{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "import matplotlib\n", "#matplotlib.use('Agg')\n", "path_data = '../../../../data/'\n", "from datascience import *\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "import numpy as np\n", "import math\n", "import scipy.stats as stats\n", "plt.style.use('fivethirtyeight')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "\n", "def standard_units(x):\n", " return (x - np.mean(x))/np.std(x)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "\n", "\n", "def distance(pt1, pt2):\n", " return np.sqrt(np.sum((pt1 - pt2)**2))\n", "\n", "def all_dists(training, p):\n", " attributes = training.drop('Class')\n", " def dist_point_row(row):\n", " return distance(np.array(row), p)\n", " return attributes.apply(dist_point_row)\n", "\n", "def table_with_distances(training, p):\n", " return training.with_column('Distance', all_dists(training, p))\n", "\n", "def closest(training, p, k):\n", " with_dists = table_with_distances(training, p)\n", " sorted_by_dist = with_dists.sort('Distance')\n", " topk = sorted_by_dist.take(np.arange(k))\n", " return topk\n", "\n", "def majority(topkclasses):\n", " ones = topkclasses.where('Class', are.equal_to(1)).num_rows\n", " zeros = topkclasses.where('Class', are.equal_to(0)).num_rows\n", " if ones > zeros:\n", " return 1\n", " else:\n", " return 0\n", "\n", "def classify(training, p, k):\n", " closestk = closest(training, p, k)\n", " topkclasses = closestk.select('Class')\n", " return majority(topkclasses)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "\n", "def classify_grid(training, test, k):\n", " c = make_array()\n", " for i in range(test.num_rows):\n", " # Run the classifier on the ith patient in the test set\n", " c = np.append(c, classify(training, make_array(test.row(i)), k)) \n", " return c" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# HIDDEN \n", "ckd = Table.read_table(path_data + 'ckd.csv').relabeled('Blood Glucose Random', 'Glucose')\n", "ckd = Table().with_columns(\n", " 'Hemoglobin', standard_units(ckd.column('Hemoglobin')),\n", " 'Glucose', standard_units(ckd.column('Glucose')),\n", " 'White Blood Cell Count', standard_units(ckd.column('White Blood Cell Count')),\n", " 'Class', ckd.column('Class')\n", ")\n", "color_table = Table().with_columns(\n", " 'Class', make_array(1, 0),\n", " 'Color', make_array('darkblue', 'gold')\n", ")\n", "ckd = ckd.join('Class', color_table)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training and Testing ###\n", "How good is our nearest neighbor classifier? To answer this we'll need to find out how frequently our classifications are correct. If a patient has chronic kidney disease, how likely is our classifier to pick that up?\n", "\n", "If the patient is in our training set, we can find out immediately. We already know what class the patient is in. So we can just compare our prediction and the patient's true class.\n", "\n", "But the point of the classifier is to make predictions for *new* patients not in our training set. We don't know what class these patients are in but we can make a prediction based on our classifier. How to find out whether the prediction is correct?\n", "\n", "One way is to wait for further medical tests on the patient and then check whether or not our prediction agrees with the test results. With that approach, by the time we can say how likely our prediction is to be accurate, it is no longer useful for helping the patient.\n", "\n", "Instead, we will try our classifier on some patients whose true classes are known. Then, we will compute the proportion of the time our classifier was correct. This proportion will serve as an estimate of the proportion of all new patients whose class our classifier will accurately predict. This is called *testing*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overly Optimistic \"Testing\" ###\n", "The training set offers a very tempting set of patients on whom to test out our classifier, because we know the class of each patient in the training set.\n", "\n", "But let's be careful ... there will be pitfalls ahead if we take this path. An example will show us why.\n", "\n", "Suppose we use a 1-nearest neighbor classifier to predict whether a patient has chronic kidney disease, based on glucose and white blood cell count." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAFWCAYAAACsDw2XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOzdd3gVZf7+8ffMaekNQk0AgRAEFJBqA2yAXVbRVVwrAtafi6uuiwq6u3YsK1aQr6iouK4KiC4KIkZpsiBWMIjUQBICCaSdNvP742AkEiCJSc4JuV/XxXVx5syZufOYkI9PG6OwsNBGREREJMKY4Q4gIiIiUhUVKSIiIhKRVKSIiIhIRFKRIiIiIhFJRYqIiIhEJBUpIiIiEpFUpIiIiEhEUpEiIiIiEUlFShOTnZ0d7giNktqtdtRutae2E1GRIiIiIhFKRYqIiIhEJBUpIiIiEpFUpIiIiEhEcoY7gIiIhF8gEKCkpCTcMaQJio2NxemsuhxRkSIi0sQFAgH27t1LUlIShmGEO440IbZtU1hYSHx8fJWFioZ7RESauJKSEhUoEhaGYZCUlHTQXjwVKRKRbNtm646dbM/bhW3b4Y4jcsRTgSLhcqjvPQ33SMTx+wPc8/gM1v60FcOAfsd24a4b/qh/REVEmhj1pEjEefvDz1n70xY8bhdul4vlq9eS9eW34Y4lIiINTD0pEnHyCnbjdrkqXpsOk9ydu8OYSKRpuuW+Z/lpY06D3a9Thzb8a+INDXa/X8ycOZM77riDbdu2Nfi9f+vpp5/mxRdf5Jtvvvld18nKyuLcc8/lp59+olmzZge8v2nTJnr27MmiRYvo3bt3ldeozjn1TUWKRJzTTuhN1opvcTgc2LaNy+nkxD7dwx1LpMn5aWMOX/zv+3DHOKy8vDwmT57M/PnzycnJoVmzZnTv3p0xY8YwdOjQcMeT30FFikScHpkduO26i5i9YCmmYXD5BafSpuWB/ycgIrJp0yaGDx9OXFwcEydOpEePHliWxeLFixk/fjzfftswQ8U+nw+3290g9zocn88X7gh1RnNSJCIdf9zRPHTHNTxw+9V0y2gf7jgiEqH+8pe/ALBo0SJGjBhBRkYGmZmZjBkzhs8//xyALVu2MGrUKNLS0khLS+Pyyy8/7NDO//3f/9G7d29SU1Pp3bs3M2bMqPR+UlISU6dO5fLLL6dNmzbcf//9tcr/1FNP0aVLF9q2bcvYsWMpLi6u9P6qVasYMWIEHTt2JD09neHDh7NixYoaZ/F6vYwaNYpBgwaRn59fcXz9+vUMHz6cli1b0q9fPz755JODZs3KyiIpKYmCgoKKY5s2bSIpKYnVq1dXHFu7di0XX3wxaWlpdO7cmWuvvZbc3Nwatw2oSBERkUZq9+7dLFiwgNGjRxMXF3fA+0lJSViWxWWXXUZ+fj5z585l7ty57Nixg1GjRh10e4O5c+dy++23c/3117N06VLGjRvHbbfdxocffljpvIcffpihQ4eyZMkSRo8eDUDbtm0P+eeiiy6q+Py7777LP/7xD+666y4WL15MRkYGzz77bKV77N27l0suuYQPP/yQhQsXcswxxzBy5Eh27dp12Cy/2LNnDxdeeCG7d+/m/fffJzU1teK9iRMnMnbsWLKyshgyZAiXXXYZOTm1n4e0Y8cOzjrrLI4++mgWLlzIe++9R3FxMZdddhmWZdX4ehruERGRRmnDhg3Ytk2XLl0Oes7ixYv57rvvWL16Ne3bh3plp02bRu/evVm8eDFDhgw54DNTpkzhkksuYcyYMQB07tyZr776iqeeeoozzzyz4rwRI0ZwxRVXVPpsVlbWITNHRUVV/P25557j0ksv5eqrrwZCvUJZWVls2LCh4pzBgwdX+vwjjzzCnDlz+Pjjj7nkkksOmmXLli0A5OfnM3bsWFq3bs3LL79c6f4A11xzDSNGjABChc4nn3zC9OnTufvuuw/5dRzMSy+9RI8ePbjvvvsqjr3wwgt06NCB1atX06dPnxpdT0WKiIg0StXZ6HHdunW0bt26okAB6NChA61bt2bt2rVVFinr1q1j1KhRlY4df/zxB/SkVLXipWPHjtVMH7rPn/70p0rH+vXrV6lIyc/P55///CdZWVnk5+cTDAYpKytj69ath80CcOGFF3Lsscfy6quvVrntfL9+/Sr+bpomffr0Ye3atdX+Gn5rzZo1LFmyhLZt2x7w3s8//6wiRUREmoZOnTphGAY//vhjrT5f0w0if3t+bGzsAedU9ct5f8cffzxvv/12te95/fXXk5eXxwMPPEC7du3weDycd955B0yOrSoLwLBhw3j33Xf5/vvvOfbYY6t936qYZmiGyP7FYSAQqHSOZVkMHTqUf/zjHwd8fv9hpupSkSIiIo1ScnIyp512GlOnTmXs2LEHzEspLCwkMzOT7du3s2nTporelI0bN7J9+3a6du1a5XUzMzNZvnx5peGTpUuXHvT8/dVkuCczM5OVK1dW6k1ZuXJlpfOXLVvGQw89xLBhw4DQcuuaTEKdMGECycnJnH/++cyePfuAQmXlypUVQ0q2bbNq1SrOP//8Kq/VvHlzIDTv5Je//3Y/l549e/Luu++Snp6Oa7/9rmpLRYqIiDRajz32GMOGDeOUU05hwoQJdO/eHdu2ycrK4oknnuCbb76p2DPloYceAuCOO+6gZ8+eDBo0qMpr3nzzzVx11VX06tWLU089lQULFvDvf/+bV1999bB5ajLcM27cOMaNG8dxxx3HSSedxOzZs/nf//5HUlJSxTmdOnXirbfeom/fvpSWlnLvvffWeKnzPffcg23bXHDBBcyePZtjjjmm4r3p06fTuXNnunXrxrRp09iyZQvXXHPNQb+2tLQ0HnroISZNmsTmzZt59NFHK50zevRoZsyYwdVXX82tt95K8+bN2bhxY8Uk4fj4+BplV5EiIiJV6tShTcTfr0OHDixevJjJkyczceJEtm/fTkpKCj169ODJJ5/EMAxef/117rzzTs4991wgNBn1kUceOehwzznnnMMjjzzC008/zV133UV6ejqTJ0+uNGm2LvzhD39g48aN/P3vf6esrIwzzzyTG264gddff73inClTpnDrrbcyZMgQWrVqxV//+tdKS4Cr695778W27YoelYSEBCC0uueZZ55hzZo1pKen89prrx10yMrlcvHSSy9x2223cdJJJ3HMMcdw7733VprA27p1a+bPn899993HhRdeiNfrJS0tjVNOOQWPx1Pj3EZhYaEeMduEZGdnk5GREe4YjY7arXbUbrXXkG1XVFREYmJig9xLpCoH+x7UPikiIiISkVSkiIiISERSkSIiIiIRSUWKiIiIRCQVKSIiIhKRVKSIiIhIRIroIuXBBx8kKSmp0p9DPUhKREREjhwRv5lbRkYG77//fsVrh8MRxjQiIiLSUCK+SHE6nbRs2TLcMURERKSBRXyRsnHjRrp27Yrb7aZv377ce++9dOjQIdyxRESOeFE5D+PwbWmw+wXd6ZS3ubPB7veLmTNncscdd7Bt27YGv3ddSEpKYsaMGQd9MGBBQQGdOnVi7ty5nHzyyQ2c7veJ6CKlb9++PPvss2RkZLBz504effRRhg4dyrJly0hJSanyM9nZ2Q2csvFRG9WO2q121G61t3/bhePxAg7fFpxlXzX4fWsqLy+PyZMnM3/+fHJycmjWrFnFQwWHDh0a7njyO0R0kXLGGWdUet23b1969erF66+/zk033VTlZ/SckEPTs1RqR+1WO2q32lPbVc+mTZsYPnw4cXFxTJw4kR49emBZFosXL2b8+PF8++23DZLD5/PV+OnEcngRvbrnt+Li4ujatSsbNmwIdxQREYkAf/nLXwBYtGgRI0aMICMjg8zMTMaMGcPnn38OwJYtWxg1ahRpaWmkpaVx+eWXH3Zo5//+7//o3bs3qamp9O7dmxkzZlR6PykpialTp3L55ZfTpk0b7r///lrlf/zxx8nIyKBt27aMHTuWhx56iGOOOabifcuyeOSRR+jevTstWrTghBNOYN68eYe85qpVqxg8eDAtW7bk5JNPZuXKlbXKFgkaVZFSXl5Odna2JtKKiAi7d+9mwYIFjB49mri4uAPeT0pKwrIsLrvsMvLz85k7dy5z585lx44djBo1Ctu2q7zu3Llzuf3227n++utZunQp48aN47bbbuPDDz+sdN7DDz/M0KFDWbJkCaNHjwagbdu2h/xz0UUXVXz+P//5Dw8//DD33HMPixcvJjMzk2effbbSPZ577jmefvppJk2axJIlSzj77LP505/+xNdff11l9uLiYi6++GI6dOjAokWLmDRpEvfcc0+N2jWSRPRwz913383w4cNJS0urmJNSWlrKpZdeGu5oIiISZhs2bMC27UPun7V48WK+++47Vq9eTfv27QGYNm0avXv3ZvHixQwZMuSAz0yZMoVLLrmEMWPGANC5c2e++uornnrqKc4888yK80aMGMEVV1xR6bNZWVmHzBwVFVXx9+eff57LLrus4hrjx48nKyuL9evXV8py0003MXLkSAAmTJjAkiVLmDJlCi+++OIB13/77bfx+Xw888wzxMXF0a1bN2677TbGjh17yFyRKqKLlJycHEaPHk1BQQHNmzenb9++fPzxx7Rr1y7c0UREJMwO1hOyv3Xr1tG6deuKAgWgQ4cOtG7dmrVr11ZZpKxbt45Ro0ZVOnb88ccf0JPSu3fvAz7bsWPHaqaHH3/88YAip0+fPhVFyp49e9i+fTsDBw48IMtHH31U5TXXrVtH9+7dK/Us9e/fv9qZIk1EFynTp08PdwQREYlQnTp1wjAMfvzxx1p93jCM33V+bGzsAee0bdv2kNc4/vjjefvtt2t03+pkOVJFdJEiIiJyMMnJyZx22mlMnTqVsWPHHjAvpbCwkMzMTLZv386mTZsqelM2btzI9u3b6dq1a5XXzczMZPny5ZV6OZYuXXrQ8/dXk+GeLl26sHr1av70pz9VHFu1alXF3xMSEmjdujXLli1j8ODBlbJkZmYeNPvrr79OSUlJRRH15ZdfHjZ3pFKRIiIijdZjjz3GsGHDOOWUU5gwYQLdu3fHtm2ysrJ44okn+Oabbyr2THnooYcAuOOOO+jZsyeDBg2q8po333wzV111Fb169eLUU09lwYIF/Pvf/+bVV189bJ6aDPeMGzeOG2+8kd69e3PCCSfw/vvvs3LlSpKSkiplefDBB+nUqRO9evVi1qxZLF26lMWLF1d5zYsuuoi///3v3HTTTdxxxx3s2LGDyZMnVztTpFGRIiIiVQq60yP+fh06dGDx4sVMnjyZiRMnsn37dlJSUujRowdPPvkkhmHw+uuvc+edd3LuuecCMHjwYB555JGDDpmcc845PPLIIzz99NPcddddpKenM3ny5EqTZuvChRdeyMaNG7nvvvsoKyvjnHPO4ZprruGDDz6oOGfcuHEUFxczceJE8vLyyMjI4JVXXqm0THl/cXFxzJo1i/HjxzN48GAyMjKYNGlSo11wYhQWFh5+5pEcMbRBVO2o3WpH7VZ7Ddl2RUVFJCYmNsi95NBGjRpFIBBg1qxZ4Y7SoA72PaieFBERkTAoLS3lpZde4vTTT8fpdDJnzhw++OADXnnllXBHixgqUkRERMLAMAwWLFjA448/Tnl5OR07duTFF1+sGJYSFSkiIiJhER0dzezZs8MdI6I1qm3xRUREpOlQkSIiIiIRSUWKiIhUa4t5kfpwqO89zUmRWisr9zLtzQ/ZVVTMwF5dGTa4b7gjiUgtxMbGUlhYSFJSUpPZbl0ig23bFBYWEh8fX+X7KlKkVizL4m+P/h+btuXhcjpZ8/0GikvLufDMk8IdTURqyOl0Eh8fz549e8IdRZqg+Ph4nM6qyxEVKVIr+buK2JyTj2vfN5bL5WTJ/75XkSLSSDmdTm3oJhFHc1KkVqI8bhzmr93Ctm3jcjnCmEhERI40KlKkVhLjYzlzSH+8Pj/FpWW4XU7GXHpWuGOJiMgRRMM9UmtXjxzKaSf2Im9nIRlHtSUxPjbckURE5AiiIkV+l3ZtWtCuTYtwxxARkSOQhntEREQkIqlIERERkYikIkVEREQikooUERERiUgqUkRERCQiqUgRERGRiKQiRURERCKSihQRERGJSCpSREREJCKpSBEREZGIpCJFREREIpKKFBEREYlIKlJEREQkIjWqIuXxxx8nKSmJ22+/PdxRREREpJ41miLlyy+/5OWXX6Z79+7hjiIiIiINoFEUKUVFRVx33XVMmTKFpKSkcMcRERGRBtAoipRbb72V888/n0GDBoU7ioiIiDQQZ7gDHM6MGTPYsGEDL774YrXOz87OrudEjZ/aqHbUbrWjdqu9/dsuIyMjjElEwiOii5Ts7Gzuv/9+/vvf/+Jyuar1Gf0gH1p2drbaqBbUbrWjdqs9tZ1IhBcpK1asoKCggIEDB1YcCwaDLFmyhOnTp5OTk4PH4wljQhEREakvEV2knH322fTu3bvSsRtvvJFOnToxfvx43G53mJKJiIhIfYvoIiUpKemA1TwxMTEkJyfTrVu3er9/aZmXh5+fxZbt+cREebj12hF0bt+23u8rIiIijWR1T7g8Of0dvlm3kZJSL3kFRTzwzCyCwWC4Y4mIiDQJEd2TUpV58+Y12L225+3C5Qw1kWEY7CkuYU9xKcmJ8Q2WQUREpKlST8ohNE9JJLCv58S2bWJjoomPjQlzKhERkaZBRcohjB99IR3TW+FwmCTGx3D7dRfhdDrCHUtERKRJaHTDPQ0pPjaaR/92HbZtYxhGuOOIiIg0KepJqQYVKCIiIg1PRYqIiIhEJBUpIiIiEpFUpIiIiEhEUpEiIiIiEUlFioiIiEQkFSkiIiISkVSkiIiISERSkSIiIiIRSUWKiIiIRCQVKSIiIhKRVKSIiIhIRFKRIiIiIhFJRYqIiIhEJBUpIiIiEpFUpIiIiEhEUpEiIiIiEUlFioiIiEQkFSkiIiISkVSkiIiISERSkSIiIiIRSUWKiIiIRCQVKSIiIhKRVKSIiIhIRFKRIiIiIhFJRYqIiIhEJBUpIiIiEpEiukiZOnUqJ5xwAunp6aSnp3PGGWcwf/78cMcSERGRBhDRRUqbNm247777WLx4MYsWLWLQoEGMGjWKb7/9NtzRREREpJ45wx3gUM4+++xKr++55x5eeuklvvzyS3r06BGmVCIiItIQIrpI2V8wGOS9996jpKSE/v37hzuOiIiI1DOjsLDQru7JOTk5TJkyhSVLlrB7927eeOMNunXrxrPPPkv//v3p27dvnQf87rvvGDp0KOXl5cTGxjJ16lSGDRt20POzs7PrPIOISLhlZGSEO4JIg6t2T8oPP/zAmWeeicPhoF+/fnz99df4fD4AtmzZwqpVq5g2bVqdB8zIyCArK4s9e/Ywe/Zsrr/+et5//326det20PPl4LKzs9VGtaB2qx21W+2p7URqMHH27rvvJjMzkzVr1vDaa69h2792wAwYMIAvv/yyXgK63W46duxIr169mDhxIscccwzPPvtsvdxLREREIke1e1KWLVvGtGnTiIuLIxgMVnovNTWVvLy8Og9XFcuyKnpwRERE5MhV7SLFNA/e6VJQUEBUVFSdBNrfpEmTGDp0KG3btqW4uJi3336bzz//nLfeeqvO7yUiIiKRpdpFynHHHcfMmTM588wzD3jvvffeY8CAAXUaDCA3N5cxY8aQl5dHQkIC3bt35+233+a0006r83uJiIhIZKl2kXL77bdzwQUXMGLECC666CIMw2Dx4sU8//zzvP/++3zwwQd1Hu65556r82uKiIhI41DtibMnnXQSM2fOZNOmTdx0003Yts2kSZNYunQpM2fOrJflxyIiItJ01Wgzt2HDhjFs2DA2bNhAfn4+KSkpWiInIiIi9aJWO8527NiRjh07ArBr1y5SUlLqNJSIiIhItYd7ZsyYwb/+9a+K19999x3dunWjc+fODBkyhNzc3HoJKCIiIk1TtYuUF154odIy4wkTJpCYmMiDDz7Inj17eOCBB+oloDRuXp+fd+d/wczZn7BzV1G444iISCNS7eGerVu30qVLFwCKior44osvmDlzJkOHDiUlJYX77ruv3kJK4+Tz+7n9galszsnDNEw+XLSCyXePpWXz5HBHExGRRqDaPSmWZWEYBhDafdYwDE466SQA2rZty86dO+snoTRaX675kQ1bduBxu3G5nHj9QV59d2G4Y4mISCNR7SKlY8eOfPTRRwD85z//oX///sTExACwY8cOkpP1f8dSmW0Dv33GdrWfuS0iIk1dtYd7br75ZsaOHcsbb7xBYWEhL7/8csV7WVlZdO/evT7ySSPWr2cX2qe1IGdHAabDxO1ycul5Q8IdS0REGolqFykjR44kLS2NlStXctxxx3HiiSdWvJeamlrldvny+/j8fhZ+8RVen49TT+hNQlxMuCPViMft4rG/Xcd7Hy2hpLScc08fqPkoIiJSbUZhYaE64COQz+/nL/+cysZtuZgYJCXG8eS940hKiPtd183OztYGfLWgdqsdtVvtqe1EariZW2lpKa+99hpffPEFu3fvJjk5mZNPPplRo0YRHR1dXxmbpM9WfMvGrTuI3rfsu7iknJnvfcKNV5wX5mQiIiINo9pFSm5uLueccw7r168nPT2dli1bsnHjRubMmcOLL77I+++/T4sWLeoza5MSCATZf16zYfxyTEREpGmo9uqee++9l8LCQj788EO+/vprPv74Y77++mv++9//UlRUxMSJE+szZ5Nzcr8etGieSCAQxLIsnE6TkWcPCncs+Q3b1mipiEh9qXZPyoIFC5g0aRIDBw6sdHzAgAFMmDBBm7nVsdiYKJ64Zxxvzv0Un8/PH4afSOsWzcIdS/aZ/9n/eGP2J/gCQbpntOPOcZfgdDrCHUtE5IhS7SKlpKSE1q1bV/le27ZtKSkpqbNQEhIfG811f9SqqUiTV1DI1Dc/wGGGipKV32Tz6rsLuHrksDAnExE5slR7uKdz587MmjWryvdmzZqlWejSZGzdvpOyMl/Fa7fLxaZteWFMJCJyZKrRZm7jxo0jLy+Piy66iFatWpGbm8s777zDp59+ygsvvFCfOUUiRvu2LYiL+fVhm/6An4yj2oYxkYjIkanaRcoll1xCWVkZDzzwALfcckvF8RYtWvDEE08wcuTIegkoEmmaJSdwyzUX8Oo7C/D7gxzT9WguO++UcMcSETni1GiflKuuuoorrriC7Ozsin1SMjIyMM1qjxpJI7Xq2/U8P/N9yr0+Oqa35q4b/4jH7Qp3rLA5sU93TuyjR0GIiNSnGhUpAKZpkpmZWR9ZJEKVlnl5fNrb+PxBDMNgzdqfefa1ufz5mj+EO5qIiBzBqt0FctdddzFmzJgq3xszZgz33HNPnYWSyJK/q4iS0nIMwwDA7XKSs6MgzKlERORIV+0i5cMPP+TUU0+t8r3TTjuNefPm1VkoiSypKYnExkRVbFzm8wdo00p7toiISP2qdpGyfft20tLSqnyvTZs2bN++vc5CSWSJifYwfvRFJCfGEuVx0fPoo7jh8nPDHavefbbiGx55/i3emPMpwaAV7jgiIk1OteekJCUlsWHDBk466aQD3vv555+JjY2t02ASWY7r0ZkXHrg13DEazHsffcEr7yzE6XCw7Ku1LPtfEk9O6lIx5CUiIvWv2j0pgwcP5rHHHiMvr/KmVXl5eUyePJlTTtESTDlyfLJ0DS6nE8MwcDmdrN+0g+LS8nDHEhFpUqrdkzJhwgROPfVU+vTpw7BhwyqGeObPn4/H42HChAn1mVOkQZm/7TExbJwOLbUXEWlI1f5Xt3379nzyySecddZZZGVl8dxzz5GVlcXZZ5/NwoUL6dChQz3GFGlYo84/Ddu2KPf68Hp9HN+rK9FRnnDHEhFpUmq0T0r79u21/b00Cf16duHJe69n9Xc/0a5tKlFmINyRRESanBpv5iZNh2VZPD1jNt/9uBm3y8G4UefQI7NDuGM1mDYtm9GmZWipdXZ2dpjTiIg0PdUuUm688cZDvm8YBlOmTPndgfb3+OOPM3fuXNavX4/b7aZv375MnDiRbt261el9pGqvvruAT5d9jdvlwrZtHnxuFs//8xbiY6PDHU1ERJqAahcpn3322QHLLwsLC9m7dy+JiYkkJibWebjPP/+ca6+9luOOOw7btnnggQe44IILWL58OcnJyXV+P6ls3YZtuF2h5/MYhkHR3hJycgvI7Fj1fjkiIiJ1qdpFyjfffFPl8S+++ILx48fz4osv1lmoX7zzzjuVXr/wwgu0a9eOZcuWceaZZ9b5/aSyVqnJ/LB+C25X6NskJtpDi2Z1X4yKiIhU5XevqTzxxBO54YYbuPPOO+sizyEVFxdjWRZJSUn1fi+BMZeexdGd0zAMA7fLyehLhpOcGB/uWCIi0kQYhYWF9u+9yOLFi7n00kvJycmpi0wHddVVV/HTTz/x6aef4nA4qjxHExzrXiAQxOEw2b2nhL0lZbRqnoTH7Qp3LJEmJSMjI9wRRBrc717dEwgEmDlzJm3atKmLPAf1t7/9jWXLlvHf//73oAUK6Af5cLKzs2vVRq/PXsQ7//0cnz9A85REHrrjGlo0bzo9WrVtt6ZO7VZ7ajuRGhQp55574APl/H4/69evZ9euXTzxxBN1Gmx/d911F++88w5z585tkpvGFe0t4R9Pv86OnbtJiI3mjrEX0z6tZa2v5/X5efDZN9mweTvRUW5uuPw8enbreNDzC/cU8+5HX+BwOIh2ONhbXMozr8zhvvFX1DqDSFPj9wdY9d16bNvmuB6dKyali8jBVXtOimVZ2LZd6U9cXBznnnsus2fP5sorr6yXgHfeeSf/+c9/mDNnDl26dKmXe0S6x178Nz9vycXnC5C/aw//mPI6tl37UbpnX53Lmh9+xusLsLuohEen/puycu9Bzy8uLSfg/3UzM9M0KfP6an1/kabG6/Nz2wMv8vd/zeQfT7/OX/45lXL9DIkcVrV7UubNm1efOar0l7/8hVmzZvHaa6+RlJREbm4uALGxscTFxTV4nnDJKyjCse+5MYZhsKe4FK/PT5THXavr5eQWVKzYMV6fv3gAACAASURBVAyDktJydu7eQ3rr1CrPb9U8mZapKezcvQeHaeL3++l3bNMsGEVqY94ny9m8LY/YmNAeQ5tz8pnz8VIuPmdwmJOJRLaIfmLatGnT2Lt3L+effz6ZmZkVf55++ulwR2tQqSmJBIMWALZtkxAX87smrrZp2Qzfvp4R27aJjYmieXLCQc93Oh08dOe1HNejM53at+byEadx0Vkn1/r+Ik3N3pJyHOavc+kcDpPi0rIwJhJpHA7Zk/LGG2/U6GKXXnrp7wrzW4WFhXV6vcbq9rEjK+akxMdGc/t1Iw/YWK8mrr/8HAr3FPPzlh1Eedxcf/k5h314XlJCLH+74Y+1vqdIU3bWkL7M/2wl/kAQA3C7nJx1Sv9wxxKJeIdcglyTXV0Nw2DXrl11Ekrqj1YM1I7arXbUbr/KyS3gtfcWgg2Xnj+E9NYtDnm+2k7kMD0pa9asaagcIiJHtDYtm3HH2IvDHUOkUTlkkdKuXbsqj1uWVem1YRi/a/hB5Ejyzbqf+SF7C8ce3YGunar+GRIRkcM7ZJGSm5vLzTffzIgRIyrmmwSDQVJTK68CiYuLY+XKlbRocejuS6k7pWVe9hSX0Dw5Eafz4JvbScN6Y84i3pr3GQCz5hlceeEZnHf68WFOJSLSOB2ySJk2bRpr1qxhxowZlY7bts2VV15Jq1atsG2bd999l+nTp/PXv/61XsNKyCdLvmLqmx/i9flITojn77ddSZuWzcIdq8mzbZsPP/2y0iZdcxYsU5EiIlJLhyxSFi5cyBVXXEF0dHSl44ZhcNVVV9GrVy8AmjdvzptvvqkipQH4/QFeeuu/WJaNy+liT0kZT05/l0fuGh3uaAL8do+937PpnohIU3fIfVLWr1/PgAEDDjj+2394O3furAf7NZCSMi8+3367vxrGIXeLlYZjGAbH9zkan9+Pbdv4/QEG9e8R7lgiIo3WIXtSysvLiY2NrXTM4XCwbt06mjX7dXjB4/Hg9eoXZUNIjI8htVliaBda08Tr89PlqLbhjiX7XD/qHDq1a8132Zvo3a0zpxzfM9yRREQarUMWKampqWzcuJHjj688pv7bCbKbNm2iefPmdZ9ODmAYBg/cfjVPTn+Xor0ldDkqjev+eGa4Y8k+hmEwbFBfhg3qG+4oIiKN3iGLlIEDBzJr1qzD7iT75ptvVjksJPUjKSGOSbf+KdwxRERE6tUh56SMHTuWzz77jLvvvptAIHDA+4FAgL/97W98/vnnjBs3rt5CioiISNNzyJ6U/v37c9999zFx4kTeeusthgwZQnp6OgBbtmzh008/paCggIkTJ9K/v55DISIiInXnkEUKwM0330zPnj156qmnmDt3LuXl5QBERUVxwgkncMsttzB4sB43LiIiInXrsEUKwKBBgxg0aBDBYLDiIYIpKSk4HE13p9MVa9Yy5+NlmKbBFX84g84d2oQ7koiIyBHlkHNSfsvhcJCamkpqamqTLlC+XbeRR57/N9kbc1j701bunvwyeTsLwx1LRETkiFKjIkVCPsr6H6YZajrDMCj3+lmy6rswpxIRETmyVGu4RyprlpxAIBjA5Qw9o8W2LFJTkiret22bOR8vZd3PWzk28yiGDe6rp0SLiIjUkIqUWrj0vCGs+WEDP23KwTAM+vXM5IQ+3Sref3rGbD5dugaXy8WyVT+wZcdObbgmIiJSQypSasHtcvHoXaPZnJOPw2GS3jq1oqfEtm2+/PpHXPuehPtLoaIiRUREpGZUpNSSw+HgqPRWVb5n/mZoxzDrbqjH7w+waNkaSsvKOeX4XiTGxx7+QxFs87Zclq9ZR7s2LejfM1PDYiIiUkFFSh0zDINzTx/I67MXEQxaOB0mFw4/qU6uHQgEueOhl/hpUw6mYfDO/CU8cfdYmiUn1Mn1G9qKNWt59IW3CQSD2LbNqSf04parLgh3LBERiRAqUurBRWeezLGZR7Hu5610z2hHx3Z1s4fK8q/Wkr1xK7HR0QCUlXl55d0F/PmaP9TJ9Rvam3MXY5om7n0rpbK+/JarRw4jPjY6zMlERCQSqEipJ106ptGlY1qdXtMfCGDst2rcMAwCgWCd3qMhWZZV+YBtEwxaVZ+8z7frNvLC6/Pw+QN079Kem644r2I5uIiIHFn0r3sjMqBXV1q3SCEQCGJZFqZhcMnZjfeRBGcO7oc/4Me2bXx+P927dCAxPuag5+8tKePB52aRu7OQwj0lLFq6hlffXdCAiUVEpCGpJ6URiY7y8Pg9Y3hzzqeUlXu5YNgJpLduEe5YtTZscF9SkhL4/H/fkt46lRFDTzjkxNnteQUU7S0hNjoKCK2yWrdhW0PFFRGRBqYipZGJi4lm9BG0nLlfzy7069mlWuempiQSE+2peO3zB2iVmlxf0UREJMw03CONRnJiPKMvGY7b5cQwDI7unMaYS88KdywREakn6kmRRmXoyX0446Tj8AcCuPdtmCciIkcm9aRIo2MYhgoUEZEmIOKLlC+++II//vGPHH300SQlJTFz5sxwRxIREZEGEPFFSklJCd26deOhhx4iOlqbfImIiDQVET8nZejQoQwdOhSAG264IcxpREREpKFEfE+KiIiINE0R35NSU9nZ2eGOEPHURrWjdqsdtVvt7d92GRkZYUwiEh5HXJGiH+RDy87OVhvVgtqtdtRutae2E9Fwj4iIiEQoFSkiIiISkSJ+uKe4uJgNGzYAYFkWW7du5euvvyY5OZn09PQwpxMREZH6EvE9KatXr2bQoEEMGjSIsrIyHnzwQQYNGsQDDzwQ7mgiIiJSjyK+J+Xkk0+msLAw3DFERESkgUV8T4qIiIg0TSpSREREJCKpSBEREZGIFPFzUhqT3UV7ee+jpTidJhcMPZH4WD0QUUREpLZUpNSRXYV7uPX+5ykp9WLZNp8t/4Yn7h1HXIwKFRERkdrQcE8defuDLErKvDidDtwuJ/kFRXyctSrcsWpk2eofePDZN3l+5jzKvb5wxxERkSZOPSl1xDCMSq9twPzNsUi2aOkaprwyG6fDiT8Q4IefNvP4hDE4HI5wRxMRkSZKPSl1ZOTZg4iPjcbnD+D1+WnVIpkzTu4T7ljV9vHnq3A6QjWry+lk05Zctu4oCHMqERFpytSTUkeSEuJ4auL1fLBoBU6Hg7NO6U9MtCfcsarNYZrYtl3RI2Q6TDxufXuIiEj4qCelDiXGx3Lpeacw8uxBxMZEhTtOjVx78TBcTgelZV7KvV5O7t+DVqkp4Y4lIiJNmP5XWQDokN6KZ/5+E199/xPNkxPp3qV9uCOJiEgTpyKlkdq6Yyc78nbRuUMbkhLi6uSaSQlxDBnYs06udSQo3FPM+o05tGqhHiURkXBQkdIIvTFnEW/N+wyfP0BCXAx333Qp3bt0CHesI8p3P27kH1PeYE9xKW6Xk8F9M7k1IyPcsUREmhTNSWlkvD4/sz9eitvlIi4mmmDQ4qW35oc71hHnpbfmEwxaxMVE43a5WLj0G7w+f7hjiYg0KSpSGhmvz49lWxWvDcPAHwiGMdGRKRAMVtr7xrIsFSkiIg1MRUojEx8bzVFprfEHAgD4A37698wMc6pDs22bOR8v5cnp7/Llmh/DHada+h+biT8QKkr8gQBprZrpWUwiIg1Mc1IaGcMwuH/8Fbz874/YsXM3x3XvxDmnDQx3rEN6+Pm3WP7VWlxOJ5+t+IZrRg6N+MyjLjiVxPgYVn33Ey2bJXHycZ0O2FVYRETql4qURsjjdjF21NnhjlEtJaXlrPo2G7fLBYR2s52ftSriixTDMDj39OM59/TjAcjOzg5zIhGRpkfDPVKvHA7zgB4I9UeIiEh1qEiRehXlcTN4wLF4/T58/gDBYJCLzjo53LFERKQR0HCP1LvrLz+HPsdksHFrLv2O7ULHdq3DHUlERBoBFSlS7wzDYECvrgzo1TXcUUREpBHRcI+IiIhEJBUpIiIiEpFUpIiIiEhEUpEiIiIiEUkTZ+uLVYYRLMIs34Cr+AsA/AmnEoztc9CPGP58PAVvgF2G5T4KX8qFYDgaKnHt2TbOovk4y74BTHwpF2J5OoQ7lYiINHIqUuqBWfotnoKZGP5dOPw5WJ522I5YPAWvU+5sVvUvcDtAVN4zGMESMAxM3w4wHKFCJcI592bh3vMRGE6wbTx5z1PWZgI44sMdTUREGjEVKfXAs+ttDIIYdglgY/hzsB0ZADhK11RZpBiB3RjBPaFf9ACmC9O7sdr3NHzb8ex8BcMuxXK2wJt6DZi1fyCeESjCs3M6RrAQ25GIt/k12M6kKs91lP/wa27DwLCKMX2bsaK71/r+IiIimpNS12wbbG/o72YUYGPY1r73gliuqjcysx1x2IZ7vwMWthlb7XtG5U/FDOzEsMpweDfg2flK7b8GwLPzJUzfNgyrDNOXgyd/6sFv70gG27/fERe2sxnYgVB7iIiI1EKjKFKmTZvGscceS8uWLRk8eDBLliwJd6SDMwwsd1uwA9iOZGxHLLYZBbZNIKY3wdh+lHt9fPjpCj5YtILSsn0FDQ4CngyMwG4I7IVgGf7Y/tW7p12OEdwLvzwjx3Bg+vNrHt2/E2fRQhwlqzH8u8DY9+1hmKFcB+FLPh/LnQ62BTb4Y08gKv9lYrZMIHrbJMzy9TXOIiIiEvHDPe+88w5//etfmTx5MgMHDmTatGmMHDmSZcuWkZ6e3mA5DO8WPLvfATtIILY3mDE4i78A28CXdDZWdJeKc72p1+EumIUZLCAQ0xtf0llguMERQ1m5lz///QVycgswDIP3PlrK4xOuInXPsxj+7WD5cPhzCHrSido5A78/B3/yOZXDBPfiKXgdI1iM5WmPL+l8bDMawyoLFSq2he1MrNHXZ3o34sl7FsPyAXaoKDHjsR0xANjOQ8wvMT2Ut/wzhrUX23ATlfcChj8fDAsjGMCTPx3L035f3nb4kkf8OjwkIiJyEBH/m+KZZ57hsssu48orrwTg0UcfZeHChUyfPp2JEyc2TIjgXqLzng0NXxhGaAWOFcB2N68YailrfTu2q0XofNODL/WKKi/1waIV7MjbRXSUB4D8XUXMmfs6o0/YAYYH07cdKMNR/iM44qDoA/xJZ4fmevhycO1ZjHPvYjBjwHRi+raBVUbQ3R5X8edYZiK2pw3lza+q/tdn23jyXsTh3YrtiMcI7MIM5GJjguEgEHs83sNdzzCwHQmhv/rzcHh/AgJgG9jYGFb5vrxbwfLja35Z9fOJiEiTFNFFis/n46uvvuLmm2+udPzUU09l+fLl9XdjOzTZ1bB8WJ40HOU/g1VcMRHVsIrBDmLTPNRzYflwlH5LIPHUw17a5w9gmAaGXUYgEOSnTQW89O42fvi2jLsvLCU1ugywgQC27QsVIXYQw7ed6Lx/geXH4duMbUZheTqCYeIunIflbh2aB4KBN+XSGq2sce/+D46ydRj4MIK7MawSwMQilifmmKzZ9jNm0juMvexsemR2OOz1TH9ORUGHbWHYZZUnBPs2VTvbkcayLDZs3oFt23Rs1wqHoxEsMRcRCZOILlIKCgoIBoOkpqZWOp6amkpeXl6Vn8nOzv59N7VtWluzibOzAQuf0ZxchpJue7GN0ARYlx3EIIgvUAKAYfvZVu6jNO/w985MTyLG3ohvbwk/bgtS5jNxNm/H2i1FTHjVywtjwCBUptiWFy/xZK9fT2trDpYdul8MYFgllAd2AhYeiikN+Cryl/z8JtsdFxw0w2/bqGMwi4AdRxR5GARwYGHhYOoCg4++NnE5vewp2sbdj77EpFsuITbac8ivsUOgGXEUYuLHxsTARaBkIyYBgkRTbESzpeR3/ncKg9/7vRUIBvnXK/NYv3EHNtAxvSV/vvocnEd4ofK7fyabsP3bLiMjI4xJRMIjoouU2vi9P8hm2Y9E523BNkPLbaNtP3GxeWAMw1n0EYbtJ+g5FtsRR6x3MxgQiBlI22bDfp24egjOvVm8dEscr37iJK+okC4JNq4YP7Yjg9y932MRi4kPAwPMKBwJA8lo3RVP/hIcZfmhYZ9AGqZvK1FuDxjRQAyxjn0rgWwLT3QqcalVt0N2dvYBbRS9NQHD9kAwDgIF2P4dGEYMP2534HGB7UwgzhNHSVk50XFJZHRMO+TX6M4/BkdpEEwXhhXA8G4mitLQSh8jgJnchYyD5ItUVbVbTc37ZAU5+XtJSUkGIHdXMWs3FTBi2Il1ETEi1UW7NVVqO5EIL1KaNWuGw+EgP7/ySpX8/HxatGhRL/c0rD1UXjRrYgSLwS4HnNimA8MqxZt6PZgGGI6KuRgVLF9oGbIZd0DhYgQKSUlw8eezC1i30UtOgQH+7VhmPAmxMZhGCdhgYxOI6hyaA7PjKYLRx+AoXw92GbYZjT/hFLzNrsB2JhKV+wymb3NoNY4RjT/p3Bp9zf64E0ObsZlubHcbyhPOwl38KS1TSvg2JwqHpxMAsdEeWjQ7/IRcX/NRUODC9G/DNmNwGDZBTLCDYDgx/VtqlO9IsXN3UaVeE5fTyc5dRWFMJCIS2SK6SHG73fTq1YtFixZxwQW/Dl8sWrSI8847r17uGYzqim3GYdj+fQVGkKA7HXfRPHCGeisM24u7aDbe1KsP+LyzaCGuPR9hBnZj46A8dTRW3K9b4QfiBuDasxDDv5N7Rvi5+81odpdAvCuXv/0xCcsTGypwjChMf05o7xTDwOHbRHnyZZhWIbYZSzCuX8U8j/JW/w9z73I+Wb6OdTsSGNCnkF7dmlX7aw4kDQfLj7NsNYHY/gSShuNvcQXXXvs/tv7r32zI3YPTk8Kf/nA6yYnVmOtiOH+dGGv7id56NwZ2aIt/224cW/3Xg9NO6MUHi1Zg79s7xjRh6MkHf0yCiEhTF9FFCsCNN97I2LFj6dOnDwMGDGD69Ons2LGDq68+sECoE444ylvdinv3e2AH8MedBKYTKvWvGKGJob9hBHbjLvoAM5CPESgAG6J3PIa3+ZWhQgCwXS0oTx5JbNk9pKWavHyzjTcYxOkJgsuFbUaDDab3J4xAIbblx3Y2x3Yk4fR+j695FauGDCePv53H4uVbcDocfLTke669eDhnnVK9fVZcu2fjKv4U05eHs2QVVuE8/LH9iSldxRNXO/D5A5DclUBKDX6hWmWYgZ1YjkT88UNwF30EBLDNGHxJ51f/OkeQtNap3D/+Ct6Y/SkAfzxvMO3TWoY3lIhIBIv4IuUPf/gDu3bt4tFHHyU3N5ejjz6at956i3bt2tXbPW1XC7wtxvx6wPJiO1tiBHcT2v/Oxp9wCgRLcRfOwbBK8MedHCpmLC9GoDB0ngEGQVzFyyqKFAAcCYATww5iGwYeJ/hdLcDTBtO7ESNQGNqcjQBmsBCCu7EcydgJJ1eZ1+f3s2z1D7hdLgBMTD5YtKLaRYqz5EvMwC6MYCEYJg7fZkz/VixPp9DqIbcbu3QlgZTqFReGdxPReS/u2zclCl/yCMra3Inpy8OK6nDg8FgTktkxnUl//lO4Y4iINAoRX6QAjB49mtGjR4cvgOmhrPV43LvfB6uUQMIQLFcborc/HPrFbvlxFi+lPOWyUAFi2/uW6FjYZkylSxn+3UQVvApGFLZdCvgIOtMIJpyAP+ksNqx5g/zNi+mV1pzU6FwgGPpccC+uXe/hKP0Wf/wgcCQQjO4K5r6VNgfZfb7c6+OBZ95k07Zcoj1uRg5pRdc2JQSjuoBjv2xWaWhOi1UeWvKMjWnkYHkOPUm2Kp5ds8D2hXbaBdxFcymN+wdBV6saXytSLV7+Da++s4BAMED3Lh24bfSFmGaj2MC5gm3bfJ+9icI9JRzT9SgS4mIO/yERkQbUKIqUiGDG4Gt28a8vy7Ix/HkYVglmIA+sINH5z1PW/Bo8wT2Yvq3YzkRsRzL++F9XbzhLlgABgp4O+/YTCWK70/EnncsLb3zIh59uwPa6SHDt4eFLo8hMY99Osm4Mqxxn6Ve4SpYRdHfAdqVS1uo23K5YTuzbjYVL1uBwmGDbnHvaQACefvk9vv1xIy6nA9+e9cx4awnDOqYSHZVEecvx2K4UArEDcJRnQ9CHgQ/b9IBNqOcoEAdmHIGEQdVuKsPyVZ4wbAdCz/YxDr10ubHYuauIZ16dE1qBBSxd9T2vvZfMFX84PczJqs+2bR6b+jZZK77Fsm1SEuN46M5radOy+nOZRETqm4qU2jLdYJiYgZ2ExnUcgImr5H+UdpiCWfoNDu9PBKMysaKPrviYbcaEnnHjiMJydATLRyD+RAr3lrLg89V43G5wpxEo8/L8Ah9PXBXENj3Ylo1hl2EES8HhAdODESzCXTgXX7M/ctOV59OzW2d+2rSN/j270r1LewBy8nbhcjpDn7X2UuwzKChx09pdjnv3O3hbjMaffC5Bd2uicx7BDBpguLHcLQEHlqslvpSRWDE9qt00wajOOIuXg+kCO4DlSvu1x+cIsDknn5KScuJiQ5v7uZwuNmzeHuZUNbM5J58vVn5XsfNxmdfPS7P+yz23jApzMhGRX6lIqSXL3Y5g1NGhZcHYYDixXK0w9g3PWDHHYMUcc8DnAvEn4SxegenfCoDtbA1WGfbWp6BsA0Z0W2wzGis6g7JoF/6kKBx7sjDtQgiWhHo6bPhlboxhlQNgGAaD+nXl9E7fYvrehNwYvCmX06p5Mpu25eE2LWzbJjbKoFm8Y19Px6+Tf63YvpS1+RtRO6fv6/EIguXDlzyiRgUKgC/lYmwzBtO3EdtMqtQDdSRIb92cmJhfiy6fP8BR6Y1rKMvn8xMMWhWvTcPAHzhwMriISDipSKktw8DbYixGsAhH2Y/YrkSwbYJRXXDtehcjuIdA/IlYUZ1/8zkX5a3H4yj9HrAx/DtwF82nTYKTTq0s1m//GUdcJr6AzeATT6W85UCifVtxFK8gND/F/mU7WjAM/AlDKi7tLngL595PMIMlYHgwAru55arb+eczs9i0bQfxrljGDrdxO9m3cqnyJmJWbC/8vjNwF87B9OdimQl4CudSFtVx32Tf6raNiT+5fpaIR4LUZklcP+ocXntvIYFAkON6dOLyCw7/SIRI0j6tBeltUsnNL8TpdBAIBBg6qG+4Y4mIVGIUFhYeZMqlVIsdxFU0H9O3jaDnKJzFKzGDeYADsChvfg1WTPeDftyT+wyOfc+y8fptps3LZ4fVn4H9T+SUgcdien8mdtNNGFYpodm4FjYGvpTL8CedgeU5quJaMZtuxeFdHzrPtrEd0ZS2fQgox3alYRsu9mRPJTUlFn/8CVjR3Q7IYwQKic75R2gSLYDlx3K2wJd6BZa77WHawsb0/hwa4ok6CgxXTVoyoh2Ju3+WlJYz/d/z2Vtcyukn9aZ/z651fo8jsd0aitpORD0pv5/hwJ90FgCmdzOOwjkVq1qwTVx7F+M9RJFiOxL3PYzPicdlcOP5KZS1uQTbkYwn7xmc5evAKiHUi/LLZFQP3uaj4Jet8H+JEtgV6mUx2Ld9/h6icp8EwwYzhvLmV5HrOIuEFgf/hy/08MR9k1wtLw7vRkzfz5jbdxCIHXDwpxdbPjz5L+Is/xHbtrHdrSlr9eeKhzKGxqiCvz5osJaCwSCGYTS6lTSRKDYmipuvbJp71ohI46AipZb2lpTx6bI1uF0uTjn+WNwuF7bhwOY3z+8xDv3L1JdyEaZ/B6Z/B7Zh4k8cju1shqNkVWgYyRFNaP7JvqGeUAVS5UTUoKcLRnAl2H4MO1CxDX1oAqsd2qCOkYfMYzlbYDuSQquW/DvA8mO7W4HpwVnyJf7E07Fdvz6SwPDvIir/BczyTZiBbQQ9HcARjRHYibtwXujrK/sRT8FMDKscy9WM8hbX1+gpzRBajfLsq3P54n/fA6HdW6+9ZPhhPiUiIo2ZipSDCZZg2D5sR9IBz98p3FPCn//+PLsK92LbNvM+Wc5jE67D7WpDMLo7jrLvQieaMQQ8GUTteBwAX8IZB06mNaMob3Xbvo3PPBXFhxHc+2uBY8SAvWdfAeTCcrXaNyel8qV8KSMwAztDy4n3PUvZ9G3EcncC08Swg4f/uk035S3/H+5db2IECrDdMdjO5qEYBDGs8kpbsngKXsYIFGAEd/H1T6W8tGgDAUcKZ/eP57STS8EO4il4BcPygmFg+vOI2vkK5S1vPHyW/Xyy9CsWfLG6YsO69z9ZTo8uHRjQu+6HKEREJDKoSKmCe9d/cBYvBWwsd3roF+p+8yvemLOIvcWlRHncAGzcmsviZd9wxsnH4U29DkfZNxiBQixHElEFMyqeVRO1cwZlLf8ftie98g0N44BdWAOxvXEXzQfbj226wYrDcjUDR2Lo3CqGTayY7gSiumFYRRjBMsxgfmgIyApgRXUkGNMfSg//9duuFLwtbyBYvAL3rjf31TtBLGcLLHfrytGDxRjBInYUFHP3m/uGdsy9PD07SFRaO/oll4VWIFUUXCZGsOYP1Vu7fkulh/OZhsnaDVtUpIiIHMFUpPyGWf4zzr2fVfRomL7NuHe/jy9lRMU5Pr8fY7/eFWP/5ZuGQTDmWADcu96mcneHjbN0Ff7fFin7s8rw5L+MGcjHcsRhGwlYzmYYvm2hh/SZHnyJww8+jOSMxrC8mIHcfQccYIDlaI4v5ULYtb7abRGI64+NA2fpSmwzGl/yhQdMhrWczXCUfsOybCflAYMolw2YGJ5UPl2dT7++sdiGC0fZjxhGEBs3/sTTqp3hF32P7cLCJV/9OhfFgD7HZPD+wuV8sGgFAGcO6cu5px9f42uLiEhkUpHyG0ZgJxV7zNuh/U+MwK5K54w8axDLVv9AIGBh2TbNkxMYNODAPVEI7MH0bsI23KF5HXYQy/WbB8rZdmiSqz8Pd8FbuHe/g0EAy9EMK6oTttOkrM1fIbgX07cD25mM7Wp+0PyWs/m+vBaEypr/396dh0dVno0f/55zZkkmASZkg5CwyBoRZBGBYFjdkLJIX7HiK5ZaZdX6o1DBY4sRogAAIABJREFUuuDSIoprBTdEoAZFcUUsizatQhApr4AWZBdZDISQQNZZznl+f0wyMARIwOAMcH+uy0vnOc85556T8Zp7nhXL1hjlSKrSbVUTZmxnzNhTbyzoSRyJUbaZ1PgfAQNlRAEaPiuGhon1j3uPBB6rXjmu5sx07dCG4YP6sGLl/4EGA/t2xbIUbyxahs0IfIzfWLSC1IaJdGzbopqrCSGEOB9IknICK6olmCUYnh8Cr/Vo/O7QwaYpyfE8/edRvPePL7Hb7dwyqDexruiQOraiVdjKvgPNQDcLUZ5SfPX6Y8Z0BUAv/Rbn4UWgvFhGAoY/F1vJGgLJBehmHpT7saL1wOwfPQZb8crAeBPNwFfvOvx1rqoSv+HLxXS2wPBsAWWhYaJ7toAqxXB1Ac5swGq1dBeljZ/mcsdz9P1+K198W46px9GmVQt+M7A3WCWBpCuq+bFT/IfO6lb/c0Mm/3PDsU0WX1+4NLg0PQS6gNZu2CJJihBCXCAkSTmRVQ66HaUFxpugRaOZh6tUS0mO5+7fDjnlZYyS/4Buw3I0Bnxolheve2CgNcMqw5m/AE350X0/Yfg3BGbjYIVcQzePYuoxoNmwFyzBVvJNRTeUH0fBB5hRrVH2xIq4y3Dmv41e+i2aWYDpbI3h+b6iEUNh+A8Qvf9xklRf4IQpyMoHlgf0mLNqbUF34mk4iXtGbWDk3mV4LYP6ae2xbAaoaJQehaa8FfeyUHrt7ILcslkqn/zzK4yKsSqmZdK6+Wm60oQQQpxXJEk5ge7dE9i7JuqSYJnh3cuZLhiuabZgVw7YUboGFeunaP5CNKsUw/MDmlVakUj4Qs7/8ZDOJ+uicDW7jIFx+4k5/Ba6WQjoWI5GKM2G7t2HhYGt6N/Yi7IJjD+xB65lFYAejVImGnqgS0mzqGv+F8xiMGIBsB3Jxn50KZoysewNKE8eH4zzjN6vvxDH4bdJiA6shMvhtyg3YrCi0/HE34oz/y00VY6yxeNJuO2Mr38ymV3a8t3WXaz8+jsU0K9HR3peeZJuNyGEEOclSVJOYDmahA4OVX7M4xKWk1J+HPnvYHh/QGlOPPG34Im7kegDM8E6Cuj4Y3ugbHGB6nq9wEBYsxDQ0LBQWhSasgCLrft1/vj3unhszfBv+pavvlrOC7+10FGgKXTvfsyoligtmujc6WB50Mt3oOlOTGdzLGdTlF4XS1kYZRtAeQEVbB3SlD+w4oq/AMeRJYFBuJqO7tuP4/AivAn/C1Ypzrz56OZhLCMOT8LtYLhO+QiMsm8D04z1ihYodGzFX+ONTseKTqes0SOBFpvg8Z9P0zTG/u9A7vpNYDE9m82o5ozIlL16Ax8sW4WlFNf37MyvKnawFkKIi50s23kC5Uiq2CAvFqW78Md0w1+n92nPcRR8gK1kLZpZiO7LJergyyh7IqUp9+NJvIvyBhOPbbKnLKLyZqH7j6KwUJgo7Ci9Dn7XFZTF3cEbazrii26PEdWQaP0oW344yPc/FFYkGwAapr0RUQdfRPPlB1pPNB2s8sD6KkqhdCflSaMw7WkoNJQWhWVviEdrEFjlFgJTgS3PsTei2SoSJ4g6+BqGZxuaWYjh2U5U3iunfQaWLR5CVlAxg0lZ4NparSYox7PZjPM2Qdn+w35mzv+YA4cKycs/wpx3l7N2w9ZwhyWEEBFBWlJOwh/bFX9s1xrX1z0/BlZ1hUC3ilWM5i9A2ZMwT1i8zVa8OrC/jeEAZaBZZYFF2nSD8oSRWDHtMOssAH0XYKL5DwamO2s66FEoHCjDheH9Ec1/CN08goWFZW+A7t1Xsa6KE0/936AcyZQ1fQ69ZD320m/ALMFWupPofQ9hOpsHpiQbdcEsQfftQVMelFWO5itA8+cF13dBM9B8px/sakW3xe/qgK10I6CwnI3xufufwVO/OK3duAXLUlQuAWMzDFZ/s4kul7cKb2BCCBEBJEmpBcqoA779wS91pdkDZVUqBnY9RnOi9Bg0sxilubCMOpQ1nIwVE0hobh3cl++2zMHv8+HzmKQ3qUN6Ew9K86I0V2AKsmZH2ZLAKkbzH8ZyNsUXm4EnYQTKnhyybL4V0wGvsynR+/+KoXnQlA1b6UaUrT5lSaNx7Z0Mloll1ENTNpyHXkfpLjR/YJVYlELZoqu+H7MUZ/7bGGUbUZoN09WJsgaTQDdQtsRqtwQQ0CytIdZxA6Z9fj+XpDU8zRlCCHHxkCSlFnjibyX6wAto/gLQbfjcQ45trFdB8+4lKm82mvcwhm83piMNTa8DykNZ8t1YMR2DdZs1bsAzD44ie+lsknQPAzsdxTDqYNkb44vNCKxEi4ky3JiOSwA/XvegwJTkU3SpaL6DYB233KxuQ/fuRcUNwjISsVnFYB1F85WgNI3yBvcG4rVKUXo0nvgTBrsqk+gDz6OXbkQ3jwJg+A6gmfl4ku+ujcd6UejaoTXXXtWZf6/ZCEC3jm0Y0PfKMEclhBCRQZKU2mDEUNZwMlhlgSThuCXrjaKvsR9djlH2LWh1UY44TBqhmYWYsd0C+/lEt65yydR6+dzZOxe0Zuje/aC8mPYUDM9OUOXovsOg52E6WlCePB4rOv20ISp7UsXA15JAgeXHcqQAoPt/AiuwuzCWH93/E8qZRlmjqYHERndVmZqsmYVo/jx0q+xYi4lVhuHdG9zVWVRP0zTG3jaQ3w27DqUU0VFVN44UQoiLlXyT1BZNqzL7RS/bSnTuU2hWGZpVjNIOYRnpKFssFnGB6b6noHv3AQo0A8uZFpjOjD+wW7KjEZatPpjlmK621SYoAMrmxhN3E2bJWyjsWK7W+Ny/Chyzp6LUrsCsH92BZU877j3FnPx6WjRgoDQdzfIH6moaCjtwfg5iDafKfaCEEEIcI0nKOeQoeB/NKgmMVdEMNOVH8+Wi9CaBZfJPw4xqA9onxwqUieVoiuH7KfBSjwYtKrBzcg2ZsV3YZbhpmRa6mJvlbAT40ZQXzSxC9+0hes8UzKg2eONvCrSkAJjFROW9jmYWoPRYvDFdcZhFGL49gevYUgKJz9ksCCeEEEKcQJKUc+rYwFGlR6OZJSjNiem8BE/Cb09/pu8nLL0Ohnc3lqMJPncP/HV6YvPuqthfSAfNhq9exQwapQDr2IycM+CP7khU0Wo0qxiUB3Q3ttKN2ErXYytZR1mjB1BGLK4fJ6L7D6Ns9VBGPWzKT1naNDTfAUADzcB+NBujbD2+On1O2o0lhBBC1JQkKeeQp/4wbKX/V/Hlr7DsDShNewJ1wi7Imq8Ao2w9yqiL6eqIXroR56E3QbehbPGAhb9OJuhOyhr8EfvRz9DMcnx1+6Ds8diOfI7j6OcoLKyoFngSRp5RsmIvysaKaobm/Qndl49uFqCMWFAamnkYx+F30c2jGL79gELzlWBhoWk2lOFG2eLQzKNE758WGI8CGOXbKU8aG7JyrxBCCHEmJEmpRUbJOuxF/wal4XVfjxWdTmnKn3EULgVNw1uvf9UExbuP6AN/C+wZpCzM6DWABnrFn0bT0fyH0T0/YEW3AT0qOJYkcP5POAqXgG5DA4zSTdiPLMXnHlDzwJUZ+LfuAu3QsTXZNIXSY9HMIjTfQZRmD6wqq+lo/kKUs1mwa8coWV8xyLai+0mBrXglXklShBBCnKWLOknZvfcAn/xzDXViXQwb0PNnDV7Uy7bhzF8QaMFQiqi8OZQ1+H9YrnaUu069n4yjcHEgSaiYOmyUb8FyXgLKOjZrRjNOOYBV9+0F/AT/lLotMBvoDFhRzTFKv0PZ6mH53eiqIFBu1AfDhRnTGf3IUixHGrr3RzTlAz0aT8LvgtdQxombBpqgx55RHEIIIcTxLtokZduuffx5xlyUUvhNi7UbtvD0A3fhsNurP/kkbKVrCY5B0TRQPmylG/FVTPMNDDqdg2YWogw35Ym/C2zyp1TIdTQsvHX74SxYVLHkvY4/pjOWPfWk97UczcAqR/fuQVNg6S7Mume20qsn4XbshUvQffux6vTGF5OJo/BDNFWC6eqEP6YLmncPtuK1WLaGKJub8uS7Qwb/mq7LMaPbYJRtDiz+5kjBeyatOUIIIcQJLtok5d1PvwBA13Ucus7OH3/iv1t307Fti7O6nmVLrlgfpCLJUQrLnhg8HpX3amBasWagmUeJynuV8gYT8NXti5G3o6KLxY9pT8OKbkNZ1BR07x6UHo2yp5x6xoymo1FxTAv205xZ8JqBL25QSJE3sWLxNmXiPPgiRvl2NBSWPZ6yhhMDy+mHXEPDkzg6sIu08mM5G8taKUIIIX6Wi/ZbRNe0wE7AFa81XcPQz34Zd3/d3hjlWzA8O4CKlgVXp+DxQKtI5V44euA1YEW3pjx5PLailSijLr561we+3DUbVlT1CZPu2YHSnaioY9OKDc82/PQ+6/dyPKP4K4zyHaA7UboTzTyKregr/O5rq1bWtEByIoQQQtSCizZJuW3o1Xy79QdKyzyYlkXblk1o26rJ2V9QM/DFXhXYhRgdX53MkNYPZcQEls0P7oVzbIyJ5WyK19n0rG5r2RoRsnia5cdy1N7eL7pZGBgbo/wVK9/6sZV8hb/eNed8PZT9B/J5JWsJHp+PjM6XMujq7uf0fhcDpRRvL/4X6zftIDYmmvEjBhFX7yT7TAkhRASI6B3g5s6dy69+9SsaN26M2+1m9+7dtXbtRg0SeP6hMQwf3Idxtw3iLxNHYhhnv1KqXr6TqPx56GY+uv8gUQdfRfPmBo97En4b3HRQGbHVrpNSU8qZgtfdH4UOSsOMbhNojakl/pguKAyM8h2BWT6qHN2zH9uRZbV2j5MpKS1nylNvsGnHHnbtOcAb7y5n6b/WntN7XgwWfPRP3lnyBT/sPciGzbuY/OQc/H4z3GEJIcRJRXRLSmlpKX379uWGG27g/vvvr/XrJ9Svx0039KyVa9lK1lB14Ox6fI5AwqAcKZQ1eggsb2DcSi22QvjrXYu/7tUEFnOr3T+psifhib8ZY/8ToDuxbIlgxGAr34yf2kuGTrRrby75BUeJiY4CwGG3k/N/m7i+d5dzds+LwfpNO4ODww1d5+ChQg7mF5KSHB/myIQQoqqITlLGjh0LwDfffBPmSKpnGfFVB87aEqpWPMUuxT+bpnOuGsasqNZYx62JgrJQWtQ5uVcld91Y7LZjLVt+06Ru7MmnYYuai45yYFkWesX4K7vdRozr3P4thRDibEV0d8/5xF+vL2bUJaC8oPyYrraYMZ3DHVbtMOrgrXdNYLq05UUZdfDWv/mc3jK1QQK/6tsV0zTxeLwkx7sZdatMaf65xo8YTL06MXi8PizLYtgNmdSrI8mfECIyaYWFhar6auH1zTff0KdPHzZs2ECTJqcf3Lpt27ZfKKqTUAo7hwEdH+4LbqM9QxVjUI4PN+oXml5ceLSE0nIPSfH1sP2MMUPiGJ/Pz8HDR4l1RVGvjqv6E0REaNmyZfWVhLjA/OLdPY8//jgzZsw4bZ3FixeTmZl5VteX/5FPb9u2bfKMzsKF9twu/YXuc6E9t1+SPDshwpCkjBkzhmHDhp22TmrqyVdXFUIIIcTF4xdPUuLj44mPl5kEQgghhDi9iJ7dc+DAAQ4cOMD27dsB2LJlC0eOHCEtLY24uLgwRyeEEEKIcymiZ/fMmTOHnj17cueddwIwbNgwevbsyaeffhrmyIQQQghxrkV0S8qUKVOYMmVKuMMQQgghRBhEdEuKEEIIIS5ekqQIIYQQIiJJkiKEEEKIiHRerDgrhBBCiIuPtKQIIYQQIiJJkiKEEEKIiCRJihBCCCEikiQpQgghhIhIkqQIIYQQIiJJknKRmD17Nu3btyc5OZlevXqRk5MT7pAi3jPPPEOfPn1IS0ujefPm3HzzzWzatCncYZ13nnnmGdxuN5MmTQp3KBEvNzeX0aNH07x5c5KTk+natSsrV64Md1hChI0kKReB999/n8mTJ/PHP/6RL774giuvvJKbbrqJPXv2hDu0iLZy5UruuOMOli1bxscff4zNZmPIkCEUFBSEO7Tzxtq1a5k7dy5t27YNdygRr7CwkOuuuw6lFO+88w5r1qzhySefJDExMdyhCRE2sk7KRaBfv360bduWF154IVjWqVMnBg8ezMMPPxzGyM4vxcXFNG7cmKysLPr37x/ucCLekSNH6NWrFy+88ALTp0/n0ksv5amnngp3WBHr0UcfZdWqVSxbtizcoQgRMaQl5QLn9XpZv349ffv2DSnv27cva9asCVNU56fi4mIsy8Ltdoc7lPPCvffey+DBg+nZs2e4QzkvLFmyhM6dOzNy5EhatGjBVVddxauvvopS8jtSXLwkSbnA5efnY5pmlSbjxMREDh48GKaozk+TJ0+mXbt2XHnlleEOJeLNmzePnTt38sADD4Q7lPPGDz/8wOuvv07Tpk157733GD16NI888givvfZauEMTImxs4Q5AiPPB/fffz1dffcXSpUsxDCPc4US0bdu28eijj7J06VLsdnu4wzlvWJZFx44dg12wl19+OTt37mT27NncddddYY5OiPCQJOUCFx8fj2EY5OXlhZTn5eWRlJQUpqjOL1OmTOH9999n8eLFNG3aNNzhRLyvv/6a/Px8unXrFiwzTZOcnBzmzJnD/v37cTqdYYwwMiUnJ9O6deuQslatWrF3794wRSRE+EmScoFzOBx06NCB7OxshgwZEizPzs5m0KBBYYzs/HDffffxwQcfsHjxYlq1ahXucM4LAwYMoGPHjiFl48aNo3nz5kyYMAGHwxGmyCJbt27d2L59e0jZ9u3bSUtLC1NEQoSfJCkXgXHjxjFq1Cg6d+5M165dmTNnDrm5uYwcOTLcoUW0iRMnsnDhQt58803cbjcHDhwAICYmhtjY2DBHF7ncbneVwcUul4u4uDguvfTSMEUV+caOHcu1117LjBkzGDp0KBs3buTVV1/lwQcfDHdoQoSNTEG+SMyePZvnn3+eAwcOkJ6ezl//+ld69OgR7rAi2qlm8dx3331MmTLlF47m/DZgwACZglwDy5Yt49FHH2X79u2kpqZy5513MmrUKDRNC3doQoSFJClCCCGEiEgyBVkIIYQQEUmSFCGEEEJEJElShBBCCBGRJEkRQgghRESSJEUIIYQQEUmSFCGEEEJEJElSLhCLFi3C7XazatWqkPKDBw/idrtp2bJllXNee+013G43mzZtAmDMmDE1WmwrKysLt9vN7t27g2XTpk3j3//+9898F6GmTZsWXBjM7XYTHx/PZZddxvjx49m/f39I3TFjxtCuXbtavX9NtGvXjjFjxtSo7p49e5g0aRKdOnUiOTmZRo0a0adPH2bMmMGRI0fO6L5ffvklbrebL7/8Mlg2YMAABgwYUKPz8/PzeeSRR+jWrRspKSk0bNiQjIwMpk6dSm5u7hnFci7MmjWLjz/+ONxhCCHCTFacvUBkZGQAkJOTE7JIW05ODi6Xi7y8PLZu3RqytHtOTg7169cnPT39jO513XXXsWLFCho0aBAsmz59OhMnTqRXr14/851UVbmpn8/nY8uWLUybNo3169fzxRdfoOvnR569atUqbrnlFhITExk1ahTp6en4/X7Wrl3L7Nmzyc/PZ9q0ab9ILN9//z1Dhw5FKcWoUaOCS9hv3LiRN954g23btpGVlfWLxHIqL730Et27d5etG4S4yEmScoFISUmhWbNm5OTkhJSvWrWKzMxMtm7dSk5OTkiSsnr1arp163bGq1kmJCSQkJBQK3HXxBVXXIHNFvioZmRkYBgG99xzD9u2bauyIVskKiws5Pbbb6d169Z8+OGHxMTEBI/17duX8ePH8/XXX/8isfj9fkaMGIHT6WT58uUkJiYGj/Xq1YsxY8awYsWKXyQWIYSozvnxM1TUSEZGBmvXrsXv9wfLcnJyyMjIoFu3biEJzI4dO8jNzT3p0vgbNmygf//+NGzYkE6dOjFnzpyQ4yd291QuHz9jxoxg18zxrQIrV65k0KBBpKamkpKSwtChQ4NdTGejTp06APh8vtPWy83NZdSoUVxyySUkJSWRkZHBwoULq9Rbt24dgwcPplGjRqSkpDBo0CDWrVtXpd5LL71Eu3btSE5Opnfv3lUSwlOZP38+hw4d4sknnwxJUCrFxMTQp0+f4OvS0lIefvhh2rdvT2JiIu3bt2fGjBlYllWj+53OJ598wtatW5k6dWpIglLJZrPRv3//4OujR48yadIk2rRpQ1JSEldccQUzZ85EqWMLVZ+s+w+Oddcdz+128/jjj/Pyyy/Tvn17UlNTueGGG9i8eXOwTrt27dizZw/vvPNO8PNU0y41IcSFRZKUC0hGRgbFxcVs2LABCPyC37x5M927d6d79+4hX6qVY1dOTFKKioq48847GTZsGAsWLKBTp05MmDCBL7744pT3rfzlPXz4cFasWMGKFSsYMWIEENiLZPDgwcTExPDKK6/w2muvUVxcTP/+/Wu8Bb1pmvj9fsrKyli/fj1PP/006enppx0/U1JSwoABA/jss8946KGHyMrKom3btowaNYq5c+cG63333XcMGDCAwsJCZs2axUsvvURRUREDBgzg22+/DdabP38+U6ZMITMzk6ysLIYPH87vf//7Go0lyc7OpkGDBlV2Bj4Zv9/Pr3/9a+bPn8/o0aNZtGgRI0aM4KmnnqqVjeays7MxDINrrrmm2rqWZXHzzTeTlZXFuHHjePvtt+nXrx9//vOfeeyxx846hoULF7J8+XKeeOIJZs6cyd69exk+fHgwuX7zzTdJTk6mX79+wc/Tn/70p7O+nxDi/CXdPReQyoQjJyeHzp07s3r1apxOJx06dKB+/frs3buX3bt306RJE3Jycqhbt26VwaZFRUVkZWXRs2dPIJD4fP7557z33nvBshN16dIFCHQ5Vf53pcmTJ9OjRw/eeuutYFlmZiYdOnTgxRdf5Iknnqj2fSUnJ4e8btWqFQsXLjzteJSsrCx27NjB4sWLyczMBOCaa67h4MGDPP7449x2220YhsGTTz6Jw+Hgo48+Cv7q79OnD+3bt2f69Om8+eabWJbF9OnT6devH7NmzQreIyEhgd/97nfVxr9v3z7S0tKqrQeBAdCrV69myZIlwb9n5Tif6dOnc++99560BaSm9u3bR0JCAi6Xq9q6y5cvZ/Xq1cycOZNbb70VCHRPlZaW8uKLLzJu3Dji4+PPOAa73c7ChQux2+3Bsttvv51169bRtWtXLr/8chwOB/Hx8VU+T0KIi4u0pFxAmjZtSqNGjYKtJJXJisPhoEWLFiQmJgZbU3JycujatSuGYYRcw+VyhSQjTqeTFi1a1LjV43g7duxg165d3HTTTfj9/uA/LpeLLl261Li75LPPPiM7O5vPP/+cuXPn4nK5uPHGGzl48OApz8nJySElJSWYoFQaNmwYhw4d4vvvvw/Wu/7660O6JerWrUv//v2Dz3Hfvn3s27ePIUOGhFxr0KBBwbEyteXzzz8nLS2Nrl27hjyzvn374vP5WLt2ba3e73RycnLQdZ2bbroppHzYsGF4vd6zHkfTp0+fkASlskXsbD5jQogLm7SkXGAyMjJYsWIFSilycnLo27dv8FjluJSePXvy448/MnLkyCrnnziGAMDhcFBeXn7GseTl5QFw9913c/fdd1c5npqaWqPrdOjQIZgMdO7cmYyMDFq3bs3MmTN55JFHTnpOQUFBlRYYONYqU1BQUG29wsJCAA4cOABAUlJSSB2bzUb9+vWrjb9Ro0YhYy5OJy8vjz179pxyYPLhw4drdJ3TxZKdnU1paWm1rSkFBQXExcXhcDhCyk98hmcqLi4u5HXl9c/mMyaEuLBJknKB6dGjB++++y5r165lw4YNPPDAA8Fj3bt35/XXXw+2EFROWz5XKr/AH374YXr37l3l+PG/ps9EUlIS8fHx/Pe//z1lnbi4OLZv316lvDLhqPyijIuLC5adWK8yYav8Uj6x5cbv99coaejduzfZ2dmsX7+eDh06nLZu/fr1adKkSci4meM1bty42vtVF8u8efNYsWIFgwcPPm3duLg4CgoK8Hq9IYnKic8wKioKqDqQ+ecmVEIIId09F5jKxOPZZ59FKRXSp9+9e3d27NjBBx98gMvlolOnTrV2X4fDQVlZWUhZy5Ytady4MZs3b6Zjx45V/rnsssvO6l65ubnk5+efdjxEjx492LdvH1999VVI+aJFi0hMTKRNmzbBeitWrKCoqChYp6ioiKVLl3LVVVcBgdaH1NRUPvzww5BrffzxxyEzqU5lxIgRxMfHM2nSJEpKSqocLy0t5V//+hcA/fr1Y9++fcTExJz0mZ3NGJDjDRw4kJYtWzJ16lQOHTpU5bjf72fZsmVA4NlYllXlfb/77rs4HA6uvPJKgOB4m+NnbPn9frKzs886TqfTWeXzJIS4+EhLygWmVatWJCYmsnTpUjp06EBsbGzwWPv27YmNjWXp0qVkZmaedUvGybRu3Zrly5dz9dVX43a7adCgAQ0bNmTGjBkMHz4cn8/HkCFDiI+PJy8vjzVr1pCamsr48eOrvfZ//vMfDMPAsiz27NnDCy+8gGEYpx20Onz4cF5++WVuu+02HnzwQVJSUnjnnXfIzs7mueeeC47FmTRpUnAG0h/+8Ac0TeP555+nrKwsOKNE13X+9Kc/cc899zB27Fh+/etfs3PnTp577jnq1q1bbfxxcXHMnz+fW265hV69enHXXXcFF3Nbt24db7zxBoMGDaJ3794MGzaMrKwsBg8ezLhx42jXrh1er5ddu3bxj3/8g6ysrBoNej0Vm83G3//+d2688UYyMzMZPXp0sHXnu+++Y968ebRs2ZLrrruOa665hu7duzNhwgQOHTpEeno6y5cvZ/78+UyYMCGYMHXq1IlmzZrx0EMPoZTC4XDw+uuv4/F4zjrO1q1bs3r1apYuXUpycnKwhUkIcXGRJOUClJGRwUcffUQPd5o9AAAB0klEQVT37t1Dyg3DoEuXLmRnZ9d6V89TTz3Ffffdx29+8xs8Hg/33XcfU6ZM4dprr+XTTz/l6aef5p577qG8vJykpCS6dOnC0KFDa3Tt66+/HgBN00hOTubyyy/n2WefpXPnzqc8JyYmhiVLlvDQQw8xdepUiouLadGiBa+88go333xzsN5ll13GJ598wmOPPcbYsWNRSnHFFVewZMmSkJlPI0aMoKSkhJkzZ/Lee++Rnp7O7Nmzueuuu2r0Hnr06MHKlSv529/+xqxZs9i/fz92u51WrVrx+9//njvuuAMIdIG9//77PPvss8ybN4/du3fjcrlo1qwZ1157bZXxIWejTZs2wVgWLFjAE088gVKKSy65hIEDBzJ69GggkJwtXLiQxx57jOeff57Dhw/TuHFj/vKXvzB27Njg9Ww2GwsWLGDixImMHTuWuLg4Ro8eTefOnZk+ffpZxfjwww/zhz/8gZEjR1JWVsYtt9zCSy+99LPfuxDi/KIVFhaq6qsJIYQQQvyyZEyKEEIIISKSJClCCCGEiEiSpAghhBAiIkmSIoQQQoiIJEmKEEIIISKSJClCCCGEiEiSpAghhBAiIkmSIoQQQoiIJEmKEEIIISLS/wdPFLCmF0dxPQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ckd.scatter('White Blood Cell Count', 'Glucose', group='Color')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Earlier, we said that we expect to get some classifications wrong, because there's some intermingling of blue and gold points in the lower-left.\n", "\n", "But what about the points in the training set, that is, the points already on the scatter? Will we ever mis-classify them?\n", "\n", "The answer is no. Remember that 1-nearest neighbor classification looks for the point *in the training set* that is nearest to the point being classified. Well, if the point being classified is already in the training set, then its nearest neighbor in the training set is itself! And therefore it will be classified as its own color, which will be correct because each point in the training set is already correctly colored.\n", "\n", "In other words, **if we use our training set to \"test\" our 1-nearest neighbor classifier, the classifier will pass the test 100% of the time.**\n", "\n", "Mission accomplished. What a great classifier! \n", "\n", "No, not so much. A new point in the lower-left might easily be mis-classified, as we noted earlier. \"100% accuracy\" was a nice dream while it lasted.\n", "\n", "The lesson of this example is *not* to use the training set to test a classifier that is based on it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Generating a Test Set ###\n", "In earlier chapters, we saw that random sampling could be used to estimate the proportion of individuals in a population that met some criterion. Unfortunately, we have just seen that the training set is not like a random sample from the population of all patients, in one important respect: Our classifier guesses correctly for a higher proportion of individuals in the training set than it does for individuals in the population.\n", "\n", "When we computed confidence intervals for numerical parameters, we wanted to have many new random samples from a population, but we only had access to a single sample. We solved that problem by taking bootstrap resamples from our sample.\n", "\n", "We will use an analogous idea to test our classifier. We will *create two samples out of the original training set*, use one of the samples as our training set, and *the other one for testing*. \n", "\n", "So we will have three groups of individuals:\n", "- a training set on which we can do any amount of exploration to build our classifier;\n", "- a separate testing set on which to try out our classifier and see what fraction of times it classifies correctly;\n", "- the underlying population of individuals for whom we don't know the true classes; the hope is that our classifier will succeed about as well for these individuals as it did for our testing set." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How to generate the training and testing sets? You've guessed it – we'll select at random.\n", "\n", "There are 158 individuals in `ckd`. Let's use a random half of them for training and the other half for testing. To do this, we'll shuffle all the rows, take the first 79 as the training set, and the remaining 79 for testing." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "shuffled_ckd = ckd.sample(with_replacement=False)\n", "training = shuffled_ckd.take(np.arange(79))\n", "testing = shuffled_ckd.take(np.arange(79, 158))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's construct our classifier based on the points in the training sample:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "training.scatter('White Blood Cell Count', 'Glucose', group='Color')\n", "plt.xlim(-2, 6)\n", "plt.ylim(-2, 6);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get the following classification regions and decision boundary:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "\n", "x_array = make_array()\n", "y_array = make_array()\n", "for x in np.arange(-2, 6.1, 0.25):\n", " for y in np.arange(-2, 6.1, 0.25):\n", " x_array = np.append(x_array, x)\n", " y_array = np.append(y_array, y)\n", " \n", "test_grid = Table().with_columns(\n", " 'Glucose', x_array,\n", " 'White Blood Cell Count', y_array\n", ")" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "remove_input" ] }, "outputs": [], "source": [ "\n", "c = classify_grid(training.drop('Hemoglobin', 'Color'), test_grid, 1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "test_grid = test_grid.with_column('Class', c).join('Class', color_table)\n", "test_grid.scatter('White Blood Cell Count', 'Glucose', group='Color', alpha=0.4, s=30)\n", "\n", "plt.xlim(-2, 6)\n", "plt.ylim(-2, 6);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Place the *test* data on this graph and you can see at once that while the classifier got almost all the points right, there are some mistakes. For example, some blue points of the test set fall in the gold region of the classifier." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "tags": [ "remove_input" ] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "test_grid = test_grid.with_column('Class', c).join('Class', color_table)\n", "test_grid.scatter('White Blood Cell Count', 'Glucose', group='Color', alpha=0.4, s=30)\n", "\n", "plt.scatter(testing.column('White Blood Cell Count'), testing.column('Glucose'), c=testing.column('Color'), edgecolor='k')\n", "\n", "plt.xlim(-2, 6)\n", "plt.ylim(-2, 6);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some errors notwithstanding, it looks like the classifier does fairly well on the test set. Assuming that the original sample was drawn randomly from the underlying population, the hope is that the classifier will perform with similar accuracy on the overall population, since the test set was chosen randomly from the original sample." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }