From 99472cc65d2cac203b3b2d52df41e84b1c2b1c5f Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:22:51 -0600 Subject: [PATCH 01/13] check ch02 on latest softw. --- ch02/ch02.ipynb | 50 ++++++++++++++++++++++++------------------------- 1 file changed, 25 insertions(+), 25 deletions(-) diff --git a/ch02/ch02.ipynb b/ch02/ch02.ipynb index 92909180..8987e867 100644 --- a/ch02/ch02.ipynb +++ b/ch02/ch02.ipynb @@ -42,11 +42,11 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-06 \n", + "last updated: 2019-12-04 \n", "\n", - "numpy 1.16.4\n", - "pandas 0.25.1\n", - "matplotlib 3.1.1\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.0\n" ] } ], @@ -422,7 +422,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -430,7 +430,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -438,7 +438,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -446,7 +446,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -454,7 +454,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -549,7 +549,7 @@ " \n", " \n", " \n", - " 145\n", + " 145\n", " 6.7\n", " 3.0\n", " 5.2\n", @@ -557,7 +557,7 @@ " Iris-virginica\n", " \n", " \n", - " 146\n", + " 146\n", " 6.3\n", " 2.5\n", " 5.0\n", @@ -565,7 +565,7 @@ " Iris-virginica\n", " \n", " \n", - " 147\n", + " 147\n", " 6.5\n", " 3.0\n", " 5.2\n", @@ -573,7 +573,7 @@ " Iris-virginica\n", " \n", " \n", - " 148\n", + " 148\n", " 6.2\n", " 3.4\n", " 5.4\n", @@ -581,7 +581,7 @@ " Iris-virginica\n", " \n", " \n", - " 149\n", + " 149\n", " 5.9\n", " 3.0\n", " 5.1\n", @@ -640,7 +640,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -699,7 +699,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -783,7 +783,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -989,7 +989,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1111,7 +1111,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1123,7 +1123,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1289,7 +1289,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3debgcZZn38e/vQJAgSYAQlhD2CSBEFo0BlGBURsGRRREdXrfgwjvjLjCgMNcIgwwaBceFGUQRRmAQHGQRhk0lEHAJi2Ff5GWRAEoIkIAsCeR+/3iqSeekT/dzTqq6+5z+fa7rXKdr6aq7qpO+z3PXU08pIjAzM+s2fZ0OwMzMrBEnKDMz60pOUGZm1pWcoMzMrCs5QZmZWVdygjIzs67kBGVIminp+sx1j5V0dvF6M0nPSVqt2gg7R9KZkr7Whv18SNJVVe9nqOrPg6Tpku7tdEw28jlBjWCSZkt6WtJrqth+RPwpItaOiFeq2H4zkiZJukDSk5IWSbpd0sxi2RaSQtLq7Y4rR6P4IuKciHjnELc3VdKlxWf9jKS7JJ0gad3yol4uIuZExLZlbEvSQ5L2arJ8hqRlxR9Cz0maL+l8SW8qY/9VKP7ffbLTcYwETlAjlKQtgOlAAPt1NJhqnAU8AmwOjAc+CvyloxF1gKQ3A7OBG4DtImIdYG/gZWCnAd7TlYm7icciYm1gDLAbcA8wR9I7OhuWVc0JauT6KPA74EzgY/ULJI2XdImkxZLmAlv3W/4dSY8Uy2+WNL3RDvq3BIq/HI+XdIOkZyVdJWn9uvV3k/Sb4q/8WyXNWIXjexNwZkT8NSJejog/RMTlxbLrit/PFH917y6pT9I/S3pY0hOSfiJpXF1se9TF9kitNVZYV9JlxTH9XtLWde8b8FxJmibppmLZXySd3CS+FcqsknaQdLWkp4r3Hj3AeZgFnBERJ0bEX+DVlu1XI2J2sa2ZxWfybUlPAcdK2lrSryUtLFqh50hap27/u0i6pTjm84A165bNkDS/bnpi0ZpdIOlBSZ+vW3Zs0eL5SbGtOyVNLZadBWwG/KI4D0cOcIwUxxURMT8i/gX4EfCNuv1sV3e+7pX0gbpl7y5alc9KelTSEXXL9pc0r/iM/p+kvYv54ySdLunx4j1fU1HKrn1Wkr6l1Gp9UNI+xbITSH8Yfr84pu83OyZrISL8MwJ/gPuBTwNvBJYCG9Yt+ylwPvBaYArwKHB93fIPk1olqwOHA38G1iyWHQucXbzegtRCW72Yng38P2AbYHQx/fVi2SbAQuDdpD+M/raYnjDE4/slqdXw98Bm/ZatEFcx7+PFOdkKWBv4OXBWsWwz4FngYGBUcew7F8vOBJ4CphXn4xzgp5nn6rfAR4rXawO7NYlvZu0zILUUHi+2t2YxvWuDc/Ba4BVgRotzNZPUovpcEedo4G+Kz+A1wARS0vz3Yv01gIeBLxXn4/3Fv6GvFctnAPOL133AzcC/FO/bCngAeFfdv5cXi899NeBE4Hd1sT0E7NUk9lf31W/+24FlxTl4Lak1fUhxfG8AngR2KNZ9HJhevF4XeEPxehqwqDgPfaR/o9sVyy4CflBsewNgLvB/687nUuBTxTH9I/AYoLr/B5/s9HfASPjpeAD+qeBDhT2K/0DrF9P3AF8qXq9WLNuubv1/oy5BNdje08BOxetjaZ6g/rnufZ8GriheH0WREOqWXwl8bIjHuC7wdeBO0pf0POBNjeIq5v0K+HTd9LbFeVgd+Apw4QD7ORP4Ud30u4F7Ms/VdcBxtc+hbp1G8c1keYI6GPhDxjmYVGyn/rOcBTwD/LX2WRTb/lOLbR1Q2yewZ/0XbjHvNzROULv233ZxPs+o+/fyy7pl2wMv1E0/xNAS1HbFsW8CfBCY02/5D4CvFq//BPxfYGyDdb7dYNsbAi8Bo+vmHQxcU3c+769btlYRy0Z1/w+coEr4cYlvZPoYcFVEPFlM/zfLy3wTSF/Kj9St/3D9myUdLulupc4HzwDjgPXJ8+e618+TWg6QrhUdVJTQnim2uwewcf8NKPVoq10Uv7z/coCIeDoivhwRO5C+UOYBF0nSAHFN7HecD5POw4bApqSW32CPqdW5+gSpNXmPpBslvafJPuq1iqfmaVIr4tVzGBFHRroOdSHp+GrqP28kbSDpp0X5ajFwdl3cE4FHo/i2Lazwb6TO5sDEfp/r0aTzWtP//K2pVb8OtgkpKTxTxLBrvxg+BGxUrHsg6Q+LhyVdK2n3Yv5A53lzUsvx8brt/YDUklrpmCLi+eLl2liphtvFUmtB0mjgA8Bqkmr/iV4DrCNpJ+AOUrlnU1LLClKJq/b+6aTWzjuAOyNimaSngYG++HM9QmpBfarVihFxDqmUliUinpT0LVISXo/0xdXfY6QvnprNSOfhL0Vs03L3V9PqXEXEH4GDJfUB7wP+R9L4AeKr9wjpL/amIuKvkn5fbPuaVqv3mz6xmLdjRCyUdABQu17yOLCJJNUlqc1o/GX+CPBgRExuFW9mXLneC9xSnINHgGsj4m8b7iDiRmB/SaOAz5LK25uSYt+6wVseIbWg1o+Il4cQmx8RURK3oEaeA0glr+2BnYuf1wFzgI9G6hL+c9KF8rUkbc+KnSjGkL64FwCrS/oXYGwJcZ0N7CvpXZJWk7RmcbF90lA2JukbkqZIWl3SGNJ1gPsjYmER+zLS9ZCac4EvSdpS0tqksuZ5xRfQOcBekj5QbG+8pJ0zwmh6riR9WNKEiFhG+ksf0mfTKL56lwIbSfqipNdIGiNp1wHWPRL4uKQvS9qg2O8kYMuM2J8jddTYBPinumW/LY7r88X5eB8DJ/C5wGJJR0kaXXy2U5TfDfwvDHweVqBkE0lfBT5JaqlBOl/bSPqIpFHFz5skvU7SGkWLfFxELAUWkz4DgNOBQyS9Q6kTzSaStouIx4GrgJMkjS2WbS3prWUfkzXnBDXyfIxU//9TRPy59kP66/hDRWnls6RyxJ9J11jOqHv/lcDlwH2kss6L9CsPDUVEPALsT/pSWVBs858Y+r/BtUhlrGdIF+U3p+hOX5RcTgBuKEo0uwE/JnVNvw54kHRcnyvW/xOpBHQ4qUPEPAboot1Pq3O1N3CnpOeA7wB/HxEvDhDfqyLiWdKF+31Jn9Efgbc1CiAirid1GNgTuK8oR11Bug7yvSaxH0fqTLAIuIz0R0ttm0tIrbKZpDLiB+uX99v/K0WcO5PO65OkHnbjGq3fwInAPxfn4YgB1plYnMPngBuB15M6hlxVxPAs8E5Sh5nHSOfsG6TKAcBHgIeKUuY/kDq2EBFzSR0rvl2ch2tZ3sr+KKnTx13FOfgfGpSjB/Ad4P1KPfy+m/kea0ARbo2amVn3cQvKzMy6khOUmZl1JScoMzPrSk5QZmbWlYbVfVBjx64fG264RafDMDOzEt1//81PRsSE/vOHVYLacMMtOPnkmzodhpmZlWi//dRwpBKX+MzMrCs5QZmZWVdygjIzs640rK5BNdLXt5Tx4+czatSLnQ4l29Kla7Jw4SSWLRvV6VDMzLrWsE9Q48fPZ+ONxzB27BYM/KSF7hERLF68EJjPggWtxvM0M+tdw77EN2rUi4wdO35YJCcASYwdO35YtfjMzDph2CcoYNgkp5rhFq+ZWSeMiARlZmYjjxNUie677x7e+c7d2XDD1/C9732r0+GYmQ1rw76TRDdZd931+PrXv8tll13U6VDMzIa9nkpQ+7/9TTy74ImV5o+ZsAEX//rGVd7+hAkbMGHCBlx11WWrvC0zs17XUwnq2QVPMHf9lcYjZFqDpGVmZp3la1BmZtaVnKBW0Q9/eArTp+/M9Ok78/jjj3U6HDOzEaOnSnxV+NSnPsOnPvWZTodhZjbiOEGV6C9/+TNvf/tUnn12MVIfp5767/z2t3cxduzYTodmZjbs9FSCGjNhg4YdIsZM2KCU7W+44Ubceef8UrZlZtbreipBldGV3MzM2sOdJMzMrCs5QZmZWVfqWIKStKmkayTdLelOSV/oVCxmZtZ9OnkN6mXg8Ii4RdIY4GZJV0fEXR2MyczMukTHWlAR8XhE3FK8fha4G9ikU/GYmVl36YprUJK2AHYBft9g2aGSbpJ006JFC9odWpbPfvbjTJ68AbvvPqXToZiZjRgdT1CS1gYuAL4YEYv7L4+I0yJiakRMHTdu5YFeByui+fRQHHzwTP7nf65Y9Q2ZmdmrOpqgJI0iJadzIuLnVe/vzDPhlFOWJ6WINH3mmau23be8ZU/WXXe9VQ3PzMzqdLIXn4DTgbsj4uSq9xcBzz0HF1ywPEmdckqafu65clpSZmZWnk724nsL8BHgdknzinlHR8T/VrEzCT5TjOl6wQXpB+DAA9N8qYq9mpnZUHUsQUXE9UBb00ItSdWSEzg5mZl1q453kminWlmvXv01KTMz6x49k6DqrzkdeCD8+tfpd/01qaH6xCcO5p3v3J3777+XHXaYxFlnnV5e4GZmPapnRjOXYO21V7zmVLsmtfbaq1bmO/30c8sJ0szMXtUzCQpg5szUUqolo1qS8jUoM7Pu0zMlvpr+ycjJycysO42IBBXDrJfDcIvXzKwThn2CWrp0TRYvXjhsvvQjgsWLF7J06ZqdDsXMrKsN+2tQCxdOAubz5JPdOZBsI0uXrlnEbWZmAxn2CWrZslEsWLBlp8MwM7OSDfsSn5mZjUxOUGZm1pWcoMxsJVU8N81ssJygzGwFV1wBF1204nPTLroozTdrpwE7SUi6JOP9T0XEzPLCMbNOioAXXoA5c9L0AQek5DRnDkyfvuJILGZVa9aL73XAJ5ssF3BKk+VmNsxIKSlBSkq1RDV9eprfa8mpf0J2gm6vZgnqmIi4ttmbJR1Xcjxm1mG1JFVLTtCbyemKK1JrsnbstVLn6NGw996djq43DHgNKiLOb/XmnHXMbHipfRHXq78m1QvqS521Y6+VOl94obfORSc1uwb1C2DAjyEi9qskIjPrmPov4lpZrzYN1bWkuq2UVnaps9uOb7hoVuL7VvH7fcBGwNnF9MHAQxXGZGYdIqUSVv0Xce2LevToar5Uu7WUVlaps1uPbzgYMEHVrj9JOj4i9qxb9AtJ11UemZl1xN57r/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", "text/plain": [ "
" ] @@ -1301,7 +1301,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1343,7 +1343,7 @@ { "data": { "text/plain": [ - "<__main__.AdalineSGD at 0x11f6b5128>" + "<__main__.AdalineSGD at 0x7fb7e927e550>" ] }, "execution_count": 25, @@ -1396,7 +1396,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch02.ipynb to script\n", - "[NbConvertApp] Writing 16678 bytes to ch02.py\n" + "[NbConvertApp] Writing 16677 bytes to ch02.py\n" ] } ], @@ -1422,7 +1422,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.1" } }, "nbformat": 4, From 9fc0b1ef16eca988f95f1ab48d46c95007b9c032 Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:26:37 -0600 Subject: [PATCH 02/13] check ch03 on latest softw. --- ch03/ch03.ipynb | 53 ++++++++++++++++++++++++++++--------------------- ch03/ch03.py | 12 +++++++++-- 2 files changed, 40 insertions(+), 25 deletions(-) diff --git a/ch03/ch03.ipynb b/ch03/ch03.ipynb index ca2c1df6..8b7ace53 100644 --- a/ch03/ch03.ipynb +++ b/ch03/ch03.ipynb @@ -42,12 +42,12 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-07-08 \n", + "last updated: 2019-12-04 \n", "\n", - "numpy 1.16.2\n", - "pandas 0.24.2\n", - "matplotlib 3.0.3\n", - "sklearn 0.21.1\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.0\n", + "sklearn 0.22\n" ] } ], @@ -414,7 +414,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -476,7 +476,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -561,7 +561,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -695,7 +695,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -741,7 +741,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -917,7 +917,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1044,7 +1044,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1115,7 +1115,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1201,7 +1201,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1231,7 +1231,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1265,7 +1265,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1377,7 +1377,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1453,7 +1453,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1493,7 +1493,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1600,7 +1600,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1678,7 +1678,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1749,13 +1749,20 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch03.ipynb to script\n", - "[NbConvertApp] Writing 20066 bytes to ch03.py\n" + "[NbConvertApp] Writing 20148 bytes to ch03.py\n" ] } ], "source": [ "! python ../.convert_notebook_to_script.py --input ch03.ipynb --output ch03.py" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1791,5 +1798,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/ch03/ch03.py b/ch03/ch03.py index ce8aa00b..806fb491 100644 --- a/ch03/ch03.py +++ b/ch03/ch03.py @@ -35,7 +35,15 @@ -# *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.* +# *The use of `watermark` is optional. You can install this Jupyter extension via* +# +# conda install watermark -c conda-forge +# +# or +# +# pip install watermark +# +# *For more information, please see: https://github.com/rasbt/watermark.* # ### Overview @@ -627,7 +635,7 @@ def error(p): 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.savefig('images/03_19.png', dpi=300, bbox_inches='tight') plt.show() From 013d5d1079e329179a2905833a4f0c88f515111e Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:39:22 -0600 Subject: [PATCH 03/13] check ch04 on latest softw. --- ch04/ch04.ipynb | 45 ++++++++++++++++++++++++++------------------- ch04/ch04.py | 5 +++-- 2 files changed, 29 insertions(+), 21 deletions(-) diff --git a/ch04/ch04.ipynb b/ch04/ch04.ipynb index fdaa9807..dcd891b4 100644 --- a/ch04/ch04.ipynb +++ b/ch04/ch04.ipynb @@ -42,12 +42,12 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-11 \n", + "last updated: 2019-12-04 \n", "\n", - "numpy 1.17.2\n", - "pandas 0.24.2\n", - "matplotlib 3.1.0\n", - "sklearn 0.21.3\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.1\n", + "sklearn 0.22\n" ] } ], @@ -2319,7 +2319,7 @@ { "data": { "text/plain": [ - "array([-1.2634904 , -1.21603401, -2.37050236])" + "array([-1.2633382 , -1.21589578, -2.36999996])" ] }, "execution_count": 43, @@ -2368,15 +2368,15 @@ { "data": { "text/plain": [ - "array([[ 1.24571369, 0.18077393, 0.74362906, -1.16125681, 0. ,\n", - " 0. , 1.16956501, 0. , 0. , 0. ,\n", - " 0. , 0.54754083, 2.5103962 ],\n", - " [-1.53741702, -0.38694444, -0.99532064, 0.36482259, -0.05936171,\n", - " 0. , 0.66786355, 0. , 0. , -1.9339503 ,\n", - " 1.23402899, 0. , -2.23175891],\n", - " [ 0.13581867, 0.16837019, 0.35719794, 0. , 0. ,\n", - " 0. , -2.43810622, 0. , 0. , 1.5636111 ,\n", - " -0.81882954, -0.49279065, 0. ]])" + "array([[ 1.24567193, 0.18059252, 0.7436152 , -1.16126524, 0. ,\n", + " 0. , 1.17058952, 0. , 0. , 0. ,\n", + " 0. , 0.54691857, 2.51057502],\n", + " [-1.53780982, -0.38671917, -0.9952918 , 0.36442868, -0.05924262,\n", + " 0. , 0.66774065, 0. , 0. , -1.93333009,\n", + " 1.23525317, 0. , -2.23256458],\n", + " [ 0.13537951, 0.16960766, 0.35751869, 0. , 0. ,\n", + " 0. , -2.43327552, 0. , 0. , 1.56221192,\n", + " -0.81849722, -0.49599876, 0. ]])" ] }, "execution_count": 46, @@ -2395,7 +2395,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2532,7 +2532,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3deXxV1bn/8c9DGBJmEEUIkwOgOIFGUOmvxRHa2opTlfZntdpS69T2qq3cn1VrB72lvW2vtSqt1qFWSh24tMVSKkRbAU0QlUFAxAAJomgSIBAgw/P74+zQYwhwgLPP3ufk+369zouz1x7Ws0hOnrP3Xnstc3dERETipk3UAYiIiLRECUpERGJJCUpERGJJCUpERGJJCUpERGKpbdQBpEuvXr180KBBUYexX7Zu3UqnTp2iDiM0udy+XG4b5Hb7crltkJ3tW7hw4Yfufmjz8pxJUIMGDaK0tDTqMPZLcXExY8aMiTqM0ORy+3K5bZDb7cvltkF2ts/M1rRUrkt8IiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS0pQIiISS6ENdWRmjwDnAx+4+/EtrDfgl8BngG3AVe7+WrDuSuD2YNMfuvtjYcXZGkxfVMHkWStYX11L3+4F3Dp2KONHFEYdlqQg0z+7pvoqqmspXDAnY/Vlon253Lbk+jLVvkwIcyy+R4FfAY/vYf2ngcHBaxTwADDKzHoCdwJFgAMLzWyGu1eFGGvOmr6ogknPLqa2rgGAiupaJj27GCDrf3lzXaZ/drlcXy63LYr6MiW0BOXuL5nZoL1scgHwuLs7sMDMuptZH2AMMNvdKwHMbDYwDngqrFhz2eRZK3b90japrWtg8qwVWf2L2xrs6Wc36dnFvLhyY9rr+9uSDTlbXy63bW/1ZfvnPMrRzAuBdUnL5UHZnsp3Y2YTgYkAvXv3pri4OJRAw1JTUxN6zBXVtXssD7vuTLQvKlH+7GrrGvjX8vVpr6+2znO2vlxu297qy8TnPExRJihrocz3Ur57ofsUYApAUVGRZ9sQ85kYFr/v/BdYv2n77uXd80OvOxuH/U9V2G3bsr2ODv/4BzvqG3dbV9i9gJdvOyvtdY6+d06LSTEX6svltu2tvsO7hv85D1OUvfjKgf5Jy/2A9XsplwNwQmG3Fst7dmzPtp31GY5GUlFRXculD85nZ30j7fI+/n2toF0et44dGkq9t44dSkG7vJysL5fbtqf6ALbXNbBiw5ZQ6syEKBPUDODLlnAasMnd3wNmAeeZWQ8z6wGcF5TJflpXuY25Kzdycv/uFHYvwIDC7vlcOLwvS9/bzGUPLeD9zbufXUl03iyvZvz9L1NRVcvj14xk8iUnJf3sCrjnohNCu6cwfkQh91x0AoXdCyDD9YXdvlxuW/P6COq7+bwhdGjXhosfmBfKfa+McPdQXiQ6NbwH1JE4K7oGuBa4NlhvwP3AO8BioChp36uBVcHrK6nUd8opp3i2mTt3bqjH//rjpX7M7c/7+uptu62bvXSDH/u95/20H//Dl1ZsCqX+sNsXpTDa9vzi93zo7TN99L0v+MoNm9N+/P2hn132Sm7f+uptPu4XL/mRk/7qj88viy6ofQBKvYW/66GdQbn7BHfv4+7t3L2fuz/s7g+6+4PBenf36939KHc/wd1Lk/Z9xN2PDl6/CyvGXPavtz/kb0s3cMNZR9OnW8Fu688Z1ptpXz8dd7j0wXnMXf5BBFEKJL4kPvTiO3zjyYUc26crz103msG9u0QdluSAPt0KePra0xkz5FC+N30JP/jLMhoaW+5QEUcaSSIH1TU08v0/L2VAz45c84kj9rjd8YXdmH79aAb16sQ1j5Xw2LyyzAUpQOJn9Z/PLeae55fzmRP68NTXTuPQLh2iDktySKcObZny5SK+MnoQD//rXb7+xEK27siO+89KUDnoiflrePuDGr53/jDyW7hxmuzwbvlM+/rpnHVMb+6csZS7ZizNqm9Y2WxTbR1f+V0JT726jhvOPJr7Lh+xz5+XyIHIa2Pc+bnjuPuC45iz/H2+8NB8NrTQuzdulKByzIc1O/j5P1byySGHcs6xh6W0T6cObXnoilP46ieO4NF5ZXzt8VJqsuQbVrZaV7mNix+YxyvvfsRPLz2JW8YOpU2blp6wEEmfL58+iIevOpWyD7dywf3/YknFpqhD2islqBzz01krqN3ZwB3nDyMx3GFq8toYt58/jB+MP54XV27k0gfns34PD4rKwVm4porx97/Mxi07ePzqUVxySr+oQ5JW5Myhh/H0N84gz4xLH5zP7GXvRx3SHilB5ZA3y6v5Y+k6vjJ6EEcf1vmAjnHFaQN55KpTWVe5jfH3v8zi8nh/w8o2f35jPRN+s4Au+W157rozOP2oQ6IOSVqhY/t0Zfr1oxnSuzMTnyjlt/9c3dSDOlaUoHJEY6Nz14ylHNKpAzedPfigjvWpIYfyzDfOoF1eG77w0HxmLd2QpihbL3fnvhfe5sanFjG8X3eevW40Rx56YF8iRNLhsK75TJ14OuOOO5wf/vUtvve/S6hv2H3kkigpQeWI6a9X8Nraar47bihd8tsd9PGGHt6F564/gyGHd+Ha3y9kykvvxPIbVjbYUd/AzdPe4GezV3LhiEKe+OpIenZqH3VYIhS0z+P+L57MtZ86it8vWMvVj5WyZXtd1GHtogSVA2p21HPP88s5qX93Lj45ffczDuuSzx8nnsZnju/Dj2cu5z+fW0JdzL5hxV3V1p1c8fCrPLuogv84dwj//YWT6NBWPfUkPtq0MW779DHce9EJzFv1IZc8MJ/yqm1RhwUoQeWE++a8zcYtO/j+549Le0+w/HZ53DdhBNeNOYqnXl3LV35Xwqba+HzDirPVG2u48Ncv8/raan55+XBuOnvwfnVcEcmky0cO4LGrR7J+Uy3j75/H6+uqow5JCSrbrd5YwyP/epdLT+nH8P7dQ6mjTRvjO+OO4SeXnMiC1R9xyQPzWFcZj29YcbVg9Udc9MA8Nm+v5w9fG8UFw7N3Th5pPUYf3YvnrjuDgvZtuOyh+cxc/F6k8ShBZbkf/GUZ+W3z+M64Y0Kv6wtF/Xn8mpG8v3k74+9/mYVrNMlxS55ZWM4VD7/CIZ3a89x1Z1A0qGfUIYmk7OjDujD9utEcX9iN6558jQeKo7v/rASVxeYsf5+5KzbyzXMGZ2x4nDOO6sVz14+mc35bJvxmAX9+QzOhNGlsdH729xXc/Kc3OHVQT579xmgGHtIp6rBE9tshnTvw5FdH8bmT+vJff1vOd595k50tzE0WNiWoLLWjvoG7/7yMow7txJdPH5TRuo86tDPPXTeaEwu7ceNTi/jVnLdbfQ+/7XUN3DR1EffNWcVlRf157OqRdOt48L0pRaKS3y6P/wnunU4rLefKR15l07bM3n9WgspSj/yrjLKPtnHn546jfdvM/xh7dmrPk18bxfjhffnp31dyy5+i+YYVBx/W7OCLv1nAX958L9Eb6uITaJenj5ZkPzPb1fu0dE0lFz7wMms+2pqx+vUpykLvb97OfXPe5txhvfnkkEMji6ND2zx+ftlwvnXOYJ55LXHfpXrbzsjiicLb72/hwl+/zNL1m3ngS4nnSdRTT3LNRSf34/fXjKJy607G3/8yJWWVGam3bUZqkbS69/nl1Dc63/vssKhDwcz41jlDGHRIJ77z9Jtc+Ot5fHHkAB6dV0ZFdS2FC+Zw69ihoc0kOn1RBZNnrWB9dS19uxeEWldyfRXVtRzyz9nU7KijS357/vj100PrRSkSB6OOPITp143m6kdL+NJvXuGyU/sxZ/nGUD97OoPKMqVllTy3qIKJ/+dIBhzSMepwdhk/opAnvzaK9zfV8qOZb1ERDDRbUV3LpGcXM31RRdrrnL6ogknPLqaiuhYPua7m9QF8tHUnO+ud68YcqeQkrcKgXp149roz6N+zgCcWrA39s6czqCzS0OjcOWMph3fN57ozj4o6nN2cOqgnXQrasa1ux8fKa+sa+I9pr/PDv76V1voqt+6g+dRVYdW1p/ocePhfZVz9iSPTXp9IHHXv2J7anQ27ldfWNTB51oq0nkUpQWWRP5asY+n6zfzPhBF0bB/PH90Hm3e0WN7ocN5xvdNa1x9eWZuxuvZWn6YlkdbmvT1Mdpjuz0I8/8rJbjZtq2PyrOWMHNSTz53YJ+pw9qhv94Jdl8CSFXYv4McXnpDWul5csTFjde2tvr7dC9Jel0ic7elznu7Pgu5BZYmf/2Mlm2rruPPz+zcRYabdOnYoBc2mLS9ol8etY4dmdV1R1CcSV5n6LOgMKgss37CZJxas4YujBnBc325Rh7NXTdefm3q6FYbYsy65rkz04stk20TiLFOfPSWomHN3vj9jGV3y23LzudnxTX38iELGjyikuLiYMWPGZKSuTMlk20TiLBOfPV3ii7nnl2xg/uqPuPm8ofTQJHci0oooQcVY7c4GfvTXtzi2T1e+OHJA1OGIiGSUElSMPfjiO1RU13LX54aRl+aJCEVE4k4JKqbWVW7jwRff4XMn9WXUkYdEHY6ISMYpQcXUj2e+RRszJn06/IkIRUTiKNQEZWbjzGyFma0ys9taWD/QzF4wszfNrNjM+iWtazCz14PXjDDjjJuXV33I80s2cP2ZR+khUBFptULrZm5mecD9wLlAOVBiZjPcfVnSZj8FHnf3x8zsLOAe4IpgXa27Dw8rvriqa2jk+39eSv+eBXz1/2h8NxFpvcI8gxoJrHL31e6+E5gKXNBsm2HAC8H7uS2sb3V+v2ANK9+v4XufHUZ+sye1RURaEwtrqm4zuwQY5+5fDZavAEa5+w1J2/wBeMXdf2lmFwHPAL3c/SMzqwdeB+qBe919egt1TAQmAvTu3fuUqVOnhtKWsNTU1NC5c+ddy5t3Ot99aRtHdcvj5qIOsR7SKBXN25dLcrltkNvty+W2QXa278wzz1zo7kXNy8McSaKlv67Ns+EtwK/M7CrgJaCCREICGODu683sSGCOmS1293c+djD3KcAUgKKiIs+2J/ubj0Yw6dk3qWus5RdXjubow7pEF1ia5PJoC7ncNsjt9uVy2yC32hdmgioH+ict9wPWJ2/g7uuBiwDMrDNwsbtvSlqHu682s2JgBPCxBJVLFpdvYmrJOq4ZfUROJCcRkYMV5j2oEmCwmR1hZu2By4GP9cYzs15m1hTDJOCRoLyHmXVo2gYYDSR3rsgp7s6dM5ZwSKf23HTO4KjDERGJhdASlLvXAzcAs4C3gGnuvtTM7jazzwebjQFWmNlKoDfwo6D8WKDUzN4g0Xni3ma9/3LKc4sqeG1tNd8Zdwxd89tFHY6ISCyEOpq5u88EZjYruyPp/dPA0y3sNw9I/4xzMVSzo557nl/OSf26ccnJ/fa9g4hIK6HpNiJ235y32bhlB1OuOIU2Gm9PRGQXJagIbdjayCPz3uWSU/oxYkCPqMMREYkVJagITF9UsWtWVgNO7Nc16pBERGJHCSrDpi+qYNKzi6mtawASD4bdM3MFXfPba+pwEZEkGs08wybPWrErOTWprWtg8qwVEUUkIhJPSlAZtr66dr/KRURaKyWoDNvT9BmaVkNE5OOUoDLs1rFDadusO3lBuzxuHTs0oohEROJJCSrDxo8o5IheHWmXl0hShd0LuOeiE9RBQkSkGfXiy7C6hkbKq7bzpVEDGdN1Y86MOiwikm46g8qwZes3U1vXwKmDekYdiohIrClBZVhJWSUARYM0coSIyN4oQWVYaVkVA3p2pHfX/KhDERGJNSWoDHJ3StdU6uxJRCQFSlAZVPbRNj6s2an7TyIiKVCCyqCm+0+n6gxKRGSflKAyqLSskh4d23HUoZ2jDkVEJPaUoDKopKyKUwb2xEwTE4qI7IsSVIZs3LKDdz/cqst7IiIpUoLKkIVrmp5/UgcJEZFUKEFlSElZFR3atuH4Qs2eKyKSCiWoDCktq+Sk/t3p0DYv6lBERLKCElQGbNtZz5L1m3X/SURkPyhBZcDra6tpaHTdfxIR2Q9KUBlQUlaFGZw8QGdQIiKpUoLKgNI1lQzt3YVuBe2iDkVEJGsoQYWsvqGR19ZUafw9EZH9FGqCMrNxZrbCzFaZ2W0trB9oZi+Y2ZtmVmxm/ZLWXWlmbwevK8OMM0zLN2xh684GjWAuIrKfQktQZpYH3A98GhgGTDCzYc02+ynwuLufCNwN3BPs2xO4ExgFjATuNLOs/Av/7wFidQYlIrI/wjyDGgmscvfV7r4TmApc0GybYcALwfu5SevHArPdvdLdq4DZwLgQYw1NaVkVhd0L6Nu9IOpQRESySpgJqhBYl7RcHpQlewO4OHh/IdDFzA5Jcd/Yc3dKyjRBoYjIgWgb4rFbGrLbmy3fAvzKzK4CXgIqgPoU98XMJgITAXr37k1xcfFBhJt+H2xr5IMtO+i288MWY6upqYldzOmUy+3L5bZBbrcvl9sGudW+MBNUOdA/abkfsD55A3dfD1wEYGadgYvdfZOZlQNjmu1b3LwCd58CTAEoKiryMWPGNN8kUs8sLAfe4IvnjeKYw3cfg6+4uJi4xZxOudy+XG4b5Hb7crltkFvtC/MSXwkw2MyOMLP2wOXAjOQNzKyXmTXFMAl4JHg/CzjPzHoEnSPOC8qySumaSrrkt2XIYV2iDkVEJOuElqDcvR64gURieQuY5u5LzexuM/t8sNkYYIWZrQR6Az8K9q0EfkAiyZUAdwdlWaWkrIqigT1o00YTFIqI7K8wL/Hh7jOBmc3K7kh6/zTw9B72fYR/n1FlncqtO1n1QQ0Xjsi6vh0iIrGgkSRCsnBNFaDnn0REDpQSVEhKyyppn9eGE/t1izoUEZGspAQVkpKySk7o1438dpqgUETkQChBhWB7XQOLKzbpAV0RkYOwzwRlZjdk6zh4UXljXTV1Dc6pA3X/SUTkQKVyBnU4UGJm04LRydVneh9Kgw4SpwxUXhcROVD7TFDufjswGHgYuAp428x+bGZHhRxb1iopq2RI78706NQ+6lBERLJWSveg3N2BDcGrHugBPG1mPwkxtqzU0OgsXFNFkbqXi4gclH0+qGtmNwFXAh8CvwVudfe6YIiit4HvhBtidln5/ha2bK/nVHWQEBE5KKmMJNELuMjd1yQXunujmZ0fTljZqzSYoLBIHSRERA5KKpf4ZgK7xsEzsy5mNgrA3d8KK7BsVVJWxeFd8+nXQxMUiogcjFQS1ANATdLy1qBMWlAaTFCozo4iIgcnlQRlQScJIHFpj5AHmc1WFdW1rN+0XePviYikQSoJarWZ3WRm7YLXN4HVYQeWjXbdf1IHCRGRg5ZKgroWOIPEdOzlwCiCadbl40rKKuncoW2Ls+eKiMj+2eelOnf/gMRsuLIPpWVVnDywB3maoFBE5KCl8hxUPnANcByQ31Tu7leHGFfW2bStjhXvb+GzJ/SJOhQRkZyQyiW+J0iMxzcWeBHoB2wJM6hs9NraKtzRCBIiImmSSoI62t2/B2x198eAzwInhBtW9ikpq6RtG2N4/+5RhyIikhNSSVB1wb/VZnY80A0YFFpEWaq0rIrjC7tR0F4TFIqIpEMqCWpKMB/U7cAMYBnwX6FGlWV21Dfwenm1xt8TEUmjvXaSCAaE3ezuVcBLwJEZiSrLLKnYxM76Rt1/EhFJo72eQQWjRtyQoViyVklZYoLCIk1QKCKSNqlc4pttZreYWX8z69n0Cj2yLFJaVsmRh3bikM4dog5FRCRnpDKmXtPzTtcnlTm63AdAY6NTuqaKscMOjzoUEZGckspIEkdkIpBs9c7GGqq31Wn8PRGRNEtlJIkvt1Tu7o+nP5zs03T/SSOYi4ikVyqX+E5Nep8PnA28BihBkbj/1KtzBwYe0jHqUEREckoql/huTF42s24khj/aJzMbB/wSyAN+6+73Nls/AHgM6B5sc5u7zzSzQcBbwIpg0wXufm0qdWZayZpKTtUEhSIiaXcgEw9uAwbvayMzywPuB84lMU1HiZnNcPdlSZvdDkxz9wfMbBiJ6eUHBevecffhBxBfxmzYtJ11lbVcdYZu04mIpFsq96D+TKLXHiS6pQ8DpqVw7JHAKndfHRxnKnABiZEomjjQNHlSN2B9amHHQ+maxASFGkFCRCT9LGk295Y3MPtU0mI9sMbdy/d5YLNLgHHu/tVg+QpglLvfkLRNH+DvQA+gE3COuy8MLvEtBVYCm4Hb3f2fLdQxkWDyxN69e58yderUfYWVVr9ftoN/VtTz67M7HtAcUDU1NXTu3DmEyOIhl9uXy22D3G5fLrcNsrN9Z5555kJ3L2pensolvrXAe+6+HcDMCsxskLuX7WO/lv5iN8+GE4BH3f1nZnY68EQwIO17wAB3/8jMTgGmm9lx7r75YwdznwJMASgqKvIxY8ak0Jz0mfzmPyk6oh1nn3XaAe1fXFxMpmPOpFxuXy63DXK7fbncNsit9qUyksSfgMak5YagbF/Kgf5Jy/3Y/RLeNQSXC919Polegr3cfYe7fxSULwTeAYakUGfGbNlex1vvbaZooLqXi4iEIZUE1dbddzYtBO/bp7BfCTDYzI4ws/Ykpo2f0WybtSS6rWNmx5JIUBvN7NCgkwVmdiSJThmrU6gzYxatrabR9fyTiEhYUklQG83s800LZnYB8OG+dnL3ehIDzc4i0WV8mrsvNbO7k453M/A1M3sDeAq4yhM3xT4JvBmUPw1c6+6V+9OwsJWWVZLXxhg+QBMUioiEIZV7UNcCT5rZr4LlcqDF0SWac/eZJLqOJ5fdkfR+GTC6hf2eAZ5JpY6olJRVMaxPVzp3OJCe+iIisi+pPKj7DnCamXUm0etvS/hhxVtdQyOL1lUxYeSAqEMREclZ+7zEZ2Y/NrPu7l7j7lvMrIeZ/TATwcXV0vWb2V7XqPtPIiIhSuUe1KfdvbppIZhd9zPhhRR/pWWJ22GaoFBEJDypJKg8M9s1E5+ZFQCtema+krJKBh7SkcO65kcdiohIzkrlDv/vgRfM7HfB8ldIDPDaKrk7pWVVjBl6WNShiIjktFQ6SfzEzN4EziExOsTfgIFhBxZX7364lY+27tT4eyIiIUvlEh/ABhKjSVxM4sHat0KLKOZKgwkKi9RBQkQkVHs8gzKzISRGf5gAfAT8kUQ38zMzFFsslZRV0qNjO446tFPUoYiI5LS9XeJbDvwT+Jy7rwIws29nJKoYK11TRdGgnpqgUEQkZHu7xHcxiUt7c83sN2Z2Ni2PUN5qbNyyg3c/3Kr7TyIiGbDHBOXuz7n7ZcAxQDHwbaC3mT1gZudlKL5YWRhMUKj7TyIi4dtnJwl33+ruT7r7+SSmzHgduC30yGKopKyKDm3bcHzfblGHIiKS81LtxQeAu1e6+0PuflZYAcVZaVklw/t3p33b/fpvExGRA6C/tCnatrOeJes3a/w9EZEMUYJK0etrq2lodIrUQUJEJCOUoFJUUlaFGZysAWJFRDJCCSpFpWsqOebwrnTNbxd1KCIirYISVArqGxp5bU2Vnn8SEckgJagULN+wha07G/T8k4hIBilBpaAkmKBQZ1AiIpmjBJWC0rIqCrsX0KdbQdShiIi0GkpQ++DulJRV6uxJRCTDlKD2YV1lLR9s2aH7TyIiGaYEtQ//vv+kBCUikklKUPtQuqaSrvltGXxY56hDERFpVZSg9qGkLDFBYZs2rXoqLBGRjFOC2ovKrTtZ9UGNxt8TEYmAEtReLFxTBej+k4hIFEJNUGY2zsxWmNkqM9ttkkMzG2Bmc81skZm9aWafSVo3KdhvhZmNDTPOPSktq6R9XhtOKNQEhSIimdY2rAObWR5wP3AuUA6UmNkMd1+WtNntwDR3f8DMhgEzgUHB+8uB44C+wD/MbIi7N4QVb0tKyio5sV838tvlZbJaEREh3DOokcAqd1/t7juBqcAFzbZxoGvwvhuwPnh/ATDV3Xe4+7vAquB4GbO9roHFFZv0/JOISERCO4MCCoF1ScvlwKhm29wF/N3MbgQ6Aeck7bug2b6FzSsws4nARIDevXtTXFycjrgBWFHZQF2Dk7+lnOLiDWk7brKampq0xhw3udy+XG4b5Hb7crltkFvtCzNBtdQv25stTwAedfefmdnpwBNmdnyK++LuU4ApAEVFRT5mzJiDizjJ0rmrgBVcdf4n6d6xfdqOm6y4uJh0xhw3udy+XG4b5Hb7crltkFvtCzNBlQP9k5b78e9LeE2uAcYBuPt8M8sHeqW4b6hKyioZ0rtzaMlJRET2Lsx7UCXAYDM7wszak+j0MKPZNmuBswHM7FggH9gYbHe5mXUwsyOAwcCrIcb6MQ2NzsI1Vbr/JCISodDOoNy93sxuAGYBecAj7r7UzO4GSt19BnAz8Bsz+zaJS3hXubsDS81sGrAMqAeuz2QPvpXvb2HL9nqNYC4iEqEwL/Hh7jNJdB1PLrsj6f0yYPQe9v0R8KMw49uT0mCA2KKBOoMSEYmKRpJoQUlZFYd3zadfD01QKCISFSWoZpomKCwa1AMzDRArIhIVJahmKqpreW/Tdo2/JyISMSWoZkrLEgPEagRzEZFoKUE1U1JWSecObTnm8K773lhEREKjBNVMaVkVJw/sQZ4mKBQRiZQSVJJN2+pY8f4WTh2oy3siIlFTgkqycG3w/JM6SIiIRE4JKklJWRVt2xjD+3ePOhQRkVZPCSpJaVklxxd2o6C9JigUEYmaEhQwfVEFZ9zzAiVlVaz6YAvTF1VEHZKISKsX6lh82WD6ogomPbuY2rrEWLQ1OxqY9OxiAMaP2G2ORBERyZBWfwY1edaKXcmpSW1dA5NnrYgoIhERASUo1lfX7le5iIhkRqtPUH27tzxi+Z7KRUQkM1p9grp17FAK2n28115BuzxuHTs0oohERATUSWJXR4jJs1awvrqWvt0LuHXsUHWQEBGJWKtPUJBIUkpIIiLx0uov8YmISDwpQYmISCwpQYmISCwpQYmISCwpQYmISCwpQYmISCwpQYmISCwpQYmISCwpQYmISCwpQYmISCyFmqDMbJyZrTCzVWZ2Wwvrf25mrwevlWZWnbSuIWndjDDjFBGR+AltLD4zywPuB0DPWJYAAAqNSURBVM4FyoESM5vh7suatnH3bydtfyMwIukQte4+PKz4REQk3sI8gxoJrHL31e6+E5gKXLCX7ScAT4UYj4iIZBFz93AObHYJMM7dvxosXwGMcvcbWth2ILAA6OfuDUFZPfA6UA/c6+7TW9hvIjARoHfv3qdMnTo1lLaEpaamhs6dO0cdRmhyuX253DbI7fblctsgO9t35plnLnT3oublYU63YS2U7SkbXg483ZScAgPcfb2ZHQnMMbPF7v7Oxw7mPgWYAlBUVORjxoxJQ9iZU1xcTLbFvD9yuX253DbI7fblctsgt9oX5iW+cqB/0nI/YP0etr2cZpf33H198O9qoJiP358SEZEcF2aCKgEGm9kRZtaeRBLarTeemQ0FegDzk8p6mFmH4H0vYDSwrPm+IiKSu0K7xOfu9WZ2AzALyAMecfelZnY3UOruTclqAjDVP34z7FjgITNrJJFE703u/SciIrkv1Cnf3X0mMLNZ2R3Nlu9qYb95wAlhxiYiIvGmkSRERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWlKBERCSWQk1QZjbOzFaY2Sozu62F9T83s9eD10ozq05ad6WZvR28rgwzThERiZ+2YR3YzPKA+4FzgXKgxMxmuPuypm3c/dtJ298IjAje9wTuBIoABxYG+1aFFa+IiMRLmGdQI4FV7r7a3XcCU4EL9rL9BOCp4P1YYLa7VwZJaTYwLsRYRUQkZkI7gwIKgXVJy+XAqJY2NLOBwBHAnL3sW9jCfhOBicFijZmtOMiYM60X8GHUQYQol9uXy22D3G5fLrcNsrN9A1sqDDNBWQtlvodtLweedveG/dnX3acAUw4svOiZWam7F0UdR1hyuX253DbI7fblctsgt9oX5iW+cqB/0nI/YP0etr2cf1/e2999RUQkB4WZoEqAwWZ2hJm1J5GEZjTfyMyGAj2A+UnFs4DzzKyHmfUAzgvKRESklQjtEp+715vZDSQSSx7wiLsvNbO7gVJ3b0pWE4Cp7u5J+1aa2Q9IJDmAu929MqxYI5S1lydTlMvty+W2QW63L5fbBjnUPkvKCyIiIrGhkSRERCSWlKBERCSWlKAiYGb9zWyumb1lZkvN7JtRx5RuZpZnZovM7C9Rx5JuZtbdzJ42s+XBz/D0qGNKFzP7dvA7ucTMnjKz/KhjOhhm9oiZfWBmS5LKeprZ7GAYtdlBR6ystIf2TQ5+N980s+fMrHuUMR4MJaho1AM3u/uxwGnA9WY2LOKY0u2bwFtRBxGSXwJ/c/djgJPIkXaaWSFwE1Dk7seT6Nx0ebRRHbRH2X0UmtuAF9x9MPBCsJytHmX39s0Gjnf3E4GVwKRMB5UuSlARcPf33P214P0WEn/gdhspI1uZWT/gs8Bvo44l3cysK/BJ4GEAd9/p7tV73yurtAUKzKwt0JEsf/7Q3V8CmvcAvgB4LHj/GDA+o0GlUUvtc/e/u3t9sLiAxHOkWUkJKmJmNojEILmvRBtJWv0C+A7QGHUgITgS2Aj8LriE+Vsz6xR1UOng7hXAT4G1wHvAJnf/e7RRhaK3u78HiS+LwGERxxOmq4Hnow7iQClBRcjMOgPPAN9y981Rx5MOZnY+8IG7L4w6lpC0BU4GHnD3EcBWsvsS0S7BvZgLSIyL2RfoZGb/N9qo5ECZ2f8jcTvhyahjOVBKUBExs3YkktOT7v5s1PGk0Wjg82ZWRmIE+7PM7PfRhpRW5UC5uzed8T5NImHlgnOAd919o7vXAc8CZ0QcUxjeN7M+AMG/H0QcT9oFc+idD3zJs/hhVyWoCJiZkbiH8Za7/3fU8aSTu09y937uPojEDfY57p4z38LdfQOwLhiiC+BsYNledskma4HTzKxj8Dt6NjnSAaSZGUDTJKhXAv8bYSxpZ2bjgO8Cn3f3bVHHczCUoKIxGriCxNlF04zCn4k6KEnZjcCTZvYmMBz4ccTxpEVwVvg08BqwmMTfh6weNsfMniIxzudQMys3s2uAe4FzzextEhOq3htljAdjD+37FdAFmB38bXkw0iAPgoY6EhGRWNIZlIiIxJISlIiIxJISlIiIxJISlIiIxJISlIiIxJISlLQKZuZm9rOk5VvM7K40HftRM7skHcfaRz2XBqOnz21h3eRgFPLJB3Dc4XrMQeJICUpaix3ARWbWK+pAkplZ3n5sfg1wnbuf2cK6rwMnu/utBxDGcGC/EpQl6O+HhEq/YNJa1JN46PTbzVc0PwMys5rg3zFm9qKZTTOzlWZ2r5l9ycxeNbPFZnZU0mHOMbN/BtudH+yfF5zZlARz83w96bhzzewPJB6IbR7PhOD4S8zsv4KyO4BPAA82P0sysxlAJ+AVM7vMzA41s2eCekvMbHSw3UgzmxcMcjvPzIaaWXvgbuCy4KHOy8zsLjO7Jen4S8xsUPB6y8x+TeJh3v5mdp6ZzTez18zsT8H4kgT/V8uCdv90f39YIgC4u1565fwLqAG6AmVAN+AW4K5g3aPAJcnbBv+OAaqBPkAHoAL4frDum8Avkvb/G4kvfINJjNeXD0wEbg+26QCUkhiIdQyJQWaPaCHOviSGHDqUxMC0c4DxwbpiEnM1tdi+pPd/AD4RvB9AYkgtgva3Dd6fAzwTvL8K+FXS/ncBtyQtLwEGBa9G4LSgvBfwEtApWP4ucAfQE1jBvwcC6B71z1+v7Hy13XcKE8kN7r7ZzB4nMSlfbYq7lXgwNYOZvQM0TT+xGEi+1DbN3RuBt81sNXAMcB5wYtLZWTcSCWwn8Kq7v9tCfacCxe6+MajzSRLzT01PMV5IJJ9hieH0AOhqZl2C+h8zs8GAA+3245hN1rj7guD9acAw4OWgrvYkht3ZDGwHfmtmfwVyblZlyQwlKGltfkHi8tTvksrqCS53B4Oktk9atyPpfWPSciMf//w0HzPMAQNudPdZySvMbAyJM6iW2B7K90cb4HR3/1gSNrP7gLnufqEl5iEr3sP+u/4/AsnTvifHbcBsd5/Q/ABmNpLEYLOXAzcAZ+1fE0R0D0paGXevBKaR6HDQpAw4JXh/AQd2ZnGpmbUJ7ksdSeIS1yzgG8HUKpjZENv35IavAJ8ys15BB4oJwIv7GcvfSSQFgnqHB2+7kbhMCYnLek22kBhctEkZwRQiZnYyicuSLVkAjDazo4NtOwZt7Ax0c/eZwLdIdMIQ2W9KUNIa/YzE/ZMmvyGRFF4FRrHns5u9WUEikTwPXOvu20lMeb8MeM3MlgAPsY+rFsHlxEnAXOAN4DV339/pIG4CioIOCsuAa4PynwD3mNnLQHLvwbkkLgm+bmaXkZinrKeZvQ58A1i5h1g3kkh0T1liZPcFJC5tdgH+EpS9SAsdU0RSodHMRUQklnQGJSIisaQEJSIisaQEJSIisaQEJSIisaQEJSIisaQEJSIisaQEJSIisfT/AcsfR8He2CAkAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2665,7 +2665,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2801,13 +2801,20 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch04.ipynb to script\n", - "[NbConvertApp] Writing 17047 bytes to ch04.py\n" + "[NbConvertApp] Writing 17120 bytes to ch04.py\n" ] } ], "source": [ "! python ../.convert_notebook_to_script.py --input ch04.ipynb --output ch04.py" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/ch04/ch04.py b/ch04/ch04.py index 539c3c41..2365f2c5 100644 --- a/ch04/ch04.py +++ b/ch04/ch04.py @@ -319,9 +319,10 @@ c_transf.fit_transform(X).astype(float) -# ## Optional: Ordinal Encoding -# If we are unsure about the numerical differences between the categories of ordinal features, we can also encode them using a thresholded one-hot encoded format. For example, we can split the feature "size" with values M, L, and XL into two new features "x > M", "x > L", and . For example, let's consider the original DataFrame: +# ## Optional: Encoding Ordinal Features + +# If we are unsure about the numerical differences between the categories of ordinal features, or the difference between two ordinal values is not defined, we can also encode them using a threshold encoding with 0/1 values. For example, we can split the feature "size" with values M, L, and XL into two new features "x > M" and "x > L". Let's consider the original DataFrame: From 7bf4d1fa8d0ef01f393f890a068b2504b6e2cdde Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:41:50 -0600 Subject: [PATCH 04/13] check ch05 on latest softw. --- ch04/ch04.ipynb | 7 ------ ch05/ch05.ipynb | 59 +++++++++++++++++++++---------------------------- 2 files changed, 25 insertions(+), 41 deletions(-) diff --git a/ch04/ch04.ipynb b/ch04/ch04.ipynb index dcd891b4..8f2e7464 100644 --- a/ch04/ch04.ipynb +++ b/ch04/ch04.ipynb @@ -2808,13 +2808,6 @@ "source": [ "! python ../.convert_notebook_to_script.py --input ch04.ipynb --output ch04.py" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/ch05/ch05.ipynb b/ch05/ch05.ipynb index 780128c4..61884ca8 100644 --- a/ch05/ch05.ipynb +++ b/ch05/ch05.ipynb @@ -42,12 +42,12 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-07-18 \n", + "last updated: 2019-12-04 \n", "\n", - "numpy 1.16.2\n", - "scipy 1.2.1\n", - "matplotlib 3.0.3\n", - "sklearn 0.21.1\n" + "numpy 1.17.4\n", + "scipy 1.3.1\n", + "matplotlib 3.1.1\n", + "sklearn 0.22\n" ] } ], @@ -534,7 +534,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -665,7 +665,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -751,7 +751,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYcAAAEGCAYAAACO8lkDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAaaUlEQVR4nO3de5hdVZnn8e+PICYogQ6JdkiCiRLUktGA1VyEZ4Ag/QRtE8cJEjDKbQxeIogtNjzMEMR+pmnp1lGHJsYAQVouAdEEJtyGS9Mq0KmEAEmYaAYQiuAQaCRouIW888dehYfap07tU8muXefk93me85y9176cN5WqemuttddaigjMzMxq7VR1AGZmNvQ4OZiZWY6Tg5mZ5Tg5mJlZjpODmZnl7Fx1AM0aPXp0TJw4seowzMxayooVK56NiDFFz2+55DBx4kS6urqqDsPMrKVI+m0z57tZyczMcpwczMwsx8nBzMxynBzMzCzHycHMzHKcHMzMLKe05CDpMknPSFrdx3FJ+r6k9ZIeknRAWbGYmVlzyqw5LAKmNTh+DDA5veYAl5QYi5mZNaG0QXARcY+kiQ1OmQH8OLIFJe6TtIeksRHxdFkxmZmV7ar7n2DJqqeauqZjr5HM+8QHSopoYKocIT0OeLJmvzuV5ZKDpDlktQv23nvvQQnOzNrTQH55N+P+x/4dgIMmjSrtMwZDlclBdcrqLksXEQuABQCdnZ1eus7MBmzJqqdY+/QmOsaOLOX+B00axYwp4zjhoNb+Q7bK5NANTKjZHw9sqCgWM9uBdIwdybWnHVJ1GENalclhKTBX0jXAQcAL7m8wMyi36afMWkM7KS05SLoaOAIYLakbmAe8BSAi5gPLgI8B64HNwMllxWJmraXMpp+OsSOZMWXcdr9vuynzaaXj+zkewJfL+nwza21u+qlWy63nYGbVK/uJHzf9VM/TZ5hZ03qafcripp/queZgZgPiZp/25uRg1obc7GPbys1KZm3IzT62rVxzMGtTbvaxbeGag5mZ5Tg5mJlZjpuVzCrgDmMb6lxzMKuAO4xtqHPNwawi7jC2ocw1BzMzy3FyMDOzHDcrmfXBawrYjsw1B7M+lNlp7A5jG+pcczBrwJ3GtqNyzcHMzHKcHMzMLMfJwczMcpwczMwsx8nBzMxynBzMzCzHj7Jay/LMpmblcc3BWpZnNjUrj2sO1tI8SM2sHK45mJlZjpODmZnlODmYmVmOk4OZmeU4OZiZWY6Tg5mZ5Tg5mJlZTqnjHCRNA74HDAMWRsSFvY7vDVwB7JHOOTsilpUZkw0ej2A2a12l1RwkDQMuBo4BOoDjJXX0Ou2/AosjYn9gFvBPZcVjg88jmM1aV781B0njgR8AhwFbgV8AZ0REdz+XHgisj4hH032uAWYAa2vOCaDnT7/dgQ1NRW9Dnkcwm7WmIjWHy4GlwFhgHHBjKuvPOODJmv3uVFbrfGC2pG5gGfCVejeSNEdSl6SujRs3FvhoMzPbFkWSw5iIuDwitqTXImBMgetUpyx67R8PLIqI8cDHgCsl5WKKiAUR0RkRnWPGFPloMzPbFkWSw7OSZksall6zgecKXNcNTKjZH0++2ehUYDFARNwLDAdGF7i3mZmVqEhyOAX4NPA74GlgZirrz3JgsqRJknYh63Be2uucJ4CjACS9nyw5uN3IzKxi/XZIR8QTwPRmbxwRWyTNBW4le0z1sohYI+kCoCsilgJ/DfxI0plkTU4nRUTvpiczMxtkfSYHSd+IiG9L+gH5vgIi4vT+bp7GLCzrVXZezfZa4NCmIjYzs9I1qjk8kt67BiMQMzMbOvpMDhFxY9rcHBHX1R6TdGypUZmZWaWKdEifU7DMzMzaRKM+h2PIxh6Mk/T9mkMjgS1lB2ZmZtVp1Oewgay/YTqwoqb8ReDMMoOyweGJ8cysL436HB4EHpR0VUS8Nogx2SDpmRivrF/gnhjPrHUVmbJ7oqS/I5tZdXhPYUS8u7SobNB4Yjwzq6foxHuXkPUzHAn8GLiyzKDMzKxaRZLDiIi4A1BE/DYizgemlhuWmZlVqUiz0stpptTfpOkwngLeUW5YZmZWpSI1h68CuwKnAx8GZgMnlhmUmZlVq2HNIS31+emIOAv4A3DyoERlZmaValhziIjXgQ9Lqrdwj5mZtakifQ4PAEskXQf8sacwIm4oLSozM6tUkeQwimzlt9onlAJwcjAza1NFFvtxP4OZ2Q6myNNKZma2g3FyMDOzHCcHMzPL6Tc5SHqnpEsl3Zz2OySdWn5oZmZWlSJPKy0im3zv3LT/a+Ba4NKSYrLE6y2YWVWKNCuNjojFwFaAiNgCvF5qVAb8ab2Fsni9BTPrS5Gawx8l7Uk2tgFJBwMvlBqVvcHrLZhZFYokh68BS4H3SPolMAaYWWpUZmZWqSKD4FZKOhx4LyBgnZcNNTNrb0WeVvoy8PaIWBMRq4G3S/pS+aGZmVlVinRIfz4ift+zExHPA58vLyQzM6takeSwU+2U3WmNh13KC8nMzKpWpEP6VmCxpPlkTyx9Abil1KjMzKxSRZLD3wCnAV8k65C+DVhYZlBmZlatIk8rbQUuSS8zM9sB9JscJB0KnA+8K50vICLi3eWGZmZmVSnSIX0p8B3gMOAvgM703i9J0yStk7Re0tl9nPNpSWslrZF0VdHAzcysPEX6HF6IiJubvXF6quli4GigG1guaWlErK05ZzJwDnBoRDwv6R3Nfo6ZmW1/RZLDXZIuIlsz+pWewohY2c91BwLrI+JRAEnXADOAtTXnfB64OI2dICKeaSJ2MzMrSZHkcFB676wpC2BqP9eNA56s2e+uuVePfQHSnE3DgPMjwo/JmplVrMjTSkcO8N6qUxZ1Pn8ycAQwHvhXSfvVjsgGkDQHmAOw9957DzAcMzMrqkjNAUkfBz4ADO8pi4gL+rmsG5hQsz8e2FDnnPvSRH6PSVpHliyW154UEQuABQCdnZ29E4yZmW1nRSbemw8cB3yFrDZwLNljrf1ZDkyWNEnSLsAssqm/a/0cODJ9zmiyZqZHC0dvZmalKPIo60ci4nPA8xHxTeAQ3lwjqCutGDeXbPqNR4DFEbFG0gWSpqfTbgWek7QWuAs4KyKeG8g/xMzMtp8izUovpffNkvYCngMmFbl5RCwDlvUqO69mO8gWE/paoWjNzGxQFEkON0naA7gIWEnWqey5lczM2liRp5W+lTZ/KukmYHhEeA1pM7M21mdykDQ1Iu6U9Kk6x4iIG8oNzczMqtKo5nA4cCfwiTrHgmzE9A7vqvufYMmqp0q599qnN9ExdmQp9zYza6TP5BAR8yTtBNwcEYsHMaaWsmTVU6X9Eu8YO5IZU8Zt9/uamfWnYZ9DRGyVNBdwcmigY+xIrj3tkKrDMDPbboqMc7hd0tclTZA0qudVemRmZlaZIo+ynpLev1xTFoAX+zEza1NFHmUtNODNzMzaR9GJ9/YDOnjzxHs/LisoMzOrVpE1pOeRTandQTYVxjHALwAnBzOzNlWkQ3omcBTwu4g4GfgQ8NZSozIzs0oVSQ4vRcRWYIukkcAzuDPazKytFelz6EoT7/0IWAH8Afi3UqMyM7NKFXla6Utpc76kW4CREfFQuWGZmVmViqwEt0TSCZLeFhGPOzGYmbW/In0O3wEOA9ZKuk7STEnD+7vIzMxaV5FmpX8B/kXSMGAq8HngMsDThZqZtamig+BGkE3dfRxwAHBFmUGZmVm1igyCuxY4CLgFuBi4Oz3aamZmbapIzeFy4ISIeL3sYMzMbGgo0udwy2AEYmZmQ0eRp5XMzGwH4+RgZmY5fTYrSTqg0YURsXL7h2NmZkNBoz6Hf0zvw4FO4EFAwAeB+8kGxpmZWRvqs1kpIo6MiCOB3wIHRERnRHwY2B9YP1gBmpnZ4CvS5/C+iHi4ZyciVgNTygvJzMyqVmScwyOSFgL/DAQwG3ik1KjMzKxSRZLDycAXgTPS/j3AJaVFZGZmlSsyCO5lSfOBZRGxbhBiMjOzihVZz2E6sIpsbiUkTZG0tOzAzMysOkU6pOcBBwK/B4iIVcDEEmMyM7OKFUkOWyLihYHcXNI0SeskrZd0doPzZkoKSZ0D+RwzM9u+iiSH1ZJOAIZJmizpB8Cv+rsoLQ50MXAM0AEcL6mjznm7AaeTDawzM7MhoEhy+ArwAeAV4GpgE/DVAtcdCKyPiEcj4lXgGmBGnfO+BXwbeLlQxGZmVrp+k0NEbI6IcyPiL9Io6XMjosgv8nHAkzX73ansDZL2ByZExE2NbiRpjqQuSV0bN24s8NFmZrYtiqwEty/wdbJO6DfOj4ip/V1apyxq7rsT8F3gpP5iiIgFwAKAzs7O6Od0MzPbRkUGwV0HzAcWAs2sBtcNTKjZHw9sqNnfDdgPuFsSwJ8DSyVNj4iuJj7HzMy2syLJYUtEDGRE9HJgsqRJwFPALOCEnoPpCajRPfuS7ga+7sRgZla9Ih3SN0r6kqSxkkb1vPq7KCK2AHOBW8nmYlocEWskXZAG1pmZ2RBVpOZwYno/q6YsgHf3d2FELAOW9So7r49zjygQS+m+eeMa1m7YVPj8tU9vomPsyBIjMjMbfEXmVpo0GIEMhu/e/ut+z3ngid+z8cVX+j1v/J+NAKBj7EhmTBnXz9lmZq2l0TKhUyPiTkmfqnc8Im4oL6zqHL7vmELnnXn0viVHYmZWnUY1h8OBO4FP1DkWQFsmBzMza5AcImJeej958MIxM7OhoEiHNJI+TjaFxvCesoi4oKygzMysWkXWc5gPHEc2x5KAY4F3lRyXmZlVqMg4h49ExOeA5yPim8AhvHnks5mZtZkiyeGl9L5Z0l7Aa0DbPN5qZmZ5RfocbpK0B3ARsJLsSaWFpUZlZmaVKjII7ltp86eSbgKGD3RlODMzaw2NBsHVHfyWjrXtIDgzM2tcc6g3+K2HB8GZmbWxRoPgPPjNzGwHVWScw56Svi9ppaQVkr4nac/BCM7MzKpR5FHWa4CNwH8GZqbta8sMyszMqlXkUdZRNU8sAfytpE+WFZCZmVWvSM3hLkmzJO2UXp8G/lfZgZmZWXWKJIfTgKuAV9LrGuBrkl6UVHzJNDMzaxlFBsHtNhiBmJnZ0FHkaaVTe+0PkzSvvJDMzKxqRZqVjpK0TNJYSf8BuA9wbcLMrI0VaVY6QdJxwMPAZuD4iPhl6ZGZmVllijQrTQbOAH4KPA58VtKuJcdlZmYVKtKsdCPw3yLiNOBw4DfA8lKjMjOzShUZBHdgRGwCiIgA/lHS0nLDMjOzKvVZc5D0DYCI2CTp2F6HPSmfmVkba9SsNKtm+5xex6aVEIuZmQ0RjZKD+tiut29mZm2kUXKIPrbr7ZuZWRtp1CH9oTR3koARNfMoCRheemRmZlaZRivBDRvMQMzMbOgoMs7BzMx2MKUmB0nTJK2TtF7S2XWOf03SWkkPSbpD0rvKjMfMzIopLTlIGgZcDBwDdADHS+roddoDQGdEfBC4Hvh2WfGYmVlxZdYcDgTWR8SjEfEq2SJBM2pPiIi7ImJz2r0PGF9iPGZmVlCZyWEc8GTNfncq68upwM31DkiaI6lLUtfGjRu3Y4hmZlZPmcmh3kC5uuMjJM0GOoGL6h2PiAUR0RkRnWPGjNmOIZqZWT1FJt4bqG5gQs3+eGBD75MkfRQ4Fzg8Il4pMR4zMyuozJrDcmCypEmSdiGbq+lNs7lK2h/4ITA9Ip4pMRYzM2tCaTWHiNgiaS5wKzAMuCwi1ki6AOiKiKVkzUhvB66TBPBEREwvK6ayfff2X2+3e5159L7b7V5mZs0qs1mJiFgGLOtVdl7N9kfL/HwzMxsYj5A2M7McJwczM8txcjAzsxwnBzMzy3FyMDOzHCcHMzPLcXIwM7McJwczM8txcjAzsxwnBzMzy3FyMDOznFLnVrLtyxP7mdlgcc3BzMxynBzMzCzHycHMzHKcHMzMLMfJwczMcpwczMwsx8nBzMxynBzMzCzHycHMzHI8Qtre4BHYZtbDNQczM8txzcEGhWslZq3FNQczM8txzcHagmsmZtuXaw5mZpbj5GBmZjluVjIrwM1WtqNxzcHMzHJcczAbAlwzsaHGycFsB+DkY81ycjCzbeLE055KTQ6SpgHfA4YBCyPiwl7H3wr8GPgw8BxwXEQ8XmZMZtZayk4+Tm71lZYcJA0DLgaOBrqB5ZKWRsTamtNOBZ6PiH0kzQL+HjiurJjMzAZbqyafMp9WOhBYHxGPRsSrwDXAjF7nzACuSNvXA0dJUokxmZlZAYqIcm4szQSmRcR/SfufBQ6KiLk156xO53Sn/f+bznm2173mAHPS7nvJmqDedE6LGU3rxt/KsUNrx9/KsUNrx9/KsUMW/9siYkzRC8rsc6hXA+idiYqcQ0QsABa8cZHUFRGd2xZedVo5/laOHVo7/laOHVo7/laOHd6If2Iz15TZrNQNTKjZHw9s6OscSTsDuwP/XmJMZmZWQJnJYTkwWdIkSbsAs4Clvc5ZCpyYtmcCd0ZZ7VxmZlZYac1KEbFF0lzgVrJHWS+LiDWSLgC6ImIpcClwpaT1ZDWGWQVvv6D/U4a0Vo6/lWOH1o6/lWOH1o6/lWOHAcRfWoe0mZm1Lk+8Z2ZmOU4OZmaW03LJQdI0SeskrZd0dtXxFCVpgqS7JD0iaY2kM6qOqVmShkl6QNJNVcfSLEl7SLpe0v9J/weHVB1TMySdmb5vVku6WtLwqmNqRNJlkp5JY5l6ykZJul3Sb9L7n1UZY1/6iP2i9L3zkKSfSdqjyhgbqRd/zbGvSwpJo/u7T0slh5opOY4BOoDjJXVUG1VhW4C/joj3AwcDX26h2HucATxSdRAD9D3gloh4H/AhWujfIWkccDrQGRH7kT3gUfThjaosAqb1KjsbuCMiJgN3pP2haBH52G8H9ouIDwK/Bs4Z7KCasIh8/EiaQDad0RNFbtJSyYFiU3IMSRHxdESsTNsvkv1yGldtVMVJGg98HFhYdSzNkjQS+I9kT8cREa9GxO+rjappOwMj0nigXcmPGRpSIuIe8mOWaqfLuQL45KAGVVC92CPitojYknbvIxu3NST18bUH+C7wDeoMNK6n1ZLDOODJmv1uWugXbA9JE4H9gfurjaQp/4PsG2tr1YEMwLuBjcDlqVlsoaS3VR1UURHxFPAPZH/xPQ28EBG3VRvVgLwzIp6G7I8l4B0VxzNQpwA3Vx1EMyRNB56KiAeLXtNqyaHQdBtDmaS3Az8FvhoRm6qOpwhJfwU8ExErqo5lgHYGDgAuiYj9gT8ydJs0clLb/AxgErAX8DZJs6uNasck6VyyJuKfVB1LUZJ2Bc4FzmvmulZLDkWm5BiyJL2FLDH8JCJuqDqeJhwKTJf0OFlT3lRJ/1xtSE3pBrojoqemdj1ZsmgVHwUei4iNEfEacAPwkYpjGoj/J2ksQHp/puJ4miLpROCvgM+02EwO7yH7w+LB9DM8Hlgp6c8bXdRqyaHIlBxDUpqK/FLgkYj4TtXxNCMizomI8Wnirllk05y0zF+uEfE74ElJ701FRwFrG1wy1DwBHCxp1/R9dBQt1KFeo3a6nBOBJRXG0pS0cNnfANMjYnPV8TQjIh6OiHdExMT0M9wNHJB+LvrUUskhdQj1TMnxCLA4ItZUG1VhhwKfJfure1V6fazqoHYgXwF+IukhYArw3yuOp7BU47keWAk8TPZzO6Snc5B0NXAv8F5J3ZJOBS4Ejpb0G7KnZi5sdI+q9BH7/wR2A25PP7vzKw2ygT7ib/4+rVU7MjOzwdBSNQczMxscTg5mZpbj5GBmZjlODmZmluPkYGZmOU4OVhlJr6fHAldLui6N5Kx33rKBzIIpaS9J129DfI8Xmb2y1Uk6SdJeVcdhQ4uTg1XppYiYkmYafRX4Qu1BZXaKiI8NZKK8iNgQETO3V7Bt7CSyaTnM3uDkYEPFvwL7SJqY1lv4J7JBXxN6/oKvOfajtLbBbZJGAEjaR9L/lvSgpJWS3pPOX52OnyRpiaRblK0HMq/ngyX9XNKKdM85/QWqbE2Rlemz7khlo9J9HpJ0n6QPpvLzJV2RYn1c0qckfVvSwymWt6TzHpf095L+Lb32SeXvknRHuu8dkvZO5YskfV/SryQ9KmlmTXxnSVqervlmKqv7tUvXdZINEFyVyi6UtDZd/w/b4f/WWlFE+OVXJS/gD+l9Z7KpFL4ITCSb+fXgmvMeB0anY1uAKal8MTA7bd8P/Ke0PZxsWuuJwOpUdhLZjKZ7AiOA1WTrIwCMSu895XvWfm6vmMeQzQw8qde1PwDmpe2pwKq0fT7wC+AtZOtIbAaOScd+Bnyy5rPOTdufA25K2zcCJ6btU4Cfp+1FwHVkf+B1kE1lD/CXZKOnlY7dRDZdeaOv3d21XwtgHX8aILtH1d8nflXzcs3BqjRC0iqgi2z+oEtT+W8j4r4+rnksIlal7RXAREm7AeMi4mcAEfFy1J//5vaIeC4iXiKbvO6wVH66pAfJ5umfAExuEPPBwD0R8Vj6rJ558w8DrkxldwJ7Sto9Hbs5sgnzHiZbqOeWVP4w2S/tHlfXvPesVHcIcFXavrImZsgSxdaIWAu8M5X9ZXo9QFbzel/Nvyf3tavz79sEvAwslPQpsmRmO6Cdqw7AdmgvRcSU2oJsXjn+2OCaV2q2Xyf7a7/eVO719J4rJiQdQTbr6SERsVnS3WQ1j76ozn16yvv6vFcAImKrpNcioqd8K2/+GYw+tuvd84379vp8AX8XET98U3DZGiL1vnZvvnnEFkkHkk3uN4tsLrOpfcRibcw1B2t5ka2L0S3pkwCS3trHk09Hp76BEWSrkP0S2B14PiWG95HVDBq5Fzhc0qT0WaNS+T3AZ1LZEcCz0fx6HcfVvN+btn/Fn5YE/QxZE1UjtwKnKFs3BEnjJPW3qM6LZJPK9aw3sntELAO+SjZJoe2AXHOwdvFZ4IeSLgBeA44lv2rdL8iaZvYBroqILkkPA19QNlvrOrKmpT5FxMbUaX2DpJ3I1iQ4mqxv4fJ0n838aWrqZrxV0v1kf7Qdn8pOBy6TdBbZanYn9xPfbZLeD9ybamF/AGaT1RT6sgiYL+klsvXZl0gaTlYLOXMA/w5rA56V1XYIkk4i63SdW3Us9ShbhKUzIp6tOhYzcLOSmZnV4ZqDmZnluOZgZmY5Tg5mZpbj5GBmZjlODmZmluPkYGZmOf8foKF4jmwYEDkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -789,7 +789,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -874,7 +874,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xt4ldWdL/DvD5IQMCFcJEYuBhAMF4OURIpcoqBYOiK0tdpapjd5BjqndrTtTOdYOmemp552ztOeaTnTmXPMjI6dU0YdB1uYqlQR2xSKlgAihktFariEEIgQiRDI5Xf+eLOTfc++vO9e6937+3keH8nOzt4/Nvp+WWv91npFVUFERGSbQaYLICIiioYBRUREVmJAERGRlRhQRERkJQYUERFZiQFFRERWYkAREZGVGFBERGQlBhQREVkpz3QBybi6qEgnjh5tugwi150qBEYUFZkugygjDuw5cFZVxwz0PF8F1MTRo1G/bp3pMohc9+iUHqxcsMB0GUQZMatwVmMiz+MUHxERWYkBRUREVmJAERGRlYwHlIgMFpG9IvIL07UQmbSpocF0CURWMR5QAB4CcNB0EUQmfeuRfwE6OkyXQWQVowElIuMB3AXgn03WQURE9jE9gvoRgG8A6In1BBFZIyL1IlJ/pr09c5UREZFRxgJKRJYDaFHV3fGep6q1qlqtqtVjuJGRiChnmBxBLQCwQkTeBfA0gCUi8lOD9RARkUWMBZSqPqKq41V1IoBPA9imqn9sqh4iIrKL6TUoIgro6MDJrpOmqyCyhhUBpaq/UtXlpusgMmb1alxuLDBdBZFVrAgoIiKicAwoIiKyEgOKiIisxIAiIiIrMaCILNFeP9R0CURWYUARWeLMMyNQ//q7pssgsgYDisgSP/3ucdMlEFmFAUVERFZiQBERkZUYUEREZKU80wUQkX3279qPbVu2oaW5BaVlpViybAkqb640XRblGAYUkWU27d6NlVVVxt5//6792LxpM265/xaUTS5D89FmbH5qMwAwpCijOMVHZJFvPbEd6Ow0WsO2Ldtwy/23YOzUsRg0eBDGTh2LW+6/Bdu2bDNaF+UeBhQRhWhpbkHZ5LKQx8oml6GlucVQRZSrGFBEFKK0rBTNR5tDHms+2ozSslJDFVGuYkARUYgly5Zg51M70fR2E3q6e9D0dhN2PrUTS5YtMV0a5Rg2SRBRiEAjxLbntuGV5ldQWlaKFStXsEGCMo4BRUQRKm+uZCCRccam+ESkUER+JyL7RKRBRL5tqhYia9TUAN3dePVYg+lKiIwzuQZ1GcASVb0JwGwAy0RknsF6iKxw6L5y0yUQWcHYFJ+qKoD23i/ze/9RU/UQEZFdjHbxichgEXkDQAuAl1X19SjPWSMi9SJSf6a9PfJFiIgoKxkNKFXtVtXZAMYDmCsiN0Z5Tq2qVqtq9ZiioswXSURERlixD0pVzwP4FYBlhkshIiJLmOziGyMiI3p/PRTAHQAOmaqHyCbvHz9vugQi40zug7oWwE9EZDCcoPx3Vf2FwXqIrPDT7x7Ho6aLyAG8pYj9THbxvQngQ6ben4hyF28p4g9WrEEREWUSbyniDwwoIso5vKWIPzCgiCjn8JYi/sDDYi3y1SefxMW2tojHh5WU4Idf+ELmCyLKUkuWLcHmp0LXoHY+tRMrVq5I6nXYaOEtBpRFLra14bHRoyMeX9vaaqAaMm3Tjh1YuWCB6TKykhu3FGGjhfcYUEQW+taRQXh0So/pMrJaurcUCW60ANDfaPHcNgaUS7gGRUSUAjZaeI8BRUSUAjZaeI8BRUSUgiXLlmDnUzvR9HYTerp70PR2E3Y+tRNLli0xXVrW4BqURYaVlERtiBhWUmKgGiKKx41GC4qPAWURtpJTuJNdJzEub5zpMtKWre3Y6TZaUHwMKCJLHbqvHHjpPMbN9HdA+a0dO1vD1I8YUESWqil+Ay2YZLqMtJlux04mcPwWptmOAZUEnvQQGz8biiVWO/Yrza94/t7JBo7pMKVQDKgk+Omkh0wHhp8+G8qsQDt24KIPZK4dO9nAMRmmFIkBlaUYGGQLt869i2ag6btkA8ftMOV6VnoYUETkKa/asROZvks2cNwMU65npY8BRWSz8+dNV+AKL9qxE5m+SzZw3AxTrmelz1hAicgEAP8KoAxAD4BaVV1vqh4i26x5ZDQeRU/W7IVyWyLTd6kEjlthyvWs9JkcQXUB+Lqq7hGRYgC7ReRlVT1gsKa4eNJDbPxsvHG5sQD4sOkq7JTo9J2pzbQmm0OyhbGAUtVTAE71/vqCiBwEMA6AtQHlp3bpTAeGnz4byg5eNl8A6Tc4eF1fLhBVNV0DRGQigDoAN6rq+7GeV11ervXr1mWqLCLj/io/DwvuG8spPkQPDACedMkFNzi0n2vH9o3b0fhWIyqmVeDez92b8Huwiy+6WYWzdqtq9UDPM94kISJFADYCeDhaOInIGgBrAOC6UaMyXB0R2SBWR9yKlSvw0F89lNDPJxMUgQaHD9o+wGsvvob5X5yPO0ffibe3v43NmxLvxONZfekxersNEcmHE04bVPW5aM9R1VpVrVbV6jFFRZktkIisENwRN2jwoP6OuC3bBvzZQLhVfqISq36wCpWfqMTmTZuxf9f+mD8TaHDY/fJuzP3UXJRNLcNVI69C0ZiihN+X0mcsoEREADwO4KCq/p2pOohsV//6u6ZLMC6du9emEm6BBodzzedQOtlparj0/iUUDi3kXXMzyOQU3wIAnwWwX0Te6H3sm6r6gsGachLP0bPXdzq78KjpIiyQTkdcKu3egQaHIYVDcPqd0yi5pgSn3zmN8vJy1zvxuE4Vm8kuvu0AxNT7Uz8ei0S2S6cjLpVwCwTEM088g59/++eY96l5qJxXiY62Dtc7BXnaRGzGmySIiAaSzgkPqYZboMEhMMJ5se5F1++ay9Mm4mNAUVJSnQ7kNCKlK9WOuOBw27h/Izoud+Cqoqv61qAGek0vO/F42kR8DChL2XpBT3U6MPBzXz18GBevXOl7fFdjI9auX2/890XZLRAw7ZfbrZpO42kT8TGgLJVKENgaasEuXrmCxwoL+76uA1AzejTXu8hzNk6n8bSJ+BhQWSTV0Q3P0bNb68YSbCrcjZVVVaZL8TUbp9O8uhVJtmBAkTWjK4ruh/U/wqOr/tR0Gb5n63QaT5uIjQFFngifbmxobMTapiYcungRCJriI8oUTqf5DwOKkpLodGD4dONvz55F15Ur+LOuLtR1dPQ9nldQ4F2xREE4neY/DChLRQuCQydPogPA2vXrI56bzjRdMs0Vqb7P/IoKAMCQN9/EhrFjQ773k9ZWrndRRnA6zV8YUJaKFgRr16+P2wSRarPDngMH8B2JPNTjr06eTLDaxM0eNw6PPTTw6dNENuAxRGYxoLJIqqOb7q4u1BQXRz5+4UKaFZFrOjrQcLkBM4fMNF1JzuAxROYxoIhst3o1WjcWY8qAt3fLHZkY2di4byrXMKDIE9xbRV7J1MjGxn1TuYYBZalojQsNjY346tmz+GFvw4HNuLeKvJKpkY2t+6ZyCQPKUtFOhfjt2bP4xgcfRIxM0h2VdOblYW1Q63fw427xwzFM5A+ZGtlw35R5DCgfmV9RgZmtra53wc2fMSNqeMxPMvjihRDvOUVuydTIhvumzGNAUcIjmIFGQQwhb7WcBmZeZ7oK8zI5suG+KbMYUBRXcCg1NDZiZn4+AGBYQUHfWhgDyHs/bHsejx5fCDCgOLLJIQwoAhA5Ojp08iS6u7rw/uXL+HFREQDg3OXL+HB3N8pGjIi6ZkUeqqkB0GO6Cmtk68iGG4NDGQ0oEXkCwHIALap6o8labJPpNu3w6bm6pibUFBdj4eXLqOk93LXu4kVoDy+SRF7gxuBIpkdQTwL4MYB/NVyHddLtbLOta477ooji48bgSEYDSlXrRGSiyRqylYmGhXghxFZyovi4MTiS6RHUgERkDYA1AHDdqFGGq8lteYMG4XddXRjZ0YGGzs6QQ2oBbs4lSgc3BkeyPqBUtRZALQBUl5er4XJyTqdIf0NEYSEaOjsxc+xY3MxRkRGbXnsNK+fNM10GeYAbgyNZH1CUGeHTc4dUndPMhw0Dgu7fxGAy51tHBuHRKd2myyCPsH0+EgOKAMSengtvtrjY1oa169dzXYnIA9naPp8q023mTwG4DcDVInICwF+r6uMma8oWbnXNZbLZwrbOQ8pO3GvkH6a7+O43+f7Zxu0L/FeffBINjY2oa2oKeTyvoAC4+upUy4yJRyWR17jXyF84xZdF3L7AX2xrw8z8/L6NugF1PEWCfGqgvUbJjK78NBLzU63BGFA5xPYptDdOnsTasNEaALyhbN4kd8Tba5TM6MpPIzE/1RqOAZVDbJ9Cy+/qwmPFxRGPL7xwIeTrVILW9nBORsPlBswcMtN0Gb4Ub69RMic5+OnUBz/VGo4BRXENKyiIOBi2obMTNxs8oiiVoLU9nBN16L5yDN/ZxttupCh4r1H7uXZs37gdjW81omJaBY4dOYb3ut7D+ZbzGFk2ElVLq3D9h66PepJDS3ML2s+14+nvPY1zzecwsmwk5tw+By3NLQZ+V/H5+YQKBhTFFe328mtbW0NGHW6NTgbn5UVd3xqcxp19A7WFN3vkFRRgfpTfG2W3wIjhmR8/g+Onj2Pep+ZhxcMrcOT1Izj8zmFcf9v1mHLzFLQcbcHOZ3ai9URr1JMcpEfw6//4NRY9sAilk0vRcrQFv37i1xjaMzTTv6UB+fmECgZUFnH7QNZEX8+t0cm0ceNQE+V1pqUxygnUtrapKaTZg40euavy5kps27INSx5c0nfR3npwK5Z+ZSk6LnWgo70D10y5BpV/VIkXv/ci/uKv/yLiNQblDcKkeZMwvHQ4ZJBgeOlwTJo3CS073B9Bpdvg4OcTKhhQWcTttRS/rc0QJXoxD5/2Otd8DksXLsXBuoNo/UMrOi51oKCgACNKRkT9+e6ebsy+ZTZO/eEUOi51oHBoIWbfMhsv/uZF138/6TY4+PmECgZUDrH9lhe210d2S+ZiHj7tNbJsJI69eQwlo0pQWeU898BrB/BB+wdY9+V1EWFXWlaKK+1X+p4LAE1vN7k+beZWg4NfT6hgQOUQ20dEidaXSpCFN3s0dHZiZmsrwy+LJHMxD5/2mjh9Il7+3y9j+ZeXo6e7B4d2HcIv/uEXqFlVg7l3z40Iu0xNm/m5wcENDCjynVSCNrzZY21rKx576CGXKsqcn17/N3j0+BcBS7r4bNoAmszFPNq019133Y1jvz6G3c/sRvOJZtSsqsG8jzknx4eHXaamzfzc4OAGBlQWMbXXx+apOZtrS8nq1QB6TFcBwL4NoMlezONNe6378jrMvXtuyGPhYZeJaTM/Nzi4IW5Aicg0AOMAvK6q7UGPL1PVLV4XR8kxtdfH5qlDm2tLyuPOGcq1LR8DHh+JTQ0NAIApU2Bs065tG0DdvJjbMnLxc4ODG2IGlIj8GYAvAzgI4HEReUhVN/V++7sAGFBEXqmrAwDU7giEz8eABQuA1TUoPeI8crBrP1pfA47Ma+j7seqKEQCAcXnj4r68KiAS++tE2LQ+EphqPP2H09jwzQ0oHFKIGypvSPlibtPIxa8NDm6IN4L6EwBVqtouIhMB/IeITFTV9QCS/E+ZckE2HSdkSu33AqPdmUBpKVCK3mm9SNPzei9a9c6/j5dvwY4zwJAx51GP86iuGBE1qH71fDEuXxqEO+9pg4gTTi9tLMGQoT247a4LEc+PxZZRRvBU49LJS/vCJJ31sMqbK3Hk4BFs+OYGtLW1oaSkBMvvWZ6zQWFKvIAaHJjWU9V3ReQ2OCFVDgYUReH2FKMbgZeJ0EzrPerqgkZJcEIpRiANZELjMucXjc7oaseZkxgypn90NWUKMKNgJi5fGoTXX70KAHDnPW14aWMJXn/1Knx48QdJjaRsGWV4MdW4f9d+HPj9Aaz67qqQ39uUXVOMhJRNzSiZFC+gmkVktqq+AQC9I6nlAJ4AkP2fDBnnRuBlYl0u2ffoHyUBwExn6q6mxrV6gN7RVWMl0Oh8XVcH4GtP4wgaoNOAorMTsGXrNXj9Veei/uHFH/SNqBJly/qIF1ONNq2v2daMkknxAupzALqCH1DVLgCfE5HHPK2KUpJ1HWtZJDSUADzySEbfv6YGQP2nAThhpQq0dRxBG86hIB8Yt7weIsk3W9iwPuLFVKNN62s2hWWmxQwoVT0R53s7vCmH0sF1HkucOgW0teH4hRH9wZTG1J3bFi0Cdu8Ghh6fglOnnMd+/n9O48jSBogAw4uB0mvMdQcmy4upRlvW1wC7wjLTjO6DEpFlANYDGAzgn1X1b03WQ9kj+BTz4JsgDisoiHpCe6KvF65vdNp7pT/YPBLASKBsOpDXnPGR0kBUnXA6dAiYNg1Ytar36xcWoOQoUFUFHOrejzPXn8SRMaHdgQN1BprixVSjLetrgF1hmWnGAkpEBgP4BwBLAZwAsEtENqvqAVM1UXoSnWLMRONCYF2oLuwU8/B7WyX7eiFOncIf7T0LADiYNxIYOhQoKwGuvdb5fuuVlN7LSyJAfr4TTlVVztdVVc738vOdr8PXr/q7A53ASrSVPZPcnmq0ZX0NsCssMy3ePqgpAK4Jn84TkUUAmlT1nTTfey6AI6p6tPd1nwawEgADyqcSDZdEmwrcWFPLKygIubVGQ2cn1qZxBt/BvUEBN3QsMHkoUFKGr7c19z54BWjtvbKXlEX8vA1uuil031MgpGI1SAR3B4a3sgN2j67Cu98Wf2QJZs3tD5l4XYs2rK8F6gDsCMtMizeC+hGAb0Z5/FLv9+5O873HATge9PUJAB8Of5KIrAGwBgCuGzUqzbckP3FjNBV+U8KZKZzBV/u9Vhxv7sTBY73h9KEP9X+ztREf+8KTaVaZeeEX5US794LDCnDa2evR0BdWw4uBG8baEVjh3W/7fnMW//JPL+CLAGbNrUx5/5cJtoRlpsULqImq+mb4g6pa37txN13R/pfQKO9XC6AWAKrLyyO+T+S6xx93jhQKWLAA2PtrYHS5uZosNT2vsm+jcO/hF3j/a0+HBNbi6yw4ikmBq68bj0mLFuEn/7gDP7i5MuX9X5Q58QKqMM733Liv8QkAE4K+Hg+gKcZzibwTfM4dAOBjkc0Ne7+b2Zp8qG8rV1A7+7SvPR1ybiCQue7AkO43ASZMuoKe7jHY/kQLvvNg6vu/YsnVzbReihdQu0TkT1T1n4IfFJHVAHa78N67AEwVkUkATgL4NIDPuPC65CK/Hl804PpVyAkOvefcTUXsDbMlZfh6YG0p7HGKLnzvVev8/Rg9rwFH4ASW19OBEd1vAuTrcQzJ7++GczOccnUzrZfiBdTDAH4mIqvQH0jVAAoAfDzdN1bVLhF5EMAv4bSZP6GqDQP8GLkokQNDvTiJIRMbiiPCM+jw1drvtQKli+OecxfOj+tMNnFyv386EHAaLt6/cN6z9auI7rd3mvGf63dh9MjP9z3npY0lroRULm+m9VK8jbqnAcwXkcUAbux9+HlV3ebWm6vqCwBecOv1KHH/ue86XOrMw71VR/sODH1292QMze/C3Tcd8/S9MzbyChklDXz4KmXWhMZlfc0WQGRgrZyZ3lRgSPfbqVfQcXEC9OLn8dH7KnDnPU19a1BA+iOpXN5M66V4beaFAL4EYAqA/QAe7z3qiHxOFbjUmYdXDjl/U7236iie3T0Zrxwah9unnfT1gnEmzrkjb4x/dxkkaO/Vz99q6PvvMNXRVXD3W/gp7nfe40xdDxnak/Z/77m8mdZL8ab4fgKgE8BvAHwUwHQ4037kcyJOKAHAK4fG9QXV7dNO9o2o/MT0OXeUvn37gM7O/v1Y499dht0bnc3DbW3AmPn78f689NrZb7vrQsT+L7fWoHJ5M62X4gXUDFWtBAAReRzA7zJTEmVCIKQC4QTAP+EU3gZu0Tl3lDxVJ5wOHXK+rqoKPY5p0SJAJLSdPTiwkukOTHX/10ByeTOtl+IFVGfgF70NDRkohzIlsOYU7NndkyNCyooT0sPuLqv6McjC/qk7Vd6gzM+Cj1s6dKg/qIKPYwoW3HARuKtwcHfglCnAiMGZ3yycq5tpvRQvoG4Skfd7fy0AhvZ+LQBUVYd7Xh15IhBOgTWn4DUoIHQkZayVvK4OePvt3pFSb4PDgqnYV1LTPxWE/sNP8/OdI3zCuXFrc/JeIKQC4QTEP34pIPyuwnV1wOXPbgk5islUYFH64nXxDc5kIZQ5IsDQ/K6QNafAmtTQ/C5jF/CIBofSxcAj/VN3qkDn7thTQeHhE76uMVCYkTmBP5tgu3cnFlLBamoAhHUHNpwJDax0uwMpc4zeboPMufumYxELxibWoJJpcEhmKmigdQ2OpOwRfguQ4D8rIPmQChfczt5S3X+yxfBi5zFTRzHRwBhQOcyrBeO40mxwSHQqKNl1Db/KhinMRG4B4pbS3pMtAo6Xb8GmC/3nA5g8O5AiMaDIeyGhFOWcuyQkMxWUaJj59SKfTVOYyd4CxC3Bo6u6OmDSZ/sDK9NnB1IkBhS5L+QEB6DvrLs0N8wmOxWUSJj59SKfjVOYRkb0QYLXr2zqDsxlDChKX1gbuFcnOCQzFZRImAH+vcjnyhSmKeHdgcGBxe7AzGFAUer6pu4yd85dolNBiYaZny/yqbZmU/ISaWdnd6D7GFCUuPAGhzTXk1KV6FRQImHm54u8W63ZlLzwdvbg7kCAzRZuYUBRXKFt4GYCKR0DhZlfL/Jet2ZTcsK7A9nO7g4GFIWKaHCA70IpUX6+yGeyNZuSFxxY4d2Bw4uB0mvYHZgIBhSFTd3lzi0q/H6RN9WaTckJnw482OUcdMvuwIExoHJRyDl3gFtt4H5kw0U+nX1YpluzKXnT8yrjdgdWV4wAAAYWGFA5pX89KfKcu1xm8iLv131Y5I5o7ew7zpwM6Q6srsjd0ZWRgBKRewH8DZybIM5V1XoTdWS7iHPugKxdT/KjbNxsS+mZnlcJNFaGTAfWI/RGjbnUbGFqBPUWgE8AeMzQ+2enHGpwyAZub7b165FNmeLHzyd4OhDIve5AIwGlqgcBgDdBdMHjjwNA/4bZHF1L8iu39mFxqjC+bPl8At2BvYe3YNrXQgMr27oDrV+DEpE1ANYAwHWjRhmuxhLhh68uWACsZij5kRv7sDhVGF82fj59fwcNamfPxu5AzwJKRLYCKIvyrXWquinR11HVWgC1AFBdXq4ulecfEefcAShdwwaHLODWPqxEpgr9OL3lllw5tzAbuwM9CyhVvcOr184JfetJmTvnjjLLzX1Y8aYKU53eyqZQ8/ORVqkI7w48Xr4FO87Ad2cHWj/Fl0sibnmeY+tJ2XRBTJRb+7BiTRXOmZPa9Fa2rNkE+PVIK7dMaFzm/CKoO3AT7D870FSb+ccB/D2AMQCeF5E3VPUjJmoxKdfawOMFkN8viCY32w40VThnjvPvRKe3sm3Nxs9HWnnFL92Bprr4fgbgZybe27jwE8GzOJCCxQugWbP8fUE0Ha4DTRUOGpTc9Fa2rdn4/UirTIjXHWjyzsKc4vNaeCAt+D4wFTk3dRcvgAKPAf67INoy2og3VZjK9JZXazbJjDTdnPK14UgrPwjvDqyrA1rn7zd2Z2EGlBdCNszm7jl3AYn+jdyPi9g2jTaiTRWmOr3lxZpNoiNNVeDNN90flfLcwuQ5ly1z3YEMKJeErCeVLgYWTM3pUAo30N/I/byIbcNoI15tyU5vebFmE2ukuWMHUFYGVFY6U5GqQH09cOwYcOlS6HP9MuWbzTLdHciASkNoKJWyDTyOeAEU+HWmFrHd7hY0OdpIRLLTW16s2cQaaZaVAVeuAHv29P+5Hz4MVFREPtcPU765Jrw78Hj5lpA7C0+Zkt7aFQMqUdHOuWMoJSTW38gPHnS+X1XlXPgqKrxfxHa7oSGTo410RhDJTm+lu2YT6y8B4SPNe+91wilaEAFOWAUwnOw3Iei+V3V1AL72dN/aVSrdgQyoeHL0Rn5ui/Y38vx8oKAAyMtzvp41y5naefNN5+LoxSK2Vxf+TI02Mj2CSHXNJtZfAvLygK6u0Ofu2eO0wYdPjwL+nfIlR00NQpotgNDuwEQwoMKFn3OXI23gXgv+G3kgKDo7nQtW4AJ2+HBoULh9IfLqwu9Fh5hfTz6I9ZeAgwedv5B0dkaONN95J/Tzq++9+U7gvwfuW/K/yLMD70/o5xhQ4VN3pWvY4OCR8As4kPkRglcXfrc7xPzaNBLrz3b6dGdEGTyymjPHCafmZmdyIjiIhg7NzJQv2S03AyoklGZyLckAUyMEP1z4/X7yQbw/2+CR0qBBTghdf330IJo1i/uWcl3uBFTw1F3pYh6+mgHxuuVMBEWiF37TZwL6/eSDZP5sZ89OfHrU9t83uS+rAyr0rDuuJ2XSQEcbeTFCGChYErnwh9fd0+Ms5Ae6/Gw4GcJmqYz+uIGWYsmqgMq1w1dtlcjRRqlsHo0XPom2jw90JFBw3Xl5zkJ9YGE/PKy85scLt99Hf2QXfwdUyO3OwbUkSyTSBJHMCGGg8Em2fTzWhT+87jNngPPngRkznAX9wH4dnmYQn19Hf2Qf/wVUtHPucuzwVT9IpAkikRFCouHjVldgcN1jxjiPXbkC/Nu/pf6afpbqelzwWmPwlgEGOyXDVwF1prnbCSdumLWeW00QiYaPW12B4XWPGeOMpK6+OvdGAumeumH6NiTkf4NMF5CUsjJnTYnhZLXwhfJVq5x/HzrkPK6a3OsFh1RAeFDECsRk3iu87s98xrmYnj8PnD3b//1k6/ej4JFr4Pcc+Gw6Owf+DNL9eSLAZyMo8ge3F8oHGo25tW8oUHdFRf+a05UrzibT6dMjpxqzeSSV7rSpyc3YlD0YUOQJtxbKEw0fL87DC7xmQK51o6U7bWpqMzZlDyMBJSLfB3A3gCsA3gHwRVU9b6IW8o4bbdKJho8bgRiYljp8uP/n6+v7z4QDcusCm+46oh9O7SC7mRpBvQzgEVXtEpH/CeARAH9pqBayXKLhk2ogBneaVVU5X9s6LZWpUy7SnTb1+3FNZAcjAaWqLwV9+Rqo/J+qAAAOPklEQVSAT5qog/zDq02r4Z1mAa2twOjRzq9tuZgOdDpHKsEVK/DSnTblhl1ygw1rUA8AeCbWN0VkDYA1ADBq1HWZqol8Ip0RRbQ9VvX1wPbtoc+zYVoq3m0shg1zmjmCawzcf2n27NivOVAbeLrTptywS+nyLKBEZCuAsijfWqeqm3qfsw5AF4ANsV5HVWsB1AJAeXk1m1OpT7r7bMI7zQ4edNrJAWDhQqC6OrVpKS+m4aJ1xbW2OjsvJkwAfvtb59YV118PHDsGXLzo3H8pcGpHtBoT2QCd7sjVj8c1kT08CyhVvSPe90Xk8wCWA7hdlbsiKDlu3R03uNNMxLkFxPz5TjilMi3l5ebU4FpVnbMBr1xxHr/mGqctfs8eJ7TGju2/KWS0z4Jt4OQHprr4lsFpirhVVS+aqIH8za0LbHinWWDdKfx9Eh05uX1L+Vi1BkY3586FtnFfueLcALC0dODPgm3gZDtTa1A/BjAEwMvi/N/wmqp+yVAt5FPpXmDjdZoFB1Oy+36A5EMzPLx6epzRXPDXwYfVzpkDPPss0NDghFRxcf/rAEBLi3MSRiKddsFsWG8jCjDVxTfFxPtSdkn3AuvVBt9kQzN8WnDfPufnKyr6b+i3Zw9w8mRorZ/8JHD6NPCHPzghJQKMGgUUFQFtbU6A3XtvaNAFsA2c/MCGLj6ipLl1gXW70yxeaAZeP/i5QOi04Jw5zq8PHHC+njUrcuQUWNvauxcYOdI5K7Cnx2mMGD7cafB45x1nqm/Pnth7xtgGTrZjQJEvuXmBdavTLF5oNjYC113X33wR3DwRPi2o6tyDqrMz9m0+Ar///Hxg0iTgvfeccLr2Wqd77777+m+uGOv3wzZwsp3vAyovrxOTJ5/AsGEdpkuJ6eLFQhw9Oh5dXfmmS8kqXl9gk20XjxWaqk7rd/ARSuF3GA6eFhRxpuYC4RT4fngtR44ATU3AokVO8O3a5ezhCmzcTfRQ13hfE5nk+4CaPPkEJkwoRnHxRIiF/3epKi5caAVwAr///STT5WSdTJ0wkWi7eLTQrK4O3VMV3jwBhE4LqjrrR8Fira0Ffx3e0GHh/w5ESfHX/aCiGDasA8XFo60MJwAQERQXj7Z6hEeh0r2XUbQQCZ6CDAgOp+B7UBUUOGtQ+fnO19HupSUCfOITznrT4cPAhg3OvxcudB639H8HoqT4fgQFwNpwCrC9PgrlxSbWeM0T4dOCgWm/igqnAy/W2lpgdHb4cP9jgTUuomyQFQFF5DY3N7Em0nEYeE/AmSasrOxvD4+1tqbqnB0YrL4+dkhl6iR0Irf4forPBg899ABmzChFTc2Npkshl7hxC/mAWM0T06b1j4rCgyJ871K0cHruOacpoqICWLXK+ff27c7j4XXu2xdaf+D3t29f8r8fokzJqRHUf/vKF9DR0hzxeGFpGf773z+Z8ut++tNfwOrVD+LBBz+XRnVkCy82sZps6fb6CCYir+RUQHW0NOMfx5dHPP5fTjSm9bq33FKDY8feTes1yB5ebWJ1s+Mw0CQRuONvYB0qcAp7+FoVD4YlP8qpgCJKlB82sSbTJMGDYcmPuAZFFIPtm1ijrZPV14euP4WvOQVLdU2NKFM4giLyoWjrZIGmCcAZSQH9m4sDa1A8GJb8hCMoIh8KXycDnLP+AOdYJSB0c3FeXvwuQiIb5dQIqrC0LGpDRGFptDvTJ27t2vuxY8ev8N57Z3HTTePxjW98G6tWrU7rNYkGEr5OFhg1BU6WAEJDyfY1NaJwORVQ6bSSx/PYY0958rpE4eK1hEdrmgg/AT38+UQ24xQfkU8MtNmWjRCUbRhQRD4w0AG2PT2hTROrVkU/ZJbIT4xM8YnIdwCsBNADoAXAF1S1yUQtRH6QyGZb3iGXso2pEdT3VXWWqs4G8AsA/81QHUS+EeuWHcGHzIavOVVVxb9/FZHNjASUqr4f9OVVADgBQTSARNaY2AhB2cRYF5+I/A8AnwPQBmCxqTqI/MCLA2yJbOfZCEpEtorIW1H+WQkAqrpOVScA2ADgwTivs0ZE6kWkvr39TNp1hS8Wu7F4fPLkcXz844uxYMF0LFo0E7W169N/UaIgidyygyjbeDaCUtU7EnzqvwF4HsBfx3idWgC1AFBeXp1WnPzyl0BHB7BiRf/Gxc2bgcJC4CMfSf118/Ly8O1v/y/MmjUH7e0XcMcdVbj11qWoqJiRTrlEIfxwgC2Rm4ysQYnI1KAvVwA4FOu5blF1wqmuzgmlQDjV1TmPpzOSuuaaazFr1hwAQFFRMW64YTpOnTrpUuVkghcjbTdwjYlyiak1qL8VkQo4beaNAL7k9RuKOCMnwAmlujrn1zU1/SMqNxw79i7279+LqqoPu/OClHH79jl7i4KPCAocusqOOKLMMRJQqnqPifcNhFQgnAB3w6m9vR0PPHAPvvOdH6G4eLg7L0oZxbvPEtkjp87iC0zrBdu82Z2Q6uzsxAMP3IN77lmF5cs/kd6LkTG8+yyRPXLmqKPgNaeaGuAHP3D+HbwmlfprKx5+eDVuuGE6/vRPv+Ze0WTEQBtiiSgzciagRJxuveA1pxUrnK8LC9O7+Lz++g48++z/w29+sw2LF8/G4sWzsXXrC+4VTxnFQ1eJ7JBTU3wf+Uhkm64b03vz5i1ESwuvXtmAG2KJ7JFTAQWwTZfi46GrRPbIuYAiGgg3xBLZIWfWoIiSwZE2kXkMKCIishIDioiIrMSAIiIiK7FJwgUdHR1YubIGly9fRnd3F5Yv/yT+8i+/bbosIiJfy7mA2rP3d3h+60Y0tRzH2NIJuOuOezDnQ3PTes0hQ4Zg48ZtKCoqQmdnJ+6+eyFuv/2jqK6e51LVRES5J6cCas/e32HDi7VY8KmFuGPy7Th1tAkbnqkFgLRCSkRQVFQEwDmTr7OzE8K2LyKitOTUGtTzWzdiwacWYvzUCRg8eDDGT52ABZ9aiOe3bkz7tbu7u7F48WzMmFGKW29dytttEBGlKacCqqnlOK6dPDbksWsnj0VTy/G0X3vw4MF49dU3sG/fCezd+zscPPhW2q9JRJTLciqgxpZOwKmjTSGPnTrahLGlE1x7j5KSEZg//zZs27bFtdckIspFORVQd91xD3Y8sx0n3j6O7u5unHj7OHY8sx133ZHe/RPPnj2DtrbzAIBLly6hrm4rpk6d5kbJREQ5K6eaJAKNEM8/txEvt7yEsaUTsOqja9Lu4jt9+hS+8pXPo7u7G6o9WLHiPtx553I3SiYiylk5FVCAE1LpBlK4mTNnYdu2va6+JhFRrjM6xScify4iKiJXm6yDiIjsYyygRGQCgKUAjpmqgYiI7GVyBPVDAN8AkPataNXye3HbXh8RkY2MBJSIrABwUlX3JfDcNSJSLyL17e1nIr5/8WIhLlxotTYEVBUXLrTi4sVC06UQEfmKZ00SIrIVQFmUb60D8E0AdybyOqpaC6AWAMrLqyNS6OjR8QBOYNiwyPCyxcWLhb11EhFRojwLKFW9I9rjIlIJYBKAfb3n1Y0HsEdE5qpqc7Lv09WVj9//flJatRIRkX0y3mauqvsBlAa+FpF3AVSr6tlM10JERPbKqZMkiIjIP4xv1FXViaZrICIi+4it3W/RiMgZAI2m60jA1QA4ZRkdP5vo+LnExs8mOj9/LuWqOmagJ/kqoPxCROpVtdp0HTbiZxMdP5fY+NlElwufC9egiIjISgwoIiKyEgPKG7WmC7AYP5vo+LnExs8muqz/XLgGRUREVuIIioiIrMSAIiIiKzGgPMabMkYSke+LyCEReVNEfiYiI0zXZJKILBORwyJyRET+q+l6bCAiE0TkVRE5KCINIvKQ6ZpsIiKDRWSviPzCdC1eYkB5iDdljOllADeq6iwAvwfwiOF6jBGRwQD+AcBHAcwAcL+IzDBblRW6AHxdVacDmAfgy/xcQjwE4KDpIrzGgPKWazdlzCaq+pKqdvV++RqcE+1z1VwAR1T1qKpeAfA0gJWGazJOVU+p6p7eX1+AczEeZ7YqO4jIeAB3Afhn07V4jQHlkWRuypjjHgDwoukiDBoH4HjQ1yfAC3EIEZkI4EMAXjdbiTV+BOcvvj2mC/Ga8cNi/cytmzJmo3ifjapu6n3OOjhTORsyWZtlJMpjHHH3EpEiABsBPKyq75uuxzQRWQ6gRVV3i8htpuvxGgMqDZm6KaMfxfpsAkTk8wCWA7hdc3sz3gkAE4K+Hg+gyVAtVhGRfDjhtEFVnzNdjyUWAFghIn8EoBDAcBH5qar+seG6PMGNuhnAmzKGEpFlAP4OwK2qesZ0PSaJSB6cRpHbAZwEsAvAZ1S1wWhhhonzN7ufAHhPVR82XY+NekdQf66qy03X4hWuQZEJPwZQDOBlEXlDRP6v6YJM6W0WeRDAL+E0Avx7rodTrwUAPgtgSe9/I2/0jhooh3AERUREVuIIioiIrMSAIiIiKzGgiIjISgwoIiKyEgOKiIisxIAiygAR6e5tlX5LRJ4VkWG9j5eJyNMi8o6IHBCRF0Tkhig//4SItIjIW5mvnsgMBhRRZlxS1dmqeiOAKwC+1LsZ9WcAfqWq16vqDDhHZF0T5eefBLAsY9USWYBHHRFl3m8AzAKwGECnqvZtVFbVN6L9gKrW9R6aSpQzOIIiyqDeo40+CmA/gBsB7DZbEZG9GFBEmTFURN4AUA/nBpaPG66HyHqc4iPKjEuqOjv4ARFpAPBJQ/UQWY8jKCJztgEYIiJ/EnhARG4WkVsN1kRkDQYUkSG998H6OIClvW3mDQD+BlHuByUiTwHYCaBCRE6IyOqMFktkAE8zJyIiK3EERUREVmJAERGRlRhQRERkJQYUERFZiQFFRERWYkAREZGVGFBERGSl/w9iZBCsbwoQ2wAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -902,7 +902,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1265,7 +1265,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3XuYFNWd//H3R0SJAopCXBF0kIBmuCMQ74LxgsiiBFRQNqLBa/Aad4O7+0M0TzZuQrwlJoS4LIlrgspqggneZXRjVBgRFBAVFcOAUdQEMAYR+P7+6GZshp6enktP18x8Xs/TT3dVnTr1rWaY75yqU+coIjAzM0ua3YodgJmZWTZOUGZmlkhOUGZmlkhOUGZmlkhOUGZmlkhOUGZmlkhOUGZmlkhOUGZmlkhOUGZmlki7FzuA2urYsWOUlJQUOwwzM6ulF1988YOI6JRv+SaXoEpKSigvLy92GGZmVkuS3qlNeV/iMzOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRHKCMjOzRCpYgpI0S9L7kpZVs12S7pC0StLLkgYWKhYzM2t6CtmCmg0Mz7H9NKBH+nUx8NMCxmJmZk1MwSYsjIhnJJXkKHIG8MuICOB5SftKOjAi3i1UTIX2qxf+xG+XrC12GGZmeSvt3J4b/rFXscPIqpj3oA4C1mQsV6TX7ULSxZLKJZWvX7++UYKri98uWcuKdzcWOwwzs2ahmFO+K8u6yFYwImYCMwEGDRqUtUxSlB7YnnsvOarYYZiZNXnFbEFVAF0zlrsA64oUi5mZJUwxE9Q84Ovp3nxHAhua8v0nMzNrWAW7xCfp18BQoKOkCuAGoDVARMwA5gMjgFXAJ8AFhYrFzMyankL24htfw/YAvlmo45uZWdPmkSTMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRnKDMzCyRCpqgJA2X9JqkVZKmZNl+sKQFkl6S9LKkEYWMx8zMmo6CJShJrYA7gdOAUmC8pNIqxf4duC8iBgDjgJ8UKh4zM2taCtmCGgKsioi3ImILMAc4o0qZANqnP+8DrCtgPGZm1oQUMkEdBKzJWK5Ir8s0DZggqQKYD1yRrSJJF0sql1S+fv36QsRqZmYJU8gEpSzrosryeGB2RHQBRgB3S9olpoiYGRGDImJQp06dChCqmZklTd4JSlI7SW1rUXcF0DVjuQu7XsL7BnAfQEQ8B7QBOtbiGGZm1kzVmKAk9ZH0ErAMWCHpRUm986h7EdBDUjdJe5DqBDGvSpk/AV9NH+fLpBKUr+GZmVleLaifAddGxCERcTDwLWBmTTtFxFZgMvAo8Cqp3nrLJd0kaVS62LeAiyQtBX4NTIyIqpcBzcysBdo9jzJ7R8SCHQsRUSZp73wqj4j5pDo/ZK6bmvF5BXBMnrGamVkLkk+CekvS/wPuTi9PAN4uXEhmZmb5XeK7EOgEPAA8mP58QSGDMjMzq7EFFRF/Aa5shFjMzMwqVZugJN0WEVdLeohdn18iIkZl2c3MzKxB5GpB7bjnNL0xAjEzM8tUbYKKiBfTH/tHxO2Z2yRdBTxdyMDMzKxly6eTxPlZ1k1s4DjMzMx2kuse1HjgXKCbpMwRINoBHxY6MDMza9ly3YP6I/AuqbHxfpixfhPwciGDMjMzy3UP6h3gHeCoxgvHzMwsJZ/BYo+UtEjSx5K2SNomaWNjBGdmZi1XPp0kfkxq3qY3gC8Ak4AfFTIoMzOzfMbiIyJWSWoVEduA/5b0xwLHZWZmLVw+CeqT9HxOSyR9n1THibxGMzczM6urfC7x/VO63GTgb6RmyR1TyKDMzMxytqAktQK+GxETgM3AjY0SlZmZtXg5W1Dpe06d0pf4zMzMGk0+96BWA8+mR5P4246VEXFLoYIyMzPLJ0GtS792IzXMUYtw40PLWbGudo97rXh3I6UHti9QRGZmLUs+ExY2u/tOtz7+eo1lXvrTX1m/6dO86+zS4QuUHtieM/ofVJ/QzMwsLa/noFqiE3p2qlX5a07uWaBIzMxapny6mZuZmTU6JygzM0ukXPNB3QAE8LF77JmZWWPLdQ9qNakE9ffGCcXMzOxzuRLUUFIJagNwf6NEY2ZmlpYrQc1Ov29phDjMzMx2kmtG3acBJI2UtFtEbG+8sMzMrKXLpxffOOANSd+X9OVCB2RmZgZ5JKj0SOYDgDdJTVb4nKSLJdU47JGk4ZJek7RK0pRqypwtaYWk5ZJ+VeszMDOzZimv56AiYiPwv8Ac4EBgNLBY0hXV7ZOequNO4DSgFBgvqbRKmR7A9cAxEdELuLouJ2FmZs1PjQlK0ihJDwJPAa2BIRFxGtAPuC7HrkOAVRHxVkRsIZXczqhS5iLgzoj4C0BEvF+HczAzs2Yon7H4xgK3RsQzmSsj4hNJF+bY7yBgTcZyBfCVKmV6Akh6FmgFTIuIR/KIyczMmrl8LvG9WzU5SfpPgIh4Msd+yrIuqizvDvQg9czVeOAuSfvuUlHqnle5pPL169fnEbKZmTV1+SSok7OsOy2P/SqArhnLXUjNK1W1zG8j4rOIeBt4jVTC2klEzIyIQRExqFOn2o0ybmZmTVOusfguAy4Hukt6OWNTO+DZPOpeBPSQ1A1YS6q7+rlVyvyGVMtptqSOpC75vZV/+GZN32effUZFRQWbN28udihmDaJNmzZ06dKF1q1b16ueXPegfgU8DHwPyOwivikiPqqp4ojYKmky8Cip+0uzImK5pJuA8oiYl952iqQVwDbgnyPiwzqei1mTVFFRQbt27SgpKUHKdmXcrOmICD788EMqKiro1q1bverKlaAiIlZL+mbVDZL2yzNJzQfmV1k3NfMAwLXpl1mLtHnzZicnazYksf/++9MQ/QVqakGNBF4k1bkh839PAIfW++hmBuDkZM1KQ/085xqLb2T6vX5tNDMzszqothefpIG5Xo0ZpJkV1p///GfGjRtH9+7dKS0tZcSIEbz++usFPebQoUMpLy/PWea2227jk08+qVweMWIEf/3rX+t97JKSkp3eq5o4cSJz584FYNKkSaxYsaLexzz66KNrVX7GjBn88pe/rNOxysrKGDlyZNZtmd9h27ZtAVi3bh1jx44FYMmSJcyfPz/rvpmmTZvG7NmzmThxImVlZXWKsya5LvH9MMe2AE5s4FjMrAgigtGjR3P++eczZ84cIPVL6r333qNnz55Fje22225jwoQJ7LXXXgB5/eJsaHfddVe99t+2bRutWrXij3/8Y632u/TSS+t13Opk+w47d+5cmZCXLFlCeXk5I0aMKMjxa6PaFlREDMvxcnIyayYWLFhA69atd/qF2L9/f4477rhd/hKfPHkys2fPBlKtj3/913/lqKOOYtCgQSxevJhTTz2V7t27M2PGDGDXv+Qz98902WWXMWjQIHr16sUNN9wAwB133MG6desYNmwYw4YNqzzmBx98wLe//W1+8pOfVO4/bdo0fvjD1N/UP/jBDxg8eDB9+/atrKuqHc9T7niPCCZPnkxpaSmnn34677//+ahrO1p627ZtY+LEifTu3Zs+ffpw6623ArBq1SpOOukk+vXrx8CBA3nzzTcpKytj2LBhnHvuufTp0wf4vLVSVlbGCSecwNlnn03Pnj2ZMmUK99xzD0OGDKFPnz68+eablec0ffr0yhi+/e1vM2TIEHr27Mn//d//AbB69WqOO+44Bg4cyMCBA3dKghs3bmT06NGUlpZy6aWXsn379p2+w0yrV6+md+/ebNmyhalTp3LvvffSv39/7r33Xnr06FHZ4WH79u186Utf4oMPPqBt27Z84QtfYJ999mGPPfbI+j3XV67noE6MiKckfS3b9oh4oCARmbVgNz60nBXrNjZonaWd23PDP/aqdvuyZcs44ogj6lR3165dee6557jmmmuYOHEizz77LJs3b6ZXr161agF897vfZb/99mPbtm189atf5eWXX+bKK6/klltuYcGCBXTs2HGn8uPGjePqq6/m8ssvB+C+++7jkUce4bHHHuONN95g4cKFRASjRo3imWee4fjjj99p/0WLFu30/uCDD/Laa6/xyiuv8N5771FaWsqFF+48ktuSJUtYu3Yty5YtA6i8THbeeecxZcoURo8ezebNm9m+fTtr1qxh4cKFLFu2LGtX66VLl/Lqq6+y3377ceihhzJp0iQWLlzI7bffzo9+9CNuu+22XfbZunUrCxcuZP78+dx444088cQTfPGLX+Txxx+nTZs2vPHGG4wfP77ysunChQtZsWIFhxxyCMOHD+eBBx6ovIxXnT322IObbrqJ8vJyfvzjHwOwcuVK7rnnHq6++mqeeOIJ+vXrR8eOHbnuutRQrOecc07OOusj10gSJ6Tf/zHLK/vFTTNrUUaNGgVAnz59+MpXvkK7du3o1KkTbdq0qdW9ovvuu4+BAwcyYMAAli9fXuM9nwEDBvD++++zbt06li5dSocOHTj44IN57LHHeOyxxxgwYAADBw5k5cqVvPHGGzUe/5lnnmH8+PG0atWKzp07c+KJu14kOvTQQ3nrrbe44ooreOSRR2jfvj2bNm1i7dq1jB49Gkg9oLrjcuSQIUOqfQ5o8ODBHHjggey55550796dU045BUh9j6tXr866z9e+lmorHHHEEZVlPvvsMy666CL69OnDWWedtdP3NmTIEA499FBatWrF+PHj+cMf/lDj95DNhRdeWHkvbNasWVxwwQV1qqcucvXiuyH93njRmLVwuVo6hdKrV6/K+w9V7b777pWXhoBdRrvYc889Adhtt90qP+9Y3rp1a437A7z99ttMnz6dRYsW0aFDByZOnJjXqBpjx45l7ty5lR08IHWp7vrrr+eSSy6pcf+qauoa3aFDB5YuXcqjjz7KnXfeyX333Ze1pbPD3nvvXe22qt9V5ve4devWnPu0atWqssytt97KAQccwNKlS9m+fTtt2rSp9nzq2vW7a9euHHDAATz11FO88MIL3HPPPXWqpy7ymW5jf0l3SFos6UVJt0vavzGCM7PCO/HEE/n000/5+c9/Xrlu0aJFPP300xxyyCGsWLGCTz/9lA0bNvDkk7nGh95VPvtv3LiRvffem3322Yf33nuPhx9+uHJbu3bt2LRpU9a6x40bx5w5c5g7d27lpatTTz2VWbNm8fHHHwOwdu3ane4nVef4449nzpw5bNu2jXfffZcFCxbsUuaDDz5g+/btjBkzhu985zssXryY9u3b06VLF37zm98A8Omnn+7U67DQNmzYwIEHHshuu+3G3XffzbZt2yq3LVy4kLfffpvt27dz7733cuyxx+ZVZ7bvfNKkSUyYMIGzzz6bVq1aNeg55JLPYLFzgPXAGFJTb6wH7i1kUGbWeCTx4IMP8vjjj9O9e3d69erFtGnT6Ny5M127duXss8+mb9++nHfeeQwYMKBWdeezf79+/RgwYAC9evXiwgsv5JhjjqncdvHFF3PaaadVdpLI1KtXLzZt2sRBBx3EgQceCMApp5zCueeey1FHHUWfPn0YO3ZstQku0+jRo+nRowd9+vThsssu44QTTtilzNq1axk6dCj9+/dn4sSJfO973wPg7rvv5o477qBv374cffTR/PnPf877+6mvyy+/nF/84hcceeSRvP766zu12o466iimTJlC79696datW+VlyJoMGzaMFStWVHaSgNSl3I8//rhRL+8BKDXaUI4C0osRcUSVdeURMaigkVVj0KBBUdOzEzW59fGGf77jmpOL2x3Xmq5XX32VL3/5y8UOw6xa5eXlXHPNNZW9B/OR7ec6nU/yzh35tKAWSBonabf062zg93lHaWZmTdbNN9/MmDFjKluMjSnXSBKbJG0ELiE1Lt+W9GsOcE3jhGdmZsU0ZcoU3nnnnbzvYTWkXL342jVmIGZmZplyDXVUSVIHUjPdVvZhrDoNvJmZWUOqMUFJmgRcRWrK9iXAkcBzeCw+MzMroHw6SVwFDAbeiYhhwABSXc3NzMwKJp9LfJsjYrMkJO0ZESslHVbwyMxaqIZ+DCKfRyDatm1b+XBrPsrKypg+fTq/+93vmDdvHitWrGDKlCnVlp86dSrHH388J510UrX11EVJSQnl5eW7jNVXUlLC6tWrK9+rmjhxIiNHjmTs2LFMmjSJa6+9ltLS0jrFsMPRRx9dqxHLZ8yYwV577cXXv/71Wh8r1/c2YsQIfvWrX7HvvvtW/ruuW7eOK6+8krlz57JkyRLWrVtX42jl06ZNo6SkhLKyMiZOnMjQoUNrHWd95ZOgKiTtC/wGeFzSX4B1hQ3LzJqKUaNGVY7JV52bbrqpkaKpPU+nkVw1XuKLiNER8deImAb8P+C/gDMLHZiZNb6ysjKGDh3K2LFjOfzwwznvvPPY8TD/I488wuGHH86xxx7LAw98PpnB7NmzmTx5Mhs2bKCkpKRy7L1PPvmErl278tlnn+00AWB19WROLwHQu3fvytbPmWeeyRFHHEGvXr2YOXNmjefh6TSaxnQaNcm3F18r4ADg7fSqfwD+VKigzKx4XnrpJZYvX07nzp055phjePbZZxk0aBAXXXQRTz31FF/60peyTrGwzz770K9fP55++mmGDRvGQw89xKmnnkrr1q0ry2zevLnGerKZNWsW++23H3//+98ZPHgwY8aMYf/9qx8S1NNpZJe06TRqks9gsVcA7wGPkxpB4vdA3S4Ym1niDRkyhC5durDbbrvRv39/Vq9ezcqVK+nWrRs9evRAEhMmTMi67znnnFM5ftucOXN2+eWWbz1V3XHHHfTr148jjzySNWvW5DWFRiZPp1G9Yk6nUZN8e/EdFhG9IqJP+tW30IGZWXFkTgWRObVDPtM1jBo1iocffpiPPvqIF198MWsiqK6e6qbmKCsr44knnuC5555j6dKlDBgwIK/pOPI97g47ptMYOnQod955J5MmTSLXWKWNPZ1GeXk5W7ZsqfZ8Gmo6jdNOO61O9RRCPglqDbCh0IGYWXIdfvjhvP3225X3T379619nLde2bVuGDBnCVVddxciRI3eZmiFXPSUlJSxevBiAxYsX8/bbqTsKGzZsoEOHDuy1116sXLmS559/vtbxezqNzyVpOo2a5HMP6i2gTNLvgU93rIyIWwoWlVkLlsSR8du0acPMmTM5/fTT6dixI8cee2zlvZqqzjnnHM466yzKyspqVc+YMWP45S9/Sf/+/Rk8eDA9e6a+h+HDhzNjxgz69u3LYYcdxpFHHlnr+EePHs1TTz1Fnz596NmzZ7XTaVxwwQWVrbjM6TQuueQSpk6dSuvWrbn//vtrffy6uvzyyxkzZgz3338/w4YNyzqdxiuvvMLxxx9fq+k0br75Zvr378/111/POeecw6hRo7jgggsSdXkP8ptu44Zs6yPixoJEVANPt2HNjafbsGKry3QaNWmI6TZqbEEVKxGZmVnh3Xzzzfz0pz9t1Knc81VtgpJ0W0RcLekhYJdmVkTkfjLPzMwSb8qUKTlHASmmXC2ou9Pv03OUMbMGEBF17oVlljQ13TrKV675oF5Mvz/dIEcys6zatGnDhx9+yP777+8kZU1eRPDhhx/Spk2bmgvXIJ/pNkYC3wEOSZdXKoZon8e+w4HbgVbAXRFxczXlxgL3A4Mjon49IMyamC5dulBRUVE53IxZU9emTRu6dOlS73ry6WZ+G/A14JWoRbstPTzSncDJQAWwSNK8iFhRpVw74ErghbyjNmtGWrduXe2IBGYtWb4P6i6rTXJKGwKsioi3ImILMAc4I0u57wDfB2r/aLiZmTVb+bSg/gWYL+lpaveg7kGkktsOFcBXMgtIGgB0jYjfSbquuookXQxcDHDwwQfnEbKZmTV1+bSgvgt8ArQB2mW8apLtbm9lK0zSbsCtwLdqqigiZkbEoIgYtGP4fDMza97yaUHtFxGn1KHuCqBrxnIXdp7osB3Qm9QwSpCawmOepFHuKGFmZvm0oJ6QVJcEtQjoIambpD2AccC8HRsjYkNEdIyIkogoAZ4HnJzMzAzIL0F9E3hE0t8lbZS0SdLGmnaKiK3AZOBR4FXgvohYLukmSR6FwszMcspnLL587jdVt+98YH6VdVOrKTu0rscxM7PmJ9dYfIdHxEpJA7Ntj4jFhQvLzMxaulwtqGtJde3+YZZtAew6VaaZmVkDyTUW38XpruD/HhHPNmJMZmZmuTtJRMR2PJq5mZkVQT69+B6TNEYeZtnMzBpRPg/qXgvsDWyVtJlajGZuZmZWVwXtZm5mZlZXNV7ikzRa0j4Zy/tKOrOwYZmZWUuXzyW+GyLiwR0LEfFXSTcAvylcWM3DrY+/3uB1XnNyzwav08wsifLpJJGtTD6JzczMrM7ySVDlkm6R1F3SoZJuBV4sdGBmZtay5ZOgrgC2APcC95Oa+fabhQzKzMwsn158fwOmAEhqBeydXmdmZlYw+fTi+5Wk9pL2BpYDr0n658KHZmZmLVk+l/hKI2IjcCapqTMOBv6poFGZmVmLl0+Cai2pNakE9duI+IzUaOZmZmYFk0+C+hmwmtRwR89IOgSocUZdMzOz+sink8QdwB0Zq96RNKxwIZmZmeWeUXdCRPyPpGurKXJLgWIyMzPL2YLaO/3uwWLNzKzR5ZpR92fp9xsbLxwzM7OUnJ0kJA2T9L+SlqdfcyUNbaTYzMysBas2QUk6HZgF/A44FziP1HNQsySNaJzwzMyspcp1D+qfgTMjYmnGuiWSyoEfkUpWZmZmBZHrEt8/VElOAETEy8ABhQvJzMwsd4LKNSCsB4s1M7OCynWJr7ukeVnWCzi0QPGYmZkBuRPUGTm2TW/oQMzMzDLleg7q6cYMxMzMLFOuoY4WkBq1/KOIGNt4IZmZmeW+xDeRVILaVtfKJQ0HbgdaAXdFxM1Vtl8LTAK2AuuBCyPinboez8zMmo9cvfjK0q8H6lJxenr4O4HTgFJgvKTSKsVeAgZFRF9gLvD9uhzLzMyan1z3oLrVs+4hwKqIeAtA0hxSHS9WZBxjQUb554EJ9TymmZk1E/lMWFhXBwFrMpYr0uuq8w3g4WwbJF0sqVxS+fr16xswRDMzS6pCJihlWZd1qnhJE4BBwA+ybY+ImRExKCIGderUqQFDNDOzpKpxRt16qAC6Zix3AdZVLSTpJODfgBMi4tMCxmNmZk1IIVtQi4AekrpJ2gMYB+w0MoWkAcDPgFER8X4BYzEzsyamYAkqIrYCk4FHgVeB+yJiuaSbJI1KF/sB0Ba4X9KSaoZWMjOzFqiQl/iIiPlUmZYjIqZmfD6pkMc3M7Omq5CX+MzMzOrMCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBKpoAlK0nBJr0laJWlKlu17Sro3vf0FSSWFjMfMzJqOgiUoSa2AO4HTgFJgvKTSKsW+AfwlIr4E3Ar8Z6HiMTOzpqWQLaghwKqIeCsitgBzgDOqlDkD+EX681zgq5JUwJjMzKyJ2L2AdR8ErMlYrgC+Ul2ZiNgqaQOwP/BBZiFJFwMXAxx88MH1Duyak3vWu44kHcfMrDkqZAsqW0so6lCGiJgZEYMiYlCnTp0aJDgzM0u2QiaoCqBrxnIXYF11ZSTtDuwDfFTAmMzMrIkoZIJaBPSQ1E3SHsA4YF6VMvOA89OfxwJPRcQuLSgzM2t5CnYPKn1PaTLwKNAKmBURyyXdBJRHxDzgv4C7Ja0i1XIaV6h4zMysaSlkJwkiYj4wv8q6qRmfNwNnFTIGMzNrmjyShJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZITlJmZJZKa2vyAktYDfwM+KHYsDagjzet8oPmdk88n+ZrbOTXH89k7Ijrlu0OTS1AAksojYlCx42goze18oPmdk88n+ZrbOfl8fInPzMwSygnKzMwSqakmqJnFDqCBNbfzgeZ3Tj6f5Gtu59Tiz6dJ3oMyM7Pmr6m2oMzMrJlzgjIzs0RqcglK0nBJr0laJWlKseOpD0ldJS2Q9Kqk5ZKuKnZMDUFSK0kvSfpdsWNpCJL2lTRX0sr0v9VRxY6pPiRdk/55Wybp15LaFDum2pA0S9L7kpZlrNtP0uOS3ki/dyhmjLVVzTn9IP0z97KkByXtW8wYayPb+WRsu05SSOpYUz1NKkFJagXcCZwGlALjJZUWN6p62Qp8KyK+DBwJfLOJn88OVwGvFjuIBnQ78EhEHA70owmfm6SDgCuBQRHRG2gFjCtuVLU2GxheZd0U4MmI6AE8mV5uSmaz6zk9DvSOiL7A68D1jR1UPcxm1/NBUlfgZOBP+VTSpBIUMARYFRFvRcQWYA5wRpFjqrOIeDciFqc/byL1i++g4kZVP5K6AKcDdxU7loYgqT1wPPBfABGxJSL+Wtyo6m134AuSdgf2AtYVOZ5aiYhngI+qrD4D+EX68y+AMxs1qHrKdk4R8VhEbE0vPg90afTA6qiafyOAW4F/AfLqndfUEtRBwJqM5Qqa+C/0HSSVAAOAF4obSb3dRuoHcHuxA2kghwLrgf9OX7a8S9LexQ6qriJiLTCd1F+w7wIbIuKx4kbVIA6IiHch9Ycf8MUix9PQLgQeLnYQ9SFpFLA2Ipbmu09TS1DKsq7J95OX1Bb4X+DqiNhY7HjqStIclxupAAAFc0lEQVRI4P2IeLHYsTSg3YGBwE8jYgCpcSCb2uWjSul7M2cA3YDOwN6SJhQ3KstF0r+Ruh1wT7FjqStJewH/BkytzX5NLUFVAF0zlrvQxC5PVCWpNankdE9EPFDseOrpGGCUpNWkLr+eKOl/ihtSvVUAFRGxo2U7l1TCaqpOAt6OiPUR8RnwAHB0kWNqCO9JOhAg/f5+keNpEJLOB0YC50XTfmi1O6k/ipamfz90ARZL+odcOzW1BLUI6CGpm6Q9SN3cnVfkmOpMkkjd23g1Im4pdjz1FRHXR0SXiCgh9W/zVEQ06b/OI+LPwBpJh6VXfRVYUcSQ6utPwJGS9kr//H2VJtzpI8M84Pz05/OB3xYxlgYhaTjwbWBURHxS7HjqIyJeiYgvRkRJ+vdDBTAw/f+rWk0qQaVvGE4GHiX1n+q+iFhe3Kjq5Rjgn0i1NJakXyOKHZTt4grgHkkvA/2B/yhyPHWWbgnOBRYDr5D6HdCkhtSR9GvgOeAwSRWSvgHcDJws6Q1SvcRuLmaMtVXNOf0YaAc8nv7dMKOoQdZCNedT+3qadqvRzMyaqybVgjIzs5bDCcrMzBLJCcrMzBLJCcrMzBLJCcrMzBLJCcqaBUkfZ1l3qaSvFyOe9PGH7hjRXdKohhh9X9JNkk6qRfnOkubW97hZ6h0qqTk84GsJ5m7m1ixI+jgi2jbyMUXq/1DWcQclDQWui4iRDXS8VhGxrSHqqi9J04CPI2J6sWOx5sstKGu2JE2TdF36c5mk/5S0UNLrko5Lr2+VnndnUXrenUvS69tKelLSYkmvSDojvb4kPSfUT0g97Nq1yjGHp+fw+QPwtYz1EyX9OP35rPRcTEslPZMRx/T0sV6WdEV6/WpJU9P1nSVptqSxGdv+Q9JzksolDZT0qKQ3JV2aEe+yjBgekPSIUvMmfT8jvp+m61gu6caM9asl3ZjxPRyeHtj4UuCa9AOkx2U7J7P62r3YAZg1ot0jYkh6tI4bSI1L9w1SI3oPlrQn8Kykx0iNmj86IjYqNbHa85J2DKt1GHBBRFyeWblSE//9HDgRWAXcW00cU4FTI2KtPp+E7mJSY5UNiIitkvbLKL85Io5NH6PqHDtrIuIoSbeSmoPnGKANsBzINvJAf1Kj5n8KvCbpRxGxBvi3iPhIqTnXnpTUNyJeTu/zQUQMlHQ5qRbhpPSoBpUtKEmvZDkns3pxC8pakh2D8b4IlKQ/nwJ8XdISUlOd7A/0IDVy/n+khzd6gtS0Lgek93knIp7PUv/hpAZifSM9sGd1A+U+C8yWdBGpCQMhlSxn7Jj/JyIy59KpLtHB52NRvgK8EBGbImI9sLmaRPFkRGyIiM2kxhQ8JL3+bEmLgZeAXqQmBN0h2/eWzzmZ1YtbUNaSfJp+38bnP/sCroiIRzMLSpoIdAKOiIjPlBqBecfU6H/LcYwab+pGxKWSvkJqYsclkvqn46hu31zH23FO2zM+71jO9v87s8w2YHdJ3YDrgMER8RdJs/n8XDP3yfzedpLtnCLiwxxxm9XILShr6R4FLlNq2hMk9VRqQsJ9SM1t9ZmkYXze0shlJdBNUvf08vhshSR1j4gXImIq8AGp+1iPAZcqNcstVS7xFVp7Uklwg6QDgNPy2GcTqYFMgWrPyaxe3IKy5mIvSRUZy/lOX3IXqctWi9O98taTmi78HuAhSeXAElLJJ6eI2CzpYuD3kj4A/gD0zlL0B5J2XEZ8ElgKLAN6Ai9L+ozUvawf53kO9RIRSyW9ROq+1VukLtfV5CFgbrrzyBWkOkxUPSezenE3czMzSyRf4jMzs0RygjIzs0RygjIzs0RygjIzs0RygjIzs0RygjIzs0RygjIzs0T6/2Hy+K/DWL0KAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1348,7 +1348,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3X2MXFeZ5/HfY2PweGK3ITjaLMZutIqIkzg02MQTDQJCJrMhSoiINRLQGrILWmulZdyOkfZFrU07GpmdEcJvO7MaeYfZQVEvAxKwC0wmQMLsRItIGJuYtcGTgQ1xMKClJ8iOsyYbx/3sH7dvurr6VtW9VffWOffW9yOV0lVdL6e7K/X4Oec5zzF3FwAAsVkRegAAAGQhQAEAokSAAgBEiQAFAIgSAQoAECUCFAAgSgQoAECUCFAAgCgRoAAAUXpV6AEU8frXv97Hx8dDDwMAMIDjx4//g7tv6HW/WgWo8fFxHTt2LPQwAAADMLMzee7HFB8AIEoEKABAlAhQAIAoEaAAAFEiQAEAokSAAgBEKViAMrM3mtlfm9lpM/u+mU2FGgsAID4h90G9LOnj7v5dM1sr6biZfcPdfxBwTACASATLoNz95+7+3YWvL0g6LekNlbzYunWSWe/LunWVvDwAoLgo1qDMbFzSWyU9UckLXLhQ7v0AoASzJ2c1fmhcKx5YofFD45o9ORt6SFEJ3urIzK6Q9AVJe9z9+Yzv75K0S5I2bdo05NEBQDVmT85q11d26eKli5KkM+fPaNdXdkmSJrdOhhxaNIJmUGa2SklwmnX3L2bdx92Puvt2d9++YUPP3oIAUAvTj06/EpxSFy9d1PSj07kePwrZV8gqPpP0aUmn3f1AqHFUqtPaV7e1rn4eA6B2nj3/bKHbW6XZ15nzZ+TyV7KvpgWpkBnUb0r6XUnvMbMTC5c7Ao6nfJ3WtLqtdfXzGAC1s2kse8mi0+2tBs2+6iJkFd//dHdz9xvdfWLh8lAlL7Z2bbn3A4AB7b91v1atWLXktlUrVmn/rft7PnaQ7KtOoqjiq9zzz0vuvS/PL6vRAIDKJCsdna93Mkj2VSejEaAAIDLTj07rpcsvLbntpcsv5Zqm23/rfq1ZtWbJbWtWrcmVfdUJAQoAAhhkmm5y66SO3nVUm8c2y2TaPLZZR+862rjy9OD7oBpt7drs4oZua139PAZA7Wwa26Qz55effJ53mm5y62TjAlI7MqgqdVr76rbW1c9jANTOqEzTDYIABQABjMo03SDM3UOPIbft27f7sWPHQg8DAGpv9uSsph+d1rPnn9WmsU3af+v+oQVHMzvu7tt73Y81KAAYMXXpA8gUX9PROglAm7p0oiBANR2tkwC0qUsnCgIUAIyYunSiIEABwIipS4k7AQoAGqDI+VB1KXGnzLzpujWfbP/br1vXuYsFG4WBaLVX5UlJRhRj0JHyl5mTQTVdpxZJWbdTUAHUUl2q8opiH1TTkfkAjZfV06/b7XVBBgUANdS65tTJSls5xBGVjwwKAGoma80py2W/PKQRVYMMCgBqJmvNKcvmsc1DGE11CFBYVKSgAkAweTo+vHrlq6Pb11QUAQqLOIsKqIU8HR/qtIWoEwJU2WjOCkDFNs4WldUJot2l+Uu1LzMnQJWt6r1EBEAgemkRw5nzZ+TyV46zKCtItXeC6CS25q9FEaDqpFOnB4nNtEBEhrFxdnLrpJ7Z84zmZ+Y7FkPE1vy1KAJUnRQJQmRaQDDDPs4ia8rPZLrjmjsqeb1hIUA1VbdMi4AFdFTG2tGwj7OY3Dqpe99y75LpPpfrM9/7TKlrX8M22gEqdJZR9uv38zimBoFXlLV21M9xFoMGxod++JBcSyv36t6Pb7QDVBXrOSGbsxJsgIGUtXZU9DiLMgJjXU7JLWK0j9sochRFFYq+frf7tz8uz327vRYwglY8sGJZFiIl6znzM/OVve74ofHMxq6bxzbrmT3PDO05hoXjNqoQekqQjg5ApUIdhV5G9tNpb9QLL71Q23UoAlQRoUu8004PeRDMgMJCHYVeRmBMpxWv/LUrl9z+3K+ee2W6sMrNw1UgQDVNmtG1ti3qFqwIZMArQh2FXlZgnNw6qStefcWy2y9euqipv5qqdPNwFUZ7DaroEeeDrll122ib5/WLPE+N/q5AKLMnZzX96LSePf+sNo1t0v5b9wc7Ir3fsbQ/rughhSHWqPKuQY12gCpq0ABVdlFG6CIPoMayzlRas2rNUDKmsmT9DCbLLPTopOoCkMzXrEORhJn9mZn9wsxOhRxH7aTFGQD6Nox2RFXL+hlcvqw/35pVa5atTaVibocUeg3qzyXdHngM+XFeEtAYddo31Km4odNYXb5sHe3wew8HKQAZRNAj3939MTMbDzmGQjgXCWiMTus1sWUU7dN4aXGD1Pln6LauFMuaWx6hM6iezGyXmR0zs2Nzc3Ohh1MPZWV0ofd9ARUKVVJeVLepyKI/Q2sH9Gf2PBN1cJJqEKDc/ai7b3f37Rs2bAg9nMEMY4qwzBNwQ+/7AioUqqS8qG5TkXX5GfoVvIpvYYrvq+5+Q6/7Bq/ii8WwqveKFmL0Ko8HUFidWhjlVYsqPjQMmRUiVbcOCq3qMhVZhdBl5p+V9G1Jbzazs2b20ZDjqY20Q0TWBcASVR+/XrUqpvHqErCDT/EVwRRfxfJ2uuimRu8njIYmTpENIoYNykzxoTim6NBAddrvNAxFNyiHzLYIUMiHaUTUVKgjNGJVJGCHnh4lQDXNMPYudSuLZ88UIjPKRQZZigTs0O2gCFBN08/epTSo5dV6lEevrOrCBYIVgop1r1CoqbMiATv09GjQVkeIxLDWnljjQiCTWycLBaSqj+Ho1r6o6sCZPn+eny90Oyiq+Jqmn028vbKnPBtw82ZgNXq/YTQVqXLrN5DVpbKwqoo/qvhQjjJbJwE1kHfdZZACgtBTZ3mFnh5lig9xKHq6MVCCrAwob/DoFsh6fYCHnjorouj0aJnIoJom1JlVgz4/jWkxZJ0yoNf92usy798ePDoFsjPnz/TMoqgszIcA1TRZFXadpul6Ve8VCTqtr8vBjqiBThmQpFzBo1u202uqL/TUWV1QJDHKhtUVPY8yCjWAAlY8sEKu5e9zk+nBex7sWfyQVUDQKraCh5hQJIFmYaoPJeu2YbX1YL/9t+7X9KPTy/YrpVlQJ7EVPNQRAaoMdTh5NmuMwAjLsw7Uq1JvcuukNo9tznz+GAse6oYAVYY6LPDHNJYsrE9hyPKsA+UpOafgoTqUmSMO6foSmR2GqFcJdZ6S8yKdGVAMAQrLkc0AkvLvVwq5V6jJmOJDvpL0svRar6NEHRFh+i4sAhSGq9d6XZF9XOiqfadAjXaURIP9SmExxVeGtWs7t+mJRR3GiNLs2yedOycdPJgkqO7SffdJ69cn30N+TN+FQwZVhjr8q78OY0Qp3JPgdPhwEpTS4HT4cHI7mRTqggAFNIxZkjlNTSVBacWK5L9TU4sZVd2EOtyvSk38mcpGqyMM17DaK9EdXe5JcErNz9c3OFVxJlFIWT+TyeRybR7b3PgydVodIU7DqtKrw+bpCqXTeq3S6b66yXs+U51k/UxpX8Ai50plaVJmRoBqmjxtl0K2ZurU9fzChThbRNVQ65rT1FSSOaXTfXUMUnU53K+IXmPvNwAPcohijAhQTZMnc+h2n2EGiBHPcqpillTrta45pWtS69fXb5qvW1PXusoz9n4CcNOyTQIUlhuFAFGHBr8D2LdvaUFEGqTqWGLexM2yWT9Tu34CcNOyTQIURtMIZG/tmVLdMqdUXTfLdlsLav2ZpKRAolW/Abhp2SZVfE2Tp0ouzydVt429ZVXBVVnR16uKL6bDGlFLsydnOzaILVp52O25io6pDhWPeav4CFBNU1aA6qas90zIIEGAwgB6BYLxQ+OZTWaHccpuWcGuSgSoUZVn/0+n++RV1nsm5F4lAhQG0CsAdTtOfn5mfhhDjBr7oEZVnpZG6X1Cdw6n/RJqqlcxQtPWgkIhQI2yUQ4QoYMzaq1XALrjmjtKK3wYZQQojKZRDs4YWLfS99mTs/rM9z6zZIrPZLr3LfdGtxYUO47bQDaO5wA66nbM+/ih8cw2Rg/98KEQQ621oAHKzG6XdFjSSkl/6u5/EHI8aEEmAXTV6Zyopm2WDSnYFJ+ZrZT0x5LeK+k6SR80s+tCjQcdNLzjAlA2CiTKE3IN6iZJP3L3p939JUl/IenugONBlhHouACUqYmtmUIJGaDeIOknLdfPLty2hJntMrNjZnZsbm5uaIMDgH7UtTVTjEKuQWXtlFy2s83dj0o6KiUbdaseFAAMqtP6FIoJmUGdlfTGlusbJf0s0FgAAJEJGaD+VtI1ZvYmM3u1pA9I+nLA8QAAIhIsQLn7y5I+Julrkk5L+ry7fz/UeNABHRcABBJ0H5S7PySJ3WsxYz8UhsR9aQ/f9usYPbQ6AhDcvn3SffctNpJ3T67X8QRglIcABSAod+ncOenw4cUgdd99yfVz5zj9ZJTRiw9AUGbSwYPJ14cPJxdJmppKbmeab3RxYCGAoem2zuQurWiZ05mfJzg11cAHFprZOjP7D2b2oJl9qO17/6mMQQIYHd3WmdKvW7XeF6Op2xrUf1HS7eELkj5gZl8ws9csfO83Kh8ZgMbots70y19Ke/YkX09NSZcvJ/9tvS9GU7c1qH/i7jsXvv5vZjYt6Ztm9r4hjAtAg3RaZ9qxI/ne+vVJUDpwQNq7VxobS66vX8803yjrlkG9xsxe+b6771fSE+8xSVdWPTAAzdIapFI7dkhHjkjnzy8Gp8OHF69TZj7augWor0h6T+sN7v4ZSR+X9FKVgwLQPFnrTJK0e3cSlFauXJzmO3hwacEERlPHt4C7/2t3fyTj9ofd/ZpqhwWgSVrXnKamkgq9qakke2pHaTlS/BsFQOVa15nSAHTwYJI9PfHE0vtSGIEUAQrAUOzbl50dPfHE0qyK6j2k6CQBYGhag5OZ9NrXLs+qJKr3kOjaScLMrpT0IUnXLtx0WtJn3f25IYxtGTpJAM1DF/PRU0YniS2STknaJunvJf1Q0tslnTSzazs9DgCKaA9GBCekuk3x/b6kKXf/fOuNZrZT0n5JOzMfBQBACboVSWxtD06S5O5fkHRDdUMCAKB7gPq/fX4PAICBdZviu8rM9mbcbpI2VDQeAAAkdQ9Q/1nS2g7f+9MKxgIAfaESsJk6Bih3f6DT98xsTzXDAYBi9u1LjvJI91KlbZXWr6fZbN3120kia+oPQIO0b5GMsbNDt3Omzp2Lc8zIr99OEiTPQB/qMhVVl6yk0zlTrd0pUF/9ZlD8uwQjr2iG0e3I85jULSvJOmeK4NQM3TpJXDCz5zMuFyT94yGOEYhO0WBTpw/99AM/bdy6YsXSc5pi++DPOmeKZrMN4e61uWzbts2BkObnk8vUlLvkvnv30utTU8n1To9N75deut0/tPn5pWONcZxZv/s8fwuEJemY5/jM57gNIKc0a5IWzzI6ciR/hlGnqai6ZCWdzpmamqIjehNw3AaQQ+sUnbQ80KS3dftA7PShH1uQaj/99uDBxetSfOPdt29psUkapGIaI/pDBgXkkLUu035cebcMo9OR5zEezlfHrISO6M1EBgXklH5Qp5mElEzzHTrUO8Po9KEvxfmhT1aCGBCggJyypujS21uDTSetH/rpf1v3GcX24U9WgtCY4gNyyJqiS4sktm1bDFIzM93Lzc2Wlqi3boKNbT8UEBoBCsih0xTdxIR04oS0d6H5V6+9TXn3QxVdk6pDWyKgKPMA72Qz+x1J+yRtkXSTux/L87jt27f7sWO57gpUon0qbn4+CU6t61K9ys1bg1JqYkI6fjwpvijaVqjftkR1abuE5jGz4+6+vdf9QmVQpyTdI+mxQK+PGguZLbR/gK9YUXxvU9Z+qDQLK9phot8OFXVpu4TRFiRAuftpd38qxGuj3mL7YO1nQ2vWYyYm+msrZCYdOFCsLVGd2i5hxOVpN1HVRdL/kLQ97/1pdTTaYmtrU2Q86dfdHtOtrVCn6zMzyeMvX176+Pvvzz/2OrRdQrModKsjM3vEzE5lXO4u+Dy7zOyYmR2bm5urariogdiamObd0NpetTc2lmRMY2OLGdDExNLnbs3COmWNMzOLmdC2bUsf/+UvJ+tj3cZel7ZLGGF5olhVF5FBoQ+xNTHtlu30yrIuXx7s+y+/7D4xsfT3kV5vUuNaNItyZlAEKNRKHT9Ye405naZrnwacmcn3+PvvX/q9NKjNzGT/XmKbKsXoiTpASXq/pLOS/p+k/yPpa3keR4BqvkGykZg/WHtlfXmuZz0+K3jt3p0EqfZA16pXUASqlDdABWl15O5fkvSlEK+NePXaz1O3fnap9Odo1d7FvFtboU6PP3BgcQ/W7t3J7UeOLG1ie+RI8vvytj1O9NpDLeSJYrFcyKCaq5+KuE7XYzJo1tfr8fffv3j7/HySPdVp+hOjSTkzqCCdJPpFJ4lmSzOFIl0Z6qDfTg95H9+aCbkn1Y2p+fl6/+7QTHk7SRCgEJVOH7DtU1R10z7+oj9Pnsc3NcCjeWJvdQQs02mtZX6+mm4R7f82q/LfaoMeXdHr8a3BKfYDEYG8CFCIQusHbLppNW3/s21b+W14YmuZNKhhnoI7zMCO0UaAQhRaP2CPH0/+e+JE8r0TJ8qdqvKG9qLbt295ZeDBg+UG3aYFdsSNNShEJV1bqXqxP+R6zaDrUaG0TyMePLj8eh1+DoTHGhRqqbVKrVXZ6yidetFVrc4ZSGy9ENF8BChEZViL/e7SzTcvvW3PnuTSKVgMuvbShKlFmsximIJ0kgA6GUa3CPckED3xRHK9tQtDej2r88K5c0n3htZTb8fGpAceyP+zpT/L4cOL04t1ykDydMUASpNnN28sFzpJjI6qu0XMzCRdF9o7L+zYkf3aafeGiYmlHcYnJnqfvdQutm7sedW5FyLioph78QG9DLpvqJe0A4O0tHfdt7+d/doHDkh/8zdJReHKlcntExPJ9Xe9K3+hQ50zkLr2QkSN5YlisVzIoFCmokd3tJ9aWzRzaEoGUqdeiIiTQp+oC8TMvVgxhnvSObzdgQPLS8bbH5ca5mbaKlWd3QIppvgwkjoFC/elwSINMK1dLtINxFLS5eL48aRwIk9TWI65APIjg8LIau+8kFbjzcwk/00DzAMPJNV6aXCampIuX168vndvkoHlLSEnAwHyIYPCSGvNlM6dSwom0qymvUuClBREpEHt+PEkOK1fn2RQdS8hB2JDqyNgQWvWk2oPMO3VelnXOY8J6I5WR0BBebok9HM0e6d/A3YrqABAgAJeUTTAZD02b1VgnXvyAcNCgALUO8DMzy+/f6siJeTpelede/IBw8AaFLCgU5n4iRNJxV638vFUrzWq1tsHPe4j72sBsWENCigo68C/AwcWT/bNk+3kLSEf9LiP1inC9JJOEdbo35xAV5SZNwz/qh5M+++qjPLxrL+JlH3chyS99rXd16Japwgff1zasSO5/ciRpBP7nj29n6MsvN9QJQJUg+TpZIDi0myndToub3DK+pvs2ZMElu98J7lPnuM+ssbjnjwm69iQqal8wWKQAMP7DZXL07AvlgvNYjtrSiPSGBVtKpv1uPa/yY4d7r/3e/mO++j2/O3Na4v8vWdmlt43Hd/MTL7X5v2Gfilns9jgQafIhQDVXb8fpOhs0A/ibn+T9NLP2VBZz1vkOcoIMLzf0C8C1Iiq62F4ncRwtMMgmUZ6/6y/SRmZWdahi7t3Dy/ANO39huEgQI2gpv2LdtDAUKZ+A2Wnv0nrqbz9ZDDtJwKnX+/YUezvPkiAadr7DcNDgBoxTVsTaMLP057ptF+///7BM7PWIJ5e+llHKhpgmvD3QTh5AxRVfA3RtOO4W8cfY3dwz1H9lv5N0jJwabH67oknpNtvX77vqsjPZrb8fKn0NfJU77V3a2/dONzrOZr2fkOc6CTRMHk+OOvEPb7u4EXKq32hrDwt/T54cPn1UD9PGWXiTXu/YTjydpIgg2qYJh2Gl35gtrrvvrAf6t6ySVZafm5U+we0mXToUPLfvJlgkQ/9QQJE3tN9u71Gk95viFCeecBYLqxBjY6Y1zj6WbvJW4xQpDBkGEUkMRWqoDkU8xqUmX1S0l2SXpL0vyX9c3c/F2IsiFPMaxxFO0vkzQSLZGdFM7l+DOM10L9Lly7p7NmzevHFF0MPpaPVq1dr48aNWrVqVX9PkCeKlX2R9NuSXrXw9R9K+sM8jyODGj0x7INqVySDKpoJ9vvcVZV5U0oer6efftrn5uZ8PtI/xvz8vM/NzfnTTz+97HvKmUEF6Wbu7l9395cXrj4uaWOIcSB+sa1xpNlQ3oMJi5wTld4/T5fzNHvpdQLwoIbxGujPiy++qCuvvFIW6R/DzHTllVcOlOHFUCTxEUmf6/RNM9slaZckbdq0aVhjAjL1M/WYtxhByp4OvPnmpFQ9LbZI7zM2Jp0/v/S+ZReR5J2eRBixBqfUwOPLk2b1c5H0iKRTGZe7W+4zLelLWih373Vhig+xqGLqMWv6r7WNUftm34mJ/FOHZY0nlkIVuP/gBz8IPYRcssap0EUS7v5b3b5vZvdKulPSrQsDBmqj7KnHNMNKs7MDBxZL1KVkY++RI4tHckxNJRnUu961PJMbGytnb1LMhSqIw0c+8hF99atf1VVXXaVTp06V/vxBNuqa2e2SDkh6l7vP5X0cG3XRRO0bZufnpb17FzfMpv+LZm1Ybg8+MzPJtF+ZZzS1v0ZWwMtzH5Tr9OnT2rJlS747r1snXbiw/Pa1a6Xnn+97DI899piuuOIKffjDH+4YoLLGGfuR738kaa2kb5jZCTP7k0DjAILyllLutMhi797lR8pnrQNlBYXz5/MfT59Xr2yx9fj5dBzp8fOIRFZw6nZ7Tu985zv1ute9bqDn6CrPPGAsF9ag0ES9zoyqqky97LGzTjVchdagWt8Q7ZcB/fjHP/brr7++0DgVeg0KQD69Nv4WWQca5Hj6QcYuxdnUF/UWaooPwIJ0SqxV65TZvn3ZXc+zptB6PVcV2CuFqhCggIBa14m6bfzNUzWY97mq+hlaVR0UMRoIUEBARTtNDOu58goVFFHQ2rXFbs/pgx/8oG6++WY99dRT2rhxoz796U8P9HztOA8KiECZZdrDLvku41wpFFeozDygQcrMKZLAyIh5r06ZG3+H3b+wSCsnoAim+DAS2KtTrdia+qIZCFBovKzNsGVsYAVQLab40Hjs1QHqiQwKI4G9OkD9EKAwEtirA9QPAQqNx14dYPn7fND3/U9+8hPdcsst2rJli66//nodbu2vVRLWoNB4nGuEUVfFXrVXvepV+tSnPqW3ve1tunDhgrZt26bbbrtN1113XWnjJkBhJLBXB6OqtYpVSt73rTMK/e4HvPrqq3X11VdLktauXastW7bopz/9KQEK6Ad7dTCKhlHF+swzz+jJJ5/Ujh07Bn+yFqxBAUDDVVnF+sILL2jnzp06dOiQ1q1bN/gTtiBAAUDDVVXFeunSJe3cuVOTk5O65557BnuyDAQoAGiwqqpY3V0f/ehHtWXLFu3du7fcQS9gDQoAGqyqKtZvfetbevDBB7V161ZNTExIkj7xiU/ojjvuKGnkBCgAaLwqqljf8Y53qOrjmpjiA4ARUMcqVgIUACBKBCgAQJQIUACAKBGgAABRIkABAKJEgAIAFPbiiy/qpptu0lve8hZdf/31mpmZKf01CFAAMAJmT85q/NC4VjywQuOHxjV7cnag53vNa16jb37zm/re976nEydO6OGHH9bjjz9e0mgTbNQFhqj9aIN+jzoAipg9OatdX9mli5cuSpLOnD+jXV/ZJUma3DrZ13Oama644gpJSU++S5cuyUp+M5NBAUOyb9/S3mdpj7R+D4wD8pp+dPqV4JS6eOmiph+dHuh5L1++rImJCV111VW67bbbOG4DqKPWQ+PSIJU28Dx3jmPnUa1nzz9b6Pa8Vq5cqRMnTujs2bP6zne+o1OnTg30fO2Y4gOGYBiHxgGdbBrbpDPnz2TeXob169fr3e9+tx5++GHdcMMNpTynRAYFDE2Vh8YB3ey/db/WrFqz5LY1q9Zo/637+37Oubk5nTt3TpL0q1/9So888oiuvfbagcbZjgAFDElVh8YBvUxundTRu45q89hmmUybxzbr6F1H+y6QkKSf//znuuWWW3TjjTfq7W9/u2677TbdeeedJY460BSfmf2+pLslzUv6haR/5u4/CzEWYBjaD407eHDxukQmhepNbp0cKCC1u/HGG/Xkk0+W9nxZQq1BfdLd/70kmdluSfdL+peBxgJUrqpD44AmCxKg3P35lqu/LolJDjReFYfGAU0WrIrPzPZL+rCk85Ju6XK/XZJ2SdKmTeVUnACh1PHQOMTL3UvfHFumQU/craxIwsweMbNTGZe7Jcndp939jZJmJX2s0/O4+1F33+7u2zds2FDVcAGgVlavXq3nnnuu8mPX++Xueu6557R69eq+n6OyDMrdfyvnXf+rpL+UVH6nQQBoqI0bN+rs2bOam5sLPZSOVq9erY0bN/b9+FBVfNe4+w8Xrr5P0t+FGAcA1NWqVav0pje9KfQwKhVqDeoPzOzNSsrMz4gKPgBAm1BVfDtDvC4AoD7oJAEAiJLFWgGSxczmlEwJxuj1kv4h9CAixu+nN35H3fH76a0uv6PN7t6zLLtWASpmZnbM3beHHkes+P30xu+oO34/vTXtd8QUHwAgSgQoAECUCFDlORp6AJHj99Mbv6Pu+P301qjfEWtQAIAokUEBAKJEgAIARIkAVRIz+6SZ/Z2Z/S8z+5KZrQ89ptiY2e+Y2ffNbN7MGlMKOygzu93MnjKzH5nZvw09ntiY2Z+Z2S/M7FToscTIzN5oZn9tZqcX/v+aCj2mshCgyvMNSTe4+42S/l7Svws8nhidknSPpMdCDyQWZrZS0h9Leq+k6yR90MyuCzuq6Py5pNtDDyJiL0v6uLtvkfQbkv5VU95DBKiSuPvX3f3lhauPS+q/x3xDuftpd38q9Dgic5OkH7n70+7+kqS/kHR34DFFxd3rFU/MAAACKklEQVQfk/TL0OOIlbv/3N2/u/D1BUmnJb0h7KjKQYCqxkck/VXoQaAW3iDpJy3Xz6ohHy4YPjMbl/RWSU+EHUk5gh35Xkdm9oikf5TxrWl3/+8L95lWknLPDnNsscjzO8ISWed1s/cDhZnZFZK+IGmPuz8fejxlIEAV0OuUYDO7V9Kdkm71Ed1gVuAkZSTOSnpjy/WNkn4WaCyoKTNbpSQ4zbr7F0OPpyxM8ZXEzG6X9G8kvc/dL4YeD2rjbyVdY2ZvMrNXS/qApC8HHhNqxMxM0qclnXb3A6HHUyYCVHn+SNJaSd8wsxNm9iehBxQbM3u/mZ2VdLOkvzSzr4UeU2gLhTUfk/Q1JYvbn3f374cdVVzM7LOSvi3pzWZ21sw+GnpMkflNSb8r6T0Lnz0nzOyO0IMqA62OAABRIoMCAESJAAUAiBIBCgAQJQIUACBKBCgAQJQIUMAQmNkLGbftM7OfLpQF/9DMvtipySed4DGKCFBAWAfdfcLdr5H0OUnfNLMNGfejEzxGDgEKiIS7f07S1yV9KON7dILHyCFAAXH5rqRrQw8CiAEBCohLVndzYCQRoIC4vFVJTz5g5BGggEiY2U5Jvy3ps6HHAsSAZrHAEJjZvJae83RA0jpJ/0LSnKRfV1KpN+3uP8h4/Psl/UdJGySdk3TC3f9p1eMGQiJAAQCixBQfACBKBCgAQJQIUACAKBGgAABRIkABAKJEgAIARIkABQCI0v8HKzdS1RvNSRYAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1411,7 +1411,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1444,7 +1444,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1601,7 +1601,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1633,7 +1633,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1680,7 +1680,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfAAAADQCAYAAAD4dzNkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de7BcZZnv8e+Ty064hBAgJCQhBCFoAJHLBtRTAg5E0FHQFIOMc6xYMJNjeZypqSnODMo4wwHPHEQtZ6yiOIOKg1POcVSC7IEoQoCRU2JIgLi5BEiAkGxy25DbJpCd23P+eHrRK71737t79Vr9+1R1da+13tX9dvfu/az3fZ93LXN3REREJF/GZF0BERERGT4FcBERkRxSABcREckhBXAREZEcUgAXERHJoXFZV6CRjjnmGJ8zZ07W1RDJpSeffPINd5863P30uxMZnf5+ey0VwOfMmcOKFSuyroZILpnZayPZT787kdHp77enLnQREZEcUgAXERHJIQVwERGRHFIAFxERySEFcBERkRzKNICb2WVm9qKZrTGz66tsv8DMnjKzfWZ2ZcW2/Wa2snTraFytRUREspfZNDIzGwvcBswHuoDlZtbh7s+niq0DvgBcV+Up3nH3M+teURERkSaU5Tzw84A17v4KgJn9BLgCeDeAu/va0rYDWVRQRESkWWXZhT4TWJ9a7iqtG6qJZrbCzH5nZp/ur5CZLSqVW9Hd3T3SuoqIiDSVLAO4VVnnw9h/tru3A58D/tHMTqpWyN3vcPd2d2+fOnXYZ4EUERFpSlkG8C7g+NTyLGDDUHd29w2l+1eAR4Gzalk5ERGRZpZlAF8OzDWzE82sDbgaGFI2uZlNMbMJpcfHAP+F1Ni5iIhI0WWWxObu+8zsy8ADwFjgTnd/zsxuAla4e4eZnQvcA0wBPmVm/9PdTwPmAf9cSm4bA9xSkb2efz09cPvt8KUvweGHD74sudLZCYsXw7p1MHs2nH46PPts/8sLFsAZZ2RdaxFpJplejczdlwBLKtb9XerxcqJrvXK/3wLvr3sFGy0dlB95BB57DObNg099avBlyY3OTvjWt2DKFJg1C156CX70I/jQh+Ckk2D16lj+4Afh5JNj+fOfhxNPhDPPVDAXkaAzsTWTJCjff3/cTjkF7rsPNm4cePmttyL433prPJam09kJN94I11wDf/EXsG9fBPAxY2DDBjjiCHj99Vh+/fVY3rABurujJW4G27bF7VvfiucTkdamAJ61JPCmg/Kdd8KuXTBpEuzZA7fdFvf9LT/ySDn4P/JI1u9IKiQt7m3bosW9ZUsE5U2bYvuOHRGwd+zou7xqFUycCJMnw86d0NsLL74ICxfGAYECuUjryrQLXSgH3p07Ixi3tcHatRGcIZppd98Nn/hE9eXp02Mw1azcIv/oR8FdY+QZqRzf3rQpvrYpU2L7scfC9u3wwgvx9U2eHMtHHhnb08tJMN+9G8aOhccfhwkT4utNWuPXXacudZFWpBZ4lnp6otU9Z04E5aOOiuDd1gavvhoBfeNG2Ls3+lOh7/KECREpXntNLfImUNna3rYNHnooAnBi3jw4cCBa4gcOwIwZcfw2c2Ysz5wZyzNmlFviyf4TJ8ax2pFHlg8KFi/O5r2KSLbUAs9Ckqx2wgkRcHfuLAflTZuiqbVjByxbBlu3xj4vvBDB+oUXDl7euxfWr4+mHPTfIlcrvCEWLz64tT1lChx9NKxcCccdF+umTYP3vz/Guru64mtasKCcdT53LnzmM7H89tvRGj/tNHj++Rgj7+2Fs8+GzZtjXXIsp+Q2kdaiAJ6FpIV84ED8J162DA45BJ58Es49NwI7REry17428HN1dESLPdknaZFD9N9u3Rqv9alPaepZnaS7zJ96Cs4//+DtZ54JS5dGa3zy5Dg2GzsWvvvdgwPulVcevF+ynDz/88/HcdmHPxzrf/vbWJ4xQ93pIq1IAbzRkm7zCRPiP/I558AFF8S2116LZtRwpoX9/vcxILp2bSxXa5EnrXBNPau5yilhzz0Hv/kNXHhh+SuYOBHmz48yybj4tdcOPdCecUbcFiyI12prixa9WXz18+aVW/yLFyuAi7QKBfBGqew237EjWuDLlsHxqTPKrlw5vOBa2UKv1iLfsycOGh5+WN3qNVbZZX722fDoo/D003DppfE1b9tWm5bxGWfE8yxeHN3mM2ZE8J4+PUZeVq1Sd7pIK1EAb5Sk29wdzjorAmxvb3Rxf/vbtQumlS3yxL33RjCfNOngbnUZlXXrouWdmDYtOlSeeCLGt4fb2h5M0hqHODCYMiWC9+OPqztdpNUogDdC0m3e1hbJZ2efHeuT1nEtg2m1MfOenvhvftRRsZzuVtd0s2GpnCI2YUK0spMWOESX+RVXxDztekm60yFa3kl3+qmnqjtdpFVoGlkjPPJIBOqeHti/P7rN166Nm3t0mzfi9SdMiOX0gYOmmw1ZtSli69fDK6/E4wMHymdLW7CgvnVJutOnTIlu88mTI7lt2rTYPnlyOZdRRIpJLfB6S1rf06fXr9t8MP11qy9bFufq1Lj4kFSbInbSSfGVjjRBbTSqdacnduyIuohIcSmA11NPD/z5n8eJr5NJwPXoNh9Mf1PROjrgnns0Lj5ElePdEC3drq76dpcPJt2dPnkyvPxyzCE/8cSolxLaRIpJXej19MgjkV20cWO5y7xR3eaDSfcMQHlcXBdD6dfs2eXzlSeaoaWb7k7v7IzgfdppsV4XPxEpLrXA6yUJkJ/8ZATFRnaZD0V/4+L33x/z0ZXUVvWa3R0dsS05Icu2bdFlnrWkO/3GG2OkJt3ND0poEymiTFvgZnaZmb1oZmvM7Poq2y8ws6fMbJ+ZXVmxbaGZrS7dFjau1kOUBMj0+cmbSXpcPN0z0NGhpDaqJ6x1dMDll0dQ7OqK+2abqrVuXRxcpCmhTaSYMmuBm9lY4DZgPtAFLDezDnd/PlVsHfAF4LqKfY8C/h5oBxx4srTvtkbUfVD9dU83U5LYQNPNmrG+DVYtYQ2iezrL8e7BzJ6thDaRVpFlC/w8YI27v+Lue4CfAFekC7j7WnfvBA5U7Hsp8KC7by0F7QeByxpR6SFZsiTOa24Wy+nEtWbW7L0GDZTXluyCBeWpbBs3wi9/GceSmzdrHFykaLIM4DOB9anlrtK6mu5rZovMbIWZreju7h5RRYetoyNOj9Xo+d6joaS2gzRrwtpgkoS23t64gArAxRfHOYSUzCZSLFkmsVmVdV7rfd39DuAOgPb29qE+/8j19ES382c/25zJa/0Z6GQvLTi1rHJqVjMlrA3mjDPi+OsP//DgrnRQMptIkWTZAu8CUlfxYBawoQH71ldeu6H7S2pbuTIOSm69tdCt8c7OGNu+5pryGHcyNatZE9YGktchABEZuixb4MuBuWZ2IvA6cDXwuSHu+wDwD2aWtC8+Bnyl9lUcpjwkr/VnoOuOJ5npBb0MaeUlQdMXA2nmhLWBKJlNpPgya4G7+z7gy0QwXgX81N2fM7ObzOxyADM718y6gD8C/tnMnivtuxW4mTgIWA7cVFqXrYG6ofMqOShJTrdawFZ4OuN8zJjy48WLs67ZyKWT2Rp5jnYRaZxMT+Ti7kuAJRXr/i71eDnRPV5t3zuBO+taweF64olozu3ZA+PHl9cP9xrfzSQ9JFDQ0632d4rUPHc3p68dvnIlbN8ORx5ZPijJy1CAiPRPZ2KrpfPOi7Hkq68uRpDL85DAMBS1uzkJ0q+8EmdnmzxZ1woXKRKdC71WitjVXMQhgSqK3N1cxOEBEQkK4LWS1+zzgRQ0M71oGecDUTa6SHGpC70WitrVXMDM9CJmnA+kqMMDIqIWeG20SFfzu3I8XNBqXcpFHh4QaXUK4LXw+99HwL7vPli9Oh+nTh2NHA8XtFqXcpKNvmcP/Md/wH/+Jxx6aNa1EpFaUBd6LXzta9Gl/L3vFScDvT85Hy5o1S7lXbvgggvKp4VVJrpI/qkFXgs57lIetpwPF7Ril3KrDRuItAoF8FrIcZfysOUsM72VMs7702rDBiKtQl3oo5XzLuVhy1FmeqtlnPenVYcNRIpOLfDRynmXcs004TCCuo5DKw4biLQCBfDRGqhLuZU04TCCuo5DkoneSsMGIq1AXeij9Zd/CbffDl/6UjG7zIeiSYcR1HVclgTrxYvjAEYXNRHJP7XAR+uRR2LctwlanJlp0mEEdR2XJfkA27YdnA/Q2Zl1zURkpBTAR6MJx30zMdgwQoOy05Vx3j/lA4gUT6Zd6GZ2GfBPwFjg++5+S8X2CcCPgHOAN4HPuvtaM5sDrAJeLBX9nbt/sVH1flcLXCt7SAbKTIdyL0Uds9OVcT6wIl7zXKTVZdYCN7OxwG3Ax4FTgT82s1Mril0LbHP3k4HvAN9IbXvZ3c8s3RofvPsb923VVnh/GtRLoRbmwGbPjvH/tFbNBxApiiy70M8D1rj7K+6+B/gJcEVFmSuAu0qPfw5cbGbWwDr2r0nHfZtOg7LTlXE+MOUDiBRPlgF8JrA+tdxVWle1jLvvA3YAR5e2nWhmT5vZf5rZR/p7ETNbZGYrzGxFd3d37Wqv6WODa2AvhVqYA9NUMpHiyXIMvFpL2odYZiMw293fNLNzgF+Y2WnuvrNPYfc7gDsA2tvbK59/5L72tQhQrT6FbCAD9VLUeCx8wYIY84byBTu2bYNrr63py+SappKJFEuWLfAu4PjU8ixgQ39lzGwcMBnY6u697v4mgLs/CbwMnFL3GlfSFLKB1Sk7vTLbvLNTLcyh0FQykWLJsgW+HJhrZicCrwNXA5+rKNMBLAQeB64EHnZ3N7OpRCDfb2bvAeYCrzSu6vRNzirquc9How7Z6QNlm59xhgL2QNKJflC+X7xYn5tIHmXWAi+NaX8ZeICYEvZTd3/OzG4ys8tLxX4AHG1ma4C/Aq4vrb8A6DSz3xPJbV90960NfQNNeOrQXBlhdrqyzUdOiX4ixZLpPHB3XwIsqVj3d6nHu4E/qrLf3cDdda9gf5r01KG5MsI59JrPPHI6taxIsehMbCOhKWSjM4rsdGWbj5ymkokUiwL4SGgK2eiM4gBIQWjklOgnUiy6GtlIJMlZmkY2MukDoLSVKwftRk+CUDIVavbsmCqmIDQ0mkomUhwK4KPRgHN8F9Jg2emDULb5yA2WxS8i+aEu9JHSlcgkh5TFL1IcCuAjpWlkkkOaSiZSHArgI6ErkUlOKYtfpDgUwEdC08gkp5TFL1IcCuAjoWlkklOaSiZSHMpCH4lRZlGLZElZ/CLFoAA+UpoDLjnW2XnwXPoFCxTURfJGXegjpUuJSk7psqIixTBoADezI8zspCrrW/d4XXPAJcc0F1ykGAYM4GZ2FfACcLeZPWdm56Y2/0s9K9bUNAdcciz3c8EfewwOOQTOPhsuvBD++q/j9rGPRSLpJz4Ba9bAzTfD3/5t5Kx8/euwcWOsu/nm8uNk/a23HnyflHvrrThgT8oOdTn9fOky6eesVqbW69L1SiRl1fDIvcHGwL8KnOPuG83sPOBfzeyr7r4YsPpXrwnpUqKSc7m/rOiiRbB7Nzz9NLS1wUsvgRm8/TZ8+cuwejXccAO88gps3x4zRKZMiX0eeCCeo7e3/Hj37phZsnNn+T7ZduaZsX9HRyx/4ANDW37ssfLzzZt3cJnkOauVqfW6dL2S0z3rFNCFYe7e/0azZ9z9/anl44D7gLuAL7j72aN6cbPLgH8CxgLfd/dbKrZPAH4EnAO8CXzW3deWtn0FuBbYD/yFuz8w2Ou1t7f7ihUrRlPl+EHccw+ccEJ53WuvRRaQfgySA+nzoU+eHMF727bBp5OZ2ZPu3j7c16vJ7y7x2GPR6k7/3xo3LgL4YYfBrl0xtLV+PUybBt3dUWb6dNi3LwI+lM/j4B7rL7oIfvMbuOCCCHDjx8PYsRH4IIIilD+gJGGg2nJbW9TloYdg/vw46N+7d/AyyXsY7bpLLonW9b595Xq3t8N3vxvv97rrorHx1lvw7W+r4ZED/f32BmuB95jZSe7+MkCpJX4R8AvgtFFWaCxwGzAf6AKWm1mHuz+fKnYtsM3dTzazq4FvAJ81s1OBq0t1mAE8ZGanuPv+0dRpSEZxJS2RZpDrK7otWnRw8IYIVGPGRAt8/37YvDkC9JYtsewOW7dGEJ08OYLd1q1w1FGxrbcXVq2K7atWRUCcOBGOPLIcAMeOjbLPPBP3Ay0fcwwce2w8X3d31OONN6KOZhHIp07tWwZqs+6NN2Jdd3e5XuvWxYGJe3n4b+vWWKf/W7k1WAv8A8Aud19TsX48cJW7/3jEL2z2IeBGd7+0tPwVAHf/36kyD5TKPG5m44BNwFTg+nTZdLmBXrOmLQGRFpN5C7xa6zvNrHw/fnwEs7a2WD5wILZNmhSP3347Wqxjx5aD/Jw5cWA+Zkysnz07xtIB3vveuH/xxYGXX3opWvvjx8dBwO7dUY9Nm6JnwD26+KdNi7olZQ4cKB8IVK4bNy56CwZbl953z544kDnllFj/1ltw+unxmtOmxb69vRHEh9EKrzb9EGJG7e9+F9WYOzeOYTZujBGMI4+E446LbZs2lddNnx5fzWDl+tv3zTfjozSDk0+u/ppvvFEuM3duPM+aNeV6Qt/tq1fDO+/En8qkSbHOLI7rkrSBMWPKfzbjxsWfU9Lpkfx5mpX33b8/vpZ9+8qf5dix8LnPwY9+NPjnPtIW+C5gGrCmYv0Hgd8N/rIDmgmsTy13Aef3V8bd95nZDuDo0vrfVew7s9qLmNkiYBHA7FoO8mkeuORYLueBV2t9pyX/LQ8cKP8n3bcv/lPu3Rv3b79dLv/OOxHQknLd3RHUxo2LsklLHuL3DrFsFv+tk9Zsetk9osZhh0UU2bw5XtO9/BzuEX3SZaB8AJKss1Sa0ezZg69zj323bCnXp6cnIhuUeweS/4PpU0APoRVe7VK0X/1qvMSWLRHs3n4bfv3reGuHHw6HHgqvv17uyBg3LrZVW7dhQ3nd+PED7/vEEzFacvzx8TZ//evy6yXPlZSZNSs+oiVL4nmS0c8lS2L9nDnlZYjjm+3b42Ag+Tq2by9/RQcOxJ9J8qfT21vetm9fOXAPZv9++Nd/jcdDCeLVDBbA/5FIZKv0TmnbaPpeqiXBVb7t/soMZd9Y6X4HcAdES2A4FRyQEkEkp3J7TfBXXx28TPKfc39pNG3fvnJTyb28Pvkvu3dved/u7ti+Z0/c79hRLr9hQ9wnAf3116sv790bBwZ790YzbceOWB43rvwc1cqkjWZdV1dEm/Rr7t4d23btin1GOPyXnn4Icd/dHS85a1ZMDNiyJToBkmH5GTPKaQjJxzVz5tDWDbRvT08E66RFPHFi5O9B3zK7dsX65E8jWU7WJc+RbE+OrfbsiWC9c2f8GYwZUw7YSQdPuoVtFmWSzp6h+ulP6xfA57h7n9M7uPsKM5szspd8VxdwfGp5FrChnzJdpS70ycDWIe5bP5XzwJWBLjlS7R9xsr6pA3gSiCQT69ZFoE7r7Y1W98SJsbx7dzTsd+4sdxcnx0BJsEvWpZeh3HpNyg6077595REEiMfp4619+/qWSQy23NsbqRJJHXp7y4E5aYGPHRvrK+tr1ZqWg0iOAUdisBO5TBxg2yEjf1kAlgNzzexEM2sjktI6Ksp0AAtLj68EHvYYtO8ArjazCWZ2IjAXeGKU9Rk6zQOXHMv9PHDJRLVL0U6YEK3cJAhOnFgehRhXah6OHRu3ZGQiWZcsJ+vSy0PZt7c3Xi95zWTiQPJclWUSgy1PmHDwwURy0ckkBzEZ/x479uC0i5EEbyhPjBiJwQL4cjP7s8qVZnYt8OTIXzbGtIEvAw8Aq4CfuvtzZnaTmV1eKvYD4GgzWwP8FeXkteeAnwLPA78C/ntDMtBB1wKX3NM1wWUkql2KdurUSCDbuTNa4ocfHsF80qToht6+PQJ8W1vcDj20/3WHHVZeN9i+kybF6xx+eJTdvRuOOOLg50rKJOPxSZA97LC4QSwffvjB248+OvYziyB9xBHlYD1mTAT0vXvjgGH8+Gh9jxlzcCt9OK66auTfyWBZ6NOAe4A9lAN2O9AGfMbdN438pRtP88BFcj4PXDKlLPTYJxdZ6O6+GfiwmX0UOL20+n53f3jwlywozQOXnMv1PHDJVH+Xor399sbXRQYJ4GY2EfgicDLwDPCDUtd360quBa5pZJJTuZxCJiJ9DDYGfhfRZf4M8HHgW3WvUV7ocqKSQ7qUqEhxDBbAT3X3/+ru/0xkgV/QgDo1P11OVHJKlxIVKY7BAvi7Zzlo+a7zNE0jk5zSFDKR4hgsgH/AzHaWbj3AGcljM9vZiAo2HU0jkxzTFDKR4hgwgLv7WHc/onSb5O7jUo+PaFQlm0rS+k5m96fPJyzS5KrN5d22rTwdSETyY7AWuFRKTyNLbu4xjUykySVTyKZMiXNYT5mSg3Ogi0hVg50LXSol08hEcqq/ubwiki8K4KOhueCSQ5oHLlIM6kIfDc0FH7qeHrj11rol+3V2wo03wjXXxL3mNVeneeAixaEAPlKaCz48dTzYUVAaOs0DFykOBfCR0lzwoavzwY6C0tBpHrhIcSiAj4Tmgg9PnQ92FJSGTvPARYojkwBuZkeZ2YNmtrp0P6WfcgtLZVab2cLU+kfN7EUzW1m6Hdu42qO54MPRgIMdBaWh0zxwkeLIqgV+PbDU3ecCS0vLBzGzo4C/B84HzgP+viLQ/4m7n1m6bWlEpd+lueBD14CDHQWlodM8cJHiyGoa2RXARaXHdwGPAn9TUeZS4EF33wpgZg8ClwH/tzFVHEB6LrimkvWV/kwacP30/q5vDZGRrulSZZpCJlIcWQXwae6+EcDdN/bTBT4TWJ9a7iqtS/zQzPYDdwNfd3evW20HkmRXz5tXs4CUe+nPpEEnvqk8OUmSmT5lysGZ6a3c2tRnIlIsdetCN7OHzOzZKrcrhvoUVdYlQfpP3P39wEdKt88PUI9FZrbCzFZ0d3cP700MRlPJ+mqSz0SZ6X3pMxEplroFcHe/xN1Pr3K7F9hsZscBlO6rjWF3AcenlmcBG0rP/Xrpvgf4N2KMvL963OHu7e7ePnXq1Nq8uYSmkvXVJJ+JMtP70mciUixZJbF1AElW+ULg3iplHgA+ZmZTSslrHwMeMLNxZnYMgJmNBz4JPNuAOh9MU8n6aqLPRJnpfekzESmWrAL4LcB8M1sNzC8tY2btZvZ9gFLy2s3A8tLtptK6CUQg7wRWAq8D32v4O9BUsr6a6DNRZnpf+kxEiiWTJDZ3fxO4uMr6FcCfppbvBO6sKLMLOKfedRxUA7Krc6HBGedDpcz0vvr7TFrl/YsUja5GNlKaShYyyDgfKmWmH0xTyESKRadSrYVWvSpZk2ScD1UrZ2Hrgi8ixaMAPlo5C2I11SQZ50PVylnYrXzwIlJUCuCjlbMgVjNNlHE+VK2chd3KBy8iRaUAPho5DGI100QZ50PVylnYrXzwIlJUCuCjkcMgVjM5vKBLK1/Io5UPXkSKSlnoo9FE06YaIp1t32QZ50NVmZkOrZGdrSlkIsWjAD4arTaVrIAXbmmVqWWtcJAi0mrUhV4rRZ9KVtBs+1bIztYUMpFiUgCvhYIGt4MUNNu+FbKzW+EgRaQVKYDXQkGD27sKnG3fCtnZrXCQItKKFMBHq8DB7V0FzrZvhezsVjhIEWlFCuCjVdTg1tMDt94aByI5nDI2VNWmll1+eXQvX3NNXPgk72PFrXCQItKKlIU+WpVTyfbuhRdeiGyhPGdqN/FFSmotPbWsaFnpSfb5zp3RZX7kkXDmmZpCJlIECuCjVRncOjrge9+D887Lpj61UJmU99GPFndqXIV0wheU7xcvzl/ASx+MnHFGdJsnLe+8vRcR6SuTLnQzO8rMHjSz1aX7Kf2U+5WZbTez+yrWn2hmy0r7/7uZtTWm5oMoSjZ60ZPyBlCkhC9ln4sUW1Zj4NcDS919LrC0tFzNN4HPV1n/DeA7pf23AdfWpZbDVYTA1wpJeQMoUsJXkQ5GRKSvrAL4FcBdpcd3AZ+uVsjdlwI96XVmZsAfAD8fbP+GynvgS5LWliwpZlLeEPWX8HX66ZHQlqfEtiIdjIhIX1kF8GnuvhGgdH/sMPY9Gtju7vtKy13AzBrXb/gqs9EBnnwyAmIeJElrHR2FzTgfiv6y0js68nUms85O2LQpjil/+UvYuFHZ5yJFU7ckNjN7CJheZdMNo33qKut8gHosAhYBzK5n06MyG339eti8Ge69F666qn6vWwvpsfu33oJvf7tlktaqqbzgyY035iuxLZ28dvHFcey1dCnMn5/fbHoR6atuAdzdL+lvm5ltNrPj3H2jmR0HbBnGU78BHGlm40qt8FnAhgHqcQdwB0B7e3u/gX7UKi9sct11MV/nrbfi1swBMT12v3VrLOd5ClyNrVsXLe+0Zh5LrsykP+64aHkn2egiUgxZdaF3AAtLjxcC9w51R3d34BHgypHs3xB5SmbL+9h9A+RtLFnJayKtIasAfgsw38xWA/NLy5hZu5l9PylkZo8BPwMuNrMuM7u0tOlvgL8yszXEmPgPGlr7geQhIKbPslbUM8nVUN4S2/J2wCEiI5NJAHf3N939YnefW7rfWlq/wt3/NFXuI+4+1d0PcfdZ7v5Aaf0r7n6eu5/s7n/k7r1ZvI+q8pDMlr70aYFPk1oreUps6+yM1Aslr4kUn87EVmuVyWzr1kU6cEdHcySzVZ5spsUT1oYqD4lt/SWvXXKJktdEikgBvNaqJbOddVbzJLMpYa0mmjGxTclrIq1FVyOrp2ZIZkuPd+dhfD4n+htnbmvLblxcyWsirUUBvF6qBcvFi+HrX29swEyPdythrWaqJba9/DK8/nrjx8U7O+Ng4amn4IEHYgw8oeQ1keJSAK+XasFy3bo4sUujAmblePfy5UpYq5FqiW3HHw/veU9jLx6SjHtv2wbnnx+XDX30USWvibQCjYHXS7XrhK9fD8ccU99LdPb0wO23w5e+1He8+7zz4Oaba/+aLaoyse2aa2Dq1IPL7N4dx2zr1kVLuNaX8qwc977wQnj6aXjiCbjiCl33W6TIFG0VRocAAAj0SURBVMDrpdp1wtva4IQT4LXXomX82msRaGsZyJMu8xNOgIcf7jve3ULX9m602bPLSWMQXdm/+Q0cccTBXeq1yAjv7Izg/eMfw4wZcOqpMG1afM2XXhq9AjfeOOq3JCJNTF3ojVBtPPzOO8vj0rV+nVNOiefftUvj3Q1UOS7+1FOx/qyzatulnu42nzEjxrl/+9vy2LfGvUVagwJ4I1Q7ucvatbF8330xYJlkig9XtbOqTZoEW7bE82q8u2Eqx8V7e+GCC8rHbRBd6r/4xciy1JNktYUL4cUX4/nnzYuv1Qyef17j3iKtRF3ojVDt5C7790fG0ZQpcNttUWbePLjoovIYdrWu7vQY9+GH999lftllMe6tE7U0VHpc/MYbI5gmNm3q26X+1a9G8ltvb/Ux8qSrfOVKePXVOH2re9wefxw+9KG4rVoFGzbECInGvUVagwJ4I1Q7ucv550cLfOdOuPvuuNbjfffB229HQJ43L06w0l/AToJ9ust86tQ4ewcc3GWuE7VkYsGC6OqGmI/99NPx+Oyzo0u9tzemnnV3x7j1tm1www0wc2Z8dW1tMS3tPe+JbWbw7LMwfnw8njgRXngh/gwmTIjgrXFvkdahLvRGq+xO37gxMtS7u2PM+s47y9O+km7xZB535bSwJUvUZd7EKrvU9+yJLvVp02L7Cy+Uz/EzZkzcr1kTgX7WrLhfsybW79wZBwETJ8a+u3fH17t9u7rNRVqVWuCNlu5O37s3LnRyyCHRv3r00dFPes450f19//3RLZ4E7LffLgfszZsj2J99djyvusyb0kBd6jt2RGs6OXvaqlV9A/qkSbF+8mR4550I4Dt3woc/XE6SmzJF3eYirUgBvNHS3enpqWW9vfDrX8d/6FdfhTlzDu4W37wZfvjDSGmGaIIlwR7UZZ4DlV3qbW0RjJOvsDKgT54cx2w7dsSIy+OPx59Jsu9736uLlIi0MnWhZyndGl+2LP5TjxlTng+0dm0EaigHbLNYfvPNmKu0bJm6zHOiskv9rLPg5JMjGB84EPc9PfC+90X5970vltva4Nhj4bTT4itOpqMpeIu0tkxa4GZ2FPDvwBxgLXCVu2+rUu5XwAeB/+fun0yt/xfgQiC5nMQX3D1/kSvdGr/55shoSixbFpnqW7fG8tatsbxsWaQtn3BC3E46qe9JY6RpVZ69LckyX7cuRkPWr4/OlAMH4v6kk+Lr7uqKkZTrr1fQFpGQVRf69cBSd7/FzK4vLf9NlXLfBA4F/luVbf/D3X9exzo2VmUQTgf0tWtjjtHs2QrYBTNQQJ89G/7hHxSwRaS6rAL4FcBFpcd3AY9SJYC7+1Izu6hyfUtQkG5JlQFdRKQ/WY2BT3P3jQCl+2NH8Bz/y8w6zew7ZjZh8OIiIiLFUbcWuJk9BEyvsumGGjz9V4BNQBtwB9F6v6mfeiwCFgHM1gmiRUSkIOoWwN39kv62mdlmMzvO3Tea2XHAlmE+98bSw14z+yFw3QBl7yCCPO3t7T6c1xEREWlWWXWhdwALS48XAvcOZ+dS0MfMDPg08GxNayciItLksgrgtwDzzWw1ML+0jJm1m9n3k0Jm9hjwM+BiM+sys0tLm35sZs8AzwDHAF9vaO1FREQylkkWuru/CVxcZf0K4E9Tyx/pZ/8/qF/tREREmp/OxCYiIpJDCuAiIiI5pAAuIiKSQwrgIiIiOaQALiIikkPm3jrnNjGzbuC1rOsxDMcAb2RdiQy1+vuH5voMTnD3qcPdKYe/O2iuzz0Lev/N9f6r/vZaKoDnjZmtcPf2rOuRlVZ//6DPICut/rnr/efj/asLXUREJIcUwEVERHJIAby53ZF1BTLW6u8f9BlkpdU/d73/HNAYuIiISA6pBS4iIpJDCuAiIiI5pADeRMzsKDN70MxWl+6n9FPuV2a23czua3Qd68HMLjOzF81sjZldX2X7BDP799L2ZWY2p/G1rJ8hvP8LzOwpM9tnZldmUcei029Pv708/vYUwJvL9cBSd58LLC0tV/NN4PMNq1UdmdlY4Dbg48CpwB+b2akVxa4Ftrn7ycB3gG80tpb1M8T3vw74AvBvja1dS9FvT7+93P32FMCbyxXAXaXHdwGfrlbI3ZcCPY2qVJ2dB6xx91fcfQ/wE+JzSEt/Lj8HLjYza2Ad62nQ9+/ua929EziQRQVbhH57+u3l7renAN5cprn7RoDS/bEZ16cRZgLrU8tdpXVVy7j7PmAHcHRDald/Q3n/Un/67em3l7vf3risK9BqzOwhYHqVTTc0ui5NotrRfOXcxqGUyasiv7emot9eH/rt9ZWr96YA3mDufkl/28xss5kd5+4bzew4YEsDq5aVLuD41PIsYEM/ZbrMbBwwGdjamOrV3VDev9SAfnt96LeX89+eutCbSwewsPR4IXBvhnVplOXAXDM70czagKuJzyEt/blcCTzsxTkD0VDev9Sffnv67eXvt+fuujXJjRhbWgqsLt0fVVrfDnw/Ve4xoBt4hziKvDTruo/yfX8CeAl4GbihtO4m4PLS44nAz4A1wBPAe7Kuc4Pf/7ml73kX8CbwXNZ1LtpNvz399vL429OpVEVERHJIXegiIiI5pAAuIiKSQwrgIiIiOaQALiIikkMK4CIiIjmkAC4NYWb7zWylmT1rZj8zs0NL66eb2U/M7GUze97MlpjZKaVthbryk0gW9NsrLgVwaZR33P1Mdz8d2AN8sXRRhHuAR939JHc/FfgqMK20T2Gu/CSSIf32CkoBXLLwGHAy8FFgr7v/n2SDu69098dKj4t05SeRZqDfXoEogEtDlc6n/HHgGeB04MlsayTSGvTbKx4FcGmUQ8xsJbACWAf8IOP6iLQK/fYKSlcjk0Z5x93PTK8ws+eICySISP3ot1dQaoFLlh4GJpjZnyUrzOxcM7swwzqJtAL99gpAAVwy43Elnc8A80tTWZ4DbqR0TV4ze4y4EtLFZtZlZpdmVlmRAtFvrxh0NTIREZEcUgtcREQkhxTARUREckgBXEREJIcUwEVERHJIAVxERCSHFMBFRERySAFcREQkh/4/qcQ5Ovo6RwcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1737,7 +1737,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1768,7 +1768,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1813,7 +1813,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2010,13 +2010,11 @@ { "cell_type": "code", "execution_count": 50, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2066,7 +2064,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2144,13 +2142,6 @@ "source": [ "! python ../.convert_notebook_to_script.py --input ch05.ipynb --output ch05.py" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -2186,5 +2177,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } From 76495d13c43d4988aa202cf21e906528541ac4cb Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:49:59 -0600 Subject: [PATCH 05/13] check ch06 on latest softw. --- ch06/ch06.ipynb | 114 ++++++++++++++++++++++++------------------------ ch06/ch06.py | 9 +++- 2 files changed, 66 insertions(+), 57 deletions(-) diff --git a/ch06/ch06.ipynb b/ch06/ch06.ipynb index 11206968..14a986c7 100644 --- a/ch06/ch06.ipynb +++ b/ch06/ch06.ipynb @@ -42,15 +42,15 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-10-21 \n", + "last updated: 2019-12-04 \n", "\n", "CPython 3.7.1\n", - "IPython 7.8.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.2\n", - "pandas 0.24.2\n", - "matplotlib 3.1.0\n", - "sklearn 0.21.3\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.1\n", + "sklearn 0.22\n" ] } ], @@ -626,25 +626,25 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Fold: 1, Class dist.: [256 153], Acc: 0.935\n", - "Fold: 2, Class dist.: [256 153], Acc: 0.935\n", + "Fold: 1, Class dist.: [256 153], Acc: 0.913\n", + "Fold: 2, Class dist.: [256 153], Acc: 1.000\n", "Fold: 3, Class dist.: [256 153], Acc: 0.957\n", - "Fold: 4, Class dist.: [256 153], Acc: 0.957\n", - "Fold: 5, Class dist.: [256 153], Acc: 0.935\n", - "Fold: 6, Class dist.: [257 153], Acc: 0.956\n", - "Fold: 7, Class dist.: [257 153], Acc: 0.978\n", - "Fold: 8, Class dist.: [257 153], Acc: 0.933\n", - "Fold: 9, Class dist.: [257 153], Acc: 0.956\n", - "Fold: 10, Class dist.: [257 153], Acc: 0.956\n", + "Fold: 4, Class dist.: [256 153], Acc: 0.978\n", + "Fold: 5, Class dist.: [256 153], Acc: 0.891\n", + "Fold: 6, Class dist.: [257 153], Acc: 0.933\n", + "Fold: 7, Class dist.: [257 153], Acc: 0.956\n", + "Fold: 8, Class dist.: [257 153], Acc: 0.978\n", + "Fold: 9, Class dist.: [257 153], Acc: 0.978\n", + "Fold: 10, Class dist.: [257 153], Acc: 0.911\n", "\n", - "CV accuracy: 0.950 +/- 0.014\n" + "CV accuracy: 0.949 +/- 0.034\n" ] } ], @@ -654,6 +654,7 @@ " \n", "\n", "kfold = StratifiedKFold(n_splits=10,\n", + " shuffle=True,\n", " random_state=1).split(X_train, y_train)\n", "\n", "scores = []\n", @@ -669,7 +670,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -726,7 +727,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -736,7 +737,7 @@ "" ] }, - "execution_count": 14, + "execution_count": 18, "metadata": { "image/png": { "width": 600 @@ -751,12 +752,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -835,12 +836,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -930,14 +931,14 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9846153846153847\n", + "0.9846859903381642\n", "{'svc__C': 100.0, 'svc__gamma': 0.001, 'svc__kernel': 'rbf'}\n" ] } @@ -970,7 +971,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -1008,7 +1009,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1018,7 +1019,7 @@ "" ] }, - "execution_count": 19, + "execution_count": 23, "metadata": { "image/png": { "width": 500 @@ -1033,7 +1034,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1058,7 +1059,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1114,7 +1115,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -1124,7 +1125,7 @@ "" ] }, - "execution_count": 22, + "execution_count": 26, "metadata": { "image/png": { "width": 300 @@ -1139,7 +1140,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1162,12 +1163,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1209,7 +1210,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1218,7 +1219,7 @@ "array([1, 0])" ] }, - "execution_count": 25, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1229,7 +1230,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1255,7 +1256,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1281,7 +1282,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -1324,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1347,14 +1348,14 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0.9862021456964396\n", + "0.9861994953378878\n", "{'svc__C': 10.0, 'svc__gamma': 0.01, 'svc__kernel': 'rbf'}\n" ] } @@ -1399,12 +1400,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1430,6 +1431,7 @@ " \n", "\n", "cv = list(StratifiedKFold(n_splits=3, \n", + " shuffle=True,\n", " random_state=1).split(X_train, y_train))\n", "\n", "fig = plt.figure(figsize=(7, 5))\n", @@ -1498,7 +1500,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1517,7 +1519,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1527,7 +1529,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -1536,7 +1538,7 @@ "89.92443324937027" ] }, - "execution_count": 34, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -1548,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1576,7 +1578,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1586,7 +1588,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1595,7 +1597,7 @@ "50.0" ] }, - "execution_count": 37, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1638,7 +1640,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1646,7 +1648,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch06.ipynb to script\n", - "[NbConvertApp] Writing 17273 bytes to ch06.py\n" + "[NbConvertApp] Writing 17490 bytes to ch06.py\n" ] } ], diff --git a/ch06/ch06.py b/ch06/ch06.py index cc912da2..e19506b1 100644 --- a/ch06/ch06.py +++ b/ch06/ch06.py @@ -172,6 +172,7 @@ kfold = StratifiedKFold(n_splits=10, + shuffle=True, random_state=1).split(X_train, y_train) scores = [] @@ -329,6 +330,7 @@ gs = GridSearchCV(estimator=pipe_svc, param_grid=param_grid, scoring='accuracy', + refit=True, cv=10, n_jobs=-1) gs = gs.fit(X_train, y_train) @@ -339,7 +341,11 @@ clf = gs.best_estimator_ -clf.fit(X_train, y_train) + +# clf.fit(X_train, y_train) +# note that we do not need to refit the classifier +# because this is done automatically via refit=True. + print('Test accuracy: %.3f' % clf.score(X_test, y_test)) @@ -499,6 +505,7 @@ cv = list(StratifiedKFold(n_splits=3, + shuffle=True, random_state=1).split(X_train, y_train)) fig = plt.figure(figsize=(7, 5)) From be77b924474c480a8ddd60f91401ed30a0fda664 Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:52:26 -0600 Subject: [PATCH 06/13] check ch06 on latest softw. --- ch06/ch06.ipynb | 319 +++++++++--------------------------------------- ch06/ch06.py | 8 +- 2 files changed, 61 insertions(+), 266 deletions(-) diff --git a/ch06/ch06.ipynb b/ch06/ch06.ipynb index 14a986c7..6d533931 100644 --- a/ch06/ch06.ipynb +++ b/ch06/ch06.ipynb @@ -626,25 +626,25 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Fold: 1, Class dist.: [256 153], Acc: 0.913\n", - "Fold: 2, Class dist.: [256 153], Acc: 1.000\n", + "Fold: 1, Class dist.: [256 153], Acc: 0.935\n", + "Fold: 2, Class dist.: [256 153], Acc: 0.935\n", "Fold: 3, Class dist.: [256 153], Acc: 0.957\n", - "Fold: 4, Class dist.: [256 153], Acc: 0.978\n", - "Fold: 5, Class dist.: [256 153], Acc: 0.891\n", - "Fold: 6, Class dist.: [257 153], Acc: 0.933\n", - "Fold: 7, Class dist.: [257 153], Acc: 0.956\n", - "Fold: 8, Class dist.: [257 153], Acc: 0.978\n", - "Fold: 9, Class dist.: [257 153], Acc: 0.978\n", - "Fold: 10, Class dist.: [257 153], Acc: 0.911\n", + "Fold: 4, Class dist.: [256 153], Acc: 0.957\n", + "Fold: 5, Class dist.: [256 153], Acc: 0.935\n", + "Fold: 6, Class dist.: [257 153], Acc: 0.956\n", + "Fold: 7, Class dist.: [257 153], Acc: 0.978\n", + "Fold: 8, Class dist.: [257 153], Acc: 0.933\n", + "Fold: 9, Class dist.: [257 153], Acc: 0.956\n", + "Fold: 10, Class dist.: [257 153], Acc: 0.956\n", "\n", - "CV accuracy: 0.949 +/- 0.034\n" + "CV accuracy: 0.950 +/- 0.014\n" ] } ], @@ -653,9 +653,7 @@ "from sklearn.model_selection import StratifiedKFold\n", " \n", "\n", - "kfold = StratifiedKFold(n_splits=10,\n", - " shuffle=True,\n", - " random_state=1).split(X_train, y_train)\n", + "kfold = StratifiedKFold(n_splits=10).split(X_train, y_train)\n", "\n", "scores = []\n", "for k, (train, test) in enumerate(kfold):\n", @@ -670,7 +668,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -727,7 +725,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -737,7 +735,7 @@ "" ] }, - "execution_count": 18, + "execution_count": 14, "metadata": { "image/png": { "width": 600 @@ -752,7 +750,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -836,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -931,18 +929,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.9846859903381642\n", - "{'svc__C': 100.0, 'svc__gamma': 0.001, 'svc__kernel': 'rbf'}\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.svm import SVC\n", @@ -971,17 +960,9 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test accuracy: 0.974\n" - ] - } - ], + "outputs": [], "source": [ "clf = gs.best_estimator_\n", "\n", @@ -1009,42 +990,18 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": { - "image/png": { - "width": 500 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Image(filename='images/06_07.png', width=500) " ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV accuracy: 0.974 +/- 0.015\n" - ] - } - ], + "outputs": [], "source": [ "gs = GridSearchCV(estimator=pipe_svc,\n", " param_grid=param_grid,\n", @@ -1059,17 +1016,9 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CV accuracy: 0.934 +/- 0.016\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "\n", @@ -1115,43 +1064,18 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "execution_count": 26, - "metadata": { - "image/png": { - "width": 300 - } - }, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "Image(filename='images/06_08.png', width=300) " ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[71 1]\n", - " [ 2 40]]\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", @@ -1163,22 +1087,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKkAAACsCAYAAAAAGIycAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAMr0lEQVR4nO3df5RVZb3H8fcH5iZ6+akMCvmLFAXEgAGpENAbRFiW2MISNTNREu81r666C9NWWJneLE1CM7x4WWliWlkuAUnJGkBEJmQkMPwVhEAx3kEEf8CA3/vH3sMchjlnNsTe+8Hzfa01a52z957zfM/w4dn77P2c/cjMcC5kbfIuwLnWeEhd8DykLngeUhc8D6kLnofUBc9DCkgaI2m1pJclTc67nixJulfSJkl/zruWYso+pJLaAncCZwF9gfGS+uZbVaZmAmPyLqKUsg8pMAR42cxeNbMdwIPAOTnXlBkzqwbq866jFA8pfBBYV/D8tXiZC4SHFNTCMr9WHBAPadRzHlPw/GhgQ061uBZ4SGEp0EtST0kfAM4HHs25Jleg7ENqZjuB/wDmAS8AD5nZynyryo6kWcBi4GRJr0makHdNzcmH6rnQlX1P6sLnIXXB85C64HlIXfA8pDFJE/OuIU8hv38PaZNg/5EyEuz795C64AV1nrRT5y7W7ageubS95Y3NdOrcJZe2G3Vqf2hubdfV1VFZWZlb+8+vWPHmju3bO7W0riLrYkrpdlQP7pj+YN5l5OaTw07Nu4TcVHY9fFOxdb67d8HzkLrgeUhd8DykLngeUhc8D6kLnofUBc9D6oLnIXXB85C64HlIXfA8pC54HlIXPA+pC56H1AXPQ+qC5yF1wfOQuuB5SF3wPKQueB5SFzwPqQueh9QFz0PqguchdcHzkLrgBXWbnay89re/csuN/7X7+d83vMZFl17JEV2P5IGZP2Hd2le5/e4H6NX7lByrzMZlEy5l9uzH6NatG7XPhzm9aKo9aagTyx59bE+mzXiYaTMe5o7pD3JIu3YMHT6S43qeyPXfuY1+/QflXWJmLv7SJcye83jeZZSUWk9aMLHsJ4gm9Foq6VEzW5VWm/ujdtkSuvc4hrzu5pe3ESNGsGbNmrzLKCnNnvSgmFi2ev7jnDHyrLzLcCWkGdJEE8tKmiipRlLNljc2p1jO3hoaGljy9B8YduboTNt1+ybNkCaaWNbMppvZYDMbnPVNbGuWLOSEXn3ocvgRmbbr9k2aIQ1+Ytnq+XN9V38QSDOkQU8s++677/BczWKGjhi5e9nT1fO5eNwoXlhZy5TJ/843v3ZFjhVm48ILxjPs9I+xevVqjjv2aO6dMSPvkvaS6j3zJX0K+BHQFrjXzG4qtX2v3qeY3468PFV2Pfzl+vr6Xi2tS/VkvpnNAeak2YZ7//PLoi54HlIXPA+pC17RY1JJHUv9opm9eeDLcW5vpT44rSQ6+V54Ur7xuQHHpliXc7sVDamZHVNsnXNZSnRMKul8Sd+IHx8tqXzGsrnctRpSSdOAfwO+GC96G7g7zaKcK5TkZP5QM6uS9ByAmdXHlzmdy0SS3X2DpDbEI5gkHQG8l2pVzhVIEtI7gV8BlZJuBBYC/51qVc4VaHV3b2Y/k/QnYFS86DwzC/MbW+59KekAk7ZAA9Eu369SuUwl+XR/PTAL6EE0cPkBSdelXZhzjZL0pBcBg8zsbQBJNwF/Am5OszDnGiXZda9lzzBXAK+mU45zeys1wOR2omPQt4GVkubFz0cTfcJ3LhOldveNn+BXArMLlj+TXjnO7a3UAJPwvpHlylKrH5wknQDcBPQF2jUuN7OTUqzLud2SfHCaCfwv0TjSs4CHiG6Z41wmkoT0MDObB2Bmr5jZDUSjopzLRJLzpNslCXhF0hXAeqBbumU51yRJSK8B2gNfJTo27QRcmmZRzhVKMsBkSfxwK00Dn53LTKmT+Y/Qwl3wGpnZ51KpyLlmSvWk0zKrItax/aGMHtYv62aDUbthS94l5OatHbuKrit1Mn9+KtU4t498bKgLnofUBS9xSCUdkmYhzhWTZGT+EEkrgJfi5/0l/Tj1ypyLJelJpwJnA/8HYGa1+GVRl6EkIW1jZmubLSt+vsC5AyzJZdF1koYAFs9ydxXwYrplOdckSU86CbiW6FaP/wA+Gi9zLhNJrt1vIprexrlcJBmZfw8tz2Q3MZWKnGsmyTHpkwWP2wHnsuecoc6lKsnu/heFzyXdBzyRWkXONbM/l0V7Ascd6EKcKybJMelmmo5J2wD1wOQ0i3KuUMmQxt9t6k/0vSaA9yzNyUida0HJ3X0cyEfMbFf84wF1mUtyTPqspKrUK3GuiFLfcaows53AMOBySa8AbxFPNmZmHlyXiVLHpM8CVcDYjGpxrkWlQiqI7lqSUS3OtahUSCslXVtspZndlkI9zu2lVEjbEt25RCW2cS51pUK60cy+nVklzhVR6hSU96AuCKVCOjKzKpwroWhIzaw+y0KcK6bsbw6xbt06Ro38OKee0pf+p/Zj6tQ78i4pE7t27eKCMcO5+pIvALD+b2u4+DMjGTu8ismTvkzDjh05V9gktZBKulfSJklBz0NaUVHB92/9AStWrmLh04u5+667WLVqVd5lpW7WjJ9w/Ikn734+9eYpXHjZlfxmwTI6du7Mbx68L8fq9pRmTzoTGJPi6x8Q3bt3p6oqusLboUMHevfuw4b161v5rYPbPzauZ+Hvf8fY8dHtZs2MpYuqGfnpcwA4e9x4/jBvdqmXyFRqITWzaqKxpweNNWvWsHz5cwz5yEfyLiVVP5xyHVd/49u0aRP987+xuZ4OHTtRURGdkezWvQd1f9+YZ4l7yP2YVNJESTWSal6vq8utjm3btvH588bxw9tup2PHjrnVkbbqJx+nyxGV9PnwgKaFLY3AVDhnIJNOJZ4aM5sOTAcYNHhwLuNVGxoa+Py4cYy/4ALO/dz7+wbWtTVLqH5iLoue+h07tm9n29at/GDKdWx9cws7d+6koqKCTRs3UHnkUXmXulvuPWnezIzLL7uM3n16c801RYcqvG9cNflbzF26iscWr+B7d87gtNNHcNOP72Hw0OHMn/1bAB775SzOGP2pnCttUvYhXbRoET+//z6eeuopBlUNZFDVQObOmZN3WZn76nU38vN77uScYQN5Y3M9Y88PZw4PpfWNEEmzgDOBrkS35/lWa/OVDho82JY8uzSVeg4Gz294M+8ScvOx3se+vH3bll4trUvtmNTMxqf12q68lP3u3oXPQ+qC5yF1wfOQuuB5SF3wPKQueB5SFzwPqQueh9QFz0PqguchdcHzkLrgeUhd8DykLngeUhc8D6kLnofUBc9D6oLnIXXB85C64HlIXfA8pC54HlIXPA+pC56H1AXPQ+qCl9q9oPaHpDpgbU7NdwVez6ntEOT9/o8zs8qWVgQV0jxJqjGzwXnXkZeQ37/v7l3wPKQueB7SJtPzLiBnwb7/sg2ppF2Slkv6s6SHgfv/idc6U9Jj8ePPSppcYtvOkq7cjzamSPpa0uXNtpkpaVypbeK5Cxq3Pz6k+bfKNqTAO2Y2wMz6ATuAKwpXKrLPfx8ze9TMbimxSWdgn0Nazso5pIUWACfGPcgLku4ClgHHSBotabGkZZIeltQeQNIYSX+RtBDYPWWJpEskTYsfHynpEUm18c9Q4BbghLgXvzXe7uuSlkp6XtKNBa91vaTVkp4EmqavK0LS5fHr1Er6laTDClaPkrRA0ouSzo63byvp1oK2v/LP/iHTUPYhlVQBnAWsiBedDPzMzAYCbwE3AKPMrAqoAa6V1A64B/gMMBwoNp/MVOCPZtYfqAJWApOBV+Je/OuSRgO9gCHAAGCQpBGSBgHnAwOJ/hOcluDt/NrMTovbewGYULDueOAM4NPA3fF7mABsMbPT4te/XFLPBO1kKvd5nHJ0qKTl8eMFwAygB7DWzJ6Jl38U6AssUjT51geAxUBv4K9m9hKApPuBiS208XHgYgAz2wVskdSl2Taj45/n4uftiULbAXjEzN6O23g0wXvqJ+m7RIcU7YF5BeseMrP3gJckvRq/h9HAhwuOVzvFbb+YoK3MlHNI3zGzAYUL4iC+VbgIeKL5JBWSBgAH6iqIgJvN7KfN2vjP/WhjJjDWzGolXUI0+0uj5q9lcdtXmVlhmJF0/D62m6qy39234hngdEknAkg6TNJJwF+AnpJOiLcrNtPKfGBS/LttJXUEthL1ko3mAZcWHOt+UFI3oBo4V9KhkjoQHVq0pgOwUdK/ABc2W3eepDZxzR8CVsdtT4q3R9JJkv41QTuZKueetFVmVhf3SLMkHRIvvsHMXpQ0EZgt6XVgIdCvhZe4GpguaQKwC5hkZoslLYpP8cyNj0v7AIvjnnwbcJGZLZP0C2A50XiGBQlK/iawJN5+BXv+Z1gN/BE4ErjCzN6V9D9Ex6rLFDVeB4xN9tfJjl+7d8Hz3b0LnofUBc9D6oLnIXXB85C64HlIXfA8pC54/w9LulSO/Cy8jAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(2.5, 2.5))\n", "ax.matshow(confmat, cmap=plt.cm.Blues, alpha=0.3)\n", @@ -1210,38 +1121,18 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([1, 0])" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "le.transform(['M', 'B'])" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[71 1]\n", - " [ 2 40]]\n" - ] - } - ], + "outputs": [], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n", "print(confmat)" @@ -1256,18 +1147,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[71 1]\n", - " [ 2 40]]\n" - ] - } - ], + "outputs": [], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n", "print(confmat)" @@ -1282,18 +1164,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[40 2]\n", - " [ 1 71]]\n" - ] - } - ], + "outputs": [], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred, labels=[1, 0])\n", "print(confmat)" @@ -1325,19 +1198,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Precision: 0.976\n", - "Recall: 0.952\n", - "F1: 0.964\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import precision_score, recall_score, f1_score\n", "\n", @@ -1348,18 +1211,9 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.9861994953378878\n", - "{'svc__C': 10.0, 'svc__gamma': 0.01, 'svc__kernel': 'rbf'}\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import make_scorer\n", "\n", @@ -1400,22 +1254,9 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn.metrics import roc_curve, auc\n", "from scipy import interp\n", @@ -1430,9 +1271,7 @@ "X_train2 = X_train[:, [4, 14]]\n", " \n", "\n", - "cv = list(StratifiedKFold(n_splits=3, \n", - " shuffle=True,\n", - " random_state=1).split(X_train, y_train))\n", + "cv = list(StratifiedKFold(n_splits=3).split(X_train, y_train))\n", "\n", "fig = plt.figure(figsize=(7, 5))\n", "\n", @@ -1500,7 +1339,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1519,7 +1358,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1529,20 +1368,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "89.92443324937027" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y_pred = np.zeros(y_imb.shape[0])\n", "np.mean(y_pred == y_imb) * 100" @@ -1550,18 +1378,9 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of class 1 examples before: 40\n", - "Number of class 1 examples after: 357\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.utils import resample\n", "\n", @@ -1578,7 +1397,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1588,20 +1407,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "50.0" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "y_pred = np.zeros(y_bal.shape[0])\n", "np.mean(y_pred == y_bal) * 100" @@ -1640,18 +1448,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[NbConvertApp] Converting notebook ch06.ipynb to script\n", - "[NbConvertApp] Writing 17490 bytes to ch06.py\n" - ] - } - ], + "outputs": [], "source": [ "! python ../.convert_notebook_to_script.py --input ch06.ipynb --output ch06.py" ] diff --git a/ch06/ch06.py b/ch06/ch06.py index e19506b1..948ffd07 100644 --- a/ch06/ch06.py +++ b/ch06/ch06.py @@ -171,9 +171,7 @@ -kfold = StratifiedKFold(n_splits=10, - shuffle=True, - random_state=1).split(X_train, y_train) +kfold = StratifiedKFold(n_splits=10).split(X_train, y_train) scores = [] for k, (train, test) in enumerate(kfold): @@ -504,9 +502,7 @@ X_train2 = X_train[:, [4, 14]] -cv = list(StratifiedKFold(n_splits=3, - shuffle=True, - random_state=1).split(X_train, y_train)) +cv = list(StratifiedKFold(n_splits=3).split(X_train, y_train)) fig = plt.figure(figsize=(7, 5)) From 868097e9a6ba4127802f7cb03e54ae0e2ede0aba Mon Sep 17 00:00:00 2001 From: rasbt Date: Wed, 4 Dec 2019 23:53:52 -0600 Subject: [PATCH 07/13] check ch06 on latest softw. --- ch06/ch06.ipynb | 279 +++++++++++++++++++++++++++++++++++++++++------- 1 file changed, 238 insertions(+), 41 deletions(-) diff --git a/ch06/ch06.ipynb b/ch06/ch06.ipynb index 6d533931..084d5faf 100644 --- a/ch06/ch06.ipynb +++ b/ch06/ch06.ipynb @@ -929,9 +929,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9846859903381642\n", + "{'svc__C': 100.0, 'svc__gamma': 0.001, 'svc__kernel': 'rbf'}\n" + ] + } + ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "from sklearn.svm import SVC\n", @@ -960,9 +969,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Test accuracy: 0.974\n" + ] + } + ], "source": [ "clf = gs.best_estimator_\n", "\n", @@ -990,18 +1007,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": { + "image/png": { + "width": 500 + } + }, + "output_type": "execute_result" + } + ], "source": [ "Image(filename='images/06_07.png', width=500) " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV accuracy: 0.974 +/- 0.015\n" + ] + } + ], "source": [ "gs = GridSearchCV(estimator=pipe_svc,\n", " param_grid=param_grid,\n", @@ -1016,9 +1057,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CV accuracy: 0.934 +/- 0.016\n" + ] + } + ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "\n", @@ -1064,18 +1113,43 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": { + "image/png": { + "width": 300 + } + }, + "output_type": "execute_result" + } + ], "source": [ "Image(filename='images/06_08.png', width=300) " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[71 1]\n", + " [ 2 40]]\n" + ] + } + ], "source": [ "from sklearn.metrics import confusion_matrix\n", "\n", @@ -1087,9 +1161,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "fig, ax = plt.subplots(figsize=(2.5, 2.5))\n", "ax.matshow(confmat, cmap=plt.cm.Blues, alpha=0.3)\n", @@ -1121,18 +1208,38 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 0])" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "le.transform(['M', 'B'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[71 1]\n", + " [ 2 40]]\n" + ] + } + ], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n", "print(confmat)" @@ -1147,9 +1254,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[71 1]\n", + " [ 2 40]]\n" + ] + } + ], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred)\n", "print(confmat)" @@ -1164,9 +1280,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[40 2]\n", + " [ 1 71]]\n" + ] + } + ], "source": [ "confmat = confusion_matrix(y_true=y_test, y_pred=y_pred, labels=[1, 0])\n", "print(confmat)" @@ -1198,9 +1323,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Precision: 0.976\n", + "Recall: 0.952\n", + "F1: 0.964\n" + ] + } + ], "source": [ "from sklearn.metrics import precision_score, recall_score, f1_score\n", "\n", @@ -1211,9 +1346,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9861994953378878\n", + "{'svc__C': 10.0, 'svc__gamma': 0.01, 'svc__kernel': 'rbf'}\n" + ] + } + ], "source": [ "from sklearn.metrics import make_scorer\n", "\n", @@ -1254,9 +1398,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.metrics import roc_curve, auc\n", "from scipy import interp\n", @@ -1339,7 +1496,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -1358,7 +1515,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, "outputs": [], "source": [ @@ -1368,9 +1525,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "89.92443324937027" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = np.zeros(y_imb.shape[0])\n", "np.mean(y_pred == y_imb) * 100" @@ -1378,9 +1546,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of class 1 examples before: 40\n", + "Number of class 1 examples after: 357\n" + ] + } + ], "source": [ "from sklearn.utils import resample\n", "\n", @@ -1397,7 +1574,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1407,9 +1584,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "50.0" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "y_pred = np.zeros(y_bal.shape[0])\n", "np.mean(y_pred == y_bal) * 100" @@ -1448,9 +1636,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook ch06.ipynb to script\n", + "[NbConvertApp] Writing 17307 bytes to ch06.py\n" + ] + } + ], "source": [ "! python ../.convert_notebook_to_script.py --input ch06.ipynb --output ch06.py" ] From 018acedaffc32397c979b9c53c453e528bc1f8cc Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 00:02:17 -0600 Subject: [PATCH 08/13] check ch06 on latest softw. --- ch07/ch07.ipynb | 99 +++++++++++++++++++++++++++---------------------- ch07/ch07.py | 5 --- 2 files changed, 54 insertions(+), 50 deletions(-) diff --git a/ch07/ch07.ipynb b/ch07/ch07.ipynb index 13a4979c..5ea844dc 100644 --- a/ch07/ch07.ipynb +++ b/ch07/ch07.ipynb @@ -42,16 +42,16 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-16 \n", + "last updated: 2019-12-05 \n", "\n", "CPython 3.7.1\n", - "IPython 7.9.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.2\n", - "pandas 0.24.2\n", - "matplotlib 3.1.0\n", + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.1\n", "scipy 1.3.1\n", - "sklearn 0.21.3\n" + "sklearn 0.22\n" ] } ], @@ -239,7 +239,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdd3xUVdrA8d+TSSWBAKEnQADphBo6AgICCoLKumJ5RUXZVcFewIKCZa2rq2JhVxddG3aCImADREGa9CItQKghkEJIm5nz/nEHCCGEATKZ9nw/5MPcO3fmPoeEPHPvOec5YoxBKaVU8ArxdgBKKaW8SxOBUkoFOU0ESikV5DQRKKVUkNNEoJRSQS7U2wGcrRo1apjExMRzem1hYSHh4eHlG5CP0zYHB21zcDifNi9fvvygMaZmac/5XSJITExk2bJl5/Ta1NRUzjWJ+Cttc3DQNgeH82mziOw43XN6a0gppYKcJgKllApymgiUUirI+V0fQWmKiopIS0sjPz+/zOPsdjsbNmyooKh8gz+0OTIykoSEBMLCwrwdilJBKSASQVpaGpUrVyYxMREROe1xBQUFREREVGBk3ufrbTbGkJGRQVpaGo0aNfJ2OEoFJY/dGhKRd0XkgIisPc3zIiKvisgWEVktIh3P9Vz5+fnExcWVmQSUbxIR4uLizng1p5TyHE/2EUwDBpfx/CVAU9fXGODN8zmZJgH/pd87pbzLY7eGjDELRCSxjEOGA+8bqw72YhGpKiJ1jTF7PRWTUio4OZ2GnAI7WUeLyMwrJCffTk6+ndwCO0cL7eQVOcgrdJJvd1Bod1Jgd1BkNxQ5ndgdBofTYHc6cTjBaYzry7q1aYy1zxgwHPv7NM6x6n+Twk0USRjRdZoyyQNzJ7zZRxAP7Cq2nebad0oiEJExWFcNxMfHk5qaetLzdrudgoKCM57Qbrefe7RnUKlSJdq0aXN8+6qrruKBBx7w2PlK8+STTxITE8M999xzfJ/dbic1NZUrr7ySFStWVGg8Z+NYnOUhIyOjXN7HnwRzm40xZOU72J1VyO7sQvblFJF+pIgDR4rIOGonM8/O4Xw7DqeXAz4nhvGhH3Or7Vs2mgY8Jy+U2/+T4ryZCEq7H1BqvjTGTAWmAiQnJ59SYmLDhg1ud4h6quM0KiqKVatWeeS93RUaGkpoaOgpbYyIiEBEyr3tDocDm8122u3TsdvthIae/KMXGhparrNEg23GKQRHmwvsDjbszWFNWiZLNhewN3cPm/bnkJN/5g95MRGhVK0URmxUGFUiw4iJDCUmIpRK4TaiwmxEhduIDLMRbgshPNT6Cg0Rwmwh2EKE0BDBFiKEiPW3iHVbM0RAcG0DFNsuzdneCK2/fD4h64VqrQZxS6O6Hvk+ezMRpAH1i20nAHu8FIvHJCYmMmrUKGbOnElRURGfffYZLVq0YP78+dx1112A9cO0YMECKleuzAsvvMCnn35KQUEBV1xxBZMmTSI1NZXBgwfTq1cvFi9eTLt27bjpppt4/PHHOXDgAB9++CFdunQBYNWqVfTr149du3bx4IMPcsMNN5wUj8PhYPz48cybN4+CggLuuOMO/va3v50S9wcffMCrr75KYWEhXbt25Y033sBmsxETE8O9997LnDlzeOmll7j++uu5+eabmTt3LmPHjqVFixb8/e9/5+jRozRp0oR3332XatWq0bdvX3r06MGvv/7KsGHDuO+++zz/j6/8XtbRIpakHuL3bRksTT3E+r3ZFDlO/bxYOSKUxBrRNIirRP1qlahXNZK6sVHUrhJBjZgI4mLCiQg984cUn5CXCYdToV57a7v+ZOh5HfXqtafQA1cD4N1EkAKMFZFPgK5AVnn0DySO//a8AytN6rNDynw+Ly+P9u3bH9+eMGECV199NQA1atRgxYoVvPHGG7z44ov85z//4cUXX2TKlCn07NmTI0eOEBkZydy5c9m8eTNLlizBGMOwYcNYsGABDRo0YMuWLXz22WdMnTqVzp0789FHH7Fw4UJSUlJ45pln+PrrrwFYvXo1ixcvJjc3lw4dOjBgwICTOmPfeecdYmNjWbp0KQUFBfTs2ZOBAweeNHRzw4YNTJ8+nV9//ZWwsDBuv/12PvzwQ2644QZyc3Np06YNkydPPn58ZGQkCxcuBKBt27a89tpr9OnTh4kTJzJp0iReeeUVADIzM5k/f/55fidUIDPGsGFvDj9vOsBPGw/wx87DOIv93heBprViSEqIpW6kg+4tG9Ksdgw1K0cExqCDjbPg23sBgTsWQ2QshEWdSAoe4rFEICIfA32BGiKSBjwOhAEYY94CZgGXAluAo8BNnoqlIkRFRbFy5cpSn7vyyisB6NSpE19++SUAPXv25N577+W6667jyiuvJCEhgblz5zJ37lw6dOgAwJEjR9i8eTMNGjSgUaNGJCUlAdC6dWv69++PiJCUlHTSPcPhw4cTFRVFVFQUF110EcuWLaNz587Hn587dy6rV6/m888/ByArK4vNmzeflAh+/PFHli9ffvx1eXl51KpVCwCbzcaIESNOat+xhJeVlUVmZiZ9+vQBYNSoUVx11VWnHKdUSRv2ZvPN6j18u3ovqRlHj+8Pswmd6lelW+M4ujaKo32DqsREWL+2rAJsNbwVcvk6kg7fPQjrrN8PJHSB/CwrEVQAT44auuYMzxvgjvI+b1mf3L01uerYOW022/EO6/HjxzNkyBBmzZpFt27d+OGHHzDGMGHChFNu1aSmpp4Ud0hIyPHtkJCQkzrBS34qKrltjOG1115j0KBBp43XGMOoUaP4xz/+ccpzkZGRp/QDREdHn/a9zuU4FRyy8opIWbmb6ct2sXZ39vH9NWLCGdCyNn2b16JX0xrHf/EHJGNgzWfw3UOQdwjCKkH/idBlDIRU3K0srTXkJVu3biUpKYmHHnqI5ORkNm7cyKBBg3j33Xc5cuQIALt37+bAgQNn9b4zZswgPz+fjIwM5s2bR6dOnU56ftCgQbz55psUFRUB8Oeff5Kbm3vSMf379+fzzz8/fu5Dhw6xY8dpK9geFxsbS7Vq1fjll18A+N///nf86kCpY7YcOMLDX62h6zM/8NiMdazdnU1sVBjXdm3AR7d05feHB/DsiLYMblMnsJMAwDf3wJe3WkmgcV+4fRF0u61CkwAESIkJX1Cyj2Dw4ME8++yzpz3+lVde4eeff8Zms9GqVSsuueQSIiIi2LBhA927dwcgJiaGDz74wK2ROMd06dKFIUOGsHPnTh577DHq1avH3r0nul5uueUWUlNT6dixI8YYatasebx/4ZhWrVrx1FNPMXDgQJxOJ2FhYUyZMoWGDRue8fzvvffe8c7ixo0b89///tft2FVgW77jMFN+3sJPG098uOnRJI6rO9dnUOs6RIb5SWdueWox1LodNPBp6HA9px1q5GFi3aHxH8nJyabkwjQbNmygZcuWZ3ytr9fd8QR/abO730N36IIlvuWPnYd5+YfNLPgzHYCI0BCu7JjA6F6JXFCr8jm/ry+3+bQOboHt86Hz6BP7zqIv4DwXpllujEku7Tm9IlBKecSOjFz+MWsjs9ftAyA63MaNPRO5uWcj4mJ8/8NJuXLYYdHrMO8fYC+AOm2hvmsQRwV1CJdFE4FSqlzl5Bfx2k9bmPZrKoUOJ1FhVgK49cLGVI8OrjWGAdi3BmaMhb2uUYXtroG4Jt6NqQRNBEqpcjNn3T4mzljL/myr5MuIjgk8MKg5dWIjvRyZF9gLYMGLsPCf4LRDbH0Y+go0HeDtyE6hiUApdd72Z+czccZa5qzbD0C7+lV5cnhr2iZU9XJkXvTDJFg8xXrc+VYY8DhEnHufiCdpIlBKnZdZa/by8FdryDxaRExEKA8Mas713RpiCwmAmb7no+ddkLYELn4SGnb3djRl0kSglDonOflFPJGyni9WpAHQu1lNnhuRRN3YKC9H5iVbf4Zl78BfpoEtFCrXhtHfe21I6NnQRFBObDYbSUlJGGOw2Wy8/vrr9OjRw9thKeURG/dlc9sHK9h+MJeI0BAeGdKS/+vWMDDq/ZytvMMw91H44wNre+UH0OlG67Gf/HtoIignxWsNzZkzhwkTJni1wFrJUs+llX4ujbulpFXw+mJ5Go98vYb8Iict6lTm9Ws7nNd8AL+2YSZ8ex8c2Q+2COj7ELS/zttRnTUtMeEB2dnZVKtWDbAKx/Xv35+OHTuSlJTEjBkzAMjNzWXIkCG0a9eONm3aMH36dACWL19Onz596NSpE4MGDTppVvAx6enpjBgxgs6dO9O5c2d+/fVXAJ544gnGjBnDwIEDueGGG5g2bRrXXnstl112GQMHDsQYwwMPPECbNm1ISko6fs558+Zx0UUXce211x4vbKdUSXaHk4kz1nLfZ6vIL3IyomMCX93eMziTQM5++PQGmH69lQTqd4W/L4QL7wNbmLejO2uBeUXwROkTNCLAGr6V7Cp0uuy/8M3dZbxPltunPFZiIj8/n7179/LTTz8BVpG2r776iipVqnDw4EG6devGsGHDmD17NvXq1ePbb62y2VlZWRQVFTFu3DhmzJhBzZo1mT59Oo888gjvvvvuSee66667uOeee+jVqxc7d+5k0KBBbNiwAbASycKFC4mKimLatGn8/vvvrF69murVq/PFF1+wcuVKVq1axcGDB+ncuTO9e/cGYMmSJaxdu/akKqRKHZOVV8TYj1bwy+aDhNtCmDS8NSM71w/OW0EAm76F9TMgLBoGPAGdb4EQ//1cHZiJwAuK3xpatGgRN9xwA2vXrsUYw8MPP8yCBQsICQlh9+7d7N+/n6SkJO6//34eeughhg4dyoUXXsjatWtZu3YtF198MWDdpqlbt+4p5/rhhx9Yv3798e3s7GxycnIAGDZsGFFRJzrr+vXrR/Xq1QFYuHAh11xzDTabjdq1a9OnTx+WLl1KlSpV6NKliyYBVaqdGUe5adoStqbnEhcdztQbOtGpYXVvh1XxivIhzDUfouON1uIxyaOh2plrcPm6wEwEp/kkf0rdneSbTlwdlKPu3btz8OBB0tPTmTVrFunp6SxfvpywsDASExPJz8+nWbNmLF++nFmzZjFhwgQGDhzIFVdcQevWrVm0aFGZ7+90Olm0aNFJv/CPKVnqufh2WXWltES0Ks3a3Vnc+N8lHDxSSLPaMbwzqjP1q1fydlgVy+m0RgMteAFu+QGqNrA+/V88+cyv9RP+ey3jwzZu3IjD4SAuLo6srCxq1apFWFgYP//88/Fyznv27KFSpUpcf/313H///axYsYLmzZuTnp5+PBEUFRWxbt26U95/4MCBvP7668e3T7cgTkm9e/dm+vTpOBwO0tPTWbBgwfElLpUqadHWDEZOXczBI4X0uqAGX9zWI/iSwMHNMO1SmHW/1Rew5nNvR+QRgXlF4AXFy1AbY3jvvfew2Wxcd911XHbZZSQnJ9O+fXtatGgBwJo1a3jggQcICQkhLCyMN998k/DwcD7//HPuvPNOsrKysNvt3H333bRu3fqkc7366qvccccdtG3bFrvdTu/evXnrrbfOGOMVV1zBokWLaNeuHSLC888/T506ddi4cWP5/4MovzZn3T7GffwHhXYnQ9vW5aW/tvOfNX/Lg6MIfnsN5j0LjgKIqQ2Xvgithnk7Mo/QMtQBzl/arGWoz095tvnb1Xu585M/cDgNN3RvyOOXtfbJWcIe+z7vXw9f/Q32rba2218Pg56CqGrlf66zpGWolVIeN3PVHu6evhKH03Bb3yY8OKh58I0MMk44sB5iG8Blr8AF/b0dkcdpIlBKATBj5W7umb4Sp4Fx/S7g3oubBU8SOLABarawZgLXaQMjP4aGPSAixtuRVYiA6Sz2t1tc6gT93nnfnHX7uPfTVTgN3D2gKfcNDJIrgYIcmPUAvNHdmhdwTLOBQZMEIECuCCIjI8nIyCAuLi44fngDiDGGjIwMIiODsF69j1i4+SDjPrL6BMZedAF3D2jm7ZAqxpYfYObdkLULQkIhc6e3I/KagEgECQkJpKWlkZ6eXuZx7tbbCST+0ObIyEgSEhK8HUZQWr7jELe+v4xCh5MbeyRy38AgSAJHD8Gch2HVx9Z23XYw7HWo29a7cXmRb/+GcFNYWJhbs2J1NIlSJ2w5kMPN05aRV+TgL50SmDi0VeBfUe9dDR+MgNwDEBoJfcdD93FW2eggFtytVypIHcjOZ9S7S8nKK+LiVrV59sokQnxwiGi5i7sAwqMhrrt1FVDjAm9H5BM0ESgVZI4U2Llp2lJ2Z+bRoUFVXh3ZgVBbwIwbOZkxsOYzaDYYIqtAeCW48VuoXNevi8SVN/2XUCqI2B1O7vhwBev2ZNOoRjTvjOpMVHiAzhg+vAP+dwV8eSv88MSJ/bHxmgRK0CsCpYLI07M2MP/PdKpHhzPtps5Ujw73dkjlz+mAJf+GHydDUa41I7h+V29H5dM0ESgVJD5espP//ppKmE14+/860TAuACvOpm+ClHGw63dru9XlcOkLEFPLu3H5OE0ESgWBxdsyeOzrtQA8c0USnRMDcD2Bw6nwVi9wFEJMHRjyErQc6u2o/IImAqUC3O7MPG7/cAV2p+HWCxtxVXJ9b4fkGdUSrSuA0AgY+BREVfV2RH7Doz0mIjJYRDaJyBYRGV/K8w1E5GcR+UNEVovIpZ6MR6lgk1/k4LYPlnMot5A+zWoy/pLyqfDqC8SeD98/DmnLT+y84i0Y/romgbPksUQgIjZgCnAJ0Aq4RkRalTjsUeBTY0wHYCTwhqfiUSoYPT5jHavTsqhfPYp/jWzvk+Wkz8mO36iXchX8+grMvMtaRQwgJEBHQHmYJ28NdQG2GGO2AYjIJ8BwYH2xYwxQxfU4FtjjwXiUCiofL9nJ9GW7iAgN4c3rOlG1UgCMEMrPhh8nwdL/EAZWxdChL+tw0PPkyUQQD+wqtp0GlBzD9QQwV0TGAdHAgNLeSETGAGMA4uPjSU1NPaeAMjIyzul1/kzbHBxKtnnzwTwmfr0dgHsvrEtM0WFSUw97I7RyE5W2kLhFTxKauw8joextei2FXceBIxzO8XeCv/HUz7YnE0Fp16Al6w1fA0wzxrwkIt2B/4lIG2OM86QXGTMVmArWCmXnUzsnGOvuaJuDw7E25+QXMeqzhRQ5Ddd2bcDfBiV5N7DykJ8Fnzxs/V2vAzLsdQrzY4L6+1yePJkI0oDiwxMSOPXWz2hgMIAxZpGIRAI1gAMejEupgGWMYcKXa9iRcZSWdaswcWjJbjk/Yoz1FRICkbFwyfPWAvLd7rCKxAXJVUBF8OSNtaVAUxFpJCLhWJ3BKSWO2Qn0BxCRlkAkUHYtaaXUaX20ZCffrN5LdLiNKdd2IDLMTztPs/fC9Oth8ZQT+9qNhJ53BX2lUE/wWCIwxtiBscAcYAPW6KB1IjJZRIa5DrsPuFVEVgEfAzcaXa5KqXPy5/4cJs+0xmI8c2USjWv64QpbxsCK92FKV9j4Dfz6KhTleTuqgOfR1GqMmQXMKrFvYrHH64GenoxBqWBQYHdy18d/UGB38tfkBIa3j/d2SGfv0HZrKOj2+dZ200HWiKCwKO/GFQT0GkupAPDv3/ezcV8OjWpE8/hlrb0dztlxOuD3t+DHJ8GeB1HVrf6ApL9Yi8krj9NEoJSfm7fpAJ+vOURoiPDK1e2JjvDD/9brZ1hJIOkqGPwsRNfwdkRBpcyfGBEJAboZY36roHiUUmfhUG4h93+2GoB7Lm5Gu/p+UlrBXgiFR6BSdWs28LDX4dBWaH6JtyMLSmV2FrvG879UQbEopc6CMYZHv17DwSMFtK1bib/3aeLtkNyzezlM7QtfjrE6hwFqNtMk4EXujBqaKyIjJOBXtVbKv6Ss2sOsNfuIDrcx4aJ4368jVHgU5j4K/xkAB9ZBxhbI1dHivsCdm4n3YpV/cIhIHtaMYWOMqVL2y5RSnrI/O//4+gKPDm1F3SrOM7zCy7b/AjPvhEPbQEKgxzjo+7C1hrDyujMmAmNM5YoIRCnlHmMMD32xmux8O32b12Rk5/rs2LHD22GVzhj47kFYMtXartXK6g9I6OTduNRJ3Bpe4JoA1tu1Oc8Y843nQlJKleWzZWnM25RObFQYz41oi0/ftRWBiMoQEga9H4Be90BoAFRBDTBnTAQi8izQGfjQtesuEelljDlloRmllGfty8rnyW+t2cOThrWmdpVIL0dUitwMOLwdEpKt7d4PQtJfoVYL78alTsudK4JLgfbHKoKKyHvAH4AmAqUqkDGGh79aQ06+nQEtazG8fT1vh3QyY2DtF9atoJBQuON3iKoGYZGaBHycuzNPqgKHXI9jPRSLUqoMX6/czU8bD1A5MpSnLk/yrVtC2Xvgm3vgz9nWdqPeVo2gqGrejUu5xZ1E8A/gDxH5GWvEUG9ggkejUkqdJD2ngCdSrFtCjw1tRZ1YH7kl5HTCivfg+4lQkA0RVayF4zveoOUh/MiZZhYLsBDohtVPIMBDxph9FRCbUspl0sx1ZOUVcWHTGlzVKcHb4ZyQMhZWuroPm18KQ16CKj52y0qdUZmJwBhjRORrY0wnTl1LQClVAX7csJ9vVu8lKszGM1f42C2htn+FzXPhkueg9ZV6FeCn3JlZvFhEOns8EqXUKY4U2HnUNXHsvoHNqF/dyxOw9q+DRW+c2G7cF+5aBW1GaBLwY+70EVwE/E1EdgC5nJhZ3NajkSmleHHOJvZm5ZMUH8uNPRK9F4i9AH55yfpy2iG+IzToZj0XHu29uFS5cCcRaCUopbxg5a5M3luUii1EeHZEEqE2T64sW4a0ZTBjLKRvsLaTR1szhFXAcKcM9bfGmDYVFI9SCrA7nDz85RqMgVsubETrel4YtV2YCz89DYvfAAxUbwLDXoNEXVQw0Jyps9gpIqtEpIExZmdFBaVUsJv2Wyrr92YTXzWKuwY09U4QPz4Jv78JYoMeY6HvBF02MkC5c2uoLrBORJZg9REAYIwZdvqXKKXO1Z7MPP75/Z8ATB7emkrhXlpxrPf9VrnoiydDvQ7eiUFVCHd+wiZ5PAql1HGTZq7jaKGDwa3r0L9l7Yo78cZZsOxduOZjsIVZy0WOmllx51de404Z6vki0hBoaoz5QUQqATbPh6ZU8Plxw37mrNtPdLiNx4dVUIfskXSrPtC6L63tlR9Bp1EVc27lE9ypPnorMAaoDjQB4oG3gP6eDU2p4JJf5OCJmesAa/3hurEevh9vDKz5DL57CPIOQVgl6D8ROlzv2fMqn+POraE7gC7A7wDGmM0iUsujUSkVhN6Yt5Vdh/JoUaey5+cMZKVZReI2z7W2G/eFy/4F1Tx8XuWT3EkEBcaYwmPT2kUkFDAejUqpIJN6MJe35m8F4MnL23h+zsCWH60kEBkLA5+2rgJ0ZnDQcicRzBeRh4EoEbkYuB3QHiSlyokxhsdT1lFodzKiYwKdE6t75kSFuSdmAXe8AXL2QqcboXIdz5xP+Q13PnaMB9KBNcDfgFnAo54MSqlgMnf9fub/mU6VyFAmXOqBBVwcdlj4CrzcBg5tt/aJQN/xmgQU4N6oISfwb9eXUqoc5Rc5mDzTWmfgvoHNqRETUb4n2LcGZtwBe1dZ2xu/tSaHKVWMl2aqKKUA3py3ld2ZebSsW4XrujYovze2F8D85+HXV6wicbH1Yegr0HRA+Z1DBQxNBEp5ya5DR493EE8a1rr8Ooj3roIvboGD1uxkuoyxhoVGVC6f91cBx+2fPBE561qzIjJYRDaJyBYRKXWxexH5q4isF5F1IvLR2Z5DKX/15DfrKbA7ubx9Pbo0KscOYlsEHE6FuKZw02y49AVNAqpM7kwo6wH8B4gBGohIO+Bvxpjbz/A6GzAFuBhIA5aKSIoxZn2xY5pirX/c0xhzWOcnqGAx/8905q63ZhBPuLTleb9feMYGaNjQ6gSu1QKu+xzqd4UwH1nbWPk0d64IXgYGARkAxphVWAvYn0kXYIsxZpsxphD4BBhe4phbgSnGmMOu9z7gbuBK+asih5PJrhnE4/o3pXaV8/hlnXcYvr6DejNHwtovTuxv3EeTgHKbW30ExphdJdZJdbjxsnhgV7HtNKBriWOaAYjIr1j1i54wxswu+UYiMgarzAXx8fGkpqa6E/YpMjIyzul1/kzb7Hs+W3WQrem5JMSG0y9BzvnnudKOH6m++BlC8w7iDAnjcNoWciqf23v5I1//PnuCp9rsTiLY5bo9ZEQkHLgT2ODG60qbplhyRnIo0BToCyQAv4hIG2NM5kkvMmYqMBUgOTnZJCYmunH60p3Pa/2Vttl3HDxSwPsrNgEw+Yq2NGtyDtVFc/bDdw/A+hnWdv1u7EmeQEK7vsSVY6z+wFe/z57kiTa7kwj+DvwL6xN+GjAXq/7QmaQB9YttJwB7SjlmsTGmCNguIpuwEsNSN95fKb/zwuxN5BTY6du8Jv1anEMS2PMHvH855GdCWDRcPAmSR2PfqetGqXPnzoSyg8B15/DeS4GmItII2A2MBK4tcczXwDXANBGpgXWraNs5nEspn7cmLYtPl+8iNER4bOg5lpiu2cJaJyC+E1z2ClQtx7kHKmidNhGIyGuUUVzOGHNnWW9sjLGLyFhgDtb9/3eNMetEZDKwzBiT4npuoIisx+p3eMAYE3w3/lTAM8YwaeY6jIGbeiXSpGaMey90OmHFe9D6Coiqai0VedN3EF1Ti8SpclPWFcGy831zY8wsrNpExfdNLPbYAPe6vpQKWDNX72XZjsPERYczrr+baxCn/wkp42DXYtizwlo4HiBGR1mr8nXaRGCMea/4tohUsXabHI9HpVQAySt08Owsa3zFA4OaUyUyrOwXOIrgt1dh3nPgKICY2nDBxRUQqQpW7kwoSwb+C1S2NiUTuNkYs9zTwSkVCN5esJU9Wfm0rleFq5Lrl33w3lUwYyzsW21td7geBj4FUdU8H6gKWu6MGnoXuN0Y8wuAiPTCSgxtPRmYUoFgT2be8XpCj1/WGltIGff1D22Df/ezisRVbWCtGNakXwVFqoKZO4kg51gSADDGLBQRvT2klBuem72R/CInQ5LqnrmeUPXG0HYkRMRAv8esv5WqAGWNGuroerhERN4GPsYaRXQ1MM/zoXl6nEcAACAASURBVCnl35bvOMyMlXsIDw0pfcGZghz4cTIkXQX1u1j7hr+uo4FUhSvriuClEtuPF3usaxYrVQan0zD5G6u+4pgLG5NQrdLJB2z5AWbeDVm7YMdv8PeFVgLQJKC8oKxRQxdVZCBKBZIZq3azalcmtSpHcFvfJieeOHoI5jwCq1wV1+u216sA5XXujBqqCtwAJBY//kwTypQKVkcL7Tz3nVVP6MHBLYiOcP23WT8Dvr0fcg9AaKS1ZnD3cWDT9aGUd7nzEzgLWIy1eL3Ts+Eo5f/emr+Nfdn5JMXHcmWHeGtnXiak3GnVCGrQw5ocVuMC7waqlIs7iSDSGKMzf5Vyw57MPKYusIaLThzakhCcgM0qDzHkJSsRdLoZQsppWUqlyoE7ieB/InIr8A1QcGynMeaQx6JSyk897xou+n8thc6/jIa03nCh63NU0l+8G5xSp+FOIigEXgAe4cRoIQM09lRQSvmjFTsPk7IyjdFh3/PIrk/Bngfpm6Db7bpamPJp7iSCe4ELXOWolVKlMMbw369n81n4S3QK2Qx2oPWVcMnzmgSUz3MnEawDjno6EKX8lsPOxs8n8WLGG0SE2HHG1CZk6MvQYoi3I1PKLe4kAgewUkR+5uQ+Ah0+qhSQZzfkb/yBCLGzrf6VNL72ZatzWCk/4U4i+Nr1pZQ6pigPCo5ATE3+vTCVL/NH0z0un6duugPKKiynlA9yZ6nK90QkCmhgjNlUATEp5dtSf7UWjKnagP3DP+bNeVvJM3X5xxXdyq4uqpSPOuNgZhG5DFgJzHZttxeRFE8HppTPyc+Gb+6FaZfCoa2Qs5cp3y4hr8jB4NZ16N4kztsRKnVO3JnV8gTQBcgEMMasBBp5MCalfM+fc+GN7rDsHQgJhT7jWTM0hfdXHyHcdprqokr5CXf6COzGmCw5uSiWVh9VwcEY6zbQH/+ztut1gOFTMLVaMemtRQDc2DORhnHRXgxSqfPjTiJYKyLXAjYRaQrcCfzm2bCU8hEiUCXeKhLX71HoehvYQvl29Z7ji9GP7ac1g5R/c+fW0DigNdbQ0Y+BbOBuTwallFdl77XWCDjmwvvg9kXQw6oUml/k4B+zNgJw30A3FqNXyse5M2roKFZ5iUdExAZEG2PyPR6ZUhXNGFjxPsx9DGxhMHYpVKoOoeHWMpIu7yzczu7MPFrUqczVnc+wGL1SfsCdUUMfiUgVEYnGmmW8SUQe8HxoSlWgQ9vgvctg5p1QkAUJyeAoOuWw/dn5TPl5CwATL2ulw0VVQHDn1lArY0w2cDnW2gQNgP/zaFRKVRSnA357Hd7oAam/QKU4GPEOXPMJVK59yuHPz97E0UIHg1rXpkeTGl4IWKny505ncZiIhGElgteNMUUioqOGVGD46m+w5jPrcZsRVpG46NJ/wa/alckXK9IIt4Xw8KUtKzBIpTzLnUTwNpAKrAIWiEhDrA5jpfxfx1GwY5G1aEzzwac9zBjDpJnrALiplw4XVYHFnc7iV4FXi+3aISK6sL3yT7uXw7b5JxaLaXQh3LkCQiPKfFnKqj2s2JlJjZgIxl6kw0VVYHFn8foIYAQlFq8HJnsoJqXKX+FR+PlpWPwGGCc06AYNe1jPnSEJHC208+x31nDRBwc1p7IOF1UBxp1bQzOALGA5xcpQK+U3tv9izQ4+vB0kxJoPULe92y9/a/429mbl0ya+Cn/plODBQJXyDncSQYIx5vQ3T5XyVflZ8P1EWD7N2q7VCoa/DvGd3H6LtMNHeXv+scXoWxOiw0VVAHJn+OhvIpJ0Lm8uIoNFZJOIbBGR8WUc9xcRMSKSfC7nUapUPz1tJYGQMOj7MIyZf1ZJAOCZWRsosDsZ1q4eXRpV90ycSnmZO1cEvYAbRWQ71q0hAYwxpm1ZL3LNQp4CXAykAUtFJMUYs77EcZWx6hf9fg7xK3UyU2xkc5+HIHMHDHgCap39cM/fth5k1pp9RIXZtLqoCmjuJIJLzvG9uwBbjDHbAETkE2A4sL7EcU8CzwP3n+N5lLISwNovrCuAC1+29kXHwbXTz+nt7A4nk1KsH9Xb+zahbmxUOQWqlO85bSIQkX7GmJ+MMTtEpJExZnux564EdpzhveOBXcW204CuJc7RAahvjPlGRE6bCERkDDAGID4+ntTU1DOcunQZGRnn9Dp/FgxttuXuJ27RU1RKW2DtiJ1Oqu3683rPr9ZmsGl/DnUqhzGwoe2cf+YqSjB8n0vSNpefsq4IXgQ6uh5/UewxwKPAl2d479J61Y5ft4tICPAycOOZgjTGTAWmAiQnJ5vExMQzveS0zue1/ipg2+x0woppMHciFOZARCwMegqqXXhebc44UsB/l1mrsj4xPInmF9Qtn3g9LGC/z2XQNpePshKBnOZxadulSQOKl2ZMAPYU264MtAHmuRa9qQOkiMgwY8wyN95fBbOMrTDzLqs+EEDzS2HIP6FKXTjPT+8vzt1Edr6dC5vWYFDrOucfq1I+rqxEYE7zuLTt0iwFmopII2A3MBK49vgbGJMFHC/qIiLzgPs1CSi37FzkKhJXAy59AVpfYS0ic55Wp2XyydJdhIYIj1/WGimH91TK15WVCBq7FqmXYo9xbZ9xzWJjjF1ExgJzABvwrjFmnYhMBpYZY1LKfgelSsjLhKiq1uP210HuQeh4g7VmQDlwOg0TZ6zDGBh9YSMuqBVTLu+rlK8rKxEML/b4xRLPldwulTFmFlbp6uL7Jp7m2L7uvKcKQvYC+OUlWPwmjJkHcU2sT/+9ynehvM9XpLFyVya1Kkcwrn/Tcn1vpXxZWYngOuA74AdjTE4FxaPUyXYthZSxkG7V+mHLD1YiKGdZR4t4zlVPaMKlLYiJcGdktVKBoayf9neBwcC9IlIIzAVmG2NWVUhkKrgV5lozgxe/ARio3gSGvQaJPT1yuhfnbiIjt5Aujapzeft4j5xDKV912kRgjFkMLAaeEJE4YCBwn6vcxB9YSeHTiglTBZW0ZfDFaDicCmKDHmOh7wQI88ykrjVpWXzw+w5sIcKTw9toB7EKOm5d/xpjMoCPXV+ISCesqwWlyl9kLGTvhdpJMPw1qNfBY6dyOg2PzliLMXBzr0Sa16nssXMp5avcWY+gNvAMUM8Yc4mItALaG2Oe9nh0KnjsWGStESACNZrCqJkQ3xFsnq39/8nSXazalUntKhHcNaCZR8+llK9yp/roNKwhoPVc238C5TtcQwWvIwfg01Hw38Gw6pMT+xt09XgSOHikgOdmWx3Ejw5ppR3EKmi5kwhquPoCnGDNDwAcHo1KBT5jYNV0mNIF1n8NYZXAUVihITwzawNZeUVc2LQGQ9v6RxkJpTzBnY9Aua7OYgMgIt2wVixT6txk7oJv7oEt31vbjS+Cy/4F1RpWWAi/bT3Ilyt2Ex4aoh3EKui5kwjuBVKAJiLyK1AT+ItHo1KBK20ZvD8cCo9YncKDnrFmCVfgL+ICu4NHv14LwLiLLiCxRnSFnVspX3TGRGCMWSEifYDmWOUlNhljijwemQpMdZKgSrzVITzkJahc8UXd3p6/jW3puTSuGc2YPo0r/PxK+Zoz9hGIyFVAlDFmHXA5MF1EOp7hZUpZHHZY9AYcPWRth0bA6Dkw8kOvJIGt6Ud4/actADx9eRIRobYKj0EpX+NOZ/FjxpgcEekFDALeA970bFgqIOxbA//pB3MmwJxHTuyPquaVcJxOw4Qv11DocHJVpwS6N4nzShxK+Rp3EsGxEUJDgDeNMTOAcM+FpPyevQB+egqm9oW9qyC2PiSN8HZUTF+2iyXbD1EjJpxHhpz9GsZKBSp3Oot3i8jbwADgORGJwL0EooLRzt8hZRwc3AQIdBkD/SdChHdn7B7IzueZWRsAePyy1lStpJ9llDrGnUTwV6xyEi8aYzJFpC7wgGfDUn4pY6s1Mcw4Ia6pVSSuYXdvRwXA4ynryMm3069FLZ0zoFQJ7owaOgp8KSK1RKSBa/dGz4al/FJcE+h0o9UH0PtBCIv0dkQAzFqzl+/W7iM63MaTl+ucAaVKcqfW0DDgJawSEweABliJoLVnQ1M+L+8wzHkUOlwHDXtY+4b8s0LnBJzJodxCHnPNGRh/aUviq3qmgqlS/syde/1PAt2AP40xjbD6Cn71aFTK961PgSldYeUHMOsBq2QE+FQSAJg0cx0ZuYV0a1yd67o0OPMLlApC7vQRFBljMkQkRERCjDE/i8hzHo9M+aac/TDrftjgWnK6QXerL8DHEgDA9+v3M2PlHiLDQnhuRFtCQnwvRqV8gTuJIFNEYoAFwIcicgCwezYs5XOMgVUfw+wJkJ8J4TEw4AlIHg0hvjeI7HBuIQ9/tQaABwa1oGGclpFQ6nTcSQTDgTzgHqx1jGOByZ4MSvmg/ExrUlh+JlwwAIa+DFV991bLYzPWkp5TQHLDatzYI9Hb4Sjl09wZNZTreugUkW+BDGOO3RBWAc3ptIaC2kKtkUCXvQJFedD2ap+8FXTMT1uy+Gb1XiqF23jpr+2w6S0hpcp02mt6EekmIvNE5EsR6SAia4G1wH4R0WUqA93BzfDfS2Dhyyf2tRoO7Ub6dBI4kJ3PK7/sBeDhS1vqLSGl3FDWFcHrwMNYt4J+Ai4xxiwWkRZYaxfProD4VEVzFMFvr8K858BRANl7oMc4n5kTUBZjDOO/XEN2gYPezWpyXVffvXWllC8pKxGEGmPmAojIZGPMYgBjzEadkBOg9q6CGXdYxeIA2l8Pg57yiyQA8MHiHfy08QAx4SE8P6KtThxTyk1lJQJnscd5JZ7TPoJA4iiCn5+BX/8FxmF1Al/2KjS5yNuRuW3z/hye+taqJXR/n3rUifWP5KWULygrEbQTkWysxWiiXI9xbev/skASEgq7l1kdw13/Dv0eg4gYb0fltgK7gzs/WUmB3clfOiXQt0mst0NSyq+cNhEYY3TFjkBWkAMFR6BKXavzd9hrcOQA1O/i7cjO2guzN7FhbzYN4yrxxLDWHNyb5u2QlPIrvjcTSHne5h/gje7w5a0nSkNUS/TLJPDTxv38Z+F2bCHCK1e3JybCnakxSqni9H9NMDl6COY8bM0QBqgUZ+2L9s+VuvZk5nHfp6sAuG9gMzo08M7KZ0r5O49eEYjIYBHZJCJbRGR8Kc/fKyLrRWS1iPwoIg09GU/QMgbWfQ1TulhJIDQSBkyCW3702yRQ5HBy58d/cPhoEX2a1eTvvZt4OySl/JbHrghExAZMAS4G0oClIpJijFlf7LA/gGRjzFERuQ14HrjaUzEFJWPgi1tg7efWdsOeVn9AnH//4vzn93+ybMdhaleJ4J9/bacF5ZQ6D568IugCbDHGbDPGFAKfYNUtOs4Y87Nr4RuAxUCCB+MJTiJQswWEV7bWChj1jd8nge/X7+fNeVsJEXh1ZAfiYiK8HZJSfs2TfQTxwK5i22lA1zKOHw18V9oTIjIGGAMQHx9PamrqOQWUkZFxTq/zN6E5aYTm7Ca/XlerzfUvxza8N47o2rBzp7fDOy9pmQXc/eU2AEZ3qUXtkBxSU3NOOiZYvs/FaZuDg6fa7MlEUNq1eqkT0UTkeiAZ6FPa88aYqcBUgOTkZJOYmHjOQZ3Pa32e0wFLpsKPk61+gDuWAIHT5qOFdv721W/kFjoZ1Lo2D1/e6bSzhwOlzWdD2xwcPNFmTyaCNKB+se0EYE/Jg0RkAPAI0McYU+DBeALbgY2QMg7SrF/+NL8EJHBGBxtjGP/FGjbtz6FJzWhevKqdlpBQqpx4MhEsBZqKSCNgNzASuLb4ASLSAXgbGGyMOeDBWAKXowgWvgILngdHIVSua/UFtLjUej49p+zX+4k3528lZdUeosNtvP1/nagcGebtkJQKGB5LBMYYu4iMBeYANuBdY8w6EZkMLDPGpAAvADHAZ65PdzuNMcM8FVNA+mI0rJ9hPe44Ci6eDFFVvRtTOZu7bh8vzNkEwD+vbs8FtSp7OSKlAotHJ5QZY2YBs0rsm1js8QBPnj8odL3NqhY69BVoXGoXi1/bsDebu6evxBh4YFBzBrWu4+2QlAo4gXMTOVikLoR5z57Ybtgd7lgakEngQE4+t7y3jKOFDi5vX4/b+/r3sFelfJWWmPAX+dnww+Ow7F1rO/FCSOxpPbYF3rcxt8DOzdOWsjszj/b1q/Ksri+glMcE3m+QQPTnHPjmHsjeDSFhcOF9kNDZ21F5TJHDye0frmDtbqui6H9GJRMZpsVwlfIUTQS+LDcDZo+HNZ9a2/U6wvDXoXZr78blQcYYHv1qLfP/TKd6dDjv3dSFGjpzWCmP0kTgy+Y/ZyWB0Cjo9wh0ux1CAveTsTGGZ2dvZPqyXUSGhfDOqGQSa+ji80p5miYCX2OMVR8I4KIJkHvAWjHMz+sDueONeVt5e/42QkOEKdd21LLSSlUQHTXkK4yB5dPgnYuhKN/aF1UNrpoWFEngvd9SeWHOJkTg5avb079lbW+HpFTQ0CsCX3BoG8y8C7YvsLbXfQXtr/FuTBXoo9938njKOgCeuSKJy9rV83JESgUXTQTe5HTA4jfhp6fAnmetGHbJ89BmhLcjqzD/W5TKYzOsJPDokJZc06WBdwNSKghpIvCWAxtgxh2we7m1nXQVDH4Womt4N64K9N5vqcevBCYObcXNvRp5OSKlgpMmAm/Zu9pKApXrwdCXoflgb0dUYYwxvDl/K8/PtuoHTRrWmlE9Er0blFJBTBNBRco9eOITf9u/Qn4WtLsaImO9G1cFcjoNT8/awDsLtyMCTw5vw/XddKlqpbxJRw1VhMKjMOcReCUJ0q1PwYhA1zFBlQQK7U7u/2wV7yzcTphNeO2aDpoElPIBekXgadsXQMqdcHi7tVDMjl+hZnNvR1XhMo8W8vcPlrN42yEqhduY+n/J9GoaPP0hSvkyTQSekp8F30+05gYA1GoNw1+D+E5eDcsbtqUfYfR7y9h+MJealSN4Z1QybRMCa80EpfyZJgJP2LEIPr8ZcvZYReL6PAg974bQcG9HVuHmbTrAnR//QXa+nVZ1q/CfUcnUqxrl7bCUUsVoIvCEmFqQdwjik60icbVaejuiCudwGv7142Ze+2kzxsDFrWrzytXtiY7QHzmlfI3+rywPxsDWn6BJP6sTOK4J3Dwb6rQN6CJxp3PwSAH3TF/JL5sPIgL3D2zG7X0vICRE1xNQyhdpIjhfWbvh23vhz9kw7HXo+H/W/nodvBuXl/ywfj8PfbGajNxC4qLD+dfIDtoprJSP00RwrpxOWPGe1SFckA0RsRAavHXzjxTYefrbDXy8ZCcAPZrE8dJf21E3VvsDlPJ1mgjORcZWq0hc6i/WdvMhMOQlqFLXu3F5yQ/r9zNxxlr2ZOUTbgvhwcHNublnI70VpJSf0ERwtnb+Du8Pt4rERdeES1+AVpefWEMgiOzNyuOpbzbw7Zq9ACTFx/LCVW1pUaeKlyNTSp0NTQRnq14HqN4I6iRZReIqVfd2RBXuaKGdt+dv4+0FW8kvclIp3MZ9A5tzY49EbHoVoJTf0URwJvYC+O1V6HQzRMdZcwFGz4WIyt6OrMIVOZx8vjyNf/2wmX3Z1uI5l7SpwyNDWpJQrZKXo1NKnStNBGXZtRRSxkL6Rkj/E0b829ofZEmgyOHkqxW7efWnzaQdzgOgTXwVHhvSiq6N47wcnVLqfGkiKE1hrrVYzOI3AQNxF0DyTd6OqsJlHS3ioyU7ee+31ONXAE1qRnPXgGYMTaqrncFKBQhNBCVtm2cVicvcAWKDHuOg73gIC45hkMYYVqVlMX3pTmas3MPRQgcAF9SKYVy/Cxjatp72AygVYDQRFJexFd6/HDBQO8kqD1GvvbejqhBph48ya81evlyxm437co7vv7BpDUb3akSfZjWRIBwZpVQw0ERQXFwT6HabNRKo591gC/N2RB5jjGHT/hx+3pjOnHX7WLkr8/hz1aPDGdExnqs71+eCWsHVH6JUMAruRHDkAHz3ICTfDI16W/sG/8O7MXlQ2uGjLN52iN+3ZfDrloPsyco//lxUmI3+LWsxtG1d+rWoTXiorlmkVLAIzkRgDKyeDrPHQ95hOLgF/v5LwEwKM8awJyufP/flsHBdOjsXHGR1Wib7swtOOq5GTAQXNa/JRS1q0bd5TSqFB+ePg1LBzqP/80VkMPAvwAb8xxjzbInnI4D3gU5ABnC1MSbVkzGRuQu+uQe2fG9tN74ILvuXXyUBYwy5hQ72Z+ezJzOPvZn5pB0+SmrGUXZk5LI1PZcjBfZTXlclMpQujeLo1rg63RrH0apuFR35o5TyXCIQERswBbgYSAOWikiKMWZ9scNGA4eNMReIyEjgOeBqT8STnVeAbfVHmDWvI0W5OCNiOdp3MgVtRlpJ4EjBKa8xp3kvY4ofY3D9wRhr2xhwGuvvY4/tTmP97TDYnU6KHAa7w/q70OGg0O4kv8hJXpGDvEIHRwvt5BTYyS2wk5VnJyuviKyjhWTkFnLwSAH5Rc4y2xsXHU7zOpWpW8lwYasGtE2IJTEuWn/xK6VO4ckrgi7AFmPMNgAR+QQYDhRPBMOBJ1yPPwdeFxExxpzud/A5m/DhQp7Y9SYiucxydOHxrBtJn1EVZvxY3qeqEJFhIdSuEknd2EjqxUYRXy2KhnHRJMZVIrFGNDVirEqoqampJCbGezlapZQv82QiiAd2FdtOA7qe7hhjjF1EsoA44GDxg0RkDDAGID4+ntTU1LMOJo9wJpsxhImTH21dwQaxbrzudJ+fT76TJIhYx4rrORFBgBCxtm0i2EKEEIHQEOuxLUQItwlhIUKYTYgMDSEiVIgIDaFSWAhR4dbf0eE2YiNtVI6wERsZSrVKNiqFlbbgjR3I5sjBbI64/gUzMjLc/jcKFNrm4KBtLj+eTASl/Q4t+UnfnWMwxkwFpgIkJyebxMTEsw7m3VsSSU2tz7m81t9pm4ODtjk4eKLNnhwjmAbUL7adAOw53TEiEor1If2QB2NSSilVgicTwVKgqYg0EpFwYCSQUuKYFGCU6/FfgJ880T+glFLq9Dx2a8h1z38sMAdr+Oi7xph1IjIZWGaMSQHeAf4nIluwrgRGeioepZRSpfPoPAJjzCxgVol9E4s9zgeu8mQMSimlyqZ1BJRSKshpIlBKqSCniUAppYKcJgKllApy4m+jNUUkHdhxji+vQYlZy0FA2xwctM3B4Xza3NAYU7O0J/wuEZwPEVlmjEn2dhwVSdscHLTNwcFTbdZbQ0opFeQ0ESilVJALtkQw1dsBeIG2OThom4ODR9ocVH0ESimlThVsVwRKKaVK0ESglFJBLiATgYgMFpFNIrJFRMaX8nyEiEx3Pf+7iCRWfJTly4023ysi60VktYj8KCINvRFneTpTm4sd9xcRMSLi90MN3WmziPzV9b1eJyIfVXSM5c2Nn+0GIvKziPzh+vm+1BtxlhcReVdEDojI2tM8LyLyquvfY7WIdDzvkxpjAuoLq+T1VqAxEA6sAlqVOOZ24C3X45HAdG/HXQFtvgio5Hp8WzC02XVcZWABsBhI9nbcFfB9bgr8AVRzbdfydtwV0OapwG2ux62AVG/HfZ5t7g10BNae5vlLge+wVnjsBvx+vucMxCuCLsAWY8w2Y0wh8AkwvMQxw4H3XI8/B/qLyOmWJ/YHZ2yzMeZnY8xR1+ZirBXj/Jk732eAJ4HngfyKDM5D3GnzrcAUY8xhAGPMgQqOsby502YDVHE9juXUlRD9ijFmAWWv1DgceN9YFgNVRaTu+ZwzEBNBPLCr2Haaa1+pxxhj7EAWEFch0XmGO20ubjTWJwp/dsY2i0gHoL4x5puKDMyD3Pk+NwOaicivIrJYRAZXWHSe4U6bnwCuF5E0rPVPxlVMaF5ztv/fz8ijC9N4SWmf7EuOkXXnGH/idntE5HogGejj0Yg8r8w2i0gI8DJwY0UFVAHc+T6HYt0e6ot11feLiLQxxmR6ODZPcafN1wDTjDEviUh3rFUP2xhjnJ4PzyvK/fdXIF4RpAH1i20ncOql4vFjRCQU63KyrEsxX+dOmxGRAcAjwDBjTEEFxeYpZ2pzZaANME9EUrHupab4eYexuz/bM4wxRcaY7cAmrMTgr9xp82jgUwBjzCIgEqs4W6By6//72QjERLAUaCoijUQkHKszOKXEMSnAKNfjvwA/GVcvjJ86Y5tdt0nexkoC/n7fGM7QZmNMljGmhjEm0RiTiNUvMswYs8w74ZYLd362v8YaGICI1MC6VbStQqMsX+60eSfQH0BEWmIlgvQKjbJipQA3uEYPdQOyjDF7z+cNA+7WkDHGLiJjgTlYIw7eNcasE5HJwDJjTArwDtbl4xasK4GR3ov4/LnZ5heAGOAzV7/4TmPMMK8FfZ7cbHNAcbPNc4CBIrIecAAPGGMyvBf1+XGzzfcB/xaRe7Bukdzozx/sRORjrFt7NVz9Ho8DYQDGmLew+kEuBbYAR4GbzvucfvzvpZRSqhwE4q0hpZRSZ0ETgVJKBTlNBEopFeQ0ESilVJDTRKCUUkFOE4EKCiLiEJGVIrJKRFaISA9vx6SUr9DhoyooiMgRY0yM6/Eg4GFjjNfKbIhIqKvOVanbZbzOZoxxeDY6FWz0ikAFoyrAYQARiXGtz7BCRNaIyHDX/mgR+dZ1BbFWRK527e8kIvNFZLmIzCmt6qOI1BSRL0Rkqeurp2v/EyIyVUTmAu+LyI0i8pmIzATmumaKvuA635pi5+zrqrf/EbCmYv6JVDAJuJnFSp1GlIisxCo/UBfo59qfD1xhjMl2lWRYLCIpwGBgjzFmCICIxIpIGPAaMNwYk+76Rf00cHOJc/0LeNkYs1BEGmDNim3peq4T0MsYkyciNwLdgbbGmEMiMgJoz/+3d8eqUQVhFMf/xyDYqNUi2NiKrhgICgERBB9BsLRNIZY+giKmkEBeQBTLgFqZyrUQooUKgcQn0EAaQQMGcyzmCyxL0ChJ3fzBvQAAAXlJREFUNedX7bLfZe4Wu9/cO5czcJGWlfNO0qiOuwwMKz8o4kClEUQvtmxPA1RC5WNJQ1qS4z1JV4EdWpzvKdrMe17SA+Cl7TdVPwSWK6ZjCtgr4+U6cG5si4sTko7X6+e2t8Zql23vBh5eAZ7VrZ+vkl4Dl4BvwEqaQByWNILoju23Nfsf0DJbBsCM7e1KKj1m+7Okmfr8ft3OWQJWbc/+ZYgjwOzEHz7VGL5P1I6//9PmSJPHRRyYrBFEdySdpc3mN2kR5BvVBK4BZ6rmNPDD9hNgnrZ14DowqCsKJB2VdH6PIV4Bt8fGm97nqY2Am5KmJA1oWxau/M93jPgXuSKIXuyuEUCbed+y/UvSU+CFpPfAB2Ctai4ADyXtANu0PXF/SroBLEg6Sfv9PAJWJ8a6AyxK+lQ1I2BuH+e4RFsz+EhL0bxr+0s1rohDk8dHIyI6l1tDERGdSyOIiOhcGkFEROfSCCIiOpdGEBHRuTSCiIjOpRFERHTuN8UhDGpzFA3oAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -556,9 +556,9 @@ "text": [ "10-fold cross validation:\n", "\n", - "ROC AUC: 0.87 (+/- 0.17) [Logistic regression]\n", - "ROC AUC: 0.89 (+/- 0.16) [Decision tree]\n", - "ROC AUC: 0.88 (+/- 0.15) [KNN]\n" + "ROC AUC: 0.92 (+/- 0.15) [Logistic regression]\n", + "ROC AUC: 0.87 (+/- 0.18) [Decision tree]\n", + "ROC AUC: 0.85 (+/- 0.13) [KNN]\n" ] } ], @@ -610,10 +610,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "ROC AUC: 0.87 (+/- 0.17) [Logistic regression]\n", - "ROC AUC: 0.89 (+/- 0.16) [Decision tree]\n", - "ROC AUC: 0.88 (+/- 0.15) [KNN]\n", - "ROC AUC: 0.94 (+/- 0.13) [Majority voting]\n" + "ROC AUC: 0.92 (+/- 0.15) [Logistic regression]\n", + "ROC AUC: 0.87 (+/- 0.18) [Decision tree]\n", + "ROC AUC: 0.85 (+/- 0.13) [KNN]\n", + "ROC AUC: 0.98 (+/- 0.05) [Majority voting]\n" ] } ], @@ -657,7 +657,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -723,7 +723,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -802,16 +802,16 @@ " LogisticRegression(C=0.001, class_weight=None, dual=False,\n", " fit_intercept=True, intercept_scaling=1,\n", " l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None,\n", + " multi_class='auto', n_jobs=None,\n", " penalty='l2', random_state=1,\n", " solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False)]],\n", " verbose=False),\n", - " 'decisiontreeclassifier': DecisionTreeClassifier(class_weight=None, criterion='entropy', max_depth=1,\n", - " max_features=None, max_leaf_nodes=None,\n", + " 'decisiontreeclassifier': DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n", + " max_depth=1, max_features=None, max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, presort=False,\n", + " min_weight_fraction_leaf=0.0, presort='deprecated',\n", " random_state=0, splitter='best'),\n", " 'pipeline-2': Pipeline(memory=None,\n", " steps=[('sc',\n", @@ -828,14 +828,14 @@ " ['clf',\n", " LogisticRegression(C=0.001, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None, penalty='l2',\n", + " multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=1, solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False)]],\n", " 'pipeline-1__verbose': False,\n", " 'pipeline-1__sc': StandardScaler(copy=True, with_mean=True, with_std=True),\n", " 'pipeline-1__clf': LogisticRegression(C=0.001, class_weight=None, dual=False, fit_intercept=True,\n", " intercept_scaling=1, l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None, penalty='l2',\n", + " multi_class='auto', n_jobs=None, penalty='l2',\n", " random_state=1, solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False),\n", " 'pipeline-1__sc__copy': True,\n", @@ -848,7 +848,7 @@ " 'pipeline-1__clf__intercept_scaling': 1,\n", " 'pipeline-1__clf__l1_ratio': None,\n", " 'pipeline-1__clf__max_iter': 100,\n", - " 'pipeline-1__clf__multi_class': 'warn',\n", + " 'pipeline-1__clf__multi_class': 'auto',\n", " 'pipeline-1__clf__n_jobs': None,\n", " 'pipeline-1__clf__penalty': 'l2',\n", " 'pipeline-1__clf__random_state': 1,\n", @@ -856,6 +856,7 @@ " 'pipeline-1__clf__tol': 0.0001,\n", " 'pipeline-1__clf__verbose': 0,\n", " 'pipeline-1__clf__warm_start': False,\n", + " 'decisiontreeclassifier__ccp_alpha': 0.0,\n", " 'decisiontreeclassifier__class_weight': None,\n", " 'decisiontreeclassifier__criterion': 'entropy',\n", " 'decisiontreeclassifier__max_depth': 1,\n", @@ -866,7 +867,7 @@ " 'decisiontreeclassifier__min_samples_leaf': 1,\n", " 'decisiontreeclassifier__min_samples_split': 2,\n", " 'decisiontreeclassifier__min_weight_fraction_leaf': 0.0,\n", - " 'decisiontreeclassifier__presort': False,\n", + " 'decisiontreeclassifier__presort': 'deprecated',\n", " 'decisiontreeclassifier__random_state': 0,\n", " 'decisiontreeclassifier__splitter': 'best',\n", " 'pipeline-2__memory': None,\n", @@ -912,12 +913,20 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.944 +/- 0.07 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.001}\n", - "0.956 +/- 0.07 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.1}\n", - "0.978 +/- 0.03 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 100.0}\n", - "0.956 +/- 0.07 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.001}\n", - "0.956 +/- 0.07 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.1}\n", - "0.978 +/- 0.03 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 100.0}\n" + "0.983 +/- 0.02 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.001}\n", + "0.983 +/- 0.02 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.1}\n", + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 100.0}\n", + "0.983 +/- 0.02 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.001}\n", + "0.983 +/- 0.02 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 0.1}\n", + "0.967 +/- 0.05 {'decisiontreeclassifier__max_depth': 2, 'pipeline-1__clf__C': 100.0}\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sebastian/miniconda3/lib/python3.7/site-packages/sklearn/model_selection/_search.py:825: FutureWarning: The parameter 'iid' is deprecated in 0.22 and will be removed in 0.24.\n", + " \"removed in 0.24.\", FutureWarning\n" ] } ], @@ -951,7 +960,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best parameters: {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 100.0}\n", + "Best parameters: {'decisiontreeclassifier__max_depth': 1, 'pipeline-1__clf__C': 0.001}\n", "Accuracy: 0.98\n" ] } @@ -990,19 +999,19 @@ " steps=[('sc',\n", " StandardScaler(copy=True, with_mean=True, with_std=True)),\n", " ['clf',\n", - " LogisticRegression(C=100.0, class_weight=None, dual=False,\n", + " LogisticRegression(C=0.001, class_weight=None, dual=False,\n", " fit_intercept=True, intercept_scaling=1,\n", " l1_ratio=None, max_iter=100,\n", - " multi_class='warn', n_jobs=None,\n", + " multi_class='auto', n_jobs=None,\n", " penalty='l2', random_state=1,\n", " solver='lbfgs', tol=0.0001, verbose=0,\n", " warm_start=False)]],\n", " verbose=False),\n", - " DecisionTreeClassifier(class_weight=None, criterion='entropy', max_depth=1,\n", - " max_features=None, max_leaf_nodes=None,\n", + " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n", + " max_depth=1, max_features=None, max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", - " min_weight_fraction_leaf=0.0, presort=False,\n", + " min_weight_fraction_leaf=0.0, presort='deprecated',\n", " random_state=0, splitter='best'),\n", " Pipeline(memory=None,\n", " steps=[('sc',\n", @@ -1047,14 +1056,14 @@ " with_mean=True,\n", " with_std=True)),\n", " ('clf',\n", - " LogisticRegression(C=100.0,\n", + " LogisticRegression(C=0.001,\n", " class_weight=None,\n", " dual=False,\n", " fit_intercept=True,\n", " intercept_scaling=1,\n", " l1_ratio=None,\n", " max_iter=100,\n", - " multi_class='warn',\n", + " multi_class='auto',\n", " n_jobs=None,\n", " penalty='l2',\n", " random_state=1,\n", @@ -1062,7 +1071,7 @@ " tol=0.0001,\n", " verbose=0,...\n", " min_weight_fraction_leaf=0.0,\n", - " presort=False,\n", + " presort='deprecated',\n", " random_state=0,\n", " splitter='best'),\n", " Pipeline(memory=None,\n", @@ -1106,14 +1115,14 @@ " with_mean=True,\n", " with_std=True)),\n", " ('clf',\n", - " LogisticRegression(C=100.0,\n", + " LogisticRegression(C=0.001,\n", " class_weight=None,\n", " dual=False,\n", " fit_intercept=True,\n", " intercept_scaling=1,\n", " l1_ratio=None,\n", " max_iter=100,\n", - " multi_class='warn',\n", + " multi_class='auto',\n", " n_jobs=None,\n", " penalty='l2',\n", " random_state=1,\n", @@ -1121,7 +1130,7 @@ " tol=0.0001,\n", " verbose=0,...\n", " min_weight_fraction_leaf=0.0,\n", - " presort=False,\n", + " presort='deprecated',\n", " random_state=0,\n", " splitter='best'),\n", " Pipeline(memory=None,\n", @@ -1347,7 +1356,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1547,7 +1556,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1639,7 +1648,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch07.ipynb to script\n", - "[NbConvertApp] Writing 22389 bytes to ch07.py\n" + "[NbConvertApp] Writing 22375 bytes to ch07.py\n" ] } ], diff --git a/ch07/ch07.py b/ch07/ch07.py index a31411db..b57fe79b 100644 --- a/ch07/ch07.py +++ b/ch07/ch07.py @@ -768,8 +768,3 @@ def get_params(self, deep=True): - - - - - From c485d4918f183839aa806b773844d3a37f6098d7 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 00:25:31 -0600 Subject: [PATCH 09/13] ch10 updates --- ch10/ch10.ipynb | 68 ++++++++++++++++++++++++++++++++----------------- ch10/ch10.py | 7 ++--- 2 files changed, 48 insertions(+), 27 deletions(-) diff --git a/ch10/ch10.ipynb b/ch10/ch10.ipynb index c0a0bfd1..1a23dda5 100755 --- a/ch10/ch10.ipynb +++ b/ch10/ch10.ipynb @@ -11,6 +11,26 @@ "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting package metadata (current_repodata.json): done\n", + "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n", + "Collecting package metadata (repodata.json): done\n", + "Solving environment: \\ " + ] + } + ], + "source": [ + "!conda install matplotlib==3.1.0 --yes" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -42,16 +62,16 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-20 \n", + "last updated: 2019-12-05 \n", "\n", "CPython 3.7.1\n", - "IPython 7.9.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.3\n", - "pandas 0.24.2\n", - "matplotlib 3.1.0\n", - "sklearn 0.21.3\n", - "mlxtend 0.18.0.dev0\n" + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "matplotlib 3.1.1\n", + "sklearn 0.22\n", + "mlxtend 0.17.0\n" ] } ], @@ -477,7 +497,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -505,7 +525,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAUkAAAEQCAYAAAA9C4aXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXgURfrA8e+bSSAXuRMSkiBXuHGRIxBukVvkWAXRVUFAQFEExGO9dldWVkTUlWVBVBaRVdZbbkTkvg8RRUAQJAkJgdwhQ+76/TGTeyYMZpqQn/V5nnmY7q7ufhMm71R1dVeJUgpN0zTNNpeaDkDTNO1GppOkpmlaFXSS1DRNq4JOkpqmaVXQSVLTNK0KOklqmqZVQSdJTdNqBRFZKiIXReRHO9tFRN4SkdMiclREOjjjvDpJappWWywDBlWxfTAQZX1NAhY546Q6SWqaVisopbYDqVUUGQ4sVxZ7AT8RCavueXWS1DTt/4twIK7Mcrx1XbW4VvcANSUowKQaRbrVdBgOic33qukQrklte1A177SppkNwmMovqOkQHJZDNnkqV6pzjIG3eqmU1EKHyh46mnsMyCmzaolSask1nM5WrNX+ONfaJNko0o39GyNrOgyHPHq+S02HcE3yVe1qYMQP963pEBxWkHihpkNw2D61udrHSE4tZN/GCIfKuoX9kqOU6lSN08UDZZNCBJBQjeMBurmtaZqhFIWqyKGXE6wCHrD2cncFMpRSidU9aK2tSWqaduNTQJGTLuCIyEdAHyBIROKBvwBuAEqpxcA6YAhwGjADDzrjvDpJappmqCKcUktEKXXPVbYrYKpTTlaGTpKaphlGoch3TlO6xugkqWmaYRRQWOvulyhPJ0lN0wzlrGuSNUUnSU3TDKOAwlo+RYxOkpqmGap2X5HUSVLTNAMplL4mqWmaZo9SkF+7c6ROkpqmGUkotPlIde2hk6SmaYZRQJGuSWqaptmna5Kapml2WG4m10lS0zTNJkXtG3qvot9NkpwwI4m1m8yEBJk4urVhpe1KKaa/kMz6zWY8PYSlb4bQ4WZ3AN7/OJM5b6YB8Ox0f8aO9jE83tjdCex87SCqSNFqRDM6jGtTqczpTec4uOQoiBAY5Uf/l3sAcGLNGQ6/Z5krqcOEtrQc2sTQWON2n2fvfEusLYY34w/j2pbb/vPqX9j/1iE8gz0BaD26BS1HRAGwf8Fh4nbGA9B+ws00HdDI0FiLTXnpTjr3bUPulTzmz1jBLz/GVyrj6mbikb+Pol23KFSR4v25q9m17nvadmnK5L/dSeNWDXjlkWXsXHvE0Fgf+eeDRA/uQK45l3kPLuT0d2fLbffwdueN7bNLloMiAtj83x0smrGsZF3PO7vy4idPMLXz0/x86Iyh8ZalEApr+YiMDiVJEbmslPKusK4F8DbgB9QFdgCfAXOtRZoB54ErwFGl1APW/f4J3AVEKqWKRORB4HHrPq2Bk0AhsEEp9Uw1frZyxo72YeqDvoybdtHm9vXfmjl1Jp+Tuxuy73AuU5+5xJ51kaSmFTJ7fir7N0QiAp0HxjFsgBf+fsaNhl1UWMSOuQe4Y2FfvOp78tkDG2jUK4KAJqWDy6bHZvLdf44x8r0B1PWpiznVMqBzTkYuB9/5gbuWD0IEPrl/A417hVPXp65hse5+dT+D/9UPr/qefDV2PQ17ReDfxK9cuSb9G9Htqehy62J3xpN8IoWR/x1KYX4hayd/TWS3BtTxrmNIrMU6921Ng8YhTOjxEi07NOLRf9zNjDvmVyo3ZtpA0lOyeKjnbESEen6WJH/xfBrzZ6zgzim3GRonQPTgWwhvFsa45o/RqksU0/79ENNini1X5srlHKZ0eLJkeeGBuez8fF/Jsoe3OyMeG8zxvT8bHq8tRap2N7erk+LfAt5QSrVXSrUCFiilNlqX2wMHgT9Zl4sTpAswEss8FL0AlFL/KbNPAnCrddlpCRKgV4wHAf72E9uqDdncP6oeIkLXju6kZxaRmFTAxq1m+vXyJMDfhL+fiX69PNmwxezM0Cq5eCwF38h6+ETUw+RmotmAm/h1W1y5Mse/OE2b0c1Lkp9ngKXWG7cnkcjoUNx961LXpy6R0aHE7q72uKN2XTqWgk+ZWJv0v4lzFWK1J/1sBmEd6uPi6oKbhxsBUf7E76n2QNJX1XVgOzZ/uh+AE4d/xdvXA/+Qyq2DAWO68r8FmwBLSyMzLRuAi/Gp/Ho8AXUdum1jhnfmmw+2AXB83ym8/bwICPWzWz68WSh+IT78sON4ybpxs8fw8byvyMvJNzzeioqvSTryulFVJ0mGYRkuHQCl1A8O7HMr8COWqR6rHBvuejt/oYDIBqUV64gwV84nFpBgY33CBWPnKcm+eAWv+p4ly14hnmRfvFKuTHpsFhnnMvli/EY+G7eB2N2W5JJ9yYx32X3re5J9ybikbr5kxqt+6Rw+XvW9MF+6Uqnc2W9j+eye1Xzz9DYuX7Akm4Aof+J2J1CQU0BOeg6JB5O4nGTsFxBAYKgfyQlpJcvJiekEhZafAsLLxwOAB566nQUbnuLZt8fjF1TP8NgqCmoQwMW4lJLl5PgUgsID7Ja/9Z4ebPt4d8ly0/aNCI4IZN/aw4bGaZ9QqFwcet2oqhPZG8C3IrJeRGaIiP2vt1L3AB8BXwBDReSGmcnL1jP4IvbXGxyNjZNWKFFYREZcFsOW9Kf/yz3Y+ve95Gbl2YzXyIBtn6/8YsOeEYxZNZI7P7qD8Ogwtv1tFwARXRsQ2T2cVeM38O1zOwhpF4SLyfgahdj4fVT8OUwmF4Ib+PPTgTM8NuhVjh86y8QXRxgeW0WOxFpWn7u7s+WjXSX7Pvz6ON6etdyo8K7KMjK5i0MvR4jIIBE5KSKnRaRSa1NEGorIFhH5TkSOisiQ6v4MvzlJKqX+A7QCPsEypPpeEbF74UtE6mAZWv1LpVQmsA8YcC3nFJFJInJQRA5eSnFsBjZHRYS5EpdQWkOMTyygQagr4TbWh9U3tr/LK8ST7DI1quyLZryCPSqVadQ7ApOrCz7h3vjd5ENGbBbeIZ7lamPZSWa8gsrv6/xYs8ucLxvPCudz96uLqY7lUkeLEc1IPl46dfIt49vxxw+HMmRhfwB8GxrTKTZ0bE/+9fXT/Ovrp0m5kEFQA/+SbUFhfqQkZZQrn5mWTY45l93rjwKwY813NGt7fSaeG/bIQBYfnsfiw/NISUwlJDKwNNaIQFISbE893eTmmzC5unDqsKVjxqOeB43aRvLalr/ywZmFtOoaxUtfPU3zjsZ25JWllJCnTA69rkZETMBCYDCW/ot7RKR1hWLPAx8rpW4BxgD/ru7PUK06rlIqQSm1VCk1HCgA2lZRfBDgC/wgIr8CPbjGJrdSaolSqpNSqlNwoHM7Tu4Y6MUHn2ShlGLvoRx867kQVt+VgX082bTNTFp6IWnphWzaZmZgH8+rH7AaQloHkh6XReb5yxTmF3L663M06lV+xrnGfSI5fzAJgCvpOaTHZuET7k1kTBhx+xLJzcwlNzOXuH2JRMZUe352u4JbB5IZm0XW+SwK8ws5s+kcN/Uqn0zMyaVJO3Z7PH6NLU3bosIictJzAUg5lUbqqTTCuxgT65r3d/DogLk8OmAuezYe5ba7LJ1ILTs0Ijszh7SLmZX22bfpR27uZumFb9+jBbGnrs9Mh6v+vZEpHZ5kSocn2fXlAfrd3xuAVl2iyM4wk3oh3eZ+t97Tgy0rd5UsmzPN3BUygfubTOX+JlM5vvcULw6fe117twGKEIdeDogGTiulziil8oCVwPAKZRRQ/E3rixNmS/zNVSIRGQRsVkrli0goEIilN9uee4CJSqmPrPt7AWdFxFMpZfiFqHsfvsC23VdITi2kYYez/GVWIPnWJ++njPVlyG2erN9spnnMOTw9XHjvjRAAAvxNPDcjgC6DLZdfn58ZUGUHkDO4uLrQ88lOrHnsW1ShouWwpgQ09WP/4u8JbhVI494RlmS4N5GVo1YjLkLMtFtw97NU5DtOaMenD2wAoNPEdrj7GtOzXRxrt6eiWT9tM6pQ0XxYM/yb+nFo8RGCWgVyU+9Ijq08wbnt8bi4ulDXpw69/9INgKICxZpJGwFw83Kjz0s9cHE1/trUgc3H6Ny3NUt3vUjOlXzemLmiZNu/vn6aRwdYbtBY+vJXzHrrASb/9Y9kpF7m9Rn/BaD5HxrywnsT8fb1pEv/ttz3xBCm9J1jSKz71x2my5BbeP/UAnLNebw2fmHJtsWH55Xr1e49Kobnbjcmjt/K0nHjtP/TcCydvsXigYrzNf8V+FpEHgO8gH7VPakoBwbEFJEiymfk17HMaXs7pZOJz1NKrSizz1ZgllLqoIh4YvmBGlmb2sVlPgf+p5T6n3X5V6CTUir5ajF1+oO70vNuG6O23fyr5902xj61mUyVWq2LxFHtPNXrXzVzqOywpj+cA8r+7S9RSi0pXhCRUcBApdRE6/L9QLRS6rEyZWZiyWvzRSQGeA9oq9Rvn2jHoZqkUnb/amZWsU+fMu/NQKUuOaXUHyssN3IkHk3TaofijhsHJSulOlWxPR4oWzOKoHJzegKWS3sopfaIiDsQBNi+QdoBtavKoGlarVOoxKGXAw4AUSLS2NoRPAZYVaFMLHAbgIi0AtyBS9WJ/3fzWKKmadefQshXzkkzSqkCEXkU2AiYgKVKqWMi8hJwUCm1CngCeEdEZmCpyI5TjlxTrIJOkpqmGcbJHTcopdYB6yqse7HM+5+A7k47ITpJappmIIXDTekblk6SmqYZ6ho6bm5IOklqmmYYpbihn8t2hE6SmqYZxtJxY+zDF0bTSVLTNEP9Lgbd1TRN+y0UUusH3dVJUtM0Q+mapKZpmh2Webd1ktQ0TbPjxp6awRE6SWqaZhjLlLK6d1vTNM0mpUQ3tzVN06qibybXNE2zwzKepL4mWSNi871qzYjf/wrfd/VCN5CVWf5XL3QDebflyJoOwWGuoYFXL3SjOLHr6mWuSnRNUtM0zR7LLUC6JqlpmmbT/4dnt2t3PVjTtBteES4OvRwhIoNE5KSInBaRZ+yUGS0iP4nIMRH5sLrx65qkpmmGsQyV5pzmtoiYgIVAfyyTgh0QkVXW0ciLy0QBfwa6K6XSRCSkuufVNUlN0wxVpMShlwOigdNKqTNKqTxgJTC8QpmHgIVKqTQApdRvniWxmE6SmqYZxjIKkItDLweEA3FlluOt68pqDjQXkV0isldEBlX3Z9DNbU3TDGN5LNHhuliQiBwss7xEKbWkzLKt6mbFmRBdgSigD5Z5uXeISFulVLqjQVSkk6SmaQa6pscSk5VSnarYHg9EllmOABJslNmrlMoHzorISSxJ84CjQVSkm9uaphmqCHHo5YADQJSINBaROsAYYFWFMl8CtwKISBCW5veZ6sSva5KaphnGmb3bSqkCEXkU2AiYgKVKqWMi8hJwUCm1yrptgIj8BBQCTyqlUqpzXp0kNU0zlDNHAVJKrQPWVVj3Ypn3CphpfTmFTpKaphlGz3GjaZpWBQUU6AEuNE3T7NOD7mqaptnj+NM0NyydJDVNM4wedLcWid2dwM7XDqKKFK1GNKPDuDaVypzedI6DS46CCIFRfvR/uQcAJ9ac4fB7PwLQYUJbWg5tYmisE2YksXaTmZAgE0e3Nqy0XSnF9BeSWb/ZjKeHsPTNEDrc7A7A+x9nMufNNACene7P2NE+hsYK8P32DD54OZaiQkWfUcEMmxxWbvsHc2L5aW8mAHk5RWSmFPDOoQ4AJCfk8s5zv5KamAcCT73TnOCIuobH/OjU/nTp0pSc3HxefXUNp04lVSrzyj/uJjDQC5PJhaM/xPHWW19TVKRo0iSEGTMG4eHuRlJSBi/PWYXZnGdYrI88OZjO3aPIzcnntb9+yekTiXbL/u31ewgL92fS3f8GoEnzUB5/dih16rhSWFjEglfWcvLYecNiteX/fU1SRC4rpbxFpBFwFpimlFpg3fYvLPcnLRORZUBvIBPwAPYCf1ZKnS97nDLHHQd0Uko9KiItgLcBP6AusEMpNclZP2RRYRE75h7gjoV98arvyWcPbKBRrwgCmviWlEmPzeS7/xxj5HsDqOtTF3NqDgA5GbkcfOcH7lo+CBH45P4NNO4VTl0f4/6Qx472YeqDvoybZvvZ/PXfmjl1Jp+Tuxuy73AuU5+5xJ51kaSmFTJ7fir7N0QiAp0HxjFsgBf+fsaN51dUqFj2t3P8+T/NCQitwwt3/kSH2/yIaOZRUub+Z0sT/cblSZw7bi5ZXvzUWYY/HEa77r7kZBci1+HyVZfopoRH+HP/A4tp1aoB0x8fxNRH369U7qXZX5Qkv7/+ZSS9e7dky5bjzHpiCIvf3szRo3EMGnQzd4/uyn+WbTck1s7dowiPDODBEW/Rsm0E0/58O9PGvmuzbPdbW3HlSvlk/dDj/VmxZCsHdp+mc/coJk7rz5OTlxkSqy0KKCiq3dckrzX6i8Dj1rvdbXlSKfUHoAXwHbClirJlvQW8oZRqr5RqBSy4xriqdPFYCr6R9fCJqIfJzUSzATfx67a4cmWOf3GaNqOblyQ/zwBLzSxuTyKR0aG4+9alrk9dIqNDid1t/5vcGXrFeBDgbz+xrdqQzf2j6iEidO3oTnpmEYlJBWzcaqZfL08C/E34+5no18uTDVvMdo/jDL8czab+TXUJaeiOax0Xut4ewKFv0uyW37M2hZihAQDEn75CYYGiXXfLl5W7l4m6HsYP0NqtexSbvra0DI4fT8Dbuy4BAV6VyhUnSJPJBTc3E8r6lHBkZABHj1o+P4cOnaVnrxbGxdq7BZvWfg/AiR/j8fJ2JyDIu1I5d4863HlfDB++Wz5ZK6Xw9LJ8pr2865KSnGVYrLYU3wLkpFGAasS1JslLwGZgbFWFlMUbwAVgsAPHDcPyzGXx/j9cY1xVyr54Ba/6niXLXiGeZF+8Uq5MemwWGecy+WL8Rj4bt4HY3ZZHQrMvmfEuu299T7IvGZt4rub8hQIiG5Q2AiLCXDmfWECCjfUJFwoMjSU1KY/A0NLvwYDQOqQl5dsse+l8Lpfi82jT1XIJ4MLZHDx9TLwx9RTPDj/Gh3PjKCqsOF6B8wUF1ePipczSuC5lERRUz2bZua/czeefTcNszmP79hMA/PrrJbp1iwKgd++WhATb3tcZAkN8uJRUGmvyxUwCgytfQhn38K18tmI3uTnlf/eLXtvAQ9MH8N+1M5g0fQBLF3xjWKz2OPGxxBrxW+rBrwBPWAfAvJrDQEsHyr0BfCsi60Vkhoj4/Ya4qmDjD6/C/4kqLCIjLothS/rT/+UebP37XnKz8kpqD+X3rdn/UFsxidhfb2wwjp9z79pUogf642KyFCgsVJw8eJk/PR3J7M9aczEul+2fJxsYrDU+G+ts/j8DTz/zP+4atQA3NxO33HITAK/OW8uI4R1ZvGgcnh51yS8oMi5WB4Jt0jyUBpEB7NpyolLRO0Z1ZvH8Dfzp9jdY/PpGZr5YcfhFgymnjidZI645SSqlzgL7gXsdKH61n1xZj/kfoBXwCZYhjvaKSKWLfiIySUQOisjBK2k5DsfsFeJJdlJp7S/7ohmvYI9KZRr1jsDk6oJPuDd+N/mQEZuFd4gnl8vum2TGK6j8vtdbRJgrcQmlNcT4xAIahLoSbmN9WH1j++YCQuuQcqH0OljqhTz8Qtxslt2zNrWkqV28b6PWnoQ0dMfkKnTs58fZY8bU0ocP78CSt8ez5O3xpKRcJqRMbSw4uB4pKfabofn5hezec5ru3ZoDEBeXylNPr2TKw8v4dstPJCbYv7zwW9wxqjOLPpzCog+nkHIpi+D6pbEGhfhUajK3vjmCqFYNWL56Oq+/N57wmwKZ9/Y4APoP/QM7vz0OwPZNx2jRpuLwi8Yqngjsd5UkreYATzuw/y3Acev7KxWuTwYAJdUGpVSCUmqpUmo4UAC0rXgwpdQSpVQnpVQnD393h4MNaR1IelwWmecvU5hfyOmvz9GoV0S5Mo37RHL+oKWH80p6DumxWfiEexMZE0bcvkRyM3PJzcwlbl8ikTFhtk5z3dwx0IsPPslCKcXeQzn41nMhrL4rA/t4smmbmbT0QtLSC9m0zczAPp5XP2A1NGnnxYVfc7kYl0tBXhF716bS8bbKU9ImnLlCdmYBUbeUXk9r2s6L7IwCMlMtTcSf9mYR3szx/9dr8dVXh5k0eSmTJi9l566f6T/A8vFq1aoB2dm5pKZmlyvv7u5Wcp3SxUXoEt2E2FjLOAl+fpbfqQjc96durFr9nVNjXf3JAR6+dzEP37uY3VtP0P/2PwDQsm0E2ZdzSU2+XK78mk8Pcs+g+Txwx5vMnLCU8+dSSjpnUi5lcXPHRgC079yYhLhqjfXwm9T2JPmbqhlKqRPWUTaGYqlVliMiAjyG5VrjBuvqbcB9wFIR8QBGA09Zyw8CNiul8kUkFAgEnHafgourCz2f7MSax75FFSpaDmtKQFM/9i/+nuBWgTTuHWFJhnsTWTlqNeIixEy7BXc/S2W244R2fPqA5cfoNLEd7r7G3qJy78MX2Lb7CsmphTTscJa/zAokP9/SxJoy1pcht3myfrOZ5jHn8PRw4b03LNN4BPibeG5GAF0GWy7vPj8zoMoOIGcwuQrjXmzI3AknKSqE3ncFERHlwaf/PE/jtp4lCXPPmlRihgQgZdqPLibh3mcimTP2JEpB4zae9B0dbGi8APv2/UKXLk1Z8cEUcnLyeXXe2pJtS94ez6TJS/HwcOPvs0fhVseEyUX47rtzrFp9GIC+fVszfHhHAHbuOMmGDUcNi3X/zlNEd49i2VfTrLcAfVWybdGHU3j43sVV7v/G31fzyKxBuJhcyM8r4M2/rzYsVlsUQmEt790WZe9iTHGB8rcArVFKtbWu/wOWHuzxNm4B8qT0FqB4a/lwLLf5RGBphi9XSs23bnsduB0obkPPU0qtqCqukNaB6q4PHOkTqnn/Ct9X0yFck5VZlWuCN7J3p4ys6RAc5pqeW9MhOGzviSVkZidUq4pXr0WouuXf9ztUdke/1w5dZdDdGnHVmmTxvY1KqV8p0wRWSn1Pmea2UmrcVY5zHkvN09Y2pw5tpGnajUGp38HN5JqmadWhanmSrN0XCzRNu8E592ZyERkkIidF5LSIPFNFubtERIlItZvvOklqmmYopcSh19VY781eiOUBldbAPSLS2ka5esA0wCmdATpJappmGKWgsEgcejkgGjitlDqjlMoDVgK27o6fDbxKaUdwtegkqWmaoZz4WGI4UHbQhXjruhIicgsQqZRa46z4dceNpmmGUVxTx02QiBwss7xEKbWkzLLNhzRLNoq4YHnEedw1hlklnSQ1TTPQNT1Nk3yV+yTjgcgyyxFAQpnlelhuU9xqfWghFFglIsOUUmWT7zXRSVLTNENd5XmVa3EAiBKRxlieyBtDmTEklFIZQFDxsohsBWZVJ0GCTpKaphlIKShy0mOJSqkCEXkU2AiYgKVKqWMi8hKWwb9XOeVEFegkqWmaoZz5xI1Sah2wrsK6F+2U7eOMc+okqWmaoZzY3K4ROklqmmao2v5Yok6SmqYZRuHY0zQ3Mp0kNU0zVC1vbeskqWmagRQoxx45vGHpJKlpmqF0c7uGKCBf1Y5Hz2vbSN9j6jl3YiujLfSzPfHYjcglz7iZFZ3OxTnJTfdua5qm2XGNz27fkHSS1DTNOArQSVLTNM0+3dzWNE2zS3TvtqZpWpV0TVLTNM0OpTtuNE3TqqZrkpqmaVXRNUlN0zT7atH987bUjkdWNE2rnYrvk3Tk5QARGSQiJ0XktIg8Y2P7TBH5SUSOishmEbmpuj+CTpKaphlKKcdeVyMiJmAhMBhoDdwjIq0rFPsO6KSUuhn4FMv829Wik6SmacZSDr6uLho4rZQ6o5TKA1YCw8udSqktSimzdXEvlhkVq0UnSU3TjOW85nY4EFdmOd66zp4JwPpqRA7ojhtN0wwmjt8CFCQiZad/XaKUWlL2UDb2sXl0EbkP6AT0dvjsdugkqWmacZSA448lJiulOlWxPR6ILLMcASRULCQi/YDngN5KqVxHT26Pbm5rmmYs512TPABEiUhjEakDjAHKzbUtIrcAbwPDlFIXnRG+TpKaphnLSUlSKVUAPApsBI4DHyuljonISyIyzFpsHuANfCIiR0RklZ3DOex309yO232evfMPoooULYY34w/j2pbb/vPqX9j/1iE8gz0BaD26BS1HRAGwf8Fh4nbGA9B+ws00HdDI8Hi/357BBy/HUlSo6DMqmGGTw8pt/2BOLD/tzQQgL6eIzJQC3jnUAYDkhFzeee5XUhPzQOCpd5oTHFHXsFgnzEhi7SYzIUEmjm5tWGm7UorpLySzfrMZTw9h6ZshdLjZHYD3P85kzpuWkdCfne7P2NE+hsVZ1vTxfYnp0JicvAJeXrCen89WrnTMf/5OAv29cDW58P1P8cx/dzNFRYp63u7MnjmU0BBfLlzM4IX5q8nKrnarzq6pjw8gumtTcnPzeXXOGk7/fMFu2Zf+MYqwBn48NPYdAMZN6E23nlEUFUF6Wjbz5qwmJeWyYbHa5MTHEpVS64B1Fda9WOZ9P+edzcJpSVJEFPC6UuoJ6/IswFsp9Vfr8iRgprV4JjBTKbXTeu/TfmCGUmq7tezXwDtKqU+cEVtRYRG7X93P4H/1w6u+J1+NXU/DXhH4N/ErV65J/0Z0eyq63LrYnfEkn0hh5H+HUphfyNrJXxPZrQF1vOs4IzQ78SqW/e0cf/5PcwJC6/DCnT/R4TY/Ipp5lJS5/9nSZLRxeRLnjptLlhc/dZbhD4fRrrsvOdmFiMHthbGjfZj6oC/jptlu3az/1sypM/mc3N2QfYdzmfrMJfasiyQ1rZDZ81PZvyESEeg8MI5hA7zw9zMZGm9Mh8ZEhPlz96Pv0SYqjFmT+jPpz/+tVO6F+asxX8kD4OUnh3FrTHM27zrJ/SOjOfhDLCu+2M99I6O5b2QXFq3Ybkis0V2bEh4RwNh7FtGqdQMef2IQj01eZrNsj14tyLHGW+zjj/aw7L1tAIy4sxP3jevJP+dXu8PXcf8PBt115p9PLvBHEQmquEFEhgKTgQwqKkIAACAASURBVB5KqZbAFOBDEQlVShUCjwALRcRNRO4BlLMSJMClYyn4RNbDJ6IeJjcTTfrfxLltcVffEUg/m0FYh/q4uLrg5uFGQJQ/8XsqXSt2ql+OZlP/prqENHTHtY4LXW8P4NA39ued2bM2hZihAQDEn75CYYGiXXdfANy9TNT1MDbp9IrxIMDf/jlWbcjm/lH1EBG6dnQnPbOIxKQCNm4106+XJwH+Jvz9TPTr5cmGLWa7x3GWHp2bsWHbMQCOnUqknlddAv28KpUrTpAmkwuurqaSGlHPzs1Yv8Wy//otx+gV3cywWLv1aM6mDUcBOP5TAt7e7gQEelcq5+7hxl13d2HF8l3lfwZzadL08KhDTYw2Icqx143KmUmyAFgCzLCx7WngSaVUMoBS6jDwPjDVurwP2A38FZhTvN5ZzJfMeNUv/SPwqu+F+dKVSuXOfhvLZ/es5punt3H5QjYAAVH+xO1OoCCngJz0HBIPJnE5ydg/5NSkPAJDS2uqAaF1SEvKt1n20vlcLsXn0aarpZl64WwOnj4m3ph6imeHH+PDuXEUFdbsJ/D8hQIiG5Q2WiLCXDmfWECCjfUJFwoMjyc4wJuLyVklyxdTsgi2kXgAXn/hTtYsfQTzlTy27P0ZAH8/T1LSLZ+PlPRs/Hw9DYs1KLgely5mlixfupRJUFC9SuUenNibT1buIzen8ufkwYf68OGnj9G3fxuWvWdMjbdKzuu4qRHObogtBP4kIr4V1rcBDlVYd9C6vtifgenAh0qp084MyuYjTxVaAA17RjBm1Uju/OgOwqPD2PY3yzdyRNcGRHYPZ9X4DXz73A5C2gXhYjK4+WAjXrFzyr1rU4ke6F8SU2Gh4uTBy/zp6Uhmf9aai3G5bP882cBgr87W71/E/nqjiY2T2Hssbubszxg+cRF13Ex0bFv5eqvRbMdaPtimzerTIDyAXTtO2jzGf97Zyr13LeDbTccY/seq7rAxhq5JlqGUygSWA9McKC6UTwe9gAygre3iluuaInJQRA7mpDl+odwrxJPspOyS5eykbDyDPMqVcferi6mOpcnYYkQzko+nlmy7ZXw7/vjhUIYs7A+Ab0NjOxcCQuuQcqG0mZR6IQ+/ENvTpu5Zm1rS1C7et1FrT0IaumNyFTr28+PsMeObsFWJCHMlLqG0hhifWECDUFfCbawPq29MX+IfB7Vn2WsPsOy1B0hOvUxImdpYSGA9klPtd2bk5Rey88Av9LQ2q9PSzSXN80A/L9IznPv7HTayI4uXTmTx0omkJGcRHFL6eQsO9qnU8dK6bThRLUJZ8fFU3lz4ABGRgcx/675Kx9286Ud69m7h1Fgd4sQBLmqCEZf038TyOFDZizw/AR0rlOtgXY+IeGF5EL0vECwiQ2wdWCm1RCnVSSnVyd3f8d7a4NaBZMZmkXU+i8L8Qs5sOsdNvSLLlTEnl37QY7fH49fYUhkuKiwiJ92SkFNOpZF6Ko3wLuV7mp2tSTsvLvyay8W4XAryiti7NpWOt1WeuzvhzBWyMwuIuqW0qdi0nRfZGQVkplqaXT/tzSK8mbuh8V7NHQO9+OCTLJRS7D2Ug289F8LquzKwjyebtplJSy8kLb2QTdvMDOxjTNP18w1HGDdrOeNmLWf7/tMM6m1pxLSJCuOyObek+VzMw92tJBGaXISYDo05d97yxbnz4C8MvtWy/+Bb27DjgFMbPqz64hBTxr/LlPHvsmvHz/QfdDMArVo3IPtyLqkVkuTqLw8zZuRb3Dd6IdOnLic+LoUnpq0AIDyi9HPTrUdz4mJTnBrrVTna1L6Ba5JO/9pWSqWKyMdYEuVS6+pXgbkiMkgplSIi7YFxQBfr9hex3PN0QkQeAf4nIt8qpXKcEZOLqwvdnopm/bTNqEJF82HN8G/qx6HFRwhqFchNvSM5tvIE57bH4+LqQl2fOvT+SzcAigoUayZtBMDNy40+L/XAxdXY7mKTqzDuxYbMnXCSokLofVcQEVEefPrP8zRu61mSMPesSSVmSEC5JpmLSbj3mUjmjD2JUtC4jSd9RwcbGu+9D19g2+4rJKcW0rDDWf4yK5D8fMunfspYX4bc5sn6zWaax5zD08OF994IASDA38RzMwLoMthye9XzMwOq7ABylj2HzxDToTEfL5xITm4+cxZuKNm27LUHGDdrOe513Zj755G4uZkwuQiHfojly41HAPjg833MfuIOht7WjqRLmTw/f7Vhse7bc5rork1ZvvIRcnPymfePNSXbFi+dyJTx71a5/8TJfYloGIBSiqQLmbz52nXs2S52AydAR0jF6xu/+UAil5VS3tb39YGzwKtlbgF6GMs1RwVkAU8opbZbhzr6EviDUuqKtexbQIpS6m/2zhfcOlCNWH67U2I32q2+J2o6hGsypp79nvQbUc+pk2s6BId5XDTufkpn23/k32Rmna9WO7huZKSKmG6rL7eyM7OeOHSVxxJrhNNqksUJ0vo+CfCssH0RsMjGfj8BzSusc+SapqZptUEtr0n+bp640TTt+rvRe64doZOkpmnGuoF7rh2hk6SmacbSNUlN0zT7dHNb0zTNHgVSy6eU1UlS0zRj6ZqkpmlaFWp5ktQjk2uaZihnDnAhIoNE5KSInBaRZ2xsrysi/7Nu3ycijaobv06SmqbVCtYBuhcCg4HWwD3WJ/bKmgCkKaWaAW8Ac6t7Xp0kNU0zjrXjxpGXA6KB00qpM0qpPGAlMLxCmeFYxqoF+BS4TWyNN3cNdJLUNM1YzhsFKBwoO6VAvHWdzTLWicMygMDfHDu640bTNKM53nETJCIHyywvUUotKbNsq0ZY8eiOlLkmOklqmmYY4ZpuJk++yihA8UDZgWAjgIoTThWXiRcRV8AXSKUadHNb0zRjOa+5fQCIEpHGIlIHGANUnFd7FTDW+v4u4FtVzfEgdU1S0zTjOHEUIKVUgYg8CmwETMBSpdQxEXkJOKiUWgW8B3wgIqex1CDHVPe8OklqmmYsJz6WqJRaB6yrsO7FMu9zgFHOO2MtTpJ5p03ED684KeON6d2WI2s6hGuy0M/2pGM3qh0L367pEBz2emqTmg7BYSdH258c7VroAS40TdOqopOkpmmaHTf4TIiO0ElS0zRD6ea2pmlaVXSS1DRNs08PuqtpmmaPviapaZpmn2D7YeraRCdJTdOMpWuSmqZp9unebU3TtKrojhtN0zQ7nDjARU3RSVLTNGPpJKlpmmafrklqmqZVRSdJTdM0+2p7TVJP36BpmnEUlt5tR17VICIBIrJJRE5Z//W3Uaa9iOwRkWMiclRE7nbk2L+rmuSUl+6kc9825F7JY/6MFfzyY3ylMq5uJh75+yjadYtCFSnen7uaXeu+p22Xpkz+2500btWAVx5Zxs61RwyP99Gp/enSpSk5ufm8+uoaTp1KqlTmlX/cTWCgFyaTC0d/iOOtt76mqEjRpEkIM2YMwsPdjaSkDF6eswqzOc+wWKeP70tMh8bk5BXw8oL1/Hz2YqUy85+/k0B/L1xNLnz/Uzzz391MUZGinrc7s2cOJTTElwsXM3hh/mqysnMNiXPCjCTWbjITEmTi6NaGlbYrpZj+QjLrN5vx9BCWvhlCh5vdAXj/40zmvJkGwLPT/Rk72seQGMs6sSOZVa+coKhQEX1nBH0falxu+6pXTnB6vyWm/JxCLqfmMXtvXwAOfnmezW+fBeC2yY3pNKLi7KvGu8aJwKrjGWCzUuoVEXnGuvx0hTJm4AGl1CkRaQAcEpGNSqn0qg5seE1SRApF5IiI/Cgiq0XEz7q+kYgoEZldpmyQiOSLyL+cHUfnvq1p0DiECT1e4q2nV/LoP2x/iYyZNpD0lCwe6jmbyX1e5oc9pwG4eD6N+TNWsOXLQ84OzaYu0U0Jj/Dn/gcW8/rr65n++CCb5V6a/QUPTVrK+Anv4ufrSe/eLQGY9cQQ3nlnCxMfeo8dO3/m7tFdDYs1pkNjIsL8ufvR93h10dfMmtTfZrkX5q9m3BPLuW/6Mvx8Pbk1pjkA94+M5uAPsYx59D0O/hDLfSO7GBbr2NE+rPswzO729d+aOXUmn5O7G7J4XghTn7kEQGpaIbPnp7JnbQR710Uwe34qaemFhsUJUFSo+OLl40xY3IFZq7pzZF0iSafLjxY+7JmWzPw8hpmfx9D9Tw1p1y8EAHN6PpsWneGxj7rw2MoubFp0BnNGvqHx2uW8icCqMhx43/r+fWBEpTCU+lkpdcr6PgG4CARf7cDXo7l9RSnVXinVFsvEPFPLbDsDDC2zPAo4ZkQQXQe2Y/On+wE4cfhXvH098A+pXBMYMKYr/1uwCbDUKjLTsgG4GJ/Kr8cTUEXX52uxW/coNn39IwDHjyfg7V2XgACvSuWKa4cmkwtubiaK54WLjAzg6FHLPO6HDp2lZ68WhsXao3MzNmyz/LcdO5VIPa+6BPrZiPVKaayurqaSP4yenZuxfotl//VbjtEruplhsfaK8SDA32R3+6oN2dw/qh4iQteO7qRnFpGYVMDGrWb69fIkwN+Ev5+Jfr082bDFbFicALE/ZBAU6UlgpCeudVxoPySUY1sq19CLHVmXSPshli+Ak7uSiYoJxNPPDU9fN6JiAjm5M9nQeO0RpRx6VVN9pVQigPXfkCpjEokG6gC/XO3A1/ua5B6gbJ3/CnBcRIrn2r0b+NiIEweG+pGckFaynJyYTlBo+TlyvHw8AHjgqdtZsOEpnn17PH5B9YwI56qCgupx8VJmyfKlS1kE2Yll7it38/ln0zCb89i+/QQAv/56iW7dogDo3bslIcHG/RzBAd5cTM4qWb6YkkVwoLfNsq+/cCdrlj6C+UoeW/b+DIC/nycp6ZYvo5T0bPx8PQ2L9WrOXyggskHpVaiIMFfOJxaQYGN9woUCQ2PJTMrBL8y9ZNm3vjsZSbYvQ6QlXCE1/grNugQAkHExF7/QsvvWJeOiMZcwquRoLdKSI4NE5GCZ16SyhxKRb6wt0oqv4dcSkoiEAR8ADyqlrno19LolSRExAbdReZ7clcAYEYkACqk82bizzl9pXcUvL5PJheAG/vx04AyPDXqV44fOMvHFSrX268LWyCn2vmyffuZ/3DVqAW5uJm655SYAXp23lhHDO7J40Tg8PeqSX2Dcs2GO/G6LzZz9GcMnLqKOm4mObStfE6xptuIWsb/e0FhsrLN3ziPrLnDzgPq4mKwFbARsdLz2iHLsBSQrpTqVeS0pexylVD+lVFsbr6+AJGvyK06CNqvcIuIDrAWeV0rtdST+69Fx4yEiR4BGwCFgU4XtG4DZQBLwv6oOZP1mmQTgbrJdUylr6NieDPpTNwB+PhJLUIPSDq+gMD9SkjLKlc9MyybHnMvu9UcB2LHmOwaOibnqeZxl+PAO3D6kPQAnTyYSElx6OSA4uB4pKVn2diU/v5Dde07TvVtzDh36lbi4VJ56eiUAEREBdO3a1Kmx/nFQe4b1uxmA46cvEFKmlhsSWI/kVPsz7eXlF7LzwC/0jG7GgaPnSEs3E+jnRUp6NoF+XqRnGNuMrUpEmCtxCaU1xPjEAhqEuhIe5sq23VfKre/dzcPQWHzru5OemFOynJGUg09IXZtlj6y/wMjnW5Xb95cDpS2njKRcmnau1OF7XVynQXdXAWOBV6z/flUpDpE6wBfAcqXUJ44e+LpdkwRuwnINoOw1SZRSeViS5xPAZ1UdSCm1pPhbpo7L1T+ga97fwaMD5vLogLns2XiU2+6KBqBlh0ZkZ+aQdjGz0j77Nv3IzdZmavseLYg9dcGRn9EpvvrqMJMmL2XS5KXs3PUz/Qe0BaBVqwZkZ+eSmppdrry7u1vJdUoXF6FLdBNiY1MA8POzNFlF4L4/dWPV6u+cGuvnG44wbtZyxs1azvb9pxnUuw0AbaLCuGzOLWk+F/Nwdyu5TmlyEWI6NObc+VQAdh78hcG3WvYffGsbdhw47dRYr8UdA7344JMslFLsPZSDbz0Xwuq7MrCPJ5u2mUlLLyQtvZBN28wM7GPsZYHItj4kx5pJjTdTkFfEkXUXaH1r5UttF89mcyUzn5val14+atE9iJ93J2POyMeckc/Pu5Np0T3I0Hjtuj4dN68A/UXkFNDfuoyIdBKRd61lRgO9gHHWzuQjItL+age+brcAKaUyRGQa8JWILKqweT6wTSmVYqvp5gwHNh+jc9/WLN31IjlX8nlj5oqSbf/6+mkeHTAXgKUvf8Wstx5g8l//SEbqZV6f8V8Amv+hIS+8NxFvX0+69G/LfU8MYUrfOYbECrBv3y906dKUFR9MIScnn1fnrS3ZtuTt8UyavBQPDzf+PnsUbnVMmFyE7747x6rVhwHo27c1w4d3BGDnjpNs2HDUsFj3HD5DTIfGfLxwIjm5+cxZuKFk27LXHmDcrOW413Vj7p9H4uZmifXQD7F8udFyG9UHn+9j9hN3MPS2diRdyuT5+asNi/Xehy+wbfcVklMLadjhLH+ZFUh+vuUvdMpYX4bc5sn6zWaax5zD08OF996wJKUAfxPPzQigy2DLbWPPzwyosgPIGUyuLox4riXvTDpMUZEiemQ4oc282bjgNBFtfGjT1xLbkXWJtB8cWu6yh6efG/2mNOWtuy0tyv4PN8WzJuZTv04DXCilUrBczqu4/iAw0fp+BbCiYpmrEVX9XqWqTyByWSnlXWZ5NZbOmR3AGmuvd9ny44BOSqlHqzqub50Q1S3YoXtBa1xuywY1HcI1ya2JP6Zq2LHw7ZoOwWGvpzap6RAc9s/Re4n7MaNatRavwEjVdsgMh8ruX/HEIaVUp6uXvL4Mr0mWTZDW5TvKLLatUByl1DJgmbFRaZp2PVzHm8kN87t64kbTtOtPrtO9xUbRSVLTNOPo2RI1TdOqpufd1jRNq4quSWqaptmnO240TdPsUdh/RrWW0ElS0zRD6WuSmqZpduj7JDVN06qilG5ua5qmVUXXJDVN06qik6SmaZp9uiapaZpmjwIKa3eW1ElS0zRD1faa5PWeCEzTtN+b4h7uq72qQUQCRGSTiJyy/mt3rgoR8RGR845OXa2TpKZphrqGicCq4xlgs1IqCthsXbZnNrDN0QPX2ua2yi+gIPH6zT9THa6hgTUdwjVxyatdj0jUptG+ZwacqekQHLbS5IQpaK/fUGnDgT7W9+8DW4GnKxYSkY5AfSwTEDo0CrquSWqaZhgBpFA59Kqm+kqpRADrv5VmTBMRFyzzaT15LQeutTVJTdNqB3H8emOQiBwss7yk7NzbIvINEGpjv+ccPP4jwDqlVNy1TDiok6Smaca5tuZ2clUTgSml+tnbJiJJIhKmlEoUkTDgoo1iMUBPEXkE8AbqWCcqrOr6pU6SmqYZ6bo9u70KGItlvu2xwFeVIlHqT8Xvy8zKWmWCBH1NUtM0g12n3u1XgP4icgrob11GRDqJyLvVObCuSWqaZqzrUJNUSqUAt9lYfxCYaGP9MhyculonSU3TjKNwRs91jdJJUtM0Y9XuHKmTpKZpxrqGW4BuSDpJappmLJ0kNU3T7FBA7XrKtRKdJDVNM4ygdHNb0zStSkW1uyqpk6SmacbRzW1N07Sq6ea2pmlaVXSS1DRNs+e6DXBhmN9Vknzknw8SPbgDueZc5j24kNPfnS233cPbnTe2zy5ZDooIYPN/d7BoxrKSdT3v7MqLnzzB1M5P8/MhY0eZfuTJwXTuHkVuTj6v/fVLTp9ItFv2b6/fQ1i4P5Pu/jcATZqH8vizQ6lTx5XCwiIWvLKWk8fOGxbr1McHEN21Kbm5+bw6Zw2nf7Y/avxL/xhFWAM/Hhr7DgDjJvSmW88oioogPS2beXNWk5Jy2bBYT+xIZtUrJygqVETfGUHfhxqX277qlROc3p8GQH5OIZdT85i9ty8AB788z+a3LZ+b2yY3ptOIcMPiBJgwI4m1m8yEBJk4urVhpe1KKaa/kMz6zWY8PYSlb4bQ4WZ3AN7/OJM5b1p+jmen+zN2tI+hsdr0e5otUUQUsEIpdb912RVIBPYppYZahx6aB5T9S7wXMAPHgROAO5AFLFRKvS8ijYCdQEOlVMnlXRE5AkxSSu3/7T9aedGDbyG8WRjjmj9Gqy5RTPv3Q0yLebZcmSuXc5jSoXTQ4oUH5rLz830lyx7e7ox4bDDH9/7srLDs6tw9ivDIAB4c8RYt20Yw7c+3M22s7cFMut/aiitX8sqte+jx/qxYspUDu0/TuXsUE6f158nJywyJNbprU8IjAhh7zyJatW7A408M4jE75+rRqwU5FWL9+KM9LHvPMuXIiDs7cd+4nvxz/npDYi0qVHzx8nEmvdMR3/ruvHX3XtrcGkz9Zt4lZYY907Lk/c7/xpJwPBMAc3o+mxad4fH/dQWBf47eS+tbQ/D0dTMkVoCxo32Y+qAv46bZGh4R1n9r5tSZfE7ubsi+w7lMfeYSe9ZFkppWyOz5qezfEIkIdB4Yx7ABXvj7mQyL1Z7afk3yWoZKywbaioiHdbk/5RMiwP+UUu3LvH6yrv9FKXWLUqoVMAaYISIPKqV+BeKAnsUHEJGWQD1nJkiAmOGd+eYDyx/i8X2n8PbzIiDUz2758Gah+IX48MOO4yXrxs0ew8fzviIvJ9+ZodnUrXcLNq39HoATP8bj5e1OQJB3pXLuHnW4874YPnx3e7n1Sik8veoC4OVdl5TkLONi7dGcTRuOAnD8pwS8vd0JCLQVqxt33d2FFct3lVtvNpcmTQ+POhj5sG/sDxkERXoSGOmJax0X2g8J5dgW2wkI4Mi6RNoPCQPg5K5komIC8fRzw9PXjaiYQE7uTDYsVoBeMR4E+NtPbKs2ZHP/qHqICF07upOeWURiUgEbt5rp18uTAH8T/n4m+vXyZMMWs6Gx2nUdZks00rWOJ7keuN36/h7go2s9oVLqDDATmGZd9RGWxFlszG857tUENQjgYlxKyXJyfApB4QF2y996Tw+2fby7ZLlp+0YERwSyb+1hZ4dmU2CID5eSMkuWky9mEhhcubk07uFb+WzFbnIrJO5Fr23goekD+O/aGUyaPoClC74xLNag4Hpculga66VLmQQF1atU7sGJvflk5b5KsQI8+FAfPvz0Mfr2b8Oy97ZX2u4smUk5+IW5lyz71ncnI8n2hFdpCVdIjb9Csy6Wz0nGxVz8QsvuW5eMi06YLKsazl8oILJBaYMwIsyV84kFJNhYn3Ch4PoHqIAi5djrBnWtSXIlMEZE3IGbgX0Vtt8tIkfKvDwqHwKAw0Bxm+ZjYIS1+Q5wt/U8TmVrTouqvrz63N2dLR/tKtn34dfH8fas5c4Oyy6bU3BUCLhJ81AaRAawa8uJSkXvGNWZxfM38Kfb32Dx6xuZ+eJwgyK197stH2vTZvVpEB7Arh0nbR7jP+9s5d67FvDtpmMM/6NDk9j9Jrb+y+1Nd3Jk3QVuHlAfF5O1gI0PzDVMlWIIW59hEfvrrz8Ha5H/X2qSSqmjQCMstch1NopUbG5fsXOokv8updQF4Bhwm4i0B/KVUj/a3ElkkogcFJGD+Vz9G3zYIwNZfHgeiw/PIyUxlZDI0qldgyICSUlItblfk5tvwuTqwqnDlo4Zj3oeNGobyWtb/soHZxbSqmsUL331NM07Oncq0ztGdWbRh1NY9OEUUi5lEVy/tOYYFOJTqcnc+uYIolo1YPnq6bz+3njCbwpk3tvjAOg/9A/s/NZyqWD7pmO0aOPcDoZhIzuyeOlEFi+dSEpyFsEhpbEGB/tU6nhp3TacqBahrPh4Km8ufICIyEDmv3VfpeNu3vQjPXu3cGqsZfnWdyc9MadkOSMpB5+QujbLHll/oaSpXbLvhbL75uITbHvf6yUizJW4hNIaYnxiAQ1CXQm3sT6sfg31016HJCkiASKySUROWf/1t1OuoYh8LSLHReQna79IlX7Lb20V8BqWOW5/64TSt2DpzClW3OROooqmtnXmtCUAPhJw1d/qqn9vZNW/NwIQPaQDw6cOYsvKXbTqEkV2hpnUC+k297v1nh5sWVl63cycaeaukAkly699+1eWPLnc6b3bqz85wOpPDlji7RHF8NHRbN34Iy3bRpB9OZfU5PKJZ82nB1nzqWVyufphfsx+896SzpmUS1nc3LERRw/9SvvOjUkoc6nBGVZ9cYhVXxwCoEtMM4b/sRNbNv9Eq9YNLLFWSJKrvzzM6i8tlyrqh/ry97mjeWLaCgDCI/w5H2/phe3Wozlxsc6NtazItj4kx5pJjTfjE+LOkXUXuHfezZXKXTybzZXMfG5q71uyrkX3INb/8xTmDMvlgp93JzNkepRhsTrijoFeLFyawZgR3uw7nItvPRfC6rsysI8nz/8jhbT0QgA2bTMz59kamP9dAYXX5ZGbZ4DNSqlXROQZ63KlebeB5cDLSqlNIuKNA88D/ZYkuRTIUEr9ICJ9rnVna+Z+DVhQZvVnwBwsPeF9f0NMV7V/3WG6DLmF908tINecx2vjF5ZsW3x4Xrle7d6jYnju9jlGhOGw/TtPEd09imVfTbPeAlQ6r9GiD6fw8L2Lq9z/jb+v5pFZg3AxuZCfV8Cbf19tWKz79pwmumtTlq98hNycfOb9Y03JtsVLJzJlfNVTjEyc3JeIhgEopUi6kMmbrxnTsw1gcnVhxHMteWfSYYqKFNEjwwlt5s3GBaeJaONDm76W6ZqPrEuk/eDQcpcSPP3c6DelKW/dvReA/g83xdPPuJ5tgHsfvsC23VdITi2kYYez/GVWIPn5lvrBlLG+DLnNk/WbzTSPOYenhwvvvWGJP8DfxHMzAugyOB6A52cGVNkBZBwF6rokyeFYKm4A7wNbqZAkRaQ14KqU2gSglHLoPjOpeO3IbkHL1IveFdb1AWZVcQvQI0AClW8BWqSU+k+FY32FZYLxro7E4yMBqotUmtLihiS3tKnpEK5Jkaexf/jONuht4zp6nG1mgLH31jpT9MA4Dn6fU60rmb5166tuSQs3pgAADUtJREFUYfc6VHbDuTcPVTWlbFVEJF0p5VdmOU0p5V+hzAgs893kAY2Bb4BnlFKFVR3b4ZpkxQRpXbcVS8a+2sQ69jpwyh7LuJ4FTdNqRnHvtmOCRORgmeUl1ktsAIjIN0Cojf2ec/D4rlhuN/y/9s492q6qOuO/j5BACCB5UBJFEOQhkTBKQB6V2AEGSUSDWkVUMDxEwQCmGB6jrRRbRxukaoKIvAsiA5AhBKzQElvp8AElUAERS/FRIRiUCCKhSEL4+sdcxxyvyclN4Zy1z73zN8YZ9+x99733u+fs/e255pxrnT2BR4DrgKOBy9b3Q0mSJN1j8EWZ5Z0iSdvT1/U9Sb+QNMn2MkmTgLU1vy4FvlfaEJG0CNiP9Zhkfu52kiRdxLGe5GAeL42bgdnl+WzgprUcswQYK2nrsn0Q8OBajvs90iSTJOkeplcmOR84WNLDxGzA+QCS9pZ0KUDJPc4D/lXS94lWxEvW94tzuJ0kSXfpQaO47V8Bf1DJtX03UaxpbS8mJsIMmjTJJEm6S4Nn0wyGNMkkSbpIs+dlD4Y0ySRJuofBvWkm7xppkkmSdJfeTEvsGmmSSZJ0Dzs/UjZJkqQjWbhJkiRZN85IMkmSZF00e0HdwZAmmSRJ99iwBS4aSZpkkiRdw4BXd1yJrPGkSSZJ0j3cs0V3u0aaZJIkXcV9Ptwe9MrkTUPSE8DPuvCrJwDd/TDll49+0gr9pbeftEJ39G5ve+v1H7ZuJP0zoW0wLLc946X8vW7QtybZLSTd/f9dQr7X9JNW6C+9/aQV+k9vP5HrSSZJknQgTTJJkqQDaZJ/yMXrP6Qx9JNW6C+9/aQV+k9v35A5ySRJkg5kJJkkSdKBNMkkSZIOpEkOEkk7SRpVW8eGIEm1NawLSY2fyCBpdG0NLwVJ20oa1eTzoB9IkxwEkmYC5wOTamsZDJJ2kbSpG5pwlrQXMKs8b+QFLOmtwIWSJtfWsqEomADcAvxJU8+DfiFNcj1IOgT4e+Bs292Y4fOyIulQ4ErgT2tr6cBbgSMBGnwBzwL+DJhTTL1vcLAcuAr4uKSxtTX1M2mSHSgGeR2w2vadZV9jXzNJbwE+Bcyz/S8DvtekiO1K4NnWRsO0tbgE+DrwE+AYSX0zm0XSyPL0BuCXlBGQpBHVRPUxjb3gayNpf+AzwAzgQUmLyhD2xaZd1G16DgMW2v6OpC0l7SrpBEk71o7YJB0kaY6k2cB4YJqk3WFNNFn7BiRpe0mtlMp/EQvA7AL8ADhW0tRq4gaBpAMk7WR7FYDtHxPX+N+U7f5es6wSaZIDkLRRuVjHA8fYvtP2UcTSeNdKGmXbDTPKceXrb4GtJO0GLATOAeYAX5G0by1xhS2A0cDRwAeBrYAzJb1T0g41hcHv8qQ/BW6Q9Oayey7wBPBj4DHCKPepJHGdtJ2Ls4DbJJ0u6bCy76RyzKwq4oYA2Uw+AEmvsP102/Zo28+V5zcCAg63vbKWxnYkbQecBVwKPE3MvBgL3AFcb/s2SZ8AXgccWSOilKS2aLE15PscsCfwfHmMBf4JOLcVCfVSm6TNgQuAQ4CbCGPcEXgO+Edi2PpRYDPgL2w/3yuN60PSxrZfKM+nAgcCJwA3E8WbA4Gf2b6knsr+JU2yjXKCfQ04DfiR7bvK/hGtoYqk64koc0YTjFLS9sDhwM7AecCDwCTbj0naqKQHjgOmAqf0cshVcrpvAnYCvgwstf298r2jgCm2Ty/bbweW2H68V/rK392kZXiSxhBFuj2BDxBR+AeAa23Pk7QrsZzXr3qpsRMlD/024DXE0oFX2b6rROenEaOL2cAo4M2tczoZPGmSbZQhyY1E0n5jYoh9JrCiPXKQdDVwhu2lVYQOoEST7wR2B66x/W9lv4iLfC5wtO0HeqhpFjHcPwt4PRGBvRb4vO3bJY0njPNY28t6pWuAxrcAJwL3AffbvqEtosT2ByVtC4y2/XANjZ0oN6GFwBlEymUs8EngKNuLJG0GbEJEwNOJc6DxHRqNw/awfwDbtj3/AhGRTSQulhuBc4FXAxvV1lo0HgScOmDf9sApwBeBfYGRhDl+F9i9x/rGAd8E9mvb92pKfhSYAowBvgNMrfQazgD+o2j6JHFj3Ll8bwvgGuBaSiDRtAcwE/gf4HUD9h8F/BqYNmD/5rU19+tj2Bduyt340hIxAFxPXBiPE+0/04jh9Z3ARxoyg+GXwHxJc1s7HBHCTcCjhDmtIgzpXe5hBFkYQQzvnmi9VrYfJXKOy4A/sv0s8FXgmR5rQ9I4Ilf3KdtfIAxyFPE+Y/sZ1gxRv1x+pvZ7PpDXEoWwZyDykiUtdBUwH5hZipAbA9heUU9qn1PbpWs+iCT9/cABbfsmEFHQ5UR+7x1l/8HAKxugeUT5Opkwy3llu5U6aRUeNq2gbTtgi/L8S5QoEdi47ZhPAxe0a670Oh5KtPZsWbZvAW4HFgAfJ4au44CJtd/zAbqntb2uHwXuBfYq2yPL148BV9TWOlQejZ8/2y1KPuqrwHW2v90W8SyX9FfEMPsTtheV/YvrqQVJbwLeAOwtaRGhfT/gDkkv2v5sOXQ0US3u6ShB0jaEuTwiaQHw38Blkg5wRI0tfk7kJ3G5omtg++uSXgTuUXwOyygi1TIO+BCwG5HSeLKWxoGUc/Zi4L0Ati9QrCdwmaTjbN9TDl0J/LxVuKskd+hQ26VrPIgpew8RPXuLgNOBrdq+P47IS04v21VzkUT+6SEixzgfWExEPDsQw65HiMb3+cASomrca40bEVMNFwAfLvsuAu4pr/dk4P3A94HJtc+BNt3TgReBbQb8LxNqaxug89Dy3r6xbE9snbNEL+S9wKuIXOsDwG61NQ+VR3UBPf+Ho1Xi7cC+ZXtKMZ3TgFe0HXcmMRQfQd1h4cHAD4E3tO2bAvwD8NmyvSPwYeBkSvGhh/p2BnYtz1Ve2wuB48u+04gezsXArcAetc+BtfwPM4mh9za1taxD36RiggvK9kQiUj+i7Zg5wIpyM23MTWgoPIZVC5BiZZc5RML+Dkkjba9SrPSyELgNuMT2r8vxE93jvr0BescAVxPFmFPd1mQtaQ9iZaLP2L6pkr7xxIyU5USFeDUxHHw/0Rv5C+Bi26slbUnMgX92Xb+vJmWGyl8De7tBQ9TW5AZJxxKtVI8B7wCutn3RgGOPAe6y/YMKUocsw8YkSxX708SQ9d9d5mC7vACSXk9EZ3cA57WMshaSXkkY0F7AR4D/BBbZfrRtlsh5ALZPqajzIOAbRLFgClHwWEHkxcYRxZDLbP+2lsbBImlzN6gKXM7ZvwPm2v5WacCfCzxs+4i24w4DnrZ9ex2lQ5th0QIkaVOiafhvbX8TGK1Yb29maZ1QufueAfwxlV8XSROJ1XyOIXr5LiJ6H2dJ2s5r7my/IfJP1XA0rh9CVFpPAk4ljHE7op/zRKKhufE0ySALuxDR41mSZjjaexYATxXDRNJ7iD7ex+rJHNoMl+r2KmJIuKxM4/tzouixD9H/eDwx3ex+SUe48nRD249L+jZhjCuJdprzCROSpIuJxQzeRaz8UxXbiyXNIwx7P9tXSrqZaGjfzG1z4ZMN4hoi3/wo0aM70vZVpRFjnxJp7kS0qTVuRtBQYciaZPtQuuTEHiCG068ihodXErmdWwnzObv8aM8WVxiIpF2AUbYfsH25pOWEEUI0NZ9PDL2vIKYgvqcpF4fXtNTcKWl/N2h+cz9Rcs3Yvh94krhJTiZmUp0saXUxyk2IhvcP2X6wmuBhwJA1SaIq/YJiabOVthdIupVosr6vrJzi0iO3aeuH2oayPaP0aL6GWMPwudJn+BNixs8YIi95pO0rFMu4nQi81/YPe621E7ZvLX1735C0V5MKIP1AKYTdCyyVdCqxYMVfEkVFEUW8E8o5famkr9j+TT3Fw4MhmZMs+cYfSRpne2W5cLH9kO37yvMXSl7naGKGSk1G2P4pkZRfRrR8jCeq7ZOJFXzeJulE298FjmuaQbYolfZpaZAbTom+pwPbAnsQPY9fAv4X2Nr2tcQkh/dJGpMG2RuGbHW7LL11LrC/7afKHNbVJXrcihi2Hg7Mdu/nNrfrnADcTUw1e1KxrNnJwLuJodZuZXsq8ALRKJ45viGMYtHfy4n3/N1ES9VSopC3CXHdpkH2iCFrkvB7n3K4d8soSwS5D1HFvsUNWO6sLCt2LlH0eErSx4gL4njbS8qSV6OJJbuq6026T+npPYe4ya+QtEMZbSQ9ZijnJFs5spOAuyW1jPIkoqfvwKYYju2bJa1ijc6FpQhyoaS5tr9FDLmSYYLtW0oVe4mkN7YMsr0gmfSGIR1JtigR5TlEVfh44H22760qai2sJfI9nZjmdzDwfF4cw4/2mUCUT4utLGnYMSxMEn73edRfA/ZsFW+aSDHKzxEfKv+kpLG2n6qtK6lH02YCDTeGjUkCSNrMduOHrSV6OJto/cnoIUkqMqxMsp/I6CFJmkGaZJIkSQeGZDN5kiTJy0WaZJIkSQfSJJMkSTqQJpkkSdKBNMkkSZIOpEkmSZJ04P8ARgLV8W5rMxUAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -622,7 +642,7 @@ { "data": { "text/plain": [ - "<__main__.LinearRegressionGD at 0x7f8dc14d9940>" + "<__main__.LinearRegressionGD at 0x7f8850997f60>" ] }, "execution_count": 12, @@ -642,7 +662,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -681,7 +701,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -792,7 +812,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd3yUVfb/33d6OqRQhCSUFBAJEHoJCdhWFAsqCkgA27pucVHX/tW1/li77rrFXQsoKOiCgrCuLgKKSJem9JIEpISEJCSZPvf3xxQzyWQmQCaF3PfrlVeSp90788yce59zzv0cIaVEoVAoFG0HTXN3QKFQKBRNizL8CoVC0cZQhl+hUCjaGMrwKxQKRRtDGX6FQqFoY+iauwMNITExUXbr1q25u6FQKBStik2bNp2UUibV3t4qDH+3bt3YuHFjc3dDoVAoWhVCiIJA25WrR6FQKNoYyvArFApFG0MZfoVCoWhjKMOvUCgUbYxWEdxVNC9mmwONEFRU24iNNOCSkghD6/3oNPbracr3pzHbaur72ljtmW0OtEJgtjuJ0Gsx252Y9FoqLXZMei06rYbyahtxkQbsThfRJv05t137fLvThcHTTmPdB++1nE4XWo3AFMZ7EdZvrxDiEHAacAIOKeUgIUQ8MB/oBhwCJkopT4WzH4qzx2p3MmflHpZuLsTq+YKNy05h+phMjHptc3fvjGns19OU709jttXU97Wx2rPanSxef4jL+ifz3y1FXN4/mflr9rP1UAnPTh7Me1/vZVmtNqaNyWTx+kPMXb3vrNoO1PcrslO4aURPHp67juIKS6PehyuyU5iSk4bG7sQQpu9YU0zbxkgpT9b4/yFguZRylhDiIc//DzZBPxRniNnmYM7KPSxcd9C3zWJ3snDdQYSAqbkZrWrm39ivpynfn8Zsq6nva2O1571O39R45q/ZT5bn96J1B3li4kAWrDnAogBtAFyUEo/V7jzjtuvr+6J1BxHAjLG9eOqjTY16H7zXHtu3C10TosLyHWsOH/81wGzP37OBa5uhD4oGoBGCpZsLA+5buqkQjRBN3KNzo7FfT1O+P43ZVlPf18ZqTyME3+w8St+UBFZ7fi/bXEhcpMH3dyCWbS4kKzWB2Aj9GbcdrO+1r9uY92HZ5kI6tYsM23cs3IZfAl8IITYJIe70bOsopTwK4PndIdCJQog7hRAbhRAbi4uLw9xNRSAqqm2+WVJtLHYnFWZbE/fo3Gjs19OU709jttXU97Wx2quothFp1FFaafH9ttqdtIsy+P6ur43SSgvto41n3HaovpdWWkhJjCY1KRqjXtuo96G00kKV1d7g650J4X5OHyml/EkI0QH4Ugixq6EnSinfBN4EGDRokKoW0wzERhow6rUBP5wmvZbYCEMz9OrsaezX05TvT2O21dT3tbHai400UG11EB9t8v026rU4XZKEGFPQNuKjTZyqtJ5x26H63iEugidvGkxJpYX4aBOaM5igh7p2fLQJgy48c/OwzvillD95fp8AFgFDgONCiM4Ant8nwtkHxdnjkpIrs1MC7rtyYAquVla9rbFfT1O+P43ZVlPf18ZqzyUlOb07s72whFG9O7PvWBkvTRvOqzNGYnc4621jXHYK2wpKqDD7z54b0naovh8uqWLya8u58+9fc8try3n/6731zuLP5NrjslM4VlYdtu9Y2Gb8QogoQCOlPO35+zLgKWAxMA2Y5fn9abj6oDg3Igw6po/JRAi3/9LiyTq4cmAK0/JaX1ZPY7+epnx/GrOtpr6vjdWe9zqfrD/IpJFpaDWCud/sZenmQjrEmnghfzjg9o/72shOIX9MJp+uP4hJrz2jtr1po/l5GQH7PmlUGjPfWXNWQeNg78u47BQm56Rh1GnDltUjwlVzVwjRA/csH9wDzDwp5bNCiARgAZACFAI3SilLg11r0KBBUom0NR++HGazjdgIAy6XJMLYerJ5atPYr6cp35/GbKup72tjtWe2OXC5JO9/vdcvIyY5IYoZY3sxoHsiVRa7L9/eL4+/gW1b7U7eXbHbN6jcdnEv+nVLpMpqJzbCgMPp4v45azlwvKLOuSa9lgX3XdrgAa1m32IiGjePXwixSUo5qM721lBsXRl+hUJRE6vdyY0vfRnQrZIUa+Ltu/POerYcKM0SIDZCz8QRPRk/OJXT1XZuef2req/x/j1jSYqNOKv2G5P6DL+SbFAoFK2OYBkxxRUWys8hM6m+NMsKs533v96LQPgCs4FoDYkPyvArFIpWRzgNb0PST1t74oMy/AqFotURTsPbkEHFG5i9flh3TJ5jTXot1w/rzrS8zBa/or1l906hULRJQomqhTMzyTuo1Pbxg/+gYtRrmZqbwbS8TL+gcWvIdlPBXYVC0aKw2p18uuEQizccorjCElRULVyZSVa7k9krd7f6NGaV1aNQKFo8lRY7GiEorjATH21iW0EJ73y1i6KSKq4f1r1JhQHPhzTm+gx/63oVCoXivMVqdzL36711JIqfzx/GA3PWsnRTIdPyMpusP94BJknf/GmZjY0K7ioUimbHbHPw7ordLFx30G8l7KJ1B/lozQFmjO3VKoUBWyrK8CsUimanIfLHSbEmX5qm2ebAandSXG7GanditjmasrutHuXqUSgUzU5DJIqvGdwNKeV5VxWuOVCGX6FQNDuhJIqTYiO4enA3XFIy2+MS8hLu6mHnU71pL8rVo1Aomp2GLMgy6rVNWj3M+2Rx40tfcsvrXzHxpS+Zs3JPg2WXz4U5c+YwZMgQVq9eHZbrt/6hS6FQtHoauiCrIXIKjZGF01z1pvfv309aWprv/48//phRo0Y1ejvK8CsUirDSUHdJQ1bCNlX1sFBPFo2dVupwOBg1ahTr1q3z2/7oo482ajtelKtHoVCEjZrukl//azX3z/6OBd/ur3fWHmHQYfT49I16bZ0FU00ljtaUdYn/8pe/oNfr/Yz+Bx98gJSSpKSkRmunJmrGr1AowoLXXbJh3wkeuq4/fVMSKPXUpj1cUknXhCiM+jMzQREGHdPGuGfbNSttjctOIT8v0yeYdq40xZPFjh076Nu3r9+2CRMm8PHHHyMaMVYRCGX4FQpFWNAIwZZDJTyfP4wFaw4wa9EWv/TL/LwMbHYnzjPIlDHbHCxef4iLUuKZnJPuG0i2FpTw6fqDXD24W6P43hsq1HY2WCwW+vbty759+/y2Hzt2jI4dO571dc8EZfgVCkVYqKi2MTU3nQVrDrAoQJAUICs1nm0FpQ3OwdcIwdzV+7DancRG6GkfbeRUpZUKsx2TXsu1Q7o3St+9weYIg5YN+4o57lkodq5CbU8//TSPP/6437bPPvuMK6+8sjG63WCU4VcoFGEhNtJA35QEZi3aEnD/ss2FTM5J5+Ul2xqcKVPT915htlNhtvv2NWZWD7hn/TeNTOMXA1KIjfy5Fu7ZGP3169czdOhQv2233XYb//znP8Pu1gmEMvwKhSIsSCQV5tArcttHG32ZMicrzMRE1J/501RZPcFWB58JlZWVpKamUlpa6tum1+s5fvw47du3b5S+ng0qq0ehUIQFk15HYowpaDWr+GgTpyqtWOxOjpdV88i89UEXSjVFVk99gnEL1x1k9srdDdYFuvfee4mJifEz+itXrsRmszWr0Qdl+BUKRRgJZqjHZaewraDE559vX2MQqM/INkXJw3NdHbxixQqEELzyyiu+bffffz9SSnJzc8+5f42BcvUoFIqwUd+K3HHZKdw4ogcPzFkL+A8CXupbKBXukocNyeHXWgRRJr2fS6q0tJTExERqFrfq2LEj+/fvJyoqqlH61lgow69QtBGaS3CstqGOMurZcugkD8xZS3GFhQlDu/sNAl6CBWvDWSQlVBzBpNdx6xsrsDlcjMtOYVpeBnfdeTuzZ8/2O3bDhg0MGlSn+FWLQBl+haIN0NxSxjUNtdnmYGCPJNI7xxEbYWDTgWIemLOWopIqv3MaM1h7JgTL4a/9ZPL32R9y1+VP+x3z7LPP8sgjjzRJX88WZfgVivOc5hIcq4/ag8D2gtI6Rh8aV4LhTGiIe8p6+hSrXpjqd16vXr3YsmULRqOxyft8pijDr1Cc5zS14NiZ0FBVzqamtnsqJsLAxv3F/OHdNSz5y8MU717vd/w36zYxakh2s/T1bFCGX6E4z2kqKeOzJdzB2rOl5pOJ1e7kd0+8zPcLXvA7ptdVvyJj5NUMHtCvObp41ijDr1Cc5zTVoqdzIZzB2nPl0KFDdO/uLwXRLrk3g26dhUarbTaX1LkQ9jx+IYRWCPG9EOIzz//dhRDrhBB7hRDzhRDN/6lTKM5jmkrKONw0dYF1r0Z+baN/8R/eYcgdLxBpMjTq+oGmpCl6ew+wE4j1/P8n4BUp5YdCiL8DtwF/a4J+KBRtkpbqRz8Tmjor6W9/+xt3332337b333+fCTfe5E6JbUEuqbNByDCO9kKIrsBs4FngXmA8UAx0klI6hBDDgT9KKS8Pdp1BgwbJjRs3hq2fCkVbwJfHX8No1S500hIJlJXk5fph3Rs1K2nXrl307t3bb9v48eP55JNP0Ghan9CBEGKTlLLOYoJwv5JXgQcAl+f/BKBMSul9RjsMdAl0ohDiTiHERiHExuLi4jB3U6E4/wlV3aql0hQF1q1WK3369Klj9H/66ScWL17cKo1+MML2aoQQVwEnpJSbam4OcGjARw4p5ZtSykFSykHhKj+mUChaPo1ZBjFQnGDWrFmYTCZ+/PFH33GffPIJUko6d+58zv1viYRzyB8JXC2EGAeYcPv4XwXaCSF0nll/V+CnMPZBoVC0chorK6l2nMBy4gBf/+V3fsdMmzaNd955p1k08puSsBl+KeXDwMMAQog84H4p5RQhxEfADcCHwDTg03D1QaFQtH4aowxizTiBw2Zh9au3Y6ss8zumpKSE+Pj4Rut3S6Y5HFcPAvcKIfbh9vm/1Qx9UCgUIWjq9Mn6aAwpZm+coOCrOXz1zA1+Rn/4bc9hsTnajNGHEDN+IcTiBlyjVEo5PdgBUsqVwErP3weAIQ3rnkKhaA68bpFvdh4l0qjDbHUwqnfnJhN1q825ru7931crWPLwFX7bJubfQczQyRSVVDX76uWmJtRQ2Ru4Pch+AbzReN1RKBTNjdnmYPH6Q/RNjWdyTjqllRbio01sKyjhk/UHuXpwt2ZZsHQ2q3vLysro0KEDdvvPOv+6iGgue3A2Y4b3YuKIHjw2b0OLWL3clIS6e49KKVcFO0AI8WQj9kehUIQRby5/uUeT31tA3FTDkGuF4LL+ycxfs59Zi7b4FkxdkZ3CTSN6om0FgU8pJb/85S/55z//6bd9yB0v0S45EwewaN1BBDBzfFarWb3cWIQy/C4hhElKaanvACnlgkbuk0KhCAOBVr9ekZ3ClJw0NHYnBo/bxGx3Mn/NfhbVknH2GspJo9J8x7ZE/vOf/zBu3Di/bRkX30K33JvrHLtsc2Gzua+ak1DB3SlAoRBijhDiCiFE23p3FIrzhPoKiC9ad5B53+yj4GSlL3hr0mtZVs+CqWWbCzHqtc0W6A3GiRMnEEL4Gf2ePXtSeKw0oNGHM18HcL4Q1PBLKa8D0oDlwO+AIiHE34QQo5uicwpFS6SlZLucCcFWvy7bXEindpG+FbDlIRZMFZebWfXj0XqPaWqklNxwww107NjRb/u2bdvYt28fHeJj653RtxR10qYmZIRGSlmBW29nthAiAXcO/p+FEPFSyuRwd1ChaEk0dwnDsyXU6tfSSgsxEXqMei1x9SyYSk6I4vZLepMYF0FvKXG6JJUWO9EmfbPV812wYAE33XST37ZXX32Ve+65x/d/Y6wDON9o8J0RQrQHJgA3AfHAv8PVKYWiJdLSShieCaFWv8ZHmzDo3A4Au9NVx1AmJ0TxfP4wFqw5wHMLv/cb9KaNyWTx+kPMXb2vyQbDwsJCUlNT/bYNHjyYb7/9Fr1e77f9fFAnbWxC5fHHANcCk4BsYDHwDLBChlPWU6FogbTkEoahqD3rjYs00C7KQFmVjYv7duFYWTVdE6IAMGg1TBzZ089Q3n5JbxasOVAn4LvQE/DtkxLvFzsI12DodDq59NJLWbFihd/2ffv20bNnz3rPa6lVvpqLUHfkIPBf3Hr5n0sp7SGOVyjOW1p6CcNgeGe97aIMpCbFcFFyPKeqrCTEmHC6XBh1Wl+mTnm1jT//Zzszr+pHfl4mJ8vNJMZF8NzC7wNee+nmQiblpBMboafC/LOJOJfBMJDraO6cd7njjjv8jnvnnXeYPn16g98DaJlVvpqaUIY/RUpZDSCESBJCIKVUGsmKNklLL2EYys9u1Gu5ZnA3Zq/cU9ddk5eBze7EKSVxkQYOHD+NTqthe0EJJZVWeksZMkbQPtroZ/jPdjCsHUdxlB3lq5f9Df7ll1/OsmXLzju55KYiqOGXUlYLIZ4Afos7A0gIIRzAn6WUTzVFBxWKlkJLDhI2JOgcKkYxqGcSG/YVM21MJuMHprLnaBkHjlVwWf+uGPW6kDGCU5XWOtvPdDCs2UeXw866N+/l9DH/9/vw4cN06RKwjIeigQQdLoUQM4FRwGApZbyUsj0wFBjp2adQtBkaQywsHNSXo79w3UFmr9ztSzcNFaPo3bU9/9t2mDkrd3PVoFQSo02MG5jCF1sOU1Ftq7du77jsFLYVlPjN9uHsBkNvHw99u5D/PXWdn9EfNOVRLDaHMvqNQKhPaj5wqZTypHeDlPKAEOIW4AvglXB2TqFoabTEIGFDg86h8vMrzXaSE6N953RsH8nMd9Zwy+h0YiL05Odl1MmM8bqJPl1/CJNee84ZM9+u3VBHTK1T31z63nA/wlM2Uvnoz51Qhl9f0+h7kVIWCyH0gU5QKM53WlqQsKFB51AxipgIPSCx2J1UWe04nJIDxyt46qNNxEboGdgziVvH9uKW0RkUV5iJjzaxtaCEZz7ezBXZKXww8xKqLHZ3fOEMB0Oz2UxmZiZFRUV+2/MenIshKs7Xx+aOo5wvhDL8wdYyt711zgpFC6ShQWen08W47BS/lEwv47JTcDhdFJ2swqTXEmXUI3E/4XSINXHrxb3ISkmg2ubA5ZKUnrbyypJt7Dzi1rXfsL+YpFgTb9+dd8Y6Po8++ijPPfec37bs/KdITMv229bccZTziVCGv58QoiLAdoG7nKJCoWhmGhp01moEU3LSEMDqnUeJqKGzPzknjT1Hy6kw27l+WHdcUuJySSaPSuOy/l1ZsOZAHaXOJyYO5JXPtrPrSBnl1TaKKyyU13DFhMoyWrNmDSNHjvTr7913383Lr77O7JW71WKrMCJawzqsQYMGyY0bNzZ3NxSKFovV7gxoLPPzMn2BaACb3clpi50ok57yKitxUUaqLHb0Wg0Pvb+O/t0TfAbWYnPgcErmfrO3zireWy/uRf9uiZRX24g26dlWUMLcr/fyyowRvqePd1fsDphlZDVXccEFF1BVVeW7ZnR0NIcPHyYuzu3W8Q0aNeIoEcaWuSq6JSOE2CSlHFRnezDDL4QYK6X8yvN3dynlwRr7JkgpF4alt7VQhl+hCE2VxY4QgpMVZtpHm9heWEJRcSXXDu3umylbbA5mB0j7zM/LQAAOp8Sg02D27JPAxJe+9LmRkhOieCF/GF9sO8KSDYcorrD4yTuXnLaSGGti7td7Az6BWDe8z6olH/pt+/bbbxkxYkS43542SX2GP9QQ+iJuqQZwa/PUdLo9BjSJ4Vco2hJnI3hmtjl4/+u9/G/bYdpHGzlVafWlV5abbUzNzQCoN48fYFJOGv/ZVOgrwrKjsJQ/XNPPz+g/M2kIRr2OYekdGDfAncb5zle7WLTuIBoBw9I70Ll9ZJ0so5P7NrN5zuN+2x599FGeeeaZc3uzFGdFKMMv6vk70P8KheIcOVP1T+8gITwpnVa7s04+fc2UzmDSzFNzM0i/IJYvth3mq+1HAIiPNvkCvC/kD2fBmv11Crk8nz+MB+asZemmQqbkpFNebfUNFraqclb+aYpfW126dmXP7t1ERkae8/ulODtCGX5Zz9+B/lcoFOfAmap/egeJ7bVm5rWx2J1UWew4XcFlFyrMNvokJ5AQE+Gbze87Vsa47BSyUuODVuWaMbYXT320iVOVVpLiIjDoNGz8YBbHtn/t107u797g8xd/6Rd3UDQ9oQx/DyHEYtyze+/feP7vHtaeKRRtDO9CrJrKmeXV7qzp2oJnNQeJuEiDb2ZeX0qnyaBDqxEh0z5v/etKTtbw2988sic9O8Sh02mYtWhLwH4v21zI5Jx0kmJNxMeY+Pjjj/nsEf+KVxmX3Uq3UROYMLQ7TqcLlOFvVkIZ/mtq/P1irX21/1coFOdAlcXOQ9f1p29KAqWVFuKjTT4felFJld+q1ZqrdcurbWwvLAmYox8XaeCG4T3YXlhCQrSp3rTPcdkpfH/wJCcr3OW1vbN5jYBbRqdTabGHFGnL6WYiyuS/rjO2cw+G3PESkREmxmWnMDknDa1GeYmbm1AibauaqiMKRVsn0qRnW0FpnXz55/OH8di8DX6rVmuv1n17+S5eyB+OxiOpkBRr4vZLepOVmkClxU6kUceen8rqLUhy4/Ce/GHOd3X6tHRTIZNHpRNpqF+kzagV3D7lBv735Rd+2//7zUZGD+1Pcbk5oPyzovkIVYhlW7D9Usqsxu2OQtE28bpu6vOhzxyf5bdqtfZq3aKSKl75bCu/v6ofU3LS0WgEc2rJL1+RncKFXduTX0tryGJ3cN+731FUUlW7W1jsTkoqLZSctgR8ojjy/f/4YdGrftsefOpFTiYM5KUVxzhq30dWagL3vruGS/t19WUXKZqXUGLWLsAJvAdMBMbX+lEoFI1AqGLoKYnRfml03tW6Ndl1pBy9VsOPh08x2+P/r6nWuWjdQeas2uOTYnBr84BRr+OEx8VTG6/k8uyVu5k4ogcThrqVSatLj/LF41f5Gf347lmMf/Yzug29gufzh5GcEMXCdQdJ6+xelLV0U6GvoLuieQlq+KWU/XGXXYwG5gHPAn2AI1LKgvB3T6FoG4QSWjtRbmbxxgLfMREGHdNqSURb7U6KK8z0SY5nWRC1To0Q7pW+K/Zw40tfsvlAMeNCSC7vOlLOA3PW0qtzDEUfPcbqV/0Lo+Tc+zaDZjyH1QmL1h3kozUHmDG2l1+RFm/mkKL5CbkGWkq5C3gCeEIIcRMwB/gT8EKY+6ZQtBlCCa21jzby3y1FlFVZyc/NQAjBp+sOMqhnEtPyMikuNxMXZaTw5OmQgdiKahsrfvjJF+R9e/kuns8fhsD9dFFTcvnGET14YM5aAFZ/No+3fv1Pv+sNnPQwCb1H1m7GP9PHU6RFqWu2HEIafiFEF+Bm4DrgFDATWBTmfikUbYpQQms2h4tXZ4xkR2EJLilZsv4QyUnRZFzQjrIqK+2ijfxQWMry7UeYOT4reNpmpIGvdhwhNSmasiobRSVVPDBnLTPG9mJyTjoWm4PoCD1FJZU8MGctP/74A9+98Ru/61x73QT+8fZ7TP3zijptwM+ZPlcP7uYr0uIVf1M0P6G0elYBMcAC4GOgtOZ+KWVpoPM855qArwEj7gHmYynlE0KI7sCHQDywGZgqpQz6/Ke0ehQtibORVGgIgYTWxmWnMHGEO+OmuMLCFdkpzBiTidnm4MNv97Os1ira6XkZHCsz8/mWooDyy7eOzfS4dUTAlNHYCD2v3TqSOSv3kD+6O/2zsig+6q+RX3j4J5K7dMZqd3JjDR2fmpj0Wj6YeQlWu4NH523wE39TNB1nK9J2iJ9X6NY8UABSStkjyLkCiJJSVnqKtqwG7gHuBRZKKT8UQvwd2Cql/FuwzivDr2gpBFOdbAyj5hVa82bcbD54knc9RtnLG7ePYvn2IwGfDiYM7c6gnkl07xjDR2sO+LluJuek+Yqt15ZdmOhx6RRXWHj/nosZds1t/Pjle37X/uTTxVx2+RU+lcxAK429XD+sO5Nz0rA5XEQZ9Upds5k4K5E2KWW3s21QukeUSs+/es+PBMYCkz3bZwN/BIIafoWiJXCmkgoNvWbNp4efTlXz7ordPHr9AO74+yrfgiovcZEGOrarK4Lmxetb/78P1nPjiJ5Mzkn3zewF8G6QlNFfXd6HT/+7gthIfz9896FXcPG0Bxg5Zqif8fbWIA60LkDN7ls2ofL4O0kpj53tMUIILbAJSAPeAPYDZVJKh+eQw0DAyslCiDuBOwFSUgJnHCgUTUlDa9s2lECCbFdkp/DAtf0x25x1jD7gkXKwhlxFW21z+Eomto824nS6eOOOnHqzfRZ/t4uHbhpJWVmZb5vQ6sh74H30EdGcKLcQY6obmG2JNYgVoQk1PVmGvxTzGR0jpXQC/YUQ7XAHhHsHOqyec98E3gS3qydEHxSKsNPQ2rahMHvKF75fS7O+pkzC5Jx0X4DWq90TadAxY2wmHeIiggZvvVk0NTV/OsZFUGEOnO2za9mbFK5d7Lfts8+/ZNF+nc/FFKzsYUurQawIzdmWXvQigGD7AZBSlgkhVgLDgHZCCJ1n1t8V+KmhnVUompOG1rYNhs3u5NP1h7hyYGrQp4epuRnMGJNJx3YR9E1J4FSVhQ5xkRSdrOTHolNBa+fu+amMmeOzyEpJ8M3CT1SYiYnQ+/W/5MBWNr37qN/5GXk30m3sNA6LC5gxNp7nP9miXDfnIaF8/Gd9p4UQSYDdY/QjgEtw5/+vAG7AndkzDfj0bNtQKJqShta2DYTXl3/ytIXxg1LrnX2De+ZfVmXligHJvLtyTx3tnptH9qR7x5iAeffTxmTicjk5UmpGAnanCwk4XRKnUzIuO4X5K7ayctZkvzZj4xP595freGHpTvBcd1peBh/MvASXVK6b841whtk7A7M9fn4NsEBK+ZkQ4kfgQyHEM8D3wFth7IPiPCVcKZXBONtgZm1ffodYE/+4Kzfo00O0yRA0EDs4LYmLUuKZnJPOqUoLHdpFsuXgSZxOJy4Jy7cfYfXOo0R6CqqP7N2ZW3J68s2c51g5d65few//ZQH3TxvvW6jlbau4wsIbn+/gyZsGN84bqGgxhO2bIqXcBgwIsP0AMCRc7dakOYyDIvycaZWqxuRMg5mBMoFOVPdRttQAACAASURBVFjYcuhkve6a64d1R68V9QZivZk7t77hXjzVPtrI/90wkE/XH6RvSjxLNxWQlRrPlBoZPX99Zx4xl/fxu86jjz/Jgw89zNaCEh6Ys9YvZdSk19Iuysj+YxUNjl0oWg/nrRVsTuOgCB/hSKk8U84kmFlfJlBtGeWaTw83jUyjPEQg2at/U1Bcic3hol2UkZwLO6PTarjcUzN31qItVJQWs+qFfL/zL7zwQjZv3ozUaJm/ej/zVu+r04ZXo8fmcCmZhfOQBn1DhBA9gcNSSqsQIg/IAuZIKcuCn9k8tATjoAgPjZ1SebbUfpqUUiI9/fNtQ3K6OrAvv6ikij/M+Y7n84czOSedimobiTEmbE4XEDqQ7M3cAbeRPlZWzchenbDYncxfs5+F3+3n+3lPc3LPBr9z123aQlbfPhj17s//zaPSsDqcdVYLezV6QsUuFK2Thlq/fwODhBBpuH3yi3GrdY4LV8fOhZZiHBSNT2OlVJ4LtZ8me3aM5U9ThzLvm31+T5gThnbn5lFp9Rrw4goLeq2GzzYVMGFIdyQw9+u9LN1cyEPX9Q+aueOdjV8/rDv5uRn8cPgUC9bs4/6r+/PmW+/y/QJ/DcXeV91N+sjx9Ot7EQIoOW0m2uQesLyuq5LTFmIiDGwtKOGxeRsYkt5BZfOcpzTU8LuklA4hxHXAq1LKPwshvg9nx86FlmAcFOGhMVIqz4VAT5O35KYz95t9dQKx81bvY2SvTkEzgTQCrhnUDaeULNlYwPLtR7DanfUqZl6ZnUJ+XgallVYW3HcpB45V8LcvfmBoekeu7RODqdaTbLuUCxk04/+h0Wp9ypxCgMmgY/OBYgqLK7l2aHeMei3xMUYEgswL4nhlxgi1EOs8pqGG3y6EmIQ7/dJbgEUf5PhmpbmNgyJ8nEtKZWNQ+2kyLtJA35SEeguRv7xkGy/PGBE0E8jrNhqa3oErBqT4RNNqK2ZGGHRsKSjhwffXMqpXZ64YkExUhI47Lu7F6JzRfL9pvV/bOTPfIqJ9R9//3qLrt76xApvD5dPo+WT9Qa4e3E0txGpDNNTwzwDuAp6VUh70KGy+H75unRvNbRwU4UMrBJNz0oBaM+EmWmRU+2myXZSB0kpLvU+Y+49XUG2115sJVJ9sw/P5w3hgzlqf7MLrt47k8fnr2X/sNFcOTOEXA5L5w3vrWLnkA3Z95i91deuDf+JwVJ86ffG6iCrMdgBfamhWaryqjNXGaJDhl1L+KIT4Ix55BSnlQWBWGPt1TijxqPMTr5tlw74TvpmwN13xWFkVwZRmG4vaT5NlVTbio01BnzCjjHrfZ67mbLq+JASvQZ4xthdPfbQJm8NF+xgTM6/qR2KsiaKSSqY/N4+Fz8zwaytr2Bjeeu8D0jq3Y8Ga/fUGbGviTQ09bbFhVDP9NkMokbYU4HngYqDMvUnEAl8BD0kpD4W9h2eJEo86//C6Wax2p58A2alKKzaHiwX3XRr2PtR8mvRq4ew87JZQ+Gr7EZ82Tnm1u8REsCfMUHV2J+ekExuh55KsruwoLOWr7Ue4LS+N7H59qSo+7Hd87h/mEBefRGaXeB77YB35uZlMzc2g0mInJsLAxv3FdXL1wT3QnKq00KldZCO8O4rWQqgZ/3zgVWCKR3DNq7h5I27JhWHh7d65oXyW5xe13SwVZrvPbeH+P/xB+wiDjhljMrm4bxc6toukrMpKYqyRC5Pbk5+bQXGFmfhoEzsKSyg8Wcm1Q7rXO9k4bQ6ehHCq0sKNI3py5cAUkPDxO2+QeN2Tfsf1n/x/dOg11HdOaaUFs83JI/PWkxRr4u2785DA859sqfeJJDE2Aqdyf7YpQhn+RCnl/JobPAPAh0KIp8PXLYWiLs0ZtK+dt6/Tath3tJyMLnGAYO7XdRcL1nYreq9R7rlGhEHHi/lDeW3pjjozcZNeS8d2kYwbkMxr7y/l0duv89t/wYBL6HPtPYgavvna+f2jL+zsM+j1xbzc1bgk4C7Arla5tw1C3dlNQoi/4i6Y4q2/low7u6fFpnMqzk/CGbS32B0IBKc9bkFnDcNntTtZsrGAxRsOYXO46JsSz8yr+vLfLUVYHE62Hiqpk8rpXSw4JScdm9NFhEEXcCX5tLxMXp0xglmLtrBhf7Hf6zl24iQD+vbm1KlTvu1CCF5YsJovdv68zUvN/P5bx2Zy1cBUNEJQZbEzrb6YV24mCMJaVUzR8ghVetEA3AZcg7tgisBdPGUx8JaU0toUnVSlFxVeAtWlPZegvXcWXnLaLYHgcLqoMNtpH2X0BYuFEJyqshIbYUCn9czYIwxsLyyhT3I8k19dXu9TyPz7LsVsdbBgzf56SyWO7duFC+IjueetbymusDAuO4W/3D+JHdu3+R37waLPuOoXl+FySf6zuZB5q/fVye8vqbTSLtKARgjmrPJfZDZzfBYpidF+MS8EQcsnqlXurZuzqrnbUlCGX1ETn9ulhgE7m3qugernenPbH5u3gX7dEpick8ZLi7dxz5V9mb/GXdzcpNfSMS6Ci7O6MCKzE1Nf/6reNt76VS7to41MCjI4vH/PxSxcd4DrhnRn/gdzufP2W/2O+fVvf8eUXz/MW8t3+Qqu5+emo9NoKK4wExtpZGtBCR+t2YfZ5uS2i3vx/cGSgKt+J+ekcdPInpj0Pz/NBCuYvuC+S9WsvxVzVjV3hRA63DP+a3HP+CXuwimf4p7x24OcrlCEhXMN2oeqgCWAKaPTeeqjTbSLNPD7q/oy/9v9bNx3goeu60/flARKKy0kRJtAQI+OsRw4XrcekUmvpX20kdLK0KUSV23cyfQxversH/PQBxTFtWNrQakvt99bpeumkWm0izKy68gpvthSxNFTZgAu7BrPs/8O7Ildt+cENwzrgRW3Pz8m0sCD1/bnnVoF3b19U6vcz09CTZPew53G+SRuFw+4q2ZNw72A66bwdU3RlmgqCW2r3cmCb/czYViPkKmUvbu04/L+yRh0WrYcKuH5/GEsWHPArzDKuOwUnp86lJnvrKljOMdlp7CjqJQ+XePrDUobdRoG9enJyeJiv+39bn6EjheOAALn9i/dVMiUnHR+PHyKPsnxJCfGEGnUsftIGRX1ZAslJ0TxzOTBvO/RAwq0YKy2NLNa5X5+EuqblS2lrK1odhhYK4TYE6Y+KdoYTSWh7V0wdaS0iipL8ApYpZUWpo/JZOWPPzEkrQMzxmawYM2BeoO4j90wkOc/+R6HS2K2OhjVuzMTR/Tglc+2Y9RpAwalj29cwtbF//DbljdmLDGX/SFg32rm9sdFGtBoBJsOnOTpjzf7GfHpeRkBn0JuvbhXwNdQe1Dxola5n7+EMvynhBA3Av+WUroAhBAa3Hn8ddMKzkNUMZfwciYS2t57UWWxE2XS++5FQ++RRgi2HCrhucmDMep1QVNDE2NMJESbSOscR7XVQVZqIk6nZOO+E3Vm9lsOljAlJ51XZoykvNpGXKQBs82BXqfhtot70TEugl5d2vmyaoy2Uj56Ykqddk+dKseKjvw/rwj4XtXU4b91bC/m1FOhSyPg3vFZ/OZfq337QmkK1RxUbA6XWuV+nhPKgt2Mu07uX4UQp3Bn9bTDvXL35jD3rdlRxVzCT0MltG12J4dLqujULpLTFjt6nZaS0xY6tY9s8D06bbYxNTed+WsOkJUaH1T22CVlHZnlK7JTeCF/OG9++SPHy80cLqkiNkJfr/vkphE9efqjTVjtTiaNTuemET345WV1NXSG3/7/mHbj1RgjI4kQIqQOv9PpIis1gecWBvbje9+3yTlpLFx7EIvdSce4iHpdQOAeNCw2B6/fOpL4GJNa5X6eE6rY+iE8fnwhRALuLKCTTdCvZkcVc2kaGiKhHYt7Frp8+xGW1TCuL04bzuwVu4PeI3APLt78/OweicxatIWN+04ElD0el53CLbnpLNlQEDDwqxFw1+V9MOo02J0uqm2OoO6TZyYPIcak55FHH+PKl5/3e32dsnLJuuEPAL62rhnczW9A8spClFXZuLhvF3YUlnD5gBQqQ7iqKsw2bhrZk5tHpvmyn4Cgg0qEQcfj89fzyPXZJMaogO75TEjLJYToxc95/FII8RPwqZRyV7g715yoYi5NQ0NW4zqcrjp690a9lk7tIkPeo2WbCugUH8VFyfGcPG1Bp9VgtTspKqnykz12Sy+4Z7o6IQKWI/Red9KodG7/2youyerKzaPSgtbGHZhgZfCg7Dr7Lnl8ERqdvs7xUzxPBu0jDaR2iKFPcjyllRaSYiNwSYlOIxAaQaSxrqvKO0iYrQ5iIwx1hOHMNkfQFbxbC0rYf+w0MSYV0D3fCZXO+SAwCbcuj1fsuytuyYYPpZQtVqHzXFHFXJqGhqzG1Wo1dYxrKDlki91JyWkLY7O68PmWw7zxnx3YHC7eujvPZzCLSqr8xN6qrQ7+dXcuxRXBr1taaSHSqGPN7mNc2q9rwGNdTieLH7+KxQ/7b//vim946ZvyoH3+dP0hbrukF++v2stzC7+vtdI3g4Ljp0HiezJIToji1ot7+dJMk2IjsDtdflr/FZ7YQ6AVvKrUYtsj1Iz/NqBP7Xx9IcTLwA+0YGnmc0UVc3ET7uB2QyS0T5Sb69yHhsghx8eYkFIyLL0D4zwFTvYdK6vj268w2xFCcOPwHjgcLhJjIxpU71YI4ZtZ1zz2x8V/4fDGz/3O6zP2Bt7+x1/ol5rIX9bWv2AqPtrE0IwOvLdqb8AMIoCrB6cSG2GgX7cE2kcZuKzfz8XV/QaJMZksXn+Iuav3+bZPHpXGlJx0VWqxhRPu712oK7mAC4CCWts7e/adt6hiLk0X3A4loR0XYBAur7axvbAkaIC26GQliTEmnv5ok2/F680je9K9Q6zPt58Ua+L2S3qTlZqA2eZAp9VQdLKSCUO7s2b3MT+JZe91vcVMkhOiqLLYfZ+TUwU/suGtB+r05bf/XMUfbx7CgjUHcLoI2ucfD5cGXYDlzb65b/Z3vDx9OHl9LmDBmv31DhIXpcT73jeL3cnbK3ZTbrYxNTdDlVpsoTTF9y6U4f89sFwIsZefRdpSgDTgN43SgxZKWy/m0tTB7WCrcesbhN9evotXZoxAE8R1MTitgy8/3RtwHZregeGZHZgxJgOndGvVPLfwex66rj+FxZWkXxDHzaPSuLRfV2IjDGwrKGHu13vp1y3Bd93khCiezx/Gd7uPM3FoMnddXjdbZ+u2HbTvnEpirInDJVVs3HciaFD5xhE9ePWz7XRqFxnS1TS2bxe2F7oHiYZo+teUr/bGPwIVh1E0L031vQuV1fO5ECIDGIK/SNsGrz7/+UxbLubSkoLb9Q3CQ9I7YNRpmZKTzqRRP1fj2lpQ4luFWlzhb/yWbS5k+phMTltsSAROl4u8Pp0RAgZ0S6B31/bM/3Y/Ty7Y5Dfbenn6CH44XMpTCzah0Qhuv8S9GGre8/fyzfL/+vX3yaeepuPQCTy2tBCr/VCd1bE1g8qnKi10bBfJ1kMneWDOWqx2J0khXE1JsRGMy07hlSXbGjRItI82+hl+FaNquTTV9y7k0OFZuLW29nYhRLSUsrJRetGCaavFXJoiuH0mfsxAg7CUEheSKquDX//zG181rtpGrqbxS4o1UW21E2HQUW21E2nU0z7axLS8TKwOt5xDILdJuygDl2R15elJQyittLBl7Sp+dfV4vz5qdAbW7ypiw/6TIcsp1gwqPz1pMH2S43l84kASot2ZRfW5g9xuRhcHj1dw39X90GhC5/179flrbm8rMarWRlMllZzLM8OPuN0+ivOQcAe3z8aPWXsQttqdfLh6HxOG9cDqcFFQXHceUtP4JSdE8UL+cL7YUsRl/ZOZv+aAb11Ah1gT/7grN+BsKzkhisv6JbNgzX4+WbOTz5+8oc4xo+97h46du5BxQXue/GhzwP7Xdr1UmO3YHC4iDXp++9Zq2kUZye3TmUuyujIlJy2gO2jSqDT2/FTOw3PXExuh54X84UFTNGsWV/fSVmJUrZGmSioJlc55b327gOhG6YGiRRLO4HYoP+bknHT0Wk3QJ4Ga10i/IC5owNRr/GaOz2L+mv1kpcYzv1ZAtHvH2HpnW7de3Iv5a/bz0G0TKD+822/flHue4Ne/uos/LtjUoBTT2q6Xcdkp7D1axp2XXkhWagKVFjs6jQYnLi7r37VOQXmnS/LXz38A3NlIz3+yhZdnjAgYi8rPy+TT9Qcx6bVtLkbVWmmqpJJQM/7ngBcAR4B9mkbpgaJFEs7gdiA/pnfx0Tc/HuWW0Rnc+teVnKyw1PskUPMaby/fxYvThgcM8k4c0ZM/zPmODrEm+ndL5K+f/8CUnHQ/zZrkhChmXtU3oH5PXKSBXWu/5FfT8/3fn/adyJn5L07rtfTrlkhshL5hKaaep4+a76VLSl+AuXY6pgaINukRwPFyC39atMVPK2j/8QqqrfaAsSiTXsvVg7tx7ZDubS5G1VppqqSSUIZ/M/CJlHJT7R1CiNuDnSiESAbmAJ1wp36+KaV8TQgRj7uIezfgEDBRStkmBN9aG+EKbpfXmFnXXnwUH23C7nDx6IRsXl6ylaKSqoAZDTVn50UlVRw8UcGYi7r4grwJMSZOm20YdBqeunkwCTFGyqvtRBp1dWbl7hl9Xf0ea2UZHz1+Cx/V6n/eg3MxRMUB7ll8pcXOxBE9ef/rvUFTTK/MTkEj4PXbRhEToWfv0TIqqm0sXHcwaBZHjEnPDM9AWBuTXkuUUV9vhk5bjVG1ZpoiqSSU4Z8BlNSzr05Vl1o4gPuklJuFEDG46/d+CUwHlkspZwkhHgIeAh48gz4rmpDGNhxmm4Nok9tQdYg11atxn5+XwcvTR3Dvu26d+5oZDWabw88XGhdpIK1TO6a8thyjTuMX5I2N0NOpXST/b8pQok16qq0Ov1l5TdXKmqmWf/z9bRzb6Z/TkDXxQTpdlOO3zaTXEhtpILtHEr8YkEKF2UZ298Q6Tx9XDkxhyuh09BoN8dEGBIJeXdojJSGzOJxSMrp35za9pqStEe4BO1Q65+4g+46HOPcocNTz92khxE7cKaHXAHmew2YDK1GGv82gEYLNh04yLjuFrNT4ejXuAabkpHH3L/rw8Nz1WOxOqqxuv/iclXvI6pbgm1nX9K1b7U6/YKY7iFpOSaWFU5VWcnp39puV1zy3qKSKyQ+9zn/f8P84Dh8xkmlPvFmv4S06Wclv/rXal6UTYdAycUQat4zOoMJsI8qoZ3thCUs2FHDN4G4IARLJiXIzEQZd6CyO2Ig2vaZE0fg0RKStD3BCSlnsUej8E+7A7lNSyh8b0ogQohswAFgHdPQMCkgpjwohOtRzzp3AnQApKSp56HyhotrGW//byQv5wzDqdUH14afmZpDROc6nEW/UaXnXo8a588gp/jhxEAJYvfNog3zrLy/ZyqxbhrF4/SFuGtHT71ysp/ni2Ul+52l1eq5/5mPenTkOIYSvXxa/J5NMZnnkkb2ZOgBPfbSJpFgT//jlaH771mqOlFYDbjfXLaPT0Wo1rNjxE9cP69GgLI62vKZE0fg0JJ3z78AEz9/PAseA7cDbwLBQJwshooF/A7+XUlZ4v0ChkFK+CbwJ7mLrDTpJ0eKJjTRwosLCK59t5+7L+wSd7Z6sMNOxXQTJiVH075aITqthy6ESnpg4kL4pCVSYbUzJSWPamMygypMThnZn39FySk9bcbkkfVPjiTTquGlkT/LzMpgyaRJfLPzY75zhd79OTKcejB3QnbIqK6t+OMpFKfF+WTZbC0r4dP1BLu3Xle/21H0ALq6w+BRBvSzbXMi0MZl8/n0hH6zeR0aQjKTabhzlr1c0FqHSOZ/ALc/wK+G22NfhNvi9gK5CiMeBlVLKr+s5X4/b6M+VUi70bD4uhOjsme13Bk400mtRtAK86WrLtx8hOkIfdLbbPtrEabOd3D4XcEV/twb9s5MH14kJTM/L8PnQa7pDenaMZeb4LJITozlRXs0/7sqlymKnZ8dYnC7Jzfc/z3///rhfu33G3UGXYdf4ZQUZdBrmeYTOvO4cbwzBpNfy/j0X15FF8L6G2guoLHYnp80230Dx9vJdASUclBtHEU5C+fifFEJcC8zDnZ0zWkr5MIAQ4hIp5VP1nesZKN4CdkopX66xazHuYu2zPL8/PbeXoGhN1ExX23n4VNDFRzsKS8jukcRlWckY9FqMThfvfe2vWpkUa2J4ZiccLrcbZXJOGtPyMimvshIbaWB2gEVieT0i6JXew6+9hOR0/r10OdlpnSittNAxLoIfik7xymdbue3i3r7BqaY7B3425LVlEbyvofYCKpNeS0yEgQPH3PVwa9cF8LbtcLmU0VeEjYa4ep4CvgbseMotevz+oSpxjQSmAtuFEF5H7iO4Df4CIcRtQCHu+r2KRqS56wSHat/rr9YKQd+UeCCwYNmXWw/Tv3siEUb3uTqthtU7j5KaFE1Zlc23cnXBmv1+xn1aXgaX9Utmdq1FYmarjUd+NYXSA/5xhZG/+wdRiV147pNtxEbs9GUBzVr0PUKIkPGDhBgTIzM7cbzsYEChuJpcOTAFp9PFwxMG8NfPf6CopMqvLkCndpG8MG04X249zC8GpLTKKm/N/flThEbIVpAKNmjQILlx48bm7karwGp38u6K3c1WJ/hs2q+yuPXwT1aYaR9tYnthCUUnK7l2SHe/c8qrbWiE8PnYq6x2Nh88ybtf7faTTo6LNPDub8Zw8yv/8xnrI5u/4IdPXvdrd8b9z3Aktn+d/kwY2p2LUuJ56iP38pUnJg5kW0FpQD/8hKHdGZregSqrg6zUBN8aApdL8p/vC5n3zb46g8Fj8zb4KX3WXJB1/dDuDOyZxFMfbWLBfZe2ull/c3/+FP4IITZJKeuk3qth+DyiuesEn237USY9ZpuDTu0iqbDYGNgjiQHdEv0MhVeXp7ZByc/LILd3Z7YcKuGdr3ZRVFJFuygDxRXu4i3VJT+x+rU7/dqL79GPTWtW0T7GxPxv99dJkZw0Ko0H31sHuGf0RcWVTB+TGTA3/4bhPxvvmv7/uEgDL04bztWDu3Gq0uoreOI9dv/xCgTwy8su5J//24nZ6iDnws7cONy90ri2IFdrmEU39+dP0XDUXTiPaG4p5XNp32sQEgNkrAQzKABZqfFsLyz1yR6XVdmIMWpZ9/ffU/6Tf+3c0fe9Q7vETiTERvJ/H6xnam4G+XmZlHqqUe3+6RT7jpXz4rThVFntRBl1bCss5avth5mck8bU3AwqzXZiIvQ4XZL7a8zYa/r/bQ4XJoMOh9PFcwu/53hZdZ0YwFJPhs+sW4YQZTRgszt5Z4V78KqZytlUBXHOleb+/CkajjL85xHNXSc4XO0HMyhexcuXl2zzyR7fNvP/SLj/Mr/jsiY+RKeLRgFuP/vJCjMHT5zmkXnryUqJ5zfjLkKv05CcEE20SU+F2UaMSU9xhYU+XePZUViCQavl3+sO8u2uYxh0gv+7YSD9uiVw4HhFnX6Ny07BandSXm1l79HANXaTYk2YbQ4ijQaOl5tJjDExfUwvKi0O0jvH4ZKy3kFv+fYjxEcbuWpQaouZRTf350/RcBr8iRFCaIGONc+RUgb+NiqaheauExwbaSAp1kSkUVenZOG5tB/KoHgVLz9YuopVr9/tt3/g6Mu54Bf3YHW4/KSNtVrBvN9fzMnTP+fk/2XZDp68eRA2h4tP1h/ySTZ7C6n0757IzsOl7D1aTlykAYNO61sIVjs47U0DjY8KHBj2SkTP/3Z/nZn8vVf3o8piR+NZ81Jz0KutbaQRArPN0SKMf3N//hQNp0GfFiHEb4EngOP8XGtXAllh6pfiLGjuOsF2p4s378qluMJMfLSJbQU/+93Ppf1QBiVCK5n7yE1Un/JfRLVy8y4u6NSJTu0i/RZdzXxnDYPTOtC/WwJvfbXLr3iL1e5kfgAZiUXrDqIRcGV2Kuv2FlNebWNrQQmFxZUBF3Z9sbWIqwamcvK0JeACLa/Uc7BauR+u3sdDEwb4CdrVp23UEtw+zf35UzSchk4T7gEypZT1CbYpWgDhknRtSGDRancy9+u9frPXK7JT3IVPthbVydA5E4IZFOeOxXRMuMJv28v/mkeBSCG7V4+Awm2AryRjzW0dYk1EGvUsC+KnnjTKXUhFCMHn3xcy86p+LFizn7/99wcijTqqrQ7GD0rlqoGp6LQaYiL0dQLDXonoYHIVk3PSefurXcRG/Dzo3Xpxr3q1jVpC8LSt16luTTT0U1IEBHZUKloUja3p0pDAYn1+aO8seXJO+hm1X3ugEVDHoFQf3cPqv/nXCcoZN5EXXnmdx+dvJDXJUa9wm7d/tYuiXD24m59kdG0sdidlVVYevT6bnp3iKK20YNBpuGZwKtPHuN/vuAj3wFhz4Zh3BXF+XibF5Wbio40h2ymttKDVCJ+g3Ffbj/hURAPRUoKnSlOoddBQw38AWCmEWAr41p/XWpGraCE0lqZLQ9PzGjObwzvQfLPzKJFGHWarg1G9OzNjTCZTczOYMPACenRP5XTFzwFVjU7Pi/O/Ztpl/XlgzlriIg3EmPQknGFRlMv6dUWn1QQvdB4XwfLtR3h8/ka/J5vpYzJJio0I+J7tP17Bb/61msmj0shKTeCP8zfw6q2jGtQ3r6RDQrSRUyGqe7WU4KnSFGr5NNTwF3p+DJ4fRRugoQa9sbI5zDYHi9cfom+qv898W0EJi9YfZNW8V/nbX9/wO+fjJZ9z5eWXYLM7Wb3zKLdf0ps+yfGUVlrQaQV/vm0kryzZxs4jZX7nXTnQXRTlr3fmEBNhwOF0Ul5tJzbCENRPXXSykg9W/5wiWvPJZmpuht975q0q5g10L1x3kBtH9MTqcLHnaFnQdvb8VOZLD/3z0h3cd3U/9Lrgg5IKnioaSoMMv5TyyXB3RNHyCGXQS05bSIwxNVo2h1YITxH0/X7By24c4fWHXmHw4AAAIABJREFU/Qu+dRt1A4OuuYM1J6O53OHi5SXb+MO1/Xh/1V5mr9zD1Nx04qNN6LQaZk0dxo9Fpfz18x8ornAHWyfnpHPytAWjTsvU15YD+LT0n5joXuhYR4I5N5OZ767x60fNkpHT8zIpr7bRIdZUp6qYN9BdabHz5l2jsTtcZHSOC9jOpFFpvhTQ5IQo7r06i7nf7PWrQVCbKwemYHc2j75Pa1hcpvAnlDrnq1LK3wshluDO4vFDSnl12HqmaFZqV7mqjVds7INv93H9sB6Nks1htjv9Ml1s1RV8MWuy3zHGmHhG3vMmOoOJCrOdHUWn2FZYwpTR6by3aq+vilagzJc/3z4KDXC0rBqdRvDKkm08PWkIVofLLw5QUzTNYnMQYdRRXGGmymr35ewHKhlp9lT0eiF/eJ3ByxvoNhm02OxOdDoN989eyy2j0+tkBD343jr+NHUYSbEmHrpuAPO+2cfCdQfZUKNCWB1to+E9WbqxgGuHnn0Q/WxoLYvLFP6EGpbf8/x+MdwdUbQcvF/mYDNMr/LkwrUHmTQy7ZyyObwzRpNey7LNhUgp2fHvlzi6baXfcWvWreflr0/VCdQu+HY/s6YOY9nmQh66rn/Qql63jE4nMTYCjRAcOHE6YI3copIqXlu6nSk5aYy5qAtajSApxuTz/wcrGTktL4P/bikKmA4qgKsHp7J4QwE3jezJgeMVPnE2b9aREIJ2UQYsdgdv352H5Oc8fq+S59OTBjM1N8OXNru1oIQ/zPmOopIqys22JsvuURINrZdQssybPL9XNU13FM2N98u8fPsRjpRWcd/4rDoaNTWVJy12J+We8oBnk83hHWS2F5by2PXZFG1bzZYPnvU7Jv3S6XTPuYG0XhfRcdsmKsz+CWbVNgcnys2Y9NqgmS/LNheSn5fBgm/3c8Nw91NKbT38pFgTt1/Sm6zUBCotdgx6LUdKKnlx8Tam5qaHLBkpBD7F0UDtTxmdzjc7jzJ9TCaJsSZOVlioMNuJizQwc3yW7wkiNsKAU0rMVoffE1eF2U60ycAdf19FlFHnl44KP8derHZn2F0vSqKh9aKG4zDT2vyfWiHI6pbgcz9otRomj0pjiscn7p1hesXGavrwzzSbo+aMMTnSQef4KL/9UR1SGH7Xa2h0el87g3sm1ZFAKKuykRhjokNchC+FMxDuql4Wvt19DJNByzTPU8pj8zYwbUwGU3PTEUKwZGMBf/nPDoorLD43zbOTB/PRmv3k57qNWbC0Sm+uf6AU0pLTFiKNOk5VWbl6cDfeXr4r6MKsaWMy6dEx1udi8tYIPllhCaiL7m3juYXfs/doeVhdL0qiofXSci3QeUBr9H86pWTroRL+38Lv/fo8OSeNt5bvZOfhMj+DNi47BcdZBhU1QvDZxkP8+OHTfPHjOr99I3/7N6KSkn3/XznQ3c5No9KwOpx+TyCXZHVBSsngnkkhtfPbRRlxuiSrdx7juiHdyc/NYEqORKfVeK6nIad3Z8Zlp7DVo/jpzdq5ZXQGm/cXk94lLqjBO1VrfUDN9uOjTVRbHUSb9FyW1YWySiv9uiUEfYK4d3wWv/nXasA9yIV6jTERBo6XVde5TmO7XpREQ+vljD4FQogoKWVV6CMVrdH/6e1z/StDM7l/9ncAfi4fq8NJFPozbu9fb7/LZ4/6Z+u8+OrrRPe+uE4Zwvy8TI6dqubHI6e4YXhPJo1yP5EkRJvY/VMZry7dxq8u78OxsuqgcYlKi41XZ4yktNLiy1b4bGOBL5uotj7P8/nDeHnxNrJSE9BpNXTvGEO7SGNQg5cYG+FXbrFm+9sKSsjp3ZkfikpZuqmQa4ak0ic5gec8Bdtr43WZTM5JY+Hag5RX2/ihqDRodo83FTTQdRoTJdHQemmoVs8I4F9ANJAihOgH/FJKeXfwM9surdH/GarP+bkZfHjvJZwo/zmo+Ni8DbwyY0TIa9d0eZ08dpgLe2X47Y/vdhEDpz/LTn0sM2pp32gELN92mNEXXsC8r/eS06szd735NVFGHU6nC61WQ1mVjQfmrOXXV/QJqJ3vDbx+sv6Qr37uM5MGs/nASfqmxgfUzfEGZB+4tj/zVu/juYXf079bPA9cOyDo4OKSkkv7da3T/sQRPfluzzEmjUpDoxF0ahdJYoyJskpryLTZfqkJTBjag1OVFpLiIujfLSHga5w0Kg2nS5KcEOVX4CUcrhcl0dB6aeiU8xXgctz1cpFSbhVCjA5br84DWqP/M3Sf7by9fBcHTlT4gorXD+secmbndXkt2XCQ1X+/j/LDu/32r93yI48vPgDgV4bQm+ny1ztz2HKohItS4imusLC9sITxA1NJSYqukyu/50g5GiEYnNaBW0ZnUGWxE2nUUWG28cn6Q7yzYjfJCVHceVlv+qYm8NrS7UzOSQ8aEJ6am8HybYex2p1cNbAbSzcWMHFEj4Bplbfkugu+3zzSXfu3rMpGXJSBaqsdo17DmIu6+Ln/OsSa+MdduSFdN/e8/S2A7z15IX84Yy7q4nvyqS1AN2NsL18FMe91wuF6URINrZMG+xqklEXCIxPrIbCFUACt0/8Zqs/RJj07ikp9Qc/rh3UPObPzuo9eff11di39h9++2x76E689MROXBKO+oE72SoXZ7jN8VpvDJ8GwbFMhj92Qzbsr99TJlZ+el8EzH29mw/5iYiP03DiiJ+MGJBMTYWDe6n2+QOqX247QMS6SSKMuZEC45LTbZy+EoHfX9jzz7818ue2wX4H0eE/JSI0QWGxOIo06XFLSPsrAQo+G/y256Xx/sMTvSeFEhYUth06GTJv1um68GUAJMaaQAnQ1A8zhdL0oiYbWR4NF2jzuHimEMAC/A3aGr1utn5r+z9pL91uq/7MhPtv/396Zh1dVXgv/t3LICCQiBFQEgswqiIyCyKhf1VqcRXFAL9aLrRUVb68+X+21PtorpehtrcO1TlgURdHW2orwIY6gEFAmQWYJSCGEIYQknAzr+2PvE845OVOGk5Nh/Z4nT7Lfs/e71977ZL3vXu8aXvzZ2BrN7DZ9+y3TfnROQNtpZ43g0p//llJvBR5PEusjKD5fcfKpF/bD4xFmTxlBYYmXV0KsRfhMM5cM6srKbfkUlpTx2qdb+MmQbhwtKQvIcPnRuj1cem5Xio+Xh10szcpIoVNWOh0ynbw57dqkVg0Sod5MCkvK+Mvd4/nTB+tZs7OgyiunT+csLhviZOt8bEF1W/5LSzYx65YREUs7+uPz7ImUgM63wOwtrzTTi1GNWBX/NOAPQGdgN7AI+Hm8hGoOpKe04rZxfZjQvzOd/PLB/+twMd06tCGlEf4TxmqzjWVmV1payoABA9iyZUtA+3ufrWHs4H5V9+N4WQWrtuVz/aie1Uwnvvq397/6Jdv3FZKW7OGGUT25cnh3fjN/Vcjz+lIa+2a7pWUVFBQ6dvHszLQqP//jZRWs21XAqH6nVgvi8o/KLSzxIiLcP/Ec5n2xtdog4V9uMS3ZQ0ZqKzbuPhSwKH5Wl5PZsf8IHdqmh3yzyCs4xn+8upzf3TKCyRf0ouBoKZ1OyqCiojKgtKOPWDx7Op6Uwa+vGUx2VrqZXoxqxJqr5wBwY5xlaXYosGTdnpDunI2V1GQPky/oxRQ370xWRkqNc8A8+uijPPTQQwFtF017jDdm3cf8Zdu58Q9LAu7HzWN689QH6/nROV248YJeFBSV0jErnbyCIu59eRl5BceqlPE53dpz+FjkxVD/dMtpyR6yWqdSWlbBxKE5AWadl5Zs4vdTRvDhN3lVlbTW7Czg0clDq/nUXzKoK7++djBb/3U4ollmzc6CagFVky/ohQCeCJk/8wtLSU/x8OhbqygsKeP3U0aQlCQMDFHa8Uixl32Hi8O+nV06qCtrdhxg14EipzRjauPyHjMST6xePXOA6ap62N1uB8xW1X+Lp3BNmabozgknCqp8unEvrd3CIhf0OzWm2IOVK1cybNiwgLabp0xh5A3/wYAovup3X9qfgqOlABwt8dIxK53753zJ8bKKgACnZxZu4Nk7RseU0hgcJbh+VwGDz8jm8qE5VLizX5+55uH5uTx6/VBEhGtH9uCm0b2Y++mWsGakIT2ymTSyB0k4qRRCRTP7U1pWwdESLxmprfjhUGRX090Fx5hx+TksXrO7KtAv3BtY1w5tQn7m8x6qa/Ebo3kTq+YZ4FP6AKp6SETOjZNMzYKm6M4ZPFj5IkOjDVZFRUXk5ORQUHCiQJvH4yE/P5927dpxvKyCikqNGu16/5zleMsruXRQV3qckkXHzDTyCo5VqzwVKr+OD99iqLe8kquGd+fakWeweM1uBnbvQHpKK4pKywJmyht3H2btroNs/uEIa78v4JHrh0Ys7D5lXB+SgMmje3LTmN4cOOq8nazenl8VzeyPbyACeOLva3ls8tCIKTAcb6ReVfc5nNeMz1RY9ZkbGV5aVk56cismDskxpW+EJSnW/dxZPgAicjIW9RuRWNw5GxvRBqukQK8uAGbMmEHbtm0DlP7SpUspLy+nXTvnK5Oa7KGotCwm84zvLeAvn2xm6oS+ZGWk0L9r+4ByiC8t2cR1I8/gquHdSXOVm7+XUfeObZk7fQL9u53M4jW7uWJY9ypF2ibNKYV4+4S+dMx0FPLcT7Zw9XndGdG7EwVHI3v4HC3xkpLsIdnj4afPfcKjb69i7fcHWPv9wWpKH04sih8p9lYlZZs8qidzp0/g+WmjmTt9Amd1Pblq0Pjn6l208iRxoLCE42UVVYXUU5M9ZGemk5rsCTDdVH2W5XyWlZFKStA+hhFMrN+O2cAyEXnb3b4WeCzC/i2epujOWZPYg48//phx48YF7HPfffcxe/bskMdnRbkf/uYZcAaam0b35vT2rau5W/qyVPrcKUu85WRlODNhUDq0TaOw1MvgM7I5N6dDwMzXF0g25qzTmDg0h9KyCtKTPVSqctmQbiSJxPTcCou9Vflynl+0MWS6ZP9FcV+/xcfLKSg6zv1zlldzw/Td532Hi3l0wWr2HS5p9Ck+jKZJrIu7r4pILjAeEOAqVf02rpI1cRIdzl6b5HCZGSlkZ6aRkdqqyvXUh0/pHTp0iPbt26N+8nfo0IEdO3bQpk2bsH1Huh/BvurgKMBjx8sYc+apIT1YfO6U2ZlpvPSzsdW8pDoEeR6VestBJGzupDT33pR4y2N6bm39BrLggehQkeOV4+9N47v+Jev2ON5M5ZV8n19U7RxpyR7auYNgvNaEmlriQKP+iVaIJVNVC13Tzr+A1/0+O1lVD8ZbwKZKIsPZa5scrqyikuenjanK8+6rGpVXcIxLB3Xhpz+dyl/mzAk4ZsWKFQwdOjSqTOkprZjiejMFR7tOcYOu/PEFbp3SLgMgrDIefeapVMQQOZxXcIwl6/ZEyEPkKNZYn1tFRWXAOoO/X/+1I3vw40FdaZ12In+Rf7+Rcu2EGgTrc02oKSYONOqfaMP868BlwCoCK3CJu31GuANF5CX32P2qerbbdjLwJpAD7ASuU9VDtZS90ZOIcPbaehP5vHn+EZSkbNYtI/jvZ+Yw7UeXBez/yCOPVHPZjCbXeyt2cnZQHp413xfwtxU7q4KufPgCtx5b8DXdO7bhN5OcwSWcKSXSeed/sY2rzjsjYJ3An2DFGstzKy0rD5m24cIBp3PhgM6UllUEKH5fv7eM7U0Swjlhcu2E8wyqjxQfTdXTzKh/ohViuUycPA1jVDX0f014XgH+BLzq1/YAsERVHxeRB9zt/6xhv02Khg5nr403UTiF8Mb/W82dPzorYN9evXqzctVqvJVJHC+riNlMkCTCa25ytOBo17RkD3OnTyAzPTkg0lT9zEP3z1kekCIhOzOdSo0+iCaJsHJbPmPPPq1GuZOiPbc2aSnc8/KykKUTfYnrfAuzvnucJMLR4jIyM1Icz6CgeImDRaU88d7akJ5B9bEm1BQ9zYz4EPU/VlVVRN4FBtekY1X9VERygpovB8a6f88BPqaZK/6GpjbJ4YIVgqryzbzHyN8UOPNc/fUaVuxvxc1Pf1ZjM4G/XP7Rrj65SsvK+d9po2mdmhwwu/Y3u/hs+pcPzWHi0BwykqMPOIXF3qpsovW52F5WUck5Oe1Dpm24anh3N2WC4zUUbF7p0SmTmTcP5/XPtgbES4zqdyr3TRxQzS20vtaEmmLiQCM+xPpe96WIDFXVlXU8XydV3QugqntFpGMd+zOCqI03kb9C2Lv2E9a9PSvg8/+eNZvpd99dJzNBLHKFGjzqai5zfNsrIvr+10axtklL5rZxfUhP9vDOVzv4Pr+ItGQPVw3vXrVmMf2y/rTR5Gr37aYxvXjts61VsvjiJXxBYlMn9OXh+avqfU2oKXqaGfEhVsU/DpgmIjuBY7g2flUdEC/BROQO4A6Arl27xus0jZbael7UxpsoMyOFiqIDLPndrQHtWaf34YJps7l3+sUAdTIT1MXLqS7mMt95g2vrBhd5QTXmOrW+Z3Ok2Muk83tw9YgzOO7a9A8WlfLo26tZt+tglSL1v2++uIRIaaBvHdeH1+4ZT9u0+l0TSrSnmdF4iFXxX1JP59snIqe6s/1Tgf3hdlTV54HnAYYMGdKivpF18byoqTdRRUUFE8aP5YvPPw9oH3XPC2ScfAo/GdYdRTlaHDkAK5qZoC5eTrUZBH3HlBwvZ8pYp+jLr15fyY2uTf5oiZeT26ax9+AxKisreWvZdlZuy2f/ESdwKtz9DvVsLnELoDwyP5dV2535+9Xnhb5v/pk1I97LzPo3uVjhFMNHNHfONJzMnD2BdcCLqlpeh/O9B0wBHnd//60OfTVL6sPzIlbzyHPPPcedd94Z0HbutTPI7j+umkKQjPCBTR0z08iKwUwQSq7yikqOlTr2/lAKvTaDYPAxI3t3YsbEAdw8pjcHCksQYP+REr7aso9Lzu1KeaVy3fk9GNf/NNq1PuHGGny/wz0bn4nmx4O7sSHvUMT7FktmzbqYXKINklY4xYDoM/45QBnwGc6s/0xgeiwdi8g8nIXcDiKyG/gvHIU/X0SmArtwIoANP+rL8yKSeWTTpk3069cvoO2SSy7hrXf+SiuPJ6RCCGUm8GXMHJjTgcOuZ0q02bjvsyxSmPf5VhZ8tSOsQq/NIBjqmGWb95H38jIevGoQXdq3prDUS+/TTkJRx3vpi9C1dn/1+kqmjD2RpiLSs/Hl8Zk/46KI9+1Isbfe1xt8xDpIWuEUI5riP1NV+wOIyIvAilg7VtUbwnw0IdY+WiLx9Lzwer0MGjSIDRs2BLTv2bOH0047rWo7VP/BZoLszDRm3TKCN5dtC0hfHItJKlaFXptBMNwxeQXHuO+VZbx+zwQ+WvcDby3bxr0/GcAbX4SvtXvj6F4B9zvaszkawkQTyrwy95MtzLx5eMjCK7U1uZiPvlETon0TqnzuVLU8qPSiEQfi5Xkxc+ZMHnjggYC2d999lyuuuCKm40u85XhEmOTWki0tq+CNz7dGjYQNRawKvTaDYKRjUpM9eDxJzP10C2nJnqiLrJMv6EVKqxN5DGv7bEKZV1S1Xk0u5qNv1IRo2TnPEZFC9+coMMD3t4gURjnWqAU+00AoamMGWL16NSISoPRvuukmKisrY1b6PhPCNbMXc93sxdzz8hcke5JqlMmzxFvO8bIKDh4t5UgY5ZyVkUKnk9I5WurkCPIp2lCEU7SRjumUlV41MMSyyHq0xIv6BazX5tn4rrvIjVtom55MarIHxVHWR0u8ZKW7JrJaZtT0llVwIEpW0caYDdZIHNEid23Fp4GJ1fMi2iJecXExPXv2ZO/evQH9HzhwgPbt28csTygTQkWlku+mDQ5F8Gzc3/acluzhxZ+NDZg5+5c6PFhUStu0FEq85c6CaQ3dDyO5LA7tmV2VJTSWRdb2bdOq2cZr4hUTyuY+eVRPLh/evd7y5finpDAffSNWzOjXCInmeRFtEe/BBx/k8ccfD+hz8eLFXHjhhTWWJZQJoSaeKcEDh6/WrW9x07+6Vqi1gttq6H4YSTlPOr9nwMBQm0XWWL1iwtncu2S34ZWl39XKRBaKJBEWfLWDXqdlxWXB2GiemOJvpITzvIi0iLd1/Sp+P+OWgP3vuusunnrqqVrLEcpmXhPPlFADh38w1TlRSjLePKZ3jW3h0ZSzb2CY+8kWHp08NGIe/VDE4hUT6rqjBW/Vxhbvez6RAtTMR98IxhR/EyOUQikrKeKTWTezqPxE/pvMzEzy8vLIzMys0/nCLWi+tGQTs24ZEdUzJdTA4ctf/9OL+jEwpwO/fefrkOf2KUJfXzXxZoo0cPovUh8rLeOm0b24dVz9+rWHuu6Yg7dqcJ2+5xNcE8CXNC5JMKVvVMMUfxMjWKF8+96f2J27MGCfZcuWMWLEiHo5XzibeV7BMRatyavKMBlOaYYbOPIKjjH3ky1075jZYInDgk1k2ZlpTByaw+VDnfq09enXHuq64xG85f98/GsCtGuTyvl9T+G6kT3qfC1G8yPWmrtGI8GnUPI357Lo15cFKP3e4ydT6i2vN6UPJ2zmV59Xvb7tFcO60yYtOWw9WIjsCeO/2BqK+lyULPGW88rS73jHDRgDyC8s5cUlm5jz8XeUeMur9jteVkH+kRM1b2tDqOv2N5GFoja2+FDPx1teyZAe2Vx/fk/z3TdCYt+KJsa/9u3j7w8Gpk5KO6kT5//iGa67oG9cFvHqEuZfk8XWYOpzUTKan/utY/vUa3WqcNedd6CIW8f1qdfgLUvDYNQU0Saw2j9kyBDNzc1NtBgJRVWZNGkSb731VkD7iJ89RXaXno1+Ea/K/dRPMfneDo6XVTDn4++qKcKbx/TGI0JFDZKyhXNvzT9Swk1//Cjs8fNnXMQbn28NOQBdfV73Wke+hrvuSPfDMOoLEVmlqkOC2+2b1gSYP38+kyZNCmib+btZTL/n3iYzw4vkCRM8Y22dmsw3Ow/wixc+J7+wtMZJ2ULN1CNF3XbMTCMt2ROXyNdw1235coxEYoq/EZOXl1etFsHgwYNZvnw5yclOPdfmojjSU5xZ8NL1Th4d/wpdNU3KFsovPpJJaeLQnLDRxL7+rDqV0Zywxd1GSEVFBRMmTKim9Ddv3kxubm6V0m9uJIkw99MtAUrfR6g0EL5jYkkdEWmReuLQnAZbZDaMxoDN+BsZL774IrfffntA2wsvvMDUqVMTJFHDUd9J2YKPibQIWuItt+pURovBFH8jYcuWLfTu3Tug7aKLLmLhwoUkJbWMF7PaZL+s6TGRbO5WncpoKZjiTzBer5fhw4fzzTeBYfy7du2iS5cuCZIqMdTGtbM+3UHNLdJoKbSMqWQj5YknniA1NTVA6c+fPx9VbXFKHyLb4aeM7RPSnbI2x0STIVJAmmE0B8yPPwGsWbOGgQMHBrRNmjSJefPmYcVuIvv81+cxhtHcMT/+RkBJSQl9+/Zl165AL5T9+/eTnZ2dIKkaH7XxcTe/eMOIHTP1NBAPPfQQGRkZAUr/gw8+QFVN6RuG0aDYjD/OLF++nJEjRwa0TZs2jWeffTZBEhmG0dIxxR8nCgsL6dy5M0VFRVVt6enp7N27l6ysrARKZhhGS8dMPXHgrrvuIisrK0Dpf/bZZxQXF5vSNwwj4Zjir0cWL16MiPD0009XtT344IOoKqNGjUqgZIZhGCcwU089cODAgWoLtJ07d2bz5s1kZGQkSCrDMIzQ2Iy/DqgqkydPrqb0V69eze7du03pG4bRKDHFX0veeecdkpKSmDdvXlXbzJkzUVXOPffcBEpmGIYRGTP11JA9e/Zw+umnB7T179+f3NxcUlIsda9hGI0fm/HHSGVlJRdffHE1pb9x40bWrl1rSt8wjCZDQhS/iFwsIt+JyFYReSARMtSEOXPm4PF4+PDDD6vann32WVSVvn37JlAywzCMmtPgph4R8QBPAxcBu4GVIvKeqn7b0LJEY9u2bfTs2TOgbcyYMSxZsgSPx1L1GobRNEmEjX8YsFVVtwOIyBvA5UCjUfxlZWWMGjWKFStWBLTv3LmTbt26JUgqwzCM+iERpp7OQJ7f9m63LQARuUNEckUkNz8/v8GE++Mf/0hKSkqA0p83bx6qakrfMIxmQSJm/KESzlcrCqCqzwPPg5OPP95CrV+/nv79+we0XXnllSxYsMBy5BuG0axIhOLfDfiXlzod+CEBcgBQWlrK2WefzbZt2wLa9+7dyymnnJIgqQzDMOJHIkw9K4FeItJdRFKA64H3EiAHjzzyCOnp6QFK//3330dVTekbhtFsafAZv6qWi8hdwIeAB3hJVTc0pAxfffUV5513XkDb1KlT+fOf/2xmHcMwmj0JidxV1X8C/2zo8xYVFdG1a1cOHTpU1ebxeMjPz6ddu3YNLY5hGEZCaDGRu/fddx9t27YNUPpLly6lvLzclL5hGC2KZq/4ly5diojw5JNPVrXNmDEDVWXs2LGJE8wwDCNBNOskbfv372f8+PFV29nZ2Wzfvp02bdokUCrDMIzE0qxn/GlpaQwePBiAFStWsH//flP6hmG0eJr1jD8zM5Pc3NxEi2EYhtGoaNYzfsMwDKM6pvgNwzBaGKb4DcMwWhim+A3DMFoYpvgNwzBaGKb4DcMwWhim+A3DMFoYpvgNwzBaGKIa9+JWdUZE8oHvEy1HFDoABxItRANg19m8sOtsXgRfZzdVzQ7eqUko/qaAiOSq6pBEyxFv7DqbF3adzYtYr9NMPYZhGC0MU/yGYRgtDFP89cfziRaggbDrbF7YdTYvYrpOs/EbhmG0MGzGbxiG0cIwxW8YhtHCMMVfT4iIR0S+FpH3Ey1LvBCRnSKyTkS+EZFmW+FGRE4SkbdFZJOIbBSREYmWqb4RkT7uc/T9FIrIPYmWKx6IyL0iskFE1ovIPBFJS7RM8UBEprvXuCHas2zWFbgamOnARiAz0YLEmXGq2twDYf4ALFTVa0QkBchItECu5QWXAAAIIklEQVT1jap+BwwEZ9IC7AHeTahQcUBEOgN3A2eqaomIzAeuB15JqGD1jIicDfwUGAZ4gYUi8g9V3RJqf5vx1wMicjrwY+CFRMti1A0RyQRGAy8CqKpXVQ8nVqq4MwHYpqqNPTq+trQC0kWkFc4g/kOC5YkH/YAvVbVYVcuBT4Arw+1sir9++B/gl0BlogWJMwosEpFVInJHooWJE2cA+cDLrunuBRFpnWih4sz1wLxECxEPVHUP8HtgF7AXOKKqixIrVVxYD4wWkfYikgFcCnQJt7Mp/joiIpcB+1V1VaJlaQDOV9VBwCXAz0VkdKIFigOtgEHAs6p6LnAMeCCxIsUP15Q1EXgr0bLEAxFpB1wOdAdOA1qLyE2Jlar+UdWNwExgMbAQWAOUh9vfFH/dOR+YKCI7gTeA8SIyN7EixQdV/cH9vR/HHjwssRLFhd3AblX9yt1+G2cgaK5cAqxW1X2JFiROXAjsUNV8VS0D3gFGJlimuKCqL6rqIFUdDRwEQtr3wRR/nVHVB1X1dFXNwXll/khVm92MQkRai0hb39/A/8F5vWxWqOq/gDwR6eM2TQC+TaBI8eYGmqmZx2UXcJ6IZIiI4DzPjQmWKS6ISEf3d1fgKiI8V/PqMWKlE/Cu879DK+B1VV2YWJHixi+A11wzyHbgtgTLExdcW/BFwL8nWpZ4oapficjbwGoc08fXNN/0DQtEpD1QBvxcVQ+F29FSNhiGYbQwzNRjGIbRwjDFbxiG0cIwxW8YhtHCMMVvGIbRwjDFbxiG0cIwxW8EICJXioiKSN9Ey5JIRKSogc4zT0TWisi9DXG+miIiD4vIHhF5xN2+VUTy3Yyem/zldvdVEenp13av2zbE3V4qIkW+bSMxmOI3grkB+BwnGK3OuJkfWxRuMrBY9jsFGKmqA1T1ybr2F0eeVNVf+22/qaoDcaLW/6+I+OeEWUfgd+ca/ALgVHUc0GxTejcVTPEbVYhIG5x/5qn4/fOKyJsicqnf9isicrVbg2CWiKx0Z63/7n4+1p3ZvY6jCBCRv7rJ3Tb4J3gTkakisllEPhaRP4vIn9z2bBFZ4Pa9UkTODyHvrSLyjogsFJEtIvI7v8+K/P6+RkRe8ZP9WVe+7SIyRkRecvPuvxLU/2wRWS0iS0Qk223r4Z5vlYh85nszcvt9QkSW4uRM8e8nTUReFqeWwdciMs79aBHQ0Z09XxB0TEB/InKyew/XisiXIjLA3S9c+8MiMkdEFolTR+EqEfmdK8NCEUl293tcRL51j/99uO9GKFS1ANgKnOrX/Fec3DiIyBnAEZykd0YjItEzCaNxcQVOHvrNInJQRAap6mqcHESTgH+60awTgDtxBogjqjpURFKBL0TEl/lwGHC2qu5wt/9NVQ+KSDqwUkQWAKnAQzi5cI4CH+EklwInJ/6Tqvq5OCHoH+Kkng1mIHAucBz4TkSeUtW8KNfZDhiPk5zs7ziD3e2uXANV9RugNU4Omxki8mvgv4C7cKI+p6nqFhEZDjzj9gXQG7hQVSuCzvdzAFXt7w4Ui0Skt3v+993Zcyiq+hORp4CvVfUKERkPvOpe+2/CtAP0AMYBZwLLgatV9Zci8i7wYxH5FCd1b19VVRE5Kcp9C8B9LmnAWr/mQpyUF2fjDABv0kwjn5syNuM3/LkBR8nj/r7B/fsDnORzqThJvT5V1RKcfD23iMg3wFdAe6CXe8wKP6UPcLeIrAG+xEkX2wtncPhEVQ+6CbT8M0ReCPzJ7fs9IFPcXEFBLFHVI6paimNS6BbDdf5dnZD1dcA+VV2nqpXABiDH3acSR2kBzAVGuW9EI4G3XLn+l8DZ7lshlD7AKOAvAKq6CfgeR6lHw78//z4+AtqLSFaEdoAP3Pu6DvDgZG3E3c7BUdKlwAsichVQHINMAJNEZANOOos/uPfenzdw3hivoBkWd2kO2IzfAECcHB/jgbNFRHEUhYrIL1W1VEQ+Bn6EM/P3JX8S4Beq+mFQX2Nx0hn7b18IjFDVYrevNPf4cCS5+5dEEf24398VnPhO++ciCS615zumMuj4SsL/T6gr0+EIM/RjYdojXWck/PsL1YdGaAf32lS1UkTK9ER+lkqglaqWi8gwnDe463HeaMZX6606b6rqXeKUpPyHiHzgJrfz8XdgFpCrqoUitb18I17YjN/wcQ3wqqp2U9UcVe0C7MCZUYIzi7sNuADH7IL7+04/e3FvCV20JAs45Cr9vsB5bvsKYIyItBNnAfNqv2MW4Sgi3L7DKdtw7BORfiKSRIRKRBFIwrknAJOBz1W1ENghIte6MomInBNDX58CN7rH9Aa6At/VUB7/PsYCB1x5wrVHxX2DyVLVfwL3cMJEFBOquhznbWN6UHsJ8J/AYzXpz2g4bMZv+LgBeDyobQGO0vsMRxG/Crynql738xdwTAarxZnW5eO83gezEJgmImtxFN6X4FRHEpHf4piJfsAx1Rxxj7kbeNo9phWOgptWg+t5AHgfyMNJH92mBseCM9s+S0RWuTJNcttvBJ4VkV8ByTgD4prQXVTxDPCciKzDyRB5q6oer+FM+GGcqmBrcUwyU6K0x0Jb4G/iFB8XoDYupTNxnv9v/RtV9Y0w+xuNAMvOaSQUEWmjqkXujP9d4CVVNbtwI0FEHgaKVLVGHj9R+vwYuF9Vza0zQZipx0g0D7sLpetxTEt/TbA8RiBFwB3iBnDVFdc99QycnPFGgrAZv2EYRgvDZvyGYRgtDFP8hmEYLQxT/IZhGC0MU/yGYRgtDFP8hmEYLYz/DyF2Wdyoo49/AAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -866,7 +886,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -993,7 +1013,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "56.4 µs ± 1.17 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "7.58 ms ± 2.28 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -1010,7 +1030,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "58.6 µs ± 933 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "5.25 ms ± 482 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -1027,7 +1047,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "70.2 µs ± 1.66 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "156 µs ± 6.33 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -1042,7 +1062,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1264,7 +1284,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeVxV5fb48c9iRmVQcgQV53lCNIfS1Jy63jK10jSvNljZeCtLq1/j7Wbh/Va34Zq3MiutzNS6lVKm5jyg4pCGIyaIEwrIoEzP7499QFSEA3I4B1jv14sX5+yzh7WlWDx7r/0sMcaglFJKuRo3ZweglFJKFUYTlFJKKZekCUoppZRL0gSllFLKJWmCUkop5ZI8nB3A1bjmmmtMaGios8NQSilVAlu2bDlljKld3HoVOkGFhoYSFRXl7DCUUkqVgIgctmc9vcSnlFLKJWmCUkop5ZI0QSmllHJJFfoeVGGysrKIi4vj3Llzzg5FlYCPjw8hISF4eno6OxSllIuodAkqLi4OPz8/QkNDERFnh6PsYIwhMTGRuLg4mjRp4uxwlFIuotJd4jt37hxBQUGanCoQESEoKEhHvUqpi1S6BAVocqqA9GemlLpUpUxQSimlKj5NUA5Qo0aNy5bNnDmTzz77rFzjWL16Ne3ataNz587Ex8czatQoAKKjo/npp5/KNRalVMUXn5TB2v2nyu14la5IwlU98MADDt2/MQZjDG5uF/7mmDt3Lk899RQTJ04EYMGCBYCVoKKiorjpppscGpNSqnI4k5bJByv3M2f9YWrX8GbV0/1wd3P8ZXkdQZWTl156iRkzZgBwww038Mwzz9C9e3datmzJ6tWrAcjJyWHKlCl069aNjh078uGHHwKQmprKgAEDCAsLo0OHDnz33XcAxMbG0qZNGyZPnkxYWBhHjhzJP95HH33E/PnzeeWVVxg7diyxsbG0b9+ezMxMXnjhBb7++ms6d+7M119/Xc7/EkqpiiIjM4f3V+ynz5sr+HjNIW7p1IBvHuhZLskJqsAI6o4P11+2bFjH+tzVM5SMzBwmzN502eejuoZwW3hDTqdl8uAXWy767Ov7e5ZJXNnZ2WzatImffvqJl19+mWXLlvHxxx8TEBDA5s2bOX/+PL1792bQoEE0bNiQRYsW4e/vz6lTp+jRowc333wzADExMcyePZsPPvjgov3fe++9rFmzhmHDhjFq1ChiY2MB8PLy4pVXXiEqKor33nuvTM5FKVU57TqaTERkDDe2qcOUwa1pVc+vXI9f6ROUqxoxYgQAXbt2zU8eP//8Mzt27Mi/FJecnMy+ffsICQnh2WefZdWqVbi5uREfH8/x48cBaNy4MT169HDKOSilKhdjDJG/H+PQqXQevKEZ3UJrEfl4n3JPTHkqfYIqasTj6+Ve5Oe1qnuV2YjpUt7e3gC4u7uTnZ0NWP9xvPvuuwwePPiidT/99FNOnjzJli1b8PT0JDQ0NP+ZoerVqzskPqVU1bLxYCKvL/mD6CNJtK7nx73XN8HT3c1pyQn0HpRLGTx4MP/5z3/IysoCYO/evaSlpZGcnEydOnXw9PRkxYoVHD5s10z1V+Tn58fZs2fLImSlVAUXeyqNibM3ccesDRxLPsebIzvywyPX4enu/PRQ6UdQzpCenk5ISEj++yeeeMKu7e69915iY2MJCwvDGEPt2rVZvHgxY8eO5a9//Svh4eF07tyZ1q1bX1V8/fr1Y/r06XTu3Jlp06Zxxx13XNX+lFIVjzEGEcFNhJ3xyTwzpDUTe4fi4+nu7NDyiTHG2TGUWnh4uLm0YeGePXto06aNkyJSV0N/dko53pm0TN5fsZ+4MxnMvKsrAOezc/D2KL/EJCJbjDHhxa2nIyillKoC0jOzmb02lpkrD5CWmc3IsBCycnLxdHcr1+RUEpqglFKqkos+ksSkz6I4cfY8N7apy9NDWtGyrvOKH+ylCUoppSohYwyJaZlcU8ObJtdUp31wQH7peEWhCUoppSqZDQcTmb7kD85l5fDjo9cT4OvJJxO6OTusEtMEpZRSlcSehBTeXPoHK2JOUs/fh78PbOHskK6KJiillKoE1h04xdiPNuLn7cHUoa2Z0Mu1SsZLw/lPYlVCcXFx3HLLLbRo0YKmTZvy8MMPc/78+TLZ98qVKxk2bFiJtomNjWXevHn576Oionj00Uft3l7bdijlms6kZRIVexqA7qG1eGpQK1Y/3Z8H+jar8MkJNEGVOWMMI0aMYPjw4ezbt499+/aRkZHB008/7dDj5k2XVJhLE1R4eDj//ve/7d53XtuO6OhogoODL2rboQlKqfJXcJbxyXO3kpWTi4e7Gw/1a05ANU9nh1dmNEGVseXLl+Pj45Pfg8nd3Z233nqLzz77jNTUVD799FMefvjh/PWHDRvGypUrAXjwwQcJDw+nXbt2vPjii/nrLF26lNatW3PdddexcOHC/OUvvfQSkyZNYtCgQYwfP57Y2Fiuv/56wsLCCAsLY926dQBMnTqV1atX07lzZ956662LRmGpqalMnDiRDh060LFjR7799tuLzkfbdijlOrJzcpm38U/6RqwgIjKGa5vW4ot7r3WJaYkcoXLfg1oyFY7tLNt91usAQ6df8ePff/+drl27XrTM39+f0NBQ9u/fX+SuX3vtNWrVqkVOTg4DBgxgx44dtGzZkvvuu4/ly5fTvHnzy6Yl2rJlC2vWrMHX15f09HR++eUXfHx82LdvH2PGjCEqKorp06czY8YMfvjhB4D8hAjw6quvEhAQwM6d1r/TmTNnLtq/tu1QynVsij3Ns4t20rVxTd4fG1ahSsZLo3InKCfIm9+qsOXFmT9/PrNmzSI7O5uEhAR2795Nbm4uTZo0oUULqxpn3LhxzJo1K3+bm2++GV9fXwCysrJ4+OGHiY6Oxt3dnb179xZ7zGXLlvHVV1/lv69Zs2ax2yilys+Gg4nsP5HKuB6N6dk0iK8n9aB7k1qF/p6pbCp3gipipOMo7dq1u+wyWUpKCsePH6dVq1bs2rWL3Nzc/M/y2mYcOnSIGTNmsHnzZmrWrMmECRPyPyvqP8SC7Tbeeust6taty/bt28nNzcXHx6fYeK+UUJVSzlWwZDw0qBp3dGuIp7sb1zYNcnZo5aZyXrh0ogEDBpCens5nn30GWG3cn3zySR5++GF8fX0JDQ0lOjqa3Nxcjhw5wqZNVkfflJQUqlevTkBAAMePH2fJkiUAtG7dmkOHDnHgwAEAvvzyyyseOzk5mfr16+Pm5sbnn39OTk4OUHR7jUGDBl10ie7SS3xF0bYdSpW9hOQMnpgfzU3/Xs2Ww2eYNrQ1Sx/vU2nvMxWl6p2xg4kIixYtYsGCBbRo0YKgoCDc3Nx47rnnAOjduzdNmjShQ4cOPPXUU4SFhQHQqVMnunTpQrt27bj77rvp3bs3AD4+PsyaNYu//OUvXHfddTRu3PiKx548eTJz5syhR48e7N27N3901bFjRzw8POjUqRNvvfXWRds8//zznDlzhvbt29OpUydWrFhh97n269eP3bt3a5GEUmUo9Vw2S3cdY1Kfpqx+uj/3V5KS8dLQdhsOtm7dOsaMGcPChQsvK55QF3O1n51S5SFvlvEjp9OZPrIjACnnsvD3qTzl4pfSdhsuolevXlfdAVcpVflk5+QyPyqOt5ft5cTZ8wxsWze//UVlTk4loQlKKaXK2a74ZB79ahsHT6bRtXFNPhgbRnglLxkvDU1QSilVTtLOZ1Pd24P6AT74+3jy3/Hh3NimjlbSXkGJEpSI1AQaGmN2OCgepZSqdPJKxk+nZ7F4ci+Caniz+KHezg7L5RWboERkJXCzbd1o4KSI/GaMecLBsSmlVIUWdyad//tlL4u2xePn7cGDNzQnJ9fg4a4jJnvYM4IKMMakiMi9wGxjzIsioiMopZQqwoaDiYz/eBMITOrTlMl9K9dEruXBnuegPESkPnA78IOD46nwEhMT6dy5M507d6ZevXoEBwfnv8/MzLRrHxMnTiQmJqbIdd5//33mzp1bFiGXmD3H3rp1K0uXLi2niJRyDemZ2exJSAGgS6NAxvdszMqnbmDa0DaanErBnhHUK0AksNYYs1lEmgL7HBtWxRUUFER0dDRgzTZeo0YNnnrqqYvWMcZgjMHNrfC/D2bPnl3scR566KGrD7aU7Dn21q1b2bVrF0OGDCmHiJRyroIl4x5uwm9P98Pbw53nh7V1dmgVWrEjKGPMN8aYjsaYB23vDxpjRtp7ABFxF5FtIvKD7X0TEdkoIvtE5GsR8bIt97a932/7PLR0p1Qyi7fF03v6cppM/ZHe05ezeFu8Q46zf/9+2rdvzwMPPEBYWBgJCQlMmjQpv73GK6+8kr/uddddR3R0NNnZ2QQGBjJ16lQ6depEz549OXHiBGDNAPH222/nrz916lS6d+9Oq1at8ttspKWlMXLkSDp16sSYMWMIDw/PT54FhYSE5G9/7bXXcvDgQcCaH7Bfv3507NiRgQMHEhcXZ9exMzIyeOWVV5g7dy6dO3dmwYIFLF++nE6dOtG5c2fCwsJIS0tzyL+zUuXJGMPSXQkMensVzy7aScNa1fj3mC5VcloiRyj2X1FEWorIryKyy/a+o4g8X4JjPAbsKfD+DeAtY0wL4Axwj235PcAZY0xz4C3beg61eFs80xbuJD4pAwPEJ2UwbeFOhyWp3bt3c88997Bt2zaCg4OZPn06UVFRbN++nV9++YXdu3dftk1ycjJ9+/Zl+/bt9OzZk08++aTQfRtj2LRpExEREfnJ7t1336VevXps376dqVOnsm3btivGVrNmTTZt2sT999/PE09Y9S+TJ0/m3nvvZceOHdx22208/vjjdh3b19eXF154gbFjxxIdHc2oUaOIiIhg1qxZREdHs2rVKrsmslXK1a3dn8gDX2zFTYRZd3VlwQM99XmmMmRPmv8vMA3IArCVmI+2Z+ciEgL8BfjI9l6A/sAC2ypzgOG217fY3mP7fIA4+OGAiMgYMrJyLlqWkZVDRGTR939Kq1mzZnTr1i3//ZdffpnfXHDPnj2FJihfX1+GDh0KQNeuXfP7MV1qxIgRl62zZs0aRo+2flSdOnWiXbt2V4xtzJgxAIwdOzZ/BLZx48b87cePH8/q1avtPvalevfuzeOPP867775LSkoK7u5Vc24xVfHtSUjh++1HAejdPIiZ48JY+tj1DGpXT59nKmP2JKhqxphNlyy7cn/xi70NPA3k9ZcIApKMMXnbxwHBttfBwBEA2+fJtvUvIiKTRCRKRKJOnjxpZxiFO5qUUaLlV6tga4x9+/bxzjvvsHz5cnbs2MGQIUPy22sU5OXllf/a3d39iq3dvb29L1unJPMsXs3/WIUd+1LPP/88H374IampqXTr1o19+/Q2pqpY4s6k588yPv2nPWTl5CIiDGlfHw+9pOcQ9vyrnhKRZoABEJFRQEJxG4nIMOCEMWZLwcWFrGrs+OzCAmNmGWPCjTHhtWvXLjb4ojQI9C3R8rKUkpKCn58f/v7+JCQkEBkZWebHuO6665g/fz4AO3fuLHSElidvNvIvv/wyfyb1Hj165G//xRdf0KdPH7uPfWkrjgMHDtCxY0emTZtGly5diq1SVMpVnEnL5NUfdtN/xm/8sCOBSX2asuSxqtn+orzZU8X3EDALaC0i8cAhYJwd2/UGbhaRmwAfwB9rRBUoIh62UVIIcNS2fhzQEIgTEQ8gADhdkpMpqSmDWzFt4c6LLvP5erozZXArRx4WgLCwMNq2bUv79u1p2rRpflIoS4888gjjx4+nY8eOhIWF0b59ewICAgpdNz09ne7duyMi+T2n3nvvPe655x5ef/116tata1d1YZ7+/fsTERFBly5deO655/j1119ZvXo1bm5udOzYkUGDBpXJOSrlaHFnMvh0XSwjw4J5/MaWl/8BawzkZFrfxc36cnMHvdx31exutyEi1QE3Y0yJO9SJyA3AU8aYYSLyDfCtMeYrEZkJ7DDGfCAiDwEdjDEPiMhoYIQx5vai9lsW7TYWb4snIjKGo0kZNAj0ZcrgVgzvElz8hhVAdnY22dnZ+Pj4sG/fPgYNGsS+ffvw8Lj475KQkBB27dpFYGCgkyK1aLsNVe5ycyHjDKQnQvopSDtFTupJdu07SGbKCbrVMXAuhfPn0vA2mZCVAdkZkHXO9t32dfnFHktewhL3C4nLsxp4+135y6sG+ARAjTpQox741bW+e1aewqIya7chIi9c8h4AY8wrhW5QvGeAr0TkH8A24GPb8o+Bz0VkP9bIya5CjKs1vEtwpUlIl0pNTWXAgAFkZ2djjOHDDz+8LDkpVamdPwtJf174OnMYkg5br1OOQsZpMLkXbeIOdALSpRomsw7i7Y+3ZzXwqgbVgsDT1/ry8Ln4tbhZ+7r0Kzfn4tdZaVZc51Nt8R2B8ym2ZWchN6vwc/EJAL/6UKMu+NWzvvsHQ62m1lfNxuBeuR4Gtue3VcEHVnyAYVxcNl4sY8xKYKXt9UGgeyHrnANuK8l+VdECAwPZsmVLsevlPd+kVIWUnQmJ++HEbjixB07tvZCEMs5cvK5nNQhsZH0Fh0H12lDtGhKyqjEzKpnNJ9zwC6rPpMHh9G/f0DlVednnISMJUo9bX2ePQeoxOHv8wvc/11vLcwrMTiPu1nnVagpBzWyJq5n1OrBRhUxexSYoY8y/Cr4XkRnA9w6LqAwYY7Tcs4KpyJ2dVemV6BJ7TjacOWQloRN74KTte+J+yLVVj4o71GoCNUMhOPxCMgpsbH2vfs1F94byGgRK8jlWbdzAgyOaMSIs2LlVeR7e1mU9v7pFr2cMpJ2C0wfh9AHre+IB6/WRTZBZ4G6MuxfUaQP1OkC9Ttb3uu3Ax7/IQzj7FkiJW77bWm5ssj1o61SF3YM6dOgQfn5+BAUFaZKqIIwxJCYmcvbsWZo0aeLscFQ5yXtQ/tIipddHdGB45waQfATioqyv+ChI2A7ZeY9iiJWE6rSxfbWF2q3hmhbWL/hi5M0yfiz5HHPvvRYRITfX4OZWSX5n5CevA1bSOvkHHNsJx3ZY99vy1GwC9TvaEldHaBAGNazq6CJ/PleZpMryHtROLtwBdAdqY83P55JCQkKIi4vjap+RUuXLx8eHkJAQZ4ehylHBB+VrkE4Ht0N0yd1H0P9mwLLDkGZN64WHD9TvDOH3QL32ViKq3Qq8qhex98KdTsvk/RX7+Xz9YRCY2CuU7FyDp7tUnuQE1iixRm3rq1GPC8uNgbMJF5LVsZ2QsAN2f3dhnVrNoFEP9uwKpH52Ew5Sn7yngPImMiivUZQ996CGFXidDRwv8KCty/H09NS/wpVydeeSaZuyhns9dtHDbTetJA43sf4OPpBdH5oPgOCuEBIOdduXyf2TLYdPM+GTzaRlZjOqa0jhJeOVnQj4N7C+Wg6+sPxcChzfBXGb4c+NELOEadmnmeYNicaPLbkticptSVRuK35PKr/fr1dMUCKSN6HUpWXl/iKCMcahzygppSqRrAz4cwMcWgWHfoOj2/ivVy4ZxovNua1YknMt0aYZ0bnN8Auszdpb+5fJYbNzcolPyqBxUHXa1PdnULt63N+3KS3r+pXJ/isNH39o3Mv66g0Yw5jXP6dh2g66SQxd3fYyyNMquDqPF6yLg14POzysokZQW7Au7V1phoemDolIKVXx5ebC0W1wYLmVkI5sgpzz4OZhFS9c/xSrc9rx0Cp3UrIuFCSU1YPyxhgifz/Gm5Ex5OQalj3Rl2peHvzr9k5Xve8qQYQ7hg5g2sI6zM/qB8A1JNPLcx+PtkykeZ3yeV7xignKGKPXyZRS9svKgIO/QcxPsHepVSIN1g347vdBk77QuKf1MCpwPfDKNWVfJbbxYCKvL/mD6CNJNK9Tg6k3tcajMt1fKid5P4e8n493YD36D+5Lc1er4rNV7rXAeg4KAGPMKgfGZZfCqviUUuUo9QTsjYSYJdZoKTsDvPygxY3Q6iZoNgCqXzbns8Os23+KOz/aSD1/H/4+sAUjw0J0IlcXVJZVfPdi9XQKAaKBHsB6rLYZSqmq5tR+2PO9lZTiNgMGAhpC2F3Qaig0vg48vIrdTVmJO5POvuOp9Gtdhx5Ng3h9RAdu7RKMj6e2dKno7KniewzoBmwwxvQTkdbAy44NSynlUlKOwq6FsPMbSLB1Za7fGW6YBq1vsirtyvm5wzO2kvHP1h8msJona57pj5eHG2O6NyrXOJTj2JOgzhljzokIIuJtjPlDRBw/3bdSyrnST1vPx+z6FmLXAAYadIFBr0G7WyHAOXNYZmTm8MnaQ8xceeCiknEvD72UV9nYk6DiRCQQWAz8IiJnuNAiQylVmWSmWZfudi6A/cusiUuDWlgjpfYj4Zrmzo6Q3QnJRETGcGObujw9pJWWjFdiJZrqSET6YvVpWmqMySxufUfTIgmlyoAxcGQjbJljjZiy0sCvAXQYCe1HQf1OTu1tlFcyfuBkGg/1sxLk3uNnNTFVYGVZJPEO8LUxZp0x5rcyiU4p5Xzpp2H7l7D1M2uuNq8a0GEUdLwdGvUCN+dfMttwMJHptpLx1vX8uO/6pnh5uGlyqiLsucS3FXheRFoCi7CSlQ5blKqIjIHY1dZoac/3VruG4HC4+V1oNwK8azg7QgAOJ6bx8v92s/yPE9Tz9+HNkR2dP8u4Knf2tNuYA8yxTX00EnhDRBq5wmzmSik7pZ6A6LnWaOn0Qav5XdcJEPY3awJWF5HXKkcQdsQlMXVoayb0CtWS8SqqJO1VmwOtgVBgt0OiUUqVrfgtsOE/8Psiq2dSo17Q9xloe4vVCdZF5JWMHzmTzod3hdMoqBprp/bH20MTU1Vmzz2oN4ARwAHga+BVY0ySowNTSpVSTjbE/AjrP4AjG6yZHbrdB+F3Q+2Wzo7uIoWVjGdm5+Ll4abJSdk1gjoE9DTGnHJ0MEqpq3AuGbZ+Dhs/hOQ/rS6yg1+HLuOK7ZzqDNuPJHHfZ1GcOHueG9vU4ekhrbX4QV3EnntQM8sjEKVUKZ0+CBtmWveYMlOhcW8Y8k9rLjw31xqFGGM4lZpJbT9vmtSuTvvgAB68oRndQmsVv7GqckpyD0op5UritsCa/4M/frTaWLQfAT0etGZ7cEF5JeMZmTn89Nj1+Pt48smEbs4OS7kwTVBKVTSxa2FVBBxcAT6BcP2T0O1e8K/v7MgKtSchhTeX/sGKmJPU8/fhiYGudR9MuS57iiQ+N8bcVdwypZQDGWMlpN8i4M91UL02DHzFKnzwLvl9m8Xbyr4PU2HWHTjF2I824uftoSXjqsTsGUG1K/hGRNyBro4JRyl1EWOs5n+rIqyScb8GMPRNCBtf6jLxxdvimbZwJxlZOQDEJ2UwbeFOgDJJUmfSMtl/MpVuobXoHlqLpwa1Yuy1jQisVn4tOFTlcMUEJSLTgGcBXxFJ4ULr90xgVjnEplTVlZtjzfSw6l9wfKdVkffXd6DTGPDwvqpdR0TG5CenPBlZOURExlxVgkrPzGb22lhmrjyAr5d7fvuLvPnzlCqpolq+vw68LiKvG2OmlWNMSlVdxsCe/8GK16z58YJawK0fWpO2upfNLeOjSRklWl6c7Jxc5kfF8fayvbaScWuWcW1/oa6WPf/FPyci44AmxphXRaQhUN8Ys8nBsSlVtRz8DX592bqUd00rGDXbmvGhjEvFGwT6El9IMmoQWLpLhptjz/Dsop2EN67JB2PDCNeScVVG7ElQ7wO5WC3eXwVSbcu0PlSpshC/BX59BQ6utFqn3/I+dBxdZiOmS00Z3Oqie1AAvp7uTBlsfx/SDQcT2X8ilXE9GtOzWRDz7+9Jt9CaiBPbcqjKx57/A641xoSJyDYAY8wZEdG7nUpdrZN7Yfmr1r2makEwZLpVlXeV95iKk3efqTRVfAVLxhsHVeP28IZ4ebjRvYmOmlTZsydBZdkq9wyAiNTGGlEpVSVddYl20hH4bTpEzwPPala32p4PlapcvLSGdwkuUcwJyRlERMawaFs8ft4ePDOkNRN7h+p9JuVQ9iSof2P1gaojIq8Bo4DnHRqVUi7qqkq0M5KscvFN/wUMXPsgXP8EVL/GwVFfvbTz2SzddYxJfZoyuW9zAqp5OjskVQXY1fJdRFoDA7BKzX81xuxxdGD20Jbvqrz1nr680AKD4EBf1k7tX/hGuTmwdQ4sfw3SE6HzndaoKbChg6MtvbyS8cOJabw5qhMAKeey8PfRxKSuXlm2fK8FnAC+LLDM0xiTdXUhKlXxlLhE+9AqWDoNju+yejENeR0adHZghFensJLxvPYXmpxUebO35XtD4AzWCCoQSBCRE8B9xpgtDoxPKZdid4n26UPw8/Pwxw8Q0Ahu+xTaDgcXrnL7/Wgyj8zbxsFTaXRtXJP3x4bpLOPKqexJUEuBRcaYSAARGQQMAeYDHwDXOi48pVxLsSXa58/Cqhmw4QNw84T+z0PPh12qe+2lUs9nU8Pbg/oBvgRU8+S/48O5sU0dLRlXTlfsPSgRibr0WmHeMhGJNsY47XqF3oNSzlBoFV+n+lY/pl9fgbQT1pREA1502RnG4ULJeGJaJt891FsTkio3ZXYPCjgtIs8AX9ne3wGcsZWea7m5qnIuK9FO2A4f32U9cBvSHcZ8BSGuO59y3Jl0/u+Xvfkl4w/1a052rsHTXROUci32JKg7gReBxbb3a2zL3IHbHRSXUq7v/FlY8U/YONN60PbWWdDxdpe+z7TxYCJ3fbwJBC0ZVy6vyARlGyU9Y4x55Aqr7C/7kJRyccZYxQ9LnoGUoxA+EQa8AL41nR1ZodIzs4k9lU7bBv50bhTI33o1ZmLvJqWee0+p8lJkgjLG5IiI616rUKq8Jf0JP02xejTVbQ+3zYGGrjktZcGScXc34bcp/fD2cOe5v7R1dmhK2cWeS3zbROR74BsgLW+hMWZhURuJiA+wCvC2HWeBMeZFEfkU6Ask21adYIyJFusO7TvATUC6bfnWEp6PUo6RkwXr34ff3gAEBv3DmgnCQRO6Xg1jDJG/H+PNyBgOnrRKxqcOba3TEqkKx57/u2oBiVizmecxQJEJCjgP9DfGpIqIJ7BGRJbYPptijFlwyfpDgRa2r2uB/6Al7DQZXLEAACAASURBVMoV/LkRfngcTuyG1sOsSV1deBaIdQcSeeCLrTSvU0NLxlWFVmyCMsZMLM2OjVW/nmp762n7Kqqm/RbgM9t2G0QkUETqG2MSSnN8pa7a+VRY9iJs/gj8Q2D0l9D6JmdHVag9CSnsPX6WWzoH06tZEDPHdeXGNnXwcNdRk6q47JnqyAe4B2gH+OQtN8bcbce27sAWoDnwvjFmo4g8CLwmIi8AvwJTjTHngWDgSIHN42zLEi7Z5yRgEkCjRo2KC0Gp0jn4G3z/sDXzeI/J0O858K7h7KguU7BkvJ6/D0Pb18fLw40h7es5OzSlrpo9f159DtQDBgO/ASHAWXt2bozJsT3IGwJ0F5H2wDSgNVbDw1rAM7bVC7sGcdmIyxgzyxgTbowJr127tj1hKGW/82fhh7/DZzdbM0HcvdSaP8/FktOZtEz+8cNu+s/4jR92JDCpT1OWPtZH7zOpSsWee1DNjTG3icgtxpg5IjIPiCzJQYwxSSKyEhhijJlhW3xeRGYDT9nex2HN+ZcnBDhakuModVUOrIDvH4HkOGt6ov7Pu+wURfFJGcxeF8uILsH8fWBLLRlXlZJdDQtt35NsI6BjQGhxG9kaG2bZkpMvcCPwRt59JVvV3nBgl22T74GHReQrrOKIZL3/pMrFuRRrYtetcyCoBdwdCY1cqz4nr2T8cGIa025qQ/vgANY+0596AT7Fb6xUBWVPgpolIjWxmhR+D9QA/p8d29UH5tjuQ7kB840xP4jIclvyEiAaeMC2/k9YJeb7scrMS1WcoaqmUne53f8rfP8onD0KvR6Ffs+61KjJGMPSXceIiIzh4Kk0uofWym9/oclJVXb2JKhfjTFnsJ5pagogIk2K28gYswPoUsjyQru62ar3HrIjHqUuUqout+dSIPJZ2PY5XNMS7v7Z5R643Xv8LFMW7GD7kSRaaMm4qoLsSVDfAmGXLFsA6AwTyiVERMZc1P4CICMrh4jImMIT1JFN8O29kHwEej8GNzwLnq4zGsnKycXT3WoQmJKRxZsjOzIiLFhLxlWVc8UEZWvz3g4IEJERBT7yp0C5uVLOZneX25xsWBVhfQUEw4SfoHHPcojQPnkl4wlJ55h337XUC/Dh1yf64uamIyZVNRU1gmoFDMPqoPvXAsvPAvc5MiilSsKuLrenD8HCSRC3CTreATdFgE9AOUZ5ZafTMnl/xX4+X38YEZjQOzS//YUmJ1WVXTFBGWO+A74TkZ7GmPXlGJNSJVJkl1tjIHoeLHkaxB1GfgwdRjkx2ottOXyaCZ9sJi0zm9u6NuTxgS2oH+A6RRpKOZM9Ux1pclIuLe8+02VVfK184ZsJsHsxNO4Nt37oEnPoZefkEp+UQeOg6rSp78/g9vW4v09TWtT1c3ZoSrmUYlu+uzJt+a6u6NAqWHi/1X6933NWMYSbu1NDyp9lfGkMOcaw7Im+eGrhg6qCyrLlu1IVR04WLH8V1v4bgprB6F8g+NIi1PK34WAi05f8QfSRJJrXqcG0IW3w0PtLShXJnslivYGRWLNH5K9vjHnFcWEpVQrJcfDNRKsQousEGPxP8Kru7KhYu/8UYz/aSP0AHy0ZV6oE7BlBfYfVXHALVo8npVzP3p9h0SSrlHzUJ9B+pFPDOXI6nX0nztK/dV16Ng1i+ogODO8SjI+ncy8zKlWR2JOgQowxQxweiVKlkZMFy/8Ba9+Geh2sFuxBzZwWTsGS8cBqnqx5pjZeHm6M7q6tYZQqKXsS1DoR6WCM2enwaJQqiZSjsOBu+HM9dJ1odbp10owQ6ZnZzF4by8yVB0jLzGZU1xAev7Gltr9Q6irYk6CuAyaIyCGsS3yCNXVeR4dGplRR9i+zHrzNOucSzzbtSUghIjKGgW3r8vTgVloyrlQZsCdBDXV4FErZKycbVv4TVv8L6rSD2+fANS3KPYy8WcYPnkrjoX7N6dq4Fr/8vY8mJqXKkD0J6h5gNbDOGJPm4HiUurKUBGuS18NroMtdMPRN8KpW7mGsP5DI9KV/sP1IEm3q+3Pf9U3x8nDT5KRUGbMnQcUCY4B/i8hZrGS1yjYVklLl4/A6mP83yEy1ZoToNLr8Q0hM48Xvf2dlzEmrZHxUR0aGheCuzzMp5RD2THX0CfCJiNQDbsdq0T4J0D8XleMZA5s/gqVTIbAx/O1/UKd1OYdgEBHcRNgVn8K0oa35W69QLRlXysHseVD3I6AtcBxr9DQK2OrguJSyCiB+fBKiv4CWQ2DErHKdgfyMrWT8z9PpzBofTsNa1Vg3tb9W5ilVTuy5xBcEuANJwGnglDEm26FRKZUcD1+Pg6Nboe8z0HcquJVPYri0ZHxkWEh+m3VNTkqVH3su8d0KICJtgMHAChFxN8aEODo4VUXFroVv/maNoO6YC22Glduho48kMemzKE6cPc+Nbery9JBWtNTiB6Wcwp5LfMOA64E+QE1gOdalPqXKljGw6b8QOQ1qNoEJc6F2q3I4rOFk6nnq+PnQtHZ1OgQH8OANzQgPreXwYyulrsze56BWAe8YY446OB5VVWWdgx+fgOi50HIojPiwXO435ZWMZ2Rms+SxPvj7ePLxhG4OP65Sqnj2XOJ7SETqAt1EJAzYZIw54fjQVJWRHGe737QNbpgGfZ52+P2mPQkpvLH0j/yS8b8PbOnQ4ymlSs6eS3y3ATOAlVjTHL0rIlOMMQscHJuqCuKi4MsxkJUBo7+E1jc5/JDrDljtL/y8PbRkXCkXZs8lvueBbnmjJhGpDSwDNEGpq7PrW1g8GfzqOfz5ptNpmew/kUr3JrXoHlqLKYNbMbZ7YwKqeTrsmEqpq2NPgnK75JJeIqC1tqr0jIHf3rTm1GvU06rUqx7kkEMVLBn38XJn7TPWc0yTb2jukOMppcqOPQlqqYhEAl/a3t8B/OS4kFSllnUOvn8Ydn4DncbAX98BD+8yP0x2Ti7zo+J4e9leTpw9nz/LuD7HpFTFYU+RxBQRGQn0xroHNcsYs8jhkalKYfG2eCIiYzialEG7gPPMqfYOQWeiYcCLcN3fQRwzj93m2DM8u2gnXRvX5IOxYVoyrlQFZM8ICmPMt8C3Do5FVTKLt8UzbeFOMrJyaClHmHkugmrnUtjU/W26Xz+xzI+34WAi+06kclePxvRsFsT8+3vSLbQm4qAkqJRyLHuq+EYAbwB1sEZQeQ0L/R0cm6rgIiJjyMjK4Qa3bbzr+R7peHNb5guc2dmYtX8pu+PsSUjhzaV/sCLmJI2DqnFHeEO8PNzo3kRHTUpVZPaMoN4E/mqM2ePoYFTlcjQpnQnukfw/j8/ZYxpzb+aTHCMIScook/0nJGcQsTSGRdHxF5WM630mpSoHexLUcU1OqsRyc3iz+jxuy/mRyJxwHs+aTAY+ADQI9C2TQ6SdzyHy92NM6tOUyX2ba8m4UpWMPQkqSkS+BhYD5/MWGmMWOiwqVbFlZcC393Jbzo98kjuMV7NGY2xPJvh6ujNlcOnm18srGY89lUbEbZ1oXqcGG54dgJ+PJialKiN7EpQ/kA4MKrDMAJqg1OXST1szQxzZCEOmU8v7ZhrYqvgaBPoyZXArhncJLtEus3JymR91hHeW7csvGc9rf6HJSanKy54E9aQx5nTBBSLSxEHxqIrszGGYO8r6fttsaHcrw6HECamg348m88i8bRw8lUa4lowrVaXYk6D+JyJDjTEpkN8X6hugvUMjUxVLwg4rOWWfg7sWQWjvq9pd6vlsanh7UD/Al8Bqnvx3fDg3tqmjJeNKVSH2JKh/YiWpvwCtgM+AsQ6NSlUsB5bD1+Ot9hh3fwd12pR6V3kl44lpmSye3Jta1b1YOPnqkp1SqmKyZyaJH0XEE/gZ8AOGG2P2OTwyVTFs/wq+ewiuaQXjFoB/g1LtJu5MOv/3y14WbbNKxif3a06OMbihIyalqqorJigReRerGCKPP3AQeEREMMY86ujglAszBta8Bb++DKHXw+i5pW4wuOnQacZ9tBERtGRcKZWvqBFU1CXvtzgyEFWB5ObAkqdh80fQfhQM/6DEE76mZ2Zz6FQa7RoE0KlhABN6hzKxdyj1A8rmGSmlVMV3xQRljJlTnoGoCiI7ExbeB7sXQ69H4caXS9T9Nq9k/O1l+3AXYdXT/fD2cOfZm0p/30opVTnZNVlsaYiID7AK8LYdZ4Ex5kVbifpXQC1gK3CXMSZTRLyxCjC6YvWcusMYE+uo+FQpZKbB13fBgV9h0D+g1yN2b2qMYemuY0RExuSXjE8d2lqnJVJKXZHDEhTWrBP9jTGptiKLNSKyBHgCeMsY85WIzATuAf5j+37GGNNcREZjTVB7hwPjU5co2BrjsodqM5Jg3u0QtxlufhfCxpdo3+sPJPLg3K20qFNDS8aVUnYp8s9XEXEXkYjS7NhYUm1vPW1fBujPhXbxc4Dhtte32N5j+3yA6G+wcpPXGiM+KQMDxCdlMG3hThZvi4fUE/DpMIjfCqNm252c9iSk8F10PAA9mwXx4V1dWfp4Hwa2ravJSSlVrCJHUMaYHBHpKiJijDFFrVsYEXHHKq5oDrwPHACSjDHZtlXigLxpBoKBI7bjZotIMhAEnLpkn5OASQCNGjUqaUjqCvJaYxSUkZXDZ0tXM3z1G3D2GNz5FTS/sdh9HTmdzlu/7GVRdDz1/H0Y2r4+Xh5uDG5Xz1HhK6UqIXsu8W0DvhORb4C0vIX2TBZrjMkBOotIILAIKOxOeF7iK+xP6suSojFmFjALIDw8vMRJUxXuaCEtMJpJPO+fex0kB+5aDI2uLXIfZ9IyeW/Ffj5ffxgRuL9PMx7s20zvMymlSsWeBFULq2ihf4FlJZos1hiTJCIrgR5AoIh42EZRIcBR22pxQEMgTkQ8gADgdGH7U2WvQaAv8QWSVHs5yByvN0DcYcJPUK/4ma2OJmcwZ10sI8NCeHxgCy0ZV0pdFXtmkihVb24RqQ1k2ZKTL3AjVuHDCmAUViXf34DvbJt8b3u/3vb58tJcVlSlM2Vwq/z27NfKHj7ymkEKNdg9YA4Dr5CcsnNymR8Vx6FTqTz3l7a0axDA2qn9qevvU87RK6UqI3tavocA7wK9sUZOa4DHjDFxxWxaH5hjuw/lBsw3xvwgIruBr0TkH1iXDz+2rf8x8LmI7McaOY0uzQmp0smr1lv70xe8mhlBgltdYgZ+xpBeXS9b1xhD5O/HeHOpVTLePbRWfvsLTU5KqbIixQ1SROQXYB7wuW3ROGCsMWagg2MrVnh4uImKunTCC1Vqvy+Cb++Fuu1h3EKoHnTZKvuOn2XKgh1EH0miRZ0aPD2ktZaMK6VKRES2GGPCi1vPnntQtY0xswu8/1REHi99aMol7fgGFk2CkO4w9hvw8b/o46ycXDzd3fD39SQlI4s3R3ZkRFgwHu5aAKGUcgx7EtQpERkHfGl7PwaraEJVFtHzrBnJG/WCO78G7xr5H+WVjMcnZfDVpB7U9fdh2RN9cXPTEZNSyrHsSVB3A+8Bb2Hdg1pnW6Yqgy1z4H+PQdO+MPpL8KoGwOm0TN4vUDI+oXcoWTkGLw/R5KSUKhf2VPH9CdxcDrGo8rb5I/jxSevh2zu+AE+rLHzL4dNM+GQzaZnZ3Na1oZaMK6WcwpFz8SlXtmEmLH0GWg6F2+eQJZ7En0oj9JrqtK0fwOD29bi/T1Na1PVzdqRKqSpKE1RVtO5d+Pl5aD0MM+oTlu45TURkDNm5hmVP9MXXy50Zt3VydpRKqSpOE1RVs/pf8Osr0HY4G7q8wesfRrHdVjI+7aY2eLrr/SWllGsoquX7E0VtaIz5v7IPRznUyjdg5T+hw22s6/AP7vx4C/UDfLRkXCnlkooaQeXdfGgFdMOaigjgr1iNCFVFYQyseA1WRZAQeiv1b/2QHrgxfUQHhncJxsfT3dkRKqXUZYpq+f4ygIj8DIQZY87a3r8EfFMu0akykfHLa/iui2B+bn9mxN3JmlzBy0MY3V3blSilXJc996AaAZkF3mcCoQ6JRpWp9Mxsts97np6x/2F+zg1s6fgC3w3SNutKqYrBngT1ObBJRBZhPah7K/CZQ6NSZeL0zxH0jP0P62sMpMvYj7i9fqCzQ1JKKbvZ86DuayKyBLjetmiiMWabY8NSpWGMYemuYxw8lcZDPj8TEjWds81voeeds8FN7zMppSoWe8vMqwEpxpjZIlJbRJoYYw45MjBVMhsOJvL6kj/YfiSJKTVXQcZMaHMzfqM+1uSklKqQ7OkH9SIQjlXNNxvwBL7A6g+lnOxwYhovff87K2JOUj/AhwXdYgjfORNa3QQjPwZ3T2eHqJRSpWLP3fJbsebiSwMwxhzlQgm6cpK8Pl5uIuyMT2Ha0NasGhhP+M6XocUguO1T8PBybpBKKXUV7LnEl2mMMSJiAESkuoNjUkU4nZbJe8v3c+RMOv8dH07DWtVYN7U/Xr9/A4sehab94PbPwcPb2aEqpdRVsSdBzReRD4FAEbkPq9XGR44NS10qPTObT9Yc4sPfDpKWmc2oriH5bda9/lgEix+A0Otg9Dzw1LbrSqmKz54qvhkiMhBIwboP9YIx5heHR6bybT+SxL2fRXHy7HkGtq3L04NbXZhlfPf38O190LCH1WzQ1s9JKaUqOnuKJN4wxjwD/FLIMuUgxhhOpp6njp8PTWtXp1NIAA/0bUZ4aK0LK+1fBgvuhuCuMHY+eOnVV6VU5WFPkcTAQpYNLetA1AXrDyQy/IN1jP3vRnJyDX4+nnz0t24XJ6c/N8BX46BOaxj7DXhr3YpSqnIpajbzB4HJQDMR2VHgIz+stu+qjO1JSOGNpX+w0lYy/veBLQtfMWEHzL0dAoJh3CLw1RkilFKVT1GX+OYBS4DXgakFlp81xpx2aFRV0PoDidz50Qb8fTyZNrQ1f+sVWvgs46f2w+e3WiOmuxZDjdrlH6xSSpWDomYzTwaSReQd4HSB2cz9RORaY8zG8gqysjqdlsm+42e5tmkQ3UJr8vTg1tzZvREB1a7wcG3SEfjsFuv1+O8gsGH5BauUUuXMnjLz/wBhBd6nFbJMlUDBknEfL3fWPtMfLw83Hryh2ZU3Sj0Jnw+H82dhwv/gmublF7BSSjmBPQlKTN60BYAxJldEtFV8KWTl5DI/6ghvL9t3Ucl4se0vMpLgi1shOR7GL4b6nconYKWUciJ7Es1BEXkUa9QEVuHEQceFVHltOXyG5xbtIrxxTWaOC6Nr41rFb5SZDvPugBN/wJ1fQaMejg9UKaVcgD0J6gHg38DzWP2gfgUmOTKoymT9gUT2nzjLXT1D6dE0iG8e6El445qISPEbZ2fC1+MgbhOMmg3Nb3R8wEop5SLsmUniBDC6HGKpVAqWjDcOqsYd3Rrh5eFGt1A7Rk0AuTmw8F448Cvc/B60G+7YgJVSysUU9RzU08aYN0XkXayR00WMMY86NLIKKiE5g4ilMSyKjsffx5Nnb2rN+J6hJWuzbgz88HfY/R0M/ieE3eW4gJVSykUVNYLaY/seVR6BVBZp53OI/P0Y9/dpxoN9m125ZLwoK1+HrXPg+qeg50NlH6RSSlUAUqBAr8IJDw83UVHOzZ95JeOHE9OJuM2qrjt7Lgs/n1I2Ctz8Mfz4BHQZZ13as+delVJKVSAissUYE17cekVd4vsfhVzay2OMubmUsVUKhZWM57W/KHVy2vM/+OkpaDkEhr2jyUkpVaUVdYlvhu37CKAeVpt3gDFArANjcnm/H03m4XnbOHQqjfDGNfnP2LCLJ3ItjcPrYcE91szko2aDuz5qppSq2oqa6ug3ABF51RjTp8BH/xORVQ6PzAWlns+mhrcHDQJ8qVXdi+duasOANnXsKxkvyok98OUdENgIxmhPJ6WUAvueg6otIk2NMQcBRKQJUKVmKM0rGU9MzeS7h3pTs7oX3z7Yq2x2nhwHX4wED18Y9y1UDyqb/SqlVAVnT4L6O7BSRPJmjwgF7ndYRC7kyOl03vplL4ui4/Hz9uChfs3JMQY3yujeUPpp+HyENb/exCVQs3HZ7FcppSoBex7UXSoiLYDWtkV/GGPOOzYs59t06DTjPtqICEzq05TJfZuXrmT8SrIy4MsxcOYQjFsI9dpfcdXF2+KJiIzhaFIGDQJ9mTK4FcO7BJddLEop5YLsafleDXgCaGyMuU9EWohIK2PMD44Pr3ylZ2Zz6FQa7RoE0LlhIBN7hzKhdyj1A3zL9kA52VZBxJGNcNtsaHL9FVddvC2eaQt3kpGVA0B8UgbTFu4E0CSllKrU7JneYDaQCfS0vY8D/lHcRiLSUERWiMgeEfldRB6zLX9JROJFJNr2dVOBbaaJyH4RiRGRwaU4n1LJysll7sbD9I1YyT2fRuWXi0+7qU3ZJydj4KcnIeZHGPoGtLu1yNUjImPyk1OejKwcIiJjyjYupZRyMfbcg2pmjLlDRMYAGGMyxL6ytWzgSWPMVhHxA7aIyC+2z94yxswouLKItMWa868d0ABYJiItjTEX/3YuQ8YYluw6RkRkTH7J+NShrUs2LVFJrZoBWz6F656Aa4u/lXc0KaNEy5VSqrKwJ0Fliogvtod2RaQZUOw9KGNMApBge31WRPYARV2TugX4ynZ/65CI7Ae6A+vtiLFU1h9IZPLcrbSoU4OPxoeXTcl4UXbMhxX/gI53wIAX7NqkQaAv8YUkowaBZTyyU0opF2PPUOFFYCnQUETmYrXbeLokBxGRUKALkNcm/mER2SEin4hITduyYOBIgc3iKDqhXbWezYKYdVdXlj7ehxvb1nVscopdC989BI2vg5vftXuWiCmDW+Hr6X7RMl9Pd6YMbuWIKJVSymUUmaBsl/L+wJpNYgLwJRBujFlp7wFEpAbwLfC4MSYFq/FhM6Az1gjrX3mrFrL5ZVMticgkEYkSkaiTJ0/aG8aVYmNQu3q4uzl4SqFT++CrOyGwMYz+Ajy87d50eJdgXh/RgeBAXwQIDvTl9REdtEBCKVXpFXmJzxhjRGSxMaYr8GNJdy4inljJaa4xZqFtn8cLfP5fIK8aMA5oWGDzEOBoITHNAmaBNVlsSWMqd2mnYO4ocPOAsd+Ab83it7nE8C7BmpCUUlWOPZf4NohIt5Lu2Db6+hjYY4z5vwLL6xdY7VZgl+3198BoEfG2zVbRAthU0uO6lLxnnc4egzu/hlpNnB2RUkpVGPYUSfQDHhCRWCAN61KcMcZ0LGa73sBdwE4RibYtexYYIyKdsS7fxWKblcIY87uIzAd2Y1UAPuTICj6Hy82FRQ9A3Ga4fQ6EFDuzvFJKqQLsSVBDS7NjY8waCr+v9FMR27wGvFaa47mcX1+G3Yth4KvQ9hZnR6OUUhVOUf2gfIAHgObATuBjY0x2eQVWoUXNhrVvQ/g90OsRZ0ejlFIVUlH3oOYA4VjJaSgXqu1UUfYtgx+fhBaDYOib2nRQKaVKqahLfG2NMR0ARORjKnrBQnk4tgu+mQB128KoT7TpoFJKXYWiRlBZeS/00p4dUhJg3u3g7Qd3zre+K6WUKrWi/sTvJCIpttcC+Nre51Xx+Ts8uooiK8N6EDcjCe5eCv4NnB2RUkpVeEW1fHe/0mdVgd09mIyxpjA6ug1Gz4X6xVXfK6WUsofeJClEiXowrYqAXd/CgBeh9V/KO1SllKq0HNhXouKyuwfT7u9gxWvQcTSLq99O7+nLaTL1R3pPX87ibfHlGLFSSlU+OoIqhF09mBK2w8L7IaQb3zd6hmmLdmnXW6WUKkM6girElXot5S8/e8yaY69aEIyexxvLYrXrrVJKlTFNUIUosgdT1jn4aixknIExX0KNOtr1VimlHEAv8RUi77LcZVV8nRvAwvsgPgru+CK/Yk+73iqlVNnTBHUFhfZgWjUDdn4D/f8ftPlr/uIpg1tdVPUH2vVWKaWuliYoe+35Hyx/FTrcDtc/edFHVxxxaYGEUkqVmiYoeyTsgIWTIDgcbn630AlgteutUkqVLS2SKE7qSatiz7cmjJ4Hnj7OjkgppaoEHUEVJScLvvkbpJ+CuyPBr66zI1JKqSpDE1RRIp+Dw2thxH+hQWdnR6OUUlWKXuK7km1zYdOH0PNh6Hi7s6NRSqkqRxNUYeK3wA9/hyZ94caXnR2NUkpVSZqgLpV6Ar4aBzXqwqjZ2hVXKaWcRH/7FpSdCfPHW9MY3fMzVA9ydkRKKVVlaYIqKHIa/LkeRn6sjQeVUsrJ9BJfnq2fw+aPoNcj0GGUs6NRSqkqTxMUQFwU/PgENL0BBrzk5GCUUkqBJig4exy+Hgd+9bUoQimlXEjV/m2cVxRxLhnu+QWq1XJ2REoppWyqdoJa+gwc2WCNnOq1d3Y0SimlCqi6l/iyz0PiAej9GLQf4exolFJKXaLqjqA8vGHcwkJbZyillHK+qpugQAsilFLKhVXdS3xKKaVcmiYopZRSLkkTlFJKKZekCUoppZRL0gSllFLKJWmCUkop5ZI0QSmllHJJmqCUUkq5JDHGODuGUhORk8Dhq9zNNcCpMgjHmfQcXIOeg2vQc3AdVzqPxsaY2sVtXKETVFkQkShjTLiz47gaeg6uQc/BNeg5uI6rPQ+9xKeUUsolaYJSSinlkjRBwSxnB1AG9Bxcg56Da9BzcB1XdR5V/h6UUkop16QjKKWUUi5JE5RSSimXVKkTlIg0FJEVIrJHRH4Xkcdsy18SkXgRibZ93VRgm2kisl9EYkRksPOiz4/HR0Q2ich22zm8bFveREQ2isg+EflaRLxsy71t7/fbPg91Zvy2mK50Dp+KyKECP4fOtuUiIv+2ncMOEQlz7hlcICLuIrJNRH6wva8wP4c8hZxDRfw5xIrITlu8UbZltUTkF9vP4hcRqWlb7pLncYVzqDC/mwBEJFBEFojIH7bfsz3L9OdgjKm0X0B9IMz22g/YC7QFXgKeKmT9tsB2wBtoAhwA3J18DgLUsL32BDYCPYD5wGjb8pnAg7bXk4GZttejW3o9FwAACEVJREFUga9d4OdwpXP4FBhVyPo3AUts2/UANjr7HArE9gQwD/jB9r7C/ByKOIeK+HOIBa65ZNmbwFTb66nAG658Hlc4hwrzu8kW1xzgXttrLyCwLH8OlXoEZYxJMMZstb0+C+wBgovY5BbgK2PMeWPMIWA/0N3xkV6ZsaTa3nravgzQH1hgWz4HGG57fYvtPbbPB4iIlFO4hSriHP5/e+cfY0dVxfHPF1boD2BrayEkFZfKL6PRUmuClmIbEQGRBsXUtirVqP9oDI0JhECq/2g0sUoEWhVoC20tpBSx/UOkUmoVIdCWQhdbkUS0G2oXQ1ppU4rdHv8457HTt++93Y3b3Xm755NM5s69d+adM2f3nrl37pxbj9nA/XHe08A4SWefaDl7Q9Ik4NPAPXEsmsgO0FOHXiilHRpQvOfVtmgmPWpRurZJ0hnAZcC9AGb2lpntZwDtMKwdVJEYYrkYf3oH+FZ0M5dVuqC489pTOK2Dxg5tUIghmR1AJ7ARf3rab2ZHo0pRzrd1iPIDwITBlbgn1TqYWcUO3w87/FTSqZFXSjsAtwM3AcfieAJNZgd66lChmewA/oDzmKRtkr4ReWeZ2V7wh1PgzMgvqx61dIDmaZsmA68By2PI+B5JYxlAO4wIByXpNGAdcKOZ/QdYCrwXmALsBRZXqtY4fcjn4ZtZl5lNASbhT03vq1Ut9k2hg6QPALcAFwEfAcYDN0f10ukg6Rqg08y2FbNrVC2tHeroAE1khwLTzWwqcBXwTUmXNahbVj1q6dBMbVMLMBVYamYXA4fwIb169FuHYe+gJL0Dd06rzexhADPbFw3mMeBuurvKHcC7C6dPAl4dTHkbEd3nzfj47ThJLVFUlPNtHaK8FXh9cCWtT0GHK2MI1szsCLCcctthOnCtpFeAB/ChvdtpLjv00EHSqiazAwBm9mrsO4Ff4zLvqwwZxb4zqpdSj1o6NFnb1AF0FEZDHsId1oDZYVg7qBjzvxfYZWY/KeQXxz2vA9ojvR74QszAOhc4H3hmsOSthaSJksZFejRwOf4u7Qng+qh2A/CbSK+PY6J8k8UbyqGijg67C3/Ewsepi3b4csz6uQQ4UBkyGCrM7BYzm2Rmbfikh01mNp8mskMdHb7YTHYAkDRW0umVNHAFLnPxnlfbolR61NOhmdomM/sXsEfShZH1CeAvDKQd/p8ZHGXfgEvxLuQLwI7YrgZWAjsjfz1wduGcW/F3PH8FriqBDh8EngtZ24FFkT8Z/wN9GVgLnBr5o+L45SifXGIdNoUd2oFVdM/0E3BX2GEnMG2odajSZybdM+Caxg4NdGgqO8Q9fz62F4FbI38C8Djwt9iPL6seDXRomrYpZJoCbA15HwHeOZB2yFBHSZIkSSkZ1kN8SZIkSfOSDipJkiQpJemgkiRJklKSDipJkiQpJemgkiRJklKSDioZVkjqKkSC3iGp0Zftja6zQtL1vdfs1zXbJM0byGsOJJL+3Et5m6T2OmWbJU07MZIlI5WW3qskSVNx2DykUhlpA+bhkcT7hKQW6471d0KQdLJ59IKPncjfSZL+kj2oZNgjqVW+hs6FcbxG0tcjfVDSYknbJT0uaWKN8xdJelZSu6RfVqKSR6/hR/K1rl6SNCPy2yT9Ma65XVKl4f8hMCN6dgvl62Qtl68J9JykWXH+AklrJW3Ag4mulDS7IM9qSddWyfigjl87aIWkz9WTRdJM+Vppv8I/mkTSwdifFvdie8g2u/BTLZLukwczfUjSmBr36wpJT8X5a+WxMJOk/wz1l8i55TaQG9BFd9SQHcCcyP8k8BQe4ufRQn0D5kd6EXBnpFcQayQRX8JHeiXwmUhvBhZH+mrg95EeA4yK9PnA1kjPJKI3xPF3gOWRvgj4Jx6BYgEet6zyBf7HgUci3Qr8HWip0vs64L5In4JHjR7diyyHgHML1zgY+xbgjEi/C4+GIbwHaHiQU4BlxNpFcS+mRf0twNjIv5mIHJJbbv3dcogvGW7UHOIzs42SPo+HWvlQoegY8GCkVwEP17jmLEk34Y39eDw0zYYoq9Tfhjfg4Otd3SlfmbYLuKCOrJcCd4R8uyX9o1B3o5m9HmV/kHSXpDOBzwLrrOew32+Bn8mXyrgS2GJmhyW1NpDlGfO1haoR8AN5dO1j+JIIZ0XZHjN7MtKrgG8DPy6cewm+uN6T0dE8BX8wSJJ+kw4qGRFIOglfpuQw7mQ66lQ9LvaXpFHAEjxu2B5J38N7ORWOxL6L7v+nhcA+3BGeBLxZT6wGIh+qOl4JzMd7gF/tIbTZm5I2A58C5gBr+iBL9W9UmA9MBD5sZv+VRz+v6FwdG636WLhznVvn2knSZ/IdVDJSWIhHgZ8LLJMvwwL+P1CZrTcP+FPVeZWG+d/xLqUvM/tagb3mSyZ8CTg58t8ATi/U24I7AyRdAJyDBwKtxQrgRgAze7FOnQeArwAzgN/1Iktv8neGc5oFvKdQdo6kj0Z6Lj3v19PAdEnnhV5jQrck6TfZg0qGG6PlK/dWeBR/V/I1fL2dNyRtAW4Dvov3It4vaRu+6u2c4sXMbL+ku/GJBK8Az/ZBhiXAuhhSfILunsoLwFFJz+MOZwnwc0k7gaPAAjM7ohorw5vZPkm78IjR9XgMuB9Yb2Zv9SJLI1YDGyRtxd/j7S6U7QJukPQLPFr10io5X5O0AFij7pV5bwNe6sPvJslxZDTzZEQj6aCZlX6WWcyW2wlMNbMDQy1PkgwGOcSXJCVH0uV4L+aOdE7JSCJ7UEmSJEkpyR5UkiRJUkrSQSVJkiSlJB1UkiRJUkrSQSVJkiSlJB1UkiRJUkr+BydWpuMRVtd4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1353,7 +1373,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1435,7 +1455,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1514,7 +1534,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1611,7 +1631,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1692,7 +1712,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch10.ipynb to script\n", - "[NbConvertApp] Writing 18647 bytes to ch10.py\n" + "[NbConvertApp] Writing 18672 bytes to ch10.py\n" ] } ], diff --git a/ch10/ch10.py b/ch10/ch10.py index 6d657136..ddbce284 100644 --- a/ch10/ch10.py +++ b/ch10/ch10.py @@ -119,8 +119,8 @@ df = pd.read_csv('https://raw.githubusercontent.com/rasbt/' - 'python-machine-learning-book-2nd-edition' - '/master/code/ch10/housing.data.txt', + 'python-machine-learning-book-3rd-edition/' + 'master/ch10/housing.data.txt', header=None, sep='\s+') @@ -154,7 +154,8 @@ cols = ['LSTAT', 'INDUS', 'NOX', 'RM', 'MEDV'] -scatterplotmatrix(df[cols].values, figsize=(10, 8), names=cols) +scatterplotmatrix(df[cols].values, figsize=(10, 8), + names=cols, alpha=0.5) plt.tight_layout() #plt.savefig('images/10_03.png', dpi=300) plt.show() From 93854b6c60a56795f79f57e26fa5d4db28bae600 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 00:27:40 -0600 Subject: [PATCH 10/13] ch10 updates --- ch10/ch10.ipynb | 247 +++++++++--------------------------------------- 1 file changed, 43 insertions(+), 204 deletions(-) diff --git a/ch10/ch10.ipynb b/ch10/ch10.ipynb index 1a23dda5..3afa5dfe 100755 --- a/ch10/ch10.ipynb +++ b/ch10/ch10.ipynb @@ -11,26 +11,6 @@ "Code License: [MIT License](https://github.com/rasbt/python-machine-learning-book-3rd-edition/blob/master/LICENSE.txt)" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Collecting package metadata (current_repodata.json): done\n", - "Solving environment: failed with initial frozen solve. Retrying with flexible solve.\n", - "Collecting package metadata (repodata.json): done\n", - "Solving environment: \\ " - ] - } - ], - "source": [ - "!conda install matplotlib==3.1.0 --yes" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -69,7 +49,7 @@ "\n", "numpy 1.17.4\n", "pandas 0.25.3\n", - "matplotlib 3.1.1\n", + "matplotlib 3.1.0\n", "sklearn 0.22\n", "mlxtend 0.17.0\n" ] @@ -497,7 +477,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -525,7 +505,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -642,7 +622,7 @@ { "data": { "text/plain": [ - "<__main__.LinearRegressionGD at 0x7f8850997f60>" + "<__main__.LinearRegressionGD at 0x7f8fe08f7c50>" ] }, "execution_count": 12, @@ -662,7 +642,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -701,7 +681,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -812,7 +792,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -886,7 +866,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1013,7 +993,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.58 ms ± 2.28 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "7.17 ms ± 1.11 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -1030,7 +1010,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "5.25 ms ± 482 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "8.98 ms ± 4.18 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], @@ -1040,39 +1020,18 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "156 µs ± 6.33 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" - ] - } - ], + "outputs": [], "source": [ "%timeit np.sqrt(np.sum(ary**2))" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.scatter(y_train_pred, y_train_pred - y_train,\n", " c='steelblue', marker='o', edgecolor='white',\n", @@ -1093,18 +1052,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MSE train: 19.958, test: 27.196\n", - "R^2 train: 0.765, test: 0.673\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error\n", @@ -1134,19 +1084,9 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.11311792 0.04725111 -0.03992527 0.96478874 -0. 3.72289616\n", - " -0.02143106 -1.23370405 0.20469 -0.0129439 -0.85269025 0.00795847\n", - " -0.52392362]\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.linear_model import Lasso\n", "\n", @@ -1159,18 +1099,9 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MSE train: 20.926, test: 28.876\n", - "R^2 train: 0.753, test: 0.653\n" - ] - } - ], + "outputs": [], "source": [ "print('MSE train: %.3f, test: %.3f' % (\n", " mean_squared_error(y_train, y_train_pred),\n", @@ -1189,7 +1120,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1206,7 +1137,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1223,7 +1154,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1248,7 +1179,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1265,7 +1196,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1279,22 +1210,9 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# fit linear features\n", "lr.fit(X, y)\n", @@ -1320,7 +1238,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1330,18 +1248,9 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Training MSE linear: 569.780, quadratic: 61.330\n", - "Training R^2 linear: 0.832, quadratic: 0.982\n" - ] - } - ], + "outputs": [], "source": [ "print('Training MSE linear: %.3f, quadratic: %.3f' % (\n", " mean_squared_error(y, y_lin_pred),\n", @@ -1368,22 +1277,9 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "X = df[['LSTAT']].values\n", "y = df['MEDV'].values\n", @@ -1450,22 +1346,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "X = df[['LSTAT']].values\n", "y = df['MEDV'].values\n", @@ -1529,22 +1412,9 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1580,7 +1450,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -1593,18 +1463,9 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "MSE train: 1.641, test: 11.056\n", - "R^2 train: 0.979, test: 0.878\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", @@ -1626,22 +1487,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.scatter(y_train_pred, \n", " y_train_pred - y_train, \n", @@ -1704,18 +1552,9 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[NbConvertApp] Converting notebook ch10.ipynb to script\n", - "[NbConvertApp] Writing 18672 bytes to ch10.py\n" - ] - } - ], + "outputs": [], "source": [ "! python ../.convert_notebook_to_script.py --input ch10.ipynb --output ch10.py" ] From e250ac5213f4ad479800505f1711b9b359d74a56 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 01:15:58 -0600 Subject: [PATCH 11/13] upd ch08 --- ch08/ch08.ipynb | 175 ++++++++++++++++++++++++++++++++---------------- 1 file changed, 116 insertions(+), 59 deletions(-) diff --git a/ch08/ch08.ipynb b/ch08/ch08.ipynb index b1a04473..e1aead41 100644 --- a/ch08/ch08.ipynb +++ b/ch08/ch08.ipynb @@ -42,14 +42,14 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-17 \n", + "last updated: 2019-12-05 \n", "\n", "CPython 3.7.1\n", - "IPython 7.9.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.2\n", - "pandas 0.24.2\n", - "sklearn 0.21.3\n", + "numpy 1.17.4\n", + "pandas 0.25.3\n", + "sklearn 0.22\n", "nltk 3.4.5\n" ] } @@ -161,7 +161,53 @@ "name": "stdout", "output_type": "stream", "text": [ - "100% | 80 MB | 0.74 MB/s | 108 sec elapsed" + "32% | 25 MB | 6.34 MB/s | 4 sec elapsed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "IOPub message rate exceeded.\n", + "The notebook server will temporarily stop sending output\n", + "to the client in order to avoid crashing it.\n", + "To change this limit, set the config variable\n", + "`--NotebookApp.iopub_msg_rate_limit`.\n", + "\n", + "Current values:\n", + "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n", + "NotebookApp.rate_limit_window=3.0 (secs)\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "72% | 58 MB | 7.86 MB/s | 7 sec elapsed" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "IOPub message rate exceeded.\n", + "The notebook server will temporarily stop sending output\n", + "to the client in order to avoid crashing it.\n", + "To change this limit, set the config variable\n", + "`--NotebookApp.iopub_msg_rate_limit`.\n", + "\n", + "Current values:\n", + "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n", + "NotebookApp.rate_limit_window=3.0 (secs)\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100% | 80 MB | 8.24 MB/s | 9 sec elapsed" ] } ], @@ -225,7 +271,7 @@ "output_type": "stream", "text": [ "0% [##############################] 100% | ETA: 00:00:00\n", - "Total time elapsed: 00:02:06\n" + "Total time elapsed: 00:01:51\n" ] } ], @@ -820,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -838,7 +884,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -847,7 +893,7 @@ "['runners', 'like', 'running', 'and', 'thus', 'they', 'run']" ] }, - "execution_count": 25, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -858,7 +904,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -867,7 +913,7 @@ "['runner', 'like', 'run', 'and', 'thu', 'they', 'run']" ] }, - "execution_count": 26, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -878,7 +924,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -887,7 +933,7 @@ "text": [ "[nltk_data] Downloading package stopwords to\n", "[nltk_data] /Users/sebastian/nltk_data...\n", - "[nltk_data] Unzipping corpora/stopwords.zip.\n" + "[nltk_data] Package stopwords is already up-to-date!\n" ] }, { @@ -896,7 +942,7 @@ "True" ] }, - "execution_count": 27, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -909,7 +955,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -918,7 +964,7 @@ "['runner', 'like', 'run', 'run', 'lot']" ] }, - "execution_count": 28, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -955,7 +1001,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -967,7 +1013,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1038,7 +1084,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -1053,15 +1099,17 @@ "output_type": "stream", "text": [ "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 12 concurrent workers.\n", - "[Parallel(n_jobs=-1)]: Done 17 tasks | elapsed: 4.0min\n", - "[Parallel(n_jobs=-1)]: Done 138 tasks | elapsed: 22.6min\n", - "[Parallel(n_jobs=-1)]: Done 240 out of 240 | elapsed: 39.3min finished\n" + "/Users/sebastian/miniconda3/lib/python3.7/site-packages/joblib/externals/loky/process_executor.py:706: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n", + " \"timeout or by a memory leak.\", UserWarning\n", + "[Parallel(n_jobs=-1)]: Done 17 tasks | elapsed: 4.1min\n", + "[Parallel(n_jobs=-1)]: Done 138 tasks | elapsed: 24.2min\n", + "[Parallel(n_jobs=-1)]: Done 240 out of 240 | elapsed: 41.7min finished\n" ] }, { "data": { "text/plain": [ - "GridSearchCV(cv=5, error_score='raise-deprecating',\n", + "GridSearchCV(cv=5, error_score=nan,\n", " estimator=Pipeline(memory=None,\n", " steps=[('vect',\n", " TfidfVectorizer(analyzer='word',\n", @@ -1078,7 +1126,8 @@ " norm='l2',\n", " preprocessor=None,\n", " smooth_idf=True,\n", - " stop_word...\n", + " stop_words=None,\n", + " strip_acc...\n", " \"you'll\", \"you'd\", 'your',\n", " 'yours', 'yourself',\n", " 'yourselves', 'he', 'him',\n", @@ -1087,14 +1136,14 @@ " 'herself', 'it', \"it's\", 'its',\n", " 'itself', ...],\n", " None],\n", - " 'vect__tokenizer': [,\n", - " ],\n", + " 'vect__tokenizer': [,\n", + " ],\n", " 'vect__use_idf': [False]}],\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", " scoring='accuracy', verbose=2)" ] }, - "execution_count": 37, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1105,14 +1154,14 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Best parameter set: {'clf__C': 10.0, 'clf__penalty': 'l2', 'vect__ngram_range': (1, 1), 'vect__stop_words': None, 'vect__tokenizer': } \n", + "Best parameter set: {'clf__C': 10.0, 'clf__penalty': 'l2', 'vect__ngram_range': (1, 1), 'vect__stop_words': None, 'vect__tokenizer': } \n", "CV Accuracy: 0.897\n" ] } @@ -1124,7 +1173,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1159,16 +1208,24 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 32, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sebastian/miniconda3/lib/python3.7/site-packages/sklearn/model_selection/_split.py:296: FutureWarning: Setting a random_state has no effect since shuffle is False. This will raise an error in 0.24. You should leave random_state to its default (None), or set shuffle=True.\n", + " FutureWarning\n" + ] + }, { "data": { "text/plain": [ "array([0.4, 0.2, 0.6, 0.2, 0.4])" ] }, - "execution_count": 40, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1202,7 +1259,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1256,16 +1313,16 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.36" + "0.36000000000000004" ] }, - "execution_count": 42, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1283,7 +1340,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1292,7 +1349,7 @@ "0.36000000000000004" ] }, - "execution_count": 43, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -1329,7 +1386,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1358,7 +1415,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1393,7 +1450,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1403,7 +1460,7 @@ " 1)" ] }, - "execution_count": 46, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1414,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1432,7 +1489,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1448,7 +1505,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -1463,7 +1520,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1471,7 +1528,7 @@ "output_type": "stream", "text": [ "0% [##############################] 100% | ETA: 00:00:00\n", - "Total time elapsed: 00:00:18\n" + "Total time elapsed: 00:00:20\n" ] } ], @@ -1491,7 +1548,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 43, "metadata": {}, "outputs": [ { @@ -1510,7 +1567,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -1540,7 +1597,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 45, "metadata": {}, "outputs": [ { @@ -1595,7 +1652,7 @@ "2 ***SPOILER*** Do not read this, if you think a... 0" ] }, - "execution_count": 53, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -1609,7 +1666,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -1623,7 +1680,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1637,7 +1694,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -1646,7 +1703,7 @@ "(10, 5000)" ] }, - "execution_count": 56, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -1657,7 +1714,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -1725,7 +1782,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 50, "metadata": { "scrolled": true }, @@ -1794,7 +1851,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 51, "metadata": {}, "outputs": [ { From 9a54bce214043a705952c1c04bae13998ed4d5c3 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 01:20:31 -0600 Subject: [PATCH 12/13] wrap up ch8 --- .gitignore | 6 ++ ch08/ch08.ipynb | 2 +- ch10/ch10.ipynb | 207 ++++++++++++++++++++++++++++++++++++++++-------- 3 files changed, 181 insertions(+), 34 deletions(-) diff --git a/.gitignore b/.gitignore index aae28529..518b7567 100644 --- a/.gitignore +++ b/.gitignore @@ -18,6 +18,12 @@ ch12/t10k-labels-idx1-ubyte.gz ch12/train-images-idx3-ubyte.gz ch12/train-labels-idx1-ubyte.gz +# Ch18 data files +ch08/aclImdb/ +ch08/aclImdb_v1.tar.gz +ch08/movie_data.csv + +# Other *checkpoint *tfevents* *.data-00000-of-00001 diff --git a/ch08/ch08.ipynb b/ch08/ch08.ipynb index e1aead41..de8032fb 100644 --- a/ch08/ch08.ipynb +++ b/ch08/ch08.ipynb @@ -1242,7 +1242,7 @@ "y = [np.random.randint(3) for i in range(25)]\n", "X = (y + np.random.randn(25)).reshape(-1, 1)\n", "\n", - "cv5_idx = list(StratifiedKFold(n_splits=5, shuffle=False, random_state=0).split(X, y))\n", + "cv5_idx = list(StratifiedKFold(n_splits=5, shuffle=False).split(X, y))\n", " \n", "lr = LogisticRegression(random_state=123, multi_class='ovr', solver='lbfgs')\n", "cross_val_score(lr, X, y, cv=cv5_idx)" diff --git a/ch10/ch10.ipynb b/ch10/ch10.ipynb index 3afa5dfe..46396794 100755 --- a/ch10/ch10.ipynb +++ b/ch10/ch10.ipynb @@ -1020,18 +1020,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "146 µs ± 4.19 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + ] + } + ], "source": [ "%timeit np.sqrt(np.sum(ary**2))" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.scatter(y_train_pred, y_train_pred - y_train,\n", " c='steelblue', marker='o', edgecolor='white',\n", @@ -1052,9 +1073,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE train: 19.958, test: 27.196\n", + "R^2 train: 0.765, test: 0.673\n" + ] + } + ], "source": [ "from sklearn.metrics import r2_score\n", "from sklearn.metrics import mean_squared_error\n", @@ -1084,9 +1114,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 32, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.11311792 0.04725111 -0.03992527 0.96478874 -0. 3.72289616\n", + " -0.02143106 -1.23370405 0.20469 -0.0129439 -0.85269025 0.00795847\n", + " -0.52392362]\n" + ] + } + ], "source": [ "from sklearn.linear_model import Lasso\n", "\n", @@ -1099,9 +1139,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE train: 20.926, test: 28.876\n", + "R^2 train: 0.753, test: 0.653\n" + ] + } + ], "source": [ "print('MSE train: %.3f, test: %.3f' % (\n", " mean_squared_error(y_train, y_train_pred),\n", @@ -1120,7 +1169,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1137,7 +1186,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ @@ -1154,7 +1203,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -1179,7 +1228,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1196,7 +1245,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1210,9 +1259,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "# fit linear features\n", "lr.fit(X, y)\n", @@ -1238,7 +1300,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -1248,9 +1310,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 41, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training MSE linear: 569.780, quadratic: 61.330\n", + "Training R^2 linear: 0.832, quadratic: 0.982\n" + ] + } + ], "source": [ "print('Training MSE linear: %.3f, quadratic: %.3f' % (\n", " mean_squared_error(y, y_lin_pred),\n", @@ -1277,9 +1348,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 42, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "X = df[['LSTAT']].values\n", "y = df['MEDV'].values\n", @@ -1346,9 +1430,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "X = df[['LSTAT']].values\n", "y = df['MEDV'].values\n", @@ -1412,9 +1509,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 44, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "\n", @@ -1450,7 +1560,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -1463,9 +1573,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSE train: 1.641, test: 11.056\n", + "R^2 train: 0.979, test: 0.878\n" + ] + } + ], "source": [ "from sklearn.ensemble import RandomForestRegressor\n", "\n", @@ -1487,9 +1606,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdeXQc1Z3o8e+vepG6JVuyzGLHC5uNF3kFhwkDPBJs8EICNoEQIASIjSGEhDDJTMhLJskk552XzCSTBXgBYwgkMTuxcQI2sRkSICFstsH7wmYMNl5ky3a3Wuruuu+Pqi51Sy25ZanVJen3OcfH6upS9a1udf3q3vu794oxBqWUUspvrFIXQCmllMpHA5RSSilf0gCllFLKlzRAKaWU8iUNUEoppXwpWOoCdIVjjjnGnHjiiaUuhlJKqTa8/vrre40xx3bkd3pFgDrxxBN57bXXSl0MpZRSbRCR9zr6O9rEp5RSypdKFqBEZJiIPCciG0VkvYjc4m6vEZEVIrLV/X9AqcqolFKqdEpZg0oB3zDGjAE+AXxFRMYCtwHPGmNGAs+6j5VSSvUxJeuDMsbsBHa6Px8SkY3AEOBi4JPubg8AfwG+1dHjJ5NJduzYQSKR6JLyqq5RXl7O0KFDCYVCpS6KUsrnfJEkISInApOBl4Hj3eCFMWaniBzXxu/MB+YDDB8+vNXzO3bsoF+/fpx44omISJFKrjrCGMO+ffvYsWMHJ510UqmLo5TyuZInSYhIJfAE8HVjzMFCf88Ys8AYM8UYM+XYY1tnLiYSCQYOHKjByUdEhIEDB2qtVilVkJIGKBEJ4QSnRcaYP7ibPxKRwe7zg4HdnTh+5wupupR+JkqpQpUyi0+Ae4GNxpj/znpqKXCN+/M1wJPdXTallOpOCTtBPB1v9S9h9+3WhlL2QZ0FXA2sFZE17rb/DfwYeFRE5gLbgctKVL5O2bdvH1OnTgVg165dBAIBMk2Rr7zyCuFw+IjHuO6667jtttsYNWpUm/vceeedVFdXc9VVV3VNwV0rV67kjjvuYMmSJW3us2rVKnbv3s2MGTO69LWV6mtsYzNnw5xW2xePXVyC0vhHKbP4XgTaau+Z2p1lKYaBAweyZo0Td3/wgx9QWVnJN7/5zZx9jDEYY7Cs/BXZ3/zmN0d8na985SudL+xRWrVqFevWrdMApZQqipInSfjJoYYksUSSww3Jor3Gtm3bGDduHDfeeCOnnXYaO3fuZP78+UyZMoXa2lp++MMfevueffbZrFmzhlQqRXV1NbfddhsTJ07kzDPPZPdup2vuu9/9Lr/4xS+8/W+77TbOOOMMRo0axd///ncAYrEYn/3sZ5k4cSJXXHEFU6ZM8YJntqeeeopRo0Zx9tln8+STzS2r//jHPzjzzDOZPHkyZ511Flu3bqWhoYEf/vCHLFq0iEmTJvH444/n3U8ppY6WBijX7voGbn96LV+990V+9fRadtc3FO21NmzYwNy5c1m9ejVDhgzhxz/+Ma+99hpvvPEGK1asYMOGDa1+p76+nnPPPZc33niDM888k/vuuy/vsY0xvPLKK/zXf/2XF+xuv/12Bg0axBtvvMFtt93G6tWrW/1ePB7nhhtu4Omnn+aFF17gww8/9J4bM2YML774IqtXr+bf//3f+e53v0skEuF73/seV111FWvWrOHSSy/Nu59SSh0tX4yDKrVDDUkWrtzI2u11AKzdXsfClRv56qxx9Iscua+oo0455RQ+/vGPe48feugh7r33XlKpFB9++CEbNmxg7NixOb8TiUSYOXMmAKeffjovvPBC3mNfcskl3j7vvvsuAC+++CLf+pYz1nnixInU1ta2+r0NGzZw6qmncsoppwBw1VVX8dvf/haAAwcO8MUvfpG33nqr3fMqdD+llCqEBijAEti2qz5n27Zd9VhFSomuqKjwft66dSu//OUveeWVV6iuruYLX/hC3nFC2UkVgUCAVCqV99hlZWWt9jHGFFSutlLAv/Od7zB9+nRuuukmtm3b1mafU6H7KaVyWWLlTYiwpG83cvXts3fZBkYMqsrZNmJQFXaBF/bOOHjwIP369aN///7s3LmTZ555pstf4+yzz+bRRx8FYO3atXmbEMeOHcuWLVt45513MMbw0EMPec/V19czZMgQAO6//35ve79+/Th06NAR91NKta/cKicaiLb6V26Vl7poJaUBCugXCTFv2hjGD68hEg4wfngN86aNKUrzXkunnXYaY8eOZdy4cVx//fWcddZZXf4aX/3qV/nggw+YMGECP/vZzxg3bhxVVbkBORqNctdddzFz5kzOOeccTj75ZO+5b33rW/zrv/5rq7Kdd955vPHGG0yePJnHH3+8zf2UUupoSKHNP342ZcoU03LBwo0bNzJmzJgOHedQQxOWCLYx3RKcuksqlSKVSlFeXs7WrVu54IIL2Lp1K8FgaVp4j+azUUr1bCLyujFmSkd+R/ugsvSmoJTt8OHDTJ06lVQqhTGGu+++u2TBSSmlCqVXqT6gurqa119/vdTFUEqpDtE+KKWUUr6kAUoppZQvaYBSSinlSxqglFJK+ZIGqCLZt28fkyZNYtKkSQwaNIghQ4Z4j5uamgo+zn333ceuXbuOuN+2bduYNGlSu/u8/fbbPPzwwwW/tlJKlZIGqCLJLLexZs0abrzxRm699VbvcSFrQWUUGqAKoQFKKdWTaICi+1ezfOCBBzjjjDOYNGkSN910E7Ztk0qluPrqqxk/fjzjxo3jV7/6FY888ghr1qzh8ssvz1vzevXVV5kwYQJnnnkmd911l7f9rbfe4pxzzmHy5MmcfvrpvPzyywDcdtttPPfcc0yaNIlf/epXbe6nlFJ+oOOg6N7VLNetW8fixYv5+9//TjAYZP78+Tz88MOccsop7N27l7Vr1wLOzODV1dXcfvvt3HHHHXmb76699loWLFjAWWedxa233uptHzx4MCtWrKC8vJxNmzZxzTXX8PLLL/PjH/84Z5XceDyedz+llPIDDVDdbOXKlbz66qtMmeLM+NHQ0MCwYcOYPn06mzdv5pZbbmHWrFlccMEF7R5n7969NDQ0ePPeXX311Tz33HMANDY2cvPNN/PGG28QDAbbXP6i0P2UUqoUNEB1M2MMX/rSl/jRj37U6rk333yTZcuW8atf/YonnniCBQsWtHustpbH+NnPfsawYcP4/e9/TzKZpLKyslP7KaVUKWgfVDebNm0ajz76KHv37gWcbL/t27ezZ88ejDFcdtll/Md//AerVq0CWi9pkXHMMcdQXl7OSy+9BMCiRYu85+rr6xk8eDAiwgMPPOCtB5VveYx8+ymllB9oDaqbjR8/nu9///tMmzYN27YJhULcddddBAIB5s6dizEGEeEnP/kJANdddx3z5s0jEonwyiuv5GQA/uY3v2HevHlUVFTkNAnefPPNXHrppTz00ENMmzbNW8Rw8uTJpNNpJk6cyNy5c9vcTyml/ECX28DJ4rON3Wq7JVafXzCsGHS5DaX6Hl1u4yhpEFJKKf/RPiillFK+1KsDVG9ovuxt9DNRShWqpAFKRO4Tkd0isi5r2w9E5AMRWeP+m3U0xy4vL2ffvn16QfQRYwz79u2jvFybVJVSR1bqPqj7gTuA37bY/nNjzE87c+ChQ4eyY8cO9uzZ05nDqC5WXl7O0KFDS10MpVQPUNIAZYx5XkROLMaxQ6EQJ510UjEOrZRSqhv4tQ/qZhF5020CHFDqwiillOp+fgxQvwZOASYBO4Gf5dtJROaLyGsi8po24ymlVO/juwBljPnIGJM2xtjAPcAZbey3wBgzxRgz5dhjj+3eQiqllCo63wUoERmc9XAOsK6tfZVSSvVeJU2SEJGHgE8Cx4jIDuD7wCdFZBJggHeBG0pWQKWUUiVT6iy+K/JsvrfbC6KUUsp3fNfEp5RSSoEGKKWUUj6lAUoppZQvaYBSSinlSxqglFJK+ZIGKKWUUr6kAUoppZQvaYBSSinlSxqglFJK+ZIGKKWUUr6kAUoppZQvaYBSSinlSxqglFJK+ZIGKKWUUr6kAUoppZQvaYBSSinlSxqglFJK+ZIGKKWUUr6kAUoppZQvaYBSSinlSxqglFJK+ZIGKKWUUr6kAUoppZQvBUtdAKWUfyTsBLaxW223xKLcKi9BiVRfpgFKKeWxjc2cDXNabV88dnEJSqP6Om3iU0op5UslDVAicp+I7BaRdVnbakRkhYhsdf8fUMoyKqWUKo1S16DuB2a02HYb8KwxZiTwrPtYKaVUH1PSAGWMeR6oa7H5YuAB9+cHgNndWiillFK+4MckieONMTsBjDE7ReS4fDuJyHxgPsDw4cO7sXhK9V6WWHkTIiwpdWOL6ov8GKAKYoxZACwAmDJliilxcZQquu5IAddUcuUnfgxQH4nIYLf2NBjYXeoCKeUH3ZkCruOhlB/4MUAtBa4Bfuz+/2Rpi6NU36PjoZQflDrN/CHgJWCUiOwQkbk4gel8EdkKnO8+Vkop1ceUtAZljLmijaemdmtBlFJK+Y6m5iillPIlP/ZBKaXy0BRw1ddogFKqh+jO7DkNhsoPNEAppVrRVHLlB3o7pJRSypc0QCmllPIlDVBKKaV8SQOUUkopX9IApZRSypc0QCmllPIlDVBKKaV8SQOUUkopX9IApZRSypc0QCmllPIlDVBKKaV8SQOUUkopXyooQInIWSJS4f78BRH5bxE5obhFU0op1ZcVWoP6NRAXkYnAvwHvAb8tWqmU6gESdoJ4Ot7qX8JOlLpoSvUKhS63kTLGGBG5GPilMeZeEbmmmAVTyu9sYzNnw5xW2/Oto6SU6rhCA9QhEfk28AXgf4lIAAgVr1hKKaX6ukKb+C4HGoG5xphdwBDgv4pWKqV8qGWTHoAxBmNMiUumVO9UUA3KDUr/nfV4O9oHpXwkYSewjd1quyVWl60O27JJb9HoRexP7WdAcECXHF8plavdACUih4B8t4cCGGNM/6KUSqkO0v4gpXqfdgOUMaZfdxVEqZ4mlo6xbPwyolY0Z7slOrxQqa5QaJIEACJyHOC1l7hNfUr1OF3RJDh/63zAqaVFA9Ej7N23dEeTq+r9CgpQInIR8DPgY8Bu4ARgI1BbrIKJyLvAISCNk+Y+pVivpfoebRIsLn1/VVcotAb1I+ATwEpjzGQR+RRwRfGK5fmUMWZvN7yOUkdkiZX3AqtNekoVR6EBKmmM2ScilohYxpjnROQnRS2ZUh3QHcGjK5umtAlMqSMrNEAdEJFK4HlgkYjsBlLFKxbgZA/+WUQMcLcxZkH2kyIyH5gPMHz48CIXRfldd17UuyK4aBOYUkdWaIC6GEgAtwJXAVXAD4tVKNdZxpgP3cSMFSKyyRjzfOZJN2AtAJgyZYqOlFTdRoNL8XX0JkBrpL1ToQN1Y1kPHyhSWVq+5ofu/7tFZDFwBk4NTqlO0/6krpcdJATp1Pvb0ZsAvWnonQrN4ssesBvGmYcvVqyBuu7SHpYx5pD78wUUv8am+hC9q+567QUJTcNXR6PQGlTOgF0RmY1ToymW44HFIgJOGR80xiwv4usppTpJEBaNXpR3u1JHo0MDdTOMMUtE5LauLkzW8d8GJhbr+EqVWm9sYjQYZq6d2Wr7Xyf+tQSlUb1BoU18l2Q9tIAp5J+jT6leryuCizYxKnVkhdagPpP1cwp4FyezT6k+p1jBRTPRmnX0JqA31khV4X1Q1xW7IEoV4lBDEkvAGKiMdM2amd0ZGNorf2/IROuqpUc6+r73tQDeVxxpuY3baacpzxjztS4vkVJt2F3fwMKVG9m2q54Rg6qYN20Mx1VFOn3c7goMxSp/qeQLtm5ik1Jd4kg1qNfc/88CxgKPuI8vA14vVqGUaulQQ5KFKzeydnsdAGu317Fw5Ua+fvEYkNb3UF1d++lsLStf+Y2VJJY2OTlui0YvIpaOeTOll8qRzjdfsO3fT5vZVNc60npQDwCIyLU4E7cm3cd3AX8ueumUclkC23bVe4//87opRMssjBga7Li3PXNxL6T2k30Rzk6PbhkgMvvNXj+71TGW1C7xln9vLmvroNWy/ADBIMxZP4fsRoq6VB3Lxy/3lpEvVY2kvVplWzcLX501jn4RbWo7GsVouu4NCk2S+BjQD6hzH1e625TqFraBEYOqvItitMziorWzqSgPsj+139tv2fhlHTimcxE2xrR7DNvYxO14zj7g9LfE7ThXbboqZ3u+4Niy/ACW1Rx89qf2Ux2sxmC88hxNf0539KdZ4SQ3zBqR+7qNNpYbTPVi2zG9rem3KxUaoH4MrBaR59zH5wI/KEqJlMqjXyTEvGljvC+yZQnRsqMaxlcSLcs/YlAV4UAAcS/k4IwjqgnWEA1Ec1bq7UgTWXf0p+1N7iEaqCC75lfdL4pFit31Kb3YdkD7tdFwiUtXeoVm8f1GRJYB/+Ruus0Ys6t4xVKqteOqInx11jjnTj2YxLLEawrrrOzaStSKsnjs4i7vO8kuv20MIrkLAtSn6qkKVrX6PdvYJOyEbzLVKgIVzFg7g+y3fmCohsW1S1i4cpNebDsgX9Pvtl31Xm20rztSFt9oY8wmETnN3fS++//HRORjxphVxS2eUrkyF7p4Otllx8zXz9ORueOyL9RHuq5kX6jj6dYr1ghCPB1n1rpZDAgO8MrW1RmFmabA7PAuOLW1ZGMAK+ycV1vnIwj5ZjDqKxfbrmpKzdf0O2JQFXYX3Xj1dEeqQf0LzppLP8vznAHO6/ISKdVB3VH7iaVjrfqmolaUPck9xBJJUrYh2MFmx+zBpXE30SNiRdid3N11BW+DbWz2JPcQtTJNdYIIRKwo8VQTqUabxWP/AJI7k54g3gU4X9jpKxfbrmpKzdf0O2/aGK1xuo6UxTff/f9T3VMcpQrT3swBhd7BtneMlnfIx4aOBZwLtHHrHYLQX2pYOn5J8+9aAqawGkOmnAk74fU3Adyw5YajHvBayIStCTuBobmpLltNsIaHRj7O1xe+xh03nuEmooS8mpQxhsW1+S/CAnqxPQotm371/WpW6Fx8lwHL3eUvvgucBvzIGLO6qKVTqg1d0R/T3jHi6fgRl46IJZJ8495/0NCU9p6PhAPcPvfsDk3DnF2OeDqe0+S4YOQCKgIV3nMZ2YG4ZTCNWM1JCQ12A7F0LCcA2samwY5jjJMxOCA0gHtPvdd7nXIrwMKvnYkg/H78fdyw9Yaccgji1SZj6RjXb7neO7ZebI+Ovk/5Ffo1+ndjzGMicjYwHfgpcBfNSRNKdRk/pCkXUhPJ139wyvFVpNI2hxuSXVL2ikAFV268stX2JbVLaEg3ICI56fJ1qTqvhrd83HJmrZvlBZO8/SbinFPUijJ97XTAqUXVJfczMFTDotEPgsnUtmYiOE2q95x6DxWBCo4JHcPi2iXeu5KwE0UfC6VzFvYdhQaozC3ihcCvjTFPisgPilMk1Zf5ZUxIIUtHtOw/OPn4/nzhf43knpUbaUrZzJs2hsrykFtTKSzYttXsmB14wKm5iEhOzehInMHGc3hwzKKCsx9FIJFMO/sb47VeRq0o09+cQU2ohngi5TUDdse8gb1hzkJVmEID1AcicjcwDfiJiJThLLuh1FFreSdsgFB5mqunnsy//eY1X6UpPzr2USqtSgBiblObAP0qLb4yoxbLEvYeTLDoha1ejWrBig189hMn819PrmHEoCpumlFLwLLy1g5bvhfZfV2dlWnyMzgzZkSsCAZDgAA1wZq8CwpmmhmNgWBAnMeZfqgW+6bs3pcEcSQ6e3r3KDRAfQ6YAfzUGHNARAYD/1q8Yqm+oOWdsDFQH2/i6YlPetu6Ok25vebDhJ0gnRMwmy+8lVYlM9bNYGBwILFEChEoDwV5bMwTfOP+1/i/XzydYwcG+PKnR2JnXbAjoRAjBjljm+pjTfz++S289dHBVrXDlu/FotGLmLl2ZqvMwUwwEZGcvqYj1Ygy0zTVpeoYEBxAXbKOv076Kw+OftDrUxsYHOjtPyBYDUBFIMoTY/5A2LKoCda4r5V77KDVPZ+Pn3RFU2KxzrWnvIeFKHSgblxEdgNnA1tx1oTaWsyCqZ6no18MQ/PFLhODWl7s2kpTLvS1smsmxkDKSmPbhlQK4vWpnObDtG1zwapPk7INz378j14mneDUIDLBIZm2qSwPEW9MkU4b4o0pgkG4YNVnKA8FOJxIYgyEAhZ/Pu2PXH7WKTSlbO5esZG3PzqISNuDWI3Bq6K0FXIy0yHF0840Sw+OeTDn+ewg5pyDOMd13y+DoSbUuua0L7Wv1XEMhit++jy//5dzOBBrIhiwqCgLkqlOCRAtCx5x/Fc+rWrQ7ucTb0jz/No9TJ88jLJgoFdcaFsqVlO2X5rIu0qhWXzfx1lFdxTwGyAE/B5nlnOlOvzF2F3fQKg8TX28yRs/ZGX9Xx4KMGJQFXNbpCnHG1McTiS5Z8VG3vroyK/VnEDgZN0l084Fcdmkpdz9dHOAONSQJGWlaUrZiEBDuoEFIxdQGagkEoggCMvHLweaM9ei5Zmvj3N1TtuGgBtgQwGLaFmQZNpm4bOb+NbsSW5tsHn/TO0wYSeArFqQe7F/bOyjRKxIq7Rug2FPck9Wk2OMJbVLaEkQFtcuAYwXQETgQOoABifAzVw3k79O/CsWFs+MfybPMSzu/fInCQXgmcl/xDaG8lAQxDAw5NSorKOsQWXXGrM/n2dO+yNnjDyOn//xTXbsO8zIwdU9/kKbrVjTG/XGaZMKbeKbA0wGVgEYYz4UkX5FK5XqUVp+Md58r457Vmzk5pm1VFWUtbn/DbNGYIwhmXYuzMY4F9JwMMAdN/4TtjE0JVPsrm/guKoIu+sb2Hcowe/+upW12/cRLQsW9CXMXPczfSWhgEU4GODaT43KqZ1lN80dTsc4Lnwcs9fP9moSdSnn/JaPW05dqs5r8srUdYKWU8uqioZJ24aGphRp2/D2roMATDyhxllmw52hYcSgKidgumnfdam65nn5jKHSquTcN87Neh3H4trF9Av0I5aOATBvyzyW1C5hb3Iv129xZmFfUruYSCBCoilFymr0fjf7WNFA1AtONnbebMFHTn2Cr977d0YNqWbe1NG8snU3M08bTlm5nZO9l3kXBDnqDMbM5xO0LBY+u4E17+yjKhpu9Rn39P6fYk1v1BunTSr0E20yprnxQUQqilck1dNkfzFsY4g1Jln19l4aUza76xva3d8jUJfaT11qP/F0nE+9Ooupr10IYli4ciMHYo0sXLmRqmiYTR/sJ5m2iTemMMa0+yXM3Jmn0jYBSwgFLCLhIKm0zdd/83fueHodH9U3ELCgLBQgEg5QWR5i/pb5GEzeBIJsgUBu7Q9pruUl005t7OIzTgBg7rQx1A4bQHnYYtywAcydOpqnV20n0ZRyA1P+16pL1Xn/wBnbNGPtDD674bPe9ng6TtSqoD7eRMxtYgQnAy+ZcqY0Mhj2Jfd5v9NgNzBn/RxsbBrshpzXybyWbQzJtM2ad/Zx/3ObmT55GNUVZUQCESoCUaLuv8OHhcPxFPGmJEkrQSwVJ552/iXsBAk74T3O/HM+n+abgkzzriWw+YMDBANCJvhnf8blVrn3utn/ekqKeWZ4QraumHGjWMctpUJrUI+6WXzVInI98CVgYfGKpXqCTD9QKm1z/oShPPnqe8QbUyTTNuOG1/D+3sM8s+b9VrWbzBcp3mizbNJSAMrDARpsJ5gdSh3OeZ1rpp5MqDzNDbNGEA7CvV/7Z9K2IZZI8637X2+3nyplpb1mvWg46DRtNTo1GxH44rRTCJelSFs2ljjlyJRREGxsLCwE8ZIIMjUPwZk1whmYm/SauqJlQeKNKVK2IRIOcfGZQ0nZSSrLhH+5ZCwAYoR/bNzH0lffZfqU4zmcPszy8cvcwGK8xIWaYE3ebL588+SJQFU0jDGGtDEcamgiFLAwwQBL8sz+kH3czKBd50CZ/idHRVkQEWHHvsOUBQN53+dMjXjmmosAp5baMvW8ZWp49jgzkeb3zTZQO2wAW3bWe9mEne2L9JNiTW/UG6dNKjRJ4qcicj5wEKcf6nvGmBVFLZnytZZ9TnOnjsYAT7z0DuOG1zBv6mge+dtbbNtVTyhgcajBmdzVNjblwWCrL9ItF4/mqk1XeTWebNFIgDnr5hBrdLZHws6F7I8TljB++IA2v4SWQFkgwFOnP+ZuEXd5C0PUCiJAJGwxffVnqIqGWTjqHmdgalaAEKR5DJJ7fczM9hCxoqQaLaoqQiTsdE6zU9aln4vXzc6Zed02hqXjnqR2WA0//PzHKQ8FuGzt9aRtQzhoEWtMUVkeZHHt4tzEBQMDQwOJWBGWj1+Wcz6H7cNUWv28mmJAhHAoQCJpk0qn+dzmzwKGumRd5q1g+bjl3qGdANn8OJMluLe+icOJFBXlQUYOrs4bJPLViI8m9dyyhIryEAFLuHnmOBau3MS2XfWMHFzFLRePQSTlTbDrHT0Av162hcakzbzzx3B8nn4qPwaxYs24cbTH9eN7BB2YkMUNSCsARCQgIlcZY1oPtVe9Xr7O2Huf3cRNM2qZNmEo7+89zCN/e4u12+u4aMoJHGxIsmDFBgDm/NNJDBtYSVnI4uufHo8xeEtPZK592TUQyxJn3SSreXsimSJSFqQ8HORrF47P+RIeakgSDKewMRByagktFxQEpx/nzi//E+XhAE+d/jgCxOwYn379UgxOEkWmNuVpUWNpaErxy6XruHnmOI6vjuYE4XAgQKQsSCwVp6HJOZeAOM2ATSkbgyGRtGlK2TQk0ySa0m42nFBZHiInh8+0fu0LX78MgOqKsNMcZ2D5hOUkmtKkbJumVJrDiUb6R0NYVgCvsayNFsvrt16f05zpJFgsJhy0CAUsRro3IZn3OicDLwQ/mzeFcNCif9R53qlMmpyU9AUjF+SsVJwvucMAtg1Pvb6d6ZOHMu+Y0YQCFiLNCRW2bby/j+WTlnLpmadwz8qN3PH0Wm79zARqKpub+vyc1Vasmk1Hj+vn9+hIy230B74CDAGW4gSor+CMgVoDaIDqg9rqjA0FLJpSNs+seZ9tu+oZP7yG6ZOH8evlG2hK2Vx97qnc9+wmtu06yIQTBjD/glqOd5MfygK2d0wk4gUAACAASURBVPcvOHfS4CRMZC6bmTvsDCH3y5j5ot0wawQXrZ1NpCzIw2MfZJ9baxgYqiHRlKY8HCCebuDTay6lqsUFPmBZJNM25aEgFuJMKWTn9qPF0jGOCR3DwVSKV9/aw7LV25k5eTgLV25k3ft1jBxUxZdnjKMpncYOOE2MxoDtNi+WhwMkU06qetCyiCea+OOEJQQDFsGA5QYkg4XF8xOfb/3+Y/HIpPv5wtovAc2JDxEr4k1cezCe4m/rdzJz8gmUR6TNCV4z2y2s3CY/9+eqijC3zzuLnfvj9M9ppnVmpcj6BRaNWYQILDz1npwZLgyGBruBY0LH5Lz2/K3zc+Y2PNSQZMe+w/z2r1tY/c5eHn3pLUIBi0+MPI6vzxnjHMs4fXxNKSc4pm3D757fyhVnj+B7D79KKu00bfaLhDkQa+SeFc6NVHup/X2Z3zP/jlSD+h2wH3gJmIcTmMLAxcaYNUUum/Kp9tawadnEYImwbVc9X55ey33PbmLVO3sRYN32/SxcsZGvzKzl2Td38JlPDOGJMX8gbZyaRjjorDZriZUzjimjZf9Lyy9aMm1jEqlW+zambMrDTtDL3O1naijGNNfSEMPhdBwRnDnqMq8tTkBYUruE7Tud9PBxw2pYuHIjL23ZTUV5kM0767lz+Tq+edHEnMxAgGh5EEsgHLIgZBMuh6ZUgGTKUBZ0ertsscHt/8okRGSrCTqLA/759D+RU70yEEukmX/n3zljxHFc+6lTuXP5Om6dM5p4Os6Vm670kh+cU3FS5yusChbXLs6ZjBZgd9NujgsfR1qSjBgawQ42EU83eW/ZgpELuPyNa71hApnJJioCFd68fpny7k/tz5kmKh/L7UPb/MEBb1sqbdjmZkFmZPoUM958t46vzhzHp08/AdsYgpbFR/UNCLDq7b00pZ3aaeZvsSdntXU1v2f+HSlAnWyMGQ8gIguBvcBwY8yhYhdMRGYAvwQCwEJjzI+L/ZqqMEfqjG3Z5DZiUBVDairY5F54ggEL2xi27TpAWTDAp8YPIRaDd/c08OSr77D67X2cPXoQX7twHNFImHg6ntOsUxYMUBayMOClNOfvB2kd2IKWeBltB2JNDKgMu9d3pxEs3pTymvbidoxjQ8fmzLDQTDhlUBX/cfnHOXVINQHLItaUYuuH9TQk06zfvp+0bbACuV90S/Ay6LLTuhe7TV0xO8b0N52AtNydRaI5m7A5qw0Ms9c547tStk0oYBFLpFg6fgmhgMXsM07k/uc2s2Wn855kxnK1TFkvt8qxcd6nmety5x40Bp6f9Ff6R4N8bvNnvSSQTCLHotGLvGEC8cZUTpNdvvdMkFbp4dmp4bY7k8ioj1Wz6p29AISCwohB/bMK5aShZwepzPOzThvOr59Zz+wzTuQP/3iH2WecxKlDqlj9zl7ijSkqyoI9Pqstn85Mnuv3BROPFKC83mpjTFpE3umm4BQA7gTOB3YAr4rIUmPMhmK/tipMoZ2x/SIhrj9/DPsOJRg9tJq179W5d7NwwcRhHGxoYuHKjax6ay+jhlTzpamjCVpb2LbrQPNdnBEeHf0EttsnFQpYJFM2+w818dtnN3mTsmZSbMPBAFXRMPn66aNlQa/JMBRwLo6Zi3Y0EGXF6X90nxXmbb6eJeMWe9lmmYs8gIUQidqcOizCwUScJ/7xNtd9ajSP/G0bf9u0i/HDathzMMHQ48LeAFdLhHDIosFu4FD6kJOw4BYmno4TDXS83d+yhJBYpG1DRXmQQEA4tn8ZQwdWsH3vYRqTaTfjT1pNOOucZVbgM+TEQHEDt1ObzQ20+ebju37L9d6sFtnJHdnz/bW3UnHAEmoqy7jhgjEsXLmJ7XsPMepj1cw7f0xz75hk91E6TcI3XDAWyxKeXbeDi6acyCnHV3Hxx09k3ft1zJs6moXPbmLLB/WMHz6wx2e15ZNZfDKzHEpG1IqSsBPtBql+kRBzp41h4YqNXkKKn94jaW8OLxFJA7HMQyACxN2fjTGmf1u/26lCiZwJ/MAYM919/G2cF/y/bezvj3CvlFKqLa8bY6Z05BeOtKJu60EP3WMI8H7W4x20WHtKRObjLEevlFKqF+rAup/dKl8PXU4tyRizAFgAMGXKFPPaa691R7lUJxxqSHL702tZu70O2xi+edFEnnzlXTZ/eMCbw2788IHcPKsWSyxvEHBZKEBDU5pfPPUmF552AotffofV7+51BoOWBZ3fmVlLMGBxIBGjvMxpustMkBoJBag7nOR3z76dk510qKHJaUYMJbng9U+TTNveHHoLR93jZZ3NXj8HAR4c8yAz1s7AGCcjMJZwssmWT17Ktb/4G+OG13DJP53EDx97nTNGHMutn5lArDHNwhUb2LbrIKcM6s/XZ4/mkg1z2Jesy0neWDZuGdFAlHg6zoy1M1k+fhlXbLqCJbVLmJOVLZdpKltSu8SboTw7C/2x0X/gqp++QCptM/nkY7jqnJGcMsRpOozZMVqqsCq8GdxFnGy+lG2Tsm3CwQABN0ml5azz4GQAmmSIdNqmqqKMeDrO7PVzuOfUBTnNTREr6qS9N6T55n2vEm9MMX74QK4+dyQD+5XnpDRnZh758t0vEAwKsYQz8DsaDnL7vLO4+88b+MZFEwkHA/ziT29y9dSTqekXBgOJZPNQhXhjmu8tWs0dc8/BYEjZhl8vX+/LVOqWClnNueX+cTveav2yAcEBLKld0mazaiyR5Kv3vph3RejsbNmWjnbMVMtm4kL4NUDtAIZlPR4KfFiisqgukklkyKQKL37lHb503mgefnEbb75Xx8QTarj+/DHYBu5ctpYtOw8wbGAl1503mqpomPf2HGLlmzuYNy3Tr3CAccNruOKcETy1ajszJg8jGgkwfdVnALwZxcvDAR4b/USr7KRMoIqnkzljrxqTNvM2X+/1e8USTge7u2afJ1IWxBgnU3DcsBrmTnXOJVoW5O2PDpJOG+5duZF17+8HYP37+4k1pFlcu8Rdct05jggcTsWIWhVErQqen+Rku1lYJOwE+1PO71cHq70AZTA5qeMN6QYigQgYi/tv/hRv7z7IkpffYfHL7zD/grFUVtpe8oWIc/Han9rP8vHLuSIrWWNJ7RLiiTSptE24XwDb2DnJDQZoSjkzwh+KJ4nHU7y85SOmThhKRaVz0bts9TWUhQKUh5y+q8W1i/nGwtcYMaiKb140kcEDouzaH+e4/hHuXrEhZ8LeCneC3c+eeRJLX32XlJsMMXpINR/si7F++34CltCUSnPTjFpCZWnmrJuDbYzXLwXOOLaRg6rcPjfh18vX5SQC7DuUIBIOIIivBqa2xbhdhF21UjMcXYJEd4+Z8muAehUYKSInAR8Anwdaz2SpepTMF+LN9+pIpQ2r3t7LiON3Mm/qGGxjqCgLEnLvjN98bx+xxhS7DjSQsg23zBrPsIGVvPme0/l+6SdOZujACoyB+/5nkzPWBbjozCGEAhYp2xAMCNFwkIYmJ4i0txx79hgrYwyptJOubAUsVpz2JyfJwRJvBm9wEyXKgkTCQb5z+TiSts2Ns0YCzhx9oYCdk1n4n9dNIeh+4yJWFNzsPEGIhDN3uabVmKSMzKwWgFfTGhCq5snaJ729m1IpyiIWw44rY+7U0YgIC1Zs4Buzx7B8/LKcRI9MssZ+95jGQIMdJxgMU14WZM66OV7VTNw75kdGPc6X73yZWKMz1+Dkk47h25eOI00KCPBnL8nEKW9DUwo7DdMmDOGfRh7PwpWb2PTBAWqHDeCmGbWUhZyBwPlmJgHD4pffY8Sg/tw8cxwHYo38+oZzMDh38b/9y2ZuvHAksUbnBiNaHiSecIKUZQnzzh9Lv0iYWCLpfQ7jh9dw+VmncO+zm9m5P+YlBfi1NgXNA5MTTSnufnpTq/JaYhG1ot7yMIXq6NRIhY6Z6spZKXwZoIwxKRG5GXgGJ838PmPM+hIXS3VS5gtxz4qNvPHePk4Z1J9zawdz3/9sAuCrs8ZhjGHLzgMY8CY53fzBAUIBi+vOG81DL2xzamGr4YpzRvDwi9u8L8yKN3dw8T8PyQk0jUnbm5Gi5XLs/fuJl56bXUMQnFki4ok0O3bHGXZMJeFggFDE5J35QBAu2TiHtG17zSUVZUGWjFuSc4caLbP4zNrZTm0MaGhMES0P8uDoB7ly45WIO2HusnFPIyLcferdRKxIzrpUA4IDvOAl7px5mWBVE6qhPtZEVTTMQyMf5/7nNvFvsyexbWc98aYUF75xGU+d/pjXhJg9Lkq8aZOcWmfQsog1Jp1A741zEm9cV8qdgX7zBwcIBOD81y6ifyTEgVgT/SIhEk1plo5fwlfueplRH6vma7PG8cun1rLm3b0ELIstO+v59TPrufKckSSS6TZnJvn0lBOpO5QgmbZ56MVt7Nh3mH+bPZknXn6b9W7NNDNxcEVZkIpyp5zhYIABVZmVhA3/evEkqqJhLBHuXL6Otdv3UVHgbPillGltyKTV5ytvuVVOwk7kXXLlSDO8d2RqpELGTHV1DcuXAQrAGPM08HSpy6G61nFVEb524TgAduyLsfjldwC8O7cDsUaGDaxk4wcHCAac8S6jPlbNu3sOsuXDer4ys9ZJM0/bPL1qe6vmCUPzwFwRoTwcoDwcIBSwWPTCZm//hSs3covbH5TNGHho5GPc/fQ2Lj/rFB7/x9ts+aCe004+huvPH8NxVbnt+c66VikOxBq9xfxExBu0mn2HalniLvbnzgeYlfIeb3Tmu3OWHHG2VlqV7E7u5sHRD3rnY4wzT+De5F4GBAeQWUxxQMhZATdoWd5EuO/vO4xtG0YOriLemObpiUuJBAIMDNXk9gd4nVhOuYOWRVOqeZLdzDinirIQliWk3fTuZNowakg1tnHGl2XS+i1LSNnOTO7xxhSvbNtN2ja8v++wNzg63phi84f1DB1Y4Q2gzZaZmaSiPIRtG+5cto6tO+tpTKXpHw3x5rt1BLKuvSnbmT3Xm3UEIeYOPJagYdCxQWw7TTQc4uuzR7f6uwyG0622lUr2ciIGSLgtAPFG5/PIN5C2MzO5FxqYj9QkeCDmLOsyY/Iwlq/umlkpfBugVO+V+WMdOhC+PL02586tPBTguvNG85v/2cT2vYcZNrCSa88bxStbdjNt4lCqs9aXmjZhKO/uPpRztyZ5msYAGpPpnC9Wq+U+sliWMH3yMBY+u4nV7zjJGGu372v1ZTvU4CyceOOFIwAnocMJNM3NGpk7VBCsYNILMg2Nzpx5j01+gGggwpJJj3oTv0asiDc498pNzS3bmSa+5eOXc8mGSwB3tnOTaSqEyojzlS4PB/j5vI8TDtncOmcMTcm0dyF5cMyDzcvFZ8/OkfUetJwBwwkATu1q9JBq77O57rxRGPBqWP2jYYw7mDbzngDsPZTg5OP789Lm3VRFQ1SUhRg/3KkZHunCFwpYbN3l1AJTacPO/XFGDu7P2x81D8nMLNUh4pTdxua8Vz9NZXmQRFOaprSNAM+d8RSfWTublDv9lLjn5MzK4Q/ZweZQQ5K7n97ki4G07TUJ7q5v4J4VG1n19l5OHVLFvKnOTUBnZ6XQAKVKJt9dVTJteHnLR8w+4ySGHVOJbRvKwgFmnT48JzhB/uaJhJ1ovvs00JROO81ViZQ3WBZar5uTIQLhQIBhAyvZ8kG9l9UnImzdeQBBqI81UlVRRiCU4sYLR7gTzj7mHSNux7l+y3yvUzuVtlm++n0umHI8aduQaGpusqkIVDB7/WwvEcIYw8DQQG/Aa2Y75C422HKdqszjumQdBoinG7hi05U8XOs0H6bSTjOnJc4+f5n0FychIlPLcN+XWDpGxIq2WiU3aAkYJ+BkfzbRcICApL0Ek0xzYGW5s0ZWv0iYUwb1Z0BFGdecO4pkys5ZJTfzN9BeX4ht4NTB1bzZtA8QVrzxPjecP5bfP7+FRKOzAm84EPBqzpng3j8aQnCml4oYqI850zRl+iWzszb9MbFPa35bQiPfd655zsN9NKXTrH5nLwuf3cSlnzgZ1tCpYKoBSvlKv0iIqROGFtyOnT27dvZccgYnOB1uSPO7Z7dy+VmncOrgqpyLY1u1LWdVX4vTTj6Gtdv3OX0vxjCkppKNH+xn6avvcutnJhAut/nMm7OpiASbl7EAnpmwHNs2NCXT3HLPS5xwbD/+9+fGY2Pz5Pg/5ASXzFpT1cFqDqQONE+r5zb1eckS7n8DggPc5TaWO3MHBiLsbtqd3Urn9Sdl37lmZlrPTO3UkE5wOH2YykClsxaTFcXgJG8ExCIcEJ457Y/e7B2ZAHAonuKnS9/wjvu9y05n0LHB1s2B5SHCwQD33nQuO/bFePCFrQypqeDWz0ygLBho1d/RXl9Iy4s0CFUVYb524Xhnf9tQUebsH0vHOe/VT/On0x6lzk3lNwZqspJbmlLO3HzO2yX4fSHeYi3NcbRaTtAMzpyHaWN72bBbPqhn2DGVnQ6mGqCU7xzNFzLfWJ36eBNPT3zSax655BMnMXJQNQbnmC0nR81WXVHG9ec7F8WtOw8wpKaSaz41ivv+x2n2S6ZsrLTzhcS9AGbCQcSK8NjoJzgYT9GYtHn1rT3Y2Fy8/mIsrJwJW/868a/e8vEtl2OH3FqTje0EMeCKDVdSH2/ikYn3Uxms9BYkzMy8HkvHci68Tmaj06xVE6zxVqHNOBRP8e3fvp5zQ2Anm1oFgMN2A+OH13g3D0MGVpBIJnh2ylNY4tR20rZNyB1DVREJ523Kzae95zryNxHMqv1lmvEEZ2Z2gD9MfCRn/1i69fgwvyl1UMonk9U3ffIwb85DwBubGA5arVo9OkoDlPKlrvhCZl+oMkFqxKwq79jZndHZMplx/SqFW7wOdUNT0uYbc8YQS6R5f+9hThkWoaEpRVkoQMAS0saZTw4Dc3/1d+JNKW9JDYADqQPNWXh5Km+ZZjZjDPF0nEggkjczy2BI204a/OfWXAvA8slLsUT43MYraEymvdVsMyLu/Ie2gYBbh4sGojmDpzPvk7GSxNKGgPsRBIB4OoUlVqtAEbAsGg4JP39yHZs/OMCoIdXceP5Yjq0KUV7m9MV11cW1kOMIuLUjabHVyULLzA6f3er0zITlqI6zbZtrPzWKWGOSG88fy10rNnhzHl5//phOByfQAKV6qcwS4pYlRMKBvG33+TKf4uk4szc4MzQsGr2ImWtnYoCa4AD2H3b6MJZNWspz73/EmBOHAxBrTHl9L+DEnlFDqln9zl4ak83NSbkFzP6xdQ+IiHDJ+ku459R7vFkZspMn/jThSWxjSKZs0saQSkFFxKIxmc67mm1mpo6A5C4/ki91OBiEOevntFrSJBPMW455+d3zW1i33Rnbtm57Hb97fgu3XDge6NxM29k6chzLEuJ2LCfwZNan2pPc4ySWZO0fsSJgcptD/bi6rJ9kkiIyw0W+OnMcXzz3VAb2K++SmlOGBijVa7Sc+FgEyoLO1C2dabv3Zj8PWt6iijMnD0eE3AUUs9Lbbzx/LHe7M0RPPKHGPUrzRfDxsY9TaVUC8JeJf/GClOD0O+1J7gGcJIrMelCZ5j5j4OFTH+fup7cxfdIwb8ByrMFZbsOyxFvoUZB2x8fky6BrmSDRHkvg7Y8OuunzzlTob3900Ov/atn0mpGv5tqejh4ne+Xe7P2u3zKf+ngy528l0ZSmXMIQ9Pfqsn6Radpb977Tx7duex13LFvP1ec6g9S7KjiBBijVi2RnvGVrb16xjnhowm+oCFQQtgK4rVcsqV3sBZUMSyyOrQrxrdkTvYu9kMqpJ1ValcxYN4OaYI3X9CfiTClkicWxoWO9wJK7hpMTyixLuGbqyUQjAcIBZ02oVBo3oSFIRYFLd+TLEsvOiDuS1gFOSrqeUFvNttkLXwbdMVzec5bTz+b31WX9IrvWbYkztm/n/hhDB1Z0+fukAUr1CoKwzF3gr+X2rlIRqGDm2pleMMnInsTTa4oK2oSyvl2CtFpRNrOoX8sparKbrOLpuDebgNOP5IxHKgsGCPcLMMedMDa7drakjeXd29KyX0kkVfDv+i0Nur1mw7i7QnL2vItBN0Oxoix3SqQMP60u6xctb0pEhJGD8w/b6CwNUKpXMBiu2nRVq+0dbUrqrPaaorKz5pyL5ZEvfMY4fVzJlE20HPa56exx28lA3J/a7wbMzpU7O6DE04UHKPBfGnRbWs7QkBFop7nTT6vLlkK+vr9AGG65eAy/fLL4NyUaoJTKkn0Ry1fr6eiEnIXK7hPJpL8bnCaUVLp1ckAxtddM1ha/BKX2kimSjQEsCbSZ/OC32mBndFWiR3s3XN1xU6IBSqk2tOxXso19VGvatJSwE87xW9yZ16XqiNtxrmyx/MVzH3+KhqY0kbKAG7yEWDpGRaDCK2PLYx1pqe/2dGZet5aOJth15jhtXVD/MGYxtz+94YjJD6WuDXZFYOmuRI/ueG80QKleoasuhF2VdXak19iT3ONNZwROqnPz8hfutEc4MyNErAg/W7yRb1wyhovXXk6Fmz6/aPQidz/jDeAFp/kvk1Zdal0V7DpznMyUV4UmP5SqxtQVgaWrEj2ya6KZvzNwBjW3zJAsJg1Qqlfoyrv+tnRVEITWadCLRi/iyo1X5mQiCk7qeto2fO6fTyYSCnrBCZyLxfLxy73glhFLx0oSoPw8fqjl5Ld+S37oqsBSyJIYLV8332dmG5vZ6+cAhrrUfi8FJ18iUjFpgFJdrqsGZ/pNIWXvyiCWEQ4EOHV4BQI8Oa55TFP2mKm2xv10Fz+OH1owsnnp+XIrwB03ngE4y1b87tm3j5j80J1/xx0NLG3pSKJHe5+ZMc7qyFF3CZjMHI/dTQOU6nLd0UzmV0dz4VowcoG3/EV1sNrb7vUvYVqtWwXN72dXNbkc7QXZr+OHMsMCwEluiSWc1PLlk5cWlPzQnX/HXZVBWGiiR3ufGQgpy1kPLDPRbiY0Ra2oN1avO2iAUqrEKgIVzsKEYx7MSXbILEzYFc11hTS/He0Fuavu/juirWAqCEvGLvGCe3aTVCwd4/ot83NW2/WLrswgLCTR40ifWaZJ9GDcmd5LRKhyF5vMHi5RbBqgVJ+W70K3eGz+2SE6e9zMcfI1A2Zn7mUsqV3CsaFjgXzTOGUmQD1yk2Kxm99KMX7oSMF0zoY5GGNy+vSWjV/mzWzeXQqtlSbsBJWVJmtyYhDMUWdjHrl22N5nJvnXAysBDVCq5ErZZ1XowNpiHre9QbtzNsxh0ehFORfa7LFYR3p/uqP5Lfvuv3n6pQAiKW/Qb0/vfzxahdZKu7tZPPOZGStJMEjWml/O5xUkmHc9sO5q2svQAKVKri/3WRVbdlPOf143hWiZc4GxwkcOHvkGD7e1v9esFE61OxO68o/jqiLE0oY5653vXvZntnjsYoJ2Wav1wLqbBijV5YqRydaXxdKxnL6UTJ9UIe9ndlNOtMxi5pqLCAWsnPWisj+r7Mw3cIKUwbA3uddLxmgr2DiLQKY6Pe1SV8qubXa0g78v/B1nhjLk44cZNDRAqS7XF5tyOqO9hRMh/9IRhTY/Zje/gbOybrQsmPeilJlFfbY3Aa2TQWgwPDzm4UJPxzfyNZt2pNlW/45LTwOUUrROQgCnWas7+k7aOn57S9IXIpO516885DW/tVxpt2U5svvDjMmdocJPjlS76e01n75CA5Tq07IvdJkZwgFv8OvR9p10RfNQZ46RL3OvMtx2c05PkJsq3zNqN4V+hn2hOfFoaIBSJVfKL2em9hJPx/Mu19HZ45biGG1l7mWnMBdLsT5LP85UUYhCP8NSNSf6PTD6LkCJyA+A64E97qb/bYx5unQlUsWmbf1dq81BmEibfV3ZzYnZzZ2ZJINMgoFz/LYvXsX4LP06U0Vv4Pfvnu8ClOvnxpiflroQSvVEbQ3CTDUF8l7Q4+m4l+a/YOQCb5b17BksSjmOqRQzVfRGfp7Mty1+DVBKqaPUmWlzsjMGOztYuavoSred11ObSCVf9lIpuU181wIHgdeAbxhj9ufZbz4wH2D48OGnv/fee91YStXb9MYZ2A81NBW08F52DSqbXwIU9NwLrB8cakhy+9NrcwL8+OE13d5EKiKvG2OmdOR3SlKDEpGVwKA8T30H+DXwI5z12n4E/Az4UssdjTELgAUAU6ZM8VeUVT1OTw1C7elN/TOlXum2J8rcdFlhuGHWCG97vNHm+4tW94gm0pIEKGPMtEL2E5F7gD8VuThKqR5Ag1LHZKYQy6ztlEw7LQTLJi3tMU2kvuuDEpHBxpid7sM5wLpSlkep3s7vqcaqc0QgWhYk3uish2VZctRLeXQ33wUo4D9FZBJOE9+7wA2lLY5SHdeT+rT8Vh519Fr+3S0avQhoXgsL8OV6WG3xXYAyxlxd6jIo1Vk6Q7sqhey/u+z1sDJrYUH3rofVWVqHV0op5Uu+q0EppVQx9ZTm164oZ0dnAvEbDVBKqT6lpzS/dracLZcb8cuYto7oOaFUKaVUn6I1KKWKQFO3VSn0tr87DVBKFYGf+jJU39Hb/u56ZlhVSinV62kNSinVp/SUZrCeUs5i0gCllOpTekozWE8pZzH1nVCslFKqR9EApZRSypc0QCmllPIlDVBKKaV8SQOUUkopX9IApZRSypc0zVwppXymp8y4XmwaoJRSymd6yozrxaZNfEoppXxJa1BKKVVi+Zr0jDFA63Wd+hINUEopVWItm/QWjV7E/tR+b0XcvkoDlFJKlVDCTgDNNaYMg8m3e5+iAUoppUrINjZxO05daj8AAhxKH2L5+OVErdxl2vvSTOagAUoppUrKmMw/t8Yk8LkNn2NAcABLapcQDUTbP0AvpgFKKaVK5FBDkpSVBmluzjMGpxqlNEAppVSpWAK2bThMjOXjl3nbRYSoFe1zTXotlSRAichlwA+AMcAZxpjXsp77NjAXSANfM8Y8U4oyKqVUsdkGLEu4JNhQagAACdNJREFUfNW13rZQwKKiPMSS2sV9ataIfEpVg1oHXALcnb1RRMYCnwdqgY8BK0XkVGNMuvuLqJRSxdUvEiKWSvHMaX/Etg2WJYQDAUT6XkJEPiUJUMaYjZB3ANrFwMPGmEbgHRHZBpwBvNS9JVRKqe5REYxgJ5uwRLBtQ0VZuNRF8g2/9UENAf6R9XiHu00ppXqtfhENSvkULUCJyEpgUJ6nvmOMebKtX8uzLe9oNRGZD8wHGD58+FGVUSmllH8VLUAZY6Ydxa/tAIZlPR4KfNjG8RcACwCmTJmiQ66VUqqX8Vsv3FLg8yJSJiInASOBV0pcJqWUUiVQkgAlInNEZAdwJvCUiDwDYIxZDzwKbACWA1/RDD6llOqbSpXFtxjIu/KWMeb/AP+ne0uklFLKb/zWxKeUUkoBGqCUUkr5lAYopZRSvuS3gbpKKdXj5FuyHZzpivr6fHqdoQFKKaU6qeWS7RmLx+bNBVMF0iY+pZRSvqQBSimllC9pgFJKKeVLGqCUUkr5kiZJKKVUJ1li5U2I0EUHO0cDlFJKdZKmkheHhnellFK+pAFKKaWUL2mAUkop5UsaoJRSSvmSBiillFK+pAFKKaWUL2mAUkop5UtijCl1GTpNRA4Bm0tdjm52DLC31IXoRnq+vV9fO+e+dr6jjDH9OvILvWWg7mZjzJRSF6I7ichrfemc9Xx7v752zn3xfDv6O9rEp5RSypc0QCmllPKl3hKgFpS6ACXQ185Zz7f362vnrOd7BL0iSUIppVTv01tqUEoppXoZDVBKKaV8qUcHKBG5TETWi4gtIlNaPPdtEdkmIptFZHqpytjVRGSGe07bROS2UpenGETkPhHZLSLrsrbViMgKEdnq/j+glGXsSiIyTESeE5GN7t/zLe72XnnOIlIuIq+IyBvu+f6Hu/0kEXnZPd9HRCRc6rJ2JREJiMhqEfmT+7i3n++7IrJWRNZkUsw7+jfdowMUsA64BHg+e6OIjAU+D9QCM4D/JyKB7i9e13LP4U5gJjAWuMI9197mfpzPLdttwLPGmJHAs+7j3iIFfMMYMwb4BPAV93PtrefcCJxnjJkITAJmiMgngJ8AP3fPdz8wt4RlLIZbgI1Zj3v7+QJ8yhgzKWu8V4f+pnt0gDLGbDTG5JtB4mLgYWNMozHmHWAbcEb3lq4ozgC2GWPeNsY0AQ/jnGuvYox5Hqhrsfli4AH35weA2d1aqCIyxuw0xqxyfz6EcxEbQi89Z+M47D4Muf8McB7wuLu915wvgIgMBS4EFrqPhV58vu3o0N90jw5Q7RgCvJ/1eIe7rafrredViOONMTvBuaADx5W4PEUhIicCk4GX6cXn7DZ3rQF2AyuAt4ADxpiUu0tv+9v+BfBvgO0+HkjvPl9wbjr+LCKvi8h8d1uH/qZ9P9WRiKwEBuV56jvGmCfb+rU823pDPn1vPS8FiEgl8ATwdWPMQecmu3cyxqSBSSJSDSwGxuTbrXtLVRwi8mlgtzHmdRH5ZGZznl17xflmOcsY86GIHAesEJFNHT2A7wOUMWbaUfzaDmBY1uOhwIddU6KS6q3nVYiPRGSwMWaniAzGufPuNUQkhBOcFhlj/uBu7tXnDGCMOSAif8Hpe6sWkaBbq+hNf9tnAReJyCygHOiPU6PqrecLgDHmQ/f/3SKyGKeLokN/0721iW8p8HkRKRORk4CRwCslLlNXeBUY6Wb/hHESQZaWuEzdZSlwjfvzNUBbtecex+2PuBfYaIz576yneuU5i8ixbs0JEYkA03D63Z4DLnV36zXna4z5tjFmqDHmRJzv7P8YY66il54vgIhUiEi/zM/ABThJbR37mzbG9Nh/wBycWkUj8BHwTNZz38Fp194MzCx1WbvwnGcBW9xz+06py1Okc3wI2Akk3c93Lk6b/bPAVvf/mlKXswvP92yc5p03gTXuv1m99ZyBCcBq93zXAd9zt5+McyO5DXgMKCt1WYtw7p8E/tTbz9c9tzfcf+sz16qO/k3rVEdKKaV8qbc28SmllOrhNEAppZTyJQ1QSimlfEkDlFJKKV/SAKWUUsqXNECpPklE0u4sy+tE5DERiXbiWJ/MmqH6ovZmmReRahG56She4wci8s2jLWNXH0ep7qABSvVVDcaZZXkc0ATcmP2kODr8/TDGLDXG/LidXaqBDgcopfoiDVBKwQvACBE50V2T6f8Bq4BhInKBiLwkIqvcmlYleOtybRKRF3GWfMHdfq2I/P/27ifEyjoK4/j3SUsNJyECqRYWhhZI6gwTUviHCHcDtir7I5FYzCKKYCBId4HCtCkiKCnCghihFEFCSilJRjKMqaAoQgcXLmwzlLVQOS3OmZnLnXvFagZe8PnAhXt/933f3+FuDud9uee8Ve+XSjpQc4/GJD0I7AGWV/U2XMcNSTol6fvJ2Ui1/qpy9tcXwMr2oCUtqZk7N9TnmyWdk3SjpB11zTFJn3SqECV9qZqjJuk2SWfr/TxJwy0xPV/rt0s63lJ5rp+NH9+sGycou65Jmk/O1/qhllYC+yJiLXAR2Ak8EhG9wLfAy5IWAnuBAWA9nZsZA7wJfBU596iX/Ef9K8BvVb0NSdpMtuJ6gJyN1Cdpg6Q+si3OWjIB9rdfPCImyH/qb6ylAbKbyiXg04jor71/4t/NGtoOTEREf+27o1qGPVHXXwOsJjtemM2ZxjeLNZsji2rcA2QF9R5wBzAeESdrfR05GPJEdRa/CRgF7gXORMSvAJI+Ap5jpoeBbTDVvXtCMyeIbq7Xd/V5MZmweoADEfFX7dGt5+II8BjZ1+1x4O1aXyXpNfKW4mLgyNV+jA4x3S9psk/ckorpFPB+NbY9GBFOUDannKDsevV3VQJTKgldbF0CPo+IrW3HrWH2RiMI2B0R77Tt8dI17nEI2C3pVqAPOFbrHwBbImJM0jNkD7h2l5m+i7KwLaYXImJGUpO0gRy896Gk4YjYdw0xmv0nvsVn1t1J4CFJ98DUM54VwM/A3ZKW13Fbu5x/FBisc+dJugX4g6yOJh0Bnm15tnWncn7OceBRSYuqK/RApw0iJ9N+A7xBNiG9Ul/1AOer2nmyS3xnyaQG0121J2MarHORtKK6Uy8j5xrtJSvO3i7XNZsVrqDMuoiIC1V9fCxpQS3vjIhflBNCD0v6HfgaWNXhEi8C70raDlwBBiNiVNIJST8Cn9VzqPuA0arg/gSeiojTkkbI5zzj5G3IbkbIbtibWtZ2kVN5x8nnaz0zT+N1YL+kp5muvCDHkt8FnFYGdYEczb0JGJJ0qeLcdpWYzP43dzM3M7NG8i0+MzNrJCcoMzNrJCcoMzNrJCcoMzNrJCcoMzNrJCcoMzNrJCcoMzNrpH8AKovZJnXxxZ0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "plt.scatter(y_train_pred, \n", " y_train_pred - y_train, \n", @@ -1552,9 +1684,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 48, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[NbConvertApp] Converting notebook ch10.ipynb to script\n", + "[NbConvertApp] Writing 18652 bytes to ch10.py\n" + ] + } + ], "source": [ "! python ../.convert_notebook_to_script.py --input ch10.ipynb --output ch10.py" ] From 07cce342557bb9e52da77abfb31f73df2b3e9790 Mon Sep 17 00:00:00 2001 From: rasbt Date: Thu, 5 Dec 2019 01:25:27 -0600 Subject: [PATCH 13/13] ch10, 11, 12 softw updates --- ch10/ch10.ipynb | 10 +++++----- ch11/ch11.ipynb | 22 +++++++++++----------- ch12/ch12.ipynb | 8 ++++---- 3 files changed, 20 insertions(+), 20 deletions(-) diff --git a/ch10/ch10.ipynb b/ch10/ch10.ipynb index 46396794..021ef218 100755 --- a/ch10/ch10.ipynb +++ b/ch10/ch10.ipynb @@ -622,7 +622,7 @@ { "data": { "text/plain": [ - "<__main__.LinearRegressionGD at 0x7f8fe08f7c50>" + "<__main__.LinearRegressionGD at 0x7fb0c0c2feb8>" ] }, "execution_count": 12, @@ -993,7 +993,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "7.17 ms ± 1.11 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "56.6 µs ± 1.94 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -1010,7 +1010,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8.98 ms ± 4.18 ms per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + "57.7 µs ± 1.32 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -1027,7 +1027,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "146 µs ± 4.19 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "72.3 µs ± 2.39 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -1692,7 +1692,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch10.ipynb to script\n", - "[NbConvertApp] Writing 18652 bytes to ch10.py\n" + "[NbConvertApp] Writing 18672 bytes to ch10.py\n" ] } ], diff --git a/ch11/ch11.ipynb b/ch11/ch11.ipynb index 8d9fbe30..d2b1bb9a 100644 --- a/ch11/ch11.ipynb +++ b/ch11/ch11.ipynb @@ -42,16 +42,16 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-20 \n", + "last updated: 2019-12-05 \n", "\n", "CPython 3.7.1\n", - "IPython 7.9.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.3\n", - "pandas 0.24.2\n", + "numpy 1.17.4\n", + "pandas 0.25.3\n", "matplotlib 3.1.0\n", "scipy 1.3.1\n", - "sklearn 0.21.3\n" + "sklearn 0.22\n" ] } ], @@ -211,7 +211,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -316,7 +316,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -366,7 +366,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAW4klEQVR4nO3debRdZX3G8eeReZDBBCmayFUK0UghlDhARYOhFLLAoaBBhRKlYsFacSoydKFiAcdIqyCIEkqrJg26ipRJMSkVAUkgCQQMCzQIC5YKIjJYIfjrH3tfcnLucPa9uXu/7znn+1nrrDPcfc5+2F7vk/fd++ztiBAAALl5XuoAAAAMh4ICAGSJggIAZImCAgBkiYICAGRp09QBWk2ePDkGBgZSxwCA5qxZU9xPm5Y2R0LLly9/OCJ2an89q4IaGBjQsmXLUscAgObMmlXcL12aMkVStu8b7nWm+AAAWaKgAABZoqAAAFnKah8UAPSdE05InSBbFBQApDR3buoE2WKKDwBSuv/+4oYhGEEBQErHHFPc9/Fh5iNhBAUAyBIFBQDIUl5TfM8slx5y6hQA0Jyny/tc/vbtks9FbBlBAQCylNcICgD6zftSB8gXBQUAKR2cOkCLjKb3JKb4ACCte8pbapmVk8QICgDSOrm8vyxpiiwxggIAZImCAoB+l+H0nkRBAQAyxT4oAOhHmY6aWlFQAJDSB1MHyBcFBQApvT51gHyxDwoAUrqjvDWpC6b3JEZQAJDWGeV9U9+D6pJykhhBAQAyRUEBALJEQQEAssQ+KADodV2036kVBQUAKX08dYB8UVAAkNKrav78Lh09SRQUAKR1S3k/kUXVxaXUioICgJTOKe+5HtQQFBQA9IIeGTW1oqAAoBv1YCG1o6AAoBv0QSG144u6AIAsMYICgJQ+WWGZPhw9SRQUAKS1Z+oA+WKKDwBSur68YQhGUACQ0rnlPVfWHYKCAoBc9em+p0FM8QFAjvq8nKQaC8r2lrZ/Ynul7dW2qxyrAgCApHqn+P4g6Y0R8YTtzST9yPZVEXFTjesEgO7H6ElSjQUVESHpifLpZuWNrQ4ArT6TOkC+at0HZXsT2ysk/UrS9yPi5mGWOd72MtvLfv1InWkAIEN/Wt4wRK0FFRHPRsQMSVMkvdr2kK+kRcSFETEzImbuNKnONACQoWvLG4Zo5DDziPit7aWSDpF0RxPrBICucEF5fyx7QNrVeRTfTrZ3KB9vJekgST+ta30AgN5S5whqF0mX2N5ERREuiogralwfAHSnzd+QOkGW6jyKb5Wkfer6fADoSu2HkG8+K0mMbsCpjgCgbnyvaVwoKABI6dJLUyfIFgUFAHXqNHqaOrWZHF2IggKAiTTW6byFC4v7uXMnPkuXo6AAIKXzzy/uKaghKCgAmAgcCDHhKCgAGC9KqVZcsBAAkCUKCgCQJab4AGCsJnJqb/HiifusHkNBAUAVde1vmjy5ns/tAUzxAUBKCxYUNwzBCApAf8rlCLzBcpo3L2WKLFFQAHpXLiWEcWGKDwCQJQoKQG9i9NT1mOID0Fsopp5BQQFASldemTpBtigoAN2nl0ZJW2+dOkG2KCgAzeulgtlY551X3J94YtocGaKgANSDEqpm0aLinoIagqP4AABZYgQFYGSMgpAQBQVgQ5QSMsEUHwAgS4yggH7HiCmtpUtTJ8gWBQXkhLIAnsMUHwCk9PnPFzcMQUEBuWD01J+uuKK4YQim+IAqKA+gcVkV1PJn95UfXZY6BjDUo6kDoFcteaq4P/DOtDlGE9PTrJcpPgBAlrIaQQFAv/n9FluljpAtCgoAEppzwVWpI2SLKT4AQJYoKABI6PTzz9Tp55+ZOsaIUh0gIVFQAJDU7Juv0+ybr0sdI0sUFAAgSxQUAGBYKaf3JAoKADCM1OUkcZg5ACT1yPaTUkfYQA7FNIiCAoCEjjz3stQRssUUHwBAUl6jJ4mCAoCkzpp/is6af0rqGFliig8AEtpv5Y2pI2SLERQAILvpPYmCAoC+l2M5SRQUACBT7IMCgIQe2HlK6gjZoqAAIKFjPvPvydad69TeIKb4AABZ6lhQtjex/aEmwgBAv5l/9kmaf/ZJqWNkqeMUX0Q8a/vNkuY3kAcA+sqMNSuSrDf36T2p+j6oG2x/WdJCSU8OvhgRt9aSCgBQm24oJ6l6Qe1f3n+q5bWQ9MaJjQMAQKFSQUXEgXUHAQDUr1tGT1LFgrK9s6SzJL0oIg61PV3SfhHx9VrTAUCPu3vXPRpbVzeVkyQ5IjovZF8l6WJJp0XE3rY3lXRbRPzZhIbZc2Zo0bKJ/EgAQCnXgrK9PCJmtr9edR/U5IhYZPsUSYqIdbafndCEAIAJkWsRjVXVL+o+aXuSigMjZPu1kh6rLRUA9IkLzjheF5xxfOoYWao6gvqwpMsl7Wb7Bkk7SXpbbakAoE/scd/dE/ZZvTJyGlS1oFZLeoOkaZIsaY04TRIAoEZVS+bGiFgXEasj4o6IeEbSqJeBtD3V9hLbd9lebfuDGx8XADCcXhs9SR1GULb/RNKLJW1lex8VoydJ2k7S1h0+e52kj0TErbafL2m57e9HxJ0bGxoAUOjFYhrUaYrvryTNkzRF0he0vqAel3TqaG+MiIckPVQ+ftz2XSrKjoICgNKKaTNSR8hW1e9BHRERl417JfaApOsl7RkRv2v72fGSikNYdnnJvvrBfeNdDQD0jV4aOY30Paiq+6Cm2N7OhYts32r74Ior3lbSZZJOai8nSYqICyNiZkTM1At2qhgHAPpXL5XTaKoW1HvKcjlY0gslvVvSOZ3eZHszFeX0HxHxnXGnBIAedenJR+vSk49OHSNLVQ8zH9z3NEfSxRGx0rZHfUPx869LuisivrgRGQGgZ0355QOpI2Sr6ghque1rVRTUNeVReX/s8J6/kHSMpDfaXlHe5mxEVgDoazG9f6b3pOojqOMkzZD0s4h4qjzt0btHe0NE/EjrR14AgHHop0JqV7WgXlfe79VhZg8AgAlRtaA+1vJ4S0mvlrRcXFEXADbKjXvvN+LP+nn0JFW/ou7hrc9tT5X02VoSAUAfOfVDZ6eOkK3xnvD1AUl7TmQQAABaVb3k+7+qvBaUilKbIWllXaEAoF8s/uARkqQjz11/sp5+n9obVHUfVOt12NdJ+lZE3FBDHgDoK5Mee+S5xxTThqrug7qk7iAAALTqdLmN27V+am+IiNhrwhMBAKDOI6i/lrSzpPvbXt9V0oO1JAKAPjKrvLIe03tDdSqo+ZJOjYgNroFhe6fyZ4cP+y4AwKieK6TZs5PmyFmnghqIiFXtL0bEsvIaTwCAjfFP/5Q6QbY6fQ9qy1F+ttVEBgEAoFWngrrF9nvbX7R9nIpTHQEAxmiD/U2HHlrcMESnKb6TJH3X9ru0vpBmStpc0lvrDAYAfeH3v0+dIFujFlRE/FLS/rYP1PpTG/13RPyw9mQA0CU4Aq8eVb+ou0TSkpqzAEBXoZjqNd6TxQIAUKuq5+IDAKiGUdNhh03wB/YOCgoASkmm7D760QQr7Q4UFIDssa+nP7EPCgBSmjWruGEIRlAAssOICRIFBaBhlA+qYooPAJAlRlAAxo3REOpEQQEYM4ppAr397akTZIuCAmrCH3FUcuKJqRNki31QAJDSU08VNwzBCAqoAaMnVDZnTnG/dGnSGDmioND3KBMgT0zxAQCylNcIavWD0is/mToF+oxTB0BfW6K1kqQD3V1/+yLOqH0djKAAAFnKawQFAH1mgWakjpAtCgoAErpE+6SOkC2m+AAgoUl6UpP0ZOoYY9LE/ieJERQAJLVYiyRJB+rdiZNU01Q5SYygAACZYgQFAOioyZHTIAoKADCiFMU0iCk+AECWGEEBQELn61WpI2SLggKAhBZpz9QRhpVyam8QU3wAkNAUPaYpeix1jCwxggKAhC7VdyTl9T2oHEZPEiMoAECmKCgAQJYoKABAligoAECWOEgCABL6gvZPHSFbFBQAJHSFpqWOkC2m+AAgoT30sPbQw6ljZIkRFAAkdIG+Jymf70Hl8h0oiREUACBTFBQAQFJeoyeJggIAKL9ykigoAECmOEgCABL6tF6fOkK2KCgASOg67db4OnOczhsOU3wAkNDeekh766HG1tct5SQxggKApL6kqyXl8z2onDCCAoA+0U2jJ4mCAgBkqraCsv0N27+yfUdd6wAA9K46R1ALJB1S4+cDACrqtuk9qcaDJCLietsDdX0+APSCUzU7dYRsJT+Kz/bxko4vnm2fNAsANO1GvaT2dXTj6EnK4CCJiLgwImZGxExp69RxAKBR++kX2k+/SB0jS8lHUADQz87SdZL4HtRwKCgA6FHdOrU3qM7DzL8l6UZJ02w/YPu4utYFAOg9dR7F9466PhsAMLpuHz1JGRwkAQDAcNgHBQAJncT5DEZEQQFAQiu1S+oI2WKKDwASmq17NVv3Tuhn9sL+J4kRFAAkdbqulzQxV9btlWIaxAgKAJAlRlAA0IV6bbQ0HEZQANBl+qGcJAoKAJAppvgAIKH36fBKy/XLqKkVBQUACd2tyc897scSGg1TfACQ0GFao8O0JnWMLDGCAoBEIs6QZs0qniz9ZtIsOWIEBQDIEiMoAGgY+5qqYQQFAMgSBQUADWL0VB1TfAAwgcZcQJdeWk+QHkBBAUBKU6emTpAtCgoAhtHYVNzChcX93LnNrK+LUFAAkNL55xf3FNQQHCQBAMgSIygAfY2j6vJFQQHoeZRQd2KKDwCQJUZQAJDS4sWpE2SLggLQc7pqSm/y5M7L9CkKCkDX6KriqWrBguJ+3ryUKbLEPigASGnBgvUlhQ0wggKQVE+OijAhsiqoffd9kZYt45cVAMAUHwAgUxQUACBLWU3xAUDfufLK1AmyRUEBQEpbb506QbaY4gOAlM47r7hhCAoKAFJatKi4YQgKCgCQJQoKAJAlCgoAkCUKCgCQJUdE6gzPsf24pDWpc4zBZEkPpw4xRmSuX7fllcjclG7L3FTeXSNip/YXc/se1JqImJk6RFW2l3VTXonMTei2vBKZm9JtmVPnZYoPAJAlCgoAkKXcCurC1AHGqNvySmRuQrfllcjclG7LnDRvVgdJAAAwKLcRFAAAkigoAECmGi8o24fYXmP7HtsfH+bnW9heWP78ZtsDTWccJlOnzK+3favtdbaPTJGxXYXMH7Z9p+1Vtq+zvWuKnC15OuX9O9u3215h+0e2p6fI2ZZp1Mwtyx1pO2wnP7y4wnaeZ/vX5XZeYftvU+Rsy9RxO9t+e/n7vNr2N5vO2Jal0zae37J977b92xQ52zJ1yvwS20ts31b+zZjTSLCIaOwmaRNJ90p6maTNJa2UNL1tmRMlfbV8fJSkhU1mHGfmAUl7Sfo3SUemzDuGzAdK2rp8fELK7Vwx73Ytj98k6erct3G53PMlXS/pJkkzc88saZ6kL6fMOY7Mu0u6TdKO5fMX5py3bfkPSPpGF2zjCyWdUD6eLmltE9maHkG9WtI9EfGziHha0rclvbltmTdLuqR8vFjSbNtuMGO7jpkjYm1ErJL0xxQBh1El85KIeKp8epOkKQ1nbFUl7+9anm4jKfXRPVV+lyXpTEmflfR/TYYbQdXMOamS+b2SvhIRj0pSRPyq4YytxrqN3yHpW40kG1mVzCFpu/Lx9pIebCJY0wX1Ykn3tzx/oHxt2GUiYp2kxyRNaiTd8Kpkzs1YMx8n6apaE42uUl7b77d9r4o/+P/QULaRdMxsex9JUyPiiiaDjaLq78UR5TTOYttTm4k2oiqZ95C0h+0bbN9k+5DG0g1V+f975bT6SyX9sIFco6mS+ROSjrb9gKQrVYz8atd0QQ03Emr/l3CVZZqUW54qKme2fbSkmZI+V2ui0VXKGxFfiYjdJJ0s6fTaU41u1My2nydpvqSPNJaosyrb+XuSBiJiL0k/0PrZjFSqZN5UxTTfLBUjkots71BzrpGM5e/FUZIWR8SzNeapokrmd0haEBFTJM2RdGn5O16rpgvqAUmt/yKboqFDxeeWsb2piuHkbxpJN7wqmXNTKbPtgySdJulNEfGHhrINZ6zb+NuS3lJros46ZX6+pD0lLbW9VtJrJV2e+ECJjts5Ih5p+V34mqR9G8o2kqp/M/4rIp6JiJ+rOOH07g3lazeW3+WjlH56T6qW+ThJiyQpIm6UtKWKE8nWq+GdcZtK+pmKYe3gzrhXti3zfm14kMSiFDsOx5K5ZdkFyuMgiSrbeR8VO0Z375K8u7c8PlzSstwzty2/VOkPkqiynXdpefxWSTd1QeZDJF1SPp6sYrpqUq55y+WmSVqr8mQJXbCNr5I0r3z8ChUFVnv2FBtjjqS7yz+Op5WvfUrFv+Klopn/U9I9kn4i6WUZ/A/YKfOrVPwr5ElJj0ha3QWZfyDpl5JWlLfLM897rqTVZdYlo5VBLpnblk1eUBW389nldl5ZbueXd0FmS/qipDsl3S7pqJzzls8/Iemc1Nt2DNt4uqQbyt+LFZIObiIXpzoCAGSJM0kAALJEQQEAskRBAQCyREEBALJEQQEAskRBoSvZPq08c/Wq8qzQrylfv2jwTOe219qebHvA9h015xmw/c6W5zMaO+Pz0Cw7lVcCuM32AbbfZvuu8mzUM23/S4f3XzneMzHYfksOZ5pHb9g0dQBgrGzvJ+kwSX8eEX+wPVnFFwwVEakuDzEg6Z2SBi/1MEPFKaSuTJBltqSfRsSxkmT7akknRsSS8ufLRntzRGxMsb5F0hUqvpMEbBRGUOhGu0h6OMpT8kTEwxHxoCTZXjrC6YQ2sf21ctR1re2tyuVnlCcYXWX7u7Z3bP+cchS2tny8ie3P2b6lfM/7ys8/R9IB5WjuZBVfcpxbPp9rexvb3yjfd5vtYc9wbfsfy+terbR9ToeMu9m+2vZy2/9r++W2Z6g4me6cct1nSHqdpK+WuWfZvqJ8/7a2Ly7Xt8r2EeXra8vSl+2jbf+k/KwLbG9Svv6E7X8uc95ke2fb+6u4FMrnyuV3G+f/vkAh9TeYuXEb603Stiq+zX63pPMkvaHlZ0tVnrFBxalkJqsY3ayTNKN8fZGko8vHqwbfr6JUvjTM50xWef0bScdLOr18vIWK0chLVZyo9IqWHPPUcl0lSWe1rHOHMvs2bf9dh0r6sdZfp+sFHTJep/IUUJJeI+mHI6y79b/luZySPjP4WeXzHdu22ytUnDx2s/L18yT9Tfk4JB1ePv5syzZZoAxO98WtN25M8aHrRMQTtveVdICKCy8utP3xiFgwytt+HhErysfLJQ3Y3l7SDhHxP+Xrl6g4zdZoDpa0l9dfOXl7FScmfbrC+95k+6Pl8y0lvUTSXS3LHCTp4iiv0xURvxkpo+1tJe1fPh58/xYdMrQ7SMX5LlWu79G2n89WcbLYW8p1bCVp8FpLT6uYypOK7fmXY1w30BEFha4UxSUKlqo4W/jtko5V8a/3kbSerf1ZFX9sR7NO66fAt2x53ZI+EBHXtC5se1aHz7OkIyJiTYdlqp577HmSfhsRMyouP571WcVJWE8Z5mfPRMTge58Vf0tQA/ZBoevYnma79XIKMyTdN9bPiYjHJD1q+4DypWMkDY5U1mr9pSaObHnbNZJOsL1ZmWUP29tIelzFJTYGtT+/RtIHXA5FXFzMsN21kt5je+tymReMlDGKKwz/3PbbymVte+8xbYBifX8/+GRw31aL6yQdafuFg3lcXGRvNO3/3cC4UVDoRttKusT2nbZXqTjT8ifG+VnHqtipv0pF0X2qfP3zKorox9rwujcXqThC7dby0PULVIweVklaVx408CEVZwKfPniQhIpLv28maVX5vjPbg0TE1ZIul7TM9gpJg9OBI2V8l6TjbK9UcQbysV6+/dOSdrR9R/kZB7bluVPFhSGvLdf9fRUHqIzm25I+Vh4IwkES2CiczRwAkCVGUACALFFQAIAsUVAAgCxRUACALFFQAIAsUVAAgCxRUACALP0/fOGq1W3n41sAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -432,7 +432,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -483,7 +483,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1428,7 +1428,7 @@ "output_type": "stream", "text": [ "[NbConvertApp] Converting notebook ch11.ipynb to script\n", - "[NbConvertApp] Writing 14113 bytes to ch11.py\n" + "[NbConvertApp] Writing 14114 bytes to ch11.py\n" ] } ], diff --git a/ch12/ch12.ipynb b/ch12/ch12.ipynb index 57cbb6db..45870f58 100644 --- a/ch12/ch12.ipynb +++ b/ch12/ch12.ipynb @@ -42,12 +42,12 @@ "output_type": "stream", "text": [ "Sebastian Raschka \n", - "last updated: 2019-11-20 \n", + "last updated: 2019-12-05 \n", "\n", "CPython 3.7.1\n", - "IPython 7.9.0\n", + "IPython 7.10.1\n", "\n", - "numpy 1.17.3\n", + "numpy 1.17.4\n", "scipy 1.3.1\n", "matplotlib 3.1.0\n" ] @@ -949,7 +949,7 @@ { "data": { "text/plain": [ - "<__main__.NeuralNetMLP at 0x7ffb285193c8>" + "<__main__.NeuralNetMLP at 0x7fdfc8463518>" ] }, "execution_count": 20,