diff --git a/code/NR_Interpolate-001.ipynb b/code/NR_Interpolate-001.ipynb index 34a1b2088195825f35284aecb497865b04af4b9b..f20baac32aee4683b18970c79ab6c8f92b20a931 100644 --- a/code/NR_Interpolate-001.ipynb +++ b/code/NR_Interpolate-001.ipynb @@ -9,17 +9,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 57, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "PyCBC.libutils: pkg-config call failed, setting NO_PKGCONFIG=1\n" - ] - } - ], + "outputs": [], "source": [ "#Import relevant modules, import data and all that\n", "import numpy as np\n", @@ -48,18 +40,22 @@ "#tshift: time shift after the strain peak\n", "#vary_fund: whether you vary the fundamental frequency. Works in the model_dv function.\n", "\n", - "rootpath= \"/Users/RayneLiu\"#\"/work/rayne.liu\"\n", + "#rootpath= \"/Users/RayneLiu\"#\"/work/rayne.liu\"\n", + "rootpath= \"/work/francisco.jimenez/sio\"#\"/work/rayne.liu\"\n", + "project_path=rootpath+\"/git/rdstackingproject\"\n", "nmax=1\n", - "tshift=0\n", + "tshift=10\n", "vary_fund = True\n", + "tsampling_factor=100\n", + "\n", "\n", "#sampler parameters\n", - "npoints = 2000\n", + "npoints = 1000\n", "nwalkers = 600\n", "ntemps=16\n", "dim = nmax+1\n", "ndim = 4*dim\n", - "burnin = 1000 #How many points do you burn before doing the corner plot. You need to watch the convergence of the chain plot a bit.\n", + "burnin = 600 #How many points do you burn before doing the corner plot. You need to watch the convergence of the chain plot a bit.\n", " #This is trivial but often forgotten: this cannot be more than npoints! Usually 1/5~1/4 npoints is what I observe.\n", "numbins = 42 #corner plot parameter - how many bins you want\n", "datacolor = '#105670' #'#4fa3a7'\n", @@ -119,22 +115,33 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "chain_file = project_path+'/plotsmc/NR_Int'+'nmax='+str(nmax)+'_tshift='+str(tshift)+'_tsampling='+str(tsampling_factor)+'_'+str(npoints)+'pt_chain.png'\n", + "chain_file_dat=project_path+'/plotsmc/NR_Int'+'nmax='+str(nmax)+'_tshift='+str(tshift)+'_tsampling='+str(tsampling_factor)+'_'+str(npoints)+'pt_chain.csv'\n", + "corner_file = project_path+'/plotsmc/NR_Int'+'nmax='+str(nmax)+'_tshift='+str(tshift)+'_tsampling='+str(tsampling_factor)+'_'+str(npoints)+'pt_corner.png'" + ] + }, + { + "cell_type": "code", + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7ff363dbdba8>" + "<matplotlib.legend.Legend at 0x7f76023ce0b8>" ] }, - "execution_count": 2, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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"text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -155,7 +162,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -164,7 +171,7 @@ "(920,)" ] }, - "execution_count": 3, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -175,7 +182,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -185,250 +192,56 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([ 0. , 0.09998599, 0.19997187, 0.29995762, 0.39994326,\n", - " 0.49992877, 0.59991415, 0.69989942, 0.79988456, 0.89986957,\n", - " 0.99985446, 1.09983923, 1.19982386, 1.29980838, 1.39979276,\n", - " 1.49977702, 1.59976115, 1.69974514, 1.79972901, 1.89971275,\n", - " 1.99969636, 2.09967984, 2.19966319, 2.2996464 , 2.39962949,\n", - " 2.49961244, 2.59959525, 2.69957794, 2.79956049, 2.8995429 ,\n", - " 2.99952518, 3.09950732, 3.19948933, 3.2994712 , 3.39945293,\n", - " 3.49943453, 3.59941599, 3.69939731, 3.7993785 , 3.89935954,\n", - " 3.99934045, 4.09932121, 4.19930184, 4.29928232, 4.39926267,\n", - " 4.49924287, 4.59922294, 4.69920286, 4.79918264, 4.89916228,\n", - " 4.99914177, 5.09912112, 5.19910033, 5.2990794 , 5.39905832,\n", - " 5.4990371 , 5.59901573, 5.69899422, 5.79897256, 5.89895076,\n", - " 5.99892881, 6.09890672, 6.19888448, 6.2988621 , 6.39883956,\n", - " 6.49881688, 6.59879406, 6.69877108, 6.79874796, 6.89872469,\n", - " 6.99870127, 7.0986777 , 7.19865398, 7.29863012, 7.3986061 ,\n", - " 7.49858194, 7.59855762, 7.69853315, 7.79850854, 7.89848377,\n", - " 7.99845885, 8.09843378, 8.19840856, 8.29838318, 8.39835766,\n", - " 8.49833198, 8.59830615, 8.69828017, 8.79825403, 8.89822774,\n", - " 8.9982013 , 9.0981747 , 9.19814795, 9.29812104, 9.39809399,\n", - " 9.49806677, 9.59803941, 9.69801188, 9.79798421, 9.89795638,\n", - " 9.99792839, 10.09790025, 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30.69030434, 30.79026766, 30.89023104,\n", - " 30.99019448, 31.09015798, 31.19012154, 31.29008516, 31.39004884,\n", - " 31.49001258, 31.58997639, 31.68994026, 31.78990419, 31.88986818,\n", - " 31.98983224, 32.08979636, 32.18976054, 32.28972479, 32.3896891 ,\n", - " 32.48965347, 32.58961791, 32.68958242, 32.78954699, 32.88951163,\n", - " 32.98947633, 33.08944109, 33.18940592, 33.28937082, 33.38933579,\n", - " 33.48930082, 33.58926591, 33.68923108, 33.78919631, 33.8891616 ,\n", - " 33.98912697, 34.0890924 , 34.1890579 , 34.28902346, 34.3889891 ,\n", - " 34.4889548 , 34.58892057, 34.68888641, 34.78885231, 34.88881828,\n", - " 34.98878433, 35.08875044, 35.18871661, 35.28868286, 35.38864917,\n", - " 35.48861556, 35.58858201, 35.68854853, 35.78851512, 35.88848178,\n", - " 35.9884485 , 36.0884153 , 36.18838216, 36.28834909, 36.38831609,\n", - " 36.48828316, 36.5882503 , 36.68821751, 36.78818479, 36.88815213,\n", - " 36.98811955, 37.08808703, 37.18805459, 37.28802221, 37.3879899 ,\n", - " 37.48795766, 37.58792548, 37.68789338, 37.78786135, 37.88782938,\n", - " 37.98779748, 38.08776566, 38.1877339 , 38.28770221, 38.38767059,\n", - " 38.48763903, 38.58760755, 38.68757613, 38.78754478, 38.8875135 ,\n", - " 38.98748229, 39.08745115, 39.18742008, 39.28738907, 39.38735813,\n", - " 39.48732727, 39.58729647, 39.68726573, 39.78723507, 39.88720447,\n", - " 39.98717394, 40.08714348, 40.18711309, 40.28708277, 40.38705251,\n", - " 40.48702232, 40.5869922 , 40.68696215, 40.78693216, 40.88690224,\n", - " 40.98687239, 41.08684261, 41.18681289, 41.28678324, 41.38675366,\n", - " 41.48672415, 41.5866947 , 41.68666532, 41.78663601, 41.88660677,\n", - " 41.98657759, 42.08654848, 42.18651943, 42.28649046, 42.38646155,\n", - " 42.48643271, 42.58640393, 42.68637522, 42.78634658, 42.886318 ,\n", - " 42.98628949, 43.08626105, 43.18623267, 43.28620436, 43.38617612,\n", - " 43.48614794, 43.58611983, 43.68609179, 43.78606381, 43.8860359 ,\n", - " 43.98600806, 44.08598028, 44.18595256, 44.28592492, 44.38589734,\n", - " 44.48586982, 44.58584237, 44.68581499, 44.78578767, 44.88576042,\n", - " 44.98573324, 45.08570612, 45.18567907, 45.28565208, 45.38562515,\n", - " 45.4855983 , 45.58557151, 45.68554478, 45.78551812, 45.88549153,\n", - " 45.985465 , 46.08543853, 46.18541214, 46.2853858 , 46.38535953,\n", - " 46.48533333, 46.58530719, 46.68528112, 46.78525511, 46.88522917,\n", - " 46.98520329, 47.08517748, 47.18515173, 47.28512605, 47.38510043,\n", - " 47.48507488, 47.58504939, 47.68502396, 47.7849986 , 47.88497331,\n", - " 47.98494808, 48.08492291, 48.18489781, 48.28487277, 48.3848478 ,\n", - " 48.48482289, 48.58479804, 48.68477326, 48.78474854, 48.88472389,\n", - " 48.9846993 , 49.08467478, 49.18465032, 49.28462592, 49.38460158,\n", - " 49.48457731, 49.58455311, 49.68452896, 49.78450488, 49.88448087,\n", - " 49.98445691, 50.08443302, 50.1844092 , 50.28438543, 50.38436173,\n", - " 50.48433809, 50.58431452, 50.68429101, 50.78426756, 50.88424417,\n", - " 50.98422085, 51.08419759, 51.18417439, 51.28415126, 51.38412818,\n", - " 51.48410517, 51.58408222, 51.68405934, 51.78403651, 51.88401375,\n", - " 51.98399105, 52.08396841, 52.18394584, 52.28392332, 52.38390087,\n", - " 52.48387848, 52.58385615, 52.68383388, 52.78381168, 52.88378953,\n", - " 52.98376745, 53.08374543, 53.18372347, 53.28370157, 53.38367973,\n", - " 53.48365795, 53.58363623, 53.68361458, 53.78359298, 53.88357145,\n", - " 53.98354998, 54.08352856, 54.18350721, 54.28348592, 54.38346469,\n", - " 54.48344352, 54.58342241, 54.68340136, 54.78338037, 54.88335944,\n", - " 54.98333857, 55.08331776, 55.18329701, 55.28327632, 55.38325569,\n", - " 55.48323512, 55.58321461, 55.68319415, 55.78317376, 55.88315343,\n", - " 55.98313316, 56.08311294, 56.18309279, 56.28307269, 56.38305266,\n", - " 56.48303268, 56.58301276, 56.6829929 , 56.7829731 , 56.88295336,\n", - " 56.98293368, 57.08291406, 57.18289449, 57.28287498, 57.38285554,\n", - " 57.48283614, 57.58281681, 57.68279753, 57.78277831, 57.88275914,\n", - " 57.98274003, 58.08272097, 58.18270196, 58.28268301, 58.38266412,\n", - " 58.48264528, 58.58262649, 58.68260775, 58.78258907, 58.88257044,\n", - " 58.98255187, 59.08253335, 59.18251487, 59.28249645, 59.38247809,\n", - " 59.48245977, 59.5824415 , 59.68242328, 59.78240511, 59.882387 ,\n", - " 59.98236893, 60.08235091, 60.18233295, 60.28231503, 60.38229717,\n", - " 60.48227935, 60.58226159, 60.68224387, 60.78222621, 60.88220859,\n", - " 60.98219103, 61.08217351, 61.18215605, 61.28213863, 61.38212126,\n", - " 61.48210394, 61.58208666, 61.68206943, 61.78205225, 61.88203512,\n", - " 61.98201804, 62.082001 , 62.18198401, 62.28196707, 62.38195018,\n", - " 62.48193333, 62.58191653, 62.68189977, 62.78188307, 62.88186641,\n", - " 62.9818498 , 63.08183323, 63.18181671, 63.28180024, 63.38178382,\n", - " 63.48176744, 63.58175111, 63.68173483, 63.78171859, 63.88170239,\n", - " 63.98168624, 64.08167013, 64.18165406, 64.28163803, 64.38162205,\n", - " 64.48160611, 64.58159021, 64.68157435, 64.78155853, 64.88154276,\n", - " 64.98152702, 65.08151133, 65.18149568, 65.28148007, 65.3814645 ,\n", - " 65.48144898, 65.58143349, 65.68141805, 65.78140265, 65.88138728,\n", - " 65.98137196, 66.08135669, 66.18134145, 66.28132625, 66.3813111 ,\n", - " 66.48129598, 66.58128091, 66.68126587, 66.78125088, 66.88123593,\n", - " 66.98122102, 67.08120614, 67.1811913 , 67.28117649, 67.38116172,\n", - " 67.48114699, 67.5811323 , 67.68111764, 67.78110302, 67.88108843,\n", - " 67.98107388, 68.08105936, 68.18104488, 68.28103044, 68.38101603,\n", - " 68.48100166, 68.58098733, 68.68097303, 68.78095877, 68.88094454,\n", - " 68.98093035, 69.08091619, 69.18090207, 69.28088798, 69.38087393,\n", - " 69.48085992, 69.58084594, 69.68083199, 69.78081809, 69.88080421,\n", - " 69.98079037, 70.08077657, 70.1807628 , 70.28074907, 70.38073536,\n", - " 70.48072169, 70.58070805, 70.68069444, 70.78068087, 70.88066732,\n", - " 70.98065381, 71.08064032, 71.18062687, 71.28061344, 71.38060005,\n", - " 71.48058669, 71.58057336, 71.68056006, 71.78054679, 71.88053355,\n", - " 71.98052034, 72.08050716, 72.18049402, 72.2804809 , 72.38046781,\n", - " 72.48045475, 72.58044173, 72.68042873, 72.78041576, 72.88040283,\n", - " 72.98038992, 73.08037705, 73.1803642 , 73.28035138, 73.3803386 ,\n", - " 73.48032584, 73.58031312, 73.68030042, 73.78028775, 73.88027511,\n", - " 73.9802625 , 74.08024992, 74.18023736, 74.28022484, 74.38021234,\n", - " 74.48019986, 74.58018742, 74.680175 , 74.78016261, 74.88015024,\n", - " 74.9801379 , 75.08012559, 75.1801133 , 75.28010103, 75.3800888 ,\n", - " 75.48007658, 75.5800644 , 75.68005223, 75.7800401 , 75.88002799,\n", - " 75.9800159 , 76.08000384, 76.1799918 , 76.27997979, 76.37996781,\n", - " 76.47995585, 76.57994392, 76.67993201, 76.77992012, 76.87990826,\n", - " 76.97989643, 77.07988462, 77.17987283, 77.27986107, 77.37984934,\n", - " 77.47983763, 77.57982595, 77.67981428, 77.77980265, 77.87979104,\n", - " 77.97977945, 78.07976789, 78.17975635, 78.27974484, 78.37973335,\n", - " 78.47972188, 78.57971043, 78.679699 , 78.7796876 , 78.87967622,\n", - " 78.97966487, 79.07965353, 79.17964222, 79.27963093, 79.37961966,\n", - " 79.47960842, 79.57959719, 79.67958599, 79.77957481, 79.87956366,\n", - " 79.97955252, 80.07954141, 80.17953032, 80.27951925, 80.37950821,\n", - " 80.47949718, 80.57948618, 80.6794752 , 80.77946424, 80.87945331,\n", - " 80.97944239, 81.0794315 , 81.17942063, 81.27940977, 81.37939894,\n", - " 81.47938813, 81.57937733, 81.67936656, 81.77935581, 81.87934507,\n", - " 81.97933436, 82.07932367, 82.17931299, 82.27930234, 82.37929171,\n", - " 82.47928109, 82.5792705 , 82.67925992, 82.77924937, 82.87923883,\n", - " 82.97922832, 83.07921782, 83.17920735, 83.27919689, 83.37918646,\n", - " 83.47917604, 83.57916564, 83.67915526, 83.77914489, 83.87913455,\n", - " 83.97912422, 84.07911391, 84.17910362, 84.27909334, 84.37908308,\n", - " 84.47907284, 84.57906262, 84.67905242, 84.77904223, 84.87903206,\n", - " 84.9790219 , 85.07901177, 85.17900165, 85.27899155, 85.37898147,\n", - " 85.4789714 , 85.57896135, 85.67895132, 85.77894131, 85.87893131,\n", - " 85.97892133, 86.07891136, 86.17890141, 86.27889148, 86.37888156,\n", - " 86.47887165, 86.57886177, 86.67885189, 86.77884204, 86.8788322 ,\n", - " 86.97882237, 87.07881256, 87.17880277, 87.27879299, 87.37878322,\n", - " 87.47877347, 87.57876374, 87.67875402, 87.77874432, 87.87873463,\n", - " 87.97872496, 88.0787153 , 88.17870566, 88.27869604, 88.37868642,\n", - " 88.47867683, 88.57866725, 88.67865768, 88.77864813, 88.8786386 ,\n", - " 88.97862908, 89.07861957, 89.17861008, 89.2786006 , 89.37859114,\n", - " 89.4785817 , 89.57857227, 89.67856285, 89.77855345, 89.87854406,\n", - " 89.97853469, 90.07852533, 90.17851599, 90.27850666, 90.37849735,\n", - " 90.47848805, 90.57847877, 90.6784695 , 90.77846024, 90.878451 ,\n", - " 90.97844176, 91.07843255, 91.17842334, 91.27841415, 91.37840497,\n", - " 91.4783958 , 91.57838665, 91.67837751, 91.77836838, 91.87835927])" + "10" ] }, - "execution_count": 5, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "timespan" + "timespan;\n", + "tsampling\n", + "tshift" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 63, "metadata": {}, "outputs": [], "source": [ - "timespan_new = np.linspace(0, timespan[-1], len(timespan)*100)\n", + "timespan_new = np.linspace(tshift, timespan[-1], len(timespan)*tsampling_factor)\n", "gwdatanew_re = gwnew_re(timespan_new)\n", "gwdatanew_im = gwnew_im(timespan_new)" ] }, { - "cell_type": "code", - "execution_count": 7, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "91.87835926832486" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "timespan_new[-1]" + "# timespan_new[-1]" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.0" + "10.0" ] }, - "execution_count": 8, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -439,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 65, "metadata": {}, "outputs": [ { @@ -448,7 +261,7 @@ "(92000,)" ] }, - "execution_count": 9, + "execution_count": 65, "metadata": {}, "output_type": "execute_result" } @@ -459,22 +272,22 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.legend.Legend at 0x7ff363ec6e48>" + "<matplotlib.legend.Legend at 0x7f7602362630>" ] }, - "execution_count": 10, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x576 with 1 Axes>" ] @@ -504,7 +317,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 67, "metadata": {}, "outputs": [], "source": [ @@ -589,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 68, "metadata": { "scrolled": true }, @@ -599,13 +412,13 @@ "output_type": "stream", "text": [ "Maximum likelihood estimates:\n", - "[-0.21364314 0.02664172 -0.39820931 3.00902867 0.72952632 0.45280585\n", - " -1.15014432 1.45905266]\n" + "[-0.04026387 0.02190406 -0.68983425 2.01827398 -0.33045219 0.41417712\n", + " 3.10168969 2.1857521 ]\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -756,7 +569,12 @@ " ax = axes[yi, xi]\n", " ax.axvline(median[xi], color=mediancolor)\n", " ax.axhline(median[yi], color=mediancolor)\n", - " ax.plot(median[xi], median[yi], color = mediancolor, marker = 's')" + " ax.plot(median[xi], median[yi], color = mediancolor, marker = 's')\n", + "\n", + "fig.savefig(chain_file, format = 'png', dpi = 384, bbox_inches = 'tight')\n", + "out = np.concatenate(sampler.chain[0,:])\n", + "np.savetxt(chain_file_dat,out, fmt='%d')\n", + "figcorn.savefig(corner_file, format = 'png', dpi = 384, bbox_inches = 'tight')\n" ] }, { @@ -783,7 +601,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.10" + "version": "3.6.6" } }, "nbformat": 4,