ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
notebook.ipynb
(464564B)
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {
6 "deletable": true,
7 "editable": true
8 },
9 "source": [
10 "#Exercise Answer Key: Position Concentration Risk\n",
11 "\n",
12 "## Lecture Link\n",
13 "\n",
14 "This exercise notebook refers to this lecture. Please use the lecture for explanations and sample code.\n",
15 "\n",
16 "https://www.quantopian.com/lectures#Position-Concentration-Risk\n",
17 "\n",
18 "Part of the Quantopian Lecture Series:\n",
19 "\n",
20 "* [www.quantopian.com/lectures](https://www.quantopian.com/lectures)\n",
21 "* [github.com/quantopian/research_public](https://github.com/quantopian/research_public)"
22 ]
23 },
24 {
25 "cell_type": "code",
26 "execution_count": 1,
27 "metadata": {
28 "collapsed": false,
29 "deletable": true,
30 "editable": true
31 },
32 "outputs": [],
33 "source": [
34 "import numpy as np\n",
35 "import pandas as pd\n",
36 "import scipy.stats as stats\n",
37 "import matplotlib.pyplot as plt\n",
38 "import math\n",
39 "import cvxpy"
40 ]
41 },
42 {
43 "cell_type": "markdown",
44 "metadata": {
45 "deletable": true,
46 "editable": true
47 },
48 "source": [
49 "##Helper Functions"
50 ]
51 },
52 {
53 "cell_type": "code",
54 "execution_count": 2,
55 "metadata": {
56 "collapsed": true,
57 "deletable": true,
58 "editable": true
59 },
60 "outputs": [],
61 "source": [
62 "def get_markowitz_weights(mu, Sigma, gamma=1, max_position=1.0, max_leverage=1.0, short=False):\n",
63 " w = cvxpy.Variable(len(Sigma))\n",
64 " g = cvxpy.Parameter(sign='positive')\n",
65 " L = cvxpy.Parameter()\n",
66 " g.value = gamma\n",
67 " L.value = max_leverage\n",
68 " try:\n",
69 " ret = mu.T*w\n",
70 " except ValueError:\n",
71 " ret = mu*w\n",
72 " \n",
73 " risk = cvxpy.quad_form(w, Sigma)\n",
74 " \n",
75 " objective = cvxpy.Maximize(ret - g*risk)\n",
76 " constraints = [\n",
77 " cvxpy.abs(w) < max_position,\n",
78 " cvxpy.norm(w, 1) <= L, # Make it so we don't have to invest everything\n",
79 " ]\n",
80 " \n",
81 " if not short:\n",
82 " constraints.append(w >= 0) # Force all positive weights\n",
83 " \n",
84 " prob = cvxpy.Problem(\n",
85 " objective,\n",
86 " constraints\n",
87 " )\n",
88 " \n",
89 " result = prob.solve()\n",
90 " \n",
91 " return w.value"
92 ]
93 },
94 {
95 "cell_type": "markdown",
96 "metadata": {
97 "deletable": true,
98 "editable": true
99 },
100 "source": [
101 "#Exercise 1: Roulette Simulation\n",
102 "\n",
103 "A roulette table has 38 pockets: 1 through 36, 0, and 00. A bet on an even number pays out at a ratio of 1:1. Landing on 0 and 00 count as losing.\n",
104 "\n",
105 "You have $100 and are betting on an even number.\n",
106 "\n",
107 "##a. All In\n",
108 "\n",
109 "By running 1000 simulations, find the mean and standard deviation of the payout if you bet your entire $100 on one round. "
110 ]
111 },
112 {
113 "cell_type": "code",
114 "execution_count": 3,
115 "metadata": {
116 "collapsed": false,
117 "deletable": true,
118 "editable": true,
119 "scrolled": false
120 },
121 "outputs": [
122 {
123 "name": "stdout",
124 "output_type": "stream",
125 "text": [
126 "Payout mean: 51.3\n",
127 "Payout std: 49.9830971429\n"
128 ]
129 }
130 ],
131 "source": [
132 "universes = 1000\n",
133 "evens = 19\n",
134 "total = 38\n",
135 "payout = 100\n",
136 "rounds = 1\n",
137 "results = np.zeros(universes)\n",
138 "\n",
139 "#Your code goes here\n",
140 "\n",
141 "p = float(19)/total\n",
142 "\n",
143 "for i in range(universes):\n",
144 " results[i] = payout * np.random.binomial(n = rounds, p = p)\n",
145 " \n",
146 "print \"Payout mean:\", np.mean(results)\n",
147 "print \"Payout std:\", np.std(results)"
148 ]
149 },
150 {
151 "cell_type": "markdown",
152 "metadata": {
153 "deletable": true,
154 "editable": true
155 },
156 "source": [
157 "##b. $1 Bets\n",
158 "\n",
159 "By running 1000 simulations, find the mean and standard deviation of the payout if instead you bet $1 at a time and play 100 rounds."
160 ]
161 },
162 {
163 "cell_type": "code",
164 "execution_count": 4,
165 "metadata": {
166 "collapsed": false,
167 "deletable": true,
168 "editable": true
169 },
170 "outputs": [
171 {
172 "name": "stdout",
173 "output_type": "stream",
174 "text": [
175 "Payout mean: 49.882\n",
176 "Payout std: 5.09706543023\n"
177 ]
178 }
179 ],
180 "source": [
181 "universes = 1000\n",
182 "evens = 19\n",
183 "total = 38\n",
184 "payout = 1\n",
185 "rounds = 100\n",
186 "results = np.zeros(universes)\n",
187 "\n",
188 "#Your code goes here\n",
189 "\n",
190 "p = float(19)/total\n",
191 "\n",
192 "for i in range(universes):\n",
193 " results[i] = payout * np.random.binomial(n = rounds, p = p)\n",
194 " \n",
195 "print \"Payout mean:\", np.mean(results)\n",
196 "print \"Payout std:\", np.std(results)"
197 ]
198 },
199 {
200 "cell_type": "markdown",
201 "metadata": {
202 "deletable": true,
203 "editable": true
204 },
205 "source": [
206 "#Exercise 2: Portfolio Diversification\n",
207 "\n",
208 "##a. Single Asset\n",
209 "\n",
210 "Use the pricing data below to find the standard deviation of the returns of `AMZN` in the second half of the year 2015 and plot the price against time."
211 ]
212 },
213 {
214 "cell_type": "code",
215 "execution_count": 5,
216 "metadata": {
217 "collapsed": false,
218 "deletable": true,
219 "editable": true
220 },
221 "outputs": [
222 {
223 "name": "stdout",
224 "output_type": "stream",
225 "text": [
226 "AMZN returns std: 0.0204975317528\n"
227 ]
228 },
229 {
230 "data": {
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xAh7nvzl8tBrXlpr3vr5iYbGIQtFCrmC1+62QPoIBT4LIbJZWNYeHm0PS3agb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rVPxAqWZnOOxdntQATVmOm6gV9+voNP7u0jlZBwZZGoKfLUgrDiTzeiZ3iCi7YpldFPuKCnGqwB\nrBsyRxMtHzQhCIKvQhfd+GrNHqEIcZ/1aqTH1uUhgkN0zaHrPHXmhqnhod81TA0P4OyoHqrS5nrO\ng1CmZEnEosWFp/edkO0oLQ9Wv+PzrqgIzTAYVFzGtAIfYc9m9UIBqYSE+5vVvjlqZ4kEjwyPRoJW\nA/YGcoOvQbVrK4bLGsmc0dzu6ihkkyxD1/Zw/t2wKW2DnZefS0lFtGsII2Z4AOACN2ai2kxsrXIH\n0J6CwwMA33p9Ee9Fac1hgRew6FvnJdK7yCvu2u7aKm38v8OsYYqHfcv/fHW5hHZXY200KNwlE5m0\nAhNgznrQMy/lk1yTVdtJpQEpfk7zDamD4LUvUhv18kJx5HnphjvgEYQz4/C4aWHMgfHZ/Bk9QvR3\neMaZ4UklZEzkkzg4bjtetFtOe5yQRBKZ6PR07Bw2uRqe6IuynaVxOjzNDlH+8eJ+8ucv5pKoNrpM\n0eqCa0Ol6l+NNnF4BBBHyQ/Lc3n8b+9dwUWrEF6WRM+BvMcZTD1XR2eJOTyidW8k++Ku3/HD4kwO\nL1yc8PwbkZ+UsFdpod3VMF1KYWYijXZXQ7NjG+9RjIekIqFjjcdrC6mBVI7GkeHhwQxZ61nbdTKj\nf7/oMkj499VVDXYuP5U2HtRo9lNv8kM+Q7J7VFWMPjdF6jcQN/caEEUBF6azmCoGODzcBsGj1VHx\nLx9u4OFWFZOFFH7vnUsssODI8AxIj5GZwxO8sLdCMjy05spLrMQwCOXXTwGPOsatroajahszpZSv\nkU6NI8Mw2TmZ+MRBv8CLLVow/Jij845GzYeZH3QuDBpNp3BQ2kI+y48BSuMdBFcWixBgB2JkWWJ1\nhRSGYWL3qIVcRhmpONgPUcclu54IGR6AGDJXl0voqToelZ1UHlbDw9F1dIOwKTo9jTn1o4BmQhvt\nnu3wjEhpo7T6TFJmAQmakQ2CTWkbbExSahdAgi10PlAHKsr8yKYVJio0iEobwKuFjd/mCkI+k/Dt\ngef3+QvTWUwUUn3B6SCHvmMpJPK14vwxg0CWnWuBG9dXJiCKAr54dOigj7rZT1mqjttRoWrR6xj5\n+6SZK6fDQ/4fZtt4iRY83KpCEARWLzVO2EG485ThcXmxYZQ25mjIzshfp6exFzEsR9sPc5NZ6IZd\nL0KvGziZDA9gRyYebdfQ7emQRGEg5yptGfDuDE+ro0aiWE3kk9ANEw82j5lmPA+7n0EPtWYPGU5u\n2g+ZlMKiADSd7AY1XAFnxkDTTS7D4zxPUHPIQUCpCAAwVUyzzNF+pcXVbIS/bzomVxcKmJ+Inq0A\nMJYaHh6Sy3hXVd3qYTI+h4caOu4aHvrzSQQFKOjYpIYDrTPj0/gAGafH9S7mJzNQZMmiQZINpI/b\n7YpiAqQp7P/7wToOq21culDA+29ddMyjUShtlBcfKlrQJZLXfg70/HQWsiTi3pNKHz2C3ovf+KWb\n2eZuAyZIltkP/Nih2biJfBKphISdw2ZfFmKYGh43aISVKkMO4zy5M8SDgnd4/KSXKfh3NEyGZX4q\ni//+3assQORVV1apk+z7/ORgvXKiYtAMT5QaHopry8TI+2q94hgvfIaHPz8TLBihfoeC9jVqtFS7\nPnVYSpsoEqoQpS4mJTZO2r0BHJ4hxiR1PpKK1Gf8Rp1rVNFraEobp5h7WvGdW0v4vbf7m266lSl5\ndLq6Yw7T/w9zn3yQycuxzqQUXF4sotFW8YQTfnGznyhtv9lWHWUdoefn1o6OS9EY4DM8g1Hajmod\nVOpdLM5kfYNwo8Ct0hiEM+HwGJbaB//iEiGUNvfmSQdiV7UzPONOr85P9dPa6EJ1EjU8ADBVTCGf\nSWBzjxR3JhODp/JL+SSabZUN6J5V8BtF1pOq2HV6OqaL/dFeauhUakRNyI/O5ge+2JPH7lGL3Sev\nvmeaJhTZpqTQhUeWRIeU8ijgI0dTlqIeAOwftyNT2gBCmZqbzOANr07fIVBOLMNjy1IrVh3VqAiu\n4Ymm0jYO0PkJgFG23FmaTYvORqlCgC3NGpbhub95jH/96Am6qo7b12fxjVcueMiG82vYoHx88nyC\nIummaVpNR/2zBTw94qErch5GPaFBIirS4Ve/AziNMxr4EAQBc1NZi5Lac3yeNckbweFJyCJR1+oM\nR2njjxnWOHNkeEJOzxs2w2YPUkl7zafvjQ8C+fXfGRd4cZgoYPSsCGtLOiljZb6AeqvHJNABZw0P\nX1fWClAoHBQ5rhePl1zwIKAOAO3rk+YaVQ5EaRtiPbaL2cWhHR7aZyvqGO2ntOlPjc42LHj1Ux5+\narGGYaLb01j9DgBcnM9jcSYXKDjlB7r/kfph72d149IkBACfPzxkc0DTTUdghwbYag3S/yzqc6dr\ne6urOXrmUYT1ZqSgY4QyCB6y3jvjFSugiNKihuJ0j0ALbhUKAEwC0DfD46Kt0YWqw9fwDElZ8MPM\nRBqCIDgcHu2EMzw0TajrJuvHMCioOg8doEw1LEKUjFJ1ADsKxCNrCQDsWEWzgzo8NDLGp3AbbRWN\ntso2cDoGvN4rff/TpdTYokvU4RFAHJ5SPgVJErB/1Iqc9gWAG6tT+P6bF0MjJl6YzKcgicLAz9MP\n7iiWqumBCn2DfbdTtYU+I0kiDVKpA3TSDg9v8NF7c2/MW3uWw8M1x6QS317cbgGElvfhFzv41ec7\nkCUR/+XOEq6vTAaqnAHDqLT1Z3gMw0Sl3sG9JxX87NMy/ud/PECro4YGK66vTEASBXz56Mgxt9SQ\nKB69fhM2jdcPsti/CQM27ZXP0vL3NQqlTRAE1swTGJHSNuSa7aS0BY9pvl/YqEX2gD2ueafYr//O\nuMAaa0aUWKaGWliPIorrloLmV+u2uh9PaeN7iIUpFA6CPEfHZlTlAWjHPOiYolTLVFJm1xiF0jas\nLDUArnchkR3nvyHqXJufyuC7d5ZwbbkU6fPuTKM2ALXqtIEXP+LRVXXSXoAbE8VcEu/dXhpqLtN3\nkQgINOYyCaxcKKDa6LJaU9LY3n62NLtZtUSiotoX9PwNrtkuf89uxVE/XJjOIpWQcX/zGO2uhsfb\nNaQSUiAbYBSkLTEh2uw5CGdiBDJut8sgIvJ73tHOPofHUcNzMnU1iixhqpjCYbWDT7/ex16lxagV\n46bP8eAL7gZR+aGYcAkXtAdo3MYbPAseDo8kiUinFLbwDZzhkfsL0nYtQ2lxhsgqModH6zeY6Due\nKY1vs6f3XMwnocik4d/cRAbVZg+fPzwEMFjx8TC4slTE//j+CyM11+PhjmIFFa4PCneGhxpGuXQC\nqqqzhfSkHZ5Myuaiu2WiNUtJcK/SxlQx5XiuV5aKuH5pEiuuBqtURfCw2sbXG8co5ZP4/XdWfIv4\ngREpbZwRUW108ZO1Dfwf//Y1/vHnj/HRl7tY3yGFocuzebx2bSbwu3h6xPqOXQQbmuHhnAC3QEn/\nZ7kMT8Z+njTTtu1yeMZFNeaNjWGyRXRMDHsdfC+vKAF5ujcNs3a7QY0b2n9Dt3qQlfLJSL1AhgHN\nPJ5EhgcgLIK5yQx2Dluo1Ek9ppdogaYbTJJ6HJQ2RZaQSkgkwzMGShtgUy3TSRkJmTSnjpLhGYXS\nxssVkwaT/ftjGARBwMJ0LvK+5s5+D1JLctqg+Dg8tLB/XDQthXN4gnBjdQoA8PnDI479ZL9HWr9G\n7bmoz53eJy/Fzs9plbWqCP4+WRLx0qVJqJqB//h4Ez1Vx6WF4onZwIIgIJOUPeXr3TgTI1D3ycgk\nFClyhifFOTxeGaNx4cpiEYJAUo7/8qsn+OknW47rOAnkMwlWnzJMZKHkkqZuDrBpKLKEYi5pRXu9\n5Qb5QtlCdjBamVdBmh2xzEKRJZYx8BIMsDM846nfAUiBcCmfdBTOv3VzHvlMglEWxhGtDYJfY8hh\nwfc8ooXr48rwuGt46PvKWWoyTFHrKfC7qUoVL1oAkAxPeb8B0zQd2R2AGLC3X5z1jJRRA+jifB6/\n89ZKqHLcSKIF3Mb7+cNDlA+aSCYkrC4U8fbNefzxty7jv3/3Kr59azFSNP+l1SkIguCgR9jNg4Mp\nbYB3gMPregHnGpBJKSjmktirtBx0VXVMVGP+uQ6TLbJFT4Ybj3wvryiUULo3DUtp4+GOrB9WO9B1\n88SyO4C/eIcfmGjBAPQs2ift3jqRqHbKUntQ2sYUCMqmE2i2NVsQaGglO3KNPKVNEASkk/KJU9pk\n5vD006BHoY8GgR+HtAHpWXV4vIrwAbv2ahyBCqA/OO+HUj6JpdkcDqttJhbF27IJq1aLNnyOanvS\nz/lleHqqAUkSItnNV5dLSCgSDq2+lOPuveNGJkUk5MPqeE4m5DNm+GVkkoqIiqWR734JtuKPJVpA\na35UDaJIN7QTcHiWSrg4X8DOYRP7lTa6qg7DMFlR6UlhdaGAg+P2UJtmIZuEKAosItCyUoNRlW7e\nu7UIw/RPt+czCvYq9FyDU9oA2+klHcNbSCUkFHMJJBWRbUZeC5BicfqnS+PTfpckEX/4zVXH7zIp\nBd9/cxn/9tEGqs3eWCKMTxN8z6OwpqODgldRAmw+N31P9ZZqqS2N5XSBuLZcQq3ZZQYgX1xry1FH\nn6uvXZuBrpu4shRNbtNZhzjYDdMGct2ejsNqB5mUgv/6rctD11nl0gpWFwp4uFXFxm4dF+cLoQ0C\nJY5nPjcVbETTz6YSUp+zeGEqi7vrXewft1lGjBrMo1KNeYrJMAbdteUSirnEUFRTinRKRqenRczw\nkOsdVvKYBzM0raDCTkj/nXFgYNEC62ODvObFmRxyGQWPt2t448a8Q/hA4oqkGTthTFH3fEbBYbXN\ngoHDU9osY5JS2qy1L52UcXDchmGYgXS1YfvwkHPblDbAnhOCEK0x5zDgqcJda18+adbDScFvfHdc\nktTjOk+U53RjdQqbew18dv/AOtb5HrNphZUoRFZpY3VmXIbHJVoQ1SZQZBHXVybwm/sHmCqmBlLM\nGwbZtAxUwuvhzoRV5icjTTeIrqoj43Z4XKIFkkQK9ro9HXRfOakUmyKLWJ7LY3nuZJ0cHpcuFHFc\n7w5VGEZrQY4bXRiGaWd4IkqYhkW16d95Izcq3BmeWrOHdlfDynwBgiAgYfWyMU2T0Q541ZTXX5hF\np6uNZLxERSal4HfeXkG10RuoR8xpARWIiNJ0dBDwRcWAJYggS8w576k6UonxCCSEoZhL4ntvXGQ/\n082gq+oo7zeRSyso5qK/u9WFweabIJDaQ00zhnIoZUnEcb0L0zr3qM/sxuoUHm1V8fmjIyzP5SOI\nFpDfTxbToTLqdO3Npvuf5/x0BnfXj7B90LQdHt2I3B09CKNmeMaxdqeTMioIr+EB7GDcSWR4dg9b\nEADMTpycw+OlVhgEVsMzwNgVBAET+RQarTp6qg7TJL8T3JS2rmpl2Maz3lMq5pFFpRu28SidC622\nCgH2HpVK2g3Rg6hR46C00XEmM4VP4cTWXD7rN+6s29OGn8PTPiFKW5QxNl1KY24yw9gubkc4kxrC\n4XHVmQGuDI9mDHSvL65M4LjRxdWlaHVfo4Ap04XUw51ph4dGSHuqgYwrgE/7iTiKhK2+J1S7/zRL\nJA4KRRbx5o35oY+fyCdxXO+i3uqh1SGL8rgmMqWzFLKJgRdYd1Mpu4Ee2cATCuk7oWqGQ/KT4iQj\nm15IKFLkBqenDVQCfJxNRwEPlTZVRzatOCJZT8Mh9QJdH7b2G9B0A0uzpRN3vBRZhDhkdFWRRVbz\ntDQ7ehFoIZvAxfkC1ndq2D5ohjq7+YyCK4tFLEfIWFNDlK/foZidyEASBYdwQVD/n0Ewag3POEAz\nDGEqbcC4KW12DY+qGTiodjDpoZ45TgxNaRtw/FOKbU/VYZgmyxBlrKa2d9crEECe/bjmMG0+quum\nQyBhUFBHhYp90Htn0tRdLXC/HQeljdF4Xf+eBHjHexCK/GmEH6XNDrCOmdIWMdN78/IUs4f6Mjzc\ns44a9GGCNJz8u8Yxa1RVZzWwUaDIEr712mLkz48CykYKq+M5E6RKv+gG3SCoGtysH0MAACAASURB\nVAUPr54OyYRsyVKbJ1K/c5ZRyllKbY0umlan6nFlwKjBM2j9DtDfwGzXklidn7QdHoBsgjTFfBJa\n788DZPFkMjw8pc0wTKgaqQ/iDdNnRXegGwVTZxuDExGGFy9O4vqlyaGO5ZV8xhW1v3GZXMtvHx7a\nvRYk7/chCALefvkCk6kNAjW+vZpdypKImYk0KvUuC1TwPbRGwagZnnGArkFRVlAqZRu1MXIQeENz\n/7gF0zzZ+h3+nNH78AxnvFMRFU03YJr28bm0gu/cWkRSkaAb5lgN6xyXnUyOINPPj2teQY53eIIw\nSoZnbjKDYi7J6OT0fZ1kXTFzvDWd0QzH0Qz2WcA3w9Mbb4Ynn0lAACIzDOYmM6wxttue5bNpUYM+\nbgdYgM2sUTWDSFyfUlpiJm01W22fA4fHL8NzcY7Qmn7z9QFbEIKOoXKl7a721Dr+nhVMFGzhglZH\nG2v6ebKQwu3rs7h5eWrgY3lJY9M0sVtpIZtWmMwty/JpdnfgYXnWzztIDY/BZXjGL1pgF6ZLDidn\nWPWjUUE3Zt0wSXZujOIWfnhpdXKouQDYm9fiTHZsGeqJfAqLMzkcHLdRtuqYxvE+ZiczeOXKtK+U\n7bxLnlrzqMUcBjzV7lkVSjOHJ4KBPFVM473bS2Nx+nmHhwWHAlQDx4HBa3iGc3jsDA9xePiA3OJM\nDn/47ipeujTJVKzGAT47Ocr7cTg8nEOeiShNzRyeIeb85cUi/ujdVbbWPQ2Hh0r2a/rZz/D4UTap\nStu47I1SPon/9t6VyDRpQRDw8pVpAP3P1q/ZdRD48aDIImRZZHPaFoQ6nXazneEJnken8+pd8JMr\nLeWTuLZcQr3Vc2j0A/2iBYCdeuyp+olL4J410Kac2wekA/o4ozGCIOD6yuRQPWP4zbRS76Kn6pib\nzDBDwpHhoRGXMaWYnzeQGh6TqaiNK+vCHB7dZH1eEorkiMSPiz43KPhFfpxOxEmBZiwGEVaIAuqA\nVZtEoWccjoIkCnjl6rRv8MTdj0fTo3cFD4KXSuPTxsJMFvNTmcDGrCcB+t4Oj9t4sFWFJApjVaj0\ngi38MZgsdRS6Hw+21muU0uYWMZJw68VZLMyML0ubSkhj6ZPEZ2b4IveoGZ5RKG1uPA2Hh8pfq+eg\nhsctBELR6WpIKNJYa8EzKWWgPWhxJoc/+OYlXHPVyWRGoLQBZFzSWlOABJSBZ0c9DwO93+Z5oLQF\nNaR75eo0koqE3z44dPD3PDM83IIVU9qcSFmdnytWodtpicYwOpRusoglT9Gw1fd0tLtE/St+t8OB\nPjeaqh9XdJy9Q9NkC2dCcVLaxkWfGxR8QGTcTsRJYH4yi4lCauyG9HQpzfrjAE9nYyvliZz99kGL\n0R0VeXTjwUFpe1Y1PCkF33vjIqsBeVqg763a7EHVDLx5Y/7EnwFrPBpZtID8OzCljTM8eUrbSUIQ\nBJblGcXhcRuT7v+fJKXNDebwnHD2U2EODxGSGFety9MGT8/j0e7ppyK4OpFP9dk82SEobfx4SCVk\nyJJXhufZ368XFJlIcbfOM6UNIC/gtWsz0HQDn369H3gMT3V4Gj0/zhoorQ1wpkSfJWSOH77rIbHK\nZ3i6PS1UOSqGP2SrCphuvmMTLeBU2nhBBH7xTD6jyBHdzCRROHHqzzjw0uok/uAbl07EiL15mdAj\nBJx8E1iAGJPzUxl0ehoOj9sAxuOg0HH1tO7jNEESBaQSMpKKhO+9sTyUaucw5xRF4eRreCilTdMD\n2yCMG3mrjmcUUQk/hycVOcNDnq04omQ7YNfnnbSgBzWYWx1trEISTxv2uLPHt64T6vdJNfMdFWnu\neUemtHHzKZ0kDo/qcnieVWAyCrJpJVSl7fRePYewDtyXF4uYKKTwqFzDfoVsnN6iBXGGJwglTiv9\ntGR4WPRQM7BXaaOYTThS47TWoNPT0e3pSCdPZwTiLIBGDymffGyy1JxKGy+IkDgFGZ6kQrqdX5jO\nntnGeOPC7EQaC9NZTBZTT804oZmqjb06gDE5PAkqvyueWSNrFPzuOyv4o3dXn6pCpSyJbG6HgdGz\nBlZpo5F2A6YHpe2kMJ4Mj9OYpEjIZP2JTmkb+hIYbErbyatR9jQDna52auyJYUBrx/jxTXv/nVaH\nRxQFNs6iZvJE0ZYpT1pUTl0ntdPU2TutGR6AZNXDgi5nYocPyvAA5EW9cX0OAPDR3V3WKZ4cY09q\n3uF5VnKlpxkTBVvb+7QoqlAnd/eoBU03MOeKwtNNsN7swUQsWDAK6Pwad4aHLpKtrubI8IiiwDbf\nZ1XDo8gSfu+dS3j75QvP5PynCYIg4Du3lvC7b688tXNSo3xjl4gljMPhkSURstV37XlELq08dUOM\np7+EYVhZahoUUTUDhjlYH59RQB2eUWoa+T4pPAtBEIhhGoXSJonj6ZvzNClthmHCBJA+JfbEMJAk\nEaIouBweWi98eu2NfEax9tho41YQBGYvkwyP3QORZXhO8ZqajeBUn963xSEKf3VmIo3VhQIelWt4\nuFW1pKedC0TKkeF5/iJ/YXBkeE4Lpc0ygPYq/fU7gL0J1axi61iSenj0OTxjyrqkkjJyaQUHx23M\nWVLKrMlaQiIy1c8wVV7Kn2wX6LOEpy3akEkpKFk9wIDx1dzMTmaeOzrbs4QiCSzqHQZawzOo7U6D\nIj1Vh2k8nRoeAFiezWP3qBWp95QfeOfCzUJIJ2UcHLdhGP5ZK1UzxmZsPg3RAsApbR/FGD3NUCTR\nUcNjZ3hOb8bjjZfm0OyoA4kq0LqrVEJylBNQwYZnFZiMgiiiGGdiFIZleCheuzaDjd0GPv16n3i2\nrs+fBvWe04x8NgFRFCAKwtgkiUcFdUwNwyQdw/scHnKd1OE5q4WRpwH0WXe6mlX/ML4xMF1K4/F2\nDQdVQjmljmpSkdCA+sz68MR49pifytoOzxhECwDgu7eXxvI9MaJBlkVoIQXDFEPLUnMtCAzTxNPa\nwlNJeeQGiu76CB7plAwTJGvgZ7T1VGNsGZnJYgqzE+kTVxDk5/JZVWijUBQnZZMGBU9zgLWYS6KY\nGyyYR/d8WsMDEPu7p9nqqqcVUerOT4dVG4KoDk8mpeDlK1OWYld/rx2e7hRnePohiQKuLpWwulA4\nNdx33mktFVJ9HFIacaBjJBYtGB6s0zJIg7FxjgEqjUsliKlDTd/naU6VxzhZXOBoqnEg6mxClkSm\ntBeGYSltsiRCgN3h/rRLyPOgNcNeKqJRlNpUXR+bcmIqIeP9t1bG1rjYD/z1nuUaHoDcS4/P8Fjv\n6rzZG3T9TfEOj2ZwrSpO7/ocZYyd3qvnwHrqRHBSXlyZZFKg7oVFlgSW3os3Vm+88dIc3rwx/6wv\ng4F/h/MeRbh8HQhwulPMpx18EGDcGT7a0NMWLSDvKZNSIOB0R8pinCxmJtLxunzGMUjz0WEzPLS3\nS1fVhjr+WYLaLhmPdS6TJJFpvy7xumFC181Tw7qICj5YedYzPAmZFPDT8gpGaTtnjBLm8CQk9v40\n3TwbGZ4IY+xMzCDdWkSlCJKMkijgzvVZAP1RY0EQWJYn3ljPBngnd27KOyLFT8LYcB4eMje/lDEv\nbMVc0tUTi/z/5StT+O6d5TO/IcYYHrIkYsZV2xXjbIHn+4dh2BoegKz1ZzHDIwgCFmZyWJztb4pa\nzJMA7XGj63ksfaZnbW7wFLyzn+Ghghlk7NFs3GlVaRsWc5MZTBXTSCVkFgDVLAluURTG2mR13Egn\n5dA14Uy8LU0nxXxRF7iFmRzuXJ9FPtvf9C2ZkNDqqDGl7YyAOrmCIGCm5O/w0OhYrNI2PE4ywyOK\nAqZLKewcthz1QZmUEjs7MbA0m8POYTMOWJxRKB7SvX4YVpYaIOsSXevPksMD+NeVTeaJOupRzdvh\nUc+AQpYX6PVKonCq5YyjgNLzNM0AEnad61m/LzdeuTqNV66Sfmx8EKOnGkjI46W5jxuiKOBbry1g\nd+Oe72fOxO6iG8bAnuWLK5Oev6cpSHkMDbxinDxEUUA2raCYTfgu+EmOV3oaOh+fVfAZmJNQY5kp\nZbBz2Bp7fVCMs49ryyWU8klGfYxxtjAQpW3IxqOAsy7kvKwhqaSMdFLGcb3j+XdGAz7FClleoPt1\nOnV2m45SuB36dk9DMhGeUTjLcIgWqPpIjXefFpZm89jd8P/7mXB4tDFKMlKP/KQ16GOMD7//jUuB\nm2OCK3yPG8oODz7DcxKNQKlwwVnjosc4eQiCcOJF1DFODjzfPwzDihYAzqLps1TDE4aJQgrl/QY6\nXa2PJmU7PGdr3aQG82np6TcK6LOnDTi7PR25U9K646RA57SqGehpBnKZfsbUWcOZmEFdVY9UvxMF\nVFXjNHMRYziRVKTAxZ46POdNMeVpg896nkSGZ6qYgoDTXfgYI0aMwSFLzhqHIIxSw8PvA+dpD5+w\neoFV6v20NlowftYcHnq9Z71+B7D3Q1XToWoG6VVzzum3NCnQ6WkwTdPBpDmrOBNvTNUM5NLjWdwK\nVl3PeffOnyfQjIG7oVuMwXDSGZ6EIuGdVy7EdRoxYpwz0J4rkTI8Q6q0AU5a13miE9kOT6evPw7N\n8Jzmpo9eKGQTkET/2tuzBJ7S1u2dT0lqN2hAodUh9ztuIaNngTPzxsZFVbq8WMTMRHrghkwxTi9Y\nE8tzvgCdNJw1PCcTzVldKJ7I98aIEePZge/ZEYaY0taPyQIRLqh4CBecVUpbJqXgf3z/BZwHv5QG\nAFXNQLtLMm7nPcBKxxt1eM6DQMOZsBCnS2lHc7pRIIpC7OycM1CHJ84cjAY+qBDTzmLEiBEVT6MP\nD+DMcpwn3aFsWoEii6h4CBecVYcHOD+0Qz7D03lOMjx0Trc7RBXxLI4/N87EG/vdt1ee9SXEOMVI\nshqe2EgfBTK3OZ2HxS1GjBhPB8wgPOE+PPy6dJ4obYIgYCKfwn6lBdUl0qSyGp54f3tWUCTy7Huq\nfm578LhBHZ6mleE5a5RKL8RWTYwzj4XpLG6sTuLyYkyXGgXSCctSx4gR43xiIErbCH14HA7POaK0\nAcBEIQkTwLFLuOAsZ3jOCyiVUtX5DM/53iPdzYQT50C04OzfQYznHpIk4vUXZuMGliNCPmHRghgx\nYpxPPK0+PDzV9qz3dnFjwmpA6qa19WKH55mDZTBVAx1Ww3POMzyugMR5oLmf7zcWI0aMyBAEAZIo\nQDfMOMMTI0aMyHBHg4MwimjBeZWlBkiGBwAqNafDw1Ta4iDUM4PCyVLrBnkf553SJooCBEGAac3X\n8+DwxDMoRowYDJTWFm+uMWLEiAqaHda0cFlqakANk6Hhja7zVMMDAIVsEpIo9PXi0TQdApwqmjGe\nLmSJGP9UpU0UhXPfQFsQBAfr4zzc79m/gxgxYowNsiTGm2uMGDEGAouAD6TSNsx5zm8Nj2QpyFYb\nXeiG7Tj2NAOyLJ47Ct9ZgiAIUGQRPUulLZWQn4v3wc+3OMMTI0aMcwVFFpFMSM/FYh4jRozxQBIF\niKIQkdJGDMhh1pjz2niUYiKfhG6YqDXtLA9RbTv7xuZZhyKLRJa6q537HjwUjt5854D1cb5JiDFi\nxBgIb740B80IN1pixIgRg4csiazeJAiGYQ7dQ0cSBUgWzeZcOjyFFLBVxXG9y0QMVM049wXyZwGK\nLKLa6ME0zeemyTmluBN629l3eM7+HcSIEWNsmJ3MYGE696wvI0aMGGcMsiRGyvCYpjkSHY0KqpxD\nf4c5OUeWcIFpmn19eWI8GyRkkdWfpc+5JDWFYgUXEueEUhnPohgxYsSIESPGSFAkIXIfntEcHjvq\nfN5QyichAKjUCKVN002Yphk7PKcAMkcrPO8KbRQ0q3Ne2lScj7uIESNGjBgxYjwzyHK0DI9umiM5\nK4pVPH3eZKkBQpvKZxOo1DtWdof0fInbBDx78CplzwvFkMrNJ8+BYAEQOzwxYsSIESNGjBEhSyJ0\nw2QqbH4wzdHqb6jheR5reABCa1M1A822ymqi4gzPswf/DlLPCaWNZXjOicMdz6IYMWLEiBEjxkig\nxlFYlmcU0QLANr7Omyw1RSlvNSCtd5nDI8cOzzOHw+F5XjI8UpzhiREjRowYMWLEYKBGeZjDM6po\nAa0nOK8ZnsmCLVxAHZ7z0PTxrIPPcjw3lDZLtCCu4YkRI0aMGDFixIAdAe+pwQ6PbpgjOStThRRk\nSUA2rQz9HacZE44MD6nhiSltzx5OStvz4vCQez4vDvf5uIsYMWLEiBEjxjNDNkUckGZHDfycaY6m\nsHZlqYRv3cif2yh7Kikjk5JxXO+gx2p4zgel6CwjQcUyJOG5cUBp1jYRU9pixIgRI0aMGDGAQjYB\nAKg3e4GfM0aktAHnU5KaRymfQqujodEiz/J5MbBPM+g7SD8n2R0AUKTz5fA8P28uRowYMWLEiHEi\nyGeIw1NrBTs8pmGey6ah48REPonyfgN7lTaA2OE5DaDv4HkRLACAi/N5NDsqVubzz/pSxoLn583F\niBEjRowYMU4EuQyhtAVleAzDhInzKzgwLlDhgsNqB0Ds8JwGPJcZHlnCq1dnnvVljA3xLIoRI0aM\nGDFijARZEpFJKagHZHhMk/ToOe+UtFFBhQvo8zovlKKzjFw6gVxGwdxU5llfSowh8fy4qjFixIgR\nI0aME0Mhq2DnsAVVMzyzEoZlwMcZnmBk0woUWbQbj0pxbPpZQ5FF/Mm3rzzry4gxAuJZFCNGjBgx\nYsQYGbSOp+GT5TGIvxPX8IRAEARM5FPs55jSFiPG6IhnUYwYMWLEiBFjZOSzwcIFhhFneKJiokBo\nbZIoQIozPDFijIx4Fv3/7d15QJR1/sDxNzPc9z2AgCDIIYgIguIRappXlheVpWZtWq2VtW6utr/K\nbbfVSktNrcwjb1OTtpDwPhEVFUVERfBARBBBFAHlen5/uDOL2mnqNMPn9U818wx9v995nmeez/f4\nfIUQQgjxu9lb/3xqalnD8+tpExfI6I4Q94ZcSUIIIYT43bQjPD+VuEA3wiMBzy9y/G/iAlMJeIS4\nJ+RKEkIIIcTvZmNphomJCVcra3/0fVnD8+vZ21hgZqrCugnt+yLE/SRXkhBCCCF+N5XKBDvrn05N\nLWt4fj21yoTu7XwwM5WU1ELcCzLCI4QQQoh7wtbanJraeq7X1N3xnqzh+W1cHKyw/+80QSHE7yMB\njxBCCCHuCXtdauo7p7XJPjxCCH2RgEcIIYQQ94R2ROLKtRt3vNdwcx9NWcMjhHjgJOARQgghxD2h\nzS52ueJHAh4Z4RFC6IkEPEIIIYS4JxztLDAByiuu3/GerOERQuiLBDxCCCGEuCdM1SrsbMy5XHFD\nF+BoyT48Qgh9kYBHCCGEEPeMk50ltXUNVF6/NVObbkqbBDxCiAdMAh4hhBBC3DO6dTxXb53W9r99\neB54kYQQTZzcdoQQQghxzzjZ3wx4ym9LXPDfeEfW8AghHjgJeIQQQghxzzjZWQJw+bbEBYpkaRNC\n6IkEPEIIIYS4Z6wsTLE0N70jNXX9f4d41BLwCCEeMAl4hBBCCHFPOdlbUFldy43aet1rkpZaCKEv\npnfzobq6OiZMmEBhYSFqtZrJkyfj7e19yzHfffcdixcvRq1Wk5CQwJAhQ0hMTGTGjBn4+voC0KlT\nJ1588cXfXwshhBBC/GE42Vlw4VIl5RU30DhbA43TUuuzZEKIpuiuAp6kpCQcHByYOnUqqampTJs2\njU8++UT3fnV1NXPmzOGbb77B1NSUIUOG8MgjjwDQt29fxo8ff29KL4QQQog/HMdG63i0AY8iSQuE\nEHpyV1Pa0tLS6NGjBwAdO3bk4MGDt7x/+PBhIiIisLGxwcLCgqioKN0xt29EJoQQQgjj4qRLTf2/\ndTyyhkcIoS93FfBcunQJZ2dn4GZPjUqloq6u7kffB3B2dqakpASA9PR0Ro0axXPPPcexY8d+T9mF\nEEII8QdkZ22OWm1CeaNMbbKGRwihL784pW316tWsWbNGd4NSFIXMzMxbjmloaPjZv6G9yUVGRuLs\n7Ex8fDyHDh1i/PjxfP/9979YyAMHDvziMcagqdSzsaZY558ibSFtcDtpD2mDxgytLa6UXuN8QQOu\nZqWoVCacLr5OYfENjlpeodD2rmbU6xhaW9wP0ga3kvaQNvg5v3jHSUhIICEh4ZbXJk6cyKVLlwgO\nDtaN7Jia/u9Pubu760Z0AIqLi2nbti3+/v74+/sDN4Ofy5cvoyjKL/b2REdH//oaGagDBw40iXo2\n1hTr/FOkLaQNbiftIW3QmCG2Rb1lEbkF5QSG+OFkZ4lpTgk16lIiInxxd7K+679riG1xr0kb3Era\nQ9oAfj7gu6spbZ06dSIlJQWALVu20L59+1veb9OmDVlZWVy7do3KykoyMjKIjo5m3rx5rFu3DoCc\nnBycnZ1laFsIIYQwQo7/XcdT/t/9eOoVWcMjhNCPuxpT7tu3L6mpqTz99NNYWFgwZcoUAObOnUv7\n9u1p06YN48aN4/nnn0elUvHqq69ia2tL//79efPNN1m5ciX19fW8//7797QyQgghhPhjcNJmart6\nA38vWcMjhNCfuwp4VCoVkydPvuP10aNH6/79kUce0aWi1tJoNCxevPhu/pdCCCGEMCCOduaYcDM1\nNTTeh0cCHiHEg3VXU9qEEEIIIX6OmakaW2tzLlfcQFGURvvw6LdcQoimRwIeIYQQQtwXTvYW1NTW\nU3W9TvbhEULojQQ8QgghhLgvdOt4Kq7LGh4hhN5IwCOEEEKI+8Lpv5naLlfcoOG/AY9KRniEEA/Y\n79v5SwghhBDiJ+hSU1+9oXtNBniEEA+ajPAIIYQQ4r6wsjDFwkzN5Yrrsg+PEEJvJOARQgghxH1h\nYmKCk70F16prqamt170mhBAPkgQ8QgghhLhvHBslLgDZh0cI8eBJwCOEEEKI+0abuKC+XpulTZ+l\nEUI0RRLwCCGEEOK+0aamhpsZ2mRKmxDiQZOARwghhBD3jb2NuS5RgcQ6Qgh9kIBHCCGEEPeNSmWC\ng+3NaW2yfkcIoQ8S8AghhBDivtKu45GARwihDxLwCCGEEOK+crK/uY5HJXvwCCH0QAIeIYQQQtxX\njv8d4ZGEBUIIfZCARwghhBD3lW5Kmzx1CCH0wFTfBRBCCCGEcTMzVePlaoOFuVrfRRFCNEES8Agh\nhBDivusa7aPvIgghmigZXBZCCCGEEEIYLQl4hBBCCCGEEEZLAh4hhBBCCCGE0ZKARwghhBBCCGG0\nJOARQgghhBBCGC0JeIQQQgghhBBGSwIeIYQQQgghhNGSgEcIIYQQQghhtCTgEUIIIYQQQhgtCXiE\nEEIIIYQQRksCHiGEEEIIIYTRkoBHCCGEEEIIYbQk4BFCCCGEEEIYLQl4hBBCCCGEEEZLAh4hhBBC\nCCGE0ZKARwghhBBCCGG0JOARQgghhBBCGC0JeIQQQgghhBBGSwIeIYQQQgghhNGSgEcIIYQQQghh\ntCTgEUIIIYQQQhgtCXiEEEIIIYQQRksCHiGEEEIIIYTRkoBHCCGEEEIIYbQk4BFCCCGEEEIYLQl4\nhBBCCCGEEEZLAh4hhBBCCCGE0ZKARwghhBBCCGG0JOARQgghhBBCGC0JeIQQQgghhBBGSwIeIYQQ\nQgghhNGSgEcIIYQQQghhtCTgEUIIIYQQQhgtCXiEEEIIIYQQRksCHiGEEEIIIYTRkoBHCCGEEEII\nYbQk4BFCCCGEEEIYLQl4hBBCCCGEEEZLAh4hhBBCCCGE0ZKARwghhBBCCGG0JOARQgghhBBCGC0J\neIQQQgghhBBGSwIeIYQQQgghhNGSgEcIIYQQQghhtCTgEUIIIYQQQhgtCXiEEEIIIYQQRksCHiGE\nEEIIIYTRkoBHCCGEEEIIYbQk4BFCCCGEEEIYLQl4hBBCCCGEEEZLAh4hhBBCCCGE0ZKARwghhBBC\nCGG0JOARQgghhBBCGC3Tu/lQXV0dEyZMoLCwELVazeTJk/H29r7lmKtXr/KXv/wFGxsbZsyY8as/\nJ4QQQgghhBD3yl2N8CQlJeHg4MDy5ct56aWXmDZt2h3HvPvuu7Rr1+43f04IIYQQQggh7pW7CnjS\n0tLo0aMHAB07duTgwYN3HPP+++8TFRX1mz8nhBBCCCGEEPfKXQU8ly5dwtnZGQATExNUKhV1dXW3\nHGNtbX1XnxNCCCGEEEKIe+UX1/CsXr2aNWvWYGJiAoCiKGRmZt5yTENDw139z+/2c0IIIYQQQgjx\na/xiwJOQkEBCQsItr02cOJFLly4RHBysG6ExNf3l/Afu7u539bkDBw784jHGoKnUs7GmWOefIm0h\nbXA7aQ9pg8akLf5H2kLa4HbSHtIGP+eusrR16tSJlJQUOnXqxJYtW2jfvv2PHqcoCoqi/ObPNRYd\nHX03RRRCCCGEEEIITJTGEcmv1NDQwN///nfOnj2LhYUFU6ZMQaPRMHfuXNq3b0/r1q159tlnuXbt\nGsXFxQQGBjJmzBhiYmJ+9HNCCCGEEEIIcT/cVcAjhBBCCCGEEIbgrrK0CSGEEEIIIYQhkIBHCCGE\nEEIIYbQk4BFCCCH+QGSmuRBC3FsS8OhBU/wxa4p1vl1BQQFXrlzRdzH0rry8XN9F+MOQvchuXhfi\npn379gHo9r0TQojG5Dfj7knA84BUV1ezadMmampqmsyPWVOs84+pqqpi5syZvPvuu5w7d07fxdGb\n7du389JLL5Gdna3vovwhfP311yxcuJBr167puyh6cf78eSZOnMiHH35IZWWlvoujV3l5ebz99ttM\nnz6dCxcuSAcRsHfvXsrKyvRdDL1atmyZ7KvCzd/QTz/9lNOnT+u7KHqjbQM5H+6eBDwPwOrVq3np\npZfIz8//VRutGoOmWOcfk5mZSc+ePVGpVMyZM4fw8HB9F+mBKykpYdy4cSxdupTnn3+ejh076rtI\nerV//35eeOEFDh48SPfu3bG1tdV3kR64L7/8kldffZXo6GhmzpyJjY2NJag6rAAAIABJREFUvouk\nN8nJyfTr14/u3buzfPlyPD09m3QHUV5eHn//+9+ZNWtWkw2Ed+zYwbhx49i7dy/u7u76Lo5erVq1\nirFjx3L16lWaNWum7+LoxerVqxkzZgxVVVVERETouzgGq+k+iT4A1dXVzJw5ky1btrBw4UK8vLz0\nXaT7rinW+eeYm5sTERFBt27dsLCw4PDhw2g0Gjw8PPRdtAcmNzeX0tJSJkyYQEhICDdu3KCqqgon\nJyd9F+2Bu3r1Kl9++SVBQUGMHz8euNlzZ21treeSPVg1NTXY2dkxZMgQ4GbHQIsWLZpk8PfQQw/h\n4OCg24h706ZNuLu7N8kHm23btvHmm2/y3nvv0adPH30XRy8uXLjA6NGjmT59Or179wZuTmNSqVQo\nitKkguFNmzbx3nvvsX79el2w09TaIC0tjTlz5vDRRx/Rrl07AOrq6pp0R/LdUk+aNGmSvgthbK5d\nu4a5uTkqlYrS0lIcHR2Jj4/nypUrrFu3DjMzM1xcXPRdzHuqKdb5x5SXl/PPf/6TmpoaWrZsiZWV\nFaampixdupSMjAzWrVvHjh07yMvLIy4uTt/FvW8SExO5ePEifn5++Pj4cPLkSUpLS8nMzGTmzJkc\nOXKE48ePExsbq++i3nd1dXUcPHgQJycnbG1tqa6upqqqCkdHR9asWcOaNWuorKzE0dEROzs7fRf3\nvjh58iTTpk2jXbt2WFpaEhsby6JFi6isrGTNmjVs2bKFXbt2oVKpCAgI0Hdx76uCggKGDh1KZGQk\n7u7umJuboygK7777LmfOnOHIkSMkJydTVVWFp6dnkxj9amhowMTEBFdXVxITE3n99dextrYmOTmZ\nixcvotFojPoBr66ujtraWkxNTbGzs6OgoIDKyko6duzIZ599RnZ2Ns7Ozjg6Ouq7qPddUVERKpUK\nMzMzWrRowZYtWwgLC8PBwYGPPvqInJwcXFxcjLotLly4wNWrV7G3t8fHx4eMjAyaNWuGubk506dP\n5/Dhw5iamjbZEa+7JQHPPbZq1SqmTp1KcHAwHh4eWFlZcerUKRYtWsSmTZswMzNj4cKFqNVqWrVq\npbvRG7KmWOefcvToUbZs2cLhw4d5/PHHsbCwwNramqysLKytrZk2bRqRkZHMnz+f6OhonJ2d9V3k\ne+7KlSuMHz8eKysrXF1dcXFxwdnZmbVr11JZWcnf/vY3goKC2Lp1KyUlJUbfkz1p0iRSUlLw8PCg\nefPmBAYGsm7dOjZu3IizszMPP/wwBw8eZPv27fTo0UPfxb0vNm3axLJlywgJCcHX1xe1Wo2rqytf\nfPEFI0aM4PXXX6eiooKjR4+i0WiMunPk6NGjrF+/nqKiInr16gVAdHQ069atIyYmhvHjxxMYGMie\nPXvw8vLC09NTzyW+f0pLS3n66adxcXGhefPmWFpaoigKH3zwAbm5uRw/fpz9+/dz6tQp3NzcjPJ+\nWV5ezpAhQzh+/Lju+u/QoQNvvPEGBw8eRKPRcPnyZbZs2YKDgwPe3t56LvH9c/78efr164eTkxMh\nISGo1Wo0Gg1vvvkm+fn5hIeHc+bMGTIzM7G0tDTKtqioqGDQoEE0NDTg7++Pra0tbm5ufPLJJxw9\nepR27dphYmJCamqqrmNV/DoS8NxjSUlJ2NrakpOTQ3x8PI6OjlRXV1NaWsoLL7zA448/jq+vL1Om\nTGHkyJFG8eDfFOvcWGZmJhqNBoC1a9fSq1cvioqKyMnJITY2Fmtra4KDg4mKisLOzg4HBweOHDlC\nRUUFkZGRei79vXH16lUaGhowMzNj165d5Ofn4+npSVVVFcHBwWg0Guzs7OjUqRMBAQG4u7tz48YN\niouLiYmJMbpzoqamBrVaTUVFBcuXLyciIoLKykqaNWuGo6MjTk5OODg4MGzYMAICAggMDGTr1q26\nnkxjUFRUhJmZGaampuzfv5/AwEC2b99ObGwsdnZ2tGjRAl9fXzp27IipqSmenp4kJSURHx9vNG0A\nUFtbS3p6OlZWVlhbW7Nnzx6GDh3KN998g7OzM4GBgQDExcURGRmJhYUFHh4efPPNNzRv3pwWLVro\nuQb3T15eHsnJyQC0adMGa2trIiMj2bZtG61bt+bNN98kIiKCnJwcampqCAkJ0XOJ772CggIKCws5\nePAgsbGxuLq6Ym5ujouLC+bm5owdO5bOnTuTlZVFbW0tERERRjutKysri9OnT3P16lUiIiJwcHDA\nz8+Pq1evEhsby4ABA4iIiCA7OxszMzOjOh+03+nRo0c5dOiQ7neiWbNmNGvWjOvXr9O2bVsef/xx\nwsLCKC8vp7CwkOjoaFQqWY7/a0jA8zsdOXKEQ4cO4e/vT11dHbt27aJfv35kZGQAEBAQgKurK9HR\n0TRv3hwAHx8fDh06ZLAPN02xzj/m+PHjvPvuu2zdupXc3Fzq6+tJSEigefPm+Pj4MH/+fDp37oyj\noyOOjo5cv36dvLw8ysvLSUlJYdCgQbpAyVDV19fz4YcfsmrVKg4cOEBYWBghISEMGjSI0tJScnJy\nsLGxwdPTEz8/P5ydnamvr0elUrFgwQKCg4MJCwvTdzXumeLiYj799FP27t2Lp6cnHh4ehIeH4+Pj\nQ2ZmJoqi0LJlS7y8vGjdujUqlQqVSkVubi4nT55k8ODB+q7C75aamsqYMWPIzc1lw4YN9O7dm+bN\nm9OtWzdSU1O5dOkSERERqNVq/Pz8yMzMxNPTk0OHDrFv3z66deuGvb29vqvxu2gfXvbu3cubb75J\ncXEx33zzDX5+fnTv3h1PT09cXFz4/PPPeeqppwCwt7fnxIkTZGdnc+7cOfbu3UuPHj0M/h7RWG1t\nLbt27UJRFJycnDh+/DhdunTRpeMOCgpCrVYTGxtLVFQUZmZmODg4sHHjRjw8PAgODjb4h/3i4mIW\nLFhAfX09bm5uXLhwgW7dumFubs6qVat47LHHAAgLCyMmJga4mab81KlTlJSUEBcXZ9D1b2zPnj2s\nWbOG8vJyAgMDuXz5MkOHDuXw4cPk5+fTpk0bTE1NiY6OJjg4GAArKys2bNiAh4eHUQQ8e/bsYenS\npeTn5+tmO/Tr14/z589z6tQpfHx8cHBwICwsTNcGarWaTZs24eLiQps2bfRZfIMiAc9dqqurY/Lk\nySQnJ1NcXMyhQ4dwcnIiISEBjUZDdXU1W7ZsoWvXrlhbW2NiYsLu3bvJz89n8eLFVFZWMnjwYNRq\ntb6r8qs1xTr/nMTERBwdHZkyZQqKovDRRx/psm65uLhQWFjI1q1bddMUUlNT+eabb9iwYQNDhgyh\nc+fOeq7B77dz506ys7OZNm0aGRkZHD16FABfX18cHR05evQoV65cISAgAAsLC1auXMmyZcuYPXs2\nISEhDB06FHNzcz3X4t6orKxk4sSJhIaGYmNjw8aNG6mvryc2NhYPDw/y8vI4f/48Li4uuLi4cO7c\nOf7xj39w+PBhEhMT6dSpk8H33l69epW5c+fy2muvMWLECL799lvKysoIDAzE2tqaZs2asXTpUkJD\nQ3XZp1atWsWCBQtIS0vjL3/5i1FM0dB+f8uWLSMuLo7XX3+dhoYGFi5cSLdu3bCysiIgIICNGzdy\n4cIF3WLkwsJCVq9eTXZ2Nq+88gqtW7fWZzXuqSNHjjBmzBgqKytZunQpnp6eREdHExQUhLOzM6tW\nraJdu3bY29tja2tLZmYm+/bto7i4mM2bNxMXF4efn59BXhvaa/rgwYO89957+Pr6kpWVxfr16xk+\nfDh2dnZERUXx5Zdf4ubmRkBAAA0NDZw8eZJPP/2U3NxckpKSGDx4ML6+vvquzu+ibYvNmzfzxRdf\n0LVrV5YsWcK1a9do3749Tk5O+Pj4sGzZMoKDg3Fzc8PU1JR169axdOlSduzYQX5+Po899hiurq76\nrs5daXw+fPzxxzz66KOsW7eO8+fP4+vri4+PDxqNhs2bN2NnZ0ezZs2wsLAgOTmZBQsWsH37dk6d\nOkXfvn2NesrrvSYBz12qr69n06ZN/POf/+SRRx7h8uXLLF26lH79+qFWq7GxsSErK4vi4mIiIiKo\nqqoiJyeHxMREQkJCeOuttwzuwb8p1vl2ycnJXLp0CR8fH3bt2kVISAgBAQH4+vpy9uxZ1q1bR9++\nfWloaCAgIIDExEQ8PDw4d+4cLVu25JFHHuHJJ58kKCgIMMyMM0ePHqW2thZ7e3uSk5MxMTGhS5cu\nBAYGUlRUxPHjx2nVqhUuLi5UVVVx5swZHB0dqampITIykvbt29OtWzf69eunW7BtaG3QWElJCTY2\nNly4cIH169fz3nvv0bZtW6qqqsjMzMTBwQGNRqNby2VqakrLli2xt7cnKCiI2tpaRo0apUtiYWht\ncfXqVd157uTkxLp16/D19aVFixYEBgaSkpKCi4sLXl5eaDQa8vPzycvLw9/fnx07djB8+HBiY2MZ\nPny4wY9mXLx4kUWLFnH58mWaNWtGQUGBbipKq1at2LNnDyUlJbRt2xYTExPCw8OZMWMG0dHR/Oc/\n/6F9+/b07t2b/v374+7ubvDXRmOJiYkEBQXx17/+FWdnZ5KSkmjevDkajQYfHx/S09MpKCjQZau7\nceMGGzZs4ODBg7z22mu60Q5DdP36dczMzMjMzOTy5ctMnDiRrl27smDBAmxsbPD390elUuHk5MRn\nn33GU089hYmJCaampty4cYPS0lL+9re/0apVK31X5Z4wMTEhOTkZPz8/nn76acLDw0lKSsLZ2RlP\nT0/c3Nw4f/48Bw4coHv37sDNWSJVVVXY2try9ttvG2ywAzdHOtVqNRs3bsTW1pYRI0YQERHBwYMH\nqaysxN/fH1dXV0pLS8nKyiIyMhJra2sCAwOxsrLCwsKCt956S4Kd30gCnt/gu+++Y+PGjVRVVeHl\n5cXixYsZNGgQFhYWNG/enH379nHq1CnatWuHhYUFzs7ObNiwgeLiYvLz8+nfvz+9e/fW9eYZgqZY\n5x9z6tQpXn75ZSorK/nPf/6jm5a3b98+3QhOXFwcn376KWFhYXh5eWFra8u+ffv46KOPcHBwoGvX\nrrq0u9ppXYb0MHPt2jU++ugjVq5cydmzZzl06BCDBw9m5cqVxMfH4+bmhqIo5OXl6RZTtmjRgl27\ndrFo0SJSUlLo1KkT3t7eODk5oSgKiqIY7PzjnJwcJk2axObNmzl58iTdu3dn/fr12NnZ4e/vj42N\nDQUFBRQUFBAVFYWrqys1NTWsX7+ezz//nEuXLtGrVy9CQ0MNNh3zunXreP/996moqODIkSNcvHiR\nZs2aceXKFUJDQ9FoNJw9e5bc3FyioqIwNzendevW/O1vf2PLli14eHgQHR1tsPVvLCMjgzfeeIPm\nzZuzd+9eKisrqayspKGhAQ8PD+zt7fH29ubzzz+nT58+WFpa4uzszLJly1i9ejWxsbHExcVhZmYG\n/C8VsaEqKSlhzpw5FBUV4eXlxbVr18jOzqZbt24EBASQnZ3N+fPn8fPzw8bGhqCgIFavXo29vT2r\nVq0iIiKC/v3707dvX13wB4bVIZCZmcknn3xCWloanp6e1NTUcOXKFZo3b46dnR2Ojo4kJibSpUsX\nLC0tadmyJTt37mTv3r3s3LkTc3Nz+vTpQ/v27Q3+GklJSWHy5Mm6ac5OTk6cPHmSNm3a0KxZMy5d\nusTRo0cJDAzE3t6e9u3bs3LlSrKzs1m0aBGhoaF06dLFoJPcbNiwgUmTJnH8+HFqa2sJCwtj8+bN\ndOjQQbfm9fjx49jZ2eHl5UV4eDg7duxg586dzJ49m8DAQDp06NAk9/O7Fwz3bvoA1dXVMWvWLJKT\nkwkODmb8+PG6lLszZswAbs4rHTp0KAcOHKC0tBRLS0uqqqo4cuQI69evp1WrVpiamhrM9J2mWOef\ns2vXLtq2bcu//vUvxo8fz5IlS3jiiSfIysrSzT9Xq9UMHjyYHTt2APDvf/+bq1evsnTpUiZMmHDL\nXiuGONJ1/PhxLl68yOrVqxk7dizZ2dnk5+fTtm1bVq1aBUDLli2xtbWlqqoKgO3bt7Np0yb69+/P\nt99+e0vKYRMTE4N+oJs+fTrx8fF88MEHlJWV8dVXX/Hkk0/yww8/AODt7U1AQAAVFRVcuXIFuJmt\nLCcnh5EjR/LKK6/os/j3RGZmJhMnTmTatGkEBQVx7do1HBwcKCws1K3pGzBgADt27KCsrIyKigo+\n/vhj4uLimDNnDqNHj9ZzDe6dbdu28eKLL/L666/z6KOPcuLECXr27EleXh45OTlcv36d0NBQmjdv\nzpIlSwCYOnUqcXFxJCYmMmLEiFv+niFfG9nZ2YwePRpra2tOnjzJvHnzqK6uxs3NjczMTAAef/xx\njh8/TllZGXDzerly5QrvvPMOLi4u+Pr66tpAm9nTkIKdixcv8uGHH/Lwww/j5eWlmx1QUVFBQUEB\nAD169EBRFJKSknR1s7S0ZOvWrbRt25Zu3brpswr3zMGDB1mxYgWvvPIK7u7ubNiwgaKiIiwsLG45\nH86ePcv58+eBmxn8CgoKyMrK4pVXXiE0NFSfVfjdjh8/zpIlS/jrX/9KfHw8KSkp5OXl6RLWAHTq\n1AlFUbh48SIAly5dYv/+/RQWFvLOO+8YfMexvhnuHfUBMjU1JTMzk1dffZWePXvywgsvMH/+fMaN\nG8d3331HcXExABqNBm9vby5cuEBpaSmff/45Y8aMYdmyZQa3MLsp1vnHaHsVmzdvTmhoKIqiEBMT\ng7W1NWZmZjzzzDN8+eWXuhuUduQL4Omnn2bWrFlERkaiKAoNDQ16q8e9kJeXR9euXXX/7eTkhEaj\noUuXLmRkZJCZmYm1tTUuLi5kZ2cD4OHhwfLlyxk1ahRwc2TL0CmKQn5+Pu7u7nTp0gV7e3tCQkIw\nNzcnKCgIlUrF119/DUBERAR79+5FrVZTWFhI27ZtWbt2LY8//riea3H3tNcE3Hwo0U5Ds7W1JTs7\nm65du+Lg4MCBAwcoLi7Gzc2NiIgI3f4aI0aM4OOPPzaalLLa9vD29tZttBwfH8+RI0fw8/MjMjKS\njIwM9uzZA0BMTIwu89rIkSN5++23cXNzo76+/pa2NWQZGRkMGTKEMWPG0KdPHyorKwkNDaWmpobM\nzEyuXbtGixYtcHJyYu3atQAsWLCAsLAw1qxZw5/+9Kdb/p4hBn+7du1Co9HQs2dPnnjiCTIyMoiL\ni8PNzY0DBw5w9uxZ4OY5sHHjRuDmerbw8HC2bNlC//799Vn8e2rr1q307t2btm3bEhsby9mzZ3no\noYewsLAgKyuLwsJC7OzsCA8P150PGzZsYMyYMSxZssQoFuZnZGTw0EMP0aZNG1q2bIlKpcLf35/m\nzZuTlZVFXl4eNjY2+Pj4sGHDBt1nRo8ezcKFC40mo6s+yZS2X6GyshJXV1dCQ0MxNzenpKSEuro6\nHnroIYqLi0lJSaFPnz7Y2NiwatUq+vTpg7u7OwMHDjTYXommWGetxvsEaf/p5+dHcHAwJiYmHDt2\njI0bN5KQkEB4eDjZ2dmkp6eTlpbGjh076NSpE/7+/rqN0Qxx+hr8rx205W/RooVuOkFDQwNr166l\nd+/eBAUFceXKFebOnYufnx9JSUlER0cTFhaGq6sr1tbWumDPEB9cbmdiYoK1tTXh4eG6h33tXGxt\nWvbp06fToUMHiouLOXPmDB07dsTDw4OwsDCDHN0DmDVrFhqNBkdHR90c9J49e+o2S929ezdOTk60\nb98eBwcHsrOzWbNmDbm5uWRnZzN06FBdxkJDp70mGk+zCgsL082pT01N5fz58/Tp00c3yrdixQr2\n79/Pli1bSEhIwM3NTTfq29DQgFqtNrh7xE85f/48AQEBeHh44OHhwaxZsxg+fDgmJiacPHmSwsJC\nWrduTXV1NSqVisjISFq0aEGvXr2wsbGhvr7e4EZ0tNeE9tzQ7rnl6uqKlZUVW7dupXPnzvj7+3Pg\nwAFyc3Np3749hw8fxs7OjpiYGIKCgoiOjjbYe4SWdu2Zti00Gg0RERFYWlri5ubG2rVrGThwILa2\ntuTl5ZGWlkZ8fDwHDhwgNDSUkJAQWrdubRQJTLQcHR2JiYnB3NwcOzs7Vq5cSZ8+ffD19eX8+fN8\n++239OvXj/3796PRaGjbti0BAQFG1Qb6ZvhPH/fB7T3xNjY2xMfH6+bQZmdn625Ib731FtbW1rz3\n3ns888wzeHl5YWdnZ1BrE35s9MHY6/xztHXIy8ujurr6jve1qVS1XnjhBYYOHYqtrS0ff/yxbpGl\nlqH+eKlUKq5du6Yrv5WVle6948eP4+joiIeHBwDDhg3jueeeY/PmzXTs2JGEhIQ7/pYhPbw0dvuo\nlKIomJmZ3bLAvri4WDevul27dowYMYJly5Yxbdo0nn76adzc3B5ome+luro64GYdp02bBqBbZ2Ji\nYkJtbS1wc52btrOjZcuWjB07lkGDBuHi4sIXX3xh0IuMtbT3Se01UVVVpXuwa/x+VlaW7j5gbW1N\nly5dmDRpEp06dWLNmjV3dAoZ8n1TW+fGo1N9+vTR9cofOnQIjUaDra0tcXFxPPzwwyQmJjJx4kRm\nz55NVFQUgG5dpCEGfyUlJbpR7cb3S23a5MuXL1NcXIyVlRX+/v489dRT1NXV8eKLL/L111/TsWNH\n4H/XlaHTfnfatmjRooWuo2Pv3r3Y2NhgZWVFREQEw4YNo6KigpdffpkjR47c8ttqiH5qNoePj4/u\neer48eNYWlqi0WjQaDSMHj0aFxcXxo4dS3p6ulGN7v2hKEJRFEUpKSlRzpw5o/vvGzdu6P69vr7+\nltdHjBihFBcXK4qiKNevX1cqKyuV3NxcZf/+/Q+uwPfBqVOnlPT09DteN+Y6a9XV1en+/erVq8r7\n77+vjBs3Trly5Yru9YaGBkVRFGXWrFnKkSNHlFOnTinjxo1TNm7ceMvfqq+v1x1r6F588UUlKSnp\njtcXLlyorF69WlEURZk7d66ybNmyO45pfN0YosbnRFVVlXLgwIEfPe7cuXPKa6+9piiKopSXl+va\nxdDrf7uGhgblscceU7Zv364oyq31q6urU1588UWloqJCycjIUN566y0lMzNTX0W97w4fPqy89tpr\nysiRIxVFUe643qdMmaIcOXJE2b17tzJmzJg77hGNzy1Ddfv5fXsbaN9ftmyZ8uWXX+pev3r1qlJa\nWqqkpqYqNTU197+g95G2jnl5ecr06dOVOXPm3PIcoZWYmKi89957iqIoSnV1tXL48GFFURQlNzf3\nwRX2Pmt8Ply/fl356quvlIMHD+pe054fU6dOVVatWqUoys1njqysLEVRFKWoqOgBlvb+y8/PVwoK\nCm55TdsGS5cuVWbPnq0oiqKcOHFC2bNnj6IoN38/xP1jqu+A649ixowZBAQE0LdvXxYsWEBJSQld\nunRhwIABt/S+Xb58GX9/f9zd3Zk6dSpZWVl89NFHtyzGNgT19fW3jDxs376dOXPm8Oc///mOY42l\nzj9GmwlJrVZTU1ODSqXi7NmzZGRk8Mwzz2Bvb687RttrlZqaqlto2bVrV12WNsAgR7mU27IfnTt3\nDh8fHwDdvgiNj9VONdm0aRM7d+7EwcGBl1566Y5jDK0dtBqfE3BzYf6//vUvqqurGTlyJD169MDB\nwUF3XH19PbW1tSQlJZGYmEirVq2oq6sz2JG92+8NAJ9++ilOTk5MmDCBqVOn8tBDD+m+X+W/i2yt\nrKx49913KS8v59lnnzWqPWS06uvrmTx5MkVFRcTFxTFlyhS2bdtG165dqaurw9TUVJe4JScnB1tb\nW5555hldynEtQz03GtN+/zt37mTlypW0bNmSUaNGYWNjA/zvflJWVkarVq04ePAgc+fOpUePHgwZ\nMkQ3qvFj59sf3e33OHNzc5YvX054eDjPPPOM7hi42Q7m5uZERUXx3XffsXLlSgYOHEhERIRR/IY2\nbgvtd1laWkpubu4te81pj3NxccHc3Jy5c+eSmpqqW69lyCnptXVraGigoaGBWbNmkZaWRosWLejb\nt+8do1baRE5fffUVW7du5emnnwYwmk3Z/6iadMDT0NCAoiio1Wr69+/P2rVrOXfuHE5OTnTt2pV5\n8+ZRW1tLQkKC7sfMysqKtWvXkpWVRXx8PLNnz9bd4A2FdsoA3Jy2FRAQQFFREbW1tbqdfLUXMGAU\ndf4p2h+s5ORkZs2aRXx8PCEhIQwbNozNmzfz6KOPYmp68zLR3sw7dOjAtWvXeOONN3TTvBoHAoak\n8cNGTU0Nly9f5rXXXmPkyJH06dOHuro6Tp06RceOHW9Jk1tYWIiiKDzzzDPExsYChtsGt2scqI0b\nNw5zc3M+/fRTCgoKSEpK0iUr0B5XWlrKyZMn2bVrF2+99ZbBPsTU19czc+ZMNBoNQ4YMwdzcnOPH\njxMSEkL37t0ZO3YsycnJuLq6smjRIp599lndOaFds/Pss8/qfrwNXeN7YF1dHWlpacTGxlJeXs7I\nkSNp164d5ubm/OMf/6Br166YmppSX1+PtbU1YWFheHh48Nxzz/3o3zNU2u9bURQqKyv55JNPqK2t\nZdiwYSxatIgVK1bw6KOP6qa61tTUkJ+fz65du3B3d+fZZ581+OCv8X0wPT2dlJQUBg4cyBtvvMHl\ny5c5ceIEMTExt3zXu3fvJjk5mYEDB/Lee+8RGBior+LfM7d3BBYXF/Pqq68yf/58vLy8qK6uJi0t\nTbeJqva82b59O4WFhTz22GN89tlnt2QvNTS3t4FKpeLSpUvk5uYyf/58KioqcHFx0R2vPe7YsWPs\n2rWL/v37G3wbGJImm7RA2wOrXafg7+/PmTNnOHToEMOHD6dt27Z4eHgwe/ZsBg0apIvIL168iJ2d\nHS+//DK9e/c2mJTLmZmZnDx5El9fX0xMTNizZw/vvPMOO3fupKamhujoaK5fv05+fj5RUVG33KwN\ntc4/Jj09HTs7OywsLICbi2unTZvG5cuXGTt2LFZWViQlJekW1F4erdpBAAATAklEQVS4cIGwsLBb\ngsQ2bdrQrVs3zMzMDDJdak1NDYWFhTg4OKBSqaiurmbGjBmsWrWK1q1b07FjRzIzM9m+fTuDBg1i\n5cqV9O7dG7VaratvYGAgQ4cOpVmzZoBh7xmiXVjb2KxZszhx4gRdunRhxYoVPPfcc/j4+JCdnU1J\nSQnNmjXTLda3tLQkOjqaESNG4OzsrI8q3BPffPMNKSkpXL9+HQ8PD9LT00lKSiIsLIwWLVqQm5tL\neno6r7zyCv/+978ZMGAAFhYW1NbWYmlpyZNPPmlUmYQaX9MHDhwgKSmJa9euYWNjQ1lZGSEhIURE\nRLB48WJqa2uJiorS/a506dKFtm3bAoaZUvl2jetQU1ODqakp169fZ9q0aURGRjJkyBB8fX05dOgQ\n1tbW+Pn5YWJiglqt5uTJk4SHhzNhwgTdyLGhBX8XLlxg3759ODo6YmlpiYmJCWvWrGHevHlERUVx\n4cIFevbsSVZWFhcuXNBtENk4gUFUVBTPP/+8Qd8j4OYmqqamprrvLz09nV27duHv76/bLNTV1ZWI\niAg2bdpEfHy8rjNApVLh4uJCQkICffr0Mfg1S9o22LdvH7t378bBwYGLFy9y/vx5YmNjcXV1Ra1W\nc/78eUxNTXX1tbGxYciQIfTu3dvg28CQNKmAp6ioiM2bNxMSEoJKpaKoqIi33nqLffv2UVBQwMCB\nA0lPT0ej0eDh4YG/vz+HDh2ivr6eoKAg4OaQY2xsrEHdtMrLyxkxYgT5+fl07tyZmpoaFi5cyOuv\nv054eDhTp04lJiYGBwcHcnJysLOzw9PTU3eDMsQ6/5hLly4xbNgwDhw4gIODA/7+/lhYWLBgwQLc\n3NwYOHAgPj4+lJeXk5GRQY8ePfjPf/5DbGzsLZu+aUd8DPEhv6ysjOHDh3PixAm6detGZWUl//d/\n/0dQUBCRkZFMnz6d3r1707dvX9auXUtZWRnXr1+nS5cuug4CQPewb6gZ6OBm2WfMmMGZM2cIDg5G\nrVZz/PhxXWa5Dz74gHHjxpGWlkZ5eTmRkZHY2tqSnp5ObW0tISEhmJiYYGVlpUtHbMjCwsJ0e0tV\nV1frNsK7cOECERERxMTEMGXKFAYPHkxxcTEbNmzgkUce0XUEGFpP/e1u7ww5d+4cixYtom3btri5\nuXHp0iVKSkp0iRrUajXNmjWjoKCAb7/9lqeeegoLCwvdw7x2SpOh3SN+jPb6XrVqFVOnTuXKlSuo\nVCo6dOjAihUreOKJJ/Dw8GDv3r0UFxcTFxena6OYmBhdAgNDC/4aGhqYPXs2s2bN0m0afODAAR56\n6CH27dtH7969efzxx3X3BpVKRW5uLhUVFQC4u7sD4OzsbPCjOg0NDezcuZNDhw7p0irPnDmTtWvX\nYmFhQWJiIoMHD8ba2prVq1dTXV2Nn58fgYGBmJmZ6a6D5s2b3zLqYUjKyspoaGjQdfrW1dUxY8YM\n1q9fj6enJ4sWLSIqKorNmzfj4+ODj48P165dY9myZbRu3Rpzc3NMTEzw8vIy+OcpQ9QkAp76+nrm\nzZvHvHnzCAkJITQ0lMuXLzNt2jQeffRRnnnmGUaOHEm3bt1Qq9VkZmbi5OSEl5cX3333HT179jTY\nLEuKomBlZUVhYSEFBQXU19cTFxdHWVkZZ8+eZcWKFbi4uFBRUUH37t0pKSlh//79dOrUSfdgbyzq\n6urYu3cvISEhbNu2DZVKRatWrXB0dGT37t107NgROzs7VCoVeXl5REdHU1paiouLiy7dbGOG8qPd\nmJWVFTt37uTcuXM4OjoSHBxMaWkpMTExJCYmcvr0aQA6dOhAdHQ0ZWVlLFq0iBEjRugeBBsz5Ie5\nnxvRCAgIIDc3l/37998yotGsWTNOnz6Nk5MTAQEBBnkO/JS6ujpUKhXW1tZs2bKFoKAgLC0tOXny\nJBqNBk9PTw4ePEhSUhIffvghlpaW+Pv767vY98RPdYbMnDkTJycnXSfZuXPnUKlU2NjY8P3337N+\n/XqCg4O5fv06BQUFxMbG3pLS3lDPj/379/Puu+9y4sQJLC0t8fLy4ocffmD//v289dZbpKens337\ndhISEjh69CiHDx+mc+fOnD9/ntzcXHr06HFHAGyI6xuXLl3K6dOnmT17Ng8//DAdOnRgwYIFuLq6\nsm/fPq5evUqHDh1oaGjgxIkTVFVVYWlpybx587CysqJt27YGew7czsTEhDNnzuiyzVlbW7N48WK+\n+uor3XdfVFREr169cHFx4auvvuLAgQM8/fTTBj+KoX2GnDVrFunp6Rw6dAhXV1ecnZ35/vvvmTlz\nJhcuXGDDhg2MHDkSa2trNm/ezLVr10hLS+Pw4cM89thjBt8Ohs7oA57t27fz0ksvERISwrhx43Qp\nME1MTNi5cycmJiasWLGCmJgYnnzySUJDQ9m2bRu7du0iNTUVGxsb+vfvb1AnakpKCqtWrSIkJAQb\nGxtqamp0a3XOnDmDu7s7sbGxrFy5kk8++YSBAwcyYcIEysrKdD1yvr6+Bt9j25iiKFhaWpKWloaz\nszOPPvooixYtQqVS0bdvX3bv3k12djahoaFs376d06dPM2zYMNq3b6+btmWICgsLSU9Px9vbG7Va\nTV1dHeXl5Tg7O5OdnU10dDT+/v58/vnnDBgwgOHDhzN16lRsbGzw8vIiNjaWgoIC1Gq1brNEY/Fb\nRzTWr19Pr169CA8PJygoyGgeZLS0D6MeHh7k5uZSXFxMcHAwZWVlpKenc/bsWTQaDQEBAbrzxlj8\nWGdIWFgYDg4OJCYmEhcXh5+fH2lpaRQVFdGtWzfdWq1Ro0Zx8uRJ2rRpg5+fn34r8jvV1NQwbdo0\nUlJSeOKJJ/D29kalUuHt7U1SUpJuI91Dhw4xZswY/P398fT05J///CfFxcUcOXLklqmujRna9VJT\nU8MXX3zByy+/jEajoaqqCjs7OxwdHUlLS6N///7MmzePiIgIPDw8WLVqFXV1dQwaNIjevXvTuXNn\ng6vz7X744QeSkpLw8fHB3t4eFxcXzp07R1FREf7+/uzZsweVSkVAQAAuLi6sWLGC2NhY3aiovb09\n7dq1u2UKnKHRPkOGhoYyYcIEoqOjuXTpEmvWrCE4OJi9e/fy0UcfYWtry/vvv099fT0RERG4ubmx\ne/duamtrmThxotGsezZkRh/wnDhxgtTUVGbOnHnLwrCCggJOnjxJamoqr776KgkJCXz77beo1Wo8\nPDyora3l+eefN8io/NixY8yYMYPTp08THR2Ng4MDGRkZ5OTk0K1bNzZv3ky3bt14++23efjhh7l+\n/To3btzA19eX+Ph4YmJijCrYgf/92FZXV1NdXc2gQYM4e/YsS5YsoaGhgYEDB7Js2TJOnz5NWVkZ\nzz77LG5ubrqFloZ6s16yZAnvvPMODQ0NtG/fHrVazdatW6mrqyM8PJw9e/bQuXNnJk2axKRJk3Bw\ncODYsWPk5OTg4uKCl5cXGzdu5NFHH8Xe3l7f1bmnfuuIhnYPDUPrpf4ttFOOvL29+frrr+nUqRPR\n0dGkpqZSWFjIqFGj6NChg76LeU/9XGdIv379SE1NpbS0lMjISI4dO8bFixfx8/Ojbdu25OXlMW3a\nNNRqtVH0ZF+8eJHk5GQ+//xzAgIC8PPzw8fHBxMTE0pLS3nzzTcZPHgw48ePx9nZmQ0bNtChQwcU\nReHMmTPMmTPHoDuIGlOr1ezatUu3n452b6AWLVqwaNEiIiIiCA8PZ/369axdu5b8/Hx69eqFp6fn\nLXuWGbITJ04wffp09u7di5+fH+7u7ri7u3Ps2DGqqqrw8PAgOzubmJgYXF1d2bFjB56envj5+dGi\nRQvi4uIwMzMz2N9P+N8z5IwZM7C0tMTBwYHWrVtTVFTEDz/8oAtsJ02ahLW1NdOnT0elUhEXF0en\nTp3o0qULlpaW+q6GoAkEPC1atCAnJ4djx44RGxvLxYsXdRmXNBoN1tbWeHt74+3tzfz58wkMDKRj\nx4506NBBt07B0GgXTKamplJcXIyrqytRUVHs3r2byMhIcnNzsbGxITo6msmTJ7Njxw6efPJJ+vXr\nZxSbA/6cw4cPs3fvXvbt28fhw4cZPXo0K1aswMzMjMrKShwcHHjnnXdwc3MziqxjYWFhXLlyhZSU\nFCorKwkLC8PHx4fvvvuOrl27sn//fkJDQ6mpqeGzzz7TvT527FhatmzJtm3bKC8v1033NOS2uF1T\nHtH4KSYmJly8eBGNRsORI0doaGggNjaW+Ph4evfubTQPco39XGeIoigMGDCAlJQUZs2aRV1dHa+/\n/jphYWGYm5vrNhV98sknDT7YgZvpchcuXIiFhQX5+fls2rSJ5ORkvv/+e5599ll27dpFTEwMLVu2\nZPHixWRmZtKjRw+aN2/OwoULCQkJMYr1bPC/dOslJSUEBQVhZWVFZWUl5ubmXLlyhZycHEaOHEl0\ndDT29va88cYbPzr12ZC1aNECGxsbKioqsLKyYs6cOXTq1ImKigrq6+txc3MjLy+P5ORk9u/fT1FR\nEQkJCdjZ2RnNb4X2GfLo0aO0b99el8DIzs6OQ4cO0bp1awoLC1m7di1paWmcPXuWxx57DCcnJ6Pu\nHDNERh/wmJiY0KxZM+bPn09BQQFff/01/v7+vPzyy4SEhFBdXc3ChQtZtWoVrVq1YvDgwfou8u+m\nTTRw8eJF3N3dOXr0KAcPHiQ0NJTIyEjUajVr1qzhz3/+MzExMbz44ot4e3vru9gPhJeXF1OmTCEq\nKorp06cTHBxM69atadasGX369GHOnDkEBgbi6elpFDcrMzMznJ2dKSkpwcLCgoMHD1JTU4Ovry9+\nfn40NDSwefNmJkyYAMDAgQOJj4/XjfD5+Pjw0EMPGfSUhJ/TFEc0fk5xcTH//ve/+e677ygsLGTw\n4MG4uroaxbXwS36sM2T58uUoikKvXr3o1asXw4cPx87OTpeQwMXFxag6iUxNTXF1dWXx4sXs3LkT\nPz8/FEWhvLycQ4cO8frrr5OYmMiiRYuoqKjg+eefx9XVFVtbWzQaDT4+Pjg6Ouq7GveEiYkJNjY2\nZGZmUl5eTmhoqG6xekpKCnFxcfj6+mJpaWl00321VCoVdnZ2ZGVlMXr0aODmFK99+/ZhaWmJu7s7\ngwcPpqGhAVtbW9566y2D7Sj+KdpnyAULFtCxY0fd+V1ZWcn27dsZPXq0LtW6vb09//d//3fL3nXi\nj8NE0d65jdwnn3xCYmIiGzdu1C2+1mbZKiwsxNra2mhu1HCzbt988w3FxcUMGDCAP/3pT1RWVrJg\nwQK8vLzYtGkTvXr1Msoe259TU1PDBx98wMCBAwkPD78j09q2bdto27atUW0AduPGDZYsWYJKpSIo\nKIgJEybg6+vLrFmzqKysZPny5fzpT3/SPbjdvhGpsdN2DEyePJmWLVsyZMgQ3b5bTVFZWRn79u2j\ne/fuBp2C/rcqKyujZ8+ePPnkk4wfPx6A7Oxs3cJ0LUPMzvhblZSU4ObmRlVVlW4q+OOPP86SJUuw\nt7fXrQkFw0sx/Vtt3bqVhQsX0r17d0JCQlixYgU1NTW8/fbbRjOa9XMURWHp0qVcv36dUaNGUV1d\nzZw5c0hKSiI4OJhp06Y1ifUpM2fO5Pz583zwwQfAzSnRo0aN4sMPPzTYpFZNjdGP8Gi1bNmSPXv2\nEBQUhIeHh24vAbiZYtfY5liamJjg7u7Opk2biI2N5eGHH+bUqVOoVCpiYmIICQkxiikYv5VKpWLu\n3Ll06NABT09P3Q+19kfbz8/P6M4FU1NT7Ozs2LRpE8OGDcPDw4OtW7diYWFBfHw8nTt31j3UGMM0\nvt+iKY9o/BQrKysCAwONbh3fL9HuEP/YY4/h7u5OQ0MD7u7ud4x+N4Vrw8bGRre/EsD8+fOxsLDg\n4YcfRq1W61LqNoXgz9/fH29vbwoLC9m0aRNdu3blzTffNLqRjJ+iTaO8ceNGnJ2d8fb2pmPHjkRF\nRREVFYWvr6++i/hABAQEsGbNGkJCQgD461//ir+/P7169WoS9wRj0GRGeABWr17N8uXLSUxM1HdR\nHpjk5GRSU1N5//33uXLlilGNXNytsrKyJpcDX1EUli9fzuXLl3nllVc4fvw4np6euvOhKTy4/JSm\nOqIhbqUoCsOGDeOvf/2rbtPQpqqqqoqZM2dy+fJlLly4QFBQEKNGjUKj0ei7aHpl7KNZPyclJYVt\n27YxZcoUfRdFb1avXs2kSZPo0KED/fv3Z8CAAfoukvgNmlTAc+PGDb7//nsGDRrUZHqxq6qqSEtL\no3v37k2ivr9FU/vxKi4uZvXq1Tz//PN3jOgIIZpmZ8hPKS4uJiMjAy8vLyIiIoCm3THS1MmzxM1n\nyDVr1pCQkCCdYwaoSQU8QgghxC+RjoA7SbAjhDBkEvAI0cTIw5wQQgghmhLprhGiiZFgRwghhBBN\niQQ8QgghhBBCCKMlAY8QQgghhBDCaEnAI4QQQgghhDBaEvAIIYQQQgghjJYEPEIIIYQQQgijJQGP\nEEIIIYQQwmj9PyqddoZt/qoXAAAAAElFTkSuQmCC\n",
232 "text/plain": [
233 "<matplotlib.figure.Figure at 0x7f29c78101d0>"
234 ]
235 },
236 "metadata": {},
237 "output_type": "display_data"
238 }
239 ],
240 "source": [
241 "time_start = '2015-01-01'\n",
242 "time_halfway = '2015-07-01'\n",
243 "time_end = '2016-01-01'\n",
244 "AMZN_r = get_pricing('AMZN', fields='price', start_date=time_start, end_date=time_end).pct_change()[1:]\n",
245 "X = np.linspace(0, len(AMZN_r), len(AMZN_r))\n",
246 "\n",
247 "#Your code goes here\n",
248 "\n",
249 "print \"AMZN returns std:\", np.std(AMZN_r.loc[time_halfway:])\n",
250 "AMZN_r.plot(alpha = 0.5);\n",
251 "plt.legend();"
252 ]
253 },
254 {
255 "cell_type": "markdown",
256 "metadata": {
257 "deletable": true,
258 "editable": true
259 },
260 "source": [
261 "##b. Equally Weighted Portfolio\n",
262 "\n",
263 "Create an equally weighted portfolio of the following 10 stocks, find the standard deviation of the portfolio's returns, and then plot the returns for the second half of 2015 along with the `AMZN` returns from above. Putting AMZN in a portfolio of 19 other securities should diversify the idiosyncratic risk and lower the price variability.\n",
264 "\n",
265 "Hint: To calculate weighted returns dot the weight matrix `eweights_df` with the splice of the returns matrix containing the `symbol_list` pricing data (`returns_df[symbol_list]`)."
266 ]
267 },
268 {
269 "cell_type": "code",
270 "execution_count": 6,
271 "metadata": {
272 "collapsed": false,
273 "deletable": true,
274 "editable": true
275 },
276 "outputs": [
277 {
278 "name": "stdout",
279 "output_type": "stream",
280 "text": [
281 "AMZN returns std: 0.0204975317528\n",
282 "Portfolio returns std: 0.013772358195\n"
283 ]
284 },
285 {
286 "data": {
287 "image/png": 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69etx++2349vf/jbi8Tii0SiWL18OwzCQyWTwyiuv4J577vEe/8lPfhKKokBRFFx//fV4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288 "text/plain": [
289 "<matplotlib.figure.Figure at 0x7f299e9d6e90>"
290 ]
291 },
292 "metadata": {},
293 "output_type": "display_data"
294 }
295 ],
296 "source": [
297 "symbol_list = ['BEN', 'SYMC', 'IP', 'SWKS', 'IVZ', 'MJN', 'WMB', 'LB', 'TWX', 'NFX', 'PFE', 'LLY', 'HP', 'JPM', 'CXO', 'TJX', 'CAG', 'BBT', 'ATVI', 'NFLX']\n",
298 "prices_df = get_pricing(symbol_list, fields=['price']\n",
299 " , start_date=time_start, end_date=time_end)['price']\n",
300 "prices_df.columns = map(lambda x: x.symbol, prices_df.columns)\n",
301 "\n",
302 "eweights_df = len(symbol_list) * [float(1)/len(symbol_list)]\n",
303 "\n",
304 "returns_df = prices_df.pct_change(1)[1:]\n",
305 "\n",
306 "#Your code goes here\n",
307 "\n",
308 "returns_df['EWP'] = returns_df[symbol_list].dot(eweights_df)\n",
309 "\n",
310 "print \"AMZN returns std:\", np.std(AMZN_r.loc[time_halfway:])\n",
311 "print \"Portfolio returns std:\", np.std(returns_df['EWP'].loc[time_halfway:])\n",
312 "AMZN_r.plot(alpha = 0.5);\n",
313 "returns_df['EWP'].loc[time_halfway:].plot();\n",
314 "plt.legend();\n"
315 ]
316 },
317 {
318 "cell_type": "markdown",
319 "metadata": {
320 "deletable": true,
321 "editable": true
322 },
323 "source": [
324 "##c. Market Weighted Portfolio\n",
325 "\n",
326 "Create a new portfolio of the same assets, this time weighted by market capitalization, find the standard deviation of the portfolio returns, and then plot the portfolio returns along with both results from above. Weighting using market capitalization brings us closer to the theoretical efficient portfolio, a portfolio of investments containing every single asset on the market, each weighted proportionately to its presence in the market. \n",
327 "\n",
328 "The market cap is found using a pipeline factor, the steps for which are below."
329 ]
330 },
331 {
332 "cell_type": "code",
333 "execution_count": 7,
334 "metadata": {
335 "collapsed": false,
336 "deletable": true,
337 "editable": true
338 },
339 "outputs": [
340 {
341 "name": "stdout",
342 "output_type": "stream",
343 "text": [
344 "Time to run pipeline 7.45 secs\n"
345 ]
346 }
347 ],
348 "source": [
349 "#Pipeline Setup\n",
350 "from quantopian.research import run_pipeline\n",
351 "from quantopian.pipeline import Pipeline\n",
352 "from quantopian.pipeline.data import morningstar \n",
353 "from quantopian.pipeline.factors import CustomFactor\n",
354 "from quantopian.pipeline.classifiers.morningstar import Sector\n",
355 "from quantopian.pipeline.filters import QTradableStocksUS\n",
356 "from time import time\n",
357 "\n",
358 "universe = QTradableStocksUS()\n",
359 "\n",
360 "pipe = Pipeline(columns = {'Market Cap' : morningstar.valuation.market_cap.latest},\n",
361 " screen=universe\n",
362 ")\n",
363 "\n",
364 "start_timer = time()\n",
365 "results = run_pipeline(pipe, time_start, time_end)\n",
366 "end_timer = time()\n",
367 "results.fillna(value=0);\n",
368 "\n",
369 "print \"Time to run pipeline %.2f secs\" % (end_timer - start_timer)\n",
370 "\n",
371 "# This is important as sometimes the first data returned won't be on the specified start date\n",
372 "first_trading_day = results.index.levels[0][1]\n",
373 "\n",
374 "market_cap = results.loc[first_trading_day]['Market Cap']\n",
375 "\n",
376 "market_cap.index = [x.symbol for x in market_cap.index]#pd.MultiIndex.from_tuples([(x[0], x[1].symbol) for x in market_cap.index])\n",
377 "\n",
378 "mcs = market_cap # pd.DataFrame(market_cap.loc[(first_trading_day,)].loc[symbol_list]).transpose()"
379 ]
380 },
381 {
382 "cell_type": "code",
383 "execution_count": 8,
384 "metadata": {
385 "collapsed": false,
386 "deletable": true,
387 "editable": true,
388 "scrolled": false
389 },
390 "outputs": [
391 {
392 "name": "stdout",
393 "output_type": "stream",
394 "text": [
395 "AMZN returns std: 0.0204975317528\n",
396 "EWP returns std: 0.013772358195\n",
397 "MWP returns std: 0.0128306697957\n"
398 ]
399 },
400 {
401 "data": {
402 "image/png": 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qBQyCKCPWcesEMRAcDgkxVecBLiXRjNFMkCyJMAzDDqiJqLRZa4KqKuKZIAZB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+OVzRfxcbAMnUq01nNE8XJlhdwLb6HYFsd+9Ef2vV1DlYf/MV2+t1JifdgdjlBJDtxpdHl6MH31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\nYRg8+uijLFiwgOuvv54LLriAzZs3E4/HaW1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403 "text/plain": [
404 "<matplotlib.figure.Figure at 0x7f299dca0f10>"
405 ]
406 },
407 "metadata": {},
408 "output_type": "display_data"
409 }
410 ],
411 "source": [
412 "mweights = (mcs[symbol_list]/sum(mcs[symbol_list])).transpose()\n",
413 " \n",
414 "#Your code goes here\n",
415 "\n",
416 "returns_df['MWP'] = returns_df[symbol_list].dot(mweights)\n",
417 "\n",
418 "print \"AMZN returns std:\", np.std(AMZN_r.loc[time_halfway:])\n",
419 "print \"EWP returns std:\", np.std(returns_df['EWP'].loc[time_halfway:])\n",
420 "print \"MWP returns std:\", np.std(returns_df['MWP'].loc[time_halfway:])\n",
421 "AMZN_r[time_halfway:].plot(alpha = 0.5);\n",
422 "returns_df['EWP'].loc[time_halfway:].plot(alpha = 0.5);\n",
423 "returns_df['MWP'].loc[time_halfway:].plot();\n",
424 "plt.legend();"
425 ]
426 },
427 {
428 "cell_type": "markdown",
429 "metadata": {
430 "deletable": true,
431 "editable": true
432 },
433 "source": [
434 "##d. Markowitz Portfolio\n",
435 "\n",
436 "Create a new portfolio of the same assets, this time using the `get_markowitz_weights` helper function to create the Markowitz mean-variance portfolio. Use the pricing data from the first half of 2015 to calibrate the weights, and then plot the portfolio returns for the second half of 2015.\n",
437 "\n",
438 "### Important Note\n",
439 "\n",
440 "If the weights from the lookback window (6 prior months), are correlated with the weights of the forward window (6 following months), then this optimization should be helpful in reducing out portfolio volatility going forward. However, this is often not the case in real life. Real markets are complicated, and historical volatility may not be a good predictor of future volatility. Volatility forecasting models are an entire area of research in finance, so don't think that just because historic volatility of your portfolio was low, it will be equally low in the future. This is just one technique that attempts to control portfolio risk, there is a more complete discussion of this in this lecture:\n",
441 "\n",
442 "https://www.quantopian.com/lectures/risk-constrained-portfolio-optimization"
443 ]
444 },
445 {
446 "cell_type": "code",
447 "execution_count": 9,
448 "metadata": {
449 "collapsed": false,
450 "deletable": true,
451 "editable": true,
452 "scrolled": false
453 },
454 "outputs": [
455 {
456 "name": "stdout",
457 "output_type": "stream",
458 "text": [
459 "AMZN returns std: 0.0204975317528\n",
460 "EWP returns std: 0.013772358195\n",
461 "MWP returns std: 0.0128306697957\n",
462 "MKW returns std: 0.0349274407989 \n",
463 "\n"
464 ]
465 },
466 {
467 "data": {
468 "image/png": 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EREREmWAIcpj4YARWgoiIiIiIMsEQ5DBm+GE7HBERERFRZhiCHIbtcERERET2aWpqwvz5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lHPGVlTXNZYKcTGlryMkGmdlb59zNZUHkwQsstKSGmfEUuvsavLVXtMEPSwUMy4aWyjWVmh4Y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\nYII=\n",
469 "text/plain": [
470 "<matplotlib.figure.Figure at 0x7f299da0c610>"
471 ]
472 },
473 "metadata": {},
474 "output_type": "display_data"
475 }
476 ],
477 "source": [
478 "mu = returns_df[symbol_list].\\\n",
479 " loc[:time_halfway].fillna(0).mean().as_matrix()\n",
480 "sigma = returns_df[symbol_list].\\\n",
481 " loc[:time_halfway].fillna(0).cov().as_matrix()\n",
482 "\n",
483 "mkweights_df = get_markowitz_weights(mu, sigma)\n",
484 "\n",
485 "#Your code goes here\n",
486 "\n",
487 "returns_df['MKW'] = returns_df[symbol_list].dot(mkweights_df)\n",
488 "\n",
489 "print \"AMZN returns std:\", np.std(AMZN_r.loc[time_halfway:])\n",
490 "print \"EWP returns std:\", np.std(returns_df['EWP'].loc[time_halfway:])\n",
491 "print \"MWP returns std:\", np.std(returns_df['MWP'].loc[time_halfway:])\n",
492 "print \"MKW returns std:\", np.std(returns_df['MKW'].loc[time_halfway:]), \"\\n\"\n",
493 "AMZN_r.loc[time_halfway:].plot(alpha = 0.5);\n",
494 "returns_df['EWP'].loc[time_halfway:].plot(alpha = 0.5);\n",
495 "returns_df['MWP'].loc[time_halfway:].plot(alpha = 0.5);\n",
496 "returns_df['MKW'].loc[time_halfway:].plot();\n",
497 "plt.legend();"
498 ]
499 },
500 {
501 "cell_type": "markdown",
502 "metadata": {},
503 "source": [
504 "Although the Markowitz portfolio was supposed to produce the portfolio with the least variance for the given returns, it failed to do so in this out-of-sample scenario.\n",
505 "\n",
506 "As discussed above, covariance matrices are volatile and tend to shift rapidly. When we calibrated the Markowitz weights we used the covariance matrix from the first half of 2015 as our sample and ran it through the second half of 2016, meaning our test was out-of-sample. Due to the volatile nature of covariance matrices, it is likely that the covariance matrix had significantly changed between the sample and out-of-sample time periods, making our Markowitz weights invalid for the out-of-sample period."
507 ]
508 },
509 {
510 "cell_type": "markdown",
511 "metadata": {},
512 "source": [
513 "---\n",
514 "\n",
515 "Congratulations on completing the Position Concentration Risk exercises!\n",
516 "\n",
517 "As you learn more about writing trading algorithms and the Quantopian platform, be sure to check out the daily [Quantopian Contest](https://www.quantopian.com/contest), in which you can compete for a cash prize every day.\n",
518 "\n",
519 "Start by going through the [Writing a Contest Algorithm](https://www.quantopian.com/tutorials/contest) tutorial."
520 ]
521 },
522 {
523 "cell_type": "markdown",
524 "metadata": {
525 "deletable": true,
526 "editable": true
527 },
528 "source": [
529 "*This presentation is for informational purposes only and does not constitute an offer to sell, a solic\n",
530 "itation to buy, or a recommendation for any security; nor does it constitute an offer to provide investment advisory or other services by Quantopian, Inc. (\"Quantopian\"). Nothing contained herein constitutes investment advice or offers any opinion with respect to the suitability of any security, and any views expressed herein should not be taken as advice to buy, sell, or hold any security or as an endorsement of any security or company. In preparing the information contained herein, Quantopian, Inc. has not taken into account the investment needs, objectives, and financial circumstances of any particular investor. Any views expressed and data illustrated herein were prepared based upon information, believed to be reliable, available to Quantopian, Inc. at the time of publication. Quantopian makes no guarantees as to their accuracy or completeness. All information is subject to change and may quickly become unreliable for various reasons, including changes in market conditions or economic circumstances.*"
531 ]
532 }
533 ],
534 "metadata": {
535 "kernelspec": {
536 "display_name": "Python 2",
537 "language": "python",
538 "name": "python2"
539 },
540 "language_info": {
541 "codemirror_mode": {
542 "name": "ipython",
543 "version": 2
544 },
545 "file_extension": ".py",
546 "mimetype": "text/x-python",
547 "name": "python",
548 "nbconvert_exporter": "python",
549 "pygments_lexer": "ipython2",
550 "version": "2.7.12"
551 }
552 },
553 "nbformat": 4,
554 "nbformat_minor": 0
555 }