Created
December 4, 2017 04:41
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| { | |
| "cells": [ | |
| { | |
| "metadata": { | |
| "_uuid": "333de355786ba278bf02a579927709a97ea469e3", | |
| "_cell_guid": "af88708d-cffa-4bb6-83c3-9c6f7f86fa10" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "[-> Learn Data Science by Coding](https://www.kaggle.com/andyxie/learn-data-science-by-coding/)" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "47128a211cdc8250bde65ee826ebeae16cfe7753", | |
| "_cell_guid": "52916c2c-8d28-44d7-a595-5416b46f934e" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "# Notes\nTo draw several several lines on one plot is as easy as repeating `plt.plot`:" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "b84e9921a9c2527a2b33f79e775315fc360ac65c", | |
| "_cell_guid": "38d26513-183f-4500-b938-f288495dda48", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "# RUN ALL THE CODE BEFORE YOU START\nimport numpy as np\nfrom matplotlib.pylab import plt #load plot library\n# indicate the output of plotting function is printed to the notebook\n%matplotlib inline \n\n\ndef create_random_walk():\n x = np.random.choice([-1,1],size=100, replace=True) # Sample with replacement from (-1, 1)\n return np.cumsum(x) # Return the cumulative sum of the elements\nX = create_random_walk()\nY = create_random_walk()\nZ = create_random_walk()\n\n# Plotting functionality starts here\nplt.plot(X)\nplt.plot(Y)\nplt.plot(Z)\nplt.show()", | |
| "execution_count": 1, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcf8d2a90>", | |
| "image/png": 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IMb6gD3eDu6DCX/nwODysRqWTNPOmshpd5XH48a6PrZObexOLrEVidLlsyTH1Z11nP2AC\nvTLb1GDc/TGcN2S4pPrzbmlyg9GaCL08vDIC6eiGfY/kqvdSX1ZPa2VrTsM+uTzJ1MrUrvV1FXX/\n5opmGstT2qDe+Hr/6B+Rxjt9xd5cU8qJ6pLk33QOgLWwbGG3Vy1bNcKlNhn+uFtM1lR44xHQ10E3\n7HvGG/RSX1pPc4W2QJDb4cYX9CEy+isW2lhjO67Wy+ib9NU6wImKEzSWN+oO1H2g3x+ixVZKY3Wq\n3YCiKHS57PQ9D2W91ztlYTXCh/7vN+l9NrfXqb4Y3Pks/Jf3yTjzdEbV9P89atmNV8FcJmWYvab/\nqzcJfcX+YuAL+nA7smUVt8NNaD3EyOKIZtwb9FJmKuOcbQ8rBKDcXM4n3/dJfvraT2f9zV0v49z3\namh0Uggh6POH6XbZs/7W1WZjanE9WT9mt9x6PsfTmRW+fGdqT8d5Ybj7WZgckE2k0wncBINpZ+n/\nuTCa4Ud+H17/+b0dB+D6T8NHfzt3TZlDQDfse2BqZYrJlcmc0S35JBFf0Me1+muYDKasfXbK622v\n01bVljXubnATXAsysfJSlsXfF0bmVpld3tDo6yrF0tlVOUcPnyQRp54orpVZZCvQK7slWcr2fp5z\nHwZHEaowVjZAx9/Y+3GKhG7Y98BWssrJ6pPUWGs0hn1pc4nH4cfJOPT9QtfZi49qdHOt2C80yvDH\n/j1WelTrztyfXGR54yWPago9k9EqoO1SFN2A8dtHRss+quiGfQ94p/PLKoqi0FHfoTGugzODCMSe\n9fXtOFNzhgpzhaZQmM7e6PeHqCoxcaY+u0iU0aDgdtbsacW+HokxPL5Ae3MVcQG+wEvujFVX6Seu\naYtsTQ5CbOPIaNlHFd2w74HtZBV3gxv/op+5NekM8057MSpGrtZd3dd5GQ1GrtVf0x2oRaTPH6LL\nZcdgyB2i2u2y83B6iYW13bUnHBydJxIT/L3vOoVB0csBE7gJJTXg+QlYnobw89Q4yGxPnbzohn2X\nLG0u8Xj+8Zarb1USGZgZSP5/wX6BMnMRtMFtcDvcPJ1/ysLGwr6f60UntLLJ05mVnPq6SpfLhhDg\n3eVKW5V63nu2nosnqvQGHqOJZtDORM8etZJjoBfsp6HixWvWU0x0w75LhmaGZFXFLfTyS7WXsBgs\n+KZ9RGIRhmeG912GUfE0eAqqMqmzPbe30NdVOlprMBmUXddn7/eHOOuowFZuodtlxxeYJxKLb7/j\ni8jKLMw+koa9/gKUVMuVejwuDbuur2+Lbth3iTe4vaxiMVpor2vHF/RxP3Sf9dj6gRn29rp2TIpJ\nd6AWgX5/CIvRwJXm/CWWyywmLjdV7UpCiccF/SNhuhI3js42G6ubMe5PvqRlCtQ6MK092iJbc49h\nLaTr6wWgG/Zd4gv6CpJV3A439+bucXPiZvL3g6DUVMrF2ot6R6Ui0OcPcaWlmhLz1unrXS47g6Pz\nbEZ3ttJ+FFxiaT1Kd0LqUSWfl1ZnD9wEo0Wm6oM05LMP4eEbid/1Fft2FMWwK4pSoyjKZxRFeaAo\nyn1FUV7oKx+JFy6reBo8REWUP3n4J7RWtlJfdnDaoNvh5u7cXTZjmwd2zhcNNVplK31dpdtlYyMa\n587EzvwaajSNKvWcqC6lxVb68ursgVvQ5AFzIsNXNeS9vw1ldUcmCegoU6wV+68DXxZCXACu8YI3\ns34w96BgWUVtfTe7Nntgq3UVj8PDRmyDe3P3DvS8LxJDYwtEYoLutvz6ukpnYpud6uz9/hCOSist\ntlTXnW6XnT5/+OXLHo6sybrm6XJLk1uu4Jen5fgeiue9LOzZsCuKUg28F/g0gBBiUwjxQvcKU8MI\nCzHU1dZqztScKXj7YnLNIW8qus6+e9Qs0M627Vfs9ZVWXLVlO5ZQ1FIF6WUpOttszCxtEAi9ZG0O\nx70Qj2gNu7lEK8vobEsxVuwngRng9xRF8SmK8ruKopQX4bhHFl/QtyNZRTXo6aV9D4K60jraqtr2\nNZ59LbrGP3vzn/Fs/tmej/Wn/aP85jf3sdxwdBM+85Oyx2UmX/pZePSVrOG6wd/hH9W8ha3cUtAp\n/np9gO9/9kuIeIbOPvcU/sfHYWNZMzy5sMb4/FqW1KPKMi+dzp6MU88o8JUssvVCq7xFoxiG3QR4\ngN8WQriBFeDnMjdSFOWnFEXpVxSlf2ZmpginPRyEEMnCX4Xyo+d/lL99+W9zsvrkPs4sN2rjjf16\npPdOe/nqyFf5wrMv7PlYv/udZ/zWm0+J7leY3/htuPMZGPxj7fhyEG79DvT9rmY4HovxffN/xMfj\nny/4FB/Z/Aof5VuMPsm4eQx/Bu5/Hvzf0Qyr+npXhtRz1lFBVYnp5dPZR29B3Xkoy5C+PJ+A6/8b\nnOjIvZ+OhmIY9jFgTAiRiFHiM0hDr0EI8SkhRJcQoqu+/vgmFwSWAoTWQzsy7Oft5/mnXf90T401\ndovb4WZ+Y57ni8/35fjq08Be5Z751U0eTS8nwvyWijG1bJKd5G9mjKvFpm7JWOkEIw+9VLFC3eYY\nLE0XdIrmJZk3MDX8ZkHn7veHKLMYuXiiUjNuMCh0ttlerhV7PC7fg1xyS+1p+L5fBuPei+e9DOzZ\nsAshpoBRRVHOJ4Y+BLyw3jo1fPCgZZXdkuzmtE91Y1SDPjw7nLfHayHcTmtUsW/VDVUDPjmklUTU\n8Y0FmEn5/YN33kxtM5pRYTAXC+OYl8YAUNK3j0VhrE97rgR9/jAepw2TMfur2OWy8yS4THjlJYlq\nmrkv3wNdbtkzxYqK+YfAf1cUZQjoAP5dkY575PAFfdRYaw5FVtkNrioXNqttXxyoathnc0UzG7GN\nvD1eC6F/JIzZqNBQZdUY+aIRj8vH/BoniJiUZVRGe+U4aAyvcewWc1QjTCWplPatSBjzWVMjjQtp\nGb/Bu7JtWo1TRnxE1gFYXI/wYGoxbyilqrPvy/U4iqjXXneQ7pmiGHYhxEBCZrkqhPioEOKF/ST6\ngj46HB2HIqvsBkVRkt2cio0a9vkTl34C2Jsc0+8P0d5czY1TtfT5996NKIvZh7A+Dz1/H1BSRmRz\nRVYMbP9hqGjUGPampUFGKq6hNHdlyze5CPSCuZynzh+hVUwwOzWaGgd49WcgtimNO+ALzBMX+UsV\nXG2pxmI00Pey6OyBXvke2FyHPZNjj555ugNC6yH8i/4DD1vcK26Hm8BSgNm12aIeV9XXv7vtu2mt\nbN11lut6JMbg6AJdbTY6XXaCSxuMhvbWjSgL1TCf/W5ouJz6ffw2xKPy8d95PWmEp8ee0iSCbDa9\nIscnB+VNYLtztHRRffH9AIwOfjM1XtUCl/+qZi63/SGMBoWO1pqchysxG2lvrnp5GmUHeuW1PiaL\npqOMbth3gLoiPS76uopaqKzYq3Zf0EdLRQv1ZfUy+mZmd9E3d8YX2IzF6XLZk2n1RdfZA71Q7gD7\nKfmoP9Ynte9AL6BAa7c07gsBWBhnbPBbANRefJ8cFzEY689//PVFmL4LzhucvPIq68LMxrN3Up2A\nnD1QXiubJiduHn3+MJdOVFFuze8Q7HbZGR5bYD0SK+bVOHosjMtrr+vrRUE37DvAN+3DYrBwqfbS\nYU9lR1yyX8JqtBbVsKthn2pbQI/Dk7PHayGoJWu72mycc1RSWWJKjhUN1bgqijQem8tS+w70guOS\n7FSvarujvUT9N1kVVk6290BLN6CkilPlYqwPRBycPVhLynhmvYB9zgvzAVia1DY7Hr1FJBrFNxre\ntlRBl8vOZizO8PgLXn55VNfXi4lu2HeAL+ijva4di7GwZJWjgtlollUmixgZo4Z9djhkXHEy+mYX\nN49+f4hTdeXUVliTYX67LX+bk8UJmB9JGQ01+cX/Noy+m+p233AFzOUQ6KU25ONZyUVMZguU1kjj\nv5XOHugFxQAtssHyQp2Hk5GnbD78mvx78tw9sD7P03te1iPxrPj1TNSM1xe+D2rCP0HDlcOeyQuB\nbtgLZC26xr3QvWOnr6t4HB7uh+6zGilOinpm2Kfa43WnWa6pkrWplWu3y87j4DLzq0UK88uMtqhp\nlZr37d+DzaXU47/RBC1dxB9/nZPRZyw5ulLHcPbAaB/E80gigZvQeAWsMh697Mx7MCsxou/8Flir\n5I0hbQ6zd98E2HbFbi+3cLq+/MXX2RP+CT1OvTjohr1A7szeIRqPJqWH44bb4SYmYtyZvVOU4w3M\nDFBtrU6GfSqKQoejg4HgwI6O82x2mfnVSLIWOUhJBooY5jd6C8xl0JhWO9/ZI5s5qD8nx29gCD/D\nqAgqzr5HM87mktTRM4lFshosuzo+QFwolC0+hdZXwJAo+Ws/BeUOTOPv4rSX0VBVsu30u112bo+E\nicdf0IJgaf4JneKgG/YCUSUGtVrjceOa4xoKStHqxninvbjr3RiU1EfI4/BoerwWQl9GyVqAa601\nmI1K8bIuk6tBc2pMNeZVzVDdmjUeEwonO96fvX0gR6LS1BBEVjU3iGp7PSPGNu2+AIqCcPbQsjxY\nUClgkDr7wlqEJzPL2298HEnzT+gUB92wF4g36OVMzRmqrfm76BxlqixVnClvwvv0SwXvM7e8wa9/\n/XFW7ZbJpRn8i34u2rXdo7bS2f/l1z7Nn919J2u8zx+ittyCqzbVsESG+VXn1JVH5lb41LefZkff\nrIXhW/8Oohva8Y0lmBrOan4cb3mFP6iq5E79ZW14XUsXcQw8N52ioirN8Na0yptAIPs1JI19xjmC\nNul/iLVoC1qFaj20EOS7GgrL1FWfYN59nn09vjg0yTtPdhDGOn0P3v1/s4aDS+v8xjceE9vPp4L7\nX4AnX88ez/BP6Owd3bAXQCweYzA4mHQUHlc8S/MMLTwlFi1Mu/7/bo/xn77+iHczDOwfDX4bgMX5\nZs14ssdrhmGfX1vh8+P/mf/U9/9knaPfH6azzZaV8JUvzO/33vbz7954wPPZjJjy4c/AX/4yPP2W\ndjy5GtQaV1+slP9Ya+Pfx7WabsRUzp/GP8iDE/9L1lxx9sgM1MybSuCmzCqtOqEZ3rj413gndomH\npvOacS/y9+umwipZttWWUVeRnZEbjwv+zz8f5pe/8rCg4wDw9q/DG/87LGsL8f2Pd0f51a89wrfL\nZtzbIgS88c/hq/86+2+Bm9DQnvRP6Owd3bAXwJP5JyxHlo9d/LqG6Abu8AQrBoXHT79c0C6qw+52\nhiTSO3EbETcxNa0t5qb2eM3U2f/iwS0UJcZC/DHRWMpQBxfXCYRWeeVkdmRIV5uNzVicOxlhfqpx\nywqHVFfNmTVdArcSq8FXNMNffPIuAPei2pvW/clFfm7z78ArP5k1J5w3YGkCFkZTY0IkCle9mrX5\nqc7X+RuRf0X/uDbZ6pvhRtawcmKhMH+Eoih0u2z0Z2Sgqv6Ju+MLrG0WGOeuXp+M0M3+fNe1WCyM\nymsXvC+frlRU/0Rb9vXT2T26YS8AdQV6XCNiAJgcxL0qNVrv8+y645nE4yJZMrYv48v+fPkOsfVm\nbgeyqzB6Gjzcm7vHWjRlzN4ckUYU4xpvPk85b1UjkquJRSrML3Xu5Y0odxNt57LCIZMVGjMN+02Z\naVpSpRnum5K1YqKmCUbnUz6BvjxldIFUmGT6OULPYCWY9UQA0FxTSmNVSZav4FZgEX/JJW2hsG3o\nbLMxGlpjamE9a67RuGBgtIDeNouTEPYnXkMqdDMWF3hVw77fBdgQMrpIRfVPZNZf19kTumEvAG/Q\ni6PUQXNF8/YbH1UCNzkRjdEQi+ObHd5282ezy4RXI1SXmvGOhJPa6/zaMuuGAKbIqSxDA/LmFxVR\nTfTNg/khiMm2b19+kjIoff4QJWYDl5uy/Ra1FVZO1ZdrDM1AorZKdalZG/43PwqLY1BSIzvwqDp7\nLCqzRXNEW4yt3kvO6c/vv5Uc7/eHaLGV0lidI1ql4TJYKrXx7MlQyuxzKIpCl0sbkz+3vMGzmRVW\nGrqk9r9RWIli1bmcvmrv84eoLDEl570t6o2kpEZzc3o4tcTSRlRe1/2KvgncBEsFGEx5rp/uOC0m\numEvAF/Qh7vBfWwKf+Uk0ItiP43HUod3M5Td4ScDdTX4iVddLG9EeTglDdDn70tZ5fWT8ouYKQ+o\nUUNqnHs0FmMx/hhnSQ/EKhmaSckPt0fCdLTWYDHl/hh2t9m5HUgZmv6REAYFPt7TxrPZFWaXN5Kv\nDYDr/yvENmAicY7pYYisZBkEyJr6AAAgAElEQVSNsYUQEeMklys/jBAG3k6UChBCxtTnK8qFwShD\nF9MrPY72SkNZdz7nLt0uO5ML64zPryVfM0DVufdI7X+sL+d+mVxqqqLUbNTc0G6PhHn1dC3nGyqz\nnqpyEugFUym4PwaTA7ApcxrU9/ATr7qYX43wdD+ibwK9clV+4ppWBgr0Qk0bVDUV/5wvMbph34bJ\n5UmmVqaOtwyTrFdyA3fdFYJGhcmprcMe+/1hasst/Ehni/w98eX/y4A0RP/g1dezDA2keryq8tU3\nng2BcZ2uhk5qjeeZ3nwAwMpGlLsTi/mNKDJ5J93Q9PvDXGis4gMXpLafdCaO9sqVdFdCF082tcgd\nrfK5+2+jKIIPn3ovJfE2ni3J2PRAaJWZpY2twxCdNyB4L6UTq6UKDLm/Suqx1BV1/0gYi8lAW8f7\npPZfSDlgwGw04HbWJN+H4OI6I3OrdLvsdLls+NKeqvIS6JWRJyffKwufTXgTcwvTWFXCRzuaknMs\nKmthqa07b8h/47flU1Xa51KnuOiGfRteCH199jGshcB5HffJ7wHA++hzW+7SPxKis80mZYk0nfjB\n/BCmaCOnax10tNZkrdhBxrMPzAwQi8f4yhNpXH/g/Gtcsl8lbprjzlSAgdF5YnGxZZPorrS+n9FY\nHG9AZqi2N1djMRlS8oNqsCoboPZMmt5+E6qdUK2V0N4e60MIAz94sYe28kusKs9Z2ljbWl9XcV4n\nqROvzMokpy304QuNVVRYTcnQzT5/iKvN1VjLbTISpJBywOr1aLNxb2KR5Y2oxj/R5bKxlPZUlZON\nJalnO9XaNyTP3e8P0emycbKunNpyS/HLF4z2AUJeu9brEF2X1TK38E/o7A3dsG+DN+ilzFTGOdu5\nw57K7lGNh/MGZ09/L+VxgW8qvwQQXEqtBtN1YlVWaSqV6fHdrpShScfd4GYlssKT+ScMzfogVkVn\n0ylePyVXzp9/+DZ9/hCKAp4tDLurtoy6Cgv9/hD3J5dY3YzR5bJjNRm51lItDfHavDZr0dkjV/Dx\neGo1ncHTpTuUxFupLaukp6kLxRDliw/76PeHqCoxcdZRkf9aNnemdGJVUthixWk0KHKl7Q+zHolx\nZ3whlWXrvCF9ALFo3v3T6XLZiQvwBcIa/4R6I8p1k00y1p9KAiqzQ/1FCPQyPr/GxMI63YmQU/le\nF7sA2015zZo70xK9bm7pn9DZG7ph34aB4ADX6q9hMhzjGhajt6CsFmrPYDRZ6DCU41ubzLu5Gt6o\nygiqTvwng+8mZBVP4u/S0AwEtBEZ6tONN+gluPmQOtN5DAYD33vOg4ibeXfSy+0RKatUlZjJh6Io\ndLXZ6R8JJ42WWta3y2Xn7sQCG/5byNVgWhf7tTA8+RosT2cZ9pWNDVZ4Tlt5OwAfvfgaAN/yv5uo\nWWPHYNjCl2IpT+nEgV4wWqBp66e5bpedh9NLfOfxLJGYSL4GnNelD2B6e2c2gNtZg0GR0km6f0J9\nqtrSII9mhH0mat/0P5fx7OrNpttlJxBaJbi4nu9IO2f0lrxmlnKocID9tJSgtvFP6Owe3bBvwdLm\nEo/Cj463DANyddTak8yw7Kg5yxMlxsJCIOfmff4wVlMqWkWVS37/9psAfOSsjDlWDU3mo3tTeROO\nMgefe/xFhClEe61M7CozW6ngFIGVu3hHwsmMyq3octkIhFb54tAkzTWlnKiWkSxdbTYiMcHMvb8E\nxZjKWlT19Lf+k/w/w7B/8VEfiiHK9RPy5nS27gSGaD2DMwM8CS5vKQ0lae2ROvHzv5RG3bx1vZeu\nNhtCwKe+/RRIC+9s3aJMQQ4qS8xcaKziLx/NcHdiMblSVxSFTtc2FTEDN8GRFvbp7IGNBUYfeCm3\nGLnQWKmZW9F09uiGvFbpfg5nj5zPyE0pzeTxT+jsnqJdUUVRjIqi+BRF+UKxjnnYDM4MIhDJRhXH\nkqVpqWWmGTiP8/0IRWHwwf/MuUv/SEgTrXKhsZIKq4mxtXsQq6K75TSQMjSZEoCiKHgcHu6GZN/P\n7zmVOveZqitsGsdYia4WVCulKxnmp60AqRogJXATTlyVq0GQ3ezL6qThsFZLySGNb/qlfPKDF1MJ\nMSesF1niMRDf0pmbxNmT0okLCNPrcNZgNMjaN2cdFdSUJco+VzfLjNUd6OzdLlvSP6GpiNlmYyIt\n+kZDLCp1bmeGcQUI3MTTlmqmfbmpmhKzoXg6++SgvFaZ514LwdxjPcxxnyjmrfIfAbvvZnwE8U57\nMSpGrtZd3X7jo8poto7Zfv6jmITAN/adrM1zRauYEhEZxjJ/UlZR6XbZ8AXms+rJqE85Im7lu8+k\nSjF8V2s3iiIwlgYKMqKXm6ooMcvzpVeArCmzcMlhpX7xjlajVZQ0WSZ7NXgvNIghWs+F+pbkmMfh\nwWBaxVo6x9WWAmoBZVSD3I4yi4n2pqqs15DcP9CbXaYgD+r+mf6J5A0wl0HOFfZZ00a8opHW5SGN\ns9hiMkineDELsEH+a6br6/tCUQy7oigtwPcDv1uM4x0VBmYGuGC/QJm5bPuNjyqBW2AqkRpngrKy\nOi4KM74lf9bmgzlWgwAXW+IYzPNJWUWly2VndTPG/UltRIZa3riK05SYU41JfujiDYRQqLGN01RT\nqtnHv+Dn7py2LK7ZaOD9TYIew72UNp3gw/WTvF1qJJYRlRJPPPbHMwt/xeOEY49otF7QjH/fWWlc\nWk8EKTEb2RZVJ4aCMyZTGnbGU4qzR/oC1IzQbY9jw6M84r316xr/xIXGSjqsEwTu387eKZDDyaso\nzNo9dBoeZc2p22Xn3uQiKxuFOXW3JHBLXqsKR2qs9oz0+RTgnzgKBBYD3J3NUa45D+uRGF+9O5U1\nvrge4bfefMJoqDg9EbaiWCv2XwP+BZA360VRlJ9SFKVfUZT+mZmZfJsdGSKxCMMzwy+Gvt7cCSZt\n16eOCifDrLOZkfnY5w+jKOB2ar/sdXUTAPzAeW1ND/UGkFkorLHERXzTTrtNuyJrrLRRRgvVtlEy\n+cXeX+SffOufZI3/Y9Of8YeWf8+5jMX0muGr/ExDPd+MaqNYbpk8rAgr7yja2j5vjdwH4wod9dr3\n9LW2CxjiFdTYx7LOnZcL3y/rw5QVIN0Ar19soNJq4tXTddo/tKZFiRTAiQozf1jyy/xL8x9pxk1G\nA79m+W0+8vjfZO8UuClLE2eEfQ4bLtKizNJRpU1I6myzEYsLfIECyhRshRDy3Jlyi6LI63fm9W39\nE0eBX+r9JX7mmz9TcD/fP343wE/9we2cdY7+45cfHg/DrijKDwBBIUSOpUIKIcSnhBBdQoiu+vr6\nrTY9EtwP3Wc9tn68DfvmSl4d2HOih01F4d7jv9CM94+EON9QSXWpNlplJvKAUlMpHzqlXbGfqC6l\nuaY0WVdGZXBsiZWn/4JPtH8s69wfvfgelnlGNJ5aEUbiEYZmhphcmWRyWRuxc2HzDiZiGCa0H7Gx\nqHRGfmlCW93wzZCdyxu/xzfmHZrxNx7LkrvqCl3FYDDw/rZXWDU8yZprXr7nF+HvFF4C+cbpWob/\n7YezSxXUX4CS6oIdqEzfoUyscX5jWCvfrC/QFnnGyZifhXBaGd/0ZtoZfG3ZBUDZtLZJt6fNhqJs\nEz5ZCMn8iRw6+g/+Z/jxP97b8Q+AaDzKwMwAwbUgY8uF3fjTcxbSue0PYzQodDhrij7PTIqxYn8N\n+EFFUfzAnwAfVBTlD4tw3EPlhUhMGusHEcupY3ZckGVpff5vJMeisTjePCn1vqAvb9hndyL2OX1F\n0+8PyQ9xa/aH2OPwsBZd42E4ZZAfzD1gPSZD7DTNQFZDMCOzVdNT0UU8zlB8EYChWW2VRDVcM7PM\n7UDQB7Ey3uvKbkbuafAwujTK7NoOapsXA4NBrtoLNezqdpnyzVgfCgKDIvAPvJkanx+B5aks47oZ\njfP5KTsbhrKsp4Uq1Sm+V509LX/iuPIw/DBZ0K6Qfr5CiGSiW2ZkUZ8/xOWmKsos+x86vWfDLoT4\nP4QQLUIIF/BjwDeFENnLtGOGL+ijpaKF+rKj/3SRl9FbgJLKNEyjru4Czhj4Qg+SYw+mlljZjGXp\n60ubSzyef5z3JtfpshNc2mA0lIrI6PeHuXSiinJr9odYrWuf3lxbNeZZ9dxHE5UhTSUaAzQS+A5h\ng4JJGAhupm4Q65EYQ2MLWE0G7k5odeLJjQfUGM9pnL9Zc9pFM+4947wOsw/lTWw7RnvltQDtzSDQ\ni1CMRIWB1SdvacaBrLIKdycWWI0qLNV15Cxr0NVmwxcIZznFd0Ra/sRxRS1BbTVaC/psjIbWmFna\nwJrIjFYXO5vROAOj89s2Ly8WegBpDoQQ+IK+Y9vfNEngpmyiXJr70c9d0oAvtpAsCKZGVGRGbgzN\nDBEX8byGXXW+qY+ekVgc32g4bzhjY3kjTeVNmpW5eiPtbOjUfoECN8Fghis/LEP2ElmavicyqtZd\ndgNhCuObeA7A8PgCm7E4P9LVQiytnO3DmQniphku2XK3Nrxkv4TVaE0WLztQ1BXt6DZ1Y1RZ5fxH\nEvKNtkqi0niF5+bTVM2kSStq2KdDG/aprsZLTr8G03dgXasHd7lsrGzGeLBVmYLtyMifOI54p72c\nKD9Bd2O3ZiGSD/U78CNdLUwvbjAWloudOxMLbETj2c7zfaKohl0I8aYQ4geKeczDYGRxhNB66HjL\nMPFYduxyBh5HB/MGhecjbwKy7npTdQnNGdEq3mAi7LM+d9jnOUcllSWmpCZ7d2KR9cjWMeHuBje+\noA8hhOZG6m5w8zj8mMVNKbMQ6IWmDjj1AU2WpjfooyYu+Gj73wbgLx6+LV9D4ov1977rFEpa8tTn\nH8i/f9CVO4rFbDRzpe7K4azYmzwyQmQ7B+r8CCxNyqYUrddTq/FYJFmeeM7u4fTGAzY3EpmjgV5t\nM+0Eff4QbbVliYbdGTXSSZUJ3nU8+3IwK3/iuKF+Lt0ONx6Hh6cLT1nYWNhyn/4RWUr5x19xAqnr\np8qDncfRsL8oqF/uY90xafoubC5tqW+6z8h78MDTN2TJWn8oO84a+Th63n6ecnN5zuMYDApdbaka\nI8mV/xZZnB6Hh9m1WcaWxwgsBZI3Uo/Dg0AwNDMEkXVZgdDZk3odCdlgYH2aDmMV33PWjYhbuT0l\n37Pb/jCn68tpqy3nQmNVUmdXuz595Hz+vppuh5sHoQesRvY/akGDuUSG/W2ns6eHLTp7UvLN5BBE\n18DZg+XUq5QoEZ4Pv5PyT2QYVyEEt0fCUhZo7pKZuxlNP5pqpFN81xmoL0AdmPHlcWbWZvA4PMlF\nXmZ3sEz6/TKj+kJjVWKxI69fnz+Eq7YMR+XBRAHphj0HvqCPams1rmrXYU9l9yS/WPnjrF3O92KL\nC7zBAcbCa0wvZpesVaNVtnt66XLZeRxcJryySZ8/hNNehqMq/4c4XdNW5Q+3w82VuisYFaMcmxyA\n2KZ8nK9uliF7gZvMzT7CbwS37QIlZguVnGJ07R7xuKynruqYXW02vCNSJx5ZuUuZOEmltTTvnNwO\nNzERY7iARiRFp/U6TPjkzSwfgZtgrZKyiqqZj97SJAE5Oz4IQPjBt1P+iQzD/nx2hbmVTfleWyug\n8UrOm0pnm02jE++IQG9W/sRxQ13gdTg6aK9rx2QwaR37GYRXNnkcXKbLZcdoUPA4U9evfyRM5wHp\n66Ab9pz4gj7c9W4MyjG+PIGbUJUwhnlQDAY6jNX41qeTMkqmc0eNVtnWsCdW57dHZIGq7coFnKk5\nQ6W5Eu+0N3kjPVl9kjJzGRfsF+SXKjNr0SmjRwYefhYAj+tDAJytvsqmYZy3n4+xsBZJnlvViXv9\nk6wbApyubN9yTtcc11BQtvzy7hvOG/ImNrGFFJQuqzR7pO8hcFP+s7mgspG6RidjSiPWiXdT/okm\n7ZOn+mSVKkaWqDKZ0eS822XT6MQ7Ik/+xHHCG/RSaa7kTM0ZSkwlXKq9tKVUpz4dqt+FbpeNR9PL\n+EbnCa1sHpi+Drphz2JubQ7/ov9414dJj13exnHlsV8kYATvIx+VVhPnG7Wd4lUjt51hv9Zag9mo\n8JnbY8wub25bLsCgGOhwdDAQHMi6kbodboZnh4mM3ITas1CeSOpx9sDyFN7nX8UiBJfO/SAA73PK\nMgW/+fbXgZQ+rP7/m29/C0WJ81prdnRQOlWWKs7azhbkJCs6yX6qeXT21RDM3E/d5MylKflm9JZG\n8pis6qBtdRih+ics2szpPn8IW5mZ0/WJxC5nj5RypoY023XtVmffIn/iOOGb9nHNcQ1jwj/hcXi4\nM3uHjdhGzu37RkKYjQrXEiG+6vX71F8+0/x+EOiGPYOBROu2Y62vqx3hC9A33a7XAZie+hKeNhvG\njJK1A8EBWipacJQ5cu2epMRs5EpzNV+5J1OpC1mdeBqkQyrzRupp8LAR2+D+dH/OGiMDK2O0Y8Vi\nlTehH7xwAyEMDMwMUFdhpa1WGjJVJ/YGvQih8EMXtFmzuXA73AzODGqSpw6E8lpZvjafzq620NPU\nWemRcsvKjOY6CWcPdhYTBj/buN5OyALJVo/JgmDac59rqNToxAUzfjtv/sRxYWFjgacLTzV2wO1w\nE4lHuDd3L+c+t/1hrjRXJ8tSXGuRi52v3JtK3Ehz+6j2A92wZ+Cb9mExWLhUm53EcmxIxi5vX8fk\n0tm/gjUuWBf3spydQgi8QW/B0UFdLjtCQE2ZmVN1WzSrSNBRn8piTT+H+rOPTa1hqr/IWkk196wW\n3JUnU8MVVVjjLRhK/XQlGkaodLbZMJaOYI6doLWmdts5uR1uVqOrPA4/3nbbouO8nmoSkonarCJd\nVnH2AAn9Oy1OveHy+wBQEFnx67PLGzybXdFKZZWNUsrJeFpI14l3RKCXfPkTxwXVSar6gtJ/zhUS\nq+ZPpK/KSy1GLjdVIwTaG+kBoBv2DHxBH+117ViMx1cblB3hK6HhsmZ4aT1CcEnrnDNby7kgLCyU\nzmU9KiajVQqUpbrabLQq01x3Vm7drCKB6pCyGCxcrk3Nta60jlZLNd4Sq3bVZzBwp7mdqKLgaXlN\ncyxn2WWMpaO427RSUmdbFcbSEZpLtXHc+VBXaIems68vpDJt0wn0wokMWUW9cZfaoC7V4ct5roMw\nieuQsWLP0tfTz52jyqSqE8+vavX3Ldkmf+IoEVwNshJZyRp/Z7wPk2KivS7ll7GX2HFVuXLq7Gr+\nRObiSL3OB6mvg27YNaxF17gXuqe5Sx9LAregtTsrdvlf/fkdfuxT2Y/6TaKJgFVwvlYrPyTLKtQX\nZti7HXG+Yfnn/B3L1wvavsRUgsfhwdPgybqRuoWVgdJShO2kZtxnawTg2vm/qhl/T2s3iiFCY/2c\nZrzJsYBi3OBGU2dBczpRcYLG8sZDykDNUxAsugHj3mxZpbxORrScfJ+mPLFiMPCkvJMnhpMp/0SC\n2yMhLCYD7c0ZFdWcPbA6C3NPNcPqzT6zPENekvkTR7+PqRCCj73xMX6l71ey/vbn99/GFGul1KSN\novI0ePAFfcSF9qlKvWFmNmp57Yy8/lnF3/YZ3bCncWf2DtF4lM6GwozAkWQtDMF7svJgGkII3n4y\nx7OZFSYXtFEOq+sXiSoKT55rC4Kp0Sqnak4VdGrbrBeLEqVbFB4u+Kvv/1U++b5PZo17FmYIGRRG\nlrRdnrxWM2cq26iuadOMf7xDyg/z8Uea8dmoLDfwtzo/WPCc3A43vmnf7sL89oLtJFQ0ZGegTgxA\nbCO3Zv3xz8mCWhkMe36Bv776s8wuax19ff4wHS01WE0Z5YmT2a/aG7+qExessyfzJ7b3Zxw2gaUA\nkyuT9E5qX/PC+iorPGdpvpW1zZjmb26Hm8XNRZ4vPNeM9/tDnK4vp7bCqhl/37l6vv3PP8CVQur8\nFxHdsKehrtKu1R/f2FtNR/g0RuZWk1/y9OJOG9EY70xfQxECb+BNzT7eaS8d9R2Fh30mVpqG0Vu5\ndeIcVFurqbZmfOgXJ3GHxgFt7ZZYPMbgzBDuE69kHcdR7qCloiVrpe2b9uEoc9BU0VTYa0B+eYNr\nQSZWJgrepygoSiKjNGPFrv6ey2dSXptqd5fGtTOthNAW8lrblM20c2Y/1p6Vkk7GuVWduGCdvYD8\niaOCqpWPL48zvTKdHH/jYR+KIUZ0pS1ZkkIlvZ+vSmb+RDqKouCsPfh+DrphT8Mb9HKm5ky2oTlO\npHeET0MNWVMUbZedO+MLhDZtnIoZ8M2nVruh9ZCMVtlJWQXVabY+L7Mid8toLycjUWrMFZov0JP5\nJyxHlvPOSX1MTl9pe4NePA7PjhxXSZ39sOrGzAdgMe2mEuiVhbQqCi9I195cjSVRiEplYHSeaFzk\n1nu3qDLZ7bIxOLbARjSWvV8mBeRPHBV8QR8K8nPhm0ktCL7pl4ldsbW2rBuas9KJvcSuCYl9MrOs\nyZ84CuiGPUEsHmMouH2G5ZEnvSN8GrdHwlSXmuk5Wat5rFZXdB2lTQzGV4klklTUqICCC6FtrsrY\n5UsytrzgMrS5CNxCMZXS0dCpSeFOlnrIMye3w01oPUQgId9MLk8yvTq94/f0TM0ZKswV26aP7wuZ\noYfxeN6wxa2wmox0tNRo3mu1Zn6nM088tbMH5p7AirZ0cZfLzmY0ntU4Iosd5E8cBXxBH682v0qp\nqVTzXj+YH8IYdXCu7kSWBKX2801/Mkw5pA8uTn07dMOe4Mn8E5YiS8fbsOfqCJ+gzx+is81G90k7\n9ycXWVqPJMbDnKwrp6upmxWDwuOnXwbkh95sMBce9jnhhXgErv0NKHfs0bDfhJYu3A0e/It+5tak\nQ9Qb9OIoddBUnltWST4mJ1bahSZXZWI0GLlWf+1wImMar4C5LHX95hLNKnK8p9vR6bJxZ3whqRP3\n+cOca6igusyce4c88eyqQ7Bvu/rsav7ELuZ60KhPpN0N3Vypu5L8zERjMeZjjzhRcpFOlyxJEYtr\nfS0djg7GlscIrgYB+QRcV2FJ5k8cBXTDnuCFaKyRqyM8EFrZ5OmMjF3udtmIC/AF5hPFoEJ0tdnw\nnPshALzPvyL/D3ppr2vHarRmnSYnSR34FamvFtjqLYuNZZgaBmdPUhJRV1O+oA93gzuvrHKy+iTV\n1urke+kL+ig3l3PWdnbH03A73DyZf7JtNb+iYzRDS1fq+u2hWUW3y0Y0Ubo4Fhd4R8JbZz82ucFo\nzXrv6iqsnKor315nT+rrR9+wpz/9uR1uHoYfshJZ4dv+u2Bcxe1w0+2ysbQR5WFG6WL1c6keo28k\nRNcBx6lvh27YE/iCPhylDpormrff+KiS54ulhqp1u+y4nTYMiuzu8nRmhfBqhG6XnRONHhpigoHZ\nO6xH17k3d2+H+votqL8oe4A6b8gSs4uT2++Xybja9amHS7WXko03JpcnmVqZ2nJOBsWAu96tMez5\nuj5thyr3DM4M7vw17BXnDVkjfWNJXteyOqg9vePDqJLL7ZEQj6aXWNqIbh1PbbLKGjQ56sJ3uWzc\nHgkTj28RKRTozZk/cRQZCA4k8yc8Dg9xEWdoZogvP5Hfoe8/92rSGZrZ9vFC7QVKjCUMBAeYXlxn\nNLR2pPR10A17El/QR4ej40jddXdMoBfsp7Qd4ZGPihajgSvN1VRYTVw8UUW/P5RcgXW6bCgGA26L\nndubcwzPDBONRws37PGYTG1XIyHUG8voLuSYtKxFi9FCe107vqCv4CeqDkcH/kU/I4sjPA4/3nVO\nQntdOybFdDjx7K3XQcRlGQG1GfQuPpfVZWbONVTQ5w+nlVLeRgduvS7DKze1pYu72uyEVyM8m13O\nsyOJImXZ+RNHEW/Qy+W6y1iMFq7WX8WgGPAFfQzM+CBWwY3W87TYSmmosmZJUGaDmSv1V/AGvUl9\n/SDrwBSCbtiRTrbJlcnj3TEp2RE++5G9zx/iSkuqhkW3y44vMM/NZ3PYyy2cqpOOVnfdFYJGhTce\n/imgTfnfkuB92FhInbvxqlYn3gmBm9DQLjsEIQ35vbl7vDPxDmWmMs7Zzm25u/oe/v7d30cgdl3z\np9RUysXai4cTGdPSDYoB7v45hJ/vSdroctnxjoTpfR6iocpKiy1/2WJAvofxiPSZaI6zjc6ezJ84\n+vVh1qJrmifSCksF52zn8Aa9TG/cx55on6goCl0ue04JSq3d/87zcUrMBi43ZYecHiZ7NuyKorQq\nivItRVHuKYpyV1GUf1SMiR0kL4S+nqcj/HokxvD4guZRsctlYy0S40vDU5raKp6THwbgc4Gvcbr6\nNDUlBaaEZ5bXzdSJCyUWzer65GnwEBVR3nj+RkGyyuXay1gMFj735HMYFSNX6q7sbA5puB1u7sze\nYTO2g3T6YlBSJW9ug38sf9+DsVR14q/dnabLVYAO3JrIEch4707WlVNbbslf6TGZP3H09XU1ETGz\nwJd32kvcNMdle2pB091mY2JhnfF5bVKfKt/0jvtwt9owG4/WGrkYs4kC/0wIcQnoAf6+oijHqoKW\nL+graDV4pFFljwwjMDS2QCQm6E57BFcfxzdj2vZ1Z09/L+VxQUTEdla2ePQWVJ6A9GzQ1h7pBN3Y\nQc/M6Tuy/V2acVCTxSLxSEFzUuWbSDzCRftFysy7j1TwODxsxjfzVvPbV9T67KZS+QS0SzTv9RYd\nrZKU2aWvJKPBtVy92vKXFhjtzZk/cRTJVeDL4/AQictIsQ+dSiVXqRJL5qr9Wv01DIqBsdV7B14H\nphD2bNiFEJNCCG/i5yXgPrD/Hkgh8mc3Fpj1qOIL+rhaf3VXTrasOe1zGno8Fks2n9acOnATkaMj\nvLrCSq9h0VhdknwkT89CNJosXDNIQ7jjxKTW61od2NmT0In78++X6zjqvgmqrdWcqTmzozmpX9i9\n1vy55pA3lVw6u9qrdd9Q/RV7bFah6sSwAx3YeV36TOLahKSuNjsjc6sEF3N0eQr0yhuQZf9K027p\nuN3B9t5pL6erT2sSEd5ZExoAACAASURBVNXPioib+b5zqZvThcZKyi1GTQYvSPmmqfQkhlI/nTmu\na2YtmYOmqM8PiqK4ADewTbv1ItD3u/Br7bKRbzpPvgH/obXgiIylxQkehR7gFgWG9W3FN34BPvX+\nvR8nD+trK4R+8RR9//PXs/42Ofwmjy2Xspxsag0LW7nWOLxy0k6p2Uh7kzbLtrPmPADuKu0NIi8L\nYzJ+OfMRXNWJd6KzB25CVQtUt2jn1NCJyWDial1hK1e11s9ea/7UldbRVtWWM579k/2f5Ce+9BN7\nOv6WqE9ebXvTrBVF4ZWTtVRaTVzIaKKy5bk3FqTvJA1VzsuqGxPdlPkT+yjDfPnOJB2/8NWCq0zO\nLW9w7d9+la/fm9aMR2Mx3hq7TUlcG2XUWN6IKV5LuThFmTllC0xGA542W04JqpKzGMsCXGnRlqh+\na/wtbvzRDWbXZrP2OSiKZtgVRakA/gz4x0KIxRx//ylFUfoVRemfmZnZ+wkfvgGL4/JxP51HX4bN\nZfC/VdBhhh5+FqEoeOanijCnL8k+nbsJ8yuA50NvUcc85qdf1YzPTo3SFJvgm2vaD2s8LpsWv3Iy\ne0Xxs997gT/8u9exmLQfgb956eP8l6kgrfPjhU0qX9NiVScuNDJGCCnp5DBkP33tp/n093y6YFnl\nPc3v4Tc+8Bt8oPUDhZ17C9wONwPBgazV+ZujbzIwM0B4fZfNnrejqgl+4nPw6j/c86H+5Ucu8Ad/\n9zqmQnXgPFFNl5uqKTEbslavqfyJ/XOcfv1+kMX1aPa58/Du8xBLG1G+8UBr2L/xbAgMa4TntKLC\nykaUpcDH+N7Gf5B1rK42Ow+nl1hc1y4iVxadKIZNpta0BcHeHH2T1egqfVN9Bc11PyiKYVcUxYw0\n6v9dCPHZXNsIIT4lhOgSQnTV1xde8yInsWiqUW/mijAzsWMbvGPfwSgEV8fvb7/xVqity2B3YX4F\nMP/g2wC4VoeJx1KPyaOD3wTgq4su5tKq+T0OLrO4Hs3ZRLehqiSrxChAedtrvLoeKdzxGegFc7k0\n4pk4e6RTLVZAN6L5EViazFnoqra0dkcRSwbFwAecH0i2NNsLboeb+Y15ni+mvryza7PJsgX7Wnbg\n1PuT0UF74UR1KR2tO6iNXtMGFY1Z3y2LycC1lppkf9wkmc7zfUDVuPsyz50HNXonM4rnK4k4df+4\ng81oSi4ZGJ0nunaCD5zOdg92uWwIAd60J5VoLM7zMWnHsgrPJX4/lIiqBMWIilGATwP3hRC/uvcp\nFUDwrlyVg9YArS/IsqFQsATgW3jK+c1NyhbHYH5093NSbzQ7OPdOKUusAGwsMfo4lTiz8ewd1oWZ\nO+KkxrmlPj7uyLljKZe1Zgp9DWrssjGHf8LZI52h0wWU8c238j9kkt2c0oo+pX+RDyXOfb9RlGTj\n8Ey6XXbuTiyyspF2s86TP1Esgkvr+OdkXH2hK3b15vMkuExoJSXfDM36iEcq2Viv4c5EKqu4zx9C\nUcCTY7HT0VqD0aBozn1/conVtUpqzA6NAV/cXEx23zrMz0YxVuyvAR8HPqgoykDi30eKcNz8qB+4\ntte0XV/G+qTDru01GVO7Np//GEAkssqwWMdjqdUed1dzSnSEb95FmF8BxGMxTq7d4Z5Fhu9N33kz\n+Tf7nJcnlvNgtGYU+ApRX2nFad9hZIjzhtRMo9vomesLMpIlnzFuzV17JCeBm2CtBkdhnY4OCleV\nC5vVptHZvdNerEYrl2svH049mYPAeUP6ThbGNMNdLhuxRJkCICGh9e7rDfl2wqC+ctLO0Ng865Gt\nq0yubES5O7GYlCDTFzvBzQdUK+cARRPp0u8Pc6GxiqqS7Do65VYTl5uqNDq7+rO7wa2pKDoYHEQg\n6Gzo5FH4EUubO4gKKyLFiIp5SwihCCGuCiE6Ev/eKMbk8hLolU62Kz8MK0GZxAEyREsxwo1/AIhU\nA+A8PHj0RdYNCu5T3ydTofcioYzekh3hT39w52F+BRB45KOKFZYv/ighqlASad+rywucjDxlydHF\n1RZt3ez+kTDdLtvOs2mdPVIzndwmnX5sm9jl6maocRZ2owvckjHURyxrUVGUpM6uMhAc4ErdFV45\n8Qp35+6yHs0RJXLcyVMQzNNmS5R+ThjLuSewOrevMkyfP0yJ2cDfetVFJCYYGtu6fs9gojbOT77n\nJBajIbl6H5j0I0xhOhs9uGrLkq8hGovjC4S3fLLtarMzODaflG9uj4RprinlteZuZtZmGF9O9Q8w\nKkY+cekTCARDM0NFuAI752hF1RdCMsOyJ3tFGLgJje1w6n3SwG9jULz+rwHgvvDXEgk1uzTskfVE\nVcXrMlRsp2F+BaCu0JuufICRsiucWJSG5tngtzErMcpOv0any8bw+ALrkRiTC2uMhddy6uvbkq9F\nWyaBXnmdm7vyb9PaI432VqGBqn/iiDZncDvcBJYCzK7NshpZ5X7oPm6HG3e9m2g8yt25u4c9xeLT\n0C59JxnfiaoSM+cbKlM6e7L42/4Z9tsjIa611NBzSj5ZZ2n8GfT5wygK3DhdS3tzqtnIFx6+A8Dr\nJ6/T2WanfySMEIIHU0usbMZy+pxUulw21iNx7k4sIISgzx+iy2VLhkmm1ye6YL/A9RPXMSrGQ3ui\nO36GfT4gnWzOHqi/IJ1LgZsy7HGsXz4SFqgT+0J3aYlBveNyovDS3W3lm5xMDshkEucNaHll52F+\nBWAc7WWWGppPXWKj6RVaxBSzUwGWHr1FXCi4Oj5Ad5udSEwwODqfv2lxIVQ4pGa63WsI9Moys9aK\n/Ns4e2B5CsL+/Nuo/okjpq+rqIlRvqCP4dlhYiKG2+HO+lK/UBhN0neSR2f3joSJxuLy76V2qNt5\nBc1CWN2McmdikW6XHXu5hTOOim119v6REOcbKqkqMdPtsjM8Jhc7fZO3EXELHz4rKzeGVjZ5NruS\n5ovKvwhSm1T3+8OMhtYILm3Q5bJzpuYMleZKvEEvkViE4dlh3A43ZeYyztvPH9pn4/gZ9vQklmTX\nl1swNQTRtdRqcxudWMTj+KILeErqU8dD7G6lnT6nkipZ3a7IkTFNS0MEyq+iGAzYLrxXnnbgm5RP\n9zNibKPaXp9ccfSPhLk9EqbMYuTSiV3WsHDekK8h30o7/Ua63XFg65vEaK/0TzQdzVo9l+yXsBqt\nyWJkCgrXHNewldg4VX3qxTTsIN+74F3pS0mjy2VjZTPGg6mlRGONG/vWWGMgIGUVNYa+q81Gvz+U\nN/koGovjHQknjXSXy85mLM7w+AKjq/eo5DQlZkuqSbc/TH9CVmmqyV9Hx1FVQlttGf0joeQTQ7fL\nJmv3O64xEBzgfug+G7GNZASXx+FheGY4mdF6kBw/wz7aC9YqcCTCkpw9sg3bgy/K39VHwm104sDo\n24QMSqrQVUtXQfJN7oP1yp6Rakd4543Cw/wKIDj+nCYxzWazrONx8sqrrAkLkaff4dTaXYI2+Rps\n5RbOOiro94fo8///7Z15cBvZfec/DwDBA7wAkqDEE9R9UCIAURrNeMaeOHYyHtszPlPxvRtXOala\nx0clcTlr11YltU7l2E02KTtJ2Y6PrFOe9ZHERzwTO2OPHY9HY1IAKVHX6AJPieB9XyDe/tFoECAA\nokGAIgm+T5VKxEOjD3Tj16+/7/e+v3HcjZXGc5fX0/iQpp2O3Ur+/j39RppGPol9qkpF34VI1aed\nU6gglgJzgeYyOawF9sP2w5RbtRumx+lJWrU+L4h1mYxBD4o9N27C+O0tldB0WUXPVml3OZheDHEz\nmNxlUpdV9BuB3tl57updls2DHK7Qkg8O1tiwlxTwy4jL6UYyjM6ZZjudgQk6AuOUFVk44tQmfOne\n/S/0vxB9rf+/uLrI9bHrm/8CNsnuC+x9F7RZjfogm95D7/iiln9bvj++PUVA8d36HgDeA2/QGqw2\n2H86cwklHI5kBcRc3I0PGU/zM4Cep+6I9NSthUXcKTzK8ZFnKRULmGMm9bS77HQEJrh2bzo7K9Fo\nTztFQDaqrZpMkQLNKb5XfXxih5tHeZ1ero1f04p9xFgbeJweZpZnuD15exv3bouIdnbiz119ZTF1\nFUVM34xMAtxCCS1WVoE1aTGVGVnUnjhy7TtsVg7W2PjG5RcRQvJYxORMCMGZZgc/vHKf4eklQ5Ll\nWZeDsbll/u3SPc402zGZtKcU/Xp45sYzNJY1Ul1cHde+HTr77grsyaxB67xgtmqPi7HtaXRif9BH\nRVjS4oqZndj0sFboIV2aXyyjr2j7FbttI/JDBoTu/oJ5WUhL61rwm65pp5w5AOrb1o6hvdnB7FKI\nsNykvq5TfVjTTlMdQ99LYHet3Ug3Qn+qmk/yY4wdn9jBeJweVuUqC6GFuMC+vppOXlFYpo2hJLkG\n2l0OSoc7kJYi7WlrC1gvqwA0OUqoKStMaUbW0TtBXUUR9TGyylmXgyXLbaQ08dTx8zHtdqYXQ9Hj\nSYf+e5peDMXtU2t1KxaThZnl+NKaNSU1NJQ2bMu1sbsCe3SQLaZ3V1CklfRa3w4b6sT+hSAeczmm\n2Ik1unxzP4MUpWSuihX1UNGUs8BeNe7nTtFxCqxrHha2Q48CMEwV+xrXBq70C84kwNOURWAXQjum\nZMegT/83Goz15ZJU5tkt5dTanG3Rivaxdq8NZQ1UF1fnZ2AH7dwNdCZ4Mp112TkRusaS061VXtoC\n1ssqoPW0z7qSe7dIKekMjCcE6XaXA3NxgMJwA7WlFXHtgCar1Kb30TlYU4o9Ui+2PUa6KbYUR2sD\nr/f/99Z64/LcHxS7KrD/4oV/I4Q50Rq0cV3lntj2+THNqzyG8fFbBMwSt/3ouuUjn+/9ReLGv/9x\neOlzie19F7TSZY4D8e163c8sT+js9AQtoTvM1sQfs8vzK4SlYKBMG1CNHoKjmJqyQo7vL6e0MEu3\nyqaHNA11NhjfPn4H5kaSTv9PSp1HGxxN9r32XdAcKfXxiR1KubWcQ/ZD1JbUsr907SlFz3NPNn28\n834nH3j2A4bz3OdW5njfD96XkPsspeR3n/9dngs8l/CZP3n5T/hyz5czPJoMaHpIG0tZN1bVXlfE\nSRGg17Z5v/t0rJdVdM40OxiYWODeVLxHes/9QWYcf4lrf/wcEndjGebifhpL4u0CWuvLsVpMeJvs\nmE3pB381+cZOgVnQts6iwVOzpqvHbdvpZnxxnN7p3rTrzyW7KrAv2I/x5dCvM7K0bhLLuQ/Br31G\nG6iLJdpTjO91+q9/GwBP0zqTqLJasLck9iyX58H3j9q/9aQqXdZ0HmaHN07zM8DdrhcwC0nJoVfF\ntZdXVnGx7Y+w//ofxrULIfiTt57iU0/mYAZnKkkpU2+QgmItuK//XvXxiV1Q1R7gE2c/wafPfzqh\n3eP0MDQ3xP25eCO5H9z9Ab6gz/AklYvDF+ka6UoI4H0zfbww8ALfu/29uPal1SW+9cq3+PbNb2d4\nJBmQ4ho4ErpBgVjlQmhr0hxBk1X2r5NVYE0SWZ/2+O1rP8Zc3M+sJf7paV70IkwrvPPkY3HthRYz\nf/7203z89cbrMHz0V4/wp287Ha1GpvPu4+/mD9r/gJaKlrj27ZLqdlVgrzz3Lj4Tem9CcVkqG+GR\nDycG1xQ6sX/wJaxS0nrsrYkb0eWH2J724EUIh2DkerxOPBPJz04mSeRIZ5+9+XNWpaDFk+hUePZt\nH+VAa2Kv+fUnannkUA56wPvbwFKUPLAX26H6aPLPJaPpPAz5tcFSHX18Iktr2gfF+f3nebzx8YR2\n/ce73hAsagZlcPBM7/XH+tLEta/Lvrk6dpWV8Aq9071bZxFbtk8bS1k3iG4eeJkwgu+MNST/XJbo\nskqy3PIT+8spsZoTil903te+p4H5+MIo+nl4/cHEDsRbPPUZGaSdaqjg7WcSj7mutI73n3x/wizv\nlooWKgorVGDfiNb6cgotptR1F9eTQif2z/bRSiHWwiS6WtN5mB+FsZgsh9gef2yvcyPjqprjmvdJ\nlvnsZcFO7loOUFaxDcVyLYWa7LX+GPpe1nrZpgwuH70i0FDMBZ6i6tNu46jjKMWW4rgf79TSFLcm\ntVRRow6Q+uevj19nfmWtmHTXiPb5meUZ7kzeSVgeNI+SLaPpYe26j+3s9F1g3HYQXxCm5nOfpz0w\nsZAyW8ViNuFpqkzwhR9c0NxVL412sxpTJKQr2EVDaQPOkq0xKdsIkzDhqfGowL4RhRYzbY2VSYvL\npmSdTrwwP85VsYy7zJVi+SRpkn0XNInGVBB/k+i7oJUu25+kAITJpHmfZNFjX1le4sDiNcbs2VUC\nyorGhzR9dVnLwGFuFMZuZp67rOvx67/XZOMTuwy9CEhcoB3RAu3BioN0jXTFBZpkLK8u0zPaw8GK\ng4RkiJ7Rnuh7esUfiO/9+4f91JfWYzVZtzalrvEhbUxlPHJTCa9C/y8JReZVXOzL4PdoEH0SUCpL\njDPNDq7dm2Ym4pHePzlGyDKE3dLI3MocNye1cTUpJb6gb1vrGbudbgLTAcYXc/89pWJXBXbQ9LUr\nQ9PMLxuc/LNOEul55V8JCYG3/lXJl68+Ei/fRC5iDjyumXzFBfaXtFxfc6IjnLbt84nyTQYErrxM\niVjC0vLIpj6fE5oe1mSowYva683a69qqtO92/feXbHxiF+Kp9XBj4gZzK9oN0DfswyIsvPfEe+MC\nTSqujl1lObzMB05+AIGIBurxxXEC0wHedPBNVBVVRW8eYRnGP+Ln3L5z2uSprewRrp/TMHwFlmdw\nHHsNFpMw/gSdAR2BCcoKLRxNUfXprMtOWIK/T7MA+ddrWk790y3vAdbkq76ZPsYXxzOr4Ztj9Jmo\nD7LXvusCe7vLQSjWNjQduk4ckVC6+l4AwH3sbcmX172odZkgeA2WprWLu+k8DPk0nXhpVnNx3GgA\nMTp4+8vUy2zA2DWtsEZDW/aVgDZN41lArBU37r8A5sK1FNNMaDqvnYdweOPxiV2Ix+khLMPRnro/\n6OdE1QkeqXsk+noj9Pdf3fBqDtkPReUb/f8ztWeiqXMAgakAU0tTeJwevLVero1dYyG0kHzl2VJ9\nRBtT0W/Kkd+S9cAjtNZXRG11c8nFwATe5tTZKp4mOyaxVqbvFwMXkdLEb7mfprakNvq96d/X+jTE\nB8nJqpNYTdaEsZOtZNcFdm/TOtvQdFgKtUlMkd6Gb+IVDq4KKipdqT/T+JA2lX52JD4DJFYnHuwE\nubpxYK/3RuSbzfmzW4de5h411DYcTL/wVlFs1zzSo5WpLmhBfTO5y43nYXFSm6y0S/LXjaJXrfcH\n/VFZxeP0sN+2n9qS2rQ/al/Qh6vcpVWLcnqj8o0/6MdqsnKy6iQep4fB2UGG54ajPXpvrReP05Mg\n3+SU9bOH+16CsjqoaKS92U7XwCRLoY2lpkyYml/hxvBMXK74ekoLLRzfXx6VZW/P9FAUbsZeUorX\n6eVi8CJSSvxBP+XW8oRslQeJ1WzVnqpGVGBPSUWxZhuaakpxUprOw71uVhcm6Q7P4ilJM1syNk2y\n7wKU7dd8xWN14r4Lmotjw7nU6ykoTpRvDCLDYZpmLzFYvjWz+jKi6bz21LE0C0Ndmw/GseMX+vjE\nPmMFqnc6tgIbR+1H8Q/7o7KKx+mJ5rnrgSYZYRmmK9gV1YHdTndUvvEFfZysPonVbF2r5jSiedY4\nihw0lTXRVqNdI1taiq3pvDa2MjcKvWsSWrvLwXIoTM/gxh7pmaBr9ulmg551OfD3TTIxP8+8uEuz\nTctTdzvdBOeD3Ju7h29Y09dNYntDndvp5urY1a17qlrHrgvsoPmh+COub4aI6MS3Xv4sMyaBt3YD\n/3DQgrG5UAs+fRfWdGBbtfZY2v+yFpxqT2pujhtuO0a+yYChwDWqmWS1YQf0aJsehuUZ8H8Nwiub\nl08cB8DmjHyvkfEJizW3+7qNeJweLo1eihYx1m19PU5PNNAkIzAVYHJpMhq4ddngpaGXuDp2Ndoe\nzb4Z9kcDlhCCisIKDlUeejA6++VvwcxQ9HV71Lsld3JMR2ACi0mkTUNsd9lZWFnlb3/xAsIU4nyd\n9rvWNe0f9/2YwHRgWwdOdbxOL6HwFj5VrSNXxayfEELcEELcEkJ8Mhfr3IizLs0P5fr9aWMfiOjE\nXVefAcBz+M0bL6+n+V39DkwPxAeyxsiM0oFOYxNrdPnmXmZFj4cuvQCAs/XxjD63Jeg97Zc+q/3f\nuMFTykbo4xd3fpp+fGIX4qn1sBBa4JuvfDMqq0D6wTO9XQ9Aunzz9etfJxQORQN9gamA09Wn+Un/\nTxiYHUjwrOke6U6bfbNp6jxaZ0e/BiLnrrq0kAPVNuPSqAEuBiZora+g2LpxNa32SMbMv1x7EYC3\nHNcSIg5XHsZWYOMfr2oTCjMphL5VPGjv/lwUszYDnwPeAJwA3iWESCz1nUPONCefeZaSiE7sk/PU\nrErq6wwEpqaHtJqPED91vulhzXBsedZYYEqW5mcA2fcS09hoPrr9FyUVjZqmOtWvze4tycY1MlJ4\nQ67umhmnRtGnld+buxf9IcNaoEn1o/YFfTiKHDSXNwNrNgV6Dz92XW6nO9oeG9jdTjezK7PR3Pmc\nY4kMmE/1a2Uka09G3zrTbOdib2qP9ExYCq3SNTC5ob6us6+iiAZ7MbPiJqZQDYerNYnVbDLTVtPG\nvbl7FJgKoj4u28kDeaqKIRc99nPALSnlHSnlMvAM8HQO1puS+spi9lcUZayz+4sK8Vjtcd4qqZeP\n9NKtpVqZsJj1JCyzEbZqzas9Q529drKLu8UnMZl3QA1QvacN2feyo58XkSep/KHWVkt9aT0Qn4Wh\nB5pUuea6FXDsrEU9aB+sOEhF4Zpxlb7eInMRxx1rthF6r3RL89n1c9cYY5uN9gQ9Mb/CndHkHumZ\n0DM4xXIobNhyur3Zjrm4l/2F8RYa+vfXWt1KoXlrTMoyxe100x3cwqeqGHIR2OuB/pjXA5G2LUNE\nBm06AxOGXdPu7zvJPYsFb1Vr+oUhKjdMONq0MmE6uk5c0aS5OBqh6bwW2MPGijFMjt6nOdzP/L4d\nFPj0m1i26Yn7TkNBiXazLKpIv/wuI7bIwvr2WxO3mF6Olw9HF0bpn+lPWF4P1Ovzr0/XnMYkTJyq\nOUVBzPyJOlsdzhJn0uybFwdf5AuXvrD5g9JJcQ1spLN/8T/v8MMr9xPav9M1yNcuJBpj6U/h7QYt\npw/UzWGyzCe6KkZe7wR9Xcfr9DKzMrN1T1UxPLDBUyHEh4QQnUKIzpGRkazXd9Zl5/70IoOTxkaZ\n/WXaQIz7xG8aWn5alPJ3oTfzldCvx78hBLz69+HRjxnf2aaHI2l+rxhaPND1EwAqjjyWZskHyImn\n4MRb4PCvZbcec4H2/T3y4dzs1w7jnUfeyTuPvDMqq+h4nV4kMmHq/3p9Xedw5WHeeuitvO1Q/HyL\nUmspH2z9IO859p64diEEXqc3aUrdV658hc92fTY6eWrTtDwGrW+HU++Ib662UWWzJkijS6FV/uLf\nb/D3P00sQvI3z9/kf//wRkLHrCMwQUu1jepSY73s8spBAN556tG4drfTzRsPvJGnDj5laD0PAo/T\nw3HH8ezPgwGy9HUFYBBojHndEGmLQ0r5eeDzAO3t7VmLcbE6e4M9fUk138QNii3FHG1MMeN0/fK9\nE/xZ6F2UjVj4SFjGT5R46Lcz29nYND/nsY2XBRZu/5xlaeZA2w4K7GX74De+mpt1PfZ7uVnPDsRb\n6006WNda3YpZmPEH/TzWsHZefcM+TVapipcSzCYzf/yqP066jY94P5K03e1081zgOe7N3otaC4fC\nIbpHugnLMJdGLvFwXRZPXFYbvONLCc26nW3nOnO+nsFplkJavdHFldWoI+LY7BK3R7TgdntkjkNO\nrRh6OCy52DvO647XGt6lm9OXcBQ5cO+Ld2i0mq386WN/mtHhbTUNZQ18483feCDbykWPvQM4LIRo\nEUJYgd8EvpuD9W7IsX2a37hRnd0f9NNW04bFZOxepvc+ZpZC3Lg/k2bpNDgOgK3GsM5uH/Vxp+AI\nRSWl2W1XsWMoKSjhuON4ggbuD/o1WcWUwpYiA3T5IXYbNyZuRHOnt3Lg7qzLQe/YPMGZtbReffLQ\nyqqkO2ameGz1o1jfpzujs0zMryR1dEyFP+jHXeNOcFXc62Qd2KWUIeDDwL8D14BvSCmvZLvedJhN\nAm+zPWWJrFhmlme4OXkzo2nFnb3j1JZrj4MJNsGZst6mYAMWF+Y4sPwKk9U7IBtGkVM8tR56RntY\niVQjml+Z5/r49ZzpwIftidk3+tR6Z7FzSwO7ronH2gt09k5QU1YY/VvnYu8EVrOJypKCuPZM9XV9\nfGInpDPuNHKisUspfyClPCKlPCil/Ewu1mmE9mY7N4Zn0tqGXhq5RFiG49LGNmI5FKarf5InT+2n\ntrwwN5MvGs9r3ijTySep6Ny99HOsIkThgW00/lJsCR6nh6XVJa6Oa37hl0cvsypXcxbYk7lM+oZ9\n7Lft57VNr6V7pJtQ2KB5XoacrKuIs9TW/dRfc6SGQ87SuJ55R2CcUw0VnHU51rVPUGWz0lJtM7RN\n/TiN/q73Erty5qlOu8uOlODr2zjw+oI+zMLM6Rpj09evDE2xuBLmrMsRyb7Jgd1mimpO65m8rhl/\nNbu30fhLsSVELQGG1wpwCETUEiAn26j1cHPiJtPL01GvFN0obCG0wI2JGznbVixWiwl3Y2VUZ789\nMheRVeycdWlP1uGwZHFllcuDU7RH2gNj84zMLAHaU/KZZrthWcU37KPQXMgJx/bnqe80dnVgdzdW\nYjGJhEGb9XQFuzjqOIqtwFhPQJd32pvtnG22MzRlPPsmJftPa94ofUkKOsdQfL+TXlMDDueWZowq\ntoHq4mqaypqiPU3/sJ8j9iOUWdMXUjaKnn1zaeQSg7ODjCyM4HV6ozcVo0U/NsNZlyNqqa3Ll+0u\nB+3NDqYXQ9wM4Q4VMgAAGWlJREFUznJpYIqVVcnZZkc0V/1i7zjBmUV6x+Yz0te7gl2cqo5P+1Ro\n7OrAXmK1cLK+YkOpZCW8wqWRSxnp6x2BcZqrSnCWF0Uvvqx77eYCzRtlgxmo4dVVWhYuM1yhHi3z\nFY9Tq6azEl6he6Q753nWp6pPYRZmfMO+tVTKWg/7bPuos9VtqVFYu8vOaljS1TdJR2ACh83KgWpb\nNFh3BMajyQ5nmu20xsg3FzPU1+dX5rk2fm1H5anvJHZ1YAetV93dn9o29PrYdRZXFw3rcJo2OBFN\npzy2rwyb1ZwbL4ym83D/Eiwlz7Lpe8VPBXN556GiWMPj9DCxNMGPAj9iPjSf88BUUlDCMccx/EE/\nvqCPsoIyDlUeAjQt2h/0G57UlyneZs1SuyMwQWdgTVZpdBRTU1ZIZ2CczsA4h5yl2G1WrBZTtCJa\nR2CCQouJk3XGJq3lenwi39j1gf2sy85SKEzPYHJDMD31y+gFcHd0jrG55Wgvw2I24W22Z2ZfkIqm\n8yDDmoFYEoZ7XgCg7pTS1/MVfSbpl3q0fPCtyOjwOD1cHr1Mx/0O2pxtUctar9PLyMIIA7MDOd8m\nQHmRZqn9bM89AmPz0XqlQgjOuuxaz7x3Iq6O6VmXnZ6haf7z5gjuxkqsFmMhKTo+4dwBttY7kF0f\n2PWaiKlSEjMtZKunX8VefO3NDm4MzzC9mGXR3oZzmod7f3Kd3TTwMqNUUn9ADQblKy3lLVQWVnJj\n4gb7bfvZZ9uX8214a70srS7RO90bJ0HqN5Wt1tmvR+Z9xPq9tDc7GJxcYHoxFHVl1JdZDUtuBmcz\n1tcP2w9Tbk1jm71H2fWBvaasEFdVSVKdfTOFbDsD41SWFHCgem1yUDT7xkDO/IYUlYPzZEqdvX66\nmz7bKWMmZYpdiRAiKgtuVZreetdHnUOVhygrKNtSozBdIy+0mGiNkVVitfPYv/WKaABnDOrroXAo\nrjCJIpFdFUGe73uev+3624T2U80mOkZ/QHidydZmCtl2BiZob7ZjirEQcDdWYjaJnOjsi3VnWel9\nGbka3/sfGQpQJ4dZNmIprNjV6L3orarDWV1cTWNZIxaThdbqNdM7kzDR5mzLqPbmyuoKX7v6NRZD\nxgrF6L30tnWyyon95ZRYzdSUFdLkWLMA0SuiCaEFeSPcnLi5JeMT+cSuCuzdwW6+cPkLCRfZcsnP\nWK36Jj8LXI1rj2YF1Bi7AMZml7gzOheVd3RshRZO1pXnRGf/6cJBClYXuHU5Pp+9L2L85Tj+6qy3\nodjZPN74OC0VLXGeMbnmqYNP8WTLkxRbiuPavU4vt6duM7VkrJTdzwZ+xp91/Bk/6v2RoeXrK4t5\nzZEa3uKOT9e1mE28zVvP270NCXnqb/XU8+Sp/VQUG0tbTGWcplhjVwV2j9NDKBziyli8Y8FkWHNN\nfO5WvMThD/qpKKzgQOUBQ+vX9fVzLYk9h/ZmB90DkyyHjFnvpuLZaa2o7ti1n8W1r9x9kXlZSEtr\nlra4ih1PS0UL333Ld6Pe7VvB77T9Dp95NHESeKb57Lpsk4kdwVd/6xzvfqgpof1/vuUUn3xDogne\nb7/mIJ97t/GnF3/Qr6VvltYZ/sxeY1cF9mTlpZZXl7k1dTWhHbSZae4at+FCtp2BcawWE631iSlX\n7S47iythrgxtvmjvaljy/KCFAVmNdTB+ALV63MfdwmMUWHdGUQBFftJa3YrFZDGss0cnUz2gyj/p\nkFJq9V4NPoXvVXZVYLcX2TlQcSDuItMrwpsp4v7S9Wj7+OJ4xoVsOwITtDVUUGhJrFrUnmk5viTc\nuD/DzFKILo7ROHsJGRkTmJ2eoCV0hxlnmiLbCkWWFFmKOFF1wlCgXggtcG3sGrYCG7cmbxmWb7aS\nobkhggvBjMbN9iK7KrDD2sy9sNSCon6BtlU8Qdgywo2RIWDtUdNonvDC8ipXhqZSluRylhfRXFWS\n1r5gI/SUTEvLw9Qwwb1eTUK62/UzzEJiO/zoRh9XKHKC1+mlZ7SHpdWlDZfrGe0hJEP8xtHfAKB7\npHvD5R8E+u99qwae84VdGdhnlme4PalVZfEFfbjKXTx5QKt09N3rWsVyf9CfUSHb7oFJVlblhkV0\n25szK8e3no7ABPvKizjS/noABi/9GIDZm//JqhS43I9var0KRSa4nW5WwitcHbu64XK+YW0S0HuP\nv1eTb7bQjsAo/mE/pQWl0dm0iuTsusCu36n1qdFdwS6tDNbRdmTYwoWhi4AW8DMpZNsZ42GRirMu\nO2Nzy9wd3Vxpq87AOGdcdlzHzjBNCeFebbC3LNhBwNJCWYXxCRoKxWbR5cl0gdof9HOw8iDOEicn\nHMbkm63GF/TR5mzDbNoBRd53MLsusDeUNVBdXI0/6Ofu9F0mlybxOr2UFhZho4XeuSsshha5OnY1\nY339SG0plSXWlMusGYJlrrMPTi4wNLXI2WY7JouFu0UnqZ3sIrSyzIHFa4zalWaoeDA4ihy4yl0b\nBurV8CpdI11xRaF7RntYXl1+ULuZwNTSFLcmbykZxgC7LrALIaI6uz7RQg/gB8taWTT18fOBC4TC\nIcMXwGpY4uubSKmv6xyssWEvKdiUzq4/EejbWNh3Dle4j2sv/RslYglLiyqsoXhweGu9dI10Rceq\n1nNr8hZzK3PRQUpPrYfl8HJa+WYr0TV+lb+enl0X2EE7sYOzgzwbeBZHkSNaEf6RhrMIEebz3V8B\njE/ZfmV4hpnF0Ib6OuhFex2b6rF3BiawWc0c26d5b5cdiQyUvvjXADS0KeMvxYPDXeNmammKu1N3\nk76/3jzPXeOOa98O/EE/FhE/m1aRnKwCuxDiL4QQ14UQl4QQ/yKEqMzVjm2E3hN/+d7LcYVsnz72\nCFIKrk1e5GDFQSoKjVmA6r1pIyZEZ1127ozOMTq7cUbBejoC43ib7VjM2ld+oO0xlqWZU0t+7lFD\nbcPBjNanUGSDni2WKlD7h/04S5zU2bRJQFXFVZp8k4EdQa7xDfs4UXUiYTatIpFse+w/AlqllKeB\nV4A/zH6X0nPUcTR6cmPTGRsrqyhY3Q+QmT9M7wS15YU02NNfMGtVX4z32qcXV7gxPBPnaldsK+Nu\nwWEABsuV9ajiwdJU1oSjyJFyBqp/xI/X6Y2b/u9xejaUb7aS5dVlroxdUTKMQbIK7FLKH0op9eq4\nF4CG7HcpPRaTJVq/dP2JbijR0hvdGcxM6wxo+rqRWout9eUUWkxJKyqNzCxx435iEQ1f7wRSxlsB\nA0xUnwFgtUEV1lA8WIQQeJ3epJkx92bvcX/ufsJvy+P0MLk0SWAqkPX2h2aH6J3uNbz81bGrLK0u\nqYlJBsmlxv5bwLOp3hRCfEgI0SmE6BwZGcl6Y4/VP0ZVURXHHcfj2h+tewwZtlApEj0pkjE0ucDg\n5EJafV2n0GKmraGSXybR2f/4+1d51xcuEA7H57l3BiYwmwRtjfFKVWnrEyxLM3XeJwxtW6HIJW6n\nm4HZAYLzwbj2VMVp9NcXgxez3vanX/w0H/vJxwwvr2fw6Fq/YmPSBnYhxH8IIXqS/Hs6ZplPASHg\nn1KtR0r5eSllu5SyvaamJusdf9+J9/Hc259LKGT7ntNPMPvK/yAwnDptMZaODPR1nXaXnSuDUyws\nr5Xjk1Ly8p0xxueWuTUym7CNk3Xl2Aotce2tjz5F6A/u0njolOFtKxS5InZOSCz+oB9bgY3D9sNx\n7c3lzRvKN0ZZXl2mO9jNrclbTCwakzT1iYhVxVVZbXuvkDawSylfJ6VsTfLvOwBCiP8CvAl4j9yq\nYopJMAkTRZaihPb6ymL2l5dHnRrTcbE3PlvFCGddDkJhSVf/ZLRtYGKB4Iw2oBqbNbMcCtM9MBmn\nr8dSUmpsgFehyDXHqo5RZC5KCNT+oJ+2mjYspviOSGyqcTbo/k5gzGVSn4io9HXjZJsV8wTwCeAp\nKeV8bnYpO7SURDsdd8cNTf3vCEzgaVrLVjGCXhAgthyf3vO3mESc/n5laIrFlbDh6usKxYOiwFTA\nqZpTcZkx08vT3Jy4mTJV2OP00D/Tz8j85uVU/cZgERZDNwl9IqIK7MbJVmP/LFAG/EgI0SWE+Psc\n7FPWnHU5uD+9yODkwobLTS+ucP3+dMZBt6JEq/oSW46vIzBBWZGFXznmpCMm4Ou9d6MavkLxIPE4\nPVwfv87cimaT0R3sRiJTTu7Tg2s2vXZf0EdzeTOt1a2G8uLXT0RUpCfbrJhDUspGKaU78u93crVj\n2aAH6nQpif6+yUi2SuYeLe0uO77eCVYjA6WdgXHONNt5qMVB//gCw9NalaeOwDjNVSU4yxNlI4Vi\nu/E6vYRlmEsjlwAtYJuFmVPVycd9jjuOU2Qu2nRgj5VVPLUeroxdSVt2zxf0xU1EVKRnV848Tcex\nfeWUFlrSlrLrDIxjNgncjZnPqzrrcjCzFOLG/Rkm55ejVdbPxvjJSCm52DuRUl9XKLabtpo2TMIU\n1br9QT/HHccpKShJunyBWZNvNhvYY/2dvE5v0opo6/EH/XicHkPpyAqNvAzsZpPA01SZdup/R2Cc\nE/sTs1WMoLtAdvaOR58MzjTbOVFXTnGBmY7AOHdH5xibW1b6umLHUmot5XDlYXxBHyurK1wevZzW\nisNd4+b6+HXmVzIfVtNlFbfTHU1d3OgmMbowSv9Mv5JhMiQvAztoPeobwzNMLawkfX9lNUxX/+Sm\ng26DvZh95UV0BiboCExQYBa0NVRSYDbhbqyks3c8emNZPzFJodhJeJweuke66RnTim+kK07jrfWy\nKle5NHop4235gj7shXZc5S4qiyo5UHFgQ/tgVbh6c+RtYG932ZESfH3Je+1XhqZZXAlvSl8HLfum\n3WWnMzDOxd5xWusrKLZqHtFnXXauDk3z01dGsJcUcLCmdNPHoVBsNd5aLwuhBZ65/gyQPoi21bQh\nEJuSY3R9XZdV0tkU+IZ9FJmLEiYiKjYmbwO7u7ES87rUw1iiNrpZZKu0N9sZmlqM6Ohr6znjchCW\n8GzPPc4025U2qNjR6IH8ucBzNJY1Ul1cveHyZdYyDtsPZ2wINrowSt9MX9yNY31FtPX4g35aq1sT\nJiIqNiZvA3uJ1UJrXXlcSmIsHYFxmhzZZavohmBhSZyXu7epEpNIbFcodiL7bPvYb9tPWIYNSx66\nfBMKh9IvHCEqq8T4vaSa/QowvzLP9fHrSobZBHkb2EELqt39kyyH4h/zotkqWWrfx/aVURoZeI3t\nsZcVFXBsXzmg9HXF7kAPnkaL03idXuZD89ycuGl4G/6gn0JzIScca3WIYyuirefy6GVW5arhgvSK\nNfI6sJ912VkKhbk8OBXXHhibZ3R2Oes0RIvZxLkWB0dqS6kqja+t+vDBKmxWM631yjJAsfM5t+8c\nAsGZ2jOGlk/n554M/3CirKLbFCQbQPUFtWLabTXK1jpT8jqwn2nWvdPjdfY146/se9N//o7TfOW/\nnkto//jrj/C9332UQosquqvY+Tx96Gm+8eZv4KpwGVp+n20f+2z7DA+gzq/Mc238WtInAo/Tw9Dc\nEPfn7se1+4f9HLYfpsxq3MdJoZHXgb2mrBBXVUmCzt4ZGKcyR9kq1aWF1FUmFugoLbRwQGXDKHYJ\nFpOFYw5jVtc6HqcH/7DfkCeTLqsk08v1YB9rCBYKh+ge6Vb6+ibJ68AOms5+sXci7uLrjGSxmEwq\nW0Wh2Cxep5fgQpChuaG0y/qDfk1WcSbKKnpFtNje/82Jm8yH5g1r/op48j+wN9sZn1vmzqhmcjQ2\nu8SdkbmoTKNQKDaH3pveaIKRjj/o55D9EOXW8oT3LCYLp6tPxwX2VMU+FMbI/8Ae9W7RdHXdp11l\nqygU2XGo8hClBaVpdfZQOERXsGvD3ren1sONiRtRl0l/0K+lYZbuz+k+7xXyPrAfrLFhLymITu+/\n2DuB1WLiVIPKVlEossFsMtPmbEsb2HVZZaPet8fpISzDdI90I6XEP+xXvfUsyPvArk39d0R76h2B\ncdoaKlS2ikKRA7xOL7cmbzG1NJVyGT3wb9Rj110m/UE/Q3NDBBeCSl/PgrwP7KDp7HdH5+gfn6dn\ncErp6wpFjtB71d0j3SmX8Qf91JbUbiir2ApsHLUfxT/sj2r2qse+efZGYI/o7F968S4rq1Lp6wpF\njmitbsUiLCkHUKWU+II+Q71vj9PDpdFLdA53UlpQyqHKQ7ne3T1DTgK7EOL3hBBSCLGxe9A20Vpf\nTqHFxDO/7AfWvNQVCkV2FFuKOVF1IqXOfm/uHsH5YJw/TCo8tR4WQgs8e/dZ2pxtmE1KLt0sWQd2\nIUQj8GtAX/a7szUUWsy0NVSysLLKYWcplSXW7d4lhSJvcDvd9Iz2sLy6nPBeJmmLnhptmYXQQvRv\nxebIRY/9r4BPAOmnn20juuGXcltUKHKL1+llObzM1bGrCe/5h/3YCmwcrjycdj21tlrqS+u1dSrj\nr6zIKrALIZ4GBqWUqUdOdgh6QQ2lrysUuUUvpZfMEMwX9NFWY1xW8Tg9WEwWWqtbc7qPe420xT6F\nEP8B7Evy1qeA/44mw6RFCPEh4EMATU1NGexibnj1kRr+4h2neeNpNeFBocglVcVVuMpdCTr71NIU\ntydv84TrCcPr+rDnwzzZ8iTFlkT/JYVx0gZ2KeXrkrULIU4BLUB3pEJQA+ATQpyTUt5fv7yU8vPA\n5wHa29sfuGxjNgne2d74oDerUOwJ3E43L/S/QFiGMQlNCOge6UYiM0pbrC+tj8oxis2zaSlGSnlZ\nSumUUrqklC5gAPAmC+oKhSK/8Tq9TC5NEpgKRNv8QT8WoWSV7WBP5LErFIqtJWoIFqOz+4Z9HK86\nTklByXbt1p4lZ4E90nMfzdX6FArF7qG5vBlHkSOqsy+vLnNl7IqaPbpNqB67QqHIGiEE7hp3NLBf\nHbvK0uqSCuzbhArsCoUiJ3hrvfTP9DO6MBoN8HoqpOLBogK7QqHICXrv3B/04w/6aS5vprp4R7qM\n5D0qsCsUipxw3HGcQnMhvmEf/qAfd43qrW8XKrArFIqcUGAu4FT1KX5w9wdMLk0qW4BtRAV2hUKR\nMzxOD+OL49G/FduDCuwKhSJn6L10e6EdV7lre3dmD6MCu0KhyBltNW0IBG6nm4jViGIbSOsVo1Ao\nFEYps5bx++2/z+ma09u9K3saFdgVCkVOef/J92/3Lux5lBSjUCgUeYYK7AqFQpFnqMCuUCgUeYYK\n7AqFQpFnqMCuUCgUeYYK7AqFQpFnqMCuUCgUeYYK7AqFQpFnCCnlg9+oECNA7yY/Xg3sxRJ8e/G4\n9+Ixw9487r14zJD5cTdLKWvSLbQtgT0bhBCdUsr27d6PB81ePO69eMywN497Lx4zbN1xKylGoVAo\n8gwV2BUKhSLP2I2B/fPbvQPbxF487r14zLA3j3svHjNs0XHvOo1doVAoFBuzG3vsCoVCodiAXRXY\nhRBPCCFuCCFuCSE+ud37sxUIIRqFED8RQlwVQlwRQnw00u4QQvxICHEz8r99u/c11wghzEIIvxDi\n+5HXLUKIlyPn+/8JIazbvY+5RghRKYT4lhDiuhDimhDi4Xw/10KIj0eu7R4hxNeFEEX5eK6FEF8S\nQgSFED0xbUnPrdD4m8jxXxJCZFUJfNcEdiGEGfgc8AbgBPAuIcSJ7d2rLSEE/J6U8gRwHvhvkeP8\nJPC8lPIw8Hzkdb7xUeBazOs/A/5KSnkImAA+uC17tbX8NfCclPIY0IZ2/Hl7roUQ9cBHgHYpZStg\nBn6T/DzXXwGeWNeW6ty+ATgc+fch4O+y2fCuCezAOeCWlPKOlHIZeAZ4epv3KedIKe9JKX2Rv2fQ\nfuj1aMf61chiXwXesj17uDUIIRqANwJfjLwWwGuBb0UWycdjrgBeDfwDgJRyWUo5SZ6fa7TKbcVC\nCAtQAtwjD8+1lPJnwPi65lTn9mngH6XGBaBSCLF/s9veTYG9HuiPeT0QactbhBAuwAO8DNRKKe9F\n3roP1G7Tbm0V/wf4BBCOvK4CJqWUocjrfDzfLcAI8OWIBPVFIYSNPD7XUspB4H8BfWgBfQq4SP6f\na51U5zan8W03BfY9hRCiFPg28DEp5XTse1JLZcqbdCYhxJuAoJTy4nbvywPGAniBv5NSeoA51sku\neXiu7Wi90xagDrCRKFfsCbby3O6mwD4INMa8boi05R1CiAK0oP5PUsp/jjQP649mkf+D27V/W8Cr\ngKeEEAE0ie21aNpzZeRxHfLzfA8AA1LKlyOvv4UW6PP5XL8OuCulHJFSrgD/jHb+8/1c66Q6tzmN\nb7spsHcAhyOj51a0AZfvbvM+5ZyItvwPwDUp5V/GvPVd4AORvz8AfOdB79tWIaX8Qyllg5TShXZe\nfyylfA/wE+AdkcXy6pgBpJT3gX4hxNFI068CV8njc40mwZwXQpRErnX9mPP6XMeQ6tx+F3h/JDvm\nPDAVI9lkjpRy1/wDngReAW4Dn9ru/dmiY3wU7fHsEtAV+fckmub8PHAT+A/Asd37ukXH/zjw/cjf\nB4BfAreAbwKF271/W3C8bqAzcr7/FbDn+7kG/gi4DvQA/xcozMdzDXwdbRxhBe3p7IOpzi0g0LL+\nbgOX0bKGNr1tNfNUoVAo8ozdJMUoFAqFwgAqsCsUCkWeoQK7QqFQ5BkqsCsUCkWeoQK7QqFQ5Bkq\nsCsUCkWeoQK7QqFQ5BkqsCsUCkWe8f8BFPxBwWlzAJwAAAAASUVORK5CYII=\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "7722a2545df27c32008001e40a640aa80c431e9b", | |
| "_cell_guid": "b94a2c98-cb89-4245-afa1-130f4c9c8548" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "In addition to the line style like `'r'`, you can gain more detailed control over color configuration by specifying `color` parameter. More colors can be found in [http://matplotlib.org/users/colors.html](http://matplotlib.org/users/colors.html)." | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "2cebe81610a840ab9b4acbc594652a4ea6d6c03b", | |
| "_cell_guid": "ad8fe16d-d2f6-4f56-a3bd-6276bd948e8a", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.plot(X, '-.', color=\"#333333\")\nplt.plot(Y, '-.', color=\"chocolate\")\nplt.plot(Z, '-.', color=\"green\")\nplt.show()", | |
| "execution_count": 2, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcf8d2518>", | |
| "image/png": 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SU1NRemtQRyV22qT7s88+Y+nSvrWs0+syETy8UHfoaDWS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| |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "a7fc166786358d520b296008690b9bfae525600d", | |
| "_cell_guid": "0a3a3622-a146-4d6e-8597-2d0e55888617" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "To add legend, you will first need to specify a label when plot `plt.plot(X, label=\"X\")`. Then call `plt.legend()`. If you are not happy with the location of the legend, pass `loc=\"Location String\"` to `plt.legend()`. Here are some `Location String` to choose from:\n```\n=============== =============\nLocation String Location Code\n=============== =============\n'best' 0\n'upper right' 1\n'upper left' 2\n'lower left' 3\n'lower right' 4\n'right' 5\n'center left' 6\n'center right' 7\n'lower center' 8\n'upper center' 9\n'center' 10\n=============== =============\n```" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "f732de24cfe0ebfdd42519d2b29e2999aef34a45", | |
| "_cell_guid": "a09bead5-1ba6-42dd-93d2-6d99d4ee4425", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.plot(X, label=\"X\")\nplt.plot(Y, label=\"Y\")\nplt.plot(Z, label=\"Z\")\n# Add legend\nplt.legend(loc='lower left')\n# Add title and x, y labels\nplt.title(\"Random Walk Example\", fontsize=16, fontweight='bold')\nplt.suptitle(\"Random Walk Suptitle\", fontsize=10)\nplt.xlabel(\"Number of Steps\")\nplt.ylabel(\"Accumulative Sum\")\nplt.show()", | |
| "execution_count": 3, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcc453cf8>", | |
| "image/png": 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bf9DPkeojZLmyko5ZKU82PUlTSVNSu6/GR3A2yMD0fVmWYkPouzPDyNS8zX5g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\nm6G1FQAAAABJRU5ErkJggg==\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "5685f054db269a877e0f536872de47b9c7ef4b35", | |
| "_cell_guid": "9f0d6a78-59dc-4919-b509-2de364c126de" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "`plt.plot` will use default setting to make a plot, `plt.show()` will then render the plot:" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "91409f8d5effc82512a82cd3b483d46e45635623", | |
| "_cell_guid": "1455c041-da1d-4079-8ad5-05093868b60a" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "# Task 1: Plot Multiple Lines\nPlot the following functions:\n$y=5x$, $y=x^2$, $y=e^{\\frac{3}{2}x}, x \\in [0, 6]$" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "3fd7b04fa902fcf2634064fa6cde923b9d0851cc", | |
| "_cell_guid": "db9e9ea9-e6b1-4ae9-9be8-6f8e6ea166e2", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "# RUN ALL THE CODE BEFORE YOU START\nimport numpy as np\nfrom matplotlib.pylab import plt #load plot library\n# indicate the output of plotting function is printed to the notebook\n%matplotlib inline \n\nx = np.linspace(0, 6, 100)\ny_1 = 5*x\ny_2 = np.power(x, 2)\ny_3 = np.exp(x/1.5)\nplt.plot(x, y_1)\nplt.plot(x, y_2)\nplt.plot(x, y_3)\nplt.show()", | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcc40d198>", | |
| "image/png": 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LlzA+eryDihZdTQJduLzimkY+3VlAWqaJXXlVKAWTBoRxx/SBXDIiisDu0tw8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\nTkSuQmCC\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "f0512accd071c2c97ac7276a4c780593567548b8", | |
| "_cell_guid": "08b1f25c-f557-4fb2-8ded-a1306d7fa8be" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "# Task 2: Change Line Style\nChange the lines to different level of gray, style to line, dotted-line and dash line." | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "bf284bf1be3a23069a5024d60a9bcd93e55c0ea3", | |
| "_cell_guid": "33841e30-ba94-41c8-8013-3e2d43f013da", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.plot(x, y_1, '-.', color=\"#333333\")\nplt.plot(x, y_2, '--', color=\"#999999\")\nplt.plot(x, y_3, '-', color=\"#aaaaaa\")\nplt.show()", | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcc49ada0>", | |
| "image/png": 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ZvHgxGzZsIDIy8lPHaa25cuUKFRUVGI1GNm3aRHp6ug8qFr4mgS4CxtTg5tSd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\nCBEgJNCFECJASKALIUSA+P8BbqCCa+f9Fc8AAAAASUVORK5CYII=\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "cbea03731c09aad91f25fde5d08e71770cd86cbb", | |
| "_cell_guid": "37f00d6c-ae48-420d-b50d-12f40588b3c9" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "# Task 3: Plot Line with Error\nAdd legend. To use latex in label string, here is an exmpale:\n`label=\"$y=x$\"`" | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "d811d11de65277f4ab0b8faaadcf4ede70f1f517", | |
| "_cell_guid": "97157bea-7d98-46ba-80c2-4e85628108d9", | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "plt.plot(x, y_1, '-.', color=\"#333333\", label=\"$y=5 * x$\")\nplt.plot(x, y_2, '--', color=\"#999999\", label=\"$y=x^2$\")\nplt.plot(x, y_3, '-', color=\"#aaaaaa\", label=\"$y=e^{3/2x}$\") # TODO: Fix the notation here\nplt.legend(loc=\"upper left\")\n\nplt.title(\"Several Functions\", fontsize=16, fontweight='bold')\nplt.xlabel(\"X Values\")\nplt.ylabel(\"Y Values\")\n\nplt.show()", | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": "<matplotlib.figure.Figure at 0x7f9bcc33c940>", | |
| "image/png": 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ggx4/J6WU5xhjOHnyJFFRUT7vMtrVsEkEb7/99mXLxo8fz7Rp0+jo6CA3N/eyzydNmsTk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\nYII=\n" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "_uuid": "b24b04ee9e27070d1ef4a848ea797617ed40c09b", | |
| "_cell_guid": "774bf485-4bc5-43b5-b422-4b60748356cc" | |
| }, | |
| "cell_type": "markdown", | |
| "source": "[-> Learn Data Science by Coding](https://www.kaggle.com/andyxie/learn-data-science-by-coding/)" | |
| } | |
| ], | |
| "metadata": { | |
| "language_info": { | |
| "name": "python", | |
| "version": "3.6.3", | |
| "mimetype": "text/x-python", | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "pygments_lexer": "ipython3", | |
| "nbconvert_exporter": "python", | |
| "file_extension": ".py" | |
| }, | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 1 | |
| } |
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