From 4047a6c5daf2dab0ca324eccc71a8f1f92a64233 Mon Sep 17 00:00:00 2001 From: Jordan Hoffmann Date: Mon, 10 Jun 2024 19:55:31 +1000 Subject: [PATCH] Added comments on scripts --- papers/MCMC/plot_pdm_pz.ipynb | 251 ++++++++++------------------------ 1 file changed, 75 insertions(+), 176 deletions(-) diff --git a/papers/MCMC/plot_pdm_pz.ipynb b/papers/MCMC/plot_pdm_pz.ipynb index 2aee1a1..a92f22f 100644 --- a/papers/MCMC/plot_pdm_pz.ipynb +++ b/papers/MCMC/plot_pdm_pz.ipynb @@ -1,19 +1,19 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Purpose\n", + "\n", + "- Produce plots of P(DM), P(z), P(z,DM) and P(E)" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/fred/oz002/jhoffmann/FRB_library/zdm/.zdm_env/lib64/python3.9/site-packages/FRB-0.1.dev0-py3.9.egg/frb/halos/hmf.py:51: UserWarning: hmf_emulator not imported. Hope you are not intending to use the hmf.py module..\n", - " warnings.warn(\"hmf_emulator not imported. Hope you are not intending to use the hmf.py module..\")\n" - ] - } - ], + "outputs": [], "source": [ "from zdm import survey\n", "from zdm import cosmology as cos\n", @@ -29,9 +29,19 @@ "plt.rcParams['axes.prop_cycle'] = plt.cycler(color=[\"k\", \"tab:orange\", \"tab:blue\", \"tab:green\", \"tab:purple\", \"tab:brown\", \"tab:pink\", \"tab:gray\"]) " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load parameter vals\n", + "\n", + "- These parameter vals are taken as output from visualise_mcmc.ipynb\n", + "- Specify a dictionary of each parameter and its value, if the parameter is not specified the default value will be used" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -63,58 +73,24 @@ "# # best_fits.append({'source_evolution': 1, 'sfr_n': 0.8808527057055584, 'alpha': 0.7895161131856694, 'lmean': 2.1198711983468064, 'lsigma': 0.44944780033763343, 'lEmax': 41.18671139482926, 'lEmin': 39.81049090314043, 'gamma': -1.1558450520609953, 'H0': 54.6887137195215})\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load surveys and grids" + ] + }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading survey: FAST\n", - "Loading survey: FAST from FAST.ecsv\n", - "Loaded FRB info\n", - "FRB survey sucessfully initialised with 9 FRBs starting from 0\n", - "Initialised surveys\n", - "Initializing igamma_spline for gamma=-1.1558450520609953\n", - "Initialised grids\n", - "Loading survey: FAST\n", - "Loading survey: FAST from FAST.ecsv\n", - "Loaded FRB info\n", - "FRB survey sucessfully initialised with 9 FRBs starting from 0\n", - "Initialised surveys\n", - "Initializing igamma_spline for gamma=-1.055765846696212\n", - "Initialised grids\n", - "Loading survey: FAST\n", - "Loading survey: FAST from FAST.ecsv\n", - "Loaded FRB info\n", - "FRB survey sucessfully initialised with 9 FRBs starting from 0\n", - "Initialised surveys\n", - "Initialised grids\n", - "Loading survey: FAST\n", - "Loading survey: FAST from FAST.ecsv\n", - "Loaded FRB info\n", - "FRB survey sucessfully initialised with 9 FRBs starting from 0\n", - "Initialised surveys\n", - "Initializing igamma_spline for gamma=-1.25\n", - "Initialised grids\n", - "Loading survey: FAST\n", - "Loading survey: FAST from FAST.ecsv\n", - "Loaded FRB info\n", - "FRB survey sucessfully initialised with 9 FRBs starting from 0\n", - "Initialised surveys\n", - "Initializing igamma_spline for gamma=-0.6777402671591841\n", - "Initialised grids\n" - ] - } - ], + "outputs": [], "source": [ "s_names = [\n", " # \"FAST2\",\n", " # \"FAST2_old\"\n", - " # \"DSA\",\n", - " \"FAST\",\n", + " \"DSA\",\n", + " # \"FAST\",\n", " # \"CRAFT_class_I_and_II\", \n", " # \"private_CRAFT_ICS_892_14\", \n", " # \"private_CRAFT_ICS_1300_14\", \n", @@ -154,28 +130,18 @@ " grid_list.append(grids)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Get expected and observed number of FRBs and likelihoods" + ] + }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "FAST - expected, observed: 9.000000000000002, 9\n", - "Default -34.65597794397924\n", - "FAST - expected, observed: 8.999999999999993, 9\n", - "No $P(N)$ -34.54941215293219\n", - "FAST - expected, observed: 8.999999999999986, 9\n", - "Power law luminosity -34.44503389067216\n", - "FAST - expected, observed: 9.00000000000002, 9\n", - "Spectral index $\\alpha$ -34.70043478429763\n", - "FAST - expected, observed: 8.999999999999991, 9\n", - "Source evolution -35.566117946381496\n" - ] - } - ], + "outputs": [], "source": [ "for i in range(len(survey_list)):\n", " newC, llc = it.minimise_const_only(None, grid_list[i], survey_list[i])\n", @@ -198,63 +164,22 @@ " print(labels[i], llsum)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Produce P(DM) and P(z)\n", + "\n", + "- For each survey\n", + "- Each survey contains results from ALL parameter sets specified\n", + "- Prints P(z > zlims) and P(DM > dmlims)" + ] + }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "P(z>1) for survey FAST Default 0.7744366629122885\n", - "P(z>2) for survey FAST Default 0.31292909272361275\n", - "P(z>3) for survey FAST Default 0.09318973208555495\n", - "P(dm>3700) for survey FAST Default 0.07856752805810989\n", - "P(dm>5000) for survey FAST Default 0.016181180483877323\n", - "P(z>1) for survey FAST No $P(N)$ 0.735056015054588\n", - "P(z>2) for survey FAST No $P(N)$ 0.26681509596587033\n", - "P(z>3) for survey FAST No $P(N)$ 0.071760643632474\n", - "P(dm>3700) for survey FAST No $P(N)$ 0.07701724267104357\n", - "P(dm>5000) for survey FAST No $P(N)$ 0.017404047400449086\n", - "P(z>1) for survey FAST Power law luminosity 0.758918344524461\n", - "P(z>2) for survey FAST Power law luminosity 0.29364220486250064\n", - "P(z>3) for survey FAST Power law luminosity 0.08416993702025127\n", - "P(dm>3700) for survey FAST Power law luminosity 0.07023630084292153\n", - "P(dm>5000) for survey FAST Power law luminosity 0.014460025145307111\n", - "P(z>1) for survey FAST Spectral index $\\alpha$ 0.7509122463040734\n", - "P(z>2) for survey FAST Spectral index $\\alpha$ 0.2554065692018615\n", - "P(z>3) for survey FAST Spectral index $\\alpha$ 0.060560219855899176\n", - "P(dm>3700) for survey FAST Spectral index $\\alpha$ 0.07983588780051461\n", - "P(dm>5000) for survey FAST Spectral index $\\alpha$ 0.018927794174661422\n", - "P(z>1) for survey FAST Source evolution 0.753951281541431\n", - "P(z>2) for survey FAST Source evolution 0.4093116506793686\n", - "P(z>3) for survey FAST Source evolution 0.20051771308846444\n", - "P(dm>3700) for survey FAST Source evolution 0.1765556864313997\n", - "P(dm>5000) for survey FAST Source evolution 0.04363207751260634\n" - ] - }, - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "zlims = [1,2,3]\n", "dmlims = [3700, 5000]\n", @@ -353,41 +278,18 @@ "# print(llsum)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# P(z,DM)" + ] + }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DSA\n", - "[ 0 1 3 4 5 7 8 9 10 12 13 14 15 16 17 18 19 20 21 22 23 24]\n", - "[ 4 5 8 10 14 16 17 20]\n", - "[0.248123 0.477958 0.622 0.30039 0.241397 0.1139 0.158239 0.284669] [329.30969458 367.19733205 537.77703305 263.80315688 522.57832111\n", - " 526.31772274 225.33425767 336.29764733]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/fred/oz002/jhoffmann/FRB_library/zdm/zdm/misc_functions.py:2730: RuntimeWarning: divide by zero encountered in log10\n", - " zDMgrid = np.log10(zDMgrid)\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "j = 0\n", "print(survey_list[0][j].name)\n", @@ -422,7 +324,7 @@ " print(ignored_Zs, ignored_DMs)\n", " # print(DMlines)\n", "\n", - " plot_grid_2(\n", + " ax = plot_grid_2(\n", " zDMgrid=g.rates,\n", " zvals=g.zvals,\n", " dmvals=g.dmvals,\n", @@ -436,6 +338,7 @@ " save=False,\n", " name=survey_list[0][j].name + \"pzdm.pdf\",\n", " DMlines=DMlines,\n", + " # DMlims=[1500],\n", " FRBZ=Zs,\n", " FRBDM=DMs,\n", " FRBZ2=ignored_Zs,\n", @@ -446,22 +349,18 @@ " )" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# P(E)" + ] + }, { "cell_type": "code", - "execution_count": 26, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "for j in range(len(survey_list)):\n", " \n",