{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Inspection of DC2 Run 2.2i DR6 Object Table \n", "### Michael Wood-Vasey (@wmwv)\n", "### Last Verified to Run: 2020-06-04 by MWV\n", "\n", "Inspect the Run 2.2i DR6 Object Table\n", "\n", "This notebook is more qualitative rather than quantitative validation. The analysis contained here should eventually grow beyond the confines of a notebook to include goals for the visualizations and numerical thresholds for specific quantities.\n", "\n", "1. Make 2D density plots (e.g., `hexbin`, `hist2d`, `datashader`) of\n", " - ra, dec\n", " - u-g, g-r\n", " - r-i, g-r\n", " - i-z, g-r\n", " - z-y, g-r\n", "2. Make 1D density plots (e.g., `hist`, kernel-density-estimation)\n", " - N({ugrizy})\n", " - Shape parameters\n", "\n", "#### Run 2.2i DR6 as of 2020-06-04 includes \n", " * 78 tracts\n", " * 52 million objects \n", " * 34 million objects with i-band SNR > 5\n", "\n", "Loading two columns of entire catalog from parquet file takes a few minutes, depending on memory load on the JupyterHub node. It thus is often most useful to develop ones codes looking at only subsamples of the full DC2 datasets, whether that's considering just one tract, or taking a subsample of the full catalog.\n", "\n", "#### Quick Data Size estimates\n", "\n", "Loading 1 column stored as 64-bit floats on 64 million objects takes 512 MB of memory:\n", "\n", "8 bytes/column/row * 1 column * 64 million rows = 2^3 * 2^0 * 2^6 million bytes (MB) = 2^9 MB = 512 MB" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We're using the DPDD Parquet file directly:\n", "/global/cfs/cdirs/lsst/production/DC2_ImSim/Run2.2i/dpdd/dc2_object_run2.2i_dr6.parquet\n", "\n", "It's 42 GB. Needs to be used in significantly-restricted column mode or with some Spark/DASK approach." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Needed Modules" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import math\n", "import os\n", "\n", "import numpy as np\n", "from numpy.lib import scimath as SM\n", "\n", "import astropy.units as u\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Polygon\n", "\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "cmap = 'viridis'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define Catalog and Subsampling" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "catalog_dirname = \"/global/cfs/cdirs/lsst/production/DC2_ImSim/Run2.2i/dpdd/\"\n", "catalog_basename = \"dc2_object_run2.2i_dr6.parquet\"\n", "catalog_file = os.path.join(catalog_dirname, catalog_basename)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "sampling_factor = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load Data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "filters = ('u', 'g', 'r', 'i', 'z', 'y')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "columns = ['ra', 'dec']\n", "columns += [f'mag_{f}' for f in filters]\n", "columns += [f'magerr_{f}' for f in filters]\n", "columns += [f'mag_{f}_cModel' for f in filters]\n", "columns += [f'magerr_{f}_cModel' for f in filters]\n", "columns += [f'Ixx_{f}' for f in filters]\n", "columns += [f'Ixy_{f}' for f in filters]\n", "columns += [f'Iyy_{f}' for f in filters]\n", "columns += [f'psf_fwhm_{f}' for f in filters]\n", "columns += ['good', 'extendedness', 'blendedness']" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "We are going to load 53 columns.\n", "For 52000000 million rows that should take 21.53 GB of memory\n" ] } ], "source": [ "N = 52000000\n", "MB_per_column = 512 * (N / 64000000) # MB / column / 64 million rows\n", "print(f'We are going to load {len(columns)} columns.')\n", "print(f'For {N//sampling_factor} million rows that should take {(len(columns)/sampling_factor)*MB_per_column/1024:0.2f} GB of memory')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df = pd.read_parquet(catalog_file, columns=columns)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 51802478 objects.\n", "Loaded 34477764 good objects.\n" ] } ], "source": [ "print(f'Loaded {len(df)} objects.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define Ellipticity" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def ellipticity(I_xx, I_xy, I_yy):\n", " \"\"\"Calculate ellipticity from second moments.\n", "\n", " Parameters\n", " ----------\n", " I_xx : float or numpy.array\n", " I_xy : float or numpy.array\n", " I_yy : float or numpy.array\n", "\n", " Returns\n", " -------\n", " e, e1, e2 : (float, float, float) or (numpy.array, numpy.array, numpy.array)\n", " Complex ellipticity, real component, imaginary component\n", " \n", " Copied from https://github.com/lsst/validate_drp/python/lsst/validate/drp/util.py\n", " \"\"\"\n", " e = (I_xx - I_yy + 2j*I_xy) / (I_xx + I_yy + 2*SM.sqrt(I_xx*I_yy - I_xy*2))\n", " e1 = np.real(e)\n", " e2 = np.imag(e)\n", " return e, e1, e2" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/numpy/lib/scimath.py:122: RuntimeWarning: invalid value encountered in less\n", " if any(isreal(x) & (x < 0)):\n" ] } ], "source": [ "for filt in filters:\n", " df[f'e_{filt}'], df[f'e1_{filt}'], df[f'e2_{filt}'] = \\\n", " ellipticity(df[f'Ixx_{filt}'], df[f'Ixy_{filt}'], df[f'Iyy_{filt}'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Select good detections:\n", "# 1. Marked as 'good' in catalog flags.\n", "# 2. SNR in given band > threshold\n", "# 3. In defined simulation range\n", "snr_threshold = 5\n", "snr_filter = 'i'\n", "\n", "# We want to do a SNR cut, but magerr is the thing already calculated\n", "# So we'll redefine our SNR in terms of magerr\n", "magerr_cut = (2.5 / np.log(10)) / snr_threshold\n", "magerr_col = f'magerr_{snr_filter}'" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "good_idx = df[\"good\"] & (df[magerr_col] < magerr_cut)\n", "good = df.loc[good_idx]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 51802478 objects.\n", "Loaded 34477764 good objects.\n" ] } ], "source": [ "print(f'Loaded {len(good)} good objects.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Object Density in RA, Dec" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DC2 Run 2.x WFD and DDF regions\n", "https://docs.google.com/document/d/18nNVImxGioQ3tcLFMRr67G_jpOzCIOdar9bjqChueQg/view\n", "https://github.com/LSSTDESC/DC2_visitList/blob/master/DC2visitGen/notebooks/DC2_Run2_regionCoords_WFD.ipynb\n", "\n", "| Location | RA (degrees) | Dec (degrees) | RA (degrees) | Dec (degrees) |\n", "|:----------------- |:------------ |:------------- |:------------ |:------------- |\n", "| Region | WFD | WFD | DDF | DDF |\n", "| Center | 61.856114 | -35.79 | 53.125 | -28.100 |\n", "| North-East Corner | 71.462228 | -27.25 | 53.764 | -27.533 |\n", "| North-West Corner | 52.250000 | -27.25 | 52.486 | -27.533 |\n", "| South-West Corner | 49.917517 | -44.33 | 52.479 | -28.667 |\n", "| South-East Corner | 73.794710 | -44.33 | 53.771 | -28.667 |\n", "\n", "(Note that the order of the rows above is different than in the DC2 papers. The order of the rows above goes around the perimeter in order.)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "dc2_run2x_wfd = [[71.462228, -27.25], [52.250000, -27.25], [49.917517, -44.33], [73.794710, -44.33]]\n", "dc2_run2x_ddf = [[53.764, -27.533], [52.486, -27.533], [52.479, -28.667], [53.771, -28.667]]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def plot_ra_dec(cat, show_dc2_region=True, bins=100, cmin=100):\n", " \"\"\"We're just doing this on a rectilinear grid.\n", " We should do a projection, of course, but that distortion is tolerable in this space.\"\"\"\n", " fig = plt.figure(figsize=(8, 8))\n", " ax = plt.gca()\n", " ax.set_aspect(1)\n", "\n", " plt.hist2d(cat['ra'], cat['dec'], bins=bins, cmin=cmin)\n", " ax.invert_xaxis() # Flip to East left\n", " plt.xlabel('RA [deg]')\n", " plt.ylabel('Dec [deg]')\n", " plt.colorbar(shrink=0.5, label='objects / bin')\n", "\n", " if show_dc2_region:\n", " # This region isn't quite a polygon. The sides should be curved.\n", " wfd_region = Polygon(dc2_run2x_wfd, color='red', fill=False)\n", " ddf_region = Polygon(dc2_run2x_ddf, color='orange', fill=False)\n", " ax.add_patch(wfd_region)\n", " ax.add_patch(ddf_region)\n", "\n", " max_delta_ra = dc2_run2x_wfd[3][0] - dc2_run2x_wfd[2][0]\n", " delta_dec = dc2_run2x_wfd[1][1] - dc2_run2x_wfd[3][1]\n", " grow_buffer = 0.05\n", " ax.set_xlim(dc2_run2x_wfd[3][0] + max_delta_ra * grow_buffer,\n", " dc2_run2x_wfd[2][0] - max_delta_ra * grow_buffer)\n", " ax.set_ylim(dc2_run2x_wfd[3][1] - delta_dec * grow_buffer,\n", " dc2_run2x_wfd[1][1] + delta_dec * grow_buffer)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ra_dec(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The overall object density distribution looks good. The purple edges are regions where the histgoram bin partially overlaps a tract edge. Withouth perfect alignment, one should always expect some partial overlap, but that overlap amount will change. So the overlap at the top of a row of tracts remains constant, but the edge overlap between the RA bounds of each tract will be different, so some are purple, some are blue, and some are green above.\n", "\n", "Notes:\n", "* We're missing the DDF region, which was specifically not included in this processing\n", "* There are also a few patches that failed within the main region.\n", "* There is an overall gradient N/S in object density, because we're plotting in rectilinear RA, Dec bins, which means that bins at the bottom in RA cover less area than those at the top.\n", "\n", "See the input visit coverage map here:\n", "https://github.com/LSSTDESC/ImageProcessingPipelines/issues/97#issuecomment-498303504\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "stars = df.loc[df['extendedness'] == 0]\n", "galaxies = df.loc[df['extendedness'] > 0]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total: 51802478, Good: 34477764, Stars: 11677827, Galaxies: 39602485\n", "For /global/cfs/cdirs/lsst/production/DC2_ImSim/Run2.2i/dpdd/dc2_object_run2.2i_dr6.parquet with 1x subsample\n" ] } ], "source": [ "print(f'Total: {len(df)}, Good: {len(good)}, Stars: {len(stars)}, Galaxies: {len(galaxies)}')\n", "print(f'For {catalog_file} with {sampling_factor}x subsample')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_ra_dec(good)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Color-Color Diagrams and the Stellar Locus" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# We refer to a file over in `tutorials/assets' for the stellar locus\n", "datafile_davenport = '../tutorials/assets/Davenport_2014_MNRAS_440_3430_table1.txt'\n", "\n", "def get_stellar_locus_davenport(color1='gmr', color2='rmi',\n", " datafile=datafile_davenport):\n", " data = pd.read_table(datafile, sep='\\s+', header=1)\n", " return data[color1], data[color2]\n", "\n", " \n", "def plot_stellar_locus(color1='gmr', color2='rmi',\n", " color='blue', linestyle='--', linewidth=2.5,\n", " ax=None):\n", " model_gmr, model_rmi = get_stellar_locus_davenport(color1, color2)\n", " plot_kwargs = {'linestyle': linestyle, 'linewidth': linewidth, 'color': color,\n", " 'scalex': False, 'scaley': False}\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " ax.plot(model_gmr, model_rmi, **plot_kwargs)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def plot_color_color(z, color1, color2, \n", " range1=(-1, +2), range2=(-1, +2), bins=101,\n", " cmin=10, cmap='gist_heat_r',\n", " vmin=None, vmax=None,\n", " ax=None, figsize=(4,4)):\n", " \"\"\"Plot a color-color diagram. Overlay stellar locus\"\"\"\n", " band1, band2 = color1[0], color1[-1]\n", " band3, band4 = color2[0], color2[-1]\n", " H, xedges, yedges = np.histogram2d(\n", " z[f'mag_{band1}'] - z[f'mag_{band2}'],\n", " z[f'mag_{band3}'] - z[f'mag_{band4}'],\n", " range=(range1, range2), bins=bins)\n", " \n", " zi = H.T\n", " xi = (xedges[1:] + xedges[:-1])/2\n", " yi = (yedges[1:] + yedges[:-1])/2\n", "\n", " if not ax:\n", " fig = plt.figure(figsize=figsize)\n", " ax = fig.gca()\n", "\n", " # Only take elements with a minimum number of entries\n", " zi = np.where(zi >= cmin, zi, np.nan)\n", "\n", " im = ax.pcolormesh(xi, yi, zi, cmap=cmap, vmin=vmin, vmax=vmax)\n", " cf = ax.contour(xi, yi, zi)\n", " ax.set_xlabel(f'{band1}-{band2}')\n", " ax.set_ylabel(f'{band3}-{band4}')\n", "\n", " try:\n", " plot_stellar_locus(color1, color2, ax=ax)\n", " except KeyError as e:\n", " print(f\"Couldn't plot Stellar Locus model for {color1}, {color2}\")\n", " \n", " return im" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "def plot_four_color_color(cat, vmin=0, vmax=50000):\n", " fig, axes = plt.subplots(2, 2, figsize=(8, 6))\n", "\n", " colors = ['umg', 'rmi', 'imz', 'zmy']\n", " ref_color = 'gmr'\n", " for ax, color in zip(axes.flat, colors):\n", " try:\n", " im = plot_color_color(cat, ref_color, color, ax=ax,\n", " vmin=vmin, vmax=vmax)\n", " ax.set_ylim(-1, +2)\n", " except KeyError:\n", " continue\n", " \n", " fig.colorbar(im)\n", " plt.tight_layout()\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "im = plot_color_color(good, 'gmr', 'rmi')\n", "plt.colorbar(im)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(good, vmax=50000)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(stars, vmax=10000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The discrete islands in the data for stellar color-color plot -- most visible in `r-i` vs. `g-r` at g-r ~= 1.2 mag -- are due to the finite set of stellar models used for simulating M dwarfs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------\n", "Let's plot the galaxies on the same color-color plots\n", "\n", "Clearly one doesn't expect the galaxies to follow the stellar locus. But including the stellar locus lines makes it easy to guide the eye between the stars-only and the galaxies-only plots. " ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't plot Stellar Locus model for gmr, zmy\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_four_color_color(galaxies, vmax=40000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions for further study:\n", " 1. Is there a better comparison sample for the stellar locus than the Davenport reference?\n", " 2. Why is the stellar locus in the Davenport 0.1--0.2 mag redder for the reddest stars than the observed data. Are there different extinction assumptions (this should be a low-extinction region). Are there different bandpasses used?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1D Density Plots" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_mag(filt, log=True, range=(16, 28), ax=None, ):\n", " if ax is None:\n", " ax = fig.gca()\n", " mag = f'mag_{filt}'\n", " ax.hist([good[mag], stars[mag], galaxies[mag]],\n", " label=['all', 'star', 'galaxy'],\n", " log=log,\n", " range=range,\n", " bins=np.linspace(*range, 100),\n", " histtype='step')\n", " ax.set_xlabel(filt)\n", " ax.set_ylabel('objects / bin')\n", " ax.set_xlim(range)\n", " ax.set_ylim(bottom=10)\n", " ax.legend(loc='upper left')\n", "\n", "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_mag(filt, ax=ax, range=(16, 32))\n", " \n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sharp cut in i-band is because that was the reference band for most detections. The distributions in the other bands extend to 28th mag because many of the forced-photometry measurements are consistent with 0." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To compare number densities, we have to calculate the area covered by each catalog.\n", "We'll use Healpix through HealPy to pixelate the region and then count of the number of pixels with significant numbers of objects." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def calculate_area(cat, threshold=0.25, nside=1024, verbose=False):\n", " \"\"\"Calculate the area covered by a catalog with 'ra', 'dec'\n", " \n", " Parameters:\n", " --\n", " cat: DataFrame, dict-like with 'ra', 'dec', keys\n", " threshold: float\n", " Fraction of median value required to count a pixel.\n", " nside: int\n", " Healpix NSIDE. NSIDE=1024 is ~12 sq arcmin/pixel, NSIDE=4096 is 0.74 sq. arcmin/pixel\n", " Increasing nside will decrease calculated area as holes become better resolved \n", " and relative Poisson fluctuations in number counts become more significant.\n", " verbose: bool\n", " Print details on nside, number of significant pixels, and area/pixel.\n", " \n", " Returns:\n", " --\n", " area: Astropy Quantity.\n", " \"\"\"\n", " import healpy as hp\n", "\n", " indices = hp.ang2pix(nside, cat['ra'], cat['dec'], lonlat=True)\n", " idx, counts = np.unique(indices, return_counts=True)\n", " \n", " # Take the 25% of the median value of the non-zero counts/pixel\n", " threshold_counts = threshold * np.median(counts)\n", "\n", " if verbose:\n", " print(f'Median {np.median(counts)} objects/pixel')\n", " print(f'Only count pixels with more than {threshold_counts} objects')\n", "\n", " significant_pixels, = np.where(counts > threshold_counts)\n", " area_pixel = hp.nside2pixarea(nside, degrees=True) * u.deg**2\n", "\n", " if verbose:\n", " print(f'Pixel size ~ {hp.nside2resol(nside, arcmin=True) * u.arcmin:0.2g}')\n", " print(f'nside: {nside}, area/pixel: {area_pixel:0.4g}, num significant pixels: {len(significant_pixels)}')\n", "\n", " area = len(significant_pixels) * area_pixel\n", "\n", " if verbose:\n", " print(f'Total area: {area:0.7g}')\n", " \n", " return area" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC2 Run 2.2i area: 108.66 deg2\n" ] } ], "source": [ "area_dc2 = calculate_area(galaxies)\n", "print(f'DC2 Run 2.2i area: {area_dc2:0.2f}')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "num_den_dc2 = sampling_factor * len(galaxies) / area_dc2\n", "\n", "# Change default expression to 1/arcmin**2\n", "num_den_dc2 = num_den_dc2.to(1/u.arcmin**2)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/numpy/lib/histograms.py:839: RuntimeWarning: invalid value encountered in greater_equal\n", " keep = (tmp_a >= first_edge)\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/numpy/lib/histograms.py:840: RuntimeWarning: invalid value encountered in less_equal\n", " keep &= (tmp_a <= last_edge)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Now we plot the *normalized* i-band magnitude distributions in Run 2.2i and HSC.\n", "# They are normalized so we can focus on the shape of the distribution.\n", "# However, the legend indicates the total number density of galaxies selected with our magnitude cut,\n", "# which lets us find issues with the overall number density matching (or not).\n", "\n", "max_mag_i = 26\n", "plt.figure(figsize=(8, 8))\n", "nbins = 50\n", "mag_range = [20, max_mag_i]\n", "data_to_plot = [galaxies['mag_i']]\n", "labels_to_plot = [\n", " f'Run 2.2i object catalog: {num_den_dc2.value:.1f} {num_den_dc2.unit:fits}',\n", "]\n", "plt.hist(data_to_plot, nbins, range=mag_range, histtype='step',\n", " label=labels_to_plot, linewidth=2.0, density=True)\n", " \n", "plt.legend(loc='upper left')\n", "plt.xlabel('i-band magnitude')\n", "plt.ylabel('normalized distribution')\n", "plt.yscale('log')\n", "plt.savefig('dc2_object_run2.2i_galaxy_counts.pdf')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Magnitude Error vs. Magnitude" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The magnitude uncertainties come directly from the poisson estimates of the flux measurements. By construction they will follow smooth curves. We here confirm that they do." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "def plot_mag_magerr(df, band, ax=ax, range=(16, 28), magerr_limit=0.25, vmin=100):\n", " # Restrict to reasonable range\n", " mag_col, magerr_col = f'mag_{band}', f'magerr_{band}'\n", " good = df[df[magerr_col] < magerr_limit]\n", "\n", " ax.hexbin(good[mag_col], good[magerr_col], vmin=vmin)\n", " ax.set_xlabel(band)\n", " ax.set_ylabel(f'{band} err');\n", " ax.set_ylim(0, magerr_limit)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "filters = ['u', 'g', 'r', 'i', 'z', 'y']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_mag_magerr(galaxies, filt, ax=ax)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_mag_magerr(stars, filt, ax=ax)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Blendedness\n", "\n", "Blendedness is a measure of how much the identified flux from an object is affected by overlapping from other objects.\n", "\n", "See Bosch et al., 2018, Section 4.9.11." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "w, = np.where(np.isfinite(good['blendedness']))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "97.0% of objects have finite blendedness measurements.\n" ] } ], "source": [ "print(f'{100 * len(w)/len(good):0.1f}% of objects have finite blendedness measurements.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Question for futher study: What happened to yield non-finite blendedness measurements?" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "good_blendedness = good.loc[np.isfinite(good['blendedness'])]\n", "plt.hexbin(good_blendedness['mag_i'], good_blendedness['blendedness'],\n", " bins='log', vmin=10);\n", "plt.xlabel('i')\n", "plt.ylabel('blendedness');\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extendedness\n", " \n", "Extendedness is essentially star/galaxy separation based purely on morphology in the main detected reference band (which is `i` for most Objects).\n", "\n", "Extendedness a binary property in the catalog, so it's either 0 or 1." ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['extendedness'],\n", " extent=(14, 26, -0.1, +1.1),\n", " bins='log', vmin=10);\n", "plt.xlabel('i')\n", "plt.ylabel('extendedness');\n", "plt.ylim(-0.1, 1.1)\n", "plt.text(19, 0.1, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(19, 0.8, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While the first plot above made extendedness look like a simple binary property, the truth is more complicated.\n", "\n", "As galaxies get smaller in angular size and lower in signal-to-noise ratio, it becomes harder to clearly distinguish stars from galaxies.\n", "\n", "Extendedness is based off of the difference between the point-source model and extended model brightness. Specifically objects with `mag_psf - mag_cmodel > 0.164` mag are labeled with `extendedness=1` (i.e., galaxies).\n", "\n", "See Bosch et al. 2018, Section 4.9.10 for details." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.axvline(0.0164, 0.4, 1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut') # psf-cModel mag cut from Bosch et al. 2018.\n", "\n", "plt.hist([good['mag_i'] - good['mag_i_cModel'],\n", " stars['mag_i'] - stars['mag_i_cModel'],\n", " galaxies['mag_i'] - galaxies['mag_i_cModel']],\n", " label=['All', 'Stars', 'Galaxies'],\n", " bins=np.linspace(-0.1, 0.1, 201),\n", " histtype='step')\n", "\n", "plt.legend()\n", "plt.xlabel('mag_i[_psf] - mag_i_CModel');\n", "plt.ylabel('objects / bin')\n", "\n", "plt.text(-0.080, 100, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(+0.025, 100, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange');" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(14, 26, -0.75, +2.5),\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "plt.text(14.5, -0.5, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');\n", "\n", "plt.axhline(0.0164, 0.92, 1.0, color='red', linestyle='--')\n", "plt.axhline(0.0164, 0, 0.1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut'); # psf-cModel mag cut from Bosch et al. 2018." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can zoom in a little to see how the fixed 0.0164 mag cut works at the low SNR limit. Specifically at mag 24, we're starting to run out of stars and most things are galaxies. But that's a population prior, it's not something visible using just morphology information.\n", "\n", "You can see the effect of lower SNR measurements as the horizontal line at $\\Delta$mag=0 puff up due to increased uncertainties." ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_i'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(22, 25.5, -0.1, +0.5),\n", " bins='log');\n", "plt.xlabel('i')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "plt.colorbar(label='objects / bin');\n", "\n", "plt.axhline(0.0164, 0, 1, color='red', linestyle='--',\n", " label=r'0.0164 $\\Delta$mag cut'); # psf-cModel mag cut from Bosch et al. 2018." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we add in color information, " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(good['mag_g'] - good['mag_r'], good['mag_i']-good['mag_i_cModel'],\n", " extent=(-2, +3, -0.5, +5),\n", " bins='log');\n", "plt.xlabel('g-r')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "# plt.text(14.5, 0.3, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "# plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'objects / bin')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist([galaxies['mag_g'] - galaxies['mag_r'], stars['mag_g'] - stars['mag_r']],\n", " label=['galaxies', 'stars'], histtype='step',\n", " bins=np.linspace(-5, +5, 51));\n", "plt.xlabel('g-r')\n", "plt.ylabel('objects / bin')" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hexbin(stars['mag_g'] - stars['mag_r'], stars['mag_i'] - stars['mag_i_cModel'],\n", " extent=(-2, +3, -0.5, +5),\n", " bins='log');\n", "plt.xlabel('g-r')\n", "plt.ylabel('mag_i[_psf] - mag_i_CModel');\n", "# plt.text(14.5, 0.3, \"STARS\", fontdict={'fontsize': 24}, color='orange')\n", "# plt.text(18, 2, \"GALAXIES\", fontdict={'fontsize': 24}, color='orange')\n", "plt.colorbar(label='objects / bin');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Shape Parameters\n", "\n", "Ixx, Iyy, Ixy" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "def plot_shape(filt, ax=None, legend=True):\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " names = ['all', 'star', 'galaxy']\n", " colors = ['blue', 'orange', 'green']\n", " hist_kwargs = {'color': colors, 'log': True,\n", " 'bins': np.logspace(-1, 1.5, 100),\n", " 'range': (0, 50),\n", " 'histtype': 'step'}\n", " for prefix, ls in (('Ixx', '-'), ('Iyy', '--'), ('Ixy', ':')):\n", " field = f'{prefix}_{filt}'\n", " labels = [f'{prefix} {name}' for name in names]\n", " ax.hist([good[field], stars[field], galaxies[field]],\n", " label=labels,\n", " linestyle=ls,\n", " **hist_kwargs)\n", "\n", " ax.set_ylim(100, ax.get_ylim()[1])\n", " \n", " ax.set_xlabel(f'{filt}-band Moments: Ixx, Iyy, Ixy [pixels^2]')\n", " ax.set_ylabel('objects / bin')\n", " if legend:\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "legend = True\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_shape(filt, ax=ax, legend=legend)\n", " legend = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stars (orange) are concentrated at low values of the source moments.\n", "\n", "Would be interesting to\n", "1. Look by magnitude or SNR to undersatnd the longer tail. Are these galaxies mis-classified as stars, or are these noise sources?\n", "2. Distribution of ellipticity (see validate_drp to type this right)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "def plot_ellipticity(good, stars, galaxies, filt, ax=None, legend=True):\n", " if not ax:\n", " ax = fig.gca()\n", "\n", " names = ['all', 'star', 'galaxy']\n", " colors = ['blue', 'orange', 'green']\n", " hist_kwargs = {'color': colors, 'log': True,\n", " 'bins': np.logspace(-1, 1.5, 100),\n", " 'range': (0, 5),\n", " 'histtype': 'step'}\n", " for prefix, ls in (('e', '-'), ('e1', '--'), ('e2', ':')):\n", " field = f'{prefix}_{filt}'\n", " labels = [f'{prefix} {name}' for name in names]\n", " ax.hist([good[field], stars[field], galaxies[field]],\n", " label=labels,\n", " linestyle=ls,\n", " **hist_kwargs)\n", "\n", " ax.set_xlim(0, 20)\n", " ax.set_ylim(10, ax.get_ylim()[1])\n", " \n", " ax.set_xlabel(f'{filt}-band ellipticity')\n", " ax.set_ylabel('objects / bin')\n", " if legend:\n", " ax.legend()" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(12, 6))\n", "legend = True\n", "for ax, filt in zip(axes.flat, filters):\n", " plot_ellipticity(good, stars, galaxies, filt, ax=ax, legend=legend)\n", " legend = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FWHM of the PSF\n", "At the location of the catalog objects.\n", "\n", "The Object Table stores the shape parameters of the PSF model as evaluated at the location of the object.\n", "\n", "This is not the same as, but is certainly related to, the distribution of effective seeing in the individual images that made up the coadd." ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "def plot_psf_fwhm(filters=filters,\n", " colors=('purple', 'blue', 'green', 'orange', 'red', 'brown')):\n", " for filt, color in zip(filters, colors):\n", " psf_fwhm = np.array(good[f'psf_fwhm_{filt}'])\n", " w, = np.where(np.isfinite(psf_fwhm) & (psf_fwhm < 3))\n", " sns.distplot(psf_fwhm[w], label=filt, color=color)\n", " plt.xlabel('PSF FWHM [arcsec]')\n", " plt.ylabel('normalized object density')\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n", "/global/common/software/lsst/common/miniconda/py3.7-4.7.12.1-v1/envs/desc/lib/python3.7/site-packages/ipykernel/__main__.py:5: RuntimeWarning: invalid value encountered in less\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_psf_fwhm()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note the significant excees at unphysical values of FWHM.**\n", "\n", "Should check to see what's going on. These should be the PSF model at the location of the object, so this is quite odd.\n", "\n", "We do see here that the model PSF FWHM from the coadd achieves the best seeing in r and i. Providing the best seeing in r and i is one of the goals of the observation planning, so this part looks successful." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Questions for further investigation:\n", "1. How do the above distributions of PSF FWHM compare to the effective per-visit seeing?\n", "2. How do the above distributions of PSF FWHM compare to the OpSim simulation, minion_1016, used to generated DC2 Run 2.1i?\n", "3. Are the model PSFs from the coadd reasonable? The coadds are generated by combining the individual images -- that may not result in PSFs that coherently make sense across a given region of the coadd, particularly as more and more objects are intersected by CCD boundaries and gaps." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "desc-python", "language": "python", "name": "desc-python" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }