{ "cells": [ { "cell_type": "markdown", "id": "a469e117-a6fd-47c1-95f4-2c24702da6b1", "metadata": {}, "source": [ "# Astrostatistics - Quasar Colorshifts\n", "\n", "The Center for Astrostatistics and Astroinformatics at Penn State Eberly College of Science has a collection of data and tutorials. These tutorials can be found [HERE](https://sites.psu.edu/astrostatistics/datasets/). Here, we will complete aspects of the Sloan Digital Sky Survey (SDSS) quasar survey tutorial. Here the data from the 3rd Data Release ($n=46420$ quasars) is used.\n", "\n", "Here, we will model the quasar colors as functions of spectroscopic redshift. Specifically, we will recreate aspects of Figure 1 of Weinstein et al. (2004). Since these relationships can be non-linear, we will use a generalized additive model.\n", "\n", "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "5e92afe8-19ad-41e4-82c7-3d8bad166690", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Versions\n", "NumPy: 2.3.5\n", "SciPy: 1.16.3\n", "pandas: 2.3.3\n", "Matplotlib: 3.10.8\n", "Delicatessen: 4.1\n" ] } ], "source": [ "import numpy as np\n", "import scipy as sp\n", "import pandas as pd\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "import delicatessen as deli\n", "from delicatessen import MEstimator\n", "from delicatessen.estimating_equations import ee_additive_regression\n", "from delicatessen.sandwich import compute_confidence_bands\n", "from delicatessen.utilities import regression_predictions, additive_design_matrix\n", "\n", "print(\"Versions\")\n", "print(\"NumPy: \", np.__version__)\n", "print(\"SciPy: \", sp.__version__)\n", "print(\"pandas: \", pd.__version__)\n", "print(\"Matplotlib: \", mpl.__version__)\n", "print(\"Delicatessen:\", deli.__version__)" ] }, { "cell_type": "code", "execution_count": 2, "id": "068f0946-5d48-46d4-8b1b-bc88a4da9391", "metadata": {}, "outputs": [], "source": [ "d = pd.read_csv(\"data/SDSS_quasar.dat\", sep=r\"\\s+\")\n", "d['intercept'] = 1" ] }, { "cell_type": "markdown", "id": "b836efb5-ba8a-4ec0-89dd-55f6ce8cff38", "metadata": {}, "source": [ "## Colorshift $u-g$\n", "\n", "First, we will model ultraviolet (u) and green (g) band shift magnitude. The independent variable here is redshift (z). This model will be fit using a range of splines with a mild penalty. Here, there are many observations, so this model can be quite flexible and still be reasonably fit.\n", "\n", "The following estimates the parameters of the generalized additive model being used." ] }, { "cell_type": "code", "execution_count": 3, "id": "efe475bd-40ad-4a44-954d-e8649d3637fa", "metadata": {}, "outputs": [], "source": [ "specs = [None, {\"knots\": [0.5, 1., 1.5, 2., 2.5, 3., 3.5, 4., 3.5, 5., 4.5], \"penalty\": 0.5}]" ] }, { "cell_type": "code", "execution_count": 4, "id": "2254eee5-6815-4739-a462-13b6e53f6f09", "metadata": {}, "outputs": [], "source": [ "def psi(theta):\n", " return ee_additive_regression(theta=theta, \n", " X=d[['intercept', 'z']], y=d['u_mag']-d['g_mag'], \n", " specifications=specs, model='linear')" ] }, { "cell_type": "code", "execution_count": 5, "id": "d2eb5e54-0df4-4750-ad60-90b924dcb663", "metadata": {}, "outputs": [], "source": [ "init_vals = [0.]*12\n", "estr = MEstimator(psi, init=init_vals)\n", "estr.estimate()" ] }, { "cell_type": "markdown", "id": "78965415-3556-4299-a5e4-ae4826c89dd1", "metadata": {}, "source": [ "Looking at the coefficients of a generalized additive model is not always the most informative. It can be difficult to translate from the coefficients into their meaning. Instead, we will plot the function across a range of values. The following code creates a range of redshift values and then generates predictions according to the estimated model" ] }, { "cell_type": "code", "execution_count": 6, "id": "c489c706-ae03-4f4d-a556-66b8f15edf98", "metadata": {}, "outputs": [], "source": [ "p = pd.DataFrame() # Creating empty dataframe\n", "p['z'] = np.linspace(0, 5, 200) # Block of evenly spaced redshift values\n", "p['intercept'] = 1 # Setting intercept\n", "\n", "# Generating design matrix for splines with prediction data\n", "Xa_pred = additive_design_matrix(X=np.asarray(p[['intercept', 'z']]), specifications=specs)\n", "\n", "# Generating predicted values of band shifts from model\n", "yhat = regression_predictions(Xa_pred, theta=estr.theta, covariance=estr.variance)" ] }, { "cell_type": "code", "execution_count": 7, "id": "151b68c5-f262-437e-a7fc-1464349789b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(d['z'], d['u_mag']-d['g_mag'], marker='.', color='lightblue', alpha=0.2)\n", "plt.plot(p['z'], yhat[:, 0], '-', color='k')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ff450550-bca7-4db6-abd3-b8c7646b8a82", "metadata": {}, "source": [ "The previous plot shows us a non-linear relationship between redshift and $u-g$ magnitudes. The model appears to agree with the observed data points. The appeal of the generalized additive models is that we can flexibly model quite generally. We see this here, as we did not need to manually specify where we thought the nonlinearity occurs. \n", "\n", "A problem with the previous plot is that it doesn't communicate uncertainty in our estimated function. While we could plot the confidence intervals from `yhat`, these would not be appropriate for inference, as they only claim to cover points and not the *function*. Instead, we will compute the confidence bands and plot those. " ] }, { "cell_type": "code", "execution_count": 8, "id": "bccd0a1f-eadb-4ec9-9448-140dc3185aae", "metadata": {}, "outputs": [], "source": [ "y_vals = yhat[:, 0] # Predicted values from model\n", "var = estr.variance # Variance for predictions\n", "cov_p = Xa_pred @ var @ Xa_pred.T # Covariance matrix for predictions\n", "\n", "# Computing confidence bands\n", "cb = compute_confidence_bands(y_vals, covariance=cov_p, method='supt', seed=10177)" ] }, { "cell_type": "code", "execution_count": 9, "id": "2a03237b-797a-475e-a2d1-184dc203d531", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.scatter(d['z'], d['u_mag']-d['g_mag'], marker='.', color='lightblue', alpha=0.2)\n", "plt.fill_between(p['z'], cb[:, 0], cb[:, 1], color='k', alpha=0.4)\n", "plt.plot(p['z'], yhat[:, 0], '-', color='k')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2e11c2f2-0e95-4ff2-a56b-38d065642c79", "metadata": {}, "source": [ "Despite the flexibility of the model, we see our model is quite certain. However, we do see a widening at the higher values of the redshift distribution. Note that these confidence regions only account for random error. They ignore all systematic errors (e.g., measurement error).\n", "\n", "## Colorshift $g-r$\n", "\n", "Next, we consider the $g-r$ shift." ] }, { "cell_type": "code", "execution_count": 10, "id": "b60b6c51-eb95-4920-858a-573f4381c160", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bshift = d['g_mag']-d['r_mag']\n", "\n", "# Estimation\n", "def psi(theta):\n", " return ee_additive_regression(theta=theta, \n", " X=d[['intercept', 'z']], y=bshift, \n", " specifications=specs, model='linear')\n", "\n", "init_vals = [0.]*12\n", "estr = MEstimator(psi, init=init_vals)\n", "estr.estimate()\n", "\n", "# Prediction\n", "p = pd.DataFrame() # Creating empty dataframe\n", "p['z'] = np.linspace(0, 5, 200) # Block of evenly spaced redshift values\n", "p['intercept'] = 1 # Setting intercept\n", "Xa_pred = additive_design_matrix(X=np.asarray(p[['intercept', 'z']]), specifications=specs)\n", "yhat = regression_predictions(Xa_pred, theta=estr.theta, covariance=estr.variance)\n", "\n", "# Confidence bands\n", "y_vals = yhat[:, 0] # Predicted values from model\n", "var = estr.variance # Variance for predictions\n", "cov_p = Xa_pred @ var @ Xa_pred.T # Covariance matrix for predictions\n", "cb = compute_confidence_bands(y_vals, covariance=cov_p, method='supt', seed=10177)\n", "\n", "# Plotting\n", "plt.scatter(d['z'], bshift, marker='.', color='deeppink', alpha=0.2)\n", "plt.fill_between(p['z'], cb[:, 0], cb[:, 1], color='k', alpha=0.4)\n", "plt.plot(p['z'], yhat[:, 0], '-', color='k')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "ed7b6173-74fe-4720-a1f1-87449a23d054", "metadata": {}, "source": [ "Here, we see more of a hinge point around `z=3`. Note that we made no change to our generalized additive model specification, again highlighting their general flexibility in applications\n", "\n", "## Colorshift $g-i$\n", "\n", "Finally, we consider the $g-i$ bandshift." ] }, { "cell_type": "code", "execution_count": 11, "id": "a1d0cd99-2037-4a14-9913-9e44abc36f50", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bshift = d['g_mag']-d['i_mag']\n", "\n", "# Estimation\n", "def psi(theta):\n", " return ee_additive_regression(theta=theta, \n", " X=d[['intercept', 'z']], y=bshift, \n", " specifications=specs, model='linear')\n", "\n", "init_vals = [0.]*12\n", "estr = MEstimator(psi, init=init_vals)\n", "estr.estimate()\n", "\n", "# Prediction\n", "p = pd.DataFrame() # Creating empty dataframe\n", "p['z'] = np.linspace(0, 5, 200) # Block of evenly spaced redshift values\n", "p['intercept'] = 1 # Setting intercept\n", "Xa_pred = additive_design_matrix(X=np.asarray(p[['intercept', 'z']]), specifications=specs)\n", "yhat = regression_predictions(Xa_pred, theta=estr.theta, covariance=estr.variance)\n", "\n", "# Confidence bands\n", "y_vals = yhat[:, 0] # Predicted values from model\n", "var = estr.variance # Variance for predictions\n", "cov_p = Xa_pred @ var @ Xa_pred.T # Covariance matrix for predictions\n", "cb = compute_confidence_bands(y_vals, covariance=cov_p, method='supt', seed=10177)\n", "\n", "# Plotting\n", "plt.scatter(d['z'], bshift, marker='.', color='springgreen', alpha=0.2)\n", "plt.fill_between(p['z'], cb[:, 0], cb[:, 1], color='k', alpha=0.4)\n", "plt.plot(p['z'], yhat[:, 0], '-', color='k')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "cb7f6a76-ff6f-484d-846d-439dfaeb0c40", "metadata": {}, "source": [ "These results are similar to $g-r$, but the hinge at `z=3` is slightly less dramatic. This completes the initial exploration of the quasar data and highlights the utility of flexible regression models.\n", "\n", "## References\n", "\n", "Weinstein MA, et al. (2004). \"An Empirical Algorithm for Broadband Photometric Redshifts of Quasars from the Sloan Digital Sky Survey\". *The Astrophysical Journal Supplement Series*, 155(2), 243." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.13.7" } }, "nbformat": 4, "nbformat_minor": 5 }