GalacticDNSMass

Unnamed repository; edit this file 'description' to name the repository.
Log | Files | Refs | README

commit 72657b92dba6e0f55cd5e9e9551ae08f1602504b
parent 50d6bfbd3a37c4433a09a2ce36869f3228bfe8e1
Author: NicholasFarrow <nicholas.w.farrow@gmail.com>
Date:   Thu,  7 Feb 2019 00:35:17 +1100

README changes

Diffstat:
MREADME.md | 2+-
MinferenceDemo.ipynb | 18+++++++++---------
MmainCode/README.md | 6++----
3 files changed, 12 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md @@ -1,5 +1,5 @@ # The mass distribution of Galactic double neutron stars -Here we provide code which performs Bayesian inference on a sample of 17 Galactic double neutron stars (DNS) in order to investigate their mass distribution. We compare two hypotheses: A - recycled and non-recycled (slow) neutron stars (NS) follow an identical mass distribution, and B - they are drawn from two distinct populations. Within each hypothesis we also explore three possible functional models: gaussian, two-gaussian (mixture model), and uniform mass distributions. +Here we provide code which performs Bayesian inference on a sample of 17 Galactic double neutron stars (DNS) in order to investigate their mass distribution. Each DNS is comprised of two neutron stars (NS), one recycled NS and one non-recycled (slow) NS. We compare two hypotheses: A - recycled NS and non-recycled NS follow an identical mass distribution, and B - they are drawn from two distinct populations. Within each hypothesis we also explore three possible functional models: gaussian, two-gaussian (mixture model), and uniform mass distributions. You can take a look at the [demo here](https://github.com/NicholasFarrow/GalacticDNSMass/blob/master/inferenceDemo.ipynb) or you can download the git repository with: `git clone https://github.com/NicholasFarrow/GalacticDNSMass`. diff --git a/inferenceDemo.ipynb b/inferenceDemo.ipynb @@ -62,7 +62,7 @@ "outputs": [], "source": [ "# Load DNS mass samples\n", - "bothMassSamples = np.load('Demo Files/Samples/bothMassSamples.npy')\n", + "bothMassSamples = np.load('demoFiles/Samples/bothMassSamples.npy')\n", "# For each DNS, pulsar & companion samples are grouped in pairs.\n", "# Creates array of shape like (17x10000x2) (17 DNSs x 10000 observation samples x 2 (pulsar + companion))\n", "\n", @@ -190,7 +190,7 @@ "\n", "### Inference\n", "# Directory to send output to. Create it if it does not exist.\n", - "directoryNameHyp1 = 'Demo Files/hypo1/' + modelName1[:4] + \"/\" + modelName2[:4]\n", + "directoryNameHyp1 = 'demoFiles/hypo1/' + modelName1[:4] + \"/\" + modelName2[:4]\n", "if not os.path.exists(directoryNameHyp1):\n", " os.makedirs(directoryNameHyp1)" ] @@ -263,7 +263,7 @@ "\n", "### Inference\n", "# Directory to send output to. Create it if it does not exist.\n", - "directoryNameHyp2 = 'Demo Files/hypo2/' + modelName1[:4] + \"/\" + modelName2[:4]\n", + "directoryNameHyp2 = 'demoFiles/hypo2/' + modelName1[:4] + \"/\" + modelName2[:4]\n", "if not os.path.exists(directoryNameHyp2):\n", " os.makedirs(directoryNameHyp2)" ] @@ -300,8 +300,8 @@ "name": "stdout", "output_type": "stream", "text": [ - " analysing data from Demo Files/hypo1/twoG/unif/.txt\n", - " analysing data from Demo Files/hypo2/sing/sing/.txt\n", + " analysing data from demoFiles/hypo1/twoG/unif/.txt\n", + " analysing data from demoFiles/hypo2/sing/sing/.txt\n", "For Hypothesis 1 we find a log-Bayes Evidence: 24.2533062226\n", "For Hypothesis 2 we find a log-Bayes Evidence: 19.4291942354\n", "\n", @@ -469,7 +469,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -479,7 +479,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -506,7 +506,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -516,7 +516,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] diff --git a/mainCode/README.md b/mainCode/README.md @@ -1,5 +1,3 @@ -### NOTE THAT IN THIS CODE, HYPOTHESIS A REFERS TO WHAT IS KNOWN AS HYPOTHESIS B IN THE PAPER; AND VICE VERSA. - ## Prerequisites Everthing should be already installed except for pymultinest. This is installed under the home directory (`cd ~`) the following commands: @@ -32,9 +30,9 @@ Check if this worked by using `python3` then `import pymultinest`. If nothing sh This should be done first to check that all the required packages are installed (especially pymultinest). Sampling using a specific model (or model pairs) can be done through calling -`python3 hypothesisA.py 3` +`python3 hypothesisB.py 3` -Which runs hypothesis A for the 3rd model pair (single - uniform). +Which runs hypothesis B for the 3rd model pair (single - uniform). ## Running Jobs with Condor