{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\jjd\\Miniconda3\\lib\\site-packages\\IPython\\html.py:14: ShimWarning: The `IPython.html` package has been deprecated since IPython 4.0. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", " \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "import iisignature as isig\n", "\n", "import seaborn as sns\n", "sns.set_style(\"darkgrid\")\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 0.20977044, 0.31576152, -0.59549484, -0.32683967, 1.77211097,\n", " -0.98080124, -0.7372725 , -0.59238271, -1.61024298, -1.19956654])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dim = 4\n", "path=np.random.uniform(size=(391,dim))\n", "signature=isig.sig(path,2)\n", "s=isig.prepare(dim,2)\n", "logsignature=isig.logsig(path,s)\n", "logsignature" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.00599939, 0.35252989, 0.00643476],\n", " [ 0.69107634, 0.53417306, 0.13505177],\n", " [ 0.65091031, 0.68163667, 0.18822175],\n", " [ 0.40045436, 0.6050306 , 0.52894525],\n", " [ 0.69830239, 0.20724377, 0.44333588],\n", " [ 0.88958683, 0.79884177, 0.14069103],\n", " [ 0.87906374, 0.70681328, 0.94589375],\n", " [ 0.10018265, 0.04883731, 0.32006464],\n", " [ 0.31231445, 0.58446231, 0.60451132],\n", " [ 0.83650757, 0.25350303, 0.45021486],\n", " [ 0.89845868, 0.03030897, 0.98280072],\n", " [ 0.21879094, 0.62778299, 0.15134738],\n", " [ 0.39832616, 0.12370522, 0.43233098],\n", " [ 0.37466465, 0.95764397, 0.7353267 ],\n", " [ 0.04269322, 0.0144172 , 0.59703507],\n", " [ 0.82637778, 0.98277936, 0.74946826],\n", " [ 0.44112696, 0.60278035, 0.38627335],\n", " [ 0.08668496, 0.91264151, 0.39934557],\n", " [ 0.82720711, 0.09071632, 0.23124443],\n", " [ 0.30970784, 0.42012087, 0.52044559]])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "dim = 2\n", "m = 2\n", "x = [[1,1], [3,4], [5,2], [8,6] ]\n", "signature = isig.sig(x,m,1)\n", "s = isig.prepare(dim,m)\n", "logsignature = isig.logsig(x,s)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([ 7., 5.], dtype=float32),\n", " array([ 24.5, 19. , 16. , 12.5], dtype=float32))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "signature" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 7. , 5. , 1.5])" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "logsignature" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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FGcmxpiOJiAQNzYCKiIjIZZn1WQFHymoY2juJx6dcGdDlE8DhcHDLsAwA3l+213AaEZHg\nogIqIiIi39reonI+3XiIjgmR3DXGIsQdHG8trM7xdE+PZ8f+E+w+cMJ0HBGRoBEcrxIiIiLS4ryN\nPqYu2I0N3De+a9CUzy9MGpYJwKxlBdi2bTiNiEhwOO85oJZlhQCvAelAGPCUx+OZc9b2/wIeAkrO\n3PRvHo/H0zxRRURExJ8sWHOQopJqhl2RTE6nNqbjNLkuSbH0yW7Hpj2lbN1bRu+sdqYjiYgEvAst\nQnQ3UObxeO6xLCsB2AzMOWt7P+Bej8ezobkCioiIiP85dryGOSv3ExcVym3DM03HaTY3D81g855S\n3l9WQM/MtjgdDtORREQC2oWOlXkHeOzM1w7A+7Xt/YCfW5a1wrKsnzd1OBEREfE/tm3zxoLdeBt9\nTB6TQ2R4iOlIzSY1MZqB3TtwsLiK9buLTccREQl4550B9Xg8VQCWZcUA7wK/+tpd3gZeBCqA9y3L\nut7j8cy90E4TEwN7dTyRpqBxIKJxEKg+XnuA3QdPMqBbR8YPycAR5LOC90/swbpdxXz4+QHGXZ2B\ny9W057pqHIicprHQOlzwOqCWZXUC3gf+4vF43jrrdgfwJ4/HU37m7x8BfYALFtCSkspvHVgkGCQm\nxmgcSKuncRCYyqvreWX2dsJCXdw+PIPS0irTkZpdCDCkVxKfbT7M7KV7uKZXcpM9t8aByGkaC8Hl\nfB8mnPcjPMuyOgCLgEc9Hs9rX9scC2y3LCv6TBkdCehcUBERkSD29id7qK71csvQDBJiw03HaTE3\nDE7H7XIyZ8V+Grw+03FERALWhWZAfwHEA49ZlvXFuaAvA1Eej+dvlmX9AlgC1AGfeDyeec0XVURE\nREzaureMNTuPkZEcy8i+qabjtKiE2HBG9k1h0bpClm05zKh+rev7FxFpKhc6B/SHwA/Ps306ML2p\nQ4mIiIh/qa33Mn2hB5fTwZRxXXE6g/u8z29y3VVpfLblMB9+vp8hPZMIC3WZjiQiEnCC64rRIiIi\n0iw+WL6Psopaxg3sTKf20abjGBEbGcqY/p2oqK7nk42HTMcREQlIKqAiIiJyXvuOVLB4fSHt4yO4\nYXC66ThGjRvQiahwN/NXH6CmtsF0HBGRgKMCKiIiIufU6PPxxvzd2DZMudYiNKR1H3YaGR7CuIGd\nqa71snBtoek4IiIBRwVUREREzmnxukMcLK7i6p4dyU1PMB3HL4zu14nYqFAWrS+koqbedBwRkYCi\nAioiIiLfqPjkKT5YXkBMZAjfGZltOo7fCAt1cf1VadTVNzJv1QHTcUREAooKqIiIiPwL27aZvtBD\nvdfHnaOyiY4IMR3Jrwy7IoW2sWF8urGI4xW1puOIiAQMFVARERH5F6t3HGPHvuP06JLAwG4dTMfx\nOyFuJxOv7oK30cfcz/ebjiMiEjBUQEVEROQrKmvq+fsnewgNcXLPtRYOR+u75ufFGNyzIx0SIlm+\n9QjFJ2pMxxERCQgqoCIiIvIVMz/Np+pUAzcNySCxTYTpOH7L5XRy8zVdaPTZzF6xz3QcEZGAoAIq\nIiIiX9qx/zgrtx8lrUMMY65MNR3H7/Xv2p5O7aNZveMYh0qqTMcREfF7KqAiIiICQF1DI9MW7Mbh\ngPvGd8Xl1NuEC3E6HNw8NAMb+GC5ZkFFRC5ErywiIiICwJyV+yg5WcvYKzuR1jHGdJyA0TuzLZkp\nsWzMK2HfkQrTcURE/JoKqIiIiHDwWCUL1xTSLi6cm4ZkmI4TUBwOB5OGZgIwa1mB4TQiIv5NBVRE\nRKSV8/ls3liwG59tc++1FmGhLtORAk5uWjzd0uPZse84noMnTMcREfFbKqAiIiKt3CcbDrHvSCWD\nunegR0Zb03EC1hezoO8tK8C2bcNpRET8kwqoiIhIK1ZWXsusZQVEhbu5Y2S26TgBLSM5lj7Z7cg/\nVM62gjLTcURE/JIKqIiISCtl2zbTF3moa2jkjlHZxEaFmo4U8G6+JgMHp88F9WkWVETkX6iAioiI\ntFLrdhezdW8ZuWnxDO7R0XScoJDaPpqB3Tpw8FgVGzwlpuOIiPgdFVAREZFWqLq2gbc+3kOI28m9\n4ywcDofpSEHjxmu64HQ4+GB5AY0+n+k4IiJ+RQVURESkFXpnST4V1fVMvDqdDvGRpuMElQ7xkQzp\nlcSRshpWbT9mOo6IiF9RARUREWllPAdPsGzLEVITo7l2QGfTcYLSxKvTcbsczF6xjwavZkFFRL6g\nAioiItKKNHgbmbrAgwO4b3xX3C69FWgOCbHhjOiTSllFLcu2HDYdR0TEb+hVR0REpBWZ+/kBjh2v\nYVS/VDKSY03HCWoTrkojLMTF3M/3U9fQaDqOiIhfUAEVERFpJYpKqpi3+gAJsWHcPDTDdJygFxsV\nypgrUymvrufTDYdMxxER8QsqoCIiIq2Az7aZumA3jT6bu8dYRIS5TUdqFcYN6ExkmJt5qw9QU+s1\nHUdExDgVUBERkVbgs01F7C2qoH/X9lyR3c50nFYjMjyE8YM6U13rZdG6g6bjiIgYpwIqIiIS5E5U\n1vHO0r1EhLm5a3S26Titzuh+nYiNDGHhukIqaupNxxERMUoFVEREJMjNWJxHbX0jt4/IJC46zHSc\nVics1MWEwenU1Tcyf/UB03FERIxSARUREQliGzwlbMwrIadTG67pnWw6Tqs1/IoUEmLD+GRDEScq\n60zHERExRgVUREQkSNXUepmx2IPb5WDKOAunw2E6UqsV4nYy8eoueBt9fPj5ftNxRESMUQEVEREJ\nUu8t28vJqnquvyqdpLZRpuO0elf37EiH+AiWbzlM8clTpuOIiBihAioiIhKE8g+Vs3RjEcntorju\nqjTTcQRwOZ3cdE0GjT6b2cv3mY4jImKECqiIiEiQ8Tb6mLpgNzYwZZyF26WXe39xZW57UhOjWb3j\nKEUlVabjiIi0OL0iiYiIBJl5qw9wuLSaEX1SyE5tYzqOnMXpcDBpaAY28IFmQUWkFVIBFRERCSJH\nyqqZ+/l+4qJDuWVYpuk48g16Z7UlIzmWDXkl7Ck8YTqOiEiLUgEVEREJEj7b5o0FHryNNnePySEy\n3G06knwDh8PBLUMzAHhz/m7DaUREWpYKqIiISJBYsfUIeYUn6ZPdjn5We9Nx5Dxy0xPITYtno6eY\nXQc0CyoirYcKqIiISBAor6pj5qf5hIe6uHusZTqOXIRbh2ficMBbi/PwNvpMxxERaREqoCIiIkHg\nrY/3UFPn5dbhmcTHhJmOIxehS1IsYwemUVRazacbDpmOIyLSIlRARUREAtzm/FLW7S4mMyWW4X1S\nTMeRS3DP+Fyiwt18sGIfJ6vqTMcREWl2KqAiIiIBrLbey5uLPLicDqaM64rT4TAdSS5BXHQYtwzL\npLa+kZlL8k3HERFpdiqgIiIiAWzWsgKOV9QxflAaqYnRpuPItzC0dzJpHWNYveMYnoNakEhEgpsK\nqIiISIAqOFzBJ+sP0SEhkhsGp5mOI9+S0+ngnrEWDuBNLUgkIkFOBVRERCQAeRt9TJ2/Gxu4b5xF\niNtlOpJchozkWK7pnURRiRYkEpHgpgIqIiISgBatK+RQSRXX9ErC6hxvOo40gVuGZWpBIhEJeu7z\nbbQsKwR4DUgHwoCnPB7PnLO23wA8DniB1zwez8vNF1VEREQAik/UMHvFPmKjQrl9ZJbpONJEYiJD\nmTQsk+kLPcxcks/DN3Q3HUlEpMldaAb0bqDM4/FcA4wDXvhiw5ly+jwwFhgGPGxZVofmCioiIiJg\n2zZvLPDQ4PUxeXQ2UeEhpiNJExrWO5m0DlqQSESC14UK6DvAY2e+dnB6pvMLuUC+x+M54fF46oEV\nwNCmjygiIiJf+Hz7UXYdOEGvzLZc2bW96TjSxJxOB3dfmwNoQSIRCU7nPQTX4/FUAViWFQO8C/zq\nrM2xQPlZf68E4i5mp4mJMZeWUiQIaRyIaBxcqvKqOmYu2Ut4qIsf3tGX9gmRpiNJE/j6OEhMjGHM\ngBIWrz3I2rxSbhyaaSiZSMvSa0LrcN4CCmBZVifgfeAvHo/nrbM2VQBn/y+JAU5ezE5LSiovJaNI\n0ElMjNE4kFZP4+DSvfzhDipr6rljVDaOxkb9/ILAucbBhEGd+XzrYd6cv4tuneJoEx1mIJ1Iy9Fr\nQnA534cJ5z0E98w5nYuARz0ez2tf27wLyLYsK8GyrFBOH3676jKzioiIyDfIKzzJqh3HSOsYw+h+\nqabjSDOLjQxl0tAMausbeWdJvuk4IiJN5kIzoL8A4oHHLMv64lzQl4Eoj8fzN8uyfgws5HSRfc3j\n8RQ1X1QREZHWqdHn481FeQDcPTYHp9NhOJG0hGFXpLBsyxFW7TjG0N7JutyOiAQFh23bLb1PW9Pr\n0trpMBMRjYNL8cmGQ8xYnMeQnkk8MCHXdBxpQhcaB3uLynl6+gZSE6P49f1X4nLqEu4SnPSaEFwS\nE2PO+UmpfouJiIj4scqaej5YXkBEmItbhmsxmtYmMyWOa3olcaikmk836EAzEQl8KqAiIiJ+bNay\nAqprvdw4JIO4qFDTccSAW4ZnEhnm5oMVBZRX1ZmOIyJyWVRARURE/NT+oxUs23yY5HZRjOybYjqO\nGBIbGcotwzI4VdfIzCV7TccREbksKqAiIiJ+yGfbzFichw3cNTobt0sv2a3ZsCtSSOsQw6odR8kr\nvKir3omI+CW9momIiPihVduPsreogv5WIrnpCabjiGFOp4O7xuYA8OYiD40+n+FEIiLfjgqoiIiI\nnzlV5+WdpXsJdTv5zshs03HET2SlxDFECxKJSIBTARUREfEzs1fso6K6nglXpdE2Ltx0HPEjt2pB\nIhEJcCqgIiIifuRwaTWfbDhEYptwxg3sbDqO+JnYyFAmaUEiEQlgKqAiIiJ+wrZt3vo4j0afzR2j\nsglxu0xHEj80/IoUOneI1oJEIhKQVEBFRET8xMa8EnbuP0GPjASuyGpnOo74KafTwd1jLQDeXJSn\nBYlEJKCogIqIiPiBuoZG3v4kH5fTweTROTgcDtORxI9lpcQxpGcSh0qq+HSjFiQSkcChAioiIuIH\n5q8+QFlFLWOv7ETHhEjTcSQAfLkg0fICyqvrTccREbkoKqAiIpfBc/AEz0zfwDtL82nwNpqOIwGq\n5OQp5q85SFx0KNcPTjcdRwJEbFQoNw89vSDRO0vyTccREbkobtMBREQCUU1tAzOX7GXZlsMA5BeV\nsyW/jAcn5NIlKdZwOgk0b3+yhwavj++MyCIiTC/NcvFG9Elh+dbDfL79KEN7J5PTqY3pSCIi56UZ\nUBGRS7TBU8wvX17Dsi2HSU2M4pE7+zCybwqHS6t5etoGZi0rwNuoRUHk4mzfV8amPaXkpMYxsFsH\n03EkwGhBIhEJNPqYVUTkIp2orGPG4jw25pXgdjmZNDSDcQM743Y56ZoWT9+cRF6ft4u5n+9nS34p\nD13fjU7to03HFj/mbfTx1uI9OBwweYwWHpJv54sFiVZsO8KSjUWM7t/JdCQRkXPSDKiIyAX4bJul\nm4v41Sur2ZhXQk5qHE88cCXXD07H7frnr9Fu6Qk8+eBAhvZOorC4iienruPDz/drRkLO6eP1hzh6\nvIbhfVLo3CHGdBwJYF8sSPS+FiQSET+nAioich5Hj9fw3FubmLbAA8C911o8cldfktpGfeP9I8Lc\n3Dc+lx/d1puYyBDeX1bAM9M3cLi0uiVjSwA4WVXH7JX7iI4I4eZrMkzHkQB39oJE72pBIhHxYyqg\nIiLfwNvoY+7n+3n81bV4Ck/SJ7sdTz00iOF9UnBexGGSvTLb8tuHBnJV9w7sO1LJb15fx4I1B/H5\n7BZIL4HgnSV7qatvZNLQDKIjQkzHkSAwok8KndtHs3L7UfYcOmk6jojIN1IBFRH5mn1HKnhy6npm\nLSsgKtzNv9/Ug/+c1JP4mLBLep6o8BC+e0N3/nNSTyLDXMxcks/v3trIseM1zZRcAsWeQydZteMo\naR1iGNo72XQcCRJakEhEAoEWIRIROaOuvpH3lxeweH0htg1Deydx24gsosIvb3aqb04i2alxTF+U\nx/rdxfz6tbXcNiKLEX0vbjZVgovPZzNjUR4Ad43NwenU/wFpOlmpcVzdsyMrtx3VgkQi4pdUQEVE\nOH0pjGlZfyZrAAAgAElEQVQLPJSW19I+PoIp47qSmxbfZM8fExnKv9/Ug7W7jjF9oYcZi/PY4Cnm\ngetyadcmosn2I/7vsy2HOVhcxeAeHclKiTMdR4LQbcOz2JhXyvvL93FlbgfiokJNRxIR+ZIOwRWR\nVq3qVAOvzN3JH/+xheMVdVw3KI0nHxjQpOXzbANyO/DUQwO5Iqsduw+e5LHX1rJ0cxG2rXNDW4Oq\nUw3M+mwv4aEubhueaTqOBKnYqFAmDc3gVJ2Xd5dqQSIR8S8qoCLSKtm2zeqdR/nly6v5fPvpc/Ee\nv68/tw7PJDTE1az7josO4we39OTBCbk4HQ6mLfDw/MwtHK+obdb9innvLyugutbLxKu7EBd9aecU\ni1yK4X2S6dQ+mpXbjpJ/qNx0HBGRL6mAikirU1Zey/+8u5W/zdlJXX0jt4/I4ldT+rXodRgdDgdX\n90zitw8OoEeXBLbvO85jr65l5bYjmg0NUgePVbJ0cxFJbSMZ3T/VdBwJci6nk7vH5gDw5iKPFiQS\nEb+hAioirYbPZ/Px+kJ+9eoatu4to1t6PE8+NJBxAzvjcpr5dZgQG85/3d6bKeMsfLbNqx/t4s/v\nbaO8qs5IHmketm0zY3Eetg2TR+fgdunlV5pfdmobru7RkYPFVSzddNh0HBERQIsQiUgrUVRSxdT5\nu9l7uIKocDd3XZfL1T074vCDVWgdDgfDrkihe3oCr83bxeb8Uva8cpJ7rrUYkNvBdDxpAqt3HmPP\noXL65STSvUuC6TjSitw6IouNe0qZtayAK7u2J1YLEomIYfoIVkSCWoPXxwfLC/jN6+vYe7iCAbnt\neeq7gxjSK8kvyufZ2rWJ4Cd39mHy6GwavD5emr2Dv3ywncqaetPR5DKcqvMyc0k+IW4n3xmZZTqO\ntDJxUaHcfE0XTtV5eUcLEomIH9AMqIgErfxD5bw+fxdHymqIjwnjnrEWV2S3Mx3rvJwOB6P7d6Jn\nRlte/WgX63cXk3fwBPeO60rfnETT8eRb+PDz/ZRX1XPjkC665I4YMaJvCsu3HmHltqMM651CVqou\n/yMi5mgGVESCzqk6L28u8vDfb27gaFkNI/umnL70iZ+Xz7N1SIjkZ3f15fYRWdTUNfLCrG28/OFO\nqmsbTEeTS3CkrJrF6wppFxfO+IGdTceRVurrCxL5fFroTETM0QyoiASVzfmlTF/o4URlHUltI7lv\nfFeyU9uYjvWtOJ0Oxg3sTM/Mtrz20U5W7TjKrgPHuW98Lr0y25qOJxdg2zZ//3gPjT6b74zMbvbL\n+4iczxcLEq3cfpQlm4oY1U8rMYuIGZoBFZGgUF5dz0uzt/O/726lorqeiVen85v7BwRs+TxbSrso\nfnFPP24emkFlTQN/emcLU+fv4lSd13Q0OY/Ne0rZvu843dPj6ZsTOLPvErxuHZFFRJibWcsKqKjW\nueUiYoYKqIgENNu2WbH1CL96eTVrdxWTmRzLb+6/kpuuySDEHTy/4lxOJzcMTuexKf3p1D6aZVuO\n8Pira9i1/7jpaPIN6hsa+fsne3A5HUwek+N3C15J6xQXFcpNZxYkenfpXtNxRKSVCp53ZyLS6hSf\nPMUf3t7Ma/N24fXZ3DUmh5/f3Y+UxGjT0ZpN5w4xPDalPzcMTudEZT3Pvb2ZNxd5qKtvNB1NzrJg\n7UFKy2sZ078TSW2jTMcR+dLIvimkJkazYtsR8ovKTccRkVZIBVREAk6jz8eCNQd5/JU17Dpwgl6Z\nbXnqwYGM6peK0xn8M01ul5Obh2bwy3v7kdQ2kk83FvHr19aSV3jSdDQBSstP8dGqA8RFhXLD1emm\n44h8hRYkEhHTVEBFJKAcPFbJU9M2MHNJPmGhLv5tYnd+eGsv2saFm47W4roknT7ceNzAzpScPMWz\nMzby9id7qG/QbKhJ//g0nwavj9tGZBIRprX+xP/kdGrD4B4dOXisiqWbi0zHEZFWRq+MIhIQ6hsa\nmbNyPwvWHMRn2wzu0ZE7RmUTHRFiOppRIW4Xt4/Iom92Iq98tJNF6wrZVlDGgxO6kZEcazpeq7Nz\n/3E2eErISonjqu4dTccROafbRmSxaU8Jsz4roH/X9sRGhpqOJCKthGZARcTvNXgbeWb6BuatPkBC\nbBg//k5vHrq+W6svn2fLSo3jiQcGMLpfKkfKanh6+nre+2wvDV6f6WithrfRx4zFeTiAu7TwkPi5\n0wsSZVCjBYlEpIWpgIqI35u9Yj8Hi6sY1K0Dv31wID266BqY3yQsxMXkMTk8cmcf2saG89GqA/z2\njXXsO1JhOlqr8OmGQxwpq2HYFcmkdYwxHUfkgr5ckGirFiQSkZajAioifu3A0UoWrDlIu7hwpozr\nSlioy3Qkv9c1LZ4nHhjA8CuSOVRSzVPT1vPWx3m6bmgzKq+uZ/bKfUSFu5k0LNN0HJGLogWJRMQE\nFVAR8VveRh+vz9uFz7aZMl7l81JEhLm5d1xXfnpnH9q3ieDj9Yd47NU1bNpTYjpaUHp3aT6n6hqZ\nNDRDh4ZLQMnp1IarumtBIhFpOSqgIuK35q85yMHiKq7plUT39ATTcQJSblo8Tz44gBsGp1NeVc+f\n39vGi7O2caKyznS0oJFfVM7KbUfp3D6aYVekmI4jcsluH5FJRJiLWZ8VUFFTbzqOiAQ5FVAR8UuH\nS6v5cOU+4qJD+c7ILNNxAlqI28XNQzP4zQMDyE6NY0NeCb98eTWfbDikQ+4uk89nM2NxHgCTx+S0\niuvQSvCJiw7jpiFakEhEWoYKqIj4HZ/P5vX5u/A22tw71iIyXIc0NoWUdlE8eldfpoyzcDoczFic\nxzNvbqCwuMp0tIC1fOthDhytZFD3DuR0amM6jsi3NrJfCqmJUazYeoS9WpBIRJqRCqiI+J1PNhxi\nb1EFA3Lb0ycn0XScoOJ0OBh2RQpPf3cgA3LbU3C4gienruOdpfnUNTSajhdQqmsbeO+zAsJCXdw2\nXLP0EthOL0hkAfDmojwdHSEizeaiCqhlWQMty1r6Dbf/l2VZOyzLWnrmj9XkCUWkVSk5eYr3lu0l\nOiKEyaNzTMcJWnHRYXzvxh786LbexMeEMX/1QR5/dQ3b95WZjhYwPli2j6pTDUwcnE58TJjpOCKX\n7YsFiQ4cq+QzLUgkIs3kggXUsqxHgFeA8G/Y3A+41+PxDD/zx9PUAUWk9bBtmzcW7Ka+wcedo7OJ\njQo1HSno9cpsy28fHMi4AZ0pK6/jj//Ywt/m7KCiWguRnE9hcRWfbjpEh4RIxlzZyXQckSbz5YJE\ny7QgkYg0D4dtn/8QC8uybgG2AtM9Hs+gr23bBewAOgIfeTye/76IfeqYDhH5RovWHODPMzfTP7cD\njz84EIdDC7q0pIKicv78zmbyC08SHRHCAzd0Z/SAzvp3+Brbtvn5X1ayo6CMJ757FX27tjcdSaRJ\nzV62l1dmb2fMgM78f9/pYzqOiASmc755cF/okR6P5z3LstLPsflt4EWgAnjfsqzrPR7P3As9Z0lJ\n5YXuIhLUEhNjNA6+5kRlHa/M3k54qIs7RmRSWqqFcVpaTKiTn93Zh082HmLWsgL+d+ZmFq7az73j\nLJLaRjX5/gJ1HKzeeZQdBWX0yW5Hp7YRAfk9iP/wx3Ew0GrHgsQoFq89SK+MBF0GS1qEP44F+fYS\nE2POue1bL0JkWZYD+JPH4yn1eDz1wEeAPiYTkUtm2zbTF3o4Vefl9hFZJMR+0xH/0hKcTgdj+nfi\n6YcG0ie7HZ7Ck/z6tbXMXrGPBq/PdDzjauu9zPw0H7fLyXdGZZuOI9IsXE4n91+Xi8vp4JUPd1Ku\nQ/JFpAldziq4scB2y7Kiz5TRkcCGpoklIq3Jut3FbM4vpWvnNgy9Itl0HAESYsP5wS29+I+bexId\nEcLsFfv4zetr8Rw8YTqaUXM/P8DJqnrGD+xM+zYRpuOINJsuSbHcMiyT8up6Xp27E98FTtkSEblY\nl1xALcuabFnWwx6Ppxz4BbAEWA7s8Hg885o6oIgEt8qaemYsziPU7WTK+K44db6hX+lnJfL0dwcx\nqm8qR8tqePatTbw+bxdVpxpMR2txx47XsHDtQdrGhnHdVWmm44g0u7EDOtEzoy3b9x1n4dqDpuOI\nSJC44CJEzcDW8d3S2uk8h3/624c7WL3jGLePyGLcwM6m48h57D1czhvzPRwqqSI2MoQ7RmUzsFuH\nb71IUaCNgz+9s4Wte8v495t60F8LD0kT8fdxUFFTz69fW0tVTQM/u7svmclxpiNJkPL3sSCXJjEx\n5pxvDi7nEFwRkcuyJb+U1TuO0SUplrG6lIXfy0yO4/H7+nPb8Exq6xv524c7+ePMLRSfPGU6WrPb\nnF/K1r1l5KbF089KNB1HpMXERoby8A3d8fls/jp7BzW1re/oBxFpWiqgImJETa2XaQs9uJwO7r+u\nK06nDr0NBG6Xk/GD0njyoYH06JLAjn3HefyVNcxbfQBvY3AuUtTgbeTtj/fgcjqYPCZHl6WRVic3\nLZ7rB6dTWl7L1AUeDBw9JyJBRAVURIx4d2k+JyrruH5wOqmJ0abjyCVq3yaC/7q9Nw9P7EZ4qIt3\nl+7lyanr2Xu43HS0JrdgbSHFJ08xql8qKe2a/nI0IoFg4pB0slPjWL+7mM+2HDYdR0QCmAqoiLS4\n3QdOsHTzYVITo5igxVwClsPhYFC3jjz13UEM7Z3EoZIqnpm2gTcXnb6kTjA4XlHLR6v2ExsVysSr\nu5iOI2KMy+nk3yZ2Jyrczd8/3sOhEl2rWUS+HRVQEWlRdQ2NTJ2/G4cD7r8uF7dLv4YCXXRECPeN\nz+XRyX3o2DaSTzcW8cuXV7PBU2I62mX7x6f51Df4uHVYJpHhbtNxRIxKiA3ngetyafD6eGn2Duoa\nGk1HEpEApHd+ItKi3l9WQPHJU1w7oDNdkmJNx5EmZHWO5zf3D+CmIV2oOtXAi+9v48/vbeV4Ra3p\naN/KrgMnWLe7mMzkWAb37Gg6johf6JOTyKh+qRwurebvH+8xHUdEApAKqIi0mL2Hy1m8vpD28RHc\nOESHMwajELeTiUO68MQDA7A6tWHTnlJ++coaFq8vxOcLnIVLGn0+3vo4DwcweUyOrk8rcpbbR2TS\nuX00y7YcZu2uY6bjiEiAUQEVkRbR4PUxdd5ubBvuH9+VsBCX6UjSjJLaRvHI5D7cf11X3E4Hf/94\nD09PX8/BY4FxjbdPNxZRVFLNNb2TNVMv8jUhbhffu6kHYSEups7f3SouxSQiTUcFVERaxEer9lNU\nWs2IPilYneNNx5EW4HA4uKZXMk9/dxCDundg35FKnpy6npmf5lNX77/njlVU1/PB8n1EhrmZNCzD\ndBwRv9QxIZJ7rs2htr6Rv87eHrSXYRKRpqcVFUSk2RUWV/HRqgMkxIZx6/BM03GkhcVGnb6Q/dU9\nkpi2cDcL1h5k3e5iHryxB06fj0afTaPPR2OjjbfxzNc+G2/jmW2NNo1nvvb6/vl1Y6ON98zjvnz8\nWdu9Z93+lef74usz271ntp99X4C7xuQQGxlq+Kcn4r8G90hi5/4TfL79KLM+K+D2kVmmI4lIAFAB\nFZFm1ejz8fq8XTT6bO69tisRYfq101p175LAkw8O5MOV+1m49iC/n76+xfbtcjpO/3E5cDmduFwO\n3E4HoSEuIsJO3+Z2/XN7x4RIhvdJbrF8IoHq7rE57C0qZ8Hag3RNi6dXZlvTkUTEz+mdoIg0q0Xr\nCtl/tJKrunfUGxMhLMTFrcMzGdStA9sOnKCmpv5MMXTi/rIkOs8UQQdul/NMefxqQXR/USSdjjO3\nO796f5cDt/Ofz+PQIkIizSI81M33buzB09PX88rcnTzxwADiY8JMxxIRP6YCKiLN5ujxGj5Yvo/Y\nyBDuHJ1tOo74kdT20fTpnkRJSWAsSiQi55bWMYbbR2Tx1sd7ePnDHfzkjj44nfrQR0S+mRYhEpFm\n4bNtps7fTYPXx11jLaIjQkxHEhGRZjKqXyp9stux++BJPlq133QcEfFjKqAi0iw+21REXuFJ+uYk\n0t9KNB1HRESakcPh4P7rckmIDeODFfvIKzxpOpKI+CkVUBFpcmXltcxcupfIMDd3j83R+XciIq1A\ndEQID9/QHYC/ztlB1akGw4lExB+pgIpIk7Jtm2kLPdTVN/KdUVm0idZiFCIirUVOpzbcNKQLJyrr\neH3eLmzbNh1JRPyMCqiINKlVO46yraCM7unxDOmZZDqOiIi0sAlXpdO1cxs27Snl041FpuOIiJ9R\nARWRJlNeXc/fP95DWIiLKeO66tBbEZFWyOl08N0buhMdEcI/Pt3DgaNa7VpE/kkFVESazIzFeVTX\nerllWAbt2kSYjiMiIobEx4Tx0PXd8DbavDR7O6fqvKYjiYifUAEVkSaxwVPC+t3FZKXGMbJfquk4\nIiJiWK/Mtowb0JljJ04xY3Ge6Tgi4idUQEXkslXXNvDmIg9ul5P7x3fFqUNvRUQEmDQsgy5JMXy+\n/Sgrtx0xHUdE/IAKqIhctrc/2UN5dT03DkknqW2U6TgiIuIn3C4n/3ZjDyLCXLy5KI+jx2tMRxIR\nw1RAReSybN9XxsptR+ncIZprB3Q2HUdERPxM+zYRTBnXlbqGRl76YDsNXp/pSCJikAqoiHxrtfVe\n3pjvwelwcP/4XNwu/UoREZF/NSC3A0N7J3GwuIqZS/JNxxERg/RuUUS+tfeWFlBWUcv4QZ1J6xhj\nOo6IiPixO0fnkNwuik82HGJTXonpOCJiiAqoiHwreYUn+XTjIZLaRjLx6nTTcURExM+Fhbj43o3d\nCXE7eW3eLo5X1JqOJCIGqICKyCVr8DYydf5uAO4fn0uI22U4kYiIBILUxGjuHJ1Nda2Xv87ZQaNP\n54OKtDYqoCJyyWav2M/R4zWM6pdKVmqc6TgiIhJAhvVOpn/X9uw5VM6cFftNxxGRFqYCKiKX5MDR\nShasOUi7uHAmDcswHUdERAKMw+HgvnEW7eLCmfv5fnYdOGE6koi0IBVQEblo3kYfr8/bhc+2mTK+\nK+GhbtORREQkAEWGh/BvE7vjdDr424c7qKiuNx1JRFqICqiIXLT5aw5ysLiKIb2S6J6eYDqOiIgE\nsMyUOCYNzaC8qp5XPzr94aaIBD8VUBG5KEWl1Xy4ch9x0aHcMTLLdBwREQkC1w7sTI8uCWwrKGPR\n2kLTcUSkBaiAisgF+Xw2U+fvwttoc+9Yi8jwENORREQkCDgdDh66vhtxUaG899le9h2pMB1JRJqZ\nCqiIXNAnGw6xt6iCK7u2p09Oouk4IiISRGKjQnnohm74fDYvzd5OTa3XdCQRaUYqoCJyXsUnT/He\nsr1ER4Rw15gc03FERCQIdU9P4Lqr0ig5Wcu0hbuxdT6oSNBSARWRc7Jtmzfm76a+wcedo7OJjQo1\nHUlERILUjUO6kJUSx9pdxSzfesR0HBFpJiqgInJOy7ceYdeBE/TKbMugbh1MxxERkSDmdjl5eGI3\nIsPcvLU4j6KSKtORRKQZqICKyDc6UVnHPz7NJzzUxb3XWjgcDtORREQkyLWLi+D+67pS7/Xx0uwd\n1Dc0mo4kIk1MBVRE/oVt20xf6OFUnZfbR2SREBtuOpKIiLQS/az2jOybQlFpNW9/ssd0HBFpYiqg\nIvIv1u0uZnN+KVanNgy9Itl0HBERaWW+MzKL1MRolm4+zLrdxabjiEgTUgEVka+orKlnxuI8Qt1O\n7ruuK04deisiIi0sxO3i+zd1JzTEydT5uyk5ecp0JBFpIiqgIvIVf/94D5U1Ddx0TQYd4iNNxxER\nkVYqqW0Ud4+xOFXn5a9zduBt9JmOJCJNQAVURL60Ob+U1TuP0SUphjFXppqOIyIirdzVPTsyqHsH\nCg5X8P6yAtNxRKQJXFQBtSxroGVZS7/h9hssy1pnWdYqy7K+2+TpRKTF1NZ7eXORB5fTwf3X5eJy\n6vMpERExy+FwcM9Yi/bxEcxfc5DtBWWmI4nIZbrgO0zLsh4BXgHCv3Z7CPA8MBYYBjxsWZYuFCgS\noOas2M/xijrGD+pMamK06TgiIiIARIS5+f6NPXA5Hbw8dycnq+pMRxKRy3AxUxx7gUnfcHsukO/x\neE54PJ56YAUwtCnDiUjLOFRcxaJ1hbSLC+f6q9JNxxEREfmKtI4x3D4ii8qaBl7+cCc+2zYdSUS+\nJfeF7uDxeN6zLCv9GzbFAuVn/b0SiLuYnSYmxlxUOJFg5i/jwOezee7tzfhsm/+47QpSktuYjiSt\niL+MAxGTNA4uzp3jc8k/UsG6ncdYsuUId4yxTEeSJqax0DpcsICeRwVw9v+SGODkxTywpKTyMnYr\nEvgSE2P8Zhws23KYXfuP089KJK1dpN/kkuDnT+NAxBSNg0tz9+hs8gtPMmPBbvYePMHkMTlER4SY\njiVNQGMhuJzvw4TLWWVkF5BtWVaCZVmhnD78dtVlPJ+ItLDKmnreWZJPWKiLO0dlm44jIiJyXjGR\noTxyZx8ykmNZvfMYj726hq17S03HEpFLcMkF1LKsyZZlPezxeBqAHwMLOV08X/N4PEVNHVBEms87\nS/ZSXevl5iFdSIgNv/ADREREDOuQEMnP7+7LLcMyqKpp4E/vbGXq/F2cqvOajiYiF8Fht/xJ3Lam\n16W184fDTPIKT/K7GRvp1D6ax+/rr8uuSIvzh3EgYprGweUpLK7ilbk7KSyuom1sOA9MyCU3Ld50\nLPkWNBaCS2JijONc2/SOU6QV8jb6mL7QA8A911oqnyIiEpA6tY/msSn9uX5wOicq63ju75t4a3Ee\ndQ2NpqOJyDnoXadIK7R4XSFFpdUMuyKZrJSLWrxaRETEL7ldTiYNzeCX9/YjqW0kH284xG9eW0t+\nUfmFHywiLU4FVKSVKS0/xeyV+4iJDOGWYZmm44iIiDSJLkmx/Pq+Kxl7ZSeKT5ziv9/cwLtL99Lg\n9ZmOJiJnUQEVaWXeWryH+gYft4/I0tL1IiISVEJDXNwxKptH7+pLu7hw5q0+wJNvrOPAUZ1bKOIv\nVEBFWpFNe0rYnF+K1akNg3t0NB1HRESkWeR0asMTDwxgRJ8UikqqeWraeuas3Ie3UbOhIqapgIq0\nEnX1jby1OA+X08Hd11o4HOdcnExERCTghYe6uedaix9/pzexUaF8sHwfz0zfQFFpteloIq2aCqhI\nKzFn5T7KKuoYN7AzKe2iTMcRERFpET26tOW3Dw5gcI+O7D9ayROvr2PBmoP4fC1+KUIRQQVUpFU4\nVFLFonWFtIsL5/rB6abjiIiItKjI8BAeur4b/zmpJ5FhLmYuyefZtzZSfKLGdDSRVkcFVCTI+Wyb\n6Qs9NPpsJo/JISzEZTqSiIiIEX1zEnnyoYH0sxLZc6icx19by5KNh7BtzYaKtBQVUJEgt3LbEfYc\nKqdvTiJXZLUzHUdERMSo2MhQ/v2mHjw8sRshLifTF+Xxx39s5nhFreloIq2CCqhIEKs61cA7S/YS\nFuJi8uhs03FERET8gsPhYFC3jjz54EB6ZbZlx/4TPPbqGlZuO6LZUJFmpgIqEsTeWZJP1akGbhzS\nhYTYcNNxRERE/Ep8TBg/vLUX943vim3Dqx/t4s/vbaO8qs50NJGgpQIqEqT2HDrJ8q1HSE2MYnT/\nVNNxRERE/JLD4WBo72SefHAAXTu3YXN+KY+9upZ1u4tNRxMJSiqgIkHI2+hj+kIPAPdca+F2aaiL\niIicT7u4CH5yZx8mj86mvqGR//tgOy/N3k7VqQbT0USCitt0ABFpeh+vP8ShkmqG9k4iO7WN6Tgi\nIiIBwelwMLp/J3pktOXVuTtZu6sYz8GT3De+K721kJ9Ik9C0iEiQOV5Ry+wV+4iOCOHW4Vmm44iI\niAScjgmR/Pzuftw2PJPq2gb+592tvDZvF6fqvKajiQQ8FVCRIPPWx3uoa2jkthGZREeEmI4jIiIS\nkJxOB+MHpfH4fVfSuUM0K7Ye4fFX17Bz/3HT0UQCmgqoSBDZnF/KxrwSclLjuLpnkuk4IiIiAS81\nMZpf3dufif9/e3caHdV553n8d0ulrbRvaAchIT3GloMFNpjNxtjGjjPeknZm2ol9JhlPp+f0iz7d\nOZP09KTHZ3L6TE/3xN1zpk8yPZ2Ok9Nx2s5kbOJ4JwEbYwTYZrERy5VAILSiBW1oo6S686JKooQx\niO1Wler7OQfXrXsvVX9kHur+6nnu86ytUP/wOf3gpQP6xZZGTZybinRpQEwigALzxIR/Sv/y20Yl\neCw99YCRx7IiXRIAAPOCN8Gjx9ZX6j8/vUIl+Wnauq9Nz/70Qx1rG4x0aUDMIYAC88Tr9SfVOziu\nTXeUq7QgPdLlAAAw7ywuztSz//Z2PbhyoXr6x/RXv9irX717TP5JekOBuSKAAvNAe++I3t5zSnmZ\nyXpk7eJIlwMAwLyV6E3QVzcu0Xe/tlwFWal6a88pff9nH6ulazjSpQExgQAKxDjHcfTzd2xNBRw9\neX+NkpMSIl0SAADzXk15tv7rN1dq4/JStfeO6C//+WO9+sEJTU4FIl0aENUIoECMq2/oUmPrgOqq\n81VXXRDpcgAAiBvJSQn6+iajb/+b25SVnqRXPzih7/3THm35qFWj4/5IlwdEJQIoEMPOjvn1y23H\nlJTo0ZP31US6HAAA4tItFbn6/jdXaUNdqc4MTeilrU360x/u1D+/fVRt3WcjXR4QVbyRLgDA1Xt5\n+3GdHfPriQ1VystKiXQ5AADELV+KV08/YPT4+sX64NNObdvXrvcOdOi9Ax2qKc/WvSvKVFedL28C\n/T+IbwRQIEYdax/U9gMdKs1P0/13lEe6HAAAICnDl6Qv3rlID6xcqE+O92rb3jYdOtmvxtYBZacn\naUNdqe5eVqKs9ORIlwpEBAEUiEFTgYB+/o4tSXrqAcO3qQAARBmPx1JddYHqqgvU2TeibfvatfNg\np36944Re23lSd9y0QBtXlKmqJFMWa3cjjhBAgRi09eM2tXaf1bpbi1VTnh3pcgAAwCUU56Xpa/fX\n6EPsu7IAABbSSURBVMt3VWrXoS5t3dum3YdPa/fh01pUmKGNK0q1ammhkhKZyR7zHwEUiDFnhsa1\n+YMTSkvx6ol7qiJdDgAAmKPUZK82Li/TPXWlOtrSr6372rW/qUc/ffOo/u+2Y7prWYnuqStVfnZq\npEsFbhgCKBBjXtzapIlzU/r9L96kDF9SpMsBAABXyLIsLa3I1dKKXPUNjuu9A+3afqBDb+05pbf3\nnNKyJfnauKJUN1fkysPwXMwzBFAghnx6vFd77R4tKcvSui8UR7ocAABwjfKyUvSVu6v0yNoKfXS0\nW1v3tuvAsV4dONarwlyfNi4v1draYvlSuGzH/MDfZCBGTPin9MKWRnksS09vMnwjCgDAPJLoTdCa\n2mKtqS1Wc8eQtu1r04dHTuvF3zXple3NWlNbpI3LS1VakB7pUoFrQgAFYsQbu06qd3BcD65cqLIF\nfPgAADBfVZZkqrLkZn114xLt+KRD7+5vn/l108LgmqK3VecrwcMs+Ig9BFAgBnT0juit3aeUm5ms\nR9ZVRLocAADggkxfkr60ukIPrlqoT471aeveNh1p6dfRUwPKyUjWPXWlumtZiTLTmBMCsYMACkQ5\nx3H0whZbUwFHT95Xo5Qkmi0AAPEkwePR8poCLa8pUHvviN7d16adDV165f1m/WbnCd1xU6HuXVGm\nypLMSJcKXBZXskCU233otI6eGtCyqjzVVedHuhwAABBBpflp+vomo6/cXaX6huCaorsOdWnXoS5V\nFGXo3hVlWrl0gRK9rCmK6EQABaLYyLhfL21rUpLXo6/dXyOLiYcAAICCa4reu6JMG5eX6nBLv7bt\nbdOBY736yRtH9MvQmqIb6kqUn8WaooguBFAgir28vVnDo3595e5KFqUGAACfYVmWbqnI1S0Vueod\nGNO7B9q145NOvbm7RW/tadFtS/J174oyLV2UwxfZiAoEUCBKHe8Y1Pb97SrJT9MDKxdGuhwAABDl\n8rNT9cSGJXps3WJ9eKRbv9vbpv1Nvdrf1KviPJ8eXLlQa24tYvZcRBQBFIhCU4GAfv62LUfSU5tq\n5E3ggwIAAMxNojdBa28t1praIjV3Dmnb3jZ9dLRbP33rqN7cc0qPrVusO5YuYE1xRAQBFIhC2/a2\n61T3Wa2tLZJZmBPpcgAAQAyyLEtVJVmqKsnSV+6u0uv1J7Xj0079n98c0hu7WvT4XYt125J8hubC\nVQRQIMr0D09o845mpaV49cTGJZEuBwAAzAO5mSl6+sGb9OCqhXr1g5PafahLf//yQVWWZOrxuyp1\nM/eIwiWM6wOizItbmzR+bkq/t6FKmT4WlgYAANfPghyf/v3DN+v7z6zSClOg5o4hPffSAf2PF/fr\nWNtgpMtDHKAHFIgiB5v79PHRblWVZmr9spJIlwMAAOap0vw0/dHjt6qla1ivvN+sg819+m8v7NUX\nqvL0+PpKLSrKiHSJmKcIoECUOOef0gtbbHksS09tMkwMAAAAbrhFRRn6k68uU1PbgF7Z3qxPj/fp\n0+N9ut0U6LH1lSrJT4t0iZhnLhtAjTEeST+StEzShKRnbNs+Fnb8TyQ9I6kntOtbtm3bN6BWYF57\nY1eLegbGtemOci0s5FtHAADgnuqybH3nyTodPtmvV94/ro/tHu1t7NHqW4r0yLrFWsB65LhO5tID\n+pikFNu2Vxtj7pT0nKRHw46vkPS0bdt7b0SBQDzo7BvRW3talJORrEfXLY50OQAAIA5ZlqVbFufq\n5oocHWjq1eYdzapv6NKew6e1flmJHl5ToZyM5EiXiRg3lwC6TtLbkmTb9m5jzO0XHF8h6T8ZY4ok\nvWHb9l9d5xqBec1xHL2wpVGTU46evK9aqcmMjAcAAJFjWZbqagq0rDpfHx45rVd3nNB7+9u182Cn\n7qkr1UOrFzFRIq7aXK50MyWFT4k1ZYzx2rY9GXr+kqQfShqStNkY869s2379Ui9YUMDwQmC6Hby3\nr01HWvp1+9JCPbC2kinQEVf4PABoB4huDy/I1EPrqrT141a99FtbWz5q1Y5PO/TI+io9tmGJ0lMT\nr9t70Rbiw1wC6JCk8L8NnunwaYyxJP1P27YHQ8/fkFQn6ZIBtKdn+OqqBeaJgoIM9fQMa3Tcrx//\n+qASvR49cXelenvPRro0wDXT7QCIZ7QDxIq6ylzV/rtV2n6gXa/vatEvf9eo1z9o1oOrFuq+FeVK\nTkq4ptenLcwvl/oyYS7rgO6U9JAkhe4BPRh2LFNSgzEmPRRGN0riXlBgjl5+v1lDI+f08JoKFXBz\nPwAAiGKJXo/uu71cf/2t1fq9DVWSpJe3N+u7/1Cv337UKv/kVIQrRCyYSw/oZkn3G2PqJVmSvmGM\neVJSum3b/2iM+XNJ7yo4Q+5W27bfvHHlAvPHic4hvbevXcV5Pj24amGkywEAAJiT5KQEPXTnIm24\nrVRbPjqldz5q1Ytbm/T2h6f0yNoKrb21WN6EufRzIR5ZjuO4/Z4O3euId7l56frjH7yrltPD+s7v\n1+mmRTmRLglwHcOtANoB5ofh0XN6a/cpbd3XJv9kQAuyU/Xo+sVatbRQHs/c5ragLcwvBQUZn/s/\nnq8mgAh4c+cJtZwe1upbigifAAAgpmX4kvTVjUv037+1WhuXl6pvaFw/fu2wnn3+Q+21exSBDi9E\nsZhb78FxHE0FHPknA/JPBTT5mUdH/qmA/JMBTYY/hm1/3rkZvkTVlGWrujz7us7oBYTrH57QC28f\nkS/Zq3+9cUmkywEAALgucjKS9fVNRg+uXKhXd55QfUOXfrj5oCqKMvTluyp1y+JcZvuH+0Nwf/b6\nIWdwaPyCUOjMhMWLB8WA/FPOzH43lOanqaY8W9XlWTLlOSy6i2sSCDg6cqpf9Qe7tLexW+f8AT39\ngNGGutJIlwZEDMOtANoB5rfOvhH9escJfXS0W5JUU5alL99dpZry7M+cS1uYXy41BNf1APrwt1+9\n5BtalpSY4FGi1yNv2OP0dmKCJa/Xo8QEz2cez59rhc797DmXOrd3cFyNrQNqbBvQsfZBnfOfD7sF\n2SmqKctWTXnw14KcVL7BwWW1946ovqFTuw+dVv/whCQpPytFX1pXqfW1hfLwdwhxjIsNgHaA+HDq\n9LA2v9+sT473SZJqF+fq8bsqtbg4c+Yc2sL8ElUBtPFUvzM8NBYMf7PCYDAIJnii47bUyamAWk4P\nq6l1UI2tA2pqG9DI+OTM8ay0JFWXZ8uEAmlpQRphApKkodFz2nP4tOobutTSFfyHNDXZqztuWqA1\ntUWqLsvSggWZ/COLuMfFBkA7QHw53j6oV95v1pGWfknS8poCPbZ+scoK0mkL80xUBVDF6Cy4AcdR\nR8+I7FAYtVsHNHj23MxxX7JX1WVZMz2ki4oymH46jvgnp/TJsT7VN3TpYHOfpgKOPJal2spcrakt\n0m1L8pWUeH6BZv6RBWgHgEQ7QHw60tKvV94/ruPtQ7Ikrby5UGuWlSo9yaPiPJ9SkmJumhpcgAB6\nAziOo56BMdmtA8Ee0tZBdQ+MzRxPSvSoqiQUSMuyVFmapeSwAILY5ziOjrcPqb6hUx8e6dboRLCH\nfGFhutbUFmvVzYXKSku66O/lggOgHQAS7QDxy3EcfXq8T6+836zW7rOzjuVlJqs4L03FeWkqyfeF\nHtOYJDSGEEBd0j88MdM72tQ6oLaekZljCR5LFUUZMz2k1WVZ8qXQiGJR98CYdjd0qb6ha+ZLh+z0\nJK2+pUira4tUVpB+2dfgggOgHQAS7QAIOI6OtQ1qYGxSTSfPqKNvRB19I7NGGk7L9CUGg2l+morz\nfCrJT1NJXpqy05OYmyXKEEAj5OyYX01twd5Ru3VALV3DCoR+3paksgXpwYmNFgZ7SbPSmWk3Wo2O\nT+pju1v1BzvV2DYoKdjLvaKmQGtqi7V0Uc6cF1qWuOAAJNoBINEOgGkXtoXRcb86+0bV0TsSfOwb\nUWffiHoHxnVheklNTgj1mPpUEtZzmp+VekXXZ7h+CKBRYvzcpI53DKnxVPA+0uMdQ/JPnp9ptzAn\ndaaHtKY8W/lZKXybE0FTgYAOnTij+oYu7W/qlX8yIEvSTYtytKa2SMtrCpSafHX3KHDBAdAOAIl2\nAEyba1s4559S15lQIO2dDqajOn1mVFOB2bkm0etRYY5PJfmhYJqfppI8nwpzfczVcoMRQKOUfzKg\nlq5h2a39amwd1LH2AY1NTM0cz8lInrmHtCjXp7TURKWlJCot1avkxATC6Q3gOI5au8+qvqFLuw91\naWjUL0kqyvVp7a1FuvPmIuVlpVzz+3DBAdAOAIl2AEy71rYwORVQz8CYOnpH1RnqLe3oHVXnmZFZ\nSytKkseyVJCTqpLQMN7iPN9MDyoTIF0fBNAYEQgEw09jW3Bio8bWAQ2HAtCFEjxWKJB6g6E0xTsr\noE4/pqcknj8vNVGpyV6Wi7mI/uGJ0NIpnTP37qanJmrV0kKtubVIFUUZ1zXwc8EB0A4AiXYATLtR\nbSHgODozNB42nHdEHX2j6uwdmbXE4jQmQLo+CKAxynEcdZ0ZVVPboPqHJzQy7tfI2GTwMXx7bHLm\n3tLLsST5UrwXBNWwIBsWVtNTEoPnhvbNt6EKE/4p7W/sUX1Dlw6dPCPHCQb725bka01tkW6tyrth\nf2YuOADaASDRDoBpbrcFx3E0NOpXZ+/53tLp+0wHLjIBUoYvUcW5vtAESMGhvEV5PuVmptC5cxGX\nCqD0MUcxy7JmvoG5FMdxNH5uSiNjfo2MT+rsuH9mO/gYvj0dWv060z2hyanAJV87XHJSgtIvCKq+\nsCA7HWx9Kd7z4TXFq5Qo6nUNOI4aTw2ovqFLH9ndmjgXHPJcVZKpNbVFumNpId9wAQAAzHOWZSkr\nLUlZaUm6aVHOrGOj45OhntLg/aWdoYmQmtoHZyajnJaU6FFxbpqKQ72l0yG1MCd13nXeXC8E0HnA\nsiylJnuVmuxV/hX+3nP+qVlB9ewFPayj436dDQ+yY5PqHhjT+AXrNV26PsmXHB5SQ8H1wgCb7P3M\nvpSk63Ova2ffiHYd6tKuhi71DU1IkvIyU3T/7eVaU1ukolzfNb8HAAAAYp8vxauq0ixVlWbN2u+f\nnNLpM2Png2mo57S9d0Qtp2f33nosSwtyUmfdX1qSn6aiXN9VT2I5X8T3nx5KSkxQUmKCcjKubAmY\nyamARqd7U0MBdfp58DF8+/xjf+/ErJl/L8djWfKleM8PGw7bnr1v9rG0VK8mpxx9eOS06hu61Nwx\nJElKSUrQui8Ua21tkarLs6OmZxYAAADRLdGboLIF6SpbMHvN90DAUe/Q+ExPaUffiLpCAbXrzKj2\nN/XOOj8nI3kmmJaEBdTMtPhYz5QAiqviTfAoMy1JmWlJV/x7/ZOhXtfxYA/rXAPsmaErGzI8zbKk\n2spcraktUl11gZITE674NQAAAICL8XgsLchO1YLsVC1bcn7/hfeZzvSa9o3q8Ml+HT7ZP+t1fMne\n80N5wwLqfFvPlAAK1yV6E5SdnqDs9CvrdZXChgxf2Lsaur91dHxSIxPBff7JgG6tzNOdtxRe1XsB\nAAAAV+tS95mOTUyq68zoTDDtCPWenugY1vH2oVnnehM8KspNnTWUtzgvTbmZ569vw+cjdRxHM0+d\nsIfQSc5Fzr/wdZyw3zh99MLXCH/tCye2LSjI+NyfCwEUMeVqhwwDAAAA0SI12avFxZlaXJw5a//k\nVEDd/WPnl4vpG1FnaD3T6aUCY8Frzz36uccIoAAAAAAQBbwJHpXkB9ceXRG2P+A46h+amBVMB8+e\nU/gto5ZlaeappbBta3rXZ86f3j99shX+3/B9M9vWrHOtsDecdf6l/oyXOQ4AAAAAiCCPZSkvK0V5\nWSmqrcyLdDnXhMVpAAAAAACuIIACAAAAAFxBAAUAAAAAuIIACgAAAABwBQEUAAAAAOAKAigAAAAA\nwBUEUAAAAACAKwigAAAAAABXEEABAAAAAK4ggAIAAAAAXEEABQAAAAC4ggAKAAAAAHAFARQAAAAA\n4AoCKAAAAADAFQRQAAAAAIArCKAAAAAAAFcQQAEAAAAAriCAAgAAAABcQQAFAAAAALiCAAoAAAAA\ncAUBFAAAAADgCgIoAAAAAMAVBFAAAAAAgCsIoAAAAAAAV3gvd4IxxiPpR5KWSZqQ9Ixt28fCjj8s\n6b9ImpT0vG3bP75BtQIAAAAAYthcekAfk5Ri2/ZqSX8m6bnpA8aYREl/J2mTpLsl/YExpvBGFAoA\nAAAAiG2X7QGVtE7S25Jk2/ZuY8ztYceWSjpm23a/JBljPpB0l6Rffd6Lfes3f6apqcDVVwzMAx6P\npUDAiXQZF+UoOuvC/OPxeOTQDuYPfmRXxeOxFHCi94dnyYp0CYgT0XxthCv3T4//zecem0sAzZQ0\nGPZ8yhjjtW178iLHhiVlXerFfN5UBbwEUCCaccEBN0R7yKMdXDl+ZlcumttBNNcGIHbNJYAOScoI\ne+4Jhc+LHcuQNHCpF/u7h55VT8/wFRUJzDcFBRm0A8Q92gFAOwCm0Rbix1zuAd0p6SFJMsbcKelg\n2LEjkqqNMbnGmCQFh9/uuu5VAgAAAABi3lx6QDdLut8YUy/JkvQNY8yTktJt2/5HY8yfSnpHwTD7\nvG3b7TeuXAAAAABArLpsALVtOyDpDy/YfTTs+GuSXrvOdQEAAAAA5pm5DMEFAAAAAOCaEUABAAAA\nAK4ggAIAAAAAXEEABQAAAAC4ggAKAAAAAHAFARQAAAAA4AoCKAAAAADAFQRQAAAAAIArCKAAAAAA\nAFcQQAEAAAAArrAcx4l0DQAAAACAOEAPKAAAAADAFQRQAAAAAIArCKAAAAAAAFcQQAEAAAAAriCA\nAgAAAABcQQAFAAAAALjC69YbGWM8kn4kaZmkCUnP2LZ9zK33B6KFMWafpKHQ0xO2bX8jkvUAbjLG\nrJL017ZtbzDGLJH0M0mOpAZJf2TbdiCS9QFuuKAd1El6XVJT6PD/tm37l5GrDrixjDGJkp6XVCEp\nWdJfSjosPg/ihmsBVNJjklJs215tjLlT0nOSHnXx/YGIM8akSLJs294Q6VoAtxljviPpKUkjoV1/\nK+l7tm2/Z4z5BwU/EzZHqj7ADRdpBysk/a1t289FrirAVV+X1Gfb9lPGmFxJB0K/+DyIE24OwV0n\n6W1Jsm17t6TbXXxvIFosk+QzxmwxxmwLfRkDxIvjkr4c9nyFpO2h7bck3ed6RYD7LtYOvmSMed8Y\n8xNjTEaE6gLc8itJfxHatiRNis+DuOJmAM2UNBj2fMoY42YPLBANRiX9QNIDkv5Q0i9oB4gXtm2/\nLMkftsuybdsJbQ9LynK/KsBdF2kHH0r6j7Zt3yWpWdKzESkMcIlt22dt2x4Ofdny/yR9T3wexBU3\nA+iQpPBv9Ty2bU+6+P5ANGiU9IJt245t242S+iQVR7gmIFLC7+/JkDQQqUKACNps2/be6W1JdZEs\nBnCDMaZc0ruSfm7b9r+Iz4O44mYA3SnpIUkKDTs86OJ7A9Himwre/yxjTImCIwM6I1oREDn7jTEb\nQttflLQjgrUAkfKOMWZlaPteSXsvdTIQ64wxhZK2SPqubdvPh3bzeRBH3Bz6t1nS/caYegXHezPz\nJ+LRTyT9zBjzgYIzvX2TkQCIY9+W9GNjTJKkIwoOxQLizX+Q9PfGGL+kLkl/EOF6gBvtzyXlSPoL\nY8z0vaB/LOl/8XkQHyzHcS5/FgAAAAAA18jNIbgAAAAAgDhGAAUAAAAAuIIACgAAAABwBQEUAAAA\nAOAKAigAAAAAwBUEUAAAAACAKwigAAAAAABXEEABAAAAAK74/2lnBUW2ERhdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eurusd = pd.read_csv('C:/Users/jjd/Desktop/eurusd.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "eurusd_by_hours = eurusd.groupby([eurusd.index.hour]).median()\n", "eurusd_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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zF9OB/na+siCb2+Y76Ojq5tEX9rFsS7E+T+RzNbZ2svlAObERgYx1xJkdRzzA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\nAAB89v8B3WNgNig5HBcAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "audusd = pd.read_csv('C:/Users/jjd/Desktop/audusd.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "audusd_by_hours = audusd.groupby([audusd.index.hour]).median()\n", "audusd_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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RERHpRxt2l9PZ5WVObhpms8noOGKw2RPSCLdbeX/rMTq6PEbHERG5ICqgIiIi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\n6CmP10tlXRslVS2UVHf/71BpA7WNHdx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PLq/j+RV1tLWnGF5ZyO1XVzN7yjCvIUrn1OV3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\nRcIAKkmSJEmKxP8H8qENNHpH5lIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "usdjpy = pd.read_csv('C:/Users/jjd/Desktop/usdjpy.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "usdjpy_by_hours = usdjpy.groupby([usdjpy.index.hour]).median()\n", "usdjpy_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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NjiQc3/jq6eW5OF0ubrkkAz8f9xl9lzPn72tjUmY0VfVt5BXVmR1HROSMqYCK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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gbpusd = pd.read_csv('C:/Users/jjd/Desktop/gbpusd.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "gbpusd_by_hours = gbpusd.groupby([gbpusd.index.hour]).median()\n", "gbpusd_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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9XZJcLtfbOjwh/doCWl196ASiAr4jPj6c4wB+z9+PA9M09eJb22VImjk+xa//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\nXEEABQAAAAC44v8Bx4zFgRuIp14AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "usdchf = pd.read_csv('C:/Users/jjd/Desktop/usdchf.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "usdchf_by_hours = usdchf.groupby([usdchf.index.hour]).median()\n", "usdchf_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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h8USHB5odR/rQ57ug2gsqIt7sdAXo68B9xz+20N3pPGEwkO9wOGodDkc7sAaY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\nfzgUss1ytGDhAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "eurjpy = pd.read_csv('C:/Users/jjd/Desktop/eurjpy.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "eurjpy_by_hours = eurjpy.groupby([eurjpy.index.hour]).median()\n", "eurjpy_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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HztCCqWlYLWbWbtfUHREJbH5RgLZ2dPPEO/lYzCZuXjoKq8UvYvWKxdPSMJtM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\nog2ZffcqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "audjpy = pd.read_csv('C:/Users/jjd/Desktop/audjpy.csv', index_col=0, parse_dates=True, names=['Volume', 'Transactions'])\n", "audjpy_by_hours = audjpy.groupby([audjpy.index.hour]).median()\n", "audjpy_by_hours.plot(figsize=(16,6), grid=True);" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }