{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# `prettyplotlib.scatter`: A motivating example\n", "\n", "The default `matplotlib` color cycle is not pretty to look at ... It was taken from MATLAB's color cycle. \n", "\n", "Need to do the `matplotlib` example first because `prettyplotlib` changes the default color cycle to a nicer one, from [ColorBrewer](http://bl.ocks.org/mbostock/5577023)'s Set2. What's even worse is that if you just do a `scatter` plot, then it doesn't cycle at all..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " ax.scatter(x, y, label=str(i))\n", "ax.legend()\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nshowing default matplotlib `scatter`')\n", "fig.savefig('scatter_matplotlib_default.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Before `prettyplotlib`: how to make nice plots\n", "\n", "Now I'm going to take you through ALL the steps I used to take to make nice looking plots.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, change the colors with `brewer2mpl`:\n", "\n", " # Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", " set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", " ...\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), facecolor=color)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), color=color)\n", " \n", "fig.savefig('scatter_matplotlib_improved_01_changed_colors.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wcP1pytHcUOggAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks nice, almost like an impressionist painting, but it's still hard to see overlaps here. So let's fill the symbols with `0.5` opacity using `alpha=0.5`.\n", "\n", " ax.scatter(x, y, label=str(i), color=color, alpha=0.5)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), color=color, alpha=0.5)\n", " \n", "fig.savefig('scatter_matplotlib_improved_02_added_alpha.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsvWmsZddZ9/lba+3pTPfcoe5Qk+1yVZyKYydkJKRfULUg\noI6EIiEBHSLRSoSQGgmBhAgfiSKhWEItgYBP0AlqQAyd9xW8AjrdCWqnmfKSvE4cx3a57Bpcdavu\nfO+Z97SG/rDP2XVv1a1yTR6qav+ka597zj5rr3Pt89/P/q9nPY9wzjkqKioqKu5r5Ns9gYqKioqK\nu6cS84qKiooHgErMKyoqKh4AKjGvqKioeACoxLyioqLiAaAS84qKiooHgFsW88997nMsLi7y9NNP\nl8/95m/+Ju95z3t4//vfz8/8zM/Q7XbflElWVFRUVNycWxbzz372s3zta1/b89xP/uRP8uKLL/L8\n88/zxBNP8KUvfemeT7CioqKi4o25ZTH/0R/9UWZmZvY894lPfAIpiyF++Id/mOXl5Xs7u4qKioqK\nW+KeeeZf/vKX+eQnP3mvhquoqKiouA3uiZj/zu/8DkEQ8Au/8Av3YriKioqKitvEu9sB/vRP/5R/\n/Md/5J/+6Z/2ff3EiROcPXv2bk9TUVFR8VBx/PhxXnvttVs+/q4i86997Wv87u/+Ln/3d39HFEX7\nHnP27Fmcc++on9/+7d9+2+dwv8yrmlM1p4dhXu/EOd1uEHzLYv7pT3+aj3/847zyyiscPXqUL3/5\ny/zqr/4qg8GAT3ziE3zgAx/gV37lV27r5BUVFRUV94Zbtln+8i//8rrnPve5z93TyVRUVFRU3BkP\n5Q7QU6dOvd1T2Jd34ryqOd0a1ZxunXfivN6Jc7pdhHPuTW1OIYTgTT5FRUVFxQPH7WrnQxmZV1RU\nVDxoVGJeUVFR8QBQiXlFRUXFA0Al5hUVFRUPAJWYV1RUVDwAVGJeUVFR8QBQiXlFRUXFA0Al5hUV\nFRUPAJWYV1RUVDwAVGJeUVFR8QBQiXlFRUXFA8BdN6eoqKh4Z2GtJY5jnHPUajWUUm/3lCreAiox\nr6h4gDDGcOHCBfr9PgBhGHL8+HGCIHibZ1bxZlPZLBUVDxDb29v0ej2iKKJWq5FlGSsrK2/3tCre\nAioxr6h4gMiyDCklQggAPM8jTdO3eVYVbwWVmFdUPEA0Gg2stVhrcc6RZRnNZvPtnlbFW0Al5hUV\nDxDtdpulpSWyLCNJEmZmZlhcXHy7p1XxFnBLnYY+97nP8Q//8A8sLCzwwgsvAIU39/M///O8/vrr\nPPbYY/zN3/wN09PT15+g6jRUUfGWM4nMq0yW+5c3pdPQZz/7Wb72ta/tee6ZZ57hE5/4BGfOnOHH\nf/zHeeaZZ25vphUVFW8aUspKyB8ybrkH6IULF/jpn/7pMjI/efIk3/zmN1lcXGR1dZVTp05x+vTp\n609QReYVFe94jDEAexZPK95eblc77zjPfG1trfTiFhcXWVtbu9OhKioq3iacc6ysrLC+vg7AzMwM\nR48eRcpqOe1+4578FxNCVFfzior7kJ2dHdbW1oiiiCiK2N7eLoW94v7ijiPzib2ytLTEysoKCwsL\nNzz2C1/4Qvn41KlTnDp16k5PW1FRcQ8ZDocopcpgTAjBysoKQRDQbrcr3/0t5Nlnn+XZZ5+94/ff\nsWf++c9/nrm5OX7rt36LZ555hk6ns+8iaOWZV1S8uVhry81Ct7ttf319ncuXL1Or1UjTlK2tLcIw\npF6v02w2OX78+B1ZLs45dnZ2yLKMKIpot9vV3fttcrvaeUti/ulPf5pvfvObbG5usri4yBe/+EU+\n9alP8XM/93NcvHixSk2sqHgbyPOcOI65fPlyuctzYWGBgwcP3lA4nXOsra3R6XTwPK9c7xoMBuzs\n7OB5HnNzc0gpSZKExx9/nKmpqdual3OOixcvsr29XX7/FxYWOHz48F1/5oeJN0XM74ZKzCsq7j1r\na2usrKwwGAzQWjM/P49SijiOOX78+A0FeGVlhZWVFcIwLHPRT5w4gbWW06dP02g0SiHvdDq0220O\nHz7MgQMHbjmyTpKE06dPE0VR+f1PkoT3vve9+L5/L/8MDzRvSp55RUXFO4fhcFgKsnMOKSXdbrdM\nRLhZLZbt7W2iKMLzPIIgwFrLaDSi2WyyuLhIkiTEccz29nY59vLyMltbW7c8v4kAXSv+VVD35lKJ\neUXFfUaWZUCRE+77Ps45tNZlpB2G4Q3fK6XEWlv+vnuX6OHDh1lcXCTLMjzP48CBA4RhiO/77Ozs\n3PL8wjCkVqsRxzFaa5IkodFoVFH5m0wl5hUV9xmTRU5rbWmnOOdI05TFxUVardYN33vo0CG01sRx\nzGg0olarlWNIKTl06BBHjhwhDEPSNGVjY4O1tTU2NzeJ4/iW5iel5PHHH2d6ehopJbOzsxw7dqxa\nAH2TqTzzior7kIlnLoTA8zyWlpYwxuD7Pq1WC8+7cdbxcDhkMBiglGJ6enrPsVprzpw5w9raGmma\nYoxBCIHve0RRjY9+9KOlrTO5mERRdM8+l9aaS5cu0e/3CYKARx55hHq9fs/Gv5+oFkArKh4S8jzH\nGINzjrNnz6K1Lm2WEydO3FF3ofX1da5cuYJSitXVFdI0QwBKgkVw6NBhfN8nz3Og+H6fOHGCRqNx\n158njmNeeeUVkiSh1WqVttHJkycfyk5J1QJoRcVDgu/7RFHExsYGxhhqtRr1ep0sy9jc3LyjMbXW\nZbSPu+qtSykQzrGxtspoNCKOY/r9Pv1+nytXrtz1ZxkMBrzyyitsbW2RJAk7OzsopbDWMhgMeP31\n1zl9+jSXLl1Ca33X53sQqcS8ouI+R2u9Z2OPlPINBS/Pc7rdLr1eryyyBeyJiP3xkA4w1hXRubN0\nu13SNC3Ps7m5edd33ysrKyil8H0fz/MwxpAkCc45lpeX6XQ6GGPY2triwoUL1d3+PlQNnSsq7jOc\nc2xsbNDtdvF9n1qtRrfbLbNSjDHX5ZkPh0PiOMYYw8bGRhm512o12u02J06cwPM8Wq0WjzzyCFeu\nXMECUoBzYC0gwPPlHntHSomUxXM3skKMMWRZVqZOFh68v2dB1BiDlJJ2u02n0ymzYObn5xkMBqVv\nrpRiMBjc9HwPK5WYV1TcZ6yurrK6uorv+8RxjBCChYUFdnZ2EEJw9OhR2u32nuNfffXVctv/pK2c\ntbbMamk0Ghw9ehSAubk5giBA6xw93KQ/yjHWoS3MLyyxvb2NMYY8z5mbm0MpdcMt/2macvbsWbIs\no9/vI6WkVqsxPT3No48+Wl6A5ubmWF5eLmvCpGnKsWPHaDabnDlzBufcHvGvqjpeTyXmFRXvMCZ5\n4DcSrI2NDaIoKl+P45hGo8Hhw4fJ85zV1VVeeuklgiBgbm6O06dPlxGx1rq0VYQQWGvRWrOyslKK\n+eQ1ISTR1BKJ3cYmGThT1oCZ2DhCCA4ePLhv9sxkYXY0GmGtJU1T8jwnTVOGwyFRFHHo0CEAZmdn\nieOYTqdDrVbjxIkTNJtNnHNMT0+ztbWFcw7n3A3P97BT/UUqKt4BWJ1h8oTV9R22xht0FhcXWVpa\nui4/e78sh0lhq/Pnz9PpdEiSpLwoCCFotVrjBUWz5z1QRM/bW5t87z/+mTCqMT1fbN+PoogrV66Q\nZVlpq6yvr6OUIggCpJS0Wi1mZmbo9XoopajX6+X8rly5wtraGkKIcoxJByStNaurqxw6dAhjDOfO\nnWMwGCCEwBhTWiiTu46trS3yPC8tnWsj9YpKzCsq3nbS3grx2stsDzQbfUtr9iBCBayurhKGIbOz\ns+TpkGzUw/MDlpaWWF5eRkqJc44gCNje3i5/JmmDE5xzDIdDGvUaEjD7zEEby+X1Lp7scunKGrXG\nFLOzs2X0vvviYa0t57Wzs8Pq6ippmpZR9BNPPIHv++UdxGQ+1to9vQ8mF5udnR0GgwG1Wg0hBEmS\ncPHiRQ4ePIiUkvPnzyOEYGZmBoBOp0O32923sN/DTCXmFRVvIyaPGa29hPRrxCbFUzn5YI2gtYQU\novCZbcLZ099HG0umHX4Y4tdmaDQa5aad8+fPl8WzbkSWJgSeIDUOZ4ssld0IAU4IrHWkSUK/3y89\n9slCqAOkEERRhHNuj/0BsLW1xenTpzly5AjD4bD06ScCrpTCOYfneaU4T6ybSUSfpimdToednZ1y\njEkZgmaziRDiugtWRSXmFRVvKzZPABDSI/BzhrFD5H1Sa8g0uJbHa69cQQiJFZLUaPQowQ8zVlZW\niON4zw7JG4m57zmOTu9Qlzlr8QHWO+46MYdCsHGAgHq9Tr/fL5+fHG/Gxbl2dnZK62QixFpr+v0+\n586dI0kSjDFlRN5oNMqqjFEUlR59vV4vF2TzPKff79NqtUiSZI+VMhwOCYIA5xy1Wu1u//QPHJWY\nV1S8jUi/2ArvrGa2FdDb2SI1EmU9olDgxysYranVQvpJjq8kxlh6/SGIwnvu9XpltcP98q+lgEaw\nzeEDq/S2A4bDEEvzuuOcKywZB/gIlFK0mjWcTrGOIlUR8CQoKWk0GqRpuu8FZDgcXpfrHoYhR48e\npdlsYq2l1+vh+z5TU1McOnSotGvCMKTVahHHcRnJR1HEaDQiTVMee+wxms3r5/+wU4l5RcVNcEZj\ndYJQAdK793nNyq9RX3ySeO1lhDUcasa4xiGkCokCRZ4MkJ6PyVKkkONIFzwhEVKWpWwnnvUkkp2I\nulKK2Waf0Acr27zebzPUAWX4TZE1I4XDWocdXwuyrIj8lxbmqdkug9xDG4s1FikctXq9XJDcLeaT\njT+7KztOfPdJNstoNOK1115Da13WlTl27BgLCwuMRiPOnDkDFDtc0zQliiJarRZRFPHud7+7ispv\nQCXmFRU3QMddBle+h7MagaC2+B7CqYP3/Dzh1EH8+hxWZwwuPwdCID0PZzWegrn5Q1y48DrGaqyD\ner1Bpi31KCAMQ4wxRRTdatHv97HWlvaGUgptJIFn6Qx8OqMA6yQTIYfCmnHjVMRGvVbaI0mScOny\nFdqNiCyPcRZyAwbBaG0N3/fLLfcTPM+7LqVycpGZLKT+4Ac/IM9zPM8jz3MuXrzIwsICzWazzHe/\nfPlyWcp3Unf92LFjBEFQRuzVpqG9VIW2Kir2wTlL9/y/AiC9EGc1No+ZeuzjKP/mkWGv12NtbQ1r\nLQcOHCizQm6FbLhJ/+K3cSZH+RFDtcgrZ5exY/tDKcljx97FKE7I8xwxXiRNkqSMlCffuckOzdAD\n4bpIAb1kMvf9c9gnW+l3R/a+7+PGC5mOm3+nBRB4oK3EwZ67hUajgTGG0Wh03fvm5ubKeuoT8TbG\n4Hle+TlGoxHnzp0r68ccPHiQxcXFW/q73o/crnZWkXlFxT44k+N0hoqK2uBCeoDA5QncRMyHwyHn\nzp0rO95fvHgRIQSzs7P7n8c5TN5Hps+D7jFcy9FxjLM5/VGdM9sZWheZJr4SOGPp7qzz/g9+jJ2d\nHZaXlxkOh8C48YQxSAnTNcALabQX6HZ76FzgKKwaexN9uNbnnmSjAKWQ3+AvNv6nQMlxFC4UbixI\nb1QvZnt7m9FoxIULF8rdobt3sXY6Hb7//e9jjCEMQ6amprh8+TJKKZrNJmEYPvR553ct5l/60pf4\n8z//c6SUPP3003zlK1+5aaeTior7AaF8pBdgdVpG5gDCv3nt7kn7tt0WwNbW1r5inqYp58+9StJ9\nASWGzNd6iEQivGlSMcXlriPXk2VH0MYV6YPjjT/b29t0u90yo8RTCukMFohzSEYpnf4lEKpIJRQh\njiHXJyXemN0WyeT3N2KUjaN6afH8AKVUWc9lYv3sLu41GXdSmsA5x4ULFzh58iRhGJIkCRcuXMBa\nOy4zoOl0OuR5zrlz5/B9n8XFxesaWed5zmAwAHjDGu8PAndV4ODChQv88R//Mc899xwvvPACxhj+\n6q/+6l7NraLibUMISePQ+8A5TNrH5Qn1xSff0GK59tZ4Il7OGpKd1xmtnybtXcFay/lzZ0mHq0Re\nD6nqLHcOoo2PcD0GicE68HAIXFHsavyzdPAQg8GA4XC4Z8elNhprDc5q4kxjncXYoojVcDhkOBze\ntuUphCitm+u5+VjGFjnjo9GIPM/L1naTeiz7McmOybKs7Gw0SVEMgqBcH5h8lnq9Tq1WY319vbxD\nmYxz5swZLly4wIULFzhz5kx5h/GgcleXqqmpKXzfZzQaoZRiNBpx+PDhezW3ioq3FS9q0z72cWye\nIjwfqQIwfdBXQATgPwJirzDNzc2xtbVVClGxHX2ewZXnyUfbhV3TuYSsb9DbXCWUI1IT4IUWIRWZ\nVcjMQD4CW0NJgXCgXbFAOTc7xcEjj7N++RxZf63Ynj/2052zSMaPmSxyXs1aubmQ7/+ac9dbLxMk\ngqtLn5Nz7R5v7wVgd3QfBEG5Lf/aY3Z2dnDOsbq6WmqMtZZWq0W32y28e+fK1yZMLhh5nrO+vo7W\nuszBj+OYzc3NshbMg8hdifns7Cy/8Ru/wSOPPEKtVuOnfuqn+Imf+Il7NbeKircdIT1UOP6a5Kuw\n/RVwCTgD4UmY+Z9BXP0aBUHAE088UQpSu93GJ6M/2kaFrXEUbUnWXkaKaayoo2SXPDHgQS0a4rIa\nTT+ln3vkVuGEJZCCZiR54uTTvHbmZbbWLjAYWaxzhBK0kOA00jkyV/j7bzbXZ5eLGzy+5n3jdnPW\n2rJ076QI2OT1RqPBaDSi2+2Wm4rW19eRUpZ1YXq9XnksFOmUL774IgD9fn/PZqpJTZcHmbsS87Nn\nz/J7v/d7XLhwgXa7zc/+7M/yF3/xF3zmM5/Zc9wXvvCF8vGpU6c4derU3Zy2ouLtoff3Rfcdb6kI\nWdOXIXkZak/vOSwIgj1ZFjpOgas1SYpgNGd+OuLSRkKSHkCbnFaY0fMfQVuJLzUHox2GXkZqFaEv\n8YOAl19+kTSO8W1OqByDTOF5lpZnmKpvs9qZBXcnQr77PW9u9tnuxhMT/3wi6JPUxiRJSq/9woUL\nZR691po0TVlYWCi7HWmtOX78OKurq+R5ThzHpU0zEf79ary/03j22Wd59tln7/j9d5Wa+Nd//dd8\n/etf50/+5E8A+LM/+zO+9a1v8Ud/9EdXT1ClJlY8COgtWP/fQITgzRfpJfoKtD4JjR+56VudNfQv\nfRuTjRDKx+mEeJSy3Fd0BobcgnAGUCgPprzCN57yhsyFQ0CSOZ/lZIGRDVECTBaDkGgLnoKmb/Dq\nIZ1OTGYn1oPg5hG6pejsKQG5S8Kvq9pyW38qIYoWc3bPWNePMamgOFlknSyKThYqPc/jQx/6EC++\n+CK9Xq9ciLXWMjMzw9zcXGnVHD9+nBdeeKG8CDjnGI1GTE9P02g0WFxc5MCBA/dVxstb2gP05MmT\nfOtb3yq3EX/jG9/gySefvJshKyrefGwG+RqYnVs7PnkFNv8A9ArE34b0DJikCLH9N/ZghVQ0D3+A\ncOoQKqgTzT5OP3yUPMsw1uKhGTdnwxhQQZ1A5PR1hHESsHTSkFHmivolxpI7ibHF1nqco5v6dPoW\n7yaLi3uZeNoSh8Xb87a7EzznHMq/0QXFlT8TYXbOlZkuEyb1XJrNZpmXPlk4dc7R6/XY2dlBa00Y\nhvi+X9o0kwXbMAyZn5/nqaeeYn5+/r4S8jvhrmyW97///fziL/4iH/7wh5FS8sEPfpBf/uVfvldz\nq6i49+gt2Pk/wHQAB40fg+aPF5H2buwQuv+1EO70NITvgdoHITkN2WsgQ5j+eQgevaXTSi+ktvDu\nUlCy1/8VJVVh2wiHGC8mSqdxtujpKZyPQ4EQ9POgeDzOUHFILI5WWNRJGaSChm9xOiMmxF2z+LmX\n3dFeIei5uZoCefX5O6fwpyfiPBH0axdIHWaferxhGOAc5e7WKIoYDAZ7BF9rzc7ODp7n8b73vQ/f\n95mfn2d5eXnPJqWHaZfoXSdefv7zn+fzn//8vZhLRcWbT/dvC6H2lopFzMGzEDwO4eN7j+v8n5Cd\nBzkLNi688cYPQ+0p8Odg+hcgOnlLp8yGW8RrL2FNhl+fo774JHXfsKkLuTPualhsgSTL8L0azUAX\n2SxeBKoQOGcdSnlorQmUoO4bUqMQykPYPoM8GAs5XJvNcpVrhfXa129sjdw6u4V895hX56Nwe2qr\nC1FE5DoZ0GjUaTQaeJ7H9PQ0eZ6XpXQnKYkTO2V1dZWZmRkee+wx0jQtm02HYcjCwsJdfIb7iwc7\ni76i4lr0KsjxzkKhAAG2u/cYm0F2FtTBQmHUQmGx6B1QjSJ7xV+6pdOZbMTwyvMIL0AGTZLuZbLB\nOjrNweSE0pFbiUEQiRypHNoJmp5iLtxBGIfVGaEniDUoX4FUeE6jPDCyDlYTKkeSSYzbLeQTbtV3\n3S3iu2rh3hH7ReMTLAJohzmx88mMwFmDcBYLxeYnmxDJon9ot9slz/MyG8XzvLJ2+0Tcsyyj2Wxy\n8uTJcqNQs9nck7r4oFOJecXDhX8Y8oug5sGNvWo1s/cY4RV55C4bL3guQXYG4v8GahY9++tsrMfE\ngxVkuk47NPjNeeoL7y5y0Xdh0gHOZIAjzzqYuIM1Of1hg4ZfmCWjXJEYDysknpdjaTLIHFdsm0EM\nmSkiWAsIa2kEKUql1D1HRAr1Ns4kLMcBZt8+QjdjIti7hXv3c7czzn7sfxcQkCOFIwzrZIMh1hWZ\n8UpAJFMCr06n06Gf9fe0wAPK+i6Tbf3OuVK0fd8vm17c0qzHC4wPgp9eiXnFw0X7U7Dz50WEDtD6\nBPjX+N5CwtSnoPNVMBkkLxY55dHT2KzDuddeYmglZrSJQZC1QubdOiNraB7+oT1D6XRAPtjACoFL\n++Aszkm0bRDrAN9XCJGincSXFuFCnIM4N6SZKHZwMr6DwOGcZZCCwCO3ju1EUPO6pEah3SQavh1h\nupEVc7Oo/GYWzW52+/DXiLr08UNFNi7qFSiBJzTGwigFKzK8sLlvjfaJ8E4aPh86dOiOSohsbm5y\n5cqVMjvmyJEjN92d+k6nEvOKhws1A3P/K5huEX2r1v7H1d5XpCDG3ytsl/AEIBjZBUaJI2pYMg98\n6dEdaubbTfLhFs5ZTNxltHEGazJ03EUEDdxws1jsBLpZQJwLMgd5WpTXVcKAE+QahLTY8a7P68V5\nLOoIRrp4nBnvGp98N/tF3tdyp0K+3+/7PX/9WKmVGOsIw4jBMMZYi0USKo3AkOeSeJeNsmfka3qN\n3omQ9/t9Ll26RBiGSCnZ3t7G9/37eodoJeYVDx/CA2/ujY/zD4LwYfjvxWKp8IrFUNEG6U92/xQb\n6K1GKA+Tjehd+g5CeggvwCQdZNBASA9nc5yzrKctjJNIZ4qytsIwE8QMdQQIUlMfu8rXLiKy6/eJ\n4Ar2bwAHe0X5dqP1Gy2K3s4YE999v9dgvQ9CdIrfxhc6axxW+AgkaZ7ecPS5ubm76jY0HA4xxtDv\n90ubptPpVGJeUfHA4h3ANX8S1/s6Ritk7hNET5PkgKqRJSPaDQUmpbb0FKO1l8n6YwvHOZxU2Lg7\n1n1LZn1y5yGxKGmK2if41NU2I1NjpAN0KYATi+JaPxv2i9bfHO5m3Dee46RNnRxvWsqcz3RkMEaT\nWa/cULTb2/Z9n263y+bmJkEQUKvVbnuhc1JKwPM8hBClB38/U4l5RcU1OGuKyobZCOFFZIOAvPs+\ndNrDC1vMRzm9PIapI9R9mGnX8aMWVmdk/VWctePF1aK3pxCyzGO3CAKpya3COjkWK4d2ARaBLv1x\n2JvON+FWPeq7xb7BuW6Xm18UHAKFLZKLrCB1PlGgSLKrC7qTuugzMzMMh0NefPFF2u02SilOnDhx\nW+3ktNYYY8oMmUnXpPuZSswrKnbhnGO48gL5cIM43UIPtnAOpOcRBNNYrfFrAbNyRPPgHCpskmz8\ndwZry6TDEVY7nI6LLspIhJD4jQOosEm88TIBGaHMUViME1jhaHkxIIh1wH7RrIdG4MiZ9O68EdcK\n+Z2K8d1E4zfbqHRjy8chQCp8BbFRKAFSKqLIxxhDfVfP0dFoVNZ1qdVqpGnKlStXOH78+C3Pcmtr\nC8/zyk5Gu7sr3a/cq8t4RcUDgckG5MMtUpuSxpsIB9KB0zl53gOKaBshcFYzvPgNktV/JuksY9Jt\nbN5BO42xORkZRHWUHxK1DyJlgBKSpVqfyMsJlWEmSFis9YiUuUFtFIEtTJnyN1FGzTcT67vxvG83\nI2Yy/o388TceK4pCpACJQVtIjEC7YhfnpFLiJJJO07TsOARF3vmd1CqfCPkkO6bVusFi+H1CFZlX\nVOxmHJ2ZvAcIkEXRKCcETmc4ZYvFTr+GEB66fxqhApzzxvaKLYJyBEgY0aPuHybk/6Xe6hD3IwLg\nUGMEdlInXFLzUgIyEiadjCbCWFgnZvxPgUAAel9L5UaiaW/hmDcbyY2idt/38aUjAzKjUMKhHWht\niEcjjDH0er2yucVEfKMowrmiAcb8/PxNzz4ajVhdXcUYw8zMTFked3eJgOnp6Xv5gd9yKjGvqNiF\n8uuosImIV4s8ESnBjpMBpUQFDbzGARoL7y52kDqDsxnOBEXGCwInBQ6PZDrAyj6t5jlkfoFo6ig6\nB5IcVIDOQwaZRycLcM7SDmNMqtAoHAKJxZdu3HxC4AuNRWGdwzofu8fXvp0o/c3gWp+fG/x+zbtE\nURo4TrKicJgap2Q6hzU5cZzTqnkM06J2e71eZ35+nl6vV3Ylmp2d5eDBgzc8R5IkvPbaa0BRhOvS\npUvMz8+XjSwA5ufn7yo75p1AJeYVDy82Luq0yCkwW9D9KkJv0KwdQcin2F4fkrsc64MQksUjH6YZ\npQhhwYMcgYwg6w2AGUABRdu2XGpCvsui6iKHDmxC4HdpTB2gb2bQec7INNlKA3COzPoYFzEbDBDA\nVtZECBDOoaTlQNDHk7Cd1UmMj4chdx7ulhY938po/I3OtTc6L9rSje8/JGhTVIK0ziGlwAGBcmhf\noIJCbJVShGHIo48+yvT0NFLe/PNPmlhMFkiFEAwGA06ePFmWzH0QGkJXYl7xcBL/ALr/BbDj/PEE\nZAPUEtIgq5q7AAAgAElEQVSu0qpl1N73v9DrnsVaTcO3+L3/gh05pOeR9b/Gi8wxE5yjGQ5B18H5\ngIdwGt/lRN0mOmjQtRZPblGLzhD6G+hgnhEfJM99wDEyfpFV7gQ93aSuYhAC42RxwTCOXl5jIRpw\nrLmJdYpuFnIlbpM7dU3dcHj7rJTbp6irkmPt1eRFbcdpiA60he6o6IeqXIrv+yRJQhAEtFqtNxRy\nuH6r/sQnV0qVXYoeBCoxr3j4MF3o/uciIhdhUUQreelqKVw1D3oVTzpmD/wQdnSOwat/TGI0OElQ\n0/T9l5DeEpmzKC/FyBHOzgESRQBeH2sOkGYOT+4Q54+Q6gWarU20nsZXqwSqTm7nEEKNY2uFcIaO\nbhKgx63gCovFOMlG1sKThm5eY6BrOOTuGJfrUxlvtovz7RT8a/uSil3PuvEmKIEeW/25KY4wWcbc\n3BwzMzMsLi5el1tujGFjY4MkSWg0GszNzSGlZHp6mvX1deI4LhtcHD169K36sG8ZlZhXPHxkFyFb\nBXcO3AiQYAZFdK7qRYEtZCH0zjG69LdYnaPUCGcl6ShERILpoaKuQ4yZBhuA0BQt23zIprHkSJmQ\n5zNYJ7D5Eto+jrMDnFXUyYEAYz2ccEjhCIQhtZNysEXeigNGJiTAsJk2ya1HKHJGzsOwu9/nrW4e\n2r2D9G6F/U7ev0+kPH5WSYFxAuHsuGSYwDmo1WtYV3jejzzyCHEcl3VV2u029Xqdc+fOMRwOUUqx\ns7NDkiQcPXoU3/d517vexfb2dtl/9H73x/ejEvOKhwu9Dt2vQvbKuCpiVNRrEQ7yZbDj9LT2p4oG\nFGaESXcQMgcEQgqsMcj4KHUhUXJAbmpY20DKGOuaFAKnAIXOQckEa4ssFZ1piq9dCGgO1bpcHvlY\nCiGXwtEgJTb+WMgFAofCkBoPY+uEKkcJcEKMtXt3JH57nvUb54S/0Vi3y95xpZRFtyHGFzBnwUGo\nLKmRWCFQykMqD6wlSRK2t7c5c+YMw+EQIQRBEHDkyBGGwyFRFJW7RLe2tjh48CCe5xEEAUtLt1a2\n+H6lEvOKh4vhPxdZKN4M5NtAVkTn0XtBLRU1V4LHIXoaTA+2/xRPbpJmEarIOSxSEm2IUhs4AYG3\nTarncM6D8eZ0MOOfGsYWXnqBKB+nRrGVTuFJQ24VQsBC2Gcnb5A4f1KuBIFFIxE4rBMk1ie1/iSL\nEoHF3ST173pu5bg3w4q5Op6UknarzmAwKBMnrbN4ovgsxkmUcFhE2c9zkob43HPPIYQgiooLZJ7n\nrK6uPlRdhfajEvOKhwsTA0HRQcj3AT1uPrFeVEf0l2D072D6oCLQm0RTdfJ0RJrN45yHkttkskEL\niSTDCVBqC+cijCvGlCLBEeKcgdIKmQg9gGM7mwYckcoJx1v8Bzokd4q6SNAUBbccCofDxxAqzciE\ne6qWu9u2Te72dbh5VP7Gdo+UAp0M9oznj+9MfGlQ4+jaeRGj1KC1LiskDodDAGq1WrmYORH3SXaK\n1prZ2dn7fov+7VCJecXDRe1pSF8G/wikPxj75G5ctU/C6FtgRxA/B+EHwK7jkhhrDuOpHiBxtklD\nXsHZGpZiC349ehXf69AZ/Og4Qjdj/9xQWC7XipsltT7aSrSDQBYbiHKrEEDiit2NYlzuFgQaiXIS\nt+eiUBwFk9bMu/O99xPlexVt34nfXhxf7PS0pNpijNxV+1EBFiUtR1opqaoTTC/S7Sf0+318JXEm\nQQqLNkVTZyiyVdrtNidOnGBzc7NcAH0Ymjjv5q7FvNPp8Eu/9Eu8+OKLCCH48pe/zMc+9rF7MbeK\nintP+BS0Mxj+K8iPQPiuQti3/3fIzuJsXIiKG0LyfaSEPH0MkCg1ACewcoRDEjWeQ9k6QmR4qoNz\ngnr0IqP4JEXKY4pzQfG49NELQRvpgMSoov+nE6TCI1SampfR1T523P7tqjQ7LJLYTsbbTTGm3SOs\nb+VGob3zuPratRcwUR5mdDa+SJmxRVTMXwqP6VqCkIpUtsljTRzH5HmGNHo8ikO4wmMXQhY7SMc/\n93MJ27vlrsX8137t1/jkJz/JV7/6VbTW5S1QRcU7iuRV2P4ymB3y4DGW/feRKM20/yiLtSeRcgpn\nh2hncCSTJUdC6ggZg6iNlyIpsiqwSDXCl4Nxjrhip/c/Yszs2MvW+N4ymgWMnWWcXAfj6LOTt6ir\nlMz64w1DgoZMmQmK9LlEe+hxDrm4zkK5UW61HY9/K9zrLJYblea9HlvO05WzdThwknoomWk32Uya\n1BpFRUTP80jiIZkuduH6nqIVORr1kLBdiHccx1hrHypb5VqEu4tSYd1ulw984AOcO3fuxifYp1NI\nRcWbQT9bYXnwbYzNmK8/yULtPcVtdrYCK78JpocVAZneoCvnea32n1B6i5MqYSpfxWWvYHBYWjip\nyJ1Aqiki/wT9jSFW+xjbwroQpTapRS+Ba2D0ATIzhdazKDnAmAjHFOCQYgsQWFejEGEF5FyOl7DO\nK7JSHGRGMhsOaAdFwajcCFaSGbaz5jUR94RbSUO8keVyK/76rWxCunUB30txZ6Eo6tgYBwiJpzxm\nWiFOBjgZMDU1VTaR0OmAxUZOWG/hK7i41ieKaoRTS2XNlqeeeuqBslVuVzvvKjI/f/488/PzfPaz\nn+X555/nQx/6EL//+79fFrGpqHizifUOvfQKmR2yPPgPPBEhhcfZzjcAy6I/Axu/C9k5EDWMVKQu\noGkuk45e45i7wMAleGgCLAqDYICmhUBhdI9U/3/4dclo+D6sa6HkCkrCYPgxpCiaQmszBfgYY3G0\nmBSWsm4GT+4QhpepR6fpDj6C1nNMeSlbWQTYcf60oO7l409l8JXiUK1DohUDW+d6Yb5ZqVmuOb74\nd5H1Anv7cu7H7s1HbyT6N7NabjT2pHiYBDeek5O02jNMzc6S5znb29tsbm4WaYvOYS1oFHNegnMw\n0xD0XQ2XJAAcO3bsgRLyO+GuxFxrzXPPPccf/uEf8pGPfIRf//Vf55lnnuGLX/zinuO+8IUvlI9P\nnTrFqVOn7ua0FRUADLI1Xtr+W4zTjPINUtPncPNDSOEhEKwPXmCRZa5GxAppd3BoLIIaOcqk1Bhg\nbMiIaaTXx1DDMU3oNnA4NOBLjRU+1ttB6jZZHmJtE4tDqS5C2KJyIpNAZlISVjDMD5DldSJt8Ewb\nKVKaXgj0GeoIIR3T/qgoqlW+D0Y6xBMOD7OracUbFdbaX+ALc8aNm0PfCpMM95sJ+q1cTPab39UF\nYbPLMspG2yR0EUGLKIoYDodIKfE8j2Zzml6asFBvEwUejx1dQBOQ5zlRFD0QaYnPPvsszz777B2/\n/65sltXVVX7kR36E8+fPA/Av//IvPPPMM/z93//91RNUNkvFPUZ3EpIzm5zx/h+yZkx95gCDfI3N\n+AzztZPU/TlSM6Ap6zxpz4Cax/W/BqaHc5qUjATFyPkccCOKSNHHuDpGwLb0aJASYVDo0qXeGn6U\nLJ8ntAolMnI9BxikjBEiwZhZCqGa5HwbBnnEZtbCk12si1AIlmpdlJDj43aL3t7uPr0sYittop2k\nbyL298rfeOu+wBCJnLqX08trWMRY1G8mxhPupCTAreSwX68JSkoWZ0IGowznRRgjaLVaZX9Oay0z\nMzM88sgjzM3dQg/X+5y31GZZWlri6NGjnDlzhieeeIJvfOMbvPe9772bISsq9mCd4fLg26yNXkIJ\nnyPqwwTf8UAK8ukYt51jREK9PYsUHtvJOTaTVwCoNf8TVoQIPSIffATJd5D+OgiFLy1tMgyCUAAu\nxxM9hnYK51pkdo662MKpHlY4JI56dAaXzYDzcPhAgsDHOR8hDFIOsDYFWoAPKDp5A08kKAKkkGQ2\nIjGGhpdw40i3+HfNy1C5QxvYv23zjcrNXrNdHoWUOQfrPQ6YIZfiGUZmP6vlRkJ+o8XOW7V6bv56\nEfc7nIO8MNCZCmBkQ7rdLsaYcXTeJAxDlpeXmZqauu2+nw86d53N8gd/8Ad85jOfIcsyjh8/zle+\n8pV7Ma+KhwDdTdDbMTJQ+ItNhHd95Hll8F0uDf6DuprDojmz/Y88kn+UWqdFazTH2sIriI4imGpR\n92bRNqHmHaKupvDj/2CkLNFgHZe3EZEmNocx3hVwUB9v+LFOYPALG0LPkGZP46FJOIjnX8YPXwMp\nqKsNvPp3ieOnUHKIUo48OwIixpMxUg7x/dcZjD6AtXNM8lDkOIMFisXOcU1A3mhrvUAUOdUuGJsT\nObq0jIro1sdgitya8bsmo0/y04vfY+NzfnCAI7VtTjQ3eLU3T+yCfc77Rhkqu1+7mZ9+s+h8cuey\nd8ZhIGnXffrW4Ach09H0OC2xaBcXx3FZxnayiehajDEsLy/T6XTwPI8jR47Qbrex1mJ0jlTeA5vx\nclc2yy2doLJZKvYhWx8w+s6V4hfnUDM1mh89AkByZpN8bYCs+bx25Ju4wOLJYut2b2uZ9gtLLIxO\nMmxustZ4iXiqx8zx4yg8Etsl8qZppy9Qz17FiiZhDzz6hN4midSEDCgSlUE4i3ACY9ogmnRH78HJ\nPlI4nLMI26DV+DZSDQu32UGaPUKSPgoIPG8bxwhPGkJ/lVxP0R99AK1nAOjkDbbTWXxpMU4iEByq\ndfDkzb8TzsGVuI12Cg/LwIRk1sPDYBBEMuVAMGRbt4i1j3VyvFu0EPKaSBm5kOKeYiKslimVcKje\npZvXGeQ+A1PjapmrPTPY9fja1ywBGTl+mSN+PROhd+OLkiCIIpTLGCTlBn4m6wACWGppGnLEduIR\nBSG5atBPCoEu/iZF38/5+XmefvrpfUX54sWLbG1tUavViiwYrXlkqc3y+VcYpgblhRx9/CSLS4fe\n8Qumb6nNUlFxpyQvbSAihQyL/wXNTozeGJKvD8mWu8iGj+mn2OUUfdTghRHOWPQgQcWKNf8HXF76\nPnkQI6THQe/DNL1FLg3+DWctzfx1+lZi6JH4AQe4zNDVUA4MIb4cYZHjjScO6Sz9+D3o7ABCRkh/\nDU/Yoj2bVSAUFosSjii8SBRcLERQOHJ3dcN+phfQpg3CByxtL0W4HkNTw5c5M0E6FvKbN5UwTpI7\nj0AWQtYSKSNjafsjmn5KJIvMl65pUlM5ifWLXqVIDoQ9RjrEablLqIt7BOMkfV00wdhKF3fdJUy4\ntXIAGcH4qN3R+27huTqOw2CdROQDWg2PNLXkjvLzCyEIfUUrMigLiQ0ZjsC6BKkkvh+hdbFhyDlH\nEAQ3jK673W5ZbMvzPNJkxNlXXqKXjueYJrz2yos0mlP3fc/Pa6nEvOKek5sR3WwZcEwFRwjUPg0A\ntEUEu8RMCKw25Fd6yHbR9UX4iqX+U1xMv8NQrpNvj/DTiEjO8Mqx/5vMH+LJCKscr+78X/zI0q/R\nCg8xSK+QuwzjMgIxUyz1OcFA1wikR8Mbjg0KRUadyBk6g4+jdQvnFM7MkLsQ660gpUbKESmSaFwR\nxVlJnD2G1jMIFRME59FoTL5Imh0CJ0GYYvOQULSDbaalQNJH2wWKr93uRcDrvWkp3HgzEkhRvOJJ\ny3SQ4EtTHleIcpNQ5TgnqasRi1GfWCf0B0GZvTKRVX3NV16NF2r3ZrlMIuYbReeT0XYL/14hv/ru\nouq6wGIsGG1BKoRxKCURUqGUIlKGTqrQWUQrBGstqRHEOXgB1Ot1tNY0Go2yZ+d+eJ6HMQYpJc45\nnMnpJRaEwlMC5yRxmtHpdKgHgrS3As4RTC3hRVM3HPd+oBLzintKavq8uPmfSU1RRClQDd479zNE\nXnvPcf7hFum5HWTDx2mLUAI1XSt6hmkLvsI5Rz2f5r2Nn2HQWOPsytfJaynnj/8bo9oOYdpEOIUS\ngnTUZ+O55znxxI+TH4iR8XHUxp9iRj0kkIlW0V0mfC+xt4XR55AuAylJzCNk+gBSdkGkCBvhbB0l\nLEH0AghNJK7G0aPkCTK9CDLB6VnyfBopDM5FOFej6A2qESIYWwMxrfr38LwBxsAoeYosn8W6NlfT\nJid2xaR+iSuEOmuWut8O4rGQX6Xlp/iyKI/rSUddpeROsZFN4QuLdWqXqBZGTMuLsZPt8OPmEBKz\ny3cf73AdX1Byt1vor92yz57XBEWkHZCT4xXdTIXDFzk5AbG2BMob5447lCyqHjrj0BJyrWh7Dk/k\neF6OsT4mi5FC0GpN4XneTfexHD16lLNnz6K1xjnHVKtFv7szzrDfdYeSJ/QvfQc3Lk2ZdpdpHfkQ\nXq193ZjGmHJne6PReMd67pWYV9xTVofPk9sRzWABgFG+xcrwuxxrn9pzXPTEARCSfLWHrAfU3jOP\n1wqpPbnA6HurIHJw4B2o0ziwyGrv+zgMwWaEEyGmoYmjHkiHkw6Fhy8bpN/boPVjjyGn/ie2Lm/S\nM/+GFDMMXJMDvMrUVswwCDjtP8ojwQVSazBmQIMcnEBhQA5wzhJFLyHkCA2EYy2wTpDpBaTsF547\nObmZx2AJvC2El2MzHyEdntoAAa3Gd/FVBygaFgf+txjFTzCI34Nzcpybfn12SctPCVVRTVEJSzgu\nxnUtkdJE6upr3bRYX5jyE3pajIt3OQJpWIi61D2NtiCdISfAUhYqQAGhyPGkIXM+AoMUmtQGXH8H\nsdfP9TAoJciNQiOxOCY1H31l8Ejxpc9O5jDjBhxaa4QQtKamCWyfrb5llBiavsHJgEYtYrblszPU\nRQQfRTftEtRsNjl58iSj0ahsCxcPdtjY6aG1wzlHVGtRlyOcsaiwaFJhshFJ5yLN2tN7xsvznNde\ne400TQEIw5ATJ068IzNpKjGvuKdkZoQUV/9HVzIgM6PrjhNKUjt5gNrJA3ueDw5PIes+upMUWS5L\nTYSS9EZX8JMIIYvOM9Gozai5jUQhnELgsV07i8tz6IVMRUeZc58g7k3RbV1G2RD16kcZuimef/Lv\n6LNCrmd4RHURYgOtOnimjcGhnESpDnl6HOsaKNXHi15BibiYO0UdEYEtslNcYYsUnzch9NcxtkkY\nXiEMruCpfql7xjRI84MUVwKJtorM1hBAKPV1i3KBNKVvvufvbBWJ9pHSUVcZUlzNUbfj2udSwpSX\n0M0jrCv85r6uEUpNZhRSgjIahcOimPN71HxHYgOU0LS8AdtZQC+ro7CY6xZK9wp6TWlqnmXHhiAd\nobBkWmGcBB3SCBxx7nDW4XkKRNGYQkrJ9MwsuGkyuU087GOUj/RCDh9o0KwpZhojWo89ie/7b7hw\nGYYhYRiWv7/rqY/AKy+RpAlS+iwdPETD65Hpq+MIISgLyO9ifX2dLMvKLJo4jtnY2HhHFvSqxLzi\nnjIbHWMzPo0eC1Ruhsy0Hn/D95luQnqxiF6DI22iYzN7Xq/paUb+OrVwGmsMyg+Y6i/gmYjMi0nr\nAy5G/8EV/3leH/53nuj/FAcP/RBLl55kNjvGWvgyG1Ov0mgcZOS2yGXMigzYYA5PWGzzPB8eHkVm\nC1iZgm6gmUV621jbYDR6mlbjO0hhicJzxOmJ4svvJIG/gbV1jI0QoqgC2Ki9QBQtF5PfJeT90QeY\nPJkbwUq8iLEhTkhqKmMh7I3F6sZpgSPtsZ62wYETxUVgKeqVF5SGSol1iHGO1CqsEyhZVF3s5zVi\n7aPduOuopFjUlSNCzzEXDoFxsTwhqakcJSwjXcMBsQmKFni7hFyMF4a1kxgVEvkxSgi08IoceWFo\n1Dy0CwBN6Ac4FMaYUpzzPEcpRRDWObi4iBqeJ6zVCXwPmw0IG3N3vMuzVqvx3qd/iDRNkVIShiEm\naZL1VrB5DAicyQmmDl/33izL9jSNVkqRZdkdzePNphLzinvKbHSCY+1TXB58Bwc82v4x5mvvvul7\nTDdh8O+XGFd9JVvu0fzYUbyZWnnMo83/gf6VZeJaF6s0LrWkUR8pU4xL0GT4pkYtmCUTAy4N/hsz\nc4/jPd3m9NbXyYlxnqUTfRcjMqbJCEVCimKHECkFiZDUa8tIZ5HZAsa1UHSQIsbYRlFgS8SE/mWk\nHGHMFEKkBP461tZJ0kdx+ITBJUL/SulGGOuR6wXS9AjW+fiqiwO2szbWefjK4JxllAd0ZY2Gl+GJ\nHCH2z3bZyZooYVHj9MbMesQmoOEVVkDDy4A+PV3DOUEgNQaFJxwWS24VDoGvbJFb7xS58/BkevUk\nMgBr0K7Y6FTzDMIZjJUkLig99v+fvTeJtezKzvS+tfc+ze1fHy9eBBlksGcyU9mpKSmFzLLhUrms\nAgolwIOCYcMw4Ik9sKbSRHMJgmXYAw8MG1KhJjUpQLKMklSllGQ1lalUZjKZTPYMRv/i9bc57d57\neXDuexFBMlOVIpkine8HGLw34r5zzr33vP+s8+/1/8sATpSBq8hMYHPYcndhcFpTR/DLbqE0MUgw\nFG2XQ5OkKTFGnHOsrKzgnCPGyKVLl9ja2qKZDSh2XyXWNa43oX/hub/bCbmEtfYhrd31Vhhe/jz1\n0XUUJZtcIh1uvOfnRqPRWc86dLLQx3V+6DmZn+NDhYiwPfgM24PPnP2d+kgoGsQZTP++BKNRISr1\njZNuWs+wq7zioqF+++ghMu+vbfLCyi9xdONtXlv9Q+r0hOgiKkprKiQaem4N28uIMeCqE+JL/zPI\nAVtuzrV8m6NsSmg92xzwKHP80oJzV3vcipssNAPj6LcLrHS9GlE7vVlUQAM+dO1szh6TuKPuPQPG\nzhn0v3v2HCDEnHnxPFXzBBrTjtsFRANiA03sk5gF4IjklDHB1wNO2oyhO2Yt9Yi8W5vVpcb9gPW/\n+xgf+A5gmNQ4E1j4NeqQoAjG+rPOb0sEVQKy7JjpFkbnbUIVE2I0JMbjzDKLXSMI5LahVcs4O6Fo\nhoRTQjeRjWxO1Y6pQ860STAmoAKJEcS3GJSebQgaqBc1Nhuwtrb2vhp0Nt4hHW2jMSDGfSQ94Ul/\nlaS/+gNfs76+TtM07O3tAZ3r/eMaJXBO5uf4SBEWDYuv30LLFlXIrq6RP7NOc+OE6uU9NCoaQrcy\neIr3+cUVEfrPXuTuysvU8xlZOSbEQOWOoPP/UMoRpoHH9Jgn2ruk+YA6PAL2gO1wjyPzKMZWXJJj\nFjFbasDKBSnZNSVeWha+z8JUbGuBCSNUO705y66xqD5FjKdkfkI/fwkkPHS4Z0uEKiyKF6ibR4hx\nwOkCp2qkbh/B6T16tmIRDA6h8I6oQmZarASm7Tq5nS2r7Ifb/wau4qTpk5hIVEFEH1oABQgq3KvG\nZKYlGKGKKVVwWCIq3dSinLbbBsJ2dsJxM2DaZtQxJajBmUAqLVaUKiZY0/WE9FyFaiQxLQbHRrZg\nnJTsl332mgEiBisWYzuzUJ4IbajQWLLdK/CSs18kGBG899R1TZIkxBg5ODigaRr6/T4rKysY+/e7\n0Cgi7OzscPHixbPnH1eck/k5PlKU39lF64AZZ2hU6jcPkNRQfW8PM0oRI4T9kjAtMXbZv+yV7MrK\ne7YlIszdPaxdZW7uoDpHo2BJiYmnZcGVuGCDE6IEKmkw5lVasWQaMWFOMB5FCGe92tJVrRK5ld/k\nmXqLkYI1U3r5izgTsKbEt5vEOMKaOarg/Qp1u0OW3SDw3sgs1RQfx8SY8O5FQ8VhpaCf7DNtL1PG\nAa06+rahSzTohju30QEN9/XzCshYTQoEWPgMZyJr6eI9LYtnUooJjJKKPLbM2wwR6JmKqIZaE0II\njJKauc+Zh6xzvtKlRAY1RBFKn5KYQBMSVtyCSTrjbrWCSCS1ioqliikH7RiMA2NpgyczhkE/YSDH\nxBDo6RxrDLsLS+oMhhI0cO3aNZ577jmuXbvGdDrFmG5hdHt7+4xE/77xcSbxU5yT+Tk+UoRpjfSW\nxhUjIOAPCxBBrOmMNeMMlxrc1hCNSnZ5jF3rve/2TBgzmzo0SQg2dv3c0ZJWA0ywXAaqrGJgKtCW\nRBpWVShwtKabcj/HMcRTiSHVSI2hVMtz7haX3Cuglr403RhlWTo76ysI3cKXCCAtMfbft+O6adcp\n66do/QbK+/Ukt8yCY79exWBJ8GdOVNVTQ45ZdrHct8V3Zp4GkYzVtGQ1Lfl+4VinMpHqcrsoKl0m\niscxSGqMV+roqKNjHjLaaLvPrfvmuuiCmCDAMGmIqtSactiskIjgXCDJFrTa77IlTSfg2GUfedEG\nVo2wlgsmW6E5nlLFBLTrY0chLnapvbJ3PTI9aUgtiEQky9nd3WVra+tj29f9ccM5mZ/jI4VdyQlH\nJTJM0RBBBTfK8LsLFkXDvYMSaRpkmHHl4hD93j6Lv76NyR32syOu618yb3fpJxtcnfxDRnyeyHdQ\nKeiq1gRpDHU6JfED6kbQtGWBY9MsgEgfQwNkGvA4XmOFx2TGqlakRAocO8zZpsCL4CQQ0TOLvtLJ\nKq1fR/S0kyHB2SkP0q0APoxYVJ/CSIU1R8T4YIeEAi3WnHC3ukyeHBEFfBxA6Ai4Xc4EnaQFPXu6\nr9NLhaOrzhPu3wu824rfkbsTTyYtR20fQQlqyEyN1wRVmLcZcTkcuokOQYkqlCFDRPHqEDw+OlLj\n8dF0+rl2XStOAuBIMktsS5QE64YodjlQAlyS8/gLP0Nz+2tgM0zSx9YlaEYIXc6Kj4K1hubkJs00\nYNIlJYlFs/XzXKcfAudkfo6PFP1PX2Dx9VvEWQOq5M9ukD62Qnlcsfv6NQ4vfpMmP8bWPbJ/8ylG\nYY1ka4gmyitv/GviDuTJCov2Hq8c/i4r5mc6oUJXaaUFbYlJTTQBn5a8roarNpDGQGOERhIO6Ew0\nWyx4mwkeyy2GrFJTiyUnsEG1jKQSHPHMcH9Kl1l6kxAHtL4zQ6XJLZLk7nsqc+/H3WN1qA4xsiDq\naRZ5iZEW6CpXIxVRunRxEWEtnZHZgBGw8nC2eff4lMR/UK55J8WctAOqmNB3DT46QhD6dkEZ+7Qx\nIURDpLMJWYXkrJ9d6dkWH5QqZkSEJlqid/RMg3OBnq1ZtBmNh/lsgsqQK1euML95kxDCWWTt448/\nzlMMAMwAACAASURBVGAwxG48Rbn3Km6widgjttOU/aqPjwErlp2NHFsd4GhptNe5QpuG1WE4r8p/\nCJyT+Tk+FOgy21XMu7RFBTPsbO3JRp/ssRXEGponVnhHvo11Nf2jMeIX3LryDZ589UtwM6LWUo6O\n6F1fpZUTbN9Rb0wJ/RvkWUrZ9BA3wrQV6uYkzQDrLaEc8KqBp91dEtuFUa1Ts9DkIWpcpUJEabGM\naEgIpESCdpX5uxVSEaWfv0LUNxFRRPwDdfB92jXGoyqEOD4zoYh4VC3QW7YmHjBOEk7aFRI7xfsB\nVjw9V2LF0g1+fvBywgN7+X7k9uD9gTDzOYnxGAEnkSpampgysDWtBEpJIEYqzVGgjo5EPD3ruZgf\nc6+eUHtDRqBVi9euJfGJ/C65U94JOWXIcLGglw/Yv/M2j2ytclR0Nv3NzU0uX+5SMPPVR7DZkFDP\nMC5jc7jJ5sFNZruvkA+GWCPUVcvFiTIjofGBUZawvd7/RGjVHxeck/k5PjD8cUXxzdvE0mMnOf3P\nbmMHKbEJzP/DDbQJkBjqa8doUPqf2calLW26IIkr2FBgm4wmm3XhWUVCuNWgq57YD7RpQesXcGTI\nRl9gbZJS1SMOm5sEVxBjAG1x3pKWQ2b5jDb3XfudGFBllYY3w1r3XDqjeYZnSxYYtMshUeGEFKsG\niDh5l2VHwEp7pl5HwL2Lb40slhV8N3WoyxXv8kAg4MyUGPuMXYtqjwbHau9NRi6Q2YKm3SDqGM6W\nVZc7Prts/G2phgGWGSxdPG13gVKFRRjQqCc3NZk0uMQjQalDRsDg1VBHRxUcdbCIBpzRzhCEYX21\nx/b6HmrWGUhkJHPaStE4o/ZCmBc8dekqgwvPvYeE390GOFjdIRZ3CNWse6cuJ0uEQZ4AjtgWZKOt\nH+IsPMc5mZ/jAyE2nsXXb4IRzDglzhuKb9xm+KUrhJMKrTxm3FmrNbU0N6f0PrXFZDBkPMwpDmv6\nYUmPRrG+WyBzpWNj/0nefvYvKe0xKNjoWLQHWEmZx1exxuKXsYJZHGBay/7Om6hExqYmCiRERHS5\nABpIyh4x8dSuZEUasqWXUYCAMqHlDn36tKxSP6RKn1JqBDwdkYcHArhQy6J6AWtOwLa0YWcZPXW/\nmo4KSg+hZiU5xCVzwNO26zR+BR44mvt7FU6HWzxwGXmfb0Mx5oAYt1hN5uw1E9poKUKKk8DAljSa\nohhaTahDRt8d06rFRiE3DX0XOGqHGKNIFIKebhnW3F/Rs98GCWR8ibIZE8MqGI9GQduG+ugag62n\nQX4wtYh1jC5/gXZxgGrEZmN8cUB9fB2A/oXnSYabP/jkO8dDOCfzc3wgxEWL+ohdErYME8K0Rptw\nlqOiql2lFnXZ0SI4k/LZnV/glfQP8KGkWdRs3HmCrB503OWEtBzgY00mY1xMAeWt6b9jxT0OjcU3\nAZVu0a2yETOYojZgNNJfDkGuljklOQGjlpC0JHXOmmuYkrJJeUbWVrpY11QjtxiQaWQo7Xvq4xkW\nr5aUQELELRdLQ+wTYopqQtBTl2BXHXf0nxJ1QEfuOSrQ+hRVR2LvYcw+ILRhBe/7wKnWbhGpEaZE\n3eT+5ePhKl3khBi3gIxB0i20HjV9fIgMkgoRQ93CIvYYuYq5z5i2q4g09JOaoa0BRwgpPdt1s7TR\nEjCM3IwLg7dAehDusTP5Lq/sfpnWG7CWPIVBGonFTdj7XyFZg/E/AfdeV+XZ8RpHOrpw9txlA/LV\nR/8up+E5OCfzc3xASGKXBsGOqNVHxAjiDHYlx6318AfFWbRt/uxm97oQGd7Y4NnDr7CY7qHvNOTT\n4ZLIDTJIYNUgQUk0p3ZToouEpqWazoix06YlrSCm1PMLZIPFMvlQmeEY4EmWunWhCVVMIULdW2CD\n7XTjs/CsDhbFSsSr5dus87N6lyj3iTyEIRpGLAx4c8RAmuUQNAXxhDAmxBGqpwuVBqFASYEWoV5K\nEDXG1GgUYhyixnUSuyhGpjibojrtBmfIFB/WiNoNkO6O5LTa9w8cfbL8zwOG3DZMEqWOA6wpiJpQ\nxxFOPInxTJKKMuRYe8wov4uxkabcIU0atvs108pxUK9gNSJSc/tkh8fT15DkMsMErm5XHO23YNfo\nJwFpj5CkQMRCex0O/0/Y+B/AfP/I2nN8eDgn83N8INhhSv7UGtXrh2eM1/+J7bN5noMvXqK5eUKs\nWuxKj+RCV7GW39mluTXFaUr/9phoI8X6ITSe3GwwfHKdqAZnexTZEYLBayT6iNoFaui0bxM6F2Z+\ngPiuxc47Za5LHRjBoQQMhRGi8SDKvWbEajKjwZxJLadCxkhbCiwnpLR09bECdbNNWT2DF+irkKQ3\nyNI3WbbPY0zZBb6q6xIVT4dZkGGkApRR/9sU9dNo7J1Z/JUCH7YQU4F2YbTOzEiSg64v34/pYnID\nzs7wYQBk3JdgDMYcduKM5st30WnuPdswSguKkHfTfkTp2TlIiyCkpmVn/G0Omou0vgcCF/vXyZIN\nppXDmZbMlCiG/cXjDNMDttbmYFcZDwNaVvi4QmwLYmxRetQVZP0c/F1o70D2xEd7Ep4D+JDIPITA\nF7/4RS5fvszv/u7vfhibPMcnCOkTaxwa4d6dGfQTHhtnpHTyys29OW/udYMqHp9kPEqX1dLcnmHG\nGdMbJ9Rac+fiN2jX50gbyaoBj+//PCk56yu/yDv2XyHqEZ+Q1yPa/hTXZvikRiWARFyyQIPFqBCi\n4VVWeMJMGWtLgeNNVgjqwHqIMNMeL+sqPTwiFSDdmGSFArPscFEqEjwRp1DUT2HMAiPQqkHbR+i7\nOxhX4MOQ4E8XLkuMDWiwREZAREyLEPBxQpbcpg3rXZuiRhp/AZEpkIJErFRYe7Ss8B2tX+/MVQg+\nrHJfTw8YWZBmNxj2XmRe/BShHnG/E8YgUnKxf4dFGBLFUDcHHFWXaEPXiDlIjljJdxknXQBXnhwS\n41NEo9Qx7fLdSbCmJUbL0eIp1kZ/g8u2cNxlcOEfMN0tcb1VnB5hEkMxNaRZRDTAe7JlzvFR4UMh\n89/6rd/i+eefZzabfRibO8cnDHf2Frx4+4QstcS65d6Ld/gHn91hUba89MY+/Z6jqgN/+OfXGPQT\nrl6c8LQq02nNtGqpJ+9Q9g5gvsYwcdTpEXsrr7Ny8AL5t1dYufpUV18XFpMdcNSfohKIrj27GxAF\niXSTh6LgreWdasTlbJc19TxtZrxhA3PSrtrNS6aS8x90m5/lNimRGigxjIhsU2Eou1RBDGinHRuJ\nxKXdvpMfHG27RlG9ANAFcpGjcbHsJmlJ3AGJPQFpUc0Y9r/JvHyhy2wRwbkTrJkh0pF0iEPy9C6K\nY1F8GmNmCDkhGtAHR5vVRE1QzVkUP0mevEWIw26YtFrEHLIy+UMQwfqLtM1TZAYyOaKOikuOmfRe\nxbdXESlxInj/GMNJjcTvsja6wL3ZZcwyf0YlJbWeRp/GJY9A/9M4niKZf6sb8tBEKL8N3qDlbWT8\n85C8N1b2HB8NPjCZ37x5k9///d/nV3/1V/nN3/zND+OYzvEjQNsGrt+dUTee9UmPrQ/Q03v9zow8\nc2Rpp+NO5zV3706p5g2pEcrK89q1I3xQZouWvcOSeeK4VAUwQpuWmOiwTSQ2DW6UU40rbt9uGcwC\nq9deYO/qd7BZhVHDYLbOYnjQ7VyBaDo2R+jPV4lJQzSRq9ltBrZkgcFJ5FlqXtQNGrFnF4FSHPfo\n8yhzDMo6LSeSMCVli4KehmXaoacxc0IYYs0C1RwjLdYUFOXnEKm75+kCbbtecSc1IWYk7hChJeqQ\n1N3BmJpR/29QTUE8dXOJqr6KMQW6TGlM3CHWFrR+s3NqRgu6TdDTRc9OAIqAF+3ifNvHWRn9ETGO\nQUIXtSsRVYNvrtDGHoYJ/cyQh4Zpr6DSVTLxSyu+wUWDL+/Sz17j0vgas3KFop0gBMbpPSZZgcQW\ntITeFzAxIsYSmxIJMzTmWNciNgV9/8lI5/ho8IHJ/Jd/+Zf59V//dabT6YdxPOf4EcCHyNdeusvi\nuKLXBu5FpXp+iyuP/uA40FPEyqO1R3oJJrUYI51pyLfo3XdgPxBeEmw2YOLh5dR0N+uq5Kq0CN+N\nLXsGVlSwuo7a6yShW8xr2hm9u5dp2kBUpX+0zui1z7EiC3p1zs0nv0GdLWhsR0KIdtWg6WJae8Uq\nvWLI5NG3mWoC0u0zoWGDkoUkFOposaxrSV8Ct+jTWzpBWywpvtPfRUiIqIDrfY+j6nnGoU9mFvSz\nVzHigeQstwVREntInr1Nmuzj/Ziyfgolw7l9evlb3ctEEalRIEtvAErjL2BMQz99G2u76Ux59jZF\n+SmQgLGHhPhglrbBoNiYYlzRqeRiccn+Q9+XaoqQ4mKCsV2+i0oPwjpiSjwJCV1ELVohlECLkzlP\nrv17jhefRaQltUnXgZLcgvIehBOMW2d46XMUd75JKPZx2QqDVUHMFrTXwN+D5OMRlvX/d3wgMv+9\n3/s9tra2+NznPsdXv/rV7/u6X/u1Xzt7/JWvfIWvfOUrH2S35/iAODypKI5KHr1XYH0kqnL8F9d5\n5MIIk/3gU6K+fkz18l4nLjvD4IuXuPrIhO98/Qbm7T18a9n2lkUSKYuGLAo/OYOpURKFynU28jdy\nS9NLGNWejcNNpvVjnGy/g43Kyu4l1m/u0NoGNLK38wp+/SYHQFoOAFg7eISTtTs0yYLgGtRGbJsg\naphNdpEgIIE1qQmiFBjGtFyVKQ2GIIZXWKVHIIjQ4vBqGYon10AtlkwDqdyfqTM0BW3/2ySq3JI+\nfQI7ConbpW4uY0zR5Z9LJE32sabEpCVpsgvIMkjLUNWP0oY1rJTk2TXE1PSyG/SyG2ef82ngVprs\nI3yL2q+TScs8rBFjJxWpLhdYoyPEDBGPkfo9nlERhzMQSEEy1Cx1dYk0gy36s4oYM4yWHWknh6ff\nNnm6z4b5Ok27BnaNbBCxJgF/cFZ5u3zM+NHPo/f+HeI66YjzTJUfGl/96ld/II/+bRD9AEk2v/Ir\nv8Lv/M7v4Jyjqiqm0ym/9Eu/xG//9m/f34HIeVjOxwy7Bwuu//FbjJtAzLqcEOYNV3/+MfIn1qlq\nz9G0QkRYX8lJllnjYdEw+9NrmEECVU04XqDWMfryk1z7t69zdHxCDJaLTTdhRlEcQmM4G+B7ZIXS\nwIrXrh9DII+QB0ACKoqNbuljhBsXb3K08xKT+QRBKYaHtGnF5HCHqn/CfHiATxts6GaBohBNS8/U\nfDq/wcgWXaSARBost6QbnpwuUwEFZYuS6VJaGapfHreyQ/FQVrku/yjEcZceA1o2qRAVquYx2naL\nWlrWsjdwrrtTfTCJXICifJq6vYiRCiXFSMWg/y3ALnNbImXzOHX9CCHmOHtMlr1BmhxgBI6nP0fr\nt4GIqkU1w9p90vSEfu81DBV1c5kQ+iAtiZ2RZiUxWk5mP0uQi4gbY/IRMw7YHR8ziBFbLLjkX2WY\nzLByCDqnW2i1dDWfB+kuBthVcKtw6X8Ds+yeUYWTf91p5mYEuoDkMVj7b/5WA9E53h8/LHd+IDJ/\nEH/yJ3/Cb/zGb7ynm+WczD9+qJvAq//mZaT2kFm8j6wljq1PbREeW+Fr37lD03ZkN+yn/NRnLpIm\nFn9QsPjaTeLshObmfOluVNxWxr0mxcwK8saQ0hFxKd1Ue00MlUZawCO0FtYbJUhH8iPemwd+Suav\nX/0exeo1ekGwasFbmrzAxaQbgImSL8bsPvIKrh5iVWhcyRW3z05tmY6OSYlkboEhsitdZZ8Q2Kbg\nHj164lnRhgLHLYa8zYgvc5uRdB0tDxKyAotl/3hKwKKUWBIiVrvAW3mgLx2Fxq/R+E0ET9s+ijUn\nZxeJNqwug7YCQsTZPep2h6h9YsxRtVg7Y9D7Lml2g7a+wHTxc8SYIRJx7g6j0ddxpkQ1Z7b4AiGm\nBL+GYnH2BGcLRoOXwDhK8y/w9ilcOiRdf5y99nXm7T0GyQY7J/8S07wDaiHcQglE6aN2FRtmiM0g\neki2YfJfwso/ffjE0hYWfwHNTUi2YPAlMO8fZXyOvx0/LHd+qJfM81CcTway1HLlhQscfvsOjTGs\njBOGGOxGn1evHxOCMh52js7pvOG1a4fUTcAvWi4dF7jbC1rcstpU/H5JiuJC11se6cg5Xw4cDk5w\n4nAhMkMZe6UFmrSiGewRgOFsg7TpnfV7n/Z8B1NRr9wl+oS4DLfauvUsm7tXCa7FVUOm47ucWt4V\ng4hgMQzmGxQOWhNAPH1XYugm6wxpaTHUOGocM0nJNPAqK4xoSAkUWCb4h1JRFEiJWI0YYRmBK8xI\nWVna/0/fvwBVe4GiehakJaoj+DWSZIETT4yC96s4t7dcVHUU9TOImRM161yf0n3OVfMYLr1JG7Zx\n9njZZ7/8nRNBBZpmHVWHaoKIR2i75xGqap3ecMEw/TO49M8J3tI2Mzbc4+wMv9Btxyjs/S9ARWAT\nH4+778Ifg53Qy57ChD0Y/qcw+SfvPbEkgeGXP9Rz9Rz/8fjQyPzLX/4yX/7y+Rf5ScH42U1SEZp3\njsEI+dPrJJsD6rtTnLsfsZqULbO/ukHfGRa54/VZxVXtzDlilGC7gcWIYvQ+Cbd0RO6dkKaWYA0U\nLZJaxLfcGRQ0j30N4xoEZT+kPPraT+F8QnAtpsmp1GB6h+SLEXV/hk8qENjfeZ2D7bdIyyHjky16\n002y2SohL5aThCJHzSrz1dsMmj5lf0FwHVFfoMSizJdLfqdltwBNV1cTMXi6rG/P/V+S01DahC6T\n5VQ66eFJlvNE9YHtdUajK4gpUQnUBOrgycMGPU6IMQNpcXa+/CHfSU2aAUqXgGAw0hAwiBp8mGDt\n8VllH+KQOgxITY3nNI7LnD0CUImgjth4vNyjfOd/Z1Y+QuEPEQKDwYztkcG4bVj/76D+HofVWxwH\n2PLXyOMeVaypoqefPgHj/xzkPJr244ZzMevHFGKE3nOb5M922Rmnd1Vb6wO+99YBzgqm8qxfn6Km\ne/1wd0GZGI4tDKKABbcc9Hu0mrJ11NL6TmpwXSIuldDN2oxKHGfUPUusWrLJdRrbkpVd/neTzblx\n9W/wadU5IJuci299jmAjo6OL+KzCtRl1b06b1ATX0KQLysERg9E+K3uPUqzsUvVOaIYF8/kqN+ZP\nMxrdpsFxI64ylYwbMuq6NoBnOWKk7Rkpv8YEgAWO6wy5qtOONBXiA4FaneeyM82fWmIUWQbX6kNp\n4wo0CAnCITneBO7ZI56x++RS0rSPEdV2XTFqO1MSNY3vpJauOlfE3aORiEiLkiyr7m4fqWlosVh3\nQNNcAU2JmnaBZckhYEnSu3hT4tse1eIetTlCsicY+NvItOEkbVglQNinXPmveLn4v9gJ36XGEu1F\nkrCP8bdg838Ed55m+HHEOZn/mOPd0tiVi2Pa2ZTX37gNh4G+t5SpxQUlOEMSIrPc4ppAHhSMsjsJ\nDIe3mc5WWPEOVWgNLJwwFMO0bzksPOOTkgt7Smmgsi022rNkkWAC8/VbjPYf6QKx0gV7V15i9egC\n09XbgJ65PREh2kCUQEgbouvcoWpb2qzEtgkhqblnIuXB8+xe+h5eqmUVLkvzPrzCKmtUOJQZKYsz\nahZeYY0enpHWOIERDU71rCI23PdZeoQpKYkEhiw7PJZbStMbxPoZojZMMFSmYLX3ComZ4iSQ2AVF\n/TwhZijQ671M5g6p2w182xlunDtkP91jKErMvoevXiBoCgg2uYs1FVMcY1th+99B6y0Sv0okwdiC\nzF0nuBMK7WPVElTImVHGOZaSID0qP4P+Or65wRv7/xLVOVm4xwl9crcKyaNsJWtgso/mRDzHB8Y5\nmf8YIcwbqtf30TqQbA9Jr6y8h8zj/Ije63+OX2ywgtD3sLBDijZg2khlDdfX+6zUnl5isXLIk8Mj\nLq8k3M5OiO8MieNVTnzERoXCU1UeKzD2iirUImTTC8zXbxNDQxRoshJpckRtpzk3fer+lMtvfAET\nLXVvTpMVEC1tWiyJ2RBNoElLji+8g/MpiOJtS7oY4JOK2WS3C8F6cIrEshSPGPbp08NzgQUXUY5J\nGdPSx9PHcyI5HukGV0gkJQLLhc7lpgKGFsuchJ4WVGLp02KBNLlDJBD8Js7AKLnNxJxQie3WFZIj\nRvZrRM0wUmNMV3Fn6S5purtMQYd1HBZIkmMy+3VCHGCkJdqSKEqORYDUlrjem6gYjEIRMw5xjNQi\n0iIiOFMg0aB+b5n32JIkCajShBNaGbHWe4bEv0wdPFU4Ybv/aVKJ5/b8jzHOyfzHBLHyzP/qBgQF\nJ/iX7hEbT75aQ72AwQTtjXjxD/6Yd2Y9Do1jLpZJ4tkIDSfBISK8M0nR1HCYpPzjn7rI6ovfIp10\nZqPtkXDoPEdVS2UMUrf020hCoO+VNEQEQx4hzDa59Pan2dt+m2CU4a3n2LvwdpdNooaQVmTlkDQm\nXLzxKdbvXOWVz/9b6tXbD0QcxmWAYCDGQJuVZMUQXEudzmnzEkmLMzMR8KCUDECG53kOO4Vc4Ek9\nZk7CnJSEyJaW3JU+YZndUmG7ZEXCmYbuNDKUhlZzvs0aO1rSl27KEQL99B5teo8jhiTL2Fy7lGMU\nMKbF0N4/KLl/uB4w0in1R2rp0WJNl7hoASuGghRLuzT/eKIYBMuhTCitI+qCHMOQBqVFet+lKJ/H\nBiVIwaD3ElmbdRfG7Eka70hMTt37Iqv1i4gkjMRD7yfA3Y+sPcfHC+dk/mMCf1CgTcBOloMirKH5\n5quk41fOTB6H2uduOWRsKmZE0IaXexmPOeUgZKxfWWEoMFSIqgzHfdLEoG2NSk5xI2PeOjINbMeW\nIxOZGsOoUbKomKWu3I/dLByOdygWO3gR+lHBpyy2X0dUSH3KpXc+c3b8TX+Oa3OyekQlXW75g8ws\nKqgJFMNjbHC0aWeokWgIaX2aO9XhAUJf1RonkYUkJNplkCQa8Rj2Y49NU5Jp4JiMHg1DAq10qnmM\nhlIsBQmZBm4zICeQEIgqNGJoEAansbUKQ2k5rekNnXn1wUXTyHKNgW5B2WMQFcTEZbe3IUVpMZxI\njrJOXxtUD5bBt5EghijCFMuWHnKH/lmDpUVJ7JzR2ozgbxHjgtatEWNB1eySrf9PuJM/pGgPqWSL\nE/c8V/pPQf/TkD8P8n7zR8/xccA5mf+4wLzLlddU6OIQLq8jYtDQ4l9/AzP6AlkxZ6QLpprjRTha\nWyW4jCZ3TBJL0wZaH8nzDD7zFeRb/576IBBPGo7cBiXQbyONNfRMpNQSFzMi7uyEM8AtBydJ1xWR\nNYHV3ceZHGyTupZe3cdEd8a7kUgQj4mGrBlQZwvU+jMGDEmDBItRQ5SIazNsTAm2XqZwPfBZyPs8\nVEDlYZOQwIKEb+kmrVgy7cbMXdSSdSoWMePIJKgIkYYtSgSllIQBHkd3J+IRjBoSCRiFE0lRlIxA\nrpHg1wBHYuaI7cbYdfYhQaXLZ1f1DAjUOI5IuUePDW1IZI49/imY/AkDalQUs2yrTLXCIySwvKtI\nyPEEVulrSR0PKZLHiXbc3WX4XdLyGk8cfYW7xYvoQLlw+StM+k/Cedvxxx7nZP4Jh6py3JQEjUzS\nHol5/5Yxt97HDlPCSd2N1CkasskCkeXgAOMYWY+JkZqE9XAAOmKUJbzw6efxNuOl1/c4OC6Jqnz6\nqU2cM8jWo8ye/0+48/98nSJOmOJQlARFg0cjrPmO1E77tLv59DBSKGMkiRCMoEEZtT2k7T1kIpqN\n73H3ykuU40N8UmGbvNPBozxA1Io6j4au3bBNS1pb8B5d5V04kowdFvTwnXavXY5MTzwW5baeqt9Q\ni+OGTrihEy7KnCtSkKli8AQxrFCjItQYaiyiSiuGKhqOwgVWFII55sQpJQlOI3l1FevX6NMuh0a/\nhEkOMSoo3bZaoEd3IcjEExBWaMhEUGrKZEZfHSotohGD0KflkJxD8qXO31X1XiyZTUErKjMmyAOm\nHlXqN44x+xfZSX8CveNJFgP43A84/2Kgme2iocHmk4fmfJ7jR4sPzQH6fXdw7gD9yBA18ud33+KN\n6R5GhFGS848uP8cwyZi3NU30jJL8jOBj7WlunKB1wK463Gt/gLYN5AMoppD2ON474LvzMZXtsZZH\ngss5yi6gk03qJiAiXdStKs88tsbOWsZf/P6fUh0FLpZDjBqMRgLCtTzwXCmkoSUjRZAlmUunEC9v\nFoKBuRXyqNgIE73fKV1nc649+5e4Nu8c4xs3aJKKkFVohOj8fUI/bXI/vQqcitoPVeKRSyzYlJKA\n4TYDFuq4EAucVfbJcCg9DSxwHJLzkIh95iBSNmhYZ8G61IykIcNTiMUhVAhDDZRq8fVT2HaTWjrX\naJq9yiI9wberLMrPMJWWy2beuT0xmMHX0eVnNVj2+6S0Z27UIMs5Q9L1w7f1DqkpwR7RiFKTkEng\nQAe8zCrPSMk6RxiUBetkbsBo7b9lr75JsvgDukEXLcgF0lf+e8xofPZ7G2cN4394FZO/t+7TGJjf\n/ja+OOjkF430LzxPNjmPvf0w8PfqAD3HjxbX50e8Pr3HRjZARDiuS762+zZr+YBvHdxEROi7lH90\n+TkmaQ+TOfIn189+Xsf/GF7+c5gdwdYjyPM/y8pLf8bP3XodhoY32nXeOEkYaENlYO+oYGdzyMh5\nYl3y+pstdu6o20AwFquQBchiV4VfriyehrRrM8csGVHoTrzTXnSvcIAyUZgZ6Ifu3w1Q9WeoKCqR\nkLSMjrcJpqXpzZmP9okaO93ZhHd7Zc5aEdGO7PPo+Ql7jw1qgnSuzSfV8worXGPy8EjN76cqyP0H\nJziu0F1MRJSIoUekwTBRz4yU/bjBxG/hzAwjhoWm+PoZSvc3XGedVSyIp8SRa6ChRxMznFFu6Ign\n5JgxNYno2TTR04F0LYaCjHE2J/quX77E4VAatSCCk1Velov0MWwZz0q6yoFmPJK/wMXxL3CY+73X\n4AAAIABJREFU7tBWL5O4TcbJf0GhJz/gPT8MXx3ji0NMtiT/6Cn3Xicd75y7wf8ecE7mn2DMmgqL\nnP3iODG8Pt3DzPbZ7A2xYpg2FX925w1+8cqnH/rZ0rfsaoDnfoaL/QmZdcS9m3DzDdi/AbMjjtIB\n88ZxID387WPaJlLdvg7VjWVv+IjbxRpTci54ZW67drhTd6RD6EchiuVYhFG8T9Jwf8yxUbiwDGNZ\n5WFOjRI4WblDm5WYaLHe0V+s8eirP82rn/8DYgxdt4ouqe7BFkTAtinRegTDE+aQEZ4GQ8QwouWY\nlLXYcEyPv02SeTeGtFiJ1NK19xXLEXTHpExomEqCnHajy+m1JhLIOKHHkfFsEFiLkSiGECYkapHF\nT7KXtJz0Coog9M0BXgVHi5H7n10DqHuSE10wNSlr8RoZgZaEE3pkYrky+QWOwx5OemCHHAOF38ea\nDGMcG6v/FOgyVjQqbqPF7y2QxKBtJH1kgqTfx+0Zu57/M+IWu0xyfPAbPMePCudk/gnGStYnqBI0\nclKXvDHdIzGWNgZS61hLe2yXc+qD28TRJmZtG4B70xn/93depWo8OBiPEn7xymOMvvlHMFmHtoa7\nb1Knl5hlqwyaAhcCRUgpfUEVAyfJmDJmlHszSrtKKUqmYLVLTLRLSfvYWiZB6Ks8tPgJ0C4JThSS\nJQ/7paIRFJDAwYW3CUkNdLZ0n7QQoVeNuPrdL3HzyW/QJhV1vkCXzd8SLUroCFQF2/boz1YYbt6i\nxtLX0C0usuxcMaar3nVZxb+76+X9eEm6BcouBkCosPSWhiFRuMaYNa1pzAIvShpTVAJJzFF7wl3J\n2WafR/p3ifUT3dg5dewbTymWSbvNs8N1hvZFFhVYTshc++CNAYJhHkr6JjJ1l7kXBlyOtwjakovj\nMHmG5zf+GUfVNd48+SO8r1Aim71nGSYXoLkBi/8XNED/i0j+LIPP71C/c0ycN9iVjPSR93oRTmHz\nMWISQlNgbEJoC7LJDnLe8fL3gnMy/wTj8mCFz65f5lt773BjdsA467MzWOGN6T3emR7wTLlg/fZb\nZC5Bj/aJz/409cVn+cO/vkZRBmLhwEemruCPb77Mf2Yg7yVQzZmtXmXfb+ElYd42pKJMmJNQMyNn\nFnMqm9METz7JKOOcSZ3gNCAYhEiBoY/lwMBOeJgTDZ3McrrQ2ZlvoDCQaJe26NMKnxUkTR8T7Znc\nYmNCtJ4Ld58mLya8+cKfkBdjZpN7qCjRRJK2jw2OS298jqTJufX4i9Qh67rEbUlCwBFpYspxdQGT\ntKgq6toHdHHua/Hv0w0zJeWElBVtKHFE4B497jDkhIQdCi7Jgpi/ymH9JMQerZuzm+7xafa5JAus\ng+gOKZqLlNUzDEVpdULjagZVy9FkzMWyx0ALArZrPVwOpQCLY84uK5zYFWaxoXLPkBHI0kusDn8a\nZzI2+8/QT9Yo2gMS22OSPoL4O3D4f9Dlmls4egVW/gXSe578ibX/qPPPuIzR5S9Q7r9GaCvy1cfo\nrV/9O5/P5/hgOCfzTzBEhM82NU+/8wo3pvv41W1uXF3j8mCVvYNbTG6/QTNc4fJ4afR47evcsxep\nWw/R4KInbxfQRqgKrtUznrVvUBUVfz14FhUh0waNnjwuKEyfVgbsJxsEsSS0pFpTLSpSmfHGcExZ\nGrYaqMSwGunS+6J70Hh59tjS8eRCOrlltCTxbOnxscEBgmtyfFohsXN8muDIqm7iTtr26C9WSesB\nVV7g0xLRSH+2hvMp+xffohqc4JOK1xjzvBxT+D7WVuyScb3eoXURJKJuGS6g91sZJVhMnRF6xXsq\ndEV4jVVWqUiIndlI07N/vy1DbjPo3mjvbne8BD4vHZGffg4KJNJSCyREcII1KTUlTXIFmT+FHf0r\nlIJCLa1actOyJxvcSJ7noNknae/QxpJDNazljzHKnuDy6KfPjmWQbDJINu8ffPVi9393uoYiUH4N\nes//UOegzQYML/2Adpdz/MhwTuafYOjJHnznT8n6E1rf0D/Z49I732P+2HOsDta4MtwgW9l6+DY5\negZJxqxsGFULjHpEI7nU1NGCVU7smLbxXOAOajYoyTg0E9JYY5eLfYpQkXcLn3VAcDznv0ljM74x\nfJqRNzzaJMyM47K/vzb5IIFFoATuZAYXI722k1uS5eusz9i8/RQ3nvhrmmzeVdxNzoWbz2F9Z35y\nTYa3DdPNXdSGpZkIbEhQlKo/JauHmChUufKtuMGwTYjqqAz4pMZGg0ZzX/NRkOhQCYgaRvMNzJHj\n8OJb9yWY048T4YBle9+DFT0gwTzsPhXYYc4G1UOfhwESd4C1hzThEi4ISku92qeNBa+unLCxeIat\n/ksYU+CkphLHdXOZY3/Ceu9pjLH4UKEon938rxkna5jFX0B7sxvbNvj5d2WLWx5eIzhdWj3HJxXn\nZP5Jxuyoq3CTjKuTTa4B6fEuUZ/jS098nvzkAC2naD6EYooMV9m6sMbGbk09L2hilzKyaQpCG9k0\nM7jwGCYO0DuCxMjFsEupGffsOkY9le3jcQTpBOqGDPn/2HuzHtmu+8rzt4czxpjjzbw378hLipcz\nRXEoSnLJZchDe+huwGi4UQ03Cjb8ZBh686u/geFP0GiU0Y1+qG64qwotuNUWPahKEiVSlMXpzmPO\nmTHHmfbQDycyb14OomRSNiXmAhKRGXninB0RJ9bZ8d/rvxaOwObs+AVWzDZaZwz0AlXlaDoIZ6Rx\nVCgiqGfjRtV1cg3gIeTB0ktzuISuEua3L6BMgPCC3ZVrdPfW8MDe6jWKeELeGCG9IMhTtIkQTiC8\nRDkNHoKygdEVTtq6qWe8QLsKGHW2QTqUYhY1Uati/CwSTSDImj2a/WXicZe83X/wPXjvmqkXhBZa\necIkLLFlXMffhbVB7UkmWCGwM+X9ff73TNNN7rllcjvE6YBHdEhi19kJ1tlM1xDZ48TxNXJdcIdl\nBjg8lka4iBYRe/YqU7PH23v/J08Ehpbdr1N/yqt1YMT8/3zfujZ5BqbfBbPFoQdk88v1/9wEBv8Z\nqhugFqHz28dOiT8HOCbzTzmsc+wXdfPLfNRAySOzpygB7/HFlGT3LpeyMabZ5ZEzj6PCBP/cr8GP\n/gFG+zC3gnjiSyRJyL966iQ33uix0dtnSkgi4IK9xWpxE3anzAcp88yxr+eQ3lBZWLbb3NRnyURy\nn798rXuOfE4uU+7I09wOzmIRaG8phWC+8u+bAx40Du0GMFSCxMHCLMj96NxQACaorW/DvHV4X5YM\nqZTBJCN6i3eIs3bdAeoFVZjhEGStCukUwipMUCBcTWK6ilncvID0isH8Xbx0SKtA1T7o0mmcPOgs\nFXgHZTxlb+UGyiqSwRxZq/cB0UgS4RSLIueC2keHEVVQ8q7sMpD3zaksghIJXpOICu0hQ/CWn2dd\nrBAUFVM14MxI0i3uYpsJc67PUgy9hd/g6jRkXG2S6gUCPKUdMyo38d6SmR6RbNGQEdn474kbLxGo\nFHxrFq68C8Gs5KaXYOGPYPr9OiEoeRrCM3WJqfd/QHUL1DxUG7D/v8LiHx+nBn3KcUzmn2KU1vD/\n3nuHnWwEwGLS5KunLhGp+m1zAOM+XH8DtIakgw5CxD/+Azz3VUSzi3jpt4C6wcPffgff2yRudHh0\nJebRnV3c7hbFoIO1XXLxCFG2gxrd41l/jy21SN8lXAvOclufoRIaI+o6tvB1oURiqUSIR9ZtLTMl\nQwXcDSpOFbMGlxkOSL0AriWajUDw1MQS+Pdv54GgqDtUrTRIp6nCKWGRElhNoUu8FzhVYXUJHowu\nUSasM0GtwgYlUd7EhDnJpEsy6aBdgBOOKihwuqQKHV4ZhJcERYrRBTYo6/K5sigTYmWFUw4voTFa\nYtLavd+sJADliJzgguxR+oBCSaSXPKx7vMZi7UXjBXsiRniY4pl4jUXwPb9KISW4HGxGWi6yEt4i\nryLs1JNHAXOlQfVukMdbrOkBC74iFym3kDhfMTV7RKrNYvwwelZWq1xWk/kB3qsy0UvQ/vUH7/NT\nKG+CXqlb+PUCmE0w2xCe/elO4GP8s+KYzD/FeLO3wU42Yj6qP5C72Zg399f5/NIZ/Ggf8do38I02\npK2a+drzMH8Kv3UTd+ddwGPbywyJ4d3v09i9TBDFsHUTWvN4U5GN17CqiXMTMk4wHbdoye8hfcUK\nE9aTZylkROgrChkiZm2W9cRVYlEIP0uwF3UlWFCn0HedZF9ZEnO/0QXqBc/vtCS7oWS1dJyqHKWo\n1S3vbbQMy5SVm0+ydfZNnMjQVcyp688AgjBPmbb2sbpEWEmZTMALnDQIpxDa4JQhmjZp9ZaZtvbp\nLd1Bm5Aoa2GiDGkDkkmTaaOPDQqk0cQ2gKlg0trH4+pFVy+xVFTJGDNbmJXCscaYri8ohGJHx+AF\nsooxusL6gMQoAgXF7IndoINDMu9zJiLkOu2ayGdPWtqIJ+/8t4Rn/hemwQBcTKtaxfktctHjIXbp\nmBwnDKnoEZLSnfsT1qev4bwhUCnGWUZqma7bmyVrZxBfAnW/YezDEcxIfxa94V39c2x9+6nHMZl/\nijEoMyKlDxcwI6UZlBkAvreF945chyghUVGMnI6gKmHvHu6Hf8f1ssMPJvMMfUxkMk4Eizy/nNNO\n23W9PWhjowUKCZu08c4SuDl6ap8L5l0sgr5s4AVMRUIlwnrhbta5qV1VE7j3eFGT+gEEDi88DQ+l\nqBuDoP42MVQw0jXxL1aOQsyCn3lQDcjs9+5ghfaPFrHKoKsQMbsseOkJy4RCWhCKxnCRPB0inULb\ngCrIcNIy6ewycZJxZweAKpqSx0O8gHTaRnpFMm0xaVUU8RiJxGJhtnjpKGcrtgLvBUERYYOC8wxZ\nIiMTipYvaYoKaQOQJbXVr0LlCUK3IBmBB+sV1/0cV22EDLL7K8Mzoy8vSrajy1A1OKX6lLJEVD2S\n8izdzWdorN1jTAJWYRLJvDJ0wxbN6Nd5e/+vmFS7eDztzu8S6BjsRm1bm77wwY6HvgKzX4dOqC7I\nEFq/DsP/NHPTdJB8AfTqJ3diH+Nngo9N5nfu3OH3f//32d7eRgjBH/3RH/Enf/Inn8TYPvNYjptc\nH+2S6lrultmK5aSuHXsdsD0dsqEDFpWiNdonjRvo3TuQtOmlJ3lr0iAzloaYUglJr5D88HbOl4Lr\nkDRg/hxIzbZPEX5A4CqsCPhW+gLf4QnOVLdZqHYZqQ6lDBDe4tAoLB5o+QktM2Kk2kxdQKHSQztd\ngI1A8dDUUQHhrEHICrgXQqFqYrFCkEno3DdAxFJ3N6oZyQMop+vFzCNwwhEWKa3BMn6mQukt3sYq\ngxceXdXpPcIp8nRYx695OUslMihTJxJ5b8iSYZ2VqcBXCqFB2ACnqiOlFE88brO4fYG+uc7i/Dpj\nNMIpipm51W62xHIwJM6aQMC1YpVGFOAUOFlhVd2oFemQirJ+tgfqF6FQLma3fYVkcIF1s0jc7lNU\nBXO3/w1ts0haLNffEGRG4BvMRR0C1STUizy99G/JTA8tI1K9+NEt9bYH+/8e7B7gofElaH4VGi/V\nCphqG1QLokeOXRN/DvCxyTwIAv78z/+cZ555hvF4zHPPPcdXv/pVLl269EmM7zML7z0Pd5fplxmX\nB9sAfK5zgkfn6i7O9UaHzTBkKZswDSKmsePOylm+uHSOaPs2Y6NwziFmnh6BK6m8ZOo0zlbIYoo8\n/wh67zpyJ0Y5iSPldpgylYKGl1yNHuZ0cZPT5R16URcnBMrneCSFiFiwe8zZQe1zchBa4JkROkw0\nvJMqHs4dY+EpAARsRAfiQ9jTgvP5/fXEUsDdEBIvyXA8VH54I2actdBlQhFN0CakCnMWti+QxyOQ\nniIe1YEVeZMiHdb78BLtAirhCIsGybjLaL7WgOsqri8K0uGlQ3hZ2wQId3ilyZp9JtM94ukCYdIm\nT3I8AuEEoYkp8iVuDC4iVYm0XU7dfQ61dIXpyi4mzhBeEcsOpR+hfYj3Am8rnHAEJiJUDSplmS41\nmOoOXp+lNNt0yhibRZjeRebmrkLZIWgKVPr5eqESCFWDUDV+8pNs8B/B9uv6uLcw/lsIL0B0sa6P\nH9fIf67wscl8ZWWFlZWaYJrNJpcuXWJ9ff2YzD8G3u1v8erOTazzPNRe4n+48HmUVIcLnwAZnrcu\nPEWzv80wGzNMW+wHIYVW/Kp3xC5DousgZeEwKBSGthshxz1ozsOoR/xQm8FoF1sIBjLiZijQwhG5\nCustO3qZi/llVsw8Y9WmY4Y4IShFSEHEjeAcpZAo71CioBJ1js7BTO5WrCikYLlyWAF3QsVE328h\nWqocO1rQsZ541tIfOzASboeKtdKiuR+cfBTKac5efY6tk1co4wnzO8ssblzEhDn7i7epoimqipBO\nIqw67AfSasIZMaGNobX+GK9HE2SkEQhMmOM8CC9wYubICOBAeAXCM+5sc/7yS4TrZ1m98DcUYYF2\nkoGPsaNlQheDhywZMIzuMYm3iPIWygYQSUSiSf0CQgiq8ZRS1k9cmZD25jImXmKrdZtQpjhf4OQc\n7aeeQL3dw5RfhelZdKOHWLgE3Q8pn/wkMOt1aQVqyaKQYHq1ieIxfu7widbMb968yeuvv86LL774\n0Rsf4wOxPhnwrc1rdKMEJSSXh1vEWvOFpQdnSXNhipGSV5XEpA1KZ2hayQ0Juw9/nuXXv8n5rMVV\nVhn4FInjpN3mqfIdMCX0N+Gb/xtSB5yK13gleZYJDawISN0Qi8AiUQLeDp+sE2qcZajaXCreQXvD\nO9HnCHzJRLYpZMT7/GYBhGAzUmxGRwWK97cJPRRK0Mez6uqyymIFlxNPruRhU43lQbXLwR50lbB2\n66kH9qzyJqt3607GIpowmF+n2V9m59RlXNLncd0jrALiIqax+gZrXnF9pkk3rsQFBTiQUtUyRV83\nMOFBeU1rf4UTdy/VNr5ZF9ncopSCu4tbSK+ODE5gRVm7F5qIrN2vyywVBColZZ6gSlAiIhwnnL79\nPN3hKvpMl9ysMPEbSNfk6dMvs7SyzHY8oHf1XfQ0YTH5PFF6GsRP9hH2bqb1l0fen+AUFDdqVYu3\ndX1c/2St/Mf49OETI/PxeMzv/u7v8hd/8Rc0m80H/vdnf/Znh79/5Stf4Stf+conddife3hrYOsm\nvswQnWV2XIWS8tCDvB3E3Bn33kfmS0mTk2mHN/buYp1DCkFmK26PemzvbrLY7PD46iJns5zy5utE\nzRbp+CrS5EcO7iiM5zJnWfT7rFRbXA4fZijbKCzSO05UmyjviH3OWDXZV13+IX0Z5R1SWCSe0FXk\nAvwDddUPcs47mJFDt7KcKj2JdTQtNO+vnVIJeKjwnM9Nbcbl6xPVzX6OhikfVb/c33v9exFNGLd3\nUCZgZe9R1m49Q3nmVTqnXsVNlonyBlZWnGbIVrVI1thH2QBhJZ39kwRVwrS1x2DhHrVKRyKNYu3m\nM4dH3nZz7J+6hTUj8niEbe3T7q3glEER0hqusrd6C6OLuhsUh5YRrXCZTnCaxa0L2NsZTbuK8gJa\nAu0lL6dP4aJnCVoR0WKDjd4bXB78Z8SyBOUZTjZ46Ae/QvvFcz/+/PKe4uoexdV9PBCd7RI/ulST\nevu3ofeXtfQQoPnLdZnlGP8ieOWVV3jllVf+yY//RMIpqqrit37rt/iN3/gNvva1rz14gONwig+F\ndxb/vb/G793jwNz/3oWn+QYVi1EDD1wb7FB6y/nWIi92Vzhz5zL0NqHZ5RvtOX6Yjbgz6aGFpLKG\nyDv++3vXaDW6nO+uoISgd/U1bDZmMZ+iZgEHB1/Me7LD99LnSP2Evmixp+YpREjkSwoRorxFYdHe\nMBUpuYwRM7/AOqdeoH1FJQIOK98CPthqsKbcTmW5lFlKAUnlOWkfNCocy5rAYw8DWZddAu6LPt7b\nJXqwaHq0FDNqb3Pr4e+CcCgToW3I2csv0Eh3SM/9HW5ay/SEKkFa9t/9TYp4gpOGe+d+SJy3Dy8Q\ne0vXqMISaRVx1mJu9yynrz+DF5KbF39I3t4lnaQ4BYP2XZy0IDzJaB5pNCaZMm7vUEY5HbXG0tyj\nKBlRuCHPNf8d+//XDxmHe8hA0e6u4TdLRKiQaQjeE19a5HXxvyO3PCqK8Hgy0ePCzpc59cv/CqE/\nvMxS3hsy/cEGshWCELhhQXJpmejCLBHIV2AHIEJQ7Z/m9D3Gzxj/7OEU3nv+4A/+gMcee+x9RH6M\nj8D+Bn5/Hdq18sCbktU7b3Pykc+zkY3YyycMq4zH5lZQwPa3/2+WhCRuLsBgh0e2bvD6idN1U7gp\n+eLWbS4UOavTIb6yXBeS5mCXxnRALme+2jMcEFXoa7dAnKPUIdJbknqpkoaborxjKmP2Vf3hd0LO\nyh6SgyRiI45QsfiAUssh6vsXjccIQSXgxOxkPSpFjB2UM1fayHGQ9XNI3MBshDWxO+oT+eCoo9YO\nV598hSrMEE4RT9sIJ+gt3iHaPI8r2ohkvzYAUyXT2y8TVAlBlWClQdmAShd1aSSckDfGBHlaSxZ1\nxaizTZ6MCYs2VTIimAa1RtyB0xWqCmn1TjJt7jFcWGd+8wLztklv/haqGRKolMzs047WIPXcffFN\nRv17CCUJy7c4Y75A4+QqMlB465i+u4O/ZBE+mL3E9YKr166W/PwYmL0pIpCImXpIxBqzO7lP5iIA\nvfhj93GMnw98bGedb33rW/zlX/4l3/zmN3n22Wd59tln+frXv/5JjO0XH9bygLm/0ihr+eqpR3n5\nxAUKVxFLzaDISZylMxkwjlIoM8gmzE2GJOM+Wiqe2t9ibTpiLwjZn1+llY9o7W/QHu6xEzXYi1Ku\nhWf52+Ql/j5+kTtqFYug4adcKK8zlk0cgkqEdEwP8DihaLgxCodD1gubCJw/0ssumC0SHsz332st\n+N5G/rqlXXhoW0/i7p+ERx+5p6CQNVkf3G8PDsd9cjfMQhoAh2fQ3uTGY9/CygppAlQVkacjnLJY\nVeFsxPDyrzHZfJpi/wI7G8+xKULG7R0cHuk0p64/C8JTJEPKdIg0Gl3F6CrC6ooyHmOEQzho9tpk\nzR6Txj6TqE8V5IRZiyrOccrihGP/xG0G8xs4PFm+S//mdfQ9zVleZnPyjxTNMe3FMzSCRbJ0wL1z\nP8Tqqn5NlEQiWUgepuxMMGVGXg2QlWb+0c99pPxQpgHeHHkPSotIjxuAfhHxsWfmX/rSl3DOffSG\nx3g/OosIHeKnQwhjmAzg1COU3vH63h0EAusdW9kITMUFBNG4D4Nd6g7IMb+kA9qPPs/FezfIwwSt\nNEHaYc8axmmLQipuByFFscQ4XqUUMVZIbkdneDJ/k6eKt3iousWy3WMqYtb1CTaDFQy6Vr5gKdEE\nWAwSf6BUmfG38vW91QMzcn//Rrz3a6JnM5QsV5Y542s9OcySLmv0NVgpeSsUnM8t2kHzQG8+2+aA\njgpgK4DTFfRPXGf75BWmjT4Oj1eGMGvhhaUKStLeKg6YmgS1+RSDE9fpnbxShycLx9zOGU7cvUQ6\n7XLxzS9T6pKtk+9iT1V1QIbVdQnFKZKshQOCKqFIRofkC4JhdxNQeFVSRVPCTCOKCBFUyEmTh/Jf\nJ7YRxfd3yZ7qwcBS9Yf05C3yZMgk2aHMxzzMrxGNE1Qr4qGFXyGImvSb12jYJufnvkyj+9HmV+GZ\nLtXmuA7yBlQaPBAdeIxfHBwHOv8Lww/38O98G/IJLJ1BPPwcd/IRf3PvXRIdcHWwg3WO0lt+y8Jz\nb/1XpKrD1/JGm7um4N6jz7Owt4HYvUc/CGnqkLlswvwTv0Tv6ve5Mx7wrnkCbEJAhZMSYQVdO+Qr\n02/RdJPD8TigQrMrO7wVP8bdYI1cxIc9I25GuRaNxyMFh74jDzSW+IOSi5+1gx9sAyBoG8dzI4P3\nnmCmYpHAegD7oWSkBEMteWZiiZ0jsXW7/0ET0dGZ+VSCxLD15DeJigaDzhZlNMXqEm1ChBece+tL\nLOydAeoLwCQo2XzsFcKiifa1f2GZjDj/9heJilqrbYDBwh02z/wIL20tW5SWU9c+z9Lmw1hhufb0\n3xCaBuDxxrN98jJOgPR1a2cVZgR5E4kmnrZxKiYxy+jWAJ8ZGnaZUbyJqASDdAOBoO1OIieCplzh\nkfjXSJ84gUz+6bNpbxymV3cO626MCD4kBu4YnyocBzr/nEG0FxAv/OYD9ykhyWzFdjbCeoeSkpUw\n5bnPfRG5c7du2Z8MiMucZRxXiil3F05ycX+TdpHRGg+YE4LmnbdJkhaV0NzowVAHjIRG4ulYg8DX\nte8ZDk6bAMO822fZbFOIiJFqM5BtKqHxQiC9q7cVkg/9TiaO7lEgvJt5t9THG8m6G7Rt64i5gLqM\n0nIgK88JA5vOcysUPD29X8TJZ12hhagTiRDUlgHKM5EevCAZLkF7h1xXtAbLnL72HI3x/OE6QV2D\nt0ghkL7O7JGzC5KX9vC1kMD83knKaMJg+TYqC5nbXaO79RCFgGngcbO2VunqC4JXFmlV7fgoJN4H\nyOkq2nYRVUU1t4UQju7+HOAYRuu09lfY617HK0tjvESq5nGRwZ+A5vm1f+KZdeSt0JJg6adoJjrG\nzyWOyfxTiHYQ0y+mZKZEINirpmS24j/efYtfXT5L8qO/hyAGU9K2FS/HHf69cHz91EVO5xNeuneF\nftpmLYwYDXboe8+NlYTGXq0DsUJgqyFtN6JxZFZ+UCjJRMQP4ie5rdcoZIRyVU1Us1p3va3B+wPt\nuOL97d4PigY96kjZRdB0tQSxEjWRlzNCjz2MpCATsFw5Xm9qLns4XThK75mrJTSI2Uy+8HWPizaa\n1mCZYXebsIgJsxaN0QLn33kZPUs6OjqioIqJJu06vKJMKIKcoIoJi/sug3VEtGBl/REWNx9CIlBO\nY4G+glIFJINl8vYmYZmSh9PaRsCEKBuDdnhpmMQOJTNUZUnGLYIywnlP0IxQhMRli4e0nzG5AAAg\nAElEQVRv/Btunfk2cdGB1FPoEUvp45/UKXWMzwCOyfxniMIaXt+9zXY2oh0mvLB0ljT46Pa6UVWw\nkrQxzvLOYAvvPaMyZ3M64LVyykvNObKqoJAC5lYoNq4yPXGaBSFYNiXCQyZgezoiV5p0PODL+fcI\nsoS78jSFSliQO1ww7+BxD3iNC+Dt8HNMZIN5N2BDLjPSbQJvkFRol5PJFg+ovH8S2473kH3DelrW\nk3gwvlavBK6WJLYrx1jXdXkB3IxrQeWJ0pLhsQJSV1dyEuoZfYjgws0nWF+9St7cJx53ObH+MBzx\nczkYcf0jWLnxDLtrb1M0BiTjeU7cfRQ5297P9jtF0opKIicxlSSjrul3HGgk6Z3HyU9ETDv7pFkH\nt3eSKs4wQYlEkoyWaZa/ym5hGY80re47LDU3KTNJJTwiceTDATqNWdy/SG/uFiYoWF54jLNLX/oJ\nXthjHKPGMZn/jOC855vr73JjuMdOPqZyhu9s3+Dffe7lQ7OsD0JuKl7fvc3dwRbGGDJbIaXEec+7\n/S2CbEjX5IybHWKpmY526WmNwvHi9l0C71ga93G2YqvRxlUF3VGfx6qCTAWc4Qb4gJvxGleTNQLr\nWLLDw+N7oK9rm9ZKaGKfM/ENLIrQFRgRHNrg+oOF0MNHfgCrH3i1HEFiPecLS9PelxSms1b+pgdl\nIXWeoRZU+FrPnShuRaIu8wBLpePZkaln9aJuOjJO015/mFIrlqoHT27/nluAxEScvvnM4X1HteuH\nnachdM8MycaWfn+R7UCzlFsqPNEsLm9u8zHYBCcN1y5+i6pKag/0sECZlFYvpZhvUKqC5fZL+OQV\njOhhvEHKDJagaGXIMOCphf+JVvMkWocc4xg/DY7J/GeESVVwbzJgLx8TSkWiNGNT8PU7b/JvL77w\nYGLQDN57Xll/l9aV1/jvdu4yLDOuNTu8uniSKAjJbcXlOOXhIKQx3KesFeZ8f3GFf711h55WVDKk\ndC3OTUaUCMZKIp1jqkNKqdBWck09QW4DFJ434gVeyF6j7eoADE9td7un5gkwWOpQ567rMZZNcqEJ\nvMEKCd7iqG8P48jeiw+Qzs0ZR2r8rIxx/yT01KEWkrqMUcmapIcz310v6zm19J6FyiFEXW4pBKTU\nSpcIxckjmaNHLzEHKZcHx62opY/woEb3YGHVAakXmEde5srOkK4d0lQQjaeHodMSwNX6Smkkp65+\nno2zb1LGI+JsnvPyZUSS0G5GvBNrWnGM5zep/BbaXENH9+gsrSFjTWFHrNvXeVyf+zFn1jGO8cE4\nJvNPAM573ulvcn24S6Q0T8yd5N60x1Y2JLcVXR3gvUdLRWENU1PSCuP37adwBn/7Hc72tpi2F5hM\nelwc95nGKT9sz9cByELyn1bOsjYe4l3FVtKgUgELeYaVgkJp9uNaXbEdJ8yXOS1b1aRMxaY8QyU1\nHTdCes9UJNwIzvB08WY9BhEdtu9bNFJ4EjehZUdIb3EIDKqOO5MR0nuEqEsStXKFDyRw/EHLj8Th\nCf2sc3PWrn9AvAMJgaj9zkNfL44+uJ96Rn6iqncQAnO2FspIf38x1QA5NdmWsy8QVkA4e8x6KHDe\nc7K6v9j5XssAJyCXgtev7DCtDHOxpjvICI+M6fBXBc6A0x3W1r+IFTBOAuSpNnEErUZE1gi4tzWu\nL0JyhTOXLH03QAb1x1AKjXUFxzjGPwXHZP4J4K3eBt/ZvkkriOiXU17ducV8WBtlDaoc5z2xDuiE\nMZEKHnA/PAotJJ1sSKUDhIBOkDCtShanE3x7rjaREoIpgndbbTpFTlpVPLK3SbsqUN7jBHTLnKnU\nrORTdsOYnShhbTpGO8t2KBB4MqUJnEV4hzkyqz5wV1yr7mFEQEHA3eAUG3KFmQYELySl0CigEhLp\nj7gLPlBqOeqY4tDeYETAXiAppCV198naU8+wQ2bOht5jhWBytKPIQ+Q8y5WvvWC0oHKetqvTiwoJ\n87Ym40JAJusF1RuRIPaChvWEoq65D5WgZTyVqLcPgMrf7yi1wHYoCJSkuT4i9VBFiqjyFKIO8Gm5\n+2Onmh03VpTNkCC3GCnI8wrtIGqFPH66y6kTLSpjaTVCnEzo7/2A0k6QQlGYIavtL3+MM/EYn2Uc\nk/kngHf6m3TDmFBpTOWYmIKVuMWjnS7ee7ayIXNRSjdM+derFwk/jMyl4kznBNHNtwBoq4AibnAj\njgmlRgpBYQ0Wz2P9HZ7b30Z4uDDusxXGtK1Be0fTVNxtNUEIGraibSqE92hgzu1yg9OkVuIRlDLi\nVHEZi+ByeJG7wRp7ap6xbLBg9tnVixgRkLoMhWMi5wDBnO2jcPRkB4mnYSYMVKd+Ir6Wm0jv6jYj\nb1kyO/Rlm7EKqQR8t6V5cWjqWjc1V+/rmnyzmbNf4D3PTiz7geN6LLEHu+ZgRuwxoi6XTJVgKCG1\nnpCabJntt68l26HkQm5pm9ouoGUdCkEpPVPqBU0l6pKOFoKR8FRKYvAIL8gFWCUI/f2A6veuEkhA\nj0qEVhR5hbWeYWnIlMK9tUN4ZZ/4bJe5S0uzzs0TPDr329wZfxvrK862v8RK46lP5Jw8xmcPx2T+\nCUALRelmHYDe4z1MTMlgtEtmShIdEuuQC50lzjQ/3GLUW8PqdEQZNzFlTmwNaVmwPrfCfJRivWdq\nRzSrkuf2d+iHEYFzRNZwPhvTCyIMgt0oYS9KWJuOeGg8ILaGwHsssGT2eT57ndvBWUDwSHmNRbvD\nO9F57ujTtN2IxE3ZCFYpRUDocyIfoLGHmvRKBGQyJXFZPcsXCaUKUN7hhCR1E6zQWBRNN+Kx/F0y\nGbMTLx02DY214u+7km7lkMBECZrG0XCA8CyXnokSODzzFRgcN2JPKQWbGlZNrYJR1DF0u0rQ9B4z\nK5aLmdKlpwQboeTJqWW5cpTURG8EvBl7XhzD8qz+XUnoBYIr7YiR8DgPz2UztY/3CASNpQbbmyM6\nxh8SuqEehxcghWDoPbLy9E81SEtPa1iwWxpOzSVMruyyXxrkyTZL8ynd+Azd+MzP4Kw8xmcNn3ky\nd95zpb/FjfE+iQp4euEU3Sj96AcewecXT/P/rb9Lbg25qaisYX06YGJKlBCcay1wptnl2mCHZxfW\naAbvr5cDUEzJJgOud5eo8gmZKYlsRZ6P2fUGqEknsQYnQHnPqckI5UF4R2pNfQGwhm+unObcZECr\nKhF45BEdx7LdZ8XuH5JRveA4T0iBwKOxzJt9TpoNTrLBq+nzGK8ZySYeQeBLCkIqqWa15pLU1Yk7\nOEcuEwIMwntGqsUbyVPELsOIo0udglLCdlSXeBZKy9myLoE0rCO1MFGAEOTSM2fgBoqGm3IrnpBV\nXboGplLwdqoplKjdFb3jRG5oOslYeW7Hnrb1nCkcBghxSCxTb/lc4YlIGMh6Vh4oQUtIFlebyKyi\nNyjYlXCydPhAEom6/NNPA/pFxbLx6NmKbZM6UCONNI3KU1SW1o0R4LEShkDeTdnp54ztPvujgnYz\n5IUnV1ClI3tnBzcp0Qsp8SOLP9YJ8RjH+CB85sn8zd46r27fohGE7DjHvWmf3zn7FM2fQA9+gDOt\nef6bM49zb9zn7qSH857CGe6OewSqbliRQtbJMj/Gx8Yqzfp0QKE0PRxIgawcpVKHpQUJDIMQ6RxP\n7u8QOYN0dhYNZxmrgExrXtrb4o3uEo/39yilQjpP4u93N8J9zTVAx07Y0E3kzI/QCUXic9aqu+yo\nJa6F5ylEiMTRsiMaPmMgW9QNQQFOKEKfY2Yp7gJPqeqL1kSm5AcJREfq6MI78BYvAtZKRyFrN0Xh\nBS3ria1nqgSBr1v2wWOk5vH8LS5Hj/BmY6W2Dp49i0x5Mi8ZNkIkFoWnQnMmN4cLoEZItJMIAoSf\nLdwK8Hicg1BDt52QtmPKcUkpPCaUzCmJzA2DSUYTiXWQC0Gq66YlJwWBEmjqFmzvPE7V2nkctKcV\nWzsjAiBoR3RaIYNRwdbmmPaVPXxpEaGiuNnDZRXp509+dIbnMY5xBJ95Mn+7t0knSgilIgV28wmb\n0yEXO0s/1X5OJG1OJG0qbxlUOatBh9JZJqagdJZ+mdPUEa0PuUhUzrJR5nx7fpXHNq7RcBbpLJdb\nc7X0jZllrdRIa2mZio6pAzIltTFVISWVUuzEKdJ7SiRXo9Pc0+fwSNbKdS6UV1B4whnRjWQDheV8\neYN9NcdANgFB1w05VW2g8DxZvE1PdRlQq1y8kDgv6doBe3qBUgQUhExFQuymSDylCBD4WXlC4VBI\nDN4fuC/OOjFxGMyhogU8VhgCn9OwCQiBFXDr8GXzrAerDGWD97s0ChAOvKDpx8zbPg6J5ARjdb/R\nSAN9Cfta0DGehgPpa/36jrTc2BrSFpYvDIcYExArg5AxvirItKN0GqcFyktuL6ecW+lw6vQcdn9K\n9tYOMg0YZxVG1hctJwWxBzetKOcS8vmkHq0Q2GGOyw2qXT9BGUiq7QkYB8ceKsf4KfCZJ3P5HjOb\nD1PW/ThUznJ9uEtmKyKpqazFKMuZRperw10iFdDSEV9cuYCW7/+ADsqMv77zNv0y40dJxJ3TjzA/\n3OPp/Q3OTwY8NB7wo+4SP5pbJneGp4f7RN6xFyXkStEqS9qmRHu4nTTYiRLmq4K+nuON9Azz1ZDY\n5dwJTuEwdMUmc6Xn9eQZchHiEZwy67w0fZWBaiPxdO0APesOzWVM6qeEtqIvu3gPY9lgsdrFUOd/\negEOScuOiH3BvXAN52e6cCxeCEJfSyRLUUfM1XXqEO0NQz1ltYww2NqnRQ65GxdsB8tMJFRKgoe2\nHVCKkKn8IK+RwysChYgZ6C4Sz0gIlrxgYB3a14Eab6We2CtMYcDVM/SJBCME6aCAIkc4xXK7JBUF\nZjxkYtoMwjorNMShrKA5l7LXCHj0XBe/1sbsZSA8URxAaZGBZNQKkMahnjzBzWlJw3tsWV+gO50Y\n/ADvfT0Td7MVXnk8Kz/GT4fPPJk/s7DG321cJVQK4xztIOJU2v2JH2+c5a/vvs3WdIiSEusc51qL\n7OYjHPDllYusZwMGVcb/c+ctXj5xnoud+9al1jn+w/XX2M0nNIOIporY9J4XRn1yHTFWCuU9T/W3\n2Wi0GMRNVlDkcbP2MneOUir6OmQ3SSmkZL4quNVo01NzyDRifjhA4Yl9xkDN82h2nb9Pn8Oiabkx\nHrinT7Jodjlh997jqgKxrxXbXdsndRlj2cQDPT2HExqFIXQl2ldIIXgue4ONYJVqFhLsvEBhabgJ\ne2oekPUKZe3WhREh12LFWDqWq3oh8q10nr6KsQfWujOS3tEL7HDiiBTyPZoS75HC4aQkEAojQ3Ih\nuJI42mW9r10tuFB4IucIqSWNu4GgUJIEWFKAKkm0Yi6sPWicn5BLCKqD0AxBpTxZIFlK69YjoSWN\nL5xk+to6jYUUuTMhSzQtrVh44TSthxfhdo/17TGBljxxcZFON2GyMcZsjevCvfV1rJs6rpkf46fD\nZ57ML3aWiVXA3UmfWAd8rrNMrH9yu9GN6ZDtbMRSUueeltawlQ34Hy8+j/Oe/3DjdfCe+SilcpZv\nbV5nOWnTDmO89/zD1jVujPaIVcBuPkFKQeQFTVOyH0RIBKEOiL1nRWpk0iA6cRpGe9xqtFjMM1Jv\n+C9LJ9mPYubLnK24wVvdReLMIbzACoFBMNAp866HkZJSNVC+giORbbmov+o7HjSlmrc9zpc3uRWe\nReBouRGZSFiwe0xUHW9XyBjhPPNmm6ls0HZD+rJ76LDYtCPGsoE/PJqcBRXdX4bdCgVboSDyFU5E\n9RxdeBQWe5j8eWAAcF+geF+v6Eh8RqliJJK+S7iYO5ZKhxKGa1pxO5CcLWq9+lQKAino2LqJKfd1\nMcg2QibOE1SOcqAxpaAwi2QRDIXgZDFz8w0US4OSR16YOzwf9FxC65cv4EtLu7L43CBjjWrVr+0j\n5+Z55NyDiqbGs6uUGyP8tEJ1Y/Sxw+Ex/gn4zJM5wFpzjrXm3Edv+AGw3j1QtVVSYkyJ957KWSZV\nwUJcfzgDWSe3j6ucdhiT24obw13mopSpqUh1wKh0KK3ZixJaRc4wDDFVgUQwCEJaOqKYW+X2ZMiJ\njevsxYJvtbqcmI75wmSIB9amY4ZhxG5oOZuPwcUUBDRcxVp1E+kcJ6pdttQSUB5KDjszB8X3OgwK\n4OHqOmtmHSs03nu+kz5P6iZ0bY+JbNYSQtvnqeJH3A5OE7uSDkM0BoOiFAFGhkgMTgT39+wBDvzO\noTajPWi8r0fjHhjRe2rks1EqVxFSUsqIxBU4JMuVZK4QVAEEwvCoy5mLDc3CU4g5JI6pgtQJUuux\nUpClktteINIundEINVV4AdNYEUrBUunYiaHVCDl5ap6gcESlhSN+40IKRKyRsYbWRy+kCyWJ1jof\nud0xjvHjcEzmHxNLcYtQaYZlTjS7fWxuFSEEgVSkQcjUlKQ6pHKWylpe373D325coRXUhN4NEyZV\nycQUVN7SCmP+64kz/NLmbRarHOvh9dVzzDXmuFdOeW1vSmfuBH8daJSp+OL2XZ7vbeOBUiqMlLy4\ns871VpdT7BMSslzldMyAkAqB51JxGRMFDFQXAVwqLjPnBg8ULd5byEh9jve1LWzqRkxlk5Vqi5HK\nCXzJS9mrdNyYoWxzR5/CibrO7YRC+rqJyAuF8hVW6MMDCHwdCk0dCl2I5IiQUtSSxwdGxJHFDQ/C\n0XQTmnbEvl5giR6bYpFu5bBAR5aUXpEmniW/j1YjgrJBX4Z4YKTgbiRwYYY6sUxkHW7i6BQBmfIz\nVRG4QJAqhY40mRMIIZESvD1O2jrGvzyOk4Y+AfSKKd/bucWkKjjTnOfphbVDI63dfMw37r3DqCzo\nlxOc87TDmMW4Sa/IuDnaBSFQCLyAJ+dOcWu8z71Jj4YKCKuStd4Wjw92WYgalJ1Fvrm4yvViQlkV\n/Nr6DR4d7LGaTTFSMNIhTgpyqXizu8hinjEKI05OR5yeDImMYaAC5lw1a5kPUN4eLnZ+0LLbg035\ntT9MRsS98AJD1aZtRzxaXiH2tazRIvlRdIlr4TlGskXiMi4WV3gjeYaRrDtThXcoHAaJxNXH945K\nRPX/cbP40PeM6HAG72c2AqCovdaVt3gEqc/wQnI2lyxaCOZSysJwxg6Q3QHj6V3ujT9Ht0oZy4Rb\nIexFhs+lE951S0hbsDqRrGV1NymBxFUOKQXjsLbjJVacmktptWKaXz6LDI+VJ8f4ZPHTcufHJvOv\nf/3rfO1rX8Nayx/+4R/yp3/6px9rQL+I2MvH/NXNf8Q4y51JD+MsWkqsd2Sm4qH2Eh6PsZZfctC6\n/Tb3Rnvc6MyzHzX4pc2b9KOY081FGO3xWhzzdwsrnJyO+ZXNWyTG8NC4j0UgBZSz214QMVfmXG7N\nUSjNyWzMcjYh8HX4cTorER19d95L5g7BnpojFwFtO6iliQjCI/Plg8e9d1ZfiHphMPAVd/VJ3ogf\npyfnmMgmCM+i2aYQKYWsSxG5iFDeYuXMeMo7lCtQUGeRihCDwom6fq6wNOyEsaqbmRKfoan1h6UI\nadmCx3NLmMzRskPmOpbGWkFx9RbrgwsMSSkJ6QdwNzWsdEM2hrXl7tIElktHw3kSBMJ5Bkrwaifg\nbOGZ9561c/Oc/OLZw3r4MY7xSeKfNTbOWssf//Ef841vfINTp07x/PPP8zu/8ztcunTp4+z2Fw53\nJ32kgKWkyd1Jj9xWxAS1+sV7MltxvrVAo7fN8o0fsdiap7Fzl8cHVxjpgGkQ0dCWdO8uPVOyZApY\nWKl13AhGQchYBwTWEnlH4B2l0oTO4YXgmf4umVII62h6iwNyqetIutkYP2hWbpD8MH6SHTWPmy1W\nvjB9ja4bHla0/Yfc1iqYEg/c1mv8l/QFChHRsQPOmtuMZZvETRlLS19IjNCz5+MJfIn0jkKEKCEI\nfMVJs8GOWqQSivPFLbbDVfblHEZoEpcTUpH6jApNiWbOGharjO1A8HDzNiuihzq5hJCSqlil4/fo\n6QhLxWIlmDrPRqFJxYSeT9gOBYtVHUVXAFIr3mwqRBxwM/JsRhp1qsnpYyI/xqcEH4vMv/vd73Lx\n4kXOnTsHwO/93u/xV3/1V8dk/iHQUtIOY/plRuUsUtSktzHpM61Kntm+QxwlhL0t5oOYPV/7rixN\nBpRVwRhYNiU4h3SOnShlrAMSU7EbJZwoMvZURGpKCqXJVIAXgtTUHZD9OKGRjbEItHcMdEjHVEyV\nJLQWKSSZlLSsQQA7aoEdtUDDDXFCUomQf4wv8cXpdw4vAu+9ABxoUw6wrRb5QfwEU5lQEZAHy2Qm\nJqQC4dhX8zT8BOclldI4FKHLKGQdcefQKAp29BLWC1p2QiQ8p902bT/BWotHMlRtKjRGKDplysNF\nTozE2oB+HnP2xBAx3sN5cHmKxxFgiMnJVYtcBpCPebb4Pt+MXsZqyZWGYNFIvFSMGyGyEdCRddan\n81BVx7XyY3x68LHI/N69e5w+ffrw77W1Nb7zne987EH9ouFca4F/3F9nUGakOkQLyXyUooSkcg4p\nRF12CUJkMYKyIJOCUIj/v703C7LrLO/1n+9b45737nlSt1qTNVmDBzwkHAS28IET8zfEoYhDmQok\nF7lIFQlFkZwrkirAhKIqAxWuIJA6qYRUJf+YcIyxjRE4EONBBtvIljV0S62ed3fvea/5Oxdrqy1Z\nsi1ZsloW69GFutdee6239/Bb33pHwmwRrbIIKsIQkqZm4Gg6Jc9lyU7xg6H1XL+ySC7w+C9rmLlU\nhvuP/wpDxUJjRXEfF4TAkzpVLU0q9FEiXrWfSOd4odiDArp9h6LnsqFRJRUG1DSLtpSkkJ0RbgGe\nMM9alb9WzM902wigrHXTkFnSUZuWlHhoLOndGMrHlg5taWOGDr4w8DHjlL8ooBg0idAQQhEJnQAN\nJFgqIFDxiAkFbHWPcNzaSDGsMqf14pFiqxehaONr0NRtRF3jZ6WtbNuQpuuF72OIHJHoQxfgKQvN\nUGTFCplURJiRFBs1HGyMtE0jk6Pejsik9NWCniBU6FLS35N92z87CQkXyiWJ+YX2jvj85z+/+vO+\nffvYt2/fpZz2HUfBTPHB0R38snyKxfYpClaKZuDRDnzyps31XUOYmk7LztKefIniyjxaGBBISStT\nIN2ssFgaoK4iyqFP3n91gEFLN/h579BZ5zvQt47fmplAjzxCIXA0napMc0zbwUvpFLqKGA2Os5L1\neGh4A3UzdhV0Oy1+b+IQi2aKdOhTCGuYUYiDQaQr6jLHBufEWSvveCUuOGGso6x1k1IO494EaeUA\nYCmXQOikVYt8VGdJFhECsqqJpiJaQF3mCISB7DTncrQUWb9JTtVIRy1caeOhk9Z81rcnmDTHIFRs\n8w6xLpimFNX47/TNmPgMeCtosp+6yKHrEi/SyMkIke3h4JLGbV5EWp+EIGLA85jTshzNZkiJFoOZ\nBkFkszfj8NRSFt/M4HmKwZ40G0eLHJ5cod700KVk93W9bEjSCRMuIwcOHODAgQNv+fmXJObDw8NM\nTU2t/j41NcXIyMg5+50p5u9klFI0A49IRWQNCykuvEqvy8ownCky0VhiY74XNwqYrC3RDn2UUjQ8\nh7qA1s13wcI0HPopldBHD31m+9ejuU0GU3n8lTnm7TQrVizARhSS9X0cTaPdKXZ6tneQimWzq1LG\nF4KWbqA3BxChiS3aLFhpnk/dynz3Cr4RrNq4ubZCl+fiSp1MGKApj53ui7xsbUVFGmPeKXY4R1ZH\nsp3OBj9ibGDSHMNWDjWRZ1krcUvraQQhHgYRkmVZIqUcIgSaCjBUgEZIKmp3VvshhgpIR00ECl+a\naEEdT5gYhIRCZ0P7GGPBNKPB1FllQ8WoiqU8xv2TSASaVsJQaRwFWSEwi2m0fJro5HHqLZ+M3yBl\nTaKYoyw2UjXShF6KFcehZAk26jUGRjTmR7djGhpjg3k0TbBhpEgYKVK2ft6xfwkJl8JrF7p/8Rd/\ncVHPvyQxv+mmmzhy5AiTk5MMDQ3xne98h3/+53++lENetURK8fOFCQ5X5hFC0GNnuWP4Omzt/NWi\nXhhworGMHwX0pwp02xm8KEQiEAJsTWc0W+JIdZFfLk+jgLxho1tptB23kx2/nrm5ozzXrHAyChiv\nLDPktXmRPl4olIiEpMttc8fcScwwRABPd/dzuNANwLF8iWP5TiGUgsHFPiLpE4p4KLIRSLRQXxVz\nqSI2NyoEQrCodbNAmnzYpCecY4t6jv5WC1NFq0IesnpopswRclEdicJSHnWZY0UrsKR1ccoYYcw7\nwaw+iCdNMmETJTQiBIq4iKrXn2XZ6EFpHpoKcYRFKaxxk/Mcx831BOhsCI4xFMyeU516+n9DefhC\nR2o6M/kcpYbE9kIqtsQfSZNdOAluG4MQpAGeywvpnXgySymfpekZlOuSbabCMCxKN76brtzZhWQp\n+8IrgxMSrjSXJOa6rvO1r32Nu+66izAM+dSnPnXNBj8n62UOrczRY2fi4GC7zrOLU/zGwIZz9vXC\ngIenDlF2GgghEEJw59B1DKYLCCFo+h7twGOuXUeh2FLoI62bKAU/nTtO3kihBIyN7mRq/hilxgpq\ntIfn201+uXSSCEAp3jN/CoCKZaNFEe9ammculaH62vmiAjw9QAsNkAFGGCKVRihjSR5q1nn34jTr\nmjUWxDBT2jiW8FjQJNNRL7vdF84S8liIYymNpwSpTqJivC321itmjCGyUR0FbPAniaIehj1FQ+aZ\nM3QWzIhBf4Yb2s/wqL6fWa2LUHnoKmSv+zz5qM5e54Xzvh+n2wGH8Z/HVvcwv0jtYVnvoe24LJVs\nfEsS1gWiXGHMaTBaMOjyBTTiC0lVK5CzNbL5LnrSeerVFtX+3Rxrg3+4QX+PYtNoMVmFJ7wjuOQK\n0A984AN84AMfuBy2XNWsuG0MKZGdOEHGMCk79fPue6pZYcltrvZraQceTy+e4Lk8lDQAACAASURB\nVMPje7hzaCuPnDrEZGOZnGHS8H1mWzW2FPrQNMl0q8K/TzyHrRsIBI3AZbhzEehN50hVTRqBh65U\n3L/FituphjLudZINfBxN513lOYbaDeqGyZM9g1TzNXpWCozUHOwopMhxTukBx/JF9i2coq3pnMwU\nKPtjWKoZ3z1EAY7M46s0Cm/VteKLeHza6QDoJvc4L1tb0FVAKDTyUYNcWEF2phMJodADm1yQIxXN\nko0q9IRFQm+KknoFnZBR7SmmMzvZvLTIzsYEvdHKeTNlztzWJp7dqaRGVra4STvGU1qOQtggaEOt\nMIYjJEZaMjJ/nF0tN+7VKOP+8Blbw+laRzqVJ4oUvpIcnvNIpXQMTXJsqoJSiq3j3ZfrY5SQ8LaR\nlPNfIEUzRRBFq0n8Ld9nqHD+7opBFHJmgp4uNbwoXgUPZ4vYusGu7mFUFLHsTDHfrmFqOiUzxZLb\nZHfXcBwQ9T3m23X67BymphFFEWlp0MAjEIKaYZHxPZqGiR5FoKCum/zGwjRD7QZVwyIbeOyfPcGD\nI5sYV1OMRA41Q0cTHnuqTjwpHoWnabhCo45Fl+8wk8qQCzxsT9LQTYzIIB34COJpPoq4OMlGMRqc\nIqUclrUSlnIZ9mfQCdniHuFX1nYCIbBJI/BZ1vMIBPmwTS4UtE2JrgTFoMVv1J+nL2yRV69eJF+b\nHSN4deAyUmPeTKMyOXKeQyljMuYvMSlLyMhD91yESJHu0bAqAWJpEXQLUhkwbK5/9008Nx3RaHko\nBb3dKZYrDikr/lrk0gbT841EzBPeESRifoGM57uZa9c4Ul0AoCeV5cae889u7E/n0YVG03cxpEbV\nd9jd9WpgOFRxtecLyzM0/Lgfy0StTN3O0m/naQUejcAjo5t0mSkqXgspJDXPIRCxeyESgh/3j3DX\nzARbassYUcQzpX7ams5wu8GyaYMQNKVJ0XUoeQ79bgO0kLF2nKUSAWYYD4aQKkJXihxlykYvJ9NZ\nhpstBkUViyYt3UAAqcBHAW2pE0URdkdq+8IyvWEZeHUFPRTMYUUOFb1IFPWjxDpCESFURFXrIorq\nDAceETBar+KYDpFSGCgCqaFF4WoaZAirc4p8IXGlhqUierw2jq6RRyJch03aLM18L1NNjaankP0h\nNdmmT+owthMCFzQDAo+i9Hj3DetpOgGmLqk1PZYrzqvvU6TQk/FtCe8QEjG/QKSQ3N6/gV1dw4Qq\nImfaaK+TzVIwU7x/3TaeXjiBE/rs6V7H7u7h1ce3Fwf4/qlfUfMdhBDIjmS1A5+5sMrJRoAQoEud\n64r93DW8jRWvzWyrQn22TS3uXEJb0wmEZNm0cKTOiNPg+uUFjCiiy3VoGgau1JAoAimp6Sa3lmeJ\nhCAEsmFA0XN5tquX98yfos9tE1LmV6mNLAajNGyP3ZXnKAUOKIWhIlpSx4wCUlHAmRM9T/9/WnRj\nXzp0RRVKXoXjhoYXDWFHEhlnrDNta4w48f55FZF121Slxa/MbczrPdjKY6vzEj1RlVBqRFIiwpAI\ngR2F6CrCM1NIBFLTIVfCsLPcqObY0t3Nv5ci5v1l0qFJaNigaYh0T3x3VS+DYWIYGsXORB/T1Cjm\nbSo1d3VAyQ3bXu09n5BwNZOI+UUghCD32uDi69CfyvNbY9ef97E9PSM8tXiChVadCEVGNwmjiFbg\nEqm4018cUvTww4h64DJZX8KPQgypYWsGjdCj12mTCgPKnRa7rSji3eVpfCEZddsAzNsZXij1ULZS\nTGVy3FaeBUBHMWen6XVbPNE/wruW5nnFsGgZBooat7QPcjKdYyGdohFoDDhNZAhmFGKcEQAVxALu\nC4lS0DQNsr5PJARGFKGjOhkoHtNWjVIYN/hqapBS7lmviwccN69jSesmEzVpS4vn0nvZ7T3HbD5L\nj5Dk68sEUUQx8HAMm7KdRpcadhhi7vxNhJQIK80RXUfWFtmZK6KigJ91D7B/8RRZrw2RQvWN8oqm\n01g8Sa+dZV22hK5Jbt45wMJSC88PKRVsCtmkXD/hnUEi5m8zfhRycHGKE40l0rrJLX3r6U3l2N01\nzFRjmVbgdVa0CoEgALK6BSi8KORwZZZ24KFJQcVtUXHb8ahLOgMSzjhXOggoeB4Hu/pYSGXIBh6a\ngp/1DIEQuLrBVDpLSzeIOgMrsmGAGYb4UlJ7zYUq73v4UtDWdRqGBXikA3919Q2xkIdCUrZTHMp3\nMdxuIlWDdBDE7hKgrhlkRQUp2izrNqengF7fnlg9V+yaEZT1bixatHUNXypawqIWZBhs1kjrBjKd\npzyyGfPwM1R0AyEEqSiiTkRkZxkY3QrA3InnKQjB+JHnyFfLtFDMbdzLloENRJrO406dU4sT6EIS\nqIibesbY1T2MrkmG+pLKzoR3HomYv808vXiCXy3P4IUBzcDjWG2RT2y5lRt7RzlSXeD5lWlQioFU\njnbgU3bjohkh4hmZrcBnvl3Di0JagUtKM+gxM4RRxIKdZsW06XIdfCko+i7Llo2SEiPw6XbapMOQ\nG5bmOdjTz4ydZsVKUfQcfKmRDUOe7e6nZZi4UiMd+LQ6vV4ynsdYvULBjwc9+Jpc7btidNblYSc8\nGREL/6lUlsF2C0czaGoGA24LocDVdYTyua31DGWth7YwGA7L5DvDME4fN5QSTUR4MkVgaBxL5+lq\nBdRMi163gtl2Ee0G6xp9zPaNUVqaRoYBkdSY6RmmrkkGOq970UxhHH6aXH2FViqL6zmMTR2GjXso\nGyYzK9P0WJl4qHIU8dzSFDtKg0kaYsI7lkTM32aOVhdYcVu4YYAuJQvtBj+aPcKH1+/mdzfdTO90\nlplmFV3TCMKQdugTqHjcmxQSRdgp/fcARV1FCCHI6iYNBY8NjrG5tkw6DFg2LG5eXqTLbTPSjIt4\n6obB9moZT9N4vquPRwbHuK62TCbwmUllOZHJgxA8PjDKvvlTlFwHGUVsaFbRVJw9bkYB6SgW70AI\npDqdVd65mxCSSMHmeoWGbrBi2ZR8l5am0+s5RALSQQhSMRDOoYTAFQIHQSAldcsmE4YoqbEjU+eX\n+mYaThMrNBgIZxn2yli+hxaFcXXoiUMU811M948h0nna6SyHu/rZfsadxY09o8w2a1R0iyj0KaSy\n5BFQXyEs9q3m/8OrQ72juIwpIeEdSSLmbwE/CvlFeYqTzRWyusXNfWN0Weef2xgpRSv0yOoWSiks\nTWOmsYIXBpiazl3rdlDxWkRKkTdsHj31Er9cOoVS4ERxILTte6jOalhT8RBopCRrWlRUxIulOEhn\nCA0/XeDOyUOYKmLZtJnK5BAK1jdrPN/Vh6vpPF86N6i3bKX4/9dtwogifmvqCLpStKUGQmBFPjYR\nLV0nFBpNFZcNWQoqpolUUDNM7ChECHCkwalUlpzhsWSnyfsuc7bGoNPCCnxSUYin6bRMi38d24Ya\n2sBtC9PsdB2Gu4Yo+G2Ozy/wQu8guyaOIqMAPQrpjIUgCgPsdgM7U+Dnw+P4hkVGt9hS7F/9ezKG\nxVj3OoLZI0injS4l2FmUYdFjZ8joJhW3ja3rNHyPDbnueKxfQsI7lETM3wJPLUxyuDpPwbBZcho8\nPHWI/29sNxnDPGff3d0jHK0u0u4U3WR0i5RunrUqPPNC8IHRndzUO0bFa3Ng5hXKTgM3CJBAoEIM\nqaMJSVa3aAYehtTQhYYQAk3BjGlxoH+E2xdnWLLTAHEu+gUEbpUQeJqGFBB2UiCFirCJqz81pahY\nJkIphIpoIWnqOi3doGynKXgOz3QPsLO6RJfnsGLaPNXVzx1zs6zoRQJVY5gFtAAqps0jQ+s5miug\n15e5c/tvIiaeJ5w/QdZrsXVwA3OFNI2FPJbnoJ9RYyoA4bbJSsmNXevQ0jlGsiXS+tmvv8yXMI/W\nQDchCsFzQIj4IjqynWfKJ6l5bXaWetjTE6eOKqUuuIFcQsLVRCLmF0ndczm0MkuPnUWXElPTWXKa\nlJ0GGaPrnP13dQ1zrLbIVGMFWzMwpMaO0tDrrgKlEPSn8+TNFKamYYh4v0DFfV1ypokfKbrsDNV6\nm4KVQheS+XYdR4VoSE5kCmypVehx20QIQiF4trv/vOc7Hy8Ue9hZWSIVBlhh3AvdkRKpFD1OC0fT\nmUplOVzoYkOzSkszKPguFdPmSK7Ey/kudBVP7JG+zot6PwXfo6qPUFNd9JonmEtlKPoeOd+jYZj8\n5+zLfKCyyKaFSTJCYrZq3NkzQrtriLkgJHSaaJ2CrdPB0kUhaErBbcXz/22iWUON7QQVgtTA92Bl\nHnrXkTNt3ju05dX3tenx1CtzNFoepZzN9Vt6kl4sCe8oEjG/QJRSPL80zcHyFFPNFRadOlsK/ZhS\nQxEPnjgfmpR8aGwXL1XmqHkOfakcmwtvnrtsazo9dpYjlUW6rQy1wMEPA5acJtuLgxQMG0Fcbaqk\nIlARERARgabx6NAYQ60GulLM22ka57lreD0O57v599HN3DkzSZ/bZsFKxVkjgU86CJhK5/jX9dfR\n1Awqlk1/u0XNtHih2EPYeR0iIZAICvUi82lwfEVPu0Vd9LDenWGPV2bBaTLcrPN/hzfQvzzP5qmX\nMAIfXwh0QFYXyZSuZ2zDHoKVOcIwIBAy7v1u2pQ37OJUbZFb+zecfzWdzkGrhsgU49xytw2pczNV\n/CDk6RfnUEqRTRtUGy4HX1rgtt1DSJms0hPeGSRifoEsOHUOLk1RslNI0cPRWpmXK/MMZQoMpQsM\npPKv+1xT09ndfW5r4DdCCMGWQj+HV+ZZ8eOsEK8zs/NYvUy3l8GUOl1WhqxhUm43gNNNrsCXGiey\nF9Zv+7VzQBGCF0p9TGYLfGjqGE1Nxw4DcoGHLyT/un4LJc+jhMvRbIkXi73nHDMijhdokSSQIQro\n8R2CyKKlWUh0ir5LWzMYcJpsWl4gCnyUitDCiCgMkJ4DrSrWXZ9EL3TT/uWPaLgtdMOk0jVIJd+F\nrl5/2o/YcjNUFlH1ZVARonsQMbjxnP2aLR8/CMll4gteJm1Qb3i4frha2p+QcLWTfFIvkIbvIgBN\nSLrsDNukZNFp8p7BzYxluy44pW2mWWWmVSGlGWwq9GFpr74F7cCn5rexNYOCmaIvlcONAkyhU4+c\n1a6FEkHZbdJtpTsrUknasGj7LqdTBU9zjlCfh9OPawhCXnVl1AyLFwvd/K+Z4+gdF8ehfBd3zJ2i\n0BmQ0dZ0fjC0nrpxnuIaAa7hUWxJ1reqoAQS6HcruKZCKNA6YiyjEE8KMl4YB3sVoOnQrKKiCLn9\nNuxcieVjzzEvBPN96/ACj/8xsOm8q/JQRYh0DvEb9yCq5djNUuxDaOd+5A1DQymIIoWUgjCMM4Z0\nLUlTTHjnkIj5BZI1rDgXWkVoQhIh2FzoZ2P+3FXp63G0usATc0fRRDzI+UhtgQ+u24mp6Sy06zx6\n6iVCFREpxd7udezuGWEgnWeuVSNAYXaGMIcqzm3ptbPcM76Hk/UV6r7DomjghQFBFOKriOisxrSv\nj6Szkj7PnrnAZyqdo60beEIy1qwRCsFkLm4ylvdcdq8s8l99r9552Gg4hKSETi1fZUMDWjKLJhw2\nB4fJqSZpT9AwTGqGxWwqw8lMjqFmjZLnotEphjKsWNADF2Gm0Ee3s23kOuxamS7fZdGp82x5ipcq\n89zaN05vKksYRTy1OMnhyjxSCPb0rOP6npE3DGqmbZ0NIwWOn6p0JqLD9k3dGElfloR3EImYXyB9\ndo4betbxi6UpQJDVLX5z4Nxb9jfi2fIUecPG7KwOy06TmVaVsWwXB2ZfiQc+6zahivjx7BEOrcxQ\n8xwyuknRsGmHPprUSUkdIST7hq7jVLPKryozGELihD6W1JBCIKKAMFJEnUyU13NGaEJiCokQglbo\nn/N4LogDlG7H5rhz4aui73WKjc7EIURDkLdSuGFA1p5gnV8lSknyURNfari6yZMD63iy2Iun6Rzs\n6mfHShlftkBqaJkClm6A68Si3sGQGluK/fzX7FFmWjWKpk3Dd/jBqUPcs34Xx6plXlqZo9vOoJTi\nmYUT5A2b9bm486FSilcq8/xyeRqAnaVBtpUG2TxWoreUxvECMimDfFLGn/AOIxHzC0QIwe7uETYX\n+vDCgKxhoV9kXnIYRZj62RkSkVKEKqLle3RZcSph03eZbVU7wy2g7rtkdRNCgSE1MqbNnu4R+tI5\nnpx8gS4rTY+dpWinOVpdjNPvZApbM1hymtQ9Jw6MngdTamR0k2W3ed7HZ1NZrl9ZjBt2KYUnNZRS\n6FFEJCAbeLxUeDWLRwA6EkvX8VVI1jCpD4wzLk7GdwxmmtnQ46n1OzihaThuA5Qi0k1e7BkkIyR9\nUUjJsDutFzchXtPQTCnF8XqZbiuNFPFrsuS0KDtNplsVsoYZ950XAlPTmG/XVsV8srHMT+ePU+ik\naj65MImlG2zM91IqXFjfnYSEq5FEzC+StG6ek898oVxX7OeXS1NkDRsvCrA0nf5ULvbDWxnqvkPe\ntFl0mrRCj14ji6UZuE4bJ2ixuTSIEnB73zi7e0ZYcloIweos0pKVZkOhl6Jh0wp8Kl6Llu7RCNzz\nLs17rTS39m3g4NLU67pini/2kAp8NjSqKAE/7hsmEIK9lTJSKZ4v9nKk0LPqz9eEjC9yKo4BhFGE\np+s8MXodQ9UyWd1icNMNpJvLGNVFMrqFFwVkNBN73VaE6xKlsmClIQgQW248xybRyRX3oxBL01FK\noYjQpSRnWJSdBqnOe+RHYafXTcxUYxlb01fvjlK6wYn68kW5yxISrkYSMb+C7O0ZwdQ0TtSX6dGz\n7O1ZR6bjQtg3tJkfTh9m2W3hhwG2ZmBLnY3Tx/jN8nTcbtdzOTm6jWP1Mnt7RymYNinNoO47ZHSL\nmudQMlNc3zXEwycP4auIquvEhTCc7TtPaTr/e+8HSBsWCEH51CH8KDrLb64jMHSLn/cN8/OeQaLO\n/FCAVzqzRk/7omP3i6Bk2DRDHxAEYbDaCKyWKZHrHuKk26KhQj628Sa8MGDRafDTuWO0Ag9XSuZ2\n/gabnDZCKVi3Fdl3/p7xt/aNc2DmFRq+S4RiOF1kMF2gaKaYb9dZdptECvpS+bNSQVOagR+9emXz\no/B157gmJLyTEOr06Jy3wGc/+1m+973vYZomGzdu5B/+4R8oFM5OhxOdvhcJMUEU8vzyDLOtCnkj\nxQ1nCHqkFE7o0/Acvn7oCUYqC+ydnWTBMDE1g3EUs8ObOd47wsc3vwuA+VaNH80cpu57jGQK7Ooe\n4YnZI1Q9h4bv0gxcMprBXLuBG/rxQApN4w+23s720hAQzzP96vOPUfXaaEIiVodOG+hSwwl82qG3\nOkzZREPIeMhGpBQhCkMIBlJ5IgV138GLQvpSWXKGzXKnN02PnSWlm3TbGT46vA01+QK4LVTXMMvd\ngyAEXVb6gjODyk6DcruBpeuMZl7NKHLDIHZRIehLZc9yhzV8l4dOvkgzcAFBWjf54LodF9zaOCHh\nSnGx2nlJYv7oo49yxx13IKXkz/7szwB44IEHLsmga50nZo9ypLZAVrdwQp+MbvE/121nrl3DDQP6\nU3m67Qwvrcwy9fP/pKdaZllq5M0URaVYNi3Uje/ntv4NVL02P5g6RDv041mVxQGqXovpZhVL0zGk\nZKpRQdcko+kSC+06Fd/hPYObuLX/7EHUr1Tm+T9Hn6LmOuhS0pvKoQlBw3cJo4iK10YRFzOFKkIX\nGoam4YcBThggBfTbeUp2GrOzz2C6QMVt8fzSDH4U0G1ncKOQ9VaG368sQbsRl9q7bcR170Ju3H1F\n3oN24DHTqgIwmC68ZbdZQsLbycVq5yW5Wfbv37/68y233MK//du/Xcrhrnn8KORYbXG19WpKN1h0\nmvznyRdoBV68IgbuGL6ObaVBxjbeQHT4adx0gQWngWxW6RoYZ7x3DICfzh3Dj0K6rDSRUhxamaXh\nO6y4LTQZD4vImTZ9do6q72AZBvt6Rrm5b2zVpqbv8cziJEtui/cMbKYvlcPWDHrsDDPNCj+Yfoll\nt8VotkSgIojA0nUUihWvTcawMWQ8G3TZa7IuV+LD6/fw6PTLVNx4pa9QsT0ICoZNrlHjxPwkNTtD\nRkWMZvIYx3+J2rDrivRFSelm4iNPuOa4bD7zb37zm/zu7/7u5TrcNYkkbrsat1qNr7pN38UJPNZl\nS0AcNHxq4QTrsl2kxnejVuZJLc9RlDpiaBNi735Ex21QcdtkOqtKKQShUlQ9p7OCNgiikLLT4J6x\n3Qyk8/hRSFrvZHoQZ9c8Nv0SVS8+zqlWhXbk88F1O5BCUrIzbCsNUvNdfjT9Mk+XT2JrOl4QkuoU\nNtV9B7fj488aNq3AY65dZ//IVh6Zeonj9TJWJ50wpZtoCBZX5vGjCEvTafouE4HPZivNhci4E/g0\nA4+0bpLSE193QsJp3lTM9+/fz9zc3Dnbv/jFL3L33XcD8IUvfAHTNLnvvvsuv4XXEJqU7Ooa5rny\nVMdFEa+qvSh4dR8hafhOPCJON+Cm/4moLYFSkO8+q4KxP51julmhZKUJoohQhfSkMoSRYsVtIYWg\nL5UjbZj8ZPYIM60qUghu6h1je2mQmu9Q8dqrKZElqbHUbtLwPfIdH7KUEkvTebEyS9Yw48KlKKLm\nOZiaRt1zkELSCj1sDEypU/Xa2FJnyWtRMNO4YcBEfYnxXA/NwMXNdSHqNVLtBqamE7ktvM03k3qT\nVfnJxjI/nj1CpBRSCP7HwGbGcuc2N0tI+HXkTcX80UcffcPHv/Wtb/HQQw/xwx/+8HX3+fznP7/6\n8759+9i3b98FG3itsad7hKKZYtFpkDUs+lP5OCDnuwRKcaS6QNaw+Ndjz/LugU2M5rqgeP7GXLf1\nb+Dx6cMsOQ0Qgtv6xnmpOg9KMZot0fQ9pJQcWpllplWjy0oTqogn5yfostKkOz3WT4uj6vx7bdOw\nduDF7pKO/06TkghFSupIK0PFa5MzLCSSduiTMyz+bfI5lt1WXAhl2ARRRFo32F7s578XJnlseAPj\ny7N0Kyj3jzK2cdcbvm5eGPCT2aOkNANL0+Pf547wO+kbkmyUhGuCAwcOcODAgbf8/EsKgD788MN8\n5jOf4cc//jE9PT3nP0ESAH1TFtp1nlyY4PmlaXK6xfp8F0EU0Qp8PjK+ZzXb5XyczoDRRdyOt+w0\n+NHMKzR9l4xh8b6h6/jh9MvoUq623S07TW7pW8+24gD/PX+clyrz6DJ20+wsDfGuvvVnncMNA/7p\nyFNMNVaQQnRcJBr9qRxFM83J5nLsLopC3jO4iR4ry3+eeAFL09CEpB0G5AyL/SPbMKTkuyeep95x\nBwHcM7abG8/w45+PitviwRPPr95FACy7LT40tovSGdsSEq4VrmgA9I//+I/xPG81EHrbbbfx93//\n95dyyF9L+lI59g9vZcVtrYqVqUkagUe9I8qvhxTirGyMHjvLveN7YzeNjIdWFMwUZaeBYWqrK/F0\nZ0DGrf0bGMoUqXltilaadZnS6rHagcexWhkvDLilbz2akNR9B0vT+V+jOyk7TZ4pn6DLypAxLEYz\nXdwxtJXHZw7Tk8qw5DQxpSBSEV4UMpwp8uPZI4xluwk729qBj228+co6rZsYUtIOfFK6sXoBSzJR\nEhJiLknMjxw5crns+LXH1HTMTk63rcfBS9UR3YvlzArJ6UaFgXSehXadZbeFUopN+V5GOwFXKcRq\nqfuZtAOf/3vyReq+iyYEkVK8d3AL3aksKc1Ak5LBdIEuO82S0ySrW6zPd6MJSbedJdVcYThtsOw2\n0aXk9v4NlKw0sQNHke1coMqq0cnhefPX572D1/Gj2VdYdlsYUvLeoS1ndZ1MSPh15pLcLBd0gsTN\ncsHMNqv8cOYwYact7G1942fNtbwYvDDgB6deouzEfc4F8K6+MfpSebqszGpGy+vx8soc/71wnG4r\n01lBexTMFB9a/+a54H4U8ujUS5xsLCOFYEO+l31Dm9GlxmR9iR/NHMaQGmGksHSdu0evf8O7j9ce\nux14pHQzmdmZcE1zRd0sCZeXwUyBe8f3Uvdd0rpxwQJ3Pk7Ul1ls1+ntTNZp+C4T9eXVqs83IyQi\nUjBRX6LmO0QqIm+kVt03Z+JHIbOtKpFS9KdyuGFAPYiLj1RnFa51+sesz3Xz/pHtnGwsY0idrcW+\ni/o7DalhmKkL3j8h4deFRMyvMmzdwH4L+dNVr0078ON+LbqJp4LVBlwQd0d0ztPi9vUYThepe22W\n3CZpzcTr3C28tDLHru7h1f3cMOAHU79i2W2t2m8IjSCK6E/n42Kmyhyj2RJDmbgH+nCmyHDn54SE\nhMtDIubXAM8vT3Nw8SRCCDQhuWPoOvpTeUDhBD66lFQ9hz0XMbquaKXZkO/FXQnQpUZ/Ot9pqds4\na7+j1QWW3BY9dgaIC5mm2surza2kiKcLtQJv9Tk1r82K28bWdPpSuStS9ZmQcK2TiPk7nBW3xcHF\nkxStFJqQOIHPj2eP8NGNN/K+oet4evEEThhwfffQRc8hHct1seQ06O4Iddlt0m2fPRC5GXjoZ9wB\nWJqGJY24g2OnmEkB+Y5r5FRjhcdnDsdZNcDWYj+39o0ngp6QcIkkYv4OpxV4qytyAEszmGvXWHIa\njGRLcdHRW2R7aZDFdp1TzQoAY9kutpcGztpnMJ3nxZUZ/ChECkHd97h1YJz5Vp1lpwEIbu1bT18q\nh1KKn8wdJa2bq33IX67MsTHfS18q95btTEhISMT8HU/BtBHEvmtdarxcmcMNA7534gWGsyXeO7Tl\nLWd9GFLjfcNbafgOIMga1jlZMCOZErf3beDg0knCSLGre4gbekYRCNqBjyHl6iCISKl4SlMn3VII\ngUTihsFrT52QkHCRJKmJ1wAn68s8MXeUhXadmtdmW2kg9m+7LfZ2j7CnZ92bHkMFPurEr6C+HPeA\nGdtx3kn2r/v8znv8Zu6Sh6cOsdCuUTRTOGGAGwZ8eHw3WSPpJ56QcCZXDVIPAgAACIFJREFUtJ/5\nBZ0gEfMrQhhFPD5zmMV2fXXQQsN36U/led/wdW/4XKUi1MHHUAsnwbTBcxAD44g977vsvuxW4PHE\n7FFmW1XSusm7BzYxmCm8+RMTEn7NSPLMf03RpKQ/nedUs0K28wFohz49rwlYnpdWHbV4CvI98QfI\nzsL8JDgNuMy+7LRucte67UQq6kw0SgKfCQmXg0TMryG2FwcotxucbKwAirFs9zkBy/Pyelf/t/GG\n6swc+ISEhEsnEfNrCF1qvHdoS2e+JWR068JWvpk8omcYVT6FMmzw2tC/HlIXsKpPSEi4Kkh85glA\nJwA6+SuoL8XulvUXFwBNSEi4vCQB0ISEhIRrgIvVzsRxmZCQkHANkIh5QkJCwjVAIuYJCQkJ1wCJ\nmCckJCRcAyRinpCQkHANcMli/tWvfhUpJcvLy5fDnoSEhISEt8AlifnU1BSPPvooY2Njl8ueK8KB\nAwfW2oTzcjXaldh0YSQ2XThXo11Xo00XyyWJ+Z/+6Z/yV3/1V5fLlivG1frGXY12JTZdGIlNF87V\naNfVaNPF8pbF/MEHH2RkZIRdu3ZdTnsSEhISEt4Cb1ivvX//fubm5s7Z/oUvfIEvfelLPPLII6vb\nkirPhISEhLXjLZXzv/jii9xxxx2k02kATp06xfDwME899RR9fX1n7btp0yaOHTt2eaxNSEhI+DVh\n48aNHD169IL3vyy9WcbHx3n22Wfp6nrr8yYTEhISEt46lyXPPBkwkJCQkLC2vO1dExMSEhIS3n6u\nWAXo3/3d37Ft2zZ27tzJ5z73uSt12jflaip6+uxnP8u2bdvYvXs3H/nIR6hWq2tmy8MPP8zWrVvZ\nvHkzX/7yl9fMjjOZmprive99Lzt27GDnzp387d/+7VqbtEoYhuzdu5e77757rU0BoFKpcO+997Jt\n2za2b9/Ok08+udYm8aUvfYkdO3Zw/fXXc9999+G67hW34ZOf/CT9/f1cf/31q9uWl5fZv38/W7Zs\n4f3vfz+VSuWqsOui9UBdAR5//HF15513Ks/zlFJKLSwsXInTviknT55Ud911l1q/fr1aWlpaa3PU\nI488osIwVEop9bnPfU597nOfWxM7giBQGzduVBMTE8rzPLV792516NChNbHlTGZnZ9Vzzz2nlFKq\nXq+rLVu2XBV2KaXUV7/6VXXfffepu+++e61NUUopdf/996tvfOMbSimlfN9XlUplTe2ZmJhQ4+Pj\nynEcpZRSH/3oR9W3vvWtK27HT37yE3Xw4EG1c+fO1W2f/exn1Ze//GWllFIPPPDAmnzvzmfXxerB\nFVmZf/3rX+fP//zPMQwDgN7e3itx2jflait62r9/P1LGb8ktt9zCqVOn1sSOp556ik2bNrF+/XoM\nw+BjH/sYDz744JrYciYDAwPs2bMHgGw2y7Zt25iZmVljq+Jsroceeog/+IM/uCpSdKvVKk888QSf\n/OQnAdB1nUKhsKY25fN5DMOg1WoRBAGtVovh4eErbse73/1uSqXSWdu++93v8olPfAKAT3ziE/zH\nf/zHVWHXxerBFRHzI0eO8JOf/IRbb72Vffv28cwzz1yJ074hV3vR0ze/+U0++MEPrsm5p6enWbdu\n3ervIyMjTE9Pr4ktr8fk5CTPPfcct9xyy1qbwp/8yZ/wla98ZfWLt9ZMTEzQ29vL7//+73PDDTfw\nh3/4h7RarTW1qauri8985jOMjo4yNDREsVjkzjvvXFObTjM/P09/fz8A/f39zM/Pr7FF53IhenDZ\nhjy+UYFREASsrKzw5JNP8vTTT/PRj36U48ePX65TvyWb1qro6fVs+uIXv7jqb/3CF76AaZrcd999\nV8Sm13K1Zyc1Gg3uvfde/uZv/oZsdm2HTn/ve9+jr6+PvXv3XjUl4UEQcPDgQb72ta9x88038+lP\nf5oHHniAv/zLv1wzm44dO8Zf//VfMzk5SaFQ4Hd+53f4p3/6J37v935vzWw6H0KIq+7zf6F6cNnE\n/NFHH33dx77+9a/zkY98BICbb74ZKSVLS0t0d3dfrtNflE0vvvgiExMT7N69G4hvk2+88cbzFj1d\nKZtO861vfYuHHnqIH/7wh2+rHW/E8PAwU1NTq79PTU0xMjKyZvacie/7/PZv/zYf//jHueeee9ba\nHH72s5/x3e9+l4ceegjHcajVatx///384z/+45rZNDIywsjICDfffDMA9957Lw888MCa2QPwzDPP\ncPvtt69+5z/ykY/ws5/97KoQ8/7+fubm5hgYGGB2dvZt14CL4WL04IrcF95zzz08/vjjALzyyit4\nnve2C/kbsXPnTubn55mYmGBiYoKRkREOHjy45m/iww8/zFe+8hUefPBBbNteMztuuukmjhw5wuTk\nJJ7n8Z3vfIcPfehDa2bPaZRSfOpTn2L79u18+tOfXmtzgPiOampqiomJCf7lX/6F973vfWsq5BDH\nFtatW8crr7wCwGOPPcaOHTvW1KatW7fy5JNP0m63UUrx2GOPsX379jW16TQf+tCH+Pa3vw3At7/9\n7atikQBvQQ/etvDsGXiepz7+8Y+rnTt3qhtuuEH96Ec/uhKnvWDGx8evimyWTZs2qdHRUbVnzx61\nZ88e9Ud/9EdrZstDDz2ktmzZojZu3Ki++MUvrpkdZ/LEE08oIYTavXv36mv0/e9/f63NWuXAgQNX\nTTbLL37xC3XTTTepXbt2qQ9/+MNrns2ilFJf/vKX1fbt29XOnTvV/fffv5rddiX52Mc+pgYHB5Vh\nGGpkZER985vfVEtLS+qOO+5QmzdvVvv371crKytrbtc3vvGNi9aDpGgoISEh4Rrg6gi/JyQkJCRc\nEomYJyQkJFwDJGKekJCQcA2QiHlCQkLCNUAi5gkJCQnXAImYJyQkJFwDJGKekJCQcA2QiHlCQkLC\nNcD/AwShTDEECQu9AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is still pretty lovely and impressionist-y but I still didn't like that it was hard to see when the dots overlapped. So let's add a black outline, and specify that `color` is just the `facecolor`:\n", "\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color)\n", " \n", "fig.savefig('scatter_matplotlib_improved_03_added_outline.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ack, but those lines are too thick ... let's think them down to `linewidth=0.15`\n", " \n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n", "fig.savefig('scatter_matplotlib_improved_04_thinned_outline.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nCKuf7AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Now* we're getting somewhere. This looks very lovely. Don't you want to just cuddle up with that cute plot?\n", "\n", "What are those top and right axes lines really doing for us? They're boxing the data in, but we can do that with our eyes from the other axis lines. So let's remove the top and right axis lines using `ax.spines`:\n", "\n", " # Remove top and right axes lines (\"spines\")\n", " spines_to_remove = ['top', 'right']\n", " for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "fig.savefig('scatter_matplotlib_improved_05_removed_top_right_spines.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBG4D/z884CyTY5MFBgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Oops, but we still have the ticks on the top and right axes. We'll need to get rid of them. Actually, why don't we just get rid of all ticks altogether? We can tell by the position of the number where it indicates, so we don't need an additional tick.\n", "\n", " # Get rid of ticks. The position of the numbers is informative enough of\n", " # the position of the value.\n", " ax.xaxis.set_ticks_position('none')\n", " ax.yaxis.set_ticks_position('none')" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "\n", "# Get rid of ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "fig.savefig('scatter_matplotlib_improved_06_removed_ticks.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ahh, much better. But we won't stop there. Now we'll tweak the remaining pieces of the figure. For the rest of the spines, let's thin the line down to `0.5` points instead of the default `1.0` points. Also, we'll change it from pure black to a slightly lighter dark grey. Here they are side by side:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(2)\n", "axes[0].set_axis_bgcolor('black')\n", "axes[0].text(0.5, 0.5, 'black', color='white', fontsize=24, va='center', ha='center')\n", "axes[1].set_axis_bgcolor('#262626')\n", "axes[1].text(0.5, 0.5, 'almost black', fontsize=24, color='white', va='center', ha='center')\n", "fig.savefig('black_vs_almost_black.png')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRCRDDHciIhliuBMRyRDDnYhIhv4f3yMzupy+ziYAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So not a *huge* difference, and the dark grey still looks pretty black, but it's [a little more pleasant on the eyes](http://ianstormtaylor.com/design-tip-never-use-black/) to use a dark grey instead of black. There's very few things in nature that are truly black. Just look at shadows! They're just dark grey, or blue, or red or purple. But I digress. Back to plotting libraries...\n", "\n", "To change the $x$-axis and $y$-axis line colors, and the outlines of the scatter sybmols from black to dark grey, we'll do:\n", "\n", " # For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n", " almost_black = '#262626'\n", " ...\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor='black', facecolor=color, linewidth=0.15)`\n", " ...\n", " spines_to_keep = ['bottom', 'left']\n", " for spine in spines_to_keep:\n", " ax.spines[spine].set_linewidth(0.5)\n", " ax.spines[spine].set_color(almost_black)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "# Save a nice dark grey as a variable\n", "almost_black = '#262626'\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "\n", "# Get rid of ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n", "spines_to_keep = ['bottom', 'left']\n", "for spine in spines_to_keep:\n", " ax.spines[spine].set_linewidth(0.5)\n", " ax.spines[spine].set_color(almost_black)\n", "fig.savefig('scatter_matplotlib_improved_07_axis_black_to_almost_black.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 17 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is nice. But if you look closely, the tick labels are still black :( We have to change them separately, using\n", "\n", " # Change the labels to the off-black\n", " ax.xaxis.label.set_color(almost_black)\n", " ax.yaxis.label.set_color(almost_black)\n", "\n", "And while we're at it, let's add a title and make it dark grey too.\n", "\n", " # Change the axis title to off-black\n", " ax.title.set_color(almost_black)\n", " \n", " ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "# Save a nice dark grey as a variable\n", "almost_black = '#262626'\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "\n", "# Get rid of ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n", "spines_to_keep = ['bottom', 'left']\n", "for spine in spines_to_keep:\n", " ax.spines[spine].set_linewidth(0.5)\n", " ax.spines[spine].set_color(almost_black)\n", "\n", "# Change the labels to the off-black\n", "ax.xaxis.label.set_color(almost_black)\n", "ax.yaxis.label.set_color(almost_black)\n", "\n", "# Change the axis title to off-black\n", "ax.title.set_color(almost_black)\n", "\n", "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n", "fig.savefig('scatter_matplotlib_improved_08_labels_black_to_almost_black.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you remember in the original example, we also had an axis legend, using\n", "\n", " ax.legend()" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "# Save a nice dark grey as a variable\n", "almost_black = '#262626'\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "\n", "# Get rid of ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n", "almost_black = '#262626'\n", "spines_to_keep = ['bottom', 'left']\n", "for spine in spines_to_keep:\n", " ax.spines[spine].set_linewidth(0.5)\n", " ax.spines[spine].set_color(almost_black)\n", "\n", "# Change the labels to the off-black\n", "ax.xaxis.label.set_color(almost_black)\n", "ax.yaxis.label.set_color(almost_black)\n", "\n", "# Change the axis title to off-black\n", "ax.title.set_color(almost_black)\n", "\n", "ax.legend()\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n", "fig.savefig('scatter_matplotlib_improved_09_ugly_legend.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njLEo8H/0HKrIRMyZ4wAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many things I don't like about this legend. \n", "\n", "1. First of all, why does it have such a thick border line? What does that really add to our interpretation of the legend? The black line is so thick that it distracts from what we're trying to portray - which label goes with which color.\n", "2. Why does it show three points? Does this legend think I'm dumb and can't figure out which symbol goes with which label after one iteration, so it does it three times?\n", "3. Finally, the legend labels are pure black. Maybe you notice it too, after comparing to $x$-axis and $y$-axis lines and labels.\n", "\n", "We'll accomplish these three things using this code:\n", "\n", " # Remove the line around the legend box, and instead fill it with a light grey\n", " # Also only use one point for the scatterplot legend because the user will \n", " # get the idea after just one, they don't need three.\n", " light_grey = np.array([float(248)/float(255)]*3)\n", " legend = ax.legend(frameon=True, scatterpoints=1, fontcolor=almost_black)\n", " rect = legend.get_frame()\n", " rect.set_facecolor(light_grey)\n", " rect.set_linewidth(0.0)\n", " \n", " # Change the legend label colors to almost black, too\n", " texts = legend.texts\n", " for t in texts:\n", " t.set_color(almost_black)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib.pyplot as mpl_plt\n", "import brewer2mpl\n", "\n", "# Get \"Set2\" colors from ColorBrewer (all colorbrewer scales: http://bl.ocks.org/mbostock/5577023)\n", "set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "# Save a nice dark grey as a variable\n", "almost_black = '#262626'\n", "\n", "fig, ax = mpl_plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " color = set2[i]\n", " ax.scatter(x, y, label=str(i), alpha=0.5, edgecolor=almost_black, facecolor=color, linewidth=0.15)\n", "\n", "# Remove top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(False)\n", "\n", "# Get rid of ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('none')\n", "ax.yaxis.set_ticks_position('none')\n", "\n", "# For remaining spines, thin out their line and change the black to a slightly off-black dark grey\n", "almost_black = '#262626'\n", "spines_to_keep = ['bottom', 'left']\n", "for spine in spines_to_keep:\n", " ax.spines[spine].set_linewidth(0.5)\n", " ax.spines[spine].set_color(almost_black)\n", "\n", "# Change the labels to the off-black\n", "ax.xaxis.label.set_color(almost_black)\n", "ax.yaxis.label.set_color(almost_black)\n", "\n", "# Change the axis title to off-black\n", "ax.title.set_color(almost_black)\n", "\n", "# Remove the line around the legend box, and instead fill it with a light grey\n", "# Also only use one point for the scatterplot legend because the user will \n", "# get the idea after just one, they don't need three.\n", "light_grey = np.array([float(248)/float(255)]*3)\n", "legend = ax.legend(frameon=True, scatterpoints=1)\n", "rect = legend.get_frame()\n", "rect.set_facecolor(light_grey)\n", "rect.set_linewidth(0.0)\n", "\n", "# Change the legend label colors to almost black, too\n", "texts = legend.texts\n", "for t in texts:\n", " t.set_color(almost_black)\n", "\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nshowing improved matplotlib `scatter`')\n", "fig.savefig('scatter_matplotlib_improved_10_pretty_legend.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmUXGWZ/z93r726qvfurCSQsCkdsrGEJSERISwyh20Q\nHHAGMBMU/YniMjCoGXRkGFEZxWUQj44OCiMMizKMEseNHQRMyELS6X2p6qqu9a7v749KX9JZIEuH\nhOR+zulzuu72PvfWree+93mf5/tKQghBQEBAQMC7GvlAGxAQEBAQsO8EzjwgICDgECBw5gEBAQGH\nAIEzDwgICDgECJx5QEBAwCFA4MwDAgICDgECZx7wriaTyfC9732Pd2uGrRCC73//+wwNDR1oUwLe\n5QTOPGCvWbx4MX/84x/3at9vfOMb3HTTTQD09vbS0dHhO+Qrr7ySn/3sZ7t1nPr6ejZt2sQPf/jD\nvbLjQCNJEg0NDdx2220H2pQJYfbs2XR1dR1oMw5LAmd+iNLd3c3s2bPxPM9f9uCDD/LXf/3X77gt\nTz/9NKeffvq4ZZIk+f+3tbXx4osvjlu27f9vxy233MLjjz9Od3f3vhv7Fmz/8NrZNd4bLrjgAtLp\nNI899ti+mhhwGKMeaAMC9g7HcVDVt//6Dtbww0TaZRgGP/3pTyfseHvK3p7Ltt/hF77whYk0KeAw\nJOiZH0QsXryY73znO5x77rnMnz+fz3zmM1iWBdR6t6eddhrf/e53OfXUU/nc5z6HEILvfOc7LF26\nlAULFnDjjTeSz+cB+OAHPwjA3LlzmTNnDi+99BK33norL730Eh0dHcyfP59XXnmFk08+eZwzeuKJ\nJ7jggguAWijkox/9KB//+MeZM2cOF110EWvXrt2p7ZZlsWrVKhYtWsSiRYv4p3/6JyzLolwu83d/\n93cMDg7S0dHBnDlzGBwcHLfvznq4W7Zs4eKLL+bEE09kxYoV/nntLtlsluuuu4558+axYMECrrji\nCv88+/r6WLlyJSeddBILFizgi1/8ot/mVVddxYIFC1i4cCGf/OQnKRQKANx000309fVx/fXX09HR\nwfe+9z2uvPJK/xp3dHTw8ssvA/Dzn/+cc845h/nz5/PhD3+Y3t5e367Zs2fz4x//mGXLlnH22Wfv\n0Tm99NJLXHbZZcybN48LLriAZ555BoAXXniBhQsX0t/fD8DatWuZP38+mzZtAvDvkTlz5nDuuefy\n5JNP+sd88MEHueyyy7j99tuZN28eS5cu5YUXXuCBBx7gjDPO4OSTT+YXv/iFv/3NN9/MLbfcwjXX\nXMOcOXO48sorx53ftliWxVe+8hXOPPNMTjnlFG699VZM09yjcw7YA0TAQcOZZ54pli9fLvr7+0Uu\nlxOXXXaZ+Nd//VchhBB/+tOfxDHHHCPuuOMOYVmWqFar4gc/+IG49NJLRX9/v7AsS/zDP/yD+MQn\nPiGEEKK7u1vMmjVLuK7rH//BBx8Ul19++bg2zznnHLF69Wr/84oVK8S9994rhBDi61//ujj22GPF\nr371K+E4jvj+978vFi9eLBzH8e39wx/+IIQQ4mtf+5q49NJLRSaTEZlMRlx66aXia1/7mhBCiKef\nflqcdtpp49r9+te/Lj75yU8KIYTo6uoaZ+sHP/hBsWjRIrF+/XpRLpfFDTfc4G+7u9xxxx3illtu\nEY7jCMdxxHPPPSeEEMJxHHHeeeeJ22+/XVQqFWGapr+us7NT/OEPfxCWZYlMJiOuuOIKsWrVqnHf\nz9j57uoa/8///I9YunSp2Lhxo3BdV/zbv/2buPTSS/31s2bNEtdcc43I5/PCNM3dPp/+/n4xf/58\n/7v6/e9/L+bPny+y2awQQog777xTXHXVVaJSqYjly5eLH/3oR/6+jz/+uBgcHBRCCPHoo4+KE044\nQQwNDQkhhHjggQfEMcccIx588EHheZ7413/9V7Fo0SLxhS98QViWJX73u9+Jjo4OUS6XhRBCfPrT\nnxYdHR3i2WefFaZpii996Uvj7qlZs2aJLVu2CCGEWLVqlfjIRz4i8vm8KBaL4rrrrhP/8i//stvn\nHLBnBD3zg4wPfvCDNDc3k0wmuf7663n00Uf9dZIkccMNN6BpGoZh8J//+Z987GMfo7m5GU3TWLly\nJb/61a/wPG+nr/47W3bBBRfw8MMPA5DL5fj973/P8uXL/fXHHXccy5YtQ1EUrr76akzT5KWXXtrh\nOI888ggrVqwgnU6TTqdZuXIlDz300C7bfTsuvPBCZs6cSTgc5mMf+xiPP/74Hh1H0zSGhobo6elB\nURROPPFEAP785z8zNDTEpz71KUKhELqu++umTJnCSSedhKZppNNp/uZv/oZnn312l23szJ6f/vSn\nXHvttRxxxBHIssx1113H2rVr6evr87e59tprSSQS6Lq+2+fz0EMPcfrpp3PaaacBcPLJJ3Pcccex\nevVqAG644QYKhQIXX3wxLS0tXHHFFf6+Z599No2NjQCcc845TJ061X+LAJg0aRIf+MAHkCSJ97//\n/QwODvL3f//3aJrGKaecgqZpdHZ2+tufeeaZzJ07F13X+fjHP85LL73EwMDADtfmZz/7GZ/5zGdI\nJBJEo1Guu+66cfdzwMQSxMwPMlpaWvz/29raxoUk0un0OAfQ09PDypUrkeU3n8mKojA8PLzb7Z1/\n/vmce+65VCoVHn/8cebOnUtDQ4O/vrm52f9fkiRaWlp2CJMADA4O0t7e7n9ubW3d6Xa7y7bXobW1\nFcdxGBkZIZ1O79b+H/7wh/nmN7/JNddcA8All1zCtddeS19fH21tbeOu2RjDw8OsWrWK559/nlKp\nhOd51NXV7ZHdvb29rFq1iq985Svjlg8MDNDa2uqfz57S29vLL3/5S37zm9/4yxzHYeHChQCoqsoH\nPvABVq1axWc/+9lx+/7iF7/gBz/4AT09PQCUy2VyuZy/vr6+3v8/FAoBjLvOoVCIcrkM1O6Bbe+J\nSCRCMplkYGBg3PJsNkulUuGiiy7ylwkh9nmwOGDXBM78IGPbHlxvby9NTU3+5+0zPFpbW7n99tvp\n6OjY4ThjP9xt2VmGSEtLCyeccAJPPPEEDz/88A7ZLmNxWADP8+jv7x9n0xhNTU10d3czY8YM/zzG\ntttZu2+XrbLtdejr60NVVVKp1Fvusy3RaJRPf/rTfPrTn2b9+vV86EMf4vjjj6etrY2+vj5c10VR\nlHH73HnnnciyzCOPPEIikeDJJ5/04+k7s3ln59Da2sqKFSvGvd1sz55k6ozR1tbGBRdcMM6ebRkY\nGODuu+/mr/7qr7j99tv5+c9/jq7r9PT08A//8A/cd999dHR0IEkSF1544V4P2gohxt0TpVKJfD4/\nzpEDpFIpQqEQjz766E7vl4CJJwizHGT8x3/8BwMDA+RyOb797W9zzjnn7HLbyy67jDvvvNMfgMpm\ns/zv//4vUOtZybLMli1b/O0bGhro7+/Htu1xx7ngggv43ve+x/r161m2bNm4da+99hr/8z//g+M4\n3HfffRiGwQknnLCDLeeeey7f+ta3yGazZLNZ7r77bn8gtb6+nlwuR7FY9Ld/O2fy8MMPs3HjRiqV\nCnfddRdnn332HjnBp556is7OToQQxGIxZFlGURTe85730NjYyB133EGlUsE0TV544QWg1mONRCLE\nYjEGBgb43ve+N+6YDQ0N43Kod3aNL7/8cu655x42bNgAQKFQ4PHHH99tu3fF+eefz29+8xt+97vf\n4boupmny9NNPMzAwgBCCm2++mYsvvphVq1bR2NjIXXfdBUClUkGSJFKpFJ7n8cADD7B+/fp9smX1\n6tU8//zzWJbFXXfdxQknnLCDM5dlmYsvvph/+qd/IpvNArUHzu9+97t9ajtg1wTO/CBj+fLlXHPN\nNSxdupRp06axYsUKf932zuxDH/oQS5Ys8TMLLr30Uv785z8DEA6Huf7667n88suZN28ef/7zn1m4\ncCFHHnkkp556KieddJJ/nGXLltHb28vSpUsxDGNce4sXL+axxx5j/vz5/Pd//zff/OY3d+jRAqxY\nsYLjjjuO888/n/PPP5/jjjuOj3zkIwDMmDGDc889lyVLljB//nwGBweRJOkt88ovvPBCbr75Zk49\n9VRs2+bzn//8Hl3HzZs3c/XVVzNnzhwuu+wyrrjiCubPn48sy3z7299my5YtnHHGGZx++um+s125\nciWvvfYaJ554Itdffz3ve9/7xtl17bXX8q1vfYt58+Zx77337vQan3XWWfzt3/4tH//4xznxxBM5\n77zzxjmwvemVQ+0N6t/+7d+45557OPnkkznjjDO499578TyPH/7wh4yMjPCxj30MgNtvv50HH3yQ\n559/npkzZ3L11Vdz2WWXccopp7B+/XrmzJkzzp7deePYdt3y5cu5++67WbBgAWvWrOGrX/3qTve9\n6aabmDp1KpdccgknnngiV199NZs3b96r8w94eySxt+9bARPO4sWLWbVq1ThH+06xbNkybrvttnFt\nf/Ob36Szs3PcjzXg8OYzn/kMzc3N3HjjjQfalIDtCHrmATzxxBNIkrTDQyR4zgdsT3BPHLwEA6CH\nOVdeeSVvvPEG//zP/7zDup29ggcc3gT3xMFLEGYJCAgIOAQIwiwBAYcxgYTwoUPgzCeQbWVd9xd/\n93d/N04rY6J47rnn9lgr5N3AnsjpvtMEEsL7zqEmIbwvBM58AnknYonf/e53ufDCCyf8uHPnzuWX\nv/zlhB/3YOCd+F52JvO7P48dSAi/SSAhXCMYAJ1A3q2vqu80O6u+DNgzJvJeCySEDw2Cnvle8J3v\nfIfTTjuNOXPmcPbZZ/u9DUmSsG2bT3/608yZM4fly5fz6quv+vtt3LiRK6+8knnz5rF8+XJ+/etf\nA9DV1cW8efP87T7/+c9z8skn+59vuukm7rvvPmD8K/SDDz7I5Zdfzle+8hXmz5/PkiVL+O1vf+vv\n19XVxRVXXMGcOXO4+uqrue2223YZBtq+97d48WK+//3vc95559HR0cFnP/tZhoeH+du//Vu/AGR0\ndBR4s4d1//33s2jRIk499VT+/d//3T/WmJTuTTfdxIknnsh//dd/MTAwwPXXX8+CBQtYtmyZf04D\nAwO8973vHSd5+5e//IWFCxfiui7w1hKzv//97zn77LOZO3euX/q+K2exrV1z5szhvPPOY/PmzX5h\nzplnnsnvf/97f/sHHniAc845hzlz5nDWWWfxn//5nwC7lPkNJIQPLgnhQ553Sp7xUGHjxo3i9NNP\n9yVFe3p6fMnPr3/96+L4448Xq1evFp7niX/5l38Rl1xyiRBCCMuyxFlnnSXuueceYdu2+OMf/yg6\nOjrEpk2bhBBCnHHGGeK1114TQgixbNkycdZZZ4kNGzb469asWSOEqMnD/uxnPxNC1ORLjz32WHH/\n/fcLz/PEf/zHf4hTTz3Vt/WSSy4RX/nKV4Rt2+K5554Tc+bMETfddNNOz+tPf/rTOJnaM88805e0\n7e/vFyeddJK48MILxZo1a4RpmuKqq64S3/jGN4QQb0rYfuITnxCVSkW8/vrrYuHChb5c7JiU7pNP\nPimEEKJarYq//uu/FrfddpswTVOsWbNGLFy4UPzxj38UQghx1VVXifvvv9+35ctf/rK49dZbhRBv\nLTGbyWRER0eHL9l77733imOOOca/Xtsz9n397ne/E47jiE996lPizDPPFN/+9reF4zji/vvvF4sX\nL/a3f+qpp/zv+plnnhHvfe97/e9sVzK/gYTwwSEhfDgQ9Mz3EEVRsCyLDRs2YNs2bW1tTJ482V8/\nd+5cTjvtNCRJ4vzzz/d7Yi+//DKVSoVrr70WVVVZuHAhZ555Jo888ggA8+bN45lnnmFoaAhJknjf\n+97Hs88+S1dXF8VikdmzZ+/Unra2Ni6++GJfQGloaIhMJkNvby+vvvoqH/vYx1BVlRNPPJHFixfv\n0SvtBz/4QdLpNM3NzcydO5cTTjiB2bNno+s6S5cuZc2aNeO2X7lyJaFQiKOOOoqLLrrIPzeAjo4O\nlixZAtR6fS+++CKf/OQn0XWd2bNnc/HFF/uSucuXL/f3FULw+OOP+8JVu5KY7e3t5be//S1HHXWU\nL9n7N3/zN+MUIHfGvHnzOOWUU1AUhfe9732MjIxw7bXXoigK73//++np6fE1ZU4//XT/ux7b77nn\nnvPt3BmBhPDBISF8OBDEzPeQqVOn8tnPfpZvfOMbbNiwgVNPPZWbb77ZV4bbXk7UNE08z2NwcHCc\nrCvUHPGYDvS8efP49a9/TXNzM/PmzWPevHk8/PDDGIbh/1h2xrbOKhwOA7XX/kwmQzKZHKe10tra\nOu5H8XZsey6GYezweUwWddvjb3tu69at8z9vK8Q0ODhIMpkkEomM23csJLVs2TK+9KUvMTQ0xKZN\nm5Blmblz5wJvLTE7ODi4g+DT28nNbi/1mkql/MHDMTnYUqlELBZj9erV3H333XR2duJ5HpVKhVmz\nZr3l8QMJ4YNDQvhwIHDme8Hy5ctZvnw5xWKRW2+9lTvuuGOnFZTb0tTURH9/P0II31n09vYyffp0\nAObPn89Xv/pVWlpamD9/PieeeCL/+I//iK7rLFiwYI9tbGxsJJ/PU61WfafU29u7XzM7ent7OeKI\nI/z/t3dkYzQ1NZHP5ymVSkSjUaAWhx3bPplMcsopp/DYY4+xceNGzj33XH/ft5KY7ezs9FUjodbz\ne6uH155cC8uy+OhHP8pXv/pVlixZgqIo/P3f/73fu9zVsQIJ4YNDQvhwIAiz7CGbNm3ij3/8I5Zl\noes6uq7vVmbGe97zHkKhEN/97nexbZunn36a3/zmN76jmjp1Krqu8/DDDzN//nxisRjpdJonnnhi\n3ODo7tLe3s5xxx3HN77xDWzb5sUXX+Spp57arz+Eb33rW1SrVdavX89//dd/7VK+t7W1lY6ODu68\n804sy2Lt2rU88MADnH/++f42y5cv5xe/+AW/+tWvxv2w30pi9rTTTmP9+vW+ZO8Pf/jDt5yoY0/C\nDpZlYds2qVQKWZZZvXr1uMHRncn8QiAhvC0HUkL4cCBw5nuIZVnceeedLFy4kEWLFjEyMsInPvEJ\n4K3lRHVd59vf/jb/93//x0knncQXv/hF/vmf/9nvmQMsWLCAVCrl91Dnz58PwLHHHrtTW95OvvSO\nO+7gpZdeYsGCBdx1112cc845aJq2y3PbU0e//fbz589n6dKlXH311Xz4wx/2M3J2Zuedd95JT08P\nixYt4oYbbuCjH/3oOKGvJUuW0NnZSVNT07hQxltJzKbTae666y7uuOMOFi5cyJYtW8bJve7M/rfr\nLY59jsVifO5zn+PGG29k/vz5PProo/4YAOxa5jeQED44JIQPB3Zbm+Waa67xZw155ZVXgFq60SOP\nPIKu68yYMYN7772XZDK5Xw0O2HtuvPFGZs6cycqVKyf0uN3d3Zx11ln85S9/2Wks9XAlkBAOeCfZ\n7V/e1VdfvUOF4LJly3jttdd4+eWXOeqoo7j99tsn3MCAveeVV15hy5YteJ7H6tWr+fWvf81ZZ511\noM06bNibLJSAgL1ltwdAFy1atMMsIUuXLvX/X7BgAQ888MCEGRaw7wwPD3PDDTeQy+VoaWnhtttu\n22WK474SvP7uSCAXG/BOskcSuJs3b+a8887zwyzbct5553H55ZfvMCFwQEBAQMD+Z0ICnKtWrULX\n9cCRBwQEBBwg9tmZ/+AHP+Cxxx7jxz/+8U7XP/300/vaREBAQEDA27BPzvyXv/wlX/3qV3nooYf8\nwpTteeaZZ/aliYCAgICA3WC3nfnll1/OySefzOuvv87kyZP593//d2644QaKxSJLly6lo6ODFStW\n7E9bAwICAgJ2wW5ns/zkJz/ZYdmYbkNAQEBAwIElqPAICAgIOAQInHlAQEDAIUCgmhgQEPCuxDTN\nA23ChLCtTPW+EPTMAwICAg4BAmceEBAQcAgQOPOAgICAQ4DAmQcEBAQcAgTOPCAgIOAQIHDmAQEB\nAfuBfD7PjTfeyIIFCzj77LN57LHH9mt7QWpiQEBAwH5gTE32qaeeYu3ataxcuZJZs2b5k3ZPNEHP\nPCAg4LBECIHjOPvl2OVymf/93/9l5cqVhMNhOjo6OOOMM3jkkUf2S3sQ9MwDAgIOQ3qyQ7w01IUj\nCeplgwVTZ73lZOd7SmdnJ4qiMGXKFH/ZrFmzePbZZyesje0JeuYBAQGHFUIIXh7cghQNoUXCjIZk\n1g32TGgb5XKZWCw2blkkEqFcLk9oO9sSOPOAgIDDCiEEtjR+tkzLcye0jUgkQrFYHLesWCwSiUQm\ntJ1tCcIsAQGHGIODgwwMDCCEIJlMMnXq1ANt0kGFLMs0qhFGhECSJDzLpq2ueULbmDp1Kq7rsmXL\nFj/Usm7dOmbOnDmh7WxL0DMPCDiEKJVKDAwMoOs6hmFQLBYZGho60GYddCyYNosj5BjtIsS81GSa\n0/UTevxIJMKSJUu4++67qVQqvPDCC6xevZrzzjtvQtvZlqBnHhBwCFEqlcYN5KmqSrVaPYAWHZwo\nisLR7fv3jeXzn/88t9xyC2eccQapVIrPf/7zHHHEEfutvcCZBwQcQiSTSb9nDmDbNolE4gBbdXiS\nSCT42te+9o61F4RZAgIOIQzDYNq0aciyjCRJtLS0kEwmD7RZAe8Au+XMr7nmGpqbmzn++OP9Zdls\nlqVLl3LUUUexbNkycrncfjMyICBg94nH4xx55JEcddRRNDQ0HGhzAt4hdsuZX3311fzyl78ct+zL\nX/4yS5cuZd26dSxZsoQvf/nL+8XAgICAgIC3Z7ec+aJFi0ilUuOWPfzww3zoQx8C4EMf+hC/+MUv\nJt66gICAgIDdYq8HQAcGBmhuruVmNjc3MzAwMGFGBQQEvHPk83n/95tOp4PQzLuUCRkAlSQJSZIm\n4lABAQHvIKZpsmXLFoQQCCHo6+tjdHT0QJsVsBfstTNvbm6mv78fgL6+PpqamibMqICAgHeGXC7n\npzEC6LpOX18flmUdQKsC9oa9dubnn38+9913HwD33XcfF1544YQZFRAQ8M4QjUaxbRsA13Xp7e0l\nk8mwZs0av7O2t1iWRSaT2W8yswHj2a2Y+eWXX87q1asZHh5m8uTJfOELX+Dmm2/mkksu4fvf/z7T\npk3j/vvv39+2BgQE7ISuri4KhQKKotDa2vq2RULFYpGRkREkSaK9vZ3GxkYGBwfJZDJomkZ9fa20\nvb+/n+bm5r0KoWazWbq7u9E0jZ6eHqZOnRrku+9ndsuZ/+QnP9np8ieffHJCjQkICNg9isUi3d3d\n5HI5qtUqLS0tAGzatIn3vOc9u3TAhUKBTZs2YRgGQgjWrl3L0UcfTXNzM2+88YbfS3cch+HhYbq6\numhsbCQcDu+Rff39/RiGAdQKmfr7+w8rZ/6Tn/yEhx56iA0bNvD+97+fL37xi/u9zaACNCDgXcim\nTZv8xANVVclms0AtGaFSqexyv2w26ztZSZKwLAvTNAFIpVJYloXnefT29hKJRKhUKmzYsOEtj7kz\nhBgvMet53h7t/26nqamJ66677h0NPwfOPCDgXYYQwh+gHBPVGotLCyHeshe9fY/d8zwURQFqznzK\nlClYlkUymfTDLbquk8lk9sjGZDLp2+Q4DnV1dXu0/zvB/pw2bsmSJZx55pnv6HkHQlsBAe8yJEny\nM1DGBjAty0IIwbRp094yxt3a2srrr7+OJEm4rktDQwOq+qYbGNM/7+7uxvM8isUitm1TqVRob2/f\n7fj5pEmTMAyDSqVCNBr1HwwHC6MDPbgbXkT1bMxoPXXHn4Q6gdPGjbH9G8r+JHDmAQHvQqZPn+47\n3ObmZn8yhLdztpqmceyxx5LP5zEMY6e9+GKxyODgIKOjo5imiaIopNNpnn/+eebOnQvUpkVzXZdY\nLLbLNhsbG/fq3IaGhigWi6iqyqRJkya8hkUIgbPhJRo0AA2cUYY715GeeeyEtgM7vgntTwJnHhDw\nLiQWizF79mz/88aNG/1in1QqxbRp03a5ryRJu3z9LxQK5HI52tvbkWWZwcEBLLNKbiRDZniYtrY2\nLMtidHQURVGQZZnZs2dPiNMSQrB+/XoKhQKxWAzTNFm3bh2zZs3a52Nv347iWrBNT1yyzQltY9u2\n3imCmHlAwLucoaEhLMsiEokQiUQolUr+gOieYpqmH3YRQuC6LvF4lFg0QjwW5rXXXqVYLPpt5HI5\n+vr69vkcXNflL3/5CwMDAxQKBQYHB8cN5o5l1oyMjOxzW7IsYyeafEdbdjzUxrZ9Pu7OeCd75oEz\nDwh4l2PbNrL85k9ZVVU/xXBPSaVS/r6RkIZlVhGi5mwNTaZaKTMwMIDruiiKgm3b+1xcBLUqckVR\n0DQNXddxXZdqtYosy3R1dTEwMEC5XKanp2dC2ksdv5DhhplkkpOwj1pAvKFln4+5La7rYpomruvi\nui6WZeG6Eztp9PYEYZaAgHchpVKJkZERNE0jlUqRyWT8QVHLsnZQORVCUK1W0XWdnp4etmzZguM4\nJJNJmpqaaG9vB2rTqR155JH09fVRqVroKsgSuK7D6GiJULTWVl1dHZFIxE+N3FfE1smVE4kEmUwG\n13UpFoscffTR9Pb2+lk7mqaRy+X8vPq9RVEU6mccvc9274p77rmHe+65x//86KOP8pGPfITrr79+\nv7UZOPOAgHcZo6OjdHZ2ouu6n3Eyffp0hoeHAZgyZco4vZVqtcpzzz2Hbdt+Tnm1WvWzVIrFIrFY\nzC/qCYVCTJ8+ndHRUWKRMJmhfjwkKq7M7OnT6erq8h8OLS0t4+Yc3RmdnZ1+aEZVVcLhMA0NDeMG\nSOvr6xkZGcEwDBobG7Esi+OOOw5ZlncI47wbRP1WrFjBihUr3tE2gzBLQMC7jG174bIsMzo6SiQS\nYdq0aUybNo1KpUJ3d7c/IPrcc88hhMAwDEzTpKenB03TiEaj/jabNm3aaVuxZIpoXSPRRD1GKIwQ\nAlmWKZVKuK6L53l+r35n9PX1US6XcRzHl9rNZrO88cYb49QZI5EIM2fOJBKJEIvFfEcO0NLSQrVa\nxfM8TNMzEabrAAAgAElEQVTc5175oUrQMw8IOIjI5XIMDw8jhKC5uXmnOis765lKkoQQgs7OTvr6\n+ujv76dcLvtFRGMOUFEUwqEQlUoZTdPRdZ21a9cybdpU3tjwOqoeIpVKE4/HaWpq4rXXXsO2bQqF\nArZt83//939MmzaNdDoN1PLJY7HYTs8ln8/z+uuvY9s2pVIJRVF8GQHLsujt7fXPr7+/39dUTyQS\n48YA0uk0Q0NDjIyMEAqFAuGuXRA484CAA4xpVsl0r6NUyjOUs0g31YpzOjs7OfLIIwmFQuO2b25u\nZsOGDWiahuM4NDQ0MDw8THd3N1u2bPELdcLhMMVikdHRUeLxONFoFDwHxzExdA3bthFC1Mr3uzoZ\nGuglHo3gSSqTJk9lypQpqKpKtVqt7UttsNW2berq6vz49oYNGygWiziOw5QpU5g5cyaqqtLV1UUi\nkfAfKplMBsMwkGXZL3KCWs764OCgf56VSoXBwUFfVruvrw/P8/wHSHd390FZUXqgCZx5QMABZrhr\nDXHdpmhXiIVUSqNZYsl6dF0nl8uRTqd58enVuHaZatWivnU6kViScDhMIpEgkUjw0ksvEYlEcBzH\nd7yGYVAqldB1HdM0MXSVsGJSF1NRDQPb9SiVKiSTCSQhiERCOI6FJHmMjo4yNDREPp/fGhMXICAc\nDmNZli8B8MorrxAOh3FdF1mW/Z74Mccc4yszVqvVcQ+karWKYRh+VeiYjWOYpsn69evp7e0ln8/j\neR6e55FKpYhGoyiKQqVSedtY/eFG4MwDAg4wwqmArmLoCoVRm3K1jHBNbNcjnU7x8gtPE9JlLEJU\nHYXers1MO/JYNm7cyNSpU/E8z+/l2rZdSyPcGh93HAdZlomEw8RCNk2pCJab5oW1vdgu6KEItmOh\nyDKObSPJMoYR8lMPE4kEQ4MDhEK18IhwbcyqixCC7u5uCoUCoVAIRVH8DJRsNsuLL76I53mUy2VM\n00SSJI466ig/zDIWxoGahEB/f7/v0AcHB2ltbSWXy/mFSVATCYtGo3ieRzQaDSbQ2I7AmQcEHGAk\nNQzYpJJxenrWI1BxLaiPG1j5HhzbwjAkTNuphT0k4Q9ilkolCoUCnuexZcsWoJaaWK1W0TSNYrHI\nzJkzMMQm5syw2bQ5z5aeJB5RZFXDE4J8fhRdFjQ3N1EolvBQiMZrsezm5maK2T4kz8TxIBk1kLf2\nttPpNAMDA5imia7r2Lbtpyr29vYCtZBJOBzG8zx0XefII4/0HXqlUsEwDHRdZ/r06fT39/uO2jAM\nPM9DVVVkWfbfLhRFYebMme+KjJZ3msCZBwQcYBomH02mZx3CNUmlU7Q11/vOarRUwYjEca1RJAkQ\n4LlvOjJFUXyHB7Uy/7GCG8uyOProo9HkKolwTbel7Gj0jTqgaiBAV1VaW9swdI1ifgQUHSHwBbY6\nOjqQq20US0UqFQvPdVD0GA0NDViWhaqqZDIZbNsmHo/7cW1JkiiVSn66Y7VaxXEccrkciUSCV155\nxQ/XzJo1i3Q6zcyZMwH8HvfYAyIajfpjAGPbBOxI4MwDAnaB53n0d65B2GUkxaB+0lEYRujtd9xD\nDCNE2xHvAUDesg7EmyXrkhbmmGOP5rerf4NVLWPbLk2tk8nn86TTad/pe55HS0sL/f39CCEIhULk\ncjkcxyEUlonoJqYp09lroIXSaHrE1y4fGwS1hcyUKVMoFAp+SX2hUKC9rYV8YRBN0RgpC6r5PCPl\ndaiqSmNjI7IsUygUcByHWCyGpmnIsuyHeaBWlVoqlQiHwzz//PO1GL5h4DgOa9as4ZRTTvHPecaM\nGXR3d5NKpSiXy8TjcVRVZfLkyRN+7Q8lAmceELAL+rvWE5WLSCEJqDLctYb2mR1vu5/jOL5TbWxs\n3CEb5a1onjSTro2v4lkFjHCceNNUfvXYQ+i6hq7phCMGHR0dfs62ZVmUSiVKpRL9/f1+ZWY+n0eW\nZYQQmI7Oxh6NgaxFxU1ihKJUKibhcNif0DkUCmHbtp95oqoquq4TjUYpV0zkUAOdWx1sIqxgmibF\nYhFJAsexqU+nKRSLbOncTGNjPbZtk0qlKBaL6LqOEIJoNMqrr75KV1cXmqZRLpdRVZVKpUJjYyMN\nDQ2k02nC4TBHHnnkDtdGCMEbb7xBpVJBURSmT5++J1/nIU/gzAMCdoHkVJC0N0Mawqm+7T6e57F2\n7VpUVUWSJF/1b2x2n11RLOSwrCLlXB57pBOEQ7Zs8cIrGymVyyDFiYZ1hGPR1bWFWbNm+3N3rlu3\njlAoRGNjI4VCgVIhx4yp7UhahGg8ycjICFXlGEpmEUWzqFZraYEjIyN+aXw+n6+lE27pJByJUK2a\nJJNJXytd13XK5bL/NuBnlCgK9Q31OI6DIoMkS9SFJTRFw3RkX/irvr6eYrGIaZqYponneSSTSUzT\nJB6P88YbbzA0NISiKDQ1NTFp0qQdMlxefPFFP85+sOmjb49t23zpS1/i6aefJp/PM3nyZD760Y9y\n6qmn7rc299mZ33777fzoRz9ClmWOP/547r333re9cQMC3hWoYYQw/VBGbaDyrclms74jh1p64NDQ\nEJMmTdph27GMkMH+14mIv1CfsCgNGtQlWkCS6evZTMUMkUimqVarlCsWmiZhb40pDw4O0tnZiW3b\nhEIhJEkiFg1TyJVwy8MMlyUYGERRta3hjxSZ7BYsy0LTNIQQJJM1Z1/TNReEQwbVqulL3KqqiqZp\nDA8P+xkrIyMjIAQIQalcRCvouI6L63mUS0Uc28HxBLF4klQqRTKZpFQqAbXYeTwep1qtIkkStm0T\ni8Uol8tUq1USiQS2bbNx40aOPvpN7ZSNGzf6VayO45DNZt9S5vdA4zgOLS0t3HvvvbS2tvLb3/6W\nm266iQceeIC2tv2j0LhP5fybN2/mu9/9Li+88AKvvPIKruvy05/+dKJsCwg4oDRPPpKSSFAwJYpO\niIbJs992nzGHN8aYgBRAqVggM9SHadZ6+GMl96o3iKzVs6UXYrqH55QZHimialFURcaybMLhWgph\nLpfjiBkzEULQ399PIpHA8zxkWcZxHBzHplrJs7F7gFLF8gcz169fz+DgIK7rEgqFtmqxJGrZJJpG\nIpFA0zQkWaE+nSIej+F5HtlsFtd10XWdSCTMQF9vrao0EiadrqOxqYnh4WFCoRCRSIRUuh5Z1TF0\ng0q5xOZNb7BlS6cfgy+VSkSjUd/esWsmSRKappHP54Ga09+WMWnesQyXse32hf05bVw4HOYjH/kI\nra2tAJx22mm0t7ezZs2a/dIe7GPPfOwGKJfLKIpCuVx+S52GgIB3E7Is0zZtz5T1UqkU2WyWSqXi\nZ5i0tbWRHerFzm0mbKhkRzYTbT6avq6NSMLDqVoocRlZi5ItjBCPhJBcj3LJQZNDaHqIslnBNKuc\nMGc+kUiEarVKaTSDresoiszw8DCqoqC4OcLkGC4lEKUsOa2A59UGRMc0VcLh8Na3ZwnP85BkmVwu\nhyRJhEIhCsUiuqYhywrDw8MYhoGiKAjPQ9N1VEUhZNRSFC3HRZJkbMepzTwUjeJ6KtVyGdfztoZo\nDCzLrB27UKChoYHm5mZ/JqNisUg0GvUlYwcGBqhUKgwNDfliXIqiEIlEyOVy4wTD9paBoSwbOkfw\nhEQ0BMfPnrxfi5AymQydnZ3MmDFjv7WxT848nU7z//7f/2PKlCmEw2He9773cdZZZ02UbQEBBxVC\nCIa6fovqrgc01OTpJNLTdthuxowZfnZHXV1dLSUwu4VEuPZzi4YUutc9S0iyQA0je0nKpRzRiEc0\nHqW70yaqyyj2KJ7rYDouTrVCe+tUZs8+mv7+fjatfYnSyCAlJUxjKkap6mFWBonLGQarUdKNrRhG\niOHhYXS95ghlWfbVCbu7u/3c7XA4RDQaQwJs2yIzNEQqncaynZrtpRKO65JK1REKhciPFohEI8hb\nJ48Ye3BpmobreVQqVeKxGINbnbGmG9i2TT6f93PO4/E4dXV1vjRApVLx5yUtFAq0tLTQ09NDKpVC\nVVUMw6CnpwdJkmhoaNinUK4Qgg2dWTQjDoADdHYPMXP6/gl/2LbNzTffzPnnn79fQ0P7FGbZuHEj\nX/va19i8eTO9vb0Ui0V+/OMfT5RtAQEHFSODf6Eh9BrpuE06XsYdfWKXr+nxeJxUKvVmcct2s4dJ\nwqK9OYVtlhgaqbKxs8zASApLPYVQchLR+kmENY+jm2ymRrPMPzJKU8LjlVdeYd26ddh2lYZUnJHs\nMJ6ZJ6ILpk9tw0YjmqhHVRRc1yEcDvmDhoAfzlBVBcsyUeRaXF9VFXRNwfM8FE3D9QS2bdM+aRLJ\nujo8z6NUKqNqOp7nMjgwyNBwhtHRUTzPY2hoiEwmQz6fr8ndFgsYoRCu55HP58lkMlQqFUqlEpVK\nhXK5TDabRVEUv8BoTGcmkUj4MwqNKUCOFR/pus7GjRt3KkC2uwghcL3xy2x3/0zv5nken/vc5zAM\ng89+9rP7pY0x9smZP/fcc5x88snU19ejqioXXXQRf/jDHybKtoCAgwuvhCy/md0S1i3MamW3dtXj\nzdh2LZZeNR30WCud3RkGMiXyZQ8jmqZQknnjjY1UHImugVGQJEK6Qn0qhm3b9GWrdHV1YZomZdNj\nMFsAWas5Is9Dj7ZTMW1sF1RVRpYVVFVjdHSUTCbjT/FmmibpdD319WkaUwaaKhOLxVE0vVbk4wkU\npeYaqtUqqqpSV1fnl+tLkkx+dNQv6kmn0yQSCeLxOKZpMnnyZGLJOsxKhVwuj2maNDQ0kEwmiUQi\nFItFqtWqP6l0a2srsViMUCjEyMgI+XyearXql+8XCgX6+vooFAp+MdO28rl7iizLJCKKL4HgOCaN\nqcheH29XCCG49dZbyWaz3Hnnnb6ezf5in5z57Nmz+dOf/kSlUkEIwZNPPskxxxwzUbYFBBwU2JbF\n4Kb/xsqtprf7FYrFAgCFaiOR6M7lX7enqX06SmomptZMuPlYjEQTZc/AdCAei4EkUTVtXEknEY8h\nJI1RO0Sx4lKpVBkZLZDNV/xsjsFsHqFGiCeiyIpBJj/Kpjc2Uld/JIVCgf7+ATKZDP39/TQ0NOA4\nDsVikWQySTqd3vomXaJQqmBV+3Aci1wuz8hIDkXTKJcr1NXVEYvFKBQKWJblO9HGxkbq6+v9yk9V\nVQmFQuNy3iORKHWpFMJziUTCfsxbeB6e6+A6NsViEU3T8DyPSqWC4zhomubH9McUFnt6enyNlrHK\n0jG53L3l+KOn0JDwSEYcjpoSp6E+9fY77SFf+tKX2LRpE1//+tfHpVnuL/YpZv7e976Xq666irlz\n5yLLMnPmzOHaa6+dKNsCAvYLmd7nkJyNCEKE04uIxNI73S6f2YRrdpHLbGZ6awkpHsOsTmFguIyl\nnUSy/cQ90gipS785s053dzdRQyYrgyKDpilUiqMIR0F4MWRFxojEKJkZoiGVbFEiZBgUCwUc18U0\nHYQn0ZiuQ5YVTE+jqS5EMV9BV8EIR/CoVWaOVYQmk0nfcba2tuJ5Lp5nUC6PkhsZwvMUUqlUbfZ6\npRZycRyHcDjM4OAgsViMSCTC4OAghmH41Z7hcJiRkRFisRitra24rsvw8DCScBDCw7FthPAACW9r\ntelAbzdVs6amGA6HfVncsc+1iaRrMe3GxkbWrVuHYRgUi0Xi8Tie5+3iKu8eiqIwY9r+iZED9Pb2\n8vOf/xzDMFi8eLG//JZbbuGcc87ZL23uc575pz71KT71qU9NhC0BAfudkaG1JJVnUPWaEx4efIxw\n9IodnHJueD1h60kMHVA3UM4rRJPTMUJJYskG0u2LdrtN27bJ9G0C4aBHUqQbWwlpEgP5PIrkUSoW\nqZplbMfGrBYZyauoapiIrmC4FtFomIQLw2WPUCiMompbNcbDOEIGoaMbHtVqiVwuT7KuHs8TeMgk\nkwmEqMVuJUnyHfSYSFc8HsPQY3hCJhoNUxgdxbZtX063UnkzjDSWP++6rl9mPzbRxFja4Fj1qFmt\n4roOnhAoisrAwAC2VXPqLU0NeLbMjOYWSrbkx91lWUZVZMzyKPFk2nfm9fX1tLW1jVNoPNiLhtra\n2nj55Zff0TaDaeMCDiuEPYyqvOm4DSW300FMr/pGzZEDklKHY9UG5IQQuMqeaYT0b36VCDkiUhEr\nu4E3Xn+VYrlCtVJGxkFy81RLeVpTENarlB2HcDROWDGpVk1s20TTVCLhMOFwhFAoRGtjHZJTxJAd\nDDGKrsoUyi5oYWwXFD2EboQIhcJ+dWd/fz+O4/iKhbKsYJoWiWQdpcIoZrWCrMi+eJau64TDYWzb\nJplM4jiOH24Zi5EnEgkcx/EfFrIs1/4UhUQiiaFrVMolDMOguaWFcCQMwkYRNqlkjLpUHXV1ddTX\n19NQF6daKaB5VbxyP5qq0NfXRyaT8R8slmURj8cD1cSdEJTzBxxWSFoTtuuhbR3gM7164jvLL5be\nHBCLx1Os3ZAnbxVwpDamHLOE0dHRWnl6eYSILqNH06Tqm3c4jBAC7FFsWaul3WX7CIWylAZGCEei\nqJLAcy3a2+rI5QdI1beAkqIwOoIa1ekZVdmcLVK1SrhagsZGjVhER3GLNEZtwiEdoUaJK3E2WjbD\nPV24qLS0tCPJNQXCRCLO4OAAkUjUn/1H0zQ0rTY4WutBe5TKFRKJBLFYzA+rjBUMVSoVbNsG8HPF\nR0ZG/NmOxgYr6+vrtzp9k1g0gqHrqHoIVVFAkojFEvR0b2Z6g0zZcokkYniiSD6XIazJNNZFEVaW\ndONkerZspmy55HI5/w3BdV2Ghob2KZvlUCVw5gGHFanGo8j2l6GyEaQI0aaFO90u1jCXod4hdKmP\nzFAvRx3RhG7E8bxR1r72FEJtpVzIgF2iJR1CtkbIeh7pxtZxx3Ech8xQH14YNm7qoq0hwmhZQxES\njm1jJOpIJlW6+nMkEpNR9DiSpDA8kKNaUZGMBJl8jmRdHbIn6OnuxjFLpGIqjh3BHcmTSEjki1l6\nunuJ1zUhRE1WoFQuk0gkyOdHSSQSpOpShMNh4vH4VsdcC5GEDJ229knIskJ/fz+tra2kUil0XfcH\nHEOhkK8zXi6XKRaLpNNpPM/b6vA1QqEQmzdvpr4+ja5pFIpFJFmmVCpj6DpGKISmKjQ0NmAkdBIR\nGUeWKRcL1NfFa1Pa2TbVaoX+4QLR+hSbuzf6gl+KovgzH43NphTwJoEzDzjsSLecAJzwltvoRpjG\n6Rfhui4uP0I3ygDIssRofphU82RwazKuI6NVprVHKZey0NiK53kM925GCIdyuUR7SwudG9cQDwui\nhkSuVKVk6hQqZQqmjWQXkK0CulqHU8kRjUSRkCibLqVyifqGBlRNQ3gC23FwHIeqp9LZXyAajZMd\nHcAIxxBKreReIKEbOoqqYhg6Lc1NuJ7HcGYYRE3zfExmwDRN0lOn4nq1tMl4PO5PBj2mujim0TLm\nTA3D8FUWx3RebFvDNE2mTZsK1N4IBvoHiESjmNUqkZYWQqEQ1WoFJIV8waKxQWPSpEm8sXEdjlVF\nlhziek3zpeKoqFZtMo6xWY9q11/GdV2mTp26/26QdymBMw8IeAsURUFISaDsL/OkserDWtxWbK0I\nElLN4XRveImkUZt1J5vtJl5fj6xq1EWTDA5nyFQkylIYT1bALCK5OVrjIxRGQ6h6koqkUCzVFAp1\nQ8ZxXRRVRQhQFRVd1/CAcDyNbmiYVRPHsdE0A0mSQYhabN9xcBQZZ+sMRQiIRKPkcjlGR0f9GX8E\n4HkCcDFNEyGEn9UCjHOmYwJdrlubOk7TaiJeY2mDoVAYSZKQJBlVUwmFdMLhECMjNY0XWZKIxBL0\n9/XgdGbZ2PcHItEErllCN0JIkkm27GEoVSr2oD9oO6ajoii1/PC2trZ9zmg51AgGQAMC3oZo42Iy\npVYyhTCdw620tL0Hx3EwovWMFsroqkSuIlPfegQj2QzFgXUM9m6iZ8smdFUmn8+haxp9g8NEIxol\nO4QeiqDrDqGYTtXWmNHeSlSxyJfK9A2OUKla9Pf1UiyMUiwUt5bUO1Sqla3O1EPTNBRFQzdCFAol\nEDaOY2NZ9tZQSAHheTiOjaKqRGMxKpUKhULBF7tqb29naGjIn69zTMUwEgn7Zfpj0rqZTIZyuUxT\nU5M/AcVYJWc8HvcFxlzXxfM8DCNEOlVPNBIhkagNoGq6zuDgELYjqJoW+XyecrmMboQoFktksoPM\nmDaZZLQ2+jxWw1IsFv2q0Egk4k+RF/AmQc88IGAnlMslKqUC0XiSUnGUQqWNYkaQTiVRrD7kUBN6\nKsURM48kFAr5qXnFgbXEDFBFFQcP0zIZsRLIWgO61o+uqWiqQHg2qhpCljxCss1wroKrtoBqkEwk\nSaTqyWSGqVYKhCQYGRzExaChsZGQYZDN18SwJGqpgJVqhfaWNAODvWh6LQOlsbEBwwhRKteKjarV\nKpFIBEVR0HV9a3FPBNu26e7uxjAMkskklmViWSaqquA4Dvl83u8Zp1Ipf7KNsZmEJEnCcRxs22Zw\ncNDf1jB0CoVRZEVB1zRyI1kc20aWZSZPnuyL85VKJYTnkIyEUdw4li3wUInHon5vXNM0dF3HMAym\nTp3KyMjITmWFD2cCZx4QsB0jwwNYIxsRrsUzz76KIguioQTt9QnM6giJ+nZGKxnaZhwFQD6XYTQ7\nxMjIMAkymJZNSHJRZIl8waK1PUGo6RgGrAFGS0OkIypCFwzlcihYRJUi2bxCVZORtYgfUgGZaCxF\nQ30MxwqTyZogXPL5HJWKSblcC2GMjo4i8MgXKkQiUcqlCnWp2iQSlmUSjUb9mYcSiYQf/87lcpRK\nJTRNY+rUqZimiaZpmGYVs2pS31CPqmp+QVCxWKRYLBIO1yo6x2YmKpWKaJqOY5uEwiEMI0Jzc9PW\n1EeTSqWEIisoci1komoaqqr6OemGYRCJRkFyMdQIVUdC0VRkTSUej+M4Dm1tbeTzeRRFIZvNHtD7\n42AlcOYBAdtRynQSVmHzlleYlJZxHEE2348Z01EVFdtxtlY0Qn/3Jsy+X1MpDRNXQ4wUJaIxhbLr\nIguDhpYpyIpKqr6BDV6C9pRHSths6R8iHZIxKwWaG5K4jssbW4aJN9VS7oqFAtFohKpp4joWhmYg\nyVXAobGxAX20hKIoDA0PIwGqpFI1XcClaru4Xm0iB1XY2JaJWa2gaoYfcx7LGYdaDzsSqeWv1zJT\nDGLRGNVKBVVzfXXFSDiMqmkMDgxg2bUxgVgs5pf8x0IKruchSaCpGoLamINl2siigqYbyErN5di2\n7cfhbdumqamZ4miOcqmAWc4jFIt4Qqa5uZn+/n5fB6ZUKuE4TpDNshMCZx4QsB0SgkxmiHRSRTi1\nwcR43CA3OkIq2YQhyyhGHQCF/mdpjlcpF0BG4Dl5RkphKpZNPCWQRZVwYhaFkXU0pocxyxaWpTO1\nvZnR/AhGXSOmA6XyMKmIQjYzQHZYwQjV1A5bGuuQhEyhUCQk23imh21VMDQJy/WQkFAUmXC6HlVR\nKZXKRONJLNshFAJZVlElE8UtUXU8PNf1C3sURSG8NUQ0lk8+NrVbKGTgCVBVxXeidXV1dHV10d7e\nTlMshiRJDA4O1hyra2MDlu2QCMmYlomqaliWheO6GEYITddxXQfhCcrlMq7rYts2M2fORMJD2GU0\nI0Y4amAKDdu2/W36+vqoVqtbFR9VisXigb1JdoPPfOYzPP3001QqNZ2bD3zgA/tV7iQYAA0I2A49\n3oKs6li2hydDVZKQFJXhqoEVmYoTaqd1ek1QTggH13EpjpbQZIlUIkxzQxw3qmM2x6nE0kQTMcL2\naqa1OYTCJomIiR4KUxVRZC1OruxRdgym1aukwyaGbBE1VJqSKtViFpwyhpenKSETCcnoqozr2Oia\nAsKhLplECIEnBA0NDWiqSn06TbFUolAsU6q6jOb+P3tvEmtbepZpPv/q+7X7fbrbxI0brSNsgwkn\nJGSRJSUgUA0ywTNGCCYoByAxQsAEGYspwuWSkDAwonPVgFLJpYKiMtMk2OlIh7vobkTc5rS7b1ff\n/TnYN46JxBSU415syueZ7XP22WsN/vOtf3//+73vFF0TrDcblsslSZLQaoWsNxts2740r5rNZqxW\nKyaT6UNt964l0263ubi4uMwAzbKMqqouzwt008RyAnr9Iav1+qFp15K6rtE0jU6n/VASCeFDj3fX\ndWm322RZxsX5KaPJDM10yGsQskZTJK997WWG/c5lCygMQ65fv36Z4POdzM/+7M/y2c9+lr/5m7/h\nU5/6FH/4h3/IX/3VXz22613tzK+4gt2k5nL8FaiXaMYe/Sde4o1Xc0RxhmbpZLLPv/qxf0uaRGia\nfjlObrWfY3b2R1imynKzIskLtsuYlWgwCx+7/BrTd/6avj+j0Qd0+jrnZxHTeUTo+7x+uiD022wT\nwXZd8NywpqpzvnZ6D93uYqgSR4k5GigIteZ8mXB2PkU3LeLUo91uEacJtuUSRTG2ZSMUhbqpcR2X\nvCjIS8HeEx9C1zTm8wWut1OyeJ7H5mFx1zQN13UffgvxSJJvqF6EEEgpGQwGAFRVeXngm2UZWZai\na/qlTW6320PTtEu5Yl3XZFl+6aqoadqlnBF2EWtUCZrSYbuNcVyPoixRqfG9AF2m6JryHodKTXv/\npetdieWj+Kxvxu3bt9/zWlVVOp1vbur2KLgq5ld8V1LkKdvpf0bINbUY0NQ1A+c1hCao6tfZ5D/I\nv/ihf0tZljRNg2EYTB78n7SMd6hqwUR8hIWERfwq+2FMttVQaZBCoe+7eKKkfPuvaV0XLDcG03jE\noPsAwwpQ9Gu4QZ/VJqLdP+T+8YPdgSUKr41PaOk5Qm+R1SpVLYi2K6gM9kJBnUd835Mh2zTnfFsg\nq4jFZIbldqnriija7lwFq5I03w30BIFP00jyIseybUzDJI5jyrJku93Z+er67gHV1DWbzZZ2u02a\npixTlo4AACAASURBVFiWxfn5Oa2HARVSyoca9Z3lrZQNvh8QxxFlsRv3VxSBYRi7gau6vhz5b7fb\nl9r2oiio6xrHcUjTlIvpmtB3WC/npPluGKntmeRlxSbOqKtdayYIAuq63vmuvw9W4wXpnSlqI6g8\nhf4HbzyW2LiPf/zj/Nmf/RllWfLLv/zLj9Ui/KqYX/FdyWb8H+g59wGQcsy9kwXC3TnxaaqA9AHw\noUu/7S//1f+CXb7OrIHOcI9a+zPOmwGqIR4eFNqISqPl+kw3OZ1+TWV2KDOdni/ZbDXunm44PGyR\nJRrtMALzmHsjQa+383QpyxovaHNykTE8GiBRUVST6VSjMRTuTua0LYVtVjNeC6Sy213u7x/RKCZx\nFGEaBnmecu/+XW49cZtdxNGupSGA0XgMSFphQJJmFEXB4eHhpVNiEseXeZ6maXJyckKv18O2bSzL\nIs9z1us1TbPTuVuWTZameK5D+jDIoiorjifHtFohVVk9VOdIsjTFMIzLkIknnniCstz5mg8GA5Ik\npr9/yHQ6p9tuURYFs+kcRWioukleRNy+fRvXden3+99yDqiUkvTOlJb+cKdfwur+hP5Tjz6/+Fd/\n9Vf5lV/5FV5++WV+6Zd+ieeee44XX3zxkV8Hror5Fd+lFOk582SBkBskKrJ+rwuf/FtGW/ff+EsG\nxhmeLxAITkcPaNpbptsNbhyTric8dfgUqm2hKhp91eT+gxM6rgEKjGcNmtohirpMZzZFGrOu70MV\nQ5EQ1yG6ZiBkSeAZzDUDRShUUqEBEDqV0EBzwFAZJzZh12Wb5IzW4PomeZbT6/cosgTD8DgY7rFe\nLsirijBsXZpkGYaBqQtoChpZXR4mtlotkHKnCVcUlssllrVTv6iqetmO2DkpWg9fq2w3G1zXIssK\nhKKwWCzwPI9ut0NV7SZKe0FAnucYpklZFDut/kO/dCnlZcCF59hooqLtmzR1gek4dHpDdNMibHUe\nTpaKy5DnbxUpJeK/Hx6tHt80qRCCl156iR/5kR/hs5/97GMr5lcHoFd8VyGlZHL8/1Btv4hIP4cl\n3qHjjqgandm2xWIDs2iI1/uBy7+psimWLqnr3b+L72i89XbNk1Ljha7F00dDsszamVIlOUpdEhg+\n21jh9ELgOS2QFvvdFnksEY3BYhaD1LAQWMWE0KyxdYhWU6p0xny5JM9z8rxE0KCoJlEBZ+OEqlGI\n0py82oVO2KaGrqvkWUGWVwgBXhCyf3hInhf4/i6SzbYsVEUhywvSrKBpdv4sjrN7cGm6TlPXWJaJ\nEDuTMMexqavy0sdlOp3S6/WRsiFPYtJ4jW7YdLpdXNfdpQ6ZJpZlY9sWYatFVVWXE6R5kTOfz7Ft\nm9VqtTu4fRiYEUcR2+2aPEsIPBsBKKqGbliXLo9lWVKWJV/60pe+5TWgKApNoF3aFWRVjtH7xyVG\nvR/eDfp4XFztzK/4rmK1eEDXep2l28LXbGqZsYwPuX7YJdJ+EJQU2x5gWjsd82L0Cmn8NolY49gu\nVSOZrDNaw2cJtTWaoqBaGqfnS+q6QlN8orxgv2chhcPX3x7h2QqbuEJTE4qywtANVLUmTjJUq49S\nmiwWS9R6Q7zecH2vx7rMmEw21FLDsXQm4xhVN7BbBxi2R52vEUIFWRJHEZttjOP5eK5NVdWkaURV\n1+wNh2iaRlnkqKrKcrWi3+/h+cGuIOflpd0t7A4W7927h65rFAUEgU8UxURxTBwn2LZNksQkSYqu\n1Eggz7NLzbiqqqiaxnazQdU0sizDejhZuksUErh2l9Um4sMf/hCzyYgkiVAUDSEaTEWhiFNk07D7\nXrIruEmSkOc5k8mE4+Pjy4Dqb5XhB2+yuDeCSmL02oS9Rxsbt1gs+MIXvsAP//APY5omn//85/nz\nP/9zfud3fueRXudvc1XMr/iuQtY5qiJQFAvNaKMLgWSPzSbGdP4PWh7Ea4V18aMgFDw+z7O3Qr70\nxTep8xWyCdCcAfj7VE1MXWRIamDKenOO779At+WjqgXTRcOThy6NrBi2fS5mW3zHwXNN4kTj3rig\ntzfALCocT2O9VLl90yISXXqBRVJvqVUf2RTU6ZZuL8DTC2bbhLTQWc5n+IGLbSuEgUMar5nFW1B2\nE6TdXvBQHrjzSZnNZjiOjWGYlGVJlmXs7e2xWOxMsHYmWw2DwQDtYSHebLYMBkPyPCfLsksPFikl\nUVLS7gwIwxAhlMvgi7OzM/b39nZ9dU2jbhq22y1pmuC6HoqiEgQBs9F90iRHEaAp4NkWKgpaLRD5\niuHgiKDjkOcFi8UCx3HodruMRqP3PTSkqir924++R/4uQgj+9E//lI9//OMA3Lhxg9/4jd/ghRde\neGzXvCrmV3xX4YXXWYx82h3JdBxRFilG0CVtGly54fzkAXUZsSnP6d/4n5DZDFHeo21LdK8NsksU\nOWSLiEl+zlFXoWlS9rrnWGbBdFVQVd9D3ahsophO6KAoFk1TIwDXMVhvE3RtZ5Y130TomoraSFTD\nZL5Z4vct1nGB1+rToCKkzTgrSKItumdgWh5lk9Eb7hPHCWkak6W7wix0FykFb999By/20XVjt6vN\nUuIkodvtXLYs3m1vqKpC4PvMFwss08R1XCQSz/M5OTlhtVqxWq0YDoe7fM6qwtBVzs8v6Pd7IARF\nUSIEpElCt9vFMHSKIqeuwXXdh2HSLRRFUJU5pmmQxVt000VXy10EXl1hGDaKaXI4DMkUePap50iS\nhLt3715+w9D17/yhoXa7zac//el/0mu+72K+Wq34uZ/7OV599VWEEHz605/m+7//mxv+X3HFtxvD\ntHGH/47l8nW07r8gbD+HYdqUb/8xefwFOvYYK5Cs4xXj8QBPOSF0KhwrwLEginPanYj1/G1uXB/R\nMjIMXVDVMJlLWs4ZJ6McXeuD0MjyDp0wRNcUkA2mrlDXJbrSkNcKO8daExNwtQTNUnd940pHKAJo\nEKrA933SLKbYNviBQpqVtHtdNMOkLjOipAJlV6DzoqLX6xNF24eBFBbT6QwhBJqmk6UpcRyT57ui\nKoTg/OJiFxFXVQhFIB/2023bvrS5NU1zpx3XdaC5fL9pWkBJHG0JWy06nQ7r9QopeRg7VxA+HGyK\nt1sGgz5FsiTZXKDaLYTYBUKrqgKVzhP9FoXiojh7nJycXLo51mWGpkgsTbJZzr+9C+k7kPddzH/h\nF36Bn/iJn+Azn/kMVVURx/GjuK8rrnik1FXF/OKL5Okct/UMtXlAXsWYssYUglocoSsJulqSliUY\nAjV/g1LsUco1eVXgCrDMDM3IkJOIEqgBhKSqJKN5gO88T7+jESdn7Lfv8NbdNttY4rtdwkDnnZML\nEAWjZU2nf50oSWmUhrSoOHQiDoctXrt3wWqtIzxJt9dFolKUBaqmsokzptMlw8MjqrJmPJ7S77XQ\ndYW6KojTBMPaHWj2uj220ZZou8W2nZ1UsNp5taRZRl2VKIrYZYru7+966sslURSDlGzWazTduMze\nnM1mhOFOiTIdjwmCgKIoSJOUsirJkvgyczRJdhr1zWZzOSSUpimaptM0ktlsTBi28YMOq80G07SJ\nNzNu7R/Q6vdZ5B7Gw764bdssFjPUJiFroOXp3L72nT8B+k/N+yrm6/Waz33uc/zBH/zB7sM07X2L\n+a+44lulaRrOZ+8gZUW/dRPL/IZy4PTNP8WXf0nLqji9X3Civ0jn2i3GE4Ve2Udp1lwsfPrtJZrh\nUlQKqZog5fdxrRMzGX+ZvISqsbgYFwihksQV65VJGVssVxXX9r6HXicky2uS1Od8ss/eMMcyLzgd\nvcN0YWKZBrdvPMPpVKOxAuqmwDZ1mianjO8RJyqmCi/c0Ll3cZ/J6ZpSOLheQNju0bBGNgpptGEr\nFSzbJkkKpNC4fzohDAPS9QrTMNlsN+iaRlEUXLt2RFPX5EmEpu0OG1VdxzRM0iTF6bnouk673Wa9\nWrFerzB1BdOy0TQDMPB9b1e8013LpmkawrC1c0R82J7ZRhHr9ZrhcEhRFJf2uMvlksVizt7ekNF4\nAsLCtk3qOiX0TRargr1rTyKckFGso2k7qWgURRRFQSts8YGj/uVB653742/DCvvO5n0V83v37tHv\n9/mZn/kZvvKVr/CRj3yE3/qt37qUOl1xxT8FeZ6jKAqvn/0ncGcIRTC5eJPn934E07BZXPwN5eJ/\nRXo10grptTacjV7hbJnCYkzbUajTDYYy5f5xjBMEZGqPrTLAkxP+8r+csWkSWnJFaNyiG3bphAr3\nTi1838dxfFRdY5s6GLEgSU06Ychq66EqKQLJjYMNUTqiql/gfBIjG4fZbEm/N6CoStL1iralMZqt\nGXRcsqKm6xsoacSagKDVJstLkjQhK3KE6lCWKe3WTkPe6w3p9gSbzYo0TtF0A6RkuVyiUFMVKapo\ncB2TNK/Z39unljC6GKM/NNh6t5euaipNmWMHIXW+ZTaL2T+6hRCCIAhwHAff9xiPRkRJQitsgdht\n5hzHZjab79o9D90Yy7KkqiparTay2dkFlEVOXdYYtoWUAikrBoO9S+neYrEgiiKqaqeFr+qG8UZh\nGNQ7Xxev9W1edd95vK9iXlUVX/rSl/jkJz/JSy+9xC/+4i/ym7/5m/z6r//6o7q/K674e5FS8uqD\n/0SqnJEmKUUTMfR2X78Nr2C6eoBbb+gaX0FvV4R2znTdoDolUhRoJtjqivFoynOHOkJRwPWYJX0y\n/yO0t5/nwL/Dgbvgzthi0xxyFFisZjmG1sfQQnSh0vYNQOPBeUZWCBzbQ0pB4FpomsHFdENeq1SN\ngq46HA06JIlCUcaIbISjSIZ7Gl+/k/Dk9QGeY5BkBZal4dsDmgQW8xlF2eD5OzOrLMtomposTXEc\nB9O0aGSDYZj0ezaO66AoKlvDII/mpJsprh+SJCWut1OU1FXDcG/IdhuhKArb7YaqLCiLgoOjQ3x3\nlycqzDm6JnZWu6r6cIxf0ut1SdL8Gw+AuqHIC7rdLqvVCkVRmEwmAAyHQxRFIdpuqeuGppHMVzFO\nIYmjDNNx2a5m1IWNYXns7e1xfHz8ME1Jpdvt7nblYZtaNjx7o39p4XvFjvc1NHR0dMTR0REvvfQS\nAB/72Mfel5j/iiv+MUgpmT4452uv/BW5foLlaDiBQdJMyLLi8j2gIJrpzhTLuE1W7Q4fR1OfB0ud\n7Pg15nfPIY+o8oS6bFCkg6lozB68Q89ZURZLRJ3zZHdL1GhcJC6m2acTehiaTjds0dRQ1Q2aXvLO\n2ZjZak1Z51jmzmP8fBuyqZ8jF/8Gics62qAoJYGj4+iS0DFAKlimSZLV3L+IsCyD1TbBNk1sA+oi\nptVuoaoamqbhex51VVHk+aVUUACyaZBIBBJBg0DSageo2Yj04usUq3vYekNdV2R5jiIUdF3Dskwc\n20Y2JVWRYeq73bCi6oRhm/F0xnq9ZjIds9lsQEp0wyQIgodmWznrzYaqrh62X0J837+0AhBCsF6v\naXfaWLa1C6pAZ7lOsD2X7XZNlmzQyVmM7jOf7aLsPM/D933m8zkPHjxgNJ7iOP6l0dkV3+B97cz3\n9va4du0ad+7c4emnn+Yv/uIv+MAHPvCo7u2KKwBYb5fMonsoqBx0nmHy9WPC1EBLMyI2iGGAaZq4\nRpfldEVtRJC5DG94NHUHKU/QtT22czgfTTFbCh/p3SNH4+BZyf37JZt1Qy1L6qDH+Sak1BvqYk3b\nlzRNTS0ljr5mPC4Zdg9YrjJMI2K5EWgaVHWGpq85GIwp8oas3CfPU84WG1ptj7LqYho+WQZBs0VV\nDDbxFk3TAYUoyRCKg6o4uLbAc2xsY0O6HWOaPUy1pClTylrgOs5D8y+dVFSc3H+L4vAmmqqSphmG\nruI6u/ZFWZZsNxFtVfDEXhvDVHjj/G0ypU0tbNI0ZtAfUlUVSZpiuz6B51GUNRoKulBYLFa0Wrss\nz6qqGI0vaOpdQEReFJe6dUUItkmKoqg4jkNRFJeGWrtpUmfnolgWOJaO67fIixzP89B1g/Vyzn7H\nRFChKmCaJrPZ7DLVqNVqoSgKx8fHPPPMM9/uZfkdx/tWs/z2b/82P/3TP01RFDz55JP83u/93qO4\nryu+C5BSEkcxpmX+vY5123jF28v/G8PZeWd8+e49ri+fZr5eIzONVNYoboZuGgTcJnc36LaDPXC5\nO/8LDrUnGJ9YBHFDkra43jVYyK/SbjUsZ2tkLrg20FHVFnVT8ua5T2m6DE3J2w+u0Q/vM+zrjJY6\n6mLLLX+FIMOybFy75uRijqrmCEUiylM+cHPB/fOcs2mJIk0kGo1s4TltykpS12CZFgKFulZwbQ2J\nxNA19nstem2P88ma6XzLoNPmrbMNRVRTVRpGpRG4IevVgu12i2hi1PSCm0dPYfkudSPJ0w1FUrCo\nExp24RP9XosiUTldLrg5UHn+ms2X375A6l2EETKbz3ayQwHtdhdZV6zmI4paoZ4uaJqaIAxZb9Z0\n2i1u3bzO3bdeZ7ue0R/uk+cZrVaLJI7p93tk2W7a1HF2O/J3I+qCIGC1XNIOPZI0pYij3fCPbDBN\nk8AF2zQIAwsUjW435Pj4mNFoRBiGuzQjz7sMjr7ivbzvYv6hD32IL37xi4/iXq74LqIsS0ZfuouT\nqmxliX6rTe/GHgDbxZp0ukGYKrG5uCzkAKofcf/uOzzlXccXHZr7T7NUI4b+U7Q8j5XxMmCQxxv6\n8quE2imO0zCbPIGinSGNr2OWEUqVYRuga5KslPheSCF8vFVAy2oIzATtqMdqU/DW2ZSDTsONcMUg\nyNC0OZNFwHIj6LZmFELn/knJ9z1XU5QC2wzxLJ1u2KVuai4ijUoV1DV4WkxZSYqm4qAfEKUFRVHT\n67hMFxGzZcSwG1CWFf/ljRGt/g08y8CvJJttjMyW5Ks5TwYR1w/6vDMaIm0b1VCoaiD0kPGIwbDD\ndCux3ZDFaotpBJSqyjzLsLMNnqXS2+tyNo+YRw1xHCEb6CEoG4lh2sgix7NcGinQH+ZxpkkKTc4T\nh22SpEDTJJWx86WxHZuqrKiqgiiKUFWFqirxHZtOp0O/36euCu7dfZsiz5GKhid8JArr9YrDGyHL\n2YRZotLuqyRpcukBnuc52+2WOI559tlnvz2L9jucqwnQK74tLO6NaVUW6GCgs35nQXNtwHa2In99\njq0ZNE3FiZiiPSMve6TJOkPLAh4kD5j07pANV8gy4IPeD6MIndlGopkCJRnhmBXreIywchLrFbrG\nIVUt8T2NPIXZVqeZ1wxbGnEpWaY9yjhGkxLHrkhySSNsHK1ivVG4PmioygbfqQm9JSejknsXAumC\nZlYAZIVKknYJvTamGZCXKT1zxDyeU2QFYatHy2shqVlvS6q6YRtnaJoCjcRxTfKiYptkHB0colgO\nAtA1yKKKlrKhP5BUTUldFRi6TlqmSCkQikqTbxk6OUU0Zbu1SUpohW00XWc5z1ENn/VyxbClcz4+\nx/SPGNg6qmaw2W4ZT8b0ul0My+Xi7D69ves0UnB6uqLb7dI0FQowmm1BQt/vEccZjm0Rx1sqqeA5\nFmErYL1akW3nyEKnpcBqWtJpe7RCn22iUVew3mzI85xnn3mGsFWjV5JtNOPsOKFqJP3hDVRV3Xm0\nP3RZfJxmVY+DBw8e8FM/9VP86I/+KJ/4xCce23WuivkVj4V3vwq/qwv+7xG1fM9rVT5MpJlscTQD\n2Lnb9fMB61glESdk25z26Q26/Q5vli+zHR4T7FlU6oy/vvPH/MT3/XuG+UuMtl+lTA0aTEyvpCwE\n6JI6iNlsD2mYkccqg32XjqmzXNWcXARoik0ncGnqhuXinNBvWMsFaQmH+yqrTUnoCNaRJEpURjOX\nWtY4Ronja3z57Zoi0Xji0GWb1IQ+gM1idY7OBC8omM5PKevb6JpKVWjopo5tKaw3EduswLEMiqpG\nCDA1aBQFIaCpGmh2veRKQrd1QFnXaE2CpZm4rstiteTIT+mFIYtlRLac4h88h5QNVZHtAieyBXlZ\n4tkBMtIxLRNLNakbCVIS+j5RtMbUVcIgwFDBdAIc18PQDcoyx9A1NpuIQb9NVtZI2fDg+ARTV7Bs\nk6aG8cUppmESBG0MtdlJIy0FVVZQl5iajtNu0zQNiqJg6ipZtGayXhJ2+wQSskowWc9ptQeYpkld\n17Ra37Dz/efCJz7xicfqyfIuV8X8ikfOO2dfZla8BkDXeIbbhx/5O++x9wOSyRhH2yXPVC0NXdeR\nquBdpzwAoSm8cPN/oCxLXv3S35AZ5xwHU+brc5xQoaBCVTSS7AH3/usbHL54i4PeLfL9iPtv/M+Y\n9ZsUiWCVP4nTzLj19AdIsg1fP5boi9fQAg/TO0BfaVimiq6WVEXF+VhQNm+DlfH2mYmhJbTMgsUG\nqtqkbp7liesuq6jiPH7AYpRya+8metckSjICV3AyKrGthm10zLB3jhCSDzytsNzMUMUBuRyQpYKq\nNlAUi72uy+lkRcu3URUFmi15KckqhTRL6Vg53ZYHUlLVDRIFz7YIPUmaT1CM3e8nsw254nDzVp9Y\n6uRZguu6KFTM5mO+53rIOk5RxG78X4gGTVWgqdBUgeE4KDJHb7nUTY6mSrKiQjFNbNsiihMaKUmy\nkjAMqcolw34P09BQNY04iugPuzsPFl2hyBJknZElMZUl8W2dKG9I4hhN34U+11VF4yqMVhU3XElR\nVEgJjsiJtwsc5wjf91EU5ZHNsTzu2DiAz372swRBwK1btzg5OXls14GrYn7FI2a+GrNRXsfxd0sr\nqt5iujig33nv+LXfCuFDgnSyBk3h8OZ1ANpPDJks7+EUKgUVzlM9AJbbMVv/DZQiRdEFyTZGVSRV\nkyEiiZJ0CWuN6dePOfze25iWh+79O95+68+w2yb+wGDy4CbF2qdsBmy8c1IpqJVztHxLlB6i2X1E\nJbEMUPWM00XB4VDy5FGNVpdUCFQhqZs2hq6R5BWWDiEBqt2lHWiYeo2ua2yiLaHXkKanPHdrROgr\nTJe7sX9NXaFrG5A2R3uHjOcSTXXZJgXdlk1a1JiKwmoTEXgNGg2+LbBNA882qeqak4sVjWxASALP\nwrF18qJE0pBWFV5vgF7VFJuYSthkqwuKdMWTPYlQBE0tidcj1okE3cIyDDQZIYocx7EJHJPJOMJ2\nLCynpMgLtpuKsirRVYXhYICm6URxghQqmiIRTYapOsRCI8kSsmiJadnoioZnO9RlSuBanJ2sySuB\nUOTlY/vw6Igyj3CCnIvpBtfe+cH4nsOg7XG63gVY+L5/mUX6fpiuTjlZfxGUAkMOeGb/hx55bFwU\nRXzqU5/id3/3d/nMZz7zSD/7m3FVzK94pORliqZ/o7WiagpFlXzT9/qtAL8VvOdnpmVy9APPEEUR\ngWVd/oPF+QylqqlkgygbQstnPp7RuiZAaujYJGWEiL7hcx26bZ43fpTVdoTS6ByKDvm2ZGzfoRAn\nzKWgSAyaZM08EzwxU9lrW4xWCZpxTFACZQuqlG5fst00SAFRXNIKJIFREcUCTdQMWjZNI3bBEM6G\ns/Exmrbk1mFJy1cRCmxjSVFILsYaji0QYkG3fUBRqdRNTa/lY+g6bz2YstexsU2VqpasNil13SAb\nyWqbUFY13ZZDnBVoiuDNe2M8x6CsakxDpawFUu5aXAddn5PJgvH4gtDRyCsLEHiuTre/Ty5VVE1l\nMZ+yF1a0/DZClTTplOdudhivt0wnx2SFSplXWLaDZQWg7kIu8jxHyIba1PBNA11VECLDMyu6YY/V\nOuP4+Jij/T4dz+BkmqCbIV5oUzfNZcvEsiwsy8K0g50csVqhqQpHwxa6rnPd9Rlef+6RrFEpJSfr\nL2IFDbsSuOBs8To3hx98JJ//Lp/85Cf5yZ/8SQaDwT+JLv6qmF/xSOkGe4wuTHRvl89YxjrdvYN/\n8O+klCwupgC093r4vv+e39t6iyqucP2dj3WUCo58m/gsRSuhCNZ8Lv8DRGZw4/WP8oFr/yOdvR6n\npwuO8qeZJ1PurN/k6aPnuZiekPgLsGqWukaKjfMs3P36HfI6QEegNUM6LYu9gU6WVSTJO7SCFd1Q\n8Oa9GZvYJy/bqKT43jmbyKejXWObwHK7RVUn6JpktgLbkljGTo9+Nt7jxuERUkrunc35+oMlq3SP\nTuihaDUtrWHQdVlutlRNjaZoHA1bOLbJ+XTFyWhJVZdY/j6Gs0ddl1hOzX7fZRUl1FIimorpdIIf\ntsmFQFF0Do6uoegeqapwspwyW5SEe11MBVRZ8tTNI6rtCEtX2GznlEXJxrSxNYt+IAlwKCuFNG+Q\nTYWsKzzXRTYlrqFQlTGbVUV/b4+9UEG3JIqWoaolT9zY5+jwBsvlktBx2RY6qqahNg2apr3nXEVK\nyUc/+lEWp68SPjznLMsKLXh0nk9SSqQogW9ct5bfWp7o38cbb7zBF77wBf7kT/7k8pqPm6tifsUj\nxTQtntv7N5wv3gQBe4On3mN49c2QUnLy8h3CbGfHenpyh6OXnkZRvjGgvNe7yemXblNnM6hV7JnD\n3PwKbsditdyg2ilmaOO1dNbJHe7ObD7s/QSHH3mKL3/1P5D276LtlzxYfIEiS6FSiNc5Zqgga0ld\nCTS7yxMHQ0RV0WQNSZpQFDkKAiFbpNmKwoFOCzbxXepaxbRqdAU0Neb+2YZNIrCMmBv7gk6okBfw\nxr2awFWYrXRC95DQ38kINWNIIg5xPQfNdJjECUqzpZYZ62hMnAr2+9fIyoo0K3BsHcfWGK8g9DoY\nmkpVq6zSgLIu0BSV8WyLrqrU5YzleI2umzjBkLRS0Q0DTVNpRBvdVdA1HdM0qKqCLNvgaTXLxYJe\nx2PQ26esGxabjHni0e32kXXObLVmsszR9II8zwj8AFMtCFo+VrMm6Ggs44C82FKWJZbhst3GCCEI\nwxbnoyl+93DnTV6W2LbN9evXL5Uqh4eHu/i5mx9kfv4OQlbo3j69/j+8IfjHoigKtthDysnOSZSV\nPAAAIABJREFUCCyXDK2jR/b5AC+//DLn5+f82I/9GLBLSmqahrt37/JHf/RHj/Ra73JVzK945NiW\ny5MH3/uPfv9iNCPMjMvi3SotFmdTeteG73nfMx/9l2xeG/Fg8iazw8+BCnGekqkJTmET7O/MlypR\nk9cb3vz8/4Wazhg3b2PsdZhFZxRJSdYkPLGM2TfnLE8l9wqH0lPYc7qkHJFuN5jNFNvSkTJnuZHk\nRc6zNxXKsmG9bYhzQbddcz6B20dwu6dyfBEjFMlT1zR8VzBbSYrKYbLskBX7mJpKVWtsohhDB6H2\nCD0bRTQUZU1SSM4qQVlkeOYb3O5/GCF0fNfamWxlGVleMOy2Kcpyd3BcN3iug6ZUaI7BfAUt3yYv\nDYSAybYmL2qSAnRD0lT1rh1jGlTZmqKwkLKB6IKgraOqDctNhqosqBuYLrZUwqMuPeq6wrUbzDjn\n5rWAi2mGrDSaJqeoIg73QqI8p64NxrOKbsfdaesdh/UmfvgwUSjiKXFj0u72uHnzJnt7e39nTZim\nxcETj2+a/JmDH+R0+gY1GS3rkE7r797D++FjH/sYP/7jP375+vd///c5Pz/n137t1x7pdf42V8X8\nisfO6M4JzTwFXSG4PcRr+WRJyuruGCpJQkFP/MOZjn4rpPxARhwc4+kqTVqxXqbopYvQdYoio24a\n1NgnvfvXHHmS0BuQ52/yykmBd7uLCErILzh4QiUvDQJRYmcw0RVGryV8uL/PUp1RlymLyZJhXyGv\nIubrEV9508Rz92kqSRSf8/Yo52AoKCrBJgZDU2l7kuVGIiU0jc9me5v97g1aQUCUxCArluuadhBj\nKBmqktFIl6oqqdBxTRO0IYv4X2NnDUJm7Cyu4J3jEZ3Aw9FrSkNQNjyU9M0wAp26loS+jW3rhIHN\nNBLYoYUUgk1astpsCWxJmuQUNXQDk44rmM9mHHQMKhRKrUVaqazWJo5WExU5oZ3SVAWqqpLlDQN7\nQZOpqFLBqM95amDg2CZvn8yYVAZ+4NHuDCnrAktr8Fs9skphNnrAi9cMNF1w72JKlTtEUURd15et\nljiOieOYMAzfd87n/xuqqnJj7/E9LN49A3iXnRmaSav1+Nwer4r5FY+V+fEIa1ShqibksPzaKc4P\nPsP0lfu0cACBWgrOyhmH9k65stYyDg6ufdPP26ZTLNtkGjesNgu8Pmi5QbwWlKMapap5xr7HoLfC\nd0suZhdIoTFsZSzTnCzN6PYaok2FVGsUTYGyQXdVxP6G//21P2bP11GTMW13ClqD3khansqg/TSW\nqSMEDGqPYfwaq0KSNQK9lmxjyUGPXTRaLTkdh4CP65ioqoptuqhqxfk0Y528yrBzxDou2BZ7FIWF\n67XQ9YBtvMVx9jD1iE5oslhFzJYLnrmpM12V2KZCoK8Zr0o2SU7f31kDZPlucClwLbZxTloaaLqC\nIiSHXZXz03PSyqXf71JWkk1UsJy8jaU1xIZNoztohk1eNASeQ5GntLp9VssF0XxOVZXUyZybRyar\n7QbHOtyZnm0TjCTlNHZwwpCsbNikCTcOOwSWoMxj6qLgyW6Joag8GG1wwz5xkVBVFffv3+fJJ59k\nMpkwHo/RdZ3RaMTNmzcJguCbroN/bvz8z//8Y7/GVTG/4rFSxQWG+o3et1bAZrPBLjTYzQZh6Sbt\n4YDCN0HCwcG1v3fYyNR8ttuSIulSyTnLSYUtLbxWgdF4eGqN545ItjG2bBBqzGzukwYalV3QKBWT\nUsFTYsKWRlXDxUxBs0El48PDGQctyWRcEGo1jioZRw1C7uR/UoKhCdAt5msN3yrZRBLDb8jzhmWk\nEDqSVdxiGxu0Q4UoSfAdFwTEaU6vZRElknUZUJlPoaJQJQvaZo+qhlbgQ1WgKjBdxKR5xTYpuGWb\n+MWG8VzQa7U47FgUgeD4YoWqKiRpRiMF6yjdtWEaBYHE1GEdZ+RVSStok2QVLc/ENhQW6gDPdYiL\niuVsybXDFiAxdJC1ZB3nhJ0hga2xiROkq2NYGpbeAtUmCCyaOiV0l4T1dTTDRlVVLMtiNI+wr+1h\nhR7XfJXjOwuE2A09GZKdVn27pCwyBv0u4/EYVVWRUmKaJqPR6P83xfyfgqtifsVjRfMtqmmE9rA4\n15bA8zxGXKDVKotVRFnWpKrKh559kendM6ZfOwZbY/DUIePFA+Jihq23Oezfptc6ZPvyIZl4gyiu\n6Ow72GxZzbb0S4M0KykOE0oJ+TSiF9QMOirHpw6EFcmmZDFpkEctzGnJZllitFVO7mz5UD/mmaOG\n7bbh+RuwWggMFY4GgrtnCeeThF7bQRGSySJB1wpaLYXX7lfkseSgJ9jvC+6dXSNw+xwOYbFpiJMN\nUVzheyqChHaQc77ax/d7eFZDhEGnO0AtLsgrFylreq6kkeC7Fr5roaiQFwnXDwZs76wZzRb0Om0M\nTeP5WwfcO50ilAbHFsxXc1TVQqsLZvOMlSJompzDow4lBoZhsoqW5IXcBVMUKobpoLmC2WpDVUGc\ngqvHjDcpZVVTFO5uKMj0KKoCyzTZlhpYR5TJnFV+gBeElGV56TNuuwEvfO+/ZPTgdRQlQnP7TFcT\n8rQGs0EoGmqToKk50cVrzEYLfGf3hBe6hxd2v23r9p8jV8X8isdK92jAJC/JFilShc5T13bDH88P\nee0/vso8n5D6EeWpxeSVd3jSHRIMO5iu4JXpX6LenqEaClH1Dvl5zI3hCwh9Qdi2sA+6JJsl0VKh\n0SpWzLDx+PJrGvtDuNnXGGNR2JLnbhX85zcEzpFOe2ihegrKPOWlJytUteb1eYUoBU0taCqJJhtC\nB8oKVFUh9Gp09S3uPOji2YJBd4rvCd66aJAlPHVLwdQFpyPwnR5JBk0TsN/zmCxmJOmGqqywbZXT\nyRaanDhpqOsURVHICo3DrkVZldDAKs4JnN0ut2lqeqHD6cWMxSqjbCw6reByUHYd52ySgoOeTdhO\nMROTTSTI1TY3rnfIsoKT8RjPVRgtRpT1kCKVbDdTOoM9FE1FUXa+5jItaKkJVrXi5CJDah1UKySp\nBI6tYqoZodswjrYIRSdJhxRVyPd/3/fzyiuvoKoqpmkihODFF19ECEFrcIPZ8dcYDPdYrn32By02\nSYlaLBBNztGwTVmkWM0GRfTQNI0sW6F3e9/exfvPjKtifsVjR3dNhCJwOj7OQ514OOww7kaovQV6\nFBGuS9SqRTFxOVmsuf7CLTbyGHNRIRqJ4hhs1FM20RH7NxomixLFUAiCNsvZmk7QQVs5aEKj3j7P\nzJ7gum9gWyWiqpGGhhXomKaOZcLsOOZfXS9RFVhc5FzrKbx5t2Hs6jhqwXzVEDoKngNJKum3dw6A\nRXXB4VAhzgWlFCDgxoFK3UgcW9CqG2brHKSP73rkRUMUlbiOy2qTEXgh/ZZAEQ2x3DLoaJxcZFii\nIMsr1pHCoNtDyyTTZcShoaOqkOUSwwhwHR3T0qmrhkZRCH2HbZxx+6jPbLlBd6CqdUzHJyt2vfOq\nrtENh+l8gW+HmEbKKhsT7Nms0pSW16XIC1ytwWy5mE3OPMroDp/Fdhw2cUkjVDaFwr4+p640qnxJ\nbe4RRxM63eu88l+/yNPPPMt6s0VKSafTucwDth2Xw6c/ShzHPHHTflisM5YPvohr7w4587Rir99C\naCp5UdLtu5i+921bs/8cuSrmV7xvmqZh/NYpIm9QA5Pejb3LibfRnRPMUYmlqsTHF1TPV4T9NgDC\nXKKqApkUaFJQ2Ev87FmKaMP4wTm5V+D3FKSEKklJjRxrYGMZDreuW5zMVqTlisKMSZWauizpFgNE\nrrLcbnnmWsHAb5C1wptnFWrUpZQlZsfA8yqW4xVkJXthg2UJjlWVz88cAkUQNjEv7DfU64Z+S4IQ\nvH1SczQU+J6CbgsWiSDa1rTthslCoqkKmgqb9Zik8Ai9klpKrh/eIIol/U5M4JnkRUHgqUwfnHFe\nnmCpW/a6T9Fv6RiayXqzRDYGigpplu/kfGWBYej0Oy3unS0Ydn3OxzHTRYSha9TUzNYRXljiWD73\nLjYEvdYufYgSTWlYLgssTWIZMYNAozFaFNUJ0Uog1IBGEVRpiu5ZNELHsWykVGj5LqtNxIvf80ME\nzQzfaXAnDlkdsohMZDZHVBWrs6/Sv/FhgtbfbY8oivKeQTDLstDD66wXD1CFJFc66E5J4OzacZu0\nIWhd7cz/v3BVzK9434xevY+3VhBC0KwzpvUZgyd3Qxj1RYSm7YyRbM0kPl9fFvNrgyGT4i2kaKAC\nT4YIAVmeUUxShs5TjE6/xsR6DanUmNkRz9/613SVF/jq+f+GZjdslwXtXpfAc0lZ8uDt+4gjCMMF\nugbrRU2jSWq1YL2NuX7vgywO71MPcmYbyY88U6Mrkvunkh+43fBgveGe0mK2aShI8d2arFTw7YZn\nbiq88QBSVaHjw8VMoAQaulqxf9Bw/N/Ye5NYS67zzvN34sR8I+5835jvvRyYSYoUKVGiZctql8oG\n2l1dMIzyorrhjRdGL7wRYHtne2PAgDYyDBANG4Z39sIbNQx4KAkGjG6pVJZL1GCJZJI5MvPlm++7\nY8SNOeKcXjyZkixXyWUlKbOYv9UdIuKci/vHF3GG7/ufNuwfddm7tMv6qOJoXDLsdVDKRFGhsUDA\nIpasD9bxrhsoKqrqLmV1zv2DazRas1odcG33BqsMVukS1QiGXYOiTCgqh26o2T+aYtsOG6M2Asjy\nEsOYYYp9VmlB2+kSzc8IOyMWKwVasLW5RuC6yGZOlBlopRh0NFFWEqcrQt8mHG2RLA+Q0qApU6Tt\no5UmTyYUsy+zsiXx4oRVZpGzTpVXOHZNU6TIomA1O/wng/k/xXBjD7W2g/p2JmiWJsTTYwBGl3ew\nbfuxa/V/Zp4E8yf80OhliRAXWZ6GYdDMv5MarY1/VJPiu1xnn937ScwTzUnrNvl+xqXoKuN0xlpv\ngBHaJGlF0V4yWutgGILGynnl/p9xff0TuEbI5KQBw0EbBmXqo4qIzEwYPiWxZjm94KL2hqo147hh\n60Uozu7SefUKK5lz/emAVV5h6ZqrW5pCaXZlg2wyXsl8vnxi8IwbcXn47V0qATx3A/72ocQrLY5n\nFc9f0gwGguNTQeAaPHNtjSSH43OLoqioK4FtNwy7LvvHKUUhME2DaFXie20MQzGdb7A5Cgn9DKVg\nvW+TZG9iGldY64WczZbE6YxOyyDJHE7OVrTDPqZpkmY5WkOSJ+xtz1muAtAjAs/DKleMT07wO1uE\nQUhZ1ySF5mwVMOoHnMxi5rGBtJaEXoqQAUlW0qBwjAzdeFA1RGnG0LvHyH2I53fIVg9x7T3ePDyh\nKfukjUnPV7RcwcnpQ1y/RMgOvdGNH6gdwzDeThbz/Baef/2H1uP7lR/K0PkJTwDA/kfbCO3vyMq7\n3CerL9zcI5XRvjx6+7sqq9hUz/LB0c8xki8wrlb4foDtOsi+R7jZp5AxWmhyMhoj5zx6i69+6z8R\np/cw7QnJLKapBZMJxJnGCySWK/A6FvtzyfkSjiYQKxfRCKxAM9l7HbRGa02uJNIA3zMwBdiGxjI1\ngzWLZStgvBL0e4LRQNAIQV3DNDU4sdp4W22kBfOVpNUSjIaS6bJCiDW2Rrt0231WeYVtFcTJAt9J\n+eatr7BKHtFtO9iWh222QHRpuYKirKlqhSVNsnyF56YodcrWaE6apTw6S6jqjFZLYpkNlhS4DgQt\niUHKZJrRb7/E5a0h7cCjVprQl6BTpCxpeQZxprEdCyk1exseviXY6b7K2qBgYy3GsjI2+g3PPjVg\n5E1Zze7QcmIcN+TsPIbqiH7bxjLh+WsN652c3YFkrddiEUW48jZ982u09d8wOfq7d0uBT+DJk/kT\nHgO9ZzaZ3TyCvEG0LIY3dt/+brCzRtJrkScpo97W20Pn5XhGeWuKjUmyf07otGjvtFgcT/A2+vTW\nB2itaZWXady3wKhJk4qz84yhP8PSFalK8XoNj24KLOMKVpoyeqognkdU2mLgWWS1oLE0me1RUlIu\nFWanpuV6HMwNrvqQKdg/UawNDYxGk0xq1PCikmFmWrzxVsGNXShKzd/f2WMjGOIvVyT6kFePNOte\nQ5U2vHBDkqmKtvRolIFjS6JZyf5JiutKsnzFxz804eDUYLaMsC2LJCuxZM7dA5eNwTbCaHj9/gPC\nVkVdZyitKWtB3YRsjtp0Q5+6hvNZQd0ojscxaV6g+Qa27ePYNoYhcB1Jt91iPEsYeodEuQWGQ54s\nuXR5F9PU8O3c0qo6xnBarKKQbAlXr+wgTbBtj7A/oNeRzCM4jw06izvYoxAhXbodj/HUpxQtxsen\n6HrJYKTI8wrXtTCqW8DHfySafD/yWIJ50zS89NJLXLp0ib/8y798HJd8wnsIvx1gvHiZs/M5QoDt\nfGeuM8tyjsYL0OC1m3/IEyI7XtKSNtFsiVkJzlcHyBspeTfl4bKgnClE3+EjH/iP/NVX/m9wU5rC\nJWh8tH8KqYfdMpCOor+Xg3iN5Zs+1dzE3/Kolcnrb7kMlU0kG4xdC88yWeoMX9uAwcQJyVPNZRkR\nmjUPx5AqiXAls7OKNCnxPUGwZnHrVJEsh7TCdXZGAsfqcjYv2fYeELYMmsrgm7cUlarYGzaYRobj\naKJE4rk+lmywpcnhaYBjr7DNJaY02BpJ7uwX7G44FFWCoTXXdhw8J6JpChzDJc27tMMa1+mS5Brf\ntbEdTZIu8MJD6nrMx24UPDppaOqIUprYpkWW5zTNG1RNizCQdFtTWiiWc4ewM6KsYmhuY/oBbnPC\nejBmr2dzmv04LdHmKHqIlhWzSNMJNzBExZv3x+AM2NzsE2UeO8/+Ow5uf51Ll3ZR9YTAmTObZmxt\nW8DjrQ/+XuOXf/mXee21195OgFtfX+fP//zP37H2Hkswf/nll3n22WeJ4/hxXO4J7zHyvODrrz9C\nmP5Fevf0Ph954RplWfKNmweIby+A3vrPrzHoWly7vIMWUJUVkyhHZxHR5j6+5dLqOCw7RxDv4qYe\nN195i15+nUF/nVyWJOmUsyNFv9vQBA1lU9HqmUiVYa436P11dJFQWwme5TCdZKz3FNmBYmE3mBK0\nUzFJJ4QbkrrbYf9A8YFeRp4ZLFOF75S84CxJHZOmMLh/BpYWVMqjJS9MoJUCXZl0Qw1VQ15c4vr2\nkINpxd39M/Y2e0RxjjQcLHNGvwMCTZQ4RMkUQ96nqLoUVYUpC+I8ROsVAugGJkpXSPMW5/N1ykJh\n2jbCrNGlx3SZEcUrbB/maR/HajFdLhl0ThnPvsY82qXRGs++x0c+uOKsyDlYdpFFn1Y4oq4XpNEx\nhaVh1EPkDusbLdAG08Th8m5NnDXsbi44mXp0gj4KTVkptreeYdE8h6sv44+2cb2QMOzg+wZ15REv\nYuI0Bssk2Pj3P1ph/ogRQvCbv/mb/MIv/MK70t4PHcwPDw/53Oc+x2/91m/xe7/3e4+jT094l1hG\nMWmWM+h1fqidAydns7cDthCCtLaZzRdkeYUwfZqm4dbdQ1a55ltvHPD118e89Owa7bjCcjz2xQFN\noEnKkrhesdEeUCc58wkwS+nobXIUhTlHTgI2Vs9yunwLZInfFVhSkGcVrusz8taIowW9qw5JuuCZ\nK8fYvsJwGt7KLI4WLquForNlUlUNVawRhsd5nBNQIZWms+7gaUkQl4RBTceBPG2YGHOEHhDFgsAX\nlM2MqoDA79JvbxCtNE9tGJxOE+L0CN83WEQ2Q6eLagRlXSJIKArFqBvRDVbUSlNWgskyod9u0dSK\n/eMTru1ouu2GokjAFwhZczybUpQegWcxGvWoKpPagLU+SD3mbNqwvXbGfDlmOACtDKrGIkschOow\navcRVcjarsXhpGTW7SDTL7LWG4BZI3FZ67U5OXidljNmt7dktRhSZk+RZoKNfkk3CNDmN0FfBHIA\nw7m4EammRMqasG0TBjZK149Dpu8Y74Zt3LtRx/wf+KF/xa/92q/xmc98hiiKHkd/nvAu8eDRCYdn\nBUJK3nq04MPPbtNq/Qu9FcWFaIUQ5NGCZHrOzVszer1LTBc5c9smLSV1XWC3BmjL5bUHEV1fkRYr\njF6InUraZoVtQLLKcFeCogJVKYqmYhDdQJYpYhZzZjxga73LyqpI4hXZsqblWYgamqlF67pFnXi0\nnXM6mwZFWqOFxs9ztLTobFs0TcP5fkl3w+K5dkJgWqAt1jsFca7RqqZnVpQ1zLKL+iaFkeEEh7z2\nQNL1VuRVxKgj0NpEabCsiz532wab/SNcR3BoKB4c9dgYuvTCOa5V4q5LlisFoSDLNe1QM49uQdMl\nyWt2NyMC3+R4rLCtOUk2xbFH7KznfPXmlMvrz+NaNqUUVKsaVTZYrolpehyNNd22wWoFrmcSLQws\n4bETtsljh27boVGCoDUirwoWpU3jm+Slxrc1q9UcqznAFhFSCK5fOuZ04jBoDem3TdJyn7WuYrp4\nBdafB2Dz8rOcHz0gim7RDXI2hn0AZquvweDa45LsYyVa7KOi/w/LyFmqHTqbP4v5mG3j4GLW4uWX\nX+by5ct86lOf4qWXXnrsbfwDP1Qw/6u/+ivW1tZ48cUX+cIXvvCYuvSEdxqtNfvHEfU4prWqUWhu\npis+9skXf+C5eZoxu30MWQ2hzcZze+xsjTgd3+P49hHlbEo2W3Bl+zqz+YK+7XE+PUApgVHl7PQ2\nidM5S9+i5YV4okScJaw31zGHc5qqQJyFGE5J5mjifEVczlnwNTZ9n6ZqMe4dcqlpI5oSy5HMJinp\nmUMv7aM3l5zGp/RaIaWR02QVWjXYgSRJS66EK7q2wbiw8Z71mTxM6Y00hmlQrBoKJWgKhdu1qGMw\nGsXe6GKHy+IhSBlzabvBG/kUeZvZbIWtl7TyDN93WdWCMh3jbQmqGtZHcDqbYBoGYKCBeXQReIui\nwrZKokRxYxeCIKKpNVUlcR24tG4wXWqK+hFxfo40cjbCTRyzpGlqpDQwjYbQmlLXCmnWdEOTNFO0\nfEmSSXzH5MqGzeE0Qcoete5j2jZSCWwU63s/xendNxi6PuOzElWd8mPPFpydlzR1he+4jAYTvvnm\nKe2wz/bGhYFIFZ2+rQkhBGuXrmLqN+h732URKN69p9L/EbTWNNEXGbYv3IbaHDOZfZPe+o891nZ+\n9Vd/lWvXrmFZFp///Of51Kc+xWc/+1kuXXq8Rhj/wA8VzL/85S/zF3/xF3zuc58jz3OiKOKXfumX\n+JM/+ZPH1b8nvENkswWXchfTuai5rKcFqygmaF8MnS9c28X3eRdObx7SLm3ApJ7VnLy5z9azl2kv\nU0SkaOixMgyiSYxr+1DkPON1aLRJk+Vk2qBntHhrOSMZn/HCcAuBQ1ArgvEVBJrjcsphMSY3JP31\nDczBfRypyesZsrXCn3o0SuNFfbRl0jtYw7Nd5JUVSs4I5w75TGPZUHoF3W7NwZHARLDd09gO9P2S\nb04M7KYmXipaLQUmzBYG9xKXHgbGo4SffUGhGygquNRruHmQYbUsjLSmKRVSAbIha+7w1n4bZ91k\nfnyMuGfQDSAMDC6tQa0FnVDw6MQmaF3Hcz3qpuZofJ84mzPqmRS5Qkooa5P7j4bkpebB4YJnbzRs\nDjKOTjUbo5g0n2DJNrUqybKYpXUCuuSpPU2e2yS5oG5cmjpjWXlsULHZu8MbDw381haWkrT7A8pi\njdw4pvPCR5lMcrx6ygsbx0SJxLIMopWiUB5VY3FtN6OppyyjFkoMMfynv09TVvghVvExgdeQlQLD\n/+cblLybaK0xyYHvaFvo/LG38/zzz7/9+ud//uf5/Oc/z5e+9CV+8Rd/8bG3BT9kMP/0pz/Npz/9\naQC++MUv8ru/+7tPAvl7ACEEQ99CJhf7wVVTsdYPKNKcVhhw8/Y+5/MC0Fze6nBlb/M7J2c1Za05\nf/0uZiVYGDFJGmMsFAaSaHqOzGqCTgBK4gvJEQmh5WILn7eSBV475NKqYOj18RM4nJ7RD9ZRqsE2\nTEwt6JguLWmSiAgnrClnBYHj4nZcrIM1oskpVluh5j16411mH/ka7Z5E1TXSVtQPJT/11AZTpyRT\nBY7M6LkNdQmuZ6BqjTtO+PHL0DSaYtVwWtks7IDUAHe64mN7CqU0Ql+YMdsWrHVhsCZ4az+lqDQf\n2AYzsFClIioXHB8b/C/PmjgSlitFXijmicbzXO4dK+Koz/a6R6PAMk08Z50okUwWbYSRoesxtnUN\nRIhtDXn6mmKZPGL/9C7XrkCdLqnKU5paIIyKbvc22xsZSayZLy2SpI3v7TCPXHzHpS4iDo4mrK/l\nhO2ScOcjSGEgLY9n17eJVwuidMrepT4L8+sI8TquN+B0qZGmTyOf5uqlFfHKxXFcFssKGb5Id/2n\nvk9XYXeH1PyPzNIxdjigG/7rTMc3DINC7KL1I4QQZAVI9+qPuls/NI915v/dcKB+wuPhuY8+zfGX\n7uBi43khmd2wPuhyfDphmUoc76LI0eG4oN+NiOKMulE0siF5dZ+g9lEIinhB+vf3WYkWxqKmL1t0\nex6zLGZVJfiWgzNoYZkGbRwcnWKkGYHnUDY1Vbkg1JK8KojzBANBIzSDYMBhMkcon7PkGGeUkxYG\nYhywkW2wEX+AdquD8ky+1T+mosGualTTYCqJbAxc6RCsRlQyQmnJo9WCa31BPCtJMoVZ1yh9YeDg\ndCyqc4soM2j1DK6WNZ2uZDJR7G1AXWsaDHZHBrcnmtBW0CjCliRrNBgGq7zhmVGNRpBkmm4oeO2e\nRppP4bgDMBRHcURvaNC1FQiYxw7PP3WVxcpASnhw5jAaBRRZyNbIBgO00afQG0h5yuHMY2cUkOQr\nABarDnJZ4RqCaNHQbW0TJZq1bgcQmEbKKumxeCvl6rWYWfRNrj73f7ytgzDoEgYX7jee/QlO79wk\nME9wupuM5xNsOWG6WmGYz+B6G5hNitH/DwTt9e/TFIAf9PCD3jsr3sdAb+t/ZXL+LQyKIP4SAAAg\nAElEQVSRI509wu72Y71+HMe8+uqrvPTSS0gp+eu//mu+8Y1v8Bu/8RuPtZ3v5rEF809+8pN88pOf\nfFyXe8I7jB+2WP/4NdLjOZUQDC+PsCyLqqoR32WkjGHw5f/3a9h2lyZwOD08Zmc2p2+1UUKz2dvm\nJJ4w7xcMlMazWyyLjEF7gG3VVJ5CtMBq2bx2NsUchpwdnzNyuxzl38TdHmMJyepknevmB3CkyWk6\nZ1mWjG1BWd0lMD3SNEOZOcawIhL3iR9BsWqQSw/b2cJd36E5nSBNzWpWIzOPbx3NeWrdpp63eH01\nIdnpcTfKcG3NuDTZHSQ4jkFZNKhGUGswpMaxJVlhYpoKw284XyjGM7h+VTCZa3aCBlMK7h4bTOcN\noFGWpKgMNgeKlgsGFx6gte6xNRqS1AaN46FCk68eZHxk00GrgjAoqRqPbhtA0OoErFJFPxCYJhSl\nwjYb2m2DV25qPnipi2VZeBeHY1ddtF9x79SjLhIsR5CV0EMgBBgSNocQxSamKgmM13n08HnKeEKc\n7FMhCDs7rHdtkF3Wr/9fJIs7xMszyr0x47NDyvhNeu1zQnGJ2n6Rtf7aj0SzjxMpJf2Nd24aqK5r\nfv/3f58HDx5gGAZXr17l5ZdfZnd39wef/C/kSQbo+5iw1ybsfa+Ty6Df5uDsBGl5aK0p7r3FVtNG\nVpKDg1Oatk8ZNmhl0bFtQDPWJes3rqPiU8oSMmrKaMLSqli1XfbcIUlR4qwPYRiyPB+TTe4QPDel\n4wRYhiRzp9x59T5xcE6wFZAuPHQS4rYEfuPT1AVWN6csG4rLJ+QbCT27S36Yoo4rds4+ysK9haYi\nasZ0PpizUm3+flGwOghY/NicTtugERaZhDzNuRfZOHZJp2PyxlsNx8LAsqEoFA+KFv5E06cijqEV\nCG7va/qBoK4aEAYffVpy+54m8DWpMBgMNZMUHFNhSs0q1UgTPNdgsYCFYeK2NLcWh4y/kfGJZyP6\nfo9GdZAKhNCUrDDFMUm+i2VKXCdluUo5TJZcu2xyvqgIW5puIKgVzJcJyVgROAMaK2aVHSNYY5VG\nuI6NZdas0gmmqZjFE7qDBW++fk538CxhL6DOE/LpV/HbO1jSYz79CMPtn+DR8gsspgdc6x4h8UmT\nFW/EAc+/9L8/GYH/M+j1evzpn/7pu9rmk2D+hO8hDFo8f2Od27fvc3x0xjXdpqwqGqXpeV2WquDU\nV8hKkNUZEyPFf3rINmO+HqR4xyXbbpfKhG7oY0cxQdAmWi2wZgln37zNB/wRj8SY0GuR6gZfgO96\nPBw8oHVJkIkK3Z0yuH+ZcuqjBwuU3bzdR20qGlkRWXP0tsRyc+6+cpuwBdXmktaNhEzENMsOQbdD\nMS6pmwqtbMq6QdUK1zfwNjrcz2omtzO6mwF910RaBoYEEVh8/U7Fc0GF49sYZoPtVEQZBJ4gFIrp\nVNNtg982Gcc2bkujRMm8Ah3XFDVcGsWMp3MMu4dUNTM1ITAz/s1HcgLf4OHDc1wJo35IScla95Q8\nbbi6/QZZeg/V2DwcZwyudFF5yealmJPjI0K/S14UXLkUs8wDEnvOKq7wOhWnp3eJ57A5dKHRFGWB\n47YYdhpOl5p2KBDqGLiBbJILU+gqwXV8jOoOtx5B4T/AXt2jbjJcr48tR9jSfLso1hP+9fEkmL+P\n0FozOz5HVQ3BqIP3T+wr11qT3X8V69EDumLEch7htXpkaUqlTGJSepd3OFkt6LU8OqbHh+UpgXAY\nXW24aTtsbuwRr1KSXECakmQ5Srhky0c862+jTBPD22V+HsNIEauaZu4ybytE09B1PITl0LgrnlYf\noDpe5wF3OE8e4AwUhRVT6JJ2X1IlNUURI567h7fRRlsxcVITdm2aVsZqYlMbBUHgUuY1da0YHxTs\nPN2iLjSGMOhteei0wjIVhutSRxXVMsdRNet7PmVWYxkGYQdm5w2jnsaWoDK4ewh9QBgCq21x847m\nyromiwVX+zWThabiHjrzsHouV52KbZ2zMTLIcsHHPmgQx2Pi5BzRwMMxBC5kpcDyKo7OSjoDj0B1\nOYlXmFZNd3BOPxgjDXDcgKNFgdm6MJ6uS03bU1jtDnfnEjNssczXCOo3SRyB50gMdYhRSuo8BSVQ\nFJjGRdJYVmoS/z6+20Kba1jWMVVmsNm/wqpwv08vT/jXw5Ng/j7i5OZDWvOL1fzFowPUh7bw2wFl\nWWLbF/uHv/G3X2L65l0eVSHttqDjpljKB0MzrpdYa0OyvKbXdvm5n/0Ys69/kaC4cItxbRPfXDGd\nxazyhqKCSbkijC3yPEPGKxrfBeHTa3WZ31/DmubY0mQ/sTA2M9pWRSgssqqESIKpMUqH7fpppm/l\nJBwTZRn+mmZxnkElUUaJv2VwnjR0AwsiqFNBkmY4UtBcTlmdamS/oak0XmAgTYFuAAO8KOV6r0Ra\ncD5b0W6BtQ55W3N23LB5ySKdVaxWgmHXZJ7WFLmm7RsMuxqEpkoqXj0TPKpaiKTmildTK0HgA6mm\nPSyYShOtwJENaaqoco0dQFkKrmwblKVm0IXTGWQZPDgG6XUxlUUYSHJCQj/m3qmiERoLSR27xGqd\nZjZhY+hh5xGjEczjAK8X8qDcxbdew6wU0STF7SZ0Oi7HZ0vs+VscFmusW4rVKqJUI2T4cVBfA8Dq\nP0sS1Ww4AWkeYHV/8kcn3if8QJ4E8/cJTdPAOMdwLp7GA+lyfuchrfwhbp2zdELU2i7jeweEbohX\na2olyb0Wqu8yX0bsPfUCdV2htcazLhJClNuCYgHA2WlKEbWI6hklNZMyIlIV/lwxVAYrpUmqHLeq\nSQ2BafnEZQDCYGgaZKeXKdMjypaJNe2wprexTQsF7K/O6TylKAObYLNDKXKEAXmtaHk2tpCoMGey\nWOGabZJTcAYWhgDt5mztWtSFSaFLDm8XzE9LvEAwe1TyiZ0StKAqFDtWwWRuYIQWva7D+UHDq0cm\ns6mNUTVc71TsrpvUlkFaCY5TQTCUpIli2grpVDWlZXE0he6uid+RaLOmqqCsFb6uMBwIXVjmivFM\nIQyDSgnSQhOGBlEpSBqBFiausOn2Mzr+hNJwODl3MXTN/VmL3HuG4egG667NbPxnnC8Um75gkRmk\nukYKC7F8jauXUtJFw3pHY+iaNLN47sZzFFWGFT9gfU0SxROq6AWee+EGi0dT8uYRtudRFP8G1X6J\nVm8N6x3IkHzC4+NJMH+fIIRAa/U9nxWH99hdN0DatCh4dPvruF5IWjb0rYyz1ZTS97neCxmstakR\nWNbFcNxzKgDa159n8npGcnoKcYhlt7Clg5FnCAees9r00hmqDPH9IQ+X57iWy93VmO2dZwgMiWk5\nVHlKlVXsZh8mncW4tSIhI1cVgeWiyhLbNFEuWI2PlopokWB6BhQmqZ3QcmyoLOLzitBoE/QrFlGC\n29M0WlGJBmkKvEDihBfZmJigShCmgWNJDF3jtiQagaqhaSwi0cLZaCE9wZ15w+m0ZGAVbDgmbR90\nXaOo6bmK6+0UxzXotg3Ol9BDkzWSWWYgbYVlKabSIVtp6kZy/1DwzKhCrjQm0NQaU2i0aaJtgfRX\nmKLCNUqqKGatazLPTMxAsVjcoZfZbPk9WmGINo9YzEvCTcmkXoGSxFFCXUFLNzgtiyZruDraJC5m\nnExnrF+6GJF12jaT6VfQ+v9ks/UBTo88ZCB5evcGtu28u2J9wr+IJ6sZ7xMMw8Da61DW9YVRBBlh\n73tNJYSQdGSOMC0arQlUxAvXQj7xY8/w4nNXCZyKOptTpmOu7V6YTNi2w9pHfoqD3CCPMhaLhDIr\nEcKiaBySxRQakLWmrGuudLe40r/EjcEOp4sz6qZEqYZH9YrTpoSyZNvvYwlJ32uz7nWZZRFiuGI6\nX5Esa2xpUa40tnBRmUHlJcRZxmSyIk8r7IEiqWMOZ+cUTkycXtQFl5agqRoaregMbUzbYOMpnzcm\nBlIKlFDcPDWYJBop4WBfc3zUwbUspGUgtEYBqQ65ezDg/JGLqCVlZjJWLXplSstSGGjmuUQKiE2X\nY9nmjjvgb+8Z7C9MwoGN03PRrkXm9Xm4+hBvnX2IB2eXeOv0orZLnApOE8mgozEcyfGkYR43LOMa\n09UYhmZnw6HS91BVjZQmvmszXhk8OGk4O8t4fWFRukNM6SCEgUawyLrUjIjLTQr7BuK7naC0wXT/\nlOrmhK24R+fQJZ2vfqC2iqJguZijlPqBxz7hnUP+9m//9m+/kw288sor/PiP//g72cT7mrP5jK8c\n3OHe5IQizxm1/9sJG61+m6ZrUoUG/etbVFWFk8wwhKBsFOKpF0GViINXacua6xs+bpXx2nnDLC4x\nDUVeW5hOm9Pxgl7bwbFtvvLFv+Vs/4xJaiIbG1MrTtM5lViSTiZsuVusipKkKDGlBMukNiQP6hXL\nPEFqRY0Ax8FD0NQFfafFIosxpeSkcxfrygq/bVCXmvimQ1oUBGuSUlU4XTAsTZVCe1ui7JLEjgh6\nkiSqqXRDlSmqUhHNK8qkoS1KPKnAMYkrg7OTgDvnFfJaj4XweGtscJa6iF5DsGZQqwalIIsubiae\n4zJPfcYNHEU1fpWy6eXsDjSOrlkWBm+dCupGoGuD4HzIc6MRUjvoYo5wJQ9mJrbaZWtjiFCC9WGH\nSVEzE5qzyOBcd2nLirK4uMH4lqLjaC73G8yqIl7WNHWDZ/XxRMGqiGl3a9Y3LBzbIDLbxGpAVWww\nz5KLxd71y5zH62xf/xUc/wqn428ReCVJKhDOv0eOPXxx8SRuGpI0TQm3+v9NTc3Oj1md3MSoZkzH\nxzjBANN8d6Zjmqb5wQe9B3hcVRufTLO8h6nrmldO74PvAJK7xYLw/JTQ9Xn1dJ9CN6y7Ac/vXHt7\nb3DYbcNFwh/Dp19g7rcgiTG6QwabOwjL5YpxUSxpmZa8tmxR1RdB+uadR+zubGIKAabHw8MJT+0Z\nTMcRjbSolcIqcvKqoKhTytBmvT/itE4wkfRbXSxpMS8SSjRbecWlcI15meG4LtFqiQp65IBpu9hl\nhmu52GsXAdkyJMNWh0mhkUc7lJce0tmyEJYGJXDXIF4WhKGDLAQaTct1sXsKExPDEMjFKR9qR2yF\nJrXjcDDNmORtVO3R2mzQysD2BO1nQuYnBZYjSVYVQd9kNS/prztYriadZbT3TIoHS17cKBm5BVlS\nc/+RYNg2SBLNsCcJ24JqOuTKXovxEoajdU7jitfOS0rXorcwKNIGXZuURYUtPWhSVrpNa2/A0QR2\nvZSdTsEiAmkYnE0VFgqtBZbboxYF9+dtDOWxtlFQFYrGdAkKTaf/U5TGHBmMWBYOReOgvR7PtDp4\nrQ4t7zc4PrtNp7vJ5uYeR1++/T0a0z9gS3k6fUDbv5h66/iwGO+zsfvM45T5E/6ZPAnm72GiVUxj\nS/5hssQwJVGR8cb0mNIzAYMHdYx3csj1rZ3vO19rTe+7An1VVeTnxxwe7OM5LiuzzbyE1TzFiAqS\nNCNaLjGnh4i6ICaj632CrKxpKs3Q7AAwag25pBSH6QmmVSK1R78zIisysjpnnkcUTcWVziZDt826\nbvN6dISZpygFLa/HSXROU5d0nZCj+TnmXow2NL70COynGCZb3HorQnQWKKtElDZGq8aSEiEE0jSo\nC43T2FCU6HmLsppzwy14ZtuiVjVxXDKSNgvLZ5zXhLZEFRpvIFGNRiBodSVnD0vqWmFaAsOBNKlQ\nEubzij2/wGsbNBmsrVuUc0ka2jx4VPHcjqCpNQYmAjAMqAqNoU1UU1GWmtRJsZ0Q6UkejiuyZQfl\nhZgbA9pum8rdoEjuMBUerpxgqpqiAu1IXNNjd+cnWGVTVu4W1XSMrwpUbaEtF9u4xI3dTxDlp+TO\nw7f/9zr23n7dbvdot3/i7ffe5T75vQWutEmbgmD3v5/t+Y/XYfjH75/wrvEkmL+H6YRt7BNNY164\n9hycnRA7AeMiZndzG8s0EYbBNIv5bs9zrTVf/Puv8zBe4AYOHxxt88HdqyxufpWN9Jx8OCR+eJuH\ny0PG3Y/jeRYqSVHLOdHpTTY7AY2u8bMTvvG3IYkMqEVJp9EE0nk7saQ2bDSKeZNiVQVCaZCSuMwJ\nWx0MKalVhQB8JcDv4DkBszxlVsaYSnFv8Z8xr6XYwxoNRA8L/HaBSCQfnv1bbn/jK9ibJdqJOXxw\nTncXylTTDh1mjxo6eZ/0VQmmxF1fYLXNb++rNnGkIpWSZZZj+JLqoY9/tSSeFAghMAuPeJbieBfB\n3w8sVouK9tAmX12UPdDNRcCOGolbNjRKczaDNAyJdcFaRxGlMfM8wPYMsqziwTJF92ySo4r19jFq\ndY7CJC/67F6/Tpk3+O4Q5bapRwsG0Yz5OELJMV5bY5kGaamZVpp+umCcxkhfkm9d4yxyEasCYffw\ng/+N9cEunWLE7eMZhZhiKI8rg4ua2kopFtP7oBvC7lUs26a/NWLVcilWGe3u6J/MRfhupDugaSKk\nNMiKGm84+u8e/37j85//PH/4h3/I6ekpw+GQ3/md3+EjH3lnygg8CebvYaSU/OSl69wcH3JrfEKv\n1yMMQk6OVpxGCzYtm879N9gwTMbjA8LnfxIvCPnSK69yf6UpEp/z/SVnwT3SWc61eAoS1Cpi0PJQ\nqUHbEsTnBwSOxZ5X0J7dpVUJzrXN663nqGcZV567RuLZPPja67zQuYJQipMywvd8HiymPMwjeo3H\nVX+NuqnZa/U5Txe0WgOSMkM3FUmd4xsBa05Ibfn0hEWcxaxf7REFEaIxMQ0Tty0powzXcui6Ac/N\nfoIvz79A91pIWxS03BJDSYylw9qix9P7HwcBd9Ud9NUj+r0WJ5Gi55ZM5/Aw67E9WmNWLGmLkMmt\ngmKjwHEFlq04+FbDaNsmKQuqJEdIKNIG0zaoSs1rhwauo2jZJt+aOzxMHJQw6K67HFcOq7gAv+S1\nkzGh53J0sMQa2pR3I67LBR/vazqhwSI36bDJaqlwgxDHNkiyCisYsDrfwW8esbfrUigFjoEQEJce\nd2cJqbNHPwhJU4tqdBnR6tNvr7PrfxgA1/H40JV/R13XyG+PXLTWnD/6T6y1DhCGYHL0LTrb/wHL\ndgg6IUEn/GdpcPPyB5ieHVLVJf5an7Dzr7/I1rvF3/3d3/Hyyy/zmc98hueff57z8/N31HnoSTB/\nj+NZFk9nCVU0Y24LCEJ2B2vMz6cMF4fccOyLRVGdM7v3KvrGi0wTTVMpVGUSSh85O+GkLGmaQ17w\naspoxp3MI/J3yZVEIAnqiDRJOVMb5DpEOC00DrYbcH6+pGuWtDcyvro6wC8dQtMlmU3Z666z6w/Q\ny4SZiAgth02/T1rm3JrsE1gutVCUbost06dRNVIppJR0bI+8MrEKDxXW1KqhKDTr6TqrIiUtMzQw\n2ujSC0zqtEItYsoCWqsudtnmWO4TP73PSkd4HZvbU5+uZfHorGJ/P2Dvwx0qK8XUmpODBaJf0+k6\nNEpjCclmewBfGWHdeMT6Fc3JcYoXSspcYUjoX2+zbxrE8wujDKSmTvXFDcUyySybRikKM6ekofe0\ni5ckfPhajGdo1nsCBAR1TeKUpKLCcAWu2iBNbUbdZ5D9jxFN/4KimKDdDGlXSC1Y5NfpbT1P9OiU\n9PwWqjHQpcvOYI+R9RyD7sb3aOW7F9oWs2NG/sHbU2zDcMZscZ/+2rP/Q/oTQjDc+P4pvPcC77Rt\n3B/8wR/wK7/yK2/XNR+N3tlRy5Ng/h5n+a3/wrBJua4zzk/v88CQOIMhH92+xmUp6Oni7WONqkQI\nQWC7jFcJRqmw6hJRlvi6Qc4mJAOfuqy4l3dxzBp3fp9IOTxYjgkcE93bRckWymlTrOY4WYZGcB7v\n8+Ew5pnmmNdjk1j3CLxtpLBpqhVrTpe8ypGmw2Q1Q6MZBF0i00BbNi1hsswT8iTF0QKKnKET0o2v\n8ObhlKia0qga72gTfzHCsR2iYoVnOtQri/NqTh0kaNGQRQb9VY/4QCE+ehd/XaALSV7nKN0intvo\n4xZ7yYCCO0gDUAZCK3QpkAZ4HRNdCXTPwLP7XHl4lbv6v2KOclazhrJoaA8sdK1xPJOq0nT7Nmf7\nOdbKJ7ljY7YUhl+zShVNbrOx7lGLmg9aEWuOosghzTWefVEhMVYnzOjjJyaT6ozhc12m+mtY5iVy\n4ynG0T5hNSERc+4sO3R3tjk7P2LvyiXqZohSDYG6zvNX/i0ASTylyMbY7oCg/b1z34Zhourv7E3W\nWoN+/+xUXszOyCYPkKKhFi1Ge8891qSopml44403+Omf/ml+7ud+jqIo+Jmf+Rl+/dd/Hcd5Z/bt\nv3/+vf8JKcsSN73Ivtzo9Fk3XXrLiF1avLj3FKq/RfPtBamqUejBFp7nsTXy2OsPkckCmZxz2ZOo\nyT59q2R4+Sk2PvhjaCHpGA0bLZtngppddYojJZYXoqVNpQ3McI1VbTAZj1Fpymy8ZLSaMLQUUxFS\nakleN7TtDq5l41kOtrQIHZ9lnTPTNYVhgDAQhmB/eUaVpXS0YCcYEBcxSVYQyg5+2aEnNvC2FRP/\nhGkesdVeo7JKhF8xlccYbkOY97nuX8Ead9lZWwOpsaRJ6HkYucP8vkH1wGeruEIr72E8GFA/CEn3\nLdwBhJuCZVwQz0tmpzllDMutQwpd8szio4iVh+eZ2JZBsVKkM02zlIjCZP5AYZy3Gcghl2fPE443\nYdqmnfexPI3RqmhVK9quBmmw3hfMlnA607x5YDHrPYV7LWQ5XCEvVRho6nTCYfIFVleOOe1d5Xaz\nx+38BazLL2K6JVXVYFk2vhegqDlZvsqdw//K+PQWIvp/6BtfQK7+jMXk7vdop91dY5Y/TaM0WmvG\nq006w++srESzfWYnf8ds/Oa7akr8bqC1Jj1/i07LIvBdul7DYvzosbYxnU6p65q/+Zu/4Y//+I/5\n7Gc/y61bt/ijP/qjx9rOd/Pkyfw9jGVZLKVDSyvmswlmWXBldIO9y08BMLzxPHPXh3SJCAcMLl0G\n4Lmn9/DtfUb3H2LUOXYj2PAWjJOabHIM0mbdjGiUh9TA8phnjXP+S9QistexOxukSYYQgNJsdkKi\nWcxN6wM8VCmV59ML1kiTin7eYErIypxS1RhVRoMANyANQh6qgkBXlJMjng6G9Bvoex1caeL2trg1\nPSA1F0jbwZCSqMrotaGtepjSZNZ7QKunUB0fpGYVr2g6GeLGkvi8RbWQxK0MyzFQKQRGi8F2C23O\nUZGByiWO62L5KbZjYnsmhq1ZLUrM3Ke9LYnbMcdbr2BMXbaLyxy9/ogqyOhtOowuOSzPK4r/n703\nidUsOct1n4jVN3/f7D53tlWZ6WpcLhsfsGmuL8ZMLJBAQkjABGRGIIZIFiMGDBFTpiAxOJMrzNW9\nOgiQrvExNlWusqvPrGx3//fN6puIO9hFGVNgY1eWMa58RltLa0cs7RXr3RHfF/G9dxpoO2VwRdPI\nDuk016RTReJYFI2MKqqpaknDVswLC2lodA3juOYb0wZZq8++9PHinPn9NYaY0e2/wcVti3Y94Xh9\njd7lpzkbSYr6AZYVU2oDaQiSNEZRsq6OMO0eufuQk4d/x7MXzveHe7YmjV+CfyXWQggGFz7Dcn4D\npSoG+7vvJq7n41v45d/RtKGuFdPjBf2dn/xhDu0PFK01ku/co65V9Uj7cN3zomS//uu/Tq/XA+A3\nf/M3+fM//3N+7/d+75H29S88FvMfce6eHnFrcQbAtfaQK5vfNoOt65rU6/Day/8fQ1ET9Pv4yRmL\nkwPaW3sIIejuX333/iRak80nWI0W29ubdPe3YTlhcXLGKLVZKElnNiXKCrzuFlv5GebsiKPK42+t\nj2O3WqyiNVVaIaRFYAu67QFRFpM393Bsj1mW4PhN4uUY0/a4e3KEaTcZWB47zSEKzf3VKbeqNZXR\nwGl1OTm4w1OYuFWNb7j4pk2pagwhAUE8h6BZowwDS1jES5MsTci0RHrnFQ2jkaa/51D1IozCJq1L\ngq0U+WADJ4OoTJneTrj50y2ajs86T5h5E2ojpwwLlMoRtYeMDWwMqrHE75ooXRNuCmohWImEPI3Y\njHZQgwllWpOUBZYjmJpz9ve6NPWEqxs1Il/idUrurhtkPRttGywnFVEBni3QDY90WTMJA7pXemgF\nh2+dsOtcZv/seazmQwZWRpEqRGWzYZ8xP9tlOjsBL0KrCm25GK6PXzzBJHkT0xowHJzHyQsiNN1v\nu1yK9y7ChRC0u9vvua6z2zjv7F40DIlMbwM/PmIupUSZTbQ+DzvmRYXT7j3SPprNJhsb/74b0wfF\nYzH/EWa+WvLK+gzpnb+mV6MR3VWDTrOF1prJS19mp1jSCy2qWqKDNp5pkI8OqAZbVFX17gxhPRmh\n3/gqbQPSWhHvP0Pc2SN97Q0a+gKgcCQcn9xiv5EijibczSWlcDhzr+IEmxRa4lsCQwri1QycPlEc\nU9cFtu2SKY3hNpCmg8JAJRlP7F2nHh0TOAHzZMmamvuqIOl1UXlMki551vC5FvZRRcbZ/JS+10Kh\nOVlPWWYrPlJ8jMXJAaWVYSxsjGWA41ucrKbMxxnmUzMaDhw+nONoF+Uo3As1SpTohUVvcoNQ5Qhr\nTiSOwMzxdINCxvhdiWP5rGJBLhJC2UVnBjuyz2q+RHZzEFDniiwtMa01UivMBGS7wjNrzCKj3NSM\njxO298DApJIK07Tomj6HiaTZt5mdFTidgDdHgkZsUVs17oaPoTQCA9uRuEcbPNf4SY5jSTkfY5Qu\nw94+Dw7uk5GizlL2t0Zs7JwbN9+bPcEzP/tp7h03WVtvvJvQrKwniLOa0C2JMxMz/M87z2vxb2K6\n4sev9O3GxY8wPX0AusJpd2l1Hr1f6S/90i/xV3/1V3zqU5/CNE3+4i/+4gN1Y3ss5j/CrNIYaX/7\nFUnLZJlEdJotsiwjjKcI20JLSSg18/USgoDFZARf/r/I84KXVi7TwsGMp1z0M6PoR68AACAASURB\nVH7i8hDPkKQHtwiGe+jmVQzVYLVISNOcvNogj15nYAtsF96midnpklYmpfCQlonKlmhVoqMxIp0i\n3A7r1YjG9g2EkOTrMaJMMVRJsTYY+i2kZePbLnmZkrkK1xRIw6OYjOk0tqiqglJVhE7Iy6NbFLZL\nXqRc6O1Creiv9linMZZhkMqCtEy50NlibN3Cyj1sLC4FQx48mNN8pgIk2VphDldM269DZTK/dg+l\nFadphZeE1LlJ0IdSKVzXIrqnmUQS3coxo5SFTknnCdqsqRKDdtfDLj2spsuDl1Oaz8XcbEcEHshd\ng3+O1kSjLsqPkamL7dlkVZN21mI0exur9FFC0rvYIj7pskwO6aUFbgjxogDlshIjlsWCE29Os6rp\nmAvmU4sg+RzeZJMtN8Zz5tQxdEMfs3nu1bq/+RS3DiMidYqJy839z2CYNrNkitvp0gxa/+lxF/Q+\nyeR0gm9NyMoAu/vpRz20/8sxDIPhzgdr4vy7v/u7LBYLPv/5z+M4Dp/73Of4whe+8IH1977F/ODg\ngN/6rd9iNBohhOALX/gCv//7v/8onu1DTzdswvIUnHdeU17R659/lLZtc5xmnKwnlELQXsfoVoPD\nQtDWKU3L4Z/GLqNZhRl2UK7FNB3x9W+8xjPbDYr2No7lIE1BlAhKM0RagkR7/K9sj40iZliPaLkz\nRtmCTJsoxyeLFugiotXdJEzPCE2LpWFS6IrT8QMcp4FBjVY5OSZTlXG5ucE0XpGUCZFQjH1I0xzH\nCVFaoQyL0/WEK36XQlrUQcA8i5iSc0FK6qqkqnN2WgNs00YrxeFqxMl6BKGiVfcxcwMBXFBNTu7e\nIwwcdAHiQkZ2UrAQp1gbBY5n4lge6aRm8ZWQZXtNp+WxTjKkV6IbS8zco+4nbO0J0tQiEzVJmWKs\nIMx2sYTBE902yXxKe9s8nw1Xgj1hMHnrGvdOVlzY6TMvG9RVTdsNUMom7yzJZUQd12xudPHLiNl0\nTLKu8ByLIHQItxxePHwRb0tzal7nOKlIxoqfEZcIHZvYaOHFG5Siwmm08HvncXApJdcvvLfeuOc3\n33PtXzM7fQmK2yA8nPZPETR6uF4D5+KvkWcZbcd57C70A2KaJl/84hf54he/+MPp7/02YFkWf/qn\nf8pHP/pRoiji+eef57Of/Sw3btx4FM/3oaYRhPyP4UVuTU8BuDbcpRGcz8SklLzot9iYrTAMm1da\n2/T2n+YTV2/gvPIPxHlJZbbQrAHQSIpKUeUFOovJo5iNvcssj484euEUlM8iW3FbCbytn2AmMm7P\nzvhY9iL90YscGFdxnJBWkWBaLsvJkj2/oOs7+OmUB6sJfqdNIQRRWiKtFrXS3LMMxPIhfacBts9J\nNkNLl2Z7E41kVRYcTA/ZNzzysmBEQek4lI7Ng7piez3huc4+J6vReQxdazRgSRNDCzgL0JsKwzIo\n4hpv1qcTa1rXS2KRMDtN8EuJE1iUBliWpFY1ylI0Ah/z5Q71xQy1taQ98LC6FetRhkoVwhaIUuPZ\nJs4Fg8C3md8/YD99AkM06Bx+nHz4T5iOQBY23XQbOQgpB4r7vqKZDbmR77NejDm2HpIPpzi+z6D9\nJIv1BFGEXNh3SZIJugYZBTTcNnKnidwp3y3TUFYFq6jASQR5dgWru6JpKiqjiww//gOPr8XkNg3x\nVSz/PDQzGf/f+OFvIoRACIHred+jhcf8KPG+xXxzc5PNzfOkSxiG3Lhxg+Pj48di/j5IspQ3zw6o\ntWav2edTV957kKMsS+rhkPvDAQfLCdJzmGURg+WUTbdNV64QVQp1BVoj6gJLl6h0ySyq6bQqkjhi\ncONp7p1Oee1siUyWWIMnUaoi1QqvNeRW1OUnBwlJMuI0r+m3WwS6IJt+E/QWoyzATEcE/Zvo1hZa\n2sxkBFJSljnt7haTNGIRrVguTqmCEBtBlae4zR6bQY8BBYs0JjANWjJgIhSnRUxzY5/V2YSDfEml\nKgpV4RsmpSrRaDzL5aZ+iltfv43RayBim5Zocdm4RPT2iqhKSOt7WFciTNVktoqRrkmtFM7EwZOK\nob5GHE/AmSMNTVnV1GaFyD3qvKQsFI2+pFhDlYLTUhzenfF8+iyh02D+ZkRja02R2ixmlzCv5ARO\nk6wuOMtfwTvxmLXeIuiAFzYwWh7Sgl53SGBpovUxJh5ZUmBP2qioy/C5qxysX8NrKKpC07Ku8cTn\nnufka7fZkDeIs10O6xX7w6e/58z7u6HKMZb17UpanrUkz7LHIv7flEcaM79//z4vvfTS45K37wOl\nFF++9waFb4KA48l9Pm0a9Jrt77jPtm2awua1xTHLNKFcLNjxW9xejbnx0Z/m+OX/Tct4SLPhMJ/e\nJSgj2uUBz7U1RTLjzksj1m/f51In4JOiYLaoOcxsqvWYdqOFZ5kURcnQVby+8HE2rrFTliyO3+S5\nVkQdFHxLGLhhixO7z1K0oVQga5AGSiukNCjyGGGazFG4W/s0LJNKQa0qEBJZltjW+VI+qiqMNGNE\nwZlj4VsOc11hCwMraPPW7AjHMMirig2/RVrmtLwGz3ae4ng5ZZKt6LY6lKqkYTQJjAbTWYL96ha9\noIlvHRBfPMbRY252c5z9iIn/dY5PBxiJi9NTFLmgXEeUC00005S2wvYtPNuiTgysyGRj9iRRmWF1\nm4xGz3MribkouyhrjjTGSAS6VjRcjyorMbcE2nbIaoFK5+RVjqcu0DGvoEtNPu6xcbjFk8F1Yq8k\n7G0TqB4nk2NaboPnP3ETx3HY+MQVXvvf3yBwfIa7T7wvIQeQ1pCy1ljGuaCnZZue++OX7Pyw8MjE\nPIoifvVXf5U/+7M/IwzDR9Xsh4KyLMmylDBsMFsuyBzx7mku6VicrRbvEXOAZwa7fP3wNoWlUb7J\nUbEmm5ZMTw/p53P2tlo8A9w7XnJx6yKH3xxxfzQlznMutnzs6pTVseYVd5fO5lXqdcyoqDkcz85L\nxy7vMSxGODsfx1IVk6xk7O7zt6sJWtoQDqkrH+l65KWFLkqkZRBHCwQQNLsUeY5GIS2bui6phCbN\nC0xpks8fkBYZK7PBUBt0nIAH2ZxLzS5OsWY6OuN/tHfJ0ogqT1mbkts6o1tXhKVDrWt8x6MSAjto\n0jMkB9GEvt8iNF2myYJa1zStBrqUDIt9opcHdK//I500IKOg26uI5pL63hPMZofUNbSnm7Cd4Fk2\nda148MIJjW2B0Br/uM+eeRFlaL65esjFC/vsbmW8tXwJsaiwJhVBu6agoh9fxQ8CqrSLOZgyj0EJ\nhUVAoxGyHT7BnvEM2fGI9sB7p2SvQ3W45sbPXueJy/vvnkpMs5ivvvA/8RvpuWvRK2vQmt7ud69q\nCBAv16wfTgEIdjs0Oud5l3b/KrPTGJLbaFz84U+9uxvmMf/9eCRiXpYlv/Irv8Jv/MZv8Mu//MuP\noskPDYujB+i3v4GHYuw08G58El1U4J1HTNdxzP08plQVT27skS+m1Isx+E3mQvLk/mX++fguhmNT\nUbCcLvi7F/+Bn7PBbffOy8Eamv/5+i22ZlM2peZS06XjSKJas+GZvFa6WFUNqsbzmmyrKZtWyrq3\nwWSliSKBS0Tqb1D32qTOM1DExKs5VS7xVYHjuiR5ShKvkELgOAFlmeG6DeJoSl1VeEETy2sirJLg\n8AG7QQ/p9Minp9hOyHw15kpjQG6aOIZFL15hColpWAwaTcIqRWRLtlyXpu1iaSjrirtVTN9rgFK0\nbI9FsuKsnLHunNB+tmIpR3jHG5QnHrWuEMomr0oqpahVjW94bBXPoMdPkxQprzVewHMNTNPCEIL0\nTCCmFc2+hdsPieIlTt1g3+uRJGMi+z7DloEz9Bkdr5i+Lqm8GkcnnCRvY7aXJKMVRbPk0qWP0u2c\nC3BeRFy7foO3jueUCw2mJOw2Ga2nHH3lTcxCUHuC3rMXOJi/iuPFmIaFacGkvkNzsge73210QZ7l\nrF45Jnxne2H86inGR038RgBAd/NZ4NkPbHw/5ofH+xZzrTW//du/zc2bN/mDP/iDR/FMHyqqu9+i\na0lA0lcp8+M7PNff45XJIes0ZpHEhLs7PNQJx1/7e36OFMc0qCeKY9mibPkINHWWI09HXBUaOysY\n+TamYVCmCXfu30L2emRUIM89JpVSSGlRGDYyyynzHKUMbMvCMhSp2cRwmjhVRG6EjCOBqS1QGiEN\ncmFTSBvTaZCrnGx6gtfs4XQGZHmO7fjUdYXrehS5gx+0KYuMNF5Rrxc8271Anies1zOe6+xQC0Fd\nODQtl7MyIZMgqCmLAsoC2/LRQtA2HELDJnQCtNZkeQR5RRGv2fLatBwfjeLv9P+LfnJMYoTUcQN2\nT0mPO1xtX2N1FuMGbyOpWE5b2MUVTsoxgeWxKiKyWtK8IKlRVLWi9jOCSxVxvcayJPPuIVuTmwSO\ngwxSpnGCwDz3GfVSvIsFpm+zqh+Qlmt2Gjs07QFHdY5ln8+0q7ImtM/3NstLkjfufxULg8Z6F6vq\nMJQ9cAEN89unqH4FxrdnzUpUaOt7z6Kj6fJdIQcIpEsyW70r5o/58eF9i/lXvvIV/vIv/5JnnnmG\n5557DoA/+ZM/4Rd/8Rff98P9uKO1RlQlGN/24hR1zf5gkwv9Df7uWy8QexVJkhIEPjIag++itaBM\nU7pSsyhijEKh4hUfX47ZaDfodUJmkzmHwiU9PaJoNvGExgfGssmDVczTTUWlCx6cLVjkE4pGhtXs\nUs8K2rYmlhZ1FhNKqJMZFQF5USMk5EmGrku05eGYEkvYFIbJcr0iNAO0rgFNkUZURUZZV8SrBe1u\nD2k6mEGbWimKMserzqskSsNkWZZ4RsmsiCjCFkfZkkGRMzBdsqrAMh3MqqDUCoRAIMiEZNlo0C8l\nvu2gUNyWr9LaV5RdG8tQZHpNoAIwJYZhEpe75Lc3mCwP2bQ2adjgWQ5RkYKQ7KprJLdHlF5KvCgQ\n1wq0qzCAeXlGnCU0xZO4UpCdllRWRWEUOKZJnuQMe5toxySNJlhtxVovsByBFVksH0qEBYF5gc3n\nL7JczVg7b9G+0aRIMlJGmHe/MxYuSkXPv8g8uEMerVFFjaH26F7d+p5jzA498nqFY7zzT6SuMLzH\nYdAfR963mH/6059+bOT6AyKEoOrvopZHSCmJa405PF83v3T/NgekLEzFLJqxq2ragNCa9PAuri6p\ncuhfvMH21Rukb73O0PfwTAvTNOkOuuT7n0SpGqteso5Lxs4NEnOA0WlwZ3aH3clLfGrocl1r7sxv\nYyiHpXBIrS7JfI7jN4jQuM1tumlE4roo53xGN1uOaXU3cW3jPDwTNEkWc8qqpMgzyjxFSpOWZ5Ip\nG+26rKdnCDdAGiavLkfcMHy6focH0YSmE1Kh+PrqmLTRZDx7iNrdw1unuIbDYj1lYAcs1zNK18dM\nJEprJoZi7FioxQkNUTLducuqfULdTMniGh2ANiXxA5NSB3xrcUhmW1R1yUa4yWTzHiNvTbES+A92\n6TldzErgzBv0im0OqhFVNSWPV4ShjSFMwuICbi3QdY2vHZa1hbURkSwzihOf2dYU7ZRUumS5iPAv\nmVQCsjwjeAhP7X8SXWlOXr2H3DRRdU65yplNz6isFfcXd1lHT3Gz/wlqVWP0PAbdHQzjcywbZ5jC\nZXfj2n8qvt1oNcj3Y5b356DB2mmwMXy0R9cf86PB4xOg/8UMn/oE84Mu5BlWb5Nmt4/Wmofpgl6r\nTTYfsxaC2WzOx278JCcv/QODMmeuBK3NHbbHR0z3L2L3BzTTKYEWWDVI7XD12nXuJ3MWd17gsLRZ\nmF3cRh/TssiKXXyxIrSPyaqam72Q46TAtWq+vhox9EbIrEWkQ1J7SGk3aViSUpQYdUYuahwpEWhK\nJMvFjLC7i+03sL2K08Nb9HtbFMkaSxooIbC8AMv2yPIUeeESD48OMLw2uWyQlRkRFQ/6XdJsjbtz\nCSlA+Qa6Umw1z40tdjpbpFXGtEyo64rclLjaQHcGvM6r9JsVRSqpWwolTNQsZPpWzWDSY9OxsU2P\nI3K+Wa6IzLcZdgW61jQ2LOJyyuSBZBB0UMLA8Zs0lile1Sed2xiRRK0kW+oauag5icZ4nRmb2y3Q\nTTK3IN4YEZcCpXLyuqIqHJanBsIwMFQDGQjunN5FtWcsxhG9+DpJkiGtFCVnlEnN7u4F4vIhD80d\ntnavMnwnydltbdBtff/1Pvr7m7C/+b1vfMx/ax6L+X8xQgi6F66+55pEMFkvkNJgy2/ykcGA6xev\nMU0WqJM7uGmELHN2bBdVSqrWBtOzBXk2Q5YG7UaX5LV/otcdEDZ/gfv//DqlGVD5DZRSOKaJMM69\nKQXgmpK8Vmw2LZ6TNafS4mi1ote7hFsuqcwOmXQpozmOoamrnNXsCOm1KfMY7TbxGl2qIkfVNWGj\ni5Qmlt9Ar0doDa4ToqWFFAXr5YwS8LOchlIkZc1ZvuCSF9D2N1llBW9WEeNmF+IZHSNgli7ZafRp\nGxbKE1gaZumKVlXjGDYPWwGJGeGZLU5GNXYhaJ9c5unqEkecsOF3MQwDv7IZSJuzcI4vS4Q0qcsC\ny7G40NzEsh1cVWPkFVJLds+e4q7xJg0noJfskAmbqRFTtdpU/pJal6hKkdUFiRHjYaCtGkwH0TQg\nHIBpI8qK9LTkbPgtQktjtGpm4xcIzy4ReceorkNDhdgNC2FAsBvQ2/reu1Ue86PHJz/5ye9YOeV5\nzq/92q/xh3/4hx9Yn4/F/EcUmRaMyyXCtjg4PMAblnimzc7GPutvfZlNWVJrTU2D5zf3efHgDl9r\nOxj+Rbbv3uH55ITArliMHvA1K+DWQKImFS4awzbIHElyfELUqKlrxWlSsOFZeFrRrguy2uUB20y1\nh6XW5LlNVGgslSMpsKuMyu/i2A5VtiJonCfzDMsmL1IEAiEFeVEQRREqiyDo0+xu4jXarBZTdjAY\nq5wtYTNsDwnygKSsSGWOLwTDGua65q6s8EWFkDBP13jSwDEdaqWwbZd5PKPhNgjjDeJoTNB0CPFo\nn1zguryOMiqGfhcDiVTQdxpUSUWd7ZFzSFKs8KWDvxximTZpkdFr9hitpzyo53RKi5vGU5yMVpxW\na87kgpOGyzDsk8ctiniM7xoUBucHl64olGljWiYPJiYpG0ivII8tjHnGZi/CzEy8dgB2TXPsEnId\nIyrR3RgpBGUtaPmPZ9P/Xfna17727s9JkvCZz3yGX/iFX/hA+3ws5h8w48WMaRzR9gI2u99HrNJ3\nuCo3uXX3Djp0eCudYRYtFosZT3aGnK0X5EqxOehx/NarvEWGGZ6f3PPKhMx0WMUR0yollAYyy9jM\nz5hFiqi3yRNigb/X5ZujU8pljKhL9pseldLE+Kya1+l5mshtM1YuQdDGNmyaOmW0ijC9LllR4EuB\n5TaRhkWarHAcn6oq8MI2VR5jeiHa9HG6bcL2BlmWUlYpYbMHD+8hrYCw3UNKA1OadEybWRbRanSQ\nZcx8ekLY6PBatKSrMo5kjSw1G4XBlulS1hVbYR9dFririmFxk9P6PrOly5PhBmbToFSKSlUskiUt\nr0FVl6zyhG1vh/tvKFzp0Tc2WK8VuVWQVjmTeE6FxmoFmL0FZVxRWxFGc8iWF3K5qMgLE6V6hKMQ\nwy2I5wV2M0CsluR2Sm1YtOoW+1s/w9l4wXo5wx9WlM0cagMQoB0qAbnIaajrLNJjSs/l2uXnfqCQ\nymP+83zQtnH/wt/+7d/S6/U+MCPnf+GxmH+A3B+d8NL8kHEWk+U518wmv/jc//ieiavjyYiz+ZSo\nKjipYzBCEl3yzYd32JM+wWqBdAWG6fL65Ih/PpkxagRsr85oFRlytSTq9Bg5FSdVzD8lI346nrDt\nmZQW3J/OMZ0Gq0JzIfDoWxoLxfEype9b3E4dFvn5IG8WY5aygZtPcb0Oi6zEaw4QhkmVlcRpiu16\n1HWJ4J26J2UJtqaoa5L5mFZnE1XmKK0xbYe6rmmt1uy5bfyioFxO0KZFomusqmLX88niNQsKgrBF\nGDZZxDOSwTa2FxBnKYUXcHjvFj/XuoBlOESqYrO9yWk5o2tfQ7gLZnWGX2QoVdN0AybRnLjMeOPs\nLsPukHk0g0JysXUTo1bkLMirgqouEcplWkbstgb0f2oLu4iZf2OBUC1EXtN2fE6TJS0hsAsfUzW4\nEDT55irDHNZ4VZM4SXHTAdV0zEavja5L9vd3mawsxotX6QoLjyYnN16jsdXCqbb52Uu//riw1Q+B\nyWTC6ekpWmssy+LKlSuP1DbuX/PXf/3XfP7zn/9A2v7XPBbzD5B7ywln6ZpI1OBI3kimbD+8w7P7\nV//D37k/OuGFgzcYLk7Jp2eUNbjtBpZhMCkSLCT/6PpcWp/hInhRa+51umwvRwyiGVboY7RDxuMx\nRxtbvDpPMHTNpi1RVU2ZlWSJz7SxSWgaLPK32VBrbEsiJbwxiSlMi7S3CZaLqUtao7foeR7zXCBE\niFklqNUC12lSrheYdcAyzsAKcfwGQbNDVeRYlovjeEghMR2XusoRwkDlCVvYNIRk0BxQlSWzZEEu\nFNK00UJQ+yE7tcFr+RKJQqvz+uBSCFRVsj49JNAwrnJqlWGqGiOrMJQmLhSG9hiXKakYY2tJ13Jx\nmh3KqmTYHlJLg5UEu7Y4jKZYSrEd9KioCXUDTJP9ICQqczZvPMud+8fU/gEtHGaLUxZxga5SKtPE\ndjwys+SYkobcIr7rU4gFrrXJ009+HGEZONcHfMuU5w4/rRuoxpOo9REMX2XYHyKEQOspR+Pb7G08\n+UMcpR8+tNacnJzg+/67105OTrhw4cIj7+v4+JhvfOMb/PEf//Ejb/vf8ljMHxFREnM0n2IbBhc3\ntllFa1brFXFdgH2+j1wIyaxIv2s798dH7B7fpm0K+p5Bb7nmG/M1i7KkUjVFy+TIsLi7c4n1aoVs\nBsi8wq9KTBQkGdL3mLUavGL4tAeCzuEh0yI/j5cXNV7/GiEGMi+o25eYzJds1Rmq0uw2XG7LPkEx\nJ65d0rJiWEc4p6/zVKvDndwm6j0FQYMsrwlYI/Dob1+lUnB6dJv+5qVzX09dYlo+VZGhVYklFOPJ\nMdKwSWuPjcb5PmnXlvTNHvP1iL4bkEmDTIDOU5q9DVSZ4wYN0miGE3ZwipKf0h6tZpckXZNYJh3L\nx6prBsLFqEomOqMRtFmogrtlgjJ9eoZBXudYrsfSdc4TwVpimzae5jwHIU2atscsXVIISSI1L37r\nHlmWkA8bLA/nOEVJ0/ZoWg6OMMlUwcDv8frygOraDmQh/foKvmfjuR4IyJOc61eGvHV3TFHVtEKb\nvacuc1Tee3elJoRA6UdrX/aY96K1fo+vaV3X/8Hd74+/+Zu/4WMf+xjb2+91dHrUPBbzR8Aqjvjy\nwVsoz0KXmpdfuINo+qSOYHYwJRx0McqaraCNb3z3pZxer2mb5x930/XpRRFBnpMGHq5loRybdRxD\nrsAQlFmGvYzorRbs1QmGbXNUSg6kw43xQzZbHkY3IJ7kpEVJSxqspYWWAiFsxmWJmStQBae54srA\nQVQ2fU8wICei5kQ20cNPMXYs6rM3yYuERHs4jkdcdmnXMfH6mFI7DIf75yc/PQ+Bx2p6gucHqGyO\nR047bFJowXEpiOqChumxzJY4tk+MJq8KastHacXa81F1jWV7GKZkMR9BGnMpKRg2t0AIpDQZTR9i\nDUIKQ9FMMnqWjy0FgeuTxnPulxHTOmMj7BGTs2c0CdFUqsKyHcZ1TgcDz3aJigRTW4wpMfwGc6tm\n/vXbdEtww4ClVREY4Fk2KooIHJcsS1glKQYmmWNgtjowK1HqHfNgndPqDPACn37v2zV2tNYc3++h\nwzlCCMrIpD989LPDx3wnUkpc1z0/tCcEZVkyHH4wu4a+9KUv8Tu/8zsfSNv/lsdi/gh4OBujvHOR\nFkJwq1hwRbuEYchHdi4yOjji4s4uA6/JszuXvmtbH9l/kjuvfQWPCiUtPrJ5mddThWq3UWiiPCUq\nM1xV8sTkBC9LcbMMrxnwZgodU3AYFSxaLZ5zE3SWE1LhejZvT1dsbLex1ocIbwOtNKRTtoMaK7dI\nTIOvrRtIu2IdRZiWyyTNSVsXsPwmJZp0q0MZTek3AkwpMGUbFY/oFWdkqoXjh4hsAUmCpKKTPKRd\nKfYaPuMoYiovUCGZm5L/lY64yrlZxFl0hBE2+Or8GKWblFISWA7tUpB5HsL38PyQZDXFMhpIIdBC\nINBoyyKmxhQSwwvIigLbtDGEQS0Fvb1rCCk5HR/SUHCnOGarvUOhMqbrFVvtLRZFQl1qylaTV4sF\ndc9lXSao3OSG0UTriqHnYEYlZ3lK12qDEGilMZGYSiPTivDhimbf4r5aI+KC+TjHaEouv2myEBBe\n6r9b6EoIwUf2PsPx5DaKisHwIoHf+MDH62PgypUrHB0doZSi0+nQ7XYfeR8vv/wyo9GIz372s4+8\n7X+Px2L+CJD/JqGplUJISZplnOYRsulj2w43hnu4jvMftPJOW9GUp7Z20MsxAjjAo73ZJHdBo0nL\n8zoqz4iCK6FFZWkG2Qo5TbBcm1FZEXsedSOgSmYMk4iLhkKVJSK0OJnH7Bpvs1ocsKg0+07B2nfA\nC6n9y6wMF0Nr1ssxV7gLwkS1L57vRxdQIVjWBr4WoDROsWRSCspwDytPKM7e4mJokMuAZRRxTR3x\n09aSSezyYN3E27yJ8NpYjsd6PuKFLMaxIdi8iGFYrMnx/QYbccqO3aaqC8pc8cr6Ab1mgEXCka4Z\nRDZ9r8kii3goK5J0xOVgwDRd4RcVA7PLIp1z21J4QYNqNuJ5s4lTRphBm9eWRyS+RZFP2Y0dWo0m\nEwoemguCQUBR1KwSg4EZYOCgKgNpmDxxaY8XJ6ck61O2sTmdH9AP2lCkmK6FY0qajok9Kgg/+iSr\nxZLBaUZdZLRaIfGrZ9RPacJGiGmamKbJhc3Htf9/2BiG8YHEyP81X/rSePdP8QAAIABJREFUl/j5\nn//574jNf5A8FnMgSVOOFxNsw2JvsPF9lwG9Otzm+M6c2BWoqqZfSG7PTlgVKYYWXO9uU/sWr549\n5GeaT3/3xuZnLFHEfsgyiTlbHvFKtaaoa5QB2pB4ro+zWFOJCqqKpimotUQYBsMk4uVCEPc032x0\n+YXpiEIqSqW47Ju8OonwHJMtrwTTwFaSe+uYuBVS2wGqLNBS4Lf6rI5u07E0D+fH2J09cqXP470i\nI8lzZB1hqJJm2MK2JY7hYZRjDsdTvFYfx3E5C3+C/2d5l209ZR5eBPO8AJjQCtuUCKmwHA9VVWys\nEp6wOlAp8jzHCCDPCpqNLhuuxVIl7FolF9bf5EX7JvEplI0huWXhBA3um5rc1jRsuBsfoWVBc+Mq\nWbaiP5my197BFYK8WnHTlRzXU/baFxh6HaTtYosC4eR0nniCKMp44+1jIjRxntJ2HGolWJk5m5cH\nnKwMnKhmJ2hgaIFpQChdTN9CxzF+XHL21Veoak3PabMwBM1mwGoU8+I/vY3fbnJpp8HFC+d5g+nx\nmDrJ8boNGt3/vF/nY350+aM/+qMfan8fejFfxRH/eHCL2jNRteIsmvOJy9/fTMm2bT7z5LNM5jPS\nPOPlfYEbR9xdxciGj36n2l2hv3eS5d5yhVfnLPOY0oQHaYoYDimTBNN3MYsKgeCgqLmsEoZFRhfN\nK2nFBdfDawR8wnVQ8zHL6zc5e/sNnux4CMApM3Sl6bQtPEBKsA3Jnmvy1nhCPbxI2zLOT4OmKV1D\nsdcNiEdfZ6QiDujTbrbohQ5efcbZ5AzH98FqohAgBI4bEGqwO9usZQNMm3FSMKmaFG4X3w2o0egq\nxy4jwvyEw2hOy2rSD7cwDI2hCnwgSVc4tk9VFyR1ht8IWEwSnrdTNq2EBxuXqIyA0Pap6oqizCmy\nhMjUdJ01nt9jMT1Gxit2wl1s26GqDVRhcX95wMLyebLRwJASVZe0XIeRUWIYJq1mSCu0yAvF2Ksx\nXYPcWGPdL7hYOvirhEOzojZLNpDkjonvuFiGSQMXV9g8bTY4yKZ4UpPOIpZNn1VZ47daOJ7P/eOI\nrY2c+YMRzmmJbRhkx2dUT5R0Nh+9W/xjfrz50Iv5g9mI2jv/M0hD8jBZ89Gy/L73nEopGfb6HI/P\nEKZBq91muyqZi+q8bnat2PK+tzPMw2aXeHGIlWSMgLf8LkaRgxYYaUbo+MiWQ7GY4k3OKICX1ik7\nDRuDiqiSxAq2ipiDPOVYm7ywDgBJp0jIfZ87tcF1oyZ4J2ySIhk0NIeLt7E721DCVvaA/bbDtFI8\nGWikTKkcjeu7ZNUAtxixJWPupDaq6aLwsHRGK5vhVSWZ6YN0QEhqwyWXgtCxKaMzcuGxWo4JyyWe\nWnOxN6QsHFSRYpuSVjGlIce8srLIgy0WhoCGj8ojHEvyVXGNtoqotMRxA4RpYSib+eSI7nCXbHHM\nVr9HWxVoR/F2XiGDBifpmqbhEtWKaTNEGCZTVZFFGa60WM/H3O9r1odnhL7NIFvTmOU0Gw1SN2c5\nOWNf91iXNaHts1GucJ+7ykee2qHVDCnzgsMvv4lpB7TjGJErAstiaZZQFUzqmNUwwH1n2S0Ni6Io\nqE8jTOP8mms4xKdreCzmj/k++dCL+XtQ+gdyW0mzjDhN6DXbONMjCs9koz/APh3zRKPDZtDh4sa/\nvz1Ja80rD+9wmq15c3IM+5eZxis6oxM+sjwhTxxuuy3koMfybIala/5PnbPTbVJphelavD2N6Nsu\nyzBEmya5qlneOeCwfZPA8LGk4CwZYCW3sbstXn54iGF1SNwNXKuiEd3nsppwqU6QWoGpybXE1Bop\nBYXbpkPKIppSSJd4PaMVn5IE2xhFhq01VRGzm92n5Uj+fjWhtJogJIFtYNWSoFpQS4txoej7Hkif\n0r6CVa0JAk0RJzRrQa0UWh+y2XD5+xS8zeuYhkE2O2HT96mdHm+tClZJTLsxxLE9EALPD6mLnFor\n5rpD4voIXVJ35kzMmr7ZYpzn3Bcp3tZFZrMzXhif8KnGFsp2wPfYqFLSsubwzn0+lhRcGfhYRs08\nK1nO19StLkJa2IAhJGGzzXKd0u91sCyLcK+HtQA/dKhUjWk5dLo9Ej/h8k/f5JW3Ru++d9csCcOQ\npfGdh4T04zNDj/kB+NCL+bXhNif33iBzJbpSPNkcfN/He++dHfPN+THCNvDP4Ce2r3CwnKDQfPrG\nx3kwG3NnOeYkWvLR3Ut4znf6LH7z7i1ejkf4rks47HHw8CGdMuYTRURtmRiWwF9NudPu0Nros1tq\nGm7J/CzF1zWOFEz6A95yPfYtSVRUvLG5jT5eoAYXOMtStrMYzwuxE5vkZMT91ja+d5mW0MRKkyqD\nJ9UdllHKwHfIa8U0rRi4JmlVs5yP6Q12ybMFIRpr9ian4TXczZvUZUZgVLjNBnEc8FF7CqNbiM2P\nkCkTsy7wlrewHZdlsEOpJG7YoqoV2uuwTk1KA+ZOxsN4gUVGaO+ymI8JtrfJ0yVxliKFze2yRZ3V\ntDaeol+XVFVFmScYhollQD6+g9/uUfttHNvCqDJcY81SWtyNllAprH4XZ7nkSqbRpk9mmdSei2Wa\ntCqTZsMhTWBD2ljmubLKMsfyNEmVAQZFXbGwKlqqJvC+/T43b15gdOsQaTZYPDzBMT10WPCRn3oa\nL/R5+gnN6WSFIQUX9y4hhCC40iN+c4JnOEQip3Np732P68d8+PjQi7nruPwfV55itJjh2Q7d1nu9\nNr8bWmu+NTnECM8/6MyDB4sxH32nEuKrB3d5SIxwBAkl//zwNj9z7dtJ0JPZhK+e3SUOTIgSQmnQ\n6rbpnaywbAdHaSzX5prhE/UHyLJm0B0QvXRK5vhM45qzWvLylatkRcl9y6QE7MBDWUuyJMKxLDzb\nxKprur7BxcrgG4aN4bkkcYKtFNpuYlaSIoNlpZAI6qpinNRs+RY/I0bcjQWVMujXU+66PdqDDVKd\n4TY6rFZT3GqGX0V8/SRlo+9xpmtC0wBVEfoBs/mckR5gtXoUZogWBVm0wHE81llEnSxxqVFBj0oO\nGRchvXBA07TIy4rlYoIU4HU7KMNB1BWmZRKvJphSYJUJu03B0m8gq4zV4gRfl1wUDoZO+UdHo50Q\n5sfslj6m6aAcQVdLplmC6QckdULT36YOA5L8EC/tUhWSh0nCzHc5ysb4iyMCM2Bvd5OmSNjc2P//\n2buvX0uy+9Dv31U57bxPDt3ndO6enjycIUWZuqKGNH0tXfj6RRL8YFh6MiRAECBI/wBFBehN0KPE\nJwsyINg05HsJkdS94rWYh2lCz3Q6Oe4cK6/lh9Psnubk6WGYZn2ezj5dVad678Kv1l71W7/f3c9T\n0zTmL55kSaw8d/EN10ulUqZSuX+6rTbfJK6VmI7GzFUrP/FaIYWHU3HVAKZpsjTz/osaSRSv/2ac\nq3vNOgZphHhdu69hFt23783eEa7nMs5jhK4RZZJls8TALDGd7KEh0McTsuYqXphRq9cxHYfehcfI\nbr1GbFf4artPfTDglyZ9XE2woZm8FNdwqiWM7h5eT0PXwElb1NyEaZjhh21MexHX0DCVIOofEhiS\noQBbKWxdEJRsbvVCUtckyyLOG7vUXYvjacJLBGgIlkSPXpSThB1q0XUaDBi6HsoKCBwHBBhOhbDT\nIyydZmZhnWEYoVAozWAyOYY8RUMR1OcZ9NvUKjPkMsdJJHGaoukGmVRYtoeuG6BAKolmuqRpQhpN\nqBgJVVsnxsWXY6JQIMwqC7GiZhs0rYSpmtBahZWdHvTLSKOKJgTD8Zj93j5eYlG5vEq/30F3Al7S\nbPztfTwzwFtcZUHBXtplZbHK0lyJeqPGMLr/83y/bNvGfoe01ULh7RTB/AEJIVh2y+zLGE3TUFHK\n6ty9r8ll06aTp3fn4UuGzXbr8KQyoHVS5bBerZG2jpmkKU6iWKzNsqNCvteTzEQhkZHxyNpjPFuq\n8HJnl8FwyuPzp/l/zF02yLEWZrj46ovM2gLL0EEKDqWg7/k8a47Qg4TTgy7zts7tiSRD44yZYI1f\n4lhWMPOE8mSXqW1wPIlYrXhkOWwNQlYrLlEq0TSBZWi0woTDMKFMH5nEeIGOEx9yPnyRx0sZSrkc\nhDkH2YRYRkTY5NEYpn1sZwaFoFSuEUcho2EHDYHr+jiGIA0npLmiP5kisxipMkSekIUZSukomeMG\nZabTMWkSYVkm40GXer3JTLRJydJpxQYXyoKXB1NMJSnpHqZh0FOCy/NL/LfpdY51QZCMcZSL1G2G\nes6ootOYszl9YZnDbkar1Sc7EFwqX8SydA5aA4xaDU0ZaJZHuzelXq+BVG96XRR+8oqb3/2KYP4B\neHrtIptH+0RZyvxCjVr5Xp7wlaU1su1btKMJaRiRZIpv5ztYrs3mZEx00GIzn4CpUZYm//2FJ9js\nHjFRKdrcPNuAbHdp/PDfYH6WUn2WqFLhv26+wmYypCZTnpx2ebYkiLKcyDCoAT+IItJmA1tZYBhc\nC1M2w5CjVLE40+D4uMNHrQg7HHC67BDZHpuDkKZrIVBoaDw2E/DdwxEXZkpkSvH9boima5QbNc5b\nBre3voPmVZjXE0pGxDTX0ZVixtZYD1/l9rSL71So531OmS2+Meyx780hvBqGTJhND5niQKSTKokv\nx8SmhWWaCDdAm/TI2zeJTR+lW+hCEI1yBDrT/gGl5hxBYCFsh+7IYICDoWlsdENszUSzHIRmIIMq\npkihs8NvLEJsVPnPR30aZHSmgqEXUFOC0tI5vv/iBnmkCCcZF/xZ4jTDRqem++yOB0QVmzCa4AYe\nURKhzTlveV0UCj9NDxzMv/jFL/IHf/AH5HnO7/7u7/LHf/zHH8R5fagIIVibX3rTf9M0jSdOn+Nb\nt65xUIYbvRbh4RDHtIiShFQoLi2dJkxiTE1HJTGLwwGNjW1aCzModJ7oHHHW0KnIKZP9m/y/pksr\nSoiRnB13cGRGruvUNDiIE6RtUxuOqO7t0g2nVKoBdsllT9NJkoT1UZeZismtwy4Lrk2Yy7vdhqq2\nSc016UUpO6OEy82AWBPEQsdpVumEMWYc4/SGXPFhELWYAoapM0hyPKEAwVpgU4l2mTFbKFORoxEY\nTU7l+7RHQ8aTMetmD3vaZs+6Sm64HPb6zMytEAEqi7HJELbNbKCjVM44g/F4m9E0JijNYGmCuqVz\n1D9gqmyafhU56eHZJlF3F9/32bZmWUx1aozxahN81yEf9VjLIjLZYKwMkjDGqpZQhkncPSKorjIc\nnNQz78gUkUGuMl4ZHZKZTQYo5sIJ86fnmV9788+9UPhpe6Bgnuc5v/d7v8eXv/xllpaWeOaZZ/iN\n3/gNLl0qlie/XnfQZ0+FGIaBLgR9Q2FlMbouSAyNJEupBiXyLCN68WucL3v8e5Fx+OorXC/PcFYX\n1GyPYa9PNw5JnYBuqlC6BgpwHTrhhCTLaKGTRSmnNcGaHIMJ395vozybZpbQ6A9pzvgIXaNe8siV\nop1BmmZUPJtOlBHYCt80eG0ywfbL3DBOMRImMmozig94zNXQXR1H13ANjTjNmWY5oYReLmlaGhKF\nVCclAIax5EU5S9usUlEZy8YYyopLoy02KmcoOxYxUG6sECcJnitRus1kHCFNj9Gkx4qrYQmdspEi\nmi5OzeUwDBkdbeNoNiW/hmtqyHKd8fAAUBD18eSYtVMVnKBKPTypSDicmJzy5+kKH0camGnKoLlM\ndxSx6EM37CK9KpuDEafsMkdZyNhPKS2eR9MdlJK4dZvI1N9XGmuh8JPwQMH8W9/6FmfPnuX06dMA\n/OZv/iZf+MIXimD+Y06qs538XLM99sI+Ms8ouQFyOuG2OqIcBpR7I9Y8k07riPMmzPkGFab02kOW\nyhPKMkObjJmOYrSFeZQQvDxQBNmUfctFKI1rroe/e8An5jxM20JKycf8lM0840zFQZMxEhgmOXm1\nwq3DHvXZMtlwzGEuGFTKqFGfBVvDsjW+KZdpBA0sBIdGgG9JYtFnybUYTBMEMBNYdKYpZU3QCzMm\nCq51JoyjlCSTbPkXeZVZUm+RQRYyG+8zjSZUphEtr4HpNRBSYeQmWW8Ha7THCJtxe4tg8RJaqUwr\n7OBoKY7rkZdqGAKWXUlr/4C5mTXa6RApAwxNoxULzmuzzLtVepqks9eicWWBcQ6ekIx6A2rGHKQS\n03HRdMGIEHVwm8t+j8PeEKPsEwUW19IhdtmmMVOjbJbRtJNyxpqmyPJivrzw8+OBgvne3h4rK/ce\n9i0vL9/X+65wol6pMtuyacmUwPOp7EuWm4vojsXtPMdKcyxLYdgOSTpCi0KyPCPTBW6pRBInxLpG\nqnSGpsNp02A0WycLY1pxjS9nKVXPIQ5KJGnOepygEyHTjFxKHMvEnCTILGeqGTg5GJbGUAn+S3WW\nrlnGmJvFiGOelBGx7fNKZ8DIKzEtNZlmguM4p+yY+JFGKhQTmaMEJJmkO5VkSrHkO1Qci9f6U3zb\nZD5w2Y0Ut2UFvz6HbpokImB7v0fNL7HlNziaJMwFGbkQhFFIrtnMqQnVaJfZZgW0Af3MR3drZINX\n8KtzuFmIY1mIbMBp7YitnuDU7DoHwz0OxyG1zGS+eQrDcmgaJgcHh2Rrisojv8zGS9/BdzPIJIGu\n0ZUZw8CgkvZYqYTYjsXKOGPPtTD9MqbrEo46zMxUOGhN0OwySko0Mpr1d17RWyj8tDxQMC++Yr47\nQgg+evYyu61Dbh7tsVCb4TgaER+OmGnUWFhZuLvt3tEAR+2jpRl920f3fBInIp1tIMKEbNhFUwol\nFZppILOcYZSSVyqYaYbSBK/MLTG/d5vzvkk/SxlOY3RD5zDzGLuLvBBHHI46bFV9svUlrMBDs0xG\nhx02tze57LjYizZnsoQXhgcMm2co6xKykDITSppAStgZxURJxnrNpWQ57CUO42jKnG+jKUXZMjB0\nxaalkwgNV+SkkxZebRHHOFlZ6uhj+u1tJu4cnl9Fy0OOYp3zvZtYp57DNRL8NCKTFrNzM8jNb1P1\nawihMKYt6pZGWR5ya3eADC4wH1hY2jyRWcLTFWFuoJwasTnLjZ0e1cEx8/qQ4aSFkbr0lcP09FWW\n21ssNB1koviVK0v8X1sdppmBnEx55uoCSwtNrt3Yp9UeUirbPHl1jUo5+BleVYXC/R4omC8tLbGz\ns3P39c7ODsvLyw98Ug8jIQQz5Rrf6e5SLzeo02BSCxn1B/c2ijNWrz6FfvUpjr73b3QObhFi0bvw\nBMHhJlfqc2x0e1z3PFSaEY8m2JUSfqVMHIYI30UogULwpdkVvp8nSCOj7QlWpxkz3jpSNxg3bA7C\nLlNvhOdYIBVZnKDbOh9RMecsCxHFjFXOVfaYDiN0KYiZkI/7dA0YJpJm4GKFMQdTRcc+h1Uuk7g5\nnfYrPFaOEIZOlkvMwRZtrYbwHPJ4jOW7pFJiGwYl12F8tI/yFiGb0KiWUXmJcbrE4nibuLqOblgY\n8YBs2mKl5OBnbTxDkFuKm/2QS3WftllClj0mhoc0LbJUIzF0dN3Emq0gNMHRYQdn7yZ7gxanqj7C\nnfBKL0Pg0iMgjEJmLQdNaPzaxy5TXzt/34Dlo08XI/HCz68HCuZPP/00N27cYHNzk8XFRf7hH/6B\nv//7v/+gzu3nTqvf5VprjxzFqVKD9bfIYPmROI5J0oTADxBCEKcJvK4Oh++6VELFzs4usZKcKTfR\nNQ3Hdjj1seepTT7KRvcIfTQk8ptcSzJerk0Z6VM0qZBIFns9ZqdTpobJa0mCVa3iztaIun2OEw29\nbOFVyxzfHqLKdfI4QbdtrNBGZX3yXGL6HlkYEuwdsuBoJLlExgpX5qQaLAYx3e6Ihq4IXI2GazFC\ncJgqDochdnkB5Zw0VYiBW2KeoH+Nhh+w6V0i8F38aYdk7xgjnTLNz+NU50mkIhy3OGu3+a6RMa3M\nIZIER5PUNcUjRpvbxz26MfhGTMWxmHcFh9HJtFOWpShd59Yw5jif0LMVdrmGbCxx+6iDjyR3HZbn\nlohGA+zONotGjh04bA4jRkYVOf8Yq/4CoVljq3WT1YUKveoczR8L5IXCz7sHCuaGYfDXf/3XfPrT\nnybPc37nd37noX34Gccx3zjcgDsdhV4cH+F1HebrjTfd/sb+Di8ODsHQqEmDj69fphyUqEmDoVJI\nKZn0hgS5YGHl5NtMDnx/d4Pnzpy8h2U/oD6dsBEN0H2LjjTo3kqxLZ0ojJlpdXgu0BBlmzxNMcIR\nr9Uq5OMJaZwihIZTqxC2e8gsJYtjDNeBXJKS4s3UkFnO4OY2i50WpxyDI2kwYZmgUiacjnGj2+Tt\nAbvDEMcSlMouKeAJgaFrjG2H0SjE8iWjRFKxTZYrNs7U4tWpiyh7JLrOrC8YUOJ8HrM3bdFJRni2\nzlNyk2qg8aXRNSzPQWYSO97nTFljdyQJRMqZmsHBMCVL4eY0ZsZzSJRikguaZR9yyZyZ86IZ0Z0M\nGFKitDDD2JT0j7v0tm6wqhKeqUs0f5l07wa2ITkIFrAqTbxSibIoE/su1WfOsb17RH9jn5lGiWql\nGI0XPhweOM/8M5/5DJ/5zGc+iHP5udYbDVGOwY/Gappp0AvHzPPGYJ5lGS/1DzD9kwUlY+DG0R6X\nl0/z8TNXeGn7Ft893MSvlrnZbVMfCpp3Fhp1ojFfvfEi0zylbrqkKHTrToleTaNZrdIfdbAqPjMT\nGxmPAUEeJ1RyyKIYf6aOMxozo0s612+jzq2T2hNGyRj3+JiGSnC0AdvDMvgul/WMqzM+uZSMezZp\nqcmRUkx1l5Kc4Uk3ZM0NOOxPkQgm4qQo2d40R0nJc+WQW1mfyKphqpR6uIXtuxjCYKQbCNNEqoRa\nFHC2VGLFyGlPehj6NlVH4ygX5OfqHAdtnN1DLiYtZDShYWtoCMJcUnIMGp7FMNY4GsdEmo7brPG9\nsWTRtfBKZT5eytkcH7KjBeyNU/SZWerzDax6yGx/SiVNkEoS1RbIpY7fPENeWrk7AncsnR+8skmY\n2QghOOi0uHoOatUioBd+/hXFNt+lWqmMiO51TpdpRs198wdgWZYhf+ydze7UazEMAwydmaUFPN9H\nU4rtfosojlFK0ep3GViK1DU41BMOuq37jjNTqZG3B0y7PY4TRZ7lKKXQLJODUUSeZmg7+3wiGfJ0\nPuVXRMTi4T5CaJjmlOe8Ix4Jujzm5Ty6v4Pu2MymMZppoBsGI8ulpTRu2wEHrk/iugwMi4FmUC97\nbIwjNgcht0YJ+3HKxwKDmq3zhLrFUvvbnBm8wJodU0ZSSVqYowNMlTPsDzhr6/SlQV/aVN0akbTp\nGjaxYSCnE8722nxcRKy5grqpmExjXAH9VKEbOnEuSZVivuQgNI3OKMY8c57xuceYLZWxNKgbGTLP\n8ZIQBaTZBL8cENoB7cN98mEXmSTIuTWeeP7TzNRNRB5iiYjza0364/xucDdMh8PWgELhw6BYzv8u\n2bbNs/NrvNLaJVeKU6WZt5xicRyHOc2lq+RJYIhSVhbubSs5yU/e3N/jIBkThiE3UsUzzRXq1RpS\nSpRS6LpOvVQhD3OGpGhJzigMcVbnUJag7zp8qwNLoyFxLrk9M4uMExZUgqMLZJohlGJhPGQ7qBCM\nR9hSoqscRhMWdJ3vtXqMhM68UqAkluzTTZpkQQVTSOxxHywLIXPGuk57mmNaJrbrYGWKQThAKUnN\nMph1MzphihCwH0bsZ4rTyQb7m7cJTYe2/gSuN4s0YRyNOOoOWIhyJlLnSqZj2BaZJrDTiJrv8FqU\nsjUImWaSaj1gIgWR0JkgsOsBbhiTb9/GWXuSqdugN2mjgjJXvJzvt0OGckBt2cNIJWcMg8X18yRZ\nhqfr6EmClJIrF+5VPJRSIji677PUtWLevPDhUATz92C2Wme2+u66eH/s7BVuHOySypylxQa10r2v\n6uvVWV699X32wgGZEOi6wUimtKZjLE3nlaMtpICa5fJrq5e5vLxGHMfEScz/GX0LMzOIdQVZhlKK\nOV1huSZNLeWrwmDYHZG6IDQN03MIRzHJOKI7zdCHPdZMgWkbbI1CRBRzY36Z9PYtTk0G2LqOIW9x\nEIdQdVnaH6LiDFdJvrbXx1mapaEyauEYdxCCq6Msi41pRpZn7CoNb5qx1ChxSlMMJjFXqiZulPOK\niDg9HWJrgsO0y7lalatBTD9KCUY9CA2qzTq7oeBAlhkaBrY2xHF0bpoBDV1gpDEHsWQhTqmZ0Kj4\nONMtjquPImcXaMiIMFd8/NHn2IwibvdbeL5JblqQgH2ng1RuWGja/V+fNE1jfaXGxu4QoZk4Rsra\n6ukP7PopFH6SimD+E6JpGheW3rz7d7Vc4UJ5nteOdol1hXunge/mtAdxSo8EiSKJYgyhEycxu70W\nhtCYN3wOTIfhsAtCcDELce7MzZenESvTCbMVD7PfxdUFt3LB9foMtu+Slzw6vSMqpoZSGtFMk9PT\nkBuHbbLAI6i7yDTjMSnRwhbbsU29EvCiUohun0cXqlgqZjyOcU3B1YZLlCv20dFKDl+bgiPgUUuR\nCYUuYME1aSc5667FC8LEK+VYSYzvGJSmkCtFzbWoJiGZZ7E9Uhy5V3AtC6tsEHY3OFVJoTmDKFXI\njo+YTFJGkx6e7yAApXLM9jaNT/4+w14Px/dIkoSd6DbWbJUJ8KLMMI0y7rSLNGysC08SxTHDyZh6\nuXK3TeCp5TkWZmvEcUIQ+EVGS+FDowjmPwXtQZ+DYRdL0zm3sIKmaaw2ZmhuBUR2CoBKM0q2x/V+\nh2BxFoA8TfnOrVe4Pe6QWIJpHBNPhqxIm2iiaHkGWZqjuRZCCJRpcFqGzPoVlD1DKGA/0pCVKlau\ncOplsmqZoWMgOMlGMaWg0qzj722hdAPN0MnCjHKcY1d8TEzC8ZRHyha6UogoZtU32R6FNBwX3xRY\nuc6mV+JatUYpjHkk75PGIWmeIw2dseuQaTr2eBsZrmDoGrJzm5WQrCexAAAgAElEQVRKdLeCbJJL\n4kyRmSU0L2DLq6CrjF7jPHb4Q57odvDihEl9hSu/9kluf/H/YEZ2MTSNWCi2o4gVKak1T3pnbnZb\nCMsgbx3jDdqkuoE6/1Gq8wsIIdhtH/PdrZcRtoHZ2uKXVi5Q9k+egViWhWVZP/0LpVB4AEUw/wk7\n7nf5xvEGU5kRpwm7/RafvPI0M9U6z599lH/a+AG50FmoNBFS3q39ASCExtFowL6REcmMcTilHPgs\nOAFlmkTZlNuNOerxAEtJDlLQTRNyeVL7ezxhdpRwhIG5NH+SZaO7VFWKZ+nsRjnXlEm+e8ChYXLO\nMtA0jSxKOLQs6uMh0bhHzdAwAptelJAIHTPL0DSNTpxRsU0MFNPukPF8gzOGYhRlVMo+/eGY7jQj\nLXuMpWBZ9jifdCkZBrE+ZmOY45snI/e9BJ5pmuRCIPwA3TTY8muYrW2cIKCVSpzRlPF0j5WzPYLH\nPsHOS1+hQs5Ys+iff4SjXpfl2ZMmIxXbJdm/zvrhTVxDR6U53P4h2uLJ2oCXOntod9JMM9fk2tEu\nz66/sTNQofBhUQTzn7DdYYduEtJKJwhNY7/X5kr3NPP1JhdX1yh5Ptc6+0gUp/w6nXaHXn6yr6dZ\nROmUKI0YxRG5ZzI6buGVFUajRKWTs6/b/LNdRx+PCZqLnA8niKRLYzKkrEFadpmRIf9lY4+wUQLf\n4z8j0KOIqenirTTJJxHbvR7/GkkaMqUrXFa6e3zKlrgWbIwjvtYb80zFomHqXB/nSCWYCIPdcYrv\nOXiWQdXRccKESanCi2kCpTpTK8XIcmrTMfO+RYmUTAhErcKNccKWFqDNz1JTKaGlc2lmkdcmiv5g\nQEhKnS71KESfDNHzlKYG8r/+PcHsaV68+CTHuo5yXHQvwLkzVQKw2JzlzLUUTwlEJpn1KpCOSdMU\n0zTv6wYFIEVRNKvw4VYE8/epM+hzOOrh6iZr80tvObdqCp1uPEH8qDGwrnOze8R8/WQ6YKk5y1Jz\n9u72Zc/nKzd+QKwkNc3iZlMyJSaxBNl4iqULpnmKGcUsVBtEumLYG+BbAVXTod+cYfsHHX5ZMxhZ\nDobnUBOCcjtiFNkIHSQa/qklfAAEaZxgug6juSYTXcPa3uUJYhqOCwrWfYWmElJNJ4lzrFLApm4j\nLMFpA8ZJRmZ6XEymHFgOq6ZE92zyLOM7foPFaEyjWiYbDcmEhpanJEKwLxxaFx/l0ctXCHoj5uIe\nvmXxkTpUSzn68iLe9TaNlsQ1FBaS9iTF1LpUKw3W+gN2188gJKybZZq1+x9Oryyto4/bZOM+Sdwl\nLs9RvtNf83RQ51YyQDN0VJxyujH/gV8jhcJPUxHM34ejXpdvtjcQlolMJZ2NEc+sv/nK1/Nzy/zL\nrRdJfRPSjHm/gq69dXr/Qr3J//LsJwH46s2X6E4Uw2kPoQnCSUzVDTB0k2e8eW6O2tgZnGrMEqUJ\nyrXJ04zx2TO0t1+jYhoITSDzjKTk4dbLGL5L2O4R94acrIASKCXRHYvwuItumbjxychbSQlSkScZ\ns5aG6VqEmcTXNW5JwQtmiXE8RgobN/AQOWx4AXGvTxCHtF2Pfs3itNSoBh7tJIE4ppMoXnBKHDx2\nFqFybr74Mn/yP/+v9Pe26B9vkyCYfepZHkmmHDk3OdQdGnGHhlAslmxyIdne22Z+9QqPrF5FEwLH\neWPHH6s2w3g0pJyHKE0nVjlSSnRd55GVdSqtI8ZJxGy1QuM9NvIuFH7eFMH8fdgethHWyVd6TdPY\nHQ95Wqk3HZ3blsWvX3yaF463sBoueio531h4w3ZvRiCwTQsZxsQyw0oV51eXyCYhrh9gdVsEzRoA\nveMhchxhWCaZY/B9o8SlyRA7irmJSXblNGI0AaWwKwF5GIOmods2Wdgh7Ub4M3WEqdNzPa4ri9o0\no6Ir2kmOVvKopCkWgm4s+b5dZqxM5hA0dI3ReMrLhoczW2UyP8s4TPAqJcpRzLWeIDnW8M1F9uQ+\n363UKS/UccjJfI+9dML//f2voUcTmjd+yKk8ghsv0DjzBPNXniMRkoNuG8vMmCYSzQRdh+9ogl+O\nQ2beIl007R4zt3yvRLMjJYNum/qd5t0rr2virZRiY/uAMMop+Rary++/wXeh8LNQBPP3YDAe8cOD\nLW629pCBw2zlJJCa4u07zqzPL1H3S4ymExqVKp7jvqu/d6Exz9dfvEG90cAejiA32Nje5NLZi7T0\nhEM5RevryMAmHYcIx2KUxOQaxItz/H9JHc3UEZlEjqYnK0UNHZlkpGGEhoYmwXY9nMUyKknJ4pRc\nSr77yKNst485c7iP36xh6RqTcMJxIvn6/ArjRgPN0Pn2sEIlTxj7LpntYNgWeSYxLZM0z8nbIV55\nmUNDRwsj3HHMf0g3MPMew1KZ7/Z9jjDYi4asv/gtZsbHOI6Nbyjyo5vEjQXcx/4d+VGbwWSf1MzR\nDYt2MIu5vMT2oPOWwRzHI5M5xp2HytMc3KD0ppu+cn2b3kRD0zS6o5gs32f91OK7+pwKhZ8HRTB/\nD76xe4PENag0G9w62kfkirrj88TMyjvuWy2VqZbeW42Pql9iqVRjv3UMMuew10J3XcLN1zg/s4hX\nKVMWJo5lM3E7DLKENI7BNlFS4VRKTI/bGI7D5KCF4drIJAU0hBLomkalXCIJY5SuoaMhpcQp+dj1\nCv1GlY5rUZoOieOEbrPJ96TFYH7uJCWwP0ZYBn3dIY4jTBuEUmRxSC41dCVRqcAueygpmRmPqNoW\nqwh0cjb7Q84xZXjuEkf7mzw9OsbVJCoaE8cxmQQVhzTWL3D5P/4Ok+98hUlrk9BxGC6cRQfeboFm\nfekUrWEP7XgLpWnoZx6l7Hpvuu1glKIZJzdZ3dDpDmLW39OnVSj8bBXB/F3K85yxTLEwMG2L88ur\nVKeKj5658p5ykvM8p9Xv4lkO5dKbjxJ/xLIsjDiHRoVJu4XWrKA0DeX5XDvc5elTZ/FSgRQGM04Z\nJSKkb5MpRTQcQZbj6xZpnOHWyhglj6gzOCnDq+skk5AwPKlhYqWSWdMlTgXH4QipFEjFjUoD8+iY\ntTSkH0aMV89QarW5NO6h5zlbtSaDU6eJDiPyJCVp93F9D0YTpJTklgNZSnM6YV4m+EmHsiGJFNhJ\ninBMsmmMykJy26bV67JoaWQqR8Ux+WQEQFCtY/zSv+fo+svcjkfYzRp2mHFp7e1vpDOXHodLj7/j\n52IYgux1r02jWCxU+HApgvm7pOs6gWaS3HmtFCzXZ95TII/iiK9uvELk6Mgk59KoyYXFk1WiUkq+\ns/EanXSKo5s8ubBGJShxbm6Z8fiAdq7wK8FJEa80BUPjanmeS6sn48d/M1/mu6MD1GRAqoMb5Yz7\nIyqOzzQOEb7DcPcIw3PRdB3DsxCBi8oUrmNCmNBXKUdHR4jAJe0NsHwXvTdgqRag+U2queTxg12E\ngHLgYFXKNNOQL9/awqiWiTp9/CBgvt5gIvuszyxyY3jM6Pg6ZzNIhj0um31QYGkaU9dmc3EZs1Ki\n247ZxuBUDkLX0TWDiekSiHsphI7r8ehjz3A+ihiHU3IluX68j60ZnF+8V/2w1e+y0T9GILgws3R3\nMdDbubA2y8s3DohSie8YnFt7+1r1hcLPmyKYvwfPLZ/jxaNt4jxj3i1zZuG9dVW6frxH7J6U0dVt\ng2v9Q84vnAShl/c2ONQThGEyBr6+9SqnKrOMwwmBMFkKauyrCFto1PwyVT3nwvJpesMB39y7SS+a\nMD5o4ZVcmCRMpKA5t8BAZIhuShYlWJUAu1pGaBrpOEQ3dDw0ZrwKKbC3v4twLUzHQoYRUZTQjCP8\nkkua5QgNapZGogS246CkQqUptqOhbAdn1Sfdb7O/s099aZaxr3OKOkkiOTs8gHmfMDbpT0ZcMxoc\nrp+i5+jkSYqYn+Xb3QGXyhM0x6ZUrlM1dLbDhOaPvY+O49CfjvlmewvNNlG5ontrxEfPXqE/GvL1\now2Ec/KAurX9Gp88cxX7dTfdaRhyq30AwFpj7qQva6XEx54uIaV8Q82WQuHDoAjm70ElKPHx4Mr7\n3j9X9y9MkXA3VW6SJYg7E8BZlvHq0S47+YQ4z0m7Qy7NLGMc7qIck2pm8ivnH0fTNL5/tEXqmQRe\nlSu1CmlrgHChZyss3YBwgG3ZtH/wMt7peWSSorsOum2QH3SZXTpNzfR5dXREooEeuMSTkDxKqK2v\nIDJBP+4SODrkkl0McuCCaRCNp3QlxI0aMs2xRhGleh2nUSURiihL0Uou8946K8kqpdEhmZK8EmuU\n1tcYJmMm0yFSKsxM4TZmiWs+aa7IHYvMdqmurL3pe7k76qLZJwFbCMFhPEYpxfFocDeQA2SuQWfQ\nY/FO5koUx3x16xqpe3Lp72z1+NX1Kzj2SWpjEcgLH1ZFMP8pOl2dYffgBjgWMs9ZcUro+kmmRc3y\nOYq7aLrGaDgktgQDlYIGUdnihe0bXDx7lrqw+fj65buFoRKZAyfHEELQqNVZ8ipcS7qMplNMw2DU\n6WH5LiqXaLqGihOyzpD//cnnWV1c4Ltbt7je2sVp1lC6hlUtM9k7InptG39+ni8f9FmNY9ANduZX\nQeS0Wl2EbtKu1ilXqiQyJ2r3MDSBEKArSFVGrkxKsWRnboGxbjDvV/jE5ce5tr+Ff7RHWWUcZBlV\nx2PlsXN0r1/jqm/jOi5t4VBbPPWm76UpNHjdvVFHIIQgsGxkmKMZJ++JSjKCxr2Hnsf9zt1ADpB7\nJge9Dmvv0AKwUPh5VwTzn6JaucIn9Isc9Ls4rsnqzL1Vh+cXV5B7klY8wdV8WsYUBajRiPLuBm4q\n0aJFxjWHVw+3ubpyBoB5p8SmHKNpGjLLWXArnJlfYu96F2k7yKMDhKVTWpghDUNklqKlOR+rr/Ls\n1ccAeBLBN7tbZIYiF4o8yXFNh4sX1xmlMeLqJQ6TEJXkmEqhopTe4hKpLvACn8lojG5bmDk0Gw16\n/T71ZoNRv086jLlt2+SqgrPQZCfNmO12eGRlnUdWTub7bx/u8Vr/CAGce+pXifOcGEltfuXuTevH\nXZxfpX37Ffqk6FLx5OzJs4fF5ixnwjEb4w4CwdXawn0Pmh3TJh9l6ObJpZ9nObZfFNUqfPgVwfyn\nrOwH5HnO8XjAQafNYnMGOBlVX1o+zY/Wkba+/i9sDHpc2ruNn0WUbBdj51V2rEdJg3t56o+unsHd\n32GUxdQDj9Ozi3x34zr9PCaeRDxWmqcf6Bz2OxyaY3KhWB1r/G+f/PW7x1hozHDRa/LNyQHC1HFM\nC8f28T2fONdJybF0g0xT5MMJM7OzZFkKmUKikVgWQSY4u3aebjylIkz0owGnmw0C22MnG7HTb9Pw\nSniWTT+asAwMOy2ycMpSc+4dm2P/ONuy+NULjxFFEZZl3f2GA5zcKN4isXC23mB91OPmpIMSgnWn\ndvczKBQ+zB4omP/RH/0R//RP/4RlWZw5c4a/+7u/o1KpfFDn9lA67LbvPrjLp23OhWOurKyRpilx\nkuB7HkII/qcnP8ZXvv4vnLYcIqFhuy6GoSE6HVYWT6r7KaX44fYtDsIhlqZzqjrDxtEeuyJEDxy8\nwKHfG2DlBmcWlllXoMKY5z/yyBtGvP/xqY9TfuUFfnC8g6E0nli7TKzBZHCI4bpoWQ6GzuxcjfE0\nxPA8ShWf9nhAGE1wNQvH91kvV7l8eobdSY+JBTLPibcP6esgbQPZH7KGR+fmK/gHrxHoGv0tg/zR\nX8Z7j3n4Qghc990twHq9R0+d5XJ2GrjTxq9QeAg80JX8qU99ij//8z9H0zT+5E/+hM997nP82Z/9\n2Qd1bg+lzUHr7oM73TTYGHfwjmx+0N1D6oKaNPj4mZMHcp944pfgBzGuLuiOBkzynCeWL91d8Xjr\ncJfNfITmGqTAN/duMmt5bLT2SJTEEhoLlTpX/CbtPEIAFxZX37ACda91zCCe8tTqef7HJ37pbkbH\neDqhtGmwMexwsbxE03DJkZSWfaZxzDePNnAMk0q1QaZr7N7e5D888hznFleQuzmvxj10Q8cUOiqM\n0c2EqukwJKf9yneITHANi6pfordzA+/yUz+1z6EI4oWHzQNd0c8///zdn5999ln+8R//8YFP6GGn\n/VgPbaHgB51ddN9BB8bA9aNdriyvEVQq9NYfJ955Fa00Q3nxDPW1s3f3Hacx2uumFyIhORoNyGwD\nTdfIgF6ny7mLz3LhLbI0Xtvb4tWog2YY5L0uV9OYM/MnKZeB5/Mrl5/kV4CjTpt/ePkbJCbYI52z\nXp1HZlfYjYfshgMM3cBvlHh12mIlnufi8mnsQ5PN9iHz0qJ54czdv7mze4iVhyjTZHinF6eovrc0\nz0KhcL8PbHjyt3/7t/zWb/3WB3W4h9b55gLtvRtkjgFJxqXaPN/r7aO/bptU5nd/ri2vwfKbp+c1\n3BJbwyHanVFmSRgIz2JJCQZxiAasNGtomsbW8QG74x6m0Lk8t0zgnRTA3Zn00OyT/XXTYHvUuxvM\nX++rt14mqdgAxMCtSYdzeoWtsEXqmGTTCZ7mohyT/mhIU6+xOWgz9DS0esDB3gELSwsQZ7iuS6e5\nRHlwiKVrbIUJl1bOveN7FycJ39u5xTCLKBs2T6ycvS9/vFD4RfaOwfz555/n8PDwDb//0z/9U379\n108eon32s5/Fsix++7d/+4M/w4dMtVTmV9ceoTscUJrxKPkBB6M+HZUDgsOjQ7BLZHnO1aW1tw1W\nKzNzxFnC/mSAKXQeWT3DjaM9QiEIXA+lFAv4HHTbfG9wgG4ZQEZv6zU+dfEJhBAY4v4Ru/EWBcMy\nIVGvqwyZZDlmxWU5L7M96uF7Dsqy0KKU2kKZr736Ij8Y74MQNN0S5cDnIiUWlmb5t41X2Sejk0PF\ndWgGc+9qvvz7u7dpGSkYOi0yvrdzi+fOvHnp4ULhF807BvMvfelLb/vvn//85/lP/+k/8ZWvfOUD\nO6mHnWPbLM7ca0jx0bOXuXGww6uH25R8H0o+B8Qk2zf42Nm3X6R0dmGFs9yrT/LE6XNYuxsM05iy\naXNleY2XdjfuBPITE10ynkwoBQGPzK7w9f1b5LaOEedcWXrzEfKZ+gL94R6jLAGluOg38ByPBX8B\nq2vRT0LMMOW5c2cJ44jrUZfMPbkR7UcjVpwqs/UGuqEzyWJ6MiHxTNIw49NXz7+r922cxaDfu9mM\n8/hd7Vco/CJ4oGmWL37xi/zlX/4l//qv//qmzQEK746maVxYOsVxNEYz7k2x9NLoPR9LCHE3f/tH\nfNNCTk8WDAEYmcK7kwXSrNT4jP84w/GIclB6w4PB4WhEnMQ8vrKOua/TT0KqpsNjp84yDqf82851\napUq9aTEU81VmpUqtw92qVWrDAdtpKGh2SbWNKYclHh1bxuzFnCOACkVeZYh8/tbuL2Viukw5V4A\nrxjFNVco/MgDBfPf//3fJ0mSuw9CP/rRj/I3f/M3H8iJ/SIKdIs+4d3XJePB54OllCzXZxnFEbvT\nPqamc3V+7b68bMMwqFdrb9j3pZ3b3Ih6aIZOqQW/fObKfSmNZT/gU+ceozccUPJ8bPtkTr3qlzBG\nx5yqNBmGU0hSPnn5SYQQiNct29Q0gVQK7e3q2L7O4ytnEDu3GWYRJcPmsZWiSG2h8CMPFMxv3Ljx\nQZ1HAbi6vEayfZN+GuLrJk8un3nnnd7GrcNdXuzukwuY1z0+c+HJd117ZBqGXJ90MN2TAD1x4fbR\nPheW719er+v6G3pv1ssVHo8WuNk/pmaXubCwQLV8sv5gbXaRnVtdQldH5ZJTZpngXVQ1hJObzlNr\n725KplD4RVMk2/4cMQyDZ9cvfiDHiuOYH/YOMO6kPHZUzs2DPc4vvXMjDTgp9oWu0R8M6IQnNcVL\nQfaGYP4j6k4RMSEESin64YRU5piahmvad7ezLYt/d+5RDrttbMNkpt54sP9ooVAAimD+0IqTBIx7\nUylCCFKVvc0e9ysFAf4k42YyQnNMtEzSJmEwGlL5scyTG/s7vNI7QKI45dUo2e5JvZg7i5m+vneD\n/6H81N1MGMMwWJ6df5O/WigU3q8imD8EhpMxL+zfZpqlNCyXp0+dpxQElHON6Z1tVJSyuPAWvTLf\nhBCC83NLHHVScqUoVzws06Q3Gd0XzIejEa9MWmiBgwZs51O8zgCtfG80HomcLMvesmhWoVB4cEUw\nfwh8Z+8WE1uAZXKsUl7a2+TxU2f55fXL3DjeI1U5qwsz1MrvrW5OPShTHbmIO+UHVJJSq9/f6m4c\nhQjz3jcAXddwhME0vVeZsCysu4E8TVO+sfka7WSCq5s8vbBGs/LGh6+FQuG9KYL5Q2CSJ8DJSFgI\nwTRPgZMeolfeYvXou1EplXkyWuZG/xiU4lxt+Q1TLDPVGlZ3l9S5cylFKY+vXeB42Lu7mOnq6r0H\nuS/vb9K3JIblkgIvHGzw6SKYFwoPrAjmD4Ga6dLjJFe7NxwxnEREWcK52jwrdzrsvF/LM3Msv80x\nTNPkv1u9xGutXaSCtYVTlP2Ash/ct5jpR2KZ8/ryNPHrShcUCoX3r+iR9RB4ZvU8i8rBHifEozGl\n+SYTW/C93h794eBdH2c8GNDd2WTyHvYB8FyXJ1bP8dSpc9TfYSpnzq8g05MHsUopGqb3ttsXCoV3\npxiZPwRsy+Kp0+fZOtonDu4tNBK2QW86vpvj/Xb6BzsYN1+gqgsmWzA49wyVucUP/FxPzy4A0JoO\nsTWDy2tvnupYKBTemyKYP0SqfgmGh3CnDotKUuqNd9fwId+9TvlO3RNfg/72a/ATCOZwEtBPs/AT\nOXah8IuqmGZ5iFSCEk/VlimlGqVU8FRthUpQeucdC4XCh14xMn/ILDZnWWzOvvOGP0ZfOsf01nfx\ndMEkB/1MsWy+UPgwKYJ5AYDq4ipjv0x/2MOu1Cm9x5z0QqHws1UE88JdQaUKlerP+jQKhcL7UMyZ\nFwqFwkOgCOaFQqHwECiCeaFQKDwEimBeKBQKD4EimBcKhcJD4IGD+V/91V+haRrdbveDOJ9CoVAo\nvA8PFMx3dnb40pe+xKlTRX2NQqFQ+Fl6oGD+h3/4h/zFX/zFB3UuhUKhUHif3ncw/8IXvsDy8jKP\nPvroB3k+hUKhUHgf3nYF6PPPP8/h4eEbfv/Zz36Wz33uc/zzP//z3d/9qDt7oVAoFH76hHofUfil\nl17ik5/8JJ530lhgd3eXpaUlvvWtbzE7e3+Rp89//vOMRqMP5mwLhULhF8RHPvIRnn322Xe9/fsK\n5j9ubW2NF154gf+/vfsLabL94zj+mbToQLIMm+WtKOpw222b5iiCoD+uIFBsLZElk6wOOjNCRqdB\ntiFB/8AjRYOgzlJiSZmJgoyS2UF0oNQ9WmYLlrNi2Zx8nwNx+Ps9Za1n7hrj+zrbBK83m/uyuevi\nzs3986u/M8YYS56k7DNXqVTJ+DWMMcb+UlLemTPGGBMrZSdAb926BZ1OB1mW4XQ6U7Xsb6XToaf2\n9nbodDoYjUZYrVbMzyd2YeVkGhwcREVFBcrLy+F2u4V1rBYIBHDw4EEYDAbIsoybN2+KTopbWlpC\nVVUV6urqRKcAAMLhMGw2G3Q6HfR6Pbxer+gkXL16FQaDAZWVlbDb7fjx40fKG1pbW6HRaFBZWRm/\n7/Pnz7BYLNBqtThy5AjC4XBadCU8DygFhoeHqba2lqLRKBERffr0KRXL/ta7d+/o6NGjVFxcTKFQ\nSHQOPX78mJaWloiIyOl0ktPpFNIRi8WotLSUFEWhaDRKRqORXr9+LaRltdnZWZqcnCQioq9fv5JW\nq02LLiKia9eukd1up7q6OtEpRETkcDiou7ubiIgWFxcpHA4L7VEUhUpKSmhhYYGIiBobG6m3tzfl\nHaOjo+Tz+UiW5fh97e3t5Ha7iYjI5XIJed39rCvReZCSd+ZdXV24dOkS1Go1ACAvLy8Vy/5Wuh16\nslgsyMpafkr27NmD9+/fC+l4/vw5ysrKUFxcDLVajaamJvT39wtpWS0/Px8mkwkAkJ2dDZ1Ohw8f\nPgiuWt7N5fF4cPbs2bTYojs/P4+xsTG0trYCADZs2ICcHLFXjtq8eTPUajUikQhisRgikQgKCgpS\n3rF//35s3br1f+4bGBhAS0sLAKClpQUPHjxIi65E50FKhvn09DRGR0exd+9eHDhwABMTE6lYdk3p\nfuipp6cHx44dE7L2zMwMCgsL47clScLMzIyQll/x+/2YnJxMaOvWerlw4QI6OzvjLzzRFEVBXl4e\nTp8+jerqapw7dw6RSERoU25uLi5evIiioiLs3LkTW7ZsQW1trdCmFcFgEBqNBgCg0WgQDAYFF/3b\nn8yDpF02bq0DRrFYDHNzc/B6vXjx4gUaGxvx9u3bZC39V02iDj39qqmjoyP+/9YrV65g48aNsNvt\nKWn6f+m+O+nbt2+w2Wy4ceMGsrOzhbY8fPgQ27dvR1VVFUZGRoS2rIjFYvD5fLh9+zbMZjPa2trg\ncrlw+fJlYU1v3rzB9evX4ff7kZOTg5MnT+Lu3bs4deqUsKafUalUaff3/6fzIGnD/MmTJ7/8WVdX\nF6xWKwDAbDYjKysLoVAI27ZtS9byCTW9evUKiqLAaDQCWP6YvHv37p8eekpV04re3l54PB48ffp0\nXTvWUlBQgEAgEL8dCAQgSZKwntUWFxdx4sQJNDc3o6GhQXQOxsfHMTAwAI/Hg4WFBXz58gUOhwN3\n7twR1iRJEiRJgtlsBgDYbDa4XC5hPQAwMTGBffv2xV/zVqsV4+PjaTHMNRoNPn78iPz8fMzOzq77\nDEhEIvMgJZ8LGxoaMDw8DACYmppCNBpd90G+FlmWEQwGoSgKFEWBJEnw+XzCn8TBwUF0dnaiv78f\nmzZtEtZRU1OD6elp+P1+RKNR3L9/H/X19cJ6VhARzpw5A71ej7a2NtE5AJY/UQUCASiKgnv37uHQ\noUNCBzmw/N1CYWEhpqamAABDQ0MwGAxCmyoqKuD1evH9+01kiAcAAAEJSURBVHcQEYaGhqDX64U2\nraivr0dfXx8AoK+vLy3eJAB/MQ/W7evZVaLRKDU3N5Msy1RdXU3Pnj1LxbJ/rKSkJC12s5SVlVFR\nURGZTCYymUx0/vx5YS0ej4e0Wi2VlpZSR0eHsI7VxsbGSKVSkdFojD9Gjx49Ep0VNzIykja7WV6+\nfEk1NTW0a9cuOn78uPDdLEREbreb9Ho9ybJMDocjvrstlZqammjHjh2kVqtJkiTq6emhUChEhw8f\npvLycrJYLDQ3Nye8q7u7O+F5wIeGGGMsA6TH1++MMcb+Ex7mjDGWAXiYM8ZYBuBhzhhjGYCHOWOM\nZQAe5owxlgF4mDPGWAbgYc4YYxngH7KvQVu2w9l6AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aaaaaaaaaaand I got tired of doing all those steps, EVERY time. So I wrote [`prettyplotlib`](http://github.com/olgabot/prettyplotlib). Here's an illustratitive example of how awesome `prettyplotlib` is, and how it will save all the time you spent agonizing over making your `matplotlib` plots beautiful." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%pdb" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Automatic pdb calling has been turned OFF\n" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "import prettyplotlib as ppl\n", "import matplotlib.pyplot as plt\n", "\n", "# This is \"import matplotlib as mpl\" from the prettyplotlib library\n", "from prettyplotlib import mpl\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = plt.subplots(1)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " ppl.scatter(ax, x, y, label=str(i))\n", " \n", "ppl.legend(ax)\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nshowing default color cycle and scatter params')\n", "fig.savefig('scatter_prettyplotlib_default.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n5owx5gL+AN1IwavR8l19AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The only commands that were different from the very first example with matplotlib are:\n", "\n", " ppl.scatter(ax, x, y, label=str(i), facecolor='none')\n", "\n", "instead of:\n", "\n", " ax.scatter(x, y, label=str(i))\n", " \n", "And a different legend command:\n", "\n", " ppl.legend(ax)\n", " \n", "instead of:\n", "\n", " ax.legend()\n", " \n", "If you ***really*** want to get the original matplotlib style back in prettyplotlib, you can do:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import prettyplotlib as ppl\n", "import matplotlib.pyplot as plt\n", "from prettyplotlib import mpl\n", "from prettyplotlib import brewer2mpl\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "fig, ax = plt.subplots(1)\n", "\n", "#mpl.rcParams['axis.color_cycle'] = ['blue']\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " ax.scatter(x, y, label=str(i), facecolor='blue', edgecolor='black', linewidth=1)\n", " \n", "# Get back the top and right axes lines (\"spines\")\n", "spines_to_remove = ['top', 'right']\n", "for spine in spines_to_remove:\n", " ax.spines[spine].set_visible(True)\n", " \n", "# Get back the ticks. The position of the numbers is informative enough of\n", "# the position of the value.\n", "ax.xaxis.set_ticks_position('both')\n", "ax.yaxis.set_ticks_position('both')\n", "\n", "# For all the spines, make their line thicker and return them to be black\n", "all_spines = ['top', 'left', 'bottom', 'right']\n", "for spine in all_spines:\n", " ax.spines[spine].set_linewidth(1.0)\n", " ax.spines[spine].set_color('black')\n", "\n", "# Change the labels back to black\n", "ax.xaxis.label.set_color('black')\n", "ax.yaxis.label.set_color('black')\n", "\n", "# Change the axis title also back to black\n", "ax.title.set_color('black')\n", "\n", "# Remove the line around the legend box, and instead fill it with a light grey\n", "# Also only use one point for the scatterplot legend because the user will \n", "# get the idea after just one, they don't need three.\n", "ax.legend()\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nrevert everything back to default matplotlib parameters')\n", "fig.savefig('scatter_prettyplotlib_back_to_matplotlib_default.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the default calls of `ax.scatter` and `ax.legend` do the usual thing. This is important, because for `prettyplotlib` to work, you'll need to use a syntax that's different from the usual `matplotlib` one: `ppl.scatter(ax, x, y...)` instead of `ax.scatter(x, y, ...)`\n", "\n", "\n", "## That's all, folks!\n", "\n", "That's my introduction to `prettyplotlib` and why you need it. There are similar examples for the other functions, but this one for `ppl.scatter` is the most extensive." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New syntax: don't need to supply ax!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import prettyplotlib as ppl\n", "import matplotlib.pyplot as plt\n", "\n", "fig, ax = ppl.subplots()\n", "\n", "# Set the random seed for consistency\n", "np.random.seed(12)\n", "\n", "# Show the whole color range\n", "for i in range(8):\n", " x = np.random.normal(loc=i, size=1000)\n", " y = np.random.normal(loc=i, size=1000)\n", " ax = ppl.scatter(x, y, label=str(i))\n", " \n", "ppl.legend(ax)\n", " \n", "ax.set_title('prettyplotlib `scatter` example\\nshowing default color cycle and scatter params')\n", "fig.savefig('scatter_prettyplotlib_default.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEaCAYAAADjQbcAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }