diff --git a/doc/pub/week38/ipynb/week38.ipynb b/doc/pub/week38/ipynb/week38.ipynb index b93a37f4c..b0fcb8e9d 100644 --- a/doc/pub/week38/ipynb/week38.ipynb +++ b/doc/pub/week38/ipynb/week38.ipynb @@ -248,9 +248,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", @@ -356,9 +354,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", @@ -419,9 +415,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", @@ -507,9 +501,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -590,9 +582,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -705,9 +695,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -771,9 +759,7 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X_train_own = np.concatenate(\n", @@ -789,9 +775,7 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_inv(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -876,9 +860,7 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "def ols_svd(x: np.ndarray, y: np.ndarray) -> np.ndarray:\n", @@ -889,9 +871,7 @@ { "cell_type": "code", "execution_count": 10, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "beta = ols_svd(X_train_own,y_train)" @@ -907,9 +887,7 @@ { "cell_type": "code", "execution_count": 11, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J = beta[1:].reshape(L, L)" @@ -925,9 +903,7 @@ { "cell_type": "code", "execution_count": 12, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -993,9 +969,7 @@ { "cell_type": "code", "execution_count": 13, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", @@ -1101,9 +1075,7 @@ { "cell_type": "code", "execution_count": 14, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "X = np.zeros((n, L ** 2))\n", @@ -1133,9 +1105,7 @@ { "cell_type": "code", "execution_count": 15, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf = skl.LinearRegression().fit(X_train, y_train)" @@ -1151,9 +1121,7 @@ { "cell_type": "code", "execution_count": 16, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "J_sk = clf.coef_.reshape(L, L)" @@ -1169,9 +1137,7 @@ { "cell_type": "code", "execution_count": 17, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -1226,9 +1192,7 @@ { "cell_type": "code", "execution_count": 18, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "_lambda = 0.1\n", @@ -1279,9 +1243,7 @@ { "cell_type": "code", "execution_count": 19, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "clf_lasso = skl.Lasso(alpha=_lambda).fit(X_train, y_train)\n", @@ -1315,9 +1277,7 @@ { "cell_type": "code", "execution_count": 20, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "lambdas = np.logspace(-4, 5, 10)\n", @@ -1380,9 +1340,7 @@ { "cell_type": "code", "execution_count": 21, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "fig = plt.figure(figsize=(20, 14))\n", @@ -1581,11 +1539,150 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CwtS7d2/vtXzrrbdq5cqVysnJkSTt27dPjz76qF/7jLoXOmnSpEn1XQQajry8PA0dOlQHDhxQmzZtvJ/VpqSk6NNPP9UPP/ygyMhI9evXT1OmTNG///1vdenSRatXr9aIESMkld8Qd+7cqZkzZ+rzzz9Xdna2xo4dW+kFQ4VevXpp3bp1euedd5SSkqLOnTtr1apVysjIUHZ2tv72t79p3759crvd6tevn2bPnq0FCxZo3rx5GjBggO68805J5dO577zzjlauXKm7775bH330kVauXKnt27erpKREvXr1UlZWlkaMGKHjx48rNTVVTZo00Ztvvqm2bdvq8OHDmjNnjjZt2qRp06YpISFBUvlN8M9//rO+/PJLNW7cWPv27VNqaqq6deumFi1ayOVyafbs2dq1a5f+53/+R08//bR3/JtvvllXXHGFvv32W82dO1efffaZ99vcNptN999/vw4dOqTNmzdr0KBBevzxx3X8+HGlpaV5P++t0LhxYzVr1kzTp0/X2rVrZbPZtHnzZqWlpalLly4aP368jhw5omPHjsnhcOiVV17RwYMHlZ2drWuuuUZ9+vTR66+/rgULFigjI0N2u11r1qxRQkKCLr744rOOS//+/bV//35Nnz5dixcv1oIFCzR48GDdc889ksqnjLt06aKXX35ZCxYs0J49ezR9+nQ1a9ZMixcv1vvvv699+/Zp586d3u9V+PucyMhIbdu2TZ9++ql2796tZs2a6aabbtLGjRv1zjvvaMOGDYqMjFRqaqpCQkKUnp6uhQsXavfu3Tp+/Hilb8iHhYXpwIEDatu2bZXfVJekPXv21Ni/q6++WldffbXefvttffrpp/rss890880365prrvH7uKxbt04DBw70TpWfeb62bt26Uk1t27ZVSUmJpkyZoq+//lqXXHKJ1q1bp9TUVHXu3FkTJ07UkSNHtGPHDt1yyy366quvNG/ePH3yyScKCwvT6NGjFRERoV/+8pf6z3/+o/fee08LFy5UkyZN9OijjyokJESdOnXSe++9p2XLlunEiRPKyMjQxo0b9Ytf/EI2m02vvfaaFi1apFWrVmnChAm68MILlZCQoNjYWL300ktavHix1qxZo8mTJ1f6mA0Nh83g2xE4Rx6PR0VFRd7PLLds2aJHHnlEa9eurefKgLNNnz5dN9xwg3eaGjhfMEWPc3bkyBFNmDDB+/jzzz+v9fQnECwLFy5USUmJtm/fTrjjvMSX7HDO4uLi5Ha79Yc//EGGYahVq1aVvnQDNARvvPGGPvjgAw0fPry+SwHqRdCm6DMzM/X6669rx44dmj9//lnL58yZo5MnT6p58+b68ccf9cQTT3i/aQwAAAITtCn6jRs36le/+lW1vwChoKBAY8eOVXJysm644QZNnz49WKUAAHDeCVrADxo0qMY/hvDUU095fzd5WVmZGjduHKxSAAA479T7l+zcbrcWLFigp556yq/1PZ7SIFcEAMDPX71+yc7tdmvSpEl6+umnddFFF/n1nFOnCgLebnx8jDIz8wIeB5XR1+Cgr8FBX4ODvpovPr52f4K6Tt/BZ2dny+VySSr/rV4TJ07UsGHD1LVr1xp/gxkAADg3QXsHn5qaqkWLFikzM1OzZs3S/fffrzlz5ig2NlbJyckaNWqUdu/e7f2LTQUFBTX+pScAAOC/n91vsjNj6ocppOCgr8FBX4ODvgYHfTXfz2KKHgAA1A0CHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACvgErLinViVMFKi4pre9STJFX4Nb2/VnKK3DXdyk++eq9P8fGjONXXFKqoyfzaxzDjL7Wxf6a1TNf6/jTD199rata/RnDmVOotVuPyplTWOXyoyddWrr+gI6edFU7hq+emFFHxTiB9tUXs45NXVw3dTVGdcJMH/G/MjMz9frrr2vHjh2aP3/+WcuLi4s1depUtWzZUvv371dycrLatWsXrHJ+VkrLyvTxv/cobVemsnKL1axJhHp1jNedAzsoNOTn95rM7fHopQ826UimS2WGFGKTLoiP1rj/11v2sKCdgrXiq/f+HBszjl+lMfKK1Szm7DHM6Gtd7K9ZPfO1jj/98NXXuqrVnzEK3SV69p11chV6vMcrOjJMUx9NUqQ9XK4it0a+uUaeUkOS9EnKXoWF2vTqiH6KbmT36xwxow6z+hrouervOnVx3dTVGL6ETpo0aZIpI51h9erVuuSSS5Samqo777zzrOV/+ctfFBMTo+TkZF144YWaMGGCbr/9dp/jFpjw7i8qKsKUcYLln9/s1tcbDquwuPwVXWFxqfZl5Kqw2KNuFzvqubrqVdfXyX/doEMnXDL++9iQlJvv1uY9Tg3odUGd1uiLr977c2zMOH7+jGFGX+tif83qma91/OlHQ6nVnzGeeWtNpVCVJLenTKvSMzT4ijYa/toqb7hXKDOkFd8f0k392vl1jphRh1n764tZx6Yurhuzx4iKivBrzDMF7e3goEGDFBUVVe3ylJQU9erVS5LUqVMn7dixQy5X9VNM54viklKl7cqsclnarpM/u+n6vAK3jmRWfVyPZLoa1HS9r97nFbh9Hhszjp8/Y5jR17rYX7N65msdZ06hz340lFr92Y4zp/CsUK3gKvRo+37nWeFewVNq6OhJl89zxJlTGHAdzpxCU/bXFzP6XlfXjVn7Y4Z6mx91Op2VXgBER0fL6XQqOjq6xufFxTVWWFhowNuPj48JeIxgOHoyX1l5xVUuO5VXpFB7uOKbV//Cqb6d2deM3Zkqq/o+pDJDynOX6eI2DeNY+Op9nrvM57GRFPDx8+ccyMsvCbivdbG/ZvXM1zoZ2cU++9EiqlGDqNWf7WRk5FW9M/+1fkfV4VBhz7F8tW8dVmNPMrKLA64jI7tYl8VGBby/ZlwTku9jUxfXjVn7Y8Z9vt4C3uFwKD8/3/vY5XLJ4fA9tXHqVEHA246Pj1FmZs0nbn0pLSlVs5gIOXPPPvhxMY1U6i5psLVX1dcYe4hCbKryogqxlS9vKPvjq/cx9hCfx0ZSwMfPn3PAjL7Wxf6a1TNf6yTGRvjsR6m7pEHU6s92EmNrnpK94tJ4rU7PqHZ5h1ZRivZxjiTGRgRcR2JshCl9NeOakHwfm7q4bszan9PHqO0b0jr9xlZ2drZ3Gr5///5KS0uTJO3cuVOXXnqpz3fv54OI8FD16hhf5bJeHZsrIjzw2Yu6FNPYrgviqz6uF8RHK6axvY4rqp6v3sc0tvs8NmYcP3/GMKOvdbG/ZvXM1zqOppE++9FQavVnO46mkYqOrPr9V3RkmC5r61BYqK3K5WGhNiU0j/Z5jjiaRgZch6NppCn764sZfa+r68as/TFD0L5kl5qaqkWLFmn79u0qKipSt27dNGvWLO3evVt9+vRRly5dtHTpUm3btk0rV67UmDFjFBcX53Pc8+FLdp3bxqmw2KMcl1vFbo+aNWmkft1a6c6BHRRiq/qibgiq62u/bi21eY9TrgK3DJW/Um7dovxbqw3tfwX46r0/x8aM4+fPGGb0tS7216ye+VrHn340lFr9GaN/70StSs+Q21PmPV4V314PDw3VgD4XaMX3hyq9G634Fr39vx9j+uqJGXWYtb9mXBMN5boxe4zafsnOZhhGNZ9INExmTOc25Cn60xWXlCrHVaym0RE/i3fuvvqaV+DW4RMutW7RsN65V8VX7/05NmYcv+KSUoXaw1XqLql2DDP6Whf7a1bPfK3jTz989bWuavVnDGdOoXYezFani2LlaBp51vKjJ13avMepHh0cSmhe9btTXz0xo46KcQLtqy9mHZu6uG7MGqO2U/QEPExDX4ODvgYHfQ0O+mq+n8Vn8AAAoG4Q8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAWFBXPwtWvXavny5XI4HLLZbBo+fHil5YcOHdK0adPUrVs3bd++XUOGDNGvfvWrYJYEAMB5IWgBX1hYqIkTJ2rJkiWy2+0aMWKE1q1bp6SkJO86c+fOVZ8+fXTfffdp27Zteuqppwh4AABMELQp+vT0dCUmJsput0uSevfurZSUlErrNG/eXFlZWZKkrKwsdenSJVjlAABwXgnaO3in06moqCjv4+joaDmdzkrrDBs2TI8//rimTJmiLVu26LHHHvM5blxcY4WFhQZcX3x8TMBj4Gz0NTjoa3DQ1+Cgrw1D0ALe4XAoPz/f+9jlcsnhcFRa57nnntMdd9yhIUOGKCsrS9dff72+/vprxcbGVjvuqVMFAdcWHx+jzMy8gMdBZfQ1OOhrcNDX4KCv5qvtC6agTdH37NlTGRkZcrvdkqRNmzapf//+ys7OlsvlkiQdPXpU8fHxkqQmTZooJCREZWVlwSoJAIDzRtDewUdGRmrSpEl68cUXFRcXp06dOikpKUnTpk1TbGyskpOTNXbsWH3wwQdKS0vT4cOH9fTTT6tZs2bBKgkAgPOGzTAMo76LOBdmTP0whRQc9DU46Gtw0NfgoK/ma3BT9AAAoP4Q8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWFBYMAdfu3atli9fLofDIZvNpuHDh1dabhiGPvzwQ0nSkSNHlJubqylTpgSzJAAAzgtBC/jCwkJNnDhRS5Yskd1u14gRI7Ru3TolJSV511m0aJGaNGmiW265RZK0Y8eOYJUDAMB5JWhT9Onp6UpMTJTdbpck9e7dWykpKZXWWbx4sbKzs/XBBx/o1VdfVVRUVLDKAQDgvOLXO/iMjAxt3bpVNptNXbt2VWJios/nOJ3OSoEdHR0tp9N51rgul0vDhw/XTz/9pAcffFBffvmlQkNDqx03Lq6xwsKqX+6v+PiYgMfA2ehrcNDX4KCvwUFfGwafAf/SSy9p3rx5aty4sQzDUGFhoe655x6NGzeuxuc5HA7l5+d7H7tcLjkcjkrrREdHq0ePHpKkdu3ayeVy6ejRo2rdunW14546VeCrZJ/i42OUmZkX8DiojL4GB30NDvoaHPTVfLV9wVTjFP3HH3+svXv3asmSJdqwYYM2btyoL774Qnv37tU///nPGgfu2bOnMjIy5Ha7JUmbNm1S//79lZ2dLZfLJUlKSkrSoUOHJJW/ACgtLVV8fHytdgQAAPwfm2EYRnULH374Yc2YMUPR0dGVfu5yufTMM89o9uzZNQ6+Zs0aLVu2THFxcQoPD9fw4cM1bdo0xcbGKjk5WXl5eZo+fboSExN18OBB3XDDDbr22mtrHNOMV4a8wgwO+hoc9DU46Gtw0Ffz1fYdfI1T9NHR0WeFe8XPY2NjfQ7er18/9evXr9LPxowZ4/13TEyMJk+e7G+tAADATzVO0cfEVP+qoaZlAACgftX4Dn7hwoX6+uuvq1yWn5+vF154IShFAQCAwNQY8ElJSRo2bNhZPz/9N9ABAICGp8aAHz16tC6++OIql7Vo0b/9OXQAABVgSURBVCIoBQEAgMDV+Bn8gQMHql128OBB04sBAADmqPEd/Ntvv60ff/yxymWrVq3y+V/aAABA/agx4HNzc7Vv3z5J5b9bvmfPnpWWAQCAhqnGgE9OTtbvfvc7SdLIkSP16quvepd99tlnwa0MAADUWo2fwVeEuyTZbLZKy2677bbgVAQAAAJWY8Dv3bu32mUVU/cAAKDhqXGKfvr06Ro6dKgMw1BmZqa+/fZb77KPPvpIs2bNCnqBAADg3NUY8Kmpqdq1a5f38YQJE7z/5kt2AAA0XDUG/L333quRI0dWueyNN94ISkEAACBwNX4Gf91112nKlClKTU31/uzAgQP65z//qSeffDLoxQEAgNqpMeA/+OADxcTEqHPnzt6fORwObd68WX/729+CXhwAAKidGgPe4/Fo+PDhlf4mfHR0tKZMmaLNmzcHvTgAAFA7NQZ8kyZNql0WFxdnejEAAMAcNQZ8fn5+tcuKi4tNLwYAAJijxoDv1KmTXnvtNbndbu/PiouLNXPmTF122WVBLw4AANROjQH/0EMPKTs7W1dccYWGDBmiIUOG6Morr1Rubq7uueeeuqoRAACcoxr/H7zNZtMf//hHJScna+vWrZKk7t27KzExsU6KAwAAtVNjwFe44IILdMEFFwS7FgAAYJIap+gBAMDPEwEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWBABDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAWFBXPwtWvXavny5XI4HLLZbBo+fHiV633++ecaPXq0Nm3apKioqGCWBADAeSFoAV9YWKiJEydqyZIlstvtGjFihNatW6ekpKRK6+3du1d79+4NVhkAAJyXgjZFn56ersTERNntdklS7969lZKSUmmdwsJCzZ07V48//niwygAA4LwUtHfwTqez0nR7dHS0nE5npXVee+01PfbYY94XAf6Ii2ussLDQgOuLj48JeAycjb4GB30NDvoaHPS1YQhawDscDuXn53sfu1wuORwO7+OjR48qNzdXX331lfdn77//vq699lp169at2nFPnSoIuLb4+BhlZuYFPA4qo6/BQV+Dg74GB301X21fMAUt4Hv27KmMjAy53W7Z7XZt2rRJd999t7KzsxUWFqaEhAS98sor3vVnzJihYcOG8SU7AABMELTP4CMjIzVp0iS9+OKLeu2119SpUyclJSVpzpw5+uijj7zrZWVladasWZKkuXPn6vjx48EqCQCA84bNMAyjvos4F2ZM/TCFFBz0NTjoa3DQ1+Cgr+ar7RQ9v+gGAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALCgsGAOvnbtWi1fvlwOh0M2m03Dhw+vtHzOnDk6efKkmjdvrh9//FFPPPGE2rdvH8ySAAA4LwQt4AsLCzVx4kQtWbJEdrtdI0aM0Lp165SUlORdp6CgQGPHjpXNZtOXX36p6dOn69133w1WSQAAnDeCNkWfnp6uxMRE2e12SVLv3r2VkpJSaZ2nnnpKNptNklRWVqbGjRsHqxwAAM4rQXsH73Q6FRUV5X0cHR0tp9NZ5bput1sLFizQxIkTfY4bF9dYYWGhAdcXHx8T8Bg4G30NDvoaHPQ1OOhrwxC0gHc4HMrPz/c+drlccjgcZ63ndrs1adIkPf3007rooot8jnvqVEHAtcXHxygzMy/gcVAZfQ0O+hoc9DU46Kv5avuCKWhT9D179lRGRobcbrckadOmTerfv7+ys7PlcrkkSUVFRZo4caKGDRumrl27atmyZcEqBwCA80rQ3sFHRkZq0qRJevHFFxUXF6dOnTopKSlJ06ZNU2xsrJKTkzVq1Cjt3r1bhw8fllT+pbsbbrghWCUBAHDesBmGYdR3EefCjKkfppCCg74GB30NDvoaHPTVfA1uih4AANQfAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAh4AAAsi4AEAsCACHgAACyLgAQCwIAIeAAALIuABALAgAr4KeQVubd+fpbwCd63HKC4p1YlTBSouKQ1onUC3Y1YdvnqSV+DW5t2ZNfbMmVOotVuPyplTWKvl/tThzxj+rOOrJ/6cI2aNcfRkfkDH7+hJl5auP6CjJ121HsOMY2PGeebPOGZcV2bcA/xhRq1mMOOaqCt1VUdD2d9AhAVz8LVr12r58uVyOByy2WwaPnx4peXFxcWaOnWqWrZsqf379ys5OVnt2rULZkk1cns8eumDTTqS6VKZIYXYpAviozXu//WWPcy/VpWWlenjf+9R2q5MZeUWq1mTCPXqGK87B3ZQaEiI3+sEuh2z6vDVE396Vugu0bPvrJOr0OOtPzoyTFMfTVKkPdzncn/q8GcMf9bx1RN/9tf0MfKK1Szm3I+fq8itkW+ukafUkCR9krJXYaE2vTqin6Ib2f0aw4xjY8Z5ZtY574sZ9wB/mFGrGcy4JupKXdXRUPbXDKGTJk2aFIyBCwsL9fDDD+vdd9/VlVdeqQ8//FBxcXG68MILvev85S9/UUxMjJKTk3XhhRdqwoQJuv3222sct8CEV9RRURFVjjP5rxt06IRLxn8fG5Jy893avMepAb0u8Gvsf36zW19vOKzC4vJXfYXFpdqXkavCYo+6Xezwe51At2NWHb564k/PnnlrTaUbiCS5PWValZ6hwVe08bncnzr8GcOfdXz1xJ/9rYsx/Fln+GurvOFeocyQVnx/SDf1a+fXGGYcGzPOM39qPdfrqqr7gBn3AH+YcQ8wgxnXxJmqu78Gqq561lCOzemioiJq9bygvRxJT09XYmKi7Pbydwq9e/dWSkpKpXVSUlLUq1cvSVKnTp20Y8cOuVzVTyMGU16BW0cyq972kUyXX1N1xSWlStuVWeWytF0nVVxS6tc6gW4nr8BtSh2+enL0pMtnz5w5hWfdQCq4Cj3ac/hUjcudOYU+6zhwLMfnGL7qcOYU+uyJM6fQ5/7WxRj+HL8Dx3LOCvcKnlJDR0+6fI5x9KQr4GPjzCkM+Dzzpyf+nPO+mHEP8IcZ9wAzmHFN1FWtdVVHQ9lfswRtit7pdCoqKsr7ODo6Wk6n0691oqOjqx03Lq6xwsJCA64vPj6m0uOM3Zkqq/p+qDJDynOX6eI2MVWv8F9HT+YrK6+4ymWn8ooU+t8pL1/rxDePqnK5v9vJc5eZUkdefkmNPdlzLN9nz5w5VW+jwsY9WTUuz8gulqNpoxq388OBXJ9j+JKRXazLYqNq7ElGdrHP/W0R1SjoY/hz/Hz1ZM+xfCXFN6lxjD3H8mscw59jk5FdHPB55k9P/Dnnq7quTr8PmHEP8Ic/9wlf9wAzbD2QXeNyf64Jf/pqhrrqWUM5NmYJWsA7HA7l5//fDcLlcsnhcJzzOmc6daog4Nri42OUmZlX6Wcx9hCF2FTlBR5iK19+5nPOVFpSqmYxEXLmnn2CxMU0Uqm7RJJ8rhPodmLsIabU4asnHVpF+exZRGzNU0t9OjTTsvUHql2eGBshe3jNdXRt00Tza9hGoo8aKtYpdZfU2JPE2Aif+1sXY/hz/Hz1pEOrKJ/b6dCq5huZP8cmMTYi4PPMn574c86feV2deR8w4x7gD3/uE2Zsxxdf14U/14Q/fTVDXfWsoRybM9X2BVPQpuh79uypjIwMud3l01qbNm1S//79lZ2d7Z2G79+/v9LS0iRJO3fu1KWXXlrju/dgimls1wXxVW/7gvhoxTS2+xwjIjxUvTrGV7msV8fmiggP9WudQLcT09huSh2+epLQPNpnzxxNIxUdWfXryOjIMHVoHVfjckfTSJ91tGnV1OcYvupwNI302RNH00if+1sXY/hz/Nq0aqqwUFuVy8NCbUpoHu1zjITm0QEfG0fTyIDPM3964s8574sZ9wB/mHEPMIMZ10Rd1VpXdTSU/TVL0L5kFx4ervbt2+v9999Xenq6WrRoodtvv10zZ87U7t271adPH3Xp0kVLly7Vtm3btHLlSo0ZM0ZxcXE1jhvML9n169ZSm/c45Spwy1D5q/bWLcq/Qevvtyc7t41TYbFHOS63it0eNWvSSP26tdKdAzsoxGbze51At2NWHb564k/P+vdO1Kr0DLk9Zd76K76pGx4a6nO5P3X4M4Y/6/jqiT/7Wxdj+LPOgD4XaMX3hyq9I634Fr09zL/9NePYmHGemXXOn66q+4AZ9wB/mHEPMIMZ18SZgvUlu7rqWUM5Nqer7ZfsbIZhVPOpU8NkxvSIrymkvAK3Dp9wqXWL2r9qLy4pVY6rWE2jI6p91efPOoFux6w6fPUkr8CtPHeZYuwh1fbMmVOonQez1emiWDmaRp7zcn/q8GcMf9bx1RN/zhGzxgi1h6vUXVLr43f0pEub9zjVo4NDCc2rfofqawwzjo0Z55k/4/h7XdV0HzDjHuAPM+4BZjDjmqgQjCn62tTxc9mOP2o7RU/AwzT0NTjoa3DQ1+Cgr+ZrcJ/BAwCA+kPAAwBgQQQ8AAAWRMADAGBBBDwAABZEwAMAYEEEPAAAFkTAAwBgQQQ8AAAWRMADAGBBBDwAABZEwAMAYEEEPAAAFkTAAwBgQQQ8AAAWRMADAGBBBDwAABZkMwzDqO8iAACAuXgHDwCABRHwAABYEAEPAIAFEfAAAFgQAQ8AgAUR8AAAWFBYfRcQbAcPHtTrr7+uzp0769ixY4qNjdXw4cOVnZ2tGTNm6MILL9T+/fs1cuRINW/evL7L/VkoKyvTI488ou7du6ukpESHDh3Syy+/rKKiInpqgqKiIt1xxx266qqr9Oyzz3KumuD3v/+9IiIiJEkhISH629/+Rl9NsG/fPi1ZskQRERH6/vvvNWLECF100UX0NQCHDx/Wfffdp4SEBEmSy+VSp06d9Nxzz517Xw2L27x5s7FixQrv48GDBxtbt241xo8fbyxZssQwDMP45ptvjFGjRtVXiT87paWlxttvv+19/MgjjxiLFi2ipyaZMmWKMWbMGOOVV14xDMOgryaYOXPmWT+jr4HxeDzGQw89ZJSWlhqGYRjHjx83nE4nfQ1QVlaWsWbNGu/jN954w/j+++9r1VfLT9F3795d1113nfdxWVmZIiMjtXLlSvXq1UuS1Lt3b61cubK+SvzZCQkJ0WOPPSZJ8ng8On78uNq1a0dPTbBw4UL17t1brVu39v6MvgZu165dmjNnjt58802lpKRIoq+B2rp1qwzD0IcffqjZs2frP//5j+Li4uhrgOLi4nTllVdKktxut3744Qf17du3Vn21/BT96VasWKGrrrpK7du3l9PpVFRUlCQpOjpaOTk58ng8Cgs7r1oSkNWrV+uvf/2r+vfvr27dutHTAO3Zs0f79u3TyJEjtXPnTu/P6WvgHnroIXXv3l2lpaW65557FBUVRV8DlJGRofT0dL366quKiYnRqFGjFB4eTl9NtHjxYv3mN7+RVLv7gOXfwVdYv369vvvuOz3//POSJIfDofz8fEnln3E0bdqUE/AcXX311frzn/+sw4cPa968efQ0QCtWrJDdbtecOXO0ceNGbdmyRX/961/pqwm6d+8uSQoNDVXfvn313Xff0dcARUVF6eKLL1ZMTIwkqU+fPkpNTaWvJlq6dKluvPFGSbXLrPOi6ykpKdqwYYPGjRunEydOKCMjQ9dee63S0tKUkJCgTZs26dprr63vMn829uzZo8OHD6t///6SpNatW+vw4cP0NECPPvqo99/FxcUqKCjQfffdp3379tHXAOzdu1ebNm3SHXfcIUk6cOCAfv3rX3O+BqhHjx7Kzs5WaWmpQkNDlZGRobZt28put9NXE6xfv169evVSeHi4JNXqfLX8H5v54YcfNHToUHXt2lWSVFBQoHvuuUcDBw7U//7v/yoxMVGHDh3SM888wzc9/XTw4EFNmzZNnTt3lsfj0d69e/XCCy8oPDycnppg2bJlmjdvnkpKSnTPPffoqquuoq8BOH78uCZPnqzOnTvL5XLJ4/Fo7Nixys3Npa8BWrFihdavX6+4uDgdPXpU48ePV1FREX01wciRI/XCCy+oWbNmkqTs7Oxz7qvlAx4AgPPRefMZPAAA5xMCHgAACyLgAQCwIAIeAAALIuABALAgAh6A1yOPPKIJEybUdxkATEDAA5AkZWZm6ujRo1qyZIkKCwvruxwAAeL/wQOQJM2ZM0e9e/fW6NGj9eSTT+qWW26RJH344Ydavny5LrnkEtlsNi1fvlyPPfaY7rrrLn355Zdau3atYmNjdfz4cY0ZM0bx8fH1vCcAJN7BA/ivtLQ09e3bV7fccovmz58vSdq5c6feffddvffee5owYYKio6PVtm1b3XXXXdq3b5/efvttTZ48WaNGjdLll1+u6dOn1/NeAKhwXvwuegA127Bhg3r27ClJuu222/Tuu+/qwIED+u6779S1a1c1atRIktS3b19t2rRJkrR27VoVFxdr0qRJkqT8/HyVlJTUS/0AzkbAA9DChQtVVlaml156SZIUHx+v+fPny+FwyGazVfkcwzDUtm1bTZ482fuzir92BaD+EfDAeS4/P9/7B0Iq9OjRQ1OnTtV7772nOXPmqKioSI0aNdLGjRu961x55ZV6++235XK5FB0drW3btumjjz7Siy++WB+7AeAMBDxwHisqKtIzzzyj/Px8HT9+XC1btpQk7d69WydOnNCcOXOUnJysBx98UJdddplCQkK8f76yffv2Gj9+vMaMGaOLLrpIubm5Gj16dH3uDoDT8C16ADVauXKl929Pz5s3T0eOHNGYMWPquSoAvvAOHkCNPvnkE61evVo2m005OTl64YUX6rskAH7gHTwAABbE/4MHAMCCCHgAACyIgAcAwIIIeAAALIiABwDAggh4AAAs6P8DlYAGgR9VzfYAAAAASUVORK5CYII=\n", + "text/plain": [ + "
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FEhPTTRmtTLi5OZr9OOQwBkAe45DDGACOozyRwxgAeYzDzc3R+Ewo4y10jUZj2K3eoUMHXLhwAQBw5coVNGzY8Jn3jSYiIqKimazQz5w5g5CQECQmJmLlypXIyclBUFAQfvrpJwDAkCFDEB8fj5UrV2LDhg2YN2+eqaIQERHJnlneKc7cd58A8tkNZO5jAOQxDjmMAeA4yhM5jAGQxzjK5S53IiIiMg0WOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGTAypQLDw0NxcGDB+Hq6gqFQoGAgIBC79+6dQuLFy9GkyZNEB0djZ49e6Jz586mjERERCRLJiv07OxszJkzB/v27YNSqcS4ceMQFhYGLy8vwzzr1q1D8+bNMXToUPz111+YMGECC52IiOg5mGyXe0REBKpXrw6lUgkA8PT0xLFjxwrNU7lyZSQnJwMAkpOT0bhxY1PFISKiikSrheWli0BqqtRJyozJttCTkpLg4OBgmFapVEhKSio0z7BhwzB27FgsWLAAUVFRGDNmjKniEBGRXAkByxvXYHU+HFYXwmF9PhxWl6KgyM0FfHyApSulTlgmTFborq6uyMzMNExnZGTA1dW10DyffPIJ+vXrh549eyI5ORlvv/02Dh8+DLVa/cxlu7k5miRzWZPDOOQwBkAe45DDGACOozwpt2NISADOnPnf/86eBVJS/ve+lRXwxhtAy5aAn1/5HUcpM1mhe3h4ID4+HlqtFkqlEufPn8fgwYOh0WhgZWUFlUqFO3fuwM3NDQDg5OQECwsL6PV6o8tOTEw3Vewy4+bmaPbjkMMYAHmMQw5jADiO8qTcjCEjA9ZREbA6Hw7rCwVb4JZxtwrNoqtbD7pOXaHzbI68Zs2ha9wEsLMDUI7G8QKK+weJyQrdzs4Oc+fOxZdffgkXFxe4u7vDy8sLixcvhlqthp+fH2bMmIEffvgBFy5cQFxcHCZOnIhKlSqZKhIREZVneXmwuvzX/3adXwiH5ZXLUDyyoaev7Ibcd96FrtmD8vZoBuHC3gAAhRBCSB2ipMz9ry1APn81mvsYAHmMQw5jADiO8sTkYxACFjE3DFvd1ufDYXUxEoqcnP/NYu+API9mBeXt2Rw6D0/oa7wCKBTF/hi5fC+Kw6TXoRMREQGAIjER1hHhhXadWzxy3FtYWkLXqDF0zZpD1/xN5DVrjvwG7oClpYSpzQsLnYiISldmJqwvRhbedR57s9As+bVqI6dDpwe7zt+ErklTwN5eosDywEInIqLnp9PBMvqvgq3uiPOwPh8Oy8t/FT7u7eqK3C5vF2x9ezZHnkdziMeueqIXx0InIqLiEQIWsTcLyvt8OKzPnys47p2d/b9Z7Oyga9Gq4IS1B2ed62vWKtFxb3o+LHQiInoqRVKS4bj3w13nFo/cIExYWCC/4WsFJ6w9OOs8v2GjguvAqcxxrRMRUSG2P2wAVn6LytevF3o9v2Yt5LRt/79d503eAB65IyhJi4VOREQFdDo4fDYD9uvWAI6O0Hbq8r9d5x7NIR7cCIzKJxY6ERFBkZYKJ79hUB45DF2j12D16z6kOvDENXNisqetERGRebC4GQN1z7ehPHIYuZ27QvPLQaB2baljUQmx0ImIKjCrM6fh8m4nWF2ORtZIf6Rt3gbh6CR1LHoO3OVORFRB2ezYBscJY4H8fKQvWoqcYSOkjkQvgIVORFTR6PWwXzwfDksXQ+/ohLR1m5DXsbPUqegFsdCJiCqS7Gw4fjwatiHByK9VG6k/bke+e0OpU1EpYKETEVUQioQEOH84ENbnw5HXygupG3/iLVhlhCfFERFVAJaXLsKlW0dYnw9HTv9B0OzYwzKXGRY6EZHMKQ/sh0vPt2F5Ow4Zs+YgfflqwMZG6lhUyljoRERyJQTsVn0HpyEDAaFH6vrNyB4/mQ9KkSkeQycikqO8PKg+mQy7zRuRX6Uq0jb/DJ2Hp9SpyIRY6EREMqPQpMBp+BAoTxxH3utNkfbjNuirvyx1LDIx7nInIpIRy+v/QP1uZyhPHEdutx7Q7PmNZV5BsNCJiGTC+uQJqLt1gtW1f5AVMAFpG7cAKpXUsaiMcJc7EZEM2P60Gaop4wEA6ctWIGewr8SJqKyx0ImIzJleD4f/mwP7Fd9C7+KCtO9/RF6bdlKnIgmw0ImIzFVGBpzGjITNb/ugq/cq0rZsR37dV6VORRJhoRMRmSGL+Ntw8hkA60tR0LZrj7T1P0CoXaSORRLiSXFERGbGKuI81O90hPWlKGT7DkXqz8Esc+IWOhGROVHuDYFTgB+Qk4OML+Yje9RY3vmNALDQiYjMgxCwC1wK1bzPIewdkPbDz9C+867UqagcYaETEZV3ublwnPwxbLdvRf7LNZC6eRvyX28idSoqZ1joRETlmCIpCc5DB8P6dBjyPJsjddPPEFWqSB2LyiGeFEdEVE5ZXr1S8Azz02HI6dUXml2/ssypSCx0IqJyyPro71B37wLLmzHInDQN6Wu+B+zspI5F5Rh3uRMRlTO2G9ZBNXMqYGmJtJVrkfvBAKkjkRlgoRMRlRc6HRzmzIT92tXQV66M1I1boWvZSupUZCZY6ERE5YAiPQ2OfsNg8/sh6NwbIvXH7dDXqi11LDIjLHQiIolZxN6Es09/WF2OhrZTF6QFbYBwcpY6FpkZnhRHRCQhq7On4dKtI6wuRyNrxCik/ridZU7PxWihh4aG4tChQwCAdevWYdy4cYiOjjZ5MCIiubPZuR3qvj2hSElB+oKvkDl/CWDFHaf0fIwW+vbt29GgQQNERUVh+/bt6N27N9asWVMW2YiI5EkI2C+aB6fRIyCUNkjd8h/kDPeTOhWZOaOFXqtWLdSqVQv79+/HkCFD0LlzZ1SvXr0sshERyU92NhxHDYPD14uQX7M2NL8eRl6nLlKnIhkwum8nNjYWv/32G3755ReEhIRAr9cjISGhLLIREcmKIiEBzkMHwTr8HPJavoXUjT9BVK4sdSySCaNb6L6+vggJCcHHH3+MSpUqYcmSJXj11VfLIhsRkWxY/nmp4Dau4eeQ028gNDv3ssypVBndQvf09MSqVasM09OnTzdpICIiuVEe+g2Ofh/BIjMDmTM/Q9b4yXyGOZU6o1voMTEx8PHxgbe3N7KysuDv74+4uLiyyEZEZN6EgN3q7+DkOxCKfB1S1/+ArAlTWOZkEkYLffny5Rg7dixq1qwJe3t7fPnll1i5cmVZZCMiMl95eVBNmQDVZzOhr+wGTch+aN/rLXUqkjGjhV6jRg14eXlBqVQCACpXrgxnZ970gIioSCkpcB74b9ht3oC815tCc+AodM2aS52KZM5ood+7dw85OTlQPNhFFB8fj5iYGFPnIiIySxbXrwFeXlCeOIbcbt2h2fMb9C/XkDoWVQBGT4rr3bs3unfvjtzcXJw9exZJSUlYtmxZWWQjIjIrVhHn4TygD5CSgqwxHyNz9ueApaXUsaiCMFrorVq1QnBwMCIiIiCEQLNmzaBWq8siGxGR2bAKPwvnAX2hyEgHgoKQ2Xug1JGoginWw1nUajU6dOiAjh07Qq1W4z//+Y+pcxERmQ2rM6fh3K83FBnpSF8RBIwcKXUkqoCMbqEPGTLkiddu3ryJfv36mSQQEZE5sT4VCqdBH0CRk420oA3Qvt9H6khUQRktdCcnJ0Op63Q6REdHIzc31+TBiIjKO+uTJ+Ds3Q/QapG2dhO0Pd+XOhJVYEYLfcmSJbCzszNMt27dGosWLSrWwkNDQ3Hw4EG4urpCoVAgICCg0PtCCGzevBkAcPv2baSlpWHBggUlyU9EJAnr40fhPGQgoNMhbf1maN/tIXUkquCMFvqlS5cM/9br9UhMTMSFCxeMLjg7Oxtz5szBvn37oFQqMW7cOISFhcHLy8swT0hICJycnNC7d8HNFi5fvvw8YyAiKlPWRw7DeehgQK9H2sYt0HbtJnUkIuOFPnnyZNSuXRtCCCgUCri5ueGTTz4xuuCIiAhUr17dcEMaT09PHDt2rFCh7927F+3atcMPP/yA+/fv87g8EZV7ysMH4DTUG1AokPrDVuR16ip1JCIAxSj0SZMmGbagSyIpKQkODg6GaZVKhaSkpELzxMfHIyMjAwEBAbhx4wZGjBiBX3/9FZZGrtt0c3MscZ7ySA7jkMMYAHmMQw5jAMr5OPbuBT4cXHBt+d69UHcp+jnm5XocxSSHMQDyGYcxxbqxzOPWrl2LkUYuy3B1dUVmZqZhOiMjA66uroXmUalUeOONNwAAderUQUZGBu7cuYMaNZ59V6XExHRjscs9NzdHsx+HHMYAyGMcchgDUL7Hody3F04jPwSUSqT+uB15b7QCishansdRXHIYAyCPcRT3D5IiC71Tp06G270+SgiBtLQ0o4Xu4eGB+Ph4aLVaKJVKnD9/HoMHD4ZGo4GVlRVUKhW8vLxw69YtAAWFn5+fDzc3t2IFJyIqK8o9u+A06iPAxhapW3cgz6uN1JGInlBkoXt6emLixIlPvC6EwHfffWd0wXZ2dpg7dy6+/PJLuLi4wN3dHV5eXli8eDHUajX8/PwwcuRILFmyBKtXr0ZsbCwWLVoEGxubFxsREVEpstm1A45jRkLY2SN1607oWr0ldSSip1IIIcTT3sjOzi50udqjrly5And3d5MGexZz330CyGc3kLmPAZDHOOQwBqD8jcPmPz/DcZw/hIMKqduCoXuzZbG+rryN43nIYQyAPMbxwrvcHy3zqKgoxMTEQK/XAwD27NmD77///gUjEhGVXzY/b4Hj+DEQTs5I3b6Ljz+lcs/oSXHLly/HpUuXcPv2bTRp0gTx8fFITzfvv3aIiJ7F9sdNUE3+GEKtRup/QqBr6iF1JCKjjD6cJTU1FWvWrEHr1q2xYMECbNq0Ca1atSqLbEREZc5243o4ThoH4eICzc5fWOZkNowW+sMbwzx6CdqdO3dMl4iISCK269fAcdpE6CtXhiZ4H/JfbyJ1JKJiM7rL/fr16zh06BDq16+Pvn37QqVSwdrauiyyERGVGbvV30H12Uzo3V6CJvgX5Ls3lDoSUYkYLfQVK1YAACwtLeHm5gaNRoNevXqZPBgRUVmx++5bqL6YjfwqVZEa/Avy6zeQOhJRiRnd5f7pp58a/t2jRw94e3tDpVKZNBQRUVmx+/brgjKvVh2pIb+yzMlsGd1Cj42NxaxZs+Dm5oY+ffqgbt26ZZGLiMjk7L9aCIfF85Ff4xVodu6Fvg5/v5H5MlroX331FapVq4a7d+9i586duHHjBtq0aYM+ffqURT4iotInBOwXzYPD0sXIr1kLmuBfoK9ZS+pURC/E6C53jUYDoOBe62lpaQgLC8O+fftMHoyIyCSEgMP8LwrKvFZtaHb/yjInWTC6hT579mxYWFggKSkJffv2xY4dO1CtWrWyyEZEVLqEgMPns2G/MhC6uvWQGvwL9NVfljoVUakwWuh6vR6TJk1C69atyyIPEZFpCAGHz2bAfs1K6F6tX1DmVblxQvJhtNCXLFmCevXqlUUWIiLTEAKqmVNhtz4IOveG0OzYC1GlitSpiEqV0UJnmRORWdProZo+GXab1kPX6LWCMndzkzoVUakzWuhERGZLr4dqynjY/bgJusZNoNmxB8LVVepURCbBQiciecrPh+PEANj+vAV5TT2Q+p/dEC6VpE5FZDJGL1sDgNzcXNy9exfx8fGIj4/HjBkzTJ2LiOj56XRwHOdfUObNPJG6I4RlTrJndAt92Yx6U1oAACAASURBVLJl2LRpE9RqNRQKBQAgLS0NCxYsMHk4IqIS0+ngOHYkbHftRF7zFkjdFgzh5Cx1KiKTM1roR44cwR9//AEHBwfDaz///LNJQxERPZe8PDj5D4fN3t3Ia/kWUrfugHB0kjoVUZkwWuivvfYabGxsCr1WqxbvqkRE5YxWCye/YbD5dS+0Xm2QuuU/AB8kRRWI0ULPzMxEz5490bhxYyiVSgBAVFQUb/9KROVHbi6cRgyBzYH90Lb9F1I3bwMe2atIVBEYLfQbN25g1KhRhV67e/euyQIREZVITg6cPvKBzeGD0LbviNRNWwF7e6lTEZU5o4X+f//3f2jWrFmh1zw8PEwWiIio2LKz4fzhICiPHYG2UxekbtgC2NlJnYpIEkYvW3u8zAFwdzsRSS8rC84+A6A8dgS5Xd9B6safWOZUoRndQg8PD8fs2bNx8+ZN6PV6CCGgUCgQEBBQFvmIiJ6UkQFn3wFQnjyB3G49kLZ2I/DYybtEFY3RLfStW7fixx9/hLe3N6Kjo3HkyBEMHz68LLIRET1BkZEO9aB/F5R5j/eRtm4Ty5wIxSj06tWro1KlStDr9YbpnJwckwcjInqcIj0Nzv37wPp0GHJ69UVa0AbgwdU3RBVdsc5yv3v3LvLz87Fx40ao1WqcP3++LLIRERkoUjVwHtAH1ufDkdO3H9K/WwNY8XEURA8Z/Wnw8fHBvXv34O/vj5kzZ0Kj0WDKlCllkY2ICACgSEku2DKPvICc/oOQ/u1KwNJS6lhE5YrRQm/VqpXh3+vXrzdpGCKixymSk+D8QS9YX4pC9mBfZHwdyDInegqjx9BjYmLg4+MDb29vZGdnw9/fH3FxcWWRjYgqOMX9+1D36VlQ5r7DkLF0OcucqAhGC3358uUYO3YsatasCTs7O3z55ZdYuXJlWWQjogpMce8e1H17wCr6T2QPG4GMJd8AFsV64jNRhWT0p6NGjRrw8vIy3Me9cuXKcHbmowiJyHQsEu5C3ac7rC5HI2ukPzIWfs0yJzLC6E/IvXv3kJOTY3gWenx8PGJiYkydi4gqKIs78XDu3R1Wf19Fln8AMr9cBDz4/UNERTN6Ulzv3r3RvXt35Obm4uzZs0hKSsKyZcvKIhsRVTS3bkHd611YxtxA1riJyPx0LsucqJiKdZZ7cHAwIiIiIIRAs2bNoFaryyIbEVUgFrdigQ/eg2XMDWROmoqs6Z+yzIlKoFgHpdRqNTp06ICOHTtCrVZj06ZNps5FRBWI9alQqN/tDNy4gcypM5D1yWyWOVEJGd1CP378OFavXo379+8bHs6SlpaGDz/8sCzyEZGcCQG7NSvg8PnsgulvvkGWN58VQfQ8jBb6woULMXv2bNSsWRMKhQJCCHz33XdlkY2IZEyRkQ7VxHGwDQmG3u0lpK3dCHWvd4HEdKmjEZklo4X+6quvonXr1oVeGzNmjMkCEZH8WV69AqePfGB19QryWr6FtHWboK9aTepYRGbNaKEPGzYMc+bMQePGjQ3Xou/Zswfff/+9ycMRkfwo9+yC4/ixsMjMQNaoMcj87P8Aa2upYxGZPaOFvmrVKmRlZSE3N9dwLXpCQoLJgxGRzOTlweGLz2C/ZgWEvQPSgjYgt/e/pU5FJBtGCz0jIwNbt24t9Nrx48dNFoiI5Mci4S4cRw6F8lQodK/WR9qGLch3byh1LCJZMXrZWrt27RAbG1votceniYiKYn0qFOrO7aA8FYrc93pDc+Aoy5zIBIxuoe/YsQMrV66Ei4sLlEql4bI1X1/fsshHRObqsUvSMj6fj2z/sby+nMhEjBZ61apVsXnzZsM0L1sjImOeuCRt3SbkebWROhaRrBkt9PXr18POzq7QawsWLDBZICIyb5ZXr8BpmDes/r7KS9KIypDRY+iPlzkAw9nuRESPUu7ZBfU7HQuelDZqDDS79rHMicqI0S10IiKjHr8kbe1G5PbqK3UqogqFhU5EL6TQJWn1GyDt+x95FjuRBIwWenx8PC5evAiFQoHXX38d1atXL4tcRGQGrE+FwnHEh7C8l4Dc93oj/dsVECpHqWMRVUjPLPR58+Zhy5YtsLe3hxAC2dnZ8Pb2xqxZs8oqHxGVR0LAbvUKOHzBS9KIyosiT4rbtm0brl27hn379uHcuXMIDw/HL7/8gmvXruHnn38u1sJDQ0Mxd+5cLF++/JmXuu3Zswfu7u7IzMws+QiIqEwpMtLhOHIoVHNmQu9aGanBvyB7dADLnEhiRRb6kSNHEBgYiDp16hheq1u3LgIDA3H06FGjC87OzsacOXMwc+ZMjBs3DleuXEFYWNgT8127dg3Xrl17zvhEVJYsr16B+p2OsN2zC3mtvKD5/QSvLycqJ4osdJVKBZVK9dTX1Wq10QVHRESgevXqhie0eXp64tixY4Xmyc7Oxrp16zB27NgSxiaislb4krSx0AT/An2VqlLHIqIHijyG7uhY9Iktz3rvoaSkJDg4OBimVSoVkpKSCs3zzTffYMyYMYbSLy43N3mcdCOHcchhDIA8xmGyMeTlAdOnA998Azg4ANu2wb5/f9ib5tNk8b0A5DEOOYwBkM84jCmy0Hfv3o3Dhw8/9b3MzEx8+umnz1ywq6troWPiGRkZcHV1NUzfuXMHaWlp2L9/v+G1DRs2oH379mjSpMkzl52YmP7M982Bm5uj2Y9DDmMA5DEOU43BIuEunEZ8COvTYQWXpG3YgvwG7oCJ1pccvheAPMYhhzEA8hhHcf8gKbLQvby8MGzYsCdeF0IUurd7UTw8PBAfHw+tVgulUonz589j8ODB0Gg0sLKyQrVq1bBw4ULD/F9//TWGDRtWaKueiKTz6CVpOe/3Qcay73hJGlE5VmShT506FXXr1n3qey+99JLRBdvZ2WHu3Ln48ssv4eLiAnd3d3h5eWHx4sVQq9Xw8/MDACQnJxvOml+3bh0GDhyIKlWqPM9YiKg08JI0IrOkEEKIp71x9OhRdOzY8alfdPz4cbRv396kwZ7F3HefAPLZDWTuYwDkMY7SGoMiIx2qCQGw3bML+S9VQfq6Tch7q3UpJCweOXwvAHmMQw5jAOQxjhfe5b5ixQr8+eefT33vv//9r6SFTkSl79GnpGnfao30tRt5FjuRGSmy0NPS0nD9+nUABZegeXh4FHqPiOTDJiQYjuPHQpGViaxRY5H52ReAtbXUsYioBIosdD8/P3zwwQcAgEmTJmHp0qWG94KDg02fjIhMLy8PDl/Mhv2alXxKGpGZK7LQH5Y58OTzz/v25Q88kbkr8pI0IjJLRd4p7lm3Y324K56IzJP1qVCoO7eD9ekw5LzfB5oDR1nmRGauyC30JUuWwNfXF0IIJCYm4o8//jC899NPP2HlypVlEpCIStHjl6R9MR/Zo3hJGpEcFFnoZ86cwdWrVw3Tn332meHfPCmOyPwoMtLhOH4sbPbuluSSNCIyrSIL3cfHB5MmTXrqe99++63JAhFR6eMlaUTyV+Qx9KLKHADGjx9vkjBEVPpsQoLh8naHgqek+QcgdedeljmRDBVZ6FFRUViwYAHOnDljeO3mzZuG27QSUTmXlweH2Z/AaeRQCIUCqes2IfOL+by+nEimitzl/sMPP6B27dp47bXXDK+5uroiMjISubm5+PDDD8skIBGVXKFL0hq4I+37H3kWO5HMFbmFrtPpEBAQAJVKZXhNpVJhwYIFiIyMLJNwRFRy1mEn4dKpbcElab36QvPbEZY5UQVQZKE7OTkV+UUuLi4mCUNEL0AI2K1cDue+PaFISUbG/y1AetAGPvKUqIIocpd7ZmZmkV+Um5trkjBE9JzS0+E04kPDJWlp636A7i0vqVMRURkqcgvd3d0d33zzDbRareG13NxcBAYGolGjRmUSjoiMsz55AmjZEjZ7d0P7Vmtofj/BMieqgIos9JEjR0Kj0eCtt95Cz5490bNnT7Ru3RppaWnw9vYuy4xE9BTWJ0/AuXd3qPv0AC5f5iVpRBVckbvcFQoFPv/8c/j5+eHixYsAgKZNm6J69eplFo6InmR98gTslyyAMrTgdsy5Xd6Gzbz/Q2Yd7jkjqsiKLPSHXn75Zbz88stlkYWInuFpRZ415RPoPN+Em5sjkJgucUIikpLRQiciaT2ryImIHmKhE5VTLHIiKgkWOlE5wyInoufBQicqJ6xPnoD9VwuhPHkCAIuciEqGhU4kMRY5EZUGFjqRRKxD/yjYtc4iJ6JSwEInKmNPFHnnrgVF3ryFxMmIyJyx0InKCIuciEyJhU5kYixyIioLLHQiE7EO/aPgZLc//guARU5EpsVCJyplLHIikgILnaiUWIedLNi1ziInIgmw0IleEIuciMoDFjrRc3q8yLWduiBzyifQvdlS4mREVBGx0IlKiEVOROURC52omFjkRFSesdCJjLAOO1lw1vqJ4wBY5ERUPrHQiYrAIicic8JCJ3qM9anQgl3rLHIiMiMsdKIHWOREZM5Y6EQnTsB51uz/FXnHzgVF3qKVxMGIiIqPhU4VlkXcLThO/hg4+juUYJETkXljoVOFZLNrB1RTJ8IiLRXo0gUpE6ezyInIrFlIHYCoLCnSUuE4egScRn0EhU6H9G++Aw4eZJkTkdnjFjpVGNZhJ+E41g+WcbeQ59kc6SvXIr/uq3BUKKSORkT0wriFTvKn1cJh3udw7t0dFvG3kTl5OjR7DyK/7qtSJyMiKjXcQidZs/z7KhzHjIR15AXk16qNtJVruXudiGSJW+gkT0LAduN6uHRpB+vIC8ge5IOUoydZ5kQkW9xCJ9lRJCbCceJY2Bz8DXq1GmnfrYH2vd5SxyIiMikWOsmK8uB+OE4IgMX9RGj/1RHpy1dBX6261LGIiEyOhU7ykJUF1dxZsNu4HkKpRMYX85HtNwaw4FElIqoYWOhk9qwiL8Bx9AhY/fM3dI1eQ9qq9ch/rbHUsYiIyhQ3X8h85efD7tuvoX63M6z++RtZo8Yi5cAxljkRVUjcQiezZHErFo5j/aA8FYr8qtWQHrgKeR06SR2LiEgyJi300NBQHDx4EK6urlAoFAgICCj0flBQEO7fv4/KlSvjzz//xMcff4x69eqZMhLJgM2ObVBNnwyL9DTk9uyF9K+WQVRylToWEZGkTFbo2dnZmDNnDvbt2welUolx48YhLCwMXl5ehnmysrIwY8YMKBQK/Prrr1iyZAlWr15tqkhk5hSpGqimT4Jt8A7oHVRIC1yF3AGDAd66lYjIdMfQIyIiUL16dSiVSgCAp6cnjh07VmieCRMmQPHgl7Fer4e9vb2p4pCZsz55Ai4dWsM2eAfy3myJlCN/IHegN8uciOgBk22hJyUlwcHBwTCtUqmQlJT01Hm1Wi127dqFOXPmFGvZbm6OpZJRanIYh8nHoNUCs2cDS5YUXIL2+eewnjkTrlal+58uvxflB8dRfshhDIB8xmGMyQrd1dUVmZmZhumMjAy4uj55nFOr1WLu3LmYOHEiatasWaxlJyaml1pOqbi5OZr9OEw9BsurV+DoPxzWl6KQX7tOwX3Y32wJpGSX6ufwe1F+cBzlhxzGAMhjHMX9g8Rku9w9PDwQHx8PrVYLADh//jw6dOgAjUaDjIwMAEBOTg7mzJmDYcOG4fXXX8eBAwdMFYfMiRCwXR9UcB/2S1HI9h6C5CMnC8qciIieymRb6HZ2dpg7dy6+/PJLuLi4wN3dHV5eXli8eDHUajX8/PwwZcoU/P3334iLiwNQcJLcO++8Y6pIZAYUCQlwnDAGNr8fgr5SJaStWg9tj/ekjkVEVO4phBBC6hAlZe67TwD57AYqzTEof/sVjhPHwiIpCdoOnZAeuAr6qtVKbflF4fei/OA4yg85jAGQxziKu8udN5Yh6WVmQvXZTNht3gBhY4OMeYuQPXwU78NORFQCLHSSlNWF8IL7sF+/Bt1rryNt9XrkN2wkdSwiIrPDTSCSRn4+7L9ZAnWPrrC6fg1ZYz5GyoGjLHMioufELXQqcxY3Y+A01g/WZ04hv1p1pH+3Bnnt2ksdi4jIrHELncqOELDZ9hNcOraB9ZlTyHm/D1KOhbLMiYhKAbfQqUwoUpKhmjYJtiHB0KsckbZ8NXL7D+KtW4mISgkLnUzO+sRxOAaMguWdeOS1aIW0lWuhr1Vb6lhERLLCXe5kOrm5cJgzC+p/vweLewnI/ORTaEL2s8yJiEyAW+hkEpaXo+HkPxxWf12Crm49pK9cC53nm1LHIiKSLW6hU+nS62G3dhVcuv4LVn9dQrbvUKQcPsEyJyIyMW6hU6mxSLgLx49HQ3n0d+hdXZEWtBHad3tIHYuIqEJgoVOpUO7bC8fJ42CRnAxtpy5I+3YVRJUqUsciIqowWOj0YjIyoJr9Cey2/ABha4v0BUuQ85EfL0cjIipjLHR6fqdPo9LAQbCMuYG815sifdU65Ls3lDoVEVGFxEKn4hECFnfiYRUZAavIC7CKigCO/g4LvR5ZAROQOX0WYGMjdUoiogqLhU5PEgIW8bcLyjvqAqwiI2AdGQGL+4mF53N3R+qCr5HX9l/S5CQiIgMWekUnBCzibj0o7whYRxX8v8X9+4Vmy6/xCnK7vwfdGx7Ie8MDuiYeqPxaXeQlpksUnIiIHsVCr0iEgMWt2IIt7qgHu84vRsIiKanQbPk1ayG3Z5sHxf0GdG80g3B1lSg0EREVBwtdroSAxc2YB1vdkYbj3hYpKYVmy69ZG7mt2xWUd1MP6Jq+AVGJ5U1EZG5Y6HIgBCxibjzY6n7wv4sRsNBoCs2WX6s2ctp1KCjuNx6Ut0sliUITEVFpYqGbG70eljHXYRUVaTjubRUVCYvUwuWtq1MX2g6doGvySHmrXSQKTUREpsZCL8/0eljeuPa/re6oCFhdjIJFWmqh2XR160HbqTN0TZsVlHeTphDOaolCExGRFFjo5YVeD8vr1wqOdT9a3ulphWbT1XsV2i5dC5e3k7NEoYmIqLxgoUshPx+IjobN0T8KijvyQXlnZhhmEQoF8l+tD+3b3QqK+41m0L3eBMLRScLgRERUXrHQy5hCkwKX9l7AnXg8rGahUCC/fgNoH56s9rC8VY6SZiUiIvPBQi9jQmkD3ZstYal2RIZ7Y+Q1LShvqFRSRyMiIjPGQi9r9vZIW/8D3Nwckc27rBERUSmxkDoAERERvTgWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiIiIZYKETERHJAAudiIhIBljoREREMsBCJyIikgErUy48NDQUBw8ehKurKxQKBQICAgq9n5ubi0WLFqFKlSqIiYmBn58f6tSpY8pIREREsmSyLfTs7GzMmTMHM2fOxLhx43DlyhWEhYUVmmfTpk2oVq0aRo0ahaFDh2LWrFmmikNERCRrJiv0iIgIVK9eHUqlEgDg6emJY8eOFZrn2LFjaNasGQDA3d0dly9fRkZGhqkiERERyZbJdrknJSXBwcHBMK1SqZCUlFSseVQq1TOX7ebmWLphJSKHcchhDIA8xiGHMQAcR3kihzEA8hmHMSbbQnd1dUVmZqZhOiMjA66uriWeh4iIiIwzWaF7eHggPj4eWq0WAHD+/Hl06NABGo3GsFu9Q4cOuHDhAgDgypUraNiwodGtcyIiInqSQgghTLXwkydP4sCBA3BxcYG1tTUCAgKwePFiqNVq+Pn5IScnB4sWLYKbmxtiY2MxatQonuVORET0HExa6ERERFQ2eGMZIiIiGWChExERyYBJ7xRX2ozdec4cJCYmYtmyZbh8+TJ27twpdZznEhsbi2XLluG1117D3bt3oVarze57odfr4e/vj6ZNmyIvLw+3bt3C/PnzYWtrK3W055KTk4N+/fqhbdu2mD59utRxnkv//v1hY2MDALCwsMCmTZskTlRy169fx759+2BjY4OzZ89i3LhxaNq0qdSxSiQuLg5Dhw5FtWrVABRcfeTu7o6FCxdKnKxk1q1bh9u3b8PFxQU3b97EvHnzzPLne+PGjUhISICdnR20Wi0mT54MhULx9JmFmcjKyhJdunQRubm5QgghAgICRGhoqMSpSm7//v3i999/F3369JE6ynOLjIwUhw4dMky/++674uLFixImKrn8/HyxYsUKw7S/v78ICQmRMNGLWbBggZg2bZpYuHCh1FGeW2BgoNQRXohOpxMjR44U+fn5QgghEhISRFJSksSpSi45OVmcPHnSMP3tt9+Ks2fPSpio5O7duydatGhh+F6Y68/3X3/9Jd5//33DdEBAgDh48GCR85vNLvfi3HnOHHTr1q3QzXTMUdOmTdGlSxfDtF6vh52dnYSJSs7CwgJjxowBAOh0OiQkJJjtFRa7d++Gp6cnatSoIXWUF3L16lUEBQVh+fLlZvmzffHiRQghsHnzZqxZswZHjx6Fi4uL1LFKzMXFBa1btwYAaLVaXLp0CW+++abEqUrGzs4O1tbWhkuks7KyUL9+fYlTlVxMTIxhTwkA1KhR44lbqD/KbHa5F+fOc1T2Dh06hLZt26JevXpSR3kuJ06cwMaNG9GhQwc0adJE6jgl9s8//+D69euYNGkSrly5InWcFzJy5Eg0bdoU+fn58Pb2hoODA1q0aCF1rGKLj49HREQEli5dCkdHR0yZMgXW1tbo27ev1NGe2969e9GjRw+pY5SYSqXC1KlTMXHiRLi5uaFq1aqoWbOm1LFKrEmTJli6dClyc3OhVCpx6dKlQgX/OLPZQudd5cqfU6dO4fTp05g5c6bUUZ5bu3btsH79esTFxWHLli1SxymxQ4cOQalUIigoCOHh4YiKisLGjRuljvVcHh5rtrS0xJtvvonTp09LnKhkHBwcULduXTg6FtxmtHnz5jhz5ozEqV7Mb7/9hu7du0sdo8Sio6Oxfv16rFmzBgsXLoSLiwtWrFghdawSq1GjBr744gusXLkSmzZtQv369Z9Z6Gazhf7oneeUSiXOnz+PwYMHSx2rwjp27BjOnTuHWbNm4d69e4iPjzc8aMcc/PPPP4iLi0OHDh0AFPzgxMXFSRvqOYwePdrw79zcXGRlZWHo0KHSBXpO165dw/nz59GvXz8AwM2bN9G1a1eJU5XMG2+8AY1Gg/z8fFhaWiI+Ph61a9eWOtZzO3XqFJo1awZra2upo5RYQkIC1Go1rKwKKs7NzQ137tyRONXzUavVmDhxIgBgypQp8Pb2LnJey7lz584to1wvxNraGvXq1cOGDRsQERGBl156Cf/+97+ljlViZ86cQUhICKKjo5GTk4MmTZoY/qMzF5cuXcKoUaMghMCuXbuwe/duvPLKK2jUqJHU0YotIyMDa9euRUxMDMLCwnDt2jWMHz/ebM9vOHDgAH777TfEx8fD1tYWDRo0kDpSieTl5WHTpk2IiYnB0aNHYW9vj+HDhxd9Nm85ZGtri6pVq2Lr1q24ePEiEhMTMX78eLP7+X5o6dKlGDNmjNmdHwMAr7zyCi5duoRTp04hMjIS0dHRmDBhgln+fE+YMAGxsbEIDw/Hm2++iZYtWxY5L+8UR0REJANmcwydiIiIisZCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQDLHQiGfD398dnn30mdQwikhALncjMJSYm4s6dO9i3bx+ys7OljkNEEuF16ERmLigoCJ6enpg6dSrGjx+P3r17AwA2b96MgwcPon79+lAoFDh48CDGjBmDQYMG4ddff0VoaCjUajUSEhIwbdo0uLm5PbHsopYhhMDKlSvx3nvvIS4uDmfOnMG8efPQsGFDLF26FFWrVsWdO3fwwQcfoE2bNti4cSMCAwOxZ88eWFhYYObMmahatSoWLlyIrVu3YuXKlXjnnXeg1+vx999/4+2334avr29Zr0oi82bSZ78Rkcn5+/sLIYRYtmyZ8PHxEUIIcfnyZdG6dWuRnZ0thBBi6dKlhveuXbsmunfvbni05Pbt28XUqVOfWO6zliGEENOnTxfjxo0TQggRHh4u/vrrLzFgwADDo3U1Go1o3bq1SExMFEII0bFjR3Hr1i0hhBA7d+4U06dPNyzLx8dHLFu2TAhR8Kjk1q1bi8uXL5fG6iGqMLjLnciMnTt3Dh4eHgCAvn374ty5c7h58yZOnz6N119/Hba2tgBQ6PGXoaGhyM3Nxdy5c/HZZ5/h1KlTyMnJeWLZz1rGQw8fs+np6YlXXnkFFy5cgKenJwDA2dkZVapUwblz54o1lodfZ2dnh9dff93sHs5CJDXzvMkwEQEoeBa6Xq/HvHnzABQ8hGLnzp1wdXUt8j7oQgjUrl0bX3zxheG1R59k+Oh8xu6lrlQqn3jt8a95dFo8OMKn0+meudzifDYRFcYtdCIzlZmZiZycHMyfPx+zZs3CrFmzMG3aNOzatQutWrXCxYsXDVve4eHhhq9r3bo1Ll26hIyMDADAX3/9hQULFjyx/Gct42lUKhU8PT0N86WmpiIhIQHNmzcHUPDHxr179wAUPN7ycREREQCA7Oxs/Pnnn898CAURPYlb6ERmKCcnB5MnT0ZmZiYSEhJQpUoVAMDff/+Ne/fuISgoCH5+fhgxYgQaNWoECwsLw2Mw69Wrh9mzZ2PatGmoWbMm0tLSMHXq1Cc+o2HDhvD393/qMo4ePYrIyEjcvXsXzs7O6Ny5MwBg8eLF+Prrr3H27FncvXsXixYtQuXKlQEAI0eOxFdffYVmzZrBxsYGp06dwoEDB/DOO+8AALKysjBv3jxER0fD398f7u7uJl+PRHLCs9yJZOr48eNo3749AGDLli24ffs2pk2bVubLKA5fX18EBASgVatWpb5sooqCW+hEMrV9+3acOHECCoUCqamp+PTTTyVZhjFbtmzBjRs3e2oe2gAAAEVJREFUsGHDBtSqVQtVq1Yt9c8gqgi4hU5ERCQDPCmOiIhIBljoREREMsBCJyIikgEWOhERkQyw0ImIiGSAhU5ERCQD/w+esXslqsifDwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "agegroupmean = np.array([0.1, 0.133, 0.250, 0.333, 0.462, 0.625, 0.765, 0.800])\n", "group = np.array([1, 2, 3, 4, 5, 6, 7, 8])\n", @@ -1740,11 +1846,40 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "\"\"\"The sigmoid function (or the logistic curve) is a\n", "function that takes any real number, z, and outputs a number (0,1).\n", @@ -2161,11 +2296,34 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2206,11 +2364,30 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2272,9 +2449,7 @@ { "cell_type": "code", "execution_count": 27, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "cancerpd = pd.DataFrame(cancer.data, columns=cancer.feature_names)" @@ -2290,9 +2465,7 @@ { "cell_type": "code", "execution_count": 28, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [], "source": [ "correlation_matrix = cancerpd.corr().round(1)" @@ -2314,11 +2487,67 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(426, 30)\n", + "(143, 30)\n", + "Test set accuracy with Logistic Regression: 0.95\n", + "Test set accuracy Logistic Regression with scaled data: 0.96\n", + "[1. 1. 1. 1. 1. 1.\n", + " 1. 1. 0.92857143 0.92857143]\n", + "Test set accuracy with Logistic Regression and scaled data: 0.96\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/MortenImac/anaconda3/lib/python3.6/site-packages/sklearn/linear_model/_logistic.py:762: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -2365,9 +2594,34 @@ "skplt.metrics.plot_cumulative_gain(y_test, y_probas)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], - "metadata": {}, + "metadata": { + "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": "3.6.8" + } + }, "nbformat": 4, "nbformat_minor": 2 }