From ff97614729656bf4dff5f9dd719676df8505b9a8 Mon Sep 17 00:00:00 2001 From: rasbt Date: Mon, 8 Jul 2019 23:45:43 +0200 Subject: [PATCH] upd ch02 & ch03 --- ch02/ch02.ipynb | 44 ++++++------ ch02/ch02.py | 40 +++++------ ch03/ch03.ipynb | 154 +++++++++++++++++++++--------------------- ch03/ch03.py | 21 ++---- ch03/images/03_19.png | Bin 159635 -> 158425 bytes 5 files changed, 125 insertions(+), 134 deletions(-) diff --git a/ch02/ch02.ipynb b/ch02/ch02.ipynb index 6988518b..29b5aa1c 100644 --- a/ch02/ch02.ipynb +++ b/ch02/ch02.ipynb @@ -42,11 +42,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-06-10 \n", + "last updated: 2019-07-08 \n", "\n", - "numpy 1.16.4\n", + "numpy 1.16.2\n", "pandas 0.24.2\n", - "matplotlib 3.1.0\n" + "matplotlib 3.0.3\n" ] } ], @@ -619,7 +619,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -762,7 +762,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -968,7 +968,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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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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" ] @@ -1114,10 +1114,10 @@ } ], "source": [ - "ada = AdalineGD(n_iter=15, eta=0.01)\n", - "ada.fit(X_std, y)\n", + "ada_gd = AdalineGD(n_iter=15, eta=0.01)\n", + "ada_gd.fit(X_std, y)\n", "\n", - "plot_decision_regions(X_std, y, classifier=ada)\n", + "plot_decision_regions(X_std, y, classifier=ada_gd)\n", "plt.title('Adaline - Gradient Descent')\n", "plt.xlabel('sepal length [standardized]')\n", "plt.ylabel('petal length [standardized]')\n", @@ -1126,7 +1126,7 @@ "# plt.savefig('images/02_14_1.png', dpi=300)\n", "plt.show()\n", "\n", - "plt.plot(range(1, len(ada.cost_) + 1), ada.cost_, marker='o')\n", + "plt.plot(range(1, len(ada_gd.cost_) + 1), ada_gd.cost_, marker='o')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Sum-squared-error')\n", "\n", @@ -1268,7 +1268,7 @@ "outputs": [ { "data": { - "image/png": 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kIjPrmPov4lpZrzYN1bWkuq2UVnaps9uOb7hoVuL7VvH7fcBGwNnF9MHAQxXGZGYdIqUSVv0Xce2LevToar5Uu7WUVlaps1uPbzgYMEHVrj9JOj4i9qxb9AtJ11UemZl1xN57r/zctCpbTt3aa3CgUudgzkU3H99wkDMW3wRJW0XEAwCStgQmVBuWmVUht9TUruemdWuvwcGUOpud0249vuEi50bdLwGzJc2WNBu4BvhipVGZWem69Qbc+i/xmk5/eQ9U6pw+fcVSZ8457cbjGy5atqAi4gpJk4Htiln3RMRL1YZlZmXq5lJTGaW0KrQqdeae0249vuGgZYKStBZwGLB5RHxK0mRJ20bEpdWHZ2ZlqKLUtGwZ9PUNPJ2j9uV93XWw557Lv+SvK65yd/OXeM45HWyvSPf2W1HOP6czgCXA7sX0fOBrlUVkZpUos9R00klwwgkpKUH6fcIJaf5gY3rgAVhvPdh//zS9//5p+oEHOvvlXEb5LrdUmLu/XpOToLaOiFnAUoCIeIE0zJGZDSNl3YC7bBk8/zzcdtvyJHXCCWn6+eeXJ63cmLbaCp56Ci6+OE1ffHGa3mqrzt0Qm3ujbs453XvvlZPWAQes2MXcNwY3ltOLb4mk0RQ37UraGvA1KLNhpMwbcPv64Jhj4GtfS0npgx9M81//+jR/MGW+gcpktXLfUFpQOWWyVuuUXb5r1SvSvf0ay/mndCxwBbCppHOAXwFHVhmUmZVrMKWmHFddBVOmrNiSmDIlzR9KbGWVHnPKZLmltDLLdznc229lLRNURFxFGk1iJnAuMDUiZlcblpmVLafUlCMilfLOPx9eeSVNv/JKmn7++cGXo8oqPeaUyQZTSiurfDeY+Ht9DMT+cnrx/Qo4KSIuq5t3WkQcWmlkZl2qzJ5WZZSjBiP3BtxmPfQi4I474KWX4DWvgY03hscfT9N33JF/E2ttuowbYmvHklMmy1mnzPJdjk6Ngdjtckp8WwJHSfpq3bypFcVj1tXK7GlVZjmqTK166PX1wWtfC7vskpKTlH7vskuaX0tkub3gyrohtra9VmWy3HXKLN+10u79DRc5CeoZ4B3AhpJ+IWlcxTGZdaUye1qVXY4qS24PvcMOS9ec6lsRU6ak+bnHV9OqTFZ2WS63lFZm+S5Hu/c3HOT04lNEvAx8WtJM4Hpg3UqjMutCZfa0KrMcVaZaD71aUqr10Ntxx+U99Gpf8Ndfv3I5qn60hcHE3mw6d1s5ZTIYXCmtjPLdYLR7f90upwV1au1FRJxJ6iwxhL46ZsNfbk+r/n+NN2rtlFWOKlstSdWr7z6eW44aTOytzldZZbnaOnvsseI6e+zRuJSW8zladQZMUJLGFi9/Jmm92g/wIHBEW6Iz6zI55aHc6yVllqPKVCvr1au/JgX5N5/mxJ5zvsouy+W0VDyyQ+c1a0H9d/H7ZuCm4vfNddNmPaV/Cemkk9Lv+msjgx2BoNW2Wq1TtvprTjvuCOedl37XX5OqafYlnxt77rW4wZyHVnHlfj4e2aHzmj2w8D3F7y2r2rmkHwPvAZ6IiClV7cesDAOVkGDF8lDO9ZLcbbX76bZ9fbDWWitec6pdk1prrfxRIgYqpUUMXAZsdr5ytpUbV+7n45EdOm/ABCXpDc3eGBG3lLD/M4HvAz8pYVtmlct52mxtXqtHhedsq51Pt605/PAV73uqJanBjlQOeaW03PNVVgeCwewvZz2rTrN/cicVP6cAvwdOA35YvP5uGTuPiOuAp8rYllm7tPqiHMx1o9wv8FbrlK1/MhrKYzTK6hpedrkt9/PxyA6d16zE9zYAST8FDo2I24vpKbiThFlDgx0RIGeUiDKeuzSY/ZWhzK7hZZbbcvfnkR26Q859UNvVkhNARNwhaecKY1qBpEOBQwEmTNisXbs1G5Lca0uQeoO98MLKX4qjRy/vdXbSSekG2VqJrdaJYa21UiluMHL2V6acElnu+Sqr3DaY/bX7+p+tLCdB3SPpR8DZQAAfBu6uNKo6EXEaqbzI5MlT3bi2rpdz3ai+bAUr/oVee1x4xIqjOtTfQLvjjoNrSeXsr+wv3YFKZEO5zpa7rRy51/U6cf3PVpSToGYC/wh8oZi+DvjPqgIyGwlyLvC3KltJg3vuUrPyXbt7pQ22RDaYLutllNtyr+t14vqfLdf07y9JqwE/iohvR8R7i59vR8SLZexc0rnAb4FtJc2X9Ikytms2HFx55fKWEix/feWVy9fJfe5SGY8nL1POqA6d2JYNL01bUBHxiqQJktaIiCVl7zwiDi57m2bDQa1894tfpOl11oFnnknT++67PNHUP3dptdWWP3fpAx9Y3kLKLd+VWSbLUWaJzOW23pRT4nsIuEHSJcBfazMj4uSqgjIb7nJ63rUqK0XkPXep/sbV+vJd/Y2tVfQuzFmnzBKZy229J+cS62PApcW6Y+p+zKyBVs9TguVlq/32S60nKf3eb7/lZavc5y5BKgvWEhEsTxa1cuFgymTd+pwq6z0tW1ARcVw7AjEbCfo/T6lZz7t3vQsuvHDFslVEml9z2GFpneuvX77OlCnw3vcuX6dW4rvkkjRdKxdecklKeLVkVVbvQmh/j0DrTTmPfJ8AHAnsAKxZmx8Rb68wLrNStesG1ZznKdX2X/tS33PP5V/y1123YmeGnOcu1bY30HHXK6N3IXicOmuPnBLfOcA9wJbAcaRrUjdWGJNZqdpdjmr1PCVIX+IPPADrrQf775+m998/TT/wwPJrS7nPXXrwQdhyyxXLhVtumeYPpQt2Nz6nynpPToIaHxGnA0sj4tqI+DiwW8VxmZWiE49NyHmeUgRstRU89RRcfHGavvjiNL3VVsvjyn3uUi0ZPfNMmn7mmeVJq4qx6jxOnbVDTi++pcXvxyX9HanTxKTqQjIrT7tvUO3/PKX6cl/tmlRf38Bx1cp9uTexNpvXbP5Acnr7gceps/bIaUF9TdI44HDSILE/Ar5UaVRmJWpnOaqvL7VeNtgAjj46TR99dJp+5pmVy3xlxJXTI3Cw28p5bLpvnLWq5fTiu7R4uQh4W7XhmJWvnTeoRqT7j669NvWiO+CA9HvUqDS/vnNGmXHl9AjM1a3PqbLe0+yBhd8jDQ7bUER8vpKIzErU7scmDFS6e+tbh/aYicEcY05vv8EcR7Pp3HXMVkWzFtRNxe+3ANsD5xXTBwE3VxmUWVkGKkdBdeWoWo+8+kdD1HrqVRFXJ47RrB0ULbrdSLoGeGdELC2mRwFX1R5o2E6TJ0+Nk0++qfWKZv206z4oSN3Xb7wx9cirldrWWw/e9KaVn7tUZlztPEazMu23n26OiKn95+d0kpjIikMbrV3MMxs22lWOWrYsJafbbktJ6VvfSr9vuy3Nr+9qXnZcLrnZSJPTzfzrwB+KlhTAW4FjK4vIbBjr64Opxd+BTz0FRxyRWjI77pjmD+YZTma9LqcX3xmSLgd2LWZ9OSL+XG1YZsPXPvuk3nNHHJGmpcYPGGz3I9jNhpvMB0azGrAAeBrYRtKe1YVkNrzVRoWoVxston6ddo9wYTbc5AwW+w3gg8CdQK2CHqRHv5tVZjiWv3K7jw9mhIvheB7MypBzDeoAYNuIeKnqYMxqhmv5azBdvmvL6ruj909Ow/U8mJUhp8T3ADCq6kDMaoZ7+StngFdoPeDqcD8PZqsqpwX1PDBP0q+AV1tRHknCqtLuAV6r0KrLd24pcLifB7P+Zs3KXzcnQV1S/Ji1TU75azjLLQWO9PNgI8fcuTD7goXNV3p2MSxaxJGTzl1h9vUDrJ7Tzfy/cgM0K0s7B3jtlNxHsI/082DDw6yjFqYEM5BFi5gxbh7Hb3H6wOuMB2bMgGl7rDh/v8bNqpxefJOBE0nj8dU/8n2rVu81G0iznmm1L+Xrrlv5cegwsr6cm5UC2z3QrfWmWbOAu+9qvtKSJQDM2efE5ut9+MPAkaXEBXklvjOArwLfJj1u4xDA/y1syFr1TBvoceh33LH8cei9wIPA2qqYOxdm/2eLxAOwZAlzdvpcatk0M20a8OEyQsuWk6BGR8SvJCkiHgaOlTSHlLTMBqW+Zxqs2CqYPn15z7SttkotposvTuvUHoc+ZUpv3Qfk5y5ZI7M+NC9rvSMnncu+B67RfKVp0yiz1VOmnAT1oqQ+4I+SPgs8CmxQbVg2UuX2TMt9HHov8CCwvWXWUQth/iNN15m4xpOcd8YLGVvbo/UqXSwnQX0RWAv4PHA8qcz30SqDspEtp2eae6/ZcDN3bvPl990Hj12e1/KZs8+JxfWc3paToLaIiBuB50jXn5B0EPD7KgOzkSunZ5p7r1m3OPvs1uvUEs/ENZ5sut6Rk65m32/ktGqcnCAvQX0F+FnGPLOWcnqmgXuvWfs0S0CP/ebBV7tPN7PNODj+P8Zn7G14l9zabcAEJWkf4N3AJpK+W7doLPBy1YHZyJTbM82912xVZY1YcOs8Zoybx7QxdzdePgb2/Y89SDfwWLs1a0E9BtwE7AfcXDf/WeBLVQZlI1tOzzT3XrOBzDqqxWgF8Gong/4jFvS3706/gSOPxC2b7jRggoqIW4FbJf13RCwFkLQusGlEPN2uAG1kyumZ5t5rveXss4uSWjMvvLD8vp1mxpOZeJyYulnONairJe1XrDsPWCDp2og4rNrQzPL4eUnDw6xDWo9WMGenz8HEic3XK3m0AuteOQlqXEQslvRJ4IyI+Kqk26oOzCyHn5fUeTn37UBx784/Xtt8pWlOPLZcToJaXdLGwAeAYyqOxyxbzqgUbkkN3axZwK2Z9+184YJiRIJWctYxS3IS1L8CVwLXR8SNkrYC/lhtWGat+XlJQzN3Lsz+Tmbi2elzxbWcVpx4rHw5j9v4GXX3PEXEA8CBVQZllqvXRpxoNVoBwOwz0707zRw56dzMG0ZdcrPOaXYf1KERcVqzN+es0+L9ewPfAVYDfhQRXx/qtqw3jaQRJ1qNWPDYY8Ct81qOVjAROO8L17Youbn3mnW/Zi2oL0tq9j9BwBeAISUoSasBpwB/C8wHbpR0SURkjA9vNnyel5R7w+jENZ5km9HzB1xlG+D4fS7PHKPNJTcb/polqGuBfVu8/+pV2Pc04P6iZIiknwL7A05QlqUbnpd09tnw2O1NbhzNvGGUSRQlt1YjFniMNusdzW7UPaTifW8C1PdNnQ/s2n8lSYcChwJMmLBZxSHZcFPliBO5IxYcOelc9h3/m8bLs28YNbP+cnrxVaXRV0isNCNd4zoNYPLkqSstNxvsiBOzPt1itAKARYvSfTuvO675eq+fWJTcnIDMytbJBDUf2LRuehJp/D+zIZl11EJ44i/NV1qyBCiet9OKRyww66hOJqgbgcmStiQ9pffvgf/TwXisi+XeuzNnnxNhm22arzRtGr6WY9b9WiYoSa8h3fe0Rf36EfGvq7LjiHi5eIT8laRu5j+OiDtXZZs2PM065K5XWzbNzBg3L+OZO048ZiNFTgvqYmAR6ZEbL5W584j4X+B/y9ymdY/cMdoA5pyTs56fyWPWS3IS1KSI8LCbPabZiAX33ZcecZ11w+g+P8y8b8fMbEU5Ceo3kl4fEbdXHo1VrtVoBQCP/SqV3JoloDk7HZc5RpuTk5kNTbOhjm4ndfteHThE0gOkEp+AiIgd2xOi5Zg7F2bPbrHSQ2mMthnjmnc22GY0HH9Gq3Kae7eZWbWataDe07YorKWWN43Of4QZ4+YxbczdA68zBvaduUbmYxHMzDqr2UgSDwNIOisiPlK/TNJZwEcavtEGZdYsUsummWJk6qaPufaIBWY2wuRcg9qhfqIY5PWN1YQzcsydWzz2oJVFi/yYazOzBppdg/oKcDQwWtLi2mxgCUMcwXykmHVIxni2S5akMdpe/9DA69RuKPVjrs3MVtKsxHcicKKkEyPiK22MqaNyHnM9cY0nOe8fr229sWl74JKbmdnQ5JT4fibpDf3mLQIejoiXK4ipEmefne7dyTFnnxMz7t1xRwMzsyrlJKj/AN4A3EYq8b0euBUYL+kfIuKqCuNbwV//2vgG0pwx2mAwj7n2vTtmZp2Wk6AeAj5RGydP0vbAPwHHAz8H2pagXnxiMff95y9Xmj9j3PyMMdrA5TYzs5Fh4IQAABA2SURBVOEjJ0FtVz+Ia0TcJWmXiHhAbX6e9lZbBued/EKDJR6jzcxspMlJUPdK+k/gp8X0B4H7ilHOl1YWmZmZ9bS+jHVmAvcDXwS+BDxQzFsKvK2qwMzMrLe1bEFFxAvAScVPf8+VHpGZmRl5Dyx8C3AssDkrPrBwq+rCMjOzXpdzDep0UmnvZuCVasMxMzNLchLUooi4vPJIzMzM6uQkqGskfZN0z9Orj3yPiFsqi8rMzHpeToLatfg9tW5eAG8vPxwzM7Mkpxefu5KbmVnb5fTi2xD4N2BiROxTDHW0e0ScXnl0Nqy8/bDDWFw8XLHe2HHj+PXJJ4+YfZpZe+SU+M4EzgCOKabvA84j9e4ze9XiRYu4ady4leZPbZBAhvM+zaw9ckaSWD8izgeWARSP2HB3czMzq1ROgvqrpPGkjhFI2o30PCgzM7PK5JT4DgMuAbaWdAMwAXh/pVGZmVnPy+nFd4uktwLbkh5YeG9EeBRzMzOr1IAJStL7Bli0jSQi4ucVxWTD1Nhx4xp2ThjboBNDWR5fvJhNFi5cecGoUZXsb5ODDoKlDf4+GzWKR3/2s9L3516K1suataD2bbIsSCNLmL2qE1+YG48d295efEuX8miD5LdJo6RVAvdStF42YIKKiEPaGYiZmVm9nF58ZmZmbZfTi88s61pImddnxu+/P6MiVpq/VGLhxRe/Oj3/6aeZ+vTTK603f1B7M7Nu5ARlWbKuhZR4fWZUBH+WVpq/Ub+ktdqyZdzUxmtCZtY+Q+nFB+BefNYV+vr6uOuVlQc26eurqHo9alTj5FdRr8FO9Iw06xbuxdfjOtGNObd8t6zBOv0tefllGrWVltS9zi09uku3WXdxL74e14luzLnlu5w2kICdBpj/qszSY7vLmDnczdx6WdY1KEl/B+wArFmbFxH/OtSdSjoIOBZ4HTAtIm4a6rbMzGxkynke1KnAWsDbgB+RxuGbu4r7vQN4H/CDVdxOzyqrHPXAggVssmDBSvNfaLDdVtdCnl+2jI1eemmldVae07p89xKw0QDz6y1hxUc918+veWXZMu5qEFdVQ/K7VGhWjpwW1JsjYkdJt0XEcZJOYhWvP0XE3QBqUOaxPGWVftYAHs0ot+V8sa7V15dd/mpVvnsNZJUB1wAaNb/7J7ftG/1by7jGNRQuy5mVI6fMX/tj+nlJE4GlwJbVhbQiSYdKuknSTQv8H9zMrGfktKAulbQO8E3gFlIPvh+1epOkX9K4SnNMRFzcYH5DEXEacBrA1MmTq/mTdxjKKc3llppeyGhJlFm2yinfBXBrg7j6z8nZ1lJgp0a9BvtN55QxX4xoWMZcWtdCK/PmYXczt16Wk6BmRcRLwAWSLiV1lHix1ZsiYq9VDc4GllOayyk1rdbXx+gGZbnVhtLDLdPWEya03JaAnRocn/olmpyy4pYZ+4O8MuaW66/f+pyWePOwr1lZL8sp8f229iIiXoqIRfXzzMzMqtBsJImNgE2A0ZJ2YfmtJWNJvfqGTNJ7ge+Rns57maR5EfGuVdlmL8opzbVU5sgImdvKKVstAXZscHxL+s/I2Ge7y2RtH90C9xy0kalZie9dwExgElD/L3wxcPSq7DQiLgQuXJVt9Lrc0lwrZT5kL3dbOV+Yo/v6uC2jTJazz3Z/QW+47rps3yD5bVhhJx/3HLSRqNlIEv8F/JekAyPigjbGZGZmltVJ4gZJpwMTI2IfSdsDu0fE6RXH1pOySzVtLm21u0z2Sl8fUxuUyV6psEyWI+c8uOedWTlyEtQZxc8xxfR9wHmAE1QFcks17S5ttbtMNmnddbuyZJVzHnzNx6wcOX+Orh8R5wPLACLiZaobJcbMzAzIa0H9VdJ4inskJe0G+MrrCNGtvb9cJhscny8biXIS1GHAJcDWkm4gdQ1/f6VRWdt0a+8vl8kGx+fLRqKWCSoibpH0VmBb0r1Q90aEn6dtZmaVynncxprAp4E9SGW+OZJOjYiWwx3Z4LlUY2aW5JT4fgI8Sxr5AeBg4CzgoKqC6mUu1ZiZJTkJatuIqH+q9jWSbq0qIDMzM8hLUH+QtFtE/A5A0q7ADdWGZe3ikqKZdaucBLUr8FFJfyqmNwPulnQ7EBGxY2XRWeVcUjSzbpWToPauPAozM7N+crqZP9yOQMzMzOp1duRNMzOzAThBmZlZV3KCMjOzruQEZWZmXckJyszMupITlJmZdSUnKDMz60pOUGZm1pWcoMzMrCs5QZmZWVdygjIzs67kBGVmZl3JCcrMzLqSE5SZmXUlJygzM+tKTlBmZtaVnKDMzKwrOUGZmVlXcoIyM7Ou5ARlZmZdyQnKzMy6khOUmZl1pY4kKEnflHSPpNskXShpnU7EYWZm3atTLairgSkRsSNwH/CVDsVhZmZdqiMJKiKuioiXi8nfAZM6EYeZmXWvbrgG9XHg8k4HYWZm3WX1qjYs6ZfARg0WHRMRFxfrHAO8DJzTZDuHAocCbDZhQgWRmplZN6osQUXEXs2WS/oY8B7gHRERTbZzGnAawNTJkwdcz8zMRpbKElQzkvYGjgLeGhHPdyIGMzPrbp26BvV9YAxwtaR5kk7tUBxmZtalOtKCioi/6cR+zcxs+OiGXnxmZmYrcYIyM7Ou5ARlZmZdyQnKzMy6khOUmZl1JScoMzPrSk5QZmbWlZygzMysK6nJMHhdR9IC4OFOx1GC9YEnOx1EG/Xa8ULvHbOPd2Sr+ng3j4iVRgMfVglqpJB0U0RM7XQc7dJrxwu9d8w+3pGtU8frEp+ZmXUlJygzM+tKTlCdcVqnA2izXjte6L1j9vGObB05Xl+DMjOzruQWlJmZdSUnKDMz60pOUB0i6ZuS7pF0m6QLJa3T6ZiqJOkgSXdKWiZpxHbPlbS3pHsl3S/py52Op2qSfizpCUl3dDqWdpC0qaRrJN1d/Hv+QqdjqpKkNSXNlXRrcbzHtXP/TlCdczUwJSJ2BO4DvtLheKp2B/A+4LpOB1IVSasBpwD7ANsDB0vavrNRVe5MYO9OB9FGLwOHR8TrgN2Az4zwz/gl4O0RsROwM7C3pN3atXMnqA6JiKsi4uVi8nfApE7GU7WIuDsi7u10HBWbBtwfEQ9ExBLgp8D+HY6pUhFxHfBUp+Nol4h4PCJuKV4/C9wNbNLZqKoTyXPF5Kjip20965ygusPHgcs7HYStsk2AR+qm5zOCv7x6naQtgF2A33c2kmpJWk3SPOAJ4OqIaNvxrt6uHfUiSb8ENmqw6JiIuLhY5xhS2eCcdsZWhZzjHeHUYJ7v4xiBJK0NXAB8MSIWdzqeKkXEK8DOxXXyCyVNiYi2XHN0gqpQROzVbLmkjwHvAd4RI+CGtFbH2wPmA5vWTU8CHutQLFYRSaNIyemciPh5p+Npl4h4RtJs0jXHtiQol/g6RNLewFHAfhHxfKfjsVLcCEyWtKWkNYC/By7pcExWIkkCTgfujoiTOx1P1SRNqPUwljQa2Au4p137d4LqnO8DY4CrJc2TdGqnA6qSpPdKmg/sDlwm6cpOx1S2otPLZ4ErSRfPz4+IOzsbVbUknQv8FthW0nxJn+h0TBV7C/AR4O3F/9t5kt7d6aAqtDFwjaTbSH+AXR0Rl7Zr5x7qyMzMupJbUGZm1pWcoMzMrCs5QZmZWVdygjIzs67kBGVmZl3JCcpGPEkzJK3UNXag+SXs74D6AUQlzW41gnsRyyJJ/9tivaPLirPY3nOt12r6/pmSvl+8/gdJHy0hpockrS9pdNGNe4mk9Vd1uzb8OEGZle8A0mjmgzUnIlrdU1NqghoMJQN+Z0TEqRHxk7L2FxEvRMTOeDSOnuUEZR0n6bWSLiueOXOHpA8W898o6VpJN0u6UtLGxfzZkv5d0m+K9acV86cV8/5Q/N52kDH8WNKNxfv3L+bPlPRzSVdI+qOkWXXv+YSk+4p4fijp+5LeDOwHfLP463/rYvWDiufq3CdpekY8G0u6rtjGHZKmS/o6UGtVnFOsd1Fxfu6UdGjd+5+TdEJxTn8nacNi/paSflsc5/F1668t6VeSbpF0e93xb6H07KP/AG4BNpV0SHEc15JuXK1t41hJR0iaWHcT6zxJr0javBiV4IJi3zdKekvxvvGSrirO+w9oPKah9aKI8I9/OvoDHAj8sG56HGlY/98AE4p5HwR+XLyeXVsf2BO4o3g9Fli9eL0XcEHxegZwaYP9vjof+Dfgw8XrdUjP6HotMBN4oIhpTeBh0nh7E4GHgPWKWOcA3y/efybw/rr9zAZOKl6/G/hls1iK6cNJg+wCrAaMKV4/1+996xW/R5PGRxtfTAewb/F6FvDPxetLgI8Wrz9T2x5pXM6xxev1gftJiWILYBmwW7FsY+BPwARgDeCGuuM+FjiiX3yfIY2oAfDfwB7F681IwwUBfBf4l+L13xWxr1+3jYfqp/3TOz8eLNa6we3AtyR9g/QlPUfSFGAKaSgoSF/Sj9e951xIzyOSNFZpvLAxwH9Jmkz6khs1iBjeCewn6Yhiek3SlyjAryJiEYCku4DNSV/i10bEU8X8nwHbNNl+bVDRm0lf+q3cCPxYaWDSiyJi3gDrfV7Se4vXmwKTgYXAEqB2fe1m4G+L128h/UEAcBbwjeK1gH+TtCcpIW0CbFgsezgifle83hWYHRELACSdxwDHXbSQPgnUWox7AdsXnyfAWEljSH9kvA8gIi6T9PQAx2o9xgnKOi4i7pP0RlLr4kRJVwEXAndGxO4Dva3B9PHANRHxXqVn9cweRBgCDox+D1WUtCvpqaI1r5D+3wy2DFXbRu39TRWJd09Si+IsSd+Mftd3JM0gfenvHhHPK400vWaxeGlE1M5R/302Gt/sQ6RW0RsjYqmkh+q29df+4bWKvyjHnk4aDLnWEaOviPWFfutmbdN6j69BWcdJmgg8HxFnA98C3gDcC0yQtHuxzihJO9S9rXadag9gUdHCGQc8WiyfOcgwrgQ+p+LbUtIuLdafC7xV0rqSVmd5qwTgWVJrbsgkbQ48ERE/JH3Rv6FYtLRoVUE63qeL5LQd6RHkrdxAGmUdUlKqGVfsb6mkt5FaiY38HphRXDcaBRzUIPZRwPnAURFxX92iq0iD6dbW27l4eV0tFkn7AOtmHIf1ACco6wavB+YqPbXzGOBrkR6Z/n7gG5JuBeYBb657z9OSfgOcCtRG0J5FaoHdQCoJDsbxpJLgbZLuKKYHFBGPkq5b/R74JXAXsKhY/FPgn4qL/lsPsIlWZgDzJP2BlPy+U8w/rYjxHOAKYHWlkaaPB37XaEP9fAH4jKQbSUmp5hxgqqSbSMmi4SMVIuJx0rWm35KO+5YGq70ZeBNwXF1HiYnA54t93FaUSv+hWP84YE9Jt5BKrX/KOA7rAR7N3IadopR1RETc1OE41o6I54oW1IWkThwXDnFbM0jH9J4yYxwJinLj1Ih4stOxWHu5BWU2dMcWrb47gAeBi1ZhW0uAKWpxo24vUXGjLqllu6zT8Vj7uQVlZmZdyS0oMzPrSk5QZmbWlZygzMysKzlBmZlZV3KCMjOzrvT/Ae8d1bgBftXPAAAAAElFTkSuQmCC\n", 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -1292,10 +1292,10 @@ } ], "source": [ - "ada = AdalineSGD(n_iter=15, eta=0.01, random_state=1)\n", - "ada.fit(X_std, y)\n", + "ada_sgd = AdalineSGD(n_iter=15, eta=0.01, random_state=1)\n", + "ada_sgd.fit(X_std, y)\n", "\n", - "plot_decision_regions(X_std, y, classifier=ada)\n", + "plot_decision_regions(X_std, y, classifier=ada_sgd)\n", "plt.title('Adaline - Stochastic Gradient Descent')\n", "plt.xlabel('sepal length [standardized]')\n", "plt.ylabel('petal length [standardized]')\n", @@ -1305,7 +1305,7 @@ "# plt.savefig('images/02_15_1.png', dpi=300)\n", "plt.show()\n", "\n", - "plt.plot(range(1, len(ada.cost_) + 1), ada.cost_, marker='o')\n", + "plt.plot(range(1, len(ada_sgd.cost_) + 1), ada_sgd.cost_, marker='o')\n", "plt.xlabel('Epochs')\n", "plt.ylabel('Average Cost')\n", "\n", @@ -1322,7 +1322,7 @@ { "data": { "text/plain": [ - "<__main__.AdalineSGD at 0x7f95f8f79588>" + "<__main__.AdalineSGD at 0x7faf4834dc18>" ] }, "execution_count": 25, @@ -1331,7 +1331,7 @@ } ], "source": [ - "ada.partial_fit(X_std[0, :], y[0])" + "ada_sgd.partial_fit(X_std[0, :], y[0])" ] }, { @@ -1375,7 +1375,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch02.ipynb to script\n", - "[NbConvertApp] Writing 16482 bytes to ch02.py\n" + "[NbConvertApp] Writing 16534 bytes to ch02.py\n" ] } ], diff --git a/ch02/ch02.py b/ch02/ch02.py index 535e2cb3..585cf318 100644 --- a/ch02/ch02.py +++ b/ch02/ch02.py @@ -107,10 +107,10 @@ def fit(self, X, y): Parameters ---------- - X : {array-like}, shape = [n_samples, n_features] - Training vectors, where n_samples is the number of samples and + X : {array-like}, shape = [n_examples, n_features] + Training vectors, where n_examples is the number of examples and n_features is the number of features. - y : array-like, shape = [n_samples] + y : array-like, shape = [n_examples] Target values. Returns @@ -255,7 +255,7 @@ def plot_decision_regions(X, y, classifier, resolution=0.02): plt.xlim(xx1.min(), xx1.max()) plt.ylim(xx2.min(), xx2.max()) - # plot class samples + # plot class examples for idx, cl in enumerate(np.unique(y)): plt.scatter(x=X[y == cl, 0], y=X[y == cl, 1], @@ -330,10 +330,10 @@ def fit(self, X, y): Parameters ---------- - X : {array-like}, shape = [n_samples, n_features] - Training vectors, where n_samples is the number of samples and + X : {array-like}, shape = [n_examples, n_features] + Training vectors, where n_examples is the number of examples and n_features is the number of features. - y : array-like, shape = [n_samples] + y : array-like, shape = [n_examples] Target values. Returns @@ -417,10 +417,10 @@ def predict(self, X): -ada = AdalineGD(n_iter=15, eta=0.01) -ada.fit(X_std, y) +ada_gd = AdalineGD(n_iter=15, eta=0.01) +ada_gd.fit(X_std, y) -plot_decision_regions(X_std, y, classifier=ada) +plot_decision_regions(X_std, y, classifier=ada_gd) plt.title('Adaline - Gradient Descent') plt.xlabel('sepal length [standardized]') plt.ylabel('petal length [standardized]') @@ -429,7 +429,7 @@ def predict(self, X): # plt.savefig('images/02_14_1.png', dpi=300) plt.show() -plt.plot(range(1, len(ada.cost_) + 1), ada.cost_, marker='o') +plt.plot(range(1, len(ada_gd.cost_) + 1), ada_gd.cost_, marker='o') plt.xlabel('Epochs') plt.ylabel('Sum-squared-error') @@ -465,7 +465,7 @@ class AdalineSGD(object): Weights after fitting. cost_ : list Sum-of-squares cost function value averaged over all - training samples in each epoch. + training examples in each epoch. """ @@ -481,10 +481,10 @@ def fit(self, X, y): Parameters ---------- - X : {array-like}, shape = [n_samples, n_features] - Training vectors, where n_samples is the number of samples and + X : {array-like}, shape = [n_examples, n_features] + Training vectors, where n_examples is the number of examples and n_features is the number of features. - y : array-like, shape = [n_samples] + y : array-like, shape = [n_examples] Target values. Returns @@ -550,10 +550,10 @@ def predict(self, X): -ada = AdalineSGD(n_iter=15, eta=0.01, random_state=1) -ada.fit(X_std, y) +ada_sgd = AdalineSGD(n_iter=15, eta=0.01, random_state=1) +ada_sgd.fit(X_std, y) -plot_decision_regions(X_std, y, classifier=ada) +plot_decision_regions(X_std, y, classifier=ada_sgd) plt.title('Adaline - Stochastic Gradient Descent') plt.xlabel('sepal length [standardized]') plt.ylabel('petal length [standardized]') @@ -563,7 +563,7 @@ def predict(self, X): # plt.savefig('images/02_15_1.png', dpi=300) plt.show() -plt.plot(range(1, len(ada.cost_) + 1), ada.cost_, marker='o') +plt.plot(range(1, len(ada_sgd.cost_) + 1), ada_sgd.cost_, marker='o') plt.xlabel('Epochs') plt.ylabel('Average Cost') @@ -574,7 +574,7 @@ def predict(self, X): -ada.partial_fit(X_std[0, :], y[0]) +ada_sgd.partial_fit(X_std[0, :], y[0]) diff --git a/ch03/ch03.ipynb b/ch03/ch03.ipynb index cd9edb8b..01e10025 100644 --- a/ch03/ch03.ipynb +++ b/ch03/ch03.ipynb @@ -42,7 +42,7 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-06-16 \n", + "last updated: 2019-07-08 \n", "\n", "numpy 1.16.2\n", "pandas 0.24.2\n", @@ -114,7 +114,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -152,7 +152,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -183,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -195,7 +195,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -264,7 +264,7 @@ " validation_fraction=0.1, verbose=0, warm_start=False)" ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -287,7 +287,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -305,7 +305,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -324,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -341,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -401,7 +401,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -463,7 +463,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -508,7 +508,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -518,7 +518,7 @@ "" ] }, - "execution_count": 15, + "execution_count": 14, "metadata": { "image/png": { "width": 500 @@ -548,7 +548,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -593,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -682,7 +682,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -728,7 +728,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -762,18 +762,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([[1.52213484e-12, 3.85303417e-04, 9.99614697e-01],\n", - " [9.93560717e-01, 6.43928295e-03, 1.14112016e-15],\n", - " [9.98655228e-01, 1.34477208e-03, 1.76178271e-17]])" + "array([[3.81527885e-09, 1.44792866e-01, 8.55207131e-01],\n", + " [8.34020679e-01, 1.65979321e-01, 3.25737138e-13],\n", + " [8.48831425e-01, 1.51168575e-01, 2.62277619e-14]])" ] }, - "execution_count": 23, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -784,7 +784,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -793,7 +793,7 @@ "array([1., 1., 1.])" ] }, - "execution_count": 24, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -804,7 +804,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -813,7 +813,7 @@ "array([2, 0, 0])" ] }, - "execution_count": 25, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -824,7 +824,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -833,7 +833,7 @@ "array([2, 0, 0])" ] }, - "execution_count": 26, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -844,7 +844,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -853,7 +853,7 @@ "array([2])" ] }, - "execution_count": 27, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -879,7 +879,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -889,7 +889,7 @@ "" ] }, - "execution_count": 28, + "execution_count": 24, "metadata": { "image/png": { "width": 700 @@ -904,7 +904,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -960,7 +960,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -970,7 +970,7 @@ "" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": { "image/png": { "width": 700 @@ -1006,7 +1006,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1016,7 +1016,7 @@ "" ] }, - "execution_count": 28, + "execution_count": 27, "metadata": { "image/png": { "width": 600 @@ -1031,12 +1031,12 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1074,7 +1074,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 29, "metadata": {}, "outputs": [], "source": [ @@ -1102,12 +1102,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 30, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1148,7 +1148,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1158,7 +1158,7 @@ "" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": { "image/png": { "width": 700 @@ -1188,12 +1188,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1218,12 +1218,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1252,12 +1252,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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/zt7ZnlPbTzHyT0O3h6v/GGbALV+tPMGBwTi63J9oMPR0KOWsy4Ed1PSsSbc+3Vj721pGfToqy/GN2+u1elzcXbJdZ+y1l9O+xdWLr6TP/6TITy8+D2Nyuucm8Nj0FrqbdBd7B/s8t7O3t+fu3bsFPt+uHbvYuWMnzZ5txnNNnuPixYtcvnSZevXr8deuv5j48UT279uPvX3uMdnZ2WFpacmIN0fgt84Pa2trAHbv2s3o90fj7eVNn559iI+LJz4+vsBxK0p+VKlahTad2/DluC/xfd03S/+79RPXExsRi1d3L7gLZ7eeRa/Xs/f3vdRuXhu/SX4kXEtI74+3+cvN3Aq/xdAPhiKEwLO+JwtmLqBDow7cuXmH9VPXpx//7L6zLB65mJBLIdja22Za92Cvvez6+BV2L7492/cwvP9wurXoxvD+wzPdXyqO85cF+XlQ928hxDZgBSABX2B3kUZViDw8PNjzd943Jk+ePEnHTh0LfD4pJeM+Gsebw9/Msu7Q0UME+AcweeJkOnbqyMTJE3M8jqmpKfsP72f3rt2sXrWa//34P7bt3IZer2fPgT2qPF4pMdN+mMaQHkOICI+gbZu2HJh7gFUhq7C2skbGSmITYjHHnBNLT9D75d4c2neIZaOX4ezmzPNdn+fE0hNs/HQjphpT7ty4Q49+Peg9qDd7tu9hw6YN9JzQk4D5AVRvUZ2QYyFsmbqFm9dvEnMnBm2Klrd+eotKNSqxcvxKtkzdQmJ8Im7ubowYOSK9Ss74c/m85awOWZ1lfUHl1eapqM9fVuSrWawQoheGZ54A9kop1xdpVDl4lDLzmJgYPGt6cvz0capUqZLtNqdOnqJn955cDLqY/nBhft25c4fnmjzHpauXAMMlvs+nfM7WHVuxsbHh2rVrmJmZodVqcXJywtLSko1+G1n26zLWrF/Dsw2fZa3fWqpXr57puAkJCSQlJVGpUiWioqKo+3RdIiIjeG3gazRq3IgPx34IwMkTJ2nYqCGzZ80mLi6OTz/7NEuMqsxcKWwpySms/XUtf/z0B0EXg5BS8nTdpxnw1gB6v9Ybc3PzTNvfvnGb3xf+zqolq4iNjkWv09OqYysGvT2Idj7tABjefzgt3mtB9cbVCTsbxs6FOzm0+hC6VB0IaNilIb0+6UXVeoYiiqv/XuXgvIMsXPHoRUqPKmOsRiUZz+OmsJvFHgfipZQ7hRDWQghbKeVjcV3JwcGBdz94F98+vvht9svyvFN4eDiv9n+VTyZ/8tDJCaB8+fI0b9EcrwZedPHpwtfTv+bihYu0bWn4n5KNjQ1LfltC0OUgJnw0AY1Gg5mZGXN/mAvAsDeH8VK3l3B2cWb7ru3px42Pj6dvr74kJycjpWT6d9MBmDVnFqPeHUWTRk3QarW0at2K+f+bT7fu3ejfrz+bN25m1pxZtGrd6lG/MkXJk4WlBQOHD2Tg8IGkpKQghMiSlDKq6FyR0VNGM+rTUaQkp2BmboaJiQkpKSncvH4TaxvrTIUFVetWZcjcIQz6bhAzOs1AaATv/PYOJqb37yVXq1+NFUEruHn9Jg7lHbCwsCjyz22UUxHE6pDVxRZDWZDnCEoI8SbwFuAkpawphHgKWCCl7FAcAWb0qA/q6vV6PvnoE5b/vpzXhrzG8x2eR6/Xs3XLVlb8sYIx48cwZtyYogy9RKkRlFLaXLlwhUVzFuG/1h9LK0sS4xOxLGdJ5/c74/OeT/p2xlEJkGnE8q//v2ycsZHQU6E4VXAiOSmZrn26MuyDYdR6plaRx69GUAVT4Ad1M3gHaAnEAUgpLwGVChZe8dJoNHwz4xt2/r2T1JRUvvnqG2ZOn4mNrQ2Hjx1+opOTopQ2h/ccxreDL67VXNl1Zhf/hP7D8ZvH6Te4Hxu+2cCikYuyFBZkLDpYM3UNv4//HRO9Cf9b8z/+Cf2HXWd34eruSv+O/Tm4+2CRfwZVBFE88jOC+kdK2UwI8a+UsrEQwhQ4LqVsUDwh3qcmLHw0agSllBb+6/z5cPCHOFdzpnb92llaH1mYWrDNbxvm1uY4VXbK1OrIytKK2JhYwi+H81zH53jW+9ksbZMsLCx4b8B7bD+1HcfyjnkH9BDUhIiFpzBHUHuEEJ8AVkKITsAaYFNBAyxMj9OswMVNfTdKabFn+x5mTJ2BZ2tPphyakqX1UaMhjThz6QzNX2lOldpV0lsnVWpWibHbxtJjWg9uXb/FG6PfYPCIwRw4fCBLK6GUlBTadG7Dn7/9WeixP9i66MDhAwwYMoAtB7ewcMVClZyKQH4S1MfAbeA0MBzwl1LmXB9dzDQWGqKjotU/xNmQUhIdFY3GIj9/zIpStJYvXY40lXR5p0u2rY+MrZISYxOJuBiBtJDprZNMTE0o71aetNQ0Lly4kGsroZdffZkAv4BCj121Lip++aniGwislFL+bFwghOgupdxcdGHln4WLBVERUUTejizpUEoljYUGC5fiq25SnixpaWmEXA5Bq9Xi6u6KuYU5IVdCkHpJ1epVsS5nnWn7xIREwoPD0ZhocK/pnqmyLzwkHL1Oj20FW+B+66PbV28D91slbZi8gXJO5UiIScCzrScbJhsu69+Nv4ttBVuuh10HyLGKrkLlCiTEJRTq96Cq9kpGfhLUPGCMEKK/lPL8vWWfA6UiQWlMNVhVVQ+tKkphupt0l0XfL2LFohVYWFpgamZKeHA4QggqOVfC0sqSWzdu8eIrL/L2R2+j0+n48Zsf2bJ2C5VdKpOWlkZiQiL9hvRj+NjhlLMph5u7G1fDrnLj8g2q1a+WpfWRsVWSg4sDNy/fxKGyA8GBwZSvVh4Auwp2xN2Oo16DepiamebYSijovyAqu1Qu1O9DtS4qGfm59nMVGAqsFUL0vbcst0kMFUV5jCUlJvFa19c4f+o8SzYuYf2B9ZiZmdGpRyf6DjY8mzfnjzlsCdyCuaU5PVv0pFfLXtg72hPwbwABJwLYdXYXywKWERoUyoBOA4iPizdUuKXC1rlb0Wl1WVofJVxLwG+SH6ZmptRpVwddnA6/SX7Ubl4bnVbHjSs3sLGzwbWKa65VdMt/Wk7v13oX6neiqvZKRn6q+I5LKb2EEBUwtDs6CXQuLVV8iqIUrqmjpxIXE8fMJTPZu2MvE96eQGpqKl4tvWjQqAHbN23n0ulLtO7amvoN6/PjNz8i9ZK23dtmqWzrP7g/OzbsQKfT8c3Cb9i1ZRejXx+NtZ01DZs1zLJ95UqVWbN0DS7VXXiqzlNZ1jdv1Zwfvv6BpZuWcuf2nSwTAl4+d5mVi1eyOXDzQz+4m9cEg6qKr/AUZieJCAApZaQQogvwLVCvgPEpilIKxcfFs2HFBrYe38reHXuZO2susTGxzDg9g0OrD7Fu5Tr6TO1D/MR4HBo6sOKPFVjYWGBuZY6Jqwnr/NbR9/O++Db3JfR0KAunL2TgwIFMfncyH331ER26dWDrsa0M6TGElPgUPOt60qNvD6LvROP3hx+b12xm9m+z6dKzS44xVnGrwuBug+nWpxtvj34bx/KOXDp3iV/m/ULY1TB+2fzLIyWn3HrrGX8af8/P9krB5asXX5GdXIglQHfglpQyz6SnRlCKUrR2bd7Fbz/+xq/+vzK8/3Csalpx6+otRiwawfzB82n1ZiscXRw5v+U8QaeC0Ov1RJyNoNELjfjX/1/6zeqHo4sj7jUMczWld4JIg+79utOjXw8Aku8ms2XtFtb+upaIsAisbazp9GInfIf54uLmkluIAESER7BqySp2bNxBYnwiLlVd6P1ab7r37Y6lleVDf+6H7QyhOkkUTIFHUEKI2VLKUUKITRi6mGcipXyxgDEC/ALMB34rhGMpilJASUlJ2DnaAYbKNS9vLxKjE4HMVXfWDtYkJyZjV9mO5IRkyjmUIzE6MVNVHkA5h3JcPH2RGjVqEBsVm77c0sqS3oN603vQo90rcnFzYdSnoxj16agCfNr7HrZKT1X1FY/cLvEtu/dzZlGdXEq5VwjhUVTHVxTl4bi5u3Hx9EWklLi5u6HT6Qg7a5hpOmPVXfjZcJzcnNBpdWhMNISdDcPe2T59ffCJYNZ9uY7L/1zG0sKSI/uOEHgwkODLwYyaMgobW5sS/qSZPWyVnqrqKx45VvFJKY/d+7knu1fxhagoSnFp5N0IjUbDob8PMWDIAK7svcKNSzcIPhmcXnUXdTmKQ6sP8bT30wQfCSbmZgwnA07i3csbv0l+nAs4x3e9v8O9gTt1n6vLyI9GUqFSBbYc3UJcbFx6VV9p8rBVeqqqr3jkeA9KCHGabC7tGRVWFd+9EdTmnO5BCSHewtBNnSrVqjy779K+wjitoig5CFgfwFcffcWyrcsIvhLM9MnTCboQRLP2zXB0cGT7xu3o9XoqVauEtYU1l84Y5kJzcHagdu3aHD94nMrVKlO7fm3c3d1Z/tNyHCo6UNerLv0H9ydgXQCWlpZ8NuezIv0ceVXlFff2yn35vQeVW4Jyv/frO/d+Gi/5DQSSpJSfFzhK8k5QGakiCUUpHst/Xs7MyTPp0a8HnXt2xn+tP+t+X4dWp6Vag2r0mdyHLXO2cHH/RTyf98SmvA3ndpxDl6bDtpwts5bO4pcffmH31t10eLMD/T7vR+jpUAKmB9CvXz8+H/05+y7vK7JLfdlV2QVMD1Cz2pYSBU5Q6RsIcUBK2TKvZY9KJShFKZ0iwiNYuXgl/+z9B22almth16hcrzLJccno9XqiIqLwGe9DrZa1qORRibBTYfw04Cfib8fT2LsxkbcjeXHqizR+oXH6MY2VbvGR8bw9/m1ad2pdJLGrKrvSrTCfgyonhGglpdwPIIRoARTK3A1CiBVAO6CCECIcmCKlXFwYx1YUpWBc3FwY+NZAaterjTZNy5xv5vDB8g/SZ7Wd1HoS1Z6txqnNpwyl5c+649HEg//2/seqv1bRrUU3GnTKfCfAWOnmUsmF1JTUh4on+W4yh3YfIjYmlorOFWnWphmmptn/E5afKrvQoFBOHTuFlJJ6jepR/enqDx5GKWH5SVBDgaVCCHsM96Ri7y0rMCll/8I4jqIohevm9ZtMGzeN/Tv3493aGwtLC24E32BKmykMmjEIawdrYq7HMLfrXDyaemBhZcHaj9diYmYCesMxcqp0q1K1CmePnMWjlke+YklLS2PutLmsXLSSp+o+RSXnSoRcCeHWjVuMGDuCV0e8ihCZu6/lVmUXdDGIaeOmcfrYaZq1aYYQgmljp1G7bm0+mf4JnvU9C/z9KYUj1wQlhNAAtaSUDYUQdhguCcbmto+iKI8vKeFWxE1eaf8KL/Z/kS9//Ao7e0P38d1bd/PNZ98w+5XZCI3As40nt4Jv0W54O55u/TSXD1xm2chlJMUl8e+RfxkwZAALpme9D+RV34v4yHhqetbMMx6dTsf7A98n+W4yf+77k2o17o+Kzp08x0dvfsT1sOt89NVHmfbL6dw9uvegf6f+jBg3gh9X/Zj+UG9KSgrrlq1j0AuDWLppKfUaq2Y5pUF+7kHtlVK2KaZ4cqXuQSlK0VmxyJbtG7/n6MHZ6KWeiq4VMdHX4G7aVVJT4rGxs6FJ0yZsW7+N5LvJtO/RnuSEZC5cvEBaahpm5ma0bd+W6yHXOXviLAeCDnDs0LFMlW7PtXyO/337P+b9MY9mbZox/5v5rFm+hoS4BGzsbDLNoOvm7oZ7NXeOHz7O8h3LOfT3oSxVcw2bNKRHsx7M/X0ucbFxefbKm//VfF5+9WX6v9E/2yq82OhYFkxfwJbALVlGZUrhKcx7UDuEEGOBVUCicaGUMqoA8SmKUopICds3fs+l0GXo9XqmnJjCxqmbCDt1hb4zXqZW8xoEBwazctRKLCwtaNS0EbVq1eLEuRO8u+zdTKOUoR8M5cPXPqR1rdb0f6M/vX17k3w3ma3rtjL/y/lM/3l6enJa57eO3rN649HEgz0L93B07VF6Te6Fb3tDL7/ven7HsPeHcejvQ9n2vhsxcgSvj3yd7z79Dp2VLteqvfOnznM97Dp9B/fNsZfe8LeHk5aaRuCBQJq2alrCfypKfkZQV7NZLKWUNYompJypEZSiFJ22DdpSv1dDQo6FMOTXEcxo9wX9vuuLu5d7+qWw5aOWc3rTacZOGcvPs3+ndUA0AAAgAElEQVRm2NJh2VbKuVRyoZxdOfQ6PVcuXMHM3IyWHVryUv+XKGdTLv18vWf1plbzWgAsHrKY1m+0ppxTOWrXrU3q3VRGVhtJu+7tEELkWJU38cuJ+Hj58JH/R7lW7S2dt5TgS8FMnTs11yq/mjVqYlXOivc+ea/ovuwyrtBGUFJKVdqiKI+pmKgYdm7eSVx0HOUrladD9w45PnuUEJdAxerluXbGMGNtSnwyHk090Ov06dvYVbYjLS0NC0sLEuITcqyUc6/mjr2DPW+NeSvH2BLiEvBo4pH+PiosCvem7tz67xYAujQdpuamXAu9ln7s7M5lYWmBNk2bZ9WeNk2LuYVhht/cqvzq1KmDTqvLMW6l+ORnwkKEEPWEEP2EEK8ZX0UdmKIojy4lOYXPPviMdp7t2O2/m/CQcLas2UKbp9owY9IMtFptln1s7GzQpukJOWZo32Nha0nw0WBEhvlJTUxNkDrJ0QNHcXJx4vLJyyTrk9Nfl09exs3djcADgTxV56lcY7SxsyE4MDj9vVNVJ0KOhqAxMfyzZGlriUU5C+zs7dKr8jIyVuUdPXAUeyf7HNcbPV33aY4eOAqQ+/H2H+Xpuk/nGrtSPPJMUEKIKRimfZ8HtAemA4XRyVxRlCKQlpbGiL4jiLwVyc4zO/lh5Q98OutTflr3E1sCt3Dm+BnGDRtHxsv7UkINj0Hs/Wkf1o7WnN0SSA3vGqyfuJ7go6Fo07RcPnSZ0/6n0QgN/uv8ad6vLxs++4uLeyKIv23GxT0RbPwyAAtXd27evEmbzrnXVvUd0Be/SX5cPnQZbZoWj2c9WD9xPYnXE9FpdQSfCMbO3g4TaZJj7zvf13z5Zd4v+A71zbM3XquOrYi5E0PggcAcj9eqbSsuX7hMxx4di+zPR8m//NyDOg00BP69V25eGVgkpexRHAFmpO5BKUre1v62ljW/rOGP7X9w4K8DWSrVmrVuRq+WvRg/bTztu7ZP389YxXf+/CIiwyMpX6U85azqkJQWRGpKPKbmNtiV78ydqwGkJN3lu+8OsnFjCMERP6DVBVOpogcNn3mBFau+oMeYIbTr24rnPXJ/piivKr6X+r7ErE9n8fKgl3mm4TOs/HVl+rp+r/Zjx8YdhF4N5Tf/37L9rA+2Ndq2YRtTR01lkd8ibt+8nWn79h3b8+O3PzJ6ymh6DexVJH82ikFhtjo6IqX0FkIcwzCCigfOSCnrFk6o+acSlKLkrVfLXrz3yXuYmJnk2I/u1vVbbPPbxiK/RZn2lRKEgM07NvPpkKlU9nDFs2ULZFRVjm6/yK1bm2jceDwtWlTmp5/GYWrahgYNutCggZ7jx7dy4cIh3nprLm3bDuCM6UHatgVnU+cCfZ4b127w7oB3uXPrDi8Pejn9Qd0/l/3Js82fZfqi6Q/V02/T6k1MHTWVRt6NaOfTDo1Gw76d+/hn7z9M+GYCfQf3LVC8St4KM0H9CHwC+AJjgATghJRySGEE+jBUglKU3Ol0Op6xfYZzcefo33cwbd9tS9WG7unrw06GcPinPcyeNxufRj4EXg/Mcoy/gi8QdQeSztTkdMBJkpJ2o9drcXOrw927r3H0aHkA9PoEnJ2XY2t7DICnn25Gmza+WFhYA3DG9CAmDjHUqweeFgXrziCl5OTRk/iv9ScuNo4KlSvQs39Paj1T65GOdzfpLptXb+bEkROGVkde9TJVGCpFqzCr+Ebe+3WBECIAsJNSnipogIqiFL6/rl5AIln373/cCo6kRu26mGhN0te71KxF+OXVbDl9heTUNPwD/QnaEURyUjI2bjaUq90EK1sb4v274u0Nzw6uDfRL319KOGqoM0CjseGjj94ip+dZ62lbcOJCENfLX8DTo2CfSwhBI+9GNPJuVLAD3WNlbUXfwX3VaKmUy7FIQgjh9eALcAJM7/2uKEopcSHlAmuPXSAqpDwVytdFu9sat4q1CT8Xkmm7O//dwLV8HW743UHqBBN7fkbgxWCCYhLYtuEw3/R6k+NzDtOkiT7LOaQEP7/My/z8DMtzkhpUg6g7hlGZojys3EZQ3937aQk0AU4CAmgA/AO0KtrQFEXJD+MluZQLnjSqUIOXX36b9etn0L3H+2ycOY0uY7viVsed8HMhbJvpTzuvEcyf9watWvXj/feXZuoIHjnwOtOn9yEpKY4335ydvtyYnPbtg9atoWdPw/u9ew3re/Y03Lsy3sMy8vaGI/5d0bU4yAWXCwW+1KeULblN+d5eStkeCAG8pJRNpJTPAo2By8UVoKIo2TOOmm5fceCZyK40qmBo7tKhw2ASE2P4c+1GypuOY8/Mw3zf41v2zDyMk8mHLF3yBY6OLnh6LmXTJtP0EZCUsG9fFVq29OfAgdWEhp5NP5cQYGV1PzkJAZaW4ORkWG5MTn5+EBCQOU5vb9DecObMGUPMj2rP9j0M7z+cbi26Mbz/cPZs3/PIx1IeD/l5UNdTSnna+EZKeQYonAvBiqI8lAspF7iQcoG/gi9w5oxh1FRP2yLTNhYWVkyZEkBiYiS7d79BzM1qtPDqT1SEM7t3v0F8fCiffbadlBRT9u27f5nOOELS6x3o1OlN/P3/l+m4Pj6ZR0rJyRAVBXfvZt7f+D6jRhVqkHLh0UdPxt55Ld5rwdhtY2nxXgsW/LhAJaknXH6axZ4XQiwCfscwH9SrwPkijUpRlHTGUcf1CNIv5YHhH30qZL+PjY09c+asYdmyq+zevYbNm6MwNa1Dp05rOHfufapWfRq3e00W9u0zvOD+COn8+U788sv4LMc1Xr4TwrBdTvsXdiPw5UuX4zPeJ713XvXG1fEZ78PyecvVFO5PsPwkqCHA28AH997vBf6X8+aKohSWjPeXIPek9CAhwNV1HwkJa9DrYxHCCQuLEKKjbzB37jDKl3elffvX2Lfvfqm2Mbno9XoM08HlfvyePe8np4z7P+hEZBAWno9+eS8/M+QqT578lJknA9/feymKUgwupBgu4eliHAyX8PKZlIyCg8/w8cetuHs3AQuLVpiZVeXu3e1s2vQPADY2TqSkJDFqVAtMTTtSqdIiNBpr/PwMSSYwcAuens1zPUdOVX3GJJUxKVlUgFYNHR75od3cZshVnlx5JighREvgM8A94/YlMd2GojzpbmhvsP9kDED6s0gPerBS7sH3d+5cZ8yYJjg6NqV8+V20bBnDX381o169L7h27S0iI93ZtGkOvr6RODt/gUYzDEfHPtSvv5m9ezUkJd1g584lTJ9+CL0eNBkGUsb3//wDJ2LPc+JQFRr5XKd1/6vsW1Gd7TurcKuc4X1Bk1JGOc2QO2LkiAIfWym98nOJbzEwGjgGqB70ilJEsoyasklOAQGGIoSMxQp+foZKOh8fwzb/+9/b2NpWIDp6D1JqSEmZjZeXD+7uowkMBCEuoNdXZv36Njg67qdbt1/Zvr0J1aptx8qqGps3v8JLL73HihW1SEqCiRMNSUmvh/HjA4hJnYuFzUWsyrlT0/05kq8f5Zf3w3F1d6NVizep/0x7+jaxKNTvxnifafm85awOWY2bu1umyQiVJ1N+ElSslHJrkUeiKGXQDe0NgDxHTWBIRnfv3r/nY3wWyfhsknEkdfz4VoYOncdvv2lITtayfv1i5szZy5gxhiRjaloBH5932br1R5KSqvHnn91xda3At9++ilZrSpMmk+jT5x2+/hpOnYIvvzQkqfHjA4g3+YJun/rg3eNFrhy+wppPl9PStyX9fzLMgLt1+nd0qZYIFH7iaNu5rUpIZUx+evF9A5gA64AU43Ip5fGiDS0r1YtPeRI8mJR0MQ5obzinP8eUm4zl3EYZK+eSk5Po168cfn46dDoNAwZcJyXFCzCc09QU3N0hLe0KoaFP0aBBCBERW9FqrxIX9ysDBwbTu7f5vUIJQ3I6da+xmZltD16Z8RzPtHHFzimN61evEx0Rzf6f9/PuL+8CWWexVZTsFFovPqDZvZ8ZDyaB5x8lMEUpqzLeXzIkJc/7SekhKvNyqpzT6/Vs2TIfgNdec8ba2hYfnz5s2JCK4a+sYOVK+Phj0OvjAUmHDvv4+efdaLURSHmX1NSvmD79HGlpyVSp8jSvv/4GY8YYn18K5qlnX0FjmQCYkJqaikcTDzZMvv+fRlVZpxSm/FTxtc9rG0VRcpfl/hI8dGUe5Fw517DhKT7+uAU6nRaNxpTKlatTqVJ1NmyYi+HCxzzgfXx9DSOoO3fGAhoWL16KldVA4uN/Ra9PYM2ab6levR69eo3l6tVTjBrVDr2+K6amC0B6cPH4FbxfrIyZMMPc3JzgwGDKVyufHouqrFMKU36nfO8mhBgvhPjU+CrqwBTlSXBDe4O1xwzJKd6/a5auD5C160JOV90f7If33XeGn7t3RzJmTDNq1nyWNWuS6Np1JCEhpzl6dAGQiKF95iiEuIhWC0FBu7h7dxcVKgwhOXkHDg6VSEnZS8uWP1O1aix6/dPs3v07wcHTECIIW9ubtGo1HDvLd9j67XaOb76NLk1HwrUE/Cb5Ubt57RxnsVWUgsjPPagFgDWGyQoXAX2AI1LKYUUfXmbqHpTyOHmwiWt28lOVl9f2o0e/SkTEDlasiOD77zUkJGgJDa3J7dvxmJquokGDdpw4YY+JiS1paV8AI3FwqIiT0zXCw4+j1bajSZMOeHltYMUKqFgxjbt361GhwmKiolrRpUsSa9fWoF+/3ez45wT61GVYWV/Fzd2N+g3rc/rk6VxnsX0Ye7bvyXNWXOXxV5j3oFpIKRsIIU5JKacKIb7DUDChKEo2Ml7OSzrYosBVeRn5+GReLgRcu7aefv0mARqSkuDMGVPq1btE5cpdOHOmC8eP26HRWJGWdgsYDgg8PVtw7FhT0tJuIYTgww9XMW4cxMWBnZ0ZXbqMZM+enzA3b4VOZ02nTm9w8uTPfLyyIx1rzC+S783Yby/js04Lpi8AUEmqjMrPJb67934mCSGqAGlA9Vy2V5Qyx3gpz3g5z9jENafkBPcLHlq3NiSlMWMyT2eRUz+7B5enpCTRps0ANBpDOXiDBnDmjDmXLu3GzCyKKlVG07FjHwA6dtyKqWlVrl7tRYUKM6lQYQnQhNdft+TWLXBzAzMz2LbNm/Dw/2jTxhDL0097ExV1KdNDu4UtY789E1OT+/32li4vupMqpVp+RlCbhRAOwAzgOIZyoEVFGpWiPAYyVuXBA5fyHrEqLy7uV7Zt+4qVK68jhIbq1RszbNhMatVqgl6v5+TJnezcuYSbN4OxsLDG2dlwvi++6IaTUxVatOjNhx8OZPBgGwA0Ggd+/HEKCQlRbN/+Ey++WJW//zbB1vZVAIYOPcDEiYnp8cydC+PGgZQJCGGRoXw9AROTwn349kGq357yoPwkqOlSyhTgTyHEZgwTGCYXbViKUroZL+M9SlLKyHjPSa9PIDS0HlrtNVxdO/L666NITk5g9+5lfPihNy1a9CEm5gZ378bxwgtv07q1M0uWfEhw8CmEEICga9d3+OuvX/nppykIsQ6NxlCQ8eWX4Oj4MXZ2FTl2zBOQJCcfxdy8KT/84IWUV5HyCkLU5P33DSOohITVWFv7pPfW2/LXUuq89AxVXArtK8xC9dtTHpSfAfsh4y9SyhQpZWzGZYpSFl2PyLn44VGq8iIjm1Cu3F3697+JuflWUlLeplevccybd4rJk7dx8OAakpMT+P7747RtO5jlyz+lffvX+P3327z00nhCQ8+QlpaKTrcOWIqUPfn++0s0aAAnToSzY8evVK8+kv37TWjUaCQVK04mNVXL9etW2NoOwdt7EhUrSsLDITHxDHr9n3TuPIx9+2DhwoOEXjrGwFHtinRG3AFDBhAwPYCr/15VVYEKkMsISgjhDLgCVkKIxhimeweww1DVpyhlzg3tDc6Fx3D7ikO2yelhqvKMs9Q+9dRerlz5j19+uc60aU5ERYG5uWH9jBlw+LAeExNnQkPP8d13EBi4FnPzCvj6fsp33wlOnvwGS8t1zJz5CuXLh6HRjMLZ+W3mzZuJvf2zaLWjMTPzxM7uU6KiwMtrFIGBf5GU1Ity5abToMEUIiM7YWHRH3v71kRHT+O9936geXN7wsN/ZefOcQyYNAnLcpZF+t2qfnvKg3K7xNcFGAy4Ad9xP0HFA58UbViKUnqZ3TVU5z3YzPVRq/ImTJiMh0dD7OycSU42VNL5+0PnznD0KKSlLcbE5FOk/ICjR5eSnPwHQrxLWprg5EmIjQU7u0C02opERk4APiIszAYpYwAzzMx64+v7B+fOabh5E/7914wJEzbw5Zdfcfr081y44IqLiy3BwVtIS/sTZ+da7Ny5mEWLRlG9ekOGfj2NZ7u7FenoyUj121MyyjFBSSl/BX4VQvSWUv5ZjDEpymPpUWeZvXPnGvXqtcHExFCk8P77EB4OffoYjxsCNEanq4RefwohgtFqGzBwoCHp2dvD3bt26HRPYWr6O3Z2F5HyMjEx07GzO42paTUOHDAcq2FDwzTtEyaYA58xcOAn1KlzlJSURCpV8qBChapcvhxIamoyLi61cHauzhnTg9RRt4GUEpCfe1BuQgg7YbBICHFcCNG5yCNTlMdQxiRllNcU6ObmlsTF3QFIT1IZ1aljjRDRwF2EsKdq1XL3RkeG4y5dCiCRMgaNxobFi1/ByWk8oMPR0Q4HB8N2QhjK0DPG0ru3OXXqtKRx4864uj6NhYUVdeu2pnHjTjg73y9W2H8yJr3JraIUl/wkqKFSyjigM1AJwxTw3xRpVIrymMqpV15uDVtaterHiRM70Ov16HSGEVRGFy/2QKudB0QjxAhu3uyBXv9H+vmGDAG9fi9C2AGGSrz4+I1YWHgRH+9ATIxhOykNFX0ZY8krNoB62hboYhyI0cXkvqGiFLL8JCjj/7e6AkullCczLFOUMsXZ1Jk0qxhsu/pz5EjmdTn1ytu3L/dE0Lv3J+h0WhYseDf98p6bG6xdCxYWoNW+BmzD2bkmNjZVSEkZjl6/jG++OYuVFcTGJiPlJ7zxxntUriwIC4sjOvozvL3fSz9H69bg6GiYOsPJCWbONCzbuzdzbDnFqL1R8FlxFeVh5SdBHRNCbMeQoLYJIWwBfWGcXAjhI4S4KIS4LIT4uDCOqShF7XkPT+rVA9uu/pwxPZi+3FiVl/Gek7FThJVV9pf5AgJg82ZTxo5dwbZtC4mIaIeZ2Vm6djU8j+ThsRZoCFiQmBiNufmPWFg48dRTc5k6tQO2thMQoj1WVh688MKb2NtvQ6NpQ6VK7albtw/du0ONGnD1KjRtaugy0bSpYYZcKytDsrK0zFxxGBCQ/ec+c8bQX1BRikt+msVqgEZAkJQyRghRHnCVUp4q0ImFMAH+AzoB4cBRoL+U8lxO+6hmsUppk11D2Aer9bKr3jMuzzjiqlHjb6ZNG05KyiWEMEej0aPX67CwaEuvXmt59tkg5s37mrCwv7C3r4pef5PExER0Oj329rUQIhIhKqPRjKJ799fo1Uvg52cYJRlbFklpSE7Gc2dclzGW7O6bHTkC7oP8ed6j6Kv5lCdbfpvF5pighBDOUspc74rmZ5tc9m0OfCal7HLv/QQAKeXXOe2jEpRSGmU711M+PThDrpRgYxNORMRhTEzMsbLqSNu21pmeq1q58jb7919DiHKYmdWiSZObPPfcDcqVs7s3B5TIccbd3M6d27agEpRSePKboHK7xOefj/PkZ5ucuAJhGd6H31uWiRDiLSFEoBAiMCoyqgCnUxSIvhPNwpkL6dygM/Wd6vOc+3NMfncyF89efORjelp40udZTyrWjOF8BX9ORAble98Hq/6EgKlT3bCz60O5ci+i0VhnShhCgK9vRSwsGmFu/hRCCAYMcKZmzUY4O9dAoxH5riJ8lIpDRSlOuSWohkKIuFxe8UDlApw7u78GWYZzUsqfpJRNpJRNnCo4FeB0Sln337n/6O7dnUvnL/Htz99yMPggq3evpqJzRQb5DGLtr2sLdPznPTxp1dABC88L+U5SD1b95VVpl1eV4MNUET5sxaF1i4PZr1CUIpLbg7omRXzucKBqhvduwPUiPqdSRiUlJjHspWGM/XwsvQb2Sr8vZGtny/uT3qd7vx4M7DwA95ruNG3V9JHP42zqTL16MRzLpZbAeG5jgtizB9q2hZdeMiSnU6cMxQwTJ8KGDfcvwb300v33xktxGS/R5bU+4+jowftfuW0LcCIyCAvPGOq4OTzyd6MoDys/3cyLylHgKSFEdeAa4AuorpBKkdi0ahPP1H+GXgN7sWKRLYnxGoaNik1PFH9taUSL9h+z6PtFj5ygLqQYstKZMzlv82CvvqAgSEszVNJpNNCkCdy4Yaiw02juX4Izvs+uSjC/6zMmnJwqDrPb1pCcLlCvniEBK0pxKbEEJaXUCiHeBbYBJsASKeXZkopHebJtWLGBYR8MQ0pIjNewabVhvqRho2JZPNueTatt6NKzNwtmfEpsdCz2jvbp++antDrqzv0ZdIFsJyp8sFffSy9BUhLcugWBgdClCyQnG8rLa9a8P9LKOJrJbkbdh1mfUW7bGpMSgEUFqFePYunFpygZleQICimlPwUrtFCUfLlz6w5u1d0QwpCUADattklPVD36JTBslJbVSxyJvhPNsdgI4H7iSTzwHFptMqamVvfmX8rK25ssDWQzyq5Xn5SGy3lRUTB2rGFd27bQtWsyer0pJiamWZJLft4fOWK4Z2TikHP3h3j/rpkSqUpKSmmTrwR175mlyhm3l1KGFlVQilLYHMo7cPPaTWrXrZ2epIzJCQzvU1NSuBN1hz2ht7CU1Ug62IJr145w5cpsDh16HjD0zWvXbhA9erxPlSpPPXQcD86ga+yPN3Ys6HSxxMUtZOvWhSxbFoZer8fTswXdur1Dy5Z90eRjvvUzpoakZNsVnMqTY0n4X8EXoKs/5zMsU0lJKW3yTFBCiPeAKcBN7neQkECDIoxLUQpV977dWfPrGtp0boOUsHi2fab1s2dpSDJdjNsznphGeFOvQg22Rf/Mhg1T6NlzPCNG/ICNjSO3b4cREPAT48e3YNy4lTRs2AG93nD/x+jB9xkvo0kJ69dnXvfll5CWdp3r15/HwsKL555bwZtvNkWv13LkyEZWr/6KI0c2MmrUb5iYmOT44O+RI1CrDzz1lEOe94qe9/AEj4f8EhWlmOWn1dEHQG0pZV0pZf17L5WclMdKz4E9CTwQyPaNO9LvOfXol4DfwWu06xPBmsWJLP98BQNe+JpGFWpw/vxBVqyYQq1a+zh9ehTW1o4AlC9fleDgL6hefS0zZ/bnq68i+PJLQ1ICw88vvzT04QNDUYSxdNuYnDZtgkqVDP3wnJzg5ElJZGQf+vQZSIMGyzl82Bs/P4GJiRmxsb1xdNzP5csRrF37dZ7tiBTlSZKfBBUGxBZ1IIpSlGztbFn450ImvzuJv7d9Qot2/zL0gxjiYmLRmMwmJqIjzzYch5eXYSaZjRtn06fPRKSsyalTpCchYxm4uXlbmjV7mbCwRdmuT0oCne5+UYTxeaP//jP8rF3bMApq2hRq1jyMickt+vWbSO3a97eT0lA8ceaMFY6OP7Jly3z+/DOFffsMx82rC7miPO5ya3X04b1f6wK1gS1AinG9lHJWkUf3ANXqSCmoiPAI/lj4B2t+XUPU7ShMzUxp06MNNZr1oXvt4QCkpaXSv78Dv/12A0tLu/SkY2R8Runy5SPMmTMEZ+ez2a7P2PMut3ZCP/88Gnv7CvTrNzHb1kdOToYiimvXWuLkNIUuXTrn2CuvVp+DPPWUKgdXSrfCaHVke+8VCuwAzDMss8llP0UptVzcXBj7xVj+Cf2Hc3HnOBd7jqm/TsWjbv30be7ejcfMzAJrazs0GkOyyciYfMqXdyUhISrH9ZC/dkIJCVE4OVXJdvuMkwyamrqi00WpdkRKmZFjgpJSTpVSTgXOGX/PsOx8TvspyuPCzMws25Jxa2s7dLo04uIi0y/bZWS8nHfjRhAODs45rof8tRNycKjMjRtB2W6fsfVRWloQJiaV8zXJoKI8CfJzD2pCPpcpyhPB1NSMli37sn37kkyth1atMvw03nMKCPgJrXZQjut1uvxNYNiu3UB27VqKVqvNtL2xiOLUKbCwOI6d3W06dWqT7QSIR44Y5qdKs1Kz3ipPjhwTlBDiBSHEPMBVCDE3w+sXQFtsESpKMTBxiMk0+eCLL45mw4aZ6HTHMt1TmjjRkIQSE//k9OldVK06ONv11tZgYpK/CQyrV2+Ih0cDFi0ahaWlPn17Y+ujOnWiuXXrDXr1GsfLL5tkOwGieY2g9Oee1P0n5UmRW5FEQ6AxMBX4NMOqeGC3lDK66MPLTBVJKEXpwckHDx/2Y/78N3n++cF07DgYR0cXrl+/REDAQv79N4DJkzdTs6bXQz0Hld17gISEGD7/vCtmZhZ07/4Bdeu2IjU1mUOH1rFhw/e0aNGbIUNmIITIsr/x4Vz1kK3yuCjwhIXpGwhhJqVMK7TICkAlKKWo3dDeYP9Jw2WyeP+uREcHcf36Ag4cWENiYgxOTi48//zrdOo0DDu7Co90jiNHsl+u06Vy7twajh9fQGTkOTQaU7y8nqdbt3eoU6dVtsew7eqPU3mo45b3w7mKUloUxoy6p8lmfiajknhYVyUopbgYG8RG3TG8T7lQOCMTY687p/J5b2vsA6i9kTnxZDxGFRc1alIeP/lNULm1Oup+7+c7934uu/dzIJBUgNgUpdRL72HncW8ajXp5dzTPr3wnFOO5yVr4oJKSUhbkNmFhCIAQoqWUsmWGVR8LIQ4Anxd1cIpSGpRkMlCJSCnL8lNmXk4IkX4BXAjRAihXdCEpiqIoSv6m2xgGLBFCGNs/xwBDiy4kRVEURclHgpJSHgMaCiHsMBRVqMaxiqIoSpHLMUEJIV6VUv6eoWmscTlQMs1iFUVRlLIjtxGU8T6TbQKqJhsAABi8SURBVHEEoiiKoigZ5VbFt/Der99KKZOLKR5FURRFAfJXJHFGCHET2AfsBQ6o+1CKoihKUcuzzFxKWQvoD5zG8PDuSSHEiaIOTFEURSnb8hxBCSHcgJZAa6AhcBbYX8RxKYqiKGVcfi7xhQJHga+klCOKOB6llJBScuzgMYKvBGNhaUHzts2pUPnRmqMqiqI8ivx0kmgM/AYMEEIcEkL8JoQYVsRxKSVo24Zt+DTyYdI7kzj09yG2rNlCpwadGDNkDNF3in2WFUVRyqj8PKh7UghxBbiC4TLfq0AbYHERx6aUgD+X/cmsz2YxY9EMmrdrnv7cW2x0LPO/mk//Dv1ZtXsV9o72eRxJURSlYPJzDyoQsAAOYrj31MbYSFZ5skTfiWba2Gms3bOWz4aOYebtO1m2iUtKZvbns5ny/ZQSiFBRlLIkP/egXpBS3i7ySJQSt/bXtXTo3oGanjX5f3v3Hl1Veed//P3N/QJJiNCJCIilKFAuVlIUtQW8MKiIrYVRV53qlI7LMq1Vq1h10dbSaSudOnWqU0trxdtqUdRCsV5QsSoqEZGbJKg/BYk2g1wSLiEhOef7+2PvhAPkcoCEszGf11pn5Zy9n733d29Cvud59rOfZ9cnW1jas/iAMl+o2sT8P83nhpk3kN9NYwaLSOdJppu5klMXUfZyGedOOrfNMlkZGfT/XH8qVnfc/EgiIi1JppOEdBGxWIyszKx2y2VmZRJrjB2BiESkK1OCkmYnDT2JpS8v3WdZgzdQ53V7X7F6yt8uJ9Y/RkV9RTjjq4hIx2trNPOL29rQ3R/v+HAklS6deimTx0xm2k3TANhWWwd79hDfvvd7zObtuznhuKG8/4s4sIXs8bWsydrE5PO+nKKoReTTyty95RVm97Wxnbv7EZ+0cNjIYT7/tflH+rBdys+m/4yypWXU/WMb7KqloLYO8vOp2rqV2nicGncG9+hBTkbw3aagsJBzv/0D0vs2UjyiL2f11xTlItK2AdkD3nT30vbKtTWa+b91bEhyNPjBL37AVZdfy2tl73PZuNMoHTiQHbt3c9vDD9M3I4MXSko4OTu7uXxpTQ03D/wMf521lvJroOJYGJStJCUihy+ZbuaY2QXA54GcpmXu/pPOCkpS5/GXljHhkguZ2+9EHqiuZvX69eRkZdEnP5/ynj1JCx/c3d+F04ewYkE1a9hI0QVFlGSUHOHIReTTJpkHde8B8oBxwB+AyUBZJ8clHayhoYHnFz7PqmWrABheOpyzJ55NZmYmAE+tXcGLs+fzf+X/x5d6FbBq+HCuHzu2eSSJxUuWcHdNDRsaG8k346L8fE7JydnnGDMmFTHjplxeYTUUfsjksaOO7EmKyKdKMr34Tnf3bwDb3P02YDTQ93AOamZTzOxtM4ubWbvtkHJ4nl/4PGNOHMOcu+bQraAb3Qq6cf/d9zPmxDEsWrCI67/7I6Z/6Rt8OPcNLji+hKyMDK77wx8YPG0aS9etY/p997Fm61beqK/nM+np7HHn4qoqzqyspD62b3fzmbdnM31VJdTUMG/+IvXyE5FDlkwT3+7wZ62Z9Qa2ACcc5nHXABcDv2uvoByexX9bzC3TbuHuP99N6el7vwtMu2kav3/iCb73r98jOy2PFXf8ioG9ezev/+Gll/LYq68y9tZbGdqvH58vLuaBHj2a1//0mGP4dXU1t2zbRtW2bZQkrGPUKKYDM26qZw0bWVO4XbUpETloySSohWZWBPwSWA44QVPfIXP3cqC5+Ug6Rzwe57brbuPOB+/kzht+yq5wbL2Yx6jf3UAsHqehrp5ex3Tj1KuvJvERXQcagTpg3YYNZDY0ULIl2D49bW/FO9OM2x97jJVr17K95sCJlgtuCXr5zatZxNAJfdWBQkSSlkyCmuXu9cBjZraQoKNEXeeGtZeZXQVcBdC7X+92Skuilxe9TGFxIaeNOY1Z4dh6dV7H7po9xHfnMjdtJz/NzqakRw/e27KFqoQvDGvd+TUwH4jHYpSkp7M6I4O1sRhD+vdvLjds61YeWLyY47OzWV5UdEAMTb38Zi6ohgmdf84i8umRzD2o15reuHu9u9ckLmuNmT1nZmtaeF10MAG6+2x3L3X30uIWBi+V1pWvKmf02NH7LNu9M0Z8exq9izJYUV9P96wszhkxgsYWtl8BdAfOyM2ltpXn5bLT0+lVUHDAvSgRkcPV1kgSJcBxQK6ZfQFo+npdQNCrr03ufk6HRCiHzMyIx+JAMGTRturt+B6jd+YetsWMij172ByL8eSyZTQAte7kJdSi0gib+txpqzG2MRZL7nkFEZGD0FYN6p+B/wL6AHcAvwpf1wG3dH5ocrhGjh7J4qcW8+jf/k7D7hg5m2Icm5PJfzc08NkNGzAg7s4nNTXEgH7AYwk1pdOBGmBJXd0+iSvR7sZGdtXXk52e3mocM26qJ3t8bUeemoh0Aa0mKHe/393HAVe6+7iE10WHOw6fmX3VzCoJuqw/aWbPHM7+pGU1vfOpratn5RNlFFg6RSW5/Ka6mt/V1PBW3748f9xx1Mfj5OXkUAw8A3wH+FuYpL4NbAXOyMkhq4UE5e5U1dbyrXPPbb3Dy65ddL9tizpIiMhBS6ZlZomZ3Qv0dvfzzGwIMNrdD3nKd3d/AnjiULeXtlU1VvHKondgTz3f73ERt//lIXZv306vTz5hC1AMjNqwgXogDnxQVUU+cD5QD0wCehD0hHFgUV0dOfE4JY3Bnar0998n7s4Od+rNuPHii1myfDml+/fi27WL2pJeUFio5CQiBy2ZBHVf+Lo1/PwOMBc45AQlnWfemxVQuZH6Z/OYMak3zOzNmHcHcMb3v08OQTPe+LQ05sTjnAxcT3BD8UYgG3gP6JaWRiNBzakyO5tpl1zCtbNnMzwri2FZWWyLx3m6tpav5OezJjubgrw8Xrjjjn3imLmgOmjW69OXySOVnETk4CXTi6+nuz9C8GUbd28E1GUrYqoaq5g3fxFUbmT6vBeYMWlvl+8vDhxIr7Q0/jktjZFmnJKWRj+C8aqGA5PMWAvcSfCNZXhWFtcVFvJ0797kZGQw7fzzGVZczPQePRiSlcX4vDzK+/XjoZISMtJa+BUqKyPjlAzOvGCYkpOIHLJkalC7zOwYgtYezOw0gnvnkmJVjVUAvLKyGio3suNHxzDz9my4/PIWy/cxo7sZV6en85PGRroDuwDcKQTGEjTxfdDYyDO1tczduZN1jY30vuIK6mpr+eKxx3Jhfn77gY0aReOCal7puZriEdWagkNEDkkyCep6YAEwwMyWAL0IBoyVFKhqrKI6Vs2aNUDlRmIbg3/Cm7dVwu1tP8g8Li2NGxsauD0WYyeQC4wAPgY2AX8Jy33U2EhlYyMZQPfMTCafcQb3PPkkvdevZ2ZxMbcWt/88WtPAsdwL9D/EkxWRLq3dBOXuy81sDHASwbNQ69y9odMjkwNU1Few5ung/hLAjJJKGNU0xt1n2t1+vBkXELTVHg+sBy4n6DTxODAbmE5QVd7Wvz8bYjFKP/qIC0pLeXXpUqa68x+bN1OSns7UwsJ2jzfzayuZVdmHeZUb1YtPRA5aqzPqNhcwywGmAWcS/O16GbjH3Y/YcEdNuvqMuvNeLKP+0QZmTCrirOuvb3nsu8JCXrjjDo6bMgUa9n6PqI3Hcfa2zeYSdI7YCvSE4EFdYE+4vhjIBHYSNPsdEy7fSnADsqTp3lNmJh89+mib8ZyR+XN1NReRZoc9o26CB4AdwG/Cz5cBDwJTDj08OVjz3qyAmpqg1sQottfUsKyFWkxzV++GBj4K53oCKKmvb044ZQQPoNURDEs/BHgKyAdOJBhqfjDwCnAKQVL6C3AyQT1tMzDv2GMZnZvbfLy24pl5bzYzF+RpLD4ROSjJJKiT3H1EwufFZrayswKS1g3+n2qYfujTVmwhqAmdQvCc06kEE3udDWwguBd1JsFzBP8v3MbC8u8RJKg0oLsZZfX1jM7NPeRYRETak0yCesvMTnP31wHM7FRgSeeGJZ0hnaC5DoJJvv5O0Kx3HzQPFvsIQTNfLfBhuGwHwRD2TRqAbpoqRUQ6WTLPQZ0KvGpm681sPcFI5mPMbLWZrerU6KRDnUtwD2ogsJ2gc10/gt4vDQSJqTosOxj4AlAFLCOoWUGQ4OrdmdK9e9LH/fm7mzQWn4gctGRqULpzEBHl1xSxYkH1Pg/hHoxHCDo+vE/QMeINoAj4J4Lmu1kESQyCqY67EdyTOhsoJKhlbQdOz8mhoKUHdFuyaxfpQ/M1o66IHLRkuplvOBKBSNsmjxxExVB489lgVtuCwsJ9xr6r3LaN9HictLQ0SqdOJRaPU1JfTwOQk5ZGPVASlo1D85h8u4FXCX4Rzk043ij2zq/yAsE9qx3htjvy85uPXRB2jCjIyKB006bm7bdnBb9aGSW9oHtBR10GEelCNI3PUSZ7fC2UvXPA2HelU6fu24sufF9aU8Oye4NhE7/yn//J2x9+yFXjxzP9/vvZmbB90z2ozwIfsLe7OQSJajtw+uDBLJwxg6Ju3aCsDICf9+jPrLqPmfDbn+0baG6Oak0icliUoI4ig7IHsaZwO7OGw/SHHmp1SKPWfPjJJwzp25cbv/Y1fv3gg5zozk53PmfGcncWE3Q3/wkwyozrMzKY0NDAgM9+lmsnTeIbZ50FNA0E2weysklXIhKRTqIEdZSZPHYU814sY2bBRGYc5LZ52dls2bGj+fNJZgxKS+PajAxG1tfTGygleBC3hxmj09LolpZGQV4evQoL+eustZRfU0T2xGwmn3dua4cREekQSd7plig588x+ZE+MMavuY3jooaS3mzpgAK+Vr+PmG3ficWdSWhoPxuMkjibyEcHzUN8LZ8htdGf1hg2UZX+G8muKKB7Rl8nnfbmDz0hE5ECqQR2FSjJKmHxeCS+sr2AWZxF7d1Ob5WcuCDqPZ39jIhnPP8dTfe6Ed41xGNvdeaAhmD0lDnyXYHSJz6elEXdnuztfHHMquSOL1ZQnIkeUEtRR7Kz+g6D/IOY99RK13fMYuGXrAWUye3Qne0omQ0cXAMfwwMI5fH381zF3+sYasDTjm/EY6QS/DE7QBb3nnj3sdCduxnX3TmNE0YgD9i0i0pnaHSw2Srr6YLFtaZobqiUlGSX7fF67ci3T/306FasqyMjIIBaPEY/FSU9Pp+T4EmKNMcyMr0z9Ct+99rtkZ2d3dvgi0oV05GCxchTYPwm1ZciIISwsW0j11mreWvoWGekZjDxzJB53Pt74MZmZmfQ9oS/p4X0oEZFUUILqwoqKixh33rh9lg0cPDBF0YiI7Eu9+EREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJKUoEREJJJSkqDM7JdmVmFmq8zsCTMrSkUcIiISXamqQS0Chrr7cOAd4OYUxSEiIhGVkgTl7s+6e2P48XWgTyriEBGR6IrCPahvAk+1ttLMrjKzZWa2bOvmrUcwLBERSaWMztqxmT0HlLSw6lZ3nx+WuRVoBB5ubT/uPhuYDTBs5DDvhFBFRCSCOi1Bufs5ba03syuAicDZ7q7EIyIi++i0BNUWM5sA3ASMcffaVMQgIiLRlqp7UHcB3YFFZrbCzO5JURwiIhJRKalBufvnUnFcERE5ekShF5+IiMgBlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSS7GiazNbMPgE2pDqOVvQENqc6iAjSdWmdrk3LdF1a9mm6Lse7e6/2Ch1VCSrKzGyZu5emOo6o0XVpna5Ny3RdWtYVr4ua+EREJJKUoEREJJKUoDrO7FQHEFG6Lq3TtWmZrkvLutx10T0oERGJJNWgREQkkpSgREQkkpSgOpCZ/dLMKsxslZk9YWZFqY4pCsxsipm9bWZxM+tS3WRbYmYTzGydmb1nZj9IdTxRYWZ/NLNNZrYm1bFEiZn1NbPFZlYe/j/6XqpjOlKUoDrWImCouw8H3gFuTnE8UbEGuBh4KdWBpJqZpQN3A+cBQ4DLzGxIaqOKjDnAhFQHEUGNwPfdfTBwGvAfXeV3RgmqA7n7s+7eGH58HeiTyniiwt3L3X1dquOIiFHAe+7+vrvvAf4MXJTimCLB3V8CtqY6jqhx93+4+/Lw/Q6gHDgutVEdGUpQneebwFOpDkIi5zhgY8LnSrrIHxs5fGbWH/gCsDS1kRwZGakO4GhjZs8BJS2sutXd54dlbiWolj98JGNLpWSuiwBgLSzTsx7SLjPrBjwGXOvu21Mdz5GgBHWQ3P2cttab2RXAROBs70IPmbV3XaRZJdA34XMf4OMUxSJHCTPLJEhOD7v746mO50hRE18HMrMJwE3AJHevTXU8EklvAAPN7AQzywIuBRakOCaJMDMz4F6g3N3vSHU8R5ISVMe6C+gOLDKzFWZ2T6oDigIz+6qZVQKjgSfN7JlUx5QqYSea7wDPENzsfsTd305tVNFgZn8CXgNOMrNKM5ua6pgi4gzgX4Gzwr8rK8zs/FQHdSRoqCMREYkk1aBERCSSlKBERCSSlKBERCSSlKBERCSSlKBERCSSlKDkqGNmV5pZ7yTKzTGzycku74C4bkl43z+ZUbnDWD4ws6vbKHNyR3YrDq/fXYe5jxebRqY3s78d7sj9ZjbWzBaG7y8JR3pfeDj7lKOfEpQcja4E2k1QKXBL+0VadKO7t/XM3MlAyp57MbM2R5xx9/Pdvbqjjufuc4FvddT+5OilBCUpFdY0Kszs/nAerXlmlheuG2lmfzezN83sGTM7Nqz5lAIPhw8s5prZD83sDTNbY2azwyfvkz3+AccIl79oZrebWZmZvWNmXwqX55nZI2Gsc81sqZmVmtkvgNwwpqYxGNPN7PfhHD7PmlluEvFMCc9jpZm9FI428RPgknDfl5jZKDN71czeCn+eFG57pZk9bmZPm9m7ZjYrYb//Fp7H3wke/GxafmF4Dm+Z2XNm9k/h8h+H1/JZ4IHwOv+56byB3IR9rDeznmZ2dcKDpB+Y2eJw/Xgze83MlpvZoxaMKdc0L1aFmb1CMB2LyL7cXS+9UvYC+hMMlnpG+PmPwA1AJvAq0Ctcfgnwx/D9i0Bpwj6KE94/CFwYvp8DTG7hmHOAyUkc41fh+/OB58L3NwC/C98PJRgUuDT8vHO/82oETg4/PwJc3losCZ9XA8eF74vCn1cCdyWUKQAywvfnAI8llHsfKARygA0E4/4dC3wI9AKygCVN+wN6sPeB/W8lnPOPgTeB3PDz9QnXZvh+570e6JkQXybwMnAh0JNgHrD8cN1NwA/D+DYCAwkG0H0EWJiwj7GJn/Xqmi8NFitRsNHdl4TvHwKuAZ4mSACLwgpROvCPVrYfZ2bTgTygGHgb+GsSxz2pnWM0Dcr5JkHCATgTuBPA3deY2ao29v+Bu69oYR9tWQLMMbNHEo6/v0LgfjMbSJDcMxPWPe/uNQBmthY4niBJvOjun4TL5wInhuX7AHPDmmMW8EHCvha4++7w/ZeB/wFw91XtnPedwAvu/lczm0gwMeOS8BpnEQxnNIjg+rwbxvQQcFUb+5QuSAlKomD/8bac4Fv12+4+uq0NzSwH+F+Cb/MbzezHBN/Ok9HeMerDnzH2/l9JuvkwYfumfbTbxOfuV5vZqcAFwAozO7mFYjOBxe7+VQvmB3qxjWM2xd3amGa/Ae5w9wVmNpag5tRk1/7htRe/mV1JkBS/07QIWOTul+1X7uRk9iddm+5BSRT0M7OmJHEZ8AqwDujVtNzMMs3s82GZHQSD8sLeZLQ5vLdxML3z2jpGa14B/iUsPwQYlrCuwYJpEQ6ZmQ1w96Xu/kNgM0ETXeL5QlCD+ih8f2USu10KjDWzY8L4prSyryva2MdLwNfDGIcSNPPtH/tIgibQy909Hi5+HTjDzD4XlskzsxOBCuAEMxsQlrts//2JKEFJFJQDV4TNRsXAbz2YDn0ycLuZrQRWAKeH5ecA95jZCoIaw+8J7t38hWA6i6S0c4zW/C9BUltFcD9lFVATrpsNrEroJHEofmlmqy3oov4SsBJYDAxp6iQBzAJ+bmZLCJol2+Tu/yCoGb0GPAcsT1j9Y+BRM3uZICG25rdAt/C8pwNlLZT5DsG/3+Iw1j+EzYpXAn8Kt30dGOTudQRNek+GnSQ2tHce0vVoNHNJqbCJaqG7D01xKEkxs3Qg093rwm//zwMnhsnuUPY3h+D853VgmEe9sLnxBnefmOpYJHV0D0rk4OQR1BAyCe6vfPtQk1OoBphpZj297Wehuoywlvgjgo4l0oWpBiUiIpGke1AiIhJJSlAiIhJJSlAiIhJJSlAiIhJJSlAiIhJJ/x/qOUm1xBTI+AAAAABJRU5ErkJggg==\n", 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" ] @@ -1299,7 +1299,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1309,7 +1309,7 @@ "" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": { "image/png": { "width": 500 @@ -1324,7 +1324,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1334,7 +1334,7 @@ "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": { "image/png": { "width": 500 @@ -1364,12 +1364,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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zBf1e2LNnj6VCoUB0dLR+QkKCvqenZ16DBg0KoqOjjRQKBe7cuSMt7eEGiUTC8/PzNd/6gwcPTj958qT51atXjdXjHCqTUaNGpUyePPmRj49P7qu2iY6O1m/Xrt3zFStWPLK0tJTfu3dPr0OHDplr1661Vp+18GJ3d1pamtjQ0FBpZWWlSEhIkJw6dcocADIyMkSFrdyMtWvXJty8edPoVc9Rmvxt27Z9fvHiRdNbt27pFc2RmZkptre3LwCA4OBgzaEnMzMzxas+r15eXs83bNhgWbiPlbe3d3ZpMgBAly5dMg8cOGCZmJgoUeeIjY1942uoVq2awszMTHH48GETANi4cWM1X1/fUj9vSbS+u/vF46bt2rXLWL169Uu/btQCAgLSe/fu3eDQoUMWK1asePDi/YsWLXo0YMAAB0dHR1dDQ0PlL7/8ojkG6uXl9bx9+/aNHj16pDdlypTHDg4OMgCoXbu2vEGDBnk9evRIL+/XJyRdeG/NzMyUderUyb9+/bq+u7t7/tatW6127txZTSKRcGtra9mCBQse2djYKCZPnvz4ww8/dBaJRNzd3T1n9+7dcTNnznzUv3//BjY2NgXe3t7PHzx4oP/i469bty7hiy++qOPo6OiqUChYixYtslq1avVg4cKFjwICAuq7urq6+Pr6Ztva2hao9zl06JBZ+/btK8UXvEgkwv79++9+9dVXtVeuXFnTyspKbmRkpJgzZ87DN+/9fjRs2DDfx8fHKTU1VbpixYp4IyMj3rFjx+yff/4538nJyc3JySnX1dW1VMfRBw4cmOzi4uLq7u6eExoaet/AwIC3atUq08LCQlHa1rcuadCggWzWrFklTi+pNnHiRPu4uDh9zjlr3bp1ZsuWLXObN2+eGxsbq+/s7OwmkUj4kCFDkr/55hvNYEJfX99cd3f3nEaNGrnVqVMnv1mzZtmA6hirn59fQ/UPoXnz5iW86jkOHjxoWnKi/9SqVUu+cuXKuF69ejVUKpWoVq2a7Pz587e//vrrpC+++KLeypUra3744YeZ6u27du2atWTJEltnZ2fXyZMnPy76WGvWrHkwZMgQhx9//LFmtWrV5Fu2bIkr7fvYrFmzvKCgoMT27ds7KpVKSKVSvnLlygeOjo4Fb9p38+bN90eNGlV33Lhxojp16uRv27at1M9bElZSU1/t6tWrcZ6enlpx6sv7NmnSpFpFB0UVlZWVJXJ1dXWNjIy8Wa1atUpzDKuivOt7u2XLFovw8HCjlStXPirp/orWqVOnBosXL37o6en50jFu8m4CAgIc/Pz8Ml4cyFNeFAoF3NzcXHfu3HnXw8OD/v2IVrh69Wp1T09Ph5Luq3Td3eVt3759po6Ojm6BgYFPqUCXr9K+t5999lm6g4PDG3/BVoS8vDzm7++fTgVa90RERBjUrVvX48MPP8ykAk10BbWkCSGEEAFRS5oQQgjRQW8q0kqlUlnqUywIIYQQUnqFNfaVp2a9qUhfT05ONqdCTQghhJSvwutJmwO4/qptXnsOglwu/yIpKWlDUlKSO6hrnBBCCClPSgDX5XL5F6/a4LUDxwghhBAiHGodE0IIIVqKijQhhBCipahIE0IIIVqKijQhhBCipahIE0IIIVqKijQhhBCipahIE0IIIVqq8l1QtQJUr16dOzg4CB2DEEJ0SkRERArn3FroHLqEivRbcHBwQHh4uNAxCCFEpzDG4oXOoGuou5sQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUlSkCSGEEC1FRZoQQgjRUpW+SDPGNjHGnjLGrr/ifsYYW8kYu8MYu8YYa1rRGQkhhJCSVPoiDeAXAF1ec39XAI0KlxEA1lRAJkIIIeSNJEIHeN8456cZYw6v2aQngC2ccw4gjDFmwRiz5Zw/rpCAhJRCdnY27t+/j/v37yMxMRFJSUl48uQJUlJSkJmZiYyMDOTk5EAmk0Eul0OpVEIikUAikUBfXx9mZmYwMzODhYUFbGxsULNmTdja2qJu3bqoV68ebG1tIRJVhd/shOgYznmlXwA4ALj+ivsOAGhd5PZxAN4lbDcCQDiAcHNzcw5As4SHh/Pw8PBi62bPns0559zW1lazrmnTppxzzgMDA4ttm5iYyENDQ4utCw4O5oU/HDSLn58f55xzPz+/Yus55zw4OLjYutDQUJ6YmFhsXWBgIOec86ZNm2rW2dracs45nz17Nr0mLXlNn376KV+/fj23trYutr6ilp49e/KDBw/SvxO9pvfxmsJf/G6l5fULU/0bV26FLekDnHP3Eu77C8ACzvnZwtvHAUzjnEe86vG8vb15eHj4e0pLqpKMjAycO3cOp0+fxpkzZ3D58mXk5eW9tJ2enh4cHBxQr1491KlTB7a2tqhZsyaqVasGc3NzmJubw8jICFKpFFKpFIwxyOVyyOVy5OXlISsrC5mZmUhLS8OTJ0+QlJSExMRExMXF4f79+0hOTi4xX926dfHBBx+gTZs2aNOmDZydncEYe99vC6mkGGMRnHNvoXPokkrf3V0KDwHULnLbHsAjgbKQSk6pVCIiIgKHDx/G4cOHcfHiRSgUimLbNGrUCN7e3vD09ISbmxvc3NxQt27d99odnZmZiRs3buDGjRuIiopCREQELl++jPj4eMTHx+P3338HANja2qJz587o0qULOnXqBEtLy/eWiRACakkzxroDGAOgG4AWAFZyzn1e93jUkiZloVAo8M8//2DPnj3Yt28fEhMTNfdJJBL4+Pjgo48+Qps2bdCiRQutKXwKhQI3btzA2bNncfr0aZw6dQpJSUma+yUSCdq2bYtevXqhV69eqFmzpoBpiS6glnTZVfoizRjbBuBjANUBPAEwG4AUADjna5mq7+4nqEaA5wAYxjl/bQWmIk3ehHOOy5cvIyQkBNu2bStW3Ozt7eHn54cuXbqgbdu2MDMzEzBp6XHOcf36dRw+fBiHDh3C6dOnNb0AIpEIHTp0wMCBA9GrVy+YmpoKnJZoIyrSZVfpi/T7QEWavEpaWhpCQkKwbt06REVFadY3bNgQffr0waeffopmzZpViuO6qampOHDgAHbv3o3Dhw9DJpMBAIyNjdGvXz8EBgbCx8enUrxWUj6oSJcdFem3QEWavCgqKgo//vgjQkJCNAO/qlevjv79+2PQoEFo3rx5pS5Wz549w86dO/Hbb7/h7NmzmvWenp4YP348+vfvDwMDAwETEm1ARbrsqEi/BSrSBFB1/x46dAhLly7FiRMnNOs7dOiAwMBA9OzZE/r6+gImFMatW7ewYcMG/Prrr0hJSQEAWFtbY9SoURgzZgysra0FTkiEQkW67KhIvwUq0lWbQqHArl27sGDBAly9ehWAqot32LBhGDt2LBwdHQVOqB3y8/OxY8cOrFixAleuXAEAGBoaIjAwEFOmTEHt2rXf8AiksqEiXXZUpN8CFemqSalUYufOnZg9ezZiYmIAqE5JmjhxIkaMGAFzc3OBE2onzjnOnDmDH374AX/99RcAQCqVIjAwEN988w3s7OwETkgqChXpsqN5AAl5A8459u/fjyZNmqBfv36IiYlBvXr1sHbtWty7dw9Tp06lAv0ajDG0adMGBw4cwNWrV9GvXz/I5XKsXr0aDRo0wKRJkzTd4oSQ4qhIE/Ia4eHhaNu2Lfz9/REVFQV7e3usW7cOMTEx+PLLL2kwVBk1btwY27ZtQ1RUFHr37o38/HwsX74cDRs2xOLFi0ucbY2QqoyKNCElePz4MT777DM0b94c//zzD6ysrLB8+XLcvn0bgYGBkEqlQkfUaW5ubti5cycuX76MTp06ISMjA9OmTYOzszN2794NOgxHiAoVaUKKkMlkWLp0KZycnLB161bo6elh6tSpuHv3LiZMmEAt53Lm5eWFI0eO4PDhw/Dw8EB8fDx69+6Nzp0749atW0LHI0RwVKQJKXThwgV4eXlhypQpyMrKgr+/P27evIkffvgBFhYWQser1Dp37owrV65g9erVsLS0xLFjx+Dh4YGZM2dSFzip0qhIkyovMzMTX331FT744ANER0ejYcOG+Ouvv/Dnn3+ifv36QserMsRiMUaNGoXY2FgEBgZCLpfj+++/R+PGjXHq1Cmh4xEiCCrSpEo7evQo3NzcsHr1aojFYnzzzTe4du0aunXrJnS0Kqt69epYt24dzp49CxcXF9y+fRtt27bFqFGjkJ2dLXQ8QioUFWlSJWVlZWHkyJHo3LkzHj58iObNmyMiIgLz58+HoaGh0PEIgA8++ABXrlzBnDlzIJVKsXbtWnh6euL06dNCRyOkwlCRJlVOWFgYPD09ERwcDKlUiu+//x7nz59H48aNhY5GXqCvr4/Zs2cjPDwcTZo0wb179/Dxxx9j6tSpKCgoEDoeIe8dFWlSZSgUCsyfPx+tW7fG/fv30aRJE4SHh2PGjBmQSCRCxyOv0bhxY1y8eBGzZs2CSCTCkiVL0KpVK8TGxgodjZD3ioo0qRIePXqEDh06ICgoCAqFApMnT0ZYWBi1nnWInp4e5s6dizNnzsDBwQERERFo2rQptmzZInQ0Qt4bKtKk0jtx4gS8vLxw6tQp2NjY4MiRI1iyZEmVvEJVZeDr64vIyEj0798fz58/x5AhQzBixAg6VYtUSlSkSaWlVCoxf/58dOzYEU+fPkW7du1w9epVdOrUSeho5B2Zm5sjJCQE69evh76+PtavXw9fX1/cvXtX6GiElCsq0qRSysrKQkBAAIKCgqBUKhEUFISjR4/CxsZG6GiknDDG8MUXXyAsLAwNGjRAZGQkvL29cfToUaGjEVJuqEiTSufOnTto2bIl9u3bB3Nzc/z111/47rvvIBaLhY5G3oMmTZogIiICPXr0QHp6Orp27YolS5bQ/N+kUqAiTSqV48ePo3nz5rhx4wZcXFxw6dIlmpikCjA3N8e+ffswa9YsKJVKTJ06FUOGDEF+fr7Q0Qh5J1SkSaWxceNGdOnSBenp6fD390dYWBgaNWokdCxSQUQiEebOnYvdu3fD2NgYW7duRYcOHeha1USnUZEmOk+pVGL69On44osvIJfLMXXqVOzduxdmZmZCRyMC+PTTT3HmzBnY2dnh7NmzaNmyJWJiYoSORchboSJNdFp+fj4GDhyIRYsWQSwWY926dfjhhx8gEtFHuyrz8vLCxYsX4eXlhbt376JVq1a4cOGC0LEIKTP6JiM6KzMzE927d8f27dthYmKCQ4cOITAwUOhYREvY2dnhzJkz8PPzw7Nnz9C+fXscOHBA6FiElAkVaaKTkpKS8NFHH+H48eOwsbHB6dOn0bFjR6FjES1jbGyMvXv3Yvjw4cjNzcUnn3yCTZs2CR2LkFKjIk10zoMHD9CmTRtERkaiUaNGuHDhAry8vISORbSURCLB+vXrMWvWLCgUCgwfPhzLly8XOhYhpUJFmuiU2NhYtG7dGrdv34aXlxfOnTuHevXqCR2LaDnGGObOnYtVq1YBACZNmoRvv/2WzqUmWo+KNNEZUVFRaNOmDRISEtCqVSucOHEC1tbWQsciOmTMmDHYvHkzRCIR5syZgylTplChJlqNijTRCdeuXUPbtm3x5MkTtG/fHkePHoWFhYXQsYgOGjp0KHbs2AGpVIply5Zh4sSJVKiJ1qIiTbTe1atX0a5dO6SmpqJr1644cOAAjI2NhY5FdFjv3r2xZ88e6Onp4ccff8T48eOpUBOtVOmLNGOsC2MshjF2hzE2vYT76zDGTjLGrjDGrjHGaA5JLVK0QHfv3h179+6FgYGB0LFIJeDn56cp1KtWrcK4ceOoUBOtU6mLNGNMDOBnAF0BuALozxhzfWGzIAB/cM69APQDsLpiU5JXuXnzJjp06IBnz57Bz88Pu3fvpmtAk3Kl/uGnp6eHn376CVOnTqVCTbRKpS7SAHwA3OGc3+OcFwDYDqDnC9twAOr5I80BPKrAfOQV7t69i/bt2yMlJQVdunTBrl27qECT96Jbt27Ys2cPpFIpli5dijlz5ggdiRCNyl6k7QAkFLn9sHBdUXMADGKMPQRwEMByuRI/AAAgAElEQVTYiolGXiUhIQHt27fH48eP8fHHH2PPnj1UoMl71b17d2zbtk1zkY4ffvhB6EiEAKj8RZqVsO7Fvqz+AH7hnNsD6AZgK2PspfeFMTaCMRbOGAtPTk5+D1EJAKSkpKBjx46Ij49Hy5YtERoaCkNDQ6FjkSogICAAv/76Kxhj+Prrr7Fu3TqhIxFS6Yv0QwC1i9y2x8vd2cMB/AEAnPMLAAwAVH/xgTjn6zjn3pxzbzo39/3Izs5Gt27dEBMTg8aNG+PQoUMwNTUVOhapQgYNGoTVq1XDUkaNGoU9e/YInIhUdZW9SF8C0IgxVo8xpgfVwLDQF7Z5AKA9ADDGXKAq0tRUrmAFBQX49NNPcenSJdSrVw+HDx+m86CJIEaOHIm5c+dCqVSif//+OHnypNCRSBVWqYs051wOYAyAIwBuQjWKO5oxNpcx5l+42WQAgYyxqwC2ARjKaXhnhVIqlRg6dCiOHTuGGjVq4OjRo7C1tRU6FqnCgoKCMGbMGBQUFKBnz564evWq0JFIFcWoHpWdt7c3Dw8PFzpGpTFjxgwsXLgQJiYmOH36NF0sg2gFpVKJAQMGYMeOHbCzs0NYWBjs7e2FjqXTGGMRnHNvoXPokkrdkibaLzg4GAsXLoRYLMauXbuoQBOtIRKJ8Ouvv+LDDz9EYmIiunXrhoyMDKFjkSqGijQRzMGDBzF69GgAqmLduXNngRMRUpy+vj727dsHJycnREVFoXfv3pDJZELHIlUIFWkiiKioKPTt2xdKpRJBQUEYPny40JEIKZGVlRUOHjyIGjVq4O+//8bYsWNpVjJSYahIkwqXnJwMf39/ZGdno3///pg7d67QkQh5rfr16yM0NBT6+voIDg7Gzz//LHQkUkVQkSYVKj8/H59++ini4uLQvHlzbNy4EYyVNOcMIdqlRYsW2LRpEwBgwoQJOHbsmMCJSFVARZpUGM45Ro8ejbNnz8LOzg5//vknzSZGdMqAAQPwzTffQKFQoE+fPoiNjRU6EqnkqEiTCrNmzRps2rQJhoaGCA0NpXOhiU767rvv0KtXL2RkZOCTTz5BVlaW0JFIJUZFmlSIs2fPYvz48QCAjRs3omnTpgInIuTtiEQibNmyBW5ubrh58yaGDBkCpVIpdCxSSVGRJu9dYmIievfuDblcjkmTJqF///5CRyLknZiYmGDv3r0wNzfH3r17sXDhQqEjkUpKJ4o0Y8yghHUvXQSDaJ+CggL07t0bT548Qbt27bBo0SKhIxFSLho1aoSQkBAwxhAUFITDhw8LHYlUQjpRpAFcYoy1VN9gjAUAOC9gHlJK06ZNQ1hYGGrXro3t27dDIpEIHYmQctO9e3d8++234Jxj0KBBSEhIePNOhJSBrhTpAQBWMcYWM8ZCAAQCaCdwJvIGu3fvxo8//gipVIqdO3eCLvFJKqOZM2eiS5cuSE1NRd++fWlGMlKudKJIc86jAMwHMBJAWwBjOOcPhU1FXufOnTv4/PPPAQCLFy9GixYtBE5EyPshEomwdetW2Nvb48KFC5g+fbrQkUglohNFmjG2EcAEAI0BDAOwnzH2lbCpyKvk5eWhT58+yMzMREBAAMaNGyd0JELeq+rVq+OPP/6ARCLBsmXLsG/fPqEjkUpCJ4o0gOsA2nLO73POjwBoCYDO4dFS06ZNQ2RkJBo0aEAzipEqw9fXF4sXLwYAfP7553R8mpQLnSjSnPPlAAwYY06FtzM453RFBi20f/9+rFq1ClKpFDt27IC5ubnQkQipMOPHj0f37t2RlpaGgQMHQqFQCB2J6DidKNKMsR4AIgEcLrzdhDEWKmwq8qLExEQMGzYMALBgwQI0a9ZM4ESEVCzGGDZv3gxbW1ucOXMG8+bNEzoS0XE6UaQBzAHgAyAdADjnkQDqCRmIFKdQKDB48GCkpqaic+fOmDhxotCRCBGEtbU1tm7dCsYY5s6dizNnzggdiegwXSnScs55xgvr6IKuWmT58uU4efIkatSogV9//RUika58tAgpf+3bt8f06dOhVCoxePBgZGZmCh2J6Chd+Sa9zhgbAEDMGGvEGFsFmsxEa1y7dg0zZ84EAGzevBk2NjYCJyJEeN9++y2aNWuG+Ph4zbz1hJSVrhTpsQDcAOQD2AYgE6pTsojA8vPzMWjQIBQUFGDkyJHo1q2b0JEI0QpSqRRbt26FgYEBfvnlF+zZs0foSEQH6USR5pzncM5ncs6bc869C/8/T+hcBJg1axaioqLQsGFDLFmyROg4hGgVFxcX/PDDDwCAESNGICkpSeBERNcwzrX30C5jbD9ec+yZc+5fgXE0vL29eXh4uBBPrVXOnj2LNm3aQCQS4dy5czSrGCElUCqV6NKlC44dO4bu3btj//79VXbuAMZYBOfcW+gcukTbW9JLACwFcB9ALoD1hUs2VBOcEIHk5ORg2LBh4JxjxowZVKAJeQWRSITNmzfD3Nwcf/31F3777TehIxEdotVFmnP+D+f8HwBenPO+nPP9hcsAAK2FzleVBQUF4c6dO/Dw8MCsWbOEjkOIVrOzs8OKFSsAAOPGjcPjx48FTkR0hVYX6SKsGWP11TcYY/UA0CWVBHLu3DmsWLECYrEYmzdvhp6entCRCNF6Q4YMQdeuXZGeno4vv/wS2nyokWgPXSnSEwGcYoydYoydAnASNLpbELm5uZpu7unTp9OsYoSUEmMM69atg5mZGfbv34+QkBChIxEdoBNFmnN+GEAjAOMLF6fCC22QCvbtt9/i9u3bcHNzo25uQsrI3t4ey5cvBwBMmDABycnJAici2k4ninShZlCdK+0JoC9j7DOB81Q5kZGRWLJkCRhj2LhxI/T19YWORIjOGTZsGDp06IDU1FSaPpe8kU4UacbYVqhGercG0LxwoWH8FUihUCAwMBAKhQJjx46l0dyEvCXGGNauXQtDQ0OEhITgyBHqFCSvphNFGqqC/AHnfDTnfGzhMk7oUFXJypUrER4ejtq1a9OVfQh5Rw0aNMCcOXMAACNHjsTz58+FDUS0lq4U6esAar7NjoyxLoyxGMbYHcbY9Fds8z/G2A3GWDRj7Pd3SloJxcfHIygoCACwevVqmJqaCpyIEN03adIkNGnSBHFxcfi///s/oeMQLaUrRbo6gBuMsSOMsVD18qadGGNiAD8D6ArAFUB/xpjrC9s0AjADqpa6G2jU+EvGjRuHnJwc9OnTB35+fkLHIaRSkEgk2LBhA0QiEX788Udcu3ZN6EhEC0mEDlBKc95yPx8Adzjn9wCAMbYdQE8AN4psEwjgZ855GgBwzp++Q85KZ//+/QgNDYWpqalmMgZCSPlo1qwZRo8ejZ9++gmjR4/G6dOn6TKvpBid+DSoZx57cSnFrnYAEorcfli4rihHAI6MsXOMsTDGWJeSHogxNoIxFs4YC68qp03k5ORg3DjVof+5c+eiVq1aAicipPL57rvvYGNjg3PnzmHLli1CxyFaRquLNGPsbOF/sxhjmUWWLMZYaa6iXtIs9i9O8yOB6hzsjwH0B7CBMWbx0k6cryu8Ape3tXXVmOxswYIFiIuLQ+PGjTFmzBih4xBSKVlYWGiuIDd16lQ8e/ZM4EREm2h1keacty78rynn3KzIYso5NyvFQzwEULvIbXsAj0rY5k/OuYxzfh9ADFRFu0qLjY3VXGJvzZo1kEh05cgIIbpn4MCB+Oijj5CSkoKZM2cKHYdoEa0u0uXgEoBGjLF6jDE9AP0AvDjgbB+AtgDAGKsOVff3vQpNqYUmTJiAgoICDBs2DK1atRI6DiGVGmMMP//8MyQSCYKDg3HlyhWhIxEtUamLNOdcDmAMgCMAbgL4g3MezRibyxhTX4v6CIBUxtgNqOYEn8o5TxUmsXY4ePAgDh06BDMzMyxcuFDoOIRUCW5ubhg7diw45xg/fjxdgIMAABh9EMrO29ubh4eHCx3jvSgoKICHhwdiY2OxdOlSTJo0SehIhFQZ6enpcHR0RHJyMrZv346+ffsKHalcMcYiOOc0W2QZ6ERLmjE2hjFmKXSOqmDVqlWIjY2Fk5MTDRYjpIJZWFhg/vz5AFSDyHJycgRORISmE0UaqtnGLjHG/iicQaykUdvkHT158gRz584FACxfvpyuE02IAD7//HN4eXkhISFBM3iTVF06UaQ550FQjbjeCGAogNuMse8ZYw0EDVbJzJo1C5mZmejevTu6du0qdBxCqiSxWIyVK1cCABYtWoSHDx8KnIgISSeKNABw1cHzpMJFDsASwC7GGP3ULAfR0dHYuHEjxGIxli5dKnQcQqq01q1b43//+x/y8vI08+aTqkknijRjbBxjLALADwDOAfDgnI+C6hrTAYKGqySmTZsGpVKJkSNHwsnJSeg4hFR5CxYsgFQqxZYtWxAZGSl0HCIQnSjSUF1g41POeWfO+U7OuQwAOOdKAHTFh3f0999/4+DBgzA1NcXs2bOFjkMIAVC/fn2MGTMGnHNMmTKFTsmqonSlSNfjnMcXXcEY2woAnPObwkSqHBQKBaZMmQIAmDFjBqrKlKeE6IKgoCBYWFjg+PHjOHz4sNBxiAB0pUi7Fb1ReAnKZgJlqVRCQkJw9epV2NvbY8IEukonIdrEyspKc0x66tSpUCgUAiciFU2rizRjbAZjLAtA46IX1wDwFMCfAsfTefn5+Zg1axYAYP78+TA0NBQ4ESHkRWPGjIGDgwOio6Px22+/CR2HVDCtLtKc8wWcc1MAi1+4uEY1zvkMofPpuuDgYDx48ADu7u4YOHCg0HEIISXQ19fXzF/wf//3f8jPzxc4EalIWl2kGWPOhf+7kzHW9MVF0HA6LisrC/PmzQOgakWLxWKBExFCXmXAgAFwc3PDgwcPEBwcLHQcUoG0ukgDUE8cvbSEZYlQoSqDFStWIDk5Gb6+vujRo4fQcQghryEWi/H9998DAObNm4fs7GyBE5GKotVFmnM+gjEmAhDEOW/7wtJO6Hy6KjU1VXOR+e+//x40y6ru45yDK5VQymRQKpWqRaEAl8vBlUqh45Fy0KNHD/j6+iI5ORkrVqwQOg6pIDpxFSzG2AXOua/QOdR0/SpY06ZNw+LFi9GpUyccOXJE6DikEOccCoUCMpkM8pwcKBMSwOPjgQcPkO3nB4VIBIVCAcsFC2Bw6RJEGRkQPX8OUV4eWG4uRHI5Lndrgb9GdUcvh16QPHkC5w4dwBmD0sAA3MAASkNDKM3MoDQzQ9rkyZD5+EAsFkM/JgbSx4/B6tQBc3CApFo1SKRSSKVSiERa/Vu+Sjl16hTatm0LMzMz3Lt3D9WqVRM6UpnQVbDeAudc6xcA30I1sxgTOgvnHLa2thyAZgkPD+fh4eHF1s2ePZtzznnRbZs2bco55zwwMLDYtomJiTw0NLTYuuDgYF44Fapm8fPz45xz7ufnV2w955wHBwcXWxcaGsoTExOLrQsMDORJSUmcMaZZZ2tryznnfPbs2Tr7mjjnvGnTpjrxmtasWVNs3aZNm/iFCxeKrfvcyIgrRSLetMg662rVeFRUFB81alTx11S4FF3HPmZ819ld3NrK6r/XBHAO8MAXtj1+/DhftWpV8dcEcLmpabF1bdu25fHx8bxjx47F1iuVykr576QLr6lr1666+JrC3/Z7t6ouutKSzgJgDNWc3XkAGFQfPDMh8uhyS3ry5MlYtmwZ/P398eefdBbb+6JUKpGfn4+8vDzNf2VPnkB65QoMo6JgeOMGnvv4IHXwYACA0eXLqD9kiGZ/zhgUtrZQ2tlBaW+P3LlzIapdG2KxGJLoaIhyc8GsrCAyN8flnDsYcWoyIp9eBQAM8RyCpZ2WoppRNWy5ugWB+wOx8IM5GOc8FDwrCzwtDTwtDXJ3dyjMzaFQKCD+/Xfo7d4NUWIixA8fQvT8uSZLrqMj7u7eXRiMw2HECOTXqYM8NzfkNWkCuLhA39AQBgYGmkUikVTcm13FhIWFwdfXFyYmJoiLi9Op1jS1pMtOJ/6SuOo0LPKOkpKSsGbNGgDAnDlzhA1TiXDOkZ+fj9zcXOTk5CAvLw95eXngnMP0+HGYnjkDy4gI6MfFFdtPTyKB/tdfQyqVQq9GDSgXL4bI2Rlo1AjMwQESfX3NtgZFd2zRAgCQI8vB7JOzsSxsGZRcCQcLBwT7BaNTg06aTaOeRKFAUQAry1oQ29oCtrb/PX/Rxxw9WrWoXhCQnAzcuQMeEwOpWIz69eujoKAA8rt3YRIWBpOwMM2uChMT5DRujBxvbyR27w5ZrVqQSCQwNDSEoaEhjIyMYGhoSGcQlJOWLVuiS5cuOHz4MJYuXaoZUEYqJ11pSbcpaT3n/HRFZwF0tyU9ceJErFixAp988gn27t0rdBydpVQqkZubi+fPnyMnJwc5OTlQKpUQPX8O47AwPG/ZEkpjY+jp6cFu6lQYh4YCALiBAdCsGViLFoC3N9C8OdCw4VtlOH7vOEYcGIF7afcgYiJMaDEBc9vOhbGe8UvbRjyKQFPbppoBgsfvHUdL+5YlbvtGeXnAhQvA5cvAv/+CX7gAlpCguTtxxw5kuLtDqVTCIDoa3MAA+fXrA4xBX18fRkZGMDY2hpGREV2v/B1cvHgRLVu2hImJCe7fv4/q1asLHalUqCVddrpSpPcXuWkAwAdABBdohLcuFunHjx+jfv36yMvLw5UrV9CkSROhI+kMzjlyc3ORnZ2tKczqvxvpw4cwO3kSZmfPwujSJTCZDHl//AHpp5+qWo6HDwNRUUCbNoCXF/COhSktNw1Tjk7BpshNAACPGh7Y4L8BPnY+pdo/JiUGnms9YWtq+1Kr+60lJgJnzwJnzgBLl4Lr6aGgoACi7t0hPX4cMnt7ZH74IbI++gjPfXzApVIAgFQqhYmJCYyNjWFiYkJd5GXUrVs3HDp0CF9//TUWLlwodJxSoSJddjpRpF/EGKsN4AfOeX8hnl8Xi/SECRPw448/olevXtizZ4/QcbSeXC5HVlYWsrKykJ2dDWXR05hkMthu2QLTv/+G3vXr/60XiYCWLYFZs4AuXco1D+ccu2/uxpiDY/Dk+RPoifXwf23+D1M/mAo9cekLf/TTaAzaOwiRSapLH37m+RmWdVqGakbv4bjml18Ce/YAKSmaVUozM+S0b4+UXr2Q7eVVbHMDAwOYmprC1NQUhoaGdGrgG/z7779o0aIFjI2Ncf/+fZ24OA4V6bLT1SLNAFzjnHsI8fy6VqSfPn0KBwcH5ObmIjIyEp6enkJH0jrq48qZmZnIyspCbm5usfsNs7JgWLcujI2NYWxkBEmTJsCNG4CJCdCtG+DvryrM72kQT0xKDFx+dgEHxwe1P8AG/w1wru785h1LIFPIsPTCUnz7z7fIk+fB2sgaq7quwv/c/lf+hVGhAC5dAg4cAP78Eyj8UcNXrULe8OGq3oknT/BcqQQvcqqXWCyGqakpzMzMYGJiQqeBvYKfnx/++usvBAUF4bvvvhM6zhtRkS47nSjSjLFVUA3nB1QTsDQBEMc5HyREHl0r0t988w0WLFiAHj16ILTw+ChRFea8vDxkZGQgMzMTBQUFmvsYYzARiWB1+jSMd+6E6ORJ4PZtoH591Qb79wOMAR06AAYGr3iGd89XtGjOOjELtqa2GOk9EiL27kXrduptBO4PxD/x/wAA/Bz9sLrbatQ2r/3Oj/1KsbHA7t3A8OFAjRqqdV9/DR4SgoK+fZHRsyfSbGwgk8k0uzDGNAXb1NSUBqAVceHCBbRq1Qrm5uaIj4+Hubm50JFei4p02elKkR5S5KYcqgJ9Tqg8ulSk09PTUbduXWRmZuLChQto2bKl0JEEl5+fj/T0dGRkZBQrzOrWm0VCAoxDQsB++w3IyFDdqacHhIQAvXtXSMbbqbcx4sAITGs1DV0bdX1vz6PkSmy4vAHTjk1DRn4GTPRMsLD9QoxqPqpcfgiUSps2quPZhXjr1pANG4aMDh2QKZMV69VQF2xzc3OYmppSCxtA27ZtcerUKSxYsADTp08XOs5rUZEuO50o0gDAGNMD4AxVizqGc17whl3eG10q0vPnz0dQUBDatWuH48ePCx1HMHK5HBkZGUhPTy/2pS8Wi2Fubg4zMzMYGxiAdegA/PPPfzs2bw4MGwb07QtYWVVY3qXnl2LKsSnwruWNf7/4970fn32U9QhjDo7B3luqUf/v2qVeJpwD584Bv/wC7NgBqOeltrQEVq6ErG9fZGZmIiMjAzk5OZrdRCIRzM3NYWlpWaWPYR87dgydOnWCtbU14uLiYGRkJHSkV6IiXXY6UaQZY90ABAO4C9VEJvUAfMk5PyREHl0p0s+fP4eDgwNSUlLw999/o3379kJHqlCcc2RnZyMtLQ1ZWVmaEdkikQhmZmawsLCAcU4OWPXqqkFfANC/P3DwIDB4MBAYCFTg8fvM/EyY6avm55Er5Zh3eh7G+ox9P4O6XmHPzT346uBXSMpOgr5YH3fG3YG9mX2FPT+ys4Ht24F161THsk+fBj78UHVfRgYKDAyQmZWF9PR05OXlaXbT09ODpaUlLCwsIC0cPV5VcM7h4+OD8PBwrFy5EmPHjhU60itRkS47XSnStwD4cc7vFN5uAOAvznkF/Mx/ma4U6RUrVmDixInw8fFBWFhYlWlpyGQypKWlIS0trdixTRMTE1hYWMDMzAyi27eBZcuALVuAXbuA7t1VGz1+DJiZAcZvcQ7xW8qR5WDOqTnYdGUTokZFwdbU9s07vUdpuWmYemwqREyEdT3WCRfk2jXAw0N17B8A/PxUp3tNngz07Ys8hQLp6elIT0+HXC7X7GZmZgYrKysYGxtXmc/8vn370KtXL9jb2+Pu3btaew46Femy05UifZpz3qbIbQbgn6LrKpIuFGmZTIb69evj4cOH2LdvH3r27Cl0pPdKfS5zamoqMtTHkaE6F1fdwtLT0wMiIoAFC1SnBqk/+0FBgEAjY0/eP4nA/YG4m3YXIibC5p6b8ZnnZ4JkeZGSKzXHpU/Hn8a+W/vwXdvv3m4SlHeVkQE4OwNJSarbdeoAU6cCw4eDGxggKytL02Oipqenh2rVqsHCwqLSDzZTKpXw8PDAjRs3sHnzZgwdOlToSCWiIl12ulKk1wCoC+APqI5J9wEQA+AcAHDOK/TEX10o0iEhIRg0aBBcXFxw/fr1SjvAhnOOjIwMpKamFjvWbGpqCisrK5iYmKhaUxcvArNnA+qrfunpAUOGAJMmqb78K5i6tbrxykYAgHsNd2z031jqSUkqkpIr4bHGAzeSb2Bxx8WY0mqKMEHy8lSD95YsAW7dUq2rUUPVsv7qK8DYWNOL8uzZM03rWiQSwdLSEtWqVdPaFmZ5+PXXXzF06FC4u7vj2rVrWtmLQEW67HSlSG9+zd2cc/55hYWB9hdpzjmaNm2KyMhIbNiwAcOHDxc6UrlTKBRIS0tDSkqK5stYLBbD0tISVlZWL38Zz5unmmTExAQYORKYOBGoVUuA5MWP++qJ9TCrzSxM+2BamSYlqWgRjyKw5MIS/NLzF+hLVHOKv3iKWIVRKlXnXM+fr+oZ0dMD7t4F7P87ds45R2ZmJlJTU4sNNjMzM0P16tW1enDV2yooKEC9evXw6NEjHDp0CF3KeUKd8kBFuux0okhrG20v0sePH0eHDh1gY2ODuLg4GLyn83iFIJfLkZqaitTUVM0sYPr6+ppuTU2PQVQUkJCgmmgEADIzVcegx42r0FHaRb04grp1ndZY32N9xYygLmepOan4+NePEfRh0PuZBKU0OFf1jMTEAOPHq9YplarWdt++milYix4GUX/fGRsbw9rautIdt160aBGmT5+O9u3b4++//xY6zkuoSJedThRpxlg9AGMBOKDIlbs45/6l2LcLgB8BiAFs4JyXOMktY6w3gJ0AmnPOX1uBtb1Id+nSBUeOHMG8efMwc+ZMoeOUC5lMhpSUFDx79kzzRWtkZARra+v/urQBIC5OdYz5999VXaF371boILCScM6x4fIGTD02FRn5GTDVM8XCDgvLbVISISw8uxAzjs8AAPRw7IHV3VdX7CjwV/n9d2DgQKBePdU4g/79NSP3ZTIZUlNT8ezZM80PPENDQ1hbW8PU1LRSFOv09HTUrl0b2dnZuHz5MrxemHpVaFSky05XviH2AYgDsArA0iLLazHGxAB+BtAVgCuA/owx1xK2MwUwDsDF8ossjGvXruHIkSMwMjLCyJEjhY7zzmQyGR4/fozY2FikpqaqLv9oaor69eujfv36/325pqUBU6YATk6qlpRUqmpNFRndLYTsgmy029IOIw6MQEZ+Bvwc/RA9Ohqjm4/W2QINANM+mIZ1futgrm+O/bH74fqzK1ZfWg0lV7555/fJ2hpwdQXu3wcGDVKd537yJADVIMKaNWvCyckJNjY2EIvFyM3NxYMHD3D37l1kZmZCFxotr2NhYYHAwEAAwJIlSwROQ8oF51zrFwAX33I/XwBHityeAWBGCdutAOAH4BQA7zc9brNmzbi2GjJkCAfAx44dK3SUdyKTyfjjx4/59evXeVRUFI+KiuLx8fE8JyfnxQ05X7WKcysrzlUdoJwPGsR5XJwwwV+gVCp5z209ufUP1nxb1DauVCqFjlSuEjMTea/tvTjmgGMO+AcbP+A3k28KG0ou53zzZs7t7P77TPTowXlsbLHNFAoFT05O5jdv3tR8xu7cucOzsrKEyV1O4uLiuFgs5mKxmMfHxwsdpxgA4VwLaoouLbryU/5HxthsxpgvY6ypeinFfnYAEorcfli4ToMx5gWgNuf8QDnmFURSUhJ+//13iEQiTJgwQeg4b0WpVOLp06eIjY1FSkoKOOcwMzNDw4YNUadOHRgaGhbfgXNg9Wrg2TPg44+B8HBg61agbl1B8gPA5ceXcSP5BgDVNJbBfsG4+dVN9HPvVym6VIuqZVoLe/ruwa4+u1DTpCbOJZyD51pPzDs9DwUKgSYFFIuBoUNV8+4KP0UAACAASURBVITPm6caLLh/v2qwWREikQjVq1eHo6MjatasqWlZx8XF4f79+y9dZEVX1K1bF3369IFCocDPP/8sdBzyjnSlSHsACASwEP91dZemL6ekb0RNfxZjTARgOYDJb3wgxkYwxsIZY+HJycmlCl3R1q1bB5lMBn9/f9RXXwhCR3DO8ezZM8TGxuLp06dQKpUwMTFB/fr1UadOneKD3x48AFJTVf8vlQJr1gB79wInTgDNmgnzAgr9eetP+Kz3wbA/h0GhVAAAbExsKnTWMCEEuAbgxugbGO41HAWKAsw6OQve67zxb+K/woUyMgJmzlRdGOXrr1WDBtXu3NGcJ1+0WNeoUQMikQjPnz/H3bt3kZCQUGx+d12h/pG+fv36YqPbiQ4SuilfmgXALQB6b7Hfa7u7AZgDSIHqeHccgDwAj/CGLm9t7O7Oz8/nNWvW5AD4iRMnhI5TJllZWTw2NlbT5Xj79u2Suxzz8zlfsIBzIyPOhw+v+KClkJGXwesur8snHp7Ic2W5QscRxPF7x3mDHxtwzAEXfSviEw9P5PnyfKFj/efpU84tLDj/6CPOr19/6W65XF7sUMv169f548ePuVwur/is78DHx4cD4OvWrRM6igaou7vMi660pK8CsHiL/S4BaMQYq1d4gY5+ADTXauScZ3DOq3POHTjnDgDCAPjzN4zu1ka7d+9GUlIS3N3d8fHHHwsdp1Ty8/MRHx+PuLg45OfnQyqVwt7eHg0aNICJiUnxjc+dA7y8gBkzgJwcICtLda1igaXnpWP639PxvOA5AMBM3wzRo6OxrPMyGEgqz6lvZdGuXjtcG3UNU1tNBQBce3INUpEWzad98yYgkagupNKkiaq1/cJFV2rWrIlGjRrB3NwcnHOkpKTg9u3bSEtLU//A13rjCnsOVq1apTOZSQmE/pVQmgWqAV3PAByBqsiGAggt5b7dAMRCdXGOmYXr5kJVjEt6Hp0cONayZUsOgAcHBwsd5Y0UCgVPSkrStFSi/7+98w6Pqkr/+OfMpEMqgUB6IoIgRdfQRCkBC1FAsIEgIoiIqKtiY139obuWhWVdC6KAIKC4IkoRZFkhQYogHZGmQCCEFEhgEtIzmfP742YmgUxCyrSE83meebi598y57yGZee85532/78GDMjMzU5aVlVVtbDBI+cQT0hIA1LatlOvWOd5oKyw7uEy2/mdryTTki/970dnmuCS7zuySx88ft/ycYkiRWflZTrSonOxsKSdOvPTvasMGq03z8/PlsWPHLgkuqxLA6IIUFxfLkJAQCcikpCRnmyOllGomXY9XY8mT7mvtvJTyJ2vn7Y2r5Unv2LGDHj16EBgYyOnTp2nm5LzgmsjNzSU9Pd1S+CIgIICQkBDrlYsuXNAKLJw5o818Xn5Zm/VcHjzmYNIvpjP5h8kWUZKbI25m3uB5dGjZwal2uTpSSgYsGsDBcwdZ8eAKekX0crZJ2grN44/DIS3Qjzff1JTpLkNKTX42IyPDonAXFBRkSeVyVaZNm8Ybb7zBsGHD+O47h6onW0XlSdcdtys3cT7OcsaNhQ8//BCAxx57zGUdtDnfOTc3FwAvLy/atGlTs72BgXDHHXDwIMybB506Ocha60h5qShJc4/mvDvgXSZ1m9Soc54dRU5xDiZpQkpJuxbtnG2ORu/esHcvTJ+uyYxWU85VCEFAQAC+vr6cO3fOIqyTm5tL69at8ff3d8nI/YkTJ/L222+zcuVKTp06RZQTsx4U9cOlZ9JCiC1SyluEEBepFJWNFrUtpZR+zrDLlWbS586dIzw8HKPRyPHjx4mOjna2SZcgpRa1nZmZiclkQqfT0apVK1q0aGH9S231ak0prHt5oYmCAvD01NJqnMix88eY8P0ENp7cCEDCtQnMvms2kf6RTrWrsWGSJpIvJHNN0DUAlJSV8PVvXzOqyyjnP+icO6eJoZhZtAiGDgV//ypNi4qKSEtLs0RON2/enNDQUJcs4DF69Gi+/PJLXnnlFd555x2n2qJm0nXHpR//pZS3lP/rK6X0q/TydZaDdjU+//xzSkpKSEhIcDkHXVxcTHJyMunp6ZhMJnx9fWnbti3BwcFVHXRuLowfD4MHw8MPa84ZtDQaJzpoo8nIP7b8g86zO7Px5EaCfYJZMnwJq0euVg66HuiEzuKgAd7Z/A5jVoyh7+d9OZJ1xImWcamDXrtWq5LWuTNs2FClqZeXFzExMYSGhqLT6cjLy+PYsWMWVTxXYtKkSQDMnz+/UaaTXe24tJNW1IzJZOLTTz8FcCkJUCm1aNhjx45RUFCAm5sbERERREVFWZ9pbNkCXbrA/PnarHniRO1fJ7MnfQ/d53bnlQ2vUGQs4uEuD3N48mFGdh7pkkubjZHOIZ0JaRbClpQtdP2kK29test5IiiViYnRJEVPn4aBA7WqaUVFlzQRQhAUFES7du3w8/PDZDKRnp5OcnIyxcXFTjK8KjfffDOdOnXi7NmzrFixwtnmKOqIctKNmMTERI4fP05kZKTLlKUrKSkhOTmZjIwMpJQEBATQtm1b/K0sGVJaqhXD6NsXTp2CP/0J9uzRajw7eXlbSskTq59gb8Zeovyj+O+o/7Jo2CKCfYKdaldTY3iH4RyafIhxN4yjpKyEvyb9lbg5cew8s9O5hl13Hfz8sxZIptfDv/+tbcH89luVpm5ubkRGRhIREYFer6egoIDjx49fUgzGmQghmDhxIoDloV7RiHB2eHljfLlKCta9994rAfm3v/3N2aZIk8kks7Oz5cGDB+WBAwfk4cOHZU5OTk1vkPL226UEKYWQcupUTazEyRjLKgQr9qTtkc+ufVZeLG7cWs6NhfXH18vY92MvEUHJK85ztllS/vKLlqIFUnp6SvnDD9U2LS0tlSkpKZZ0reTkZFlSUuJAY61jMBikj4+PBOTRo0edZgcqBavOLzWTbqSkp6ezcuVK9Ho948aNc6otRqOR06dPk5aWhslksmht+/nVEDYgBIwbB5GRsHEjvP22pf6vMzAUGZiwagIPffeQ5dyNbW7kvTvfo7lH8xreqbAVA2IHcGDSAV7o9QIA721/j86zO/Pj8R+da1j37loE+GOPQUgI9OxZbVPz1k54eDh6vd6yV23OanAW/v7+jBgxAtDkgxWNB+WkGynz58/HaDQydOhQQkNDnWZH5S8hnU5HeHg4ERERuLlZye4rLNQcspkHH9TUn/r0cZi91ZFTlMNXv33FiiMrOHb+mLPNuWrxcfdhxu0z+OWxX+ga0pVkQzK3f3E7Y1eM5XzheecZ1rw5zJ2rOevAQO1cSYm2PWMF8zZPs2bNKCsrIyUlxfIQ6yzMcSsLFiyg6LL9dYXropx0I6SsrIy5c+cCWPaaHI2UkrNnz3Ly5EmMRiPe3t60bduWgIAA60FVf/yhzUDuuOPSLzYfH8cZfRln889a6h9HBUSx8J6F7Ju4j7ZBbZ1mk0IjLjSOnRN28nb823jqPVm4fyHDvx7ubLMgKKji+OWXoUcPeO89S7GOyri7uxMdHU3r1q0RQnD+/HlOnDjhtKCyuLg4brzxRs6fP8+3337rFBsUdUc56UZIYmIip06dIiYmhoEDBzr8/kajkZMnT3L27FkAWrZsSWxsbPU5osuWadWpfv1VW962Nst2IFJqoiTtPmzHp7sqAmnu7XivUg1zIdz17ky9dSq/TvqVftH9eCv+LWebVIGU2t+x0agFOg4fDgZDlWZCCIKDgy2fj6KiIo4fP47BSlt7UzmA7LPPPnP4/RX1QznpRsiCBQsAGDt2LDqdY3+F+fn5HDt2jPz8fPR6PdHR0YSEhFifPRuNMGUK3H+/VhDj/vth924t3cpJ/JH9B/GL4pnw/QRyinPYnLLZabYoake7Fu1IHJNI78jelnPP/vdZZu+cbVkJcThCwIwZsGKFJnayYoWWsnXggNXm3t7eXHPNNfj7+2MymUhNTXXK8veIESPw8vIiKSmJ5ORkh95bUT+Uk25kGAwGli9fjhCCRx55xGH3lVLLfU5OTsZoNOLj40Pbtm2rVqsyk5mp5Zf+61/ajOP99+Hrr6GmYDI7YhYl6fJJFzae3EhLn5YsGb6EL4d/6RR7FHWj8kPgvox9vP/L+zy37jlOGk46zyjQFMn27NGqaR07pi1/L1litaleryc8PJzQ0FDL8ndycrJFx94R+Pv7M3y4tm2wcOFCh91XUX+Uk25k/Oc//6GoqIj4+HiH6fCan/wzMjIACA4OJiYmxnpRDDMGg/bl1bo1JCXBM89osw8ncLkoyZiuY5QoSSOma0hXvrn/G2bePpPYwFhAe4gsLXOcs7uE2Fgtp/qRR7TgyK++srpHDRUCKLGxsbi7u1NYWGhZmXIUjz76KKCpFTozkE1RO1xau9tVcaZ2d48ePdixYwdffPEFo0aNsvv9SkpKSElJoaioCJ1OR1hYmHVhEmskJWmiEG3a2NfIaigsLWTaxmnM3DaTMllGlH8Un979KXe0vcMp9ijsx+L9i5nx8ww+G/IZ3cK6OccIKSv0vgMCrtjcnLpodtChoaEEVQ5MsxMmk4mYmBhSUlLYsGED8fHxdr+nGaXdXXfUTLoRcejQIXbs2IGfnx/Dhg2z+/0KCgo4ceIERUVFeHh4EBsbW72DNu8/V1Y06t/faQ46KTmJzrM7M/3n6ZikiWd7PMtvT/6mHHQTRErJRzs/4sDZA/T8rCdT1k0hv8RxM1MLQmizabODLimB0aOtqpSBllMdHR1NcLCmYpeWlkZaWhr2njjpdDrLVpk5vkXhuign3Ygwf6BGjBiBj51TlwwGg2X/uVmzZsTGxuLl5WW9cU4ODBmi7T8//7xWTciJ/DXxr8Qviuf4heN0atWJbeO3KVGSJowQgqRHkiwiKP/a/i/XEEH55z/hyy+hVy+tupsVhBC0bt2asLAwyz71yZMnKSsrs6tpY8eOBeDbb78lJyfHrvdSNAzlpBsJpaWlLF68GKjYU7IHUkoyMzNJTU1FSklQUBDR0dHWxUkAjh/XvoTWroXgYPjvfy+tJuQEuoV2w0PvwZv93mT347vpEd7DqfYo7I9LiqA89xyMGAF5edpD7MyZ1e5VBwYGEhMTg5ubG/n5+Zw4ccKuFatiY2Pp27cvhYWFLF261G73UTQc5aQbCevXryczM5P27dvTo4d9nI7JZOLMmTOcK58Jt2nTxhKJapWtW7Vo1sOH4frrYccOuPVWu9hWE+kX01lyoCKiduh1Qzn+zHFe6/saHnrXq++rsB/WRFA6zOrA1799bfdl5Cp4e2uR3m++qTnnF16Axx/XCstYwcfHh9jYWDw9PSkuLub48eOWetX2wPyw/8UXX9jtHoqGo5x0I2FJeVrH6NGj7RKRXFZWxqlTpzAYDAghiIyMpEWLFtW/YeVKiI+H7GxISNCiW2NibG7XlTAUGeg0uxNjlo9hT3qFklm4X7jDbVG4BpVFUPpE9eFs/llGfDuCof8ZSmpuqmONEQJeew2WLtWc9rx52uclL89qc3Psh1lONDk52W6638OGDcPLy4tNmzZx+vRpu9xD0XCUk24EFBQUsHz5cgBGjhxp8/6NRiPJycnk5+fj5uZGbGxszcUxADp0gGbNYPJkzWE7Kf85wCuAMV3GcGfbO2np49xldoVr0a5FO5IeSeKTuz7Bz9OP73//nus/vp5F+xc53pj779d061u10j433t7VNjWLBAUGBiKlJCUlhQsXLtjcJD8/PwYPHgxoqZ0K10Q56UbAqlWryM/Pp0ePHlxzzTU27du8rFY5gtu7ui+QyjmV7dppMp8ffuhQmU+jycj0rdNZd2yd5dz026bz/cjvifCPcJgdisaBTuiYGDeRQ08eYmj7oeQW56IXTqpV3r27tiX05ZcV9dJryKcODQ2lZXl8h3kbytZL9g89pFV9+/JLJerjqign3QgwL3XbOi+6qKjIonjk5eVVs/52fr4W/PLRRxXnwsMdKlBiFiV5ef3LTFw9kWKjVqjAXe+uREkUNRLmF8byB5eT9EgSD3WuKEe6NWWrY0VQoqK0mTRowicJCfCj9Sh0IQQhISG0KU9jzMzMJDMz06aOetCgQQQEBLB//34OHjxos34VtkM5aRcnOzubtWvXotPpeOCBB2zWb2Fh4SUpVubIUqucO6flPK9ZowXBODhlo6C0gJd/fJnuc7uzN2OvRZTE083ToXYoGjdCCPpF97M80B3JOkL8oni6ze1GQan9ArSqZe5cLRsiIQHKMzes0aJFCyIitFWirKws0tPTbeaoPT09ue+++wD46quvbNKnwrYoJ+3ifPvttxiNRgYOHEhISIhN+szPzyc5OZmysjJ8fX2JiopCr69mCfDkSejdG3buhOho2LxZKyjgIJKSk+gyu4tFlOTPPf6sREkUNiGnKIdwv3DiQuPwcXdCydSnnoIXX9SEgMaM0VK0qsHf35+oqChLLrU5RdIWmJe8lyxZ4vgIeMUVcW7NQMUVMe8VmT9IDSU/P59Tp05hMpnw9/cnPDy8+qXiAwe0+s/p6dC1q/bU37q1Tey4EoYiAy/+70Xm7Z0HQKdWnZg3eJ7KeVbYjB7hPfj1iV8pkxXCIdtObyO/NJ+BsQ4oAavTwfTpmirf889rKVpnz8K771rdRjI/UKekpFgESGr8/NaSPn36EBoaSnJyMtu3b6dXr14N6k9hW9RM2oVJTU1l06ZNeHl52UQGNC8vj5MnT2IymQgICKj5A759O/TpoznoPn3gp58c5qC/O/wdHWZ1YN7eeXjoPXij3xtKlERhF5p5NMPPU8tMKDIWMXblWG5bfBuPrnzUcSIozz2nLXe7uWlOe/x4bXZthebNmxMdHY1OpyMnJ4fTp083ePar1+stWSNLqqngpXAeykm7MN9++y0ACQkJV06JugJ5eXmcOnUKKSUBAQEWGcJqCQ4GT0+45x5Yt84hS9zpF9O5d+m93Lv0XjLyMrg54mb2TtzL631fV6IkCrujF3rGdh2Lp96Tz/d9TodZHVh6cKljloBHj4ZVq8DHBwoKagzI9PHxsTjq3NxcmzjqESNGANp3jqqM5VooJ+3CmJ20ObCjvhQUFJCSklJ7Bw3Qtq02m/7mG6hOs9vGfHPoG747/B3NPZrz4aAP2fzoZjq27OiQeysUZhGU/U/s59bIWzmbf5YHlz3IPV/f4xgRlEGDYNs2rZJWdTEi5VzuqBu6R33TTTcRFRVFeno627dvr3c/CtujnLSLkpGRwZYtW/Dw8OCuu+6qdz+FhYWXLHHX6KAXL9aKZJiJjrZ7DnRhaaHleHK3ybzQ6wUOPnmQp7o/hU6oP0+F42kf3J6NYzdaRFBWHV3F9R9fzye7PsEk7TzL7NIFzGmQeXnw9NPVZlNUdtQ5OTkNqqAlhGD48OFAxeRA4Rqob0EXZcWKFUgpuf322+u91F1UVGRx0H5+fjU76DlztDJ7U6bA7t0NsLx2mKSJGVtnEPN+DGdyzwCg1+mZcfsMIv0j7X5/haImrImgTFozif4L+3M066hjjJg8WdMluO02OG99f9zHx8cS9X3hwgUyMjLq7ajvvfdeQHPSKsrbdVBO2kUxP82aPzh1paSkxFLyztfXt+YgsQ8+gIkTNfWjd9+Fm26qr9m1RiDYcnoLmfmZfHf4O7vfT6GoD2YRlKX3LaVVs1ZsOrWJrp905e3Nb9tfBOWNNzQ9/J07NZ38akrANmvWjMjISIQQZGdnWwrk1JVevXrRpk0bTp06xZ49e678BoVDaPJOWghxpxDiqBDimBDiFSvXnxdCHBJC/CqE2CCEiHKGnZXJzs4mKSkJNzc3hgwZUuf3G41GTp48idFoxMfHh4iICHS6an7VM2bAn/+sHX/wAbz8cgMsr5nC0kLL3p4Qgo8TPmbtqLU83eNpu91ToWgoQgjuv/5+Dk8+zKM3PEpxWTGvJr7KnN1z7Htjsy5Bu3awfz/07QsZGVabmh/EAc6ePcv5ambeNaHT6SxL3suWLau32Qrb0qSdtBBCD8wCBgEdgZFCiMsjkfYCcVLKLsAyYLpjrazKypUrKSsrIz4+nqCgoDq911zNqqSkBC8vL6Kioqp30O++Cy+9pEWSzpmj7X/ZiY0nN9Llky7ct/Q+ykxaXmqYXxh3tr3TbvdUKGxJkHcQ84fO58eHf2RI+yFMuGmC5ZrdlofDwmDTJujUSSsJ27+/lhZpBX9/f0JDQwFIS0uz5FLXBbXk7Xo0aScNdAeOSSlPSClLgP8AQys3kFImSSnNmoDbAafXOKzvUreUktOnT1NYWIi7u3vNSmIGg1YcQwiYPx8mTLDeroEYigw8/v3j9F/Yn2Pnj5Ffmk9GnvXZgELRGBgYO5CVI1Za0gKzCrLo9VkvNpzYYJ8bhoRAYqIWVHbkCPz739U2DQoKolWrVoCms5Cfn1+nW916660EBwfzxx9/8NtvvzXIbIVtaOpOOgyoXCg1tfxcdYwH1lq7IIR4XAixSwixq757PrUhJyeHH3/8EZ1Oxz333FPr90kpSUtLIy8vz1Lqzt3dvfo3BARAUpJWlH7s2IYbboXlh5fTcVZH5u6Zi4fegzf7vcnux3cT5lfTr0ChaFy8t+09fjnzC+9secd+s8+WLWHDBnj1VXjrrSs0bUlQUJClzGVxcXGtb+Pm5mb53lFR3q5BU3fS1iKlrH6KhBCjgThghrXrUso5Uso4KWWcuXycPVi7di2lpaXccsstlifi2pCdnc2FCxcQQhAVFYWnZzXFJypHbrdrB+UiBrYkIy+D+5bex/Clw0nPS7eIkrzW9zUlSqJockzrN413BrzDp3d/agnOzCvJs73DDg6Gv/+9Ii0yLw8yM6s0E0LQpk0bfH19LdtfxmoUzKxhXsFbsWKFTcxWNIym7qRTgcpFhsOBtMsbCSEGAq8CQ6SUtX/stANr1qwBqFPAWE5ODhnlASXh4eH4+FRTLOCf/4S4uEtzoW2IlJLP9nxGh1kd+PbwtzT3aM5Hgz5SoiSKJo273p1XbnmFa4K0Wu9SSoZ8NYR7vr7Hkl5ocy5ehDvv1Paoq3HU4eHheHl5UVJSQkpKSq2VxPr160ezZs3Yv38/qakOEHFR1EhTd9I7gWuFEDFCCA9gBLCqcgMhxI3Ap2gO+qwTbLRQVlbG2rXaanttBUwKCwstH6SQkBD8q5PvfP99reIOQGBgg229nGPnjzFw8UAe+/4xDEUGEq5N4OCTB5ncfbISJVFcVfye/Tu703ez6ugqOn7ckU93fWp7EZTiYsjN1YLJBgywmp6l1+uJiorCzc2NgoKCWoudeHl5MXCgVmDkhx9+sK3dijrTpL89pZRG4ClgHXAYWCqlPCiEeFMIYZ6qzgCaA98IIfYJIVZV053d2bFjB9nZ2cTGxtK+ffsrtjcajZfIfQYHB1tv+Omn8Oyz2vGcOfDooza0Gjac2EDn2Z1JTE4k2CeYJcOXsHrkaiVKorgqaR/cnkNPHmJI+yHkFufyxJonbC+CEhwM69dDx45w8KBWrc5gqNLMHEAqhMBgMNQ6Ncs8STCv7CmcR5N20gBSyh+klO2klNdIKd8qP/e6lHJV+fFAKWWIlPKG8lfdE5NthPkDcdddd11RW9scyV1aWoq3tzehoaHW37NoEUyapB1/9JFdori7h3WnVbNWjO4ymsOTDzOy88gGl89TKBozYX5hrHhwhX1FUFq10oLJrr0W9u7VtL8vXqzSzNvbm7AwLVgzPT2dvLy8K3adkJAAwPr16ykqKrKNvYp60eSddGOispO+EhkZGeTn5+Pm5kZkZKT1XOjvvtNmzVJqJfAmT7aJnYWlhby9+W3ySrQPu6+nL/sm7mPxsMUE+1Qzm1corjIqi6CMu2GcRQSl29xu7ErbZZubtG6tOeqoKK0gzt13a1W0LqPyStvp06cpKSmpsduwsDBuvPFGCgoK2Lhxo21sVdQL5aRdhNTUVPbt24ePjw99+/atsa3BYCA7OxshBJGRkdWnWl1/PYSGwrRpFfvRNmDMijG8mvgqryW+ZjkX6G37fW6FoikQ5B3EZ0M/Y/3D64kNjGV/5n56zOvBC/97gYLSqg61zkREaHnUoaEQHg7VfB+EhITQvHlzysrKOH369BUDydSSt2ugnLSLYA7QGDhwIF41lIYsLi4mLU0LUG/dunX1kdwA7dtrcoKvv25TW6feMpWuIV15sNODNu1XoWjKDIgdwIFJB3ih1wsAzNw2k86zO/Nr5q8N7zw2Fnbs0CrZVeOkzRHf7u7uFBYWkmklKrwylZ20Uh9zHspJuwi1Weo2mUyWVAp/f3/rkqF79sDHH1f8HBRUYwH52rDiyAqeWfuM5ec/tfkTeyfupWd4zwb1q1Bcbfi4+zDj9hn88tgvdAnpQn5JPuF+NhI5DAsD87bXxYuaMtllztXNzY2IiAhLMY6apEO7detGcHAwycnJHD582DY2KuqMctIuQFFREevXrwcqAjaskZaWRnFxMR4eHtYDxX7/XcudnDwZbKAWZBYlGfb1MD7c8SGJyYmWayowTKGoP3GhceyasIvERxIJ8tYetouNxXx/9PuGz1qlhMGD4bnnYOrUKpd9fHxo3bo1AGfOnKlWkUyv1zNo0CBALXk7E+WkXYBNmzZRUFDADTfcYKlkczkGgwGDwWDZh66iyX3mDNx+u5Yveccd2oe0nkgpmb93/iWiJB8O+pB+0f3q3adCobgUd737JSI/b21+iyH/GcKU/01pWMdCaIVz3NzgH/+wKl4UFBSEn58fJpOJ1NTUah8M7r77bkA5aWeinLQLsGGDJsx/xx13WL1eUlJi2Ydu06ZN1T3r8+c1x3zqFPTooc2iPeonv3n8/HEGLh7I+FXjMRQZGNR2EAefPMhT3Z9SoiQKhR2J9I/E39Of4R2GN7yzhARYsEA7njJFS8WshBCCsLAwy/702bPWdZxuu+02hBBs27aNAitR4wr7o751XYDERG0ZOT4+DvT5VgAAEZ5JREFUvso1KSVnzpzBZDLh6+tL4OVqYYWF2qz54EHo0AHWrIFmzepsg9FkZMbWGRZRkhbeLfhi2BeseWiNEiVRKBzAY396jJTnUrgl8hbLuX9t+xe/Z/9evw5Hj4b33tOOx43TvhsqodfrLSt3586ds1oxKzAwkBtvvJGSkhJ+/vnn+tmhaBDKSTsZg8HAnj17cHd3p3fv3lWuZ2VlkZ+fj16vJywsrOpe8NNPw88/a6kX69ZBixZ1tmFfxj56zOvBS+tfotBYyKjOozg8+TCjuoxSe88KhQPx8/SzHCcmJzLlf1PoMrsL72x+p34iKM8+q+1Ll5XBAw9oD/OVaNasGeaCQampqZSVlVXpon///po9iYlVrinsj3LSTmbTpk2YTCZ69OhBs8tmwEVFRZZlqPDwcNzM1W8qM3UqdOumOeiIiKrXa6CwtJCp66cSNyeOPel7iPCL4IeHfuCL4V/Qspn9Kn0pFIorc0PrGxh7w1iKy4r5S+Jf6i+C8tZbWjnaESO0tMzLaNmyJV5eXpSWlpKenl7lunmFLykpqe73VjQY5aSdTHVL3eZlbiklgYGB+Pr6Wu/gmmvgl180Dd86klWQxaydszBJE093f5qDTx5k0LWD6tyPQqGwPUHeQSwYuoAfH/6RmICY+ougCAFz58K8eRVlLiuh0+ksaVkGg4GLl0mL3nrrrej1enbu3FnlmsL+KCftZKpz0tnZ2RQWFuLm5mZJl7CwaBHMnFmRA1mHJemcohzKTNqSVoR/BPOGzGPruK18MOgDfD2reRBQKBROY2DsQA5MOsDzPZ8HKkRQNpzYUPtO3NwqvicMBnjmGa0edTmenp6W+vVpaWmXLHv7+vrSrVs3ysrK2Lx5c8MHpKgTykk7kXPnznHgwAG8vLzo2bNCGKS4uNiiBhQWFnZputWGDTB+PLzwAmzaVKf7rf1jLR1mdeDjnRViJw9c/wC9Ino1bCAKhcKuNPNoxsw7ZrJ9/Ha6hHThxIUTDFw8kHErx3Gh8ELdOhszBj78EEaOBKPRcjo4ONiy7H15tLd5EqH2pR2PctJOxCxc37t3bzw9PQFtmdtc99Xf3//SZe4DB2D4cO2DNWUKXEHj+3JKykpIz0vn+99tIJigUCgcTrewbuyasIu/9/87HnoPFuxbQIdZHfjm4De1/0zPmKEpEa5eDX/+s2VFzpyWBdpKXuWUK3PwmNqXdjzKSTsRa0vdBoPBEs3dpk2bisZpaXDXXVqh9/vu06paXQEp5SWBJkOvG8rqkatZO2qtitpWKBop7np3Xu3zKvuf2M8tkbeQmZ/JmBVjSLuYVrsO2reHlSvB01OTEJ4503LJ29vbEu1tjokBuPnmm/Hw8GDv3r21rkmtsA3KSTsR81Op+Sm1rKzMsszdunXrimju/HwYMgROn4abb9b2pK2VpqyEWZSk57ye7E3fazl/V7u70Ov0NbxToVA0Bq4Lvo6fxv7E7LtmM33gdML8tFmwlBKTrLnCFbfcUiFw8tJLsHy55VLLli1xd3enuLjY4pB9fHzo1asXUkp++uknu4xHYR3lpJ3EmTNnOHr0KM2bNycuLg7Q9qiNRiPe3t4EBARUNH7uOdi9W6t0s2IFeHtX269ZlKTT7E4kJicS4BVARl6GvYejUCicgE7oeCLuCZ7u8bTl3ML9C+m/sP+VRVAeeADefltb7h41CsqLaOh0OssqXmZmJsbyfWu15O0clJN2EuY/9D59+lieWrOysgCqFs/461+hTx9NMahl9fnL+zL20XNeT15a/xJFxiJGdR7FkaeOqLQqheIqwSRNTN86nU2nNrHjzI4rv+GVVzQ1sgkToF07y2lfX1+aN2+OyWSyrO6p4DHnYEUdQ+EIhBB06NCB+Ph4pJQWEYHAwEC8L58pR0bCxo3VploVlhby5k9vMuPnGZTJMiL8Ivjk7k9IuLb6iloKhaLpoRM6tozbwuf7PmdU51GW81kFWQT7BFd9gxAwZw5cVrBHCEGbNm34448/uHDhAkFBQXTv3p3WrVsTExNDaWkp7tXUrVbYFqGifOtOXFyc3LWrHso/VjCZTOTn53Pq1Cl0Oh3t2rXT9qI3btTkPqdOrTEP+qeTPzHh+wn8cf4PBIKnuz/N3+P/rnKeFQoFAEeyjnDTnJuYFDeJN/u/iY+7T/WNs7K09KzXXwe9noyMDLKysvDx8SEmJgYpJborxMPUhBBit5Qyrt4dXIWombSTEUJYlpNatWqlOehjx+Dee7XqVtHR8NBDVd5nKDLw8o8vM2fPHAA6tuzIvMHzVM6zQqG4hJ9O/kSRsYiZ22ay/Mhy5tw9hwGxA6o2lBIGDYJdu6CoCP7xD1q2bMmFCxcoKCggLy+veuVDhd1Qe9JOJjc3l6KiItzc3AgKCtLUgAYP1hz0XXfBgw9WeU9+ST5dZndhzp45uOvcmdZ3Gnse36MctEKhqMLEuIlsG7+Nzq061yyCIoRWf9rNTUvx/Pxz9Ho9wcHaMvnZs2eVvoITUE7aiUgpLco+LVu2RCelpgJ05Ah06gRLllTZKwJNfeiB6x+gZ3hP9k7cy//1+z883Twdbb5CoWgkdA/rzq7Hd/G3/n+7RARl2aFllzre+Hj46CPteOJE2LaNFi1a4ObmRmFhodLudgJqT7oe2GpP2mAwkJqairu7O9deey26V17R1IBatICdOyEmBtCc+YJ9Cwj1DeXOtncCUGwsxk3npnKeFQpFnTiSdYQJ309gS8oWAIa2H8qshFmWPGsAnnoKZs2CkBDYtYssLy8yMjLw8vLimmuuqbcYktqTrjtqJu0kqsyily7VHLSbGyxbZnHQAEsPLmX8qvFM+H4C+SVaYXZPN0/loBUKRZ2pLILi6+HLyqMr6fhxR+bsnlMhgvLee9C/P2Rmwj33EOTtjZubG0VFReTm5jp3AFcZykk7CYPBQElJCe7u7gQGBsKtt2p1oT/4APr1u6TtfR3vI+HaBN4d8G7NkZkKhUJRC8wiKIcmH2Jwu8HkFucycfVE4hfGU1JWAu7u8M03moDSbbeh8/KyVMlSe9OORUV3OwmdToe7uzutWrXSlo7CwmDrVnB3Z1/GPqb8bwqLhy0m1DcUvU7PmofWONtkhULRxAj3C2fliJV8c+gbnl77NO1btMdD76FdbNEC9u2D8ojugIAAsrKy8Pb2xmQyXVqdT2E31EzaSfj7+3NtVBQB330HJm2JqRAjf9nwF+LmxJGYnMgbG99wspUKhaKpI4Tggesf4PDkw0y/raJwz/bU7ey+WCEtqjt3jrZZWYSHhysH7UDUTNqJ6KZM0arQ7NrFTy+PqCJK8lb8W842UaFQXCUEeQdZjgtLC3l4+cOcuHCCdaPXMdCtHfTuja6gQMujrhQzo7AvaibtLBYsgI8/xuDrzsS4DPot7Mcf5/+gY8uObB23lQ8GfaBUwxQKhVOQSAa3G0ynVp3oE9UHwsOha1fIy4O9e6/cgcJmNPkULCHEncD7gB6YJ6V897LrnsAi4CYgG3hQSnmypj4bnIK1ezf07s2KmGKefMifdFMO7jp3/nLrX5h6y1SV86xQKFyCYmOx5fsoK/04b677C288+AmB3oH16k+lYNWdJj2TFkLogVnAIKAjMFII0fGyZuOBC1LKtsB7wD/salR2Nhmj7+H+IcUMGwHpphyLKMm0ftOUg1YoFC5D5e+jF3f8nc/SVmMoMjjRoquPpr4n3R04JqU8ASCE+A8wFDhUqc1QYFr58TLgIyGEkHZYYpBGIwv+3IcpQ1MxeEMz92a8PeBtJnebrHKeFQqFS/Ny75dJaJtATKDaj3YkTd1JhwGnK/2cCvSoro2U0iiEyAFaAFm2NkZcvMgavwwM3nBnWD8+ue9zogKibH0bhUKhsDnXBV/HdcHXOduMq46m7qStadddPkOuTRuEEI8Dj5f/mCeEONoAu4L/y8as6AnRDeii0RGMHR58XJyrccxwdY77ahwz1H3calZSR5q6k04FIir9HA6kVdMmVQjhBvgD5y/vSEo5B5hjC6OEELuutuAJNearh6tx3FfjmOHqHbcjadKBY8BO4FohRIwQwgMYAay6rM0q4JHy4/uARHvsRysUCoVCUVea9Ey6fI/5KWAdWgrWfCnlQSHEm8AuKeUq4DNgsRDiGNoMeoTzLFYoFAqFooIm7aQBpJQ/AD9cdu71SsdFwP0ONssmy+aNDDXmq4ercdxX45jh6h23w2jyYiYKhUKhUDRWmvqetEKhUCgUjRblpO2EEOJOIcRRIcQxIcQrVq57CiG+Lr/+ixAi2vFW2p5ajPt5IcQhIcSvQogNQohGn5JxpTFXanefEEIKIZpENGxtxi2EeKD8931QCLHE0Tbamlr8fUcKIZKEEHvL/8YTnGGnLRFCzBdCnBVC/FbNdSGE+KD8/+RXIcSfHG1jk0ZKqV42fqEFqR0HYgEPYD/Q8bI2TwKflB+PAL52tt0OGnd/wKf8eFJjH3dtxlzezhfYBGwH4pxtt4N+19cCe4HA8p9bOdtuB4x5DjCp/LgjcNLZdttg3H2APwG/VXM9AViLpjnRE/jF2TY3pZeaSdsHixyplLIEMMuRVmYosLD8eBkwQAhhTVilMXHFcUspk6SUBeU/bkfLXW/M1OZ3DfA3YDpQ5Ejj7Ehtxj0BmCWlvAAgpTzrYBttTW3GLAG/8mN/quoyNDqklJuwoh1RiaHAIqmxHQgQQrRxjHVNH+Wk7YM1OdKw6tpIKY2AWY60MVObcVdmPNoTeGPmimMWQtwIREgpVzvSMDtTm991O6CdEGKrEGJ7eUW6xkxtxjwNGC2ESEXLKnnaMaY5lbp+7hV1oMmnYDkJm8mRNjJqPSYhxGggDuhrV4vsT41jFkLo0KqrjXWUQQ6iNr9rN7Ql735oKyabhRCdpJSNtYxSbcY8EvhcSjlTCNELTYOhk5TSZH/znEZT/C5zGdRM2j7URY6UmuRIGxm1GTdCiIHAq8AQKWWxg2yzF1casy/QCdgohDiJtme3qgkEj9X2b3yllLJUSpkMHEVz2o2V2ox5PLAUQEq5DfBC07duytTqc6+oH8pJ24erVY70iuMuX/r9FM1BN/Y9SrjCmKWUOVLKYClltJQyGm0ffoiUcpdzzLUZtfkbX4EWKIgQIhht+fuEQ620LbUZcwowAEAI0QHNSZ9zqJWOZxUwpjzKuyeQI6VMd7ZRTQW13G0H5FUqR1rLcc8AmgPflMfJpUgphzjN6AZSyzE3OWo57nXA7UKIQ0AZ8KKUMtt5VjeMWo55CjBXCPEc2pLv2Mb+8C2E+AptyyK4fK/9/wB3ACnlJ2h77wnAMaAAeNQ5ljZNlOKYQqFQKBQuilruVigUCoXCRVFOWqFQKBQKF0U5aYVCoVAoXBTlpBUKhUKhcFGUk1YoFAqFwkVRTlqhaGQIIZYJIWLLj38QQgTU8n33l1ejMlUWUxFCdBZCfG4ncxUKRQNQTlqhaEQIIa4H9FLKEwBSyoQ6yGz+BgxHq8ZlQUp5AAgXQkTa1FiFQtFglJNWKFwQIUS0EOKIEGJheY3eZUIIH2AUsLJSu5Plal5XREp5WEp5tJrL39MEBHUUiqaGctIKhevSHpgjpewC5KLVIO8N7LbWWAixWQixz8prYC3utQu41WaWKxQKm6BkQRUK1+W0lHJr+fEXwDNAG6rRgpZSNsTJngVCG/B+hUJhB5STVihcl8s1eyVQiFa0oQpCiM1oVbcu5wUp5for3MurvG+FQuFCKCetULgukUKIXuUlD0cCW4BioC1w8vLGDZxJt0MLLFMoFC6E2pNWKFyXw8AjQohfgSBgNrAGrSJRnRFCDCuvYtQLWCOEWFfpcv/yvhUKhQuhqmApFC6IECIaWC2l7HTZeW8gCegtpSyz0b08gZ+AW6SURlv0qVAobIOaSSsUjQgpZSFaPd8wG3YbCbyiHLRC4XqombRCoVAoFC6KmkkrFAqFQuGiKCetUCgUCoWLopy0QqFQKBQuinLSCoVCoVC4KMpJKxQKhULhoignrVAoFAqFi/L/PH5Wv7yDwoUAAAAASUVORK5CYII=\n", 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" ] @@ -1406,7 +1406,7 @@ "ax = plt.subplot(111)\n", "for i, lab, ls, c, in zip([ent, sc_ent, gini(x), err], \n", " ['Entropy', 'Entropy (scaled)', \n", - " 'Gini Impurity', 'Misclassification Error'],\n", + " 'Gini impurity', 'Misclassification error'],\n", " ['-', '-', '--', '-.'],\n", " ['black', 'lightgray', 'red', 'green', 'cyan']):\n", " line = ax.plot(x, i, label=lab, linestyle=ls, lw=2, color=c)\n", @@ -1418,7 +1418,7 @@ "ax.axhline(y=1.0, linewidth=1, color='k', linestyle='--')\n", "plt.ylim([0, 1.1])\n", "plt.xlabel('p(i=1)')\n", - "plt.ylabel('Impurity Index')\n", + "plt.ylabel('impurity index')\n", "#plt.savefig('images/03_19.png', dpi=300, bbox_inches='tight')\n", "plt.show()" ] @@ -1440,12 +1440,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 38, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1480,12 +1480,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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GjUJISAjq6uoQGBiIlJQU7lm5XI7169cDAMaMGQMHBwekp6cjODgYfD4fAoEAVlZWuHnzJiIjIxETE8M9u3fvXuzatQt1dXUQi8UYM2YM4uLiEBMTAz09Pbz55pvNspYxGIxOgoi6fWv8GF2DrKwssrCwoKSkJJWfyc7Opl27dj3V+xITEykzM/Opnk1KSiILCwvKyspSuv7nfGr9/5U11nSxseAIRjNYcASDoTl07niB0THweLwu+VuMz+eXPn78mJ2NMLotbKfLaMafO11ti9EibBfO6O7oxE6Xz+eX8ni8IdqWQ1d4+eWXtS0Cg6Gz6MROtyPh8Xj6RFSr4XewnflTwna6jO6OTvnpdgSaVrjPwpkzZ7h6bT/++COcnJwANCbQCQkJAdByWXZXV1eNJfmZMGFCs1wQN2/e5PyYR40ahaioKE7O9hL9MBg6j7ruDnw+vwQAsdZ24/P5Ja3NIZ7Bxc3Dw4OuXLlCfn5+dP78eSIisre35+5LJBIqLy+nc+fO0bJly7jrTfu0RmVlpVqyHD16lKRSKcXFxbXaZ86cOVRQUKCyDO0B5s7GWjdvau90q6urh2hb6O7QqqurNXLGvG7dOvj7+6O2thaTJ09WutdaWfa2ICIu+9mmTZvUkuXrr7+Gl5dXq/erq6tRWFiIMWPGAFAt0Q+DoevohCGtJ/HKK6+grKwMH374YbN7rZVlb4ny8nLExMQgJSUFUqkUW7duxYsvvgigMenPiRMnlPpHRkZi4sSJ3PdnzpyBlZUVl9GsJdLS0jB16lTu+4KCAhgZGeHtt99GamoqnJ2d2//ADIaOwZRuN2Pnzp3w9vbG9u3b4eHhoZS0p7Wy7C1x//597N69G/PmzUNgYCAXBg00hkK3xxdffIHt27e3mSYyOTkZixcv5r5XlIdXJPphSpfRE9G6IU0ul3M5bbXFxo0bIRAIMH/+fNTWKtvRfvrpJ0ilUtja2iIjI0NLEjZSWVmJ3bt3IzQ0FPb29ti3b5/S/aZl2S9cuMCVZW8JMzMzXL58GZMnT8bSpUvh6emJM2fOAGjc6T6Z2CcnJ0fp+du3b8PDwwORkZGIjIzE7du3le43NDRwaS0BtJroh8Hocah7VokOznMQEhJCx48fb3a9vr6+Q9/TGqWlpeTi4kJERBEREXTw4EGl+0uXLqVz585ReXk5SaVSlcdFGwafp53DNWvW0J49e4iIqLy8nGxtbammpkbJQJWWlkY2NjYkkUiosLCQu96eEevevXuUnJystkxxcXGcIS0uLo5yc3OJiOjUqVMUFBTE9cvLy6MJEyaQQCAgX19fqqurU/tdRG3PK2usdYem/gMqKoyKigry8PAgiURCb7/9NhE1KthFixaRg4MD+fv7U11dHb388stkYWFBK1asoLi4OPL09CRnZ2fKy8sjLy8vEolE5OXlRbW1tdz9adOmkaurK9XU1JCrqyv9/vvvREQkk8nozp07Ksmn4LvvvqPIyEgiakw8889//lPpflNF6+LiorKFXxNKtzXMzMzok08+afX+rFmzaN68eR36Tm3BlC5r3b1p7HghNjYWXl5eyMzMhKGhIS5cuAAAGD9+PNLT01FYWIjy8nLIZDJERUVxqRiNjY2RkpKC69evw9zcHCdOnMC4ceOQnJwMoPFc8NixY7C2tkZycjLc3d1x+PBh1NTUoKSkBCYmJpwMquS/ffjwIWd8GjRoEB4+fKh0v6Ghgfu6pftdgevXr7d5Dnv48GHs3bu3EyViMBitoTFDWn5+Pvbu3Yvo6GhUVFTA2toaQKPSBYDhw4fj999/b/bchAkTAAC3bt3irOVWVla4dOkShgwZwt23tLREbm4ugoKCEBAQACMjo2YVclXJf2toaIjS0lIAwKNHj2BoaKh0X0/vr99LLd1nMBgMddDYTtfU1BSrVq2CXC5HdnY2XFxcADQvkaOvr6/k2qRQcqNGjeKMN9nZ2ZzhRVG9Njc3F6NHj8bAgQOhr6+P2NhYzJ07V0kGVXa6kyZN4tyj0tPTMWXKFKX748aNw8WLF1FZWYmqqir079//medGU3R1o2RoaChef/11iMVilerVMRi6iMaU7qJFi/D1119DKpXC0dERhYWFLfYTi8UICwtDRESE0nVFeXB7e3v88MMPcHNzAwCUlZVh2rRpyMrKwuzZswEAc+bMwW+//YaXXnpJaQxVapoZGxvD1tYWAoEAeXl5mDlzJgBg+fLlAIB//etf+OijjzB16lSsWLHi2SdGg7SmdJsekWiSsrIynD59GqdPn4a5uTm+/fbbZn2ioqIgl8vx/vvvd4pMDEZXQ+2EN9pM1qKI8ZfJZErXk5KSUFJSgiVLlnS+UK3QVmIWdeewsrISMpkMv/zyC8zMzBATE4PQ0FAUFxfj1q1bGDFiBGJjYzF69GgYGhpi+vTpMDMzQ0pKCh49eoRNmzZhw4YNuH//Pl588UV89dVXSEhIQEpKCh4+fIh+/frhwIEDmDt3Lr788ks899xz8Pf3R0hIiNIZeXscOXIE+fn5eP/995GTk4N9+/YpRbmFhobi22+/xfPPP4/NmzdzR03qwBLeMLo7WvfTfVb279+PzZs3w8fHR9uiaAxdMUq+8847yMnJwbZt2/DOO+9oaroYjC5Nt4pIe3KHCwCenp7w9PTsfGE6EV0xSioi0saMGQNt/bXEYGibbrfTlclkGjMW+fj4QCQSwc7ODtevXwcApZ1dZmamRt7bHrpilFSUgf/ll19QV1f3bJPCYHRTutVOV9PEx8dDX18fp06dwvbt27FlyxYAUKvsuiZYtGgRAgIC8Omnn0JPTw+xsbEt9hOLxVi5ciUuXryoVGLdzc0N8+fPh729PYYOHYoVK1YgISGBM0r269cPH3zwAYBGo2RUVFSrRsm2aGqUNDExwXvvvQeg0SgZFRWFjz76CJcuXUJDQ0MzwymD0VPQmCHt7NmzeO+999CvXz/84x//wPz58zFr1ixUVVXBzMwMO3bsgFwuR0REBHg8HhoaGuDi4oI9e/ZAKpVi/fr1kMlkGDBgAPLy8uDg4IDQ0FDIZDKEhoaCz+cjICAAFRUVcHR0xMcff4yVK1fi5MmT0NPTw969e7msWepy9OhRlJaWwt/fH1KpFESEF198Edu3b8egQYNUnacOM6Rpgu5klGwKM6Qxujsa2+mmpKRg9erVmDlzJuey9M0336Bv377w9fVFQUEBAMDAwACJiYlcRYSsrCwIBAJuHJFIhG3btuGNN95ASUkJdz0iIgJhYWGYOHEifHx8UFxcjGPHjuH8+fPo3bt3szNDV1fXZueeGRkZzTJxCYVCFBUV4fDhwwCAxMREDB48GHv27EF4eLhO79D279+PLVu24MiRI9oWhcHQWTSmdJcsWYKwsDDs378fy5Ytw9ixYxEQEIDS0lLcu3cPxcXFABqDDwBg2LBhnGGIz+dz4yiMPRYWFkpnufn5+dyfxA8fPkRRURHWrVsHmUyG559/Hhs2bMCAAQO4/gol2h6nTp1CdnY2QkNDcfDgQc744+bmhoSEhKecja5HTzVKMhjaRmOGNCMjI8TExGDTpk1Yu3Ytjh07BgsLC5w4cQJ2dnbcTrSpMajp1woUxp68vDwlFyZTU1NER0dDLpcjJycHlpaWkEgkSEhIwNChQ5Gamqo0jqJOWNP2ZJLvmpoaAI3uTgrFrzD+6Go6Qk0aJl1cXCAWi2FpackFsrRUw43B6ElobKf7+eefIzk5GeXl5QgODoa1tTXWrVuH8+fPqzVOZmYmtmzZAqlUqmQcCg4OxsKFC1FZWQl9fX0cPHgQHh4eqKqqAo/HQ0BAgNI4qux0nZycQETg8XjYvn07AMDR0RF9+vRBv379EBcXp5bsPZ3vvvsOABAdHc39Elu/fj3S0tJw5coVbNy4kTNWMhg9BnXTkqGD0xK2hZ+fn9qpGrsK6ODUjmfOnKHJkyeTvb097dixg6qrq2natGkkEAgoICCAiIiOHz9OTk5O5OzsTNOmTaMtW7bQlClTaOXKlUTUOJ9LliwhgUBAISEh3LU7d+5QcXExvfHGGyQSiSgsLIyIiIKDg8nOzo6EQiEVFRU99VxMnTqVSkpKqLKykmbOnMldd3BwUHustuaVNda6Q2MuY92E7mqY/O2331BbW4shQ4agqKhI5RpuDIau0qWVrsKtidF9DZPfffcdZsyYAUC9Gm4Mhq7SKRFpYrFYY2PL5XKYmJjg0KFDePToEaZMmQJ7e3u4uLjg8ePHABrDUxXGs19//bXVsZYvXw6hUMhlGGuJ2tpazJ8/HwKBABs3bgQAHDp0CCYmJhoNouiOhkmgUTkrjGjq1HBjMHSVLr3TVRWZTAY3Nzc0NDTgzJkz6NWrF9auXYuUlBS4u7vj9ddfb1ch5uTk4I8//sCpU6ewePFi/O9//4OlpWWzft988w3Mzc2RkJCAmTNnwt/fn0tDqUm6o2GyuroaP/30E1555RXu2ooVKzB16lTw+Xx8+eWXasnOYOgE6h4Co4kRKDAwkG7cuEFERGFhYZSRkUE7duwgBwcHsrKyoosXLxLRX0URmxrGFNeuXr1KUqmU7OzsaOfOnaQux48f54xCTQkJCaHLly8TEdHzzz9PAoGAVq9e3eo4W7du5YpSJiYm0rZt21rs9+GHH1JOTg4REf373/+mI0eOcO9rWmATnVgjTVW6s2FSQVvzyhpr3aE90/GCu7s7kpKSAAAnT56Evb09vL29kZ6ejn379qlUHSAkJAQJCQk4deoU9u3bp5QIRZUkK0+iKPudlpaGv//97wCAgoICnDx5EmVlZc3+TFbQXlpCdfsxGAxGSzzT8YKDgwM+++wzzJ07FyNGjECvXr1w5MgRREdHQ09Pr9mZ4pNZsQDgxo0b8Pb2BgA8ePAADx484P7sVSXJypO8/vrryM7Oxr///W/s3r0by5Yt46LKZs+ejby8PDg7Ozd7ztDQkDPytFUL7cl+T5vfQRswwySDoX2eaafbp08fGBsbIzo6Gu7u7gCAyMhIpKWlITY2llOsCgYNGoSSkhJUV1dzLk6mpqY4cOAA5HI5cnNzlc4Z1d3pKiLKFO/i8/moqqriDDxNo8qejIaysbFBRkYGgL/SEtbV1aGsrKzVfnK5HFZWVqpPGIPB6PE8s/eCm5sb4uPj4ejoCKAxqkskEmHnzp3N+vr6+uLtt9/GwoULMWzYMADAmjVr4OPjA4lEAi8vL6X+qtQ4a0p+fj7s7e0hkUiQkpICHx8f3Lp1C5MmTYJQKMS9e/fg5uaGuro6BAYGKj1raWkJfX19CIVC6Ovrw9LSEnfv3kVISIhSv5kzZ+LSpUsQCASws7ODsbHxU82bunSWBwjQdnFJBQUFBZgyZQqEQiH8/PxARLh79y6GDh0KsVjcLAl6U06cOAEbGxvY2NggODhYSQaxWAxfX18AneMVwmB0OuoeAkNLRqDWyMrKIgsLC0pKSlL5mezsbNq1a1e7/RITEykzM7PdfklJSWRhYUFZWVncNXSwIU1heNQETY2RpaWl5OLiQkREERERnHHxSWpra6mhoYGIiBYsWEA5OTl0584d8vPza/d9NTU13NdSqZR++eWXNg2iqhooWWOtO7RuVzniSaZMmYLvv/+eqxasChMnToS/v3+7/ebMmQOJRNJuPzc3N3z//ffNKiWowsKFC3Hz5k0AwNq1a5GZmYmdO3fC0dERkyZNQnZ2tlL/pglqFLvfa9euwcHBAQKBALt27VJbhqZcvHiR+8yOjo44d+5ci/169+7NndHz+XzOaJmeng6hUIht27a1+g59fX0AjRFpw4cPx8CBAwEACQkJEIlESExMfKbPwGB0Zbq90u3udDUPEHW8M1JTUzF+/Hjcv38fhoaGGDZsGPLz83H8+HGkpKTg6tWrrT4bHx8PMzMzPPfcc9DX14eVlRWuXbuGlJQUfPrpp20GsTAY3RmmdLWMg4MDMjMzcefOHSUPEJFIhAULFnDhvQra8gCRSCQoKirCgwcPuD7qnour6sUBAM7Ozrh8+TKGDx+O1NRU9O3bFwMGDEDv3r0xY8YMXL58udVnZTIZCgoKUFhYiB9++AEGBgbQ19fHgAEDIBAIuN0/g6FrqK10+Xx+KY/HA2ttNz6fXyZE604AACAASURBVKrKfHY1D5DWiks+6e3RkqeIIvcw8JenSEseIIpn9fT0YGBgoPRsQ0MDcnJyMGLECBVmj8Hofqjtp/v48eOh7fdiqIObmxsCAgIQHh4O4C8PkJbOk319fbFgwQKYm5s38wCpra3F4MGDcfDgQa6/ur7OLRWXVHh7pKSkcP3kcjnWr18PoLGkuoODA9LT0xEcHAw+nw+BQAArKyvcvHkTkZGRiImJ4Z7du3cvdu3ahbq6OojFYowZMwZxcXGIiYmBnp4e3nzzTaVfHAyGTqFtS15PbOhmHiCqenu0hKoeIC2hrlcIa6x1h6Z2NWDGs9MVqgF3V1g1YEZ3RyeyjDF6Fjwer0v+xuLz+aXs+I3RHkzpaoE/jZFDtC1Hd+Tll1/WWCHNZ4X9nzJUgR0vdEN4PN4kAMsAfEJEdzvpnexIpB3Y0QdDFZjSZagEU7rtw5QuQxVYcASjwzlz5gxXGPPHH3+Ek5MTgMbAC0UCoffeew9/+9vflNJNKkoAdSRff/01Ro4cCZlM1uzezZs3Od/lUaNGISoqipNTlfJODMZToW33CU01Pp9fAoBYa7vx+fwSVeYTarq5eXh40JUrV8jPz4/Onz9PRMpJe4qLiykuLo7i4uKUnlMlsU9lZaXKcvz8889048aNdhPxzJkzhwoKClSWoSXA3NlYU6Hp7E63urp6iLYntzu06upqjRh/1q1bB39/f9TW1mLy5MnN7qsb/EBEXM27TZs2qfzcCy+8gN6927YXV1dXo7CwEGPGjAEAXL58GUKhEB9//LFaMjIYqsC8Fxga4ZVXXkFZWRk+/PDDZxqnvLwcMTExSElJgVQqxdatW7lqHSEhIVzIsoLIyEhMnDhRrXekpaVh6tSp3PcFBQUwMjLC22+/jdTU1BYrjTAYT4vO7nQ7GrlcrnVXpbaSi//000+QSqWwtbXlKltok507d8Lb2xvbt28H0dMb4O7fv4/du3dDIpEgMDBQqTzSmjVrmiXzUVfhAkBycjJXJh4ABg8eDB6Px5V3YjA6EqZ0VaQ1pdvQ0NAp7y8rK8Pp06dx+vRpmJub49tvv1W6v3HjRoSHh+O///0vNmzY0CkytUZlZSV2796N0NBQ2NvbY9++fU89lpmZGS5fvozJkydj6dKl8PT0xJkzZwA07nSfTOaTk5Oj1vgNDQ1cMVMArZZ3YjA6DG2fKWqqQUXDT0VFBXl4eJBEIqG3336biBqrFSxatIgcHBzI39+f6urq6OWXXyYLCwtasWIFxcXFkaenJzk7O1NeXh55eXmRSCQiLy8vqq2t5e5PmzaNXF1dqaamhlxdXen3338nIiKZTKZ2KfTvvvuOIiMjiagxF8I///lPpftSqZT72sXFRWVjE1Q0/qg6n0REa9asoT179hARUXl5Odna2lJNTY2SgSo8PJxee+01eu211yg8PJy73p4R6969e5ScnKyyLEePHiU7OzsaNmwYeXl5ERFRXFwc5ebmEhHRqVOnKCgoiOufl5dHEyZMIIFAQL6+vlRXV6fyu1SdS9Z6dtO6ABr7YCoqiU8//ZQSExOJiGjFihV0/vx5CgkJoS1bthARkaOjI/32229KZWPi4uJo6dKlRES0f/9+Wr9+PRERrV27lg4cOEBxcXGcAt+wYQPt37+fdu/eTV9++SX98ccf5OzsrCTD7du3yd7eXqkpxleQkJBAsbGxRER048YNWrhwodJ9sVjMfe3j40NFRUUqfX5NKN3WMDMzo08++aTV+7NmzaJ58+Y983u0BVO6rKnSerwhLT8/H3v37kV0dDQqKipgbW0NABg/fjwAYPjw4fj999+bPTdhwgQAwK1bt7hzRCsrK1y6dAlDhgzh7ltaWiI3NxdBQUEICAiAkZFRs6KNqqRfNDQ0RGlpY4relpKL6+n9dVLUXvJxbXH9+vU27x8+fLiTJGEwtEePP9M1NTXFqlWrIJfLkZ2dDRcXFwDNKzTo6+tzZ33AX0pu1KhR3DlidnY2dwZ46dIlAEBubi5Gjx6NgQMHQl9fH7GxsZg7d66SDKokGm8tubiCcePG4eLFi6isrERVVRX69+//zHPTEXR1A+SKFSsgFAphZ2eH77//HkDLARUXL16Era0tRCIRfvjhh84Un6FraHurrakGNc50582bRxKJhBwcHOj27dtKRwl+fn50584dOn36NIlEIgoPD1dy6q+pqSFPT08SiUTk6enJnel6eHjQ1KlTadasWVz124MHD5JQKFRJrpaIiIggOzs78vHx4cZ89913iYiosLCQJBIJ2djYUFpamspjQsPHC09W81VQX1//VOOpS3vVjRVn6wUFBeTh4UFELQdUzJgxg0pKSqikpITmzJnT4rtUnUvWenbTugAa+2BaTBTeUqQVUaPS3bZtW+cL1AZPq3R1xQCp4M6dO/Tmm28qfd9U6TY9M7e0tGxxDKZ0WVOl9fjjhc5i//792Lx5M3x8fLQtSocQGxsLLy8vZGZmwtDQEBcuXADQeBaenp6OwsJClJeXQyaTISoqiitFZGxsjJSUFFy/fh3m5uY4ceIExo0bh+TkZACNPrLHjh2DtbU1kpOT4e7ujsOHD6OmpgYlJSUwMTHhZFDlWEbV6sarV6/GkiVLWv28RkZGKCgowI0bN3Dt2rWnnjcGo8cb0jRBS8lVPD094enp2fnCaAhdMUACwNatW2Fqago7O7tWx1m/fj2CgoIwZMgQCASCNt/JYLQF2+lqCJlMpjEDko+PD0QiEezs7DiPgIyMDNjY2EAqlTar3KsJdMUAeerUKRw/frzdPAtjx45FWloa1q1bh1dffVW1SWIwWkLb5xuaatBy8UeFAU4TKIxoJ0+epGXLlhERkUQiofLycjp37hx3TRXwDGe6umCAnDx5MllaWpK9vT0tXryYiFoOqNixYweJxWJydXWlsrKyZ5pL1np209kk5qom3T579izee+899OvXD//4xz8wf/58zJo1C1VVVTAzM8OOHTsgl8sREREBHo+HhoYGuLi4YM+ePZBKpVi/fj1kMhkGDBiAvLw8ODg4IDQ0FDKZDKGhoeDz+QgICEBFRQUcHR3x8ccfY+XKlTh58iT09PSwd+9epXwC6nD06FGUlpZi3rx58PLywjfffAMAcHR0RHp6uqrzBFIh8XZnJDFX5NZ98ngmKSkJJSUlbZ65dgVYEnOGKvT4M92UlBSsXr0aM2fO5PIofPPNN+jbty98fX1RUFAAADAwMEBiYiKXnDsrK0vpbE8kEmHbtm144403UFJSwl2PiIhAWFgYJk6cCB8fHxQXF+PYsWM4f/48evfujScVmaura7Oz0IyMDPTq1UvpmlAoRFFREQ4fPozffvuNMxYBUPpzvruzf/9+bNmyBUeOHNG2KAxGh9Djle6SJUsQFhaG/fv3Y9myZRg7diwCAgJQWlqKe/fuobi4GEBj8AEADBs2jDMW8fl8bhyFAcjCwkLpLDc/Px8ffPABgEZLelFREdatWweZTIbnn38eGzZswIABA7j+qkZlnTp1CtnZ2QgNDcVXX32FR48ecfeeVNDdhZ5ggGQwerzSNTIyQkxMDIqLi7Fo0SL4+fnBwsICq1atgo+PD7cTbWogavq1gkuXLsHU1BR5eXl49913ueumpqYIDAyEubk56uvrwePxUFNTg+nTpyM8PBypqamYM2cO11+VnW5NTQ369OmDQYMGgc/no3///qiqqkJlZSWuXLmC1157rcPmh8FgdCw9Xul+/vnnSE5ORnl5OYKDg2FtbY1169bh/Pnzao2TmZmJLVu2QCqVKlVFCA4OxsKFC1FZWQl9fX0cPHgQHh4eqKqqAo/HQ0BAgNI4qux0nZycGg/keTxs374dQGM469SpU8Hn8/Hll1+qJXtXR3E+3tRHtyMpKSnByJEjce3aNZiYmCAjIwOrV69Gv3798NVXX2H48OEaeS+jh6JtS56mGjrRe0GTngqaBp2YZexp0fT8rly5kkQiEfcOTXuCsNazG/PTZXQYZ8+ehbW1NcRiMXbu3Ik//vgDTk5OEAqFCAwMBNCYAMfZ2RnTp0+Hk5MToqOjYWNjg1WrVgFo3NUGBQVBKBQiNDRUafySkhLMmDED9vb2WLt2LQBg5cqVEAgEEIlEuH//vtoyP3z4EL/88gtGjhwJoDGJuYGBAQwMDGBtbY2rV68+w4wwGM3p8ccLHUHTMuI9me7oCbJt2za89dZb+OyzzwBApz1BGF0DpnQZHUZ38wR5/Pgxrl69yu2ygUbDqi54gjC6Lux44U/EYrHGxpbL5TAxMcGhQ4cAtJ3fVUFBQQGmTJkCoVAIPz8/bhe3fPlyCIVCLF++vNX31dbWYv78+RAIBNi4cSMA4NChQzAxMWk3V8GzoPAE2bRpE9auXYtjx47BwsICJ06cgJ2dHfcZVPEEAYC8vDwl45mpqSmio6Mhl8uRk5MDS0tLSCQSJCQkYOjQoUhNTVUax9XVtVmYcNOd6927d3Hr1i04OzsjLS0NQUFBSp4gFy5cYJ4gjA6H7XQ7CZlMBjc3N6UCkxs3bsS3334Ld3f3Zv1HjRqFrKwszsMhNzcXRIQ//vgDp06dwuLFi/G///0PlpaWzZ795ptvYG5ujoSEBMycORP+/v5wc3PjlJmm6G6eIGPHjsW5c+cA/OUhAei2JwijC6BtS56mGv60tgcGBtKNGzeIiCgsLIwyMjJox44d5ODgQFZWVnTx4kUi+qsgYlNLueLa1atXSSqVkp2dHe3cuZPU5fjx4xQSEkJEqud3bcqSJUuorKyMtm7dyiXhTkxMbDU374cffkg5OTlERPTvf/+bjhw5QkQtJxRHF/Ne6AmeIKz17Kbzxwvu7u5ISkoCAJw8eRL29vbw9vZGeno69u3bh82bN7c7RkhICBISEnDq1Cns27cPdXV13D1VMl01RdX8rgCQmpqK8ePH4/79+zA0NFT5WXXewWAwOhedP15wcHDAZ599hrlz52LEiBHo1asXjhw5gujoaOjp6TU7U3wyNSEA3LhxA97e3gCABw8e4MGDB9yfvarkdG2KKvldFTg7O8PZ2RlLly5FamoqDA0NOSNPW88+2e9pE+poA+YJwtB1dH6n26dPHxgbGyM6Opo7O42MjERaWhpiY2M5xapg0KBBKCkpQXV1NefiZGpqigMHDkAulyM3N1fpnFHdnW5r+V2fzIFbU1OjJBOfz4eNjQ0yMjKUnq2rq0NZWZnSs037yeVyWFlZqT5hHURXM0zevXsXQ4cOhVgsbpYMvSknTpyAjY0NbGxsEBwcrPQ+sVgMX19fAJ1jmGToJjq/0wUANzc3BAQEcCVjnJycIBKJIJFImvX19fXFggULYG5ujmHDhgEA1qxZAx8fH9TW1mLw4ME4ePAg11/dna6xsTFsbW0hEAhgYmKC9957D3V1dQgMDERKSgrXTy6XY/369QCAMWPGwMHBAXp6evjyyy8hFAphaWkJS0tL3Lx5E5GRkYiJieGeVRjPBAIBZs6cCWNjY7XmqzugrmESaPzLob2dtK2tLbKysgA0/pX066+/cu9rGqzRGYZJho6i7UNlTTVoOYl5U7KyssjCwoKSkpJavJ+dnU27du16qrETExMpMzOz3X5JSUlkYWFBWVlZStehpiGtuxom79y5Q8OHDyeBQEBbt25t9x11dXX0j3/8g2pqauj48eM0evRoEgqFdODAAa7Pk4ZJVeeStZ7dtC6Axj5YF1K6XRl1le7Ro0dp48aNRETk6OhIdXV1VFlZSUREt27dIm9vbyJqW+nOnTuX7t+/Tw0NDTRt2jSqra3l5Ll9+zbZ29srtaVLlyrJ3FTpJiQkUGxsLBER3bhxgxYuXNji56yurqaKigqqra2lGTNm0JUrV1qdk7i4OBo9ejQFBQUREVF5eTnV1NRQRUUF2dra0i+//EJETOmy9nStRxwvMDqO7mqY7Nu3L/r27QsAmDFjBi5fvtxq4INMJoOvry/c3Nzwww8/wNzcHACgr68PgUCAmzdvYvLkySrLyGA0RWcNaXw+v5TH44G1thufzy9VZ167q2GyvLyc+zorKwujRo1q0QipMGDq6enBwMAAfD6fe7ahoQE5OTkYMWKE6hPGYDyBzu50Hz9+PLT9XgxV4PF4Stu67miYzMrKQnBwMPh8PgQCAaysrFo0Qu7duxe7du1CXV0dxGIxxowZg7i4OMTExEBPTw9vvvmm0i+JFuZK88XkGN0bbZ9vsNZ1G4D/A3AYQCG60Bl5RxkmVTVCtkRLhkkABOAiACcAPAAvA/CmLvB/yVrXaTpbDZihHjwebywRXfvza1MAawBIAEQA+BzAY7ZW2ubP8+t5AMIAlAH4N4D/AJhDRGe0KBqjC9EjlG6/fv1Kqqurh2hbjq4Cn88vbXr8wuPxZgH4FIAUwCcAFN9vIaKKP/tQT1grz4KiBDuPx+sNYD6AEAC/AhgGYBwR/Qaw9agqT65TXUFnz3SbUl1dPYQpjL/g8XhDmnw9HMAOACcA/A9ADIAxRMQSNjwlRFTH4/HMAPwCYDAalW4KgCkAW4+q0nSd6hI9QukyWobX+PfwSTQqhhcB7AKwpyWF+6c3iE7+EHQUT3iCfAYgCY0/YwMA/KYVoRhdDqZ0GT+gcRf2G4B6AA0tddLFP/M0CRGVAChptyOjx6GzfrrqcObMGa5e148//ggnJycAjY73ISEhABpra9nY2EAqlXI+oIrKBJpgwoQJLeYJWLRoEcRiMVc5QtVELi1BjcwmoqVE9DERhRLR9Y6Qn9ExdJe12dDQAG9vb4hEIri4uKC6uvqZ1qZOo233ic5oUMHdycPDg65cuUJ+fn50/vx5IvorbJWo9bLcTfu0hiJMVlWOHj1KUqmU4uLilK6fPXuWe/e7775LOTk5dOfOHfLz81NrfLBw1S6/HpvSHdZmTk4OBQYGEhHRunXr6NChQ0+1Npuiq+uU7XT/ZN26dfD390dtbW2zEM+nKctNREhJSYG7uzs2bdqklixff/01vLy8ml2/d+8eV8jR3NycKzWTnp4OoVCIbdu2qfUeRvegO6zNl156SfELBY8ePcILL7wAgK3NlmBnun/yyiuvoKysDB9++GGze+qU5S4vL0dMTAxSUlIglUqxdetWLol4SEgIF7KqIDIyEhMnTuS+P3PmDKysrKCvr99sbDMzM2zevBmLFi3CyZMn8eqrr2LYsGHIz89H3759MXv2bEgkElZMUcfoDmvz+eefx2+//YaxY8fihRdeQHh4OGpra9nabAG20/2TnTt3wtvbG9u3b+d+YytQpyz3/fv3sXv3bkgkEgQGBipVbVizZg3kcrlSa7qoAeCLL75AYGBgi2NPmDABI0eOhFQqhZ6eHoyNjdG3b18MGDAAvXv35hK5MHSL7rA2jx07hhEjRuDatWtwd3dHQkICW5utwJQugMrKSuzevRuhoaGwt7fHvn37lO6rU5bbzMwMly9fxuTJk7F06VJ4enrizJnGYKSQkJBmyVxycnKUnr99+zY8PDwQGRmJyMhI3L59W+l+WFgYMjMz0b9/f0ybNq3FRC4M3aG7rE0iwuDBgwEAgwcPxsOHD9nabA1tHyp3RkM7hos1a9bQnj17iKgxd6qtrS3V1NQoGSLS0tLIxsaGJBIJFRYWctfbM1bcu3ePkpOT2+zTEnFxcZyxIi4ujnJzc6m+vp5EIhFJJBL6/PPPiYjo2LFjZGlpSba2tvSvf/1LpbGhowaK7tLaW49N6S5rs6amhtzc3Mje3p6kUik9ePDgqdZmU3R1nfaIMOCnDWF99dVXMW/ePKxZs6bF+66urujXrx/27t37rCJ2KopwVW3L0VPpiJBqXV2bTdHVdcqUbg9EVxdzd4GtR9XQ1XXKznQZDAajE2FKV0Xkcjnu3r2rVRnaKjUeGhqK119/HWKxGJs3b9aShAxN09XX4U8//QSpVApbW1tkZGQAAKqrqxEYGAipVIqgoCAAjf6+I0eOhEwm62zxtQ5TuirS2mJvaGgxVUGH07TUuLm5Ob799ttmfaKioiCXy/H+++93ikyMzqerr8ONGzciPDwc//3vf7FhwwYAwJYtW+Dn54fMzEwuSMLJyQlpaWmdInNXo8cr3crKSsydOxdSqRSLFy8G0LhrfOutt+Do6IgFCxagvr4e8fHxWL58OYKDgxEfH4958+Zh+vTpuHLlCry9vWFvbw9vb2/U1dVx952cnDB79mzU1tZi9uzZnD+lv7+/2ruVixcvcuVwHB0duWi0pnzwwQeYNm0a84fshujKOrx69Sqsra1hYGDAubOdPn0aBw4cgEQiwdGjRwEAL7zwAnr37pmxWT1e6cbGxsLLywuZmZkwNDTEhQsXAADjx49Heno6CgsLUV5eDplMhqioKK4umLGxMVJSUnD9+nWYm5vjxIkTGDduHJKTkwE0+ioeO3YM1tbWSE5Ohru7Ow4fPoyamhqUlJTAxMSEk0GVYowPHz7kIo8GDRqEhw+Vsy++8847yMnJwbZt2/DOO+9oaroYGkJX1mHTHbfifn5+PlxdXfHdd98hLCys03blXZWe+aumCfn5+di7dy+io6NRUVEBa2trAOByHAwfPhy///57s+cmTJgAALh16xYXuWNlZYVLly5hyJAh3H1LS0vk5uYiKCgIAQEBMDIyapZxSZVijO2VGlc4po8ZMwbMMt790JV1qKf31z5Ocd/Q0BBisRi9evXCyJEj8fPPP2PIkJ6bmrnH73RNTU2xatUqyOVyZGdnw8XFBQBX7wpAYwCJvr6+Uly7YnGNGjWKi9zJzs7mom4uXboEAMjNzcXo0aMxcOBA6OvrIzY2FnPnzlWSQZUdRmulxhUoon9++eUX1NXVPdukMDodXVmH48aNw8WLF1FZWYmqqir0798fNjY2yMvLQ319PX788UcuGU6PRdvRGZ3R0EYEUEVFBc2bN48kEgk5ODjQ7du3KSQkhI4fP05ERH5+fnTnzh06ffo0iUQiCg8PV4rIqampIU9PTxKJROTp6Um1tbUUFxdHHh4eNHXqVJo1axbV1NQQEdHBgwdJKBS2Kkt7REREkJ2dHfn4+HBjvvvuu0REtHjxYrK1taUpU6aQXC5vcxzoaKRPd2ktrUddWYeFhYUkkUjIxsaG0tLSiIjo/v37NG3aNJoyZQrt3r2biBpTRNrZ2dGwYcPIy8urxffo6jplwREaQJHg+Ul3mKSkJJSUlGDJkiWdJktL6KrTeXehs9ZjV1+H7aGr67THn+l2Fvv378eWLVtw5MgRbYvC6MGwdah92E63B6KrO4juAluPqqGr67THG9I0jUwm01gE0ebNm2FtbQ07Ozvk5+dr5B0M3UOTa9LHxwcikQh2dna4fv06Ghoa4OzsDJFIhOnTpyvl/u2pMKXbjdmzZw/OnTuHTZs2ISYmRtviMBiIj4/HyZMnERERge3bt4PH4+E///kPTp48CXd3d3z11VfaFlHrMKX7J2fPnoW1tTXEYjF27tyJP/74A05OThAKhVy2fLlcDmdnZ0yfPh1OTk6Ijo6GjY0NVq1aBaBxBxEUFAShUIjQ0FCl8UtKSjBjxgzY29tj7dq1AICVK1dCIBBAJBLh/v37ass8cuRI/PHHH0o1qRi6Q3dck4pSPuXl5ZgwYQJ4PB5GjBgBAOjduzf69OnztNOhMzBD2p+kpKRg9erVmDlzJhcx880336Bv377w9fVFQUEBAMDAwACJiYlcWeysrCwIBAJuHJFIhG3btuGNN95ASUkJdz0iIgJhYWGYOHEifHx8UFxcjGPHjuH8+fPo3bs3njzjc3V1beYMn5GRoVSOxdbWFmPHjkVDQwPOnj3bsRPC0DrdcU0CgFAoRFFREQ4fPsxdq6ysxI4dO7gw4J4MU7p/smTJEoSFhWH//v1YtmwZxo4di4CAAJSWluLevXsoLi4G0Oj8DQDDhg3jooX4fD43jiICyMLCQuncLD8/Hx988AGAxlDKoqIirFu3DjKZDM8//zw2bNiAAQMGcP2bLtiWePToERITE1FQUIDLly/j448/xq5du559Ihhdhu62JhWcOnUK2dnZCA0NxcGDBwEAgYGBWLt2LQYNGvSUs6E7MKX7J0ZGRoiJiUFxcTEWLVoEPz8/WFhYYNWqVfDx8eF+6zeNEGr6tYJLly7B1NQUeXl5ePfdd7nrpqamCAwMhLm5Oerr68Hj8VBTU4Pp06cjPDwcqampmDNnDte/vV0Fj8dD//79oa+vz9WkYugW3W1NAkBNTQ369OmDQYMGcYo/IiICEydOhFQq7ZiJ6eYwpfsnn3/+OZKTk1FeXo7g4GBYW1tj3bp1OH/+vFrjZGZmYsuWLZBKpRg6dCh3PTg4GAsXLkRlZSX09fVx8OBBeHh4oKqqCjweDwEBAUrjtLerGDhwIIRCIezs7FBfX4+oqCi15GR0fbrbmgQaUzYSEXg8HrZv346KigqEhITAxsYG3333Hd58800sWrRILfl1Dean24HIZDKEhoYqZW7qiuiq/2N3oTP9dLvLmmwJXV2nzHuBwWAwOhG20+2B6OoOorvA1qNq6Oo6ZTtdBoPB6ESY0m0BsVissbHlcjlMTExw6NAhAG0X+XuSqKgolWRbvnw5l1nq0KFDMDExaTc5NaNr09XW5M8//4yJEycquaa1xIkTJ2BjYwMbGxsEBwcDAK5cuYL/+7//wyuvvML160nrlCldLSCTyeDm5qZSsUkFtbW1+P7779sd+8GDB7h9+zb3vZubW4+suMpQD3XX5KBBg5CWltYsifmT2NraIisrC1lZWbhw4QJ+/fVXvPzyyzh79ixeeuklrl9PWqc9SukuXLgQN2/eBACsXbsWmZmZ2LlzJxwdHTFp0iRkZ2cr9W+aGESx07h27RocHBwgEAieORhBlWKTCr766it4e3u3O+bWrVu7fJ5Uxl901zXZp08frkRUWyjCguvr6zF8+HAMHDgQBgYGMDAweCY5uzM9pJlThQAAERFJREFUSum6u7sjKSkJAHDy5Emucmp6ejr27duHzZs3tztGSEgIEhIScOrUKezbt0+pNI4q5U6a0l6RPwUNDQ04duwYnJyc2pStoqIC9+7dw6uvvtru52B0DbrrmlSH+Ph4mJmZ4bnnnuOUcE+mRwVHODg44LPPPsPcuXMxYsQI9OrVC0eOHEF0dDT09PSaRfM8WZ8KAG7cuMHtOB88eIAHDx5wDueqFPZrSntF/hQkJSVh1qxZ7Y73+eefc4lQGN2D7rom1UEmk8HX1xdubm744YcfYG5u/sxjdmd61E63T58+MDY2RnR0NNzd3QEAkZGRSEtLQ2xsbLMEH4MGDUJJSQmqq6u55CKmpqY4cOAA5HI5cnNzlSJ81N1VtFbkr6ioSKlffn4+4uPj4ezsjLy8PHzxxReoq6tDWVmZUr/bt29j7dq18PPzQ1paGleGm9F16a5rsiVaWpM1NTUAGgtoGhgYtGt46xFou0hbZzQ0KQSYlJRERkZGVF1dTUREn3zyCU2ePJk++ugjsre3JyLi/s3JySELCwuaP38+TZgwgYiIrl27RlOnTiWxWEzu7u6kLsePH6eQkBDu+yeL/NXW1pKzs3Orzytku3HjBr399tst9rlz5w75+flx3zctcEhEOlvwr7s0PFGYsjuuyfr6enJwcCBDQ0NycHCg//3vfy2uyd27d5O9vT3Z2dnRqlWriIioqKhI6dmioiIi6jnrVOsCdMqHbKMacGeTlZVFFhYWlJSU1OL97Oxs2rVrV7vjJCYmUmZmZrv9kpKSyMLCgrKysrhrurqYu0vrSuuRqPPXZEv0pHXKItJ6ILoa6dNdYOtRNXR1nfaoM10Gg8HQNj3Ce4HP55fyeLwh2pajq8Dn80u1LUNPhq1H1dDVddojjhdUhcfjvQAgGkAoEXX58rq8Rv8hEYBAIvqHtuVhaBYej7cRwGUAe4mo7ZjxLgCPxxsGYDUa5T2lbXm6CkzpMhgMRifCznQZDAajE3mmM91+/fqVVFdXs7OpP+Hz+aWPHz8e2n7P5rC5bA6bz45F3flkc6ga6s7rMx0vMNcXZZ7FxYXNZXPYfHYs6s4nm0PVUHde2fECg8FgdCJaV7pyuZxLVact2kra/NNPP0EqlcLW1hYZGRlakrA5XX3eFEyYMAHx8fFPda0zYfOpebr6HHfWz3qXVboNDQ2d8v72kjZv3LgR4eHh+O9//4sNGzZ0ikyq0NXnDQBSUlKa5VxV9Vpnw+ZT83T1Oe6sn3WNKd3KykrMnTsXUqkUixcvBgCEhobirbfegqOjIxYsWID6+nrEx8dj+fLlCA4ORnx8PObNm4fp06fjypUr8Pb25vKL1tXVcfednJwwe/Zs1NbWYvbs2Xj06BEAwN/fX+3fpO0lbb569Sqsra1hYGCA/v37o6qq6tknpw10Zd4A4Ouvv4aXl9dTXeso2HxqHl2Z4876WdeY0o2NjYWXlxcyMzNhaGiICxcuAADGjx+P9PR0FBYWory8HDKZDFFRUQgPDwcAGBsbIyUlBdevX4e5uTlOnDiBcePGcWkKBw8ejGPHjsHa2hrJyclwd3fH4cOHUVNTg5KSEpiYmHAyqJLWrr2kzU1/C3dUUue20JV5O3PmDKysrJSSVqt6rSNh86l5dGWOO+tnXWNhwPn5+di7dy+io6NRUVEBa2trAI3/EQAwfPhw/P77782emzBhAgDg1q1bmDhxIgDAysoKly5dwpAhQ7j7lpaWyM3NRVBQEAICAmBkZIRp06YpjaVKAuf2kjbr6f31e6mjkjq3ha7M2xdffIHt27cjMTFR7WsdCZtPzaMrc9xZP+saU7qmpqZ44403MHPmTACNCY6///77Zpnv9fX1UV9fz11TfPBRo0YhJycHTk5OyM7OhpmZGSorK3Hp0iUAQG5uLkaPHo2BAwdCX18fsbGx2LZtm5IMd+7cgb+/v9I1c3NzREdHc99PmjQJ//nPf/D+++8rJW1WMG7cOFy8eBGvvfYaqqqq0L9//w6YndbRlXm7ffs2PDw8uOTXIpFI5WujRo16+gl8AjafHTufLaErc9xpP+vPkhcSbeQFraiooHnz5pFEIiEHBwe6ffu2UpJiPz8/unPnDp0+fZpEIhGFh4dTXFwcxcXFERFRTU0NeXp6kkgkIk9PT6qtraW4uDjy8PCgqVOn0qxZs6impoaIiA4ePEhCobBVWdrjyaTNRETvvvvu/7d39iFNfX8cf8/U7AmLwq/5h0SRFSYj1Gy5OcvKWVm46o8yUnTaE5UR2IOhklErKErLQnuyhEhtlWhPlk0NrVhFQfRgWUNMLeuPtHyYen5/yO5vmyt32930rvMCKa9nx7MXnnOv1/s+H0IIIfX19WTevHlEJBKRsrKyP/YDK/b/1Lt0FG96DMfG9hj1Obg+/zS/DXEUx2zmuiFsvfIqHKF/BMa0VLNKpUJTU9OgV8Edqg/zD3Vvv4P65BY+hSP45JitV95v7VhQUIDMzEyUlpYO9lB4BfXGLdSn7XEUx7y60h3qDNUrM75CfXILn650+cQ/EwOOjY21Sbqlt7cXMpkMISEhiIiIYJ4LdHRs5RMAtFotIiMjERoaijNnztjkeww1bOkzOjoaISEhCA4Oxps3b2zyPYYC9p7jubm5mDt3LpYtW2bTec/bRddWCAQC5OTkoLKyEnK5HJcuXRrsIfGe1NRU5OXlQa1WQ6FQDPZweM+FCxdQWVkJpVKJ7OzswR4O7zA3x3U6HfLy8vDw4UPExcXZ9OLA5otudXU1goKCEBoairNnz6KzsxPh4eGQSCTMBFSr1ZDJZIiIiEB4eDiysrIgEomQkpICoO+Mt3nzZkgkEqSnpxv139TUhCVLlkAqlSIjIwMAsGfPHojFYoSEhODz58+sxisQCODt7Q0AcHZ2hqurq5UGuIVvPnU6HbRaLRQKBSIiIvDhwwfrJXAI33wCYIIPra2tzLOsgwnfHJqb49++fYO3tzecnJzg5+dnNhHIFTb/Q9qtW7ewd+9eREZGMomP4uJiDB8+HOvWrcO7d+8AAKNHj0ZRURHWr18PAKipqYFYLGb6CQkJwcmTJ7F48WI0NTUxx5VKJfbt2wd/f39ER0ejsbERd+7cwePHj+Hs7AzTe1LLly/v96D2/fv3MWzYMKNjP3/+xJkzZ3Dz5k3uZHAA33y2tLTg5cuXePfuHZqbm7Fr1y4UFhZyL+Yv4ZtPPRKJBA0NDbhx4wZ3Mv4Svjo0nOOjR49GXV0dOjo6UFFRYTbMwRU2X3Q3bdqEffv2oaCgAFu2bMGMGTMQHx+P5uZmaLVaNDY2Auh7MBkAJk6cyCRZ3NzcmH70Z3ShUGh0n+ft27fYsWMHgL6YX0NDA/bv34/Y2FiMHz8eBw4cwKhRo5j2lv6QKhQKZGRkwN3d/e/fvA3gm8+xY8fC19cXEyZMwIQJE9DS0mK9BA7hm089VVVV0Gg0SE9Px9WrV/9eAAfw1aHpHE9OTkZ4eDgCAgLg4eHxlzYGxuaL7rhx43Dq1Ck0NjYiMTERMTExEAqFSElJQXR0NHOWMkyvGP5fz4sXL+Dj44OXL19i27ZtzHEfHx8oFAr4+fmhp6cHAoEAXV1diIiIwMGDB3H79m2sWLGCaW/JWVCpVMLf3x/z58/nzANX8M3niBEjMGrUKLS3t+P79+9M9n2owDefANDV1QVXV1e4u7sbLVqDBR8dmpvjcrkccrkcly9ftl7KH7D5onv69Glcv34dra2t2L17N4KCgrB//348fvyYVT/l5eXIzMzE/Pnz4en5/8oYu3fvRkJCAn7+/AkXFxdcvXoVK1euxK9fvyAQCBAfH2/Uz0Bnwba2NqSlpUEkEqGkpARr1qxBYmIiq7HaEr751Pe5aNEi9Pb29otvDjZ89BkeHt6XbBIIhsQf0vjm8HdzfMuWLXj16hV8fX1x7NgxVmNnBZv4mukHLIwJWos+RjjUAQexVXtAfXKLo/qkDi2DrVf6yBiFQqHYEZpI4xCaoOIW6pNbaCLNNvwziTQKhULhI3ZddENDQ23Wt1qtxqRJk3Dt2jUAlhX5q6ioQHBwMEQiEQ4fPvzbvnU6HdauXQuxWIxDhw4BAK5du4ZJkyYNuHGyLeGrTz1JSUnMLlLUZ3++fv0Kf3//AZ9QKCgoQHBwMIKCgpCfnw9g8HwONYdA38+ZRCJBUlLSb9uYc/jt2zfIZDJIJBImmXrq1Cl4enpaFU92qCvd2NhYREVFWVTkDwCmTp0KtVqN6upqlJaWorW11Wy74uJi+Pn5MX1++fIFUVFR/badczRs5RPoC03U1dUxn1Of/XF3d0dZWVm/zbZNmTNnDtNfZmYmAMf1ydbh06dP0dnZiaqqKnR2duLZs2dm25lzmJOTg8TERFRUVODixYvQ6XTYuHEjZDKZVe+Bk0U3ISEB79+/BwBkZGSgvLwcZ8+exYIFCxAYGAiNRmPU3nAjC/2Z8fXr1wgLC4NYLMa5c+esGo8lRf4AwMvLCy4uLhAIBHBxcemXWNHz6NEjLFy4kBmv6fvhGkf3CQAnTpyw256ofPXp6upqUVVfb29vCAQCODs726w2Gl8dGs7dP7Uz51Cr1WLmzJlwcnKCp6cnamtrrRqzHk4WXblcDpVKBQCorKxkqnreu3cPV65cwdGjRwfsIy0tDfn5+aiqqsKVK1fQ3d3NfM2SonOGDFSAzpS7d+9iypQpvy3PwbY/a3F0n21tbdBqtZg+ffqA74ML+O7TUnJzc7F06VJO+jKFrw7ZujZ0OG3aNFRVVaGjowNPnjzhLBrMSTgiLCwMx48fx6pVq+Dt7Y1hw4ahtLQUWVlZcHJy6pc+Ma2dBAC1tbVYvXo1gL5fPVtaWpgHpC0pOmfIQAXoDPn06ROUSuVvfz3R96ff6u3Hjx/w8vKyeCx/g6P7PH36tF13G+OzT0vRaDQoKSlh7ndyDV8dms7dP7k2dahQKJCYmIiioiJMnTqVs2gwJ1e6rq6u8PDwQFZWFuRyOQDgyJEjKCsrQ25ubr8NKdzd3dHU1ISOjg5mMwwfHx8UFhZCrVbj+fPnRokUtmfBwMBAVFRUAIBRATp9sT497e3tiIuLQ05ODpPd7u7uxpcvX4zaiUQi3L9/H0DfzfyAgADWjtjg6D7r6uqQkZGBmJgYlJWVMSW3bQVffZrDnM+vX79i+/btOH/+/B9v6VgDXx0azl19O0sdjhkzBpcvX8b169cxcuRI7gp8sklSmH7AILGiUqnIuHHjSEdHByGEkNTUVDJ79myyc+dOIpVKCSGE+ffp06dEKBSStWvXklmzZhFCCHn9+jVZuHAhCQ0NJXK5nHUq5MGDByQtLY353LQAnU6nIzKZzOg12dnZxMvLi0ilUiKVSolWqyW1tbVkw4YNRu26urpIdHQ0CQ4OJkqlkjluWHyPEG4TVI7sU8/Hjx9JTEwM8zn1aeyzp6eHhIWFkbFjx5KwsDDy7Nkzsz6Tk5PJ5MmTGe+dnZ2c+HQEh4T0FZ4Ui8Vk69athBBisUONRkOkUimZN28eefToEdPWND3H2iubxv1ebMeY4EDU1NQQoVBIVCqV2a9rNBpy7ty5AfspKioi5eXlA7ZTqVREKBSSmpoa5hiXi8RgQ31yCx99/usOzZGdnU18fX1JfX09c4ytV5pI4xCaoOIW6pNbaCLNNtBEGoVCoQxhrHp6wc3NrVkgEPzH1WD4jpubW7M1r6UujaE+uYWtT+rQMth6ter2AoVCoVDYQW8vUCgUih2hiy6FQqHYEbroUigUih2hiy6FQqHYEbroUigUih2hiy6FQqHYEbroUigUih2hiy6FQqHYEbroUigUih2hiy6FQqHYkf8BTCJjnW6KwKsAAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] @@ -1514,7 +1514,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1523,7 +1523,7 @@ "True" ] }, - "execution_count": 41, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -1547,7 +1547,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1557,7 +1557,7 @@ "" ] }, - "execution_count": 42, + "execution_count": 41, "metadata": { "image/png": { "width": 600 @@ -1587,12 +1587,12 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1640,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1650,7 +1650,7 @@ "" ] }, - "execution_count": 44, + "execution_count": 43, "metadata": { "image/png": { "width": 400 @@ -1665,12 +1665,12 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 44, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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"text/plain": [ "
" ] @@ -1733,7 +1733,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1741,7 +1741,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch03.ipynb to script\n", - "[NbConvertApp] Writing 20345 bytes to ch03.py\n" + "[NbConvertApp] Writing 20066 bytes to ch03.py\n" ] } ], diff --git a/ch03/ch03.py b/ch03/ch03.py index 2b01a92c..ce8aa00b 100644 --- a/ch03/ch03.py +++ b/ch03/ch03.py @@ -1,8 +1,6 @@ # coding: utf-8 -#from sklearn import __version__ as sklearn_version -#from distutils.version import LooseVersion from sklearn import datasets import numpy as np from sklearn.model_selection import train_test_split @@ -37,13 +35,6 @@ - - - -#if LooseVersion(sklearn_version) < LooseVersion('0.18'): -# raise ValueError('Please use scikit-learn 0.18 or newer') - - # *The use of `watermark` is optional. You can install this IPython extension via "`pip install watermark`". For more information, please see: https://github.com/rasbt/watermark.* # ### Overview @@ -389,7 +380,7 @@ def predict(self, X): -lr = LogisticRegression(C=100.0, random_state=1, multi_class='ovr') +lr = LogisticRegression(C=100.0, random_state=1, solver='lbfgs', multi_class='ovr') lr.fit(X_train_std, y_train) plot_decision_regions(X_combined_std, y_combined, @@ -398,7 +389,7 @@ def predict(self, X): plt.ylabel('petal width [standardized]') plt.legend(loc='upper left') plt.tight_layout() -#plt.savefig('images/03_06.png', dpi=300) +# plt.savefig('images/03_06.png', dpi=300) plt.show() @@ -439,7 +430,7 @@ def predict(self, X): weights, params = [], [] for c in np.arange(-5, 5): lr = LogisticRegression(C=10.**c, random_state=1, - solver='lbfgs', # to silence deprecation warning in current sklearn version + solver='lbfgs', multi_class='ovr') lr.fit(X_train_std, y_train) weights.append(lr.coef_[1]) @@ -623,7 +614,7 @@ def error(p): ax = plt.subplot(111) for i, lab, ls, c, in zip([ent, sc_ent, gini(x), err], ['Entropy', 'Entropy (scaled)', - 'Gini Impurity', 'Misclassification Error'], + 'Gini impurity', 'Misclassification error'], ['-', '-', '--', '-.'], ['black', 'lightgray', 'red', 'green', 'cyan']): line = ax.plot(x, i, label=lab, linestyle=ls, lw=2, color=c) @@ -635,8 +626,8 @@ def error(p): ax.axhline(y=1.0, linewidth=1, color='k', linestyle='--') plt.ylim([0, 1.1]) plt.xlabel('p(i=1)') -plt.ylabel('Impurity Index') -#plt.savefig('images/03_19.png', dpi=300, bbox_inches='tight') +plt.ylabel('impurity index') +plt.savefig('images/03_19.png', dpi=300, bbox_inches='tight') plt.show() diff --git a/ch03/images/03_19.png b/ch03/images/03_19.png index 3ce02da598f899e262c8a40bcb1a13deea79501e..7550bb603d4f65355c64bc19dfb26bffeaf410ef 100644 GIT binary patch literal 158425 zcmeFZcR1I7|2|BbLR2a;i%?Rs2@PAxN|8}k+1Y!Pgpg1)jEt;|>`i4wBH1gXviHoq z&)4-me#d=W-#_oa?)y0Ij_dk-KH=^CdcB^Hah~Vne7yaYm1HT&>B&h*NGRpyq*O^r 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