From fe0a3ca3630d511e5322f8affd961dbc2c13519a Mon Sep 17 00:00:00 2001 From: bushuhui Date: Wed, 16 Mar 2022 21:38:20 +0800 Subject: [PATCH] Add Chinese character plot in Matplotlib --- .../1-numpy_tutorial.ipynb | 111 ++++++++++++++------- 1 file changed, 77 insertions(+), 34 deletions(-) diff --git a/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb b/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb index f175432..205df61 100644 --- a/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb +++ b/1_numpy_matplotlib_scipy_sympy/1-numpy_tutorial.ipynb @@ -42,7 +42,9 @@ { "cell_type": "code", "execution_count": 1, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# 这一行的作用会在Matplotlib中介绍\n", @@ -53,7 +55,9 @@ { "cell_type": "code", "execution_count": 2, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# 不建议用这种方式导入库\n", @@ -63,7 +67,9 @@ { "cell_type": "code", "execution_count": 3, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# 建议使用这种方式\n", @@ -590,7 +596,9 @@ { "cell_type": "code", "execution_count": 20, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "y, x = np.mgrid[0:5, 0:5] # 和MATLAB中的meshgrid类似" @@ -654,7 +662,9 @@ { "cell_type": "code", "execution_count": 23, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "from numpy import random" @@ -856,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -882,8 +892,10 @@ }, { "cell_type": "code", - "execution_count": 31, - "metadata": {}, + "execution_count": 3, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "import numpy as np\n", @@ -893,7 +905,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -902,7 +914,7 @@ "(77431, 7)" ] }, - "execution_count": 32, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -913,32 +925,35 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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lzJJtAIDJq+oK+l1TawfuY3bvDAwWbNyDP7+xBP/75Kyi2lhrqFBURcwhDvM/fGo2/u/pOVi5Lb8wVQjlcMV5bsZ6nPGbN7B8q7ztq7c34HuPzcirZY3a39iSLXTdNGQRNuxqxIrA96yrEQmNbQUIOHePWYHrXpyHFwSCxS3DFmHEwsoH3diaNk+KrrcY+2+lcO4btxJPTa39HBzWWvziuTmYsYY3d5m3PhXyeeV2ficmGsNMmV3+I4VGNacYWLdjH5ZsLl8Uu1w0t6Z2AZo1X1uXIXrnNgWyxImmzp5VvIL+24ileHXOxs6/xy3bljMH4eSVdbj+pXkAyNhk0GlJsq+bKZmr+JF2b7akX96WPCY/izfvwcDBQzB9tczHqByKjZ89mwphXcjkdt2L8zBs/mZMW8UvPLanQ5muzrFd3CN9bdGLvXRLvQZkyIFNYFld15C673sFJiX/fmslvvlIeYJuSIgE7VuGLa5wS7oXNw1ZhMEvzKt0M4qmoaUdz0xfj8/dzeexkb5VdOFRahqa2/CHIQvR1Nre2b6o3p0NLdhSBtOYxpZ2DBw8BA8LwvRe9KfR+Pjfxpa8TRwdVehXsXDjnor45bic+4cR+NqDUyvdjMRsCGSy2tlHAio29ja3BfW//duIZZ27PDPX7sRX75+KP72+OMuK58p7JuOxyXHllTHV1f/LiQpFVU6+Nf3Ypant09fnV18uj44CBBLpQoEzjeuZlorarcXMtTvxsdvH4r5xlZ9Iqo0kmuroWfZI3+OBg4dg4OAhwduWhHy9LJ9iwcfn7p6I37yc309DqS5a2zuChpRdtIk3S4uQDnelUtPkep/vGr0c945bhcenrM2Y/KSPDfrDCJwnCGs9ZslWzCe5VHbtaynIjDZSZN2TjgLW1Npe1SbO0ZX1qKJV4SfvGIffv7aw4kq+rfXNnSZboZm1dicmLt9ekrJDk+kj4cr8r39O8Prfjly0BZNX+k3k8jWjbm/KSmLV9oZOC4pcUIVplOx4e46cWut27MM7rhuKZWXMTVYuVCiqUoyz6+GjnFpHl7eWbmMXHwUJRUI7e67EyL63w9pOjcvcLpYYLSSF9JlMP6uehYKU1vZkC4kZa3bi4UlrArcmOdZavD5/c1kCRuxpasVbS0uz+HHZ0dCCiSvCLYa+//hMvPvG4cHKG9Bvv2BlARl/hFCLbm6YjcxlOjos2SlKK4+Egs3XHpyGT/8jlSB6a30Tzv7dm/hHOnRvIe3rkV5tnPO7N3H6r18X/77cRAnOqzEgRamirv7f07PxZoVNnq/450RcdV9t+LtFSoGQ8yH1O9/T1Ir//vekznXMNx6ejivvmez9bb43OUoQ29phvYK1tTamMI12JnOZHA6dtwltHRbPzqhdv3cfKhTVOO5EVy42727C1Q9MxY+e8ofuLkSp1SHcveAErYz5XNc1mVu2pR5/Hb6kqGtMYiPcuX6qwnubr+e3dZGoc6MWb8V3H5tR0II0KT94YhaufmBqQWGjOzosbhm6qGATkPf+/k1cde+UokJKf+qOcRh00wgAiC3urLV4dc7GovzJeqUHlhMO7ceeV+g7WY4hu4MozTILnuRs2Z3qD8PzBGlZsrkeAwcPwbhl2zrH7HU7UqZLlc7Rk+/6Ry/ZCgCYtrr6QiaPXLQ1eJnWWrw4awO+Fcjk2VqL//fETMxO7zSEYPve5oLHlXJMVaV6h4fN24Qpq3bgjpHLgvhI3zFyGQBgxda93vxILe0dWSa2+bDWJh73qxUVimqYuGSfTWNLO3YHCPuYi33pQAdcIIhd+wpYiDA7XvVNrbhn7Ap0dFg24VnPzp0ivqqG5jYMHDwEw+ZtEjUt3wAxYfl2DBw8BHU5tpk5tuxpKngh9aV7J+OOUcuxpzG5s3S0A1BIpu/n0xqhG15ekLhejmsemobvPTajoN9I71whASWqmbr0wr7QcPlfvX8KfvRUYRGEVqSDpBTSRxZt3oN/j12J//fEzNj30j5eTACABRv35DTzeGn2Bvzvk7Pw3t+/mbhsKYX6FJUDqkTiIncWWl60y/XSrA05A+pMS/u4Dpu/ueaSKxdi4VBuSrEIf3RyfDe8pa2j4LmMsrpuH4bM3YTP3jWh2KZ1MuimEUWldgitKHXfg827m/BY+j6+uXALBg4egiemJA8yQ5XD0c5lCLbVN3eu3VysRczE1r1j2/c2d1op0H64cFNq3P+BE6WumD5USVQoqkIK0Zh2GkXkGCwv/ftYnPW7uBlJ6B0lrry/DF8qLqdzws5x7PevLcTNQxdjzNKt2M5orqMBKp+9+9q0RuNvI5bJ2pZnPI1s5eesl2vG5m/YjfNuHoknp67z1Jl7mztkRKTWdou9zW14fX5+4TCpX46UUYu3YlhCvziT57mv3FZ9ZjBJ4N7cfS1tGOoR8sct246XZ6eiEEWavXwkWUREP2lzzBWlZlo9S7DiyxcBsxIh5kOH5I7IVV6Ua6e1nSjQiqg3sxhM/f3jp2fjo3/NzsGXMf+2eYUM7hl0MOY+Pn7wxEw8Mz17XJUW0xFgqOvokL1nhVKKiIVuQKT/e3o23pfedZ24Yjs+f/fEnLvtP392Dh6ZtDpHG0uLb2502VfCHcno0UbvwdcenIrrX5qPrfVN+NWLqeAy170YRXQrvA9TXgyYSqKlvYNVGtOdojUkmFVLWwcG3TQCv3x+btZvove73XlxatV1QYWiErFy215R0qsbXpqPZ50B/JahmfwIXKQwqgHPNVjmitCWjygySYiwrfUFlMH5rER5OJpbO/AyCTHpEv20PbBWaGEeR+uotmseyjY/aGpt73RYpERb4j7nyZOuHYrP3Dm+sIYm4JfPzcV3H5sZzGGykISUs9ftKspkKsJai+Vb9+Lk64bm3P0LFXGoEuxoaMl6NrnGhF+9OB/ff3xmzCE+FzcPXYSTrxtaVmEgn09XtLDo1dOgobkNl905vizPbMnmepx83dC8vhSuScmyLfW5zfGkgRbKGJL7wD69AAD79+7htSooZMHWeWYeySpSUKW0z/7zJizfjpOvG5pzjNyypwknXzfUqzjy8drcTfjFc9mLt0jLzUXca2xpDzJ/fOi20VkKyRCUYqfILXMIGUOvuncKpq/Zia31zVlj9bMz1uPXOSwHSh2g4qRrh+JywS7U3WNWAEjtIofG3SmKxoNcAvVJ1w5l/YHyMU0YWViK36fI/5u29IUNm+dXXLrjmQGwtm4ffv3y/LIkig+FCkUl4uK/vIVz80T26eiweHTyGvzcGcClsfQnr6wr2BQj3wT4wITVAPIvJKNBoBgNyIKNuzvNsiTRXIxBzskzgnN7WbW9odNMIKmj+if+NhY/cEyDUvX578FpN7yOy++agE275Yu8qLz5G7IH85DTjQGwbmdKcM7lZ/TA+FUYOHhIQQvoXJqkXGze3YTP3jUB1wYK2TxvQ6pfvL6gNFEYr31hLi7846i8501ZWVdwJEhrLf45ZnlO868P3DwSl9w+FsPmbWJ3ZSN77nz+YtH7HcpEKDIV4Xx2JuSJKNWnV08Aqff34r+Mwdz1u/HV+8M4XHNdd/a6lM9IviTGbtS2S24fi4/dnr07wt3RLXuacM/YFbGdk9UFOvLf+MqCTr+pQqF9x+1GhQignUET8gxE0WFqkpOLMWn/nSk5kk9GkfFuG76ErWvltr2dpkscU1alFpe/eskfUbKlrSOIwmDdjkbUp82eWts7ClIWlRupcP7CTNmORTl85eaSnI5b9jSxyrV9zckVb/Sda25rx+b02izq05F/HFWc5Lr+qO+VjAK6bGjxxPd6G2Pw46dn4ZFJawqyoqk0KhSVmZ0NLbjg1lFYuHEPRiwqLtoLTZBpTMqh/OO3j8VIpty85nPMG7OmrqHTH+Unz6RyESXZjYr41B3j8dN0TiMuN4R0/TY1PfDkWlx+9q4JuOGl+ejosPhh2vY1X76e1+bGdx0Wb67P+k7Kiq25F0C5WjBzrX8AiczYkuQacsnXF24ZltqxbC3AnsT3rNyF0d7m1O7fnPW78gZCeHn2hs7dwlyENAn1Ta5PTl2H9R5fnua29s6F1H/fMxnfFSQhpsxatwt/en1JZ34vSvS876FRp3LcY6mDbOHBAPgC7x+fatdiZjc1n+a909SqA9iyJ/Xu1jt29B0dFmvqGjpTEEjhfB6jJKtciFof2/dmC4Hcvf3+4zNx89DFWL51b+ez+s6jKR+6r94/pVNh8/LsDbg8vUO8eXcTzr9lJFan2/nQxNU5xzaxL5PnzJ49DJpa2/HM9HV5+4c0cl7kZL+3uY0VTKNyuCFgR0MLrLV4bsb6nP4Ql985Adczgk4WeTTinMLg83dPxHMFRtz69cvz8R+3juo0ZSyGfAmEXZrb2vNq6X2PkvaFJVvqxXOOr7xCwm1v39vsNQd2Oe/mkZ3vUu4GiavNgr5zP3pyNj5wy8iYb/OmTiGp6KrKBvuOZ7aCPYf9v+WGBDc3UjWjQlGZGbtsGzbsasTdb61gzUokC735G/eQSSo1eSzZUp+VMPGFmZlBPN8ClPNZ+dCfx+DqB1KJ20JnRZeFfM4+tnDjniwzxV05gkvQRXUkyOXTkC3YKLOJdbNE3zx0UVaI4dfm+s3+XLhn1JTOtj5EOGFw5OthUf8MYeZjbWrHIGMaGq2EgZ1MMJDlW/fiR0/Nxk+e9kc5LIbd+1oxa21qoTF8wWacdsPrmLfe/9z3tbShvcPi58/O6bTFP/X613HFP+PmHIs31WPyyjrc9NrCvG2IfHC4iaOjw7JPwd3N8J6X/jeUiUvUN7jlUq5JeMnm+s7d01xztPtdU1s7PvTnMfifBwpLHOkuCDfsauw0R3xkYkoQKSTvStJdhCh1QS4Bcdyy7bghvaj/0VOzMSfd/16dsxGbiAO3lIbmtk6TG1qdz2yvpzG47Y0l+MVzczujm83fsDtn5EHXl8LHU9NSJm+z1+1iF1KRQPrQxFVseZNX7sDPnp2D3+d4nyIzbU7okCoD2vIE85m+ZmdO5QXHqMWpe1rMjkVEoTu8p17/Or7x8DQAqd3kQiKZ0aq+/uA09tyWto7OOa+np3MsLcBE+xsPT8f3H5+JncKokeVIHxBFXLRADpPbykpFGwuwRPEtLzqs9SrXfGsA2kfWOtHnDDIK3t++mn8erBZUKKoghaxLhs7blFNLGg3gza2Znu5qu+kLHA1YX/zXJHwiR+bwKBxpPkJHc4nKyzVxcDV98o5xuPCPo2PftXfYTiHoVccHqZBWSxeObujRe8auxFX38uY/kfCX6z5KBGJXk+5y89BFVZNcNeLL903Bv9NBKUxGJsLWer+5aNSXc5mU5uqChc5JX3toKq7450R0dNjOiXU2s9W/t6kNP39uDp6dsT4WLW+OI0g9MmkNrrxnMu4TZKGPFu7TGS3wok2ZBUWuPizfKYqf5/Mlk74nknxq0Rj12OQ1nT5PH//bWJx/y6h0XflrC2WSfsGto3DJ7WPz1jtt9Y4s015jTJap2XUvzsMpvxoKILwvY1J++OQsfOFfk7JMGn0myj16mE7hJFJ2ffof43FJDhPByLegoMTPjB4uciKPdgh9RO3iQsR/8+HCQkpv2NWYpYhICUXx57hpd2POfHyTVtRh4OAh7G7kqu2FmUiu3La3Uym2fuc+b6SwQoiE/ov+NBof+UuOoBie37m9meveNw9dhKvunYL5G3YHUaJtSJt154sc6iok56zbVVTUNyA1JnLzcnuH9Qpr7rUnVaIUGthoWTrHka/tFG7nMJ9yram1I6tPRqXlUkZHbKpi81GXiglFxpjjjTGjjTGLjDELjDE/Sn9/qDHmTWPMsvS/AyrVxmph1tqd+P7jM7O0pB3W4smpqQHgvvGrOjunu2DO9Y5MXb0Di9Oa7lfmbMQFt44qyBkuuF1q+t+vML4EvgWfO4B0WIvV2/Ob9S3Jo7nyabxckvhndNrcF/zL+O99RBHx2DKMzDSxEFM9rymGex75LMmbxC32pdeRiwVpvy1qIrhlNx8qPbKt58wKaXvzBZP465spnwneqsFm3YOJy7d3ChmZ38oXJC/P3oBLbh+LV3IEL4mE0LvH8DmROh3qmT7S3mHR3mFx/UvzO5OAUnJfd/zLXO9YQ3Nb3ouQe6gAACAASURBVJ3vNYx5Lx3ubHosjXYbvvCvSfjps3PQ1t4RM41xm/HElLWdO6pNrcKFTODB013IRI7lbr/zJZzsYUxOoTrXIufOdI6spVtlWv+NuxuDmPpGi1/OjHZBgdGuLrh1FD7uKAbb2juy5sHzbxmFT/xtXNbvX5yVEpojs+3X52/CWqe/Tc3hKxXhLujX1u3DxX95C39+IzUeXPjH0fiyIJnpnqbWopSUUvPjmWv9SptoB6quoSXvLmJIoghvEZffNSHru3zNuW/cSlyWNlmduHw7Lrl9bOdOJyW6rg5rsxQgvtv/s+cK21WM+O2rqQAWdQ0tIuX5kHmbMGrxFlxy+1i8NJv3/fL1lR7GZKxonErpnzsaWmJWTr7yajDPO4DK7hS1AfiptfZ0AB8A8P+MMe8CMBjASGvtKQBGpv/utlibiaLisqexVRSUYewyfmv5h0/OwoZdjWhsbRctqXbtawmea4NdEBZYV4e13oE53+Sxpq4BC9OLCnou97t80bVSv09NKt9/fIZX+Jy6agd2CAdBY7LNEV6bu7FzMJVA6+HqzHf/52/YjW89Mp1doNL7R/1trM1nFsbXXSy9eqZqb223nYuUO0cvD1pvvuhmkiSR1lnAA8BV903pFDIiu/dCJqIo8bJvfAGAxybzWtdcO0VuGzqsFZnb0sWz67OTS+N6xm/ewI8Ys0prLZZxIblJkTPX7sK1L8zDr16M+6bEFEzGL/xxu50UAxPc9DhTePZC5ul0ZFMuNHkhodCnp/sqpxWmcNHnClHCRe/pwfvv5z2HW9y7bYiUCa6f4L6W9ixhGcgdjCIqM3qe331sJj7459He81zB3t3J25Z+h6eSaGOzHP9SdydiTV0D3nPjcDwySW5iKd19cuc8bteDpsMoZyL5fEFcfCzdUo9rHpqG5rZ23DRkUWfghmi8mJdDwM5Yd2T3XapUoM+oUB+wiGhNsVkYdAsAlqZ3ixZv4hUWvh1tTnnhmslFgju3k1eO6JqloGJCkbV2k7V2ZvpzPYBFAN4G4HIAD6dPexjAZyvTwtLSwjhip16s/Kxw8q/4Jh+JJr4Q2hPkjuDYvLspaMK89g7/Lk++Wj705zH45B0prSB9319NGGCB8t1HZ2DovM1xZ+l0Ha/N3Ygv/nsSLrh1lOjZG5iYySQA/OCJWXgwHV0sggvnSQetYm7/j56ahTcXbsmKpkW1urT4Pw5bkplgINNURqcMHDwEtw5bnLyx6TIi08Kon7Tlyd9QDD95pnh/KF9Uowh3cXfP2BVseG56zxsDmOjQW+f2pQ5rMS6PYiYfvmczhHkv85mg0OON6TGSTTjILPC35jH/ip0rCOxQt7c58Q7LZuJjGQn6y7bWe/MUmQJWAUnGad9PConIGY0lbdzuLIBncmj4U78jCi5Yr+/s4OfnxuY2btEXvXM3DVnkPQfIPO/nnQANFhbv/NUwfOMh3l8nhkkJK9G7HWn2qd9wPt4S+tC5V87di8j0+KlpfiXKHseChUvuTpUinHmiBGOyr+Vjt4/FqMVbs/xHIwsLzgTPwmYLRWS3lr5fxS5rCspZKazLZ0Xi/n5Av945z6Ov4Lod/p143SkqAmPMQADnAJgC4Chr7SYgJTgBONLzm28bY6YbY6Zv21Z6J7tQRLaobyzYwi5+16dtahdu2lPWztVDsPdtiLkFACzKk8enbm8zq2VavHlP1gtJF67RYnuuMKxjh/VrqwoZpOgCoFibWLrAsTZ7wPjBE6mIeI2t7eLn7XNcpdolzlE1NnjLqsyJL0iGLwztGws2x0L2Fmpu8a+3snc2ZIE6sol2Atx+IbkfnK8EbUWkRd21ryXLZCYXE5dv7zTJiYiZKzC/jeq9eejinKZquZBca0tbB3andwf+9PpifPLvKcVBtKsajVdAtolTewdwx0h/omRJ/e4iJJ/ZHJBsQZK7+xD7uQK49oV5+PJ9kxO1Zc2OfdjbHA/3m4QL33E4AGDQiYd6k8b2MEas5EoiFIVQeEWKkHxBMR6fmnsxO9wJu77Ns7O3fOvenMEpXKau2pHlWJ6PbTkE7pb2DoxcHPnxyu7T/eNX4dP/GI+niQDi+jSGwL12znQx4o0F/l1xdz7w3b83SFqFptZ2drclpDIV4MPT0znLv1MUdrFWSLJ2Kxynxi2T7a7Ra2kgijP3EiVPoCGwYr6UVFwoMsYcCOB5AD+21oqzbFlr77HWDrLWDjriiCNK18AENDIdgIu0RYm0Kj7NVz6SOPhZa7MWbbv2tWQFXzBA7E3YzCTD2763Ge+7aUROs4LOesEPbpHpRz5TnoiODouegXv2G07+m5dmbcCPn5pVUBmZ4AKWRO3Kdd35B9aW9g4879EO0kkkXy+IJoF/MSZU+eadqK/2MCa+O8QsLuKme/7rHTY/tROQK2dTrnuXNPu3W5JkkbhhV6NoBySa2M7+3Zu4QJDr6Kr7puCL/56U9X1nn2GalmRS5pzXI7772IzOZJT/HLOiM6FxXVropukB3IVFR4ftNO3IiWCocp/HDS/nD8FcyIKJ25XZsCs1vkkVDBFPTl2LCcvr8p6XszxkBMl8wW+4q4wSld45OuMbVueYJvaM+RTxDUyym+p7Dm7EMC7ap0SZAMbCwm33dx/LzjcXnScJmLFh176CrSXcwD2+n3NPwCDjM/bL5/kcb9Job34/0HgD+/QqblJ1n6Hv+n/nRCrzBTyS7iBJzbjymXNG4/ieplZM8iRdz6o7gIyUa+7LhS+6pOjdQXwccZtNhTPX7D5JP65mKioUGWN6IyUQPW6tfSH99RZjzDHp48cAkIVDqyIaPOYo7R1WZDpBO3FSPUiTxzwvCq6QiygcK+WbD0/H1x+clqUlkrYrWkj4crwUUph0Emq31msnX4hJCq2u0TFV+/HTs/HSbHmYbSCe5V0StYvjz28s8fomuBq4lrYODBw8BH91kiAaYzrt2kc5C6+YP1WeexaZA67e3hBLqhfbHSOfe/QAnk4L+1v28EEN3B2TXIQYfK2Nm4R6taJOZVwy4VxEAsi2+mb85JnZIu1rZ9USXzOkBPZCiMxrZ6/b5U1sPGoxPwxzbnXSqGySCHYRrwjeve31snC+FNecxpiUIzaQUmhJX9dCzF5yQevhTFTYMmx8MRPdX9ecOrbIgXyc9Z3ni3rn4r47NNy2m49J0qYQYeY7rI0pFH1jn4ER9Wu6w+uadCcZ+o2RK35WcP50BF+y6azdc+k87bky6a5H5D8G8GbDfx+5LKjvJ2fORxm5aGssgMvuxlavj500P4+v7kK6dGRCudkxS+WU9BTuHaPNyF5bdS2pqJLR5wyA+wEsstb+lRx6BcDV6c9XA3i53G0rFtq3sjO9Zw76OjxdYKQc0WW9q9goPztzvJhRVBnXXEU6cUrM8Tqs9Qpr0iSY9LwO6683qflcCDq33/OdJxxM5npMJtxdsjVp88M7RsUjibnV0B0DGklLehvcZ0V/N5yYVRiYzgSI+SZKuvBw+1y0c3jDywsw3uNwmzRh4rceKSy8r0u+Z/jIpNV4YeaGgnwBIrjHsXlPE+4dl9tmnGP51np89q4JOOVXw7IcsUctzm0Ss5qEG67b2+w1y8j3HslCcsfPkZhj/GGoPDdGVLzr92BgYosK6bhXqGDKIQnkIiF0yHBfca6ZlDc6lTMCzVyTEZJcQVDSdm4BLfUTsjbe17xacBMfL33XSOdNaTTTUE/J71AfRxKsKQiM2RUNVEIFjlymar4yvNUGXpy7df6DmAY/OXVt7DJzJXnOxd9G+M2LpUQ+5q6vuXQNRa/ruRnrvX1a2o810ELhXADgqwAuNsbMTv/3SQC3ArjEGLMMwCXpv2uK3Y2ZF4GaBBjyfw7aGWeu3SV+qaVznk/zmGvsyWXuZwzQKrSj2MDtEKXh2v3A+NWZ85gy9jRmFjOW2SkqhFhELc857gLS50eTK3oYgJya+WJb7gZQ+N8nZ5G/fQuUjKkaEHdolk7SnKaW7l65We45k52Y1pZpiE97ukYQmh3IvsZCbLmTECkBbn9zabwdzEVGEyx3zjTBzhpXNpC9SLp37Kqcv/ne4xkTpL3NbV7bf3eoWOIoQCTjViGRynz1Jl1ccfmjItwFgOtnGUW1kipaEvlD5fiOmjZzUQaTmDD6fvLIpNWxv/cKk5ZygTHEuxSi6/Afa7fZ4ZZzYYxxotTlPq8X0VBlm8/FfxSZxbkR52L1MrPD4s3xPsf19+Vb6/HhP4/OobSl7fMeiuGaZ/nq3dfspgrJnLeH2TGnZuLtznxQrJyfaJngVEovt5DkuPEy5BcSpTiQIl2rUe4cvTz2ftO+687XnOKgFulVqYqttePhX/99pJxtCc3oxX4/g1J2FGnXf2zKmpzfF+KHJLVTlYQKdWulEaCkZij0vt41ejl++rFTRb/j25V/V8+19+X8M6LBZN2Oxs6OP2LR1qwEfxIfDw7a1gnLt4tNtJ6amvFfo88ke/L27VD5B0s3z0H8PH+/i+0Uec8qHmvju0q+ZJLuosQn0OXTkkX+FO7OxMQVflv1yLxoCiP4uNpyqZYwVobzt28nh0bQXFO3z5sTyH2+rnmn5LkmEYpc0xV3sS4igVMxADzsGfdc07Vnpuf2GXXvWZLFqzHxcdoXvlgamt8XccvFDTHf7olIUshcmC+JJ5AKE95ycHHKjA5rsW5HfkWe0IAoNia6Cnb39v365dzpFFo8/hypMjKFzFq7C6cdfVDn39xC+19vrcTqun0YscgfGEFqeeJGEfRFN4uCQSzfuhcH9OkZO7bNY+o6a92umIIqe5OicCWDL3x+rjDcuXC7onuffHNCR4fF6b9+Hc1tHVh966dix+qY99vlPTe+gQP79sKU6z6a83ghJtkUTi6jz4v26X0t7bHnI10XVjMVD7TQnfFpo0NYObCLMk/53CCYNKqKJOCBO7l6t/OZ+0I1GR3Wv2tRmPmc/NzO8pljUZO+dO/kWP6UxY5W+Q9D+RCv+aDPasLy7bGe4BNUmts6xNqq2R4/GtdkMUTSxgITe2fhtsEnZFtYjCA+da5PQ2h8kwenMY3IJ3jTd7+BaOnzRYn04esWUh8OqUDjnkXN85KYfrkCJidYSClaM+38PWyeLNT/Ff+cEPt74vLtGDh4SFayUA5f26VKmOzFYG5cJY/vHS5kSqF9aDmTOLZYpaPUj4YTTih0SOzFKI04Jq6QRQu77Y24z2ixYyf3vOk46grBnMnY1j1N+Ohf38L5t4wSzQ4/fHKWfy4X/D4XPv/mEL43XKP+PXald83X6vl+QL/svFwNLe1epR2QQ+kk7Gju/OD7GbXCmbiiDr95JSPM093eJMG+qgEVikoAF41tFbH3HEyix9BBxl2cDvM4QrqMIlofNhGX53tpH+a02S4Su1KJIAEA9YzToqtB8iZvzVFbY0t7zhC/IXMxWcSvhTqu56ulrb0Dj01ew4YhpgOQe+3S3QyqjaXlScyHUvUmm/Td01raOnDBraMwctEWx3yu8Ofh/sQrGAQevxsTOtoX2wz3SdPdkpFkfBjpaIi5W+vToCYVitxfRcdd8x+aOLXUE2ylsrL7Qim7kSXpLty2+mZcdd8UAMCTJCxzPkHeJ1i6igJfX3ja2dWSvo4+ZUtSRRsXljuw25RXieL2fV/3pEO2O49LlUb0PuW7Y3ub2/D0tLWw1sZMs6VjJ1XWcAI3VTC8Mice9MTXRgPg3JtHkjblPu+CdxyG/XtndibofCY13XKRmLVJ/U+5oYjb8Vm13d8G31jq7qiVkhFMkvGYKZ0jNfgSQ0vXrdVGxcznujL3j1/V+dl9aWkoRxohjia+TOrgf4Nn+12KtF43qg0btcR510cv3oq3lm7DjZedQX7vr0vqrOcOlj5NfK66Tv/16/jIaUfi2k+elvfcpHQwATNcvyu33sEvzMNzM9aLM5HTAXZPUyv69MoMrLRo99nQXQrq3L1KmCQ4yzxE1NpsNu9uwoZdjfjNKwvQt3futielWKdi957R3Qz6HrgLBSlJ+lzs/WOdzTOfuRDZbrhZX/JnX4RLF3dciSc3zBy76t4psfOoWU7oIAEuvtKly3Y3ZL8U3+7Vk1P9qRjqyeJt8+4mNKcX7myET3DjtIkt0H3Kp/mOACdd1HN+jKEJHRznT87uS4TUxHRvc+ZZLXPmTamcT8fVfAFGfv3yfLwwcwNOOvxAXPtCRulK69pW39w5Fkx3kntvIQpdboeXvsNcqHrKoQfs5wgNhQuFLtLn/Qdvgt1M2flCnEdwNU5Yvh1HHdQ35zFup9p3iZNXJvMRpXC3aAujwPeVwSnD6LtebATOSqE7RRUkZvJF1vClfhF8k5Q0J5Kr3dzZILdh/fpD0/DQxNWx7yY55gFSc5ut5IV2zVD+4jiw52Pk4q2xiGsAL0AUinvLaXn57OWjSG2+sJ9AfIFKy3Z/QxdUB/aJ60RouHiq/eFaRwc+zpG4kEg0NMkkdc4t5brYLXrgYf1ynnfjK3HFQ+iADElMDlcSwcwwd5qWzJm1SkNZc6Z+9Nm73Zt2E87+neY78vkrFUKSMTHHmTm/lZo4Jd0doT+j75m1Fv3S7/GpR/Vny5Be4suzcwctcZsuCaID+Bf/pTZRDYGvjW46BKmJKfWX5Rb0U4hiQio80Yh47k417d8bdzd2mjk9M90f/dIdi3zvu9T8cj8nzxG9/BPIeLtfzx4xMyzOT4W2kHuH6f0odh4pRAlM4cwKKxWUgCbddolFbGynfl1CC4ESK7JKhQpFJSamFXWOUdvMJA7RSfH11dXOwsMnnMxYIxfaJO+F65R805BMKF1fUAggbr/qc1LNao/orBQhtY5b9jRl5QOJcBeodDKi5k8rnR0bCl1cukMWrZcuNN1JytcGbhJ4fIo/oa54memz24fBxsDhYn11ud/7FiKvzY0L3/FdD67ezME6ZjGYpMu5AQWokO1rHzexHbS/zICAXayQurLN5wpfAXzn0Rmi85KavHpiAeQoP/f3oTPZZ5VPPrvpC6JjfXrz07lvPFuwcXdWxMpcuM/RVSL58M0jbyyQmesUQuh1GO1PdOfy0cn5AwgB2e9Zm9AcmI4zrqkrxVXKREoqNhCEBV4V7GS7j42aUdOmuwF2fKbrrs9OTOlIPxsT6zP1HrO2VG65zN/yxN3W81lGPkWY7z2jPmVu1NlSjh9Jzdjp37vI+oKLyE2VsOpTpOSE2lU+MdVZQDICUzVz5bkniM99PYFZCXXc5LRQvYhxKxfOlVLIoomeSkN+U7gJizJxRV3WwB/hOkZS6E4Mp42mbaUmClkDXYKO5toGU63RMpI1PWsiTtipff44SXZRsgf6zDex8K7OmfRYkshnWe0gRfhCV6faURxNre2doX2BeD+LC7r+MqSawH59/MITLZ6bHLl2cFrsJOVRlm5xwoL7ysvzd0SpFb0xvxJSGefDwPneUB6dtAa7SBoJ3xg5xNmNl/o7JFEuJfVXCxHcJVYeKY4u+Og7BsSvkS543cugAkRvZrvWt1vnsokouazNzJ3ZgSDIZ6eM/p73mJsr6ZENnjQULiu3y8yws5V6/kAL1A9oyRZ/AA4fSeaof4yK5xRyy/CZaNPTpjlmi0nGD6kPFP9O0ABVznnkz9HEB5oT4GgQJknEyGpEhaISM5WEzx2/zJmkSJ+RmiKEoFgBwo2ik4TNAXYAkkyA3Hvq+jrQ6/cJLlOdwS1mNiTUrGZF+fFMYG74Zh/PTo/ndaDXJV6gMIt4d0dRUsh8NtxpvE3XvzgfQK4oOsJqhVAb7+yoU5kvxHbXwmPcpJJkp4Nq+V3TVFoeLfr2EYWZl+biqIP6eI/RelfVOYshcjfWMAoBqQ+dNKoeve2uj0H8PjFmOB6fDm4NH0JjSoun4y9NmOs2e6Y0QEoPgwnLU+ZaDc1t3n7sarcPIItp7p4lEYq4GSYuqMSFQp+vXFLTSZ9/VVbOJvInp+Siz476S652BAbqOyQVECncbqzbH70+iEz50nGKFayEwU18y40hczfFd6zID+cRE//QmzDcDqm0qy/Y4BeqpVEyhzM7rfI2ZQ5yO/9HH5zxk5LezxDKxEqgQlGJoYMgN1C5NsrFwnVHydY5AGzx7NL8Y9TyBC2K88qc4jO+j18ms+OnSAfzDbsaRbbcyxiHddfMxReVcJmrtSb17iWC0IXvODx/gwAcc3Dc0ZPm3ZAkHAT4/uPNa8JoJ6VaLSA7pG8uQjtxutcrtuOXlh/zrwpLS3vhGct9wRMKgV0ckM8vzIy/67RfcLlBfItB11yQRqnjF3K525fvd5SnpuU2F+XepW3EXDLps6f3wjVXig659zJrt4B8pgsgOke1dVjvtfTq4fcJccc6SpLQ0NzCa1tgXyR3B4xClZr0ens5uzwxgyxmjKVzLz0213l2dJHMOraTz9J8U+7j9Wn03R2kfD5rmbozlXP9wtd29y2RCoX0vaBWFZHAH7GaJPQOsWx3k1FLcE0CqYBDFeSHHxhXPCVRmkmVEq75If0VfQbc86CHVChS8pI9SYU10ZEirYs6e65MmKnZRwjH6f33KzxcpfQ2b9/bIkrmxgmzbN4n8tnN8xA7j5w4d70/0zmt6Yj+fg1+CD8pcT4H8rkQIcZnEkSbLnXSdh1JfTuUrjkVFWC5ObmfUFvuXwA45yV4PPeNWyU677W5MmWIdOLl+gFXRFww95/Y7OkznCY+af/2tcP92jd2crXSXVJXoKOw7wjpM24SVqmPFjX/8iWmfnPhlpggQOnVM1kUsCQ7Zdw1zVqbGS9D+GK40TV90Ht2wqHxQCy+63f7ywpSV+wZuHXRHRDhKo3+xk3wTOtyd/zeceSBOctzzfsO75+dMycX9Fq4fkEPcbsjdBHO+V7T87huQRPWSoeLhRv9u9G+ZLAudIxxdzTbPKbcpx0dF0RvHxE33RPVSz737+s3eXaFY9peqkTj3jiqbHFNBGsFFYrKiCth07DHoUOJcouNJLaenCBFj3CDltQcRkoSh233OnyLZGmYURdaOhdFkBu0feaN0ufGaq3J7h+by4opY4bH4XbaKr9wxwl+pQxSc/eYFbG/nyR+ffQZfP3BaYnKp49xApO/i14ja2qV4Ga4oX4pdNHIBeqgSFtw7CG5Q8+mypCZUyVRBnH36GlhBM3sMjOfeVMr3wHZbx53/UoJzczOG+0yC4Xmgly0St91jFmyLeYHuoaYPrqLZKpI4O5ZkihU9B3pwwSEEe/UBtgToJfhCnq+S3xgQlxhQfuuNPCJmxRbwh0j44vnFVszz/ERJ7CRz2zqm49M95bPPlJh8Jl1RGH1r7dWZn7O+GHRNZNLzJdL2DOGC32e19TJx84jPUpJ7pZxpsgU97l620Fu/OvEJ/h9Jw5wzst8dsdiasI5WphXkZaxkxl/qhkVispJie3OY1Uxg6zUdEaqhKOnvckkAPvhk7MKLputN0EZ7o7XZXeO9xTuL2POOv+ODWXsUpmjswsVXOjgHiIUZkwbzXQ5LgKZTyN315i4WWXwSFDCQAGcr1ASuAmWFu+LkpQ6T9aQJMOAL3keAPQmC4ovCQOkSAWV/n17e49JBQuuKl/kQW5HpY4Je0tpd8LN+dq7jtmVkiIVCjhh7/RjDur83NMxY/MNC8OZsVgKnStcX9Iv35fJK8UKRUXObddceJL3WBJ/m6TEFpCMU3o8Yl28D/sT2frr7ckclCpbOJ9On4kbN65I4fr0L56b2/mZ+gVmB1qA9xjln44CzEfMJ41JCUBxfYcpKxxlk69PSoPbbN0jU1xy94JaOlCh6GgnhxKNWvuV8/zzAzUxlVpE1CoqFJUYKpy4SU8pjAIkhnSSThqa1odrQx2ri57HaLWmBMi/REkyHb7lCCo0N09sgmHKeHm2zAxp8WZuy11m/iW1E6dwgmk84pqffoxpoq8drsZR7IwrOstdTPt/RW283bPcCaxY3hJG+KJIAy3QEMCJSfCS3ORNdBgn+RhDhdvCy/jc3ZOYkrkJO7c5CBDvTzSa1qf/4VGaFFAvhQsKwfVpGtUpRKAb344FB1cvaz5HjknNXumCvG8vZixKYFrm4obZ90EFIfd6Y/eTK4MMkdKe7/qQJSF0VD4OqkSSysN0XnJ9b0sp9nL9liq5uBxDLkkCV1C+/8TMzs/HHZI7X16+8lrbZLXd+GomlckBTDRRab1dQSpSoahKcDWXPlzfBx8h+iYd3I4/dH/mvAxSzV1jS9ikl1K4QZpuv89ay/nvyO7ulj3+BUASnyo+IpOsTVKtLVcc9eVKGqzBBxu+mZ4nLJyPfiQrg+vSdAHN7igJBW563r1jV/lPTMCTjOlWEqRmFC5SU7VS4prN0sUR5yMQ64PkQjjzUApnwii9Fa7PXZJ7KP0NF1yA0sbMX7QvcIpByo+fnt35mQsvLZ1vuNM2CpUPrxBlGA1eA8ifHe0zm2Jjh58QflMhfHgp0v6zVRi5k/aRuevdgCEyX6H4b2Tncdfxy+fn+g8y+EJyLyC7dZwwRpWLPn+vfEwggSa49cq+ZpLUVlg2d8986TRqCRWKSswGJmMwRRqhp5wBPZKMxZwzLuX5mYXnIHFJ0j6p8PB3xnZXahrUW3gvygkNLy11hnehAiNXRptw+5OWsYmZRKVhk6VmdqEtb0KURyfLjUz+D6kJZ6U0dw+M9wt0NIx0CF/KjU6uFh9SoVX6fj88aXX+xgGYuVYmMEnvhfjZM4gXQOTMEw/za625+YsueDmTS28bAvRhTsklvRk79/l3C6QRyOii8ZZhizs/T1rp90fkzOco3G7G/r0LD0rkcsj+skALFC6PFoVTovQURvCVQiOhcvMIVZxII/ZyUJ9g93J9ghQHdyeufWFe52dubEuyYzyZ6avD5st2XasZFYpKjDS3jHRClGr6pbb1bp6H+DFibyt8Ycpp451kY527f4s2ySY2zqdh1OKM6RrnFBoaad6nPbHwxTLBgoPTqidZ2UxnfQAAIABJREFU8PYWmopwGil633cw/bte+G5KexknxIg18+QzZzYzlAkjnATp86a7qdw1cfmHqEIkhJKHmpZJi8uK9iX8JT2Pi4JH2V4vG4up1rYQaJukUR6liyF6zA0P7CvPZeSijJP2gUITnVgbnGcjnWKoH42bgJoiHae4QDejl5DklkwZr5DFNQ1Y4wY/oEijz3HsxwSroLgJVinnnXyoqAz6vPr2ltXLzcsBrAdj0PeWG3+SDE1HMO8IV3qS96KZySsUq4m5EBo9l0sOT7n+pfmi82oVFYqqBGmgBTecpo8pjDRPmcVoHX/zygLvMR9uLotSkkT+4m6z1ITxKSbClS95YAg4AXskiQ7DwSVoo0gX8ZyJIF1sSHfNuEhLtEl/Z0KT0nq3Mb5bfELZwuEc28cskUXvoSHEuXuxKEFuDBbh876OaiC54tiDmY+ho25OXcVEAEwYbdEppODfSBd1SR3baTvkibkLr4cT0rn5a4nQ5NvHczP8VgVcVLANjJKC0iqce9uYe3vP2Ez0tNCqsBMPO6DoMqTKB+45xv1R/edRwVxqLcCZXybZHeJMDuk1ShOlSuHSYVDcXb1DDyh8F04ciS72Of48qAJR+qw4yqsULw0qFFUJ0nDL63cGcL4OzMtE+8X5PFXIkifG1NX+RVMIrXXoABehfS6kmn5pvdxCiRZxZH8mfLNQa013dpqEwh2H2O5cWh5zbCIJ183t4tIgHpwcyS3QKAnW+ix0EeHLI5Qqj1lckYfs5pFKAu0/XBh8irvTSN99TuCkVyX175QSQkC00teC7gAJ85pxCzcuwh7tM3e/VXjib27O+/7jM73HaGAI7tZKFY1JUlmE4IaXi9fMS5Nnczs29Jg0GIu0T3Omf0n0rE9M8e+80ec4fnnhCeA5pDvOs4UmsFx5u4WR89YKw4krKVQoqhKki2m6iODMGUIP31x5NPQ0NQmoRuZv8Ed/CiHQVHsS55hQJDyPg09EmqlBHuDBf14rEYQOP9C/QJOaIUlN0KQh7DkenZyZpG9kdmCpyaobepnCOb1TpF2aSypKmUt219wEkRSpxvnJqcnyChWLm0ODmj9x/lAUqfmldEyQ5h9yaSD53657KbOTd/nZxzJtyjTqE2cc7T2PJnLlxnbp+83tsieBCyAQ32ktfpdQeo3SsVMKl2/qSGF+my1C82pOiKHCBBfhlO7ShLgVVPEmFTq4KKMhgg2F/A2QLDqg9DcNwvmLc6XoTqhQVEZ8+QAA+cQ5hoQA5heksvJCb3ZKbZdD0F9oh8v5elCkwxJnJ706sFYmdChVukV+5yj/9rs0Utl2xjxNGkKbwpn/0EUoFx5YugM0dJ4scd9tbywRnSetl1s00SI4uUeqJZTy8+dkkZY4c0RKaA0sR4g3ZAgJy7yK8atIojgZuViWL2gik/yX40+vZ/rnGGJGe+wh/oih1JdA2m85oShJUJWkSM2phhGlRyEhlX1Id4qEVthBkJpdyXNlMWUIr58+nSSJe7PLKzzEN4c0+MNeoaKIklgoKpMAxv3GlxeuELqA9ZwKRdWCdNH4rmMzSfz46GGVMeMqZ8Q1aSSj1xknW4o8zLP/GBdyNwnSiUgcqIOcx4URlmqXuNwG1H+JFeDJ50cZh+OxyzIKgRC5O6TUCydH6WKtNyftkCK4a5RGIJMK1aGFrMYAu2tSpIscKVKnZ+k719wq9fNJNmbTZ0eHi3eRhK8udMEXwoz2gQmy3TUpB/Ut3PHcRRomXYo0kmw5cwJJCbFTLxV8aZS+EEnpD+iTiZz32GT//BCaJD5+odddG3fJ0gNIeXHWhuSNERAiOmClUaGoSpAuSuITdvkGX6mGmNspSqJ54ZBHDZItSqRmD+Wc8u4aLcvS/e+3VuY/CWEmx9h5zLHvMfb+Pv49VnYdXPOkwSSkSId5qZZsfyYxbry8AEkbK7Q+o0L16cziPAStgZ+3dFwJfW+TLuJ97eWaJ2279F5IfSSkHLR/4aG7XaTRAaWETvwcBOFzlC7wueLefqQs4MOE5ZkdzxB+WMccnNnx5CwTuiIPTVztP5jg1pbaL053ipRgSHcY6CR15tsO9p63eLPMPl268Jq7QTbp7dez+HwIoZEOBE9MkZmMhV50c4R25pYiT+4oNakofrSkWkfON0GaPyY00sg70ntLk0UmhY4X72bGi1KyKKGvjBTpPM9FSqRwPmTV6DNIFWrxHF1SxQbjbyNsg9Tv7uLTjhSdF8bMrjJw/jahkfZHznSfMokx4UwSWayxpXhFKK22Gt8/SjnN56SRJpXCUKGoSpBqtaaQ6Eqffo/fkTb0wl06GEnDWodAOo60tsnOrMZszFweoCQM6CezQRfnbQkwSYkdnaV+SWUUWinyLOqy6wixs/pH4m9yzMH+CIC1jDSCXd3e4rXM9MlJd1FKPa5QR3w6Toc25eHgfPwo+4SLZG53X55TqjLMWR821D/HV+6fErS80AqM24YvDVpeaDPN0CzdWhkl5n4hklkpAFQoqhqkORWk2gGpELNCuK0+fIHML+dhxickNKHN5yplasTBRRhMglSwSJJsNCnSRQ6X4JAS2t9Ieo3SXdfQPjAcNBO71Aev1pDusof2m6rG8YJ21ibGl2nLnoyyJYRP0VEHyQRuach0bpqT7jqXUyikzKzyCKwc05m2V6q/15KfStJ7JF3/+fjwqUcU9ftQhMh1VGlUKKoxYuEpmTdQ6uD4OhF2vnTuCd7zxi0rXzQpKVIHZqkfDZd3pVKEXuCPESZ55RYUVCssXXhs3sM4jArHUWmivRC+OJSd0mhFwlwgHPv3Lp356dknHFKysmuBENO1NHR5paDv47Uk0a7LzLWZxS9npSA1w5aOsVJCWBxUahEf2ne2WqjULk1X8FMpNdUiikxamSyCZjWhQlGNEToa2dz11FeoWl4tGV+6d7LoPGkABWmUsVpGGnaT62bUR6uc5nNSQgdAnLdBZg4zc23xzuZ9mHDvSYiFra/KrY3yEeLyRxGlwpIK+ftxSP0n7xuXWeD+mQk5/7LQry1E6OVYeWV0HiljIMuaplI5CPXx5Cd00vjujApFNQb1l+ByiySZU8qZX6Gc3DuuMhquI5hM8VIqNdbJzeeKb2DoELZJHIKrha76DlYDxx7SNX2qkhDazyn0oqycQtHxh/YrW121yvsHDqhY3aGjCHZFakEmqhXBLa9QZIw50hhzhTHm/xljrjHGnGuMUWGqQkjNqWatk2l1aD+txvwKtQyXKV5KpezipbuGIYIahL7EEMJopQg9cXSH3c93HyeLqleNJsDFctlZ/mA75SS4+RzzHoQWYsopgNUqoXM+FcLwMkbzq1Uqt06QUwNNBMAIRcaY/zTGvAFgCIBLARwD4F0ArgcwzxjzW2NMUQkojDEPGGO2GmPmk+8ONca8aYxZlv63ciqKKkTa+dftkDnu0dJqpdNWGmlyxxBCZqXma2lfkIY5ZusquoQ4/3mqLOxvKRjQr7hgBiGyivuQOrnXGtKE0br4LR2h7y0XJEIa6U6KzntKrVMLXbgW2gjwO0WfBPAta+37rbXfttZeb639mbX2MgBnAZgF4JIi638IwCec7wYDGGmtPQXAyPTfSkTgnkU1/bpmkPGFQceJzguRRqBSW87l1DyFruvIg2p3p6iUDJm3qdJNKAnS7iPNpVNLVMuQXc65Y+Pu4iJ1uaiwrNQ6tdCFS52vLhReocha+3Nrbc5sltbaNmvtS9ba54up3Fo7FoCrvrwcwMPpzw8D+GwxdXQ1Stn31XxOhjREaK1FUDrt6P6dn8s5yIYW/JorlKcIAHbuCxv2uVj6Bg7cUI1cdMrhlW5Ct6eciSSXCBORSuEiYypKLbC1BvrwlFW1YanAmc/9xBjzjRzf/68x5sclbNNR1tpNAJD+N6ctjDHm28aY6caY6du2bSthc6qLUmrw1YxAhvQZhBAsasFWuFj67SczR5Ry95gVQctLyvGH7l/pJrBmSF2FPr1KF8a82qkW5+VyJkzeWl+8ya6idCUWB1YUlIJqGavywakRrwHwaI7v70kfqyjW2nustYOstYOOOKI6EleVg1L2q1rptLWCNFcUxzJhct3QlFMYCx0trqlK8k39x8m6g1EOJneB3BhJeW1u1zSJVBRFqQScUGSttVlZC621zSht6PgtxphjACD9ryzbZDchdChViopEMqTCY+jcHeWknDkpdu6TJUetNZ6evq7STegWjF/e9aLKKUqhHH6g+lIq1Uut+O6xBufGmKMk3wXmFQBXpz9fDeDlEtenpKmRPltxpMk8pYkUqwU6aJXTKX3FtrC7YaaG8xQphVNbb5milIYPnHxopZugKF7qGmpD+ckJRX8GMMQY8yFjTP/0fx8G8CqA20JUbox5EsAkAKcaY9anfZhuBXCJMWYZUtHtbg1Rl5Kf7uC/EoKZa3eJzgthPldOKtXaCYE1/SoSdS/U7FdRgBGLNJ+PUr3cM3ZlpZsgwuvhbK19xBizDcDvAJyJ1JppAYDfWGuHhajcWvslz6GPhChfKYxKLi5OP+agmgnZKKXWdoqOG7A/llfAh2nC8rA+IQ0tXT9hqZKhtb223jNFKQXdIaiKopQaNuxTWvgJIgAp1c/QeZsrVnf/vmEjkFUDqsGuDGvq9lW6CUoV8I4jD6yIkF8LDOjXu+rCx3c3Tju6f01EDVOU7gQXkvt6Y4zXSNUYc7Ex5tOlaZbS3eiKJk+1tiAbs6T7hLZXuj619v6VExWIKo8KRIpSfXDq+XkAXjXGNAGYCWAbgL4ATgFwNoARAG4ueQsVpUZZrTsWFaF/n16ob1YTOkVRFEVR5HA+RS8DeNkYcwqACwAcA2APgMcAfNta21ieJiqKosjRgCGKoiiKohRKXkcOa+0yAMvK0BalG6PrWEVRFEVRKsVhB+xXM6GjldLA5ilSaov9etXu45y6ekelm6B0ERrKmGNJURRF6RpoijuldlfRShYDD+tX6SYoiqIoiqLUHOVMWq5UJyoUBaZBHbwVRVEURVEUpabIKxQZY95pjBlpjJmf/vs9xpjrS9+02qSSTt5Lt2gIWkVRFEVRlELRnSJFslN0L4BrAbQCgLV2LoArS9moWkbjBSiKoiiKoihKbSERivpZa6c636mNmKIoiqIoiqIoXQKJULTdGPN2pDdBjDGfB7CppK1SFEVRFEVRFEUpE3nzFAH4fwDuAXCaMWYDgFUAvlzSVtUwmm9HURRFURRFUWoLVigyxvQE8D1r7UeNMQcA6GGtrS9P0xRFURRFURRFUUoPKxRZa9uNMe9Lf24oT5NqHN0pUhRFURRFUZSaQmI+N8sY8wqAZwF0CkbW2hdK1qoaxqpUpCiKoiiKoig1hUQoOhRAHYCLyXcWgApFiqIoiqIoiqLUPHmFImvt18vREEVRFKW8HDdgf6zf2VjpZiiKoihKxckrFBljHkQOTxlr7TUlaVGNo9HnFEWpFYypdAuU7s7X/mMgHpq4utLNKBsDD+uH1XX7Kt0MRVFyIDGfe4187gvgCgAbS9McRVEUpVys26G7REpl6d9XsgzpOtQ1tFS6CYqieJCYzz1P/zbGPAlgRMlaVOPoRpGiKIqiyDDdbLtSrUkUpXrpkeA3pwA4IXRDugpWRzxFUZQsBh7Wr9JNUKqQ1vaOSjehrOxtbqt0ExRF8SDxKapHfANkM4BflqxFNc745dsr3QRFUZSqo7vtCCgy7h6zotJNUBRFASAzn+tfjoZ0FX701OxKN0FRFKXqUJFIURRFqWbyms8ZY0ZKvlMURVEUHyu3N+Q/Sel2fPuDJ1e6CYqiKACYnSJjTF8A/QAcbowZgIyi7yAAx5ahbYqiKIqidGGO7N+n0k1QFEUBwJvPfQfAj5ESgGYgIxTtAXBXidulKIqiKEoXR33NFEWpFrzmc9bav1trTwLwM2vtydbak9L/nWWtvbOMbVQURVEUpQvSoNHYSsYh/XpXugnB+NS7j6l0E5RuQF6fImvtP4wxZxpjvmiM+Z/ov1I3zBjzCWPMEmPMcmPM4FLXpyiKoihKebl//KpKNyExl59d3Z4EPbrQLlyf3kkyyCiV5n0nDqh0EwpCEpL7NwA+DOBdAIYCuBTAeACPlKpRxpieSJnoXQJgPYBpxphXrLULS1WnoiiKoijlZXdja6WbkJieVS50VHfrlFrmqIP6YMue5rzn9aixTigRvT8P4CMANltrvw7gLACl9ow8F8Bya+1Ka20LgKcAXF7iOhVFURRFUURUuz9UtbevEEYt3hq0vP598u4JKAxXnHOc6Lxa262UCEWN1toOAG3GmIMAbAVQ6hiabwOwjvy9Pv1dJ8aYbxtjphtjpm/btq3EzVEURVEURclQ7eu9am9fIezaF3ZH8ciDNOphMUj7Voe1pW1IYCRC0XRjzCEA7kUqCt1MAFNL2qrcu76xO2utvcdaO8haO+iII44ocXMURalGevfsQrO+ojicdfwhlW5CSTjtaFlO+AFVHihg3Y59lW4CS9LRsdoDNHzhfbJdCqXy1NpuJSsUmdTV3GKt3WWt/RdSPj5Xp83oSsl6AMeTv48DsLHEdSpKzdHTMdh98Ovvr1BLKkOfXj0r3QRFKRn7dXOhv2eP6nauX7hxT6WbwJJ0PVrKXnfhOw4vuoxzTzq06DJqbbFeq1S7350LO+JYay2Al8jfq621c0veKmAagFOMMScZY/YDcCWAV8pQr6LUFNbZmj6wi9hJDwocseYoNZVQapBeCYWCat9B/bxQ098zweX//OOneo8dfVBfURlnvu0g0XlcRLTDD9xPVIaUJGN7Nfpz/OijpxRdxnuO65o7qNXA/r3DKhpdxW21IxlyJhtjyqp+tta2AfgBgDcALALwjLV2QTnboCi1SLUPP+cOlGn4vvuht4vOk17vV847UXimolQPvRIKN0cfLFv8V4oPn3qk6Lwki/pDD/ALIxcIdynkbhD+9oXeiUhSWtIW7Azsv0MJ4WIivbUH9e0aSsJy0ksoxEifY48uKBT9J1KC0QpjzFxjzDxjTMl3i6y1Q62177TWvt1a+4dS16cotciR/eOLn9CKwf6BJ5VjD5Et1vr1kWmrDjlAZvveN7D2S1HKwUH7V7dvB8c3LjzJe+wA4fudRCj61Hv8ST4PFY4X0gXf9r3+kMS9Ay8Gk8gS1WgiNnLRlko3AUD1KxClhM4DdGDgOb+HAc4/+TCxQrTSSISiS5GKNncxgM8A+HT6X6WLUiudVwH+cdU5zjeZof47Hyw+SOT5Jx9WdBmU0Foj6Y6SohTDyUccIDpPGkBAymfPflv+k6oUzu+DCjufe6/flC7Jmv6gvn7Bp5fQHi9EvKzevcL6Q7mm0hIqJROdepT/PTiif/lMmb91UakDJVee0BsxUvM5rm99+bwTOj+fcuSBAAAb5K0qPXnfWmvtGqSCHlyc/rxP8juldpEuAEJz8Wkyk4ruzgdOziw23OhMdIAMMfmEnlSNUD8nPW8/4SIn9HUcfqD6KHUnVm9vEJ13xTl+ISaJn0+NWZ7EkK7hzzjW778T2ifm5MNlc1sSAcTlm8xOWRKStKgafYrKGaH5k8yuYTXwtkP2L7oM6VwpLk9YHHfa41PWdn6+4B2H11Ro+LwrCmPMbwD8EsC16a96A3islI1SKks5t9z7EkdVblcixK5HV+HjZxxN/oo/qyTPjlus0QE3TMSfsOdVSvd0/tvD7qDVMtKFZh9Gc37AfjLt5LEV8pXpYDraOSdknL65nYgkDszJo4eVbww/zzMuTF5Z5/0NbR33Doeeijh/I4p04X7cAP+i9jNnHSsrpIRw9y+0aTRld2MynyRuh6mWkFpY9GUCdUi5+PSMMvn6T53uPU+qyOME6STKwK4YaOEKAJcBaAAAa+1GAF2j53YR+gkXFFLK2YdpeE5uezWpw7GPEBqaakcqIJ3FRPKhRbz7bQcX26SKab5DC/ohNMldhf+75J2i8zihSEp9c1vRZYSGdgWufycxHU0q3IQwVbn5ineLzvtPzw4/t7iiwgn3LoXe6ZA+A+n9C20uKeWjpx8lOo+72t5JQvsJ2bynyXuMewYhdikopRynufnwc8LoitLWcRYRl56ZUZLuH2AtyD2DLwwqPD/Ue08I6/NUaiRvRUs6NLcFAGNMZWyrFC/hhaLyrVxPOzpjOsFpY0O06Z1HHdj5+ZJ3+SeV/x50vPdYEkKHx+XuU1Nre+dnaa37MYtVettDCDR0kfeuY2Rhb0MQenIc0C9suN1a5j3HyYRlTjCVCq31TdUnFFG4blbOcTWJMOWGyS72fecul+6o0Xv2P+fHo0SGuGVUe374ATJNNzfGUqTCSQjofXr7kZllmG+nDuD7XKX093QedpGOA9LRPGlIewnPfOd877HPvVfmC0iv1p0Pv3VRxvwyhJKD3trPnu3fxeQCN/RNkBfwgBpLEyLpMc8YY/4N4BBjzLcAjABwb2mbpRTCoBPDBkbgJkOpmYuUH5OcBR3MiiKEpr8/ccBtbuvwnkeFhCB+OYGnn7b2TNvd20InQbEJGjPehm47naNCmJfsrdAi+cTD+lWkXo7QeVGknHhY8Xqyat9543LE0Pcs+FUIX787vhQPuJJkuGxtj4+JxV7LQKn/DqnJXcSHGH2o+c47jvQvyCncXETh+j4dO3/xCX/uJCn0PonH5QA3MGkwmxE/+WDO77m2h968kppuHZlgnqe7Mq7lCV2vcFEYaS9z3+HPEv9ErjtKh87GlozC1Le7CwA/uUTWV2s5MiaHJNDCbQCeA/A8gHcC+LW19h+lbpgi512Mo2oS+iWU7H972RkF/8anMXQJMTnS8XEPY/NMJ58QfjShYbV/5JD0nnEJCMNTuNDGwZlpUELbNVdjoIVqDL9L4R5BdYtE/LuU5K73F46x0rJdZVWSNr3T8eeQLrZ8dUkTpdJdGU7Jk5QkJYS2vvh24Cho0uGM7bfCMqRhzF2OG5BbccT5YUmfd4iRjlYl3c3w+QqF8c+Kv3BUeGwXvoycwLlXaHrMPQJ67Jzju2YCXelqaB6AcQDGpj8rVURoJSsXBpYztbr6PwYWVe9ARutGB8ukvi3SAZdO0tLFC0vgtSrN4eM+e1qVdJHMOoVSISvAAqVSPkXSbPBnCU3BypmQTqrFrHZ/Vq7/JBnDOLOhow4KK7SeziiepM77sUWEOOBIsoeaxF/kE2ceHfvbV7V0ASjtj3GfrPiPQghF9F2VFnfVuRkzvk++O35f6HjJlhd47KT3adGmPaI2cPVyJuQU6TOgZrQDD+vn9YPhdhCDJ7wVFkf76uPfPM973ike07+kSrej+ssUB2IFBdOMw4TjVCn47WVn4A9CH8VKI4k+900AUwH8F4DPI5XI9ZpSN0yRI93ql8K94EkiKEm51JmUKSF8W2IDBvnsagXpVnhV7giw5geFLwDYSVXaKMJNnz0zwa/8fPR0/1Z/h9D4XzzZMudVSuigC1xOIRDa1PFL556Q/6QKcvdX3uc99vUL/CYrFC7gyjEk0t3BjqkIXQC2kT7ImQHe8Ol3dX6WPilOmD/h0Iwm3u22tBV0cfqdD/l3LNw2+S5FqmD40DuPEJ139MGZMdZtQ4g1chLBqhd52Y9w5gBp0J8ku/Yc9HEs2VxPyo6XTnPEcPWGMHulxOcek0hxJP3JPmIKxpfH+VRljtFdUi4gjK80rh73PaLBpS565+He84Knw6igJcEpR/XP2omuViTqpJ8DOMda+zVr7dUA3odUiG4lIVVu5VKx9nH10sGS08xyPk+xQZt8f8t/xTUY7gKoaMpoGxTzKQpQHl0A9RLOWJwmWbpAiTkVH+H3Awh9a7nW0baH8IH58KmyReN/kPDf0qAYIThof/9zvCyBP1iI5lEhhlPQnC007ZA+R/c8ei3b6ps7P3N9lT476QLl7UzOOKpx5wRiWhWX2FSKqzTzXYo0USpHiJ2iJFp8qWM7V3LPBP6dX+Sie8XMDP0FnkkUJ+Wcyz06x4LoKWzwVvLOcdDiBjp+oFSZTMeLJPfskH7y94qG8P/yeSd6z6PtkI5nHPQ1SCogXXVebkVZORPylhrJqLUeQD35ux7AutI0p3twjNDWulLwdsiVl+j++sWzvce4RWN8USur68wAYailSLe3pTa/IbiMRKmRRlzjo4wV3aQYxfo9uLAhlQM3XhoZiS5+W5gAIcHDF3PazwTlhWgeTY7KLVw/wJiE0vdMeh1uP6NBQqiyQGq2FnrXccOuRu8x+SZp/MQz35YxGaSBRVzliHSH8vhD86dB+O/3xyN/hggeluRWS6PPcWMd9VORzpsDhHOAVNBjhWVRCeEjwlF+4oTzl/bV9g7/OBgrj1zlX5x1AxWsjo7lPyt83PvZx/zBCdxxiioNucdI2/6xM2Smjpy/VlJrm1NIcBKf5UwlTfNCIxlyNgCYYoy5MZ3IdTKA5caYnxhjflLa5ikSgmvLSyz4JAnIQIUdbuIQh/1lLpHeT05bHppL3+03H/TB27TLnmNru78HJdF2ctCQygGaLkZuW86YzwWORyGdmFZtb+j8PG/D7rCNYOC0tskej/9XbcJFToiAGdLx7SQijLomyscT0zVqqpdUAPGex9wzeis2744HHKE7W0nNKqNonSce1g+ff29mB8MNQy295ivfn1vLTG/tKY6JzX+dU3heFJckyoJDhNYCwccpdkFOo/T5y+AWqB84OeOHV0oFlThktmOKKH0vuDmLQpOjumPHI9ecm7PeTbv9CgYfheQH8ilOuCu6RmgOfNEpfusD2rcKCdXunvr+gQPS38vKqzUk0/wKAC8h88xeBrAJqQSutWEkWGUEFzoC+xSVunsncQKWTuy8+VPB1Qaxu5bmcUmSU8F99HuFQgelbwn9xFy21mcWb+Jey1xIiIzgsaqYukLbRPcWJjOVmpRQHxMOacLJ0PeWQ/p+U/+/pMOedPj94Ucy6QIOZfLbUMUJG0FTppNED0//AAAgAElEQVRxfuQ/JF2I0HGPMw12S4sEK4O4KdxZCUx5jPG313cZfXr1wAXE/yIpsfsuvPGnCXOorSYKi6TQQA5JhOqNziJ+0EC/4LNfgjwzlzM5bSi06yc1L+b8RymcRQjlEGLd4O5w+nzDmlv9ChrfZXF+SH2ce+5T7LhlUyE4xBwt3SlyL1HyKC88pfj3tFqQhOT+LfdfORqplJdSC/0+s5cQZlfceeIgEWQU4ByxpUgXEVK7ZE6oXEEmaek9+8xZx3iP0WcSwteKLn53M2HRYzCDMufDEatX2n+YVehn3lN8XqUk9BQ6dkvzwkhzpnD9LLT5nNSH44xjMwqGpKog2gy6QHHfU7qI4vp+kmAs0v6YxOnbpYdQo+sLS2yMwQEk4qVbhETJ18OYgpVSfXv3DDIXUR8OX0Q0F25RT69XPIYx9NuPmNmxbSJtIN+7udroMffZxPxKhD2IC6xx51WZ3Dq9SeFJ383LzpIlPQ3hY0OhdyKJRQCnPD39mLgSins+pST+7oet9z9PlQmztYAk+twgY8yLxpiZxpi50X/laJwiQzoA9ZZGzalYrms/IQaPr3wgt1NjOfNG+rT05550qDiQwUdI4jX3tlyUQLMq3aE6MoAvHG3v6MVb/ecJy5M+OvFOI3OaG7K4WGgkuZMdgebjxIZculP0rmNkO0DSexHitZAqIqiPTuicUhy0rqOZMN5BMsoncEUPsosrvJ1ugJToig14Uxn6ly8whMnxu856PLfWWhtkJqJJu5PMI6WeHsShy8lnehlumGhuR1KS3Jua2AH8/EhzEX3y3X7lWhIGFBC8oFhCyCa+1Amfcu9LFZiaFdIE9/FHpnw0EXK1p4MoBMlq6HEADwL4HIDPkP+UKkG6qPcJBQBwBsnDUew7O+jEAWzm8CRCiPyl85/IbbkPOnFA5+d2qZetEHq9H/GYBxxxYB/xhM2FOo1H2Cve5JA2SRqKl61LqLXu0YOZ2RPVKzvv/LczOZsIIRbuNJfORY75ATXXElclvEhpXp0QPPe98zs/c+/9Dy/OmKp9hMm2TklqokN/9b0PvZ2UFz+PmiOGUJwkdXSWlMc9ek6J4isPINdsgEOJGZLbdvo7V3EQRaW64py3JZpXQqwfpbtDlMOY3b/Qmn7pOP1/H828I9JxPmtXj3z29emk/iHUHC2EaevxQnPgJGW7xKO2Jrv+E53odlEkXDcKo690V/ESWjlNdZ+F+BS5XPruY7D61k/F5pFqCMAVCslosc1a+4q1dpW1dk30X8lbpoizaofQYsoji/HHV9z8STzznfPzmAEU3t4Q60Kfnna/Xj1ivxP6cMaiM3FIn0+IMM8U6ThV3+TPdE0Xhu8jgiNbr/AYt0FVqSF20In+hKCU/gFCG9PHfe5JfmGsZ+AIDwcKk29yO1TSvkpNgzhTMIkGuxRw94LbGaXvTJIIiCGukQu/T5t0MQmMUFi1mVLifi+uSVbmb3fXOTItvPo/BiZcbBd/o6QR3ShSU+HQwi3HD4jigC6YswWfsC8QN3/Rmo4nu0ZJ1yS0vDuuPMd7XmjrDlrvnPW7vOdxyrB7vjoo9vfwn3wIj37j3KzzEvkWFsC5nqTW9P3jxuIkdCGZSCQU/eb/t3fmcXYU5d7/PbPvS/bJzCQzSWayr5OE7DvZIWEPyBIg7Pt2IQLKqnH5+L5e79WrFxRfr6JcL7jeq4JXVATZBGVXkKCICoIsEnbq/eN0n6mu01Vd3af7nD5znu/nM5+c9FJd3V1dVc9Tz0JE1xHRkUR0sPuXeM0YjC5S6G7bBu6nca6syE3aFkcMe/toTaYyBn/LferG6WM8A4nthM/WrEkWbpOO0mLb4Z4raR1NRNGymqiy1HDah0qOd3Q0hkjN89Udo6zU3vnUi9nf9TX652ydLNKyHrbHjTKYk9kiX2uzIbqidV4YzTccFXlR2FSe2s7uf+al7O9eyWQsDgWVLbLP16sGxYY3P4l9+e4tq+Zzar9ndNp2ConiUxREHP6e+RLHLVEEhYBxldCzIundaXOtqGOU3B7tFQXkjWYoXdokmP7tH3Z5itRrafdJ9/yHF/dpj/OG7vaiCt+dbfXZaHCf3jEYDjx+odXLMB8Fd3tDtee9LjOY2asWNTZjbP+ooRNzzWbGczyAOQA2YtB0bmuSlRrqHGgZzcU2R45tB2TdUVkGPDCZ48nEMbHWOQGrTBtrt3oj9yQVFeTpjNXwuy7T1bItBw+5c5eTn6kdk7XgZ5y425mn2UYqsx0fbVeR5A43Hi1rvAOMbUj3KFdVB9R9b8uRAr0ldkjH2kcZS7e6bu1Uu1wbJmzMf1RyvjPpt+zjZ1zdNuyzTohqmKxGQdZaf+NeferAqKZBWeu5nIm1cqC0QZ1AZQUr0n9buvdIAYJU3D5+toxti1dZGaUfNOXcMwlMumbX5Mmp5N1nGy02qkJA9zxN38hbhnxtOsKYjmqPC33VDLrn643YZy7DTfZtck1Qy3fpam/wBEMwmeBHsYJoLaD/V9LYtPbZQoj5QojjhBDHO38nJF6zIcwmy87c9AGetmqiYW94oizpmjrzFf2D8fJV6x/brnOhFFpUtdeVkeveYxtCW6m7PLHRdU7fPHWJ5/9RBjPZ8VyO6BQVg5KwoA7rtlpb+V0tMvjveEyNlLvcLikVTFqslf36nA029Yubw+d7E1OatLanS9+3rU7BXsvsPfCyLVN9j4vbRMWUUNW7UmsoxCMV2V1XTRoq3/5Yqd2aisv1p/N/2LZCR9xC0Xu58XylOkHzH7s2ox6iTqhMr8SdKBPp+0vj6zZU8BdP/s1wZoaPHzor8BiXs9dMsjru9FWDx8XiUyQVYRuYxCj4aH4D+ndginwaJYVGmL5D29dbrEACXt9M43UivirTqkq+yPdh+8wu3ezfX7v43aeAwMWb9FFHVZ/Wcsamtf+SiKYlXhMmh0JOamWhI0rnoUYdkleR1InC+5aBDOQP1VQleZ8pcZ08gC2d6O0Edi3vzf62j2iWPmydrz2OuiYNWoS7VFfadCZzDdX61T+Ttso2BPJPf/vC4HUjml96NHxWJeg1eer3bAqVLDvn2pppRmXX8gnZ32Mkk11TdnRbTOYmOuK+3RxNuvQm37eclMg5i4zXMvpfxHtjXmd7PSaFl3F1TFrl8VzX8ILc/rfZ+W4GTfDIsFKkf2Zm0zz9Ppd54+xWsAFgkmUeMvm5x7La7fEPitdaQD3Q67sX8yq7dB/ze+yfu6cMyyrJrz5K/3jh+n7P/2UTf1Xor7AcK03owqkXythWiNx8STLXH7egQDVJPzZC0TIADxLRE0447oc4JHd+xBIVTPodR7A0WRtiql9jjf9EtkmZxMY9jYsnys8gqnZJ1obpzOdUbLW9ctnqsz1CWT2wwdwu7DrwDdMHVytNUfmi+HqYckjITqCm+g1rrMmaC6i0KLbmNhMT29YzURFoorQ6W82ira+HydRBxraupuPkCZ+cBFLFNkJj3ImBowgWps/Zu09/oHwfB8+1y6WiIr/jP73sTbgpm9XaslhaeTtlxQTDkfpnZurDsqs8yvmmc9yExFud3GfuE60gfRvXPXUhhMfMt5AhmnVsndXhrW8M49KWWeFDWcvv4OE/verZp1spqqwgrYDslaOi3ZNsJn7FAdOzv+Vw+37o3r+pGnL/Yzv/kecuddWVnm9/vNTOdN/3Vdumx6LY8JjPCf1Kl3r/cn1bLIPl+J3rh3kOUF7YCEUbAfQBWI9BfyIOyV0AbH174o5uZuqM5IhMo5olLXCI9fJlfXZmTbarHgfP6xqshmUdTOXZ3ortZNXkMLq8338CbXJKN2E7nsmCmsknIkpkLTWRnVyEbYJRIn0UnX5Fo2uzomr7XKIk4lSRJ7i2WnqT2aetJrSQLkVLYjYpse3DXn9Livpm2+8px8n/jxKo45SV8ZouA/bRoHYtG1zRlvPTNBh8Lk0T3ij9oCkkt7QVwKCCicjQjg0+RXJ9VT/IQrV3j5ZffX4xlG8yK9UhK55k30QTmbxP/kozeftTz/9DW4ZqZiWXMUXKk+YGh9m7Zws+c2RuFLkDJUFJJ8SZnq2t4lJGDvFtmlupAoJ7ZPewhljanMcKQgxG/g3qz7J7yZsfyoZyE2zyIbAndsJvdwNY4/zeZ3Meo8f2wzJGwoo7gonOBt2AKd+JSaBxJwB+fijfP3uZb3km7WSQje1gPQbLiCXviPR7aoc+wIMu27XHj0LptnothQdTnaIc11zrn8AxLmwHPYL/O+rx8S1LNPmuph2bvmFZCL5wvd6Oe7RkWmbKyVFpiD4nm/fZ2v7HMbAf6igi4g7tGsQb77yX/R01wIy1/1IEZnXpV0ltV3hNyBFJxw+Tot4Z7kMuOUeg0Vy3f3RTVtnQoPg+2iqDMhUbvJKar8W3gvJmZbvqNyX/V01+rCsjXwqodzAiB7YZqShy5Huu8Pwmb3+mOUddxZRRFVIqtrns3EAyuYEgLJ+w9O6juhnoLqWda+TRV7jmhFtndXh8yt8Xwvqef+aYgz/70j4sCGmemE+U1rS0+UIROKIR0YcBXAxgt7OpGsB/JFkpJoO1M65lex8XMQiB51KJzkCB6WP9I+6ZnoQ8SK8xJH70K8ONjOdd0ra7x21z7MxoPJHZrAVi0yqhUVqWfppMY+TyBn/vWOg157N9FrZtVRd5x/ac2y9abXlWPOQ7IMhCg/qIei2/R1XD3uyYTpyyYoKnfmun2EV3C5PsMei4QmsgheZ3HOXFgW1+G5nbL1wV+rkDQF2Nvm15fC40PhFnrZlkvG7fqCZcsH8/PvuBeZ7tOWGeDUKmbD63TRd1Vbsi5b1ObtmDG3T3kcSETvaJbaqtyibpLBadiu+f7vueNrbF68do6ZMmYxpfgfDzg1yFhfSbSGstIJvMHbvYLgquzDvvve+5ttckUqlTDI2oraEGe/dswb8cNc8zftdLbSfo0c3qysyNOlrrPT6OxW5/Qw0bNd9BAA4E8DoACCGeAzB0gpKnGNsw1CZkk4Pjl/RYnRPJbt9QxiglT5H78QflpJQ7D7Xj15ETNltC1rK6dRjdmqmbfMc6G2W1c5S1NeoTu3xrfrFJ5o7Ta5y9ddJPUGQmjLSbgA9rjGg+FrMgbas9WzRhuGUELTvB2YS8EmNayVMHdpcoE2YgN1iBO7E5bdVEz3cXc47XRLlm+wzP/22biNqX2JDTN0kvKIoZjlqG/Tn+JzXXVVndv6odlh2nTdWR/aHk7+CEpb1ac9HnX3sLRISz1vaho9Xb91r58DnHuP4Zw5tqtSuZOrMh9TKmVYqJI/2Dm+Tji3rVtum+22V/li2zOvABy9QUNthW19SXGM0lod+XL1FLi1IP+bs9abnJn86fHz3yF319NNsFhH34fUuqKytw0NyMskDt59U+wQ1iUlHhVRiYkkzrygpDlOdbytgMo2+LzKxGAAARRbPrKWOaQzrFuUzt0A8Cthr37ZLToLXDtmkhQhtBSH/OBxXzNp0DrwmTr4dtnyqHHXW1p24n50lOaP2c9MfpwkGbn+3g75mddmY4qsChM/FSL2u6xf88dfFg+frDIiFnvI9jSK6urLDq8OVnUR9Rsya3QVub7jgmIcMtBVXdYzhhaa+3TpZt0ET2uJgaiGcFyDIwgu3TtJ0Q2DpsR51LyqfJztVqMAp1wnvYQMZUsc0nKaMOuV/QmUkReYOWyPnkXt73jrbsnJDchrHozDWT8MQ1G82TeOVNugoHVfGgM5EDcgOkxMGmGR3obKvH8Ut7PNvffX8wR051ZQV2b5oS+7WD8EbF1DdI+VUJEU+0PJncHEnhLpBrPif9hv4bl4WioHnNpw6fjf2UFacwwqIb0KSrvSHQ/8sU/dYPIQROWj4BT1yzMWeOY1LYhO2D8kkqHVWZV6rYCEU3EdHnAbQR0UkAbgNwXbLVGlokoUGxLVMX2cSUD8FUtncSHi0CVcIWeFZ0tdfj8q3TcN1x83P22Sbny1fR9gODtirq4KUzY8t1sPY/roKABVLUMVvNmGlgdgXEbXPGepzD41JUhm1OHwgR6StfbWocAohuBUgIu37g/PX9mG2ICBgF932HHWz3n5Yx8VPv3TaYhNz/qBnkbZEnHx4TGttANJGu6r1nuQ6qRcCiCd4J3Con6WJV3DNaBdu2bjTtVf8lMoYC9sP9Pmd2eU2p1bcjvy45mqYOkw+sHyOba/GLS9ZggrQKJQC8p+QNDdtHmFaq7ROsD4aRdr8peZ+ubvkmoE4aW0VpmIn6wfO68I1TFnu2qZ+Sx5xcOf/kFRNwx8Wr0T+6ObDP/uk/rcavLt/fum7vC/03okb4tDY393mG+cy5ChnAJw3YBFr4JIBvAvgvAJMBfEgI8c/5XJSIDiOiR4jofSKar+zbTURPOiHAN+RznbRg6jR3Wpq0mYhinmTMpxHDV2Bl0mQ4ZtucsRjRZDeIRamtAHDist4c0xA/dOEqdRrYMOgGgWrlmlPG+K8aqu+qWuOUb6qe1zHXe6QpVKeuDBXXhFMN1W0r9Pt08Z7/2YSHlstYMtEuctp3zlya6IAQZaCa0dkSXksoBM5bZ5dnJw7USZqMbsXXNohFlLH9g5u9mvxpUlCUoL7zjotX446LV+dsz7dZqN+ZrLzS9QlE0frmuHVQJgH20IEu7FjQbQwwomIfPVW/L8jB/7bzV+DW81ZY10kHIeNrdfzSHtx+4apQdXDx85NZ4iSyrrFOlErZdjxptJpGQC/4aC0JbH1CLWunvqqTnZDxxzn+PzZv3FQlU2AaG8IIVURkbRnQVFsVSvg2rQbpdgUKjj67o/YBO5f0YLlltOChgk2ghY8JIW4VQlwkhLhQCHErEX0sz+s+DOBgAD9TrjUNwA4A05EJBf5ZIip5LzLTErEpk7ROMdjZVo8mySTPNFisnuyvlbKNVnS9z0qKb3lGIcv7/872eizsGYaPH+Kfbfzpj27Gp3fMxWED3Th+aQ9+fMFKqzpkrhVtulIoZYh6HdfXZ7EyUVdXaM6VJrWmW5TDfcrPYu1U/UTVNrdRGD6nOGf7YfIRiBKQwUSU+5rV1Zbzvm47fyW+fcbSGGpkj/x+ts4y5/zInhOzkK7Drx8ZY7Bxd81YdEK+rkwX3SRio89Kwd49W/D0RzdjuCKIeUJy6y8FIGMy4zchslUWyJi+MzmBbku9GgHS3xTOxHrNyknSCq+66krsOWRWqFW8yJM/CV3C5MH9zTntILceFsoVyphrffiA6Z70AjeetAi3nr/CKiqY31250UttX0+H4n+iywUkC98CIvT3HYRt3+wqOP2+G889S7/rqiq1zyNfaxPd9wGECHAVAyahSI22aI3PaX5t243kunSS2STQDa9eLitGNj2731rgpnwuKoR4TAjxhM+ubQC+LoR4SwjxNIAnASzM51ppx6R102lDzlnbh51LerP/N306On+mHFME6bdcpdEWTnxhqa6swE2nLsZ+Gvtcd+B2Bx+dE616fBBeUxm1DKsitNcNGnB1TO1owT2XrsXRASZdG2eET/An39JFG+w1t3EwxwkUMbqlVvt+Znd7zWNkDZsxcl6kscJbXtTnMWlUU2ymaLZtTvZxk5N0mh6DyUY+jsHNvJqjr9n2uZ2459K1GBivTwxrImyiavfeGzVRnmSlVENtlXWo29lO6G01b4t1vZT/y+/4Qwf4O/iHiRp48cYp+PYZS/HxQ2d5zO4Ig4kfKaYpctxzJfdZqIsmcruy9dPVrZxHRdf3LJ44HB2t9aH9G4PK1TFWSWfRIAfTMKy66qwCrJ+S4cAwpnk21wsV+j0kK5TVD28uKv15cZv+m0xLjT5FYZVXPttcpeQxhkAhch3KRCbSC0VEdBoRPQRgMhH9Rvp7GsBvEqpPJ4A/Sv9/1tnmV7+Tieg+IrrvhRdeSKg68ZCzhC1tOdZgPjcwzn+AFhAejYtx1SfCDCjJPB7FJA4zDR2TAgQ3lyofB5FRzXUgyp2ixKmZMQWPiGJGkVOG8n/3GaptyWjGF3J7GNyohO4K1iFSwl8TJ62IN/JOlOhpxvejeTiF0nZG6R48SZ99WGdY1dRNFIK+7ROdpKeqP5k8KWmzNKnJmLE554QIfgDL70w1w4rSH1VWEGZ3t+Hw+d3eyaphkmyLrZlYVI5cOA47l/R4wg6rDIxvN77xsdk8OPY3WCizcb9vMx9H+Jw6aOqjBlrw1IIGfT8XR0gmq2Ly//Lbr9uR1PxDjfQmU8jJv2lcNq1cmtqL7z7jJn0dbEzThxqmlaKvATgAwHecf92/ASHE0UEFE9FtRPSwz98202k+23zfihDiC0KI+UKI+SNHlpbNoyzQmAIeJIkuAAMAz1tQP7C1GifRYgpP8Wg74+0KdYNj1MhnnrIt66rW4YoDvGHC/Ry3oz4F9VpCs917rcGdqyaP1JpRBF3Lhu5hDdi7Zws2zQy34nb6qknhLxZgXhSWWV3+ubuMVciZ/JLv76DztMcZ9oV1rFc5fEG3dl9dxLLdcNDtYYQYLREVBwYNvu1ldeeFWUU6yIlIWltdEUnA6VGiwOUrS6hDR111Ja44cLrHFBgwr/RHJWzy4aR0DVklUiyC2WAZppxS6j5XKJpsMG1VUVfidLUfHA/sji801v1eASusBvSw5d33wn0cpnuSZaK4Q7inFW2PIIR4RQixVwhxpBDiGenvJZuChRDrhBAzfP6+bTjtWQDyiNgF4Dm7W0kvamOS7Z+jtDNTEruca2u2f+NkbzQW3fKxqig4bklPTnQkvzqVGpHM5/K8pskhPQ7UiZJq558dqORzIt6U1jnccE4YP7SPHDQzawNt29biNp2xRv6WYihOFTJ0ZeqctIUQsU8+3D7NT6nj+gttnWUvgI4yKWkk/PoeIJ7+p7qywnclNwnCrOQtnjgc9dWVxnwhHYaImfKVBsa340MHTMdvrliPuupKHLnQPhKjH70jGrPPfmFPNJNIW8EkiSHmIwfNjLW8qIp19xnk22ep+b9UbBVPtoy3TQgf8ZK63FZRLeuO2m8ctvgoxkTIyf/ICCv+YVFXxW37OL/VHb8VdpvyogTxKnXSlu7vOwB2EFEtEfUC6ANwT5HrlDdplK9Vm2QZo4kTUTZyi9lsL2LFImB7rTDhTr0n5nddHWrHbmkZZSxDRvXZUXE7vCTMRuSy3ehzwSYLg4W01FV7OuSj9huH2y9anXc9i43fo7aNshiEJ0mnZWQ/lV2WifoqKwiXbp6KW05fkrNv+9xOnLJyAj5ysHnCWVc9OPzYri5p86RJv6P6+Zy3rh8Hz8usokRN8CvzsUO89y/XPMykbkRTLR67eiPmdOcG/hjvKAqmduiTVsuPrL2hBpUVJOVny2zXWQDo+LCz6izXp2dEcISua7bPyAYq+bejM6asOt/SHKT+QCCeCVvYHIJxDGt+AvFZa/twyooJOEJZJT10wM7M11UwVVV41VM9wxtx5YGDPmpyHxyHfKS+g7PWZlbWgyxgNs7IBDpYoeTzUxVlK/r9v+WoPrwfOWgm/jUgCJBpOHSjZ561JoIFQUje12aRN5/3js95OqNjXXGumff7whyc477L1uG+y9aZK1RiFEUoIqKDiOhZAIsBfJ+IfggAQohHANwE4FEAPwBwhhDivWLUsZTQaVOAiCsg0kmuL0YQpaBPEJ7fEUJhhpnIWCTcVDsbW7trnbOsim0YUZm4fFHke9m5pAc3HL8Am2boI/401FTpTYOU7f2KeYcuYV4alvtt6qCLEBmEaVI4VwoGQUTWbffw+V3OOcHHnrRiAvp8IghmElpODcxxZWNKuHVWB37+T3ph+PPHDORsCwpr/PIb/olJm+qqsn2pebJs19sZBZXIJnje8+zyOwUfE9asV57MhvnMjl40PhuoZOOMDuzdswWdBgWdTBrGmKQiYTbVVmH35qk5ygFZcWBbtlz+ySsmYGB8xjdZCGDtlEHrhC0hVnKz5Qe0pZNXTMTePVty5iRqVzVvXDv27tli/EaA8OPReev6rY/VRz3UU19Tib17tuDYxT2h6hWF8YZkxep7uP3CVfhfJ0rve++Hs7vzG6Nuv2gVNs0Ygwuk0Pp+z2VEU61vmoXmhP0Ok6QoQpEQ4hYhRJcQolYIMVoIsUHad60QYqIQYrIQ4n+KUb+4ieJHAHg7t6MXDZo5qN/yyIhaE+11pd9xC1xJoOuoj1KcqpM0p1L9PloNodaDCKOlNjlqBuE3JkQ2nzOcV1FBWDV5lFFAmDuuLUd77k4Q1ImCGo3wC8dmwsZ/cac3fLx5xdOwM18MZXu1s+ZK6CbmNoKWXy4Ul5defzvw/EJgM+EhIqucJLaLBgICr7/1rqYMke3vjMmtowYj8TgVRSoiBzc1gzGhagJt3Q1KIa/KFdLS5vW33jUKcsUSoBZYmBCGeR1zuzMCjd/E87z9+9HRWpcVerLlWwbWaKgZ7F/ejWj3F/qsgJvP17d37VT7sVNWjLbnMV5H4ebTl+C7Zy4zHtPZVo9LN0/Nmgw31mbau58vcM+IxmySYb9naGM+JysnGmqq8LmjByJHH77iQP8ImqVA2sznhhQHOrkDTl01UXuMbRdwygp9GXEThzma3DEXyyxV1aLKk2vVwdh0z3Od8NIVRJ4OSRZ2t8/1DZIYCrcOfQE5N2TyEoqyEeLkOkQtz3uea3N99troZgbHLhmPs9f2ZRP/6RgYn9E6rpmiz+yeFsI83zsvWYP7A0wTdKVFChCBwQE16jd7/v72mto4Iu76FREk7Osj2GXMes5d14cPbpmqvWbU1VT5rKC8OjrU1cHPHzOA3ZumZP3tgq6rX40Nd0/Dm2pxx8WrcfnWabEEqTlt1cTAVRH51n/1h78bfaxcwtTMKk9RwH43yqFu9RoI96xdxYia+NrddtfutWipq8ahAxmzu8UTcs3Nxjlt45SV+uf155ff9Pz/U4fPtq5jrGgezfFLe2K/lPy6q6yT5sbDvHHtmL1aFJ0AACAASURBVGkRQOekFRPwdcf/+9rtM3H+/v1YKuU0bPFRnLmhtj3pG0xzNeffH563Avdeqh9vwnQRDTEElCoWLBQliKt1rIuQ6E+FaLChhZmwRFEABQ1yfvsPmacXCiYbknTGge5jNZnIqaZl7j1NGdOck+36uuPm47tnLstZNctHIDER5pXFYe6WgAIbddUZM4MjFkR35K6tqsT5+/dHX2k13M0rGhMqHcsmRcxHY+EnpnvfzXXVvrbzrh+JKSiASYtujAio2Wcr7ITx0ei0MO+0b4+Sv0lAB2myLqmsIJy7rj/Q9M/Exw/NJKWePtY76ZGfrW347yA6WutxysqJAREFLVbklP/bmFZ1tTd4JpP56L4u3jgFj19tTn+oJrENGzmu2Hzp+AUAkLOyY8J9d0FtemHvMOzdsyUrAMnnt9RVY++eLdg2x6y4k5uJrY9fUgrPsL5eUdCbp6dQm4ZMoKSz1/Z58jeZHn9QMAj3G3eFqKbaKt9z4gwXXwqUVq9SooRpUmes9l8RqqwgbJtjl81expQATIfaJ+w05FJycTVkfiSZhC0u5HtWzdea66qzWp0k+8soRfstpYe+riGEa9zoBhwiij08velW3njb3lXxqY9sxldOjCeH9IgYohZdf9wC/Pux80OZaMoCok5YHGcwU7PNrxSm9XzkIHOkLKvrhWyvQugzxYfpKt1JY1Ntbps9fH439u7ZYp0bTCYou3wUTE9Id89NNSEmpQXq3t2EuTYX/uRhszF3XFuovGA2Qpatgsbv/a6ePApPXrsJMzrtQ+y7TSiuaanOHP6C9f1WCUzV7dq8RwqmifV4p9+ZOFLyoSnAPLycIqv53erB87rw5LWbcgRpHXGnLUkrLBQlSKR8KhrtaUfroL2n2sGYOpxqyxCzpjIOVIQxd7D35t0o7Adjc7mofZ7tveR7x3H47zTVVeG4xePzrAkw2xH62iLaVucrmxGADdP1gRiilqndJ+30M02RqaygvNq3bBZ0uo8pbdiShzXWhA7n7v1Wc/c/+KH98cNzV8TQpu1LaHQm3o0xmFoEfetyvaImgB28lsD6aaNx8cYpuHTLtOAT3DoEPN37L1uH649bYDzGxr8q57oWK4OqAOd3zkNXrMdDV6wPff24WC/1DwLm+1o6aQRuOX1poFmU3C7mOSs4fsKsa+6oRofToWuPYc203Oq5bfbIheMwM4RQpdI/2t9sUw14YPsVq7mkgvD7BmodQXPRhOFZwXSB4xOZ1lWbtOD3dPwemU4ALLTZYClQuiEiyhI7e///e8QcnPuNBwFETxZ6xQHTMHlMi3TVQa7cNh0jmmqw1pB5vlS7sqBn29ZQgxdeewsjm2vz7rDV05c4tsLuSpWpLtvmjMW3H3wO1ZUVOHZJD7581zPZfVdvn2H0MXDpH92E3/71HwAyoVp//ewrkYUb27wNJu1c3CuKpvcjV2Py6GY8+MeXY712tg4AfnHxGvzDce5f5RNpLh99pekeG2sq8brPihiRExHwzr1Z34c2J6npu5qMgUnoVN2qm8LrBq10h20xAkDv8EY88Ifc9x0m6WxFBeE0RcA9YLZ+JV/1MfGbHNqEGVZDGNtgWiXcNKMD9y/+O85Z2wcgo9x4X3iVcC5hJ8Bppa2hGi/vyzWfdZ+Nn9O9q9goVB4rlynOGOwm3P1oQJj7IIgI9122Dvve8u8X/H57jsnr6v4cNLcTjz73Ki5YnzGV/sG5y3NWrZNY1LGJ7jpUyOfxldGCGgBeKSoMlgEJgrA9NF+nfyJg59JeLJ443Pm/98Ijmmpx5bYZxsh0hcR2qT9KGSpugsLdm6bEPkDM7GrF3j1bsMgib8end8zF3j1bAAwOVL1OCM9jFo3H8r7gydONJy3C13btB0Du+KLdVb5L60TxD7i279TPwXs/Q/Q2lasNCRNrqysxvKnWP8lhDDdsawJCnt+EHQszGm81qlXcgr4NphUa15fr+KU9xkSbYcbtDzk5drra7UJBq/g9o717tuAzR87VnvOZo+Z62lkYvxKZKH2u6Z3UVFXgqm0zsgLZ0Ysyq86t9eH1pYWcPBGifz5u4vKbT1/i+X7i9J2Ia2I9tq3eyh8oDCOaan18j9SjvBsW9ERrrzbUVVfi6u0zsoqZKWNaPJHxkqLcJvt5E6JNl/Kj5ZWiBJHb0JELu3HjPX8MPEduTLYTlDAfd2dbPf708hsAgLGtdXjulTcDyyhVxUmY55KNuiW9Ad+wxs7DqK6syA4kcfvCuNRVV+DNd3I193HZ9g5vqsWSSZnJUFydWNBij65NZ0zUYqpEti52Ph2zu9sAaaXtoSvWh1o1OGBWBy7/1sODZUvvZ2UUzX7Cgw8R0FqXmYDMVyY7hfzWbdqxa6704QP8Q7xWOWH25XD7Qc+kraEGnzh0lpXiIC7qqis9bX91QNj9z35gHqaMiSdATa8h34lKlPdfjPEhn/5q8pjmrELpR4/8xecIwwpzAaZ7DTWV2BfC5zFuhBCx98Wu72uSaTHCk96p+5aZ4XNIqcjzHxYA7UmHqn+IIrfDqBG0gsoNy3+fszybDFG7fKwMCmlfTjZNrtYZTPw8ZbgOrc5Duf3CVbjh+Fz7fvdK8rOL2tEHTQr/48T9QpVnu2pwoI+ZTzY8d57v+ozV0UJBb5rREUnYG93ib3LU1lBtvBfT99hcV42akJGtVk3OTLDVFaYoz3Osj+mSDptXLoTwzPMIGXPJ285foRU2/K4T5Hvllm3LiOaMYHbi0l59eQEPcHnfSJy6ciKuPWgmznayzKvRI4FB4dTtDw6b340xrZkcHKNbarFkYvDqrI1Jqo6wzWDzzI5s3pGwqMFXGiMkUowyxhQySlVckzz/9pVbeNhQ9fnUz41euNjCYiCIqN25ep7cN6t+pzZ93LGLe7BrWS9OXRkutUiU+uv8plTSLCgsjRjtFPB/ZnF8m0HvwqOYSvGzDYKFogIRRyPRNcodIcIet9ZXZ5111zvO2moG+Byn2whdU9KC1BeOySTq9EtqJ3PdcfON+3X0jGg0LuELIaTVpWTosdTwxuOMmrmLyINoxBPdPAuRBUvNhYUwrxTJPh5xfJtu2PnVU0blPQCFiRj55RPsouLJ5lruY5k0qjlH+FMfmSt0CohQkbxsaKipwt49W7DTIBT58f2zl+HOS9YAyPRVl2yaghFNtUYhYkZnxjTVz2zt7g+uw9dOWhSu8inmxpOj38tgCOjw5xQS3SXDtlFZkWQa58Leonv8nZeswffOMifpVHFTb9QG5G0y0dEaLummx++McgPLyH2an9Ihc4yeuupKXLZ1WiQBPQyjW+owvNHSv1WzvZg6YNdMMWoeM8D/vvIZ42qrKnDoQBf+Y5dZSWtKGF5KsPlcgkT5uKI03jCheWWOXjQeX77rGXQPq8/mPgHsIhEVGzcCTwXp6xdN22km1qz0Aefr2kLU92FqW+7KSb5+YoFRwDwHy9splmSe2mslCGHQISpJDZmacBjICDu/vWaTURAjIo85YJhJ7OaZHfjSL/ZaR7EsBGr+H5fBvHDpSRw4u6sVv372lYIKDgt69JOToGqo0c5s6B2RGTtsVhLjYvucTlQrAv0T12wMrcBLeiI3tq0eY9ui+a4Vi4zCzx+/dkwoviHak9duwstvvBOoJLXBNmhQEly4fjLOvPEBTBvbEnxwAPKryjeYzycPC07m6zHXK3qLiA4LRQmhChY606ZIQ2VMMy/5o5mVkwOiNLCZa3zskJnaiVS2nAjXdjV6566zS2yZQ0z9hqvNV6Nh6fB7Zldvm4GJI5si+cCEoZBdZTGEeQEBm5xAnnOUh9Lnk+z43kvXaU36wpr6mWqkTnouWD8ZDTWVOGheJ378+F8tCi+eBmXjjDE4a80k7Fo+IfjgApG2qUFlwPuJYhUwMH4Y/veClaF8l/Klq70+R/gL4wfo4jr3p5FCfkmZfku6tnJxk3/KnO42/MonmmMhqaqsCC0Qqffx1Ec2448v7fMPilMg9pswHPdeui6WsoTIWAG9/d776I4YVCbs9YYCLBQlhBxSUsQkNxdrvpHGlSKZoOodYWFe6K6UBGn1sj5FIqOZdh12bZjVFS6/hG2rcc2QrMv1Kba9sQbn7R9RuIuK8uJmxiiYN9VW4W1NeGmZYY018XybGp8DU3Jd3Z4+H9OJOLWXYRL0NtVW4aINUwDYDXrF7CoqKwgXrJ9cxBroSUsXmlQi7aj+T/kQ9524JrxdmlyBQHxC7g3HL8DOL93ru2/ZpJE4dKArr/74huMX4qt3P2NtRhfGj1gdl244YSGefuF1Y7LiqMQdzdJznNKhVVaQtcl6mpEf2S8uWYOtn/k5vrqrsObBpZzolYWihCAkJ0zE1TF3D2vAlDHN+NBWcwLCKA08iQ4ySbqHNeCzH5iHpRPNDo7ZgAwWb2HJxOE4bH4XgMzyflwmNIX2+7EqO4YyJvuskERlfk87fvn7F2MrLwjds21vDNZEu21pTEsd/vLqm9i5pCfGmsVHIZUjew6eiR89arEylXL8BMnakCt7cbCyf6RVRCu320671jeJptjWUIPPHzPga34Y9/VmGxRANVUVVuZKJiaPacZV2/SpAvzYMmssvviLvdi5tBd7X3xde5zaNlrqqjMRPEuMlDfxWBjZXIu7PxjPylMQ8pyIzecYI2EGGKNvQMgIOEHUVlXiB+euCDwuymRoVHM4R8+oCBGfo+9mi0lDmCvJztu+maMjVjvq/RZiohPUGep8imKvR0CgBZmxbfm31SCzJKsynBlpXMLHJZun4vJvPYy6mCbhhdT+7Vg4DjsW2geQSTvuO/31h9ajGO5ZtgE5ovgUFQOBZIT0DdPH5HW+m4tq7rjk8vokQVtDNUY21+JnTmTaZzRCUbGsRmwjq4YrM/iY7mGl5Q9WTPyeZ9qtjPxgoShB5ElEHE7zYRuYLlxxqfL5Ywbw8r63i10NAAXSpCZ0jTg6qiljmvH4X17Lu8ykHuP7Bmdhz/WFwJKA1cFACDhl5QS8+Prb2LmkJzDHyJ6DZ2JYYw1eeeMd53TV/zC/6rgcs2g8jnGScXqqG/BgzlnbZx3KPmzZ5YaqJIgaFKdQFCOSXBTSWsvmump876xlmDCytMywVH+w3OhzxSHJYFU2qxlTx+Qf8KBckJ+m+w42z8g/31KhYaEoIZrrqyMtIW6Z2YFLb3nYeIyN1uRru/bLK6yjTFrGST8tHpG+44wjEk3u9eJ7GJHN4EIce9v5K3wTwObLpFFNHqHINZ+Y2x1RQxpzG8skgy1cw22uq8ZHD54JAIFCkbsC8p/3ZZI5u/1EWr6zfHwZStmWPElK7bmke52o8LhmsCYfQZcZncG+o2n51nVoo8+hsKaVblqMpjr7qers7jbc/fRL2XQPOrraoucdSzMnLOvF3U+/hIPmdRb2wn7tIuXt3A8WihJi96YpuPlXz4Y+zxQNJ0z7WiIl/zpm0Xg88dfXDEebKbUB3SXuvCoyhTFF8yfMgDppVHx+OiaW943EvZeuCwwIoM29EdPz3LmkBzfcuRdjWuvQO6IRf3r5DePxxdSMm3IsJXrdEv2emeRx/foKGUmuFPjU4XPw3V8/h+kxhEouBdIitB0y0IWX33gbxy7uwb/+5Cmrcy7eOAWEYOXOOItkzKWoHBjbVo/vhsyNFQfyIkCnE+2uFL8XFooSorGmyms+F/Hz+u6Zy0I5jC+dlJsF++rt4RwuVdLSQeooZP2y0ecMx+ST+V4m5Wb9OdhESPMkxDWs8kVldMugf9DK/pG448m/xXyF5Ej7d2ZDPvfw/bOX4ee/K533ZUOpfcMHz+vE5DHNVqsdxaaQwv2wxhocl9IAKHGg+pClRXFSWUE4eYVdqgn5nN2bp8Zy/bR+v/VOOpBTVoZ7NkkiP6t549rxvbOWYVoHC0WMhqgf18yuVsxUQjmbipqSgA3sMIsIWmWDxVhh6+AfdZWiVOz+A1Eachy3tWNBN+586m84cVkvvvPgc/kXGAHb+2iqzQxs7c7qcDaQSkr1k6b7am+oxt/3vZNXXzF9bGtgPrFSJc5P9phF47F0Up5+cBqIqCQEorjZmGeAhaGGG57cjySCHjDhqKkKlw6kGJRqP8JCUQEQMJlC2Y+WxZoMt9VXO9cvyuV9aXAmlEsnjQj9XOK4D+PAYFl+0GFqPT952Gz8849/Z1e4D3FOtuVnvnpyuISvwxpr8NLruQEz4hhr2xtr8JUT98u/oBCYEh2a2DB9DK7eNh2Hze/2lJO4+VwC3/G8ce348ePPh8qBVGq4uczC3GES71K38n/b+Su1UcOGHDG2s0eu3FDwMOlpWYlxUcdQ10d0j+MnKY93Q0YpZwULgLacv38/jrru7mJXI29YKEqIccMaUiVE5IPbLeQz4ekZ3oC9L+6Lp0LI5Ea4/cJV6AgZTvmeD66NlPncxWYws31Ky/rM2l51QnXoQBcOHeiyLF1PsZulnMMqySFnZf9IXPP9xxK8Qn4QEY5Z3JOzPelh2J3cJ0Gx21aSXHfcfHzrgT9hfEzmsXEzaVRTbMF1SoG4xtfGWp4GqY+yrrrSdyWCKBPVNshXsxA8cPn+ePf9ZHtLXhSzZ0lCq9eFpggZE8qDKKFXN0w3h8Fd0Z9pdKYcCElOSvIp++bTl8ZWD5eeEY2hBZxRLXV5hcVdO3UUgPyWhl0tXNAEJu25QlxqQmpZfW8rgYbbZ0gG6+aN6myLnoeiOebJVNZfLaH3/qWdCzC7u83K9ysspdFS86OrvQFnrukLpSkvh+fCDH3kdpyWlaL2xppE+jKmvGEVSYLsWt6Ln/72BaybOhq/efaVvMtbM2U0Hr96Y6KaXj/imKMNFb+kzTM78n4HtkNKUhOqOMqV78E3MW2UMgs41rbWV+OzH5iHhb252evDon4fUe8j6cnG6imjsHrKqMjn21QvJfOlkmBBTzvu3fv3YlejJFkyMTegUElRst9JyVY8FA01ldj39nv4wCJzAunpY1vwyHOvFqhWTCFgoShBJo1qxl271zr/C56K2ggfhRaIZJKa8Ewc2YinXojfFj6p+hbqHQxVh9a0TJw3z0xXYjmbyIZpZai21ST5yon74VUngS9jx+TRzXjir6+hTVrtt0gdxAQQ1CdPH9uCB/7wsue5D2XGtNTh9397HeOGmUPTf/PUJXjtrdL5hv/1qHkY3cKrayZYKCoQpTxnSDoa1s2nLcWfX43PRvnIheNw4z1/iK28sMSl8a+OaQVGJY7aJbHyV6rfSGxCXgyBFn7+T6tRUcRZot+zmN3Vil/HsFJeirjCot9zqauuLKqSqxQ5bH4Xrvn+YxjdHM6XlMmPy7dOw8HzujBxZJn4rFl2ofU1ldnw2KXAllnJKgLPW9ePZX2lvYrLQlGKiGNOmMS80g0uMLwxGQ1Da0N1Xn4+APCTC1fhpdffiqlG6cDtl9NkN+1qag8d6MINd+4tdnVSQfzCXPQCu4cVJwiAqcbfOiN+f8JSI23RxkqVE5f14oSlvaioILz5znvFrk5k0ra6FdQ+a6sqMc/xZV7VPxL3P/N3XHHAtEJULctFGybjEz98ItYyT1k5AXVGv+QS1dQViXPW9RW7CnnDQlEKGD+8Ac+8uC+1mvKaqgp87JCZWDIxvdFFekc0ZrOw71jQjRvv+QNW9IULFR0XlWmxD1MI075uPn0JXt6XGza70mc0D3u31XIZUp1S+tj0xFzfUrt9P/wmV2lxzGZKk1vPW4FH/5zx2yCi3BD4RahTvpTyN3HG6kk4YkE3RrUUdrXujNWTYheKdm/yT/Jaum+HyRcWilLApZun4uSv3B9LWUl9zEcsMDsc2tJTgHC2s7vbipLYbNmkEbjjyb/hlJUTrI4PElKKOdjPM0Q4zJev7NoPt/zqT54VsBKeI8ROWpUjJm1yWuucFrh9R6dvdLNvJMlSfqYlXHVUVFDBBSKGKRRFCclNRJ8goseJ6DdEdAsRtUn7dhPRk0T0BBFtKEb9ksBu0jC0ZxZfP3kRvnnakmJXIzFc2+KgvBdhB/PYXFYiFnTw3E78+7Hzc7bvPy0TQn5MyAFy4sgmXLhhcklrS5PAzQOW2l7A5nXxK/XAwmLylGKT464vOtPHtiR+DXds4u+3/CjWStGtAHYLId4loo8B2A3gYiKaBmAHgOkAxgK4jYj6hRAlYzx83bHzfe36TcEKyuUDXDShtB3wgkj7+4tav08dMSf7u646o0chAgbGt+PWR/8am2P/UJkoRL0N9/7T2o662/WrvGesnoS7fv8i5na3aY8pZ4ZK204jKf1cjLgKkKq0ORelnIev3IDqyuSfWSlHAmXyoygrRUKIHwkh3nX++0sAXc7vbQC+LoR4SwjxNIAnASwsRh2jsm7aaEwek7vUb5roRP0Abzl9Ca7ZPiPkWUzSxN1lx90x57NC8y9HzcPZa/swraMl9vvMJ5Fqmsj3fSUd7TEq9YZIaQt7h+G312xCW8PQyEcWFycs6wEAdLQOjbadJoZC8IpSSdCdFppqq0InbGeYMKTBp+gEAN9wfnciIyS5POtsy4GITgZwMgCMGxePv0uxiDpHnTuuHXMV3480aSQrKwjNdWloYkxcjG2rx/n79ydSNhHhjNUTMbOzNZHyEyOmeU3aJ3mt9fwth+WIBeNi88dk/En3V+NPdlW4uNXIkqZ5Q5pgmbX8SGyUI6LbAIzx2XWpEOLbzjGXAngXwFfd03yO922WQogvAPgCAMyfPz/1TbdQFdw4w++RJ8eYljr85dU3ffc9dtXGgtalVGisyXx2fpHc/IhrvHLzHrkmcGmgqa4Kr731bvb/F22YUsTahCOpeURaB+KjF43HFd99tNjVYJiSp6JMTOZLFRYSy5fEhCIhxDrTfiI6DsBWAGvFYDr0ZwF0S4d1AXgumRqmB1czfvSi/DWKowqc1O7W81fgDU2+iJqq9Ey+08SnjpiNm+79I2Z3FXZFZPPMDvzu+X9g1/Legl7XxNdPXoTbHnseLXXJZEpvqq3CoQNdwQdGQDefGao+RbZCPMMwZvhLSjfuqn1aTZmZ5CiKPQQRbQRwMYCVQoh90q7vAPgaEX0KmUALfQDuKUIVC8qolrrYQkgXWsPRXFeN5oQmtKVGR2tGIG0KMBkc1VyHM9cEJzmLe3JcWUGxmr61N2b8R4Y3RvcjGT+8EScuS05Ie/jK0glg+bmjB3D9Hb/HFB+fxDTh5gNjmGJSytp8jryZbtKuoGKSo1hG4v8CoBbArU7n8EshxKlCiEeI6CYAjyJjVndGKUWeM8Ef19Dn0i1TMTC+HYtjjrKX1vHz0HldqCTCtjlji12VohD0WoaFFBZ7RzTimu0zo1coYYgIX9w5HzPGlpjPF8OkjLQsutZUVeDtd98vdjUYJjUURSgSQkwy7LsWwLUFrE5B4GXYoU9ddSW2z/WNC5IXaRWoKyoIhyRkmlZodi3rxU+eeD7Sueq3XetEaUsyAW6xWDNldLGrwDAeUto9GknNSlEpPrwCktaxl0kODidUJL531jL87+PRJmEmUtPZMnmTtghFQ5nLtk7DZVunhTpH96011Vbhv89ezmZmDJMgPNLFB08bGCYDe8IXiC0zOwAAI5trAQAzOltx9tpgvxKmfGmqzegs3LbDpAthUCNOG9uC+hrOp8EwScPz+ei48xHGH7bwKT94pahAtDVkghF0tyebxM80UWNKi8baKjxw+f5oqedAFipzx7VhQc+wYleDYRimZLnp1MX45VMvckJUBeKQ6WULC0UMk2La84jsNpS55fSlxa4Cm6oyDFPSdLbVDxm/0Djhnr18YfO5IQZP1BiGYZihzlAY6w6cXZ6ROxkmrfBKUYHgZViGGZrwt80wTFgevWoDm60xTMpgoajADAXtFsMwDMMw0Wmo4elXWuHkreULm88NMVjkYpjCwnoOhmGYoQP36eULC0UMwzB5wNpEhmGYoQeH5C4/WCgaYvAnzDCFgbWJDMMwQw9im5uyhYWiIcbY1rpiV4FhGIZhEqXCmbeesLS3uBVhGGbIwJ5+QwwO5MAwheEzR87FZ3/yFCfXZZgiQER4+qObi10NZgiyZsooPPSnVzCyubbYVWEKDAtFBaJ/TDMA4MzVkxIp/7ItU/G5259KpGyGYXJZ3jcSy/tGFrsaDFO2sBKQSYJz1vbh6EXjWSgqQ1goKhAtddXYu2eL1bF3XLwa9dXh8hfsWj4Bu5ZPiFI1hmEYhmEYBkBFBbFAVKawUJRCutobil0FhmEYhmEYhikbONACwzAMwzAMwzBlDa8UMVn+zxGzMbqFo9cxDMMwDMMw5QULRUyWg+Z2FbsKDMMwDMMwDFNw2HyOYRiGYRiGYZiyhoUihmEYhmEYhmHKGhaKGIZhGIZhGIYpa1goYhiGYRiGYRimrGGhiGEYhmEYhmGYsoaFIoZhGIZhGIZhyhoWihiGYRiGYRiGKWtYKGIYhmEYhmEYpqwhIUSx65A3RPQCgGeKXQ+JEQD+VuxKMIwP3DaZNMPtk0kr3DaZNMPtMxzjhRAj1Y1DQihKG0R0nxBifrHrwTAq3DaZNMPtk0kr3DaZNMPtMx7YfI5hGIZhGIZhmLKGhSKGYRiGYRiGYcoaFoqS4QvFrgDDaOC2yaQZbp9MWuG2yaQZbp8xwD5FDMMwDMMwDMOUNbxSxDAMwzAMwzBMWcNCEcMwDMMwDMMwZQ0LRRYQ0ReJ6HkieljaNoeIfklEDxLRfUS0UNq3m4ieJKIniGiDtH2AiB5y9v0zEVGh74UZWoRpm0TUQ0RvONsfJKJ/k87htsnEjqZ9ziaiu5z29l0iapH2cd/JFIQwbZP7TqbQEFE3Ef2EiB4jokeI6Bxn+zAiupWIfuf82y6dw/1nvggh+C/gD8AKAPMAPCxt+xGATc7vzQBud35PA/BrALUAegE8BaDS2XcPgMUACMD/uOfzH/9F/QvZNnvk45RyuG3yX+x/mvZ5L4CVzu8TVl7/ngAABQxJREFUAFzt/Oa+k/8K9heybXLfyX8F/QPQAWCe87sZwG+dPvLjAC5xtl8C4GPOb+4/Y/jjlSILhBA/A/CSuhmAq+FsBfCc83sbgK8LId4SQjwN4EkAC4moA0CLEOIukWml/w/A9uRrzwxlQrZNX7htMkmhaZ+TAfzM+X0rgEOc39x3MgUjZNv0hdsmkxRCiD8LIX7l/H4NwGMAOpHpJ7/sHPZlDLY37j9jgIWi6JwL4BNE9EcAnwSw29neCeCP0nHPOts6nd/qdoaJG13bBIBeInqAiH5KRMudbdw2mULyMIADnd+HAeh2fnPfyRQbXdsEuO9kigQR9QCYC+BuAKOFEH8GMoITgFHOYdx/xgALRdE5DcB5QohuAOcBuN7Z7merKQzbGSZudG3zzwDGCSHmAjgfwNccm3lum0whOQHAGUR0PzJmIW8727nvZIqNrm1y38kUBSJqAvBfAM4VQrxqOtRnG/efIWGhKDrHAbjZ+f2fANxAC8/Cq13qQsZ86Vnnt7qdYeLGt206y+ovOr/vR8bmuB/cNpkCIoR4XAixXggxAOBGZNohwH0nU2R0bZP7TqYYEFE1MgLRV4UQ7pj+V8ckzjXffN7Zzv1nDLBQFJ3nAKx0fq8B8Dvn93cA7CCiWiLqBdAH4B5nmfM1IlrkRP44FsC3C11ppizwbZtENJKIKp3fE5Bpm7/ntskUEiIa5fxbAeAyAG4kL+47maKia5vcdzKFxmlP1wN4TAjxKWnXd5BRfML599vSdu4/86Sq2BUoBYjoRgCrAIwgomcBfBjASQA+TURVAN4EcDIACCEeIaKbADwK4F0AZwgh3nOKOg3ADQDqkYkA8j8FvA1mCBKmbSITbekqInoXwHsAThVCuI7G3DaZ2NG0zyYiOsM55GYAXwK472QKS5i2Ce47mcKzFMAxAB4iogedbR8EsAfATUR0IoA/IOP7xv1nTFAmGAXDMAzDMAzDMEx5wuZzDMMwDMMwDMOUNSwUMQzDMAzDMAxT1rBQxDAMwzAMwzBMWcNCEcMwDMMwDMMwZQ0LRQzDMAzDMAzDlDUsFDEMwzAMwzAMU9awUMQwDMOUNW5iToZhGKZ8YaGIYRiGKRmI6GoiOkf6/7VEdDYRXURE9xLRb4joSmn/t4jofiJ6hIhOlrb/g4iuIqK7ASwu8G0wDMMwKYOFIoZhGKaUuB7AcQBARBUAdgD4K4A+AAsBzAEwQEQrnONPEEIMAJgP4GwiGu5sbwTwsBBiPyHEHYW8AYZhGCZ9VBW7AgzDMAxjixBiLxG9SERzAYwG8ACABQDWO78BoAkZIelnyAhCBznbu53tLwJ4D8B/FbLuDMMwTHphoYhhGIYpNa4DsBPAGABfBLAWwEeFEJ+XDyKiVQDWAVgshNhHRLcDqHN2vymEeK9QFWYYhmHSDZvPMQzDMKXGLQA2IrNC9EPn7wQiagIAIuokolEAWgH83RGIpgBYVKwKMwzDMOmGV4oYhmGYkkII8TYR/QTAy85qz4+IaCqAu4gIAP4B4GgAPwBwKhH9BsATAH5ZrDozDMMw6YaEEMWuA8MwDMNY4wRY+BWAw4QQvyt2fRiGYZjSh83nGIZhmJKBiKYBeBLAj1kgYhiGYeKCV4oYhmEYhmEYhilreKWIYRiGYRiGYZiyhoUihmEYhmEYhmHKGhaKGIZhGIZhGIYpa1goYhiGYRiGYRimrGGhiGEYhmEYhmGYsub/A0M3sCaHxNJVAAAAAElFTkSuQmCC\n", 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uuePrcDE9oe8YSjYIdA5TW21V/93XL5/7XHfC0VizohCMKaI5IJk1421v8z9j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\nuYc3ZB5Qe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" + "" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", + "import matplotlib as mpl\n", + "\n", + "mpl.rcParams['font.family'] = 'SimHei'\n", + "plt.rcParams['axes.unicode_minus'] = False # 步骤二(解决坐标轴负数的负号显示问题)\n", "\n", "fig, ax = plt.subplots(figsize=(14,4))\n", "ax.plot(data[:,0]+data[:,1]/12.0+data[:,2]/365, data[:,5])\n", "ax.axis('tight')\n", - "ax.set_title('tempeatures in Stockholm')\n", - "ax.set_xlabel('year')\n", - "ax.set_ylabel('temperature (C)');" + "ax.set_title('斯德哥尔摩的温度')\n", + "ax.set_xlabel('年份')\n", + "ax.set_ylabel('温度(摄氏度)');\n", + "fig.savefig('fig-res-tempture-stockholm.pdf')" ] }, { @@ -975,7 +990,9 @@ { "cell_type": "code", "execution_count": 35, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "np.savetxt(\"random-matrix.csv\", M)" @@ -1316,7 +1333,9 @@ { "cell_type": "code", "execution_count": 49, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "M[0,0] = 1" @@ -1347,7 +1366,9 @@ { "cell_type": "code", "execution_count": 51, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# 对行和列也同样有用\n", @@ -1579,7 +1600,9 @@ { "cell_type": "code", "execution_count": 61, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "A = np.array([1,2,3,4,5])" @@ -2082,7 +2105,9 @@ { "cell_type": "code", "execution_count": 80, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "import numpy as np\n", @@ -2404,7 +2429,9 @@ { "cell_type": "code", "execution_count": 93, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "M = np.matrix(A)\n", @@ -2510,7 +2537,9 @@ { "cell_type": "code", "execution_count": 98, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "v = np.matrix([1,2,3,4,5,6]).T" @@ -3476,7 +3505,9 @@ { "cell_type": "code", "execution_count": 135, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "v = np.array([1,2,3])" @@ -3813,7 +3844,9 @@ { "cell_type": "code", "execution_count": 149, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "b = np.array([[5, 6]])" @@ -3952,7 +3985,9 @@ { "cell_type": "code", "execution_count": 155, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "# 现在B和A指的是同一个数组数据\n", @@ -4014,7 +4049,9 @@ { "cell_type": "code", "execution_count": 158, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "B = np.copy(A)" @@ -4208,7 +4245,9 @@ { "cell_type": "code", "execution_count": 165, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "def Theta(x):\n", @@ -4257,7 +4296,9 @@ { "cell_type": "code", "execution_count": 167, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "Theta_vec = np.vectorize(Theta)" @@ -4293,7 +4334,9 @@ { "cell_type": "code", "execution_count": 169, - "metadata": {}, + "metadata": { + "collapsed": true + }, "outputs": [], "source": [ "def Theta(x):\n", @@ -4604,7 +4647,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.5.4" } }, "nbformat": 4,