{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "

Section 1.5: Surveys and Data-sets Used in Examples

\n", "

Adrian M. Price-Whelan

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To see what datasets are available, first import the datasets module:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import astroML.datasets as datasets" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remove the comment below, then go to the end of the line (after the period) and hit `tab`:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# datasets." ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

SDSS

" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Photometric and spectroscopic surveys on the same telescope\n", "- Main survey (SDSS-I and SDSS-II) completed just a few years ago\n", "- Stats below are from Data Release 7 (DR7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Photometry

\n", "\n", "- Imaging data was taken in _stripes_ (see image below)\n", "- 5 photometric bands, in increasing wavelength, $u,g,r,i,z$\n", "- ~400 million objects detected over ~1/3 of the sky\n", "- Stripe 82 -- along the celestial equator -- re-imaged multiple times, provides time-domain information" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import Image\n", "Image(\"http://www.sdss3.org/images/dr8_spectro_coverage.png\", width=800)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": { "png": { "width": 800 } }, "output_type": "pyout", "png": 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C3sDssnxQSUUGvFGnrt1VVVOy1iR6mNJeKtaHFG8o1JOFMtDgYB5HxxLnojKq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Xu/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\ndzSI7C+76+hNg0B/4UC0OWjrr0jSxNuFhNVc8Tto9uNBvMuRrqs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"prompt_number": 3, "text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "- The full imaging data is many 10's of terabytes -- for the purposes of the examples in this book, they limit the focus to a small subset of the full footprint.\n", "- This includes ~330,000 sources, (mostly) cleaned of bad data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "sdss_data = datasets.fetch_imaging_sample()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(4,4))\n", "plot(sdss_data['ra'], sdss_data['dec'],\n", " marker='.', linestyle='none', alpha=0.1)\n", "xlim(360, 0)\n", "ylim(-90, 90)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "(-90, 90)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(12,6))\n", "plot(sdss_data['ra'], sdss_data['dec'],\n", " marker='.', linestyle='none', alpha=0.05)\n", "title(\"Source density\")\n", "xlim(10.5, -0.5)\n", "ylim(-2, 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "(-2, 2)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BzWY74DMcDsdLanIvCIIgCAfj2muvxYc//GF4vd6jPRRBEF4DHNY+y/l8Ht/97ncPiDYD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+rYmkZME1T7+fm51tfXnUzDwIXXAGSc6yb9tOoWfSSRTUGGg8/N/QtNzjUN3qMwCjBIoVDI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\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YJEFhqPA49FD3wwOqq6vT6OioGhoa7BTBYS3JDgDvvfee+vr6NDc3p46ODs3OzjrhHh4e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\nZ/2m3/f654zeO/6N60ZQEv1b0fv/+u+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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, as an example, we separate the stars and galaxies and plot a color-magnitude diagram:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "stars = sdss_data[sdss_data['type'] == 6]\n", "galaxies = sdss_data[sdss_data['type'] == 3]\n", "stars.size, galaxies.size" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "(82003, 248750)" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "fig,axes = subplots(1,2,figsize=(12,4),\n", " sharex=True,sharey=True)\n", "\n", "axes[0].plot(stars['gRaw']-stars['rRaw'], \n", " stars['rRaw']-stars['iRaw'],\n", " alpha=0.02, marker='.', linestyle='none')\n", "axes[0].set_xlabel(r\"$g-r$\")\n", "axes[0].set_ylabel(r\"$r-i$\")\n", "axes[0].set_title(\"Stars\")\n", "\n", "axes[1].plot(galaxies['gRaw']-galaxies['rRaw'], \n", " galaxies['rRaw']-galaxies['iRaw'],\n", " alpha=0.02, marker='.', linestyle='none')\n", "axes[1].set_xlabel(r\"$g-r$\")\n", "axes[1].set_title(\"Galaxies\")\n", "\n", "axes[0].set_xlim(-0.5, 3)\n", "axes[0].set_ylim(-1, 2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "(-1, 2)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rRv7XoiyO7FJ2OOKw3g08SBnXZFs+I8Pwmt80rCbAABrilK4kwLIPulaw5Cmk\nhUIB0WgUqVQKlUoFuVwO1WoVBw4cQDQaxbZt23Do0CH09/cjlUoZf3iSdLrA+KlFVPol9FRxM7Kr\ny1OWs/aP9ytbfU3nRUK78ARhtdQkh/VHp8SnlcFet+qG3yC3FXKqr0n7E6Rs2t6lWfph1V2b24q8\nTjRrs375XG3Y+gaZB7/rq4H1tEM2dd8GP/X/SLChR6K9P3Jy6nDMQxtTeR1or+GFedZG7GU+EomE\n8QsHGndrkfmWe6cH7UfOZ2dnZxGNRtHb24tCoWD81UulEgAY15dYLIZSqdSwgJWQfvXS9QaA8ZmX\nHb3OM/Mi8287VEkORiRJ1x23X/nrv5t9k1YUsLBkI0w86/m8w/qh1TrUrbA2wtuOOwufCyKZfva1\n1XQ0wgyou+Ua5EemW1HzWx3A2ey3371WyjaMQt4sTDdtTtBgrJN6E5RGt9BJvGHcOMMOcDqB6z0c\n1hSdVOIwikZYlcgvLv4m8fVTiahGSxLL33IxJ1VzmWaQmr+4uIhSqWRUdACGrAPLC0ij0SgqlQqG\nh4fR399v9lQvlUqYm5tDMpkEAExNTaG3t9cMHiYnJ1EsFhGPxw155ztRwac/e9BBSvJbyN/SWDMO\nuYjW9h2lAWzF0HV7u7lmaXY6ve6wOmi33FtVlm1o1bXCj1iGicN2X16T7SEs+fcjXTpvMnyYuJtB\niwC2ZzvtJ3Qc+lonxNZmD215oO3zs1VB3173T63WNZ3XMGlqhK2TrQ4eNwKORHt95OXY4ZiCVn1t\nKncnDY/P+vlVamMujbBWlyUZl77t8rRRSYTlM/zd398PYFk9r9VqAIDp6WmTh1qthng8jlKphGg0\nioWFBVQqFUSjUUSj0Yaykp0F06ESL8uXpJl5lqet6s7dbxcYvV2lLAvdMdvKX//dDOtlbB1pd/BD\nWHLbTl1px94FKaF+6IY66pd+s3RbQbfKNQz8iL2fANGtPGjxwy+M7e/VQJDN61ba7cTTykCs2QDJ\ndq8VYWg1v4HrWRw2NFqdYgur/DRT5yUx1wRVk1kq1NyLnGGYZ/qQE1KB5/M8CGlxcRGFQsGQ9Wg0\nikKhgHQ6jbGxMeRyOaOAVyoV1Go1pFIpQ+JHR0dNmvJd5Q4wdNuxdTC6g7B1UH7qmyw/Xcb6O7ai\nbIaJv1WEmWIOCkvYiIgj7quHbn/7duPqlkLZLmEPE6bTdtWKvQyTDsP5uceFtfXtuH608421kGNL\nL8j+yXUcuxt0AAAgAElEQVRANleKsPUiSGUPsqvN4m0Xa6WkOzvaCFcKDhsaUhUGOutgCRvhksqw\nJuWSUDM83UakKq0JvLzG+Bheur4w3cXFRaOmS/907gxTqVRQKBQMQc/lcg33h4aGGtxXbEZVz1QU\nCgVks9kGBZ7bO5bLZWQyGZPnIHVCurW0OhXbilHWHZftfti42kEngwyHjYlOlW4iLLm13WvmFxuW\nCOtnbERPtx/5LtJ1rRmakTadZ5sdaEbObbMVtvvtqLvN7JDtt1/Z2exjNyD7iW4S7W7Yz7Wye83y\n1KyedePeRsDGzp3DMQ+t5oZBkPJic8vQ8fO3PlhIhpe7rkilmoRZkuVEIoFsNms6wWw2i2q18WCh\narVqFpPG43EUCgXkcjnMzMwYf3QuOB0eHjYuL7VazbjB7Nu3D/F4HOPj4w3+9NlstkFZz2QySCQS\n2L59uwnDd2JeZP79Bkqyg9TlZ/uOft8qiHzb0I2OuVne2iEBjryvPrpRtmGIoS38akz7t4KgNG17\nlweRG7920KwtyN/8O2x5hFF9g8i4tFNh49SwtdFWyLDOo44njCtFMzGjWbo6/XZED52XZoJKJ2h1\nRohoNvg51uztsfGWbeJYqwxrjbUexduUHE1M9X69iUQCmUzGEHGSW54cqp+nMiUJKHdkqVQqKJfL\nmJqaQi6Xw44dOzA0NIRsNgtgmXg/9dRTKBQKmJiYQDweR6VSwf79+82i01QqhWQy2UDcZ2dnkUwm\nUavVkEwmMTw8vOLdudh0dHTU5JMzA/KaHBzZpmz9lC4/Y+9HcGyzJTJ9PzTrmMIqRt1o22FnAvzC\nOvvSHbRyemXQs0EuDbqOdvv0z3YXIfJeEDGXA3I/kh60FWqYtqbLUQ/eWxkc2NKQZS7zZVO6beVi\nszfymzLvtrT9SLjfN7HZOlt4vxlKHZfMv63/knEECVV+eba9s86HXz47sV1hhZpu2sdm5dNJfKsN\n10s4HNFoZpDCED/5tzYgmohLZUe6szAcTxWt1WrYsWOHuSanSemLLt1aKpUKKpWKcWuhui73VgeA\nZDKJQqGA2dlZAEA0GsXs7CzGxsaQTqdRqVQwOTlp8lir1cx1xkEFne4v+v3lwUiamGgVShs9P5Uq\nqMNnHLYONejZVgxvENFop1PzSyPsc+3MKDisLvzIlyRI3VByw9wjwh4o1M3dkfxIbdC9MOqnn6Ks\ny9iPsNoOmWvlPfh30PsEza7oe9Ie0o3QVi66nYcd5OsBjw1yRqXZO9jQTr1stQ2ECd+O8NEt4eVI\nEU02du7WGRv9460lVmN03aky2cpztngksdT+49KnW26/JV1j+I/36dNO8s1tG/XJp1TIa7UaisWi\nIe30Qd+xYwdyuRz279+P4eFhDA8PY2ZmBgcOHECpVDKqezQaRalUwtjYmHGVoRpPtR2AOVSJrjNy\nQaxtv3edV/m+OqzsjIKUH40g0t7qtw0TLoisdwPtdnrOxnQGm5LZSpmGOaBHhw+jcPJamAFZ0IFG\nfs+2Yhf96pmMQw7Q9XXd/m3Qs3BhiKMm5bZtXnU+9Xvp+352zI+k6/za8iWf17Zf2j7b+2nbGHRA\nnK4HMk19kJ4uA/lbptUOwtStbvTdzexfs4FUO23DZidsgzDb890SddrFhu4plpaWsHv3buzatQu7\ndu3CVVdd5Ru2XC7j1a9+NU499dSG6zfccAOGhoZWO6tHLVoZpa8HWh082BqgzajanuOzctcXuciU\nxpFuKOVyGQsLC2aXF+7YQjWdrivcTz0ajSIej2N2dhaFQgH5fN5cq9friEQiKJVKqFQqhuwDQKVS\nwczMDIDlfdhTqRSi0SgGBgYQi8WQz+fNotRqddn/fnR0dIWfq95bXe7DLstBdgLa5Udv4Sg7sjCK\nVhgDyWthd1Zohk6eDVPnumHkjxT1Z6Oj1XL0I7lhyZCNqGmir09MltC+zrKttVMnwtrIZuQ8bBp+\ndb5arRoxQ6rC8nk5ULDFHZRHXpck12ZztD2TxDjs9/X7HjqvfvDrb+T/Orwt7/pZW/rdJqCd2KVm\nedLQgpC83k78zQbErWK1bfSGtvz33Xcf9uzZgy1btuDuu+8OJOszMzM488wz8fd///drmMNjB81G\nqWuZLtFsBG3rGCXkLi4yjAwrVXHek8ZPqiDsdEnOe3t7V7iwkJgDy+S8VqsZRX5iYgK1Wg27du1C\nJpMBsLwbzMLCAjZt2oStW7eahaaMD1gm68lk0sRXKpUwPDyMoaEho6oTtVrN+KvzvXV5STVdu8Kw\n3Pn+erDT7Fv53WtGQoJUcj80UxNbuRcGq9FxOQRjPcorrC0MUgS1jWkFYUiYDmeDn03kszb72awd\n23zXtc1kWG1zpbovYVs8q99B2qRm5FTaGjmzaDtjw2aT9PvIgQHzqe2hbYGpbX2UfC/5Tnq3Gb1j\nj59i3MqAK4yooq+FVbFbSV8+79eHh6nv7Q42bQPBVvqd1cKG7hle8YpXmL//+Z//OTDszMwMRkZG\nVjtLxxy6UUHXioj4Ge5mz0ijp6d95X1pMEl4ZXguFJX5iEajSKfTxkWlt7fXkOpcLmd81amGU1Uv\nl8vo6+szWzjWajVMTk4iHo+jWCyiVCrh5JNPxtjYmEkDAHK5HHK5HKLRqNl+kelVKhXE43HEYss7\nwhSLRTMLoN+XHYLubDmI4GJblgvj0AbcpoTZFCE/Y2gzvEFKStDgLMygolWEiasb6a13R3G0oFUV\nzi+OVr5HsxmgVgefYfPaLqnXLoFhVVe9fW2QHY7FYitmvLUAYiPVfn7hfu9ig586r8UL2wBD5smP\nTNrew6/8bIujpR3Vbor8F+QuZEsraMBmI/VhiG6n/Xorg0jbvXYGo83iD4OgOr2aOGp6gJmZGbOr\nhcP6oFuk3G+qSxv/IGPlR9qCDBrvawOpp0VJ1PmPPujctjGVSiGTyaBUKjXsf57P5zE/P28IOlVv\n+pvv378flUoF9Xod5XLZkOvh4WFkMhkcOHAAkUgEQ0NDqNfreOyxxzA8PGwIezweN0S9t7e3YfAg\nFf1YLIbFxUWUSqWGjiEWizW4xPA3t3/UKhi3q9SDJJsfvO1byjDNiHY7JMt2r1Wi1SqJs/0OE4cj\n4+ER9pv77fJhU+BaHcR1w9bZ6nyr8bVSx4LUZr+42Z792o20jbQXUqEOGqiEVT5J/mlvtNuMjSjb\nBh46vBQmNElmXFrA0Gq6/nYyXUn+dfo6/mZkWdpI6XIpw9vqsK3/8oMtX83y36o9DZM+49Zp6TBB\nz3czLxsFGy9HbWJmZgYHDx7EVVddhWKxiJGREbzvfe/Dtm3b1jtrxzxWs+LbDJ40xs2e1ZCHgkiF\nWRthabSlqwjDlUolo6bTr71UKgGAWQTK00m5rePCwgIikQji8Tj6+vqMoaWiHolEUK/XjeJeKBSQ\nyWSQz+cNsa/VahgbG8Pi4qLZX31oaAixWAwLCwuIRqNIJBIYGRkxf7PMAGDfvn1G9ZJlyjKZmJho\nIPfynr5uIyLa+Ib9trpDs6lVzb75RjTADq2jU6Lc6iCu3fSaPRc0SGhGmJrFJdtMENm25VEvgpS2\nLig/2tVDHwIn4UfCbPmRQoIm1n4DZPmc/luH429J4G1lJP/mIEDaSZsLkM11x68cZB6CFscGIegb\nNStr20DE71n9ty2dZvlp9h62NJq1mTD5amUAYAu3Xv3IUdN7zczMoFQq4brrrkM6ncbjjz+OD37w\ng/jSl77U1W2tHPzRzRG234g+bEP0U1u0esDrcvtFSbz1do3SSEtlma4r9FVPJpNmgWcmkzG7sVAB\nj8fjKw46qtVqqNfrqFarhrRTgefv0dHRhkORJicnEYlEAMAsWiVpL5VKqNVqGB0dNb73zGsstry/\nulxEKrcfkx2s357y8preo91GyvWASn87lm8rxt2vM9b3dJpBcTW7JvMdpjNyg4TuImxZhz0NtJV6\n4tfh2+JuFp8mYs2IdVCcYcI3ywfDV6vVBhVb+5LLdizthCarHMTbCJbNXvupy7Yy10TWlp+gcmF+\nbUKLfkaLM9I+yu/FfPjZP1nW8p20DQkasPiVoV+/xjKR92zils5jECkOgo6/XWLdrI0GpR8U75GM\no+aN3vWudxkSBACnn346TjzxRPzwhz/Eueeeu865c1gt2MhaWAMhDbCcLtWGRhJ34LAbTC6XQ61W\nw9atW80ztVrNEN9qtYqFhQVUKhXUajWzvzqfBWB2dCkUCmbHl0KhgAMHDmD79u0YGxvD7OwsMpkM\ntm7dilQqhenpacRiMdTrdQAw/u7cp507v/D31NQU0um0Mdpc0MqOWHZSVIpkWciZBRJ92UHYOhC9\n2IplYkMQgbepXPwmhHwf2zdudQCwmmiHEDo0otNyafX5Vgi4fi6IHAURGlt9DSI/NiJn8/MGVp7Y\n2Yzo2wbnYd5d+q7rdGwuSrb3ldc1SfcrDxtx13H43SO0jeRvTa5tZNz2vrzu5xpjKz/9jrZBBPMo\n82H7Pn6DAVv8eocvW1hbPuQsraxbfmUS9G5+6XVix8MOcJs9pxFWtOkUR01vYJtuet7znoeDBw9a\nw//TP/3TimtnnXUWdu7c2fW8Oaw+/Iwn78kGRcNLtRlo3HtcPiO3aaSx5TMkyJlMBkNDQ0ZtZ3zZ\nbNb4kHOBJ3eE4S4xJNzz8/PYvn07MpkMMpmMUcvp3pJKpRCJRHDgwAGjeKVSKbODDA9CIvnnwGBs\nbAz9/f2mLKrVqomT78vOiP722vhr9UgadV3+/FuqUTbYVCH+LV2RbIqR7fsGodkgrl2shnHWHdTD\nDz+Mn/3sZ11N40jGatrtdgi4H/nQ5MmP8Os63cxtwhaHTFte0+1Vh/MjvlKgAOwH7+gykf/LtGVe\nbeRLEli9O4qtnKRwQtKt31G+j7ZjOm6ZV+1nTps4NDTUsOuXfm9bPPrb6Pew5dE2iGM+YrFYw6J+\nxqu/v1+9lPlrNijyu2cbmGj4lY9tYGErK7/0ZZzNSP5qEuYwePjhh/HQQw8BgOnHu4Gjhqz/1V/9\nFV772tfi7LPPNtf+93//Fy996Uut4a+44oq1yprDGkJ2PtLwasPm1znoDkzGxTAkkrLz4rQx88AF\npnRXka4u3F99amoKwDIhp995vV43CnuxWES9XjfqDt1iisWiyTsXjg4PDyOdTpuDlbhDzPj4OGKx\nmDmtNJ/PY2ZmBtu2bWswfNz7XRN1W9kCWEGo9TN66tx2mJRf56HTYjwcpOhOMEidCxrE2RDUcXUD\nYQkhw+3cudNKRD//+c93PW9HAtbSbvsppK3A9qwmimHz0SqCbJ+2b0FqrFTUtUsFw+nfYQbQtnSb\nkW4tnGgC3Aw6PSmuyPeSbo/8HZa48v2lK5G+Zys/P9VdvqceaGk3pGq1umJ2NAg2Uu93cJMtrHyn\nsOmEfc5vUNEsfCc2vJ1n9Xvs3LkTZ5xxxop4OrXZRw1Z37lzJ+644w485znPQSqVwuTkJH7961/j\n2muvXe+sOWwASCPppxDJUT53UpEdFQ07/ci59VgqlUKhUMDs7Kwh1sViEQDMDi2FQsFsk0g3mHg8\njmq1ak4xnZycxODgoDmwaHZ2FgcPHsRxxx2Hk046yRBkquL0TSeopkvlfM+ePUilUujv7zeEnwcn\nyTIYHR1tUHLkjgOy4+E7S/VNq2h+ShzLUXY+TEt+J7+DPuRAqRPSpNENgh5GdQqD9VaFHJrDjxQ0\nI6s2cmsj8Dq8HvCGIT5BA24d3k+lZNpSwQ6jwuo45XO2ti0H9nJAIPNJFVYu/ud9G5mX+WCctEey\nPG22R88y6nez7TBjmzHIZrMN/Y3Mv0yz2aCFNteWhrxm+6YyLp2G32+96YC816598nvnZnbZVjf1\ngCfsIC2onreDoDJZDTt+xPQMPT09Db8ffPBBPPHEE7jkkksAAK9//esxNzeHt7/97RgZGUEsFsMn\nP/nJ0NOKDkcumjUWv4Yj90qXaoL8m6Sd2y8mEgn09fWhUqk0qCaxWAzJZNLs+BKNRjE4OIhqtWp8\n2wuFAtLptNlPPRaLGd9yqt7cHYbbJVarVbM3Osnq0NAQisUiZmdnzQDg4MGDiEQi2LJliyHjHFz0\n9vYal5+hoSGzxSlJuNwbWSpIsjz0AlJd1roT1IZfKzGMU6tFfEZ/s6ApctvvILRqZFdbbXdYP4Sp\nC90azIUlFjo825Ymsn7P6b+D3kNfsxFR3g8ixpIE2WyEX5zyPeVgXirHOj7e47aytJnAYR9zTTib\nET+b254UFWgjtfIu8yTX88j8yPRs7jv622r1XKYr8y3DyrS0jdTvb4OM329GWn87/VzYwZzfILFZ\nO2s2QGQYv3C2dwmb97DxSTRz8WkVR0zv881vfrPh99lnn93g8gIAl156KS699NK1zJaDwmoTG5vR\ntTWcZg1WKi7V6vJhP3IBpl6MKTsxfZgHVeeBgQHMz88b//RKpYLNmzebQ5HonsK90wuFAvL5PKrV\nasMuMNyucdOmTTj++ONRrVaxa9cuQ9rpLgPAKOXxeBzRaNT4xNNXPp1Om86jWCyir6+vgSjXajXj\n067dWuQ78zrLQ++xrgm9Tf3wI+D6G/lds8Urw7Rb57pRVx2RP/IQRIDDdMZh6rMOr9VOpiWv6TbT\nrG7Z2kEYchb0t2zX+h0Iv4WIso3qMxds5I7fQLvY2OLxG/z7/S0HIdJmaTIv1zFJEUOe3SLzKkm2\nzR6RZDMum6DB33rtD/MqRQ3mkddkPmyEVZaRLE+/Rcfynq0+2eoUBygcvLRiA8PU0WYkvlnd9quX\nMlw7/Yb+1msF18M4HNGQDcfWyekOWRp/GYbGGsAKkkqDSoPEKVU+xz3TY7EYNm/ejFgsZk4SLZVK\nqFQqmJ2dRalUMgchTUxMYO/evThw4ADK5eXTSsfHx1EsFlEoFMyiUpJy+rVPTEwgkUiYPddnZ2dR\nqVSQTqcxPDxsTkWdnZ01Zwzs3r0byWTSLHSVxoyLp/iOUkFiWfFAJDklzN+FQgHZbNbEo5Udqdzz\nmh8BCBp8yfs2BBniTol0J8+v9uDVwR9hyj6Mshf0vI1o255tJQ6ZrzDvoAezQe3HNsiVSqp8j2aD\nBxI1bVvl33r7Rj4nyay0OzIP0g5LcqrfKZFINMwWajtmU0+16qn9ymV6shz0oCKTyRg7KtOTRNu2\nEF/2O1I0Apb7HIpHdMvRa374t/wW7JdknSD83JhkmnqgIAm4vC7dcmT/ahv0+Ylofi5Ptuf9XIda\ngV+7kN/Xln6YgYTuZ2SZdhOuB3HoKrpJSoI6T23Q/bavko3TryOSWxiSnFarVbP6nv7pdIWRBr9S\nqaCvr8/ExXvcqpELN7k4lAtE9+/fb0h6JBIxZLxYLCIWi5nOh/7nsVgMg4OD2Lp1q8kT34kKOv+P\nx+OYnZ1FMplEf3+/SZ95oG87OwPdictOUSpONMhSKZLKj83o6TLnM/IbBX1rv2u6HnQKW/qdEO31\nUF4cWkPQzE67dasbdSaMYmgjCba2FuTWIsPaCHlQGdjCyjwyDRvJlERehtVudLoNaWGm1XJj3DIu\nvzzqgYO8pwk40LjTjEwHgDnROp/PY8eOHQ1Cj/xO2kbS1jJ/vCbT0rbbz+74DbhssA1SmJZMj2S7\n2c5fftBp+JFevnO7Ls1+7ihhbb1tsKefXQtRxpF1h3WFnt60IYwx1h0B4afGMG2plkhFRartVBiy\n2WzDVo4kvlIxAg6fUJpMJpFMJs0CU/q0SwPNw45mZ2eNos6BQb1ex+TkpNlXnQtFedIp/eelP/zw\n8LBJGwAWFhYwPDxs3GSohvNvquI0hFINkh2HdoPh99K+l7ymOx75v/ym8jvYSL4NflPiYZWNVg1q\nJ4a42TOtEDSHZdg69qCwQLjy68b39evQbXkKyp8mAHLwLAfJcvDL52T4IDcWeZ9tUBIb7dYm30/b\nARm3Jo6yTGT88pq0yZq4EjKc3ABA50+TfS1E2OyGzpdcUC/LiNCnQ8vFo/Ld5ILVvr6+BqJLoYjx\nxWIxIwjJvox/T05OAjgsTMkZDb17jU2E0XVT22DGLZ+TdUxvb8y8yU0HeN1WNyVs30h+KzkY0INR\n/beG38AhDH9oB0GDgG7C9QAOGxZ+ao1EmJF9s1G/VDCAxj3X9cFB3OWFp4jSzYUEnQo21Wwq7PRX\n57aNNETVahWTk5PIZrPwPA+5XA5TU1OIx+PYsmWLeefBwUFks1ns3r3bnEharS7PAvT19TXsAkO3\nHLrD0E9eusJEo1FjVLPZLEZHRw0ZZ3nKo7SlCiU7PPldpOojDa1twKSNczNfVP1sswV3zToLDVta\ntvoXFu0YbEfM1xdhy9+m+AIrtycN8x0lSbLFbcubTE8TbMZJAqeVS9sAwE9h9isTOZiX10haJQnl\nPQ4ypCuFbdG6zAt/63xJMhhUXtJ9QpaTdNnQ5SPzLEm7HqzIvxmvJusyz7of0d+EZaIHHjLvdLkk\ncdbiidx9Rj7HspJbOga5oUiXSMat1x7oei4HLPK7aTuvB3/yHvOSzWYb3E5129B22dbObOuneF3X\nAfleNoRJr5UBertwvYLDuqJdv65mDS2oY+I1qU7pDkh2XlQ96JrCbRhHRkbMbxJyLuykkk3iPDY2\nZpTzhYUFTE9Pm51cABhXGBqRYrGIgwcPIpFIoF6vIx6Po6+vD5lMBuVyGcPDw2ZP9vHxcaTT6Ybt\nI6nqp1Ips00klf1oNIpoNIqFhQX09vaackkkEpicnESpVMLmzZuNGxAN8+TkZEOZSMXdZsS1MmIj\nMTbVxPad5X2bkmirE2HiCoNuxhUmbr/7jswvI6hj1eE0Wi1DW/hmcbTyTf0IjS1NSXZkXZdtNGzZ\nyPeQcUuSS3cNGUbOmsm/ZT7kuwErTz3WBJHKrM2XnYSZYSUJk+8AoCHf/C3t/MLCgrmun9HfR+bV\nRjS1P7wsPwo/LEudH/kc05d2VApQtMGMR86A6O/HvNuED/luzKOsS7ZBi65HkvTLa7KOyIGirU7I\n52R6cpZAijzye+sBonxH3e/I7xgk3Pi9q61+2d7FFk6+VyvtsRmObavvsOGhXST0iF4iqHOT1/Sz\ntsYtjemhQ4fM4UZ0MWHDT6fThiiTCFMBocqeTCYb7nPPc55GysWi1WrVKNzZbBYzMzOYnZ3F5s2b\nkc/nUa/XMTg4iHq9junpaQwODiISiWB6etoo7Mwjt4TkYUxSVeEOMNJ3MpPJYHR01Ez7SrcYloN2\nA7JNucoOjmH8yLnNmNmMr7zOe9rwaqPr5xffLoFbC6J8rJPw9UYr31/bJFsdD4K0Q81IhM11RP6t\n15hosqTfUb6DjluTX0lC9Xvrd9W2QMYnfcB5X66DkQMBrYjb8q8PKfJzsWPchULBbGErt+stl8vI\n5XLGHjJ9kmNe40J6LvzUdiYWi5mzKmyzi5JkZzKZhrMwWNY67KFDh5DJZDAxMbHCtnIAw1OzM5lM\nw77wcuGqHAzQjvOb6A0AbGTbr57Kd9XfQM9e+JFsXY8ksQ7TV+s4bXnR9cLvejP4Ee8wfUM3bLvr\nHRw2DGyVPuzI1hZHMz942QHp6TE5ok+lUohGoyYMd3x56qmnUKvVMDo6ilqtZk4onZycNGo2t3Gs\n1WrGLz2ZTCISiZj9gZlOb28vcrkcgGVCvbS0hJ6eHvOvUqkgFothYmLCqPCyk+7t7TUKPheYDg8P\nY8uWLWaa1DbtKY0jlRNtyDiNq1UpWxlKhUh2GtLY+Rk9+R00sbChWX2QcQfdt6UR1viuBZFfi/iP\nVASVf9j64QcbiQ1L6v3+Zjit6vqlJQe2Mg3et7VpW75kHCRpzIM8FI1hte+4ntHSinksFmsYzHNG\nUg/mJTGTu3BpEcBv4C2JvS43SVDlu0iXINoy4DDZ1SJCrVZrsF/lchmLi4vGfZDpZDIZ1Go1s/OW\nFCck8ed7cjevmZkZRKNR7Nixo+E92CcMDQ2ht7fX7A7mVxf0CayyTvG9+K34rnTvZP7kWSLy++r6\npAcKEnLwo+ubjXTrvkGnK8vY9s1taTDeVvoEXSdlHvi3LHcbB7GVV5i+q1U467+GWKtOvd00N2L+\nbIQ7bGMM03nbphPlNBxVZulHV60uu4SQiB84cAAAzKLOdDpt/p6dnTV+67Ozs6jX68adhguOUqkU\nIpEI8vk8yuUySqUS6vU6Nm/ebAj7pk2b0NfXZwxqX18fYrGYWWDKdOkXD8AMMvL5PPL5PGq1WsP7\nS39HTR4k2ZYEWhMD3bHqMpY+rNrY+Skdtu8V1uA2i7MZgfKDI8obE0EdaLvxAcHT4kFCgHxe+qPb\n6qUkIkH1XLpF2Ai9TNe2Y4YcYMs4JLHUJIvp6vai7Ue1WjUEVD+r3SP0u0poIiqVY+3brn31bYMB\n/pucnES5XDaDEf18IpEwaUhVWS4c5TtRfZeDElkPMpkMJicnkUwmzcGMhUIBc3NzqNVqxnbzhGpu\nNqDFDKYxMTGxYj2WngnRbkEMw7zpWWLbsyTgo6OjKxaRykEAn+V95tVWf2Vd0EKOHkjp76bzq0m6\nDTbiHlTPGD/7pjBx63hkOnpAuRr9heuBNgDWgyRvRIQh12GvBxExNljty6Y7ABox2eny2ampKeMX\nXiqVjI86F3ACMC4o0WgU+/fvx9DQECqVCsrlw7vAyC0VmU6lUkFPTw8GBgbgeR7q9ToWFxcxNDSE\nvr4+TE9Po1qtYvv27UilUma3mOHhYXOCKgk7F8Ay3lKphOHh4YZ3kWqJnPa1qduyc5AqDctRl7dN\nDeE34Puys2R4GdbP+PqRFT+0QsjDKCEyT351zmFtoMlKqwiqX5qkhyEDtudtypwWB5q9oy1drX7b\n8k2FWw+o5QJySeh5X4eXYUjUgJWqriSdkrDpgYEfydHlQxsj45GLIBOJBCYmJlaQUBm3JNcUIWz5\n4ftQkAHQsFsWVXKSPJlf2tBarWYGCMzT/Pw8FhcXG3axYVnJ+Jg39jssR77rwsKCUfc1IZfx8fvK\nbbYeeioAACAASURBVIjl4EO6zHAgw5lXTWZ1PZB9pyw3Wx2Sz8hdZGQd0gNHXTfkQNBGmmXbsg0G\nbXbd1k704I/3bYMifc02SNHl0ylcr7KGWI9OvJU01zp/zchNJ+RHd7y6EWuCKsmnTp9hpJHfsmUL\npqamzBaIjHtxcdGcIEoCT9eWrVu3Ynp6GpOTk8YY5/N5syi0Wl1eWFoqldDX14eFhQXUajVs2rQJ\ntVrNKPDxeByJRAKbN282C0gJplcqlYzCz3zwoCUaI9kBUu2RnaucAmaZys5SLqSSh3hI4yWNrp8x\n1kZYf+8gUhNEoGzXgoyvLe1W4Mj62qPbZW0jcLoDlvVNPqftjE05528bOZX3/cB2IMNxxs9GWjTp\nYXhJNhmX3qnFj+Qzbr3ji84/07YNBoBGv2qSbj4rCXO5XF7hoiHJKu2PJLMMr9+Za3KkDWAepELP\nTQN42J0mepokMs+2/dk5k1osFlEul1EsFo2gI8sik8mYBaXZbBa1Ws2sh5KH77G8+A30DIj8HtJX\nPpFImL5C5p//cztKPQuq/+a76vrGf9Lf3zYwk2sCpPsMvwPjsfnN8zcHPfKEWfltbH/rdmjzwdd/\n6zZkuy/h158EtemwcL3KBsDR1rl3m7SEIWKSZPoROwmSZbldllxtL0fMeirx4MGDOO6447BlyxZk\ns1kUi0WjXpNU8wAkXisWi5idnQUAjI+Po1KpYGZmxri88LAkknH6qNdqNXieZwxaPp83Bp27G5CM\n79271yjqNOzcXpKHJdF9hmUntyZj2bGztikhRCwWM1tI6u3N5Hew+eUS0njLsral5aea2MJ0imaE\nX/62qTF+0CTKYWPA9i10/dO/NbTypwk1n7MRTZ2uH1FqNlD1Ixu0F37Q8fvFqwcftB+yjcu/ZXuV\n4aUtBQ4r0mz/ckAtCbQmdnJrXbkJgCTC8pvIAYmMT/cdckBEFAoFI87Q7tEGyrVHMl1eLxaLZpaV\n7i/A4dnParWKZDJpnimXy0bAKRQKyOVyRnSRefZzSdR1QH4bOfiQRJ79nxZi5EyrLCPbIE/+k9+U\n/8tvyXzp+iFh83/36xfku8h6IdGMG0hRSbsB2QYscmAhBz62wbdtsNoqXI/hsG5oRljCjEr1PWl8\npCGwxS0PpJB7uuoOVjZ6/r1v3z6j3nCLRvqm8yTRXC63YtU/iTz3UZ+ZmUEulzNbPqZSKdTrdQDA\nwMCAmVJlR0TDGI/HUSwWkc/nMTIyYuKln3o6ncbY2Jh5Rp6mqn30pL8mw0vDJhU4Wa5SIZHkQE5P\n6yOrbYRbKzYMa/vGfnVBE/UgQizvtTKwbBbWEfD1QbfFAb+4ggi77qj9Bo42tU/GF/TbNmiV9kmT\nJl7zez/Z7kjqAf/BsyY/mqzYZiMkMZTvrAUR+a46TUnGJFElMYvFYsbujoyMNBA47b89NzdnRBpJ\nTpm+do+RA4h4PI5SqdSQd5k3aTPL5eUFqVzXxG10ZRlKW9fb24tYLGZmRTngqNVqZqMAhj106BD6\n+/sBwGynK+OS7ywHItrG8xvadg7S6wBo4zOZjBmkMC1NgOl+Q1cgDe02Kd0pZboy77qeyG/E8paz\nM7LOSXclGU4PrmxCkYStf/Hrj2x9XKdwvYtD19Ft0uLXcerOThoA3RB1J8hwnD6VU8Vs0ABWNGyq\nVPv37zenf/b39zcQdi4qpbI9NjZmTik9dOgQ9u3bZ3ZzSSaTyOfzGBgYQDQaRb1ebzCkpVIJi4uL\n6O/vRyQSAQBD5qenp1EsFpFIJBCPx40vOnB4sSkA48teKCyfcjo0NITp6Wkz4NCKCN+XKg6wcsGR\n3lXARiC0QfQzbrbvq7+XTVWR4XR8ndZBG2myDTQ0gQmCI/Nrj9Ug8oTu3GUa2qVMq6Cy3krCo8PI\n63xGLu7T9/yUUtvgQv5vG0CwvktirF0Z/N5REn6pzGo/b0285N96L3NZ5vRTp0/2+Pi4iU/aJs4S\nctcWrjGqVComjLbxUt2XRJE7bc3Pz6NarRpSStcSznDyWSnAcEvfRCLR4IojfdiZFwoqfX19Deo2\nw9IVplqtmhlc+R24horfvlarmcEAVf5qdXlmtr+/f0X9tbmm0C1Kq8tyYCAHPra92HWdlSIZf8sT\nY/l/JpNBtXrYnUjWO9lXEbb6JMPLei7rp+QBtvZgu6cHrM0G+Z3A9R4WrKaBd+gu/Ei5bow6LEHf\nOk1UGQfBxszFODyhlAaKRpOEvVBYPgApnU6b60tLS6aB5/N5Y+T7+vrQ39+PhYUFFItFeJ5niPam\nTZuMMeKK/Xg8jnK5jMHBQbNAlcoL09QLXbnfO91gOAsg1XO9zSL/p5HWKpdeoCbJvc1waSVNfzNZ\n5tr4+pENWz3gff0dwxhSPzU0yBjbwvul59AZbAOm1S5nv8GkVtqCntN1Xl7zCyfVURsx8IMc7GvS\nzutSDdZ5tvldy7ovr0v10ub6I+2LHGxo0sZ88X9bm9O2XO4XLglfLBZrOAtjbm4OuVwOqVQKg4OD\nAIB8Po/5+XnMz88DOLwdL+0s3VXk5gHJZNKkU6lUMD09jf379wOAOZl6eHgYicTylo5U+ufn5429\nlW44UmBiedAOl0qlhncol8uYnp5GPB7HCSecYL5nPB5HLpczxJ7XuGEBbT1B98iBgQETrybb8vvI\nwU8+nzd9nnSL0e9jq1O2Nss6yF1oeI6HdpchZF4ZB/PI/MrtQm0DUlvdJXT/paGfl7C9s22Q2Qlc\nb+KwZug2ibERLT8Sp8mkJJia5Gslg6pCoVAwC5hSqZQhzVz8w3807HRxoaqSz+dRKBQQiUQQiURQ\nrS4fiDQwMGAUEBLrTZs2oVwuo6enByMjI+YwJKrrVOZPOukk07nmcjkzSBgeHja7v1BROu6444yh\nHRgYwOLioikjOZugjZzscHXnLHfL0bskyDikgZdkwK9OSGMuiTu/lZ7ilHHYCHcYSFVSK+atEPUg\nMuUIfHfRzKZ0s7x1WjY1z/bbNkDV8fkRf9lu+Ix2e9HpSEVa2j09kKbtYji5QFKmTQWUtlKTeBk3\nn5M2VNpg284xtCssB2mPddu2uXZImy7tEtOvVCoYGxszijLJ4dTUFAqF5XMvaNcpxtB1RR6GR9BG\ncwEoAONTzu8i/dEp7JRKJXP+RTKZRKVSQTqdxsjISIMvPwDMzMwAWFaoDxw4YMg+ZwSkmyHVetYT\numCyzObn5414Q3GH31oO7JjffD4PAA2bDsRiMUPUZV1kXZJCj7Sj0uUFQMOe7tp9krPWul5rNx3d\nXmx9PuuAHNDZtmhknvW6Dj241ZAiFeOR76/bfDfskOs5LHAd6pEJTbL0iNpPIZV+bMDhTlASeWms\npS+2XtjEKU/+5uEXqVQKc3NziMWW90bnqaXcIWBxcRHz8/OIx+PwPA+zs7NIJBKIRqNYWloCAJxw\nwgnGmGUyGdTrdUPKM5mMIfLA4dPpcrmcUdrZmdCthn9LxYsHL2n1Qg9qdPnKDtLm+6dJrK1D5t+2\nDjtoEKa/exBxshlgbaSDnpcIUlOcDVkddFquYb5PmDB+QoGtLreaN0l2dBuSSqu2b9oNhfe0S4qt\nbdn8nKVLoMyHzoNNRdR5l/ZE7iQi3VXkQnUKJKlUypBGrdxqmy63eJQ72XBGkflg+N7eXgAwi/3l\nwH9wcNCkK0WI6elp5HI5Y3fprrK4uIje3l4cOnQItVoNJ510EgDg4MGDRsABYEgzf+/fv9/EV61W\nzaCBM6X79u3DzMwM4vE4xsbG0NfXZ/LEwQLLK5fLmT6I9p1psvwXFhZWKOasV/z+/ObciYfXuT2m\nrU7o7y7VcVmf5DX+5jU9cyvrtt8313mR9U4+o33rbW1c9yWttF09qAz6u124HsVhzWCrsLrRhCU7\ntnBBKq3cq1YSPT6np4i1a8jg4OAKHzguDAJgFO1UKmVOKqUP+czMDCYnJ1EsFo0iPz09jUql0uCj\nvrS0hEqlgk2bNqFarcLzPLNtIwAztUmV/oQTTkClUkE2m0W9XkcsFjOEncacio90zZE+jNLwSTVI\nGjVp3PVgRxo02QlrUqx3nZHfRhpvfheZB/0tbeS7GfwMrx7A2epdkMKi4+/EKDui3zraId2anOqw\nzWxLUH3wIxVBedekhtAEWtZTSTq1widhI0B8jjZO2kZuwcp4ZTvX5JvKqAxLkifVdknKpA3VNkGq\n+9Vq1ex+wrzJw4sYZ61Ww549ewxB1e1Y5kMuwKXN7e/vN64u8XjckHKtzALLxJuzlxQ/qDZTvaZb\nyp49e8zWuRR62D/wlGsuOqXbC9c4cRZ0fn7eKPEk94cOHTI7xXAHmbm5OTMTwHcAYNxWSPAp/uTz\neUSjUUPouZ6JAyMOUrhBAv3wZZ2k2wrjHRoawuTkJLLZrCH10t1KDgYkeed3kW2Kz8k2xX8ynOyf\nGE7O3MRisYb95eWe8zJeP1It4/ULZ+sLg+xCJ3C9gsOaodtkpBnRDxphx2Ixo75wCkwaCDllKw0I\njRiwbOgTiUQDCd+7dy9mZ2fNglPpLsO8ZDIZFItF1Ot1LC0tIRqNoqenB/39/VhaWjKn3XHB6eDg\nICKRCH7zm9+gv7/fEPlEIoF6vW46jUKhYNR2qvmcPgXQsFsNFxoBMMY7nU6jt7d3hfImy0x2/kE+\ntFIRkQbNRsT1d5Nhmhk5PwLtV9dsefYj6ba0teKj4Yj22qGdgb1tkKkR9hvKOPQAVA9KdfyyDkrb\nwzYmCYuNcNtm/+SgV7rCMAx38rANTKXPsiwDmR+Zb7/Bi9yyj2FknHpwLgkbf5MEjo+Po1pdXqjJ\n00NlWScSCUO2eToz05I7ksjvQBvOU0WpdNNmcrEmw0mhhMSVM5R0mZmamjL+7ZKAFwqFhs0FaG9J\n+IeHh82sJ8k7f/O8DpJynt0hBwtye16KMclk0ogyDMNBDd9H9gkjIyMNdW1qasqo9VK15zvNzs4i\nHo+b7Sv5HYDDW2ZyMETCrLfmlARbtwn5vfTOYJo8yzqk05DheU9upmCLw2bTpRsNoeuTHPRr2Abh\n7cL1LA7rBltnG1Zht4XzCyuNu00dkkaA22KRwLPTY6Ok6sBdWGgYuPiIRjOdTjeo2XIBEf3VDx06\nBGCZ9FN94QmlVJLq9Trq9bqZHh0fH0ckEkE2m8WBAwdQr9dxwgknmGlSqjRc6ArAqDWVSsUoNalU\nCr29vcZvvb+/v8GQSgWF5WdTKWTHxN/y2+ipUUmSbdPl/C7y27VCgNs1jEH1LUhRJzol6c2UXYfW\nIeuhthPaf9VPXbNdC5omlwqyzoMNtsGuXtshod0PtJqn1XDZBqUrStD76hlErUZLcpTNZrGwsIAt\nW7aYWT/pD10oFIyroCZ48rtIu8Hf0pcdgDlRVBK7RCKB7du3I5vNGkKcTqdN/JJkAzDb5koSTl9w\nfQhSsVg0C1KlHSdxPnDgQEOc8qRoxjk7O2v6Ag4K2D+k02mj6tOPXZNwDkRqtZo5aI/xUTTigIAk\nnuHpniPrHuMjEdfflK40nBXWbYdxksBLW75lyxbTd2hfeEmmdV2Voo4m1npALGdfZTuTbUHWa86O\nUP3X9V67ctmEIz0ols8zjPzNMN0k6oAj6w5riCD1stV7vC47u2bEHmjs1OQWWoSc8pN+j1L54TQa\nF53SwJZKJYyNjZm/qcBQieAOAX19fSgWi1haWjJTvYuLi8YNhvmgyr64uIjNmzfjlFNOwfj4uBks\nxGIxDA4OGsNOf3l2JtLoskPg9fHx8Yb34kyDPpZavjfLhYMOWZ6yrKTRsk178p4ML7+j3B6yXeLa\nTn3SYf1mDBw2BmyktZ2BXSvx+IkDOryNROuO209E0LNP2oVFpmcbiACNbYf3bISD6fEZEl6SMalA\n+rkQclcpaSsZnjN4FC7ku9O26O1f6b9OkhWLLW+xSxJLMhqPxzEyMoJyudxAcEkWbeHp8kGFXIoa\n0q2FKrZU3+XmAYVCwfi5Uw2Xa5Vo/+neMjExYQYvcucu9hEUU5hXCiqlUslsUjA8PGzi5ACBrjDA\nstK/sLCAZDKJ3t5eFItF812l2p5MJjE6OopsNot9+/aZeHiP37NarZpD//ht+W20+yGFGqYnvzHT\nyuVy6O3tNYtLNdGW6nYqlTInfU9MTDTEJ92gbK6ttgGrHATIgZ7fc+yT5MJqrcbLNmWDDBvWXTMI\nrudx6DrCdpxB9/06v6CO1S+MVHB1Y5SdDDsOSUoZltez2Symp6cBwBg5GkYa2YmJiQZjT9VkcHAQ\nhULBnFTa29trXF3kDjGbNm0yhx6Vy2Wk02lEIhHTuUUiEQwNDWHr1q3Ytm2bUYoqlQqGh4cbTjGl\nElSr1XDCCSeYjqlQKGBxcdHskMBBiCTUNGCys6YCI91gZNlKlcSmoNi+EztXdga2b2SrF62o0c0G\nfLa4W1H1O1XDmym7DnaEVa6CBvPN4reJAbb6IeuSzc/clm9bPFKd1HFqVxD5vJzdIjnQ6qckEMyj\nJPZciMk8S5IhyQ0JtlzXI/8R8Xi84bAl2mKZf0m2OGMn80s70tfXZ9LjIIBxUUlmnuVvuSsWsKwu\n00UQWCbK3MqwWCzi4MGD5pRRDl4k0ae9pV0HYFRuhpWDAW4byfVMfAeSfRm2VCpheHjYEH5+b4bj\n4IEuM3xf5peLSeVWiHIgkUwmsXnzZpTLy5saMK/RaBSDg4MNBJjlSKLb19dnBg7AYdclfkdN4lkP\nM5mMyZsMy/URdCfS7qa2QaieJZLuWYxb3mefItVvuahWKvXs02QfaOuzbANk233ZJ4aZnW0G1ys4\nrCs6UUCDCLwtrG0KWTYqdiqy8bHTZMd28OBB40qydetWpFIpZDIZ469IZRuA6RB4Kh1weMp069at\nxqeS04pUx0ulEubm5hCPxzEwMIChoSEkk0mzeDSVWj7llHlLp9NGSeKiJp0+txjjNmEk6lRybAtw\nqUKw7KTaAjTuFkG3HUkGZBnL76TVdHlNfkPtJ7taJNZWj/TgTob1I2Bh4nXoLmRdkb/DDH5s18MK\nDFqJs+Wp2bNalbORXRmfTTnXhJph2Z71YNuWX61kk+DbiIhuFzIPVNK5raxUSknkKAgwzzrvjEsK\nJPz/wIEDxjWlr68P8/PzJs/FYhGLi4tGdCDBLJcP70U+OzuLbdu2GWVb28ZqtWrsN1V0kmRuGjAx\nMWG2YOR2kLOzsyYebq04NjbWsL+53JWLCzcBmH6D+ZHuOdJlMR6PY//+/Q39DF2OaP9LpRLGx8eN\nGjwxMWH2gadoI+vZyMgI+vv7MTc3Z/Zp53emiyYXrfb19TXs2MNwtjosB3SxWAz79u1rcGuSz8rn\n+C0JkniZZ1kfdB+i86LdcaQIZxPq5IJiWRa6nfM95IJlCb8BeKdwvYhDV9GMoHSTwPiprDqMnv61\nKbfyOTZamwIMwExH8nmuxB8cHDQr8IHDWznOzs4COKy+sHMYHBw0ri7cVYZbgHH/9YGBAZP/qakp\nMyVZKBSMr/rMzAyq1eU92+XuL3JBKbC8eIg7APT29hrXnGKxuMLIAY2LzqS7jOyE2UnLb2CbNrT5\n38rv47eAR5IC2/eT4ZqRek2C/FR122+HjY92BnV+399GkCVsZFbGE6Soy/C2tiIJgiTdQKN/rCQy\nMzMz2Lx5s9mJQxJf6UeuFW3GJe/ZykUOEqTbnCzvWCxmiPHCwgLS6bRxp5HxTk5ONpAu4LCCvWXL\nlhXlTiWWggQA4/5Hws7Flb29vQ3+6gAa3BIlWebCTyrY3D6RNpMzlXxeurRIn3Kea0H7TvItt2vU\nM63pdLphjRFJOheUErlczpy6Kt13+BzjZz9ANxv6pfM9+vv7zdaSv/3tb817pNNpM6tw6NAhs0uY\n7EdI/mOxWMPe6xSbYrGYGUTJPoB1ZXR01NRJ9jXc697mtqJFGzkzrsk570tVXrcv3f5s0DxBK+N8\n1tZObenwnvbt7wSuR3LoCKuhHgYRL1snalthLhuLbYGVbGRSHWZ8VELolkFFgVOIMh4a5VgsZgw4\nOxYebgEA9XrdqCLFYtH4XM7NzSEajSISieD//u//0NPTg0QigYWFBbO1Y61WQ71eh+d5xtedHWa9\nXjfuMTTg7IjYObCD4vRwtVo1xzhz6pudKqcnZXloFYLXgcajpW3ERasoDKe/r59qLb+lbYpSI4iA\n29L1I2R+cYap66vRLhxWwvaNW/mW/K2/b7Pvp4mDjMfvWd2OeE1CKoAkREDjzhiFQsEo1FLpXFhY\nWKGikxTLsJwBk4vEY7FYw1ocmX+pUDItvfBeK48MK91xSLprtVrDe87OzhryPDU11UC4pd+4XIQJ\nwNgx+jbH4/GGU0kJuivWajWjgnNWMZ1OGxcXzoCSwNPPnfmn+4rcEpflkkwmsWvXLqRSKYyNjWFm\nZsbEzXilIk71nn/L95IH2Um/+lKp1HAiNsk480Bfdv7NBan8HkNDQ1hcXMTMzMyKhbUcdMiyB2C+\nFfsLupRwMSoHQBxsUQyStl/uzMMFu7q/1n7dUjDyI70yjOzby+XDe/TLfHB2h21ErxXhNyZ0+5U7\n3EghSw/YJfTAoxO4nsShKVohHs3CtEtemlV63cnqjlF3KLZ3kgryyMhIA1GXU7OZTMZME9JtpVKp\noLe31xh4ud+6DLNp0yZMTk5i3759iEQiGB0dRTweRzabRalUMunxiOpEImFcYAYGBhCJRNDf34/t\n27c3KN3skACs8IWkwp5Op42xBGAOYTrhhBOMMWXHLlUGOaUtCTM7CamcsGw16fAj5hKy89eLzoJI\nmP6WeoDGfMsw+v9mcYYhb0HPO6wO9KDLBvktdF1k3bAN9v3isqlqtkWgNrFBK3V6AAocdnGR7U/H\nK9tluVw2R9NLAiOJvWwDsiwYVsbN6X1JXObn540/NdtUKpUybhaMjwSJ705yJ8mfPONhYWHBKMY2\n9ZuKOYnryMgIDh06ZHbH4qwciSf9w+XuL9x5hSRVq8b8vX//fszMzJjFnnyWYZLJpNmal6o0BRmu\nD0qlUsjlcuZ01G3btqFQWD75msRb5gE4rIwDy7a7VqthYmICyWQSs7OzeOqpp5BOp416zx1hJKSq\nLxeujo2NAVieVT1w4ADi8bhxj2FfxbJmnHRnApYHOgsLCyvWBHA2Qm5R3Nvb2+CikslkzKYF9H/X\nvuaS8Mq6K3ePkXVeDgRt4o5055JtRvdpEnpgINutbk/lctnsasR45O5NNqGpW32A60kcmiKIeNiu\ntUJUbA3O73m/69o/Wiu6NoIv4+DzNATsZEic2XkBh6fc5NSgNLzy4Atup8hpzMnJSeRyOWQyGbNf\nLacJs9ks8vk8+vv7Ua/XkcvlzELT/v5+s49wX18f4vE4IpEIYrEYnvGMZ5j49e4G9LlkhzcxMdHg\nmx6NRtHb22u2V6OqQl9B7vBi8wVkByyNp9w5xmYAZTx+ijrQeHiJ/mY2ZSWsMbQtIGL6fnUj6FoQ\ngsI7Ir++sKnnrOcyDBBuYbstXk3cdfy8p+2enpmSi0Dl9q8a9NXWCuXCwgIANOx8RdVRrtGReZdk\nnPmifZPvQZKtt8TjMxz8y79J+klsSBL7+/vNMfck9LSh0i2kWq02qN5U5Gnn5EnT0v2FrosklnI7\n23g8jvHxcaO4U4Vn2vQJp884F11SkS6VSshkMsaFp1QqYfPmzebwo1KphEgkYraVpMoud2cBYMQd\n/t6/f78hgnyXXC5ndkfh6dgTExMYHh42MxSMn+Sb/vp6ECNJP095LRaL5nn69nN2g4Sa65145gcA\njI+PN9SvarWKxcVFlEqlBpsrlXLg8EnbPAPArw2y3uuBNeusXFfGeGXb0wNV7cql25QeDMh2oZV5\nPbCQkAOSTrGhe4ulpSXs3r0bu3btwq5du3DVVVcFhr/77rvxjW98AwCwadMmfPCDH8Qpp5yyFlk9\n4tBNtXyt0YxcaR83v2dkgySkMiSfJdFjI922bZu5J1e5swNi50riTBUml8shkUiY/Wqnp6fNotV6\nvY6enh4Ay37xQ0ND2LRpk9kqbHh4GKOjo+ZApXq93qBCUcGnssL9eOPxOI477jiMjo6a8uHCK05v\ncrsuPQUuXV5IFuSshTSKctCk/d4ZhwyrFW9prBm/VkhkHdDERv6tp0xtC3xsgzhbfLbfzbBaSntQ\nno81yDoWhGbqeyuLv2yk2y8Om3jA6zI+m/ggF5ACjaqdJDwkObptMx76jdNtgfudS/uoyYbME+Pj\nzlVUXGOxGObm5jAwMNCgpMsBCFVOEsNEItGwiJK+5iTrcgvcWq3WsC0tiTHtWa1WMzOIO3bsMH/L\nXVQkUef7yLU8dK+hOw2JK58naad/uPQfpw86F6JSYKG6zpkC5oELQWmbpXvMtm3bTDoMl8vljCsN\nyfn+/ftRr9cNsSSplm5CTBNAg0smAON/L09ApaskBx8sb6ro1eryQlSKSVTIuYsY6ya/J+sM80YV\n2jYolXWFMyUMI2dkdF2U+6ZLyD5akndb3y/7eE2oZfuS24vyPfUiWyny6f5Mc4lOsLFYmMJ9992H\nPXv2YMuWLbj77rsDyfqPfvQj/OAHP8Att9yCWCyGqakpfPjDH8Ytt9yy4qM6tIZuqoq2sLaGQ2j1\nS17zi0uPYm0qrq0h67zIqTO5TZXcooqdp/Zdk7sKUIEC0LDAplAoIJ/PY3Z2FuVyGZs2bVrh0+l5\nHgqFAnp6ejA8PGy2eezr60M+n8eTTz6JeDyOzZs3m10DAJhp4cnJyRU+q/II7UqlYrZEA2A6dHkk\ns+1b6P3YpVohDawsV7nSXoeRZEcqerbvGER+9PeW8FPU/QYEq4WNNvg9VhFWqPAbGPq1DXnNz26R\nDEiboSHtEHB4sGtzuZG+uDaVnPaKJ1nKtkrImTS2V/oiy12uGKZWq63wD69Wqw39rVzgzvYvF17S\nj5z2CoCxYQxDm8j4BgYGUK1WjTI+OTnZQDT1YXBydpH/qHrLbQ1pq5kHDjIk+ZX7ldONhuuJJsaW\ngwAAIABJREFUyuUytm3b1uDSw11YmK4sT9p/ubMLd5hhHuQAgGo5yfzw8LAh8jKPVOZlXvkeXEPF\nGV9Z1sDhw/0kYY3FYmYQwIEID57ifbltaCwWM+8uB5g2dZl1jr7ush5JwsuBn/YrZ31kfWV+eF0P\nKOTglCRctyn9PPMi3V0YF+FH0sMKCmGwoXuNV7ziFebvf/7nfw4M+5WvfAV/9Vd/ZQp6y5YteNOb\n3oQ777wTl1122armcyMhrILXTcKg0/TLQzvqou2ZZqRdNgytbul4bXnXq8u1gpzP5xsOrqCaLhf4\njI2NNSxaonoxOTmJbDZr3FnGx8dRqVQQiUSMIhGLxTA/P286JC4olYdccK91PeqnoZZ+l1TQDxw4\nYDoOYNmwb926dQVpkNPpegGZNkq22QeWl16ZzzikOq+/lfQ119OQMo5mamkYtPpcJ+p4UNs4kme5\n1hO67gDh1xhItNuhaqXQlj9b27HVf51fvebDz62M2+lxL2vpnqfX7YyMjJh0eNgNB+rVahXz8/PG\nD5zgDKDcYjCTyTS4+zHf+XzeEGte5yFuvEf7Q3It3TCk0CBdQqhek0BPT0+bv+n6wTilEk5/cwDG\nHYVkeHBwEJVKBXv37m3YQQU4vHsL80c1nySbCjVBolwul7F3716MjY1hbGwM+/fvN+6OUrnmwIRq\ndbVaNW4yHLgwTL1ex+zsrPGLj8fj2LVrl+l/uL0jVXX5LMUbORsg3Yr4Ww4+6O4iF/0yPobjrjiS\n0HPf+2q1anY0SyQSyGazxm2GIo/0/ZYn4Nr8zFm35OJQxiPbnW7nMm9sE7INAo3bn+o2KBV+m52R\nbVA+Lwl+UP7awVFj+aemprB169aGa6eddhq+9KUvWcN3sxCPRHTr/f3IcKvwe16PUPWoVSvxtvzZ\n0pF+0XJ/YY7Otf+dfIZ70soGKadVubJfGsZoNGp2bqGhAWCmGwcHBzEyMoJcLod8Po9SqYSenh70\n9fWhr6+v4VAkEmwAOPHEE42bzOTkJCYmJhoUGSoxsVjMdDrydDtZrpzu1ouApJGUnb/eb51hNdnW\npCXoe/vNdshvGVR3WyHDWjnRv8PE7bCx0eyb2QaEhE2h4zNacfer27Z45XqPoPU28jpwuD1KgsDr\nkoRwa0S6xjBemRaJM11AuEi1UChgz549ZicsuWc52zRV1mc84xmIxZZP++QBOyTw9Gnm+3NbQZJn\nrpeRixZJAHlaKcmhdPuQ6jcJsL5PIgugYa9zuiEyfblTCgm13BYxlUph7969ZlEm49u7dy+A/8/e\n18VGtmVnfVU+9eP6c3XZVe12u53um4suXCS40cxDwgO8DQpESl7QJBIjJeEhLyOQIiQEQooEggwi\nIg8wQdHw8wDiJSgapEgoL3khiAcyiEhhkoGbuX192+7yv+vXVa5TZR5K3/J3lvcp2233zP3xlq6u\nu+qcfU6ds/da3/r2t9YGtra27JrNZtP69isBWkKS75JsvIJI6vR3d3eRzWbx4sULCz6UnWcdd4L7\nZrOZ0KPz92k5SJVj0gdw5URXAOjHWG6YGntdDWDftP/j8dh+owZvCtQ12CPY9vt4sGkQy7GhRJCO\nez2X80nnka4qsz+fVxUigELAPW3Op+VOeZtx1/a58Tqhh1Gr1axqxxelvU3GfNE1bwLE3oT1Ct2L\nB1j83n/mr+mNAP/zy3V+gnr9NfsgkNe6vHQwXGJlclK/3zfjHEXzTPmDgwMcHh5iMBigVCqh0WiY\nHn0ymSCXy1mpxrW1NWxtbWF7extxfLnUrBIbv4kHmSpNvOJnZLw6nQ7K5fIVlkGTdfS56zNV8B5K\n0NFn7ytMhMCIgnx/zCLwnHZMGrh/U9B91/PTznkIDO7eQoEYcDMn6RPHQv2ltZDN4edpzPkiO+XP\n99cIneu/B+YASsmEKIoSifIKbLgNPAEbpRpkQaMoMta0WCyi0WjYv09OTszuVatVVCoVk1rE8Xw1\nT6UZuuLHmt2aAAngSrUUXZ3UxMf19fVEQiUb84lUUkgmnkEDq61wBZQ2mmw0j6eNJ1ilbrxWq5n8\nhk3zhKihX1lZMbacwHd/fx+j0ch2m97b28NoNDLQzXfECjaq0+cz5HMiEP/oo48Sshw2Amtl05kj\noJIgrRuvpSZ5Pc154HtRYkeTWukvORa17KWWVNTAhcEBqw3x/WmgGvLd/C5tHmk/6n+UkGMfCr45\nV3z+iJ+DIZ/I366f3Ycd/9x4gouLi+Dns9ks+Pln1UHe1z3e9vxF7OTbbqHoVieLj8r1+zRwpFVR\n1HiosWQ0zhZaDqMOUJcI/Q54NNgAsLGxgeFwiP39fUsQpdE4PDzEeDxGJpNBuVy2e5lMJsaw09jU\najVks9mEYSVQ53W99lO3Eufv528hA6K/TQ0ZnweDFz4rfTZphkufs/bjmRLfD+/hOmDi362CFL2P\nULsO5KUFfrdpbwIAQ7/7Nn18kVvo/fjgEVhMMoTGRYj9TpPOLArKQmBbtbY+D8QHzUogEIQDl/P0\n+fPnBj6VWNAVM70mWVICykajYecDsF1JCd4I0ijbYxsOh3aNTqeDdrttAK5SqaDVahkzT9s0Go0M\ncGupWdWSKxHC/7jfhd4nG+0w/2b1LRIY7IubG3U6HXz88cdmF7UE7mw2QxRF+OSTT1AszveyqFTm\nGyjt7u6iWJzvFEqATGJEr6O6d2rC+a7z+TweP36MbDZrMqRSqZRIDuWzpwQIuNxwb3l5GQcHB3j5\n8iVqtVoi4OG1NTmXv4vJsmTuj4+PrQgCwT2JIK2aQwkQE4bjeL7R0XQ6RblcTowxTRL1DLfOpUKh\ngDieb2LlJaihwgYcNzo32B9zqXTO+NXjNCbc35df9dJcDiCZ9O2D8bT+79I+N5afVTR84xbtvv3m\nb/7mlc8++OADfOlLX7rX+/ost7sMtkUDNq3fEDt+3fn+nFBpJ/4/jXnl3wr+NQjguV5HXalUMB6P\n0Wg0EjV2tfyW7lo3HA4xHA4xGo2QzWbRbDaRz+dtF1FKX1gLvVAo2OZH+XzeDHWtVkMURZjNZgkj\nSuOtjoFLnsDcYfNYD2jU0MZxnJAGAUmWwz9Xfu+fsUpiWIGC/actbYbeddpYSANXaUGDHhsCxDdt\naePoPo0zf/cf/MEf4Dvf+Y6RDmn27IvSaLf1eXzpS1/Cl7/85SvHLnovfvyH3mkaa77oPP3cg2/2\nyznhq13osZrYrnZJA2fgEnjrip1PHlX7RcBENp1lWg8PD63MHtlZ7sOgTPt4PE78bkr+CPpKpZLZ\nIIJvbkT04sWLhDacTbXRtJWqX1fygcCXQFJlGbwmCQzKAcmYb21t2XFaG/34+BjD4dCS/jWRkqCz\n3W5jOByi1WoZeOUqA489ODhAr9ezze/421k2t91um2SGQUS/38fW1paBQPqGJ0+eYHt720B5t9u1\nwgIE1Kx4w++iKEqsoHKVZGtrC8Bl8QBq9M/OzrC9vW0BFX+Xrl6wD2AuuWy1Wolgkfd2dnaGwWCA\nKIqspCTlomkMto5h/UwTOT1A5xxS36J9+TlJQK1FFXiMzjMlk3hPnKPeR10H8v/X//pf+MM//MN7\n9wufG7AeeiCnp6dYXV0NHv9Lv/RLb/uW3kr7YTFrP4zrpjnUNGZMP1sEqNRweNBGEBla9mIilhoG\nJsaozIOaRmo7ySzt7OzYZkj1eh2lUgkvX75Er9dDJpPBYDBAoVCwHUep+5zNZojjOMFG8TN+rkw6\nl7MBXGFm9N51SdAnppGV8yzeIsZBn5e+OwJ9GkDmBniA7xP9vJEOAftQwLUo0Au1UILhfQPvNz3+\ny1/+chCIfutb37rzfX0WG+32dWSA//6m4Ns3b2tCwFqvERp/3m7xXI7/er2emIs8Vr9nAK2rgJ51\nZ3WR0Whkfeqxem2CPX7P4znvnzx5gn6/j/F4bLYlji9zc9iUrSVYBi4lIcDlhj26OyhXILXWuH7G\nvzX3RyvHaJlF6swJjP1eE41GA41GwySJmohJsL+xsZEoZbiysmIlIafTKd59911LyOR1yfiTqWah\ngCiKElp1yk34bslOc4WVteb5jMmsq15/NBoltOWUH43HY3vfz549S9SSB+b5C+1224ih6XRq8hv6\nAgZESixp7Xr1LRxvOzs7WFpawubmpv0e+hotjQnA8hD4XPf39xPJxTpn/EpVaJWMvgNAogypBrU+\nIPZSVyWMvP/x89xjgdAKu/q9999/H++//759znfxb//tv73yW27TPjdgfX19HZ988gmePXtmn/3J\nn/wJXrx4ETz+TVm1h3az9qaMpQK90DsKLUXz89C/dTlYwbZG8mRP9Noe1PNY/c4zAPxcmW1dzq1U\nKrZbKBNG6TwuLi5sp1JWThiPxyaBYXnHSqWCbDZrO5kWi0VzQrwG2R72T+aJmknWVKfBIpOkho7P\nQ5+df08E4evr61cSbvW58dkpsGdwEDJ8/l3797FobIXAU6hdNz5vw4q8bTvytpZVP8vtujGwaKmb\nzbNz/ngGqjfxFV5S5+/HA3l1+rqqx2MODw+tYobaGj2OJAF130tLSyY1Aea2oN1uYzwem40YjUbG\njgOXeTfFYtEYaZ5bLBbR6/Vs7lOLrpVRtNY4GWPVUpMoIPtMAMdqI9S/ewBNnTavy91TeRz16lpd\nhUBf642rTVE9N38TATgZf61FTtvMYGI6naLT6dgeF6PRCK9fv7Z3SJkhNe0EpPx9z549M2afkpxa\nrWbA+PXr1ygWi3jx4kUiwGG+k8qOarWajblSqYRyuWykEG3+2dkZTk5OcHR0ZGy3gnYGbAyO+CwU\nbFcqFayurmI8Hlvtd/ZBWU6r1cK7776bqKxD206/oIER36snw4DkTqOcT0oKAUhswqWMuPpg9q0r\nuDxGySV/rN6X2gO1Kapj9zlYOkf9/L5r+9xY/6997Wv49V//dXzjG99APp/H3t4efuu3fgu/8Ru/\n8cO+tR+Ys027zl2vf9/3nwasQyx52t/XgXRtumTnl5l10num2LO2en1/rkb1NHhkkQBge3sbKysr\nePr0Kf70T/8Up6enphPNZDKIoggrKyvo9XoG5rkRycXFBQaDAeI4Nq366ekp3nvvPXNgAMxhtdtt\nY7bIxNBQrq+vJwyYMg4aLNGx+62V/UqDzxfw7wfAlZrtCjY8INfvQwZzEfhOe2fXjbM03bFv182D\nB1D96Wlp9gK4BM8hW7Gon9Ac0DFKoKHzKDQWQvZLwYAPdtVmaQDh749l5j766CMDyMClxlx/89LS\nksnqKG0ALkE6y7yyrjklF8yPISgn+9tsNlEsFq2sLXBZCYUAWksYkkkGLgkVzbFRGQmlLFp6kccT\nXGvejlbDIoNM0K3VY8iIA3NQvLW1hWaziYODA7TbbStOUSgU7DgWAKBM5PDw0P5NVp2r+cxX+u53\nv4vT01Osra0hl8sZAK9UKvhzf+7PGVNOmc/x8TGOjo7Q7XbtM44H6sr5fOJ4vmeHEjF8N3xuZPpV\nGsPghCsPfOZsZMlXVlYwHA4T9eEBoFqtYjweW75DsVi0vCoFqfQzjx8/tmBndXU1QY7pHODf6rN5\nP5wDOs/8nFI/4IsaLGohgkn75j2FMEnIjnhm/wsF1r0m/X/8j/+B733ve/j5n/95AMCP//iPo9vt\n4utf/zoymQyWlpbwK7/yK3j06FGwvweHerf2toDJdctgCorTwLz+W7Vn2r86VwLTEHjUiNvfjybN\njEYjqz8MILEsuLS0ZNn/Z2dnGA6HxqYcHx+jWq0aG6FbUReLRWQyGTPOm5ub9ruy2axpDnu9Hn7k\nR34ksTRMFowOQ0tqeUO2vr5uDpNG9OjoKFFz2YMKfY4hkO7ZxEXjJARcfH/+HYRAlH7n78Nf67q2\niB29j/ZpYu4/by1tHLIp8+zbIsLDr9rwuOvepZeN+fP4nYJ8n4ytq4I6F1RaVqlUrMoUN63hudx8\nhq1QKFhCI22cL5NISQQry6g+neCVzDhXA8jwsx+CRJZopMyEVVj4HpR5bTab6Pf7VhudEhYeSwCr\n32v1EmryO50Onj59alJEBgu+Mg0ZcN1xtNls4pNPPkEul0Oz2bTjdLWy1Wol3l0URSYxYT/b29um\nVY+iKBGQnJ6emkQGAJ48eYLBYICTkxMAcxvPgAS4LDfZ78/r6tdqNVsx0drqLGhwfn6OjY2NRKED\nHqd17rnqwYCM700LJdAn6WqK1mDn73369GlCRqkrTrx3zXtQ+85zQqy1zr8QCaNzU/12GnGpx0VR\nlMAAmi/COabv2M9JxRY++LjP9pnxAv/lv/yXxL9/4id+Aj/xEz+R+OwrX/kKvvKVr/wgbyvRbsIQ\n33ffoev4Y+96/evOvy3juOj53Abk8VwF72lMlk44z1jpMaFzAViZrtXV1StMM42KOjNuI83Eo7W1\nNTP2rLebz+exsbGBTz75JFGpgEau1+thMplgaWkJT548we7urp3DewIuHaZWT+Dya71eNzCuNeTJ\nqKcFPaurq1equHiNn2rO9Z2pAeNx+n59AKBsYZoeMG0c+OBjEfMRYlhD7/pN203PX+R4HtqbtdBz\nTAuwQnYoJJvRceVtg/YRAt1p96TH6RxRG6X3RD2yv3Zo/hLsUKYAzDdw063c9V4ofzg8PEyUglX9\nOkF0p9NBs9nEo0ePsLu7mygTqNIWTfzkPZDFV704GeR+v2/gnNKNnZ0dA40EmATbZItZnlZ/C5NG\nCe4Hg0HiXIJL7upMEPr06VNMp1Ps7OxYf1qnXVcmCdAGgwHy+TxWV1fR7/eNHKFchXacdr3Valnd\n+/39fWSzWcRxjI8++sjs6/b2NiqVCh4/fpwof0mGe29vD4PBAKPRyHITisUiZrMZTk9PLfmVAcVo\nNDJGe2dnB+122xJJCdYZSMVxbIGUVq/h+9UKO7oBk0qiCoWCjcmjoyM8fvzYAkXqzPlcd3d3jaDS\nAFXzmYAkeeeJtkV2NATCOWeUpffn+cpCOle9bVBwz8+0Xx+A37U9eIiHtrCFmGb+7b/Xz+96zev6\nUmB4k4mg96v9+uU0D+TVibNmb6hCShzHtglICKjm83mcnJxYNY9+v4/hcIhsNmtlR+M4vqK/nEwm\nyGQymE6nVo+dMhiWQyObQ+PJ5WBq0/1v5X9qaBQw6zPiEqfvRxkQnq/netCtLEvau/BgQnX4NxkL\nIVDF+wsFCDdtbwNQ6/h9aG+vhQK9mxAe/vxFQUAoQNTENp+wrjbCBwweZPB6PiAGYCBIZWZxfFkT\nnPO21+vh0aNHBoR4XZZkJIFAm3N0dJQoyaibB5FhJ9NKVrXdbtt8JWhm3XBqtFkekOCZbDarnnBD\ntxBopKyDSZAnJycol8toNpvGIhMkn5+fY319PbE6QOaXMpLd3V3MZjNUq9VEBZJGo2GSj2fPnuH4\n+Nh2hy2Xy4l3cnZ2lrBpfJZ6H8yHKhaLJk/hc67VahbEAPPAKmSnyEpT386AhNXAKD/xFV10NUGJ\nHK3XvrS0hOFwiIODA9Ojk02nVEZLazLo43W08d4rlQr29vauVCbSspJa6pLnKNhVqabOG51f+pxC\nK73snz6bfen79itZiieKxaIRXOqDQqQez+N98f8M0O6jPYD1e2xvkx27Td/3eR8hduq2zH0as8Tv\nfDBwW2C1iHnV8/0SVVqEro6S0f7m5iYODw+vAHhOZgC2vKcGud1u4+TkBHEcG5vChCE6y0wmk7gH\nLn9Sa8oNk4C5LpXlHOv1OprN5pWkKTXI0+nUNl6iZp0sOzPpQ1UtlOXWpFO/BO8ZcT9ermOQ9XmG\n2MvrVk3Y73W6RH1nocTCm7SbMKY37SeN9WX/oUDmoaW30PO5zUpHGqhXEJHGoKf14QOyNILBA3wF\nC5Q8qCSAgEMZSB2bZLXX1tZQr9exv79vchH2C1xuGkTGmonmOpcI0BqNhmm5m82mAT0mJvqNdFiv\nXcsxsm+y9sClFEVZ+OXlZZOgUP6iJQlp2wjGqcMul8vIZrO2A+rS0hJ6vR5KpRLW19dtQ6SlpfmG\nTiyxyGCF+T0E1QwUcrmc7dLJd0MbDszZdOrVyaxXKhWUSiV0u10LcPb29iyoOD4+RqvVQr1ex+Hh\noTHl5+fnVgKxVCphY2MjsbESq8dQVkTyRyvv8Nn6PTf4DrTqDleBKcnkniFcRWFSK/tiSU/9TsE8\nxyaDA+r+VRqlY9XnewFzW762tmalLbXsL5tP6FbfzT441gnUeU0ln3xyuUpbSUapr2D/muSq9vou\ndui69uABHtrCFmKW/PfXtduCGw+K/N+LPrvu2h6gK3jn/xU8poFR4JINoAadTbWQlUrFNKSNRgMf\nffQRRqORbSASRfO6tN1uF7lcDrlczvIzyOTTIdVqNXMM9XrdlpvJFukyo25iQj3qdDq130OnQSPn\nk3bSNP40xnEcm77dM4YK0EOsojdy+ux9MKWM4k3fse/LH3Nb4/k2mPVF13loP/h23TtWpk/ZPj1X\nwYf2G7IdvnF+MfeFwXHoWvx3CISEEvI0j6ZWq6FerxtQ546W3FyHEjqtCOIrrhDcUlJCrTJ3bX73\n3XctCOAKn5Z11LKyZNu1dCMwB8hk8LXqC48l605A3Wg07DPa1nw+j9lsZlIeSksIcIvFov2OwWCQ\nWAVgI/uvz53VuHg+AKsQw1wjltalne33+9jf3zcQvr29jWw2i83NTVsZ4fm0vZqQe3Z2htevX1vg\nNpvNLPDZ39/Hzs4OXrx4kZCn8H3yGXJXVV2JVVJHa9pPp1NLcCVQp5SIz5H5gLymrnysrKxgdXU1\nUd9cJZWqC2d5ULLQStpx3mkf6sM9UNf5pj7LJ2mHSB7P4ivjrvjBy0O18dr+OvfhOx7A+heg3WXA\nhNjEEDt62/49A7WITUxjonxbBNpU8uETQtjUMGhiqmeaeb+M/HWJkd/RyAOw5eB2u22VA8iksL/l\n5WUUCgWMRiNjcbLZLCaTCaIoMpa9VqtZxv3JyUmiJKNnQHRDpCiK0O12cXR0ZJ9poowaHn0XlNvo\nUjtBS+g5pgGLNAOnx+s4SANGvvl3nTY+QtpH3zyQukuAel0L3bd+98Ckh1toleU29id07HXnhWyI\nZ9N0jIeOSbNhBBnKAHKucW56MBJi/NROkSHm3CUz2e/3jellpRQysSo7oaabzCsTCgnmuDMpq5ps\nbW1ZojqAKyw8wTJ3RuUK34cffmhgEJjbo16vh3feeQfvv/++VdPa39+31cU//uM/Rq1Ws6owL1++\nxPn5OZ49e2bMOUvXUhvOv4fDoZUhJDA+PT21Ci+5XA7T6RTZbNZIET4jHs9zGAjwPQyHQwPy+Xwe\n2Ww2sQEeAGPfi8X5rqeNRgOtVsueNyVTw+HQSjMyMZjBB/fnKBaLBrp5/5T/aHUd+oRGo4F2u20S\nH5a+5DGsEAMgESQByao+AOx9nZyc2GoKmX2uojBx1bPmbPQfIckL50m9Xk/IUELEG58/V5r0mko8\neT/iiak0OSzHpc5RXk+P8zZEAX/o+zdpDx7hntubvpwfFHv3tu4h7dw37TMNCGq/IZZWv9Pr6xbB\nutzmJzb/JqhUcEmjooAhii53jVtZWTHnt7q6mqjRy93tmGx0fn6Ojz76CIPBALVaDdVqFXEcI5fL\nGYuRyWTMaVCzSEdCR6Esk4J0ALZDIeU7rANMuY5f4qfhJKunz4+/3xtPD0aUyfBLhqoz9EwH36++\nD9+/9pGmG9R+7mMc38ecYLuuj7Sg9aHdTws925u+bw/UtSkACL077ZNgW8e6Z+RDRIYCCu6mSUA3\nHA4TG/ZEUZSQiwCXQc7Z2RnG47GV3SPABuYgbXt7G51OB1tbWwmw3ul0Erta6oY/wOUmQVq2dmdn\nB0dHR8ZCM+kduKxvzvrcrHHOa2nFFuAymb7b7dqmOsvLy/ZsCewJ6hnQrK2t2epmFEUYDAaYzWYm\n6WPeUBzHVj6xVqslApkoioxk0UCIDDvtM4+jHeVKBvskqD8+Pjb7/f3vfx/dbtdAOO3b+fk5ZrOZ\nnbO7u2sgnfIbBkv0QXt7e+aDqLNngFGpVPDee+/ZJk9akIA7lmode/oS1XcTkC8vL1vpRl5DE1D5\nfjXAZZli/bdWKGJpYvqKtHkUkr8wmPHSFGXaOf49IaeBhM5j9sG++RwUgOsc1Xn6tsiWB4/wOW2L\nmPA3aYv6uM7RpbHmN2HrtT9/nevuY5Hj1XPUOHATEs8Kc/MQLdcURRHW19dxenqaqAVM40bWmyxH\nq9XC/v4+Dg8Psbu7i263azXUaSAvLi5sw6NsNmsMe6vVwvPnz3F8fIw4ntdbLxaLxoCQ+aA2kWXN\nxuOxOdJqtWpsBQDbXts/IwXcBO2qzdelPjV2PqlO37OX2YTeiwZcmsC6aOz5d7Wo6bhZdE7a59cB\n9zcF9g/A/OYtLYH4JiSB2gWOSeByhcmDbR2Lyv7p59fdh84Jz8Ip2PCA3ffpxyuB22g0SkgYPNtP\nEApcgiomSqpmWW0I5XWqDef5BHZMGF1aWsLOzg6azaax3VzlY7LiZDLB+fk5tre30Ww20el0rEqK\n7kWxtbVlVU+AS5aWsp1ut4tWq5Uon0jyYjKZYHl5GZPJxFYwoyiyYIOAXAEwWXXaUvY1HA4BXJbf\n7ff7yGazdt+sT1+r1QDAyBAmfY5GI7TbbfMnlPGoTRsOh4nKI9Sg851TgsLP9/f3TfrS7XYBAM+e\nPUO/38fe3p6x9kzupe+gj+D7WF9ft2dPmQ1/K1lyBd1KOLHaS6fTwenpKdbX1xMBKFdgOEaAuWad\nm/dxLijhpcBYgbgnieg/dE6olIZzTOeP6te1EpqfX54U8vNQ5xKbBu/a/JzVfu/aHrzEPbc3dbxv\n02HflOG7KdhJAziL+rzpYA05Qt93CEyFQKA6Xk5uz475/3sDwIlGx6RgXsGl7sJHxkK1n/l8Hvv7\n+zg9PUW328X5+XlCox7HsSUwxXGMTCaDTCaDYrFoFV+oVSdL5a+lSTy8Jzq86XRqAHzERoE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OMymYztbtrtdk3CRODOQIXSGMpyWP++VCrh9PQUGxsbttMr+6c0B5gHXAcHBxgMBpZjwFUVDfyo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\n1m6VZq+RT5Lnzy+6WQxSYDDa2tI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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Example__: Transforming to Galactic coordinates with Astropy" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from astropy.coordinates import ICRS\n", "import astropy.units as u\n", "\n", "eq = ICRS(stars['ra']*u.deg, stars['dec']*u.deg)\n", "l,b = eq.galactic.l, eq.galactic.b" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(l.degree, b.degree,\n", " marker='.',linestyle='none',alpha=0.05)\n", "xlim(95,117)\n", "ylim(-64,-59)\n", "xlabel('$l$ [deg]')\n", "ylabel('$b$ [deg]')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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WyWQSkUiElWaWZQEAZzm1Wo0FCuFwmMtekUiES1mtVguDwQC5XA6xWAyBQAAr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\niCnm3t6ejLS0Wq2MyEwmkxQL6mrIEuN4jNoYg8EAm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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

Spectroscopy

\n", "\n", "- Moderate resolution spectroscopy from 3800-9200$A$\n", " - ~2 million spectra\n", "- They provide an interface for downloading SDSS spectra:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "spectrum = datasets.fetch_sdss_spectrum(2872, 54533, 71)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "from scipy.ndimage import gaussian_filter\n", "\n", "figure(figsize=(12,6))\n", "plot(spectrum.wavelength(), gaussian_filter(spectrum.spectrum,2), \n", " drawstyle='steps', alpha=0.75, color='k')\n", "xlim(min(spectrum.wavelength()), max(spectrum.wavelength()))\n", "xlabel(r\"Wavelength [$\\AA$]\")\n", "ylabel(r\"Flux\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NyOzsbNTX1wsjzz/66CO8/fbb2LVrF0JCQobkVOM1ZcoUXHXVVZOO3VucPHlS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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

DR7 quasar catalog example

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "qso = datasets.fetch_dr7_quasar()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we plot the redshit" ] }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(8,5))\n", "n,bins,patches = hist(qso['redshift'], bins=100, \n", " alpha=0.75)\n", "xlabel('Redshift')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ACbDK3QRY1Q4AYIQOAIAJEOgAAJgAgQ4AgAkQ6AAAmACBDgCACbDKHT3O1XcFbN26tYt6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\ntLF0AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

SEGUE

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "segue = datasets.fetch_sdss_sspp()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "eq = ICRS(segue['ra']*u.deg, segue['dec']*u.deg)\n", "l,b = eq.galactic.l, eq.galactic.b" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, galactic longitude wraps at 360 -- here, we switch to (-180,180)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "l = l.wrap_at(180*u.deg)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "figure(figsize=(12,8))\n", "subplot(projection='hammer')\n", "plot(l.radian, b.radian,\n", " marker='.',linestyle='none',alpha=0.05)\n", "xlabel('$l$ [deg]')\n", "ylabel('$b$ [deg]')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "/Users/adrian/projects/matplotlib/build/lib.macosx-10.9-intel-2.7/matplotlib/cbook.py:1730: DeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " result = np.zeros(new_shape, a.dtype)\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kXC7LxePe3l45oa/VarLRETKZWCzG0tISzz77rHRxcTgc7Nq1i3379jE5OcmW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uvrOenR5/Ph2muvxebNm08bHPLDH/6Qp4OUVqdUKnkCQ+Y1Yvvm5eVhYGBgSsKIUqnEvHnzmMu9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1iw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1NYWMjp06cxGAxYrVYcDoeUWjJy5Ejefvtt7rnnnmbH7tq1iwcffFBqOCQIgnCraimwUCqV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\nAwAAACYgeAMAAAAm+A+epUBXAmtwGQAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "markdown", "metadata": {}, "source": [ "__Example__: scatter plot of RV vs. Metallicty" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- First we make some data quality cuts:\n", " - Better than 10% radial velocity measurements\n", " - Better than 10% metallcity measurements\n", " - Better than 10% [\u03b1/Fe] measurements" ] }, { "cell_type": "code", "collapsed": false, "input": [ "repr(segue.dtype.names)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 19, "text": [ "\"('ra', 'dec', 'Ar', 'upsf', 'uErr', 'gpsf', 'gErr', 'rpsf', 'rErr', 'ipsf', 'iErr', 'zpsf', 'zErr', 'pmL', 'pmB', 'pmErr', 'mjd', 'plate', 'fiber', 'SNR', 'FeH', 'FeHErr', 'Teff', 'TeffErr', 'logg', 'loggErr', 'alphFe', 'alphFeErr', 'radVel', 'radVelErr')\"" ] } ], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "good = ((segue['radVelErr']/segue['radVel']) < 0.1) & \\\n", " ((segue['FeHErr']/segue['FeH']) < 0.1) & \\\n", " ((segue['alphFeErr']/segue['alphFe']) < 0.1) & \\\n", " (segue['rpsf'] > 15) & (segue['rpsf'] < 19)\n", "\n", "good_segue = segue[good]\n", "good_segue.size" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 20, "text": [ "203204" ] } ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next I'm going to use some of my own code to transform these heliocentric radial velocities into Galactocentric:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "from streams.coordinates import vhel_to_vgsr\n", "\n", "eq = ICRS(good_segue['ra']*u.deg, good_segue['dec']*u.deg)\n", "l,b = eq.galactic.l, eq.galactic.b\n", "vgsr = vhel_to_vgsr(l, b, good_segue['radVel']*u.km/u.s)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "plot(good_segue['FeH'], vgsr.value,\n", " marker='.',alpha=0.02,linestyle='none')\n", "xlim(-3, 0.1)\n", "ylim(-400, 400)\n", "xlabel(r'[Fe/H]')\n", "ylabel(r'$V_{\\rm gsr}$')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ClHWYB+C2614vTMm5IAzsKF83HOSG2YLGOag9DXtpX4K8DA1pBfVf/w4KrbENV+lzTMPC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CKUmiRRnxPQWVg9RJVxjFcX6Ojo0MjISAQ8EFRy5coVTU1N6ZFHHokox6tXrxZAguRgipaSU1Sr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\nQmCC\n", "text": [ "" ] } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here I plot the alpha abundance versus metallcity:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plot(good_segue['FeH'], good_segue['alphFe'],\n", " marker='.',alpha=0.03,linestyle='none')\n", "xlabel(r'[Fe/H]')\n", "ylabel(r'[$\\alpha$/Fe]')\n", "xlim(-3,0)\n", "ylim(0.05,0.6)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "(0.05, 0.6)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Fb5T1tmwf4D1zlAfKidgOv08mE3s/bxSE94FXGv1+X81m0xTn2tqawaw890GQuO9rWNHx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"text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "

LINEAR

" ] }, { "cell_type": "code", "collapsed": false, "input": [ "linear = datasets.fetch_LINEAR_sample()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "trg = linear.targets" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "sesar2013 = ((trg['raLIN'] > 309) | (trg['raLIN'] < 60)) & \\\n", " (np.abs(trg['decLIN']) < 1.23) & \\\n", " (trg['ug'] > 0.75) & (trg['ug'] < 1.45) & \\\n", " (trg['gr'] > -0.25) & (trg['gr'] < 0.4) & \\\n", " (trg['ri'] > -0.2) & (trg['ri'] < 0.2) & \\\n", " (trg['iz'] > -0.3) & (trg['iz'] < 0.3)\n", "\n", "sesar2013 = trg[sesar2013]\n", "sesar2013.size" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 26, "text": [ "154" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "rrlyr = sesar2013[0]\n", "P = 10**rrlyr['LP1']\n", "t,mag,err = linear[rrlyr['objectID']].T\n", "phase = (t / P + 0.1) % 1\n", "\n", "figure(figsize=(12,6))\n", "errorbar(phase, mag, err, linestyle='none',\n", " marker='o', ecolor='#888888')\n", "xlabel(\"Phase\")\n", "ylabel(\"mag\")" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EoA7bCbTuy2gn3nCwYyoiFY97x7ILTFtbW5WWlqbq6mrdfvvtuvPOO7V58+aQ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\nABCMHRZ6JkK4Gx7R+cU6CNaBFORZCBW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