{ "cells": [ { "cell_type": "markdown", "id": "b88f245d", "metadata": {}, "source": [ "# Testing notebook\n", "\n", "---\n", "\n", "**Author:** Adrien CR Thob\n", "\n", "*© 2022 Adrien CR Thob*\n", "\n", "*This [notebook](https://github.com/athob/py-Galaxia-ananke/blob/main/jupyter/testing_Galaxia.ipynb) is part of the [py-Galaxia-ananke](https://github.com/athob/py-Galaxia-ananke) project, which is licensed under the GNU Affero General Public License v3.0 (AGPL-3.0). The full copyright notice, including terms governing use, modification, and redistribution, is contained in the files [LICENSE](https://github.com/athob/py-Galaxia-ananke/blob/main/LICENSE) and [COPYRIGHT](https://github.com/athob/py-Galaxia-ananke/blob/main/COPYRIGHT), which can be found at the root of the source code distribution tree*\n", "\n", "**Updated On:** 2026-04-11\n", "\n", "---" ] }, { "cell_type": "code", "execution_count": 1, "id": "f130bf6c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.6.1+32.g475896d.dirty'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import galaxia_ananke\n", "galaxia_ananke.__version__" ] }, { "cell_type": "code", "execution_count": 2, "id": "fa0e3b78", "metadata": {}, "outputs": [], "source": [ "np.random.seed(0)\n", "n_parts = 10000\n", "\n", "p = galaxia_ananke.make_dummy_particles_input(n_parts)\n", "kernels = galaxia_ananke.make_dummy_kernels_input(n_parts)" ] }, { "attachments": {}, "cell_type": "markdown", "id": "44249eee", "metadata": {}, "source": [ "Using default photometric system" ] }, { "cell_type": "code", "execution_count": null, "id": "1c60e7b4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing JOB 1/1 = /home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/bin/galaxia -r --hdim=6 --nfile=sim_ee7fc65 --ngen=0 /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893_params\n", "JOB 1/1 | CODEDATAPATH=/home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/\n", "JOB 1/1 | Reading Parameter file- /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893_params\n", "JOB 1/1 | --------------------------------------------------------\n", "JOB 1/1 | outputFile survey_bb85893 \n", "JOB 1/1 | outputDir /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter\n", "JOB 1/1 | photoCateg padova \n", "JOB 1/1 | photoSys GAIA__DR2 \n", "JOB 1/1 | magcolorNames G,Gbp-Grp \n", "JOB 1/1 | appMagLimits[0] -1000 \n", "JOB 1/1 | appMagLimits[1] 1000 \n", "JOB 1/1 | absMagLimits[0] -1000 \n", "JOB 1/1 | absMagLimits[1] 20 \n", "JOB 1/1 | colorLimits[0] -1000 \n", "JOB 1/1 | colorLimits[1] 1000 \n", "JOB 1/1 | geometryOption 0 \n", "JOB 1/1 | surveyArea 207.455 \n", "JOB 1/1 | fSample 0.01 \n", "JOB 1/1 | popID 10 \n", "JOB 1/1 | warpFlareOn 0 \n", "JOB 1/1 | longitude 76.273 \n", "JOB 1/1 | latitude 13.4725 \n", "JOB 1/1 | starType 0 \n", "JOB 1/1 | photoError 0 \n", "JOB 1/1 | seed 17052 \n", "JOB 1/1 | r_max 500 \n", "JOB 1/1 | r_min 0 \n", "JOB 1/1 | nres 64 \n", "JOB 1/1 | nstart 0 \n", "JOB 1/1 | rSun[0] -8.121973366106948 \n", "JOB 1/1 | rSun[1] -1.4729444519452402e-11 \n", "JOB 1/1 | rSun[2] 0.020800000030482345 \n", "JOB 1/1 | vSun[0] 12.9 \n", "JOB 1/1 | vSun[1] 245.6 \n", "JOB 1/1 | vSun[2] 7.78 \n", "JOB 1/1 | --------------------------------------------------------\n", "JOB 1/1 | Reading Halo Sat File=/home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/nbody1/filenames/sim_ee7fc65.txt\n", "JOB 1/1 | nbody1/sim_ee7fc65/\n", "JOB 1/1 | \n", "JOB 1/1 | \t1\t1\n", "JOB 1/1 | \n", "JOB 1/1 | path nbody1/sim_ee7fc65/ sats 1 x[0] 1\n", "JOB 1/1 | Halo 1 Sat 0 fname nbody1/sim_ee7fc65/sim_ee7fc65.ebf 0\n", "JOB 1/1 | nbody1/sim_ee7fc65/sim_ee7fc65.ebf 0\n", "JOB 1/1 | No of Satellites =1\n", "JOB 1/1 | Generating catalog. Max allowed stars is 18446744073709551615\n", "JOB 1/1 | Source numbering will start at 0\n", "JOB 1/1 | Writing to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.ebf\n", "JOB 1/1 | Using geometry: All Sky\n", "JOB 1/1 | setting center to -8.12197 -1.47294e-11 0.0208 12.9 245.6 7.78\n", "JOB 1/1 | Reading Isochrones from dir- /home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/Isochrones/padova/GAIA__DR2\n", "JOB 1/1 | Isochrone Grid Size: (Age bins=71,Feh bins=34,Alpha bins=1)\n", "JOB 1/1 | Time Isochrone Reading 4.21485 \n", "JOB 1/1 | ------------------------------\n", "JOB 1/1 | nbody1/sim_ee7fc65/sim_ee7fc65.ebf Sat No=0\n", "JOB 1/1 | Particles=10000\n", "JOB 1/1 | Satellite Info\n", "JOB 1/1 | Particles=10000 Mass=5.49088e+07 0.379706\n", "JOB 1/1 | Total Stars=775864 accepted=775864 rejected=0\n", "JOB 1/1 | -----------Done---------------\n", "JOB 1/1 | Total stars written 775864 \n", "JOB 1/1 | 31\n", "JOB 1/1 | File written- /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.ebf\n", "JOB 1/1 | Calculating magnitudes in GAIA__DR2 system................\n", "JOB 1/1 | initializing isochrone data\n", "JOB 1/1 | interpolating on isochrone tables\n", "JOB 1/1 | Total Time= 6.73712 \n", "Exported the following quantities from /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.ebf to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5 for partition 0\n", "['age', 'alpha', 'calcium', 'carbon', 'dform', 'dmod', 'feh', 'gaia__dr2_g', 'gaia__dr2_gbp', 'gaia__dr2_grp', 'grav', 'helium', 'lum', 'mact', 'magnesium', 'mtip', 'neon', 'nitrogen', 'oxygen', 'parentid', 'partid', 'partitionid', 'px', 'py', 'pz', 'rad', 'satid', 'silicon', 'smass', 'sulphur', 'teff', 'vx', 'vy', 'vz']\n", "Running convert_cartesian_to_galactic post-processing pipeline\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5\n", "['glat', 'mul', 'mub', 'vr', 'glon']\n", "Overwritten the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5\n", "['rad']\n", "Running convert_galactic_to_icrs post-processing pipeline\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5\n", "['dec', 'mura', 'ra', 'mudec']\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5\n", "['pi']\n", "Running last_conversions post-processing pipeline\n", "Overwritten the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_bb85893.sim_ee7fc65.0.h5\n", "['teff', 'lum']\n" ] }, { "data": { "text/html": [ "
[04/11/26 10:29:43] WARNING  could not close memmap for column                                   dataset_mmap.py:94\n",
       "                             /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/surv                   \n",
       "                             ey_bb85893.sim_ee7fc65.0.h5                                                           \n",
       "
\n" ], "text/plain": [ "\u001b[2;36m[04/11/26 10:29:43]\u001b[0m\u001b[2;36m \u001b[0m\u001b[33mWARNING \u001b[0m could not close memmap for column \u001b]8;id=11887096;file:///home/athob/miniconda3/envs/galaxia_kernels/lib/python3.12/site-packages/vaex/dataset_mmap.py\u001b\\\u001b[2mdataset_mmap.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=11887097;file:///home/athob/miniconda3/envs/galaxia_kernels/lib/python3.12/site-packages/vaex/dataset_mmap.py#94\u001b\\\u001b[2m94\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[2;36m \u001b[0m \u001b[35m/home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/\u001b[0m\u001b[95msurv\u001b[0m \u001b[2m \u001b[0m\n", "\u001b[2;36m \u001b[0m \u001b[95mey_bb85893.sim_ee7fc65.0.h5\u001b[0m \u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# age alpha calcium carbon dec dform dmod feh gaia__dr2_g gaia__dr2_gbp gaia__dr2_grp glat glon grav helium lum mact magnesium mtip mub mudec mul mura neon nitrogen oxygen parentid partid partitionid pi px py pz ra rad satid silicon smass sulphur teff vr vx vy vz
0 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-5.9987928870172050.0 19.18746074617149 -0.4713688194751739510.049541 11.135206 9.061388 25.24992223115461711.1257102946662774.959996 -0.55259066820144650.013265546 0.32571775 -0.43141031265258792.025267 0.09922013320288019-0.5235132378898534-0.6965451669594975-0.47005711802026073 -1.0620990991592407-0.19719007611274720.142635896801948550 0 0 0.01453810665987056561.0435431903257 12.00471591950935829.34133874813846 250.4630707163110268.78474779389899 0 -0.37105110287666320.32548731676493986-1.074652075767517 3507.9854-27.7460133241033555.661607360839843 -230.3608051300048817.426230163574218
1 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-6.1272376748153060.0 19.171800439743475-0.4713688194751739510.241194 11.348089 9.244259 24.71280283950761411.3510386339902714.982851 -0.55259066820144650.01104272250.3004559 -0.43141031265258792.025267 0.09536975795697421-0.5276113979192809-0.6973828182968841-0.46590170505605477 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01464333210283427860.82262766426827 12.20991396575727928.55020074192997 251.0263249256750868.29046783733368 0 -0.37105110287666320.3001993465042324 -1.074652075767517 3470.0093-29.0703754937907885.888169078959606 -229.0850650174623 15.892899689667964
2 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-4.6118828432504630.0 19.184196380047627-0.4713688194751739511.107061 12.355882 10.057264 26.33148251149329 12.1769401805052845.0564485-0.55259066820144650.005601731 0.21558467 -0.43141031265258792.025267 0.10794063385932462-0.5231215624389193-0.6976908045641587-0.47409647765280827 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01455997817527653460.170292961610485 12.98393126930122330.4645868348277 250.0844830019715 68.68142163138972 0 -0.37105110287666320.21539068894935812-1.074652075767517 3317.9675-30.3756026717282636.065196533239755 -231.0753981324981218.02364376961555
3 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-5.23950097744024 0.0 19.220250209628247-0.4713688194751739511.925058 13.38647 10.810073 25.18644948345371812.1794204486108985.112998 -0.55259066820144650.003062184 0.16261049 -0.43141031265258792.025267 0.10180838490125377-0.5183474370136479-0.6871218489352939-0.46240384628789694 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01432022883795722461.7699187276361 13.33190724807445 29.717771402648527251.0457441859068469.83128630943371 0 -0.37105110287666320.16261048971195396-1.074652075767517 3159.8638-30.76829323317595 6.752163951983698 -231.2404013213213117.403911714895454
4 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-6.0789923901595280.0 19.19209002842598 -0.471368819475173955.3339996 5.643775 4.856216 25.25306999836535 11.0166194468432084.6138034-0.55259066820144650.55209434 0.84384394 -0.43141031265258792.025267 0.0940486450071904 -0.5253349077075044-0.6957886374795229-0.4658220802165214 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01450714641760934361.19502754380263 11.91353056829158 29.407382344093534250.4051905187230368.93154388971774 0 -0.37105110287666320.8437795505866239 -1.074652075767517 5751.3896-28.06719688457659 5.66103368563142 -230.5278516182996215.821138903969658
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
775,8599.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.67512761555776 0.0 18.901398503508 -0.8195078372955322 11.241103 12.384796 10.232504 38.410595747441334141.683964708936265.1169367-1.11408305168151860.004501903 0.17917392 -1.05733442306518551.46496620.48100642129013516-1.016194290487889 0.8958008531689239 -0.03428570898100103 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.01658518420046318 -37.06910947546182 29.29226749333721 37.46070535667231 143.2893529174721460.29477803279825 0 -1.154412031173706 0.17931102772855806-0.89225906133651733407.4797-199.4754954099734330.909965888063578-350.7595651358304 -16.203186665995407
775,8609.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.9271370971849 0.0 18.90247353507768 -0.8195078372955322 12.456706 13.928801 11.343059 38.489299839118466141.2503961403413 5.209868 -1.11408305168151860.00181794950.123802505-1.05733442306518551.46496620.48574349734305194-1.00829917297113260.8845559837600097 -0.04145855041396074 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.01657697539992656 -36.82444996436815 29.55432711204344 37.544151228868955144.0215930735737 60.3246355788421 0 -1.154412031173706 0.12392672176311978-0.89225906133651733140.5276-201.3199262773930831.987156334318374-350.01822343199785-16.569523045806683
775,8619.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.43132824162706 0.0 18.927321318531803-0.8195078372955322 8.628792 9.432074 7.774683 38.81531220999055 141.740039256357624.847518 -1.11408305168151860.03736311 0.4449833 -1.05733442306518551.46496620.48241667518683984-1.004448412085148 0.8820037478611186 -0.04171147562730093 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.016388369088360832-37.33207956057043529.44076346773706438.247373029765626144.2685687650226861.01888446668003 0 -1.154412031173706 0.4458544863014953 -0.89225906133651733939.6428-200.9306536857234633.62953751008303 -351.4365801451852 -17.21798102773565
775,8629.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 69.92493154791732 0.0 18.902482764718552-0.8195078372955322 11.216943 12.356519 10.209925 38.87385604781143 142.450424530848475.114827 -1.11408305168151860.004596257 0.18079981 -1.05733442306518551.46496620.4825023390866653 -1.02794306979560510.9083715083600382 -0.035781974282887485-0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.016576904941189016-37.2348611717127 28.62253500326852 37.86037765719767 143.5888888466902860.3248919836221660 -1.154412031173706 0.18096256208800496-0.89225906133651733412.8975-196.6189251462639631.70418290241155 -352.0160153247833 -15.97775536163102
775,8639.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.63209714671159 0.0 18.898541987680375-0.8195078372955322 8.079974 8.781318 7.285962 38.34232917415424 141.7975769824711 4.794572 -1.11408305168151860.057495065 0.49785998 -1.05733442306518551.46496620.47637938617209147-1.01520202405601250.8970790215056618 -0.032449048488794874-0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.016607015937988585-37.11331476098100529.20784036801364237.35521449019692 142.9765003199213760.21551395711603 0 -1.154412031173706 0.4980831631266951 -0.89225906133651734139.4316-199.8237642958756631.08565390980641 -350.32448368884286-17.308893070212754
" ], "text/plain": [ "# age alpha calcium carbon dec dform dmod feh gaia__dr2_g gaia__dr2_gbp gaia__dr2_grp glat glon grav helium lum mact magnesium mtip mub mudec mul mura neon nitrogen oxygen parentid partid partitionid pi px py pz ra rad satid silicon smass sulphur teff vr vx vy vz\n", "0 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -5.998792887017205 0.0 19.18746074617149 -0.47136881947517395 10.049541 11.135206 9.061388 25.249922231154617 11.125710294666277 4.959996 -0.5525906682014465 0.013265546 0.32571775 -0.4314103126525879 2.025267 0.09922013320288019 -0.5235132378898534 -0.6965451669594975 -0.47005711802026073 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 0 0 0.014538106659870565 61.0435431903257 12.004715919509358 29.34133874813846 250.46307071631102 68.78474779389899 0 -0.3710511028766632 0.32548731676493986 -1.074652075767517 3507.9854 -27.746013324103355 5.661607360839843 -230.36080513000488 17.426230163574218\n", "1 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -6.127237674815306 0.0 19.171800439743475 -0.47136881947517395 10.241194 11.348089 9.244259 24.712802839507614 11.351038633990271 4.982851 -0.5525906682014465 0.0110427225 0.3004559 -0.4314103126525879 2.025267 0.09536975795697421 -0.5276113979192809 -0.6973828182968841 -0.46590170505605477 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014643332102834278 60.82262766426827 12.209913965757279 28.55020074192997 251.02632492567508 68.29046783733368 0 -0.3710511028766632 0.3001993465042324 -1.074652075767517 3470.0093 -29.070375493790788 5.888169078959606 -229.0850650174623 15.892899689667964\n", "2 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -4.611882843250463 0.0 19.184196380047627 -0.47136881947517395 11.107061 12.355882 10.057264 26.33148251149329 12.176940180505284 5.0564485 -0.5525906682014465 0.005601731 0.21558467 -0.4314103126525879 2.025267 0.10794063385932462 -0.5231215624389193 -0.6976908045641587 -0.47409647765280827 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014559978175276534 60.170292961610485 12.983931269301223 30.4645868348277 250.0844830019715 68.68142163138972 0 -0.3710511028766632 0.21539068894935812 -1.074652075767517 3317.9675 -30.375602671728263 6.065196533239755 -231.07539813249812 18.02364376961555\n", "3 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -5.23950097744024 0.0 19.220250209628247 -0.47136881947517395 11.925058 13.38647 10.810073 25.186449483453718 12.179420448610898 5.112998 -0.5525906682014465 0.003062184 0.16261049 -0.4314103126525879 2.025267 0.10180838490125377 -0.5183474370136479 -0.6871218489352939 -0.46240384628789694 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014320228837957224 61.7699187276361 13.33190724807445 29.717771402648527 251.04574418590684 69.83128630943371 0 -0.3710511028766632 0.16261048971195396 -1.074652075767517 3159.8638 -30.76829323317595 6.752163951983698 -231.24040132132131 17.403911714895454\n", "4 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -6.078992390159528 0.0 19.19209002842598 -0.47136881947517395 5.3339996 5.643775 4.856216 25.25306999836535 11.016619446843208 4.6138034 -0.5525906682014465 0.55209434 0.84384394 -0.4314103126525879 2.025267 0.0940486450071904 -0.5253349077075044 -0.6957886374795229 -0.4658220802165214 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014507146417609343 61.19502754380263 11.91353056829158 29.407382344093534 250.40519051872303 68.93154388971774 0 -0.3710511028766632 0.8437795505866239 -1.074652075767517 5751.3896 -28.06719688457659 5.66103368563142 -230.52785161829962 15.821138903969658\n", "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", "775,859 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.67512761555776 0.0 18.901398503508 -0.8195078372955322 11.241103 12.384796 10.232504 38.410595747441334 141.68396470893626 5.1169367 -1.1140830516815186 0.004501903 0.17917392 -1.0573344230651855 1.4649662 0.48100642129013516 -1.016194290487889 0.8958008531689239 -0.03428570898100103 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.01658518420046318 -37.06910947546182 29.29226749333721 37.46070535667231 143.28935291747214 60.29477803279825 0 -1.154412031173706 0.17931102772855806 -0.8922590613365173 3407.4797 -199.47549540997343 30.909965888063578 -350.7595651358304 -16.203186665995407\n", "775,860 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.9271370971849 0.0 18.90247353507768 -0.8195078372955322 12.456706 13.928801 11.343059 38.489299839118466 141.2503961403413 5.209868 -1.1140830516815186 0.0018179495 0.123802505 -1.0573344230651855 1.4649662 0.48574349734305194 -1.0082991729711326 0.8845559837600097 -0.04145855041396074 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.01657697539992656 -36.82444996436815 29.55432711204344 37.544151228868955 144.0215930735737 60.3246355788421 0 -1.154412031173706 0.12392672176311978 -0.8922590613365173 3140.5276 -201.31992627739308 31.987156334318374 -350.01822343199785 -16.569523045806683\n", "775,861 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.43132824162706 0.0 18.927321318531803 -0.8195078372955322 8.628792 9.432074 7.774683 38.81531220999055 141.74003925635762 4.847518 -1.1140830516815186 0.03736311 0.4449833 -1.0573344230651855 1.4649662 0.48241667518683984 -1.004448412085148 0.8820037478611186 -0.04171147562730093 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.016388369088360832 -37.332079560570435 29.440763467737064 38.247373029765626 144.26856876502268 61.01888446668003 0 -1.154412031173706 0.4458544863014953 -0.8922590613365173 3939.6428 -200.93065368572346 33.62953751008303 -351.4365801451852 -17.21798102773565\n", "775,862 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 69.92493154791732 0.0 18.902482764718552 -0.8195078372955322 11.216943 12.356519 10.209925 38.87385604781143 142.45042453084847 5.114827 -1.1140830516815186 0.004596257 0.18079981 -1.0573344230651855 1.4649662 0.4825023390866653 -1.0279430697956051 0.9083715083600382 -0.035781974282887485 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.016576904941189016 -37.2348611717127 28.62253500326852 37.86037765719767 143.58888884669028 60.324891983622166 0 -1.154412031173706 0.18096256208800496 -0.8922590613365173 3412.8975 -196.61892514626396 31.70418290241155 -352.0160153247833 -15.97775536163102\n", "775,863 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.63209714671159 0.0 18.898541987680375 -0.8195078372955322 8.079974 8.781318 7.285962 38.34232917415424 141.7975769824711 4.794572 -1.1140830516815186 0.057495065 0.49785998 -1.0573344230651855 1.4649662 0.47637938617209147 -1.0152020240560125 0.8970790215056618 -0.032449048488794874 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.016607015937988585 -37.113314760981005 29.207840368013642 37.35521449019692 142.97650031992137 60.21551395711603 0 -1.154412031173706 0.4980831631266951 -0.8922590613365173 4139.4316 -199.82376429587566 31.08565390980641 -350.32448368884286 -17.308893070212754" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "name": "stdout", "output_type": "stream", "text": [ "Exported the following quantities from /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.ebf to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5 for partition 0\n", "['age', 'alpha', 'calcium', 'carbon', 'dform', 'dmod', 'feh', 'grav', 'helium', 'lsst_g', 'lsst_i', 'lsst_r', 'lsst_u', 'lsst_y', 'lsst_z', 'lum', 'mact', 'magnesium', 'mtip', 'neon', 'nitrogen', 'oxygen', 'parentid', 'partid', 'partitionid', 'px', 'py', 'pz', 'rad', 'satid', 'silicon', 'smass', 'sulphur', 'teff', 'vx', 'vy', 'vz']\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5\n", "['glat', 'mul', 'mub', 'vr', 'glon']\n", "Overwritten the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5\n", "['rad']\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5\n", "['dec', 'mura', 'ra', 'mudec']\n", "Exported the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5\n", "['pi']\n", "Overwritten the following quantities to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.h5\n", "['teff', 'lum']\n" ] }, { "data": { "text/html": [ "
[04/11/26 10:29:51] WARNING  could not close memmap for column                                   dataset_mmap.py:94\n",
       "                             /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/surv                   \n",
       "                             ey_5746cbd.sim_ee7fc65.0.h5                                                           \n",
       "
\n" ], "text/plain": [ "\u001b[2;36m[04/11/26 10:29:51]\u001b[0m\u001b[2;36m \u001b[0m\u001b[33mWARNING \u001b[0m could not close memmap for column \u001b]8;id=11887102;file:///home/athob/miniconda3/envs/galaxia_kernels/lib/python3.12/site-packages/vaex/dataset_mmap.py\u001b\\\u001b[2mdataset_mmap.py\u001b[0m\u001b]8;;\u001b\\\u001b[2m:\u001b[0m\u001b]8;id=11887103;file:///home/athob/miniconda3/envs/galaxia_kernels/lib/python3.12/site-packages/vaex/dataset_mmap.py#94\u001b\\\u001b[2m94\u001b[0m\u001b]8;;\u001b\\\n", "\u001b[2;36m \u001b[0m \u001b[35m/home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/\u001b[0m\u001b[95msurv\u001b[0m \u001b[2m \u001b[0m\n", "\u001b[2;36m \u001b[0m \u001b[95mey_5746cbd.sim_ee7fc65.0.h5\u001b[0m \u001b[2m \u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output = galaxia_ananke.make_survey_from_particles(p, kernels, fsample=0.01, caching=True)#, simname='sim', surveyname='survey', fsample=1, ngb=64, **kwargs):\n", "output" ] }, { "attachments": {}, "cell_type": "markdown", "id": "5744efd0", "metadata": {}, "source": [ "Using LSST photometric system" ] }, { "cell_type": "code", "execution_count": 4, "id": "3e04243e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Executing JOB 1/1 = /home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/bin/galaxia -r --hdim=6 --nfile=sim_ee7fc65 --ngen=0 /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd_params\n", "JOB 1/1 | CODEDATAPATH=/home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/\n", "JOB 1/1 | Reading Parameter file- /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd_params\n", "JOB 1/1 | --------------------------------------------------------\n", "JOB 1/1 | outputFile survey_5746cbd \n", "JOB 1/1 | outputDir /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter\n", "JOB 1/1 | photoCateg padova \n", "JOB 1/1 | photoSys LSST \n", "JOB 1/1 | magcolorNames r,g-r \n", "JOB 1/1 | appMagLimits[0] -1000 \n", "JOB 1/1 | appMagLimits[1] 1000 \n", "JOB 1/1 | absMagLimits[0] -1000 \n", "JOB 1/1 | absMagLimits[1] 20 \n", "JOB 1/1 | colorLimits[0] -1000 \n", "JOB 1/1 | colorLimits[1] 1000 \n", "JOB 1/1 | geometryOption 0 \n", "JOB 1/1 | surveyArea 207.455 \n", "JOB 1/1 | fSample 0.01 \n", "JOB 1/1 | popID 10 \n", "JOB 1/1 | warpFlareOn 0 \n", "JOB 1/1 | longitude 76.273 \n", "JOB 1/1 | latitude 13.4725 \n", "JOB 1/1 | starType 0 \n", "JOB 1/1 | photoError 0 \n", "JOB 1/1 | seed 17052 \n", "JOB 1/1 | r_max 500 \n", "JOB 1/1 | r_min 0 \n", "JOB 1/1 | nres 64 \n", "JOB 1/1 | nstart 0 \n", "JOB 1/1 | rSun[0] -8.121973366106948 \n", "JOB 1/1 | rSun[1] -1.4729444519452402e-11 \n", "JOB 1/1 | rSun[2] 0.020800000030482345 \n", "JOB 1/1 | vSun[0] 12.9 \n", "JOB 1/1 | vSun[1] 245.6 \n", "JOB 1/1 | vSun[2] 7.78 \n", "JOB 1/1 | --------------------------------------------------------\n", "JOB 1/1 | Reading Halo Sat File=/home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/nbody1/filenames/sim_ee7fc65.txt\n", "JOB 1/1 | nbody1/sim_ee7fc65/\n", "JOB 1/1 | \n", "JOB 1/1 | \t1\t1\n", "JOB 1/1 | \n", "JOB 1/1 | path nbody1/sim_ee7fc65/ sats 1 x[0] 1\n", "JOB 1/1 | Halo 1 Sat 0 fname nbody1/sim_ee7fc65/sim_ee7fc65.ebf 0\n", "JOB 1/1 | nbody1/sim_ee7fc65/sim_ee7fc65.ebf 0\n", "JOB 1/1 | No of Satellites =1\n", "JOB 1/1 | Generating catalog. Max allowed stars is 18446744073709551615\n", "JOB 1/1 | Source numbering will start at 0\n", "JOB 1/1 | Writing to /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.ebf\n", "JOB 1/1 | Using geometry: All Sky\n", "JOB 1/1 | setting center to -8.12197 -1.47294e-11 0.0208 12.9 245.6 7.78\n", "JOB 1/1 | Reading Isochrones from dir- /home/athob/miniconda3/envs/galaxia_kernels/.cache/galaxia_ananke/GalaxiaData/Isochrones/padova/LSST\n", "JOB 1/1 | Isochrone Grid Size: (Age bins=71,Feh bins=34,Alpha bins=1)\n", "JOB 1/1 | Time Isochrone Reading 2.72231 \n", "JOB 1/1 | ------------------------------\n", "JOB 1/1 | nbody1/sim_ee7fc65/sim_ee7fc65.ebf Sat No=0\n", "JOB 1/1 | Particles=10000\n", "JOB 1/1 | Satellite Info\n", "JOB 1/1 | Particles=10000 Mass=5.49088e+07 0.379706\n", "JOB 1/1 | Total Stars=776608 accepted=776606 rejected=2\n", "JOB 1/1 | -----------Done---------------\n", "JOB 1/1 | Total stars written 776606 \n", "JOB 1/1 | 31\n", "JOB 1/1 | File written- /home/athob/Software/repos/py-ananke/py-Galaxia-ananke/jupyter/survey_5746cbd.sim_ee7fc65.0.ebf\n", "JOB 1/1 | Calculating magnitudes in LSST system................\n", "JOB 1/1 | initializing isochrone data\n", "JOB 1/1 | interpolating on isochrone tables\n", "JOB 1/1 | Total Time= 5.24265 \n", "Running convert_cartesian_to_galactic post-processing pipeline\n", "Running convert_galactic_to_icrs post-processing pipeline\n", "Running last_conversions post-processing pipeline\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
# age alpha calcium carbon dec dform dmod feh glat glon grav helium lsst_g lsst_i lsst_r lsst_u lsst_y lsst_z lum mact magnesium mtip mub mudec mul mura neon nitrogen oxygen parentid partid partitionid pi px py pz ra rad satid silicon smass sulphur teff vr vx vy vz
0 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-5.9987928870172050.0 19.18746074617149 -0.4713688194751739525.24992223115461711.1257102946662774.957723 -0.552590668201446511.82129 9.553138 10.4297 14.9515128.930664 9.1264 0.012646457 0.32465628-0.43141031265258792.05205270.09922013320288019-0.5235132378898534-0.6965451669594975-0.47005711802026073 -1.0620990991592407-0.19719007611274720.142635896801948550 0 0 0.01453810665987056561.0435431903257 12.00471591950935829.34133874813846 250.4630707163110268.78474779389899 0 -0.37105110287666320.3258619207861875 -1.074652075767517 3463.1602-27.7460133241033555.661607360839843 -230.3608051300048817.426230163574218
1 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-6.1272376748153060.0 19.171800439743475-0.4713688194751739524.71280283950761411.3510386339902714.9810724-0.552590668201446512.07973 9.765523 10.67789315.2445139.121066 9.321541 0.010579075 0.29959986-0.43141031265258792.05205270.09536975795697421-0.5276113979192809-0.6973828182968841-0.46590170505605477 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01464333210283427860.82262766426827 12.20991396575727928.55020074192997 251.0263249256750868.29046783733368 0 -0.37105110287666320.30051895807873963-1.074652075767517 3425.739 -29.0703754937907885.888169078959606 -229.0850650174623 15.892899689667964
2 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-4.6118828432504630.0 19.184196380047627-0.4713688194751739526.33148251149329 12.1769401805052845.0518117-0.552590668201446513.122309 10.58892111.67410716.4766679.846663 10.0711060.005275812 0.21477202-0.43141031265258792.05205270.10794063385932462-0.5231215624389193-0.6976908045641587-0.47409647765280827 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01455997817527653460.170292961610485 12.98393126930122330.4645868348277 250.0844830019715 68.68142163138972 0 -0.37105110287666320.21554831077590633-1.074652075767517 3264.037 -30.3756026717282636.065196533239755 -231.0753981324981218.02364376961555
3 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-5.23950097744024 0.0 19.220250209628247-0.4713688194751739525.18644948345371812.1794204486108985.1082735-0.552590668201446514.20013 11.36916 12.70065 17.83371510.50447210.7594280.00287568570.16199727-0.43141031265258792.05205270.10180838490125377-0.5183474370136479-0.6871218489352939-0.46240384628789694 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01432022883795722461.7699187276361 13.33190724807445 29.717771402648527251.0457441859068469.83128630943371 0 -0.37105110287666320.16268769161294605-1.074652075767517 3104.7427-30.76829323317595 6.752163951983698 -231.2404013213213117.403911714895454
4 8.9554138183593750.039958495646715164-0.3540340065956116-0.7935190200805664-6.0789923901595280.0 19.19209002842598 -0.4713688194751739525.25306999836535 11.0166194468432084.6106825-0.55259066820144655.8098636 5.250584 5.37791546.98790265.20721865.221788 0.52896935 0.84699625-0.43141031265258792.05205270.0940486450071904 -0.5253349077075044-0.6957886374795229-0.4658220802165214 -1.0620990991592407-0.19719007611274720.142635896801948550 1 0 0.01450714641760934361.19502754380263 11.91353056829158 29.407382344093534250.4051905187230368.93154388971774 0 -0.37105110287666320.846996270255526 -1.074652075767517 5678.1475-28.06719688457659 5.66103368563142 -230.5278516182996215.821138903969658
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
776,6019.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.2416134044244 0.0 18.928080301488805-0.8195078372955322 38.23947911045636 142.440127940205375.163577 -1.114083051681518614.148937 11.43773212.59377717.96042810.69437 10.9175550.00249379830.14125384-1.05733442306518551.48152840.4630886324406654 -1.005321128229882 0.8924962497223514 -0.018167729600125027-0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.01638264195167217 -38.0051038896443 29.22548976601557437.78082543312063 141.9750215098713461.04021579363946 0 -1.154412031173706 0.14149260626118568-0.89225906133651733200.679 -198.3663578239218731.82657785623363 -350.25535315175404-17.531873464126488
776,6029.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.41686922729994 0.0 18.910062605520345-0.8195078372955322 38.30516105074999 142.1394291091951 4.974049 -1.114083051681518611.403774 9.320927 10.01820714.5077498.816019 8.985688 0.01430901050.31965846-1.05733442306518551.48152840.4734601891965643 -1.01623826801993470.8995340829490515 -0.02420536620008279 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.016519141713576574-37.50449500496923 29.15502433778618837.52311897234206 142.4837919409775760.5358327532314040 -1.154412031173706 0.3199948774194941 -0.89225906133651733623.1023-200.4537340407613632.250012201783434-352.0312163865094 -17.63271907643936
776,6039.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.4080879314508 0.0 18.902934953720308-0.8195078372955322 38.51721538906175 141.9991744509487 5.14582 -1.114083051681518613.830839 11.21531212.29540517.53302210.50600810.72185 0.00298386460.1518549 -1.05733442306518551.48152840.4743226682165405 -1.01798298177660750.9015225353275752 -0.03788831087186001 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.01657345331378465 -37.20101481046789 29.06548137124294637.57513556628101 143.1957479921791860.3374553912834340 -1.154412031173706 0.15207528197126546-0.89225906133651733252.9087-198.9575728231598 30.486204730876576-351.0526487543546 -17.750080964989557
776,6049.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 71.08387310132055 0.0 18.923024179865948-0.8195078372955322 38.26009144965401 141.192352584500245.2413483-1.114083051681518615.744637512.45053814.10643620.03769 11.51201411.7771 0.00114766250.10921725-1.05733442306518551.48152840.4787283396765763 -1.000357228120909 0.8791278440635257 -0.03649665140152236 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.016420832232023796-37.26221822413036 29.96778210942397537.71016280176713 143.4890668233096660.89825325964946 0 -1.154412031173706 0.10933340808845429-0.89225906133651732939.4915-203.1372333895838831.92943133805899 -351.364943439203 -17.27155580525957
776,6059.305075645446777-0.2378266155719757 -1.36687850952148440.2941742241382599 70.37595469858103 0.0 18.93286622717117 -0.8195078372955322 38.68717785347273 141.920371611986164.4602547-1.11408305168151864.5252266 4.262131 4.302835 5.378302 4.305421 4.285506 1.4932839 0.97874534-1.05733442306518551.48152840.4747371924655401 -1.00602810280768560.8878889884355189 -0.04036971706960485 -0.6839846968650818-0.5307199358940125-0.52554571628570569999 1 0 0.01634657436618385 -37.58765043641153629.45090773208533738.23846973636697 143.7258630870868 61.17489680704598 0 -1.154412031173706 0.9792776048621659 -0.89225906133651736509.6606-198.8693553291956331.12364048005234 -351.49591091566566-16.84361679566483
" ], "text/plain": [ "# age alpha calcium carbon dec dform dmod feh glat glon grav helium lsst_g lsst_i lsst_r lsst_u lsst_y lsst_z lum mact magnesium mtip mub mudec mul mura neon nitrogen oxygen parentid partid partitionid pi px py pz ra rad satid silicon smass sulphur teff vr vx vy vz\n", "0 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -5.998792887017205 0.0 19.18746074617149 -0.47136881947517395 25.249922231154617 11.125710294666277 4.957723 -0.5525906682014465 11.82129 9.553138 10.4297 14.951512 8.930664 9.1264 0.012646457 0.32465628 -0.4314103126525879 2.0520527 0.09922013320288019 -0.5235132378898534 -0.6965451669594975 -0.47005711802026073 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 0 0 0.014538106659870565 61.0435431903257 12.004715919509358 29.34133874813846 250.46307071631102 68.78474779389899 0 -0.3710511028766632 0.3258619207861875 -1.074652075767517 3463.1602 -27.746013324103355 5.661607360839843 -230.36080513000488 17.426230163574218\n", "1 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -6.127237674815306 0.0 19.171800439743475 -0.47136881947517395 24.712802839507614 11.351038633990271 4.9810724 -0.5525906682014465 12.07973 9.765523 10.677893 15.244513 9.121066 9.321541 0.010579075 0.29959986 -0.4314103126525879 2.0520527 0.09536975795697421 -0.5276113979192809 -0.6973828182968841 -0.46590170505605477 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014643332102834278 60.82262766426827 12.209913965757279 28.55020074192997 251.02632492567508 68.29046783733368 0 -0.3710511028766632 0.30051895807873963 -1.074652075767517 3425.739 -29.070375493790788 5.888169078959606 -229.0850650174623 15.892899689667964\n", "2 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -4.611882843250463 0.0 19.184196380047627 -0.47136881947517395 26.33148251149329 12.176940180505284 5.0518117 -0.5525906682014465 13.122309 10.588921 11.674107 16.476667 9.846663 10.071106 0.005275812 0.21477202 -0.4314103126525879 2.0520527 0.10794063385932462 -0.5231215624389193 -0.6976908045641587 -0.47409647765280827 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014559978175276534 60.170292961610485 12.983931269301223 30.4645868348277 250.0844830019715 68.68142163138972 0 -0.3710511028766632 0.21554831077590633 -1.074652075767517 3264.037 -30.375602671728263 6.065196533239755 -231.07539813249812 18.02364376961555\n", "3 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -5.23950097744024 0.0 19.220250209628247 -0.47136881947517395 25.186449483453718 12.179420448610898 5.1082735 -0.5525906682014465 14.20013 11.36916 12.70065 17.833715 10.504472 10.759428 0.0028756857 0.16199727 -0.4314103126525879 2.0520527 0.10180838490125377 -0.5183474370136479 -0.6871218489352939 -0.46240384628789694 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014320228837957224 61.7699187276361 13.33190724807445 29.717771402648527 251.04574418590684 69.83128630943371 0 -0.3710511028766632 0.16268769161294605 -1.074652075767517 3104.7427 -30.76829323317595 6.752163951983698 -231.24040132132131 17.403911714895454\n", "4 8.955413818359375 0.039958495646715164 -0.3540340065956116 -0.7935190200805664 -6.078992390159528 0.0 19.19209002842598 -0.47136881947517395 25.25306999836535 11.016619446843208 4.6106825 -0.5525906682014465 5.8098636 5.250584 5.3779154 6.9879026 5.2072186 5.221788 0.52896935 0.84699625 -0.4314103126525879 2.0520527 0.0940486450071904 -0.5253349077075044 -0.6957886374795229 -0.4658220802165214 -1.0620990991592407 -0.1971900761127472 0.14263589680194855 0 1 0 0.014507146417609343 61.19502754380263 11.91353056829158 29.407382344093534 250.40519051872303 68.93154388971774 0 -0.3710511028766632 0.846996270255526 -1.074652075767517 5678.1475 -28.06719688457659 5.66103368563142 -230.52785161829962 15.821138903969658\n", "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", "776,601 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.2416134044244 0.0 18.928080301488805 -0.8195078372955322 38.23947911045636 142.44012794020537 5.163577 -1.1140830516815186 14.148937 11.437732 12.593777 17.960428 10.69437 10.917555 0.0024937983 0.14125384 -1.0573344230651855 1.4815284 0.4630886324406654 -1.005321128229882 0.8924962497223514 -0.018167729600125027 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.01638264195167217 -38.0051038896443 29.225489766015574 37.78082543312063 141.97502150987134 61.04021579363946 0 -1.154412031173706 0.14149260626118568 -0.8922590613365173 3200.679 -198.36635782392187 31.82657785623363 -350.25535315175404 -17.531873464126488\n", "776,602 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.41686922729994 0.0 18.910062605520345 -0.8195078372955322 38.30516105074999 142.1394291091951 4.974049 -1.1140830516815186 11.403774 9.320927 10.018207 14.507749 8.816019 8.985688 0.0143090105 0.31965846 -1.0573344230651855 1.4815284 0.4734601891965643 -1.0162382680199347 0.8995340829490515 -0.02420536620008279 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.016519141713576574 -37.50449500496923 29.155024337786188 37.52311897234206 142.48379194097757 60.535832753231404 0 -1.154412031173706 0.3199948774194941 -0.8922590613365173 3623.1023 -200.45373404076136 32.250012201783434 -352.0312163865094 -17.63271907643936\n", "776,603 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.4080879314508 0.0 18.902934953720308 -0.8195078372955322 38.51721538906175 141.9991744509487 5.14582 -1.1140830516815186 13.830839 11.215312 12.295405 17.533022 10.506008 10.72185 0.0029838646 0.1518549 -1.0573344230651855 1.4815284 0.4743226682165405 -1.0179829817766075 0.9015225353275752 -0.03788831087186001 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.01657345331378465 -37.20101481046789 29.065481371242946 37.57513556628101 143.19574799217918 60.337455391283434 0 -1.154412031173706 0.15207528197126546 -0.8922590613365173 3252.9087 -198.9575728231598 30.486204730876576 -351.0526487543546 -17.750080964989557\n", "776,604 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 71.08387310132055 0.0 18.923024179865948 -0.8195078372955322 38.26009144965401 141.19235258450024 5.2413483 -1.1140830516815186 15.7446375 12.450538 14.106436 20.03769 11.512014 11.7771 0.0011476625 0.10921725 -1.0573344230651855 1.4815284 0.4787283396765763 -1.000357228120909 0.8791278440635257 -0.03649665140152236 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.016420832232023796 -37.26221822413036 29.967782109423975 37.71016280176713 143.48906682330966 60.89825325964946 0 -1.154412031173706 0.10933340808845429 -0.8922590613365173 2939.4915 -203.13723338958388 31.92943133805899 -351.364943439203 -17.27155580525957\n", "776,605 9.305075645446777 -0.2378266155719757 -1.3668785095214844 0.2941742241382599 70.37595469858103 0.0 18.93286622717117 -0.8195078372955322 38.68717785347273 141.92037161198616 4.4602547 -1.1140830516815186 4.5252266 4.262131 4.302835 5.378302 4.305421 4.285506 1.4932839 0.97874534 -1.0573344230651855 1.4815284 0.4747371924655401 -1.0060281028076856 0.8878889884355189 -0.04036971706960485 -0.6839846968650818 -0.5307199358940125 -0.5255457162857056 9999 1 0 0.01634657436618385 -37.587650436411536 29.450907732085337 38.23846973636697 143.7258630870868 61.17489680704598 0 -1.154412031173706 0.9792776048621659 -0.8922590613365173 6509.6606 -198.86935532919563 31.12364048005234 -351.49591091566566 -16.84361679566483" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output = galaxia_ananke.make_survey_from_particles(p, kernels, fsample=0.01, photo_sys='padova/LSST', cmd_magnames='r,g-r', caching=True)#, simname='sim', surveyname='survey', fsample=1, ngb=64, **kwargs):\n", "output" ] }, { "cell_type": "code", "execution_count": null, "id": "ae6a9368", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "galaxia_kernels", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.13" } }, "nbformat": 4, "nbformat_minor": 5 }