From 0bbd87ad9b67ccb0e59ac14afb84d09de357c555 Mon Sep 17 00:00:00 2001 From: rasbt Date: Tue, 25 May 2021 21:59:22 -0500 Subject: [PATCH] matplotlib 3.4 compat --- ch03/ch03.ipynb | 178 ++++++++++++++++++++++++++++++++++++------------ ch03/ch03.py | 47 +++++++++---- ch03/tree.png | Bin 118223 -> 129527 bytes 3 files changed, 167 insertions(+), 58 deletions(-) diff --git a/ch03/ch03.ipynb b/ch03/ch03.ipynb index e8af323a..9d9447fb 100644 --- a/ch03/ch03.ipynb +++ b/ch03/ch03.ipynb @@ -41,13 +41,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Sebastian Raschka \n", - "last updated: 2020-05-21 \n", + "Author: Sebastian Raschka\n", "\n", - "numpy 1.18.1\n", - "pandas 1.0.1\n", - "matplotlib 3.1.3\n", - "sklearn 0.22.1\n" + "Last updated: 2021-05-25\n", + "\n", + "numpy : 1.20.1\n", + "pandas : 1.2.2\n", + "matplotlib: 3.4.2\n", + "sklearn : 0.24.1\n", + "\n" ] } ], @@ -266,10 +268,7 @@ { "data": { "text/plain": [ - "Perceptron(alpha=0.0001, class_weight=None, early_stopping=False, eta0=0.1,\n", - " fit_intercept=True, max_iter=1000, n_iter_no_change=5, n_jobs=None,\n", - " penalty=None, random_state=1, shuffle=True, tol=0.001,\n", - " validation_fraction=0.1, verbose=0, warm_start=False)" + "Perceptron(eta0=0.1, random_state=1)" ] }, "execution_count": 7, @@ -356,6 +355,10 @@ "from matplotlib.colors import ListedColormap\n", "import matplotlib.pyplot as plt\n", "\n", + "# To check recent matplotlib compatibility\n", + "import matplotlib\n", + "from distutils.version import LooseVersion\n", + "\n", "\n", "def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n", "\n", @@ -379,7 +382,7 @@ " plt.scatter(x=X[y == cl, 0], \n", " y=X[y == cl, 1],\n", " alpha=0.8, \n", - " c=colors[idx],\n", + " color=colors[idx],\n", " marker=markers[idx], \n", " label=cl, \n", " edgecolor='black')\n", @@ -389,15 +392,27 @@ " # plot all examples\n", " X_test, y_test = X[test_idx, :], y[test_idx]\n", "\n", - " plt.scatter(X_test[:, 0],\n", - " X_test[:, 1],\n", - " c='',\n", - " edgecolor='black',\n", - " alpha=1.0,\n", - " linewidth=1,\n", - " marker='o',\n", - " s=100, \n", - " label='test set')" + " \n", + " if LooseVersion(matplotlib.__version__) < LooseVersion('0.3.4'):\n", + " plt.scatter(X_test[:, 0],\n", + " X_test[:, 1],\n", + " c='',\n", + " edgecolor='black',\n", + " alpha=1.0,\n", + " linewidth=1,\n", + " marker='o',\n", + " s=100, \n", + " label='test set')\n", + " else:\n", + " plt.scatter(X_test[:, 0],\n", + " X_test[:, 1],\n", + " c='none',\n", + " edgecolor='black',\n", + " alpha=1.0,\n", + " linewidth=1,\n", + " marker='o',\n", + " s=100, \n", + " label='test set') " ] }, { @@ -412,9 +427,17 @@ "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -476,7 +499,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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EEMJr9q8wvg472yuH88mAstkUc0YksXpfLVrLAoZCCOEVBz6DlHEQleKVw/lkQAHMGZFETXMHuytlfSghhPC4rjYo/hKGn+O1Q/psQM0dIdehhBDCa6p3g83ute498OGAyogLZ3hyJCv3yHBzIYTwuIzJcH+hBJS7zhuTypcHamls7zK7FCGE8H9BoWAP9trhfDqgFoxNpcuhWblbWlFCCOExVbvgyTlQusmrh/XpgJqaHU9iZAgf5VeaXYoQQvivgnehcgdEp3v1sD4dUHab4tzRKazYXUVnt9PscoQQwj8VvAsZUyFGAqpPLp6QRlN7t8zNJ4QQnlBfCGWbYOzlXj+0zwfU3BHJxIYHs2xbudmlCCGE/9n5pvF13JVeP7TPB1RIkI0Lx6XyUX4l7V0Os8sRQgj/kjoezrwT4nO8fmifDyiAhRMzaO7o5jMZzSeEEIMrbwFc+L+mHNovAmr28ESSokJ4a3Op2aUIIYT/KFoLjWWmHd4vAirIbuOKyZl8UlBJfUun2eUIIYTvczph6R3w9n+YVoJfBBTANdOy6HJo3tlqXtoLIYTfKFoDh4th0o2mleCxgFJKhSmlvlJKbVVK7VRK/dxTxwIYkx7DuIwY3thU4snDCCFEYNjyTwiNgdGXmlaCJ1tQHcC5WutJwGTgIqXULA8ej2umZbGt5DD5ZY2ePIwQQvi39kbIfxvGLYKQCNPK8FhAaUOz62mw6+HR1QWvnJJJaJCNl9YVefIwQgjh34q/gO42mPYtU8vw6DUopZRdKbUFqAI+0lqv8+Tx4iJCuGxSBm9uLqVJZjgXQoj+GXkh3FMAmVNNLcOjAaW1dmitJwNZwEyl1PgTt1FK3a6U2qCU2lBdPfD7mJbMGkprp0OGnAshRH84uo2v0anm1oGXRvFprRuAz4CLTvLe01rr6Vrr6cnJyQM+1qSsWMZnxvDiF0Vo7dEeRSGE8D9v3g6vmdu1d4QnR/ElK6XiXN+HA+cDBZ463jHH5ZbZueytauZzWQ5eCCHcV18EO9+C2EyzKwE824JKB1YopbYB6zGuQS3z4PF6XD4pg9SYUJ75/IA3DieEEP5h3VOgFJzxXbMrASDIUzvWWm8Dpnhq/6cTEmTjltm5/Ob9AvLLGhmbEWNGGUII4TvaGmDTizD+aojNMrsawI9mkjjRjTOziQix88wqaUUJIUSvNr0Inc3GzOUW4bcBFRsRzA0zs3lnaxlFtS1mlyOEENY29WZY9BSkTzS7kh5+G1AAd8wfRpBN8cSKfWaXIoQQ1hYeB5NvMLuK4/h1QKXEhHHDzGze2FRKcW2r2eUIIYT1dLXBi4ugcI3ZlXyNXwcUwPfOHo5dWlFCCHFyG56HAyuM0XsW4/cBlRoTxo0zs3l9Uwn7q5t7/4AQQgSKjiZY9XvImQdDZ5tdzdf4fUAB3HnuCMKCbPzu/d1mlyKEENax5nForYHzPboaUr8FREAlRYVyx1nDeX9nBRuL6swuRwghzNdUCV/8CcZdCVnTzK7mpE4bUEqpM5VSTyiltimlqpVSxUqp5Uqp/1BKxXqryMFw67xckqND+dXyApmjTwghIhLh4t/AeT81u5JTOmVAKaXeA24FPsCY5DUdGAv8BAgD3lZKXe6NIgdDREgQd58/ko1F9SzfXmF2OUIIYS57kHHvU8Iwsys5pdO1oG7SWn9Ha/2O1rpMa92ttW7WWm/SWv9ea302sNZLdQ6Kb0zPYkx6DL98N5+Wjm6zyxFCCO/TGl5ZDFteNruSXp0yoLTWNQBKqW8rpfJOt42vCLLbePiKcZQfbudPMuxcCBGItr8GBcvA0WF2Jb1yZ5BEDvAXpdR+pdSrSqm7lFKTPVuW50zPSeCqqZk8u+qADDsXQgSW9kb48CeQMRWm3Gx2Nb3qNaC01j/VWp8LjAdWA/cBGz1dmCf998VjCAuy89O3d8iACSFE4FjxK2iugkv/D2zWH8Tda4VKqZ+4Bkx8CIwA7sVYwt1nJUeH8l8Xj2bNvlpe3XDI7HKEEMLzavfDV3+BGbdCpjWHlZ/InfWgrgK6gXeBlcCXWut2j1blBYtnZrNsaxm/XLaL+SOTSY8NN7skIYTwnMThsOQNyJphdiVuc6eLbypwHvAVsADYrpRa7enCPM1mU/zm6ol0OZ08sHS7dPUJIfxXc7Xxdfi5EBptbi194E4X33hgCfBN4DqgBPjUw3V5RU5SJPddOJoVu6tZuqnU7HKEEGLwlWyER8fDrmVmV9Jn7lwl+w0QDTwOjNFan6O1tu6tx310y+wcZuTE87N3dsqSHEII/9LRBEtvhYgkyJlrdjV95k4X36Va699qrddqrbu8UZQ32W2KR66bjFLwg1c20+Vwml2SEEIMjvfuh/pCuPoZY0FCH3O6qY7+rZS6TCkVfJL3himlfqGU+rZny/OOrPgIfn3VBLYcauCxj/eaXY4QQgzc9tdhy0sw715LLqXhjtO1oG4D5gEFSqn1rkliVyilDgJ/ATZprZ/zSpVesHBiBtdOy+KJz/axdr9PTZAhhBBf11wJ2bPhrPvNrqTflDuj15RSOUAa0Abs0Vq3eaKY6dOn6w0bNnhi125p6ejmsj+tprGti2V3zSMtNsy0WoQQYsCcDrDZza4CpdRGrfX0vn7udF18TUqpRqVUI7AN+AhYBVS6lt74Uil1Xv9Ltp7I0CD+smQarZ0OvvfSRjq6HWaXJIQQ7tPauO6072PjuQXCaSBON1lstNY65phHz3OM1tQdwGNeq9RL8lKj+b9rJ7G5uIGHl+WbXY4QQrhv/bOw7ikoMa8najD1azImrbVDa70V+OMg12MJl0xI546zhvGPL4t5db1MhSSE8AHFX8L7P4aRF8H8/zK7mkExoNkCtdZ/GaxCrOa+C0Yxd0QSD761nS/215pdjhBCnFrdAXjlRojLhiv/4hMTwbrDP34KDwiy23hi8VSGJkZyx983sK9KluYQQljUlpdBO2Hx6z55v9OpSECdRmx4MM/fMoOQIBvfeuErapqtv8CXECIAnfMA3PG5MSGsH5GA6sWQhAie/eYMqps6uO3FDbR1ysg+IYQFOJ3w8f9AzT5Qyuje8zMSUG6YPCSOR6+bwpZDDXzvpY10dst0SEIIE2kNHzwAqx+B3cvNrsZjJKDcdNH4NH515QQ+213N3f/agsMpy3MIIUzy2a9h3ZMw6/sw+y6zq/EYdxYsFC43zMympaObX767i8hQO//vqonYbMrssoQQgWTtH2Hlb2DKErjwV0b3np+SgOqjW+cNo7G9m8c/2UtkaBA/XTgW5cf/QIQQFuLogl3/hrGL4LLH/TqcQAKqX+4+P4/m9m6eW3MQQEJKCOF5TgfYg+GmN8EW7PPTGLlDAqoflFI8tHAMAM+tOUhnt5OHrxgv3X1CCM/48imj5bT4NQiJNLsar5GA6qcjIRUabOPJz/bT5XDy66smYpeQEkIMpjWPwUc/hdELwRZYf7I99tMqpYYAL2JMLOsEntZa+9Xkskop/uvCUYTYbTz2yV46u5387tpJBNtlcKQQYoC0hs9/Byv+F8ZdBVc9bXTxBRBPxnE38J9a601KqWhgo1LqI621X00RrpTi7gUjCQ228dv3d9PQ1sUTN04lMjSw/qcjhBhkK38Ln/0KJt0AVzwRENecTuSxv6Ja63Kg3PV9k1JqF5AJ+FVAHfH9s0eQEBHCg2/t4IZnvuS5W2aQFBVqdllCCF817krQDjjrx34z+WtfeeWndq3IOwVYd5L3bldKbVBKbaiurvZGOR5z/cxsnr5pGnsqm7j6ybUU1rSYXZIQwpe01sEXTxjde8kjjTn2AjScwAsBpZSKAt4AfqS1bjzxfa3101rr6Vrr6cnJyZ4ux+POG5PKy7fNoqm9m6ueXMum4nqzSxJC+IL6QnjuQmN+veoCs6uxBI8GlFIqGCOcXtJaL/XksaxkSnY8b3xvNtFhQVz/ly95fWOJ2SUJIazs4Cp4+hxorjTuc0oZY3ZFluCxgFLGnat/BXZprf/gqeNYVW5SJG99fw7Tc+K597Wt/HJZPt0OmWRWCHGCTS/C3xdBZBLctgJy5ppdkWV4sgU1B7gJOFcptcX1uMSDx7Oc+MgQ/vbtmdwyO4dnVx/kWy+s53Brl9llCSGsJCoN8i6AWz/2u/WcBkppbZ1ZuadPn643bNhgdhke8a/1xfzkrR1kxUfw5JKpjE6LMbskIYRZmiqgaC2Mv8p4rrVfz6unlNqotZ7e188F7vAQL7tuRjYv3zaL5o5uFj2xhn+tL8ZK/zkQQnjJ/hXw1Fx45wfQUmO85sfhNBASUF40PSeB5T+Yx7Sh8dz/xnbueXUrLR3dZpclhPAGpwNW/Ar+fiVEJBpdepFJZldlaRJQXpYcHcqL3z6Du88fyVtbSrn8T6vZXdFkdllCCE9yOuEfVxvrOE2+EW77FFJGm12V5UlAmcBuU/zw/Dxe+s4ZHG7r5vI/rebvXxRKl58Q/spmg7wFcMWfYdGfA2pG8oGQgDLR7BFJLP/hXGbmJvDQ2zv55vPrqTjcbnZZQojB0NEE79wFBcuN52f+B0xZbG5NPkYCymQp0WG8+O2ZPHzFOL46WMuFj37Ov7eWmV2WEGIgir6AJ+fApr/LrBADIAFlAUopbjozh+U/mEduUiR3vbyZH7y8mYbWTrNLE0L0RXcHfPQzeP5i4/m33oN595hbkw+TgLKQYclRvP7dM/nPBSNZvr2cBY98zvLt5XJtSghfsed9WPMoTL0ZvrcGhp5pdkU+TW7UtagdpYe5/41t7Cxr5PwxqTy8aBzpseFmlyWEOFF7I5Rvgdz5xg23JethyEyzq7IUuVHXz4zPjOXt/5jDf188mtX7qlnwh8958YtCnE7r/IdCiIBX8C48cQa8shjaDxs33Eo4DRoJKAsLstu446zhfPijs5g8JI6fvr2Ta55aS0HF11YtEUJ4U2MZ/OsmeOVGCI83ZiAPizW7Kr8jXXw+QmvNm5tLeXhZPofburhp1lDuWTCK2Ihgs0sTIrA0V8Pjk8HRBWf9F8z5Idjl9/B0+tvFJwHlYxpaO/n9h3t4aV0RseHB3HfhaK6bMQS7TebyEsKjKvMhdazx/VfPwIjzISHX3Jp8hFyDChBxESE8vGg8y+6aR15KNA+8uZ0rnljNxqI6s0sTwj/V7IOXroUnZ0P5NuO1mbdJOHmBBJSPGpsRw7/umMVj10+mpqmTq5/8gh+8vJlDda1mlyaEf2itg/cfgD/PMm68veCXkCzz53lTkNkFiP5TSnHF5EzOH5PKnz/bx19XH+S9HeXcNCuHO88dQUJkiNklCuGbujuMFlNzJUy6Ec77KUSnml1VwJFrUH6k4nA7j3y0h9c2HiIyJIjvnj2cb8/JJTzEbnZpQlif0wF7PoBRFxvDxbe9Bqnjjl53Ev0mgyREjz2VTfz2/QI+3lVFWkwYdy/I4+qpWQTZpUdXiK/RGvZ+CB//D1Tlw83vwLCzzK7Kr8ggCdFjZGo0z35zBq/ecSZpsWHc/8Z2zvvDSl7fWEK3w2l2eUJYg9aw9yN49jz45zegux2u/ZsxI4SwBGlB+TmtNR/vquLRj/ews6zRmIz23BFcPilDWlQisHV3wGOTwRYE8+81FhKU+5k8Qrr4xGlprfkwv5JHP97LrvJGhiVF8oPz8rhsUobcQyUCg9ZwYAVsfAGuehaCQqCqABKGGd8Lj5GAEm5xOo8E1R4KKpoYlhTJd88azhVTMggNksEUwg85ncYs46sfgZKvICYLbloKyaPMrixgSECJPnE6NR/srOBPK/axs6yR1JhQvjM3lxvPGEpUqNx9IPxEUyW8eLmxaGBctjEt0ZSbICjU7MoCigSU6BetNav31fDkZ/tZu7+WmLAgbj4zh1vm5JAUJb/Ewgd1NEPFdmMtJq3hjVth5EUw7kqwy3++zCABJQZs66EGnlq5n/d3VhBit3Ht9Cy+PSeXYclRZpcmRO+aKmH9s7D+GXB0w3/ugtBos6sSSECJQbS/uplnPj/A0k2ldDqcnD0qmW/NyWV+XhJKyYAKYTG1+2Hlb2DHUnB2wahLYe6PZF0mC5GAEoOuuqmDl9YV8Y8vi6lp7mB4ciS3zMnl6qmZRIRIV4kwkaMbOhohIgHKt8Lzl8DkxXDGHZA43OzqxAkkoITHdHQ7eHdbOc+vKWR76WFiwoK4fmY2N80aypCECLPLE4GktQ42/c1Y7iJ3Plz5lPF6ZwuERJpbmzglCSjhcVprNhXX89yaQt7fUYFTa84amcziM4ZyzqhkufFXeM6h9fDV05D/Fjg6IfcsOPNOGHmB2ZUJN/Q3oKSfRrhNKcW0oQlMG5pAWUMbr6w/xL/WF3PbixtIiwnj+plDuG7GENJjw80uVfiDtgYIjQGbzQimPe/DtFtg2rdkAtcAIS0oMSDdDiefFFTx0rpiVu2tRgHnjk5l8axs5uclyywVom+0htKNsOE5Y9DDDf+E4ecaXXtBodKN56OkBSVMEWS3ceG4NC4cl0ZxbSsvry/mtQ2H+HhXJRmxYVw1NYtrpmWRkyR/WMRpdLUZQ8Q3vwTVuyA4EiZdB7HZxvsRCebWJ0whLSgx6Dq7nXyUX8mrGw6xam81Tg0zcuK5dtoQLpmYLjNVCEN3J9QdgJTRxqi8R8ZBbBZMWQzjr4GwGLMrFINEBkkIS6o43M7SzSW8vrGEA9UthAfbuXhCGtdOG8IZuQnYpAsw8JRvgy3/hO2vgj0U7t4BNrvRjSctJb8kASUszRgB2MDrG0tYtrWMpo5uMuPCuXxyBosmZzIqTe7493t7PoBPfgGVO8AeAqNc9y6NOM8IKOG3JKCEz2jrdPDBzgre2lLKqr01OJya0WnRXD45g8snZZAVL/dW+YWWWsh/0xgSnpQH+z6Gz34DE78B46+W1lIAsVxAKaWeAxYCVVrr8e58RgIq8NQ0d7B8ezlvbyljY1E9ANOHxnPFlEwunZBOQqSs0+NTOlugYDlsfw32fwLObljwC2MWcRGwrBhQ84Fm4EUJKOGOQ3WtvLO1jLc2l7K3qhm7TTF7eCKXTEjnwnFpElZWpTUoZQx0+P0oaK0x1lyacDVMuBZSxxvvi4BluYACUErlAMskoERfaK3ZVd7EO1vLWL69nOK6Vuw2xZnDErl4QhoXjUsjUZYCMVdHs3HjbP7b0FwJ3/nQeH3jC5CYB9lnGjfYCoEPB5RS6nbgdoDs7OxpRUVFHqtH+B6tNTvLGlm+vZzl28sprG3FpmDWsKMtq+RoCSuvObgK1j1lXE/qboeoVBhzOVz0a7AHm12dsCifDahjSQtKnM6RltV7O8p5d3s5B6pbUAqmZcezYGwqF4xLI1duCB5cTRWwezmMvBhi0mHzP+CTh2HsFTBuEQw5Q0bgiV5JQImAorVmd2UTH+yo5MP8CnaWNQIwIiWKC8amsmBsKpOy4uQ+q77SGmr2QMG7xqPU9ft4xRMwZQk4ukDZpftO9IkElAhoJfWtfJxfyUe7KvnyQB0OpyYlOpTzXWF15rBEwoLlf/on5eiGtjqISoGWGvjdCEBDxlQYfQmMXgjJo2Wgg+g3ywWUUupl4GwgCagEfqa1/uvpPiMBJQZDQ2snK3ZX8eHOSlbuqaa100FYsI05w5M4e3QK545OITMuwGdcb6k1riPt/QD2fQJZ02HJG8Z7O98yVqONyTC1ROE/LBdQ/SEBJQZbe5eDLw/UsqKgik93V3Gorg2AUanRnOMKq6nZcYG1ltWyu43RdtoJkcmQd4Exq8OYhWZXJvyUBJQQvdBas7+6mU8Lqvi0oIoNhfV0OzUxYUHMH5lsPPKSSYsNM7vUwdFWDwc+M1pIhavgu2sgNMqYB6++yFjsL32KXE8SHifLbQjRC6UUI1KiGZESze3zh9PY3sXqvTV8WlDFyj3VLNtWDsDI1Cjm5xmBNTM3wfeuXRV/CR/+xFhXSTshNBaGnQXtDUZATb7R7AqFcIsElAhYMWHBXDIhnUsmpPcMYf98bzWr9lbz4hdFPLv6IKFBNs4Ylsj8vCTmj0wmLyUKZaXBAg3FsP9T4zF5MYy80FjUT2uYf5+x2F/mdLDLr7rwPdLFJ8RJtHZ2s+5AHSv3VPP53moOVLcAkBIdyuzhicwekcScEUnmDLboaoP3fwwHVkL9QeO16Aw47yFpHQlLki4+IQZRREgQ54xO4ZzRKYAxjH313hrW7K9l9b4a3tpSBsDQxAhmD09izohEZg9PGvz5AjuaoWgtHFwJwRFw7oMQFAbF64yh3zNvN1pJyaNkGLjwO9KCEqKPjtwkvGZfLWv31bDuYB3NHd0AjEmP4cxhiczMTWBGTnz/5wz86hnY/rpxo6yz21g/acxlcM1zR4qQQBI+Q0bxCWGSboeTrSWHWbuvhrX7a9lUXE9HtxOAvJQoZuYmMDM3gTNyE78+QrC1Doq/MFpJ5Vvh5reNqYPe+zGUfAW58431lLJnQXCA37slfJYElBAW0dHtYEfpYdYdrOOrg3VsKKzvaWFlx4czc1gii8K3MvPgE4TUFhgfsocaN8te+4Ixo4O0kIQfkWtQQlhEaJCdaUMTmJYdz/cnBeE4uJfGgpXYDq3l2fgf8o9d3ZS2V+Cwh7Az5EY6M2aRPPpMZoxIZ0REFDaQcBICCSghBo/TCd1txjDvugPwwkJoLMUOxIfHQ/Zs/nPuJO7OnMH+6jNZd/A6Cg7Wse5gLZV79wJ7iY8IZkZOQk+34Jj0GIIDaZYLIY4hASVEf7XVQ8lGKFlvPEo3GPciXfRriB0CQ+cYc9oNnWOMuHPN2GAD8lKjyUuNZsmsoWitOVTXxrqDtXx1sI6vCuv4ML8SgLBgGxMz45iSHceU7HimZseREuMnM10I0Qu5BiWEO5wOqNoFrbXGrAwA/zcKmitA2SBlrHENadSlxhRCA1RxuJ31hXVsLm5gU3E9O8sO0+Uwflcz48KPC6yxGTGEBvnYbBcioMggCSEGW+Ea2P+Jq3W0CTqbIT4HfrjVeH/nmxCeAJlTITTao6W0dznYWdbI5uJ6Nh9qYHNRPWWH2wEIsdsYlxnD1Ox4pmTHMTU7nvTYMGvNeCECmgSUEP3l6ILKnUYQlW+Fyx43uuPe+YGxgmzaBMia4XpMh8ThZlcMGK2snsAqrmdbyeGe4e2pMaFMGRLP1KFGS2tCZqzvzSko/IYElBDucHQbI+Rsdtj9Pnz+W6jYAY4O4/3IFLhjpbEWUnO1MeAhJMLcmt3U2e2koKKxp1twc3EDxXWtANhtiryUKCZmxTIhM5YJWXGMTouW0BJeIcPMhTiR0wE1e6Fs89FHxXZY8jrkzAVbEASFw8zbIGOKMaAhdsjRId5RyebW30chQTYmZsUxMSuOb87OAaCmuYPNxQ1sK2lgW8lhPt5VxasbSgAIsilGpUUzMSuW8ZmxTMyMY1RaNCFBMmpQWIO0oIR/cDqhbr8RQsmjIH0SHFoPfz3feD84EtInGkE09ZuQMtrcek2itaa0oY0dpYfZVnKY7a6vh9u6AON61uj0aKOVlRnLhKxYRqZGy1B3MSDSxScCT3cHfPIL47pR2RbobDJen/MjWPBzY9bvnW8ZoZSUZ3Tria85Msx9e+lhtpU2sN0VXE3txuwXIUE2xqbH9ITW2IwY8lKjZOSgcJsElPBPHc1QlQ8V24zuuYrtxqCFyx4zpgP6wxiIyYSMyUYQZUyBpFGy/tEAOZ2a4rpWtpUeZrure3BnWWPPlE1BNsWIlCjGpscwNiOGsekxjEmPIX6wZ3MXfkGuQQnfpjU0VxoB1NYAE681Xv/rAiOgAMLjjXBKzDOeKwV358uS5R5gsylykiLJSYrk8kkZgBFaRXWt5Jc1kl9+mPyyRtbsr2Hp5tKez2XEhvUElvE1liEJ4TLkXfSLBJTwPqfjaHfbpheN+4kqtkNLtfFaRCJMuMYIoHMeMAYzpE0wWkon/qGTcPIam02RmxRJblIkl05M73m9prmDXeWNruAyvn5aUIXT1TkTHRrEmBNaWnmpUTKCUPRKAkp4VnM1lG0y7jOq2mW0hmr3w/0HjeUj6ouM2RlGXghpE40gSh13NIjGXGZu/aJXSVGhzMtLZl7e0VGP7V0Odlc09QRWfnkjr244RGunAwCbgpzESEalRTMqLZrRadGMSoshOyECu01aW8Ig16DE4GhrMMLnSBDNv9e4l+iLJ+CDB4xtYjKNKYFSx8Lcu40uOxEwjnQR7ipvpKCiid0VjeyuaKKorpUjf4bCgm2MTI1mVGp0T3iNSosmOSpUugl9mAySEN7R2QI1e4ywiUoxpgNaehs0Hr0OQWgs3PgvGHomHC6BhmJIGSOBJE6qtbObvZXN7K5sYneF8SioaKKmuaNnm4TIkJ7QGp0WTV5qFCOSo4mNCDaxcuEuGSQhBpfTaVzfaamFNY9A9W6oLjDCBmDhIzD920YrKWeuEUAp44zW0bHXimKzjIcQpxAREsSkIXFMGhJ33Ou1zR09YbW7oondlU3HdRMCpESHMiIliryUKEakRpPn+j4xKtTLP4XwBGlBBTqnEw59aYRP9R7X190wZQmc+6DRdfd/IyFppHEDbPJo42vWDIhJ73X3Qgwmp9O40XhfVTN7q5rYW9nM3qpm9lU19wyBB6PF1RNcKVHkpRitrpRo6So0g7SgxKlpbYyQOxI+1QUQlw1zfmi0dF661pipOzgSkkcay0mkTzI+Gx4HD5bLTa7CEmw2xZCECIYkRHDO6JSe17XWVDS2HxNYTeyrambZtvKeWTIAosOCXK0sVzdhShR5qdFkyOzvliQB5U+6O6DuINTuNb6fcI3x+l8XGDN1HxEaA2OvML5XCpa8YXTVxWSdfNi2hJOwOKUU6bHhpMeGM3/k0dGEWmtqmjvZ6wosI8Ca+KSgkn9tONSzXUSInWHJkQxLimJYsjGUfnhyFLlJkUSGyp9Js0gXn6/RGpqr4PAhY+kHgE9/Cdtfh4Yi0MZyC8Rkwj2uG1zXP2vM4n2kiy467ev3EwkRYOpbOtlXbYTWnsomDtS0cKC6mdKGNo79s5gWE0ZuUqQRYMlRriCLJCtehsS7S7r4/E1XGwSFGUGy+33YudSYmbt2H3Q0GjevPlgB9mAIiTK65CZcY8yykDQCEkcc3deMW837OYSwqPjIEGZEJjAjJ+G419u7HBTVtnKgutkVWi0cqPl6d2GI3cbQxAhXeBnBNTw5ktykKBJkyqdBIQFlBdV7YM97UHfAuIm17oAxbPvufIjNNK4ZFa4xgmfidcbEp8cG0NwfmVa6EP4mLNjec//VsbTW1LV0ctAVWvtrml3h1cKK3VV0OY42u+IighnmCi6ju9CYNmpoQiThIdJl7i7p4vOG1joo/uKYANoPtQfg2hdgyAzY9qpxL1FEIiQMh4Rhxqqt024x7jXSWrrkhLCwboeTkvo2DhwTWgeqje+rmjqO2zY1JpShiZHkJEa4vkYyNDGCoYkRRIf5531d0sVnJkfX0ZZP3QFXAO2HM++EkRcYMyy8cqOxbXiCET45c4ypfgBGXwr3Fxkj5k5GwkkISwuy23om1z33hKXGmju6OVjdQmFtC0W1LRTWtlJc28pnu6upaio5btukqBCGugIr54SvcRGB120oAeWOIwMT6g9CfeHRR94CGH+10R335zOObh8eb7SCnK7+6vTJcOunkDjs5LMphER6/mcQQpgiKjSICVnG4o8naunopriutSe4impbKKxp5cv9tSzdVHrctrHhwce0ulxfk4wh9/46FZQE1BFd7cYouGMDKHk0TPsmODrh96OAI92hyhgllzbBeBqTBVf/FeJzjGCKOP6iK6FRkDXNWz+JEMJHRLpmeh+THvO199q7HByqaz0aXLUtFNW2svlQPcu2lfXMFg8QHmwnKz6cbNc9YkMSIlzfhzMkPsJnh8r7ZtX9oTW01BwTQAchLA7OuN14/7FJ0FxxdPvgSJjs6pYLCoXL/2gMz47PMW5yDTpmKhV70NF7joQQYhCEBdvJS40mLzX6a+91djspqW+lqLaVQ/VGl+Gh+laK69pYd7DuuFk1ABIjQ44JLiO0joRZemwYQXZrLlvjP4MktIa2eqMV1FAMDYfA2X10hNvzl0LR6uM/M+xsuPlt4/tNfzdCJz7HeEQmy7UfIYTP0VrT0NpFcd2R0GrlUF0bh1zPS+vb6D6m+WW3KTLjwhmSYLTAso4Jr+yECOIjggfcfWjJ2cyVUhcBjwF24Fmt9f873fanDaivBVCx0SJa8HPj/de/AzteP/4zcUPhR9uM77f8E9obISH3aCvoyCAFIYQIEN0OJxWN7RTXtVJS13ZCkLVS09x53PaRIXay4iPIig8nMz6crPhwsuIjyIwzvk+IDOk1wCwXUEopO7AHWACUAOuBG7TW+af6zPSpk/WGZS8cDaCGYljwCwgOgw9/Amv/ePwHQmPhvr1Gy2fXMmP7uOyjj1ONihNCCHFSrZ3dPS2u4mNaXSX1bZTUt9LYfnz3YXiwvSe4jNA6PsySo0Kx2WyWG2Y+E9intT4AoJR6BbgCOGVAUbEdnj7r6PPQGJh9pxE2Iy+C6IxTB9CYhR75IYQQIpBEhASd9EblIxrbu44LrJ7vG1rZeqiB+tau47YPDer/9S1PBlQmcOiY5yXAGSdupJS6HXCNVKBD/bxxx9F3G+GBoR4s0aclATVmF+Ej5Fy5T86V++RcuW9Ufz7kyYA6Wafk1/oTtdZPA08DKKU29KcZGIjkXLlPzpX75Fy5T86V+5RS/Rr95smxhSXAkGOeZwFlHjyeEEIIP+LJgFoP5CmlcpVSIcD1wDsePJ4QQgg/4rEuPq11t1LqTuADjGHmz2mtd/bysac9VY8fknPlPjlX7pNz5T45V+7r17my1I26QgghxBHWnN9CCCFEwJOAEkIIYUleDyil1EVKqd1KqX1KqR+f5H2llHrc9f42pdRUb9doFW6cq8Wuc7RNKbVWKTXJjDqtoLdzdcx2M5RSDqVUwM7u6865UkqdrZTaopTaqZRa6e0arcKN38FYpdS/lVJbXefqW2bUaQVKqeeUUlVKqR2neL/vf9u11l57YAyW2A8MA0KArcDYE7a5BHgP4z6qWcA6b9ZolYeb52o2EO/6/mI5V6c+V8ds9ymwHLjG7Lqteq6AOIwZX7Jdz1PMrtvC5+oB4Deu75OBOiDE7NpNOl/zganAjlO83+e/7d5uQfVMf6S17gSOTH90rCuAF7XhSyBOKZXu5TqtoNdzpbVeq7Wudz39EuNes0Dkzr8rgLuAN4AqbxZnMe6cqxuBpVrrYgCtdaCeL3fOlQailTFbahRGQHUTgLTWn2P8/KfS57/t3g6ok01/lNmPbQJBX8/DdzD+dxKIej1XSqlM4ErgKS/WZUXu/LsaCcQrpT5TSm1USt3steqsxZ1z9SdgDMYkBNuBH2qtnd4pz+f0+W+7txcsdGf6I7emSAoAbp8HpdQ5GAE116MVWZc75+pR4H6ttcMfl8buA3fOVRAwDTgPCAe+UEp9qbXe4+niLMadc3UhsAU4FxgOfKSUWqW1bvRwbb6oz3/bvR1Q7kx/JFMkGdw6D0qpicCzwMVa61ov1WY17pyr6cArrnBKAi5RSnVrrd/ySoXW4e7vYI3WugVoUUp9DkzCWD4nkLhzrr4F/D9tXGTZp5Q6CIwGvvJOiT6lz3/bvd3F5870R+8AN7tGfMwCDmuty71cpxX0eq6UUtnAUuCmAPzf7bF6PVda61ytdY7WOgd4Hfh+AIYTuPc7+DYwTykVpJSKwFiFYJeX67QCd85VMUZLE6VUKsas3Qe8WqXv6PPfdq+2oPQppj9SSn3X9f5TGCOsLgH2Aa0Y/0MJOG6eq58CicCfXS2Dbh2Asyu7ea4E7p0rrfUupdT7wDbAibEa9kmHDvszN/9dPQy8oJTajtGFdb/WOiCX4FBKvQycDSQppUqAnwHB0P+/7TLVkRBCCEuSmSSEEEJYkgSUEEIIS5KAEkIIYUkSUEIIISxJAkoIIYQlSUAJIYSwJAkoIYQQliQBJYQHKaWuUko9fszzcKXUSqWU/RTbhyilPldKeXsaMiEsRwJKCM+aAmw65vm3MZaycJxsY9eyDp8A13mhNiEsTQJKCA9QSo1USn0E/Aj4H6XUj1xvLcaY6w6l1Hddq9ZuUUodVEqtcG3zlms7IQKaTHUkxCBTSoUC64CbMMJoNsYKtTnAHq112gnbB2Os9PtbrfW/Xd1/FVrrZK8WLoTFSAtKiMG3AGN58DKgUWtdAbQD0UDDSbZ/DPhUa/1vAFf3X6dSKto75QphTXIhVojBNxljddVJwDalVArQhDGDc9ixGyqlbgGGAneesI9QjFATImBJQAkx+BqBiUA3xpIVPwee0FrXK6XsSqkwrXW7UmoacC8w79hlwpVSiUC11rrLjOKFsArp4hNi8P0DyMNYr+t7QB3wR9d7HwJzXd/fCSQAK1wDJZ51vX4Oxto5QgQ0GSQhhIcopbYC52qta495bQpwj9b6ptN8binw31rr3V4oUwjLkhaUEB7gGskXfWw4AWitN2O0mE55oy7wloSTENKCEkIIYVHSghJCCGFJElBCCCEsSQJKCCGEJUlACSGEsCQJKCGEEJYkASWEEMKSJKCEEEJY0v8HGAt9nr/Gv90AAAAASUVORK5CYII=\n", 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" ] @@ -693,9 +716,17 @@ "execution_count": 17, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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37bXxus5274ZPf7pr++67uyenvpy/sxPOPbdre/58JadK6/NAXTNbaGYLCr3KG67UjEh3n0rRJaq/Y4uyLaiobHdfX8+fbUFFRZ9JSbKK/Tvh+8C1BNMMbQd+FL7eBJ4uf2hSS7oVT2htqbrX37FF0e698eODltP48d2fScU9f7R7b/LkoOU0eXL3Z1KSrIIJyt1/6+6/Bd7v7ue6+8Lw9Q/ARyoXotSM7GSzmnmi5vR1+Yu+LGsRNXhwMLN49JnTDTcE20OHdnXzZWcgL3b+QYNgn326P3O64opge5991M2XBnHGQY0xs8Pd/XkAM5sAjClvWFKzMhma2x6jdfH+GitVI/q7/EV/xxZde23QUsomo8GD4VOfCqr4osthrFjRe+K87LLu456ySUrJKR3i/Gf4CsE0R21m1gb8Bri0nEFJbcsdKzV3btIRSX8NdPmL/o4tyq3Wy7ccxtq1sG4d3HNP177HHusZV24yUnJKj6ItKDMbBIwimF7o6HD3s+7eUe7ApMZp5omaEJ32Z8mSrpLuSi5FUSiG008PEtFjjwWvSsclA1f03wru3gl8yd073H1F+FJykpJRa6r6pWEpikIxnHVWz31KTtUjTmP2ETP7mpkdamYHZF9lj0zqR7QUfZXK0KtNGpaiKBTDPff03FeDQz9rVpwiic+H71+M7HNKMx+fyB5NDU/SuuZ1WltH09KSdDQSR24595lndp+9oRItlkIxLAhHazY1BS2pSsclA9drgnL3CZUIRITmZpZwFVMXf4vWGWjmiQT0dXbxYktRDBvW/WejlXcQVM+Z9bxe9rzF9kUr7wrFsHZt8P1ZZ2mJjGoVpwWFmR1DsCz7sOw+d/9ZuYKSOtbczJLm9Vw5s4M2FU9UVCnLxYcP76qWMwtKw59/Hj75STjttCDBXHppkLCuv77rerNnB+eYObPwvgcfhGXL4Pjju6791FM9u+6OPLJ7MtISGdWn12dQZvYt4N/D10lAK3B6meOSOjdr9lDNPFFBpSwXzz3X7t1BctqwAe6/P9j+7neD7dde6yoDv+eeoNWzdm1XDLn7OjuD5LRyJTzxRLBdrKQ8OzYqX5ySfr1OFmtmq4D3AX9y9/eZ2Vjgx+7eVIkA+0OTxdaQpUs5965zOPLsyWQySQdT2/o7u3icc3V2ws6dsHFj1zHvfS8cc0xXCTjARz4SXCsaQ+4+dzjgAHjjja64pk7tKikfaOxSeX2eLDZie1huvsvMRgIbUYGEVEomw5Gso+1mLX5YbqUsF88916BBwZREUd/4Rs8y8LPO6hlD7j6zYLaHaFwqKa9NcRLUMjPbj2Ci2OXAk4A6XKRiZs0eypKTr4I1q9XdV0alLBfPPVdnZ88ZyL/73Z5l4Pfc0zOG3H3uwWSu0bhUUl6b4iz5fom7/7e73wL8PXC+u88of2giEc3NLLltPdNGLFdrqgz6O7t4nHNdc03QvbdhAxx0ENxxR9C996c/wZ13Bl14114bvC9cGJSHZ2PI3ff97wfdeytXBu/f/36wf8GC4Ljsufobu6RLwSo+Mzuu2Hfu/mR5QhIpbNbsoTBXpeilVqxcvK9l2fnOdXj4UOCTnwwq977xja4qvmwZ+FlnsWeW++zP5ds3JXxScfzxQdehSsprV7El338TfhwGTAFWAAZMBv7o7qldckNFEvXhypkdtHGSytBLqK/joIr9nHv3iVd37YK9Iv8kzq63FD2m0Nio3HPljqmKO34q7u8jldXnIgl3P8ndTwJeAo5z9ynu/gHg/cBzpQjKzKab2Voze87MLs/zvZnZDeH3K4u16qT+zHrvL2Hj6+ruK6H+zC6+aFH3rrTs2KXW1u77Fi4Mjs16+GG4777ux9x3Hzz0UPfzP/RQz+MWLOh+rtyklv253Ljuvbf7z0m6xSmSONrdV2U33P1p4NiBXtjMBgM3AqcSDAI+z8wacw47lWAm9YnARcDNA72u1JDmZhVPJCzf+Kl845lyx1TFHXfV3/FZAx3XJekQZxzUPOBvwFyCOfiagXe4+3kDurDZCcC33f0T4fbXAdz93yLH/BBoc/d54fZaYJq7v1rs3Oriqz9XzuygbWMjTGrUPH4Vlm/8VL7xTLnjkuKOu+rv+KxSjuuS8hrIOKgZwDMEixR+BVgd7huoQ4CXI9sbwn19PQYAM7vIzJaZ2bJNW7aUIDypJt1K0WduVmuqgvKNn8o3nik3McQdd9Xf8VlpWAZEBiZOmfkOd7/e3c8KX9e7+44SXDvfH5Pc5lycY4Kd7reGz8mmjBk1asDBSRVqbg6mR+KVpCOpK/nGT+Ubz5Rb8h133FV/x2elYRkQGZheJ4s1sw8D3wbeFT3e3Qc6m8QG4NDI9nigvR/HiHQTzDyxF21t6u4rt3xLXdxzT1AQAcGqtvmW4IB4y3T0dzmPNCwDIgMXZzbznwD/TDCLxO4SXvsJYKKZTQBeAT4L/EPOMQuAL5nZHcAHgS29PX+SOpfJMCtD11ipS4Yz7YIJmsevhHJnLh82LHjmFB27tHZt99nD841LijPuqr/js0o5rkuSE6dI4o/u/sGyXNzsNOD/AIOBn7r71WZ2MYC732JmBvwAmA68Bcxw92W9nVdFEpKl4onSyrckR74lMu69N0hcp57a9bP5xiDFHXdVyvFZSk7pM5Aiid+Y2TVmdoKZHZd9lSIod3/A3Y909yPc/epw3y3htEp44Ivh9++Nk5xEojSPX+n0taQ8zlIXccdd9Wd81kB+TtIhThdftvUUzW4OfKz04YiUQXQRxLtGkslo5on+iHaTLVnS9TynqamrpDy7T+XcUgpxqvhOyvNScpKqk515Yu7cpCOpXv0tKRfpj7hLvn8SeA/dl3z/TrmCEimL5mZa2hfSuhhaH1fxRH8UKinPTUb33qskJQMXZ8n3W4BzgX8iGJd0DkHJuUjVaWppZMkX5mnZjn7ItyRHviUytNSFlEqcIokT3f1zwH+5+1XACXQfmyRSXTKZHjNP1JJ8A13zyc4mXmg792ezJeXR50tnnQVHHRW8ouXcU6f2LOeOG5dIVpwuvu3h+1tm1gBsBiaULySRCmluZglXMXXVTUlHUjL5ysDvvTdIFtOndx137bXw1lvB0umDBgXJ6eqrYZ994LLLCp9rx46e45Rmzuz6nH3P7d6LG5dIVJwW1K/CJd+vIVju/UXgjjLGJFI5Rx5Jw7ZnaZ2xuuqLJ+LO4N3ZGSSnlSuDpJRNTitXBvs7O/s2G3i+pS5yW06aWVz6I85A3aHu3pH9TFAosSO7L400UFf6amHralrXNMFBY6t6AcS4M3hHk1LW5MldLaq+nKuUcUl9GshA3f/MfnD3DnffEt0nUguyxRPZ1lS1Fk/EncF70KAgGUVFk1NfzlXKuESiCiYoMxtnZh8AhpvZ+yOzSEwD9qlUgCIVk8kw/6Y3aJm0sGpnnog7g3e2BRWV7e7r67lKGZdIVLEW1CeA7xPMIH5t5PVV4F/LH5pIMrqVot9VPRV++crA85V8R7v3Jk+G+fOD9+gzqbjnKmVcIrkKVvG5++3A7WZ2trvfVcGYRJKXyTBr3VymLm5k7tzRNDcnHVDv4s7gPWhQUK0XfeZ0xRVdVXzZbr5SzQaumcWlv+IUSVwK3AZsA34EHAdc7u4Plz+8/lGRhJRKNRZPxJ3Bu7Oz+zOn3O2+nKuUcUn9GUiRxOfdfStwCnAQwXLv3ytxfCKplFs8UQ2l6HFn8M5NRrnbfTlXKeMSyYqToLJ/jE4DbnP3FZF9IrUvUjzRvrj2Zp4QSas4CWq5mT1MkKAeMrMRQJ5JUURqW1NLYzA9kohURJwEdSFwOXC8u78F7E3QzSdSl6qpu0+kmhUdBwXg7p3u/qS7/3e4vdndV0aPEakbzc3q7hOpkGItqAdi/HycY3owswPM7BEz+3P4vn+B4140s1Vm9pSZabl3SY1qLJ4QqTbFEtT7zGxrkdc2YGw/r3s5sNjdJwKLw+1CTnL3Y/OVIIokSsUTImVVMEG5+2B3H1nkNcLdD+nndc8Abg8/3w6c2c/ziCSuW2uqSufwE0mjOEUS5TDW3V8FCN8PKnCcAw+b2XIzu6hi0Yn0VSZD82GPwYsvqLtPpETKlqDM7FEzezrP64w+nObD7n4ccCrwRTP7aJHrXWRmy8xs2aYtWwYcv0hfNbU0Mm3EcnX3iZRI2RKUu3/c3Y/J87oPeN3MDgYI3zcWOEd7+L4RuAfIFLnere4+xd2njBk1qvS/kEgM2aXkVTwhMnCxEpSZDTazBjN7Z/Y1wOsuAM4PP58P3JfnmvuGg4Ixs30Jplp6eoDXFSk/laKLlESvCcrM/gl4HXgEuD98/WqA1/0e8Pdm9mfg78NtwiSYLV0fCzxmZiuApcD97r5ogNcVqRjNPCEyMAWX24i4FDjK3Uv2z8DwXCfn2d9OMKUS7v488L5SXVMkMRtfp/WSrUy7YAKZgp3UIpIrThffy4CqDkT6o7mZJbetDxY/vLl6l5IXSULBFpSZfTX8+DzQZmb3Ax3Z791dCy6JxDRr9lCYexVTF3+L1kuG03DihKpYBFEkScVaUCPC118Inj/tHdn3jvKHJlJjIq2p9lUqnBDpTbEl368CMLNz3P2X0e/M7JxyByZSq2a995dMXdxIa+toWlqSjkYkveI8g/p6zH0iEkdzc1Ddt2Y1rZe8wNKlSQckkk7FnkGdSlBRd4iZ3RD5aiSwq9yBidS05maWNK/nypkdtN28nba2RrWmRHIUa0G1A8uBHeF79rUA+ET5QxOpfdmZJ9SaEunJ3L34AWZD3H1nheIpiSkTJ/qy61RkKNXlypkdtG1shElqTUl9Of10W55vSaViXXyrCGYTx8x6fO/uk0sZoEi921OKvuomYHTS4YgkrthMEp8K378Yvv88fP9H4K2yRSRS7zTzhAhQfMHCl9z9JYIlL1rcfVX4uhw9gxIpD808IbJHnDLzfc3sI9kNMzsR2Ld8IYmIiidE4iWoC4EbzexFM3sRuAn4fFmjEpHuram7NPOE1J9eE5S7L3f39wGTgfe5+7Hu/mT5QxMRCGaeYOPrWvxQ6k6xKr5md58bmTQ2ux/QZLEiFdPcTEv7QloXQ+vjw1U8IXWjWBVf9jnTiEoEIpLPx776VbZu6bnay8hRo/h1HY11a2pppGnpPM6dM10zT0jdKDZZ7A/Dj7PdfUeF4hHpZuuWLSwbNarH/il5klbNy2SYn3kD5t6wZ9kOtaaklsUpknjazH5vZt8zs9PMrOffFiJSOSpFlzoRp0ji3cB5wCqCwbsrzOypMsclIr2YNXsoLZMWJh2GSNn0mqDMbDzwYWAq8H7gGWD+QC5qZueY2TNm1mlmPeZfihw33czWmtlzZnb5QK4pUouaGp4MxkrNVBm61J44XXx/Ab4CPOjuJ7j7J9393wZ43aeBTwO/K3SAmQ0GbgROBRqB88yscYDXFaktzc0s+cI8GrY9S+uM1SpFl5pSrIov6/3AR4B/CFsxfwZ+6+4/6e9F3X0N5J+ENiIDPOfuz4fH3gGcAazu73Wl+owcNSpvQcTIPIUTdSssnljY+lhQir5qLNPOHq3iCal6vSYod19hZuuB9QTdfM3AR4F+J6iYDgFejmxvAD5Y5mtKBR1yzjmws2sllx2dnQwJP48fM2bP/jgl5SpHzylFv+toMhnNiC7VrdcEZWbLgKHA48BjwEfDSWR7+7lHgXF5vrrC3e+LEVu+5lXBxavM7CLgIoB3Rv5ykxTbuZNXhgzZszmlo4NlZqxw532RFlKcknKVo4cyGeavC8rQ584dTXNz0gGJ9F+cLr5T3X1TX0/s7h/vRzxRG4BDI9vjCVb5LXS9W4FbIViwcIDXFqle0ZknVo2lZbZaUlKd4pSZ9zk5lcgTwEQzm2BmewOfJVhuXkR60dTSqOIJqXpxqvhKzszOMrMNwAnA/Wb2ULi/wcweAHD3XcCXgIeANcCd7v5MEvGKVKVMhvk3vUHLpIW0L1YpulSfRBKUu9/j7uPdfai7j3X3T4T72939tMhxD7j7ke5+hLtfnUSsItVOrSmpVsVmM/90sR9097tLH47UlSFDOCRaxQeM8+Dx4fhIcUOcknKVo/ciWoreruGEUh2KFUk0FfnOASUoySu3fBxgV2cnO4Hhg7oa7bs7O3kbODyn6jJaGp4tH59y4YUFjwHqppS8JNaspnWmiick/YrNZj6jkoFIDckpHwdY0dHB54Hlkf3bOzp4N/QoD4+2hFQ+XlrRsVKtM/an4eRGlaJLasUpM8fMPgm8BxiW3efu3ylXUCJSRnlmnlBrStIozmSxtwDnAv9EMHj2HOBdZY5LRMqsW/GEKvwkheJU8Z3o7p8D/svdryIoDT+0l58RkWqQyTD/xBtg21aWLk06GJHu4iSo7eH7W2bWAOwEJpQvJBGpqObmrsUP1ZKSFInzDOpXZrYfcA3wJEEF34/LGZRUuZzycYBdBP+yie7fDbxNz4KHaGm4yscrY9bsoTD3qmAp+Rmvq3hCUsHci09bZ2ZD3b0j+5mgUGJHdl8aTZk40Zep7FikXxa2rqZ1TRMcpOIJqYzTT7fl7t5j8do4Laj/BI4DCJNSh5k9md0ntSvOEhb5xjy91dnJ0Dzn64Bu+98GhtBz2vrc4zqAI4qMlYobq8SjUnRJi2IzSYwjWJNpuJm9n66/R0YC+1QgNklYrDFIecY8jevo4FW6J563gInAK5F97wP+H8H4BQgedg4HGoD2cDHLTncaKD5WKnasEp9mnpAUKNaC+gRwAcEyF9F/gm4F/rWMMYlImqxZTWtrIy0tSQci9aZgFZ+73+7uJwEXuPtJkdcZmodPpD40tTSy5OSrgiR1yQsqRZeKilNm/nsz+4mZPQhgZo1mdmFvPyQiNaK5mSW3rVcpulRcnAR1G8GaTA3h9jrgK+UKSETSadbsoUFrauPrtLYmHY3UgzhVfAe6+51m9nUIFhI0s91ljktSINYYpDxjnjqAg/OcrwMYF9l+G/gY+av4xkWGP3RQfKxU7Fhl4LLLyb84nKVLJ5DJJB2Q1LI446DagLOBR9z9ODP7EDDb3f+uAvH1i8ZBlU8py7lVGl69rpzZQdvGRpik4gkZuIGMg/oqsAA4wsx+D4wBPlPi+KRKlLKcW6Xh1avbzBOXDGfaBWpNSen1+gzK3Z8E/g44EfjfwHvcfWW5AxORlMstntBzKSmxOMttDAO+DMwCrgK+GO7rNzM7x8yeMbNOM+vRrIsc96KZrTKzp8xs2UCuKSLlsad4QqXoUmJxqvh+RjDY/9+BHwCNwM8HeN2ngU8Dv4tx7Enufmy+/kkRSYloa6ot6WCkVsRJUEe5+4Xu/pvwdRFw5EAu6u5r3H3tQM4hIumTGb0+nHki6UikFsQpkviTmX3I3f8AYGYfBH5f3rD2cOBhM3Pgh+5+a6EDzewi4CKAd+ZMLCqlU8pybpWG156mlkaaVDwhJRKnzHwNcBTwl3DXO4E1QCfg7j65wM89SvdhL1lXuPt94TFtwNfcPe/zJTNrcPd2MzsIeAT4J3fvtVtQZeYiyVMpusQ1kDLz6f25oLt/vD8/l3OO9vB9o5ndA2SI99xKRBLWrRRdk81KP8QpM3+p2KtcgZnZvmY2IvsZOIWguEJEqkVzMy2TFsLmzarukz6LUyRRcmZ2lpltAE4A7jezh8L9DWb2QHjYWOAxM1sBLAXud/dFScQrIv3XNO1NGrY9q7FS0me9PoOqRnoGJZI+e5aSH67iCemu0DOoRFpQIlJ/mloaNfOE9IkSlIhUlGaekLiUoESk8iIzT6xbl3QwklZKUCKSmMzo9bQvXs3cuUlHImmkBCUiiWlqaaRl0kLaFwdLyau7T6KUoEQkUU0tjSz5wjyVoksPSlAikrxMhvk3vREM6tVksxJSghKR1Mh2+bF5c9KhSAooQYlIqmRnnmidoeKJeqcEJSLpEunuyxZPSH1SghKRVIoWT6g1VZ+UoEQkvaKtqfakg5FKU4ISkeqwRt199UYJSkRST9199UkJSkSqg4on6o4SlIhUFbWm6ocSlIhUn9zWlGaeqElKUCJStfbMPCE1SQlKRKpaU8OTQYWfuvtqTiIJysyuMbNnzWylmd1jZvsVOG66ma01s+fM7PIKhyki1SC7+OFBq1U8UWOSakE9Ahzj7pOBdcDXcw8ws8HAjcCpQCNwnpk1VjRKEakas2YPVfFEjUkkQbn7w+6+K9z8AzA+z2EZ4Dl3f97d3wbuAM6oVIwiUoU080RNScMzqM8DD+bZfwjwcmR7Q7gvLzO7yMyWmdmyTVu2lDhEEak6Wleq6pUtQZnZo2b2dJ7XGZFjrgB2Ab/Id4o8+7zQ9dz9Vnef4u5TxowaNfBfQESqVlNLI0tOvipIUpe8oKXkq9Re5Tqxu3+82Pdmdj7wKeBkd8+XeDYAh0a2xwNqtItIPM3NLGlez5UzO2i7eTttbY20tCQdlPRFUlV804GZwOnu/laBw54AJprZBDPbG/gssKBSMYpIbZg1e2hXa0rFE1UlqWdQPwBGAI+Y2VNmdguAmTWY2QMAYRHFl4CHgDXAne7+TELxikg1yylFV5KqDmXr4ivG3d9dYH87cFpk+wHggUrFJSK1bdbsoVw5czVt7RqxUg3SUMUnIlIxs977SxVPVAklKBGpL9nuvhHLabtZpehppgQlInWpW/GEWlOppAQlIvUr2ppqSzoYyaUEJSJ1LzN6vWaeSCElKBGpe5p5Ip2UoEREQMUTKaQEJSISoeKJ9FCCEhHJldOa0swTyVCCEhEpYNbsocH0SJqmOhFKUCIiReyp8FN3X8UpQYmIFNHU0siSL8xT8UQClKBERHqTyah4IgFKUCIicWnmiYpSghIR6aPscylV95WXEpSISB81tTTSMmkh7YtX0zpzc9Lh1CwlKBGRfsgWTzRse5bWGSqeKAclKBGR/spkmH/TG7RMWqjiiTJQghIRGaBupehzXtCzqRIxd086hpIzs03AS5FdBwJ/TSicvlKspVctcYJiLYdqiROqJ9ZSx/kudx+Tu7MmE1QuM1vm7lOSjiMOxVp61RInKNZyqJY4oXpirVSc6uITEZFUUoISEZFUqpcEdWvSAfSBYi29aokTFGs5VEucUD2xViTOungGJSIi1adeWlAiIlJllKBERCSVajJBmdk1Zvasma00s3vMbL8Cx71oZqvM7CkzW1bhMLMxxI11upmtNbPnzOzyCoeZjeEcM3vGzDrNrGCJadL3tQ9xpuGeHmBmj5jZn8P3/Qscl8g97e0eWeCG8PuVZnZcpWLLE0tvsU4zsy3hPXzKzL6ZUJw/NbONZvZ0ge/TdE97i7W899Tda+4FnALsFX6eDcwucNyLwIFpjxUYDKwHDgf2BlYAjQnEOgk4CmgDphQ5LtH7GifOFN3TVuDy8PPlafqzGuceAacBDwIGfAj4Y0L/zePEOg34VRLx5cTxUeA44OkC36finsaMtaz3tCZbUO7+sLvvCjf/AIxPMp5iYsaaAZ5z9+fd/W3gDuCMSsWY5e5r3H1tpa/bVzHjTMU9Da95e/j5duDMBGIoJM49OgP4mQf+AOxnZgdXOlDS89+zV+7+O+CNIoek5Z7GibWsajJB5fg8wb9G8nHgYTNbbmYXVTCmQgrFegjwcmR7Q7gvrdJ2X/NJyz0d6+6vAoTvBxU4Lol7GucepeU+xo3jBDNbYWYPmtl7KhNan6XlnsZVtnu6VylPVklm9igwLs9XV7j7feExVwC7gF8UOM2H3b3dzA4CHjGzZ8N/MaQtVsuzryzjA+LEGkPZ72sJ4kzFPe3DaSryZzVHnHtUsfvYizhxPEkw59ubZnYacC8wsdyB9UNa7mkcZb2nVZug3P3jxb43s/OBTwEne9hZmucc7eH7RjO7h6CboOT/05cg1g3AoZHt8UB76SLs0lusMc9R9vtagjhTcU/N7HUzO9jdXw27cTYWOEdF/qzmiHOPKnYfe9FrHO6+NfL5ATO7ycwOdPe0Tc6alnvaq3Lf05rs4jOz6cBM4HR3f6vAMfua2YjsZ4JihbyVKuUUJ1bgCWCimU0ws72BzwILKhVjX6TlvsaQlnu6ADg//Hw+0KP1l+A9jXOPFgCfCyvPPgRsyXZZVlivsZrZODOz8HOG4O+/NC6Hm5Z72quy39OkqkPK+QKeI+jDfSp83RLubwAeCD8fTlDpswJ4hqBrKJWxhtunAesIKpWSivUsgn/ddQCvAw+l8b7GiTNF93Q0sBj4c/h+QJruab57BFwMXBx+NuDG8PtVFKnuTEGsXwrv3wqCgqQTE4pzHvAqsDP8c3phiu9pb7GW9Z5qqiMREUmlmuziExGR6qcEJSIiqaQEJSIiqaQEJSIiqaQEJSIiqaQEJTXFzC4ws4YYx80xs8/E3V+CuP418vmwQrND54nlBTO7uMgxx4Yj+EsV5wVm9oMBnuNFMzsw/Px4KWMys382s78MNEapDkpQUmsuIBhDlDb/2vshef2Lu99S5PtjCcb/JMLMis5G4+4nlvJ67n49kMgyGVJ5SlCSWmFL41kzuz1cF+c/zGyf8LsPmNlvw8lTHzKzg8OWzxTgF+HaNMPN7Jtm9oSZPW1mt2ZHvce8fo9rhPvbzGy2mS01s3VmNjXcv4+Z3RnGOt/M/mhmU8zse8DwMKbsXIuDzexHFqxb9bCZDY8Rzznh77HCzH4XzpjwHeDc8NznmlnGzB43sz+F70eFP3uBmd1tZossWHuqNXLeGeHv8Vvgw5H9TeHv8Ccze9TMxob7vx3ey4eBn5nZ6PB3+JOZ/ZDIXHJm9mb4/h3rWjPoFTO7LdzfHN7Hp8zsh2Y2uFhMUmeSGqGsl169vYDDCCbJ/HC4/VPga8AQ4HFgTLj/XOCn4ec2IiPvCWdmCD//HGgKP88BPpPnmnOAz8S4xrXh59OAR8PPXwN+GH4+hmDy3ynh9ps5v9cu4Nhw+06guVAske1VwCHh5/3C9wuAH0SOGUnX+mIfB+6KHPc8MAoYBrxEMN/bwcBfgDEE6yj9Pns+YH/YM5j/f0Z+528Dy4Hh4fYNwDfDz58M/5sdmPt7h9ujgJXABwjW7VoIDAm/uwn4XLGY8v3OetXuq2oni5W68bK7/z78PBf4MrCIIAE8EjaIBhNMx5LPSWbWAuwDHEAwLcvCGNc9qpdr3B2+LydIOAAfAf4vgLs/bWYri5z/BXd/Ks85ivk9MMfM7oxcP9co4HYzm0iQKIZEvlvs7lsAzGw18C7gQKDN3TeF++cDR4bHjwfmhy3HvYEXIuda4O7bw88fBT4N4O73m9l/5QssbL3+Arje3Zeb2ZcIEtUT4T0eTjBZ7geLxCR1RAlK0i53Li4n6EJ6xt1PKPaDZjaM4F/lU9z9ZTP7NkHrIY7ertERvu+m6/+j2N2HkZ/PnqPXLj53v9jMPkjQSnnKzI7Nc9gs4DfufpaZHUbQ2it0zWzcheY7+3fgOndfYGbTCFpOWX/LDa+3+MOf3+Dut4XbBtzu7l+PHmRmZ8Y8n9Q4PYOStHunmWWTxHnAY8BaYEx2v5kNsa6F0rYBI8LP2WT0VzN7B0HXXVzFrlHIY8D/CI9vBN4b+W6nmQ3J+1MxmdkR7v5Hd/8m8FeCLrro7wtBC+qV8PMFMU77R2Ba+BxpCHBOgXOd3+Mnu/wO+McwxlMJugZzY/8U8PcELeCsxcBnLFjjCjM7wMze1UtMUkeUoCTt1gDnh91lBwA3e7Ck92eA2Wa2gmAW+Gy12BzgFjN7iqDF8COCZzf3EizJEEsv1yjkJoKktpJgCZWVwJbwu1uBlZEiif64xsxWWVCi/juCGaR/AzRmiySAVuDfzOz3BN2SRXmwjMO3gf8EHiVYgC7r28AvzWwJQUIs5Crgo2b2JMFSIH/Jc8xlBNWV2YKI77j7auAbBCsFrwQeAQ7uJSapI5rNXFIr7KL6lbsfk3QscYQVaEPcfYeZHUHQQjgyTHb9Od8cgt//P0oYZtUzswsIum2/lHQsUl56BiVSOvsAvwm7pQz4Qn+TU2gLMMuCFUqLjYWqG2b2zwTrEd2VdCxSfmpBiYhIKukZlIiIpJISlIiIpJISlIiIpJISlIiIpJISlIiIpNL/BymEU9KW126wAAAAAElFTkSuQmCC\n", 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" ] @@ -739,9 +770,17 @@ "execution_count": 18, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -917,7 +956,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1042,9 +1081,17 @@ "execution_count": 28, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -1199,9 +1246,17 @@ "execution_count": 32, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1229,9 +1284,17 @@ "execution_count": 33, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1263,9 +1326,17 @@ "execution_count": 34, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1451,9 +1522,17 @@ "execution_count": 38, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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HMTZ+0zuvx+Ae7N+2n76t+rL1+FbsC9nTqXsndny7g1ZTW7F35l6y5c1GtjzZ6NCuAy076Z/57zO8DxtWbuCLZl+w8/RObHPYZvjvQnk7laAAAwMD6tSpz+7d2+jSpWeS43bs2EL9+k3eeX4LC0sCA9+cwdSv34TZs6fQqVMPLCwsePToIVqtlsjISGxsstOlS08sLCzYtOm3OPvHv8QXGBhISEgwjRs3p0qValSsWASAevUas3r1UkaOHA+Am9tlnJzKY2FhSUBA/Ep+RckY927e46/9f3H0+lHMLcy5e/Muvw75lUD/QCysLKjyWRVEhKB7k+5Ub1A9pjJu2bxluP3rRq2mtXA94QokbDXUfWB3Vv64ktkrZjN84nAA1n25Dr8XfkQGRNK5R2ecKjoxuNvgOPvVblib9SvWM+q7UUDirY3iF0CkZExGy4oxpQWVoF4bMGA406d/TbNmrRNd6fbJk8esWrWYjRt3v/Pc2bPbUrVqTapXL0PDhs2YOfNHbt++QePG1QGwsLDg5583cP/+Xb77bjwajQatVsv8+SsA6NNnEJ06NSNXrjxxiiQCAwPo0aMNoaGhSCmZPXshAHPnLmb8+GHUrFmWqKhIqlevw8KFK2natBW9e3fkwIHdiRZJKEp62rJ2C516d8LcwpwTh05w2vU0/Vb2w97Jnptnb7L1u61U7VAV74XelO5SmoXz9W2FjKyM6DC1A0WrFeWHCT9gbG5Mu6nt4lT/devWjd+W/sbkHydjbmHO8InDOXP0DF8M+YJm7ZslWTXYqkUrlsxawshvR3LyyMm3VhamZ/Xh+8qKMaWVTKviSy/vW8UnpWTixK84d+40c+b8RLVqNRFCoNPpOHbsMBMmDKdHj36MGTMpPcPPVKqKT3lX71LFN6DtALoN6EaDlg0SVPF53PfA97Evp1afItAnkNYTWvMq4BVn1p4h8HkgvRf1pmCFgvyvw/+o0bcGNVq+eVQiuvrvnts9Vm5dSZGS+isJ1R2rs/P0TnLny51s1aDrYVdO3j3J+C/Hv7WyMD2rD99XVozpXSVVxaeKJF4TQvDDDz/Ru/cgRozoR5UqxWnVqh7lyxdi2rSv+eabmR91clKU9KY10hISEgIkbCMUHh6OY2VHXni+IDwkHEMjw5i2QoZGhoQHhwMQ+DIQW8e494vsnezxcvciJCQErZE27vGCEz9e7P3Cw8PRGmmTbYcULSVjMlpWjCmtqAQVixCCvn0H888/N/n11y2MG/ctmzfv4++/L9GhQ9fMDk9RPmi1GtTCZYcLkLCNkJGREe7n3bGwtcDH3QeHcg4xbYVK1y3N+d36qyIW2S144R73Wf3olkVGRkYUKFggZnvN+jVx2Zn48aL3MzYyxqmSE6ZmpkmOid3GKCVjMlpWjCmtfDIJ6l0uZWo0GsqWrcDnnzegVKkyibZB+dh8bJd6laynTfc2nD1+lqvnryZoIxT4MJCdk3cS+CKQGl1r8OjWo5i2QoWqFOLs1rOc33ueCP8IXH9xTdCyKNgvmB6DesQ813Ti0AncPdxZNGMRfdr1wamcU4K2Rdu/284dtzs8evyIwd0GJzomfhujxNofpXero7e1hMqMmDLKJ3EPKkeOB+TJY4mVle0nkWzelZQSf/8XPH4cgI9PwbfvoCivvWsnicN7DjN52GS+W/AdpuamOK93xtvDG7scdrx88hJvd29yO+bGvpB9nMUBr124hu8zX4aMH4JTJSc2r9uMt4c32W2zE+IXgoWVBat2rMLIyChO0cDVQ1c5ueEkOfLkoGnzply7eg1vD2+EELjfcqdItSKM2DgC7/+8cZnnQs1qNXG74pZlqvgSK4BwmeeSoL3Sh17Fl9Q9qE8iQWk0EdjaeqPVhmZSVFlfRIQJL17kR6fTvn2worz2Pq2OXE+4smjGIjzve1KybEmCg4K5de0Wbbq1YeyMsYl2Fgc4svcIi2ctxu+lH0VKFsHP1w+P+x506deFEZNHxDwfFb9o4PQfp9k1ZxfBL4OpWrsqz5484+6Nu9TqVYvuc7qjMdCfdWXFwoKPoQAiJbJcq6OMpNNp1ZmBomQR1T6vxua/NnPv5j087nlgZGxEhWoVMLcwT3a/hq0a0qBlA2663eSR5yNMzU2xsbVh629baeTUiJCgEPLa58XHx4e2jm1j9qvZrSZVO1bl+9rf021ANyytLZk2YRrdZneLSU6R4ZE8vv2YM4fOUCV/FbRaLdXrVqfnkJ5UqFohXX8fyUmqAMLZwzmTIspYn8w9KEVRspbCJQpTv0V9ajWs9dbkFE0IQcmyJWnQsgGPPB/Rq3kvLKwsWLtnLQcvHWTCrAnoonRMqTmFZ+7PYvbzuuZF0VJFadCyAZ/V/owCjgViCguCXwUzr/U8/lz2J4VLF+bA+QM4H3OmVLlSjOgxgh+//THT7tF+zAUQKaESlKIoH5yzx8+yYNoCnI86M2baGAqXKIxdTjtq1q/J3J/nYmltybxW8wgLDntrscPKASuxzmVNrry5GP3taHLkzkF+x/z0H9WfPa57OO5ynD9++SNTfs6PuQAiJT6Je1CKoqSP911uIzVOHDrB+AHjMTI1onTF0jiVc0pQ2OB20Y3lc5djYGRA9lzZ6dS9E04VneIUEjiVc+LMiTNcOHmBOi3q0LO/vs1Z/GIDm+w2jOwxkr+u/4WBgUG6/2zxj59YTB9SAURKfNL3oBRF+TicOHSCJQuXEBQUxPcXvufkxpPs2LyDTjM60bV6VzzdPFk4Xd8iqcXYFtw5e4d2k9uxc/pO9u/bT9d5XeNUw2W3zs6Q8UMYPXV0ki2DhgwdgqW1JRfOXOCz2p+l68+W1PE/poKId6ESlKIoacrb3Zv92/bzwucF2e2y07xDc7zcvTh7/CyREZEULVWU5h2aY2oWt9v+vZv3OLjzIP6v/MmZOyetu7YmZ56cccZsWruJqj2r8vTRU0wsTLh19hZtv2+LRR4LDAwNKFihINUGVOPM2jOUrleai3svxtkWXQ1XsEJBmk5oyqpeq6jfon7M3E0nNE0wZtOSTdgXsuf5s+fp+ntL7vgf2xlTSql7UIqipImgwCBG9RpF2xpteeT5CLucdly7dI0GZRowrOswpE6SLXs2Dm4/SO0itdm0ahMAL5+/pH+b/nRv3B2/l37Y5rDl3u17NCnfhMlDJxMWFhZzDG8PbwpVLoS/jz9RkVG88HyBY2VHwsPDY8ZEt0h69fgVZtZmcbbFZu9kT1hoGD5PfGLmTqpl0NPHT7GyTthEOi19zC2L3pc6g1IUJdXCw8MZ2G4gBQoW4OTdk5iamXL9ynVWL1jN/F/nc/b4Wf49/S/rXdYzZPwQ7t+6z8D2AwkKCmLXxl3UaVyHFVtXYGRkFDPnNz98w4SBExjZYyQrnFeg0WjI75CfwBeB5Cqciyt/XsHW3hb38+7Y5LGJ2S+6RdKpjaeo0q5KnG2xebp5UqhkIbat28bgcYNjKuZiP3Pk6eaJjY0Nd9zuUKV2lXT9HSZ1/E+lYi8xmXYGJYQoIIQ4JoS4IYT4TwjxVSJjhBBisRDirhDiqhCiYmbEqihK8vY570NKyZyVczA1M+XEoRP0btkbIzMj9u/eT177vNy/c5/6TvUZ3G0wXh5eDPl6CPO+mYe3pzf37t9j1YJVcVr6XDx3kZ82/ITXAy/+PvQ38KaqrULzCjh/54yDkwO7vt1F4MPAmCo3119c8fXw5c65O1RpWyVmW4R/RIJquKHjhmJpbcmq+asSrZg7MOcAr3xe0XNIzzgLJb6P921Z5FTOKdn9PmaZeQYVCYyVUl4UQlgCF4QQh6WU12ONaQYUff2qCqx4/VVRlCxk06pNDBk/BI1Gw4lDJ1j04yLCIsKYdWkWJzecZOfmndQbWo+Luy9SY0QNFk5fSGhgKAZGBtToUQM7B7sExQ7Raxr1Gd6HTas2Ubdp3Zh7MZvWbiIyOJKDCw5Sq2EtLqy+wL5p+8hul5282fLicdmDkuVLsrTDUvI75Gf02NH6/ZZswtnDmfwO+WPaBRUrVYwvmn5BhWoVaNakGaeXnGaL+xaMtcb4v/CnTMUyDP16aKp+PylZsynmZ4sVY81qNTntevqjXOspJZIsMxdCtE/B/qFSygNpEogQu4GlUsrDsbb9DByXUv7x+v0toK6U8nFS86gyc0XJONFl5qWsS3H+0XnMzM0Y3G0w2Zyy8eDiA4avH87SPkupNbAWlraWzKk1h9U+qzm7/ywnV53k7rm7VOtYjZCgEGoNrIVNHhscCjkA+pY+p346Rb8h/RjdZzTHbx7HxNQkzvFPHTnFumXrOHn4JIZaQ4xNjOnYuyO9h/Ymr33eFP8cfr5+bFy1kT9++YOXPi+JiozCqbITXwz5gpadW8Y0oX1f79uySLU6StpqYDeQXHfVOkCqE5QQwhGoAJyL91E+wCvWe+/X2+IkKCHEIGAQQI4ccW8yKoqS/jQaDVGRUYD+Zn/RVkW5+89dgJhChkc3HiE0+j8nto62BL0KQuokQiNixvg80BcsBPsFc2HvBU7sO8GNCzd4+fwltQrXol2PdgwePxi7nHYA1GpYi1oNaxEREUFYaBjmFubv1RDa2saaoV8P5csJXxISHIKBoUGqL+nF9r4ti1Sro6QdlFL2k1L2TeoFnE1tAEIIC2A7MEpK6R//40R2SXDKJ6VcJaWsLKWsbG2dI7UhKYryjipWq8ixg8cA/c1+Y3Nj7rjeITQwNKaQ4YHrAwpXKYwQghfuL7C0s0RrrMU8m3nMGCMjIwJ9A5nTbA5ebl58Vu8z+n/Vn2btm7Hz9E4iIiLoWLsjj73jXkTRarVYWFqkerUCIQRm5mZpmpzg/VsWqVZHSZBS9nzbzikZkxwhhBZ9ctoopdyRyBBvoECs9/mBR6k5pqIoaa/HkB6sXrCasNAwuvftzpm1ZyhQpgCHfz5M8erF2TFpB8d/Pk6JxiU4s+8Mfy/7m+cPnhMZEcl/p/4jm302dnyzg8CHgawbtY58pfJhbGBMhcoVmD91PlcvX+X7b76nXvN6dB3QlbF9x2baz/q2YofEvG/LItXq6C2tjoQQBkALwJFYlwSllAtSdWD9/+qsA15KKUclMaYFMBxojr44YrGUMtlHudU9KEXJONH3oHQ6HV998RWB/oHMXjGb29dvs2bpGs4dPYddXjte+rzE2NwYm3w2WGS34NH1R/j7+JOzeE58PX0xMteXl+fMmZMH1x9Qp3kdChYqyNZ1WylepzhD1gzB65oXLvNcGDh4IFOGTWHN7jWUcMr4NkspWZ8pqX3fp2XRh77WU0q893pQQogDQCjgBuiit0spp6cmICFELeBkvHm/Aexfz7/ydRJbCjQFgoG+Uspks49KUIqScWL34ouMjGTB1AVsXrOZStUrkc8+H/du3ePs8bMYGhnyWfvPMDIz4s7ZOzx98JQ6g+vQ9ru2hIeEs/Pbnfzr/C+6SB357fOT3yE/rn+7UuuLWvT8sWdMkUJ0gYCDvQNW2awYPml4hv68n0rRQkZLTS++/FLKsmkdkJTyFMkXYCD12XNYWh9bUZS0Z2hoyFdTvqJAwQJsWLmBG1dvYJXNipwFcjJk/RAeXHyALlJH5daV+fWrX3l07RE/NvgRQ2NDStYvyeg/RzO/4Xxy5M5Bl/5dePriKT3m9ohTQRddIFCufDmCAoLeO1afJz5s/nUzp46cIiw0DMcijnTt35Wqdaomex8rJUULAf4B7N60G5edLgT4B5A7b27af9GeBi0bYGioeiO8i5TUTh4UQjRO90gURfmg3b1xl8ZlG/Pnrj8ZNmkYy7csZ+S3I4kMi2RR50UUq1aMmt1q4rLEhYBnAVjnsabT3E40/7o5vt6+LGy6EGMTYzQGGpq1b4Z9QfskCwRuXbtF3gIpLyOPbfcfu2lSvglPvJ8w8tuRTFs0jYrVKjJ15FT6t+lPUGDSie9tRQvnT5+nQekGuJ5wpd/IfsxYPIOm7Zvyy6JfaF21dYLiDiV5KbnE1w7YgD6ZRaA/65FSyvRtTPWe1CU+Rck4N+wO0KFiCXxfvKRV1VaM/m40HXp1JPZJyIlDJ/h+8vf4PPLB3skeQyNDXj16hU6jo/3s9jhWdsT9vDvOY53x8/bDwNCAbce38dDrYeiqKzwAACAASURBVKL3e7p168bUkVM5fvM41jbW7xTvqSOnGD9gPOsOrKNYqWJxPouMjOTrQV8T6B/Iz9sSv1yX3D0oe0d7OtfvzPxf51OncZ04+0kpWT53OXu37GX32d0Ym6RtleCHLjX3oO4DbQE3+QEsHqUSlKJknN9OufH8yh9cvrCMkKAQctnnopDjFxgZSW7e3kCgfyAWVhZU+awKJ4+c5OWzl9RtVZee/Xuy13kvJ46dICI8Aq2Rls/rfU69pvX435T/YWZuxroD6/jv8n9xCgTadWnH2sVrqVKrCuNmjANg6Q9L2bppa8yxElv7KbqwoHO9zvQd0Zdm7ZslWnxQo14N6peqz8qtKyldvvQ7rc80eehkcubJyVdTvkp0vzqN6tC7eW/a9WxHux7tMvMfW5aTmntQd4BrH0JyUhQl40gJ106uJjhoDxojDcM3DCcyXMe6QcuxymlFhwUdYs6Odn27CxsbG8JDwlm9ZTUnDp3g4fOHDF8/PM6ZiImZCSHBIXze5HOaV2pO5z6dGTRyEBqNhtNHTzNzzEwatmzImGljAH1y2rFrR5xjbfxqIzYuNnSZ3SVOe6AnD5/g7e5No9aNkm091KVfF7b+tpXnzZ+neH2msLAw9m/bz6Erh5Kdu8eQHqxbtk4lqBRKyT2ox8BxIcQkIcSY6Fd6B6YoSsaRUnLnzr8cPLgSF5efuX//8lv3EQJe+Wyj3fdtCXgeSI5i9thXLoqxmRGtp7eiSPUiGGoNKVK9CG2/b4unhycBfgFIKeOsfRS9jlPTCU1xXu9MoeKFaNS6EZuPbCY0JJTZE2YzY8wMnng/4ZddvzB98fSYwomtm7bS9vu2cY5lU8CGav2rJZh76/qtFC5eGENDwySPv2ntJoqXLs5Dj4fJjonP76UfxibG5MyT861zP/JQj3KmVErOoB68fhm9fimK8hG5efMsq1aNICDgJeXKNQQkzs6zsLXNx5AhyyhcOOlFBMKCgilU1REjMyOCXwVhnTsb4SHhFKhQIM44x8qOREVGoTXSIoRIthpOROi7ORQqXohv//dtsrEH+gfiWNkxzraQVyHkKBS3o4y9kz0vnr/A0tQSSL4az++VH6bmpty7fy/FbYZMzUwJDgwmIiIi2bn9X/ljam6aYH8lcW9NUKl93klRlKzr+vVTzJ7djiFDllGjRseYM5OoqEiOH9/ItGlNmTr1IEWKVEp0f2NzM+6fc6dUozJc2nGeukMbYmRqhNclL0p+XjJmnPt5d7RGWizM9Wsy5Uti7aNs2bLx4MYDylQsk6L4LawscD/vTpHqRWK2mWYzxee+D8TKq55unhQpWQQ3Vzfu3LiT7NpLuzftplPfToTtCkvx+kyW1paUqViGw3sOJzv3rk27aNCyQYp+NiUFl/iEEIeFENlivbcRQvyZvmEpipLedDodS5b0Z8SINdSq1ZlLlw8xe34rRk10Yu6idmSzyUX//gtZtmwQid2ClhKss3Vjx7e7KFi1ICdXH8XtwEVCg8PZPXUvt0/fITQsnJun7uI8fhsaqSEyMpKjB45hl20gW6f8GaeFz8EfDhLoG0j3Qd3RarUp+hk6de/Erm93cffsXSIjIrl79i6+Xr64rnFN0B6oZ/+e9BjUgzlfz6FLry6JthAqVboU92/fp0nbJu/cZqj3sN78NOMn2nZqm+h+derVYc/mPXTr3y1V/9w+JSmp4rsspSwfb9slKWWFdI3sPakqPkVJmcuXj7BmzRgWL77CxUt/svv4TJqMbU7+Ug54X/fgz/kHaFXnG1b9PILx4zdTrFjCLmMuLuB67nse+67G18eHiJBwChTogF2Okjx8vpagIH90kRqCX+mo22Q0X35dmt7Nh2BpPYrqdXMTELoZb3cvLC0tCXoVRJ58eVjuvDzFCQrerYovIiKCLzt9SXhYOHWb1cX1jCsPPR+SM3dOctjm4NjBY6zesZryn+n/5L1LmyEpJbMnzOb00dM069AMt6tuPPR8SJ58eXBwcGCf8z6mzJ9Cy04t3+8f2EcsNWXmF4B2UkrP1+8dgJ1Syiy5uq1KUIqSMps3zyA8PJRevWYze34rPh9XDYeyhWI+97h6nxP/c8XWwpHcuQvTpo2+ZWZUVCQREWEYG5shhEBKYp57unDhIDt2/Ii7+xWyZcvNq1dPsXO0p1SFYXhc0/eWDgu9hbHJbDzuHSBXnlwEBQVhZGREz8E96TWsV7p3W4iIiOD3Zb+z4ecNREZGYmZmxtPHT2nUuhFfjv+SQsULvX2SJEgp2bN5D78u/pXH3o/Jbpudp4+fUqVmFQaNG0TlGgn+Biukrsx8MnBKCBHdsrcOr9deUhTlw6XT6TAw0P8JeObjTv5SXeJ8nr+UA898NpPTugg6XRTnzu1h//6luLkdw8DAEHPzbDRqNIAWLYZjY5MLgEqVmlGpUjNevnyMv/9zLC1teZzLnTp1YMjrZ1eNTYqz68xsAv0n8fjhY4yMjLAvZJ/qRQFTSqvV0n9Uf/qO7IvHPQ8iIiLIky8PltaWqZ5bCEGbbm1o060NDz0eEhgQiF0uO2xz2KZB5J+et/4bIaV0QX+7cQvgDFSSUqp7UIrygStUqDxXrx4FIGcOR7yve8T53Pu6BznsHLh8+Qg3bpxm3bqvqVevF1u2BLBtWwgzZ/5FQMALxo6tjLf3zTj7Zs+eB0dHJ2xt8yIlbF4cty3RmkXWmFtaUqxUMRyLOKLRaMjoJy01Gg0FixakWKliaZKc4svnkI/iZYqr5JQKSSYoIUTu6O+llM+llPuklHullM8TG6MoyoelSpWW+Ph4cPPmWeyshrFjxgE8rt4nKjIKj6v32THjAIRVx9/fh2fP3GnSxJVXr3qi1eqXXS9QoBS5cy/HyWkGM2a0JDIyIsExpIRTO/NyeKsdrToHsuvMQ1p1DmTdcisGd8iFTvdm3JpF1vzxS9oniqS8z7pOSsZK7gwqJUu5p3q5d0VRMoeBgSEDBvzEDz90BJmdwIdT2DbRlYWt5rJtoisv7rfl8uWfMDQ0YsCAReh01pw8Cbt26RPKrl1w8iQ4OvYle/Y8/PPP3gTHEAKMTaNo1Ok5/Uf5IQT0+8qPEmXCuXnNiF9/so5JTnudLQgKyJgzqehuDzVG1GDcn+OoMaIGK5evVEkqi0nuHlQ5IUT8JdhjE0BynyuKksXVqNEeKXWsWtUGY+MS+D5uDFQjOPgAGs1P9O49lT17FlK6dG1Kl9bvc/Kk/gVQuza0bQuWlv04dWoLNWq0T3CMz5o9pU4diL7gotHAz9uf8utP+qS011n/bFSrzoExSSy9xe72ALzp9rBk00e3GOCHLLkl3w2klFbJvCyllPkyMlhFUdJezZodmT79MGZmfvj6zsHXdy5SRjJy5BLc3I4SFPSKxYv7c+HCAVq1ioqzb9u2+rOk7NnzEhjom+Qx4icdjQb6j/KLsy2jkhMk3UnC28M7YwJQUiRjymYURcmyZs1qx8iRTvj4BGBp+QUWFp0ID7/KDz+0x8vrOiApVKg8Gzd+R9++ZQgPvxWzb/TlvidP7pEtW64UHzP6sl5saxZZZ1ihxNvWdVKyBpWgFOUjE/+PfHJ/9H/8sRvnz++nefNTZM9+h3btfqJAgTsUK9aHHDkO8vDhXTQaA3LnLkzt2v+i1Y7l+fOGTJ78mNq14e+/YedOyZ9/rqZevV4x80YXPyT2PvY9p9iFE3udLTIsSb1rlwglc2Tq+sNCiF+BlsAzKWWC5ltCiLrAbvTNagF2SClnZFyEivJhcXGBkJA3l96iixlMTaFp07hj/f1fcurUFr79dg/z5tUkKgpy5NhDVFQEM2cuo2tXDbAGf/++/PzzcAoWPImp6QDy5HFj376f+OKLH3Bzkxw7NhOt1pBy5fQ95ubPh+BgmDxZfylPp4PB9R8SFPg9pmYPyO+Qn3x5BlC6vOCff1azs6Y3+RzyU7r8QMwt62XIZb7o+0yblmzC2cOZ/A75GTJ0iLr/lMWkKEEJIQyAXLHHR3eWSKXfgKXA78mMOSmlVL1BFOUtpNQnp+gChrZt31Ta1a5NnI4PAJs2TcHCIjvly7dECIiMhAULVjFy5Ai++EKDTgdC9MLAYBh58hTh4sUq6HTDMDVtzaFDXXj1qhbXry/HyMiLBQv+RKPR7xMcDFevwqxZ+iS1cvxDojSLaDmpKVWbdcDzmic7p88iLCiMrvO6xqyZdHDefJrYBwEZkyQ+b/y5SkhZXEqaxY4AngKHgf2vX/vS4uBSyr+Bl2kxl6J86oTQJ6XatfVJaezYN8kp+owqWnCwPxcuuGBsbM65c86sX6/DxAR0ulssWlSNsDAwNoZevUCjKcadO8bkynUQG5t73L3blYCAl5w4MYEKFTowc6YzDx5c4tKlQwQH+zJ5MpQtq09SXbrAqxe/02JSY2q0KoCBVr8+UrUB1dBaaeOsmdQsibWWlE9XSs6gvgKKSylfpHcwSaguhLgCPALGSSn/iz9ACDGI1+2XcuSwj/+xonwyopNU9FkUxE1OoaHBTJ/enOvXTwICIQTz5/fAwKAPLVuOYscOIyAIgE2bwNAQNm0KAQwICPgdnW4PWm1JwsJc0emecfnyeC5diqJEiRpERIRx//4latTowPDhcxg0KHpNJncqNWuhfzDlNVtHWwJfBsaJPam1lpRPV0qKJLwAv7eOSh8XAQcpZTlgCbArsUFSylVSyspSysrW1jkSG6IoH5x3KXaIPWZXvP9KoivtQkODGTiwIN7e15kyZR/Dh/+MEPDHHwG0azeRHTvmARLYBkD37vDHH4FERNwkIuIWUVHPcHS8iI3NN2i1RQFBvnyd0GpNadJkELNmHWXFiluYmFgyeHAtpHz2OgJHLhx8qp/6tRfuL7DIbhEnTlVFp8SXXKuj6KXd75NJS75LKf2llIGvvz8AaIUQdhlxbEXJTC4ubxILvEk8Li5J7xO7u0Pt2vpihejLfbt2wYIFXxAVFUGZMu4cPNiMevX6YmhoxLJlg9m69TvgEHAHc/MlGBl5ExYGmzf3RKMxolq1Cmi163Fzy83LlzMwMXlGvXq/4e7+M1IeYMmS/gQF+WFpmZPLlxcSFtYGC4vRbNkC2Wx7sX/OIc7s9SIqQl8x5/qLKxH+EelWRafaGH0ckrvEF90Uy/P1K/aS7xnytMLrXn9PpZRSCPEZ+oSaWZcaFSVDvGuxQzQh9NV6se85tW2r/8zYWMf583vp128Rly6ZcfUqzJmjYezYP5g9ux3gA/xCwYIVCAx8AdTCxycbcAVDw2x07TqDiRP/A74iKsqQPHmK4efXgshICA2tSN68jTl69HciI0fg6wt5807C17cgfn5PGTI/H5umj+LQnLWc/ElfxTd67GggfarootsYNZ3QNKYAY+W8lQCqKOIDk5L1oDpJKbe+bdt7HVyIP4C6gB36QoypgBZASrlSCDEc+BKIBEKAMVLKM8nNqdaDUj4Gsc+GoiVW7JDUvrHHSAm3b59jwoQa7NwZAWiYNUtfxAAQFXUYIfoSEfEIY2NTwsKCAX2vPq02O2FhoRgZFSUy8hHm5sMJCPBGoymCoeEYnJygTBlwcdmOv/868ubdQ+3a0Lo1zJnThrp1e5Ktbj5q14a8RhnTW3pwt8HUGFEjzpLrDy494MySM/z8x88ZEoPyblKzHtQkIH4ySmzbO5NSJrv2sZRyKfoydEX5pMQvdoiMfMXDhxPo2nUzoaGBgCB37kJ07vwtDRr0BvSL5V29eoyDB5dz48ZpdLooHBycyJOnCFeuHEVKHQMGOPLZZ63p1Wso48aVAsDAoBFbtnhz//5Ftm+fy9mz21m06DIODqU5dGgNq1YtwM5uASYm1fnf/7R06DAQIcwB+PZbfax//mmGlGHAmyRqbGxGZGQ4oH8eKqMk1cZIFWB8eJK7B9VMCLEEyCeEWBzr9Rv6MxpFUdJJ7GKH8PBbeHjk4/jx7bRs+RVLlrgxa9Yx8uYtypIl/Zg8uQE6nY5lywazYsUQypZtwPz5//Ldd/vx9LzOqVPOmJnpCxIGDvwJS0s7Ro+uR1TUqpjjzZoFhQpVxMDAABub3Dg6lgEEz5+3ICrqCcbGlZBSy8iRIERxdDpXAL7/HnbuhNBQV4yMigP6uKOidNy58w/58hXP0N8bqDZGH5PkzqAeAReA1q+/RgsARqdnUIryMUnskltyl+liX96rWVPH1q1VsbUtjZWVK6amGgoU0O9fpkwd7t69xoQJlRg3ripGRibMn38RU1MLdLoIpk5tTPv242nRYiSLFn3BkycP2LVrPhYWpxDiC6AukyYVZP/+Rly9CjNnhnL16g66d58RE8P583nIn78ODRr8hovLMLy9IU+eXrx6VYyiRX/g0qVc/PdfMEL8wg8//MmlS/q4PT33Y2ZmTZEilfiPs+n+O46te9/urJwX9x6UyzwXhgwdkqFxKKmXZIKSUl4BrgghNkopE65EpijKW71L66FosYsdTExWExYWzPr1Zxg8WMPevdCuHRgYwI8/wr//lsHaeiZ3737NsmW3GTZMf6Y0YMAeLC1tad16DP36gZSrkTIfN26cwdp6JAYGi3FwmMfOnXOZNq0RffoEc+mSE+bmFrRpoy/SPXECoqJg1KhpTJvWCAeHYvj7N6JIkZzkyTOSixdbkSvXVnx9h1KtWiMcHcvg4ADPn1/kr78GMWHCb4iMak8ei2pj9PFIMkEJIdx4Xa2X2L9kUsqy6ReWonz43rcaD/TJS0oYPnwx5cs3RKMxxNQUvL1h5EhYtAj+/RdCQyEioiAg+PHHc/j6FkUIWLVqPb17D+L77+HVK5DSAju7nlSp8oq//14BrMXTsxlRUacZOLA6fn7/IEQumjW7hoGBIbt2gZ+fPoarV8szceIOZs7sgpSliIrqSoECpbh8+TCPHxckX74SlC/fnaNHf8fVdSf//fc3I0eupmLFJhn1q05AtTH6OCR3iS+6/92w11/Xv/7aAwhOt4gU5SMRu8w7sUX+3nZyIQQEBvpSqVJzDAxg8WJ9cvL2ho4d9WNMTCA83AcwxtPzHhUr6ve7cOEJy5cXRqOBihX1Yy9dKsTp095otQGYmMwgJMSZyMhI/Px8qVt3C46OHTl1Ci5e1I9v3fr1ku2n4NSp2uTN+4B8+baj0RzkzJlQypT5nD595uHmdoxz53ZjYGBIxYpNGT16PaamFon+TIryLpK7xOcBIISoKaWsGeujiUKI04DqKq4ob/G21kNvY2JiwbNn7gAxSap9rEVrN26ELl1s0OnCESI3U6bot7drZ4OUjwF9pR1Ahw6PARs0GhN+/30248bNxN09H3nzujB6tCOgT0ax44y9TQhjxo7tjhBxH6YtXbp2yn4YRXlHKSkzNxdC1JJSngIQQtQAzNM3LEX5OCTVeiilzzM1aNAbZ+dZ6HQ6dDoNI0fGHdOjB+h0AYAOIZoxc6Z+XgODLuh0azEw6MDMmSBlOFFRG9BqjwP6M7GICBcMDR3Qah3ZuTPh8WN3soi2c6f+Hlh07G8r+FCU1EjJ0wn9gWVCCHchhDuwHOiXrlEpykfgba2HkntGPrrVUbt2XyOljrlzu9Cjh/7yXr58sG2bvtt4aOgzdLqx5MpVCAuL0Vy4EMmFC1C2bBdsbK6QL99WLlyQXLz4DdbWlXB2LoGZGXh5Pef58/EMHz6GWrXA2Rm2boVatd7EuWcP7N37ZlvOnPr3O3fqY09J+yVFSY23Jigp5YXXzVrLAuWklOWllBfTPzRF+bAl1Xqodm399qTOPGIXV+zbZ8jUqS64uu4iJKQ4sI369SE8PBCt9ivAAY0mLz/9dJVChULQaOojxAGcnIyZPHkP3t5DgKIIcYDFi38nIiIYG5u1QDUsLDpQp06XmFjt7OLGWby4/tWunT6u4q8fabp9W/81OvmGhKSska2ivKskWx0JIXpKKTck1RhWSrkgXSN7T6rVkZISL148JCDgJdbWObCxSd8WPO/6HFT0mNitjsLDbxERMZQnT44jpX79dI0mGyVKDGDWrLkYGGiIiorkyJHf2bx5BS9eXEEIDQYG+bCzcyQo6AphYcHodJFUqNAEK6vheHi8qbKrVUuflGJ3fIj+0xD7ct77tF+6ZniGzz+H3IYZ0+pI+fC8T6uj6PtMlsmMUZQPiqvrbnbt+h9eXjfIli0Xvr6PKVy4Iu3bT6BChcbpcsz4f7xTcs8mfnGFkVFxliz5C51Ox+jRz9FozNBoLJgz5818BgaGNGnSj8aN+zFmTBhS6tBoTJk/H0ASGhqEkZEJBgaGSKlf0DBa7PtKycWdmoIPRXlXyVXxRXdVnCulDM2geBQl3WzdOofDh9fQp888PvusFYaGWiIiwjh1ahtLlvSnY8dvaN78y0yLL/aZlZSwY0fcz3fsAI1Gg6Fhzpht8Qsuos9yhDCO2aYfI2JKv9+3cCM1BR+K8j5SUsV3TQjxFDgJ/A2cllJm1gKGivJerl07gYvLSlq0OMfTp7kxMNBvNzQ05tWrHjRtWoPNm6tTsmQNChYsl+Hxxe44AfDDD3DlCpQrBxMn6pPT1q36RNC5c9yHfuHNfrGLMt53TGLJJn7BR0r3U5TUeGuCklIWEULYA7XRP7y7XAjxSkpZPt2jU5Q0sm/fEtq3/5rw8NxJdHYoSIsWw9m/fxnDh69KfrI0Fr/jRJs28OgRhIVBZKT+c43mTSFDmzZxHwKOXXCR1HpQ7zomvuTWmkpuP0VJjZSsB5UffXL6HCgHvAROSSnnpH94704VSSjxSSnp0MGE9eufYWZmneSN/mfP3Bk/vhq///4kE2KMe0YiJWTPDi9fvvnjX7u2PjnFL2SInxxSUpTxPoUb77ufKpJQ3iY160F5Av8Cs6WUqh2w8sGJiopEp4vEzMwq2Rv9FhY2hIUFJTpHYOArjh3T95oLDvbH1jY/9ev3pmrV1hgYpOQ/o+TFj0sImDwZxo3Tv5dSUqTI3yxcuIqHD29jaGhE+fKNaNJkILa2+RLMldz7lI5JKs732U9R3kdKHtStAPwOdBdCnBVC/C6E6J/OcSlKmjE01JItWy68vG4keaNfSvDwcCNHDocE+1+7doIvvyzGzZtnaNduPEOHrqRmzY7s2jWfMWMq8+LFo1THGD8uKfVrNEkJOl0wjx+3Zt68IRQrVo0hQ5bRs+f3+Pk9Y8QIJ/7667dUH19RsqKU3IO6IoS4B9xDf6mvJ1AHWJPagwshfkV/X+uZlLJMIp8L4CegOfoGtX3UQ8LK+2jYsB8HDiwnV66lSd7ov3dvOQ0bxm2S4uV1g7lzOzFu3B84OTWIubxWtGgV6tTpydat3zNtWlMWLDiPVmsEgE4X9zJc/PeQsGJv5059z7voy3jRS7KXLQuGhr0AK4S4SkSElqJF9fuWLVuPFi1GMnVqQ6ytc1K5cnPVekj5qLz1DEoIcR44C7QDbgJ1pJSOaXT834AkVsUBoBlQ9PVrELAijY6rfGKaNx+Gq+sOvL23JNrZ4f79Vdy8eYaGDfvG2W/nzv/RqtUojhxpwKxZ+mQD+q+zZwu8vb/FysqWs2f1NeHz55Ng3KxZvH4WSS+6jVHs27+3b+tbCUU/LFulij45FSx4ldu3XZk3by25cmljujgAHDwI69aV4LPPlrF585tFBlXrIeVjkZJLfM2klE5SysFSyvXRXc7TgpTyb/RFF0lpA/wu9VyBbEKIPGl1fOXTkT17HqZOPcilS+O4dq0Vrq47uX37H06fdubixUbcujWP6dMPYWFhE7NPWFgIZ85so2HDAQQH689oopNP9BlOSIigadOhHD68Bp2OJMcFB+vfx67Yi05Su3bBs2dvWgmBfj2oyZMhNHQtjRoNQKs1onhx/bhdu/RznT+vn9vHpyUvXz5i7dr/VOsh5aOSkkt8PhkRSBLyAV6x3nu/3vY4c8JRPmQFC5ZjxYpbnDy5hYMHVxAY+BJr65w0bNiXGjU6oNUaxxnv7++Dqakl2bPnZPLkN8mmi759HWXL6pPIo0dO+Ph4oNGQ7Ljoy3wpXSNKo4FnzzyoW7dHomtLSamf++VLA4KDS3HunAdNm5ZWzyQpH43Ulx+lr8T+M0vw/4ZCiEHoLwGSI4d9esekfMCMjc1o2LBvgkt5iY81JyQkgKioSAwMDJk8+U3SgTdJJzDQF2NjfWew6CSV2Lho79IyyMTEnICAl4nuF7vSLyrKF43GXCUn5aOSkkt8mckbKBDrfX4gQcmUlHKVlLKylLKytXWODAtO+bhZWdni4ODEv//ui7lcF1v0ZbzjxzdQtWobgGTHRUuukjC+qlXbcOLExkT3i670Cwu7RWSkOyYm1d66jIeifEiSTFBCiPbJvTIovj1AL6FXDfCT0cuEKkoGaNVqJBs2TGH6dL+YqrotW/Rfr16FyZMvc/LkZpo0GRjnnlP8cdFJ6l3XiKpatQ1Pnz7gzJmdcfb73//0D/JeuRJJQMB4OnQYTJ06xilaa0pRPhTJXeJrlcxnEtiRzOcpIoT4A6gL2AkhvIGpgBZASrkSOIC+xPwu+jLzt1+XUZQ0VLNmJ27cOM3Ro3Wwt5/DxIlN0GgMGDMmkIkTN3L79neMHbsq5mFZM7O495yi70mZmb25zPcuLYMMDbVMmrSD6dObU7z4NSpXHkzbtjkBSf7857h1aypWVhq6dPkWQ8Ok51GUD9FbWx19aFSrIyWtSSk5fnwju3cv5MULb6ysbHn58hGlS9elY8evKVGiepzx7/ocVGLv43v06A7btv3A2bPbyZYtN2FhwRgaamnadCitW4/E0FCbonkyg2p1pLxNUq2OUpSghBAtgNKASfQ2KeWMNI0wjagEpaQXKSXPn3sREhJAtmy5sbKyzfAYgoMDeP7cC63WmFy5CqKJn/myIJWglLd57158QoiVgBlQD/gF6Aj8k+YRKkoWJ4TI9CpRMzNL7O1LZWoMipJRUvK/XzWklL0AXynldKA6cSvrFEVRzw7SdAAAFq5JREFUFCXNpSRBhbz+GiyEyAtEAAXTLyRFURRFSdmDuvuEENmAH4GL6Cv4fknXqBRFUZRPXkoS1DwpZRiwXQixD32hRGj6hqUoiqJ86lJyie9s9DdSyjAppV/sbYqiKIqSHpI8gxJC5EbfmNVUCFGBN33xrNBX9WVNQUHwjyoyVJQso/gLrnsbcJ1XmR2J8oFJ7hJfE6AP+v53C2Jt9we+SceYUsU69Cmtbs9/+0BFUTLG8Yr8M7twZkehfIDe+qCuEKKDlHJ7BsWTapWLFpXnFyx4+0BFURQlSxCtW7/fg7rw//buPM6K+sz3+Od7uhuaZlNAETGKRiQuYxYYjEtMIkHQMWiMaxJHr6JxS1wmOkajcczNRF7JzU3GLUHRkIwZF2Z0kGE0rmjMNRdQEXdZJCAiEPat6T7nmT+q0AYb+rB0V53m+369zutU1fl11XOa5jynfvWr58fzksYAe0bEcZIOAg6PiO2e8t3aXkQwdcYM5i9Zwi6dO3P4pz5FTXXeZ10xs51ROZ9M96SP69L1t4H7ASeoCnPvM8/w4wcfpFgq0b9PHz5Ytoz5S5bwnRNO4KqvfY2qqqqsQzQz+1A5CapXRDwg6fsAEdEoqdjKcdkOdvO4cdz9xBOMvuQSvnjIISitKPrqnDl8Z/Rops+Zw++uuKIiaruZ2c6hnAS1WlJP0plsN8zL1KpR2Q41bfZsfvnII0z9+c/51o9/zIrlG//zlSKY+vbb3DtpEmd9+csZRWlmtrFyEtSVJBMHflLS88BuJAVjrULcPnEiFx93HHv27MmK5cuZ0r37x9rsv349t0+c6ARlZrnRYoKKiBclfREYQHIv1FsR0dDqkdkO88S0aUy4/vottuneoQMvz57NqrVr6dKpUxtFZma2eeVMt1ELXAwcRdLN95ykX0WEyx1ViPWNjXSurd1iG0l0rKlhfWNjG0VlZrZl5VwR/y3JZIW3ALcCBwG/a82gbMca0Lcv/+/NN7fYZm1jI7U1NezSuXMbRWVmtmXlJKgBEXFeRDydPi4ADtgRB5c0XNJbkmZIuqaZ18+RtEjSy+lj5I447s7mgmHDuGXCBEql0mbbLFy7lpHHHutRfGaWG+UMknhJ0ucj4gUASYcBz2/vgSVVAbcBQ4F5wGRJ4yPi9U2a3h8Rl27v8XZmX/v85/nl+PF8d/RounbrxqAmo/gWLFnCqlKJlRE88uSTPPr00wB0696dp1yRw8wyVE6COgz4e0l/Sdf3Bt6QNB2IiDh0G489GJgREbMAJN0HnAhsmqBsO9VUVzPhhhs446c/ZfbKlYw89lgO6NuXBUuXcs0997BfTQ0P77EH+3fo8OHPDFruOwnMLFvlJKjhrXTsvsDcJuvzSJLhpr4u6WiSChZXRMTcZtrsdBavWMHvJ01izsKFdK6t5auDB/O3/ftv1Ka+oYH/+NOfeHHWLAoSFw4fTp8ePfj9pElMmz2b7p0707eujlu7dOGelStZF0H/mhrO7NIlo3dlZvaRFi84RMScLT2249hqZtumlWsfAfqlZ2lPAGOb3ZF0gaQpkqYsauff/IvFIlfdcw/7f/vbTJ0xgz49etBYLHLaqFEcftVVvPvBBwDc/9xz7H3uuYx54gl6du1K97o6fvbQQ5w6ahTHDxzIg9dcw+UjRvDe6tVcuGgR1cAeVVU8vXYt/ebM4f3Vq2mpkLCZWWtqsZp5qx1YOhy4MSKGpesbSin9ZDPtq4AlEfHxu0ybaO/VzL992228PX8+D1x9Nbs1ueG2WCzyLxMm8Ivx47n21FP50f3385/XXcfA/fff6Ocnvfoqp40axaizz+aa3/6W2mKR2bvv/mHpI4B5jY0MmDePK08+mR9961tt9t7MbOe0PdXMW8tkoL+kfYH3gDOAbzRtIKlPRLyfro4A3mjbEPPlpZkzmTh1Kq/feisn/uAHHytZBFCsr+fKMWN45p//mWP/4R+o2eQLSABrgPNuuYXenTqxcs0a9lq5kgLQu0lV884R3P7f/835w4Zxzk9+0uyxPJDCzFpTZgkqLTp7KfAYUAXcHRGvSboJmBIR44HvShoBNAJLSCZQ3Gn96tFHuXD4cLrW1W22ZNE+CxawvrGRg/fem5oIFmjjntTXI/g68HYEd3brxrVr1vACyQW+mibthkmc/KUvcedjj232WB5IYWatKdOJgCJiIjBxk203NFn+PvD9to4rr16ePZtzhgzZ7OsRwdrGRrrU1vLyrFmbbVcP9K6qYmZjIzXV1XSqqqKmWOSgfv0+bNN7+XKGHHood/7hDzvwHZiZlc93ZVaQgkRj8eMznUQEdy5fzqFz5/LXdetYsWYNw268kWXA5GauMQoo0fI/fmOxSEHNjWUxM2t9TlAV5MgDD2TC5MkbbYsIRi5cyJ0rVvDLXr3o27kzhUKB2aNH0wH4O+C/NklSHYGFxSIH1NSwJY9MnsyRBx64Y9+EmVmZnKAqyIXDh3P3E0/w/pIlzFu0iGkzZnDTzJm8sHIlv6ivp8f8+SxcvZpisUj/s86iDvgZ8E3g+Qhej6ABWAnsVlXFo2vW0NDYyNr6ehoaG3n93Xc/fLy3ZAkPv/AC5w4dmul7NrOdV6bXoGzr7L/nnlw+YgRDrr+etcC5JMMa9wJOJum2qyK5qHcW0BO4iqRL7xSgF8nd0MuB/bt04faVKxGwH8kfQm+SM7LVJGdYd5x9Nr26daNb9+7NDojo1szACTOzHcUJqsJcd9pp9OzalUvuuCO5PhTBZwsFxpVKnAlcCnxe4uEIvgv8FRhWV8eU+nqWAgfX1LCkUydeHzuWBUuXcuD557O+sZEhdXV0KRSYUl/P+mKRfbp25YLhSRERDyU3syy4i68CXXjccfSWOLdQoCtwfKHAnsDjwOGAIjgaKJL8A79YX8/SYpEja2vZt7qad5Yto+6UUzjw4otBYmKfPhxTV8enO3bkJz17MmOffejRwvxRZmatzQmqQknizKoq6oG7GxuZR3Kj2BHASKArMA1oAL7QsSMH1dQwbvVq7l21ig6FAndcdBGXffWrrF6/niPee4/GUomLundnaF2dR+6ZWS44QVWwXSR2B54FupMkozuB3YFDgUVpuwfXrGF6QwMn1NXxwb77EsDSVau48Rvf4NBevbhh1125cPFinlmzJpP3YWbWnMxq8bWWSqvFd8yVV7ZYRqjvqadCQ8NGr68plegIfJCudwE6kwyUWEwyQKKRpKzR+rRNb5JSR+uAVSSDJjacKy1Ol3ffMGFhTQ3vPfhg2TGamW2rPNbiMyivjFBDA+9tcs/SHvX1jAO+APwCuAL4KrAr8A5wGnAZMAB4lSQxLSDp9jsX2AW4mGT0n4AewDJgZr9+1BYKGx3fpY7MLAvu4qtgG4oQXUZyNtSXZD6S54CfkpwxXclHc5i81ORnDwH+0mR9w1SFcxsbWytcM7Ot4jOoCtY3fX6LZDj5/wG6AZ2A+STdeJc0aX8SyZnTepIBFQc3ea1Eksh6FvydxczywZ9GFezc9Pkgkm66vwCTSBJNJ2APkoETkHwTmQWcCswAHgaOb7KvlSTJqUe1v7OYWT740yhnjpk7lxXFIu+XSgw67zwAiqUSx6xfz1MdOmzUthqoJRn0sAtJhYgCyZnTMOAFkq67BpIBEwcAdWmbDiQVKILkmtU64B9dGcLMcsQJKmOblhF6v6GBxwsFqmpqGJAmjGmLFzMsgr5NRvLVk1xjWpeuLwMOIxnsAPBfJDfqQjK6b8MZVF+SZLWMZEDFepKRflXAhOpqJqSxNC1j5FJHZpYFDzPPmUHnnbfZEXNTxozZaNvjL73E8TfdxNoHH6T25JP5+EQcyZnSLiT3RHXlo6HnBYlSBF06dWLk0KH835Ejd/h7MTMrh4eZt0ONpRICqqur6V0oMEdiRKnEKuB/FwpcUSxyB/BUocA/lUos6tCBDhK719czeOBAPrXXXvzs3HNbOIqZWTY8SKKCHT5gAI2lEs+++iqQJKrzqqoQcHQ62KEj8HQE+wAd0hJG1RIzFyxgxODB2QRuZlaGTBOUpOGS3pI0Q9I1zbzeUdL96et/ltSv7aPMr126dOFz++3Hpb/+9YfbRhQKvBPBn0slABYCT0ZwfZPRefVAVaHAFw4+GDOzvMqsi09SFXAbMJRkmqLJksZHxOtNmp0HLI2I/SWdAYwCTm/7aNvO1g5IGHvFFXzmsssoRNCnvp5CocA6iSMaGqglGc1XAK4ulbi6VKI+gmURPHD++chFYc0sx7K8BjUYmBERswAk3QecCDRNUCcCN6bL44BbJSna28iOJra2tt3Be+/NH2++mWE//CGL1q3jc5/8JD26dOHFmTNZtGIFXTt14nsnnYQkJkyZwoKlS/n9pZcy5NOfbqV3YGa2Y2SZoPoCc5uszyMZKd1sm4holLScpA7q4qaNJF0AXACw9267tVa8uXXYgAEsu+8+7n/2WX792GMsWbWKLx5yCDeeeSavzZ3LSzNnUigU+MFpp3H8wIFUVVVlHbKZWYuyTFDN9S9temZUThsiYjQwGpJh5tsfWmU6/eijOf3oozfadvA++3DaUUdlFJGZ2bbLcpDEPOATTdb3Iikh12wbSdUk0x4taZPozMwsU1kmqMlAf0n7SuoAnAGM36TNeODsdPkU4Kn2fP3JzMw+klkXX3pN6VLgMZJKO3dHxGuSbgKmRMR4YAzwO0kzSM6czsgqXjMza1uZVpKIiInAxE223dBkeR1JAW4zM9vJuJKEmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlkhOUmZnlUiYJSlIPSY9Leid93nUz7YqSXk4f49s6TjMzy05WZ1DXAE9GRH/gyXS9OWsj4jPpY0TbhWdmZlnLKkGdCIxNl8cCJ2UUh5mZ5VRWCap3RLwPkD7vvpl2tZKmSHpB0maTmKQL0nZTFi1f3hrxmplZG6turR1LegLYo5mXrtuK3ewdEfMl7Qc8JWl6RMzctFFEjAZGAwzq3z+2KWAzM8uVVktQEfGVzb0m6QNJfSLifUl9gIWb2cf89HmWpGeAzwIfS1BmZtb+ZNXFNx44O10+G/jPTRtI2lVSx3S5F3Ak8HqbRWhmZpnKKkHdDAyV9A4wNF1H0iBJd6VtDgSmSJoGPA3cHBFOUGZmO4lW6+Lbkoj4KzCkme1TgJHp8p+Av2nj0MzMLCdcScLMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHLJCcrMzHJJEZF1DDuUpJXAW1nHsY16AYuzDmIbOO62V6mxO+62Vwmx7xMRu226MZMZdVvZWxExKOsgtoWkKZUYu+Nue5Uau+Nue5Ucu7v4zMwsl5ygzMwsl9pjghqddQDboVJjd9xtr1Jjd9xtr2Jjb3eDJMzMrH1oj2dQZmbWDjhBmZlZLrWrBCVpuKS3JM2QdE3W8ZRL0t2SFkp6NetYtoakT0h6WtIbkl6TdFnWMZVDUq2k/y9pWhr3P2Ud09aQVCXpJUkTso5la0h6V9J0SS9LmpJ1POWStIukcZLeTP/WD886ppZIGpD+njc8Vki6POu4tla7uQYlqQp4GxgKzAMmA2dGxOuZBlYGSUcDq4DfRsQhWcdTLkl9gD4R8aKkrsBU4KS8/84lCegcEask1QB/BC6LiBcyDq0skq4EBgHdIuKErOMpl6R3gUERkfebRjciaSzwXETcJakDUBcRy7KOq1zpZ+N7wGERMSfreLZGezqDGgzMiIhZEbEeuA84MeOYyhIRzwJLso5ja0XE+xHxYrq8EngD6JttVC2LxKp0tSZ9VMQ3NUl7AX8H3JV1LDsDSd2Ao4ExABGxvpKSU2oIMLPSkhO0rwTVF5jbZH0eFfBh2V5I6gd8FvhztpGUJ+0mexlYCDweERURN/AL4GqglHUg2yCAP0iaKumCrIMp037AIuCetFv1Lkmdsw5qK50B/FvWQWyL9pSg1My2ivhWXOkkdQH+Hbg8IlZkHU85IqIYEZ8B9gIGS8p916qkE4CFETE161i20ZER8TngOOCStGs776qBzwF3RMRngdVAJV3f7gCMAB7MOpZt0Z4S1DzgE03W9wLmZxTLTiO9hvPvwL0R8R9Zx7O10u6aZ4DhGYdSjiOBEem1nPuAYyT9a7YhlS8i5qfPC4GHSLrl824eMK/JGfY4koRVKY4DXoyID7IOZFu0pwQ1Gegvad/0W8MZwPiMY2rX0sEGY4A3IuLnWcdTLkm7SdolXe4EfAV4M9uoWhYR34+IvSKiH8nf91MR8a2MwyqLpM7pQBrSLrJjgdyPWo2IBcBcSQPSTUOAXA8C2sSZVGj3HrSjauYR0SjpUuAxoAq4OyJeyzisskj6N+BLQC9J84AfRsSYbKMqy5HAWcD09HoOwLURMTHDmMrRBxibjm4qAA9EREUN2a5AvYGHku80VAO/j4hHsw2pbN8B7k2/+M4C/lfG8ZRFUh3JqOZvZx3Ltmo3w8zNzKx9aU9dfGZm1o44QZmZWS45QZmZWS45QZmZWS45QZmZWS45QZltJUnnSNqzjHa/kXRKudt3QFzXNlnuV051/DSW2ZIu3AHHPz2dScBD9m2HcIIy23rnAC0mqAxc23KTZl0VEb/a3oNHxP3AyO3dj9kGTlC2U0vPNN6UNFbSK+m8P3XpawMlTUqLmz4mqU965jOI5MbNlyV1knSDpMmSXpU0Oq2wUe7xP3aMdPszkkal81a9LekL6fY6SQ+ksd4v6c+SBkm6GeiUxnRvuvsqSXcqmfPqD2nVjJbi6S3pISVzZU2TdEST39Fd6Xu8V9JXJD0v6R1JlVCyyCqQE5QZDABGR8ShwArg4rTG4C3AKRExELgb+HFEjAOmAN+MiM9ExFrg1oj423Qur05AWXM0be4YTZpUR8Rg4HLgh+m2i4Glaaw/AgYCRMQ1wNo0pm+mbfsDt0XEwcAy4OtlhPUvwKSI+DRJzbkN1Vj2B34JHAp8CvgGcBTwPbb9zM1si9pNqSOz7TA3Ip5Pl/8V+C7wKHAI8Hh6QlQFvL+Zn/+ypKuBOqAHyYf6I2Ucd0ALx9hQfHcq0C9dPookURARr0p6ZQv7nx0RG0pQNd3HlhwD/H26/yKwXNKu6b6mA0h6DXgyIkLS9DL3a7bVnKDMPj4tS5BM3/JaRGxxem9JtcDtJDPFzpV0I1Bb5nFbOkZ9+lzko/+rZXcfNvn5DftosYuvzH2VmqyX8OeItRJ38ZnB3pI2JIkzSaaAfwvYbcN2STWSDk7brAS6pssbktHidF6srRmdt6VjbM4fgdPS9gcBf9PktYa023B7PAlclO6/SsmMsmaZcIIyS6aqPzvtLutBMjndepJkM0rSNOBl4Ii0/W+AX6UV3OuBO4HpwMMk076UpYVjbM7tJEntFeAfgVeA5elro4FXmgyS2BaXkXRZTifpFmwpYZq1Glczt52akqnqJ6QDHHIvnSKkJiLWSfokyRnPAWmy25b9/Ybk/Y/bQfF9CfheRJQ1UMRsS9x3bFZZ6oCn0648ARdta3JKLQd+JKnX9t4LJel0ktGGlTolveWMz6DMzCyXfA3KzMxyyQnKzMxyyQnKzMxyyQnKzMxyyQnKzMxy6X8Amy2SDwZIPh0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] @@ -1598,9 +1677,17 @@ "execution_count": 42, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1676,9 +1763,17 @@ "execution_count": 44, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":28: UserWarning: You passed a edgecolor/edgecolors ('black') for an unfilled marker ('x'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", + " plt.scatter(x=X[y == cl, 0],\n" + ] + }, { "data": { - "image/png": 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\n", 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" ] @@ -1749,20 +1844,13 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch03.ipynb to script\n", - "[NbConvertApp] Writing 20148 bytes to ch03.py\n" + "[NbConvertApp] Writing 20742 bytes to ch03.py\n" ] } ], "source": [ "! python ../.convert_notebook_to_script.py --input ch03.ipynb --output ch03.py" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1782,7 +1870,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.3" + "version": "3.9.2" }, "toc": { "nav_menu": {}, diff --git a/ch03/ch03.py b/ch03/ch03.py index fbc0e06a..1a2bbea8 100644 --- a/ch03/ch03.py +++ b/ch03/ch03.py @@ -9,6 +9,8 @@ from sklearn.metrics import accuracy_score from matplotlib.colors import ListedColormap import matplotlib.pyplot as plt +import matplotlib +from distutils.version import LooseVersion from sklearn.linear_model import LogisticRegression from sklearn.svm import SVC from sklearn.linear_model import SGDClassifier @@ -103,9 +105,9 @@ -print('Label counts in y:', np.bincount(y)) -print('Label counts in y_train:', np.bincount(y_train)) -print('Label counts in y_test:', np.bincount(y_test)) +print('Labels count in y:', np.bincount(y)) +print('Labels count in y_train:', np.bincount(y_train)) +print('Labels count in y_test:', np.bincount(y_test)) # Standardizing the features: @@ -153,6 +155,8 @@ +# To check recent matplotlib compatibility + def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02): @@ -176,7 +180,7 @@ def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02): plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1], alpha=0.8, - c=colors[idx], + color=colors[idx], marker=markers[idx], label=cl, edgecolor='black') @@ -186,15 +190,27 @@ def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02): # plot all examples X_test, y_test = X[test_idx, :], y[test_idx] - plt.scatter(X_test[:, 0], - X_test[:, 1], - c='', - edgecolor='black', - alpha=1.0, - linewidth=1, - marker='o', - s=100, - label='test set') + + if LooseVersion(matplotlib.__version__) < LooseVersion('0.3.4'): + plt.scatter(X_test[:, 0], + X_test[:, 1], + c='', + edgecolor='black', + alpha=1.0, + linewidth=1, + marker='o', + s=100, + label='test set') + else: + plt.scatter(X_test[:, 0], + X_test[:, 1], + c='none', + edgecolor='black', + alpha=1.0, + linewidth=1, + marker='o', + s=100, + label='test set') # Training a perceptron model using the standardized training data: @@ -754,3 +770,8 @@ def error(p): + + + + + diff --git a/ch03/tree.png b/ch03/tree.png index 25baebbfe86c967b750405e85bcd0cec30755306..81e539982e8525d513a58e2883fc0294a8803e29 100644 GIT binary patch literal 129527 zcmagG2RPU7+dlr5l9r@pD=Q6|mCTYtDwWF2CPG4HRtX6SnI$6)8HLE+vyjRvGBYwV zvRD7}uJ3a^|L6EUzyJUHIlf0n!u$2Q@B6y0^E%J-x_!=`k>9YEc`b!P*`TN(cb-C7 z(Te|f($e57$7^#d@CS{)lDr({5BV=9|3xr`vV)>1cl3h8X-<8 zI~D(QiK8)?}}@L 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