Skip to content

Instantly share code, notes, and snippets.

@adrn
Created June 19, 2023 20:48
Show Gist options
  • Save adrn/47772602e43a383e7f5276a75a0244c3 to your computer and use it in GitHub Desktop.
Save adrn/47772602e43a383e7f5276a75a0244c3 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"metadata": {
"trusted": true,
"ExecuteTime": {
"start_time": "2023-06-19T20:33:37.172911Z",
"end_time": "2023-06-19T20:33:37.367252Z"
}
},
"id": "b1eaee8c",
"cell_type": "code",
"source": "import astropy.coordinates as coord\nimport astropy.units as u\nimport matplotlib as mpl\nimport matplotlib.pyplot as plt\n%matplotlib inline\nimport numpy as np\n\n# gala\nimport gala.coordinates as gc\nimport gala.dynamics as gd\nimport gala.potential as gp\nfrom gala.units import galactic\n\nfrom pyia import GaiaData\n\nimport agama\nagama.setUnits(**{k: galactic[k] for k in ['length', 'mass', 'time']})",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Let's say you have some stellar positions and velocities from Gaia. For example, I'll query 5º around the position of Omega Cen to get all stars with radial velocities reported in Gaia DR3:"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:34:09.657394Z",
"end_time": "2023-06-19T20:34:11.366464Z"
},
"trusted": true
},
"cell_type": "code",
"source": "ocen_c = coord.SkyCoord.from_name(\"Omega Cen\")",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:39:05.229835Z",
"end_time": "2023-06-19T20:40:44.426027Z"
},
"trusted": true
},
"cell_type": "code",
"source": "q = f\"\"\"\n SELECT * FROM gaiadr3.gaia_source_lite\n WHERE 1=CONTAINS(\n POINT({ocen_c.ra.degree:0.3f}, {ocen_c.dec.degree:0.3f}),\n CIRCLE(ra, dec, 5.0)\n )\n AND radial_velocity IS NOT NULL\n AND parallax_over_error > 5\n\"\"\"\ng = GaiaData.from_query(q)",
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": "INFO: Query finished. [astroquery.utils.tap.core]\n",
"name": "stdout"
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:40:44.427123Z",
"end_time": "2023-06-19T20:40:44.428960Z"
},
"trusted": true
},
"cell_type": "code",
"source": "len(g)",
"execution_count": 13,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 13,
"data": {
"text/plain": "90857"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "So that returns about ~90,000 stars. We can convert from observed ICRS coordinates to Galactocentric cartesian coordinates with Astropy:"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:41:10.410658Z",
"end_time": "2023-06-19T20:41:10.458390Z"
},
"trusted": true
},
"cell_type": "code",
"source": "c = g.get_skycoord()\n\n# Parameters in frame below just as an example to show that you can customize the values:\ngalcen = c.transform_to(\n coord.Galactocentric(\n galcen_distance=8.275 * u.kpc, galcen_v_sun=[8.0, 254.0, 8.0] * u.km / u.s\n )\n)",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:42:32.939746Z",
"end_time": "2023-06-19T20:42:32.948653Z"
},
"trusted": true
},
"cell_type": "code",
"source": "psp = gd.PhaseSpacePosition(galcen.data)\nw = psp.w(units=galactic)",
"execution_count": 25,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:42:33.438666Z",
"end_time": "2023-06-19T20:42:33.794465Z"
},
"trusted": true
},
"cell_type": "code",
"source": "psp.plot(alpha=0.1, s=1.);",
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 864x288 with 3 Axes>",
"image/png": "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"
},
"metadata": {
"image/png": {
"width": 872,
"height": 296
}
}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:40:44.429812Z",
"end_time": "2023-06-19T20:40:44.433220Z"
}
},
"cell_type": "markdown",
"source": "If you are using the default Gala Milky Way model:"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:31:12.501223Z",
"end_time": "2023-06-19T20:31:12.518720Z"
},
"trusted": true
},
"cell_type": "code",
"source": "gala_pot = gp.MilkyWayPotential()",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "You can make an equivalent potential in Agama with:"
},
{
"metadata": {
"trusted": true,
"ExecuteTime": {
"start_time": "2023-06-19T20:31:33.395167Z",
"end_time": "2023-06-19T20:31:33.401890Z"
}
},
"id": "15f89a4f",
"cell_type": "code",
"source": "agama_pot = agama.Potential(\n dict(type='miyamotonagai', mass=6.8e10, scaleradius=3.0, scaleheight=0.28),\n dict(type='dehnen', mass=5.00e9, scaleradius=1.0),\n dict(type='dehnen', mass=1.71e9, scaleradius=0.07),\n dict(type='nfw', mass=5.4e11, scaleradius=15.62),\n)",
"execution_count": 4,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "Then, to transform the stellar coordinates to action-angle coordinates using the \"Staeckel Fudge\" (Binney 2012) method with Agama:"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:41:53.276930Z",
"end_time": "2023-06-19T20:41:54.015663Z"
},
"trusted": true
},
"cell_type": "code",
"source": "af = agama.ActionFinder(agama_pot)",
"execution_count": 21,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "The order of the indices is: J_R, J_z, J_phi"
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:44:11.286639Z",
"end_time": "2023-06-19T20:44:11.738632Z"
},
"trusted": true
},
"cell_type": "code",
"source": "J = af(w.T)",
"execution_count": 33,
"outputs": []
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:45:04.870351Z",
"end_time": "2023-06-19T20:45:05.304821Z"
},
"trusted": true
},
"cell_type": "code",
"source": "names = ['$J_R$', '$J_z$', r'$J_\\phi$']\n\nfig, axes = plt.subplots(1, 3, figsize=(15, 5), constrained_layout=True)\nfor ax, i, j in zip(axes, [0, 1, 2], [1, 2, 0]):\n ax.plot(J[:, i], J[:, j], ls='none', marker='o', mew=0, ms=1.5)\n ax.set_xlabel(names[i])\n ax.set_ylabel(names[j])",
"execution_count": 35,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 1080x360 with 3 Axes>",
"image/png": "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"
},
"metadata": {
"image/png": {
"width": 1088,
"height": 368
}
}
}
]
},
{
"metadata": {
"ExecuteTime": {
"start_time": "2023-06-19T20:47:46.589738Z",
"end_time": "2023-06-19T20:47:46.771931Z"
},
"trusted": true
},
"cell_type": "code",
"source": "fig, ax = plt.subplots(1, 1, figsize=(6, 6), constrained_layout=True)\nax.hist2d(\n J[:, 2],\n J[:, 0] + J[:, 1],\n bins=(np.linspace(-4, 4, 128), np.linspace(0, 2, 128)),\n norm=mpl.colors.LogNorm(),\n);",
"execution_count": 42,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": "<Figure size 432x432 with 1 Axes>",
"image/png": "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"
},
"metadata": {
"image/png": {
"width": 440,
"height": 440
}
}
}
]
},
{
"metadata": {
"trusted": false
},
"id": "a9c67da6",
"cell_type": "code",
"source": "",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "conda-root-py",
"display_name": "Python [conda env:root] *",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.10.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"toc": {
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"base_numbering": 1,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"gist": {
"id": "",
"data": {
"description": "",
"public": true
}
}
},
"nbformat": 4,
"nbformat_minor": 5
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment