ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
notebook.ipynb
(346084B)
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10 "#Exercises: Integration, Cointegration, and Stationarity - Answer Key\n",
11 "by Delaney Granizo-Mackenzie and Maxwell Margenot\n",
12 "\n",
13 "## Lecture Link :\n",
14 "https://www.quantopian.com/lectures/integration-cointegration-and-stationarity\n",
15 "\n",
16 "###IMPORTANT NOTE: \n",
17 "This lecture corresponds to the Integration, Cointegration, and Stationarity lecture, which is part of the Quantopian lecture series. This homework expects you to rely heavily on the code presented in the corresponding lecture. Please copy and paste regularly from that lecture when starting to work on the problems, as trying to do them from scratch will likely be too difficult.\n",
18 "\n",
19 "Part of the Quantopian Lecture Series:\n",
20 "\n",
21 "* [www.quantopian.com/lectures](https://www.quantopian.com/lectures)\n",
22 "* [github.com/quantopian/research_public](https://github.com/quantopian/research_public)\n",
23 "----"
24 ]
25 },
26 {
27 "cell_type": "markdown",
28 "metadata": {
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30 "editable": true
31 },
32 "source": [
33 "## Helper Functions"
34 ]
35 },
36 {
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38 "execution_count": 1,
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46 "# Useful Functions\n",
47 "def check_for_stationarity(X, cutoff=0.01):\n",
48 " # H_0 in adfuller is unit root exists (non-stationary)\n",
49 " # We must observe significant p-value to convince ourselves that the series is stationary\n",
50 " pvalue = adfuller(X)[1]\n",
51 " if pvalue < cutoff:\n",
52 " print 'p-value = ' + str(pvalue) + ' The series is likely stationary.'\n",
53 " return True\n",
54 " else:\n",
55 " print 'p-value = ' + str(pvalue) + ' The series is likely non-stationary.'\n",
56 " return False\n",
57 " \n",
58 "def generate_datapoint(params):\n",
59 " mu = params[0]\n",
60 " sigma = params[1]\n",
61 " return np.random.normal(mu, sigma)"
62 ]
63 },
64 {
65 "cell_type": "code",
66 "execution_count": 2,
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73 "source": [
74 "# Useful Libraries\n",
75 "import numpy as np\n",
76 "import pandas as pd\n",
77 "\n",
78 "import statsmodels\n",
79 "import statsmodels.api as sm\n",
80 "from statsmodels.tsa.stattools import coint, adfuller\n",
81 "\n",
82 "import matplotlib.pyplot as plt"
83 ]
84 },
85 {
86 "cell_type": "markdown",
87 "metadata": {
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90 },
91 "source": [
92 "----"
93 ]
94 },
95 {
96 "cell_type": "markdown",
97 "metadata": {
98 "deletable": true,
99 "editable": true
100 },
101 "source": [
102 "#Exercise 1: Stationarity Testing\n",
103 "\n",
104 "##a. Checking For Stationarity\n",
105 "\n",
106 "Check whether the following series is stationary using the tests from the lecture."
107 ]
108 },
109 {
110 "cell_type": "code",
111 "execution_count": 3,
112 "metadata": {
113 "collapsed": false,
114 "deletable": true,
115 "editable": true
116 },
117 "outputs": [
118 {
119 "name": "stdout",
120 "output_type": "stream",
121 "text": [
122 "p-value = 0.83074729803 The series is likely non-stationary.\n"
123 ]
124 },
125 {
126 "data": {
127 "text/plain": [
128 "False"
129 ]
130 },
131 "execution_count": 3,
132 "metadata": {},
133 "output_type": "execute_result"
134 }
135 ],
136 "source": [
137 "QQQ = get_pricing(\"QQQ\", start_date='2014-1-1', end_date='2015-1-1', fields='price')\n",
138 "QQQ.name = QQQ.name.symbol\n",
139 "\n",
140 "check_for_stationarity(QQQ)"
141 ]
142 },
143 {
144 "cell_type": "markdown",
145 "metadata": {
146 "deletable": true,
147 "editable": true
148 },
149 "source": [
150 "## b. Checking for Normality\n",
151 "\n",
152 "As an extra all-purpose check, and one that is often done on series, check whether the above series is normally distributed using the Jarque-Bera test."
153 ]
154 },
155 {
156 "cell_type": "code",
157 "execution_count": 4,
158 "metadata": {
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160 "deletable": true,
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164 {
165 "data": {
166 "text/plain": [
167 "(16.77608340090589,\n",
168 " 0.00022757249739878912,\n",
169 " 0.2415274043817217,\n",
170 " 1.8319331010647477)"
171 ]
172 },
173 "execution_count": 4,
174 "metadata": {},
175 "output_type": "execute_result"
176 }
177 ],
178 "source": [
179 "from statsmodels.stats.stattools import jarque_bera\n",
180 "\n",
181 "jarque_bera(QQQ)"
182 ]
183 },
184 {
185 "cell_type": "markdown",
186 "metadata": {
187 "deletable": true,
188 "editable": true
189 },
190 "source": [
191 "##c. Constructing Examples I\n",
192 "\n",
193 "Create/provide a series that is stationary and different from any covered so far in the exercise or the lecture."
194 ]
195 },
196 {
197 "cell_type": "code",
198 "execution_count": 5,
199 "metadata": {
200 "collapsed": false,
201 "deletable": true,
202 "editable": true
203 },
204 "outputs": [
205 {
206 "name": "stdout",
207 "output_type": "stream",
208 "text": [
209 "p-value = 8.15924515037e-16 The series is likely stationary.\n"
210 ]
211 },
212 {
213 "data": {
214 "text/plain": [
215 "True"
216 ]
217 },
218 "execution_count": 5,
219 "metadata": {},
220 "output_type": "execute_result"
221 }
222 ],
223 "source": [
224 "X = np.random.normal(0, 1, 100)\n",
225 "\n",
226 "check_for_stationarity(X)"
227 ]
228 },
229 {
230 "cell_type": "markdown",
231 "metadata": {
232 "deletable": true,
233 "editable": true
234 },
235 "source": [
236 "##d. Constructing Examples II\n",
237 "\n",
238 "Create/provide a series that is non-stationary and different from any covered so far in the exercise or the lecture."
239 ]
240 },
241 {
242 "cell_type": "code",
243 "execution_count": 6,
244 "metadata": {
245 "collapsed": true,
246 "deletable": true,
247 "editable": true
248 },
249 "outputs": [],
250 "source": [
251 "# Set the number of datapoints\n",
252 "T = 100\n",
253 "\n",
254 "B = pd.Series(index=range(T))\n",
255 "B.name = 'B'\n",
256 "\n",
257 "for t in range(T):\n",
258 " # Now the parameters are dependent on time\n",
259 " # Specifically, the mean of the series changes over time\n",
260 " params = (np.power(t, 2), 1)\n",
261 " B[t] = generate_datapoint(params)"
262 ]
263 },
264 {
265 "cell_type": "code",
266 "execution_count": 7,
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kFi1apMOHD+uRRx65ovcMOZ3OX9xmGEZ5JgAAAABuLzOnSNPe3KLUS4UaNSBKw29oZfak\naq1ccZScnKxevXpJkqKiolRcXCyHw3H546mpqYqIiFB4eLhOnDjxq7dnZGQoMDBQqampCg+/snO2\nJyUllWcuUG4cc6hKHG+oShxvqEocb78uv8ihdzalKyPXrl7taqplWD5/VyYrVxw1btxYu3fvVv/+\n/XX+/HkFBASoQYMGSkpKUlxcnDZu3KixY8eqSZMmevvtt/XYY48pMzNTaWlpatGihXr27Kl169bp\n4Ycf1saNGy+H1u+Ji4srz1ygXP7neAaqAscbqhLHG6oSx9uvy8kv0dQ3tigj164hfZpr/C3tZLFY\nzJ7lEa4lMMsVRyNHjtSzzz6rsWPHyuFwaPbs2apdu7ZmzJghwzDUsWNHde/eXZI0YsQIjR49WhaL\nRbNmzZIkjR07VpMnT9bo0aMVFBSkl156qdwPAAAAAHAneYWlmrEgUacv5mnwdU0JIxdSrjiqUaOG\nXn311V/c/t577/3ittGjR2v06NG/+PrXX3+9PHcNAAAAuK38wlLNWJCgEyk5GtitsR4c0oEwciHl\nOlsdAAAAgKuTX1SmGQsTdexcjvp3baQ/3tGRMHIxxBEAAABQyQqLyzRzYaKOns3WDV0a6tHhnWS1\nEkauhjgCAAAAKlFhcZmeW5iow2ey1DeugSaOiCGMXBRxBAAAAFSSohK7Zi3aqkOns3R9bAP96c5Y\n2Qgjl0UcAQAAAJWg+N9hdODkJfXuVF+P3xlDGLk44ggAAACoYMWlds1evE37T2SqZ8dIPTEqVjYb\nv3q7Ov4fAgAAACpQcaldf1myTT8ez1CP6Hp6cnQcYeQmynWdIwAAAAC/VFxi1/NLtmnvsQx1a19X\nk8d0lhdh5DaIIwAAAKACFJXYNXvxVu07nqnuHeoRRm6IOAIAAACuUWFx2f++xyg6Uk+OiSOM3BBx\nBAAAAFyDwuIyzXxrqw6euqTrOkZq0mjCyF0RRwAAAEA5FRSVaeZbiTp0Oku9Y+rribs4K507I44A\nAACAcsgvKtPMhYk6fCZL18c10ONc4NXtEUcAAADAVcovLNX0hYk6djZb/To31GMjucCrJyCOAAAA\ngKuQV1iqGQsSdOxcjm7s0kiPjuhEGHkI4ggAAAC4Qjn5JZq+IEEnU3I1IL6xHhnWUVbCyGMQRwAA\nAMAVyM4r0bQ3t+j0xTzd1KOJJgyNJow8DHEEAAAA/I5LucWa9uYWnU3N1y29mumB29rLYiGMPA1x\nBAAAAPwXmTlFmvrGFp1PL9CQPs01/pZ2hJGHIo4AAACA35CWVahpbyToQmaBhvVrqXGD2hBGHow4\nAgAAAH5F6qVCPfvGFqVdKtTI/q00emBrwsjDEUcAAADA/3Eho0DPvrFFGdlFGv2H1rqzf5TZk1AF\niCMAAADgP6Sk5+vZN7YoM6dY4wa10fAbWpk9CVWEOAIAAAD+7Vxanqa+sUWXckt07+B2ur1vC7Mn\noQoRRwAAAICks6k/hVFWXonuu7W9hvRpbvYkVDHiCAAAANXemYu5mvpmgrLzSvTAkPa6tRdhVB0R\nRwAAAKjWTl/I1dQ3tygnv1QThnbQzdc1M3sSTEIcAQAAoNo6mZKjaW8mKLegVH+8I1o39Whq9iSY\niDgCAABAtXTi/E9hlFdYqkeGddQfujcxexJMRhwBAACg2jl+LlvTFyQov6hME0d00oD4xmZPggsg\njgAAAFCtHDp9STMXJqqwxK7HRnTSjV0JI/yEOAIAAEC18ePxDD2/eKtKypx64q5YXR/X0OxJcCHE\nEQAAAKqF5MNp+uvb2+V0OvX02M7qER1p9iS4GOIIAAAAHm/bvguau2ynLBZp6r3x6twmwuxJcEHE\nEQAAADza97vPa957SfLysmr6vfHq2KqO2ZPgoogjAAAAeKzNO8/otZW75OvjpZkPdFPbpmFmT4IL\nI44AAADgkdYlntL81XsU6O+tWQ92V6tGIWZPgosjjgAAAOBxPvnuuBav3afgQB89/1APNY0MNnsS\n3ABxBAAAAI9hGIZWfX1Ey9cfUmiQn/4yoYcaRtQ0exbcBHEEAAAAj2AYhpZ9eVCrNx9VeIi//jKh\np+rVDjB7FtwIcQQAAAC353QaWrR2nz77/oQiawfoLxN6qk6Iv9mz4GaIIwAAALg1h9PQ6x/u1lfb\nz6hx3Zp6/qEeCgnyM3sW3BBxBAAAALdldzj16vu79N2uc2rRIFizHuyhoAAfs2fBTRFHAAAAcEtl\ndodefHentu67qDZNQvXc/d0U4O9t9iy4MeIIAAAAbqe41K45S3co+VCaolvU1rTx8fL35VdbXBuO\nIAAAALiVgqIyPb9km/afyFTnNhGacncX+XrbzJ4FD0AcAQAAwG3k5JfoubcSdfxcjnp2jNSkUXHy\n9rKaPQsegjgCAACAW8jMKdL0BQk6m5qv/l0b6ZHhnWSzWsyeBQ9CHAEAAMDlXcws0LQ3E5R6qVBD\n+jTX+FvayWIhjFCxiCMAAAC4tNMXczVjQYIu5ZZo1MDWurN/K8IIlYI4AgAAgMs6ciZLM99KVF5h\nmR64rb1u7d3c7EnwYMQRAAAAXNK+4xmavXibSkrtemxEJ/WPb2z2JHg44ggAAAAuZ8eBi5q7dIec\nhqHJYzvruo71zZ6EaoA4AgAAgEv5NvmcXn0/WTabVdPu7aq41hFmT0I1QRwBAADAZXyx5aQWfLxX\nNXy9NOP+bmrbNMzsSahGiCMAAACYzjAMrdp0RMvXHVKtQF/Nfqi7mkYGmz0L1QxxBAAAAFMZhqEl\nn+3XJ98dV3iIv55/qIci6wSaPQvVEHEEAAAA0zgcTr2+eo++2n5GDSMCNfvBHqpdy9/sWaimiCMA\nAACYoszu0EvLk5T44wW1aFhLM+/vpuBAX7NnoRojjgAAAFDlCovLNOedHdp9NF0dmtfWtPFdVcPP\n2+xZqOaIIwAAAFSpnPwSzVy0VcfOZiu+XV09NbazfLxtZs8CiCMAAABUndRLhZqxIEEpGQXq37WR\nHhnWUTab1exZgCTiCAAAAFXk1IVcPbcwQZdySzSsX0uNG9RGFovF7FnAZcQRAAAAKt3+E5l6fsk2\nFRSV6b5b22tIn+ZmTwJ+gTgCAABApdq+/6JeWLZDDqehJ0bFqm9cQ7MnAb+KOAIAAECl2XWiQJ9t\n3y5vL6um3dNVndtEmD0J+E3EEQAAACrFR98c06dbs1Szhrdm3N9NrRuHmj0J+K+IIwAAAFQowzC0\n9IsDWvPNMdX0t2nuI9epUd0gs2cBv4s4AgAAQIVxOA3NX71HG7edVv06ARreoyZhBLfBSeUBAABQ\nIcrsDr2wbIc2bjut5g2CNfeRXqoVwH+Lh/vgaAUAAMA1Kywu09/e2a49RzPUvnmYpo+PVw0/b7Nn\nAVeFOAIAAMA1yckv0axFW3X0bLbi29XVU2M7y8fbZvYs4KoRRwAAACi3jOwizViYoLOp+erXuaEe\nG9FJNhvv3IB7Io4AAABQLufS8jRjYaLSs4p0W+/mGn9LO1mtFrNnAeVGHAEAAOCqHTp9SbMXbVNe\nYanG3tRGw29oKYuFMIJ7I44AAABwVbYfuKgXlu2U3eHUo8M7aWC3xmZPAioEcQQAAIArtmHrac1f\nvVteXjZNvberurata/YkoMIQRwAAAPhdhmHog6+P6L31h1Szho9m3B+v1o1DzZ4FVCjiCAAAAP+V\nw2nozY/2an3iKYWH1tCsB7qpQXhNs2cBFY44AgAAwG8qKXPo5eU7tXXfRTWNDNLMB7orNMjP7FlA\npSCOAAAA8KvyCkv1/OJtOnjqkjq2rK1n7+mqGn7eZs8CKk2542jt2rVavHixvLy89NhjjykqKkqT\nJ0+WYRiqU6eOXnzxRXl7e2vt2rVatmyZbDabhg8frmHDhslut2vKlClKSUmRzWbTnDlz1KBBg4p8\nXAAAALgGFzMLNPOtrTqfnq/eMfX1+J2x8vbi4q7wbOU6wrOzs/X6669r5cqVWrBggTZt2qTXXntN\nY8eO1fLly9WoUSOtWbNGRUVFmj9/vpYuXaply5Zp6dKlys3N1eeff67g4GCtWLFCEyZM0Lx58yr6\ncQEAAKCcjp7N0uR/fK/z6fm6o28LTRoVRxihWijXUZ6QkKCePXvK399ftWvX1uzZs7V9+3b17dtX\nktS3b18lJCRoz549io6OVkBAgHx9fRUbG6ukpCQlJibqxhtvlCT16NFDycnJFfeIAAAAUG7bD1zU\nM/O3KLegRBOGdtA9g9vJauXirqgeyvWyuvPnz6uoqEgPP/yw8vLy9Mgjj6i4uFje3j+9BjUsLExp\naWnKzMxUaOj/nuIxNDRU6enpysjIuHy7xWKR1WqV3W6XlxdvgQIAADDLusRTenPNHnl52fTMPV3V\nrX09sycBVapcNWIYxuWX1p0/f17jxo2TYRg/+/hvfd2vcTqdV3S/SUlJVz8WuAYcc6hKHG+oShxv\n+E+GYWjTnlz9cCBPNXytGtUnVN4lKUpKSqmQP5/jDe6iXHFUu3ZtxcTEyGq1qmHDhgoICJCXl5dK\nS0vl4+Oj1NRURUREKDw8XOnp6Ze/LjU1VTExMQoPD1dGRoaioqJkt9t/GnIFzxrFxcWVZy5QLklJ\nSRxzqDIcb6hKHG/4T2V2p/7xwS79cCBP9WoHaNYD3VWvdkCF/fkcb6hq1xLj5XrPUc+ePbVt2zYZ\nhqGsrCwVFhaqe/fuWr9+vSRpw4YN6tWrl6Kjo7Vv3z7l5+eroKBAu3btUlxcnHr27Hn5czdv3qz4\n+PhyPwAAAACUT35RmWa+lahvk8+pdeMQvTSxV4WGEeBuyvXMUUREhAYOHKgRI0bIYrFoxowZat++\nvZ566imtWrVKkZGRGjp0qGw2myZNmqTx48fLarVq4sSJCgwM1KBBg7RlyxaNGjVKvr6+mjt3bkU/\nLgAAAPwX6VlFmrUoUacv5ql7h3qaNDpOvt42s2cBpir3GRBGjBihESNG/Oy2JUuW/OLzBgwYoAED\nBvzsNqvVqjlz5pT3rgEAAHANTqbkaNaircrMKdYtvZrpvlvby8YZ6YDyxxEAAADcz+4jafrbOztU\nVGLXfbe20229m8tiIYwAiTgCAACoNjbvPKt/fLBLFotFT43prF4x9c2eBLgU4ggAAMDDGYahVZuO\naPm6Qwrw99a0e7uqffPaZs8CXA5xBAAA4MEcDqfe+GivNmw9rToh/pp5fzc1qhtk9izAJRFHAAAA\nHqqoxK4X392pnQdT1ax+sJ67v5tCg/zMngW4LOIIAADAA2XmFGn2om06kZKj2KhwPT2us2r4eZs9\nC3BpxBEAAICH+c9TdQ/s1lgTbo+Wl81q9izA5RFHAAAAHiTpUKpeWLZDRSUO3Tu4rYZe34JTdQNX\niDgCAADwEOsST+nNj/bKZrXo6XGddV1HTtUNXA3iCAAAwM05nYaWfnFAH317TEEBPpo+Pl6tm4Sa\nPQtwO8QRAACAGyspc+iVFcnasjdF9esE6Ln7u6te7QCzZwFuiTgCAABwU1m5xfrr29t1+EyW2jUL\n09R7u6pmDR+zZwFuizgCAABwQydTcvT8km1KzyrS9XEN9NiITvL2spk9C3BrxBEAAICb2XHgol5a\nvlNFJQ6Nuam1RtzQijPSARWAOAIAAHAThmFo7fcntGTtPnnZrJoyrot6dow0exbgMYgjAAAAN2B3\nOLXg4x+1PvGUQmr6atr4eLVqFGL2LMCjEEcAAAAuLr+wVHOX7dCeoxlqFhmsaePjVSfE3+xZgMch\njgAAAFzYhYwCzVq0VefT8xXfrq4mjY6Tvy+/wgGVgX+zAAAAXNT+E5n669vblVdYqtuvb6FxN7eV\nzcqJF4DKQhwBAAC4oG+Tz+m1lbtkGIYeHd5RA7s1MXsS4PGIIwAAABdiGIZWbjysFRsPK8DPS1Pu\n7qJOrcLNngVUC8QRAACAiyizO/SPVbv1bdI5hYfW0HP3xatR3SCzZwHVBnEEAADgAnILSvW3d7Zr\n/4lMRTUO0bR741Wrpq/Zs4BqhTgCAAAw2fn0fM1atFUXMgp0XcdIPX5XrHy9bWbPAqod4ggAAMBE\ne4+la+7SHcorLNPwG1pqzB/ayMoZ6QBTEEcAAAAm+TLhpBZ+/KMsFulPIzvpxq6NzZ4EVGvEEQAA\nQBWzO5ycCI/aAAAgAElEQVR665Mf9WXCKQUH+uiZu7uqXbMws2cB1R5xBAAAUIVyC0r1wrId2nss\nQ03qBWn6+HiFh9YwexYAEUcAAABV5szFXP1lyXZdyCxQt/Z19cSoOPn78usY4Cr4txEAAKAK7DyY\nqhff3amiErtG3thKowa25sQLgIshjgAAACqRYRj6+NvjeueL/fK2WTV5TJx6xzQwexaAX0EcAQAA\nVJKSMof++eFufZt0TqFBfpo2vqtaNgwxexaA30AcAQAAVILMnCL99e3tOno2W1GNQvTMPV0UFuxv\n9iwA/wVxBAAAUMEOnbqkv72zXVl5JbqhS0P98Y6O8vG2mT0LwO8gjgAAACrQ19tP6/XVe+V0OnX/\nbe11a69mslg48QLgDogjAACACuBwOLXks/1a+/0JBfp76+lx8erUKtzsWQCuAnEEAABwjf7zwq6N\n6tbUtHvjVa92gNmzAFwl4ggAAOAanLqQq7++vU0XMwsV366unhgVqxp+3mbPAlAOxBEAAEA5bdmT\noldWJquk1MGFXQEPQBwBAABcJYfT0HvrD+rDTUfl52PTM3d3UY/oSLNnAbhGxBEAAMBVyC8q07z3\nkrTzYKrqhQVo6r1d1bhekNmzAFQA4ggAAOAKnU3N01+WbFNKRoFio8I1eUycAmv4mD0LQAUhjgAA\nAK7A1n0X9PcVySoqseuOvi00dlBb2Xh/EeBRiCMAAID/wuk0tPKrw3p/42H5eNs0eUycesc0MHsW\ngEpAHAEAAPyG/MJSzVuRrJ0HUxUe4q+p98arWf1gs2cBqCTEEQAAwK84dSFXf3t7uy5kFiimVR09\nOaazggJ4fxHgyYgjAACA/+O75HP6fx/uVkmpQ8NvaKnRf2jD+4uAaoA4AgAA+De7w6l3Pj+gT/91\nXP6+Xnr2ni7q3oHrFwHVBXEEAAAgKSuvWC8s26n9JzLVIDxQz97TVQ0japo9C0AVIo4AAEC1d+j0\nJc15Z4cu5RarR3Q9/WlkjGr4eZs9C0AVI44AAEC1ZRiG1iWe0luf/Cin09A9N7fV7X1byGLh/UVA\ndUQcAQCAaqmkzKH5q/do886zCgrw0VNjOqtjqzpmzwJgIuIIAABUOxczCzRn6Q6dOJ+jFg1r6Zm7\nuyg8pIbZswCYjDgCAADVSvKhNL383k7lFZZpQHxjPTS0g3y8bWbPAuACiCMAAFAtOJ2GPtx0RO9t\nOCSb1apHh3fSwG6NzZ4FwIUQRwAAwOPlF5Xp1feTtW3/RdWu5a9n7u6iVo1CzJ4FwMUQRwAAwKOd\nOJ+juUt36EJmgTq2rK3JYzorONDX7FkAXBBxBAAAPNbX20/rjTV7VWp3avgNLTV6YGvZbFazZwFw\nUcQRAADwOCVlDi34aK++2n5GAf7eenpcF3VtV9fsWQBcHHEEAAA8yn+eprtZ/WA9c3cX1Q0LMHsW\nADdAHAEAAI+xff9F/f39ZBUUcZpuAFePOAIAAG7P4XDqvQ2H9OGmo/LxsupPI2N0Y9dGZs8C4GaI\nIwAA4NYu5RbrpeU7te94puqFBeiZe7qoaWSw2bMAuCHiCAAAuK09R9P18vIkZeeXqHuHenpsZIwC\n/b3NngXATRFHAADA7TidhlZtOqIVGw7JarHogdva65ZezWSxWMyeBsCNEUcAAMCt5OSXaN57Sdp1\nJF11Qvz11NjOat041OxZADwAcQQAANzG/hOZemn5TmXmFKtzmwj9+a5YBQX4mD0LgIcgjgAAgMtz\nOg198t0xLf3yoCTp7pvb6vbrW8hq5WV0ACoOcQQAAFxaTn6JXl25SzsPpio0yFeTx3RW++a1zZ4F\nwAMRRwAAwGXtO56hl5Yn6VJusWJa1dETo+JUq6av2bMAeCjiCAAAuByH09Dqf5+NThaLxg1qozv6\ntuRldAAqFXEEAABcSlZusf6+Ilm7j6ardrCfJo/trLZNw8yeBaAaII4AAIDL2HMkXS+vSFJ2Xom6\ntI3Q43dyNjoAVYc4AgAApnM4nHr/q8Na9fURWS0W3XdrO93WuzkXdQVQpYgjAABgqsycIr20PEn7\nT2QqPLSGnh7bWa0ahZg9C0A1RBwBAADT7DyYqr+vSFZeYal6RNfTxBExCvT3NnsWgGqKOAIAAFXO\n7nBq2ZcH9fG3x+Rls2rC7dEa1KMJL6MDYCriCAAAVKnUS4V66d2dOnwmS5G1A/T0uC5qVj/Y7FkA\nQBwBAICqk7A3Rf/4YJcKiu26PraBHr4jWjX8eBkdANdAHAEAgEpXUubQkrX79GXCKfl42/SnkZ10\nQ5dGvIwOgEu5pjgqKSnR4MGD9cgjj6hbt26aPHmyDMNQnTp19OKLL8rb21tr167VsmXLZLPZNHz4\ncA0bNkx2u11TpkxRSkqKbDab5syZowYNGlTUYwIAAC7kZEqOXlqepLOpeWpUt6aeHttZjeoGmT0L\nAH7Bei1fPH/+fNWqVUuS9Nprr2ns2LFavny5GjVqpDVr1qioqEjz58/X0qVLtWzZMi1dulS5ubn6\n/PPPFRwcrBUrVmjChAmaN29ehTwYAADgOgzD0Nrvj2vSa//S2dQ8De7ZVH9/vA9hBMBllTuOTpw4\noRMnTqhPnz4yDEM7duxQ3759JUl9+/ZVQkKC9uzZo+joaAUEBMjX11exsbFKSkpSYmKibrzxRklS\njx49lJycXDGPBgAAuITsvBLNXrxNb32yT/6+Xpp+X7weuj1avt42s6cBwG8qdxy98MILmjJlyuX/\nXVRUJG/vn95QGRYWprS0NGVmZio0NPTy54SGhio9PV0ZGRmXb7dYLLJarbLb7eWdAgAAXEjSoVRN\nnPeNdh5MVUyrOvp/T/ZV17Z1zZ4FAL+rXO85+uSTTxQTE6P69ev/6scNw7iq251O5xXdb1JS0pUN\nBCoIxxyqEscbqlJlHG92h6Gvd+do6+F8Wa3SgJhgdWvto5NH9+tkhd8b3Anf3+AuyhVH3333nc6d\nO6dvvvlGqamp8vb2Vo0aNVRaWiofHx+lpqYqIiJC4eHhSk9Pv/x1qampiomJUXh4uDIyMhQVFXX5\nGSMvr9+fEhcXV565QLkkJSVxzKHKcLyhKlXG8XYuLU8vvZukEyn5ql8nUJPHxKl5g1oVeh9wT3x/\nQ1W7lhgvVxy98sorl//5n//8pxo0aKDk5GStX79et956qzZs2KBevXopOjpa06ZNU35+viwWi3bt\n2qWpU6cqLy9P69evV8+ePbV582bFx8eX+wEAAADzGIahTTvOasHHe1Vc6lD/ro304JAO8vPlaiEA\n3E+Ffed67LHH9NRTT2nVqlWKjIzU0KFDZbPZNGnSJI0fP15Wq1UTJ05UYGCgBg0apC1btmjUqFHy\n9fXV3LlzK2oGAACoIoXFZZq/eq++23VONfy89NSYzuoV8+svuQcAd3DNcfToo49e/uclS5b84uMD\nBgzQgAEDfnab1WrVnDlzrvWuAQCASY6cydLLy5N0IbNAUY1C9OSYONUNCzB7FgBcE57zBgAAV8zp\nNPTJd8e17MsDchqGhvVrqdF/aC0v2zVdOhEAXAJxBAAArkhWbrFe/WCXkg+lKaSmr/58V6xiosLN\nngUAFYY4AgAAv2vL3hS9/uEe5RWWKrZ1uP58Z6xq1fQ1exYAVCjiCAAA/KaCojIt/ORHbd55Vj5e\nVj04pINu7tlUVqvF7GkAUOGIIwAA8Kt+PJahV1YmKz2rSC0a1tITd8WqYURNs2cBQKUhjgAAwM+U\nljn07rqD+vRfx2WxWHRn/yiN7N+Kky4A8HjEEQAAuOxkSo7mvZek0xfzFFk7QE+MilVU41CzZwFA\nlSCOAACAHE5DH31zVCs2HJLdYWhQjya6d3A7+fnyqwKA6oPveAAAVHMXMwv09xXJOnjqkkKDfPXY\nyBjFtY4wexYAVDniCACAasowDG3cdkaLPv1RxaUO9ewYqT/e0VFBAT5mTwMAUxBHAABUQ1l5xfrn\nqj3afuCiAvy8NGlUrPrENpDFwim6AVRfxBEAANXMwbNF+vun3yi3oFQdW9bWn0bGqk6Iv9mzAMB0\nxBEAANVEQVGZ3vr0R23akSkfL6seGNJeg3s244KuAPBvxBEAANXA7iNpeu2D3crILlK9UG9Nv78X\nF3QFgP+DOAIAwIMVl9j1zhcH9MWWk7JZLRo1sLWah+QRRgDwK4gjAAA81IGTmXr1/V26kFmghhE1\n9cRdsWrRsJaSkpLMngYALok4AgDAw5SWObRiwyF99O0xSdLt17fQ6D+0lo+3zeRlAODaiCMAADzI\nsXPZeuX9ZJ25mKd6YQF6/K4YtW0aZvYsAHALxBEAAB6gzO7UB18f1oebjsrpNDSoRxPdO7id/Hz5\nUQ8AV4rvmAAAuLkT53P06spknUzJVZ0Qfz02opM6tQo3exYAuB3iCAAAN2V3OPXh10f0wddH5HAa\nGtitscbf0k41/LzNngYAbok4AgDADZ1MydGrK3fpxPkc1Q7208QRMYptzbNFAHAtiCMAANyIw+HU\n6m+OauXGw7I7DPXv2kj33dpeAf48WwQA14o4AgDATZxMydFrH+zS8XM5Cg3y08QRndS5TYTZswDA\nYxBHAAC4uDK7U6s3HdGqTUdkdxjq17mhHritvQJr+Jg9DQA8CnEEAIALO34uW699sEsnU3IVFuyn\nR4fzbBEAVBbiCAAAF/Q/1y1avemoHE5DA+J/OhMd7y0CgMpDHAEA4GKOns3Sayt36fTFPNUJ8dej\nwzspNooz0QFAZSOOAABwEcWldq3ceFgff3dcTqehm7o30T2D23LdIgCoIsQRAAAuYO+xdP1z1R5d\nyCxQRGgNTRzRSR1b1jF7FgBUK8QRAAAmyi8q0zuf79eGradltUhD+jTX6IGt5efLj2gAqGp85wUA\nwCSJP6bozY/26lJuiZrUC9LEEZ3UqlGI2bMAoNoijgAAqGJZucV68+O9Sth7QV42q8bc1Fp39G0p\nL5vV7GkAUK0RRwAAVBGn09BX20/r7c8PqKCoTG2ahGriiE5qGFHT7GkAABFHAABUiTMXc/X66j06\ncPKS/H29NOH2aN3UvYmsVovZ0wAA/0YcAQBQiUrLHFr19RGt+eao7A5DPaLr6cEhHRQW7G/2NADA\n/0EcAQBQSfYcTdf81XuUklGg2rX89fDt0erarq7ZswAAv4E4AgCgguXkl2jJZ/u1eedZWS3Srb2b\nafTA1lzMFQBcHHEEAEAFMQxD3ySd1aJP9yuvsFTN6gdr4vBOatGwltnTAABXgDgCAKACpKTna/6a\nPdpzNEO+Pjbdd2s73XJdM9k4PTcAuA3iCACAa1Bmd+rjb49p5VeHVWZ3qnObCD18e7TCQ2uYPQ0A\ncJWIIwAAyungyUv65+rdOnMxTyE1ffXg0A7qGR0pi4XTcwOAOyKOAAC4SvlFZVr2xQGtSzwlSbqp\nexONu7mtAv054QIAuDPiCACAK2QYhv6167wWrd2n7LwSNYyoqUeHd1TbpmFmTwMAVADiCACAK3A+\nPV9v/PuECz5eVo25qbVuv76lvL044QIAeAriCACA/6K0zKEPNx3V6s1HZXc4Fdc6XBNuj1bdsACz\npwEAKhhxBADAb0g+nKY3P9qrCxkFCgv20wNDOqhHh3qccAEAPBRxBADA/5GZU6TFa/fr+93nZbVa\ndFvv5ho1MEo1/DjhAgB4MuIIAIB/czic+mLLSS1ff0hFJXZFNQrRH4d1VLP6wWZPAwBUAeIIAABJ\nh05d0vw1e3QyJVeB/t7647COGhjfWFYrL6EDgOqCOAIAVGu5BaVa+sUBbdx2WpJ0Y5dGumdwWwUH\n+pq8DABQ1YgjAEC15HQa2rTjjN7+/IDyCkvVuG5NPXxHR7VrxjWLAKC6Io4AANXO8XPZWvDxjzp4\n6pL8fW2679Z2GnxdM3nZuGYRAFRnxBEAoNrIyS/Ru+sOauO20zIMqWd0pO6/rb1q1/I3exoAwAUQ\nRwAAj2d3OPVlwkmt2HBYBUVlahhRUw8Oaa9OrcLNngYAcCHEEQDAo+0+kqaFn+zT2dQ8Bfh764Eh\n7TWoR1NeQgcA+AXiCADgkS5mFmjJZ/uV+OMFWSzSwG6NNfamNpyFDgDwm4gjAIBHKSwu04ebjurT\nfx1Xmd2ptk1D9eCQDmreoJbZ0wAALo44AgB4BIfT0Nfbz2j5+oPKzitR7Vr+uufmtuodU18WCxdy\nBQD8PuIIAOD29hxN1+K1+3QyJVe+PjaN/kNrDenTXH4+/JgDAFw5fmoAANxWSnq+lny2X9v2X5Qk\n3dClocbe1EZhwZyaGwBw9YgjAIDbyS8s1cqvjuiLLSdkdxhq1yxM99/aXi0a8r4iAED5EUcAALdR\nZndqXcJJrfzqsPIKyxQRWkP33tJOPTrU431FAIBrRhwBAFyeYRjauu+i3vl8v1IyChTg56V7B7fT\nLb2aytvLZvY8AICHII4AAC7t2NlsLf5sn/Ydz5TVatHgnk1154AorlcEAKhwxBEAwCVlZBfp3XUH\ntXnnWUlS17Z1dc/gtmoYUdPkZQAAT0UcAQBcSmFxmdZ8c0yffHtMpXanmkYG6b5b2qtjqzpmTwMA\neDjiCADgEhwOpzZuP6MV6w8pO79EoUG+GvOHNurXpZFsVk62AACofMQRAMBUhmEo6VCalny2X2dT\n8+TnY9Ooga01tE9z+fnyYwoAUHX4qQMAMM3JlBwtWbtfu4+my2qRBnZrrFEDWys0yM/saQCAaog4\nAgBUuYzsIi1f/9PJFgxDim0drnsHt1OTekFmTwMAVGPEEQCgyhQUlWnNN0f16XfHVWp3qkm9IN17\nSzvFRoWbPQ0AAOIIAFD5yuxOrUs8qZUbjyivsFRhwX4a84c26tu5ISdbAAC4DOIIAFBpDMPQlr0p\nWvbFQV3ILJC/r5fGDWqjW3o1k58PP4IAAK6Fn0wAgEqx73iG3vn8gA6fyZLNatEtvZpp5I2tFBzo\na/Y0AAB+FXEEAKhQpy7kaukXB7TzYKokqWfHSI0b1EaRtQNNXgYAwH9HHAEAKkTapUK9t+GQvkn6\n6Qx07ZuH6Z6b2yqqcajZ0wAAuCLEEQDgmuQWlOrDTUf0+Q8nZXf8dAa6u29uq7jW4bJYONkCAMB9\nEEcAgHIpKrHr8x9OaPXmoyostis8xF9jbmqjPjENZOUMdAAAN0QcAQCuSnGJXV8mnNSab44pt6BU\nNWv46P7b2mtQjyby9rKZPQ8AgHIrdxy9+OKLSk5OlsPh0IMPPqgOHTpo8uTJMgxDderU0Ysvvihv\nb2+tXbtWy5Ytk81m0/DhwzVs2DDZ7XZNmTJFKSkpstlsmjNnjho0aFCRjwsAUMGKS+1an3hKazYf\nU3Z+iQL8vDRqQJRu7d1cAf7eZs8DAOCalSuOtm3bpuPHj2vlypXKzs7W0KFD1a1bN40ZM0YDBw7U\nK6+8ojVr1ui2227T/PnztWbNGnl5eWnYsGEaMGCANm/erODgYL388svasmWL5s2bp1deeaWiHxsA\noAKUlDm0IfGUVm8+qqy8Evn7emlk/1Ya0ru5Amv4mD0PAIAKU6446tq1qzp27ChJCgoKUmFhoXbs\n2KHZs2dLkvr27aslS5aoSZMmio6OVkBAgCQpNjZWSUlJSkxM1JAhQyRJPXr00LPPPlsRjwUAUIHK\n7A5t2HpaH246oku5JfL3tWn4DS019PoWqkkUAQA8ULniyGKxyM/PT5K0evVqXX/99frhhx/k7f3T\nyyrCwsKUlpamzMxMhYb+7ylcQ0NDlZ6eroyMjMu3WywWWa1W2e12eXnxFigAMJvD4dSmnWe18qvD\nSs8qkq+PTXf0baGh17fgAq4AAI92TTXy9ddfa82aNVq8eLEGDBhw+XbDMH7183/rdqfTeS0zAAAV\nwOk09MOe83pv/SGlZBTI28uq23o317B+LVWrJlEEAPB85Y6j77//XgsXLtTixYsVGBiogIAAlZaW\nysfHR6mpqYqIiFB4eLjS09Mvf01qaqpiYmIUHh6ujIwMRUVFyW63/zTkCp41SkpKKu9coFw45lCV\nzDreDMPQ4fPF+mZvrlKzy2S1SHEtAtS7fU0F1yjR8SP7TNmFysX3N1Qljje4i3LFUX5+vl566SW9\n8847qlmzpiSpe/fu2rBhg2655RZt2LBBvXr1UnR0tKZNm6b8/HxZLBbt2rVLU6dOVV5entavX6+e\nPXtq8+bNio+Pv6L7jYuLK89coFySkpI45lBlzDjeDMPQriPpen/9IR0+kyWrRerXuaHuGhClumEB\nVboFVYvvb6hKHG+oatcS4+WKoy+//FLZ2dl6/PHHZRiGLBaLXnjhBU2dOlUffPCBIiMjNXToUNls\nNk2aNEnjx4+X1WrVxIkTFRgYqEGDBmnLli0aNWqUfH19NXfu3HI/AADA1TEMQ9v3X9QHXx/R0bPZ\nkqSe0ZEaNTBKjeoGmbwOAADzlCuORowYoREjRvzi9iVLlvzitgEDBvzs/UiSZLVaNWfOnPLcNQCg\nnBxOQwl7UrRq0xGdupArSeoRXU8jbmil5g1qmbwOAADzcXo4APBwdodT3yad0+rNR3Q+vUBWi3R9\nXAMN79eSZ4oAAPgPxBEAeKgyu0Nfbz+j1ZuPKi2rSF42iwbEN9Yd/Voosnag2fMAAHA5xBEAeJiS\nMoc2bj2tNd8cVWZOsXy8rBp8XVPdfn1L1QnxN3seAAAuizgCAA9RXGLX+q2n9NE3x5SVVyJfH5uG\n9Gmu269voZAgP7PnAQDg8ogjAHBzhcVlWpdwSh9/d0w5+aXy97VpWL+WGtKnuYIDuXgrAPz/9u40\nNur7zuP4Z2Z8zvgYHzNjfGDwgTlsgjEhuIYEKKVtku1md5PdahuqSitVapHaR00iotKqSkqTVq2o\n0qgHPAiqKpo0myy724Q0KSGkGHBtMAEawBiMb3t8je2Zsef47wO73rghKUls/+3x+yWN7DkYfS39\nNMxb/wu4XcQRACxQI4GQ/vftZv3XW9c07A/JnhSnf/vMCn1hS7HSHAlmjwcAwIJDHAHAAjM0MqYj\nJ5r1P283yx8MKyU5Xl/63Erdv7lIKcnxZo8HAMCCRRwBwALR7wvqpTeb9ErtDY2NR+RMSdS/3rdC\nn//UMtmTiCIAAD4p4ggA5rmeAb9eOtako6dbFApHlZWepC/fu0o77ypUUgIf4wAAzBT+VwWAeep6\nx5BePn5NxxvaFIkacmfa9dD2Un36zgLFx9nMHg8AgJhDHAHAPGIYhs5e6dVLbzbp3JVeSVKBJ0UP\nbi/V3ZX5irNZTZ4QAIDYRRwBwDwQjhh6o+6mXj5+TTc6fZKktSXZ+qetJVpf5pbVajF5QgAAYh9x\nBAAmGgmE9GrtDf3nHzs1HGiX1WrRPZX5emBrsUrynWaPBwDAokIcAYAJ+oYCOvJWs16pvaHAWFgJ\ncRY9cE+x/mFLkdwZdrPHAwBgUSKOAGAOtXYP66U3m3SsvlXhiKGM1ET9244VykkeVE11udnjAQCw\nqBFHADAH3m3p14t/vKrTF7tkGFKey6F/2lqq7RvyFR9nU319vdkjAgCw6BFHADBLwpGoTl3o1H+f\naNal6/2SpBVLnfqXbaW6q3yJbJxkAQCAeYU4AoAZNjAc1NFTLXrl5A31+4KSpPUr3fqXbSWqKM6W\nxUIUAQAwHxFHADADDMPQlZsD+p+3r+vtxnaFI4aSE+N0/+bluq9mufLdqWaPCAAA/g7iCAA+gVA4\nqhPn2vXfbzerqXVQ0sRFW++rKdK2qnzZk+JNnhAAANwu4ggAPoahkTG9UntDv//TdQ0Mj8lqkTaV\n5+j+miKtLWXXOQAAFiLiCAA+ghudPh1565rebGhTKByVPSlOD9xTrPs3F8mTyfWJAABYyIgjAPg7\nolFD9e9267/euqbGq15J0pJsh76wpUjbNxSw6xwAADGCOAKADzAwHNTrZ27q6KkWdff7JUlrS7L1\nj3cXa8Mqj6ycihsAgJhCHAHAe0Sjhs439erV2hadutCpSNRQYoJNn9m4VP+wpUjLc9PNHhEAAMwS\n4ggANHGChTfqburVUy3q9I5KkpYtSdPnNhVqa1WBHMnsOgcAQKwjjgAsWoZh6NL1fv3+5HWdPN+p\ncCSqhDirtm8o0Oerl6msMIOzzgEAsIgQRwAWHX8wpGN/btUrtTfU0jUsScp3p+jz1cu0bUOBUu0J\n5g4IAABMQRwBWDSa24f0+5PXdbyhTcHxiGxWizbfkat7P7Vc5cVZbCUCAGCRI44AxLSxUERvn2vX\nK7U3dLllQJLkykjWg58u1M6NhcpISzJ3QAAAMG8QRwBiUmv3sF6tvaE3/tyq0UBIFou0YZVHn//U\nMlWt9MjGabgBAMDfII4AxIxQOKKT5zv1Su0NXWzukyQ5UxP10KdL9dlNy+TJtJs7IAAAmNeIIwAL\nXmv3sF4/c1Ov192Ub3RckrSu1KXPVS/TXeU5irNZTZ4QAAAsBMQRgAUpMBbWnxrb9drpm/rLjX5J\nUqo9Qf+8tUSf3VSoXFeKyRMCAICFhjgCsGAYhqHLNwf0h9M3deJcmwJjEVks0roVLu3cWKhNFTmK\nj7OZPSYAAFigiCMA817fUEDHG9r1et1NtXZPXJfIlZGsB+5Zqh13LpWbY4kAAMAMII4AzEuBsbBq\n3+nUsfpWnb/aq6ghxdms2nxHrj5zV6HuKHVxxjkAADCjiCMA80Ykauj81V4dq29V7TudCo5HJEll\nhRnaVlWgLevylOZIMHlKAAAQq4gjAKZr6fTpj39u1ZsNber3BSVJnky7Hqgq0LaqfE6uAAAA5gRx\nBMAUA8NBHW9o17H6VjW3D0mSHMnx+uymQm2rKtDq5ZmyWNhtDgAAzB3iCMCcGQtFdOZCl/5Y36qG\nyz2KRg3ZrBbdtSZH2zYU6M5VHiXEc7Y5AABgDuIIwKwKR6JqvNqrt86269SFTvmDYUlSaYFT26oK\ndHdlntJTEk2eEgAAgDgCMAsiUUOXmvv01rl2/amxQ8P+cUlStjNZ99Us17aqAhV4Uk2eEgAAYDri\nCE01pTkAAA8oSURBVMCM+OsFWk+cbdfbje3q941Jkpypibp/83LdvS5fZYUZsnL6bQAAME8RRwA+\nNsMwdKPTp7fOtuutc+3q6fdLklImT6ywZV2eyouzuR4RAABYEIgjAB9Zh3dkIojOtqm1e0SSlJxo\n09b1+bq7Mk/rVrgVH2c1eUoAAICPhjgCcFs6vCM69U6nTjR2qKl1UJIUH2dVdcUS3VOZr6pVbiUl\n8JECAAAWLr7JALilaNRQU9ugTl3o1KkLXWrtHpYkWa0WVa106+7KPG0qXyJ7UrzJkwIAAMwM4gjA\nlFA4qneavDp1sVOnL3Sp3xeUJCXEWbVxdY42ledo45ocTr0NAABiEnEELHLBsbDqL/eo9nyn6v7S\nNXUdolR7vLZvKNCm8hxVrnArKZGPCwAAENv4tgMsQsP+cdVd6tLJ8506e7lH4+GoJMmVkawddy7V\npvIlWr08UzYbJ1UAAACLB3EELBLd/X7VXerS6QtdOn/Nq2jUkCQVeFJVXbFE1RVLVJyXLouF024D\nAIDFiTgCYlQkauhKy4DOXOpS3aUutXQNTz1XWuCcCqJ8d6qJUwIAAMwfxBEQQ0YDIZ290qO6S936\n81+65RsdlzRxQoUNqzzauNqjO1fnKNuZbPKkAAAA8w9xBCxw7b0jqrvUpbpL3brY3KfI5O5ymWmJ\n+uymQm1cnaO1pdlcgwgAAODv4NsSsMCEwlFdbPaq7lK36v7SrU7v6NRzpQVO3blqYutQcT7HDwEA\nAHwUxBGwAHT1jarhco8a3u3R+aZeBcYikqTkRJuqK5Zo42qPqlZ6lJGWZPKkAAAACxdxBMxDwfGw\nLlzrU/273Tp7uUftvf+/dWhJtkOf2ejRnas9WlOUpfg4m4mTAgAAxA7iCJgHIpGomtoGdb7Jq8ar\nvbp0vV+hyWsPJSfadNeaHK1f6db6MrdyshwmTwsAABCbiCPABNGooRudPp1v6lXjVa8uNvcpMBae\nen55bprWl7lVtdKjlcsyFR/HxVgBAABmG3EEzAHDMNTV59e5q71qvNKr8029GvaHpp7Pczm0tiRf\nFSXZqijOljM10cRpAQAAFifiCJglQyNjOn/Vq3NXe3Xuaq96+v1Tz7kykrVxTY7Wlri0tiSb6w4B\nAADMA8QRMENGAiFdau7TO9e8On/Vq+aOoannUpLj9am1S7Su1KU7Vri0JMvBabYBAADmGeII+Jje\nG0PvXPOquX1IxsT1VxVns2ptSbbWrXDpjlKXivOdslmJIQAAgPmMOAJu08BwUJeu9+tSc58uNPfp\nesf0GFq9PEsVxdmqKMlSWWGmEuM5xTYAAMBCQhwBt2AYhvqGw3r9zE1dut6ni8196vD+/7WG4mxW\nrSmajKHibK0ozCCGAAAAFjjiCJA0FoqoqXVQl1v69W7LgN690a+B4TFJXZIke1Kcqla6tXp5ltYU\nZam0wKkEYggAACCmEEdYdAzDUM9AYFoIXe8YUjhiTL0mMy1Rq5cma/P6Eq0pylLhkjSOGQIAAIhx\nxBFiXt9QQE2tg7raNqirrYNqah2Ub3R86nmb1aKivHStXJaplYUZWlmYKVdGshoaGlRVVWTi5AAA\nAJhLxBFiytDI2EQAtU1E0NXWQfX7gtNe4860q7w4S2VLM1RWmKmSAifHCwEAAIA4wsI17B9X02QI\n/TWIegcC016TlZ6ku9bkqLTAqZICp0rynUpPSTRpYgAAAMxnxBHmPcMw1O8Lqrl9SM3tQ7o2+bO7\n3z/tdekpCdqwyqOSfOdUDGWmJZk0NQAAABYa4gjzyngoovbeEbV0Daul0zcVRIMjY9Nel+ZI0LoV\nLpUWTIZQfoaynUmyWDhpAgAAAD4e4gimGA9F1NYzopvdw7rZ5VNr97Budg2rq29UUWP6a90ZydpU\nnqOiPKeK89JVlJeurHRCCAAAADOLOMKsCo6H1dYzotbu4akAutk9rO5bRFCqPV6rlmepwJOqpZ5U\nLc1JVVFeulLtCeYMDwAAgEWFOMKM8AdDE1uCuiYjqHtYbT3D6u73y3hfBCW8L4KW5qTKmZLI1iAA\nAACYhjjCbYtEDfUO+NXhHVVn74javaNqm9wi5B0Kvu/16SkJWlOUNRFAnlQtzUlTgSdV6SkJRBAA\nAADmHeII04QjUfUOBNTVN6qufr86vaPq6B1Rh3dEnV6/wpHo+/5NVnqS1q1waaknVfmTIZTvTuGU\n2QAAAFhQiKNFJhKJqs8XVO9AQL2DAfX0+9Xd75+KIe+A/33HAkmSIylOy3PTlJudolyXQ7muFOVm\nO5TnSpEjOX7u/xAAAABghhFHMcIwDAXGwhoYHlO/L6hB35j6h4PqHwrKOzgRQr0DfvX7greMH2li\nC9DKZZnKyXIoJ9MuT5ZDOVl25blSlOZgVzgAAADENuJoATAMQ77R8cnACcg7+J7bUEADkyE0Nh75\nwPewWi1T8eNy2uXKSJ64OZOVk+WQO9OuxHjbHP5VAAAAwPxiahzt27dPjY2Nslgs2rNnjyoqKswc\nZ84YhiF/MKyRQEijgZB8o2MaHBmXb2RMgyNjGhoZ19DU72PqHwpqPPz+Y30kyWqRnKmJynenKCM1\nSRmpicpIm/7T5bQrMy1RNpt1jv9SAAAAYOEwLY7q6urU0tKiw4cP69q1a3r88cd1+PBhs8b5SELh\niPzBsAJjEzd/MKzR4ETo+AMhjQRD8gcmHvtrAI0EQhr1hzQSGNdoIPSBu7a9l81qUXpKgpbmpMqV\nYVe2M1nZ6RNbe7Inb0QPAAAAMDNMi6Pa2lrt2LFDklRcXCyfz6fR0VE5HI4P/Dc9/X5FDWPiFp24\nGYYUNQxFooYikejkT0ORaFThyMRrwpGoosbEaw3DUHTypzH5WDRqKDgekX9sImr8Y2H5AyH5x8Ia\nDYQmAyg0FUPhyG2Uzd9IiLMqxR4vZ2qS8t2pSrHHy5Ecr5TkeKXZE+RMTVRaSqKcKYlKT0mQMyVR\njuR4jvMBAAAA5ohpceT1elVeXj51PyMjQ16v90Pj6D+e/MNcjDaN1SIlJ8YpOWkibHKz4ybvT/y0\nT/7uSJqIHUdy/OTvcdPuJ3A8DwAAADCvzZsTMhjG398a891/z5+DST4KQ1Jo8haYeCgiGaPSyKg0\nYuJkmBn19fVmj4BFhPWGucR6w1xivWGhMC2O3G63vF7v1P2enh65XK4PfH1VVdVcjAUAAABgkTLt\nSP6amhodPXpUknTx4kV5PB7Z7XazxgEAAACwyJm25aiyslJr1qzRF7/4RdlsNu3du9esUQAAAABA\nFuN2DvYBAAAAgBjHBXIAAAAAQMQRAAAAAEgijgAAAABA0jy6ztGH2bdvnxobG2WxWLRnzx5VVFSY\nPRJi0NNPP62GhgZFIhF99atfVUVFhb71rW/JMAy5XC49/fTTio+PN3tMxIixsTHdf//92r17tzZt\n2sRaw6w6cuSIDh48qLi4OH3jG99QWVkZaw6zwu/369FHH9XQ0JBCoZB2796t7Oxsffe735XValVZ\nWZm+853vmD0mYsCVK1e0e/dufeUrX9GXvvQldXV13fJz7ciRIzp06JBsNpseeughPfjggx/6vvN+\ny1FdXZ1aWlp0+PBhPfHEE3ryySfNHgkx6PTp07p27ZoOHz6sX/3qV/r+97+v/fv36+GHH9avf/1r\nLV26VC+++KLZYyKGPPvss3I6nZKk/fv3a9euXaw1zIrBwUH97Gc/0+HDh/WLX/xCb7zxBmsOs+al\nl15SUVGRDh06pJ/+9Kd68skntW/fPn3729/Wb37zG/l8Pp04ccLsMbHABQIBPfHEE6qurp567Faf\na4FAQM8++6yee+45HTp0SM8995x8Pt+Hvve8j6Pa2lrt2LFDklRcXCyfz6fR0VGTp0Ks2bhxo/bv\n3y9JSktLk9/vV11dnbZv3y5J2rZtm06ePGnmiIghzc3Nam5u1j333CPDMFRXV6dt27ZJYq1h5p08\neVI1NTVKTk5Wdna2vve97+nMmTOsOcyKjIwMDQwMSJoIc6fTqba2Nq1Zs0aStH37dtYbPrHExEQd\nOHBAbrd76rFbfa41NjZq7dq1cjgcSkxM1Pr169XQ0PCh7z3v48jr9SozM3PqfkZGhrxer4kTIRZZ\nLBYlJSVJkn73u99p69atCgQCU7uZZGVlqbe318wREUOeeuopPfbYY1P3WWuYTe3t7QoEAvra176m\nhx9+WLW1tQoGg6w5zIp7771XHR0d2rlzp3bt2qVHHnlE6enpU89nZmay3vCJWa1WJSQkTHvsb/8v\n7enpUV9f37SOuJ31tyCOOXovLsuE2fT666/rxRdf1MGDB7Vz586px1l3mCkvv/yyKisrlZeXd8vn\nWWuYaYZhTO1a197eri9/+cvT1hlrDjPpyJEjys3N1YEDB3T58mXt3r1baWlpZo+FReaDPtdu5/Nu\n3seR2+2etqWop6dHLpfLxIkQq06cOKFf/vKXOnjwoFJSUuRwODQ+Pq6EhAR1d3dP23QLfFzHjx9X\nW1ubjh07pu7ubsXHx8tut7PWMGuys7NVWVkpq9WqgoICORwOxcXFseYwKxoaGrRlyxZJUllZmYLB\noCKRyNTzrDfMlr/93ubxeOR2u6dtKeru7lZlZeWHvs+8362upqZGR48elSRdvHhRHo9Hdrvd5KkQ\na0ZGRvTDH/5QP//5z5WamipJqq6unlp7R48enfqwBz6Jn/zkJ3rhhRf029/+Vg8++KB2796t6upq\nvfrqq5JYa5h5NTU1On36tAzD0MDAgPx+P2sOs6awsFDnzp2TNLFLp8PhUFFRkerr6yVJr732GusN\ns+JW39vWrl2rCxcuaGRkRKOjozp79qyqqqo+9H0sxgLYnv7jH/9YZ86ckc1m0969e1VWVmb2SIgx\nzz//vJ555hktW7ZMhmHIYrHoqaee0uOPP67x8XHl5uZq3759stlsZo+KGPLMM88oPz9fmzdv1iOP\nPMJaw6x5/vnn9cILL8hisejrX/+6ysvLWXOYFX6/X3v27FFfX58ikYi++c1vKjs7W3v37pVhGLrj\njjv06KOPmj0mFriLFy/qBz/4gTo6OhQXFyePx6Mf/ehHeuyxx973ufbaa6/pwIEDslqt2rVrl+67\n774Pfe8FEUcAAAAAMNvm/W51AAAAADAXiCMAAAAAEHEEAAAAAJKIIwAAAACQRBwBAAAAgCTiCAAA\nAAAkEUcAAAAAIEn6P+OrpmKa05EmAAAAAElFTkSuQmCC\n",
276 "text/plain": [
277 "<matplotlib.figure.Figure at 0x7f3645d4ed90>"
278 ]
279 },
280 "metadata": {},
281 "output_type": "display_data"
282 }
283 ],
284 "source": [
285 "plt.plot(B);"
286 ]
287 },
288 {
289 "cell_type": "code",
290 "execution_count": 8,
291 "metadata": {
292 "collapsed": false,
293 "deletable": true,
294 "editable": true
295 },
296 "outputs": [
297 {
298 "name": "stdout",
299 "output_type": "stream",
300 "text": [
301 "p-value = 0.964313099004 The series is likely non-stationary.\n"
302 ]
303 },
304 {
305 "data": {
306 "text/plain": [
307 "False"
308 ]
309 },
310 "execution_count": 8,
311 "metadata": {},
312 "output_type": "execute_result"
313 }
314 ],
315 "source": [
316 "check_for_stationarity(B)"
317 ]
318 },
319 {
320 "cell_type": "markdown",
321 "metadata": {
322 "deletable": true,
323 "editable": true
324 },
325 "source": [
326 "----"
327 ]
328 },
329 {
330 "cell_type": "markdown",
331 "metadata": {
332 "deletable": true,
333 "editable": true
334 },
335 "source": [
336 "# Exercise 2: Estimate Order of Integration\n",
337 "\n",
338 "Use the techniques laid out in the lecture notebook to estimate the order of integration for the following timeseries."
339 ]
340 },
341 {
342 "cell_type": "code",
343 "execution_count": 9,
344 "metadata": {
345 "collapsed": false,
346 "deletable": true,
347 "editable": true
348 },
349 "outputs": [],
350 "source": [
351 "QQQ = get_pricing(\"QQQ\", start_date='2014-1-1', end_date='2015-1-1', fields='price')\n",
352 "QQQ.name = QQQ.name.symbol\n",
353 "\n",
354 "# Write code to estimate the order of integration of QQQ.\n",
355 "# Feel free to sample from the code provided in the lecture."
356 ]
357 },
358 {
359 "cell_type": "code",
360 "execution_count": 10,
361 "metadata": {
362 "collapsed": false,
363 "deletable": true,
364 "editable": true
365 },
366 "outputs": [
367 {
368 "name": "stdout",
369 "output_type": "stream",
370 "text": [
371 "p-value = 2.93736515664e-28 The series is likely stationary.\n"
372 ]
373 },
374 {
375 "data": {
376 "image/png": 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MwIxItMughxBCCCGEtIyCJibA0Zj8ktaiGybyBd35f1SCXQY9hBBCCCGkZWi6NemNyuSX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\nCTvborRt0u4EPfYgHlNrD7jEamU8ptZ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2RC3c6uWDRTXmi1kNA6k4/mz9cXjoqb14eHxv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6K9MdzXhuX1qmsepEIco7c5iRoQTqmVnXsQ0hMmDW+YrBeakJ4kiIjXY1AcG3EKviSHngQpzqR1\n19zIk54Q+uJAdw4rhWpi4/hYV79QKPCHcGJiArVa8kr7doS4SHs3C2LWKEV6JLzDMNdsUpOQ0dty\nGZ3RllowzZQjPWHqbf6fJZWslsXOwXbomsIpJbIQfVu8iwJHeuyHa8CD9ADOgl+tMXoXTVhhyneG\nISY9bOJfS0hvawqUlEClL+4/Ikd6DNNqid7mPZ5XyjYq0nq8xRNwqpW0kEQJGUTR2wBA1zVMXSrA\ntMKpbeJxm4bp+t6BSA9VcQM2NLm04urp2Sg3UKo0MNzHqvoisuQNWuA7IzT8dVtO1JsYsgbj4Emb\nNo+0KWvV00RTHVNCUm8Doh3tYyc9JGYwzxq2Ly2X8NH/+6f48ePnfa8V1b1Suopfu/Uq1JsmfviI\ng/aUq00oCptvs5l4CRpFML0tmOLhjZ0D7ejryvqKEzsjvHpoTuVJD6m3RQgZNBqGv6cngN4GUBM/\nMycVn3FNVZiZa4v0tkCxjmINnYJruYNMyxHmsEReFfxmUiFjPyqoB4Gk/e+47Sq+gRMFKsQgpMfr\nKUJjS+ZlIgZHeoQ1mBXX5MbLgLugJCbFihJPPEbsZRkd7sRv/PI1fA7MpPT4Qga2ZDX36TEtH4ro\nTXp+/Ph53P2T0zgj2CcE9dbJDErpWFvh08PpbS309EQlSoTgent66PmViVSIIWOTrBdr6O7IoCOf\ntnuD2Bg7f5FMScOtJLxBfT0LgpE2XRNWvHMXyOIiPbuHOtCeSwVSvHIZRgmTFTWpt7ezLY10Skvk\n1cPpbRZ9ltjTE6PXjSM9CehtGc3V5rBWrEHXlFC7iYHuHEzT4v6ZcSOym/rOO+/E7bffjsXFRbzv\nfe/D6uoqvvSlLyU6yHaFuEjThE0Dy4X0SBZlWdIThjys2tXOXhnSk3EMSuNuZvl5yCSrEyI9qRbo\nbd74lV/Yj7cd2ymtwjnHCe7pIXrf0noFaV11bca81I5avYlMOo+0rkJRwivFpsecNJfREiM9VU+l\nVhalAHNSVdjIVyPEEMSgxTQI6YlSnaFIpfzqM0FBGztaSCJ7enjSEeJjo6t8wxQmYgB4kZ7onp5y\nRNKVTasuetu8zZumRUYPQUa5R09E0sMrnablWoBJSjYothLpoUjrqkMZi0AEHI+e8ISBJz2XCrjp\nyCBenVxG0zDx4plF/Lu3HeCvo828+D1uu3k3vnv/67j3yQv41XceQndHBqVKA/lsyqb0JOtT4Ql/\nWuebgaZhhirQeeP//OCNqNsIvxj93TmkdDUa6bHHmqPeFqHQZ7m93gzT4n2VsjWdVV/laK6XwhEV\nlYieHsuysFasY8+QKO0rL5xxKnhElZkkfmU0qbhBz/NrUysAgLGrhzDUl8eLZxZx05FB6XuoIu29\nfw69LR7SU3f19Bih8yyTJHcj8rqmIqVrMc1J3RQx12en1ESS1Y2mU5gzLcsnkuHQ29i4JUaFKJYg\nFoHFaOcJkzOXWp4C2WaQnrDrIIu4Pj0AK8YCzh7Lm/R4FQe9wfdm9hxlWRbWNmrYs6OD9wUWy2xO\nOx8gYhAVIsq81xbOEfvNid5GCr9h6LIY/+uvXINff8/hwDHsCIYYvjW0aa9niqJgqDfXonqbH+mJ\ns/dpjd7GkB7TZvasbtTQ1Z4JRYuIure0Vgn0DpRF5M7rjW98I370ox/hzJkzSKfT2LdvHzKZ+JW5\n7YxGw/2Q5wVjP5cvTJiQgUSyWrYwUTYpFTIQUKawxjRZOPQ2txxj4Oslk1NYw3Xc0FQlNOERjyOa\nMpIHD10zGoCKBEEj/5F607QrakrkRsDwbEa72jOJkR4RSQq6tqVKA+mU5pORFjfyNKaCHM/FoNd4\nkx6afOPS29K6imI5JtJDC7dHvS1oOEUlHYB7Mx+J9BDyYpquTVdUT0/QpJ5Nq1gu1PlEyJXbbJ53\nKNJTInpbNNIDsPslLtqNiKSHIz21TSY9wvtSKb/fWFDERXr2eBTcJufY3xdsaVYKStJd56Nr+NV3\nHcLf/PAUfvToWfzmrxxFsdLgVfc4SK0YNU9jeT6ro1CqB1YyZaEKnijenw/3t2F+sQjLsnxVRh+9\njfv0hCM9gLuPwiVkENDTQ+EtgDGT5gQ9PbXwnp5q3UC9YbjWHBrD3jmK09sikplsRgOK4YhQVNA1\nINR/91AHrtrTg3cdlwvkAAzJ2DXYjlfOL9sKbG4kNYreRtdaTAKqtWaoAIKY3IioTSZmwsKFDCQb\ns3RKs02ag+cRy2LFIV1XodSdnh7LsnybvbasDlVVeDGHBEZc9LamiTbJ9+XGpiU/vY16ZDbj0xN2\nHWTh8umJ2BnfeGgAv/NrN+BNdl+fD+mJSIa9qomVWhP1ponujqwLPRvszfOkJzG9TaLgxnvoNEfI\ngIvexFwrFEUJpe+Ja4X3OhiGxfcBgz15zCwUUa42QgucFLSekriHuJbH8Y9Lqt4GOPNyvWEgk9aw\ntlHD7qFgOW/AYRMtrpVxNXpDXytG6NV/7LHH8Hd/93c4ffo0rr/+ehw5cgTpdBpf//rXYx9gO6Ph\ncZgWOY7ipqEUJmQgJj3UxCipXK5tUE+PPzHIZ9wPVpKQ+fSE0adkk1Or0qJJQyZkQHzhSo3JtK4X\n665+HkCgtzUMYeOj87/DRCBEyWqAiRkUSrXI/qlqrck3hrWGyLUNRnpkC4Z4T/gCeQXpbalUAiED\nQU0IcCadYPW2aDlYuufplIZdIZ4CgJggmj6ZS/nxm8imtcBqTs6utNOzzJXbbDEFTfAF8gZVNSPp\nbQGfES1kYPcQ2Pez1WdQF96XSWkcPdkqettIfxtSusoV3C7Yfy+tV11+V1z+3/Od3/OGvejtzOBf\nnpjEerGGctV5TkR62/xSCfc+ORmqrMjpbR6n8aSFoqAY6W9DqdqUStrTAk7nXBbEI4KCfifSggzB\nq0K2yRMb7n1JT1pHPUnSE0Fv8xqTAsHjmdPbIjZcNC9vRshAnE+GevORG1OK41cPoVY3cOrcMv9Z\nudpk7vQR8yXRFEUqMNHbgt+j+uZp3ZYCTtLTI5u/0ilnExcUTeGYqqoI9DY/NUhRFNtvh43FpfWq\nfd7O9200DGkST55n7p4e+9jqFqi3Cb1NccLl0xPBUlFVBb/0plFeGKEkrRg76XEjPVztsD3NEbBi\nmXkYnZ9bx2BvPpId4A0yKJ1fFpMeuwBpS1YD4pzTOooqRliBzDBNfm0HA0RCgoI/E9w3SvjcOOpt\nLfT0iMlppdZEvWFE0p4dg9JkYgaBM9tXvvIV3HXXXVhYWMAf/uEf4sc//jHOnTuHD33oQzh58mSi\ng2xXeOFcMemJkqx2XLWdn4UjPXbS0ymjt1HFM7mCG022qupIhMaht4kQ6VYgPXFCVPOiSgZV0qu1\nJpYlIgaA25iPri1da5ljshiiehvAFvimYUVK+v7Fd17E7/75w7aJmSg5G4D0VBtS3rjYLF/l6m1X\nUMhAU31O40HhVahCTHpbKNJjf9a+kc5I+oKTIFqu7x2G9IQdO5t2K22JctWAQOWR8IwdeluEkIHu\nLzQYtvR32MZP/N1m5H3FRV/mNxYUtPmJooZpmordgx2YXijCMC2e9ACOER8Q7PGRTmn4D+88hGrd\nwB//7TMoV5v8ORHpbf9w76v42g9O4rf+5H789T+exKVlP83MoXa6G3S3Lukhd3R/Xw+NEVpcadMU\nJVkNuGlBhhHe0+NCerz0toTWBlGS1dKkRzKeAQf5iUpm6J5sZk0Rn2miV8aJ40eGAADjpxf4zyq1\npstaISgoQaUkg+b9MHqb2NND10tVlQRJT3DyKxb6gkKk1KkKQultAEPDNsoM+V4JQHqkPT0SY1Oe\nuGvhhbE44RTb4iIYzr/VhMUiLmRA9LaYPT2ERouqYERvK5TrWClUme9ZQpQHAHb0saRiXph3ZPS2\ncgzxlCTB1wrPXsi0LFiWc60GE8hWW5azdvM+6BiiRN7jA8nobaKkPy9YRhT0qA9wKaGCW+CIefzx\nx/Gtb30Lmqbh4x//OD7wgQ8gm83iM5/5zM+NWan3Ic9lUoxCZZguykVcIQPnAZH19LCHRSZZTbzR\nIKOosBDPI0yNyvv6TFpHvckmsVYkq1uJlEAFooeaJtRq3RBEDNzGpqKQQdWD9GTSGu9P8AbB/+Lm\nwjEorYU2t756fhmrGzUuNU4he2gty0Kp0pDKMbua8+33NiVqX97wNshS1OrJkh7qK4hjCub4JbD7\npMakt8VBeuLwnF1Ij5DMhyU9YVx9SnqKlQYGwZIeXVP4ZEffU6YoExcJESXJKcTNSFCIFdVWRQy8\n780kkKymDW9UTw8A7BnuwPm5dZyZWuXKRU3DxORcATccGgAQnPQAwC+/eRQT02t49MVZAI7Yh4j0\nTF5cRyatoastjX95YhI/eXISb75+BP/hnQdxaHeP6zt5TfeSCBmEBbmbzy0Wcc2+PtfvvPQ2useh\nktX2tRBpQU3TDG3UFZ8l72dn06y5XUa/k4VLvU0yxgnR6hYSX9l4Bhwp56gqM81Lm6K3CWiXzO8k\nKK7Z34dcRsPzpxfwv3/gOgCwKTnRSBElqJSs1BtGpKRxWlBvM4WCUSaluVDQoHCSHnlPDzuP4AKZ\nM88otnob+7kpobcBbK2dWyxivVjjcx6dg2VZgT09UslqTzV+S3p6YhZ+XD49SXbGwntJvS2XsKdn\nveiognVwpKfesogBwJ7rvq6si97GhQw0AenhVOjtRXq48ay9XxgK8MCShbiW0hp+JXx6RGlxOobX\nlsAb1MeTVLY6cGZLp9PQbNnK3t5eDA0N4R//8R+3JOH54he/iDvuuAMf/vCHcerUqZY/x5/0OE3A\nlXqTb5DDkB5xcsmEIT0bVbTlUtJFIxeSLEWFOGEkETJwG8ldKaTHUcjhSQ8hPfWmVK4aEIUMnARE\nrPYGyX17ZTUBZxMro7BQbJTrXG2vWGl4pCTlRpZNw5ImUbSxdqm3xVAw4UhPgLR3JhVTyMCzmIeF\nt/IYJVkdR72NJz27ohcD8VpRdSitq+H0tjDOcpqoDOxezy0VMdTrmJIGNW0DzgIfNXHSZkmsyNI9\nC+/pEXtfWn/+vEhPEslqVYlWtQKcavvP7KTllqOsou5CegS1IW+kdA2//5Gb8Mk7jiGX0bmzN817\naxs1zC+XcGh3N/7bH96GT39kDKPDXXj8xBw+9Rc/w2e/9gQuLZd81E4H6UlGJwmKMINSGoPesR52\n72iud9GCDMvph5As6rmwnp60BssKr/4/9PwMPvu1J1BvGG6fHskzvCZBehzDXg+9LYZPD+Bcn63w\n6QGAvQmSnpSu4sarBjG3VOJ+S+VqM1YfAqeT2c8uKUGF0tvsuYl6bwD2PKZ0hq5HhdPAL0F60tHS\n1y6kRygOBSXFnW1pmBYwfWnDOQfamFpssym7b/mMDlWBK5FzKJpbQG9LrN4m9PQkLNj6hQyS9fQ4\nSE9aQMAaOG/Pha0gPQBjHyyuVXix001vY+dciUGpTRL5oKTHQ78dsOXg4yi4ifYY9Dli0pNMyCB5\nT0+13kSp7NgihEV7LoVMWktMbwscMd4TzuVyaG8P5/THieeeew5TU1P49re/jXPnzuGzn/0svv3t\nbyf+HDJ/EhfpvAD3VWtNDPe3Yb1YlyI9smw0jCO5WqhJPXoAgd6WgLpAIRqcxTEn9VYsgSuZ9PjV\n26hnolJrwjD9ctWAh95WcwwK6Xemveh4N1ymhCtM3N4wMQNxUShVGpFID42PdsniqgvN8tynJ0aP\nDU96PAlSUnobTZBetTxZeJ2xoySry7HU29h5xkF6NFWBorjNSVO6Jt2wke9RXHrbRrmOjXIDhwVz\nOKJGyBzoN8p1qKoSWSWm34tzBN+MhMj2bgfSkxaknOP09LTn07E2GrTxfOzERQDAm68bwfOnL+PC\nnEN1C0N6ADaWbr15D95+0y5+TCq8nJleg2UBozsYBfLtN+3C247txEtnFvGDhydwYmIJ//Mnr/Hk\nhuauX/mFfdi7o0OKnrcSXEVpMTjp8T53sZCesgfpCaO3iT09EvU2gM2DQbScBytkwYwAACAASURB\nVJ+bxsmzS7gwX3AxB2L39OhypIcQh6gqM53jZuhtInpLalZxY+zIEJ46NY/nTy/gff1tKEdQYCm8\n9Daaq8MkjZ31zHChNmm7jzIKkQsXMnD3/MmCGANkTir29AQhPQAwOe8UK2h9Eedbb6iqgvZ82uV5\nxnt6SMhgS3x64o2ZJD493vAlPZH0Nm9Pj42OdmT4urdRrnMUpBWkB2B9pi+fW8al5TJ2D3W45lOv\nkMFWIz1ehhE9+rS2bBbpcffnxkF6iL0U+VIeXOyqZjj2IRHUdEVRMNCd3KA0cMSsr6/jqaee4v8v\nFAqu/7/pTW9KdCCKp556iqNFBw4cQKFQQKlUQltbsNO7LPhDrvmRnnK1gWrd4MhMqGS1S71Nnrw0\nmiY2yvVAVQ8nWdqckAGXRw4ZWPR68WG/4vS2piFBegyOvnjlA0V+c9Wj4CT2UXknAxlXmOg8QZQ4\nAJhZcJKeYqXu6enxX1tHrjoC6eE9PXHobeFCBlFO0hRpAV2LCm5OqhK9jf18M0jPYE8e80sl7InJ\nzddUxdX3kE6pUnobXcs4SU+x3ODUAdrYAuFIT6FUR0c+FVltooWvIkt6rgDS4056BPW2iAJKoVSP\npO5R0MaTns/9O7swOtyB8xfXOVreiIkEiOdLhYszM8wrZFSYHxVFwbHDg7jxqgF8+D/fi4mZVVx7\noN/1vrEjQxiz+zi2Ino7s8imNalXj0nmk57xFi5kENHTIxlaUeptQPBG2LIsTrOZXyq5JaulSY+/\nr4uefW/SQ4WaqCozFzLYRCJPSI+qOP5JceP41UzS+rnTC3jPG/bCNK149DaPkAFXhgyhP4lFPEfI\nQBGU4MxQAYUwIYPEPT2ikEFQT4/9vE8KxQo6b9EMUxYd+RSXu6ZjAIJPTzytHPZaTzKYlN7m8ulJ\nmPSoGhXCotcPQNbTw3qzu9ozTn9fuYHJiwV05FPo726tAMMV3JZL2D3U4QjD2CbbgDMmtwrp4ZQw\nH73Nvbft7sggrauxhAxEpIdLVrvobTGQHt4vnxzpqdSbPDlvz0WvbwPdOcxeLqIawRoRI/BVnZ2d\nuOuuu/j/Ozo6+P8VRWk56VlaWsK1117L/9/T04OlpaXESY9MYpUGwao9sLNpHfmsjnIlnpBBUGPY\naohym3jcTdHbFCWWZDVNTu6k5wohPRKfHt7TU2ti2VaUCRIyqAo9PZTZi30BXiqSrFGU+P9h9LZp\nMekpN1xqfLKKaWjSozob61bMSX1CBvT946q3kf9EMzqhbvIk0UZ6ENHTU23YRpPB53LnB29ArW7E\n3thrmoqmaTo9E7q8eZsWgLCenpzQ0yNLerQQn55ipR5r0qQNVUmgEjXi0Nu2COkRx3Za1/hzEUZv\nM0wLG+U6dg/Fow4NdOe4yEtaVzHS34Z9I104M72G2csb2DfSFYn0yILmPdrEy6r6iqLg4O5unJhY\n4j03Sb3M4oaiKBjpb8fFJb9sdSDSEypkIFdvkxXMKKJ6eoBgRsDiWoVXOeeXSyhXGxw9jStk4Mi4\ny+ltUU3U2a2gt9mfMdzfnlipqq8rh12D7Xh9apU/k7HobZ55kja5YZtisaDEFcg01YUahSY9HOmR\n9fTEUW9zKFDsHrOEIghhosZ7EaGlcU3LTHDSk8al5TL/bMeyg+ht8ZCemYUN/KevPo7f//Ux7rlk\nJFRvE/t4kgrA0DGKHOlJ2tPjID20n1lYKWN+uYQbDvUn2qiLQSIqtE6JwiF0zuVatHhKkgjs6bFv\nJa1LiqJgoId59RTLdXz6Lx/DrTfvxgdvvcr3meK8QXOOy3MvlpAB+zuRepvQ07PBqenRzz1XcFur\nxF4PA2eEu+++O9YHbDZaVQ2RLdKUtJCnTi6joy2ryyWrJbKjaXuAepEh4oHKlNsAIUvdRNKjqopQ\nuY4jZPBvTG8z2GRO1eZKrYnFtTLacynfQkP9K0HqbfQ7bxgSGkmnIGQQFDNeepvYryHr/6gESzeL\nimSc3nYl1dvomoc0xFKIzbgAoNjDIgzpyUUoI+UyemzJWQDQbaSHK8npCoxqMKUwzH8jm3LobTRu\nSB4UCEZ6LMvCRrnBF6KwoA2VjN4WV71tK5EeTWUu1JMX13FmehVX7enxvadYrsOyokUaKBRFwd4d\nHXhtahV7dnRA01TssxOUybmCO+lJMJd4x0WQUtfBXSzpOT3JpIjjopytxPBAG87PrWOlUEVfl1N8\n4T09HjpMWNWVkOdi2e3TE+ZDEUZvC+sZBYDJiw5taX6pxIQ+sjr3N/OGrKeHi4l42AJ13mMQfu1J\nkW+zY/pX33kwMcpDsX+kC7OXi1xpMBnSY/uxeARzZJESkhtD6EuJk7AA4eptXmEFWYhCBqpARTYt\n+YaRnnexqEf3mSi+QfetPZ+GYVr2mEq1bE46e3kDhVIdE7OrPOlpShgZYSH69LRMb6vGlaz2ID3F\nGhSF0fIVRYGqOCa6+0aSmZKK4fXqEZFzurec3rZVSE+A0qdDN3Su7WBPHhcXF/G9BydwcbGIl84s\nSpMeF9LD+8WSChn4AYWocKi/TT7fxkJ6BAW3TSc92xWDg4NYWlri/798+TIGBgYi3zc+Pu76f6HM\nbs5GYY3/bvkymwxOnT4HAChurMIyGiiWm773Ly+zgX7q1Cl05JyFIKUDK2sbrte/NstgwVJhyfc5\nADC3wm7S1MwcxsfjO98CwMQcQ0fm5+dw4gSb5FdWne8UdN6VklPtmZh4HaXlrWkGjgpFAVbXC5ie\nYQvuwtwUAODS5RUsLNfQ0677znnqMnvthelZrC6xaz1/cQbj48tYX10DALx44mVc7mPfgd5frLB7\nXFh3rsd6iT3gk9PzGB+Xoz1nZx2fh9cmJtEQ1NYKhaLv/F6+wO7Z8uI8xsc34A1VAdYLGyiWHclq\n2TigEGUfi6Wy67XTs+z7nj93BpWV6Hu2usKelROnXsHSXPjrz82zsbRwaR7j4yVcWGDXfW5uDuPj\n/j6H1fUSNMU/xjYTlmWiWCqj2WAyrLVaDfWG//m7uMzuXWFtOfD4WVvI4PzURdQa7B4uX5rEeGmG\n/dz+vlMzsxgfd56HSp31XRiNcuR3uzTH7v3rE+fRpVwGACyssQV1dUX+vAPOmAaAeq3a8jUsbjjn\nfXbidRSX0rj1hnb88zOr+E9ffQwfemsfDg4zhJmOsbjOzq9WLsQ+bl63F5J0A+Pj46jbG+anXzyD\nLuUyzlxkc9zCwrx0rMhCrAr2tGt49eUT0tepDXaNqfj0yssnW6bkRn1ftcme34efeAH7hhxkfmqa\nXedL8xddrz/x0ouBSf+leUaTE7/n6noB589fAABMT09hXF9yvYfGNQDMzU67fr+6zJKaky+/io1F\nP2vg8VPCnD61gELJALtMForFku+7z19eQ1pX8PLJl/jPFhbYZ5w+fQaN9Wn+8/OT7LrMTF/AuLWA\noFhcZK9bW1vZ1Lxw3TAAVDE+vhT1Ul+kLHYODz75CoDwOYLi3NkzAICZ2XmMj1fw6gwbz4sLc9I5\nHQDWVhkt86UTp7C2zq7bSy++gI119vPxF0+iryN4i7ReKEBRgBdffMH3u4VLbOy8duYs9Nqc9P00\nVpaXFlEssmf6+fFxVKs1qJJ5+fIl9p3EjeeFC9MYz6zwDeraqvy+NarsGjz5zAvoadcxazfuT01N\nAgBWVlZj3e8zU+xZvjB1EePj7DuetdfP2dlpjI+vRH7GzIxDPz17dgLGxkzkeyim7eNTge/M669i\nftqdyIvfo1Jn1+rSIpvLLy2tI5dW8dJLLwIAMmkVlZpNU6zHuwayqNlFydfOz2F8vIHX7WsyPzdL\nzhEoFNn9OzvxOkpLm9+v0fi5MH3RNWdTfUQcC6rJzudHj54FAMxeWpN+V1r7AGcfurTk7KdeP3MG\nZjH8fp2dtsfDzCzGx9fifRf7eZ04dwFLBbZOTE2eQXklHO0prbPv/fyJ1yLPi+KKJz1vectb8Fd/\n9Ve4/fbb8corr2BoaAj5fD7yfWNjY67/X1ouAT+ax9BgP8bGbgIArDSn8NMXXkK+ow/AOnaP7ICh\nFDC3soQbbjzmqqre//JzwHQFN95wg8sRvOMny77jXa5NAljG9VcfwNjYbt+57VgsAj99EJ3dfRgb\nuzHJ5YCZuwQ8soTdu3bh+NgB4LtzaG/vwNjYGMbHx33f+75TzwIzFYzsGMAr02xRu/boNZuqUiSJ\n1PfmkcnmMTDQD2ADx66/Bvf87DE0kUa9WcXu4V7fOXfNrgEPPIrevkGbM7uGq48cxNi1w3ht8TU8\n9drr2Lf/EK472O/6zsvrFeCH8+jv6+M/qzcMfPmffgwt3e47DsCqssVvzXI6T3ffkF3FY4taNpfz\nvW+hNglgBdccPoCxY7t8n6l/bx65XB5GgS0clgXceOymwCpVvWEA97DNVSqVcR3vqfMvASji2A3X\nRVZCx8fHsWvnMPDaBA4cvApH9/eFvt46vQA8vITdu3dhbOwQsueXgQcXsWPHMMbGrva93vynn6C7\nMy29jq1G9seLSKV0ZHMp6LqB9nwexWrJdwx9YhHAZYzu2YmxsSPSz3roZ88AAPLtPdhYKUFTK3jX\nW2/mFUV9YhF4eAk7hoZdn8E8Yuawa3iAzw2B0baA7z/xNPoGhjE2xipfZ2fWgHsXMDK8A2Nj10rf\n1jG9CjywCADo6pSPxThx36lngbl5AMCN9pgYGwOOHpnDl/7nOO55dBmf/PBN6LAW+DFeOb8MYAEH\nRkcwNnZNrOPMlc/jhXOncPy6/RgbO4DD5Tr+7v6foKm2YWxsDPX0HPDoMkb37sHY2IHY569/fw5N\nw8Lh0YHAa7BztITvPf4AAFbBvuXmsZZoJLL50Btr5jQee+VFtPfsxNjYKP/52ZXXgRMFHD60H//f\ns2yxT6c0HD9+PPCzlhpTwDhLKBSFPfdtbe3YvWc38Mwq9u3b51sPhi5vAPc9BAA4fNVBjLHdPwDg\nwvoEHn35VewdPYCxa3b4jnffqWcBFJDP6tioKmhaKga6cmislpHNuuet8fFxNEwNvV0p18+nChPA\niVex74D7GBfWJwCs4+rDhzB2dXAf1eXaJO5/8SSGhwYxNnZD4Ou2M6z8Ah488TRWKmxjuG/vLoyN\nHQ58/fj4OG647ijw08vo6evH2NgNWLemASzj0MF9GBvbK33fCzOnMH72PK46fDXyr5yEqq7i+PHj\neH76JF48P4mrDl+N0RAhhnue+Bk0tSkdk6vGFPD8S9i5a0/g8fOTK8B9l7FzZBhVcw24tIhjx44h\n9ZMHkNJV3+emu5fw3ceecP1sZOcujI0dwI/vZ/3WI8NDGBu7zv9dZ0/hxOR5jB44jIO7uvHq5dPA\nyxu46tBB4PFn0dXdHWsO28AM8MQKunv7MTZ2PQCwa/3kCvaPjgZ+VzGWGlPAs+y5uvrIkch1TYyy\nehF4ykmsbjl+zEV/9M4RjaYJfH8OuRzbU1V/eC/6e9r4a3r+dRWVGts43/oLN8TuXZVF909/inJd\nx9jYmHNN9o2y/qznXgJ5pN9w3bWxUYmwGFxgc41333nfw08DAIYGB/jPz62ewfjZ0zwhKlZN3HTT\nTb55eGJmFbiXFUU6OjsxNjaG+195DphiScm+fQcwdu0wwqKsXQQeX8HevXswNrYv1ndR2i8Djz2F\ngcFhFJsFACW84eYbA1tKeLQt4J+efhrdfTv4+g2EF8euDC9KiGPHjuHo0aO444478IUvfAGf//zn\nW/qchtAoRuHQ2+yenozO+zS8Cm5BvOxcRvf19BBdridAZYg342+S3pZEsvrfgt4GMLi2KfT0pHTV\n1TzsFTEAvEIGXnqbm3MrhmH4Ydp0SkMuo2M9QMiAoP8jexktyKveJmvEC+vpARikLqq3sc8JhnlF\n0QGvshjB7HH7GohqEUcxTqRLAA68HERdKFfjKSMlCerpMQ0LmqpAVeXjOY6IAldvqzYwv1zCUG/e\nRaHgniSez4/r0QM4njOiPHA8IQPh+dsieptITXnTdSP4f/7jm5BNa/h/vzmOp19zqtUnJliyFbkg\nCPGu47vxwVsP4dab9wDw9+O00tMDOPSR0eHgostQb57zs7NprWXefJxwDErdaJVMsjqqv0WkvmVS\nrCG5KdLbpD09m6C3za2jsy2Nq/b0YG2jhnK1gVxGZ3LGnmfYsiysF2s+Y1cuvOJVb4tJX3R6eraP\nghgVJBh0ZpohLq3Q26oJ1NvqTQOGaUK372cSeptMrlr8jFqYT4/pFjIAWJXeNC0pdbJTIr9PCqde\nxa6g95LnlOUVMohJb6P1U/RBTEpvE1+WXMjA/fpMhHpbypaMrtSbaDQNlCoNly8Y9RGndbVlOibF\ncF8bFlbLaBru/RHdkzoXE9maZytI6dPrwQQ4BqX5rI7rDvSj3jSlXlSiByGXQ3ept0WPk1bU23KC\ntHgSIQOvJHmciBylFy9exCc+8Ql89KMfBQB897vfxYULF2IfQBaf+tSn8O1vfxvf/OY3cfhwcAUn\nLKQ9PVzIgG2Is2nNpegmRpACT95GCMRJwBEykPf0xFVckoVXvU1VwmUBZYv3ZvjXSYOUntxJj87/\n75WrBkTJ6iZPDGmwZkM2Arynx7MAdLdnAoUMSLntGrt6VCy7e3qSChkALInw8WbjJj2eZKXWICGH\nuOpt8YUMvI21Ik9cdo5Nw3T1IGxF6KoKw2CNwbqmBJqTxkl60jp7/8JKGevFOudNU2gBPT3UeB7l\n0QM4hRKxj68RJ+kRe3o2I2QgJvSejea1B/rxxTt/AT0dGfz0hXX8w7+8ilfOL+M797+O/q4s3n6T\nH5UMirZcCr/xy9dw7wNNY5sBejZaTnoylPQEV0gVRcFB2+dpO/t5AMGrx6PgJhMyiFJREu9HNq1D\nVVWXkIHMWFEcz97ChihZ7Y1SpYFLy2XsH+niYh2WxTYpsmeo2mB9c15jV8ec1P163mMQqd62+Z6e\nzUZvZxYd+RQfk2FiJxS0kaTex2os9TZByMCw+KY9rBAnBhV2ws4ntKen6RSpqBBgmhYsS6581SEU\ncbz32StB7Y12bsTZ4McBkvv00N6kKhEHasmnp8WeHoA9y3GOmUmzvjhRxICi3S7GjI50xk7agmK4\nvw2maeHyatmd9HiepahiS9wIlKzmY8E5zoGdXVAU4N+/4yC3MFiSSD1Trzbg3NfkPj3s70TqbYLg\nRLHSQCatxZqDohQxZRH5qZ/73Ofw/ve/nycB+/btw+c+97nYB9iu4JO4cGNpA0dITy6jO9lwgIGT\nDOkxTItn5QDz6AEQ6CcRR3FJDMuy8NDzM1jbqDlZuT1AaGENCpmQgUw9ZruCJT2mC2kTpQK9ym2A\nMzCrgpABnT9X7ZBcO64K45nIO9vTKJRq0uoUIT1XjzI/F1GyWlECJKvtSklbgEqQpqlcIpMiTEJa\n/J03gU0qWc3NSeNIVpvOIgoARCaWXSeedMSooiYJTVPQNCwYhgVNVaGpcsnqOEmPorCm/lm7V8+b\n9OgB6m1J1F9ozigL95dvRuL69GwG6RGeXdkmfN9IF/7sd9+K3g4d339oAv/5r58EFAWf/l+OxxYy\nCIpMSts00kOO6KMRpn4Hd3fbx9xeRnVnWxptuRTmljxJj/3cZ1IaR0CjKq5igpBOM6THMByfHkVy\nqRiSBX4sMbgXhWQzTU37+3Z2ucZ5PpuCqviTnlKV3Tcv0iP6igEMPao1nCJVlHIUIVVbVY1uJRRF\ncdG1k6i3URJf8fjByUIUiTEMk2+gqfjlnfO9YZhmZNITW7KaF6hYUh3m0wMAgzajwlFvC1aSAxyk\np2AXhLzG33GFDDjSI2wySQ4+CPXyxlb49ADhKJ4YuTRTEHWMSQWkx55Dt6I9YEQQMxCFYbzFs9QW\nPVtBRta05RCv1e6hDvzD59+LD912Fd+jkdquGOLeRabeFsenpxXJatHLsVhuRBqTet+XxCMzcoVr\nNBq49dZb+Re4+eabY3/4dka4epsjWU0b2VJFjvT4TFglkOHKRhUpXQ2lP2XSWmx629nZNXz5nhdw\n75OTPk11TVNi0dtcktUhm7OtjpTmTXpU1+QTivS4fHrYe2SSwRQy9TYA6GrLoGlYUlU+MiY9uKsb\nmqrYyl+OPLLMyJLGRtCDpquKDykMu0ditcRbca01DKhKfEqiszAnkayORnrKMdVvkoauMaTHME1o\nhPTIkq4Y6m0A24DQ271qbJpng0dBixt5OoV/PlXL/PS2MARnq3x6vNRNWezoa8NvvXsAB3d1oWmY\n+Mh7k/HggyKT1nglutWkp68rh458Gjv6wi0HDlHSs81ID5OtbsP8UtmzWDtUWbqvURSujAvpYVVl\nwxR9evzzrqIoHJkIMieVodrkz7N/pBPDfWLSo/PjilGqsvslevQAgoy7YWJuqYjf+y+P4B8fmuD3\nOQrpuWZfL+5492G867i/d/VKhogcxinM+Olt9vwSsjF2jJ+ZOh7NyW20JkmsLsQwTCswyaCCy4aE\nQkRB87Wuq6CPMe3xJcsFUrrKiwxEV+JeKpTEBCI97HxIGYvT28icNAZtCXCKB+ImsxmRcHljc0iP\n6BMWby7JpHVUawZXO3T1cNvJYBzz7agYliU9uuZb67cK6VFVBdm0Jkl65MhbT2cWiqKgT5B59obI\nTKF7ndSnx6FOxvkWLMQErliux2JpAO69ZdyIteMpFAp8oE5MTKBWC5YLvlIRRm/jbswC0uOFAB2d\nej/SA7CLTw/HWqHKB0xQ5NJ6bHNSqkSXKg2fwRkzdwwxJ+VJz79dT0+h5EhWp3TVNfmEIj21Jl5d\nLCGtq/zaDtqSg/NLfsWooIe3S5Ct9iYqMwsb6O/Koi2XQns+hWKlwRfEfC7Fq1JiRNHbVM2PvoX1\n2DQkEwdFtW4gk6CvgXtGJDEnjdHTE8cnp5XQNAVN07L57uQ0bvPUhfsYB+kB3Imoj97GPZTc348o\njrsGozna2bQORZFLVoc9V+K8s5nnjzbgTLI++HPasxq+eOcv4NzsOq7Z19vy8cRIpzQ/vS3hd/nk\nHcdQrRuRFduDu1iP3XbT2wBmiDkxs4bF1TJPxkQ6T0pXUW+akfS2lKenR7MT+igfilw2hVK16UN6\naKzLCjyTtprWvp1dUDzvkRUOSjVKejxIj+7QnpbXqrAs4NzFdY4KRiW1KV3DR35RLixyJUM0Ao/T\n0+P057jNScOS7JTQa2EYTn8OR3ok90kMw5QjMgC4XPpywV9Np+DzjCrQ2yy/+acYHfk0KrUKhijp\n8fRdBD2HHT6kpzV6m9PTI9DbJL23YSHSQjeD9ITJkYuRy2hYXq/wYpj4zIwOd0LXFG6cvJkQkx5C\nJ1O6n+mwldRREmwSg5bDoPWECtNyepvIUpH19CSRrE5AbxNsX0rVJkZjIj1hlidBETlq7rzzTtx+\n++1YXFzE+973PqyuruJLX/pS7ANsV4jmTxTeDVQ2oyEn8eEAEFit4w7t9kAyTQurGzVOzwiKbEZu\nwigLukG1huHQ7BQh6YlFb7vy5qSATW/zNOoRhUBR4PLGoFAUhoSdmV5F07Bw2817BAM7m4MvSXqC\nIPsublBaczUfFisNLK9XcdNh5h/QnmNJT1s2BV1TkdZVKTpUqjTY7wMq7bpkYo4tZOBFeupGIooP\n553HQXo4MuaYkgFBSM/20Nuop8cwTGTSuos+oQrbuUqMSizgTkRHvPQ2zmt334upSwVoqsLNMMNC\nVRXkMrpbyKDpVGCDQhwrm0N62HvjVP+yaX1LEB6KTErjCb9TxEhuJhkn+ruz+KU3j25JRTUqRoQ5\nhZIeF9KT0oBqM5Lq5e3pYYImlg+d9wZt0r0b7q4QY+XJuXWkdBW7BtphmBZXi8vbSY+XThuH3kbr\n0aXlEp9vt8oYcbtDFMaIU5hRFAVpXXV8euz5LSxhIpoRmZP66W0xkJ6AjX5XewaqqmBFQiGiEM1J\naSyF0dsARse6vFrhxUKvOWnQXoBoXNTTQ2sCR3piZj206RULvEnNSUVaaNI+GlHIIC5LIZPWUWsY\nvDdbRHpuu3kP3nL9SGDBM0kQQju3VOJ9M7qmwlSda5vS1S0VcslldF9BPyoBpsL00noE0uOhTnr/\nHRSt9PTQfpZYWonpbQlExCJHzbXXXvv/s/fmwZJd9Zngd+69ub791aJSaSktpQVJaCtAMhgENMg9\nWOMxbjON22aMh25sM6bD7p6wo902dtM9tscx4SCGwX94aTPELMYGL20cbkXbHSjAJsAjkDCrQLtq\nkWp79ZZ8udxl/jj3d+65N+9y7paZL/N8EYoqvcrMmy/vyXPO73zLD3/2Z3+Gp556Cs1mEzfeeCNa\nrWzZSN0QXdPTip6mJSbMsSCDhISJaPDBTm8Ix/US/Tzy83b21Hr0kKZ7OHKkAcr/jZ8mpsvbGANa\nDfmkeYLyNstMlLdtrLQSN4Ctholtv9h7xxtuED/vthvYWGnFFj3JTE9Q9Mh4yT/hpzjIpU4Dr1ze\nR3/J5vKUhM92dz9dQxo3MacWPSM39Dj55G4wcnJJfGgzPEq5HiHK9Mg68ShUmZa8IE+P7XhY8uVt\ngH8vpV9bVd5G98UwmJB0BNca9/S4rocXzm3j2qPLysVIt2WFDkVUggxMP3TE9colXdG9mkZaVrMC\nT48qGGP4wD+ZTAQyFbtnzu+KAxDZbE2/Yy6mh+YPKcggTt4GBJv06CEKBeFE5y3bcfH8uR2c8BvH\nmiZwaLWNC1f66CR6evj9Wk+Qt9mOJxK2zl7sic9kmgEFeXD9sRXx/VLdkDYaphjHxNIk+TQBudm2\nA8fxxLycJImPwnXcxIMR02DYWGmlMz12MM/QWHJdjzcnTVjSibEZk7fFNKQMP8+X25G8LVK4501v\nG5QIMjAqY3rU5sx204TnAecv802+7OkxDFZJwQPwsIiVbhNnL+yJw9iGZYTYkaq/f522NTbGhKcn\nYf3aXG2DsQSmR/b0ENNTsDlpnltrGvzQgt6TqrytaRlgLJ+8LfMOvP3thNG/yQAAIABJREFUb8cv\n/MIv4Pz58zh58uRMFDxAfGR1wzLGmJ8ikdVAsCmkyjMpuY3Qbo6nviWBNN3DkStOaGR5W5q+luIs\n5d970kEGruuJzZJlBvK2OGkbgRaUW65bxy3XhbvMHz+yjAuXe6FuwEAybU4L/VbkxPR5389zvX/K\nstxpYmS72OkN0WqanIWIoWf3+iPh7YhDXFGZpm2VPT1AmB4eDPMVPQ2hVVeJrA4zY6nyNnESWnF6\nm0kbCRemEZxgRk+IlOVt/uR31UZ3rAih+yIXsue39rE/cHAiR7+FTruRO7KaMSbuTZlDB1qYWhV1\n6c6DVtPE0ObGfLvmomeSEAlu0kEKHQiYhiEOErIKTZkVoaQoR46sTih6Tl67juOHl8bkbUudBiyT\nCZkN4fQruxjZbshMfbXvXxPpbVF5WwLTQ/fPkZie4cjBy5d6oX+fdTQbJq7x5anKJ/oNQ2x+en0b\nhu+1TbyGlN7m+GmTQD55W9qmfXO1jUtX+ol7AmLmLdMIzdVeimzujhsP4epDS4LNFLHCIpgg/v52\nWpypJI9RNOFLOb3N/x7tS3IiJ+IlzULI05OT9QgVPYrjgh7H+7dhLPGwShw/vISXL+2JcShHVgPV\nM62dFk+mCx38eelFaMMysL7cii167Bh5myzRV/F+FWF6AM72kPVjWSGEiK7RbprVRlZ/9rOfxfd/\n//fjL/7iL/D2t78dH/7wh/Hkk/GdtycJOya9DQhPkO1WdmT1WJBBpOih+OukHj3y81xPzXtBX4iQ\nvM2frEyDifz+OBD1TaeUpsFymwHLgE629ge2P1kzwfQcWU9uMksbgHe8/saxfzt+eAmuB5y7GGbK\non4ngvBaRTYP5OW4XmJ6AH4P200Ths9CRLG3P0o97ZEnj2g6UhyiUhQ7VPSMa/3TIPeSyIIbSW8T\nYztO3lYX02MEjJZpstAJpgzVoodMxVE/D7+Wf6otfV+e91OwTqREKMddo9cPDixUggwAKG+e00DS\nyaoSffJAmL+lCPoySXSzAtGrR4qtDjM9/PfOjKyO6dMTCjJIePr73/lq/PbPv3Vs3mKMYW25hcsR\npucZ389z0zVy0cPHuwgyiMxbvQRPD33/uLwtmDOIBZ9mKltevOP1N+Kh+65VnqMalilkwHv9EZba\nVurGi5i84ciPrPZv6HIOeZuRcuB4aK0N24nvhwJEmB7BiPM1Pul9/8jDt+F3fvFt4jOhtcURBVT8\n8xhjWOk2xaZSyNtyp7eFI8H5tfPJ2+THqfqAgucmK3uSQIzQOb/wX8s4wC6Dqw8vwXY8nPXTI6OR\n1VlBInkR+Njl+8H/TCtCD693cGFrvCAPMz0UklEsyCBvQduRvOGq8jaAJ4JWGlndarXw8MMP4yMf\n+Qj+/M//HJ7n4Ud/9EeVL1AXkuQYoaKnKQUZ9MeDDOKby0WKHsH0pBc9ImdcQVvYj5O3CU9PtryN\nFz38emWz5fOCNoK9/kh89nSSksb0HDu0hM3VNt543zVj/yYbAGUkeXroXpBGl/DCOb7hvfYqYnr4\nF8fz+CmCZTDxRSYM/TjXNBmE/BlTcZSn6JFTUIa2q2zABCR5Wx6mx1Rgegb1pLfRtV3/FDRJM74/\nsMFYtkSBmJ7YoiemT8/z/hggTbUKuu1GKKZeJbIaCIqdMkwPLYh5CuGq0JJYxLrlbZPEUqeB9eUW\nzpwP5hNZ/mMJeVtGZPVYepsRjqxOWNQZY4nz8vpKa0ze9uwZP65aYnpOXsv/fnSjm8D08PsVjS2X\n+7fIHtOh7cJg+eVE08Qj33sT/ucfO5Uj9MUUzUCzDrKAYC0bOQ5cP20SgPABZ0dWZzM9QKAWiUJu\nJh2OrM7eMAYhLrS20M+Tv78rS41A3hZRuqj36QmKLJozsjwkUci/Wu70NmmuVZe38TXulUs9dFpW\nrXMtrVOUImtZRujwrKrkNkL0kB7IZnoAvlezHXfMX2iHWB3+Z+HI6py/quxTX1aUt/HnmbFtAJKQ\nueMZjUb4/Oc/j0cffRRf+tKX8MADD+B3fud3lC9QF9SKHhN2TMd1gGRi46+bJG/bXM2Wt9Hzoqdv\nUYSCDCLa2qRmjsH75hMi0aSNCfp5gODz7vVtqejJlrf9/Hteg+HIiZ1whAb/wi6uk7znSVrhNKbn\n0FpbFDsyRUqd4G3HC3lshPY7ZYGU6emldgNXdoe5ih76fzLZ5vL0SKfxWUj29Iw/VsXoWwRyAWAa\nRirTw5PT0scvadHjmR461Q5e+7kCTI84GNkfodUwleRtQMAElGF6aJMyjWJDbuw2T0UPwMfLt1+4\nDNtxYZmGuKeGrx0HsqUm8gal1bREOwEnQRqtgvXlFp5+6Qr2B7ZYa57146rlxLKHHziB22/YxI3H\n12LXhL2Bg5VuY2yMioMA10V/GH6OZamnRh5ENBuGkEj3+iMhEUx+fNDQ1HY80TPL9MNNMj09UqEU\nB5HgdqUf2wcmFGQg0tu8saTLOET9jIFcLfl5y50mTr+yK2KxAV6AGEw9slpe9/pDGw2rOXbYloVw\nn56cQQZyn56cTI/jeqEQgzpA6xQphBqWEVJaVO3dDJRMNg75Q4zqkrSxcFhKcJM/k7geg/mbkxZj\neuQiNhfT0zRxeTv9uyojc9S86U1vwqlTp/DII4/gwx/+MJrNcg3xqkLSIi1v4lpNS9ywOE9P3E2R\nBxEQbKyz5G1kXlXRFg6Ep0eWt/F/4xKKbHkb/d4TZ3qo6BnYwud0yP9srrsqeZHptKzESUqkLZ3f\nCxU9SSdIK90mDCOsje/1R7hwpY97bz0ifiazN62GGYpgpMUqK646ev2uYHpSPD1Rpse/Lskai8jb\n0pqhEqL9EtKYntrkbdJ4lGUbcZ4elWs/eNfVeOqFLbz5/mvH/s2SWCXCC+d20G6aIt1IBeRr6g1s\nbEAtyACoiOnxnzsN2REV37K8rWEeHPlTGo4fWcI3n7uEly/1cI2fiAYEkdVA9qmrvLa0fU8gPzTh\nP8u7qAOBHG1rZ4BOy4LneXjmzBUcO9QN+etM0xAb5aQgg43V8TEuMz2OG16Lqj5lnjU0Ld53ynFc\n7A+cVPYeCMdcO44b2lAvdRrYzfD0cElcNtMT1wSSng/wxEsxV0vFSBqicf0qTM/qUhOux+c5eWNq\nGEw5yEDe9O4PbKx0m/nT20r16Snu6QHq9fMA44dzDcsMHTpmSWrzIo7pCZIqU+Rta0GCm5xMHC56\ngv1S9GdpoN837wFLO8T0qBc9eT09iaOGTsP/8i//EuvrwYfiCp/FdCfQuMhqIBgEZDyNGxRAUDxE\nUTjIgJ4XE4kcRV8ueiLR2aYx3hNGhuMHGbSEiXrSRQ+/rut64rN/6P7rcHi9g3tuOZL21EQEsdW7\nwI1BcSnMx5FNpWEwrC83Q0XPCy+HQwyACNPTCnSfPGqU/1wUPWnyNmmcLLfV5W0UOyt00MMCTI9k\nts1C9PNKi6wWfXpqiKwmmAYLNOMxRc9yJ/sAZW25hQ/+9/fG/pspNniu+POlV3Zw8zXruRbTQALL\nx4JKZDVQEdOTI7K6ajRlpkfquzUPoPSk0+d3cc2R5dABSuDpSb9vpmmIFgKthukzLm5uOY8MOcHt\n6sNLuLTdx/beMDWKPCpvc1wPvYGLG2PWJDnGPapzr3rDNWtoNgy4XtCLJi2cBpCKnpED1wuvpcud\nRmzzRhlpzUkB7ukBFORt1vjhkLK8TTG9DQg3KJULd+b3UlOBvO7J66n8nrJQrk+PfBCRj+kBUDvT\nE22gbZkMjhP8jnUxPWF5G/8zXd7Gx2Y0zCAsbwv7xYDxvoNxKJLeBoSbzeb19PAwkvRDCELiqPnx\nH/9xfOITn8DrX//6UMVGxdA3v/lN5TdVB0SH6cggokFA5nrTNNBummNJLDz6WcHTszMAY9knBHTD\n9hW0hYG8zR2XtyWY7Qmex28sGeImGVcNhDdF9PeGZeDeW48Wfs1208KhtbaftiQVPSn9MNZX2iGj\n8ovnwiEGAEKb6lbTDG2OacNDuu1UpkeWt/kLR1pzUgrZoEQ/JxLzmS+9LViYsyCfHALBaWHcKZ7o\n01NDZLX8dyOp6OnbOJKDjYm9lsHAWDBOTp/fhe14ocJXBYLp8ceCepBBeYnpVJkeqYs9FdXzsjEO\nwgy4rycuslrFVNxsGNgfOJzpMfmmmsZHEaUYbbpI/vLM6fEQgygMFu7dRglca8vjhwb0/ZP79Cx1\nGtjbH00lFn2SoO8QHYZlJVPSOKDPyYwwPc+f206Umnm+DC2tyNhcI6YnvnhyYjw9QoaZVfSMydvg\nv1bymJajuKmIZn7Ro96nJ8z08N8jnASXhVCfnhJMj2x8T4NcHGVZD8pipdsQ3zeA70/ltW8inh4V\npiehQWkVTA+xjiznvZXvk2pkNRDspwZDWymNNnHH84lPfAIA8MUvfhFra+EJ+cUXX1R+Q3Uhy9Mj\nV43dtqUcZNCJMDaXt/tYW25lysioyModZBDRh5sxZnsZfBIONlyTZ3qkoqdCKczxw8v42jMXMHLG\nv2Bxp2nrKy08czrQxgum56pAFy+f9LWblrg38hdXRd4mF5a0cKRpW8kQ32mZ2B/YYiErJm/LwfS4\nYaYn1dMjmJ56IquBsKcnelo0tF2lpoNZ4A0j+e9NyW035PDzABLT44c7qHp66LtglerTo2aqrwPN\nOfb0iNhq/2BEZkEbip4egH//9geOUA4AwYFHUU8PAGz5YQYUYnBTjOeDYJr8JJ4OHCkIIW4DR4W6\n4wRtBW48voqvPX1xbu5tEuh+UkGZFWRAj6d+RmZknvc8vlbHzZEqbB95epKYHllGSzUOrSuq8jY3\nsjFNK8Lo/tuOC0+0yuAn8up9esKeHiA5ZTUJRhl5WyjIoADTU3PRwxjD1YeX8N0Xt2D4SodQZHXF\n83xxpoeKnvDYpDFpGMFBi7x25+vTU9zTk6d3UlD0OEr7mdRZ0HVd/MzP/Ix/qsH7EwyHQ3zgAx9Q\nfkN1IamvBDU7lL8QnVZjTHbmZAQZ9ATT08+UtgGBvK2fg+mJk7dx062XOAmRF4lOZCcdMRvH9FSB\nqw8vwfOAyzvj2tS4iXEjEmbwgmhMGtDLIaanYQanY1LBsqsQZBCX3pbWLJQ2kDQGRdFTSN6mzvRE\nT9yIyYxPb1NLT8uLRKZHeg9VNkblDWf9osdn+/L06AGCWGxi/YL0tix5m8/0ZKS8pYHG1lSDDOTI\n6gkfotSFoDu6X/SIucQQm12VDQh9/yjIAJA2BiU9PUAQV33D8eQxGw0DoYJpbWl8XZIln7QWkTeo\n6h4hswZaE7f8VM8s6S5950idEQqs8Q/MdhPCDNIO5MRrtC00G2aypycmslq1gJCjyQHZ05P8PNnv\nNc70pF5OQF47+2PyNkWmp0SfnkJBBiFPT/2e9OP+3BPnu668OWmKpydNBSQalEZYSFvsXQKGKiSt\nzRFkkHd6bBUMMqA9jGqD0sRR85nPfAYf/ehH8fzzz+NVr3qV+DljDG984xuV31BdSPL0dFv8w5K/\nEEsdC69cDveA8RI8PXIKG//PyQwxAAKmZ3+gEGQwCoqe6MZeRBQnnOwT3U6nQ9aEvVWy5KfKgovC\nDC7uyDRtskFyXdo8XH14CS+c28HmaisUdRhNb6PPSg6K6PmLWtqXLCx74Pc5Tdsqip4WPZbfY+Hp\nKdSnRyWyOurp4T+Pl7eN0Gllp6flRZjpiff00HekiqLHkk6kaCN5eCM5RTAOHRFkwMfCSJKdpEHI\npEownnSN6URW8/c/GDqwbVf03ZoHtP3G1BTJGnglgvumIuWj/kktP7IaCL7fhZgeydMD8OS25U4D\nR1KSL+WDAxPAtv87xW3g5D5i/YEDy2S4zm/yWXWPkFkDFbGXt/lnm7VxontLB6LRIAPAVwJsjD83\n7UCOwBjDoTXeoDQOQo4spbfZTlCMpCFI6Qunt6UpUmi9tm03HGTACqa3jcnbFD09JOVnRYIMJE+P\nsrxN9vRk7+XKgjzKtFeiXoqu61XP9LTDyiQgu1EtwNfpjZX2mG+N1r5Ww8ReP3x/AUV5m6c2hqOg\n/UC3beUK6KI9u2qYQeKu45FHHsEjjzyCj370o/jgBz+o/AYmhUCOEe/pkQd6t9XAyHYxsp2QET/u\nlMHwww/2+7bo0bOp8EXptMcr7iTQCZzrBSf49OXvJPQVIriuB8vim5PN1TbWM6K0q4ZVE9NDcpRL\nMtNDUZhxTM9q0Kun1x/hwtY+7o0EKcjsTatpSnp3Sd7Wzw4yCBlclYIMwpt6ap5JxW6ePj2McTlO\nmoeIED1xY0iXt1Xt5+HXDu5VuOmeXPRU1yPI9JlRIIj1znui3Y1IWlVZDyExLcP0UGT1FDakIr3N\n9/TMm/yp1TDE/Oq6HiyTn2rTZ62ir6fHtKX5QxQ9BQpEOW6/1x/h7MU9vPrmw6kbBNnk3oDE9KQE\nGTh+n55208KxyMnzvEJ4enbVPD10b/txTI/kf4mDqnl/c7WNr1+4KKLTZYykBut0/wXTkxlkEE6u\nFDHFKRvdoC+RKw7CGIMfZJDf0xMwPfkOAehXKxKGFUpvU5a3yZ6e+pkeUfRI3zfLNDB0nYkwPSpS\nRwA4st7B06e3Qr41mttaTVP0dHI9T8T+q8nb+J9mzvmR1qM8LA8gt15Q69WTOGoee+wxPPTQQzh2\n7Bg+9alPjf37D//wD+d6Y1Uj0dND8jZpQyUXEmvLftGT0vW40+IG9MsirlpB3tZUb04qp+rQxEGT\nHDFVScWTHLX9v/3LN1UuT8qC/HlXKZcg4/HFGHlbKtOzO8CLJG2LGNjlRa/dtMYSb4BAvpCW9BM1\nuAIZ8jaHPD1+0WMXl7cBfHFW6dNjRxgKWlPi1jP+Xah+AZAXdsNgoQ0bgca2auRo+vWYYN1og5vX\njC9OdfuRIIMJpLeJIIMpSI+Ep2fE09vmbVPc8COMAf6dp01Ww1S/b4LpaQSeHtqsFmF6VrtNMMbn\nrefP7sDzENvDRUZU3pbm6QnL23gAA23C5l7e5o9fYnqyIqtpror19HQyip6EZNEo5AS3aIy+nOZJ\nY4kOcLLqAcMPcaG5ylHY6FqSikSktxn55G1pTE/ePj1Fvj/hIIMC8raa09uA+KKnYTIMR5Px9DgK\nBTAAHFpv49sveLiyOxCHyLRXaTUCeZvjeGg2eNGjwgh6BZuTUnGqkuoafp6/9y7L9Hz729/GQw89\nhC9/+cux/z79oic+YlWkt0kDvRsqevigdxOCDOi5u/tDKa46m+kRkdUK1aZ8c2iwmmNMT/xk67rB\n+05rBloXGjXpU48dHmd6gs7C49ehQvTy9gAvWuPJbfx5DEttC3t9Gy0/fQkI07VqQQZBGlonIlmL\nw0jSxcqPFeltOSe+RsPEcFSA6ZG6fEexP7Bx7FC59LQ4yIuu5Uf+AlGmpzpPj2EYoj8RfUZ5F5ag\nN1fBIIMS6W20Ec1bCFeBaHPSeSt6mg0TV6TwEhqLND7yeHraTUuMhzLyNtM0sLrE4/afPUvJbeke\ntOh3KPD0xMjbJK9Hf8j7qBzd6OL1d1+N+0okbB4ECHmb7+nJiqwmmfh+QnobgLHUV4LrJq9NMuQw\ng7GiR5oH6dJUTKlIgyhOHQgkTWlzlhxnHvQDYjAM9SCD0Dw+DL5bQDD2skC/W5HI99JBBhOUt8n3\nggrOqtPbunFMD0kXM9Yl2j+e39oXRY+QtzVNuB6/367noWmZ6MFWYnpoiOTv0+MzPTl69NB7BSrw\n9Lz//e8HAPz6r/96rjcwKVzeHsCIMWJ3RZCBlARBmn1pAnMTggwAXnicv9wL5G0qnh4KMlDx9EiF\nEVHrtIDGDWIZjkK35johJ1VVuUlqNUwcXu/g4s5Q/IyKhbgvr8z00GC/7qrxqOKlTgN7fZvLUyLm\nTyBfn55WwxSnw2lfftuOMD1j8racRY8VdBpPgxNhepKak3KppytYxSoR8vRIUax1BRlYJhObUMH0\n5ByX3YguWvTpyZK3iSCD4gXLbTds4IfefDK2+WrdoPc/r/K2piRvc6RGkrSorigsrnJRGpWAFLU/\nrS+3cOFKX8RVZzI9EbZ0W0RWJzM9XN7m4Mg6f9//5sdfV+zNHiDQ+L2sGFlNz6HiIxxk4Pe0qUDe\nBsQ3KO0PHeExC+Rt2V4hgmkGPf1U0uRCRY/USyWPvC22T48i6yXet1G86JElcaqR1bQptkxDhNbU\nifXlFla6jdDm3crBLudBNHgLUJM6AhA+Qh6pzo1rAdPDX9f1o9kbbfJDKzA9hdPbfKYnd9HDnzdQ\n2HsDKUXPW9/61tRK7W/+5m9yvbEqsbc/wnde2sIt12+MDSLavHbi5G3SwPA8D0bCpqbbsjC0XVzw\nJ6rK5W1SRRo1Ucp0Zdy7k+Vt00Bd6W0ADzP46nf3hRY9bWERnp7tPs77k25cf5blThOvXN7n8jZz\n/Iu7tz+CabDUk3Z6XsgXlOKxIcYhygqVkbftKTS9tSMyg6TIalF01LAAyPeKDJzAeCdvoCJPj2Gg\n73eeH9kuD0/ImUAm9PtRpidjfN94fA3dtlWKMWs3LfzEf3tn4eeXgXxCNrLdyhvVThtNyxQBII7U\nU+Xh153A8cPLuOPG5IagBPL/yExxGU8PwCU2z5/bwVMvXIZlMlx7NL2vVDQBccvvHRfXy8KSEuYG\nQ0dsCBYBxFxuKUZWA7wwprCLuCbUSd5a1eJEyNtiix4bbT9MJjpPqowt02BwHYoV9n+mElkty9so\nyKBAetv+IMz0qHp0BNNTgCGXP27VsU0hU+vLzYkEtTDG8Cv//MHQ+wtaE9Tj6enHMD3Z0suA6SGM\nbJcX4o3AM+a4njhIrDO9TTA9OeVt9L1XSU4GUoqej3/84wCAT37ykzhy5AgefPBBOI6Dv/3bv0Wv\n10t62kTwD09fgOt6uPfWI2P/duv1G/jBh27GP3rt9eJnwicjJ1wkBBkAwUCiHg95mJ4seRs3g42b\nAWnClaV4y+NPT33fk0DInFd10XNkGV/97gWcvbCHG4+vpaa3LXcasEyGrd0BLm/zWPG4TQAtfHKf\nDTl5ba8/wlKnkToZyglb4rQsZZWg7vaC6Rnr05NvI9KwTIxGg8zHRZkeQpTpIcazjiCDEKUvBxnI\nTI//PayiT4/s6RmMnEKLCp3i9yKeniym562vuQ4P3X9toRPLWUDI02O7lfbdmgU0GwZc14PtuHAc\nV9yndsvCa151ldJrPHjX1fA8YHWpVYmnBwgYmmfPbOOm42uZh0dmjKen2zJir88YT0wkBruO7/is\ngvxXZMBWKeIbIWZ6nOlJDjJIXptkBEzPeINS8lwBwQYxT+Nb02BCRUDza9qcJQcZiI2p7+lRZnok\nPyypWuRkRBXQ44rsY2h8U8CPCpoNEwaLD/6oC7ed2Az9f11MT6vJf7c4T0/W2DwS06tn5AduyP31\nXNcT79tJ6SFJiLZhUQVZRPIGGVCKX2l52/XX86LhG9/4Bv7gD/5A/PzOO+/ET/7kT+Z6U1XjiafO\nA0CsRrlhGXjfD9wV+hlpe2V9bmqQgT9ZnvaLHhXzm6DYMsxU0X+nwUoDRGZ64nzmrudlmhzrRN1M\nDwBR9KTl/zPGsL7cwrmLe7iyO8TdJw/HviZRpYnpbfujzBNBmemRT8uSEI2spoWsX5TpaRiKzUnD\nJ25JmzLRmLSO9Da5T09CZHWvQqYplN42cgoZRRlj6LYsUQzSaZdKMXNQCx5gMTw9QNAaoEha1MMP\nnMDDD5wAgErS24DwenJjhp8HGJe3XdkdYKmV/LuYpiHWuml4xaaFVuTAIyvIAAgKJSD8Xe7SniEx\nyEDNvC8HGUTRlxI0TbHJVPeLmYYh3kfQpyctsjpQKbhSoVK8Tw8FGbgiGVEFZTw99Lw849owGP7F\nD74aRzer97CqQrQ3qHiOZYyh7QdvEYL0tvRrkafnosT02P46YBpy0eOKw0QVpofq57zT4+03bOKt\nr7kObz6VT+odMD1qRU/mHbh48SI+//nPo9frod/v4wtf+ALOnDmT601VjSeeegWdlonbTsQE6MeA\nmJ5eP6x7TAsyAIBzF/fQbVtKhjkzkqaShCgFF/X0BKbq5MjqaXp6wokk9RQ9Zy7sAcjWTa+vtIQ0\nIU7aBgSnBh3JiCxvwPf6dnbRQ54eKQHOTjnxoE1Rp0n+n7C8Lb+nh8t0sk7jbMcFkzbrjI0XHEAw\ntuqQt1mRk9P4yOoq5W1SepvtFk7H6bYtUYzZjhvyrs0rWhLTw3/nOSt6LCp63FCQQVHQhnJYIsgA\nCHeFvynDzyNfx3V502ruUUw70WfY7fHN+qTTPaeJRsRvqjIXRGOFCVQwJXl6VDw0QLanh/YWLJre\npiJvM1mQsKWS3iZ5eoLIai6ty+PpaUY2mXkPFESfnoL7B9NkuZM/H/nem/C6O44Vul4VCFI6q59j\nO9GiR/TpSR9DG6ttGAYbk7dZlhH0gXJcuB4kpkdd3pZ3fmw1TPzcj9yf6XGMoq1IOBAyR86v/uqv\n4jd/8zfx1FNPwfM83HLLLfjlX/7lXG+qSrxyuYfT5/fwmlddpdw9PC4RjXtj4h/fFSf0Hq7aVE/7\nkE9ekhC9MUQRiyCDdkZk9QzJ26qmao8f4YI+khWmBRkAlMTCzcDR5DbCww+eQLNh4tqrVsaCDEY2\n170vZ5wImrK8LQfTQ+yfkF8VZHoEu+S4qZ8539hJkdH+x5bo6amlT49U9BgsRJPXcX3LlNPbnMJG\n1W67ISZ/23HRKJHIdlBA47C3z+/H/DE9VKQ4/LTSKjferKqYHqnoUVngBVvqeUoGetM0sOeHHXQW\n0NMDqLE8QHgTGpveVjLIoNkwsdJtjjE9nuf3UWqF5W1ODmlQWN42/jtEYUnytqinx1Y4wQf4mrzc\nsXBp5IQ8PXkOFATTU/D7Y5lmLSqFOiHkbTU0oW43edowQaTpZeyPTYNhc6WFC5L0kq99crPcQMZp\nGCxXn55JNbqmday0p4dw//334w//8A/LvasK8aSQto37eZKwFGOR73kAAAAgAElEQVRK9LxkxkQ+\nAVcJMSA0LJbavwUIdIeWyWA7nvAAReVt1B0+CjflfU8Csu6/6k3SsUNdMCYzPem66Q1JJnL9sXiZ\nyO0nNnG7r6+NBhlQEZzF9FAKimxmTlskqLu9KJD86w1GxSKr5RPr1KLHlxkQBNMTqXqq9NREIV/f\nNFlowyauXyXT4592ep6H0chBs6Buu9u2sN8fwfO8uWQ94kAntrRgzl/RE5a3FTFOyxA9cMoyPbK8\n7bi6vI38SQCQtp+Rv4OLJG+Tx29WXHXwHEneFvEjtptmYmQ13QeVMXBorY2XL4V90EM/TIBOqcXh\nUC5PjyH2Eyob3UCa7YXM5rn69Lh8bWs1TZFCG113slCmTw8AvP+dr87t+5g26oqsBoK0YYKr6OkB\nuMTtOy9uicJ1ZLt+T7LxeH7TYGOqkTgUTW8risoiq9/znvekVmqf+MQncr61akB+nrgQgyR045ie\nFJmYvBnbzJHrzpmeDHmbz+ysLjVxaXsgTv8DpiccnyvD8zx4Kf2FJoE6PT0Ny8Ra18TZC5zpyZIQ\nyJuHuLjqKCwzvLDQKV6W4VV4euQgg7TmpDbXwNL1aJNU1NPTkE6sl5A82duOF1q46VOLShcCT031\nC0do42DEy9voO1AJ02MEhexg5BZuwNhtN+B6/B7ZtqfMIh9kUFFA34N5LXpGtutHVpf7/caCDApO\nwzRvHd3oYDkmfCUKuTmpiklYHrtVNAA+KJDlbCpx1UB4zEfXmaVOI5HpUZW3AcDmWhvPnd1Grz8S\n74vStojpCU7W80RWM7iDiKdHqTmpA88LCh6DqffpcRwXraaFTtPCvhRkkOe7RUO36CHENOL9yyJI\nb6v+EILShh3HhWkayultAC96vvX8ZWzt9HForQPbcbHUscb8i6bB+EG9SpBBwfS2oqhM3vaBD3wA\nAPDXf/3XYIzhwQcfhOu6+Lu/+zt0OpNvignwieaJ75zH5mpbaZNLiIusdr1k+k0+Ad9QSG4jWJKp\nOgl02s8p7yCRa5zpsRG1XBVNxagSdRY9ALC5YuGZcwPsD+zMWFDaPKyvtLAa06gvCtH12n/dXYXG\npECwsLWbZlDIpBQ9Q9vxzYC0IQ/kbdQQLw+aVvjUJQmOG2F6/PcdHZH7gzrT28JMT9B/InjvVUZm\ny5OzrDfPC/lghBJs5h2mPxbpezB36W3+92YgggzKMj38+WU9PRQVe/O160qPl4MMgk1x2vuUip4F\nkrfJyY3K8jZpvoiyFUudBi5vx6dmBh6a7Hni0GoQZiCKHuHv9JmeSLKoqrzNiaS3pQYZSCoF1w2C\nnHh6W+blxHOXTB4k0Jeak+b5LpTp03NQEaS31ePpAfzwq25TKdSCcFgkuO3j0FpHpHjS+JOZHkPB\nvgEgJJ2cBCqLrP6e7/keAMDv//7v4/d+7/fEzx9++GH89E//dJn3WBjPnd3G9t4Qb33Ndbn0gkLe\nth9OuEjSlMon4Js55G1cspYVZEBMTwvAjvg5jU/aCPKNYXgjT4fl88r0AMAhv+g5e2EvNb0NADZ8\nFi7JzxMFTTxRpieLKheR1VIYQhbT0zANyYtD8jYHrYaZW+sqn1inwXbC2mrh6YlQ0kLeVkufHiP2\n7/IB0f7AhmGwSqh+ugYVUo2CfRC6kgTWdly0GgdLPlEUraY590wPydvySHDiMCb5KLiob6628Yvv\nfZ2StI1fN2B6HCdd8guEN++LFGQQYnqU5W3xkdUA3ze89MouvJikVyo2LEWmB+BFD/VkIqanJSKr\nwwE5qvI2W/TpIXlb8hMb0tol9/vj8jZ1psc0DHRahvBA5pW30e86zX3MpNEQ8rbqv4/yQflytwnH\nyx4LBFH0XOnjNlCQAZMOeIKWKpbJkCeyenJMT5BCqoLMVe7cuXN49tlnxf+/8MILePHFFwu+vXJ4\n4qlXAOSTtgEBxS/7ZHhkdfzj5RPw9TzyNlNB3ubfmJWl8KaKJoCWnykfJ28rmopRJawJMD0AcObC\nbuYCT3GgqkWPKUmhgCDCXDmyWpK3pZ148Pjf8b5AvFlg/kmPPudhhmaV6G0CLS7R9axXY5DBmKfH\nHJe37Q9sdJr5i7840OtT0ZPXL0XotgKmh2I7FwGthiHmpHn7nYPvjQvXdUvL26KbCFZiHv6eV1+N\nY4eWlB4r97pS6YkSkrctUtEjbShVmZ4seZvrerFRuFkhOzIOxSS40al0R3h6+M/dHOlthsnEeKA0\n2rQ5VQ7E8aQgJ4ONJ3wmwfYPD9pNUxRueeVt9LstJNNTcXNSIMz0AMEBo8o+UWZ6yM/asMxAFRPx\n9KgEXgTytsnc32iaYBYydz0/+7M/i/e+970YDAa8MZRp4hd/8RfLvcuC+Ar5eW7JV/SYBkOnZSoH\nGcjytrxMz2Cklt7GmZ4A8qlLp92ITW+bOXlbDXIYUfSc38uUt91+YhPv+4G78L33HFd67WgRsqco\nb6PNTrsZpLelBVaMbBdLnUYoLQcABkO70CaEzLbZ8jYvtPAnBhkMamR6zDDTQ1pxR3oPPak/RVnQ\nZ0yHBEVP0mgM7PRGPMhgAdLbAGqUyyU881b0tCJMT9nDoujzJzUPy54eFQO9ubCeHjnIoEDRE8P0\nAHydiM5XWSoEGSRnvBQqesLtC6LSa5WxahlMNPB2PS+TdRLrkc1jiKloz9OclA7W2k0Ljutxv1zO\n75bw9Eyz4eCEUXdkNSAXPWrpbQBw2D84vrC1Lwoay2RCBRV4egx+qK8UZAD/OROaHw2GZsMsH2RA\neNvb3oa3ve1t2Nragud52NjYmEqfnuHIwTeeuYgbrl7N5bMhdNsNsTHKCgTolPH0ZGxMKfFkpRue\nlOUB0mlZIf8RIY95si7IaTd1JFwdkpgecSKUsAE1DIYffOhm5dcO/Dg+0+PLHbMWSENOb4sUTnGw\nHd/TI4ITAnmb6mIso6nM9HgwW5Knx/9zLLK6PyGmxwhSgVzZ09O3sb6S7cFSQZTpaRY8SaPGdS9f\n3POLnsVYkGXmcd6KnobUh8jzys+b0TExKcY9CANRi0qWN78LxfQUCDKQD0miRcOS1KCUTsQJuYIM\niOmRYquDIAO/T89YeptKkAGXt3meB8fNNq7L7RZ46wv+c0MxvY0zATzkhQIY+kMbjpNPOir69CwQ\n07O23ILBxg+7q0AnEn4l4stVih6J6aEDlYZlCgZTlvJahiHkbmnwJsz0APyAa1BVZDWh0+ng0Ucf\nxZ/8yZ/gu9/9Lj7/+c8XfoNF8M1nL2Fou7gnJ8tD6LYt0chSeGMSPT1S0ZNX3paheaRqdIzpkSaA\nbtvC5ZgOzrMgb6vb07O+ZMFgnOm52m9WWtWJUDSyWsjbMhZIOjHutixfQpAeWU3d7aP+n8LyNpHe\nluXpCW/WaXh7kSiDnmB6akhvk+4V1wDzv0flbVcfrqY7NqW3UTJj0SAD0Rj34h5f2OesAEiCXCTO\n2+/caoT9XuWbk0aZnlIvp4wgyMCVjO7Jj1/cIANJ3lbI0zMubwPiG5RmtVOQQTJsJaYnT3qbkD36\nHuWMdTLcp0fy9Bhq6W1yodeW2AUnp3SULaC87Ue/73a87XXXhxJnq0KU6VGRwBLWV9owDYYLW/ui\nwLFMNuZfNE3epydPc9JJCpLaLbO65qRPPPEEPv3pT+Ov/uqv4LouPvzhD+P7vu/7Sr/JvPhKQT8P\nodtq4OwFnmWeJRMjeZtlGmOMTBqo904agiCD8Em3PMl1WhbODOyxiWgm5G1mvUWPZTIc3ezi7IU9\nXOWfvlc1OSbJ27KCDO679Qh+4pE78L33XsMlnkYyo+f6CUtNS/L/+FGzQ9v15UT5QKeRWSyi47qh\nhZsxXqDFNSdlrJ5T4LCnx4AH139v/GeUslYVy0S/LxVyRcck+SteepnHpS8M0yONx7ljevzvDZ2A\nqpx8pkHe2FHc7yRgSDLVLMkvEJ6jF0neJv/exTw94fFB60Jcrx7V5qSAf8pvMFyUmkCSp4fuD72M\nSlFLCBhAF46XPWfJyaOelF6r2qfHlmRTckyw43pK3qbo+14kpqfdsnAioZdgWdBaSmPKdfm9VmIL\nDYbNtfY40+M/NYjn94MMcjQnneQ+td00BamRhcRvye/+7u/iHe94B37u534Ohw4dwqc//Wlcf/31\neOSRR9CYQrLRE985D8s0cNdNhwo9v9O2YDsuRraTWYnSINpYbeVa2HhkdVaQAR+Y0aInKm+zHQ/R\nPe6kUzHiQIY2oL5N0vHDy9jaHWCnxwdxVUVPtLFo0KcnfTy3WxZ+6C23YM3vpN6wkvPqg4kjkLfZ\ntisYviJMj5C3ZVDL0fQ2wF/QIitarz9Cu2nVsmkLe3qY5Efgn0uVjUnpGvLrFg0yWOk2sNRp4IWX\neaLiohQ9MtMzb5HVNBYqY3qkjd0kF3Q5DESlOan8PhdJ3mYYTKxJ6n165MjqiKenE3h6ogiCDLLn\nCcNg2Fxp4dJ2MtMTRPurS4PkUB1XofluQzo8c6VEOtU+PSJYyA8yAHymx8n2E4Xfh4FOy8L6cvWs\nxyJCMD1C3uYJSb4KDq91cGkn6BnJ9y7jTI9pqHl6Jh1kAPC5vnSQwUc+8hGcPHkSH/rQh/Dggw8C\nmOwvEcUzp6/grpsOFz65CkyJ9hilHIVpGji81sZ1R9V7AQF8EvI8SjOJf+1BEtMjfbZkMB+Owhvr\nWZC3AfxL4QydGoueJXz528CLr/BT96p+X+Gx8TfgQZ+efGMqzbtFErSovE2c7BWSt5EhO4PpccZl\nBnEL2v7AriXEAAhvHCzJ+EiFV9VFz1iQQcGihzGGqw8v4bsvbgGYP9YjCXPt6fF/n33/u1d2HrGk\n79Yk5+Dg4EBNumItqLwN4AdEI9vNZO/F4xvJ95QCCM5d7CGKPEwPvdbTp7dEU3Th6RHpbQELE/de\n4kDXtl0Prgs0GllBBr5Pw/E9Pf6vbigGGQRGd0PM3y+9sgvbccWBoAos08D//q/frNRbTyMb4d6O\nXFWRx2N1ZL2Dbz53Ca9c5uPcMo2gEbPUN8pUUDIBkiJpgstJq2lhOHLE9ysNiTPiZz/7Wfzpn/4p\nfuVXfgWu6+Kd73wnRqP47sSTgOcB99x6uPDzRfPBwUhMdGlF3P/6wTfmPjWW+8CYRvxzE4ueCNMD\nYCwJTkXaMAk0LB5z26ghcx4Arj7CpUbn/S9hWVkKQcjb3IDpMVj+DTgZSONAdLBlGaHr9f3u1UU2\n+7R5G6UwPa7rwY2VOIw3nuv17doWnFCfIIkVpPS2ftVMDxU9JYMMAOD4oaDoWRymZ36LHvrdhLyt\nbHpbRDo6KYQiqxU8H4saWQ3we77XVz/UCTM94c/05mvWAABPv7Q19jw3h6cH4L16vv2Ch53eEGvL\nrZjmpPxxTg41h9zQ1PG8zHWS+RIl23ZDvYdU5W1yCwkaV1/8+lkAwKtP5tubqca1a2RjLL3NSz50\nj8OhdSru9wDwdYDG1igSWe0q9OmZhryNDu+GIyeTGEn8lhw5cgTvf//78eijj+LXfu3X8MILL+D0\n6dP4qZ/6KTz22GPVvmNF3Hfr0cLP7YiO63aQbpEyMI5udHOdXgABk5AmcSOZU7fdEAMrqg8nan4Q\nYRNmwdMDBJujOuVtQPXRh6bEvABcq73UaeTewKTJGEcS0yP3RYhquPOAPD1pTE/QIXzcbB0NMpgc\n08NCyVN0baBKpifs6SnK9ADAscPBQrw4kdXzXPTw34c2mKX79Ejz0CRrYprvHceV5G3J41OeA8p8\nHw4iiBWvIrJ6Y7WNjZUWnj59Zex5uZmeSK+eIL3NV52Ie+y/bg55m+szPSpzFq1drhdc0zDyMz20\njn35W77XumDAlEZ5xPXpyXNQfHidj82zF3jRIzM9lBhrGiyUFpiGacjbRINShdhqpU/mta99LX7j\nN34Dn/vc5/DmN78ZH/vYx8q9wwJY6jRw87XrxZ8vOq6PJPqt2psS9YzEIaC1TZEuFC1ikpgeGkzT\nTj2x/E14bUXPkfApUGWeHiNYJACgtz8qFCHNAysSPD1U9JhG0AzV8cSEVEzels300ClclKFgRvgU\nb2S7GNnVBQlEIW+4TMMImW0BqTFqRUUXvb5IbysxJq8+JBc981UAJGG+i56Ip6dkIStvJCZ58FS0\nOWm7aU5dFTBp0JqqHlkd9iBGcfO167iwtY8ru4PQz/P06QE40wNA+HqiTA9tEMkrqtL4VsjbyNOj\n8F4saeNKl6Cwm6zNrEisM5l43/2hg/WVFq4/ls8KoFEd4piePB6rIz7Tc1ZieuSxBYRVG1mNbL0M\nz3wdaOVoUJprlVteXsa73/1u/NEf/VGxd1YCd588XGrz25WZnpoCAWR5WxL6QweM8YFFi3J0YaL0\nuDFPz6zI26i7cE2bpKs2uqF7XR3TE/4iE9OTF5ZpiBO5KEYhT0/A/JWRtzWFvC2lN1DCyWPU07Nf\nY1w1EC4WuPkxLCmszdNTAdNztcz0zFkBkIR59vQQQ1pHZPUk5+BgsyGleynI2xbNzwMEcrUlZXlb\n2IMYBUncnomwPUGQgaqnh5genuC2P0xieqhPT/ZrhqLMPbWivmEZPMzJ9URhRdfOInts6WBNPry7\n5+SRqfq9Fx3jkdVqARsE4V27EHh6AnlbwPTIabRpEPK2Cc6RQZpgdq+eA7PK3VcwqprQaRHTE0RB\nV31aZ0pGwSQMRg7aTROMscSih07Bx5iemZO31SOdME1DxFUDFQYZyBpox8X+wFGONpVhmUbiPQ6K\nHjMkpxOLXIGNCH3OaX165GQdGYwxeNLTiBGpjemR7pVlGqG4XSDwV3SrTm/rU2R18TF5XCp6GgvC\n9IQ9PfMlhWpG+/SUjayetqfHj8MH1NLbiiRFHnTcdHwNNx5fVb7XDWn8xzM9vq8nWvTk9fSshnv1\nDMY8PZGTdcW4YYDkbV4oaCMJlmVg5HD/Z+Dp4f+WyfQ4wcGaLNO+55biXmuN8hhrTuoWZXp4cFSi\np0fBvkHXByac3tZUZ3oOzFHQvSX8PECQ0LXfHwUpaBXfFEuSMyVhMLTR8ic6OomMvg/aEI55eqZQ\nQcehbk8PABw/sowzF/ZgsOq+PPJJxZ4/QVQtb6NJotkwJObPkwz8BSKrqTlpil6VTl+iCx9DUHAA\nEtNTU9Ejn5YahuTpcaJMTzVMU5TpKRpZDQDrKy20mzz6ciHlbXP2O1NB16+M6ZlSepsUBmIoHHzR\n2K3rYGOW8S//6b2Z8hsZac1JAeDma7ikPhpmIBcAKqDT9ItC3haer+h2OlJaVhbk9cxx1ZgeyzQw\n8NUmJgsHOrkekDZ7ykxPRzq8u6fkgbRGOTT9IiWQt+WT8q4tt2CZDPu+GsWSpPnRIANARd7G/5zk\nNpWKHpUGpQdmlZOlJ0XQbVGjMVuYqiv39EjG9ST0h46Y6FpJTI+QtyUwPVMuemgzUefGkE7d8+TN\nZyE4TXNLMR5c3pYUWe1n3ZuSvM11JeNqcaYnVd6WwvTI2K/YUxOFfH2ZJqf0tv2Igbeq6/UqSG9j\njIlUoUWRt8lMz7z9zmOenrKR1VPq0yP3ugoijZMfT7/nIjI9jLFcjF4zQ952ZKODlW4jhunJ6emJ\nCTJoSZ6rQKqmfkpuRk7jVdZjCjLg6W38Z1E2PglyeizN38cPL+HoRjftaRo1gzGGTsuS5G1q/i6C\nYTBs+kU5EM/0mNL3Kiu2ejpBBqSOmqOipywCT8+otn43lrSpTsJg6Ag9bDMhyECktyV5eqYsb/uh\nt5zEe7//jloDFajoKWs+lhFiXobFPTZpKSZiAbIMMMaZDtt2sR+RM+SBaE6axvRIyToyeBxp8D57\n/Wo9NVGEPD0xp0PVNyetztMDBIcrC8n0zFnRQ8xVv6I+PSGmZ4JTMA1F1/WUZFV0HxctrroIZEln\n3PhgjOGma9Zw9sJeqElpUlpmErptC+2mKeRt/aETYkuEpyfHwSb5iWhdUHlOwwrS28bkbRkn+DLT\nc2itg1bTxOvvPp55TY36IRc9eZkeIJC4AeF2G+TpMUL+3Ax52xT6SQZBBtmenoXhv4M+PfUFGZjS\npjoJ/aEjTuBogxZdwLLS26bN9LzujmN43R3Har3G1Ud4bHWVhZXcnLRUs1BJVhCNCZU9PQAvhG3X\nK9WfRjA9KcV0wPREmpMaCUEGE/D0mKHI6rqCDHymp2RzUgIluOnI6oMPwzffkmyjtLxNZnomKm+j\n+QaSHzX58VScLWKQQV5kBRkAXOL25Hcu4NkzV3DXzdy/ktfTwxjD5mobF7d5kAExPcG/8z8Fk6fw\nsiRlptNtlYOahsmbt3IWPnhvgALT4wSF3upSE//xlx5WDozQqBedloWtHV5Qq/q7ZByWmR7TEONR\nyNsYCx0ap8Fzs+eoqtGeR3lbWRB70tuvL8jAyjB6UZ8FWoyCIIPoe03y9Ex+ME0LgumpsugRQQZe\nKbmZkDHGyM1sKb2NHuuEggyKe3pGCn16ogZGxhjkgxnB9NSU3sZYcCJkGsbYCWZtTE8FkdVAwPTM\nWwGQhHlObwOCCGOggiCDKaW3yZHVtgITQOuQLnqyEfL0JHymcWEGbk55G8B9PVd2hxjZLvqS4gMI\nNxqV/z8NZoTpUVkrLWJ6XC/o01MgvQ3gDdarahyuUQ7dkkwP9eoBEuRtxngSaxJoHM1qkMHCjNiA\n6RnlopDzIOjTE785pRMZKnboRiX16ZlVT88kcGS9A8tkpRsKyhD3x3WlPgn5i5Agw378Po8c39Pj\nL6amwaVwIrK6wMkYvdYwpU+POCGMenoQz/TUaXKmhdCSKHHXq5fpoXm4LNPz2juuwp03HSodnHJQ\nIHug5i29DchO58qDUEjHBBd0U3h6PLiiOWny40VkdUW+uXlGMzQ+Epiea8fDDGTWQxXk67m83Ud/\naIcO3ESfHkfdD0H7AGptoebpYfA8zlTlTm/L2ZBVY3LotCzYjofByIHn5W/EfDhR3kZFuDHW3D0J\nU/X0zFN6W1m0mxYYqzuyOp3+i260RZBBZLIK5G2z2adnEjBNA7ed2IxlU8q8JhBhegqchgaBFcme\nHsH0+ElvQt5WIrI6jelxBdMz7umR3yUxInXJ2wD+Ow9H0eak4aKnW5EsInrSWJatOLTWwW/8T99b\n6jUOElqN4D7MI9PTrLDokefdaURWO64rJSMlX5++E5rpyUZY3hb/mV59aAmdlhlieoocnFKvnpcv\n92A7XujAzYx6ehRe1ozI25SYHpP8oW7A9Bjhg6MkJDXA1pg+6DB1tzcEUITpCQcZ0KZBDk6Z6fS2\nBsnbtKdHwDB4wgUPMgh+ViVo0kzyXkSz+YWnJ7KAtZomDAYM7HhPT/Tx84oPve+BSl9PpmfLMD1U\nWMQyPZGix/ST3npl5HQmA2NqTE90sos2J+3VnN4GBIux7OmR5W2WySpjFaILfZnI6kVEmOmZv82M\nLHcsO99H49gnBTrHcF2e4Cb/LA6BvE1/F7IQjqyO/1ANg+Gma9bxzWcvcoamaeX29ABB0XPm/B6A\ncFHqp0fnkrdZUXmbYnNSgM/HdM1A3pYRZJAzvEFjcqCD8l0/bCPvAY/s6ZHTaQN5m6Hep2cKTE+r\npeVtsei2LPT69QUZBEav+EEhsvmj6W2Ru0ARhEnNSdkCMD0A92F1K/SeyJ4rUfQU8vQkf/lJakA9\nmDjT4431ZcgDxniRkN6cNCG9zWChE7xJyNvoczYNJsXtBkVPldeO/r4NXfTkQsjTM4cnuCryJVWE\nQjomOAfT++bpbdkHX/SdWMTI6rxoWmpM4E3XrMH1gOfObgMoJvXaFEUPbwIZKnpI3lYgsnqYI8hA\nfkxU3pYdZKCZnlmFKHp6vOjJe4+iTA/NOXTQyvv0BAVzGrhfLNflS0MwPTqyOoxOu8GLnppS0EQl\nnDAo6IaMydti3ken3RAbaILoL7QgTE/VkDcPZdLb0rxb5OmxhLzN4GlxAxttqS9D/muyxGJafi9x\nfXpCnp5+tfKyONCJqWkGp0N1FT3hvkBM681zojnH6W1AmOkpe0JthjaMpV4qF0JBBg6tXcmPp0OH\nRWxOmhdZzUkJN1/jhxm8xCVuIsggx+by0CrfWJ6mokfyXInAlxzNSY2ovE2l6JF/39xBBvnDGzQm\nA9rHkLwt7z5jbbkp9jUNMz7IgOaVzPQ2z5u4BYPmOjrUTcNCjd6ltoX9wai2fjd0UprkQxn4ZnYq\ndkR6W8z7iGV6ZiSy+qDCMLhMTPbYFPL0pDTpGvf0GLxPz8ApxCoRTIOlnrA4SZ4ehPsv9CbI9FgS\n0yPkbf2KmR7p9y0bYrCIEAcvrHy62SyiSk/P1NLbJLZURf50dJM3iyzb0HsREE5vSx7/FGbwjO/r\nEUEGRZieC+NMT1D0ZBe1hEDepi61a8QU7kxR3hYwPXr/MWsQnp79YkwPY0wkuFkx6W0GC5geO6NP\nj+dNVtoG8CRBANjeG2Y+dqGOgrrtBk+48KVNtQUZJAyKQN7me3qsZKan27bGI6tnpDnpQYZpGHCk\nMVDMY5PM9BCTQptJ0/T79AztQiEGBFPS2cYh2dPDIJ997A9sMFavyZkmR8NgoVNqz/NqZXqac5g+\nVjdonFpz+tmFip6ykdVyn56JBhnwP11PlrclP/7uk0fw//77/wbL3eYE3t3BBvP7j9iOm7qZv+7o\nMpqWgadP8wQ3x1X33hA2V1sAgLMXegAiTA95evzXLSJvU2EyY+VtkmcsDXYBdktjMqA1dceXtxVh\ntQ+vd3DuYg8Nczy9zTRZoNrIYHpcz5t40dNpWbBMA1d2B5mPXajRG1TDxSjALASekXR5W0vI24LN\n4dh7bVlw3aAjLlAsMUYjDNNkcNxyfXPS+jF949mLsEyG669a4Y81eLHSH9ilImSzmJ5oDwUCiwYZ\n9EdoN61axxDJzOSePa7rYWS7cFyv2qInxPQs1HRWCagomEdpGxAeE+WZnmkFGQQsgK1odNcFjzqa\nDcNXAaQn4t1wfBXPn90W8xiQb0w1LBOrS01xD2M9PY76waUOOZ0AACAASURBVCbJ24SnR4EeasQE\ne6gGGWimZ3bRbYX3tkXmuqt8hrjTsqSiJyAIRKuOTKZn8p4exhjWlpu4osD0zOdKl4Al3xS/51OA\ndQUZJKVbUGfwdjNb3ib6CvWDc/pA3lbRG15AWAYFC4QL0FyvkSBj3OkN8fTpK7jtxKZgkHgzOA/7\nQ6cUu2KaRmIxDSR7dRgbDzKo088D+Dn/Zrigd11P6G3LyPyiCDE9Wt6WG4bB0LCM+S16FI3qKgjJ\n2ybJ9JC8TWJ69BpQHRpSX5I03HTNOmzHwwvntqWiJ9+NoAQ3AOg0y3l66D0PCjI9dA3VIAPt6Zld\ndFp8b1s0yAAA3v322/Cv/tn9OLrZHff0mDmCDKYgbwOAtaUWthWYngWTt4V1j9UHGaQXPUS9rS1z\nmruZFmQgGbPo8a5Cco9GOkw/WIDkbUUkZ2QGjRr6/uG7F+B5wD23HAmuJ236yzAcpsFgp0RWB16d\ncNqdYYw3J12p+RT4B954M85vcQmH7OmpIzlOnty1vK0YWg1zfoueivv0GIwv6pNkekLpbSRj1WtA\nZWhYJiwzO/VJhBmcvhLch5ysx+ZqG8+e4QlwLdnTE4n2zxdZHcQKZz5H+p7TEFINMtBMz+wimt5W\nZH46dmgJxw5xH+BYc1ImBxnMHtMDAKvLTTxzxhE2kiQsVtET0T1WfVpnSTKEOGz5Rc/6SqToiWV6\n+OY1xPRoeVtpmAaD4wQb8CLsgJgQIl/+J79zHgBwzy2Hxc/kTXkZeZtlMuylMT3U9HOsoGAhrXav\nbwsauy689TXXib+bMUxPlY1Rw0zPfG7c68aRjc7cNrJsKhrVVWGaBlzbnY6nx9VMTx1oWgb6Ch/o\nzddSgttWIXkbwJsfE+TDHxpO9LoqwysaK6xSjMQzPQGTmAaSNWlPz+xBeHp8eVvZWHEaW6LoMQJ5\nm0pk9TSYnnWfHNjeTZe4zedKl4BuJyxvq9zTY6UzPZe3+wCADb/oSY2sjong0+lt5WGaBmzXw2Bo\n8yawBT7LRsJ9fvI7F9Bpmbj1+g3pesHrl5K3GUbqZEPFcbTpqNycdGS7GNnuRKNs5SCDpPdYBiGm\nR8vbCuHXfvoNczunyGPCqOCE2jQYRphmZHV+A71GOq67agVbO9mymBPHVmEaDM+cviL2Ennvw+Zq\nIG+TpdXR11HZNNJ4zhNZ3YhheoS8LWMzG/SC02Nv1iD86r3inh4Z0fFoGkxSMmXL26YxP60ucwXL\nlb307/JiFT0RCrByT4+RPii2IvI2mvTiBihtTHv9kfiZTm8rD8tkGPkR0kXT1IImtMF9vrC1j9Pn\nd/GaV10V2ojLfy8lb8vo00PjJM7TQ+9SMC0VNnzNgizbINq52iAD7ekpi3k2vTcqDDIAaGPpTCWy\n2nHV0ts08uHfvPd1mSZ+gM8v1x9bwTNntnH7CX6wVcrTI82D0TVdZaySsiRoTpozvS1nkIFICNU0\n48whKm+r0r8IhJkeVynIYDqeHgC4sjtE2tUXavTSZk+kt1UtbxNej/hBsbUzwEo3aAJFcpy0IIMQ\n06PlbaVBKWjE9BR6Df/+yfK2QNp2JPTYkLytRIf0rPS2IMgg4umRmpPW4anJQpy8ra70tnn1pWgU\nR6tCT4/8GtNIb+OeHr0GVA3eeFFt7rj5mnUMRw5eOLcjnpsHm2vxTE90C6AkbzPD6W0qY6IRE7tO\n18r29GimZ1YRjawuK28rw/R4njdRJpywtky9etKZnoXaJUQbOFXdvd1MiTIGgMs7A+HnASRPT8wk\nEjA9sryN/6kXvOKgfjf9oVN4892IMfTF+Xn49YJ7VS7IIEPeluCXYVKQgWCDJipvC0zYVJhVG2QQ\nfL4tzfRoRNAIpbeVX+5ovE3yJFM+OBDyNr0ETAU3+WEGW7sDGCz/WnxIkre1y8rbKL1tSExPviAD\nGsOG9vQceNCautevn+mZ1fS2VYnpScNCjd6ldlTeVnWQQXIlPLId7O2PhJ8HkLuhxzA9aZ4eLW8r\nDMsw/Mjq8kwPbUA8z8OT37mAteUmThxbHbseoUxUs2kyuK6XKEHo9Ucw2HgEN0NQLAumpebIahk0\nd7peTUyP9vRopKBVi7xt0s1Jg02pW9BAr1ENKMwACA508mBTUd6mUkyJ5qR2jvS2UHPS8LXUmZ6F\n2jYeCDQsA5ZpBPND5UyPIcn6ZzO9jZierAalCzV6u+3JBBnEDYqtHV59xjE9sZ6euD49Wt5WGobJ\nMBw5sB2vsNws2qfnpVd2cWm7j7tPHhm7N/LJWpkgAysjI7/Xt9FpN8YKecYYPNcTjwEmK29jjMf8\nyol5dTE9TS1v04hAZnqqCjIAJpueZsQxPXqoTwU3Hl8TxUKRrvdrSy0xZ7VimpMSVJZ4KyJvU5Gd\nxTUnVU5vE54evf+YRcjrapWNmAG/OalQMikwPVMYIyK9LaNB6UJNnUGfHv6hVH1YlxRlDACXd3hy\nm1z0rHQbWOk2cdWh8Qjhrt9vJdbTo5mewrAkb0zRIkQUPf7rfDVB2kbXI3RKRFYbGdLJXkLTUSMu\nyGCCRQ/AF9cQ01Mh0yQXmZrp0Yiiek9PuOnuJBAKMnD0GjBNdFoWrjmyDKDYeDIMhg1f4taOaU4q\nPy4Lgumh9Dal3j7JzUmzggw00zPbkPcX5Zme8P/z5qRqQQbTiqxe9YuerQymZ7HS23ymR3QWrlre\nFpPqRaAbsbES0NsNy8R//KW3x27WOnFBBiKyurr3vGgwzfLMC52oEdPz5HcvABgPMRi7Xoliw5K8\nMXHY79vYWG2N/Zwx2dMzeXkbwGUgrutJDVTriaxu6D49GhHIY6KKzRqddk5yUQ8FGQh528QurxHB\nzdes46VXdgsX0dcdXYFtu+ECJHI/i3h6VDa6ZZqTBp4eXXDPIupnetSDDEw2+QlqqW3BMpnfpyc5\noXahip520/Q3gfz/K5e3CQYgTt7mNyZdDm9MkzbCXR1ZXQvkyaBos1D5Pjuuh69+9wKObnZFN+Pw\nYyWmp0yfnhRq2fM87A9GuKY1fn3G2LinpzW5yGqAb9Cc2tLbdJCBRjJCfXoqmO/p8KHqA7M0RIMM\nDINN5SRVg+Pma9fw2FdeKhyM8bM/cp8oVAhjTI/C/RXyNv/wrXhzUv7/WfI2zfTMNuR1tWzCXrSw\nlZmerCCDaaW3McawutT0+/SM74UICzV6GWMhaU/lQQYRBkBGnLwtDbHNSbWnpzSsSpge8vR4eOb0\nFvb2R7jn5Li0DYgyPeUiqwHAiSmoR7YL2/Fi++/ITM/+FNLbAL64yultVV6fsWAylv0bGhpA2OdV\nhbyNZKbTiKx2PA+O62pPxZRBCW5Fx8DGSnvsgGzc06MubxP/r9KcNBRkEB7LXrpqSXt6Zhwhpqes\nvC1mPKoGGUwrvQ3gCW4zmd72pS99Ca9//evx2GOPTfza1EkZqH7hooEWVwkT07OhWPS0fFYqHFmt\ni56ykE8wSgcZOC6e/E6ytE1+LL9euchqIF46mSZbY4wJZrM3hfQ2YNzTU0bmFwf63rW0vE0jgmbF\nnh7y6E3D00PyNt0nZbq42S96qpR5jfXpUZjK4nqpZCEcZEDXVgsyoLVHR1bPJuR1fZqR1Z7nTc2C\nsbbcDBEFcZi4vO3FF1/Exz/+cZw6dWrSlwYQPmWuet2yUszmQt6mWPQwxtC0mA4yqBghOVTRoscK\n7jP157k7JsQAiMjbSkZWA/ETTm+QzODI3ban0ZwU4AUbNSelaM1qX5//jjrIQCOKUNFTiaeHv8Yk\np2BZ3uY4XiX9hjSKY7nbxK3Xr6PVqEemCygyPZGiy8odWZ0vyIBk+5Y+dJ1JVMn0jMnbDDm9LSvI\nYHpMz9py9v564rPn0aNH8bGPfQzLy8uTvjSAcMf62jw9sfI2XvSo3BRCq2GI03lAy9uqgDwZFN38\n033eH9j4xrOXcOLYSiigInQ9o/z1+Ov4RU/MhENMT5K8DeCUs5CXTZzp4cVaf2jXUnBRYdnU8jaN\nCJpV9+khpmcKQQaO7+nRRvLp4z/81BvwoX/+QGWvV0TeFi1yVMZFmeaktPZopmc2UWWQQVyaoJkR\npkRwPW9qB/Mq++uJMz2tlvqmvw7IG76qb0yWvG11qZnrlLvVYGKjCnBNN6CLnjIINQstKW/72tMX\nMRw5idI2/tjycjr5mnFjK62YkZmevm+eLSOzKwLh6Rk5tRQ99L1ranmbRgRyIVzFvGlOU97mcXmb\nZnqmj6rnseh4UtmajDE9Kult0nPoGlRwZXt6KMhA7z9mEVUGGUTHo5GD6ZlWkAEArC01Mx9T6+7n\nj//4j/GpT33K9xXw7O4PfvCDeMMb3pD7tR5//PFK3lO/tyP+/txzz+FxvFLJ6xIYA7aubI+934tb\ne1jpmrl+j6Zl4OLOUDznzJkrAIDvPPUUhlvPV/emZwxV3es4bG1dEn8/c/oFPP74hdyvcWmHFxmn\nz+8CAJbYlcT3fOYMf4xlAk888ZXc16LXvXjxMgDgq//wNbzyUviL/a2X9vljzp/D44/vhf5te2fb\nf50v49Jl/zW++sREG3na9gijEdAfuVhfsnLdX5XHug6/H8899wyswZnC73PWUef34qAg72fQGwQp\nWV//2tfwYrccG7i7y9ePixcuTOx+0GZza+sKevvBIZgeDwEO+mcxjKhDvvWtb2Lr5fQN3O5+OAHu\nqae+jb2L6c+5vBuMn4sXL+Lxxx/H2bN8jfj2U0/B3nkh8blXtnfAGPDlL3859RrTxkEfC0Vx6cK2\n+PuzzzyD5vBsqdeTk46//rWviTH68ivnUz9j23bQ39+fyn3Yurib+Zhai553vetdeNe73lXJa1Xl\nAfrCM0/g6y/wguHmm2/CqXuvqeR1CdYfnUG70w293+HIQf//eQm3HlnP9Xt84r/+Z7gucPc996Jh\nmfiHs18Hvr6DO151O26/YbPS9z0rePzxx2v1e/3td78CPMsn9jtuvxWnXnVV7td45XIP+ItzAPgJ\nyA9+3wOx0jIAuDB6Hvj7J9BtN3P/XvJn8ZWXvgY89TRuu/1VOHnteuhx23gRwEXcevIGnDp1Q+jf\n/tPjXwDOvYJ777sPn/nyFwGcx2tfc2qisaOdR/8ag5GD0X4fm+sryp+D6ljo/Of/gu1eD3fdcTvu\nvOlQ2bc7k6j7e3EQUOQz6A9s4NN/CQC47957lD2VSfirJ78InDmHq646ilOn7i71WqpwHBf45Gks\nL69gq7crotkXfTwQ5uG7MRw5wB8FBzZ33XknTly9mvqc7b0h8KfBxvauO+8QyXJJuHhlH/hPfO26\n6ugRnDp1D56+/BTw1W2cPHkL7r/9aOJz/6/PPYaGac/0Zz0PY6Eozu0/g7958h8AALfddgtO3Z5/\nbyPD/OQZwerce+/dPGb9My9jY+MQTp26L/RYz/OwtTPAxmob7FNnsbS8NJX7MGicwWf+/u9THzNV\nnjzLOFcHQp6eGjg4y2RjvVTiGpOqgNKoyLPh1tRfaJEgb/aLBhnIsZ+3XreeWPDw6/F7VTaxLM3T\nQwEF3Zj+O7JJVTSXm/D4MQygP7ThevUkxwVBBlr2oxFGIxRkUEF6m//dn0pktevBdT3t6ZlDFJG3\nRSVMSp6eUJBB+E8VT4/288wu5LVVJdQiC/J4Mljg6Yn2ofQ8Dx/5w6/gf/h3j+LFl3fguV7lIWGq\nmMkgg8ceewzvec978LnPfQ6/9Vu/hfe9730TvX7I01PDb2+ZxtjGNG9yG6HV4COHNrU6va085A1/\n0Wah8sSf5ueRH9sp4efhr5OS3pYRWQ1wmtpxvKk0NjQMFrzHOj09OshAIwLTYGJzeFCDDBhjYCxo\nTqqbQ84fxoIMFMZq9DEq46IRE2RAYzrrEFrHpc825LXVqOA+yfOlaRpiD+JGDvX/70e/hf/6/70I\nAHj5Um+qfXrWlqfs6YnDQw89hIceemjSlxUIR1ZXf2NM0xgzehUtesh3IYoeHWRQGmYFTI888WcV\nPcQKlWd60vr0+JHVGUEG02psKBuv62iMKtLbdGS1RgyaDRO2Y1cTZGCGY34nBYMxP8jA1fP/HCJ6\nS9Wak0bS2xTGRYjpMWgsBwdjadBMz2wjFGRQwYm+PAYNFowvmen56y89j0/+l6fE//eHNu/TM8Pp\nbQs3guWNIath8bCMcXnb5ZyNSQnE9Ah5m46sLo1wmlqxDTidljUbJm6/YSP1sbRJKsoqRV/HcWPk\nbYqR1Tz5afJjR54AdXqbxqRBDGAVqWf0GpP+HpkGE3169Gn7/IHYPILKGh8dgyrjWy56aF5WbU5q\nO57u0TPDaIf69FR3wANQelv44PWJp17B//HHT2Kl28C7/tEtAPhexJ1iettSu5F5mD1xpmfaqN3T\nYxljfXq2dvsAKpC3EdOj553CkBeTTqsYM2AaBg6ttXH7DZtoZEiqLMH0lJS30SlLHNMjPD1x8jb+\np+f5jQ2ncFInr8W19OnRzUk1UkDFcCXyNnPykdV0PdfzYOvI6rkFpdzS37NgGAwGC7y+KsUw77fC\n4LjBxtSQ1og0aKZntlFln57oa5iGITLNHdfDc2e38ev/59+DMYZ/+xMPCN/6/sCG503vYN4wGD70\nvgcwupKcQrhwI7jOPj0AHxxjQQYkb8vRmBSQgwy4fImYnmnpJecB4SCDYhtww2D47Z9/K37uR+7P\nfCxNHFXJ2+Iag6XJ20KenhmQt9XJ9DQmGMOtcXDQsEwYrJqFmOaPafjiHEcHGcwz5P2I6vAypLlV\ntSChBqXjTE/682zt6ZlphIqeCorTkLxN6tNz8co+/t3vfgG9vo1/9SP3486bDgklCx3QT9N3fvfJ\ndMvBYjM9tQQZsDFPj5C3reZLb2ta8UEG09i4zgtMydRcZpOcltgmwxJBBuW+alZKY7C0kICQp2dK\n0hh5s1m2+IvD8cNLePlSTwcZaMSi2TBCm8MymEaQAV1vZPO+LFXo9TVmD/KyrrrGmyaDPyyUn2OZ\nBgZwNNMzZ+hWzPQYISkkwPx559kzvB/Qj3//HXjjfbzlCylZaC8yy+fyC1j0SJ6emuRtUd/F1s4A\njKl1i5UxHlmtPT1lQaxDHZvvOJC0Jo6FyQMRWR3H9AxsNBtm7IIkx5HarlfZ5i8PwpLC6j/3n3nX\nvRjajv5eaMTi9hObhf17UZhTiKym64182bRmeuYT8phS3ZtYBsPA/7vquGhExjB5m73x87QQuKdH\nFz2zilCQQQXFqTjg8RNfGQsalv7j77kB/+QtJ8euveerTmZZjbSARY/M9NQRZGBgZI/L21a6zdyn\nJDqyunqIvjklI6RVcfO16/inb78Vbzl1XanXCUyE8UEGSUWVLG9zp3RSV3eQgWGwyja1GvOHD/zw\nPZX1hAs2ApW8XK7rUkd07emZT8gbRdU1Xj7EUt3oJsvbVJgevfeYVZimgaZlYGhXI2OPRpoDwKtv\nPoy15RZ+6p2vDo1XWtcpVGmW96gLt1OoO7KamB7P88Sg2Nrp4/B6J/drUWR1kN7Gf65PtItDMD0T\n2iRbpoEf+8evKv06aUzP/mCUGAUdCjJwPbSa0/D0BNesI7JaQyMLVZ08iiCDKXh6+v7hl954zifk\nZV11eMljQXWj24j40uhpmeltrqd7RM04Om0Lw91hpelt8n7zf/npN8Q+lvZTFKo0wzXP4gUZtJqm\nuIn1BBkwfqrub06HIwd7fTt3chuQkt6mi57CoC9y2TS1SYMYmtj0thSmx5CYHtuZAXlbSZmfhsY0\nQYcm0yh6iOnRG8/5hDxPqq7xlFzJpUeKz7HCxU6gBkguejxPh2gcBBDjUk08/zjTkwTaT+3tz768\nbeFmT8aYOG2uJ8jA35z6RQ9F+a0v5wsxAAJPj5a3VYdJMz1VgSYeN+IXc1wP/aGTGKwge3pc1516\nkEEd8jYNjUnBmlZkNZM8PfrQay5RSN5mUhy7+nVEAqERLn5iWsAJ0GGb9vTMNmh9rWKdz0MOtBo8\nIZP2qrM8Ry3kCKZT8VqCDCLeiy2R3Fac6RGR1ZrpKQ0RIT0hT09VsBKYHppkkoqJcGT1dJqTmrro\n0ZgTmOJkffJMj3gP+rR9LhEOMlB7TpE0wUaCpyeN6aH9jB57s42OONCvQN5GTI/CPWeMod2ypCCD\n0pevDQta9PBT8TqKBxogdCpXtEcPADRMFqqeBdOji57CCIIMDtbmm+551NOT1qMHCHt6bGc6jQ01\n06MxLwjS2yZ8Xek7pOVt8wl5WVdd4/NIkAhBr6nwtdL69JByRY+92caxQ0toNxlaFTTqzivlbTct\nKbJ6dveoC7kDoQ1iHafegunxJwnq0VPE08MYQ6cVDCRHyNuqeKeLCdq0tA4c0+MXPZH0NkpLSZK3\n0YRF8rZpnNTJk+akosI1NOqA2GROkenRh17ziSLyNqtAES6eo5meucPPvOtenLrerqY5qRRZrYJO\ny8TWTp8/Z4aLnoUs22mDWI+8jb+mLeRtfBBsrOT39AD8ZFwHGVQH2rQcNMaBTl3GmR41eZvrenC9\n6cTd0nhtNc2Z1vpqaGRhan16pLVKn7bPJ4r06SkSykSR1dH0trSih/Yz2tMz22hYBpba1Rzo5mUR\n2y1LsIUzXPMsaNFDuscabkzgvYjI2wowPQDQaTekyGo+ovTGsTjo/hw0T4+ZxPQMiOlJl7eRF2ga\nJ3UHtdDU0IhiJjw9ev6fS4SYntzyNvXrjDUnFWqA5Oc4U1w/NKaD/ExPve1gqsJCFj1HNjpgDFju\nNit/7aCJpC9v2y1X9HRlpkent5UGnXIdtA14Up+e3sD39CT8PjRW7CkmPxm66NGYE9DhwqRlmrro\nmX+YIXmb2nOsAsxj0JyUrpUtb7NdHZe+aMjN9Eg+ae3pmTG8++Hb8JZT12FztZjkLA3j8rYBGAPW\nlooVWJ2WBdtxMbIdLW+rAHfcsIkfeNNNeNN91077reRC1CtGEPK2BE8P/KEymmI3d1pUddGjcdDx\nujuO4ed/7DV43V3HJnpdU8vb5h7yPjG/vE39OtHmpHJbgyTQIa7eeywOSjE9MzxFLeQupN20cOLq\n1Vpee1ze1sfqUrOwsYyaOfb6NlzXy9WETGMc7ZaFf/HfvXrabyM3aOKxI/K2Xj9d3iaYnikaUema\nuujROOhoNky88b5rJn7dcGT1DO8oNApDeGxyFBZl0tvGm5MmP0d4evTYWxgEY0vtnsuWgVneo+oR\nXDGEDMk/GdnaGRSKqybQRnF/YMPzZnswadQHWmzcCNOzrxhZPXKmKG/TTI+GRiloedv8owhrI/r0\n5Elvs8KSOJUgA+3pWTzkjazWnp4FBU0otuNiOHKw17cLJ7cBwWZ2f8CZnlkeTBr1wUxieijIoJUe\nWT3Nkzrt6dHQKIdwnx69Bswjoh4bFRDrlydCvRFJb2PUp8dNfErg6Zll3ZJGpRBFseJ8I6/vs7xN\n1SO4YsjytrLJbUAwkHp9G47naU3tgkKktyV4epKZnnCQwTTGjy56NDTKQd4Ia3nbfEKkqRWQtxXp\n0xNEVqv06dFMz6Ihb0+ydsjTM7vjRM+eFSM4kfewVTK5DQh6ChHTo9e7xYTo0+NEix4ub0vu08P/\nHE0xvU1HVmtolIO8ibBmeEOhURzRvjkqoCIkV3qbGb6OSpCB9vQsHnIHGWhPz2KCqGPHcXF5mxqT\nVuDp6Wt52yIjYHri5W2dLKZnmvI27enR0CgFeeNh6I3nXKKIvI3kZnkImPH0NurTo5kejQBmzqKn\nfUDkbXoXUjHoRN52POzuDwGUZXp8edtgBFfL2xYW0YAMwn7fhmEwtBrxzVZpuNjTDDLQTI+GRimY\nmumZe0SbhSo9pwjTkxhkkPwc7elZPND4UN0zyOt7Ho/ZpKFHcMWQ+/QIT89y8SADOb3NdXXRs6hI\n6tOzP7DRbVmJC2XU0zMNP4CQtyWwURoaGunQkdXzjzKR1XlqkUa0Oan/F89NY3qmt35oTAelmJ4Z\n3qfqEVwxgs1pUPRsrFbA9Gh520IjMb2tP0oMMQDkyGov9DqThGZ6NDTKIRRkMMMbCo3iMCLBAiow\njfzpbdEgg0Delvwc218/dHLg4iC/p+dgyNt00VMx6CRkZHu4LJieavr0aHnb4oLue1x6G4VdxD7P\nn31GtgNgOppseu9dXfRoaBRCKMhAn7bPJQJ5m/pzgiAD9efcdmID1121gpuuWePPVUpv00zPokEU\n1MpMTyCxn+XDeb0LqRiWZDjf2h2AMWB1qVn49eTIai1vW1wIBlFiejzPQ29gpzMowtNDTM/kF61b\nr9vA0c0ubrh6deLX1tCYB5gheRsD7Cm+GY1aQPvEIvK2POzfLddt4Ld//q1j100NMvAP27SfbHEg\n5G0FmpPOcnqbLnoqRrhPTx9rS61SpyNjkdX6pGUhYcYwPYORA9f1UuVt0eak02B67r/9KH7/3759\n4tfV0JgXhDw9euM5lzAicjMV0CFWmSERMD3JjxGHZnr/sTAQQQYFmpPO8hSlR3DFEEWPL28rk9wG\nyEyPTm9bZMTJ2/b9xqRpTM9YkIEePxoaBw66Oen8I/D0qD/HKpDeFgUNrVR5G6W3aU/PwiAv09M+\nIEyPnj0rBhU9+wMbvb5dys8DAO2mCcaI6ZltraRGfWCMwTRYSN5GPXrSPT38zyCyWn/lNTQOGsKe\nHr0GzCOKyNuCWOEy11UJMtCenkVDIJ1Uu+dNyxhLBJxF6BFcMYgKvHhlHwCwXiK5DeATUqdlYX9g\nw9GenoWGaRqwY5ie9PQ2CjKYnrxNQ0OjHMLyNr1szyOK9OkJ5G3F53W1IAPt6Vk0BOltao9njAm2\nZ5bP5vXsWTGI6Tm/5Rc9JZkegKde9fp+etsMDyaNemEaDK7UnLQ3GAFIT0VjEaZHL1oaGgcPY0EG\nGnMH0acnT9FTIL1t/Lr8z7Qgg70+X2vaOoFzYZA3shoA2n5s9SwrknTRUzGsCNOzUdLTA/Cmjro5\nqYZlMtEZG+CJfgDQSZG3CabHL3oMLU/Q0DhwCMnbcdX4NAAAIABJREFUNNMzlyjSaLRIelsUojlp\nirzt8jZvv7G5WrzRusbBQhBZrT4gO4Lpmd19qp49KwZpXi8Q07NSfpLothro9W14OshgoWEahpAZ\nAEHRk57exv+kIAPN9GhoHDyEgwz0d3geQbd40ultwtOTYuq5tN0HoIueRUIRpqfj9+qZ5W2G5ior\nRhBkwJtBlk1vA3j1bDsuXI/NNG2oUS9Mk4kUHQDY9yUHKp6eaUZWa2holIOOrJ5/lJG3lRkTKvK2\nyzt9NBtm6lqjMV8owiK2NdOzeIgm61QlbwOg5W0LDtNgochqkd7WUpC3+UyPoaUxGhoHDvK0b2mJ\n6lxCnKznYnrKe3pU+vRc3u5jc7U105tZjWphFohDJ0/PLA8TPXtWjOiCVBXTQ9BMz+LCNI1wZLVS\nnx7+pwgy0EyPhsaBg7zx0Adf8wnRpyePp8esIL1NeHriqx7H9bC1M8BGBVJ9jYMDGlN5mB4KVZpl\nNloXPRVDNn0ZDFhdqia9TbzmDA8mjXoxxvQoydv4n6Kjth4/GhoHDvK6opme+QRtMvN5eiqUtyV4\neq7sDuB62s+zaMjbnBTQ8raFhGUFN3t1qVXJJrMjbWr1pnVxYZmGKF6AQN7WSQ0y8D09tm4up6Fx\nUBHy9Gi2di7B/Kl51uRtFGKwUbLnoMbBgvCL5Zhv2n6QgS56FgjyKVwV0jZAy9s0OAyDwQ0FGVB6\nm3pktS6aNTQOHuRNrW5OOp8I5G3qc/S1R5fRapo4vFo8YECktyVUPZd1cttCwigQrNERfXpqeUuV\nQM+eFUPeVFZV9MibWi1vW1xYJgsxPfuDbE8PDRcKMtBFj4bGwYO88dC+vPlEIG9Tf85tJzbxyf/w\nDtx4VfGChK6X5Om5pHv0LCSCPj1a3qaRgoZVM9OjN60LC9Mwxjw97aaZPimNRVbrr7yGxkGDGZK3\n6e/wPIL2iXnX+LLjIUvednmH5G266FkkGAXS22ivOsvbVD17VgxZerC+XBXTo+VtGlxb67qeOJHr\n9e3Mvgk0+Tha3qahcWAhR83r7/B8okhkdRXI6tOjG5MuJorILak5KZvhOUoXPRXDMJjYaFYV8Rhm\neip5SY0DCNrsENvTG9jopPToAcb79OjkJw2Ng4ewp2d2NxQaxVFE3lbldZPS28jTU0XPQY2DAypg\nqPeOCu4+eQQP3HkM995ypK63VRq6vW4NsEwDQ9ut0NOj5W0agYzBcT1YJmd6Dq93Up9Dw4XkbXr8\naGgcPJhSz4xZ1strFIeQt034/jYbfHM7HLmx/355ewDLZFhdak7ybWlMGXfdfBj/+p/dj9fecUz5\nOYfXO/il//GBGt9VeeiipwaYpgFUWPTo9DYNQGJ6HBe2wTAcOaEeTnGIMj36lFhD4+CBDiv093d+\nQfd40tKgVpMXPYORHfvvF7f7WF9p62J7wWCZBt586rppv43KobUuNYDSdaqig0PpbXriWVhYEtND\nyW1Znh4WYXq0vE1D4+BBFD36+zu3KBIRXAUs04BlMgyGzti/eZ6HrZ0+Dmk/j8acQDM9NYA2ljq9\nTaNK0L23HRcjX4qQ1qMHCJgeirrWJ8UaGgcP9L3VcdXzi2kFGQBAq2GiH1P0bO8NYTuebkyqMTfQ\nx0Y1wDQNGAxYXapmomg3zcJxlhrzA8t3M7uuhx4xPYryNoI+KdbQOHgI5G36+zuvYFMKMgC4xG0w\nGi96Lu/wHj06rlpjXqCZnhqw1LbAWKeyU3XGGDotC72+reVtCwzTDFibXn8EAOgoRlaL19BFs4bG\ngQPN+6ZmeuYWxhQPNltNK1bepuOqNeYNuuipAT/77vsTM++LQhQ9etO6sAgiq130+uTpUZO3RV9D\nQ0Pj4EB7euYf05a3be8Oxn4exFXrokdjPqCLnhpw8rr1yl+z27Zw8YqWty0yRGS142G/ny/IIPoa\nGhoaBwc6vW3+MYvytoDp0Z4ejfmA3gEdEFCYgV7zFhdyc9LewJe35fX06AGkoXHgQKf/OshgfiHS\n26YwR7ebJmzHEymfBCp6tKdHY16gi54Dgm6Ly5g007O4CDw9krwto+gZ8/ToTZOGxoGDqYMM5h7C\n0zMVeRtfR6K+nsvbXPKmI6s15gV6Bj0gIMO6LnoWF6ac3lbY06O/8hoaBw2Gjqyee1BT0ukEGVCD\n0nDRc2m7z5Nol7W8TWM+oHdABwSBvE0veosKS2J6qDlpdnqblrdpaBx06Mjq+YcxRU9P2y96+kM7\n9PPLO32sr7T0uqExN9Az6AEByZj05LO4MGRPjx9ZnRVkAGm4GEwzhRoaBxE6snr+waYqb/OZHkne\n5nkeLm0PtJ9HY66gi54DAi1v07BEepsrNSdNl7fJC6ihT4k1NA4kAnmb/g7PK8wZk7f1+jaGI0fH\nVWvMFfQMekCg5W0acnpbkchq7QfQ0DiYmOaGWGMyCCKrp9OcFAAGg6Do0Y1JNeYRuug5ICB5m170\nFhek53ccLm+zTIaGlf4VlhdQLY3U0DiY0EzP/GOqfXoa40zP5R1d9GjMH/QMekDQaevI6kUH6fkd\nl8vbOi0r81RQHi5a3qahcTChm5POP2h6NqdQ9bRb456eS1d0Y1KN+YPeBR0QkLxNq9sWF5ZB6W08\nsrqTEVcNAExKMtDyNg2NgwkdZDD/EOlt0/D0NMbT2y75PXp0kIHGPEEXPQcEt16/jpuOr+HOGw9N\n+61oTAkGBRm4/397dx4QVbXHAfx7h1VEFFyTpFArRcWFXu7PfXll5csQFAbC5aWWL8ksaREzTdJ6\nJZr5EFJ2DFI0cqnXSzMVNeuJtliIC4sgIMrOgDPvD5zbDDMsKgzeO9/PX3qZOdx7Offe8zvnd87V\noKKyutEXkwKAoHOFs5eYSJrE9DaO1sqW9m/cKqu3GVnIgOltJEeNt5rontCxfRtsWDq2tXeDWpE4\n0lNT+56eRperRp05PZwPQCRJ2g4LjvTIV2vO6bG9tZBBpcpwIQOu3kZywlYQkURoGzzlVdVQawC7\nJqS3KbiQAZHk8eWk8qe9Pd8r7+kpupXe1qEd5/SQfJh8pOfmzZt44403cPnyZajVarz66qsYMmSI\nqXeDSHK0DZ6SslsvJm1KepvO85O9xETSpH0fl10bJmfIlTbYuVfe03OtuBIOba0bXSGUSEpMfgfd\nvXs37OzsEBcXh/T0dAQFBSExMdHUu0EkOdqgpbRcBeDPF9Y2RHchA/YSE0lTZ8c2ePsfw9HLuX1r\n7wq1kFZdstracCGDopJKdHG0M/3OELUgkwc9Tz/9NKZNmwYAcHJywo0bN0y9C0SSpA1aim8FPU1J\nb9NbyIAjPUSSNeSRLq29C9SCFK34Atq66W2VVTUor6zhIgYkOyYPeiwsLGBhUXuBRUZGigEQETXs\nz5Ge2vS2Nk1Ib9PND+fKT0RE96bWnNOjXchAm9527dbKbY58Rw/JjKDRaDQtVXhiYiKSkpIgCAI0\nGg0EQcDixYsxcuRIxMbG4uDBg9iyZYsYBNXn1KlTLbWLRJKRnlOJmIMF6O5khZxr1ZgypD2G92nX\n4HeyC1XYeuAqAKBHZ2vMncTeYiKie82Zi+X4/Og1jB3ggLEDHEz6u6uq1VibmIOHutvCZ2wnXLpa\nhW3/yccot3aYOIgplSQ9Hh4eRre36EiPp6cnPD09DbYnJibi4MGD2Lx5c6MBj1Z9ByBnp06dMrvj\nNsdjrk/dc2HZLh84WAC1YAWgGo/0doWHxwMNltE+6zpwK+hp79BOUueWdeFPPBc8B7p4Lv4kl3NR\nbpENHL2G++/vDg+PR27ru3d7Dm6qNUDiHti2sYeHhwfK/5cNIB9uDz8ID4+ed1yuqcmlLtwNnoOG\nB0pMnt6WmZmJHTt2IDY2FlZWjc9JIKJa2vS2klvpbU2a06Pzb6a3ERHdm8TV21ohvc1CIcDaUiEu\nZFBUzBeTkjyZPOhJSkrCjRs3MH/+fDHl7dNPP4WlJZfiJGqIdiGDsopbc3qasHqb7qRYBRcyICK6\nJwmtOKcHqF3BTZzTw6CHZMrkkUZgYCACAwNN/WuJJK/u6mt2TVmymgsZEBHd87QdVEJrBT1WFuLq\nbUUltS8m5UIGJDdsBRFJhEWdpUz5clIiInl4oJsD7uvUFg+5dGiV329jbSkGPRzpIbliThmRRFha\n6PdRtLFpfE6PbqpEa7z/gYiIGndfp7YIC5rYar/fxtoC14orANQGPW3bWMHaqmkLTRFJBUd6iCSi\nbtDSlPQ2XUxvIyIiY7TpbRqNBkXFlXBiahvJEFtBRBJRNz3NtikvJ9UJlJjeRkRExthaW0CtAcor\na1BSXg3HdkxtI/lh0EMkEbojNW1sLAzm+BijN6eH6W1ERGSEjXVtKltuYRkAzucheWLQQyQRuiM1\nTZnPA+jP6bGw4OVORESGbK1rMwdyC8sBMOgheWIriEgiLHRGepo6n0d3+VOO9BARkTHakZ4rt0Z6\nHBn0kAwx6CGSCN2RniYHPfV8n4iISMvm1kptVwq06W1cyIDkh0EPkUTojtTYNTG9TX+kh5c7EREZ\nEkd6CjjSQ/LFVhCRROjOyWnTxJEe3TjHkiM9RERkxJ9BTykAzukheWLQQyQRlgrdhQxuf04PX05K\nRETG2FjVPlMKiysBAI7tmN5G8sOgh0gidIOWpi9k8Oe/md5GRETG2N4a6dFoal+JYGfbtBRqIilh\nK4hIIgRBEOf1NPWBJOgsZcD0NiIiMkab3gaALyYl2WLQQyQhYtDT5PQ2w+8SERHp0q7eBnARA5Iv\nBj1EEqJdzKCp6W26KXF8OSkRERmjfTkpwEUMSL7YCiKSEO1oTZumprfx5aRERNQIvfQ2vqOHZIpB\nD5GEWN7uSA/T24iIqBG6QY8T5/SQTDHoIZIQbbpaU5es1sX0NiIiMoZzesgcsBVEJCHaFdiaupCB\ngultRETUCN2Rno4MekimGPQQSYj2XTtNXrKaCxkQEVEjdBcy4Jwekiu2gogkxEI70sM5PURE1Ez0\n5vRwpIdk6vYnBhBRq/nz5aRNfU8P09uIiKhh1pYKCELtYjlt2zQtk4BIahj0EEmIpaUClhYKWFla\nNP5hALphjiXT24iIyAhBEGBjZQEHexu9zjIiOWHQQyQhT43uifzrFU3+vO7DS8GRHiIiqseUYQ+i\nvb11a+8GUYth0EMkIeMfdbmtz+t22GlXfiMiIqpr3tP9W3sXiFoU812IZEwQBDHw0a78RkRERGRu\n2AoikjltihvT24iIiMhcMeghkjltqMP0NiIiIjJXDHqIZE470sP0NiIiIjJXbAURyZw2q82CIz1E\nRERkphj0EMmcoNCO9DDoISIiIvPEoIdI5v4c6eHlTkREROaJrSAi2eNIDxEREZk3Bj1EMqfge3qI\niIjIzLEVRCRz2tXbuGQ1ERERmSsGPUQyx5eTEhERkblj0EMkc9qsNi5kQEREROaKrSAimRNuLWRg\nyZEeIiIiMlMMeohkTuDLSYmIiMjMMeghkjntnB6u3kZERETmiq0gIplTCLWjPVzIgIiIiMwVgx4i\nmRMUAl9MSkRERGaNQQ+RzAmCwJXbiIiIyKyxJUQkcwLAkR4iIiIyawx6iGROIQhcxICIiIjMGltC\nRDKnUAiwsuRIDxEREZkvy9beASJqWT5T+0BVfbO1d4OIiIio1TDoIZK50YOcW3sXiIiIiFoV09uI\niIiIiEjWGPQQEREREZGsMeghIiIiIiJZY9BDRERERESyxqCHiIiIiIhkjUEPERERERHJGoMeIiIi\nIiKSNQY9REREREQkawx6iIiIiIhI1hj0EBERERGRrDHoISIiIiIiWWPQQ0REREREssagh4iIiIiI\nZI1BDxERERERyRqDHiIiIiIikjUGPUREREREJGsMeoiIiIiISNYY9BARERERkaxZmvoXXrt2Da+9\n9hqqqqpQU1OD5cuXw93d3dS7QUREREREZsLkIz179uzB9OnTERUVhcDAQGzYsMHUu0BERERERGbE\n5CM9zz33nPjvnJwcdOvWzdS7QEREREREZsTkQQ8AFBQUYMGCBSgvL0dkZGRr7AIREREREZkJQaPR\naFqq8MTERCQlJUEQBGg0GgiCgMWLF2PkyJEAgO+++w6RkZGIiIhosJxTp0611C4SEREREZFMeHh4\nGN3eokGPMSdPnsQjjzwCBwcHAMCwYcOQmppqyl0gIiIiIiIzYvKFDL766ivs2rULAHDu3Dl0797d\n1LtARERERERmxOQjPUVFRVi+fDnKyspQXV2NN954g0tWExERERFRizF50ENERERERGRKJk9vIyIi\nIiIiMiUGPUREREREJGsMeoiIiIiISNYY9DST7OxsDBkyBH5+flAqlfDz88PatWvr/XxQUBAOHTrU\nYJnr1q2Dt7c3PD098fXXXwMAcnNzoVQq4evri8DAQFRXVwMAiouLMW/ePLz00ksG5RQUFOCxxx7D\nyZMn7+II9WVnZ6NPnz5IS0vT2z5jxgwEBQXdUZn38vE2VUpKCvr374/r16/fcRmRkZHw9PSEp6cn\n4uLiAAClpaV4/vnnMXv2bMyfPx/FxcUAAJVKheXLl2PGjBkG5VRVVWHSpElITk6+431pipaoC0Dt\nMS9atEj8+2dkZAAAjh49Ck9PT3h7e2Pz5s3i53///XdMmjQJsbGxBmUdPnwYffr0ueN9uVPz58/H\nqFGjGr3WG2Iu52H8+PGoqKjQ2/bbb7/Bx8cHSqUSL774IqqqqgAA4eHh8PT0hJeXl16Z+/btw+DB\ng5Genm5Q/gcffAClUtlMR3R7muO+oJWamgovLy/Mnj0bb7zxhrh97dq18Pb2xqxZs3DmzBlxe1RU\nFPr3729wbgHg5Zdfvqtr9HbFxsbCy8sLSqUSM2fOxLFjx+6qPKnWj8zMTCxYsACenp545plnsHr1\nanHfjbly5YrB/RWQdl3Izs6Gm5sbfv/9d3Hbrl277up5JbX6ULfdGBAQcNfXRG5uLgICAqBUKjFn\nzhwUFhYCAPbs2YNnn30WXl5eSEpKEj9/4sQJjBgxwui9OSEhAePHj7+r/bnXMOhpRj179kRUVBSi\no6MRFRV1VzeQ48eP4/z580hISMDWrVvx7rvvAgA2bNgApVKJmJgYuLi44PPPPwcABAcH49FHHzVa\n1vr169GjR4873pf6uLi4ICUlRfz/5cuXUVJSckdlSeF4myIlJQUuLi44cODAHX0/MzMTycnJ+Oyz\nzxAXF4fw8HCUlpZi+/btGDp0KOLi4jBp0iSEhYUBqA0U+/btC0EQDMravHkzOnTocFfH01TNWRe0\ntm3bBg8PD0RHR2P+/PnYuHEjAGDNmjXYtGkT4uPjceTIEZw/fx4VFRVYvXo1hg8fblCOSqVCWFgY\nunTpclf7cye2bt2K0aNH31UZ5nIejNXhNWvWICgoCNHR0XBxccHOnTuRlZWFffv2ISEhAZ988glC\nQkKg0Whw8uTJeoO68+fP44cffjD6O0zhbu8LuoKDg7Fx40bExcWhtLQU3333HU6ePIlLly4hISEB\nq1evxpo1awAAycnJKCwsNPo3P3LkCLKysu56f5oqOzsbiYmJiI+PR3R0NN5//329YP1OSLF+aDQa\nLF68GAEBAUhMTMTOnTvh7OyMt956q97vpKam6gUvWlKtC1q9evXCBx980GzlSbE+6LYbV61ahdWr\nV+sFgrfro48+gre3N6KjozFhwgRs27YNFRUV2Lx5MyIjIxEVFYXIyEgUFxcjMzMT27dvN/oiz2vX\nruHrr79utXtmS2HQYwIffvghlEolZs+ejb1794rbv/nmGwQEBGD69On49ddf9b7z2GOPYcOGDQAA\nBwcHVFRUQK1W48SJExg3bhwAYNy4cTh69CiA2ot9yJAhBr87NTUV9vb2ePjhh5v9uNzd3XH06FFo\nFwD88ssvMWrUKPHnX3zxhdgLtWLFCgC1PTmBgYHw9fXF1atXJXW8jblx4wbOnj2L1157TS8AUCqV\nWLduHfz8/ODt7Y0rV67gxIkTWLBgAfz8/PDLL7+In+3Rowfi4uIgCAKsrKxgZ2eHsrIypKamYtKk\nSQD0z8PLL7+MiRMnGuxLRkYGMjIyMGbMmBY+6lp3UhdmzpyJzMxMAEBeXh6eeeYZvTKff/55+Pv7\nAwAcHR1x/fp1ZGZmokOHDujatSsEQcCYMWOQmpoKGxsbhIeHG32gb9myBb6+vrCysmqRY2+qXbt2\n4b333gMAlJeXiz1okydPRkREBHx9feHl5YXy8nK975nLeTC2kOiWLVvQv39/AICTkxOuX7+O48eP\n469//SssLCzg5OQEZ2dnpKeno1+/fnj33XdhaWlpUE5ISAhefvnlFjyq+jV0X9D2MMfGxmLTpk2o\nqanBkiVL4O3tjZCQEKPX786dO8W/r/acHDt2TLwP9OrVC8XFxSgrK8PkyZMRGBhoUIZKpcKWLVuw\ncOHCljhko0pKSqBSqcTedxcXF0RHRwOobWT6+/sjICAAL774IkpLS5GdnY1nn30Wr7zyCp599lm8\n/fbbBmVKsX58//33cHV1xdChQ8VtAQEBSEtLw7Vr15CTkyOO6r766qsoLCzExo0bERUVhW+//Vav\nLKnWBa3+/fvDzs7O6AvqIyMj4e3tDW9vb4SHh+P69euYMmWK+PPk5GTxPqIlxfqgq0ePHli4cKE4\nSh8bG4tZs2bB19cX27dvB1B7HT3//PPw8fHBggULDEbtVq5cicmTJwP48xycPn0a7u7uaNu2LWxs\nbDBkyBD8+OOP6NKlCz7++GPY29sb7Mv69euNZtJIHYOeZmTsof3DDz8gJycH0dHR2L59OzZv3gyV\nSgUAUCgU2LZtG5YsWYJPPvlE73uCIMDW1hYAkJiYiLFjx0KhUKCiokJstHTs2BH5+fkAADs7O4Pf\nXV1djY8//tjoja45WFlZwd3dXbxhffPNN3oP6crKSkRERCAuLg4ZGRn4448/ANQO1cfExOg1zKRw\nvI3Zv38/xo0bh9GjR+PSpUt6QZ2joyOioqIwbdo08eb1+++/49NPP4Wbm5teOW3atAFQ+3B0dHRE\n165dkZ+fD0dHRwCNnwcAeO+997B8+fLmPsR63UldePrpp8VOgG+++QZPPvmkXpnW1tbiA0l77goK\nCuDk5CR+xsnJCVevXoVCoYC1tbXBfl28eBHnzp3DlClTjF6fpqbba6b9d01NDXr37o2YmBg4Ozsb\npDeYy3kwpm3btgBqg6Pdu3djypQpRo89Pz+/3mth165dGDp0aKu9CLuh+0Jdhw8fRnV1NRISEjBs\n2DDxOtelPSdXr17F0aNHMWbMGINz4ujoiIKCgnrPSVhYGGbNmiWWZQp9+vTBgAEDMGHCBAQFBWHf\nvn24efMmAOCdd97BO++8g23btmHEiBFio+/cuXNYtmwZkpKScObMGZw7d06vTCnWj4yMDPTt29dg\n+8MPP4yLFy/iww8/xNy5c8VnZHZ2Np555hn4+fmJHYBaUq0LugIDA/HRRx/pbcvKykJycjLi4+MR\nGxuLvXv3oqSkBN27d8f58+cB1D4zdIMgQJr1oa5+/frh/PnzyMrKwoEDBxAfH4+YmBjs378fubm5\niIiIwOjRoxEbG4vhw4eLHaBatra2EAQBarUacXFx9T4v8vPzYWNjY/T+e+LECdja2sLd3f2eeF40\nJwY9zejChQt6c3r+/e9/46effkJaWhr8/Pwwd+5cABAfetqeHnd3d1y4cMFomf/5z3+wc+dOcehb\nt4I2VhnDwsIwc+ZMMYpvico7depUpKSk4I8//kC3bt3EBjtQO2KzcOFCKJVKZGRkiPnsAwYMqLe8\ne/14G5KSkoLHH38cCoUCkydP1hvVGzFiBABg0KBBuHjxIoDaRoCxXiYA+N///of169fj/fffB2B4\nHhpqKCYnJ2Pw4MFwdnYWP28Kt1sXnnjiCXHu1sGDB/HEE08YLXf9+vWwsbExOm+psWNbu3atSYO/\nO6VNL+jatWu9aYHmcB6MKS8vx6JFizB37lz07NnT4OcNHfuNGzewc+dOBAQEQKPRtMoDvKH7Ql3n\nz58XR7DHjBkDCwsLo58rLCzEwoULsXLlSrRv397g5w0d56VLl3D27Fk8/vjjJj8f7733HmJiYtC3\nb1+Eh4djzpw5AIC0tDS8+eabUCqV2LNnDwoKCgAADz74ILp27QoAGDhwoNHnpNTqh7ZBWpdarYaF\nhQV++eUXDB48GADwyiuvNPrydqnWBS0XFxf069dP77r49ddfMWjQIAiCAAsLCwwZMgTnzp3DpEmT\n8N///hcqlQrp6ekYNGiQQXlSqw91lZWVQaFQIC0tDZcuXRLblBUVFcjKysIvv/wi3iP8/f0xYcIE\ngzLUajWWLVuG4cOHY9iwYQY/b+i4qqurERoa2moj4y3NeIuL7og2N1PX9u3bMWPGDPzjH/8w+Hxj\nvZ2HDx9GWFgYIiIixB4MOzs7qFQqWFtbIy8vr8H8/O+//x4ajQYxMTG4fPkyzpw5gw0bNqBXr153\neogGhg8fjlWrVqFz5856vS7V1dVYtWoVvvjiCzg5OWHBggXiz+pLr5HC8dYnLy8Pp0+fFofbKysr\n4eDggOeeew4AxIecbsBS33n47bff8NZbbyEsLEx84Hfp0gUFBQWwt7dv9DwcOnQIWVlZ+Pbbb5Gb\nmwsbGxt069bN6DyP5nS7daFDhw7o1q0bzpw5A41GY/SYQkNDUVRUJM7x6tKli17vd0PnIi8vDxcu\nXMCyZcug0WiQn58PpVIpptS0pJKSErRp0waWlpZiY0b3Gq+pqdH7fH2NWy1zOQ913bx5Ey+88AKe\neuopTJ8+HUDtses2fhs69tTUVBQVFcHHxwdVVVXIzMxESEiIyQLAhu4LuudBu0ALUJsBoGXsuVBa\nWor58+dj6dKl4jWtvT9oXb16FZ07dzZazsGDB3HlyhV4e3ujpKQERUVFiIiIEDvlWpJKpULPnj3R\ns2dP+Pr64m9/+xtycnJgZ2dn8OzMzs7WCw5dUe/BAAAHAklEQVSMdfZIsX707NkT8fHxBtvT09Ph\n6uoKhUJhNCgyRsp1QZc2SPHx8YGVlZVBYKhSqSAIAiZOnIglS5bgoYce0kuf1pJifajr7NmzcHNz\ng7W1NcaOHWuQ1hkeHt5o/QgKCoKrqysWLVoEwPjzQhtY1/Xrr7+isLAQ8+fPh0ajQUFBAZYuXdqs\nc69aE0d6mpGx6HngwIH49ttvodFoUFVVhdWrV4s/++GHHwAAP/30k0HDvLS0FOvXr8eWLVvQrl07\ncfvw4cPFybAHDhzQmxxct2ciPj4eCQkJ2LFjB8aOHYvg4OBmDwCsrKzwl7/8BZ9//rne0HtZWRks\nLS3h5OSEK1eu4OzZs2JanzFSOd76pKSkwMfHB8nJyUhOTsb+/ftx48YNcc7KqVOnANSO4DS0T2q1\nGq+//jo2btyI++67T9w+atQo7N+/HwDw1VdfNXgePvzwQyQmJmLHjh3w9PTEokWLWjzgAW6vLmgb\neU899RRWrVplkKYA1F4faWlpYkMfAJydnVFWVoacnBzU1NTg4MGDRh9+QO2oyVdffSXWic6dO5uk\noQ8Ab7/9Nr7++mtoNBpkZGTA1dUV9vb24iiv9tpvCnM+D2FhYRg6dKjefK9hw4bh0KFDqKmpQV5e\nHq5evYrevXsb/f6UKVOQkpKChIQEbNq0CW5ubiZtwDR0X2jXrp3YEPnxxx8B1PZ6ayesf//992L6\nl66QkBAEBARg5MiR4raRI0eK98mff/4ZXbt21Uvf0b0/+Pv7Y/fu3UhISEBwcDDGjBljkkZuYmKi\n3mT94uJiaDQadOrUCY888gi+++47AMDevXvFNNnLly+joKAAarUap0+fNvg7S7F+jBw5EtnZ2eLx\nArWdo48++igcHBz00oRDQ0Nx7NgxCIJgtINAqnWhro4dO2LixIlISEgAAPTt2xenT5+GWq1GTU0N\n0tLS4Obmhi5dukAQBKSkpBh9ZkixPuj+PS5fvozt27cjICAA/fr1w/Hjx1FZWQmNRoM1a9ZApVJh\nwIABYv3YsWOHwWp3e/bsgbW1NV588UVx28CBA3H27FmUlpairKwMP/30k8HiBdr9cHd3Fxd+2LFj\nBzp16iSbgAfgSE+zMtYrN3jwYAwdOhReXl4AgNmzZ+v9fMGCBcjLy8O6dev0tu/duxfXr1/HkiVL\nxB6udevWYfHixXjttdewY8cOdO/eHX//+9+hVqvh7++P0tJS5OXlwc/PDy+88ILeRMmWNHXqVBQV\nFelNhuvQoQNGjBgBT09P9OnTB/PmzUNISAj8/PyMliGl4zXmyy+/NPgbTp8+HV9++SUEQUBOTg7m\nzZuH0tJShIaGiiludR07dgzZ2dlYsWKFeB6WLVsGX19fLFu2DD4+PnBwcMD69esBAC+99BJyc3Nx\n8eJF+Pn5wcvLq940MVNoal1Yu3YtkpOTMW7cOLz11luYOnWqQVnx8fHIzc2Fn58fNBoNHB0dERoa\niuDgYHHofdq0aXjggQfw888/IyQkBDk5ObC0tMSBAwewadMmODg4iOWZchUabb2NiorCmDFj4Ozs\njPbt2+OTTz6Bn5+fXupSYyO+5ngetOLi4nD//ffjyJEjEAQBw4YNw6JFizBz5kz4+PhAEASxJzQp\nKQm7d+/GuXPnEBQUhF69eiEkJMRkx2pMffeFvXv3YubMmVi5ciVcXV3F1SbHjh2LpKQk+Pj44LHH\nHjNYfbGyshJ79uzB5cuX8dlnn0EQBDz55JPw9PSEm5sbvL29YWFhgeDgYAC1E7uPHDki9twOGjQI\nr7zyimkOvo4ZM2YgIyMDnp6esLOzw82bN/Hmm2/C2toar7/+OlasWIGtW7fC1tYWH3zwAUpKSuDq\n6op//etfSE9Ph4eHh0GHkRTrhyAIiIiIwIoVKxAaGgq1Wo3+/fvjzTffBFB7zQQFBSEuLg7du3fH\n4sWLodFosHz5cnTs2BHTpk0DIO26YMycOXPEoMfZ2Vn8G2o0GsycOVPsBBw/fry4+l9dUqwP2me3\nSqWCWq1GcHCwmOHh7+8PHx8fWFpaYsKECbC2toa/vz9effVVKJVK2NvbGwQkcXFxUKlUUCqVEAQB\nvXv3xooVK7B06VLMmTMHCoUCixcvhr29PQ4dOoTw8HBcuHABP//8M6KjoxEREaFXntxWbxM0cpul\nRHSPUSqVCA4Orrd3yZylpqZi9+7dDb7Tishc3LhxA8ePH8fkyZORl5eHgICABucAyVl2djb++c9/\niq8pICK6WxzpIWphcuspaS4bN27EkSNHEBoa2tq7QnRPaNu2Lfbt24eIiAhoNBq8/vrrrb1LrYr3\nTiJqThzpISIiIiIiWeNCBkREREREJGsMeoiIiIiISNYY9BARERERkawx6CEiIiIiIllj0ENERERE\nRLL2f1jz2/ldLaXpAAAAAElFTkSuQmCC\n",
377 "text/plain": [
378 "<matplotlib.figure.Figure at 0x7f3637ca67d0>"
379 ]
380 },
381 "metadata": {},
382 "output_type": "display_data"
383 }
384 ],
385 "source": [
386 "QQQ = QQQ.diff()[1:]\n",
387 "QQQ.name = QQQ.name + ' Additive Returns'\n",
388 "check_for_stationarity(QQQ)\n",
389 "plt.plot(QQQ.index, QQQ.values)\n",
390 "plt.ylabel('Additive Returns')\n",
391 "plt.legend([QQQ.name]);"
392 ]
393 },
394 {
395 "cell_type": "markdown",
396 "metadata": {
397 "deletable": true,
398 "editable": true
399 },
400 "source": [
401 "----"
402 ]
403 },
404 {
405 "cell_type": "markdown",
406 "metadata": {
407 "deletable": true,
408 "editable": true
409 },
410 "source": [
411 "#Exercise 3: Find a Stationary Linear (Cointegrated) Combination\n",
412 "\n",
413 "Use the techniques laid out in the lecture notebook to find a linear combination of the following timeseries that is stationary."
414 ]
415 },
416 {
417 "cell_type": "code",
418 "execution_count": 11,
419 "metadata": {
420 "collapsed": false,
421 "deletable": true,
422 "editable": true
423 },
424 "outputs": [],
425 "source": [
426 "T = 500\n",
427 "\n",
428 "X1 = pd.Series(index=range(T))\n",
429 "X1.name = 'X1'\n",
430 "\n",
431 "for t in range(T):\n",
432 " # Now the parameters are dependent on time\n",
433 " # Specifically, the mean of the series changes over time\n",
434 " params = (t * 0.1, 1)\n",
435 " X1[t] = generate_datapoint(params)\n",
436 "\n",
437 "X2 = np.power(X1, 2) + X1\n",
438 "X3 = np.power(X1, 3) + X1\n",
439 "X4 = np.sin(X1) + X1\n",
440 "\n",
441 "# We now have 4 time series, X1, X2, X3, X4\n",
442 "# Determine a linear combination of the 4 that is stationary over the \n",
443 "# time period shown using the techniques in the lecture."
444 ]
445 },
446 {
447 "cell_type": "code",
448 "execution_count": 12,
449 "metadata": {
450 "collapsed": false,
451 "deletable": true,
452 "editable": true
453 },
454 "outputs": [
455 {
456 "data": {
457 "text/plain": [
458 "const 0.017736\n",
459 "X1 0.997973\n",
460 "dtype: float64"
461 ]
462 },
463 "execution_count": 12,
464 "metadata": {},
465 "output_type": "execute_result"
466 }
467 ],
468 "source": [
469 "X1 = sm.add_constant(X1)\n",
470 "results = sm.OLS(X4, X1).fit()\n",
471 "\n",
472 "# Get rid of the constant column\n",
473 "X1 = X1['X1']\n",
474 "\n",
475 "results.params"
476 ]
477 },
478 {
479 "cell_type": "code",
480 "execution_count": 13,
481 "metadata": {
482 "collapsed": false,
483 "deletable": true,
484 "editable": true
485 },
486 "outputs": [
487 {
488 "data": {
489 "image/png": 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9r5Pi+Az42M7xcXBwcNCQxTDo6LcCfJFQN31CbQ5R3e3lYxfxh/c/V9iwHCay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\n3KaEFa5p68qI5yywbfDWZn4GI5ISPnWf1aw9FkXEJ8zUmLVifGC0rXR7i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bsEU4ffcnFb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\ntYpPLkLxYd+9Sg1vnp7CsqWdQUCviXxEw4JSpRYR+LDvuckH5J7iA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VJ8CIIgCIIg5gcF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\n",
490 "text/plain": [
491 "<matplotlib.figure.Figure at 0x7f363cb07f90>"
492 ]
493 },
494 "metadata": {},
495 "output_type": "display_data"
496 }
497 ],
498 "source": [
499 "plt.plot(X4-0.99 * X1);"
500 ]
501 },
502 {
503 "cell_type": "code",
504 "execution_count": 14,
505 "metadata": {
506 "collapsed": false,
507 "deletable": true,
508 "editable": true
509 },
510 "outputs": [
511 {
512 "name": "stdout",
513 "output_type": "stream",
514 "text": [
515 "p-value = 7.40184822771e-07 The series is likely stationary.\n"
516 ]
517 },
518 {
519 "data": {
520 "text/plain": [
521 "True"
522 ]
523 },
524 "execution_count": 14,
525 "metadata": {},
526 "output_type": "execute_result"
527 }
528 ],
529 "source": [
530 "check_for_stationarity(X4 - 0.99*X1)"
531 ]
532 },
533 {
534 "cell_type": "markdown",
535 "metadata": {},
536 "source": [
537 "---\n",
538 "\n",
539 "Congratulations on completing the Integration, Cointegration, and Stationarity answer key!\n",
540 "\n",
541 "As you learn more about writing trading models and the Quantopian platform, enter the daily [Quantopian Contest](https://www.quantopian.com/contest). Your strategy will be evaluated for a cash prize every day.\n",
542 "\n",
543 "Start by going through the [Writing a Contest Algorithm](https://www.quantopian.com/tutorials/contest) tutorial."
544 ]
545 },
546 {
547 "cell_type": "markdown",
548 "metadata": {
549 "deletable": true,
550 "editable": true
551 },
552 "source": [
553 "*This presentation is for informational purposes only and does not constitute an offer to sell, a solicitation 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.*"
554 ]
555 }
556 ],
557 "metadata": {
558 "kernelspec": {
559 "display_name": "Python 2",
560 "language": "python",
561 "name": "python2"
562 },
563 "language_info": {
564 "codemirror_mode": {
565 "name": "ipython",
566 "version": 2
567 },
568 "file_extension": ".py",
569 "mimetype": "text/x-python",
570 "name": "python",
571 "nbconvert_exporter": "python",
572 "pygments_lexer": "ipython2",
573 "version": "2.7.12"
574 }
575 },
576 "nbformat": 4,
577 "nbformat_minor": 0
578 }