├── Code Files ├── 10 Variables │ └── Python 3 │ │ ├── Variables - Exercise_Py3.ipynb │ │ ├── Variables - Lecture_Py3.ipynb │ │ └── Variables - Solution_Py3.ipynb └── 98 The Essence of Monte Carlo Simulations │ └── Python 3 │ └── What Is a Normal Distribution - Note.ipynb ├── LICENSE ├── README.md ├── S02 - Introduction to Programming with Python ├── Intro to Python - Flashcards.txt ├── Jupyter Shortcuts.pdf └── Python for Finance Course Notes - Part I.pdf ├── S09 - Using Iterations in Python └── Prompts for Python Coding.pdf ├── S10 - Advanced Python Tools └── 47 Packages Exercise.pdf ├── S11 - Part II Finance - Calculate and Compare RoR in Python └── Python for Finance Course Notes - Part II.pdf ├── S13 - Part II Finance - Regressions for Fin. Analysis ├── Housing Data.xlsx ├── Housing.xlsx └── Python for Finance Course Notes - Part II.pdf ├── S14 - Part II Finance - Markowitz Portfolio Optimization ├── 14. Markowitz Efficient frontier.xlsx ├── Markowitz_Data.csv └── Python for Finance Course Notes - Part II.pdf ├── S15 - Part II Finance - The Capital Asset Pricing Model ├── CAPM_Data.csv └── Python for Finance Course Notes - Part II.pdf └── S16 - Part II Finance - Multivariate Regression Analysis └── Housing (2).xlsx /Code Files/10 Variables/Python 3/Variables - Exercise_Py3.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "## Variables" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "Create a variable with name \"x\" and a value of 10. Execute." 15 | ] 16 | }, 17 | { 18 | "cell_type": "code", 19 | "execution_count": null, 20 | "metadata": { 21 | "collapsed": true 22 | }, 23 | "outputs": [], 24 | "source": [] 25 | }, 26 | { 27 | "cell_type": "markdown", 28 | "metadata": {}, 29 | "source": [ 30 | "Tell the computer to show you the value of that variable." 31 | ] 32 | }, 33 | { 34 | "cell_type": "code", 35 | "execution_count": null, 36 | "metadata": { 37 | "collapsed": true 38 | }, 39 | "outputs": [], 40 | "source": [] 41 | }, 42 | { 43 | "cell_type": "markdown", 44 | "metadata": {}, 45 | "source": [ 46 | "Can you think of a second way to obtain the same result? " 47 | ] 48 | }, 49 | { 50 | "cell_type": "code", 51 | "execution_count": null, 52 | "metadata": { 53 | "collapsed": true 54 | }, 55 | "outputs": [], 56 | "source": [] 57 | }, 58 | { 59 | "cell_type": "markdown", 60 | "metadata": {}, 61 | "source": [ 62 | "On the same line, create four new variables: a,b,c, and d, that are equal to 10, 20, 30, and 40, respectively." 63 | ] 64 | }, 65 | { 66 | "cell_type": "code", 67 | "execution_count": null, 68 | "metadata": { 69 | "collapsed": true 70 | }, 71 | "outputs": [], 72 | "source": [] 73 | }, 74 | { 75 | "cell_type": "markdown", 76 | "metadata": {}, 77 | "source": [ 78 | "Tell the computer to show you the value corresponding to the variable \"b\"." 79 | ] 80 | }, 81 | { 82 | "cell_type": "code", 83 | "execution_count": null, 84 | "metadata": { 85 | "collapsed": true 86 | }, 87 | "outputs": [], 88 | "source": [] 89 | }, 90 | { 91 | "cell_type": "markdown", 92 | "metadata": {}, 93 | "source": [ 94 | "Do the same for \"d\"." 95 | ] 96 | }, 97 | { 98 | "cell_type": "code", 99 | "execution_count": null, 100 | "metadata": { 101 | "collapsed": true 102 | }, 103 | "outputs": [], 104 | "source": [] 105 | } 106 | ], 107 | "metadata": { 108 | "anaconda-cloud": {}, 109 | "kernelspec": { 110 | "display_name": "Python 3", 111 | "language": "python", 112 | "name": "python3" 113 | }, 114 | "language_info": { 115 | "codemirror_mode": { 116 | "name": "ipython", 117 | "version": 3 118 | }, 119 | "file_extension": ".py", 120 | "mimetype": "text/x-python", 121 | "name": "python", 122 | "nbconvert_exporter": "python", 123 | "pygments_lexer": "ipython3", 124 | "version": "3.6.4" 125 | } 126 | }, 127 | "nbformat": 4, 128 | "nbformat_minor": 1 129 | } 130 | -------------------------------------------------------------------------------- /Code Files/10 Variables/Python 3/Variables - Lecture_Py3.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [], 8 | "source": [ 9 | "x = 5" 10 | ] 11 | }, 12 | { 13 | "cell_type": "code", 14 | "execution_count": 2, 15 | "metadata": {}, 16 | "outputs": [ 17 | { 18 | "data": { 19 | "text/plain": [ 20 | "5" 21 | ] 22 | }, 23 | "execution_count": 2, 24 | "metadata": {}, 25 | "output_type": "execute_result" 26 | } 27 | ], 28 | "source": [ 29 | "x" 30 | ] 31 | }, 32 | { 33 | "cell_type": "code", 34 | "execution_count": 3, 35 | "metadata": {}, 36 | "outputs": [], 37 | "source": [ 38 | "y = 8" 39 | ] 40 | }, 41 | { 42 | "cell_type": "code", 43 | "execution_count": 4, 44 | "metadata": {}, 45 | "outputs": [ 46 | { 47 | "ename": "NameError", 48 | "evalue": "name 'Y' is not defined", 49 | "output_type": "error", 50 | "traceback": [ 51 | "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", 52 | "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", 53 | "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mY\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", 54 | "\u001b[1;31mNameError\u001b[0m: name 'Y' is not defined" 55 | ] 56 | } 57 | ], 58 | "source": [ 59 | "Y" 60 | ] 61 | }, 62 | { 63 | "cell_type": "code", 64 | "execution_count": 5, 65 | "metadata": {}, 66 | "outputs": [ 67 | { 68 | "name": "stdout", 69 | "output_type": "stream", 70 | "text": [ 71 | "8\n" 72 | ] 73 | } 74 | ], 75 | "source": [ 76 | "print (y)" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": 6, 82 | "metadata": {}, 83 | "outputs": [], 84 | "source": [ 85 | "x,y = (1,2)" 86 | ] 87 | }, 88 | { 89 | "cell_type": "code", 90 | "execution_count": 7, 91 | "metadata": {}, 92 | "outputs": [ 93 | { 94 | "data": { 95 | "text/plain": [ 96 | "1" 97 | ] 98 | }, 99 | "execution_count": 7, 100 | "metadata": {}, 101 | "output_type": "execute_result" 102 | } 103 | ], 104 | "source": [ 105 | "x" 106 | ] 107 | }, 108 | { 109 | "cell_type": "code", 110 | "execution_count": 8, 111 | "metadata": {}, 112 | "outputs": [ 113 | { 114 | "data": { 115 | "text/plain": [ 116 | "2" 117 | ] 118 | }, 119 | "execution_count": 8, 120 | "metadata": {}, 121 | "output_type": "execute_result" 122 | } 123 | ], 124 | "source": [ 125 | "y" 126 | ] 127 | }, 128 | { 129 | "cell_type": "code", 130 | "execution_count": 9, 131 | "metadata": {}, 132 | "outputs": [ 133 | { 134 | "ename": "ValueError", 135 | "evalue": "too many values to unpack (expected 2)", 136 | "output_type": "error", 137 | "traceback": [ 138 | "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", 139 | "\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", 140 | "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", 141 | "\u001b[1;31mValueError\u001b[0m: too many values to unpack (expected 2)" 142 | ] 143 | } 144 | ], 145 | "source": [ 146 | "x,y = (1,2,3)" 147 | ] 148 | } 149 | ], 150 | "metadata": { 151 | "anaconda-cloud": {}, 152 | "kernelspec": { 153 | "display_name": "Python 3", 154 | "language": "python", 155 | "name": "python3" 156 | }, 157 | "language_info": { 158 | "codemirror_mode": { 159 | "name": "ipython", 160 | "version": 3 161 | }, 162 | "file_extension": ".py", 163 | "mimetype": "text/x-python", 164 | "name": "python", 165 | "nbconvert_exporter": "python", 166 | "pygments_lexer": "ipython3", 167 | "version": "3.6.4" 168 | } 169 | }, 170 | "nbformat": 4, 171 | "nbformat_minor": 1 172 | } 173 | -------------------------------------------------------------------------------- /Code Files/10 Variables/Python 3/Variables - Solution_Py3.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "## Variables" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "*Suggested Answers follow (usually there are multiple ways to solve a problem in Python).*" 15 | ] 16 | }, 17 | { 18 | "cell_type": "markdown", 19 | "metadata": {}, 20 | "source": [ 21 | "Create a variable with name \"x\" and a value of 10. Execute." 22 | ] 23 | }, 24 | { 25 | "cell_type": "code", 26 | "execution_count": 1, 27 | "metadata": {}, 28 | "outputs": [], 29 | "source": [ 30 | "x = 10" 31 | ] 32 | }, 33 | { 34 | "cell_type": "markdown", 35 | "metadata": {}, 36 | "source": [ 37 | "Tell the computer to show you the value of that variable." 38 | ] 39 | }, 40 | { 41 | "cell_type": "code", 42 | "execution_count": 2, 43 | "metadata": {}, 44 | "outputs": [ 45 | { 46 | "data": { 47 | "text/plain": [ 48 | "10" 49 | ] 50 | }, 51 | "execution_count": 2, 52 | "metadata": {}, 53 | "output_type": "execute_result" 54 | } 55 | ], 56 | "source": [ 57 | "x" 58 | ] 59 | }, 60 | { 61 | "cell_type": "markdown", 62 | "metadata": {}, 63 | "source": [ 64 | "Can you think of a second way to obtain the same result? " 65 | ] 66 | }, 67 | { 68 | "cell_type": "code", 69 | "execution_count": 3, 70 | "metadata": {}, 71 | "outputs": [ 72 | { 73 | "name": "stdout", 74 | "output_type": "stream", 75 | "text": [ 76 | "10\n" 77 | ] 78 | } 79 | ], 80 | "source": [ 81 | "print (x)" 82 | ] 83 | }, 84 | { 85 | "cell_type": "markdown", 86 | "metadata": {}, 87 | "source": [ 88 | "On the same line, create four new variables: a,b,c, and d, that are equal to 10, 20, 30, and 40, respectively." 89 | ] 90 | }, 91 | { 92 | "cell_type": "code", 93 | "execution_count": 4, 94 | "metadata": {}, 95 | "outputs": [], 96 | "source": [ 97 | "a,b,c,d = (10,20,30,40)" 98 | ] 99 | }, 100 | { 101 | "cell_type": "markdown", 102 | "metadata": {}, 103 | "source": [ 104 | "Alternatively:" 105 | ] 106 | }, 107 | { 108 | "cell_type": "code", 109 | "execution_count": 5, 110 | "metadata": {}, 111 | "outputs": [], 112 | "source": [ 113 | "a,b,c,d = 10,20,30,40" 114 | ] 115 | }, 116 | { 117 | "cell_type": "markdown", 118 | "metadata": {}, 119 | "source": [ 120 | "Tell the computer to show you the value corresponding to the variable \"b\"." 121 | ] 122 | }, 123 | { 124 | "cell_type": "code", 125 | "execution_count": 6, 126 | "metadata": {}, 127 | "outputs": [ 128 | { 129 | "data": { 130 | "text/plain": [ 131 | "20" 132 | ] 133 | }, 134 | "execution_count": 6, 135 | "metadata": {}, 136 | "output_type": "execute_result" 137 | } 138 | ], 139 | "source": [ 140 | "b" 141 | ] 142 | }, 143 | { 144 | "cell_type": "markdown", 145 | "metadata": {}, 146 | "source": [ 147 | "Alternatively:" 148 | ] 149 | }, 150 | { 151 | "cell_type": "code", 152 | "execution_count": 7, 153 | "metadata": {}, 154 | "outputs": [ 155 | { 156 | "name": "stdout", 157 | "output_type": "stream", 158 | "text": [ 159 | "20\n" 160 | ] 161 | } 162 | ], 163 | "source": [ 164 | "print (b)" 165 | ] 166 | }, 167 | { 168 | "cell_type": "markdown", 169 | "metadata": {}, 170 | "source": [ 171 | "Do the same for \"d\"." 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 8, 177 | "metadata": {}, 178 | "outputs": [ 179 | { 180 | "data": { 181 | "text/plain": [ 182 | "40" 183 | ] 184 | }, 185 | "execution_count": 8, 186 | "metadata": {}, 187 | "output_type": "execute_result" 188 | } 189 | ], 190 | "source": [ 191 | "d" 192 | ] 193 | }, 194 | { 195 | "cell_type": "markdown", 196 | "metadata": {}, 197 | "source": [ 198 | "Or:" 199 | ] 200 | }, 201 | { 202 | "cell_type": "code", 203 | "execution_count": 9, 204 | "metadata": {}, 205 | "outputs": [ 206 | { 207 | "name": "stdout", 208 | "output_type": "stream", 209 | "text": [ 210 | "40\n" 211 | ] 212 | } 213 | ], 214 | "source": [ 215 | "print (d)" 216 | ] 217 | } 218 | ], 219 | "metadata": { 220 | "anaconda-cloud": {}, 221 | "kernelspec": { 222 | "display_name": "Python 3", 223 | "language": "python", 224 | "name": "python3" 225 | }, 226 | "language_info": { 227 | "codemirror_mode": { 228 | "name": "ipython", 229 | "version": 3 230 | }, 231 | "file_extension": ".py", 232 | "mimetype": "text/x-python", 233 | "name": "python", 234 | "nbconvert_exporter": "python", 235 | "pygments_lexer": "ipython3", 236 | "version": "3.6.4" 237 | } 238 | }, 239 | "nbformat": 4, 240 | "nbformat_minor": 1 241 | } 242 | -------------------------------------------------------------------------------- /Code Files/98 The Essence of Monte Carlo Simulations/Python 3/What Is a Normal Distribution - Note.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "Theoretically, a distribution of a statistical dataset shows us the frequency at which possible values occur within an interval. \n", 8 | "\n", 9 | "There are many statistical distributions, and the most popular ones have their own names. In this notebook file, we will focus on one of them - the normal distribution, also called Gaussian distribution. \n", 10 | "\n", 11 | "The examples we show will best clarify the concept." 12 | ] 13 | }, 14 | { 15 | "cell_type": "markdown", 16 | "metadata": {}, 17 | "source": [ 18 | "To begin, import NumPy, Matplotlib Pyplot, the \"norm\" module from \"scipy.stats\", and matplotlib inline." 19 | ] 20 | }, 21 | { 22 | "cell_type": "code", 23 | "execution_count": 1, 24 | "metadata": { 25 | "collapsed": true 26 | }, 27 | "outputs": [], 28 | "source": [ 29 | "import numpy as np\n", 30 | "import matplotlib.pyplot as plt\n", 31 | "from scipy.stats import norm\n", 32 | "%matplotlib inline" 33 | ] 34 | }, 35 | { 36 | "cell_type": "markdown", 37 | "metadata": {}, 38 | "source": [ 39 | "In one of our earlier lectures, we learned how to create random numbers with np.random.random() and np.random.randint(). This time, we will use NumPy to create a random normal distribution:" 40 | ] 41 | }, 42 | { 43 | "cell_type": "code", 44 | "execution_count": 2, 45 | "metadata": {}, 46 | "outputs": [ 47 | { 48 | "data": { 49 | "text/plain": [ 50 | "array([ 11.77266849, 10.6249836 , 18.42528032, 6.31243697,\n", 51 | " 7.32044771, 8.35460137, 2.78685596, 2.65450221,\n", 52 | " 16.42099858, 20.28531396, 11.13727989, 17.8062076 ,\n", 53 | " 12.82867554, 16.74197155, 8.03791196, 8.70148002,\n", 54 | " 8.36890497, 19.0067883 , -2.77026618, 16.21050317,\n", 55 | " 10.96923513, 9.60378147, 6.56628897, 5.69344534,\n", 56 | " 7.47583106, 5.0260728 , 11.19319394, 12.92312607,\n", 57 | " 8.29713094, 15.55412466, 14.46881743, 10.96575482,\n", 58 | " 6.67973752, 2.36127529, 9.2001956 , 12.83628706,\n", 59 | " 10.66330908, 12.53340929, 9.39947559, 11.36364912])" 60 | ] 61 | }, 62 | "execution_count": 2, 63 | "metadata": {}, 64 | "output_type": "execute_result" 65 | } 66 | ], 67 | "source": [ 68 | "normal_d = np.random.normal(10,5,40)\n", 69 | "normal_d" 70 | ] 71 | }, 72 | { 73 | "cell_type": "markdown", 74 | "metadata": {}, 75 | "source": [ 76 | "In parentheses, we specified the mean value around which the distribution will be centered. We chose it to be 10. Next, the standard deviation will be equal to 5. This is why, when you skim through the numbers within the array, you will see they are all around 10 and rarely less than 5 or greater than 15.
\n", 77 | "\n", 78 | "The last argument within the parentheses shows the number of observations generated by NumPy - 40. This is why the obtained one-dimensional array contains 40 values. Great!" 79 | ] 80 | }, 81 | { 82 | "cell_type": "markdown", 83 | "metadata": {}, 84 | "source": [ 85 | "***" 86 | ] 87 | }, 88 | { 89 | "cell_type": "markdown", 90 | "metadata": {}, 91 | "source": [ 92 | "A specific case of the normal distribution is the standard normal distribution. This is a special case when the mean value of the distribution is 0 and the standard deviation equals 1.
\n", 93 | "\n", 94 | "NumPy provides a tool for generating random numbers from a standard normal distribution. This time, you need not specify a mean and a standard deviation value in parentheses. Typing a single argument of 40 in parentheses will provide a one-dimensional array with 40 elements. " 95 | ] 96 | }, 97 | { 98 | "cell_type": "code", 99 | "execution_count": 3, 100 | "metadata": {}, 101 | "outputs": [ 102 | { 103 | "data": { 104 | "text/plain": [ 105 | "array([ 5.78403210e-01, -1.16066151e+00, -7.50560144e-02,\n", 106 | " -4.04112388e-01, 6.39539929e-01, 1.50261121e+00,\n", 107 | " -2.49178993e-01, -8.59197429e-02, 1.77054652e+00,\n", 108 | " 5.42528816e-01, 5.69881886e-01, 1.02145663e+00,\n", 109 | " 1.45705818e+00, 8.65063097e-01, 1.32844656e-01,\n", 110 | " 5.28819239e-01, -2.27526640e+00, 1.73986919e+00,\n", 111 | " 7.37895949e-01, -5.30052661e-02, 1.37578859e+00,\n", 112 | " 6.75217803e-01, -8.98126765e-01, -1.40031584e-01,\n", 113 | " 9.23574414e-01, 4.80102460e-01, 3.06749141e-01,\n", 114 | " 4.20814100e-01, -1.09240025e+00, 1.69819633e+00,\n", 115 | " -8.64388408e-01, 1.44614512e-01, 1.81421517e-03,\n", 116 | " 6.86611185e-01, 8.80441237e-02, -1.60259267e+00,\n", 117 | " -2.07534404e+00, -3.77878598e-01, 5.44339606e-01,\n", 118 | " 8.90792692e-02])" 119 | ] 120 | }, 121 | "execution_count": 3, 122 | "metadata": {}, 123 | "output_type": "execute_result" 124 | } 125 | ], 126 | "source": [ 127 | "std_norm = np.random.standard_normal(40)\n", 128 | "std_norm" 129 | ] 130 | }, 131 | { 132 | "cell_type": "markdown", 133 | "metadata": {}, 134 | "source": [ 135 | "If you would like to create a two-dimensional array with standard-normally distributed values, double the parentheses and designate the dimension in the following way:" 136 | ] 137 | }, 138 | { 139 | "cell_type": "code", 140 | "execution_count": 4, 141 | "metadata": {}, 142 | "outputs": [ 143 | { 144 | "data": { 145 | "text/plain": [ 146 | "array([[ 0.08603075, 0.17033564, -0.83352939, 1.33549587, 0.30358421,\n", 147 | " 0.3334536 , 1.34802887, -1.8879868 , -0.06785751, -0.40407618],\n", 148 | " [ 1.95289149, -0.66297011, 1.90597444, 0.21751886, -0.44583837,\n", 149 | " -0.68349687, 0.56805722, -0.02743108, 0.43358614, 2.26138117],\n", 150 | " [-0.05077113, -0.73061895, 0.16374279, 0.57424734, -1.17317699,\n", 151 | " 0.42946774, 0.4347894 , -1.43390057, -1.45090904, 1.46070612],\n", 152 | " [ 1.01379846, 0.04992844, 0.6606666 , 1.4013053 , 0.82768024,\n", 153 | " -1.21861535, -0.04899639, -0.48907416, 0.10946899, 0.20399748]])" 154 | ] 155 | }, 156 | "execution_count": 4, 157 | "metadata": {}, 158 | "output_type": "execute_result" 159 | } 160 | ], 161 | "source": [ 162 | "std_norm_2 = np.random.standard_normal((4,10))\n", 163 | "std_norm_2" 164 | ] 165 | }, 166 | { 167 | "cell_type": "markdown", 168 | "metadata": {}, 169 | "source": [ 170 | "*************" 171 | ] 172 | }, 173 | { 174 | "cell_type": "markdown", 175 | "metadata": {}, 176 | "source": [ 177 | "Now, let's see how the obtained std_norm result looks when plotted on a graph." 178 | ] 179 | }, 180 | { 181 | "cell_type": "code", 182 | "execution_count": 5, 183 | "metadata": {}, 184 | "outputs": [ 185 | { 186 | "data": { 187 | "image/png": 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Pn7sdiXQGn/rWISyqWEhbCMbwjVenFMtkh4rYQebjcVjqmgFw2W1e/+fwRuuv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\nAABJRU5ErkJggg==\n", 188 | "text/plain": [ 189 | "" 190 | ] 191 | }, 192 | "metadata": {}, 193 | "output_type": "display_data" 194 | } 195 | ], 196 | "source": [ 197 | "plt.plot(std_norm)\n", 198 | "plt.show()" 199 | ] 200 | }, 201 | { 202 | "cell_type": "markdown", 203 | "metadata": {}, 204 | "source": [ 205 | "This is a line chart. The line connects all the points obtained in the *std_norm* array, reading the numbers from left to right and from top to bottom.
\n", 206 | "\n", 207 | "You can see all the values are around 0, and they rarely leave the interval [-1;1].
" 208 | ] 209 | }, 210 | { 211 | "cell_type": "markdown", 212 | "metadata": {}, 213 | "source": [ 214 | "*************" 215 | ] 216 | }, 217 | { 218 | "cell_type": "markdown", 219 | "metadata": {}, 220 | "source": [ 221 | "The next graph shows you the probability with which the data points from a designated range are expected to occur. Hence, the function we will use is called probability density function, and it best exhibits the characteristics of a certain distribution. The probability density function of the normal distribution is contained in the 'scipy.stats' module.
\n", 222 | "\n", 223 | "First, we must set the interval within which we would like to distribute our data. The arguments, -5 and 5, designate the end points of the range. The third argument, 0.01, specifies the distance between two adjacent values." 224 | ] 225 | }, 226 | { 227 | "cell_type": "code", 228 | "execution_count": 6, 229 | "metadata": { 230 | "collapsed": true 231 | }, 232 | "outputs": [], 233 | "source": [ 234 | "range = np.arange(-5, 5, 0.01)" 235 | ] 236 | }, 237 | { 238 | "cell_type": "markdown", 239 | "metadata": {}, 240 | "source": [ 241 | "Finally, we will plot data from this range with a mean of 0 and a standard deviation of 1." 242 | ] 243 | }, 244 | { 245 | "cell_type": "code", 246 | "execution_count": 7, 247 | "metadata": {}, 248 | "outputs": [ 249 | { 250 | "data": { 251 | "text/plain": [ 252 | "[]" 253 | ] 254 | }, 255 | "execution_count": 7, 256 | "metadata": {}, 257 | "output_type": "execute_result" 258 | }, 259 | { 260 | "data": { 261 | "image/png": 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262 | "text/plain": [ 263 | "" 264 | ] 265 | }, 266 | "metadata": {}, 267 | "output_type": "display_data" 268 | } 269 | ], 270 | "source": [ 271 | "plt.plot(range, norm.pdf(range, 0, 1))" 272 | ] 273 | }, 274 | { 275 | "cell_type": "markdown", 276 | "metadata": {}, 277 | "source": [ 278 | "The obtained curve is informally referred to as a bell-curve. It corresponds to the shape of any normal distribution.
\n", 279 | "\n", 280 | "A typical feature of this distribution is its bell-curve is symmetrical. This means most observations will equal the mean value of the distribution, and there will be as many observations below the mean as there will be above it. The mean value is in the center of the graph. That the two ends of the curve are closer to the x-axis is explained by the rare occurrence of observations that largely deviate from the center." 281 | ] 282 | }, 283 | { 284 | "cell_type": "markdown", 285 | "metadata": {}, 286 | "source": [ 287 | "***" 288 | ] 289 | }, 290 | { 291 | "cell_type": "markdown", 292 | "metadata": {}, 293 | "source": [ 294 | "The normal distribution is important for statisticians because distributing a dataset containing 250 or more observations can be approximated to a normal distribution. Therefore, this distribution is used frequently. In our next lectures, we will run tests with hundreds, and even thousands, of data points, and we will often need to apply this technique." 295 | ] 296 | } 297 | ], 298 | "metadata": { 299 | "kernelspec": { 300 | "display_name": "Python 3", 301 | "language": "python", 302 | "name": "python3" 303 | }, 304 | "language_info": { 305 | "codemirror_mode": { 306 | "name": "ipython", 307 | "version": 2 308 | }, 309 | "file_extension": ".py", 310 | "mimetype": "text/x-python", 311 | "name": "python", 312 | "nbconvert_exporter": "python", 313 | "pygments_lexer": "ipython2", 314 | "version": "2.7.13" 315 | } 316 | }, 317 | "nbformat": 4, 318 | "nbformat_minor": 2 319 | } 320 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Packt 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | # Python for Finance: Investment Fundamentals and Data Analytics 5 | This is the code repository for Python for Finance: Investment Fundamentals and Data Analytics, published by [Packt](https://www.packtpub.com/?utm_source=github). It contains all the supporting project files necessary to work through the video course from start to finish. 6 | ## About the Video Course 7 | This course will take you on a journey where you'll learn how to code in Python. You will learn how to use Python in a real working environment and explore how Python can be applied in the world of Finance to solve portfolio optimization problems. The first part of the course is ideal for beginners and people who want to brush up on their Python skills. And then, once we have covered the basics, we will be ready to tackle financial calculations and portfolio optimization tasks. The Finance block of this course will teach you in-demand, real-world skills employers are looking for. This explains topics such as how to work with Python's conditional statements, functions, sequences, and loops, build investment portfolios, and more. 8 | 9 |

What You Will Learn

10 |
11 |
    12 |
  • Get started with Python from scratch by setting up a code editor, and executing code from the command line 13 |
  • Python variables and operators and how to use them well to simulate a simple app such as a calculator 14 |
  • Execute program control flows and loops in Python to create your own simple mini-games  15 |
  • Implement the List and Dictionary data types to take text as input and produce a word count 16 |
  • Program efficiently in Python by organizing your code in functions to code a game such as rock, paper, and scissors  17 |
  • Work with Python Modules to create your first web-scraping app in Python 18 |
  • Handle files using your Python code to build your own Python-based text editor
19 | 20 | ## Instructions and Navigation 21 | ### Assumed Knowledge 22 | To fully benefit from the coverage included in this course, you will need:
23 | This course is designed for data scientists, programming beginners, people interested in finance and investments, programmers who want to specialize in finance, finance graduates, and professionals who need to know more about how to apply their knowledge in Python 24 | 25 | 26 | 27 | ## Related Products 28 | * [Learning IPython for Interactive Computing and Data Visualization [Video]](https://www.packtpub.com/application-development/begin-python-programming-7-days-video?utm_source=github&utm_medium=repository&utm_campaign=9781788990813) 29 | 30 | * [Git and Version Control [Video]](https://www.packtpub.com/application-development/begin-python-programming-7-days-video?utm_source=github&utm_medium=repository&utm_campaign=9781788990813) 31 | 32 | * [Begin Python Programming in 7 Days [Video]](https://www.packtpub.com/application-development/begin-python-programming-7-days-video?utm_source=github&utm_medium=repository&utm_campaign=9781788990813) 33 | 34 | -------------------------------------------------------------------------------- /S02 - Introduction to Programming with Python/Intro to Python - Flashcards.txt: -------------------------------------------------------------------------------- 1 | Intro to Python - Flashcards: 2 | https://365datascience.com/flashcards/intro-to-python-flashcards/study/ -------------------------------------------------------------------------------- /S02 - Introduction to Programming with Python/Jupyter Shortcuts.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S02 - Introduction to Programming with Python/Jupyter Shortcuts.pdf -------------------------------------------------------------------------------- /S02 - Introduction to Programming with Python/Python for Finance Course Notes - Part I.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S02 - Introduction to Programming with Python/Python for Finance Course Notes - Part I.pdf -------------------------------------------------------------------------------- /S09 - Using Iterations in Python/Prompts for Python Coding.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S09 - Using Iterations in Python/Prompts for Python Coding.pdf -------------------------------------------------------------------------------- /S10 - Advanced Python Tools/47 Packages Exercise.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S10 - Advanced Python Tools/47 Packages Exercise.pdf -------------------------------------------------------------------------------- /S11 - Part II Finance - Calculate and Compare RoR in Python/Python for Finance Course Notes - Part II.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S11 - Part II Finance - Calculate and Compare RoR in Python/Python for Finance Course Notes - Part II.pdf -------------------------------------------------------------------------------- /S13 - Part II Finance - Regressions for Fin. Analysis/Housing Data.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S13 - Part II Finance - Regressions for Fin. Analysis/Housing Data.xlsx -------------------------------------------------------------------------------- /S13 - Part II Finance - Regressions for Fin. Analysis/Housing.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S13 - Part II Finance - Regressions for Fin. Analysis/Housing.xlsx -------------------------------------------------------------------------------- /S13 - Part II Finance - Regressions for Fin. Analysis/Python for Finance Course Notes - Part II.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S13 - Part II Finance - Regressions for Fin. Analysis/Python for Finance Course Notes - Part II.pdf -------------------------------------------------------------------------------- /S14 - Part II Finance - Markowitz Portfolio Optimization/14. Markowitz Efficient frontier.xlsx: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/PacktPublishing/Python-for-Finance-Investment-Fundamentals-and-Data-Analytics/9324fb0c9b8869bad4a33883203f94fe142afd2a/S14 - Part II Finance - Markowitz Portfolio Optimization/14. Markowitz Efficient frontier.xlsx -------------------------------------------------------------------------------- /S14 - Part II Finance - Markowitz Portfolio Optimization/Markowitz_Data.csv: -------------------------------------------------------------------------------- 1 | Date,PG,^GSPC 2 | 2010-01-04,61.119999,1132.98999 3 | 2010-01-05,61.139999,1136.52002 4 | 2010-01-06,60.849998,1137.140015 5 | 2010-01-07,60.52,1141.689941 6 | 2010-01-08,60.439999,1144.97998 7 | 2010-01-11,60.200001,1146.97998 8 | 2010-01-12,60.889999,1136.219971 9 | 2010-01-13,61.52,1145.680054 10 | 2010-01-14,61.580002,1148.459961 11 | 2010-01-15,60.82,1136.030029 12 | 2010-01-19,61.720001,1150.22998 13 | 2010-01-20,60.450001,1138.040039 14 | 2010-01-21,59.84,1116.47998 15 | 2010-01-22,60.310001,1091.76001 16 | 2010-01-25,60.630001,1096.780029 17 | 2010-01-26,60.689999,1092.170044 18 | 2010-01-27,60.810001,1097.5 19 | 2010-01-28,61.68,1084.530029 20 | 2010-01-29,61.549999,1073.869995 21 | 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2010-12-01,62.150002,1206.069946 233 | 2010-12-02,62.360001,1221.530029 234 | 2010-12-03,62.330002,1224.709961 235 | 2010-12-06,62.060001,1223.119995 236 | 2010-12-07,62.150002,1223.75 237 | 2010-12-08,62.630001,1228.280029 238 | 2010-12-09,62.869999,1233.0 239 | 2010-12-10,63.200001,1240.400024 240 | 2010-12-13,63.189999,1240.459961 241 | 2010-12-14,63.549999,1241.589966 242 | 2010-12-15,63.639999,1235.22998 243 | 2010-12-16,64.5,1242.869995 244 | 2010-12-17,64.809998,1243.910034 245 | 2010-12-20,64.970001,1247.079956 246 | 2010-12-21,64.870003,1254.599976 247 | 2010-12-22,64.949997,1258.839966 248 | 2010-12-23,65.239998,1256.77002 249 | 2010-12-27,64.669998,1257.540039 250 | 2010-12-28,64.760002,1258.51001 251 | 2010-12-29,64.400002,1259.780029 252 | 2010-12-30,64.279999,1257.880005 253 | 2010-12-31,64.330002,1257.640015 254 | 2011-01-03,64.769997,1271.869995 255 | 2011-01-04,64.949997,1270.199951 256 | 2011-01-05,64.800003,1276.560059 257 | 2011-01-06,64.690002,1273.849976 258 | 2011-01-07,64.5,1271.5 259 | 2011-01-10,64.360001,1269.75 260 | 2011-01-11,64.040001,1274.47998 261 | 2011-01-12,64.970001,1285.959961 262 | 2011-01-13,65.480003,1283.76001 263 | 2011-01-14,65.529999,1293.23999 264 | 2011-01-18,65.5,1295.02002 265 | 2011-01-19,65.349998,1281.920044 266 | 2011-01-20,65.800003,1280.26001 267 | 2011-01-21,65.910004,1283.349976 268 | 2011-01-24,66.580002,1290.839966 269 | 2011-01-25,66.699997,1291.180054 270 | 2011-01-26,66.110001,1296.630005 271 | 2011-01-27,64.18,1299.540039 272 | 2011-01-28,64.199997,1276.339966 273 | 2011-01-31,63.130001,1286.119995 274 | 2011-02-01,62.919998,1307.589966 275 | 2011-02-02,62.790001,1304.030029 276 | 2011-02-03,62.900002,1307.099976 277 | 2011-02-04,63.610001,1310.869995 278 | 2011-02-07,64.550003,1319.050049 279 | 2011-02-08,64.639999,1324.569946 280 | 2011-02-09,64.389999,1320.880005 281 | 2011-02-10,64.580002,1321.869995 282 | 2011-02-11,64.730003,1329.150024 283 | 2011-02-14,64.540001,1332.319946 284 | 2011-02-15,63.919998,1328.01001 285 | 2011-02-16,63.759998,1336.319946 286 | 2011-02-17,64.0,1340.430054 287 | 2011-02-18,64.300003,1343.01001 288 | 2011-02-22,64.07,1315.439941 289 | 2011-02-23,64.150002,1307.400024 290 | 2011-02-24,63.049999,1306.099976 291 | 2011-02-25,62.84,1319.880005 292 | 2011-02-28,63.049999,1327.219971 293 | 2011-03-01,62.740002,1306.329956 294 | 2011-03-02,62.41,1308.439941 295 | 2011-03-03,62.549999,1330.969971 296 | 2011-03-04,62.029999,1321.150024 297 | 2011-03-07,61.709999,1310.130005 298 | 2011-03-08,62.049999,1321.819946 299 | 2011-03-09,62.0,1320.02002 300 | 2011-03-10,61.490002,1295.109985 301 | 2011-03-11,61.490002,1304.280029 302 | 2011-03-14,61.349998,1296.390015 303 | 2011-03-15,60.66,1281.869995 304 | 2011-03-16,59.73,1256.880005 305 | 2011-03-17,60.43,1273.719971 306 | 2011-03-18,60.599998,1279.209961 307 | 2011-03-21,61.299999,1298.380005 308 | 2011-03-22,60.93,1293.77002 309 | 2011-03-23,60.91,1297.540039 310 | 2011-03-24,61.139999,1309.660034 311 | 2011-03-25,60.880001,1313.800049 312 | 2011-03-28,60.66,1310.189941 313 | 2011-03-29,61.279999,1319.439941 314 | 2011-03-30,61.970001,1328.26001 315 | 2011-03-31,61.599998,1325.829956 316 | 2011-04-01,62.080002,1332.410034 317 | 2011-04-04,62.259998,1332.869995 318 | 2011-04-05,61.669998,1332.630005 319 | 2011-04-06,61.759998,1335.540039 320 | 2011-04-07,62.130001,1333.51001 321 | 2011-04-08,61.900002,1328.170044 322 | 2011-04-11,62.189999,1324.459961 323 | 2011-04-12,62.889999,1314.160034 324 | 2011-04-13,62.990002,1314.410034 325 | 2011-04-14,63.299999,1314.52002 326 | 2011-04-15,64.18,1319.680054 327 | 2011-04-18,64.0,1305.140015 328 | 2011-04-19,63.860001,1312.619995 329 | 2011-04-20,63.720001,1330.359985 330 | 2011-04-21,63.27,1337.380005 331 | 2011-04-25,63.369999,1335.25 332 | 2011-04-26,63.830002,1347.23999 333 | 2011-04-27,64.019997,1355.660034 334 | 2011-04-28,64.5,1360.47998 335 | 2011-04-29,64.900002,1363.609985 336 | 2011-05-02,65.18,1361.219971 337 | 2011-05-03,65.709999,1356.619995 338 | 2011-05-04,66.470001,1347.319946 339 | 2011-05-05,65.879997,1335.099976 340 | 2011-05-06,65.269997,1340.199951 341 | 2011-05-09,65.139999,1346.290039 342 | 2011-05-10,65.730003,1357.160034 343 | 2011-05-11,65.919998,1342.079956 344 | 2011-05-12,66.839996,1348.650024 345 | 2011-05-13,66.860001,1337.77002 346 | 2011-05-16,66.940002,1329.469971 347 | 2011-05-17,67.419998,1328.97998 348 | 2011-05-18,67.379997,1340.680054 349 | 2011-05-19,67.459999,1343.599976 350 | 2011-05-20,67.360001,1333.27002 351 | 2011-05-23,67.050003,1317.369995 352 | 2011-05-24,67.010002,1316.280029 353 | 2011-05-25,66.379997,1320.469971 354 | 2011-05-26,66.190002,1325.689941 355 | 2011-05-27,66.199997,1331.099976 356 | 2011-05-31,67.0,1345.199951 357 | 2011-06-01,66.400002,1314.550049 358 | 2011-06-02,66.010002,1312.939941 359 | 2011-06-03,65.43,1300.160034 360 | 2011-06-06,65.5,1286.170044 361 | 2011-06-07,65.059998,1284.939941 362 | 2011-06-08,64.849998,1279.560059 363 | 2011-06-09,65.010002,1289.0 364 | 2011-06-10,64.699997,1270.97998 365 | 2011-06-13,64.769997,1271.829956 366 | 2011-06-14,64.760002,1287.869995 367 | 2011-06-15,63.759998,1265.420044 368 | 2011-06-16,64.260002,1267.640015 369 | 2011-06-17,64.690002,1271.5 370 | 2011-06-20,65.089996,1278.359985 371 | 2011-06-21,64.220001,1295.52002 372 | 2011-06-22,64.059998,1287.140015 373 | 2011-06-23,63.459999,1283.5 374 | 2011-06-24,62.59,1268.449951 375 | 2011-06-27,62.82,1280.099976 376 | 2011-06-28,62.720001,1296.670044 377 | 2011-06-29,62.549999,1307.410034 378 | 2011-06-30,63.57,1320.640015 379 | 2011-07-01,64.269997,1339.670044 380 | 2011-07-05,64.260002,1337.880005 381 | 2011-07-06,64.699997,1339.219971 382 | 2011-07-07,64.949997,1353.219971 383 | 2011-07-08,64.93,1343.800049 384 | 2011-07-11,64.720001,1319.48999 385 | 2011-07-12,64.529999,1313.640015 386 | 2011-07-13,64.639999,1317.719971 387 | 2011-07-14,64.599998,1308.869995 388 | 2011-07-15,64.830002,1316.140015 389 | 2011-07-18,64.550003,1305.439941 390 | 2011-07-19,64.610001,1326.72998 391 | 2011-07-20,64.199997,1325.839966 392 | 2011-07-21,64.489998,1343.800049 393 | 2011-07-22,64.25,1345.02002 394 | 2011-07-25,63.310001,1337.430054 395 | 2011-07-26,63.09,1331.939941 396 | 2011-07-27,62.200001,1304.890015 397 | 2011-07-28,61.919998,1300.670044 398 | 2011-07-29,61.490002,1292.280029 399 | 2011-08-01,61.43,1286.939941 400 | 2011-08-02,60.869999,1254.050049 401 | 2011-08-03,60.73,1260.339966 402 | 2011-08-04,59.580002,1200.069946 403 | 2011-08-05,60.59,1199.380005 404 | 2011-08-08,59.290001,1119.459961 405 | 2011-08-09,60.220001,1172.530029 406 | 2011-08-10,58.509998,1120.76001 407 | 2011-08-11,60.450001,1172.640015 408 | 2011-08-12,61.139999,1178.810059 409 | 2011-08-15,61.880001,1204.48999 410 | 2011-08-16,61.619999,1192.76001 411 | 2011-08-17,61.669998,1193.890015 412 | 2011-08-18,60.860001,1140.650024 413 | 2011-08-19,60.959999,1123.530029 414 | 2011-08-22,61.709999,1123.819946 415 | 2011-08-23,63.02,1162.349976 416 | 2011-08-24,63.310001,1177.599976 417 | 2011-08-25,62.529999,1159.27002 418 | 2011-08-26,62.57,1176.800049 419 | 2011-08-29,63.09,1210.079956 420 | 2011-08-30,63.5,1212.920044 421 | 2011-08-31,63.68,1218.890015 422 | 2011-09-01,63.259998,1204.420044 423 | 2011-09-02,62.549999,1173.969971 424 | 2011-09-06,62.380001,1165.23999 425 | 2011-09-07,62.720001,1198.619995 426 | 2011-09-08,62.91,1185.900024 427 | 2011-09-09,61.84,1154.22998 428 | 2011-09-12,61.830002,1162.27002 429 | 2011-09-13,61.939999,1172.869995 430 | 2011-09-14,62.34,1188.680054 431 | 2011-09-15,62.779999,1209.109985 432 | 2011-09-16,64.330002,1216.01001 433 | 2011-09-19,63.810001,1204.089966 434 | 2011-09-20,64.080002,1202.089966 435 | 2011-09-21,63.02,1166.76001 436 | 2011-09-22,61.169998,1129.560059 437 | 2011-09-23,61.25,1136.430054 438 | 2011-09-26,62.540001,1162.949951 439 | 2011-09-27,63.259998,1175.380005 440 | 2011-09-28,62.73,1151.060059 441 | 2011-09-29,63.700001,1160.400024 442 | 2011-09-30,63.18,1131.420044 443 | 2011-10-03,62.84,1099.22998 444 | 2011-10-04,63.369999,1123.949951 445 | 2011-10-05,63.34,1144.030029 446 | 2011-10-06,63.610001,1164.969971 447 | 2011-10-07,63.91,1155.459961 448 | 2011-10-10,64.800003,1194.890015 449 | 2011-10-11,64.57,1195.540039 450 | 2011-10-12,64.889999,1207.25 451 | 2011-10-13,64.650002,1203.660034 452 | 2011-10-14,64.889999,1224.579956 453 | 2011-10-17,64.260002,1200.859985 454 | 2011-10-18,64.919998,1225.380005 455 | 2011-10-19,64.75,1209.880005 456 | 2011-10-20,65.089996,1215.390015 457 | 2011-10-21,66.260002,1238.25 458 | 2011-10-24,65.370003,1254.189941 459 | 2011-10-25,64.510002,1229.050049 460 | 2011-10-26,64.949997,1242.0 461 | 2011-10-27,65.260002,1284.589966 462 | 2011-10-28,64.730003,1285.089966 463 | 2011-10-31,63.990002,1253.300049 464 | 2011-11-01,62.709999,1218.280029 465 | 2011-11-02,62.860001,1237.900024 466 | 2011-11-03,63.209999,1261.150024 467 | 2011-11-04,63.029999,1253.22998 468 | 2011-11-07,63.459999,1261.119995 469 | 2011-11-08,64.209999,1275.920044 470 | 2011-11-09,62.720001,1229.099976 471 | 2011-11-10,63.240002,1239.699951 472 | 2011-11-11,63.889999,1263.849976 473 | 2011-11-14,63.049999,1251.780029 474 | 2011-11-15,63.560001,1257.810059 475 | 2011-11-16,63.279999,1236.910034 476 | 2011-11-17,62.939999,1216.130005 477 | 2011-11-18,63.240002,1215.650024 478 | 2011-11-21,61.66,1192.97998 479 | 2011-11-22,61.689999,1188.040039 480 | 2011-11-23,61.060001,1161.790039 481 | 2011-11-25,61.0,1158.670044 482 | 2011-11-28,62.240002,1192.550049 483 | 2011-11-29,62.529999,1195.189941 484 | 2011-11-30,64.57,1246.959961 485 | 2011-12-01,64.080002,1244.579956 486 | 2011-12-02,64.660004,1244.280029 487 | 2011-12-05,64.839996,1257.079956 488 | 2011-12-06,64.839996,1258.469971 489 | 2011-12-07,65.230003,1261.01001 490 | 2011-12-08,64.470001,1234.349976 491 | 2011-12-09,64.970001,1255.189941 492 | 2011-12-12,64.309998,1236.469971 493 | 2011-12-13,64.730003,1225.72998 494 | 2011-12-14,64.449997,1211.819946 495 | 2011-12-15,64.989998,1215.75 496 | 2011-12-16,65.139999,1219.660034 497 | 2011-12-19,64.949997,1205.349976 498 | 2011-12-20,65.790001,1241.300049 499 | 2011-12-21,66.0,1243.719971 500 | 2011-12-22,66.190002,1254.0 501 | 2011-12-23,66.669998,1265.329956 502 | 2011-12-27,66.790001,1265.430054 503 | 2011-12-28,66.540001,1249.640015 504 | 2011-12-29,66.970001,1263.02002 505 | 2011-12-30,66.709999,1257.599976 506 | 2012-01-03,66.830002,1277.060059 507 | 2012-01-04,66.800003,1277.300049 508 | 2012-01-05,66.519997,1281.060059 509 | 2012-01-06,66.360001,1277.810059 510 | 2012-01-09,66.639999,1280.699951 511 | 2012-01-10,66.330002,1292.079956 512 | 2012-01-11,65.68,1292.47998 513 | 2012-01-12,65.809998,1295.5 514 | 2012-01-13,65.809998,1289.089966 515 | 2012-01-17,66.260002,1293.670044 516 | 2012-01-18,66.029999,1308.040039 517 | 2012-01-19,66.080002,1314.5 518 | 2012-01-20,66.230003,1315.380005 519 | 2012-01-23,65.0,1316.0 520 | 2012-01-24,64.5,1314.650024 521 | 2012-01-25,64.980003,1326.060059 522 | 2012-01-26,64.800003,1318.430054 523 | 2012-01-27,64.300003,1316.329956 524 | 2012-01-30,63.209999,1313.01001 525 | 2012-01-31,63.040001,1312.410034 526 | 2012-02-01,63.209999,1324.089966 527 | 2012-02-02,63.32,1325.540039 528 | 2012-02-03,62.77,1344.900024 529 | 2012-02-06,63.509998,1344.329956 530 | 2012-02-07,63.700001,1347.050049 531 | 2012-02-08,63.639999,1349.959961 532 | 2012-02-09,64.040001,1351.949951 533 | 2012-02-10,63.880001,1342.640015 534 | 2012-02-13,64.230003,1351.77002 535 | 2012-02-14,64.480003,1350.5 536 | 2012-02-15,64.550003,1343.22998 537 | 2012-02-16,65.199997,1358.040039 538 | 2012-02-17,64.910004,1361.22998 539 | 2012-02-21,64.419998,1362.209961 540 | 2012-02-22,64.440002,1357.660034 541 | 2012-02-23,66.419998,1363.459961 542 | 2012-02-24,66.709999,1365.73999 543 | 2012-02-27,66.699997,1367.589966 544 | 2012-02-28,67.389999,1372.180054 545 | 2012-02-29,67.620003,1365.680054 546 | 2012-03-01,66.660004,1374.089966 547 | 2012-03-02,66.669998,1369.630005 548 | 2012-03-05,66.949997,1364.329956 549 | 2012-03-06,66.839996,1343.359985 550 | 2012-03-07,66.580002,1352.630005 551 | 2012-03-08,66.900002,1365.910034 552 | 2012-03-09,66.93,1370.869995 553 | 2012-03-12,67.709999,1371.089966 554 | 2012-03-13,67.900002,1395.949951 555 | 2012-03-14,67.849998,1394.280029 556 | 2012-03-15,67.68,1402.599976 557 | 2012-03-16,67.25,1404.170044 558 | 2012-03-19,67.209999,1409.75 559 | 2012-03-20,67.209999,1405.52002 560 | 2012-03-21,67.199997,1402.890015 561 | 2012-03-22,67.519997,1392.780029 562 | 2012-03-23,67.43,1397.109985 563 | 2012-03-26,67.459999,1416.51001 564 | 2012-03-27,67.150002,1412.52002 565 | 2012-03-28,67.190002,1405.540039 566 | 2012-03-29,67.010002,1403.280029 567 | 2012-03-30,67.209999,1408.469971 568 | 2012-04-02,67.559998,1419.040039 569 | 2012-04-03,67.089996,1413.380005 570 | 2012-04-04,67.260002,1398.959961 571 | 2012-04-05,67.309998,1398.079956 572 | 2012-04-09,66.809998,1382.199951 573 | 2012-04-10,66.349998,1358.589966 574 | 2012-04-11,66.440002,1368.709961 575 | 2012-04-12,66.089996,1387.569946 576 | 2012-04-13,65.809998,1370.26001 577 | 2012-04-16,66.779999,1369.569946 578 | 2012-04-17,67.019997,1390.780029 579 | 2012-04-18,66.75,1385.140015 580 | 2012-04-19,66.57,1376.920044 581 | 2012-04-20,67.510002,1378.530029 582 | 2012-04-23,66.650002,1366.939941 583 | 2012-04-24,67.0,1371.969971 584 | 2012-04-25,66.889999,1390.689941 585 | 2012-04-26,66.870003,1399.97998 586 | 2012-04-27,64.440002,1403.359985 587 | 2012-04-30,63.639999,1397.910034 588 | 2012-05-01,63.57,1405.819946 589 | 2012-05-02,63.98,1402.310059 590 | 2012-05-03,64.510002,1391.569946 591 | 2012-05-04,64.279999,1369.099976 592 | 2012-05-07,64.25,1369.579956 593 | 2012-05-08,64.160004,1363.719971 594 | 2012-05-09,63.669998,1354.579956 595 | 2012-05-10,64.139999,1357.98999 596 | 2012-05-11,63.68,1353.390015 597 | 2012-05-14,63.580002,1338.349976 598 | 2012-05-15,63.720001,1330.660034 599 | 2012-05-16,64.290001,1324.800049 600 | 2012-05-17,63.959999,1304.859985 601 | 2012-05-18,63.52,1295.219971 602 | 2012-05-21,63.389999,1315.98999 603 | 2012-05-22,63.150002,1316.630005 604 | 2012-05-23,62.389999,1318.859985 605 | 2012-05-24,62.57,1320.680054 606 | 2012-05-25,62.490002,1317.819946 607 | 2012-05-29,62.950001,1332.420044 608 | 2012-05-30,62.32,1313.319946 609 | 2012-05-31,62.290001,1310.329956 610 | 2012-06-01,61.549999,1278.040039 611 | 2012-06-04,61.400002,1278.180054 612 | 2012-06-05,61.169998,1285.5 613 | 2012-06-06,61.799999,1315.130005 614 | 2012-06-07,62.759998,1314.98999 615 | 2012-06-08,62.75,1325.660034 616 | 2012-06-11,62.540001,1308.930054 617 | 2012-06-12,62.759998,1324.180054 618 | 2012-06-13,62.57,1314.880005 619 | 2012-06-14,63.18,1329.099976 620 | 2012-06-15,62.880001,1342.839966 621 | 2012-06-18,62.290001,1344.780029 622 | 2012-06-19,62.209999,1357.97998 623 | 2012-06-20,60.389999,1355.689941 624 | 2012-06-21,59.75,1325.51001 625 | 2012-06-22,59.830002,1335.02002 626 | 2012-06-25,59.310001,1313.719971 627 | 2012-06-26,59.27,1319.98999 628 | 2012-06-27,59.98,1331.849976 629 | 2012-06-28,60.290001,1329.040039 630 | 2012-06-29,61.25,1362.160034 631 | 2012-07-02,61.189999,1365.51001 632 | 2012-07-03,61.360001,1374.02002 633 | 2012-07-05,61.349998,1367.579956 634 | 2012-07-06,61.279999,1354.680054 635 | 2012-07-09,61.549999,1352.459961 636 | 2012-07-10,61.73,1341.469971 637 | 2012-07-11,61.400002,1341.449951 638 | 2012-07-12,63.700001,1334.76001 639 | 2012-07-13,65.089996,1356.780029 640 | 2012-07-16,64.809998,1353.640015 641 | 2012-07-17,65.349998,1363.670044 642 | 2012-07-18,64.82,1372.780029 643 | 2012-07-19,64.919998,1376.51001 644 | 2012-07-20,64.730003,1362.660034 645 | 2012-07-23,64.389999,1350.52002 646 | 2012-07-24,64.019997,1338.310059 647 | 2012-07-25,64.019997,1337.890015 648 | 2012-07-26,64.559998,1360.02002 649 | 2012-07-27,65.089996,1385.969971 650 | 2012-07-30,65.099998,1385.300049 651 | 2012-07-31,64.540001,1379.319946 652 | 2012-08-01,64.010002,1375.319946 653 | 2012-08-02,63.509998,1365.0 654 | 2012-08-03,65.5,1390.98999 655 | 2012-08-06,65.809998,1394.22998 656 | 2012-08-07,66.220001,1401.349976 657 | 2012-08-08,66.720001,1402.219971 658 | 2012-08-09,66.730003,1402.800049 659 | 2012-08-10,66.769997,1405.869995 660 | 2012-08-13,66.480003,1404.109985 661 | 2012-08-14,66.730003,1403.930054 662 | 2012-08-15,66.639999,1405.530029 663 | 2012-08-16,67.0,1415.51001 664 | 2012-08-17,67.0,1418.160034 665 | 2012-08-20,66.75,1418.130005 666 | 2012-08-21,66.769997,1413.170044 667 | 2012-08-22,66.849998,1413.48999 668 | 2012-08-23,66.68,1402.079956 669 | 2012-08-24,67.019997,1411.130005 670 | 2012-08-27,67.110001,1410.439941 671 | 2012-08-28,66.989998,1409.300049 672 | 2012-08-29,66.870003,1410.48999 673 | 2012-08-30,66.879997,1399.47998 674 | 2012-08-31,67.190002,1406.579956 675 | 2012-09-04,67.400002,1404.939941 676 | 2012-09-05,67.290001,1403.439941 677 | 2012-09-06,68.239998,1432.119995 678 | 2012-09-07,68.519997,1437.920044 679 | 2012-09-10,68.510002,1429.079956 680 | 2012-09-11,68.260002,1433.560059 681 | 2012-09-12,68.099998,1436.560059 682 | 2012-09-13,68.910004,1459.98999 683 | 2012-09-14,69.160004,1465.77002 684 | 2012-09-17,69.25,1461.189941 685 | 2012-09-18,69.220001,1459.319946 686 | 2012-09-19,69.260002,1461.050049 687 | 2012-09-20,69.559998,1460.26001 688 | 2012-09-21,69.419998,1460.150024 689 | 2012-09-24,69.760002,1456.890015 690 | 2012-09-25,69.589996,1441.589966 691 | 2012-09-26,69.300003,1433.319946 692 | 2012-09-27,69.300003,1447.150024 693 | 2012-09-28,69.360001,1440.670044 694 | 2012-10-01,69.449997,1444.48999 695 | 2012-10-02,68.790001,1445.75 696 | 2012-10-03,69.169998,1450.98999 697 | 2012-10-04,69.379997,1461.400024 698 | 2012-10-05,69.629997,1460.930054 699 | 2012-10-08,69.099998,1455.880005 700 | 2012-10-09,68.699997,1441.47998 701 | 2012-10-10,68.139999,1432.560059 702 | 2012-10-11,68.0,1432.839966 703 | 2012-10-12,67.940002,1428.589966 704 | 2012-10-15,68.709999,1440.130005 705 | 2012-10-16,69.0,1454.920044 706 | 2012-10-17,69.470001,1460.910034 707 | 2012-10-18,69.470001,1457.339966 708 | 2012-10-19,68.57,1433.189941 709 | 2012-10-22,68.5,1433.819946 710 | 2012-10-23,67.440002,1413.109985 711 | 2012-10-24,68.080002,1408.75 712 | 2012-10-25,70.07,1412.969971 713 | 2012-10-26,69.440002,1411.939941 714 | 2012-10-31,69.239998,1412.160034 715 | 2012-11-01,69.25,1427.589966 716 | 2012-11-02,69.190002,1414.199951 717 | 2012-11-05,68.669998,1417.26001 718 | 2012-11-06,68.93,1428.390015 719 | 2012-11-07,68.059998,1394.530029 720 | 2012-11-08,66.910004,1377.51001 721 | 2012-11-09,67.010002,1379.849976 722 | 2012-11-12,67.080002,1380.030029 723 | 2012-11-13,66.849998,1374.530029 724 | 2012-11-14,66.529999,1355.48999 725 | 2012-11-15,66.32,1353.329956 726 | 2012-11-16,66.82,1359.880005 727 | 2012-11-19,67.919998,1386.890015 728 | 2012-11-20,68.300003,1387.810059 729 | 2012-11-21,68.470001,1391.030029 730 | 2012-11-23,69.589996,1409.150024 731 | 2012-11-26,69.480003,1406.290039 732 | 2012-11-27,68.989998,1398.939941 733 | 2012-11-28,69.440002,1409.930054 734 | 2012-11-29,69.5,1415.949951 735 | 2012-11-30,69.830002,1416.180054 736 | 2012-12-03,69.580002,1409.459961 737 | 2012-12-04,69.309998,1407.050049 738 | 2012-12-05,69.410004,1409.280029 739 | 2012-12-06,69.949997,1413.939941 740 | 2012-12-07,70.290001,1418.069946 741 | 2012-12-10,70.220001,1418.550049 742 | 2012-12-11,70.660004,1427.839966 743 | 2012-12-12,70.760002,1428.47998 744 | 2012-12-13,70.129997,1419.449951 745 | 2012-12-14,69.93,1413.579956 746 | 2012-12-17,69.93,1430.359985 747 | 2012-12-18,69.970001,1446.790039 748 | 2012-12-19,69.339996,1435.810059 749 | 2012-12-20,69.82,1443.689941 750 | 2012-12-21,68.720001,1430.150024 751 | 2012-12-24,68.519997,1426.660034 752 | 2012-12-26,68.0,1419.829956 753 | 2012-12-27,67.970001,1418.099976 754 | 2012-12-28,67.150002,1402.430054 755 | 2012-12-31,67.889999,1426.189941 756 | 2013-01-02,69.389999,1462.420044 757 | 2013-01-03,68.949997,1459.369995 758 | 2013-01-04,69.089996,1466.469971 759 | 2013-01-07,68.620003,1461.890015 760 | 2013-01-08,68.510002,1457.150024 761 | 2013-01-09,68.879997,1461.02002 762 | 2013-01-10,69.269997,1472.119995 763 | 2013-01-11,69.220001,1472.050049 764 | 2013-01-14,69.629997,1470.680054 765 | 2013-01-15,69.879997,1472.339966 766 | 2013-01-16,69.339996,1472.630005 767 | 2013-01-17,69.669998,1480.939941 768 | 2013-01-18,69.940002,1485.97998 769 | 2013-01-22,69.949997,1492.560059 770 | 2013-01-23,70.690002,1494.810059 771 | 2013-01-24,70.419998,1494.819946 772 | 2013-01-25,73.25,1502.959961 773 | 2013-01-28,73.769997,1500.180054 774 | 2013-01-29,75.0,1507.839966 775 | 2013-01-30,75.080002,1501.959961 776 | 2013-01-31,75.160004,1498.109985 777 | 2013-02-01,75.919998,1513.170044 778 | 2013-02-04,75.25,1495.709961 779 | 2013-02-05,75.699997,1511.290039 780 | 2013-02-06,76.150002,1512.119995 781 | 2013-02-07,76.150002,1509.390015 782 | 2013-02-08,75.75,1517.930054 783 | 2013-02-11,75.809998,1517.01001 784 | 2013-02-12,75.980003,1519.430054 785 | 2013-02-13,76.559998,1520.329956 786 | 2013-02-14,76.779999,1521.380005 787 | 2013-02-15,76.540001,1519.790039 788 | 2013-02-19,77.379997,1530.939941 789 | 2013-02-20,77.080002,1511.949951 790 | 2013-02-21,77.040001,1502.420044 791 | 2013-02-22,76.989998,1515.599976 792 | 2013-02-25,75.919998,1487.849976 793 | 2013-02-26,76.080002,1496.939941 794 | 2013-02-27,76.75,1515.98999 795 | 2013-02-28,76.18,1514.680054 796 | 2013-03-01,76.489998,1518.199951 797 | 2013-03-04,76.68,1525.199951 798 | 2013-03-05,77.050003,1539.790039 799 | 2013-03-06,77.199997,1541.459961 800 | 2013-03-07,76.900002,1544.26001 801 | 2013-03-08,77.18,1551.180054 802 | 2013-03-11,77.349998,1556.219971 803 | 2013-03-12,77.169998,1552.47998 804 | 2013-03-13,76.800003,1554.52002 805 | 2013-03-14,77.389999,1563.22998 806 | 2013-03-15,76.339996,1560.699951 807 | 2013-03-18,76.160004,1552.099976 808 | 2013-03-19,77.110001,1548.339966 809 | 2013-03-20,77.580002,1558.709961 810 | 2013-03-21,77.209999,1545.800049 811 | 2013-03-22,77.269997,1556.890015 812 | 2013-03-25,76.68,1551.689941 813 | 2013-03-26,77.400002,1563.77002 814 | 2013-03-27,77.059998,1562.849976 815 | 2013-03-28,77.059998,1569.189941 816 | 2013-04-01,77.699997,1562.170044 817 | 2013-04-02,78.959999,1570.25 818 | 2013-04-03,78.120003,1553.689941 819 | 2013-04-04,78.540001,1559.97998 820 | 2013-04-05,78.230003,1553.280029 821 | 2013-04-08,78.790001,1563.069946 822 | 2013-04-09,78.260002,1568.609985 823 | 2013-04-10,79.239998,1587.72998 824 | 2013-04-11,79.669998,1593.369995 825 | 2013-04-12,80.080002,1588.849976 826 | 2013-04-15,79.650002,1552.359985 827 | 2013-04-16,80.099998,1574.569946 828 | 2013-04-17,79.059998,1552.01001 829 | 2013-04-18,79.870003,1541.609985 830 | 2013-04-19,81.43,1555.25 831 | 2013-04-22,81.400002,1562.5 832 | 2013-04-23,82.540001,1578.780029 833 | 2013-04-24,77.120003,1578.790039 834 | 2013-04-25,76.580002,1585.160034 835 | 2013-04-26,77.099998,1582.23999 836 | 2013-04-29,77.68,1593.609985 837 | 2013-04-30,76.769997,1597.569946 838 | 2013-05-01,76.989998,1582.699951 839 | 2013-05-02,77.760002,1597.589966 840 | 2013-05-03,78.190002,1614.420044 841 | 2013-05-06,77.75,1617.5 842 | 2013-05-07,77.940002,1625.959961 843 | 2013-05-08,78.440002,1632.689941 844 | 2013-05-09,78.209999,1626.670044 845 | 2013-05-10,78.760002,1633.699951 846 | 2013-05-13,78.589996,1633.77002 847 | 2013-05-14,79.470001,1650.339966 848 | 2013-05-15,80.68,1658.780029 849 | 2013-05-16,80.199997,1650.469971 850 | 2013-05-17,80.019997,1667.469971 851 | 2013-05-20,79.089996,1666.290039 852 | 2013-05-21,78.800003,1669.160034 853 | 2013-05-22,78.82,1655.349976 854 | 2013-05-23,78.699997,1650.51001 855 | 2013-05-24,81.879997,1649.599976 856 | 2013-05-28,80.860001,1660.060059 857 | 2013-05-29,78.900002,1648.359985 858 | 2013-05-30,79.089996,1654.410034 859 | 2013-05-31,76.760002,1630.73999 860 | 2013-06-03,77.660004,1640.420044 861 | 2013-06-04,77.370003,1631.380005 862 | 2013-06-05,76.660004,1608.900024 863 | 2013-06-06,76.82,1622.560059 864 | 2013-06-07,77.75,1643.380005 865 | 2013-06-10,78.07,1642.810059 866 | 2013-06-11,78.120003,1626.130005 867 | 2013-06-12,77.599998,1612.52002 868 | 2013-06-13,78.43,1636.359985 869 | 2013-06-14,78.029999,1626.72998 870 | 2013-06-17,78.959999,1639.040039 871 | 2013-06-18,79.040001,1651.810059 872 | 2013-06-19,77.610001,1628.930054 873 | 2013-06-20,75.25,1588.189941 874 | 2013-06-21,77.43,1592.430054 875 | 2013-06-24,76.580002,1573.089966 876 | 2013-06-25,76.690002,1588.030029 877 | 2013-06-26,77.400002,1603.26001 878 | 2013-06-27,77.669998,1613.199951 879 | 2013-06-28,76.989998,1606.280029 880 | 2013-07-01,78.019997,1614.959961 881 | 2013-07-02,78.440002,1614.079956 882 | 2013-07-03,78.57,1615.410034 883 | 2013-07-05,78.339996,1631.890015 884 | 2013-07-08,78.760002,1640.459961 885 | 2013-07-09,79.57,1652.319946 886 | 2013-07-10,79.800003,1652.619995 887 | 2013-07-11,80.769997,1675.02002 888 | 2013-07-12,81.550003,1680.189941 889 | 2013-07-15,81.510002,1682.5 890 | 2013-07-16,80.970001,1676.26001 891 | 2013-07-17,80.089996,1680.910034 892 | 2013-07-18,80.300003,1689.369995 893 | 2013-07-19,81.370003,1692.089966 894 | 2013-07-22,81.220001,1695.530029 895 | 2013-07-23,80.949997,1692.390015 896 | 2013-07-24,80.269997,1685.939941 897 | 2013-07-25,80.410004,1690.25 898 | 2013-07-26,80.389999,1691.650024 899 | 2013-07-29,80.089996,1685.329956 900 | 2013-07-30,80.440002,1685.959961 901 | 2013-07-31,80.300003,1685.72998 902 | 2013-08-01,81.639999,1706.869995 903 | 2013-08-02,81.290001,1709.670044 904 | 2013-08-05,81.400002,1707.140015 905 | 2013-08-06,81.739998,1697.369995 906 | 2013-08-07,81.959999,1690.910034 907 | 2013-08-08,82.169998,1697.47998 908 | 2013-08-09,81.639999,1691.420044 909 | 2013-08-12,81.620003,1689.469971 910 | 2013-08-13,81.660004,1694.160034 911 | 2013-08-14,81.25,1685.390015 912 | 2013-08-15,80.480003,1661.319946 913 | 2013-08-16,79.900002,1655.829956 914 | 2013-08-19,79.589996,1646.060059 915 | 2013-08-20,79.529999,1652.349976 916 | 2013-08-21,79.379997,1642.800049 917 | 2013-08-22,79.769997,1656.959961 918 | 2013-08-23,80.010002,1663.5 919 | 2013-08-26,78.540001,1656.780029 920 | 2013-08-27,77.970001,1630.47998 921 | 2013-08-28,76.849998,1634.959961 922 | 2013-08-29,77.309998,1638.170044 923 | 2013-08-30,77.889999,1632.969971 924 | 2013-09-03,77.75,1639.77002 925 | 2013-09-04,77.489998,1653.079956 926 | 2013-09-05,77.139999,1655.079956 927 | 2013-09-06,77.150002,1655.170044 928 | 2013-09-09,78.160004,1671.709961 929 | 2013-09-10,77.949997,1683.98999 930 | 2013-09-11,78.269997,1689.130005 931 | 2013-09-12,78.260002,1683.420044 932 | 2013-09-13,79.050003,1687.98999 933 | 2013-09-16,80.160004,1697.599976 934 | 2013-09-17,79.830002,1704.76001 935 | 2013-09-18,80.300003,1725.52002 936 | 2013-09-19,80.120003,1722.339966 937 | 2013-09-20,79.389999,1709.910034 938 | 2013-09-23,79.279999,1701.839966 939 | 2013-09-24,78.620003,1697.420044 940 | 2013-09-25,77.720001,1692.77002 941 | 2013-09-26,78.050003,1698.670044 942 | 2013-09-27,77.209999,1691.75 943 | 2013-09-30,75.589996,1681.550049 944 | 2013-10-01,76.160004,1695.0 945 | 2013-10-02,75.93,1693.869995 946 | 2013-10-03,75.839996,1678.660034 947 | 2013-10-04,76.019997,1690.5 948 | 2013-10-07,75.650002,1676.119995 949 | 2013-10-08,76.330002,1655.449951 950 | 2013-10-09,76.949997,1656.400024 951 | 2013-10-10,77.889999,1692.560059 952 | 2013-10-11,78.480003,1703.199951 953 | 2013-10-14,78.739998,1710.140015 954 | 2013-10-15,77.599998,1698.060059 955 | 2013-10-16,78.339996,1721.540039 956 | 2013-10-17,79.419998,1733.150024 957 | 2013-10-18,79.410004,1744.5 958 | 2013-10-21,78.970001,1744.660034 959 | 2013-10-22,80.379997,1754.670044 960 | 2013-10-23,80.910004,1746.380005 961 | 2013-10-24,80.610001,1752.069946 962 | 2013-10-25,80.0,1759.77002 963 | 2013-10-28,81.300003,1762.109985 964 | 2013-10-29,82.459999,1771.949951 965 | 2013-10-30,81.519997,1763.310059 966 | 2013-10-31,80.75,1756.540039 967 | 2013-11-01,81.150002,1761.640015 968 | 2013-11-04,81.330002,1767.930054 969 | 2013-11-05,81.43,1762.969971 970 | 2013-11-06,82.809998,1770.48999 971 | 2013-11-07,82.32,1747.150024 972 | 2013-11-08,82.510002,1770.609985 973 | 2013-11-11,82.260002,1771.890015 974 | 2013-11-12,82.800003,1767.689941 975 | 2013-11-13,83.5,1782.0 976 | 2013-11-14,84.32,1790.619995 977 | 2013-11-15,84.839996,1798.180054 978 | 2013-11-18,84.57,1791.530029 979 | 2013-11-19,84.339996,1787.869995 980 | 2013-11-20,84.690002,1781.369995 981 | 2013-11-21,84.669998,1795.849976 982 | 2013-11-22,84.949997,1804.76001 983 | 2013-11-25,85.410004,1802.47998 984 | 2013-11-26,84.639999,1802.75 985 | 2013-11-27,84.279999,1807.22998 986 | 2013-11-29,84.220001,1805.810059 987 | 2013-12-02,83.339996,1800.900024 988 | 2013-12-03,83.830002,1795.150024 989 | 2013-12-04,83.349998,1792.810059 990 | 2013-12-05,82.690002,1785.030029 991 | 2013-12-06,84.519997,1805.089966 992 | 2013-12-09,84.779999,1808.369995 993 | 2013-12-10,83.650002,1802.619995 994 | 2013-12-11,84.019997,1782.219971 995 | 2013-12-12,82.300003,1775.5 996 | 2013-12-13,82.370003,1775.319946 997 | 2013-12-16,81.690002,1786.540039 998 | 2013-12-17,80.910004,1781.0 999 | 2013-12-18,82.379997,1810.650024 1000 | 2013-12-19,81.900002,1809.599976 1001 | 2013-12-20,81.839996,1818.319946 1002 | 2013-12-23,81.309998,1827.98999 1003 | 2013-12-24,81.309998,1833.319946 1004 | 2013-12-26,81.760002,1842.02002 1005 | 2013-12-27,82.010002,1841.400024 1006 | 2013-12-30,82.0,1841.069946 1007 | 2013-12-31,81.410004,1848.359985 1008 | 2014-01-02,80.540001,1831.97998 1009 | 2014-01-03,80.449997,1831.369995 1010 | 2014-01-06,80.639999,1826.77002 1011 | 2014-01-07,81.419998,1837.880005 1012 | 2014-01-08,80.239998,1837.48999 1013 | 2014-01-09,80.419998,1838.130005 1014 | 2014-01-10,80.300003,1842.369995 1015 | 2014-01-13,80.010002,1819.199951 1016 | 2014-01-14,80.870003,1838.880005 1017 | 2014-01-15,80.790001,1848.380005 1018 | 2014-01-16,80.559998,1845.890015 1019 | 2014-01-17,79.879997,1838.699951 1020 | 2014-01-21,80.18,1843.800049 1021 | 2014-01-22,79.230003,1844.859985 1022 | 2014-01-23,78.239998,1828.459961 1023 | 2014-01-24,79.18,1790.290039 1024 | 2014-01-27,78.470001,1781.560059 1025 | 2014-01-28,79.110001,1792.5 1026 | 2014-01-29,77.639999,1774.199951 1027 | 2014-01-30,76.870003,1794.189941 1028 | 2014-01-31,76.620003,1782.589966 1029 | 2014-02-03,75.699997,1741.890015 1030 | 2014-02-04,76.089996,1755.199951 1031 | 2014-02-05,76.449997,1751.640015 1032 | 2014-02-06,76.900002,1773.430054 1033 | 2014-02-07,77.309998,1797.02002 1034 | 2014-02-10,78.029999,1799.839966 1035 | 2014-02-11,78.839996,1819.75 1036 | 2014-02-12,77.489998,1819.26001 1037 | 2014-02-13,77.800003,1829.829956 1038 | 2014-02-14,79.400002,1838.630005 1039 | 2014-02-18,77.970001,1840.76001 1040 | 2014-02-19,78.139999,1828.75 1041 | 2014-02-20,77.919998,1839.780029 1042 | 2014-02-21,77.970001,1836.25 1043 | 2014-02-24,77.860001,1847.609985 1044 | 2014-02-25,78.120003,1845.119995 1045 | 2014-02-26,77.860001,1845.160034 1046 | 2014-02-27,78.190002,1854.290039 1047 | 2014-02-28,78.660004,1859.449951 1048 | 2014-03-03,77.480003,1845.72998 1049 | 2014-03-04,78.449997,1873.910034 1050 | 2014-03-05,77.82,1873.810059 1051 | 2014-03-06,78.059998,1877.030029 1052 | 2014-03-07,78.379997,1878.040039 1053 | 2014-03-10,78.529999,1877.170044 1054 | 2014-03-11,78.949997,1867.630005 1055 | 2014-03-12,79.239998,1868.199951 1056 | 2014-03-13,79.190002,1846.339966 1057 | 2014-03-14,78.980003,1841.130005 1058 | 2014-03-17,79.839996,1858.829956 1059 | 2014-03-18,79.769997,1872.25 1060 | 2014-03-19,78.779999,1860.77002 1061 | 2014-03-20,78.32,1872.01001 1062 | 2014-03-21,77.879997,1866.52002 1063 | 2014-03-24,79.300003,1857.439941 1064 | 2014-03-25,79.809998,1865.619995 1065 | 2014-03-26,79.5,1852.560059 1066 | 2014-03-27,79.650002,1849.040039 1067 | 2014-03-28,79.760002,1857.619995 1068 | 2014-03-31,80.599998,1872.339966 1069 | 2014-04-01,80.339996,1885.52002 1070 | 2014-04-02,80.129997,1890.900024 1071 | 2014-04-03,80.099998,1888.77002 1072 | 2014-04-04,79.769997,1865.089966 1073 | 2014-04-07,80.489998,1845.040039 1074 | 2014-04-08,81.349998,1851.959961 1075 | 2014-04-09,81.489998,1872.180054 1076 | 2014-04-10,81.089996,1833.079956 1077 | 2014-04-11,80.760002,1815.689941 1078 | 2014-04-14,80.809998,1830.609985 1079 | 2014-04-15,80.839996,1842.97998 1080 | 2014-04-16,81.650002,1862.310059 1081 | 2014-04-17,81.760002,1864.849976 1082 | 2014-04-21,81.559998,1871.890015 1083 | 2014-04-22,81.25,1879.550049 1084 | 2014-04-23,80.360001,1875.390015 1085 | 2014-04-24,81.150002,1878.609985 1086 | 2014-04-25,81.410004,1863.400024 1087 | 2014-04-28,82.940002,1869.430054 1088 | 2014-04-29,82.440002,1878.329956 1089 | 2014-04-30,82.550003,1883.949951 1090 | 2014-05-01,82.339996,1883.680054 1091 | 2014-05-02,81.919998,1881.140015 1092 | 2014-05-05,81.699997,1884.660034 1093 | 2014-05-06,81.129997,1867.719971 1094 | 2014-05-07,82.089996,1878.209961 1095 | 2014-05-08,82.160004,1875.630005 1096 | 2014-05-09,82.389999,1878.47998 1097 | 2014-05-12,81.730003,1896.650024 1098 | 2014-05-13,81.610001,1897.449951 1099 | 2014-05-14,81.169998,1888.530029 1100 | 2014-05-15,80.529999,1870.849976 1101 | 2014-05-16,80.330002,1877.859985 1102 | 2014-05-19,79.93,1885.079956 1103 | 2014-05-20,80.230003,1872.829956 1104 | 2014-05-21,80.489998,1888.030029 1105 | 2014-05-22,80.650002,1892.48999 1106 | 2014-05-23,80.519997,1900.530029 1107 | 2014-05-27,80.080002,1911.910034 1108 | 2014-05-28,80.099998,1909.780029 1109 | 2014-05-29,80.400002,1920.030029 1110 | 2014-05-30,80.790001,1923.569946 1111 | 2014-06-02,80.360001,1924.969971 1112 | 2014-06-03,79.93,1924.23999 1113 | 2014-06-04,79.860001,1927.880005 1114 | 2014-06-05,80.110001,1940.459961 1115 | 2014-06-06,80.029999,1949.439941 1116 | 2014-06-09,80.089996,1951.27002 1117 | 2014-06-10,80.150002,1950.790039 1118 | 2014-06-11,80.059998,1943.890015 1119 | 2014-06-12,79.760002,1930.109985 1120 | 2014-06-13,79.639999,1936.160034 1121 | 2014-06-16,79.690002,1937.780029 1122 | 2014-06-17,79.580002,1941.98999 1123 | 2014-06-18,79.790001,1956.97998 1124 | 2014-06-19,80.239998,1959.47998 1125 | 2014-06-20,79.93,1962.869995 1126 | 2014-06-23,79.519997,1962.609985 1127 | 2014-06-24,79.010002,1949.97998 1128 | 2014-06-25,79.32,1959.530029 1129 | 2014-06-26,78.620003,1957.219971 1130 | 2014-06-27,79.019997,1960.959961 1131 | 2014-06-30,78.589996,1960.22998 1132 | 2014-07-01,79.279999,1973.319946 1133 | 2014-07-02,79.559998,1974.619995 1134 | 2014-07-03,79.980003,1985.439941 1135 | 2014-07-07,80.190002,1977.650024 1136 | 2014-07-08,80.559998,1963.709961 1137 | 2014-07-09,81.669998,1972.829956 1138 | 2014-07-10,81.610001,1964.680054 1139 | 2014-07-11,81.160004,1967.569946 1140 | 2014-07-14,81.32,1977.099976 1141 | 2014-07-15,81.260002,1973.280029 1142 | 2014-07-16,80.940002,1981.569946 1143 | 2014-07-17,80.400002,1958.119995 1144 | 2014-07-18,80.550003,1978.219971 1145 | 2014-07-21,80.279999,1973.630005 1146 | 2014-07-22,80.099998,1983.530029 1147 | 2014-07-23,79.989998,1987.01001 1148 | 2014-07-24,80.260002,1987.97998 1149 | 2014-07-25,79.559998,1978.339966 1150 | 2014-07-28,79.260002,1978.910034 1151 | 2014-07-29,78.650002,1969.949951 1152 | 2014-07-30,78.160004,1970.069946 1153 | 2014-07-31,77.32,1930.670044 1154 | 2014-08-01,79.650002,1925.150024 1155 | 2014-08-04,79.220001,1938.98999 1156 | 2014-08-05,79.410004,1920.209961 1157 | 2014-08-06,81.089996,1920.23999 1158 | 2014-08-07,80.139999,1909.569946 1159 | 2014-08-08,80.949997,1931.589966 1160 | 2014-08-11,81.480003,1936.920044 1161 | 2014-08-12,81.419998,1933.75 1162 | 2014-08-13,81.480003,1946.719971 1163 | 2014-08-14,81.949997,1955.180054 1164 | 2014-08-15,81.779999,1955.060059 1165 | 2014-08-18,82.440002,1971.73999 1166 | 2014-08-19,82.690002,1981.599976 1167 | 2014-08-20,82.809998,1986.51001 1168 | 2014-08-21,83.279999,1992.369995 1169 | 2014-08-22,83.389999,1988.400024 1170 | 2014-08-25,83.540001,1997.920044 1171 | 2014-08-26,83.379997,2000.02002 1172 | 2014-08-27,83.309998,2000.119995 1173 | 2014-08-28,83.029999,1996.73999 1174 | 2014-08-29,83.110001,2003.369995 1175 | 2014-09-02,82.980003,2002.280029 1176 | 2014-09-03,82.900002,2000.719971 1177 | 2014-09-04,83.699997,1997.650024 1178 | 2014-09-05,83.769997,2007.709961 1179 | 2014-09-08,83.32,2001.540039 1180 | 2014-09-09,82.989998,1988.439941 1181 | 2014-09-10,83.639999,1995.689941 1182 | 2014-09-11,83.489998,1997.449951 1183 | 2014-09-12,83.260002,1985.540039 1184 | 2014-09-15,83.870003,1984.130005 1185 | 2014-09-16,84.080002,1998.97998 1186 | 2014-09-17,84.160004,2001.569946 1187 | 2014-09-18,84.190002,2011.359985 1188 | 2014-09-19,84.470001,2010.400024 1189 | 2014-09-22,84.809998,1994.290039 1190 | 2014-09-23,84.440002,1982.77002 1191 | 2014-09-24,85.239998,1998.300049 1192 | 2014-09-25,84.330002,1965.98999 1193 | 2014-09-26,84.580002,1982.849976 1194 | 2014-09-29,84.440002,1977.800049 1195 | 2014-09-30,83.739998,1972.290039 1196 | 2014-10-01,83.139999,1946.160034 1197 | 2014-10-02,83.050003,1946.170044 1198 | 2014-10-03,83.790001,1967.900024 1199 | 2014-10-06,83.57,1964.819946 1200 | 2014-10-07,83.160004,1935.099976 1201 | 2014-10-08,84.18,1968.890015 1202 | 2014-10-09,83.660004,1928.209961 1203 | 2014-10-10,84.690002,1906.130005 1204 | 2014-10-13,83.370003,1874.73999 1205 | 2014-10-14,83.550003,1877.699951 1206 | 2014-10-15,82.949997,1862.48999 1207 | 2014-10-16,82.239998,1862.76001 1208 | 2014-10-17,83.269997,1886.76001 1209 | 2014-10-20,84.18,1904.01001 1210 | 2014-10-21,84.610001,1941.280029 1211 | 2014-10-22,84.230003,1927.109985 1212 | 2014-10-23,83.230003,1950.819946 1213 | 2014-10-24,85.160004,1964.579956 1214 | 2014-10-27,85.949997,1961.630005 1215 | 2014-10-28,86.470001,1985.050049 1216 | 2014-10-29,86.540001,1982.300049 1217 | 2014-10-30,86.940002,1994.650024 1218 | 2014-10-31,87.269997,2018.050049 1219 | 2014-11-03,87.379997,2017.810059 1220 | 2014-11-04,88.639999,2012.099976 1221 | 2014-11-05,89.0,2023.569946 1222 | 2014-11-06,88.900002,2031.209961 1223 | 2014-11-07,89.129997,2031.920044 1224 | 2014-11-10,89.449997,2038.26001 1225 | 2014-11-11,89.669998,2039.680054 1226 | 2014-11-12,89.480003,2038.25 1227 | 2014-11-13,88.599998,2039.329956 1228 | 2014-11-14,88.110001,2039.819946 1229 | 2014-11-17,87.839996,2041.319946 1230 | 2014-11-18,87.949997,2051.800049 1231 | 2014-11-19,88.730003,2048.719971 1232 | 2014-11-20,88.470001,2052.75 1233 | 2014-11-21,88.599998,2063.5 1234 | 2014-11-24,88.110001,2069.409912 1235 | 2014-11-25,88.800003,2067.030029 1236 | 2014-11-26,88.879997,2072.830078 1237 | 2014-11-28,90.43,2067.560059 1238 | 2014-12-01,90.080002,2053.439941 1239 | 2014-12-02,91.07,2066.550049 1240 | 2014-12-03,90.0,2074.330078 1241 | 2014-12-04,90.580002,2071.919922 1242 | 2014-12-05,90.379997,2075.370117 1243 | 2014-12-08,90.760002,2060.310059 1244 | 2014-12-09,90.709999,2059.820068 1245 | 2014-12-10,90.0,2026.140015 1246 | 2014-12-11,90.410004,2035.329956 1247 | 2014-12-12,89.550003,2002.329956 1248 | 2014-12-15,89.199997,1989.630005 1249 | 2014-12-16,89.360001,1972.73999 1250 | 2014-12-17,90.699997,2012.890015 1251 | 2014-12-18,92.0,2061.22998 1252 | 2014-12-19,92.050003,2070.649902 1253 | 2014-12-22,92.599998,2078.540039 1254 | 2014-12-23,93.290001,2082.169922 1255 | 2014-12-24,93.139999,2081.879883 1256 | 2014-12-26,93.459999,2088.77002 1257 | 2014-12-29,92.639999,2090.570068 1258 | 2014-12-30,92.400002,2080.350098 1259 | 2014-12-31,91.089996,2058.899902 1260 | 2015-01-02,90.440002,2058.199951 1261 | 2015-01-05,90.010002,2020.579956 1262 | 2015-01-06,89.599998,2002.609985 1263 | 2015-01-07,90.07,2025.900024 1264 | 2015-01-08,91.099998,2062.139893 1265 | 2015-01-09,90.25,2044.810059 1266 | 2015-01-12,89.919998,2028.26001 1267 | 2015-01-13,90.300003,2023.030029 1268 | 2015-01-14,89.989998,2011.27002 1269 | 2015-01-15,89.860001,1992.670044 1270 | 2015-01-16,91.25,2019.420044 1271 | 2015-01-20,91.190002,2022.550049 1272 | 2015-01-21,90.730003,2032.119995 1273 | 2015-01-22,91.620003,2063.149902 1274 | 2015-01-23,90.080002,2051.820068 1275 | 2015-01-26,89.580002,2057.090088 1276 | 2015-01-27,86.489998,2029.550049 1277 | 2015-01-28,85.150002,2002.160034 1278 | 2015-01-29,85.669998,2021.25 1279 | 2015-01-30,84.290001,1994.98999 1280 | 2015-02-02,85.120003,2020.849976 1281 | 2015-02-03,85.949997,2050.030029 1282 | 2015-02-04,85.790001,2041.51001 1283 | 2015-02-05,86.699997,2062.52002 1284 | 2015-02-06,85.610001,2055.469971 1285 | 2015-02-09,85.050003,2046.73999 1286 | 2015-02-10,85.389999,2068.590088 1287 | 2015-02-11,85.639999,2068.530029 1288 | 2015-02-12,86.029999,2088.47998 1289 | 2015-02-13,85.900002,2096.98999 1290 | 2015-02-17,85.489998,2100.340088 1291 | 2015-02-18,86.260002,2099.679932 1292 | 2015-02-19,85.209999,2097.449951 1293 | 2015-02-20,84.870003,2110.300049 1294 | 2015-02-23,85.389999,2109.659912 1295 | 2015-02-24,85.5,2115.47998 1296 | 2015-02-25,85.459999,2113.860107 1297 | 2015-02-26,85.169998,2110.73999 1298 | 2015-02-27,85.129997,2104.5 1299 | 2015-03-02,85.410004,2117.389893 1300 | 2015-03-03,85.160004,2107.780029 1301 | 2015-03-04,84.349998,2098.530029 1302 | 2015-03-05,84.629997,2101.040039 1303 | 2015-03-06,82.660004,2071.26001 1304 | 2015-03-09,83.089996,2079.429932 1305 | 2015-03-10,81.540001,2044.160034 1306 | 2015-03-11,81.389999,2040.23999 1307 | 2015-03-12,82.089996,2065.949951 1308 | 2015-03-13,81.830002,2053.399902 1309 | 2015-03-16,83.559998,2081.189941 1310 | 2015-03-17,82.849998,2074.280029 1311 | 2015-03-18,83.75,2099.5 1312 | 2015-03-19,83.379997,2089.27002 1313 | 2015-03-20,84.739998,2108.100098 1314 | 2015-03-23,84.860001,2104.419922 1315 | 2015-03-24,83.919998,2091.5 1316 | 2015-03-25,83.010002,2061.050049 1317 | 2015-03-26,82.150002,2056.149902 1318 | 2015-03-27,82.309998,2061.02002 1319 | 2015-03-30,82.720001,2086.23999 1320 | 2015-03-31,81.940002,2067.889893 1321 | 2015-04-01,82.32,2059.689941 1322 | 2015-04-02,82.43,2066.959961 1323 | 2015-04-06,83.040001,2080.620117 1324 | 2015-04-07,82.389999,2076.330078 1325 | 2015-04-08,82.769997,2081.899902 1326 | 2015-04-09,82.889999,2091.179932 1327 | 2015-04-10,83.349998,2102.060059 1328 | 2015-04-13,83.43,2092.429932 1329 | 2015-04-14,83.599998,2095.840088 1330 | 2015-04-15,83.510002,2106.629883 1331 | 2015-04-16,83.5,2104.98999 1332 | 2015-04-17,82.529999,2081.179932 1333 | 2015-04-20,82.870003,2100.399902 1334 | 2015-04-21,83.080002,2097.290039 1335 | 2015-04-22,83.089996,2107.959961 1336 | 2015-04-23,80.949997,2112.929932 1337 | 2015-04-24,81.0,2117.689941 1338 | 2015-04-27,80.599998,2108.919922 1339 | 2015-04-28,80.419998,2114.76001 1340 | 2015-04-29,79.849998,2106.850098 1341 | 2015-04-30,79.510002,2085.51001 1342 | 2015-05-01,80.290001,2108.290039 1343 | 2015-05-04,80.349998,2114.48999 1344 | 2015-05-05,80.07,2089.459961 1345 | 2015-05-06,80.400002,2080.149902 1346 | 2015-05-07,80.199997,2088.0 1347 | 2015-05-08,80.959999,2116.100098 1348 | 2015-05-11,80.269997,2105.330078 1349 | 2015-05-12,79.949997,2099.120117 1350 | 2015-05-13,79.699997,2098.47998 1351 | 2015-05-14,80.57,2121.100098 1352 | 2015-05-15,81.050003,2122.72998 1353 | 2015-05-18,80.739998,2129.199951 1354 | 2015-05-19,80.830002,2127.830078 1355 | 2015-05-20,80.480003,2125.850098 1356 | 2015-05-21,80.410004,2130.820068 1357 | 2015-05-22,79.949997,2126.060059 1358 | 2015-05-26,79.139999,2104.199951 1359 | 2015-05-27,79.389999,2123.47998 1360 | 2015-05-28,79.330002,2120.790039 1361 | 2015-05-29,78.389999,2107.389893 1362 | 2015-06-01,78.849998,2111.72998 1363 | 2015-06-02,78.540001,2109.600098 1364 | 2015-06-03,78.559998,2114.070068 1365 | 2015-06-04,78.150002,2095.840088 1366 | 2015-06-05,77.43,2092.830078 1367 | 2015-06-08,77.709999,2079.280029 1368 | 2015-06-09,78.900002,2080.149902 1369 | 2015-06-10,79.540001,2105.199951 1370 | 2015-06-11,79.410004,2108.860107 1371 | 2015-06-12,78.870003,2094.110107 1372 | 2015-06-15,78.120003,2084.429932 1373 | 2015-06-16,79.099998,2096.290039 1374 | 2015-06-17,80.080002,2100.439941 1375 | 2015-06-18,80.82,2121.23999 1376 | 2015-06-19,80.540001,2109.98999 1377 | 2015-06-22,80.449997,2122.850098 1378 | 2015-06-23,79.790001,2124.199951 1379 | 2015-06-24,79.510002,2108.580078 1380 | 2015-06-25,79.389999,2102.310059 1381 | 2015-06-26,79.339996,2101.48999 1382 | 2015-06-29,78.32,2057.639893 1383 | 2015-06-30,78.239998,2063.110107 1384 | 2015-07-01,79.720001,2077.419922 1385 | 2015-07-02,79.93,2076.780029 1386 | 2015-07-06,80.050003,2068.76001 1387 | 2015-07-07,81.720001,2081.340088 1388 | 2015-07-08,80.989998,2046.680054 1389 | 2015-07-09,80.660004,2051.310059 1390 | 2015-07-10,80.949997,2076.620117 1391 | 2015-07-13,81.910004,2099.600098 1392 | 2015-07-14,82.040001,2108.949951 1393 | 2015-07-15,82.150002,2107.399902 1394 | 2015-07-16,82.300003,2124.290039 1395 | 2015-07-17,82.239998,2126.639893 1396 | 2015-07-20,82.190002,2128.280029 1397 | 2015-07-21,81.629997,2119.209961 1398 | 2015-07-22,80.830002,2114.149902 1399 | 2015-07-23,80.699997,2102.149902 1400 | 2015-07-24,80.290001,2079.649902 1401 | 2015-07-27,79.970001,2067.639893 1402 | 2015-07-28,80.230003,2093.25 1403 | 2015-07-29,80.620003,2108.570068 1404 | 2015-07-30,77.389999,2108.629883 1405 | 2015-07-31,76.699997,2103.840088 1406 | 2015-08-03,76.400002,2098.040039 1407 | 2015-08-04,75.910004,2093.320068 1408 | 2015-08-05,75.769997,2099.840088 1409 | 2015-08-06,75.739998,2083.560059 1410 | 2015-08-07,75.480003,2077.570068 1411 | 2015-08-10,76.379997,2104.179932 1412 | 2015-08-11,76.220001,2084.070068 1413 | 2015-08-12,76.389999,2086.050049 1414 | 2015-08-13,75.779999,2083.389893 1415 | 2015-08-14,75.620003,2091.540039 1416 | 2015-08-17,75.529999,2102.439941 1417 | 2015-08-18,75.129997,2096.919922 1418 | 2015-08-19,74.120003,2079.610107 1419 | 2015-08-20,73.910004,2035.72998 1420 | 2015-08-21,71.839996,1970.890015 1421 | 2015-08-24,69.139999,1893.209961 1422 | 2015-08-25,68.419998,1867.609985 1423 | 2015-08-26,70.900002,1940.51001 1424 | 2015-08-27,71.480003,1987.660034 1425 | 2015-08-28,71.209999,1988.869995 1426 | 2015-08-31,70.669998,1972.180054 1427 | 2015-09-01,68.900002,1913.849976 1428 | 2015-09-02,69.809998,1948.859985 1429 | 2015-09-03,69.93,1951.130005 1430 | 2015-09-04,68.760002,1921.219971 1431 | 2015-09-08,69.980003,1969.410034 1432 | 2015-09-09,68.480003,1942.040039 1433 | 2015-09-10,68.32,1952.290039 1434 | 2015-09-11,68.419998,1961.050049 1435 | 2015-09-14,68.059998,1953.030029 1436 | 2015-09-15,69.449997,1978.089966 1437 | 2015-09-16,70.099998,1995.310059 1438 | 2015-09-17,70.239998,1990.199951 1439 | 2015-09-18,69.940002,1958.030029 1440 | 2015-09-21,70.650002,1966.969971 1441 | 2015-09-22,70.190002,1942.73999 1442 | 2015-09-23,70.260002,1938.76001 1443 | 2015-09-24,71.360001,1932.23999 1444 | 2015-09-25,72.669998,1931.339966 1445 | 2015-09-28,71.769997,1881.77002 1446 | 2015-09-29,72.279999,1884.089966 1447 | 2015-09-30,71.940002,1920.030029 1448 | 2015-10-01,71.949997,1923.819946 1449 | 2015-10-02,72.419998,1951.359985 1450 | 2015-10-05,73.220001,1987.050049 1451 | 2015-10-06,73.400002,1979.920044 1452 | 2015-10-07,73.720001,1995.829956 1453 | 2015-10-08,74.400002,2013.430054 1454 | 2015-10-09,74.480003,2014.890015 1455 | 2015-10-12,74.330002,2017.459961 1456 | 2015-10-13,74.110001,2003.689941 1457 | 2015-10-14,74.209999,1994.23999 1458 | 2015-10-15,74.269997,2023.859985 1459 | 2015-10-16,74.900002,2033.109985 1460 | 2015-10-19,75.160004,2033.660034 1461 | 2015-10-20,74.43,2030.77002 1462 | 2015-10-21,73.589996,2018.939941 1463 | 2015-10-22,74.849998,2052.51001 1464 | 2015-10-23,77.029999,2075.149902 1465 | 2015-10-26,77.489998,2071.179932 1466 | 2015-10-27,77.290001,2065.889893 1467 | 2015-10-28,76.510002,2090.350098 1468 | 2015-10-29,77.019997,2089.409912 1469 | 2015-10-30,76.379997,2079.360107 1470 | 2015-11-02,76.599998,2104.050049 1471 | 2015-11-03,77.050003,2109.790039 1472 | 2015-11-04,77.059998,2102.310059 1473 | 2015-11-05,76.389999,2099.929932 1474 | 2015-11-06,75.57,2099.199951 1475 | 2015-11-09,75.400002,2078.580078 1476 | 2015-11-10,75.769997,2081.719971 1477 | 2015-11-11,75.959999,2075.0 1478 | 2015-11-12,74.660004,2045.969971 1479 | 2015-11-13,73.959999,2023.040039 1480 | 2015-11-16,75.300003,2053.189941 1481 | 2015-11-17,75.07,2050.439941 1482 | 2015-11-18,75.900002,2083.580078 1483 | 2015-11-19,76.220001,2081.23999 1484 | 2015-11-20,75.82,2089.169922 1485 | 2015-11-23,75.970001,2086.590088 1486 | 2015-11-24,76.449997,2089.139893 1487 | 2015-11-25,75.900002,2088.870117 1488 | 2015-11-27,75.699997,2090.110107 1489 | 2015-11-30,74.839996,2080.409912 1490 | 2015-12-01,75.940002,2102.629883 1491 | 2015-12-02,75.790001,2079.51001 1492 | 2015-12-03,75.739998,2049.620117 1493 | 2015-12-04,77.830002,2091.689941 1494 | 2015-12-07,78.370003,2077.070068 1495 | 2015-12-08,77.75,2063.590088 1496 | 2015-12-09,77.699997,2047.619995 1497 | 2015-12-10,77.790001,2052.22998 1498 | 2015-12-11,77.779999,2012.369995 1499 | 2015-12-14,78.290001,2021.939941 1500 | 2015-12-15,79.68,2043.410034 1501 | 2015-12-16,80.989998,2073.070068 1502 | 2015-12-17,80.290001,2041.890015 1503 | 2015-12-18,78.129997,2005.550049 1504 | 2015-12-21,78.949997,2021.150024 1505 | 2015-12-22,79.599998,2038.969971 1506 | 2015-12-23,79.919998,2064.290039 1507 | 2015-12-24,79.790001,2060.98999 1508 | 2015-12-28,79.919998,2056.5 1509 | 2015-12-29,80.360001,2078.360107 1510 | 2015-12-30,80.07,2063.360107 1511 | 2015-12-31,79.410004,2043.939941 1512 | 2016-01-04,78.370003,2012.660034 1513 | 2016-01-05,78.620003,2016.709961 1514 | 2016-01-06,77.860001,1990.26001 1515 | 2016-01-07,77.18,1943.089966 1516 | 2016-01-08,75.970001,1922.030029 1517 | 2016-01-11,76.669998,1923.670044 1518 | 2016-01-12,76.510002,1938.680054 1519 | 2016-01-13,75.849998,1890.280029 1520 | 2016-01-14,76.150002,1921.839966 1521 | 2016-01-15,74.980003,1880.329956 1522 | 2016-01-19,76.730003,1881.329956 1523 | 2016-01-20,75.830002,1859.329956 1524 | 2016-01-21,76.720001,1868.98999 1525 | 2016-01-22,77.360001,1906.900024 1526 | 2016-01-25,76.849998,1877.079956 1527 | 2016-01-26,78.809998,1903.630005 1528 | 2016-01-27,78.800003,1882.949951 1529 | 2016-01-28,79.82,1893.359985 1530 | 2016-01-29,81.690002,1940.23999 1531 | 2016-02-01,81.120003,1939.380005 1532 | 2016-02-02,80.220001,1903.030029 1533 | 2016-02-03,81.099998,1912.530029 1534 | 2016-02-04,80.699997,1915.449951 1535 | 2016-02-05,81.199997,1880.050049 1536 | 2016-02-08,82.620003,1853.439941 1537 | 2016-02-09,82.639999,1852.209961 1538 | 2016-02-10,81.620003,1851.859985 1539 | 2016-02-11,79.900002,1829.079956 1540 | 2016-02-12,80.989998,1864.780029 1541 | 2016-02-16,81.470001,1895.579956 1542 | 2016-02-17,82.449997,1926.819946 1543 | 2016-02-18,81.980003,1917.829956 1544 | 2016-02-19,81.790001,1917.780029 1545 | 2016-02-22,82.129997,1945.5 1546 | 2016-02-23,81.809998,1921.27002 1547 | 2016-02-24,81.559998,1929.800049 1548 | 2016-02-25,82.339996,1951.699951 1549 | 2016-02-26,81.099998,1948.050049 1550 | 2016-02-29,80.290001,1932.22998 1551 | 2016-03-01,81.230003,1978.349976 1552 | 2016-03-02,82.550003,1986.449951 1553 | 2016-03-03,82.839996,1993.400024 1554 | 2016-03-04,83.489998,1999.98999 1555 | 2016-03-07,83.099998,2001.76001 1556 | 2016-03-08,83.059998,1979.26001 1557 | 2016-03-09,82.959999,1989.26001 1558 | 2016-03-10,82.279999,1989.569946 1559 | 2016-03-11,81.75,2022.189941 1560 | 2016-03-14,81.169998,2019.640015 1561 | 2016-03-15,81.309998,2015.930054 1562 | 2016-03-16,81.339996,2027.219971 1563 | 2016-03-17,82.75,2040.589966 1564 | 2016-03-18,83.150002,2049.580078 1565 | 2016-03-21,83.32,2051.600098 1566 | 2016-03-22,82.739998,2049.800049 1567 | 2016-03-23,82.82,2036.709961 1568 | 2016-03-24,82.889999,2035.939941 1569 | 2016-03-28,82.620003,2037.050049 1570 | 2016-03-29,82.800003,2055.01001 1571 | 2016-03-30,82.68,2063.949951 1572 | 2016-03-31,82.309998,2059.73999 1573 | 2016-04-01,83.529999,2072.780029 1574 | 2016-04-04,83.209999,2066.129883 1575 | 2016-04-05,83.160004,2045.170044 1576 | 2016-04-06,83.809998,2066.659912 1577 | 2016-04-07,83.239998,2041.910034 1578 | 2016-04-08,83.199997,2047.599976 1579 | 2016-04-11,82.730003,2041.98999 1580 | 2016-04-12,82.830002,2061.719971 1581 | 2016-04-13,82.459999,2082.419922 1582 | 2016-04-14,82.010002,2082.780029 1583 | 2016-04-15,82.300003,2080.72998 1584 | 2016-04-18,82.830002,2094.340088 1585 | 2016-04-19,83.279999,2100.800049 1586 | 2016-04-20,81.550003,2102.399902 1587 | 2016-04-21,80.800003,2091.47998 1588 | 2016-04-22,80.949997,2091.580078 1589 | 2016-04-25,81.410004,2087.790039 1590 | 2016-04-26,79.550003,2091.699951 1591 | 2016-04-27,79.889999,2095.149902 1592 | 2016-04-28,79.760002,2075.810059 1593 | 2016-04-29,80.120003,2065.300049 1594 | 2016-05-02,80.970001,2081.429932 1595 | 2016-05-03,81.099998,2063.370117 1596 | 2016-05-04,81.599998,2051.120117 1597 | 2016-05-05,81.300003,2050.629883 1598 | 2016-05-06,82.129997,2057.139893 1599 | 2016-05-09,82.120003,2058.689941 1600 | 2016-05-10,82.480003,2084.389893 1601 | 2016-05-11,82.150002,2064.459961 1602 | 2016-05-12,82.410004,2064.110107 1603 | 2016-05-13,81.230003,2046.609985 1604 | 2016-05-16,81.629997,2066.659912 1605 | 2016-05-17,80.620003,2047.209961 1606 | 2016-05-18,79.849998,2047.630005 1607 | 2016-05-19,80.190002,2040.040039 1608 | 2016-05-20,80.019997,2052.320068 1609 | 2016-05-23,80.199997,2048.040039 1610 | 2016-05-24,80.970001,2076.060059 1611 | 2016-05-25,81.480003,2090.540039 1612 | 2016-05-26,81.220001,2090.100098 1613 | 2016-05-27,81.43,2099.060059 1614 | 2016-05-31,81.040001,2096.949951 1615 | 2016-06-01,81.790001,2099.330078 1616 | 2016-06-02,81.949997,2105.26001 1617 | 2016-06-03,82.470001,2099.129883 1618 | 2016-06-06,82.769997,2109.409912 1619 | 2016-06-07,82.32,2112.129883 1620 | 2016-06-08,82.650002,2119.120117 1621 | 2016-06-09,83.169998,2115.47998 1622 | 2016-06-10,83.199997,2096.070068 1623 | 2016-06-13,82.57,2079.060059 1624 | 2016-06-14,83.349998,2075.320068 1625 | 2016-06-15,82.949997,2071.5 1626 | 2016-06-16,83.410004,2077.98999 1627 | 2016-06-17,83.129997,2071.219971 1628 | 2016-06-20,83.040001,2083.25 1629 | 2016-06-21,83.410004,2088.899902 1630 | 2016-06-22,83.57,2085.449951 1631 | 2016-06-23,84.209999,2113.320068 1632 | 2016-06-24,82.260002,2037.410034 1633 | 2016-06-27,81.230003,2000.540039 1634 | 2016-06-28,82.459999,2036.089966 1635 | 2016-06-29,83.910004,2066.089966 1636 | 2016-06-30,84.669998,2098.860107 1637 | 2016-07-01,84.779999,2102.949951 1638 | 2016-07-05,85.440002,2088.550049 1639 | 2016-07-06,85.029999,2099.72998 1640 | 2016-07-07,84.830002,2097.899902 1641 | 2016-07-08,85.769997,2129.899902 1642 | 2016-07-11,85.75,2137.159912 1643 | 2016-07-12,85.75,2152.139893 1644 | 2016-07-13,85.889999,2152.429932 1645 | 2016-07-14,85.870003,2163.75 1646 | 2016-07-15,86.010002,2161.73999 1647 | 2016-07-18,85.93,2166.889893 1648 | 2016-07-19,86.169998,2163.780029 1649 | 2016-07-20,85.32,2173.02002 1650 | 2016-07-21,85.260002,2165.169922 1651 | 2016-07-22,85.720001,2175.030029 1652 | 2016-07-25,85.800003,2168.47998 1653 | 2016-07-26,85.269997,2169.179932 1654 | 2016-07-27,84.459999,2166.580078 1655 | 2016-07-28,84.809998,2170.060059 1656 | 2016-07-29,85.589996,2173.600098 1657 | 2016-08-01,86.410004,2170.840088 1658 | 2016-08-02,86.760002,2157.030029 1659 | 2016-08-03,85.970001,2163.790039 1660 | 2016-08-04,86.050003,2164.25 1661 | 2016-08-05,85.779999,2182.870117 1662 | 2016-08-08,85.760002,2180.889893 1663 | 2016-08-09,85.989998,2181.73999 1664 | 2016-08-10,86.309998,2175.48999 1665 | 2016-08-11,86.730003,2185.790039 1666 | 2016-08-12,87.040001,2184.050049 1667 | 2016-08-15,87.019997,2190.149902 1668 | 2016-08-16,86.580002,2178.149902 1669 | 2016-08-17,86.959999,2182.219971 1670 | 2016-08-18,87.440002,2187.02002 1671 | 2016-08-19,87.309998,2183.870117 1672 | 2016-08-22,86.849998,2182.639893 1673 | 2016-08-23,87.400002,2186.899902 1674 | 2016-08-24,87.309998,2175.439941 1675 | 2016-08-25,87.900002,2172.469971 1676 | 2016-08-26,87.580002,2169.040039 1677 | 2016-08-29,88.300003,2180.379883 1678 | 2016-08-30,87.540001,2176.120117 1679 | 2016-08-31,87.309998,2170.949951 1680 | 2016-09-01,88.309998,2170.860107 1681 | 2016-09-02,88.199997,2179.97998 1682 | 2016-09-06,88.639999,2186.47998 1683 | 2016-09-07,87.949997,2186.159912 1684 | 2016-09-08,87.779999,2181.300049 1685 | 2016-09-09,86.239998,2127.810059 1686 | 2016-09-12,88.25,2159.040039 1687 | 2016-09-13,87.050003,2127.02002 1688 | 2016-09-14,87.010002,2125.77002 1689 | 2016-09-15,88.059998,2147.26001 1690 | 2016-09-16,88.050003,2139.159912 1691 | 2016-09-19,88.370003,2139.120117 1692 | 2016-09-20,88.580002,2139.76001 1693 | 2016-09-21,87.800003,2163.120117 1694 | 2016-09-22,88.989998,2177.179932 1695 | 2016-09-23,87.760002,2164.689941 1696 | 2016-09-26,87.849998,2146.100098 1697 | 2016-09-27,88.360001,2159.929932 1698 | 2016-09-28,89.459999,2171.370117 1699 | 2016-09-29,88.230003,2151.129883 1700 | 2016-09-30,89.75,2168.27002 1701 | 2016-10-03,88.660004,2161.199951 1702 | 2016-10-04,88.349998,2150.48999 1703 | 2016-10-05,88.849998,2159.72998 1704 | 2016-10-06,89.220001,2160.77002 1705 | 2016-10-07,90.0,2153.73999 1706 | 2016-10-10,89.059998,2163.659912 1707 | 2016-10-11,88.540001,2136.72998 1708 | 2016-10-12,88.57,2139.179932 1709 | 2016-10-13,88.239998,2132.550049 1710 | 2016-10-14,88.43,2132.97998 1711 | 2016-10-17,87.830002,2126.5 1712 | 2016-10-18,87.449997,2139.600098 1713 | 2016-10-19,85.540001,2144.290039 1714 | 2016-10-20,84.93,2141.340088 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2012-09-28,69.360001,1440.670044 190 | 2012-10-01,69.449997,1444.48999 191 | 2012-10-02,68.790001,1445.75 192 | 2012-10-03,69.169998,1450.98999 193 | 2012-10-04,69.379997,1461.400024 194 | 2012-10-05,69.629997,1460.930054 195 | 2012-10-08,69.099998,1455.880005 196 | 2012-10-09,68.699997,1441.47998 197 | 2012-10-10,68.139999,1432.560059 198 | 2012-10-11,68.0,1432.839966 199 | 2012-10-12,67.940002,1428.589966 200 | 2012-10-15,68.709999,1440.130005 201 | 2012-10-16,69.0,1454.920044 202 | 2012-10-17,69.470001,1460.910034 203 | 2012-10-18,69.470001,1457.339966 204 | 2012-10-19,68.57,1433.189941 205 | 2012-10-22,68.5,1433.819946 206 | 2012-10-23,67.440002,1413.109985 207 | 2012-10-24,68.080002,1408.75 208 | 2012-10-25,70.07,1412.969971 209 | 2012-10-26,69.440002,1411.939941 210 | 2012-10-31,69.239998,1412.160034 211 | 2012-11-01,69.25,1427.589966 212 | 2012-11-02,69.190002,1414.199951 213 | 2012-11-05,68.669998,1417.26001 214 | 2012-11-06,68.93,1428.390015 215 | 2012-11-07,68.059998,1394.530029 216 | 2012-11-08,66.910004,1377.51001 217 | 2012-11-09,67.010002,1379.849976 218 | 2012-11-12,67.080002,1380.030029 219 | 2012-11-13,66.849998,1374.530029 220 | 2012-11-14,66.529999,1355.48999 221 | 2012-11-15,66.32,1353.329956 222 | 2012-11-16,66.82,1359.880005 223 | 2012-11-19,67.919998,1386.890015 224 | 2012-11-20,68.300003,1387.810059 225 | 2012-11-21,68.470001,1391.030029 226 | 2012-11-23,69.589996,1409.150024 227 | 2012-11-26,69.480003,1406.290039 228 | 2012-11-27,68.989998,1398.939941 229 | 2012-11-28,69.440002,1409.930054 230 | 2012-11-29,69.5,1415.949951 231 | 2012-11-30,69.830002,1416.180054 232 | 2012-12-03,69.580002,1409.459961 233 | 2012-12-04,69.309998,1407.050049 234 | 2012-12-05,69.410004,1409.280029 235 | 2012-12-06,69.949997,1413.939941 236 | 2012-12-07,70.290001,1418.069946 237 | 2012-12-10,70.220001,1418.550049 238 | 2012-12-11,70.660004,1427.839966 239 | 2012-12-12,70.760002,1428.47998 240 | 2012-12-13,70.129997,1419.449951 241 | 2012-12-14,69.93,1413.579956 242 | 2012-12-17,69.93,1430.359985 243 | 2012-12-18,69.970001,1446.790039 244 | 2012-12-19,69.339996,1435.810059 245 | 2012-12-20,69.82,1443.689941 246 | 2012-12-21,68.720001,1430.150024 247 | 2012-12-24,68.519997,1426.660034 248 | 2012-12-26,68.0,1419.829956 249 | 2012-12-27,67.970001,1418.099976 250 | 2012-12-28,67.150002,1402.430054 251 | 2012-12-31,67.889999,1426.189941 252 | 2013-01-02,69.389999,1462.420044 253 | 2013-01-03,68.949997,1459.369995 254 | 2013-01-04,69.089996,1466.469971 255 | 2013-01-07,68.620003,1461.890015 256 | 2013-01-08,68.510002,1457.150024 257 | 2013-01-09,68.879997,1461.02002 258 | 2013-01-10,69.269997,1472.119995 259 | 2013-01-11,69.220001,1472.050049 260 | 2013-01-14,69.629997,1470.680054 261 | 2013-01-15,69.879997,1472.339966 262 | 2013-01-16,69.339996,1472.630005 263 | 2013-01-17,69.669998,1480.939941 264 | 2013-01-18,69.940002,1485.97998 265 | 2013-01-22,69.949997,1492.560059 266 | 2013-01-23,70.690002,1494.810059 267 | 2013-01-24,70.419998,1494.819946 268 | 2013-01-25,73.25,1502.959961 269 | 2013-01-28,73.769997,1500.180054 270 | 2013-01-29,75.0,1507.839966 271 | 2013-01-30,75.080002,1501.959961 272 | 2013-01-31,75.160004,1498.109985 273 | 2013-02-01,75.919998,1513.170044 274 | 2013-02-04,75.25,1495.709961 275 | 2013-02-05,75.699997,1511.290039 276 | 2013-02-06,76.150002,1512.119995 277 | 2013-02-07,76.150002,1509.390015 278 | 2013-02-08,75.75,1517.930054 279 | 2013-02-11,75.809998,1517.01001 280 | 2013-02-12,75.980003,1519.430054 281 | 2013-02-13,76.559998,1520.329956 282 | 2013-02-14,76.779999,1521.380005 283 | 2013-02-15,76.540001,1519.790039 284 | 2013-02-19,77.379997,1530.939941 285 | 2013-02-20,77.080002,1511.949951 286 | 2013-02-21,77.040001,1502.420044 287 | 2013-02-22,76.989998,1515.599976 288 | 2013-02-25,75.919998,1487.849976 289 | 2013-02-26,76.080002,1496.939941 290 | 2013-02-27,76.75,1515.98999 291 | 2013-02-28,76.18,1514.680054 292 | 2013-03-01,76.489998,1518.199951 293 | 2013-03-04,76.68,1525.199951 294 | 2013-03-05,77.050003,1539.790039 295 | 2013-03-06,77.199997,1541.459961 296 | 2013-03-07,76.900002,1544.26001 297 | 2013-03-08,77.18,1551.180054 298 | 2013-03-11,77.349998,1556.219971 299 | 2013-03-12,77.169998,1552.47998 300 | 2013-03-13,76.800003,1554.52002 301 | 2013-03-14,77.389999,1563.22998 302 | 2013-03-15,76.339996,1560.699951 303 | 2013-03-18,76.160004,1552.099976 304 | 2013-03-19,77.110001,1548.339966 305 | 2013-03-20,77.580002,1558.709961 306 | 2013-03-21,77.209999,1545.800049 307 | 2013-03-22,77.269997,1556.890015 308 | 2013-03-25,76.68,1551.689941 309 | 2013-03-26,77.400002,1563.77002 310 | 2013-03-27,77.059998,1562.849976 311 | 2013-03-28,77.059998,1569.189941 312 | 2013-04-01,77.699997,1562.170044 313 | 2013-04-02,78.959999,1570.25 314 | 2013-04-03,78.120003,1553.689941 315 | 2013-04-04,78.540001,1559.97998 316 | 2013-04-05,78.230003,1553.280029 317 | 2013-04-08,78.790001,1563.069946 318 | 2013-04-09,78.260002,1568.609985 319 | 2013-04-10,79.239998,1587.72998 320 | 2013-04-11,79.669998,1593.369995 321 | 2013-04-12,80.080002,1588.849976 322 | 2013-04-15,79.650002,1552.359985 323 | 2013-04-16,80.099998,1574.569946 324 | 2013-04-17,79.059998,1552.01001 325 | 2013-04-18,79.870003,1541.609985 326 | 2013-04-19,81.43,1555.25 327 | 2013-04-22,81.400002,1562.5 328 | 2013-04-23,82.540001,1578.780029 329 | 2013-04-24,77.120003,1578.790039 330 | 2013-04-25,76.580002,1585.160034 331 | 2013-04-26,77.099998,1582.23999 332 | 2013-04-29,77.68,1593.609985 333 | 2013-04-30,76.769997,1597.569946 334 | 2013-05-01,76.989998,1582.699951 335 | 2013-05-02,77.760002,1597.589966 336 | 2013-05-03,78.190002,1614.420044 337 | 2013-05-06,77.75,1617.5 338 | 2013-05-07,77.940002,1625.959961 339 | 2013-05-08,78.440002,1632.689941 340 | 2013-05-09,78.209999,1626.670044 341 | 2013-05-10,78.760002,1633.699951 342 | 2013-05-13,78.589996,1633.77002 343 | 2013-05-14,79.470001,1650.339966 344 | 2013-05-15,80.68,1658.780029 345 | 2013-05-16,80.199997,1650.469971 346 | 2013-05-17,80.019997,1667.469971 347 | 2013-05-20,79.089996,1666.290039 348 | 2013-05-21,78.800003,1669.160034 349 | 2013-05-22,78.82,1655.349976 350 | 2013-05-23,78.699997,1650.51001 351 | 2013-05-24,81.879997,1649.599976 352 | 2013-05-28,80.860001,1660.060059 353 | 2013-05-29,78.900002,1648.359985 354 | 2013-05-30,79.089996,1654.410034 355 | 2013-05-31,76.760002,1630.73999 356 | 2013-06-03,77.660004,1640.420044 357 | 2013-06-04,77.370003,1631.380005 358 | 2013-06-05,76.660004,1608.900024 359 | 2013-06-06,76.82,1622.560059 360 | 2013-06-07,77.75,1643.380005 361 | 2013-06-10,78.07,1642.810059 362 | 2013-06-11,78.120003,1626.130005 363 | 2013-06-12,77.599998,1612.52002 364 | 2013-06-13,78.43,1636.359985 365 | 2013-06-14,78.029999,1626.72998 366 | 2013-06-17,78.959999,1639.040039 367 | 2013-06-18,79.040001,1651.810059 368 | 2013-06-19,77.610001,1628.930054 369 | 2013-06-20,75.25,1588.189941 370 | 2013-06-21,77.43,1592.430054 371 | 2013-06-24,76.580002,1573.089966 372 | 2013-06-25,76.690002,1588.030029 373 | 2013-06-26,77.400002,1603.26001 374 | 2013-06-27,77.669998,1613.199951 375 | 2013-06-28,76.989998,1606.280029 376 | 2013-07-01,78.019997,1614.959961 377 | 2013-07-02,78.440002,1614.079956 378 | 2013-07-03,78.57,1615.410034 379 | 2013-07-05,78.339996,1631.890015 380 | 2013-07-08,78.760002,1640.459961 381 | 2013-07-09,79.57,1652.319946 382 | 2013-07-10,79.800003,1652.619995 383 | 2013-07-11,80.769997,1675.02002 384 | 2013-07-12,81.550003,1680.189941 385 | 2013-07-15,81.510002,1682.5 386 | 2013-07-16,80.970001,1676.26001 387 | 2013-07-17,80.089996,1680.910034 388 | 2013-07-18,80.300003,1689.369995 389 | 2013-07-19,81.370003,1692.089966 390 | 2013-07-22,81.220001,1695.530029 391 | 2013-07-23,80.949997,1692.390015 392 | 2013-07-24,80.269997,1685.939941 393 | 2013-07-25,80.410004,1690.25 394 | 2013-07-26,80.389999,1691.650024 395 | 2013-07-29,80.089996,1685.329956 396 | 2013-07-30,80.440002,1685.959961 397 | 2013-07-31,80.300003,1685.72998 398 | 2013-08-01,81.639999,1706.869995 399 | 2013-08-02,81.290001,1709.670044 400 | 2013-08-05,81.400002,1707.140015 401 | 2013-08-06,81.739998,1697.369995 402 | 2013-08-07,81.959999,1690.910034 403 | 2013-08-08,82.169998,1697.47998 404 | 2013-08-09,81.639999,1691.420044 405 | 2013-08-12,81.620003,1689.469971 406 | 2013-08-13,81.660004,1694.160034 407 | 2013-08-14,81.25,1685.390015 408 | 2013-08-15,80.480003,1661.319946 409 | 2013-08-16,79.900002,1655.829956 410 | 2013-08-19,79.589996,1646.060059 411 | 2013-08-20,79.529999,1652.349976 412 | 2013-08-21,79.379997,1642.800049 413 | 2013-08-22,79.769997,1656.959961 414 | 2013-08-23,80.010002,1663.5 415 | 2013-08-26,78.540001,1656.780029 416 | 2013-08-27,77.970001,1630.47998 417 | 2013-08-28,76.849998,1634.959961 418 | 2013-08-29,77.309998,1638.170044 419 | 2013-08-30,77.889999,1632.969971 420 | 2013-09-03,77.75,1639.77002 421 | 2013-09-04,77.489998,1653.079956 422 | 2013-09-05,77.139999,1655.079956 423 | 2013-09-06,77.150002,1655.170044 424 | 2013-09-09,78.160004,1671.709961 425 | 2013-09-10,77.949997,1683.98999 426 | 2013-09-11,78.269997,1689.130005 427 | 2013-09-12,78.260002,1683.420044 428 | 2013-09-13,79.050003,1687.98999 429 | 2013-09-16,80.160004,1697.599976 430 | 2013-09-17,79.830002,1704.76001 431 | 2013-09-18,80.300003,1725.52002 432 | 2013-09-19,80.120003,1722.339966 433 | 2013-09-20,79.389999,1709.910034 434 | 2013-09-23,79.279999,1701.839966 435 | 2013-09-24,78.620003,1697.420044 436 | 2013-09-25,77.720001,1692.77002 437 | 2013-09-26,78.050003,1698.670044 438 | 2013-09-27,77.209999,1691.75 439 | 2013-09-30,75.589996,1681.550049 440 | 2013-10-01,76.160004,1695.0 441 | 2013-10-02,75.93,1693.869995 442 | 2013-10-03,75.839996,1678.660034 443 | 2013-10-04,76.019997,1690.5 444 | 2013-10-07,75.650002,1676.119995 445 | 2013-10-08,76.330002,1655.449951 446 | 2013-10-09,76.949997,1656.400024 447 | 2013-10-10,77.889999,1692.560059 448 | 2013-10-11,78.480003,1703.199951 449 | 2013-10-14,78.739998,1710.140015 450 | 2013-10-15,77.599998,1698.060059 451 | 2013-10-16,78.339996,1721.540039 452 | 2013-10-17,79.419998,1733.150024 453 | 2013-10-18,79.410004,1744.5 454 | 2013-10-21,78.970001,1744.660034 455 | 2013-10-22,80.379997,1754.670044 456 | 2013-10-23,80.910004,1746.380005 457 | 2013-10-24,80.610001,1752.069946 458 | 2013-10-25,80.0,1759.77002 459 | 2013-10-28,81.300003,1762.109985 460 | 2013-10-29,82.459999,1771.949951 461 | 2013-10-30,81.519997,1763.310059 462 | 2013-10-31,80.75,1756.540039 463 | 2013-11-01,81.150002,1761.640015 464 | 2013-11-04,81.330002,1767.930054 465 | 2013-11-05,81.43,1762.969971 466 | 2013-11-06,82.809998,1770.48999 467 | 2013-11-07,82.32,1747.150024 468 | 2013-11-08,82.510002,1770.609985 469 | 2013-11-11,82.260002,1771.890015 470 | 2013-11-12,82.800003,1767.689941 471 | 2013-11-13,83.5,1782.0 472 | 2013-11-14,84.32,1790.619995 473 | 2013-11-15,84.839996,1798.180054 474 | 2013-11-18,84.57,1791.530029 475 | 2013-11-19,84.339996,1787.869995 476 | 2013-11-20,84.690002,1781.369995 477 | 2013-11-21,84.669998,1795.849976 478 | 2013-11-22,84.949997,1804.76001 479 | 2013-11-25,85.410004,1802.47998 480 | 2013-11-26,84.639999,1802.75 481 | 2013-11-27,84.279999,1807.22998 482 | 2013-11-29,84.220001,1805.810059 483 | 2013-12-02,83.339996,1800.900024 484 | 2013-12-03,83.830002,1795.150024 485 | 2013-12-04,83.349998,1792.810059 486 | 2013-12-05,82.690002,1785.030029 487 | 2013-12-06,84.519997,1805.089966 488 | 2013-12-09,84.779999,1808.369995 489 | 2013-12-10,83.650002,1802.619995 490 | 2013-12-11,84.019997,1782.219971 491 | 2013-12-12,82.300003,1775.5 492 | 2013-12-13,82.370003,1775.319946 493 | 2013-12-16,81.690002,1786.540039 494 | 2013-12-17,80.910004,1781.0 495 | 2013-12-18,82.379997,1810.650024 496 | 2013-12-19,81.900002,1809.599976 497 | 2013-12-20,81.839996,1818.319946 498 | 2013-12-23,81.309998,1827.98999 499 | 2013-12-24,81.309998,1833.319946 500 | 2013-12-26,81.760002,1842.02002 501 | 2013-12-27,82.010002,1841.400024 502 | 2013-12-30,82.0,1841.069946 503 | 2013-12-31,81.410004,1848.359985 504 | 2014-01-02,80.540001,1831.97998 505 | 2014-01-03,80.449997,1831.369995 506 | 2014-01-06,80.639999,1826.77002 507 | 2014-01-07,81.419998,1837.880005 508 | 2014-01-08,80.239998,1837.48999 509 | 2014-01-09,80.419998,1838.130005 510 | 2014-01-10,80.300003,1842.369995 511 | 2014-01-13,80.010002,1819.199951 512 | 2014-01-14,80.870003,1838.880005 513 | 2014-01-15,80.790001,1848.380005 514 | 2014-01-16,80.559998,1845.890015 515 | 2014-01-17,79.879997,1838.699951 516 | 2014-01-21,80.18,1843.800049 517 | 2014-01-22,79.230003,1844.859985 518 | 2014-01-23,78.239998,1828.459961 519 | 2014-01-24,79.18,1790.290039 520 | 2014-01-27,78.470001,1781.560059 521 | 2014-01-28,79.110001,1792.5 522 | 2014-01-29,77.639999,1774.199951 523 | 2014-01-30,76.870003,1794.189941 524 | 2014-01-31,76.620003,1782.589966 525 | 2014-02-03,75.699997,1741.890015 526 | 2014-02-04,76.089996,1755.199951 527 | 2014-02-05,76.449997,1751.640015 528 | 2014-02-06,76.900002,1773.430054 529 | 2014-02-07,77.309998,1797.02002 530 | 2014-02-10,78.029999,1799.839966 531 | 2014-02-11,78.839996,1819.75 532 | 2014-02-12,77.489998,1819.26001 533 | 2014-02-13,77.800003,1829.829956 534 | 2014-02-14,79.400002,1838.630005 535 | 2014-02-18,77.970001,1840.76001 536 | 2014-02-19,78.139999,1828.75 537 | 2014-02-20,77.919998,1839.780029 538 | 2014-02-21,77.970001,1836.25 539 | 2014-02-24,77.860001,1847.609985 540 | 2014-02-25,78.120003,1845.119995 541 | 2014-02-26,77.860001,1845.160034 542 | 2014-02-27,78.190002,1854.290039 543 | 2014-02-28,78.660004,1859.449951 544 | 2014-03-03,77.480003,1845.72998 545 | 2014-03-04,78.449997,1873.910034 546 | 2014-03-05,77.82,1873.810059 547 | 2014-03-06,78.059998,1877.030029 548 | 2014-03-07,78.379997,1878.040039 549 | 2014-03-10,78.529999,1877.170044 550 | 2014-03-11,78.949997,1867.630005 551 | 2014-03-12,79.239998,1868.199951 552 | 2014-03-13,79.190002,1846.339966 553 | 2014-03-14,78.980003,1841.130005 554 | 2014-03-17,79.839996,1858.829956 555 | 2014-03-18,79.769997,1872.25 556 | 2014-03-19,78.779999,1860.77002 557 | 2014-03-20,78.32,1872.01001 558 | 2014-03-21,77.879997,1866.52002 559 | 2014-03-24,79.300003,1857.439941 560 | 2014-03-25,79.809998,1865.619995 561 | 2014-03-26,79.5,1852.560059 562 | 2014-03-27,79.650002,1849.040039 563 | 2014-03-28,79.760002,1857.619995 564 | 2014-03-31,80.599998,1872.339966 565 | 2014-04-01,80.339996,1885.52002 566 | 2014-04-02,80.129997,1890.900024 567 | 2014-04-03,80.099998,1888.77002 568 | 2014-04-04,79.769997,1865.089966 569 | 2014-04-07,80.489998,1845.040039 570 | 2014-04-08,81.349998,1851.959961 571 | 2014-04-09,81.489998,1872.180054 572 | 2014-04-10,81.089996,1833.079956 573 | 2014-04-11,80.760002,1815.689941 574 | 2014-04-14,80.809998,1830.609985 575 | 2014-04-15,80.839996,1842.97998 576 | 2014-04-16,81.650002,1862.310059 577 | 2014-04-17,81.760002,1864.849976 578 | 2014-04-21,81.559998,1871.890015 579 | 2014-04-22,81.25,1879.550049 580 | 2014-04-23,80.360001,1875.390015 581 | 2014-04-24,81.150002,1878.609985 582 | 2014-04-25,81.410004,1863.400024 583 | 2014-04-28,82.940002,1869.430054 584 | 2014-04-29,82.440002,1878.329956 585 | 2014-04-30,82.550003,1883.949951 586 | 2014-05-01,82.339996,1883.680054 587 | 2014-05-02,81.919998,1881.140015 588 | 2014-05-05,81.699997,1884.660034 589 | 2014-05-06,81.129997,1867.719971 590 | 2014-05-07,82.089996,1878.209961 591 | 2014-05-08,82.160004,1875.630005 592 | 2014-05-09,82.389999,1878.47998 593 | 2014-05-12,81.730003,1896.650024 594 | 2014-05-13,81.610001,1897.449951 595 | 2014-05-14,81.169998,1888.530029 596 | 2014-05-15,80.529999,1870.849976 597 | 2014-05-16,80.330002,1877.859985 598 | 2014-05-19,79.93,1885.079956 599 | 2014-05-20,80.230003,1872.829956 600 | 2014-05-21,80.489998,1888.030029 601 | 2014-05-22,80.650002,1892.48999 602 | 2014-05-23,80.519997,1900.530029 603 | 2014-05-27,80.080002,1911.910034 604 | 2014-05-28,80.099998,1909.780029 605 | 2014-05-29,80.400002,1920.030029 606 | 2014-05-30,80.790001,1923.569946 607 | 2014-06-02,80.360001,1924.969971 608 | 2014-06-03,79.93,1924.23999 609 | 2014-06-04,79.860001,1927.880005 610 | 2014-06-05,80.110001,1940.459961 611 | 2014-06-06,80.029999,1949.439941 612 | 2014-06-09,80.089996,1951.27002 613 | 2014-06-10,80.150002,1950.790039 614 | 2014-06-11,80.059998,1943.890015 615 | 2014-06-12,79.760002,1930.109985 616 | 2014-06-13,79.639999,1936.160034 617 | 2014-06-16,79.690002,1937.780029 618 | 2014-06-17,79.580002,1941.98999 619 | 2014-06-18,79.790001,1956.97998 620 | 2014-06-19,80.239998,1959.47998 621 | 2014-06-20,79.93,1962.869995 622 | 2014-06-23,79.519997,1962.609985 623 | 2014-06-24,79.010002,1949.97998 624 | 2014-06-25,79.32,1959.530029 625 | 2014-06-26,78.620003,1957.219971 626 | 2014-06-27,79.019997,1960.959961 627 | 2014-06-30,78.589996,1960.22998 628 | 2014-07-01,79.279999,1973.319946 629 | 2014-07-02,79.559998,1974.619995 630 | 2014-07-03,79.980003,1985.439941 631 | 2014-07-07,80.190002,1977.650024 632 | 2014-07-08,80.559998,1963.709961 633 | 2014-07-09,81.669998,1972.829956 634 | 2014-07-10,81.610001,1964.680054 635 | 2014-07-11,81.160004,1967.569946 636 | 2014-07-14,81.32,1977.099976 637 | 2014-07-15,81.260002,1973.280029 638 | 2014-07-16,80.940002,1981.569946 639 | 2014-07-17,80.400002,1958.119995 640 | 2014-07-18,80.550003,1978.219971 641 | 2014-07-21,80.279999,1973.630005 642 | 2014-07-22,80.099998,1983.530029 643 | 2014-07-23,79.989998,1987.01001 644 | 2014-07-24,80.260002,1987.97998 645 | 2014-07-25,79.559998,1978.339966 646 | 2014-07-28,79.260002,1978.910034 647 | 2014-07-29,78.650002,1969.949951 648 | 2014-07-30,78.160004,1970.069946 649 | 2014-07-31,77.32,1930.670044 650 | 2014-08-01,79.650002,1925.150024 651 | 2014-08-04,79.220001,1938.98999 652 | 2014-08-05,79.410004,1920.209961 653 | 2014-08-06,81.089996,1920.23999 654 | 2014-08-07,80.139999,1909.569946 655 | 2014-08-08,80.949997,1931.589966 656 | 2014-08-11,81.480003,1936.920044 657 | 2014-08-12,81.419998,1933.75 658 | 2014-08-13,81.480003,1946.719971 659 | 2014-08-14,81.949997,1955.180054 660 | 2014-08-15,81.779999,1955.060059 661 | 2014-08-18,82.440002,1971.73999 662 | 2014-08-19,82.690002,1981.599976 663 | 2014-08-20,82.809998,1986.51001 664 | 2014-08-21,83.279999,1992.369995 665 | 2014-08-22,83.389999,1988.400024 666 | 2014-08-25,83.540001,1997.920044 667 | 2014-08-26,83.379997,2000.02002 668 | 2014-08-27,83.309998,2000.119995 669 | 2014-08-28,83.029999,1996.73999 670 | 2014-08-29,83.110001,2003.369995 671 | 2014-09-02,82.980003,2002.280029 672 | 2014-09-03,82.900002,2000.719971 673 | 2014-09-04,83.699997,1997.650024 674 | 2014-09-05,83.769997,2007.709961 675 | 2014-09-08,83.32,2001.540039 676 | 2014-09-09,82.989998,1988.439941 677 | 2014-09-10,83.639999,1995.689941 678 | 2014-09-11,83.489998,1997.449951 679 | 2014-09-12,83.260002,1985.540039 680 | 2014-09-15,83.870003,1984.130005 681 | 2014-09-16,84.080002,1998.97998 682 | 2014-09-17,84.160004,2001.569946 683 | 2014-09-18,84.190002,2011.359985 684 | 2014-09-19,84.470001,2010.400024 685 | 2014-09-22,84.809998,1994.290039 686 | 2014-09-23,84.440002,1982.77002 687 | 2014-09-24,85.239998,1998.300049 688 | 2014-09-25,84.330002,1965.98999 689 | 2014-09-26,84.580002,1982.849976 690 | 2014-09-29,84.440002,1977.800049 691 | 2014-09-30,83.739998,1972.290039 692 | 2014-10-01,83.139999,1946.160034 693 | 2014-10-02,83.050003,1946.170044 694 | 2014-10-03,83.790001,1967.900024 695 | 2014-10-06,83.57,1964.819946 696 | 2014-10-07,83.160004,1935.099976 697 | 2014-10-08,84.18,1968.890015 698 | 2014-10-09,83.660004,1928.209961 699 | 2014-10-10,84.690002,1906.130005 700 | 2014-10-13,83.370003,1874.73999 701 | 2014-10-14,83.550003,1877.699951 702 | 2014-10-15,82.949997,1862.48999 703 | 2014-10-16,82.239998,1862.76001 704 | 2014-10-17,83.269997,1886.76001 705 | 2014-10-20,84.18,1904.01001 706 | 2014-10-21,84.610001,1941.280029 707 | 2014-10-22,84.230003,1927.109985 708 | 2014-10-23,83.230003,1950.819946 709 | 2014-10-24,85.160004,1964.579956 710 | 2014-10-27,85.949997,1961.630005 711 | 2014-10-28,86.470001,1985.050049 712 | 2014-10-29,86.540001,1982.300049 713 | 2014-10-30,86.940002,1994.650024 714 | 2014-10-31,87.269997,2018.050049 715 | 2014-11-03,87.379997,2017.810059 716 | 2014-11-04,88.639999,2012.099976 717 | 2014-11-05,89.0,2023.569946 718 | 2014-11-06,88.900002,2031.209961 719 | 2014-11-07,89.129997,2031.920044 720 | 2014-11-10,89.449997,2038.26001 721 | 2014-11-11,89.669998,2039.680054 722 | 2014-11-12,89.480003,2038.25 723 | 2014-11-13,88.599998,2039.329956 724 | 2014-11-14,88.110001,2039.819946 725 | 2014-11-17,87.839996,2041.319946 726 | 2014-11-18,87.949997,2051.800049 727 | 2014-11-19,88.730003,2048.719971 728 | 2014-11-20,88.470001,2052.75 729 | 2014-11-21,88.599998,2063.5 730 | 2014-11-24,88.110001,2069.409912 731 | 2014-11-25,88.800003,2067.030029 732 | 2014-11-26,88.879997,2072.830078 733 | 2014-11-28,90.43,2067.560059 734 | 2014-12-01,90.080002,2053.439941 735 | 2014-12-02,91.07,2066.550049 736 | 2014-12-03,90.0,2074.330078 737 | 2014-12-04,90.580002,2071.919922 738 | 2014-12-05,90.379997,2075.370117 739 | 2014-12-08,90.760002,2060.310059 740 | 2014-12-09,90.709999,2059.820068 741 | 2014-12-10,90.0,2026.140015 742 | 2014-12-11,90.410004,2035.329956 743 | 2014-12-12,89.550003,2002.329956 744 | 2014-12-15,89.199997,1989.630005 745 | 2014-12-16,89.360001,1972.73999 746 | 2014-12-17,90.699997,2012.890015 747 | 2014-12-18,92.0,2061.22998 748 | 2014-12-19,92.050003,2070.649902 749 | 2014-12-22,92.599998,2078.540039 750 | 2014-12-23,93.290001,2082.169922 751 | 2014-12-24,93.139999,2081.879883 752 | 2014-12-26,93.459999,2088.77002 753 | 2014-12-29,92.639999,2090.570068 754 | 2014-12-30,92.400002,2080.350098 755 | 2014-12-31,91.089996,2058.899902 756 | 2015-01-02,90.440002,2058.199951 757 | 2015-01-05,90.010002,2020.579956 758 | 2015-01-06,89.599998,2002.609985 759 | 2015-01-07,90.07,2025.900024 760 | 2015-01-08,91.099998,2062.139893 761 | 2015-01-09,90.25,2044.810059 762 | 2015-01-12,89.919998,2028.26001 763 | 2015-01-13,90.300003,2023.030029 764 | 2015-01-14,89.989998,2011.27002 765 | 2015-01-15,89.860001,1992.670044 766 | 2015-01-16,91.25,2019.420044 767 | 2015-01-20,91.190002,2022.550049 768 | 2015-01-21,90.730003,2032.119995 769 | 2015-01-22,91.620003,2063.149902 770 | 2015-01-23,90.080002,2051.820068 771 | 2015-01-26,89.580002,2057.090088 772 | 2015-01-27,86.489998,2029.550049 773 | 2015-01-28,85.150002,2002.160034 774 | 2015-01-29,85.669998,2021.25 775 | 2015-01-30,84.290001,1994.98999 776 | 2015-02-02,85.120003,2020.849976 777 | 2015-02-03,85.949997,2050.030029 778 | 2015-02-04,85.790001,2041.51001 779 | 2015-02-05,86.699997,2062.52002 780 | 2015-02-06,85.610001,2055.469971 781 | 2015-02-09,85.050003,2046.73999 782 | 2015-02-10,85.389999,2068.590088 783 | 2015-02-11,85.639999,2068.530029 784 | 2015-02-12,86.029999,2088.47998 785 | 2015-02-13,85.900002,2096.98999 786 | 2015-02-17,85.489998,2100.340088 787 | 2015-02-18,86.260002,2099.679932 788 | 2015-02-19,85.209999,2097.449951 789 | 2015-02-20,84.870003,2110.300049 790 | 2015-02-23,85.389999,2109.659912 791 | 2015-02-24,85.5,2115.47998 792 | 2015-02-25,85.459999,2113.860107 793 | 2015-02-26,85.169998,2110.73999 794 | 2015-02-27,85.129997,2104.5 795 | 2015-03-02,85.410004,2117.389893 796 | 2015-03-03,85.160004,2107.780029 797 | 2015-03-04,84.349998,2098.530029 798 | 2015-03-05,84.629997,2101.040039 799 | 2015-03-06,82.660004,2071.26001 800 | 2015-03-09,83.089996,2079.429932 801 | 2015-03-10,81.540001,2044.160034 802 | 2015-03-11,81.389999,2040.23999 803 | 2015-03-12,82.089996,2065.949951 804 | 2015-03-13,81.830002,2053.399902 805 | 2015-03-16,83.559998,2081.189941 806 | 2015-03-17,82.849998,2074.280029 807 | 2015-03-18,83.75,2099.5 808 | 2015-03-19,83.379997,2089.27002 809 | 2015-03-20,84.739998,2108.100098 810 | 2015-03-23,84.860001,2104.419922 811 | 2015-03-24,83.919998,2091.5 812 | 2015-03-25,83.010002,2061.050049 813 | 2015-03-26,82.150002,2056.149902 814 | 2015-03-27,82.309998,2061.02002 815 | 2015-03-30,82.720001,2086.23999 816 | 2015-03-31,81.940002,2067.889893 817 | 2015-04-01,82.32,2059.689941 818 | 2015-04-02,82.43,2066.959961 819 | 2015-04-06,83.040001,2080.620117 820 | 2015-04-07,82.389999,2076.330078 821 | 2015-04-08,82.769997,2081.899902 822 | 2015-04-09,82.889999,2091.179932 823 | 2015-04-10,83.349998,2102.060059 824 | 2015-04-13,83.43,2092.429932 825 | 2015-04-14,83.599998,2095.840088 826 | 2015-04-15,83.510002,2106.629883 827 | 2015-04-16,83.5,2104.98999 828 | 2015-04-17,82.529999,2081.179932 829 | 2015-04-20,82.870003,2100.399902 830 | 2015-04-21,83.080002,2097.290039 831 | 2015-04-22,83.089996,2107.959961 832 | 2015-04-23,80.949997,2112.929932 833 | 2015-04-24,81.0,2117.689941 834 | 2015-04-27,80.599998,2108.919922 835 | 2015-04-28,80.419998,2114.76001 836 | 2015-04-29,79.849998,2106.850098 837 | 2015-04-30,79.510002,2085.51001 838 | 2015-05-01,80.290001,2108.290039 839 | 2015-05-04,80.349998,2114.48999 840 | 2015-05-05,80.07,2089.459961 841 | 2015-05-06,80.400002,2080.149902 842 | 2015-05-07,80.199997,2088.0 843 | 2015-05-08,80.959999,2116.100098 844 | 2015-05-11,80.269997,2105.330078 845 | 2015-05-12,79.949997,2099.120117 846 | 2015-05-13,79.699997,2098.47998 847 | 2015-05-14,80.57,2121.100098 848 | 2015-05-15,81.050003,2122.72998 849 | 2015-05-18,80.739998,2129.199951 850 | 2015-05-19,80.830002,2127.830078 851 | 2015-05-20,80.480003,2125.850098 852 | 2015-05-21,80.410004,2130.820068 853 | 2015-05-22,79.949997,2126.060059 854 | 2015-05-26,79.139999,2104.199951 855 | 2015-05-27,79.389999,2123.47998 856 | 2015-05-28,79.330002,2120.790039 857 | 2015-05-29,78.389999,2107.389893 858 | 2015-06-01,78.849998,2111.72998 859 | 2015-06-02,78.540001,2109.600098 860 | 2015-06-03,78.559998,2114.070068 861 | 2015-06-04,78.150002,2095.840088 862 | 2015-06-05,77.43,2092.830078 863 | 2015-06-08,77.709999,2079.280029 864 | 2015-06-09,78.900002,2080.149902 865 | 2015-06-10,79.540001,2105.199951 866 | 2015-06-11,79.410004,2108.860107 867 | 2015-06-12,78.870003,2094.110107 868 | 2015-06-15,78.120003,2084.429932 869 | 2015-06-16,79.099998,2096.290039 870 | 2015-06-17,80.080002,2100.439941 871 | 2015-06-18,80.82,2121.23999 872 | 2015-06-19,80.540001,2109.98999 873 | 2015-06-22,80.449997,2122.850098 874 | 2015-06-23,79.790001,2124.199951 875 | 2015-06-24,79.510002,2108.580078 876 | 2015-06-25,79.389999,2102.310059 877 | 2015-06-26,79.339996,2101.48999 878 | 2015-06-29,78.32,2057.639893 879 | 2015-06-30,78.239998,2063.110107 880 | 2015-07-01,79.720001,2077.419922 881 | 2015-07-02,79.93,2076.780029 882 | 2015-07-06,80.050003,2068.76001 883 | 2015-07-07,81.720001,2081.340088 884 | 2015-07-08,80.989998,2046.680054 885 | 2015-07-09,80.660004,2051.310059 886 | 2015-07-10,80.949997,2076.620117 887 | 2015-07-13,81.910004,2099.600098 888 | 2015-07-14,82.040001,2108.949951 889 | 2015-07-15,82.150002,2107.399902 890 | 2015-07-16,82.300003,2124.290039 891 | 2015-07-17,82.239998,2126.639893 892 | 2015-07-20,82.190002,2128.280029 893 | 2015-07-21,81.629997,2119.209961 894 | 2015-07-22,80.830002,2114.149902 895 | 2015-07-23,80.699997,2102.149902 896 | 2015-07-24,80.290001,2079.649902 897 | 2015-07-27,79.970001,2067.639893 898 | 2015-07-28,80.230003,2093.25 899 | 2015-07-29,80.620003,2108.570068 900 | 2015-07-30,77.389999,2108.629883 901 | 2015-07-31,76.699997,2103.840088 902 | 2015-08-03,76.400002,2098.040039 903 | 2015-08-04,75.910004,2093.320068 904 | 2015-08-05,75.769997,2099.840088 905 | 2015-08-06,75.739998,2083.560059 906 | 2015-08-07,75.480003,2077.570068 907 | 2015-08-10,76.379997,2104.179932 908 | 2015-08-11,76.220001,2084.070068 909 | 2015-08-12,76.389999,2086.050049 910 | 2015-08-13,75.779999,2083.389893 911 | 2015-08-14,75.620003,2091.540039 912 | 2015-08-17,75.529999,2102.439941 913 | 2015-08-18,75.129997,2096.919922 914 | 2015-08-19,74.120003,2079.610107 915 | 2015-08-20,73.910004,2035.72998 916 | 2015-08-21,71.839996,1970.890015 917 | 2015-08-24,69.139999,1893.209961 918 | 2015-08-25,68.419998,1867.609985 919 | 2015-08-26,70.900002,1940.51001 920 | 2015-08-27,71.480003,1987.660034 921 | 2015-08-28,71.209999,1988.869995 922 | 2015-08-31,70.669998,1972.180054 923 | 2015-09-01,68.900002,1913.849976 924 | 2015-09-02,69.809998,1948.859985 925 | 2015-09-03,69.93,1951.130005 926 | 2015-09-04,68.760002,1921.219971 927 | 2015-09-08,69.980003,1969.410034 928 | 2015-09-09,68.480003,1942.040039 929 | 2015-09-10,68.32,1952.290039 930 | 2015-09-11,68.419998,1961.050049 931 | 2015-09-14,68.059998,1953.030029 932 | 2015-09-15,69.449997,1978.089966 933 | 2015-09-16,70.099998,1995.310059 934 | 2015-09-17,70.239998,1990.199951 935 | 2015-09-18,69.940002,1958.030029 936 | 2015-09-21,70.650002,1966.969971 937 | 2015-09-22,70.190002,1942.73999 938 | 2015-09-23,70.260002,1938.76001 939 | 2015-09-24,71.360001,1932.23999 940 | 2015-09-25,72.669998,1931.339966 941 | 2015-09-28,71.769997,1881.77002 942 | 2015-09-29,72.279999,1884.089966 943 | 2015-09-30,71.940002,1920.030029 944 | 2015-10-01,71.949997,1923.819946 945 | 2015-10-02,72.419998,1951.359985 946 | 2015-10-05,73.220001,1987.050049 947 | 2015-10-06,73.400002,1979.920044 948 | 2015-10-07,73.720001,1995.829956 949 | 2015-10-08,74.400002,2013.430054 950 | 2015-10-09,74.480003,2014.890015 951 | 2015-10-12,74.330002,2017.459961 952 | 2015-10-13,74.110001,2003.689941 953 | 2015-10-14,74.209999,1994.23999 954 | 2015-10-15,74.269997,2023.859985 955 | 2015-10-16,74.900002,2033.109985 956 | 2015-10-19,75.160004,2033.660034 957 | 2015-10-20,74.43,2030.77002 958 | 2015-10-21,73.589996,2018.939941 959 | 2015-10-22,74.849998,2052.51001 960 | 2015-10-23,77.029999,2075.149902 961 | 2015-10-26,77.489998,2071.179932 962 | 2015-10-27,77.290001,2065.889893 963 | 2015-10-28,76.510002,2090.350098 964 | 2015-10-29,77.019997,2089.409912 965 | 2015-10-30,76.379997,2079.360107 966 | 2015-11-02,76.599998,2104.050049 967 | 2015-11-03,77.050003,2109.790039 968 | 2015-11-04,77.059998,2102.310059 969 | 2015-11-05,76.389999,2099.929932 970 | 2015-11-06,75.57,2099.199951 971 | 2015-11-09,75.400002,2078.580078 972 | 2015-11-10,75.769997,2081.719971 973 | 2015-11-11,75.959999,2075.0 974 | 2015-11-12,74.660004,2045.969971 975 | 2015-11-13,73.959999,2023.040039 976 | 2015-11-16,75.300003,2053.189941 977 | 2015-11-17,75.07,2050.439941 978 | 2015-11-18,75.900002,2083.580078 979 | 2015-11-19,76.220001,2081.23999 980 | 2015-11-20,75.82,2089.169922 981 | 2015-11-23,75.970001,2086.590088 982 | 2015-11-24,76.449997,2089.139893 983 | 2015-11-25,75.900002,2088.870117 984 | 2015-11-27,75.699997,2090.110107 985 | 2015-11-30,74.839996,2080.409912 986 | 2015-12-01,75.940002,2102.629883 987 | 2015-12-02,75.790001,2079.51001 988 | 2015-12-03,75.739998,2049.620117 989 | 2015-12-04,77.830002,2091.689941 990 | 2015-12-07,78.370003,2077.070068 991 | 2015-12-08,77.75,2063.590088 992 | 2015-12-09,77.699997,2047.619995 993 | 2015-12-10,77.790001,2052.22998 994 | 2015-12-11,77.779999,2012.369995 995 | 2015-12-14,78.290001,2021.939941 996 | 2015-12-15,79.68,2043.410034 997 | 2015-12-16,80.989998,2073.070068 998 | 2015-12-17,80.290001,2041.890015 999 | 2015-12-18,78.129997,2005.550049 1000 | 2015-12-21,78.949997,2021.150024 1001 | 2015-12-22,79.599998,2038.969971 1002 | 2015-12-23,79.919998,2064.290039 1003 | 2015-12-24,79.790001,2060.98999 1004 | 2015-12-28,79.919998,2056.5 1005 | 2015-12-29,80.360001,2078.360107 1006 | 2015-12-30,80.07,2063.360107 1007 | 2015-12-31,79.410004,2043.939941 1008 | 2016-01-04,78.370003,2012.660034 1009 | 2016-01-05,78.620003,2016.709961 1010 | 2016-01-06,77.860001,1990.26001 1011 | 2016-01-07,77.18,1943.089966 1012 | 2016-01-08,75.970001,1922.030029 1013 | 2016-01-11,76.669998,1923.670044 1014 | 2016-01-12,76.510002,1938.680054 1015 | 2016-01-13,75.849998,1890.280029 1016 | 2016-01-14,76.150002,1921.839966 1017 | 2016-01-15,74.980003,1880.329956 1018 | 2016-01-19,76.730003,1881.329956 1019 | 2016-01-20,75.830002,1859.329956 1020 | 2016-01-21,76.720001,1868.98999 1021 | 2016-01-22,77.360001,1906.900024 1022 | 2016-01-25,76.849998,1877.079956 1023 | 2016-01-26,78.809998,1903.630005 1024 | 2016-01-27,78.800003,1882.949951 1025 | 2016-01-28,79.82,1893.359985 1026 | 2016-01-29,81.690002,1940.23999 1027 | 2016-02-01,81.120003,1939.380005 1028 | 2016-02-02,80.220001,1903.030029 1029 | 2016-02-03,81.099998,1912.530029 1030 | 2016-02-04,80.699997,1915.449951 1031 | 2016-02-05,81.199997,1880.050049 1032 | 2016-02-08,82.620003,1853.439941 1033 | 2016-02-09,82.639999,1852.209961 1034 | 2016-02-10,81.620003,1851.859985 1035 | 2016-02-11,79.900002,1829.079956 1036 | 2016-02-12,80.989998,1864.780029 1037 | 2016-02-16,81.470001,1895.579956 1038 | 2016-02-17,82.449997,1926.819946 1039 | 2016-02-18,81.980003,1917.829956 1040 | 2016-02-19,81.790001,1917.780029 1041 | 2016-02-22,82.129997,1945.5 1042 | 2016-02-23,81.809998,1921.27002 1043 | 2016-02-24,81.559998,1929.800049 1044 | 2016-02-25,82.339996,1951.699951 1045 | 2016-02-26,81.099998,1948.050049 1046 | 2016-02-29,80.290001,1932.22998 1047 | 2016-03-01,81.230003,1978.349976 1048 | 2016-03-02,82.550003,1986.449951 1049 | 2016-03-03,82.839996,1993.400024 1050 | 2016-03-04,83.489998,1999.98999 1051 | 2016-03-07,83.099998,2001.76001 1052 | 2016-03-08,83.059998,1979.26001 1053 | 2016-03-09,82.959999,1989.26001 1054 | 2016-03-10,82.279999,1989.569946 1055 | 2016-03-11,81.75,2022.189941 1056 | 2016-03-14,81.169998,2019.640015 1057 | 2016-03-15,81.309998,2015.930054 1058 | 2016-03-16,81.339996,2027.219971 1059 | 2016-03-17,82.75,2040.589966 1060 | 2016-03-18,83.150002,2049.580078 1061 | 2016-03-21,83.32,2051.600098 1062 | 2016-03-22,82.739998,2049.800049 1063 | 2016-03-23,82.82,2036.709961 1064 | 2016-03-24,82.889999,2035.939941 1065 | 2016-03-28,82.620003,2037.050049 1066 | 2016-03-29,82.800003,2055.01001 1067 | 2016-03-30,82.68,2063.949951 1068 | 2016-03-31,82.309998,2059.73999 1069 | 2016-04-01,83.529999,2072.780029 1070 | 2016-04-04,83.209999,2066.129883 1071 | 2016-04-05,83.160004,2045.170044 1072 | 2016-04-06,83.809998,2066.659912 1073 | 2016-04-07,83.239998,2041.910034 1074 | 2016-04-08,83.199997,2047.599976 1075 | 2016-04-11,82.730003,2041.98999 1076 | 2016-04-12,82.830002,2061.719971 1077 | 2016-04-13,82.459999,2082.419922 1078 | 2016-04-14,82.010002,2082.780029 1079 | 2016-04-15,82.300003,2080.72998 1080 | 2016-04-18,82.830002,2094.340088 1081 | 2016-04-19,83.279999,2100.800049 1082 | 2016-04-20,81.550003,2102.399902 1083 | 2016-04-21,80.800003,2091.47998 1084 | 2016-04-22,80.949997,2091.580078 1085 | 2016-04-25,81.410004,2087.790039 1086 | 2016-04-26,79.550003,2091.699951 1087 | 2016-04-27,79.889999,2095.149902 1088 | 2016-04-28,79.760002,2075.810059 1089 | 2016-04-29,80.120003,2065.300049 1090 | 2016-05-02,80.970001,2081.429932 1091 | 2016-05-03,81.099998,2063.370117 1092 | 2016-05-04,81.599998,2051.120117 1093 | 2016-05-05,81.300003,2050.629883 1094 | 2016-05-06,82.129997,2057.139893 1095 | 2016-05-09,82.120003,2058.689941 1096 | 2016-05-10,82.480003,2084.389893 1097 | 2016-05-11,82.150002,2064.459961 1098 | 2016-05-12,82.410004,2064.110107 1099 | 2016-05-13,81.230003,2046.609985 1100 | 2016-05-16,81.629997,2066.659912 1101 | 2016-05-17,80.620003,2047.209961 1102 | 2016-05-18,79.849998,2047.630005 1103 | 2016-05-19,80.190002,2040.040039 1104 | 2016-05-20,80.019997,2052.320068 1105 | 2016-05-23,80.199997,2048.040039 1106 | 2016-05-24,80.970001,2076.060059 1107 | 2016-05-25,81.480003,2090.540039 1108 | 2016-05-26,81.220001,2090.100098 1109 | 2016-05-27,81.43,2099.060059 1110 | 2016-05-31,81.040001,2096.949951 1111 | 2016-06-01,81.790001,2099.330078 1112 | 2016-06-02,81.949997,2105.26001 1113 | 2016-06-03,82.470001,2099.129883 1114 | 2016-06-06,82.769997,2109.409912 1115 | 2016-06-07,82.32,2112.129883 1116 | 2016-06-08,82.650002,2119.120117 1117 | 2016-06-09,83.169998,2115.47998 1118 | 2016-06-10,83.199997,2096.070068 1119 | 2016-06-13,82.57,2079.060059 1120 | 2016-06-14,83.349998,2075.320068 1121 | 2016-06-15,82.949997,2071.5 1122 | 2016-06-16,83.410004,2077.98999 1123 | 2016-06-17,83.129997,2071.219971 1124 | 2016-06-20,83.040001,2083.25 1125 | 2016-06-21,83.410004,2088.899902 1126 | 2016-06-22,83.57,2085.449951 1127 | 2016-06-23,84.209999,2113.320068 1128 | 2016-06-24,82.260002,2037.410034 1129 | 2016-06-27,81.230003,2000.540039 1130 | 2016-06-28,82.459999,2036.089966 1131 | 2016-06-29,83.910004,2066.089966 1132 | 2016-06-30,84.669998,2098.860107 1133 | 2016-07-01,84.779999,2102.949951 1134 | 2016-07-05,85.440002,2088.550049 1135 | 2016-07-06,85.029999,2099.72998 1136 | 2016-07-07,84.830002,2097.899902 1137 | 2016-07-08,85.769997,2129.899902 1138 | 2016-07-11,85.75,2137.159912 1139 | 2016-07-12,85.75,2152.139893 1140 | 2016-07-13,85.889999,2152.429932 1141 | 2016-07-14,85.870003,2163.75 1142 | 2016-07-15,86.010002,2161.73999 1143 | 2016-07-18,85.93,2166.889893 1144 | 2016-07-19,86.169998,2163.780029 1145 | 2016-07-20,85.32,2173.02002 1146 | 2016-07-21,85.260002,2165.169922 1147 | 2016-07-22,85.720001,2175.030029 1148 | 2016-07-25,85.800003,2168.47998 1149 | 2016-07-26,85.269997,2169.179932 1150 | 2016-07-27,84.459999,2166.580078 1151 | 2016-07-28,84.809998,2170.060059 1152 | 2016-07-29,85.589996,2173.600098 1153 | 2016-08-01,86.410004,2170.840088 1154 | 2016-08-02,86.760002,2157.030029 1155 | 2016-08-03,85.970001,2163.790039 1156 | 2016-08-04,86.050003,2164.25 1157 | 2016-08-05,85.779999,2182.870117 1158 | 2016-08-08,85.760002,2180.889893 1159 | 2016-08-09,85.989998,2181.73999 1160 | 2016-08-10,86.309998,2175.48999 1161 | 2016-08-11,86.730003,2185.790039 1162 | 2016-08-12,87.040001,2184.050049 1163 | 2016-08-15,87.019997,2190.149902 1164 | 2016-08-16,86.580002,2178.149902 1165 | 2016-08-17,86.959999,2182.219971 1166 | 2016-08-18,87.440002,2187.02002 1167 | 2016-08-19,87.309998,2183.870117 1168 | 2016-08-22,86.849998,2182.639893 1169 | 2016-08-23,87.400002,2186.899902 1170 | 2016-08-24,87.309998,2175.439941 1171 | 2016-08-25,87.900002,2172.469971 1172 | 2016-08-26,87.580002,2169.040039 1173 | 2016-08-29,88.300003,2180.379883 1174 | 2016-08-30,87.540001,2176.120117 1175 | 2016-08-31,87.309998,2170.949951 1176 | 2016-09-01,88.309998,2170.860107 1177 | 2016-09-02,88.199997,2179.97998 1178 | 2016-09-06,88.639999,2186.47998 1179 | 2016-09-07,87.949997,2186.159912 1180 | 2016-09-08,87.779999,2181.300049 1181 | 2016-09-09,86.239998,2127.810059 1182 | 2016-09-12,88.25,2159.040039 1183 | 2016-09-13,87.050003,2127.02002 1184 | 2016-09-14,87.010002,2125.77002 1185 | 2016-09-15,88.059998,2147.26001 1186 | 2016-09-16,88.050003,2139.159912 1187 | 2016-09-19,88.370003,2139.120117 1188 | 2016-09-20,88.580002,2139.76001 1189 | 2016-09-21,87.800003,2163.120117 1190 | 2016-09-22,88.989998,2177.179932 1191 | 2016-09-23,87.760002,2164.689941 1192 | 2016-09-26,87.849998,2146.100098 1193 | 2016-09-27,88.360001,2159.929932 1194 | 2016-09-28,89.459999,2171.370117 1195 | 2016-09-29,88.230003,2151.129883 1196 | 2016-09-30,89.75,2168.27002 1197 | 2016-10-03,88.660004,2161.199951 1198 | 2016-10-04,88.349998,2150.48999 1199 | 2016-10-05,88.849998,2159.72998 1200 | 2016-10-06,89.220001,2160.77002 1201 | 2016-10-07,90.0,2153.73999 1202 | 2016-10-10,89.059998,2163.659912 1203 | 2016-10-11,88.540001,2136.72998 1204 | 2016-10-12,88.57,2139.179932 1205 | 2016-10-13,88.239998,2132.550049 1206 | 2016-10-14,88.43,2132.97998 1207 | 2016-10-17,87.830002,2126.5 1208 | 2016-10-18,87.449997,2139.600098 1209 | 2016-10-19,85.540001,2144.290039 1210 | 2016-10-20,84.93,2141.340088 1211 | 2016-10-21,84.330002,2141.159912 1212 | 2016-10-24,84.099998,2151.330078 1213 | 2016-10-25,86.970001,2143.159912 1214 | 2016-10-26,87.400002,2139.429932 1215 | 2016-10-27,86.580002,2133.040039 1216 | 2016-10-28,86.839996,2126.409912 1217 | 2016-10-31,86.800003,2126.149902 1218 | 2016-11-01,86.849998,2111.719971 1219 | 2016-11-02,86.739998,2097.939941 1220 | 2016-11-03,86.599998,2088.659912 1221 | 2016-11-04,85.080002,2085.179932 1222 | 2016-11-07,86.559998,2131.52002 1223 | 2016-11-08,87.459999,2139.560059 1224 | 2016-11-09,85.93,2163.26001 1225 | 2016-11-10,82.959999,2167.47998 1226 | 2016-11-11,83.580002,2164.449951 1227 | 2016-11-14,83.0,2164.199951 1228 | 2016-11-15,83.620003,2180.389893 1229 | 2016-11-16,83.190002,2176.939941 1230 | 2016-11-17,83.07,2187.120117 1231 | 2016-11-18,82.0,2181.899902 1232 | 2016-11-21,82.639999,2198.179932 1233 | 2016-11-22,82.760002,2202.939941 1234 | 2016-11-23,82.68,2204.719971 1235 | 2016-11-25,83.459999,2213.350098 1236 | 2016-11-28,83.07,2201.719971 1237 | 2016-11-29,82.889999,2204.659912 1238 | 2016-11-30,82.459999,2198.810059 1239 | 2016-12-01,81.860001,2191.080078 1240 | 2016-12-02,82.400002,2191.949951 1241 | 2016-12-05,82.989998,2204.709961 1242 | 2016-12-06,82.910004,2212.22998 1243 | 2016-12-07,84.18,2241.350098 1244 | 2016-12-08,83.5,2246.189941 1245 | 2016-12-09,84.370003,2259.530029 1246 | 2016-12-12,85.129997,2256.959961 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