{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "_This notebook contains code and comments from Section 6.2 of the book [Ensemble Methods for Machine Learning](https://www.manning.com/books/ensemble-methods-for-machine-learning). Please see the book for additional details on this topic. This notebook and code are released under the [MIT license](https://github.com/gkunapuli/ensemble-methods-notebooks/blob/master/LICENSE)._\n", "\n", "## 6.2 Newton Boosting: Newton Descent + Boosting\n", "Gradient boosting combines gradient descent and boosting. Instead of computing the overall true gradient explicitly, gradient boosting aims to **approximate the true gradient** with a weak learner. \n", "\n", "Let's begin by generating a simple two-dimensional to visualize how gradient descent works step-by-step." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.patches as patches\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "#### The Logistic Loss\n", "We look at the shapes of the logistic loss function as well as its first and second derivatives" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# The logistic loss\n", "def log_loss_func(x):\n", " return np.log(1 + np.exp(-x))\n", " \n", "# The gradient of the sigmoid function\n", "def log_loss_grad(x):\n", " return -np.exp(-x) / (np.exp(-x) + 1)\n", " \n", "# The Hessian of the sigmoid function \n", "def log_loss_hess(x):\n", " return np.exp(x) / (1 + np.exp(x))**2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-2., 2., num=50)\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=3, figsize=(12, 4))\n", "\n", "x = np.linspace(-5., 5., num=50)\n", "ax[0].plot(x, log_loss_func(x), linewidth=3)\n", "ax[0].plot(x, (1 - x)**2, linewidth=2, linestyle='--', c='r')\n", "ax[0].set_ylim(0, 5)\n", "ax[0].set_xlabel('misclassifcation margin, $y \\cdot f(x) $', fontsize=12)\n", "ax[0].set_ylabel('loss', fontsize=12)\n", "ax[0].legend(['Logistic loss', 'Squared loss'], fontsize=12)\n", "\n", "ax[1].plot(x, log_loss_func(x), linewidth=3, linestyle='--')\n", "ax[1].plot(x, -log_loss_grad(x), linewidth=3, linestyle=':')\n", "ax[1].plot(x, log_loss_hess(x), linewidth=2)\n", "ax[1].legend(['loss, L(x)', 'neg. gradient, g(x)', 'Hessian, He(x)'], fontsize=12)\n", "ax[1].set_xlabel('misclassifcation margin, $y \\cdot f(x)$', fontsize=12)\n", "ax[1].set_ylabel('loss, gradient, Hessian', fontsize=12)\n", "ax[1].set_title('Logistic Loss: gradient & Hessian', fontsize=12)\n", "\n", "ax[2].plot(x, log_loss_func(x), linewidth=3, linestyle='--')\n", "ax[2].plot(x, -log_loss_grad(x), linewidth=3, linestyle=':')\n", "ax[2].plot(x, -log_loss_grad(x) / log_loss_hess(x), linewidth=3)\n", "ax[2].set_xlabel('misclassifcation margin, $y \\cdot f(x)$', fontsize=12)\n", "ax[2].legend(['loss, L(x)', 'neg. gradient, -g(x)', 'scaled neg. gradient, -g(x)/He(x)'])\n", "ax[2].set_title('Logistic Loss: Hessian-scaled gradient', fontsize=12)\n", "ax[2].set_ylim(0, 5)\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH06_F07_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n", "# plt.savefig('./figures/CH06_F07_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 6.2.1 Intuition: Learning with weighted residuals\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAAEYCAYAAADMEEeQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAAsTAAALEwEAmpwYAABg2ElEQVR4nO3dd3wb9fnA8c+j4RFvW7YTO5swEgIJEPYs0LKhtKyWljIKBUpLW37QQveGLuhuGWXvUfYuK2wSEgJJCGQvZ8fxHpKe3x93diTFQ04kny0/79dLL+u+d7p7TpYefe973/ueqCrGGGOMMWbo8HkdgDHGGGOM6V9WATTGGGOMGWKsAmiMMcYYM8RYBdAYY4wxZoixCqAxxhhjzBBjFUBjjDHGmCHGKoCmz0RkqYgc7T6/RkRu9jqmgUZE5orIEd3MO0JEVqZoO6+IyNdTsS5jUklEnhGRr3kdR3dE5F8i8uMkl71NRH6VxljSuv4ktq8iMsF9nvT7MpSISIOIjO9m3rki8nqKttP5+5pugf7YiOk/InIW8F1gMtAILAFuB/6paRj0UVV/k4r1iMhYnFiDqhpOxTq9pKq7ex2DMR1EZCnwdVV9MabsXLfskHRsU1WPS8d6U0VVL07VukREgZ1VdWGq1umVVL0v7gHwXao6MhXr85qq5nsdQ6pZC2AGEZErgD8DvweGA5XAxcDBQFY3r/H3W4CDjIjYAZIxZtAQh/2ud8Nyejz7oGQIESkCfgFcqqoPqWq9Omap6tmq2uoud5uI/FNEnhaRRuAzInKCiMwSkToRWSEiP0tY91dFZJmIbBSRHybM+5mI3BUzfYCIvCkitSLyQexpUPd05S9F5A0RqReR50Uk5M5+zf1b6za1HygiE0TkVRHZIiIbROT+Hvb/QRFZ4y77mojsHjPveBGZ525zlYj8XzfrONeN7XoR2Qj8TESyReQPIrJcRNa6p0dy3eVDIvKku6+bRGR6R/JNOE2e677vm0VkHrBvwnY7T7/E/I9+5T4vcbex3n39kyLS5RF1X94vYxKJSJWIPOx+1paIyLdj5u0nIjPcHLFWRP7klueIyF1ubqgVkfdEpNKd19k9QUR2EpGX3OU2iMjdIlIcs/6lIvJ/IjLH/fzeLyI53cR5nog8ETP9qYg8GDO9QkSmus93E5EX3O/nAhE5I2a5uNOuInKViNSIyGoR+Xri9xIoEZGn3Dzyjojs5L6uI3d94OauM93yE0Vktvu+vCkie8Zsay8Red9d1/1Al/vqLusXkT+679sSEbnMjS0Q8z7/WkTeAJqA8e57NN9d/2IR+UbCOq+M2dfzE+Ylvi897UeX/zcRyQOeAarc96TB/Xx1+TnqYp97zHvi5OrF7v4tEZGzu1nPz0TkIfczWgecKyJFInKLu/+rRORX4jaESA85VOJPk5eJyOPufrwL7BSz3NjY/0/M/yip70JC/Em9X9tNVe2RAQ/gWCAMBHpZ7jZgC06roA8n8RwB7OFO7wmsBT7vLj8JaAAOA7KBP7nbOdqd/zOcZn6AamAjcLy7rs+60+Xu/FeARcAuQK47fa07byygsfED9wI/jInzkB7263ygwI3xBmB2zLwa4FD3eQmwdzfrONfdt2/hdI/IBa4HHgdK3fU/AfzWXf63wL+AoPs4FBB33tKY9+haYLq7jlHAR8DKmO0qMCHhf/Qr93kZ8EVgmLv9B4FHY5Z9Bec0Xp/eL3sMrUfs5zGm7Fzgdfe5D5gJ/ATnbMF4YDFwjDv/LeCr7vN84AD3+Tfc78QwwA/sAxS682I/mxPcfJANlOMc8N2QEN+7QJX7PZkPXNzNvowHat2Yq4BlHd8nd95md14esAI4z/0+7wVsACa5y8Z+z44F1gC7u/tyV+z30l12I7Cfu667gftiYkr8Du8FrAP2d9+Xr7n7mO2+v8twuuoEgdOA9o5Yutjfi4F5wEic/PUiMbnSfZ+Xu7EH3HWegFMpEeBwnIrh3jH7uhanm1AecE8X+/qr3vajt/8bzu/KyoR96fJz1MU+d5v33JjrgF3d6RHA7t2s52fue/t59zORC/wX+Le7ngo3/m+4y3ebQxPeo/uAB9x1TAZWsfW7NJZtf8teoW/fhaP78n5t78NaADNHCNigMf3nZGtLXLOIHBaz7GOq+oaqRlW1RVVfUdUP3ek5OF+Cw91lTwOeVNXX1GlF/DEQ7SaGrwBPq+rT7rpeAGbgVAg73Kqqn6hqM84XaGoP+9QOjAGq3Di77WSrqv9Rp9WzFedLP0WcVtGO9UwSkUJV3ayq7/ewzdWq+lf3fWwBLgK+q6qbVLUe+A1wVsx6RwBjVLVdVaer+01NcAbwa3cdK4C/9LD9xP3aqKoPq2qTu/1fs/V/kyjp98sMSY+6+aBWRGqBf8TM2xfnQO0XqtqmqouBm4j/rE8QkZCqNqjq2zHlZTg/jBFVnamqdYkbVtWFqvqCqraq6nqcA8nEz/FfVHW1qm7CqVRO7Won3Njq3fmHAc8Bq0VkN3ed01U1CpwILFXVW1U1rKqzgIeB07tY7Rk4uWmuqjbh5JBE/1XVd93ccHd38bkuAv6tqu+478vtQCtwgPsI4vzot6vqQ8B7PazrDODPqrpSVTfjHFAmus2NPeyu8ylVXaSOV4HncQ5QY/f1I1Vt7GZfk9mPDkn931zdfY7iJJH3osBkEclV1RpVndvDNt9S1Ufdz0Qhzu/Rd1S1UVXX4Rzkx37Oe8yhbmvhF4GfuOv4CKeffVKS/C50SOr92l5WAcwcG4FQbLOzqh6kqsXuvNj/9YrYF4rI/iLystvcvgXniLPj1GxV7PJuwtjYTQxjgNMTfmQOwakkdVgT87wJ56imO1fhHMG+K85Vted3tZB7iuRaEVnkNvMvdWd17MMXcb70y9zm/QN72Gbse1OOcwQ6M2Z/nnXLwelruRB43j0d8YNu1hn3HuIc/SdFRIaJyL/FOQVfh3O0WCxd991M6v0yQ9bnVbW44wFcGjNvDM7putjv7jU4/YgBLsBpuf9YnNO8J7rld+JUwO5zTyf+TkSCiRsWkUoRuc895VaH08IWSlisy9wgztXEHacRO071vYrTwnSY+/wVnB/Rw93pjn3aP2GfzsbpH50o8Tu6ootl+pK7xgBXJGx7lLudKmBVwsFiTzkhmdgSc/pxIvK2OKe+a3HyX5c5vZdt97QfHfryvnT3OYrTU95zf4POxPmdqhHntPxuPWwzdl/H4FS+a2L25984LYGQXA4tx2lp3d6cnsx3oUNS79f2sgpg5ngL58jslCSWTWylugfnNOcoVS3COa0p7rwanC884HwxcY74u7ICuDP2R0ZV81S1qyPW3mJCVdeo6oWqWoVzqukfEt8np8OXcfb7aKAIpwmejn1Q1fdU9RScL/mjOC2PycSxAWjGOb3QsT9F6l4N5rY4XqGq44GTge+JyFFdrDPuPQRGJ8xvwqlodoj9gboC2BXYX1ULcX7wOvctLvDk3y9jEq0AliR8dwtU9XgAVf1UVb+E8x26DnhIRPLc1qafq+ok4CCcVrdzulj/b3C+W3u4n+Ov0MVnuCuqepyq5ruPu93ijgrgoe7zV9m2ArgCeDVhn/JV9ZIuNlODc4q1w6gulumLFTit/rHbHqaq97rbqhaR2P1PzAl9ja0zb4lINk5L5x+ASrey/zTd5PRett3TfvSmq5ze5eeoi9f2mPdU9TlV/SxO48LHOK3VycSxAud3MhSzP4XqjtqQZA5dj9NVqLv3sNH9211OT/q70If3a7tYBTBDqGot8HOcD+xpIlIgIj5xOkP39oEpADapaouI7IdToerwEHCiiBwiIlk4F5p097m5CzhJRI5xW+VyxBnzLplhANbjNOt3jrMkIqfHvHYzzpemq9PPBThf6o04X7rOoWlEJEtEzhaRIlVtx+k70t0p7DjuKYObgOtFpMJdX7WIHOM+P1GcTsOC068y0s26HwCuFqdj80icPoaxZgNfdt+zY4k/HVCAUwmtFZFS4KfdxduH98uYRO8C9SLyfXEuWvKLyGQR2RdARL4iIuXud6LWfU1URD4jInu4LdJ1OKesuvuONgBbRKQauHIH430V+AyQq6orcfrYHotzcDrLXeZJYBdxLmILuo99RWRiF+t7ADhPRCa6B7l9HQdvLTG5CydvXCzO2RURkTxxLrYrwDlYDwPfdmP6Ak7fwu48AFzu5p5i4Pu9xJKF079sPRAWkeOAzyWs71wRmeTua7c5pZf96M1aoEy2dsXp9nPUxWu7zXtuC9opbkWoFedzlWxOr8E5Hf5HESl0fyN3EpHD3XX3mkNVNQI8gnOR4DARmYTTN7Jj/nqcPoFfcb9H5xNzkQh9+C704f3aLlYBzCCq+jvgezjN2Gvdx79xEsabPbz0UuAXIlKP0wm8s4XM7VvxTZxWwhqcL0WXgxir07/tFJxTR+txjrauJInPmTr9bn4NvOE2zR+A0y/pHRFpwGmhvFyd/j+J7sBpgl+F01k6sZ/EV4GlbnP7xTingZL1fZzTvG+7r38R58gUYGd3ugEnqf9DVV/uYh0/d+NbgpN87kyYfzlwEs4X/GycVsoON+B0XN7g7tezPcSa7PtlTBz3R+1EnP5bS3A+bzfjtKiDU7ma6362/gycpU4/3uE4B4l1OBcAvMq2n29wvgN74xwoPYXzA7oj8X6C872b7k7X4Vy08oa7L7h9xz6H079rNc6pyutwKkeJ63sGp2/uy7jfd3dWa5Ih/Qy43c1dZ6jqDOBC4G84OXMhzkU3qGob8AV3ehPO6cye3o+bcPLGHJzK7dM4FchIVwu7+/1tnDy+GeeA/vGEfb0BeMmN66XuNtzTfvRGVT/G6U++2H1fquj+c5ToBrrPez6c37nVOO/f4UBXrbrdOQenkjzP3aeH2NpNKdkcehnOqe41OBfN3Jow/0Kc376NOBfnxP7+9uW7kOz7tV06rlg0xhhjDOC2En6Ec7XrgBqY3m3R+5eqjvE6FjO4WQugMcaYIU9EThVn3M8SnJbCJwZC5c89JX+8iATcU4Y/xRnKxJgdYhVAY4wxxun0vw5nrNIIfTutmE6Cc9pwM84p4Pk4XXWM2SF2CtgYY4wxZoixFkBjjDHGmCFmUN8YORQK6dixY70OwxgzCMycOXODqpb3vuTAZ7nPGJOs7nLfoK4Ajh07lhkzZngdhjFmEBCRpEfrH+gs9xljktVd7rNTwMYYY4wxQ4xVAI0xxhhjhhirABpjjDHGDDFWATTGGGOMGWKsAmiMMcYYM8RYBdAYY4wxZoixCmASmtsiPDWnhnmr67wOxRhj+s3yjU3c/uZS7I5RxmSeQT0OYLrNWVnLTdOX8L/5a2lqi/Cl/Ubz2y/skfLt1NTU0NTURElJCUVFRfj9/pRvwxhjknX7m0t55P2VfLByCwD7jClhcnWRx1EZM/QsWLCAYcOGUVJSQl5eHiKSsnVbBbAHGxpaeeKD1Z3TD729kJpn/4GP1B4NP/vC/xg27QsEw834I81k+4XsgI+coJ+coI/sgJ/sgOAnSnlZKcPLQ4wcUcFXzjo9pXEYYwzA9E83dFb+AC793W1MaJ7vYUTGDD0ajfLM6zMpnHwkgXAjgWgb2UE/OQFf59+coJ8AUYblZFEeKmV4eRn77z2Fgw7Yv9f1WwWwB4dMKKcoN8iW5nYA2n1ZlO0yjXE5zSndztszZ6Pt9QQjbWQHfZ2Vv+ygj5yA80/OzQ5SWlLE8PIyqivLqarMiDtaGWMGoJOmjODF+Ws7p2vzx7DXBD8pbHwwxvQiGo3ywpvvE2irI0siTp2gs46wtRKYl5tLZaiM4RVlVFWECJWWJLV+qwD2ICvg45jdK3lgxsrOMt+YaVx2+pSUbudrX/saAPn5+Slt3jXGmO1x1MRKsgM+WsNRAOoiQQ455Wz2Gp3cD4sxJjXOPvts8vLyyMnJSfm67SKQXpy4Z1Xc9HNz19DmJsVUKSgooKCgwCp/xpgBIT87wJG7VcSVPTmnxqNojBm6ysrK0lL5A6sA9uqgncoozcvqnK5rCTP90/UeRmSMMemXePD71JwaolG7GtiYTGEVwF4E/D6OnTw8rsyOhI0xme7I3SoYlrV1RII1dS3MWLbZw4iMMalkFcAknJRwJPzCvLW0tEc8isYYY9IvN8vP0RMr48qenLO6m6WNMYONVQCTsN+4UsoLsjunG1rDvLJgnYcRGWNM+p2454i46ac/XEPETgMbkxGsApgEv084YY/4RPiEnQY2xmS4w3ctpyB762ARGxpaeWfxRg8jMsakSr9UAEVklIi8LCLzRGSuiFzexTIiIn8RkYUiMkdE9u6P2JKVeCT80vx1NLWFPYrGGDMYDPbclx3w89nd408D28GvMZmhv1oAw8AVqjoJOAD4pohMSljmOGBn93ER8M9+ii0pe48uYUTR1kuxm9sj/G++nQY2xvRo0Oe+xD7Qz3xUQ3sktUNhGWP6X79UAFW1RlXfd5/XA/OB6oTFTgHuUMfbQLGIjGCA8HVxGtg6RBtjepIJue/gCSGKcoOd07VN7byxcIOHERljUqHf+wCKyFhgL+CdhFnVwIqY6ZVsmygRkYtEZIaIzFi/vn/H4ztxSvyR8MsL1lPf0t6vMRhjBqfBmvuyAj6O3d2GwjIm0/RrBVBE8oGHge+oat32rENVb1TVaao6rby8f++HO2VkEaNKczun28LRuPtlGmNMVwZ77jtxSnyD5HNz19AatqGwjBnM+q0CKCJBnAR4t6o+0sUiq4BRMdMj3bIBQ0S2GR3/yQ/sSNgY071MyH0Hji+jLOaOSPUtYaZ/YqeBjRnM+usqYAFuAear6p+6Wexx4Bz3irgDgC2qOuBqV4lXA7/26Xpqm9o8isYYM5BlSu4L+H0ct0f8aeDHP7A+0MYMZv3VAngw8FXgSBGZ7T6OF5GLReRid5mngcXAQuAm4NJ+iq1PJo0oZHx5Xud0e0R55qM1HkZkjBnAMib3dXVHJBsKy5jBK9D7IjtOVV8HpJdlFPhmf8SzI0SEk6dUccOLn3aWPTZ7FV/ab7SHURljBqJMyn37ji1lRFEONVtaAGcorBfnr+PkhIvjjDGDg90JZDskJrx3lmxijZsUjTEmE/l8wkkJue/x2QOqq6Ixpg+sArgdxpfns0d1Uee0qo0JaIzJfIkHv69+Yn2gjRmsrAK4nU6ZmnAkbB2ijTEZbveqQsaH4vtAP2t9oI0ZlKwCuJ1O3LMKienZM2flFpZsaPQuIGOMSTMR4eSEg9/HZtvBrzGDkVUAt9Pwohz2G1saV/aEtQIaYzJc4mngt5dsZG2d9YE2ZrCxCuAOOGVq/N2aHpu9CueCPmOMyUzjy/OZXF3YOe30gR5QwxYaY5JgFcAdcNzk4QR8W88DL1rfyLya7brLkzHGDBqnTIk/+LWrgY0ZfKwCuANK8rI4fJf4e3I+bv1hjDEZ7sQpI+L6QH+wcgtLrQ+0MYOKVQB3UGKH6Cc+WE00aqeBjTGZa0RRLvtaH2hjBjWrAO6goydWkhPc+jau3tLCzOWbPYzIGGPSL/FikMc+WG19oI0ZRKwCuIPysgN8dlL8TdIfS0N/mObmZqLRaMrXa4wx2+P4PUbE9YFeuK6B+TX1HkZkjP1W9kW/3As40508pSru9Mcj7y1j99aPCaSwev2j315PsHoS2QEfOUEf2QF/59+OsuLCAirLyxhRHqJ6eDkjq6uYOHFi6oIwxhhXaV4Wh+4c4uUF6zvLrrv/JU4c2e5hVGao+/G1NxCommi/lUmwCmAKHL5LOcXDgtQ2OYmvKSL8+4k3KGxckbJtbN68ibwJFbRHmmluaSJLWt0Ps/Ohzg742VRXw4pVNZSXlTK8oow9G5uG5IfaGNM/Pr9XdVwF8M2VbWx67QEEOxVsvLFp4wbydurpt9LHproGVqyqIVRWSmWolKmTGofkb6VVAFMgK+DjhD1GcPc7yzvLdj/+HP7+5b1Tto358+ejqpSUlFBSUkJOTk7K1m2M6ZqIPKaqp3RR/oiqfsGLmAaSz06qZFiWn6a2CADtwTyu/v2/OGhCyOPIzFBlv5XJsz6AKXLqXvHjYr04by11Lak7FTJx4kQmTZrEiBEj7ANtTP/5TDflR/RnEAPVsKwAx+4e3wf6v7NsTEDjHfutTJ5VAFNknzEljCzJ7ZxuDUftJunGDFIi8gsR+QWQ1fE85nEXsMzrGAeKzycc/D7z0Rpa2iMeRWOMSZZVAFNERLZpBXzUjoSNGaxGuQ9fzPNRwEhgBXC6d6ENLAftVEZ5QXbndENrmBfnr/UwImNMMqwPYAqdMrWav760sHP6rcUbqdnSzIii3B5eZYwZaFT1PAAReVNVb/I6noEs4Pdx8pQqbnl9SWfZf99fxYl7VvXwKmOM16wFMIUmVOSz58iizmlVuzWcMYOZqt4kIkUisp+IHBn78Dq2gSTx7Mern6xnY0OrR9EYY5JhFcAU+/zU+ERoHaKNGbxE5FxgNfAEcEvM42YPwxpwdq8qZEJFfud0OKo89WGNhxEZY3pjFcAUO2lKFf6Y0fE/XlPP/Jo6DyMyxuyAXwOnqWqlqo6LeYz3OrCBpKs+0Hbwa8zAZhXAFCsvyObQnePHwHo0DbeGM8b0iwDwvNdBDAanTI3v8zdreS1LNzR6FI0xpjdWAUyDxCPhx2atJhq1kfGNGYSuA34kIpYrezGyZBj7jSuNK7ODX2MGLktqadAxOn6HNXUtvL14o4cRGWO203eBHwH1IrI89uF1YANRV6eBVe3g15iByCqAadDV6PiPWH8YYwajrwBHA8cDX014mATHTx5Bln/rz8qyjU28v7zWu4CMMd2yCmCabDM6/oc1NLWFPYrGGLM9VPXV7h5exzYQFQ0LcuRuFXFlj7y/0qNojDE9sQpgmhw8IURl4dbR8RvbInZrOGMGGRHJFpFfi8hiEdniln1ORC7zOraB6gt7xx/8PvHBars1nDEDkFUA08Tvk21aAR+2I2FjBpvrgcnA2UBHZ7a5wCWeRTTAHbFrBaV5WZ3TdS12azhjBiKrAKbRaXuPjJt+c9FGVtU2exSNMWY7nAp8WVXfAqIAqroKqO7xVUNYVsC3zZAwD8+0g19jBhqrAKbRzpUFTEm4Ndx/rRXQmMGkjYR7potIOWCX9ffgiwkHv69+sp51dS0eRWOM6YpVANPsi/vEJ8KH37dhEYwZRB4EbheRcQAiMgL4G3Cfp1ENcLtXFbLb8ILO6ajamIDGDDRWAUyzk/asihsWYcmGRt5fvtnDiIwxfXANsAT4ECgGPsW5N/DPPYxpwBMRTks4+H1o5ko7+DVmALEKYJqV5GVx1MT4YREemmlHwsYMBqrapqrfVdV8oBIocKfbvI5toDtlanXcfdE/WdvAR6vsvujGDBRWAewHif1hnpxjwyIYM1CJyNiY5+M7HkABMC5m2vSgvCCbI3YpjyuzkRCMGTiSqgCKyPC+lJt4h+9aTih/67AI9S1hnp9nwyIYM0B9GPN8Ic5p34UJj089iGvQSewD/djsVbSFox5FY4yJlWwL4CfdlM9LVSCZLOj3ccrUhDEBbVgEYwYkVS2Iee5TVb/7N/bh72kdxnHUxAqKcoOd05ub2nnp43UeRmSM6ZBsBVC2KRApxB0Xq9cXi/xHRNaJyEfdzD9CRLaIyGz38ZMk4xo0Ek8DT/90PWttWARjMtpQz33ZAT8nT0kYE9BOAxszIAR6mikiK3BGv88VkeUJs8uAe5Pczm04Qyfc0cMy01X1xCTXN+hMqipk0ohC5tU4naCjCv+dtYqLD9/J48iMMbFEZDpb7/rRLVU9LInV3cYQz32n7TOSO99e1jn98sfr2NDQSig/u4dXGWPSrccKIPAVnNa/p4GvxpQrsFZVFySzEVV9LbZj9VD1xX1GMu/JrWfNH5ixgm8cNh6RbRpY++zFV6bz5//cS/6wXHKCPkqKChheHmJEhfMIlZVSWlpKSUkJ+fn5KdmmMRnq5pjnOwHnA7cDy4DRwNeA/ySzIst9sOfIIiZU5LNwXQMA4ajy6KxVfP1Qu44m07zx9rv89u//oSAvj+yAUFJUSGWojBEVIaoqQ5SHyigpKaGkpISCggL7HfJYjxVAVX0VQERCqtqU5lgOFJEPcMbY+j9VnZvm7fW7z0+t4tpn5tMecRoXFq9vJHfUZFpXpaYrZdVFNxIorCTa2kRk9QbC81YR3TITX8N6pH4trZtW01pfS0FRMaPHjmW3nXfmhz+4iokTd0vJ9o3JBKp6e8dzEXkbOCY2H4nIPTgVwJ+maJMZnftEhNP3Gclvn/m4s+wntz/HhYdd6mFUJl1GnPcXgkVjnd+hmvWE59cQrZuNr34tUr+Wts1raKnbRH5hEaPHjGXXXSbwg/+7gj333MPr0Iec3loAO4RF5CJgKpAfO0NVz0lBHO8DY1S1QUSOBx4Fdu5qQTeOiwBGjx6dgk33n7L8bI6eWMkzH63pLLvs+nv4w+lTdnjdb777Hn+9+W7y2xYRKith+MQyqiv3Y3h5WWfLX0lJCTk5OTu8LWOGkInAooSyJUCqjpqGRO77wt4j+f1zCwhHnYPfrNBoZizdxD5jSjyOzKTSzFkf8Id/3kpey0pCpSWM2C3EiIppjHB/hzp+i+x3aGCQZEZmF5H7gD2BJ4C4lkBVTWpEfPc0yJOqOjmJZZcC01R1Q0/LTZs2TWfMmJHM5geMVxas49xb3+uczg36efeHR1GQE+zhVcaYHSUiM1V1Wh9f8zhOzvsxsBIYBfwMZ0Dok5Jcx1gs9/GNO2fw3Nytw1+dOW0U1522p4cRGTM0dJf7kr0K+BjgIFX9vqr+PPaRouCGi9sZQET2c+PKyJutH7pzOVVFW49+mtsjPPFBjYcRGWN6cK77dy7QgDNGoADnpWLlQyn3nbnvqLjpJ+aspqE17FE0xphkK4DLge2+ZEtE7gXeAnYVkZUicoGIXCwiF7uLnAZ85PaD+QtwlmboTSP9vm3vkXn/jBUeRWOM6YmqblLVs4AcoArIVdUv9dZC18Fy31aH7VxOZeHWn5GmtghPzVntYUTGDG3J9gG8A3hMRP4MxN3CQlVf6u3FqvqlXub/DWeohCHh9Gmj+MtLCzunP1hRy8dr6thteKGHURljepAHDAPGdly5qKqLe3uR5b6tAn4fp+0zkr+/vLVL5f3vreDMfQdXf0ZjMkWyLYCX4dwI/TfALTGPm3t6kenaqNJhHDIhFFd2/3vWCmjMQCMik0RkFrCF+NvA2a3gtsMZ0+JPA7+/vJZP19Z7FI0xQ1tSFUBVHdfNwwZy2k5nJPSH+e+sVbSGIx5FY4zpxj+Al4FSoA4oAf6NMxag6aMxZXkcOL4srswOfo3xRrItgIhIUEQOFZEz3ek8EclLX2iZ7XOTKuPukVnb1M7zc9f28ApjjAemAN9X1VqcURO2AFcCv/Q0qkEs8WKQR2atoi2c1F1FjTEplFQFUET2AD4BbsI59QtwOEmOhm+2lRP0c+pe1XFlD9jFIMYMNC1Ax5HaBhEZjZM3y7p/ienJsZOHU5iztfv5psY2/jffDn6N6W/JtgD+E/iJqu4GtLtlrwKHpCWqISLxSPj1hRtYsSndN1wxxvTBdOAM9/lDwDM4ua/Xi99M13KCfj6fcPBrIyEY0/+SrQDuDtzlPlcAVW0EctMR1FAxcUQhe44s6pxWhQctERozYKjqGap6mzt5DfBbnDMhZ3sWVAZIvBjk1U/Ws6q22aNojBmakq0ALgX2iS1wBy1d2OXSJmmJrYD3vbeC9oj1hzHGayLiF5FXRCQbQFWjqnqXqv7TPQA222lydRGTq7cOe6UK97+73MOIjBl6kq0A/hh4SkR+DmSJyNXAg8CP0hbZEHHK1Grysvyd0+vqW/nf/HUeRmSMAVDVCDCOPlwsZ5L35f3GxE3bwa8x/SvZYWCeBI4FynH6v4wBvqCqz6cxtiEhPzvAKQn9Ye5+Z5lH0RhjEvwc+KeIjHFbBH0dD68DG+xOnlpFfvbWi0Gcg1+7GMSY/pJ0ElPVWap6qaqeoKoXq+rMdAY2lHx5v/iR8Kd/uoFlG+0MkzEDwM3AOcBioA3nIrgwWy+GM9spPzvA5/eqiiu7+x07DWxMf+n2VnAi8kNV/bX7/BfdLaeqP0lHYEPJ5Ooipo4qZvaK2s6ye95ZztXHT/QuKGMMOKeATZp8eb8x3PX21krf9E83sGRDI+NCNsSsMenWUwvgyJjno3p4mBQ4e//4VsAHZqywO4MY4zFVXdbdw+vYMsGkqkL2Hl0cV3avXQxiTL/otgVQVS+JeX5e/4QzdJ24ZxW/fHIedS1hADY3tfPsR2s4ZWp1L680xqSLiNyJO/RVglZgJfCoqn7Qv1FllrP3H8P7y2s7px+csYLvfXYXcoL+7l9kjNlh3bYAisj4ZB79GWwmy83y88V9RsaV3f22HQkb47EtwCmA4FT4BDgZiAATgbdE5Bzvwhv8TthzRNxtMTsOfo0x6dXTKeCFwKcxfz/tZtqkSOJp4HeXbuKTtfUeRWOMAXYBjlfVr6rqNar6VeA4YCdVPQv4As4A0WY75QT9fHHvhINfGwnBmLTrtgKoqj5V9auqD/g6cB+wG5Dj/r0HuKBfohwiJlQUsP+40riye+yqOGO8tD/wTkLZDGA/9/lzxPeXNtvhywkHv+8t3cyCNXbwa0w6JTsMzC+Br6vqp6rapqqfAt8AfpW+0Iamsw+IHxz14fdX0tQW9igaY4a82cCvRSQHwP37S6Cj3984YJM3oWWOCRX5HDA+8eDXWgGNSadkK4A+YGxC2RjAeumm2DG7V1KWl9U5Xd8S5vHZqz2MyJgh7WvAoUCdiKwB6oDD3HKAUuBSj2LLKGfvH3/w+8j7q2hstYNfY9Kl26uAE1wPvCQitwIrcIZ/OdctNymUHfBz+rRR/OvVRZ1lt7+1jDP3HYWIbPd6a2pq+Ml1N1BZHmJ4eRlVFSGGV4QoLS2lpKSEkpISsrKyel+RMUOIqi4FDhKRUUAVUKOqy2Pmz/AqtkxzzO7DCeVnsaGhDYD61jCPzFrFVxPOipjUevr5l3jqxZepLA8xoryMqsoQleWhzt+FoqIi/H5r68lESVUAVfX3IvIhcDqwF1ADnK+qz6YzuKHq7P1Hc+Nri4i6g0/Mr6kjd/QetK6cu0PrLT/1GrKj1USXNRBtWYg0z8TfuB7q1xKuXUOksZZoawN5w/IoKytlwvhxXH7ZpRx80IEp2CtjBi9VXYFz8GvSJCvg40v7jeavLy3sLPvBLc9wzoGX9PAqkwqjr3iEyLIGogvqibasJtBci69hLdEta2nfshZtqUfbWigqKqKyopxdd5nA73/7a8rKyrwO3eyAZFsAcSt7VuHrB6NKh3H0xEqen7f1vpjn/fZ2/vmVfbZ7nfPnz+eiq39DaUMD2QE/OQU+8iuyqQhNYHjF/lRXlnce9ZWWllJUVEQgkPTHwxhjdtjZ+4/hn68sIuwe/QbLRvHaJ+s4dOdyjyPLXH/8+028+M5L5AT9ZAd95BT7KRqdz/DyvRhRHqK6MkQoVNb521BQULBDZ6PMwJH0L7yITMXpCxPCGQsLsFvBpcu5B4+NqwA+N3cNq2qbqS7O3a71TZw4kemP3pmq8IwxJuWGF+Vw7OThPDmnprPstjeWWgUwja745oVc8U2vozBeSOoiEBG5CHgDOBL4PrAHcAUwIX2hDW0Hji9j18qCzumowl1v21VxxpjMdt7BY+OmX1qwjmUbG70JxpgMluxVwFcBx6rqqUCz+/c0oD1tkQ1xIsLXDhobV3bvu8tpabf7AxuTTnYXJG/tPbqEPaqLOqdV4Y637ODXmFRLtgJYoarT3edREfGp6jPASWmKywCf36sq7hZJtU3tPDZ7lYcRGTMk2F2QPCQinJtw8PvAeytsSBhjUizZCuBKERnrPv8EOEVEDgXa0hKVAWBYVoCz9h0VV3bbm8tQ7ere9MaYVLC7IHnvxCkj4sdDdYeEMcakTrIVwN/h3Pgc4BfAXcBLwM/TEZTZ6isHjMEXc8HV/Jo63l1iNx4wpp/YXZA8kB3wb3N7uNveWGIHv8akUK8VQHGu934NeAHAPfVbApSo6j/TG57pGBIm1m1vLvUmGGOGHrsLkkfO3n8MgZij30XrG3l94QYPIzIms/RaAVTnkOtDIBpT1qaqDekMzGx1bsJVcR1Dwhhj0q7jLki/EZFLROQ3wP+wuyCl3fCiHI7bY0Rc2a1vLPUmGGMyULKngGcBu6QzENO9roaEue2NJR5GZMzQoKq/B84DKoGTgeE4d0H6naeBDRGJF4O89PE6Fq23tgdjUiHZCuArwLMi8jMRuUBEzu94pDE24xKRbVoB7313BXUtNgqPMemmqs+q6gWqepyq2i0w+9Heo4vZc2RRXNnN0xd7FI0xmSXZCuDBwBLgcOArwFfdx1fSFJdJcOpe1YTyt14V19Aa5t53lvfwCmPMjhKRbBH5tYgsFpEtbtnnROQyr2MbCkSECw+NH3Lx4fdXsb6+1aOIjMkcSVUAVfUz3TyOTHeAxpET9PO1A8fGld36xlLawtGuX2CMSYXrgcnA2UDHJahzgUs8i2iIOW7ycEaWbL0FZls4yh1vLfUuIGMyRLK3gvN19Uh3cCbeVw4YQ25w68WHa+paeOKD1R5GZEzGOxX4sqq+hXshnKquAqo9jWoICfh9XHDIuLiyO99eRlObDQxtzI5IthIXxrntW9xDRFpFZImI/FFE8tMVpHGU5GVxxrSRcWU3TV9sY2MZkz5tQCC2QETKgY3ehDM0nTFt1DZ3RXpwxkoPIzJm8Eu2AvgtnIGfP4czIPQxOEMhXIVzKuQg4IY0xGcSXHDI+LiBoT9eU89rn9rYWMakyYPA7SIyDkBERgB/w7k7iOknedkBvnJA/MDQN7++mEjUDn6N2V7JVgC/B5ymqv9T1U9U9UXgDODb7hVxpwEnpitIs9XosmEcNzl+bKwbX1vkUTTGZLxrcC6A+xAoxrkH8GrsLkj97msHjSXLv/Una8WmZp79aI2HERkzuCVbASwEhiWUDQM6rs9fA+TSDRH5j4isE5GPupkvIvIXEVkoInNEZO8k4xqSLjws/qq4NxZu5KNVWzyKxpjM5Q56/11VzccZC7DAnU7qPuiW+1KnoiCHU/eK73p542uLrAuMMdsp2QrgHcALInKhiBwrIl8HngNud+d/DljQw+tvA47tYf5xwM7u4yLAbjHXg6mjitlvXGlc2U02NpYxKSEi47t6AAXAuJjpZNyG5b6UufCw+ItBPli5xe6Nbsx2SrYCeCVOv5ezcIZF+DLwd5w+gAAv44wR2CVVfQ3o6Vt6CnCHOt4Git2+NqYbFyWMjfXknBpWbm7yKBpjMspCnFO9C3t4fJrMiiz3pdaEigKO2q0iruzfr9nBrzHbI9lxAKOq+i9VPUpVJ6rqke50xJ3foqo7cnPaamBFzPRKuhlmQUQuEpEZIjJj/fr1O7DJwe3I3SrYqTyvczoSVf71qvUFNGZHqapPVf3u3+4e/t7XlBTLfX10UUIXmJc+Xsfc1dYFxpi+CvS+yMCiqjcCNwJMmzZtyHb+8PmEbxy2E1c9PKez7P53l3P8GB9lw/r+b73p9nt44YOl5A3LJTvoJyfgIyfoJzvoIzvgp7ggj4pQKVWV5VRXhAiFyigtLaW6uppgMNj7BowxO8Ryn2O/caXsNbqYWctrO8uufXwWP/qMNZzG+um1f+LTWiUn6ObygJPPcwJ+coI+igsLGF4eYkRFiKrKEOWhMkpKShg5ciQ+nw3zOxQMlArgKmBUzPRIt8z04NS9q/nz/z5lVa3T+NoehbN/dTv+OY/2eV2LFn5Kxek/JyBKTriZYEsz/vYGsv1CdsCHf/VGIh/MJdrWQpGbOEZXlXPphRdQVVWV4j0zZmAQkQBwKU4XlxDQOQiTqh6Wgk1Y7usjEeFbR07g/NtmdJZNX1LP8Tf+GKlf62FkA8uihZ9SefZ1BMNNZLc1E2hqIhB2c3rQh2/leiItH6LtLRQXF1FVWc7oEeVc+d3LycvL630DZtAbKBXAx4HLROQ+YH9gi6rWeBzTgBf0+7jkiJ340aNbLzDMnvQZXr/9l4Tys/u0rqXLljPnww+pLA9RUlJCaWkpxcXFBAID5SNijCeuB47EaXn7NfBDnLFPUzUOoOW+7fCZXSvYvaqQuavrnALxceJVf+HPZ+3lbWADyIdz57N8+TIq3LM1JSUlFBUV4fenqveCGexkRy6hFxF/Rz/AXpa7FzgC5wh6LfBTIAigqv8SEcG5yORYoAk4T1VndL22raZNm6YzZvS6WEZraY9w+O9fZm3d1pujf+Pw8Vx93EQPozJm4BGRmao6rY+vWQUcqKrLRaRWVYtFZDfg36ra7YVvMa+33Jcmz35Uw8V3vd857RP43xVHMC5krVfGxOou9/WpeUdEHsK5A8gd7msfBo7u7XWq+qVe5ivwzb7EYhw5QT/fOGwnfvHkvM6yO99axsWH7URJXpaHkRmTEYax9SKNZhEZpqofi0hSTU2W+9Lnc5OGs2tlAQvW1gMQVfj7ywv5w+lTPI7MmMGhrz09nwH2xRkV/23A7kE2AHxpv9GE8rdW9praItz6xhIPIzImY8zHyXkAM4CficiPsH56nvP5hG8eOSGu7L+zVrFikw2HZUwyeqwAisgUEem8AaOq3oJzCyQBqoB/pzc8k4zcLD8XJowLeOubS6lrafcoImMyxuVA2H3+PWBv4CScQZuNx07YYwTjE4bD+qcNh2VMUnprAbwN6Px2uZXBl3Aqfl/A7oc5YHzlgDEUD9s6HEt9S5jb31jqXUDGZABVfU9V33eff6qqR6vq/qo63evYDPh9wjePiG8FfGjGSmq27MiwtMYMDb1VAMer6nwAERmDU/n7napeC7wCTE1rdCZpedkBLjg4/jZJt7yxhIbWcDevMMb0RkR+ICL7JpTtJyJXdfca079OnlrFqNKtt6Jvi0T51yvWCmhMb3qrAK4WkfNF5CicCt+PVbXjtO9owIZfH0C+dvBYCnK2XtdT29TOLdOtL6AxO+ByYF5C2TzgO/0fiulK0O/j0oRWwHvfXWG3xjSmF71VAC8HfgXcgtMB+mz36PcQ4B7g3jTHZ/qgMCfI+QmtgDdNX8ymxjaPIjJm0MsCEjvTtgE5HsRiuvHFvUdSXRzfCvjnF5O6XbMxQ1aPFUBVfV5Vq1R1rKqeDrwOPAo8ArwP/Dj9IZq+uODQcXF9ARtaw3aPYGO230ycO4HEuhgn/5kBIivg4/Kjd44re/j9lSxc1+BRRMYMfH0aBkZVr3UrhBWq+k1Vbe39VaY/FeYEufSIneLKbn9zKWu2tHgUkTGD2neBq0Rkpog8ICIzge8D3/Y4LpPgC3tVs1PMFcFRhT+9sMDDiIwZ2OyOzxnonAPHUlm49VZwreEof3nJTocY01eqOhfYBfg98J77d1dVTewXaDwW8Pu44nO7xpU9/eEaPlxpXdWN6YpVADNQTtDPt4+KPx3ywHsrWLqh0aOIjBm8VLVBVe9T1d8D7+Lc1s0MQMdNHs4e1UVxZb9/3loBjemKVQAz1BnTRjGmbFjndDiqXP/iJx5GZMzgIyL3ishB7vPzgLnAXBG5wNvITFdEhCuPiW8FfO2T9by9eKNHERkzcFkFMEMF/T6+99ld4soe/2A182vqPIrImEHpKJwREMC5E8jRwH7ADzyLyPTo0J1D7D+uNK7s988twLntsjGmQ1IVQBH5jIiMc5+PEJHbReRWERme3vDMjjhpzyp2G17QOa0Kf3jOTocY0wdZqtomItVAqaq+4fYLrPQ6MNM1EeGqY+NbAWcu28xLH6/zKCJjBqZkWwD/AUTc538EgkAUuDEdQZnU8PmE/0voFP2/j9fx1iI7HWJMkmaLyNU4Q149BeBWBq0pfQDbZ0wpR+1WEVd27TMfE45EPYrImIEn0PsiAFSr6nIRCQDHAGNwBkNdnbbITEocNbGCvUcX8/7y2s6yXzw5jye/dQh+nyS9nrsfeISmpiaqKkNUhMooKSmhtLSUoqIi/H5/GiI3ZkC4APglzmDQV7plBwJ3exaRScr/HbMrLy1YR8eZ30/XNXDPu8s558CxnsaVLsuWr+Dhx59mRGWIqooQZWVOni4pKSE3NxeR5PO9GRqSrQDWiUglMBmYp6oNIpKF0xJoBjAR4YcnTOKL/3yzs2x+TR3l+59My9z/Jb2enJJKco/7PpGWGoLhJrKjzQTDTUhrPbTUE21pINJcT9AHZWWljCgvY+89d+cHV13Z+8qNGaBUdRHw5YSyh4CHvInIJGviiEJO23skD85c2Vn2o/ve5pLj90NbM2+A6ObmZspP+yn+vBakbQHZESdHB8JN0LwFbW1w8nRLI0WF+VSGQlRVhvj2pRez5557eB2+8UCyFcC/4oyBlcXWe2AeDHychphMiu0zpoRTplbx2OytDbZjT/oWzzx3d9y9g3vyha9dTHPDHHKCPrKH+ckJ+MkOZpGfW0VFWSnDK8qoriynsjzUedRZXFycpj0yxpjeXXnMrjz9YQ2NbU4PJl9uAd/7zwtcfczOvbxy8HnquRe47qYHKMoqJjvoJ2eYj5ygn+xAPqVFVQyvCDGioqN1sJTS0lJKSkrIy8vrfeUmI0myV0aJyC5AxD0i7pjOVtUP0xhfj6ZNm6YzZszofUHD6tpmjvzjK7S0b+0D843Dx3P1cRM9jMqY/iMiM1V1mtdxpILlvuT9/eWF/D7m4reAT3j2O4cxoSLfw6iM6T/d5b6kh4FR1U9iKn+fAUZ4WfkzfVNVnMs3Dou/Rdytry9l2UYbHNoYk7kuOGQcI0tyO6fDUeXXT9mNXIxJdhiYV0XkYPf594H7gHtE5Jp0BmdS6xuHj2d4YU7ndFskym+enu9hRMYMTiJiVz4NEjlBP9ccH3+m4+UF63llgQ0LY4a2ZFsAJwNvu88vBD4DHABcnI6gTHoMywrwg+N2iyt7bu5a3ly0waOIjBkcROQhEblERPJEpAh4zuuYTPKOmzyc/RIGh/7lk/Not2FhzBCWbAXQB6iI7ITTb3Ceqq4AStIXmkmHk6dUMXVUcVzZL56wRGhML54B9gU+xDkYtqOmQURE+MmJk4gdCWXR+kbueGuZd0EZ47FkK4CvA38D/gD8F8CtDFoSHGR8PuEnJ02KK/t4TT23vrHEo4iMGXhEZIqIjO6YVtVbgJ8DAlQB//YqNrN9JlcXccY+o+LK/vT8Amq2NHsUkTHeSrYCeC5QC8wBfuaW7Qb8OeURmbTbe3QJX9irOq7s+hc+ZcWmJo8iMmbAuQ3oHB/DrQy+hFPx+wJOZdAMMlccswsF2VuHvmpsi/DTx+Z6GJEx3kmqAqiqG1X1GlX9qao2uGVPqeoNaY3OpM01J0ykKHfrON7N7RF+/NhHdsN0YxzjVXU+gIiMwan8/U5VrwVeAaZ6F5rZXhUFOdvcJ/j5eWt5bu4ajyIyxjvJXgUcFJGfi8hiEWlx//7cvRuIGYRC+dlcc3z8BSGvLFjPk3NqPIrImAFltYicLyJH4VT4fqyqHad9RwNbPIvM7JCz9x/DXqOL48p+9vhcGlrD3gRkjEeSPQX8O+BonKt+p7h/jwSuS1Ncph+cMW3UNlfG/fyJeWxpbvcoImMGjMuBXwG3ADOAs0VkPxE5BLgHuNfL4Mz28/mE335hDwIx90Kv2dLCH2IGizZmKEi2Ang6cLKqPq+qC1T1eeBU4Iz0hWbSTUT4zamTCfq3JsINDa1c96zd4c8MbW6uq1LVsap6Os6FcI8CjwDvAz/2Mj6zY3YbXsjXDx0fV3b7W0v5YEWtNwEZ44FkK4DSx3IzSEyoKOCSIybEld3zznJmLN3kUUTGDDyqeq1bIaxQ1W+qaqvXMZkdc/lROzOqdOsdQlTh6kc+JGxDYpkhItkK4IPAEyJyjIhMFJFjcY6GH0hbZKbfXHrETowPxd8Q/PsPz6GlPeJRRMYYk165WX5+9fk94srm1dRx4/TFHkVkTP9KtgJ4FfAi8HdgJs6YgC8D309TXKYf5QT9/OrUyXFli9Y32qlgY0xGO3yXck6eUhVXdv0LnzB3tV3jYzJfoPdFQFXbgJ+4D5OBDtopxJnTRnH/jBWdZbe+sZSdcpqYOiK3h1fC62++xZ/uforS8uHkBH1kB/xkB33kBHxkB3zk5WZTGSpjeEUZ1ZXlVJaHKCkpYeTIkQwbNizdu2aMMd368YmTmP7pejY3ORe/tUeUS25/hxuOH0GWf3D1crr4ih/RkldBTkcODvrJDmz9W1pUxPCKMkZUhKiqCFFWVkooFKK6urr3lZuMI92N+yYiRyazAlV9KaUR9cG0adN0xowZXm0+49S3tHPcn6ezcnPMyPjNtWS/cj3S3v1o+Qs/WUDRkReSWzaC7EgzwXAT/nAT2T7IDvgIihJtbSTS0kB+fh6VoTJGDS/n7DNPY/Luk7pdrzGpJCIzVXWa13GkguW+1Hr2oxouvuv9uDL/wlcJznvKo4i2z5oNteQcfRk5kSayIs0Ewk0Eom1kB/1kBwRpbyHS3ICPCGWlpVRVhNh9l/Fcdsk3vA7dpFF3ua+nFsBbklivAuN7XcoMCgU5Qf50xlTOvPEtOo8Lcos59uqb+PNZe3X7utraWl57/Q0qy0OUlpZSUlJCcXExgUBSDczGDFgi8hlgqaouEZERwLVAFLhaVW304Axx7OQRfHHvkTz8/srOsujOh/Of667ioJ1CHkbWN2+89TZtLS2UlTl5uKSkhLy8PEQGV0um6R/dtgAOBnYUnB7XPvMx/3p1UVzZX7+0Fycl9JUxZjDZnhZAEZkPHKOqy0XkHre4GShX1ZNTHmSSLPelXl1LO8fdMJ1VtVvPdlQV5fDsdw+jMCfYwyuNGdi6y33JXgRihpDvfnZnJo4ojCv70aMfsWZLi0cRGeOZarfyFwCOAS4CLgEO8jYsk2qFOUH+eMYUYhvLVm9p4Wd2r2CTofqtAigix4rIAhFZKCI/6GL+uSKyXkRmu4+v91dsJl52wM8NZ04ly7/147GluZ3v3j/bxsgyQ02diFQChwPzOu6FDiTdJGS5b/A4YHwZFyYMEP3IrFU8OmuVRxEZkz79UgEUET/OEDLHAZOAL4lIV73/71fVqe7j5v6IzXRt1+EF29w0/a3FG/nTC594FJExnvgr8B5wN04OAzgYSGqMJMt9g88Vn9uF3YYXxJVd/ciHLFhT71FExqRHf7UA7gcsVNXF7pAy9wGn9NO2zXY6/+BxHLRTWVzZP15ZxPNzre+7GRpU9Tqc+6AfrKr3ucWrgGRb6Sz3DTLZAT/XnzmVrMDWn8fm9giX3DWT+ha7T7rJHP1VAawGVsRMr3TLEn1RROaIyEMiMqqrFYnIRSIyQ0RmrF+/Ph2xGpfPJ/z5rL2oKMiOK7/iwQ9YuqHRo6iM6V+q+omqLoLOq4JHqOqHSb7cct8gNHFEIb88Zfe4ssUbGrnywTkM5gsnjYk1kC4CeQIYq6p7Ai8At3e1kKreqKrTVHVaeXl5vwY4FJUXZPOPs/cm4NvaM7q+JczFd82kuc1uFWcym4i8KiIHu8+/j9OCd4+IXJPCzVjuG4DO3Hc0Z0wbGVf27Nw13Dx9iUcRGZNa/VUBXAXEHtWOdMs6qerGmBus3wzs00+xmV5MG1vK1cdPjCv7eE09P3z0QzsaNpluMvC2+/xC4DPAAcDFSb7ect8g9otTJrN7VfyICNc++zHvLN7oUUTGpE5/VQDfA3YWkXEikgWcBTweu4A7yGqHk4H5/RSbScL5B4/lhD1HxJU98v4q7np7mUcRGdMvfICKyE4446bOU9UVQEmSr7fcN4jlBP388+x9KMzZOqh9JKp8855Z1Gzp/u5IxgwG/VIBVNUwcBnwHE5ye0BV54rIL0SkYzDVb4vIXBH5APg2cG5/xGaSIyJc98U92ak8L678p4/P5eWP13kUlTFp9zrwN+APwH8B3MrghmRebLlv8BtdNozrz5waV7ahoZXzbn3PLgoxg5rdCcT0yadr6znl72/QFNP/b1iWnwe+cSCTq4u6fM11f/4XM+YuICfoJy8ni/KyUkZUhKiuDG1z+7hg0EbcN+mxnXcCKQOuANqB36tqg4icAOysqjekIcykWO7rf398fgF/fWlhXNmhO4f4z7n7EvQPpO70jk8++YTv/eKPFBbkkxPwU1ZaxPBQGcMrQlRXlnfeLq60tJTc3Fy7XVwG6y73WQXQ9NkL89Zy0Z0ziP3ohBs2seaOK4jUd3114pjvP4lGI0Sb6wjXriW8ZQ2R2jUEGtdB3VqaN9XQ1tRAZVU148aPZ+LOE/jbX26w+wmblNmeCuBAZbmv/0WiyiV3zeT5eWvjyhvmPM/GZ/7iUVQ9qzj95+SM2xttayZcv4FwbQ3hzWvwN67DV7+Wts01NG1eT35hEaPHjGXXXSZw+WXf5MAD9vc6dJNCVgE0KXXbG0v42RPz4sp2qcznwYsPoig3vhXvzzfeyruzPiI3K0B5WSnDK8qorixneHkZpaWlnS2A2dnxw80Yk0rb2QIYBH4EfBWoAlYDdwK/dsf184TlPm80t0U466a3+WBFbVz5FZ/dhW8dtbM3QXVj8eLFXPnLP1KQl0txYQHDy0OMqAhRVRmiPFRGSUkJJSUlFBQUWOtfhrMKoEm5Xz45j1tejx8S4aCdyrjtvP3iBlE1ZiDYzgrg9TiDOf8cWAaMAX4MzFDV76Y+yuRY7vPOhoZWTv3HG6zYFH8RyPVnTuHUvUZ28ypjvNNd7rNfabPdfnj8RI7dfXhc2ZuLNvKd+2fZPYNNpjgdOFlVn1fVBar6PHAqcIbHcRmPhPKzue28/bY503Hlg3N4IeH0sDEDmVUAzXbz+YQbzprKXqOL48qf/nAN37l/tlUCTSbo7tyYnTMbwnYqz+emc6aRFXPxRziqXHr3TF762CqBZnCwCqDZITlBPzefM42xZcPiyp+cU8MVD35AJDp4uxgYAzwIPCEix4jIRBE5FngUeMDbsIzX9htXyh/OmEJs97n2iHLxne/zygIbGssMfFYBNDusLD+buy88gFGluXHlj81ezZVWCTSD21XAi8DfgZk4YwK+DHzfy6DMwHDylCp+e+oecWVtkSgX3TmT1z6x+zWbgc0qgCYlqotzuffCA6gujq8EPjJrFd9/eA5RqwSaQUhV21T1J6o6QVWHuX9/HHPrNjPEnbXfaH596uS4srZwlAvvmMHrnyY1XrgxnrBB1kzKjCwZxn0XHcCZ/36L1VtaOssfmrmS5rYIfzxjCjlBv4cRGtM7ETkymeVU9aV0x2IGh7P3H0M0qvz4sbmdZa3hKOff/h5/PnMqx+0xoodXG+MNqwCalBpVOox7LzqAs258m5qYSuBTH9awvqGVm746jaJh8VfPLVy4kKamps5xqfLy8mxcKuOlW5JYRoHx6Q7EDB5fPXAskajGjY/aFo5y6T3v85MTJ3HeweM8jG6rxYsXU19f33kXEMu3Q5eNA2jSYumGRs668W3W1LXElWe3bGL0smcIhhs7y96dOZu8Q88hK9JEMNxMINpGdsBHTtBPdtBPdkCQ9lb8RCgtKaEiVMau40Zy/te+2t+7ZQYxuxOI6Q+3vL6EXz45b5vysg0fULH2Hc8vH39nxvvkH3YuWZFmAuEmgtE2sgNOnnVyrg9pb8WnYcpKS6kIlbLT6CouOv9cjyM326u73GctgCYtxobyeOiSAzn31vdYuK6hs7w1p5R1k7/MRbuFqRrmHHys2fw32ppqnEpflo/sQFZn5S8n4Ccn6KO4sJzKUBlVlc5o9pUV5V7tmjHGdOuCQ8ZRmBPgB498GHcB3MbQFMbsOpkvjY/g5Tj562obaWmqITsgZAd95ASznXwbELIDfnKy/BQXhKgsL6OqopyqijIqLN9mJGsBNGlV29TGhXfM4L2lm+PKC7ID/PGMKXxu9+G0trYSDAbx+eyaJJM+1gJo+tMrC9Zx6d3v09QWiSvfb2wpf/vyXlQU5ngSV1tbG4FAwPLtEGJ3AjGeKB6WxZ0X7M9xk+PvGFLfGuaiO2dy7TMf4w9Y5c8Yk1mO2LWC+y86kFB+/D3O3126iRP++jrvLN7oSVxZWVmWbw1gFUDTD3KCfv725b0596Cx28z716uL+Mot77C+3kbVMMZklj1GFvHfSw9ifCgvrnx9fStfvvkdbnptMYP5LJwZ3KwCaPqF3yf89KRJ/OTESQR88d2g3168iRP+Mp33lm7yKDpjjEmPUaXDeOiSgzh4QllceSSq/Prp+Vxy1/vUtbR7FJ0ZyqwCaPqNiHD+IeO496IDqCiIPy2yrr6VM//9Fr979mNaw5Fu1mCMMYNPaV4Wd5y/P9/8zE7bzHt27hqOu2E6byy0QaNN/7IKoOl3+44t5alvH8qB4+OPiKMK/3hlESf99XXmrKztLF+6bDkvvPg/Zs+ezbJly6irq7PTJsaYQcXvE648ZjduPmcahTnxA3Csqm3m7Jvf4UePfkhja9ijCGHG+7N47bXX+Oijj1i1ahXNzc2exWLSz64CNp4JR6L88YVP+Ocri7adGY2QvWQ62Yte4cNZM6g481fkaGvn2FWBSCs5QR/ZQT8BIkSaG9D2FoqLCqksL2P0iAq+edEFhEKh/t8xMyDZVcBmoFi+sYlL7p7J3NV128yTps0Mm/tfApuW9HtcS1esZthnv0VOtNkZkzXcRJAw2QEf2QHBHw0Taa7HpxFKSoqpHl7OruNG8+1vXtLvsZrkdZf7rAJoPPfygnX84OE5rK3b9kKQkYUBildMZ+XqNeQEA06lL2bQ0pygn7ycLCpCZYyoDFFVEaKyPERJSQnjxo0jGAx2sUUzFFkF0AwkLe0R/vDcAm55Ywld/QwfOTaXL++RT0lO/90+8/Jrfk7TsOHkdAzE3zkgv49sv4/iwnwqQqWMqHBybUV5iLKyMsaMGdNvMZq+swqgGdC2NLXziyfn8fD7K7ucf/TESn50wkTGJlxNZ0yyrAJoBqL3lm7iygc/YOnGpm3m5WcHuOzICZx38FiyA+mvCKqq3RYuA9k4gGZAKxoW5I9nTOGWr03b5gIRgBfnr+Wz17/Kb5+eb1fMGWMyxr5jS3nm8sM47+CxJNa9GlrDXPvMx3zu+td4bu6atPd9tsrf0GIVQDOgHDWxkhe+ezhnTBu5zbz2iPLv1xZz6HUv89f/fWoVQWNMRsjN8vPTk3bn/osOZEJF/jbzl21s4ht3zuTUf7zJyx+vs4vgTErYKWAzYH2wopZfPDmPmcs2dzm/ICfA+QeP4/yDx/HfR/9Le3sbIyvLKQ+VUVJSQmlpKUVFRTbqvQHsFLAZHNojUe5+exnXv/gpW5q7Psjdo7qIbx+1M0dPrOjXVrt7H3qUuvo6qoeXUxkKxeVZv7//+iqavrE+gGZQUlUe/2A11z7zMTVbWrpcJtraRHjxO1CxC9HmWoLhJrLdq4V9rfXQ0kC0tYFIcz1Bv1ARKmN4eYgDpk3lO9/+Vj/vkfGKVQDNYLK5sY3rX/yEu99ZTiTa9e90+/qlNM9+ipZP3oRIW9pjyi4sI/fEa4i2NBAMN5EVaSYYbsLXVg8t9WhrI+HmBgISpTxUxvDyMqbsPpEf/uCqtMdmumcVQDOoNbdFuGn6Ym6evpi6lm7GyVIlr2U9FS3LCWktOQEfebnZVCZcIVxaWkpJSQnFxcUEAoGu12UyjlUAzWC0YE09v39uAS/OX9vtMsW5QU7bawRnTquiujg3bbF88dxLafLlOsPCuKMwdOTZirLSbvOsjcbgLasAmoxQ39LO7W8u5ebXl1Db1H0fwHGhPE7bZySnTK1iZMmwfozQDFRWATSD2UertvDXlz7lubndVwR9AkfuVsGpe43kqIkV5ATttKyxCqDJMA2tYe54ayk3T1/CpsaeT33sN7aUz+9Vzf5VQSpLCsjLy7Or3YYgqwCaTDC/po6/vbSQpz+q6XL8wA4F2QGO22M4n9+rmgPGleHzpT/nqSpr1qyhpKSEnJyctG/PJMcqgCYjtbRHePyD1dzx1lI+WrXtqPqxNBrG37SZrPrVDGteR560OqcxOk5nBHzkZgUoKy2mMlRGdWWIibtMYM899+ynvTHpZBVAk0mWbWzkrreXcf97K7rvFuMa5gszNquBcVkNjMxqIijp+d1fsOBjnv1wDYUVVQSJkB30kRPwbx3A353Oy82ivGzrgNLT9p7KyJHbjvxgUqO73GcdoMyglhP0c8a0UZy+z0hmrajljjeX8tSHNbRHtk1w4gsQzS+nJb+cFqCudQvDmtdR0L6R4nA9PolCWzuba7cQDATICgYYUd/Q/ztljDG9GFOWxw9PmMT3Prsrj81exe1vLWN+TdcHwU3RAPNaipnXUoxPI4QiGykPr6cssolh2kSq2gaXLV9BWHKJ+LOhvQlpjyKAuBVOEXXGnmtqwe/fQjAYJBgI0NKa/gtYzLasBdBknI0NrTz1YQ3/nbWKWctrk3pNVsDHtDEl7D+2mAN2CjFlVIn1n8kw1gJoMpmqMmflFh6dvYonPljNhobkKlXDC3M4cKcyDtypjH3HljK2bNh2d5GJRCIsXLiQkpISSkpKur34o7W1lezsbQf8N+lhp4DNkLR0QyOPzV7NY7NXsXhDY/Iv1CjB1jpy22vJj9RRFK2nSFrICfooLS5keHmIERXOo7KinD322CN9O2FSwiqAZqgIR6K8vnADj81ezfNz19DYFkn6tXkBZXS+MiZfGZsPI/OVghRexLtkyRJuuPtJikaMdU4JJ3TDyQ4493cvj7nncGV5GTvvvDPl5eWpC2QIsVPAZkgaG8rj8qN35ttHTWDR+kb+N38tL85fy8xlm+lmaC2H+GjPKaY9p5g6YDUgGiE73EBObS256zZTsWgTo4qXMWVshVUAjTEDRsDv44hdKzhi1wpawxHeXrzJyX3z1rK6m/FUOzSGhfm1wvzarWX+9kZyWjaR3bKRnJaNZLVsJqttC/5o3+/GtGrVSppyx+DLqaAl3ERjUxNZvjA5bh/B7ICf2sYWlq+uoWBYLqGyUqory8kdlmcVwBSzFkAzJG1qbOOVBet4Y+FG3lq0odek2BOfhsmNNpOnzZRmRRlRGGRcWR67VRWzc3WIUJkzHpZdfewtawE0Q52qMq+mjlcWrOftxRt5b+kmWtqj272+ioJsxoWGMa5sGCNLcp1HcS4jS3Iozg12me/C4TAzZ87sHCOwuLiYrKysbZY79Zxv0OQbRrZ7EUlO0E+2X8gfluMM5l/hXKhXWV7eecrZxnbtmp0CNqYbqsryTU28uWgjby3ayKwVm1mxqTk1K49G8LU1kkMru44sZ/JOIxlVlk95QTZledmE8rMJFWRRlpeNvx+GaRjKrAJoTLzWcIQPVmzhzUUbeHfJJuas3EJDa89XFCcr2tZMtH4jkcaNROo3Em3YRKRhE9GmWiJNtUSbthBt2oK2NXX5+ryyEeSe8AOiLQ342xvJjjYTDDcjzVugtQFtaaClfjNtLU2UFuYzvKKMqXvszo+uuZrCwkK7BWgMqwAa0wcbGlqZvbyW2Stq+WBlLfNW17Gxl/EGd4gq/mgbOb4IO48aQVl+NsXDsijMDVCYE6QoN0hhbpCCnAAF2QHy3Ed+doC8bD/DsgJWgeyFVQCN6Vkkqixa38Cs5ZuZvaKWOSu38Om6BtrC299K2BuNtKMtDahbqaO1wbmlXFMd0bYmaGuCtmakvRnCrRBuRdtb0PYWNq1ZSclnLiBYPoascDPZUecWoP5wM9l+oK2JaEsDjbUb8YsyvCLE6OrhnH/OVzns0EOGzBkZzyuAInIs8GfAD9ysqtcmzM8G7gD2ATYCZ6rq0p7WaUnQ9Kd19S18XFPPx2vq+LimnkXrG1i8vpH6FB0x76jsgI9hWU5lMDfLOW2S696uKTthLK7sgI+sgI9sv/M3GPvX7yPgF4J+H0G/EPBtnfb7hKBf8Pt8BHyC3yedf+MeIvhi/voE/D7BJ87D75b1ZwL2qgJouc8MZuFIlCUbGpm/pp75NXV8uraexesbWbapqdt7FPcnjUbRcCuE29D2Foi0oZF2CLcjkTYkGqa5fgvZY/bEF2nDH2nFH23HF20nIErQpwQ0QrStiS2bNhKNtJOXk01JwTAOO2AfRg6voLiwgOKiQoqLCskfluPmPV9nvgv4YvMd+DtynJvzOso7nssAyX39crJcRPzA34HPAiuB90TkcVWdF7PYBcBmVZ0gImcB1wFn9kd8xiSjoiCHioIcDttla0dkVWV9QyuL1zeyeH0jKzY3sWJTEys3N7Nyc1PSQzGkQms4Sms4yuYebpE3EPmEzoqhkxhjpqEzWfpi/oK7bMf8uGknsXasq2OeFyz3mcEu4Pexc2UBO1cWcPKUqs7ytnCU5ZuaWLy+gaUbG1m5ubkz963Y3LRDfQv7Qnw+JCsXsnKBoi6XyYt5rkDHIfs22dndvUb3cc9yYHkT0AR0fwu+7bE1zzk5S0iYdvNZRyWyI9dBxzLJ5b2eUl9/9ZbcD1ioqosBROQ+4BQgNgmeAvzMff4Q8DcRER3M56hNxhORzorhAePLtpnf3BZhbV0LNVta4v6ub2hlQ30rGxpa2dDQxpbmwVVpS6WoQlQVJzVnHMt9JiNlBXxMqMhnQkX+NvNUlc1N7azZ0sKaumbWbGllzZZm1rk5b31DW2f+a03j6eWBTBUiqjgD9HjzVe+vCmA1sCJmeiWwf3fLqGpYRLYAZcCG2IVE5CLgIoDRo0enK15jUiI3y8/YUB5jQ3k9LtceiVLb1E5tUxubm9rZ1NjGluY26prD1LW0U9fcTl1LmPqWdhpawzS0hmlsjVDfEqapLUxTH8b5Mv3Kcp8ZckSE0rwsSvOymFRV2O1yqkpze4RNjW3UNrWz2c1/W5o7cl67kwObY/NeuPN5U2uEtsjQrECmwqC7XlpVbwRuBKcfjMfhGJMSQb+P8oJsygu2b3R8VaWlPUpjW5jmtgjN7RFa2iM0t0VoCUdpbovQGo7QGo7S5p4qbmmP0BaO0h6Jbv0bidIeUdojUcLu3/ZIlHBUiUSVcEQJR53pcMQpi6jztz0SJdo57bTqRaJKVLWzPKoQ7Sizb2+fWO4zmUZEGJYVYFhWgJEl27eOcCRKk5vrmto6cp6T/5xH1Ml97dHO/NfSHqE9EqU1EqU9rLRFIrSHlfaok//CMXkwEnVzXkSdvBeNEolCJBqfF2PzXcQt72zli3keVef5QNBfFcBVwKiY6ZFuWVfLrBSRAM7J/I39E54xg5uIkJvlJzdrcN2+TjuTJihOYuxIkJGORNlRxtZ56k5rzOvUXV9Hck2cN/46T3bRcp8xaRTw+yj0+yjMSeHtStJMddsKYUe+ikRjclvHQXPHMjjJLC4X0nPeU1V26ib39VcF8D1gZxEZh5PszgK+nLDM48DXgLeA04CXrA+MMZlNRAj4M3ooBst9xpg4HRd5+Hq8RCP9+qUC6PZruQx4DmcohP+o6lwR+QUwQ1UfB24B7hSRhcAmnERpjDGDluU+Y8xA1W99AFX1aeDphLKfxDxvAU7vr3iMMaY/WO4zxgxEdq8UY4wxxpghxiqAxhhjjDFDjFUAjTHGGGOGGKsAGmOMMcYMMTKYRxsQkfXAsn7aXIiEkfkzRCbuVybuE2TmfvXnPo1R1fLeFxv4LPftsEzcJ8jM/crEfYIBkPsGdQWwP4nIDFWd5nUcqZaJ+5WJ+wSZuV+ZuE+ZJhP/R5m4T5CZ+5WJ+wQDY7/sFLAxxhhjzBBjFUBjjDHGmCHGKoDJu9HrANIkE/crE/cJMnO/MnGfMk0m/o8ycZ8gM/crE/cJBsB+WR9AY4wxxpghxloAjTHGGGOGGKsAGmOMMcYMMVYB7AMR+b2IfCwic0TkvyJS7HVM20tEjhWRBSKyUER+4HU8qSAio0TkZRGZJyJzReRyr2NKFRHxi8gsEXnS61hSRUSKReQh9zs1X0QO9Doms61MynuQebkvk/MeZF7uG0h5zyqAffMCMFlV9wQ+Aa72OJ7tIiJ+4O/AccAk4EsiMsnbqFIiDFyhqpOAA4BvZsh+AVwOzPc6iBT7M/Csqu4GTCHz9i9TZETeg4zNfZmc9yDzct+AyXtWAewDVX1eVcPu5NvASC/j2QH7AQtVdbGqtgH3Aad4HNMOU9UaVX3ffV6P88Wq9jaqHSciI4ETgJu9jiVVRKQIOAy4BUBV21S11tOgTJcyKO9BBua+TM17kHm5b6DlPasAbr/zgWe8DmI7VQMrYqZXkiEJo4OIjAX2At7xOJRUuAG4Coh6HEcqjQPWA7e6p3duFpE8r4MyvRrMeQ8yPPdlWN6DzMt9AyrvWQUwgYi8KCIfdfE4JWaZH+I0u9/tXaSmOyKSDzwMfEdV67yOZ0eIyInAOlWd6XUsKRYA9gb+qap7AY3AoO+PNVhZ3hv8MinvQcbmvgGV9wJebXigUtWje5ovIucCJwJH6eAdRHEVMCpmeqRbNuiJSBAnCd6tqo94HU8KHAycLCLHAzlAoYjcpapf8TiuHbUSWKmqHS0VD2EVQM8MkbwHGZr7MjDvQWbmvgGV96wFsA9E5Fic5uiTVbXJ63h2wHvAziIyTkSygLOAxz2OaYeJiOD0rZivqn/yOp5UUNWrVXWkqo7F+T+9NMgTIACqugZYISK7ukVHAfM8DMl0I4PyHmRg7svEvAeZmfsGWt6zFsC++RuQDbzgfOd4W1Uv9jakvlPVsIhcBjwH+IH/qOpcj8NKhYOBrwIfishst+waVX3au5BMD74F3O3+EC8GzvM4HtO1jMh7kLG5z/Le4DJg8p7dCs4YY4wxZoixU8DGGGOMMUOMVQCNMcYYY4YYqwAaY4wxxgwxVgE0xhhjjBlirAJojDHGGDPEWAXQGGOMMWaIsQqgMcYYY8wQYxXAAURE5orIETvw+qUi0uMtnXZEbHwisquIzBaRehH59o7Gnsw2M8lA2i8RKReRF0Rks4j8R0R+KyLfSfK174rI7mkO0QwBgzn/pWs7mWKg7ZPlPIcNBJ1BRGQp8HVVfbEftnULUKeq303hOpfST/GbrUTkT0COql4qIuXAbGCCqjYn8dozgDNV9YtpDtOYHg3G/Gc5zxuW8xzWAmi21xhgsN9CKeVEZDDeXvFo4EH3+bnA08kkQtfjwGdEZHg6AjNmgLL857KcN3hZBTDN3NMSV4rIHBFpFJFbRKRSRJ5xTx+8KCIlMcseHfPa74vIKne5BSJylFs+SkQeEZH1IrJRRP7WzbZ/ICKL3NfPE5FTk1h3l+Wx8YnIS8BngL+JSIOI7BIbe0/xdReTiNwJjAaecNd5VeJ7IiITReQVEal1Tymc3MV7/X/ue71FRO4XkZwd/b8k8V4udd+3OUCjiAREZG8RmeUu/6Aby68S38u+xp2wD/kiEhGRETFlk0WkRkQKknh9lohsAfZw3/cPgeOAVxOW+52IPBoz/XsR+Z+IZKlqCzATOKa37ZmhZwjlv37PeX3NG17mvC7+t5bzBgJVtUcaH8BS4G2gEqgG1gHvA3sBOcBLwE9jlj3afb4rsAKocqfHAjvh3MD8A+B6IM9dxyGJr3enTweqcCr6ZwKNwIge1t1lecK+dMT3Cs6pi7h5PcXXU0xdxZ+w3iCwELgGyAKOBOqBXROWfdddfykwH7h4R/8vScY9GxgF5LrxLQMud+P+AtAG/Kqb9zLpuLvYj7nACTHTTwLf6sPncxKwNmZ6PbBvwjJlwBb3vbkY+BAoipn/F+BPXn/X7DHwHn35njFI819PMfUUR1cxx5bRS87ra97oy/8iybhnk2TO6+J/06fYE/bDcl6KHtYC2D/+qqprVXUVMB14R1VnqXMk8V+cD1miCJANTBKRoKouVdVFwH44X5orVbVRVVtU9fWuNqqqD6rqalWNqur9wKfu67tbd3flfdFjfD3E1JsDgHzgWlVtU9WXcL74X0pY7i/u+jcBTwBTe1hn0v+XJOL+i6quUOc0wgFAwC1rV9VHcJJdT/oSd6z3gL0BROQwnOT278SF3KP7n3Xx+qk4P14dinF+ZDqp6kacH7fbgauB41V1S8wi9e7rjOlKpuc/L3NeX/PGkMh5PeQ7sJzXySqA/WNtzPPmLqbzE1+gqguB7wA/A9aJyH0iUoVzxLVMVcO9bVREzhHnSrVaEakFJgOh7tbdwzb7osf4uospifVWAStUNRpTtgznSDbWmpjnTXTx3sZI+v+SRNwrEmJdparazfyu9CXuWJ3JEPgd8GNVbetiuVtxjvATTSU+GW4GujqVMgvntMnVqpq4LwVAbZLxmqEn0/Oflzmvr3ljqOS87vIdWM7rZBXAAUxV71HVQ3A6HCtwHc6XarT00vFWRMYANwGXAWWqWgx8BEgP6+62vA+6ja+3mNztdWc1MEpEYj+zo4FVfYyvz5KIG+JjrwGqRSR2/qg0hfcesLeIfBHnNM49XS2kqner6mtdzJpCfDKcA+wSu4CI7AH8E+do+Pwu1jExYR3G7LBBlP8s5w2wnNdDvgPLeZ2sAjhAiTPO1JEikg204BydRXGa1WuAa0UkT0RyROTgLlaRh/MFXe+u7zycI7hu193DNvuip/i6jcm1FhjfzXrfwTlKvEpEguKMKXUScF8f49sevcWd6C2c00mXuZ2jTyG5Uz5dEpHbROS2bmZ/AAwH/ohzpNrXcZ0Sk+HTwOEx267GOT1zMXApsIfEjOfldtzeB3ihj9s1pluDLP9Zzkthzusl34HlvJSxCuDAlQ1cC2zAaSqvwPmwR3CSwARgObASp4NuHFWdh/MFeQsnyewBvNHTunsoT1pP8fUSE8BvgR+5pxz+L2G9be56j3Pj+wdwjqp+3Jf4tkcScScu34bTCfoCnNMEX8Hpu9O6nSGM6m57qtqK00F5qao+05eVijOMQQkQ+x7eARwvIrkiUoiTHP+kqo+rahPwe+DXMcufBLyiqqv7sm1jejFo8p/lvJTnvG7znbsty3kpYgNBG9MPROQd4F+qemsfX5eFc7S6p6q2dzN/IXCGqr6dolh/A6xT1RuSWPYd4AJV/SgV2zbGZIbtyXm95buYZSznpYBVAI1JAxE5HFiAc+R+NvAvYLyq1qR4O79215t4NbQxxvQby3mDz2AcwduYwWBX4AGcvjSLgdNSmQhFZG/gZZwOzKf2srgxxqSb5bxBxloAjTHGGGOGGLsIxBhjjDFmiLEKoDHGGGPMEGMVQGOMMcaYIcYqgMYYY4wxQ4xVAI0xxhhjhhirABpjjDHGDDFWATTGGGOMGWL+H0Xtbh3hSfxaAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.linspace(-2., 7., num=50)\n", "z = np.linspace(-2., 4., num=17)\n", "\n", "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(9, 4))\n", "\n", "# Plot gradients\n", "ax[0].plot(x, log_loss_func(x), linewidth=4)\n", "for u in z:\n", " ax[0].arrow(u, log_loss_func(u), -log_loss_grad(u), 0., linewidth=0.5, head_length=0.5, head_width=0.02)\n", "ax[0].set_xlabel('misclassification margin, $y \\cdot f(x)$', fontsize=12)\n", "ax[0].set_ylabel('loss & gradient', fontsize=12)\n", "ax[0].set_xlim([-3, 7])\n", "ax[0].set_title('Gradients as residuals', fontsize=12)\n", "\n", "# Plot scaled gradients\n", "ax[1].plot(x, log_loss_func(x), linewidth=4)\n", "for u in z:\n", " ax[1].arrow(u, log_loss_func(u), -log_loss_grad(u)/log_loss_hess(u), 0., linewidth=0.5, head_length=0.5, head_width=0.02)\n", "ax[1].set_xlabel('misclassifcation margin, $y \\cdot f(x)$', fontsize=12)\n", "ax[1].set_ylabel('loss & scaled gradient', fontsize=12)\n", "ax[1].set_title('Hessian-weighted gradients as residuals', fontsize=12)\n", "ax[1].set_xlim([-3, 7])\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH06_F08_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n", "# plt.savefig('./figures/CH06_F08_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Create a new data set to explore the loss functions and boosting" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from sklearn.datasets import make_moons\n", "X, y = make_moons(n_samples=200, noise=0.15, random_state=13)\n", "y = 2 * y - 1" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from plot_utils import plot_2d_data, plot_2d_classifier\n", "\n", "# %matplotlib inline\n", "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(5, 4))\n", "plot_2d_data(ax, X, y, xlabel='x', ylabel='y', s=80,\n", " title='An example classification problem', \n", " legend=['pos', 'neg'], colormap='Blues')\n", "\n", "\n", "# fig.tight_layout()\n", "# pngFile = './figures/CH06_FXX_Kunapuli.png'\n", "# plt.savefig(pngFile, dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the unregularized and regularized loss function profiles" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [], "source": [ "from sklearn.tree import DecisionTreeRegressor\n", "from scipy.optimize import minimize_scalar\n", "from sklearn.metrics import accuracy_score\n", "\n", "# Set up a mesh for 3d plotting\n", "xMin, xMax = X[:, 0].min() - 0.25, X[:, 0].max() + 0.25\n", "yMin, yMax = X[:, 1].min() - 0.25, X[:, 1].max() + 0.25\n", "xMesh, yMesh = np.meshgrid(np.arange(xMin, xMax, 0.05), \n", " np.arange(yMin, yMax, 0.05))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def log_loss(w, X, y):\n", " return np.sum(1 / (1 + np.exp(-y * np.dot(X, w)))) + 0.1 * np.dot(w, w)\n", "\n", "def unregularized_log_loss(w, X, y):\n", " return np.sum(1 / (1 + np.exp(-y * np.dot(X, w))))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set up plotting\n", "fig = plt.figure(figsize=(10, 5))\n", "w1Min, w1Max, w2Min, w2Max = -20, 15, -15, 30\n", "w1, w2 = np.meshgrid(np.arange(w1Min, w1Max, 0.25), np.arange(w2Min, w2Max, 0.25))\n", "\n", "# Plot the unregularized loss\n", "z = np.apply_along_axis(unregularized_log_loss, 1, np.c_[w1.ravel(), w2.ravel()], X, y)\n", "z = z.reshape(w1.shape)\n", "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax.plot_surface(w1, w2, z, rstride=20, cstride=20, alpha=0.6, linewidth=0.25, edgecolors='k', cmap='viridis')\n", "ax.contour(w1, w2, z, \n", " levels=np.array([30, 40, 50, 60, 70, 80, 90, 100, 125, 150, 175]), cmap='viridis', alpha=0.75, offset=0)\n", "\n", "ax.view_init(elev=26.0, azim=63.0)\n", "ax.set_xlim(-20, 15)\n", "ax.set_zlim(0, 300)\n", "ax.set_xlabel('$w_1$', fontsize=12)\n", "ax.set_ylabel('$w_2$', fontsize=12)\n", "# ax.set_zlabel('Loss', fontsize=12, rotation=90)\n", "ax.set_title('Unegularized Logistic Loss', fontsize=12)\n", "\n", "# Compute the regularized Loss function in this domain\n", "z = np.apply_along_axis(log_loss, 1, np.c_[w1.ravel(), w2.ravel()], X, y)\n", "z = z.reshape(w1.shape)\n", "\n", "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax.plot_surface(w1, w2, z, rstride=20, cstride=20, alpha=0.6, linewidth=0.25, edgecolors='k', cmap='viridis')\n", "ax.contour(w1, w2, z, \n", " levels=np.array([30, 40, 50, 60, 70, 80, 90, 100, 125, 150, 175]), cmap='viridis', alpha=0.75, offset=0)\n", "\n", "ax.view_init(elev=26.0, azim=63.0)\n", "ax.set_xlim(-20, 15)\n", "ax.set_zlim(0, 300)\n", "ax.set_xlabel('$w_1$', fontsize=12)\n", "ax.set_ylabel('$w_2$', fontsize=12)\n", "ax.set_zlabel('Loss', fontsize=12, rotation=90)\n", "ax.set_title('Regularized Logistic Loss', fontsize=12)\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH06_F09_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n", "# plt.savefig('./figures/CH06_F09_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Listing 6.2**: Regularized logistic loss function, its gradient and Hessian" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Define the regularized logistic loss over true and predicted\n", "def log_loss_func(y, F):\n", " return np.log(1 + np.exp(-y * F)) + 0.1 * F**2\n", " \n", "# The gradient of the sigmoid function\n", "def log_loss_grad(y, F):\n", " return -y / (1 + np.exp(y * F)) + 0.2 * F\n", " \n", "# The Hessian of the sigmoid function \n", "def log_loss_hess(y, F):\n", " return np.exp(y * F) / (1 + np.exp(y * F))**2 + 0.2" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def sig(x):\n", " # Sigmoid function\n", " return 1 / (1 + np.exp(-x))\n", "\n", "def h_as_classifier(x, h):\n", " # Logistic regression predicts x as positive if p(y = 1 | x) >= p(y = -1 | x)\n", " pred = h.predict(x)\n", " return 2 * (sig(pred) >= sig(-pred)).astype(int) - 1\n", "\n", "def F_as_classifier(x, ens):\n", " # Logistic regression predicts x as positive if p(y = 1 | x) >= p(y = -1 | x)\n", " pred = np.sum([a * h.predict(x) for (a, h) in ensemble], axis=0)\n", " return 2 * (sig(pred) >= sig(-pred)).astype(int) - 1" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.cm as cm\n", "import matplotlib.colors as col\n", "\n", "# Initialize\n", "n_samples, n_features = X.shape\n", "n_estimators = 10\n", "ensemble = []\n", "F = np.full((n_samples, ), 0.0) # Predictions of each training example using the ensemble\n", "\n", "cmap = cm.get_cmap('Blues')\n", "colors = cmap(np.linspace(0, 0.5, num=2))\n", "# views = [(30, 16), (48, -116), (11, 108)]\n", "# views = [(20, 135), (48, -116), (11, 108)]\n", "views = [(20, 135), (20, 135), (20, 135)]\n", "\n", "for t in range(n_estimators):\n", " # Fit a weak learner to the Hessian-weighted residuals, which are computed as gradient(Loss(y, F))\n", " residuals = -log_loss_grad(y, F) / log_loss_hess(y, F) \n", " h = DecisionTreeRegressor(max_depth=1)\n", " h.fit(X, residuals)\n", " \n", " # Fit a weak learner to the standard residuals\n", " residuals_grad_only = -log_loss_grad(y, F)\n", " h2 = DecisionTreeRegressor(max_depth=1)\n", " h2.fit(X, residuals_grad_only)\n", " \n", " # ---------------------------------------------- \n", " # Visualize the residuals and their fit in 3d\n", " if t in [0, 1, 2]:\n", " fig = plt.figure(figsize=(10, 5))\n", "\n", " ax = fig.add_subplot(1, 2, 1, projection='3d')\n", " zMesh = h2.predict(np.c_[xMesh.ravel(), yMesh.ravel()])\n", " zMesh = zMesh.reshape(xMesh.shape)\n", " grad_surface = ax.plot_surface(xMesh, yMesh, zMesh, rstride=5, cstride=5, \n", " alpha=0.2, linewidth=0.25, edgecolors='k', cmap='RdBu')\n", " ax.view_init(elev=views[t][0], azim=views[t][1])\n", " ax.scatter(X[y<0, 0], X[y<0, 1], residuals_grad_only[y<0], c=col.rgb2hex(colors[0]), \n", " marker='o', s=80, edgecolors='k', alpha=0.7, zorder=2)\n", " ax.scatter(X[y>0, 0], X[y>0, 1], residuals_grad_only[y>0], c=col.rgb2hex(colors[1]), \n", " marker='s', s=80, edgecolors='k', alpha=0.7, zorder=2)\n", " ax.set_xlabel('$x_1$', fontsize=12)\n", " ax.set_xlim(xMin, xMax)\n", " ax.set_ylabel('$x_2$', fontsize=12)\n", " ax.set_ylim(yMin, yMax)\n", " ax.set_zlim(-2, 2)\n", " # ax.set_zlabel('Residuals', fontsize=12)\n", " ax.set_title('Iter {0}: Neg. Gradient'.format(t + 1), fontsize=12)\n", "\n", " ax = fig.add_subplot(1, 2, 2, projection='3d')\n", " zMesh = h.predict(np.c_[xMesh.ravel(), yMesh.ravel()])\n", " zMesh = zMesh.reshape(xMesh.shape)\n", " grad_surface = ax.plot_surface(xMesh, yMesh, zMesh, rstride=5, cstride=5, \n", " alpha=0.2, linewidth=0.25, edgecolors='k', cmap='RdBu')\n", " ax.view_init(elev=views[t][0], azim=views[t][1])\n", " ax.scatter(X[y<0, 0], X[y<0, 1], residuals[y<0], c=col.rgb2hex(colors[0]), \n", " marker='o', s=80, edgecolors='k', alpha=0.7)\n", " ax.scatter(X[y>0, 0], X[y>0, 1], residuals[y>0], c=col.rgb2hex(colors[1]), \n", " marker='s', s=80, edgecolors='k', alpha=0.7)\n", " ax.set_xlabel('$x_1$', fontsize=12)\n", " ax.set_xlim(xMin, xMax)\n", " ax.set_ylabel('$x_2$', fontsize=12)\n", " ax.set_ylim(yMin, yMax)\n", " ax.set_zlim(-2, 2)\n", " # ax.set_zlabel('Residuals', fontsize=12)\n", " ax.set_title('Iter {0}: Hessian-weighted Neg. Gradient'.format(t + 1))\n", "\n", " fig.tight_layout()\n", " # plt.savefig('./figures/CH06_F{0:02d}_Kunapuli.png'.format(t + 10), format='png', dpi=300, bbox_inches='tight')\n", " # plt.savefig('./figures/CH06_F{0:02d}_Kunapuli.pdf'.format(t + 10), format='pdf', dpi=300, bbox_inches='tight')\n", " # ---------------------------------------------- \n", "\n", " # Compute a step length that produces the best improvement in the loss\n", " hreg = h.predict(X)\n", " a = 1.\n", " \n", " # Compute the error of the new classifier\n", " F += a * hreg\n", " \n", " # Update the ensemble\n", " ensemble.append((a, h))\n", " \n", " # ---------------------------------------------- \n", " hpred = h_as_classifier(X, h)\n", " herr = 1 - accuracy_score(y, hpred)\n", " \n", " Fpred = F_as_classifier(X, F)\n", " Ferr = 1 - accuracy_score(y, Fpred)\n", " \n", " # ---------------------------------------------- " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "### 6.3.2 Implementing Newton Boosting\n", "\n", "As before, we will put our intuition to practice by implementing our own version of gradient boosting. The basic algorithm can be outlined with the following pseudocode:\n", "\n", "``Initialize the ensemble: F=f_0``, some constant value\n", "\n", "``for t = 1 to T:``\n", " 1. compute the first and second derivatives $g_i^t=∂L/∂F(x_i)$, $He_i^t=∂^2L/∂F(x_i)^2$ \n", " 2. compute the weighted residuals for each example, $r_i^t=-g_i^t / h_i^t$ \n", " 2. fit a weak decision tree regressor $h_t (x)$ using the training set $(x_i,r_i )_(i=1)^n$\n", " 3. compute the step length ($\\alpha_t$) using line search \n", " 4. update the model: $F = F + \\alpha_t⋅ h_t (x)$\n", " \n", "**Listing 6.3**: Newton Boosting for the regularized logistic loss" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def fit_gradient_boosting(X, y, n_estimators=10, use_newton=True):\n", " # Initialize\n", " n_samples, n_features = X.shape\n", " estimators = []\n", " F = np.full((n_samples, ), 0.0) # Predictions of each training example using the ensemble\n", " \n", " for t in range(n_estimators):\n", " # Fit a weak learner to the residuals, which are computed as gradient(Loss(y, F))\n", " if use_newton:\n", " residuals = -log_loss_grad(y, F) / log_loss_hess(y, F)\n", " else:\n", " residuals = -log_loss_grad(y, F)\n", " \n", " h = DecisionTreeRegressor(max_depth=1)\n", " h.fit(X, residuals)\n", " \n", " # Compute a step length that produces the best improvement in the loss\n", " hreg = h.predict(X)\n", " loss = lambda a: np.linalg.norm(y - (F + a * hreg))**2\n", " step = minimize_scalar(loss, method='golden')\n", " a = step.x\n", " \n", " # Update the ensemble predictions\n", " F += a * hreg\n", " \n", " # Update the ensemble\n", " estimators.append((a, h))\n", " \n", " return estimators" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the model is learned, we can make predictions exactly as with gradient boosting. Note that, just like our AdaBoost and gradient boosting implementations previously, this model returns predictions of -1/1 rather than 0/1.\n", "\n", "**Listing 6.4**: Predictions of Newton boosting" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def predict_gradient_boosting(X, estimators):\n", " pred = np.zeros((X.shape[0], ))\n", "\n", " for a, h in estimators:\n", " pred += a * h.predict(X)\n", "\n", " y = np.sign(pred)\n", "\n", " return y" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Newton boosting test error = 0.07999999999999996\n", "Gradient boosting test error = 0.12\n" ] } ], "source": [ "from sklearn.model_selection import train_test_split\n", "Xtrn, Xtst, ytrn, ytst = train_test_split(X, y, test_size=0.25, random_state=11)\n", "\n", "estimators_nb = fit_gradient_boosting(Xtrn, ytrn, n_estimators=25, use_newton=True)\n", "ypred_nb = predict_gradient_boosting(Xtst, estimators_nb)\n", "print('Newton boosting test error = {0}'.format(1 - accuracy_score(ypred_nb, ytst)))\n", "\n", "estimators_gb = fit_gradient_boosting(Xtrn, ytrn, n_estimators=25, use_newton=False)\n", "ypred_gb = predict_gradient_boosting(Xtst, estimators_gb)\n", "print('Gradient boosting test error = {0}'.format(1 - accuracy_score(ypred_gb, ytst)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we visualize the performance of Newton boosting as the number of base estimators increases in the figure below. As we add more and more weak learners into the mix, the overall ensemble is increasingly boosted into a stronger, more complex and more nonlinear classifier." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(nrows=2, ncols=3, figsize=(12, 8))\n", "subplot_id = -1\n", "for t in [0, 1, 4, 8, 10, 19]:\n", " subplot_id += 1\n", " r, c = np.divmod(subplot_id, 3)\n", " err = (1 - accuracy_score(y, predict_gradient_boosting(X, estimators_nb[:t+1]))) * 100\n", "\n", " title = 'Iteration {0}: err = {1:4.2f}%'.format(t + 1, err)\n", " plot_2d_classifier(ax[r, c], X, y, \n", " predict_function=predict_gradient_boosting, predict_args=estimators_nb[:t+1],\n", " alpha=0.3, xlabel=None, ylabel=None, boundary_level=[0.0],\n", " title=title, colormap='Blues', s=80)\n", " ax[r, c].set_xticks([])\n", " ax[r, c].set_yticks([])\n", "\n", "fig.tight_layout()\n", "# plt.savefig('./figures/CH06_F13_Kunapuli.png', format='png', dpi=300, bbox_inches='tight')\n", "# plt.savefig('./figures/CH06_F13_Kunapuli.pdf', format='pdf', dpi=300, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 2 }