYeHChfV2bCGEqCvFFWVzHu5N\nYbHJpsckyM+z0kHeSqF2c2Pp5OvwqUFRVpVb+jQnqmkArZvUfEmeiBBf3nx6ICcSs+lS5rKfvXFK\nddUk1Ndu4VcTnu5qqGLqEFcw75E+JKbn1vr1KDvOrfSytZtKxYJH+5KbX1TtoqpURIgvEZfm+ouw\nM+dfQ0pPT+fll19u1BiEEMIRxRVlbm6qGn9pKEmwgzsja0vt5kbbOkwS6u2poWu5eclu7t2MP/7O\n4KFb2tU1PGFHgK8HAb71M25yyt1d2LTzb+4e2BovD43L/2zFx8fzn//8B09PT1QqFSNHjmzskJya\nksddKTk34bpc+zescEmhAd4smnStzTaPSlZHELaeGtWNb+PO0rNt9S/N1lak3q/CHZau7MEHH2zs\nEFyKkgsWJecmXJfLF2WuMI9JdV3NuYSF+fHFstqtQ3klOeN7clOYHzf1a1nj5zljLg3t8OHDHDp0\niCFDhpCWlkafPnVfukkIIepL3UeXCyGEi0hKSiIyMpJhw4ZZl3QTQghnIUWZEOKqoVKpOH36NB99\n9BHZ2dlVP+Eqp+T1IZWcm3BdLn/5UgghqmvGjBns3r0bk8kk02FUg5LHXSk5N+G6pCgTQlw15syZ\nA0BOTg6bNm3irbfeauSIhBDiMinKhBBXjbK9YwsWLGjESIQQoiIpyoQQV43ly5cDYDKZSEmp/7U1\nlUbJc3kpOTfhulyyKDt37hyLFy8mICCAqKgoxowZ09ghVSopKYnJkyfTsWNHwsLCCAgIICkpCYPB\nwMyZMykqKqqQz9q1a0lOTra2CQ6u30XUa+PMmTM89dRTbN26tUJ81cnBXhtnyGXWrFmYzWZUKhUP\nPPAAer3eJXI5cOAAmzZtwtfXl5CQELy8vGr8uXKGPMrnEhwcTHJyMiaTCTc3t3p9T0aNGgWARqNB\np9M1dJouR8kFi5JzE67LJYuyTZs2ERMTQ3R0NBMmTGD06NFoNM6bSlxcHGFhJRN9du/enU2bNrF6\n9Wr27t3L5s2bMRqNNvmMGDGCuLg4mzYTJ05s1BwyMjL4+OOP8fHxobCwsEJ81cmhfJvGet/K5gJw\n/PhxunbtipubG1FRUaxZs8YlcjEYDMydOxcfHx/GjRuHh4cHq1atcsn3pHwuOTk5dO7cGbVaXa/v\nyaxZswgKCkKtVnP27Flatmwpyy4JIZyG81YylcjIyCAiIgIAf39/DAYDQUFBjRyVY127dqV///6E\nhIQwduxYIiMjAQgPDyctLY2ioiKbfHJycggJKVmaSK/Xk5aW1mixlwoNDWXatGmMHz+erKwsa3zV\nycFRm8Z638rmAjB9+nT69OnD999/z/r16zl//rxL5DJo0CAsFgurV69m+PDh7Nu3r9IYnTUPe7k0\nbdqU3r171/t70qlTJ6ZPnw7A4sWLmTFjRgNmKYQQlXPJecoiIiKs40Gys7MJCAho5Igqd/ToUQoL\nC1GpVHh5eVmLrJSUFHQ6XYV8dDodWVlZAKSmpqLX6xstdntCQkKs8VUnB0dtnOF9y83N5e+//wYg\nICCA4uJil8klNzeX559/nm7dujFs2DCXfk/K5jJkyBBOnDgB1P97UlxczDvvvMPbb79NUVFRA2Xn\nupQ8l5eScxOuS2WxWCyNHURNZWRksHDhQnx9fenSpYt1nIizOnLkCGvWrCE4OJh27dphNBqJj48n\nJyeH2NhYCgoKKuSzfv16mzZarbax0wDg0UcfZc2aNRXiq04O9to4Qy4vvvgiKpUKg8HA9OnTMZvN\nLpHLrFmzSEhIICIiArVaTceOHV32PSmfi1arvSLvSXFxMWfOnCEzM5NevXpVGtPp06d5/fXXCQoK\nonPnzpw/f77G4yirGguanm6o0+tWn8LC/K5IPI/9+02Mvh1q9Jxtr4wAYNjUT6tsm599jufHdKZL\n5y61iq++XanXsT5JjPWjNjFWtdydSxZlQghRG/PmzSM/P5/hw4ezY8cO5s+f77Dt4cOHCQoKQqfT\nMXHiRDw9Pa1j9g4ePIjRaGTgwIHWMWyvvvoq06ZNs45zO3jwYJVjQZ3pS0eKsvqh1GKioSk1xqqK\nMpe8fCmEELWh0WgIDw9nwIABuLu7V9q2c+fOaDQaJk2aRN++fa29XqVj2MqPbXXGsaBCCNfikgP9\nSxUXm8jMzG/sMOpFUJCP5OJklJIHKCuXqv7SrEzTpk358ssvmTp1Ks2bN6+07V9//UV4eDjvvPMO\nTzzxBGazGbg8hs1sNpOSkoJer6/1WNCgIB80GnWt86lv5V/b2NhYAObOnVvrY2o0aox1iqpqgYG+\nNf5c1EdujtTlM9pQJMb6Ud8xunRR5ky/zOpKcnE+SskDlJVLXWi1WtatW4fFYqlynGZhYSFz5sxB\nr9cTGRmJXq8nNja2whi2LVu2MHToUNRqNX379rVpUxVnKpTtXYopncurLpeRiotN4Fmn0Kp0Oj4R\nby9/h/t9fX3x9va22VYfudmj1MtuDU2pMVZVxDVKUfbHH3+wdOlSNmzYYLN9586drFy5Eo1Gw733\n3tvoA8GFEMqyfft2Ll68iLe3NyqVipEjRzps27VrV15//XWH+7VaLcuWLbPZFhMTU2+xiurx9A1m\n5Wd/wed/OWwzsIMPjz3yYANGJUTtNHhRtmbNGj7//HN8fX1tthcVFbFo0SI++eQTvLy8eOCBB7jx\nxhutYzSEEKIuZs2axWOPPUZiYiLNmjVr7HBEPVFr3PEOjaq0jUaT0UDRCFE3DT7Qv0WLFrzxxhuU\nv+nz5MmTREZG4ufnh7u7Oz179rROhimEEHVVVFREnz592LdvH3369KFPnz6NHZLTU/JcXkrOTbiu\nBu8pGzp0KImJiRW25+bm4ud3+Vqrr68vBoNzX08WQriOjIwM9uzZQ1paGnv27AHg2muvbeSonJuS\n14dUcm7CdTnNQH8/Pz/y8vKs/87Ly6tydvGWLVty+vTpKxxZw3GFO02qSym5KCUPUFYutTF8+HBS\nU1MZNmwYqampjR2OEEJU4DRFWevWrTlz5gzZ2dl4e3uzb98+xo0bV+XznP3ujOpyhTtNqkspuSgl\nD1BeLrVxzz331HMkQghRvxqtKFOpVABs27aN/Px87rvvPp577jnGjRuH2Wxm5MiR6HS6xgpPCCGu\neqVjrpR4qU/JuQnX1ShFWbNmzdi4cSMAw4YNs24fPHgwgwcPboyQhBBClKPkgkXJuQnXJcssOXDh\nwnk2bFhnd9/y5UvqdGyjsYClSxfx5ZfbHLbZuPE/LF26kNjY2SQknK7T+YQQQgjh/JxmTFl92779\nC374YSfdu/ckKSmJp556hunTnyY0NJT+/QcSH3+SzMxMcnMN3HHHnbRr157XX38FHx8fsrKyeOSR\nCZw9m0BSUiJr1qwiKCgYjUbDlCn/4uTJvzGbzbzyymI0Gg1ZWVnExDzCrl3fcv58BiEhoZw/n8H0\n6c/bjW3Dhvfw8HC87p7RaGTPnt289tpKkpISef/9d5g16/JSIMuXL8Xd3Z3ExLP84x8P0aZNlE3s\nM2fO4bXXllaI7dSpv+nYsTMHDuy3vg4DB95Q3y+9EEIIIWpBsUWZSqViwIBBDBs2gk2bPuDAgTgK\nC4088cRULlzIYMOGd+nVqy8ajYa9e/eQlHSW3r37cdNNN3Pq1EmKi4sBMBhyMBgM9Ot3HVFRba3H\nj4v7DZ1OT0zMI2RkpPPaa8to1ao1AwYM4tprr2fy5PEOYxs/flKlvWQGg8E6aa5Opyc9/fLCxiaT\nicGDb6Kw0EhxcTFxcb9x5ky8Tey//vqL3dhuvfUOBgy4gV9/3c0TT0ytcpkZIcTVrapxV+fOpfLM\ni6vx8Q91eIyLBDjlF42MKRPOyBl/VuqNyVSygLDRaEStLln7T6vVkp6ehl4fzsSJU8jIyODo0cOk\np6fj41Ny80F2dhaeniWLtQUGBvPEE09z9uwZFi2az5tvvg2A2Wy23qxQdiJcL6+S9dVKz1cbQUFB\nZGdnA5CWdo6wsMs3PKSnp/P+++/y4INjadu2HSkpyRQWFtnEnpubazc2rdavzGMpyIQQlauqYDGZ\nTBR5NafIr5XDNs76JSPFmHBGDfrzYjabmTdvHsePH8fd3Z0FCxYQGRlp3f/555/z3nvv4ebmxr33\n3ssDDzxQ63NZLBa++24HCQmnKS4uJjq6h3Vfq1atadKkKUuWvER2djYPPfRPunfvxSuvLObQod8x\nGo2MGTMWgMJCI6tWvU5kZEs6dOiEp6cXKpWKPn368dNP37NixasYDDmMHz+J777bYS2G6kKtVjNg\nwECWLl1IVlYWjz/+tHWft7cXYGH37p/JyspEq9Vy333/sIl96tQZLF++5IrEJoQQQogrQ2Upv97R\nFbRjxw527drFwoUL+eOPP3jrrbdYuXKldf/111/P9u3b8fb25o477uCTTz6xmeW/vJYtW7Jv3//s\n7iu9PHjbbcPs7m8If/zxOwcPHrDZdv31g2jT5vI6bampqXz99f/h6+tJXp4RgKiotvTvP6BBY61P\nSpkTSyl5gPJyUQpnek9q8xlJTk5i6qtf4RPiuKesNra9MgKAYVM/rZfjXdskg0dj7quXY1XFFX7W\nJMb6UZsYq/r91aA9ZQcOHGDAgJJio1u3bhw+fNhmf7t27cjJycHNzQ2LxVKnnp3GLMZKdevWnW7d\nulfaJjw8nLFjx7nEB1AIcXVR8rgrJecmXFeDFmW5ubk2Y5nUajVmsxk3t5KZOa655hruvfdevL29\nGTp0qIx7EkKIRqTkgkXJuQnX1aDzlGm1Wpv1LcsWZH/99Rc//PADO3fuZOfOnZw/f56vvvqqIcMT\nQgghhGg0DdpT1qNHD3bt2sVtt93GwYMHadeunXWfn58fXl5eeHh44ObmRnBwMAZD1ZfzlDS+RHJx\nPkrJA5SVS0M4cOAAmzZtwtfXl5CQELy8vEhKSsJgMDBz5kyKiopYvHgxAQEBREVFMWbMGNauXUty\ncrK1TXBwcGOnIYRwIQ1alN1888388ssv3H///QAsXLjQZu3L0aNH849//AN3d3datGjB3XffXeUx\nlTIOS0ljypSSi1LyAOXl0hAMBgNz587Fx8eHcePG4eHhwapVq9i7dy+bN2/GaDQSExNDdHQ0EyZM\nYMSIEcTFxbF69Wprm4kTJzZIrFeKksddKTk34boatChTqVTExsbabGvV6vJdO/fff7+1YBNCiMY0\naNAgLBYLq1evZvjw4ezbtw8ouTknLS2NoqIiIiIiAPD39ycnJ8c66bNeryctLc3hsV2FkgsWJecm\nXJezzusnhBCNKjc3l5deeonhw4fTu3dvvvnmGwBSUlLQ6XSYzWZSUlLQ6/VkZ2ej0+nIysoCSqa6\n0ev1VZ4jKMgHjab2E03Xt5r2QhqNWnCB+Q99fDwa9PK9KwwVkBjrR33HKEWZEELY8dJLL5GQkMCW\nLVv47LPP6Nu3L7GxseTk5BAbG0tBQQELFy5ky5YtDB06FLVaXaFNVTIz8xsgk+qpzSXu8+dzoeGm\nuqy1/PzCBrt87wpDBSTG+uHy85QJIYSreOmllyrdr9VqWbZsmc22mJiYKxlSg1PyuCsl5yZclxRl\nQggh7FJywaLk3ITrcqq1Lw8dOsTixYuxWCyEhoaydOlSPDw8GjJEIYQQQohG0aCTx3777bcUFRWx\nceNGnnnmGRYtWmTdZ7FYmDNnDosWLeLDDz9kwIABJCUlNWR4QgghhBCNxmnWvoyPjycwMJB169Zx\n4sQJBg0aZDNdRmV69uwMwP79h6toKYQQorqUPO5KybkJ1+U0a19mZmby+++/M2fOHCIjI5k4cSKd\nO3emX79+DRmiEEKIS5RcsCg5N+G6nGbty8DAQCIjI2ndujUajYYBAwbY9KQJIYQQQiiZ06x92bx5\nc/Lz80lISCAyMpL9+/czcuTIKo8ZFuaHm5vK+tiVuXr8ZSklF6XkAcrKRQghlMip1r5csGAB06ZN\nw2Kx0KNHDwYNGlTlMdPTDZjNFutjV+UKE+VVl1JyUUoeoLxcRMNQ8rgrJecmXJdTrX3Zr18/Nm/e\n3JAhCSGEcEDJBYuScxOuq0HHlAkhhBBCCPukKBNCCCGEcAJSlAkhhLBr5cpXrGOvlEbJuQnXJWtf\nCiGEsEvJ466UnJtwXQ3aU2Y2m5kzZw73338/Dz30EAkJCXbb/fvf/2bZsmUNGZoQQgghRKNymrUv\nS23cuJETJ06gUqkaMjQhhBBCiEbVoEVZZWtflu4/dOgQo0ePxmKxNGRoQgghylHyuCsl5yZcl9Os\nfZmWlsabb77Jm2++yfbt22t1fFmYXAhR386cOcNTTz3F1q1bWbt2LcnJyRgMBmbOnElRURGLFy8m\nICCAqKgoxowZU6FNcHBwY6dQa0oZd3X4z6O8+4HtHJheAc0BePeDzTRvoufmwQMbIzQhbDRoUVbZ\n2mYwyZMAACAASURBVJdff/01mZmZPProo2RkZFBQUECbNm0YMWJEQ4YohBBWGRkZfPzxx/j4+FBY\nWEhcXByrV69m7969bN68GaPRSExMDNHR0UyYMIERI0ZUaDNx4sTGTqPW/rPpY3bsS3TcwGJB49em\n4QKqJUPgAH4+63h/5Lm/pSgTTsFp1r586KGHeOihhwDYunUrp06dqlZBVnbty7LbXJGrxm2PUnJR\nSh6grFwaSmhoKNOmTWP8+PFkZWUREhICQHh4OGlpaRQVFREREQGAv78/OTk51jZ6vZ60tLRKjx8U\n5INGo76ySdRA+c+It48XmtCujRRNw/H0dK/Xnw9X+FmTGOtHfcfoVGtfllXdgf5l174su83VKG1t\nQiXkopQ8QHm5NIaQkBCysrIASElJQafTYTabSUlJQa/Xk52djU6ns7ZJTU1Fr9dXeszMzPwrHnd1\n2fuMnDt7nF7+EJcT3UhRXTm9/A8CJbkZjUX19vPhCj9rEmP9qE2MVf3+cqq1L0vdfffdDRWSEEJU\nSaVSoVar6du3L7GxseTk5BAbG0tBQQELFy5ky5YtDB061G4bV6YNasH3Z4IaO4wrQomFpnB9Mnms\nEEJUYc2aNQDExMTYbNdqtRXmVCzfRgghqkuWWRJCCCGEcAJSlAkhhLArN/OMdeyV0vTyP6jY3ITr\nksuXQggh7JIxZUI0LMX2lPXs2dk6mawQQgghhLNr0J4ys9nMvHnzOH78OO7u7ixYsIDIyEjr/m3b\ntrF+/XrUajVt27Zl3rx5sgamEEIIIa4KTrMgeUFBAa+99hobNmzgo48+Ijc3l127djVkeEIIIcqQ\nMWVCNKwG7SmrbEFyT09PNm3ahKenJwDFxcV4eXk1ZHhCCCHKkDFlQjSsBu0pc7QgOZRMzli6cO+G\nDRu4ePEi1113XUOGJ4QQQgjRaJxmQfLSfy9ZsoQzZ86wYsWKah3T0dqXpdt69+4CwOnTp+sY/ZXn\nCut8VZdSclFKHqCsXIQQQomcZkFygDlz5uDp6cmbb75Z57UvXW09TFdY56u6lJKLUvIA5eUi6seR\no0c5m5gCgL+/Fzk5BTb7S8aUnVHkpb6ya18K4SycZkHyzp0788knn9CrVy/rMiVjx45lyJAhDRmi\nEEJcNbZ+vYfjOaWLpl+006IdGg/vhgypwUgxJpyRUy1IfvTo0YYMRwghrmpqtUaxRVdNJKQbeWbB\nWw73my5m8uqLzzVgROJqdVXN6F86mez+/YeraCmEEOKqEdCOC5XsdjMdabBQxNVNsTP6CyGEqBsl\nz+Wl5NyE67qqespKSY+ZEOJq8Nu+OPIu2hsrViIjIw28mzncr+RxV0rOTbiuq7IoE0KIK+XcuXMs\nXryYgIAAoqKiGDNmTKPF8s4nP5Ln2cbhfjd1B/kSEMKJONXalzt37mTlypVoNBruvfdeRo0adcVj\nkl4zIUR92rRpEzExMURHRzNhwgRGjx6NRtM4pY/GwwsPb5lCpK6MRiMf/neLw/0Wi4U7b78ZPz//\nBoxKKFGD/qYou/blH3/8waJFi1i5ciUARUVFLFq0iE8++QQvLy8eeOABbrzxRkJCQhokNinOhBD1\nISMjg4iICAD8/f0xGAwEBdlfqujs2QSHxzmXnsGxv0873J+fn8+eP07jG+D4d2SuyRd19cK2S8lz\nedUkN3ddD7495Xj/RcN5jsW/j39AEN5e7lwsKKrQpm+3tgy4rk+t4xVXB6dZ+/LkyZNERkbi51fy\nV13Pnj3Zt28ft956a0OGeOnclws0KdaEEDURERFBSkoKer2e7OxsAgICHLbt0aNTpce67ZZB9R1e\nDd3VOKddZqm6TZ01Um5OwhUmYb4aY2zQoszR2pdubm7k5uZaCzIAX19fDIbKZyBPTPyZnj19SU7+\n2WZ7fW0r+zgiIguAJk2akpycZPOcstuaNGlaIc6y+xw/Nxuw2D2evWNXFkPZbVeSo5zd3MBs9m2Q\n81b3da/psUtk06RJkzodrzHZy8XVcrAnwXHnklMYNWoUCxcuZMuWLQwdOtRmKTkhhKiM06x96efn\nZ7MvLy+v0r8wAZo1a3bp/83t7KufbXU5Tn0drz5iuBIqO19ycvKlNs1ITEy0Pi5lb1ttzlvd1702\nx66P4zWmhvyMlH0/7T2+fH77nwclCQ0NZdmyZY0dhhDCBTnN2petW7fmzJkzZGdn4+3tzb59+xg3\nblylxzt92vnXtKwupa1NmJ5eWlAbgLKPS9nb5lyU955cyVwcvd/l/7By9HmoCee/pCGEELXhNGtf\n3nfffTz33HOMGzcOs9nMyJEj0el0DRmeEEIIIUSjUVksloYYUXnFSE+G81FKLkrJA5SXixBCKJGM\nQBVCCCGEcAIymbMQQijQp59+yv79+7l48SKPP/44LVu2tO57+eWXKSoqIjc3l9jYWE6dOsWaNWvw\n8vJi8ODBDBkypFptJk2aZJ2DbfLkyTRvXr0bSRyterB7924+++wzLBYLDzzwANHR0cyePRutVkth\nYSFz586tVZvu3bvX+PW70jFu3bqVbdu2odPp6Pv/7N13eFRV+sDx72TSEwikRyS0AEoJBKQo0tRl\ncUUXsaEs0VUEBAsL0iKCERFQUQQpCiqr8hMEQQSxw4ICIqEX6TW9J5OEJJOZ+/tjyJBhJpXJNN7P\n8+yzyb1n7n3PuSP3zbnnntOjB4MHD7ZrjDExMWg0GuLi4hgxYgSdOnVyuHa0FKOjtWPz5s2ZNWsW\nISEh5OTkMHPmTPbs2VPzdlSEEEK4nKeeekpRFEW5dOmS8uqrrxq3X7x40fj7119/rWzcuFGZNGmS\nkp6eriiKojz99NM1KlNaWqrce++9yowZM5S3335b0el0NY7t/fffV/bv368oiqI8++yzSllZmfFn\nrVarFBcXK6NHj1Z27dqlLF26VFEURVmwYIGyb9++OpWpi/qOMS4uTomLi1OmTJminD171u4xKoqi\nvPXWW8rEiROVgwcPWjyOI8boaO146tQp5cSJE4qiKMrMmTOVs2fP1qodpadMCCFcwFdffcXGjRuN\nv3t7ewMQFhZGenq6cXtmZibh4eEAhIeHc/z4cbKzswkJCalVGZ1Ox5w5c4iOjmblypVs3ryZQYMG\n1ShWS6seNGrUCEVRcHd3x93dndLSUrM40tPT61SmLuo7xoceeojo6Gjy8/OZNm2acXUbe8UIMHHi\nRD744APj8R2tHSvGqFwZDu9o7RgVFQXAtm3bcHNzo0WLFrVqRxlTJoQQLuDRRx/l888/N/6vfA7I\n1NRUkzfZIyIiSEtLAyAlJYXQ0FDCwsLIyMioVZmsrCzjnHMBAQGUlZXVONbyVQ8A8vLyjBOHe3l5\nodVqKS4uxsvLyySO8nrUpUxd1HeM+/btQ61W4+/vb0ww7BljReXxOFo7WuKI7bho0SIuXLhAXFyc\nxeNUxenfvhRCCGFu8+bN7Ny5k4KCAiZPnoybmxtr165l7NixvPfeexQVFVFYWMjMmTM5f/48ixcv\nxtPTk4EDB9K3b99qy/Tq1Ytp06bRqFEjCgsLmTZtWo1v3JmZmcyePRs/Pz86duzIiRMnmDx5MgcO\nHGDt2rWUlZXx9NNP0759e6ZPn46XlxcqlYq4uDj27NlTpzK1Vd8xrlu3jj179hjHGXXq1MnuMQJ8\n8MEH9OnTh+joaIdsx2tjdLR2PHXqFEuWLCE6OhqAsWPHkpGRUeN2lKRMCCGEEMIByONLIYQQQggH\nIEmZEEIIIYQDcMq3L/V6Pa+99honT57Ew8ODWbNmERkZae+wakyr1RIXF0dycjKlpaU899xztGrV\niilTpuDm5kbr1q2ZMWMGKpXK3qHWSFZWFkOGDGHFihW4ubk5bT0+/PBDtm7dSmlpKU888QTdunVz\nyrpotVqmTJlCUlISarWamTNnolarnaouBw8e5J133uHzzz/nwoULFmP/6quvWL16Ne7u7jz33HP0\n69fP3mELIcR1ccqesl9++QWtVsuqVat4+eWXmTNnjr1DqpWNGzcSGBjIypUrWb58Oa+//jpz5sxh\n/PjxrFy5EkVR+PXXX+0dZo1otVqmT5+Oj48PiqIwe/Zsp6zH7t272b9/P6tWreKLL74gNTXVaa/J\ntm3b0Ol0rFq1yjio25nqsmzZMqZNm4ZWqwWw+J3KyMjg888/Z9WqVXz88cfMmzevzq/sCyGEo3DK\npGzfvn307t0bgE6dOnHkyBE7R1Q7AwcO5MUXXwQMvX7u7u4cO3aMbt26AdCnTx927txpzxBr7K23\n3uLxxx83zl/krPXYsWMHbdu2ZcyYMYwePZp+/fpx9OhRp6xLixYt0Ol0KIqCRqPBw8PDqerSrFkz\nk3mILH2nDh8+TJcuXfDw8MDf359mzZpx4sQJe4YthBDXzSmTsoKCAvz9/Y2/q9Vq9Hq9HSOqHV9f\nX/z8/CgoKOCll15i3LhxJvH7+vqi0Tj+4tHr1q0jMDCQO++8EzDMbVPxZV5nqQdAdnY2R44cYcGC\nBcTHxzNhwgSnrYuvry9JSUkMHDiQ6dOnM3z4cKeqy4ABA1Cr1cbfK8bu5+eHRqOhoKDAOJdQ+faC\nggKbximEENbmlGPK/P39KSwsNP6u1+uNEyU6i5SUFJ5//nmGDRvGoEGDePvtt437CgsLadiwoR2j\nq5l169ahUqnYuXMnx48fZ8qUKeTk5Bj3O0s9ABo3bkyrVq1wd3enRYsWeHl5mcyC7kx1WbFiBb17\n9+Y///kPqampxMbGmkzs6Ux1AUz+2y4oKKBhw4Zm/wY4W52EEMIS58pkrujSpQvbt28H4MCBA7Rt\n29bOEdVOZmYmTz/9NBMnTmTIkCEA3Hrrrfz5558AbN++ndtuu82eIdbIF198YZw9/JZbbmHu3Lnc\neeedTlcPgK5du/Lbb78BhsVpi4uL6dmzp1PWJSAgAD8/P8CwZEhZWRnt2rVzyrqA5f82oqOjSUhI\noLS0FI1Gw5kzZ2jdurWdIxVCiOvjlD1lf/vb39ixYwdDhw4FDAOBncnSpUvRaDQsWrSIRYsWAfDK\nK68wa9YstFotrVq1YuDAgXaOsvZUKhVTpkzh1Vdfdbp69OvXjz179vDwww+j1+uZMWMGTZo0ccq6\nPPXUU8TFxTFs2DC0Wi0TJkygffv2TleX8rdDLX2nVCoVsbGxPPHEE+j1esaPH4+np6edIxZCiOsj\nM/oLIYQQQjgAp+wpK1dWpiMnp8jeYVhF48a+TlGXY+ezeWfVAQA+mXKXxTLOUpfquEo9wLXqEhLS\noPpCQgjhhGqdlKWlpTF37lwCAgKIiopi2LBhAOzcuZMNGzYYFwXt3Lkz06ZNw9/fn9LSUmbMmGFW\npnnz5syaNYuQkBBycnKYOXMme/bsMSkTExNTefDu6kr3ORtb1yVHU8KhM5n07nQTbrWYRLQm3arO\nel1W/nyShBPpzBvTCzc3ldPWwxJXqosQQriqWidlq1evJjY2ls6dOzNy5EiGDh2KWq1mxYoVLF68\nGJ1Ox7hx43jyySeJjIxk1KhRLFy4kP3795uVmTBhAiNHjqRNmza88cYbJCYmmpVZsmRJfdT7hvfW\nl/tJyy7C38eDrm1D7R2OQ/h1byIAxaVl+Hp72DkaIYQQN5paJ2WZmZlEREQAhje7NBoNjRo1QlEU\n3N3dcXd3p7S0lMzMTMLDwwEIDw8nPT3drExUVBRgmIHczc2NFi1amJWpjrUeZXyw5gCZuZd57dnb\nrXK8urDlY5m0bMOjLK2iqtV5A7IvG3+u6nPO/IgpKMgff1/DoHFr1ENRFLsuaVQ+bNSZr4kQQtwI\nap2URUREkJKSQlhYGHl5ecYJHL28vNBqteh0Ory8vIiIiGDv3r0ApKamEhUVZVYGYNGiRTRo0IC4\nuDiLx6lORoZ1JsH88Y8LVj1ebYWENLDLuQsKimt13ry8q0lZZZ+zV12sJSOzgMs+Hlapx/6TGSxc\nd5hXYrvS6qYAi2VOXsqlaag/Pl7WH+JZqtXx3LvbuL93Swbf0dzqx7cHSS6FEK6q1neBRx55hNmz\nZ7Nu3ToGDBjA7NmzmTx5Mk8++STTpk2jrKyMsWPH0r59ezZs2MCsWbNQqVTExMSYlfnmm2/49ttv\niY6OZuLEiYwdO9aszI2uqFjL1v1J9Itpgp88UrMJa76QvHrraQB+TUik1QPmSdnJS7nMWbkPFbB8\ncn+r96hl5F5GUeDb7WddJimzlcTERBYvXkyDBg0ICAjAy8uLpKQkNBoNU6dORavVmo2vXb58OcnJ\nycYygYGB9q6GEMKJ1DopCw4OZt68eWbbu3XrZlyfrtzrr79eZZn27dszePBgkzLNmzc3O86NbPWW\n0/x2KIWUrCJGDGpn73BQajTU37nVRw0rO2ZKVqFx/x/H0ri9fXg9nN25ZeZeZsOOczzSL4qGfrab\ni+zTTz8lMjKSCxcu0KtXL/7v//6PpUuXsnv3btasWUNJSYnJ+NrBgweTkJBgUmbUqFE2i1cI4fyc\nckZ/Z1RYrOW3g8mU6Wq3RmdG7mWT/7eG4tKy6gtdh8slZWiKqh8P6KisOXNfeb9XTXrfziXnW+/E\nxgCur+ftckkZf/6VVuvvbU3oFYX8QsvfkzKdnsNns9CW6fnvjyfYcTiV+BV7rB5DVS5evEi/fv2Y\nOXMmy5YtIzg4GLg6Rvba8bX5+fkEBQUBEBYWZrJMlxBC1IQkZTby8aa/+PT74/ySkFinz1e8taam\npl5XLJ/9cOK6Pl+dYdO/56UFv9frOSqatnw3i9cfrrJMUkYBh85k1uyAVs3Kqk6KKj6udMQ+yM9+\nPMHSDUfr/L2tysebjjFu4e8kZZgvJL75jwu899VB1m8/a0zccjQlVo+hKsHBwfj5+eHu7o6Pjw+5\nubmAYd3a0NBQ4/hagLy8PEJDQ41lUlNTCQsLq/YcZWW6+quAcCgqlcquL/wI5+DUk8daQ5lOj7va\nPDfNzs7iu+++Zfjwf5vtmz//bcaNm2j8/XxqPoXFZbRvXvn4kXMphl6Q1OwiSkqKWbhwPu3bd+De\newdV+plNmzZwYOtWvFs9YHJzf/PN11iwYGm1dcvIvUxKViHRrYJNtp+4lFvtZ6+Htsz6vSpVSc4s\nJDmzsMoyr35sWDtx2aR+qJ1s8Xp7Op1o+K5YSpxqYvvBZFpGNOTmUH+zfbuOpgGw4fdzRLcK5s7o\niKvnTcoD4MSlHLPP2cqIESOYN28e/v7+PPDAA2RnZxMfH09+fj7x8fEUFxebjK9Vq9X06NHDpEx1\nHGlCX2d4QccVYnSE+F2hHR1BXWKs7kUll03KNm/eyLZtW4iJ6UpSUhLjxr3MpEn/ITg4mF69+nDu\n3BmSUtP5ff95/vGP+9GXuZF+dCMLFuwnNzeXp58eyaVLF0lKSmTZsiU0bhyIu7s7Y8e+xJkzp9Hr\n9bz77lzc3d35cecJAlvfRfeIbPYdO0f3jq0o1OQwadIrVwMy5lQKn3++Ak/Pq4P2czQl7D2dRUyr\nQONErt9/vwmNRoOiN01wjh49QnJyEtu2beXbb9cb67NvXwIeHh4kJl7iiSeG06pVFE8+9zJu7l7E\ntPBl+qvxLFu2mNJSLcd2nSQwqh9eDcJZ9etp7rmtaaXtaDadQ4XunDNJeUQE+eHr7Txfo5p0glmz\nx6pWfxfXc1dZeu5lvD3UtRyXZahBTUJLTC/g4JlM7ru9OWD4o2DF98eByld/AEg4kUHCiQyTpExV\noeXstRBcq1atmD9/fqX7/f39zcbXxsbG1ndYQggX5rJdBiqVijt69SEhuwW5pb7s25dAaWkJL7ww\nnubNm/P779vIvwxqTz9+/HUbmuRD+IW04cUXJ/Cvfz1FWZlh3JVGk49Go6Ft21v4+9//YTx+QsKf\nhIaGMW7cRELa3UfWyV/YeyKDy14t8Y7sx/nz5yqNbcSI0bRu3db4+9tf7mfR2oPsPZFh3HbvvYPo\n3/9u482w/BbVvn0HIiJuom/f/sb69OrVm/7976Z79x6Eh0eQkPAnW7b8jF9IG0LbP8A/hwwjIWE3\nJ0+ewMfHB7WHN0UZhrcC9VfueIqiUHBZaxLn//18kpFv/8+k56vi/XHW53t5ZdkfldZTX8O7qV5R\njGPmLpeUVTv+avvBZKZ+9AclpfXz6Kf89Ct/OM6OwykWy6RkFfL5jycoKdWhKEqdY0k4bv1xR7kF\nJeiuJPMVk8IpS3cxbmHtHiuX5+M1uZTTP/mTr7ed5cjZLMBwLa+XrMwrrsfixe+yePG79g7DJUhb\n2oZdl1mKiYlBo9EQFxfHiBEj6NSpE+vXr2fTpk2EhobSo0cPs7czayNPU0x2fglZp9N48O+GZWY8\nvXzQ6fSEhYXT975/kfzdXopzL1FWnAd4Gz6Xl2ucI61Ro0BeeOE/XLp0gTlzZrJo0UcA6PV6VCoV\n2jKd8cZRptPj5u2JtkyPWm26rE1VPSapVyZyvXbMjCE5MRy8sqEI/v7+pKam8t//fsK//vUkbdq0\nJSUlmdJSrfGsGk0exQW5REW1YdSosWy/+CW60quP+7RlelZ8f5xdR1OZPbInYYG+APxyZYb7bE0x\nYY19LbdxJQO1AfR6BTd19X1FX287w/d/XOSpe29hxffH6RwVzIsPR1davrz35fjFHDpFBVda7nqt\n+tkw9q5XxwizffNWHyA7v4TAhl6kZhex43Aq88b2onEDy3PrWUouUrIKOXIu+2qZK9c6t6CEJd8c\n4dG7oiqd26wyWXnFTFyyk/YtApnwWOdafbYqKVmF5BeWVtrLVjGRPpmYS2Z+MZt2nq/z+Uy/75KZ\niboZM2a8vUNwGdKWtlHrnrLyZZZmzJjBtm3b0OkMPQQrVqxg1qxZzJw5k48++ojdu3cTGRlpnKun\nfJmlimUAli5dio+Pj/ERWUJCgnElgE6dOtW6Qn8cS+XpOVvILShhx+9bSD+6EV1JPp07dyEzt5jR\n87ah9g3hppuasOmrJaQf3YC7TwANmsRQkHaU+fPf5qefvqdhQ8PNsLS0hCVLFnDo0EFuvbU9Xl7e\nqFQqunfvSWpqCm/MmUvWyR8JbjvgSgTmgzkVRSGvoAZvIyoKeQUlHDhtGJBuOI55UhMQ0Ihvvllr\nPI+3tzel2jJ++nULe/fuIT8/jwED7qUg7SjpRzawbetP3HPP38nPz2P+/LfJOvEjHj6Njccb9c7/\n2HXU8PLA2RQLbwDW8Z6o0yuU6fRcSq96PNKOQ4beqPJljsrrbxKCovDp5r8q7bmytfLr+deFHHYc\nNrTdhVTD2IK07CIWf3OEvIKSqz1NFo5RWGzak1Re5rtdFziVmMf8rw6a7lcU9p5IrzIRTsk2JNtH\nryR71Y0rPpWYy6pfT1XaO1n++fOpGsYt/J331xy0WPaHPy9WiNPwMkl2vuWB+YqioNfX7Et19c8S\nIYRwfXZdZglg4sSJfPDBB8Z/6B966CGio6PJz89n2rRpLF68uFbxffLdXwCcupRH/7sG8tMZQ/Lh\n5uaGT/snATh8NosxY15iyTdH0ARdfXwUEfM448ZdHfsSFzcDgLlz3zM5R/kg+4kT4zh0JotLaww3\nz9Cbm5F+5THcwoUfcvDgfg4c2Mfhs1lkJhoGLmeF9wVuNQ7wT01NJevUrwBs1x3g0xV56LxCeGty\nLM3DI+jU/0lOJeaZJHpvvDEXgMGDHwYgu8iNoiaPcFIHH7zcG19vDxRFISLmcQDGjr4dDw8PY30O\nFW+pVZvW9aaoKAqffHecP46lMf7RTnRoGVTl8a/NHw6eziQyrAGNG3hRXKrjt0Mp/HboalJWXy8y\nXZt0XC4pw9tTbfHNqWPnzQeif/jtUc6nakg4nk5EkOUeRqi897SyBOnkpVwWrT8CwHsv3EmAhV4r\nVe1GsTH7i32AYWD937tH0rZpI3y93Y0vv1x7vINnsijR6vD2NP2nY/uBZOPP1T22jl+xx9g7XNHH\nm47x1D9uMXsRo74eUwshhKOx+zJL19q3bx8xMTH4+/vXaG4n8zcZVIDCbXf+jbu7NeWnuVvMyvn6\nehES0oA9Fsbz1HYJl0ZZV28u5Y/qvLzcCQlpwD339OGee/owZPJGglobxvjcFBlpco6QkAYEtb4b\ngJ79okj+n2GsV4nesM/d3fAY1MNDTUhIA9Kzi/D39TBZMHvk21uNP2cWaunaNJBj57KM24KC/AkJ\nrDw5qKhhA288vD05k3T1Dc3AQD9CQgxvzzXMNL+ZVtZmQUH+/HHM8IZdWn4J/Ssp5+ZmaDd3j6uP\nfIv18P7aQ/j5eLDqjX9QeM14N4CAAF+ztqxOcHADPNyr7iAODPQnpLGP8fex720HYOO8fxq3Wfpm\nBgT4EBLSgLIKvUDuV85V/p2oKKvItE4+3oalnXx8DMmWm9vVdUl1eoXSC1evycGz2Tx0V2vzGCqs\nTVqg1dO4sZ9ZmS+3nGb0kGg8K7T32eR8lnxzxPj7N28/gNpNhdpCWwUF+Zst2O5WIZHy9TFPFivW\n/WKa5Z7THUdSubtHM7q1C8fzStLn7u5GaYUxjbLEkqiN8jFQ8ujt+klb2oZdl1mqqLwXIjAwkLi4\nOBRFYfTo0dXGY/46quGGuHbLKTo2b2yx3OFTGfTuYHkOodq+3rr597PGn8uu3DxKSso4cz4LzWUt\nTYJNb4qXi7WVnqPo8tXHUt9sPU3bmxqi1Rp6CbRaHckpuYx6Zxv+Ph4seKk3KVmF/LznEmW6q0lA\nbu5lMjI0XKyQVGVnFeCmq1lvQ76mmHHvbiWrwqOnrKwCPK+0a16eeVJWWX0yM6/efAsLSiotp7sS\nf8U5m85dmQqh8LKhvYqKzQeN5+dfNjlm+c+KorD7rzTaNQ+koa9pgpCZqbE4BUpF2dkFUGZ+PpP4\nLWRluXlFZGRoyK0wNrDid+La+ufmmrbln0dTebhPSy5f+R5oirR8t/00oY19mPXZXnQVkr2CQsvt\nmZd/NSmbuuh34oZ3NSvz858XuZCcx5R/me8rl5iUi6+3OykWphrJzCwwW6dTW+HaVfwelyuPIlp+\nSgAAIABJREFU9bMfjld6ToCs7CKSknNJ+MuQzJ+50sNc7s9DSXSPblLlMYQoJwmE9Uhb2oZdl1kq\n9/zzzxt/HjJkCEOGDKltWAAUFZeZJCjHL1qe4+jA6Uze+XJ/jY6pVxTjNBVgGKvz456LjH2wI14e\nav78y/Lbc+VvuRnWM7y6/fdDKYQ08uF+C+sQVuwZTLnyeKd88PdfF3J48cqErOVvSb731UEy84pN\njqGzMPP6pKW7eOa+Wy0OWL+WCkwSstpKs/BYCq7mMHpFQadTUKtVnE7Mo+VNDc3e+rTMPAuq7EHd\nvpMZfPTtMZqFNWDGv7txMa12ibamSHtdy/lYrI+FXt9rHw1eey0Blm44avEclY4Bq/DztWPWKjp5\nTbJzrefnb2fOqJ4W99X0rdqKtGV6Nu08z/8qPOa0RFEUvt1xvtL9M/+bwMZ5kpQJIVyT80wwVQPL\nNprewKoaXVPZTentL/ejLdMTN7wrX209zQ+7L+Lr5Y6bm4r2LQLZfeVxXMLxdLMkx9K9SlEUSrWm\nidL67WctJmXnU64mD+WzmFc85rVja3ItvDywcN1hPplyl1ksH3/3F7d3CDdJMGvq8JksDp/JYkD3\nyGrLVpzE1VJ7zPj4T5IyCxn2tzas/Pkk99x2s3FfVeOhDp3NMtu2adcFi+PUsq4kNxeuJGOvfVq7\n5XniV+zBy0NdZZmargFa3gNsqXT5upcVffPbWQsla+7aFiy+jvFYa/53xuL211fsoW3TxqRkFfJK\n7G1A9ctIrdt+hh//vFTtObM1JWz+40LtgxVCCBfgUvOUHTxjeuOueJt4ek7NBrf/dSHHOJv4D7sN\nb5QVlZRRcFlrTMigkgTsyhmrK1eZRAuzpp+tZD3EXUdSqWwI/qad5/nsR/OllF6c/1ulaw1WZdWW\n06zachq9orBlX5LFMtoyPX+dz+bDbysmxubxJV1J2k5dmSn+8NmrU0JcqKJHq3wajIpOVrYyQR0S\nz8Ji096tEm0dkhkLl6P0ynFSs4oouuYcH195KaWiqnqJauSaun/566k6H6rivHkVZeQW8/vhFM4k\n57NlXyIFl7VU9zLlH0fTqi5wxarriFeIa8ncWtYjbWkbLtNTZumR0ZEKN/z6cO0NpLIEzMdLzeUS\n05v8hVQNzcJNBy1X9bjpWss2Hat037rtlntbikrKqp081NJ0FOUUReHQGfMeK4CFXx8ymXMLzHMU\nXYXVCcof+1b2uLOi3cfSzHobrx7H/GZfMS+ZuHiH2f7CYi1+1wxUL0/Aq2LpmlVUotWZtV/5I8mk\nzEImL93F80M68uG3R6ucQ6yyxLeiinPj/XYohbyCEnq0CzPrKbM0JsyavvjpJPtPVb+maPnLHELY\nkoyDsh5pS9twiaQsMaOAExfNe02KS+s+o7ilV/av9dOe6h/HKIrlZC1+xR5iWgfzwkOVT5J6uppx\nP/WhsjFyAAvWWl70u0ynN0vIwLTeG34/x4bfK1/loCqmvW+mLI25qviI9trxcbuPpRke5bYP59n7\n2wFwMU1TaY9kRfEr9jDojuYM6NbU4jVd8cPxSpNHMCTdc//PMJaxfC3Oulq3/SwxbUI4fiGHlT+f\nBAy9bNW9WVpRTd5urokzSXkmj3stPYa29WLiQgjhjFwiKZteyQ3u1HUkNZUdsyqaopoMWL+quh6G\nN7/YW+sY6tNhC+O6AIsJsT0kHE/ntltCqyzz45VJTncdTSW/sAS9YnhkXVObdp6vNJmpKiGrD598\nd4y2TRubbLt2MXhLc6uVO3reOj3JxaW66xq7JoQzy8jI4N2PVuHja5g2yMvbg5Liyu8F85euYNzo\np2wUnXA2LpGU1YcyC28x1u0zVQ8JX7D2UK3P4yxq8kiwMjp97dt/8TdHeHloZ2PPkeXjXr0aRy1M\n/Fqz2Bxjjvns/BL2V/G4uTq/H3KM1RGEqC+2mFursLCAM7kN8Vc3NWyoplM4Mav243odgcxTZhu1\nHuiflpbG+PHjiY+PZ+XKlcbtO3fuZPLkyUyaNIn9+/ejKAqvvPIKs2fPJj4+3mIZAI1GwwsvvMDB\ngwcrLeOIKs7LVJWF6w5XOSN5VWO4nN31vEVX10ed76w6UOX+lKzqH0s7i7zC0mrH5FW1KHhohQly\nrUnennRcCxbMIy0t1eK+3377jW+/XW/V8yUmXuLJJ4fWqGxxcTHPPfc0Fy+eN9s3a9Zr7N69y2Rb\ndnYW8+bNrfR4Z8+eplev/pJEWMmYMeOlLW2g1j1l5Wtfdu7cmZEjRzJ06FDUajUrVqxg8eLF6HQ6\nxo0bx5NPPklkZCSjRo1i4cKFxrUvK5ZZsmSJ2dqXlspUplSr4+PvKh/wXp9qMp4M6v9lA0dwPrX6\n8Vi1dSbJ+se0lvOW1gd1UFX16vl6eVS6T7imF1+cUOm+3r17c8st1lvE/ocfvmPt2tXk5lY/vOH4\n8WO8/fZsMjMzsDSZkaXH8IGBQUyYMLnSY27d+itBQcF06hRTq7iFsCeHWfuynKUylfnv5mPGxaBt\nLS3ncvWFbhBfb7u+ubWczXEHGUN3vc4k2/5FElE7KSnJvPrqFIKDg0lPT6dnzzsYOXIMs2a9Rn5+\nHvn5+bz11nxWrvwvhw4dQK/X89hjT9C//z0cPXqEhQvfRa/XExISwvTpbzBhwgtMmhRHbm4uH3ww\nHw8PD7y8vHnjjbmsW/czR4+eYPTo5/nyyy/YsuUn1Gp3OnWK4bnnXuDjjz8kNTWFnJxsUlNTefHF\n8XTvbnmCYYCGDQP44IOPeOyxf1ZappxWq2X27HeYOXN6pWU2bFjHmjUrycnJ4+WXp9CoUWNee+0V\nPvzwUz78cBEHDuylrExHv3538fe//4Pvv9+Ep6cnt9xyK7fc0q5O7S+ErTnM2pflg6drsj5muW8r\nmfpBCFG9yuYhE44lNTWF995bhJ+fH2PGjODkyeOoVCq6du3Oo48+zq5dO0hJSWbx4uWUlJQwevS/\n6datJ2+//Savv/4mkZHN+e67b7lw4Zyxx+n337dxzz0DeOSRx/n9921oNPnGfWfOnGbr1l9YuvRT\n1Go1r7wykZ07f0elUuHp6ck77yxgz57drFq1ssqk7I477qxxHTt27FRtmVtuuZUJE17is8++ZPPm\nTQwbFmvc98svP7Jw4UcEBQWxefNGgoND+Mc/7ufIkQNs2fKDJGVWIGPKbMPh1r6sqowQQtxooqJa\nG//4bdeuPRcvGsbsRUY2Awxjp06cOM4LL4wCQKfTkZKSTE5OFpGRzQG4774HKhxRxfDhT/PZZ5/w\n0kvPERISQrt2HYx7L148T/v2HVGrDdOcdOoUw7lzhtUdWrduA0BoaBilpbad5qRt21sBaNw4kJIS\n0yXJpk+fyZIlC8jOzqJnzzuM2/v0uZvBgx+yaZyuSpIx23C4tS8rKyOEEDeiCxfOU1JSjLu7B8eO\nHeUf/3iAP//8w/iHbLNmLejSpSuTJr2CXq/nv//9mCZNbiYoKITExEvcfHNTvvhihTFBA4WfftrM\nvfcOYuzYl/j88xV8++16WrduceV4zVm1aiU6nQ43NzcOHNjPwIH3cfr0SapevM4+tFotW7f+Qnz8\nmyiKwvDhj3L33X/Hzc3NanPxCWErMiWGEEJYkJSUxJgxY2jXrh0hISEEBASQlJSERqNh6tSpaLVa\n5s6dS0BAAFFRUQwbNozly5eTnJxsLBMYGHjdcbi7e/Dqq1PIzs6mf/+7iYpqDVx9unDnnX3Yv38v\nY8c+y+XLRfTp0x9fX18mTYpj9uzXUalUBAeH8Nhjw1iz5ktAxa23tmfu3Dfw9vZBrXZj0qRXOH36\nKCqVipYto7jrrnt47rlnUBQ90dEx9OnTj9OnT5oMuK9qDjxT1knkys93bQweHh40bBjAyJFP4eXl\nRffuPQkPD6dt21tYtGgBzZu3ICamq1ViEKK+qRQn/lPi/gkb7B2CEMLGNs6rfuC4NWzYsIGNGzcS\nEhLCgAEDWL16NUuXLmX37t0cOHCAkpIS+vTpY3wT/b333mPChAkmZUaNGlXlOTIyKl/vFQwD/csH\ns9e3kJAG1cZjb7WN0RbjoM6fP8ekRdvxD2paZblN7w4GIPald3jnlZH1Fk9N1OVa23pMmSt+H8s/\nUxXpKRNCCAuio6Pp1asXQUFBxil+4Orb5Fqt1uRN9Pz8fIKCggAICwsjPb3yJctqo+Y9Ura3YsVy\n9u7dY7Y9Lm4GERE3mWz7/fftrF690qzsI488Tp8+/eolPhkHZT3SlrYhSZkQQljw119/0blzZ1Qq\nFd7e3sYkKyUlhdDQUPR6vcmb6KGhocY5uVJTUwkLC6v2HI0b++Lurq50f0hIW77+eo11KlQD1f0V\nf62JE/9T47IPPngfDz54X21DMlPbGOubRuNfqye0Xp5qh6iDI8RQnRsxRknKhBDCgmbNmvHWW28R\nGBjI3XffTUlJCfHx8eTn5xMfH09xcbHJm+hqtZoePXqYlKlOTo7jrDDhqo+L6ltWVgFVrqV3jZJS\nnd3r4IjteC1XjVEeXwohRB20b9+e+fPnV7rf39/f7E302NjYSkoLe5C5taxH2tI2ap2UpaWlmb1x\nBIY1Kzds2ICiKDz++ON07tyZadOm4e/vT2lpKTNmzKhRmfXr17Np0yZCQ0Pp0aMHgwcPtnqlhRBC\nuL66JhBLPv0/svNrtnD45aJC1B7BdTqPM5FkzDbsuvalpTIJCQmEh4ej1+vp1Kn6WZ6FEEIIa7qQ\nVkg6rWpWWAU+Des3HnHjsOval5bKPPTQQ0RHR5Ofn8+0adNYvHixFasrhBBCCOGY3Gr7gfK1LwGL\na18WFxcb175MS0sDDG8ihYaG1qjMvn37UKvV+Pv7y2zMQggh6mzx4neNY6HE9ZG2tA27rn1pqcy5\nc+eIi4tDURRGjx5dH3UWQghxA5BxUNYjbWkbdl/78toyQ4YMYciQIbUNSwghhBDCqdX68aUQQggh\nhLA+ScqEuMF4e1Y+g7wQrkTGQVmPtKVtyOSxNtKxZRCHz2bZOwwTcf/qyptf7LV3GADEtA5m/6nM\nej3Hq0/exmc/nOBCmmPPEl3fikt19X6O4ABvMvOK6/08QlTFEcdB5eYX8NFnq2tc/o7bounQ7tZ6\njKhmHLEtXZHL9JQNvbs1H0/ub+8wzDT09QDg7q43G7cNvrNF7Y7h52nye+cow0SFN4f4G7dNeKyz\nxc8O6NaU91+802z7TcF+RN0cUKs4KjNlWBc+mXJXteX8fTwq3ffCQ9G1Oudtt4TywkMdmTP6dh7p\n34pxj5h//pn7TP8haxHREB+v6+slWvBS70r33d31ZkY+0I6OLYO4tVnjao/V/dbQKvcvndC3xnEN\n/3vbGpdtEVG7tdoa+Jpet9kje1b7mZY3mU/cdFOwX6Xl54y+vVYxCeGs9I0780dySI3/l3DwqL1D\nFjbkMj1lA7o1tbi9V8dwdhxOZfbInkz96I9KP9+/SxO27ksy/n5nxwjuu71ZlZ+piVef7Mahs1l0\nbBlI3PCuNPD1QK9X+Ob3cxbLt2/emPAgP3y81HRoEcQPuy8S0yaYTzcfB2DRf/rg4+WOoigoCox4\na6vhcy0CUalAUaBJsB9JmYUANA31p4GvJ4v+04ex7203niemdfUzUI99sAOBDb1JzCgwnr9cWKAv\nadmGdfvaNG0EwAtDOrLrWBoJx9ON5Rr5e5JbYJgZe/4Ld1JUUsbOwyms2nK62vP36RTBbbeEsvrX\n08b6AEQE+TJmcAfj7/f2aGbx8706RrD3RAYHTlfeAzdmcAfc3d24JbIReYWlNPDx5Pn52y2W7dAi\n0CyxrNgjpHZT0bNdOD3bhVNUrOX5+b9VWb9OUcH8+Ve6yTYvDzXvPt+LgstaPD2uJpD33d6M/acy\nSb7SDnd3uZkn/taa7QeTCW3kw63NA4luGcTH3x3j+MVcs3ONGxrD/FX7AfD19mBgj0h+2H3RuH/S\n4zFs3Hmevy7kANCrQzitmzaid3QEJy7m8taXhs9WlnwP7BHJgVOZ+Hi582DvFmb1Wj6pP25uKp6e\ns8Xss7NH9SS0kY/x9wA/Tzq2DOJcSr7xun88uT/bDiaTkXu5ktYUQgjn5xJJ2XMVbtDlhvRpSZ9O\nN9HQz5Nn7msHQGSYPxfTCkzKBTX0om/nJgzsEYlWq6ewWEuXNiH06hhhUq5zVLDJzf35IR1pdVND\nlm86xtHzhhvZ8kn9OXExhzPJ+azbftZw/ABv+sc0ASCqydWeqbmjbyfAz5PR87aZxhPgzbC/tTH+\n3qZpI3R6PUkZhdzRIRwfL8MlU6lUgEKAvycdWwQBsGxif37ac4ke7cKYsGgHAGU6PQA+Xu4sHNeb\nwuIycjUlZj0Zvl7uFJWUAYZE7lJ6AW2aNqKBryctIhri6+XBovWHAZj8RAzHzuewced52je/2iMU\n0yaEmDYhBAb6sWz9IXYdTWXu6NtZ9etpWkY0xM1Nhb+PBwO6RxqTsnef74Veb5iPrmLi+Nq/uxEZ\nZujR6TDCUL89x9NZ8s0RekffhCX339GcjTvPM2ZwBzpd6U0c9c/2PDdvG438Db2Njfy9TD5z2y1X\ne6u8PQ1t+8aIHqz93xkOnM6k+62htGseiIe7G9GtgszO+dq/uxmTr3/0vJocVkyoAPp0uontB5Ov\nXAs1l0t0NLDQc/ifRzvh4+VuvM7Tn7qNouIy2jUP5MHeLfnzeBreHu50vpJU9+3cxPjZoABvJj3R\nxZj49OoQzo4jqQDc3S0SNQrvrznE37s1pW1kY2NSVp5o3dKsMXuOp5NfWGrSsxtyJWFq1eTqd6bN\nzQGcTMwz/v5o/yge7R9l/D01uwgMXxeeuKc1bm4qAB67K4odh1NJzLj632FDX8O1mfFUNw6eyeT+\nO5qjUqmYfeXR+u3tw1GpVPSrUFchakLWa7QeaUvbUCm1nKG1vte+vLZMTExMpbFMWvgbsQPaEBbo\na9ymLdOjdlMZbwIVlfcupWYXMW35bsDwF7ghwbFsxid/cim9gI8n9yc1u4hXlu0mMtSf157uDkBy\nZiHTlu+mQ4tAxl95hJiVV8zEJTt57K4o/t49ssr2LC4t4+eERPp0acr3O87yzztbGG/I16P8xjyk\nT0sG3dG80nJpOUWs/OkkTw68hcslZeQWltC2aWM0RaUENvQ2KbvneDpRTQJo3MCLklIdv+y9RO/o\nm8wer4aENCAjo+pxW4qioABu17T9ovWH2Xsig/dfvJMGvp5mn8srLCXAz3x7OZ1ej9qt8qfy+UWl\nfP/HBX788xK9OoYbE3ZLgoP9ycwsMNte3rZvjOhR6SM5RVGY/vGfeHq40aFFEIPuaM7EJTvpcWsY\nd3dtwsEzWdzT9WZUKhXaMh3uajcul5Th6135I96a+vOvNH4/nMK4hzuRmXcZNzcVt0aFkpGhoUyn\nx11taJ+/zmdTWFxmkphWJiP3Mo38PfFwNySbl0vKOJOUR8ubGnK5REdQgOl3RVum59e9ifRsH2aW\nCAP83y8n+SUhkTs7RvD0fZbHy6TnXmb99rMMvSuKgArHCAmp3eNXR1bdfye2VJP/bu3NVjFOmbOs\n5sss1dCmdw3rOA8a/02tPtenWTZPPf6wVWORa20ddYmxun+/ap2ULViwgD59+hjXvlyyZAlqtZqR\nI0earWt58OBB47qWd955J0uWLKl1mSVLllQZT10vmrZMZ7zBVEWvV9Dq9Hhd6fm4mKYhpJGPSeKU\noykhwM/TJBFUFKXKZO9a1v4CjlvwG/lFWsYM7lCjm641XU9d8otKyc4vpnm4/ReTq6wex85nk5hR\nWOkjc0fkaP/A6RWFzLxik8eWNSVJWf1wtO+IJZKUWYdca+uoj6TM4da+vLbM9VbQ2iydz1oxWLMu\nCyfexYkLOdx+zWNYW6lrXULAyv8UXh9L9ejrpEmBoyUzYaH2T7yFEMKR1DopK1/7MiwszOLalzqd\nzriu5d69hjEhqampREVF1alMdRw9k66p+virICrc3y7t4wx/4dSEq9QDXK8uQtSEjIOyHmlL23C4\ntS+vLSOEEELUhSQQ1iNtaRsOt/alpTJCCCGEEK7OZSaPFUIIIYRwZpKUCSGEcEmyXqP1SFvahktM\nHiuEEPVlwoQJ3H333SQnJ5OcnIxGo2Hq1KlotVqzORuXL19uUiYwMNDe4d/QZByU9Uhb2oYkZUII\nUYlPP/0Uf3/DGrMJCQksXbqU3bt3s2bNGkpKSoiNjTXO2Th48GCzMqNGjbJzDYQQzkSSMiGEsODX\nX3+lYcOGdO7cGZ1OR1CQYZmt8jkVtVqtyZyN+fn5xjJhYWGkp6dXeuxyjRv74l6DSaxtxRmmG7FF\njJ6e7lD9NJk24e/nVS91lmttHdaOsVZJ2TfffMPevXu5fPkyzz//PM2bNzfue+utt9BqtRQUFBAf\nH8/Zs2dZtmwZ3t7e9O/fn3vuuadGZUaPHk3jxob1FMeMGUPTps4za7oQwnVs2rSJhg0bcu7cOQD8\n/AxLaqWkpBAaGoperzeZszE0NJTcXMNi8KmpqYSFhVV7jpycovqrQC05w1x2tY2xrnNrlZaW1ap8\nfSooLLH6danLtbb1PGWu+H0s/0xVapWUbdiwgU8//ZTExEQ++ugj43QWly5doqCggNdff51169bx\n008/8dtvvzFlyhRCQkJ45plnaNu2bbVl+vbty8WLFwkPD8ff358mTWQBYiGEfbz33nsArF+/Hi8v\nLzIzM4mPjyc/P5/4+HiKi4tN5mxUq9X06NHDpIywLxkHZT3SlrZRZVL21VdfsXHjRuPv3t6GRYev\n7Zq/drmk48ePk52dTUhISK3K6HQ65syZQ3R0NCtXrmTz5s0MGjTICtUUQoi6efDBBy1u9/f3N5uz\nMTY21hYhCSFcVJVJ2aOPPsqjjz5q/L180GpqaiqhoVcXuY6IiCAtLQ242rUfFhZGRkaGMemqSZms\nrCwSExOJjo4mICCAsrLqu5Cd4ZlzTUldHI+r1ANcqy5CCOGKavX48p///CfTpk2joKCAyZMnk5aW\nxtq1axk7diyNGjVi1qxZFBYWMnPmTG699VbmzJmDp6cnsbGxhIeHV1smLCyM7du3c+jQIQoLC5k2\nbVq1MTn6M+eacobn5zXlKnVxlXqA69VFiJqQ9RqtR9rSNlSKoij2DuJ6uNKNRuriWFylHuB6dXEV\njnRNnOE7YqsYp8xZRjqtrHrMTe8OBmDQ+G9q9bk+zbJ56vGHrRqLXGvrqI+B/jKjvxBCCCGEA5Ck\nTAghhBDCAUhSJoQQwiXJeo3WI21pGzKjvxDihnH58mV8fHzsHYawERmUbj3SlrYhSZkQ4oZRPiHs\nwIED6dKli52jEUIIU5KUCSFuGHFxcVy4cIEpU6bQoEEDBg0axAMPPGDvsIQQApAxZUKIG8jkyZP5\n6quveOONN/joo4/466+/7B2SqEcyDsp6pC1tw+l7ylxpziKpi+NxlXqAa9Wlrh544AFuuukmUlNT\nyc3NZfLkyfYOSdQjGQdlPdKWtiE9ZUKIG8b69etp2rQpPXr04KuvvrJ3OEJUT1FQavE/4dycvqdM\nCCFqytPTk2PHjgGgUqnsHI0Q1fthTzI/J8yvUdni7PN8veL9eo5I1CdJyoQQN4xJkybx/fffo9Pp\nmDhxor3DEfXMFdZr9A3rWOOy7m719/DLFdrSGUhSJoS4YWzatIlDhw6hVqs5evQos2fPtndIoh5J\nAmE90pa2IUmZEOKGkZGRwVtvvWXvMIQQwiJJyoQQN4xz587xxRdf4OXlhUql4uGHH7Z3SEIIYSRJ\nmRDihvGvf/3L3iEIG5JxUNYjbWkbTpmUpaWlMXfuXAICAoiKimLYsGH2DqlKSUlJjBkzhnbt2hES\nEkJAQABJSUloNBqmTp2KVqs1q8/y5ctJTk42lgkMDLR3Nbhw4QLjxo1j/fr1ZvHVpA6WyjhCXeLi\n4tDr9ahUKh5//HHCwsKcoi779u1j9erV+Pn5ERQUhLe3d62/V45Qj2vrEhgYSHJyMjqdDjc3N6te\nkyNHjnDo0CHuuece0tPT6d69ux1qK2xFEgjrkba0DadMylavXk1sbCydO3dm5MiRPPbYY7i7O25V\nEhISCAkJASAmJobVq1ezdOlSdu/ezZo1aygpKTGpz+DBg0lISDApM2rUKLvWITMzk7Vr1+Lr60tp\naalZfDWpw7Vl7HXdKtYF4OTJk0RHR+Pm5kZUVBTLli1zirpoNBpmzJiBr68vzzzzDJ6enixZssQp\nr8m1dcnPz6dDhw6o1WqrXpOkpCQiIyMZNGgQr7/+epUxnT9/ngULFtC4cWM6dOhAVlZWrf8QcYQ/\npoQQzsNxM5kqZGZmEhERAUDDhg3RaDQ0btzYzlFVLjo6ml69ehEUFMSTTz5JZGQkAOHh4aSnp6PV\nak3qk5+fT1BQEABhYWGkp6fbLfZywcHBTJgwgREjRpCbm2uMryZ1qKyMva5bxbqAYZqE7t2787//\n/Y/PPvuMrKwsp6hL3759URSFpUuXcv/997Nnz54qY3TUeliqS5MmTejWrZvVr4lKpeL8+fN8+eWX\n5OXlVRlTQUEBEyZMIDQ0lFGjRuHl5VXrpNfef0wJIZyLU87oHxERQUpKCgB5eXkEBATYOaKq/fXX\nX5SWlqJSqfD29jYmWSkpKYSGhprVJzQ0lNzcXABSU1MJCwuzW+yWBAUFGeOrSR0qK+MI162goIDT\np08DEBAQQFlZmdPUpaCggFdeeYVOnToxaNAgp74mFetyzz33cOrUKcD612Ty5Mk89NBDhIWFVTsd\nRocOHXB3d2f06NH06NHD2OtVngRe+8ehI/4xdaOT9RqtR9rSNlSKE67LkJmZyezZs/Hz86Njx448\n8sgj9g6pSkePHmXZsmUEBgbStm1bSkpKOHfuHPn5+cTHx1NcXGxWn88++8ykjL+/v72rAcCzzz7L\nsmXLzOKrSR0slXGEurzxxhuoVCo0Gg2TJk1Cr9c7RV3i4uK4ePEiERERqNVq2rVr57SDbLJDAAAc\nh0lEQVTX5Nq6+Pv718s1mTp1KgD5+fmUlZXx4YcfVhrT8ePHCQ8Pp1GjRrzwwgvo9XoWLVrEH3/8\nwcGDB9Hr9dx+++107tyZZ599lqVLl/Liiy8ayxw6dIiRI0dWWe+yMh3u7urrazxhdc9NXUBiaTOr\nHnPTu4MBGDT+G6se10TOETZ+8kr9HV/UO6dMyoQQ4nrNmjWLV16p/AZ26NAhli9fTlhYGJ6enoSF\nhVn9j6mMDI21q1VnISENHCoeS2wV45Q5y0inlVWPaYukTJd5mP++81K15eRaW0ddYgwJaVDlfqcc\nUyaEEHUxf75hDUGdTmd81FmZ6OhoFixYUOl+f39/5s2bZ7ItNjb2+oMUQtywnDopKyvTkZNTZO8w\nrKJxY1+pi4NxlXqAa9Wlur80q1L+SNPd3Z3Q0FBrhSQclMytZT3Slrbh1EmZK43FkLo4HlepB7hW\nXa5HXFwcjRs3Rq1Wc+nSJZo3by7LLrkwSSCsR9rSNuzy9uXBgwcZPny42fYtW7bw8MMPM3ToUNas\nWWOHyIQQrqx9+/bMnz+fefPm0bVrV0nIhBAOxeY9ZcuWLePbb7/Fz8/PZLtWq2XOnDl8/fXXeHt7\n8/jjj3PXXXcZXzEXQojrVVZWxscff4xOp0Or1do7HCGEMGHznrJmzZrxwQcfcO1Ln2fOnCEyMpIG\nDRrg4eFB165djZNhCiGENUyaNIl+/frRpUsXpk2bZu9wRD2TubWsR9rSNmzeUzZgwAASExPNthcU\nFNCgwdUBvH5+fmg0jv06rBDCubzxxhsUFRVx//338+qrrzJz5kx7hyTqkYyDsh5pS9twmIH+DRo0\noLCw0Ph7YWFhtbOLN2/enPPnz9dzZLZzPW+VORpXqYur1ANcqy515e7uTnh4OL1792br1q32DkcI\nIUw4TFLWsmVLLly4QF5eHj4+PuzZs4dnnnmm2s85+uRyNeUME+XVlKvUxVXqAa5Xl7pq0qQJ33//\nPePHj6dp06ZWjEoIIa6f3ZIylUoFwKZNmygqKuLRRx9lypQpPPPMM+j1eh5++GGZR0gIYVX+/v58\n+umnKIriMEuXifpTPgaqeatoft59usafyy12R9WwvqJyTjJPmW3YJSm7+eabWbVqFQCDBg0ybu/f\nvz/9+/e3R0hmsrOz+O67bxk+/N9m++bPf5tx4ybW+dglJcUsXDif9u07cO+9gyott2nTBo4ePczk\nyTIgWQhr2Lx5M5cvX8bHxweVSsXDDz9s75BEPSpPIFZ+tY48zzY1/pzKs74icl6SjNmGwzy+tLbN\nmzeybdsWYmK6kpSUxLhxLzNp0n8IDg6mV68+nDt3hpycHAoKNNx33wO0bXsLCxa8i6+vL7m5uTz9\n9EguXbpIUlIiy5YtoXHjQNzd3Rk79iXOnDmNXq/n3Xfn4u7uTm5uLrGxT7N16y9kZWUSFBRMVlYm\nkyZZXlfv889X4OnpUWX833+/CY1Gg06nM9s3f/47eHh4kJh4iSeeGE6rVlEmsU+dOp3333/HLLaz\nZ0/Trl0H9u3ba2yHPn36WaO5hXB4cXFxPPfccyQmJnLzzTfbOxwhhDDjskmZSqWid+++DBo0mNWr\nV7JvXwKlpSW88MJ4srMz+fzzT7jtth64u7uze/cukpIu0a1bT+6++2+cPXuGsrIyADSafDQaDT17\n3kFU1NW/tBIS/iQ0NIzY2KfJzMzg/ffn0aJFS3r37svtt9/JmDEjKo1txIjRfP/9pirjv/feQaSm\npnDu3BmT7Tqdjv7976a0tISysjISEv7kwoVzJrH/8ccOi7ENHHgfvXv3448/dvLCC+Pl8Y24oWi1\nWrp378769esZMmSIvcMRQggzdpnR31Z0Oj0AJSUlqNWGZWb8/f3R6fSEhYUzatRYhg79F+3bd6C0\nVGsc55aXl0tRkeFN0EaNAnnhhf/g5+fHnDkzKSkpBkCv1xvLV5xzzdvbB8B4vutx7VxuABkZGfz3\nv5+gVrvTpk1bFEUxi72goMBibP7+DSr8LAmZuLFkZmaya9cu0tPT2bVrF7t27bJ3SKKeydxa1iNt\naRsu21OmKAq//voTFy+ep6ysjM6duxj3tWjRkptuasLbb79JXl4ew4f/m5iY23j33bkcOrSfkpIS\nhg17EoDS0hKWLFlAZGRzbr21PV5e3qhUKrp378lvv/2PhQvfQ6PJZ8SI0fz660/GZMgaLB3Lx8cb\nUNi583dyc3Pw9/fn0UefMIl9/PjJzJ//dr3GJoSzuf/++0lNTWXQoEGkpqbaOxxhAxXHlInrI2PK\nbEOlWOqOqSd6vZ7XXnuNkydP4uHhwaxZs4iMjDTu//bbb1mxYgVubm489NBDPP7441Uer3nz5uzZ\nc9jivvLHg1UNpK9vBw/u58CBfSbb7ryzL61aRRl/T01N5ccfv8PPz4vCwhIAoqLa0KtXb5vGak2u\nMv2Cq9QDXK8ursKRrokzfEfqGuPKr9bx69lG9RBRzW16dzAAg8Z/U2/n0GUe5r/vvFRtOVe+1rZU\nlxir+/fLpj1lv/zyC1qtllWrVnHw4EHmzJnD4sWLjfvfeustNm/ejI+PD/fddx+DBg0ymeW/NuyZ\njJXr1CmGTp1iqiwTHh7Ok08+4xRfQCGEEELUH5smZfv27aN3b0MPUKdOnThy5IjJ/rZt25Kfn4+b\nmxuKosjjNiGEEHVWPgYqILi5fQNxATJPmW3YNCkrKCgwGWCuVqvR6/W4uRneN2jdujUPPfQQPj4+\nDBgwQAajCyGEqDMZU2Y9kozZhk2TMn9/f5P1LSsmZMePH2fbtm1s2bIFHx8fJk6cyA8//MDAgQOr\nPKYrjS+RujgeV6kHuFZdhBDCFdk0KevSpQtbt27l3nvv5cCBA7Rt29a4r0GDBnh7e+Pp6YmbmxuB\ngYFoNNWPsXKVcViuNKbMVeriKvUA16uLLezbt4/Vq1fj5+dHUFAQ3t7eJCUlodFomDp1Klqtlrlz\n5xIQEEBUVBTDhg1j+fLlJCcnG8sEBgbaJFYhhGuwaVL2t7/9jR07djB06FAAZs+ebbL25WOPPcYT\nTzyBh4cHzZo148EHH7RleEIIYaTRaJgxYwa+vr4888wzeHp6smTJEnbv3s2aNWsoKSkhNjaWzp07\nM3LkSAYPHkxCQgJLly41lhk1apS9q3FDkzFl1iNjymzDpkmZSqUiPj7eZFuLFi2MPw8dOtSYsNVG\n164dANi790g1JYUQomb69u2LoigsXbqU+++/nz179gCGN6bT09PRarVEREQA0LBhQ/Lz8wkKCgIg\nLCyM9PR0u8UuDGRMmfVIMmYbLjt5rBBCXI+CggLefPNN7r//frp168bPP/8MQEpKCqGhoej1elJS\nUggLCyMvL4/Q0FByc3MBw/yDYWFh1Z6jcWNf3N2vf/UPa3GGcYd1idHfz6seInE8arWqxu3jqtfa\n1qwdoyRlQghhwZtvvsnFixdZt24dGzZsoEePHsTHx5Ofn098fDzFxcXMnj2bdevWMWDAANRqtVmZ\n6uTkFNmgJjXjDOMO6xpjQWEJ4GP9gByMTqfUqH1c+VrbktNPHiuEEM7izTffrHK/v78/8+bNM9kW\nGxtbnyGJWpIxZdYjY8psQ5IyIYQQLknGlFmPJGO2YdOkrLq1Lw8dOsTcuXNRFIXg4GDeeecdPD09\nbRmiEEII4ZT0noGMf+PDast5erhTqi2jTZMGjP73EzaITNSUw6x9qSgK06dPZ+HChTRt2pQ1a9aQ\nlJRk8namEEIIISzzaNiE3JoUVAB3KLicVM8RidpymLUvz507R6NGjfj00085deoUffv2lYRMCCFE\nncmYMuuRMWW24TBrX+bk5LB//36mT59OZGQko0aNokOHDvTs2dOWIQohhHARMqbMeiQZsw2HWfuy\nUaNGREZG0rJlSwB69+7NkSNHqk3KQkIa4OamMv7szJw9/opcpS6uUg9wrboIIYQrcpi1L5s2bUpR\nUREXL14kMjKSvXv38vDDD1d7zIwMDXq9AkBkZDPAOWf2d4Y5WWrKVeriKvUA16uLEEK4Ioda+3LW\nrFlMmDABRVHo0qULffv2tWV4QgghXIiMKbMeGVNmGw619mXPnj1Zs2aNLUMSQgjhomRMmfVIMmYb\nbvYOQAghhBBCSFImhBBCCOEQZJklIYQQLknGlFmPjCmzDUnKhBBCuCQZU2Y9kozZhk0fX+r1eqZP\nn87QoUMZPnw4Fy9etFju1VdfZd68edd1rq5dO9C1a4frOoYQQgghhK3YNCmruPblyy+/zJw5c8zK\nrFq1ilOnTqFSqWwZmhBCCCGEXTnM2pfl+w8dOsRjjz3G2bNnbRmaEEIIFyNjyqxHxpTZhsOsfZme\nns6iRYtYtGgRmzdvtmVYQgghXJCMKbMeScZsw2HWvvzxxx/Jycnh2WefJTMzk+LiYlq1asXgwYOr\nPGbFtS8tbXOmJVmcKdbquEpdXKUe4Fp1EUIIV+Qwa18OHz6c4cOHA7B+/XrOnj1bbUIGpmtfWtrm\nLOv9udrahK5QF1epB7heXYQQwhU51NqXFVlroH/5G5jOuEi5EEKIupMxZdYjY8psw6HWviz34IMP\n2iokIYSo0oULFxg3bhzr169n+fLlJCcno9FomDp1Klqtlrlz5xIQEEBUVBTDhg0zKxMYGGjvKtyw\nZEyZ9UgyZhsyeawQQlQiMzOTtWvX4uvrS2lpKQkJCSxdupTdu3ezZs0aSkpKiI2NpXPnzowcOZLB\ngweblRk1apS9qyGERWcupfPOki9qVLa0pJhnHr+fsLCweo7qxiZJmRBCVCI4OJgJEyYwYsQIcnNz\nCQoKAiA8PJz09HS0Wi0REREANGzYkPz8fGOZsLAw0tPTqzx+48a+uLur67cSteAM4/XqEqO/n1c9\nROL8SgJiOJZXs7KFOSmoVKU2/Y646vexKjdUUibjy4QQdRUUFERubi4AKSkphIaGotfrSUlJISws\njLy8PEJDQ41lUlNTq+1VyMkpqve4a8oZXgapbYymY8p86ieoG0TfZmmsXbuG0FDbPMZ0xe9j+Weq\nckMlZUIIURcqlQq1Wk2PHj2Ij48nPz+f+Ph4iouLmT17NuvWrWPAgAEWywj7kTFl1rPtQhjxT3e1\ndxguz6ZJmV6v57XXXuPkyZN4eHgwa9YsIiMjjfs3bdrEZ599hlqtpk2bNrz22muy3JIQwu6WLVsG\nQGxsrMl2f39/s3V6ry0jhBA15TBrXxYXF/P+++/z+eef8+WXX1JQUMDWrVvrJQ5ZrFwIIYQQjsZh\n1r708vJi9erVeHkZBmSWlZX9f3t3HxR1ve8B/L2wuAoIYSMPNikMVqdrpaSeZjqZcK4anctMTSo+\nkGiWsTxMlh5yZ+NBhiEImjOThgdtzuhcZu5cuEFajjPlvTE1B6w4oZY9WEeKfOBZxN0ddRf2c//g\nshdqgYWW/f1+2/s1w4z726+/eX+++2P9+tvvfr+YOXOmL+MREZEf4Tpl3rNyQSc+/J8T+N09v1M6\nil/z6Z2ysfa+BIbmbAyv51NdXY0bN27g4Ycf9mU8IiLyI1lZu7i+lpd81BaFP/7rn5SO4fdUs/fl\n8OOKigq0tbVh//79PsnEb2QSERGRGqhm70sAKCgogMFgQGVlpccT/CfakNzTY8uX3w8A+PHHHydT\nkldpYU0WT/lLLf5SB+BftRAR+SPV7H153333oa6uDsuWLXN9e2nr1q1YtWrVuOecaEPyqRxTghbW\nZPGUv9TiL3UA/lcLkSc4p8x7OKfMN1S19+U333zjyzhj4keaRETax3XKvIfrlPmGTyf6axGXzyAi\nIiJf4Ir+Hhp594x30oiI6LdEP2MWDv/Xf2NW8CmP2ofP0uGlzG3TG8oPcVD2K3BwRkSkXpxT5j1/\niPkRAPCP6//iUfvbb/xzGtP4Lw7KvIQDNCIi36k/dhy3HI5x20REDs1Zbm7+HIj4oy9i+a1/XF+i\ndITfBFXtffnhhx/iwIED0Ov1WLt2LdavX+/LeF7BjzmJiKbf8aZWIMLD+b4ckJFGqGbvS4fDgbKy\nMhw+fBjV1dWoqalBb2+vL+NNm5FfFuAXB4iIiMgd1ex9eeHCBcyfPx+zZw+tQbR06VI0NzcjOTnZ\nlxF95ud31AICdK41035+l+3ng7hfe2yqGcc6N+8EEpEaLQs7A4AfvXkD+9I3fDooG2vvy4CAAFit\nVteADABCQkJgsfjHYpdqM92Dt/EGmL81HNgOmagfiKYDBxDew770DdXsfTl79uxRz9lsNoSHh497\nvkuX/o6lS0Nw5crfRx331rHpPPcvj+kAiMIZ3B/zVi0xMdcAAPPm3YErVy67/qyU4QzDRuYa0o95\n8+a5zTry2Pjn8awP3fXNyPONl3/iDL+sZex23js2uX7w/NwDA1zRn0jtrloHsfcvhz1uv3LZ3Uh6\n9A/TmEgbdCIiEzfzjg8++AANDQ0oLS3FmTNncODAARw6dAjA0JyylJQU1NbWYtasWdi4cSOqqqoQ\nGRk55vliY30UnIhUQ8Htab1OTVtfaWErrpEZt+/Z5/lEfxU4/pcnAQApu44qnESdkmKvYcvGp1yP\ntXY9TubvjEc1e1+mpqbCZDLh2WefhdPpxLp168YdkAFDb85qf9E8pYUL0FP+Uou/1AH4Vy0A75SR\nZzgPynvYl76hqr0vk5KSkJSU5MtIRETkpziA8B72pW9w8VgiIi/q7OzEa6+9hvDwcCxcuBBpaWlK\nRyJSvcbT/8T3l/7memwwBOHWLfeLA9+y9eG1wj/7KppPcVBGRORFNTU1SE9Px5IlS/D8889jw4YN\n0Ov5Vks0HnvEMlwaGHFgYMymcNzSY0/pWx6fW++0YV5MtEdtHXY7tqz/N9x+++0en9+b+E5BRORF\nPT09iImJAQCEhYXBYrEgIiJC4VT+x95/CXrn+N9T+33cIADgsx8CfREJABCoD8DggHPM5529X/os\ny1gmyuiOr/tyvIyBADqvTuZsOly+1ulRS2t/N059fAJh4bdN2NYwQ49rfX2IiJi47bD//I9/H/d5\nzQ/KJvomg5awFvXxlzoA/6pFzWJiYtDe3o6oqCj09/ePu7SP2l4TteVxZzjj+3V/VTjJJB3JUzoB\naYBPl8QgIvJ3PT09KC0tRUhICO6//35N7uFLRMrgoIyIiIhIBXy6ITkRERERucdBGREREZEKcFBG\nREREpAIclBERERGpgCaXxHA6ndi7dy++++47BAUFoaSkBPPnz1c6lsccDgfMZjOuXLkCu92OzMxM\nxMfHw2QyISAgAHfddRcKCwuh0+mUjuqR3t5ePPXUUzhy5AgCAgI0W8fBgwfR0NAAu92OzZs3Y/ny\n5ZqsxeFwwGQy4fLlywgMDERxcTECAwM1VcvZs2fx+uuvo7q6Gm1tbW6z19bWoqamBnq9HpmZmUhM\nTFQ6tqocPXoUn3/+OW7cuIGcnBzExsa6nisvL4fD4YDVakVRURFaW1vx1ltvYebMmUhKSsKqVas8\namM0Gl1rsGVlZeHOO+/0KNtYux40NTXh2LFjEBFs2rQJS5YsQV5eHkJDQ2G321FYWDilNgkJCZPu\nv+nO+M477+D48eOIjIzEQw89hCeffFLRjAkJCbBYLDCbzXjuueewePFi1fWju4xq68fY2FiUlJRg\n7ty56OvrQ3FxMZqbmz3vR9Gg999/X0wmk4iInDlzRjIzMxVONDl1dXXy6quviojItWvXZOXKlWI0\nGuWzzz4TEZGCggI5efKkkhE9ZrfbJSsrSx577DG5cOGCZGRkaLKOTz75RDIyMkRExGazyf79+zX7\nmpw8eVJ27twpIiKNjY2Sk5OjqVoOHTokKSkpsmHDBhERt9dUV1eXpKSkiN1uF4vFIikpKXLr1i0l\nY6vOtm3bRETk4sWLkp+f7zr+008/uR7X1dXJe++9Jy+//LJ0dXWJiMj27ds9amO32+Xxxx+XwsJC\nqaiokMHBQY+zvfHGG3L69GkREdmxY4cMDAy4/uxwOOTmzZtiNBrl1KlTUlVVJSIi+/btk5aWlim1\nmYrpzmg2m8VsNovJZJLW1lbFM4qIlJeXS25urpw9e9btedSYUW39+P3338v58+dFRKS4uFhaW1sn\n1Y+a/PiypaUFK1asAAAsXrwY586dUzjR5CQnJ+OFF14AMHTXT6/X4+uvv8by5csBAI8++iiampqU\njOix8vJybNq0CXPnzgUAzdbR2NiIe+65B1lZWTAajUhMTMRXX32lyVri4uIwODgIEYHFYkFQUJCm\nalmwYAHefPNNyP+t1uPumvryyy/x4IMPIigoCKGhoViwYAHOnz+vZGzF1dbWYsuWLa6f4a2doqKi\n0NXV5WrX09OD6OihLWeio6PR1dWFq1evun6HPW0zODiIsrIy7N27FzExMThx4oTHWd3tegAAIgK9\nXg+DwQC73e42x1TaTMV0Z1y7di2KioqQm5uLiooKxTMCQG5u7qhPndTWjyMzDr8/qK0fFy5ciLvv\nvhsfffQRAgICEBcXN6l+1OSgzGq1IjQ01PU4MDAQTufktoxQUnBwMEJCQmC1WrFz5068+OKLo/IH\nBwe7Lgo1q6+vx5w5c/DII48AGLqAZcSyd1qpAwCuXr2Kc+fOYd++fSgqKsLu3bs1W0twcDAuX76M\n5ORkFBQUYMuWLZqqZc2aNQgM/P+tXEZmDwkJgcVigdVqxezZs0cdt1qtPs2pNqmpqaiurnb9BAQM\nvb13dHQgMjLS1S4mJgadnUNbzrS3tyMyMhJRUVHo7u6eVJve3l5cunQJABAeHo6BgXE2K/yZ4V0P\nAKC/v9/1WhoMBjgcDty8eRMGg2FUjuE6ptJmKqY7Y0tLCwIDAxEaGjrqGlcq40jDedTWj+6osR8r\nKyvR1tYGs9ns9jzj0eScstDQUNhsNtdjp9PpegPSivb2duTk5CAtLQ0pKSmjRvg2mw1hYWEKpvNM\nfX09dDodmpqa8O2338JkMqGvr8/1vFbqAICIiAjEx8dDr9cjLi4OBoNh1N0FLdVy5MgRrFixAi+9\n9BI6OjqQnp4+6h9MLdUCYNTvttVqRVhY2C/eA7RWky888cQTyMvLg9VqxZ49e9DZ2Ym3334b2dnZ\nuO2221BSUgKbzYbi4mLce++9KCsrw4wZM5Ceno7o6OgJ20RFReHjjz/GF198AZvNhrw8z7cRWr9+\nPUpLS1FfX481a9agtLQUe/bswdatW5GXl4eBgQFkZ2dj0aJFOHbsGEpKSqDT6ZCQkDClNlMx3Rl/\n+OEHmM1miAiMRqPiGUcanm+qtn50l3HOnDmq6sejR4/i3XffxQMPPIDc3FxkZ2dPrh+n9AGswkbO\nKTt9+rTs2LFD4UST093dLcnJyXLq1CnXsYyMDPn0009FRCQ/P19OnDihVLwpefrpp11zyrRYR0ND\ngzzzzDMiItLR0SGrV68Wo9GoyVoqKyvl4MGDIjI0Py4pKUm2b9+uqVouXrwoqampIuL+d6O7u9s1\nj+z69euSnJzMOWVEpHmavFO2evVqNDY2YuPGjQCA0tJShRNNTlVVFSwWCyorK1FZWQkAeOWVV1BS\nUgKHw4H4+HgkJycrnHLydDodTCYT8vPzNVdHYmIimpubsW7dOjidThQWFuKOO+7QZC3btm2D2WxG\nWloaHA4Hdu/ejUWLFmmuluH/Cbu7pnQ6HdLT07F582Y4nU7s2rULM2bMUDgxEdGvw70viYiIiFRA\nWxOxiIiIiPwUB2VEREREKsBBGREREZEKcFBGREREpAIclBERERGpAAdlRERERCrAQRkRERGRCnBQ\nRkRERKQC/wtUnfxgFFFSkAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTKvJN/TAuQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+FQUAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model = analyze(data)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.128117548483\n", "[-0.41960463 0.64332013]\n" ] } ], "source": [ "print model.stats()['r']['mean']\n", "print model.stats()['r']['95% HPD interval']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So the mean correlation (rho) is around 0.13. However, when we take a look at the histogram of the marginal posterior for rho, we can see that the frequency of distinct values for rho are pretty wide. We can characterize this with the 95% HDP (highest probability density) interval---also called credible interval---which is [-0.42 0.64]. Thus, with this HDP, we can get a very thorough view regarding the distribution of the parameters for rho. While the mean correlation is slightly positive, we cannot rule out a negative correlation or a non-existing correlation (rho=0). Actually, we can just count the number of times rho is positive by looking at the trace of rho. This can be seen as a Bayesian way of accepting or rejecting hypotheses (so-called ROPEs). A discussion about this can be found in one of John Kruschke's blog posts." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.61136000000000001" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(model.trace('r')[:]>0.05).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a result, we see that only around 61% of all values of the posterior are above 0.05. Thus, we only see mediocre evidence for a positive correlation in the data.\n", "\n", "Let us now relax this assumption and just determine what the probability is that there is no correlation at all (regardless negative or positive) with a ROPE of [0.05,0.05]." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.12236" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "((model.trace('r')[:]<0.05) & (model.trace('r')[:]>-0.05)).mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can only see week evidence that there is no correlation at all. Thus, the probability that there is a negative correlation is around 27%. Overall, the inference and our inspection of the marginal posterior reveals that there might be a slight tendency towards a positive correlation, but we are pretty unsure about it. We might want to gather further data to supplement our inference.\n", "\n", "Let us now compare these results to a classic Pearson correlation coefficient:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.1746680664120466, 0.58716519218300223)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats.stats import pearsonr\n", "pearsonr(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not surprisingly, our Bayesian rho values is very similar to the one determined by the Pearson correlation coefficient. The p-value states that we cannot reject the null hypothesis that there is no correlation (two-sided)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## More data\n", "\n", "Let us take a look at a further dataset taken from the blog post by Rasmus Bååth linked at the beginning of this post. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s = [9.92,94,9.94,79,9.97,78,9.93,83,9.90,77,9.93,76,10.00,74,9.97,87,10.00,86,10.01,83,10.08,75,10.09,74,10.15,92,10.15,69,10.17,79,10.17,71,10.19,80,10.30,80,10.31,77,10.34,87]\n", "x = [float(a) for i,a in enumerate(s) if i % 2 == 0]\n", "y = [float(a) for i,a in enumerate(s) if i % 2 != 0]\n", "data = np.array([x, y])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We again do inference with the simple model." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 50000 of 50000 complete in 20.8 sec\n" ] } ], "source": [ "model = analyze(data,plot=False)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.0907941631\n", "[-0.49802096 0.34042248]\n" ] } ], "source": [ "print model.stats()['r']['mean']\n", "print model.stats()['r']['95% HPD interval']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see a slight negative correlation, however the 95% HDP interval again is very wide and also includes a correlation zero and positive correlation. The Pearson correlation shows similar results, but claims no statistical significance." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-0.10965237912730059, 0.64537479933386654)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats.stats import pearsonr\n", "pearsonr(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What happens, if we add an outlier to the data as elaborated in the follow-up blog post by Rasmus Bååth." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x.append(9.5)\n", "y.append(115.)\n", "data = np.array([x, y])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 50000 of 50000 complete in 22.0 sec\n" ] } ], "source": [ "model = analyze(data,plot=False)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.51290073427\n", "[-0.80040565 -0.19095111]\n" ] } ], "source": [ "print model.stats()['r']['mean']\n", "print model.stats()['r']['95% HPD interval']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Suddenly, only this one data point, changed the results drastically. The inference now indicates a strong negative correlation and the 95% HDP interval contains only negative correlations. Here, we would for sure claim a strong belief in negative correlation according to our analysis." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-0.56990140833523373, 0.0069939604634016196)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from scipy.stats.stats import pearsonr\n", "pearsonr(x,y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not surprisingly, the Pearson correlation again agrees with our Bayesian inference and states the correlation as significant. This is not surprising, as the Pearson correlation is very non-robust to non-normality of the data as it is a measure of linear dependence. The same happends of course with our Bayesian model that models the data with a normal distribution.\n", "\n", "Thus, we make our model more robust as elaborated in cited blog post. What we actually want, is a model that assumes that the majority of the data is normally distributed, but still allows outliers to exist. Within our Bayesian framework, we can choose any model for the likelihood. In that case, a robust model is the multivariate student t-distribution. For a detailed discussion please refer to corresponding blog post." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let us apply the robust model (multivariate student t-distribution)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " [-----------------100%-----------------] 50000 of 50000 complete in 274.1 sec\n", "Plotting precision_0_0\n", "Plotting precision_0_1\n", "Plotting precision_1_0\n", "Plotting precision_1_1\n", "Plotting sigma_0\n", "Plotting sigma_1\n", "Plotting nuplus\n", "Plotting nu\n", "Plotting mu_0\n", "Plotting mu_1\n", "Plotting r\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEZEm+v8BBukqebRpguYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTyqgREREROrp/wPch39+rFln3AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3XlcVPX++PHXsMMMO8yAC26YZu5r5q5ldtWupZZlUl8t\nNbu3uloueBPIFDHNpTRLS69mV7P03q6/6pZp1rUyyS1ccgdlkUVghn1g5vcHMYLsODCL7+fjcR8X\nzvnMOe/3DOGbc97n81EYjUYjQgghhBCizhwsHYAQQgghhK2RAkoIIYQQop6kgBJCCCGEqCcpoIQQ\nQggh6kkKKCGEEEKIepICSgghhBCinqSAEkIIIYSoJymghBBCCCHqycnSAQghhDls376duLg4ioqK\nOHbsGJMnTyYxMRGdTseCBQvQ6/XExMTg7e1NaGgokydPZtOmTSQlJZnG+Pn5WToNIYSNUMhM5EII\ne7JixQpGjBjBe++9x4YNGzh8+DDHjx+nsLCQwYMH0717d6ZPn86qVauYM2dOhTEzZsywdPhCCBsh\nV6CEEHbj4sWLlJSU0Lx5c/z9/QEICgoiNTUVvV5PcHAwAF5eXmi1WtMYjUZDamqqxeIWQtieJi2g\niotLyMzMa8pTNhpfXw/JxQrZSy72kgdAYKBnk53r448/Ztq0afj7+5OVlQVAcnIyarUag8FAcnIy\nGo2G7Oxs1Gq1aUxKSgoajabW4xcXl+DsXPprUy7eC3Fna9ICysnJsSlP16gkF+tkL7nYSx5N7eLF\nizRr1gyAfv36ERUVhVarJSoqioKCAqKjo9m9ezcjR47E0dGx0pjalC9q09J0jZZHUwoM9LSbXMqT\nvGyLteZV0x+ATd4DZY1vUENY64fdEJKL9bGXPKBpr0A1trQ0HWq1FwCpqVoLR2Me9vSzVp7kZVus\nNa+afn/JNAZCCFFH69e/RWRkpOnr9evfsmxAQgiLkSZyIYSoo1mzZpuuQM2aNdvC0QghLEmuQAkh\nhBBC1JMUUEIIIYQQ9SQFlBBC1JH0QAkhypilByolJYV33nkHlUqFQqFg3rx55jisEEJYFemBEkKU\nMcsVqEuXLvHzzz9z/fp1vL29zXFIizEajaSmXrd0GEIIIYSwYmYpoIKDg9myZQurVq3iyJEjFBQU\n3PYxb9zIYNu2zWaIrrL8/Hyiov7O22+/xYoV0RX2HT9+lL17/90o5xVCCCGEfTDLLbzt27czfvx4\nAJRKJSUlJdWOrW5SquPHj/Pxxx/j7u5Oq1atePDBB0lLS0alcuK1117D19eXc+fOMW7cOA4fPoyv\nry9FRUXk5eXRtm1bfv31V8LDwzl37hw//PADACqVildffbXSuXbv/oYhQwYyceJE1qxZw5UrZ+nT\npw8AJ0/GEhd3gsLCbGbOnEmPHj2YOHEi//znP/Hy8uLatWusWbOGI0eOsGfPHoqLi+nTpw/du3dn\n27ZtODs7o1AoCA8Px8HBdlrM7GmyQ3vJxV7ysCdlPVCRkZGm/ie5lSfEncksBdSjjz7KmjVraNas\nGd27d0epVFY7trqZRi9fvkZ2dg69evUnNDSUGzdyKSjQs2PHZ/TufR8jRjzAtm2b0ekKKCwsZtiw\nUbRu3YaZM6cye3Y4Dg6ufP/9T7Rr154hQx4gKSmRf/7zI555Zmalc125kkjHjneTlqZDpfLl3Lkr\ntG7dEYCuXXtTUqIgMzOPoKBmvPjiXNLT0xkx4iGysjL58cefOXPmMhs3buT115fj6OjI2bOnWbVq\nDQEBasCJa9eucfz4GVq2DDHH29vorHUG2Iawl1zsJQ+wr0JQeqCEEGXMUkB16tSJDRs23NYxWrZs\nxfTpszh37ixLlkQRFbUUAL1ej4eHAqDCFR13dw8UCgUuLi5/7FNgMBjYsmUjw4Y9QMeOnXByqjq9\n0tXZS/ucUlOv06dPP9M+hUJh+trTs/QX5b59X5Gbm8vAgUNQq9WAkaKiItO4xMREjEYYPXosbduG\n8s03X+Hr63db74cQQgghrJfVzESelZXFjh0f0aJFS3r16mPa/uCDD7FixTLOnDlFXNxJHnvsiQqv\nK1/wAGg0QRw79ivHjv1KSUkxBoOh0q20oUNHEBPzBhcunMdoNNKtWw/TvsBANUeOHGbIkOEVtsXF\n7SMvL5eMjAyysrKYOnUqy5YtRqFQ0KNHL55+ehobN24wrej+wAOjzPbeCCGEEMK6WP1iwsnJSWzf\nvhVPT08yMtJ56aU5KJWqOr/+0KEfuHDhXIVtDz44mqCgoHrFcSt7u8UiuVgXe8kD7OsWXlRUFICp\nDwps/1aePf2slSd52RZrzaum319WX0BZK2v9sBtCcrE+9pIH2FcBlZamM/VApaZq6/y6hQtfZcmS\nNxsrrAoKCwt4/fXXyMrKwsPDg4ULo/Dx8THtT05OIjJyIe+9V/qUc9nP2kcfbaFXrz7cffc9VR73\ns892Mn78402SgznY039D5UleTaum31+285iYEELYqKYqngD27PmU0NC7WLduI6NGjeYf//igTq97\n6qlnqi2eALZu/dBcIQphF6ymB0oIIWxdYWEhixbNJzc3l8LCAqZPn0WfPvfy8MMP8vnn/+X06ThW\nrVqOh4cSHx9fXF1dmTp1Oq+9Nh+NJoiUlGRGjBjJ5csXOXfud/r3H8CMGS9w7NivbNmyCYPBQH5+\nPhERb1T7lO9vv51g8uSnAejX7z62bNlUaUxWViYLFrxCRkY6nTt34sUX57JkSST33/8gwcHNiI6O\nwtHRCaPRSETEG3z55V60Wi1vvRXD7Nmy0oQQIAWUEMJOXLt2jfXr1+Pp6Ym3tzeurq4kJiai0+lY\nsGABer2emJgYvL29CQ0NZfLkyWzatImkpCTTGD+/mp+erW0eqMTEa2i12axc+TaZmZkkJMQDUPas\ny4oV0Sxa9AatW7fh/ffXk56eBpTeVluzZj0FBQVMnPgw//rXV7i6ujJhwlhmzHiBK1cu89priwkI\nCGDbts0cOLCPsLCpVcaYm5uLSlXaJ+rh4UFubm6VYxYujESpVPLkk48yZUqm6YGc2Nhf6NSpC88/\n/1dOnjxOTk4OTz89jd27P5HiSYhypIASQtiFzZs3ExISQnx8PAMGDODjjz9mw4YNHD58mF27dlFY\nWEhYWBjdu3dn+vTpjBs3jtjY2ApjZsyYUeM5apsHqm3bdjz88KNERi6kuLiYCRMmVdifkZFO69Zt\nAOjWrQfffvs1AM2aNcfDQ4mjoxN+fv54epb2XZQVXgEBAaxe/SYeHh6kpaXStWv3amNUKpWmoikv\nL89UTJXXrFlz03Z/f38KCwv+OJ+CMWP+zPbt/2DOnBdRqZTMmPFCje+JEHcq6YESQtiFhIQEhg4d\nyuLFi9m4cSMBAQFA2bxvqaSnpxMcHAyAl5cXWq0Wf39/ADQaDampqbcdw6VLF8jLy2P58tWEh0ey\nalXF3ie1WsOVK5cBiIs7adp+63Qst1q+fCkLF0YSHh5BQEAgBoOh2rFdunTjp58OAfDzz4fo1q1n\npTHVnc9oNPLDDwfp1q0Ha9asZ+jQEXz00T/+2FdjiELcceQKlBDCLgQEBKBUKnFycsLd3Z2srCwA\nkpOTUavVGAwGkpOT0Wg0ZGdno1arTWNSUlJMc7jVxNfXw/R1VU/neHvfw/btm/nf/w5gMBiYPftl\nAgM9cXBwIDDQk8WLX+eNN97Aw8MDZ2dngoKC8PNT4uLiRGCgJ4WFLjg6OpiOXfa6ceP+zIsvTsfd\n3Z2AgADy8rTVPh303HP/x7x583jppRm4uLiwcuVK/P1vji0svHk+KC2m/PyUuLk54+PjQbdudzNv\n3jw+/ngLBoOB8PBwAgM9ad8+lDffXMzy5cvr+IlYnj09AVqe5GUdZBqDBrLWRy4bQnKxPvaSBzTd\nL8WLFy/y9ttvo1KpuPfee7lx4waXL19Gq9USFRVFQUEB0dHRKJVKunTpwsSJE9m6dWuFMVXd7irv\ndueB2r17F8OHP4CPjw8bN76Ls7MzzzzzbINzNgd7+lkrT/KyLdaaV6PPA3Vr8+asWbOqHWuNb1BD\nWOuH3RCSi/WxlzzA9v6qrElD54Eq891337J164e4u3ugUqlYuDAKLy+vBsWycOGraLUVY1CpPImO\nXlGv49jTz1p5kpdtsda8avr9ZZZbeOWbN4cPH177C4QQ4g40dOgIhg4dYZZjNeXcUkKIysxSQCUk\nJDBx4kRCQ0OZOnUq/fr1q3asPf01KrlYJ3vJxV7yEEIIe2SWAqp886ZSqaxxrDVeomsIa73c2BCS\ni/WxlzzAvgrB2uaBEkLcOcxSQD377LOsXLkSlUrF6NGjzXFIIYSwOrXNAyWEuHOYpYBq164dq1ev\nNsehhBBCCCGsnkykKYQQQghRT1JACSFEHZX1QJV9XdYHJYS488hM5EIIUUfSAyWEKCNXoIQQQggh\n6kkKKCGEEEKIepICSggh6kh6oIQQZaQHSggh6kh6oIQQZeQKlBBCCCFEPUkBJYQQQghRT2YroObM\nmcMXX3xhrsMJIYTVkR4oIUQZs/RAbd68udZFhIUQwtZJD5QQosxtF1DffvstXl5e9OjRwxzxCCFE\ngyQmJjJr1iw6depEYGAg3t7eJCYmotPpWLBgAXq9npiYGLy9vQkNDWXy5Mls2rSJpKQk0xg/Pz9L\npyGEsBG3XUDt3bsXLy8vLl++jJOTE/fddx8+Pj7Vjg8M9LzdU1oNycU62Usu9pJHU4mNjSUwMBCA\nHj16sHPnTjZs2MDhw4fZtWsXhYWFhIWF0b17d6ZPn864ceOIjY2tMGbGjBkWzkIIYStuu4BatWoV\nAHv27MHV1bXG4gkgLU13u6e0CoGBnpKLFbKXXOwlD2i6QrBr164MGDAAf39/nn76aUJCQgAICgoi\nNTUVvV5PcHAwAF5eXmi1Wvz9/QHQaDSkpqbWeo6yHqjIyEhT/1NEREQjZdR07LVYl7xsi63lZbZ5\noB555BFzHUoIIertzJkzdO/eHYVCgZubm6kgSk5ORq1WYzAYSE5ORqPRkJ2djVqtJisrC4CUlBQ0\nGk2t56iqB8rWC117KtbLk7xsi7XmVVNRJxNpCiHsQqtWrVi+fDl+fn6MGDGCwsJCoqKi0Gq1REVF\nUVBQQHR0NLt372bkyJE4OjrSr1+/CmOEEKKupIASQtiFe+65h9WrV1e7X6VSsXLlygrbwsLCGjss\nIYSdkok0hRCijmQeKCFEGbkCJYQQdSTzQAkhysgVKCGEEEKIepICSgghhBCinqSAEkKIOpIeKCFE\nGemBEkKIOirfA/XwnyfRonkzC0ckhLAUuQIlhBANsP/7nywdghDCgqSAEkKIBlAoLB2BEMKSzFJA\nHT16lHnz5vH666+zbt06cxxSCCGsTvkeKN2NeOmBEuIOZpYeKJ1OR0REBB4eHkybNs0chxRCCKtT\nvgfK068VUyaNt3BEQghLMUsBNWTIEIxGIxs2bGDs2LHmOKQQQgghhNUySwGVk5PD0qVLGTt2LP37\n969xbE0rG9saycU62Usu9pKHEELYI4XRaDTe7kHCw8NJSEggODgYR0dHli1bVu3YtDTd7Z7OKgQG\nekouVshecrGXPMC+CsGoqCgAIiMjTb1Qtr6kiz39rJUnedkWa82rpt9fZrkCtXTpUnMcRgghrJr0\nQAkhysg0BkIIq5Wfn2/pEIQQokoyE7kQwmqtWrUKgFGjRtGzZ886vWbOnDmMGDGCpKQkkpKS0Ol0\nLFiwAL1eT0xMDN7e3oSGhjJ58mQ2bdpUYYyfn19jpiOEsCNyBUoIYbXCw8OZPHkyb775JtOnT+fz\nzz+vcfzmzZtRqVQAxMbGsmjRIiZMmMCuXbvYuXMnYWFhREREcPDgQXJzcyuNqY3MAyWEKCNXoIQQ\nVmvevHkEBATwxhtv0K5dO2JiYnj44YerHPvtt9/i5eVF9+7dKSkpwd/fH4CgoCBSU1PR6/UEBwcD\n4OXlhVarNY3RaDSkpqbWGo/0QAkhykgBJYSwWg8//DDNmjUjJSWFrKws5s2bV+3YvXv34uXlxeXL\nlwFQKpUAJCcno1arMRgMJCcno9FoyM7ORq1Wk5WVBUBKSgoajabWeHx9PUxfq1SudvOEob3kcSvJ\ny7bYWl5SQAkhrNaePXtYtmwZrVq1YsGCBfTq1avasWX9Unv27MHV1ZX09HSioqLQarVERUVRUFBA\ndHQ0u3fvZuTIkTg6OtKvX78KY2qTmZln+jonp9AqH7uuL2t9fPx2SV62xVrzavRpDIQQojG4uLhw\n+vRpABR1XL33kUceqXK7SqVi5cqVFbaFhYXVK56yHqjIyEhTD5StzwMlhGgYKaCEEFZr7ty5fPnl\nl5SUlPDqq69aOhzpgRJCmMhTeHcAo9HIf39JILXc7Yeaxl6/kUfZBPVGo5Hj59MpKCpu7DBtgsFg\npEhfYukw7hh79+7l2LFjnDp1ihUrVlg6HCGEMDHLFajr169Xml+lKju/+Z2PvjpLi0Al19JyK+3v\nGOJDgI87RfoSenVQ8+XP8VxJqXhPtF1zLyYNb09+UTF7vr/Mo0Pa0jrIk7+u/gGA/3uoI8H+Svb9\nehWNrwe9O6q5oS1gzacnGdqjOd8dSwRgQJcghvdsQXp2AYd+S+buVr4E+3sQd+kG7Vv68O6/4mgR\nqOSRQW15e/dvpvP/6d5W9O4YyIETyZToi1G6ObNx72nTMX+7dIPJD9zFqcs3eGRQG3bsv4CLkwNn\n4jPp3MaPH+NSeGRwW3p3ULN61wkeHxFKoLc7n31/iRaBSk5fvsG5a9kVcu55VyCd2/qx9avfARjS\nvRmpmflofN357niSaZzSzYncgpuFjpeHM80DVZyJzyx9//dfACDA242iYgPa3CIeGxbKJwdKtw/s\nEsz/fkuu8rPz83KllcaT89eyefL+9rTUeOLh6sTO/ecp0htIvpHHyD4tOX35Bne39qVjiC8791/g\nt0sZ/HlgGzq39eNcQhYlBiNqX3eKSwwcO59ORnYBLzzShRKDgY++OUfC9Rwe6N2ClmpPzsZnovFz\np02wF2fiM7mrpQ+BPu6o3J25oS1A6e7Mvtir9Ltbg8Fo5OTFDDq2DcDLzZHj59NJzcwn2N+D5Iw8\nOrfxIydfz10hPnz8zTnat/DBR+VKj/YBpGXl4+flxpn4G+TmF+Pu5oSjg4Lj59O5v3cLPNycKSkx\nAPDK+h8B2DR3GD+dSuH4+XR6dQxErzeQll2Au6sjeQXFBPq4c/V6Drr8In45k0qgjxt9OmpoHeTJ\n6Ss36N85CD9PNzw9nDECh09fp3WQJ6eu3OBaai5jB7fjyrVMvj+RRJCfBy01nvh7ueLi5IjGzwNn\nJwciN//CDW0hT4/qQL9OGtxcnLhwLZvgAA8+/e4i7q5OtA32wt/bjWB/D9xcnCjUl6DNLSLuUgZ5\nhcXc1zmYxLQcrmfm07tDIIX6ElxdnPD0cAZAl6fn3X/FcVdLb/p21ODh5oSPyhVtXhFeHi58E3uV\nExfSub93S/y93PD1cuVcQhan4zPRF5cQovHkyYc6VfkzVRdpaWksX768wa8XQojGYpa18NauXcvg\nwYPp3r0706dPZ/369Tg5Va7Nxs759+2eSghhY/6z8s8Nfu2LL75I3759cXV1RaFQMGHCBDNGVn+y\nFp7tkLxsi7Xm1ehN5Onp6RXmV9HpdPj6+prj0EKIO9hTTz1l6RAqkB4oIUQZsxRQwcHBFeZX8fb2\nrnLc7fwlKoS488TFxXHy5Enuv/9+UlNT6du3r6VDEkIIwExN5BMnTmTbtm0sWrSIkSNH4uAgvelC\niNuXmJhISEgIY8aM4dq1a5YORwghTMxS6QQEBLBy5Upef/11Jk6caI5DCiEECoWCK1eu8M9//pPs\n7OzaX9DIZC08IUQZszSRCyFEY9Dr9fz444+UlJQwcOBAXFxcLBpPWprO1AO1cu1mu+iBstbm3dsl\nedkWa81LZiIXQtikRYsWAaDVatm5cyfvvfeehSMSQohSUkAJIaxWdHS06eslS5ZYMBIhhKhIur2F\nEFZr9erVrF69mpUrV5KcXPUkr01JeqCEEGWa5ApUXWcqtxaJiYnMmjWLTp06ERgYiLe3N4mJieh0\nOhYsWIBer6+Uz6ZNm0hKSjKN8fPzs3QaxMfH8/LLL7Nnz55K8dUlh6rGWEMu4eHhGAwGFAoFTzzx\nBBqNxiZyOXr0KDt37kSpVOLv74+bm1u9f66sIY9bc/Hz8yMpKYmSkhIcHBzM+pmUPZTi5OSEWq1u\n6jQrkXmghBBlmqSA2rlzJ2FhYaaZyh9//PEqZyq3FrGxsQQGBgLQo0cPdu7cyYYNGzh8+DC7du2i\nsLCwQj7jxo0jNja2wpgZM2ZYNIf09HQ+/fRTPDw8KCoqqhRfXXK4dYylPrfyuQCcO3eOrl274uDg\nQGhoKBs3brSJXHQ6HREREXh4eDBt2jRcXFx49913bfIzuTUXrVZL586dcXR0NOtnEh4ejq+vL46O\njly9epXWrVvL0i5CCKvQJL95bW2m8q5duzJgwAD8/f15+umnCQkJASAoKIjU1FT0en2FfLRaLf7+\n/gBoNBpSU1MtFnuZgIAA5syZw7PPPktWVpYpvrrkUN0YS31u5XMBmDt3Ln379uW7775j69atZGRk\n2EQuQ4YMwWg0smHDBsaOHcuRI0dqjNFa86gql+bNm9OnTx+zfyb33HMPc+fOBSAmJoZ58+Y1YZZC\nCFG9JumBKpupHKhxpnJrcebMGYqKilAoFLi5uZkKouTkZNRqdaV81Go1WVlZAKSkpKDRaCwWe1X8\n/f1N8dUlh+rGWMPnlpOTw4ULpYsfe3t7U1xcbDO55OTksHDhQrp168aYMWNs+jMpn8v999/P+fPn\nAfN/JsXFxXzwwQe8//776PX6JsquetIDJYQo0yTzQKWnpxMdHY1SqaRLly5WP9nmqVOn2LhxI35+\nfnTo0IHCwkIuX76MVqslKiqKgoKCSvls3bq1whiVSmXpNAB47rnn2LhxY6X46pJDVWOsIZc33ngD\nhUKBTqdj7ty5GAwGm8glPDychIQEgoODcXR0pFOnTjb7mdyai0qlapTPpLi4mPj4eDIzM+ndu3eN\nMV25coW1a9fi6+tL586dycjIqHffX229i7G/nqJP786AzANl7SQv22KtedU0D5RMpCmEsFqRkZHk\n5eUxduxYvv76axYvXlzt2Li4OHx9fVGr1cyYMQNXV1dTj9nx48cpLCxk8ODBpp6rVatWMWfOHFNf\n1vHjx2vtXVz/3ke8MHMKIAWUtZO8bIu15lVTASXTGAghrJaTkxNBQUEMGjQIZ2fnGsd27twZJycn\nZs6cSb9+/UxXk8p6rm7txbTG3kUhhO1o0sd3iotLyMzMa8pTNhpfXw/JxQrZSy72kgfU/BdcbZo3\nb86XX37J7NmzadmyZY1jz549S1BQEB988AF//etfMRgMwM2eK4PBQHJyMhqNpsG9i2kpF4mMjCQy\nMtLUAxUREdHg/KzF7XxG1kzysi22lleTFlBOTo5NebpGJblYJ3vJxV7yuF0qlYrNmzdjNBpr7Sss\nKipi0aJFaDQaQkJC0Gg0REVFVeq52r17NyNHjsTR0ZF+/fpVGFObwKB2plt4ZfNAWeNth/qw1lsn\nt0vysi3Wmtdtr4V34sQJVqxYwbZt2yps379/P+vXr8fJyYnx48dbvMlYCGFfvvjiC/Lz83F3d0eh\nUDBhwoRqx3bt2pW1a9dWu1+lUrFy5coK28LCwswWqxDizlJrAbVx40Y+//xzlEplhe16vZ5ly5bx\n2Wef4ebmxhNPPMHw4cNNPQVCCHE7wsPDef7557l27RotWrSwdDhCCFFBrU3krVq14p133uHWh/Uu\nXrxISEgInp6eODs706tXL9PEgEIIcbv0ej19+/blyJEj9O3bl759+1o6JFMPFMg8UELc6Wq9AjVy\n5EiuXbtWaXtOTg6enjfvDSqVSnQ667t/KYSwTenp6fz000+kpqby008/AdC/f3+LxlRVD5QQ4s7U\n4CZyT09PcnNzTd/n5ubWOity69atuXLlSkNPaXVs7YmBmkgu1sde8miosWPHkpKSwpgxY0hJSbF0\nOEIIUUGDC6i2bdsSHx9PdnY27u7uHDlyhGnTptX6Omvssm8Ia31ioCEkF+tjL3lAwwvBRx991MyR\nCCGE+dR5Ik2FQgHA3r17+eSTT3B2dmb+/PlMmzaNSZMmMWHCBNRqdaMFKoQQliY9UEKIMnW6AtWi\nRQt27NgBwJgxY0zbhw0bxrBhwxonMiGEsDLSAyWEKNOkE2nWx40bGfy///c5U6b8n9mPnZ+fz/Ll\nS/Dz86OwsJBXXllg9nMIIYQQwn5ZTQEVF/cbe/bswt3dnebNWzJs2AiuXk2goKCA5cuX4O3tw6VL\nFxg1ajRHj8bi7e2DXl9Efn4+rVq15uTJ47z44hwuXbrA4cOlT+x4eCiZNevFSuc6cGAfvXr1ZsyY\ncWzatIHjx4/SvXtPAK5eTWDbts14enqSlJTE4sXLiIs7yZdf7qW4uJgePXrSqVMXli79Bx4enhQX\nFzN79jxmzPg/2rRpy+jRf2bFiqV07tyNmTNfwNvbp0nfRyGEEEI0PqtZTDgr6waFhYX07NmHAQMG\nmrbv2/dfBgwYzEsvzaF379J5YBQKBaNHP8zLL79KfPwVJk9+mgEDBhMXd5Lg4OY8+OCf6NKlG7/8\n8nOV58rIyECjKV1UVK2uuIiou7sHo0c/TNeu3bl+PYX09HS2b/8Hc+cu5LXXXic09C62bv2QBQsW\n8PLLr6JWazh8+EeKi/WEh0egVqtp0aIl8+YtlOJJCDsjPVBCiDJWU0C1bNmK6dNnYTCUsGTJzTWp\n9Hq9qYHdweFmuO7uHigUClxcXP7Yp8BgMLBly0ZSU1Pp2LETTk5VX2ArXZ39OgCpqdcrLCK6b99X\nxMb+QlBQsz+a4o0UFelN+xMTEytNKgqgUt180sjT06sB74AQwtoFBrUzFVCefq2YNWu2ZQMSQlhM\njbfwDAYDkZGRnDt3DmdnZ5YsWUJISIhp/+eff86WLVtwcHBg/PjxPPHEEw0OJCsrix07PqJFi5b0\n6tXHtP0TdwJ1AAAgAElEQVTBBx9ixYplnDlziri4kzz2WMVzlBVXZTSaII4d+5Vjx36lpKQYg8FQ\nofACGDp0BDExb3DhwnmMRiPduvUw7QsMVBMXt4+8vFwyMjLIysriiSeeYtmyxSgUCnr06EVY2FRi\nYmLw8vKlpMRAnz738vHHFdcJFELYt2vXrlo6BCGEBSmMVV1O+cPXX3/NgQMHiI6O5sSJE7z33nus\nX7/etH/gwIF88cUXuLu7M3r0aD777LMKs5PfqnXr1hw58lu9AkxOTmL79q14enqSkZHOSy/NQams\neVX28g4d+oELF85V2Pbgg6MJCgqqVxy3srd5eiQX62IveYB9TQi6/r2PTE/hPfhkONtWz7dwRLfP\nnn7WypO8bIu15lXT768ar0AdPXqUQYMGAdCtWzfi4uIq7O/QoQNarRYHBweMRmOlq0HmEBzcjFde\nafgvqQEDBjFgwCAzRiSEuFOV9UBFRkbS/y4X1q9/S27jCXGHqrGAysnJQaW6ebXH0dGxwi2x9u3b\nM378eNzd3Rk5cmSFsUIIYW/KzwP1a7wTH8RUfspXCHFnqLGJXKVSVVjvrnzxdPbsWQ4ePMj+/fvZ\nv38/GRkZfPXVV3U6aa9enenVq/NthC2EEEIIYTk1XoHq2bMnBw4c4KGHHuL48eN06NDBtM/T0xM3\nNzdcXFxwcHDAz88Pna72+5eBgZ44OChMX9syW4+/PMnF+thLHk3l6NGj7Ny5E6VSib+/P25ubiQm\nJqLT6ViwYAF6vZ6YmBi8vb0JDQ1l8uTJbNq0iaSkJNMYPz8/S6chhLARNRZQDzzwAIcOHWLSpEkA\nREdHs3fvXvLy8njsscd4/PHHefLJJ3F2dqZVq1Y88sgjtZ4wLU2HwWA0fW2rrLXhrSEkF+tjL3lA\n0xWCOp2OiIgIPDw8mDZtGi4uLrz77rscPnyYXbt2UVhYSFhYGN27d2f69OmMGzeO2NhYNmzYYBoz\nY8aMGs9RvgeqV6ti6YES4g5WYwGlUCiIioqqsK1NmzamrydNmmQqroQQwpKGDBmC0Whkw4YNjB07\nliNHjgBl876lotfrCQ4unUDXy8sLrVaLv78/ABpNxQl1qyM9UEKIMlazlIsQQtyOnJwcli5dytix\nY+nTpw/ffPMNAMnJyajVagwGA8nJyWg0GrKzs1Gr1WRlZQGQkpJSYULd6rgrXUxfOzo52M1tVnvJ\n41aSl22xtbykgBJC2IWlS5eSkJDA7t27+fe//02/fv2IiopCq9USFRVFQUEB0dHR7N69m5EjR+Lo\n6FhpTG3yc4tMX5cUG+ziNqs93S4uT/KyLdaaV4PngRJCCFuxdOnSGverVCpWrlxZYVtYWFi9ziE9\nUEKIMlJACSFEHUkPlBCizG2thXfy5EliYmIwGo0EBASwYsUK0+K+dVE2F9Svv8bVMlIIIYQQwnrU\nOJHmvn370Ov17Nixg1deeYVly5aZ9hmNRhYtWsSyZcv4+OOPGTRoEImJiY0esBBCCCGEpdVYQNW0\nFt7ly5fx8fFh8+bNTJkyhezs7ApTHAghhL0p64ECTD1QQog7U40FVHVr4QFkZmZy7NgxnnrqKTZv\n3sxPP/3Ezz//3LjRCiGEBQUGtTMVUL/GO0kDuRB3sAavhefj40NISAht27bFycmJQYMGVbhCJYQQ\nQghhrxq8Fl7Lli3Jy8sjISGBkJAQfv31VyZMmFDrCcuvhVd+my2y1birIrlYH3vJQwgh7NFtrYW3\nZMkS5syZg9FopGfPngwZMqTWE5ZfC6/8NltjrZN+NYTkYn3sJQ+wr0JQ5oESQpS5rbXw7r33Xnbt\n2mWWQGRKAyGEtZN5oIQQZWrsgRJCCCGEEJVJASWEEEIIUU9SQAkhRB3JPFBCiDJWtxae9EIJIayV\n9EAJIcrUeAXKYDCwaNEiJk2axJQpU0hISKhy3GuvvVZplXMhhBBCCHvV4LXwyuzYsYPz58+jUCiq\nOIIQQgghhP1p8Fp4ZftPnjzJ448/jtForOoQQghhN6QHSghRpsYeqOrWwnNwcCA1NZV169axbt06\nvvjii0YJTvqhhBD1FR8fz8svv8yePXvYtGkTSUlJ6HQ6FixYgF6vJyYmBm9vb0JDQ5k8eXKlMX5+\nftUeW3qghBBlaiygaloL77///S+ZmZk899xzpKenU1BQQLt27Rg3blzjRiyEENVIT0/n008/xcPD\ng6KiImJjY9mwYQOHDx9m165dFBYWEhYWRvfu3Zk+fTrjxo2rNGbGjBmWTkMIYQMavBbelClTmDKl\n9C+xPXv2cOnSpToVT9WthVfTNmtdCsJa42oIycX62EseTSkgIIA5c+bw7LPPkpWVhb+/PwBBQUGk\npqai1+sJDg4GwMvLC61Waxqj0WhITU2t8fjuShfT145ODnbzGdlLHreSvGyLreV1W2vhlVfXJvLq\n1sKraVtams7qbufZ21plkot1sZc8wHK/FP39/cnKygIgOTkZtVqNwWAgOTkZjUZDdnY2arXaNCYl\nJQWNRlPjMRMunjGthde9eRFRUVE2vxaePf2slSd52RZrzaum31+3tRZemUceeaSBoQkhhPkpFAoc\nHR3p168fUVFRaLVaoqKiKCgoIDo6mt27dzNy5Mgqx9SkfA9UrLY73fxSmiIdIYQVsrqJNIUQ4nZt\n3LgRgLCwsArbVSpVpTnrbh0jhBB1YXNLufTq1dl0O08IIYQQwhJsroASQghLKT8PVG+v4zgXyy08\nIe5UNn0Lz9oay4UQ9k16oIQQZeQKlBBCCCFEPdV4BcpgMBAZGcm5c+dwdnZmyZIlhISEmPbv3buX\nrVu34ujoyF133UVkZKRF1sSTK1FCCCGEaEoNXky4oKCANWvWsG3bNv75z3+Sk5PDgQMHGj3g2kiT\nuRCisUgPlBCiTI1XoGpaTNjV1ZWdO3fi6uoKQHFxMW5ubo0Yav2UvyolV6iEEOZw7Xoum959E5Ae\nKCHudDVegapuMWEonaiubNHNbdu2kZ+fz3333deIod6+8len5EqVEKK+Mot9LR2CEMJKNHgx4bLv\n33zzTeLj43n77bfrdMKGroVX39fUdVufPl0AuHLlCq1bt64wrvy2W78uO469kFysj73kIYQQ9qjB\niwkDLFq0CFdXV9atW9foa+HV9zXm3lb+65CQVjg4KDhy5LdKV7Fs8Zahta5B1BD2kou95AH2VQh2\naV5Elz/WwuvtdRyKLR2REMJSGryYcOfOnfnss8/o3bu3aSmEp59+mvvvv7/xo7YRTV1IVdX3Vaam\nbWXFoBDm1qtXZxIS4i0dhtn8lujCZxvDgdIeKK7/j+zsLLy9fSwcmRCiqd3WYsJnzpxpnKjsUH0K\nmvpsq2r/7cRXnxgspboHBMqKwbIrheZ6j+u6rbr3pCkL6Zrem/Kaapu9y3MKpqCgEG9vS0cihGhq\nNj0TubAsS/8DbW1qe/Kztver/LhbbxFXdZzyr7X290YIIeyNzEQuhJWo6clQeWrUOnRpXlRhHqjB\nbeyjT00IUX9yBUoIIero1h6ovIyLjLdwTEIIy5ACSghxR7t+/ToxMTF4e3sTGhrK5MmT6/X69PQ0\nNBpNI0UnhLBWNd7CMxgMLFq0iEmTJjFlyhQSEhIq7N+/fz8TJkxg0qRJ7Nq1q1EDFUKIxrBz507C\nwsKIiIjg4MGDFBfXfW4CV68WvP9x6ZPJQog7S4PXwtPr9SxbtozNmzezbds2du7cSUZGRqMHLIQQ\n5pSenk5wcDAAXl5e6HTV9zXd2gPVz/8MKSUh/HfffjIyMsjPz2+KkIUQVqDBa+FdvHiRkJAQPD1L\nJ8nr1asXR44cYdSoUY0YrhBCmFdwcDDJycloNBqys7PxrmFOgoiIiAr/by/sabLT8iQv22JreSmM\nRqOxup1///vfGTlyJIMHDwZg2LBhfPvttzg4OBAbG8v27dtZtWoVAGvXriU4OJiJEydWezInp2s0\na9aMpKTECtubNWte47ba9jfFtsr7FQ3KpfHjasg2BWC0cAy3t81cuTReXPU9jvl+viz9PhQXt8Sa\npaenEx0djVKppEuXLjX+DhNCiDI1FlDLli2jW7duPPTQQwAMGTKEgwcPAvD777+zcuVK3n//faB0\nlvJevXoxcuTIak92y1JzQog7wB9LRwohhF1p8Fp4bdu2JT4+nuzsbNzd3Tly5AjTpk2r8WRXrmBX\n63tJLtbHXnKxlzxK2dZleSGEqIsGr4X32GOPMX/+fKZNm4bBYGDChAmo1eomCVoIIYQQwpJqvIXX\nGOzlr2p7ukIguVgfe8kDbK8xVAgh6kKWchFCCCGEqCeZiVwIIe5AR48eZefOnSiVSvz9/XnhhRcs\nHZJZzZkzhxEjRvCnP/3J0qGYxbVr11i/fj2enp54e3sza9YsS4dkFikpKbzzzjuoVCoUCgXz5s2z\ndEh11uQFlD1dzpdcrJO95GIveQjrpNPpiIiIwMPDo9YHgGzN5s2bUSqVlg7DrDZv3kxISAjx8fEM\nHz7c0uGYzaVLl/j555/p0qVLhQfVbIHcwhNCiDvQkCFDcHd3Z8OGDYwdO9bS4ZjNt99+i5eXFz16\n9LB0KGaVkJDA0KFDWbx4MevWrbN0OGYTHBzMli1bWLVqFUeOHKGgoMDSIdWZ3MITQog7UE5ODkuX\nLmXs2LH079/f0uGYzd69e/Hy8uLy5cs4OTlx33334ePjY+mwbltAQABKpRInJye7urq2fft2xo8f\nD4BSqaSkpMTCEdVdkz+FJ4QQwvLCw8NJSEggODgYR0fHCmud2oM9e/bg6upqNz1QFy9e5O2330al\nUnHvvfcyZswYS4dkFqdPn2bt2rU0a9aMFi1aMHXqVEuHVGdSQAkhhBBC1JP0QAkhhBBC1JMUUEII\nIYQQ9dQkTeQGg4HIyEjOnTuHs7MzS5YsISQkpClObRZ6vZ7w8HCSkpIoKiri+eefp127dsyfPx8H\nBwfat29PREQECoXC0qHWWUZGBo8++ihbtmzBwcHBJnN57733OHDgAEVFRTz55JP06dPHJvPQ6/XM\nnz+fxMREHB0dWbx4MY6OjjaVy4kTJ1ixYgXbtm0jPj6+ytg/+eQTdu7ciZOTE88//zxDhw61dNhC\nCNFgTXIFat++fej1enbs2MErr7xic82K//nPf/Dz82P79u1s2rSJ119/nWXLljF79my2b9+O0Wjk\n22+/tXSYdabX61m0aBHu7u4YjUaio6NtLpfDhw9z7NgxduzYwUcffURKSorNfiYHDx6kpKSEHTt2\n8MILL7Bq1SqbymXjxo38/e9/R6/XA1T585SWlsa2bdvYsWMHH3zwAStXrqSoqMjCkQshRMM1SQF1\n9OhRBg0aBEC3bt2Ii4tritOazahRo3jxxReB0qtpTk5OnD59mj59+gAwePBgfvzxR0uGWC/Lly/n\niSeeIDAwEMAmczl06BAdOnRg1qxZzJw5k6FDh3Lq1CmbywOgTZs2lJSUYDQa0el0ODs721QurVq1\n4p133qHseZSqfp5+++03evbsibOzMyqVilatWvH7779bMmwhhLgtTVJA5eTkoFKpTN87OjpiMBia\n4tRm4eHhgVKpJCcnh5deeomXX365QvweHh7odLax8Ovu3bvx8/Nj4MCBABiNRso/iGkrudy4cYO4\nuDjWrl1LVFQUc+bMsck8oDTWxMRERo0axaJFi5gyZYpN5TJy5EgcHR1N35ePXalUotPpyMnJwdPT\ns8L2nJycJo1TCCHMqUl6oFQqFbm5uabvDQYDDg621b+enJzMX/7yFyZPnsyYMWN48803Tftyc3Px\n8vKyYHR1t3v3bhQKBT/++CNnz55l/vz5ZGZmmvbbSi6+vr60a9cOJycn2rRpg6urK6mpqab9tpIH\nwJYtWxg0aBB/+9vfSElJISwsjOLiYtN+W8oFqPDfdk5ODl5eXpV+B9haTkIIcasmqWJ69uzJ999/\nD8Dx48dtbr2b9PR0pk6dyquvvsqjjz4KwN13380vv/wCwPfff0/v3r0tGWKdffTRR2zbto1t27bR\nsWNHYmJiGDhwoM3l0qtXL3744QcArl+/TkFBAffee6/N5QHg7e1tmlnYy8uL4uJiOnXqZJO5QNX/\nbXTt2pXY2FiKiorQ6XRcvHiR9u3bWzhSIYRouCa5AvXAAw9w6NAhJk2aBJQ2mdqSDRs2oNPpWLdu\nnWkNooULF7JkyRL0ej3t2rVj1KhRFo6yYRQKBfPnz+e1116zqVyGDh3KkSNHmDBhAgaDgYiICJo3\nb25zeQA888wzhIeHM3nyZPR6PXPmzOGee+6xuVzKnhKs6udJoVAQFhbGk08+icFgYPbs2bi4uFg4\nYiGEaDiZiVwIIYQQop6adDHh4uISMjPzmvKUjcbX18Mqc5m6bL/p6w/nD6/Ta6w1l4awl1zsJQ+A\nwEDP2gcJIYSNadJObicnxyq3F5cYMBqNXErSYjDYxgWx6nKxpNSs/Aa9zhpzaSh7ycVe8hBCCHvV\npFegxs75Nw4KBQajkQ4tfZg3uSenLt9g5c7jFcbde48GB4UCXZ6elyd2teoZmC3plzPXUSgU9Omo\n5vy1LKI/Olphf35hMe6uTmz7+nd8Va6Mua+1ZQIVQggh7EyTFlAAhj9arn6/msXx8+ms/exkpTE/\nn7pu+vqbI1cZ2dd2ln1pShv+fQqAbnOGVCqeoLSA0hcbOHA0EYBj59P522PdULk7N2mcQgghhL2x\n6GRMP5xMqnXMjv0XmiAS25NfeHOeoJkrD1Y5ZstXZ7mYmG36/nKylhfX/GD6ftPe07yy/hCPhf8/\nEq5b70SNQgghhLVp8itQ5R07n17rmJZqVa1j7I3RaOTn09dp38KbAG/3KsecvnKj2te3CFRxLS2H\nK8k6rgRVXRgV6Uv4MS7F9H3k5iN1bjoXwhpduXKFtWvX4uvryz333ENsbCwlJSU4ODjwxBNPoNFo\niImJwdvbm9DQUCZPnsymTZtISkpCp9OxYMEC/Pz8LJ2GEMJGNOkVqL8+1r3OY309XQEo1Jc0VjhW\n68jZVDb+5zRz3/2JkmqWvIm7XHUB9eH84cz88z0A5OTr+d9vyZXGzHrrIG/uOFb5mJcybiNqISwr\nJyeHOXPmMH/+fL755hvOnz+PUqlEqVQSGhrKjh07CAsLIyIigoMHD5Kbm0tsbCyLFi1iwoQJ7Nq1\ny9IpCCFsSJMWUCP7teLD+cOZ92SPSvvef3Woafuf7m3F4ml9AUjNzMdoNKIvNnA5WYu9T1uVnVtk\n6m0C+O1SaaF065p1B4+X3v4MKXeFbuqf7gYgwNvNtC1TV1jpHAVFJVxM1Fba/tYnJ24zeiEsp3Pn\nzjg5OTFz5ky6devG3LlzWbRoEQMHDmTr1q1kZGQQHBwMlM74rtVq8ff3B0Cj0VRYCkgIIWpjllt4\nKSkpvPPOO6hUKhQKBfPmzatxfGgL7wrfv/Z0b5wcHegQ4lvlbaTvjiVyITGbn05dZ8bD99Cvk8Yc\nYVfJaDSSlpaKWt1456jJ397+X4Xv98Ve5a4WPvxldelSOJvmDqtwVerZMZ24nKzF08OF7u0DAHBx\ndsTF2YEi/c1xjw0L5ZMDtfeTZeoKTVf/hLAlZ8+eJSgoiA8++IAXXngBgD59+uDt7U1xcTHBwcEk\nJyej0WjIzs5GrVaTlZUFlP4O02hq/2++uLhEppgQFlH2NLq9X0SwJWYpoC5dusTPP/9Mly5d6rTO\nnaODA28+fx8ODopq/7G+cSODGxf24xc6nG1fnzNt/+zgRbMUUFqtlmXLFjNx4iR69Ohl2n78+FGO\nHfuVqVOn3/Y56qpQX8KlJC3tbyksATS+HpxNuLnY79dHrpKUfnNR1uaBSlpU0SfmcMvUDw/2bVmn\nAupKshZfz8D6hC+EVSgqKmLRokVoNBpatWpFeno6S5YsQafTMXfuXAwGA9HR0ezevZuRI0fi6OhI\nv379iIqKQqvVEhUVVes57GVy0/ICAz1JS7O/h0jsNS/ALvOy1s+rpomAzbKUy+XLl3F2dqZFixZM\nmzaNdevW4ebmVuXY6t6guLjf2LNnF+7u7jRv3pJhw0Yw7W9RBHYex/WTn+HooqRQm4JXi570bJaH\nt7cPen0R+fn5tGrVmpMnj/Pii3O4dOkChw//BICHh5JZs16s8nyrV68gJ0fH6NEPVyig3n33bU6d\n+o2FCyOZO/dlOnfuxsMPj+PTTz/h4vUiMtJTCOj6JM8+4Mv3+76guLiYHj160qlTFz77bCdOTk4o\nFA68+OLsCqvS1+SNrbFcSqp8S60uqmv83vif0/x0qrRJ/O9hvWnbzAt9sYEZK76rcryHqxN5fzzZ\nt2nesEoFmK2w1v8I68te8gD7moncXj6T8uzpZ608e8tLrfYCyu6S2E9eZaz186rp95dZrkBt376d\n8ePHA6BUKikpqb7xu7pgDIZ8oIShQwfRoUMHXF1dGdi9ObHxJ1BpOuHZrBs3LpQuU2JUKBg/cSLh\nH54l49j7rFq1gk8++YT4+HN06tSB1q2bc/XqVT788MNqz7dkSRTvvPMOPj4eFcaMGnU/fn5e+Pur\naNu2DStWLOP69esoW/YhN/0iebrTFBdqeT36Hxz5bjeOjo789ttvfPjhh2g0GpydnUlISCA/P5PW\nrVvX+t4ZDMYqi6d+9wRx+FRKFa+4afNrIwnwqfopveQbN/9S7tu1meny739W/pnk9FymR++ja2gA\n4c/0xdFBweqdxzh0orSvytHFudrj2gJ7+QfbXvIQwpqtX/8WALNmzbZwJKKxmfuzNksB9eijj7Jm\nzRqaNWtG9+7dUSqV1Y6trsL09lbz9NPTOXfuLK+8MpeoqKUYSwz8eUBL/nO4rLmz9IrOjyeT8fr2\nEgqFgvyi0mo8N7eQgoISVq1aw7BhDxAa2h5wqLGizc0tJCsrr8KY7Ox8cnMLuXEjF1dXDy5cyeCZ\nvy2nRF+AKqgTTm7eYASjoZi0NB2Ojo6cOnWeggI9w4Y9SNu2oXzzzVcYja51qqa/O55YadvArsFM\n/dPdtRZQeTkFpOmLq9z31AN38cbWWCY/cBfp6TkV9jlx88pVXk4BgYGetApUcuiP/Us+PMzjI0Jp\n5q/E3dWiM13Um7X+FVNf9pIHSCEorFtTFk4Gg6HOPUyOjtJrZ27m/qzN8q9jp06d2LBhw20dIysr\nix07PqJFi5b06tXHtH3CI3/m/O9LOH56L/mZCfi2GQjAkd9TcXb3BRRcSbl5BUejCeLYsV85duxX\nSkqKMRgMNd5Ku3WZmMBANUeOHGbIkNIC45P953Fy8yL/Rjza4kJKCnWUFOXi23YI0dGv4+DgQI8e\nvXj66Wm89967pOY6066ZFw88MKpOeW/96vdK27q2LX0yaOqf7ubDL84AMO/JHsR8fHPqgSfub19j\ncdO2mVe95nUa3qsFH+87D8CFxGyWbP0VgHV/G2xzRZQQQlijDR9+xKHTmbWO83PW8XbM35sgInE7\nrOZfxm7dutOtW8V5osLDI0hOTsLby4uOrZSc0ufhEXgXns26msa07D+D17fE8t4rD+PsVLlQOnTo\nBy5cOFdh24MPjiYoKKjKRvHmzVuwbt0mnl1+ABwGUXIjD89m3fFsVhqbv5crGdrSqQHGjJ/I2YRM\nWrb1I1DtSZrvaBS+cAk4di6NHnfV3Ixd/i+R16f25XR8Jt/+epVeHUpfN6BLEOevZTGoWzNCm3sz\nbfTdnL6SybTRd+PgYN4eJQeFgukPd+L9z09X2J6pK5QCSgghzMDRyRVXdZdax3kYLzZBNOJ2Wf2/\njMHBzXjllflA6ezZ4Rt/5oa28txGl5O1aHzdcXVxxM3lZloDBgxiwIBBdTpXYVEJBqOxwiSVl5Mr\n3kZ5c9YAVu86wcmLGaZ1/L4+crXSsd7e/VuFK0BGo5ETFzLo3NYPJ8fSQu+3chNXtlCraKFWMbJP\nS9M2hULB//0xtxPAgC7BDOgSXKdcGkLt41FpW15h1bcIhRDCHkgP1J3DKnugmoqLsyNvPn8f02IO\nVNq3bPvNxXQbettp7oYf0eXp8Va5VLn/jWf7AdCno5qTF2uetdvRQcHH+87xy+nrvPWXgcxc+R3F\nJTevOAX7e5CcYV2PRLcKqjwdQtylDFoEKisUpUIIYS+kcLpzmPuztuhiwg1RvmdpzuPdeXhA60pj\n/rr6B7Jzi+p9bF2eHoDsnMqv/WDeMJoFlDbH9/hjwsqalBiM7Iu9hjZPz//7Ob5C8QRUKJ6WPNev\n3rE2BkcHBz6cPxxX55vNi58fusKst763YFRCCCGE9bG5Agogesa9/D2sN/e08ePBviGV9huMRq6m\n3rz1ZjAYuZysrTCDd2J6LsfOp5m+LyiqfKvKz6t0ks/lM/tXKNw83JyrjW3Mfa0rbdvz/aUa8wn2\nr/6pRUtYGNar0rad+89bIBIhhBDCOtnkfRmNrwf4ln7t7urE8J7N2X+04nQAb+08wdDuzQgb1ZEt\nX541Lapb1pf02qbDACyb2Z/cfD2L/xFb6TxLnru3wtWY8v6z8s+kpenQ5hVRUFTC/A2lk3c+MqgN\ne3+8Yo40LaZFoIrwKb1Yuu1X07b//nKVx4e3t2BUQghhftIDdee4o3ugqvPUyA48Prw9x86nVViI\n97vjSTxx/12m4glKr06Vl3ojr9pFdKsrnsrz8nDBywMWP9sPT3dnFAoFE4e1Y9eByk9RPNQvhBZq\nFT+fum5qIO8eWvvtQEsIbV55WZkb2gL8vKqeYV4IIWyRFE53jju+B6o6zk4O9OmopndHdYXtxy+k\nV/j+1fU/cubKzXk4bi2eOrT0AeCpkXfV6/zNA5R4KUubz+/tFASUFkyDuzUDYMOcIUwcFkr/e4J4\naeLNaRjKpiywBeXfy8KiElbvOsGJW95fIYQQ4k5gF1egyigUCh4fFkrs2VTTtmupFWfhztQVsnLn\n8Spf//jwUIb3bI7zba627uvpWmEKg2ce6lhhf/l15jS+lacOsBYfzBvG828dpEhf2jv20dfn6Bji\nS4AffUEAACAASURBVLMAJf/58QonL2ZwJUXH6r+WTm566soNAn3cUdvwMjD1YTAauXo9h5Zqldnn\n5apNdk4hnkoXm12zUAghbJ1ZCqhr166xfv16PD098fb2ZtasWeY4bIP4e1e8xVS+Ubw2VTWkN5YV\ns+4jO7eINsFeTXbO+lIoFKz6y0BeWHXzKby//9E7Vkb7x9OO+YXFrNxRWpjeOgN63KUMvFWutFRX\nnibBli3+RyzxKTqUbk6seWlQkxUz//rhEp8fusLgbsE889Ddtb9ACFEtc/TFpGdkEHf6TK3jEq7G\ng7Pt3HWwN+bugTLLLbzNmzcTEhKCVqulV6/KT3A1tTH3tTJ9fS0tFyhd2uRW7VtU7vNpKn5eblZd\nPJVxd3UiZmb/avf7ebmSV6Dn80OXTdvKz7BeWFTCW5+cIOLDXxo1zvr4PSGTH+NK++IOn77O1GX7\nycqpPDlrbeJTSp/0zC0o5uSFmucFM5e0rHw+P3QFgO9PJFeYjLUuMnWFXL3lqqxofAsXvtrk5zx4\n8ABRUZWXA0lOTmLGjP+rtP2jj7Zw5sypStvLfPbZTrPGZy1mzZp92/+gfv3tQTbtS6/1f/ElHWs/\nmGg05visyzNLAZWQkMDQoUNZvHgx69atM8chb8ujg9sxrGfzCtsWTqlc2D15/80+p6dHdWj0uGxV\noI97te/PDW0hf1n9A//95eZs7NNiDjB12X6MRiOffHfBtF1fXFLnhTQBNvw7jqnL9nNDW9Dw4KsQ\n8/ExNu09Q8z2o7z3eek/GKt3Vf0gQV2t/ewkL6z6vtJDCpeTtUxdtp/z17Ju6/hQ2oM274+nPcus\n+uSE6SpgXcxZd4iID38hO7eITF39i0bRMEuWvNmk51u9egXvv7+uXv+9PfXUM9x99z3V7t+69UNz\nhGaXFAoFLu5etf/Pzb6uwt/pzHILLyAgAKVSiZOTE0plzXMaNdXK7Pe0C+BAuakN1GovnhvXmY3/\niuPRoaH07xJMx9Z+zHy0K/HJWsbf36HSwsK1sadV5mvLZcIDHVGq3Fj/ad0LjXwDHDt3s8l8xoqD\nqNydadfCmzdmDqj19b+cKe1lW/3pSd6dN6LO563r5/L71ZtFTWhL33p9nj+Ve7KzTH5hMZ//GM9z\n426udTV12X4A3vv8FP+IqNsC02VujWftH8e6VbFCUe+fxcjNv5CdU0T/LsHMmdyLV9Z8z/jh7Rna\ns0W9jlOdTF0BBoMRf+87ox+uTGFhIYsWzSc3N5fCwgKmT59Fnz738vDDD/L55//l9Ok4Vq1ajoeH\nEh8fX1xdXZk6dTqvvTYfjSaIlJRkRowYyeXLFzl37nf69x/AjBkvcOzYr2zZsgmDwUB+fj4REW/Q\nsmX1LQddunRj8OCh/Pvfu6vcn5WVyYIFr5CRkU7nzp148cW5LFkSyf33P0hwcDOio6NwdHTCaDQS\nEfEGX365F61Wy1tvxTB79rzGevuEsClmKaCeffZZVq5ciUqlYvTo0TWOTUvT1bjfXLq29q103v4d\n1fQv15+Tlqaj710B9L0rgPT0+t3WCAz0bLJcGltdc+n9/9u797goy/zx/685cZoB5DiihhqYZZ5N\ns8zUMh/Wamlpaa64m6Wp20nMY6JUCpimHTRL++pqfZK1xa31t+2hstysdTVTs5OtJxJBwAMzoMCc\nfn8QIyMwnIY5vp+PR4/gvq+57/fFPYxvrvu6r3dyDK8+NZhTZ42s+dMhLFbnf91+ti+31q2x0ssm\nDv1czJ4Dv3Ddr0881qXSZLF/fbqwlG++z6dDXMN/vTnri6Gskqdf+6LOfZ/u/4WH70hu1GRwm83G\n8s1135L88N/HUWLj3kGdMZmvLNzaUd+090tcXDj5BSVMe+kzrrumDUd/qX8E63R+CdFh9S/uWs1w\n6cpIVfVq+199m0/G/9vLyXwDq979mq7twu21GpvryPFzDk+3/nXVfS06XmOdPHmSV199laioKLp3\n7865c+c4c+YMRqORBQsWYDKZyMrKIjIykuTkZCZNmsTGjRsd2kRHR7cohry80xgMJaxa9RoXLlwg\nN/cUANV/m61cmUFa2ot06tSZt95aR3Fx1RzN/PwzvPLKOsrLyxk//l7+8pe/ExwczLhxo5k+fRYn\nT55g8eIXiI2NZevWTeza9TEpKY/UG8edd97FgQO117arVlZWxqJFS9FqtTz88P1MnnzB/gfk/v3/\npVu3HsyY8QSHDx+ktLSUKVOmkpPzJ79MnmQdqMDhletAJSUlsWbNGlccymXUKiXrZt/OzJd317qd\nJ5pPF6rhxk7RbJg7jIpKCzNe/ty+b9bYHqzd8a39+/c/q7+ieHmlmbJyExeNFbSvIzH692HHEZ60\nt//L0t/3p12sttn/wNeXPFV7dMUu3p43rMGRyPTN+5zu/8u/TzByQKLDsg/fn7rg5BV1m/bSZwC1\nkqcNc4dyLM/Avw+dYc+RAsrK6y74fPjYOS6WVhAdHsz1HaP4Vx1FrwG+PnrlQYuP9uYyuo7V9Jui\nvnXVWltpaSmpqanEx8czffp0goODeeONN9i7dy/bt2+noqKClJQUevfuzbRp0xgzZgz79+9n/fr1\n9jbTp09vUQzXXpvEvffez9KlizCbzYwbN8Fh/7lzxXTq1BmAXr368Mkn/wSgXbv2hIVpUanUREfH\nEB5eNaJY/VaMjY1lzZqXCAsLo6iokJ49e7coznbt2qPTVf3excTEUFFR/uv5FIwadR/vvvtHUlOf\nRKfTMn36rBady9tJ4hQ4XH2t/WoZg6uFBKlrPREmXCc4SMWNnaL47uQFVj9xG9qQxr+dLldYeGLN\nvwGYNbY7/bo6rt/178Nnar1m6aZ9REcEs3Jmw7f/rnb1XJBeSTHERIZQUlrpkECcM5QT6+S20+5D\nZ8g9e2W0MuvxW9CGqDFZbDxTI0F7fNXnhNcYFWoX0/jlKs4Ul7FkU/1Jmkqp5Lpr2mAoq2TPkQK+\nOVrELTe2rdWu5ryuKSO7Nmou2Y7dx1uUQJnMloYbtZLu3btz9uxZHn/8cW6++WZyc3MBaNu2LYWF\nhZhMJhISEgCIiIjAYDAQExMDgF6vp7CwsN5jV4uKCkPtZJmTo0ePolJZ2bTpbQoLC5k4cSL33Xc3\nSqWSuLhw2rVrh8FQSFJSEidO/ERIiIboaC1BQWri4sKpqAhCqbxyS7b6dStXZvDxxx8TFhbG/Pnz\nCQ3VNHjbtk2bMEJCarerqLhyvmrR0VpCQjRERIRw6NBebr/9VubOnc3OnTt5//3/IyMjA0UzbhV7\nmrvi1YW7doHh4Kuuz9V87To0lq/1y68TKNH6Uif0cfh+xpjuhAapHEYhnri/B6/lfOvQrnryNsDa\nHUeYMaY7/X9dBPWCscKepARrVFTUuJ133tC0ic9mi9U+klNt9R8GEakLtn9fePGyvRTPp1/n8eAd\nyXUey3ipks0f/Wj/fvGUm4irsebVLTfq+eq7szXam+xfn8h3vH1ns9nqHem6eqmI+qh+vd24/6ci\nHsn8lLfnDeOvX57kwy9O8sQDPRza/vHvPzk91vWJbfgxt2qkq6S0wuHn0xQ1++xuP/74I23btuXt\nt9/miSeewPpr7cv8/Hzi4+OxWq3k5+ej1+spKSkhPj6eixer+lxQUIBer2/wHBcuXHK6X6uNYffu\nPXz44U6sViuPPDKdoiIjVquNoiIjTz31LM8+O4/Q0FA0Gg1xcfGcP1+G2WylqMhIRUUFVuuVqQ7V\nrxs+fCQPPvgQISGhREdHY7E0PB2ipOQyFRXmWu1qng+qRp3Ony+jvNyEwVBO+/adWbZsKRqNBovF\nwlNPpVJUZCQxsRNPPvkMixc/3+DPyRu4c5pFqbEcaN7vTF0qKmtft5r8ZfpITd46LcZZUqewNeUx\nDRfwxh9Qc3jrxW6O1ujLeUM5c9Z9CVQtyPnCH/dzssD5OXomxfD0+F689/HP/Gt/1e2mdbNvZ/nW\nr+3LUUDtdaZqiosLZ+OOw5RdNvHwXdfxwh/31Upe6nr9rNWfc7nC4vT4G3d+z5dHCgBIah/Bosk3\n1Wrzv9MlLH/n61rbATKmDUQfHcZjK3Zhsdp49anB6EJrz1165KrJ4gt/24/V2w9xucLsEN+JfIND\nDceJw7vw3seNL/r8wqM389aH33HPwI7c3E3vcN7beyWQMvJ6p2tb7fuxEKWiKgGujuu7k+dZte0g\nw2/qwIl8A7oQDS/OvK3RMbXE4cOH2bhxI3q9nqCgIPR6PSdOnMBgMJCenk55eTkZGRlotVp69OjB\n+PHj2bJli0Ob6tta9Wnp70lOznbuuOMu2rRpw4YNb6DRaPjd7x5t0TFbyp8+y2pqbL9cMS/mve07\n+Ncx1y2LE2c7RtaCxxy2xcdXLXtjs9kC+nq1RHOutbMESkagRKuIjghh6e/7Y/11pGXW2B58djCP\n4f068Mzre+p8zeFj57hUbrInT1B1G3bGmO4s2nBlVOaRzE9ZOfPWeuvyffBF1ZpU9w+5FpXScb5U\nVHjdfyWueeI2pq+sms9Vc3TIarWRf/4S7WLCHOZezRrbo87jxEfVf/sv490DLH9soH3y/ZOv/Nue\nDP2UewHDJRM31VHaJ7lDJGufuZ3LFWaHGIKuqtXYmOQpJiKEORN7c8FQQftYLemPDLDvu71XArsP\nVc09230on92H8nnr2aF1zjn7x39zyf70fw7baiZgGrWyzgSzNfXs2ZNXX3213v06nY5Vq1Y5bEtJ\nSWntsBxER0cze/YsQkPD0Ol0LFqU3uxjLVr0LAaDwWGbThdORsbKloYZUGQOVOCQOVDCZyTqr2Tu\nMZEhPDAkqVabxVNuchhF+cOv86Kgqr4gQEKMlv83/w6Hf6B3HzrDmMHX1jre/h+u3EI7+stF/pdX\n4rB/+r11r3NTs3zPJ1+fZvhN1wCw7i9HOHC0iCkju7L7UNW8rBs6RtGmnltc1fUQq/12xHX8cOoC\nX/9UhKGskj+s2e2w/91/HmXSiOvI+r9v6jxezXllocGOv67qZpSPWT7tZjRqVZ0lhKaMvN6eQFV7\n68PvmHlVsmi12molT1e7rkP9T1gGsqFD72To0MYvyeGMu9eWEkI48ptiwsJ3VCcCL824lc4JEbw5\nZ2id7WqOjgAOhaI/3HOyzkUC0zf+x/71mu2H7V8v+V1/1jx5m9OlE6r9X42RnAO/TjCvOYfo8fvq\nX2wQ4LWnBzO0dztef3owd/TtwD0DO9bb9pMDp2vdsgPo3C6CvtfFsXJW/RPm9dFhDOrR1mk8iyb3\nY/zQqsS1W6cop3Ueq0r3OJ5v/09FDssxAOytkaTWp7zSc5PJhRDCHWQESrjd2mdud/heo1YSHqap\nNQH56jWZZtx3I1NrFoouKnOor7d9V/2jIh3bNvx0x2OjurFh5/dA1Ryus+frnjAcHhZU5/Zq2hAN\nKSOvlGyIruO24djbr2XH7uP1HiPlnm50jG34yb2pv+kGwPoP6i7B0T5OS1L7SO52ksTVFKmrKoT9\nz32/sO2TqkRyzfZDPDvxysMCG/76fYPH0UcH1gKawnc5mxdTUVFBXt7pBo9RVHQW8FxpMNE4XrkO\nlBAt1f/6eD6tsXL8nf1qr4itUCh49anBPPlK1W2+N/5yhOXTBtr3f7Q3t85jzxrbvVExdKux+Gr1\nBPir1TeHypmrn2gbc1tnRt/ayWkC1atLLBcbeOKrpuo1uG7oGEVcm1D77caQoOb9it/Zr709gfrh\n1AWsNhtKhYKCGknlTdfH87/TF7k+MYr/fO84KtWprffXeRQCnP9j+sOPP5D25i5CdA0ssGoLRRfj\n4sCEy8kcKOGXktpF2hOoNU/eRkQ9ozw1n1orOH+J84ZySi+b+KKO0ioAo27tVGuNqfqEhTS8mrez\np9KcGdSjLXu+LaBdrJZ7b6taSLFdrJYzxWV1tm/qYqH9usaxPnUIQRoVf/tP1erXnRox6lYflVLJ\nmidv4+lXq9a2qqi0oFYpWfjWlVukM8dcSUx7d4lFpVTS5ZpImvcTEsI7adu0IzSi9sMdQkgCJbzC\nLd3bYrJYSdTr6k2eqg3r295e57C+kaLFU27im5+LGDu4c6Nj0KiVdL2mjUONvGpvzB7Cn3cfs88n\naqrxQ5OpqLQwrsbrF03ux6zVVyaV9+kSy+P3dbc/udhU1U/l3XVTB2w2G4N6JDQr1mo1r8Oub/Ic\nVpbvleT45/aAGxpeQ0kIIfyJyxKo1NRU7rzzTu655x5XHVIEmNt7tWtUu+H9OjgUir5adTmWzglN\nv400b1LfOid1BwepeHj4dU0+XrUIbVCtp9lCg9VsnDsMq83Gt8fP0SsptlG1+BqiUav4zS2dWnwc\nqBoJM1ustcryTB3VzSXHF8LTpBZe4PDKOVCbNm1Cq9W64lBCNCghRuswF6qmv666r8WLsb317FC+\nOJzPTdfHszbnW+4d1KlFx3NGqVSgREGfLt55i+C3I65zWH0doHdybJ0LgArhiyRxChyuvtYtXsbg\nk08+ISIigj59+jTcWAgX0YVqaj1Z97u7r6+nddOoVUqG9mmPLlTDvEl9uaFTAxNI/digHrVr7D05\nrqcHIhFCCO/S4hGonTt3EhERwYkTJ1Cr1dx66620aVP/Wju+VizQGemLZ73+7B3kF5cR2yYUjfrK\n3wK+2Je6eEs/0qfdwpK3qmoFPjAs2WviEkIIT2pxArV69WoAduzYQXBwsNPkCaQWnjfy5b6ogYsX\nrjzJ5st9qcmb+nFNdKhDfcCmxiUJl/BmMgcqcHjlHCiAsWPHuupQQgghhFtI4hQ4vG4OlBBCCCFE\noJEESgghhBCiiSSBEkIIEbDWrXvZPjdG+DdXX2tZiVwI4RcOHDhAdnY2Wq2W6Ohozpw5g8ViQalU\nMnHiRPR6PVlZWURGRpKcnMykSZPYuHEjZ86cwWg0smDBAqKjA3fJikAlc6ACh8yBEkKIOhiNRpYs\nWUJaWhrffPMNP//8M2FhYWi1WpKTk9m2bRspKSksWbKEzz//nLKyMvbv309aWhrjxo1j+/btnu6C\nEMKHyAiUEMIvDBkyBJvNxvr16xk9ejTt27enf//+fPbZZ2zZsoVz586RkFBVHzAiIgKDwUBMTFVN\nP71eT2FhoSfDF0L4GEmghBB+obS0lOXLlzN69Gh69OjBhx9+SP/+/YmMjMRsNpOQkEB+fj56vZ6S\nkhLi4+O5eLGqcHRBQQF6fcMFkaOiwlCrVa3dFbfz17W6GtOv9PR0AJYsWVJrX1Qbz5QoCw5SO409\nkK9XSzi71s2hsNlsNpccqZG8ZXHAlvKmhQ5bSvriffylH+C+D/uFCxeSm5tLQkICKpUKnU6HQqHA\naDQyd+5crFYrGRkZaLVaevTowfjx49myZQsnTpzAYDCQnp6OTqdzeg5/uSY1+dN7rSZX9OvgoYNk\nZf9EaIR7a1XG2Y6RteAxh23x8VXF0W02m1wvN3L2+SUjUEIIv7B8+fIG26xatcrh+5SUlNYKRwjh\n51ySQNV8+iUmJoZZs2a54rBCCCGEEF7JJQlU9dMvYWFhTJ061RWHFEIIIVqdd9bCs2G1WuvcY7Va\nHfYplfIwfWN5ZS28q59+EUIIIXyBdyVOVU4bQpic+mqd++75XYY9geocZ+PFhc+4MzSf5upr7ZIE\nqubTL7fccovTtv709ID0xTv5S1/8pR9CiKYJjuwAkR3q3KeJ627/OizsF3eFJOrgkgRq+fLl5Obm\nkpOTwwcffEBmZma9bb1xln1zeOsTA80hffE+/tIPkERQCOGfXJZACSGEEL7GO+dAidbglXOghBBC\nCF8kiVPgkFp4QgghhBAeJgmUEEIIIUQTSQIlhBAiYK1b97J9bozwb66+1jIHSgghRMCSOVCBQ+ZA\nCSGEEEJ4mCRQQgghhBBNJAmUEEKIgCVzoAKHzIESQgSMy5cvExoa6ukwhB+TOVCBwytr4QkhRGtY\nvXo1ACNHjqRv374ejkYIIa5wSQJ19uxZsrKyiIyMJDk5mUmTJrnisEKIALdw4UJOnTrF/PnzCQ8P\nZ9SoUdx77711tj1w4ADZ2dlotVpiYmIICQkhLy8Po9HIggULMJlMtT6nNm7cyJkzZ+xtoqOj3dxD\nIYSvckkClZ2dTUpKCr1792batGk89NBDqNUyuCWEaJl58+YRGxvLiy++SFJSEllZWfUmUEajkSVL\nlhAWFsbUqVMJCgrijTfeYO/evWzfvp2KigqHz6kxY8awf/9+1q9fb28zffp0N/dQeJrUwgscXlkL\nr7i4mISEBAAiIiIwGo1ERUXV2dafKrNLX7yTv/TFX/rREvfeey/t2rWjoKCAixcvMm/evHrbDhky\nBJvNxvr16xk9ejT79u0DoG3bthQWFmIymRw+pwwGAzExMQDo9XoKCwtbv0PC60jiFDi8cg5UQkIC\n+fn56PV6SkpKiIyMdMVhhRABbseOHWRmZtKxY0cWLFhAv3796m1bWlrK8uXLGT16NP379+df//oX\nAPn5+cTHx2O1Wh0+p+Lj47l48SIABQUF6PX6BuOJigpDrVa5pnNexF+T9Zb2K6qN1kWRtI6QYI1f\nXTtf64tLEqjx48eTkZFBTk4OI0aMQKmU1RGEEC0XFBTE999/D4BCoXDadvny5eTm5pKTk8MHH3zA\nzTffTHp6OgaDgfT0dMrLyx0+p1QqVa02Dblw4ZJL+uVN4uLCKSoyejoMl3NFvy5cLHNRNK2jvMLk\nN9fOW9+HzpI6lyRQsbGxrFq1yhWHEkIIu7lz5/LRRx9hsVh49tlnnbZdvny50/06na7W51RKSkqL\nYxS+TeZABQ6vnAMlhBCtYefOnRw+fBiVSsV3331HRkaGp0MSfkYSp8DhlXOghBCiNRQVFbFixQpP\nhyGEELVIAiWE8FonTpzgnXfeITg4GIVCwbhx4zwdkhB+681N72JTOE8LrBYLo0bcTuI1HdwUlfeS\nBEoI4bV++9vfejoE4edkDtQVe38shqgeTttUlpdy/fHjPplA+eQcKF9bqTwvL4+ZM2fSrVs34uLi\niIyM9MkVjU+dOsXTTz/Njh07asXXmD7U1cYb+rJw4UKsVisKhYKJEyei1+t9oi+uWCnbG/pxdV+i\no6M5c+YMFosFpVLp0mty5MgRDh8+zPDhwyksLGTAgAEe6K3wZ5I4BQ6fnAPlayuV79+/n7i4OAD6\n9OlDdna2w2rFvrCicXFxMe+//z5hYWFUVlbWiq8xfbi6jaeuW82+ABw9epSePXuiVCpJTk5mw4YN\nPtEXV6yU7Q39qKsvBoOB7t27o1KpXHpN8vLySExMZNSoUTz//PNu76cQQtTHLZ+8TVmp3Bv07NmT\nQYMGERMTw5QpU0hMTAR8a0Xj2NhYUlNTefTRR7l48aI9vsb0ob42nrpuNfsCVY+2DxgwgM8++4wt\nW7Zw7tw5n+hLS1bK9qZ+1NWX9u3b079/f5dfE4VCwcmTJ3nvvfcoKSlxbyeFEMIJt6x4Wb1SOeAT\nK5X/8MMPVFZWolAoCAkJsSdE1SsaX92f5qxo7E4xMTH2+BrTh/raeMN1Ky0t5X//+x8AkZGRmM1m\nn+lLaWkpixYtolevXowaNcqnr0nNvgwfPpyff/4ZcP01mTdvHg888AB6vV6WMBCtYt26l+1zY4R/\nc/W1VthsNpvLjlaP4uJiMjIy0Gq19OjRg/Hjx7f2KVvku+++Y8OGDURHR9O1a1cqKio4ceJErRWN\na/Zny5YtDm10Op2nuwHAY489xoYNG2rF15g+1NXGG/ry4osvolAoMBqNzJ07F6vV6hN9WbhwIbm5\nuSQkJKBSqejWrZvPXpOr+6LT6VrlmixYsAAAg8GA2WzmzTffdHdXHXjjSskt5a0rQLeUK/p18NBB\nsrJ/IjQizkVRNd/Ol8cAMGr2X+zbksN+YeGTU1x2jkfmvdKoSeSPDGvDHUNud9l5wXvfh85WIndL\nAiWEEC21bNkyFi1a5NEYvPEDvqW89R+ulpIEqukkgaqt1Uu5CCFEa1izZg0AFovFfrtPCCG8gVsT\nKLPZ4jfFOKOiwqQvXshf+uIv/YCWVVivvq2nVquJj493VUhC2Mk6UIHDJ9eBsp9MrXLn6VqV9MU7\n+Utf/KUfLbVw4UKioqJQqVT88ssvdOrUSUq7CJeSxKl1HDp8mJfe3klIqPM/oMrOn+K9t1a6JSaP\nrAN16NAhVq5cydatWx22f/rpp6xbtw61Ws0DDzzg8UnGQgj/cuONNzJ37lwAsrKymDdvnocjEkI0\nhtlswaLrgjU8xmk7tcnipohcr8EEasOGDXz44YdotVqH7SaTiczMTP785z8TEhLCxIkTueOOO+xr\nvQghREuZzWbefvttLBYLJpPJ0+EIIYRdg+tAdezYkddff52rH9Y7duwYiYmJhIeHo9Fo6Nevn31h\nQCGEcIW5c+cydOhQ+vbty3PPPefpcIQfknWgAoerr3WDI1AjRozg9OnTtbaXlpYSHn7l3qZWq8Vo\n9L5HEIUQvuvFF1/k0qVLjB49msWLF/PCCy80+JqW1k30hjqWwn1kDlTg8JpaeOHh4ZSVldm/Lysr\na3BV5E6dOnHy5Ek6derksL2hbc15jau31bffX7TkSSlv4y998Zd+tIRaraZt27YMHjyYXbt2Ndje\nFXUTPV3HUgjhG5qdQF177bWcOnWKkpISQkND2bdvH1OnTm3wdUVFRqxWW5O2Nec1rt529X6lUkFR\nkZF+/bo7vObrr4+4dZsrjqNUKux981QMLd3mqr7Ud2x389ZF5ZqjJYlg+/bt+eijj5g9ezbXXHNN\ng+1bUjfRW+pYCiF8Q6MTKIVCAcDOnTu5dOkSDz74IPPnz2fq1KlYrVbGjRsn67QIv9SSRLG5SZxS\nqWDfvm+9Jsluybbc3FM0l06nY9OmTdhstiaXR6qumzhgwIBaNfr0en2z6lhGRYX55RIT/jra2Zh+\npaenA7BkyZJa+6LaaGtt8yYhwRqXXjulUoW1Ee0iI0IbPG+bNqGNPKfCfqzWfh86u9bN0agEYPd5\nBAAAFaFJREFUqkOHDmzbtg2AUaNG2bcPGzaMYcOGuSSQq50/fw61WoXZ3HqPOAYFaTCbzbVGnoQQ\n3uFvf/sbly9fJjQ0FIVCwbhx4xr1OoVCgU6n4/jx4yxbtqxWjb6cnBxGjBiBSqXi5ptvJj093V6j\nzxl/Wdy0Jn8a7azJWb9qPhQ1Y8YzABQWGmq1O3+hrNY2b1JeYXLptbNaG/fvbYnhcoPnvXjxciPP\naaOoyOiW92H1HKimnMcnSrkoFArUajVgw2azUVlZaR/1ev75xWg0ahQKBRaLBaVSxeuvr0GjqQrf\nZrOhVCrJyzuNUqlEpVL+ur3+82k06jr3V8VR9RfmggVzgKoMOSPjeTQaDVarFavVilqtZs2al9Bo\n1JhMZoKDg7BarRw6dND+tclkdt0PSIgAs3DhQmbMmMHp06fp0KFDk167YcMGgDqf3Fu1apXD9ykp\nKc0PUvik0lIjk59YijY60Wk7m81GUPT1bopK+JoGlzFwF4VCgUIBFosVi+XKIKJKpWLQoNsxmcxY\nrdXbbfzmN/diMplRKpVVC3ZZrBw5chibzYbFYsFqtdoTqbqYTGZsttqDldWvt1isnD1bgEJRNZF1\n7txFmEwme/JkNpt5+uln7clb9THj4+Ox2WySPAnRQiaTiQEDBrBv3z4GDBjAgAEDPB2S8COhsV0I\nju/p9L8QfS9UmmBPhyq8lNeMQFUnHUqlAo1G47CveiSqptDQMPvrqlmtVjQa9a8JVPNuy1WNPlWN\ndNU1p0uprB3L1XFcvWaWEKLpiouL+eqrrygsLOSrr74C4JZbbvFwVMLf3BRxEID9ht4ejkQ485f/\n75/s//6XBtvF6JQ8M+P3de7z6Vp4zlSP9FitNocRKIvFwhdffI5arf51tMn5yE71iNCvg0I1Rq0a\nx2azoVIpUShUnDt3DlBgNlvIzHwBjUaN1WrFbDaj0ahZt+4VQPHrfWP/m1gqhCeNHj2agoICRo0a\nRUFBgafDEX5KEqem2/vffZSVOZ/jdPzEMSDOZefML7rAGUvnBttZDMfr3efWdaCsVitLly7l6NGj\naDQali1bRmLilXvGH374IZs3b0apVPLAAw8wceLEZgditdqorLxSqqFt2wRMJjMKhYKwsKonIWw2\nq30OUtu2bQHsr7FYLNx99yiee26+w3G/+mpPradmqj+M65qgXvMW4oYNf6Rfv+7YbDYWLVpKTs77\n9nZms5mZM5/i7bc3OMSRkNBObt8J4QL333+/p0MQQlxFE6zlx/Ju/Ph1Q4MTnQnRBbklJk9xOgfq\n448/xmQysW3bNubMmUNmZqbD/hUrVrB582bee+89Nm3a1CorkdtsNubMmY/ZbG5WYjJo0GDMZovD\nf9XJlxBCCCEaT6FQoNIEN+q/uqbf+BOnI1AHDhxg8ODBAPTq1YsjRxwXFOzatSsGgwGlUonNZvP7\nH5YQQgj/InOgPMsWGs8TS99Ao1FhMtW/jELZpUqIbtktQbfOgSotLXVYvE6lUmG1Wu1PnXXp0oUH\nHniA0NBQRowY0eSF7oQQQghPksTJs4J0bSnj17tCzqYSh7T8XG6dA6XT6Rzq3dVMnn788Uc+//xz\nPv30U0JDQ3n22Wf5+9//zsiRI52eMC4uvNaTbA1ta85rXL3NG2Jozbhacjxv+zl4a1yBHIMQQvgb\npwlU37592bVrF3fffTcHDx6ka9eu9n3h4eGEhIQQFBSEUqkkOjq6UXOg/K0WnrfF1ZxtNevH+fr1\naWlfWiuuph7Hle8vb/g5CCFc73Tead7bvqPBdj2738CNNwTGgqClRgO7v/iywXZt9fFc1yW5Redy\nmkDddddd7NmzhwkTJgCQkZHhUAvvoYce4uGHH0aj0dCxY0fGjh3bomCEEEIId/LlOVDlUbfwr2MN\ntztn+CZgEqiSoK689a+6i4Lfqq9a4uDLs9dyXeT3pM1uxQRKoVDUqg3VufOVdRgmTJhgT66EEEII\nX+OLiVNTGQ0XOXGi/vWRqlmtVu8pT9JM6qBQoO5CxtXXOigUNJratQ+bfK4WH0EIIYQQXuvQ2QgO\nvvHvBtsFaZN8PoFyJ0mghBBCCD8W1ibB0yH4JUk2hRBCBKybIg7a50EJ/+bqay0jUEIIIQJWIMyB\nElVcfa1bVAvv8OHDZGVlYbPZiI2NZeXKlQQF+XftGyGEEEIIpwlUzVp4hw4dIjMzk3Xr1gFVNerS\n0tJ47bXXuOaaa9i+fTt5eXkOT+kJIYS7nTp1iqeffpodO3awceNGzpw5g9FoZMGCBZhMJrKysoiM\njCQ5OZlJkybVahMdHe3pLgghfECza+GdOHGCNm3asGnTJn7++WeGDBkiyZMQwqOKi4t5//33CQsL\no7Kykv3797N+/Xr27t3L9u3bqaioICUlhd69ezNt2jTGjBlTq8306dM93Q3hRr68DpRoGldf62bX\nwrtw4QLffPMNaWlpJCYmMn36dLp3787AgQNdEpgQQjRVbGwsqampPProo1y8eJGYmBgA2rZtS2Fh\nISaTiYSEqieSIiIiMBgM9jZ6vZ7CwroX4KsWFRWGWu2sYJdviosL93QIraK+fgUH26iuMiSJU+Co\nea2Dg9Utft83uxZemzZtSExM5NprrwVg8ODBHDlypMEEyldreXlDDK0Zl9TC8+7r4+sxeEJMTAwX\nL14EID8/n/j4eKxWK/n5+ej1ekpKSoiPj7e3KSgoQK/XOz3mhQuXWj1ud4uLC6eoqOEyXL7GWb+M\nRiNSZSiwVVSYG/W+d5ZkNbsW3jXXXMOlS5fIzc0lMTGRr7/+mnHjxjUYjK/W8pJaeL5xfaQWnuti\naI1t7qJQKFCpVNx8882kp6djMBhIT0+nvLycjIwMcnJyGDFiRJ1thBCiMVpUC2/ZsmWkpqZis9no\n27cvQ4YMcUvQQgjhzIYNGwBISUlx2K7T6Vi1apXDtqvbiMAic6ACh1vnQDVUC2/gwIFs377dJYEI\nIYQQ7iaJU+Bw9bWWlciFEEIIIZpIEighhBBCiCaSBEoIIUTAklp4gUNq4QkhhBAuInOgAodb50BZ\nrVbS0tKYMGECkydPJjc3t852ixcvrvVkixBCCCGEv3KaQNWshTdnzhwyMzNrtdm2bRs///wzCoXn\nFswTQgghhHAnpwmUs1p41fsPHz7MQw89hM0my7oKIYTwLTIHKnC4dQ6Us1p4hYWFrF27lrVr1/K3\nv/3NZQEJIYQQ7iJzoAKHq691s2vh/eMf/+DChQs89thjFBcXU15eTlJSEmPGjHF6Ql+t5eUNMbRm\nXFILz7uvj6/HIIQQ/qbZtfAmT57M5MmTAdixYwfHjx9vMHkC363lJbXwfOP6SC0818XQGtuEEMJf\ntKgWXk0yiVwIIYSvkVp4gcOrauFVGzt2rEuCEUIIIdxJEqfAIbXwhBBCCCE8TBIoIYQQQogmklIu\nQgi/lZeXx8yZM+nWrRtxcXFERkaSl5eH0WhkwYIFmEwmsrKyiIyMJDk5mUmTJnk6ZNFCG/74Hlab\nkjBtMJfKKupsU1lZQfU/fzIHKnC4dQ6UEEL4sv379xMXFwdAnz59yM7OZv369ezdu5ft27dTUVFB\nSkoKvXv3Ztq0aTz00EOo1fKx6Mv+830RtqjuDbYLja36vyROgcOt60BZrVaWLl3K0aNH0Wg0LFu2\njMTERPv+nTt3smXLFlQqFddddx1Lly6Vp/GEEF6jZ8+eDBo0iJiYGKZMmWL//Grbti2FhYWYTCYS\nEhIAiIiIwGg0EhUV5cmQhRA+wmkCVbMW3qFDh8jMzGTdunUAlJeX88orr7Bz506Cg4NJTU1l165d\n3HHHHW4JXAghGvLDDz/Qu3dvFAoFISEhFBYWApCfn098fDxWq5X8/Hz0ej0lJSVERkY6PV5UVBhq\ntcodobtVXFy4p0NwGZVaidnTQQivFxysbvH73mkC5awWXnBwMNnZ2QQHBwNgNpsJCQlpUTBCCOFK\nHTt2ZMWKFURHR3PnnXdSUVFBeno6BoOB9PR0ysvLycjIICcnhxEjRtgrLdTnwoVLborcfeLiwikq\nMno6DJexmK1Nai9zoAJHzWtdUWFu1PveWZLV7Fp4CoWC6OhoALZu3crly5e59dZbG9UJIYRwhxtv\nvJE1a9bUu1+n07Fq1So3RiS8jSROgcNrauFVf//SSy9x6tQpXnvtNZcGJoQQQgjhrZpdCw8gLS2N\n4OBg1q5d2+jJ475aDNUbYmjNuKSYsHdfH1+PQQgh/E2za+F1796dP//5z9x0002kpKQAMGXKFIYP\nH+70hL5aDFWKCfvG9ZFiwq6LoTW2CeFtZA5U4PCqWng//PCDS4IQQgghPEESp8AhtfCEEEIIITxM\nEighhBBCiCaSBEoIIUTAuinioH1ujPBvrr7WUvRJCCFEwJI5UIHDrXOgrFYraWlpTJgwgcmTJ5Ob\nm+uw/9NPP2XcuHFMmDCB7du3uzQwIYQQQghv5TSBqlkLb86cOWRmZtr3mUwmMjMz2bRpE1u3biU7\nO5tz5861esBCCCGEEJ7mNIFyVgvv2LFjJCYmEh4ejkajoV+/fuzbt691oxVCCCFcSOZABQ63zoFy\nVguvtLSU8PArRfa0Wi1Go/8UpBRCCOH/ZA5U4PCaWnjh4eEO+8rKyoiMjHR6stOnv6BfPy1nznzh\nsL2hbc15jau31d6v8NK4mrNNAdg8HEPLtrmqL60XV1OP47r3lzf8HIQQwt8obDZbvbUW/vnPf7Jr\n1y4yMjI4ePAg69at46233gKq5kCNGjWKP/3pT4SGhjJhwgTWr19PfHx8vSfr1Mnl8QshvNzJk56O\nwHWKivxvlD0uLtyv+jV13qvYorp7OgyX2/nyGABGzf6LhyPxD5qSw3RqF91gu5efn1XvvmbXwnvw\nwQeZP38+U6dOxWq1Mm7cOKfJE1R9kPrLL6o/fehIX7yPv/SjSnjDTYTwEKmFFzhqXmtTZE9+Lmvg\nBQ1oUS28YcOGMWzYsJZFIIQQQniIJE6Bw61zoIQQwt+dPXuWrKwsIiMjSU5OZtKkSZ4OSQjhA6SU\nixAioGVnZ5OSksKSJUv4/PPPMZvNng5JCOEDZARKCBHQiouLSUhIACAiIgKj0UhUVJSHoxLNVVFy\nGrXVhkqtxGK2Nth+QGcLAP89oWrt0FxCUfJdo/rlaxp7vVqiedf6vnr3uD2Biovznwml0hfv5C99\n8Zd+eLuEhATy8/PR6/WUlJQ4XY7FX6+JP/XrH39+w9MhtI7Nz3k6AnEVp8sYCCGEvysuLiYjIwOt\nVkuPHj0YP368p0MSQvgASaCEEEIIIZpIJpELIYQQQjSRJFBCCCGEEE0kCZQQQgghRBNJAiWEEEII\n0URuWcbAarWydOlSjh49ikajYdmyZSQmJrrj1C5hMplYuHAhZ86cobKykhkzZpCUlMT8+fNRKpV0\n6dKFJUuWoFAoPB1qo507d47777+fzZs3o1QqfbIvb775Jrt27aKyspKHH36Y/v37+2Q/TCYT8+fP\nJy8vD5VKxQsvvIBKpfKpvhw6dIiVK1eydetWTp06VWfsf/rTn8jOzkatVjNjxgyGDh3q6bAD2oED\nB8jOzkar1RITE8OsWfUXTfVFqamp3Hnnndxzzz2eDsUlTp8+zbp16wgPDycyMpKZM2d6OiSXKCgo\n4PXXX0en06FQKJg3b56nQ2o0t4xAffzxx5hMJrZt28acOXPIzMx0x2ld5q9//SvR0dG8++67bNy4\nkeeff57MzExmz57Nu+++i81m45NPPvF0mI1mMplIS0sjNDQUm81GRkaGz/Vl7969fPPNN2zbto13\n3nmHgoICn70mn3/+ORaLhW3btjFr1ixWr17tU33ZsGEDzz33HCaTCaDO91NRURFbt25l27ZtvP32\n26xatYrKykoPRx7YjEYjS5YsIS0tjQMHDng6HJfatGkTWq3W02G41KZNm0hMTMRgMNCvXz9Ph+My\nx48f5z//+Q9nz551ugabN3JLAnXgwAEGDx4MQK9evThy5Ig7TusyI0eO5MknnwSqRtPUajXff/89\n/fv3B+D222/nyy+/9GSITbJixQomTpxIXFwcgE/2Zc+ePXTt2pWZM2fy+OOPM3ToUL777juf6wdU\nFei2WCzYbDaMRiMajcan+tKxY0def/11qldEqev99O2339K3b180Gg06nY6OHTvy008/eTLsgDdk\nyBBCQ0NZv349o0eP9nQ4LvPJJ58QERFBnz59PB2KS+Xm5jJ06FBeeOEF1q5d6+lwXCYhIYHNmzez\nevVq9u3bR3l5uadDajS3JFClpaXodDr79yqVCqvVd5aiDwsLQ6vVUlpaylNPPcXTTz/tEH9YWBhG\no9GDETZeTk4O0dHR3HbbbQDYbDZqLgXmK305f/48R44c4dVXXyU9PZ3U1FSf7AdUxZqXl8fIkSNJ\nS0tj8uTJPtWXESNGoFJdKY1QM3atVovRaKS0tJTw8HCH7aWlpW6NUzgqLS1l0aJF9OrVizFjxng6\nHJfZuXMnhw8fZseOHbz//vtcvHjR0yG5RGxsLFqtFrVa7Veja++++679802r1WKxWDwcUeO5ZQ6U\nTqejrKzM/r3VakWp9K356/n5+fzhD39g0qRJjBo1ipdeesm+r6ysjIiICA9G13g5OTkoFAq+/PJL\nfvzxR+bPn8+FCxfs+32lL1FRUSQlJaFWq+ncuTPBwcEUFhba9/tKPwA2b97M4MGDeeaZZygoKCAl\nJcWhoK0v9QVw+N0uLS0lIiKi1meAr/XJHy1fvpzc3FxycnL44IMPfG5qRX1Wr14NwI4dOwgODqZN\nmzYejsg1Hn30UVatWoVOp+M3v/mNp8Nxmfvvv59XXnmFdu3a0bt3b59KDt2SQPXt25ddu3Zx9913\nc/DgQbp27eqO07pMcXExjzzyCEuWLGHgwIEA3HDDDfz3v/9lwIAB7N69m1tuucXDUTbOO++8Y/96\n8uTJpKens2LFCp/rS79+/diyZQu///3vOXv2LOXl5QwcONDn+gEQGRmJWl31qxgREYHZbKZbt24+\n2Reo+3ejZ8+erF69msrKSioqKjh27BhdunTxdKgBbfny5Z4OoVWNHTvW0yG4VFJSEmvWrPF0GC7X\nrVs31q9f7+kwmsUtCdRdd93Fnj17mDBhAlA1ydSXrF+/HqPRyNq1a+33nhctWsSyZcswmUwkJSUx\ncuRID0fZPAqFgvnz57N48WKf6svQoUPZt28f48aNw2q1smTJEtq3b+9z/QD43e9+x8KFC5k0aRIm\nk4nU1FRuvPFGn+tL9VOCdb2fFAoFKSkpPPzww1itVmbPnk1QUJCHIxZCiOaTWnhCCCGEEE3kWxOR\nhBBCCCG8gCRQQgghhBBNJAmUEEIIIUQTSQIlhBBCCNFEkkAJIYQQQjSRJFBCCCGEEE0kCZQQQggh\nRBNJAiWEEEII0UT/P+9/FbSYy6uqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAFyCAYAAAAtTHQsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAFyCAYAAAAtTHQsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAFyCAYAAAA6buTlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRETUT5xAEREREfXT/wcpoUhAeEhzDQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlwAAAFyCAYAAAAgUgRrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# this takes a while with many iterations as the likelihood calculation is not optimized\n", "model = analyze(data, robust=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.24840714476\n", "[-0.61975082 0.17686788]\n" ] } ], "source": [ "print model.stats()['r']['mean']\n", "print model.stats()['r']['95% HPD interval']" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "This estimation looks much more reasonable and is closer to our original estimation for the data with no outlier using the multivariate normal model.\n", "\n", "Let us take a look at the marginal of nu:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "7.52515944508\n", "[ 1.87952517e-02 2.54122644e+01]\n" ] } ], "source": [ "print model.stats()['nu']['mean']\n", "print model.stats()['nu']['95% HPD interval']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we can see that nu is quite small, which indicates no strict normality of the data; the higher nu is, the more the multivariate t-distribution resembles the multivariate normal distribution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Due to this flexibility of the multivariate t-distribution, we can always apply it when doing Bayesian correlation inference." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.10" } }, "nbformat": 4, "nbformat_minor": 0 }