From 76491b02bb5ad5902980a7c60674499a956e9706 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 7 Jun 2024 15:59:09 -0400 Subject: [PATCH 01/30] Python script produces lightcurves. --- python/RomanDESCForwardModelLightcurves.py | 940 +++++++++++++++++++++ 1 file changed, 940 insertions(+) create mode 100644 python/RomanDESCForwardModelLightcurves.py diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py new file mode 100644 index 0000000..9910ef1 --- /dev/null +++ b/python/RomanDESCForwardModelLightcurves.py @@ -0,0 +1,940 @@ +#!/usr/bin/env python +# coding: utf-8 + +""" +# RomanDESC SN Simulation modeling with AstroPhot + +Author: Michael Wood-Vasey +Last Verified to run: 2024-03-08 + +Use the [AstroPhot](https://autostronomy.github.io/AstroPhot/) package to model lightcurve of SN in Roman+Rubin DESC simulations + +Notable Requirements: +astrophot +astropy +torch + +Major TODO: + * [~] Start utility support Python file as developing package + * [ ] Write tests for package. Decide on test data. + * [ ] Write logic into functions that can be more readily called from Python script + * [~] Implement SIP WCS in AstroPhot to deal with slight variation in object positions + - Instead implemented a per-image (but not per object) astrometric shift. + +## Environment + +This Notebook was developed and tested within a conda environment. +You can create this environment with: + +``` +conda create --name astrophot -c conda-forge python astropy cudatoolkit h5py \ + ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm \ + webbpsf +conda activate astrophot +pip install astrophot pyro-ppl torch +ipython kernel install --user --name=astrophot +``` + +This requires astrophot >= v0.15.2 +""" + +import os +import re +from typing import Optional + +import matplotlib.pyplot as plt +import numpy as np + +import astropy.units as u +from astropy.coordinates import SkyCoord +from astropy.io import fits +from astropy.table import Table +from astropy.wcs import WCS + +import astrophot as ap +import webbpsf + +DATASET = "RomanDESC" +DATADIR = "../data/RomanDESC" + + +# These are 4k x 4k images +pixel_scale = {"DC2": 0.2, "RomanDESC": 0.11} # "/pixel +fwhm = {"DC2": 0.6, "RomanDESC": 0.2} # " + +# The HDU order is different between the two datasets +HDU_IDX = { + "DC2": {"image": 1, "mask": 2, "variance": 3, "psfex_info": 11, "psfex_data": 12}, + "RomanDESC": {"image": 1, "mask": 3, "variance": 2}, +} +# as are the FITS extension names +HDU_NAMES = { + "DC2": {"image": "image", "mask": "mask", "variance": "variance"}, + "RomanDESC": {"image": "SCI", "mask": "DQ", "variance": "ERR"}, +} +# so we have to use a translation regardless. + +# But the variance plane for the Roman images isn't actually right +# So we use the Image plane for the variance. +HDU_IDX["RomanDESC"]["variance"] = HDU_IDX["RomanDESC"]["image"] +HDU_NAMES["RomanDESC"]["variance"] = HDU_NAMES["RomanDESC"]["image"] + +# Bad pixel mask values +bad_pixel_bitmask = {} +bad_pixel_bitmask["RomanDESC"] = 0b1 + + +def get_visit_band_sca_for_object_id(object_id): + """ + Returns all of the image files that contain the location of the object. + + Note: + For now this returns the results from a dict that was manually computed + """ + visit_band_sca = { + 30328322: { + "visit": [36445, 1394, 14088, 8340, 42193, 29499], + "band": ["H158", "H158", "H158", "H158", "H158", "H158"], + "sca": [17, 9, 8, 17, 8, 9], + }, + 30005877: { + "visit": [1394, 8340, 14088, 29499, 36445, 42193], + "band": ["H158", "H158", "H158", "H158", "H158", "H158"], + "sca": [9, 17, 8, 9, 17, 8], + }, + 30300185: { + "visit": [1394, 8340, 14088, 29499, 36445, 42193], + "band": ["H158", "H158", "H158", "H158", "H158", "H158"], + "sca": [9, 17, 8, 9, 17, 8], + }, + 50006502: { + "visit": [1394, 8340, 14088, 29499, 36445, 42193], + "band": ["H158", "H158", "H158", "H158", "H158", "H158"], + "sca": [9, 17, 8, 9, 17, 8], + }, + # Falls in chip gap for 14088, 42193 + 20202893: { + "visit": [ + 1394, + 8340, + 11776, + 19907, + 25636, + 29499, + 36445, + 39881, + 48012, + 53741, + ], + "band": [ + "H158", + "H158", + "H158", + "H158", + "H158", + "H158", + "H158", + "H158", + "H158", + "H158", + ], + "sca": [12, 1, 5, 10, 2, 12, 1, 5, 10, 2], + }, + } + + # Could instead Raise exception once we have an exception framework + if object_id not in visit_band_sca.keys(): + print(f"Object ID: '{object_id}' unknown.") + return None + + return visit_band_sca[object_id] + + +def get_truth_table(truth_files, visits, transient_id): + live_visits = [] + realized_flux = [] + flux = [] + mag = [] + + for tf, v in zip(truth_files, visits): + this_truth_table = Table.read(tf, format="ascii") + idx = this_truth_table["object_id"] == transient_id + if sum(idx) == 0: + continue + transient_entry = this_truth_table[idx] + live_visits.append(v) + realized_flux.append(transient_entry["realized_flux"][0]) + flux.append(transient_entry["flux"][0]) + mag.append(transient_entry["mag"][0]) + + truth_table = Table( + { + "visit": live_visits, + "realized_flux": realized_flux, + "flux": flux, + "mag": mag, + } + ) + + return truth_table + + +def get_roman_psf(band, sca, x, y): + """ + Return the Roman WFI PSF for the given band, sca at the detector position x, y + + Use `webbpsf` package for band, sca, x, y and SED. + + https://roman-docs.stsci.edu/simulation-tools-handbook-home/webbpsf-for-roman/webbpsf-tutorials + https://github.com/spacetelescope/webbpsf/blob/develop/notebooks/WebbPSF-Roman_Tutorial.ipynb + """ + # translate from colloquial R, Z, Y, H to standard "F*" filter names + standard_band_names = { + "F062": "F062", + "F087": "F087", + "F106": "F106", + "F129": "F129", + "F146": "F146", + "F158": "F158", + "F184": "F184", + "R062": "F062", + "Z087": "F087", + "Y106": "F106", + "J129": "F129", + "H158": "F158", + } + wfi = webbpsf.roman.WFI() + wfi.filter = standard_band_names[band] + wfi.detector = f"SCA{sca:02d}" + wfi.detector_position = (x, y) + + psf_hdu = wfi.calc_psf() + psf = psf_hdu["DET_SAMP"].data + + return psf + + +def make_target( + image_filepath, + coord: Optional[SkyCoord] = None, + fwhm: float = fwhm[DATASET], + psf_size: int = 51, + pixel_scale: float = pixel_scale[DATASET], + zeropoint: Optional[float] = None, + hdu_idx: dict = HDU_IDX[DATASET], + bad_pixel_bitmask: Optional[int] = bad_pixel_bitmask[DATASET], + do_mask=False, +): + """Make an AstroPhot target. + + image_filepath: str, Filepath to image file. + Image file assumed to have [image, mask, variance]. + WCS assumed to be present in image HDU header + + coord: SkyCoord object with center of window + fwhm: float, Full-Width at Half-Maximum in arcsec + psf_size: float, width of the PSF + pixel_scale: float, "/pix + This is used along with fwhm, psf_size to set a Gaussian PSF model + Would be better to have an actual PSF model from the image + pixel_shape: (int, int), pix + zeropoint: float, calibration of counts in image. + """ + hdu = fits.open(image_filepath) + header = hdu[0].header # Primary header + img = hdu[hdu_idx["image"]].data # Image HDU + var = hdu[hdu_idx["variance"]].data # Variance HDU + + band = header["FILTER"] + sca = header["SCA_NUM"] + + zp_band = {"H158": 32.603} + + if do_mask: + # But need to translate the informative mask with a bad-pixel mask. + # E.g., for an LSST Science Pipelines mask, one of the mask values + # is that that pixel is part of a footprint of a valid object + # We don't want to mask those! + informative_mask = hdu[hdu_idx["mask"]].data # Mask + bad_pixel_mask = informative_mask & bad_pixel_bitmask + + if zeropoint is None: + zeropoint = zp_band[band] # + 2.5 * np.log10(header["EXPTIME"]) + + wcs = WCS(hdu[hdu_idx["image"]].header) + x, y = wcs.world_to_pixel(coord) + + psf = get_roman_psf(band, sca, x, y) + + target_kwargs = { + "data": np.array(img, dtype=np.float64), + "variance": var, + "zeropoint": zeropoint, + "psf": psf, + "wcs": wcs, + } + + if do_mask: + target_kwargs["mask"] = bad_pixel_mask + if coord is not None: + target_kwargs["reference_radec"] = (coord.ra.degree, coord.dec.degree) + + target = ap.image.Target_Image(**target_kwargs) + + target.header.filename = image_filepath + target.header.mjd = header["MJD-OBS"] + target.header.band = header["FILTER"] + # ZPTMAG is + # full_image.header['ZPTMAG'] = 2.5*np.log10(self.exptime*roman.collecting_area) + # https://github.com/matroxel/roman_imsim/blob/864357c8d088164b9662007f2ebe50e23243368e/roman_imsim/sca.py#L133 + # This needs to be added to truth file "mag" to get calibrated mag + target.header.sim_zptmag = header["ZPTMAG"] + + hdu.close() + + return target + + +def make_window_for_target(target, ra, dec, npix=75): + window = target.window.copy() + center_xy = window.world_to_pixel(ra, dec) + + xmin = center_xy[0] - npix // 2 + xmax = center_xy[0] + npix // 2 + ymin = center_xy[1] - npix // 2 + ymax = center_xy[1] + npix // 2 + + window.crop_to_pixel([[xmin, xmax], [ymin, ymax]]) + return window + + +def run(transient_id, npix=75): + # Read basic info catalog + transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") + transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") + transient_info_table = Table.read(transient_info_file, format="csv") + # Should eventually shift to a different way of tracking hosts + # For now just reformatting into the previous way. + transient_id_host_per_row = Table.read(transient_host_info_file, format="csv") + transient_id_host = {} + for r in np.unique(transient_id_host_per_row["transient_id"]): + (idx,) = np.where(transient_id_host_per_row["transient_id"] == r) + transient_id_host[r] = { + "object_id": transient_id_host_per_row[idx]["object_id"], + "ra": transient_id_host_per_row[idx]["ra"], + "dec": transient_id_host_per_row[idx]["dec"], + } + + transient_info_table.add_index("transient_id") + + transient_info = transient_info_table.loc[transient_id] + transient_host = transient_id_host[transient_id] + transient_coord = SkyCoord( + transient_info["ra"], transient_info["dec"], unit=u.degree + ) + + # Get list of images (visit, band, sca) that contain object position + image_info = get_visit_band_sca_for_object_id(transient_id) + + # Define and load images and truth + image_file_format = ( + "images/{band}/{visit}/Roman_TDS_simple_model_{band}_{visit}_{sca}.fits.gz" + ) + truth_file_for_image_format = ( + "truth/{band}/{visit}/Roman_TDS_index_{band}_{visit}_{sca}.txt" + ) + + image_file_basenames = [] + truth_file_basenames = [] + for v, b, s in zip(image_info["visit"], image_info["band"], image_info["sca"]): + image_file_basenames.append(image_file_format.format(visit=v, band=b, sca=s)) + truth_file_basenames.append( + truth_file_for_image_format.format(visit=v, band=b, sca=s) + ) + + image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames] + truth_files = [os.path.join(DATADIR, bn) for bn in truth_file_basenames] + + lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) + + print(lightcurve_truth) + + targets = ap.image.Target_Image_List( + make_target(f, coord=transient_coord) for f in image_files + ) + + for i, target in enumerate(targets): + target.header.visit = image_info["visit"][i] + + windows = [ + make_window_for_target(t, transient_info["ra"], transient_info["dec"], npix) + for t in targets + ] + + n = len(targets.image_list) + side = int(np.sqrt(n)) + 1 + fig, ax = plt.subplots(side, side, figsize=(3 * side, 3 * side)) + + for i in range(n): + ap.plots.target_image( + fig, ax.ravel()[i], targets[i], window=windows[i], flipx=True + ) + + # plt.show() + plt.savefig(f"transient_{DATASET}_{transient_id}_stamps.png") + + # The coordinate axes are in arcseconds, but in the local relative coordinate system for each image. AstroPhot used the pixel scale to translate pixels -> arcsec. + + # Translate SN and host positions to projection plane positions for target. By construction of our targets, this is in the same projection plane position. + + # In[ ]: + + transient_xy = targets[0].world_to_plane( + transient_info["ra"], transient_info["dec"] + ) + if len(transient_host["ra"]) > 1: + host_xy = [ + targets[0].world_to_plane(r, d) + for r, d in zip(transient_host["ra"], transient_host["dec"]) + ] + else: + host_xy = [ + targets[0].world_to_plane(transient_host["ra"], transient_host["dec"]) + ] + + # ### Plotting Convenience Function + + # In[ ]: + + # We divide up because "model_image" expects a single axis object if single image + # while it wants an array of axis objects if there are multiple images in the image list + # model_image will not accept a one-element array if there is no image_list + def plot_target_model(model, **kwargs): + if hasattr(model.target, "image_list"): + _plot_target_model_multiple(model, **kwargs) + else: + _plot_target_model_single(model, **kwargs) + + def _plot_target_model_multiple( + model, + window=None, + titles=None, + base_figsize=(12, 4), + figsize=None, + plot_filename=None, + ): + n = len(model.target.image_list) + if figsize is None: + figsize = (base_figsize[0], n * base_figsize[1]) + fig, ax = plt.subplots(n, 3, figsize=figsize) + # Would like to just call this, but window isn't parsed as a list + # https://github.com/Autostronomy/AstroPhot/issues/142 + # ap.plots.target_image(fig, ax[:, 0], model.target, window=window, flipx=True) + for axt, mod, win in zip(ax[:, 0], model.target.image_list, window): + ap.plots.target_image(fig, axt, mod, win, flipx=True) + + if titles is not None: + for i, title in enumerate(titles): + ax[i, 0].set_title(title) + ap.plots.model_image(fig, ax[:, 1], model, window=window, flipx=True) + ax[0, 1].set_title("Model") + ap.plots.residual_image(fig, ax[:, 2], model, window=window, flipx=True) + ax[0, 2].set_title("Residual") + # plt.show() + if plot_filename is not None: + plt.savefig(plot_filename) + + def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): + fig, ax = plt.subplots(1, 3, figsize=figsize) + ap.plots.target_image(fig, ax[0], model.target, window=window, flipx=True) + ax[0].set_title(title) + ap.plots.model_image(fig, ax[1], model, window=window, flipx=True) + ax[1].set_title("Model") + ap.plots.residual_image(fig, ax[2], model, window=window, flipx=True) + ax[2].set_title("Residual") + + # plt.show() + + # ### Jointly fit model across images + + # In[ ]: + + live_sn = [ + (target.header.mjd > transient_info["mjd_start"]) + and (target.header.mjd < transient_info["mjd_end"]) + for target in targets + ] + + # In[ ]: + + model_sky = [] + model_static = [] + model_sn = [] + + # The RomanDESC images are "raw" science images with sky. + FIT_SKY = {"RomanDESC": True} + FIT_HOST = True + FIT_SN = True + CORRECT_SIP = True + + if FIT_SKY[DATASET]: + for i, (target, window) in enumerate(zip(targets, windows)): + model_sky.append( + ap.models.AstroPhot_Model( + name=f"sky model {i}", + model_type="flat sky model", + target=target, + window=window, + ) + ) + + # We might have multiple hosts in the scene. + # Potentially eventually multiple stars + if FIT_HOST: + for i, hxy in enumerate(host_xy): + model_static_band = {} + this_object_model = [] + + for j, (b, target, window) in enumerate( + zip(image_info["band"], targets, windows) + ): + this_object_model.append( + ap.models.AstroPhot_Model( + name=f"galaxy model {i, j}", + model_type="sersic galaxy model", + target=target, + psf_mode="full", + parameters={"center": hxy}, + window=window, + ) + ) + # I think this assignment copies reference that points to same underlying object + # in 'model_host' and 'model_host_band' + # The initialization step assumes that the reference model gets initialized first. + # So we just mark use the first model in the list of each band. + if b not in model_static_band.keys(): + model_static_band[b] = j + + # Define static by locking all parameters to the first in the band. + for model in this_object_model: + if model.name == this_object_model[model_static_band[b]].name: + continue + for parameter in ["q", "PA", "n", "Re", "Ie"]: + model[parameter].value = this_object_model[model_static_band[b]][ + parameter + ] + + model_static.append(this_object_model) + + if FIT_SN: + for i, (ls, target, window) in enumerate(zip(live_sn, targets, windows)): + if not ls: + continue + model_sn.append( + ap.models.AstroPhot_Model( + name=f"SN model {i}", + model_type="point model", + psf=target.psf, + target=target, + parameters={"center": transient_xy}, + window=window, + ) + ) + + # In[ ]: + + # AstroPhot doesn't handle SIP WCS yet. + # We'll roughly work around this by allowing a small shift in position + # for all (both) objects on the image. + CORRECT_SIP = True + if CORRECT_SIP: + + def calc_center(params): + return params["nominal_center"].value + params["astrometric"].value + + if FIT_HOST and FIT_SN: + host_center = [ + ap.param.Parameter_Node(name="nominal_center", value=hxy) + for hxy in host_xy + ] + + sn_center = ap.param.Parameter_Node( + name="nominal_center", value=transient_xy + ) + + live_sn_i = -1 # Accumulator to count live SN models + for i, ls in enumerate(live_sn): + # Require that we have the SN + # because we need both Host and SN to do a joint astrometric offset fit + if not ls: + continue + live_sn_i += 1 + # The x, y delta is the same for both the SN and host + # but can be different for each image. + P_astrometric = ap.param.Parameter_Node( + name="astrometric", + value=[0, 0], + ) + + for j in range(len(host_center)): + model_static[j][i]["center"].value = calc_center + model_static[j][i]["center"].link(host_center[j], P_astrometric) + + model_sn[live_sn_i]["center"].value = calc_center + model_sn[live_sn_i]["center"].link(sn_center, P_astrometric) + else: + for b, model in zip(band, model_static): + if model.name == model_static[model_static_band[b]].name: + continue + for parameter in ["center"]: + model[parameter].value = model_static[model_static_band[b]][parameter] + for b, model in zip(band, model_sn): + if model.name == model_sn[model_static_band[b]].name: + continue + for parameter in ["center"]: + model[parameter].value = model_static[model_static_band[b]][parameter] + + # Constrain host model to be the same per band + + # Create a two-tier hierarchy of group models + # following recommendation from Connor Stone. + + # Group model for each class: sky, host, sn + all_model_list = [] + if len(model_sky) > 0: + sky_group_model = ap.models.AstroPhot_Model( + name="Sky", + model_type="group model", + models=[*model_sky], + target=targets, + ) + all_model_list.extend(sky_group_model) + + for model_host in model_static: + if len(model_host) > 0: + host_group_model = ap.models.AstroPhot_Model( + name="Host", + model_type="group model", + models=[*model_host], + target=targets, + ) + all_model_list.extend(host_group_model) + + if len(model_sn) > 0: + sn_group_model = ap.models.AstroPhot_Model( + name="SN", + model_type="group model", + models=[*model_sn], + target=targets, + ) + all_model_list.extend(sn_group_model) + + # Group model holds all the classes + model_host_sn = ap.models.AstroPhot_Model( + name="Host+SN", + model_type="group model", + models=all_model_list, + target=targets, + ) + + # We have to initialize the model so that there is a value for `parameters["center"]` + + # In[ ]: + + model_host_sn.initialize() + + # In[ ]: + + print(model_host_sn.parameters) + + # In[ ]: + + result = ap.fit.LM(model_host_sn, verbose=True).fit() + print(result.message) + + # In[ ]: + + result.update_uncertainty() + + # The uncertainties for the center positions and astrometric uncertainties aren't calculated correctly right now. + # + # But the flux uncertainties are reasonable. + + # In[ ]: + + print(result.model.parameters) + + # In[ ]: + + model_filename = f"Transient_{transient_id}_AstroPhot_model.yaml" + result.model.save(model_filename) + + # In[ ]: + + covar = result.covariance_matrix.detach().cpu().numpy() + plt.imshow( + covar, + origin="lower", + vmin=1e-8, + vmax=1e-1, + norm="log", + ) + plt.colorbar() + + # Let's focus on the SN flux uncertainties: + + # This is a little clunky because I don't have a better way of looking up the names of the parameters in the covariance matrix. + + # In[ ]: + + sn_flux_starts_at_parameter_idx = -len(targets.image_list) + covar = result.covariance_matrix.detach().cpu().numpy() + plt.imshow( + covar[sn_flux_starts_at_parameter_idx:, sn_flux_starts_at_parameter_idx:], + origin="lower", + # vmin=1e-6, vmax=1, norm="log", + ) + plt.colorbar() + + # In[ ]: + + sn_model_name_regex = re.compile("SN model [0-9]+") + sn_model_names = [ + k for k in model_host_sn.models.keys() if sn_model_name_regex.match(k) + ] + + # In[ ]: + + filenames = [model_host_sn.models[m].target.header.filename for m in sn_model_names] + bands = [model_host_sn.models[m].target.header.band for m in sn_model_names] + visits = [model_host_sn.models[m].target.header.visit for m in sn_model_names] + mjds = [model_host_sn.models[m].target.header.mjd for m in sn_model_names] + sim_zptmag = [ + model_host_sn.models[m].target.header.sim_zptmag for m in sn_model_names + ] + + zp = np.array( + [ + model_host_sn.models[m].target.zeropoint.detach().cpu().numpy() + for m in sn_model_names + ] + ) + inst_mag = np.array( + [ + -2.5 + * model_host_sn.models[m].parameters["flux"].value.detach().cpu().numpy() + for m in sn_model_names + ] + ) + mag_err = np.array( + [ + 2.5 + * model_host_sn.models[m] + .parameters["flux"] + .uncertainty.detach() + .cpu() + .numpy() + for m in sn_model_names + ] + ) + + # In[ ]: + + lightcurve_obs = Table( + { + "filename": filenames, + "band": bands, + "visit": visits, + "mjd": mjds, + "zp": zp, + "sim_zptmag": sim_zptmag, + "inst_mag": inst_mag, + "mag_err": mag_err, + } + ) + + # In[ ]: + + lightcurve_obs["mag"] = lightcurve_obs["inst_mag"] + lightcurve_obs["zp"] + lightcurve_obs["inst_flux"] = 10 ** (-0.4 * lightcurve_obs["inst_mag"]) + lightcurve_obs["inst_flux_err"] = (np.log(10) / 2.5) * ( + lightcurve_obs["inst_flux"] * mag_err + ) + + lightcurve_obs["snr"] = ( + lightcurve_obs["inst_flux"] / lightcurve_obs["inst_flux_err"] + ) + + # In[ ]: + + zp_AB_to_nJy = 8.90 + 2.5 * 9 + + lightcurve_obs["flux"] = 10 ** (-0.4 * (lightcurve_obs["mag"] - zp_AB_to_nJy)) + lightcurve_obs["flux_err"] = ( + lightcurve_obs["flux"] / lightcurve_obs["inst_flux"] + ) * lightcurve_obs["inst_flux_err"] + + # In[ ]: + + lightcurve_obs["mjd"].info.format = "<10.3f" + lightcurve_obs["zp"].info.format = ">7.4f" + lightcurve_obs["flux"].info.format = ".3e" + lightcurve_obs["flux_err"].info.format = ".3e" + lightcurve_obs["snr"].info.format = "0.2f" + lightcurve_obs["mag"].info.format = ">7.4f" + lightcurve_obs["mag_err"].info.format = ">7.4f" + + # In[ ]: + + lightcurve_obs + + # In[ ]: + + lightcurve_truth + + # In[ ]: + + from astropy.table import join + + lightcurve = join( + lightcurve_truth, + lightcurve_obs[ + [ + "filename", + "visit", + "band", + "mjd", + "zp", + "sim_zptmag", + "inst_mag", + "mag_err", + "mag", + "inst_flux", + "inst_flux_err", + "snr", + "flux", + "flux_err", + ] + ], + keys_left=["visit"], + keys_right=["visit"], + join_type="right", + table_names=("truth", "obs"), + ) + # Need to add the ZPTMAG stored in the FITS image header to the 'mag' value in the truth file + # to get the calibrated AB-system magnitude + lightcurve["mag_truth"] += lightcurve["sim_zptmag"] + + # In[ ]: + + lightcurve + + # In[ ]: + + lightcurve.write(f"lightcurve_{transient_id}.csv") + + # In[ ]: + + color_for_band = { + "u": "purple", + "g": "blue", + "r": "green", + "i": "red", + "z": "black", + "y": "yellow", + "Y": "blue", + "J": "green", + "H": "red", + "F": "black", + "Y106": "blue", + } + color_for_band["H158"] = color_for_band["H"] + + # In[ ]: + + _, axes = plt.subplots(2, 1, height_ratios=[2, 1]) + + ax = axes[0] + + snr_threshold = 1 + for b in np.unique(lightcurve_obs["band"]): + (idx,) = np.where( + (lightcurve_obs["band"] == b) & (lightcurve_obs["snr"] > snr_threshold) + ) + ax.errorbar( + lightcurve_obs[idx]["mjd"], + lightcurve_obs[idx]["mag"], + lightcurve_obs[idx]["mag_err"], + marker="o", + markerfacecolor=color_for_band[b], + markeredgecolor=color_for_band[b], + ecolor=color_for_band[b], + linestyle="none", + label=f"fit {b}", + ) + ax.set_ylabel("mag") + # ax.set_xlabel("MJD") + ax.set_title(f"Proof of Concept: {DATASET} {transient_id}") + plt.ylim(23.5, 19) + + if lightcurve_truth is not None: + for b in np.unique(lightcurve["band"]): + (idx,) = np.where(lightcurve["band"] == b) + ax.scatter( + lightcurve[idx]["mjd"], + lightcurve[idx]["mag_truth"], + edgecolor=color_for_band[b], + facecolor="none", + alpha=0.5, + marker="*", + label=f"model {b}", + ) + + ax.set_ylim(ax.get_ylim()[::-1]) + + ax.legend(ncols=2) + + ### + ax = axes[1] + + for b in np.unique(lightcurve["band"]): + (idx,) = np.where((lightcurve["band"] == b)) + ax.errorbar( + lightcurve[idx]["mjd"], + lightcurve[idx]["mag_obs"] - lightcurve[idx]["mag_truth"], + lightcurve[idx]["mag_err"], + marker="o", + markerfacecolor=color_for_band[b], + markeredgecolor=color_for_band[b], + ecolor=color_for_band[b], + linestyle="none", + label=f"{b}", + ) + ax.set_ylabel("obs - truth [mag]") + ax.set_xlabel("MJD") + # plt.ylim(23.5, 17) + ax.axhline(0, color="gray", ls="--") + ax.set_ylim(1, -1) + ax.set_xlim(axes[0].get_xlim()) + + plt.savefig(f"lightcurve_{transient_id}.png") + + plot_target_model( + model_host_sn, + window=windows, + titles=image_file_basenames, + plot_filename=f"transient_{DATASET}_{transient_id}_model.png", + ) + + +if __name__ == "__main__": + transient_id = 30328322 + # transient_id = 20202893 + # transient_id = 30005877 + # transient_id = 30300185 + + ## This one fails to find isophote in initialization. + # transient_id = 50006502 + + transient_id = 41024123441 + run(transient_id) From dd5c329e6dcf1f542ab224e429b45c3511cf2923 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 7 Jun 2024 18:07:27 -0400 Subject: [PATCH 02/30] Add 41024123441 image info. --- python/RomanDESCForwardModelLightcurves.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index 9910ef1..bdc0939 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -92,6 +92,11 @@ def get_visit_band_sca_for_object_id(object_id): For now this returns the results from a dict that was manually computed """ visit_band_sca = { + 41024123441: { + "visit": [1394, 8340, 14088, 29499, 36445, 42193], + "band": ["H158", "H158", "H158", "H158", "H158", "H158"], + "sca": [9, 17, 8, 9, 17, 8], + }, 30328322: { "visit": [36445, 1394, 14088, 8340, 42193, 29499], "band": ["H158", "H158", "H158", "H158", "H158", "H158"], From 118f02b2a55524f6d688c525f3978a77bec6fc7f Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 12:43:14 -0700 Subject: [PATCH 03/30] Add requirements files for conda, pip. --- requirements_conda.txt | 16 ++++++++++++++++ requirements_pip.txt | 9 +++++++++ 2 files changed, 25 insertions(+) create mode 100644 requirements_conda.txt create mode 100644 requirements_pip.txt diff --git a/requirements_conda.txt b/requirements_conda.txt new file mode 100644 index 0000000..05e66c3 --- /dev/null +++ b/requirements_conda.txt @@ -0,0 +1,16 @@ +# This file may be used to create an environment using: +# $ conda create --name astrophot -c conda-forge --file requirements_conda.txt +# platform: linux-64 +astropy +cudatoolkit +h5py +ipykernel +jupyter +matplotlib +numpy +pandas +pyyaml +pyarrow +scipy +requests +tqdm diff --git a/requirements_pip.txt b/requirements_pip.txt new file mode 100644 index 0000000..1cc11ab --- /dev/null +++ b/requirements_pip.txt @@ -0,0 +1,9 @@ +# These packages are not available through conda +# and will need to be pip installed. +# Also need to manually download and install the webbpsf data files +# https://webbpsf.readthedocs.io/en/latest/installation.html#installing-the-required-data-files +# +astrophot +pyro-ppl +torch +webbpsf From 6b5a71c83a9df4493262831d4c447cab6d2dabc2 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 13:37:41 -0700 Subject: [PATCH 04/30] Restructure config. --- python/RomanDESCForwardModelLightcurves.py | 130 ++++++++++++++------- 1 file changed, 89 insertions(+), 41 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index bdc0939..fce3cc7 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -5,7 +5,7 @@ # RomanDESC SN Simulation modeling with AstroPhot Author: Michael Wood-Vasey -Last Verified to run: 2024-03-08 +Last Verified to run: 2024-06-17 Use the [AstroPhot](https://autostronomy.github.io/AstroPhot/) package to model lightcurve of SN in Roman+Rubin DESC simulations @@ -17,7 +17,7 @@ Major TODO: * [~] Start utility support Python file as developing package * [ ] Write tests for package. Decide on test data. - * [ ] Write logic into functions that can be more readily called from Python script + * [~] Write logic into functions that can be more readily called from Python script * [~] Implement SIP WCS in AstroPhot to deal with slight variation in object positions - Instead implemented a per-image (but not per object) astrometric shift. @@ -28,18 +28,24 @@ ``` conda create --name astrophot -c conda-forge python astropy cudatoolkit h5py \ - ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm \ + ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm webbpsf conda activate astrophot -pip install astrophot pyro-ppl torch +pip install astrophot pyro-ppl torch webbpsf ipython kernel install --user --name=astrophot ``` +You then have to separately install the webbpsf data files +https://webbpsf.readthedocs.io/en/latest/installation.html#installing-the-required-data-files + +# And declare the WEBBPSF data directory with +export WEBBPSF_PATH=/pscratch/sd/w/wmwv/RomanDESC/webbpsf-data This requires astrophot >= v0.15.2 """ import os import re +import sys from typing import Optional import matplotlib.pyplot as plt @@ -54,34 +60,54 @@ import astrophot as ap import webbpsf -DATASET = "RomanDESC" -DATADIR = "../data/RomanDESC" - - -# These are 4k x 4k images -pixel_scale = {"DC2": 0.2, "RomanDESC": 0.11} # "/pixel -fwhm = {"DC2": 0.6, "RomanDESC": 0.2} # " -# The HDU order is different between the two datasets -HDU_IDX = { - "DC2": {"image": 1, "mask": 2, "variance": 3, "psfex_info": 11, "psfex_data": 12}, - "RomanDESC": {"image": 1, "mask": 3, "variance": 2}, -} -# as are the FITS extension names -HDU_NAMES = { - "DC2": {"image": "image", "mask": "mask", "variance": "variance"}, - "RomanDESC": {"image": "SCI", "mask": "DQ", "variance": "ERR"}, -} -# so we have to use a translation regardless. +class Config: + # These are 4k x 4k images + pixel_scale = {"DC2": 0.2, "RomanDESC": 0.11} # "/pixel + fwhm = {"DC2": 0.6, "RomanDESC": 0.2} # " -# But the variance plane for the Roman images isn't actually right -# So we use the Image plane for the variance. -HDU_IDX["RomanDESC"]["variance"] = HDU_IDX["RomanDESC"]["image"] -HDU_NAMES["RomanDESC"]["variance"] = HDU_NAMES["RomanDESC"]["image"] + # The HDU order is different between the two datasets + hdu_idx = { + "DC2": { + "image": 1, + "mask": 2, + "variance": 3, + "psfex_info": 11, + "psfex_data": 12, + }, + "RomanDESC": {"image": 1, "mask": 3, "variance": 2}, + } + # as are the FITS extension names + hdu_names = { + "DC2": {"image": "image", "mask": "mask", "variance": "variance"}, + "RomanDESC": {"image": "SCI", "mask": "DQ", "variance": "ERR"}, + } + # so we have to use a translation regardless. + + # But the variance plane for the Roman images isn't actually right + # So we use the Image plane for the variance. + hdu_idx["RomanDESC"]["variance"] = hdu_idx["RomanDESC"]["image"] + hdu_names["RomanDESC"]["variance"] = hdu_names["RomanDESC"]["image"] + + # Bad pixel mask values + bad_pixel_bitmask = {} + bad_pixel_bitmask["DC2"] = 0b0 + bad_pixel_bitmask["RomanDESC"] = 0b1 + + all_config = { + "fwhm": fwhm, + "pixel_scale": pixel_scale, + "hdu_idx": hdu_idx, + "hdu_names": hdu_names, + "bad_pixel_bitmask": bad_pixel_bitmask, + } -# Bad pixel mask values -bad_pixel_bitmask = {} -bad_pixel_bitmask["RomanDESC"] = 0b1 + def __init__(self, dataset): + self.fwhm = self.all_config["fwhm"][dataset] + self.pixel_scale = self.all_config["pixel_scale"][dataset] + self.hdu_idx = self.all_config["hdu_idx"][dataset] + self.hdu_names = self.all_config["hdu_names"][dataset] + self.bad_pixel_bitmask = self.all_config["bad_pixel_bitmask"][dataset] def get_visit_band_sca_for_object_id(object_id): @@ -221,13 +247,13 @@ def get_roman_psf(band, sca, x, y): def make_target( image_filepath, - coord: Optional[SkyCoord] = None, - fwhm: float = fwhm[DATASET], - psf_size: int = 51, - pixel_scale: float = pixel_scale[DATASET], + coord: SkyCoord, + fwhm: float, + pixel_scale: float, + hdu_idx: dict, zeropoint: Optional[float] = None, - hdu_idx: dict = HDU_IDX[DATASET], - bad_pixel_bitmask: Optional[int] = bad_pixel_bitmask[DATASET], + bad_pixel_bitmask: Optional[int] = 0b0, + psf_size: int = 51, do_mask=False, ): """Make an AstroPhot target. @@ -238,12 +264,13 @@ def make_target( coord: SkyCoord object with center of window fwhm: float, Full-Width at Half-Maximum in arcsec - psf_size: float, width of the PSF pixel_scale: float, "/pix This is used along with fwhm, psf_size to set a Gaussian PSF model Would be better to have an actual PSF model from the image - pixel_shape: (int, int), pix + bad_pixel_bitmask: Int. Packed bitmask of bad pixels on image. zeropoint: float, calibration of counts in image. + psf_size: float, width of the PSF + do_mask: Use mask. """ hdu = fits.open(image_filepath) header = hdu[0].header # Primary header @@ -313,7 +340,16 @@ def make_window_for_target(target, ra, dec, npix=75): return window -def run(transient_id, npix=75): +def run( + transient_id, + DATASET="RomanDESC", + DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), + npix=75, +): + + config = Config(DATASET) + print("CONFIG: ", config.hdu_idx) + # Read basic info catalog transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") @@ -365,7 +401,15 @@ def run(transient_id, npix=75): print(lightcurve_truth) targets = ap.image.Target_Image_List( - make_target(f, coord=transient_coord) for f in image_files + make_target( + f, + coord=transient_coord, + fwhm=config.fwhm, + pixel_scale=config.pixel_scale, + hdu_idx=config.hdu_idx, + bad_pixel_bitmask=config.bad_pixel_bitmask, + ) + for f in image_files ) for i, target in enumerate(targets): @@ -592,12 +636,16 @@ def calc_center(params): if model.name == model_static[model_static_band[b]].name: continue for parameter in ["center"]: - model[parameter].value = model_static[model_static_band[b]][parameter] + model[parameter].value = model_static[model_static_band[b]][ + parameter + ] for b, model in zip(band, model_sn): if model.name == model_sn[model_static_band[b]].name: continue for parameter in ["center"]: - model[parameter].value = model_static[model_static_band[b]][parameter] + model[parameter].value = model_static[model_static_band[b]][ + parameter + ] # Constrain host model to be the same per band From efde693f8bf31917a3d537d3cbd80aff1a439ab7 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 13:40:38 -0700 Subject: [PATCH 05/30] Add simple shell-command to test. --- tests/test_one_lightcurve.sh | 2 ++ 1 file changed, 2 insertions(+) create mode 100755 tests/test_one_lightcurve.sh diff --git a/tests/test_one_lightcurve.sh b/tests/test_one_lightcurve.sh new file mode 100755 index 0000000..38ce2ca --- /dev/null +++ b/tests/test_one_lightcurve.sh @@ -0,0 +1,2 @@ +# Run from base directoroy +python python/RomanDESCForwardModelLightcurves.py From 701e11f74e60ba354c373fc5349da60ef0561cd3 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 13:43:58 -0700 Subject: [PATCH 06/30] Read transient_id from command line arg. --- python/RomanDESCForwardModelLightcurves.py | 5 +++-- tests/test_one_lightcurve.sh | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index fce3cc7..f115b77 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -981,13 +981,14 @@ def calc_center(params): if __name__ == "__main__": - transient_id = 30328322 + # transient_id = 30328322 # transient_id = 20202893 # transient_id = 30005877 # transient_id = 30300185 + # transient_id = 41024123441 ## This one fails to find isophote in initialization. # transient_id = 50006502 - transient_id = 41024123441 + transient_id = sys.argv[1] run(transient_id) diff --git a/tests/test_one_lightcurve.sh b/tests/test_one_lightcurve.sh index 38ce2ca..a1a507f 100755 --- a/tests/test_one_lightcurve.sh +++ b/tests/test_one_lightcurve.sh @@ -1,2 +1,2 @@ # Run from base directoroy -python python/RomanDESCForwardModelLightcurves.py +python python/RomanDESCForwardModelLightcurves.py 41024123441 From f450420a935beeb8a88eb9b6ff2a3b94706e779f Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 13:44:05 -0700 Subject: [PATCH 07/30] Add black to requirements for linting. --- requirements_pip.txt | 2 ++ 1 file changed, 2 insertions(+) diff --git a/requirements_pip.txt b/requirements_pip.txt index 1cc11ab..b3e0c33 100644 --- a/requirements_pip.txt +++ b/requirements_pip.txt @@ -7,3 +7,5 @@ astrophot pyro-ppl torch webbpsf +# Requirements for linting and CI +black From 0c22bc1bbe1cc7ad8095fbd30f9ce547679df6a0 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Mon, 17 Jun 2024 13:47:29 -0700 Subject: [PATCH 08/30] overwrite True. Add verbose option. --- python/RomanDESCForwardModelLightcurves.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index f115b77..c208a23 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -345,6 +345,7 @@ def run( DATASET="RomanDESC", DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), npix=75, + verbose=False, ): config = Config(DATASET) @@ -880,11 +881,10 @@ def calc_center(params): # In[ ]: - lightcurve + if verbose: + print(lightcurve) - # In[ ]: - - lightcurve.write(f"lightcurve_{transient_id}.csv") + lightcurve.write(f"lightcurve_{transient_id}.csv", overwrite=True) # In[ ]: From a66475bad8f112a057bf0812a9356b008ddd0b6b Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 14:52:29 -0400 Subject: [PATCH 09/30] Improve webbpsf install env var documentation. --- python/RomanDESCForwardModelLightcurves.py | 21 ++++++++++++++------- 1 file changed, 14 insertions(+), 7 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index c208a23..fbbae1a 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -5,20 +5,22 @@ # RomanDESC SN Simulation modeling with AstroPhot Author: Michael Wood-Vasey -Last Verified to run: 2024-06-17 +Last Verified to run: 2024-03-18 -Use the [AstroPhot](https://autostronomy.github.io/AstroPhot/) package to model lightcurve of SN in Roman+Rubin DESC simulations +Use the [AstroPhot](https://autostronomy.github.io/AstroPhot/) package to model +the lightcurve of SN in Roman+Rubin DESC simulations Notable Requirements: astrophot astropy torch +webbpsf Major TODO: * [~] Start utility support Python file as developing package * [ ] Write tests for package. Decide on test data. - * [~] Write logic into functions that can be more readily called from Python script - * [~] Implement SIP WCS in AstroPhot to deal with slight variation in object positions + * [~] Write logic into functions that can be called from Python scripts + * [~] Implement SIP WCS in AstroPhot to handle small variations in positions - Instead implemented a per-image (but not per object) astrometric shift. ## Environment @@ -29,7 +31,6 @@ ``` conda create --name astrophot -c conda-forge python astropy cudatoolkit h5py \ ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm - webbpsf conda activate astrophot pip install astrophot pyro-ppl torch webbpsf ipython kernel install --user --name=astrophot @@ -37,8 +38,15 @@ You then have to separately install the webbpsf data files https://webbpsf.readthedocs.io/en/latest/installation.html#installing-the-required-data-files -# And declare the WEBBPSF data directory with +You can declare the WEBBPSF data directory with, e.g., export WEBBPSF_PATH=/pscratch/sd/w/wmwv/RomanDESC/webbpsf-data +for a given session + +or set the `WEBBPSF_PATH` in the conda environment, + +``` +conda env config vars set WEBBPSF_PATH=/pscratch/sd/w/wmwv/RomanDESC/webbpsf-data +``` This requires astrophot >= v0.15.2 """ @@ -347,7 +355,6 @@ def run( npix=75, verbose=False, ): - config = Config(DATASET) print("CONFIG: ", config.hdu_idx) From d5c6f6d153a81faf85ae00fcd2bb63ae615f0159 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 15:14:36 -0400 Subject: [PATCH 10/30] Refactor, pull out metadata and plotting functions. --- python/RomanDESCForwardModelLightcurves.py | 516 +++++++++------------ 1 file changed, 219 insertions(+), 297 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index fbbae1a..fc8bcf2 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -4,17 +4,17 @@ """ # RomanDESC SN Simulation modeling with AstroPhot -Author: Michael Wood-Vasey +Author: Michael Wood-Vasey Last Verified to run: 2024-03-18 Use the [AstroPhot](https://autostronomy.github.io/AstroPhot/) package to model the lightcurve of SN in Roman+Rubin DESC simulations -Notable Requirements: -astrophot -astropy -torch -webbpsf +Notable Requirements: +astrophot +astropy +torch +webbpsf Major TODO: * [~] Start utility support Python file as developing package @@ -62,7 +62,8 @@ import astropy.units as u from astropy.coordinates import SkyCoord from astropy.io import fits -from astropy.table import Table +from astropy.table import Table, join + from astropy.wcs import WCS import astrophot as ap @@ -348,16 +349,7 @@ def make_window_for_target(target, ra, dec, npix=75): return window -def run( - transient_id, - DATASET="RomanDESC", - DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), - npix=75, - verbose=False, -): - config = Config(DATASET) - print("CONFIG: ", config.hdu_idx) - +def get_transient_info_and_host(transient_id, DATADIR): # Read basic info catalog transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") @@ -378,36 +370,189 @@ def run( transient_info = transient_info_table.loc[transient_id] transient_host = transient_id_host[transient_id] - transient_coord = SkyCoord( - transient_info["ra"], transient_info["dec"], unit=u.degree - ) + return transient_info, transient_host + + +def get_image_and_truth_files(transient_id, DATASET, DATADIR): # Get list of images (visit, band, sca) that contain object position image_info = get_visit_band_sca_for_object_id(transient_id) # Define and load images and truth - image_file_format = ( - "images/{band}/{visit}/Roman_TDS_simple_model_{band}_{visit}_{sca}.fits.gz" - ) - truth_file_for_image_format = ( - "truth/{band}/{visit}/Roman_TDS_index_{band}_{visit}_{sca}.txt" - ) + image_file_format = "images/{band}/{visit}/Roman_TDS_simple_model_{band}_{visit}_{sca}.fits.gz" + truth_file_for_image_format = "truth/{band}/{visit}/Roman_TDS_index_{band}_{visit}_{sca}.txt" image_file_basenames = [] truth_file_basenames = [] for v, b, s in zip(image_info["visit"], image_info["band"], image_info["sca"]): image_file_basenames.append(image_file_format.format(visit=v, band=b, sca=s)) - truth_file_basenames.append( - truth_file_for_image_format.format(visit=v, band=b, sca=s) - ) + truth_file_basenames.append(truth_file_for_image_format.format(visit=v, band=b, sca=s)) image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames] truth_files = [os.path.join(DATADIR, bn) for bn in truth_file_basenames] - lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) + return image_info, image_files, truth_files + + +def plot_targets(targets, windows, plot_filename=None): + n = len(targets.image_list) + side = int(np.sqrt(n)) + 1 + fig, ax = plt.subplots(side, side, figsize=(3 * side, 3 * side)) + + for i in range(n): + ap.plots.target_image(fig, ax.ravel()[i], targets[i], window=windows[i], flipx=True) + + if plot_filename is not None: + plt.savefig(plot_filename) + + +# We divide up because "model_image" expects a single axis object if single image +# while it wants an array of axis objects if there are multiple images in the image list +# model_image will not accept a one-element array if there is no image_list +def plot_target_model(model, **kwargs): + if hasattr(model.target, "image_list"): + _plot_target_model_multiple(model, **kwargs) + else: + _plot_target_model_single(model, **kwargs) + + +def _plot_target_model_multiple( + model, + window=None, + titles=None, + base_figsize=(12, 4), + figsize=None, + plot_filename=None, +): + n = len(model.target.image_list) + if figsize is None: + figsize = (base_figsize[0], n * base_figsize[1]) + fig, ax = plt.subplots(n, 3, figsize=figsize) + # Would like to just call this, but window isn't parsed as a list + # https://github.com/Autostronomy/AstroPhot/issues/142 + # ap.plots.target_image(fig, ax[:, 0], model.target, window=window, flipx=True) + for axt, mod, win in zip(ax[:, 0], model.target.image_list, window): + ap.plots.target_image(fig, axt, mod, win, flipx=True) + + if titles is not None: + for i, title in enumerate(titles): + ax[i, 0].set_title(title) + ap.plots.model_image(fig, ax[:, 1], model, window=window, flipx=True) + ax[0, 1].set_title("Model") + ap.plots.residual_image(fig, ax[:, 2], model, window=window, flipx=True) + ax[0, 2].set_title("Residual") + # plt.show() + if plot_filename is not None: + plt.savefig(plot_filename) + + +def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): + fig, ax = plt.subplots(1, 3, figsize=figsize) + ap.plots.target_image(fig, ax[0], model.target, window=window, flipx=True) + ax[0].set_title(title) + ap.plots.model_image(fig, ax[1], model, window=window, flipx=True) + ax[1].set_title("Model") + ap.plots.residual_image(fig, ax[2], model, window=window, flipx=True) + ax[2].set_title("Residual") + + +def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_threshold=1): + color_for_band = { + "u": "purple", + "g": "blue", + "r": "green", + "i": "red", + "z": "black", + "y": "yellow", + "Y": "blue", + "J": "green", + "H": "red", + "F": "black", + "Y106": "blue", + } + color_for_band["H158"] = color_for_band["H"] + + _, axes = plt.subplots(2, 1, height_ratios=[2, 1]) + ax = axes[0] + + for b in np.unique(lightcurve_obs["band"]): + (idx,) = np.where((lightcurve_obs["band"] == b) & (lightcurve_obs["snr"] > snr_threshold)) + ax.errorbar( + lightcurve_obs[idx]["mjd"], + lightcurve_obs[idx]["mag"], + lightcurve_obs[idx]["mag_err"], + marker="o", + markerfacecolor=color_for_band[b], + markeredgecolor=color_for_band[b], + ecolor=color_for_band[b], + linestyle="none", + label=f"fit {b}", + ) + ax.set_ylabel("mag") + # ax.set_xlabel("MJD") + ax.set_title(f"Proof of Concept: {DATASET} {transient_id}") + plt.ylim(23.5, 19) + if lightcurve_truth is not None: + for b in np.unique(lightcurve["band"]): + (idx,) = np.where(lightcurve["band"] == b) + ax.scatter( + lightcurve[idx]["mjd"], + lightcurve[idx]["mag_truth"], + edgecolor=color_for_band[b], + facecolor="none", + alpha=0.5, + marker="*", + label=f"model {b}", + ) + + ax.set_ylim(ax.get_ylim()[::-1]) + + ax.legend(ncols=2) + + ### + ax = axes[1] + + for b in np.unique(lightcurve["band"]): + (idx,) = np.where((lightcurve["band"] == b)) + ax.errorbar( + lightcurve[idx]["mjd"], + lightcurve[idx]["mag_obs"] - lightcurve[idx]["mag_truth"], + lightcurve[idx]["mag_err"], + marker="o", + markerfacecolor=color_for_band[b], + markeredgecolor=color_for_band[b], + ecolor=color_for_band[b], + linestyle="none", + label=f"{b}", + ) + ax.set_ylabel("obs - truth [mag]") + ax.set_xlabel("MJD") + # plt.ylim(23.5, 17) + ax.axhline(0, color="gray", ls="--") + ax.set_ylim(1, -1) + ax.set_xlim(axes[0].get_xlim()) + + plt.savefig(f"lightcurve_{transient_id}.png") + + +def run( + transient_id, + DATASET="RomanDESC", + DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), + npix=75, + verbose=False, +): + config = Config(DATASET) + print("CONFIG: ", config.hdu_idx) + + transient_info, transient_host = get_transient_info_and_host(transient_id) + image_info, image_files, truth_files = get_image_and_truth_files(transient_id) + lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) print(lightcurve_truth) + transient_coord = SkyCoord(transient_info["ra"], transient_info["dec"], unit=u.degree) + targets = ap.image.Target_Image_List( make_target( f, @@ -423,113 +568,40 @@ def run( for i, target in enumerate(targets): target.header.visit = image_info["visit"][i] - windows = [ - make_window_for_target(t, transient_info["ra"], transient_info["dec"], npix) - for t in targets - ] + windows = [make_window_for_target(t, transient_info["ra"], transient_info["dec"], npix) for t in targets] - n = len(targets.image_list) - side = int(np.sqrt(n)) + 1 - fig, ax = plt.subplots(side, side, figsize=(3 * side, 3 * side)) - - for i in range(n): - ap.plots.target_image( - fig, ax.ravel()[i], targets[i], window=windows[i], flipx=True - ) + plot_filename = f"transient_{DATASET}_{transient_id}_stamps.png" + plot_targets(targets, windows, plot_filename) - # plt.show() - plt.savefig(f"transient_{DATASET}_{transient_id}_stamps.png") + # The coordinate axes are in arcseconds, + # but in the local relative coordinate system for each image. + # AstroPhot used the pixel scale to translate pixels -> arcsec. - # The coordinate axes are in arcseconds, but in the local relative coordinate system for each image. AstroPhot used the pixel scale to translate pixels -> arcsec. + # Translate SN and host positions to projection plane positions for target. + # By construction of our targets, this is in the same projection plane position. - # Translate SN and host positions to projection plane positions for target. By construction of our targets, this is in the same projection plane position. - - # In[ ]: - - transient_xy = targets[0].world_to_plane( - transient_info["ra"], transient_info["dec"] - ) + transient_xy = targets[0].world_to_plane(transient_info["ra"], transient_info["dec"]) if len(transient_host["ra"]) > 1: host_xy = [ - targets[0].world_to_plane(r, d) - for r, d in zip(transient_host["ra"], transient_host["dec"]) + targets[0].world_to_plane(r, d) for r, d in zip(transient_host["ra"], transient_host["dec"]) ] else: - host_xy = [ - targets[0].world_to_plane(transient_host["ra"], transient_host["dec"]) - ] - - # ### Plotting Convenience Function - - # In[ ]: - - # We divide up because "model_image" expects a single axis object if single image - # while it wants an array of axis objects if there are multiple images in the image list - # model_image will not accept a one-element array if there is no image_list - def plot_target_model(model, **kwargs): - if hasattr(model.target, "image_list"): - _plot_target_model_multiple(model, **kwargs) - else: - _plot_target_model_single(model, **kwargs) - - def _plot_target_model_multiple( - model, - window=None, - titles=None, - base_figsize=(12, 4), - figsize=None, - plot_filename=None, - ): - n = len(model.target.image_list) - if figsize is None: - figsize = (base_figsize[0], n * base_figsize[1]) - fig, ax = plt.subplots(n, 3, figsize=figsize) - # Would like to just call this, but window isn't parsed as a list - # https://github.com/Autostronomy/AstroPhot/issues/142 - # ap.plots.target_image(fig, ax[:, 0], model.target, window=window, flipx=True) - for axt, mod, win in zip(ax[:, 0], model.target.image_list, window): - ap.plots.target_image(fig, axt, mod, win, flipx=True) - - if titles is not None: - for i, title in enumerate(titles): - ax[i, 0].set_title(title) - ap.plots.model_image(fig, ax[:, 1], model, window=window, flipx=True) - ax[0, 1].set_title("Model") - ap.plots.residual_image(fig, ax[:, 2], model, window=window, flipx=True) - ax[0, 2].set_title("Residual") - # plt.show() - if plot_filename is not None: - plt.savefig(plot_filename) - - def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): - fig, ax = plt.subplots(1, 3, figsize=figsize) - ap.plots.target_image(fig, ax[0], model.target, window=window, flipx=True) - ax[0].set_title(title) - ap.plots.model_image(fig, ax[1], model, window=window, flipx=True) - ax[1].set_title("Model") - ap.plots.residual_image(fig, ax[2], model, window=window, flipx=True) - ax[2].set_title("Residual") - - # plt.show() + host_xy = [targets[0].world_to_plane(transient_host["ra"], transient_host["dec"])] # ### Jointly fit model across images - # In[ ]: - live_sn = [ - (target.header.mjd > transient_info["mjd_start"]) - and (target.header.mjd < transient_info["mjd_end"]) + (target.header.mjd > transient_info["mjd_start"]) and (target.header.mjd < transient_info["mjd_end"]) for target in targets ] - # In[ ]: - model_sky = [] model_static = [] model_sn = [] # The RomanDESC images are "raw" science images with sky. - FIT_SKY = {"RomanDESC": True} + # The DC2 image are processed and have had a sky model removed. + FIT_SKY = {"DC2": False, "RomanDESC": True} FIT_HOST = True FIT_SN = True CORRECT_SIP = True @@ -552,9 +624,7 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): model_static_band = {} this_object_model = [] - for j, (b, target, window) in enumerate( - zip(image_info["band"], targets, windows) - ): + for j, (b, target, window) in enumerate(zip(image_info["band"], targets, windows)): this_object_model.append( ap.models.AstroPhot_Model( name=f"galaxy model {i, j}", @@ -577,9 +647,7 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): if model.name == this_object_model[model_static_band[b]].name: continue for parameter in ["q", "PA", "n", "Re", "Ie"]: - model[parameter].value = this_object_model[model_static_band[b]][ - parameter - ] + model[parameter].value = this_object_model[model_static_band[b]][parameter] model_static.append(this_object_model) @@ -598,8 +666,6 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): ) ) - # In[ ]: - # AstroPhot doesn't handle SIP WCS yet. # We'll roughly work around this by allowing a small shift in position # for all (both) objects on the image. @@ -610,14 +676,9 @@ def calc_center(params): return params["nominal_center"].value + params["astrometric"].value if FIT_HOST and FIT_SN: - host_center = [ - ap.param.Parameter_Node(name="nominal_center", value=hxy) - for hxy in host_xy - ] + host_center = [ap.param.Parameter_Node(name="nominal_center", value=hxy) for hxy in host_xy] - sn_center = ap.param.Parameter_Node( - name="nominal_center", value=transient_xy - ) + sn_center = ap.param.Parameter_Node(name="nominal_center", value=transient_xy) live_sn_i = -1 # Accumulator to count live SN models for i, ls in enumerate(live_sn): @@ -640,20 +701,16 @@ def calc_center(params): model_sn[live_sn_i]["center"].value = calc_center model_sn[live_sn_i]["center"].link(sn_center, P_astrometric) else: - for b, model in zip(band, model_static): + for b, model in zip(image_info["band"], model_static): if model.name == model_static[model_static_band[b]].name: continue for parameter in ["center"]: - model[parameter].value = model_static[model_static_band[b]][ - parameter - ] - for b, model in zip(band, model_sn): + model[parameter].value = model_static[model_static_band[b]][parameter] + for b, model in zip(image_info["band"], model_sn): if model.name == model_sn[model_static_band[b]].name: continue for parameter in ["center"]: - model[parameter].value = model_static[model_static_band[b]][ - parameter - ] + model[parameter].value = model_static[model_static_band[b]][parameter] # Constrain host model to be the same per band @@ -699,39 +756,24 @@ def calc_center(params): ) # We have to initialize the model so that there is a value for `parameters["center"]` - - # In[ ]: - model_host_sn.initialize() - - # In[ ]: - print(model_host_sn.parameters) - # In[ ]: - + # FIT result = ap.fit.LM(model_host_sn, verbose=True).fit() print(result.message) - # In[ ]: - result.update_uncertainty() - # The uncertainties for the center positions and astrometric uncertainties aren't calculated correctly right now. - # + # The uncertainties for the center positions and astrometric uncertainties + # aren't calculated correctly right now. # But the flux uncertainties are reasonable. - # In[ ]: - print(result.model.parameters) - # In[ ]: - model_filename = f"Transient_{transient_id}_AstroPhot_model.yaml" result.model.save(model_filename) - # In[ ]: - covar = result.covariance_matrix.detach().cpu().numpy() plt.imshow( covar, @@ -743,10 +785,8 @@ def calc_center(params): plt.colorbar() # Let's focus on the SN flux uncertainties: - - # This is a little clunky because I don't have a better way of looking up the names of the parameters in the covariance matrix. - - # In[ ]: + # This is a little clunky because I don't have a better way of looking up + # the names of the parameters in the covariance matrix. sn_flux_starts_at_parameter_idx = -len(targets.image_list) covar = result.covariance_matrix.detach().cpu().numpy() @@ -760,9 +800,7 @@ def calc_center(params): # In[ ]: sn_model_name_regex = re.compile("SN model [0-9]+") - sn_model_names = [ - k for k in model_host_sn.models.keys() if sn_model_name_regex.match(k) - ] + sn_model_names = [k for k in model_host_sn.models.keys() if sn_model_name_regex.match(k)] # In[ ]: @@ -770,37 +808,22 @@ def calc_center(params): bands = [model_host_sn.models[m].target.header.band for m in sn_model_names] visits = [model_host_sn.models[m].target.header.visit for m in sn_model_names] mjds = [model_host_sn.models[m].target.header.mjd for m in sn_model_names] - sim_zptmag = [ - model_host_sn.models[m].target.header.sim_zptmag for m in sn_model_names - ] + sim_zptmag = [model_host_sn.models[m].target.header.sim_zptmag for m in sn_model_names] - zp = np.array( - [ - model_host_sn.models[m].target.zeropoint.detach().cpu().numpy() - for m in sn_model_names - ] - ) + zp = np.array([model_host_sn.models[m].target.zeropoint.detach().cpu().numpy() for m in sn_model_names]) inst_mag = np.array( [ - -2.5 - * model_host_sn.models[m].parameters["flux"].value.detach().cpu().numpy() + -2.5 * model_host_sn.models[m].parameters["flux"].value.detach().cpu().numpy() for m in sn_model_names ] ) mag_err = np.array( [ - 2.5 - * model_host_sn.models[m] - .parameters["flux"] - .uncertainty.detach() - .cpu() - .numpy() + 2.5 * model_host_sn.models[m].parameters["flux"].uncertainty.detach().cpu().numpy() for m in sn_model_names ] ) - # In[ ]: - lightcurve_obs = Table( { "filename": filenames, @@ -814,28 +837,18 @@ def calc_center(params): } ) - # In[ ]: - lightcurve_obs["mag"] = lightcurve_obs["inst_mag"] + lightcurve_obs["zp"] lightcurve_obs["inst_flux"] = 10 ** (-0.4 * lightcurve_obs["inst_mag"]) - lightcurve_obs["inst_flux_err"] = (np.log(10) / 2.5) * ( - lightcurve_obs["inst_flux"] * mag_err - ) - - lightcurve_obs["snr"] = ( - lightcurve_obs["inst_flux"] / lightcurve_obs["inst_flux_err"] - ) + lightcurve_obs["inst_flux_err"] = (np.log(10) / 2.5) * (lightcurve_obs["inst_flux"] * mag_err) - # In[ ]: + lightcurve_obs["snr"] = lightcurve_obs["inst_flux"] / lightcurve_obs["inst_flux_err"] zp_AB_to_nJy = 8.90 + 2.5 * 9 lightcurve_obs["flux"] = 10 ** (-0.4 * (lightcurve_obs["mag"] - zp_AB_to_nJy)) - lightcurve_obs["flux_err"] = ( - lightcurve_obs["flux"] / lightcurve_obs["inst_flux"] - ) * lightcurve_obs["inst_flux_err"] - - # In[ ]: + lightcurve_obs["flux_err"] = (lightcurve_obs["flux"] / lightcurve_obs["inst_flux"]) * lightcurve_obs[ + "inst_flux_err" + ] lightcurve_obs["mjd"].info.format = "<10.3f" lightcurve_obs["zp"].info.format = ">7.4f" @@ -845,17 +858,8 @@ def calc_center(params): lightcurve_obs["mag"].info.format = ">7.4f" lightcurve_obs["mag_err"].info.format = ">7.4f" - # In[ ]: - - lightcurve_obs - - # In[ ]: - - lightcurve_truth - - # In[ ]: - - from astropy.table import join + print(lightcurve_obs) + print(lightcurve_truth) lightcurve = join( lightcurve_truth, @@ -893,97 +897,15 @@ def calc_center(params): lightcurve.write(f"lightcurve_{transient_id}.csv", overwrite=True) - # In[ ]: - - color_for_band = { - "u": "purple", - "g": "blue", - "r": "green", - "i": "red", - "z": "black", - "y": "yellow", - "Y": "blue", - "J": "green", - "H": "red", - "F": "black", - "Y106": "blue", - } - color_for_band["H158"] = color_for_band["H"] - - # In[ ]: - - _, axes = plt.subplots(2, 1, height_ratios=[2, 1]) - - ax = axes[0] - - snr_threshold = 1 - for b in np.unique(lightcurve_obs["band"]): - (idx,) = np.where( - (lightcurve_obs["band"] == b) & (lightcurve_obs["snr"] > snr_threshold) - ) - ax.errorbar( - lightcurve_obs[idx]["mjd"], - lightcurve_obs[idx]["mag"], - lightcurve_obs[idx]["mag_err"], - marker="o", - markerfacecolor=color_for_band[b], - markeredgecolor=color_for_band[b], - ecolor=color_for_band[b], - linestyle="none", - label=f"fit {b}", - ) - ax.set_ylabel("mag") - # ax.set_xlabel("MJD") - ax.set_title(f"Proof of Concept: {DATASET} {transient_id}") - plt.ylim(23.5, 19) - - if lightcurve_truth is not None: - for b in np.unique(lightcurve["band"]): - (idx,) = np.where(lightcurve["band"] == b) - ax.scatter( - lightcurve[idx]["mjd"], - lightcurve[idx]["mag_truth"], - edgecolor=color_for_band[b], - facecolor="none", - alpha=0.5, - marker="*", - label=f"model {b}", - ) - - ax.set_ylim(ax.get_ylim()[::-1]) - - ax.legend(ncols=2) - - ### - ax = axes[1] - - for b in np.unique(lightcurve["band"]): - (idx,) = np.where((lightcurve["band"] == b)) - ax.errorbar( - lightcurve[idx]["mjd"], - lightcurve[idx]["mag_obs"] - lightcurve[idx]["mag_truth"], - lightcurve[idx]["mag_err"], - marker="o", - markerfacecolor=color_for_band[b], - markeredgecolor=color_for_band[b], - ecolor=color_for_band[b], - linestyle="none", - label=f"{b}", - ) - ax.set_ylabel("obs - truth [mag]") - ax.set_xlabel("MJD") - # plt.ylim(23.5, 17) - ax.axhline(0, color="gray", ls="--") - ax.set_ylim(1, -1) - ax.set_xlim(axes[0].get_xlim()) - - plt.savefig(f"lightcurve_{transient_id}.png") + plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET) + image_file_basenames = [os.path.basename(f) for f in image_files] + plot_filename = "transient_{DATASET}_{transient_id}_model.png" plot_target_model( model_host_sn, window=windows, titles=image_file_basenames, - plot_filename=f"transient_{DATASET}_{transient_id}_model.png", + plot_filename=plot_filename, ) @@ -994,7 +916,7 @@ def calc_center(params): # transient_id = 30300185 # transient_id = 41024123441 - ## This one fails to find isophote in initialization. + # This one fails to find isophote in initialization. # transient_id = 50006502 transient_id = sys.argv[1] From b282bf185ac1e8f430bd6ddfba3c08d6d2c286ba Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 15:45:02 -0400 Subject: [PATCH 11/30] Move out some more plotting functions. Fix int cast for transient_id. --- python/RomanDESCForwardModelLightcurves.py | 113 ++++++++++++--------- 1 file changed, 67 insertions(+), 46 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index fc8bcf2..b841d52 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -536,18 +536,49 @@ def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_t plt.savefig(f"lightcurve_{transient_id}.png") +def plot_covariance(result, targets, plot_filename=None): + _, axes = plt.subplots(1, 2, 1) + + plt.sca(axes[0]) + covar = result.covariance_matrix.detach().cpu().numpy() + plt.imshow( + covar, + origin="lower", + vmin=1e-8, + vmax=1e-1, + norm="log", + ) + plt.colorbar() + + # Let's focus on the SN flux uncertainties: + # This is a little clunky because I don't have a better way of looking up + # the names of the parameters in the covariance matrix. + + plt.sca(axes[1]) + sn_flux_starts_at_parameter_idx = -len(targets.image_list) + plt.imshow( + covar[sn_flux_starts_at_parameter_idx:, sn_flux_starts_at_parameter_idx:], + origin="lower", + # vmin=1e-6, vmax=1, norm="log", + ) + plt.colorbar() + + if plot_filename is not None: + plt.savefig(plot_filename) + + def run( transient_id, DATASET="RomanDESC", DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), npix=75, verbose=False, + overwrite=True, ): config = Config(DATASET) - print("CONFIG: ", config.hdu_idx) - transient_info, transient_host = get_transient_info_and_host(transient_id) - image_info, image_files, truth_files = get_image_and_truth_files(transient_id) + transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) + image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) print(lightcurve_truth) @@ -774,37 +805,41 @@ def calc_center(params): model_filename = f"Transient_{transient_id}_AstroPhot_model.yaml" result.model.save(model_filename) - covar = result.covariance_matrix.detach().cpu().numpy() - plt.imshow( - covar, - origin="lower", - vmin=1e-8, - vmax=1e-1, - norm="log", - ) - plt.colorbar() + lightcurve_obs = make_lightcurve_from_fit(model_host_sn) + lightcurve_obs_filename = f"lightcurve_{transient_id}.csv" + if lightcurve_obs_filename is not None: + lightcurve_obs.write(lightcurve_obs_filename, overwrite=overwrite) - # Let's focus on the SN flux uncertainties: - # This is a little clunky because I don't have a better way of looking up - # the names of the parameters in the covariance matrix. + lightcurve = make_joint_lightcurve_from_obs_and_truth(lightcurve_obs, lightcurve_truth) - sn_flux_starts_at_parameter_idx = -len(targets.image_list) - covar = result.covariance_matrix.detach().cpu().numpy() - plt.imshow( - covar[sn_flux_starts_at_parameter_idx:, sn_flux_starts_at_parameter_idx:], - origin="lower", - # vmin=1e-6, vmax=1, norm="log", + if verbose: + print(lightcurve) + + plot_filename = f"lightcurve_{DATASET}_{transient_id}.png" + plot_lightcurve( + lightcurve, + lightcurve_obs, + lightcurve_truth, + DATASET, + plot_filename=plot_filename, + ) + + image_file_basenames = [os.path.basename(f) for f in image_files] + plot_filename = f"stamps_{DATASET}_{transient_id}_model.png" + plot_target_model( + model_host_sn, + window=windows, + titles=image_file_basenames, + plot_filename=plot_filename, ) - plt.colorbar() - # In[ ]: +def make_lightcurve_from_fit(model_host_sn): + """Takes input AstroPhot model fit and returns lightcurve.""" sn_model_name_regex = re.compile("SN model [0-9]+") sn_model_names = [k for k in model_host_sn.models.keys() if sn_model_name_regex.match(k)] - # In[ ]: - - filenames = [model_host_sn.models[m].target.header.filename for m in sn_model_names] + filenames = [os.path.basename(model_host_sn.models[m].target.header.filename) for m in sn_model_names] bands = [model_host_sn.models[m].target.header.band for m in sn_model_names] visits = [model_host_sn.models[m].target.header.visit for m in sn_model_names] mjds = [model_host_sn.models[m].target.header.mjd for m in sn_model_names] @@ -858,8 +893,10 @@ def calc_center(params): lightcurve_obs["mag"].info.format = ">7.4f" lightcurve_obs["mag_err"].info.format = ">7.4f" - print(lightcurve_obs) - print(lightcurve_truth) + return lightcurve_obs + + +def make_joint_lightcurve_from_obs_and_truth(lightcurve_obs, lightcurve_truth): lightcurve = join( lightcurve_truth, @@ -890,23 +927,7 @@ def calc_center(params): # to get the calibrated AB-system magnitude lightcurve["mag_truth"] += lightcurve["sim_zptmag"] - # In[ ]: - - if verbose: - print(lightcurve) - - lightcurve.write(f"lightcurve_{transient_id}.csv", overwrite=True) - - plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET) - - image_file_basenames = [os.path.basename(f) for f in image_files] - plot_filename = "transient_{DATASET}_{transient_id}_model.png" - plot_target_model( - model_host_sn, - window=windows, - titles=image_file_basenames, - plot_filename=plot_filename, - ) + return lightcurve if __name__ == "__main__": @@ -919,5 +940,5 @@ def calc_center(params): # This one fails to find isophote in initialization. # transient_id = 50006502 - transient_id = sys.argv[1] + transient_id = int(sys.argv[1]) run(transient_id) From 568da77b1caa97143076ab38d0e82dd33e36301e Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 15:46:17 -0400 Subject: [PATCH 12/30] isort --- python/RomanDESCForwardModelLightcurves.py | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index b841d52..0181ab7 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -56,19 +56,16 @@ import sys from typing import Optional +import astrophot as ap +import astropy.units as u import matplotlib.pyplot as plt import numpy as np - -import astropy.units as u +import webbpsf from astropy.coordinates import SkyCoord from astropy.io import fits from astropy.table import Table, join - from astropy.wcs import WCS -import astrophot as ap -import webbpsf - class Config: # These are 4k x 4k images From c80362de33cafda667dfeb41706090f18032bb23 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 16:19:22 -0400 Subject: [PATCH 13/30] Add simple test to read PSF. --- tests/test_psf.py | 10 ++++++++++ 1 file changed, 10 insertions(+) create mode 100644 tests/test_psf.py diff --git a/tests/test_psf.py b/tests/test_psf.py new file mode 100644 index 0000000..e8c83d8 --- /dev/null +++ b/tests/test_psf.py @@ -0,0 +1,10 @@ +def test_roman_psf(): + from RomanDESCForwardModelLightcurves import get_roman_psf + + band = "H158" + sca = 17 + x = 200 + y = 400 + + psf = get_roman_psf(band, sca, x, y) + assert psf.shape == (45, 45) From 4b80c2f20d1dd5f06cf439f7d6b84433883c6131 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 16:49:15 -0400 Subject: [PATCH 14/30] Test gathering metadata. --- tests/test_psf.py | 70 ++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 69 insertions(+), 1 deletion(-) diff --git a/tests/test_psf.py b/tests/test_psf.py index e8c83d8..01be6e5 100644 --- a/tests/test_psf.py +++ b/tests/test_psf.py @@ -1,3 +1,6 @@ +import os, sys +import numpy as np + def test_roman_psf(): from RomanDESCForwardModelLightcurves import get_roman_psf @@ -6,5 +9,70 @@ def test_roman_psf(): x = 200 y = 400 - psf = get_roman_psf(band, sca, x, y) + # Make sure we get get each of the extensions + # And check that they have the right relative size. + psf = get_roman_psf(band, sca, x, y, ext_name="OVERSAMP") + assert psf.shape == (180, 180) + + psf = get_roman_psf(band, sca, x, y, ext_name="DET_SAMP") + assert psf.shape == (45, 45) + + psf = get_roman_psf(band, sca, x, y, ext_name="OVERDIST") + assert psf.shape == (180, 180) + + psf = get_roman_psf(band, sca, x, y, ext_name="DET_DIST") assert psf.shape == (45, 45) + + +def test_config(): + """Do we get a Config for known DATASETs?""" + from RomanDESCForwardModelLightcurves import Config + + dc2_config = Config("DC2") + assert dc2_config.hdu_idx["image"] == 1 + assert dc2_config.hdu_idx["variance"] == 3 + + roman_config = Config("RomanDESC") + print(roman_config.hdu_idx) + assert roman_config.hdu_idx["mask"] == 3 + + +def test_get_visit_band_sca_for_object_id(): + """Do we get information back for a given transient?""" + from RomanDESCForwardModelLightcurves import get_visit_band_sca_for_object_id + + transient_id = 30328322 + visit_band_sca = get_visit_band_sca_for_object_id(transient_id) + assert visit_band_sca["sca"][0] == 17 + + +def test_get_image_and_truth_files(): + """Do we get image and truth files back for a given transient?""" + from RomanDESCForwardModelLightcurves import get_image_and_truth_files + + DATASET = "RomanDESC" + DATADIR = os.path.join(os.path.dirname("__file__"), "..", "data", DATASET) + + transient_id = 50006502 + image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) + + print(image_info) + print(image_files) + assert len(image_info["visit"]) == len(image_files) + assert len(truth_files) == 6 + + +def test_get_truth_table(): + """Do we get a truth table for a given transient?""" + from RomanDESCForwardModelLightcurves import get_image_and_truth_files, get_truth_table + + transient_id = 50006502 + DATASET = "RomanDESC" + DATADIR = os.path.join(os.path.dirname(__file__), "..", "data", DATASET) + + image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) + + truth_table = get_truth_table(truth_files, image_info["visit"], transient_id) + + assert len(truth_table) == 5 + assert np.max(truth_table["flux"]) > 0 From e814b260a7ef29cf3ae3335a2750eb4d6a78c151 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 16:51:09 -0400 Subject: [PATCH 15/30] Test utility functions. --- tests/{test_psf.py => test_utils.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename tests/{test_psf.py => test_utils.py} (100%) diff --git a/tests/test_psf.py b/tests/test_utils.py similarity index 100% rename from tests/test_psf.py rename to tests/test_utils.py From ad503b0279adc23addf28ef84106a62c10e113cf Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 17:04:57 -0400 Subject: [PATCH 16/30] Test get transient information and host. --- tests/test_utils.py | 37 +++++++++++++++++++++++++++++-------- 1 file changed, 29 insertions(+), 8 deletions(-) diff --git a/tests/test_utils.py b/tests/test_utils.py index 01be6e5..ba83bab 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -1,8 +1,15 @@ -import os, sys +import os + import numpy as np +from RomanDESCForwardModelLightcurves import (Config, + get_image_and_truth_files, + get_roman_psf, + get_transient_info_and_host, + get_truth_table, + get_visit_band_sca_for_object_id) + def test_roman_psf(): - from RomanDESCForwardModelLightcurves import get_roman_psf band = "H158" sca = 17 @@ -26,7 +33,6 @@ def test_roman_psf(): def test_config(): """Do we get a Config for known DATASETs?""" - from RomanDESCForwardModelLightcurves import Config dc2_config = Config("DC2") assert dc2_config.hdu_idx["image"] == 1 @@ -39,7 +45,6 @@ def test_config(): def test_get_visit_band_sca_for_object_id(): """Do we get information back for a given transient?""" - from RomanDESCForwardModelLightcurves import get_visit_band_sca_for_object_id transient_id = 30328322 visit_band_sca = get_visit_band_sca_for_object_id(transient_id) @@ -48,13 +53,14 @@ def test_get_visit_band_sca_for_object_id(): def test_get_image_and_truth_files(): """Do we get image and truth files back for a given transient?""" - from RomanDESCForwardModelLightcurves import get_image_and_truth_files DATASET = "RomanDESC" DATADIR = os.path.join(os.path.dirname("__file__"), "..", "data", DATASET) transient_id = 50006502 - image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) + image_info, image_files, truth_files = get_image_and_truth_files( + transient_id, DATASET, DATADIR + ) print(image_info) print(image_files) @@ -64,15 +70,30 @@ def test_get_image_and_truth_files(): def test_get_truth_table(): """Do we get a truth table for a given transient?""" - from RomanDESCForwardModelLightcurves import get_image_and_truth_files, get_truth_table transient_id = 50006502 DATASET = "RomanDESC" DATADIR = os.path.join(os.path.dirname(__file__), "..", "data", DATASET) - image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) + image_info, image_files, truth_files = get_image_and_truth_files( + transient_id, DATASET, DATADIR + ) truth_table = get_truth_table(truth_files, image_info["visit"], transient_id) assert len(truth_table) == 5 assert np.max(truth_table["flux"]) > 0 + + +def test_get_transient_info_and_host(): + """Do we get information back on a transient and its host.""" + + transient_id = 50006502 + DATASET = "RomanDESC" + DATADIR = os.path.join(os.path.dirname(__file__), "..", "data", DATASET) + + transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) + + print(transient_info) + assert transient_info["ra"] == 1 + assert transient_host["ra"] == 5 From faa35a8806ef53c53eace075ab00723ac6f1eca9 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 17:14:03 -0400 Subject: [PATCH 17/30] Fix up main plot. --- python/RomanDESCForwardModelLightcurves.py | 109 +++++++++++---------- 1 file changed, 58 insertions(+), 51 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index 0181ab7..ffb1afc 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -216,12 +216,59 @@ def get_truth_table(truth_files, visits, transient_id): return truth_table -def get_roman_psf(band, sca, x, y): +def get_transient_info_and_host(transient_id, DATADIR): + # Read basic info catalog + transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") + transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") + transient_info_table = Table.read(transient_info_file, format="csv") + # Should eventually shift to a different way of tracking hosts + # For now just reformatting into the previous way. + transient_id_host_per_row = Table.read(transient_host_info_file, format="csv") + transient_id_host = {} + for r in np.unique(transient_id_host_per_row["transient_id"]): + (idx,) = np.where(transient_id_host_per_row["transient_id"] == r) + transient_id_host[r] = { + "object_id": transient_id_host_per_row[idx]["object_id"], + "ra": transient_id_host_per_row[idx]["ra"], + "dec": transient_id_host_per_row[idx]["dec"], + } + + transient_info_table.add_index("transient_id") + + transient_info = transient_info_table.loc[transient_id] + transient_host = transient_id_host[transient_id] + + return transient_info, transient_host + + +def get_image_and_truth_files(transient_id, DATASET, DATADIR): + # Get list of images (visit, band, sca) that contain object position + image_info = get_visit_band_sca_for_object_id(transient_id) + + # Define and load images and truth + image_file_format = "images/{band}/{visit}/Roman_TDS_simple_model_{band}_{visit}_{sca}.fits.gz" + truth_file_for_image_format = "truth/{band}/{visit}/Roman_TDS_index_{band}_{visit}_{sca}.txt" + + image_file_basenames = [] + truth_file_basenames = [] + for v, b, s in zip(image_info["visit"], image_info["band"], image_info["sca"]): + image_file_basenames.append(image_file_format.format(visit=v, band=b, sca=s)) + truth_file_basenames.append(truth_file_for_image_format.format(visit=v, band=b, sca=s)) + + image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames] + truth_files = [os.path.join(DATADIR, bn) for bn in truth_file_basenames] + + return image_info, image_files, truth_files + + +def get_roman_psf(band, sca, x, y, ext_name="DET_SAMP"): """ Return the Roman WFI PSF for the given band, sca at the detector position x, y Use `webbpsf` package for band, sca, x, y and SED. + ext_name: ["OVERSAMP", "DET_SAMP", "OVERDIST", "DET_DIST"] + https://roman-docs.stsci.edu/simulation-tools-handbook-home/webbpsf-for-roman/webbpsf-tutorials https://github.com/spacetelescope/webbpsf/blob/develop/notebooks/WebbPSF-Roman_Tutorial.ipynb """ @@ -244,9 +291,10 @@ def get_roman_psf(band, sca, x, y): wfi.filter = standard_band_names[band] wfi.detector = f"SCA{sca:02d}" wfi.detector_position = (x, y) + wfi.options["parity"] = "odd" psf_hdu = wfi.calc_psf() - psf = psf_hdu["DET_SAMP"].data + psf = psf_hdu[ext_name].data return psf @@ -346,51 +394,6 @@ def make_window_for_target(target, ra, dec, npix=75): return window -def get_transient_info_and_host(transient_id, DATADIR): - # Read basic info catalog - transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") - transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") - transient_info_table = Table.read(transient_info_file, format="csv") - # Should eventually shift to a different way of tracking hosts - # For now just reformatting into the previous way. - transient_id_host_per_row = Table.read(transient_host_info_file, format="csv") - transient_id_host = {} - for r in np.unique(transient_id_host_per_row["transient_id"]): - (idx,) = np.where(transient_id_host_per_row["transient_id"] == r) - transient_id_host[r] = { - "object_id": transient_id_host_per_row[idx]["object_id"], - "ra": transient_id_host_per_row[idx]["ra"], - "dec": transient_id_host_per_row[idx]["dec"], - } - - transient_info_table.add_index("transient_id") - - transient_info = transient_info_table.loc[transient_id] - transient_host = transient_id_host[transient_id] - - return transient_info, transient_host - - -def get_image_and_truth_files(transient_id, DATASET, DATADIR): - # Get list of images (visit, band, sca) that contain object position - image_info = get_visit_band_sca_for_object_id(transient_id) - - # Define and load images and truth - image_file_format = "images/{band}/{visit}/Roman_TDS_simple_model_{band}_{visit}_{sca}.fits.gz" - truth_file_for_image_format = "truth/{band}/{visit}/Roman_TDS_index_{band}_{visit}_{sca}.txt" - - image_file_basenames = [] - truth_file_basenames = [] - for v, b, s in zip(image_info["visit"], image_info["band"], image_info["sca"]): - image_file_basenames.append(image_file_format.format(visit=v, band=b, sca=s)) - truth_file_basenames.append(truth_file_for_image_format.format(visit=v, band=b, sca=s)) - - image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames] - truth_files = [os.path.join(DATADIR, bn) for bn in truth_file_basenames] - - return image_info, image_files, truth_files - - def plot_targets(targets, windows, plot_filename=None): n = len(targets.image_list) side = int(np.sqrt(n)) + 1 @@ -438,7 +441,7 @@ def _plot_target_model_multiple( ax[0, 1].set_title("Model") ap.plots.residual_image(fig, ax[:, 2], model, window=window, flipx=True) ax[0, 2].set_title("Residual") - # plt.show() + if plot_filename is not None: plt.savefig(plot_filename) @@ -453,7 +456,7 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): ax[2].set_title("Residual") -def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_threshold=1): +def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_threshold=1, plot_filename=None): color_for_band = { "u": "purple", "g": "blue", @@ -530,7 +533,8 @@ def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_t ax.set_ylim(1, -1) ax.set_xlim(axes[0].get_xlim()) - plt.savefig(f"lightcurve_{transient_id}.png") + if plot_filename is not None: + plt.savefig(plot_filename) def plot_covariance(result, targets, plot_filename=None): @@ -567,13 +571,16 @@ def plot_covariance(result, targets, plot_filename=None): def run( transient_id, DATASET="RomanDESC", - DATADIR=os.path.join(os.path.dirname(sys.argv[0]), "..", "data/RomanDESC"), + DATADIR=None, npix=75, verbose=False, overwrite=True, ): config = Config(DATASET) + if DATADIR is None: + DATADIR = os.path.join(os.path.dirname(sys.argv[0]), "..", "data", DATASET), + transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) From 718d7e1475fb9e209dceee6849e458cbc16c449c Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 17:14:25 -0400 Subject: [PATCH 18/30] Move DATASET, DATADIR into test dir. --- .../RomanDESC/transient_host_info_table.csv | 20 +++++++++++++++++++ tests/data/RomanDESC/transient_info_table.csv | 7 +++++++ tests/test_utils.py | 12 ++++------- 3 files changed, 31 insertions(+), 8 deletions(-) create mode 100644 tests/data/RomanDESC/transient_host_info_table.csv create mode 100644 tests/data/RomanDESC/transient_info_table.csv diff --git a/tests/data/RomanDESC/transient_host_info_table.csv b/tests/data/RomanDESC/transient_host_info_table.csv new file mode 100644 index 0000000..8757183 --- /dev/null +++ b/tests/data/RomanDESC/transient_host_info_table.csv @@ -0,0 +1,20 @@ +transient_id,object_id,ra,dec +41024123441,10306000440854,8.536151,-43.040539 +41024123441,10306200209253,8.535545,-43.040603 +41024123441,10306000034593,8.533482,-43.041704 +30328322,10306000235162,8.529866,-43.026571 +30328322,10306000235164,8.530374,-43.027145 +30005877,10306100606638,8.541223,-43.03354 +30005877,10306100606656,8.540226,-43.033224 +30005877,10306100606654,8.540089,-43.033119 +30005877,10306100606642,8.539467,-43.033947 +30005877,10306100606642,8.539475,-43.033951 +30300185,10306000034593,8.533481,-43.041704 +50006502,10306100883696,8.529611,-43.038753 +50006502,10306100883695,8.528555,-43.038634 +50006502,10306100883689,8.529122,-43.039769 +50006502,10306200189252,8.527552,-43.039076 +50006502,10306100178387,8.526931,-43.038742 +20202893,10306000122255,8.037702,-42.752296 +20202893,10306000122247,8.03773,-42.752924 +20202893,10306000459150,8.039738,-42.752543 diff --git a/tests/data/RomanDESC/transient_info_table.csv b/tests/data/RomanDESC/transient_info_table.csv new file mode 100644 index 0000000..775ab8e --- /dev/null +++ b/tests/data/RomanDESC/transient_info_table.csv @@ -0,0 +1,7 @@ +transient_id,ra,dec,mjd_start,mjd_end,comment +41024123441,8.535177,-43.041163,60000.0,70000.0,Star. Should be constant. +30328322,8.52941151,-43.0266337,62300.0,62600.0,"Off-center transient, clear host, noticeable background." +30005877,8.5412597,-43.0335549,62300.0,62600.0,Faint blip +30300185,8.53301717,-43.0415779,62300.0,62600.0,Off-center transient; clear host galaxy. +50006502,8.5296134,-43.0387536,62000.0,63000.0,On-center transient; clear host galaxy. +20202893,8.037774,-42.752337,62236.0,62707.0,Example SNIa Lauren pointed to. diff --git a/tests/test_utils.py b/tests/test_utils.py index ba83bab..9d86a39 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -8,6 +8,9 @@ get_truth_table, get_visit_band_sca_for_object_id) +DATASET = "RomanDESC" +DATADIR = os.path.join(os.path.dirname(__file__), "data", DATASET) + def test_roman_psf(): @@ -54,9 +57,6 @@ def test_get_visit_band_sca_for_object_id(): def test_get_image_and_truth_files(): """Do we get image and truth files back for a given transient?""" - DATASET = "RomanDESC" - DATADIR = os.path.join(os.path.dirname("__file__"), "..", "data", DATASET) - transient_id = 50006502 image_info, image_files, truth_files = get_image_and_truth_files( transient_id, DATASET, DATADIR @@ -72,8 +72,6 @@ def test_get_truth_table(): """Do we get a truth table for a given transient?""" transient_id = 50006502 - DATASET = "RomanDESC" - DATADIR = os.path.join(os.path.dirname(__file__), "..", "data", DATASET) image_info, image_files, truth_files = get_image_and_truth_files( transient_id, DATASET, DATADIR @@ -89,11 +87,9 @@ def test_get_transient_info_and_host(): """Do we get information back on a transient and its host.""" transient_id = 50006502 - DATASET = "RomanDESC" - DATADIR = os.path.join(os.path.dirname(__file__), "..", "data", DATASET) transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) print(transient_info) - assert transient_info["ra"] == 1 + assert len(transient_info["ra"]) == 1 assert transient_host["ra"] == 5 From b2f7540b905614672a0334fa275f6e8fba2d4bfd Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 18 Jun 2024 17:33:22 -0400 Subject: [PATCH 19/30] Remove test function print statements. --- .../1394/Roman_TDS_index_H158_1394_9.txt | 23118 +++++++++++++++ .../14088/Roman_TDS_index_H158_14088_8.txt | 24027 +++++++++++++++ .../29499/Roman_TDS_index_H158_29499_9.txt | 23145 +++++++++++++++ .../36445/Roman_TDS_index_H158_36445_17.txt | 24531 ++++++++++++++++ .../8340/Roman_TDS_index_H158_8340_17.txt | 24521 +++++++++++++++ .../H158/1394/Roman_TDS_index_H158_1394_9.txt | 23118 +++++++++++++++ .../14088/Roman_TDS_index_H158_14088_8.txt | 24027 +++++++++++++++ .../29499/Roman_TDS_index_H158_29499_9.txt | 23145 +++++++++++++++ .../36445/Roman_TDS_index_H158_36445_17.txt | 24531 ++++++++++++++++ .../42193/Roman_TDS_index_H158_42193_8.txt | 24045 +++++++++++++++ .../8340/Roman_TDS_index_H158_8340_17.txt | 24521 +++++++++++++++ tests/test_utils.py | 8 +- 12 files changed, 262731 insertions(+), 6 deletions(-) create mode 100644 tests/data/RomanDESC/1394/Roman_TDS_index_H158_1394_9.txt create mode 100644 tests/data/RomanDESC/14088/Roman_TDS_index_H158_14088_8.txt create mode 100644 tests/data/RomanDESC/29499/Roman_TDS_index_H158_29499_9.txt create mode 100644 tests/data/RomanDESC/36445/Roman_TDS_index_H158_36445_17.txt create mode 100644 tests/data/RomanDESC/8340/Roman_TDS_index_H158_8340_17.txt create mode 100644 tests/data/RomanDESC/truth/H158/1394/Roman_TDS_index_H158_1394_9.txt create mode 100644 tests/data/RomanDESC/truth/H158/14088/Roman_TDS_index_H158_14088_8.txt create mode 100644 tests/data/RomanDESC/truth/H158/29499/Roman_TDS_index_H158_29499_9.txt create mode 100644 tests/data/RomanDESC/truth/H158/36445/Roman_TDS_index_H158_36445_17.txt create mode 100644 tests/data/RomanDESC/truth/H158/42193/Roman_TDS_index_H158_42193_8.txt create mode 100644 tests/data/RomanDESC/truth/H158/8340/Roman_TDS_index_H158_8340_17.txt diff --git a/tests/data/RomanDESC/1394/Roman_TDS_index_H158_1394_9.txt b/tests/data/RomanDESC/1394/Roman_TDS_index_H158_1394_9.txt new file mode 100644 index 0000000..5987ab6 --- /dev/null +++ b/tests/data/RomanDESC/1394/Roman_TDS_index_H158_1394_9.txt @@ -0,0 +1,23118 @@ +# object_id ra dec x y realized_flux flux mag obj_type + 10179000670746 8.65395852e+00 -4.29672469e+01 1.55545723e+00 -4.72994562e+02 3.98800000e+03 3.98060752e+03 6.07429143e+00 galaxy + 10179000681676 8.64140036e+00 -4.30112266e+01 -4.20643108e+02 9.97908474e+02 5.23000000e+02 5.18594207e+02 8.28709568e+00 galaxy + 10179000687081 8.63649339e+00 -4.29651092e+01 4.14559364e+02 -3.13316136e+02 1.56000000e+02 1.52613687e+02 9.61518112e+00 galaxy + 10179000687082 8.63586819e+00 -4.29659435e+01 4.14951772e+02 -2.80464995e+02 8.00000000e+00 8.85745851e+00 1.27058920e+01 galaxy + 10179000687083 8.63613074e+00 -4.29657834e+01 4.11779773e+02 -2.88590905e+02 7.00000000e+00 1.21248330e+01 1.23649754e+01 galaxy + 10179000741264 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-4.29593990e+01 3.51582464e+03 1.29376011e+03 3.97000000e+02 3.93657504e+02 8.58636849e+00 transient + 30227612 8.40802962e+00 -4.30182026e+01 4.52825912e+03 4.19514058e+03 4.10000000e+01 3.71520645e+01 1.11492074e+01 transient + 30241850 8.54516210e+00 -4.30743086e+01 6.67965183e+02 4.10727149e+03 4.30000000e+01 3.92561127e+01 1.10893966e+01 transient + 30275087 8.62828316e+00 -4.29793073e+01 3.68424862e+02 2.14688082e+02 5.00000000e+00 5.95845769e+00 1.31363302e+01 transient + 30297479 8.51699491e+00 -4.29909269e+01 2.59915342e+03 1.98566398e+03 5.60000000e+01 5.27177449e+01 1.07692728e+01 transient + 30297851 8.54391683e+00 -4.30697059e+01 7.67821369e+02 3.98616539e+03 2.00000000e+00 2.95266016e+00 1.38986312e+01 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.45016760e+03 4.11056385e+03 2.50000000e+01 2.00301412e+01 1.18199548e+01 transient + 30358551 8.51529849e+00 -4.29766540e+01 2.86209311e+03 1.58254455e+03 4.06000000e+02 4.01765240e+02 8.56423393e+00 transient + 30385642 8.48770489e+00 -4.29145828e+01 4.44469589e+03 8.90968446e+01 8.00000000e+00 8.54712903e+00 1.27446142e+01 transient + 30392850 8.46915835e+00 -4.30161570e+01 3.23625642e+03 3.34987330e+03 1.76000000e+02 1.72582531e+02 9.48167275e+00 transient + 30403205 8.50769860e+00 -4.30692059e+01 1.56024704e+03 4.43482550e+03 4.27000000e+02 4.23494628e+02 8.50704506e+00 transient + 30430210 8.62849572e+00 -4.29623946e+01 6.31110631e+02 -2.91874251e+02 6.02000000e+02 5.97734595e+02 8.13289385e+00 transient + 30463604 8.52827980e+00 -4.29230433e+01 3.42968715e+03 -1.79841361e+02 3.00000000e+00 3.41934886e+00 1.37393063e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 3.18557164e+03 4.19256761e+03 1.80000000e+02 1.76689982e+02 9.45613501e+00 transient + 30480589 8.50490057e+00 -4.30171584e+01 2.44571026e+03 2.92147273e+03 7.00000000e+01 6.62960236e+01 1.05204461e+01 transient + 30482295 8.46871177e+00 -4.29973648e+01 3.54399830e+03 2.79639815e+03 7.20000000e+01 6.90773301e+01 1.04758260e+01 transient + 30487777 8.62311307e+00 -4.29796470e+01 4.75278448e+02 2.90942490e+02 8.40000000e+01 8.05888061e+01 1.03084780e+01 transient + 30512180 8.52825509e+00 -4.30419848e+01 1.54618591e+03 3.36132890e+03 3.40000000e+01 2.99174997e+01 1.13843516e+01 transient + 30514235 8.53485013e+00 -4.29433526e+01 2.96537327e+03 3.40506168e+02 4.30000000e+01 3.95318910e+01 1.10817959e+01 transient + 30521268 8.53606897e+00 -4.29695104e+01 2.52464838e+03 1.10363251e+03 5.90000000e+01 5.52595312e+01 1.07181468e+01 transient + 30524344 8.53908912e+00 -4.29723667e+01 2.41388612e+03 1.14996203e+03 3.60000000e+01 3.26176681e+01 1.12905326e+01 transient + 30530671 8.46506578e+00 -4.29610244e+01 4.19947880e+03 1.76181144e+03 2.00000000e+00 2.05643930e+00 1.42913751e+01 transient + 30534635 8.49649949e+00 -4.30132997e+01 2.68897305e+03 2.91429495e+03 1.66000000e+02 1.63018500e+02 9.54357260e+00 transient + 30538419 8.43531179e+00 -4.30238960e+01 3.84684226e+03 4.01432019e+03 8.10000000e+01 7.73617070e+01 1.03528497e+01 transient + 30552467 8.49595214e+00 -4.30313500e+01 2.41471419e+03 3.45853937e+03 2.30000000e+01 1.79095105e+01 1.19414555e+01 transient + 30582108 8.45156946e+00 -4.30113764e+01 3.69326679e+03 3.43323987e+03 3.07000000e+02 3.03116592e+02 8.87014056e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 3.80756382e+02 1.64016365e+03 8.00000000e+00 1.25483134e+01 1.23277014e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 2.32348348e+03 2.74040978e+03 1.28000000e+02 1.24246469e+02 9.83845469e+00 transient + 30653165 8.43362610e+00 -4.29788598e+01 4.59824006e+03 2.69613070e+03 8.55000000e+02 8.50852127e+02 7.74952961e+00 transient + 30658712 8.48681872e+00 -4.30569864e+01 2.20617179e+03 4.33855046e+03 1.44000000e+03 1.43490229e+03 7.18210901e+00 transient + 20003651 8.54452885e+00 -4.29884655e+01 2.04094675e+03 1.55956548e+03 5.00000000e+00 5.64983956e+00 1.31940745e+01 transient + 20005890 8.51022931e+00 -4.29513278e+01 3.37337992e+03 8.93680156e+02 6.00000000e+00 7.02881371e+00 1.29569597e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 6.80205383e+02 4.17152788e+03 3.70000000e+01 3.35183898e+01 1.12609570e+01 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.71191147e+03 3.85350701e+03 4.00000000e+00 4.99049479e+00 1.33288058e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.70724005e+03 1.35043968e+03 3.00000000e+00 3.14012298e+00 1.38317982e+01 transient + 20027200 8.55277017e+00 -4.29509566e+01 2.45599097e+03 3.37173061e+02 3.84000000e+02 3.79718762e+02 8.62550969e+00 transient + 20033735 8.56654792e+00 -4.30866289e+01 9.69757129e+00 4.20061882e+03 1.28000000e+02 1.24462685e+02 9.83656692e+00 transient + 20040609 8.56845425e+00 -4.30516673e+01 5.21702237e+02 3.13516220e+03 3.00000000e+00 3.53392521e+00 1.37035214e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.69194681e+03 1.34550793e+03 9.00000000e+00 9.87462443e+00 1.25878634e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.52881554e+03 2.14443532e+03 2.50000000e+01 1.99389090e+01 1.18249114e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 3.17362295e+03 2.06790408e+03 8.30000000e+01 7.91711851e+01 1.03277470e+01 transient + 20064768 8.47759569e+00 -4.29436484e+01 4.20323789e+03 1.08388880e+03 1.74700000e+03 1.74121812e+03 6.97203188e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 4.19740821e+03 3.30026753e+03 6.35000000e+02 6.30478150e+02 8.07498973e+00 transient + 20080700 8.46279200e+00 -4.29927160e+01 3.74606965e+03 2.73401449e+03 4.10000000e+01 3.72868812e+01 1.11452747e+01 transient + 20083832 8.48333978e+00 -4.30167410e+01 2.91964872e+03 3.18541336e+03 4.00000000e+00 4.88111891e+00 1.33528664e+01 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.82101352e+03 1.35463152e+03 5.00000000e+00 5.22629883e+00 1.32786792e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 3.33721199e+02 4.33378340e+03 6.00000000e+00 6.20328373e+00 1.30926107e+01 transient + 20147998 8.58917162e+00 -4.29556622e+01 1.59132801e+03 1.09523691e+01 4.70000000e+01 4.34486969e+01 1.09792229e+01 transient + 20162178 8.51646346e+00 -4.30524147e+01 1.63645418e+03 3.82279134e+03 4.00000000e+00 4.68492669e+00 1.33974078e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 2.04558869e+03 3.00789095e+03 7.00000000e+00 7.39743836e+00 1.29014614e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 2.03775558e+02 2.79269294e+03 2.40000000e+01 1.91114364e+01 1.18709315e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 1.15651651e+03 2.20884908e+03 3.00000000e+00 3.24446122e+00 1.37963084e+01 transient + 20183922 8.48013065e+00 -4.29444449e+01 4.13560264e+03 1.07505171e+03 3.40000000e+01 2.98834717e+01 1.13855872e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 3.89294093e+03 4.36411213e+03 4.50000000e+01 4.17066477e+01 1.10236516e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 8.57277418e+02 1.39232205e+03 9.14000000e+02 9.09236473e+02 7.67747271e+00 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.67098004e+03 2.46565561e+03 2.60000000e+01 2.11761880e+01 1.17595454e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 3.39117256e+03 2.15185128e+03 7.00000000e+00 7.73079419e+00 1.28536046e+01 transient + 60016714 8.59990400e+00 -4.30195237e+01 3.48374050e+02 1.77562179e+03 5.80000000e+01 5.49093968e+01 1.07250481e+01 transient + 60018640 8.44677999e+00 -4.30485104e+01 3.20778563e+03 4.59952228e+03 4.80000000e+01 4.40055965e+01 1.09653950e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 4.72815123e+02 3.51626463e+03 1.50000000e+01 1.05959946e+01 1.25113105e+01 transient + 60036717 8.58511529e+00 -4.29788035e+01 1.31329485e+03 7.52085263e+02 6.00000000e+01 5.65547555e+01 1.06929920e+01 transient + 60059672 8.59320833e+00 -4.29647866e+01 1.35937125e+03 2.31014293e+02 2.00000000e+00 2.28414399e+00 1.41773561e+01 transient + 60067966 8.57053313e+00 -4.30153721e+01 1.05102260e+03 2.02775667e+03 2.00000000e+00 2.15531549e+00 1.42403877e+01 transient + 60077059 8.59692616e+00 -4.30090553e+01 5.78523408e+02 1.50192007e+03 7.00000000e+00 1.20603532e+01 1.23707648e+01 transient + 60083243 8.42079362e+00 -4.30182756e+01 4.25059069e+03 4.03344722e+03 8.00000000e+00 8.22347122e+00 1.27865269e+01 transient + 60086490 8.46942361e+00 -4.29305194e+01 4.58878907e+03 7.98122640e+02 2.00000000e+00 2.34759383e+00 1.41476074e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 3.42552274e+02 3.83726570e+03 2.11000000e+02 2.07244788e+02 9.28295578e+00 transient + 60105327 8.60091211e+00 -4.30089916e+01 4.93068430e+02 1.44903099e+03 6.00000000e+00 6.52771580e+00 1.30372617e+01 transient + 60108753 8.59025313e+00 -4.30430628e+01 1.85334193e+02 2.60012456e+03 1.40000000e+01 1.00312137e+01 1.25707811e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.62840793e+03 2.76045996e+03 7.00000000e+00 7.49097083e+00 1.28878196e+01 transient + 60134105 8.50481603e+00 -4.29546719e+01 3.43784807e+03 1.06265889e+03 3.40000000e+01 3.05320217e+01 1.13622759e+01 transient + 60145182 8.57204035e+00 -4.30549740e+01 3.91652773e+02 3.18776345e+03 2.00000000e+00 2.20605952e+00 1.42151218e+01 transient + 40008011 8.48560559e+00 -4.29796821e+01 3.45811388e+03 2.05346386e+03 1.00700000e+03 1.00196505e+03 7.57203339e+00 transient + 40033426 8.44754948e+00 -4.30469323e+01 3.21616179e+03 4.54270402e+03 1.00000000e+00 1.18524928e+00 1.48896406e+01 transient + 40037508 8.46421727e+00 -4.29598301e+01 4.23682879e+03 1.73716441e+03 1.04000000e+02 1.00153354e+02 1.00725011e+01 transient + 40041704 8.58895656e+00 -4.29557766e+01 1.59418740e+03 1.71131133e+01 2.66000000e+02 2.62383363e+02 9.02682409e+00 transient + 40138107 8.46412162e+00 -4.29405568e+01 4.54463049e+03 1.16488943e+03 1.32100000e+03 1.31582020e+03 7.27617346e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 1.56793159e+03 3.24774456e+03 7.40000000e+01 7.02907753e+01 1.04569190e+01 transient + 50009667 8.57421963e+00 -4.30846965e+01 -1.25898859e+02 4.04500232e+03 2.20000000e+01 1.67952523e+01 1.20111985e+01 transient + 50013745 8.51820602e+00 -4.29762509e+01 2.80540909e+03 1.53327043e+03 2.00000000e+00 2.81259567e+00 1.39513966e+01 transient + 50026056 8.48864671e+00 -4.29080397e+01 4.52798457e+03 -1.17730194e+02 6.00000000e+00 6.29394819e+00 1.30768569e+01 transient + 50027561 8.44620306e+00 -4.29943664e+01 4.07948986e+03 2.99600568e+03 7.00000000e+00 1.20772555e+01 1.23692442e+01 transient + 50069735 8.57568808e+00 -4.30275867e+01 7.45955256e+02 2.32553165e+03 5.00000000e+00 5.80102418e+00 1.31654031e+01 transient + 50134702 8.51397585e+00 -4.29532522e+01 3.26158575e+03 9.02908387e+02 3.20000000e+01 2.79246116e+01 1.14591970e+01 transient + 50136766 8.60788430e+00 -4.29663117e+01 1.01667241e+03 8.85704699e+01 5.90000000e+01 5.58299013e+01 1.07069977e+01 transient + 40973146937 8.64451410e+00 -4.29620622e+01 2.88542939e+02 -5.06691677e+02 6.30900000e+03 6.30049818e+03 5.57572760e+00 star + 40561366645 8.65368750e+00 -4.29978915e+01 -4.76612859e+02 4.43555842e+02 7.44220000e+05 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3.70000000e+01 3.78284680e+01 1.11296179e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 3.67530590e+03 2.90235665e+03 1.74000000e+02 1.78810868e+02 9.44318005e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 4.10075255e+03 1.90919694e+03 7.00000000e+00 9.41708492e+00 1.26393736e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.95384173e+03 2.11912336e+03 9.90000000e+01 1.02447431e+02 1.00479121e+01 transient + 30653165 8.43362610e+00 -4.29788598e+01 1.67805790e+02 3.46551280e+03 2.81000000e+02 2.86859424e+02 8.92999203e+00 transient + 30658712 8.48681872e+00 -4.30569864e+01 1.17434161e+03 7.31652542e+02 3.30000000e+01 3.42510276e+01 1.12374808e+01 transient + 20003651 8.54452885e+00 -4.29884655e+01 2.82361974e+03 2.93171082e+03 1.00000000e+00 1.79963246e+00 1.44362053e+01 transient + 20005890 8.51022931e+00 -4.29513278e+01 2.12697364e+03 4.24889724e+03 6.70000000e+01 6.95936935e+01 1.04677401e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 2.47990344e+03 -9.06056617e+00 1.30000000e+01 1.19676647e+01 1.23791413e+01 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.83258153e+03 8.47657563e+02 1.00000000e+00 2.21972667e+00 1.42084161e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 3.20339621e+03 2.91228026e+03 1.00000000e+00 1.61753948e+00 1.45520276e+01 transient + 20027200 8.55277017e+00 -4.29509566e+01 3.16096481e+03 4.18028523e+03 5.60000000e+01 5.78111140e+01 1.06691365e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 2.99759493e+03 -4.19167756e+02 1.90000000e+01 1.85527144e+01 1.19031462e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 3.21825990e+03 2.90754752e+03 3.00000000e+00 4.66545314e+00 1.34019303e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.11594393e+03 2.72957717e+03 7.00000000e+00 8.69031628e+00 1.27265759e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 1.64461427e+03 3.16406924e+03 1.50000000e+01 1.41344215e+01 1.21984697e+01 transient + 20064768 8.47759569e+00 -4.29436484e+01 1.36269859e+03 4.56963969e+03 2.26000000e+02 2.31815988e+02 9.16130637e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 1.56822602e+02 2.73574681e+03 5.80000000e+01 5.97552293e+01 1.06332250e+01 transient + 20080700 8.46279200e+00 -4.29927160e+01 8.25260995e+02 2.94353878e+03 6.00000000e+00 8.06674267e+00 1.28074193e+01 transient + 20083832 8.48333978e+00 -4.30167410e+01 1.23637542e+03 2.09486515e+03 1.00000000e+00 2.06673223e+00 1.42859543e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 -4.25621963e+02 2.19138767e+03 5.08000000e+02 5.17100569e+02 8.29022729e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.31478220e+03 3.55013547e+03 1.00000000e+00 2.47738262e+00 1.40891821e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 2.66701171e+03 -3.42575945e+02 2.00000000e+00 2.89794271e+00 1.39189403e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 2.85911498e+03 2.65610562e+03 1.55400000e+03 1.56976763e+03 7.08457641e+00 transient + 20147998 8.58917162e+00 -4.29556622e+01 4.02722181e+03 3.95183671e+03 1.30000000e+01 1.21641828e+01 1.23614575e+01 transient + 20162178 8.51646346e+00 -4.30524147e+01 1.90940515e+03 8.29577255e+02 1.00000000e+00 1.74195454e+00 1.44715728e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 2.02889615e+03 1.73819422e+03 2.00000000e+00 3.09721972e+00 1.38467348e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 3.61211491e+03 8.55403195e+02 3.00000000e+00 5.01050171e+00 1.33244618e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 3.17281733e+03 1.88619946e+03 1.00000000e+00 1.62258604e+00 1.45486455e+01 transient + 20183922 8.48013065e+00 -4.29444449e+01 1.42134829e+03 4.53799344e+03 5.00000000e+00 7.02701042e+00 1.29572383e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 -1.81924284e+02 1.68179014e+03 7.00000000e+00 9.38094888e+00 1.26435479e+01 transient + 20196533 8.52911918e+00 -4.29607902e+01 2.55093137e+03 3.89398083e+03 2.64700000e+03 2.66869527e+03 6.50841737e+00 transient + 20199101 8.58918416e+00 -4.30020496e+01 3.85690825e+03 2.38827577e+03 9.00000000e+01 9.32070866e+01 1.01505425e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 1.82737124e+03 2.54613660e+03 5.00000000e+00 7.30595174e+00 1.29149728e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 1.42564204e+03 3.22000262e+03 2.00000000e+00 2.87020719e+00 1.39293817e+01 transient + 60012505 8.60004244e+00 -4.29574265e+01 4.28456212e+03 3.87144001e+03 2.10000000e+02 2.15414739e+02 9.24097629e+00 transient + 60018640 8.44677999e+00 -4.30485104e+01 2.34738622e+02 1.09284665e+03 1.20000000e+01 1.04018250e+01 1.25313910e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.00282519e+03 4.12711821e+02 3.00000000e+00 4.23460299e+00 1.35071331e+01 transient + 60036717 8.58511529e+00 -4.29788035e+01 3.84369350e+03 3.17963294e+03 1.40000000e+01 1.27580953e+01 1.23097002e+01 transient + 60077059 8.59692616e+00 -4.30090553e+01 4.01887715e+03 2.13724932e+03 3.00000000e+00 4.59809595e+00 1.34177198e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 3.44094555e+03 3.16046250e+03 2.50000000e+01 2.54403984e+01 1.15603551e+01 transient + 60083243 8.42079362e+00 -4.30182756e+01 -2.85938426e+02 2.16082694e+03 2.00000000e+00 3.04968103e+00 1.38635288e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 2.93116562e+03 7.25879405e+01 2.80000000e+01 2.84155552e+01 1.14402745e+01 transient + 60105327 8.60091211e+00 -4.30089916e+01 4.11576715e+03 2.13172564e+03 1.00000000e+00 2.54211284e+00 1.40611778e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 1.70023670e+03 2.27814094e+03 1.00000000e+00 2.59694076e+00 1.40380097e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 2.66793050e+03 2.12008467e+03 2.61000000e+02 2.66861597e+02 9.00844963e+00 transient + 60134105 8.50481603e+00 -4.29546719e+01 1.98337998e+03 4.14645670e+03 1.00000000e+00 2.29667424e+00 1.41714163e+01 transient + 40008011 8.48560559e+00 -4.29796821e+01 1.42610706e+03 3.33980726e+03 6.90000000e+01 7.15671393e+01 1.04373807e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 -1.71710078e+02 2.87785165e+03 5.90000000e+01 6.10905985e+01 1.06092289e+01 transient + 40023778 8.40684636e+00 -4.29743120e+01 -4.65643495e+02 3.66900032e+03 3.59000000e+02 3.66444928e+02 8.66414304e+00 transient + 40037508 8.46421727e+00 -4.29598301e+01 9.79168730e+02 4.04943251e+03 5.00000000e+01 5.13017246e+01 1.07988349e+01 transient + 40041704 8.58895656e+00 -4.29557766e+01 4.02158155e+03 3.94839494e+03 3.10000000e+01 3.17245513e+01 1.13206761e+01 transient + 40099083 8.60888119e+00 -4.30799063e+01 4.04762625e+03 -2.73834380e+02 9.60000000e+01 9.93413106e+01 1.00813401e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 1.16620698e+03 1.17633159e+03 2.12500000e+03 2.14379029e+03 6.74620908e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 2.27800722e+03 1.26505886e+03 1.17400000e+03 1.18839546e+03 7.38676237e+00 transient + 50009667 8.57421963e+00 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8.53301717e+00 -4.30415779e+01 1.44943331e+03 3.28824357e+03 3.76000000e+02 3.45291307e+02 8.72870072e+00 transient + 30305201 8.44616302e+00 -4.30456518e+01 3.26650893e+03 4.52238618e+03 7.90000000e+01 6.08993066e+01 1.06126340e+01 transient + 30313907 8.53598347e+00 -4.30118330e+01 1.85622771e+03 2.36472732e+03 6.00000000e+00 5.17491807e+00 1.32894061e+01 transient + 30316308 8.55248036e+00 -4.30646802e+01 6.61868811e+02 3.72697672e+03 6.00000000e+00 4.79761713e+00 1.33716009e+01 transient + 30324889 8.51811627e+00 -4.29177776e+01 3.73378557e+03 -2.06193456e+02 2.10000000e+01 2.89577419e+01 1.14197531e+01 transient + 30328322 8.52941151e+00 -4.30266337e+01 1.76428234e+03 2.88952158e+03 1.03700000e+03 9.93275642e+02 7.58149037e+00 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.45016760e+03 4.11056385e+03 6.00000000e+00 5.02179697e+00 1.33220170e+01 transient + 30384968 8.56669858e+00 -4.29615869e+01 1.98540462e+03 4.75234893e+02 5.67000000e+02 5.31598119e+02 8.26020624e+00 transient + 30395141 8.43966068e+00 -4.30042881e+01 4.06382851e+03 3.37516441e+03 1.22500000e+03 1.17795787e+03 7.39634043e+00 transient + 30401324 8.46297442e+00 -4.30353069e+01 3.06649268e+03 3.99900645e+03 8.20000000e+01 6.29280171e+01 1.05770547e+01 transient + 30403205 8.50769860e+00 -4.30692059e+01 1.56024704e+03 4.43482550e+03 3.00000000e+00 2.54508202e+00 1.40599104e+01 transient + 30406630 8.51945896e+00 -4.30510411e+01 1.59331850e+03 3.74354547e+03 1.06000000e+02 1.39929307e+02 9.70939312e+00 transient + 30409863 8.53482163e+00 -4.29431766e+01 2.96877921e+03 3.35631954e+02 1.19000000e+02 1.16039500e+02 9.91265021e+00 transient + 30410275 8.56103201e+00 -4.30420291e+01 8.35116959e+02 2.94311744e+03 8.30000000e+01 6.32983614e+01 1.05706837e+01 transient + 30427017 8.60031803e+00 -4.30511868e+01 -1.61344371e+02 2.71340107e+03 1.28000000e+02 1.25107367e+02 9.83095762e+00 transient + 30453717 8.42483316e+00 -4.30042197e+01 4.38623625e+03 3.56346019e+03 3.60000000e+01 4.88711111e+01 1.08515343e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 3.18557164e+03 4.19256761e+03 1.40000000e+01 2.27237431e+01 1.16829652e+01 transient + 30496671 8.51088094e+00 -4.29690654e+01 3.07816633e+03 1.41330118e+03 6.60000000e+01 5.27353021e+01 1.07689112e+01 transient + 30514235 8.53485013e+00 -4.29433526e+01 2.96537327e+03 3.40506168e+02 5.00000000e+00 3.57076565e+00 1.36922615e+01 transient + 30524344 8.53908912e+00 -4.29723667e+01 2.41388612e+03 1.14996203e+03 1.00000000e+00 1.02173720e+00 1.50508168e+01 transient + 30534635 8.49649949e+00 -4.30132997e+01 2.68897305e+03 2.91429495e+03 2.60000000e+01 3.71174839e+01 1.11502185e+01 transient + 30547347 8.56301290e+00 -4.29583902e+01 2.11599646e+03 4.27262043e+02 2.26400000e+03 2.20249042e+03 6.71687976e+00 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.59857386e+03 3.09540592e+03 2.10000000e+01 2.89856960e+01 1.14187055e+01 transient + 30552467 8.49595214e+00 -4.30313500e+01 2.41471419e+03 3.45853937e+03 2.00000000e+00 1.46646175e+00 1.46584880e+01 transient + 30555834 8.54128863e+00 -4.29742696e+01 2.33602999e+03 1.17843010e+03 8.00000000e+00 1.44878213e+01 1.21716571e+01 transient + 30556990 8.58585659e+00 -4.29626986e+01 1.55198159e+03 2.62963012e+02 1.15000000e+02 1.11478892e+02 9.95618322e+00 transient + 30580695 8.55424715e+00 -4.30537298e+01 7.96942968e+02 3.37832834e+03 2.10000000e+01 3.11205089e+01 1.13415481e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 1.30056932e+03 1.07893438e+03 1.29000000e+02 1.60325595e+02 9.56165768e+00 transient + 30597343 8.50858931e+00 -4.29924446e+01 2.75739071e+03 2.13858481e+03 5.29300000e+03 5.20284510e+03 5.78356259e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 3.80756382e+02 1.64016365e+03 2.00000000e+00 1.61887377e+00 1.45511324e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 2.32348348e+03 2.74040978e+03 2.00000000e+01 1.10189632e+01 1.24688130e+01 transient + 30654236 8.52355868e+00 -4.29288822e+01 3.43969605e+03 5.45426739e+01 1.00000000e+02 9.69441638e+01 1.01078607e+01 transient + 30669321 8.46365676e+00 -4.30059174e+01 3.51791115e+03 3.11574100e+03 2.81570000e+04 2.79583406e+04 3.95788635e+00 transient + 20005890 8.51022931e+00 -4.29513278e+01 3.37337992e+03 8.93680156e+02 9.00000000e+00 1.59840618e+01 1.20649470e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 6.80205383e+02 4.17152788e+03 5.00000000e+00 4.14783357e+00 1.35296115e+01 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.71191147e+03 3.85350701e+03 1.00000000e+00 9.19687737e-01 1.51650638e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.70724005e+03 1.35043968e+03 1.00000000e+00 7.50391508e-01 1.53859451e+01 transient + 20026892 8.52456567e+00 -4.29630961e+01 2.87584023e+03 1.06013895e+03 3.47000000e+02 3.16567973e+02 8.82299739e+00 transient + 20027200 8.55277017e+00 -4.29509566e+01 2.45599097e+03 3.37173061e+02 2.10000000e+01 1.11236962e+01 1.24585420e+01 transient + 20031038 8.55070780e+00 -4.29631275e+01 2.30806612e+03 7.25988014e+02 2.15000000e+02 2.44542998e+02 9.10327675e+00 transient + 20033735 8.56654792e+00 -4.30866289e+01 9.69757129e+00 4.20061882e+03 8.00000000e+00 6.56855188e+00 1.30304907e+01 transient + 20044951 8.46679646e+00 -4.29751356e+01 3.93811182e+03 2.15949898e+03 5.07000000e+02 4.73175939e+02 8.38660820e+00 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.69194681e+03 1.34550793e+03 3.00000000e+00 1.97548049e+00 1.43349830e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.52881554e+03 2.14443532e+03 4.00000000e+00 3.45075005e+00 1.37293811e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 3.17362295e+03 2.06790408e+03 4.00000000e+00 2.96429261e+00 1.38943622e+01 transient + 20064768 8.47759569e+00 -4.29436484e+01 4.20323789e+03 1.08388880e+03 2.60000000e+01 3.64477647e+01 1.11699876e+01 transient + 20068582 8.43637794e+00 -4.30003544e+01 4.19740821e+03 3.30026753e+03 9.00000000e+00 1.58918946e+01 1.20712256e+01 transient + 20080700 8.46279200e+00 -4.29927160e+01 3.74606965e+03 2.73401449e+03 3.00000000e+00 1.90207198e+00 1.43760975e+01 transient + 20081682 8.54081385e+00 -4.29298997e+01 3.04895500e+03 -1.36485688e+02 2.60000000e+01 3.65572087e+01 1.11667323e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 4.38648948e+03 4.09118980e+03 2.60000000e+01 3.72970149e+01 1.11449796e+01 transient + 20087917 8.48968446e+00 -4.30192173e+01 2.74287909e+03 3.17777194e+03 5.59000000e+02 5.23914836e+02 8.27601309e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.82101352e+03 1.35463152e+03 2.00000000e+00 1.05761729e+00 1.50133435e+01 transient + 20109605 8.62953656e+00 -4.29897473e+01 1.76221507e+02 5.09672898e+02 1.00000000e+02 9.70638435e+01 1.01065211e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 3.33721199e+02 4.33378340e+03 2.00000000e+00 1.21858069e+00 1.48595291e+01 transient + 20126854 8.60247834e+00 -4.30587482e+01 -3.27750049e+02 2.91100457e+03 6.08000000e+02 5.71708811e+02 8.18122762e+00 transient + 20138689 8.55113849e+00 -4.30208100e+01 1.38549197e+03 2.43793740e+03 1.19000000e+02 1.50854024e+02 9.62777258e+00 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.85587306e+03 1.76423444e+03 6.80000000e+01 5.39501179e+01 1.07441838e+01 transient + 20147998 8.58917162e+00 -4.29556622e+01 1.59132801e+03 1.09523691e+01 5.00000000e+00 3.61939417e+00 1.36775751e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 2.04558869e+03 3.00789095e+03 2.00000000e+00 1.22652960e+00 1.48524697e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 2.03775558e+02 2.79269294e+03 2.00000000e+00 1.28144425e+00 1.48049155e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 1.15651651e+03 2.20884908e+03 1.00000000e+00 7.32513517e-01 1.54121257e+01 transient + 20183922 8.48013065e+00 -4.29444449e+01 4.13560264e+03 1.07505171e+03 2.00000000e+00 1.79719305e+00 1.44376780e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 3.89294093e+03 4.36411213e+03 3.00000000e+00 2.53228270e+00 1.40653844e+01 transient + 20196533 8.52911918e+00 -4.29607902e+01 2.81356141e+03 9.33114542e+02 9.50000000e+01 9.18883211e+01 1.01660140e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 8.57277418e+02 1.39232205e+03 9.00000000e+00 1.23565741e+01 1.23444196e+01 transient + 20204106 8.52040227e+00 -4.29297692e+01 3.49416809e+03 1.21440575e+02 1.60000000e+01 2.43437220e+01 1.16081974e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.67098004e+03 2.46565561e+03 3.00000000e+00 2.53736995e+00 1.40632053e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 3.39117256e+03 2.15185128e+03 2.00000000e+00 1.24058652e+00 1.48400972e+01 transient + 60012505 8.60004244e+00 -4.29574265e+01 1.32741805e+03 -7.56964896e+01 2.10000000e+01 3.13316847e+01 1.13342055e+01 transient + 60018640 8.44677999e+00 -4.30485104e+01 3.20778563e+03 4.59952228e+03 4.00000000e+00 3.35330430e+00 1.37604824e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 4.72815123e+02 3.51626463e+03 3.00000000e+00 1.94130749e+00 1.43539290e+01 transient + 60067966 8.57053313e+00 -4.30153721e+01 1.05102260e+03 2.02775667e+03 1.00000000e+00 5.13168556e-01 1.57985147e+01 transient + 60077059 8.59692616e+00 -4.30090553e+01 5.78523408e+02 1.50192007e+03 2.00000000e+00 1.69163544e+00 1.45033979e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 1.64483007e+03 1.00643455e+03 9.00000000e+00 7.72442356e+00 1.28544996e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 3.42552274e+02 3.83726570e+03 1.00000000e+01 8.19835512e+00 1.27898480e+01 transient + 60097343 8.43563598e+00 -4.30167599e+01 3.95308835e+03 3.79785983e+03 1.00000000e+01 1.50608456e+01 1.21295414e+01 transient + 60110270 8.50535281e+00 -4.30599609e+01 1.75756809e+03 4.18968456e+03 1.00000000e+02 9.70063384e+01 1.01071646e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.62840793e+03 2.76045996e+03 2.00000000e+00 1.05319385e+00 1.50178940e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 1.71709445e+03 2.31648607e+03 1.60000000e+01 2.45623140e+01 1.15984916e+01 transient + 60134105 8.50481603e+00 -4.29546719e+01 3.43784807e+03 1.06265889e+03 1.00000000e+00 7.75926622e-01 1.53496132e+01 transient + 60148122 8.53084232e+00 -4.29814844e+01 2.44839311e+03 1.52709388e+03 4.00000000e+00 3.35148814e+00 1.37610706e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.55650986e+03 3.37856630e+03 2.30000000e+01 3.03307763e+01 1.13694560e+01 transient + 40027719 8.51788968e+00 -4.30345975e+01 1.88784506e+03 3.27415754e+03 8.80000000e+01 6.65219197e+01 1.05167529e+01 transient + 40037508 8.46421727e+00 -4.29598301e+01 4.23682879e+03 1.73716441e+03 1.40000000e+01 2.21108517e+01 1.17126512e+01 transient + 40041704 8.58895656e+00 -4.29557766e+01 1.59418740e+03 1.71131133e+01 9.00000000e+00 7.92088727e+00 1.28272302e+01 transient + 40075791 8.42470361e+00 -4.30023877e+01 4.41812903e+03 3.51062563e+03 1.80000000e+01 2.53882568e+01 1.15625826e+01 transient + 40079079 8.61554288e+00 -4.30141714e+01 9.37893058e+01 1.41619933e+03 9.30000000e+01 1.29084200e+02 9.79698211e+00 transient + 40085876 8.48966371e+00 -4.30611786e+01 2.07808846e+03 4.42686957e+03 3.52000000e+02 3.21292538e+02 8.80691323e+00 transient + 40089214 8.48096600e+00 -4.29684105e+01 3.73746033e+03 1.77754161e+03 7.00000000e+00 5.91037557e+00 1.31451271e+01 transient + 40114085 8.52905535e+00 -4.30433344e+01 1.50746766e+03 3.39125763e+03 5.00000000e+00 3.64489290e+00 1.36699529e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 2.46302025e+03 3.97920868e+03 2.95000000e+02 2.64863028e+02 9.01661148e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 1.56793159e+03 3.24774456e+03 3.68000000e+02 3.37472264e+02 8.75356962e+00 transient + 50007338 8.48589843e+00 -4.30142837e+01 2.90315599e+03 3.07947704e+03 1.16000000e+02 1.13368718e+02 9.93793174e+00 transient + 50009667 8.57421963e+00 -4.30846965e+01 -1.25898859e+02 4.04500232e+03 1.00000000e+00 3.43980911e-01 1.62328290e+01 transient + 50018469 8.56062203e+00 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2.96865608e+03 4.47350820e+02 2.02000000e+02 1.79796970e+02 9.43720891e+00 transient + 30275538 8.44243370e+00 -4.29954353e+01 3.67751736e+03 1.32235616e+03 2.29000000e+02 2.06076995e+02 9.28909105e+00 transient + 30283886 8.51334239e+00 -4.30249052e+01 1.68949253e+03 1.45317510e+03 4.80000000e+01 4.29687567e+01 1.09912829e+01 transient + 30297851 8.54391683e+00 -4.30697059e+01 3.35119151e+02 2.48674447e+03 2.00000000e+00 1.68401456e+00 1.45083002e+01 transient + 30300185 8.53301717e+00 -4.30415779e+01 1.00631435e+03 1.74832515e+03 1.65000000e+02 1.42879711e+02 9.68673842e+00 transient + 30305201 8.44616302e+00 -4.30456518e+01 2.81699714e+03 2.80913704e+03 5.10000000e+01 4.62835180e+01 1.09105989e+01 transient + 30313907 8.53598347e+00 -4.30118330e+01 1.40338832e+03 8.11351765e+02 6.00000000e+00 4.43646420e+00 1.34565724e+01 transient + 30316308 8.55248036e+00 -4.30646802e+01 2.28246196e+02 2.24161790e+03 4.00000000e+00 2.58357598e+00 1.40436117e+01 transient + 30321780 8.43525809e+00 -4.29626866e+01 4.34121737e+03 4.04096241e+02 2.94000000e+02 3.33330689e+02 8.76697658e+00 transient + 30327308 8.40843299e+00 -4.30592786e+01 3.41884102e+03 3.63103897e+03 1.00000000e+01 8.03039245e+00 1.28123229e+01 transient + 30328322 8.52941151e+00 -4.30266337e+01 1.31582360e+03 1.33250994e+03 9.37000000e+02 8.87253267e+02 7.70404581e+00 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.01272322e+03 2.55321496e+03 3.00000000e+00 1.80102847e+00 1.44353634e+01 transient + 30365627 8.46859897e+00 -4.30834096e+01 1.74684794e+03 3.71530321e+03 9.70000000e+01 1.18882452e+02 9.88637045e+00 transient + 30376066 8.37412117e+00 -4.30739864e+01 3.92965160e+03 4.44903918e+03 2.40000000e+02 2.17471459e+02 9.23065916e+00 transient + 30384030 8.38697679e+00 -4.30565253e+01 3.92420444e+03 3.77925005e+03 2.00000000e+01 1.73422536e+01 1.19764010e+01 transient + 30392535 8.50693283e+00 -4.31258791e+01 2.61543921e+02 4.59400314e+03 3.36000000e+02 3.76037073e+02 8.63608817e+00 transient + 30395141 8.43966068e+00 -4.30042881e+01 3.59984238e+03 1.62153248e+03 8.97000000e+02 8.47893304e+02 7.75331182e+00 transient + 30401324 8.46297442e+00 -4.30353069e+01 2.61500728e+03 2.31302177e+03 4.90000000e+01 4.42637944e+01 1.09590432e+01 transient + 30406630 8.51945896e+00 -4.30510411e+01 1.15216360e+03 2.18234780e+03 1.04000000e+02 1.26149386e+02 9.82195198e+00 transient + 30409777 8.45901023e+00 -4.30801701e+01 2.00386528e+03 3.72021499e+03 1.20000000e+01 1.00732662e+01 1.25662391e+01 transient + 30410275 8.56103201e+00 -4.30420291e+01 3.94657527e+02 1.46027735e+03 5.40000000e+01 4.88587136e+01 1.08518098e+01 transient + 30446706 8.40815426e+00 -4.29872381e+01 4.54482264e+03 1.44378131e+03 3.20000000e+01 2.86652551e+01 1.14307753e+01 transient + 30453717 8.42483316e+00 -4.30042197e+01 3.92090367e+03 1.77972248e+03 7.10000000e+01 6.50522645e+01 1.05410088e+01 transient + 30472726 8.42204999e+00 -4.30022908e+01 4.01094216e+03 1.75116436e+03 1.76000000e+02 1.54745256e+02 9.60012147e+00 transient + 30477357 8.45517498e+00 -4.30384509e+01 2.73444583e+03 2.49284402e+03 1.80000000e+01 1.51612227e+01 1.21223293e+01 transient + 30496671 8.51088094e+00 -4.29690654e+01 2.60871963e+03 -2.18998486e+02 1.70000000e+01 1.44171179e+01 1.21769687e+01 transient + 30511019 8.42712611e+00 -4.30704282e+01 2.84255319e+03 3.76811459e+03 6.20000000e+02 5.76838155e+02 8.17152988e+00 transient + 30531387 8.47586968e+00 -4.30289944e+01 2.43477294e+03 1.98183792e+03 4.70000000e+01 4.26936346e+01 1.09982570e+01 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.12826265e+03 1.30434810e+03 6.00000000e+00 4.99342810e+00 1.33281678e+01 transient + 30549543 8.48829596e+00 -4.31088220e+01 9.27823158e+02 4.27589402e+03 2.50000000e+01 2.20798303e+01 1.17141755e+01 transient + 30555834 8.54128863e+00 -4.29742696e+01 1.87105613e+03 -3.88762645e+02 6.00000000e+00 4.41220025e+00 1.34625268e+01 transient + 30565380 8.39333805e+00 -4.30048448e+01 4.59079001e+03 2.13935251e+03 1.20100000e+03 1.14697603e+03 7.42527897e+00 transient + 30580695 8.55424715e+00 -4.30537298e+01 3.59803275e+02 1.88938773e+03 1.60000000e+01 1.35379326e+01 1.22452840e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 8.43411341e+02 -4.02239306e+02 5.00000000e+01 4.51164170e+01 1.09383283e+01 transient + 30597343 8.50858931e+00 -4.29924446e+01 2.29558866e+03 5.16954883e+02 1.40600000e+03 1.34798097e+03 7.24995542e+00 transient + 30597998 8.39356132e+00 -4.30044388e+01 4.59228679e+03 2.12459392e+03 1.79000000e+02 1.57603991e+02 9.58024680e+00 transient + 30599125 8.35895636e+00 -4.30641183e+01 4.41000658e+03 4.31309926e+03 1.48200000e+03 1.42294709e+03 7.19119295e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 -6.49729016e+01 2.21677501e+02 2.00000000e+00 1.22783050e+00 1.48513188e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.86940274e+03 1.14122888e+03 1.00000000e+01 8.58324083e+00 1.27400366e+01 transient + 30646162 8.47984873e+00 -4.31061879e+01 1.15075951e+03 4.28681147e+03 4.28000000e+02 4.69098904e+02 8.39600378e+00 transient + 30669321 8.46365676e+00 -4.30059174e+01 3.05661544e+03 1.41183141e+03 5.68600000e+03 5.57997075e+03 5.70758502e+00 transient + 20009394 8.42270616e+00 -4.30231352e+01 3.67283246e+03 2.37786140e+03 6.26000000e+02 5.82880698e+02 8.16021564e+00 transient + 20016555 8.54353151e+00 -4.30757662e+01 2.49502539e+02 2.67529214e+03 4.00000000e+00 2.70672216e+00 1.39930556e+01 transient + 20018735 8.38886618e+00 -4.30307868e+01 4.28379166e+03 2.97637386e+03 9.00000000e+00 7.46396400e+00 1.28917410e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.24861777e+03 -1.69429461e+02 1.00000000e+00 5.36985769e-01 1.57492579e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 -4.15300893e+02 2.75810903e+03 6.00000000e+00 4.40902371e+00 1.34633087e+01 transient + 20044798 8.40881421e+00 -4.30025942e+01 4.29185041e+03 1.90351772e+03 6.00000000e+00 4.75234905e+00 1.33818940e+01 transient + 20044951 8.46679646e+00 -4.29751356e+01 3.46675725e+03 4.41740047e+02 3.28000000e+02 3.67714778e+02 8.66038712e+00 transient + 20049680 8.40327189e+00 -4.30317273e+01 3.95847897e+03 2.84918390e+03 9.00000000e+00 7.23308684e+00 1.29258556e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.23341606e+03 -1.73017584e+02 2.00000000e+00 1.36340152e+00 1.47376054e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.06893104e+03 5.41205943e+02 3.00000000e+00 2.33660054e+00 1.41527036e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 2.70791425e+03 4.14035578e+02 2.00000000e+00 1.61428511e+00 1.45542142e+01 transient + 20065431 8.45471725e+00 -4.30993884e+01 1.79794771e+03 4.35099395e+03 7.00000000e+00 5.28650499e+00 1.32662432e+01 transient + 20067308 8.49675989e+00 -4.29779085e+01 2.77657739e+03 2.02453003e+02 7.92000000e+02 7.45505490e+02 7.89303771e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 3.73180746e+03 1.53739245e+03 1.10000000e+01 9.47735715e+00 1.26324467e+01 transient + 20083749 8.52997948e+00 -4.31168790e+01 -9.55819846e+01 4.07208191e+03 3.22000000e+02 3.62200728e+02 8.67679153e+00 transient + 20084749 8.41494708e+00 -4.30176937e+01 3.92480164e+03 2.29628439e+03 1.90000000e+01 1.64254711e+01 1.20353702e+01 transient + 20087917 8.48968446e+00 -4.30192173e+01 2.28837645e+03 1.53536197e+03 1.04000000e+02 8.19065969e+01 1.02908676e+01 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.35327359e+03 -2.55588439e+02 1.00000000e+00 7.33963088e-01 1.54099793e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 -9.30172410e+01 2.86220058e+03 1.00000000e+00 8.40776185e-01 1.52624638e+01 transient + 20121514 8.43917972e+00 -4.30598040e+01 2.74775122e+03 3.31490185e+03 2.81000000e+02 3.20280364e+02 8.81033905e+00 transient + 20138689 8.55113849e+00 -4.30208100e+01 9.37023714e+02 9.21165332e+02 4.90000000e+01 4.40806438e+01 1.09635450e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.39888833e+03 2.23575730e+02 3.30000000e+01 2.92945785e+01 1.14071967e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 1.59563793e+03 1.42558045e+03 1.00000000e+00 8.33165468e-01 1.52723367e+01 transient + 20177668 8.49792301e+00 -4.30051724e+01 2.32845795e+03 1.01923467e+03 8.90000000e+01 7.16987546e+01 1.04353858e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 4.05923710e+02 -5.95474072e+01 8.00000000e+00 6.14077473e+00 1.31036069e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.21214736e+03 8.44117752e+02 2.00000000e+00 1.65141334e+00 1.45295254e+01 transient + 20217233 8.54001687e+00 -4.31137525e+01 -2.63483078e+02 3.86892964e+03 5.00000000e+00 4.13526682e+00 1.35329060e+01 transient + 20218153 8.51701206e+00 -4.29670464e+01 2.50756911e+03 -3.46596626e+02 2.02000000e+02 1.79551409e+02 9.43869279e+00 transient + 60005674 8.55056687e+00 -4.31119866e+01 -4.63557554e+02 3.70168079e+03 1.71000000e+02 1.49371744e+02 9.63849370e+00 transient + 60005885 8.48611491e+00 -4.29832076e+01 2.92425717e+03 4.78578443e+02 1.00000000e+00 8.68259212e-01 1.52275413e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.92891047e+01 2.05067898e+03 2.00000000e+00 1.37398838e+00 1.47292072e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 1.18434457e+03 -5.01107163e+02 5.00000000e+00 3.70525542e+00 1.36521195e+01 transient + 60097343 8.43563598e+00 -4.30167599e+01 3.49293272e+03 2.04427314e+03 1.00000000e+01 7.80739546e+00 1.28428994e+01 transient + 60110270 8.50535281e+00 -4.30599609e+01 1.31814666e+03 2.60575146e+03 2.10000000e+01 1.82999668e+01 1.19180391e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.17196178e+03 1.13614355e+03 1.00000000e+00 7.17678364e-01 1.54343402e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 1.26506428e+03 7.75405646e+02 1.70000000e+01 1.45465006e+01 1.21672685e+01 transient + 60148122 8.53084232e+00 -4.29814844e+01 1.98490453e+03 -5.65729899e+01 2.00000000e+00 1.31155256e+00 1.47797006e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.08850109e+03 1.58493541e+03 1.70000000e+01 1.41951294e+01 1.21938164e+01 transient + 40017638 8.37772483e+00 -4.30360421e+01 4.44230210e+03 3.25664462e+03 6.00000000e+00 4.97990998e+00 1.33311111e+01 transient + 40027719 8.51788968e+00 -4.30345975e+01 1.44102918e+03 1.69900601e+03 1.90000000e+01 1.60974589e+01 1.20572715e+01 transient + 40028188 8.43648618e+00 -4.29547780e+01 4.43756790e+03 1.50326638e+02 5.10000000e+01 4.65641886e+01 1.09040347e+01 transient + 40039686 8.44409761e+00 -4.29597974e+01 4.19519199e+03 2.20642769e+02 7.00000000e+00 5.66804242e+00 1.31905821e+01 transient + 40067099 8.45781603e+00 -4.30546258e+01 2.42629009e+03 2.95624289e+03 1.23100000e+03 1.17607353e+03 7.39807864e+00 transient + 40075791 8.42470361e+00 -4.30023877e+01 3.95216939e+03 1.72541942e+03 1.20000000e+01 1.00907613e+01 1.25643550e+01 transient + 40079079 8.61554288e+00 -4.30141714e+01 -3.51130867e+02 2.57039102e+01 8.80000000e+01 8.82236768e+01 1.02102019e+01 transient + 40081025 8.53168860e+00 -4.30310577e+01 1.19808195e+03 1.44256685e+03 6.20000000e+01 5.69789759e+01 1.06848782e+01 transient + 40085876 8.48966371e+00 -4.30611786e+01 1.63767409e+03 2.81195046e+03 8.60000000e+01 6.94089570e+01 1.04706260e+01 transient + 40089214 8.48096600e+00 -4.29684105e+01 3.26511478e+03 8.41149777e+01 6.00000000e+00 4.28498174e+00 1.34942924e+01 transient + 40090529 8.47918640e+00 -4.30516108e+01 2.01216018e+03 2.63393874e+03 1.01000000e+02 8.05302640e+01 1.03092670e+01 transient + 40100082 8.44363702e+00 -4.30384968e+01 2.98262524e+03 2.61883306e+03 4.00000000e+01 3.56999842e+01 1.11924948e+01 transient + 40109922 8.43391330e+00 -4.29496613e+01 4.57263959e+03 2.25709378e+01 2.30000000e+01 2.03009648e+01 1.18053731e+01 transient + 40114085 8.52905535e+00 -4.30433344e+01 1.06458389e+03 1.84445964e+03 2.00000000e+00 1.42300556e+00 1.46911483e+01 transient + 40142191 8.40641029e+00 -4.30124341e+01 4.19074321e+03 2.22867956e+03 3.80000000e+01 3.37377134e+01 1.12538757e+01 transient + 50006502 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-2.52902131e+02 5.04580196e+02 7.00000000e+00 7.41627985e+00 1.28986996e+01 transient + 30180701 8.54457618e+00 -4.30771263e+01 2.05887200e+02 2.70543016e+03 7.70000000e+01 7.31481770e+01 1.04136561e+01 transient + 30198667 8.36645564e+00 -4.30647657e+01 4.23831600e+03 4.25165736e+03 3.60000000e+01 3.13506008e+01 1.13335502e+01 transient + 30199713 8.55829232e+00 -4.30711321e+01 2.87728292e+00 2.37537804e+03 1.24000000e+02 1.20045124e+02 9.87580352e+00 transient + 30203264 8.40526673e+00 -4.30862152e+01 3.06830242e+03 4.48420529e+03 1.93000000e+02 1.88777644e+02 9.38428842e+00 transient + 30226402 8.49776896e+00 -4.29593990e+01 3.04195771e+03 -3.71481292e+02 6.80000000e+01 6.42706286e+01 1.05541335e+01 transient + 30241850 8.54516210e+00 -4.30743086e+01 2.36919050e+02 2.61338509e+03 2.30000000e+01 1.59641182e+01 1.20663025e+01 transient + 30243356 8.39587630e+00 -4.30437800e+01 3.93055275e+03 3.29556833e+03 4.80000000e+01 4.33533102e+01 1.09816092e+01 transient + 30297479 8.51699491e+00 -4.29909269e+01 2.13759442e+03 3.80089135e+02 4.50000000e+01 4.05002159e+01 1.10555215e+01 transient + 30297851 8.54391683e+00 -4.30697059e+01 3.35119151e+02 2.48674447e+03 5.00000000e+00 5.41710109e+00 1.32397475e+01 transient + 30327308 8.40843299e+00 -4.30592786e+01 3.41884102e+03 3.63103897e+03 3.60000000e+01 3.17395219e+01 1.13201639e+01 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.01272322e+03 2.55321496e+03 4.00000000e+00 1.01400413e+01 1.25590655e+01 transient + 30345629 8.49553467e+00 -4.31110759e+01 7.36837135e+02 4.26646004e+03 4.43000000e+02 4.38049706e+02 8.47035635e+00 transient + 30358551 8.51529849e+00 -4.29766540e+01 2.39558999e+03 -3.58208958e+01 6.33000000e+02 6.27273872e+02 8.08052183e+00 transient + 30365317 8.45483686e+00 -4.30947141e+01 1.86796347e+03 4.20754933e+03 1.01000000e+02 9.64062405e+01 1.01139020e+01 transient + 30392850 8.46915835e+00 -4.30161570e+01 2.77889158e+03 1.66384314e+03 1.97000000e+02 1.92506636e+02 9.36305057e+00 transient + 30403205 8.50769860e+00 -4.30692059e+01 1.12413872e+03 2.86170607e+03 3.07000000e+02 3.02091751e+02 8.87381766e+00 transient + 30409777 8.45901023e+00 -4.30801701e+01 2.00386528e+03 3.72021499e+03 1.06000000e+02 1.01669580e+02 1.00561873e+01 transient + 30443504 8.51667488e+00 -4.31209207e+01 1.28505479e+02 4.33826816e+03 3.47300000e+03 3.46208600e+03 6.22582020e+00 transient + 30472682 8.44499740e+00 -4.31010214e+01 1.98204787e+03 4.50550671e+03 2.60000000e+01 2.11669886e+01 1.17600171e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 2.73444583e+03 2.49284402e+03 2.26000000e+02 2.21587698e+02 9.21030071e+00 transient + 30480589 8.50490057e+00 -4.30171584e+01 1.99187689e+03 1.30856085e+03 6.00000000e+00 6.87254697e+00 1.29813705e+01 transient + 30521268 8.53606897e+00 -4.29695104e+01 2.05760897e+03 -4.77265395e+02 5.00000000e+01 4.56720958e+01 1.09250375e+01 transient + 30524344 8.53908912e+00 -4.29723667e+01 1.94807627e+03 -4.22938670e+02 2.70000000e+01 2.25057567e+01 1.16934308e+01 transient + 30527829 8.53986104e+00 -4.31139868e+01 -2.63755615e+02 3.87773567e+03 2.60000000e+01 2.05669138e+01 1.17912420e+01 transient + 30534635 8.49649949e+00 -4.30132997e+01 2.23309250e+03 1.28182006e+03 1.53000000e+02 1.49161029e+02 9.64002640e+00 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.12826265e+03 1.30434810e+03 7.70000000e+01 7.30406896e+01 1.04152527e+01 transient + 30552467 8.49595214e+00 -4.30313500e+01 1.96484620e+03 1.83679342e+03 4.00000000e+00 4.94901917e+00 1.33378670e+01 transient + 30580695 8.55424715e+00 -4.30537298e+01 3.59803275e+02 1.88938773e+03 5.30000000e+01 4.86194042e+01 1.08571407e+01 transient + 30582108 8.45156946e+00 -4.30113764e+01 3.23272513e+03 1.70841174e+03 3.20000000e+01 2.69615180e+01 1.14973040e+01 transient + 30600953 8.60129234e+00 -4.30155720e+01 -6.49729016e+01 2.21677501e+02 4.00000000e+00 1.07906445e+01 1.24915464e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.86940274e+03 1.14122888e+03 1.10000000e+02 1.06273785e+02 1.00080995e+01 transient + 30632441 8.42342430e+00 -4.30488958e+01 3.25699223e+03 3.15337565e+03 2.40000000e+01 1.82723797e+01 1.19196771e+01 transient + 30651797 8.40090967e+00 -4.30482131e+01 3.75308820e+03 3.37592772e+03 3.84000000e+02 3.79038080e+02 8.62745772e+00 transient + 30653165 8.43362610e+00 -4.29788598e+01 4.12517211e+03 9.13535540e+02 6.98000000e+02 6.91641422e+02 7.97446234e+00 transient + 30655975 8.51060844e+00 -4.31031316e+01 5.35166861e+02 3.86241552e+03 2.00000000e+00 2.38391811e+00 1.41309365e+01 transient + 30658712 8.48681872e+00 -4.30569864e+01 1.76409582e+03 2.71511651e+03 2.26000000e+02 2.21793828e+02 9.20929119e+00 transient + 20003651 8.54452885e+00 -4.29884655e+01 1.58102850e+03 8.23270629e+00 3.00000000e+00 2.97103913e+00 1.38918939e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 2.49502539e+02 2.67529214e+03 2.40000000e+01 1.87249198e+01 1.18931149e+01 transient + 20018735 8.38886618e+00 -4.30307868e+01 4.28379166e+03 2.97637386e+03 3.96000000e+02 3.90495760e+02 8.59512402e+00 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.27054258e+03 2.28037526e+03 3.00000000e+00 3.16804055e+00 1.38221880e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.24861777e+03 -1.69429461e+02 2.00000000e+00 2.17772598e+00 1.42291567e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 -4.15300893e+02 2.75810903e+03 1.16000000e+02 1.11490968e+02 9.95606562e+00 transient + 20040609 8.56845425e+00 -4.30516673e+01 8.51425288e+01 1.67366568e+03 2.00000000e+00 1.97320077e+00 1.43362366e+01 transient + 20044798 8.40881421e+00 -4.30025942e+01 4.29185041e+03 1.90351772e+03 6.80000000e+01 6.37575346e+01 1.05628360e+01 transient + 20049680 8.40327189e+00 -4.30317273e+01 3.95847897e+03 2.84918390e+03 7.30000000e+01 6.86448499e+01 1.04826449e+01 transient + 20050770 8.53823084e+00 -4.31294306e+01 -4.68009008e+02 4.36517950e+03 3.00000000e+00 3.54646748e+00 1.36996749e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.23341606e+03 -1.73017584e+02 6.00000000e+00 6.52447747e+00 1.30378005e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.06893104e+03 5.41205943e+02 2.60000000e+01 1.25644355e+01 1.23263074e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 2.70791425e+03 4.14035578e+02 3.40000000e+01 2.90836488e+01 1.14150426e+01 transient + 20065431 8.45471725e+00 -4.30993884e+01 1.79794771e+03 4.35099395e+03 7.50000000e+01 7.09000916e+01 1.04475478e+01 transient + 20068582 8.43637794e+00 -4.30003544e+01 3.73180746e+03 1.53739245e+03 1.34000000e+02 1.29711490e+02 9.79171871e+00 transient + 20080700 8.46279200e+00 -4.29927160e+01 3.28026229e+03 1.01967957e+03 8.00000000e+00 1.52324727e+01 1.21172388e+01 transient + 20083832 8.48333978e+00 -4.30167410e+01 2.46374732e+03 1.52851612e+03 3.00000000e+00 3.00785944e+00 1.38785210e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 3.92480164e+03 2.29628439e+03 1.35900000e+03 1.35119080e+03 7.24737313e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.35327359e+03 -2.55588439e+02 3.00000000e+00 3.45847959e+00 1.37269518e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 -9.30172410e+01 2.86220058e+03 4.00000000e+00 4.07158925e+00 1.35497549e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.39888833e+03 2.23575730e+02 1.56500000e+03 1.55716621e+03 7.09332740e+00 transient + 20153614 8.38724135e+00 -4.30609961e+01 3.84896320e+03 3.91230085e+03 5.50000000e+01 5.04383549e+01 1.08172625e+01 transient + 20162178 8.51646346e+00 -4.30524147e+01 1.19549259e+03 2.25642378e+03 2.00000000e+00 2.69755439e+00 1.39967393e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 1.59563793e+03 1.42558045e+03 4.00000000e+00 4.53042597e+00 1.34338172e+01 transient + 20166827 8.39694834e+00 -4.30354919e+01 4.03632012e+03 3.03200804e+03 2.00000000e+00 2.79075152e+00 1.39598619e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 -2.32539589e+02 1.36419848e+03 8.00000000e+00 8.84878579e+00 1.27069556e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 7.08345822e+02 7.15474522e+02 2.00000000e+00 2.21242792e+00 1.42119920e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 3.43719185e+03 2.60343932e+03 2.30000000e+01 1.67504452e+01 1.20140989e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 4.05923710e+02 -5.95474072e+01 2.54000000e+02 2.48947223e+02 9.08389662e+00 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.21214736e+03 8.44117752e+02 1.80000000e+01 1.15177407e+01 1.24207466e+01 transient + 20217233 8.54001687e+00 -4.31137525e+01 -2.63483078e+02 3.86892964e+03 1.36000000e+02 1.31797009e+02 9.77440095e+00 transient + 20222557 8.39034323e+00 -4.30393393e+01 4.11892331e+03 3.22039508e+03 1.50000000e+01 1.32090281e+01 1.22719877e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 2.92425717e+03 4.78578443e+02 3.00000000e+00 3.92915774e+00 1.35884162e+01 transient + 60016714 8.59990400e+00 -4.30195237e+01 -9.61537039e+01 3.56897842e+02 2.60000000e+01 2.04032950e+01 1.17999141e+01 transient + 60018640 8.44677999e+00 -4.30485104e+01 2.75928887e+03 2.88940300e+03 2.30000000e+01 1.60435408e+01 1.20609143e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.92891047e+01 2.05067898e+03 6.00000000e+00 6.51427280e+00 1.30395000e+01 transient + 60067966 8.57053313e+00 -4.30153721e+01 6.02467179e+02 5.46758184e+02 1.00000000e+00 1.50251084e+00 1.46321208e+01 transient + 60073697 8.37128900e+00 -4.30735319e+01 3.99775188e+03 4.46584937e+03 5.86000000e+02 5.80453636e+02 8.16474599e+00 transient + 60077059 8.59692616e+00 -4.30090553e+01 1.30215470e+02 7.03266692e+01 6.00000000e+00 6.75745404e+00 1.29997071e+01 transient + 60083243 8.42079362e+00 -4.30182756e+01 3.78961988e+03 2.25077463e+03 4.00000000e+00 4.76663469e+00 1.33786352e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 -8.76874128e+01 2.37545591e+03 8.10000000e+01 7.67799826e+01 1.03610448e+01 transient + 60099208 8.41659024e+00 -4.30830886e+01 2.87288237e+03 4.26684496e+03 2.00000000e+00 2.03621689e+00 1.43021047e+01 transient + 60105327 8.60091211e+00 -4.30089916e+01 4.50968191e+01 2.54810550e+01 3.00000000e+00 3.89855851e+00 1.35969047e+01 transient + 60108753 8.59025313e+00 -4.30430628e+01 -2.52159696e+02 1.17719332e+03 5.00000000e+00 5.88242082e+00 1.31502746e+01 transient + 60112325 8.36650452e+00 -4.30426512e+01 4.58138994e+03 3.57893319e+03 3.00000000e+00 3.23244182e+00 1.38003380e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.17196178e+03 1.13614355e+03 3.00000000e+00 3.64954238e+00 1.36685688e+01 transient + 60143683 8.52217063e+00 -4.31049352e+01 2.57941416e+02 3.79276893e+03 1.00000000e+00 1.58177253e+00 1.45763048e+01 transient + 60145182 8.57204035e+00 -4.30549740e+01 -4.34759355e+01 1.73569558e+03 1.00000000e+00 1.42352822e+00 1.46907496e+01 transient + 40008011 8.48560559e+00 -4.29796821e+01 2.98996894e+03 3.76845024e+02 2.90000000e+02 2.85112443e+02 8.93662440e+00 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.08850109e+03 1.58493541e+03 2.44000000e+02 2.39671713e+02 9.12512288e+00 transient + 40017638 8.37772483e+00 -4.30360421e+01 4.44230210e+03 3.25664462e+03 3.30000000e+01 2.80807816e+01 1.14531418e+01 transient + 40037508 8.46421727e+00 -4.29598301e+01 3.76010271e+03 4.12183709e+00 7.20000000e+01 6.78082588e+01 1.04959583e+01 transient + 40078522 8.43691466e+00 -4.31011223e+01 2.15465069e+03 4.59578725e+03 1.00000000e+03 9.92790142e+02 7.58202119e+00 transient + 40095709 8.44970155e+00 -4.30997767e+01 1.90000942e+03 4.41690460e+03 1.00000000e+00 1.15795954e+00 1.49149314e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 2.01635304e+03 2.34254915e+03 6.38100000e+03 6.36717342e+03 5.56429813e+00 transient + 40138693 8.42515100e+00 -4.30701760e+01 2.88904945e+03 3.78177777e+03 2.40000000e+02 2.35471064e+02 9.14432097e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 1.12355992e+03 1.69907809e+03 1.71200000e+03 1.70364232e+03 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-4.30161570e+01 8.94600807e+02 2.14134027e+03 7.50000000e+01 7.69145320e+01 1.03591438e+01 transient + 30401324 8.46297442e+00 -4.30353069e+01 6.75160099e+02 1.50746287e+03 1.06000000e+02 1.08898311e+02 9.98161197e+00 transient + 30403205 8.50769860e+00 -4.30692059e+01 1.63577572e+03 2.80211219e+02 1.64000000e+02 1.68589037e+02 9.50709150e+00 transient + 30409777 8.45901023e+00 -4.30801701e+01 4.16357123e+02 2.59385076e+00 9.80000000e+01 1.01334440e+02 1.00597721e+01 transient + 30458118 8.40788712e+00 -4.29731308e+01 -4.36126057e+02 3.70687339e+03 6.90000000e+01 7.11602524e+01 1.04435711e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 4.74681864e+02 1.41616466e+03 1.48000000e+02 1.52156152e+02 9.61844104e+00 transient + 30480589 8.50490057e+00 -4.30171584e+01 1.75768460e+03 2.03996028e+03 5.00000000e+00 6.27546133e+00 1.30800507e+01 transient + 30496671 8.51088094e+00 -4.29690654e+01 2.07810016e+03 3.64974960e+03 1.56000000e+02 1.60233296e+02 9.56228292e+00 transient + 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9.44318005e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 4.10075255e+03 1.90919694e+03 7.00000000e+00 9.41708492e+00 1.26393736e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.95384173e+03 2.11912336e+03 9.90000000e+01 1.02447431e+02 1.00479121e+01 transient + 30653165 8.43362610e+00 -4.29788598e+01 1.67805790e+02 3.46551280e+03 2.81000000e+02 2.86859424e+02 8.92999203e+00 transient + 30658712 8.48681872e+00 -4.30569864e+01 1.17434161e+03 7.31652542e+02 3.30000000e+01 3.42510276e+01 1.12374808e+01 transient + 20003651 8.54452885e+00 -4.29884655e+01 2.82361974e+03 2.93171082e+03 1.00000000e+00 1.79963246e+00 1.44362053e+01 transient + 20005890 8.51022931e+00 -4.29513278e+01 2.12697364e+03 4.24889724e+03 6.70000000e+01 6.95936935e+01 1.04677401e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 2.47990344e+03 -9.06056617e+00 1.30000000e+01 1.19676647e+01 1.23791413e+01 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.83258153e+03 8.47657563e+02 1.00000000e+00 2.21972667e+00 1.42084161e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 3.20339621e+03 2.91228026e+03 1.00000000e+00 1.61753948e+00 1.45520276e+01 transient + 20027200 8.55277017e+00 -4.29509566e+01 3.16096481e+03 4.18028523e+03 5.60000000e+01 5.78111140e+01 1.06691365e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 2.99759493e+03 -4.19167756e+02 1.90000000e+01 1.85527144e+01 1.19031462e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 3.21825990e+03 2.90754752e+03 3.00000000e+00 4.66545314e+00 1.34019303e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.11594393e+03 2.72957717e+03 7.00000000e+00 8.69031628e+00 1.27265759e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 1.64461427e+03 3.16406924e+03 1.50000000e+01 1.41344215e+01 1.21984697e+01 transient + 20064768 8.47759569e+00 -4.29436484e+01 1.36269859e+03 4.56963969e+03 2.26000000e+02 2.31815988e+02 9.16130637e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 1.56822602e+02 2.73574681e+03 5.80000000e+01 5.97552293e+01 1.06332250e+01 transient + 20080700 8.46279200e+00 -4.29927160e+01 8.25260995e+02 2.94353878e+03 6.00000000e+00 8.06674267e+00 1.28074193e+01 transient + 20083832 8.48333978e+00 -4.30167410e+01 1.23637542e+03 2.09486515e+03 1.00000000e+00 2.06673223e+00 1.42859543e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 -4.25621963e+02 2.19138767e+03 5.08000000e+02 5.17100569e+02 8.29022729e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.31478220e+03 3.55013547e+03 1.00000000e+00 2.47738262e+00 1.40891821e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 2.66701171e+03 -3.42575945e+02 2.00000000e+00 2.89794271e+00 1.39189403e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 2.85911498e+03 2.65610562e+03 1.55400000e+03 1.56976763e+03 7.08457641e+00 transient + 20147998 8.58917162e+00 -4.29556622e+01 4.02722181e+03 3.95183671e+03 1.30000000e+01 1.21641828e+01 1.23614575e+01 transient + 20162178 8.51646346e+00 -4.30524147e+01 1.90940515e+03 8.29577255e+02 1.00000000e+00 1.74195454e+00 1.44715728e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 2.02889615e+03 1.73819422e+03 2.00000000e+00 3.09721972e+00 1.38467348e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 3.61211491e+03 8.55403195e+02 3.00000000e+00 5.01050171e+00 1.33244618e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 3.17281733e+03 1.88619946e+03 1.00000000e+00 1.62258604e+00 1.45486455e+01 transient + 20183922 8.48013065e+00 -4.29444449e+01 1.42134829e+03 4.53799344e+03 5.00000000e+00 7.02701042e+00 1.29572383e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 -1.81924284e+02 1.68179014e+03 7.00000000e+00 9.38094888e+00 1.26435479e+01 transient + 20196533 8.52911918e+00 -4.29607902e+01 2.55093137e+03 3.89398083e+03 2.64700000e+03 2.66869527e+03 6.50841737e+00 transient + 20199101 8.58918416e+00 -4.30020496e+01 3.85690825e+03 2.38827577e+03 9.00000000e+01 9.32070866e+01 1.01505425e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 1.82737124e+03 2.54613660e+03 5.00000000e+00 7.30595174e+00 1.29149728e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 1.42564204e+03 3.22000262e+03 2.00000000e+00 2.87020719e+00 1.39293817e+01 transient + 60012505 8.60004244e+00 -4.29574265e+01 4.28456212e+03 3.87144001e+03 2.10000000e+02 2.15414739e+02 9.24097629e+00 transient + 60018640 8.44677999e+00 -4.30485104e+01 2.34738622e+02 1.09284665e+03 1.20000000e+01 1.04018250e+01 1.25313910e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.00282519e+03 4.12711821e+02 3.00000000e+00 4.23460299e+00 1.35071331e+01 transient + 60036717 8.58511529e+00 -4.29788035e+01 3.84369350e+03 3.17963294e+03 1.40000000e+01 1.27580953e+01 1.23097002e+01 transient + 60077059 8.59692616e+00 -4.30090553e+01 4.01887715e+03 2.13724932e+03 3.00000000e+00 4.59809595e+00 1.34177198e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 3.44094555e+03 3.16046250e+03 2.50000000e+01 2.54403984e+01 1.15603551e+01 transient + 60083243 8.42079362e+00 -4.30182756e+01 -2.85938426e+02 2.16082694e+03 2.00000000e+00 3.04968103e+00 1.38635288e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 2.93116562e+03 7.25879405e+01 2.80000000e+01 2.84155552e+01 1.14402745e+01 transient + 60105327 8.60091211e+00 -4.30089916e+01 4.11576715e+03 2.13172564e+03 1.00000000e+00 2.54211284e+00 1.40611778e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 1.70023670e+03 2.27814094e+03 1.00000000e+00 2.59694076e+00 1.40380097e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 2.66793050e+03 2.12008467e+03 2.61000000e+02 2.66861597e+02 9.00844963e+00 transient + 60134105 8.50481603e+00 -4.29546719e+01 1.98337998e+03 4.14645670e+03 1.00000000e+00 2.29667424e+00 1.41714163e+01 transient + 40008011 8.48560559e+00 -4.29796821e+01 1.42610706e+03 3.33980726e+03 6.90000000e+01 7.15671393e+01 1.04373807e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 -1.71710078e+02 2.87785165e+03 5.90000000e+01 6.10905985e+01 1.06092289e+01 transient + 40023778 8.40684636e+00 -4.29743120e+01 -4.65643495e+02 3.66900032e+03 3.59000000e+02 3.66444928e+02 8.66414304e+00 transient + 40037508 8.46421727e+00 -4.29598301e+01 9.79168730e+02 4.04943251e+03 5.00000000e+01 5.13017246e+01 1.07988349e+01 transient + 40041704 8.58895656e+00 -4.29557766e+01 4.02158155e+03 3.94839494e+03 3.10000000e+01 3.17245513e+01 1.13206761e+01 transient + 40099083 8.60888119e+00 -4.30799063e+01 4.04762625e+03 -2.73834380e+02 9.60000000e+01 9.93413106e+01 1.00813401e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 1.16620698e+03 1.17633159e+03 2.12500000e+03 2.14379029e+03 6.74620908e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 2.27800722e+03 1.26505886e+03 1.17400000e+03 1.18839546e+03 7.38676237e+00 transient + 50009667 8.57421963e+00 -4.30846965e+01 3.19049301e+03 -3.68719341e+02 1.00000000e+00 1.52181437e+00 1.46182606e+01 transient + 50018027 8.41327056e+00 -4.29827667e+01 -3.40246304e+02 3.37196000e+03 7.62000000e+02 7.73416245e+02 7.85313161e+00 transient + 50068151 8.42413254e+00 -4.30949626e+01 -4.82018870e+02 -4.30622148e+02 5.50000000e+01 5.67657103e+01 1.06889496e+01 transient + 50068231 8.59612315e+00 -4.30843065e+01 3.72241986e+03 -3.97601728e+02 2.50000000e+01 2.51288480e+01 1.15737334e+01 transient + 50071332 8.59228947e+00 -4.30814113e+01 3.64022276e+03 -2.92648983e+02 2.46000000e+02 2.51951189e+02 9.07087380e+00 transient + 50098341 8.54675486e+00 -4.30869133e+01 2.51717440e+03 -3.90945369e+02 2.90000000e+01 2.90963008e+01 1.14145704e+01 transient + 50136766 8.60788430e+00 -4.29663117e+01 4.44213130e+03 3.55684086e+03 2.20000000e+01 2.16036431e+01 1.17378473e+01 transient + 50144747 8.43547915e+00 -4.30910265e+01 -1.92964516e+02 -3.19183872e+02 2.52100000e+03 2.54210318e+03 6.56118190e+00 transient + 40973157024 8.42517830e+00 -4.30405236e+01 -2.59993233e+02 1.40261303e+03 2.87100000e+03 2.89381954e+03 6.42048622e+00 star + 41024125574 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8.53301717e+00 -4.30415779e+01 1.44943331e+03 3.28824357e+03 3.76000000e+02 3.45291307e+02 8.72870072e+00 transient + 30305201 8.44616302e+00 -4.30456518e+01 3.26650893e+03 4.52238618e+03 7.90000000e+01 6.08993066e+01 1.06126340e+01 transient + 30313907 8.53598347e+00 -4.30118330e+01 1.85622771e+03 2.36472732e+03 6.00000000e+00 5.17491807e+00 1.32894061e+01 transient + 30316308 8.55248036e+00 -4.30646802e+01 6.61868811e+02 3.72697672e+03 6.00000000e+00 4.79761713e+00 1.33716009e+01 transient + 30324889 8.51811627e+00 -4.29177776e+01 3.73378557e+03 -2.06193456e+02 2.10000000e+01 2.89577419e+01 1.14197531e+01 transient + 30328322 8.52941151e+00 -4.30266337e+01 1.76428234e+03 2.88952158e+03 1.03700000e+03 9.93275642e+02 7.58149037e+00 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.45016760e+03 4.11056385e+03 6.00000000e+00 5.02179697e+00 1.33220170e+01 transient + 30384968 8.56669858e+00 -4.29615869e+01 1.98540462e+03 4.75234893e+02 5.67000000e+02 5.31598119e+02 8.26020624e+00 transient + 30395141 8.43966068e+00 -4.30042881e+01 4.06382851e+03 3.37516441e+03 1.22500000e+03 1.17795787e+03 7.39634043e+00 transient + 30401324 8.46297442e+00 -4.30353069e+01 3.06649268e+03 3.99900645e+03 8.20000000e+01 6.29280171e+01 1.05770547e+01 transient + 30403205 8.50769860e+00 -4.30692059e+01 1.56024704e+03 4.43482550e+03 3.00000000e+00 2.54508202e+00 1.40599104e+01 transient + 30406630 8.51945896e+00 -4.30510411e+01 1.59331850e+03 3.74354547e+03 1.06000000e+02 1.39929307e+02 9.70939312e+00 transient + 30409863 8.53482163e+00 -4.29431766e+01 2.96877921e+03 3.35631954e+02 1.19000000e+02 1.16039500e+02 9.91265021e+00 transient + 30410275 8.56103201e+00 -4.30420291e+01 8.35116959e+02 2.94311744e+03 8.30000000e+01 6.32983614e+01 1.05706837e+01 transient + 30427017 8.60031803e+00 -4.30511868e+01 -1.61344371e+02 2.71340107e+03 1.28000000e+02 1.25107367e+02 9.83095762e+00 transient + 30453717 8.42483316e+00 -4.30042197e+01 4.38623625e+03 3.56346019e+03 3.60000000e+01 4.88711111e+01 1.08515343e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 3.18557164e+03 4.19256761e+03 1.40000000e+01 2.27237431e+01 1.16829652e+01 transient + 30496671 8.51088094e+00 -4.29690654e+01 3.07816633e+03 1.41330118e+03 6.60000000e+01 5.27353021e+01 1.07689112e+01 transient + 30514235 8.53485013e+00 -4.29433526e+01 2.96537327e+03 3.40506168e+02 5.00000000e+00 3.57076565e+00 1.36922615e+01 transient + 30524344 8.53908912e+00 -4.29723667e+01 2.41388612e+03 1.14996203e+03 1.00000000e+00 1.02173720e+00 1.50508168e+01 transient + 30534635 8.49649949e+00 -4.30132997e+01 2.68897305e+03 2.91429495e+03 2.60000000e+01 3.71174839e+01 1.11502185e+01 transient + 30547347 8.56301290e+00 -4.29583902e+01 2.11599646e+03 4.27262043e+02 2.26400000e+03 2.20249042e+03 6.71687976e+00 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.59857386e+03 3.09540592e+03 2.10000000e+01 2.89856960e+01 1.14187055e+01 transient + 30552467 8.49595214e+00 -4.30313500e+01 2.41471419e+03 3.45853937e+03 2.00000000e+00 1.46646175e+00 1.46584880e+01 transient + 30555834 8.54128863e+00 -4.29742696e+01 2.33602999e+03 1.17843010e+03 8.00000000e+00 1.44878213e+01 1.21716571e+01 transient + 30556990 8.58585659e+00 -4.29626986e+01 1.55198159e+03 2.62963012e+02 1.15000000e+02 1.11478892e+02 9.95618322e+00 transient + 30580695 8.55424715e+00 -4.30537298e+01 7.96942968e+02 3.37832834e+03 2.10000000e+01 3.11205089e+01 1.13415481e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 1.30056932e+03 1.07893438e+03 1.29000000e+02 1.60325595e+02 9.56165768e+00 transient + 30597343 8.50858931e+00 -4.29924446e+01 2.75739071e+03 2.13858481e+03 5.29300000e+03 5.20284510e+03 5.78356259e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 3.80756382e+02 1.64016365e+03 2.00000000e+00 1.61887377e+00 1.45511324e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 2.32348348e+03 2.74040978e+03 2.00000000e+01 1.10189632e+01 1.24688130e+01 transient + 30654236 8.52355868e+00 -4.29288822e+01 3.43969605e+03 5.45426739e+01 1.00000000e+02 9.69441638e+01 1.01078607e+01 transient + 30669321 8.46365676e+00 -4.30059174e+01 3.51791115e+03 3.11574100e+03 2.81570000e+04 2.79583406e+04 3.95788635e+00 transient + 20005890 8.51022931e+00 -4.29513278e+01 3.37337992e+03 8.93680156e+02 9.00000000e+00 1.59840618e+01 1.20649470e+01 transient + 20016555 8.54353151e+00 -4.30757662e+01 6.80205383e+02 4.17152788e+03 5.00000000e+00 4.14783357e+00 1.35296115e+01 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.71191147e+03 3.85350701e+03 1.00000000e+00 9.19687737e-01 1.51650638e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.70724005e+03 1.35043968e+03 1.00000000e+00 7.50391508e-01 1.53859451e+01 transient + 20026892 8.52456567e+00 -4.29630961e+01 2.87584023e+03 1.06013895e+03 3.47000000e+02 3.16567973e+02 8.82299739e+00 transient + 20027200 8.55277017e+00 -4.29509566e+01 2.45599097e+03 3.37173061e+02 2.10000000e+01 1.11236962e+01 1.24585420e+01 transient + 20031038 8.55070780e+00 -4.29631275e+01 2.30806612e+03 7.25988014e+02 2.15000000e+02 2.44542998e+02 9.10327675e+00 transient + 20033735 8.56654792e+00 -4.30866289e+01 9.69757129e+00 4.20061882e+03 8.00000000e+00 6.56855188e+00 1.30304907e+01 transient + 20044951 8.46679646e+00 -4.29751356e+01 3.93811182e+03 2.15949898e+03 5.07000000e+02 4.73175939e+02 8.38660820e+00 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.69194681e+03 1.34550793e+03 3.00000000e+00 1.97548049e+00 1.43349830e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.52881554e+03 2.14443532e+03 4.00000000e+00 3.45075005e+00 1.37293811e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 3.17362295e+03 2.06790408e+03 4.00000000e+00 2.96429261e+00 1.38943622e+01 transient + 20064768 8.47759569e+00 -4.29436484e+01 4.20323789e+03 1.08388880e+03 2.60000000e+01 3.64477647e+01 1.11699876e+01 transient + 20068582 8.43637794e+00 -4.30003544e+01 4.19740821e+03 3.30026753e+03 9.00000000e+00 1.58918946e+01 1.20712256e+01 transient + 20080700 8.46279200e+00 -4.29927160e+01 3.74606965e+03 2.73401449e+03 3.00000000e+00 1.90207198e+00 1.43760975e+01 transient + 20081682 8.54081385e+00 -4.29298997e+01 3.04895500e+03 -1.36485688e+02 2.60000000e+01 3.65572087e+01 1.11667323e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 4.38648948e+03 4.09118980e+03 2.60000000e+01 3.72970149e+01 1.11449796e+01 transient + 20087917 8.48968446e+00 -4.30192173e+01 2.74287909e+03 3.17777194e+03 5.59000000e+02 5.23914836e+02 8.27601309e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.82101352e+03 1.35463152e+03 2.00000000e+00 1.05761729e+00 1.50133435e+01 transient + 20109605 8.62953656e+00 -4.29897473e+01 1.76221507e+02 5.09672898e+02 1.00000000e+02 9.70638435e+01 1.01065211e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 3.33721199e+02 4.33378340e+03 2.00000000e+00 1.21858069e+00 1.48595291e+01 transient + 20126854 8.60247834e+00 -4.30587482e+01 -3.27750049e+02 2.91100457e+03 6.08000000e+02 5.71708811e+02 8.18122762e+00 transient + 20138689 8.55113849e+00 -4.30208100e+01 1.38549197e+03 2.43793740e+03 1.19000000e+02 1.50854024e+02 9.62777258e+00 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.85587306e+03 1.76423444e+03 6.80000000e+01 5.39501179e+01 1.07441838e+01 transient + 20147998 8.58917162e+00 -4.29556622e+01 1.59132801e+03 1.09523691e+01 5.00000000e+00 3.61939417e+00 1.36775751e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 2.04558869e+03 3.00789095e+03 2.00000000e+00 1.22652960e+00 1.48524697e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 2.03775558e+02 2.79269294e+03 2.00000000e+00 1.28144425e+00 1.48049155e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 1.15651651e+03 2.20884908e+03 1.00000000e+00 7.32513517e-01 1.54121257e+01 transient + 20183922 8.48013065e+00 -4.29444449e+01 4.13560264e+03 1.07505171e+03 2.00000000e+00 1.79719305e+00 1.44376780e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 3.89294093e+03 4.36411213e+03 3.00000000e+00 2.53228270e+00 1.40653844e+01 transient + 20196533 8.52911918e+00 -4.29607902e+01 2.81356141e+03 9.33114542e+02 9.50000000e+01 9.18883211e+01 1.01660140e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 8.57277418e+02 1.39232205e+03 9.00000000e+00 1.23565741e+01 1.23444196e+01 transient + 20204106 8.52040227e+00 -4.29297692e+01 3.49416809e+03 1.21440575e+02 1.60000000e+01 2.43437220e+01 1.16081974e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.67098004e+03 2.46565561e+03 3.00000000e+00 2.53736995e+00 1.40632053e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 3.39117256e+03 2.15185128e+03 2.00000000e+00 1.24058652e+00 1.48400972e+01 transient + 60012505 8.60004244e+00 -4.29574265e+01 1.32741805e+03 -7.56964896e+01 2.10000000e+01 3.13316847e+01 1.13342055e+01 transient + 60018640 8.44677999e+00 -4.30485104e+01 3.20778563e+03 4.59952228e+03 4.00000000e+00 3.35330430e+00 1.37604824e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 4.72815123e+02 3.51626463e+03 3.00000000e+00 1.94130749e+00 1.43539290e+01 transient + 60067966 8.57053313e+00 -4.30153721e+01 1.05102260e+03 2.02775667e+03 1.00000000e+00 5.13168556e-01 1.57985147e+01 transient + 60077059 8.59692616e+00 -4.30090553e+01 5.78523408e+02 1.50192007e+03 2.00000000e+00 1.69163544e+00 1.45033979e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 1.64483007e+03 1.00643455e+03 9.00000000e+00 7.72442356e+00 1.28544996e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 3.42552274e+02 3.83726570e+03 1.00000000e+01 8.19835512e+00 1.27898480e+01 transient + 60097343 8.43563598e+00 -4.30167599e+01 3.95308835e+03 3.79785983e+03 1.00000000e+01 1.50608456e+01 1.21295414e+01 transient + 60110270 8.50535281e+00 -4.30599609e+01 1.75756809e+03 4.18968456e+03 1.00000000e+02 9.70063384e+01 1.01071646e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.62840793e+03 2.76045996e+03 2.00000000e+00 1.05319385e+00 1.50178940e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 1.71709445e+03 2.31648607e+03 1.60000000e+01 2.45623140e+01 1.15984916e+01 transient + 60134105 8.50481603e+00 -4.29546719e+01 3.43784807e+03 1.06265889e+03 1.00000000e+00 7.75926622e-01 1.53496132e+01 transient + 60148122 8.53084232e+00 -4.29814844e+01 2.44839311e+03 1.52709388e+03 4.00000000e+00 3.35148814e+00 1.37610706e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.55650986e+03 3.37856630e+03 2.30000000e+01 3.03307763e+01 1.13694560e+01 transient + 40027719 8.51788968e+00 -4.30345975e+01 1.88784506e+03 3.27415754e+03 8.80000000e+01 6.65219197e+01 1.05167529e+01 transient + 40037508 8.46421727e+00 -4.29598301e+01 4.23682879e+03 1.73716441e+03 1.40000000e+01 2.21108517e+01 1.17126512e+01 transient + 40041704 8.58895656e+00 -4.29557766e+01 1.59418740e+03 1.71131133e+01 9.00000000e+00 7.92088727e+00 1.28272302e+01 transient + 40075791 8.42470361e+00 -4.30023877e+01 4.41812903e+03 3.51062563e+03 1.80000000e+01 2.53882568e+01 1.15625826e+01 transient + 40079079 8.61554288e+00 -4.30141714e+01 9.37893058e+01 1.41619933e+03 9.30000000e+01 1.29084200e+02 9.79698211e+00 transient + 40085876 8.48966371e+00 -4.30611786e+01 2.07808846e+03 4.42686957e+03 3.52000000e+02 3.21292538e+02 8.80691323e+00 transient + 40089214 8.48096600e+00 -4.29684105e+01 3.73746033e+03 1.77754161e+03 7.00000000e+00 5.91037557e+00 1.31451271e+01 transient + 40114085 8.52905535e+00 -4.30433344e+01 1.50746766e+03 3.39125763e+03 5.00000000e+00 3.64489290e+00 1.36699529e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 2.46302025e+03 3.97920868e+03 2.95000000e+02 2.64863028e+02 9.01661148e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 1.56793159e+03 3.24774456e+03 3.68000000e+02 3.37472264e+02 8.75356962e+00 transient + 50007338 8.48589843e+00 -4.30142837e+01 2.90315599e+03 3.07947704e+03 1.16000000e+02 1.13368718e+02 9.93793174e+00 transient + 50009667 8.57421963e+00 -4.30846965e+01 -1.25898859e+02 4.04500232e+03 1.00000000e+00 3.43980911e-01 1.62328290e+01 transient + 50018469 8.56062203e+00 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2.96865608e+03 4.47350820e+02 2.02000000e+02 1.79796970e+02 9.43720891e+00 transient + 30275538 8.44243370e+00 -4.29954353e+01 3.67751736e+03 1.32235616e+03 2.29000000e+02 2.06076995e+02 9.28909105e+00 transient + 30283886 8.51334239e+00 -4.30249052e+01 1.68949253e+03 1.45317510e+03 4.80000000e+01 4.29687567e+01 1.09912829e+01 transient + 30297851 8.54391683e+00 -4.30697059e+01 3.35119151e+02 2.48674447e+03 2.00000000e+00 1.68401456e+00 1.45083002e+01 transient + 30300185 8.53301717e+00 -4.30415779e+01 1.00631435e+03 1.74832515e+03 1.65000000e+02 1.42879711e+02 9.68673842e+00 transient + 30305201 8.44616302e+00 -4.30456518e+01 2.81699714e+03 2.80913704e+03 5.10000000e+01 4.62835180e+01 1.09105989e+01 transient + 30313907 8.53598347e+00 -4.30118330e+01 1.40338832e+03 8.11351765e+02 6.00000000e+00 4.43646420e+00 1.34565724e+01 transient + 30316308 8.55248036e+00 -4.30646802e+01 2.28246196e+02 2.24161790e+03 4.00000000e+00 2.58357598e+00 1.40436117e+01 transient + 30321780 8.43525809e+00 -4.29626866e+01 4.34121737e+03 4.04096241e+02 2.94000000e+02 3.33330689e+02 8.76697658e+00 transient + 30327308 8.40843299e+00 -4.30592786e+01 3.41884102e+03 3.63103897e+03 1.00000000e+01 8.03039245e+00 1.28123229e+01 transient + 30328322 8.52941151e+00 -4.30266337e+01 1.31582360e+03 1.33250994e+03 9.37000000e+02 8.87253267e+02 7.70404581e+00 transient + 30332561 8.51762631e+00 -4.30625823e+01 1.01272322e+03 2.55321496e+03 3.00000000e+00 1.80102847e+00 1.44353634e+01 transient + 30365627 8.46859897e+00 -4.30834096e+01 1.74684794e+03 3.71530321e+03 9.70000000e+01 1.18882452e+02 9.88637045e+00 transient + 30376066 8.37412117e+00 -4.30739864e+01 3.92965160e+03 4.44903918e+03 2.40000000e+02 2.17471459e+02 9.23065916e+00 transient + 30384030 8.38697679e+00 -4.30565253e+01 3.92420444e+03 3.77925005e+03 2.00000000e+01 1.73422536e+01 1.19764010e+01 transient + 30392535 8.50693283e+00 -4.31258791e+01 2.61543921e+02 4.59400314e+03 3.36000000e+02 3.76037073e+02 8.63608817e+00 transient + 30395141 8.43966068e+00 -4.30042881e+01 3.59984238e+03 1.62153248e+03 8.97000000e+02 8.47893304e+02 7.75331182e+00 transient + 30401324 8.46297442e+00 -4.30353069e+01 2.61500728e+03 2.31302177e+03 4.90000000e+01 4.42637944e+01 1.09590432e+01 transient + 30406630 8.51945896e+00 -4.30510411e+01 1.15216360e+03 2.18234780e+03 1.04000000e+02 1.26149386e+02 9.82195198e+00 transient + 30409777 8.45901023e+00 -4.30801701e+01 2.00386528e+03 3.72021499e+03 1.20000000e+01 1.00732662e+01 1.25662391e+01 transient + 30410275 8.56103201e+00 -4.30420291e+01 3.94657527e+02 1.46027735e+03 5.40000000e+01 4.88587136e+01 1.08518098e+01 transient + 30446706 8.40815426e+00 -4.29872381e+01 4.54482264e+03 1.44378131e+03 3.20000000e+01 2.86652551e+01 1.14307753e+01 transient + 30453717 8.42483316e+00 -4.30042197e+01 3.92090367e+03 1.77972248e+03 7.10000000e+01 6.50522645e+01 1.05410088e+01 transient + 30472726 8.42204999e+00 -4.30022908e+01 4.01094216e+03 1.75116436e+03 1.76000000e+02 1.54745256e+02 9.60012147e+00 transient + 30477357 8.45517498e+00 -4.30384509e+01 2.73444583e+03 2.49284402e+03 1.80000000e+01 1.51612227e+01 1.21223293e+01 transient + 30496671 8.51088094e+00 -4.29690654e+01 2.60871963e+03 -2.18998486e+02 1.70000000e+01 1.44171179e+01 1.21769687e+01 transient + 30511019 8.42712611e+00 -4.30704282e+01 2.84255319e+03 3.76811459e+03 6.20000000e+02 5.76838155e+02 8.17152988e+00 transient + 30531387 8.47586968e+00 -4.30289944e+01 2.43477294e+03 1.98183792e+03 4.70000000e+01 4.26936346e+01 1.09982570e+01 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.12826265e+03 1.30434810e+03 6.00000000e+00 4.99342810e+00 1.33281678e+01 transient + 30549543 8.48829596e+00 -4.31088220e+01 9.27823158e+02 4.27589402e+03 2.50000000e+01 2.20798303e+01 1.17141755e+01 transient + 30555834 8.54128863e+00 -4.29742696e+01 1.87105613e+03 -3.88762645e+02 6.00000000e+00 4.41220025e+00 1.34625268e+01 transient + 30565380 8.39333805e+00 -4.30048448e+01 4.59079001e+03 2.13935251e+03 1.20100000e+03 1.14697603e+03 7.42527897e+00 transient + 30580695 8.55424715e+00 -4.30537298e+01 3.59803275e+02 1.88938773e+03 1.60000000e+01 1.35379326e+01 1.22452840e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 8.43411341e+02 -4.02239306e+02 5.00000000e+01 4.51164170e+01 1.09383283e+01 transient + 30597343 8.50858931e+00 -4.29924446e+01 2.29558866e+03 5.16954883e+02 1.40600000e+03 1.34798097e+03 7.24995542e+00 transient + 30597998 8.39356132e+00 -4.30044388e+01 4.59228679e+03 2.12459392e+03 1.79000000e+02 1.57603991e+02 9.58024680e+00 transient + 30599125 8.35895636e+00 -4.30641183e+01 4.41000658e+03 4.31309926e+03 1.48200000e+03 1.42294709e+03 7.19119295e+00 transient + 30600953 8.60129234e+00 -4.30155720e+01 -6.49729016e+01 2.21677501e+02 2.00000000e+00 1.22783050e+00 1.48513188e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.86940274e+03 1.14122888e+03 1.00000000e+01 8.58324083e+00 1.27400366e+01 transient + 30646162 8.47984873e+00 -4.31061879e+01 1.15075951e+03 4.28681147e+03 4.28000000e+02 4.69098904e+02 8.39600378e+00 transient + 30669321 8.46365676e+00 -4.30059174e+01 3.05661544e+03 1.41183141e+03 5.68600000e+03 5.57997075e+03 5.70758502e+00 transient + 20009394 8.42270616e+00 -4.30231352e+01 3.67283246e+03 2.37786140e+03 6.26000000e+02 5.82880698e+02 8.16021564e+00 transient + 20016555 8.54353151e+00 -4.30757662e+01 2.49502539e+02 2.67529214e+03 4.00000000e+00 2.70672216e+00 1.39930556e+01 transient + 20018735 8.38886618e+00 -4.30307868e+01 4.28379166e+03 2.97637386e+03 9.00000000e+00 7.46396400e+00 1.28917410e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.24861777e+03 -1.69429461e+02 1.00000000e+00 5.36985769e-01 1.57492579e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 -4.15300893e+02 2.75810903e+03 6.00000000e+00 4.40902371e+00 1.34633087e+01 transient + 20044798 8.40881421e+00 -4.30025942e+01 4.29185041e+03 1.90351772e+03 6.00000000e+00 4.75234905e+00 1.33818940e+01 transient + 20044951 8.46679646e+00 -4.29751356e+01 3.46675725e+03 4.41740047e+02 3.28000000e+02 3.67714778e+02 8.66038712e+00 transient + 20049680 8.40327189e+00 -4.30317273e+01 3.95847897e+03 2.84918390e+03 9.00000000e+00 7.23308684e+00 1.29258556e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.23341606e+03 -1.73017584e+02 2.00000000e+00 1.36340152e+00 1.47376054e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.06893104e+03 5.41205943e+02 3.00000000e+00 2.33660054e+00 1.41527036e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 2.70791425e+03 4.14035578e+02 2.00000000e+00 1.61428511e+00 1.45542142e+01 transient + 20065431 8.45471725e+00 -4.30993884e+01 1.79794771e+03 4.35099395e+03 7.00000000e+00 5.28650499e+00 1.32662432e+01 transient + 20067308 8.49675989e+00 -4.29779085e+01 2.77657739e+03 2.02453003e+02 7.92000000e+02 7.45505490e+02 7.89303771e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 3.73180746e+03 1.53739245e+03 1.10000000e+01 9.47735715e+00 1.26324467e+01 transient + 20083749 8.52997948e+00 -4.31168790e+01 -9.55819846e+01 4.07208191e+03 3.22000000e+02 3.62200728e+02 8.67679153e+00 transient + 20084749 8.41494708e+00 -4.30176937e+01 3.92480164e+03 2.29628439e+03 1.90000000e+01 1.64254711e+01 1.20353702e+01 transient + 20087917 8.48968446e+00 -4.30192173e+01 2.28837645e+03 1.53536197e+03 1.04000000e+02 8.19065969e+01 1.02908676e+01 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.35327359e+03 -2.55588439e+02 1.00000000e+00 7.33963088e-01 1.54099793e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 -9.30172410e+01 2.86220058e+03 1.00000000e+00 8.40776185e-01 1.52624638e+01 transient + 20121514 8.43917972e+00 -4.30598040e+01 2.74775122e+03 3.31490185e+03 2.81000000e+02 3.20280364e+02 8.81033905e+00 transient + 20138689 8.55113849e+00 -4.30208100e+01 9.37023714e+02 9.21165332e+02 4.90000000e+01 4.40806438e+01 1.09635450e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.39888833e+03 2.23575730e+02 3.30000000e+01 2.92945785e+01 1.14071967e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 1.59563793e+03 1.42558045e+03 1.00000000e+00 8.33165468e-01 1.52723367e+01 transient + 20177668 8.49792301e+00 -4.30051724e+01 2.32845795e+03 1.01923467e+03 8.90000000e+01 7.16987546e+01 1.04353858e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 4.05923710e+02 -5.95474072e+01 8.00000000e+00 6.14077473e+00 1.31036069e+01 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.21214736e+03 8.44117752e+02 2.00000000e+00 1.65141334e+00 1.45295254e+01 transient + 20217233 8.54001687e+00 -4.31137525e+01 -2.63483078e+02 3.86892964e+03 5.00000000e+00 4.13526682e+00 1.35329060e+01 transient + 20218153 8.51701206e+00 -4.29670464e+01 2.50756911e+03 -3.46596626e+02 2.02000000e+02 1.79551409e+02 9.43869279e+00 transient + 60005674 8.55056687e+00 -4.31119866e+01 -4.63557554e+02 3.70168079e+03 1.71000000e+02 1.49371744e+02 9.63849370e+00 transient + 60005885 8.48611491e+00 -4.29832076e+01 2.92425717e+03 4.78578443e+02 1.00000000e+00 8.68259212e-01 1.52275413e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.92891047e+01 2.05067898e+03 2.00000000e+00 1.37398838e+00 1.47292072e+01 transient + 60081716 8.56874213e+00 -4.29803046e+01 1.18434457e+03 -5.01107163e+02 5.00000000e+00 3.70525542e+00 1.36521195e+01 transient + 60097343 8.43563598e+00 -4.30167599e+01 3.49293272e+03 2.04427314e+03 1.00000000e+01 7.80739546e+00 1.28428994e+01 transient + 60110270 8.50535281e+00 -4.30599609e+01 1.31814666e+03 2.60575146e+03 2.10000000e+01 1.82999668e+01 1.19180391e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.17196178e+03 1.13614355e+03 1.00000000e+00 7.17678364e-01 1.54343402e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 1.26506428e+03 7.75405646e+02 1.70000000e+01 1.45465006e+01 1.21672685e+01 transient + 60148122 8.53084232e+00 -4.29814844e+01 1.98490453e+03 -5.65729899e+01 2.00000000e+00 1.31155256e+00 1.47797006e+01 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.08850109e+03 1.58493541e+03 1.70000000e+01 1.41951294e+01 1.21938164e+01 transient + 40017638 8.37772483e+00 -4.30360421e+01 4.44230210e+03 3.25664462e+03 6.00000000e+00 4.97990998e+00 1.33311111e+01 transient + 40027719 8.51788968e+00 -4.30345975e+01 1.44102918e+03 1.69900601e+03 1.90000000e+01 1.60974589e+01 1.20572715e+01 transient + 40028188 8.43648618e+00 -4.29547780e+01 4.43756790e+03 1.50326638e+02 5.10000000e+01 4.65641886e+01 1.09040347e+01 transient + 40039686 8.44409761e+00 -4.29597974e+01 4.19519199e+03 2.20642769e+02 7.00000000e+00 5.66804242e+00 1.31905821e+01 transient + 40067099 8.45781603e+00 -4.30546258e+01 2.42629009e+03 2.95624289e+03 1.23100000e+03 1.17607353e+03 7.39807864e+00 transient + 40075791 8.42470361e+00 -4.30023877e+01 3.95216939e+03 1.72541942e+03 1.20000000e+01 1.00907613e+01 1.25643550e+01 transient + 40079079 8.61554288e+00 -4.30141714e+01 -3.51130867e+02 2.57039102e+01 8.80000000e+01 8.82236768e+01 1.02102019e+01 transient + 40081025 8.53168860e+00 -4.30310577e+01 1.19808195e+03 1.44256685e+03 6.20000000e+01 5.69789759e+01 1.06848782e+01 transient + 40085876 8.48966371e+00 -4.30611786e+01 1.63767409e+03 2.81195046e+03 8.60000000e+01 6.94089570e+01 1.04706260e+01 transient + 40089214 8.48096600e+00 -4.29684105e+01 3.26511478e+03 8.41149777e+01 6.00000000e+00 4.28498174e+00 1.34942924e+01 transient + 40090529 8.47918640e+00 -4.30516108e+01 2.01216018e+03 2.63393874e+03 1.01000000e+02 8.05302640e+01 1.03092670e+01 transient + 40100082 8.44363702e+00 -4.30384968e+01 2.98262524e+03 2.61883306e+03 4.00000000e+01 3.56999842e+01 1.11924948e+01 transient + 40109922 8.43391330e+00 -4.29496613e+01 4.57263959e+03 2.25709378e+01 2.30000000e+01 2.03009648e+01 1.18053731e+01 transient + 40114085 8.52905535e+00 -4.30433344e+01 1.06458389e+03 1.84445964e+03 2.00000000e+00 1.42300556e+00 1.46911483e+01 transient + 40142191 8.40641029e+00 -4.30124341e+01 4.19074321e+03 2.22867956e+03 3.80000000e+01 3.37377134e+01 1.12538757e+01 transient + 50006502 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8.46859897e+00 -4.30834096e+01 6.36883946e+02 -1.24665145e+02 4.10000000e+01 4.53528267e+01 1.09326539e+01 transient + 30384968 8.56669858e+00 -4.29615869e+01 3.46004543e+03 3.79529188e+03 7.70000000e+01 8.38198164e+01 1.02657981e+01 transient + 30395141 8.43966068e+00 -4.30042881e+01 2.22217283e+02 2.59697259e+03 5.26000000e+02 5.45267142e+02 8.23264151e+00 transient + 30398021 8.52058612e+00 -4.30362431e+01 2.06835641e+03 1.36685759e+03 6.60000000e+01 7.24175979e+01 1.04245545e+01 transient + 30401324 8.46297442e+00 -4.30353069e+01 6.75160099e+02 1.50746287e+03 3.10000000e+01 3.49652988e+01 1.12150717e+01 transient + 30406630 8.51945896e+00 -4.30510411e+01 1.98701347e+03 8.70189503e+02 8.20000000e+01 8.88476370e+01 1.02025501e+01 transient + 30409777 8.45901023e+00 -4.30801701e+01 4.16357123e+02 2.59385076e+00 5.00000000e+00 7.93902124e+00 1.28247474e+01 transient + 30409863 8.53482163e+00 -4.29431766e+01 2.75373736e+03 4.47682464e+03 8.80000000e+01 9.49577917e+01 1.01303383e+01 transient + 30410275 8.56103201e+00 -4.30420291e+01 3.02754688e+03 1.09469522e+03 2.10000000e+01 2.37817530e+01 1.16335552e+01 transient + 30427017 8.60031803e+00 -4.30511868e+01 3.94597796e+03 7.10653788e+02 2.09000000e+02 2.20363366e+02 9.21631634e+00 transient + 30436245 8.41070117e+00 -4.29701558e+01 -3.57099486e+02 3.80190185e+03 4.80000000e+01 5.37430066e+01 1.07483599e+01 transient + 30445633 8.45285765e+00 -4.30857487e+01 2.47092376e+02 -1.73888383e+02 3.44000000e+02 3.59156513e+02 8.68595547e+00 transient + 30446706 8.40815426e+00 -4.29872381e+01 -4.80520210e+02 3.23079223e+03 1.60000000e+01 1.87217675e+01 1.18932977e+01 transient + 30453717 8.42483316e+00 -4.30042197e+01 -1.37191612e+02 2.62710084e+03 5.70000000e+01 6.30282371e+01 1.05753269e+01 transient + 30469564 8.58864557e+00 -4.30637179e+01 3.61703833e+03 3.10720523e+02 2.21000000e+02 2.33559227e+02 9.15317226e+00 transient + 30472726 8.42204999e+00 -4.30022908e+01 -1.97734061e+02 2.69733937e+03 8.70000000e+01 9.47645681e+01 1.01325499e+01 transient + 30477357 8.45517498e+00 -4.30384509e+01 4.74681864e+02 1.41616466e+03 1.00000000e+01 1.11046090e+01 1.24604067e+01 transient + 30484937 8.45763656e+00 -4.30484862e+01 4.97966358e+02 1.07324236e+03 2.21000000e+02 2.33341908e+02 9.15418297e+00 transient + 30496671 8.51088094e+00 -4.29690654e+01 2.07810016e+03 3.64974960e+03 3.00000000e+00 5.53509789e+00 1.32163516e+01 transient + 30511019 8.42712611e+00 -4.30704282e+01 -3.20848795e+02 3.90854283e+02 3.50000000e+01 3.91252892e+01 1.10930209e+01 transient + 30531387 8.47586968e+00 -4.30289944e+01 1.01070896e+03 1.69592960e+03 3.30000000e+01 3.75173985e+01 1.11385830e+01 transient + 30547347 8.56301290e+00 -4.29583902e+01 3.38232363e+03 3.91010879e+03 1.50000000e+01 1.66749440e+01 1.20190039e+01 transient + 30549178 8.42614635e+00 -4.29890526e+01 -5.05310463e+01 3.13593829e+03 2.00000000e+00 4.40045227e+00 1.34654215e+01 transient + 30555834 8.54128863e+00 -4.29742696e+01 2.79696060e+03 3.41640609e+03 1.00000000e+00 2.83388583e+00 1.39432090e+01 transient + 30556990 8.58585659e+00 -4.29626986e+01 3.92089295e+03 3.72104229e+03 2.20000000e+01 2.46996135e+01 1.15924394e+01 transient + 30580695 8.55424715e+00 -4.30537298e+01 2.82022620e+03 7.13269100e+02 4.00000000e+00 7.27555721e+00 1.29194992e+01 transient + 30582210 8.57946929e+00 -4.29873515e+01 3.67530590e+03 2.90235665e+03 1.20000000e+01 1.36764230e+01 1.22342335e+01 transient + 30599364 8.62410528e+00 -4.30725471e+01 4.44352872e+03 -5.51451217e+01 1.25000000e+02 1.33657622e+02 9.75918050e+00 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.95384173e+03 2.11912336e+03 4.00000000e+00 6.71746847e+00 1.30061507e+01 transient + 30669321 8.46365676e+00 -4.30059174e+01 7.98339619e+02 2.49689125e+03 5.14000000e+02 5.32481934e+02 8.25840264e+00 transient + 20005890 8.51022931e+00 -4.29513278e+01 2.12697364e+03 4.24889724e+03 3.00000000e+00 5.89018567e+00 1.31488424e+01 transient + 20009394 8.42270616e+00 -4.30231352e+01 -2.57111874e+02 1.99342323e+03 1.01000000e+02 1.09505596e+02 9.97557405e+00 transient + 20026892 8.52456567e+00 -4.29630961e+01 2.43199415e+03 3.82493026e+03 3.80000000e+01 4.24350415e+01 1.10048533e+01 transient + 20027200 8.55277017e+00 -4.29509566e+01 3.16096481e+03 4.18028523e+03 2.00000000e+00 3.80394880e+00 1.36235782e+01 transient + 20031038 8.55070780e+00 -4.29631275e+01 3.06632297e+03 3.77398209e+03 2.00000000e+01 2.27574193e+01 1.16813573e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 2.99759493e+03 -4.19167756e+02 1.00000000e+00 3.19233715e+00 1.38138929e+01 transient + 20044951 8.46679646e+00 -4.29751356e+01 9.86218180e+02 3.52861747e+03 1.14000000e+02 1.22479064e+02 9.85401019e+00 transient + 20064768 8.47759569e+00 -4.29436484e+01 1.36269859e+03 4.56963969e+03 1.30000000e+01 1.47578975e+01 1.21516036e+01 transient + 20067308 8.49675989e+00 -4.29779085e+01 1.70321229e+03 3.37846378e+03 1.98000000e+02 2.09942205e+02 9.26891545e+00 transient + 20068582 8.43637794e+00 -4.30003544e+01 1.56822602e+02 2.73574681e+03 4.00000000e+00 6.36353497e+00 1.30649187e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 -4.25621963e+02 2.19138767e+03 6.00000000e+00 9.10598680e+00 1.26758473e+01 transient + 20087917 8.48968446e+00 -4.30192173e+01 1.38121955e+03 1.99939134e+03 3.80000000e+01 4.27235288e+01 1.09974970e+01 transient + 20121514 8.43917972e+00 -4.30598040e+01 9.65342653e+00 7.26404453e+02 5.20000000e+01 5.72966431e+01 1.06788419e+01 transient + 20126854 8.60247834e+00 -4.30587482e+01 3.97047592e+03 4.51634093e+02 3.40000000e+01 3.78446325e+01 1.11291541e+01 transient + 20138689 8.55113849e+00 -4.30208100e+01 2.86548147e+03 1.82883801e+03 1.70000000e+01 1.90709895e+01 1.18732318e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 2.85911498e+03 2.65610562e+03 1.60000000e+01 1.88711857e+01 1.18846669e+01 transient + 20143661 8.51937412e+00 -4.29718398e+01 2.27407931e+03 3.54007948e+03 1.45200000e+03 1.48356746e+03 7.14589659e+00 transient + 20151645 8.62727294e+00 -4.30824462e+01 4.48370125e+03 -3.94907222e+02 3.20100000e+03 3.24869086e+03 6.29489386e+00 transient + 20171722 8.50373685e+00 -4.30868643e+01 1.47543941e+03 -3.07515644e+02 1.36000000e+02 1.44934249e+02 9.67123727e+00 transient + 20177668 8.49792301e+00 -4.30051724e+01 1.63214040e+03 2.45722517e+03 2.64000000e+02 2.77361242e+02 8.96655040e+00 transient + 20196533 8.52911918e+00 -4.29607902e+01 2.55093137e+03 3.89398083e+03 3.20000000e+01 3.64650548e+01 1.11694727e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 3.85690825e+03 2.38827577e+03 2.00000000e+00 3.60380172e+00 1.36822626e+01 transient + 20212689 8.48302643e+00 -4.30261429e+01 1.19459078e+03 1.77852760e+03 7.31000000e+02 7.53197342e+02 7.88189288e+00 transient + 20218153 8.51701206e+00 -4.29670464e+01 2.23425464e+03 3.70614821e+03 1.34000000e+02 1.43462452e+02 9.68231921e+00 transient + 60003698 8.43448030e+00 -4.30400025e+01 -3.26120019e+01 1.40274407e+03 1.90000000e+01 2.13318891e+01 1.17515915e+01 transient + 60012505 8.60004244e+00 -4.29574265e+01 4.28456212e+03 3.87144001e+03 1.10000000e+01 1.26457386e+01 1.23193043e+01 transient + 60016867 8.56383720e+00 -4.29722040e+01 3.35165888e+03 3.44290774e+03 9.80000000e+01 1.05661575e+02 1.00143721e+01 transient + 60050816 8.40433186e+00 -4.29659311e+01 -4.96454228e+02 3.95623568e+03 6.00000000e+00 9.03992211e+00 1.26837531e+01 transient + 60090132 8.61986409e+00 -4.30250307e+01 4.51613885e+03 1.55457962e+03 1.16000000e+02 1.24993469e+02 9.83194653e+00 transient + 60097343 8.43563598e+00 -4.30167599e+01 7.94801032e+01 2.18409840e+03 2.00000000e+00 4.41403688e+00 1.34620749e+01 transient + 60110270 8.50535281e+00 -4.30599609e+01 1.61263903e+03 5.96294238e+02 1.00000000e+01 1.06531992e+01 1.25054647e+01 transient + 60115795 8.61104399e+00 -4.30327160e+01 4.27398699e+03 1.31256070e+03 1.40000000e+01 1.62561391e+01 1.20466213e+01 transient + 60119829 8.54176673e+00 -4.30127005e+01 2.66793050e+03 2.12008467e+03 6.00000000e+00 9.39942839e+00 1.26414112e+01 transient + 60124959 8.49269917e+00 -4.29843051e+01 1.58139795e+03 3.17053626e+03 1.00000000e+01 1.08694754e+01 1.24836434e+01 transient + 40001027 8.56556049e+00 -4.30383826e+01 3.15068156e+03 1.20894081e+03 2.74000000e+02 2.87332073e+02 8.92820456e+00 transient + 40008560 8.42232322e+00 -4.29969210e+01 -1.71710078e+02 2.87785165e+03 4.00000000e+00 6.45255620e+00 1.30498353e+01 transient + 40027719 8.51788968e+00 -4.30345975e+01 2.00899937e+03 1.42745202e+03 2.00000000e+00 4.34215557e+00 1.34799014e+01 transient + 40028188 8.43648618e+00 -4.29547780e+01 3.24328389e+02 4.27195900e+03 2.10000000e+01 2.35333666e+01 1.16449547e+01 transient + 40065551 8.53714653e+00 -4.29750767e+01 2.69350266e+03 3.39710565e+03 3.44000000e+02 3.59109624e+02 8.68609722e+00 transient + 40067099 8.45781603e+00 -4.30546258e+01 4.80053217e+02 8.65937352e+02 6.31000000e+02 6.51443711e+02 8.03947259e+00 transient + 40075791 8.42470361e+00 -4.30023877e+01 -1.33714932e+02 2.68910163e+03 5.00000000e+00 7.69272917e+00 1.28589637e+01 transient + 40079079 8.61554288e+00 -4.30141714e+01 4.45143841e+03 1.92893473e+03 5.30000000e+01 5.82480303e+01 1.06609617e+01 transient + 40081025 8.53168860e+00 -4.30310577e+01 2.35643949e+03 1.52051776e+03 9.90000000e+01 1.06858505e+02 1.00021421e+01 transient + 40085876 8.48966371e+00 -4.30611786e+01 1.22803115e+03 5.84957764e+02 2.90000000e+01 3.29469208e+01 1.12796277e+01 transient + 40090529 8.47918640e+00 -4.30516108e+01 1.00892111e+03 9.27281023e+02 2.50000000e+01 2.83742289e+01 1.14418547e+01 transient + 40099083 8.60888119e+00 -4.30799063e+01 4.04762625e+03 -2.73834380e+02 1.30000000e+01 1.45391911e+01 1.21678142e+01 transient + 40100082 8.44363702e+00 -4.30384968e+01 1.94813307e+02 1.43631116e+03 4.10000000e+01 4.57411644e+01 1.09233968e+01 transient + 40109922 8.43391330e+00 -4.29496613e+01 2.80375968e+02 4.44928059e+03 1.20000000e+01 1.38254446e+01 1.22224671e+01 transient + 40130634 8.61607329e+00 -4.30632110e+01 4.28340609e+03 2.75025157e+02 1.80000000e+01 2.06842396e+01 1.17850659e+01 transient + 50020673 8.57215672e+00 -4.30689431e+01 3.19836492e+03 1.66221787e+02 1.80000000e+01 2.11297553e+01 1.17619287e+01 transient + 50035344 8.48989366e+00 -4.29696202e+01 1.56676589e+03 3.67086551e+03 1.10000000e+01 1.25073126e+01 1.23312548e+01 transient + 50056971 8.62213560e+00 -4.30856314e+01 4.34752231e+03 -4.92349403e+02 2.30000000e+01 2.60200097e+01 1.15358962e+01 transient + 50067237 8.61082431e+00 -4.30006574e+01 4.38685094e+03 2.39353004e+03 6.93000000e+02 7.14757970e+02 7.93876731e+00 transient + 50068151 8.42413254e+00 -4.30949626e+01 -4.82018870e+02 -4.30622148e+02 1.70000000e+01 1.99471494e+01 1.18244627e+01 transient + 50071332 8.59228947e+00 -4.30814113e+01 3.64022276e+03 -2.92648983e+02 3.00000000e+00 5.36922078e+00 1.32493867e+01 transient + 50096538 8.52866167e+00 -4.29502615e+01 2.57830149e+03 4.24975331e+03 1.60000000e+01 1.88594567e+01 1.18853419e+01 transient + 50129064 8.55208463e+00 -4.30660662e+01 2.72262997e+03 3.01579122e+02 2.30000000e+01 2.56774935e+01 1.15502833e+01 transient + 40973157024 8.42517830e+00 -4.30405236e+01 -2.59993233e+02 1.40261303e+03 2.84900000e+03 2.89381954e+03 6.42048622e+00 star + 41024125574 8.42167880e+00 -4.30462119e+01 -3.65372983e+02 1.21740746e+03 7.12000000e+02 7.34516322e+02 7.90916120e+00 star + 41024124907 8.46354180e+00 -4.30227452e+01 7.34493538e+02 1.92984454e+03 3.66800000e+03 3.71891679e+03 6.14812368e+00 star + 40973158720 8.40904990e+00 -4.29980510e+01 -4.97788743e+02 2.86459941e+03 1.52000000e+03 1.55286027e+03 7.09633388e+00 star + 41024125925 8.41359770e+00 -4.30173982e+01 -4.57279775e+02 2.20387294e+03 4.20250000e+04 4.21983515e+04 3.51092612e+00 star + 40973157760 8.42474790e+00 -4.30045388e+01 -1.40412658e+02 2.61650256e+03 1.21520000e+04 1.22457653e+04 4.85420000e+00 star + 40973157543 8.42509000e+00 -4.30136089e+01 -1.64886372e+02 2.31009921e+03 4.02300000e+03 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2.25057567e+01 1.16934308e+01 transient + 30527829 8.53986104e+00 -4.31139868e+01 -2.63755615e+02 3.87773567e+03 2.60000000e+01 2.05669138e+01 1.17912420e+01 transient + 30534635 8.49649949e+00 -4.30132997e+01 2.23309250e+03 1.28182006e+03 1.53000000e+02 1.49161029e+02 9.64002640e+00 transient + 30549178 8.42614635e+00 -4.29890526e+01 4.12826265e+03 1.30434810e+03 7.70000000e+01 7.30406896e+01 1.04152527e+01 transient + 30552467 8.49595214e+00 -4.30313500e+01 1.96484620e+03 1.83679342e+03 4.00000000e+00 4.94901917e+00 1.33378670e+01 transient + 30580695 8.55424715e+00 -4.30537298e+01 3.59803275e+02 1.88938773e+03 5.30000000e+01 4.86194042e+01 1.08571407e+01 transient + 30582108 8.45156946e+00 -4.30113764e+01 3.23272513e+03 1.70841174e+03 3.20000000e+01 2.69615180e+01 1.14973040e+01 transient + 30600953 8.60129234e+00 -4.30155720e+01 -6.49729016e+01 2.21677501e+02 4.00000000e+00 1.07906445e+01 1.24915464e+01 transient + 30629424 8.51257174e+00 -4.30143779e+01 1.86940274e+03 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4.28379166e+03 2.97637386e+03 3.96000000e+02 3.90495760e+02 8.59512402e+00 transient + 20023142 8.51324003e+00 -4.30520599e+01 1.27054258e+03 2.28037526e+03 3.00000000e+00 3.16804055e+00 1.38221880e+01 transient + 20025750 8.56013754e+00 -4.29881566e+01 1.24861777e+03 -1.69429461e+02 2.00000000e+00 2.17772598e+00 1.42291567e+01 transient + 20033735 8.56654792e+00 -4.30866289e+01 -4.15300893e+02 2.75810903e+03 1.16000000e+02 1.11490968e+02 9.95606562e+00 transient + 20040609 8.56845425e+00 -4.30516673e+01 8.51425288e+01 1.67366568e+03 2.00000000e+00 1.97320077e+00 1.43362366e+01 transient + 20044798 8.40881421e+00 -4.30025942e+01 4.29185041e+03 1.90351772e+03 6.80000000e+01 6.37575346e+01 1.05628360e+01 transient + 20049680 8.40327189e+00 -4.30317273e+01 3.95847897e+03 2.84918390e+03 7.30000000e+01 6.86448499e+01 1.04826449e+01 transient + 20050770 8.53823084e+00 -4.31294306e+01 -4.68009008e+02 4.36517950e+03 3.00000000e+00 3.54646748e+00 1.36996749e+01 transient + 20053268 8.56076609e+00 -4.29882613e+01 1.23341606e+03 -1.73017584e+02 6.00000000e+00 6.52447747e+00 1.30378005e+01 transient + 20060614 8.51649784e+00 -4.29960467e+01 2.06893104e+03 5.41205943e+02 2.60000000e+01 1.25644355e+01 1.23263074e+01 transient + 20064549 8.49531150e+00 -4.29843501e+01 2.70791425e+03 4.14035578e+02 3.40000000e+01 2.90836488e+01 1.14150426e+01 transient + 20065431 8.45471725e+00 -4.30993884e+01 1.79794771e+03 4.35099395e+03 7.50000000e+01 7.09000916e+01 1.04475478e+01 transient + 20068582 8.43637794e+00 -4.30003544e+01 3.73180746e+03 1.53739245e+03 1.34000000e+02 1.29711490e+02 9.79171871e+00 transient + 20080700 8.46279200e+00 -4.29927160e+01 3.28026229e+03 1.01967957e+03 8.00000000e+00 1.52324727e+01 1.21172388e+01 transient + 20083832 8.48333978e+00 -4.30167410e+01 2.46374732e+03 1.52851612e+03 3.00000000e+00 3.00785944e+00 1.38785210e+01 transient + 20084749 8.41494708e+00 -4.30176937e+01 3.92480164e+03 2.29628439e+03 1.35900000e+03 1.35119080e+03 7.24737313e+00 transient + 20105414 8.52099284e+00 -4.29714500e+01 2.35327359e+03 -2.55588439e+02 3.00000000e+00 3.45847959e+00 1.37269518e+01 transient + 20111970 8.55267371e+00 -4.30851432e+01 -9.30172410e+01 2.86220058e+03 4.00000000e+00 4.07158925e+00 1.35497549e+01 transient + 20140272 8.54720327e+00 -4.29964904e+01 1.39888833e+03 2.23575730e+02 1.56500000e+03 1.55716621e+03 7.09332740e+00 transient + 20153614 8.38724135e+00 -4.30609961e+01 3.84896320e+03 3.91230085e+03 5.50000000e+01 5.04383549e+01 1.08172625e+01 transient + 20162178 8.51646346e+00 -4.30524147e+01 1.19549259e+03 2.25642378e+03 2.00000000e+00 2.69755439e+00 1.39967393e+01 transient + 20163475 8.51732733e+00 -4.30254106e+01 1.59563793e+03 1.42558045e+03 4.00000000e+00 4.53042597e+00 1.34338172e+01 transient + 20166827 8.39694834e+00 -4.30354919e+01 4.03632012e+03 3.03200804e+03 2.00000000e+00 2.79075152e+00 1.39598619e+01 transient + 20172789 8.58601269e+00 -4.30477080e+01 -2.32539589e+02 1.36419848e+03 8.00000000e+00 8.84878579e+00 1.27069556e+01 transient + 20174027 8.56345132e+00 -4.30184097e+01 7.08345822e+02 7.15474522e+02 2.00000000e+00 2.21242792e+00 1.42119920e+01 transient + 20195578 8.42714779e+00 -4.30321326e+01 3.43719185e+03 2.60343932e+03 2.30000000e+01 1.67504452e+01 1.20140989e+01 transient + 20199101 8.58918416e+00 -4.30020496e+01 4.05923710e+02 -5.95474072e+01 2.54000000e+02 2.48947223e+02 9.08389662e+00 transient + 20216753 8.50551204e+00 -4.30021077e+01 2.21214736e+03 8.44117752e+02 1.80000000e+01 1.15177407e+01 1.24207466e+01 transient + 20217233 8.54001687e+00 -4.31137525e+01 -2.63483078e+02 3.86892964e+03 1.36000000e+02 1.31797009e+02 9.77440095e+00 transient + 20222557 8.39034323e+00 -4.30393393e+01 4.11892331e+03 3.22039508e+03 1.50000000e+01 1.32090281e+01 1.22719877e+01 transient + 60005885 8.48611491e+00 -4.29832076e+01 2.92425717e+03 4.78578443e+02 3.00000000e+00 3.92915774e+00 1.35884162e+01 transient + 60016714 8.59990400e+00 -4.30195237e+01 -9.61537039e+01 3.56897842e+02 2.60000000e+01 2.04032950e+01 1.17999141e+01 transient + 60018640 8.44677999e+00 -4.30485104e+01 2.75928887e+03 2.88940300e+03 2.30000000e+01 1.60435408e+01 1.20609143e+01 transient + 60023064 8.56305643e+00 -4.30621470e+01 3.92891047e+01 2.05067898e+03 6.00000000e+00 6.51427280e+00 1.30395000e+01 transient + 60067966 8.57053313e+00 -4.30153721e+01 6.02467179e+02 5.46758184e+02 1.00000000e+00 1.50251084e+00 1.46321208e+01 transient + 60073697 8.37128900e+00 -4.30735319e+01 3.99775188e+03 4.46584937e+03 5.86000000e+02 5.80453636e+02 8.16474599e+00 transient + 60077059 8.59692616e+00 -4.30090553e+01 1.30215470e+02 7.03266692e+01 6.00000000e+00 6.75745404e+00 1.29997071e+01 transient + 60083243 8.42079362e+00 -4.30182756e+01 3.78961988e+03 2.25077463e+03 4.00000000e+00 4.76663469e+00 1.33786352e+01 transient + 60095435 8.56163828e+00 -4.30723182e+01 -8.76874128e+01 2.37545591e+03 8.10000000e+01 7.67799826e+01 1.03610448e+01 transient + 60099208 8.41659024e+00 -4.30830886e+01 2.87288237e+03 4.26684496e+03 2.00000000e+00 2.03621689e+00 1.43021047e+01 transient + 60105327 8.60091211e+00 -4.30089916e+01 4.50968191e+01 2.54810550e+01 3.00000000e+00 3.89855851e+00 1.35969047e+01 transient + 60108753 8.59025313e+00 -4.30430628e+01 -2.52159696e+02 1.17719332e+03 5.00000000e+00 5.88242082e+00 1.31502746e+01 transient + 60112325 8.36650452e+00 -4.30426512e+01 4.58138994e+03 3.57893319e+03 3.00000000e+00 3.23244182e+00 1.38003380e+01 transient + 60115515 8.50149856e+00 -4.30102839e+01 2.17196178e+03 1.13614355e+03 3.00000000e+00 3.64954238e+00 1.36685688e+01 transient + 60143683 8.52217063e+00 -4.31049352e+01 2.57941416e+02 3.79276893e+03 1.00000000e+00 1.58177253e+00 1.45763048e+01 transient + 60145182 8.57204035e+00 -4.30549740e+01 -4.34759355e+01 1.73569558e+03 1.00000000e+00 1.42352822e+00 1.46907496e+01 transient + 40008011 8.48560559e+00 -4.29796821e+01 2.98996894e+03 3.76845024e+02 2.90000000e+02 2.85112443e+02 8.93662440e+00 transient + 40008560 8.42232322e+00 -4.29969210e+01 4.08850109e+03 1.58493541e+03 2.44000000e+02 2.39671713e+02 9.12512288e+00 transient + 40017638 8.37772483e+00 -4.30360421e+01 4.44230210e+03 3.25664462e+03 3.30000000e+01 2.80807816e+01 1.14531418e+01 transient + 40037508 8.46421727e+00 -4.29598301e+01 3.76010271e+03 4.12183709e+00 7.20000000e+01 6.78082588e+01 1.04959583e+01 transient + 40078522 8.43691466e+00 -4.31011223e+01 2.15465069e+03 4.59578725e+03 1.00000000e+03 9.92790142e+02 7.58202119e+00 transient + 40095709 8.44970155e+00 -4.30997767e+01 1.90000942e+03 4.41690460e+03 1.00000000e+00 1.15795954e+00 1.49149314e+01 transient + 40117044 8.48452272e+00 -4.30439235e+01 2.01635304e+03 2.34254915e+03 6.38100000e+03 6.36717342e+03 5.56429813e+00 transient + 40138693 8.42515100e+00 -4.30701760e+01 2.88904945e+03 3.78177777e+03 2.40000000e+02 2.35471064e+02 9.14432097e+00 transient + 50006502 8.52961340e+00 -4.30387536e+01 1.12355992e+03 1.69907809e+03 1.71200000e+03 1.70364232e+03 6.99571878e+00 transient + 50011791 8.50987136e+00 -4.31035201e+01 5.45030266e+02 3.88217311e+03 8.00000000e+00 8.96042150e+00 1.26933437e+01 transient + 50018027 8.41327056e+00 -4.29827667e+01 4.50389670e+03 1.25248496e+03 1.76400000e+03 1.75628307e+03 6.96267854e+00 transient + 50030353 8.54609037e+00 -4.31001076e+01 -1.82943500e+02 3.38839339e+03 2.15000000e+02 2.10824315e+02 9.26436308e+00 transient + 50069735 8.57568808e+00 -4.30275867e+01 3.01961668e+02 8.62965850e+02 4.00000000e+00 4.13195276e+00 1.35337765e+01 transient + 50115468 8.40936857e+00 -4.30869198e+01 2.96895620e+03 4.46132456e+03 4.20000000e+01 3.75209917e+01 1.11384791e+01 transient + 40903735246 8.40018260e+00 -4.30574954e+01 3.62443214e+03 3.66598697e+03 2.98989000e+05 2.98909887e+05 1.38531413e+00 star + 40754753248 8.39389230e+00 -4.30536449e+01 3.81991881e+03 3.61692059e+03 2.74943000e+05 2.74866358e+05 1.47636086e+00 star + 40014491016 8.40071770e+00 -4.30340089e+01 3.97809030e+03 2.94616496e+03 2.24947000e+05 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8.57618970e+00 -4.30462904e+01 1.45768261e+00 1.42677032e+03 2.24200000e+03 2.23336810e+03 6.70176406e+00 star + 40973148754 8.58510480e+00 -4.30434945e+01 -1.47697208e+02 1.24573164e+03 2.44900000e+03 2.43959813e+03 6.60586910e+00 star + 40973148698 8.58645550e+00 -4.30423061e+01 -1.58455582e+02 1.19502763e+03 1.02850000e+04 1.02685548e+04 5.04539152e+00 star diff --git a/tests/test_utils.py b/tests/test_utils.py index 9d86a39..3527bbe 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -42,7 +42,6 @@ def test_config(): assert dc2_config.hdu_idx["variance"] == 3 roman_config = Config("RomanDESC") - print(roman_config.hdu_idx) assert roman_config.hdu_idx["mask"] == 3 @@ -62,8 +61,6 @@ def test_get_image_and_truth_files(): transient_id, DATASET, DATADIR ) - print(image_info) - print(image_files) assert len(image_info["visit"]) == len(image_files) assert len(truth_files) == 6 @@ -90,6 +87,5 @@ def test_get_transient_info_and_host(): transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) - print(transient_info) - assert len(transient_info["ra"]) == 1 - assert transient_host["ra"] == 5 + assert transient_info["ra"] == 8.5296134 + assert len(transient_host["ra"]) == 5 From 708f50b11219914f5477daa45f300fa356072506 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 21 Jun 2024 11:37:56 -0700 Subject: [PATCH 20/30] Add DATADIR details to README. --- README.md | 50 +++++++++++++++++++++++++++++++++++++++----------- 1 file changed, 39 insertions(+), 11 deletions(-) diff --git a/README.md b/README.md index 74ee131..27a5f63 100644 --- a/README.md +++ b/README.md @@ -3,25 +3,16 @@ Model a supernova plus galaxy through a sequence of images in filter and time. ## Planned Development Order -1. [ ] Basic model of point source (star) +1. [X] Basic model of point source (star) 2. [X] Basic model of isolated supernova 3. [X] Model of galaxy 4. [X] Supernova plus galaxy 5. [ ] SED model of supernova from a lightcurve template (e.g., SALT-3). -## Data Source -AstroPhot-tutorial example was with -"A synthetic Roman Space Telescope High-Latitude Time-Domain Survey: supernovae in the deep field" -Wang et al. 2023, MNRAS, 523, 3. -https://arxiv.org/abs/2204.13553 -https://doi.org/10.1093/mnras/stad1652 -https://roman.ipac.caltech.edu/sims/SN_Survey_Image_sim.html - -This current repository uses the 2023/2024 Roman/Rubin by Troxel et al. - ## Method Uses AstroPhot, written by Connor Stone, [citation] + "ASTROPHOT: fitting everything everywhere all at once in astronomical images" Stone et al. 2023, MNRAS 525, 4 https://doi.org/10.1093/mnras/stad2477 @@ -30,3 +21,40 @@ to forward model the SN point source and host galaxy. Based on the AstroPhot Tutorial, TimeVariableModel.ipynb, by Michael Wood-Vasey https://github.com/autostronomy/AstroPhot-tutorials/ + +## Data Sources +The AstroPhot-tutorial example was with +"A synthetic Roman Space Telescope High-Latitude Time-Domain Survey: supernovae in the deep field" +Wang et al. 2023, MNRAS, 523, 3. +https://arxiv.org/abs/2204.13553 +https://doi.org/10.1093/mnras/stad1652 +https://roman.ipac.caltech.edu/sims/SN_Survey_Image_sim.html + +This current repository uses the 2023/2024 Roman/Rubin RomanDESCSim data set by Troxel et al. +This current script is designed to be run with the data organized following the same scheme as the RomanDESCSim Roman WFI data. +DATADIR specifices the location of the data directory. +DATASET specifies a DATASET within that DATADIR. +Specifically, the code expects to find imaging data in +${DATADIR}/${DATASET}/images +and truth catalogs in +${DATADIR}/${DATASET}/truth + +It assumes the existence of a `transient_info_table.csv` and `transient_host_info_table.csv` file for each given transient ID. See the `tests/data/RomanDESC` directory for an example of the format of these files. + +For Roman WFI images +${DATADIR} should contain subdirectories `images` and `truth` + +with files arranged as + +${DATADIR}/images/H158/42193/Roman_TDS_simple_model_H158_42193_1.fits.gz +${DATADIR}/truth/H158/42193/Roman_TDS_index_H158_42193_1.txt + +## Example +Install required packages. See `requirements_conda.txt` and `requirements_pip.txt` for the respective requirements. (Not all needed packages are available via Conda). + + +``` +DATADIR=/pscratch/sd/w/wmwv/RomanDESC +transient_id=41024123441 +python RomanDESCForwardModelLightcurves.py ${transient_id} --datadir ${DATADIR} +``` From 8875ff225305a27a4b527aa8fb365fba4c989639 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 21 Jun 2024 12:16:53 -0700 Subject: [PATCH 21/30] Add argparse processing. --- python/RomanDESCForwardModelLightcurves.py | 79 +++++++++++++++------- 1 file changed, 55 insertions(+), 24 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index ffb1afc..4294e3b 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -51,6 +51,7 @@ This requires astrophot >= v0.15.2 """ +import argparse import os import re import sys @@ -216,10 +217,10 @@ def get_truth_table(truth_files, visits, transient_id): return truth_table -def get_transient_info_and_host(transient_id, DATADIR): +def get_transient_info_and_host(transient_id, datadir): # Read basic info catalog - transient_info_file = os.path.join(DATADIR, "transient_info_table.csv") - transient_host_info_file = os.path.join(DATADIR, "transient_host_info_table.csv") + transient_info_file = os.path.join(datadir, "transient_info_table.csv") + transient_host_info_file = os.path.join(datadir, "transient_host_info_table.csv") transient_info_table = Table.read(transient_info_file, format="csv") # Should eventually shift to a different way of tracking hosts # For now just reformatting into the previous way. @@ -241,7 +242,7 @@ def get_transient_info_and_host(transient_id, DATADIR): return transient_info, transient_host -def get_image_and_truth_files(transient_id, DATASET, DATADIR): +def get_image_and_truth_files(transient_id, dataset, datadir): # Get list of images (visit, band, sca) that contain object position image_info = get_visit_band_sca_for_object_id(transient_id) @@ -255,8 +256,8 @@ def get_image_and_truth_files(transient_id, DATASET, DATADIR): image_file_basenames.append(image_file_format.format(visit=v, band=b, sca=s)) truth_file_basenames.append(truth_file_for_image_format.format(visit=v, band=b, sca=s)) - image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames] - truth_files = [os.path.join(DATADIR, bn) for bn in truth_file_basenames] + image_files = [os.path.join(datadir, bn) for bn in image_file_basenames] + truth_files = [os.path.join(datadir, bn) for bn in truth_file_basenames] return image_info, image_files, truth_files @@ -456,7 +457,9 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): ax[2].set_title("Residual") -def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_threshold=1, plot_filename=None): +def plot_lightcurve( + lightcurve, lightcurve_obs, lightcurve_truth, dataset, snr_threshold=1, plot_filename=None +): color_for_band = { "u": "purple", "g": "blue", @@ -490,7 +493,7 @@ def plot_lightcurve(lightcurve, lightcurve_obs, lightcurve_truth, DATASET, snr_t ) ax.set_ylabel("mag") # ax.set_xlabel("MJD") - ax.set_title(f"Proof of Concept: {DATASET} {transient_id}") + ax.set_title(f"Proof of Concept: {dataset} {transient_id}") plt.ylim(23.5, 19) if lightcurve_truth is not None: @@ -570,23 +573,25 @@ def plot_covariance(result, targets, plot_filename=None): def run( transient_id, - DATASET="RomanDESC", - DATADIR=None, + datadir, + dataset="RomanDESC", npix=75, verbose=False, overwrite=True, ): - config = Config(DATASET) - - if DATADIR is None: - DATADIR = os.path.join(os.path.dirname(sys.argv[0]), "..", "data", DATASET), + config = Config(dataset) - transient_info, transient_host = get_transient_info_and_host(transient_id, DATADIR) - image_info, image_files, truth_files = get_image_and_truth_files(transient_id, DATASET, DATADIR) + if verbose: + print(f"Getting transient and static scene information for {transient_id}.") + transient_info, transient_host = get_transient_info_and_host(transient_id, datadir) + image_info, image_files, truth_files = get_image_and_truth_files(transient_id, dataset, datadir) lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) print(lightcurve_truth) transient_coord = SkyCoord(transient_info["ra"], transient_info["dec"], unit=u.degree) + if verbose: + print(f"Found transient {transient_id} at ({transient_info['ra']}, {transient_info['dec']})") + print("Building AstroPhot target image list from {len(image_info)} files.") targets = ap.image.Target_Image_List( make_target( @@ -603,9 +608,13 @@ def run( for i, target in enumerate(targets): target.header.visit = image_info["visit"][i] + if verbose: + print("Making windows for the scene on each image.") windows = [make_window_for_target(t, transient_info["ra"], transient_info["dec"], npix) for t in targets] - plot_filename = f"transient_{DATASET}_{transient_id}_stamps.png" + if verbose: + print("Saving postage stamps from each image.") + plot_filename = f"transient_{dataset}_{transient_id}_stamps.png" plot_targets(targets, windows, plot_filename) # The coordinate axes are in arcseconds, @@ -615,6 +624,8 @@ def run( # Translate SN and host positions to projection plane positions for target. # By construction of our targets, this is in the same projection plane position. + if verbose: + print("Translating RA, Dec of transient and static objects to x, y in each image.") transient_xy = targets[0].world_to_plane(transient_info["ra"], transient_info["dec"]) if len(transient_host["ra"]) > 1: host_xy = [ @@ -641,7 +652,7 @@ def run( FIT_SN = True CORRECT_SIP = True - if FIT_SKY[DATASET]: + if FIT_SKY[dataset]: for i, (target, window) in enumerate(zip(targets, windows)): model_sky.append( ap.models.AstroPhot_Model( @@ -819,17 +830,17 @@ def calc_center(params): if verbose: print(lightcurve) - plot_filename = f"lightcurve_{DATASET}_{transient_id}.png" + plot_filename = f"lightcurve_{dataset}_{transient_id}.png" plot_lightcurve( lightcurve, lightcurve_obs, lightcurve_truth, - DATASET, + dataset, plot_filename=plot_filename, ) image_file_basenames = [os.path.basename(f) for f in image_files] - plot_filename = f"stamps_{DATASET}_{transient_id}_model.png" + plot_filename = f"stamps_{dataset}_{transient_id}_model.png" plot_target_model( model_host_sn, window=windows, @@ -934,7 +945,30 @@ def make_joint_lightcurve_from_obs_and_truth(lightcurve_obs, lightcurve_truth): return lightcurve +def parse_and_run(): + parser = argparse.ArgumentParser( + prog="SNForwardModel", + description="Runs forward models of SN + static scence and generates lightcurves.", + ) + parser.add_argument( + "transient_id", + type=int, + help="Transient ID. Used to look up information in 'transient_info_table.csv' and 'transient_host_info_table.csv'", + ) + parser.add_argument("--datadir", type=str, help="Location of image and truth files.") + parser.add_argument("--dataset", type=str, default="RomanDESC", choices=["RomanDESC", "DC2"]) + parser.add_argument("-v", "--verbose", action="store_true") + + args = parser.parse_args() + + run(transient_id=args.transient_id, + datadir=args.datadir, + dataset=args.dataset, + verbose=args.verbose) + + if __name__ == "__main__": + parse_and_run() # transient_id = 30328322 # transient_id = 20202893 # transient_id = 30005877 @@ -943,6 +977,3 @@ def make_joint_lightcurve_from_obs_and_truth(lightcurve_obs, lightcurve_truth): # This one fails to find isophote in initialization. # transient_id = 50006502 - - transient_id = int(sys.argv[1]) - run(transient_id) From 299047f66cde42fd4064a8b20f94b29229e596f8 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 21 Jun 2024 12:39:02 -0700 Subject: [PATCH 22/30] Accept multiple transient IDs on command line. --- python/RomanDESCForwardModelLightcurves.py | 38 +++++++++++++++++----- 1 file changed, 30 insertions(+), 8 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index 4294e3b..e3dd505 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -54,7 +54,6 @@ import argparse import os import re -import sys from typing import Optional import astrophot as ap @@ -458,7 +457,7 @@ def _plot_target_model_single(model, window=None, title=None, figsize=(16, 4)): def plot_lightcurve( - lightcurve, lightcurve_obs, lightcurve_truth, dataset, snr_threshold=1, plot_filename=None + lightcurve, lightcurve_obs, lightcurve_truth, transient_id, dataset, snr_threshold=1, plot_filename=None ): color_for_band = { "u": "purple", @@ -571,7 +570,26 @@ def plot_covariance(result, targets, plot_filename=None): plt.savefig(plot_filename) -def run( +def run_multiple_transients( + transient_ids, + datadir, + dataset="RomanDESC", + npix=75, + verbose=False, + overwrite=True, +): + for transient_id in transient_ids: + run_one_transient( + transient_id, + datadir, + dataset="RomanDESC", + npix=75, + verbose=False, + overwrite=True, + ) + + +def run_one_transient( transient_id, datadir, dataset="RomanDESC", @@ -835,6 +853,7 @@ def calc_center(params): lightcurve, lightcurve_obs, lightcurve_truth, + transient_id, dataset, plot_filename=plot_filename, ) @@ -953,7 +972,11 @@ def parse_and_run(): parser.add_argument( "transient_id", type=int, - help="Transient ID. Used to look up information in 'transient_info_table.csv' and 'transient_host_info_table.csv'", + nargs="+", + help=""" +Transient ID, or multiple IDs. +Used to look up information in 'transient_info_table.csv' and 'transient_host_info_table.csv' + """, ) parser.add_argument("--datadir", type=str, help="Location of image and truth files.") parser.add_argument("--dataset", type=str, default="RomanDESC", choices=["RomanDESC", "DC2"]) @@ -961,10 +984,9 @@ def parse_and_run(): args = parser.parse_args() - run(transient_id=args.transient_id, - datadir=args.datadir, - dataset=args.dataset, - verbose=args.verbose) + run_multiple_transients( + transient_ids=args.transient_id, datadir=args.datadir, dataset=args.dataset, verbose=args.verbose + ) if __name__ == "__main__": From b05210f38b343953eb44cc3a4f780b5987776bfc Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 21 Jun 2024 13:00:13 -0700 Subject: [PATCH 23/30] Standardize lightcurve file, plot naming. --- python/RomanDESCForwardModelLightcurves.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index e3dd505..2c11b49 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -838,8 +838,9 @@ def calc_center(params): model_filename = f"Transient_{transient_id}_AstroPhot_model.yaml" result.model.save(model_filename) + lightcurve_basename = f"lightcurve_{dataset}_{transient_id}" lightcurve_obs = make_lightcurve_from_fit(model_host_sn) - lightcurve_obs_filename = f"lightcurve_{transient_id}.csv" + lightcurve_obs_filename = lightcurve_basename + ".csv" if lightcurve_obs_filename is not None: lightcurve_obs.write(lightcurve_obs_filename, overwrite=overwrite) @@ -848,7 +849,7 @@ def calc_center(params): if verbose: print(lightcurve) - plot_filename = f"lightcurve_{dataset}_{transient_id}.png" + plot_filename = lightcurve_basename + ".png" plot_lightcurve( lightcurve, lightcurve_obs, From 82d96b2e4febb8307ad3e847a8ef2d1894231af5 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 21 Jun 2024 13:00:42 -0700 Subject: [PATCH 24/30] Add isort requirement for linting. --- requirements_pip.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements_pip.txt b/requirements_pip.txt index b3e0c33..90063c6 100644 --- a/requirements_pip.txt +++ b/requirements_pip.txt @@ -9,3 +9,4 @@ torch webbpsf # Requirements for linting and CI black +isort From 240e1415ea347b606436b7ba5f66364a75258941 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Tue, 9 Jul 2024 10:11:18 -0700 Subject: [PATCH 25/30] Move Notebook doc webbpsf from conda to pip install. --- .../RomanDESCForwardModelLightcurves.ipynb | 137 +++++++++++------- 1 file changed, 88 insertions(+), 49 deletions(-) diff --git a/notebook/RomanDESCForwardModelLightcurves.ipynb b/notebook/RomanDESCForwardModelLightcurves.ipynb index adadab5..80191bf 100644 --- a/notebook/RomanDESCForwardModelLightcurves.ipynb +++ b/notebook/RomanDESCForwardModelLightcurves.ipynb @@ -34,13 +34,20 @@ "This Notebook was developed and tested within a conda environment. You can create this environment with:\n", "\n", "```\n", - "conda create --name astrophot -c conda-forge python astropy cudatoolkit h5py ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm webbpsf\n", + "conda create --name astrophot -c conda-forge python astropy cudatoolkit h5py ipykernel jupyter matplotlib numpy pandas pyyaml pyarrow scipy requests tqdm \n", "conda activate astrophot\n", - "pip install astrophot pyro-ppl torch\n", + "pip install astrophot pyro-ppl torch webbpsf\n", "ipython kernel install --user --name=astrophot\n", "```\n", "\n", "And then download the `webbpsf` extra data files.\n", + "https://webbpsf.readthedocs.io/en/latest/installation.html#installing-the-required-data-files\n", + "\n", + "and set the `WEBBPSF_PATH` in the conda environment, e.g.,\n", + "\n", + "```\n", + "conda env config vars set WEBBPSF_PATH=/pscratch/sd/w/wmwv/RomanDESC/webbpsf-data\n", + "```\n", "\n", "This requires astrophot >= v0.15.2" ] @@ -57,7 +64,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "DATASET = \"RomanDESC\"\n", @@ -67,7 +76,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "import os\n", @@ -87,6 +98,18 @@ "import webbpsf\n" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Make sure we have WEBBPSF_PATH set to load the Roman WFI PSF model\n", + "print(os.environ[\"WEBBPSF_PATH\"])" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -97,7 +120,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "image_file_format = (\n", @@ -122,7 +147,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# 5 transient IDs of interest\n", @@ -231,7 +258,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# Persist the above in CSV files.\n", @@ -248,7 +277,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "def get_visit_band_sca_for_object_id(object_id):\n", @@ -326,7 +357,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# transient_id = 30328322\n", @@ -342,7 +375,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "transient_info = transient_info_table.loc[transient_id]\n", @@ -368,7 +403,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "image_files = [os.path.join(DATADIR, bn) for bn in image_file_basenames]\n", @@ -378,7 +415,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "def get_truth_table(truth_files, visits, transient_id):\n", @@ -414,7 +453,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": false + "tags": [] }, "outputs": [], "source": [ @@ -424,7 +463,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "print(lightcurve_truth)" @@ -445,7 +486,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "def get_roman_psf(band, sca, x, y):\n", @@ -490,7 +533,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "# These are 4k x 4k images\n", @@ -518,7 +563,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "### Bad pixel mask values\n", @@ -549,7 +596,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "zp_AB_to_nJy = 8.90 + 2.5 * 9" @@ -567,7 +616,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "DEFAULT_ZP = 22.5 # Appropriate if the image was calibrated and scaled to nanomaggies\n", @@ -664,7 +715,7 @@ "cell_type": "code", "execution_count": null, "metadata": { - "scrolled": false + "tags": [] }, "outputs": [], "source": [ @@ -674,7 +725,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "for i, target in enumerate(targets):\n", @@ -691,7 +744,9 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "tags": [] + }, "outputs": [], "source": [ "npix = 75\n", @@ -724,9 +779,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "n = len(targets.image_list)\n", @@ -1051,9 +1104,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "model_host_sn.initialize()" @@ -1108,9 +1159,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "model_filename = f\"Transient_{transient_id}_AstroPhot_model.yaml\"\n", @@ -1228,9 +1277,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "lightcurve_obs[\"mag\"] = lightcurve_obs[\"inst_mag\"] + lightcurve_obs[\"zp\"] \n", @@ -1281,9 +1328,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "lightcurve_truth" @@ -1292,9 +1337,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "from astropy.table import join\n", @@ -1332,9 +1375,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "lightcurve" @@ -1451,9 +1492,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "scrolled": false - }, + "metadata": {}, "outputs": [], "source": [ "plot_target_model(\n", @@ -1474,9 +1513,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "astrophot", "language": "python", - "name": "python3" + "name": "astrophot" }, "language_info": { "codemirror_mode": { @@ -1488,7 +1527,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.11.9" } }, "nbformat": 4, From 6d855aa318cd1d0eac166ecd4407db1321e5182c Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Wed, 17 Jul 2024 14:43:19 -0400 Subject: [PATCH 26/30] Add infodir separate from datadir. --- python/RomanDESCForwardModelLightcurves.py | 18 +++++++++++++----- 1 file changed, 13 insertions(+), 5 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index 2c11b49..22f39fd 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -216,10 +216,10 @@ def get_truth_table(truth_files, visits, transient_id): return truth_table -def get_transient_info_and_host(transient_id, datadir): +def get_transient_info_and_host(transient_id, infodir): # Read basic info catalog - transient_info_file = os.path.join(datadir, "transient_info_table.csv") - transient_host_info_file = os.path.join(datadir, "transient_host_info_table.csv") + transient_info_file = os.path.join(infodir, "transient_info_table.csv") + transient_host_info_file = os.path.join(infodir, "transient_host_info_table.csv") transient_info_table = Table.read(transient_info_file, format="csv") # Should eventually shift to a different way of tracking hosts # For now just reformatting into the previous way. @@ -573,6 +573,7 @@ def plot_covariance(result, targets, plot_filename=None): def run_multiple_transients( transient_ids, datadir, + infodir, dataset="RomanDESC", npix=75, verbose=False, @@ -582,6 +583,7 @@ def run_multiple_transients( run_one_transient( transient_id, datadir, + infodir, dataset="RomanDESC", npix=75, verbose=False, @@ -592,6 +594,7 @@ def run_multiple_transients( def run_one_transient( transient_id, datadir, + infodir, dataset="RomanDESC", npix=75, verbose=False, @@ -601,7 +604,7 @@ def run_one_transient( if verbose: print(f"Getting transient and static scene information for {transient_id}.") - transient_info, transient_host = get_transient_info_and_host(transient_id, datadir) + transient_info, transient_host = get_transient_info_and_host(transient_id, infodir) image_info, image_files, truth_files = get_image_and_truth_files(transient_id, dataset, datadir) lightcurve_truth = get_truth_table(truth_files, image_info["visit"], transient_id) print(lightcurve_truth) @@ -980,13 +983,18 @@ def parse_and_run(): """, ) parser.add_argument("--datadir", type=str, help="Location of image and truth files.") + parser.add_argument("--infodir", type=str, help="Location of SN and host galaxy catalogs.") parser.add_argument("--dataset", type=str, default="RomanDESC", choices=["RomanDESC", "DC2"]) parser.add_argument("-v", "--verbose", action="store_true") args = parser.parse_args() run_multiple_transients( - transient_ids=args.transient_id, datadir=args.datadir, dataset=args.dataset, verbose=args.verbose + transient_ids=args.transient_id, + datadir=args.datadir, + infodir=args.infodir, + dataset=args.dataset, + verbose=args.verbose, ) From 39b667310f44dbb77c9912221107de3d1d64e573 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Wed, 17 Jul 2024 14:54:33 -0400 Subject: [PATCH 27/30] Make test_one_lightcurve.sh work with infodir, datadir. --- tests/test_one_lightcurve.sh | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/tests/test_one_lightcurve.sh b/tests/test_one_lightcurve.sh index a1a507f..56b6591 100755 --- a/tests/test_one_lightcurve.sh +++ b/tests/test_one_lightcurve.sh @@ -1,2 +1,5 @@ +# Change this to what the RomanDESCSims data are. +# Below DATADIR should be the subdirectories 'images' and 'truth'. +DATADIR=${HOME}/data/RomanDESCSims # Run from base directoroy -python python/RomanDESCForwardModelLightcurves.py 41024123441 +python python/RomanDESCForwardModelLightcurves.py 41024123441 --infodir tests/data/RomanDesc --datadir ${DATADIR} --dataset RomanDESC From af26ba7d2eae4d3058f2ae4b70e453f7643ed274 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 19 Jul 2024 11:44:50 -0400 Subject: [PATCH 28/30] Better document command-line examples to run to test. --- README.md | 9 ++++++++- tests/test_one_lightcurve.sh | 18 +++++++++++++++--- 2 files changed, 23 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 27a5f63..3d0d0eb 100644 --- a/README.md +++ b/README.md @@ -53,8 +53,15 @@ ${DATADIR}/truth/H158/42193/Roman_TDS_index_H158_42193_1.txt Install required packages. See `requirements_conda.txt` and `requirements_pip.txt` for the respective requirements. (Not all needed packages are available via Conda). +On NERSC ``` +INFODIR=/pscratch/sd/w/wmwv/RomanDESC DATADIR=/pscratch/sd/w/wmwv/RomanDESC transient_id=41024123441 -python RomanDESCForwardModelLightcurves.py ${transient_id} --datadir ${DATADIR} +python RomanDESCForwardModelLightcurves.py ${transient_id} --infodir ${INFODIR} --datadir ${DATADIR} --dataset RomanDESC +``` + +A general test example script. Update the variables in the script to match your local system locations for DATADIR. +``` +sh tests/test_one_lightcurve.sh ``` diff --git a/tests/test_one_lightcurve.sh b/tests/test_one_lightcurve.sh index 56b6591..d5eb99d 100755 --- a/tests/test_one_lightcurve.sh +++ b/tests/test_one_lightcurve.sh @@ -1,5 +1,17 @@ -# Change this to what the RomanDESCSims data are. -# Below DATADIR should be the subdirectories 'images' and 'truth'. +# A general test example script. +# Update the variables in the script to match your local system locations for DATADIR. +# In DATADIR should be the subdirectories 'images' and 'truth'. DATADIR=${HOME}/data/RomanDESCSims + +# In INFODIR should be transient_info_table.csv +# transient_host_info_table.csv +# We have these in tests/data for a few transients, so we can use those to test +INFODIR=tests/data/RomanDESC +DATASET=RomanDESC +oid=41024123441 # Run from base directoroy -python python/RomanDESCForwardModelLightcurves.py 41024123441 --infodir tests/data/RomanDesc --datadir ${DATADIR} --dataset RomanDESC +python python/RomanDESCForwardModelLightcurves.py \ + ${oid} \ + --infodir ${INFODIR} \ + --datadir ${DATADIR} \ + --dataset ${DATASET} From de7c5f57d02e27ac399dcfe0d4750a3414c300a5 Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Fri, 19 Jul 2024 12:12:22 -0400 Subject: [PATCH 29/30] Wrap reading FITS file in context manager. Both for the HDU reading itself and to catch FITSFixedWarning which happens for all RomanDESCSims Roman images. --- python/RomanDESCForwardModelLightcurves.py | 43 +++++++++++++--------- 1 file changed, 26 insertions(+), 17 deletions(-) diff --git a/python/RomanDESCForwardModelLightcurves.py b/python/RomanDESCForwardModelLightcurves.py index 22f39fd..d89839b 100644 --- a/python/RomanDESCForwardModelLightcurves.py +++ b/python/RomanDESCForwardModelLightcurves.py @@ -55,6 +55,7 @@ import os import re from typing import Optional +import warnings import astrophot as ap import astropy.units as u @@ -64,7 +65,7 @@ from astropy.coordinates import SkyCoord from astropy.io import fits from astropy.table import Table, join -from astropy.wcs import WCS +from astropy.wcs import FITSFixedWarning, WCS class Config: @@ -326,28 +327,38 @@ def make_target( psf_size: float, width of the PSF do_mask: Use mask. """ - hdu = fits.open(image_filepath) - header = hdu[0].header # Primary header - img = hdu[hdu_idx["image"]].data # Image HDU - var = hdu[hdu_idx["variance"]].data # Variance HDU - + # The RomanDESCSims Roman files have a misformatted DATE-OBS + # (" " instead of "T" separator) + # so we build the targets in a context manager to suppress the warning + # messages for things that were automatically fixed when reading the file. + with warnings.catch_warnings(): + warnings.simplefilter("ignore", category=FITSFixedWarning) + with fits.open(image_filepath) as hdu: + header = hdu[0].header # Primary header + img = hdu[hdu_idx["image"]].data # Image HDU + # The WCS is stored in the image header not the primary header. + # So grab that here. + img_header = hdu[hdu_idx["image"]].header # Image HDU Header + var = hdu[hdu_idx["variance"]].data # Variance HDU + + if do_mask: + # We need to read the informative mask with a bad-value mask. + # E.g., for an LSST Science Pipelines mask, mask values + # don't mean bad, they just indicate something about the pixel + # E.g., one flag is that that pixel is part of a footprint + # of a valid object and we don't want to mask those! + informative_mask = hdu[hdu_idx["mask"]].data # Mask + bad_pixel_mask = informative_mask & bad_pixel_bitmask + + wcs = WCS(img_header) band = header["FILTER"] sca = header["SCA_NUM"] zp_band = {"H158": 32.603} - if do_mask: - # But need to translate the informative mask with a bad-pixel mask. - # E.g., for an LSST Science Pipelines mask, one of the mask values - # is that that pixel is part of a footprint of a valid object - # We don't want to mask those! - informative_mask = hdu[hdu_idx["mask"]].data # Mask - bad_pixel_mask = informative_mask & bad_pixel_bitmask - if zeropoint is None: zeropoint = zp_band[band] # + 2.5 * np.log10(header["EXPTIME"]) - wcs = WCS(hdu[hdu_idx["image"]].header) x, y = wcs.world_to_pixel(coord) psf = get_roman_psf(band, sca, x, y) @@ -376,8 +387,6 @@ def make_target( # This needs to be added to truth file "mag" to get calibrated mag target.header.sim_zptmag = header["ZPTMAG"] - hdu.close() - return target From 98b37ba689127ced2ea1199eee0399c8930b2f8c Mon Sep 17 00:00:00 2001 From: Michael Wood-Vasey Date: Wed, 24 Jul 2024 10:53:20 -0700 Subject: [PATCH 30/30] Improve documentation for running test_one_lightcurve.sh --- tests/test_one_lightcurve.sh | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/test_one_lightcurve.sh b/tests/test_one_lightcurve.sh index d5eb99d..bea19d3 100755 --- a/tests/test_one_lightcurve.sh +++ b/tests/test_one_lightcurve.sh @@ -1,4 +1,6 @@ # A general test example script. +# Run from root directory, sn-forward-model, with sh tests/test_one_lightcurve.sh. + # Update the variables in the script to match your local system locations for DATADIR. # In DATADIR should be the subdirectories 'images' and 'truth'. DATADIR=${HOME}/data/RomanDESCSims