From 142318dca09b4840c903cbfadf0376cac9052ce7 Mon Sep 17 00:00:00 2001 From: Sebastian Raschka Date: Wed, 7 May 2014 18:38:42 -0400 Subject: [PATCH] benchmark updates --- benchmarks/timeit_tests.ipynb | 1020 ++++++++++++++++++++++++++------- 1 file changed, 822 insertions(+), 198 deletions(-) diff --git a/benchmarks/timeit_tests.ipynb b/benchmarks/timeit_tests.ipynb index 199d744..40434a8 100644 --- a/benchmarks/timeit_tests.ipynb +++ b/benchmarks/timeit_tests.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:a2b1ea908157604888db3edc69f70ebb7f6f25d46bbb813b419c0879633a8962" + "signature": "sha256:a6e11ece22a848e8c3b728870bda775773780d2fa909fb330ad64e4febec9f2a" }, "nbformat": 3, "nbformat_minor": 0, @@ -12,10 +12,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Sebastian Raschka \n", - "last updated: 04/14/2014 \n", + "[Sebastian Raschka](http://sebastianraschka.com)\n", + "last updated: 05/07/2014 \n", "\n", - "[Link to this IPython Notebook on GitHub](https://github.com/rasbt/python_reference/blob/master/benchmarks/timeit_tests.ipynb)" + "- [Link to this IPython Notebook on GitHub](https://github.com/rasbt/python_reference/blob/master/benchmarks/timeit_tests.ipynb) \n", + "- [Link to the GitHub repository](https://github.com/rasbt/python_reference/blob/master/benchmarks/timeit_tests.ipynb) \n" ] }, { @@ -33,11 +34,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "\n", - "\n", "# Python benchmarks via `timeit`" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Code was executed in Python 3.4.0" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -68,6 +74,9 @@ "- [Copying files by searching directory trees](#find_copy)\n", "- [Returning column vectors slicing through a numpy array](#row_vectors)\n", "- [Speed of numpy functions vs Python built-ins and std. lib.](#numpy)\n", + " - [`sum()` vs. `numpy.sum()`](#np_sum)\n", + " - [`range()` vs. `numpy.arange()`](#np_arange)\n", + " - [`statistics.mean()` vs. `numpy.mean()`](#np_mean)\n", "- [Cython vs. regular (C)Python](#cython)" ] }, @@ -147,8 +156,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "100 loops, best of 3: 5.67 ms per loop\n", - "100 loops, best of 3: 3.9 ms per loop" + "100 loops, best of 3: 4.01 ms per loop\n", + "1000 loops, best of 3: 1.82 ms per loop" ] }, { @@ -159,7 +168,7 @@ ] } ], - "prompt_number": 3 + "prompt_number": 131 }, { "cell_type": "code", @@ -179,7 +188,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 55 + "prompt_number": 132 }, { "cell_type": "code", @@ -214,10 +223,16 @@ "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.title('Performance of different string formatting methods')\n", - "ftext = 'binary op. % is {:.2f}x faster than .format()'\\\n", - " .format(times_n['test_format'][-1]\\\n", - " /times_n['test_binaryop'][-1])\n", + "max_perf = max( f/b for f,b in zip(times_n['test_format'],\n", + " times_n['test_binaryop']) )\n", + "min_perf = min( f/b for f,b in zip(times_n['test_format'],\n", + " times_n['test_binaryop']) )\n", + " \n", + "ftext = 'The binary op. % is {:.2f}x to {:.2f}x faster than .format()'\\\n", + " .format(min_perf, max_perf) \n", "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", + "\n", + "\n", "plt.show()" ], "language": "python", @@ -226,13 +241,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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jBgBAT08Pd+/eBQDMmDEDv/32G5o2bQo/Pz8MHjwYycnJ0NHRKVX8w8PDMWzY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\nFQAAwM2YW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lGDt2LFJTU6GlpVUr+9+8eRMTJkzAvHnz4O3tjbt37+Lrr7+u91xgSB/2jC3Z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\nMUWcJEk4c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"text": [ - "" + "" ] } ], - "prompt_number": 56 + "prompt_number": 135 }, { "cell_type": "markdown", @@ -287,8 +302,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "100000 loops, best of 3: 1.56 \u00b5s per loop\n", - "1000000 loops, best of 3: 362 ns per loop" + "1000000 loops, best of 3: 1.33 \u00b5s per loop\n", + "1000000 loops, best of 3: 268 ns per loop" ] }, { @@ -299,7 +314,7 @@ ] } ], - "prompt_number": 1 + "prompt_number": 10 }, { "cell_type": "code", @@ -320,7 +335,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 11 }, { "cell_type": "code", @@ -346,7 +361,8 @@ "\n", "fig = plt.figure(figsize=(10,8))\n", "for lb in labels:\n", - " plt.plot(orders_n, times_n[lb[0]], alpha=0.5, label=lb[1], marker='o', lw=3)\n", + " plt.plot([n*len(test_str) for n in orders_n], \n", + " times_n[lb[0]], alpha=0.5, label=lb[1], marker='o', lw=3)\n", "plt.xlabel('sample size n')\n", "plt.ylabel('time per computation in milliseconds [ms]')\n", "plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", @@ -355,10 +371,11 @@ "plt.xscale('log')\n", "plt.yscale('log')\n", "plt.title('Performance of different string reversing methods')\n", - "max_perf = max( [times_n['reverse_join'][i]/times_n['reverse_slizing'][i]\n", - " for i in range(len(times_n['reverse_join']))] )\n", - "min_perf = min( [times_n['reverse_join'][i]/times_n['reverse_slizing'][i]\n", - " for i in range(len(times_n['reverse_join']))] )\n", + "max_perf = max( j/s for j,s in zip(times_n['reverse_join'],\n", + " times_n['reverse_slizing']) )\n", + "min_perf = min( j/s for j,s in zip(times_n['reverse_join'],\n", + " times_n['reverse_slizing']) )\n", + " \n", "ftext = 'my_str[::-1] is {:.2f}x to {:.2f}x faster than \"\".join(reversed(my_str))'\\\n", " .format(min_perf, max_perf)\n", "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", @@ -370,13 +387,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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wsGbmKiqquF5eXvXlVTXq9rERu8rK+Pr64tSpU9i5cyeioqLQvXt39OvXD3Fx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\n+nrJwcFBunLlin7b7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LF8VbuoTxdnR0pIpcTcvLEx+WgoKqhauwUPx6ubmVz6+iVrfyWuzKWmbs2LE4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\ncHAwHnroIWzevPmuN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"text": [ - "" + "" ] } ], - "prompt_number": 5 + "prompt_number": 13 }, { "cell_type": "markdown", @@ -436,8 +453,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "1000000 loops, best of 3: 1.15 \u00b5s per loop\n", - "1000000 loops, best of 3: 436 ns per loop" + "1000000 loops, best of 3: 764 ns per loop\n", + "1000000 loops, best of 3: 321 ns per loop" ] }, { @@ -448,7 +465,7 @@ ] } ], - "prompt_number": 70 + "prompt_number": 15 }, { "cell_type": "code", @@ -456,19 +473,20 @@ "input": [ "funcs = ['string_add', 'string_join']\n", "\n", - "orders_n = [10**n for n in range(1, 9)]\n", + "orders_n = [10**n for n in range(1, 6)]\n", + "test_chars_n = (test_chars*n for n in orders_n)\n", "times_n = {f:[] for f in funcs}\n", "\n", - "for n in orders_n:\n", + "for st,n in zip(test_chars_n, orders_n):\n", " for f in funcs:\n", - " times_n[f].append(min(timeit.Timer('%s(test_chars)' %f, \n", - " 'from __main__ import %s, test_chars' %f)\n", - " .repeat(repeat=10, number=1000)))" + " times_n[f].append(min(timeit.Timer('%s(st)' %f, \n", + " 'from __main__ import %s, st' %f)\n", + " .repeat(repeat=3, number=1000)))" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 71 + "prompt_number": 16 }, { "cell_type": "code", @@ -478,7 +496,8 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [], + "prompt_number": 4 }, { "cell_type": "code", @@ -493,18 +512,23 @@ "\n", "fig = plt.figure(figsize=(10,8))\n", "for lb in labels:\n", - " plt.plot(orders_n, times_n[lb[0]], alpha=0.5, label=lb[1], marker='o', lw=3)\n", + " plt.plot([len(test_chars)*n for n in orders_n], \n", + " times_n[lb[0]], alpha=0.5, label=lb[1], marker='o', lw=3)\n", "plt.xlabel('sample size n')\n", "plt.ylabel('time per computation in milliseconds [ms]')\n", - "plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", "plt.legend(loc=2)\n", "plt.grid()\n", "plt.xscale('log')\n", "plt.yscale('log')\n", - "plt.title('Performance of different string reversing methods')\n", - "ftext = 'new_str += char is {:.2f}x faster than \"\".join(chars)'\\\n", - " .format(times_n['string_add'][-1]\\\n", - " /times_n['string_join'][-1])\n", + "plt.title('Performance of different string concatenation methods')\n", + "max_perf = max( a/j for a,j in zip(times_n['string_add'],\n", + " times_n['string_join']) )\n", + "min_perf = min( a/j for a,j in zip(times_n['string_add'],\n", + " times_n['string_join']) )\n", + "\n", + "ftext = '\"\".join(chars) is {:.2f}x to {:.2f}x faster than new_str += char'\\\n", + " .format(min_perf, max_perf)\n", "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", "plt.show()" ], @@ -514,13 +538,13 @@ { "metadata": {}, "output_type": "display_data", - "png": 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6+hL7vnv3Dtu2bYOxsXGFj0FZ07abNm3ik9LSGBoalrpu8eLFsLS0RFhYGL+s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G9u3bQ1dXFxMnTsSrV6/E8u3duxeOjo5QU1ODqakp5syZg9f/P787JiYGKioq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50UcY8d2QqNRoOCugIcLj6M+g79O9HDPMOwNGopgtyDRMqOiIhMwaJ77IgsjftEBNUt1diRuwN7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\nO/g0+kTMR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"text": [ - "" + "" ] } ], - "prompt_number": 73 + "prompt_number": 18 }, { "cell_type": "markdown", @@ -561,25 +585,28 @@ "input": [ "import timeit\n", "\n", - "def plus_operator():\n", - " return 'a' + str(1) + str(2) \n", - " \n", - "def format_method():\n", - " return 'a{}{}'.format(1,2)\n", - " \n", - "def binary_operator():\n", - " return 'a%s%s' %(1,2)\n", + "n = 1000\n", "\n", - "%timeit plus_operator()\n", - "%timeit format_method()\n", - "%timeit binary_operator()\n", + "def plus_operator(n):\n", + " my_str = 'a'\n", + " for i in range(n):\n", + " my_str = my_str + str(1) + str(2)\n", + " return my_str \n", + " \n", + "def format_method(n):\n", + " my_str = 'a'\n", + " for i in range(n):\n", + " my_str = '{}{}{}'.format(my_str,1,2)\n", + " \n", + "def binary_operator(n):\n", + " my_str = 'a'\n", + " for i in range(n):\n", + " my_str = '%s%s%s' %(my_str,1,2)\n", + " return my_str\n", "\n", - "#\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.5 GHz Intel Core i5\n", - "# 4 GB 1600 Mhz DDR3\n", - "#" + "%timeit plus_operator(n)\n", + "%timeit format_method(n)\n", + "%timeit binary_operator(n)" ], "language": "python", "metadata": {}, @@ -588,8 +615,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "1000000 loops, best of 3: 764 ns per loop\n", - "1000000 loops, best of 3: 494 ns per loop" + "1000 loops, best of 3: 869 \u00b5s per loop\n", + "1000 loops, best of 3: 686 \u00b5s per loop" ] }, { @@ -597,7 +624,7 @@ "stream": "stdout", "text": [ "\n", - "10000000 loops, best of 3: 79.3 ns per loop" + "1000 loops, best of 3: 445 \u00b5s per loop" ] }, { @@ -608,7 +635,88 @@ ] } ], - "prompt_number": 17 + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['plus_operator', 'format_method', 'binary_operator']\n", + "\n", + "orders_n = [10**n for n in range(1, 5)]\n", + "times_n = {f:[] for f in funcs}\n", + "\n", + "for n in orders_n:\n", + " for f in funcs:\n", + " times_n[f].append(min(timeit.Timer('%s(n)' %f, \n", + " 'from __main__ import %s, n' %f)\n", + " .repeat(repeat=3, number=1000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 23 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "\n", + "labels = [('plus_operator', 'my_str + str(1) + str(2)'), \n", + " ('format_method', '\"{}{}{}\".format(my_str,1,2)'),\n", + " ('binary_operator', '\"%s%s%s\" %(my_str,1,2)'),\n", + " ] \n", + "\n", + "matplotlib.rcParams.update({'font.size': 12})\n", + "\n", + "fig = plt.figure(figsize=(10,8))\n", + "for lb in labels:\n", + " plt.plot(orders_n, times_n[lb[0]], \n", + " alpha=0.5, label=lb[1], marker='o', lw=3)\n", + "plt.xlabel('sample size n')\n", + "plt.ylabel('time per computation in milliseconds [ms]')\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "plt.legend(loc=2)\n", + "plt.grid()\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.title('Performance of different string assembly methods')\n", + "\n", + "max_perf = max( p/b for p,b in zip(times_n['plus_operator'],\n", + " times_n['binary_operator']) )\n", + "min_perf = min( p/b for p,b in zip(times_n['plus_operator'],\n", + " times_n['binary_operator']) )\n", + "\n", + "ftext = '\"%s%s%s\" %(my_str,1,2) is {:.2f}x to'\\\n", + " '{:.2f}x faster than my_str + str(1) + str(2)'\\\n", + " .format(min_perf, max_perf)\n", + "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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qupbn279/P1q3bl1puaampsRy0kzk/xQQEXr37g1/f/9Ky5o0acL/X0ZGRrAdy7fLhQsX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\nCRV2IiIiInlChZ2IiIhInvgHflbs0wMQQB4AAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 27 }, { "cell_type": "markdown", @@ -654,14 +762,7 @@ "%timeit string_is_int(an_int)\n", "%timeit string_is_int(no_int)\n", "%timeit an_int.isdigit()\n", - "%timeit no_int.isdigit()\n", - "\n", - "#\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.5 GHz Intel Core i5\n", - "# 4 GB 1600 Mhz DDR3\n", - "#" + "%timeit no_int.isdigit()" ], "language": "python", "metadata": {}, @@ -670,8 +771,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "1000000 loops, best of 3: 401 ns per loop\n", - "100000 loops, best of 3: 3.04 \u00b5s per loop" + "1000000 loops, best of 3: 420 ns per loop\n", + "100000 loops, best of 3: 2.83 \u00b5s per loop" ] }, { @@ -679,7 +780,7 @@ "stream": "stdout", "text": [ "\n", - "10000000 loops, best of 3: 92.1 ns per loop" + "10000000 loops, best of 3: 116 ns per loop" ] }, { @@ -687,7 +788,7 @@ "stream": "stdout", "text": [ "\n", - "10000000 loops, best of 3: 96.3 ns per loop" + "10000000 loops, best of 3: 119 ns per loop" ] }, { @@ -698,7 +799,88 @@ ] } ], - "prompt_number": 5 + "prompt_number": 28 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['string_is_int', 'isdigit']\n", + "t1 = '123'\n", + "t2 = '123abc'\n", + "isdigit_method = []\n", + "string_is_int_method = []\n", + "\n", + "for t in [t1,t2]:\n", + " string_is_int_method.append(min(timeit.Timer('string_is_int(t)', \n", + " 'from __main__ import string_is_int, t')\n", + " .repeat(repeat=3, number=1000000)))\n", + " isdigit_method.append(min(timeit.Timer('t.isdigit()', \n", + " 'from __main__ import t')\n", + " .repeat(repeat=3, number=1000000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 52 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "N = len(isdigit_method)\n", + "ind = np.arange(N) # the x locations for the groups\n", + "width = 0.25 # the width of the bars\n", + "\n", + " \n", + "fig, ax = plt.subplots()\n", + "plt.bar(ind, \n", + " [i for i in string_is_int_method], \n", + " width,\n", + " alpha=0.5,\n", + " color='g',\n", + " label='string_is_int(a_str)')\n", + "\n", + "plt.bar(ind + width, \n", + " [i for i in isdigit_method], \n", + " width,\n", + " alpha=0.5,\n", + " color='b',\n", + " label='a_str.isdigit()')\n", + " \n", + "ax.set_ylabel('time in microseconds')\n", + "ax.set_title('Time to check if a string is an integer')\n", + "ax.set_xticks(ind + width)\n", + "ax.set_xticklabels(['\"%s\"' %t for t in [t1, t2]])\n", + "plt.xlabel('test strings')\n", + "plt.xlim(-0.1,1.6)\n", + "#plt.ylim(0,15)\n", + "plt.legend(loc='upper left')\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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fr1UXUFXnFF5NCESYms7PVEw2IxL9/ykmNTU1waOdCqWpqSl4Yp8KjRs3ljkd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\nUUIghBACgBICIYSQlyghEEIIAQD8H2Cy7wDUzyzIAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 90 }, { "cell_type": "markdown", @@ -746,14 +928,7 @@ "%timeit string_is_number(an_int)\n", "%timeit string_is_number(no_int)\n", "%timeit a_float.replace('.','',1).isdigit()\n", - "%timeit no_float.replace('.','',1).isdigit()\n", - "\n", - "#\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.5 GHz Intel Core i5\n", - "# 4 GB 1600 Mhz DDR3\n", - "#" + "%timeit no_float.replace('.','',1).isdigit()" ], "language": "python", "metadata": {}, @@ -762,8 +937,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "1000000 loops, best of 3: 400 ns per loop\n", - "1000000 loops, best of 3: 1.15 \u00b5s per loop" + "1000000 loops, best of 3: 418 ns per loop\n", + "1000000 loops, best of 3: 1.28 \u00b5s per loop" ] }, { @@ -771,7 +946,7 @@ "stream": "stdout", "text": [ "\n", - "1000000 loops, best of 3: 452 ns per loop" + "1000000 loops, best of 3: 500 ns per loop" ] }, { @@ -779,7 +954,7 @@ "stream": "stdout", "text": [ "\n", - "1000000 loops, best of 3: 394 ns per loop" + "1000000 loops, best of 3: 427 ns per loop" ] }, { @@ -790,7 +965,90 @@ ] } ], - "prompt_number": 6 + "prompt_number": 91 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = [\"string_is_number\", \"replace('.','',1).isdigit()\"]\n", + "t1 = '1.234'\n", + "t2 = '123abc'\n", + "isdigit_method = []\n", + "string_is_number_method = []\n", + "\n", + "for t in [t1,t2]:\n", + " string_is_number_method.append(min(timeit.Timer('string_is_number(t)', \n", + " 'from __main__ import string_is_number, t')\n", + " .repeat(repeat=3, number=1000000)))\n", + " isdigit_method.append(min(timeit.Timer(\"t.replace('.','',1).isdigit()\", \n", + " 'from __main__ import t')\n", + " .repeat(repeat=3, number=1000000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 96 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "N = len(isdigit_method)\n", + "ind = np.arange(N) # the x locations for the groups\n", + "width = 0.25 # the width of the bars\n", + "\n", + " \n", + "fig, ax = plt.subplots()\n", + "\n", + "plt.bar(ind , \n", + " [i for i in isdigit_method], \n", + " width,\n", + " alpha=0.5,\n", + " color='b',\n", + " label=\"a_str.replace('.','',1).isdigit()\")\n", + "\n", + "plt.bar(ind + width, \n", + " [i for i in string_is_number_method], \n", + " width,\n", + " alpha=0.5,\n", + " color='g',\n", + " label='string_is_number(a_str)')\n", + "\n", + " \n", + "ax.set_ylabel('time in microseconds')\n", + "ax.set_title('Time to check if a string is a number')\n", + "ax.set_xticks(ind + width)\n", + "ax.set_xticklabels(['\"%s\"' %t for t in [t2, t1]])\n", + "plt.xlabel('test strings')\n", + "plt.xlim(-0.1,1.6)\n", + "#plt.ylim(0,15)\n", + "plt.legend(loc='upper left')\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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MioqKtW4DAD4+Pli4cCF69OiB0tJS9ticnJwQEBAgcdFaaGgopk+fzp7dEtmi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\nGGNsDCcExhhjAIB/AP0bxvnc1X/jAAAAAElFTkSuQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 98 }, { "cell_type": "markdown", @@ -846,11 +1104,10 @@ "collapsed": false, "input": [ "import timeit\n", + "import copy\n", "\n", "def reverse_func(my_list):\n", - " new_list = my_list[:]\n", - " new_list.reverse()\n", - " return new_list\n", + " return copy.deepcopy(my_list).reverse()\n", " \n", "def reversed_func(my_list):\n", " return list(reversed(my_list))\n", @@ -858,15 +1115,12 @@ "def reverse_slizing(my_list):\n", " return my_list[::-1]\n", "\n", - "%timeit reverse_func([1,2,3,4,5])\n", - "%timeit reversed_func([1,2,3,4,5])\n", - "%timeit reverse_slizing([1,2,3,4,5])\n", + "n = 10\n", + "test_list = list([i for i in range(n)])\n", "\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.4 GHz Intel Core Duo\n", - "# 8 GB 1067 Mhz DDR3\n", - "#" + "%timeit reverse_func(test_list)\n", + "%timeit reversed_func(test_list)\n", + "%timeit reverse_slizing(test_list)" ], "language": "python", "metadata": {}, @@ -875,8 +1129,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "1000000 loops, best of 3: 930 ns per loop\n", - "1000000 loops, best of 3: 1.89 \u00b5s per loop" + "100000 loops, best of 3: 13.8 \u00b5s per loop\n", + "1000000 loops, best of 3: 1.44 \u00b5s per loop" ] }, { @@ -884,7 +1138,7 @@ "stream": "stdout", "text": [ "\n", - "1000000 loops, best of 3: 775 ns per loop" + "1000000 loops, best of 3: 330 ns per loop" ] }, { @@ -895,7 +1149,91 @@ ] } ], - "prompt_number": 1 + "prompt_number": 104 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['reverse_func', 'reversed_func',\n", + " 'reverse_slizing']\n", + "\n", + "orders_n = [10**n for n in range(1, 6)]\n", + "times_n = {f:[] for f in funcs}\n", + "\n", + "for n in orders_n:\n", + " test_list = list([i for i in range(n)])\n", + " for f in funcs:\n", + " times_n[f].append(min(timeit.Timer('%s(test_list)' %f, \n", + " 'from __main__ import %s, test_list' %f)\n", + " .repeat(repeat=3, number=1000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 117 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "\n", + "labels = [('reverse_func', 'copy.deepcopy(my_list).reverse()'), \n", + " ('reversed_func', 'list(reversed(my_list))'),\n", + " ('reverse_slizing', 'my_list[::-1]'),\n", + " ] \n", + "\n", + "matplotlib.rcParams.update({'font.size': 12})\n", + "\n", + "fig = plt.figure(figsize=(10,8))\n", + "for lb in labels:\n", + " plt.plot(orders_n, times_n[lb[0]], \n", + " alpha=0.5, label=lb[1], marker='o', lw=3)\n", + "plt.xlabel('sample size n')\n", + "plt.ylabel('time per computation in milliseconds [ms]')\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "plt.legend(loc=2)\n", + "plt.grid()\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.title('Performance of different list reversing approaches')\n", + "\n", + "max_perf = max( f/s for f,s in zip(times_n['reverse_func'],\n", + " times_n['reverse_slizing']) )\n", + "min_perf = min( f/s for f,s in zip(times_n['reverse_func'],\n", + " times_n['reverse_slizing']) )\n", + "\n", + "ftext = 'my_list[::-1] is {:.2f}x to '\\\n", + " '{:.2f}x faster than copy.deepcopy(my_list).reverse()'\\\n", + " .format(min_perf, max_perf)\n", + "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", + "\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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W+OOPP7g8YrEY06ZN49VHRLCwsKh2ejUpKQk9evSAsrIyrKyssHv3bqk8L1++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\nmL4+4OJFsXeupsb8Nf1lStLTW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+ "text": [ + "" + ] + } + ], + "prompt_number": 118 }, { "cell_type": "markdown", @@ -943,31 +1281,24 @@ "input": [ "import timeit\n", "\n", - "def cond_loop():\n", + "def cond_loop(n):\n", " even_nums = []\n", - " for i in range(100):\n", + " for i in range(n):\n", " if i % 2 == 0:\n", " even_nums.append(i)\n", " return even_nums\n", "\n", - "def list_compr():\n", - " even_nums = [i for i in range(100) if i % 2 == 0]\n", + "def list_compr(n):\n", + " even_nums = [i for i in range(n) if i % 2 == 0]\n", " return even_nums\n", " \n", - "def filter_func():\n", - " even_nums = list(filter((lambda x: x % 2 != 0), range(100)))\n", + "def filter_func(n):\n", + " even_nums = list(filter((lambda x: x % 2 != 0), range(n)))\n", " return even_nums\n", "\n", - "%timeit cond_loop()\n", - "%timeit list_compr()\n", - "%timeit filter_func()\n", - "\n", - "#\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.5 GHz Intel Core i5\n", - "# 4 GB 1600 Mhz DDR3\n", - "#" + "%timeit cond_loop(n)\n", + "%timeit list_compr(n)\n", + "%timeit filter_func(n)" ], "language": "python", "metadata": {}, @@ -976,8 +1307,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "100000 loops, best of 3: 14.4 \u00b5s per loop\n", - "100000 loops, best of 3: 12 \u00b5s per loop" + "10 loops, best of 3: 18.1 ms per loop\n", + "100 loops, best of 3: 15.3 ms per loop" ] }, { @@ -985,7 +1316,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 23.9 \u00b5s per loop" + "10 loops, best of 3: 22.8 ms per loop" ] }, { @@ -996,7 +1327,91 @@ ] } ], - "prompt_number": 14 + "prompt_number": 119 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['cond_loop', 'list_compr',\n", + " 'filter_func']\n", + "\n", + "orders_n = [10**n for n in range(1, 6)]\n", + "times_n = {f:[] for f in funcs}\n", + "\n", + "for n in orders_n:\n", + " test_list = list([i for i in range(n)])\n", + " for f in funcs:\n", + " times_n[f].append(min(timeit.Timer('%s(n)' %f, \n", + " 'from __main__ import %s, n' %f)\n", + " .repeat(repeat=3, number=1000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 120 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "\n", + "labels = [('cond_loop', 'explicit for-loop'), \n", + " ('list_compr', 'list comprehension'),\n", + " ('filter_func', 'lambda function'),\n", + " ] \n", + "\n", + "matplotlib.rcParams.update({'font.size': 12})\n", + "\n", + "fig = plt.figure(figsize=(10,8))\n", + "for lb in labels:\n", + " plt.plot(orders_n, times_n[lb[0]], \n", + " alpha=0.5, label=lb[1], marker='o', lw=3)\n", + "plt.xlabel('sample size n')\n", + "plt.ylabel('time per computation in milliseconds [ms]')\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "plt.legend(loc=2)\n", + "plt.grid()\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.title('Performance of different conditional list creation methods')\n", + "\n", + "max_perf = max( f/c for f,c in zip(times_n['filter_func'],\n", + " times_n['cond_loop']) )\n", + "min_perf = min( f/c for f,c in zip(times_n['filter_func'],\n", + " times_n['cond_loop']) )\n", + "\n", + "ftext = 'the list comprehension is {:.2f}x to '\\\n", + " '{:.2f}x faster than the lambda function'\\\n", + " .format(min_perf, max_perf)\n", + "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", + "\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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6dAAAmJiYYMaMGRg1ahSmT58OAIiIiICLiwuGDBmC69evo3379hg+fDhPFhFh\n48aN0NTUBAAsXboUHTt2xI0bN2Bubl6hLuHh4bC2tsbmzZu5tLLKKSoqQktLCwAgEonKlauvrw8l\nJSWoqqpyeaOionDu3DkkJyejYcOGAAqjkKampli2bBmmTp3KlZ8yZQq8vLwq1L+ItLQ0/O9//8OB\nAwfQvn17AMDChQtx4sQJzJkzB2vWrMGWLVvw+PFjXLx4EXXq1AEAbNu2Daampti2bRv69+8PoLBP\n586di1atWgEANm7cCCMjI2zZsqXMCCWDwWAwGPKkRjt2Zb1SrDwUFUtHnACgVi3J6dIgFEouq6Qk\nm8ykpCTk5OSge/fuvMn/+fn5ePfuHZ48eQJdXV2oqqpi+/btcHBwQP369REdHV1KVuPGjTmnDgBa\ntmwJAEhOTpbKsUtISECXLl1k0r+yJCUlQVdXl3PqAEBJSQlubm5ISkri5XV1deW+d+7cGXFxcdzx\nq1evSslOTk4GAHh4ePDSPTw8EB8fz9Vva2vLOXVAoYNqY2PDlS+iRYsW3HdtbW00atSoVB7Glw2L\nvjBkgdkLoyLk/UqxGu/YyUq7dhaIjIyCWPxh6PTduyj4+1vCxqZyeqSkFMpUVubL9PS0lElO0TDn\nzp07YW1tXeq8jo4O9/3EiRMQCAR48eIFHj16BG1tbV7ej90EsTpsektEpVa3qqurc9/XrFmDt2/f\nykW2pLZK0/6q7iMGg8FgVG+KAlChoaFykccWT5TAxsYE/v6WEImOQVs7BiLRsf+cusqvYJWXTFtb\nW6ioqCA9PR3m5ualPkXbiVy5cgVjx47FmjVr4OnpCV9fX+Tm5vJkXb16lRfBOnXqFIDCSJ40ODs7\nIyoqSmrHRUlJCUDlHB1bW1s8efIEV69e5dLevXuHM2fO8OYNlsTAwIDXP2XJBoDY2Fhe+vHjxznZ\ntra2SE5OxpMnT7jzDx8+xPXr10vVXxTlA4Dnz5/j2rVrUvcp48uA7UvGkAVmL4zPTY2O2FUWGxsT\nuW9FIg+ZGhoamDx5MiZPngyBQABPT0+8f/8ely9fxqVLlxAeHo63b9+iT58+6NatGwYMGIBvv/0W\nDg4OmDBhAhYuXMjJEggEGDBgAGbOnIknT55gxIgR+O6776QahgWACRMmwM3NDf369cPYsWOhra2N\nCxcuwMjICM2bNy+V38zMDACwZ88euLu7Q01NjRddKw4R8RxAT09PuLq6om/fvli6dCm0tLQwY8YM\n5ObmIjA7TMLTAAAgAElEQVQwUJYu5OQXYWFhge+//x5BQUFYuXIlt3giOTkZ27ZtAwD069cPM2bM\nQO/evTF37lwUFBRg3LhxMDQ0RO/evTlZAoEAEydOxPz586GtrY1ff/0VWlpa6Nu3r8w6MhgMBoNR\nGVjE7gtjypQpWLBgAVavXg1HR0e0atUKERERnOM0ZswY5OTkYMWKFQAKh2e3bNmCZcuW4Z9//uHk\nuLq64ptvvkH79u3RuXNnODg4YO3atdx5SZv4Fj+2s7NDTEwMsrKy0Lp1azg5OeH333/n7RtXPL+L\niwtGjRqFYcOGQV9fHz/++GOZbZRU919//YWGDRvCy8sLrq6uePToEY4cOcKb9ybtpsMl8/3xxx/o\n2LEj/Pz84OjoiPj4eOzbt48b7lZRUcHhw4ehrKwMDw8PiMViaGpq4uDBg7z2CoVCzJo1C8OGDYOL\niwsePXqE/fv3sxWxNQw2Z4ohC8xeGJ8bAdXQSUDlzQGrDvPDqhJ/f3/cvXu31F5tjMoTGRmJoUOH\nIi8vr6pVKcXXbu8MBoPxJSCvZzWL2DEYDIYMsDlTDFlg9sL43NRoxy4kJITdVBJg70r9NLA+ZTAY\nDIasxMTEyPVdsWwolsGo4TB7ZzAYjOoPG4plMBgMBoPBYPBgjh2DwWDIAJvewZAFZi+Mzw1z7BgM\nBoPBYDBqCGyOHYNRw2H2zmAwGNUfNseOwWAwGAwGg8GDOXYMBoMhA2zOFEMWmL0wPjfMsfvC8Pf3\nR/v27bnjkJAQWFlZVaFGXxZisRhDhw6tajUAFL4/d9asWVWtBoPBYDBqEDXasauJGxSX3Fx4/Pjx\nOHPmjNTlLS0tERoa+ilU+yKoTpsznz9/HmPGjKlqNRgywt79yZAFZi+MipD3BsUKFWf5cpFnR1UX\niIg3uVJdXR3q6upSl68uTo28ycvLg6KiYlWrIRO6urpVrQKDwWAwqhixWAyxWCy3oEuNjthVlpS0\nFCzdvhQLty3E0u1LkZKWUi1lAqWHYu/cuYMePXqgbt26UFVVhYWFBebNmweg0HjS09MRGhoKoVAI\noVCIW7dulSl7+/btcHZ2hqqqKvT09NClSxc8f/4cQKEjNWnSJBgaGkJZWRm2trbYunUrr7xQKMSS\nJUvQu3dvaGhowNTUFLt378azZ8/Qp08faGlpwcLCArt27eLKZGRkQCgUYvPmzfD09ISamhosLCyw\nffv2Unm2bNmCLl26QENDA9OmTQMAbNu2DY6OjlBVVYWZmRnGjh2LN2/e8PQiIsyYMQP169eHrq4u\nBg4ciOzsbF6eiuQUDemWJycpKQkdO3aEjo4ONDQ00LhxY2zatIk7b2pqirCwMO741atXGDZsGEQi\nEVRUVODi4oIjR46Uaveff/4Jb29vqKurw8LCAuvXry/zGjLkT00bBWB8Wpi9MD43zLErQUpaCiKj\nI5Gln4Xn9Z4jSz8LkdGRH+WIfQqZZREUFIRXr14hKioKKSkpWLNmDQwNDQEAu3fvhqmpKcaNG4cH\nDx7gwYMH3LmSrFu3Dv3790f37t1x8eJFxMbGwsvLC/n5+QCAyZMn448//kBERASSkpLg5+cHPz8/\nHDt2jCcnLCwM3t7e+Pfff+Hl5YX+/fvD19cXnTt3xqVLl+Dl5YUBAwbg6dOnvHITJkzAkCFDkJiY\niL59+6Jfv364dOkSL8/EiRPRv39/JCUlYdiwYYiMjERQUBDGjx+Pq1evYsOGDTh69CiGDx/OlSEi\n7Ny5E8+fP0dsbCy2bduGffv2Yfbs2VweaeQAqFBOnz59ULduXcTHx+PKlStYsGABdHR0uPMlh4UH\nDx6MI0eOYPPmzUhMTIS7uzu8vb2RksK3k0mTJsHf3x+XL1+Gr68vhgwZgtTUVInXkcFgMBhfF2wf\nuxIs3b4UWfpZiMmI4aWr31GHyzculdLlbNxZvDHkR43EpmKIHokQ1CtIJln+/v64e/cuF8kJCQnB\n5s2buR92R0dHdOvWDcHBwRLLW1lZoX///lyEqyyMjY3RtWtXLFq0qNS5N2/eoE6dOli4cCHP2ene\nvTtevHiBqKgoAIURu9GjR2PBggUAgMePH0MkEuHHH39EREQEAOD58+eoU6cO9u3bhy5duiAjIwPm\n5uaYOnUqLyzt7u4OCwsLbNiwgcszY8YM/Prrr1weU1NTTJ48GT/88AOXdvz4cYjFYjx79gy1a9eG\nWCzGixcvcPHiRS5PUFAQLl26hFOnTslVjra2NiIiIjBw4ECJfWxmZoahQ4di8uTJSEtLg7W1NQ4c\nOIBOnTpxeZydneHo6Ig1a9Zw7V6wYAFGjx4NACgoKIC2tjbmz59f5qIQto8dg8FgVH/YPnafiDzK\nk5iej/xKyyxAgcT03ILcSsssi9GjR2PWrFlo3rw5Jk2ahBMnTsgs49GjR7hz5w46dOgg8XxaWhpy\nc3Ph4eHBS/fw8EBSUhIvzcHBgfuup6eHWrVqwd7enkvT1taGkpISHj16xCvXokUL3rG7u3sp2a6u\nrtz3rKws3Lp1C2PGjIGmpib36dKlCwQCAdLS0iTqBAD169fHw4cP5SoHAMaNG4chQ4agTZs2CA0N\n5TmBJUlOTgYAqfrU0dGR+y4UCiESiXj1MhgMBuPrhTl2JVAUSJ6AXwu1Ki1TWEY3KwmVKi2zLPz9\n/ZGZmYnhw4fj/v376Ny5M/r37y/3eqRF0oKGkmkCgQAFBZKd3yIk/YspvmikqPyiRYuQmJjIff79\n91+kpqbCzs6Oq0tJid/vxeuXlxwAmDJlCq5fv45evXrhypUraN68OaZOnVpuO6Vpd0X1Mj4tbM4U\nQxaYvTA+NzV6VWxlaOfcDpHRkRBbibm0d6nv4O/rDxtLm0rJTDEsnGOnbKXMk+nZxvNj1ZVIvXr1\n4O/vD39/f3Tu3Bl9+/bF8uXLoaGhASUlJW6eXFmIRCIYGhri0KFD8Pb2LnXe0tISysrKiI2NRePG\njbn02NhYNGnSRC5tiI+P5w1Jnjp1Cra2tmXm19fXh5GREa5du4aAgIBK1ysvOUWYmZkhMDAQgYGB\nCA8Px7x58zBjxoxS+YraFhsbi86dO3Ppx48fh7Oz80frwWAwGIyvA+bYlcDG0gb+8EfUhSjkFuRC\nSagEzzaelXbqPpXMshg5ciS8vLxgbW2Nt2/fYteuXTA2NoaGhgaAQkcjLi4Ot2/fhqqqKnR1dSVu\ngRIcHIzAwEDo6+ujR48eKCgoQHR0NPr06QNdXV389NNPmDp1KurWrQt7e3vs3LkTe/fuxdGjR+XS\njrVr16Jhw4ZwdnbGpk2bcPr0aSxdurTcMmFhYQgICICOjg58fHygqKiIq1ev4uDBg1ixYgWA0tvF\nfCo5r1+/xsSJE9GzZ0+Ympri+fPnOHjwIM85LV7ewsIC33//PYKCgrBy5UoYGxtj+fLlSE5OxrZt\n28rVl82f+7ywfckYssDshfG5YY6dBGwsbeTudMlLZsmVlJI23B09ejRu374NNTU1tGjRAv/88w93\nLjQ0FD/88ANsbGzw7t073Lx5E8bGxqXqCQgIgKqqKubMmYOZM2dCQ0MDLVq04IZ1w8LCuMURWVlZ\nsLKywubNm9GmTZuPbiMAhIeHY9WqVTh9+jQMDAywefNm3twySc6on58fNDU1MXv2bISFhUFBQQHm\n5ubo0aMHr1zJsiXT5CFHUVERz58/R0BAAO7fvw8tLS20bduW23pGUhv++OMPjB8/Hn5+fnj58iXs\n7e2xb98+WFtbl9vumro3IYPBYDBkh62KZVQrilZ+xsXFoWXLllWtTo2A2bt8iYmJYVEYhtQwe2FI\nC1sVKwU18ZViDAaDwWAwag7yfqUYi9gxqhUZGRmwsLDAiRMnWMROTjB7ZzAYjOqPvJ7VzLFjMGo4\nzN4ZDAaj+sOGYhkMBqMKYNM7GLLA7IXxuWGOHYPBYDAYDEYNgQ3FMhg1HGbvDAaDUf1hQ7EMBoPB\nYDAYDB7MsWMwGAwZYHOmGLLA7IXxuWFvnmAwGAwGg8GoIjJTUpAup9dxAmyOHYNR42H2zmAwGNWT\nzJQUpEVGwvPtWwgWLmRz7L5G/P390b59+89Sl1AoxJYtW2QuJxaLMXTo0I+u/88//4SFhQUUFBQw\nePDgj5b3sYSEhMDKyqqq1WAwGAxGDSH9n3/geesWcPGi3GQyx+4LQ9LL56sb8tAxPz8fgwcPhq+v\nL27fvo2IiAg5aVcxcXFxEAqFuHXrFi99/PjxOHPmzGfTg1E9YXOmGLLA7IVRJqmpEMbEAHfvylUs\nm2MngaLxbmFeHgoUFWHRrh1MbGyqhUwi+iqG1e7du4fs7Gx07twZ9evXrxIdSvazuro61NXVq0QX\nBoPBYNQQsrOBgweBy5dRkJsrd/EsYleCovHutllZED9/jrZZWUiLjERmSkq1klnEhQsX0LlzZ+jr\n60NTUxOurq44dOgQL4+pqSmmTZuGwMBAaGtro169eli+fDnevn2LESNGoE6dOjA0NMTSpUtLyX/8\n+DF69OgBDQ0NGBoaYtGiRfy2ZWaiU6dOUFNTg7GxMRYvXlxKxpYtW+Dm5gZtbW3UrVsX3t7eSE1N\nLbNNkZGRMDExAQB4eHhAKBQiNjYWkZGRUFRU5OW9c+cOhEIhjh8/DqDw37FQKMTRo0fh4eEBdXV1\n2Nra4uDBg7xyjx49wqBBg1CvXj2oqqqiYcOGWLduHTIzM+Hh4QEAMDMzg1AoRNu2bQFIHopdv349\nGjduDGVlZRgZGWHq1KnIz8/nzhcNS8+YMQP169eHrq4uBg4ciOzs7DLbz6jeiMXiqlaB8QXB7IXB\nQQT8+y+wdClw+TIAwMLcHFECAdCokdyqYRG7EqQfPQpPZWWgWPjcE8Cxf/+FiYtL5WSePQvPN294\naZ5iMY5FRX10JPDVq1fo06cPFixYAEVFRaxfvx4+Pj64cuUKzwlZvHgxgoODceHCBWzduhUjR47E\nnj170KlTJ5w/fx47duzATz/9hLZt26JRMQMLDQ3F9OnTMXv2bBw4cABjx46FqakpfHx8QETo1q0b\nFBUVERsbCyUlJYwfPx4XLlzg1Z2bm4tp06ahcePGePnyJaZNmwYvLy8kJSWVctQAwNfXF3Z2dnB1\ndcXevXvh6uoKHR0d3Lx5U+p+GTduHObMmQMLCwuEhYWhd+/eyMzMhLa2NnJyctC6dWuoq6tjy5Yt\nsLCwQHp6Oh4/fgwjIyPs2bMH3333Hc6dOwcjIyMoKSlJrGP//v0ICAhAWFgYevTogQsXLmD48OEQ\nCASYPn06l2/nzp0YPHgwYmNjkZmZCV9fX5iYmPDyMBgMBqMG8/w5sH8/UCKoYdK2LRAQgGPx8XKr\nijl2JRDm5UlOLxaFkVlmQYHkdDmEYFu3bs07njFjBv7++2/8+eefmDx5Mpfepk0bjB49GgAwefJk\nzJkzB8rKylzaxIkTMWfOHBw7dozn2Hl7e2PEiBEAgJ9++glnzpzBvHnz4OPjg6ioKFy6dAnXr1+H\npaUlgMLonLGxMU8nf39/3vG6deugp6eH8+fPo0WLFqXapKKiAj09PQBAnTp1IBKJZO6XkJAQdOjQ\nAQAQHh6OyMhInDt3Du3bt8eWLVuQkZGB9PR0GBgYAAAXIQQAHR0dAEDdunXLrTs8PBw9e/bExIkT\nAQCWlpZ48OABJk2ahGnTpkFBofD2MjU1xfz58wEA1tbW6N27N44ePcocuy+UmJgYFoVhSA2zl68c\nIuDsWSAqCij+m1+7NuDtDVhZwQSAiZMT8N9v7cdSo4diQ0JCZJ64WiAhggQABbVqVVqPAqHkbi4o\nIxIkC1lZWQgKCkKjRo2go6MDTU1NJCUl8Sb+CwQCODg48I7r1q0Le3t7XppIJEJWVhZPfknHq2XL\nlkhKSgIAJCcnQ09Pj3PqAEBPTw82JaKQly5dQrdu3WBubg4tLS3OicrMzPzI1peNo6Mj910kEqFW\nrVp4+PAhACAhIQG2tracU1dZkpOTuWHbIjw8PPD27Vukp6dzacX7HgDq16/P6cJgMBiMGkpWFrB2\nLfDPPx+cOoEAcHUFgoKA/0a2YmJiEBISIrdqa3TErjIdZdGuHaIiI+FZ7B9W1Lt3sPT3Byo5bGqR\nklIoU1mZL9PTs1LyiuPv7487d+5g7ty5MDMzg4qKCnx9fZFbIhpYcshTIBBITCsoI7ooC8UXHbx5\n8wYdOnSAh4cHIiMjoa+vDyKCra1tKR0rQijBQc4rI8Iqafi0eNs+1wIUgUBQShd59TOjamDRF4Ys\nMHv5CsnPB+LigOPHC78XUbcu4OMDGBnxstevb4a6deX3m1CjI3aVwcTGBpb+/jgmEiFGWxvHRCJY\n+vt/1Fy4TyGziBMnTiAoKAje3t6wtbVFvXr1eNGijyW+xLj/qVOnYGtrCwBo3LgxHj9+jLS0NO78\n48ePkVJsUcjVq1fx+PFjhIWFwcPDAzY2Nnj69GmlHCuRSIT8/Hw8evSIS7tw4YLMcpo1a4bk5GTc\nLWOJeZEjll/B8LutrS1iY2N5abGxsVBTU4OFhYXMejEYDAbjC+fOHWDlSiA6+oNTJxQCrVsDw4aV\ncupSUjIRGZmGS5fayk2FGh2xqywmNjZycbo+tUwAsLGxwaZNm+Du7o73799j2rRpKCgo4DlOkpwo\nadP279+PpUuXokOHDjh48CB27NiBnTt3AgDatWsHBwcH+Pn5YfHixVBUVMTEiRN5ESoTExMoKytj\n0aJF+Pnnn5GRkYFJkyZVap87Nzc3aGpqYtKkSfjll1+Qnp5eqXlqffr0wZw5c+Dj44M5c+bA3Nwc\nN27cwJMnT9CrVy+YmJhAKBRi//796NWrF5SVlVG7du1Scn755Rd8++23mD17Nrp164ZLly4hNDQU\nY8eO5ebXfS3b03xNsDlTDFlg9vKVkJsLHDsGnDlTOK+uiAYNCqN0+voSi+3enY6kJE+8fCk/VVjE\n7guj5Oa/69atQ0FBAVxdXdG9e3d06dIFLi4uvDySnChp06ZNm4ajR4/C0dER4eHhmDt3Lr777jvu\n/F9//YXatWvDw8MDPj4+8Pb2RtOmTbnzenp62LRpE44cOQI7OztMmDAB8+fPlzisWpE+Ojo62Lp1\nK06fPg0HBweEhYVh7ty5pfJV5DSqqqoiNjYWdnZ28PX1RePGjfHjjz/i7du3AAB9fX389ttvCA8P\nh4GBAbp168bJLS67c+fOWLt2LdavX48mTZrg559/xogRIxAcHMzTRZJ+1X2TaQaDwWBISXo6sGwZ\ncPr0B6dOURHo1AkICJDo1OXnA7GxQGysUK5OHcDeFctg1HiYvTMYDMYn4M0b4NAhIDGRn25hUbji\n9b8dFkpy5w6wdy/w6BFw9uwxvHnTFgIBEBMjn2c1G4plMBgMBoPBkBYiICmpcLVr8c3mVVULo3T2\n9oWrX0sgabTW3NwCN25EwdbWE/J6+xxz7BgMBkMG2Jwphiwwe6lhvHwJ7NsHXL/OT7ezK3TqNDQk\nFktPB/7+u3Cf4iIUFQE/PxM8eZGODXt/kpuKzLFjMBgMBoPBKA8i4Px54OhR4N27D+laWoCXV5nb\noeXkFI7WXrrETy8arX30JAV7Lh+BRXcNYJl8VGVz7BiMGg6zdwaDwfgIHj8unBRXbON/AICLC+Dp\nCaiolCpCBCQnAwcOlB6t7dgRcHAoHK1dsm0JLqtfRvqzdEQNjGJz7BgMBoPBYDA+Cfn5wMmThctX\ni+9rqqtbuIVJsVdRFufly0KH7to1frqtLdC584fR2mc5z3Dq7inc070nV7WZY8dgMBgywOZMMWSB\n2csXyr17wJ49QPHXPwqFgLt74WbDCqXdJyLgwgXg8GH+aK2mZuGwa9FobQEV4Ozds4i6EYXnOc9L\nyflYmGPHYDAYDAaDARQuXY2JAeLj+RsNGxgURunq1ZNY7MmTwsURGRn89GbNgHbtPozWZmVnYU/K\nHtx5eQcAYG5ujsTkRJg0lRz9qwxf5Ry7OnXq4NmzZ59ZIwajatDR0cHTp0+rWg0Gg8Go3ty4Ueid\nFfcPFBWBNm2A5s0LI3YlyM8v9AFjYoD37z+k6+oC334LmJr+l68gH3G34nA88zjy6cOwrkhdBFsl\nWySlJGFE7xFymWP3VTp2DAaDwWAwGAAKl64ePgxcvMhPNzMr9M7q1JFY7P79wjUV9+9/SBMKgZYt\nC0drFRUL0+6+vIs9KXvwKPvDe85rCWrBw8QD3xh/g1rCWgDk57ewoVgGA2weDEN6mK0wZIHZSzWG\nCLh6tXClw+vXH9JVVAqXrjo6StxoOC+vcD3FqVNAQcGH9Pr1C0dr69f/L19+HqIzohF/Ox6EDw6b\noZYhfGx8IFIXfZJmMceOwWAwGAzG18WrV8D+/aWXrjZuDHTpUuZGwxkZhaO1T558SFNQKBytbdHi\nw2jtzWc3sTdlL569/TCsqyhUhKe5J1wbuEIoqPh96ZXl00n+wggJCUFeXh537O/vj6VLl36UzJiY\nGLi4uAAA7t27h7Zt25abPzMzE6tXr/6oOqsDISEhGD9+/Gepy8vLCzdv3vxoOUX/qFeuXImFCxfK\nVLZfv35o0KABhEIh3rx5U2a+ESNGoFGjRnB0dMQ333yDhIQE7py/vz+MjIzg5OQEJycn/PbbbzK3\nITIyEqmpqTKXIyK0aNECjo6OcHBwQLt27ZCWliYx76ZNm2Bvbw9FRUWJ98fixYvRqFEj2Nvbw8nJ\nSWZdUlNT4eTkBGdnZ2zdulXm8vK+hxYuXIisrCzuOCQkBPv375eb/JJI0t/U1BTJyckfJfdT3JOy\n6FWZNjx58gQtW7aEk5MT5s+fXxkVy2XPnj04d+4cd5yQkAA/Pz+518OiddUMIiAhAViyhO/UaWoC\nvr5Ar14Snbq3bwsdushIvlNnagoEBhYulhUKgbfv3+LvlL+xPnE9z6kz1zFHkEsQmhs2/6ROHcAi\ndhzTp0/H+PHjofjfoLhAQvj1YzAwMMCxY8fKzXPz5k2sWrUKQ4cOlWvd8ub9+/dQkLDUuwh59115\nyPtHdtiwYTKXGTp0KBYuXAh9ff1y83Xp0gWLFi1CrVq1sH//fvTu3ZtzoAQCAX755RcEBQVVSm+g\n0LGrW7curKysZConEAhw+PBhaGpqAgAWLVqEn3/+GXv37i2V18nJCdu3b0d4eHip67xr1y7s3LkT\n58+fh7q6Os8hkpZdu3bB3d0dS5Yskbks8HH3UH5+PmrVqsVLi4iIQPv27VG3bl0An962Jekvj3k3\nn0JvWfSqTP1Hjx5FnTp1sG/fPpnLSsPu3bvh4uLC/fl2dnbGpk2bPkldjGpCWUtXnZ2B9u0lbjQM\nFPp/+/cXBvmKUFYGOnQAmjb9MFqb8jgF+67vw6vcDxlVFFTQ0aIjHOs5frbfRhaxQ2EkBQBatmyJ\npk2b4sWLFwCAK1euwNPTE9bW1hg4cCCX/+XLlxgyZAjc3Nzg4OCA0aNHo6D4QLsEMjIyoKenBwB4\n8+YNvv/+e9ja2sLR0RG+vr6cHsnJyXByckKvXr0kyvntt99gb28PR0dHuLu7c+mzZ89GkyZN0KRJ\nEwwePBjZ/211HRISAl9fX3h5ecHKygq9evXC+fPn0aZNG1haWmLChAmcDLFYjDFjxsDNzQ1WVlb4\n9ddfS51r0aIFunbtytXp5uYGZ2dn+Pj44GGx/X7u3r0LLy8vNGrUCN7e3sjJyQEA5ObmYvz48XBz\nc4OjoyMGDBjA6erv74/AwECJfb5q1So0btwYTk5OcHBwwPX/3tNXPBKQlpYGT09PODg4wNnZGYcO\nHeLKC4VC/Pbbb3B1dYWFhQV27drF69eY/96+XDyycerUKTg7O8PJyQl2dnbYtm2bxGsiFou5H/7y\n8PLy4hyH5s2b486dO7zzkn4kc3Jy4ODgwDlZx44dQ6NGjbg+K2LdunVISEjATz/9BCcnJxw7dgwF\nBQUYN24cZxfjx48v006LnDoAePHiBUQiyXM/bG1t0ahRIwiFwlL6zp8/H6GhoVBXVwcArk+kbcPm\nzZuxcOFC/Pnnn3BycsKNGzcwf/58uLq6omnTpmjZsiUSExMByHYPpaSkoEuXLnB1dYWjoyMiIyO5\nOoVCIUJDQ+Hq6orp06fz9AkLC8O9e/fQs2dPODk54erVqwCACxcuSLTtqKgo7hlib2+P7du3c7LE\nYjEmTJiAVq1awcLCAr/88ovE/i3rGbBjxw60bNkSZmZmvEhpeW0ri8uXL8PDwwPOzs6wtbVFREQE\nd87f3x/Dhw+Hp6cnTE1NMXr0aBw5cgStWrWCmZkZFi1axJO1adMmNGvWDFZWVjy9Tpw4gSZNmsDe\n3h4//vgjz1bGjRvH6duuXTvcKrmbP4Do6GhMmDABJ0+ehJOTE+Li4iAWi3l/5MRiMQ4cOFBh/969\nexc9evSAg4MDHBwcEB4ejsOHD+Pvv/9GeHg4nJycsHHjRt4ICwBs2LAB9vb2cHBwQPfu3bk/KpGR\nkejQoQN8fX1hZ2eHb775hvfsK0mMvN7szqg8+flAXBywfDnfqatTB/D3L1wgIcGpe/0a2LED2LaN\n79Q1bAiMHFnoDwoEQHZuNnYm78TWK1t5Tl0jvUYY4TICTvWdPmvAA/SF8eLFC3JxcSENDQ1KSkoq\nM5+sTRMIBJSdnc0dDxw4kFq1akXv3r2j3NxcsrW1pSNHjhARUUBAAG3cuJGIiPLz88nX15dWr15d\nSmZ0dDQ1a9aMiIhu3rxJenp6RES0a9cu6tixI5fv+fPnREQUExPD5ZdEZGQktWjRgl6/fk1ERE+f\nPiUiogMHDpCdnR29evWKiIgGDBhAEydOJCKi4OBgsrKyopcvX1J+fj45ODhQhw4dKDc3l7Kzs0kk\nElFaWhoREYnFYurYsSPl5+fT69evqUmTJrRv3z7u3HfffUf5+flERLRx40b64YcfqKCggIiIli1b\nRv369ePV+eLFCyIi6tChA9c/M2bMoJkzZ3JtmjBhAv36669l9vnRo0eJiKh27dr04MEDIiLKzc2l\nN+ei7uEAACAASURBVG/eEBGRqakpZweurq60du1aIiJKTk4mPT09evz4MXd9ly5dSkREJ0+epAYN\nGpS6VkREISEhNH78eCIi8vHxoa1bt5a6TmVR0obKIyQkhHr06MEd+/v7k5mZGTVp0oS6du1KV69e\n5c5du3aNjI2N6cyZM2RmZkaXLl2SKFMsFtP+/fu542XLllG7du0oLy+PcnNzydPTk5YvX16mTp07\nd6Z69epRw4YN6dGjR+Xq7+/vT0uWLOGl6ejo0KxZs6hly5bUrFkz3j0hbRuK9z8RUVZWFvf9yJEj\n1Lx5cyKS/h7Ky8ujpk2b0rVr14iI6OXLl2RtbU0pKSlEVHjN5syZU2Y7i9sXUaFtGxoaSrTtZ8+e\ncffHgwcPyNDQkNNLLBaTr68vERU+w/T09Lj7rjiSngGmpqZcn2RkZJCGhgZlZ2dLbJuNjQ13XJyQ\nkBAaN24cERG9evWK3r17x31v3LgxV6boHiy6x0QiEQ0ePJiIiO7evcvVXaRXQEAAERE9fPiQDAwM\n6PLly/T27VsyMDCg2NhYIiLasWMHCQQCrh+L7kkiotWrV3P9UpLIyEjq2bMnd1zSvosfl9e/YrGY\n5s2bx5Urqt/f3597JhDxn9eXL18mAwMD7pkzdepU6t27NxERrVu3jnR0dOjOnTtERDR06FDuGSaJ\nomcLo4q4d49oxQqi4OAPn9BQoiNHiHJzJRYpKCC6eJEoPJxfbM4coqSkwvOF+Qro0v1LFH4inIKj\ng7nP3JNzKelR2f5JWcjLJfvihmLV1NRw4MABjB8//pNuZyIQCNC1a1coKSkBAJo2bYobN24AAPbu\n3Ytz585x8z5ycnJgbGwstWxHR0dcvXoVI0eOhFgshpeXFwDJEZvi7N+/H0FBQVxEREdHB0DhkEWf\nPn2g8d+8gB9++AGjRo3iynXq1ImLyBRF+xQVFaGoqAgbGxukp6fDwsICADBw4EAIhUKoq6vD19cX\nx44d4/Tr27cvhP/NDN27dy8SEhLQtGlTAIXDs9ra2rw6tbS0AABubm5IT0/nyr169Qo7d+4EALx7\n9w6Ojo5l9nl6ejo8PT3Rtm1bDBgwAN9++y28vLxgZmbG65tXr14hMTERgwYNAgBuLtvp06c5/Yui\nOm5ubrh37x5yc3O5uorPgym6Dm3btsXMmTORnp6O9u3bw9XVtdzrIy3btm3D1q1bceLECS4tLCwM\nBgYGAICNGzeiU6dOuHHjBoRCIWxsbDB9+nS0bNkSERERcHBwKFN2cRuKiorCoEGDuGHzQYMGYffu\n3Rg+fLjEsgcOHAAR4bfffkP//v1x8OBBmdqVn5+PO3fu4OTJk8jKyoK7uztsbGzQqlWrSrfh/Pnz\nmDVrFp49ewahUMhFaqW9h65fv45r165x1x4A8vLycPXqVVhbWwMALzJcEQKBAN26dZNo248ePcKg\nQYOQlpYGBQUFPH36FCkpKZzdfP/99wAALS0tNGrUCGlpadx9J6ntxSnS38TEBDo6Orhz5w7ev39f\nqm25ubm4du0abMp4ITkAZGdnY/jw4fj3338hFApx7949JCYmwsbGhrsHiz8fivrWwMCAq7uo7wIC\nAgAAIpEIXl5eiI6ORkFBAdTV1eHh4cG1+4cffuDqP3DgAJYtW4bXr1/jffGNv0og6/O9ZP+mp6dD\nX18f8fHxiIqK4vLp/p+9O4+L6r73x/+ahX3fZd8ZRRRUEEURFMUVbNI2zaJttl/SNk3T7Tb3mhg1\nbZPc3jZNm+Y2eSTNftOkzaP5CgiCbIqKu6IiDpvsIPsOAzNzfn98nDlzcEYHGYbF9/Px6KPMmzkz\n55DD+OHz+bzfbze3u75HUVERtm/frt1e8eyzzwru2TVr1sDX1xcAm30/cuSIwfOiPXYzZHycLzR8\np9TVCXp6gKws4NavtVZMDEuUtbFhj/tG+5BZmYnqbuF+5JgFMdgcuhk2FjYmvJjJmXMDO6lUql3S\nnG5WVlbaryUSieBD6ODBgwjSVB6cpODgYFy7dg35+fnIycnBnj17cOXKFaOO1fdBNHGvy8TnTLyO\nO13XxNfRnT62n7ChdO/evXj88cf1ns/E9xgdHdU+/tvf/mbww27icZqEln//+984e/YsCgsLsX79\nerz77rvYsmXLbcdPPGdd1rem2jXLoUqlUjuw0+eFF15Aeno6jhw5gueffx6pqan4zW9+Y/D5xvjm\nm2/w8ssvo7CwULB8qxnUAcDu3bvx85//HM3NzfD39wfANnZ7eXmhsbHxjq8/8drvdF8YOv7JJ580\nKnlj4nsFBATgkUceAcCWYTdt2oQzZ84gMTFxUtegMTY2hu985zs4fvw4YmJi0NLSAj8/PwDG/w5x\nHAd3d3dcnFifSsfE+/puDN3bP/rRj/Ctb30L33zzDQBAJpMJ7ntrnaUeiUQClW7vybuYeKxSqTTq\n2nRp/nvt2bMHPj4++PTTTyEWi7F582bBeU68Pn3vraHv80Lf758mVl9fj1/84hc4d+4cAgMDcfLk\nSTz22GNGnb9UKhX8zHTPGdD/M9J3nvrOS1/8Tr87uu8lFovvOEAlM6CujhWY0y3MLpUCycmsyJye\nQsNqNXD6NFBYyMaEGi4ubKU2JIQ95jgOZ1vOIr82H2OqMe3znK2dkRaRhlDXUMw02mN3i4ODA3p7\njevZlp6ejtdff127X6mzsxN1Ezdj3kFzczNEIhF27tyJN998Ex0dHejp6YGjo6N2f58+O3bswN/+\n9jcM3qq303UrNWfjxo346quvMDg4CI7j8MEHHyA1NdXo89HgOA6ff/45VCoVhoaG8K9//UuQyav7\n4Zaeno533nlH+zNTKBS4fPnybc/TPNbE0tPT8cc//lH7oTwwMIDrE9PNJ1CpVKipqUFcXBxefPFF\npKam4tKlS4LnODg4ICYmBp988gkAoKKiAmVlZVi1apVR167ZB6N77pWVlQgODsYzzzyDn/70p4IM\nuok0x91p8JSVlYVf/vKXyMvLu22Gt7m5Wft1bm4upFKpdkbgm2++wYkTJ3D16lVkZWUZnElzdHQU\n3MMbN27EJ598AqVSifHxcXzyySd674vOzk50dnZqH//rX/+66+yk7n9TjUcffRQ5OTkA2KxQSUmJ\ndjbW2GvQfc3R0VGoVCrtYO5///d/td8z9ndIJpPB1tZWsCn++vXrGNDdMHMHE3+mHMcJBqa6P4e+\nvj4E3moKfuTIkdsyi40ZWN/tM0DXwoULjb62iefp5+cHsViMq1evCmaO9TF03hzHaff0dXR0ICcn\nB+vXr0dERARGRkZw/PhxAMDXX3+t/Rn29/fD0tISXl5eUKvVePfdd426VgAICwvT/g5eu3btts8A\nfedpb2+PhIQE/OlPf9LGNJ+bE//b6tLs39PsnXv//ffv6TMVoD12ZjU6ygZ0H38sHNRpUlfXrtU7\nqLt5E/j734HcXH5QJxKx8iU/+hE/qOsc7sRHlz5CdlW2dlAnggjxvvH4cdyPZ8WgDpjBgd1f//pX\nxMbGwtraWrt8ptHd3Y0HHngA9vb2CAoKMlj2wJSbEX/5y19iw4YNguQJQ6//1ltvQSKRIDo6GkuX\nLsXWrVvR0tKi9/x0X0Pz9eXLl5GQkICYmBjEx8djz549WLBgAaKjoyGTybBkyRK9yROapchVq1Zh\n2bJleOCBBwCwZc9du3Zh9erVWLp0KcRiMV5++WW953Cn6xKJRFi4cKH23Hbs2IFt27bpPW7Xrl14\n7LHHkJSUhOjoaMTGxuLkyZMGr1vz+D//8z8RHR2NuLg4REdHIzExUTCw03euKpUKTzzxhHYZua2t\nTW/26v/93//h888/R3R0NHbt2oXPP/9cu+wymZ+B5ntvv/02oqKisHz5crzzzjv43e9+p/eYBx98\nEAEBARCJRJDJZNi6dav2e8uWLUNbWxsA4Mknn8T4+Di+/e1va8uaaFrbPf7449rre+2115CRkQGx\nWIy6ujq88MIL+Oqrr+Di4oKvvvoKzz77rN777ZlnnsGrr76qTZ545plntGVHli9fjpiYGL3Zom1t\nbdiyZYt2c/nRo0e1A+SJ1/CPf/wD/v7++Prrr7F37174+/tr//v9/Oc/R2NjI6KiohAfH4/du3cj\nJSVlUteg+/N3dHTEq6++iri4OMTGxsLe3n7Sv0NSqRSZmZn48ssvER0djaioKPzkJz/RzgTf7TPk\npz/9KZ544gksX74cFRUVeu8jTeyNN97Ar371Kyxbtgz/+te/bltuNubz6m6fAbokEoneaxsbG7vt\nubrn+fLLL+P9999HdHQ0Dhw4gKSkpDue551+Vzw8PBAbG4uEhATs2bMHixcvhpWVFf7xj3/gxz/+\nsfZ+0gx4lyxZgu9+97uIjIzEqlWrEBISYtTvIgD8+te/RnZ2NpYuXYrf//732m0gdzvPzz//HCdO\nnMCSJUsQExODDz/8EACbGf/iiy+0yRO67xcVFYU33ngDmzZtQnR0NK5cuaJNMrnT5xuZQRUVwDvv\nABcu8DFrazbd9oMfsB5fEyiVQFER8N57gM7f1vDyAp5+mi29WlqydmAl9SV499y7aOjjk33cbd3x\n5LInsTV8Kywlhld/zG3GWop98803EIvFyM3NxcjICD766CPt9zTLOX//+99x8eJFbN++HSdPnkRk\nZKT2OU888QR+9atfYfHixXpfn1qKTd769evxH//xH4LBHCGEEDJrDQ6yzhET6yQuXAhs387q0+nR\n2Mgm93SrMkkkrBXYmjXsawBoHWjFQflBtA22aZ8nFomRGJCIxMBESMWm29E251uKaWabzp07Jyj7\nMDQ0hH//+98oLy+Hra0t1qxZg507d+Kzzz7T7vvZtm0bysrKIJfL8eyzz05q8zMhhBBC5jiOY71d\n8/LYEqyGvT3rHLFokd52YAoFUFAAnD3LXkLD35/lVGi2Po+rxnG0/ihONp6EmuOTL3wcfLBTthNe\n9neuWzqTZjx5Ql8Wm1QqRVhYmDYWHR0t2KegqV10N48//rg2wcHZ2RkxMTHaTfua16PH/ON9+/bN\nqvMx5+O33nqL7g96bNRjzdez5Xzo8ex+TPfLNDzOyABOnkTyrSSW4lt73JMfeABITUXx6dNAe/tt\nx/v6JiMrCygrY4+DgpJhaQm4uBQjJATw8GDP/zLrS5xsOAnXSFcAQN2lOkhEEjz14FNY5bcKx44e\nQwUqpnw9mq8ns0ffGDO2FKuxd+9eNDU1aZdiS0pK8NBDD6G1tVX7nPfffx9ffPEFioqKjH5dWool\nk1FcXKz9pSPkTuheIZNB94sJqdXAqVNsY9ydUlcnGB4GDh8GbuX3aYWHAzt2AE5O7LFCqUB+bT7O\ntggT5YKcg5AuS4erjaspr+Y2c34pVmPiRdjb26O/v18Q6+vrE1TGJ8TU6IOXGIvuFTIZdL+YSFsb\n2xSnm3SlSV1dvx641Q5UF8cBV68COTlscKdhawts3QpERfGrtVVdVciszES/gh9/WEmskBqaiuXe\ny+dUgsyMD+wm/rAiIiKgVCpRXV2tXY4tKytDVFTUTJweIYQQQmaKUgkcPQqcOCEsNOzlBezcCejU\nANXV18cKDVdVCeNLl7Js11t1/jE8PozD1Ydx+aZwOi/CLQI7InbA0crRlFdjFjM2sFOpVBgfH4dS\nqYRKpYJCoYBUKoWdnR0efPBBvPLKK/jggw9w4cIFZGZmorS0dNLvsX//fiQnJ9NfTOSuaLmEGIvu\nFTIZdL9MQX09m6W7VXsQACs0nJTECg1rUld1cBxLjMjPB3Qr/zg5sWXX8HDN8ziUd5Qjuyobw+P8\ndJ6thS22hW/DYo/FZpulKy4uFuy7m6oZ22O3f//+25pu79+/H6+88gp6enrw5JNP4siRI3B3d8cb\nb7whaJtjDNpjRyaDPnyJseheIZNB98s9UCiAI0eAc+eE8cBAtpfOQPepzk42Dmxo4GMiERAXB6Sk\nAJqmKv2KfhyqPAR5l1xw/FKvpdgStgW2FramvBqjmWrcMuPJE9OFBnaEEELIHCOXA4cOAbp77a2s\ngE2bgBUr9JYwUanYSu3Ro+xrDXd3VsJE0+iH4zhcaL2AvJo8KFQK7fMcrRyRFpGGcLfw6boqo8yb\n5AlCCCGE3OcGB1mWQ3m5MC6TsULDjvr3ujU3s1m6W93fALCuYYmJ7H/SW6Oc7pFuZMgzUNdbJzg+\nzicOG0M2wkpqhfnC4MBu9+7dRr2AlZUVPvjgA5OdkCnRHjtiLFouIcaie4VMBt0vd8FxQFkZa9Q6\nMsLH7exY6urixXpn6cbGWNWTU6eEhYZ9fdksndet+sFqTo3SxlIU1RVBqVZqn+dm44Z0WToCnQOn\n68qMZrY9dlZWVtizZ4/BaUHNlOEf//hHoxtqmxMtxZLJoA9fYiy6V8hk0P1yBz09LHW1pkYYj4kB\nUlNZXRI9amuBzEx2uIaFBbBhAxAfz2bsAKBtsA0Z8gy0DPAlUsQiMRL8E5AUmAQLye0lUmbStO+x\nCw0NRc3EH7YeMpkMcrn8rs8zNxrYEUIIIbOQWg2cPg0UFgoLDTs7s+SI0FC9h42MsA5iFy8K4yEh\n7DAXF/ZYqVbiWP0xHG84LmgHtsB+AXbKdsLbwdvUV2QSlDxxFzSwI4QQQmaZmzfZprjmZj4mErGp\ntg0bAEvL2w7hOKCiAsjOZlvxNKytWU26mBh+tbaxrxEZ8gx0DHdonycVS5EUmIQE/wRIxLeXSJkt\nZjR5ora2FmKxWNuHlZC5jpZLiLHoXiGTQffLLUolUFLC/qdbaNjTk22K8/PTe9jAAEuSvX5dGI+M\nBLZtA+zt2eMx1RgKagtwpvkMOPCDowCnAKTL0uFuq79Eynxk1MDu4Ycfxk9/+lMkJCTgo48+wo9/\n/GOIRCL85S9/wdNPPz3d50gIIYSQuaqhgc3SdXbyMYkEWLcOWLvWYKHhCxdYObvRUT7u4MCSZBcu\n5GM13TXIrMxE72ivNmYpscSmkE2I9YmdU+3ATMGopVgPDw80NzfD0tISUVFReO+99+Ds7IydO3ei\nurraHOc5aSKRCPv27aOsWEIIIWQmKBRAQQFrBaE71PD3Z7N0Hh56D+vuZuPAujphfMUKVs7O2po9\nHhkfQW5NLi61XRI8L8w1DGkRaXCydjLhxUwfTVbsgQMHzLfHztnZGb29vWhubsbKlSvRfGtt3MHB\nYVZmxAK0x44QQgiZMVVVLOO1r4+PWVoCGzeyVhB6ZtHUaqC0lJUxUfKVSeDqysaBuru/rnVcQ3ZV\nNgbH+E13NlIbbA3fiiWeS+bkLJ1Z99hFR0fj9ddfR11dHbZv3w4AaGpqgpPT3BgNE3I3tA+GGIvu\nFTIZ9939MjQEHD4MXLkijIeHs2atBsYNbW3AwYNAaysfE4uB1auB5GRWzgQABhQDyK7KRkVnheD4\nKM8obA3bCjtLOxNezNxk1MDu73//O/bu3QtLS0v8/ve/BwCUlpbisccem9aTI4QQQsgcwHFsMHf4\nMDA8zMdtbVmh4agovbN0SiVrBXbihDCnYsECYOdOwNtb8/IcLrVdQm5NLkaV/KY7B0sHbI/YjoXu\nC0EYKndCCCGEkHvX28tSV6uqhPGlS4EtWwwWGq6vZ3vpurr4mFTKZuhWr+ZzKnpGepBZmYnanlrB\n8Su8V2BT6CZYS61NeDEzx+zlTkpKSnDx4kUMDAxo31wkEmHPnj1TPonpQi3FCCGEkGmiVrPEiIIC\n1uNLw8mJLbuGh+s9bHQUyM8Hzp0TxgMD2V46N7dbL8+pcab5DApqCzCu5gsZu1i7IF2WjmCXYFNf\n0YwwW0sxXc8//zz++c9/IjExETY2NoLvffbZZyY7GVOiGTsyGffdPhhyz+heIZMxb++Xjg423dbY\nyMdEImDlSlZo2MpK72FyOZvc6+/nY1ZWrIPY8uX8am37UDsy5Blo6m/iXx4irPZfjfVB62ddOzBT\nMOuM3eeff47y8nL4+PhM+Q0JIYQQMkepVHyhYZWKj3t4sOk2f3+9hw0OAjk5QHm5MC6Tsbp0jo63\nXl6twvGG4zhWfwwqjn99LzsvpMvS4evoa+ormneMmrFbunQpCgsL4e4+dyo304wdIYQQYkJNTWyW\nrr2dj0kkQGIiKzQsvX2uiOOAy5dZTsXICB+3s2OdIyIj+Vm65v5mHJQfRPsQ//oSkQTrAtdhbcDa\nWd0OzBTM2iv27NmzeO211/Doo4/Cy8tL8L1169ZN+SSmAw3sCCGEEBMYGwMKC4HTp4WFhv382Cyd\np6few3p7gcxMoKZGGI+JYUuvmpyKcdU4Cm8U4lTTKUE7MD9HP6TL0uFpp//15xuzLsWeP38e2dnZ\nKCkpuW2PXaPu+johc9S83QdDTI7uFTIZc/5+qa5mhYZ7+XZdsLAAUlLYfjqx+LZD1GrgzBk2FtTN\nqXB2BtLSgNBQPnaj5wYy5BnoGe3hX15sgZSQFKz0XQmx6PbXJ3dm1MDupZdeQlZWFjZt2jTd50MI\nIYSQmTY8DOTmAmVlwnhoKBudOTvrPay9na3WNvE5DxCJgPh4llNhaclio8pR5NXk4ULrBcHxIS4h\nSItIg4uNiymv5r5i1FJsQEAAqqurYan5LzIH0FIsIYQQMkkcxzIccnJYFwkNGxtWk27pUoOFhktK\ngOPHhTkVnp5stdbPj49d77yOQ5WHMDDGtyS1llpjc+hmxCyImZPtwEzBrEuxr776Kn72s59h7969\nt+2xE+uZhp0tqI4dIYQQYqS+PlaLpLJSGI+KYt0j7PS362psZLN0HR18TCIB1q1jORWaQsODY4PI\nqcpBeYcwNTbSIxJbw7bCwcrBlFczZ8xIHTtDgzeRSASV7tB8FqEZOzIZc34fDDEbulfIZMyJ+4Xj\nWLXg/HxAoeDjjo6s0HBEhN7DxsZYbeIzZ4Q5Ff7+bJbOw0Pz8hwu37yMw9WHMaLkU2PtLe2xLXwb\nIj0ip+Oq5hyzztjV1tbe/UmEEEIImVs6O9l0W0ODMB4XB2zcaLDQsL6cCktLllMRF8fnVPSO9iKr\nMgvV3dWC45ctWIbU0FTYWAgTMsnUUa9YQggh5H6jUgEnTgBHjwo3xbm7s+m2gAC9hxnKqQgLY5N7\nmpwKjuNwtuUs8mvzMabiU2OdrZ2RFpGGUNdQEKFpn7Hbu3cvfvOb39z1Bfbt24cDBw5M+UQIIYQQ\nYgbNzWyW7uZNPiYWsw1x69YZLDSsL6fC1pblVCxZwudUdA53IkOegYY+fhZQBBHi/eKxIXgDLCVz\nJxFzLjI4Y2dvb4/Lly/f8WCO47BixQr06s7FzhI0Y0cmY07sgyGzAt0rZDJm1f0yNgYUFQGnTgk3\nxfn6slm6CcmRGv39bNl1Yk7FkiVsUKfJqVCpVTjZeBLFdcWCdmAeth5Il6XD30l/uzHCTPuM3fDw\nMMLCwu76AlYG1t8JIYQQMkvU1rI2ED18IWBYWLDicvHxegsNTyanonWgFQflB9E22KaNiUViJAYk\nIjEwEVKxUVv6iQnQHjtCCCFkvhoZAfLygIsXhfGQEFZo2EV/IeDOTjYOrK8XxifmVIyrxnG0/ihO\nNp6EmlNrn+fj4IOdsp3wstc/C0huZ9as2LmK6tgRQgi5L3EccO0a2xQ3OMjHbWyAzZuB6Gi9hYZV\nKuDkSZZToVTycX05FfW99ciQZ6BrpEsbsxBbYH3weqzyW0XtwIw0I3Xs5iKasSOTMav2wZBZje4V\nMhkzcr/09wPZ2cD168L44sWs0LC9vd7DWlpYTkUbv5qqN6dCoVQgvzYfZ1vOCo4Pcg5Cuiwdrjau\nprya+wbN2BFCCCGEx3HAhQts6VV3U5yDA7B9O7Bwod7DxsdZTkVpqTCnwseHzdItWMDHKrsqkVWZ\nhX5FvzZmJbFCamgqlnsvv2/bgc0mNGNHCCGEzHVdXWxTXF2dMB4byzbFWVvrPezGDXZYdzcfs7AA\n1q8HVq3icyqGxoZwuPowrrRfERwvc5Nhe8R2OFo5mvBi7k9mnbFrb2+HjY0NHBwcoFQq8emnn0Ii\nkWD37t2zulcsIYQQMq+pVGyqrbhYuCnOzY0lRwQF6T1sZAQ4coRN8OkKDmaHud5aTeU4DlfbryKn\nOgfD48Pa59lZ2GnbgdEs3exi1IzdypUr8d5772HZsmV48cUXkZWVBQsLCyQnJ+Ott94yx3lOGs3Y\nkcmgfVPEWHSvkMmY1vultRU4ePD2TXEJCUBSEpt606OiAjh0SJhTYW3NcipiYvicin5FP7Iqs1DZ\nJSxgF+0Vjc1hm2FrYWvqK7qvmXXGrqqqCjExMQCAzz//HCdPnoSDgwMiIyNn7cCOEEIImZfGx9kM\nXWkpoOZLjMDbm22K8/bWe9jAAMupqKgQxiMjWU6FgwN7zHEczreex5GaI1Co+L16TlZO2BGxA+Fu\n4Sa+IGJKRs3Yubu7o6mpCVVVVXj44YdRXl4OlUoFJycnDOoO+WcRmrEjhBAy7+jbFCeVsk1xq1cb\nLDR88SLLqRgd5eP29iynYtEiPtY13IXMykzU9dYJXmOl70qkBKfASkpNCaaLWWfstmzZgoceeghd\nXV343ve+BwC4du0a/Pz8pnwChBBCCLmL0VE2MrvbprgJurvZOPDGDWF8+XIgNZXPqVBzapQ2lqKo\nrghKNb9Xz83GDemydAQ6B5ryasg0MmrGbnR0FJ988gksLS2xe/duSKVSFBcXo62tDQ8//LA5znPS\naMaOTAbtmyLGonuFTIZJ7hdDm+JSU4Fly/QWGlarWUvYoiK2cqvh6srGgcHBfKxtsA0Z8gy0DLRo\nY2KRGGv81yApKInagZmJWWfsrK2t8eyzzwpi9MFGCCGETCNDm+IWLQK2beM3xU3Q1sYKDbfw4zSI\nRCynIjmZz6lQqpU4Vn8MxxuOC9qBedt7I12WDm8H/Xv1yOxmcMZu9+7dwife+ouA4zhBavOnn346\njad370QiEfbt20ctxQghhMwtk9kUp0OpZK3ATpwQ5lQsWMByKnx8+FhjXyMOyg+ic7hTG5OKwmdn\nggAAIABJREFUpUgOSsZqv9WQiCWmvipigKal2IEDB0wyY2dwYLd//37tAK6zsxOffPIJ0tLSEBgY\niPr6emRlZeEHP/gB/vKXv0z5JKYDLcUSQgiZc+60KW7TJtbrVY/6enZYJz9Og1TKqp4kJACSW+O0\nMdUYCmoLcKb5DDjw/0YGOgUiTZYGd1t3U18RMZKpxi1G7bFLTU3F3r17kZiYqI0dP34cr776KvLy\n8qZ8EtOBBnZkMmjfFDEW3StkMoy+X9RqVr6kqEhYaNjFhU236W6K06FQAPn5wFlh21YEBrK9dO46\n47Tq7mpkVWahd7RXG7OUWGJTyCbE+sRSoeEZZtY9dqdOncKqVasEsfj4eJSWlk75BAghhJD7mrGb\n4iaorASysoB+vm0rrKzYxN6KFXxOxcj4CHJrcnGp7ZLg+HDXcOyI2AEnaycTXxCZSUbN2CUlJSEu\nLg6/+c1vYGNjg+HhYezbtw+nT5/GsWPHzHGek0YzdoQQQma1yWyK0zE0BOTkAFevCuMyGduC53ir\nbSvHcajorMChykMYGh/SPs/WwhZbwrZgiecSmqWbRcw6Y/fxxx/j0UcfhaOjI1xcXNDT04PY2Fh8\n8cUXUz4BQggh5L5TX89m6bq6+Ji+TXE6OA64fBnIzQWG+batsLNjnSMWL+Zn6QYUA8iuykZFpzCj\nNsozClvDtsLO0m46rorMAkbN2Gk0NDSgpaUF3t7eCAyc3cUKacaOTAbtmyLGonuFTMZt98voKNsU\nd+6c8ImBgWyWzs1N7+v09rJl1+pqYTw6mvV4tb3VtpXjOFxqu4TcmlyMKvmMWgdLB+yI2AGZu8wE\nV0Wmg1ln7DSsra3h6ekJlUqF2tpaAEBISMiUT4IQQgiZ9+RyNjobGOBj+jbF6VCrWWJEQQEwNsbH\nnZ2BHTuAsDA+1jPSg8zKTNT21ApeI9YnFhtDNsJaam3qKyKzkFEzdocPH8ZTTz2F1tZW4cEiEVQq\n1bSd3FTQjB0hhJBZYXCQbYorLxfGJ26Km6CjAzh4EGhq4mMiERAfD2zYAFhaspiaU+N002kU3ijE\nuJpvM+Fq44p0WTqCnINMfEFkOpi13ElISAh+/etf4/vf/z5sNfO9sxwN7AghhMyUerkcNUeOQFxf\nD3VlJUL9/RGoqT1iZ8c6R0RG6p2lU6mAkhL2P925E09Ptlqr26a9fagdGfIMNPXzoz8RREjwT0By\nUDIsJPozasnsY9aBnaurK7q6uuZU9gwN7Mhk0L4pYiy6V8jd1MvlqH73XaTU1aH4xg0kOzujQKlE\nWEwMAjduZJviDBQabmpiORXt7XxMIgESE9n/NDkVKrUKJQ0lKKkvgYrjR39edl7YuXAnfBz0Z9SS\n2cuse+yeeuopfPjhh3jqqaem/IaEEELIvKVWo+a995BSViYoYZJib49CDw8Efutbeg8bGwMKC4HT\np1n2q4afH5ul8/TkY839zTgoP4j2IX70JxFJkBSUhDX+a6gd2H3OqBm7tWvX4syZMwgMDMSCBQv4\ng0UiqmNHCCGEAKzAcEYGiv/f/0Oybo9XPz8gOBjFbm5I/tnPbjuspoa1A+vlG0LA0hJISQHi4gCx\nmMXGVGMoulGEU02nBO3A/B39kS5Lh4edx3RdGTEDs87YPf3003j66af1ngQhhBByXxsbY63ATp0C\nOA5qzUjMzo4lSNxKjlBrsh1uGR4G8vKAS8KGEAgLYxmvzs587EbPDWTIM9Az2qONWYgtsDFkI+J8\n4yAWiafl0sjcM6k6dnMJzdiRyaB9U8RYdK8Qgaoq4NAhwXRbfU8Pqru7kRIcjOKGBiQHBaFAoUDY\n448jUCYDx7EE2Zwc1kVCw8YG2LIFWLqUz6kYVY4iryYPF1ovCN421CUUabI0OFs7g8wPZp2x4zgO\nH330ET777DM0NzfDz88Pu3btwhNPPEGzdoQQQu4/Q0PA4cPAlSvCeEgIAnfsADo6UFhQgMvd3VB7\neiIsJQWBMhn6+9k4UC4XHhYVxbpH2Ok0hLjeeR2HKg9hYIyve2cjtcHmsM2I9oqmf3+JXkbN2P3u\nd7/Dp59+il/+8pcICAhAQ0MD/vSnP+Gxxx7Dyy+/bI7znDSRSIR9+/YhOTmZ/romhBBiGhzH1k7z\n8oCRET6ub7ptwmHnzwNHjgAKBR93dGTLrhERfGxwbBA5VTko7xDWvYv0iMS28G2wt7Q39VWRGVRc\nXIzi4mIcOHDAfOVOgoKCcPToUUEbsfr6eiQmJqKhoWHKJzEdaCmWEEKISXV1sc4RN24I40uXshIm\ndvr7r3Z1sRIm9fXCeFwcsHEjaz4BsNWxyzcv43D1YYwo+UGjvaU9todvxyKPRaa8GjLLmHUpdnh4\nGO6awoq3uLm5YVQ364eQOYz2TRFj0b1yH1KpgJMngaNHAaWSj+vr63WLXF6PvLwaFBVdxtjYUgQF\nhcLdnU2OuLmxEia6Ldd7R3uRVZmF6m5hM9hlC5YhNTQVNhb6694RMpFRA7stW7Zg165deP311xEY\nGIi6ujq89NJL2Lx583SfHyGEEDJzmppYLZKbN/mYSASsXg0kJ/N9vXTI5fV4551q1NamoKlJDGfn\nZFy6VIBly4BvfSsQSUmA9Na/vhzH4WzLWeTX5mNMxTeDdbZ2RrosHSEu1I+dTI5RS7F9fX14/vnn\n8dVXX2F8fBwWFhZ46KGH8Pbbb8PZeXZm5NBSLCGEkHumULCKwWfOCCsGe3uz6TZvb72HjY8DP/95\nIa5e3SCI29sDa9YU4r/+i493DnciQ56Bhj5+S5MIIsT7xWND8AZYSm4fNJL5y6wtxTRUKhU6Ozvh\n7u4OiWR2V7amgR0hhJB7Ipez1NX+fj5mYQFs2ADEx/MVgyeoqWFb8HJyijE6mgyAPTU4mNUodnEp\nxs9+lgyVWoWTjSdRXFcsaAfmYeuBnQt3ws/RT+/rk/nNrHvsPvnkE8TExCA6OhpeXl4AgLKyMly+\nfBm7d++e8kkQMtNo3xQxFt0r89jAACthUi7MRkVYGLB9O+Diovew4WEgNxcoK2OPxWLWSszZGbCx\nKYa/fzIAwNJSjZaBFmTIM9A22KY9XiwSIzEgEYmBiZCKjfpnmRCDjLqD9u7di0sTSmP7+fkhLS2N\nBnaEEELmNo4DLlxgtUh0kwLt7FgJk6gogyVMrlxhY8HhYT4eGRmKnp4C+PmlaDNhhxW5sF7cgQ8u\nHIea43vI+jr4Il2WDi97r+m6OnKfMWop1sXFBZ2dnYLlV6VSCTc3N/T19U3rCd4rWoolhBByV52d\nLDliYi2SmBggNRWwtdV7WG8vW3atFiaxYskSNhZsaqpHQUENxsbEGJC0QBFUBakD/2+ShdgCG4I3\nIN4vntqBEQBmXopdtGgRvv76a3zve9/Txr755hssWkQ1dQghhMxBSiVw/DhQUsLKmWi4ugJpaWxj\nnB5qNXD6NMurGB/n405OrPJJePitgGQUYy6XUd5Rjua+ZoQMhMDdgZUNC3YORposDa42rtN0ceR+\nZtSM3fHjx7Ft2zZs2rQJISEhqKmpQX5+PrKzs7F27VpznOek0YwdmQzaN0WMRffKPNDQwGbpOjr4\nmFgMrFkDrFvHEiX0aGtjhYZbWviYSASsXMnyKjSFhuXVcryZ/SbqXOpws/wmnBc6Q1mtxMqoldiV\ntAvLFiyjdmDkNmadsVu7di2uXLmCL774Ak1NTVi5ciX+/Oc/w9/ff8onQAghhJjF6CiQnw+cOyeM\n+/qyEiZe+ve5jY+z2sQnT7IZOw0vLza556eTxDo0NoT/yfofVDtXAzoTgV5LvOCr9MVy7+UmvCBC\nbjfpcic3b96Ej4/PdJ6TSdCMHSGEEK2KCiA7m2W+alhaAikprLeXgRImN26wyb3ubj4mlQJJSUBC\nAqDZes5xHMpuliG3OhdFxUUY9WNJGBZiC4S7hcPD1gMuN13ws4d/Nl1XSOY4s87Y9fT04LnnnsPX\nX38NqVSK4eFhZGRk4MyZM/jtb3875ZMghBBCpkV/PxvQXb8ujEdEsBImTk56DxsZAfLygIsXhfGg\nIDZL5+bGx3pGepBVmYWanhoAgBhskLjAfgFCXUJhIWFLu5ZiKjhMpp9RqTg//OEP4ejoiPr6eljd\n2kSwevVqfPnll9N6coSYS3Fx8UyfApkj6F6ZIzgOOHsWeOcd4aDO3h747neBRx7RO6jjOODqVeCv\nfxUO6qyt2WrtD37AD+rUnBqljaX437P/qx3UAUD0omgsHFiIhe4L0XylGQCgqFIgZXnKtFwqIbqM\nmrErKChAa2srLHQ2lHp4eKC9vX3aTowQQgi5J+3tbP20sVEYX7EC2LgRsLHRe1hfH2s4UVkpjEdG\nAlu3Ag4OfOzm4E0clB9EywCfSSGCCKv8VmF94nrcuHEDBRcK0NndCc92T6SsT4EsTGaqKyTEIKP2\n2IWFheHYsWPw8fGBi4sLenp60NDQgNTUVFyfOL09S9AeO0IIuc8olcCxY8CJE8ISJu7ubP00MFDv\nYWo1m9wrKADGxvi4oyNbrZXpjMeUaiWO1h3FicYTgkLDXnZeSJelw9fR19RXRe4TZt1j9/TTT+M7\n3/kOfvvb30KtVqO0tBR79uzBs88+O+UTIIQQQqasro7N0nV18TGJBFi7FkhMZBkPerS3sxImTU18\nTCQCYmPZ5J6mhAkA1PfWI0Oega4R/j2kYimSApOQ4J8AiXh291An9wejZuw4jsNf/vIXvPfee6ir\nq0NAQAB++MMf4oUXXpi1tXhoxo5MBtUmI8aie2WWGRlhrcAuXBDG/f3ZLJ2np97DNJN7x48LS5h4\neLC9dLrVvEaVo8ivzce5FmGZlECnQKTJ0uBu627w9Oh+IcYy64ydSCTCCy+8gBdeeGHKb0gIIYRM\nGccB5eWsUevgIB+3smJTbbGxevu7Aqx7WEbG7ZN7iYlsgk93cu9653UcqjyEgTG+TIqVxAqbQjdh\nhfeKWTu5Qe5fRs3YFRYWIigoCCEhIWhtbcWLL74IiUSC119/HQsWLDDHeQq8+OKLKC0tRVBQED78\n8ENI9Uyx04wdIYTMU4ayHBYtYlkOjo56DxsdZZN7588L4wEBbHLPw4OPDY4NIrsqG9c6rgmeu9B9\nIbaFb4Ojlf73IORemWrcYtTAbuHChcjLy0NAQAAeeeQRiEQiWFtbo7OzExkZGVM+ickoKyvDH/7w\nB3z22Wd47bXXEBISgocffvi259HAjhBC5hm1GjhzhjVq1c1ycHBgWQ4LF+o9jONYfeKcHGF9Yisr\nYNMmliyrmXjjOA6X2i4htyYXo8pR7XPtLe2xLXwbFrkvolk6Mi3MuhTb0tKCgIAAjI+PIzc3V1vP\nztvbe8onMFmlpaXYvHkzAGDLli346KOP9A7sCJkM2gdDjEX3ygwx1Kg1NpZ1j7C21nuYofrECxcC\n27YJJ/e6R7qRKc/Ejd4bgucuW7AMqaGpsLHQXyblTuh+IeZm1MDO0dERbW1tKC8vx+LFi+Hg4ACF\nQoHx8fHpPr/b9PT0aAeUjo6O6Nbt80IIIWR+MdSo1dOTrZ8a6FnOcawlbH4+oFDwcXt7Nrm3aBEf\n0xQaLqorglKt1MZdrF2QJktDiEuIqa+KkGlj1MDu+eefx8qVK6FQKPDWW28BAE6cOIFFur8Zk/TX\nv/4VH3/8Ma5evYpHHnkEH330kfZ73d3deOqpp3DkyBG4u7vj9ddfxyOPPAIAcHZ2Rn9/PwCgr68P\nrq6u93wOhGjQX9TEWHSvmFFtLZCVJWzUKpGwRq1r1vCNWifo6GCVTxoahPEVK9jSq+7kXutAKzLk\nGWgdbNXGRBAhwT8ByUHJ2nZg94ruF2JuRg3sXnzxRXzrW9+CRCJBWFgYAMDPzw8ffPDBPb+xr68v\n9u7di9zcXIyMjAi+99xzz8Ha2hrt7e24ePEitm/fjujoaERGRiIhIQFvvvkmdu/ejdzcXKxdu/ae\nz4EQQsgsNDwM5OYCZWXCeGAgm6Vz119eRKlk5UtKSoT1id3cWAkT3frE46pxFNcVo7SpVFBoeIH9\nAuyU7YS3g/m3GhFiCkYlT0ynvXv3oqmpSTtjNzQ0BFdXV5SXl2sHkT/4wQ/g4+OD119/HQDw61//\nGqdOnUJgYCA++ugjyoolU0b7YIix6F6ZRhwHXLnCSpgMD/Nxa2sgNRVYtsxgCZPGRrYFr6ODj4nF\nrHzJunXCEiY3em4gszIT3SP8TKBULEVyUDJW+602aaFhul+IsaY9eWLhwoXadmH+BvYwiEQiNEyc\n656kiRdRWVkJqVSqHdQBQHR0tKDx9u9//3ujXvvxxx9HUFAQALaEGxMTo/0F07wePabHAHDp0qVZ\ndT70mB7fd48HBpDc2wvU1KC4ro59PygIWLwYxfb2QH8/km8N6nSPVyiAN98shlwOBAWx16urK4aH\nB/Af/5EMT0/++fFr4nGk9gj+nfNvAEBQTBAAYLR6FKv9VmNtwNrZ8/Ogx/P+sebrulv3u6kYnLEr\nKSlBYmLibScxkeZE79XEGbuSkhI89NBDaG3l9zu8//77+OKLL1BUVGT069KMHSGEzAFqNXDqFFBU\nxBIlNJycWJZDRITBQ69fZxmvt7ZdAwAsLfn6xGIxH7/WcQ3ZVdkYHOOLGVtLrZEamoplC5ZRCRMy\n46Z9xk4zqAOmPni7k4kXYW9vr02O0Ojr64ODg8O0nQMhhJAZ0NLCshx0/pCHSATExwMbNrBRmh4D\nA6wm3TVh7WBERLCxoJOTznMVA8iuykZFZ4XguZEekdgathUOVvRvC5lfDA7s9u7da3D0qImLRCK8\n+uqrUzqBiX8lRUREQKlUorq6WrscW1ZWhqioqCm9DyF3UlxcPK1/wJD5g+4VExgbYzN0p06xfXUa\nXl4sy8HXV+9hHMdawh45wrpIaNjZsYYTixcLCw1faL2AvJo8KFR8vRMHSwdWaNjj3qs6TAbdL8Tc\nDA7sGhsb7zg1rRnY3SuVSoXx8XEolUqoVCooFApIpVLY2dnhwQcfxCuvvIIPPvgAFy5cQGZmJkpL\nSyf9Hvv370dycjL9UhFCyGxRXc1KmPT28jGpFEhOBlavNljCpLOTTe7V1wvjy5axvAobndrBXcNd\nyKzMRF1vneC5K7xXYFPoJlhL9RczJmQmFBcX33HL22TNWFbs/v37b5vt279/P1555RX09PTgySef\n1Naxe+ONNybdXYL22BFCyCwyNMSyXa9cEcZDQoAdOwADNUlVKuDECeDYMVbORMPVlVU+CQ7Wea5a\nhZONJ3G0/qig0LCbjRvSZGkIcg4y4QURYlrT3iu2trbWqBcICQmZ8klMBxrYEULILMBxwKVLQF4e\noFuz1MYG2LwZiI42WMKkqYmVMGlv52NiMZCQwGoUW+jUDm4ZaEGGPANtg238c0VirPFfg3WB66Zc\naJiQ6TbtAzuxbjrRHU5CpVsFchahgR2ZDNoHQ4xF98okdHWxZdcbwt6rWLqUDers7PQeplAAhYXA\nmTPCLXg+PmwL3oIFfGxMNcYKDTeWggP/ZB8HH6TL0rHAXufJM4DuF2Ksac+KVev25COEEEKMpVKx\n3q5HjwrXT52d2bKrTp3SiSorgUOHgL4+PmZhwZJk4+OFJUxqe2qRKc9Ez2gP/1yxBdYHr8cqv1UQ\ni+4+QUHIfDPjnSemi0gkwr59+yh5ghBCzKmpiWU53LzJx0QilhiRnGywhMngINuCd/WqMB4WxsaC\nzs58bGR8BLk1ubjUdknw3BCXEKRFpMHFxsVEF0PI9NMkTxw4cGB6l2I3b96M3NxcAMKadoKDRSIc\nO3ZsyicxHWgplhBCzMjQ+qm3N1s/9dbfe9XQFjxbW1bCJCpKWMJEU2h4aHxI+1wbqQ02h21GtFc0\nFRomc9a0L8V+//vf13791FNPGTwJQuYD2gdDjEX3ih5yOVs/1S0ub2EBrF8PrFolXD/V0d3NtuBN\nzNWLjmZb8Gxt+Vi/oh+HKg9B3iUXPHexx2JsDd8Ke0t7U12NSdH9QszN4MDuscce0379+OOPm+Nc\nCCGEzCUDA2z9tLxcGA8LYy0gXPQviapUQGkpUFws3ILn4sKWXUND+RjHcTjXcg75tfmCQsOOVo7Y\nHr4dMneZCS+IkLnP6D12x44dw8WLFzE0xKa/NQWK9+zZM60neK9oKZYQQqbJnVpAbNkiXD+doKWF\nlTBp46uSGNyC1znciQx5Bhr6GgSvEecTh5SQFCo0TOaVaV+K1fX888/jn//8JxITE2GjW957lqPO\nE4QQYmKGWkDExLAWELrrpzoMdRHz9maFhn18+JhKrcKJxhM4WncUKo4vqeVu6450WToCnAJMeUWE\nzKgZ6Tzh4uKC8vJy+Oj+5s1yNGNHJoP2wRBj3bf3ilLJt4DQrV+qrwXEBPq6iFlY8F3EdLfgNfU3\nIUOegfYhviqxWCTG2oC1WBe4DlKxUfMRs8Z9e7+QSTPrjJ2/vz8sDaSoE0IImecaGtgsXUcHHxOL\ngTVrgHXrhC0gdAwPsy14ly8L4/q6iI2pxlB4oxCnm04LCg37OvgiXZYOL3svU14RIfOWUTN2Z8+e\nxWuvvYZHH30UXl7CX65169ZN28lNBc3YEULIFI2OAvn5wLlzwrivLyth4qV/sMVxbDCXm8sGdxqG\nuohVd1cjqzILvaP8lJ6F2AIpISlY6buSCg2T+4JZZ+zOnz+P7OxslJSU3LbHrrGxcconQQghZJap\nqACys1nmq4alJZCSAsTFGSxh0tPDll1raoTxJUtYXoVuF7Hh8WHkVuei7GaZ4LmhLqFIk6XB2doZ\nhJDJMWrGzs3NDV9++SU2bdpkjnMyCZqxI5NB+2CIseb9vdLfzwZ0168L4xERrISJk5Pew9RqlhhR\nVASMj/NxJye27Boezsc4jsPV9qvIqc7B8Dg/pWcjtcGWsC1Y6rV03tRJnff3CzEZs87Y2dnZISkp\nacpvZm6UFUsIIUbiOLbkmp/Pukho2NuzFhCRkQZLmLS2si14LS18TCRivV03bBCWMOkb7UNWZRaq\nuqsEr7HEcwm2hG2BnaUdCLmfzEhW7Mcff4wzZ85g7969t+2xExuYjp9pNGNHCCFGam9nI7OJW2tW\nrAA2bmSb4/QYH2dFhktL2YydhpcX24Ln68vH1JwaZ5vPouBGAcZUY9q4k5UTtkdsR4RbhAkviJC5\nx1TjFqMGdoYGbyKRCCrdtPdZhAZ2hBByF0olK19y4oSwhIm7OythEhho8NDaWraXrrubj0mlQFIS\nkJAASCR8vH2oHZnyTDT28wNHEUSI841DSnAKrKRWprwqQuYksy7F1k5s5EfIPEP7YIix5s29UlfH\nZum6uviYRAKsXQskJrJRmh7Dw0BeHnDpkjAeFMTGgm5ufEypVuJ4w3GU1JcICg172HogXZYOfyd/\n013PLDVv7hcyZxg1sAsKCprm0yCEEGIWIyOsFdiFC8K4vz8bmXl66j2M41hL2Jwc4FZnSQCAtTVr\nOLFsmXALXmNfIzLkGegY5mvfSUQSJAYmYm3A2jlXaJiQucLoXrFzDS3FEkKIDs3I7PBhYHCQj1tZ\nsX10sbEGkyP6+tiya5Uw3wGLF7O8Cnt7PqZQKlBwowBnm88KCg37OfohXZYOTzv9A0dC7ndmXYol\nhBAyh/X1AYcOAZWVwviiRWxk5uio9zC1GjhzBigsZL1eNRwdWeUTmUz4/MquShyqPIQ+RZ82Zimx\nREpwCuJ846jQMCFmMK8HdlTuhBiL9sEQY82pe8XQyMzBAdi2jQ3sDLh5E8jIAJqb+ZhIxGoTp6Sw\niT6NobEhHK4+jCvtVwSvEe4ajh0RO+Bkrb/23f1gTt0vZEaYutzJvB/YEULIfamtjSVHTByZxcay\nkZm1td7DlErg6FGWKKtbwsTDg5Uw8dfJd+A4DpdvXkZuTa6g0LCthS22hm1FlGfUvCk0TMh00UxA\nHThwwCSvZ9Qeu9raWrz00ku4dOkSBnX2ZohEIjQ0NJjkREyN9tgRQu5L4+NsZHby5N1HZhMYSpRd\nt44ly+qWMOkd7UWmPBM1PcLeYdFe0dgcthm2FrYmuiBC7g9m3WP36KOPIiwsDG+++eZtvWIJIYTM\nEvqKy0kkrLjcmjXCkZkOQ4myAQEsUdbDg4+pOTXONJ9BQW0BxtV87zBna2fsiNiBMNcwU14RIWSS\njJqxc3R0RE9PDyQGPhRmI5qxI5NB+2CIsWblvWKouFxgIBuZubvrPYzjgIoK1hp2YqLspk2s8YTu\nSurNwZvIkGegeYBf3hVBhHi/eGwI3gBLiU7vMAJglt4vZFYy64zdunXrcPHiRcTGxk75DQkhhJgI\nxwFXrrASJsP8HjeDxeV09PezRFm5XBjXlyirVCtxrP4Yjjcch5rjl3c97TyRLkuHn6OfKa+KEDIF\nRs3YPffcc/jqq6/w4IMPCnrFikQivPrqq9N6gveKZuwIIfNaTw9bdq0R7nHTW1xOB8cBZ88CBQWA\nQsHHDSXKNvQ1IEOegc7hTm1MIpIgKSgJa/zXQCKeOys5hMxmZp2xGxoawo4dOzA+Po6mpiYALBuK\nsp0IIcTM1Grg1CmgqIglSmg4ObHichERBg/t6GAlTBobhfHYWFajWDdRVqFUIL82H2dbzgqeG+AU\ngHRZOtxt9S/vEkJmllEDu48//niaT2N6UB07YizaB0OMNaP3SksLS1ttbeVjIhEQHw+sXy8sLqdD\nqQSOHwdKSgAV37IV7u5sC15goPD58k45DlUdQr+iXxuzklhhY8hGxPrE0h/1k0CfLeRuzFbHrq6u\nTtsjtra21uALhISEmOxkTI3q2BFC5oWxMTZDd+oUW0vV8PJiJUx8fQ0e2tDAxoIdfMtWSCSsfEli\nIiDV+VdgcGwQOVU5KO8oF7yGzE2G7RHb4Wilv0MFIeTema2OnYODAwYGBgAAYrH+NjAikQgq3T//\nZhHaY0cImReqq9leut5ePiaVAsnJwOrVBkuYjI4C+fnAuXPCuJ8fGwt66rRs5TgOl9r6vQ2BAAAg\nAElEQVQuIa8mDyPKEW3czsIO28K3IdIjkmbpCJlmphq3GJU8MRfRwI4QMqcNDbFs1yvCNl0ICQF2\n7ABcXQ0eev06y3i99bc5AMDSku2ji40FdP9W7xnpQWZlJmp7hCszMQtisDl0M2wsqHYpIeZg1uQJ\nQuY72gdDjDXt9wrHAWVlQG4uqxysYWMDbN4MREcbLGEyMMBq0lVUCOMyGct4ddJp2arm1DjVdApF\nN4oEhYZdrF2QJktDiMvs3WYzl9BnCzE3GtgRQshs0d3NNsTduCGML13KBnV2dnoP4zjWNeLIEbYE\nq2FvzyqfREYKx4Jtg23IkGegZaBFGxNBhNX+q5EclEyFhgmZw2gplhBCZppKxXq7Hj3KUlg1nJ3Z\nsmuY4TZdnZ1sLFhfL4wvX866R+h2gRxXjeNo/VGcbDwpKDS8wH4B0mXp8HHwMdUVEUImiZZiCSFk\nPmhqYiOzmzf5mEjEEiOSk9nmOD1UKlbC5NgxYQkTV1dWwiQ4WPj8ut46ZMoz0TXSpY1JxVIkBSYh\nwT+BCg0TMk9MemCnVqsFjw1lzBIyl9A+GGIsk90rCgVQWAicOSMsYeLtzdJWvb0NHtrUxAoNt7fz\nMbEYWLMGWLcOsLDg46PKURypOYLzrecFrxHoFIh0WTrcbN2mfi3EIPpsIeZm1MDu/Pnz+MlPfoKy\nsjKM6mzgmM3lTgghZNaSy1naaj9fABgWFqzI8KpVwrRVHQoFawV29qxwLOjry2bpFiwQPr+iowLZ\nVdkYGOPTY60kVkgNTcVy7+VUwoSQecioPXZRUVFIT0/Hrl27YGtrK/iepojxbEN77Aghs87AACth\nUi4sAIywMNYOzMXF4KGVlaycne5Y0NIS2LABWLlSOBYcUAwguyobFZ3C9NiF7guxPXw7HKwcTHE1\nhBATMmsdO0dHR/T19c2pv+5oYEcImTUMpa3a2QFbtgBRUQZLmAwOAjk5t48Fw8PZWNDZWfdtOFxs\nu4i8mjyMKvn3sbe0x/bw7VjksciUV0UIMSGzJk888MADyM3NxZYtW6b8huZEvWKJsWgfDDHWpO8V\nQ2mrMTFAaiowYRVEg+OAS5eAvDxhOTtDY8Gu4S5kVmairrdO8DrLvZdjU8gmKjQ8Q+izhdyN2XrF\n6hoZGcEDDzyAxMREeHl5aeMikQiffvqpyU7G1KhXLCFkxtwpbXXHDtZBwoCuLrbsOrGcnb6xoEqt\nQmlTKYrriqFU86VSXG1ckRaRhmCXCemxhJBZxWy9YnUZGiCJRCLs27fPJCdiarQUSwiZMQ0NbJau\no4OPGUpb1aFSAaWlQHGxsJydiwsbC4aGCp/fOtCKg/KDaBts499GJEaCfwKSApNgIdH/PoSQ2Yd6\nxd4FDewIIWY3Ogrk5wPnzgnjvr6shInOisdEzc1sLNjGj9EgFvPl7HTHguOqcRTXFaO0qVRQaNjb\n3hvpsnR4OxgulUIImZ3MXqC4qKgIn376KZqbm+Hn54ddu3Zhw4YNUz4BQmYD2gdDjGXwXqmoYI1a\nB/jSIrC0BFJSgLg4gyVMxsZYObvTp40rZ3ej5wYyKzPRPdKtjUnFUqwPWo/V/qshFlFt0dmEPluI\nuRk1sPvggw+wZ88ePP3004iPj0dDQwMeffRRvPrqq3jmmWem+xwJIWT26u9nA7rr14XxiAiWturk\nZPDQ6mq2l663l48ZKmc3Mj6CvJo8XGy7KHiNYOdgpMnS4GrjaoqrIYTMcUYtxYaHh+Prr79GdHS0\nNnb58mU8+OCDqK6untYTvFe0FEsImVYcx5Zc8/NZ5WANe3tg61YgMtJgCZOhIVbO7soVYTwkhBUa\n1i1nx3EcrnVcQ051DgbHBrVxa6k1NoduRsyCmDlViooQop9Z99i5ubmhtbUVljo9CxUKBXx8fNDV\n1XWHI2cODewIIaZUL5ejJj8f4vFxqEdGEKpSIVA3wwEAVqwANm4EbPSXFuE44PJlIDcXGB7m4zY2\nrITJ0qXCsWC/oh/ZVdm43imcDYz0iMTWsK1UaJiQecSse+zWrFmDX/ziF/jv//5v2NnZYXBwEP/1\nX/+FhISEKZ8AIbMB7YMhd1Ivl6P644+RYmGB4tOnsWFsDAXj40BMDALd3QE3NzbVdodOPD09bNm1\npkYYX7oU2LyZ1afT4DgO51vP40jNEShU/Gygg6UDtkdsx0L3hSa+QjJd6LOFmJtRA7t3330XDz/8\nMJycnODq6oru7m4kJCTgH//4x3SfHyGEzLia/HykDA+zvl43bwLOzkiRSlFYV4fAb38bSEwEpPo/\nTtVq4NQpoKgIGB/n487ObAteeLjw+Z3DnciUZ6K+T1jQONYnFhtDNsJaam3qyyOEzCOTKnfS2NiI\nlpYW+Pj4wN/ffzrPa8poKZYQYhJDQyj+yU+QPLFasKMjiuPikLx3r8FDW1uBjAz2/xoiEUuMWL+e\nJc1qqNQqnGg8gWP1xwSFht1s3JAuS0egc6CprogQMgtN+1Isx3HaDblqNauT5OvrC19fX0FMbCCF\nnxBC5jSd/q7qmzf5uETCshx8fKB2c9N76Pg4m6E7dYrN2Gl4ebESJrc+RrWa+5uRIc/AzSH+fcQi\nMdb4r0FSUBKkYqMrUxFC7nMGPy0cHR0xcKsek9TAEoNIJIJKt1UOIXMU7YMhAjdvsg1xjY0AgNCQ\nEBRcuoQUHx8US6VI9vVFgUKBsJSU2w6trWWFhnt6+JhUyooMr17NxoUaY6oxFN0owqmmU+DA/6Xu\n4+CDdFk6FtgvmK4rJGZCny3E3AwO7MrLy7Vf19bWmuVkCCFkRo2NAUePsr5eOlNtgeHhQHo6Cqur\ncfnaNag9PRGWkoJAmUz7nOFhIC8PuHRJ+JLBwawd2MTJvZruGmRWZqJ3lC9iZyG2wIbgDYj3i6dC\nw4SQe2LUHrs//OEP+NWvfnVb/M0338QvfvGLaTmxqaI9doSQSZHLWaHhvj4+JpGw/q6JiQb7u3Ic\ncPUqq0s3NMTHra1ZtmtMjLCEyfD4MPJq8nCpTTgCDHUJxY6IHXCxcQEh5P5j1jp2Dg4O2mVZXS4u\nLujRXW+YRUQiEfbt24fk5GSaBieEGNbXx0ZlFRXCeGAgm2rz8DB4aG8vW7GdWKd98WJWo9jeno9x\nHIfyjnLkVOVgaJwfAdpIbbA5bDOivaKp0DAh96Hi4mIUFxfjwIED0z+wKywsBMdxSEtLQ1ZWluB7\nNTU1+O1vf4v6+noDR88smrEjk0H7YO5DajVr0FpUxJZgNWxtgdRUIDpab+eI4uJirFuXjDNnWI9X\n3UMdHdlYMCJCeEzfaB8OVR1CZVelIB7lGYUtYVtgb2kPMj/RZwsxllkKFD/55JMQiURQKBR46qmn\nBG/u5eWFt99+e8onQAghZtfczDIc2tqE8WXLgE2b2OBuArm8Hvn5NTh37jLee08NN7dQuLuzEiQi\nERAXB6SkAFZW/DEcx+Fsy1nk1+ZjTMWPAB2tHLE9fDtk7rKJb0MIIVNi1FLs7t278dlnn5njfEyG\nZuwIIbcZHQUKCliPV93PBw8PNtUWqL9WnFxejw8/rEZrawoaG9mhSmUBYmLCEBkZiLQ0YGJpz46h\nDmTIM9DY3yiIr/RdiZTgFFhJrUAIIRpm3WM3F9HAjhCipclwyM0FBgf5uIUFkJR0ex2SCQ4cKMSp\nUxswMsLHRCIgJqYQf/jDBsGhKrUKxxuO41j9Mag4vhyUu6070mXpCHAKMOWVEULmCbP2iu3r68P+\n/ftx9OhRdHV1aYsTi0QiNDQ0TPkkCJlptA9mHuvuBg4dur1Ja3g4sG0b4GI4C3VoiI0FS0vFGB1l\nsd7eYgQGJkMmA3x8xIJBXVN/EzLkGWgfatfGJCIJ1gasRWJgIhUavg/RZwsxN6M+ZZ577jk0Njbi\nlVde0S7L/s///A++/e1vT/f5EULIvVEqgRMngJIS9rWGgwNLWV20SG9yBMAm+MrK2KBuZAQQi9kf\ns1Ip4OfHlzCxtGTxMdUYCmoLcKb5jKDQsJ+jH9Jl6fC085y+6ySEEB1GLcV6eHigoqIC7u7ucHJy\nQl9fH5qbm5GWloYLFy6Y4zwnjZZiCbmP3bjBZuk6O/mYSASsXAls2CDMcJigq4uVMNFtDdvZWY+W\nlmosXJii7e+qUBTg8cfDIHYfQ1ZlFvoUfP07S4klUoJTEOcbR4WGCSFGMetSLMdxcHJyAsBq2vX2\n9sLb2xtVVVVTPgFCCDGZoSHW/qGsTBj38WHJET4+Bg9VqdgE37Fjwgk+Z2fgsccCoVYDBQWFGBsT\nw9JSjdVJPihXn8flK5cFrxPmGoYdETvgbO1syisjhBCjGDWwW7p0KY4dO4aUlBSsXbsWzz33HOzs\n7CCTUao+mR9oH8wcx3HAhQtAfj4EGQ5WVqwGSWwsIDY8c9bQwKqfdHTwMbEYWLWK9Xi1tATk1aPg\n3CpQdfUaHAMcUVs+DntPvv6crYUttoRtwRLPJVRomGjRZwsxN6MGdu+//7726z//+c/Ys2cP+vr6\n8Omnn07biRFCiFFu3mRrp43CsiJYvBjYsoXtqTNgZISNBc+fF8Z9fIC0NMDbmz2WV8vxcdHH4II5\nXBZdhsRCAuVlJWIiY+Du446lXkuxOXQz7CztTHxxhBAyOUbtsTt9+jTi4+Nvi585cwYrV66clhOb\nKtpjR8g8NzYGHD0KlJayLhIaLi4s2zU83OChHAeUl7NOYrrVTywt2Ra8lSuFE3xvf/k2LtlcQl1v\nnaCEiVubG974/95AuJvh9yKEEGOYdY/dxo0b9faK3bJlC7q7u6d8EoQQMimVlUB2NmvWqiGRAAkJ\nwLp1rD6dAb29LK9i4hZhmYyNB29tJ9ZqHWjFsYZj6PDsEMR9HXwRYxFDgzpCyKxyx4GdWq3Wjh7V\nun8Rg/WKlUqpJhOZH2gfzBzR3w/k5AAVFcJ4YCBLjvDwMHioWg2cOsVaw46P83EHBzagW7hQWP1k\nTDWG4rpilDaWYmhsSBsfrRrF6sTVcLJ2gl07Lb2SO6PPFmJudxyZ6Q7cJg7ixGIxXnrppek5K0II\n0aVWA2fOAIWFbAlWw9aW9XbVFJYzoKWFJUe0tvIxkYjlVKSkANbWwudXdVXhUNUh9I6yGcGQkBBc\nrriM0BWhULmr4GTtBEWVAinrU0x5lYQQMmV33GNXV1cHAFi3bh1KSkq0s3cikQgeHh6w1dMoe7ag\nPXaEzBPNzSw5QndUBgDLlrFB3R0+hxQKNkN3+rSwNaynJ/T2dx0cG8Th6sO42n5VEA92DoZMIsOF\nigsYU4/BUmyJlOUpkIVRZQBCiGlQr9i7oIEdIXPc6CiboTt7Vjgq8/Bgy66BgXc8XC5n2/D6+LrB\nkEpZ+ZKJrWE5jsPFtovIq8nDqHJUG7e1sP3/27vv6Kiuc23gzxSNehcS6kIICWSK6AhQAQw2zYlJ\n4hjH2Bhf28uxfRPflC+JTQvO8nLidt3iGydxI+Cybu6yBZiqSpUBgakqgAqSUO91NHO+P7ZVzghJ\nM2g0Mxo9v7W84tlzzpw9ZCO/2uV9cc/EezA9YDpTmBDRiLLo4YkNGzbctgMAmPKE7AL3wdiQgY6s\nqtVAUpI4INE3KjPQ1CS24V2+LG+PjBTxoI+PvL2qpQp78vagqKFI1j4jYAbuiboHLg7yGUGOFTIF\nxwtZmlGB3cSJE2WR5K1bt/C///u/+NnPfjainSOiMaa2VhxZvXZN3h4VBaxeLVKZDECSgNOnRV66\njo7edhcXkc5u2jT5NrwufReOFh9FVlGWLIWJj7MP1kSvQaR3pLm+FRGRxdzxUuzp06exbds27Nmz\nx9x9MgsuxRKNIl1dwPHj/et5ubuLqCw2dtDDEZWV4nCEYY7igbbhFdYXYk/eHlS39taSVSqUWBS6\nCInhiXBQDZwuhYhoJFh9j11XVxe8vb1vm9/OFjCwIxolCgvF4Yjq3iALCoXIErx0qSgLNgCtVsSC\nx47JcxT7+opl1wkT5Ne3adtw6PohnC0/K2sP8QjB2ui1CHALMMMXIiIynUX32B05ckS2cbilpQWf\nffYZ7rrrrmF3wFSNjY24++67ceXKFZw6dQqxsbEW7wPZH+6DsYKWFuDQIeDcOXl7YKA4shoUNOjt\n16+LeLBvjnSVCli8GEhIEFvyukmShEtVl/BN/jdo0fbmpHNUOWJZ5DLMCZoDpWLgWrJ9cayQKThe\nyNKMCuwef/xxWWDn6uqKuLg47N69e8Q6NhAXFxfs27cPv/nNbzgjRzQaSRKQkyOCura23nZHRzFD\nN3euvJ6XgZYW4MAB4Lvv5O1hYSIeNMxRXNdWh735e1FQWyBrn+I3BSsnrYSHo8dwvxERkc0wKrDr\nzmdnC9RqNfz8/KzdDbIz/I3aQiorxTRbcbG8PTZW7KXzGDjIkiTg/HkR1PWNB52cxD66WbPk2/D0\nkh4nb55E2o00aPW9pSY8HD2watIqTPabfEdfgWOFTMHxQpZmdE2w+vp67N27F2VlZQgKCsKqVavg\nPcgJNSKiHlotkJEhDkj03Qzn5SVOu04avN5qTY2IB2/ckLdPnSriQTc3eXtZUxlSclNQ3tyb1FgB\nBeYFz8PSCUvhqB543x4R0Whm1KaS1NRURERE4K233sK3336Lt956CxERETh8+LBJD3vnnXcwZ84c\nODk54bHHHpO9V1tbi/vvvx9ubm6IiIiQLfO+8cYbWLJkCV577TXZPUwYSuaSnp5u7S7Yr7w84N13\ngaNHe4M6pVJshHvmmUGDOp1OxIN//as8qPPyAn72M+DHP5YHdZ26Tuwv2I8PznwgC+oCXAPw+KzH\nsXLSymEHdRwrZAqOF7I0o2bsnnnmGfztb3/DAw880NP25Zdf4tlnn8XVq1eNflhwcDA2b96MAwcO\noK3vWsr3z3ByckJlZSVycnKwevVqzJgxA7GxsXj++efx/PPP9/s87rEjsmGNjSLJsGGm4LAwcWTV\n33/Q24uLRQqTqqreNqUSWLBAVI/QaOTX51bnYl/+PjR09JaaUCvVSI5IRnxIPFTKgZMaExHZC6PS\nnXh5eaGmpgaqPtnetVotxo0bh/r6epMfunnzZty8eRMffvghAHHK1sfHB5cuXUJUVBQA4NFHH0VQ\nUBBefvnlfvevWrUK58+fR3h4OJ566ik8+uij/b+YQoFHH30UERERPd8hLi6uZ79D929RfM3XfG3m\n13o90t9/Hzh7FskhIeL9wkJAo0Hy008DcXFIz8gY8P62NuCNN9KRlwdERIj3CwvT4esL/PrXyQgM\nlF/f1NGEV3e9iqKGIkTERYjrzxUiyC0Iv/7Zr+Hj7GNbfz58zdd8zdffS09P7znH8PHHH1suj91z\nzz2HqKgo/OIXv+hpe+utt5Cfn4+3337b5Ie++OKLKC0t7QnscnJysHjxYrS09KYheP3115Geno6v\nv/7a5M8HmMeOyCpKS8VmuPJyeXtcHLBiRf9MwX0MVElMoxGHZefNkx+WlSQJZ8rP4PD1w/3qu94b\ndS+m+U/jdg0iGjUsmsfu7NmzeP/99/HnP/8ZwcHBKC0tRWVlJebPn4+EhISeDmVmZhr1UMMfts3N\nzfAwOA3n7u5us8mPyf6kp6f3/DZFd6C9HUhNBb79VkRo3fz8xLLr9zPnA6mvF5XE8vPl7TExwKpV\ngKenvL2ypRIpuSkoaZSXmogbH4cVE1f0q+9qThwrZAqOF7I0owK7J554Ak888cSg15jym7FhROrm\n5obGxkZZW0NDA9zd3Y3+TCKyAkkSe+j27wf6/iKmVgOJicCiRSJr8AD0euDkSSAtTRyc7ebuLgK6\nyZP713fNLMrEseJjsvquvs6+WBO9BhO8DUpNEBGNMUYFdhs3bjTrQw2DwOjoaHR1daGgoKBnj935\n8+cxderUYT1n27ZtSE5O5m9LNCSOkTtQWwvs2wcUyBP/IipKRGU+PoPeXlYmDkf0XbVVKIA5c4Bl\ny0R+ur5u1N3Anrw9qGmr6WlTKpRYHLYYieGJUCuNzt40LBwrZAqOFxpKenq6bN/dcBldKzYzMxM5\nOTk9++AkSYJCocAf/vAHox+m0+mg1Wqxfft2lJaW4oMPPoBarYZKpcL69euhUCjw97//HWfPnsWa\nNWtw4sQJTJky5c6+GPfYEY0MnU4UZ83MBLq6etvd3ICVK0Wy4UFm8Ds6xAzdqVPyVVt/f1E5IjRU\nfn2rthWHrh1Czq0cWXuoRyjWxqyFv+vgp2uJiEYDi+6xe+655/DFF18gISEBzs7Od/ywHTt24I9/\n/GPP6507d2Lbtm3YsmUL3nvvPWzatAn+/v7w8/PD+++/f8dBHZGpuA/GSIWFYjNc3xwkCoUoA7Z0\naf9pNgO5uWKSr6E3IwnUaiA5GYiPl6/aSpKEC5UXsL9gP1q1rT3tjipHLJ+4HLMDZ1vlcATHCpmC\n44UszagZO29vb1y6dAlBQxTltiWcsSNT8IfvEFpbgYMHgXPn5O2BgeJwRHDwoLc3NQHffNM/pd3E\niaLwhOGqbV1bHfbk7cG1umuy9thxsVgZtRLujtbbf8uxQqbgeCFjmStuMSqwmz59OlJTU0dVjVYG\ndkRmIEkimDt4UF6gdaAcJLe5/fRp4PBhsQTbzcVFlAKbNk2+aqvT63Di5glkFGbI6rt6Onpi1aRV\niPGLMee3IyKyGRZdiv3HP/6BJ554Ag899BACAgJk7yUmJg67EyOFhyeIhqGyUiy7FhXJ22NjRVRm\nkKLIUEWFOBxx86a8feZMYPny/intShtL8XXu16hoqehpU0CB+SHzsSRiCeu7EpFdssrhiffffx+/\n+MUv4O7u3m+PXUlJyQB3WRdn7MgUXC7pQ6sVBVqPH++t7QqIAq2rVgHR0UPenpkpzlf0vd3XV6za\nTjDISNLR1YHUG6nILs2GhN6/s+PdxuO+mPsQ5G5bW0A4VsgUHC9kLIvO2L3wwgvYs2cPli9fPuwH\nEpENy88Xpxvq6nrblEpg4UIgKQlwcBj09uvXReGJ2treNpUKWLwYSEgQByX6ulp9Ffvy96GxozeP\npYPSAUsmLMGCkAVQKgZe5iUiov6MmrELCwtDQUEBNBqNJfpkFpyxIzJBY6NIMmx4uiEsTEyz+Q+e\nUqSlBThwAPjuu/63r10LjBtn8LiORnyT/w2uVF+RtUf5RGH1pNXwdva+029CRDQqWfTwxEcffYTs\n7Gxs3ry53x475SAbp62JgR2REfR6UQYsNVV+usHZWWyEmzlz0Jx0A52tcHISt8+aJb9dkiScLjuN\nw9cPo0PX+zxXB1fcG3UvpvpPZX1XIhqTLBrYDRS8KRQK6HS6275nbQqFAlu3buXhCTLKmNwHU1Ym\n1k3LyuTtcXEiKnN1HfT2mhpx+40b8vapU8XZCjc3eXtFcwVS8lJws1F+mmJW4Cwsj1wOZ4c7z5Fp\nSWNyrNAd43ihoXQfnti+fbvl9thdv3592A+yhm3btlm7C0S2p71dzNB9+6289IOfn1h2jYgY9Had\nDjh6FMjKkhee8PISOekmTZJfr9VpRX3XkmPQS72nKfxc/LAmeg0ivAZ/HhGRPeuegNq+fbtZPs/o\nkmIAoNfrUVFRgYCAAJtdgu3GpVgiA5Ik9tDt3y8yBndTq4HERHFAwvB0g4HiYpHCpG/hCaUSWLBA\nVI8w3IZ7ve469uTtQW1b72kKlUKFhPAELA5bbLH6rkREts6ip2IbGxvx7LPP4rPPPkNXVxfUajUe\nfPBBvP322/D09Bx2J4hohNXVidOu+fny9oFKPxhoaxNJhs+ckbcHBQH33QeMHy9vb9W24kDBAZyv\nOC9rD/cMx5roNRjnanCagoiIzMKoabfnnnsOLS0tuHjxIlpbW3v+97nnnhvp/hFZhDmTQ9oUnU6s\nmb77rjyoc3MDfvxj4OGHBw3qJAm4eFHc3jeo02jEPrr/+A95UCdJEs7fOo93st+RBXVOaiesjV6L\njXEbR31QZ7djhUYExwtZmlEzdvv378f169fh+v1m6ujoaHz00UeIjIwc0c4R0TAUFYnTDX3XTRUK\nYM4cYNkycXR1EPX1ovCE4SRfTIzIU2w4WV/bVos9eXtwvU6+J3eq/1TcG3Uv3DQGpymIiMjsjArs\nnJ2dUVVV1RPYAUB1dTWchvgPg7WxpBgZy67GSGsrcOgQkJMjbx8/XiSVCw4e9Ha9Hjh5EkhLE1Uk\nurm7i4Bu8uT+9V2PlxxHRlEGuvS9pym8nLywetJqTPI1OE0xytnVWKERx/FCQ7FKSbGXXnoJH3/8\nMX71q18hPDwchYWFeOONN7BhwwZs3rzZbJ0xJx6eoDGnO6ncoUMiuOum0QBLlwLz5omTDoMoKxOH\nI8rLe9sGm+QraShBSl4KKlsqe6+HAvGh8UiOSIZGNXqSmhMRWZNF89jp9Xp89NFH+Ne//oXy8nIE\nBQVh/fr12LRpk80mE2VgR6YY9bmmqqrEsmtRkbx9yhRg5UrAw2PQ2zs6xAzdqVPyDCj+/mKSLzRU\nfn17VzuOXD+C02WnZfVdA90CcV/MfQh0DxzuN7JZo36skEVxvJCxLHoqVqlUYtOmTdi0adOwH0hE\nZqTVApmZwPHj4qBENy8vsW4aHT3kR+TmigOzDQ29bWq1SF8SHy9qvXaTJKmnvmtTZ2/KFAelA5ZO\nWIr5IfNZ35WIyIqMmrF77rnnsH79eixcuLCn7fjx4/jiiy/w5ptvjmgH7xRn7MjuFRSI0w11db1t\nSqWIxpKS+ieVM9DUBHzzTf/ysANlQGnsaMS+/H24Wn1V1h7tG41Vk1bBy8lrON+GiGhMs+hSrJ+f\nH0pLS+Ho6NjT1t7ejtDQUFT1PXFnQxjYkd1qahJJhi9dkreHhorKEQb1nA1JEnD6tMhL17c8rIuL\nSGEybZr8cIRe0uPb0m9x5MYRdOo6e9rdNG5YGbUSseNibXZLBhHRaGHxpVi9Xi9r0+v1DJzIboyK\nfTB6vSgDlpoqj8icnUVt15kz5RHZbVRUiMMRN+XlWjFzpvgIFxd5+63mW0jJTYe2KRsAACAASURB\nVEFpU6msfXbgbNwdefeoqe9qTqNirJDN4HghSzMqsFu8eDFefPFF/OUvf4FSqYROp8PWrVuRkJAw\n0v0bFqY7IbtRViYOR5SVydtnzABWrAD6pCK6ne6teMeOifiwm6+vmOSbMMHgep0WGUUZOF5yXFbf\ndZzLOKyNWYswz7DhfiMiIoKV0p2UlJRgzZo1KC8vR3h4OIqLixEYGIiUlBSEGh6XsxFciiW70NEh\nZuiys+XHVQeKyG7j+nURE9b2lmuFSgUsXgwkJPQvD3ut9hr25O1BXXvv3j2VQoXE8EQsClvE+q5E\nRCPAonvsAECn0yE7OxslJSUIDQ3F/PnzoRwiJ5Y1MbCjUU2SgCtXxOmGpt7Tp1CrRTS2aFH/iMxA\nSwtw4ADw3Xfy9rAwkcJknEFlr5bOFhy4dgDfVchviPCKwJroNfBz8RvONyIiokFYPLAbbRjYkSls\nah9MXZ3IP2JYyysyUhxX9fUd9PbuPMUHDwJtbb3tTk5iH92sWfKteJIk4dytczh47SDaunpvcFY7\nY8XEFYgbH8fDEX3Y1Fghm8fxQsay6OEJIrIAnQ44cQLIyJDX8nJzA+65B5g6dcjDETU14nBEYaG8\nfepUceLVzaBca01rDVLyUlBYL79hmv803Bt1L1w1g+/dIyIi28IZOyJbUFQkctJV9pbmGrSWlwGd\nDjh6FMjKArp6y7XCy0tM8k0yKNeq0+twrOQYMosyZfVdvZ28sTp6NaJ8oszxrYiIyEgWm7GTJAk3\nbtxAWFgY1EPs6SEiE7W2itquOTny9vHjxeGIkJAhP6K4WMzS9U0pqVQCCxaI6hGGeYqLG4qRkpuC\nqtbeG5QKJeJDRH1XB5XDML4QERFZ05AzdpIkwdXVFc3NzTZ9WMIQZ+zIFBbfByNJwPnzYiNca2tv\nu0YDLFkCzJ8vorNBtLWJJMNnzsjbg4KA++4TsWFf7V3tOHz9ME6XnZZf7x6E+2Luw3g3gxvotrhn\nikzB8ULGstiMnUKhwMyZM5Gbm4spU6YM+4FEY15VlVh2NdwIN3kysHIl4Ok56O2SJIpO7N8PNDf3\ntms0wNKlwLx58phQkiRcrrqMbwq+QXNn7w0alQbLJizD3OC5rO9KRGQnjFpbXbJkCVauXImNGzci\nNDS0J6pUKBTYtGnTSPfxjjFBMRnLImNEqxWb4I4dE5viunl6AqtWATExQ35Efb2ICQ0PzMbEiI8w\njAkb2huwN38v8mry5Nf7xmDVpFXwdBo8iKT++POETMHxQkOxSoLi7oF5u5QHaWlpZuuMOXEplmxK\nQYGIyOp6k/5CqQTi44GkpP4b4Qzo9cDJk0BamvzArLu7COgmT+5f3zW7NBupN1Jl9V3dNe5YOWkl\npvhNYQoTIiIbwjx2Q2BgR6YYsX0wTU0iS/DFi/L20FBxOCIgYMiPKCsThyPKy3vbFApg7lyx9Gp4\nYLa8qRwpeSkoa+otP6aAAnOC5mBZ5DI4qQc/YUuD454pMgXHCxnL4nnsampqsHfvXty6dQu//e1v\nUVpaCkmSEGLEqT2iMUevB06fBo4cEWXBug2UJfg2OjrEDN2pU/JqYv7+4nCE4V+9Tl0n0gvTcfLm\nSVl9V39Xf6yNXotQT9ss/0dEROZj1IxdRkYGfvSjH2HOnDk4duwYmpqakJ6ejtdeew0pKSmW6KfJ\nOGNHVlNeLoqzlpbK26dPF4mGXYdO+pubK4pPNDT0tqnVIn1JfLyo9dpXfk0+9ubvRX17fe/1SjWS\nwpOwMHQhVEqDG4iIyKZYdCk2Li4Or776Ku6++254e3ujrq4O7e3tCAsLQ2XfhKo2hIEdWdxAU2y+\nviJLcGTkkB/R2CjKw165Im+fOFF8hI+PvL25sxn7C/bjYqV8qXeC1wSsiV4DX5fBy48REZFtsOhS\nbFFREe6++25Zm4ODA3R9T/YRjWLD2gcjSSIS279fRGbd1GogIQFYtEj8+xAfcfq0yEvXd+XWxUWU\nAps2rX9915xbOTh47SDau9p7r3dwwYqJKzAjYAYPR4wQ7pkiU3C8kKUZFdhNmTIF+/fvx7333tvT\nduTIEUybNm3EOkY0KtTXizXTPHk6EURGiik236FnzCoqxOGImzfl7TNniu14Li7y9urWaqTkpqCo\noUjWPiNgBlZMXMH6rkREY5hRS7EnT57EmjVrsGrVKnz55ZfYsGEDUlJS8NVXX2HevHmW6KfJuBRL\nI0qnA06cADIy5PlHXF3FFNvUqUMejtBqgcxMkdZO33vWAb6+wNq1QESE/PoufReOFh9FVlEWdFLv\nbLm3kzfWRK/BRJ+JZvhiRERkDRZPd1JaWoqdO3eiqKgIYWFhePjhh236RCwDOxoxxcXicETf/aUK\nBTB7NrBsGeDsPORHXL8uPqK2trdNpQIWLxart4Yrt0X1RUjJS0F1a3VPm1KhxMLQhUgKT2J9VyKi\nUc4qeez0ej2qq6sxbtw4m9+/w8COTGHUPpjWVrEJ7uxZeXtAgJhiM+IXnZYWkdbuu+/k7WFh4iPG\njZO3t2nbcOj6IZwtlz8zxCMEa6PXIsBt6Dx4ZF7cM0Wm4HghY1n08ERdXR3+8z//E1988QW0Wi0c\nHBzwk5/8BG+99RZ8DI/p2RCWFCOzkCQRiR04IIK7bhqNyD+yYIG8OOsAH3HuHHDwINDW1ts+UFo7\nSZJwqeoS9hfsl9V3dVQ5YlnkMswJmsP6rkREdsAqJcV++MMfQq1WY8eOHQgLC0NxcTG2bNmCzs5O\nfPXVV2brjDlxxo7MorparJkWFsrbJ08GVq7sX5z1NmpqxOEIw4+YOlVsx3Nzk7fXt9djb95e5NfK\nC8JO8ZuClZNWwsPRw/TvQURENs2iS7Genp4oLy+HS5/jea2trQgMDERD3wyqNoSBHQ2LVgtkZYmT\nDX3T+nh6ioBu8uQhP0KnA44eFR/T1dXb7uUlDsxOmiS/Xi/pcfLmSaTdSINW33sgw8PRA6smrcJk\nv6GfSUREo5NFl2InT56MwsJCxMbG9rQVFRVhshH/cSMaDWT7YK5dA/bulZ9sUCrFkmtysliCHUJx\nsZilq6oy7iPKmsqQkpuC8ubegrAKKDA3eC6WTVgGR7XjHX83Mi/umSJTcLyQpRkV2C1duhQrVqzA\nI488gtDQUBQXF2Pnzp3YsGED/vnPf0KSJCgUCmzatGmk+0s0cpqaxD66i/IqDggJAdasAcaPH/Ij\n2trE+YozZ+TtQUGivqvhR3TqOpF2Iw0nb56EhN7f1AJcA7A2Zi1CPGz35DkREdkeo5Ziu3/b6HsS\ntjuY6ystLc28vRsGLsWSMYpyc3Ht4EEob9yAvqAAE8PCEO7nJ950cgLuvlukMRniFLgkAZcuieIT\nzb1nHaDRAEuXAvPm9T9fkVeTh715e9HQ0budQa1UIzkiGfEh8azvSkQ0hlgl3clowsCOhlJ07hwK\n3n4byyorxWwdgCNdXYiKi0P40qXAihX9TzbcRn29WLnNl591QEwMsGpV//MVTR1N2F+wH5eqLsna\nJ3pPxOro1fBxtt2T5kRENDIsuseOyC5IkqjflZcH5Ofj2r//jWUtLQCA9Pp6JHt5YZm7O1L9/RG+\nbt2QH6fXAydPAmlp8uIT7u4ioJs8uX8KkzPlZ3D4+uF+9V3vjboX0/yn2Xx+SOKeKTINxwtZGgM7\nsm+dnaLMQ36++KexsectZd/TroCo4RUWBqXH0OlEysrE4Yjy3rMOUCiAuXPF0quTk/z6qpYqpOSl\noLihWNYeNz4OKyaugIuDQUFYIiKiO8DAjuxPba0I4vLyRPI4wwDue3qVCvDwAHx9kezv31MKTD/I\nqdeODjFDd+qUmADs5u8vDkcYFp/o0nchqygLR4uPyuq7+jj7YG30WkzwnnDHX5Osg7MvZAqOF7I0\n7rGj0U+nA4qKeoO5mpqBr3VyAqKigOhoFOn1KPj8cyxz7E0lcqSjA1EbNyI8Jqbfrbm5Yi9dn0k/\nqNUifUl8vKj12ldhfSFSclNQ09bbH6VCicVhi5EQlsD6rkRE1MPie+yuXLmCL7/8EhUVFXj33Xdx\n9epVdHZ2Yvr06cPuBJHJmpt7A7nr18VU2kD8/YHoaJERODS053hqOAA4OyP1yBF8d/kypsfGImrZ\nsn5BXWMj8M03wJUr8o+dOFEkGjasqtembcPBaweRcytH1h7qEYq1MWvh7+p/h1+abAH3TJEpOF7I\n0owK7L788kv8/Oc/x7p167Br1y68++67aGpqwu9//3scPnx4pPtIJNY9y8p6Dj6grGzgax0cgAkT\neoO5Qcp+hcfEIDwmBsrb/PCVJOD0aZGXrm/c6OIiSoFNm9b/cMTFyovYX7AfLdqWnnZHlSOWT1yO\n2YGzeTiCiIhGlFFLsZMnT8Znn32GuLg4eHt7o66uDlqtFoGBgaiurrZEP03GpVg70N4uqkB0H3xo\naRn4Wi+v3kAuIkIEd8NQUSEOR9y8KW+fORNYvlwEd33VtdVhT94eXKu7JmuPHReLlVEr4e7oPqz+\nEBGRfbPoUmxVVdVtl1yVhhlXiYZDkoDq6t5ZueJikVPkdpRKICxMBHLR0YCf35BJhI2h1QIZGcDx\n4/JH+/oCa9eKmLEvnV6HkzdPIr0wvV9919WTViPGr/9ePSIiopFiVGA3a9YsfPrpp3j00Ud72j7/\n/HPMmzdvxDpGY4RWK06udu+Xq68f+FpX156DD5g4sX9OkWFIT09HaGgy9uwB6up621UqYPFiICFB\nHJToq7SxFCl5KbjVfKunTQEF5ofMx5KIJazvaqe4Z4pMwfFClmZUYPf2229j+fLl+Mc//oHW1las\nWLECeXl5OHjw4Ej3b1i2bduG5ORk/qWyNQ0NvYHcjRvy7L6GgoJ6Z+WCgswyK9dXbm4R9u69hoMH\nv4NSqUdk5ET4+YUDEBOCa9cC48bJ7+no6kDqjVRkl2bL6ruOdxuPtdFrEewRbNY+EhGR/UpPT0d6\nerrZPs/odCctLS3Ys2cPioqKEBYWhtWrV8Pd3Xb3DXGPnQ3R64GSkt69chUVA1/r6AhERopALipK\nlHEYIZcvF+HPfy7AzZvL0NUl2rq6jmD+/Cg89FA4Zs3qH0fmVudib/5eNHb05jxxUDpgyYQlWBCy\nAEoFtycQEZHpWCt2CAzsrKy1FSgoELNy164BbW0DX+vnJ2blJk0CwsP7J4QzM0kCLl4Etm9PRXX1\nUtl7/v7AggWp+K//krc3dTRhX/4+XKmW5zyJ8onC6kmr4e3sPaJ9JiIi+2bRwxNFRUXYvn07cnJy\n0NzcLOtEXl7esDtBdsCgDitu3pSXZuhLpRKnELpPsRomghvBLl67Bhw5IkqBNTf3zq61tqZj/vxk\n+PrKDwVJkoTTZadx+PphdOh6c564Orji3qh7MdV/KlOYjDHcM0Wm4HghSzMqsPvJT36CKVOmYMeO\nHXAy44Z1GuUGqcPaj7t7byAXGQkMUrZrJJSWinx0N270timVeqjVYpKws1OcfAUAjUYch61sqURK\nbgpKGktknzUrcBaWRy6Hs4OzpbpPRERkFKOWYj09PVFbWwvVCC+RmROXYkdIbW3vrNwgdVihUIjC\nqd0HHwICzH7wwRjV1UBqKnD5srzdwQEIDi7CpUsFcHVd1tPe0XEEP3skHBWORThWcgx6qTfniZ+L\nH9ZEr0GEV4SFek9ERGOFRZdi16xZg4yMDCxdunToi8m+mFKH1dlZHHiYNEn8r2EWXwtqbBT56HJy\n5PnolEpg1iwgKQlwdw9Hbi5w5EgqOjuV0Gj0iJ6vQWrjPtS21fbco1KoRH3X8ASolUZX4SMiIrI4\no2bsqqurER8fj+joaPj799a5VCgU+Oc//zmiHbxTnLEbBlPqsAYE9M7KhYT01GG1lrY24Ngx4ORJ\n9Jx07XbXXcDSpb1LrgCQW5CLw2cO47vvvoMUIEHjp4FfkF/P+2GeYVgbvRbjXA1yntCYxT1TZAqO\nFzKWRWfsNm3aBI1GgylTpsDJyann4dw0bidGqA6rJWm1QHY2kJUlKpH1FRkJLFsGBBukl8styMVH\naR+hLrAOp/Wn4e7hjq7LXYhDHELCQrA8cjlmBc7iOCciolHDqBk7d3d3lJaWwsPDwxJ9MgvO2A2h\nuw5rXp5IS2LBOqzmpNeL5db0dKCpSf5eYCBw992iSIUhSZKw9Z9bkeOcg6ZO+Y1RDVF48+k34aZx\nG7mOExER9WHRGbvp06ejpqZmVAV2ZOBO6rB2B3NmqsNqTpIEXLkiDkZUV8vf8/ERS6533dW/25Ik\n4Wr1VWQUZSC7PBvtIb3Te44qR0T7RmOi00QGdURENCoZFdgtXboU99xzDx577DEEBAQAQM9S7KZN\nm0a0gzQMptZh7U4SbOY6rOZ244ZIXVJaKm93cxOHImbN6p/jWC/pcbnqMjKLMlHZUgkAUELsB1Qq\nlFAVqTBv8TyolCpomi2bioVGF+6ZIlNwvJClGRXYZWVlISgo6La1YRnY2ZiGht5ZOSvXYTW38nKR\nXLigQN7u6AgsWgQsWNA/PZ5e0uNi5UVkFmWiulU+tRc9MRq3Sm4hcnYkyurKoFKq0JHfgWVLloGI\niGg0Ykmx0a5vHda8PKCycuBrHR3FbFz3zJzb6FhurK0F0tKACxfk7SoVMG8ekJDQP7OKTq/DhcoL\nyCzKlKUuAQCNSoN5wfMQHxKPm8U3ceTsEXTqO6FRarBs1jLERMWM8DciIiKSG/FasX1PveoH2osF\nefklW2LXgd2d1GGNjhb75kZRkunmZiAzEzh9Wr4dUKEAZswAlizpfyhXp9fhfMV5ZBVloa69Tvae\no8oR80PmY0HIArg4WC/HHhERkaERPzzh4eGBpu+PGarVt79MoVBAN1DlATKfUVCH1Zw6OoDjx4ET\nJ0Spr75iYkTqkj7pFAEAXfou5JTn4GjxUTR0NMjec1I7IT4kHvND5sNJffu9g9wHQ8biWCFTcLyQ\npQ0Y2F26dKnn369fv26RzlAf3XVYu4M5w1wefXl49C6vWqEOq7l0dYnZucxMMSnZV1iYSF0SFiZv\n1+q0OFt+FsdKjqGxQ16r1sXBBfEh8ZgXPA+OascR7j0REZH1GbXH7tVXX8Wvf/3rfu2vv/46/uu/\n/mtEOjZco3Ip1tQ6rN2zclaqw2ouer3YP5eW1v/gbkCAmKGbNEn+FTt1nThTdgbHSo6hubNZdo+r\ngysWhi7E3OC50KhGZ5BLRERjy4jvsevL3d29Z1m2L29vb9TV1d3mDusbFYHdKK3Dai6SJL764cP9\nz3x4eYk9dNOmyauUdXR14Nuyb3Gi5ARatPKkym4aNywKXYQ5QXPgoLKdJMpERERDsUiC4tTUVEiS\nBJ1Oh9TUVNl7165dY8LiO9HU1HvwYZTVYTWnkhLg0CGRJ7kvFxcgMRGYMwfou7Wzvasd2aXZOFFy\nAm1d8sMiHo4eWBy2GDPHz7zjgI77YMhYHCtkCo4XsrRBA7tNmzZBoVCgo6MDjz/+eE+7QqFAQEAA\n3n777RHvoKHs7Gz88pe/hIODA4KDg/HJJ58MeLjDJkiSyKTbPStXXj7wtQ4OYo9c9345G6nDak6V\nlSIXXW6uvF2jAeLjgYULRVaWbm3aNpwqPYWTN0+ivUteBNbT0RMJ4QmIGx8HtdKGxwAREZGFGLUU\nu2HDBnz66aeW6M+Qbt26BW9vbzg6OuIPf/gDZs+ejR/96Ef9rrPqUqwpdVi9vXtn5SIi5NNUdqSh\nQeyhO39efqBXpQJmzxazdH3T6rVqW3Gi5ASyS7PRoZPPano7eSMhPAEzAmZApRw96VuIiIgGYtFa\nsbYS1AHA+PHje/7dwcEBKlvIy2ZndVjNqbUVyMoCvv1WnHrta9o0UdPV27u3raWzBcdLjuPbsm/R\nqZPnOvF19kVieCKmBUyDUmE/y9JERETmMmorTxQVFWH9+vXIysq6bXA34jN2dlqH1Vw6O4GTJ4Fj\nx/pvI4yKEqlL+sToaOpowvGS4zhddhpavbwM2jiXcUgMT8Rd/neNWEDHfTBkLI4VMgXHCxnLojN2\n5vLOO+/go48+wsWLF7F+/Xp8+OGHPe/V1tbi8ccfx6FDh+Dn54eXX34Z69evBwC88cYb+Prrr7Fm\nzRr86le/QmNjIx555BF8/PHHlp2xM7UOa/es3Ciow2ouOh1w9iyQkSEqR/QVHAwsXy5WnLs1djTi\nWPExnCk/gy69fEovwDUAieGJiB0X21MFhYiIiAZm0Rm7//u//4NSqcSBAwfQ1tYmC+y6g7h//OMf\nyMnJwerVq3H8+HHExsbKPqOrqwv33Xcffv3rX2Pp0qUDPssske8YqMNqLpIEXLoEpKaKdHx9+fmJ\nXHSTJ/fGt/Xt9ThafBQ55TnQSfJ8fYFugUgMT8Rkv8kM6IiIaEywaB47c9u8eTNu3rzZE9i1tLTA\nx8cHly5dQlRUFADg0UcfRVBQEF5++WXZvZ9++imef/55TJs2DQDw9NNP44EHHuj3jDv+AxojdVjN\nRZJE1pbDh/sf+PXwAJKTgbi43kwtdW11yCrOwrlb56CX5PsQg92DkRSRhEk+kxjQERHRmDIql2K7\nGXY8Ly8ParW6J6gDgBkzZiA9Pb3fvRs2bMCGDRuMes7GjRsR8f26n5eXF+Li4nr2OnR/dnJSEnDr\nFtK/+AK4eRPJbm6AJCG9sFC8//396YWFgFKJ5KVLgUmTkF5RAXh49P+8MfS6qgpobU3GjRtAYaF4\nPyIiGc7OgItLOqZMAWbNEtd/tf8rXKi8AH24HnpJj8JzheL6uAiEeoTC6aYTgqQgRPtGW+X7vPnm\nm7cfH3zN1wav+/5csoX+8LVtv+Z44euBXnf/e+H38Ya52MSMXVZWFh544AGU95ny+eCDD7Br1y6k\npaXd0TMGjXzvpA5rdDQwYcKorcNqTjU1Ihfd5cvydrUaWLAAWLRIFMoAgKqWKmQWZeJi5UVIkP//\nEe4ZjqSIJEzwmmD1Gbr09PSev3REg+FYIVNwvJCx7GrGzs3NDY2N8gLuDQ0NcHd3N99Dx2gdVnNq\nagLS04GcHHk2F6USmDkTSEoScTAAVDRXILMoE5erLvcL6CK9I5EYnogIrwiL9X0o/MFLxuJYIVNw\nvJClWSWwM5ydiY6ORldXFwoKCnqWY8+fP4+pU6cO6zmp27djYnAwwtvajKvDGh0tDkDYQR1Wc2pv\nB44eBU6d6n8QODZW5KLz8xOvy5vKkVmUiSvVV/p9TpRPFJLCkxDqGWqBXhMREY09Fg3sdDodtFot\nurq6oNPp0NHRAbVaDVdXV6xbtw5btmzB3//+d5w9exYpKSk4ceLEsJ6X+eGHyHF3x4+TkhDeHXl0\nCwjonZWzszqs5qLVAtnZIqgzPEMyYYLIRRccLF6XNpYisygTuTW5/T4n2jcaSeFJCPYItkCv7wyX\nS8hYHCtkCo4XGkp6erps391wWTSw27FjB/74xz/2vN65cye2bduGLVu24L333sOmTZvg7+8PPz8/\nvP/++5gyZcqwnrft+4MPqTduIDww0O7rsJqLXg+cOyeWXQ1WyBEYKAK6yEixQl3SUIKMogwU1Bb0\n+5zJfpORFJ6EQPdAy3SciIholElOTkZycjK2b99uls8btZUnhqJQKCDdcw/g64v0iAgkb99ut3VY\nzUWSgKtXxcGI6mr5ez4+Ysn1rrtEQFdUX4SMogxcr7suu04BBWLHxSIxPBEBbgEW7D0REdHoNaoP\nT1jM/PmAQgG9vz+DuiEUFopcdDdvytvd3MShiFmzAKVSQmF9ITKKMlBYXyi7TgEFpvpPRWJ4Isa5\njrNYv4mIiKiXXUc72zIy4B4UhB9/X9WC+rt1SwR0BQYrqY6OIm3JggWAg4OEa3XXkFGYgZLGEtl1\nSoUS0/ynISE8AX4uBvsYRxHugyFjcayQKTheaCijeo+dpSU+8AAmLluG8JgYa3fF5tTVifJfFy7I\n21UqYN48ICEBcHaWkF+bj4zCDJQ2lcquUyqUiBsfh8Vhi+Hj7GPBnhMREdkP7rEzkrnWqu1NczOQ\nmQmcOSNP5adQADNmAMnJgKenhNyaXGQUZqC8WV4nTKVQYWbgTCwOWwwvJy/Ldp6IiMhOjepasZbA\nwE6uowM4fhw4cUIU3ugrJgZYtgwYN07C5arLyCzKREVLhewatVKNWYGzsCh0ETydeKKYiIjInBjY\nDYGBndDVBZw+LWbpWlvl74WFidQlIaF6XKq8hMyiTFS1VsmucVA6YHbQbCwKXQR3RzNWArEx3AdD\nxuJYIVNwvJCxeCrWCNu2betZux5r9Hqxfy4tDaivl7/n7y8CuolRelysvICvsjNR0yavzKFRaTA3\naC7iQ+PhpnGzYM+JiIjGDnMfnuCMnZ2RJFEO98gRoEK+mgpPT5GLLvYuHS5WfYes4izUttXKrnFU\nOWJe8DzEh8bDxYGl1YiIiCyBS7FDGIuBXUmJSF1SVCRvd3EBEhOBuFlduFh9DkeLj6K+XT6N56R2\nwvzg+VgQsgDODs4W7DURERExsBvCWArsqqrEDN3Vq/J2jQaIjwfmLejCpdqzOFp8FI0d8hphzmpn\nxIfGY17wPDipnSzYa9vCfTBkLI4VMgXHCxmLe+wIDQ2inuu5c2IJtptSCcyZA8Qv0iK36QzezzmG\nps4m2b0uDi5YGLoQc4PmwlHtaNmOExER0YjgjN0o1NoKHD0KZGeLU699TZsGLErsxLW2b3G85Dha\ntC2y9900blgYuhBzguZAo9JYsNdEREQ0EM7YGcHeTsV2dgInTwLHjom8dH1FRQGLkztQosvGJ3kn\n0KqV5zZx17hjUdgizA6cDQeVgwV7TURERAPhqVgj2dOMnU4HnD0LZGSIyhF9BQcDCUvaUaE+hZM3\nT6Ktq032vqejJxaHLcbMwJlQK+06jh8W7oMhY3GskCk4XshYnLEbAyQJuHRJ1HStlWclgZ8fsDCp\nDfWuJ/F/pSfRoZNP4Xk5eSEhLAFx4+OgUqos2GsiIiKyFs7Y2ahr18RJAHCaxwAAFSdJREFU17Iy\nebu7OzB/cQtafU/gdHk2OnXy+mA+zj5ICEvA9IDpDOiIiIhGCaY7GcJoDezKykQuuuvX5e1OTsCs\nBc3oCjyOnIpvodVrZe/7ufghMTwRU/2nQqlQWrDHRERENFwM7IYw2gK7mhqx5HrpkrxdrQamzWkC\nQo/hQs1pdOnlx2DHuYxDUkQSYsfFMqAbBu6DIWNxrJApOF7IWNxjZyeamsShiLNnRX3XbkolED29\nAaqIo7jQmIOuKnlAF+AagKSIJEzxmwKFQmHhXhMREZEtsusZu61bt9psupP2dpG25ORJQCtfVUV4\nTD00UVm43noOOkkney/QLRBJEUmI8Y1hQEdERDTKdac72b59O5diB2OrS7FdXSKxcFYW0CbPTIJx\nYbVwnpyFm9rz0Et62XshHiFICk9ClE8UAzoiIiI7w6XYUUavB86fB9LSgEZ5uVa4+VfDZUoWKhXf\nAZ3y/1PDPMOQFJ6ESO9IBnQjiPtgyFgcK2QKjheyNAZ2I0ySgNxckbqkqkr+ntqzEs5TMtHkdAnN\nkAd0EV4RSApPQoRXBAM6IiIiMgqXYkdQUZFIXVJSIm/Xu9yCU0wm2t0vQ2lwkHWi90Qkhici3Cvc\nch0lIiIiq+JSrA2rqBABXX6+vL1DUwaHqExIvlfRqQL6xnSTfCYhMTwRoZ6hFu0rERER2Q8GdmZU\nVyf20F24IJZguzUrb0IVmQmVfx6UGvk9Mb4xSIpIQpB7kGU7SzLcB0PG4lghU3C8kKUxsDODlhYg\nMxM4fRrQ9clO0qAohj40A85B1+DkJL9nit8UJIYnItA90LKdJSIiIrvFPXbD0NEBnDgBHD8OdH5f\nslWChAYUoX18BtxCbsDNrU+foMBd/nchISwBAW4BI9o3IiIiGj24x84I27ZtG5EExV1dwJkzYpau\npUW0SZBQjxto9MmAV3gRxnv2Xq+AAtMCpiEhLAHjXMeZtS9EREQ0enUnKDYXztiZQJLE/rnUVKC+\n/vs2SKhFAWrdM+AdfhO+vkB3dhKlQonpAdOREJYAXxdfs/aFzIv7YMhYHCtkCo4XMhZn7CxIkoCC\nAnHStaLi+zZIqEEeKp0z4BNehqgAeUA3c/xMLA5bDG9nb+t1nIiIiMYUztgN4eZN4NAhkZMOEAFd\nNa6iXJMB79BbCA5GTy46lUKFWYGzsChsEbycvIb9bCIiIhobOGM3wqqqRLWIq1fFawl6VOEybqoy\n4R1SidhQQP39n55aqcbswNlYFLYIHo4e1us0ERERjWkM7Aw0NADp6cC5c2IJVoIelbiIYkUmPAOr\nMTUC0Hyfi85B6YA5QXOwMHQh3B3drdltGibugyFjcayQKTheyNIY2H2vrQ3IygKys8WpVz10qMQF\nFCET7v61mDoBcHYW12pUGswLnof4kHi4alyt23EiIiKi7435PXZaLXDyJHDsGNDeLgK6CpxHEbLg\n7F2HyEjA/fvJOEeVI+aHzMeCkAVwcXAZ4W9AREREYwX32A2TTgfk5AAZGUBTE6BHF8qRg2Ichca9\nATGRgPf3B1qd1E5YELIA84Pnw9nB2bodJyIiIhrAmAvsJAm4fFnkoqupAXTQohxnUYJjUDo3IioS\n8PMTqUuc1c5YGLoQc4PnwkntNPSH06jFfTBkLI4VMgXHC1namArsrl8XuejKygAdOlGGMyjBMUDT\njIgIIDBQBHSuDq5YGLoQc4LmwFHtaO1uExERERnFrvfYbd26FcnJyYiOTsaRI8C1a0AXOlCGb1GC\nE5DULQgLA4KDAZUKcNO4YVHoIswOmg2NSmPtr0BERER2rruk2Pbt282yx86uA7tXXjkCR8eJqKsL\nRxfaUYpslOAE9Mo2BAcDYWGAgwPg4eiBRaGLMCtwFhxUDtbuOhEREY0x5jo8YdeBXXKyhHbdPoyf\n3Ygmz0J0KdoROB6IiAAcHQFPR08khCcgbnwc1MoxtSpNBrgPhozFsUKm4HghY/FUrBHyFP8JxTg1\nqltqMGPiBERGAi4ugLeTNxLCEzAjYAZUSpW1u0lERERkFnY9Y+f5iySoirsQGeaH1T+Mg6+zLxLC\nEzDNfxoDOiIiIrIZnLEzgqsboJ6uhq6sHuumrMNU/6lQKpTW7hYRERHRiLDrKMdF7QpfnQdW3JWA\n6QHTGdTRgNLT063dBRolOFbIFBwvZGl2PWM3ycUXkZE+CNMHWrsrRERERCPOrvfYbU3bio78Dmxc\nshExUTHW7hIRERHRbXGPnRH8K/2xbMkyBnVEREQ0Jtj1prOfP/BzBnVkFO6DIWNxrJApOF7I0uw6\nsCMiIiIaS+x6j52dfjUiIiKyM+aKWzhjR0RERGQnGNgRgftgyHgcK2QKjheyNAZ2RERERHbCrvfY\nbd26FcnJyUhOTrZ2d4iIiIj6SU9PR3p6OrZv326WPXZ2HdjZ6VcjIiIiO8PDE0RmxH0wZCyOFTIF\nxwtZGgM7IiIiIjvBpVgiIiIiK+NSLBERERHJMLAjAvfBkPE4VsgUHC9kaQzsiIiIiOwE99gRERER\nWRn32BERERGRDAM7InAfDBmPY4VMwfFClsbAjoiIiMhOcI8dERERkZVxjx0RERERyTCwIwL3wZDx\nOFbIFBwvZGkM7IiIiIjsBPfYEREREVkZ99gRERERkQwDOyJwHwwZj2OFTMHxQpbGwI6IiIjIToy6\nPXYVFRVYt24dNBoNNBoNdu3aBV9f337XcY8dERERjRbmiltGXWCn1+uhVIqJxo8//hjl5eX43e9+\n1+86BnZEREQ0WozZwxPdQR0ANDY2wtvb24q9IXvBfTBkLI4VMgXHC1naqAvsAOD8+fOYP38+3nnn\nHaxfv97a3SE7cO7cOWt3gUYJjhUyBccLWZpFA7t33nkHc+bMgZOTEx577DHZe7W1tbj//vvh5uaG\niIgI7N69u+e9N954A0uWLMFrr70GAJgxYwZOnTqFl156CTt27LDkVyA7VV9fb+0u0CjBsUKm4Hgh\nS7NoYBccHIzNmzdj06ZN/d575pln4OTkhMrKSvzrX//C008/jcuXLwMAnn/+eaSlpeFXv/oVtFpt\nzz0eHh7o6OiwWP9HgiWm6c3xjDv9DFPuM+baoa4Z7H17WBIZ6e9grs+/k88x91gx5jp7Hi/82WLa\ntWN5rAD82WLqtbY8Xiwa2N1///34wQ9+0O8Ua0tLC/79739jx44dcHFxwaJFi/CDH/wAn376ab/P\nOHfuHJKSkrB06VK8/vrr+O1vf2up7o8I/vA17dqR+stUWFg45LNtAX/4mnbtSIwXjhXzPoM/W2wD\nf7aYdq0tB3ZWORX74osvorS0FB9++CEAICcnB4sXL0ZLS0vPNa+//jrS09Px9ddf39EzoqKicO3a\nNbP0l4iIiGgkTZw4EQUFBcP+HLUZ+mIyhUIhe93c3AwPDw9Zm7u7O5qamu74Geb4wyEiIiIaTaxy\nKtZwktDNzQ2NjY2ytoaGBri7u1uyW0RERESjmlUCO8MZu+joaHR1dclm2c6fP4+pU6daumtERERE\no5ZFAzudTof29nZ0dXVBp9Oho6MDOp0Orq6uWLduHbZs2YLW1lYcPXoUKSkp2LBhgyW7R0RERDSq\nWTSw6z71+sorr2Dnzp1wdnbGn/70JwDAe++9h7a2Nvj7++Phhx/G+++/jylTpliye0RERESj2qir\nFTscjY2NuPvuu3HlyhWcOnUKsbGx1u4S2bDs7Gz88pe/hIODA4KDg/HJJ59ArbbKeSOycRUVFVi3\nbh00Gg00Gg127drVL60TkaHdu3fjF7/4BSorK63dFbJRhYWFmDt3LqZOnQqFQoEvvvgCfn5+g94z\nKkuK3SkXFxfs27cPP/7xj81SaJfsW1hYGNLS0pCRkYGIiAh89dVX1u4S2ahx48bh2LFjSEtLw0MP\nPYQPPvjA2l0iG6fT6fDll18iLCzM2l0hG5ecnIy0tDSkpqYOGdQBYyywU6vVRv2hEAHA+PHj4ejo\nCABwcHCASqWyco/IVimVvT9KGxsb4e3tbcXe0Giwe/duPPDAA/0OExIZOnbsGBITE/HCCy8Ydf2Y\nCuyI7kRRUREOHTqEtWvXWrsrZMPOnz+P+fPn45133sH69eut3R2yYd2zdT/96U+t3RWycUFBQbh2\n7RoyMzNRWVmJf//730PeMyoDu3feeQdz5syBk5MTHnvsMdl7tbW1uP/+++Hm5oaIiAjs3r37tp/B\n35LGjuGMl8bGRjzyyCP4+OOPOWM3BgxnrMyYMQOnTp3CSy+9hB07dliy22Qldzpedu7cydm6MeZO\nx4pGo4GzszMAYN26dTh//vyQzxqVO8GDg4OxefNmHDhwAG1tbbL3nnnmGTg5OaGyshI5OTlYvXo1\nZsyY0e+gBPfYjR13Ol66urrw4IMPYuvWrZg0aZKVek+WdKdjRavVwsHBAQDg4eGBjo4Oa3SfLOxO\nx8uVK1eQk5ODnTt3Ij8/H7/85S/x5ptvWulbkCXc6Vhpbm6Gm5sbACAzMxN33XXX0A+TRrEXX3xR\n2rhxY8/r5uZmSaPRSPn5+T1tjzzyiPS73/2u5/XKlSuloKAgKT4+Xvroo48s2l+yLlPHyyeffCL5\n+vpKycnJUnJysvT5559bvM9kHaaOlVOnTkmJiYnSkiVLpBUrVkglJSUW7zNZz538t6jb3LlzLdJH\nsg2mjpV9+/ZJs2fPlhISEqRHH31U0ul0Qz5jVM7YdZMMZt3y8vKgVqsRFRXV0zZjxgykp6f3vN63\nb5+lukc2xtTxsmHDBibJHqNMHSvz5s1DRkaGJbtINuRO/lvULTs7e6S7RzbE1LGycuVKrFy50qRn\njMo9dt0M9yc0NzfDw8ND1ubu7o6mpiZLdotsFMcLGYtjhUzB8ULGssRYGdWBnWHk6+bmhsbGRllb\nQ0MD3N3dLdktslEcL2QsjhUyBccLGcsSY2VUB3aGkW90dDS6urpQUFDQ03b+/HlMnTrV0l0jG8Tx\nQsbiWCFTcLyQsSwxVkZlYKfT6dDe3o6uri7odDp0dHRAp9PB1dUV69atw5YtW9Da2oqjR48iJSWF\n+6TGOI4XMhbHCpmC44WMZdGxYq6THpa0detWSaFQyP7Zvn27JEmSVFtbK/3whz+UXF1dpfDwcGn3\n7t1W7i1ZG8cLGYtjhUzB8ULGsuRYUUgSE7oRERER2YNRuRRLRERERP0xsCMiIiKyEwzsiIiIiOwE\nAzsiIiIiO8HAjoiIiMhOMLAjIiIishMM7IiIiIjsBAM7IiIiIjvBwI6IyMDGjRuxefNms37m008/\njZdeesmsn0lEZEht7Q4QEdkahULRr1j3cP31r3816+cREd0OZ+yIiG6D1RaJaDRiYEdENuWVV15B\nSEgIPDw8MHnyZKSmpgIAsrOzER8fD29vbwQFBeG5556DVqvtuU+pVOKvf/0rJk2aBA8PD2zZsgXX\nrl1DfHw8vLy88OCDD/Zcn56ejpCQELz88ssYN24cJkyYgF27dg3Ypz179iAuLg7e3t5YtGgRLly4\nMOC1zz//PAICAuDp6Ynp06fj8uXLAOTLu2vXroW7u3vPPyqVCp988gkA4OrVq1i+fDl8fX0xefJk\nfPnllwM+Kzk5GVu2bMHixYvh4eGBe+65BzU1NUb+SRORPWJgR0Q2Izc3F++++y5Onz6NxsZGHDx4\nEBEREQAAtVqN//7v/0ZNTQ1OnDiBI0eO4L333pPdf/DgQeTk5ODkyZN45ZVX8MQTT2D37t0oLi7G\nhQsXsHv37p5rKyoqUFNTg7KyMnz88cd48sknkZ+f369POTk5ePzxx/HBBx+gtrYWTz31FO677z50\ndnb2u/bAgQPIyspCfn4+Ghoa8OWXX8LHxweAfHk3JSUFTU1NaGpqwhdffIHAwEAsW7YMLS0tWL58\nOR5++GFUVVXhs88+w89//nNcuXJlwD+z3bt346OPPkJlZSU6Ozvx6quvmvznTkT2g4EdEdkMlUqF\njo4OXLp0CVqtFmFhYYiMjAQAzJo1C/PmzYNSqUR4eDiefPJJZGRkyO7/7W9/Czc3N8TGxmLatGlY\nuXIlIiIi4OHhgZUrVyInJ0d2/Y4dO+Dg4IDExESsXr0an3/+ec973UHY3/72Nzz11FOYO3cuFAoF\nHnnkETg6OuLkyZP9+q/RaNDU1IQrV65Ar9cjJiYG48eP73nfcHk3Ly8PGzduxBdffIHg4GDs2bMH\nEyZMwKOPPgqlUom4uDisW7duwFk7hUKBxx57DFFRUXBycsIDDzyAc+fOmfAnTkT2hoEdEdmMqKgo\nvPnmm9i2bRsCAgKwfv16lJeXAxBB0Jo1axAYGAhPT0+88MIL/ZYdAwICev7d2dlZ9trJyQnNzc09\nr729veHs7NzzOjw8vOdZfRUVFeG1116Dt7d3zz83b9687bVLlizBs88+i2eeeQYBAQF46qmn0NTU\ndNvv2tDQgB/84Af405/+hIULF/Y869SpU7Jn7dq1CxUVFQP+mfUNHJ2dnWXfkYjGHgZ2RGRT1q9f\nj6ysLBQVFUGhUOD//b//B0CkC4mNjUVBQQEaGhrwpz/9CXq93ujPNTzlWldXh9bW1p7XRUVFCAoK\n6ndfWFgYXnjhBdTV1fX809zcjJ/+9Ke3fc5zzz2H06dP4/Lly8jLy8Nf/vKXftfo9Xo89NBDWLZs\nGf7jP/5D9qykpCTZs5qamvDuu+8a/T2JaGxjYEdENiMvLw+pqano6OiAo6MjnJycoFKpAADNzc1w\nd3eHi4sLrl69alT6kL5Ln7c75bp161ZotVpkZWVh7969+MlPftJzbff1TzzxBN5//31kZ2dDkiS0\ntLRg7969t50ZO336NE6dOgWtVgsXFxdZ//s+/4UXXkBrayvefPNN2f1r1qxBXl4edu7cCa1WC61W\ni2+//RZXr1416jsSETGwIyKb0dHRgd///vcYN24cAgMDUV1djZdffhkA8Oqrr2LXrl3w8PDAk08+\niQcffFA2C3e7vHOG7/d9PX78+J4Tths2bMD//M//IDo6ut+1s2fPxgcffIBnn30WPj4+mDRpUs8J\nVkONjY148skn4ePjg4iICPj5+eE3v/lNv8/87LPPepZcu0/G7t69G25ubjh48CA+++wzBAcHIzAw\nEL///e9ve1DDmO9IRGOPQuKve0Q0xqSnp2PDhg0oKSmxdleIiMyKM3ZEREREdoKBHRGNSVyyJCJ7\nxKVYIiIiIjvBGTsiIiIiO8HAjoiIiMhOMLAjIiIishMM7IiIiIjsBAM7IiIiIjvx/wGpwoOsPsdJ\n4gAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 122 }, { "cell_type": "markdown", @@ -1066,6 +1481,7 @@ "\n", "\n", "def add_element_check1(elements):\n", + " \"\"\"if ele not in dict (v1)\"\"\"\n", " d = dict()\n", " for e in elements:\n", " if e not in d:\n", @@ -1075,6 +1491,7 @@ " return d\n", " \n", "def add_element_check2(elements):\n", + " \"\"\"if ele not in dict (v2)\"\"\"\n", " d = dict()\n", " for e in elements:\n", " if e not in d:\n", @@ -1083,6 +1500,7 @@ " return d\n", " \n", "def add_element_except(elements):\n", + " \"\"\"try-except\"\"\"\n", " d = dict()\n", " for e in elements:\n", " try:\n", @@ -1092,12 +1510,14 @@ " return d\n", " \n", "def add_element_defaultdict(elements):\n", + " \"\"\"defaultdict\"\"\"\n", " d = defaultdict(int)\n", " for e in elements:\n", " d[e] += 1\n", " return d\n", "\n", "def add_element_get(elements):\n", + " \"\"\".get() method\"\"\"\n", " d = dict()\n", " for e in elements:\n", " d[e] = d.get(e, 1) + 1\n", @@ -1138,7 +1558,7 @@ "stream": "stdout", "text": [ "Results for 100 integers in range 1-10\n", - "10000 loops, best of 3: 28 \u00b5s per loop" + "100000 loops, best of 3: 16.8 \u00b5s per loop" ] }, { @@ -1146,7 +1566,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 26.2 \u00b5s per loop" + "100000 loops, best of 3: 18.2 \u00b5s per loop" ] }, { @@ -1154,7 +1574,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 26.5 \u00b5s per loop" + "100000 loops, best of 3: 17.1 \u00b5s per loop" ] }, { @@ -1162,7 +1582,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 22.8 \u00b5s per loop" + "100000 loops, best of 3: 14.7 \u00b5s per loop" ] }, { @@ -1170,7 +1590,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 33.3 \u00b5s per loop" + "10000 loops, best of 3: 20.8 \u00b5s per loop" ] }, { @@ -1180,7 +1600,7 @@ "\n", "\n", "Results for 1000 integers in range 1-5\n", - "1000 loops, best of 3: 242 \u00b5s per loop" + "10000 loops, best of 3: 161 \u00b5s per loop" ] }, { @@ -1188,7 +1608,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 239 \u00b5s per loop" + "10000 loops, best of 3: 166 \u00b5s per loop" ] }, { @@ -1196,7 +1616,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 203 \u00b5s per loop" + "10000 loops, best of 3: 128 \u00b5s per loop" ] }, { @@ -1204,7 +1624,7 @@ "stream": "stdout", "text": [ "\n", - "10000 loops, best of 3: 184 \u00b5s per loop" + "10000 loops, best of 3: 114 \u00b5s per loop" ] }, { @@ -1212,7 +1632,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 350 \u00b5s per loop" + "1000 loops, best of 3: 197 \u00b5s per loop" ] }, { @@ -1222,7 +1642,7 @@ "\n", "\n", "Results for 1000 integers in range 1-1000\n", - "1000 loops, best of 3: 262 \u00b5s per loop" + "10000 loops, best of 3: 166 \u00b5s per loop" ] }, { @@ -1230,7 +1650,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 370 \u00b5s per loop" + "1000 loops, best of 3: 240 \u00b5s per loop" ] }, { @@ -1238,7 +1658,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 502 \u00b5s per loop" + "1000 loops, best of 3: 354 \u00b5s per loop" ] }, { @@ -1246,7 +1666,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 422 \u00b5s per loop" + "1000 loops, best of 3: 281 \u00b5s per loop" ] }, { @@ -1254,7 +1674,7 @@ "stream": "stdout", "text": [ "\n", - "1000 loops, best of 3: 373 \u00b5s per loop" + "1000 loops, best of 3: 234 \u00b5s per loop" ] }, { @@ -1265,7 +1685,84 @@ ] } ], - "prompt_number": 25 + "prompt_number": 123 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['add_element_check1', 'add_element_check2',\n", + " 'add_element_except', 'add_element_defaultdict',\n", + " 'add_element_get']\n", + "\n", + "orders_n = [10**n for n in range(1, 6)]\n", + "times_n = {f:[] for f in funcs}\n", + "\n", + "for n in orders_n:\n", + " elements = [random.randrange(1, 100) for i in range(n)]\n", + " for f in funcs:\n", + " times_n[f].append(min(timeit.Timer('%s(elements)' %f, \n", + " 'from __main__ import %s, elements' %f)\n", + " .repeat(repeat=3, number=1000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 136 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "\n", + "labels = [('add_element_check1', 'if ele not in dict (v1)'), \n", + " ('add_element_check2', 'if ele not in dict (v2)'),\n", + " ('add_element_except', 'try-except'),\n", + " ('add_element_defaultdict', 'defaultdict'),\n", + " ('add_element_get', '.get() method')\n", + " ] \n", + "\n", + "matplotlib.rcParams.update({'font.size': 12})\n", + "\n", + "fig = plt.figure(figsize=(10,10))\n", + "for lb in labels:\n", + " plt.plot(orders_n, times_n[lb[0]], \n", + " alpha=0.5, label=lb[1], marker='o', lw=3)\n", + "plt.xlabel('sample size n')\n", + "plt.ylabel('time per computation in milliseconds [ms]')\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "plt.legend(loc=2)\n", + "plt.grid()\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.title('Performance of different methods to count elements in a dictionary')\n", + "\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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tClEU8csvv1TIs3DhQqxduxY3b95UOi5jjLH6iTt29YyRkRFMTExkr1NTU0FE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+ "text": [ + "" + ] + } + ], + "prompt_number": 139 }, { "cell_type": "markdown", @@ -1318,19 +1815,12 @@ "collapsed": false, "input": [ "import timeit\n", - "n = 1000\n", - "\n", - "#\n", - "# Python 3.4.0\n", - "# MacOS X 10.9.2\n", - "# 2.5 GHz Intel Core i5\n", - "# 4 GB 1600 Mhz DDR3\n", - "#" + "n = 1000" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 19 + "prompt_number": 140 }, { "cell_type": "markdown", @@ -1355,24 +1845,15 @@ " for i in range(n):\n", " if i % 3 == 0:\n", " a_set.add(i)\n", - " return a_set" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 20 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ + " return a_set\n", + "\n", "def set_compr(n):\n", " return {i for i in range(n) if i % 3 == 0}" ], "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 21 + "prompt_number": 141 }, { "cell_type": "code", @@ -1388,8 +1869,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "10000 loops, best of 3: 136 \u00b5s per loop\n", - "10000 loops, best of 3: 113 \u00b5s per loop" + "1000 loops, best of 3: 165 \u00b5s per loop\n", + "10000 loops, best of 3: 145 \u00b5s per loop" ] }, { @@ -1400,7 +1881,7 @@ ] } ], - "prompt_number": 22 + "prompt_number": 142 }, { "cell_type": "markdown", @@ -1430,7 +1911,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 23 + "prompt_number": 143 }, { "cell_type": "code", @@ -1442,7 +1923,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 24 + "prompt_number": 144 }, { "cell_type": "code", @@ -1458,8 +1939,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "10000 loops, best of 3: 129 \u00b5s per loop\n", - "10000 loops, best of 3: 111 \u00b5s per loop" + "10000 loops, best of 3: 164 \u00b5s per loop\n", + "10000 loops, best of 3: 143 \u00b5s per loop" ] }, { @@ -1470,7 +1951,86 @@ ] } ], - "prompt_number": 25 + "prompt_number": 145 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "funcs = ['list_loop', 'list_compr']\n", + "orders_n = [10**n for n in range(1, 6)]\n", + "times_n = {f:[] for f in funcs}\n", + "\n", + "for n in orders_n:\n", + " for f in funcs:\n", + " times_n[f].append(min(timeit.Timer('%s(n)' %f, \n", + " 'from __main__ import %s, n' %f)\n", + " .repeat(repeat=3, number=1000)))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 152 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%pylab inline" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import matplotlib.pyplot as plt\n", + "\n", + "labels = [('list_loop', 'explicit for-loop'), \n", + " ('list_compr', 'list comprehension')]\n", + "\n", + "matplotlib.rcParams.update({'font.size': 12})\n", + "\n", + "fig = plt.figure(figsize=(10,8))\n", + "for lb in labels:\n", + " plt.plot(orders_n, times_n[lb[0]], \n", + " alpha=0.5, label=lb[1], marker='o', lw=3)\n", + "plt.xlabel('sample size n')\n", + "plt.ylabel('time per computation in milliseconds [ms]')\n", + "#plt.xlim([1,max(orders_n) + max(orders_n) * 10])\n", + "plt.legend(loc=2)\n", + "plt.grid()\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.title('Performance of explicit for-loops vs. list comprehensions')\n", + "\n", + "max_perf = max( l/c for l,c in zip(times_n['list_loop'],\n", + " times_n['list_compr']) )\n", + "min_perf = min( l/c for l,c in zip(times_n['list_loop'],\n", + " times_n['list_compr']) )\n", + "\n", + "ftext = 'the list comprehension is {:.2f}x to '\\\n", + " '{:.2f}x faster than the explicit for-loop'\\\n", + " .format(min_perf, max_perf)\n", + "plt.figtext(.14,.75, ftext, fontsize=11, ha='left')\n", + "\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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KMG/ePGzcuBG6urpYsGABPD09kZaWVuPRS1L30HvJiDyovZDPjTp25RQWSh/E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\nvLz7XoP/Sho9hpMvB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+ "text": [ + "" + ] + } + ], + "prompt_number": 153 }, { "cell_type": "markdown", @@ -1500,7 +2060,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 26 + "prompt_number": 146 }, { "cell_type": "code", @@ -1512,7 +2072,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 27 + "prompt_number": 147 }, { "cell_type": "code", @@ -1528,8 +2088,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "10000 loops, best of 3: 121 \u00b5s per loop\n", - "10000 loops, best of 3: 127 \u00b5s per loop" + "10000 loops, best of 3: 159 \u00b5s per loop\n", + "10000 loops, best of 3: 151 \u00b5s per loop" ] }, { @@ -1540,7 +2100,7 @@ ] } ], - "prompt_number": 28 + "prompt_number": 148 }, { "cell_type": "markdown", @@ -2029,6 +2589,29 @@ "[[back to top](#sections)]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## `sum()` vs. `numpy.sum()`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[[back to top](#sections)]" + ] + }, { "cell_type": "code", "collapsed": false, @@ -2048,8 +2631,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "100 loops, best of 3: 18.3 ms per loop\n", - "10 loops, best of 3: 136 ms per loop" + "10 loops, best of 3: 85.8 ms per loop\n", + "10 loops, best of 3: 85.6 ms per loop" ] }, { @@ -2060,7 +2643,30 @@ ] } ], - "prompt_number": 6 + "prompt_number": 155 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## `range()` vs. `numpy.arange()`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[[back to top](#sections)]" + ] }, { "cell_type": "code", @@ -2079,8 +2685,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "10 loops, best of 3: 82.6 ms per loop\n", - "100 loops, best of 3: 5.35 ms per loop" + "10 loops, best of 3: 38.3 ms per loop\n", + "100 loops, best of 3: 2.28 ms per loop" ] }, { @@ -2091,7 +2697,30 @@ ] } ], - "prompt_number": 11 + "prompt_number": 156 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## `statistics.mean()` vs. `numpy.mean()`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[[back to top](#sections)]" + ] }, { "cell_type": "code", @@ -2106,22 +2735,17 @@ "metadata": {}, "outputs": [ { - "output_type": "stream", - "stream": "stdout", - "text": [ - "1 loops, best of 3: 1.14 s per loop\n", - "10 loops, best of 3: 141 ms per loop" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n" + "ename": "ImportError", + "evalue": "No module named 'statistics'", + "output_type": "pyerr", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mstatistics\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmagic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'timeit (statistics.mean(samples))'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmagic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'timeit (np.mean(samples))'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mImportError\u001b[0m: No module named 'statistics'" ] } ], - "prompt_number": 14 + "prompt_number": 157 }, { "cell_type": "markdown",