{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MaNGA Visual Morphology Catalogue (MVM-VAC)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Credit: Jose Antonio Vazquez Mata\n", "\n", "See [SDSS DR16 MVM](https://www.sdss.org/dr16/data_access/value-added-catalogs/?vac_id=manga-visual-morphologies-from-sdss-and-desi-images) for more information about this VAC.\n", "\n", "This catalogue contains a direct visual morphological classification based on the inspection of image mosaics generated from a combination of SDSS and Dark Energy Legacy Surveys (DESI; legacysurvey.org) images, for all galaxies in MaNGA with unique MaNGA-ID. After a digital image post-processing, we exploit the advantages of these images to identify inner structures, as well as external low surface brightness features for an homogeneous classification. We provide the corresponding mosaics for all MaNGA DR17 galaxies, and also a new estimate of the structural CAS parameters (Concentration, Asymmetry and Clumpiness) based on the DESI images.\n", "\n", "The image mosaics generated to carry out this classification are also accessible.\n", "\n", "This catalogue has 2 versions:\n", "\n", "Version_1.0.1 contains the information for the first 4614 galaxies (MPL-7) and was released as part of the SDSS DR16.\n", "\n", "DataModel: https://data.sdss.org/datamodel/files/MANGA_MORPHOLOGY/manga_visual_morpho/1.0.1/manga_visual_morpho.html \n", "Files: https://data.sdss.org/sas/dr16/manga/morphology/manga_visual_morpho/1.0.1/\n", "\n", "Version_2.0.1 contains the information for the ~10200 galaxies in the last DR17 (MPL-11), with some updates compared to previous version, as decribed in the Data Model. We suggest the reader to use this version. \n", "\n", "DataModel: https://data.sdss.org/datamodel/files/MANGA_MORPHOLOGY/manga_visual_morpho/2.0.1/manga_visual_morpho.html\n", "Files: https://data.sdss.org/sas/dr17/manga/morphology/manga_visual_morpho/2.0.1/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Accessing the MVM-VAC through Marvin" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to import the marvin libraries to access the information" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[0;34m[INFO]: \u001b[0mNo release version set. Setting default to DR15\n", "\u001b[1;33m[WARNING]: \u001b[0m\u001b[0;39mpath /Users/jv47/sas/mangawork/manga/spectro/redux/v2_4_3/drpall-v2_4_3.fits cannot be found. Setting drpall to None.\u001b[0m \u001b[0;36m(MarvinUserWarning)\u001b[0m\n", "\u001b[1;33m[WARNING]: \u001b[0m\u001b[0;39mpath /Users/jv47/sas/mangawork/manga/spectro/analysis/v2_4_3/2.2.1/dapall-v2_4_3-2.2.1.fits cannot be found. Setting dapall to None.\u001b[0m \u001b[0;36m(MarvinUserWarning)\u001b[0m\n" ] } ], "source": [ "import marvin\n", "from marvin.tools import Cube\n", "from marvin.tools import Maps\n", "from marvin.tools.vacs import VACs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting the Data Release (DR) version" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the DR version is not especified, Marvin sets DR15 as default version. In order to change the DR version, the following lines must be used to replace \"DR16\" for the version required. NOTE: the MVM-VAC is only available in the DR16 and DR17 versions" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1;33m[WARNING]: \u001b[0m\u001b[0;39mpath /Users/jv47/sas/dr16/manga/spectro/redux/v2_4_3/drpall-v2_4_3.fits cannot be found. Setting drpall to None.\u001b[0m \u001b[0;36m(MarvinUserWarning)\u001b[0m\n", "\u001b[1;33m[WARNING]: \u001b[0m\u001b[0;39mpath /Users/jv47/sas/dr16/manga/spectro/analysis/v2_4_3/2.2.1/dapall-v2_4_3-2.2.1.fits cannot be found. Setting dapall to None.\u001b[0m \u001b[0;36m(MarvinUserWarning)\u001b[0m\n" ] } ], "source": [ "from marvin import config\n", "config.setRelease(\"DR16\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make sure the VAC required in the selected DR version, the following instruction can be follow to list the VACs available:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "v = VACs()\n", "v" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting your target " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please provide the plate-IFU information of your target:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cube = Cube('9891-1902')\n", "cube" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you can see the VACs containing information of your target:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "vacs=cube.vacs\n", "vacs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The MaNGA Visual Morphology Catalogue" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To call the information of your target in the MVM-VAC follow the next lines. Note: if you haven not download the tables and images (using Marvin), this instruction will download the VAC table and the corresponding images associated to your target" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[1;33m[WARNING]: \u001b[0mYou are accessing outdated DR16 data for this VAC. This target has updated data in DR17. We recommend using the new data release instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Target(9891-1902)\n", "\n" ] } ], "source": [ "morp = vacs.visual_morphology\n", "print(morp)\n", "print(type(morp))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use \"data\" to access the data for your target. In order to understand the meaning of each column, we refer the reader to the corresponding DataModel, following the links provided at the top of this tutorial" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "FITS_rec([('manga-9891-1902', '9891-1902', '1-373827', 228.78634859, 28.38498037, 'Sbc', 4, 0, 0, 3.217, 0.053, 0.11, 0.009, 0.37, 0.451)],\n", " dtype=(numpy.record, [('name', 'S17'), ('plateifu', 'S11'), ('MANGAID', 'S9'), ('objra', '>f8'), ('objdec', '>f8'), ('Type', 'S6'), ('TType', '>i2'), ('edge_on', '>i2'), ('tidal', '>i2'), ('C', '>f4'), ('E_C', '>f4'), ('A', '>f4'), ('E_A', '>f4'), ('S', '>f4'), ('E_S', '>f4')]))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "morp.data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can get the information of a specific column adding its name:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "chararray(['Sbc'], dtype='" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "morp.show_mosaic('sdss')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Full Catalogue Access" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get access to the full catalogue follow:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "mvm = v.visual_morphology\n", "table = mvm.get_table(ext=1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table masked=True length=4696\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
nameplateifuMANGAIDobjraobjdecTypeTTypeedge_ontidalCE_CAE_ASE_S
bytes17bytes11bytes9float64float64bytes6int16int16int16float32float32float32float32float32float32
manga-10001-1270110001-127011-48157133.37109061257.5984251446Sbc400-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-1270210001-127021-48188133.68566986957.4802503218SABbc400-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-1270310001-127031-55648136.01715996957.0923291779Sbc4003.2960.0550.130.019-0.710.857
manga-10001-1270410001-127041-55616133.98996686957.6779676669S1110-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-1270510001-127051-55784136.7513745157.4514369241Sbc4002.9030.0460.1250.0150.530.676
manga-10001-190110001-19011-55567133.33002800957.0411553708S0-200-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-190210001-19021-48201134.19392335256.7867469988SBa100-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-370110001-37011-48111132.46564676557.1437279024S0-200-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-370210001-37021-48136132.91276824357.1074235568E-500-999.0-999.0-999.0-999.0-999.0-999.0
manga-10001-370310001-37031-55612134.59149894657.6849653262Sab2002.8580.0460.0730.01-0.150.308
.............................................
manga-9891-37019891-37011-373870228.45185279228.032958699Sa1014.1730.0760.1450.0260.420.738
manga-9891-37029891-37021-631872226.94357722428.8199794804Sa1003.3230.0550.3950.0150.450.564
manga-9891-37039891-37031-374423229.81160720529.340022935E-5004.450.0770.2050.0130.60.657
manga-9891-37049891-37041-374400228.73592630128.7597519597S0-2003.6310.0580.0530.0050.260.252
manga-9891-61019891-61011-436574227.48118598628.3821764749Sa1003.660.0640.0920.0060.20.273
manga-9891-61029891-61021-373878228.41485480728.2444605219Sc5103.0890.0510.2290.0080.140.296
manga-9891-61039891-61031-373953226.99060144928.8818610359E-5003.7460.0620.040.005-0.160.251
manga-9891-61049891-61041-374081228.07331106429.6572101033S0-2003.6970.060.090.005-0.690.573
manga-9891-91019891-91011-374007227.04140670629.2221919157S0-2003.9110.070.020.025-0.670.887
manga-9891-91029891-91021-436646228.17637878527.7995586951Sa1003.4050.0540.0480.007-0.010.089
" ], "text/plain": [ "\n", " name plateifu MANGAID ... E_A S E_S \n", " bytes17 bytes11 bytes9 ... float32 float32 float32\n", "----------------- ----------- --------- ... ------- ------- -------\n", "manga-10001-12701 10001-12701 1-48157 ... -999.0 -999.0 -999.0\n", "manga-10001-12702 10001-12702 1-48188 ... -999.0 -999.0 -999.0\n", "manga-10001-12703 10001-12703 1-55648 ... 0.019 -0.71 0.857\n", "manga-10001-12704 10001-12704 1-55616 ... -999.0 -999.0 -999.0\n", "manga-10001-12705 10001-12705 1-55784 ... 0.015 0.53 0.676\n", "manga-10001-1901 10001-1901 1-55567 ... -999.0 -999.0 -999.0\n", "manga-10001-1902 10001-1902 1-48201 ... -999.0 -999.0 -999.0\n", "manga-10001-3701 10001-3701 1-48111 ... -999.0 -999.0 -999.0\n", "manga-10001-3702 10001-3702 1-48136 ... -999.0 -999.0 -999.0\n", "manga-10001-3703 10001-3703 1-55612 ... 0.01 -0.15 0.308\n", " ... ... ... ... ... ... ...\n", "manga-9891-3701 9891-3701 1-373870 ... 0.026 0.42 0.738\n", "manga-9891-3702 9891-3702 1-631872 ... 0.015 0.45 0.564\n", "manga-9891-3703 9891-3703 1-374423 ... 0.013 0.6 0.657\n", "manga-9891-3704 9891-3704 1-374400 ... 0.005 0.26 0.252\n", "manga-9891-6101 9891-6101 1-436574 ... 0.006 0.2 0.273\n", "manga-9891-6102 9891-6102 1-373878 ... 0.008 0.14 0.296\n", "manga-9891-6103 9891-6103 1-373953 ... 0.005 -0.16 0.251\n", "manga-9891-6104 9891-6104 1-374081 ... 0.005 -0.69 0.573\n", "manga-9891-9101 9891-9101 1-374007 ... 0.025 -0.67 0.887\n", "manga-9891-9102 9891-9102 1-436646 ... 0.007 -0.01 0.089" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to extract the data from the \"table\", and plot the data from this catalogue using Matplotlib" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "table['TType', 'C']\n", "\n", "Ttype = table['TType']\n", "C = table['C']\n", "\n", "idx = (C>=0)*(Ttype<12)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.plot(Ttype[idx], C[idx], 'bo')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }