diff --git a/README.md b/README.md index 3410b81..e1af557 100644 --- a/README.md +++ b/README.md @@ -4,24 +4,37 @@ Tools for analysing the suite of Constrained Simulations in BORG (CSiBORG) simul ## Ongoing projects +### Data to calculate +- [x] Process all CSiBORG1 snapshots (running). +- [ ] Calculate halo properties for CSiBORG1 +- [x] Calculate initial properties for CSiBORG1 +- [ ] Calculate halo properties for CSiBORG2 +- [x] Calculate initial properties for CSiBORG2 +- [ ] Process all Quijote simulations. +- [ ] Calculate halo properties for Quijote +- [ ] Calculate initial properties for Quijote + + +### General +- [ ] Add new halo properties to the catalogues. +- [x] Add initial halo properties to the catalogues. +- [x] Add a new flag for flipping x- and z-coordinates fro catalogues, snapshots and field readers. +- [x] Add radial velocity field loader. + ### Consistent halo reconstruction - [ ] Make a sketch of the overlap definition and add it to the paper. -- [ ] Improve the storage system for overlaps and calculate it for all simulations. +- [ ] Re-calculate the overlaps for CSiBORG1, Quijote and CSiBORG2 +- [x] Fix the script to calculate the initial lagrangian positions etc. ### Enviromental dependence of galaxy properties -- [ ] Prepare the CSiBORG one particle files for SPH. +- [x] Prepare the CSiBORG one particle files for SPH. - [ ] Transfer, calculate the SPH density field for CSiBORG1 and transfer back. - [x] Check that the velocity-field flipping of x and z coordinates is correct. - [x] Evaluate and share the density field for SDSS and SDSSxALFALFA for both CSiBORG2 and random fields. -- [ ] Check and verify the density field of galaxy colours (cannot do this now! Glamdring is super slow.) - -#### Calculated data -##### SPH-density & velocity field -- *CSiBORG2_main*, *CSiBORG2_random*, *CSiBORG2_varysmall* -- Evaluated for SDSS and SDSSxALFALFA in: *CSiBORG2_main*, *CSiBORG2_random* - -#### Radial velocity field -- *CSiBORG2_main +- [x] Check and verify the density field of galaxy colours (cannot do this now! Glamdring is super slow.) +- [x] Calculate the radial velocity field for random realizations (submitted) +- [x] Send Catherine concatenated data. +- [ ] Start analyzing DiSPERSE results. ### Mass-assembly of massive clusters @@ -33,13 +46,35 @@ Tools for analysing the suite of Constrained Simulations in BORG (CSiBORG) simul ### Effect of small-scale noise - [ ] Study how the small-scale noise variation affects the overlap measure, halo concentration and spin. +- [ ] Add uncertainty on the halo concentration. ### Gravitational-wave and large-scale structure +- [ ] Validate the velocity field results agains Supranta data sets. +- [x] Write code to estimate the enclosed mass and bulk flow. +- [ ] Write code to estimate the average radial velocity in a spherical shell. +- [ ] Write code to calculate the power spectrum of velocities. +- [ ] Estimate the amplitude of the velocity field in radial shells around the observer, estimate analogous results for random simulations, and see if they agree within cosmic variance. +- [ ] Calculate power spectra of velocities and maybe velocity dispersion. - [ ] Make the velocity field data available. + ### CSiBORG meets X-ray -- [ ] Make available one example snapshot from the simulation. Mention the issue with x- and z-coordinates. +- [x] Make available one example snapshot from the simulation. Mention the issue with x- and z-coordinates. +- [ ] Answer Johan and make a comparison to the Planck clusters. ### CSiBORG advertising - [ ] Decide on the webpage design and what to store there. - [ ] Write a short letter describing the simulations. + + +### Calculated data + +#### Enclosed mass & bulk velocity +- *CSiBORG2_main*, *CSiBORG2_varysmall*, *CSiBORG2_arandom* + +#### SPH-density & velocity field +- *CSiBORG2_main*, *CSiBORG2_random*, *CSiBORG2_varysmall* +- Evaluated for SDSS and SDSSxALFALFA in: *CSiBORG2_main*, *CSiBORG2_random* + +#### Radial velocity field +- *CSiBORG2_main, *CSiBORG2_random* \ No newline at end of file diff --git a/csiborgtools/__init__.py b/csiborgtools/__init__.py index 89301ef..ba09388 100644 --- a/csiborgtools/__init__.py +++ b/csiborgtools/__init__.py @@ -17,7 +17,8 @@ from csiborgtools import clustering, field, halo, match, read, summary from .utils import (center_of_mass, delta2ncells, number_counts, # noqa periodic_distance, periodic_distance_two_points, # noqa binned_statistic, cosine_similarity, fprint, # noqa - hms_to_degrees, dms_to_degrees, great_circle_distance) # noqa + hms_to_degrees, dms_to_degrees, great_circle_distance, # noqa + radec_to_cartesian) # noqa from .params import paths_glamdring, simname2boxsize # noqa @@ -52,7 +53,9 @@ class SDSSxALFALFA: if fpath is None: fpath = "/mnt/extraspace/rstiskalek/catalogs/5asfullmatch.fits" sel_steps = self.steps if apply_selection else None - return read.SDSS(fpath, h=1, sel_steps=sel_steps) + survey = read.SDSS(fpath, h=1, sel_steps=sel_steps) + survey.name = "SDSSxALFALFA" + return survey ############################################################################### diff --git a/csiborgtools/field/__init__.py b/csiborgtools/field/__init__.py index c424ced..72ea823 100644 --- a/csiborgtools/field/__init__.py +++ b/csiborgtools/field/__init__.py @@ -17,5 +17,6 @@ from .density import (DensityField, PotentialField, TidalTensorField, overdensity_field) # noqa from .interp import (evaluate_cartesian, evaluate_sky, field2rsp, # noqa fill_outside, make_sky, observer_peculiar_velocity, # noqa - nside2radec, smoothen_field) # noqa + smoothen_field, field_at_distance) # noqa from .corr import bayesian_bootstrap_correlation # noqa +from .utils import nside2radec # noqa diff --git a/csiborgtools/field/interp.py b/csiborgtools/field/interp.py index 2085192..a7f6332 100644 --- a/csiborgtools/field/interp.py +++ b/csiborgtools/field/interp.py @@ -15,7 +15,6 @@ """ Tools for interpolating 3D fields at arbitrary positions. """ -import healpy import MAS_library as MASL import numpy import smoothing_library as SL @@ -23,7 +22,7 @@ from numba import jit from tqdm import tqdm, trange from ..utils import periodic_wrap_grid, radec_to_cartesian -from .utils import divide_nonzero, force_single_precision +from .utils import divide_nonzero, force_single_precision, nside2radec ############################################################################### @@ -219,18 +218,47 @@ def make_sky(field, angpos, dist, boxsize, verbose=True): return out -def nside2radec(nside): - """ - Generate RA [0, 360] deg. and declination [-90, 90] deg. for HEALPix pixel - centres at a given nside. - """ - pixs = numpy.arange(healpy.nside2npix(nside)) - theta, phi = healpy.pix2ang(nside, pixs) +############################################################################### +# Average field at a radial distance # +############################################################################### - ra = 180 / numpy.pi * phi - dec = 90 - 180 / numpy.pi * theta - return numpy.vstack([ra, dec]).T +def field_at_distance(field, distance, boxsize, smooth_scales=None, nside=128, + verbose=True): + """ + Evaluate a scalar field at uniformly spaced angular coordinates at a + given distance from the observer + + Parameters + ---------- + field : 3-dimensional array of shape `(grid, grid, grid)` + Field to be interpolated. + distance : float + Distance from the observer in `Mpc / h`. + boxsize : float + Box size in `Mpc / h`. + smooth_scales : (list of) float, optional + Smoothing scales in `Mpc / h`. If `None`, no smoothing is performed. + nside : int, optional + HEALPix nside. Used to generate the uniformly spaced angular + coordinates. Recommended to be >> 1. + verbose : bool, optional + Smoothing verbosity flag. + + Returns + ------- + vals : n-dimensional array of shape `(npix, len(smooth_scales))` + """ + # Get positions of HEALPix pixels on the sky and then convert those to + # box Cartesian coordinates. We take HEALPix pixels because they are + # uniformly distributed on the sky. + angpos = nside2radec(nside) + X = numpy.hstack([numpy.ones(len(angpos)).reshape(-1, 1) * distance, + angpos]) + X = radec_to_cartesian(X) / boxsize + 0.5 + + return evaluate_cartesian(field, pos=X, smooth_scales=smooth_scales, + verbose=verbose) ############################################################################### diff --git a/csiborgtools/field/utils.py b/csiborgtools/field/utils.py index bbb4a0f..6033912 100644 --- a/csiborgtools/field/utils.py +++ b/csiborgtools/field/utils.py @@ -18,6 +18,7 @@ imports. """ from numba import jit import numpy +import healpy def force_single_precision(x): @@ -42,3 +43,26 @@ def divide_nonzero(field0, field1): for k in range(kmax): if field1[i, j, k] != 0: field0[i, j, k] /= field1[i, j, k] + + +def nside2radec(nside): + """ + Generate RA [0, 360] deg. and declination [-90, 90] deg for HEALPix pixel + centres at a given nside. + + Parameters + ---------- + nside : int + HEALPix nside. + + Returns + ------- + angpos : 2-dimensional array of shape (npix, 2) + """ + pixs = numpy.arange(healpy.nside2npix(nside)) + theta, phi = healpy.pix2ang(nside, pixs) + + ra = 180 / numpy.pi * phi + dec = 90 - 180 / numpy.pi * theta + + return numpy.vstack([ra, dec]).T diff --git a/csiborgtools/match/match.py b/csiborgtools/match/match.py index 5b3c3ba..1961ddb 100644 --- a/csiborgtools/match/match.py +++ b/csiborgtools/match/match.py @@ -202,10 +202,9 @@ class RealisationsMatcher(BaseMatcher): # in the reference simulation from the cross simulation in the initial # snapshot. match_indxs = radius_neighbours( - catx.knn(in_initial=True, subtract_observer=False, periodic=True), - cat0["lagpatch_coordinates"], radiusX=cat0["lagpatch_radius"], - radiusKNN=catx["lagpatch_radius"], nmult=self.nmult, - enforce_int32=True, verbose=verbose) + catx.knn(in_initial=True), cat0["lagpatch_coordinates"], + radiusX=cat0["lagpatch_radius"], radiusKNN=catx["lagpatch_radius"], + nmult=self.nmult, enforce_int32=True, verbose=verbose) # We next remove neighbours whose mass is too large/small. if self.dlogmass is not None: @@ -367,6 +366,7 @@ class ParticleOverlap(BaseMatcher): cellmin = self.box_size // 2 - self.bckg_halfsize cellmax = self.box_size // 2 + self.bckg_halfsize ncells = cellmax - cellmin + boxsize_mpc = cat.boxsize # We then pre-allocate the density field/check it is of the right shape if delta is None: delta = numpy.zeros((ncells,) * 3, dtype=numpy.float32) @@ -382,6 +382,7 @@ class ParticleOverlap(BaseMatcher): for hid in iterator: try: pos = cat.snapshot.halo_coordinates(hid, is_group=True) + pos /= boxsize_mpc except ValueError as e: # If not particles found for this halo, just skip it. if str(e).startswith("Halo "): @@ -852,6 +853,8 @@ def load_processed_halo(hid, cat, ncells, nshift): pos = cat.snapshot.halo_coordinates(hid, is_group=True) mass = cat.snapshot.halo_masses(hid, is_group=True) + pos /= cat.boxsize + pos = pos2cell(pos, ncells) mins, maxs = get_halo_cell_limits(pos, ncells=ncells, nshift=nshift) return pos, mass, numpy.sum(mass), mins, maxs diff --git a/csiborgtools/params.py b/csiborgtools/params.py index 72678b6..50b5c8f 100644 --- a/csiborgtools/params.py +++ b/csiborgtools/params.py @@ -34,6 +34,8 @@ def simname2boxsize(simname): "csiborg2_main": 676.6, "csiborg2_varysmall": 676.6, "csiborg2_random": 676.6, + "borg1": 677.7, + "borg2": 676.6, "quijote": 1000. } @@ -52,6 +54,8 @@ paths_glamdring = { "csiborg2_random_srcdir": "/mnt/extraspace/rstiskalek/csiborg2_random", # noqa "postdir": "/mnt/extraspace/rstiskalek/csiborg_postprocessing/", "quijote_dir": "/mnt/extraspace/rstiskalek/quijote", + "borg2_dir": "/mnt/extraspace/rstiskalek/BORG_STOPYRA_2023", + "tng300_1_dir": "/mnt/extraspace/rstiskalek/TNG300-1/", } diff --git a/csiborgtools/read/__init__.py b/csiborgtools/read/__init__.py index 2552a04..9fb99b7 100644 --- a/csiborgtools/read/__init__.py +++ b/csiborgtools/read/__init__.py @@ -14,8 +14,10 @@ # 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. from .catalogue import (CSiBORG1Catalogue, CSiBORG2Catalogue, # noqa CSiBORG2MergerTreeReader, QuijoteCatalogue) # noqa -from .snapshot import (CSIBORG1Snapshot, CSIBORG2Snapshot, QuijoteSnapshot, # noqa - CSiBORG1Field, CSiBORG2Field, QuijoteField) # noqa +from .snapshot import (CSiBORG1Snapshot, CSiBORG2Snapshot, QuijoteSnapshot, # noqa + CSiBORG1Field, CSiBORG2Field, QuijoteField, BORG2Field, # noqa + BORG1Field) # noqa from .obs import (SDSS, MCXCClusters, PlanckClusters, TwoMPPGalaxies, # noqa - TwoMPPGroups, ObservedCluster, match_array_to_no_masking) # noqa + TwoMPPGroups, ObservedCluster, match_array_to_no_masking, # noqa + cols_to_structured) # noqa from .paths import Paths # noqa diff --git a/csiborgtools/read/catalogue.py b/csiborgtools/read/catalogue.py index 97596a4..cef4724 100644 --- a/csiborgtools/read/catalogue.py +++ b/csiborgtools/read/catalogue.py @@ -69,6 +69,7 @@ class BaseCatalogue(ABC): self._observer_location = None self._observer_velocity = None + self._flip_xz = False self._boxsize = None self._cache = OrderedDict() @@ -81,7 +82,7 @@ class BaseCatalogue(ABC): def init_with_snapshot(self, simname, nsim, nsnap, paths, snapshot, bounds, boxsize, observer_location, - observer_velocity, cache_maxsize=64): + observer_velocity, flip_xz, cache_maxsize=64): self.simname = simname self.nsim = nsim self.nsnap = nsnap @@ -89,6 +90,7 @@ class BaseCatalogue(ABC): self.boxsize = boxsize self.observer_location = observer_location self.observer_velocity = observer_velocity + self.flip_xz = flip_xz self.cache_maxsize = cache_maxsize @@ -211,6 +213,24 @@ class BaseCatalogue(ABC): raise TypeError("`boxsize` must be an integer or float.") self._boxsize = float(boxsize) + @property + def flip_xz(self): + """ + Whether to flip the x- and z-coordinates to undo the MUSIC bug to match + observations. + + Returns + ------- + bool + """ + return self._flip_xz + + @flip_xz.setter + def flip_xz(self, flip_xz): + if not isinstance(flip_xz, bool): + raise TypeError("`flip_xz` must be a boolean.") + self._flip_xz = flip_xz + @property def cache_maxsize(self): """ @@ -592,6 +612,10 @@ class BaseCatalogue(ABC): elif key == "redshift_dist": out = self["__cartesian_redshift_pos"] out = numpy.linalg.norm(out - self.observer_location, axis=1) + elif key == "lagpatch_radius": + out = self.lagpatch_radius + elif key == "lagpatch_coordinates": + out = self.lagpatch_coordinates elif key == "npart": out = self.npart elif key == "totmass": @@ -650,16 +674,23 @@ class CSiBORG1Catalogue(BaseCatalogue): a boolean. observer_velocity : 1-dimensional array, optional Observer's velocity in :math:`\mathrm{km} / \mathrm{s}`. + flip_xz : bool, optional + Whether to flip the x- and z-coordinates to undo the MUSIC bug to match + observations. cache_maxsize : int, optional Maximum number of cached arrays. """ def __init__(self, nsim, paths=None, snapshot=None, bounds=None, - observer_velocity=None, cache_maxsize=64): + observer_velocity=None, flip_xz=True, cache_maxsize=64): super().__init__() + + if paths is None: + paths = Paths(**paths_glamdring) + super().init_with_snapshot( "csiborg1", nsim, max(paths.get_snapshots(nsim, "csiborg1")), paths, snapshot, bounds, 677.7, [338.85, 338.85, 338.85], - observer_velocity, cache_maxsize) + observer_velocity, flip_xz, cache_maxsize) self._custom_keys = [] @@ -675,9 +706,12 @@ class CSiBORG1Catalogue(BaseCatalogue): @property def coordinates(self): - # NOTE: We flip x and z to undo MUSIC bug. - z, y, x = [self._read_fof_catalogue(key) for key in ["x", "y", "z"]] - return numpy.vstack([x, y, z]).T + x, y, z = [self._read_fof_catalogue(key) for key in ["x", "y", "z"]] + + if self.flip_xz: + return numpy.vstack([z, y, x]).T + else: + return numpy.vstack([x, y, z]).T @property def velocities(self): @@ -698,11 +732,18 @@ class CSiBORG1Catalogue(BaseCatalogue): @property def lagpatch_coordinates(self): - raise RuntimeError("Lagrangian patch coordinates are not available.") + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + data = numpy.load(fpath) + + if self.flip_xz: + return numpy.vstack([data["z"], data["y"], data["x"]]).T + else: + return numpy.vstack([data["x"], data["y"], data["z"]]).T @property def lagpatch_radius(self): - raise RuntimeError("Lagrangian patch radius is not available.") + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + return numpy.load(fpath)["lagpatch_size"] ############################################################################### @@ -730,15 +771,20 @@ class CSiBORG2Catalogue(BaseCatalogue): a boolean. observer_velocity : 1-dimensional array, optional Observer's velocity in :math:`\mathrm{km} / \mathrm{s}`. + flip_xz : bool, optional + Whether to flip the x- and z-coordinates to undo the MUSIC bug to match + observations. cache_maxsize : int, optional Maximum number of cached arrays. """ def __init__(self, nsim, nsnap, kind, paths=None, snapshot=None, - bounds=None, observer_velocity=None, cache_maxsize=64): + bounds=None, observer_velocity=None, flip_xz=True, + cache_maxsize=64): super().__init__() super().init_with_snapshot( f"csiborg2_{kind}", nsim, nsnap, paths, snapshot, bounds, - 676.6, [338.3, 338.3, 338.3], observer_velocity, cache_maxsize) + 676.6, [338.3, 338.3, 338.3], observer_velocity, flip_xz, + cache_maxsize) self._custom_keys = ["GroupFirstSub", "GroupContamination", "GroupNsubs", "Group_M_Crit200"] @@ -767,16 +813,16 @@ class CSiBORG2Catalogue(BaseCatalogue): @property def coordinates(self): - # Loading directly the Gadget4 output, flip x and z to undo MUSIC bug. out = self._read_fof_catalogue("GroupPos") - out[:, [0, 2]] = out[:, [2, 0]] + if self.flip_xz: + out[:, [0, 2]] = out[:, [2, 0]] return out @property def velocities(self): - # Loading directly the Gadget4 output, flip x and z to undo MUSIC bug. out = self._read_fof_catalogue("GroupVel") - out[:, [0, 2]] = out[:, [2, 0]] + if self.flip_xz: + out[:, [0, 2]] = out[:, [2, 0]] return out @property @@ -795,11 +841,28 @@ class CSiBORG2Catalogue(BaseCatalogue): @property def lagpatch_coordinates(self): - raise RuntimeError("Lagrangian patch coordinates are not available.") + if self.nsnap != 99: + raise RuntimeError("Lagrangian patch information is only " + "available for haloes defined at the final " + f"snapshot (indexed 99). Chosen {self.nsnap}.") + + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + data = numpy.load(fpath) + + if self.flip_xz: + return numpy.vstack([data["z"], data["y"], data["x"]]).T + else: + return numpy.vstack([data["x"], data["y"], data["z"]]).T @property def lagpatch_radius(self): - raise RuntimeError("Lagrangian patch radius is not available.") + if self.nsnap != 99: + raise RuntimeError("Lagrangian patch information is only " + "available for haloes defined at the final " + f"snapshot (indexed 99). Chosen {self.nsnap}.") + + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + return numpy.load(fpath)["lagpatch_size"] @property def GroupFirstSub(self): @@ -1086,12 +1149,11 @@ class QuijoteCatalogue(BaseCatalogue): Maximum number of cached arrays. """ def __init__(self, nsim, paths=None, snapshot=None, bounds=None, - observer_velocity=None, - cache_maxsize=64): + observer_velocity=None, cache_maxsize=64): super().__init__() super().init_with_snapshot( "quijote", nsim, 4, paths, snapshot, bounds, 1000, - [500., 500., 500.,], observer_velocity, cache_maxsize) + [500., 500., 500.,], observer_velocity, False, cache_maxsize) self._custom_keys = [] self._bounds = bounds @@ -1131,11 +1193,14 @@ class QuijoteCatalogue(BaseCatalogue): @property def lagpatch_coordinates(self): - raise RuntimeError("Lagrangian patch coordinates are not available.") + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + data = numpy.load(fpath) + return numpy.vstack([data["x"], data["y"], data["z"]]).T @property def lagpatch_radius(self): - raise RuntimeError("Lagrangian patch radius is not available.") + fpath = self.paths.initial_lagpatch(self.nsim, self.simname) + return numpy.load(fpath)["lagpatch_size"] def pick_fiducial_observer(self, n, rmax): r""" diff --git a/csiborgtools/read/paths.py b/csiborgtools/read/paths.py index 3adf1d3..6d1031e 100644 --- a/csiborgtools/read/paths.py +++ b/csiborgtools/read/paths.py @@ -53,6 +53,12 @@ class Paths: Path to the CSiBORG post-processing directory. quijote_dir : str Path to the Quijote simulation directory. + borg1_dir : str + Path to the BORG1 simulation directory. + borg2_dir : str + Path to the BORG2 simulation directory. + tng300_1_dir : str + Path to the TNG300-1 simulation directory. """ def __init__(self, csiborg1_srcdir, @@ -61,13 +67,18 @@ class Paths: csiborg2_varysmall_srcdir, postdir, quijote_dir, + borg1_dir, + borg2_dir, + tng300_1_dir ): self.csiborg1_srcdir = csiborg1_srcdir self.csiborg2_main_srcdir = csiborg2_main_srcdir self.csiborg2_random_srcdir = csiborg2_random_srcdir self.csiborg2_varysmall_srcdir = csiborg2_varysmall_srcdir self.quijote_dir = quijote_dir - + self.borg1_dir = borg1_dir + self.borg2_dir = borg2_dir + self.tng300_1_dir = tng300_1_dir self.postdir = postdir def get_ics(self, simname): @@ -83,10 +94,10 @@ class Paths: ------- ids : 1-dimensional array """ - if simname == "csiborg1": + if simname == "csiborg1" or simname == "borg1": files = glob(join(self.csiborg1_srcdir, "chain_*")) files = [int(search(r'chain_(\d+)', f).group(1)) for f in files] - elif simname == "csiborg2_main": + elif simname == "csiborg2_main" or simname == "borg2": files = glob(join(self.csiborg2_main_srcdir, "chain_*")) files = [int(search(r'chain_(\d+)', f).group(1)) for f in files] elif simname == "csiborg2_random": @@ -175,25 +186,27 @@ class Paths: str """ if simname == "csiborg1": - return join(self.csiborg1_srcdir, f"chain_{nsim}", - f"snapshot_{str(nsnap).zfill(5)}.hdf5") + fpath = join(self.csiborg1_srcdir, f"chain_{nsim}", + f"snapshot_{str(nsnap).zfill(5)}.hdf5") elif simname == "csiborg2_main": - return join(self.csiborg2_main_srcdir, f"chain_{nsim}", "output", - f"snapshot_{str(nsnap).zfill(3)}.hdf5") + fpath = join(self.csiborg2_main_srcdir, f"chain_{nsim}", "output", + f"snapshot_{str(nsnap).zfill(3)}.hdf5") elif simname == "csiborg2_random": - return join(self.csiborg2_random_srcdir, f"chain_{nsim}", "output", - f"snapshot_{str(nsnap).zfill(3)}.hdf5") + fpath = join(self.csiborg2_random_srcdir, f"chain_{nsim}", + "output", f"snapshot_{str(nsnap).zfill(3)}.hdf5") elif simname == "csiborg2_varysmall": - return join(self.csiborg2_varysmall_srcdir, - f"chain_16417_{str(nsim).zfill(3)}", "output", - f"snapshot_{str(nsnap).zfill(3)}.hdf5") + fpath = join(self.csiborg2_varysmall_srcdir, + f"chain_16417_{str(nsim).zfill(3)}", "output", + f"snapshot_{str(nsnap).zfill(3)}.hdf5") elif simname == "quijote": - return join(self.quijote_dir, "fiducial_processed", - f"chain_{nsim}", - f"snapshot_{str(nsnap).zfill(3)}.hdf5") + fpath = join(self.quijote_dir, "fiducial_processed", + f"chain_{nsim}", + f"snapshot_{str(nsnap).zfill(3)}.hdf5") else: raise ValueError(f"Unknown simulation name `{simname}`.") + return fpath + def snapshot_catalogue(self, nsnap, nsim, simname): """ Path to the halo catalogue of a simulation snapshot. @@ -218,7 +231,7 @@ class Paths: return join(self.csiborg2_main_srcdir, f"chain_{nsim}", "output", f"fof_subhalo_tab_{str(nsnap).zfill(3)}.hdf5") elif simname == "csiborg2_random": - return join(self.csiborg2_ranodm_srcdir, f"chain_{nsim}", "output", + return join(self.csiborg2_random_srcdir, f"chain_{nsim}", "output", f"fof_subhalo_tab_{str(nsnap).zfill(3)}.hdf5") elif simname == "csiborg2_varysmall": return join(self.csiborg2_varysmall_srcdir, @@ -231,6 +244,40 @@ class Paths: else: raise ValueError(f"Unknown simulation name `{simname}`.") + def initial_lagpatch(self, nsim, simname): + """ + Path to the Lagrangain patch information of a simulation for halos + defined at z = 0. + + Parameters + ---------- + nsim : int + IC realisation index. + simname : str + Simulation name. + + Returns + ------- + str + """ + if simname == "csiborg1": + return join(self.csiborg1_srcdir, f"chain_{nsim}", + "initial_lagpatch.npy") + elif simname == "csiborg2_main": + return join(self.csiborg2_main_srcdir, "catalogues", + f"initial_lagpatch_{nsim}.npy") + elif simname == "csiborg2_random": + return join(self.csiborg2_random_srcdir, "catalogues", + f"initial_lagpatch_{nsim}.npy") + elif simname == "csiborg2_varysmall": + return join(self.csiborg2_varysmall_srcdir, "catalogues", + f"initial_lagpatch_{nsim}.npy") + elif simname == "quijote": + return join(self.quijote_dir, "fiducial_processed", + f"chain_{nsim}", "initial_lagpatch.npy") + else: + raise ValueError(f"Unknown simulation name `{simname}`.") + def trees(self, nsim, simname): """ Path to the halo trees of a simulation snapshot. @@ -284,7 +331,7 @@ class Paths: ------- str """ - if simname == "csiborg": + if "csiborg" in simname: fdir = join(self.postdir, "overlap") elif simname == "quijote": fdir = join(self.quijote_dir, "overlap") @@ -297,7 +344,7 @@ class Paths: nsimx = str(nsimx).zfill(5) min_logmass = float('%.4g' % min_logmass) - fname = f"overlap_{nsim0}_{nsimx}_{min_logmass}.npz" + fname = f"overlap_{simname}_{nsim0}_{nsimx}_{min_logmass}.npz" if smoothed: fname = fname.replace("overlap", "overlap_smoothed") return join(fdir, fname) @@ -367,6 +414,13 @@ class Paths: ------- str """ + if simname == "borg2": + return join(self.borg2_dir, f"mcmc_{nsim}.h5") + + if simname == "borg1": + # + return f"/mnt/zfsusers/hdesmond/BORG_final/mcmc_{nsim}.h5" + if MAS == "SPH" and kind in ["density", "velocity"]: if simname == "csiborg1": raise ValueError("SPH field not available for CSiBORG1.") @@ -581,3 +635,13 @@ class Paths: files = glob(join(fdir, f"{simname}_tpcf*")) run = "__" + run return [f for f in files if run in f] + + def tng300_1(self): + """ + Path to the TNG300-1 simulation directory. + + Returns + ------- + str + """ + return self.tng300_1_dir diff --git a/csiborgtools/read/snapshot.py b/csiborgtools/read/snapshot.py index 77c18f8..929755a 100644 --- a/csiborgtools/read/snapshot.py +++ b/csiborgtools/read/snapshot.py @@ -18,6 +18,7 @@ should be implemented things such as flipping x- and z-axes, to make sure that observed RA-dec can be mapped into the simulation box. """ from abc import ABC, abstractmethod, abstractproperty +from os.path import join import numpy from h5py import File @@ -35,14 +36,26 @@ class BaseSnapshot(ABC): """ Base class for reading snapshots. """ - def __init__(self, nsim, nsnap, paths): - if not isinstance(nsim, int): - raise TypeError("`nsim` must be an integer") - self._nsim = nsim + def __init__(self, nsim, nsnap, paths, keep_snapshot_open=False, + flip_xz=False): + self._keep_snapshot_open = None - if not isinstance(nsnap, int): + if not isinstance(nsim, (int, numpy.integer)): + raise TypeError("`nsim` must be an integer") + self._nsim = int(nsim) + + if not isinstance(nsnap, (int, numpy.integer)): raise TypeError("`nsnap` must be an integer") - self._nsnap = nsnap + self._nsnap = int(nsnap) + + if not isinstance(keep_snapshot_open, bool): + raise TypeError("`keep_snapshot_open` must be a boolean.") + self._keep_snapshot_open = keep_snapshot_open + self._snapshot_file = None + + if not isinstance(flip_xz, bool): + raise TypeError("`flip_xz` must be a boolean.") + self._flip_xz = flip_xz self._paths = paths self._hid2offset = None @@ -106,6 +119,30 @@ class BaseSnapshot(ABC): self._paths = Paths(**paths_glamdring) return self._paths + @property + def keep_snapshot_open(self): + """ + Whether to keep the snapshot file open when reading halo particles. + This is useful for repeated access to the snapshot. + + Returns + ------- + bool + """ + return self._keep_snapshot_open + + @property + def flip_xz(self): + """ + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. + + Returns + ------- + bool + """ + return self._flip_xz + @abstractproperty def coordinates(self): """ @@ -221,6 +258,43 @@ class BaseSnapshot(ABC): """ pass + def open_snapshot(self): + """ + Open the snapshot file, particularly used in the context of loading in + particles of individual haloes. + + Returns + ------- + h5py.File + """ + if not self.keep_snapshot_open: + # Check if the snapshot path is set + if not hasattr(self, "_snapshot_path"): + raise RuntimeError("Snapshot path not set.") + + return File(self._snapshot_path, "r") + + # Here if we want to keep the snapshot open + if self._snapshot_file is None: + self._snapshot_file = File(self._snapshot_path, "r") + + return self._snapshot_file + + def close_snapshot(self): + """ + Close the snapshot file opened with `open_snapshot`. + + Returns + ------- + None + """ + if not self.keep_snapshot_open: + return + + if self._snapshot_file is not None: + self._snapshot_file.close() + self._snapshot_file = None + def select_box(self, center, boxwidth): """ Find particle coordinates of particles within a box of size `boxwidth` @@ -248,10 +322,11 @@ class BaseSnapshot(ABC): ############################################################################### -class CSIBORG1Snapshot(BaseSnapshot): +class CSiBORG1Snapshot(BaseSnapshot): """ CSiBORG1 snapshot class with the FoF halo finder particle assignment. - CSiBORG1 was run with RAMSES. + CSiBORG1 was run with RAMSES. Note that the haloes are defined at z = 0 and + index from 1. Parameters ---------- @@ -261,9 +336,16 @@ class CSIBORG1Snapshot(BaseSnapshot): Snapshot index. paths : Paths, optional Paths object. + keep_snapshot_open : bool, optional + Whether to keep the snapshot file open when reading halo particles. + This is useful for repeated access to the snapshot. + flip_xz : bool, optional + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. """ - def __init__(self, nsim, nsnap, paths=None): - super().__init__(nsim, nsnap, paths) + def __init__(self, nsim, nsnap, paths=None, keep_snapshot_open=False, + flip_xz=False): + super().__init__(nsim, nsnap, paths, keep_snapshot_open, flip_xz) self._snapshot_path = self.paths.snapshot( self.nsnap, self.nsim, "csiborg1") self._simname = "csiborg1" @@ -272,6 +354,9 @@ class CSIBORG1Snapshot(BaseSnapshot): with File(self._snapshot_path, "r") as f: x = f[kind][...] + if self.flip_xz and kind in ["Coordinates", "Velocities"]: + x[:, [0, 2]] = x[:, [2, 0]] + return x def coordinates(self): @@ -293,13 +378,18 @@ class CSIBORG1Snapshot(BaseSnapshot): if not is_group: raise ValueError("There is no subhalo catalogue for CSiBORG1.") - with File(self._snapshot_path, "r") as f: - i, j = self.hid2offset.get(halo_id, (None, None)) + f = self.open_snapshot() + i, j = self.hid2offset.get(halo_id, (None, None)) + if i is None: + raise ValueError(f"Halo `{halo_id}` not found.") - if i is None: - raise ValueError(f"Halo `{halo_id}` not found.") + x = f[kind][i:j + 1] - x = f[kind][i:j + 1] + if not self.keep_snapshot_open: + self.close_snapshot() + + if self.flip_xz and kind in ["Coordinates", "Velocities"]: + x[:, [0, 2]] = x[:, [2, 0]] return x @@ -313,8 +403,9 @@ class CSIBORG1Snapshot(BaseSnapshot): return self._get_halo_particles(halo_id, "Masses", is_group) def _make_hid2offset(self): + nsnap = max(self.paths.get_snapshots(self.nsim, "csiborg1")) catalogue_path = self.paths.snapshot_catalogue( - self.nsnap, self.nsim, "csiborg1") + nsnap, self.nsim, "csiborg1") with File(catalogue_path, "r") as f: offset = f["GroupOffset"][:] @@ -326,7 +417,7 @@ class CSIBORG1Snapshot(BaseSnapshot): # CSiBORG2 snapshot class # ############################################################################### -class CSIBORG2Snapshot(BaseSnapshot): +class CSiBORG2Snapshot(BaseSnapshot): """ CSiBORG2 snapshot class with the FoF halo finder particle assignment and SUBFIND subhalo finder. The simulations were run with Gadget4. @@ -341,9 +432,16 @@ class CSIBORG2Snapshot(BaseSnapshot): CSiBORG2 run kind. One of `main`, `random`, or `varysmall`. paths : Paths, optional Paths object. + keep_snapshot_open : bool, optional + Whether to keep the snapshot file open when reading halo particles. + This is useful for repeated access to the snapshot. + flip_xz : bool, optional + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. """ - def __init__(self, nsim, nsnap, kind, paths=None): - super().__init__(nsim, nsnap, paths) + def __init__(self, nsim, nsnap, kind, paths=None, + keep_snapshot_open=False, flip_xz=False): + super().__init__(nsim, nsnap, paths, keep_snapshot_open, flip_xz) self.kind = kind fpath = self.paths.snapshot(self.nsnap, self.nsim, @@ -390,6 +488,9 @@ class CSIBORG2Snapshot(BaseSnapshot): else: x = numpy.vstack([x, f[f"PartType5/{kind}"][...]]) + if self.flip_xz and kind in ["Coordinates", "Velocities"]: + x[:, [0, 2]] = x[:, [2, 0]] + return x def coordinates(self): @@ -408,26 +509,39 @@ class CSIBORG2Snapshot(BaseSnapshot): if not is_group: raise RuntimeError("While the CSiBORG2 subhalo catalogue exists, it is not currently implemented.") # noqa - with File(self._snapshot_path, "r") as f: - i1, j1 = self.hid2offset["type1"].get(halo_id, (None, None)) - i5, j5 = self.hid2offset["type5"].get(halo_id, (None, None)) + f = self.open_snapshot() + i1, j1 = self.hid2offset["type1"].get(halo_id, (None, None)) + i5, j5 = self.hid2offset["type5"].get(halo_id, (None, None)) - # Check if this is a valid halo - if i1 is None and i5 is None: - raise ValueError(f"Halo `{halo_id}` not found.") - if j1 - i1 == 0 and j5 - i5 == 0: - raise ValueError(f"Halo `{halo_id}` has no particles.") + # Check if this is a valid halo + if i1 is None and i5 is None: + raise ValueError(f"Halo `{halo_id}` not found.") + if j1 - i1 == 0 and j5 - i5 == 0: + raise ValueError(f"Halo `{halo_id}` has no particles.") - if i1 is not None and j1 - i1 > 0: - if kind == "Masses": - x1 = numpy.ones(j1 - i1, dtype=numpy.float32) - x1 *= f["Header"].attrs["MassTable"][1] - else: - x1 = f[f"PartType1/{kind}"][i1:j1] + if i1 is not None and j1 - i1 > 0: + if kind == "Masses": + x1 = numpy.ones(j1 - i1, dtype=numpy.float32) + x1 *= f["Header"].attrs["MassTable"][1] + else: + x1 = f[f"PartType1/{kind}"][i1:j1] - if i5 is not None and j5 - i5 > 0: - x5 = f[f"PartType5/{kind}"][i5:j5] + # Flipping of x- and z-axes + if self.flip_xz: + x1[:, [0, 2]] = x1[:, [2, 0]] + if i5 is not None and j5 - i5 > 0: + x5 = f[f"PartType5/{kind}"][i5:j5] + + # Flipping of x- and z-axes + if self.flip_xz and kind in ["Coordinates", "Velocities"]: + x5[:, [0, 2]] = x5[:, [2, 0]] + + # Close the snapshot file if we don't want to keep it open + if not self.keep_snapshot_open: + self.close_snapshot() + + # Are we stacking high-resolution and low-resolution particles? if i5 is None or j5 - i5 == 0: return x1 @@ -475,7 +589,7 @@ class CSIBORG2Snapshot(BaseSnapshot): ############################################################################### -class QuijoteSnapshot(CSIBORG1Snapshot): +class QuijoteSnapshot(CSiBORG1Snapshot): """ Quijote snapshot class with the FoF halo finder particle assignment. Because of similarities with how the snapshot is processed with CSiBORG1, @@ -489,9 +603,12 @@ class QuijoteSnapshot(CSIBORG1Snapshot): Snapshot index. paths : Paths, optional Paths object. + keep_snapshot_open : bool, optional + Whether to keep the snapshot file open when reading halo particles. + This is useful for repeated access to the snapshot. """ - def __init__(self, nsim, nsnap, paths=None): - super().__init__(nsim, nsnap, paths) + def __init__(self, nsim, nsnap, paths=None, keep_snapshot_open=False): + super().__init__(nsim, nsnap, paths, keep_snapshot_open, flip_xz=False) self._snapshot_path = self.paths.snapshot(self.nsnap, self.nsim, "quijote") self._simname = "quijote" @@ -515,13 +632,17 @@ class BaseField(ABC): """ Base class for reading fields such as density or velocity fields. """ - def __init__(self, nsim, paths): + def __init__(self, nsim, paths, flip_xz=False): if isinstance(nsim, numpy.integer): nsim = int(nsim) if not isinstance(nsim, int): raise TypeError(f"`nsim` must be an integer. Received `{type(nsim)}`.") # noqa - self._nsim = nsim + + if not isinstance(flip_xz, bool): + raise TypeError("`flip_xz` must be a boolean.") + self._flip_xz = flip_xz + self._paths = paths @property @@ -548,6 +669,18 @@ class BaseField(ABC): self._paths = Paths(**paths_glamdring) return self._paths + @property + def flip_xz(self): + """ + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. + + Returns + ------- + bool + """ + return self._flip_xz + @abstractmethod def density_field(self, MAS, grid): """ @@ -584,6 +717,24 @@ class BaseField(ABC): """ pass + @abstractmethod + def radial_velocity_field(self, MAS, grid): + """ + Return the pre-computed radial velocity field. + + Parameters + ---------- + MAS : str + Mass assignment scheme. + grid : int + Grid size. + + Returns + ------- + field : 3-dimensional array + """ + pass + ############################################################################### # CSiBORG1 field class # @@ -600,9 +751,12 @@ class CSiBORG1Field(BaseField): Simulation index. paths : Paths, optional Paths object. By default, the paths are set to the `glamdring` paths. + flip_xz : bool, optional + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. """ - def __init__(self, nsim, paths=None): - super().__init__(nsim, paths) + def __init__(self, nsim, paths=None, flip_xz=True): + super().__init__(nsim, paths, flip_xz) self._simname = "csiborg1" def density_field(self, MAS, grid): @@ -615,8 +769,7 @@ class CSiBORG1Field(BaseField): else: field = numpy.load(fpath) - # Flip x- and z-axes - if self._simname == "csiborg1": + if self.flip_xz: field = field.T return field @@ -634,8 +787,7 @@ class CSiBORG1Field(BaseField): else: field = numpy.load(fpath) - # Flip x- and z-axes - if self._simname == "csiborg1": + if self.flip_xz: field[0, ...] = field[0, ...].T field[1, ...] = field[1, ...].T field[2, ...] = field[2, ...].T @@ -643,6 +795,14 @@ class CSiBORG1Field(BaseField): return field + def radial_velocity_field(self, MAS, grid): + if not self.flip_xz and self._simname == "csiborg1": + raise ValueError("The radial velocity field is only implemented " + "for the flipped x- and z-axes.") + + fpath = self.paths.field("radvel", MAS, grid, self.nsim, "csiborg1") + return numpy.load(fpath) + ############################################################################### # CSiBORG2 field class # @@ -661,10 +821,12 @@ class CSiBORG2Field(BaseField): CSiBORG2 run kind. One of `main`, `random`, or `varysmall`. paths : Paths, optional Paths object. By default, the paths are set to the `glamdring` paths. + flip_xz : bool, optional + Whether to flip the x- and z-axes to undo the MUSIC bug so that the + coordinates are consistent with observations. """ - - def __init__(self, nsim, kind, paths=None): - super().__init__(nsim, paths) + def __init__(self, nsim, kind, paths=None, flip_xz=True): + super().__init__(nsim, paths, flip_xz) self.kind = kind @property @@ -696,7 +858,9 @@ class CSiBORG2Field(BaseField): else: field = numpy.load(fpath) - field = field.T # Flip x- and z-axes + if self.flip_xz: + field = field.T + return field def velocity_field(self, MAS, grid): @@ -713,14 +877,142 @@ class CSiBORG2Field(BaseField): else: field = numpy.load(fpath) - # Flip x- and z-axes - field[0, ...] = field[0, ...].T - field[1, ...] = field[1, ...].T - field[2, ...] = field[2, ...].T - field[[0, 2], ...] = field[[2, 0], ...] + if self.flip_xz: + field[0, ...] = field[0, ...].T + field[1, ...] = field[1, ...].T + field[2, ...] = field[2, ...].T + field[[0, 2], ...] = field[[2, 0], ...] return field + def radial_velocity_field(self, MAS, grid): + if not self.flip_xz: + raise ValueError("The radial velocity field is only implemented " + "for the flipped x- and z-axes.") + + fpath = self.paths.field("radvel", MAS, grid, self.nsim, + f"csiborg2_{self.kind}") + return numpy.load(fpath) + + +############################################################################### +# BORG1 field class # +############################################################################### + + +class BORG1Field(BaseField): + """ + BORG2 `z = 0` field class. + + Parameters + ---------- + nsim : int + Simulation index. + paths : Paths, optional + Paths object. By default, the paths are set to the `glamdring` paths. + """ + def __init__(self, nsim, paths=None): + super().__init__(nsim, paths, False) + + def overdensity_field(self): + fpath = self.paths.field(None, None, None, self.nsim, "borg1") + with File(fpath, "r") as f: + field = f["scalars/BORG_final_density"][:].astype(numpy.float32) + + return field + + def density_field(self): + field = self.overdensity_field() + omega0 = 0.307 + rho_mean = omega0 * 277.53662724583074 # Msun / kpc^3 + field += 1 + field *= rho_mean + return field + + def velocity_field(self, MAS, grid): + raise RuntimeError("The velocity field is not available.") + + def radial_velocity_field(self, MAS, grid): + raise RuntimeError("The radial velocity field is not available.") + + +############################################################################### +# BORG2 field class # +############################################################################### + + +class BORG2Field(BaseField): + """ + BORG2 `z = 0` field class. + + Parameters + ---------- + nsim : int + Simulation index. + paths : Paths, optional + Paths object. By default, the paths are set to the `glamdring` paths. + """ + def __init__(self, nsim, paths=None): + super().__init__(nsim, paths, False) + + def overdensity_field(self): + fpath = self.paths.field(None, None, None, self.nsim, "borg2") + with File(fpath, "r") as f: + field = f["scalars/BORG_final_density"][:].astype(numpy.float32) + + return field + + def density_field(self): + field = self.overdensity_field() + omega0 = 0.3111 + rho_mean = omega0 * 277.53662724583074 # h^2 Msun / kpc^3 + field += 1 + field *= rho_mean + # return field + + def velocity_field(self, MAS, grid): + raise RuntimeError("The velocity field is not available.") + + def radial_velocity_field(self, MAS, grid): + raise RuntimeError("The radial velocity field is not available.") + + +############################################################################### +# TNG300-1 field # +############################################################################### + +class TNG300_1Field(BaseField): + """ + TNG300-1 dark matter-only `z = 0` field class. + + Parameters + ---------- + paths : Paths, optional + Paths object. By default, the paths are set to the `glamdring` paths. + """ + def __init__(self, paths=None): + super().__init__(0, paths, False) + + def overdensity_field(self, MAS, grid): + density = self.density_field(MAS, grid) + omega_dm = 0.3089 - 0.0486 + rho_mean = omega_dm * 277.53662724583074 # h^2 Msun / kpc^3 + + density /= rho_mean + density -= 1 + + return density + + def density_field(self, MAS, grid): + fpath = join(self.paths.tng300_1, "postprocessing", "density_field", + f"rho_dm_099_{grid}_{MAS}.npy") + return numpy.load(fpath) + + def velocity_field(self, MAS, grid): + raise RuntimeError("The velocity field is not available.") + + def radial_velocity_field(self, MAS, grid): + raise RuntimeError("The radial velocity field is not available.") ############################################################################### # Quijote field class # @@ -739,7 +1031,7 @@ class QuijoteField(CSiBORG1Field): Paths object. """ def __init__(self, nsim, paths): - super().__init__(nsim, paths) + super().__init__(nsim, paths, flip_xz=False) self._simname = "quijote" diff --git a/csiborgtools/summary/field_interp.py b/csiborgtools/summary/field_interp.py index bf51cda..6047301 100644 --- a/csiborgtools/summary/field_interp.py +++ b/csiborgtools/summary/field_interp.py @@ -21,61 +21,53 @@ from tqdm import tqdm ############################################################################### -def read_interpolated_field(survey_name, kind, galaxy_index, paths, MAS, grid, - in_rsp, rand_data=False, verbose=True): +def read_interpolated_field(survey, simname, kind, MAS, grid, paths, + verbose=True): """ Read in the interpolated field at the galaxy positions, and reorder the data to match the galaxy index. Parameters ---------- - survey_name : str - Survey name. + survey : Survey + Survey object. + simname : str + Simulation name. kind : str Field kind. - galaxy_index : 1-dimensional array - Galaxy indices to read in. - paths : py:class:`csiborgtools.read.Paths` - Paths manager. MAS : str Mass assignment scheme. grid : int Grid size. - in_rsp : bool - Whether to read in the field in redshift space. - rand_data : bool, optional - Whether to read in the random field data instead of the galaxy field. + paths : py:class:`csiborgtools.read.Paths` + Paths manager. verbose : bool, optional Verbosity flag. Returns ------- - 3-dimensional array of shape (nsims, len(galaxy_index), nsmooth) + val : 3-dimensional array of shape (nsims, num_gal, nsmooth) + Scalar field values at the galaxy positions. + smooth_scales : 1-dimensional array + Smoothing scales. """ - nsims = paths.get_ics("csiborg") + nsims = paths.get_ics(simname) + for i, nsim in enumerate(tqdm(nsims, desc="Reading fields", disable=not verbose)): - fpath = paths.field_interpolated( - survey_name, kind, MAS, grid, nsim, in_rsp=in_rsp) + fpath = paths.field_interpolated(survey.name, simname, nsim, kind, MAS, + grid) data = numpy.load(fpath) - out_ = data["val"] if not rand_data else data["rand_val"] + out_ = data["val"] if i == 0: out = numpy.empty((len(nsims), *out_.shape), dtype=out_.dtype) - indxs = data["indxs"] + smooth_scales = data["smooth_scales"] out[i] = out_ - # Reorder the data to match the survey index. - ind2pos = {v: k for k, v in enumerate(indxs)} - ks = numpy.empty(len(galaxy_index), dtype=numpy.int64) + if survey.selection_mask is not None: + out = out[:, survey.selection_mask, :] - for i, k in enumerate(galaxy_index): - j = ind2pos.get(k, None) - if j is None: - raise ValueError(f"There is no galaxy with index {k} in the " - "interpolated field.") - ks[i] = j - - return out[:, ks, :] + return out, smooth_scales diff --git a/csiborgtools/summary/overlap_summary.py b/csiborgtools/summary/overlap_summary.py index 3f263cf..0898ed3 100644 --- a/csiborgtools/summary/overlap_summary.py +++ b/csiborgtools/summary/overlap_summary.py @@ -32,7 +32,8 @@ def find_peak(x, weights, shrink=0.95, min_obs=5): """ Find the peak of a 1D distribution using a shrinking window. """ - assert shrink <= 1. + if not shrink < 1: + raise ValueError("`shrink` must be less than 1.") xmin, xmax = numpy.min(x), numpy.max(x) xpos = (xmax + xmin) / 2 @@ -58,9 +59,9 @@ class PairOverlap: Parameters ---------- - cat0 : :py:class:`csiborgtools.read.CSiBORGHaloCatalogue` + cat0 : instance of :py:class:`csiborgtools.read.BaseCatalogue` Halo catalogue corresponding to the reference simulation. - catx : :py:class:`csiborgtools.read.CSiBORGHaloCatalogue` + catx : instance of :py:class:`csiborgtools.read.BaseCatalogue` Halo catalogue corresponding to the cross simulation. min_logmass : float Minimum halo mass in :math:`\log_{10} M_\odot / h` to consider. @@ -305,17 +306,21 @@ class PairOverlap: """ assert (norm_kind is None or norm_kind in ("r200c", "ref_patch", "sum_patch")) # noqa # Get positions either in the initial or final snapshot - pos0 = self.cat0().position(in_initial=in_initial) - posx = self.catx().position(in_initial=in_initial) + if in_initial: + pos0 = self.cat0("lagpatch_coordinates") + posx = self.catx("lagpatch_coordinates") + else: + pos0 = self.cat0("cartesian_pos") + posx = self.catx("cartesian_pos") # Get the normalisation array if applicable if norm_kind == "r200c": norm = self.cat0("r200c") if norm_kind == "ref_patch": - norm = self.cat0("lagpatch_size") + norm = self.cat0("lagpatch_radius") if norm_kind == "sum_patch": - patch0 = self.cat0("lagpatch_size") - patchx = self.catx("lagpatch_size") + patch0 = self.cat0("lagpatch_radius") + patchx = self.catx("lagpatch_radius") norm = [None] * len(self) for i, ind in enumerate(self["match_indxs"]): norm[i] = patch0[i] + patchx[ind] @@ -330,7 +335,7 @@ class PairOverlap: dist[i] /= norm[i] return numpy.array(dist, dtype=object) - def mass_ratio(self, mass_kind="totpartmass", in_log=True, in_abs=True): + def mass_ratio(self, in_log=True, in_abs=True): """ Pair mass ratio of matched halos between the reference and cross simulations. @@ -350,7 +355,7 @@ class PairOverlap: ------- ratio : array of 1-dimensional arrays of shape `(nhalos, )` """ - mass0, massx = self.cat0(mass_kind), self.catx(mass_kind) + mass0, massx = self.cat0("totmass"), self.catx("totmass") ratio = [None] * len(self) for i, ind in enumerate(self["match_indxs"]): diff --git a/notebooks/field_prop.ipynb b/notebooks/field_prop.ipynb new file mode 100644 index 0000000..f16199a --- /dev/null +++ b/notebooks/field_prop.ipynb @@ -0,0 +1,186 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from h5py import File\n", + "from scipy.stats import spearmanr\n", + "\n", + "import csiborgtools\n", + "\n", + "%matplotlib inline\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)\n", + "\n", + "# d = np.load(paths.field_interpolated(\"SDSS\", \"csiborg2_main\", 16817, \"density\", \"SPH\", 1024))" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "survey = csiborgtools.SDSS()(apply_selection=False)\n", + "# survey = csiborgtools.SDSSxALFALFA()(apply_selection=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Reading fields: 0%| | 0/20 [00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k = 3\n", + "n = 5\n", + "print(smooth_scales[k])\n", + "print(\"MAIN \", spearmanr(col, fval[n, :, k]))\n", + "print(\"RAND \", spearmanr(col, fval_rand[n, :, k]))\n", + "\n", + "plt.figure()\n", + "plt.scatter(col, fval[n, :, k], s=1)\n", + "# plt.scatter(col, fval_rand[n, :, k], s=1)\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 100, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MAIN SignificanceResult(statistic=0.01727582463129473, pvalue=0.021402398915955124)\n", + "RAND SignificanceResult(statistic=0.02077892643371117, pvalue=0.00564970605187618)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "k = 3\n", + "y1 = np.mean(fval[:, :, k], axis=0)\n", + "y2 = np.mean(fval_rand[:, :, k], axis=0)\n", + "\n", + "\n", + "print(\"MAIN \", spearmanr(col, y1))\n", + "print(\"RAND \", spearmanr(col, y2))\n", + "\n", + "plt.figure()\n", + "plt.scatter(col, y1, s=1)\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(22478,)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "survey.selection_mask.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "paths.field_interpolated()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "radvel_path = paths.field(\"radvel\", \"SPH\", 1024, 16217, \"csiborg2_main\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "d = np.load(radvel_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.1G\t/mnt/extraspace/rstiskalek/csiborg_postprocessing/environment/radvel_csiborg2_main_SPH_16217_1024.npy\n" + ] + } + ], + "source": [ + "!du -h /mnt/extraspace/rstiskalek/csiborg_postprocessing/environment/radvel_csiborg2_main_SPH_16217_1024.npy" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# x1 = d[\"val\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "x2 = d[\"val\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0., 2., 4., 8., 16.])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d[\"smooth_scales\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "k = -1\n", + "\n", + "m = np.isfinite(x1[:, k]) & np.isfinite(x2[:, k])" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SignificanceResult(statistic=0.9946039397587731, pvalue=0.0)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(spearmanr(x1[m, k], x2[m, k]))\n", + "\n", + "plt.figure()\n", + "plt.scatter(x1[m, k], x2[m, k], s=1)\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([413.8776 , 36.502567, 42.72512 , ..., 86.33546 , 46.866375,\n", + " 16.672348], dtype=float32)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(641409, 5)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[[38.309074, 37.35447 , 33.675297, ..., 38.631912, 37.806564,\n", + " 38.30662 ],\n", + " [36.995125, 35.11136 , 31.615524, ..., 41.488594, 39.508347,\n", + " 38.271282],\n", + " [35.551605, 32.419254, 28.316347, ..., 44.668957, 41.425102,\n", + " 38.46228 ],\n", + " ...,\n", + " [44.0867 , 46.94581 , 47.402313, ..., 38.326492, 38.893078,\n", + " 40.331207],\n", + " [39.54499 , 39.829464, 38.81296 , ..., 36.481358, 36.73762 ,\n", + " 37.66062 ],\n", + " [38.683113, 38.04618 , 35.1861 , ..., 36.864704, 36.749477,\n", + " 37.77259 ]],\n", + "\n", + " [[39.680145, 39.896065, 37.5201 , ..., 35.309006, 35.451256,\n", + " 37.65782 ],\n", + " [38.184814, 37.705723, 34.6373 , ..., 38.367054, 37.28385 ,\n", + " 37.66665 ],\n", + " [36.350132, 34.192383, 30.708448, ..., 42.486446, 39.748688,\n", + " 37.757904],\n", + " ...,\n", + " [48.202843, 51.6801 , 54.201912, ..., 37.41573 , 39.070263,\n", + " 41.48212 ],\n", + " [41.606823, 44.06209 , 46.2296 , ..., 33.731186, 35.463955,\n", + " 37.43514 ],\n", + " [40.023647, 41.03199 , 39.59713 , ..., 33.46958 , 34.77913 ,\n", + " 37.458004]],\n", + "\n", + " [[42.269516, 44.800823, 43.88061 , ..., 31.999905, 33.81479 ,\n", + " 38.11813 ],\n", + " [40.689667, 41.8762 , 40.181072, ..., 35.19038 , 35.086533,\n", + " 38.080868],\n", + " [38.505177, 37.81341 , 35.218002, ..., 39.726883, 37.880917,\n", + " 37.98939 ],\n", + " ...,\n", + " [53.54201 , 58.9436 , 66.00325 , ..., 36.82529 , 41.091465,\n", + " 46.317104],\n", + " [44.265858, 50.393852, 55.040318, ..., 31.7586 , 34.622643,\n", + " 39.686398],\n", + " [42.591843, 46.13804 , 46.71531 , ..., 30.522701, 32.33912 ,\n", + " 37.310055]],\n", + "\n", + " ...,\n", + "\n", + " [[36.964626, 33.57419 , 29.586971, ..., 43.06893 , 41.11846 ,\n", + " 39.331432],\n", + " [36.032703, 32.74095 , 28.373114, ..., 43.962837, 41.521736,\n", + " 38.690216],\n", + " [35.184982, 31.26581 , 27.127985, ..., 44.944073, 42.05588 ,\n", + " 38.838474],\n", + " ...,\n", + " [38.095966, 37.35273 , 34.85196 , ..., 42.916054, 41.808567,\n", + " 40.2956 ],\n", + " [37.57452 , 35.121746, 32.29693 , ..., 42.38733 , 41.167664,\n", + " 39.764378],\n", + " [37.60174 , 34.37987 , 30.65371 , ..., 42.481983, 41.12721 ,\n", + " 39.814762]],\n", + "\n", + " [[36.984535, 33.885307, 29.960264, ..., 42.689564, 40.912434,\n", + " 39.279568],\n", + " [36.086666, 32.507336, 28.38868 , ..., 44.143845, 41.76999 ,\n", + " 38.934032],\n", + " [35.14676 , 31.207554, 26.969011, ..., 45.590717, 42.514576,\n", + " 39.190063],\n", + " ...,\n", + " [40.034714, 39.873127, 39.855125, ..., 40.560432, 40.166527,\n", + " 40.173508],\n", + " [37.800323, 36.153614, 33.418015, ..., 40.476524, 39.99206 ,\n", + " 39.203354],\n", + " [37.445255, 34.964134, 31.208267, ..., 41.27682 , 40.32644 ,\n", + " 39.46384 ]],\n", + "\n", + " [[37.365154, 35.074844, 31.241234, ..., 41.14966 , 39.78451 ,\n", + " 38.712948],\n", + " [36.41588 , 33.426365, 29.391582, ..., 43.479816, 41.18592 ,\n", + " 38.77536 ],\n", + " [35.295177, 31.421724, 27.27295 , ..., 45.680676, 42.432396,\n", + " 39.032627],\n", + " ...,\n", + " [40.50576 , 42.841057, 42.216366, ..., 39.10556 , 39.566757,\n", + " 40.411335],\n", + " [38.77279 , 37.562416, 35.394333, ..., 38.59305 , 38.3598 ,\n", + " 38.760056],\n", + " [37.811317, 36.106308, 32.836246, ..., 39.24028 , 38.665195,\n", + " 38.452446]]], dtype=float32)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "field.density_field(\"SPH\", 1024)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 206, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Creating group to tree ID mapping...\n" + ] + } + ], + "source": [ + "mreader = csiborgtools.read.CSiBORG2MergerTreeReader(16517, \"main\")" + ] + }, + { + "cell_type": "code", + "execution_count": 238, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "136.42772691506084" + ] + }, + "execution_count": 238, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat[\"dist\"][4]" + ] + }, + { + "cell_type": "code", + "execution_count": 251, + "metadata": {}, + "outputs": [], + "source": [ + "d = mreader.main_progenitor(3000)" + ] + }, + { + "cell_type": "code", + "execution_count": 252, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.07736389817838397" + ] + }, + "execution_count": 252, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.max(d[\"MaxNextProgenitorMass\"] / d[\"MainProgenitorMass\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 253, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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amMbfPCKC/PVf110sSXp+5V7tL6o0OBEAwEyYxh/tyu126665G/XlnmKN6tVFC2aMlMViMToWAMAgTOMPr2WxWPTHyYMU5G/V+v3H9cGWI0ZHAgCYBKUF7S65S4hm/6SvpMa1iU446gxOBAAwA0oLDHHv2J7qHxeukqp6/ZG5WwAAzUBpgSH8bVY9deMgWSzSP7ccZu4WAMB5UVpgmKHJnXXnJd0lSZnvZnOaCABwTpQWGOqRif3VOyZUhRW1evi9b+QjF7MBANoApQWGCgnw0/O3DVWAn1UrdhbqzXUHjI4EAPBSlBYYLiUhQv9xTeOkc08t3qmsgyUGJwIAeCNKC7zCXaO668qUWNU5Xbpn3ibtyq8wOhIAwMtQWuAVLBaLnr01TUOSO6msul53vv6V8k5UGR0LAOBFKC3wGiEBfnrj7nT1iw1XYUWt7nz9KxVV1BodCwDgJUxfWlgw0bd0CgnQ/J+PUGLnYB04XqW75m5UWXW90bEAAF6ABRPhlQ4UO3TTy+tVXFmrG4d20zO3pBkdCQDQBlgwEabXIzpUr9w5TJL0UfZRHS5hfAsAdHSUFnitYd07a0yfLnK63Jq75oDRcQAABqO0wKv94rLekqR3Nh1SaRXT/ANAR0ZpgVcbe1G0Lo6PUFWdU39ff9DoOAAAA1Fa4NUsFovuv7yXJGneugOqqXcanAgAYBRKC7zetYPi1a1TsI476vR+1uGm7Z/vLNB7m/NYZBEAOghKC7yen82qGWN7SpJe+3K/nC63Xlu9X/fM26yH3/9Wc9ceMDYgAKBdUFpgCrekJ6lTiL8OHq/SvW9u0h8X72i676nFO7RuX7GB6QAA7YHSAlMICfDTXaN6SJJW7iqSJP06o69uHNpNTpdbsxZ8zVwuAODjKC0wjWmjuivY3yZJ+t01/TU74yI9NWWQBnaL0AlHne7/R1arB+puOVSiv325X98eLmWMDAB4Kabxh6l8e7hUFTUNGtMnumnb4ZIqXf/CWp1w1OnGod3015tTZbFYmvV6WQdPaM7yPfpyz3enl5KignXtoARdNzheAxIimv1aAICWa8n3N6UFPmHdvmLd+fpGOV1upSV1UpD/dwcRbVaLunUKVo/oUPXsEqoe0aEqr67X85/v1Zq9jWXFz2pReo8oZeeVqvp7R2t6dAnRX29J07Dundv9PQFAR0BpobR0SH/7cr+e/GTH+R/4PX5Wi24enqhfjuujpKgQVdU1aOXOIn2y9ag+31momnqXYsID9enssYoOC2yj5ADQcVFaKC0d1teHSnS4pPq0bXUNLuWVVOlAsUO5xxt/ra536qdDE/XLcb2VFBXyo69VXlOvn764TnsKKzX2omi9OX2ErFZOFQGAJ1FaKC04D5fL3awCsrugQte/sEY19S49PKGfZo7v0w7pAKDjaMn3t+mvHrLb7UpJSVF6errRUWAizT1i0jc2XH+4YaAk6a/Ldmlj7om2jAUAOAeOtADn4Xa79W/vfqMPvj6iuIggLZ49VlGhAUbHAgCf0KGOtABtzWKx6L8nD1SvmFDll9co891suVw+0fUBwFQoLUAzhAb6yX77UAX6WfXFriI9+PbXWvT1ER0rqz7/kwEAHsHpIaAF3t54SI9+sPW0bd27hGhkzyhdmRKnK1NiDUoGAObE1UOUFrShdfuKtXJnoTbsP6HtR8v0/TNFM8f31m+u6scsugDQTC35/vZrp0yAzxjdO1qjezcuI1BeU6+sAyVavqNAb311SPaV+1RV59Rj16VQXADAwygtwAWICPLX+P5dNb5/V/WPC9d/fbRdb6w9oOo6p/44ZZBsTEYHAB7DQFzAQ+4c1UP/7+ZUWS3SO5vylPluthqcLqNjAYDP4EgL4EE3DUtUkL9VD72TrY+yj6qm3qnfXXOx/G1W+dks8rc2/urX9KuF00gA0EyUFsDDrhucoGB/mx54a4uWbi/Q0u0FZ31ssL9NgxIjNSSpk4Ykd1JaUmfFRQa1Y1oAMA+uHgLayNq9xfqPD7eqsKJWDU636l0uNef/tvjIII3oGaXrUxN0Wd8Y+ds4iwvAd3HJM6UFXsrpcqve6VKDy60Gp0uFFbXKzivV14dKlZ1Xql355addQt05xF/XDo7X5LRuGta9M6eSAPgcSgulBSblqG3Qt4fLtCwnX//65piKK2ub7kvsHKwb0hI0Oa2bLooNNzAlAHgOpYXSAh/Q4HRp3b7jWpR9REu35ctR52y6r3uXEHXrFKzYiCB1jQhUXESQYiOC1KNLqFIS+PMPwDwoLZQW+JjqOqeW7yjQR9lH9MWuIjWcY8HGyWkJ+u/JAxUe5N+OCQGgdSgtlBb4sBJHnXYcK1dhRa3yy2tUUF6jwvLG32fnlcrpcis5KkTP3pqmIcmdjY4LAOdEaaG0oIPKOnhCv3o7W0dKq+VntSjzqr66/7LesjIzLwAv1ZLvb66lBHzIsO5RWjx7rK4bHK8Gl1v/s2SXfvb6VyoorzE6GgBcMEoL4GMig/31/G1D9D8/Haxgf5vW7Tuuq+es1mc5Z5/kDgDMgNIC+CCLxaJb0pP08a8u1cBuESqpqteM+Zv12EfbVFPvPP8LAIAXorQAPqx3TJj++cBozRjbU5I0f/1BXfPsl1q5s9DgZADQcpQWwMcF+tn0H9em6M17RigmPFD7ix2aPm+Tpr+xUfuLKo2OBwDNZvrSYrfblZKSovT0dKOjAF7t8r4xWvFvl2vG2J7ys1q0cleRJsxZrT9+kqPymnqj4wHAeXHJM9AB7Suq1JMf52jlriJJUnRYgP59Qn/dNCyRy6MBtCvmaaG0AM2ycmeh/vvjHO0vdkiSBnWL1BPXp2hY9yiDkwHoKCgtlBag2eoaXJq//oCeXb5HFbUNkqShyZ00rl9XjesXo4EJkRx9AdBmKC2UFqDFiipq9ddlu7Rwc56+/7dCl9AAXdY3Rpf3jdHYi6LVJSzQuJAAfA6lhdICtNrR0mqt2l2kL3YVau3e46o8efRFkiwWaXC3SF3er6umpiepW6dgA5MC8AWUFkoL4BH1TpeyDpacLDFF2nGsvOm+1MRIfTTrUgPTAfAFlBZKC9AmCsprtGpXkR754Fu53NKX/z5eSVEhRscCYGIsmAigTcRGBOmW9CSN7NlFkrRkW77BiQB0JJQWAC02cVCcJGnJdkoLgPZDaQHQYlelNJaWrIMlKiyvMTgNgI6C0gKgxeIigzQkuZMkaWlOgbFhAHQYlBYArXL1gMajLUsZ1wKgnVBaALTK1QMbS8v6/cdV4qgzOA2AjoDSAqBVuncJ1cXxEXK63Fq+g1NEANoepQVAqzWdIuIqIgDtgNICoNVOnSJavaf4tOn+AaAtUFoAtFrf2DD1jA5VXYNLK3cWGh0HgI+jtABoNYvF0nS0hYnmALQ1SguAC3JqXMvKnYWqqXcanAaAL6O0ALgggxMjFR8ZpKo6p9bsKTY6DgAfRmkBcEEsFosmDOAUEYC2R2kBcMFOjWv5LKdA9U6XwWkA+CpKC4ALlt4jSl1CA1RWXa+v9p8wOg4AH0VpAXDBbFaLrhoQK0lasv2YwWkA+CpKCwCPmNA0O26BXC63wWkA+CJKCwCPGN07WuFBfiqqqNWWQyVGxwHggygtADwiwM+qjItPniLaxlVEADyP0gLAY75/6bPbzSkiAJ5FaQHgMZf3jVGQv1WHS6q1/Wi50XEA+BhKCwCPCQ6waVzfrpI4RQTA8ygtADyKBRQBtBVKCwCPuuLirvK3WbS3sFJ7CyuMjgPAh1BaAHhURJC/xvSJltQ4ZwsAeAqlBYDHXX3qKiLGtQDwIENKy5QpU9S5c2fddNNNTdvy8vI0btw4paSkaPDgwXrvvfeMiAbAA65MiZXVIm09Uqa8E1VGxwHgIwwpLbNnz9b8+fNP2+bn56c5c+YoJydHy5Yt00MPPSSHw2FEPAAXqEtYoNJ7REmSluVwigiAZxhSWsaNG6fw8PDTtsXHxystLU2SFBcXp+joaJ04wWqxgFmduopoKaeIAHhIi0vL6tWrNWnSJCUkJMhisWjRokVnPMZut6tHjx4KCgrSyJEjtXHjxhbtIysrS06nU0lJSS2NB8BLXHVyXMumgydUVFFrcBoAvqDFpcXhcCg1NVV2u/1H71+4cKEyMzP1+OOPa8uWLUpNTdWECRNUWFjYrNc/ceKE7rrrLr366qstjQbAi3TrFKzBiZFyu6XlOzhFBODCtbi0TJw4UU8++aSmTJnyo/c/88wzmjFjhqZPn66UlBS9/PLLCgkJ0dy5c8/72rW1tZo8ebIeeeQRjR49+ryPLS8vP+0GwLtM4CoiAB7k0TEtdXV1ysrKUkZGxnc7sFqVkZGh9evXn/O5brdbd999t6644grdeeed593X008/rcjIyKYbp5IA73OqtKzbV6zymnqD0wAwO4+WluLiYjmdTsXGxp62PTY2Vvn53/1LKyMjQzfffLMWL16sxMRErV+/XmvXrtXChQu1aNEipaWlKS0tTVu3bj3rvh599FGVlZU13fLy8jz5VgB4QJ+uYerTNUz1TrdW7mzeKWIAOBs/I3a6fPnyH93ucrma/RqBgYEKDAz0VCQAbWTCgFjtLazU0u35uiGtm9FxAJiYR4+0REdHy2azqaDg9EF3BQUFiouL8+SuAJjE1QPiJUkrdxappt5pcBoAZubR0hIQEKBhw4ZpxYoVTdtcLpdWrFihUaNGeXJXAExiYLcIdesUrOp6p1bvLjI6DgATa3FpqaysVHZ2trKzsyVJubm5ys7O1qFDhyRJmZmZeu211/Tmm29qx44deuCBB+RwODR9+nSPBgdgDhaLRVcNaBznxgKKAC5Ei8e0bN68WePHj2/6OTMzU5I0bdo0zZs3T1OnTlVRUZEee+wx5efnKy0tTUuWLDljcK6n2O122e12OZ0cdga81dUD4vTG2gNavqNA9U6X/G2s1Qqg5Sxut9ttdAhPKC8vV2RkpMrKyhQREWF0HADf43S5NeKPy3XcUae37h2pMX2ijY4EwEu05Pubf+4AaHM2q0VXpjQebWWiOQCtRWkB0C5OTTS3LCdfLpdPHOAF0M4oLQDaxeg+XRQW6KeC8lplHy41Og4AE6K0AGgXgX42je/fVZK0lFNEAFqB0gKg3Vx98hTR0u358pFrAAC0I9OXFrvdrpSUFKWnpxsdBcB5jOsXowA/qw4cr9Kuggqj4wAwGdOXlpkzZyonJ0ebNm0yOgqA8wgN9NNlFzVe7rx0GxPNAWgZ05cWAOZy6iqiJdsZ1wKgZSgtANpVxsWxslkt2nGsXIeOVxkdB4CJUFoAtKvOoQEa2TNKUuOAXABoLkoLgHbHKSIArUFpAdDuTq36vOVQiQrLawxOA8AsKC0A2l18ZLDSkjrJ7ZaW5XAVEYDmMX1pYZ4WwJwmfG+iOQBoDtOXFuZpAcxpwslTROv3HVdZVb3BaQCYgelLCwBz6hUTpr6xYWpwufX5Lk4RATg/SgsAw5xai+jTrZwiAnB+lBYAhrl6YLwk6bMdBVrG2BYA50FpAWCYlIQI3TEyWW63NPudbH17uLRN9lNRUy/7yr1atj1fDU5Xm+wDQNvzMzoAgI7t99cP0OGSaq3aXaSfv7lZi2aOUbdOwR57/dKqOk2bu1HfHC6TJHXrFKzbRyZranqSosMCPbYfAG3P4na73UaH8ITy8nJFRkaqrKxMERERRscB0AIVNfW6+eX12plfoX6x4Xr/gVEKD/K/4NctrqzVz/72lXbmV6hTiL8skkpOXqkUYLPqmkFxunNUdw1N7iyLxXLB+wPQci35/qa0APAKR0urNdm+VoUVtRp7UbTm3p0uf1vrz2AXlNfojr99pb2FlYoOC9SCGSOVHBWiT749pr9vOKjsvNKmx6bER+iuUd11Q1o3BQfYPPBuADRXhyotdrtddrtdTqdTu3fvprQAJrb1cJlueWW9quudun1ksv44eWCrjoAcKa3WHa9t0IHjVYqPDNJb945Ur5iwM/Y1f/0B/d83R1Xb0DjOJSLITzcPT9LPLumuntGhHnlPAM6tQ5WWUzjSAviGz3IKdN/fN8vtln53TX/dd1nvFj3/4HGHbn/tKx0prVZSVLAW3HuJkqJCzvr4Eked3s86rL9vOKhDJ6qatv/skmT957UpCvLnyAvQligtlBbA1OauydUfPs6RJL10x1BNHBTfrOftLazUHX/boILyWvWKDtVbM0YqPrJ5g3pdLrdW7SnS39cf1Oc7CyVJAxIi9OIdQ9W9C0ddgLbSku9vLnkG4HWmj+mhaaO6S5IeWpitrw+VnPc5O/PLdeur61VQXqu+sWF65xeXNLuwSJLVatH4fl019+50zb9nhKJCA7T9aLmue26Nlmw71ur3AsBzKC0AvI7FYtF/XZeiK/p3VW2DSzPmb1be907d/NDWw2W69dUNKq6s04CECL1z3yh1DQ9q9f4v6xujxb8aq/QenVVR26D7/7FFv//XdtU1MMcLYCRKCwCv5Gez6vnbhiglPkLFlXW6Z94mlVWfubBi1sETuv21DSqtqldaUictuPcSRYUGXPD+4yKDtGDGJfrF5b0kSW+sPaCbX1l/zvIEoG1RWgB4rdBAP829O11xEUHaU1ipmW9tUf33ZrRdv++47nx9oypqGzSiZ5T+ce9IRYZc+Pwup/jbrHp04sV6fdpwRQb765u8Ul33/Botz2GBR8AIlBYAXi0uMkiv3z1cIQE2rdlbrP/8cJvcbrdW7S7S3W9sVFWdU5f2idab00coLLBtJvn+ycWx+uRXlyo1qZPKqut17/zNenrxjtMKFIC2x9VDAEzh850FuvfNzXK5pRvSEvTp1nzVOV26on9XvXjH0Ha5NLmuwaU/fbpTc9fmSpKGde+sF24f0qIBvwBOx9VDAHzOFf1j9fikAZKkj7KPqs7p0sSBcXr5Z8PabS6VAD+rHpuUopd/NlThgX7KOliia59boy92FbbL/oGOzvSlxW63KyUlRenp6UZHAdDGpo3uoRlje0qSbhzSTc/fNkQBfu3/19jVA+P18a8u1cBuETrhqNP0eZv0/5buYgVpoI1xegiA6RRV1Com3PgVmmvqnXrykxz9Y8MhSdIlvaL03K1D1DWi9ZdbAx0Np4cA+DRvKCySFORv05OTB+m524YoNMCmDftP6Lrn15y2GCMAz6G0AMAFuj41Qf/34KXqGxumwopa3fLKen2w5bDRsQCfQ2kBAA/oHROmD345RhkXx6quwaXMd7/R04t3yOnyiTPwgFegtACAh4QF+unVO4dp1vg+kqRXVu/Xz9/88Zl8AbQcpQUAPMhqteg3E/rp+duGKMjfqi92FWnKi2u1v6jS6GiA6VFaAKANTEpN0Pv3j1ZCZJD2Fzl0g32tVu0uMjoWYGqUFgBoIwO7ReqjWZdqWPfOqqhp0PQ3NupvX+6Xj8w0AbQ7SgsAtKGY8EAtmDFSU4cnyeWWnvxkh/7tvW9UU+80OhpgOpQWAGhjgX42/emng/TEpBTZrBZ9sOWIbn11gwrLa4yOBpgKpQUA2oHFYtHdY3pq/j0jFBnsr+y8Uk16YY2+YSI6oNkoLQDQjsb0idb/zRqji7qGqaC8Vje/sl6Lvj5idCzAFExfWlgwEYDZdO8Sqg9+OVoZF3dVXYNLDy3M1tOfMhEdcD4smAgABnG53PrrZ7tkX7lPkjS+X4yevW2IIoL8DU4GtB8WTAQAE7BaLXp4Qn89d9sQBfpZtXJXkabYmYgOOBtKCwAY7PqTE9HFRwZpX5FDk+1r9eIXe3Wg2GF0NMCrcHoIALxEYUWNHvjHFmUdLGnalhIfoWsGxenqgfHq0zXMwHRA22jJ9zelBQC8SG2DUx9sOaLFW49p3b7jpw3O7RsbpokD43XNoHj1jQ2TxWIxMCngGZQWSgsAH1DiqNNnOQVavO2Y1u4tVr3zu7+ue8WEauLAOE0cGK8BCREUGJgWpYXSAsDHlFXVa/mOAn267ZhW7y5WndPVdF9yVIgmDorTNQPjNTgxkgIDU6G0UFoA+LCKmnp9vrNQn27N18pdhapt+K7AdOsUrEmpCbrn0h7qGh5kYEqgeSgtlBYAHYSjtkFf7CrS4m3HtHJnoarqGhdiDPK36mcju+sXl/dWTHigwSmBs6O0UFoAdEA19U6t3FmoV1bvV/bJNY2C/K26a1QP3XdZL0WHUV7gfSgtlBYAHZjb7dYXu4s057Pd+uZwmSQp2N+mu0Z1132X9VIXygu8CKWF0gIAjeVlV5H+d/lufXuyvIQE2JqOvESFBhicEKC0UFoA4Hvcbrc+31moOcv3aOuRxvISGmDTtNE9NGNsL3WmvMBAlBZKCwCcwe12a8WOQv3v8t3afrRcUmN5uXtMY3npFEJ5QfujtFBaAOCs3G63Pssp0Jzle5RzrLG8hAX6afqYHrr30l6KDPHMKtMVNfU6UFyl/cWV2l/kUG5x4y0s0E8zx/fRpRdFe2Q/MDdKC6UFAM7L7XZr2cnysuNkeQk/WV5+3szyUtfg0qETVScLSaVyix3ad7KgFFXUnvO5l/eN0aPX9Ff/OP7O7sg6VGmx2+2y2+1yOp3avXs3pQUAWsjlOlVedmtnfoUkKTzIT/eM6al7Lu2p8EA/FVTUKLfIoX3FDuUWfVdQ8kqqT1sf6YeiwwLVKzpUPaND1TMmVD26hGrD/uP6x4aDanC5ZbVINw1LVOaV/RQXyWR4HVGHKi2ncKQFAC6My+XW0u35mrN8j3YVNJaXkACb3G6put551ueFBNjUMzpUvWLCGn89WVJ6RIcqMvjHj9bkFjv0l6U7tXhrvqTG+WRmjO2lX1zeW2GBfp5/c/BalBZKCwC0msvl1pLt+ZqzfLd2F1RKkvysFiVHhTQeMfl+QYkJVdfwwFavd5R1sERPLd6hrIMlkqTosADNzuirW9OT5G+zeuw9wXtRWigtAHDBXC63th0tU1ign5KiQtqsRLjdjUd4/rxkl3KLHZIaV7F+5Or+ujIllgUgfRylhdICAKZT73RpwVeH9OyKPTrhqJMkjegRpUev6a8hyZ0NToe2QmmhtACAaZXX1OvlL/bp9TW5TStYXzs4Xr+d0F/JXUIMTgdPo7RQWgDA9I6WVuuvy3brg68Py+2W/G0W3XlJDz14RR9m8fUhlBZKCwD4jJyj5Xr60x36ck+xpMbLsWeN76Npo3soyN9mcDpcKEoLpQUAfM7q3UV6avGOprlkunUK1sMT+un61ARZrQzWNStKC6UFAHyS0+XWB1sO66/Ldiu/vEaSNLBbhH438WKN7sOyAGZEaaG0AIBPq65zau7aXL30xT5V1jZIapxZ96kpgxTgx/wuZtKS72/+ywIATCc4wKaZ4/to1cPjNG1Ud9msFr2fdVjT5m5UWVW90fHQRigtAADT6hIWqN/fMFCvTxuu0ACb1u8/rp++vE55J6qMjoY2QGkBAJjeuH5d9d79oxUXEaS9hZWa8uJaZeeVGh0LHkZpAQD4hJSECH04c7Qujo9QcWWdbn11vZZuzzc6FjyI0gIA8BnxkcF67/5RurxvjGrqXbr/H1mauybX6FjwEEoLAMCnhAX66fVpw3XHyGS53dIfPs7RE/+3XU6XT1ws26FRWgAAPsfPZtWTkwfq0Yn9JUnz1h3QL/6+WVV1DQYnw4WgtAAAfJLFYtEvLu8t++1DFeBn1fIdhZr6ygYVVtQYHQ2tRGkBAPi0awfH6+0ZIxUVGqCtR8o0xb5OuwsqjI6FVqC0AAB83rDuUfrwl6PVKzpUR0qr9dMX12nt3mKjY6GFKC0AgA6he5dQ/fOB0Urv0VkVtQ2aNnej3tucZ3QstAClBQDQYXQODdDffz5S16cmqMHl1sPvf6u/LtslH1mGz+dRWtqC2914AwB4nSB/m+ZMTdOs8X0kSc9/vle/Xpit2ganwclwPqYvLXa7XSkpKUpPTzc6SiOXS3p1nPT6VRQXAPBSVqtFv5nQT//z08Hys1q0KPuo7nx9o0qr6oyOhnOwuH3kmFhLlrZuU2VHpP9Nafz9I3lSkIFZAADn9eWeIv3yH1tUUdugXjGhmnf3CCV3CTE6VofRku9v0x9pAQDgQoy9KEbvPTBKCZFB2l/k0JQX12rLoRKjY+FHUFoAAB1e/7gIfThzjAZ2i9BxR51ue3WDPt16zOhY+AFKCwAAkmIjgrTwvlH6Sf+uqm1w6ZcLtui11fsNu7LI5XLrWFm18k5UGbJ/b+RndAAAALxFaKCfXr1ruH7/r+2av/6g/rh4hw6ecOiJSQPkZ2ubf+eXVtVpf7FDuUUO5RY33vYXO3Sg2KHq+sYrmm4elqgnrh+g0MCO/bXdsd89AAA/YLNa9PvrByg5KkR/XLxD/9hwSEdKqvXC7UNbXRqq65w6cPx7paTIodziSuUWO1RSVX/W5/lZLXK63Xov67CyDpbouduGaGC3yNa+NdOjtAAA8AMWi0X3ju2lxM4hemjh11q5q0i3vLJec+9OV2xE0I8+p8Hp0uGS6qYjJadKSW6RQ0fLzr1IY3xkkHpGhzbdeseEqWd0qLp1DtbmAyX69cJs7S9uHCT87xP66+eX9pTVammLt+7VuOTZ07jkGQB8SnZeqe59c5OKK+sUHxmkZ28dIqfLffKoSWVTSTl0vEoNrrN/pUYG+6tXTGMp6RUdqp7RjcWkR3SIQgLOfQyhxFGn3/7zWy3LKZAkjb0oWn+9JVVdw3+8QJlJS76/KS2eRmkBAJ+Td6JKd7+xUfuKHOd8XJC/VT26hDaVk1PFpFd0qDqHBlxQBrfbrQUbD+kP/8pRbYNL0WEB+svNqRrfr+sFva7RKC2UFgCAh5VV1evX72bryz1F6tYp+LtSEnPqyEmo4iKC2vy0ze6CCv3q7a+1M79CknTPmJ767cR+CvSztel+2wqlhdICAGgjbrdbFoux40lq6p3606c7NW/dAUlSSnyEnrttiPp0DTM0V2swIy4AAG3E6MIiNS76+MT1A/T6tOGKCg1QzrFyTXp+jd7ZeMinV6ymtAAAYFI/uThWn84eqzF9uqi63qlHPtiqmQu2qOwcl1GbGaUFAAATi40I0t/vGalHJvaXn9WixVvzdc1zX2rTgRNGR/M4SgsAACZntVp0/+W99c8HRqt7lxAdKa3W1FfW638/260Gp8voeB5DaQEAwEekJnXSJ78aqxuHdpPLLT27Yo9ufXWDDpf4xvpFlBYAAHxIWKCfnrklTc/emqawQD9tPliiic9+qU++Nf+q1ZQWAAB80A1p3bT4V2OVltRJFTUNmrlgi377/reqqmswOlqrUVoAAPBRyV1C9N79ozRzfG9ZLNLCzXm67vk12nakzOhorUJpAQDAh/nbrHp4Qn+9de9IxUUEaX+RQze+uE5/+3K/XOdYK8kbUVoAAOgARveO1qezx+rKlFjVOV168pMdmj5vk4oqao2O1myUFgAAOojOoQF69c5henLyQAX6WbVqd5EmPrtaq3YXGR2tWSgtAAB0IBaLRT+7pLv+9eCl6h8XruLKOk2bu1FPfpyj2gan0fHOidICAEAH1Dc2XItmjtG0Ud0lSX9bk6sbX1ynfUWVBic7O0qLN6utlF65XFr5lNFJAAA+KMjfpt/fMFB/u2u4Oof4a/vRcl333Bot3OSdCy9SWrzZ13+XjmVLq/5sdBIAgA/LSInVkocua1p48bf/3KpZb3+tsmrvWniR0uLNnN71hwUA4LtOLbz426sbF1785NtjuubZL7XZixZepLQAAABJjQsvPjCut97/3sKLt7yyXs8u3+MVCy9SWgAAwGnSTi28OKRx4cX/Xb5bt722QUdKqw3NRWkBAABnCAv00zNT0zRnauPCi5sOlOg3735jaCY/Q/cOAAC82uQh3TQkuZMe+edW/ffkgYZmobQAAIBz6t4lVG/fd4nRMTg9BAAAzMGQ0jJlyhR17txZN910U7O2wwPW26UNLxmdAgCAVjOktMyePVvz589v9nZcoOoSaenvpCWPSLUVRqcBAKBVDCkt48aNU3h4eLO34wI1fG/ZcSasAwCYVItLy+rVqzVp0iQlJCTIYrFo0aJFZzzGbrerR48eCgoK0siRI7Vx40ZPZAUAAB1Yi0uLw+FQamqq7Hb7j96/cOFCZWZm6vHHH9eWLVuUmpqqCRMmqLCw8ILDAgCAjqvFlzxPnDhREydOPOv9zzzzjGbMmKHp06dLkl5++WV98sknmjt3rh555JHWJ/2B2tpa1dZ+d9qjvLzcY68NAAC8j0fHtNTV1SkrK0sZGRnf7cBqVUZGhtavX+/JXenpp59WZGRk0y0pKcmjrw8AALyLR0tLcXGxnE6nYmNjT9seGxur/Pz8pp8zMjJ08803a/HixUpMTGwqNGfb/mMeffRRlZWVNd3y8vI8+VYA3+N2S+tflPauMDoJALSKITPiLl++vEXbf0xgYKACAwM9FQnwfbmrpaWPNv7+iTJjswBAK3j0SEt0dLRsNpsKCgpO215QUKC4uDhP7gpAS5UdNjoBAFwQj5aWgIAADRs2TCtWfHf42eVyacWKFRo1apQndwUAADqYFp8eqqys1N69e5t+zs3NVXZ2tqKiopScnKzMzExNmzZNw4cP14gRIzRnzhw5HI6mq4kAAABao8WlZfPmzRo/fnzTz5mZmZKkadOmad68eZo6daqKior02GOPKT8/X2lpaVqyZMkZg3MBAABaosWlZdy4cXK73ed8zKxZszRr1qxWh2oJu90uu90up9PZLvsDAADGMGTtIU+aOXOmcnJytGnTJqOjAACANmT60gLASx3Jkr5+y+gUAHyIIfO0AOgAXrui8dfIblKvcYZGAeAbONLijUrzpOP7jE4BeEbRbqMTAPARHGnxRnMGNv562cPG5gAAwIuY/kiL3W5XSkqK0tPTjY7ieeXHjE4AAIDXMH1p4eohAAA6BtOXFgAA0DFQWgAAgClQWgAAgClQWvCd+mqpvsboFAAA/ChKCxo566WnEqQ/d5dcLqPTAABwBkoLGlUWSm6X1FAj1VUanQYAgDOYvrT49DwtrVFfLa17vm1nIXW7pc1zpYPr224fAAD8gOlLC/O0/MCqP0vL/lOyt2GJy10tffxr6Y2r224fAAD8gOlLC34grx3K24n9bb8PAAB+gNICAABMgdICAABMgdICAABMgdICAABMgdICAABMgdICAABMwfSlhcnlAADoGExfWphcDgCAjsH0pQUAAHQMlBYAAGAKlBYAAGAKlBYAAGAKlBYAAGAKlBYAAGAKfkYH8BS32y1JKi8vNzZIeYVU6z75+3KprhWvcer5VXWnv1ZzVNef+ZyKH2Rq+JH/7C3JXVnd8lwwXmVV+/53O7UvRxV/TgCc1anv7VPf4+dicTfnUSZw+PBhJSUlGR0DAAC0Ql5enhITE8/5GJ8pLS6XS0ePHlV4eLgsFotHX7u8vFxJSUnKy8tTRESER1+7o+Az9Aw+R8/gc7xwfIaewefYeISloqJCCQkJslrPPWrFZ04PWa3W8za0CxUREdFh/1B5Cp+hZ/A5egaf44XjM/SMjv45RkZGNutxDMQFAACmQGkBAACmQGlphsDAQD3++OMKDAw0Oopp8Rl6Bp+jZ/A5Xjg+Q8/gc2wZnxmICwAAfBtHWgAAgClQWgAAgClQWgAAgClQWgAAgClQWs7DbrerR48eCgoK0siRI7Vx40ajI5nK6tWrNWnSJCUkJMhisWjRokVGRzKlp59+Wunp6QoPD1fXrl01efJk7dq1y+hYpvLSSy9p8ODBTZN4jRo1Sp9++qnRsUzvT3/6kywWix566CGjo5jKE088IYvFctqtf//+RsfyepSWc1i4cKEyMzP1+OOPa8uWLUpNTdWECRNUWFhodDTTcDgcSk1Nld1uNzqKqa1atUozZ87Uhg0b9Nlnn6m+vl5XXXWVHA6H0dFMIzExUX/605+UlZWlzZs364orrtANN9yg7du3Gx3NtDZt2qRXXnlFgwcPNjqKKQ0YMEDHjh1ruq1Zs8boSF6PS57PYeTIkUpPT9cLL7wgqXF9o6SkJD344IN65JFHDE5nPhaLRR9++KEmT55sdBTTKyoqUteuXbVq1SpddtllRscxraioKP3lL3/Rz3/+c6OjmE5lZaWGDh2qF198UU8++aTS0tI0Z84co2OZxhNPPKFFixYpOzvb6CimwpGWs6irq1NWVpYyMjKatlmtVmVkZGj9+vUGJgOksrIySY1fumg5p9Opd955Rw6HQ6NGjTI6jinNnDlT11577Wl/R6Jl9uzZo4SEBPXq1Ut33HGHDh06ZHQkr+czCyZ6WnFxsZxOp2JjY0/bHhsbq507dxqUCmg84vfQQw9pzJgxGjhwoNFxTGXr1q0aNWqUampqFBYWpg8//FApKSlGxzKdd955R1u2bNGmTZuMjmJaI0eO1Lx589SvXz8dO3ZMv//97zV27Fht27ZN4eHhRsfzWpQWwGRmzpypbdu2cf67Ffr166fs7GyVlZXp/fff17Rp07Rq1SqKSwvk5eVp9uzZ+uyzzxQUFGR0HNOaOHFi0+8HDx6skSNHqnv37nr33Xc5XXkOlJaziI6Ols1mU0FBwWnbCwoKFBcXZ1AqdHSzZs3Sxx9/rNWrVysxMdHoOKYTEBCgPn36SJKGDRumTZs26dlnn9Urr7xicDLzyMrKUmFhoYYOHdq0zel0avXq1XrhhRdUW1srm81mYEJz6tSpk/r27au9e/caHcWrMablLAICAjRs2DCtWLGiaZvL5dKKFSs4B45253a7NWvWLH344Yf6/PPP1bNnT6Mj+QSXy6Xa2lqjY5jKT37yE23dulXZ2dlNt+HDh+uOO+5QdnY2haWVKisrtW/fPsXHxxsdxatxpOUcMjMzNW3aNA0fPlwjRozQnDlz5HA4NH36dKOjmUZlZeVp/3LIzc1Vdna2oqKilJycbGAyc5k5c6YWLFigjz76SOHh4crPz5ckRUZGKjg42OB05vDoo49q4sSJSk5OVkVFhRYsWKAvvvhCS5cuNTqaqYSHh58xlio0NFRdunRhjFUL/OY3v9GkSZPUvXt3HT16VI8//rhsNptuu+02o6N5NUrLOUydOlVFRUV67LHHlJ+fr7S0NC1ZsuSMwbk4u82bN2v8+PFNP2dmZkqSpk2bpnnz5hmUynxeeuklSdK4ceNO2/7GG2/o7rvvbv9AJlRYWKi77rpLx44dU2RkpAYPHqylS5fqyiuvNDoaOqDDhw/rtttu0/HjxxUTE6NLL71UGzZsUExMjNHRvBrztAAAAFNgTAsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADAFSgsAADCF/w+RzsfnGzIxCwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(d[\"Redshift\"], d[\"MainProgenitorMass\"])\n", + "plt.plot(d[\"Redshift\"], d[\"MaxNextProgenitorMass\"])\n", + "\n", + "\n", + "plt.yscale(\"log\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "702 98\n", + "-1 7\n", + "\n", + "1\n", + "1415 97\n", + "1075 98\n", + "\n", + "2\n", + "2142 96\n", + "1902 97\n", + "\n", + "3\n", + "2887 95\n", + "2602 96\n", + "\n", + "4\n", + "3642 94\n", + "3262 95\n", + "\n" + ] + } + ], + "source": [ + "n = 0\n", + "\n", + "main_progenitor = tree[\"TreeMainProgenitor\"]\n", + "next_progenitor = tree[\"TreeNextProgenitor\"]\n", + "snapnum = tree[\"SnapNum\"]\n", + "\n", + "for i in range(5):\n", + "\n", + " print(i)\n", + " next_progenitor\n", + " # print(main_progenitor[n], snapnum[main_progenitor[n]])\n", + " # print(next_progenitor[n], snapnum[next_progenitor[n]])\n", + " print(\"\")\n", + " \n", + " \n", + " n = main_progenitor[n]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "# z, y = mreader.fof_progenitor(30)\n", + "d = mreader.main_progenitor(30)" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(d[\"Redshift\"], d[\"MainProgenitorMass\"], label=\"Main progenitor\")\n", + "# plt.plot(z, y, label=\"FoF group\")\n", + "plt.legend()\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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"execution_count": 131, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 99\n", + "383 98\n", + "776 97\n", + "1176 96\n", + "1588 95\n", + "2012 94\n", + "2447 93\n", + "2888 92\n", + "3338 91\n", + "3788 90\n", + "4246 89\n", + "4718 88\n", + "5198 87\n", + "5683 86\n", + "6169 85\n", + "6657 84\n", + "7146 83\n", + "7633 82\n", + "8130 81\n", + "8651 80\n", + "9173 79\n", + "9723 78\n", + "10286 77\n", + "10856 76\n", + "11443 75\n", + "12041 74\n", + "12650 73\n", + "13267 72\n", + "13899 71\n", + "14536 70\n", + "15193 69\n", + "15866 68\n", + "16540 67\n", + "17215 66\n", + "17914 65\n", + "18637 64\n", + "19377 63\n", + "20128 62\n", + "20899 61\n", + "21685 60\n", + "22491 59\n", + "23311 58\n", + "24159 57\n", + "25150 56\n", + "26026 55\n", + "26897 54\n", + "27806 53\n", + "28738 52\n", + "29568 51\n", + "30531 50\n", + "31514 49\n", + "32513 48\n", + "33520 47\n", + "34554 46\n", + "35609 45\n", + "36684 44\n", + "37773 43\n", + "38860 42\n", + "39967 41\n", + "41089 40\n", + "42234 39\n", + "43403 38\n", + "44575 37\n", + "45766 36\n", + "46974 35\n", + "48177 34\n", + "49394 33\n", + "50614 32\n", + "51855 31\n", + "53100 30\n", + "54360 29\n", + "55601 28\n", + "56820 27\n", + "58039 26\n", + "59241 25\n", + "60419 24\n", + "61581 23\n", + "62730 22\n", + "63774 21\n", + "64754 20\n", + "65636 19\n", + "66424 18\n", + "67096 17\n", + "67683 16\n", + "68154 15\n", + "68525 14\n", + "68842 13\n", + "69008 12\n", + "69119 11\n", + "69177 10\n" + ] + } + ], + "source": [ + "d1 = mreader.fof_progenitor(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "d1[\"Group_M_Crit200\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(d1[\"Redshift\"], d1[\"MainProgenitorMass\"])\n", + "# plt.plot(z1, m1)\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "f = h5py.File(paths.trees(16517, \"csiborg2_main\"), 'r')\n", + "print(f.keys()) " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeHalos\"].keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "offset = f[\"TreeTable/StartOffset\"][:]\n", + "length = f[\"TreeTable/Length\"][:]\n", + "\n", + "\n", + "groupnr = f[\"TreeHalos/GroupNr\"][:]\n", + "snapnum = f[\"TreeHalos/SnapNum\"][:]\n", + "treeid = f[\"TreeHalos/TreeID\"][:]\n", + "\n", + "treeid[mask][groupnr[mask] == 300000]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "treeid = f[\"TreeHalos/TreeID\"][:]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "mask = snapnum==99" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([279606])" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "treeid[mask][groupnr[mask] == 300000]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " (nsim = 16517, nsnap = 99, nhalo = 573522)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "148\n", + "85\n", + "68\n" + ] + } + ], + "source": [ + "\n", + "for n in range(3):\n", + " i = offset[n]\n", + " j = i + length[n]\n", + " \n", + " \n", + " m = snapnum[i:j] == 99\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeHalos/GroupNr\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 118794, 187990, ..., 54136874, 54136875, 54136876])" + ] + }, + "execution_count": 136, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeTable/StartOffset\"][:]" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([118794, 69196, 53723, ..., 1, 1, 1], dtype=int32)" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeTable/Length\"][:]" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "GroupNr\n", + "Group_M_Crit200\n", + "SnapNum\n", + "SubhaloHalfmassRad\n", + "SubhaloIDMostbound\n", + "SubhaloLen\n", + "SubhaloMass\n", + "SubhaloNr\n", + "SubhaloPos\n", + "SubhaloSpin\n", + "SubhaloVel\n", + "SubhaloVelDisp\n", + "SubhaloVmax\n", + "SubhaloVmaxRad\n", + "TreeDescendant\n", + "TreeFirstDescendant\n", + "TreeFirstHaloInFOFgroup\n", + "TreeFirstProgenitor\n", + "TreeID\n", + "TreeIndex\n", + "TreeMainProgenitor\n", + "TreeNextDescendant\n", + "TreeNextHaloInFOFgroup\n", + "TreeNextProgenitor\n", + "TreeProgenitor\n" + ] + } + ], + "source": [ + "for key in f[\"TreeHalos\"].keys():\n", + " print(key)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 150, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.0044236 , 0.02276927, 0. , ..., 0. , 0. 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555, 556, 557, 558, 559, 560, 561,\n", + " 562, 563, 564, 565, 566, 567, 568, 569, 570, 571, 572, 573, 574,\n", + " 575, 576, 577, 578, 579, 580, 581, 582, 583, 584, 585, 586, 587,\n", + " 588, 589, 590, 591, 592, 593, 594, 595, 596, 597, 598, 599, 600,\n", + " 601, 602, 603, 604, 605, 606, 607, 608, 609, 610, 611, 612, 613,\n", + " 614, 615, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626,\n", + " 627, 628, 629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639,\n", + " 640, 641, 642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652,\n", + " 653, 654, 655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665,\n", + " 666, 667, 668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678,\n", + " 679, 680, 681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691,\n", + " 692, 693, 694, 695, 696, 697, 698, 699, 700, 701, 702, 703, 704,\n", + " 705, 706, 707, 708, 709, 710, 711, 712, 713, 714, 715, 716, 717,\n", + " 718, 719, 720, 721, 722, 723, 724, 725, 726, 727, 728, 729, 730,\n", + " 731, 732, 733, 734, 735, 736, 737, 738, 739, 740, 741, 742, 743,\n", + " 744, 745, 746, 747, 748, 749, 750, 751, 752, 753, 754, 755, 756,\n", + " 757, 758, 759, 760, 761, 762, 763, 764, 765, 766, 767, 768, 769,\n", + " 770, 771, 772, 773, 774, 775, 776, 777, 778, 779, 780, 781, 782,\n", + " 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 794, 795,\n", + " 796, 797, 798, 799, 800, 801, 802, 803, 804, 805, 806, 807, 808,\n", + " 809, 810, 811, 812, 813, 814, 815, 816, 817, 818, 819, 820, 821,\n", + " 822, 823, 824, 825, 826, 827, 828, 829, 830, 831, 832, 833, 834,\n", + " 835, 836, 837, 838, 839, 840, 841, 842, 843, 844, 845, 846, 847,\n", + " 848, 849, 850, 851, 852, 853, 854, 855, 856, 857, 858, 859, 860,\n", + " 861, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 872, 873,\n", + " 874, 875, 876, 877, 878, 879, 880, 881, 882, 883, 884, 885, 886,\n", + " 887, 888, 889, 890, 891, 892, 893, 894, 895, 896, 897, 898, 899,\n", + " 900, 901, 902, 903, 904, 905, 906, 907, 908, 909, 910, 911, 912,\n", + " 913, 914, 915, 916, 917]),)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.where(f[\"TreeHalos\"][\"SnapNum\"][:1000] == 98)" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "324" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeHalos\"][\"TreeFirstHaloInFOFgroup\"][:1000][330]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n", + " 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n", + " 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n", + " 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n", + " 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99,\n", + " 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99, 99],\n", + " dtype=int32)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "f[\"TreeHalos/SnapNum\"][73895:73895+100]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "snap_final = csiborgtools.read.CSiBORG2Snapshot(1, 99, \"varysmall\")\n", + "snap_init = csiborgtools.read.CSiBORG2Snapshot(1, 0, \"varysmall\")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# print(\"Loading final\")\n", + "# pid_final = snap_final.particle_ids()\n", + "\n", + "# print(\"Loading init\")\n", + "# pid_init = snap_init.particle_ids()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "hid = 7\n", + "pos_final = snap_final.halo_coordinates(hid)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "pos_init = snap_init.halo_coordinates(hid)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(231277, 3)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pos_final.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "# plt.scatter(pos_init[:,0], pos_init[:, 1], s=0.1)\n", + "plt.scatter(pos_final[:,0], pos_final[:, 1], s=0.1)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "cat = csiborgtools.read.CSiBORG2Catalogue(15617, 99, \"main\", bounds={\"dist\": (None, 120)})" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "x = cat[\"dist\"]\n", + "y = cat[\"GroupContamination\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(x / 0.676, y, s=0.1)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['cartesian_pos',\n", + " 'spherical_pos',\n", + " 'dist',\n", + " 'cartesian_redshiftspace_pos',\n", + " 'spherical_redshiftspace_pos',\n", + " 'redshiftspace_dist',\n", + " 'cartesian_vel',\n", + " 'particle_offsetnpart',\n", + " 'totmass',\n", + " 'index',\n", + " 'lagpatch_coordinates',\n", + " 'lagpatch_radius']" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "168736" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(cat)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'CSiBORG1Catalogue' object has no attribute 'data'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[55], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mcat\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mm200c\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n", + "File \u001b[0;32m~/csiborgtools/csiborgtools/read/catalogue.py:486\u001b[0m, in \u001b[0;36mBaseCatalogue.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 484\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_custom_keys:\n\u001b[1;32m 485\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(\u001b[38;5;28mself\u001b[39m, key)\n\u001b[0;32m--> 486\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcatalogue_name]\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[1;32m 487\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcatalogue_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m/\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkey\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m][:]\n\u001b[1;32m 488\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "\u001b[0;31mAttributeError\u001b[0m: 'CSiBORG1Catalogue' object has no attribute 'data'" + ] + } + ], + "source": [ + "cat[\"m200c\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 2, 3, ..., 168734, 168735, 168736], dtype=int32)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat[\"index\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "FoF catalogue key 'xx' not available. Available keys are: ['GroupOffset', 'index', 'm200c', 'totpartmass', 'x', 'y', 'z']", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[43], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mcat\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_read_fof_catalogue\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mxx\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/csiborgtools/csiborgtools/read/catalogue.py:566\u001b[0m, in \u001b[0;36mCSiBORG1Catalogue._read_fof_catalogue\u001b[0;34m(self, kind)\u001b[0m\n\u001b[1;32m 564\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m File(fpath, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m f:\n\u001b[1;32m 565\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kind \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m f\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[0;32m--> 566\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFoF catalogue key \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mkind\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m not available. Available keys are: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(f\u001b[38;5;241m.\u001b[39mkeys())\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;66;03m# noqa\u001b[39;00m\n\u001b[1;32m 567\u001b[0m out \u001b[38;5;241m=\u001b[39m f[kind][\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;241m.\u001b[39m]\n\u001b[1;32m 568\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m out\n", + "\u001b[0;31mValueError\u001b[0m: FoF catalogue key 'xx' not available. Available keys are: ['GroupOffset', 'index', 'm200c', 'totpartmass', 'x', 'y', 'z']" + ] + } + ], + "source": [ + "cat._read_fof_catalogue(\"xx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([165, 341, 189, ..., 524, 281, 606], dtype=uint32)" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "getattr(cat, \"npart\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3.12599134e+09, 3.11626524e+09, 3.12360110e+09, ...,\n", + " 3.56968138e+09, 3.11820731e+09, 6.41428993e+09])" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat[\"totmass\"] / cat[\"npart\"]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[246.23767, 248.68051, 246.8038 ],\n", + " [245.89716, 248.3562 , 246.68607],\n", + " [251.61401, 249.80145, 251.0754 ],\n", + " ...,\n", + " [239.69035, 436.81116, 251.61401],\n", + " [238.87607, 435.89465, 251.42436],\n", + " [239.18134, 437.3216 , 250.3281 ]], dtype=float32)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat[\"cartesian_pos\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "array([246.23767, 245.89716, 251.61401, ..., 239.69035, 238.87607,\n", + " 239.18134], dtype=float32)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat._read_fof_catalogue(\"x\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['spherical_pos', 'cartesian_pos']" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cat.cache_keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "x = np.arange(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20, 1)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.vstack([x.reshape(-1, 1), x.reshape(-1, 1)]).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(20,)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.hstack([x, x]).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(38733704, 3)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.vstack([x, x]).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "ename": "ValueError", + "evalue": "Halo `0` not found.", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[11], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m x \u001b[38;5;241m=\u001b[39m \u001b[43msnapshot\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mhalo_coordinates\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/csiborgtools/csiborgtools/read/snapshot.py:255\u001b[0m, in \u001b[0;36mCSiBORG1Snapshot.halo_coordinates\u001b[0;34m(self, halo_id, is_group)\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m is_group:\n\u001b[1;32m 253\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThere is no subhalo catalogue for CSiBORG1.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 255\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_halo_particles\u001b[49m\u001b[43m(\u001b[49m\u001b[43mhalo_id\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mCoordinates\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/csiborgtools/csiborgtools/read/snapshot.py:245\u001b[0m, in \u001b[0;36mCSiBORG1Snapshot._get_halo_particles\u001b[0;34m(self, halo_id, kind)\u001b[0m\n\u001b[1;32m 242\u001b[0m i, j \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhid2offset\u001b[38;5;241m.\u001b[39mget(halo_id, (\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 244\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m i \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m--> 245\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mHalo `\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhalo_id\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m` not found.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 247\u001b[0m x \u001b[38;5;241m=\u001b[39m f[kind][i:j \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m]\n\u001b[1;32m 249\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m x\n", + "\u001b[0;31mValueError\u001b[0m: Halo `0` not found." + ] + } + ], + "source": [ + "x = snapshot.halo_coordinates(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[396.24 , 662.408, 314.148],\n", + " [398.16 , 661.776, 314.764],\n", + " [398.04 , 660.472, 313.024],\n", + " ...,\n", + " [396.26 , 661.08 , 314.384],\n", + " [396.052, 661.296, 313.964],\n", + " [397.068, 662.008, 312.492]], dtype=float32)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 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3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09, 3.0900434e+09, 3.0900434e+09,\n", + " 3.0900434e+09, 3.0900434e+09], dtype=float32)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "snapshot.hid2offset" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "d = {i: (j, k) for i, j, k in offset}" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(295030069, 295030234)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d[1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "ids = snapshot.particle_ids()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "from h5py import File\n", + "\n", + "\n", + "with File(\"/mnt/extraspace/rstiskalek/csiborg1/chain_7516/snapshot_00946.hdf5\", 'r') as f:\n", + " print(f.keys())\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + ">" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ids" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(22478, 7)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d1[\"val\"].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(17737, 7)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d2[\"val\"].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGC'). [astropy.io.fits.column]\n", + "WARNING: VerifyWarning: It is strongly recommended that column names contain only upper and lower-case ASCII letters, digits, or underscores for maximum compatibility with other software (got '#AGCNr'). [astropy.io.fits.column]\n", + "/mnt/zfsusers/rstiskalek/csiborgtools/csiborgtools/read/obs.py:368: UserWarning: Key `IN_DR7_LSS` found in both `routine_keys` and `fits_keys`. Returning `routine_keys` value.\n", + " warn(f\"Key `{key}` found in both `routine_keys` and `fits_keys`. \"\n" + ] + } + ], + "source": [ + "surv = csiborgtools.SDSSxALFALFA()(apply_selection=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "22478" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "surv.selection_mask.size" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'x' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mx\u001b[49m\n", + "\u001b[0;31mNameError\u001b[0m: name 'x' is not defined" + ] + } + ], + "source": [ + "x" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(17737, 7)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d[\"val\"].shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 1])" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths.get_ics(\"quijote\")" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n" + ] + }, + { + "data": { + "text/plain": [ + "['ics', 4]" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths.get_snapshots(1, \"quijote\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'ICs'" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "str(\"ICs\").zfill(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'/mnt/extraspace/rstiskalek/csiborg1/chain_7444/snapshot_00980.hdf5'" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths.snapshot(980, 7444, \"csiborg\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with h5py.File(\"/mnt/extraspace/rstiskalek/quijote/fiducial_processed/chain_0/fof_004.hdf5\", 'r') as f:\n", + " print(f.keys())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[9.9994348e+02, 2.3538021e+01, 1.3582062e+01],\n", + " [1.2109435e+02, 9.1827988e+01, 4.8249097e+02],\n", + " [1.2107726e+02, 9.1833275e+01, 4.8052374e+02],\n", + " ...,\n", + " [9.9808612e+02, 9.7062708e+02, 9.3360345e+02],\n", + " [2.6784971e-02, 9.7256281e+02, 9.3554065e+02],\n", + " [9.9810071e+02, 9.6868726e+02, 9.3552893e+02]], dtype=float32)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pos0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "Omega0 0.307000011205673\n", + "OmegaBaryon 0.0\n", + "OmegaLambda 0.693000018596649" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.693000018596649" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box._omega_l" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.307000011205673" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box.Om0" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "67682.75228061239" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "box.box2vel(1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "2.654327164967911e+19" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15517, 15617, 15717, 15817, 15917, 16017, 16117, 16217, 16317,\n", + " 16417, 16517, 16617, 16717, 16817, 16917, 17117, 17217, 17317,\n", + " 17417])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths.get_ics(\"csiborg2_main\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n", + " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n", + " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n", + " 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n", + " 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n", + " 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths.get_snapshots(15517, \"csiborg2_main\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + 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subhalo_prog_035.hdf5\n", + "fof_subhalo_tab_082.hdf5\t subhalo_prog_036.hdf5\n", + "fof_subhalo_tab_083.hdf5\t subhalo_prog_037.hdf5\n", + "fof_subhalo_tab_084.hdf5\t subhalo_prog_038.hdf5\n", + "fof_subhalo_tab_085.hdf5\t subhalo_prog_039.hdf5\n", + "fof_subhalo_tab_086.hdf5\t subhalo_prog_040.hdf5\n", + "fof_subhalo_tab_087.hdf5\t subhalo_prog_041.hdf5\n", + "fof_subhalo_tab_088.hdf5\t subhalo_prog_042.hdf5\n", + "fof_subhalo_tab_089.hdf5\t subhalo_prog_043.hdf5\n", + "fof_subhalo_tab_090.hdf5\t subhalo_prog_044.hdf5\n", + "fof_subhalo_tab_091.hdf5\t subhalo_prog_045.hdf5\n", + "fof_subhalo_tab_092.hdf5\t subhalo_prog_046.hdf5\n", + "fof_subhalo_tab_093.hdf5\t subhalo_prog_047.hdf5\n", + "fof_subhalo_tab_094.hdf5\t subhalo_prog_048.hdf5\n", + "fof_subhalo_tab_095.hdf5\t subhalo_prog_049.hdf5\n", + "fof_subhalo_tab_096.hdf5\t subhalo_prog_050.hdf5\n", + "fof_subhalo_tab_097.hdf5\t subhalo_prog_051.hdf5\n", + "fof_subhalo_tab_098.hdf5\t subhalo_prog_052.hdf5\n", + "fof_subhalo_tab_099.hdf5\t subhalo_prog_053.hdf5\n", + "hydro.txt\t\t\t subhalo_prog_054.hdf5\n", + "info.txt\t\t\t subhalo_prog_055.hdf5\n", + "memory_ghostranks.txt\t\t subhalo_prog_056.hdf5\n", + "memory.txt\t\t\t subhalo_prog_057.hdf5\n", + "parameters-usedvalues\t\t subhalo_prog_058.hdf5\n", + "snapshot_000_cut.hdf5\t\t subhalo_prog_059.hdf5\n", + "snapshot_001_cut.hdf5\t\t subhalo_prog_060.hdf5\n", + "snapshot_002_cut.hdf5\t\t subhalo_prog_061.hdf5\n", + "snapshot_003_cut.hdf5\t\t subhalo_prog_062.hdf5\n", + "snapshot_004_cut.hdf5\t\t subhalo_prog_063.hdf5\n", + "snapshot_005_cut.hdf5\t\t subhalo_prog_064.hdf5\n", + "snapshot_006_cut.hdf5\t\t subhalo_prog_065.hdf5\n", + "snapshot_007_cut.hdf5\t\t subhalo_prog_066.hdf5\n", + "snapshot_008_cut.hdf5\t\t subhalo_prog_067.hdf5\n", + "snapshot_009_cut.hdf5\t\t subhalo_prog_068.hdf5\n", + "snapshot_010_cut.hdf5\t\t subhalo_prog_069.hdf5\n", + "snapshot_011_cut.hdf5\t\t subhalo_prog_070.hdf5\n", + "snapshot_012_cut.hdf5\t\t subhalo_prog_071.hdf5\n", + "snapshot_013_cut.hdf5\t\t subhalo_prog_072.hdf5\n", + "snapshot_014_cut.hdf5\t\t subhalo_prog_073.hdf5\n", + "snapshot_015_cut.hdf5\t\t subhalo_prog_074.hdf5\n", + "snapshot_016_cut.hdf5\t\t subhalo_prog_075.hdf5\n", + "snapshot_017_cut.hdf5\t\t subhalo_prog_076.hdf5\n", + "snapshot_018_cut.hdf5\t\t subhalo_prog_077.hdf5\n", + "snapshot_019_cut.hdf5\t\t subhalo_prog_078.hdf5\n", + "snapshot_020_cut.hdf5\t\t subhalo_prog_079.hdf5\n", + "snapshot_021_cut.hdf5\t\t subhalo_prog_080.hdf5\n", + "snapshot_022_cut.hdf5\t\t subhalo_prog_081.hdf5\n", + "snapshot_023_cut.hdf5\t\t subhalo_prog_082.hdf5\n", + "snapshot_024_cut.hdf5\t\t subhalo_prog_083.hdf5\n", + "snapshot_025_cut.hdf5\t\t subhalo_prog_084.hdf5\n", + "snapshot_026_cut.hdf5\t\t subhalo_prog_085.hdf5\n", + "snapshot_027_cut.hdf5\t\t subhalo_prog_086.hdf5\n", + "snapshot_028_cut.hdf5\t\t subhalo_prog_087.hdf5\n", + "snapshot_029_cut.hdf5\t\t subhalo_prog_088.hdf5\n", + "snapshot_030_cut.hdf5\t\t subhalo_prog_089.hdf5\n", + "snapshot_031_cut.hdf5\t\t subhalo_prog_090.hdf5\n", + "snapshot_032_cut.hdf5\t\t subhalo_prog_091.hdf5\n", + "snapshot_033_cut.hdf5\t\t subhalo_prog_092.hdf5\n", + "snapshot_034_cut.hdf5\t\t subhalo_prog_093.hdf5\n", + "snapshot_035_cut.hdf5\t\t subhalo_prog_094.hdf5\n", + "snapshot_036_cut.hdf5\t\t subhalo_prog_095.hdf5\n", + "snapshot_037_cut.hdf5\t\t subhalo_prog_096.hdf5\n", + "snapshot_038_cut.hdf5\t\t subhalo_prog_097.hdf5\n", + "snapshot_039_cut.hdf5\t\t subhalo_prog_098.hdf5\n", + "snapshot_040_cut.hdf5\t\t subhalo_prog_099.hdf5\n", + "snapshot_041_cut.hdf5\t\t subhalo_treelink_000.hdf5\n", + "snapshot_042_cut.hdf5\t\t subhalo_treelink_001.hdf5\n", + "snapshot_043_cut.hdf5\t\t subhalo_treelink_002.hdf5\n", + "snapshot_044_cut.hdf5\t\t subhalo_treelink_003.hdf5\n", + "snapshot_045_cut.hdf5\t\t subhalo_treelink_004.hdf5\n", + "snapshot_046_cut.hdf5\t\t subhalo_treelink_005.hdf5\n", + "snapshot_047_cut.hdf5\t\t subhalo_treelink_006.hdf5\n", + "snapshot_048_cut.hdf5\t\t subhalo_treelink_007.hdf5\n", + "snapshot_049_cut.hdf5\t\t subhalo_treelink_008.hdf5\n", + "snapshot_050_cut.hdf5\t\t subhalo_treelink_009.hdf5\n", + "snapshot_051_cut.hdf5\t\t subhalo_treelink_010.hdf5\n", + "snapshot_052_cut.hdf5\t\t subhalo_treelink_011.hdf5\n", + "snapshot_053_cut.hdf5\t\t subhalo_treelink_012.hdf5\n", + "snapshot_054_cut.hdf5\t\t subhalo_treelink_013.hdf5\n", + "snapshot_055_cut.hdf5\t\t subhalo_treelink_014.hdf5\n", + "snapshot_056_cut.hdf5\t\t subhalo_treelink_015.hdf5\n", + "snapshot_057_cut.hdf5\t\t subhalo_treelink_016.hdf5\n", + "snapshot_058_cut.hdf5\t\t subhalo_treelink_017.hdf5\n", + "snapshot_059_cut.hdf5\t\t subhalo_treelink_018.hdf5\n", + "snapshot_060_cut.hdf5\t\t subhalo_treelink_019.hdf5\n", + "snapshot_061_cut.hdf5\t\t subhalo_treelink_020.hdf5\n", + "snapshot_062_cut.hdf5\t\t subhalo_treelink_021.hdf5\n", + "snapshot_063_cut.hdf5\t\t subhalo_treelink_022.hdf5\n", + "snapshot_064_cut.hdf5\t\t subhalo_treelink_023.hdf5\n", + "snapshot_065_cut.hdf5\t\t subhalo_treelink_024.hdf5\n", + "snapshot_066_cut.hdf5\t\t subhalo_treelink_025.hdf5\n", + "snapshot_067_cut.hdf5\t\t subhalo_treelink_026.hdf5\n", + "snapshot_068_cut.hdf5\t\t subhalo_treelink_027.hdf5\n", + "snapshot_069_cut.hdf5\t\t subhalo_treelink_028.hdf5\n", + "snapshot_070_cut.hdf5\t\t subhalo_treelink_029.hdf5\n", + "snapshot_071_cut.hdf5\t\t subhalo_treelink_030.hdf5\n", + "snapshot_072_cut.hdf5\t\t subhalo_treelink_031.hdf5\n", + "snapshot_073_cut.hdf5\t\t subhalo_treelink_032.hdf5\n", + "snapshot_074_cut.hdf5\t\t subhalo_treelink_033.hdf5\n", + "snapshot_075_cut.hdf5\t\t subhalo_treelink_034.hdf5\n", + "snapshot_076_cut.hdf5\t\t subhalo_treelink_035.hdf5\n", + "snapshot_077_cut.hdf5\t\t subhalo_treelink_036.hdf5\n", + "snapshot_078_cut.hdf5\t\t subhalo_treelink_037.hdf5\n", + "snapshot_079_cut.hdf5\t\t subhalo_treelink_038.hdf5\n", + "snapshot_080_cut.hdf5\t\t subhalo_treelink_039.hdf5\n", + "snapshot_081_cut.hdf5\t\t subhalo_treelink_040.hdf5\n", + "snapshot_082_cut.hdf5\t\t subhalo_treelink_041.hdf5\n", + "snapshot_083_cut.hdf5\t\t subhalo_treelink_042.hdf5\n", + "snapshot_084_cut.hdf5\t\t subhalo_treelink_043.hdf5\n", + "snapshot_085_cut.hdf5\t\t subhalo_treelink_044.hdf5\n", + "snapshot_086_cut.hdf5\t\t subhalo_treelink_045.hdf5\n", + "snapshot_087_cut.hdf5\t\t subhalo_treelink_046.hdf5\n", + "snapshot_088_cut.hdf5\t\t subhalo_treelink_047.hdf5\n", + "snapshot_089_cut.hdf5\t\t subhalo_treelink_048.hdf5\n", + "snapshot_090_cut.hdf5\t\t subhalo_treelink_049.hdf5\n", + "snapshot_091_cut.hdf5\t\t subhalo_treelink_050.hdf5\n", + "snapshot_092_cut.hdf5\t\t subhalo_treelink_051.hdf5\n", + "snapshot_093_cut.hdf5\t\t subhalo_treelink_052.hdf5\n", + "snapshot_094_cut.hdf5\t\t subhalo_treelink_053.hdf5\n", + "snapshot_095_cut.hdf5\t\t subhalo_treelink_054.hdf5\n", + "snapshot_096_cut.hdf5\t\t subhalo_treelink_055.hdf5\n", + "snapshot_097_cut.hdf5\t\t subhalo_treelink_056.hdf5\n", + "snapshot_098_cut.hdf5\t\t subhalo_treelink_057.hdf5\n", + "snapshot_099_full.hdf5\t\t subhalo_treelink_058.hdf5\n", + "snapshot-prevmostboundonly_000.hdf5 subhalo_treelink_059.hdf5\n", + "snapshot-prevmostboundonly_001.hdf5 subhalo_treelink_060.hdf5\n", + "snapshot-prevmostboundonly_002.hdf5 subhalo_treelink_061.hdf5\n", + "snapshot-prevmostboundonly_003.hdf5 subhalo_treelink_062.hdf5\n", + "snapshot-prevmostboundonly_004.hdf5 subhalo_treelink_063.hdf5\n", + "snapshot-prevmostboundonly_005.hdf5 subhalo_treelink_064.hdf5\n", + "snapshot-prevmostboundonly_006.hdf5 subhalo_treelink_065.hdf5\n", + "snapshot-prevmostboundonly_007.hdf5 subhalo_treelink_066.hdf5\n", + "snapshot-prevmostboundonly_008.hdf5 subhalo_treelink_067.hdf5\n", + "snapshot-prevmostboundonly_009.hdf5 subhalo_treelink_068.hdf5\n", + "snapshot-prevmostboundonly_010.hdf5 subhalo_treelink_069.hdf5\n", + "snapshot-prevmostboundonly_011.hdf5 subhalo_treelink_070.hdf5\n", + "snapshot-prevmostboundonly_012.hdf5 subhalo_treelink_071.hdf5\n", + "snapshot-prevmostboundonly_013.hdf5 subhalo_treelink_072.hdf5\n", + "snapshot-prevmostboundonly_014.hdf5 subhalo_treelink_073.hdf5\n", + "snapshot-prevmostboundonly_015.hdf5 subhalo_treelink_074.hdf5\n", + "snapshot-prevmostboundonly_016.hdf5 subhalo_treelink_075.hdf5\n", + "snapshot-prevmostboundonly_017.hdf5 subhalo_treelink_076.hdf5\n", + "snapshot-prevmostboundonly_018.hdf5 subhalo_treelink_077.hdf5\n", + "snapshot-prevmostboundonly_019.hdf5 subhalo_treelink_078.hdf5\n", + "snapshot-prevmostboundonly_020.hdf5 subhalo_treelink_079.hdf5\n", + "snapshot-prevmostboundonly_021.hdf5 subhalo_treelink_080.hdf5\n", + "snapshot-prevmostboundonly_022.hdf5 subhalo_treelink_081.hdf5\n", + "snapshot-prevmostboundonly_023.hdf5 subhalo_treelink_082.hdf5\n", + "snapshot-prevmostboundonly_024.hdf5 subhalo_treelink_083.hdf5\n", + "snapshot-prevmostboundonly_025.hdf5 subhalo_treelink_084.hdf5\n", + "snapshot-prevmostboundonly_026.hdf5 subhalo_treelink_085.hdf5\n", + "snapshot-prevmostboundonly_027.hdf5 subhalo_treelink_086.hdf5\n", + "snapshot-prevmostboundonly_028.hdf5 subhalo_treelink_087.hdf5\n", + "snapshot-prevmostboundonly_029.hdf5 subhalo_treelink_088.hdf5\n", + "snapshot-prevmostboundonly_030.hdf5 subhalo_treelink_089.hdf5\n", + "snapshot-prevmostboundonly_031.hdf5 subhalo_treelink_090.hdf5\n", + "snapshot-prevmostboundonly_032.hdf5 subhalo_treelink_091.hdf5\n", + "snapshot-prevmostboundonly_033.hdf5 subhalo_treelink_092.hdf5\n", + "snapshot-prevmostboundonly_034.hdf5 subhalo_treelink_093.hdf5\n", + "snapshot-prevmostboundonly_035.hdf5 subhalo_treelink_094.hdf5\n", + "snapshot-prevmostboundonly_036.hdf5 subhalo_treelink_095.hdf5\n", + "snapshot-prevmostboundonly_037.hdf5 subhalo_treelink_096.hdf5\n", + "snapshot-prevmostboundonly_038.hdf5 subhalo_treelink_097.hdf5\n", + "snapshot-prevmostboundonly_039.hdf5 subhalo_treelink_098.hdf5\n", + "snapshot-prevmostboundonly_040.hdf5 subhalo_treelink_099.hdf5\n", + "snapshot-prevmostboundonly_041.hdf5 timebins.txt\n", + "snapshot-prevmostboundonly_042.hdf5 timings.txt\n", + "snapshot-prevmostboundonly_043.hdf5 trees.hdf5\n", + "snapshot-prevmostboundonly_044.hdf5\n" + ] + } + ], + "source": [ + "!ls /mnt/extraspace/rstiskalek/csiborg2_main/chain_15517/output" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-11-16 12:14:34.150916: opening `/mnt/extraspace/rstiskalek/CSiBORG/processed_output/parts_FOF_07444.hdf5`.\n" + ] + } + ], + "source": [ + "cat = csiborgtools.read.CSiBORGCatalogue(7444, paths, catalogue_name=\"halo_catalogue\", halo_finder=\"FOF\",\n", + " bounds={\"dist\": (0, 50)})" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "d = np.load(paths.field(\"density\", \"PCS\", 512, 7444, False, None))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "over = d / d.mean() - 1" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "import Pk_library as PKL" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Computing power spectrum of the field...\n", + "Time to complete loop = 8.22\n", + "Time taken = 15.66 seconds\n" + ] + } + ], + "source": [ + "Pk = PKL.Pk(over, 677.6, 0, \"PCS\", 1, True)\n", + "\n", + "\n", + "# 3D P(k)\n", + "k = Pk.k3D\n", + "Pk0 = Pk.Pk[:,0] #monopole\n", + "Pk2 = Pk.Pk[:,1] #quadrupole\n", + "Pk4 = Pk.Pk[:,2] #hexadecapole\n", + "Pkphase = Pk.Pkphase #power spectrum of the phases\n", + "Nmodes = Pk.Nmodes3D" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(k, Pk0, label='monopole')\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_1249/2763035238.py:2: RuntimeWarning: divide by zero encountered in log10\n", + " plt.imshow(np.log10(over[0, :, :] + 1))\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.imshow(np.log10(over[0, :, :] + 1))\n", + "plt.colorbar()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "pos = cat[\"snapshot_final/pos\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "pos = pos[:]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "totmass = numpy.sum(cat[\"snapshot_final/mass\"][:])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "284.507446985742" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "totmass / (677.7 * 1000)**3 / 0.3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'RA': 186.75, 'DEC': 12.717, 'dist': 11.28}\n" + ] + } + ], + "source": [ + "virgo = csiborgtools.virgo\n", + "\n", + "print(virgo)\n", + "X = np.array([virgo[\"dist\"], virgo[\"RA\"], virgo[\"DEC\"]]).reshape(-1, 3)\n", + "\n", + "\n", + "dist, indxs = cat.angular_neighbours(X, False, 20, radial_tolerance=5)\n", + "dist, indxs = dist[0], indxs[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([], dtype=float64)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dist" + ] + }, + { + "cell_type": "code", + "execution_count": 308, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "14.294649\n" + ] + } + ], + "source": [ + "k = np.argmax(cat[\"mtot\"])\n", + "\n", + "k = np.argsort(cat[\"mtot\"])[::-1][8]\n", + "\n", + "c = cat[\"cartesian_pos\"][k]\n", + "\n", + "print(np.log10(cat[\"mtot\"][k]))" + ] + }, + { + "cell_type": "code", + "execution_count": 309, + "metadata": {}, + "outputs": [], + "source": [ + "indx1 = cat.select_in_box(c, 20)\n", + "pos1 = cat[\"cartesian_pos\"][indx1]\n", + "\n", + "indx2 = pcat.select_in_box(c, 20)\n", + "pos2 = pcat[\"cartesian_pos\"][indx2]\n", + "\n", + "m1 = cat[\"mtot\"][indx1]\n", + "m2 = pcat[\"summed_mass\"][indx2]" + ] + }, + { + "cell_type": "code", + "execution_count": 311, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(pos1[:, 0], pos1[:, 1], c=np.log10(m1))\n", + "plt.colorbar()\n", + "plt.scatter(pos2[:, 0], pos2[:, 1], marker=\"x\", c=np.log10(m2))\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'RA': 195, 'DEC': 28, 'dist': 70.5}\n" + ] + } + ], + "source": [ + "virgo = csiborgtools.virgo\n", + "\n", + "print(virgo)\n", + "X = np.array([virgo[\"dist\"], virgo[\"RA\"], virgo[\"DEC\"]]).reshape(-1, 3)\n", + "\n", + "\n", + "dist, indxs = cat.angular_neighbours(X, False, 20, radial_tolerance=5)\n", + "dist, indxs = dist[0], indxs[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 294, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[]\n" + ] + }, + { + "ename": "ValueError", + "evalue": "attempt to get argmax of an empty sequence", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 9\u001b[0m line \u001b[0;36m3\n\u001b[1;32m 1\u001b[0m \u001b[39mprint\u001b[39m(cat[\u001b[39m\"\u001b[39m\u001b[39mmtot\u001b[39m\u001b[39m\"\u001b[39m][indxs])\n\u001b[0;32m----> 3\u001b[0m k \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39;49margmax(cat[\u001b[39m\"\u001b[39;49m\u001b[39mmtot\u001b[39;49m\u001b[39m\"\u001b[39;49m][indxs])\n\u001b[1;32m 4\u001b[0m kk \u001b[39m=\u001b[39m indxs[k]\n\u001b[1;32m 5\u001b[0m dist[k], np\u001b[39m.\u001b[39mlog10(cat[\u001b[39m\"\u001b[39m\u001b[39mmtot\u001b[39m\u001b[39m\"\u001b[39m][indxs[k]]), cat[\u001b[39m\"\u001b[39m\u001b[39mindex\u001b[39m\u001b[39m\"\u001b[39m][indxs[k]]\n", + "File \u001b[0;32m<__array_function__ internals>:200\u001b[0m, in \u001b[0;36margmax\u001b[0;34m(*args, **kwargs)\u001b[0m\n", + "File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.11/site-packages/numpy/core/fromnumeric.py:1242\u001b[0m, in \u001b[0;36margmax\u001b[0;34m(a, axis, out, keepdims)\u001b[0m\n\u001b[1;32m 1155\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 1156\u001b[0m \u001b[39mReturns the indices of the maximum values along an axis.\u001b[39;00m\n\u001b[1;32m 1157\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1239\u001b[0m \u001b[39m(2, 1, 4)\u001b[39;00m\n\u001b[1;32m 1240\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 1241\u001b[0m kwds \u001b[39m=\u001b[39m {\u001b[39m'\u001b[39m\u001b[39mkeepdims\u001b[39m\u001b[39m'\u001b[39m: keepdims} \u001b[39mif\u001b[39;00m keepdims \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m np\u001b[39m.\u001b[39m_NoValue \u001b[39melse\u001b[39;00m {}\n\u001b[0;32m-> 1242\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapfunc(a, \u001b[39m'\u001b[39;49m\u001b[39margmax\u001b[39;49m\u001b[39m'\u001b[39;49m, axis\u001b[39m=\u001b[39;49maxis, out\u001b[39m=\u001b[39;49mout, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n", + "File \u001b[0;32m~/csiborgtools/venv_csiborg/lib/python3.11/site-packages/numpy/core/fromnumeric.py:57\u001b[0m, in \u001b[0;36m_wrapfunc\u001b[0;34m(obj, method, *args, **kwds)\u001b[0m\n\u001b[1;32m 54\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n\u001b[1;32m 56\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m---> 57\u001b[0m \u001b[39mreturn\u001b[39;00m bound(\u001b[39m*\u001b[39;49margs, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwds)\n\u001b[1;32m 58\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[1;32m 59\u001b[0m \u001b[39m# A TypeError occurs if the object does have such a method in its\u001b[39;00m\n\u001b[1;32m 60\u001b[0m \u001b[39m# class, but its signature is not identical to that of NumPy's. This\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 64\u001b[0m \u001b[39m# Call _wrapit from within the except clause to ensure a potential\u001b[39;00m\n\u001b[1;32m 65\u001b[0m \u001b[39m# exception has a traceback chain.\u001b[39;00m\n\u001b[1;32m 66\u001b[0m \u001b[39mreturn\u001b[39;00m _wrapit(obj, method, \u001b[39m*\u001b[39margs, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwds)\n", + "\u001b[0;31mValueError\u001b[0m: attempt to get argmax of an empty sequence" + ] + } + ], + "source": [ + "print(cat[\"mtot\"][indxs])\n", + "\n", + "k = np.argmax(cat[\"mtot\"][indxs])\n", + "kk = indxs[k]\n", + "dist[k], np.log10(cat[\"mtot\"][indxs[k]]), cat[\"index\"][indxs[k]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 234, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[87053 61697 53097 80742 84525 4223 22315 1717 46519 23735]\n" + ] + } + ], + "source": [ + "print(np.argsort(pcat[\"summed_mass\"])[::-1][:10])\n", + " \n", + "k = 46519" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(15.115513, 70.65002323342219, True, 11506838)" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.log10(pcat[\"summed_mass\"][k]), pcat[\"dist\"][k], pcat[\"is_main\"][k], pcat[\"index\"][k]" + ] + }, + { + "cell_type": "code", + "execution_count": 235, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Clump 3947225 (193): : 24it [00:06, 3.58it/s] \n" + ] + } + ], + "source": [ + "data = merger_reader.walk_main_progenitor(20520136, 951, True)" + ] + }, + { + "cell_type": "code", + "execution_count": 236, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Tracking halo: 100%|██████████| 651/651 [00:53<00:00, 12.16it/s]\n" + ] + } + ], + "source": [ + "# pos, mass, x = csiborgtools.read.track_halo_manually(cats, 21344979, maxdist=5, max_dlogm=1)\n", + "hist = csiborgtools.read.track_halo_manually(cats, 20520136, maxdist=0.25, max_dlogm=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 237, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([(951., 275.3906 , 323.64114, 375.0767 , 1.6992810e+15, nan),\n", + " (950., 275.3763 , 323.63602, 375.09222, 1.6949284e+15, 0.02171533),\n", + " (949., nan, nan, nan, nan, nan),\n", + " (948., nan, nan, nan, nan, nan),\n", + " (947., nan, nan, nan, nan, nan),\n", + " (946., 275.3962 , 323.66205, 375.0974 , 1.6972969e+15, 0.03317323),\n", + " (945., 275.38544, 323.63733, 375.10263, 1.6828855e+15, 0.02746497),\n", + " (944., nan, nan, nan, nan, nan),\n", + " (943., 275.3182 , 323.42926, 375.11832, 1.6848843e+15, 0.21922271),\n", + " (942., 275.40613, 323.66183, 375.09247, 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(hist[\"x\"], hist[\"y\"], c=hist[\"snapshot_index\"])\n", + "plt.show()\n", + "\n", + "plt.figure()\n", + "plt.plot(hist[\"snapshot_index\"], hist[\"mass\"])\n", + "# m = data[\"desc_snapshot_index\"] > 0\n", + "# plt.plot(data[\"desc_snapshot_index\"][m], data[\"desc_mass\"][m])\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(pos[:, 0], pos[:, 1], c=np.log10(mass))\n", + "plt.colorbar()\n", + "\n", + "plt.scatter(x[0], x[1], c=\"r\", marker='x')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([(951., 284.35236, 246.34824, 370.83707, 2.8412564e+15, nan),\n", + " (950., nan, nan, nan, nan, nan),\n", + " (949., nan, nan, nan, nan, nan),\n", + " (948., nan, nan, nan, nan, nan),\n", + " (947., nan, nan, nan, nan, nan),\n", + " (946., nan, nan, nan, nan, nan),\n", + " (945., nan, nan, nan, nan, nan),\n", + " (944., nan, nan, nan, nan, nan),\n", + " (943., nan, nan, nan, nan, nan),\n", + " (942., nan, nan, nan, nan, nan),\n", + " (941., nan, nan, nan, nan, nan),\n", + " (940., nan, nan, nan, nan, nan),\n", + " (939., nan, nan, nan, nan, nan),\n", + " (938., nan, nan, nan, nan, nan),\n", + " (937., nan, nan, nan, nan, nan),\n", + " (936., nan, nan, nan, nan, nan),\n", + " (935., nan, nan, nan, nan, nan),\n", + " (934., nan, nan, nan, nan, nan),\n", + " (933., 284.46155, 246.00227, 370.8075 , 2.8477622e+15, 0.36398822),\n", + " (932., 284.4702 , 245.98221, 370.80765, 2.8483010e+15, 0.02185764),\n", + " (931., nan, nan, nan, nan, nan),\n", + " (930., nan, nan, nan, nan, nan),\n", + " (929., nan, nan, nan, nan, nan),\n", + " (928., nan, nan, nan, nan, nan),\n", + " (927., 284.5113 , 245.87349, 370.80716, 2.8455723e+15, 0.11622101),\n", + " (926., 284.5216 , 245.85237, 370.81116, 2.8424150e+15, 0.02384024),\n", + " (925., nan, nan, nan, nan, nan),\n", + " (924., 284.53732, 245.8114 , 370.8111 , 2.8395653e+15, 0.043881 ),\n", + " (923., nan, nan, nan, nan, nan),\n", + " (922., nan, nan, nan, nan, nan),\n", + " (921., nan, nan, nan, nan, nan),\n", + " (920., nan, nan, nan, nan, nan),\n", + " (919., nan, nan, nan, nan, nan),\n", + " (918., nan, nan, nan, nan, nan),\n", + " (917., nan, nan, nan, nan, nan),\n", + " (916., nan, nan, nan, nan, nan),\n", + " (915., nan, nan, nan, nan, nan),\n", + " (914., nan, nan, nan, nan, nan),\n", + " (913., nan, nan, nan, nan, nan),\n", + " (912., nan, nan, nan, nan, nan),\n", + " (911., nan, nan, nan, nan, nan),\n", + " (910., nan, nan, nan, nan, nan),\n", + " (909., nan, nan, nan, nan, nan),\n", + " (908., nan, nan, nan, nan, nan),\n", + " (907., nan, nan, nan, nan, nan),\n", + " (906., nan, nan, nan, nan, nan),\n", + " (905., nan, nan, nan, nan, nan),\n", + " (904., nan, nan, nan, nan, nan),\n", + " (903., nan, nan, nan, nan, nan),\n", + " (902., nan, nan, nan, nan, nan),\n", + " (901., nan, nan, nan, nan, nan),\n", + " (900., nan, nan, nan, nan, nan)],\n", + " dtype=[('snapshot_index', '" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(data[\"desc_snapshot_index\"], data[\"desc_mass\"])\n", + "m = mladen[:, 0] > 700\n", + "plt.plot(mladen[:,0][m], (mladen[:,3][m] - mladen[:, 5][m]) * 0.7)\n", + "\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 298, + "metadata": {}, + "outputs": [], + "source": [ + "snaps = paths.get_snapshots(7468, \"csiborg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 299, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 145/145 [01:46<00:00, 1.36it/s]\n" + ] + } + ], + "source": [ + "nsnaps = range(800, 944 + 1)\n", + "from tqdm import tqdm\n", + "cats = {}\n", + "for nsnap in tqdm(nsnaps):\n", + " cats[nsnap] = csiborgtools.read.CSiBORGPHEWCatalogue(\n", + " nsnap, 7468, paths, bounds={\"dist\": (None, 155.5), \"is_main\": True})" + ] + }, + { + "cell_type": "code", + "execution_count": 230, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "15.50197501793565" + ] + }, + "execution_count": 230, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cats[944][\"dist\"][cats[944][\"hid_to_array_index\"][20467619]]" + ] + }, + { + "cell_type": "code", + "execution_count": 454, + "metadata": {}, + "outputs": [], + "source": [ + "# hid = cats[944][\"index\"][np.argmax(cats[944][\"summed_mass\"])]\n", + "hid = 20467619" + ] + }, + { + "cell_type": "code", + "execution_count": 455, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 144/144 [00:00<00:00, 1348.89it/s]\n" + ] + } + ], + "source": [ + "hist = csiborgtools.read.track_halo_manually(cats, hid)\n", + "# x, y = csiborgtools.read.track_halo_manually(cats, hid)" + ] + }, + { + "cell_type": "code", + "execution_count": 456, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(hist[\"snapshot_index\"], hist[\"mass\"] / hist[\"mass\"][0], c=hist[\"desc_dist\"])\n", + "plt.colorbar()\n", + "# plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 457, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(hist[\"x\"], hist[\"y\"], c=hist[\"snapshot_index\"])\n", + "plt.colorbar()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 458, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(hist[\"snapshot_index\"], hist[\"desc_dist\"])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 459, + "metadata": {}, + "outputs": [], + "source": [ + "x = np.arange(len(pos_history))" + ] + }, + { + "cell_type": "code", + "execution_count": 293, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(dist_history)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 276, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(pos_history[:, 0], pos_history[:, 1], c=x)\n", + "plt.colorbar()\n", + "plt.show()\n", + "\n", + "\n", + "plt.figure()\n", + "plt.plot(mass_history)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [], + "source": [ + "nsnap0 = 944\n", + "k = cats[nsnap0][\"hid_to_array_index\"][hid]\n", + "pos = cats[nsnap0][\"cartesian_pos\"][k]" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": {}, + "outputs": [], + "source": [ + "nsnap = 939\n", + "cats[nsnap0][\"dist\"][k]\n", + "indxs = cats[nsnap].select_in_box(pos, 5)\n", + "nearby_pos = cats[nsnap][\"cartesian_pos\"][indxs]\n", + "nearby_mass = cats[nsnap][\"summed_mass\"][indxs]" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(nearby_pos[:, 0], nearby_pos[:, 1], c=np.log10(nearby_mass))\n", + "plt.colorbar()\n", + "\n", + "plt.scatter(pos[0], pos[1], c=\"r\", marker=\"x\")\n", + "plt.xlim(pos[0] - 5, pos[0] + 5)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.plot(mass_history)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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] + }, + { + "cell_type": "code", + "execution_count": 140, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.3265535, 3.9640648, 3.408305 , 3.7152677, 3.3064172, 3.7635257,\n", + " 3.9426146, 3.6556396, 3.1645837, 3.4619775, 3.001779 , 3.3351023,\n", + " 3.2698607, 3.1595533, 3.2382321, 3.9218407, 3.2711155, 3.2327757,\n", + " 3.461849 , 3.2685957, 3.8666298, 3.2706015, 3.8226388, 3.21198 ,\n", + " 2.7084525, 3.2700012, 3.1502216, 3.876089 , 2.888002 , 3.263028 ,\n", + " 3.2380261, 3.262914 , 3.279052 , 3.2400315, 3.2742333, 3.2884378,\n", + " 3.2285862, 3.615553 , 3.297333 , 3.8864155, 3.684606 , 3.299663 ,\n", + " 3.2224126, 3.252188 , 3.2714448, 2.9698398, 3.3735788, 3.8272555,\n", + " 3.2636924, 3.2805262, 3.2704363, 3.1756098, 2.2597172, 3.4298823,\n", + " 3.2708306, 3.9033115, 3.8055282, 3.1237218, 3.7814672, 2.9191008,\n", + " 3.27167 , 3.3853385, 3.2793946, 3.2859516, 3.1715744],\n", + " dtype=float32)" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.abs(np.log10(dx / mass))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(dist, dm)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "pcat = csiborgtools.read.CSiBORGPHEWCatalogue(\n", + " 940, 7468, paths, bounds={\"dist\": (None, 155.5), \"is_main\": True})" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "metadata": {}, + "outputs": [], + "source": [ + "k = np.argmax(pcat[\"summed_mass\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 135, + "metadata": {}, + "outputs": [], + "source": [ + "# center = pcat[\"cartesian_pos\"][k]" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [], + "source": [ + "indxs = pcat.select_in_box(center, 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "pos = pcat[\"cartesian_pos\"][indxs]\n", + "mass = np.log10(pcat[\"summed_mass\"][indxs])" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(pos[:, 0], pos[:, 1], c=mass)\n", + "plt.colorbar()\n", + "plt.scatter(center[0], center[1], c=\"r\", marker=\"x\")\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.34072953251081034" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pcat[\"is_main\"].sum() / len(pcat)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['940/index',\n", + " '940/mass_cl',\n", + " '940/parent',\n", + " '940/summed_mass',\n", + " '940/ultimate_parent',\n", + " '940/x',\n", + " '940/y',\n", + " '940/z',\n", + " 'cartesian_pos',\n", + " 'spherical_pos',\n", + " 'dist']" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pcat.keys()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "x = pcat[\"mass_cl\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "y = pcat[\"summed_mass\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(x, y, s=1)\n", + "\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "indxs = pcat.select_in_box([338.85, 338.85, 338.85], 40, False)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "pos = pcat[\"cartesian_pos\"][indxs]\n", + "\n", + "# indxs" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'list' object has no attribute 'keys'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 6\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m indxs\u001b[39m.\u001b[39;49mkeys()\n", + "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'keys'" + ] + } + ], + "source": [ + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(pos[:, 0], pos[:, 2])\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "clumparr = reader.read_phew_clumps(951, 7444, True)\n", + "\n", + "# clindex = clumparr['index']\n", + "# clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Ultimate clump: 100%|██████████| 541043/541043 [00:00<00:00, 1486022.37it/s]\n" + ] + } + ], + "source": [ + "x, y = reader.find_parents(clumparr, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = clumparr[\"index\"] == clumparr[\"parent\"]\n", + "\n", + "plt.figure()\n", + "plt.scatter(clumparr[\"mass_cl\"][m], y[m], s=1)\n", + "\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [], + "source": [ + "clindex = clumparr[\"index\"]\n", + "parindex = clumparr[\"parent\"]\n", + "\n", + "clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "74641 57778\n", + "74641 57778\n", + "57778 57675\n" + ] + }, + { + "data": { + "text/plain": [ + "(57675, 57675)" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "i = 2333\n", + "\n", + "cl = clindex[i]\n", + "par = parindex[i]\n", + "print(cl, par)\n", + "\n", + "while cl != par:\n", + " print(cl, par)\n", + "\n", + " element = clindex_to_array_index[par]\n", + "\n", + " cl = clindex[element]\n", + " par = parindex[element]\n", + " \n", + "cl, par" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(57675, 0, 57675, 2235., 328.36127, 247.63182, 338.77762, 80.28267, 227150.55, 515.31525, 2.6499586e+12, 209.85902)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clumparr[1338]" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1338" + ] + }, + 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"source": [ + "clindex_to_array_index[244]" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(244, 1, 16, 2946., 330.4896, 200.48395, 299.27054, 81.122246, 184821.58, 539.8623, 4.571406e+12, 38.29027)" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clumparr[66]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(283, 0, 244, 3475., 330.3978, 200.27946, 299.4979, 80.01514, 166588.81, 533.9489, 5.616282e+12, 34.512917)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clumparr[]" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "13" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clindex_to_array_index[16]" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(16, 0, 16, 6257., 330.06946, 200.00058, 299.66724, 80.11476, 782089.5, 536.5994, 9.229422e+12, 107.78266)" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clumparr[13]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, False, False, ..., False, False, False])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x[0] == clumparr[\"index\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "m = clumparr[\"index\"] == clumparr[\"parent\"]\n", + "\n", + "plt.figure()\n", + "plt.scatter(clumparr[\"mass_cl\"][~m], y[~m], s=0.5)\n", + "\n", + "plt.axline((1e12, 1e12), slope=1, color=\"black\", linestyle=\"--\")\n", + "\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "clindex_to_array_index = {clindex[i]: i for i in range(clindex.size)}" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<__array_function__ internals>:200: RuntimeWarning: invalid value encountered in cast\n", + "Ultimate clump: 100%|██████████| 541043/541043 [00:00<00:00, 1174427.26it/s]\n", + " 73%|███████▎ | 395059/541043 [00:22<00:08, 17753.93it/s]" + ] + }, + { + "ename": "", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click here for more info. View Jupyter log for further details." + ] + } + ], + "source": [ + "clumparr2 = reader.read_phew_clumps(951, 7444, True)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.339305748341629" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m.sum() / m.size" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "m = clumparr2[\"index\"] == clumparr2[\"parent\"]\n", + "\n", + "\n", + "# plt.scatter(clumparr2[\"mass_cl\"][m], clumparr2[\"summed_mass\"][m], s=1)\n", + "plt.scatter(clumparr2[\"mass_cl\"][~m], clumparr2[\"summed_mass\"][~m], s=1)\n", + "\n", + "plt.axline((1e12, 1e12), slope=1, color=\"black\", linestyle=\"--\")\n", + "\n", + "\n", + "plt.xscale(\"log\")\n", + "plt.yscale(\"log\")\n", + "\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1, 2, 3, ..., 21824378, 21824463, 21825308],\n", + " dtype=int32)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clindex" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.22 µs ± 15 ns per loop (mean ± std. dev. of 7 runs, 1,000,000 loops each)\n" + ] + } + ], + "source": [ + "par = 21824378\n", + "\n", + "%timeit clindex_to_array_index[par]" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "541040" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clindex_to_array_index[par]" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.69 ms ± 130 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + ] + } + ], + "source": [ + "%timeit numpy.where(clindex == par)[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "numpy.where(clumparr[\"index\"] == 3)[0][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "def is_sorted_np(arr):\n", + " return np.all(arr[:-1] <= arr[1:])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from numba import jit" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "def is_sorted(arr):\n", + " for i in range(1, len(arr)):\n", + " if arr[i-1] > arr[i]:\n", + " return False\n", + " return True\n", + "\n", + "@jit(nopython=True, boundscheck=False, fastmath=True)\n", + "def is_sorted2(arr):\n", + " for i in range(1, len(arr)):\n", + " if arr[i-1] > arr[i]:\n", + " return False\n", + " return True" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "is_sorted2(clumparr[\"index\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.59 ms ± 85.3 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" + ] + } + ], + "source": [ + "%timeit is_sorted_np(clumparr[\"index\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "ks = np.argsort(clumparr[\"index\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.alltrue(clumparr[\"index\"][ks] == clumparr[\"index\"])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Ultimate clump: 6%|▌ | 33740/541043 [01:01<15:18, 552.21it/s] \n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/mnt/zfsusers/rstiskalek/csiborgtools/notebooks/test.ipynb Cell 5\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> 1\u001b[0m reader\u001b[39m.\u001b[39;49mfind_parents(clumparr, verbose\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n", + "File \u001b[0;32m~/csiborgtools/csiborgtools/read/readsim.py:426\u001b[0m, in \u001b[0;36mCSiBORGReader.find_parents\u001b[0;34m(self, clumparr, verbose)\u001b[0m\n\u001b[1;32m 422\u001b[0m par \u001b[39m=\u001b[39m parindex[i] \u001b[39m# First we try the parent of this clump\u001b[39;00m\n\u001b[1;32m 423\u001b[0m \u001b[39mwhile\u001b[39;00m tocont:\n\u001b[1;32m 424\u001b[0m \u001b[39m# The element of the array corresponding to the parent clump to\u001b[39;00m\n\u001b[1;32m 425\u001b[0m \u001b[39m# the one we're looking at\u001b[39;00m\n\u001b[0;32m--> 426\u001b[0m element \u001b[39m=\u001b[39m numpy\u001b[39m.\u001b[39;49mwhere(clindex \u001b[39m==\u001b[39;49m par)[\u001b[39m0\u001b[39m][\u001b[39m0\u001b[39m]\n\u001b[1;32m 427\u001b[0m \u001b[39m# We stop if the parent is its own parent, so a main halo. Else\u001b[39;00m\n\u001b[1;32m 428\u001b[0m \u001b[39m# move onto the parent of the parent. Eventually this is its\u001b[39;00m\n\u001b[1;32m 429\u001b[0m \u001b[39m# own parent and we stop, with ultimate parent=par\u001b[39;00m\n\u001b[1;32m 430\u001b[0m \u001b[39mif\u001b[39;00m clindex[element] \u001b[39m==\u001b[39m clindex[element]:\n", + "File \u001b[0;32m<__array_function__ internals>:177\u001b[0m, in \u001b[0;36mwhere\u001b[0;34m(*args, **kwargs)\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "reader.find_parents(clumparr, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv_csiborg", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts/field_prop.py b/scripts/field_prop.py index fb21eee..3cd30cb 100644 --- a/scripts/field_prop.py +++ b/scripts/field_prop.py @@ -53,10 +53,10 @@ def density_field(nsim, parser_args): # Read in the particle coordinates and masses if parser_args.simname == "csiborg1": - snapshot = csiborgtools.read.CSIBORG1Snapshot(nsim, nsnap, paths) + snapshot = csiborgtools.read.CSiBORG1Snapshot(nsim, nsnap, paths) elif "csiborg2" in parser_args.simname: kind = parser_args.simname.split("_")[-1] - snapshot = csiborgtools.read.CSIBORG2Snapshot(nsim, nsnap, paths, kind) + snapshot = csiborgtools.read.CSiBORG2Snapshot(nsim, nsnap, paths, kind) elif parser_args.simname == "quijote": snapshot = csiborgtools.read.QuijoteSnapshot(nsim, nsnap, paths) else: @@ -106,10 +106,10 @@ def velocity_field(nsim, parser_args): nsnap = max(paths.get_snapshots(nsim, parser_args.simname)) if parser_args.simname == "csiborg1": - snapshot = csiborgtools.read.CSIBORG1Snapshot(nsim, nsnap, paths) + snapshot = csiborgtools.read.CSiBORG1Snapshot(nsim, nsnap, paths) elif "csiborg2" in parser_args.simname: kind = parser_args.simname.split("_")[-1] - snapshot = csiborgtools.read.CSIBORG2Snapshot(nsim, nsnap, kind, paths) + snapshot = csiborgtools.read.CSiBORG2Snapshot(nsim, nsnap, kind, paths) elif parser_args.simname == "quijote": snapshot = csiborgtools.read.QuijoteSnapshot(nsim, nsnap, paths) else: diff --git a/scripts/field_shells.py b/scripts/field_shells.py new file mode 100644 index 0000000..e284a30 --- /dev/null +++ b/scripts/field_shells.py @@ -0,0 +1,94 @@ + +# Copyright (C) 2022 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +NOTE: This script is pretty dodgy. + +A script to calculate the mean and standard deviation of a field at different +distances from the center of the box such that at each distance the field is +evaluated at uniformly-spaced points on a sphere. + +The script is not parallelized in any way but it should not take very long, the +main bottleneck is reading the data from disk. +""" +from argparse import ArgumentParser +from os.path import join + +import csiborgtools +import numpy +from tqdm import tqdm + + +def main(args): + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + boxsize = csiborgtools.simname2boxsize(args.simname) + distances = numpy.linspace(0, boxsize / 2, 101)[1:] + nsims = paths.get_ics(args.simname) + folder = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells" + + mus = numpy.zeros((len(nsims), len(distances))) + stds = numpy.zeros((len(nsims), len(distances))) + for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): + # Get the correct field loader + if args.simname == "csiborg1": + reader = csiborgtools.read.CSiBORG1Field(nsim, paths) + elif "csiborg2" in args.simname: + kind = args.simname.split("_")[-1] + reader = csiborgtools.read.CSiBORG2Field(nsim, kind, paths) + elif args.simname == "borg2": + reader = csiborgtools.read.BORG2Field(nsim, paths) + else: + raise ValueError(f"Unknown simname: `{args.simname}`.") + + # Get the field + if args.field == "density": + field = reader.density_field(args.MAS, args.grid) + elif args.field == "overdensity": + if args.simname == "borg2": + field = reader.overdensity_field() + else: + field = reader.density_field(args.MAS, args.grid) + csiborgtools.field.overdensity_field(field, make_copy=False) + elif args.field == "radvel": + field = reader.radial_velocity_field(args.MAS, args.grid) + else: + raise ValueError(f"Unknown field: `{args.field}`.") + + # Evaluate this field at different distances + vals = [csiborgtools.field.field_at_distance(field, distance, boxsize) + for distance in distances] + + # Calculate the mean and standard deviation + mus[i, :] = [numpy.mean(val) for val in vals] + stds[i, :] = [numpy.std(val) for val in vals] + + # Finally save the output + fname = f"{args.simname}_{args.field}_{args.MAS}_{args.grid}.npz" + fname = join(folder, fname) + numpy.savez(fname, mean=mus, std=stds, distances=distances) + + +if __name__ == "__main__": + parser = ArgumentParser() + parser.add_argument("--field", type=str, help="Field type.", + choices=["density", "overdensity", "radvel"]) + parser.add_argument("--simname", type=str, help="Simulation name.", + choices=["csiborg1", "csiborg2_main", "csiborg2_varysmall", "csiborg2_random", "borg2"]) # noqa + parser.add_argument("--MAS", type=str, help="Mass assignment scheme.", + choices=["NGP", "CIC", "TSC", "PCS", "SPH"]) + parser.add_argument("--grid", type=int, help="Grid size.") + args = parser.parse_args() + + main(args) diff --git a/scripts/fit_init.py b/scripts/fit_init.py new file mode 100644 index 0000000..c7dc0ca --- /dev/null +++ b/scripts/fit_init.py @@ -0,0 +1,128 @@ +# Copyright (C) 2022 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +Script to calculate the particle centre of mass and Lagrangian patch size in +the initial snapshot. The initial snapshot particles are read from the sorted +files. +""" +from argparse import ArgumentParser +from datetime import datetime + +import csiborgtools +import numpy +from mpi4py import MPI +from taskmaster import work_delegation +from tqdm import tqdm + +from utils import get_nsims + + +def _main(nsim, simname, verbose): + """ + Calculate and save the Lagrangian halo centre of mass and Lagrangian patch + size in the initial snapshot. + + Parameters + ---------- + nsim : int + IC realisation index. + simname : str + Simulation name. + verbose : bool + Verbosity flag. + + Returns + ------- + None + """ + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + cols = [("index", numpy.int32), + ("x", numpy.float32), + ("y", numpy.float32), + ("z", numpy.float32), + ("lagpatch_size", numpy.float32), + ("lagpatch_ncells", numpy.int32),] + + if simname == "csiborg1": + snap = csiborgtools.read.CSiBORG1Snapshot(nsim, 1, paths, + keep_snapshot_open=True) + cat = csiborgtools.read.CSiBORG1Catalogue(nsim, paths, snapshot=snap) + fout = f"/mnt/extraspace/rstiskalek/csiborg1/chain_{nsim}/initial_lagpatch.npy" # noqa + elif "csiborg2" in simname: + kind = simname.split("_")[-1] + snap = csiborgtools.read.CSiBORG2Snapshot(nsim, 0, kind, paths, + keep_snapshot_open=True) + cat = csiborgtools.read.CSiBORG2Catalogue(nsim, 99, kind, paths, + snapshot=snap) + fout = f"/mnt/extraspace/rstiskalek/csiborg2_{kind}/catalogues/initial_lagpatch_{nsim}.npy" # noqa + elif simname == "quijote": + snap = csiborgtools.read.QuijoteSnapshot(nsim, "ICs", paths, + keep_snapshot_open=True) + cat = csiborgtools.read.QuijoteHaloCatalogue(nsim, paths, + snapshot=snap) + fout = f"/mnt/extraspace/rstiskalek/quijote/fiducial_processed/chain_{nsim}/initial_lagpatch.npy" # noqa + else: + raise ValueError(f"Unknown simulation name `{simname}`.") + + boxsize = csiborgtools.simname2boxsize(simname) + + # Initialise the overlapper. + if simname == "csiborg" or "csiborg2" in simname: + kwargs = {"box_size": 2048, "bckg_halfsize": 512} + else: + kwargs = {"box_size": 512, "bckg_halfsize": 256} + overlapper = csiborgtools.match.ParticleOverlap(**kwargs) + + out = csiborgtools.read.cols_to_structured(len(cat), cols) + for i, hid in enumerate(tqdm(cat["index"]) if verbose else cat["index"]): + out["index"][i] = hid + + pos = snap.halo_coordinates(hid) + mass = snap.halo_masses(hid) + + # Calculate the centre of mass and the Lagrangian patch size. + cm = csiborgtools.center_of_mass(pos, mass, boxsize=boxsize) + distances = csiborgtools.periodic_distance(pos, cm, boxsize=boxsize) + out["x"][i], out["y"][i], out["z"][i] = cm + out["lagpatch_size"][i] = numpy.percentile(distances, 99) + + pos /= boxsize # need to normalize the positions to be [0, 1). + # Calculate the number of cells with > 0 density. + delta = overlapper.make_delta(pos, mass, subbox=True) + out["lagpatch_ncells"][i] = csiborgtools.delta2ncells(delta) + + # Now save it + if verbose: + print(f"{datetime.now()}: dumping fits to .. `{fout}`.", flush=True) + with open(fout, "wb") as f: + numpy.save(f, out) + + +if __name__ == "__main__": + parser = ArgumentParser() + parser.add_argument("--simname", type=str, + choices=["csiborg1", "csiborg2_main", "csiborg2_random", "csiborg2_varysmall", "quijote"], # noqa + help="Simulation name") + parser.add_argument("--nsims", type=int, nargs="+", default=None, + help="IC realisations. If `-1` processes all.") + args = parser.parse_args() + + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + nsims = get_nsims(args, paths) + + def main(nsim): + _main(nsim, args.simname, MPI.COMM_WORLD.Get_size() == 1) + + work_delegation(main, nsims, MPI.COMM_WORLD) diff --git a/scripts/mass_enclosed.py b/scripts/mass_enclosed.py new file mode 100644 index 0000000..a6b1601 --- /dev/null +++ b/scripts/mass_enclosed.py @@ -0,0 +1,376 @@ +# Copyright (C) 2022 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +A script to calculate the enclosed mass or bulk flow at different distances +from the center of the box directly from the particles. Note that the velocity +of an observer is not being subtracted from the bulk flow. + +The script is not parallelized in any way but it should not take very long, the +main bottleneck is reading the data from disk. +""" +from argparse import ArgumentParser +from os.path import join +from gc import collect + +import csiborgtools +import numpy +from tqdm import tqdm +from numba import jit + +from datetime import datetime + + +############################################################################### +# Read in information about the simulation # +############################################################################### + + +def t(): + return datetime.now() + + +def get_reader(simname, paths, nsim): + """ + Get the appropriate snaspshot reader for the simulation. + + Parameters + ---------- + simname : str + Name of the simulation. + paths : csiborgtools.read.Paths + Paths object. + nsim : int + Simulation index. + + Returns + ------- + reader : instance of csiborgtools.read.BaseSnapshot + Snapshot reader. + """ + if simname == "csiborg1": + nsnap = max(paths.get_snapshots(nsim, simname)) + reader = csiborgtools.read.CSiBORG1Snapshot(nsim, nsnap, paths, + flip_xz=True) + elif "csiborg2" in simname: + kind = simname.split("_")[-1] + reader = csiborgtools.read.CSiBORG2Snapshot(nsim, 99, kind, paths, + flip_xz=True) + else: + raise ValueError(f"Unknown simname: `{simname}`.") + + return reader + + +def get_particles(reader, boxsize, get_velocity=True, verbose=True): + """ + Get the distance of particles from the center of the box and their masses. + + Parameters + ---------- + reader : instance of csiborgtools.read.BaseSnapshot + Snapshot reader. + boxsize : float + Box size in Mpc / h. + get_velocity : bool, optional + Whether to also return the velocity of particles. + verbose : bool + Verbosity flag. + + Returns + ------- + dist : 1-dimensional array + Distance of particles from the center of the box. + mass : 1-dimensional array + Mass of particles. + vel : 2-dimensional array, optional + Velocity of particles. + """ + if verbose: + print(f"{t()},: reading coordinates and calculating radial distance.") + pos = reader.coordinates() + dtype = pos.dtype + pos -= boxsize / 2 + dist = numpy.linalg.norm(pos, axis=1).astype(dtype) + del pos + collect() + + if verbose: + print(f"{t()}: reading masses.") + mass = reader.masses() + + if get_velocity: + if verbose: + print(f"{t()}: reading velocities.") + vel = reader.velocities().astype(dtype) + + if verbose: + print(f"{t()}: sorting arrays.") + indxs = numpy.argsort(dist) + dist = dist[indxs] + mass = mass[indxs] + if get_velocity: + vel = vel[indxs] + + del indxs + collect() + + if get_velocity: + return dist, mass, vel + + return dist, mass + + +############################################################################### +# Calculate the enclosed mass at each distance # +############################################################################### + + +@jit(nopython=True, boundscheck=False) +def _enclosed_mass(rdist, mass, rmax, start_index): + enclosed_mass = 0. + + for i in range(start_index, len(rdist)): + if rdist[i] <= rmax: + enclosed_mass += mass[i] + else: + break + + return enclosed_mass, i + + +def enclosed_mass(rdist, mass, distances): + """ + Calculate the enclosed mass at each distance. + + Parameters + ---------- + rdist : 1-dimensional array + Distance of particles from the center of the box. + mass : 1-dimensional array + Mass of particles. + distances : 1-dimensional array + Distances at which to calculate the enclosed mass. + + Returns + ------- + enclosed_mass : 1-dimensional array + Enclosed mass at each distance. + """ + enclosed_mass = numpy.full_like(distances, 0.) + start_index = 0 + for i, dist in enumerate(distances): + if i > 0: + enclosed_mass[i] += enclosed_mass[i - 1] + + m, start_index = _enclosed_mass(rdist, mass, dist, start_index) + enclosed_mass[i] += m + + return enclosed_mass + + +############################################################################### +# Calculate enclosed mass from a density field # +############################################################################### + + +@jit(nopython=True) +def _cell_rdist(i, j, k, Ncells, boxsize): + """Radial distance of the center of a cell from the center of the box.""" + xi = boxsize / Ncells * (i + 0.5) - boxsize / 2 + yi = boxsize / Ncells * (j + 0.5) - boxsize / 2 + zi = boxsize / Ncells * (k + 0.5) - boxsize / 2 + + return (xi**2 + yi**2 + zi**2)**0.5 + + +@jit(nopython=True, boundscheck=False) +def _field_enclosed_mass(field, rmax, boxsize): + Ncells = field.shape[0] + cell_volume = (1000 * boxsize / Ncells)**3 + + mass = 0. + volume = 0. + for i in range(Ncells): + for j in range(Ncells): + for k in range(Ncells): + if _cell_rdist(i, j, k, Ncells, boxsize) < rmax: + mass += field[i, j, k] + volume += 1. + + return mass * cell_volume, volume * cell_volume + + +def field_enclosed_mass(field, distances, boxsize): + """ + Calculate the approximate enclosed mass within a given radius from a + density field. + + Parameters + ---------- + field : 3-dimensional array + Density field in units of `h^2 Msun / kpc^3`. + rmax : 1-dimensional array + Radii to calculate the enclosed mass at in `Mpc / h`. + boxsize : float + Box size in `Mpc / h`. + + Returns + ------- + enclosed_mass : 1-dimensional array + Enclosed mass at each distance. + enclosed_volume : 1-dimensional array + Enclosed grid-like volume at each distance. + """ + enclosed_mass = numpy.zeros_like(distances) + enclosed_volume = numpy.zeros_like(distances) + for i, dist in enumerate(distances): + enclosed_mass[i], enclosed_volume[i] = _field_enclosed_mass( + field, dist, boxsize) + + return enclosed_mass, enclosed_volume + + +############################################################################### +# Calculate the enclosed momentum at each distance # +############################################################################### + + +@jit(nopython=True, boundscheck=False) +def _enclosed_momentum(rdist, mass, vel, rmax, start_index): + bulk_momentum = numpy.zeros(3, dtype=rdist.dtype) + + for i in range(start_index, len(rdist)): + if rdist[i] <= rmax: + bulk_momentum += mass[i] * vel[i] + else: + break + + return bulk_momentum, i + + +def enclosed_momentum(rdist, mass, vel, distances): + """ + Calculate the enclosed momentum at each distance. + + Parameters + ---------- + rdist : 1-dimensional array + Distance of particles from the center of the box. + mass : 1-dimensional array + Mass of particles. + vel : 2-dimensional array + Velocity of particles. + distances : 1-dimensional array + Distances at which to calculate the enclosed momentum. + + Returns + ------- + bulk_momentum : 2-dimensional array + Enclosed momentum at each distance. + """ + bulk_momentum = numpy.zeros((len(distances), 3)) + start_index = 0 + for i, dist in enumerate(distances): + if i > 0: + bulk_momentum[i] += bulk_momentum[i - 1] + + v, start_index = _enclosed_momentum(rdist, mass, vel, dist, + start_index) + bulk_momentum[i] += v + + return bulk_momentum + + +############################################################################### +# Main & command line interface # +############################################################################### + + +def main_borg(args, folder): + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + boxsize = csiborgtools.simname2boxsize(args.simname) + nsims = paths.get_ics(args.simname) + distances = numpy.linspace(0, boxsize / 2, 101)[1:] + + cumulative_mass = numpy.zeros((len(nsims), len(distances))) + cumulative_volume = numpy.zeros((len(nsims), len(distances))) + for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): + if args.simname == "borg1": + reader = csiborgtools.read.BORG1Field(nsim) + field = reader.density_field() + elif args.simname == "borg2": + reader = csiborgtools.read.BORG2Field(nsim) + field = reader.density_field() + else: + raise ValueError(f"Unknown simname: `{args.simname}`.") + + cumulative_mass[i, :], cumulative_volume[i, :] = field_enclosed_mass( + field, distances, boxsize) + + # Finally save the output + fname = f"enclosed_mass_{args.simname}.npz" + fname = join(folder, fname) + numpy.savez(fname, enclosed_mass=cumulative_mass, distances=distances, + enclosed_volume=cumulative_volume) + + +def main_csiborg(args, folder): + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + boxsize = csiborgtools.simname2boxsize(args.simname) + nsims = paths.get_ics(args.simname) + distances = numpy.linspace(0, boxsize / 2, 101)[1:] + + # Initialize arrays to store the results + cumulative_mass = numpy.zeros((len(nsims), len(distances))) + mass135 = numpy.zeros(len(nsims)) + masstot = numpy.zeros(len(nsims)) + cumulative_velocity = numpy.zeros((len(nsims), len(distances), 3)) + + for i, nsim in enumerate(tqdm(nsims, desc="Simulations")): + reader = get_reader(args.simname, paths, nsim) + rdist, mass, vel = get_particles(reader, boxsize, verbose=False) + + # Calculate masses + cumulative_mass[i, :] = enclosed_mass(rdist, mass, distances) + mass135[i] = enclosed_mass(rdist, mass, [135])[0] + masstot[i] = numpy.sum(mass) + + # Calculate velocities + cumulative_velocity[i, ...] = enclosed_momentum( + rdist, mass, vel, distances) + for j in range(3): # Normalize the momentum to get velocity out of it. + cumulative_velocity[i, :, j] /= cumulative_mass[i, :] + + # Finally save the output + fname = f"enclosed_mass_{args.simname}.npz" + fname = join(folder, fname) + numpy.savez(fname, enclosed_mass=cumulative_mass, mass135=mass135, + masstot=masstot, distances=distances, + cumulative_velocity=cumulative_velocity) + + +if __name__ == "__main__": + parser = ArgumentParser() + parser.add_argument("--simname", type=str, help="Simulation name.", + choices=["csiborg1", "csiborg2_main", "csiborg2_varysmall", "csiborg2_random", "borg1", "borg2"]) # noqa + args = parser.parse_args() + + folder = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells" + if "csiborg" in args.simname: + main_csiborg(args, folder) + elif "borg" in args.simname: + main_borg(args, folder) + else: + raise ValueError(f"Unknown simname: `{args.simname}`.") diff --git a/scripts/match_overlap_single.py b/scripts/match_overlap_single.py index b28bafa..ec078e5 100644 --- a/scripts/match_overlap_single.py +++ b/scripts/match_overlap_single.py @@ -97,32 +97,54 @@ def pair_match(nsim0, nsimx, simname, min_logmass, sigma, verbose): """ paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) smooth_kwargs = {"sigma": sigma, "mode": "constant", "cval": 0} - bounds = {"lagpatch_size": (0, None)} + bounds = {"lagpatch_radius": (0, None)} if simname == "csiborg1": overlapper_kwargs = {"box_size": 2048, "bckg_halfsize": 512} - bounds |= {"dist": (0, 150), "totmass": (10**min_logmass, None)} + bounds |= {"dist": (0, 135), "totmass": (10**min_logmass, None)} - snap0 = csiborgtools.read.CSIBORG1Snapshot(nsim0, 0) - cat0 = csiborgtools.read.CSiBORG1Catalogue(nsim0, snapshot=snap0, - bounds=bounds) + # Reference simulation. + snap0 = csiborgtools.read.CSiBORG1Snapshot( + nsim0, 1, keep_snapshot_open=True) + cat0 = csiborgtools.read.CSiBORG1Catalogue( + nsim0, snapshot=snap0, bounds=bounds) - snapx = csiborgtools.read.CSIBORG1Snapshot(nsimx, 0) - catx = csiborgtools.read.CSiBORGCatalogue(nsimx, snapshot=snapx, - bounds=bounds) + # Cross simulation. + snapx = csiborgtools.read.CSiBORG1Snapshot( + nsimx, 1, keep_snapshot_open=True) + catx = csiborgtools.read.CSiBORG1Catalogue( + nsimx, snapshot=snapx, bounds=bounds) elif "csiborg2" in simname: - raise RuntimeError("CSiBORG2 currently not implemented..") + kind = simname.split("_")[-1] + overlapper_kwargs = {"box_size": 2048, "bckg_halfsize": 512} + bounds |= {"dist": (0, 135), "totmass": (10**min_logmass, None)} + + # Reference simulation. + snap0 = csiborgtools.read.CSiBORG2Snapshot( + nsim0, 99, kind, keep_snapshot_open=True) + cat0 = csiborgtools.read.CSiBORG2Catalogue( + nsim0, 99, kind, snapshot=snap0, bounds=bounds) + + # Cross simulation. + snapx = csiborgtools.read.CSiBORG2Snapshot( + nsimx, 99, kind, keep_snapshot_open=True) + catx = csiborgtools.read.CSiBORG2Catalogue( + nsimx, 99, kind, snapshot=snapx, bounds=bounds) elif simname == "quijote": overlapper_kwargs = {"box_size": 512, "bckg_halfsize": 256} bounds |= {"totmass": (10**min_logmass, None)} - snap0 = csiborgtools.read.QuijoteSnapshot(nsim0, "ICs") - cat0 = csiborgtools.read.QuijoteCatalogue(nsim0, snapshot=snap0, - bounds=bounds) + # Reference simulation. + snap0 = csiborgtools.read.QuijoteSnapshot( + nsim0, "ICs", keep_snapshot_open=True) + cat0 = csiborgtools.read.QuijoteCatalogue( + nsim0, snapshot=snap0, bounds=bounds) - snapx = csiborgtools.read.QuijoteSnapshot(nsimx, "ICs") - catx = csiborgtools.read.QuijoteCatalogue(nsimx, snapshot=snapx, - bounds=bounds) + # Cross simulation. + snapx = csiborgtools.read.QuijoteSnapshot( + nsimx, "ICs", keep_snapshot_open=True) + catx = csiborgtools.read.QuijoteCatalogue( + nsimx, snapshot=snapx, bounds=bounds) else: raise ValueError(f"Unknown simulation name: `{simname}`.") diff --git a/scripts/output_halocatalogue.py b/scripts/output_halocatalogue.py new file mode 100644 index 0000000..2a26b9b --- /dev/null +++ b/scripts/output_halocatalogue.py @@ -0,0 +1,76 @@ +# Copyright (C) 2023 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +Quick script to output either halo positions and masses or positions of +galaxies in a survey as an ASCII file. +""" +from os.path import join + +import csiborgtools +import numpy +from tqdm import tqdm + +DIR_OUT = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/ascii_positions" + + +def process_simulation(simname): + """Watch out about the distinction between real and redshift space.""" + paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring) + if "csiborg2" in simname: + nsims = paths.get_ics(simname) + kind = simname.split("_")[-1] + + for nsim in tqdm(nsims, desc="Looping over simulations"): + cat = csiborgtools.read.CSiBORG2Catalogue(nsim, 99, kind, paths) + pos = cat["cartesian_pos"] + mass = cat["totmass"] + # Stack positions and masses + x = numpy.hstack([pos, mass.reshape(-1, 1)]) + + # Save to a file + fname = join(DIR_OUT, f"halos_real_{simname}_{nsim}.txt") + numpy.savetxt(fname, x) + else: + raise RuntimeError("Simulation not implemented..") + + +def process_survey(survey_name, boxsize): + """Watch out about the distance definition.""" + if survey_name == "SDSS": + survey = csiborgtools.SDSS()() + dist, ra, dec = survey["DIST"], survey["RA"], survey["DEC"] + elif survey_name == "SDSSxALFALFA": + survey = csiborgtools.SDSSxALFALFA()() + dist, ra, dec = survey["DIST"], survey["RA_1"], survey["DEC_1"] + else: + raise RuntimeError("Survey not implemented..") + + # Convert to Cartesian coordinates + X = numpy.vstack([dist, ra, dec]).T + X = csiborgtools.radec_to_cartesian(X) + + # Center the coordinates in the box + X += boxsize / 2 + + fname = join(DIR_OUT, f"survey_{survey_name}.txt") + numpy.savetxt(fname, X) + + +if __name__ == "__main__": + # process_simulation("csiborg2_main") + + boxsize = 676.6 + for survey in ["SDSS", "SDSSxALFALFA"]: + process_survey(survey, boxsize) diff --git a/scripts/utils.py b/scripts/utils.py index 6f48571..2684fc5 100644 --- a/scripts/utils.py +++ b/scripts/utils.py @@ -68,7 +68,7 @@ def read_single_catalogue(args, config, nsim, run, rmax, paths, nobs=None): Returns ------- - `csiborgtools.read.CSiBORGHaloCatalogue` or `csiborgtools.read.QuijoteHaloCatalogue` # noqa + instance of `csiborgtools.read.BaseCatalogue` """ selection = config.get(run, None) if selection is None: diff --git a/scripts_independent/borg_voxel_acl.py b/scripts_independent/borg_voxel_acl.py new file mode 100644 index 0000000..4e75673 --- /dev/null +++ b/scripts_independent/borg_voxel_acl.py @@ -0,0 +1,380 @@ +# Copyright (C) 2024 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +Script to calculate the ACL of BORG voxels. +""" +from argparse import ArgumentParser +from glob import glob +from os.path import join +from re import search + +import numpy as np +from h5py import File +from numba import jit +from tqdm import tqdm, trange + +############################################################################### +# BORG voxels I/O # +############################################################################### + + +def find_mcmc_files(basedir): + """ + Find the MCMC files in the BORG run directory. Checks that the samples + are consecutive. + + Parameters + ---------- + basedir : str + The base directory of the BORG run. + + Returns + ------- + files : list of str + """ + files = glob(join(basedir, "mcmc_*")) + print(f"Found {len(files)} BORG samples.") + + # Sort the files by the MCMC iteration number. + indxs = [int(search(r"mcmc_(\d+)", f).group(1)) for f in files] + argsort_indxs = np.argsort(indxs) + indxs = [indxs[i] for i in argsort_indxs] + files = [files[i] for i in argsort_indxs] + + if not all((indxs[i] - indxs[i - 1]) == 1 for i in range(1, len(indxs))): + raise ValueError("MCMC iteration numbers are not consecutive.") + + return files + + +def load_borg_voxels(basedir, frac=0.25): + """ + Load the BORG density field samples of the central `frac` of the box. + + Parameters + ---------- + basedir : str + The base directory of the BORG run. + frac : float + The fraction of the box to load. Must be <= 1.0. + + Returns + ------- + 4-dimensional array of shape (n_samples, n_voxels, n_voxels, n_voxels) + """ + if frac > 1.0: + raise ValueError("`frac` must be <= 1.0") + + files = find_mcmc_files(basedir) + + start, end, x = None, None, None + for n, fpath in enumerate(tqdm(files, desc="Loading BORG samples")): + with File(fpath, 'r') as f: + if n == 0: + grid = f["scalars/BORG_final_density"].shape[0] + ncentral = int(grid * frac) + + start = (grid - ncentral) // 2 + end = (grid + ncentral) // 2 + nvoxel = end - start + shape = (len(files), nvoxel, nvoxel, nvoxel) + x = np.full(shape, np.nan, dtype=np.float32) + + x[n] = f["scalars/BORG_final_density"][start:end, start:end, start:end] # noqa + + return x + + +def load_borg_galaxy_bias(basedir): + """ + Load the BORG `galaxy_bias` samples. + + Parameters + ---------- + basedir : str + The base directory of the BORG run. + + Returns + ------- + samples : 2-dimensional array of shape (n_samples, jmax) + """ + files = find_mcmc_files(basedir) + + x = None + for n, fpath in enumerate(tqdm(files, desc="Loading BORG samples")): + with File(fpath, 'r') as f: + # Figure out how many sub-samples there are. + if n == 0: + for j in range(100): + try: + bias = f[f"scalars/galaxy_bias_{j}"] + nbias = bias[...].size + except KeyError: + jmax = j - 1 + x = np.full((len(files), jmax, nbias), np.nan, + dtype=np.float32) + break + + for i in range(jmax): + x[n, i, :] = f[f"scalars/galaxy_bias_{i}"][...] + + return x + + +############################################################################### +# ACL & ACF calculation # +############################################################################### + + +def calculate_acf(data): + """ + Calculates the autocorrelation of some data. Taken from `epsie` package + written by Collin Capano. + + Parameters + ---------- + data : 1-dimensional array + The data to calculate the autocorrelation of. + + Returns + ------- + acf : 1-dimensional array + """ + # zero the mean + data = data - data.mean() + # zero-pad to 2 * nearest power of 2 + newlen = int(2**(1 + np.ceil(np.log2(len(data))))) + x = np.zeros(newlen) + x[:len(data)] = data[:] + # correlate + acf = np.correlate(x, x, mode='full') + # drop corrupted region + acf = acf[len(acf)//2:] + # normalize + acf /= acf[0] + return acf + + +def calculate_acl(data): + """ + Calculate the autocorrelation length of some data. Taken from `epsie` + package written by Collin Capano. Algorithm used is from: + N. Madras and A.D. Sokal, J. Stat. Phys. 50, 109 (1988). + + Parameters + ---------- + data : 1-dimensional array + The data to calculate the autocorrelation length of. + + Returns + ------- + acl : int + """ + # calculate the acf + acf = calculate_acf(data) + # now the ACL: Following from Sokal, this is estimated + # as the first point where M*tau[k] <= k, where + # tau = 2*cumsum(acf) - 1, and M is a tuneable parameter, + # generally chosen to be = 5 (which we use here) + m = 5 + cacf = 2. * np.cumsum(acf) - 1. + win = m * cacf <= np.arange(len(cacf)) + if win.any(): + acl = int(np.ceil(cacf[np.where(win)[0][0]])) + else: + # data is too short to estimate the ACL, just choose + # the length of the data + acl = len(data) + return acl + + +def voxel_acl(borg_voxels): + """ + Calculate the ACL of each voxel in the BORG samples. + + Parameters + ---------- + borg_voxels : 4-dimensional array of shape (n_samples, nvox, nvox, nvox) + The BORG density field samples. + + Returns + ------- + voxel_acl : 3-dimensional array of shape (nvox, nvox, nvox) + The ACL of each voxel. + """ + ngrid = borg_voxels.shape[1] + voxel_acl = np.zeros((ngrid, ngrid, ngrid), dtype=np.float32) + for i in trange(ngrid): + for j in range(ngrid): + for k in range(ngrid): + voxel_acl[i, j, k] = calculate_acl(borg_voxels[:, i, j, k]) + + return voxel_acl + + +def galaxy_bias_acl(galaxy_bias): + """ + Calculate the ACL of the galaxy bias parameters for each galaxy sub-sample. + + Parameters + ---------- + galaxy_bias : 3-dimensional array of shape (n_samples, ncat, nbias) + The BORG `galaxy_bias` samples. + + Returns + ------- + acls_all : 2-dimensional array of shape (ncat, nbias) + """ + print("Calculating the ACL of the galaxy bias parameters.") + ncat = galaxy_bias.shape[1] + nbias = galaxy_bias.shape[2] + + acls_all = np.full((ncat, nbias), np.nan, dtype=int) + + for i in range(ncat): + acls = [calculate_acl(galaxy_bias[:, i, j]) for j in range(nbias)] + print(f"`galaxy_bias_{str(i).zfill(2)}` ACLs: {acls}.") + acls_all[i] = acls + + return acls_all + + +def enclosed_density_acl(borg_voxels): + """ + Calculate the ACL of the enclosed overdensity of the BORG samples. + + Parameters + ---------- + borg_voxels : 4-dimensional array of shape (n_samples, nvox, nvox, nvox) + The BORG density field samples. + + Returns + ------- + acl : int + """ + # Calculate the mean overdensity of the voxels. + x = np.asanyarray([np.mean(borg_voxels[i] + 1) - 1 + for i in range(len(borg_voxels))]) + + mu = np.mean(x) + sigma = np.std(x) + acl = calculate_acl(x) + + print("Calculating the boxed overdensity ACL.") + print(f" = {mu} +- {sigma}") + print(f"ACL = {acl}") + + return acl + + +############################################################################### +# Voxel distance from the centre # +############################################################################### + + +@jit(nopython=True, boundscheck=False, fastmath=True) +def calculate_voxel_distance_from_center(grid, voxel_size): + """ + Calculate the distance in `Mpc / h` of each voxel from the centre of the + box. + + Parameters + ---------- + grid : int + The number of voxels in each dimension. Assumed to be centered on the + box centre. + voxel_size : float + The size of each voxel in `Mpc / h`. + + Returns + ------- + voxel_dist : 3-dimensional array of shape (grid, grid, grid) + """ + x0 = grid // 2 + dist = np.zeros((grid, grid, grid), dtype=np.float32) + for i in range(grid): + for j in range(grid): + for k in range(grid): + dist[i, j, k] = ((i - x0)**2 + (j - x0)**2 + (k - x0)**2)**0.5 + + return dist * voxel_size + + +if __name__ == "__main__": + parser = ArgumentParser() + parser.add_argument("kind", choices=["BORG1", "BORG2"], + help="The BORG run.", type=str) + parser.add_argument("--frac", help="The fraction of the box to load.", + default=0.25, type=float) + args = parser.parse_args() + + dumpdir = "/mnt/extraspace/rstiskalek/dump" + outdir = "/mnt/extraspace/rstiskalek/csiborg_postprocessing/ACL" + if args.kind == "BORG1": + basedir = "/mnt/users/hdesmond/BORG_final" + grid = 256 + boxsize = 677.6 + elif args.kind == "BORG2": + basedir = "/mnt/extraspace/rstiskalek/BORG_STOPYRA_2023" + grid = 256 + boxsize = 676.6 + else: + raise ValueError(f"Unknown BORG run: `{args.kind}`.") + + # First try to load the BORG samples from a dump file. If that fails, load + # them directly from the BORG samples. + fname = join(dumpdir, f"{args.kind}_{args.frac}.hdf5") + try: + with File(fname, 'r') as f: + print(f"Loading BORG samples from `{fname}`.") + borg_voxels = f["borg_voxels"][...] + except FileNotFoundError: + print("Loading directly from BORG samples.") + borg_voxels = load_borg_voxels(basedir, frac=args.frac) + + with File(fname, 'w') as f: + print(f"Saving BORG samples to to `{fname}`.") + f.create_dataset("borg_voxels", data=borg_voxels) + + enclosed_density_acl(borg_voxels) + + # Calculate the voxel distance from the centre and their ACLs. + voxel_size = boxsize / grid + voxel_dist = calculate_voxel_distance_from_center( + borg_voxels.shape[1], voxel_size) + voxel_acl = voxel_acl(borg_voxels) + + # Save the voxel distance and ACLs to a file. + fout = join(outdir, f"{args.kind}_{args.frac}.hdf5") + print(f"Writting voxel distance and ACLs to `{fout}`.") + with File(fout, 'w') as f: + f.create_dataset("voxel_dist", data=voxel_dist) + f.create_dataset("voxel_acl", data=voxel_acl) + + # Now load the galaxy_bias samples. + fname = join(dumpdir, f"{args.kind}_galaxy_bias_{args.frac}.hdf5") + try: + with File(fname, 'r') as f: + print(f"Loading BORG `galaxy_bias` samples from `{fname}`.") + galaxy_bias = f["galaxy_bias"][...] + except FileNotFoundError: + print("Loading `galaxy_bias` directly from BORG samples.") + galaxy_bias = load_borg_galaxy_bias(basedir) + + with File(fname, 'w') as f: + print(f"Saving `galaxy_nmean` BORG samples to to `{fname}`.") + f.create_dataset("galaxy_bias", data=galaxy_bias) + + galaxy_bias_acl(galaxy_bias) diff --git a/scripts_independent/density_field_tng.py b/scripts_independent/density_field_tng.py new file mode 100644 index 0000000..991a78a --- /dev/null +++ b/scripts_independent/density_field_tng.py @@ -0,0 +1,56 @@ +# Copyright (C) 2023 Richard Stiskalek +# This program is free software; you can redistribute it and/or modify it +# under the terms of the GNU General Public License as published by the +# Free Software Foundation; either version 3 of the License, or (at your +# option) any later version. +# +# This program is distributed in the hope that it will be useful, but +# WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General +# Public License for more details. +# +# You should have received a copy of the GNU General Public License along +# with this program; if not, write to the Free Software Foundation, Inc., +# 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA. +""" +Script to iteratively load particles of a TNG simulation and construct the DM +density field. +""" +from glob import glob +from os.path import join + +import MAS_library as MASL +import numpy as np +from h5py import File +from tqdm import trange + + +if __name__ == "__main__": + # Some parameters + basepath = "/mnt/extraspace/rstiskalek/TNG300-1" + snap = str(99).zfill(3) + grid = 1024 + boxsize = 205000.0 # kpc/h + mpart = 0.00398342749867548 * 1e10 # Msun/h, DM particles mass + MAS = "PCS" + + # Get the snapshot files + files = glob(join(basepath, "output", f"snapdir_{snap}", f"snap_{snap}.*")) + print(f"Found {len(files)} snapshot files.") + + # Iterate over the snapshot files and construct the density field + rho = np.zeros((grid, grid, grid), dtype=np.float32) + for i in trange(len(files), desc="Reading snapshot files"): + with File(files[i], 'r') as f: + pos = f["PartType1/Coordinates"][...].astype(np.float32) + + MASL.MA(pos, rho, boxsize, MAS, verbose=False) + + # Convert to units h^2 Msun / kpc^3 + rho *= mpart / (boxsize / grid)**3 + + # Save to file + fname = join(basepath, "postprocessing", "density_field", + f"rho_dm_{snap}_{grid}_{MAS}.npy") + print(f"Saving to {fname}.", flush=True) + np.save(fname, rho) diff --git a/scripts_independent/field_sph_ramses.py b/scripts_independent/field_sph_ramses.py index b682f49..8962879 100644 --- a/scripts_independent/field_sph_ramses.py +++ b/scripts_independent/field_sph_ramses.py @@ -98,7 +98,8 @@ if __name__ == "__main__": if args.mode == "prepare": if args.nsim == -1: - nsims = [7444 + n * 24 for n in range(101)] + # nsims = [7444 + n * 24 for n in range(101)] + nsims = [8404 + n * 24 for n in range(61)] for nsim in nsims: print(f"Processing simulation {nsim}.") particles_path = join(args.scratch_space, diff --git a/scripts_independent/process_snapshot.py b/scripts_independent/process_snapshot.py index 5ee541b..1482a18 100644 --- a/scripts_independent/process_snapshot.py +++ b/scripts_independent/process_snapshot.py @@ -174,8 +174,7 @@ class CSiBORG1Reader: if which_snapshot == "initial": self.nsnap = 1 - raise RuntimeError("TODO not implemented") - self.source_dir = None + self.source_dir = f"/mnt/extraspace/rstiskalek/csiborg1/initial/ramses_out_{nsim}_new/output_00001" # noqa elif which_snapshot == "final": sourcedir = join(base_dir, f"ramses_out_{nsim}") self.nsnap = max([int(basename(f).replace("output_", "")) @@ -195,7 +194,7 @@ class CSiBORG1Reader: self.sph_file = f"/mnt/extraspace/rstiskalek/csiborg1/sph_temp/chain_{self.nsim}.hdf5" # noqa def read_info(self): - filename = glob(join(self.source_dir, "info_*")) + filename = glob(join(self.source_dir, "info_*.txt")) if len(filename) > 1: raise ValueError("Found too many `info` files.") filename = filename[0] @@ -675,6 +674,7 @@ def process_final_snapshot(nsim, simname): flush=True) # Lastly, create the halo mapping and default catalogue. + print(f"{now()}: writing `{reader.output_cat}`.") print(f"{datetime.now()}: creating `GroupOffset`...") halo_map, unique_halo_ids = make_offset_map(halo_ids) # Dump the halo mapping. @@ -744,8 +744,9 @@ def process_initial_snapshot(nsim, simname): del sort_indxs_final collect() - print(f"{now()}: loading and sorting the initial particle position.") + print(f"{now()}: loading and sorting the initial particle information.") pos = reader.read_snapshot("pos")[sort_indxs] + mass = reader.read_snapshot("mass")[sort_indxs] del sort_indxs collect() @@ -764,6 +765,8 @@ def process_initial_snapshot(nsim, simname): with File(reader.output_snap, 'w') as f: f.create_dataset("Coordinates", data=pos, **hdf5plugin.Blosc(**BLOSC_KWARGS)) + f.create_dataset("Masses", data=mass, + **hdf5plugin.Blosc(**BLOSC_KWARGS)) def process_initial_snapshot_csiborg2(nsim, simname): @@ -836,39 +839,6 @@ def process_initial_snapshot_csiborg2(nsim, simname): **hdf5plugin.Blosc(**BLOSC_KWARGS)) -############################################################################### -# Prepare CSiBORG1 RAMSES for SPH density field # -############################################################################### - - -def prepare_csiborg1_for_sph(nsim): - """ - Prepare a RAMSES snapshot for cosmotool SPH density & velocity field - calculation. - """ - reader = CSiBORG1Reader(nsim, "final") - - print("------- Preparing CSiBORG1 for SPH -------") - print(f"Simulation index: {nsim}") - print(f"Output file: {reader.sph_file}") - print("-------------------------------------------------") - print(flush=True) - - with File(reader.sph_file, 'w') as dest: - # We need to read pos first to get the dataset size - pos = reader.read_snapshot("pos") - - dset = dest.create_dataset("particles", (len(pos), 7), - dtype=numpy.float32) - dset[:, :3] = pos - - del pos - collect() - - dset[:, 3:6] = reader.read_snapshot("vel") - dset[:, 6] = reader.read_snapshot("mass") - - ############################################################################### # Command line interface # ############################################################################### @@ -883,8 +853,8 @@ if __name__ == "__main__": "csiborg2_random", "csiborg2_varysmall"], help="Simulation name.") parser.add_argument("--mode", type=int, required=True, - choices=[0, 1, 2, 3], - help="0: process final snapshot, 1: process initial snapshot, 2: process both, 3: prepare CSiBORG1 for SPH.") # noqa + choices=[0, 1, 2], + help="0: process final snapshot, 1: process initial snapshot, 2: process both") # noqa args = parser.parse_args() if "csiborg2" in args.simname and args.mode in [0, 2]: @@ -897,8 +867,6 @@ if __name__ == "__main__": process_final_snapshot(args.nsim, args.simname) elif args.mode == 1: process_initial_snapshot(args.nsim, args.simname) - elif args.mode == 2: + else: process_final_snapshot(args.nsim, args.simname) process_initial_snapshot(args.nsim, args.simname) - else: - prepare_csiborg1_for_sph(args.nsim) diff --git a/scripts_independent/run_process_snapshot.py b/scripts_independent/run_process_snapshot.py index 6399246..e01cf00 100644 --- a/scripts_independent/run_process_snapshot.py +++ b/scripts_independent/run_process_snapshot.py @@ -24,13 +24,13 @@ if __name__ == "__main__": # simname = "csiborg2_varysmall" # mode = 1 - chains = [1] + [25 + n * 25 for n in range(19)] - simname = "csiborg2_random" - mode = 1 + # chains = [1] + [25 + n * 25 for n in range(19)] + # simname = "csiborg2_random" + # mode = 1 - # chains = [7444 + n * 24 for n in range(1, 101)] - # simname = "csiborg1" - # mode = 3 + chains = [7444 + n * 24 for n in range(101)] + simname = "csiborg1" + mode = 2 env = "/mnt/zfsusers/rstiskalek/csiborgtools/venv_csiborg/bin/python" memory = 64 diff --git a/scripts_plots/borg_acl.ipynb b/scripts_plots/borg_acl.ipynb new file mode 100644 index 0000000..7a935b5 --- /dev/null +++ b/scripts_plots/borg_acl.ipynb @@ -0,0 +1,103 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy\n", + "import scienceplots\n", + "from h5py import File\n", + "\n", + "import plt_utils\n", + "\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "with File(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/ACL/BORG2_0.25.hdf5\", 'r') as f:\n", + " voxel_acl = f['voxel_acl'][...].flatten()\n", + " voxel_dist = f['voxel_dist'][...].flatten()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = numpy.linspace(0, 100, 10)\n", + "\n", + "\n", + "plt.figure()\n", + "\n", + "mask = voxel_dist < 20\n", + "plt.hist(voxel_acl[mask], bins=\"auto\", histtype='step', density=1, label=r\"$0 < R / (\\mathrm{Mpc} / h) < 20$\")\n", + "\n", + "mask = (voxel_dist > 20) & (voxel_dist < 40)\n", + "plt.hist(voxel_acl[mask], bins=\"auto\", histtype='step', density=1, label=r\"$20 < R / (\\mathrm{Mpc} / h) < 40$\")\n", + "\n", + "mask = (voxel_dist > 40) & (voxel_dist < 60)\n", + "plt.hist(voxel_acl[mask], bins=\"auto\", histtype='step', density=1, label=r\"$40 < R / (\\mathrm{Mpc} / h) < 60$\")\n", + "\n", + "# plt.scatter(voxel_dist.flatten(), voxel_acl.flatten(), s=0.1)\n", + "plt.legend()\n", + "plt.title(\"ACL of individual voxels\")\n", + "plt.xlabel(r\"$\\mathrm{ACL}$\")\n", + "plt.ylabel(r\"Normalized bin counts\")\n", + "\n", + "plt.tight_layout()\n", + "plt.savefig(\"../plots/BORG_Stephen_ACL.png\", dpi=450)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv_csiborg", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/scripts_plots/paper_environment.ipynb b/scripts_plots/paper_environment.ipynb index 3c330c1..91be512 100644 --- a/scripts_plots/paper_environment.ipynb +++ b/scripts_plots/paper_environment.ipynb @@ -6,8 +6,6 @@ "metadata": {}, "outputs": [], "source": [ - "# flake8: noqa\n", - "\n", "from os.path import join\n", "\n", "import csiborgtools\n", @@ -27,12 +25,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "# flake8: noq\n", - "\n", "@cache_to_disk(30)\n", "def _plot_sky_projected_density(nsim, simname, grid, nside, MAS, survey_name,\n", " dmin, dmax):\n", @@ -43,7 +39,7 @@ " reader = csiborgtools.read.CSiBORG1Field(nsim, paths)\n", " elif \"csiborg2\" in simname:\n", " kind = simname.split(\"_\")[-1]\n", - " reader = csiborgtools.read.CSiBORG2Field(nsim, paths, kind=kind)\n", + " reader = csiborgtools.read.CSiBORG2Field(nsim, kind, paths)\n", " else:\n", " raise ValueError(f\"Unknown simname `{simname}`.\")\n", "\n", @@ -61,6 +57,13 @@ " ra, dec = survey[\"RA\"], survey[\"DEC\"]\n", " ra *= numpy.pi / 180\n", " dec *= numpy.pi / 180\n", + " elif survey_name == \"csiborg2\":\n", + " cat = csiborgtools.read.CSiBORG2Catalogue(\n", + " nsim, 99, \"main\", paths, bounds={\"totmass\": (1e12, None)})\n", + " coord = cat[\"spherical_pos\"]\n", + " dist, ra, dec = coord[:, 0], coord[:, 1], coord[:, 2]\n", + " ra *= numpy.pi / 180\n", + " dec *= numpy.pi / 180\n", " else:\n", " raise ValueError(f\"Unknown survey name `{survey_name}`.\")\n", " \n", @@ -78,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -103,12 +106,45 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 3, "metadata": {}, "outputs": [ + { + "ename": "NameError", + "evalue": "name 'hp' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[3], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mhp\u001b[49m\n", + "\u001b[0;31mNameError\u001b[0m: name 'hp' is not defined" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 196608/196608 [00:22<00:00, 8765.57it/s]\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving to `../plots/sky_density_csiborg2_main_15517_from_100_to_125.png`.\n" + ] + }, { "data": { - "image/png": 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", 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", 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" ] @@ -120,8 +156,7 @@ "source": [ "# delete_disk_caches_for_function(\"_plot_sky_projected_density\")\n", "plot_sky_projected_density(15517, \"csiborg2_main\", 1024, 128, \"SPH\", dmin=100,\n", - " dmax=125, survey_name=\"2M++\", to_save=False)\n", - "# plt.savefig(\"test.png\", dpi=300)" + " dmax=125, survey_name=\"csiborg2\", to_save=True)" ] }, { diff --git a/scripts_plots/radial_velocity.ipynb b/scripts_plots/radial_velocity.ipynb new file mode 100644 index 0000000..419de96 --- /dev/null +++ b/scripts_plots/radial_velocity.ipynb @@ -0,0 +1,626 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from os.path import join\n", + "\n", + "import csiborgtools\n", + "import matplotlib.pyplot as plt\n", + "import numpy\n", + "import scienceplots # noqa\n", + "from cache_to_disk import cache_to_disk, delete_disk_caches_for_function # noqa\n", + "\n", + "import plt_utils\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Field evaluated at radial shells" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# TODO: This is a little dodgy\n", + "\n", + "def plot_field_shells(field, MAS, grid, to_save=True):\n", + " folder = \"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells\"\n", + "\n", + " # with plt.style.context(\"notebook\"):\n", + " if True:\n", + " cols = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + " lw = plt.rcParams['lines.linewidth']\n", + " plt.figure()\n", + "\n", + " # CSiBORG2 main\n", + " fname = join(folder, f\"csiborg2_main_{field}_{MAS}_{grid}.npz\")\n", + " file = numpy.load(fname)\n", + " dist, mean = file[\"distances\"], file[\"mean\"]\n", + " mean /= dist\n", + " mean /= 70\n", + " for i in range(len(mean)):\n", + " plt.plot(dist, mean[i], c=cols[0], label=\"CSiBORG\" if i == 0 else None)\n", + " \n", + " # # BORG2\n", + " # fname = join(folder, f\"borg2_{field}_{MAS}_{grid}.npz\")\n", + " # file = numpy.load(fname)\n", + " # dist, mean = file[\"distances\"], file[\"mean\"]\n", + " # for i in range(len(mean)):\n", + " # plt.plot(dist, mean[i], c=cols[2], label=\"BORG\" if i == 0 else None)\n", + "\n", + " # # CSiBORG2 random\n", + " # fname = join(folder, f\"csiborg2_random_{field}_{MAS}_{grid}.npz\")\n", + " # file = numpy.load(fname)\n", + " # dist, mean = file[\"distances\"], file[\"mean\"]\n", + "\n", + " # mu = numpy.mean(mean, axis=0)\n", + " # std = numpy.std(mean, axis=0)\n", + "\n", + " # plt.fill_between(dist, mu - std, mu + std, alpha=1/3, color=cols[1])\n", + "\n", + " # for i in range(len(mean)):\n", + " # plt.plot(dist, mean[i], c=cols[1], label=\"Random\" if i == 0 else None, zorder=0, lw=lw/2)\n", + "\n", + " # Plot settings\n", + " plt.legend(loc=\"lower right\")\n", + " plt.xlabel(r\"$r ~ [\\mathrm{Mpc} / h]$\")\n", + "\n", + " if field == \"radvel\":\n", + " plt.ylabel(r\"$\\langle v_r \\rangle ~ [\\mathrm{km} / s]$\")\n", + " plt.axhline(0, c=\"k\", ls=\"--\",)\n", + " plt.ylim(-0.1, 0.1)\n", + " plt.xscale(\"log\")\n", + " elif field == \"overdensity\":\n", + " plt.ylim(-0.5, 0.5)\n", + " plt.axhline(0, c=\"k\", ls=\"--\",)\n", + " # plt.xlim(0, 200)\n", + " plt.ylabel(r\"$\\langle \\delta_r \\rangle$\")\n", + " # plt.axhline(-0.1, c=\"k\", ls=\"--\")\n", + " elif field == \"density\":\n", + " plt.axhline(277.5 * 0.304, c=\"k\", ls=\"--\",)\n", + " plt.ylim(50, 100)\n", + "\n", + " plt.xlim(0, dist.max())\n", + " # plt.xlim(0, 100)\n", + "\n", + " if to_save:\n", + " fout = join(plt_utils.fout, f\"field_shells_{field}_{MAS}_{grid}.png\")\n", + " print(f\"Saving to `{fout}`.\")\n", + " plt.savefig(fout, dpi=plt_utils.dpi, bbox_inches=\"tight\")\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_16251/4241837727.py:58: UserWarning: Attempt to set non-positive xlim on a log-scaled axis will be ignored.\n", + " plt.xlim(0, dist.max())\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_field_shells(\"radvel\", \"SPH\", 1024, False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Enclosed mass " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'a' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43ma\u001b[49m\n", + "\u001b[0;31mNameError\u001b[0m: name 'a' is not defined" + ] + } + ], + "source": [ + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_enclosed_overdensity(to_save=True):\n", + " with plt.style.context(\"science\"):\n", + " # if True:\n", + " cols = plt.rcParams['axes.prop_cycle'].by_key()['color']\n", + " fig, axs = plt.subplots(2, 1, sharex=True, figsize=(2 * 3.5, 2 * 1.5 * 2.625), gridspec_kw={\"height_ratios\": [1, 0.8]})\n", + " fig.subplots_adjust(wspace=0, hspace=0)\n", + "\n", + " # CSiBORG2 main\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg2_main.npz\")\n", + " V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + " V35 = 4 / 3 * numpy.pi * 135**3\n", + " rho_mean = 0.3111 * 277.53662724583074\n", + " boxsize = csiborgtools.simname2boxsize(\"csiborg2_main\")\n", + "\n", + " dist = d[\"distances\"]\n", + " density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + " density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + " densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + " print(f\"CSiBORG2_main overdensity within 135 Mpc / h: {numpy.mean(density135)} +- {numpy.std(density135)}\")\n", + " print(f\"CSiBORG2_main density of the entire box: {numpy.mean(densitytot)} +- {numpy.std(densitytot)}\")\n", + " mu = numpy.mean(density, axis=0)\n", + " y = numpy.copy(density)\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[0], alpha=0.25, ls=\"dashed\")\n", + " y[i] /= mu\n", + " y[i] -= 1\n", + " axs[0].plot(dist, mu, c=cols[0], label=\"CB2_main\")\n", + " mu2, std2 = numpy.mean(y, axis=0), numpy.std(y, axis=0)\n", + " axs[1].fill_between(dist, mu2 - std2, mu2 + std2, alpha=0.5, color=cols[0])\n", + "\n", + " # CSiBORG2 varysmall\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg2_varysmall.npz\")\n", + " V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + " V35 = 4 / 3 * numpy.pi * 135**3\n", + " rho_mean = 0.3111 * 277.53662724583074\n", + " boxsize = csiborgtools.simname2boxsize(\"csiborg2_varysmall\")\n", + "\n", + " dist = d[\"distances\"]\n", + " density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + " density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + " densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + " print(f\"CSiBORG2_varysmall overdensity within 135 Mpc / h: {numpy.mean(density135)} +- {numpy.std(density135)}\")\n", + " print(f\"CSiBORG2_varysmall density of the entire box: {numpy.mean(densitytot)} +- {numpy.std(densitytot)}\")\n", + " mu = numpy.mean(density, axis=0)\n", + " y = numpy.copy(density)\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[2], alpha=0.25, ls=\"dashed\")\n", + " y[i] /= mu\n", + " y[i] -= 1\n", + " axs[0].plot(dist, mu, c=cols[2], label=\"CB2_varysmall\")\n", + " mu2, std2 = numpy.mean(y, axis=0), numpy.std(y, axis=0)\n", + " axs[1].fill_between(dist, mu2 - std2, mu2 + std2, alpha=0.5, color=cols[2])\n", + "\n", + " # CSiBORG2 random\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg2_random.npz\")\n", + " V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + " V35 = 4 / 3 * numpy.pi * 135**3\n", + " rho_mean = 0.3111 * 277.53662724583074\n", + " boxsize = csiborgtools.simname2boxsize(\"csiborg2_random\")\n", + "\n", + " dist = d[\"distances\"]\n", + " density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + " density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + " densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + " print(f\"CSiBORG2_random overdensity within 135 Mpc / h: {numpy.mean(density135)} +- {numpy.std(density135)}\")\n", + " print(f\"CSiBORG2_random density of the entire box: {numpy.mean(densitytot)} +- {numpy.std(densitytot)}\")\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[1], alpha=0.5, ls=\"dashed\", zorder=0)\n", + " mu = numpy.mean(density, axis=0)\n", + " std = numpy.std(density, axis=0)\n", + " axs[0].plot(dist, mu, c=cols[1], label=\"CB2_random\", zorder=0)\n", + " axs[0].fill_between(dist, mu - std, mu + std, alpha=1/3, color=cols[1], zorder=0)\n", + "\n", + " # CSiBORG1\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg1.npz\")\n", + " V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + " V35 = 4 / 3 * numpy.pi * 135**3\n", + " rho_mean = 0.307 * 277.53662724583074\n", + " boxsize = csiborgtools.simname2boxsize(\"csiborg1\")\n", + "\n", + " dist = d[\"distances\"]\n", + " density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + " density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + " densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + " print(f\"CSiBORG1 overdensity within 135 Mpc / h: {numpy.mean(density135)} +- {numpy.std(density135)}\")\n", + " print(f\"CSiBORG1 density of the entire box: {numpy.mean(densitytot)} +- {numpy.std(densitytot)}\")\n", + " mu = numpy.mean(density, axis=0)\n", + " y = numpy.copy(density)\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[3], alpha=0.25, ls=\"dashed\", zorder=0.5)\n", + " y[i] /= mu\n", + " y[i] -= 1\n", + " axs[0].plot(dist, mu, c=cols[3], label=\"CB1\", zorder=0.5)\n", + " mu2, std2 = numpy.mean(y, axis=0), numpy.std(y, axis=0)\n", + " axs[1].fill_between(dist, mu2 - std2, mu2 + std2, alpha=0.5, color=cols[3], zorder=0.5)\n", + "\n", + " \n", + " # BORG2\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_borg2.npz\")\n", + " V = d[\"enclosed_volume\"]\n", + " dist = d[\"distances\"]\n", + " rho_mean = 0.3111 * 277.53662724583074\n", + " density = d[\"enclosed_mass\"] / V / rho_mean - 1\n", + "\n", + " mu = numpy.mean(density, axis=0)\n", + " y = numpy.copy(density)\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[4], alpha=0.25, ls=\"dashed\", zorder=0.5)\n", + " y[i] /= mu\n", + " y[i] -= 1\n", + " axs[0].plot(dist, mu, c=cols[4], label=\"B2\", zorder=0.5)\n", + " mu2, std2 = numpy.mean(y, axis=0), numpy.std(y, axis=0)\n", + " axs[1].fill_between(dist, mu2 - std2, mu2 + std2, alpha=0.5, color=cols[4], zorder=0.5)\n", + "\n", + " # BORG1\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_borg1.npz\")\n", + " V = d[\"enclosed_volume\"]\n", + " dist = d[\"distances\"]\n", + " rho_mean = 0.307 * 277.53662724583074\n", + " density = d[\"enclosed_mass\"] / V / rho_mean - 1\n", + "\n", + " mu = numpy.mean(density, axis=0)\n", + " y = numpy.copy(density)\n", + " for i in range(len(density)):\n", + " axs[0].plot(dist, density[i], c=cols[4], alpha=0.25, ls=\"dashed\", zorder=0.5)\n", + " y[i] /= mu\n", + " y[i] -= 1\n", + " axs[0].plot(dist, mu, c=cols[4], label=\"B2\", zorder=0.5)\n", + " mu2, std2 = numpy.mean(y, axis=0), numpy.std(y, axis=0)\n", + " axs[1].fill_between(dist, mu2 - std2, mu2 + std2, alpha=0.5, color=cols[4], zorder=0.5)\n", + "\n", + " # Plot settings\n", + " axs[0].set_ylim(-0.15, 0.15)\n", + " axs[1].set_ylim(-0.4, 0.4)\n", + " axs[1].set_xlim(-1, dist.max())\n", + " axs[1].set_xlabel(r\"$r ~ [\\mathrm{Mpc} / h]$\")\n", + " axs[0].set_ylabel(r\"$\\delta_r$\")\n", + " axs[1].set_ylabel(r\"$\\delta_r / \\langle \\delta_r \\rangle - 1$\")\n", + "\n", + " axs[0].legend(fontsize=\"small\")\n", + " for i in range(2):\n", + " axs[i].axvline(135, c=\"k\", ls=\"--\")\n", + " fig.tight_layout(h_pad=0)\n", + "\n", + " if to_save:\n", + " fout = join(plt_utils.fout, f\"enclosed_overdensity.png\")\n", + " print(f\"Saving to `{fout}`.\")\n", + " fig.savefig(fout, dpi=plt_utils.dpi, bbox_inches=\"tight\")\n", + "\n", + " fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CSiBORG2_main overdensity within 135 Mpc / h: -0.04871875932547955 +- 0.00201984793460838\n", + "CSiBORG2_main density of the entire box: -5.9114960471373655e-05 +- 2.4011781815055744e-07\n", + "CSiBORG2_varysmall overdensity within 135 Mpc / h: -0.050013774679444456 +- 7.933447782885623e-05\n", + "CSiBORG2_varysmall density of the entire box: -5.8827166581804094e-05 +- 1.3328610811057487e-07\n", + "CSiBORG2_random overdensity within 135 Mpc / h: 0.006494700117062541 +- 0.03838291159994349\n", + "CSiBORG2_random density of the entire box: -5.874905109742312e-05 +- 4.066696396103268e-07\n", + "CSiBORG1 overdensity within 135 Mpc / h: -0.05300083843550532 +- 0.008948856840208618\n", + "CSiBORG1 density of the entire box: 0.0008964738425259703 +- 8.270101657242762e-07\n", + "Saving to `../plots/enclosed_overdensity.png`.\n" + ] + } + ], + "source": [ + "plot_enclosed_overdensity(True)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "# CSiBORG1\n", + "d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg1.npz\")\n", + "V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + "V35 = 4 / 3 * numpy.pi * 135**3\n", + "rho_mean = 0.307 * 277.53662724583074\n", + "boxsize = csiborgtools.simname2boxsize(\"csiborg1\")\n", + "\n", + "dist = d[\"distances\"]\n", + "density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + "density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + "densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + "\n", + "density135_csiborg1 = density135\n", + "\n", + "\n", + "# CSiBORG2 main\n", + "d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg2_main.npz\")\n", + "V = 4 / 3 * numpy.pi * d[\"distances\"]**3\n", + "V35 = 4 / 3 * numpy.pi * 135**3\n", + "rho_mean = 0.3111 * 277.53662724583074\n", + "boxsize = csiborgtools.simname2boxsize(\"csiborg2_main\")\n", + "\n", + "dist = d[\"distances\"]\n", + "density = d[\"enclosed_mass\"] / V * 1e-9 / rho_mean - 1\n", + "\n", + "density135 = d[\"mass135\"] / V35 * 1e-9 / rho_mean - 1\n", + "densitytot = d[\"masstot\"] / boxsize**3 * 1e-9 / rho_mean - 1\n", + "\n", + "density135_csiborg2 = density135" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.008948856840208618, 0.00201984793460838)" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "numpy.std(density135_csiborg1), numpy.std(density135_csiborg2)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([15517, 15617, 15717, 15817, 15917, 16017, 16117, 16217, 16317,\n", + " 16417, 16517, 16617, 16717, 16817, 16917, 17017, 17117, 17217,\n", + " 17317, 17417])" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paths = csiborgtools.read.Paths(**csiborgtools.paths_glamdring)\n", + "paths.get_ics(\"csiborg2_main\")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(density135_csiborg1, bins=\"auto\", histtype=\"step\", label=\"CB1\", density=True)\n", + "plt.hist(density135_csiborg2, bins=\"auto\", histtype=\"step\", label=\"CB2\", density=True)\n", + "\n", + "plt.legend()\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0. , 0. , 0. ],\n", + " [0.11111111, 0.11111111, 0.11111111],\n", + " [0.22222222, 0.22222222, 0.22222222],\n", + " [0.33333333, 0.33333333, 0.33333333],\n", + " [0.44444444, 0.44444444, 0.44444444],\n", + " [0.55555556, 0.55555556, 0.55555556],\n", + " [0.66666667, 0.66666667, 0.66666667],\n", + " [0.77777778, 0.77777778, 0.77777778],\n", + " [0.88888889, 0.88888889, 0.88888889],\n", + " [1. , 1. , 1. ]])" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = numpy.linspace(0, 1, 10)\n", + "numpy.vstack([x, x, x]).T" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_borg2.npz\")\n", + "V = d[\"enclosed_volume\"]\n", + "dist = d[\"distances\"]\n", + "rho_mean = 0.3111 * 277.53662724583074\n", + "density = d[\"enclosed_mass\"] / V / rho_mean - 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bulk flow" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [], + "source": [ + "def process_bulkflow_amplitude(cumulative_velocity, subtract_observer):\n", + " if isinstance(subtract_observer, bool):\n", + " if subtract_observer:\n", + " subtract_observer = 0\n", + " else:\n", + " return numpy.linalg.norm(cumulative_velocity, axis=-1)\n", + "\n", + " if not isinstance(subtract_observer, int):\n", + " raise TypeError(\"Incorrect type for `subtract_observer`.\")\n", + "\n", + " for i in range(len(cumulative_velocity)):\n", + " for j in range(3):\n", + " cumulative_velocity[i, :, j] -= cumulative_velocity[i, subtract_observer, j]\n", + "\n", + " return numpy.linalg.norm(cumulative_velocity, axis=-1)\n", + "\n", + "\n", + "def plot_bulkflow_amplitude(subtract_observer=False, to_save=True):\n", + " with plt.style.context(\"science\"):\n", + " # if True:\n", + " plt.figure()\n", + "\n", + " # CSiBORG2 main\n", + " d = numpy.load(\"/mnt/extraspace/rstiskalek/csiborg_postprocessing/field_shells/enclosed_mass_csiborg2_main.npz\")\n", + " dist = d[\"distances\"]\n", + " cumulative_velocity = d[\"cumulative_velocity\"]\n", + " cumulative_velocity_amplitude = process_bulkflow_amplitude(cumulative_velocity, subtract_observer)\n", + "\n", + " for i in range(len(cumulative_velocity_amplitude)):\n", + " plt.plot(dist, cumulative_velocity_amplitude[i], c=\"C0\", alpha=0.25, ls=\"dashed\")\n", + " plt.plot(dist, numpy.mean(cumulative_velocity_amplitude, axis=0), c=\"C0\", label=\"CSiBORG2\")\n", + "\n", + "\n", + " plt.axvline(135, c=\"k\", ls=\"--\")\n", + " plt.xlabel(r\"$r ~ [\\mathrm{Mpc} / h]$\")\n", + " plt.ylabel(r\"$\\langle U \\rangle ~ [\\mathrm{km} / \\mathrm{s}]$\")\n", + " plt.legend()\n", + "\n", + " if to_save:\n", + " fout = join(plt_utils.fout, f\"enclosed_flow.png\")\n", + " print(f\"Saving to `{fout}`.\")\n", + " plt.savefig(fout, dpi=plt_utils.dpi, bbox_inches=\"tight\")\n", + "\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Saving to `../plots/enclosed_flow.png`.\n" + ] + }, + { + "data": { + "image/png": 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", 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