{ "cells": [ { "cell_type": "markdown", "id": "0f1bb287-7dc6-4c01-9fd5-80e60f1ade45", "metadata": {}, "source": [ "# 2.1 — EDFS photo-z estimation\n", "\n", "**Authors:** Xiangchong Li, Prakruth Adari, Anja von der Linden\n", "**LSST Science Pipelines:** Weekly 2025_49\n", "**Kernel:** `Python-dp1`\n", "\n", "## Purpose\n", "\n", "Run / load **6-band FlexZBoost** photo-z for the EDFS field and produce the\n", "cached per-source point estimates and PDFs that the cluster notebooks\n", "(`2_2_edfs_erass_cluster1.ipynb`, `2_3_edfs_erass_cluster2.ipynb`) consume.\n", "No cluster lensing happens here — this notebook is purely photo-z.\n", "\n", "## Steps\n", "\n", "1. Load the EDFS measurement table (`rail_data/data_edfs_with_mag.hdf5`)\n", " and the ECDFS training table.\n", "2. Per-band color histograms (`g-r, r-i, i-z, z-y`) train vs EDFS data.\n", "3. Show `i_mag` vs FPFS trace `(m00+m20)/m00` to motivate the size cut;\n", " apply mag + trace cuts.\n", "4. Either run `xlens.catalog.redshift.flexzboostEstimator.get_z` on the\n", " EDFS source array (toggle the `if False:` flag) or load the cached\n", " `data_edfs_redshift.hdf5` + `data_edfs_redshift_pdfs.fits`.\n", "5. Plot the mean p(z) of the kept sample.\n", "\n", "## Inputs\n", "\n", "- `photoz/fzb_6bands/projects/com_cam/data/gold_rubin/model_inform_fzboost.pkl`\n", "- `rail_data/data_edfs_with_mag.hdf5`\n", "- `rail_data/train_with_mag.hdf5`\n", "- `rail_data/data_edfs_redshift.hdf5` (cached point estimates)\n", "- `rail_data/data_edfs_redshift_pdfs.fits` (cached PDFs)\n", "\n", "## Outputs\n", "\n", "If the regen flag is on: writes `data_edfs_redshift.hdf5` +\n", "`data_edfs_redshift_pdfs.fits`. Otherwise inline figures only." ] }, { "cell_type": "code", "execution_count": null, "id": "93e7c2a1-e78d-4a62-bcf7-7480c22b6e54", "metadata": {}, "outputs": [], "source": "import os\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom matplotlib import cm\nimport scipy.integrate as integrate\nimport scipy.stats as stats\n\nimport fitsio\nimport xlens\n\nimport tables_io\n\n# =============================\n# Matplotlib defaults\n# =============================\nSMALL_SIZE = 8\nMEDIUM_SIZE = 10\nBIGGER_SIZE = 14\nplt.rc(\"font\", size=BIGGER_SIZE)\nplt.rc(\"axes\", titlesize=BIGGER_SIZE)\nplt.rc(\"axes\", labelsize=BIGGER_SIZE)\nplt.rc(\"xtick\", labelsize=BIGGER_SIZE)\nplt.rc(\"ytick\", labelsize=BIGGER_SIZE)\nplt.rc(\"legend\", fontsize=BIGGER_SIZE)\nplt.rc(\"figure\", titlesize=BIGGER_SIZE)" }, { "cell_type": "code", "execution_count": 2, "id": "bd23bb2c-3e3b-4b0c-afdc-880f9f4ff468", "metadata": {}, "outputs": [], "source": [ "pscratch= \"/gpfs02/astro/workarea/xli6/\"\n", "Dir = os.path.join(\n", " pscratch,\n", " \"work/DP1/\"\n", ")\n", "rail_pz_h5 = os.path.join(\n", " Dir, \"photoz\",\n", " \"fzb_6bands/projects/com_cam/data/gold_rubin/output_estimate_fzboost.hdf5\",\n", ")\n", "\n", "MODEL_PATH = os.path.join(\n", " Dir, \"photoz\",\n", " \"fzb_6bands/projects/com_cam/data/gold_rubin/model_inform_fzboost.pkl\",\n", ")\n", "\n", "data_fname = os.path.join(Dir, \"rail_data\", \"data_edfs_with_mag.hdf5\")\n", "df = tables_io.read(\n", " data_fname,\n", " tType=\"astropyTable\",\n", ")\n", "train_fname = os.path.join(Dir, \"rail_data\", \"train_with_mag.hdf5\")\n", "df_train = tables_io.read(\n", " train_fname,\n", " tType=\"astropyTable\",\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "id": "7cf78692-eb79-41b1-a90b-37947ab46915", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 4, figsize=(24, 5))\n", "xbins = np.linspace(0, 4, 14)\n", "magbins = np.linspace(14, 26.0, 52)\n", "colorbins = np.linspace(-1, 2.5, 50)\n", "bands = \"grizy\"\n", "for i in range(4):\n", " bandi = bands[i]\n", " bandj = bands[i + 1]\n", " xi = f\"{bandi}_mag_gauss2\"\n", " xj = f\"{bandj}_mag_gauss2\"\n", " axs[i].hist(df_train[xi] - df_train[xj], bins=colorbins, alpha=0.35, color=\"b\", density=True)\n", " axs[i].hist(df[xi] - df[xj], bins=colorbins, alpha=0.8, color=\"k\", density=True, histtype=\"step\", linewidth=2.0)\n", " axs[i].set_xlabel(f\"{bandi}-{bandj}\", fontsize=25)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 41, "id": "c5ae6e26-a3b6-4e0f-9a84-8d32b40355d0", "metadata": {}, "outputs": [], "source": [ "msk = (\n", " (df[\"u_mag_gauss2\"] < 26.4) & \n", " (df[\"g_mag_gauss2\"] < 27.8) & \n", " (df[\"r_mag_gauss2\"] < 27.1) & \n", " (df[\"i_mag_gauss2\"] < 24.5) & \n", " (df[\"z_mag_gauss2\"] < 25.8) & \n", " (df[\"y_mag_gauss2\"] < 24.6) &\n", " ((df[\"i_fpfs1_m00\"] + df[\"i_fpfs1_m20\"]) / df[\"i_fpfs1_m00\"] > 0.1) &\n", " ((df[\"i_fpfs1_m00\"] + df[\"i_fpfs1_m20\"]) / df[\"i_fpfs1_m00\"] < 1.5)\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "id": "188e3b03-2c38-4c2c-a9f9-de2d75504218", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(18.0, 25.0)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "size = (df[\"i_fpfs1_m00\"] + df[\"i_fpfs1_m20\"]) / df[\"i_fpfs1_m00\"]\n", "# remove stars in the catalog with resolution cut\n", "plt.scatter(df[\"i_mag_gauss2\"][msk], size[msk], s=0.1)\n", "plt.xlim(18, 25.0)" ] }, { "cell_type": "code", "execution_count": 44, "id": "027a6f3b-13d7-45ce-8695-e1e05f26ee7e", "metadata": {}, "outputs": [], "source": [ "zfname = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift.hdf5\")\n", "pzfname = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift_pdfs.fits\")\n", "if False:\n", " import pickle\n", " with open(MODEL_PATH, \"rb\") as f:\n", " pz_obj = pickle.load(f)\n", " fzbobj = xlens.catalog.redshift.flexzboostEstimator(pz_obj)\n", " redshift = fzbobj.get_z(\n", " df.as_array(),\n", " mag_zero=31.4,\n", " flux_name=\"gauss2\",\n", " bands=\"ugrizy\",\n", " ref_band=\"i\",\n", " return_pdfs=True,\n", " )\n", " pdfs = redshift[\"pdfs\"]\n", " fitsio.write(pzfname, pdfs)\n", " d2 = {k: v for k, v in redshift.items() if k != \"pdfs\"}\n", " tables_io.write(d2, zfname)\n", "else:\n", " redshift = tables_io.read(\n", " zfname,\n", " tType=\"astropyTable\",\n", " )\n", " pdfs = fitsio.read(pzfname)" ] }, { "cell_type": "code", "id": "4dea93cc", "source": "# Shear-perturbed photo-z (used downstream for R_sel selection-bias correction).\n# 1p / 1m : comp=1, dg = ±0.02 (perturbs g1)\n# 2p / 2m : comp=2, dg = ±0.02 (perturbs g2)\nzfname_1p = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift_1p.hdf5\")\nzfname_1m = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift_1m.hdf5\")\nzfname_2p = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift_2p.hdf5\")\nzfname_2m = os.path.join(Dir, \"rail_data\", \"data_edfs_redshift_2m.hdf5\")\n\nif False:\n import pickle\n with open(MODEL_PATH, \"rb\") as f:\n pz_obj = pickle.load(f)\n fzbobj = xlens.catalog.redshift.flexzboostEstimator(pz_obj)\n\n x = df.as_array()\n perturbed = {}\n for tag, comp, dg, fname in [\n (\"1p\", 1, +0.02, zfname_1p),\n (\"1m\", 1, -0.02, zfname_1m),\n (\"2p\", 2, +0.02, zfname_2p),\n (\"2m\", 2, -0.02, zfname_2m),\n ]:\n print(f\"[info] running fzboost for {tag} (comp={comp}, dg={dg:+.2f})\")\n rz = fzbobj.get_z(\n x,\n mag_zero=31.4,\n flux_name=\"gauss2\",\n bands=\"ugrizy\",\n ref_band=\"i\",\n comp=comp,\n dg=dg,\n return_pdfs=False,\n )\n rz = {k: v for k, v in rz.items() if k != \"pdfs\"}\n tables_io.write(rz, fname)\n perturbed[tag] = rz\n redshift_1p = perturbed[\"1p\"]\n redshift_1m = perturbed[\"1m\"]\n redshift_2p = perturbed[\"2p\"]\n redshift_2m = perturbed[\"2m\"]\nelse:\n redshift_1p = tables_io.read(zfname_1p, tType=\"astropyTable\")\n redshift_1m = tables_io.read(zfname_1m, tType=\"astropyTable\")\n redshift_2p = tables_io.read(zfname_2p, tType=\"astropyTable\")\n redshift_2m = tables_io.read(zfname_2m, tType=\"astropyTable\")", "metadata": {}, "execution_count": null, "outputs": [] }, { "cell_type": "code", "execution_count": 45, "id": "b790620c-7e97-4fd9-822f-810d0386195b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(0.08282436482082149)" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mm = np.sum(pdfs[:, 0:70], axis=1) * 0.01 < 0.25\n", "plt.plot(np.average(pdfs[mm], axis=0))\n", "plt.grid()\n", "np.sum(np.average(pdfs[mm], axis=0)[0: 70]) * 0.01" ] } ], "metadata": { "kernelspec": { "display_name": "Python-dp1", "language": "python", "name": "dp1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }