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@keflavich
Last active December 10, 2015 06:18
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ipython notebook displaying BGPS spatial filtering efforts
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{
"metadata": {
"name": "BGPSSpatialFilter"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"# loading data\n",
"exppath = \"/Users/adam/work/bolocam/simulations/exp12_simple/\"\n",
"import pyfits\n",
"import numpy as np\n",
"import pylab as pl\n",
"infilename = 'exp12_ds2_astrosky_arrang45_atmotest_amp2.0E+02_sky00_seed00_peak001.00_smooth'\n",
"smoothfilename = 'exp12_ds2_astrosky_arrang45_atmotest_amp2.0E+02_sky00_seed00_peak001.00_smooth'\n",
"infile = exppath+infilename\n",
"smoothfile = exppath+smoothfilename\n",
"\n",
"inputmappath = infile+\"_inputmap.fits\"\n",
"inputmap = pyfits.getdata(inputmappath)\n",
"hdr = pyfits.getheader(inputmappath)\n",
"\n",
"map20 = pyfits.getdata(smoothfile+\"_map20.fits\")\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 31
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is a summary of my attempts to identify a filter function that can replicate the effect of the BGPS pipeline (code.google.com/p/bgpspipeline/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# display the images\n",
"pl.figure()\n",
"pl.imshow(inputmap,vmin=-0.5,vmax=2)\n",
"pl.colorbar()\n",
"pl.title(\"Input simulated map\")\n",
" \n",
"pl.figure()\n",
"pl.imshow(map20,vmin=-0.5,vmax=2)\n",
"pl.title(\"Output pipeline-processed map\")\n",
"pl.colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 32,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x112362cf8>"
]
},
{
"output_type": "display_data",
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S0QPErltOymrCEIi30o/U2r3+NOhzYVvZSUNC4U0xccd9FvcVOfYTd+v1Ov/5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\npMN9HvFyEK1DJgFOCp5rwSvYyFs17atk2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},
{
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6d6m/PcU7Hfb2qskBqzgL/ur3bBDpmwS7+gP+YGI0luyDTu0q+AOIfiA6uDUA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\nNb84mZRBEDT4X7frKEiqg9t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Mr+W4/j/N75qLCkjsi2qEJ7sLHtp3OvF1GxCcPK5fymWo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YZM10EKtzkya5fhIA2BwIqAysLXM2JdAvGl6/5SX9n8+5r8r98qXlw+hfLI2NwWgnon/DfAcwwj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\nOCW9nW8AAAAASUVORK5CYII=\n"
}
],
"prompt_number": 32
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This looks sort of like a high-pass filter, or an unsharp mask, but it's not."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# create a high-pass filtered (unsharp masked) image\n",
"from AG_fft_tools import smooth\n",
"clf()\n",
"unsharp_masked = inputmap - smooth(inputmap,19.2,ignore_edge_zeros=True)\n",
"imshow(unsharp_masked,vmin=-0.5,vmax=2)\n",
"colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 33,
"text": [
"<matplotlib.colorbar.Colorbar instance at 0x10de0c7a0>"
]
},
{
"output_type": "display_data",
"png": 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llCFwLcnlcnjmmWcwY8YMzJ07Fxs2bAAAbN++Hccdd9xIuq6uLmzfvn2Mlaiz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Oww7VETqTmlrOqtcCHuGYNDyR9ScwDcuXMnPvnJTx77PnnyZDz//POVCf+C8lP1bmrCVrKjuYcD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\nyEoDABvSkIZ8ZOX/A0b023QHQ+2jAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# show the difference\n",
"figure(1)\n",
"clf()\n",
"imshow(map20-unsharp_masked,vmin=-0.5,vmax=2)\n",
"colorbar()\n",
"figure(2)\n",
"clf()\n",
"l,h,p = hist((map20-unsharp_masked).flat,bins=linspace(-0.5,0.5))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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qAzqP/ZVj4TEvtW2SepkSd6yPGzeQXsul8bvB8lxuZfoxLMh7CnxzLvOPHHMi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YKm83D2X90ATKMmP8wxNS11IdC0ynbIapRdA9UAa//r9VEg44KmfkS2l6Yj3RBkkQR4mrysL48A\nxuwj+uDIttgPvLZqehPMUu2wQtOU9bBe7XOes+Y74MGT/V9EANM2hGDIcv87d0r2EvT/t4Yu21ve\n4YvRU2+FW7duXV1pXnjhhS3mnajUurQ1ZcOGDejs7AQAdHZ2YsOGDQCAF154AXPnzp2wcm6pUHcC\nwxC8iaFmhWUjbQjPdCML4IAjiFDUPweEYIoCoO0JZQwczOr05oTUvNb05oqu7MCaSQQEgmaX5Fme\nffchgFU7AlCXJR/LUrAku1B3ggIoma4CnoIAy9UtGmrysYzUKGJAJbX1RHWxDEzPq2nJ9lp/Ldkr\n+weovnOEi4xGYDU6zesISa96UXfLZLU/+a1tpFi9rYXTLce5EA8hvBpT3QOPZvOF7oO5k3SfcIrV\nA8DIIPDyYM1s9b4VbnsFTiYMgCq5XG7cBo13bvHixeHPyADQMVDRxq3x7z51j2RPvu1FYFNkUDQ9\nexAc0gyQKMuzAQuaa/xmmSMIF9X6wKyP0fo42hHfo0xzm/XqcYKR9eUhOzeYtSmP8PBX3U5SlPKA\n6ieDKIMsS14FcDXxybLom6Pfk8wLiAGB22z4W01xMlqCQMHoSh0tcLMPWZ4eh9RB3XUMWJeCujjo\nL4PoRPY5jLDdhHXwm32u7JH9qNdLo/sW1FRUd177bgS3SB+8NTMj++Y1GII3gfuzdtwxcTN3cHAQ\ng4ODE8tUj9QCwI4B/6H8duJvhbNpCoUCuru7sWnTprreKDcRmTAAdnZ2olgsoqurC+vXr8e0adNq\nKr3HHnvULGfx4sV+A/Qt8GyPg6Elu/8RQG4h/KDgpFeThAOpiDDBFVwoarqWzHFOZDKqFpOO5Sjg\nKXgUEPup7PYFIGZLRcR+sh74Qa5MpTtLP4SYAVmGoVdOTVRlSxZoLQNU8BqDBwX+tiNDF5Wi9JX1\neykDapPzrJuAo1FisrM+hAcmKPN7FMA8VLNZMkBlx6PSBiC+Dgqw7GfLFHVhaIFffAmCkL5Rhq0+\nWi1L26H+WPr52B93ZOmGES/yAHA3/D7A2wH8d0xYBgYGMDAwUPl/ySWX1E48EdmGb4U7/vjj8YMf\n/ACnnnoqli9fjo6ODnR2dmL33XffYt6JyoQB8Pjjj8eyZctw8cUXY9myZViwYEHl+GmnnYavfOUr\nWLduHZ577jkcdNBB45blrgZypcwMXpgdtBNnBOGBArqVBIid5cp6gBi8rCOeabmCMz9ZifrbbD4t\nL2U6qU+RZfIY01tTj+yJE4TspRfhRfH6YflIlKeMz5qs1gRX8FL9lC2m2sb/tg4FAe0rTavXTxeV\nNnjQZ9kqc7M8dyO8H5qLYjdiFncN/MJyOuLghEbqUzrba0sd1ITXfrAskP5I7VebXgHY6sGFQBk/\n+62czY+UWU//chn+ZUnb8vY3lRpbXLYk9bwVbv78+XjggQcwc+ZMfOhDH8LSpUvHzbs1Mu5G6IUL\nF+L+++/Hyy+/jGnTpuGb3/wmTj75ZCxatAjPP/889tprL1x//fVob/doc9VVV+Gaa65BS0sLlixZ\nUvOFxd40fhDOzfP+DA5SBiqAwAjV/2SZjB7XSZtHmEzdJp8dnPpbRcu3oJZKo+WNwZsy8xCzjFF4\n1tifpVfzeMToWIKfyAXEfjrmUfMLiAFLWZ/mVWasbWAf2LQKUEAMBhYolHXpJNf+0b7XuglOXDBS\npqfm4beC1hi8tXAp/PX/Evw10LGlPlGKgrUyNh7ToEZq/CijtRYG02hfDsEvND3SzqLkY78SUDsA\nXADPDlcjWAkAMM+htWMjPrH7wxjEMahHGrYR+pA6y3ikuTdCT/qdIJV3gvCp0MMIUd4ZCH4woJpV\nAPHgBKpXUx3YXC0VOBSgdOBbcFFTzgY1lNFYZqbsTrevAPGDWtkuRoR7ESY2z9OEpt7Mq9FlILAH\nZREK3jTb+J9BAbLaAkJwgW3QfrGBC5qiagq2IY5qk6mzf3R7EnVQ/fS66bUZQvCJ0R+ZBWw+duUz\nOAwP4AN4CzfjRLz09T+J67OBNIoCv73+BLkO+bbXnTryuw3hQR4sY1j6tl305vXTBYzXq1f6UPtl\nODt3h/QLTexRwD2OmtIwADygzjIenQLA6koVAE8BcNMm4MjWOJgwgvg5bgpiFvCU/aV8MG2I2RbP\nq1lmI8IKSjYaqX4fDZBomavhAbyMGHBK2fGH4H1eajZyQtHRr8zAtksnrA0gKINTE9S2XUGTk5eL\nj/ZnO6r7VxcAZVaWjWs+6xZQM9OyaQYvWEYR8dOmNbjFvm2Tb/VZQvJZRqv1lhK/Na+CuTJq24e6\nALM8BVYdT+qHVgZtmSsXvgKCq6I7O/8oqkFUgkX6mKyGAeCcOst4fAoAqytNPQ1G9kO5X/sHIrin\nfDS4MrnUQc9Bods2lCnoak5RH4oCY0m+KWpqaxotj+n0d61JZNOxLEagabYTbHRCs2908iorTZn0\nFN0SZKOWZDOMlloWoosMv22/KpCl8lq2bQFUGSPbmlrs1DRlmxT4WEYBsduDovXWMslVtE5tp72u\ndvFkubrnkvmtiZ2yNnQhsiZ+u8mr+1PbQn53dY02oYEAOLPOMp6aAsDqSrOLUHnIow5IAp1OSB2E\nOmitqaKrNAeGHWh2QlmAtJODTEmjjyodkp7lEdAKiN9ZQj3VZNX6yQC6EfvCFAyBuP1av4ISj1mW\nYn1VLEPrYv+U5TzzK3tT8LPXheBlnf2pPYWrEd9HTFO8mP0m6+FCaF0i1N0yfCBeKOz1trpbwE2J\nsmw7Dq3lYOvhbzWVuXiPynk7Ltrh/ZnsD6Y5OTuuzJLlzoUPoCF+XWbDAHCfOst4dgoAqyu1DPDL\n2Y8hAGPZU2C4D/AQhInDLQ/KBJVJkB1w8JBdWcDTwQk5bs0hDqoZ8INJmSDr1+0RBAqNJo+hGgTU\nsU5RcCALpAmkEySx4qMDwbcEOWcnNb8VRNhfJfNfJ7P+p1jmZPOopBYubYv64HjeBpw0MMJ2KSNV\nH1/ZfNi3ev10ywxQ/SSXlKkLxNeVbWM5NiJsy2J66kg/K3XpRjCFC1k93QgBsVvitt9+z5/hSlyI\nzWjByjf78V9Pd+GjH1+N3/14Btw5SErDALC3zjKGpgCwutJcDjjSwd0j218oOrCA2AeiK6D6eOwk\nVyaoYEAA1QlaKwgCKUv9YpZRcqD3IAQPqH8bgo9HtzhAylB/lTWZFfRYjjUtlR2WEfxCFAKaTnht\nHxcW9bmlmKP2h+qY2pxtgQ7mnAKTsin6PdWkVH+wsiwGFBgk0DYqWLeYOnQBUTabAnQg1pHl8Rqm\n3ARMYxcMXVBrLQQa/IHkp1WhQMzrlo3Bel6KDjQQAD9SZxlrpwCwulINgizyu9tzZyGYO2RIQJjM\n7QimkB1E6hfUcwqUCjj8VnOEg039iRxwXNEptQCT6TUCTaF+3OrTjuoXpyv7Yjk98MxYgUuBWCcx\ndVfGw3KsuWpNYdWXemp/KHuCnLPmXcp81HI1Lye7gpKa2nQVsJ3WbNRrsBI+MqomO9NxodJrbiPw\nqQCb7as2k5fn1aogE7TmsS7Mtv8UpJnHmuMWIAvwd4mMINwz3I7K7XPuPCSlYQA4vc4y1k8BYHWl\nCoDT4W/6B/yFtnu0aFoWEB6TZVd0K3ZQWtakg3xMvvOoZnnKPlPmJH8TIOnLgklrJ5dlc4zsjcKb\n2/0IQFpEHBHnZNAJRKnlN1VwUdZEKSJmjyxft91oeVq+ZVDjXZMhhFvQWI72l5q0RcS3LZYRousp\n0EBC3zbJP4J4sallQVgGqboxOKGMXcE2xZx1rCkDZltH4a8vdafpOwT/dKE+AKcC7h3cCWKlYQCY\nr7OMkSkArK40tQ/wFPgLfy/8rXFA9SrKyWl9YEj8BqoHsq6mLLfN5NOJkGKAanJasLEApyBsAZNl\nZJFvPA0/6LsRfD5DCPcE9yCwGPWZqQ5t5lt1TJleFBu5VtApiO627yD5lI3ymJ3oCjBkqUMIgSLt\n9z74+6IVaFQ39iH7jeBj2b9GjFNbg5T56zHLbPX6qRtFmbFdGIAwhvS6a4BL+5NuAGXELYjdKqtR\neVKMOxQTloYB4K51lvHqFABWV2pM4Arz4+BgBLCEcPHVXAECO7S+JGu+2NXdil3xgeqJYNmWlsXz\nml/L5W9OBAu2JfhJvHINcMyent0AIeKp7VbTWs0hTm4g3qirIKTgyHqtr03L1nMWIK2kzMbUQlA2\nxxQMbb+WEt/qvoA5zzYpqHTIf73bhGDNdmt77WJmATV1TVMLi81LscxbQdXmsf1GvdsRdhkUUbFc\n3JXYojQMAHeqs4yNzQ2Adtpud6n4/0ZQmbzuev9ABPegfwYagGAKr4RfAcfg/R792e8xeCA5AGHA\nqL/FDu5RxKstJwDBTKPMlv1AfuvE1WAF2UdR8qhJqQO7C0DHnmGHf9HoDgTfEqOFBBBlPgrUFL2L\ngHsm+bFOdbabJlhR2sL62GYVncQUC1TsR91zaPtWAZp58oi3RFl3gwJpD6oDMjymm5jJbtukPLtY\n8M4WCvuAfdyFGDR1kVFAZRnUccS0j+OXrhZIPvZnhxyTMey2/onw71xSZOJdKJPOAAG5DU4nGRBP\njjw8/QdqR06Zh4xI9wSmmIb176jZqPuydEBb88ma2UAAG353yXnLcAjCOnFbEACPKz4nDkGUoKCA\nqqKbZq3pSPZsWZvus+NH73hRBqrsTctI/R5DDHj0aaoOFqB0EdN0lrETJAumXtsWIGaR7APrM6Qo\nM1ZgLJk01mTWRU710UWW15e+WGV2uuFf6yvB3+a2dQ8/aRwDbKmzjHJzM8BJB8CKD/AQBDDgxEpF\nE9VUpqOc6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},
{
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