{
"cells": [
{
"cell_type": "markdown",
"id": "ce0d7112",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "d75c0c6b",
"metadata": {
"ploomber": {
"memory_usage": 420.671875,
"timestamp_end": 1695851923.725917,
"timestamp_start": 1695851923.684803
},
"tags": [
"remove-input"
]
},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"%matplotlib inline\n",
"\n",
"import pandas as pd\n",
"\n",
"pd.set_option(\"display.max_rows\", None, \"display.max_columns\", None)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "10cb4c69",
"metadata": {
"ploomber": {
"memory_usage": 421.35546875,
"timestamp_end": 1695851927.975382,
"timestamp_start": 1695851923.726013
},
"tags": [
"hide-cell"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: nrsur_catalog in /Users/avaj0001/Documents/projects/NRSUR_PRJ/nrsur_catalog/src (0.0.5)\r\n",
"Requirement already satisfied: matplotlib in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from nrsur_catalog) (3.7.2)\r\n",
"Requirement already satisfied: loguru in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from nrsur_catalog) (0.7.0)\r\n",
"Requirement already satisfied: bilby[gw] in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from nrsur_catalog) (1.4.1)\r\n",
"Requirement already satisfied: bilby.cython>=0.3.0 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (0.4.0)\r\n",
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"Requirement already satisfied: numpy in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (1.23.5)\r\n",
"Requirement already satisfied: scipy>=1.5 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (1.9.3)\r\n",
"Requirement already satisfied: pandas in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (1.5.1)\r\n",
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"Requirement already satisfied: attrs in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/attrs-21.2.0-py3.9.egg (from bilby[gw]->nrsur_catalog) (21.2.0)\r\n",
"Requirement already satisfied: astropy>=5 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (5.1)\r\n",
"Requirement already satisfied: lalsuite in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (7.6)\r\n",
"Requirement already satisfied: gwpy in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (2.1.3)\r\n",
"Requirement already satisfied: tables in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/tables-3.6.1-py3.9-macosx-10.15-x86_64.egg (from bilby[gw]->nrsur_catalog) (3.6.1)\r\n",
"Requirement already satisfied: pyfftw in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from bilby[gw]->nrsur_catalog) (0.13.1)\r\n",
"Requirement already satisfied: contourpy>=1.0.1 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from matplotlib->nrsur_catalog) (1.1.0)\r\n",
"Requirement already satisfied: cycler>=0.10 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/cycler-0.11.0-py3.9.egg (from matplotlib->nrsur_catalog) (0.11.0)\r\n",
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"Requirement already satisfied: kiwisolver>=1.0.1 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/kiwisolver-1.3.2-py3.9-macosx-10.15-x86_64.egg (from matplotlib->nrsur_catalog) (1.3.2)\r\n",
"Requirement already satisfied: packaging>=20.0 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from matplotlib->nrsur_catalog) (23.0)\r\n",
"Requirement already satisfied: pillow>=6.2.0 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/Pillow-8.4.0-py3.9-macosx-10.15-x86_64.egg (from matplotlib->nrsur_catalog) (8.4.0)\r\n",
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"Requirement already satisfied: six>=1.5 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages/six-1.16.0-py3.9.egg (from python-dateutil>=2.7->matplotlib->nrsur_catalog) (1.16.0)\r\n",
"Requirement already satisfied: dqsegdb2 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from gwpy->bilby[gw]->nrsur_catalog) (1.1.1)\r\n",
"Requirement already satisfied: gwdatafind in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from gwpy->bilby[gw]->nrsur_catalog) (1.1.1)\r\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from requests>=1.0.0->gwosc>=0.5.3->gwpy->bilby[gw]->nrsur_catalog) (2022.5.18.1)\r\n",
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"Requirement already satisfied: idna<4,>=2.5 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from requests>=1.0.0->gwosc>=0.5.3->gwpy->bilby[gw]->nrsur_catalog) (3.3)\r\n",
"Requirement already satisfied: cffi>=1.12 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from cryptography>=2.3->igwn-auth-utils[requests]->dqsegdb2->gwpy->bilby[gw]->nrsur_catalog) (1.15.0)\r\n",
"Requirement already satisfied: PyJWT>=1.6.1 in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from scitokens>=1.7.0->igwn-auth-utils[requests]->dqsegdb2->gwpy->bilby[gw]->nrsur_catalog) (2.4.0)\r\n",
"Requirement already satisfied: pycparser in /Users/avaj0001/Documents/projects/deep_gw_pe_followup/venv/lib/python3.9/site-packages (from cffi>=1.12->cryptography>=2.3->igwn-auth-utils[requests]->dqsegdb2->gwpy->bilby[gw]->nrsur_catalog) (2.21)\r\n"
]
}
],
"source": [
"! pip install nrsur_catalog"
]
},
{
"cell_type": "markdown",
"id": "1b867765",
"metadata": {},
"source": [
"# GW190514_065416\n",
"\n",
"Below are some plots for GW190514_065416 from the NRSurrogate Catalog."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "9290d7fe",
"metadata": {
"ploomber": {
"memory_usage": 520.109375,
"timestamp_end": 1695851928.637528,
"timestamp_start": 1695851927.976049
},
"tags": [
"remove-output"
]
},
"outputs": [],
"source": [
"from nrsur_catalog import NRsurResult\n",
"\n",
"nrsur_result = NRsurResult.load(\"GW190514_065416\", cache_dir=\".nrsur_catalog_cache\")\n",
"# you can specify a `cache_dir`: folder where data will be downloaded"
]
},
{
"cell_type": "markdown",
"id": "3c04bf30",
"metadata": {},
"source": [
"## Summary"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "2fbe2de3",
"metadata": {
"ploomber": {
"memory_usage": 521.38671875,
"timestamp_end": 1695851928.785939,
"timestamp_start": 1695851928.637658
},
"tags": [
"remove-output"
]
},
"outputs": [
{
"data": {
"text/html": [
"
\n", " | Posterior 90% CI | \n", "Prior | \n", "
---|---|---|
Parameter | \n", "\n", " | \n", " |
$\\chi_1$ | \n", "${0.46}_{-0.31}^{+0.35}$ | \n", "$\\text{Uniform} [0, 0.99]$ | \n", "
$\\chi_2$ | \n", "${0.49}_{-0.33}^{+0.33}$ | \n", "$\\text{Uniform} [0, 0.99]$ | \n", "
$\\phi$ | \n", "${4.88}_{-2.21}^{+0.79}$ | \n", "$\\text{Uniform} [0, 6.28]$ | \n", "
$\\mathcal{M}_{c}^{\\rm det}\\ [M_{\\odot}]$ | \n", "${48.26}_{-4.87}^{+4.33}$ | \n", "$\\text{UniformInComponentsChirpMass} [12, 400]$ | \n", "
$t_c\\ [s]$ | \n", "${1241852074.86}_{-0.03}^{+0.00}$ | \n", "$\\text{Uniform} [1241852074.75, 1241852074.95]$ | \n", "
$d_L\\ [Mpc]$ | \n", "${4089.65}_{-1450.90}^{+1648.15}$ | \n", "$\\text{UniformSourceFrame} [100.0, 10000.0]$ | \n", "
$q$ | \n", "${0.73}_{-0.21}^{+0.18}$ | \n", "$\\text{UniformInComponentsMassRatio} [0.17, 1]$ | \n", "
$\\phi$ | \n", "${3.16}_{-2.09}^{+2.03}$ | \n", "$\\text{Uniform} [0, 6.28]$ | \n", "
$\\phi_{12}$ | \n", "${3.17}_{-2.17}^{+2.12}$ | \n", "$\\text{Uniform} [0, 6.28]$ | \n", "
$\\phi_{\\mathrm{JL}}$ | \n", "${3.17}_{-2.10}^{+2.04}$ | \n", "$\\text{Uniform} [0, 6.28]$ | \n", "
$\\psi$ | \n", "${1.70}_{-1.16}^{+0.96}$ | \n", "$\\text{Uniform} [0, 3.14]$ | \n", "
$\\theta_{\\mathrm{JN}}$ | \n", "${1.43}_{-0.94}^{+1.19}$ | \n", "$\\text{Sine} [0, 3.14]$ | \n", "
$\\theta_1$ | \n", "${1.88}_{-0.68}^{+0.57}$ | \n", "$\\text{Sine} [0, 3.14]$ | \n", "
$\\theta_2$ | \n", "${1.79}_{-0.72}^{+0.64}$ | \n", "$\\text{Sine} [0, 3.14]$ | \n", "
${M}^{\\rm det}\\ [M_{\\odot}]$ | \n", "${113.47}_{-9.35}^{+9.60}$ | \n", "$\\text{Constraint} [60, 400]$ | \n", "
$\\theta$ | \n", "${1.26}_{-0.06}^{+0.06}$ | \n", "$\\text{Sine} [0, 3.14]$ | \n", "
$m_1^{\\rm src}\\ [M_{\\odot}]$ | \n", "${39.62}_{-5.89}^{+8.21}$ | \n", "$-$ | \n", "
$m_2^{\\rm src}\\ [M_{\\odot}]$ | \n", "${28.18}_{-5.56}^{+5.60}$ | \n", "$-$ | \n", "
$\\chi_{\\mathrm{eff}}$ | \n", "${-0.11}_{-0.19}^{+0.16}$ | \n", "$-$ | \n", "
$\\chi_{\\mathrm{p}}$ | \n", "${0.45}_{-0.23}^{+0.27}$ | \n", "$-$ | \n", "
$\\alpha$ | \n", "${3.52}_{-1.73}^{+0.56}$ | \n", "$-$ | \n", "
$\\delta$ | \n", "${0.65}_{-0.97}^{+0.60}$ | \n", "$-$ | \n", "
$M_f^{\\rm src}\\ [M_{\\odot}]$ | \n", "${108.58}_{-8.52}^{+8.74}$ | \n", "$-$ | \n", "
$\\chi_f$ | \n", "${0.65}_{-0.08}^{+0.06}$ | \n", "$-$ | \n", "
$v_f\\ [{\\rm km/s}]$ | \n", "${468.34}_{-271.91}^{+549.76}$ | \n", "$-$ | \n", "