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March 18, 2019 13:44
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{ | |
"cells": [ | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "import os", | |
"execution_count": 1, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "os.environ['KMP_DUPLICATE_LIB_OK']='True'", | |
"execution_count": 2, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "import matplotlib", | |
"execution_count": 3, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "#%matplotlib inline", | |
"execution_count": 4, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "from astrorapid.classify import Classify", | |
"execution_count": 5, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": "Using TensorFlow backend.\n" | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": "You will need to install 'emcee' if you wish to train your own classifier on new data.\n" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"scrolled": false, | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "mjd = [57433.4816, 57436.4815, 57439.4817, 57451.4604, 57454.4397, 57459.3963, 57462.418 , 57465.4385, 57468.3768, 57473.3606, 57487.3364, 57490.3341, 57493.3154, 57496.3352, 57505.3144, 57513.2542, 57532.2717, 57536.2531, 57543.2545, 57546.2703, 57551.2115, 57555.2669, 57558.2769, 57561.1899, 57573.2133,57433.5019, 57436.4609, 57439.4587, 57444.4357, 57459.4189, 57468.3142, 57476.355 , 57479.3568, 57487.3586, 57490.3562, 57493.3352, 57496.2949, 57505.3557, 57509.2932, 57513.2934, 57518.2735, 57521.2739, 57536.2321, 57539.2115, 57543.2301, 57551.1701, 57555.2107, 57558.191 , 57573.1923, 57576.1749, 57586.1854]\nflux = [2.0357230e+00, -2.0382695e+00, 1.0084588e+02, 5.5482742e+01, 1.4867026e+01, -6.5136810e+01, 1.6740545e+01, -5.7269131e+01, 1.0649184e+02, 1.5505235e+02, 3.2445984e+02, 2.8735449e+02, 2.0898877e+02, 2.8958893e+02, 1.9793906e+02, -1.3370536e+01, -3.9001358e+01, 7.4040916e+01, -1.7343750e+00, 2.7844931e+01, 6.0861992e+01, 4.2057487e+01, 7.1565346e+01, -2.6085690e-01, -6.8435440e+01, 17.573107 , 41.445435 , -110.72664 , 111.328964 , -63.48336 , 352.44907 , 199.59058 , 429.83075 , 338.5255 , 409.94604 , 389.71262 , 195.63905 , 267.13318 , 123.92461 , 200.3431 , 106.994514 , 142.96387 , 56.491238 , 55.17521 , 97.556946 , -29.263103 , 142.57687 , -20.85057 , -0.67210346, 63.353024 , -40.02601]\nfluxerr = [42.784702, 43.83665 , 99.98704 , 45.26248 , 43.040398, 44.00679 , 41.856007, 49.354336, 105.86439 , 114.0044 , 45.697918, 44.15781 , 60.574158, 93.08788 , 66.04482 , 44.26264 , 91.525085, 42.768955, 43.228336, 44.178196, 62.15593 , 109.270035, 174.49638 , 72.6023 , 48.021034, 44.86118 , 48.659588, 100.97703 , 148.94061 , 44.98218 , 139.11194 , 71.4585 , 47.766987, 45.77923 , 45.610615, 60.50458 , 105.11658 , 71.41217 , 43.945534, 45.154167, 43.84058 , 52.93122 , 44.722775, 44.250145, 43.95989 , 68.101326, 127.122025, 124.1893 , 49.952255, 54.50728 , 114.91599]\npassband = ['g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'g', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r', 'r']\nzeropoint = [27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5, 27.5]\nphotflag = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4096, 4096, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4096, 6144, 4096, 4096, 4096, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\nobjid = 'transient_1'\nra = 3.75464531293933\ndec = 0.205076187109334\nredshift = 0.233557\nmwebv = 0.0228761\n\nlight_curve_list = [(mjd, flux, fluxerr, passband, zeropoint, photflag, ra, dec, objid, redshift, mwebv)]\n\nclassification = Classify(light_curve_list)\npredictions, time_steps = classification.get_predictions()\nprint(predictions)", | |
"execution_count": 6, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": "/Users/rbiswas/soft/mypython3/lib/python3.7/site-packages/astrorapid/keras_model_with_redshift.hdf5\nWARNING:tensorflow:From /Users/rbiswas/soft/mypython3/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nColocations handled automatically by placer.\nWARNING:tensorflow:From /Users/rbiswas/soft/mypython3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\nInstructions for updating:\nPlease use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\nWARNING:tensorflow:From /Users/rbiswas/soft/mypython3/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse tf.cast instead.\nPreparing light curve 0 of 1\n[array([[8.98784459e-01, 6.94350898e-03, 4.99933120e-03, 2.18437947e-02,\n 1.37179659e-03, 3.12530645e-03, 6.19428523e-04, 5.39182685e-04,\n 1.31662469e-02, 2.28683911e-02, 1.98579556e-03, 8.57947918e-04,\n 2.28948668e-02],\n [9.10730362e-01, 1.84063409e-02, 3.64193483e-03, 1.29782399e-02,\n 1.62284169e-03, 5.09251654e-03, 2.94374768e-04, 2.96326441e-04,\n 8.77779070e-03, 1.68638323e-02, 4.73336899e-04, 5.75930870e-04,\n 2.02460811e-02],\n [8.99426162e-01, 2.91977655e-02, 6.09491114e-03, 1.19162947e-02,\n 2.50371406e-03, 9.80744977e-03, 2.10211365e-04, 3.01830645e-04,\n 4.05446021e-03, 2.02749986e-02, 3.97263444e-04, 6.95921655e-04,\n 1.51190255e-02],\n [7.96334743e-01, 8.11465085e-02, 1.23413568e-02, 2.09663175e-02,\n 3.81938741e-03, 1.36427218e-02, 3.58772057e-04, 2.61408044e-04,\n 2.23605777e-03, 2.16092207e-02, 4.32263856e-04, 9.12649208e-04,\n 4.59385477e-02],\n [8.93574953e-01, 3.40779573e-02, 7.88293686e-03, 5.74237108e-03,\n 1.33028673e-03, 1.05637908e-02, 1.02705162e-04, 2.56603409e-04,\n 9.05864406e-04, 1.66823436e-02, 2.65572511e-04, 5.77406725e-04,\n 2.80372314e-02],\n [9.03086782e-01, 4.47084866e-02, 6.61116373e-03, 4.63552633e-03,\n 1.13469549e-03, 1.05242701e-02, 9.58107194e-05, 2.23113151e-04,\n 2.82851135e-04, 1.21179186e-02, 1.40009724e-04, 4.31024324e-04,\n 1.60083044e-02],\n [8.61260831e-01, 7.99757838e-02, 7.74472672e-03, 8.38755723e-03,\n 1.41566829e-03, 1.41018080e-02, 1.73281005e-04, 3.03397916e-04,\n 1.81914133e-04, 1.08458670e-02, 1.26864223e-04, 4.71220497e-04,\n 1.50111103e-02],\n [8.04127157e-01, 1.17007479e-01, 9.69723891e-03, 1.42532419e-02,\n 1.72862632e-03, 1.90856736e-02, 3.28648894e-04, 3.44274158e-04,\n 3.04300775e-04, 1.01635782e-02, 1.15888863e-04, 6.45240769e-04,\n 2.21987069e-02],\n [5.94698012e-01, 1.94180414e-01, 2.07432844e-02, 4.32867222e-02,\n 1.42694439e-03, 1.75724924e-02, 1.41642860e-03, 5.05936448e-04,\n 7.86438875e-04, 1.30994730e-02, 1.54011257e-04, 9.43038845e-04,\n 1.11186787e-01],\n [2.80124575e-01, 3.31589371e-01, 3.56346928e-02, 6.39158115e-02,\n 1.77051662e-03, 1.69936642e-02, 2.15282594e-03, 5.61063120e-04,\n 8.48415424e-04, 1.81322303e-02, 2.28562509e-04, 1.58110750e-03,\n 2.46467188e-01],\n [3.08948308e-02, 7.51176834e-01, 1.42188063e-02, 4.14015390e-02,\n 1.73827808e-03, 2.11332515e-02, 8.50193202e-04, 2.02076728e-04,\n 8.60080123e-04, 8.23557936e-03, 1.15142371e-04, 8.55465245e-04,\n 1.28317922e-01],\n [3.65218520e-02, 4.50742096e-01, 2.70578880e-02, 5.32022901e-02,\n 1.72023533e-03, 3.69944908e-02, 8.11109028e-04, 2.71858822e-04,\n 1.10212807e-03, 1.59132034e-02, 1.45177808e-04, 1.27052178e-03,\n 3.74247164e-01],\n [4.73190006e-03, 4.32912409e-01, 2.47803107e-02, 6.34287298e-02,\n 1.47401181e-03, 3.34845372e-02, 4.36619739e-04, 1.47793835e-04,\n 1.55618333e-03, 7.69817922e-03, 1.55894464e-04, 9.99862445e-04,\n 4.28193539e-01],\n [1.01502717e-03, 4.64859396e-01, 2.11362727e-02, 5.96780553e-02,\n 1.01441552e-03, 2.72869170e-02, 3.14283068e-04, 1.15669995e-04,\n 2.27481220e-03, 3.74669698e-03, 9.07905924e-05, 8.33726779e-04,\n 4.17633981e-01],\n [2.42893657e-04, 2.41932660e-01, 1.66616365e-02, 3.61718386e-02,\n 4.19389922e-04, 2.19618715e-02, 8.19519846e-05, 2.69729371e-05,\n 2.10494618e-03, 2.42139678e-03, 8.72796227e-05, 5.21730166e-04,\n 6.77365422e-01],\n [5.69578588e-05, 1.18417360e-01, 9.70568042e-03, 1.90295093e-02,\n 1.52171793e-04, 1.18914666e-02, 3.00920947e-05, 1.02411032e-05,\n 2.16329843e-03, 1.41975645e-03, 7.00641685e-05, 3.27560469e-04,\n 8.36725891e-01],\n [7.33847264e-05, 2.91695327e-01, 2.32878532e-02, 2.72319987e-02,\n 4.60893847e-04, 3.86995859e-02, 9.18666919e-05, 2.01518560e-05,\n 4.21957998e-03, 2.60257837e-03, 1.55798058e-04, 8.02032067e-04,\n 6.10658884e-01],\n [5.18317102e-05, 1.21970482e-01, 9.21401661e-03, 1.54678365e-02,\n 2.20839953e-04, 1.01462267e-02, 9.29269663e-05, 2.51310757e-05,\n 1.12429203e-03, 1.87162322e-03, 2.32218081e-04, 3.74289841e-04,\n 8.39208305e-01],\n [2.59415901e-05, 6.15823753e-02, 4.08255588e-03, 1.11975642e-02,\n 6.97641735e-05, 3.56538757e-03, 3.83351289e-05, 1.52869834e-05,\n 4.39545431e-04, 8.92896205e-04, 1.57866234e-04, 1.79687777e-04,\n 9.17752862e-01],\n [3.43056017e-05, 5.71945496e-02, 3.57733644e-03, 1.36523610e-02,\n 4.64897712e-05, 2.49530375e-03, 2.65472390e-05, 1.31089655e-05,\n 4.10881446e-04, 9.18701407e-04, 1.43750382e-04, 1.75823399e-04,\n 9.21310842e-01],\n [7.51686093e-05, 1.59200430e-01, 4.93339822e-03, 2.13550013e-02,\n 9.69901012e-05, 4.21013171e-03, 3.58054931e-05, 1.43494926e-05,\n 7.13965914e-04, 8.86847090e-04, 8.34387174e-05, 2.32917577e-04,\n 8.08161557e-01],\n [1.30598739e-04, 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2.53534439e-04, 2.87968456e-03, 7.47499871e-05, 2.38247609e-04,\n 1.14641838e-01],\n [6.47842171e-05, 8.70836318e-01, 5.23816654e-03, 8.23954307e-03,\n 1.60657466e-04, 1.13455374e-02, 4.55902518e-05, 5.67674288e-05,\n 2.22280607e-04, 3.06994398e-03, 7.06552164e-05, 2.02180250e-04,\n 1.00447476e-01],\n [6.02029359e-05, 8.79245222e-01, 4.81815543e-03, 6.93427399e-03,\n 1.59887975e-04, 1.00375712e-02, 4.63491378e-05, 6.66068736e-05,\n 1.97233559e-04, 3.12997261e-03, 7.57200178e-05, 1.74728077e-04,\n 9.50540677e-02],\n [6.14554083e-05, 8.59997928e-01, 5.31117851e-03, 7.03264587e-03,\n 1.95369721e-04, 1.09916227e-02, 6.07786023e-05, 7.57092566e-05,\n 1.90866383e-04, 2.57379189e-03, 8.15867315e-05, 1.81110125e-04,\n 1.13246001e-01],\n [7.12426263e-05, 8.79563034e-01, 4.63545509e-03, 6.04616851e-03,\n 1.51672226e-04, 9.65805538e-03, 5.60324697e-05, 7.88425314e-05,\n 1.56441165e-04, 2.10069492e-03, 5.88516486e-05, 1.45875951e-04,\n 9.72776338e-02],\n [7.59895702e-05, 8.94251347e-01, 4.08422854e-03, 5.26271015e-03,\n 1.23859194e-04, 9.06828512e-03, 5.32007543e-05, 8.78237042e-05,\n 1.24149636e-04, 1.80775987e-03, 4.48604515e-05, 1.28992178e-04,\n 8.48868117e-02],\n [6.14200617e-05, 8.91761601e-01, 4.49281652e-03, 5.38901752e-03,\n 1.36330185e-04, 9.20277089e-03, 6.20736319e-05, 6.83640756e-05,\n 1.17541786e-04, 1.36951252e-03, 4.07431398e-05, 1.28337997e-04,\n 8.71695280e-02],\n [5.64854017e-05, 9.05484617e-01, 4.42381296e-03, 5.48998360e-03,\n 1.36760980e-04, 9.37111769e-03, 6.60345977e-05, 5.99746891e-05,\n 9.94139773e-05, 1.18423149e-03, 3.56327109e-05, 1.17410622e-04,\n 7.34745041e-02],\n [4.28402018e-05, 9.06615853e-01, 3.82907549e-03, 6.40809676e-03,\n 1.04454579e-04, 1.10895652e-02, 7.12764158e-05, 8.91974487e-05,\n 9.01001913e-05, 1.25537917e-03, 3.87166292e-05, 1.23388192e-04,\n 7.02421814e-02],\n [7.30920874e-05, 8.88235033e-01, 4.80011571e-03, 7.31032481e-03,\n 1.15560993e-04, 1.23603800e-02, 1.24594968e-04, 7.72091007e-05,\n 8.65772745e-05, 9.46180080e-04, 3.29378017e-05, 1.56462003e-04,\n 8.56815577e-02],\n [1.07236432e-04, 8.99090052e-01, 4.59274184e-03, 8.55252985e-03,\n 9.79840916e-05, 1.17924772e-02, 1.20074597e-04, 6.51102018e-05,\n 6.88319487e-05, 7.58742855e-04, 2.18333680e-05, 1.45871993e-04,\n 7.45864585e-02],\n [1.21521392e-04, 9.16689992e-01, 3.99839273e-03, 9.35862679e-03,\n 8.26983523e-05, 1.04622208e-02, 1.07139713e-04, 7.11674220e-05,\n 6.22346633e-05, 7.29229883e-04, 1.70863059e-05, 1.28388026e-04,\n 5.81712760e-02],\n [1.31473265e-04, 9.27945018e-01, 3.58070713e-03, 9.63168778e-03,\n 7.16824361e-05, 9.58669279e-03, 9.76114679e-05, 8.25076349e-05,\n 6.10587667e-05, 7.51157117e-04, 1.45583526e-05, 1.15578041e-04,\n 4.79303338e-02],\n [1.26332845e-04, 9.35373783e-01, 3.25705647e-03, 9.38271545e-03,\n 6.45408145e-05, 9.84856673e-03, 8.72026285e-05, 1.00912854e-04,\n 6.22222069e-05, 7.79232825e-04, 1.51878339e-05, 1.06275227e-04,\n 4.07958925e-02],\n [1.14326867e-04, 9.39347208e-01, 3.11031356e-03, 9.14194621e-03,\n 6.59954021e-05, 1.07437344e-02, 8.37162661e-05, 1.18676217e-04,\n 6.38272177e-05, 8.05551943e-04, 1.82223575e-05, 1.02180486e-04,\n 3.62843201e-02],\n [1.36046918e-04, 9.34631169e-01, 3.46631231e-03, 9.67830885e-03,\n 7.27012448e-05, 1.20168431e-02, 8.78518040e-05, 1.12059286e-04,\n 6.69484434e-05, 8.17915483e-04, 1.97076006e-05, 1.09149252e-04,\n 3.87849472e-02],\n [1.73957713e-04, 9.24588561e-01, 3.99033679e-03, 1.18056210e-02,\n 7.80468326e-05, 1.30991861e-02, 1.03434701e-04, 9.20087477e-05,\n 7.49998799e-05, 7.80777656e-04, 1.82203476e-05, 1.23122605e-04,\n 4.50717807e-02],\n [2.41283313e-04, 9.08854783e-01, 4.65092668e-03, 1.57583132e-02,\n 8.15124877e-05, 1.46871172e-02, 1.38154777e-04, 7.87050158e-05,\n 8.84789479e-05, 7.50994892e-04, 1.52638040e-05, 1.48294232e-04,\n 5.45060933e-02]], dtype=float32)]\n" | |
} | |
] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "import matplotlib.pyplot as plt", | |
"execution_count": 8, | |
"outputs": [] | |
}, | |
{ | |
"metadata": { | |
"trusted": true | |
}, | |
"cell_type": "code", | |
"source": "classification.plot_light_curves_and_classifications()\nclassification.plot_classification_animation()\nplt.show()", | |
"execution_count": 10, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": "No handles with labels found to put in legend.\nNo handles with labels found to put in legend.\n" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": "<Figure size 936x1080 with 2 Axes>" | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"name": "python3", | |
"display_name": "Python 3", | |
"language": "python" | |
}, | |
"language_info": { | |
"name": "python", | |
"version": "3.7.1", | |
"mimetype": "text/x-python", | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"pygments_lexer": "ipython3", | |
"nbconvert_exporter": "python", | |
"file_extension": ".py" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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