diff --git a/CosmoAPI/api_io.py b/CosmoAPI/api_io.py index 4c50145..07fefc2 100644 --- a/CosmoAPI/api_io.py +++ b/CosmoAPI/api_io.py @@ -1,10 +1,18 @@ import yaml import importlib -def load_yaml_file(file_path): - """Helper function to load a YAML file""" - with open(file_path, 'r') as file: - return yaml.safe_load(file) +def load_yaml_file(yaml_file: str) -> dict: + """ + Load the YAML configuration file. + + Args: + yaml_file (str): Path to the YAML configuration file. + + Returns: + dict: Parsed YAML data. + """ + with open(yaml_file, "r", encoding="utf-8") as f: + return yaml.safe_load(f) def load_metadata_function_class(function_name): """ diff --git a/CosmoAPI/firecrown_tools.py b/CosmoAPI/firecrown_tools.py new file mode 100644 index 0000000..ec81b12 --- /dev/null +++ b/CosmoAPI/firecrown_tools.py @@ -0,0 +1,119 @@ +import importlib +import yaml +from firecrown.modeling_tools import ModelingTools +from firecrown.parameters import ParamsMap +from firecrown.utils import base_model_from_yaml +from firecrown.ccl_factory import ( + CCLFactory, + CAMBExtraParams, + PoweSpecAmplitudeParameter, +) +from pydantic import BaseModel + +from CosmoAPI.not_implemented import not_implemented_message + +def load_systematics_factory(probe_systematics: dict) -> BaseModel: + """ + Dynamically load a class based on the systematics 'type' specified in the YAML file. + + Args: + systematics_type (str): The 'type' field from the YAML specifying which factory to use. + + Returns: + The loaded class from the firecrown library. + """ + # Define base module path based on firecrown's library structure + base_module = "firecrown.likelihood" + + # Mapping of known factories to their submodules + type_to_submodule = { + 'WeakLensingFactory': 'weak_lensing', + 'NumberCountsFactory': 'number_counts', + # Add other mappings as needed, or consider an automatic lookup if patterns are consistent + } + + systematics_type = probe_systematics['type'] + # Get the submodule for the type + submodule = type_to_submodule.get(systematics_type) + + if submodule is None: + print(not_implemented_message) + raise ImportError(f"Unknown systematics type: {systematics_type}") + + # Construct the full module path + module_path = f"{base_module}.{submodule}" + + try: + # Dynamically import the module + module = importlib.import_module(module_path) + # Get the class from the module + factory_class = getattr(module, systematics_type) + # copy the systematics dictionary + systematics_yaml = probe_systematics.copy() + # remove the type key + del systematics_yaml['type'] + # instantiate the factory + factory = base_model_from_yaml(factory_class, yaml.dump(systematics_yaml)) + return factory + except ImportError as e: + raise ImportError(f"Could not import module {module_path}: {e}") + except AttributeError as e: + raise AttributeError(f"Class '{systematics_type}' not found in module {module_path}: {e}") + +def build_modeling_tools(config: dict) -> ModelingTools: + """ + Create a ModelingTools object from the configuration. + + Args: + config (dict): Dictionary containing cosmology and + systematics parameters. + + Returns: + ModelingTools: Modeling tools object with cosmology parameters. + """ + cosmo_config = config["cosmology"] + #factory_config = config["firecrown_parameters"] + + if "Omega_m" in cosmo_config.keys(): + cosmo_config["Omega_c"] = ( + cosmo_config["Omega_m"] - cosmo_config["Omega_b"] + ) + del cosmo_config["Omega_m"] + + if "m_nu" in cosmo_config.keys(): + mass_split = ( + cosmo_config["mass_split"] + if "mass_split" in cosmo_config.keys() + else "normal" + ) + cosmo_config["mass_split"] = mass_split + + if "A_s" in cosmo_config.keys() and "sigma8" not in cosmo_config.keys(): + psa_param = PoweSpecAmplitudeParameter.AS + elif "sigma8" in cosmo_config.keys() and "A_s" not in cosmo_config.keys(): + psa_param = PoweSpecAmplitudeParameter.SIGMA8 + else: + raise ValueError("The amplitude parameter must be" + "either A_s or sigma8") + + if "extra_parameters" in cosmo_config.keys(): + _tools = ModelingTools( + ccl_factory=CCLFactory( + require_nonlinear_pk=True, + mass_split=cosmo_config["mass_split"], + amplitude_parameter=psa_param, + camb_extra_params=CAMBExtraParams( + **cosmo_config["extra_parameters"]["camb"] + ), + ) + ) + else: + _tools = ModelingTools( + ccl_factory=CCLFactory( + require_nonlinear_pk=True, + amplitude_parameter=psa_param, + mass_split=cosmo_config["mass_split"], + ) + ) + + return _tools \ No newline at end of file diff --git a/CosmoAPI/two_point_functions/generate_theory.py b/CosmoAPI/two_point_functions/generate_theory.py deleted file mode 100644 index 77d43b5..0000000 --- a/CosmoAPI/two_point_functions/generate_theory.py +++ /dev/null @@ -1,222 +0,0 @@ -import sys -import yaml -import numpy as np -import importlib -import firecrown -from firecrown.metadata_functions import make_all_photoz_bin_combinations -import firecrown.likelihood.two_point as tp -from firecrown.utils import base_model_from_yaml - - -from .nz_loader import load_all_nz -sys.path.append("..") -from not_implemented import not_implemented_message -from api_io import load_metadata_function_class - - -def generate_ell_theta_array_from_yaml(yaml_data, type_key, dtype=float): - """ - Generate a linear or logarithmic array based on the configuration in the YAML data. - - Args: - yaml_data (dict): Parsed YAML data in dictionary format. - - Returns: - np.ndarray: Generated array based on the ell_bins configuration. - """ - # calling thix x because it could be ell_bins or theta_bins - x_array = yaml_data.get(type_key, {}) - - array_type = x_array.get('type') - min_val = x_array.get('min') - max_val = x_array.get('max') - nbins = x_array.get('nbins') - - if array_type == 'log': - return np.unique(np.logspace(np.log10(min_val), np.log10(max_val), nbins).astype(dtype)) - elif array_type == 'linear': - return np.linspace(min_val, max_val, nbins).astype(dtype) - else: - raise ValueError(f"Unknown array type: {array_type}") - -def load_systematics_factory(probe_systematics): - """ - Dynamically load a class based on the systematics 'type' specified in the YAML file. - - Args: - systematics_type (str): The 'type' field from the YAML specifying which factory to use. - - Returns: - The loaded class from the firecrown library. - """ - # Define base module path based on firecrown's library structure - base_module = "firecrown.likelihood" - - # Mapping of known factories to their submodules - type_to_submodule = { - 'WeakLensingFactory': 'weak_lensing', - 'NumberCountsFactory': 'number_counts', - # Add other mappings as needed, or consider an automatic lookup if patterns are consistent - } - - systematics_type = probe_systematics['type'] - # Get the submodule for the type - submodule = type_to_submodule.get(systematics_type) - - if submodule is None: - print(not_implemented_message) - raise ImportError(f"Unknown systematics type: {systematics_type}") - - # Construct the full module path - module_path = f"{base_module}.{submodule}" - - try: - # Dynamically import the module - module = importlib.import_module(module_path) - # Get the class from the module - factory_class = getattr(module, systematics_type) - # copy the systematics dictionary - systematics_yaml = probe_systematics.copy() - # remove the type key - del systematics_yaml['type'] - # instantiate the factory - factory = base_model_from_yaml(factory_class, yaml.dump(systematics_yaml)) - return factory - except ImportError as e: - raise ImportError(f"Could not import module {module_path}: {e}") - except AttributeError as e: - raise AttributeError(f"Class '{systematics_type}' not found in module {module_path}: {e}") - -def process_probes_load_2pt(yaml_data): - """ - Process the probes from the YAML data, check if 'function' - is the same across probes with 'nz_type', - and dynamically load the corresponding function classes. - - Args: - yaml_data (dict): Parsed YAML data in dictionary format. - - Returns: - A dictionary containing the dynamically loaded function classes for each probe. - """ - probes_data = yaml_data.get('probes', {}) - - # Variables to track the function consistency - nz_type_probes = [] - function_name = None - - function_classes = {} - - # Iterate over each probe in the YAML data - for probe_name, probe_data in probes_data.items(): - nz_type = probe_data.get('nz_type') - probe_function = probe_data.get('function') - - # If the probe has 'nz_type', we need to check the function - if nz_type: - nz_type_probes.append(probe_name) - - # If it's the first nz_type probe, set the expected function name - if function_name is None: - function_name = probe_function - else: - # If another nz_type probe has a different function, raise an error - if probe_function != function_name: - raise ValueError(f"Probes '{nz_type_probes[0]}' and '{probe_name}' have different 'function' values: '{function_name}' != '{probe_function}'") - - # Dynamically load the function class - if probe_function: - try: - loaded_function = load_metadata_function_class(probe_function) - function_classes[probe_name] = loaded_function - except (ImportError, AttributeError) as e: - raise ImportError(f"Error loading function for probe '{probe_name}': {e}") - - # If nz_type_probes is non-empty, it confirms nz_type presence and function consistency - if nz_type_probes: - print(f"All nz_type probes have the same function: {function_name}") - - return loaded_function, nz_type_probes - -def generate_two_point_metadata(yaml_data, two_point_function, two_pt_probes, - two_point_bins): - """ - Generate the metadata for the two-point functions based on the YAML data. - - Parameters - ---------- - yaml_data : dict - Parsed YAML data in dictionary format. - two_point_function : firecrown.metadata_type - The class for the two-point function. - two_pt_probes : list - List of probes for the two-point functions. - two_point_bins : list - List of two-point bins. - - Returns - ------- - list - List of metadata objects for the two-point functions. - """ - # check if real or harmonic space function - if two_point_function is firecrown.metadata_types.TwoPointHarmonic: - xtype = 'ell_bins' - ells_list = [] - for p in two_pt_probes: - ells_list.append(generate_ell_theta_array_from_yaml(yaml_data['probes'][p], xtype)) - all_two_point_metadata = [two_point_function(XY=ij, ells=ell) - for ij, ell in zip(two_point_bins, ells_list)] - elif two_point_function is firecrown.metadata_types.TwoPointReal: - #FIXME: this is breaking for some strange reason - print(not_implemented_message) - raise NotImplementedError("Real space two-point functions not implemented") - xtype = 'theta_bins' - theta_list = [] - for p in two_pt_probes: - theta_list.append(generate_ell_theta_array_from_yaml(yaml_data['probes'][p], xtype)) - all_two_point_metadata = [two_point_function(XY=ij, thetas=theta) - for ij, theta in zip(two_point_bins, theta_list)] - else: - raise ValueError("Unknown TwoPointFunction type") - return all_two_point_metadata - -def prepare_2pt_functions(yaml_data): - # here we call this X because we do not know if it is ell_bins or theta_bins - two_point_function, two_pt_probes = process_probes_load_2pt(yaml_data) - - if len(two_pt_probes) > 2: - print(not_implemented_message) - raise NotImplementedError("More than 2 2pt probes not implemented") - - # loads the nz_type probes - nzs = load_all_nz(yaml_data) - - # make all the bin combinations: - all_two_point_bins = make_all_photoz_bin_combinations(nzs) - - # load all the systematics for all probes: - probes = yaml_data.get("probes", []) - for p in two_pt_probes: - type_factory = probes[p]['systematics'].get('type') - if type_factory == 'WeakLensingFactory': - wlfact = load_systematics_factory(yaml_data['probes'][p]['systematics']) - elif type_factory == 'NumberCountsFactory': - ncfact = load_systematics_factory(yaml_data['probes'][p]['systematics']) - else: - raise ValueError(f"Unknown systematics type: {type_factory} for probe {p}") - - # generate the metadata for the two-point functions - all_two_point_metadata = generate_two_point_metadata(yaml_data, - two_point_function, - two_pt_probes, - all_two_point_bins) - - # prepare all the two point functions: - all_two_point_functions = tp.TwoPoint.from_metadata( - metadata_seq=all_two_point_metadata, - wl_factory=wlfact, - nc_factory=ncfact, - ) - - return all_two_point_functions, all_two_point_metadata diff --git a/CosmoAPI/two_point_functions/nz_loader.py b/CosmoAPI/two_point_functions/nz_loader.py deleted file mode 100644 index d445b8c..0000000 --- a/CosmoAPI/two_point_functions/nz_loader.py +++ /dev/null @@ -1,40 +0,0 @@ -import importlib -import sys -sys.path.append("..") -from not_implemented import not_implemented_message - -_DESC_SCENARIOS = {"LSST_Y10_SOURCE_BIN_COLLECTION", "LSST_Y10_LENS_BIN_COLLECTION", - "LSST_Y1_LENS_BIN_COLLECTION", "LSST_Y1_SOURCE_BIN_COLLECTION",} - -def _load_nz(yaml_data): - try: - nz_type = yaml_data["nz_type"] - except KeyError: - raise ValueError("nz_type not found in 2pt yaml section") - - if nz_type in _DESC_SCENARIOS: - return _load_nz_from_module(nz_type).generate() - else: - raise NotImplementedError(not_implemented_message) - -def load_all_nz(yaml_data): - nzs = [] - for probe, propr in yaml_data['probes'].items(): - if 'nz_type' in propr: - #print(propr['nz_type']) - nzs += _load_nz(propr) - return nzs - -def _load_nz_from_module(nz_type): - # Define the module path - module_path = "firecrown.generators.inferred_galaxy_zdist" - - try: - # Dynamically import the module and the object - module = importlib.import_module(module_path) - nz_type_class = getattr(module, nz_type) - return nz_type_class - except ImportError as e: - raise ImportError(f"Failed to import module {module_path}: {e}") - except AttributeError as e: - raise AttributeError(f"'{nz_type}' not found in module {module_path}: {e}") \ No newline at end of file diff --git a/CosmoAPI/two_point_functions/config_yamls/config_3x2pt_.yaml b/CosmoAPI/two_pt_func/config_yamls/config_3x2pt_.yaml similarity index 100% rename from CosmoAPI/two_point_functions/config_yamls/config_3x2pt_.yaml rename to CosmoAPI/two_pt_func/config_yamls/config_3x2pt_.yaml diff --git a/CosmoAPI/two_pt_func/generate_theory.py b/CosmoAPI/two_pt_func/generate_theory.py new file mode 100644 index 0000000..49015a6 --- /dev/null +++ b/CosmoAPI/two_pt_func/generate_theory.py @@ -0,0 +1,95 @@ +import numpy as np +import firecrown +from firecrown.metadata_functions import make_all_photoz_bin_combinations +import firecrown.likelihood.two_point as tp +from firecrown.utils import base_model_from_yaml + +from CosmoAPI.two_pt_func.nz_loader import load_all_redshift_distr +from CosmoAPI.two_pt_func.tracer_tools import process_probes_load_2pt +from CosmoAPI.two_pt_func.tracer_tools import generate_ell_theta_array +from CosmoAPI.not_implemented import not_implemented_message +from CosmoAPI.firecrown_tools import load_systematics_factory + + +def generate_two_point_metadata(yaml_data, two_point_function, two_pt_probes, + two_point_bins): + """ + Generate the metadata for the two-point functions based on the YAML data. + + Parameters + ---------- + yaml_data : dict + Parsed YAML data in dictionary format. + two_point_function : firecrown.metadata_type + The class for the two-point function. + two_pt_probes : list + List of probes for the two-point functions. + two_point_bins : list + List of two-point bins. + + Returns + ------- + list + List of metadata objects for the two-point functions. + """ + # check if real or harmonic space function + if two_point_function is firecrown.metadata_types.TwoPointHarmonic: + xtype = 'ell_bins' + ells_list = [] + for p in two_pt_probes: + ells_list.append(generate_ell_theta_array_from_yaml(yaml_data['probes'][p], xtype)) + all_two_point_metadata = [two_point_function(XY=ij, ells=ell) + for ij, ell in zip(two_point_bins, ells_list)] + elif two_point_function is firecrown.metadata_types.TwoPointReal: + #FIXME: this is breaking for some strange reason + print(not_implemented_message) + raise NotImplementedError("Real space two-point functions not implemented") + xtype = 'theta_bins' + theta_list = [] + for p in two_pt_probes: + theta_list.append(generate_ell_theta_array_from_yaml(yaml_data['probes'][p], xtype)) + all_two_point_metadata = [two_point_function(XY=ij, thetas=theta) + for ij, theta in zip(two_point_bins, theta_list)] + else: + raise ValueError("Unknown TwoPointFunction type") + return all_two_point_metadata + +def prepare_2pt_functions(yaml_data): + # here we call this X because we do not know if it is ell_bins or theta_bins + two_point_function, two_pt_probes = process_probes_load_2pt(yaml_data) + + if len(two_pt_probes) > 2: + print(not_implemented_message) + raise NotImplementedError("More than 2 2pt probes not implemented") + + # loads the nz_type probes + nzs = load_all_redshift_distr(yaml_data) + + # make all the bin combinations: + all_two_point_bins = make_all_photoz_bin_combinations(nzs) + + # load all the systematics for all probes: + probes = yaml_data.get("probes", []) + for p in two_pt_probes.keys(): + type_factory = probes[p]['systematics'].get('type') + if type_factory == 'WeakLensingFactory': + wlfact = load_systematics_factory(yaml_data['probes'][p]['systematics']) + elif type_factory == 'NumberCountsFactory': + ncfact = load_systematics_factory(yaml_data['probes'][p]['systematics']) + else: + raise ValueError(f"Unknown systematics type: {type_factory} for probe {p}") + + # generate the metadata for the two-point functions + all_two_point_metadata = generate_two_point_metadata(yaml_data, + two_point_function, + two_pt_probes.keys(), + all_two_point_bins) + + # prepare all the two point functions: + all_two_point_functions = tp.TwoPoint.from_metadata( + metadata_seq=all_two_point_metadata, + wl_factory=wlfact, + nc_factory=ncfact, + ) + + return all_two_point_functions, all_two_point_metadata diff --git a/CosmoAPI/two_pt_func/nz_loader.py b/CosmoAPI/two_pt_func/nz_loader.py new file mode 100644 index 0000000..885f995 --- /dev/null +++ b/CosmoAPI/two_pt_func/nz_loader.py @@ -0,0 +1,226 @@ +import numpy as np +from typing import Type +from firecrown.generators.inferred_galaxy_zdist import ( + LinearGrid1D, + ZDistLSSTSRD, + Y1_LENS_BINS, + Y1_SOURCE_BINS, + Y10_LENS_BINS, + Y10_SOURCE_BINS, +) +from firecrown.metadata_types import ( + TwoPointXY, + TwoPointHarmonic, + TwoPointReal, + Galaxies, + InferredGalaxyZDist, +) + +from CosmoAPI.two_pt_func.tracer_tools import process_probes_load_2pt +from CosmoAPI.not_implemented import not_implemented_message + + +def load_all_redshift_distr(yaml_data: dict) -> list: + """ + Loads all the redshift distributions from the configuration file. + + Args: + yaml_data (dict): Parsed YAML data in dictionary format. + + Returns: + list: List of redshift distributions. + """ + # gets the 2pt function type and a dict of probes and probe types + two_pt_function, probes_dict = process_probes_load_2pt(yaml_data) + nzs = [] + for probe, prob_type in probes_dict.items(): + _distr = _get_redshift_disribution(yaml_data, probe, + prob_type, two_pt_function) + nzs += _distr + return nzs + +def _get_redshift_disribution(config: dict, probe_name: str, probe_type: str, + two_pt_type: Type) -> list: + """ + Get the redshift distribution defined on the configuration file. + + Args: + config (dict): Configuration file + probe_name (str): Name of the probe. + probe_type (str): Type of the probe. + two_pt_type (Type): Type of the two point function. + + Returns: + The binned redshift distribution + """ + try: + _nz_type = config['probes'][probe_name]['nz_type'] + except KeyError: + raise KeyError(f"Probe '{probe_name}' not a Nz Tracer!") + + try: + config_z = config["probes"][probe_name]["z_array"] + z_ = LinearGrid1D( + start=config_z["z_min"], + end=config_z["z_max"], + num=config_z["z_number"] + ) + except KeyError: + print("No z_array provided. Using default redshift array from 0.0001 to 3.5") + z_ = LinearGrid1D(start=0.0001, end=3.5, num=1000) + + # generate the redshift array + z_array = z_.generate() + + if _nz_type == "SRD_Y1": + nz_binned = _get_srd_distribution_binned(z_array, tracer_name=probe_name, + tracer_type=probe_type, + function_type=two_pt_type, + year="1") + elif _nz_type == "SRD_Y10": + nz_binned = _get_srd_distribution_binned(z_array, tracer_name=probe_name, + tracer_type=probe_type, + function_type=two_pt_type, + year="1") + elif _nz_type == "file": + nz_file = config['probes'][probe_name]['nz_file'] + nz_binned = _build_distribution_binned(nz_file, probe_name, + probe_type, two_pt_type) + elif _nz_type == "sacc": + raise NotImplementedError( + "sacc support not implemented yet" + not_implemented_message + ) + else: + raise ValueError( + "Unknown nz_type, valid options are 'SRD_Y1', 'SRD_Y10', 'file' and 'sacc'" + ) + + return nz_binned + +def _build_distribution_binned(distribution_path: str, + tracer_name: str, + tracer_type: str, + two_pt_type: Type) -> list[InferredGalaxyZDist]: + """ + Import the binned distribution to build the InferredGalaxyZDist objects. + + Args: + distribution_path (str): Path to the file containing the binned dndz. + tracer_name (str): Name of the tracer. + measurements (Galaxies): Measurements to associate with each inferred + distribution. + + Returns: + list: A list of InferredGalaxyZDist objects constructed from the input + data. + """ + try: + dndz_binned = np.loadtxt(distribution_path) + except FileNotFoundError: #FIXME: Need to change this part! + raise FileNotFoundError(f"File '{distribution_path}' not found") + except (UnicodeDecodeError, ValueError): + raise ValueError(f"Invalid file format for '{distribution_path}'") + + if dndz_binned.shape[0] < 2: + raise ValueError( + "Input distribution must have at least one redshift bin " + "and one dndz value." + ) + + z_array = dndz_binned[0] + dndz_distributions = dndz_binned[1:] + + if "NumberCountsFactory" in tracer_type: + measurements = {Galaxies.COUNTS} + elif "WeakLensingFactory" in tracer_type: + if two_pt_type == TwoPointHarmonic: + measurements = {Galaxies.SHEAR_E} + elif two_pt_type == TwoPointReal: + measurements = {Galaxies.SHEAR_PLUS, Galaxies.SHEAR_MINUS} + else: + raise ValueError("Unknown TwoPointFunction type") + else: + raise ValueError(f"Unknown tracer type: {tracer_type}") + + infzdist = [ + InferredGalaxyZDist( + bin_name=f"{tracer_name}{i}", + z=z_array, + dndz=dndz, + measurements=measurements, + ) + for i, dndz in enumerate(dndz_distributions) + ] + + return infzdist + +def _get_srd_distribution_binned(z: np.ndarray, tracer_name: str, + tracer_type: str, function_type: str, + year: str) -> list: + """ + Get the binned distribution for lens/source tracer from the SRD Y1 or Y10. + + Args: + z (np.ndarray): Redshift array. + tracer_name (str): Name of the tracer (e.g., 'lens' or 'source' or anything). + tracer_type (str): Type of the tracer + (e.g. NumberCountsFactory or WeakLensingFactory ). + function_type (str): Type of the function (e.g., harmonic or real space). + year (str): Year of the survey ('1' for Y1, '10' for Y10). + + Returns: + list: List of InferredGalaxyZDist objects representing the binned + dNdz distributions. + """ + if "NumberCountsFactory" in tracer_type: + if year == "1": + zdist = ZDistLSSTSRD.year_1_lens(use_autoknot=True, + autoknots_reltol=1.0e-5) + bin_edges = Y1_LENS_BINS["edges"] + sigma_z = Y1_LENS_BINS["sigma_z"] + measurements = {Galaxies.COUNTS} + + elif year == "10": + zdist = ZDistLSSTSRD.year_10_lens( + use_autoknot=True, autoknots_reltol=1.0e-5 + ) + bin_edges = Y10_LENS_BINS["edges"] + sigma_z = Y10_LENS_BINS["sigma_z"] + measurements = {Galaxies.COUNTS} + + elif "WeakLensingFactory" in tracer_type: + if function_type == TwoPointHarmonic: + measure = {Galaxies.SHEAR_E} + elif function_type == TwoPointReal: + measure = {Galaxies.SHEAR_PLUS, Galaxies.SHEAR_MINUS} + else: + raise ValueError("Unknown TwoPointFunction type") + if year == "1": + zdist = ZDistLSSTSRD.year_1_source( + use_autoknot=True, autoknots_reltol=1.0e-5 + ) + bin_edges = Y1_SOURCE_BINS["edges"] + sigma_z = Y1_SOURCE_BINS["sigma_z"] + measurements = measure + + elif year == "10": + zdist = ZDistLSSTSRD.year_10_source( + use_autoknot=True, autoknots_reltol=1.0e-5 + ) + bin_edges = Y10_SOURCE_BINS["edges"] + sigma_z = Y10_SOURCE_BINS["sigma_z"] + measurements = measure + + dndz_binned = [ + zdist.binned_distribution( + zpl=bin_edges[i], + zpu=bin_edges[i + 1], + sigma_z=sigma_z, + z=z, + name=f"{tracer_name}_{i}", + measurements=measurements, + ) + for i in range(len(bin_edges) - 1) + ] + + return dndz_binned \ No newline at end of file diff --git a/CosmoAPI/two_point_functions/sacc_generator.py b/CosmoAPI/two_pt_func/sacc_generator.py similarity index 98% rename from CosmoAPI/two_point_functions/sacc_generator.py rename to CosmoAPI/two_pt_func/sacc_generator.py index eabb1e0..388eac3 100755 --- a/CosmoAPI/two_point_functions/sacc_generator.py +++ b/CosmoAPI/two_pt_func/sacc_generator.py @@ -48,6 +48,7 @@ import datetime import sys +import os import numpy as np import pyccl as ccl import yaml @@ -79,19 +80,7 @@ from firecrown.parameters import ParamsMap from augur.utils.cov_utils import TJPCovGaus - -def load_yaml_file(yaml_file: str) -> dict: - """ - Load the YAML configuration file. - - Args: - yaml_file (str): Path to the YAML configuration file. - - Returns: - dict: Parsed YAML data. - """ - with open(yaml_file, "r", encoding="utf-8") as f: - return yaml.safe_load(f) +from CosmoAPI.api_io import load_yaml_file def build_modeling_tools(config: dict) -> ModelingTools: @@ -625,6 +614,10 @@ def build_covariance_matrix( # Add the covariance matrix to the Sacc object and save it sacc_data.add_covariance(covariance_matrix) + # checks if the ./sacc_files directory exists, if not, create it + if not os.path.exists("./sacc_files"): + os.makedirs("./sacc_files") + # Save the Sacc object sacc_data.metadata["stop"] = datetime.datetime.now().isoformat() sacc_data.save_fits( diff --git a/CosmoAPI/two_pt_func/tracer_tools.py b/CosmoAPI/two_pt_func/tracer_tools.py new file mode 100644 index 0000000..1ec8728 --- /dev/null +++ b/CosmoAPI/two_pt_func/tracer_tools.py @@ -0,0 +1,90 @@ +import numpy as np +from typing import Dict, Tuple, Any, List, Type +from CosmoAPI.not_implemented import not_implemented_message +from CosmoAPI.api_io import load_metadata_function_class + + +def process_probes_load_2pt(yaml_data: Dict[str, Any]) -> Tuple[Type, List[str]]: + """ + Process the probes from the YAML data, check if 'function' + is the same across probes with 'nz_type', + and dynamically load the corresponding function classes. + + Args: + yaml_data (dict): Parsed YAML data in dictionary format. + + Returns: + A tuple containing the dynamically loaded function class and a list of probe names with 'nz_type'. + """ + probes_data = yaml_data.get('probes', {}) + + # Variables to track the function consistency + nz_type_probes = [] + probe_dict = dict() + function_name = None + + function_classes = {} + + # Iterate over each probe in the YAML data + for probe_name, probe_data in probes_data.items(): + nz_type = probe_data.get('nz_type') + probe_function = probe_data.get('function') + probe_type = probe_data.get('systematics', {}).get('type') + + # If the probe has 'nz_type', we need to check the function + if nz_type: + nz_type_probes.append(probe_name) + probe_dict[probe_name] = probe_type + + # If it's the first nz_type probe, set the expected function name + if function_name is None: + function_name = probe_function + else: + # If another nz_type probe has a different function, raise an error + if probe_function != function_name: + raise ValueError( + f"Probes '{nz_type_probes[0]}' and '{probe_name}' have different " + f"'function' values: '{function_name}' != '{probe_function}'" + ) + + # Dynamically load the function class + if probe_function: + try: + loaded_function = load_metadata_function_class(probe_function) + function_classes[probe_name] = loaded_function + except (ImportError, AttributeError) as e: + raise ImportError( + f"Error loading function for probe '{probe_name}': {e}" + ) + + # If nz_type_probes is non-empty, it confirms nz_type presence and function consistency + if nz_type_probes: + print(f"All nz_type probes have the same function: {function_name}") + + return loaded_function, probe_dict + +def generate_ell_theta_array(yaml_data: dict, type_key: str, + dtype:Type=float) -> np.ndarray: + """ + Generate a linear or logarithmic array based on the configuration in the YAML data. + + Args: + yaml_data (dict): Parsed YAML data in dictionary format. + + Returns: + np.ndarray: Generated array based on the ell_bins configuration. + """ + # calling thix x because it could be ell_bins or theta_bins + x_array = yaml_data.get(type_key, {}) + + array_type = x_array.get('type') + min_val = x_array.get('min') + max_val = x_array.get('max') + nbins = x_array.get('nbins') + + if array_type == 'log': + return np.unique(np.logspace(np.log10(min_val), np.log10(max_val), nbins).astype(dtype)) + elif array_type == 'linear': + return np.linspace(min_val, max_val, nbins).astype(dtype) + else: + raise ValueError(f"Unknown array type: {array_type}") \ No newline at end of file diff --git a/notebooks/test_firecrown_yaml.ipynb b/notebooks/test_firecrown_yaml.ipynb index 780327e..6ada716 100644 --- a/notebooks/test_firecrown_yaml.ipynb +++ b/notebooks/test_firecrown_yaml.ipynb @@ -124,7 +124,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 6, @@ -148,18 +148,15 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { - "ename": "ImportError", - "evalue": "cannot import name 'load_nz' from 'two_point_functions.nz_loader' (/Users/loureiro/Work/Github/CosmoAPI/notebooks/../CosmoAPI/two_point_functions/nz_loader.py)", + "ename": "SyntaxError", + "evalue": "invalid syntax (1840466586.py, line 8)", "output_type": "error", "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[7], line 8\u001b[0m\n\u001b[1;32m 5\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m../CosmoAPI\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Import the load_nz function\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtwo_point_functions\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnz_loader\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_nz\n\u001b[1;32m 10\u001b[0m \u001b[38;5;66;03m# Example usage\u001b[39;00m\n\u001b[1;32m 11\u001b[0m yaml_data \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 12\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnz_type\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLSST_Y10_SOURCE_BIN_COLLECTION\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 13\u001b[0m }\n", - "\u001b[0;31mImportError\u001b[0m: cannot import name 'load_nz' from 'two_point_functions.nz_loader' (/Users/loureiro/Work/Github/CosmoAPI/notebooks/../CosmoAPI/two_point_functions/nz_loader.py)" + "\u001b[0;36m Cell \u001b[0;32mIn[7], line 8\u001b[0;36m\u001b[0m\n\u001b[0;31m from two_point_functions.nz_loader import\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" ] } ], @@ -209,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -219,7 +216,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[42], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m ells \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(np\u001b[38;5;241m.\u001b[39mgeomspace(\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m2000\u001b[39m, \u001b[38;5;241m128\u001b[39m)\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mint\u001b[39m))\n\u001b[1;32m 6\u001b[0m all_two_point_cells \u001b[38;5;241m=\u001b[39m [TwoPointHarmonic(XY\u001b[38;5;241m=\u001b[39mxy, ells\u001b[38;5;241m=\u001b[39mells) \u001b[38;5;28;01mfor\u001b[39;00m xy \u001b[38;5;129;01min\u001b[39;00m all_two_point_xy]\n\u001b[0;32m----> 7\u001b[0m all_two_point_xis \u001b[38;5;241m=\u001b[39m [\u001b[43mTwoPointReal\u001b[49m\u001b[43m(\u001b[49m\u001b[43mXY\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mxy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthetas\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeomspace\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m128\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m xy \u001b[38;5;129;01min\u001b[39;00m all_two_point_xy]\n", + "Cell \u001b[0;32mIn[9], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m ells \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39munique(np\u001b[38;5;241m.\u001b[39mgeomspace(\u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m2000\u001b[39m, \u001b[38;5;241m128\u001b[39m)\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mint\u001b[39m))\n\u001b[1;32m 6\u001b[0m all_two_point_cells \u001b[38;5;241m=\u001b[39m [TwoPointHarmonic(XY\u001b[38;5;241m=\u001b[39mxy, ells\u001b[38;5;241m=\u001b[39mells) \u001b[38;5;28;01mfor\u001b[39;00m xy \u001b[38;5;129;01min\u001b[39;00m all_two_point_xy]\n\u001b[0;32m----> 7\u001b[0m all_two_point_xis \u001b[38;5;241m=\u001b[39m [\u001b[43mTwoPointReal\u001b[49m\u001b[43m(\u001b[49m\u001b[43mXY\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mxy\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mthetas\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeomspace\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m0.1\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m10\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m128\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m xy \u001b[38;5;129;01min\u001b[39;00m all_two_point_xy]\n", "File \u001b[0;32m:5\u001b[0m, in \u001b[0;36m__init__\u001b[0;34m(self, XY, thetas)\u001b[0m\n", "File \u001b[0;32m~/Work/Github/firecrown/firecrown/metadata_types.py:595\u001b[0m, in \u001b[0;36mTwoPointReal.__post_init__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 590\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;124mThetas should be a 1D array.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 592\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m measurement_supports_real(\n\u001b[1;32m 593\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mXY\u001b[38;5;241m.\u001b[39mx_measurement\n\u001b[1;32m 594\u001b[0m ) \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m measurement_supports_real(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mXY\u001b[38;5;241m.\u001b[39my_measurement):\n\u001b[0;32m--> 595\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 596\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMeasurements \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mXY\u001b[38;5;241m.\u001b[39mx_measurement\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m and \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 597\u001b[0m \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[39mXY\u001b[38;5;241m.\u001b[39my_measurement\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m must support real-space calculations.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 598\u001b[0m )\n", "\u001b[0;31mValueError\u001b[0m: Measurements Galaxies.COUNTS and Galaxies.SHEAR_E must support real-space calculations." @@ -238,20 +235,668 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "TwoPointXY(x=InferredGalaxyZDist(bin_name='lens_0.2_0.4_y1', z=array([0.00000000e+00, 7.32421875e-05, 1.46484375e-04, ...,\n", - " 2.96250000e+00, 2.98125000e+00, 3.00000000e+00]), dndz=array([7.99850143e-15, 8.02392783e-15, 8.10200991e-15, ...,\n", - " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15]), measurements={}), y=InferredGalaxyZDist(bin_name='lens_0.2_0.4_y1', z=array([0.00000000e+00, 7.32421875e-05, 1.46484375e-04, ...,\n", - " 2.96250000e+00, 2.98125000e+00, 3.00000000e+00]), dndz=array([7.99850143e-15, 8.02392783e-15, 8.10200991e-15, ...,\n", + "TwoPointXY(x=InferredGalaxyZDist(bin_name='lens_0.2_0.4_y1', z=array([0.00000000e+00, 8.54492187e-05, 1.70898437e-04, 2.56347656e-04,\n", + " 3.41796875e-04, 5.12695312e-04, 6.83593750e-04, 8.54492187e-04,\n", + " 1.02539062e-03, 1.19628906e-03, 1.36718750e-03, 1.70898437e-03,\n", + " 2.05078125e-03, 2.39257812e-03, 2.73437500e-03, 3.07617187e-03,\n", + " 3.41796875e-03, 3.75976562e-03, 4.10156250e-03, 4.44335937e-03,\n", + " 4.78515625e-03, 5.12695312e-03, 5.46875000e-03, 5.81054687e-03,\n", + " 6.15234375e-03, 6.49414062e-03, 6.83593750e-03, 7.17773437e-03,\n", + " 7.51953125e-03, 7.86132812e-03, 8.20312500e-03, 8.54492187e-03,\n", + " 8.88671875e-03, 9.22851562e-03, 9.57031250e-03, 9.91210937e-03,\n", + " 1.02539062e-02, 1.05957031e-02, 1.09375000e-02, 1.12792969e-02,\n", + " 1.16210937e-02, 1.19628906e-02, 1.23046875e-02, 1.26464844e-02,\n", + " 1.29882812e-02, 1.33300781e-02, 1.36718750e-02, 1.43554687e-02,\n", + " 1.50390625e-02, 1.57226562e-02, 1.64062500e-02, 1.70898437e-02,\n", + " 1.77734375e-02, 1.84570312e-02, 1.91406250e-02, 1.98242187e-02,\n", + " 2.05078125e-02, 2.11914062e-02, 2.18750000e-02, 2.25585937e-02,\n", + " 2.32421875e-02, 2.39257812e-02, 2.46093750e-02, 2.52929687e-02,\n", + " 2.59765625e-02, 2.66601562e-02, 2.73437500e-02, 2.80273437e-02,\n", + " 2.87109375e-02, 2.93945312e-02, 3.00781250e-02, 3.07617187e-02,\n", + " 3.14453125e-02, 3.21289062e-02, 3.28125000e-02, 3.34960937e-02,\n", + " 3.41796875e-02, 3.48632812e-02, 3.55468750e-02, 3.62304687e-02,\n", + " 3.69140625e-02, 3.75976562e-02, 3.82812500e-02, 3.89648437e-02,\n", + " 3.96484375e-02, 4.03320312e-02, 4.10156250e-02, 4.16992188e-02,\n", + " 4.23828125e-02, 4.30664062e-02, 4.37500000e-02, 4.44335938e-02,\n", + " 4.51171875e-02, 4.58007812e-02, 4.64843750e-02, 4.71679687e-02,\n", + " 4.78515625e-02, 4.85351562e-02, 4.92187500e-02, 4.99023437e-02,\n", + " 5.05859375e-02, 5.12695312e-02, 5.19531250e-02, 5.26367187e-02,\n", + " 5.33203125e-02, 5.40039062e-02, 5.46875000e-02, 5.53710937e-02,\n", + " 5.60546875e-02, 5.67382812e-02, 5.74218750e-02, 5.81054688e-02,\n", + " 5.87890625e-02, 5.94726562e-02, 6.01562500e-02, 6.08398437e-02,\n", + " 6.15234375e-02, 6.22070312e-02, 6.28906250e-02, 6.35742187e-02,\n", + " 6.42578125e-02, 6.49414062e-02, 6.56250000e-02, 6.69921875e-02,\n", + " 6.83593750e-02, 6.97265625e-02, 7.10937500e-02, 7.24609375e-02,\n", + " 7.38281250e-02, 7.51953125e-02, 7.65625000e-02, 7.79296875e-02,\n", + " 7.92968750e-02, 8.06640625e-02, 8.20312500e-02, 8.33984375e-02,\n", + " 8.47656250e-02, 8.61328125e-02, 8.75000000e-02, 8.88671875e-02,\n", + " 9.02343750e-02, 9.16015625e-02, 9.29687500e-02, 9.43359375e-02,\n", + " 9.57031250e-02, 9.70703125e-02, 9.84375000e-02, 9.98046875e-02,\n", + " 1.01171875e-01, 1.02539062e-01, 1.03906250e-01, 1.05273437e-01,\n", + " 1.06640625e-01, 1.08007812e-01, 1.09375000e-01, 1.10742187e-01,\n", + " 1.12109375e-01, 1.13476562e-01, 1.14843750e-01, 1.17578125e-01,\n", + " 1.20312500e-01, 1.23046875e-01, 1.25781250e-01, 1.28515625e-01,\n", + " 1.31250000e-01, 1.33984375e-01, 1.36718750e-01, 1.39453125e-01,\n", + " 1.42187500e-01, 1.47656250e-01, 1.53125000e-01, 1.58593750e-01,\n", + " 1.64062500e-01, 1.69531250e-01, 1.75000000e-01, 1.80468750e-01,\n", + " 1.85937500e-01, 1.91406250e-01, 1.96875000e-01, 2.02343750e-01,\n", + " 2.07812500e-01, 2.13281250e-01, 2.18750000e-01, 2.24218750e-01,\n", + " 2.29687500e-01, 2.35156250e-01, 2.40625000e-01, 2.51562500e-01,\n", + " 2.62500000e-01, 2.73437500e-01, 2.84375000e-01, 2.95312500e-01,\n", + " 3.06250000e-01, 3.17187500e-01, 3.28125000e-01, 3.39062500e-01,\n", + " 3.50000000e-01, 3.55468750e-01, 3.60937500e-01, 3.66406250e-01,\n", + " 3.71875000e-01, 3.77343750e-01, 3.82812500e-01, 3.88281250e-01,\n", + " 3.93750000e-01, 3.99218750e-01, 4.04687500e-01, 4.10156250e-01,\n", + " 4.15625000e-01, 4.21093750e-01, 4.26562500e-01, 4.32031250e-01,\n", + " 4.37500000e-01, 4.42968750e-01, 4.48437500e-01, 4.53906250e-01,\n", + " 4.59375000e-01, 4.70312500e-01, 4.81250000e-01, 4.86718750e-01,\n", + " 4.92187500e-01, 4.97656250e-01, 5.03125000e-01, 5.05859375e-01,\n", + " 5.08593750e-01, 5.11328125e-01, 5.14062500e-01, 5.16796875e-01,\n", + " 5.19531250e-01, 5.22265625e-01, 5.25000000e-01, 5.27734375e-01,\n", + " 5.30468750e-01, 5.33203125e-01, 5.35937500e-01, 5.38671875e-01,\n", + " 5.41406250e-01, 5.44140625e-01, 5.46875000e-01, 5.49609375e-01,\n", + " 5.52343750e-01, 5.55078125e-01, 5.57812500e-01, 5.60546875e-01,\n", + " 5.63281250e-01, 5.66015625e-01, 5.68750000e-01, 5.71484375e-01,\n", + " 5.74218750e-01, 5.76953125e-01, 5.79687500e-01, 5.82421875e-01,\n", + " 5.85156250e-01, 5.87890625e-01, 5.90625000e-01, 5.93359375e-01,\n", + " 5.96093750e-01, 5.98828125e-01, 6.01562500e-01, 6.04296875e-01,\n", + " 6.07031250e-01, 6.09765625e-01, 6.12500000e-01, 6.15234375e-01,\n", + " 6.17968750e-01, 6.20703125e-01, 6.23437500e-01, 6.26171875e-01,\n", + " 6.28906250e-01, 6.30273437e-01, 6.31640625e-01, 6.33007812e-01,\n", + " 6.34375000e-01, 6.35742187e-01, 6.37109375e-01, 6.38476562e-01,\n", + " 6.39843750e-01, 6.41210937e-01, 6.42578125e-01, 6.43945312e-01,\n", + " 6.45312500e-01, 6.46679687e-01, 6.48046875e-01, 6.49414062e-01,\n", + " 6.50781250e-01, 6.52148437e-01, 6.53515625e-01, 6.54882813e-01,\n", + " 6.56250000e-01, 6.57617187e-01, 6.58984375e-01, 6.60351563e-01,\n", + " 6.61718750e-01, 6.63085938e-01, 6.64453125e-01, 6.65820313e-01,\n", + " 6.67187500e-01, 6.68554688e-01, 6.69921875e-01, 6.71289062e-01,\n", + " 6.72656250e-01, 6.74023437e-01, 6.75390625e-01, 6.76757812e-01,\n", + " 6.78125000e-01, 6.79492187e-01, 6.80859375e-01, 6.82226563e-01,\n", + " 6.83593750e-01, 6.84960937e-01, 6.86328125e-01, 6.87695312e-01,\n", + " 6.89062500e-01, 6.90429687e-01, 6.91796875e-01, 6.93164062e-01,\n", + " 6.94531250e-01, 6.95898437e-01, 6.97265625e-01, 6.98632812e-01,\n", + " 7.00000000e-01, 7.01367187e-01, 7.02734375e-01, 7.04101562e-01,\n", + " 7.05468750e-01, 7.06835937e-01, 7.08203125e-01, 7.09570313e-01,\n", + " 7.10937500e-01, 7.12304687e-01, 7.13671875e-01, 7.15039062e-01,\n", + " 7.16406250e-01, 7.17773437e-01, 7.19140625e-01, 7.20507812e-01,\n", + " 7.21875000e-01, 7.23242187e-01, 7.24609375e-01, 7.25976562e-01,\n", + " 7.27343750e-01, 7.28710937e-01, 7.30078125e-01, 7.31445312e-01,\n", + " 7.32812500e-01, 7.34179687e-01, 7.35546875e-01, 7.36914062e-01,\n", + " 7.38281250e-01, 7.39648437e-01, 7.41015625e-01, 7.42382812e-01,\n", + " 7.43750000e-01, 7.45117187e-01, 7.46484375e-01, 7.47851562e-01,\n", + " 7.49218750e-01, 7.50585937e-01, 7.51953125e-01, 7.53320312e-01,\n", + " 7.54687500e-01, 7.56054687e-01, 7.57421875e-01, 7.58789062e-01,\n", + " 7.60156250e-01, 7.61523437e-01, 7.62890625e-01, 7.64257812e-01,\n", + " 7.65625000e-01, 7.66992187e-01, 7.68359375e-01, 7.69726562e-01,\n", + " 7.71093750e-01, 7.72460937e-01, 7.73828125e-01, 7.75195312e-01,\n", + " 7.76562500e-01, 7.77929687e-01, 7.79296875e-01, 7.80664062e-01,\n", + " 7.82031250e-01, 7.83398437e-01, 7.84765625e-01, 7.86132812e-01,\n", + " 7.87500000e-01, 7.88867187e-01, 7.90234375e-01, 7.91601562e-01,\n", + " 7.92968750e-01, 7.94335937e-01, 7.95703125e-01, 7.97070312e-01,\n", + " 7.98437500e-01, 7.99804687e-01, 8.01171875e-01, 8.02539062e-01,\n", + " 8.03906250e-01, 8.05273437e-01, 8.06640625e-01, 8.08007812e-01,\n", + " 8.09375000e-01, 8.10742187e-01, 8.12109375e-01, 8.13476562e-01,\n", + " 8.14843750e-01, 8.16210937e-01, 8.17578125e-01, 8.18945312e-01,\n", + " 8.20312500e-01, 8.21679687e-01, 8.23046875e-01, 8.24414062e-01,\n", + " 8.25781250e-01, 8.27148437e-01, 8.28515625e-01, 8.29882812e-01,\n", + " 8.31250000e-01, 8.32617187e-01, 8.33984375e-01, 8.35351562e-01,\n", + " 8.36718750e-01, 8.38085937e-01, 8.39453125e-01, 8.40820312e-01,\n", + " 8.42187500e-01, 8.44921875e-01, 8.47656250e-01, 8.50390625e-01,\n", + " 8.53125000e-01, 8.55859375e-01, 8.58593750e-01, 8.61328125e-01,\n", + " 8.64062500e-01, 8.69531250e-01, 8.75000000e-01, 8.85937500e-01,\n", + " 8.96875000e-01, 9.07812500e-01, 9.18750000e-01, 9.29687500e-01,\n", + " 9.40625000e-01, 9.51562500e-01, 9.62500000e-01, 9.73437500e-01,\n", + " 9.84375000e-01, 9.95312500e-01, 1.00625000e+00, 1.01718750e+00,\n", + " 1.02812500e+00, 1.03906250e+00, 1.05000000e+00, 1.06093750e+00,\n", + " 1.07187500e+00, 1.08281250e+00, 1.09375000e+00, 1.10468750e+00,\n", + " 1.11562500e+00, 1.12656250e+00, 1.13750000e+00, 1.14843750e+00,\n", + " 1.15937500e+00, 1.17031250e+00, 1.18125000e+00, 1.19218750e+00,\n", + " 1.20312500e+00, 1.21406250e+00, 1.22500000e+00, 1.23593750e+00,\n", + " 1.24687500e+00, 1.25781250e+00, 1.26875000e+00, 1.27968750e+00,\n", + " 1.29062500e+00, 1.30156250e+00, 1.31250000e+00, 1.32343750e+00,\n", + " 1.33437500e+00, 1.34531250e+00, 1.35625000e+00, 1.36718750e+00,\n", + " 1.37812500e+00, 1.38906250e+00, 1.40000000e+00, 1.41093750e+00,\n", + " 1.42187500e+00, 1.43281250e+00, 1.44375000e+00, 1.45468750e+00,\n", + " 1.46562500e+00, 1.47656250e+00, 1.48750000e+00, 1.49843750e+00,\n", + " 1.50937500e+00, 1.52031250e+00, 1.53125000e+00, 1.54218750e+00,\n", + " 1.55312500e+00, 1.56406250e+00, 1.57500000e+00, 1.58593750e+00,\n", + " 1.59687500e+00, 1.60781250e+00, 1.61875000e+00, 1.62968750e+00,\n", + " 1.64062500e+00, 1.65156250e+00, 1.66250000e+00, 1.67343750e+00,\n", + " 1.68437500e+00, 1.69531250e+00, 1.70625000e+00, 1.71718750e+00,\n", + " 1.72812500e+00, 1.73906250e+00, 1.75000000e+00, 1.76093750e+00,\n", + " 1.77187500e+00, 1.78281250e+00, 1.79375000e+00, 1.80468750e+00,\n", + " 1.81562500e+00, 1.82656250e+00, 1.83750000e+00, 1.84843750e+00,\n", + " 1.85937500e+00, 1.87031250e+00, 1.88125000e+00, 1.89218750e+00,\n", + " 1.90312500e+00, 1.91406250e+00, 1.92500000e+00, 1.93593750e+00,\n", + " 1.94687500e+00, 1.95781250e+00, 1.96875000e+00, 1.97968750e+00,\n", + " 1.99062500e+00, 2.00156250e+00, 2.01250000e+00, 2.02343750e+00,\n", + " 2.03437500e+00, 2.04531250e+00, 2.05625000e+00, 2.06718750e+00,\n", + " 2.07812500e+00, 2.08906250e+00, 2.10000000e+00, 2.11093750e+00,\n", + " 2.12187500e+00, 2.13281250e+00, 2.14375000e+00, 2.15468750e+00,\n", + " 2.16562500e+00, 2.17656250e+00, 2.18750000e+00, 2.19843750e+00,\n", + " 2.20937500e+00, 2.22031250e+00, 2.23125000e+00, 2.24218750e+00,\n", + " 2.25312500e+00, 2.26406250e+00, 2.27500000e+00, 2.28593750e+00,\n", + " 2.29687500e+00, 2.30781250e+00, 2.31875000e+00, 2.32968750e+00,\n", + " 2.34062500e+00, 2.35156250e+00, 2.36250000e+00, 2.37343750e+00,\n", + " 2.38437500e+00, 2.39531250e+00, 2.40625000e+00, 2.41718750e+00,\n", + " 2.42812500e+00, 2.43906250e+00, 2.45000000e+00, 2.46093750e+00,\n", + " 2.47187500e+00, 2.48281250e+00, 2.49375000e+00, 2.50468750e+00,\n", + " 2.51562500e+00, 2.52656250e+00, 2.53750000e+00, 2.54843750e+00,\n", + " 2.55937500e+00, 2.57031250e+00, 2.58125000e+00, 2.59218750e+00,\n", + " 2.60312500e+00, 2.61406250e+00, 2.62500000e+00, 2.63593750e+00,\n", + " 2.64687500e+00, 2.65781250e+00, 2.66875000e+00, 2.67968750e+00,\n", + " 2.69062500e+00, 2.70156250e+00, 2.71250000e+00, 2.72343750e+00,\n", + " 2.73437500e+00, 2.74531250e+00, 2.75625000e+00, 2.76718750e+00,\n", + " 2.77812500e+00, 2.78906250e+00, 2.80000000e+00, 2.81093750e+00,\n", + " 2.82187500e+00, 2.83281250e+00, 2.84375000e+00, 2.85468750e+00,\n", + " 2.86562500e+00, 2.87656250e+00, 2.88750000e+00, 2.89843750e+00,\n", + " 2.90937500e+00, 2.92031250e+00, 2.93125000e+00, 2.94218750e+00,\n", + " 2.95312500e+00, 2.96406250e+00, 2.97500000e+00, 2.98593750e+00,\n", + " 2.99687500e+00, 3.00781250e+00, 3.01875000e+00, 3.02968750e+00,\n", + " 3.04062500e+00, 3.05156250e+00, 3.06250000e+00, 3.08437500e+00,\n", + " 3.10625000e+00, 3.12812500e+00, 3.15000000e+00, 3.17187500e+00,\n", + " 3.19375000e+00, 3.21562500e+00, 3.23750000e+00, 3.25937500e+00,\n", + " 3.28125000e+00, 3.30312500e+00, 3.32500000e+00, 3.34687500e+00,\n", + " 3.36875000e+00, 3.39062500e+00, 3.41250000e+00, 3.43437500e+00,\n", + " 3.45625000e+00, 3.47812500e+00, 3.50000000e+00]), dndz=array([7.99850143e-15, 8.03321105e-15, 8.14021582e-15, 8.32396534e-15,\n", + " 8.58909205e-15, 9.38295086e-15, 1.05627104e-14, 1.21725830e-14,\n", + " 1.42602889e-14, 1.68772835e-14, 2.00789983e-14, 2.84797430e-14,\n", + " 3.99955768e-14, 5.52411078e-14, 7.49229937e-14, 9.98516384e-14,\n", + " 1.30954214e-13, 1.69289144e-13, 2.16062198e-13, 2.72644364e-13,\n", + " 3.40591670e-13, 4.21667161e-13, 5.17865239e-13, 6.31438603e-13,\n", + " 7.64928041e-13, 9.21195359e-13, 1.10345975e-12, 1.31533792e-12,\n", + " 1.56088838e-12, 1.84466020e-12, 2.17174681e-12, 2.54784511e-12,\n", + " 2.97932062e-12, 3.47327903e-12, 4.03764488e-12, 4.68124791e-12,\n", + " 5.41391794e-12, 6.24658888e-12, 7.19141283e-12, 8.26188507e-12,\n", + " 9.47298101e-12, 1.08413062e-11, 1.23852601e-11, 1.41252161e-11,\n", + " 1.60837170e-11, 1.82856898e-11, 2.07586796e-11, 2.66425381e-11,\n", + " 3.40183260e-11, 4.32299264e-11, 5.46941914e-11, 6.89153063e-11,\n", + " 8.65017881e-11, 1.08186567e-10, 1.34850671e-10, 1.67551121e-10,\n", + " 2.07553726e-10, 2.56371587e-10, 3.15810237e-10, 3.88020474e-10,\n", + " 4.75560124e-10, 5.81466120e-10, 7.09338528e-10, 8.63438336e-10,\n", + " 1.04880114e-09, 1.27136907e-09, 1.53814379e-09, 1.85736359e-09,\n", + " 2.23870810e-09, 2.69353479e-09, 3.23515160e-09, 3.87913103e-09,\n", + " 4.64367141e-09, 5.55001200e-09, 6.62290926e-09, 7.89118278e-09,\n", + " 9.38834017e-09, 1.11532915e-08, 1.32311651e-08, 1.56742383e-08,\n", + " 1.85429974e-08, 2.19073442e-08, 2.58479671e-08, 3.04578977e-08,\n", + " 3.58442760e-08, 4.21303495e-08, 4.94577354e-08, 5.79889768e-08,\n", + " 6.79104278e-08, 7.94355071e-08, 9.28083622e-08, 1.08307992e-07,\n", + " 1.26252877e-07, 1.47006185e-07, 1.70981593e-07, 1.98649827e-07,\n", + " 2.30545962e-07, 2.67277592e-07, 3.09533944e-07, 3.58096047e-07,\n", + " 4.13848053e-07, 4.77789848e-07, 5.51051051e-07, 6.34906580e-07,\n", + " 7.30793898e-07, 8.40332139e-07, 9.65343269e-07, 1.10787548e-06,\n", + " 1.27022905e-06, 1.45498485e-06, 1.66503576e-06, 1.90362132e-06,\n", + " 2.17436576e-06, 2.48131985e-06, 2.82900677e-06, 3.22247253e-06,\n", + " 3.66734102e-06, 4.16987440e-06, 4.73703903e-06, 5.37657751e-06,\n", + " 6.09708719e-06, 6.90810583e-06, 7.82020475e-06, 9.99571344e-06,\n", + " 1.27329302e-05, 1.61651626e-05, 2.04543937e-05, 2.57967542e-05,\n", + " 3.24288879e-05, 4.06353246e-05, 5.07569876e-05, 6.32009684e-05,\n", + " 7.84517115e-05, 9.70837620e-05, 1.19776231e-04, 1.47329149e-04,\n", + " 1.80681861e-04, 2.20933661e-04, 2.69366801e-04, 3.27472074e-04,\n", + " 3.96977116e-04, 4.79877579e-04, 5.78471324e-04, 6.95395751e-04,\n", + " 8.33668362e-04, 9.96730631e-04, 1.18849523e-03, 1.41339662e-03,\n", + " 1.67644491e-03, 1.98328299e-03, 2.34024677e-03, 2.75442821e-03,\n", + " 3.23374108e-03, 3.78698896e-03, 4.42393516e-03, 5.15537407e-03,\n", + " 5.99320333e-03, 6.95049636e-03, 8.04157433e-03, 1.06890314e-02,\n", + " 1.40777308e-02, 1.83740267e-02, 2.37701752e-02, 3.04855791e-02,\n", + " 3.87674307e-02, 4.88906091e-02, 6.11567030e-02, 7.58920439e-02,\n", + " 9.34446671e-02, 1.38476336e-01, 1.99284297e-01, 2.78871468e-01,\n", + " 3.79943439e-01, 5.04618870e-01, 6.54155177e-01, 8.28729531e-01,\n", + " 1.02731057e+00, 1.24764474e+00, 1.48636467e+00, 1.73920896e+00,\n", + " 2.00132641e+00, 2.26762665e+00, 2.53313422e+00, 2.79330636e+00,\n", + " 3.04428269e+00, 3.28304777e+00, 3.50750056e+00, 3.90946196e+00,\n", + " 4.24936645e+00, 4.53430459e+00, 4.77376280e+00, 4.97484190e+00,\n", + " 5.13877205e+00, 5.25885222e+00, 5.32011038e+00, 5.30128582e+00,\n", + " 5.17953908e+00, 5.07417660e+00, 4.93733274e+00, 4.76882898e+00,\n", + " 4.56960403e+00, 4.34176550e+00, 4.08855509e+00, 3.81422722e+00,\n", + " 3.52385031e+00, 3.22304850e+00, 2.91770711e+00, 2.61366863e+00,\n", + " 2.31644496e+00, 2.03096903e+00, 1.76140259e+00, 1.51101023e+00,\n", + " 1.28210242e+00, 1.07604347e+00, 8.93314986e-01, 7.33622163e-01,\n", + " 5.96028136e-01, 3.81068594e-01, 2.33671657e-01, 1.80198067e-01,\n", + " 1.37574861e-01, 1.04001250e-01, 7.78603442e-02, 6.71264525e-02,\n", + " 5.77353480e-02, 4.95415368e-02, 4.24117015e-02, 3.62242535e-02,\n", + " 3.08688005e-02, 2.62455512e-02, 2.22646757e-02, 1.88456405e-02,\n", + " 1.59165309e-02, 1.34133749e-02, 1.12794776e-02, 9.46477585e-03,\n", + " 7.92521840e-03, 6.62217770e-03, 5.52189592e-03, 4.59496797e-03,\n", + " 3.81586247e-03, 3.16248103e-03, 2.61575551e-03, 2.15928191e-03,\n", + " 1.77898982e-03, 1.46284531e-03, 1.20058533e-03, 9.83481433e-04,\n", + " 8.04130582e-04, 6.56270682e-04, 5.34618666e-04, 4.34728942e-04,\n", + " 3.52870125e-04, 2.85918105e-04, 2.31263623e-04, 1.86732673e-04,\n", + " 1.50518190e-04, 1.21121614e-04, 9.73030727e-05, 7.80390351e-05,\n", + " 6.24864412e-05, 4.99523964e-05, 3.98686486e-05, 3.17701530e-05,\n", + " 2.52771201e-05, 2.00800230e-05, 1.59271077e-05, 1.26140176e-05,\n", + " 9.97519521e-06, 8.86573113e-06, 7.87677449e-06, 6.99558292e-06,\n", + " 6.21072045e-06, 5.51192832e-06, 4.89000805e-06, 4.33671562e-06,\n", + " 3.84466576e-06, 3.40724550e-06, 3.01853604e-06, 2.67324224e-06,\n", + " 2.36662897e-06, 2.09446377e-06, 1.85296510e-06, 1.63875574e-06,\n", + " 1.44882090e-06, 1.28047043e-06, 1.13130487e-06, 9.99184976e-07,\n", + " 8.82204231e-07, 7.78664276e-07, 6.87052784e-07, 6.06023628e-07,\n", + " 5.34379104e-07, 4.71053994e-07, 4.15101281e-07, 3.65679375e-07,\n", + " 3.22040660e-07, 2.83521266e-07, 2.49531913e-07, 2.19549730e-07,\n", + " 1.93110950e-07, 1.69804385e-07, 1.49265599e-07, 1.31171716e-07,\n", + " 1.15236783e-07, 1.01207644e-07, 8.88602593e-08, 7.79964271e-08,\n", + " 6.84408683e-08, 6.00386304e-08, 5.26527789e-08, 4.61623447e-08,\n", + " 4.04605001e-08, 3.54529387e-08, 3.10564359e-08, 2.71975724e-08,\n", + " 2.38116008e-08, 2.08414406e-08, 1.82367870e-08, 1.59533219e-08,\n", + " 1.39520138e-08, 1.21984986e-08, 1.06625316e-08, 9.31750196e-09,\n", + " 8.14000377e-09, 7.10945664e-09, 6.20777030e-09, 5.41904834e-09,\n", + " 4.72932650e-09, 4.12634162e-09, 3.59932777e-09, 3.13883629e-09,\n", + " 2.73657718e-09, 2.38527919e-09, 2.07856653e-09, 1.81085025e-09,\n", + " 1.57723262e-09, 1.37342285e-09, 1.19566301e-09, 1.04066278e-09,\n", + " 9.05542102e-10, 7.87780752e-10, 6.85173988e-10, 5.95793611e-10,\n", + " 5.17953748e-10, 4.50180801e-10, 3.91187076e-10, 3.39847635e-10,\n", + " 2.95179996e-10, 2.56326316e-10, 2.22537788e-10, 1.93160947e-10,\n", + " 1.67625688e-10, 1.45434757e-10, 1.26154557e-10, 1.09407095e-10,\n", + " 9.48629375e-11, 8.22350426e-11, 7.12733701e-11, 6.17601655e-11,\n", + " 5.35058384e-11, 4.63453608e-11, 4.01351197e-11, 3.47501691e-11,\n", + " 3.00818295e-11, 2.60355929e-11, 2.25292947e-11, 1.94915180e-11,\n", + " 1.68602029e-11, 1.45814326e-11, 1.26083759e-11, 1.09003655e-11,\n", + " 9.42209455e-12, 8.14291725e-12, 7.03623928e-12, 6.07898741e-12,\n", + " 5.25114776e-12, 4.53536394e-12, 3.91658745e-12, 3.38177366e-12,\n", + " 2.91961737e-12, 2.52032299e-12, 2.17540472e-12, 1.87751297e-12,\n", + " 1.62028359e-12, 1.39820683e-12, 1.20651364e-12, 1.04107694e-12,\n", + " 8.98325933e-13, 7.75171721e-13, 6.68942822e-13, 5.77329215e-13,\n", + " 4.98333827e-13, 4.30230472e-13, 3.71527396e-13, 3.20935688e-13,\n", + " 2.77341909e-13, 2.39784387e-13, 2.07432685e-13, 1.79569826e-13,\n", + " 1.55576908e-13, 1.34919782e-13, 1.17137533e-13, 1.01832512e-13,\n", + " 8.86617095e-14, 7.73293053e-14, 6.75802181e-14, 5.91945349e-14,\n", + " 5.19826952e-14, 4.57813299e-14, 4.04496666e-14, 3.58664248e-14,\n", + " 3.19271344e-14, 2.85418207e-14, 2.56330063e-14, 2.31339859e-14,\n", + " 2.09873383e-14, 1.91436419e-14, 1.75603673e-14, 1.62009220e-14,\n", + " 1.50338265e-14, 1.40320042e-14, 1.31721692e-14, 1.24342987e-14,\n", + " 1.18011783e-14, 1.07920772e-14, 1.00497356e-14, 9.50392031e-15,\n", + " 9.10280967e-15, 8.80818924e-15, 8.59189481e-15, 8.43318078e-15,\n", + " 8.31677454e-15, 8.16890907e-15, 8.08958426e-15, 8.02439606e-15,\n", + " 8.00581823e-15, 8.00055715e-15, 7.99907598e-15, 7.99866124e-15,\n", + " 7.99854568e-15, 7.99851364e-15, 7.99850479e-15, 7.99850235e-15,\n", + " 7.99850168e-15, 7.99850150e-15, 7.99850145e-15, 7.99850144e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 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7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15]), measurements={}), y=InferredGalaxyZDist(bin_name='lens_0.2_0.4_y1', z=array([0.00000000e+00, 8.54492187e-05, 1.70898437e-04, 2.56347656e-04,\n", + " 3.41796875e-04, 5.12695312e-04, 6.83593750e-04, 8.54492187e-04,\n", + " 1.02539062e-03, 1.19628906e-03, 1.36718750e-03, 1.70898437e-03,\n", + " 2.05078125e-03, 2.39257812e-03, 2.73437500e-03, 3.07617187e-03,\n", + " 3.41796875e-03, 3.75976562e-03, 4.10156250e-03, 4.44335937e-03,\n", + " 4.78515625e-03, 5.12695312e-03, 5.46875000e-03, 5.81054687e-03,\n", + " 6.15234375e-03, 6.49414062e-03, 6.83593750e-03, 7.17773437e-03,\n", + " 7.51953125e-03, 7.86132812e-03, 8.20312500e-03, 8.54492187e-03,\n", + " 8.88671875e-03, 9.22851562e-03, 9.57031250e-03, 9.91210937e-03,\n", + " 1.02539062e-02, 1.05957031e-02, 1.09375000e-02, 1.12792969e-02,\n", + " 1.16210937e-02, 1.19628906e-02, 1.23046875e-02, 1.26464844e-02,\n", + " 1.29882812e-02, 1.33300781e-02, 1.36718750e-02, 1.43554687e-02,\n", + " 1.50390625e-02, 1.57226562e-02, 1.64062500e-02, 1.70898437e-02,\n", + " 1.77734375e-02, 1.84570312e-02, 1.91406250e-02, 1.98242187e-02,\n", + " 2.05078125e-02, 2.11914062e-02, 2.18750000e-02, 2.25585937e-02,\n", + " 2.32421875e-02, 2.39257812e-02, 2.46093750e-02, 2.52929687e-02,\n", + " 2.59765625e-02, 2.66601562e-02, 2.73437500e-02, 2.80273437e-02,\n", + " 2.87109375e-02, 2.93945312e-02, 3.00781250e-02, 3.07617187e-02,\n", + " 3.14453125e-02, 3.21289062e-02, 3.28125000e-02, 3.34960937e-02,\n", + " 3.41796875e-02, 3.48632812e-02, 3.55468750e-02, 3.62304687e-02,\n", + " 3.69140625e-02, 3.75976562e-02, 3.82812500e-02, 3.89648437e-02,\n", + " 3.96484375e-02, 4.03320312e-02, 4.10156250e-02, 4.16992188e-02,\n", + " 4.23828125e-02, 4.30664062e-02, 4.37500000e-02, 4.44335938e-02,\n", + " 4.51171875e-02, 4.58007812e-02, 4.64843750e-02, 4.71679687e-02,\n", + " 4.78515625e-02, 4.85351562e-02, 4.92187500e-02, 4.99023437e-02,\n", + " 5.05859375e-02, 5.12695312e-02, 5.19531250e-02, 5.26367187e-02,\n", + " 5.33203125e-02, 5.40039062e-02, 5.46875000e-02, 5.53710937e-02,\n", + " 5.60546875e-02, 5.67382812e-02, 5.74218750e-02, 5.81054688e-02,\n", + " 5.87890625e-02, 5.94726562e-02, 6.01562500e-02, 6.08398437e-02,\n", + " 6.15234375e-02, 6.22070312e-02, 6.28906250e-02, 6.35742187e-02,\n", + " 6.42578125e-02, 6.49414062e-02, 6.56250000e-02, 6.69921875e-02,\n", + " 6.83593750e-02, 6.97265625e-02, 7.10937500e-02, 7.24609375e-02,\n", + " 7.38281250e-02, 7.51953125e-02, 7.65625000e-02, 7.79296875e-02,\n", + " 7.92968750e-02, 8.06640625e-02, 8.20312500e-02, 8.33984375e-02,\n", + " 8.47656250e-02, 8.61328125e-02, 8.75000000e-02, 8.88671875e-02,\n", + " 9.02343750e-02, 9.16015625e-02, 9.29687500e-02, 9.43359375e-02,\n", + " 9.57031250e-02, 9.70703125e-02, 9.84375000e-02, 9.98046875e-02,\n", + " 1.01171875e-01, 1.02539062e-01, 1.03906250e-01, 1.05273437e-01,\n", + " 1.06640625e-01, 1.08007812e-01, 1.09375000e-01, 1.10742187e-01,\n", + " 1.12109375e-01, 1.13476562e-01, 1.14843750e-01, 1.17578125e-01,\n", + " 1.20312500e-01, 1.23046875e-01, 1.25781250e-01, 1.28515625e-01,\n", + " 1.31250000e-01, 1.33984375e-01, 1.36718750e-01, 1.39453125e-01,\n", + " 1.42187500e-01, 1.47656250e-01, 1.53125000e-01, 1.58593750e-01,\n", + " 1.64062500e-01, 1.69531250e-01, 1.75000000e-01, 1.80468750e-01,\n", + " 1.85937500e-01, 1.91406250e-01, 1.96875000e-01, 2.02343750e-01,\n", + " 2.07812500e-01, 2.13281250e-01, 2.18750000e-01, 2.24218750e-01,\n", + " 2.29687500e-01, 2.35156250e-01, 2.40625000e-01, 2.51562500e-01,\n", + " 2.62500000e-01, 2.73437500e-01, 2.84375000e-01, 2.95312500e-01,\n", + " 3.06250000e-01, 3.17187500e-01, 3.28125000e-01, 3.39062500e-01,\n", + " 3.50000000e-01, 3.55468750e-01, 3.60937500e-01, 3.66406250e-01,\n", + " 3.71875000e-01, 3.77343750e-01, 3.82812500e-01, 3.88281250e-01,\n", + " 3.93750000e-01, 3.99218750e-01, 4.04687500e-01, 4.10156250e-01,\n", + " 4.15625000e-01, 4.21093750e-01, 4.26562500e-01, 4.32031250e-01,\n", + " 4.37500000e-01, 4.42968750e-01, 4.48437500e-01, 4.53906250e-01,\n", + " 4.59375000e-01, 4.70312500e-01, 4.81250000e-01, 4.86718750e-01,\n", + " 4.92187500e-01, 4.97656250e-01, 5.03125000e-01, 5.05859375e-01,\n", + " 5.08593750e-01, 5.11328125e-01, 5.14062500e-01, 5.16796875e-01,\n", + " 5.19531250e-01, 5.22265625e-01, 5.25000000e-01, 5.27734375e-01,\n", + " 5.30468750e-01, 5.33203125e-01, 5.35937500e-01, 5.38671875e-01,\n", + " 5.41406250e-01, 5.44140625e-01, 5.46875000e-01, 5.49609375e-01,\n", + " 5.52343750e-01, 5.55078125e-01, 5.57812500e-01, 5.60546875e-01,\n", + " 5.63281250e-01, 5.66015625e-01, 5.68750000e-01, 5.71484375e-01,\n", + " 5.74218750e-01, 5.76953125e-01, 5.79687500e-01, 5.82421875e-01,\n", + " 5.85156250e-01, 5.87890625e-01, 5.90625000e-01, 5.93359375e-01,\n", + " 5.96093750e-01, 5.98828125e-01, 6.01562500e-01, 6.04296875e-01,\n", + " 6.07031250e-01, 6.09765625e-01, 6.12500000e-01, 6.15234375e-01,\n", + " 6.17968750e-01, 6.20703125e-01, 6.23437500e-01, 6.26171875e-01,\n", + " 6.28906250e-01, 6.30273437e-01, 6.31640625e-01, 6.33007812e-01,\n", + " 6.34375000e-01, 6.35742187e-01, 6.37109375e-01, 6.38476562e-01,\n", + " 6.39843750e-01, 6.41210937e-01, 6.42578125e-01, 6.43945312e-01,\n", + " 6.45312500e-01, 6.46679687e-01, 6.48046875e-01, 6.49414062e-01,\n", + " 6.50781250e-01, 6.52148437e-01, 6.53515625e-01, 6.54882813e-01,\n", + " 6.56250000e-01, 6.57617187e-01, 6.58984375e-01, 6.60351563e-01,\n", + " 6.61718750e-01, 6.63085938e-01, 6.64453125e-01, 6.65820313e-01,\n", + " 6.67187500e-01, 6.68554688e-01, 6.69921875e-01, 6.71289062e-01,\n", + " 6.72656250e-01, 6.74023437e-01, 6.75390625e-01, 6.76757812e-01,\n", + " 6.78125000e-01, 6.79492187e-01, 6.80859375e-01, 6.82226563e-01,\n", + " 6.83593750e-01, 6.84960937e-01, 6.86328125e-01, 6.87695312e-01,\n", + " 6.89062500e-01, 6.90429687e-01, 6.91796875e-01, 6.93164062e-01,\n", + " 6.94531250e-01, 6.95898437e-01, 6.97265625e-01, 6.98632812e-01,\n", + " 7.00000000e-01, 7.01367187e-01, 7.02734375e-01, 7.04101562e-01,\n", + " 7.05468750e-01, 7.06835937e-01, 7.08203125e-01, 7.09570313e-01,\n", + " 7.10937500e-01, 7.12304687e-01, 7.13671875e-01, 7.15039062e-01,\n", + " 7.16406250e-01, 7.17773437e-01, 7.19140625e-01, 7.20507812e-01,\n", + " 7.21875000e-01, 7.23242187e-01, 7.24609375e-01, 7.25976562e-01,\n", + " 7.27343750e-01, 7.28710937e-01, 7.30078125e-01, 7.31445312e-01,\n", + " 7.32812500e-01, 7.34179687e-01, 7.35546875e-01, 7.36914062e-01,\n", + " 7.38281250e-01, 7.39648437e-01, 7.41015625e-01, 7.42382812e-01,\n", + " 7.43750000e-01, 7.45117187e-01, 7.46484375e-01, 7.47851562e-01,\n", + " 7.49218750e-01, 7.50585937e-01, 7.51953125e-01, 7.53320312e-01,\n", + " 7.54687500e-01, 7.56054687e-01, 7.57421875e-01, 7.58789062e-01,\n", + " 7.60156250e-01, 7.61523437e-01, 7.62890625e-01, 7.64257812e-01,\n", + " 7.65625000e-01, 7.66992187e-01, 7.68359375e-01, 7.69726562e-01,\n", + " 7.71093750e-01, 7.72460937e-01, 7.73828125e-01, 7.75195312e-01,\n", + " 7.76562500e-01, 7.77929687e-01, 7.79296875e-01, 7.80664062e-01,\n", + " 7.82031250e-01, 7.83398437e-01, 7.84765625e-01, 7.86132812e-01,\n", + " 7.87500000e-01, 7.88867187e-01, 7.90234375e-01, 7.91601562e-01,\n", + " 7.92968750e-01, 7.94335937e-01, 7.95703125e-01, 7.97070312e-01,\n", + " 7.98437500e-01, 7.99804687e-01, 8.01171875e-01, 8.02539062e-01,\n", + " 8.03906250e-01, 8.05273437e-01, 8.06640625e-01, 8.08007812e-01,\n", + " 8.09375000e-01, 8.10742187e-01, 8.12109375e-01, 8.13476562e-01,\n", + " 8.14843750e-01, 8.16210937e-01, 8.17578125e-01, 8.18945312e-01,\n", + " 8.20312500e-01, 8.21679687e-01, 8.23046875e-01, 8.24414062e-01,\n", + " 8.25781250e-01, 8.27148437e-01, 8.28515625e-01, 8.29882812e-01,\n", + " 8.31250000e-01, 8.32617187e-01, 8.33984375e-01, 8.35351562e-01,\n", + " 8.36718750e-01, 8.38085937e-01, 8.39453125e-01, 8.40820312e-01,\n", + " 8.42187500e-01, 8.44921875e-01, 8.47656250e-01, 8.50390625e-01,\n", + " 8.53125000e-01, 8.55859375e-01, 8.58593750e-01, 8.61328125e-01,\n", + " 8.64062500e-01, 8.69531250e-01, 8.75000000e-01, 8.85937500e-01,\n", + " 8.96875000e-01, 9.07812500e-01, 9.18750000e-01, 9.29687500e-01,\n", + " 9.40625000e-01, 9.51562500e-01, 9.62500000e-01, 9.73437500e-01,\n", + " 9.84375000e-01, 9.95312500e-01, 1.00625000e+00, 1.01718750e+00,\n", + " 1.02812500e+00, 1.03906250e+00, 1.05000000e+00, 1.06093750e+00,\n", + " 1.07187500e+00, 1.08281250e+00, 1.09375000e+00, 1.10468750e+00,\n", + " 1.11562500e+00, 1.12656250e+00, 1.13750000e+00, 1.14843750e+00,\n", + " 1.15937500e+00, 1.17031250e+00, 1.18125000e+00, 1.19218750e+00,\n", + " 1.20312500e+00, 1.21406250e+00, 1.22500000e+00, 1.23593750e+00,\n", + " 1.24687500e+00, 1.25781250e+00, 1.26875000e+00, 1.27968750e+00,\n", + " 1.29062500e+00, 1.30156250e+00, 1.31250000e+00, 1.32343750e+00,\n", + " 1.33437500e+00, 1.34531250e+00, 1.35625000e+00, 1.36718750e+00,\n", + " 1.37812500e+00, 1.38906250e+00, 1.40000000e+00, 1.41093750e+00,\n", + " 1.42187500e+00, 1.43281250e+00, 1.44375000e+00, 1.45468750e+00,\n", + " 1.46562500e+00, 1.47656250e+00, 1.48750000e+00, 1.49843750e+00,\n", + " 1.50937500e+00, 1.52031250e+00, 1.53125000e+00, 1.54218750e+00,\n", + " 1.55312500e+00, 1.56406250e+00, 1.57500000e+00, 1.58593750e+00,\n", + " 1.59687500e+00, 1.60781250e+00, 1.61875000e+00, 1.62968750e+00,\n", + " 1.64062500e+00, 1.65156250e+00, 1.66250000e+00, 1.67343750e+00,\n", + " 1.68437500e+00, 1.69531250e+00, 1.70625000e+00, 1.71718750e+00,\n", + " 1.72812500e+00, 1.73906250e+00, 1.75000000e+00, 1.76093750e+00,\n", + " 1.77187500e+00, 1.78281250e+00, 1.79375000e+00, 1.80468750e+00,\n", + " 1.81562500e+00, 1.82656250e+00, 1.83750000e+00, 1.84843750e+00,\n", + " 1.85937500e+00, 1.87031250e+00, 1.88125000e+00, 1.89218750e+00,\n", + " 1.90312500e+00, 1.91406250e+00, 1.92500000e+00, 1.93593750e+00,\n", + " 1.94687500e+00, 1.95781250e+00, 1.96875000e+00, 1.97968750e+00,\n", + " 1.99062500e+00, 2.00156250e+00, 2.01250000e+00, 2.02343750e+00,\n", + " 2.03437500e+00, 2.04531250e+00, 2.05625000e+00, 2.06718750e+00,\n", + " 2.07812500e+00, 2.08906250e+00, 2.10000000e+00, 2.11093750e+00,\n", + " 2.12187500e+00, 2.13281250e+00, 2.14375000e+00, 2.15468750e+00,\n", + " 2.16562500e+00, 2.17656250e+00, 2.18750000e+00, 2.19843750e+00,\n", + " 2.20937500e+00, 2.22031250e+00, 2.23125000e+00, 2.24218750e+00,\n", + " 2.25312500e+00, 2.26406250e+00, 2.27500000e+00, 2.28593750e+00,\n", + " 2.29687500e+00, 2.30781250e+00, 2.31875000e+00, 2.32968750e+00,\n", + " 2.34062500e+00, 2.35156250e+00, 2.36250000e+00, 2.37343750e+00,\n", + " 2.38437500e+00, 2.39531250e+00, 2.40625000e+00, 2.41718750e+00,\n", + " 2.42812500e+00, 2.43906250e+00, 2.45000000e+00, 2.46093750e+00,\n", + " 2.47187500e+00, 2.48281250e+00, 2.49375000e+00, 2.50468750e+00,\n", + " 2.51562500e+00, 2.52656250e+00, 2.53750000e+00, 2.54843750e+00,\n", + " 2.55937500e+00, 2.57031250e+00, 2.58125000e+00, 2.59218750e+00,\n", + " 2.60312500e+00, 2.61406250e+00, 2.62500000e+00, 2.63593750e+00,\n", + " 2.64687500e+00, 2.65781250e+00, 2.66875000e+00, 2.67968750e+00,\n", + " 2.69062500e+00, 2.70156250e+00, 2.71250000e+00, 2.72343750e+00,\n", + " 2.73437500e+00, 2.74531250e+00, 2.75625000e+00, 2.76718750e+00,\n", + " 2.77812500e+00, 2.78906250e+00, 2.80000000e+00, 2.81093750e+00,\n", + " 2.82187500e+00, 2.83281250e+00, 2.84375000e+00, 2.85468750e+00,\n", + " 2.86562500e+00, 2.87656250e+00, 2.88750000e+00, 2.89843750e+00,\n", + " 2.90937500e+00, 2.92031250e+00, 2.93125000e+00, 2.94218750e+00,\n", + " 2.95312500e+00, 2.96406250e+00, 2.97500000e+00, 2.98593750e+00,\n", + " 2.99687500e+00, 3.00781250e+00, 3.01875000e+00, 3.02968750e+00,\n", + " 3.04062500e+00, 3.05156250e+00, 3.06250000e+00, 3.08437500e+00,\n", + " 3.10625000e+00, 3.12812500e+00, 3.15000000e+00, 3.17187500e+00,\n", + " 3.19375000e+00, 3.21562500e+00, 3.23750000e+00, 3.25937500e+00,\n", + " 3.28125000e+00, 3.30312500e+00, 3.32500000e+00, 3.34687500e+00,\n", + " 3.36875000e+00, 3.39062500e+00, 3.41250000e+00, 3.43437500e+00,\n", + " 3.45625000e+00, 3.47812500e+00, 3.50000000e+00]), dndz=array([7.99850143e-15, 8.03321105e-15, 8.14021582e-15, 8.32396534e-15,\n", + " 8.58909205e-15, 9.38295086e-15, 1.05627104e-14, 1.21725830e-14,\n", + " 1.42602889e-14, 1.68772835e-14, 2.00789983e-14, 2.84797430e-14,\n", + " 3.99955768e-14, 5.52411078e-14, 7.49229937e-14, 9.98516384e-14,\n", + " 1.30954214e-13, 1.69289144e-13, 2.16062198e-13, 2.72644364e-13,\n", + " 3.40591670e-13, 4.21667161e-13, 5.17865239e-13, 6.31438603e-13,\n", + " 7.64928041e-13, 9.21195359e-13, 1.10345975e-12, 1.31533792e-12,\n", + " 1.56088838e-12, 1.84466020e-12, 2.17174681e-12, 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7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", + " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15, 7.99850143e-15,\n", " 7.99850143e-15, 7.99850143e-15, 7.99850143e-15]), measurements={}), x_measurement=, y_measurement=)" ] }, - "execution_count": 44, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -269,7 +914,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -300,7 +945,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -313,7 +958,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -338,7 +983,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -351,7 +996,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -361,15 +1006,25 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "LSST_Y1_SOURCE_BIN_COLLECTION\n", - "LSST_Y1_LENS_BIN_COLLECTION\n" + "LSST_Y1_SOURCE_BIN_COLLECTION\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'load_nz' 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[16], line 5\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnz_type\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m propr:\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28mprint\u001b[39m(propr[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnz_type\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[0;32m----> 5\u001b[0m nzs \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[43mload_nz\u001b[49m(propr)\n", + "\u001b[0;31mNameError\u001b[0m: name 'load_nz' is not defined" ] } ], diff --git a/notebooks/test_sacc_generation.ipynb b/notebooks/test_sacc_generation.ipynb index b5a7da6..0cdbad5 100644 --- a/notebooks/test_sacc_generation.ipynb +++ b/notebooks/test_sacc_generation.ipynb @@ -19,6 +19,17 @@ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] + }, + { + "ename": "ImportError", + "evalue": "cannot import name 'tracers_io' from 'CosmoAPI.two_pt_func' (unknown location)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 22\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01msys\u001b[39;00m\n\u001b[1;32m 21\u001b[0m \u001b[38;5;66;03m# this is only needed for now:\u001b[39;00m\n\u001b[0;32m---> 22\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mCosmoAPI\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtwo_pt_func\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m generate_theory, nz_loader, tracers_io\n\u001b[1;32m 23\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mCosmoAPI\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mapi_io\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m load_yaml_file\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'tracers_io' from 'CosmoAPI.two_pt_func' (unknown location)" + ] } ], "source": [ @@ -26,7 +37,7 @@ "%load_ext autoreload\n", "%autoreload 2\n", "\n", - "from firecrown.metadata_types import Galaxies, InferredGalaxyZDist\n", + "from firecrown.metadata_types import Galaxies, InferredGalaxyZDist, TwoPointHarmonic\n", "from firecrown.generators.inferred_galaxy_zdist import ZDistLSSTSRDBin, LinearGrid1D\n", "from firecrown.utils import base_model_to_yaml, base_model_from_yaml\n", "from firecrown.metadata_functions import make_all_photoz_bin_combinations, TwoPointHarmonic, TwoPointReal\n", @@ -43,15 +54,13 @@ "import sys\n", "\n", "# this is only needed for now:\n", - "# FIXME: after packaging, fix this\n", - "sys.path.append('../CosmoAPI/')\n", - "from two_point_functions import generate_theory, nz_loader\n", - "from api_io import load_yaml_file" + "from CosmoAPI.two_pt_func import generate_theory, nz_loader, tracer_tools\n", + "from CosmoAPI.api_io import load_yaml_file" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -61,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -79,7 +88,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -105,13 +114,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "All nz_type probes have the same function: TwoPointHarmonic\n", "All nz_type probes have the same function: TwoPointHarmonic\n" ] } @@ -121,9 +131,9 @@ "ells = np.unique(np.geomspace(2, 2000, 128))\n", "\n", "# process the probes:\n", - "two_pt_function, two_pt_probes = generate_theory.process_probes_load_2pt(config)\n", + "two_pt_function, two_pt_probes = tracers_io.process_probes_load_2pt(config)\n", "# load all the nzs:\n", - "nzs = nz_loader.load_all_nz(config)\n", + "nzs = nz_loader.load_all_redshift_distr(config)\n", "\n", "# make all two point functions bin combinations:\n", "all_two_point_bins = make_all_photoz_bin_combinations(nzs)\n", @@ -145,560 +155,755 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "firecrown.likelihood.weak_lensing.WeakLensingFactory" + "True" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "type(probes['source']['loaded_systematics'])" + "two_pt_function == TwoPointHarmonic" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 6, "metadata": {}, "outputs": [ { - "ename": "SyntaxError", - "evalue": "incomplete input (2477887862.py, line 9)", - "output_type": "error", - "traceback": [ - "\u001b[0;36m Cell \u001b[0;32mIn[12], line 9\u001b[0;36m\u001b[0m\n\u001b[0;31m \u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m incomplete input\n" - ] + "data": { + "text/plain": [ + "firecrown.likelihood.weak_lensing.WeakLensingFactory" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "for p in two_pt_probes:\n", - " print(p, type(probes[p]['loaded_systematics']))\n", - " type_factory = probes[p]['systematics'].get('type')\n", - " if type_factory is \"WeakLensingFactory\":\n", - " wcfact = probes[p]['loaded_systematics']\n", - " elif type_factory is \"NumberCountsFactory\":\n", - " ncfact = probes[p]['loaded_systematics']\n", - " else:\n", - " " + "type(probes['source']['loaded_systematics'])" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "All nz_type probes have the same function: TwoPointHarmonic\n", "All nz_type probes have the same function: TwoPointHarmonic\n" ] }, { "data": { "text/plain": [ - "(UpdatableCollection([,\n", - " ]),\n", - " [TwoPointHarmonic(XY=TwoPointXY(x=InferredGalaxyZDist(bin_name='source_0.0_0.3_y1', z=array([0.00000000e+00, 5.34057617e-06, 1.06811523e-05, 1.60217285e-05,\n", - " 2.13623047e-05, 3.20434570e-05, 4.27246094e-05, 6.40869141e-05,\n", - " 8.54492187e-05, 1.28173828e-04, 1.70898437e-04, 2.56347656e-04,\n", - " 3.41796875e-04, 5.12695312e-04, 6.83593750e-04, 1.02539062e-03,\n", - " 1.36718750e-03, 1.70898437e-03, 2.05078125e-03, 2.39257812e-03,\n", - " 2.73437500e-03, 3.41796875e-03, 4.10156250e-03, 4.78515625e-03,\n", - " 5.46875000e-03, 6.83593750e-03, 8.20312500e-03, 9.57031250e-03,\n", - " 1.09375000e-02, 1.36718750e-02, 1.64062500e-02, 1.91406250e-02,\n", - " 2.18750000e-02, 2.73437500e-02, 3.28125000e-02, 3.82812500e-02,\n", - " 4.37500000e-02, 4.92187500e-02, 5.46875000e-02, 6.01562500e-02,\n", - " 6.56250000e-02, 7.65625000e-02, 8.75000000e-02, 9.84375000e-02,\n", - " 1.09375000e-01, 1.20312500e-01, 1.31250000e-01, 1.42187500e-01,\n", - " 1.53125000e-01, 1.64062500e-01, 1.75000000e-01, 1.85937500e-01,\n", - " 1.96875000e-01, 2.07812500e-01, 2.18750000e-01, 2.29687500e-01,\n", - " 2.40625000e-01, 2.51562500e-01, 2.62500000e-01, 2.73437500e-01,\n", - " 2.84375000e-01, 2.95312500e-01, 3.06250000e-01, 3.17187500e-01,\n", - " 3.28125000e-01, 3.39062500e-01, 3.50000000e-01, 3.60937500e-01,\n", - " 3.71875000e-01, 3.82812500e-01, 3.93750000e-01, 4.04687500e-01,\n", - " 4.15625000e-01, 4.26562500e-01, 4.37500000e-01, 4.48437500e-01,\n", - " 4.59375000e-01, 4.70312500e-01, 4.81250000e-01, 4.86718750e-01,\n", - " 4.92187500e-01, 4.97656250e-01, 5.03125000e-01, 5.08593750e-01,\n", - " 5.14062500e-01, 5.19531250e-01, 5.25000000e-01, 5.30468750e-01,\n", - " 5.35937500e-01, 5.41406250e-01, 5.46875000e-01, 5.52343750e-01,\n", - " 5.57812500e-01, 5.63281250e-01, 5.68750000e-01, 5.74218750e-01,\n", - " 5.79687500e-01, 5.85156250e-01, 5.90625000e-01, 5.96093750e-01,\n", - " 6.01562500e-01, 6.07031250e-01, 6.12500000e-01, 6.17968750e-01,\n", - " 6.23437500e-01, 6.28906250e-01, 6.34375000e-01, 6.39843750e-01,\n", - " 6.45312500e-01, 6.50781250e-01, 6.56250000e-01, 6.61718750e-01,\n", - " 6.67187500e-01, 6.72656250e-01, 6.78125000e-01, 6.83593750e-01,\n", - " 6.89062500e-01, 6.94531250e-01, 7.00000000e-01, 7.05468750e-01,\n", - " 7.10937500e-01, 7.13671875e-01, 7.16406250e-01, 7.19140625e-01,\n", - " 7.21875000e-01, 7.24609375e-01, 7.27343750e-01, 7.30078125e-01,\n", - " 7.32812500e-01, 7.35546875e-01, 7.38281250e-01, 7.41015625e-01,\n", - " 7.43750000e-01, 7.46484375e-01, 7.49218750e-01, 7.51953125e-01,\n", - " 7.54687500e-01, 7.57421875e-01, 7.60156250e-01, 7.62890625e-01,\n", - " 7.65625000e-01, 7.68359375e-01, 7.71093750e-01, 7.73828125e-01,\n", - " 7.76562500e-01, 7.79296875e-01, 7.82031250e-01, 7.84765625e-01,\n", - " 7.87500000e-01, 7.90234375e-01, 7.92968750e-01, 7.95703125e-01,\n", - " 7.98437500e-01, 8.01171875e-01, 8.03906250e-01, 8.06640625e-01,\n", - " 8.09375000e-01, 8.12109375e-01, 8.14843750e-01, 8.17578125e-01,\n", - " 8.20312500e-01, 8.23046875e-01, 8.25781250e-01, 8.28515625e-01,\n", - " 8.31250000e-01, 8.33984375e-01, 8.36718750e-01, 8.39453125e-01,\n", - " 8.42187500e-01, 8.44921875e-01, 8.47656250e-01, 8.50390625e-01,\n", - " 8.53125000e-01, 8.55859375e-01, 8.58593750e-01, 8.61328125e-01,\n", - " 8.64062500e-01, 8.66796875e-01, 8.69531250e-01, 8.72265625e-01,\n", - " 8.75000000e-01, 8.77734375e-01, 8.80468750e-01, 8.83203125e-01,\n", - " 8.85937500e-01, 8.88671875e-01, 8.91406250e-01, 8.94140625e-01,\n", - " 8.96875000e-01, 8.99609375e-01, 9.02343750e-01, 9.05078125e-01,\n", - " 9.07812500e-01, 9.10546875e-01, 9.13281250e-01, 9.16015625e-01,\n", - " 9.18750000e-01, 9.21484375e-01, 9.24218750e-01, 9.26953125e-01,\n", - " 9.29687500e-01, 9.32421875e-01, 9.35156250e-01, 9.37890625e-01,\n", - " 9.40625000e-01, 9.43359375e-01, 9.46093750e-01, 9.48828125e-01,\n", - " 9.51562500e-01, 9.54296875e-01, 9.57031250e-01, 9.59765625e-01,\n", - " 9.62500000e-01, 9.65234375e-01, 9.67968750e-01, 9.70703125e-01,\n", - " 9.73437500e-01, 9.76171875e-01, 9.78906250e-01, 9.81640625e-01,\n", - " 9.84375000e-01, 9.87109375e-01, 9.89843750e-01, 9.92578125e-01,\n", - " 9.95312500e-01, 9.98046875e-01, 1.00078125e+00, 1.00351562e+00,\n", - " 1.00625000e+00, 1.00898437e+00, 1.01171875e+00, 1.01445312e+00,\n", - " 1.01718750e+00, 1.01992187e+00, 1.02265625e+00, 1.02539062e+00,\n", - " 1.02812500e+00, 1.03085937e+00, 1.03359375e+00, 1.03632812e+00,\n", - " 1.03906250e+00, 1.04179687e+00, 1.04453125e+00, 1.04726562e+00,\n", - " 1.05000000e+00, 1.05273437e+00, 1.05546875e+00, 1.05820312e+00,\n", - " 1.06093750e+00, 1.06367187e+00, 1.06640625e+00, 1.06914062e+00,\n", - " 1.07187500e+00, 1.07460937e+00, 1.07734375e+00, 1.08007812e+00,\n", - " 1.08281250e+00, 1.08554687e+00, 1.08828125e+00, 1.09101562e+00,\n", - " 1.09375000e+00, 1.09648437e+00, 1.09921875e+00, 1.10195312e+00,\n", - " 1.10468750e+00, 1.10742187e+00, 1.11015625e+00, 1.11289062e+00,\n", - " 1.11562500e+00, 1.11835937e+00, 1.12109375e+00, 1.12382812e+00,\n", - " 1.12656250e+00, 1.12929687e+00, 1.13203125e+00, 1.13476562e+00,\n", - " 1.13750000e+00, 1.14023437e+00, 1.14296875e+00, 1.14570312e+00,\n", - " 1.14843750e+00, 1.15117187e+00, 1.15390625e+00, 1.15664062e+00,\n", - " 1.15937500e+00, 1.16210937e+00, 1.16484375e+00, 1.16757812e+00,\n", - " 1.17031250e+00, 1.17304687e+00, 1.17578125e+00, 1.17851562e+00,\n", - " 1.18125000e+00, 1.18398437e+00, 1.18671875e+00, 1.18945312e+00,\n", - " 1.19218750e+00, 1.19492187e+00, 1.19765625e+00, 1.20039063e+00,\n", - " 1.20312500e+00, 1.20859375e+00, 1.21406250e+00, 1.21953125e+00,\n", - " 1.22500000e+00, 1.23046875e+00, 1.23593750e+00, 1.24140625e+00,\n", - " 1.24687500e+00, 1.25234375e+00, 1.25781250e+00, 1.26328125e+00,\n", - " 1.26875000e+00, 1.27968750e+00, 1.29062500e+00, 1.30156250e+00,\n", - " 1.31250000e+00, 1.32343750e+00, 1.33437500e+00, 1.34531250e+00,\n", - " 1.35625000e+00, 1.36718750e+00, 1.37812500e+00, 1.38906250e+00,\n", - " 1.40000000e+00, 1.41093750e+00, 1.42187500e+00, 1.43281250e+00,\n", - " 1.44375000e+00, 1.45468750e+00, 1.46562500e+00, 1.47656250e+00,\n", - " 1.48750000e+00, 1.49843750e+00, 1.50937500e+00, 1.52031250e+00,\n", - " 1.53125000e+00, 1.54218750e+00, 1.55312500e+00, 1.56406250e+00,\n", - " 1.57500000e+00, 1.58593750e+00, 1.59687500e+00, 1.60781250e+00,\n", - " 1.61875000e+00, 1.62968750e+00, 1.64062500e+00, 1.65156250e+00,\n", - " 1.66250000e+00, 1.67343750e+00, 1.68437500e+00, 1.69531250e+00,\n", - " 1.70625000e+00, 1.71718750e+00, 1.72812500e+00, 1.73906250e+00,\n", - " 1.75000000e+00, 1.76093750e+00, 1.77187500e+00, 1.78281250e+00,\n", - " 1.79375000e+00, 1.80468750e+00, 1.81562500e+00, 1.82656250e+00,\n", - " 1.83750000e+00, 1.84843750e+00, 1.85937500e+00, 1.87031250e+00,\n", - " 1.88125000e+00, 1.89218750e+00, 1.90312500e+00, 1.91406250e+00,\n", - " 1.92500000e+00, 1.93593750e+00, 1.94687500e+00, 1.95781250e+00,\n", - " 1.96875000e+00, 1.97968750e+00, 1.99062500e+00, 2.00156250e+00,\n", - " 2.01250000e+00, 2.02343750e+00, 2.03437500e+00, 2.04531250e+00,\n", - " 2.05625000e+00, 2.06718750e+00, 2.07812500e+00, 2.08906250e+00,\n", - " 2.10000000e+00, 2.11093750e+00, 2.12187500e+00, 2.13281250e+00,\n", - " 2.14375000e+00, 2.15468750e+00, 2.16562500e+00, 2.17656250e+00,\n", - " 2.18750000e+00, 2.19843750e+00, 2.20937500e+00, 2.22031250e+00,\n", - " 2.23125000e+00, 2.24218750e+00, 2.25312500e+00, 2.26406250e+00,\n", - " 2.27500000e+00, 2.28593750e+00, 2.29687500e+00, 2.30781250e+00,\n", - " 2.31875000e+00, 2.32968750e+00, 2.34062500e+00, 2.35156250e+00,\n", - " 2.36250000e+00, 2.37343750e+00, 2.38437500e+00, 2.39531250e+00,\n", - " 2.40625000e+00, 2.41718750e+00, 2.42812500e+00, 2.43906250e+00,\n", - " 2.45000000e+00, 2.46093750e+00, 2.47187500e+00, 2.48281250e+00,\n", - " 2.49375000e+00, 2.50468750e+00, 2.51562500e+00, 2.52656250e+00,\n", - " 2.53750000e+00, 2.54843750e+00, 2.55937500e+00, 2.57031250e+00,\n", - " 2.58125000e+00, 2.59218750e+00, 2.60312500e+00, 2.61406250e+00,\n", - " 2.62500000e+00, 2.63593750e+00, 2.64687500e+00, 2.65781250e+00,\n", - " 2.66875000e+00, 2.67968750e+00, 2.69062500e+00, 2.70156250e+00,\n", - " 2.71250000e+00, 2.72343750e+00, 2.73437500e+00, 2.74531250e+00,\n", - " 2.75625000e+00, 2.76718750e+00, 2.77812500e+00, 2.78906250e+00,\n", - " 2.80000000e+00, 2.81093750e+00, 2.82187500e+00, 2.83281250e+00,\n", - " 2.84375000e+00, 2.85468750e+00, 2.86562500e+00, 2.87656250e+00,\n", - " 2.88750000e+00, 2.89843750e+00, 2.90937500e+00, 2.92031250e+00,\n", - " 2.93125000e+00, 2.94218750e+00, 2.95312500e+00, 2.96406250e+00,\n", - " 2.97500000e+00, 2.99687500e+00, 3.01875000e+00, 3.04062500e+00,\n", - " 3.06250000e+00, 3.08437500e+00, 3.10625000e+00, 3.12812500e+00,\n", - " 3.15000000e+00, 3.17187500e+00, 3.19375000e+00, 3.21562500e+00,\n", - " 3.23750000e+00, 3.25937500e+00, 3.28125000e+00, 3.30312500e+00,\n", - " 3.32500000e+00, 3.34687500e+00, 3.36875000e+00, 3.39062500e+00,\n", - " 3.41250000e+00, 3.43437500e+00, 3.45625000e+00, 3.47812500e+00,\n", - " 3.50000000e+00]), dndz=array([5.00453814e-15, 1.02078849e-08, 4.08204284e-08, 9.18237253e-08,\n", - " 1.63205512e-07, 3.67059776e-07, 6.52299071e-07, 1.46662563e-06,\n", - " 2.60560821e-06, 5.85543699e-06, 1.03978342e-05, 2.33459388e-05,\n", - " 4.14229219e-05, 9.28653461e-05, 1.64541284e-04, 3.67927498e-04,\n", - " 6.50337966e-04, 1.01063396e-03, 1.44775042e-03, 1.96067890e-03,\n", - " 2.54845690e-03, 3.94489894e-03, 5.63006040e-03, 7.59734605e-03,\n", - " 9.84050472e-03, 1.51308519e-02, 2.14562722e-02, 2.87751547e-02,\n", - " 3.70485380e-02, 5.63139250e-02, 7.89809357e-02, 1.04803163e-01,\n", - " 1.33554868e-01, 1.99029104e-01, 2.73909819e-01, 3.56895885e-01,\n", - " 4.46842635e-01, 5.42735915e-01, 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1.01042270e+00,\n", + " 1.01178984e+00, 1.01315699e+00, 1.01452414e+00, 1.01589129e+00,\n", + " 1.01725844e+00, 1.01862559e+00, 1.01999273e+00, 1.02135988e+00,\n", + " 1.02272703e+00, 1.02409418e+00, 1.02546133e+00, 1.02682848e+00,\n", + " 1.02819562e+00, 1.02956277e+00, 1.03092992e+00, 1.03229707e+00,\n", + " 1.03366422e+00, 1.03503137e+00, 1.03639852e+00, 1.03776566e+00,\n", + " 1.03913281e+00, 1.04049996e+00, 1.04186711e+00, 1.04323426e+00,\n", + " 1.04460141e+00, 1.04596855e+00, 1.04733570e+00, 1.04870285e+00,\n", + " 1.05007000e+00, 1.05143715e+00, 1.05280430e+00, 1.05417145e+00,\n", + " 1.05553859e+00, 1.05690574e+00, 1.05827289e+00, 1.05964004e+00,\n", + " 1.06100719e+00, 1.06237434e+00, 1.06374148e+00, 1.06510863e+00,\n", + " 1.06647578e+00, 1.06784293e+00, 1.06921008e+00, 1.07057723e+00,\n", + " 1.07194437e+00, 1.07331152e+00, 1.07467867e+00, 1.07604582e+00,\n", + " 1.07741297e+00, 1.07878012e+00, 1.08014727e+00, 1.08151441e+00,\n", + " 1.08288156e+00, 1.08424871e+00, 1.08561586e+00, 1.08698301e+00,\n", + " 1.08835016e+00, 1.08971730e+00, 1.09108445e+00, 1.09245160e+00,\n", + " 1.09381875e+00, 1.09518590e+00, 1.09655305e+00, 1.09792020e+00,\n", + " 1.09928734e+00, 1.10065449e+00, 1.10202164e+00, 1.10338879e+00,\n", + " 1.10475594e+00, 1.10612309e+00, 1.10749023e+00, 1.10885738e+00,\n", + " 1.11022453e+00, 1.11159168e+00, 1.11295883e+00, 1.11432598e+00,\n", + " 1.11569312e+00, 1.11706027e+00, 1.11842742e+00, 1.11979457e+00,\n", + " 1.12116172e+00, 1.12252887e+00, 1.12389602e+00, 1.12526316e+00,\n", + " 1.12663031e+00, 1.12799746e+00, 1.12936461e+00, 1.13073176e+00,\n", + " 1.13209891e+00, 1.13346605e+00, 1.13483320e+00, 1.13620035e+00,\n", + " 1.13756750e+00, 1.13893465e+00, 1.14030180e+00, 1.14166895e+00,\n", + " 1.14303609e+00, 1.14440324e+00, 1.14577039e+00, 1.14713754e+00,\n", + " 1.14850469e+00, 1.14987184e+00, 1.15123898e+00, 1.15260613e+00,\n", + " 1.15397328e+00, 1.15670758e+00, 1.15944187e+00, 1.16217617e+00,\n", + " 1.16491047e+00, 1.16764477e+00, 1.17037906e+00, 1.17311336e+00,\n", + " 1.17584766e+00, 1.17858195e+00, 1.18131625e+00, 1.18405055e+00,\n", + " 1.18678484e+00, 1.18951914e+00, 1.19225344e+00, 1.19498773e+00,\n", + " 1.19772203e+00, 1.20045633e+00, 1.20319062e+00, 1.20592492e+00,\n", + " 1.20865922e+00, 1.21139352e+00, 1.21412781e+00, 1.21686211e+00,\n", + " 1.21959641e+00, 1.22233070e+00, 1.22506500e+00, 1.22779930e+00,\n", + " 1.23053359e+00, 1.23326789e+00, 1.23600219e+00, 1.23873648e+00,\n", + " 1.24147078e+00, 1.24420508e+00, 1.24693937e+00, 1.24967367e+00,\n", + " 1.25240797e+00, 1.25514227e+00, 1.25787656e+00, 1.26061086e+00,\n", + " 1.26334516e+00, 1.26607945e+00, 1.26881375e+00, 1.27428234e+00,\n", + " 1.27975094e+00, 1.28521953e+00, 1.29068812e+00, 1.29615672e+00,\n", + " 1.30162531e+00, 1.30709391e+00, 1.31256250e+00, 1.31803109e+00,\n", + " 1.32349969e+00, 1.32896828e+00, 1.33443687e+00, 1.34537406e+00,\n", + " 1.35631125e+00, 1.36724844e+00, 1.37818562e+00, 1.38912281e+00,\n", + " 1.40006000e+00, 1.41099719e+00, 1.42193437e+00, 1.43287156e+00,\n", + " 1.44380875e+00, 1.45474594e+00, 1.46568312e+00, 1.47662031e+00,\n", + " 1.48755750e+00, 1.49849469e+00, 1.50943187e+00, 1.52036906e+00,\n", + " 1.53130625e+00, 1.54224344e+00, 1.55318062e+00, 1.56411781e+00,\n", + " 1.57505500e+00, 1.58599219e+00, 1.59692937e+00, 1.60786656e+00,\n", + " 1.61880375e+00, 1.62974094e+00, 1.64067812e+00, 1.65161531e+00,\n", + " 1.66255250e+00, 1.67348969e+00, 1.68442687e+00, 1.69536406e+00,\n", + " 1.70630125e+00, 1.71723844e+00, 1.72817562e+00, 1.73911281e+00,\n", + " 1.75005000e+00, 1.76098719e+00, 1.77192437e+00, 1.78286156e+00,\n", + " 1.79379875e+00, 1.80473594e+00, 1.81567312e+00, 1.82661031e+00,\n", + " 1.83754750e+00, 1.84848469e+00, 1.85942187e+00, 1.87035906e+00,\n", + " 1.88129625e+00, 1.89223344e+00, 1.90317063e+00, 1.91410781e+00,\n", + " 1.92504500e+00, 1.93598219e+00, 1.94691937e+00, 1.95785656e+00,\n", + " 1.96879375e+00, 1.97973094e+00, 1.99066813e+00, 2.00160531e+00,\n", + " 2.01254250e+00, 2.02347969e+00, 2.03441687e+00, 2.04535406e+00,\n", + " 2.05629125e+00, 2.06722844e+00, 2.07816563e+00, 2.08910281e+00,\n", + " 2.10004000e+00, 2.11097719e+00, 2.12191437e+00, 2.13285156e+00,\n", + " 2.14378875e+00, 2.15472594e+00, 2.16566313e+00, 2.17660031e+00,\n", + " 2.18753750e+00, 2.19847469e+00, 2.20941187e+00, 2.22034906e+00,\n", + " 2.23128625e+00, 2.24222344e+00, 2.25316063e+00, 2.26409781e+00,\n", + " 2.27503500e+00, 2.28597219e+00, 2.29690937e+00, 2.30784656e+00,\n", + " 2.31878375e+00, 2.32972094e+00, 2.34065813e+00, 2.35159531e+00,\n", + " 2.36253250e+00, 2.37346969e+00, 2.38440687e+00, 2.39534406e+00,\n", + " 2.40628125e+00, 2.41721844e+00, 2.42815563e+00, 2.43909281e+00,\n", + " 2.45003000e+00, 2.46096719e+00, 2.47190437e+00, 2.48284156e+00,\n", + " 2.49377875e+00, 2.50471594e+00, 2.51565313e+00, 2.52659031e+00,\n", + " 2.53752750e+00, 2.54846469e+00, 2.55940187e+00, 2.57033906e+00,\n", + " 2.58127625e+00, 2.59221344e+00, 2.60315063e+00, 2.61408781e+00,\n", + " 2.62502500e+00, 2.63596219e+00, 2.64689937e+00, 2.65783656e+00,\n", + " 2.66877375e+00, 2.67971094e+00, 2.69064813e+00, 2.70158531e+00,\n", + " 2.71252250e+00, 2.72345969e+00, 2.73439687e+00, 2.74533406e+00,\n", + " 2.75627125e+00, 2.76720844e+00, 2.77814563e+00, 2.78908281e+00,\n", + " 2.80002000e+00, 2.81095719e+00, 2.82189437e+00, 2.83283156e+00,\n", + " 2.84376875e+00, 2.85470594e+00, 2.86564313e+00, 2.87658031e+00,\n", + " 2.88751750e+00, 2.89845469e+00, 2.90939187e+00, 2.92032906e+00,\n", + " 2.93126625e+00, 2.94220344e+00, 2.95314063e+00, 2.96407781e+00,\n", + " 2.97501500e+00, 2.98595219e+00, 2.99688937e+00, 3.00782656e+00,\n", + " 3.01876375e+00, 3.02970094e+00, 3.04063813e+00, 3.05157531e+00,\n", + " 3.06251250e+00, 3.07344969e+00, 3.08438687e+00, 3.09532406e+00,\n", + " 3.10626125e+00, 3.11719844e+00, 3.12813563e+00, 3.13907281e+00,\n", + " 3.15001000e+00, 3.17188437e+00, 3.19375875e+00, 3.21563313e+00,\n", + " 3.23750750e+00, 3.25938187e+00, 3.28125625e+00, 3.30313063e+00,\n", + " 3.32500500e+00, 3.34687937e+00, 3.36875375e+00, 3.39062812e+00,\n", + " 3.41250250e+00, 3.43437687e+00, 3.45625125e+00, 3.47812562e+00,\n", + " 3.50000000e+00]), dndz=array([3.56702527e-06, 5.25056137e-06, 7.25736790e-06, 9.58697641e-06,\n", + " 1.22389343e-05, 1.85081522e-05, 2.60616365e-05, 4.50085605e-05,\n", + " 6.90550819e-05, 9.81779527e-05, 1.32354981e-04, 1.71564829e-04,\n", + " 2.15786871e-04, 3.19188021e-04, 4.42404373e-04, 5.85288726e-04,\n", + " 7.47699527e-04, 1.13055760e-03, 1.58993156e-03, 2.12482742e-03,\n", + " 2.73429469e-03, 4.17332073e-03, 5.90006182e-03, 7.90797767e-03,\n", + " 1.01908630e-02, 1.55581061e-02, 2.19572250e-02, 2.93468225e-02,\n", + " 3.76881165e-02, 4.69445520e-02, 5.70815131e-02, 6.80661007e-02,\n", + " 7.98669548e-02, 9.24541104e-02, 1.05798876e-01, 1.19873732e-01,\n", + " 1.34652244e-01, 1.66219465e-01, 2.00308067e-01, 2.36738892e-01,\n", + " 2.75344641e-01, 3.15968687e-01, 3.58464068e-01, 4.02692641e-01,\n", + " 4.48524347e-01, 5.44513575e-01, 6.45530501e-01, 7.50769300e-01,\n", + " 8.59507340e-01, 9.71095133e-01, 1.08494793e+00, 1.20053863e+00,\n", + " 1.31739163e+00, 1.55320854e+00, 1.78943761e+00, 2.02365794e+00,\n", + " 2.25387828e+00, 2.47843075e+00, 2.69585473e+00, 2.90475699e+00,\n", + " 3.10363881e+00, 3.19877470e+00, 3.29069031e+00, 3.37907435e+00,\n", + " 3.46356922e+00, 3.54376605e+00, 3.61920152e+00, 3.68935684e+00,\n", + " 3.75365948e+00, 3.86217998e+00, 3.93937472e+00, 3.96447003e+00,\n", + " 3.97965267e+00, 3.98429196e+00, 3.97782720e+00, 3.95979070e+00,\n", + " 3.92982969e+00, 3.88772588e+00, 3.83341175e+00, 3.76698268e+00,\n", + " 3.68870423e+00, 3.59901409e+00, 3.49851859e+00, 3.38798383e+00,\n", + " 3.26832166e+00, 3.14057125e+00, 3.00587690e+00, 2.72060756e+00,\n", + " 2.42278449e+00, 2.27239361e+00, 2.12266429e+00, 1.97474653e+00,\n", + " 1.82969934e+00, 1.68847627e+00, 1.55191478e+00, 1.42072929e+00,\n", + " 1.29550806e+00, 1.17671329e+00, 1.06468440e+00, 9.59643849e-01,\n", + " 8.61705154e-01, 7.70882500e-01, 6.87101581e-01, 6.10211124e-01,\n", + " 5.39994715e-01, 4.76182547e-01, 4.18462774e-01, 3.66492224e-01,\n", + " 3.19906274e-01, 2.78327750e-01, 2.41374769e-01, 2.08667490e-01,\n", + " 1.79833777e-01, 1.54513801e-01, 1.32363658e-01, 1.13058071e-01,\n", + " 9.62922721e-02, 8.87724614e-02, 8.17831681e-02, 7.52924812e-02,\n", + " 6.92698831e-02, 6.36862400e-02, 5.85137864e-02, 5.37261037e-02,\n", + " 4.92980954e-02, 4.52059571e-02, 4.14271442e-02, 3.79403361e-02,\n", + " 3.47253981e-02, 3.17633420e-02, 2.90362845e-02, 2.65274051e-02,\n", + " 2.42209029e-02, 2.21019536e-02, 2.01566658e-02, 1.83720377e-02,\n", + " 1.67359143e-02, 1.52369452e-02, 1.38645430e-02, 1.26088426e-02,\n", + " 1.14606620e-02, 1.04114635e-02, 9.45331697e-03, 8.57886351e-03,\n", + " 7.78128132e-03, 7.05425241e-03, 6.39193090e-03, 5.78891273e-03,\n", + " 5.24020678e-03, 4.74120741e-03, 4.28766834e-03, 3.87567800e-03,\n", + " 3.50163615e-03, 3.16223181e-03, 2.85442250e-03, 2.57541466e-03,\n", + " 2.32264532e-03, 2.09376481e-03, 1.88662069e-03, 1.69924262e-03,\n", + " 1.52982824e-03, 1.37673010e-03, 1.23844331e-03, 1.11359423e-03,\n", + " 1.00092982e-03, 8.99307844e-04, 8.07687747e-04, 7.25122209e-04,\n", + " 6.50749347e-04, 5.83785490e-04, 5.23518525e-04, 4.69301752e-04,\n", + " 4.20548222e-04, 3.76725532e-04, 3.37351026e-04, 3.01987404e-04,\n", + " 2.70238672e-04, 2.41746440e-04, 2.16186525e-04, 1.93265843e-04,\n", + " 1.72719563e-04, 1.54308506e-04, 1.37816768e-04, 1.23049554e-04,\n", + " 1.09831202e-04, 9.80033746e-05, 8.74234222e-05, 7.79628876e-05,\n", + " 6.95061465e-05, 6.19491731e-05, 5.51984179e-05, 4.91697897e-05,\n", + " 4.37877317e-05, 3.89843842e-05, 3.46988260e-05, 3.08763871e-05,\n", + " 2.74680274e-05, 2.44297743e-05, 2.17222145e-05, 1.93100348e-05,\n", + " 1.71616078e-05, 1.52486175e-05, 1.35457219e-05, 1.20302492e-05,\n", + " 1.06819232e-05, 9.48261676e-06, 8.41612956e-06, 7.46798822e-06,\n", + " 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1.45047288e-08,\n", + " 1.36155953e-08, 1.27807352e-08, 1.19968529e-08, 1.12608517e-08,\n", + " 1.05698216e-08, 9.92102871e-09, 9.31190406e-09, 8.74003409e-09,\n", + " 8.20315120e-09, 7.69912502e-09, 7.22595411e-09, 6.78175829e-09,\n", + " 6.36477127e-09, 5.97333385e-09, 5.60588745e-09, 5.26096804e-09,\n", + " 4.93720047e-09, 4.63329307e-09, 4.34803266e-09, 4.08027977e-09,\n", + " 3.82896423e-09, 3.59308092e-09, 3.37168592e-09, 3.16389274e-09,\n", + " 2.96886889e-09, 2.78583256e-09, 2.61404963e-09, 2.45283068e-09,\n", + " 2.30152838e-09, 2.15953486e-09, 2.02627937e-09, 1.90122598e-09,\n", + " 1.78387151e-09, 1.67374352e-09, 1.57039841e-09, 1.47341975e-09,\n", + " 1.38241653e-09, 1.29702168e-09, 1.21689059e-09, 1.14169974e-09,\n", + " 1.07114543e-09, 1.00494255e-09, 9.42823463e-10, 8.84536930e-10,\n", + " 8.29847118e-10, 7.78532656e-10, 7.30385749e-10, 6.85211354e-10,\n", + " 6.42826398e-10, 6.03059046e-10, 5.65748016e-10, 5.30741931e-10,\n", + " 4.97898716e-10, 4.67085027e-10, 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1.70898437e-04, 2.56347656e-04,\n", - " 3.41796875e-04, 5.12695312e-04, 6.83593750e-04, 1.02539062e-03,\n", - " 1.36718750e-03, 1.70898437e-03, 2.05078125e-03, 2.39257812e-03,\n", - " 2.73437500e-03, 3.41796875e-03, 4.10156250e-03, 4.78515625e-03,\n", - " 5.46875000e-03, 6.83593750e-03, 8.20312500e-03, 9.57031250e-03,\n", - " 1.09375000e-02, 1.36718750e-02, 1.64062500e-02, 1.91406250e-02,\n", - " 2.18750000e-02, 2.73437500e-02, 3.28125000e-02, 3.82812500e-02,\n", - " 4.37500000e-02, 4.92187500e-02, 5.46875000e-02, 6.01562500e-02,\n", - " 6.56250000e-02, 7.65625000e-02, 8.75000000e-02, 9.84375000e-02,\n", - " 1.09375000e-01, 1.20312500e-01, 1.31250000e-01, 1.42187500e-01,\n", - " 1.53125000e-01, 1.64062500e-01, 1.75000000e-01, 1.85937500e-01,\n", - " 1.96875000e-01, 2.07812500e-01, 2.18750000e-01, 2.29687500e-01,\n", - " 2.40625000e-01, 2.51562500e-01, 2.62500000e-01, 2.73437500e-01,\n", - " 2.84375000e-01, 2.95312500e-01, 3.06250000e-01, 3.17187500e-01,\n", - " 3.28125000e-01, 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8.61328125e-01,\n", - " 8.64062500e-01, 8.66796875e-01, 8.69531250e-01, 8.72265625e-01,\n", - " 8.75000000e-01, 8.77734375e-01, 8.80468750e-01, 8.83203125e-01,\n", - " 8.85937500e-01, 8.88671875e-01, 8.91406250e-01, 8.94140625e-01,\n", - " 8.96875000e-01, 8.99609375e-01, 9.02343750e-01, 9.05078125e-01,\n", - " 9.07812500e-01, 9.10546875e-01, 9.13281250e-01, 9.16015625e-01,\n", - " 9.18750000e-01, 9.21484375e-01, 9.24218750e-01, 9.26953125e-01,\n", - " 9.29687500e-01, 9.32421875e-01, 9.35156250e-01, 9.37890625e-01,\n", - " 9.40625000e-01, 9.43359375e-01, 9.46093750e-01, 9.48828125e-01,\n", - " 9.51562500e-01, 9.54296875e-01, 9.57031250e-01, 9.59765625e-01,\n", - " 9.62500000e-01, 9.65234375e-01, 9.67968750e-01, 9.70703125e-01,\n", - " 9.73437500e-01, 9.76171875e-01, 9.78906250e-01, 9.81640625e-01,\n", - " 9.84375000e-01, 9.87109375e-01, 9.89843750e-01, 9.92578125e-01,\n", - " 9.95312500e-01, 9.98046875e-01, 1.00078125e+00, 1.00351562e+00,\n", - " 1.00625000e+00, 1.00898437e+00, 1.01171875e+00, 1.01445312e+00,\n", - " 1.01718750e+00, 1.01992187e+00, 1.02265625e+00, 1.02539062e+00,\n", - " 1.02812500e+00, 1.03085937e+00, 1.03359375e+00, 1.03632812e+00,\n", - " 1.03906250e+00, 1.04179687e+00, 1.04453125e+00, 1.04726562e+00,\n", - " 1.05000000e+00, 1.05273437e+00, 1.05546875e+00, 1.05820312e+00,\n", - " 1.06093750e+00, 1.06367187e+00, 1.06640625e+00, 1.06914062e+00,\n", - " 1.07187500e+00, 1.07460937e+00, 1.07734375e+00, 1.08007812e+00,\n", - " 1.08281250e+00, 1.08554687e+00, 1.08828125e+00, 1.09101562e+00,\n", - " 1.09375000e+00, 1.09648437e+00, 1.09921875e+00, 1.10195312e+00,\n", - " 1.10468750e+00, 1.10742187e+00, 1.11015625e+00, 1.11289062e+00,\n", - " 1.11562500e+00, 1.11835937e+00, 1.12109375e+00, 1.12382812e+00,\n", - " 1.12656250e+00, 1.12929687e+00, 1.13203125e+00, 1.13476562e+00,\n", - " 1.13750000e+00, 1.14023437e+00, 1.14296875e+00, 1.14570312e+00,\n", - " 1.14843750e+00, 1.15117187e+00, 1.15390625e+00, 1.15664062e+00,\n", - " 1.15937500e+00, 1.16210937e+00, 1.16484375e+00, 1.16757812e+00,\n", - " 1.17031250e+00, 1.17304687e+00, 1.17578125e+00, 1.17851562e+00,\n", - " 1.18125000e+00, 1.18398437e+00, 1.18671875e+00, 1.18945312e+00,\n", - " 1.19218750e+00, 1.19492187e+00, 1.19765625e+00, 1.20039063e+00,\n", - " 1.20312500e+00, 1.20859375e+00, 1.21406250e+00, 1.21953125e+00,\n", - " 1.22500000e+00, 1.23046875e+00, 1.23593750e+00, 1.24140625e+00,\n", - " 1.24687500e+00, 1.25234375e+00, 1.25781250e+00, 1.26328125e+00,\n", - " 1.26875000e+00, 1.27968750e+00, 1.29062500e+00, 1.30156250e+00,\n", - " 1.31250000e+00, 1.32343750e+00, 1.33437500e+00, 1.34531250e+00,\n", - " 1.35625000e+00, 1.36718750e+00, 1.37812500e+00, 1.38906250e+00,\n", - " 1.40000000e+00, 1.41093750e+00, 1.42187500e+00, 1.43281250e+00,\n", - " 1.44375000e+00, 1.45468750e+00, 1.46562500e+00, 1.47656250e+00,\n", - " 1.48750000e+00, 1.49843750e+00, 1.50937500e+00, 1.52031250e+00,\n", - " 1.53125000e+00, 1.54218750e+00, 1.55312500e+00, 1.56406250e+00,\n", - " 1.57500000e+00, 1.58593750e+00, 1.59687500e+00, 1.60781250e+00,\n", - " 1.61875000e+00, 1.62968750e+00, 1.64062500e+00, 1.65156250e+00,\n", - " 1.66250000e+00, 1.67343750e+00, 1.68437500e+00, 1.69531250e+00,\n", - " 1.70625000e+00, 1.71718750e+00, 1.72812500e+00, 1.73906250e+00,\n", - " 1.75000000e+00, 1.76093750e+00, 1.77187500e+00, 1.78281250e+00,\n", - " 1.79375000e+00, 1.80468750e+00, 1.81562500e+00, 1.82656250e+00,\n", - " 1.83750000e+00, 1.84843750e+00, 1.85937500e+00, 1.87031250e+00,\n", - " 1.88125000e+00, 1.89218750e+00, 1.90312500e+00, 1.91406250e+00,\n", - " 1.92500000e+00, 1.93593750e+00, 1.94687500e+00, 1.95781250e+00,\n", - " 1.96875000e+00, 1.97968750e+00, 1.99062500e+00, 2.00156250e+00,\n", - " 2.01250000e+00, 2.02343750e+00, 2.03437500e+00, 2.04531250e+00,\n", - " 2.05625000e+00, 2.06718750e+00, 2.07812500e+00, 2.08906250e+00,\n", - " 2.10000000e+00, 2.11093750e+00, 2.12187500e+00, 2.13281250e+00,\n", - " 2.14375000e+00, 2.15468750e+00, 2.16562500e+00, 2.17656250e+00,\n", - " 2.18750000e+00, 2.19843750e+00, 2.20937500e+00, 2.22031250e+00,\n", - " 2.23125000e+00, 2.24218750e+00, 2.25312500e+00, 2.26406250e+00,\n", - " 2.27500000e+00, 2.28593750e+00, 2.29687500e+00, 2.30781250e+00,\n", - " 2.31875000e+00, 2.32968750e+00, 2.34062500e+00, 2.35156250e+00,\n", - " 2.36250000e+00, 2.37343750e+00, 2.38437500e+00, 2.39531250e+00,\n", - " 2.40625000e+00, 2.41718750e+00, 2.42812500e+00, 2.43906250e+00,\n", - " 2.45000000e+00, 2.46093750e+00, 2.47187500e+00, 2.48281250e+00,\n", - " 2.49375000e+00, 2.50468750e+00, 2.51562500e+00, 2.52656250e+00,\n", - " 2.53750000e+00, 2.54843750e+00, 2.55937500e+00, 2.57031250e+00,\n", - " 2.58125000e+00, 2.59218750e+00, 2.60312500e+00, 2.61406250e+00,\n", - " 2.62500000e+00, 2.63593750e+00, 2.64687500e+00, 2.65781250e+00,\n", - " 2.66875000e+00, 2.67968750e+00, 2.69062500e+00, 2.70156250e+00,\n", - " 2.71250000e+00, 2.72343750e+00, 2.73437500e+00, 2.74531250e+00,\n", - " 2.75625000e+00, 2.76718750e+00, 2.77812500e+00, 2.78906250e+00,\n", - " 2.80000000e+00, 2.81093750e+00, 2.82187500e+00, 2.83281250e+00,\n", - " 2.84375000e+00, 2.85468750e+00, 2.86562500e+00, 2.87656250e+00,\n", - " 2.88750000e+00, 2.89843750e+00, 2.90937500e+00, 2.92031250e+00,\n", - " 2.93125000e+00, 2.94218750e+00, 2.95312500e+00, 2.96406250e+00,\n", - " 2.97500000e+00, 2.99687500e+00, 3.01875000e+00, 3.04062500e+00,\n", - " 3.06250000e+00, 3.08437500e+00, 3.10625000e+00, 3.12812500e+00,\n", - " 3.15000000e+00, 3.17187500e+00, 3.19375000e+00, 3.21562500e+00,\n", - " 3.23750000e+00, 3.25937500e+00, 3.28125000e+00, 3.30312500e+00,\n", - " 3.32500000e+00, 3.34687500e+00, 3.36875000e+00, 3.39062500e+00,\n", - " 3.41250000e+00, 3.43437500e+00, 3.45625000e+00, 3.47812500e+00,\n", - " 3.50000000e+00]), dndz=array([5.00453814e-15, 1.02078849e-08, 4.08204284e-08, 9.18237253e-08,\n", - " 1.63205512e-07, 3.67059776e-07, 6.52299071e-07, 1.46662563e-06,\n", - " 2.60560821e-06, 5.85543699e-06, 1.03978342e-05, 2.33459388e-05,\n", - " 4.14229219e-05, 9.28653461e-05, 1.64541284e-04, 3.67927498e-04,\n", - " 6.50337966e-04, 1.01063396e-03, 1.44775042e-03, 1.96067890e-03,\n", - " 2.54845690e-03, 3.94489894e-03, 5.63006040e-03, 7.59734605e-03,\n", - " 9.84050472e-03, 1.51308519e-02, 2.14562722e-02, 2.87751547e-02,\n", - " 3.70485380e-02, 5.63139250e-02, 7.89809357e-02, 1.04803163e-01,\n", - " 1.33554868e-01, 1.99029104e-01, 2.73909819e-01, 3.56895885e-01,\n", - " 4.46842635e-01, 5.42735915e-01, 6.43672544e-01, 7.48845025e-01,\n", - " 8.57529264e-01, 1.08289478e+00, 1.31529974e+00, 1.55110731e+00,\n", - " 1.78735083e+00, 2.02160490e+00, 2.25187474e+00, 2.47649000e+00,\n", - " 2.69398864e+00, 2.90297745e+00, 3.10195932e+00, 3.28912789e+00,\n", - " 3.46214623e+00, 3.61794705e+00, 3.75260982e+00, 3.86137758e+00,\n", - " 3.93886543e+00, 3.97948124e+00, 3.97803159e+00, 3.93043497e+00,\n", - " 3.83442481e+00, 3.69011027e+00, 3.50028018e+00, 3.27038070e+00,\n", - " 3.00815912e+00, 2.72302890e+00, 2.42525830e+00, 2.12510833e+00,\n", - " 1.83204160e+00, 1.55409755e+00, 1.29749006e+00, 1.06644097e+00,\n", - " 8.63226913e-01, 6.88391970e-01, 5.41067013e-01, 4.19336973e-01,\n", - " 3.20606195e-01, 2.41925633e-01, 1.80260340e-01, 1.54886983e-01,\n", - " 1.32688916e-01, 1.13340525e-01, 9.65366836e-02, 8.19939280e-02,\n", - " 6.94510114e-02, 5.86689374e-02, 4.94305689e-02, 4.15399018e-02,\n", - " 3.48210822e-02, 2.91172398e-02, 2.42891988e-02, 2.02141199e-02,\n", - " 1.67841152e-02, 1.39048730e-02, 1.14943187e-02, 9.48133340e-03,\n", - " 7.80454515e-03, 6.41120192e-03, 5.25613294e-03, 4.30080019e-03,\n", - " 3.51243995e-03, 2.86329176e-03, 2.32991113e-03, 1.89256075e-03,\n", - " 1.53467477e-03, 1.24238996e-03, 1.00413760e-03, 8.10290198e-04,\n", - " 6.52856928e-04, 5.25222372e-04, 4.21923348e-04, 3.38459026e-04,\n", - " 2.71130010e-04, 2.16902454e-04, 1.73293735e-04, 1.38276574e-04,\n", - " 1.10198898e-04, 8.77170529e-05, 6.97403154e-05, 5.53849225e-05,\n", - " 4.39360856e-05, 3.91166362e-05, 3.48166879e-05, 3.09813934e-05,\n", - " 2.75615527e-05, 2.45130498e-05, 2.17963424e-05, 1.93760014e-05,\n", - " 1.72202954e-05, 1.53008151e-05, 1.35921347e-05, 1.20715075e-05,\n", - " 1.07185898e-05, 9.51519437e-06, 8.44506690e-06, 7.49368569e-06,\n", - " 6.64808123e-06, 5.89667414e-06, 5.22912944e-06, 4.63622583e-06,\n", - " 4.10973819e-06, 3.64233222e-06, 3.22746998e-06, 2.85932511e-06,\n", - " 2.53270691e-06, 2.24299234e-06, 1.98606508e-06, 1.75826104e-06,\n", - " 1.55631952e-06, 1.37733964e-06, 1.21874127e-06, 1.07823017e-06,\n", - " 9.53766870e-07, 8.43538776e-07, 7.45935377e-07, 6.59526039e-07,\n", - " 5.83040227e-07, 5.15349850e-07, 4.55453524e-07, 4.02462538e-07,\n", - " 3.55588357e-07, 3.14131480e-07, 2.77471520e-07, 2.45058375e-07,\n", - " 2.16404364e-07, 1.91077232e-07, 1.68693930e-07, 1.48915075e-07,\n", - " 1.31440036e-07, 1.16002557e-07, 1.02366868e-07, 9.03242367e-08,\n", - " 7.96898980e-08, 7.03003317e-08, 6.20108442e-08, 5.46934230e-08,\n", - " 4.82348321e-08, 4.25349225e-08, 3.75051341e-08, 3.30671668e-08,\n", - " 2.91518021e-08, 2.56978596e-08, 2.26512708e-08, 1.99642598e-08,\n", - " 1.75946166e-08, 1.55050539e-08, 1.36626376e-08, 1.20382822e-08,\n", - " 1.06063044e-08, 9.34402816e-09, 8.23143503e-09, 7.25085474e-09,\n", - " 6.38669166e-09, 5.62518280e-09, 4.95418388e-09, 4.36298006e-09,\n", - " 3.84211877e-09, 3.38326186e-09, 2.97905498e-09, 2.62301217e-09,\n", - " 2.30941386e-09, 2.03321680e-09, 1.78997452e-09, 1.57576705e-09,\n", - " 1.38713891e-09, 1.22104429e-09, 1.07479875e-09, 9.46036514e-10,\n", - " 8.32672829e-10, 7.32870702e-10, 6.45011590e-10, 5.67669527e-10,\n", - " 4.99588296e-10, 4.39661302e-10, 3.86913811e-10, 3.40487299e-10,\n", - " 2.99625642e-10, 2.63662941e-10, 2.32012794e-10, 2.04158830e-10,\n", - " 1.79646376e-10, 1.58075102e-10, 1.39092546e-10, 1.22388403e-10,\n", - " 1.07689499e-10, 9.47553572e-11, 8.33742933e-11, 7.33599762e-11,\n", - " 6.45483985e-11, 5.67952066e-11, 4.99733511e-11, 4.39710156e-11,\n", - " 3.86897941e-11, 3.40430849e-11, 2.99546772e-11, 2.63575063e-11,\n", - " 2.31925573e-11, 2.04079001e-11, 1.79578402e-11, 1.58021709e-11,\n", - " 1.39055144e-11, 1.22367430e-11, 1.07684687e-11, 9.47659437e-12,\n", - " 8.33991854e-12, 7.33978778e-12, 6.45979060e-12, 5.68548813e-12,\n", - " 5.00417715e-12, 4.40468152e-12, 3.87716866e-12, 3.41298807e-12,\n", - " 3.00452921e-12, 2.64509656e-12, 2.32879952e-12, 2.05045572e-12,\n", - " 1.80550578e-12, 1.58993848e-12, 1.40022476e-12, 1.23325983e-12,\n", - " 1.08631206e-12, 9.56978173e-13, 8.43143712e-13, 7.42948337e-13,\n", - " 6.54755250e-13, 5.77124321e-13, 5.08788437e-13, 4.48632697e-13,\n", - " 3.95676113e-13, 3.49055508e-13, 3.08011356e-13, 2.71875319e-13,\n", - " 2.40059286e-13, 2.12045735e-13, 1.87379246e-13, 1.65659040e-13,\n", - " 1.46532416e-13, 1.29688972e-13, 1.14855527e-13, 1.01791651e-13,\n", - " 9.02857305e-14, 8.01515108e-14, 7.12250508e-14, 6.33620458e-14,\n", - " 5.64354708e-14, 5.03335079e-14, 4.49577220e-14, 4.02214561e-14,\n", - " 3.60484191e-14, 3.23714433e-14, 2.91313911e-14, 2.62761930e-14,\n", - " 2.37600007e-14, 2.15424423e-14, 1.95879666e-14, 1.78652663e-14,\n", - " 1.63467699e-14, 1.50081950e-14, 1.38281550e-14, 1.27878127e-14,\n", - " 1.18705757e-14, 1.03486955e-14, 9.16525244e-15, 8.24475566e-15,\n", - " 7.52860016e-15, 6.97128013e-15, 6.53745341e-15, 6.19966535e-15,\n", - " 5.93658369e-15, 5.73162937e-15, 5.57191439e-15, 5.44741759e-15,\n", - " 5.35034505e-15, 5.21556491e-15, 5.13348031e-15, 5.08342734e-15,\n", - " 5.05286809e-15, 5.03418658e-15, 5.02275124e-15, 5.01574211e-15,\n", - " 5.01144014e-15, 5.00879610e-15, 5.00716877e-15, 5.00616577e-15,\n", - " 5.00554670e-15, 5.00516403e-15, 5.00492714e-15, 5.00478028e-15,\n", - " 5.00468910e-15, 5.00463240e-15, 5.00459709e-15, 5.00457507e-15,\n", - " 5.00456131e-15, 5.00455270e-15, 5.00454731e-15, 5.00454392e-15,\n", - " 5.00454179e-15, 5.00454045e-15, 5.00453961e-15, 5.00453907e-15,\n", + " 5.00453815e-15, 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5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 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2.55940187e+00, 2.57033906e+00,\n", + " 2.58127625e+00, 2.59221344e+00, 2.60315063e+00, 2.61408781e+00,\n", + " 2.62502500e+00, 2.63596219e+00, 2.64689937e+00, 2.65783656e+00,\n", + " 2.66877375e+00, 2.67971094e+00, 2.69064813e+00, 2.70158531e+00,\n", + " 2.71252250e+00, 2.72345969e+00, 2.73439687e+00, 2.74533406e+00,\n", + " 2.75627125e+00, 2.76720844e+00, 2.77814563e+00, 2.78908281e+00,\n", + " 2.80002000e+00, 2.81095719e+00, 2.82189437e+00, 2.83283156e+00,\n", + " 2.84376875e+00, 2.85470594e+00, 2.86564313e+00, 2.87658031e+00,\n", + " 2.88751750e+00, 2.89845469e+00, 2.90939187e+00, 2.92032906e+00,\n", + " 2.93126625e+00, 2.94220344e+00, 2.95314063e+00, 2.96407781e+00,\n", + " 2.97501500e+00, 2.98595219e+00, 2.99688937e+00, 3.00782656e+00,\n", + " 3.01876375e+00, 3.02970094e+00, 3.04063813e+00, 3.05157531e+00,\n", + " 3.06251250e+00, 3.07344969e+00, 3.08438687e+00, 3.09532406e+00,\n", + " 3.10626125e+00, 3.11719844e+00, 3.12813563e+00, 3.13907281e+00,\n", + " 3.15001000e+00, 3.17188437e+00, 3.19375875e+00, 3.21563313e+00,\n", + " 3.23750750e+00, 3.25938187e+00, 3.28125625e+00, 3.30313063e+00,\n", + " 3.32500500e+00, 3.34687937e+00, 3.36875375e+00, 3.39062812e+00,\n", + " 3.41250250e+00, 3.43437687e+00, 3.45625125e+00, 3.47812562e+00,\n", + " 3.50000000e+00]), dndz=array([3.56702527e-06, 5.25056137e-06, 7.25736790e-06, 9.58697641e-06,\n", + " 1.22389343e-05, 1.85081522e-05, 2.60616365e-05, 4.50085605e-05,\n", + " 6.90550819e-05, 9.81779527e-05, 1.32354981e-04, 1.71564829e-04,\n", + " 2.15786871e-04, 3.19188021e-04, 4.42404373e-04, 5.85288726e-04,\n", + " 7.47699527e-04, 1.13055760e-03, 1.58993156e-03, 2.12482742e-03,\n", + " 2.73429469e-03, 4.17332073e-03, 5.90006182e-03, 7.90797767e-03,\n", + " 1.01908630e-02, 1.55581061e-02, 2.19572250e-02, 2.93468225e-02,\n", + " 3.76881165e-02, 4.69445520e-02, 5.70815131e-02, 6.80661007e-02,\n", + " 7.98669548e-02, 9.24541104e-02, 1.05798876e-01, 1.19873732e-01,\n", + " 1.34652244e-01, 1.66219465e-01, 2.00308067e-01, 2.36738892e-01,\n", + " 2.75344641e-01, 3.15968687e-01, 3.58464068e-01, 4.02692641e-01,\n", + " 4.48524347e-01, 5.44513575e-01, 6.45530501e-01, 7.50769300e-01,\n", + " 8.59507340e-01, 9.71095133e-01, 1.08494793e+00, 1.20053863e+00,\n", + " 1.31739163e+00, 1.55320854e+00, 1.78943761e+00, 2.02365794e+00,\n", + " 2.25387828e+00, 2.47843075e+00, 2.69585473e+00, 2.90475699e+00,\n", + " 3.10363881e+00, 3.19877470e+00, 3.29069031e+00, 3.37907435e+00,\n", + " 3.46356922e+00, 3.54376605e+00, 3.61920152e+00, 3.68935684e+00,\n", + " 3.75365948e+00, 3.86217998e+00, 3.93937472e+00, 3.96447003e+00,\n", + " 3.97965267e+00, 3.98429196e+00, 3.97782720e+00, 3.95979070e+00,\n", + " 3.92982969e+00, 3.88772588e+00, 3.83341175e+00, 3.76698268e+00,\n", + " 3.68870423e+00, 3.59901409e+00, 3.49851859e+00, 3.38798383e+00,\n", + " 3.26832166e+00, 3.14057125e+00, 3.00587690e+00, 2.72060756e+00,\n", + " 2.42278449e+00, 2.27239361e+00, 2.12266429e+00, 1.97474653e+00,\n", + " 1.82969934e+00, 1.68847627e+00, 1.55191478e+00, 1.42072929e+00,\n", + " 1.29550806e+00, 1.17671329e+00, 1.06468440e+00, 9.59643849e-01,\n", + " 8.61705154e-01, 7.70882500e-01, 6.87101581e-01, 6.10211124e-01,\n", + " 5.39994715e-01, 4.76182547e-01, 4.18462774e-01, 3.66492224e-01,\n", + " 3.19906274e-01, 2.78327750e-01, 2.41374769e-01, 2.08667490e-01,\n", + " 1.79833777e-01, 1.54513801e-01, 1.32363658e-01, 1.13058071e-01,\n", + " 9.62922721e-02, 8.87724614e-02, 8.17831681e-02, 7.52924812e-02,\n", + " 6.92698831e-02, 6.36862400e-02, 5.85137864e-02, 5.37261037e-02,\n", + " 4.92980954e-02, 4.52059571e-02, 4.14271442e-02, 3.79403361e-02,\n", + " 3.47253981e-02, 3.17633420e-02, 2.90362845e-02, 2.65274051e-02,\n", + " 2.42209029e-02, 2.21019536e-02, 2.01566658e-02, 1.83720377e-02,\n", + " 1.67359143e-02, 1.52369452e-02, 1.38645430e-02, 1.26088426e-02,\n", + " 1.14606620e-02, 1.04114635e-02, 9.45331697e-03, 8.57886351e-03,\n", + " 7.78128132e-03, 7.05425241e-03, 6.39193090e-03, 5.78891273e-03,\n", + " 5.24020678e-03, 4.74120741e-03, 4.28766834e-03, 3.87567800e-03,\n", + " 3.50163615e-03, 3.16223181e-03, 2.85442250e-03, 2.57541466e-03,\n", + " 2.32264532e-03, 2.09376481e-03, 1.88662069e-03, 1.69924262e-03,\n", + " 1.52982824e-03, 1.37673010e-03, 1.23844331e-03, 1.11359423e-03,\n", + " 1.00092982e-03, 8.99307844e-04, 8.07687747e-04, 7.25122209e-04,\n", + " 6.50749347e-04, 5.83785490e-04, 5.23518525e-04, 4.69301752e-04,\n", + " 4.20548222e-04, 3.76725532e-04, 3.37351026e-04, 3.01987404e-04,\n", + " 2.70238672e-04, 2.41746440e-04, 2.16186525e-04, 1.93265843e-04,\n", + " 1.72719563e-04, 1.54308506e-04, 1.37816768e-04, 1.23049554e-04,\n", + " 1.09831202e-04, 9.80033746e-05, 8.74234222e-05, 7.79628876e-05,\n", + " 6.95061465e-05, 6.19491731e-05, 5.51984179e-05, 4.91697897e-05,\n", + " 4.37877317e-05, 3.89843842e-05, 3.46988260e-05, 3.08763871e-05,\n", + " 2.74680274e-05, 2.44297743e-05, 2.17222145e-05, 1.93100348e-05,\n", + " 1.71616078e-05, 1.52486175e-05, 1.35457219e-05, 1.20302492e-05,\n", + " 1.06819232e-05, 9.48261676e-06, 8.41612956e-06, 7.46798822e-06,\n", + " 6.62526645e-06, 5.87642353e-06, 5.21115906e-06, 4.62028263e-06,\n", + " 4.09559671e-06, 3.62979169e-06, 3.21635160e-06, 2.84946974e-06,\n", + " 2.52397295e-06, 2.23525382e-06, 1.97920996e-06, 1.75218970e-06,\n", + " 1.55094343e-06, 1.37258012e-06, 1.21452841e-06, 1.07450190e-06,\n", + " 9.50468058e-07, 8.40620488e-07, 7.43354181e-07, 6.57243402e-07,\n", + " 5.81021965e-07, 5.13565647e-07, 4.53876498e-07, 4.01068862e-07,\n", + " 3.54356912e-07, 3.13043553e-07, 2.76510534e-07, 2.44209647e-07,\n", + " 2.15654892e-07, 1.90415506e-07, 1.68109759e-07, 1.48399443e-07,\n", + " 1.30984965e-07, 1.15600987e-07, 1.02012556e-07, 9.00116622e-08,\n", + " 7.94141792e-08, 7.00571531e-08, 6.17963915e-08, 5.45043253e-08,\n", + " 4.80681111e-08, 4.23879470e-08, 3.73755800e-08, 3.29529814e-08,\n", + " 2.90511731e-08, 2.72762258e-08, 2.56091867e-08, 2.40435351e-08,\n", + " 2.25731414e-08, 2.11922439e-08, 1.98954270e-08, 1.86776005e-08,\n", + " 1.75339801e-08, 1.64600695e-08, 1.54516429e-08, 1.45047288e-08,\n", + " 1.36155953e-08, 1.27807352e-08, 1.19968529e-08, 1.12608517e-08,\n", + " 1.05698216e-08, 9.92102871e-09, 9.31190406e-09, 8.74003409e-09,\n", + " 8.20315120e-09, 7.69912502e-09, 7.22595411e-09, 6.78175829e-09,\n", + " 6.36477127e-09, 5.97333385e-09, 5.60588745e-09, 5.26096804e-09,\n", + " 4.93720047e-09, 4.63329307e-09, 4.34803266e-09, 4.08027977e-09,\n", + " 3.82896423e-09, 3.59308092e-09, 3.37168592e-09, 3.16389274e-09,\n", + " 2.96886889e-09, 2.78583256e-09, 2.61404963e-09, 2.45283068e-09,\n", + " 2.30152838e-09, 2.15953486e-09, 2.02627937e-09, 1.90122598e-09,\n", + " 1.78387151e-09, 1.67374352e-09, 1.57039841e-09, 1.47341975e-09,\n", + " 1.38241653e-09, 1.29702168e-09, 1.21689059e-09, 1.14169974e-09,\n", + " 1.07114543e-09, 1.00494255e-09, 9.42823463e-10, 8.84536930e-10,\n", + " 8.29847118e-10, 7.78532656e-10, 7.30385749e-10, 6.85211354e-10,\n", + " 6.42826398e-10, 6.03059046e-10, 5.65748016e-10, 5.30741931e-10,\n", + " 4.97898716e-10, 4.67085027e-10, 4.38175715e-10, 4.11053328e-10,\n", + " 3.85607636e-10, 3.61735191e-10, 3.39338909e-10, 3.18327682e-10,\n", + " 2.98616010e-10, 2.80123657e-10, 2.62775329e-10, 2.46500370e-10,\n", + " 2.31232478e-10, 2.16909436e-10, 2.03472861e-10, 1.90867971e-10,\n", + " 1.79043362e-10, 1.67950799e-10, 1.57545024e-10, 1.47783571e-10,\n", + " 1.38626593e-10, 1.30036705e-10, 1.21978827e-10, 1.14420048e-10,\n", + " 1.07329487e-10, 1.00678171e-10, 9.44389165e-11, 8.85862207e-11,\n", + " 8.30961556e-11, 7.79462721e-11, 7.31155091e-11, 6.85841073e-11,\n", + " 6.43335290e-11, 6.03463831e-11, 5.66063539e-11, 5.30981350e-11,\n", + " 4.98073669e-11, 4.67205785e-11, 4.38251323e-11, 4.11091728e-11,\n", + " 3.85615785e-11, 3.61719160e-11, 3.39303981e-11, 3.18278434e-11,\n", + " 2.98556392e-11, 2.80057058e-11, 2.62704642e-11, 2.46428048e-11,\n", + " 2.31160583e-11, 2.16839687e-11, 2.03406674e-11, 1.90806496e-11,\n", + " 1.78987514e-11, 1.67901293e-11, 1.57502395e-11, 1.47748201e-11,\n", + " 1.38598733e-11, 1.30016492e-11, 1.21966302e-11, 1.14415169e-11,\n", + " 1.07332144e-11, 1.00688197e-11, 9.44560992e-12, 8.86103080e-12,\n", + " 8.31268662e-12, 7.79833019e-12, 7.31585371e-12, 6.86328007e-12,\n", + " 6.43875481e-12, 6.04053846e-12, 5.66699946e-12, 5.31660745e-12,\n", + " 4.98792699e-12, 4.67961169e-12, 4.39039867e-12, 4.11910338e-12,\n", + " 3.86461476e-12, 3.62589068e-12, 3.40195366e-12, 3.19188683e-12,\n", + " 2.99483023e-12, 2.80997722e-12, 2.63657123e-12, 2.47390259e-12,\n", + " 2.32130568e-12, 2.17815617e-12, 2.04386844e-12, 1.91789321e-12,\n", + " 1.79971528e-12, 1.68885138e-12, 1.58484825e-12, 1.48728074e-12,\n", + " 1.39575004e-12, 1.30988210e-12, 1.22932608e-12, 1.15375287e-12,\n", + " 1.08285380e-12, 1.01633931e-12, 9.53937841e-13, 8.95394630e-13,\n", + " 8.40470735e-13, 7.88942023e-13, 7.40598261e-13, 6.95242248e-13,\n", + " 6.52689009e-13, 6.12765037e-13, 5.75307580e-13, 5.40163974e-13,\n", + " 5.07191019e-13, 4.76254387e-13, 4.47228079e-13, 4.19993902e-13,\n", + " 3.94440985e-13, 3.70465331e-13, 3.47969382e-13, 3.26861628e-13,\n", + " 3.07056224e-13, 2.88472644e-13, 2.71035351e-13, 2.54673483e-13,\n", + " 2.39320570e-13, 2.24914254e-13, 2.11396041e-13, 1.98711057e-13,\n", + " 1.86807824e-13, 1.75638053e-13, 1.65156441e-13, 1.55320491e-13,\n", + " 1.46090333e-13, 1.37428566e-13, 1.29300102e-13, 1.21672025e-13,\n", + " 1.14513451e-13, 1.07795412e-13, 1.01490726e-13, 9.55738939e-14,\n", + " 9.00209938e-14, 8.48095814e-14, 7.99186003e-14, 7.53282950e-14,\n", + " 7.10201312e-14, 6.31817449e-14, 5.62768235e-14, 5.01939071e-14,\n", + " 4.48348751e-14, 4.01133471e-14, 3.59532752e-14, 3.22877054e-14,\n", + " 2.90576881e-14, 2.62113190e-14, 2.37028949e-14, 2.14921719e-14,\n", + " 1.95437111e-14, 1.78263038e-14, 1.63124655e-14, 1.49779901e-14,\n", + " 1.38015581e-14, 1.27643915e-14, 1.18499499e-14, 1.10436632e-14,\n", + " 1.03326965e-14, 9.70574240e-15, 9.15283931e-15, 8.66521037e-15,\n", + " 8.23512236e-15, 7.85576117e-15, 7.52112229e-15, 7.22591430e-15,\n", + " 6.96547394e-15, 6.73569131e-15, 6.53294401e-15, 6.35403914e-15,\n", + " 6.19616220e-15, 6.05683208e-15, 5.93386151e-15, 5.82532206e-15,\n", + " 5.72951348e-15, 5.64493656e-15, 5.57026929e-15, 5.50434588e-15,\n", + " 5.44613818e-15, 5.39473941e-15, 5.34934976e-15, 5.27385902e-15,\n", + " 5.21496204e-15, 5.16899747e-15, 5.13311471e-15, 5.10509379e-15,\n", + " 5.08320536e-15, 5.06610191e-15, 5.05273314e-15, 5.04228019e-15,\n", + " 5.03410444e-15, 5.02770769e-15, 5.02270118e-15, 5.01571156e-15,\n", + " 5.01142147e-15, 5.00878468e-15, 5.00716177e-15, 5.00616148e-15,\n", + " 5.00554406e-15, 5.00516240e-15, 5.00492614e-15, 5.00477967e-15,\n", + " 5.00468872e-15, 5.00463217e-15, 5.00459695e-15, 5.00457498e-15,\n", + " 5.00456125e-15, 5.00455267e-15, 5.00454728e-15, 5.00454391e-15,\n", + " 5.00454178e-15, 5.00454045e-15, 5.00453960e-15, 5.00453907e-15,\n", " 5.00453873e-15, 5.00453852e-15, 5.00453838e-15, 5.00453830e-15,\n", - " 5.00453824e-15, 5.00453821e-15, 5.00453818e-15, 5.00453817e-15,\n", + " 5.00453824e-15, 5.00453821e-15, 5.00453819e-15, 5.00453817e-15,\n", " 5.00453816e-15, 5.00453816e-15, 5.00453815e-15, 5.00453815e-15,\n", " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 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1.10742187e+00, 1.11015625e+00, 1.11289062e+00,\n", - " 1.11562500e+00, 1.11835937e+00, 1.12109375e+00, 1.12382812e+00,\n", - " 1.12656250e+00, 1.12929687e+00, 1.13203125e+00, 1.13476562e+00,\n", - " 1.13750000e+00, 1.14023437e+00, 1.14296875e+00, 1.14570312e+00,\n", - " 1.14843750e+00, 1.15117187e+00, 1.15390625e+00, 1.15664062e+00,\n", - " 1.15937500e+00, 1.16210937e+00, 1.16484375e+00, 1.16757812e+00,\n", - " 1.17031250e+00, 1.17304687e+00, 1.17578125e+00, 1.17851562e+00,\n", - " 1.18125000e+00, 1.18398437e+00, 1.18671875e+00, 1.18945312e+00,\n", - " 1.19218750e+00, 1.19492187e+00, 1.19765625e+00, 1.20039063e+00,\n", - " 1.20312500e+00, 1.20859375e+00, 1.21406250e+00, 1.21953125e+00,\n", - " 1.22500000e+00, 1.23046875e+00, 1.23593750e+00, 1.24140625e+00,\n", - " 1.24687500e+00, 1.25234375e+00, 1.25781250e+00, 1.26328125e+00,\n", - " 1.26875000e+00, 1.27968750e+00, 1.29062500e+00, 1.30156250e+00,\n", - " 1.31250000e+00, 1.32343750e+00, 1.33437500e+00, 1.34531250e+00,\n", - " 1.35625000e+00, 1.36718750e+00, 1.37812500e+00, 1.38906250e+00,\n", - " 1.40000000e+00, 1.41093750e+00, 1.42187500e+00, 1.43281250e+00,\n", - " 1.44375000e+00, 1.45468750e+00, 1.46562500e+00, 1.47656250e+00,\n", - " 1.48750000e+00, 1.49843750e+00, 1.50937500e+00, 1.52031250e+00,\n", - " 1.53125000e+00, 1.54218750e+00, 1.55312500e+00, 1.56406250e+00,\n", - " 1.57500000e+00, 1.58593750e+00, 1.59687500e+00, 1.60781250e+00,\n", - " 1.61875000e+00, 1.62968750e+00, 1.64062500e+00, 1.65156250e+00,\n", - " 1.66250000e+00, 1.67343750e+00, 1.68437500e+00, 1.69531250e+00,\n", - " 1.70625000e+00, 1.71718750e+00, 1.72812500e+00, 1.73906250e+00,\n", - " 1.75000000e+00, 1.76093750e+00, 1.77187500e+00, 1.78281250e+00,\n", - " 1.79375000e+00, 1.80468750e+00, 1.81562500e+00, 1.82656250e+00,\n", - " 1.83750000e+00, 1.84843750e+00, 1.85937500e+00, 1.87031250e+00,\n", - " 1.88125000e+00, 1.89218750e+00, 1.90312500e+00, 1.91406250e+00,\n", - " 1.92500000e+00, 1.93593750e+00, 1.94687500e+00, 1.95781250e+00,\n", - " 1.96875000e+00, 1.97968750e+00, 1.99062500e+00, 2.00156250e+00,\n", - " 2.01250000e+00, 2.02343750e+00, 2.03437500e+00, 2.04531250e+00,\n", - " 2.05625000e+00, 2.06718750e+00, 2.07812500e+00, 2.08906250e+00,\n", - " 2.10000000e+00, 2.11093750e+00, 2.12187500e+00, 2.13281250e+00,\n", - " 2.14375000e+00, 2.15468750e+00, 2.16562500e+00, 2.17656250e+00,\n", - " 2.18750000e+00, 2.19843750e+00, 2.20937500e+00, 2.22031250e+00,\n", - " 2.23125000e+00, 2.24218750e+00, 2.25312500e+00, 2.26406250e+00,\n", - " 2.27500000e+00, 2.28593750e+00, 2.29687500e+00, 2.30781250e+00,\n", - " 2.31875000e+00, 2.32968750e+00, 2.34062500e+00, 2.35156250e+00,\n", - " 2.36250000e+00, 2.37343750e+00, 2.38437500e+00, 2.39531250e+00,\n", - " 2.40625000e+00, 2.41718750e+00, 2.42812500e+00, 2.43906250e+00,\n", - " 2.45000000e+00, 2.46093750e+00, 2.47187500e+00, 2.48281250e+00,\n", - " 2.49375000e+00, 2.50468750e+00, 2.51562500e+00, 2.52656250e+00,\n", - " 2.53750000e+00, 2.54843750e+00, 2.55937500e+00, 2.57031250e+00,\n", - " 2.58125000e+00, 2.59218750e+00, 2.60312500e+00, 2.61406250e+00,\n", - " 2.62500000e+00, 2.63593750e+00, 2.64687500e+00, 2.65781250e+00,\n", - " 2.66875000e+00, 2.67968750e+00, 2.69062500e+00, 2.70156250e+00,\n", - " 2.71250000e+00, 2.72343750e+00, 2.73437500e+00, 2.74531250e+00,\n", - " 2.75625000e+00, 2.76718750e+00, 2.77812500e+00, 2.78906250e+00,\n", - " 2.80000000e+00, 2.81093750e+00, 2.82187500e+00, 2.83281250e+00,\n", - " 2.84375000e+00, 2.85468750e+00, 2.86562500e+00, 2.87656250e+00,\n", - " 2.88750000e+00, 2.89843750e+00, 2.90937500e+00, 2.92031250e+00,\n", - " 2.93125000e+00, 2.94218750e+00, 2.95312500e+00, 2.96406250e+00,\n", - " 2.97500000e+00, 2.99687500e+00, 3.01875000e+00, 3.04062500e+00,\n", - " 3.06250000e+00, 3.08437500e+00, 3.10625000e+00, 3.12812500e+00,\n", - " 3.15000000e+00, 3.17187500e+00, 3.19375000e+00, 3.21562500e+00,\n", - " 3.23750000e+00, 3.25937500e+00, 3.28125000e+00, 3.30312500e+00,\n", - " 3.32500000e+00, 3.34687500e+00, 3.36875000e+00, 3.39062500e+00,\n", - " 3.41250000e+00, 3.43437500e+00, 3.45625000e+00, 3.47812500e+00,\n", - " 3.50000000e+00]), dndz=array([5.00453814e-15, 1.02078849e-08, 4.08204284e-08, 9.18237253e-08,\n", - " 1.63205512e-07, 3.67059776e-07, 6.52299071e-07, 1.46662563e-06,\n", - " 2.60560821e-06, 5.85543699e-06, 1.03978342e-05, 2.33459388e-05,\n", - " 4.14229219e-05, 9.28653461e-05, 1.64541284e-04, 3.67927498e-04,\n", - " 6.50337966e-04, 1.01063396e-03, 1.44775042e-03, 1.96067890e-03,\n", - " 2.54845690e-03, 3.94489894e-03, 5.63006040e-03, 7.59734605e-03,\n", - " 9.84050472e-03, 1.51308519e-02, 2.14562722e-02, 2.87751547e-02,\n", - " 3.70485380e-02, 5.63139250e-02, 7.89809357e-02, 1.04803163e-01,\n", - " 1.33554868e-01, 1.99029104e-01, 2.73909819e-01, 3.56895885e-01,\n", - " 4.46842635e-01, 5.42735915e-01, 6.43672544e-01, 7.48845025e-01,\n", - " 8.57529264e-01, 1.08289478e+00, 1.31529974e+00, 1.55110731e+00,\n", - " 1.78735083e+00, 2.02160490e+00, 2.25187474e+00, 2.47649000e+00,\n", - " 2.69398864e+00, 2.90297745e+00, 3.10195932e+00, 3.28912789e+00,\n", - " 3.46214623e+00, 3.61794705e+00, 3.75260982e+00, 3.86137758e+00,\n", - " 3.93886543e+00, 3.97948124e+00, 3.97803159e+00, 3.93043497e+00,\n", - " 3.83442481e+00, 3.69011027e+00, 3.50028018e+00, 3.27038070e+00,\n", - " 3.00815912e+00, 2.72302890e+00, 2.42525830e+00, 2.12510833e+00,\n", - " 1.83204160e+00, 1.55409755e+00, 1.29749006e+00, 1.06644097e+00,\n", - " 8.63226913e-01, 6.88391970e-01, 5.41067013e-01, 4.19336973e-01,\n", - " 3.20606195e-01, 2.41925633e-01, 1.80260340e-01, 1.54886983e-01,\n", - " 1.32688916e-01, 1.13340525e-01, 9.65366836e-02, 8.19939280e-02,\n", - " 6.94510114e-02, 5.86689374e-02, 4.94305689e-02, 4.15399018e-02,\n", - " 3.48210822e-02, 2.91172398e-02, 2.42891988e-02, 2.02141199e-02,\n", - " 1.67841152e-02, 1.39048730e-02, 1.14943187e-02, 9.48133340e-03,\n", - " 7.80454515e-03, 6.41120192e-03, 5.25613294e-03, 4.30080019e-03,\n", - " 3.51243995e-03, 2.86329176e-03, 2.32991113e-03, 1.89256075e-03,\n", - " 1.53467477e-03, 1.24238996e-03, 1.00413760e-03, 8.10290198e-04,\n", - " 6.52856928e-04, 5.25222372e-04, 4.21923348e-04, 3.38459026e-04,\n", - " 2.71130010e-04, 2.16902454e-04, 1.73293735e-04, 1.38276574e-04,\n", - " 1.10198898e-04, 8.77170529e-05, 6.97403154e-05, 5.53849225e-05,\n", - " 4.39360856e-05, 3.91166362e-05, 3.48166879e-05, 3.09813934e-05,\n", - " 2.75615527e-05, 2.45130498e-05, 2.17963424e-05, 1.93760014e-05,\n", - " 1.72202954e-05, 1.53008151e-05, 1.35921347e-05, 1.20715075e-05,\n", - " 1.07185898e-05, 9.51519437e-06, 8.44506690e-06, 7.49368569e-06,\n", - " 6.64808123e-06, 5.89667414e-06, 5.22912944e-06, 4.63622583e-06,\n", - " 4.10973819e-06, 3.64233222e-06, 3.22746998e-06, 2.85932511e-06,\n", - " 2.53270691e-06, 2.24299234e-06, 1.98606508e-06, 1.75826104e-06,\n", - " 1.55631952e-06, 1.37733964e-06, 1.21874127e-06, 1.07823017e-06,\n", - " 9.53766870e-07, 8.43538776e-07, 7.45935377e-07, 6.59526039e-07,\n", - " 5.83040227e-07, 5.15349850e-07, 4.55453524e-07, 4.02462538e-07,\n", - " 3.55588357e-07, 3.14131480e-07, 2.77471520e-07, 2.45058375e-07,\n", - " 2.16404364e-07, 1.91077232e-07, 1.68693930e-07, 1.48915075e-07,\n", - " 1.31440036e-07, 1.16002557e-07, 1.02366868e-07, 9.03242367e-08,\n", - " 7.96898980e-08, 7.03003317e-08, 6.20108442e-08, 5.46934230e-08,\n", - " 4.82348321e-08, 4.25349225e-08, 3.75051341e-08, 3.30671668e-08,\n", - " 2.91518021e-08, 2.56978596e-08, 2.26512708e-08, 1.99642598e-08,\n", - " 1.75946166e-08, 1.55050539e-08, 1.36626376e-08, 1.20382822e-08,\n", - " 1.06063044e-08, 9.34402816e-09, 8.23143503e-09, 7.25085474e-09,\n", - " 6.38669166e-09, 5.62518280e-09, 4.95418388e-09, 4.36298006e-09,\n", - " 3.84211877e-09, 3.38326186e-09, 2.97905498e-09, 2.62301217e-09,\n", - " 2.30941386e-09, 2.03321680e-09, 1.78997452e-09, 1.57576705e-09,\n", - " 1.38713891e-09, 1.22104429e-09, 1.07479875e-09, 9.46036514e-10,\n", - " 8.32672829e-10, 7.32870702e-10, 6.45011590e-10, 5.67669527e-10,\n", - " 4.99588296e-10, 4.39661302e-10, 3.86913811e-10, 3.40487299e-10,\n", - " 2.99625642e-10, 2.63662941e-10, 2.32012794e-10, 2.04158830e-10,\n", - " 1.79646376e-10, 1.58075102e-10, 1.39092546e-10, 1.22388403e-10,\n", - " 1.07689499e-10, 9.47553572e-11, 8.33742933e-11, 7.33599762e-11,\n", - " 6.45483985e-11, 5.67952066e-11, 4.99733511e-11, 4.39710156e-11,\n", - " 3.86897941e-11, 3.40430849e-11, 2.99546772e-11, 2.63575063e-11,\n", - " 2.31925573e-11, 2.04079001e-11, 1.79578402e-11, 1.58021709e-11,\n", - " 1.39055144e-11, 1.22367430e-11, 1.07684687e-11, 9.47659437e-12,\n", - " 8.33991854e-12, 7.33978778e-12, 6.45979060e-12, 5.68548813e-12,\n", - " 5.00417715e-12, 4.40468152e-12, 3.87716866e-12, 3.41298807e-12,\n", - " 3.00452921e-12, 2.64509656e-12, 2.32879952e-12, 2.05045572e-12,\n", - " 1.80550578e-12, 1.58993848e-12, 1.40022476e-12, 1.23325983e-12,\n", - " 1.08631206e-12, 9.56978173e-13, 8.43143712e-13, 7.42948337e-13,\n", - " 6.54755250e-13, 5.77124321e-13, 5.08788437e-13, 4.48632697e-13,\n", - " 3.95676113e-13, 3.49055508e-13, 3.08011356e-13, 2.71875319e-13,\n", - " 2.40059286e-13, 2.12045735e-13, 1.87379246e-13, 1.65659040e-13,\n", - " 1.46532416e-13, 1.29688972e-13, 1.14855527e-13, 1.01791651e-13,\n", - " 9.02857305e-14, 8.01515108e-14, 7.12250508e-14, 6.33620458e-14,\n", - " 5.64354708e-14, 5.03335079e-14, 4.49577220e-14, 4.02214561e-14,\n", - " 3.60484191e-14, 3.23714433e-14, 2.91313911e-14, 2.62761930e-14,\n", - " 2.37600007e-14, 2.15424423e-14, 1.95879666e-14, 1.78652663e-14,\n", - " 1.63467699e-14, 1.50081950e-14, 1.38281550e-14, 1.27878127e-14,\n", - " 1.18705757e-14, 1.03486955e-14, 9.16525244e-15, 8.24475566e-15,\n", - " 7.52860016e-15, 6.97128013e-15, 6.53745341e-15, 6.19966535e-15,\n", - " 5.93658369e-15, 5.73162937e-15, 5.57191439e-15, 5.44741759e-15,\n", - " 5.35034505e-15, 5.21556491e-15, 5.13348031e-15, 5.08342734e-15,\n", - " 5.05286809e-15, 5.03418658e-15, 5.02275124e-15, 5.01574211e-15,\n", - " 5.01144014e-15, 5.00879610e-15, 5.00716877e-15, 5.00616577e-15,\n", - " 5.00554670e-15, 5.00516403e-15, 5.00492714e-15, 5.00478028e-15,\n", - " 5.00468910e-15, 5.00463240e-15, 5.00459709e-15, 5.00457507e-15,\n", - " 5.00456131e-15, 5.00455270e-15, 5.00454731e-15, 5.00454392e-15,\n", - " 5.00454179e-15, 5.00454045e-15, 5.00453961e-15, 5.00453907e-15,\n", + " TwoPointHarmonic(XY=TwoPointXY(x=InferredGalaxyZDist(bin_name='source_0', z=array([1.00000000e-04, 1.21361694e-04, 1.42723389e-04, 1.64085083e-04,\n", + " 1.85446777e-04, 2.28170166e-04, 2.70893555e-04, 3.56340332e-04,\n", + " 4.41787109e-04, 5.27233887e-04, 6.12680664e-04, 6.98127441e-04,\n", + " 7.83574219e-04, 9.54467773e-04, 1.12536133e-03, 1.29625488e-03,\n", + " 1.46714844e-03, 1.80893555e-03, 2.15072266e-03, 2.49250977e-03,\n", + " 2.83429687e-03, 3.51787109e-03, 4.20144531e-03, 4.88501953e-03,\n", + " 5.56859375e-03, 6.93574219e-03, 8.30289062e-03, 9.67003906e-03,\n", + " 1.10371875e-02, 1.24043359e-02, 1.37714844e-02, 1.51386328e-02,\n", + " 1.65057812e-02, 1.78729297e-02, 1.92400781e-02, 2.06072266e-02,\n", + " 2.19743750e-02, 2.47086719e-02, 2.74429687e-02, 3.01772656e-02,\n", + " 3.29115625e-02, 3.56458594e-02, 3.83801562e-02, 4.11144531e-02,\n", + " 4.38487500e-02, 4.93173437e-02, 5.47859375e-02, 6.02545312e-02,\n", + " 6.57231250e-02, 7.11917187e-02, 7.66603125e-02, 8.21289062e-02,\n", + " 8.75975000e-02, 9.85346875e-02, 1.09471875e-01, 1.20409062e-01,\n", + " 1.31346250e-01, 1.42283437e-01, 1.53220625e-01, 1.64157812e-01,\n", + " 1.75095000e-01, 1.80563594e-01, 1.86032187e-01, 1.91500781e-01,\n", + " 1.96969375e-01, 2.02437969e-01, 2.07906562e-01, 2.13375156e-01,\n", + " 2.18843750e-01, 2.29780937e-01, 2.40718125e-01, 2.46186719e-01,\n", + " 2.51655312e-01, 2.57123906e-01, 2.62592500e-01, 2.68061094e-01,\n", + " 2.73529687e-01, 2.78998281e-01, 2.84466875e-01, 2.89935469e-01,\n", + " 2.95404062e-01, 3.00872656e-01, 3.06341250e-01, 3.11809844e-01,\n", + " 3.17278437e-01, 3.22747031e-01, 3.28215625e-01, 3.39152812e-01,\n", + " 3.50090000e-01, 3.55558594e-01, 3.61027187e-01, 3.66495781e-01,\n", + " 3.71964375e-01, 3.77432969e-01, 3.82901562e-01, 3.88370156e-01,\n", + " 3.93838750e-01, 3.99307344e-01, 4.04775937e-01, 4.10244531e-01,\n", + " 4.15713125e-01, 4.21181719e-01, 4.26650312e-01, 4.32118906e-01,\n", + " 4.37587500e-01, 4.43056094e-01, 4.48524687e-01, 4.53993281e-01,\n", + " 4.59461875e-01, 4.64930469e-01, 4.70399062e-01, 4.75867656e-01,\n", + " 4.81336250e-01, 4.86804844e-01, 4.92273437e-01, 4.97742031e-01,\n", + " 5.03210625e-01, 5.05944922e-01, 5.08679219e-01, 5.11413516e-01,\n", + " 5.14147812e-01, 5.16882109e-01, 5.19616406e-01, 5.22350703e-01,\n", + " 5.25085000e-01, 5.27819297e-01, 5.30553594e-01, 5.33287891e-01,\n", + " 5.36022187e-01, 5.38756484e-01, 5.41490781e-01, 5.44225078e-01,\n", + " 5.46959375e-01, 5.49693672e-01, 5.52427969e-01, 5.55162266e-01,\n", + " 5.57896562e-01, 5.60630859e-01, 5.63365156e-01, 5.66099453e-01,\n", + " 5.68833750e-01, 5.71568047e-01, 5.74302344e-01, 5.77036641e-01,\n", + " 5.79770937e-01, 5.82505234e-01, 5.85239531e-01, 5.87973828e-01,\n", + " 5.90708125e-01, 5.93442422e-01, 5.96176719e-01, 5.98911016e-01,\n", + " 6.01645312e-01, 6.04379609e-01, 6.07113906e-01, 6.09848203e-01,\n", + " 6.12582500e-01, 6.15316797e-01, 6.18051094e-01, 6.20785391e-01,\n", + " 6.23519687e-01, 6.26253984e-01, 6.28988281e-01, 6.31722578e-01,\n", + " 6.34456875e-01, 6.37191172e-01, 6.39925469e-01, 6.42659766e-01,\n", + " 6.45394062e-01, 6.48128359e-01, 6.50862656e-01, 6.53596953e-01,\n", + " 6.56331250e-01, 6.59065547e-01, 6.61799844e-01, 6.64534141e-01,\n", + " 6.67268437e-01, 6.70002734e-01, 6.72737031e-01, 6.75471328e-01,\n", + " 6.78205625e-01, 6.80939922e-01, 6.83674219e-01, 6.86408516e-01,\n", + " 6.89142812e-01, 6.91877109e-01, 6.94611406e-01, 6.97345703e-01,\n", + " 7.00080000e-01, 7.02814297e-01, 7.05548594e-01, 7.08282891e-01,\n", + " 7.11017187e-01, 7.13751484e-01, 7.16485781e-01, 7.19220078e-01,\n", + " 7.21954375e-01, 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3.50000000e+00]), dndz=array([3.56702527e-06, 5.25056137e-06, 7.25736790e-06, 9.58697641e-06,\n", + " 1.22389343e-05, 1.85081522e-05, 2.60616365e-05, 4.50085605e-05,\n", + " 6.90550819e-05, 9.81779527e-05, 1.32354981e-04, 1.71564829e-04,\n", + " 2.15786871e-04, 3.19188021e-04, 4.42404373e-04, 5.85288726e-04,\n", + " 7.47699527e-04, 1.13055760e-03, 1.58993156e-03, 2.12482742e-03,\n", + " 2.73429469e-03, 4.17332073e-03, 5.90006182e-03, 7.90797767e-03,\n", + " 1.01908630e-02, 1.55581061e-02, 2.19572250e-02, 2.93468225e-02,\n", + " 3.76881165e-02, 4.69445520e-02, 5.70815131e-02, 6.80661007e-02,\n", + " 7.98669548e-02, 9.24541104e-02, 1.05798876e-01, 1.19873732e-01,\n", + " 1.34652244e-01, 1.66219465e-01, 2.00308067e-01, 2.36738892e-01,\n", + " 2.75344641e-01, 3.15968687e-01, 3.58464068e-01, 4.02692641e-01,\n", + " 4.48524347e-01, 5.44513575e-01, 6.45530501e-01, 7.50769300e-01,\n", + " 8.59507340e-01, 9.71095133e-01, 1.08494793e+00, 1.20053863e+00,\n", + " 1.31739163e+00, 1.55320854e+00, 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5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15, 5.00453814e-15, 5.00453814e-15, 5.00453814e-15,\n", - " 5.00453814e-15]), measurements={}), y=InferredGalaxyZDist(bin_name='source_0.3_0.5_y1', z=array([0.00000000e+00, 1.70898437e-04, 3.41796875e-04, 5.12695312e-04,\n", - " 6.83593750e-04, 8.54492187e-04, 1.02539062e-03, 1.19628906e-03,\n", - " 1.36718750e-03, 1.70898437e-03, 2.05078125e-03, 2.39257812e-03,\n", - " 2.73437500e-03, 3.07617187e-03, 3.41796875e-03, 3.75976562e-03,\n", - " 4.10156250e-03, 4.44335937e-03, 4.78515625e-03, 5.12695312e-03,\n", - " 5.46875000e-03, 5.81054687e-03, 6.15234375e-03, 6.49414062e-03,\n", - " 6.83593750e-03, 7.51953125e-03, 8.20312500e-03, 8.88671875e-03,\n", - " 9.57031250e-03, 1.02539062e-02, 1.09375000e-02, 1.16210937e-02,\n", - " 1.23046875e-02, 1.29882812e-02, 1.36718750e-02, 1.43554687e-02,\n", - " 1.50390625e-02, 1.57226562e-02, 1.64062500e-02, 1.70898437e-02,\n", - " 1.77734375e-02, 1.84570312e-02, 1.91406250e-02, 1.98242187e-02,\n", - " 2.05078125e-02, 2.11914062e-02, 2.18750000e-02, 2.25585937e-02,\n", - " 2.32421875e-02, 2.39257812e-02, 2.46093750e-02, 2.52929687e-02,\n", - " 2.59765625e-02, 2.66601562e-02, 2.73437500e-02, 2.80273437e-02,\n", - " 2.87109375e-02, 2.93945312e-02, 3.00781250e-02, 3.07617187e-02,\n", - " 3.14453125e-02, 3.21289062e-02, 3.28125000e-02, 3.34960937e-02,\n", - " 3.41796875e-02, 3.48632812e-02, 3.55468750e-02, 3.62304687e-02,\n", - " 3.69140625e-02, 3.75976562e-02, 3.82812500e-02, 3.89648437e-02,\n", - " 3.96484375e-02, 4.03320312e-02, 4.10156250e-02, 4.16992188e-02,\n", - " 4.23828125e-02, 4.30664062e-02, 4.37500000e-02, 4.51171875e-02,\n", - " 4.64843750e-02, 4.78515625e-02, 4.92187500e-02, 5.05859375e-02,\n", - " 5.19531250e-02, 5.33203125e-02, 5.46875000e-02, 5.60546875e-02,\n", - " 5.74218750e-02, 5.87890625e-02, 6.01562500e-02, 6.15234375e-02,\n", - " 6.28906250e-02, 6.42578125e-02, 6.56250000e-02, 6.69921875e-02,\n", - " 6.83593750e-02, 6.97265625e-02, 7.10937500e-02, 7.24609375e-02,\n", - " 7.38281250e-02, 7.51953125e-02, 7.65625000e-02, 7.79296875e-02,\n", - " 7.92968750e-02, 8.06640625e-02, 8.20312500e-02, 8.33984375e-02,\n", - " 8.47656250e-02, 8.61328125e-02, 8.75000000e-02, 8.88671875e-02,\n", - " 9.02343750e-02, 9.16015625e-02, 9.29687500e-02, 9.43359375e-02,\n", - " 9.57031250e-02, 9.70703125e-02, 9.84375000e-02, 9.98046875e-02,\n", - " 1.01171875e-01, 1.02539062e-01, 1.03906250e-01, 1.05273437e-01,\n", - " 1.06640625e-01, 1.08007812e-01, 1.09375000e-01, 1.10742187e-01,\n", - " 1.12109375e-01, 1.13476562e-01, 1.14843750e-01, 1.16210938e-01,\n", - " 1.17578125e-01, 1.18945312e-01, 1.20312500e-01, 1.21679687e-01,\n", - " 1.23046875e-01, 1.24414062e-01, 1.25781250e-01, 1.27148437e-01,\n", - " 1.28515625e-01, 1.29882812e-01, 1.31250000e-01, 1.33984375e-01,\n", - " 1.36718750e-01, 1.39453125e-01, 1.42187500e-01, 1.44921875e-01,\n", - " 1.47656250e-01, 1.50390625e-01, 1.53125000e-01, 1.55859375e-01,\n", - " 1.58593750e-01, 1.61328125e-01, 1.64062500e-01, 1.66796875e-01,\n", - " 1.69531250e-01, 1.72265625e-01, 1.75000000e-01, 1.77734375e-01,\n", - " 1.80468750e-01, 1.83203125e-01, 1.85937500e-01, 1.88671875e-01,\n", - " 1.91406250e-01, 1.94140625e-01, 1.96875000e-01, 2.02343750e-01,\n", - " 2.07812500e-01, 2.13281250e-01, 2.18750000e-01, 2.24218750e-01,\n", - " 2.29687500e-01, 2.35156250e-01, 2.40625000e-01, 2.46093750e-01,\n", - " 2.51562500e-01, 2.57031250e-01, 2.62500000e-01, 2.67968750e-01,\n", - " 2.73437500e-01, 2.78906250e-01, 2.84375000e-01, 2.89843750e-01,\n", - " 2.95312500e-01, 3.00781250e-01, 3.06250000e-01, 3.17187500e-01,\n", - " 3.28125000e-01, 3.39062500e-01, 3.50000000e-01, 3.60937500e-01,\n", - " 3.71875000e-01, 3.82812500e-01, 3.93750000e-01, 4.04687500e-01,\n", - " 4.15625000e-01, 4.26562500e-01, 4.37500000e-01, 4.48437500e-01,\n", - " 4.59375000e-01, 4.70312500e-01, 4.81250000e-01, 4.92187500e-01,\n", - " 5.03125000e-01, 5.14062500e-01, 5.25000000e-01, 5.35937500e-01,\n", - " 5.46875000e-01, 5.57812500e-01, 5.68750000e-01, 5.79687500e-01,\n", - " 5.90625000e-01, 6.01562500e-01, 6.12500000e-01, 6.23437500e-01,\n", - " 6.34375000e-01, 6.45312500e-01, 6.56250000e-01, 6.67187500e-01,\n", - " 6.78125000e-01, 6.89062500e-01, 7.00000000e-01, 7.10937500e-01,\n", - " 7.21875000e-01, 7.27343750e-01, 7.32812500e-01, 7.38281250e-01,\n", - " 7.43750000e-01, 7.49218750e-01, 7.54687500e-01, 7.60156250e-01,\n", - " 7.65625000e-01, 7.71093750e-01, 7.76562500e-01, 7.82031250e-01,\n", - " 7.87500000e-01, 7.92968750e-01, 7.98437500e-01, 8.03906250e-01,\n", - " 8.09375000e-01, 8.14843750e-01, 8.20312500e-01, 8.25781250e-01,\n", - " 8.31250000e-01, 8.36718750e-01, 8.42187500e-01, 8.47656250e-01,\n", - " 8.53125000e-01, 8.58593750e-01, 8.64062500e-01, 8.69531250e-01,\n", - " 8.75000000e-01, 8.80468750e-01, 8.85937500e-01, 8.91406250e-01,\n", - " 8.96875000e-01, 9.02343750e-01, 9.07812500e-01, 9.13281250e-01,\n", - " 9.18750000e-01, 9.24218750e-01, 9.29687500e-01, 9.35156250e-01,\n", - " 9.40625000e-01, 9.46093750e-01, 9.51562500e-01, 9.57031250e-01,\n", - " 9.62500000e-01, 9.67968750e-01, 9.73437500e-01, 9.78906250e-01,\n", - " 9.84375000e-01, 9.89843750e-01, 9.95312500e-01, 1.00078125e+00,\n", - " 1.00625000e+00, 1.01171875e+00, 1.01718750e+00, 1.02265625e+00,\n", - " 1.02812500e+00, 1.03359375e+00, 1.03906250e+00, 1.04453125e+00,\n", - " 1.05000000e+00, 1.05546875e+00, 1.06093750e+00, 1.06640625e+00,\n", - " 1.07187500e+00, 1.07734375e+00, 1.08281250e+00, 1.08828125e+00,\n", - " 1.09375000e+00, 1.09921875e+00, 1.10468750e+00, 1.11015625e+00,\n", - " 1.11562500e+00, 1.12109375e+00, 1.12656250e+00, 1.13203125e+00,\n", - " 1.13750000e+00, 1.14296875e+00, 1.14843750e+00, 1.15390625e+00,\n", - " 1.15937500e+00, 1.16484375e+00, 1.17031250e+00, 1.17578125e+00,\n", - " 1.18125000e+00, 1.18671875e+00, 1.19218750e+00, 1.19765625e+00,\n", - " 1.20312500e+00, 1.20859375e+00, 1.21406250e+00, 1.21953125e+00,\n", - " 1.22500000e+00, 1.22773437e+00, 1.23046875e+00, 1.23320312e+00,\n", - " 1.23593750e+00, 1.23867187e+00, 1.24140625e+00, 1.24414062e+00,\n", - " 1.24687500e+00, 1.24960937e+00, 1.25234375e+00, 1.25507812e+00,\n", - " 1.25781250e+00, 1.26054687e+00, 1.26328125e+00, 1.26601562e+00,\n", - " 1.26875000e+00, 1.27148437e+00, 1.27421875e+00, 1.27695312e+00,\n", - " 1.27968750e+00, 1.28242187e+00, 1.28515625e+00, 1.28789062e+00,\n", - " 1.29062500e+00, 1.29335937e+00, 1.29609375e+00, 1.29882812e+00,\n", - " 1.30156250e+00, 1.30429687e+00, 1.30703125e+00, 1.30976563e+00,\n", - " 1.31250000e+00, 1.31523437e+00, 1.31796875e+00, 1.32070313e+00,\n", - " 1.32343750e+00, 1.32617188e+00, 1.32890625e+00, 1.33164063e+00,\n", - " 1.33437500e+00, 1.33710938e+00, 1.33984375e+00, 1.34257812e+00,\n", - " 1.34531250e+00, 1.34804687e+00, 1.35078125e+00, 1.35351562e+00,\n", - " 1.35625000e+00, 1.35898437e+00, 1.36171875e+00, 1.36445313e+00,\n", - " 1.36718750e+00, 1.36992187e+00, 1.37265625e+00, 1.37539062e+00,\n", - " 1.37812500e+00, 1.38085937e+00, 1.38359375e+00, 1.38632812e+00,\n", - " 1.38906250e+00, 1.39179687e+00, 1.39453125e+00, 1.39726562e+00,\n", - " 1.40000000e+00, 1.40273437e+00, 1.40546875e+00, 1.40820312e+00,\n", - " 1.41093750e+00, 1.41640625e+00, 1.42187500e+00, 1.42734375e+00,\n", - " 1.43281250e+00, 1.43828125e+00, 1.44375000e+00, 1.44921875e+00,\n", - " 1.45468750e+00, 1.46015625e+00, 1.46562500e+00, 1.47109375e+00,\n", - " 1.47656250e+00, 1.48203125e+00, 1.48750000e+00, 1.49296875e+00,\n", - " 1.49843750e+00, 1.50390625e+00, 1.50937500e+00, 1.51484375e+00,\n", - " 1.52031250e+00, 1.52578125e+00, 1.53125000e+00, 1.53671875e+00,\n", - " 1.54218750e+00, 1.54765625e+00, 1.55312500e+00, 1.55859375e+00,\n", - " 1.56406250e+00, 1.56953125e+00, 1.57500000e+00, 1.58593750e+00,\n", - " 1.59687500e+00, 1.60781250e+00, 1.61875000e+00, 1.62968750e+00,\n", - " 1.64062500e+00, 1.65156250e+00, 1.66250000e+00, 1.67343750e+00,\n", - " 1.68437500e+00, 1.69531250e+00, 1.70625000e+00, 1.71718750e+00,\n", - " 1.72812500e+00, 1.73906250e+00, 1.75000000e+00, 1.76093750e+00,\n", - " 1.77187500e+00, 1.78281250e+00, 1.79375000e+00, 1.80468750e+00,\n", - " 1.81562500e+00, 1.82656250e+00, 1.83750000e+00, 1.84843750e+00,\n", - " 1.85937500e+00, 1.87031250e+00, 1.88125000e+00, 1.89218750e+00,\n", - " 1.90312500e+00, 1.91406250e+00, 1.92500000e+00, 1.93593750e+00,\n", - " 1.94687500e+00, 1.95781250e+00, 1.96875000e+00, 1.97968750e+00,\n", - " 1.99062500e+00, 2.00156250e+00, 2.01250000e+00, 2.02343750e+00,\n", - " 2.03437500e+00, 2.04531250e+00, 2.05625000e+00, 2.06718750e+00,\n", - " 2.07812500e+00, 2.08906250e+00, 2.10000000e+00, 2.11093750e+00,\n", - " 2.12187500e+00, 2.13281250e+00, 2.14375000e+00, 2.15468750e+00,\n", - " 2.16562500e+00, 2.17656250e+00, 2.18750000e+00, 2.19843750e+00,\n", - " 2.20937500e+00, 2.22031250e+00, 2.23125000e+00, 2.24218750e+00,\n", - " 2.25312500e+00, 2.26406250e+00, 2.27500000e+00, 2.28593750e+00,\n", - " 2.29687500e+00, 2.30781250e+00, 2.31875000e+00, 2.32968750e+00,\n", - " 2.34062500e+00, 2.35156250e+00, 2.36250000e+00, 2.37343750e+00,\n", - " 2.38437500e+00, 2.39531250e+00, 2.40625000e+00, 2.41718750e+00,\n", - " 2.42812500e+00, 2.43906250e+00, 2.45000000e+00, 2.46093750e+00,\n", - " 2.47187500e+00, 2.48281250e+00, 2.49375000e+00, 2.50468750e+00,\n", - " 2.51562500e+00, 2.52656250e+00, 2.53750000e+00, 2.54843750e+00,\n", - " 2.55937500e+00, 2.57031250e+00, 2.58125000e+00, 2.59218750e+00,\n", - " 2.60312500e+00, 2.61406250e+00, 2.62500000e+00, 2.63593750e+00,\n", - " 2.64687500e+00, 2.65781250e+00, 2.66875000e+00, 2.67968750e+00,\n", - " 2.69062500e+00, 2.70156250e+00, 2.71250000e+00, 2.72343750e+00,\n", - " 2.73437500e+00, 2.74531250e+00, 2.75625000e+00, 2.76718750e+00,\n", - " 2.77812500e+00, 2.78906250e+00, 2.80000000e+00, 2.81093750e+00,\n", - " 2.82187500e+00, 2.83281250e+00, 2.84375000e+00, 2.85468750e+00,\n", - " 2.86562500e+00, 2.87656250e+00, 2.88750000e+00, 2.89843750e+00,\n", - " 2.90937500e+00, 2.92031250e+00, 2.93125000e+00, 2.94218750e+00,\n", - " 2.95312500e+00, 2.96406250e+00, 2.97500000e+00, 2.98593750e+00,\n", - " 2.99687500e+00, 3.00781250e+00, 3.01875000e+00, 3.02968750e+00,\n", - " 3.04062500e+00, 3.05156250e+00, 3.06250000e+00, 3.08437500e+00,\n", - " 3.10625000e+00, 3.12812500e+00, 3.15000000e+00, 3.17187500e+00,\n", - " 3.19375000e+00, 3.21562500e+00, 3.23750000e+00, 3.25937500e+00,\n", - " 3.28125000e+00, 3.30312500e+00, 3.32500000e+00, 3.34687500e+00,\n", - " 3.36875000e+00, 3.39062500e+00, 3.41250000e+00, 3.43437500e+00,\n", - " 3.45625000e+00, 3.47812500e+00, 3.50000000e+00]), dndz=array([5.00452831e-15, 5.04682947e-15, 5.17814908e-15, 5.40553897e-15,\n", - " 5.73652343e-15, 6.17907859e-15, 6.74163714e-15, 7.43310041e-15,\n", - " 8.26285428e-15, 1.03773095e-14, 1.31705034e-14, 1.67369911e-14,\n", - " 2.11811443e-14, 2.66179809e-14, 3.31740642e-14, 4.09884733e-14,\n", - " 5.02138485e-14, 6.10175169e-14, 7.35827024e-14, 8.81098256e-14,\n", - " 1.04817901e-13, 1.23946032e-13, 1.45755026e-13, 1.70529109e-13,\n", - " 1.98577780e-13, 2.65875246e-13, 3.50707633e-13, 4.56681610e-13,\n", - " 5.88036537e-13, 7.49743008e-13, 9.47615334e-13, 1.18843976e-12,\n", - " 1.48012044e-12, 1.83184546e-12, 2.25427538e-12, 2.75975719e-12,\n", - " 3.36256678e-12, 4.07918345e-12, 4.92860035e-12, 5.93267533e-12,\n", - " 7.11652681e-12, 8.50898029e-12, 1.01430713e-11, 1.20566116e-11,\n", - " 1.42928257e-11, 1.69010662e-11, 1.99376166e-11, 2.34665919e-11,\n", - " 2.75609478e-11, 3.23036105e-11, 3.77887412e-11, 4.41231493e-11,\n", - " 5.14278709e-11, 5.98399315e-11, 6.95143109e-11, 8.06261337e-11,\n", - " 9.33731089e-11, 1.07978244e-10, 1.24692866e-10, 1.43799971e-10,\n", - " 1.65617956e-10, 1.90504749e-10, 2.18862394e-10, 2.51142131e-10,\n", - " 2.87850024e-10, 3.29553187e-10, 3.76886668e-10, 4.30561065e-10,\n", - " 4.91370931e-10, 5.60204052e-10, 6.38051689e-10, 7.26019861e-10,\n", - " 8.25341785e-10, 9.37391561e-10, 1.06369925e-09, 1.20596742e-09,\n", - " 1.36608941e-09, 1.54616928e-09, 1.74854379e-09, 2.23083427e-09,\n", - " 2.83728460e-09, 3.59774483e-09, 4.54875872e-09, 5.73495924e-09,\n", - " 7.21073303e-09, 9.04220119e-09, 1.13095715e-08, 1.41099259e-08,\n", - " 1.75605160e-08, 2.18026525e-08, 2.70062839e-08, 3.33753784e-08,\n", - " 4.11542334e-08, 5.06348610e-08, 6.21656132e-08, 7.61612369e-08,\n", - " 9.31145697e-08, 1.13610121e-07, 1.38339811e-07, 1.68121171e-07,\n", - " 2.03918354e-07, 2.46866348e-07, 2.98298817e-07, 3.59780053e-07,\n", - " 4.33141595e-07, 5.20524102e-07, 6.24425141e-07, 7.47753651e-07,\n", - " 8.93891877e-07, 1.06676568e-06, 1.27092422e-06, 1.51163009e-06,\n", - " 1.79496108e-06, 2.12792490e-06, 2.51858825e-06, 2.97622179e-06,\n", - " 3.51146269e-06, 4.13649658e-06, 4.86526079e-06, 5.71367111e-06,\n", - " 6.69987424e-06, 7.84452840e-06, 9.17111471e-06, 1.07062821e-05,\n", - " 1.24802290e-05, 1.45271238e-05, 1.68855698e-05, 1.95991153e-05,\n", - " 2.27168145e-05, 2.62938427e-05, 3.03921694e-05, 3.50812942e-05,\n", - " 4.04390494e-05, 4.65524742e-05, 5.35187659e-05, 6.14463112e-05,\n", - " 7.04558052e-05, 8.06814614e-05, 9.22723181e-05, 1.05393648e-04,\n", - " 1.20228476e-04, 1.36979208e-04, 1.55869379e-04, 2.01079209e-04,\n", - " 2.58143328e-04, 3.29819003e-04, 4.19415406e-04, 5.30883471e-04,\n", - " 6.68916123e-04, 8.39059262e-04, 1.04783377e-03, 1.30286864e-03,\n", - " 1.61304505e-03, 1.98865120e-03, 2.44154708e-03, 2.98533854e-03,\n", - " 3.63555927e-03, 4.40985934e-03, 5.32819829e-03, 6.41304074e-03,\n", - " 7.68955187e-03, 9.18578984e-03, 1.09328922e-02, 1.29652525e-02,\n", - " 1.53206835e-02, 1.80405633e-02, 2.11699595e-02, 2.88565834e-02,\n", - " 3.88178691e-02, 5.15530359e-02, 6.76210147e-02, 8.76352013e-02,\n", - " 1.12254885e-01, 1.42173247e-01, 1.78102014e-01, 2.20753075e-01,\n", - " 2.70817584e-01, 3.28943254e-01, 3.95710737e-01, 4.71610090e-01,\n", - " 5.57018387e-01, 6.52179536e-01, 7.57187282e-01, 8.71972242e-01,\n", - " 9.96293624e-01, 1.12973605e+00, 1.27171165e+00, 1.57809676e+00,\n", - " 1.90768725e+00, 2.25086826e+00, 2.59689764e+00, 2.93467588e+00,\n", - " 3.25345261e+00, 3.54339425e+00, 3.79597991e+00, 4.00423321e+00,\n", - " 4.16282662e+00, 4.26810664e+00, 4.31808355e+00, 4.31241257e+00,\n", - " 4.25237216e+00, 4.14082636e+00, 3.98214738e+00, 3.78207401e+00,\n", - " 3.54749049e+00, 3.28612470e+00, 3.00618147e+00, 2.71593959e+00,\n", - " 2.42334966e+00, 2.13566992e+00, 1.85917234e+00, 1.59894019e+00,\n", - " 1.35876648e+00, 1.14114977e+00, 9.47374446e-01, 7.77655319e-01,\n", - " 6.31323768e-01, 5.07032770e-01, 4.02961160e-01, 3.17001815e-01,\n", - " 2.46923545e-01, 1.90501297e-01, 1.45613414e-01, 1.10307820e-01,\n", - " 8.28410602e-02, 7.15639849e-02, 6.16951980e-02, 5.30801876e-02,\n", - " 4.55778594e-02, 3.90599614e-02, 3.34104247e-02, 2.85246441e-02,\n", - " 2.43087220e-02, 2.06786947e-02, 1.75597573e-02, 1.48854995e-02,\n", - " 1.25971643e-02, 1.06429356e-02, 8.97726288e-03, 7.56022560e-03,\n", - " 6.35694015e-03, 5.33701120e-03, 4.47402718e-03, 3.74509928e-03,\n", - " 3.13044288e-03, 2.61299931e-03, 2.17809599e-03, 1.81314235e-03,\n", - " 1.50735911e-03, 1.25153814e-03, 1.03783038e-03, 8.59559263e-04,\n", - " 7.11057073e-04, 5.87522013e-04, 4.84893705e-04, 3.99745114e-04,\n", - " 3.29189001e-04, 2.70797183e-04, 2.22531045e-04, 1.82681895e-04,\n", - " 1.49819886e-04, 1.22750402e-04, 1.00476888e-04, 8.21692533e-05,\n", - " 6.71370675e-05, 5.48068765e-05, 4.47030365e-05, 3.64315593e-05,\n", - " 2.96665180e-05, 2.41386311e-05, 1.96256909e-05, 1.59445546e-05,\n", - " 1.29444518e-05, 1.05014032e-05, 8.51357232e-06, 6.89740033e-06,\n", - " 5.58439704e-06, 4.51848035e-06, 3.65377360e-06, 2.95278433e-06,\n", - " 2.38490062e-06, 1.92515093e-06, 1.55318277e-06, 1.25242246e-06,\n", - " 1.00938474e-06, 8.13106052e-07, 6.54680014e-07, 5.26876874e-07,\n", - " 4.23832226e-07, 3.40792558e-07, 2.73907492e-07, 2.20060292e-07,\n", - " 1.76729721e-07, 1.41877556e-07, 1.13857059e-07, 9.13385768e-08,\n", - " 7.32490985e-08, 5.87232044e-08, 4.70632786e-08, 3.77072653e-08,\n", - " 3.02025548e-08, 2.41848489e-08, 1.93610675e-08, 1.54955333e-08,\n", - " 1.23988114e-08, 9.91870072e-09, 7.93296505e-09, 6.34347235e-09,\n", - " 5.07147126e-09, 4.05378639e-09, 3.23975535e-09, 2.58876391e-09,\n", - " 2.06826356e-09, 1.65217780e-09, 1.31962135e-09, 1.05387147e-09,\n", - " 8.41541946e-10, 7.51973010e-10, 6.71920167e-10, 6.00374897e-10,\n", - " 5.36435219e-10, 4.79294483e-10, 4.28231334e-10, 3.82600727e-10,\n", - " 3.41825884e-10, 3.05391098e-10, 2.72835284e-10, 2.43746221e-10,\n", - " 2.17755382e-10, 1.94533326e-10, 1.73785558e-10, 1.55248839e-10,\n", - " 1.38687876e-10, 1.23892362e-10, 1.10674333e-10, 9.88658004e-11,\n", - " 8.83166309e-11, 7.88926560e-11, 7.04739771e-11, 6.29534520e-11,\n", - " 5.62353403e-11, 5.02340927e-11, 4.48732686e-11, 4.00845680e-11,\n", - " 3.58069664e-11, 3.19859410e-11, 2.85727792e-11, 2.55239606e-11,\n", - " 2.28006044e-11, 2.03679755e-11, 1.81950429e-11, 1.62540856e-11,\n", - " 1.45203398e-11, 1.29716837e-11, 1.15883560e-11, 1.03527045e-11,\n", - " 9.24896097e-12, 8.26304031e-12, 7.38236110e-12, 6.59568518e-12,\n", - " 5.89297431e-12, 5.26526214e-12, 4.70453984e-12, 4.20365387e-12,\n", - " 3.75621468e-12, 3.35651518e-12, 2.99945782e-12, 2.68048955e-12,\n", - " 2.39554363e-12, 2.14098772e-12, 1.91357748e-12, 1.71041509e-12,\n", - " 1.52891228e-12, 1.36675724e-12, 1.22188507e-12, 1.09245143e-12,\n", - " 9.76808960e-13, 8.73486231e-13, 7.81168951e-13, 6.98683179e-13,\n", - " 6.24980327e-13, 5.59123765e-13, 5.00276863e-13, 4.47692303e-13,\n", - " 4.00702541e-13, 3.21185866e-13, 2.57680077e-13, 2.06955916e-13,\n", - " 1.66436327e-13, 1.34064597e-13, 1.08199173e-13, 8.75297611e-14,\n", - " 7.10103922e-14, 5.78060256e-14, 4.72499524e-14, 3.88098096e-14,\n", - " 3.20604646e-14, 2.66623800e-14, 2.23443491e-14, 1.88897189e-14,\n", - " 1.61253957e-14, 1.39130693e-14, 1.21422089e-14, 1.07244715e-14,\n", - " 9.58923798e-15, 8.68004915e-15, 7.95175981e-15, 7.36826599e-15,\n", - " 6.90068969e-15, 6.52592900e-15, 6.22549970e-15, 5.98460977e-15,\n", - " 5.79141988e-15, 5.63645230e-15, 5.51211846e-15, 5.33225335e-15,\n", - " 5.21632204e-15, 5.14153194e-15, 5.09323875e-15, 5.06202579e-15,\n", - " 5.04183286e-15, 5.02875649e-15, 5.02028020e-15, 5.01478019e-15,\n", - " 5.01120775e-15, 5.00888492e-15, 5.00737299e-15, 5.00638783e-15,\n", - " 5.00574521e-15, 5.00532557e-15, 5.00505124e-15, 5.00487170e-15,\n", - " 5.00475407e-15, 5.00467690e-15, 5.00462623e-15, 5.00459291e-15,\n", - " 5.00457098e-15, 5.00455653e-15, 5.00454700e-15, 5.00454070e-15,\n", - " 5.00453653e-15, 5.00453377e-15, 5.00453195e-15, 5.00453073e-15,\n", - " 5.00452993e-15, 5.00452939e-15, 5.00452903e-15, 5.00452879e-15,\n", - " 5.00452863e-15, 5.00452853e-15, 5.00452846e-15, 5.00452841e-15,\n", - " 5.00452838e-15, 5.00452835e-15, 5.00452834e-15, 5.00452833e-15,\n", - " 5.00452832e-15, 5.00452832e-15, 5.00452832e-15, 5.00452831e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15, 5.00453815e-15, 5.00453815e-15, 5.00453815e-15,\n", + " 5.00453815e-15]), measurements={}), y=InferredGalaxyZDist(bin_name='source_1', z=array([1.00000000e-04, 1.85446777e-04, 2.70893555e-04, 3.56340332e-04,\n", + " 4.41787109e-04, 5.27233887e-04, 6.12680664e-04, 6.98127441e-04,\n", + " 7.83574219e-04, 9.54467773e-04, 1.12536133e-03, 1.29625488e-03,\n", + " 1.46714844e-03, 1.63804199e-03, 1.80893555e-03, 1.97982910e-03,\n", + " 2.15072266e-03, 2.32161621e-03, 2.49250977e-03, 2.66340332e-03,\n", + " 2.83429687e-03, 3.00519043e-03, 3.17608398e-03, 3.34697754e-03,\n", + " 3.51787109e-03, 3.68876465e-03, 3.85965820e-03, 4.03055176e-03,\n", + " 4.20144531e-03, 4.37233887e-03, 4.54323242e-03, 4.71412598e-03,\n", + " 4.88501953e-03, 5.22680664e-03, 5.56859375e-03, 5.91038086e-03,\n", + " 6.25216797e-03, 6.59395508e-03, 6.93574219e-03, 7.27752930e-03,\n", + " 7.61931641e-03, 7.96110352e-03, 8.30289062e-03, 8.64467773e-03,\n", + " 8.98646484e-03, 9.32825195e-03, 9.67003906e-03, 1.00118262e-02,\n", + " 1.03536133e-02, 1.06954004e-02, 1.10371875e-02, 1.13789746e-02,\n", + " 1.17207617e-02, 1.20625488e-02, 1.24043359e-02, 1.27461230e-02,\n", + " 1.30879102e-02, 1.34296973e-02, 1.37714844e-02, 1.41132715e-02,\n", + " 1.44550586e-02, 1.47968457e-02, 1.51386328e-02, 1.54804199e-02,\n", + " 1.58222070e-02, 1.61639941e-02, 1.65057812e-02, 1.68475684e-02,\n", + " 1.71893555e-02, 1.75311426e-02, 1.78729297e-02, 1.82147168e-02,\n", + " 1.85565039e-02, 1.88982910e-02, 1.92400781e-02, 1.95818652e-02,\n", + " 1.99236523e-02, 2.02654395e-02, 2.06072266e-02, 2.09490137e-02,\n", + " 2.12908008e-02, 2.16325879e-02, 2.19743750e-02, 2.23161621e-02,\n", + " 2.26579492e-02, 2.29997363e-02, 2.33415234e-02, 2.36833105e-02,\n", + " 2.40250977e-02, 2.43668848e-02, 2.47086719e-02, 2.50504590e-02,\n", + " 2.53922461e-02, 2.57340332e-02, 2.60758203e-02, 2.64176074e-02,\n", + " 2.67593945e-02, 2.71011816e-02, 2.74429687e-02, 2.77847559e-02,\n", + " 2.81265430e-02, 2.84683301e-02, 2.88101172e-02, 2.91519043e-02,\n", + " 2.94936914e-02, 2.98354785e-02, 3.01772656e-02, 3.05190527e-02,\n", + " 3.08608398e-02, 3.12026270e-02, 3.15444141e-02, 3.18862012e-02,\n", + " 3.22279883e-02, 3.25697754e-02, 3.29115625e-02, 3.35951367e-02,\n", + " 3.42787109e-02, 3.49622852e-02, 3.56458594e-02, 3.63294336e-02,\n", + " 3.70130078e-02, 3.76965820e-02, 3.83801562e-02, 3.90637305e-02,\n", + " 3.97473047e-02, 4.04308789e-02, 4.11144531e-02, 4.17980273e-02,\n", + " 4.24816016e-02, 4.31651758e-02, 4.38487500e-02, 4.45323242e-02,\n", + " 4.52158984e-02, 4.58994727e-02, 4.65830469e-02, 4.72666211e-02,\n", + " 4.79501953e-02, 4.86337695e-02, 4.93173437e-02, 5.00009180e-02,\n", + " 5.06844922e-02, 5.13680664e-02, 5.20516406e-02, 5.27352148e-02,\n", + " 5.34187891e-02, 5.41023633e-02, 5.47859375e-02, 5.54695117e-02,\n", + " 5.61530859e-02, 5.68366602e-02, 5.75202344e-02, 5.82038086e-02,\n", + " 5.88873828e-02, 5.95709570e-02, 6.02545312e-02, 6.09381055e-02,\n", + " 6.16216797e-02, 6.23052539e-02, 6.29888281e-02, 6.36724023e-02,\n", + " 6.43559766e-02, 6.50395508e-02, 6.57231250e-02, 6.64066992e-02,\n", + " 6.70902734e-02, 6.77738477e-02, 6.84574219e-02, 6.91409961e-02,\n", + " 6.98245703e-02, 7.05081445e-02, 7.11917187e-02, 7.18752930e-02,\n", + " 7.25588672e-02, 7.32424414e-02, 7.39260156e-02, 7.46095898e-02,\n", + " 7.52931641e-02, 7.59767383e-02, 7.66603125e-02, 7.73438867e-02,\n", + " 7.80274609e-02, 7.87110352e-02, 7.93946094e-02, 8.00781836e-02,\n", + " 8.07617578e-02, 8.14453320e-02, 8.21289062e-02, 8.28124805e-02,\n", + " 8.34960547e-02, 8.41796289e-02, 8.48632031e-02, 8.55467773e-02,\n", + " 8.62303516e-02, 8.69139258e-02, 8.75975000e-02, 8.82810742e-02,\n", + " 8.89646484e-02, 8.96482227e-02, 9.03317969e-02, 9.10153711e-02,\n", + " 9.16989453e-02, 9.23825195e-02, 9.30660937e-02, 9.37496680e-02,\n", + " 9.44332422e-02, 9.51168164e-02, 9.58003906e-02, 9.64839648e-02,\n", + " 9.71675391e-02, 9.78511133e-02, 9.85346875e-02, 9.92182617e-02,\n", + " 9.99018359e-02, 1.00585410e-01, 1.01268984e-01, 1.01952559e-01,\n", + " 1.02636133e-01, 1.03319707e-01, 1.04003281e-01, 1.04686855e-01,\n", + " 1.05370430e-01, 1.06054004e-01, 1.06737578e-01, 1.07421152e-01,\n", + " 1.08104727e-01, 1.08788301e-01, 1.09471875e-01, 1.10155449e-01,\n", + " 1.10839023e-01, 1.11522598e-01, 1.12206172e-01, 1.12889746e-01,\n", + " 1.13573320e-01, 1.14256895e-01, 1.14940469e-01, 1.15624043e-01,\n", + " 1.16307617e-01, 1.16991191e-01, 1.17674766e-01, 1.19041914e-01,\n", + " 1.20409062e-01, 1.21776211e-01, 1.23143359e-01, 1.24510508e-01,\n", + " 1.25877656e-01, 1.27244805e-01, 1.28611953e-01, 1.29979102e-01,\n", + " 1.31346250e-01, 1.32713398e-01, 1.34080547e-01, 1.35447695e-01,\n", + " 1.36814844e-01, 1.38181992e-01, 1.39549141e-01, 1.40916289e-01,\n", + " 1.42283437e-01, 1.43650586e-01, 1.45017734e-01, 1.46384883e-01,\n", + " 1.47752031e-01, 1.49119180e-01, 1.50486328e-01, 1.51853477e-01,\n", + " 1.53220625e-01, 1.54587773e-01, 1.55954922e-01, 1.57322070e-01,\n", + " 1.58689219e-01, 1.60056367e-01, 1.61423516e-01, 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3.50000000e+00]), dndz=array([5.01886139e-15, 5.05444617e-15, 5.11242062e-15, 5.19365716e-15,\n", + " 5.29905835e-15, 5.42955546e-15, 5.58610793e-15, 5.76970334e-15,\n", + " 5.98135749e-15, 6.49304837e-15, 7.12988491e-15, 7.90104904e-15,\n", + " 8.81621743e-15, 9.88558057e-15, 1.11198632e-14, 1.25303460e-14,\n", + " 1.41288885e-14, 1.59279528e-14, 1.79406288e-14, 2.01806599e-14,\n", + " 2.26624704e-14, 2.54011934e-14, 2.84127004e-14, 3.17136312e-14,\n", + " 3.53214259e-14, 3.92543577e-14, 4.35315662e-14, 4.81730937e-14,\n", + " 5.31999206e-14, 5.86340044e-14, 6.44983181e-14, 7.08168914e-14,\n", + " 7.76148529e-14, 9.27552121e-14, 1.10144100e-13, 1.30026770e-13,\n", + " 1.52670660e-13, 1.78367159e-13, 2.07433484e-13, 2.40214704e-13,\n", + " 2.77085904e-13, 3.18454495e-13, 3.64762694e-13, 4.16490176e-13,\n", + " 4.74156902e-13, 5.38326154e-13, 6.09607767e-13, 6.88661593e-13,\n", + " 7.76201185e-13, 8.72997749e-13, 9.79884344e-13, 1.09776038e-12,\n", + " 1.22759639e-12, 1.37043916e-12, 1.52741716e-12, 1.69974632e-12,\n", + " 1.88873627e-12, 2.09579687e-12, 2.32244522e-12, 2.57031316e-12,\n", + " 2.84115518e-12, 3.13685688e-12, 3.45944393e-12, 3.81109169e-12,\n", + " 4.19413530e-12, 4.61108051e-12, 5.06461516e-12, 5.55762137e-12,\n", + " 6.09318846e-12, 6.67462674e-12, 7.30548207e-12, 7.98955138e-12,\n", + " 8.73089908e-12, 9.53387451e-12, 1.04031304e-11, 1.13436426e-11,\n", + " 1.23607307e-11, 1.34600802e-11, 1.46477658e-11, 1.59302760e-11,\n", + " 1.73145397e-11, 1.88079536e-11, 2.04184117e-11, 2.21543362e-11,\n", + " 2.40247109e-11, 2.60391154e-11, 2.82077627e-11, 3.05415372e-11,\n", + " 3.30520370e-11, 3.57516164e-11, 3.86534330e-11, 4.17714954e-11,\n", + " 4.51207153e-11, 4.87169616e-11, 5.25771179e-11, 5.67191429e-11,\n", + " 6.11621345e-11, 6.59263974e-11, 7.10335144e-11, 7.65064216e-11,\n", + " 8.23694878e-11, 8.86485982e-11, 9.53712427e-11, 1.02566609e-10,\n", + " 1.10265681e-10, 1.18501343e-10, 1.27308486e-10, 1.36724126e-10,\n", + " 1.46787524e-10, 1.57540312e-10, 1.69026630e-10, 1.81293265e-10,\n", + " 1.94389801e-10, 2.08368777e-10, 2.23285850e-10, 2.56173563e-10,\n", + " 2.93567403e-10, 3.36043833e-10, 3.84248302e-10, 4.38902961e-10,\n", + " 5.00815197e-10, 5.70887040e-10, 6.50125548e-10, 7.39654253e-10,\n", + " 8.40725766e-10, 9.54735661e-10, 1.08323775e-09, 1.22796087e-09,\n", + " 1.39082738e-09, 1.57397336e-09, 1.77977097e-09, 2.01085276e-09,\n", + " 2.27013853e-09, 2.56086461e-09, 2.88661601e-09, 3.25136157e-09,\n", + " 3.65949243e-09, 4.11586409e-09, 4.62584237e-09, 5.19535356e-09,\n", + " 5.83093924e-09, 6.53981601e-09, 7.32994063e-09, 8.21008103e-09,\n", + " 9.18989364e-09, 1.02800075e-08, 1.14921160e-08, 1.28390761e-08,\n", + " 1.43350168e-08, 1.59954569e-08, 1.78374321e-08, 1.98796337e-08,\n", + " 2.21425589e-08, 2.46486735e-08, 2.74225882e-08, 3.04912498e-08,\n", + " 3.38841476e-08, 3.76335371e-08, 4.17746823e-08, 4.63461160e-08,\n", + " 5.13899232e-08, 5.69520448e-08, 6.30826069e-08, 6.98362757e-08,\n", + " 7.72726392e-08, 8.54566196e-08, 9.44589168e-08, 1.04356486e-07,\n", + " 1.15233051e-07, 1.27179659e-07, 1.40295272e-07, 1.54687404e-07,\n", + " 1.70472812e-07, 1.87778224e-07, 2.06741135e-07, 2.27510649e-07,\n", + " 2.50248388e-07, 2.75129462e-07, 3.02343512e-07, 3.32095823e-07,\n", + " 3.64608514e-07, 4.00121815e-07, 4.38895428e-07, 4.81209981e-07,\n", + " 5.27368583e-07, 5.77698483e-07, 6.32552841e-07, 6.92312611e-07,\n", + " 7.57388556e-07, 8.28223390e-07, 9.05294063e-07, 9.89114186e-07,\n", + " 1.08023662e-06, 1.17925623e-06, 1.28681278e-06, 1.40359410e-06,\n", + " 1.53033932e-06, 1.66784240e-06, 1.81695584e-06, 1.97859464e-06,\n", + " 2.15374046e-06, 2.34344605e-06, 2.54883997e-06, 2.77113149e-06,\n", + " 3.01161594e-06, 3.27168020e-06, 3.55280861e-06, 3.85658919e-06,\n", + " 4.18472020e-06, 4.53901708e-06, 4.92141978e-06, 5.33400047e-06,\n", + " 5.77897172e-06, 6.25869506e-06, 6.77569005e-06, 7.33264381e-06,\n", + " 7.93242108e-06, 8.57807476e-06, 9.27285708e-06, 1.00202312e-05,\n", + " 1.08238836e-05, 1.16877370e-05, 1.26159637e-05, 1.36130002e-05,\n", + " 1.46835618e-05, 1.58326584e-05, 1.70656109e-05, 1.83880684e-05,\n", + " 1.98060265e-05, 2.13258458e-05, 2.29542716e-05, 2.46984552e-05,\n", + " 2.65659749e-05, 2.85648587e-05, 3.07036085e-05, 3.29912238e-05,\n", + " 3.54372285e-05, 3.80516967e-05, 4.08452819e-05, 4.70154866e-05,\n", + " 5.40457872e-05, 6.20453930e-05, 7.11359023e-05, 8.14525193e-05,\n", + " 9.31453677e-05, 1.06380907e-04, 1.21343457e-04, 1.38236837e-04,\n", + " 1.57286122e-04, 1.78739524e-04, 2.02870404e-04, 2.29979422e-04,\n", + " 2.60396820e-04, 2.94484855e-04, 3.32640388e-04, 3.75297612e-04,\n", + " 4.22930956e-04, 4.76058141e-04, 5.35243403e-04, 6.01100889e-04,\n", + " 6.74298220e-04, 7.55560228e-04, 8.45672867e-04, 9.45487299e-04,\n", + " 1.05592415e-03, 1.17797795e-03, 1.31272171e-03, 1.46131173e-03,\n", + " 1.62499249e-03, 1.80510177e-03, 2.00307585e-03, 2.22045495e-03,\n", + " 2.45888872e-03, 2.72014184e-03, 3.00609988e-03, 3.31877505e-03,\n", + " 3.66031224e-03, 4.03299496e-03, 4.43925147e-03, 4.88166088e-03,\n", + " 5.36295926e-03, 5.88604579e-03, 6.45398888e-03, 7.07003217e-03,\n", + " 7.73760059e-03, 8.46030620e-03, 9.24195396e-03, 1.00865474e-02,\n", + " 1.09982938e-02, 1.19816100e-02, 1.30411266e-02, 1.41816933e-02,\n", + " 1.54083829e-02, 1.81415628e-02, 2.12858596e-02, 2.48902575e-02,\n", + " 2.90075997e-02, 3.36946223e-02, 3.90119498e-02, 4.50240498e-02,\n", + " 5.17991412e-02, 5.94090554e-02, 6.79290462e-02, 7.74375476e-02,\n", + " 8.80158776e-02, 9.97478879e-02, 1.12719560e-01, 1.42733669e-01,\n", + " 1.78770037e-01, 2.21540320e-01, 2.71735067e-01, 2.99821070e-01,\n", + " 3.30000995e-01, 3.62344954e-01, 3.96917365e-01, 4.33776232e-01,\n", + " 4.72972461e-01, 5.14549201e-01, 5.58541234e-01, 6.04974417e-01,\n", + " 6.53865170e-01, 7.05220046e-01, 7.59035353e-01, 8.73979579e-01,\n", + " 9.98454158e-01, 1.13204083e+00, 1.27414892e+00, 1.42402274e+00,\n", + " 1.58075363e+00, 1.74329643e+00, 1.91048918e+00, 2.25372905e+00,\n", + " 2.59972590e+00, 2.77028354e+00, 2.93738131e+00, 3.09969299e+00,\n", + " 3.25595127e+00, 3.40496147e+00, 3.54561242e+00, 3.67688469e+00,\n", + " 3.79785646e+00, 3.90770738e+00, 4.00572074e+00, 4.09128456e+00,\n", + " 4.16389170e+00, 4.22313959e+00, 4.26872966e+00, 4.30046671e+00,\n", + " 4.31825836e+00, 4.32211440e+00, 4.31214617e+00, 4.28856566e+00,\n", + " 4.25168427e+00, 4.20191082e+00, 4.13974885e+00, 4.06579284e+00,\n", + " 3.98072321e+00, 3.88530010e+00, 3.78035571e+00, 3.66678547e+00,\n", + " 3.54553788e+00, 3.28400221e+00, 3.00395497e+00, 2.85958450e+00,\n", + " 2.71367323e+00, 2.56720081e+00, 2.42110286e+00, 2.27626114e+00,\n", + " 2.13349489e+00, 1.99355376e+00, 1.85711223e+00, 1.72476569e+00,\n", + " 1.59702810e+00, 1.47433119e+00, 1.35702517e+00, 1.24538070e+00,\n", + " 1.13959214e+00, 1.03978172e+00, 9.46004575e-01, 8.58254455e-01,\n", + " 7.76469848e-01, 7.00540409e-01, 6.30313511e-01, 5.65600758e-01,\n", + " 5.06184352e-01, 4.51823179e-01, 4.02258553e-01, 3.16427686e-01,\n", + " 2.46460361e-01, 2.16727251e-01, 1.90132160e-01, 1.66414034e-01,\n", + " 1.45322650e-01, 1.26620011e-01, 1.10081339e-01, 9.54957357e-02,\n", + " 8.26665296e-02, 7.14113656e-02, 6.15620732e-02, 5.71158799e-02,\n", + " 5.29643517e-02, 4.90902925e-02, 4.54773085e-02, 4.21097887e-02,\n", + " 3.89728831e-02, 3.60524808e-02, 3.33351867e-02, 3.08082985e-02,\n", + " 2.84597822e-02, 2.62782484e-02, 2.42529278e-02, 2.23736468e-02,\n", + " 2.06308035e-02, 1.90153434e-02, 1.75187358e-02, 1.61329505e-02,\n", + " 1.48504344e-02, 1.36640896e-02, 1.25672508e-02, 1.15536643e-02,\n", + " 1.06174669e-02, 9.75316611e-03, 8.95562017e-03, 8.22001954e-03,\n", + " 7.54186857e-03, 6.91696807e-03, 6.34139851e-03, 5.81150399e-03,\n", + " 5.32387674e-03, 4.87534252e-03, 4.46294650e-03, 4.08393989e-03,\n", + " 3.73576724e-03, 3.41605433e-03, 3.12259667e-03, 2.85334863e-03,\n", + " 2.60641315e-03, 2.38003194e-03, 2.17257634e-03, 1.98253862e-03,\n", + " 1.80852374e-03, 1.64924172e-03, 1.50350034e-03, 1.37019834e-03,\n", + " 1.24831901e-03, 1.13692422e-03, 1.03514877e-03, 9.42195151e-04,\n", + " 8.57328595e-04, 7.79872493e-04, 7.09204091e-04, 6.44750479e-04,\n", + " 5.85984854e-04, 5.32423037e-04, 4.83620228e-04, 4.39167991e-04,\n", + " 3.98691451e-04, 3.61846685e-04, 3.28318309e-04, 2.97817231e-04,\n", + " 2.70078574e-04, 2.44859749e-04, 2.21938669e-04, 2.01112103e-04,\n", + " 1.82194148e-04, 1.65014820e-04, 1.49418748e-04, 1.35263979e-04,\n", + " 1.22420862e-04, 1.10771032e-04, 1.00206462e-04, 9.06286005e-05,\n", + " 8.19475715e-05, 7.40814390e-05, 6.69555323e-05, 6.05018256e-05,\n", + " 5.46583672e-05, 4.93687568e-05, 4.45816644e-05, 4.02503903e-05,\n", + " 3.63324606e-05, 3.27892578e-05, 2.95856809e-05, 2.66898357e-05,\n", + " 2.40727503e-05, 2.17081154e-05, 1.95720468e-05, 1.76428681e-05,\n", + " 1.59009120e-05, 1.43283400e-05, 1.29089759e-05, 1.16281556e-05,\n", + " 1.04725893e-05, 9.43023580e-06, 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5.09304969e-15, 5.07578646e-15,\n", + " 5.06190424e-15, 5.05073817e-15, 5.04175464e-15, 5.02870611e-15,\n", + " 5.02024772e-15, 5.01475923e-15, 5.01119421e-15, 5.00887616e-15,\n", + " 5.00736732e-15, 5.00638416e-15, 5.00574283e-15, 5.00532403e-15,\n", + " 5.00505024e-15, 5.00487105e-15, 5.00475364e-15, 5.00467663e-15,\n", + " 5.00462605e-15, 5.00459280e-15, 5.00457091e-15, 5.00455648e-15,\n", + " 5.00454696e-15, 5.00454068e-15, 5.00453652e-15, 5.00453377e-15,\n", + " 5.00453194e-15, 5.00453073e-15, 5.00452992e-15, 5.00452939e-15,\n", + " 5.00452903e-15, 5.00452879e-15, 5.00452863e-15, 5.00452853e-15,\n", + " 5.00452846e-15, 5.00452841e-15, 5.00452838e-15, 5.00452835e-15,\n", + " 5.00452834e-15, 5.00452833e-15, 5.00452832e-15, 5.00452832e-15,\n", + " 5.00452832e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", + " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", @@ -1260,12 +1718,13 @@ " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", - " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15]), measurements={}), x_measurement=, y_measurement=), ells=array([ 30. , 193.33333333, 356.66666667, 520. ,\n", + " 5.00452831e-15, 5.00452831e-15, 5.00452831e-15, 5.00452831e-15,\n", + " 5.00452831e-15]), measurements={}), x_measurement=, y_measurement=), ells=array([ 30. , 193.33333333, 356.66666667, 520. ,\n", " 683.33333333, 846.66666667, 1010. , 1173.33333333,\n", " 1336.66666667, 1500. ]), window=None)])" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -1276,7 +1735,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1285,7 +1744,7 @@ "True" ] }, - "execution_count": 14, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1296,7 +1755,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -1311,49 +1770,49 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'T_CMB': 2.7255,\n", - " 'w0': -1.0,\n", - " 'source_0.3_0.5_y1_delta_z': 0.0,\n", + "{'h': 0.67,\n", + " 'lens_4_bias': 1.5,\n", + " 'source_0_mult_bias': 1.0,\n", " 'alphaz': 0.0,\n", - " 'lens_0.4_0.6_y1_delta_z': 0.0,\n", - " 'source_0.0_0.3_y1_mult_bias': 1.0,\n", - " 'lens_0.2_0.4_y1_delta_z': 0.0,\n", - " 'lens_1.0_1.2_y1_bias': 1.5,\n", - " 'source_0.3_0.5_y1_mult_bias': 1.0,\n", - " 'lens_0.8_1.0_y1_bias': 1.5,\n", - " 'Neff': 3.044,\n", + " 'source_4_delta_z': 0.0,\n", + " 'lens_1_bias': 1.5,\n", + " 'lens_2_delta_z': 0.0,\n", + " 'w0': -1.0,\n", + " 'z_piv': 0.5,\n", + " 'lens_0_delta_z': 0.0,\n", + " 'source_3_delta_z': 0.0,\n", + " 'source_4_mult_bias': 1.0,\n", " 'Omega_k': 0.0,\n", - " 'lens_0.4_0.6_y1_bias': 1.5,\n", - " 'lens_0.8_1.0_y1_delta_z': 0.0,\n", - " 'ia_bias': 0.5,\n", - " 'lens_0.6_0.8_y1_bias': 1.5,\n", - " 'h': 0.67,\n", + " 'source_2_delta_z': 0.0,\n", + " 'lens_3_bias': 1.5,\n", + " 'T_CMB': 2.7255,\n", + " 'source_2_mult_bias': 1.0,\n", + " 'Omega_b': 0.05,\n", " 'n_s': 0.96,\n", + " 'source_3_mult_bias': 1.0,\n", + " 'source_1_delta_z': 0.0,\n", + " 'lens_3_delta_z': 0.0,\n", + " 'Neff': 3.044,\n", " 'Omega_c': 0.25,\n", - " 'lens_0.2_0.4_y1_bias': 1.5,\n", - " 'lens_1.0_1.2_y1_delta_z': 0.0,\n", - " 'source_1.1_3.5_y1_delta_z': 0.0,\n", - " 'm_nu': [],\n", - " 'z_piv': 0.5,\n", - " 'wa': 0.0,\n", " 'sigma8': 0.81,\n", - " 'source_0.8_1.1_y1_mult_bias': 1.0,\n", - " 'source_1.1_3.5_y1_mult_bias': 1.0,\n", - " 'Omega_b': 0.05,\n", - " 'source_0.8_1.1_y1_delta_z': 0.0,\n", - " 'lens_0.6_0.8_y1_delta_z': 0.0,\n", - " 'source_0.5_0.8_y1_delta_z': 0.0,\n", - " 'source_0.0_0.3_y1_delta_z': 0.0,\n", - " 'source_0.5_0.8_y1_mult_bias': 1.0}" + " 'lens_2_bias': 1.5,\n", + " 'lens_1_delta_z': 0.0,\n", + " 'ia_bias': 0.5,\n", + " 'lens_4_delta_z': 0.0,\n", + " 'm_nu': [],\n", + " 'source_1_mult_bias': 1.0,\n", + " 'lens_0_bias': 1.5,\n", + " 'source_0_delta_z': 0.0,\n", + " 'wa': 0.0}" ] }, - "execution_count": 16, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -1364,7 +1823,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -1375,17 +1834,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "WARNING 18: ccl_cls.c: integ_cls_limber_qag_quad(): Default GSL integration failure, attempting backup method.: GSL ERROR: roundoff error\n" - ] - } - ], + "outputs": [], "source": [ "import pandas as pd\n", "two_point_pd_list = []\n", @@ -1405,1500 +1856,785 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[ ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.062623e-08 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 1 2.111796 2.150983e-08 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 2 2.229842 2.228493e-08 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 3 2.354486 2.295338e-08 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 4 2.486098 2.351742e-08 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.189126e-11 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 124 1698.884500 1.971835e-11 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 125 1793.849076 1.774229e-11 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 126 1894.122000 1.594911e-11 source_0.0_0.3_y1 source_0.0_0.3_y1 \n", - " 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galaxy_shear_cl_ee\n", + " 127 2000.000000 3.105761e-11 source_0 source_4 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.425257e-08 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 1 2.111796 2.552444e-08 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 2 2.229842 2.677525e-08 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 3 2.354486 2.800402e-08 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 4 2.486098 2.920910e-08 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 4.337544e-11 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 124 1698.884500 4.533184e-11 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 125 1793.849076 4.672318e-11 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 126 1894.122000 4.757639e-11 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " 127 2000.000000 4.792578e-11 source_0.0_0.3_y1 lens_0.2_0.4_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 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4.753968e-11 source_0 lens_0 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 4.789114e-11 source_0 lens_0 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.905275e-09 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 1 2.111796 3.089969e-09 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 2 2.229842 3.277652e-09 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 3 2.354486 3.468638e-09 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 4 2.486098 3.663191e-09 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 7.950679e-11 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 124 1698.884500 7.452696e-11 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 125 1793.849076 6.976882e-11 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 126 1894.122000 6.522455e-11 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " 127 2000.000000 6.088749e-11 source_0.0_0.3_y1 lens_0.4_0.6_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 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galaxy_shearDensity_cl_e\n", + " 126 1894.122000 6.519804e-11 source_0 lens_1 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 6.086275e-11 source_0 lens_1 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 8.948304e-12 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 1 2.111796 9.531290e-12 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 2 2.229842 1.012612e-11 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 3 2.354486 1.073403e-11 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 4 2.486098 1.135610e-11 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 3.731103e-13 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 124 1698.884500 3.511917e-13 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 125 1793.849076 3.303391e-13 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 126 1894.122000 3.104819e-13 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " 127 2000.000000 2.915597e-13 source_0.0_0.3_y1 lens_0.6_0.8_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 8.948991e-12 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 1 2.111796 9.532022e-12 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.012690e-11 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.073485e-11 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.135698e-11 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 3.731529e-13 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 3.512319e-13 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 3.303769e-13 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 3.105175e-13 source_0 lens_2 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 2.915932e-13 source_0 lens_2 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 9.875588e-17 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 1 2.111796 1.052365e-16 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 2 2.229842 1.118567e-16 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 3 2.354486 1.186309e-16 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 4 2.486098 1.255723e-16 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 4.753826e-18 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 124 1698.884500 4.476812e-18 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 125 1793.849076 4.214222e-18 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 126 1894.122000 3.964950e-18 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " 127 2000.000000 3.728026e-18 source_0.0_0.3_y1 lens_0.8_1.0_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 9.920696e-17 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.057172e-16 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.123677e-16 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.191730e-16 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.261461e-16 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 4.776265e-18 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 4.497944e-18 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 4.234116e-18 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 3.983670e-18 source_0 lens_3 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 3.745631e-18 source_0 lens_3 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 1.011255e-23 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 1 2.111796 1.075462e-23 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 2 2.229842 1.140695e-23 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 3 2.354486 1.207060e-23 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 4 2.486098 1.274648e-23 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.690402e-25 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 124 1698.884500 2.520880e-25 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 125 1793.849076 2.358868e-25 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 126 1894.122000 2.204121e-25 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " 127 2000.000000 2.056424e-25 source_0.0_0.3_y1 lens_1.0_1.2_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.010047e-23 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.074179e-23 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.139334e-23 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.205621e-23 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.273129e-23 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.687520e-25 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 2.518183e-25 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 2.356350e-25 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 2.201772e-25 source_0 lens_4 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 2.054236e-25 source_0 lens_4 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 4.909805e-08 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 1 2.111796 5.194063e-08 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 2 2.229842 5.461165e-08 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 3 2.354486 5.710849e-08 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 4 2.486098 5.942958e-08 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 1.652185e-10 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 124 1698.884500 1.509691e-10 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 125 1793.849076 1.377484e-10 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 126 1894.122000 1.255054e-10 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " 127 2000.000000 1.141886e-10 source_0.3_0.5_y1 source_0.3_0.5_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 4.909806e-08 source_1 source_1 galaxy_shear_cl_ee\n", + " 1 2.111796 5.194072e-08 source_1 source_1 galaxy_shear_cl_ee\n", + " 2 2.229842 5.461156e-08 source_1 source_1 galaxy_shear_cl_ee\n", + " 3 2.354486 5.710841e-08 source_1 source_1 galaxy_shear_cl_ee\n", + " 4 2.486098 5.942949e-08 source_1 source_1 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 1.652162e-10 source_1 source_1 galaxy_shear_cl_ee\n", + " 124 1698.884500 1.509665e-10 source_1 source_1 galaxy_shear_cl_ee\n", + " 125 1793.849076 1.377459e-10 source_1 source_1 galaxy_shear_cl_ee\n", + " 126 1894.122000 1.255051e-10 source_1 source_1 galaxy_shear_cl_ee\n", + " 127 2000.000000 1.141872e-10 source_1 source_1 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 5.536852e-08 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 1 2.111796 5.869249e-08 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 2 2.229842 6.183919e-08 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 3 2.354486 6.480557e-08 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 4 2.486098 6.758907e-08 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.258161e-10 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 124 1698.884500 2.069177e-10 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 125 1793.849076 1.893197e-10 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 126 1894.122000 1.729626e-10 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " 127 2000.000000 1.577871e-10 source_0.3_0.5_y1 source_0.5_0.8_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 5.536850e-08 source_1 source_2 galaxy_shear_cl_ee\n", + " 1 2.111796 5.869253e-08 source_1 source_2 galaxy_shear_cl_ee\n", + " 2 2.229842 6.183921e-08 source_1 source_2 galaxy_shear_cl_ee\n", + " 3 2.354486 6.480555e-08 source_1 source_2 galaxy_shear_cl_ee\n", + " 4 2.486098 6.758901e-08 source_1 source_2 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.258159e-10 source_1 source_2 galaxy_shear_cl_ee\n", + " 124 1698.884500 2.069192e-10 source_1 source_2 galaxy_shear_cl_ee\n", + " 125 1793.849076 1.893219e-10 source_1 source_2 galaxy_shear_cl_ee\n", + " 126 1894.122000 1.729641e-10 source_1 source_2 galaxy_shear_cl_ee\n", + " 127 2000.000000 1.577868e-10 source_1 source_2 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 5.909857e-08 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 1 2.111796 6.270737e-08 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 2 2.229842 6.613532e-08 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 3 2.354486 6.937888e-08 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 4 2.486098 7.243501e-08 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.588526e-10 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 124 1698.884500 2.373616e-10 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 125 1793.849076 2.173246e-10 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 126 1894.122000 1.986780e-10 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " 127 2000.000000 1.813580e-10 source_0.3_0.5_y1 source_0.8_1.1_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 5.909855e-08 source_1 source_3 galaxy_shear_cl_ee\n", + " 1 2.111796 6.270743e-08 source_1 source_3 galaxy_shear_cl_ee\n", + " 2 2.229842 6.613534e-08 source_1 source_3 galaxy_shear_cl_ee\n", + " 3 2.354486 6.937886e-08 source_1 source_3 galaxy_shear_cl_ee\n", + " 4 2.486098 7.243493e-08 source_1 source_3 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.588541e-10 source_1 source_3 galaxy_shear_cl_ee\n", + " 124 1698.884500 2.373653e-10 source_1 source_3 galaxy_shear_cl_ee\n", + " 125 1793.849076 2.173293e-10 source_1 source_3 galaxy_shear_cl_ee\n", + " 126 1894.122000 1.986817e-10 source_1 source_3 galaxy_shear_cl_ee\n", + " 127 2000.000000 1.813591e-10 source_1 source_3 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 6.242293e-08 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 1 2.111796 6.628561e-08 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 2 2.229842 6.996423e-08 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 3 2.354486 7.345484e-08 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 4 2.486098 7.675396e-08 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.883159e-10 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 124 1698.884500 2.645133e-10 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 125 1793.849076 2.423017e-10 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 126 1894.122000 2.216137e-10 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " 127 2000.000000 2.023816e-10 source_0.3_0.5_y1 source_1.1_3.5_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 6.242289e-08 source_1 source_4 galaxy_shear_cl_ee\n", + " 1 2.111796 6.628563e-08 source_1 source_4 galaxy_shear_cl_ee\n", + " 2 2.229842 6.996421e-08 source_1 source_4 galaxy_shear_cl_ee\n", + " 3 2.354486 7.345477e-08 source_1 source_4 galaxy_shear_cl_ee\n", + " 4 2.486098 7.675383e-08 source_1 source_4 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.883094e-10 source_1 source_4 galaxy_shear_cl_ee\n", + " 124 1698.884500 2.645121e-10 source_1 source_4 galaxy_shear_cl_ee\n", + " 125 1793.849076 2.423083e-10 source_1 source_4 galaxy_shear_cl_ee\n", + " 126 1894.122000 2.216190e-10 source_1 source_4 galaxy_shear_cl_ee\n", + " 127 2000.000000 2.023835e-10 source_1 source_4 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 4.766997e-07 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 1 2.111796 5.050342e-07 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 2 2.229842 5.335151e-07 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 3 2.354486 5.621652e-07 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 4 2.486098 5.909968e-07 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 5.958638e-09 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 124 1698.884500 5.518331e-09 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 125 1793.849076 5.101507e-09 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 126 1894.122000 4.707723e-09 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " 127 2000.000000 4.336508e-09 source_0.3_0.5_y1 lens_0.2_0.4_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 4.766957e-07 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 1 2.111796 5.050299e-07 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 2 2.229842 5.335105e-07 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 3 2.354486 5.621605e-07 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 4 2.486098 5.909917e-07 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 5.958467e-09 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 5.518172e-09 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 5.101359e-09 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 4.707585e-09 source_1 lens_0 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 4.336380e-09 source_1 lens_0 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 6.336806e-09 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 1 2.111796 6.727598e-09 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 2 2.229842 7.122670e-09 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 3 2.354486 7.522492e-09 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 4 2.486098 7.927401e-09 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 7.633437e-11 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 124 1698.884500 7.039595e-11 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 125 1793.849076 6.467893e-11 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 126 1894.122000 5.919735e-11 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " 127 2000.000000 5.396336e-11 source_0.3_0.5_y1 lens_0.4_0.6_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 6.339354e-09 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 1 2.111796 6.730312e-09 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 2 2.229842 7.125553e-09 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 3 2.354486 7.525548e-09 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 4 2.486098 7.930635e-09 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 7.643772e-11 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 7.049323e-11 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 6.477042e-11 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 5.928337e-11 source_1 lens_1 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 5.404411e-11 source_1 lens_1 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 1.362017e-09 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 1 2.111796 1.451356e-09 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 2 2.229842 1.542614e-09 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 3 2.354486 1.635990e-09 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 4 2.486098 1.731662e-09 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 6.550494e-11 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 124 1698.884500 6.167608e-11 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 125 1793.849076 5.804822e-11 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 126 1894.122000 5.460588e-11 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " 127 2000.000000 5.133562e-11 source_0.3_0.5_y1 lens_0.6_0.8_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.361619e-09 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.450933e-09 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.542164e-09 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.635512e-09 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.731157e-09 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 6.548641e-11 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 6.165863e-11 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 5.803180e-11 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 5.459044e-11 source_1 lens_2 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 5.132111e-11 source_1 lens_2 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 1.185374e-11 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 1 2.111796 1.263989e-11 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 2 2.229842 1.344442e-11 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 3 2.354486 1.426926e-11 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 4 2.486098 1.511617e-11 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 7.388877e-13 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 124 1698.884500 6.948851e-13 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 125 1793.849076 6.536108e-13 source_0.3_0.5_y1 lens_0.8_1.0_y1 \n", - " 126 1894.122000 6.148091e-13 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source_1 lens_3 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 6.922622e-13 source_1 lens_3 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 6.511477e-13 source_1 lens_3 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 6.124953e-13 source_1 lens_3 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 5.760841e-13 source_1 lens_3 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.693314e-15 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 1 2.111796 2.872771e-15 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 2 2.229842 3.056565e-15 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 3 2.354486 3.245150e-15 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 4 2.486098 3.438952e-15 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 1.902152e-16 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 124 1698.884500 1.786119e-16 source_0.3_0.5_y1 lens_1.0_1.2_y1 \n", - " 125 1793.849076 1.677922e-16 source_0.3_0.5_y1 lens_1.0_1.2_y1 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1793.849076 3.298865e-10 source_0.5_0.8_y1 source_0.5_0.8_y1 \n", - " 126 1894.122000 3.034109e-10 source_0.5_0.8_y1 source_0.5_0.8_y1 \n", - " 127 2000.000000 2.786657e-10 source_0.5_0.8_y1 source_0.5_0.8_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 6.542732e-08 source_2 source_2 galaxy_shear_cl_ee\n", + " 1 2.111796 6.956454e-08 source_2 source_2 galaxy_shear_cl_ee\n", + " 2 2.229842 7.352332e-08 source_2 source_2 galaxy_shear_cl_ee\n", + " 3 2.354486 7.729962e-08 source_2 source_2 galaxy_shear_cl_ee\n", + " 4 2.486098 8.089003e-08 source_2 source_2 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 3.883383e-10 source_2 source_2 galaxy_shear_cl_ee\n", + " 124 1698.884500 3.581687e-10 source_2 source_2 galaxy_shear_cl_ee\n", + " 125 1793.849076 3.298858e-10 source_2 source_2 galaxy_shear_cl_ee\n", + " 126 1894.122000 3.034105e-10 source_2 source_2 galaxy_shear_cl_ee\n", + " 127 2000.000000 2.786655e-10 source_2 source_2 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 7.178049e-08 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 1 2.111796 7.643385e-08 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 2 2.229842 8.090870e-08 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 3 2.354486 8.520011e-08 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 4 2.486098 8.930430e-08 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 5.006633e-10 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 124 1698.884500 4.628671e-10 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 125 1793.849076 4.273493e-10 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 126 1894.122000 3.940166e-10 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " 127 2000.000000 3.627797e-10 source_0.5_0.8_y1 source_0.8_1.1_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 7.178047e-08 source_2 source_3 galaxy_shear_cl_ee\n", + " 1 2.111796 7.643382e-08 source_2 source_3 galaxy_shear_cl_ee\n", + " 2 2.229842 8.090852e-08 source_2 source_3 galaxy_shear_cl_ee\n", + " 3 2.354486 8.520006e-08 source_2 source_3 galaxy_shear_cl_ee\n", + " 4 2.486098 8.930424e-08 source_2 source_3 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 5.006637e-10 source_2 source_3 galaxy_shear_cl_ee\n", + " 124 1698.884500 4.628669e-10 source_2 source_3 galaxy_shear_cl_ee\n", + " 125 1793.849076 4.273488e-10 source_2 source_3 galaxy_shear_cl_ee\n", + " 126 1894.122000 3.940166e-10 source_2 source_3 galaxy_shear_cl_ee\n", + " 127 2000.000000 3.627800e-10 source_2 source_3 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 7.737637e-08 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 1 2.111796 8.248492e-08 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 2 2.229842 8.741182e-08 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 3 2.354486 9.215595e-08 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 4 2.486098 9.671160e-08 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 5.966834e-10 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 124 1698.884500 5.523361e-10 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 125 1793.849076 5.106028e-10 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 126 1894.122000 4.713783e-10 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " 127 2000.000000 4.345631e-10 source_0.5_0.8_y1 source_1.1_3.5_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 7.737627e-08 source_2 source_4 galaxy_shear_cl_ee\n", + " 1 2.111796 8.248479e-08 source_2 source_4 galaxy_shear_cl_ee\n", + " 2 2.229842 8.741170e-08 source_2 source_4 galaxy_shear_cl_ee\n", + " 3 2.354486 9.215583e-08 source_2 source_4 galaxy_shear_cl_ee\n", + " 4 2.486098 9.671144e-08 source_2 source_4 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 5.966842e-10 source_2 source_4 galaxy_shear_cl_ee\n", + " 124 1698.884500 5.523359e-10 source_2 source_4 galaxy_shear_cl_ee\n", + " 125 1793.849076 5.106019e-10 source_2 source_4 galaxy_shear_cl_ee\n", + " 126 1894.122000 4.713782e-10 source_2 source_4 galaxy_shear_cl_ee\n", + " 127 2000.000000 4.345634e-10 source_2 source_4 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 8.010472e-07 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 1 2.111796 8.492110e-07 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 2 2.229842 8.977152e-07 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 3 2.354486 9.466059e-07 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 4 2.486098 9.959114e-07 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 1.154323e-08 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 124 1698.884500 1.071853e-08 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 125 1793.849076 9.935919e-09 source_0.5_0.8_y1 lens_0.2_0.4_y1 \n", - " 126 1894.122000 9.194587e-09 source_0.5_0.8_y1 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galaxy_shearDensity_cl_e\n", + " 124 1698.884500 1.071851e-08 source_2 lens_0 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 9.935904e-09 source_2 lens_0 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 9.194574e-09 source_2 lens_0 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 8.493682e-09 source_2 lens_0 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 1.306129e-07 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 1 2.111796 1.389873e-07 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 2 2.229842 1.475094e-07 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 3 2.354486 1.561946e-07 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 4 2.486098 1.650559e-07 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 4.145438e-09 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 124 1698.884500 3.892687e-09 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 125 1793.849076 3.651422e-09 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 126 1894.122000 3.421111e-09 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " 127 2000.000000 3.201301e-09 source_0.5_0.8_y1 lens_0.4_0.6_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.306107e-07 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.389850e-07 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.475070e-07 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.561920e-07 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.650532e-07 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 4.145350e-09 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 3.892604e-09 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 3.651343e-09 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 3.421037e-09 source_2 lens_1 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 3.201231e-09 source_2 lens_1 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 3.841793e-09 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 1 2.111796 4.091560e-09 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 2 2.229842 4.346303e-09 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 3 2.354486 4.606536e-09 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 4 2.486098 4.872717e-09 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 1.448899e-10 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 124 1698.884500 1.365286e-10 source_0.5_0.8_y1 lens_0.6_0.8_y1 \n", - " 125 1793.849076 1.285193e-10 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galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 1.449319e-10 source_2 lens_2 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 1.365680e-10 source_2 lens_2 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 1.285565e-10 source_2 lens_2 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 1.208799e-10 source_2 lens_2 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 1.135233e-10 source_2 lens_2 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 9.283141e-10 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 1 2.111796 9.901265e-10 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 2 2.229842 1.053426e-09 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 3 2.354486 1.118368e-09 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 4 2.486098 1.185098e-09 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 6.462151e-11 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 124 1698.884500 6.068293e-11 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 125 1793.849076 5.700828e-11 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 126 1894.122000 5.357185e-11 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " 127 2000.000000 5.035086e-11 source_0.5_0.8_y1 lens_0.8_1.0_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 9.280597e-10 source_2 lens_3 galaxy_shearDensity_cl_e\n", + " 1 2.111796 9.898552e-10 source_2 lens_3 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.053137e-09 source_2 lens_3 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.118062e-09 source_2 lens_3 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source_0.5_0.8_y1 lens_1.0_1.2_y1 \n", - " 124 1698.884500 1.969915e-12 source_0.5_0.8_y1 lens_1.0_1.2_y1 \n", - " 125 1793.849076 1.844691e-12 source_0.5_0.8_y1 lens_1.0_1.2_y1 \n", - " 126 1894.122000 1.728616e-12 source_0.5_0.8_y1 lens_1.0_1.2_y1 \n", - " 127 2000.000000 1.620798e-12 source_0.5_0.8_y1 lens_1.0_1.2_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 2.514672e-11 source_2 lens_4 galaxy_shearDensity_cl_e\n", + " 1 2.111796 2.683106e-11 source_2 lens_4 galaxy_shearDensity_cl_e\n", + " 2 2.229842 2.855765e-11 source_2 lens_4 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source_0.8_1.1_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 7.442145e-10 source_0.8_1.1_y1 source_0.8_1.1_y1 \n", - " 124 1698.884500 6.908550e-10 source_0.8_1.1_y1 source_0.8_1.1_y1 \n", - " 125 1793.849076 6.405741e-10 source_0.8_1.1_y1 source_0.8_1.1_y1 \n", - " 126 1894.122000 5.932396e-10 source_0.8_1.1_y1 source_0.8_1.1_y1 \n", - " 127 2000.000000 5.487247e-10 source_0.8_1.1_y1 source_0.8_1.1_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shear_cl_ee \n", - " 1 galaxy_shear_cl_ee \n", - " 2 galaxy_shear_cl_ee \n", - " 3 galaxy_shear_cl_ee \n", - " 4 galaxy_shear_cl_ee \n", - " .. ... \n", - " 123 galaxy_shear_cl_ee \n", - " 124 galaxy_shear_cl_ee \n", - " 125 galaxy_shear_cl_ee \n", - " 126 galaxy_shear_cl_ee \n", - " 127 galaxy_shear_cl_ee \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 8.103182e-08 source_3 source_3 galaxy_shear_cl_ee\n", + " 1 2.111796 8.646228e-08 source_3 source_3 galaxy_shear_cl_ee\n", + " 2 2.229842 9.171879e-08 source_3 source_3 galaxy_shear_cl_ee\n", + " 3 2.354486 9.679625e-08 source_3 source_3 galaxy_shear_cl_ee\n", + " 4 2.486098 1.016902e-07 source_3 source_3 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 7.442135e-10 source_3 source_3 galaxy_shear_cl_ee\n", + " 124 1698.884500 6.908533e-10 source_3 source_3 galaxy_shear_cl_ee\n", + " 125 1793.849076 6.405725e-10 source_3 source_3 galaxy_shear_cl_ee\n", + " 126 1894.122000 5.932376e-10 source_3 source_3 galaxy_shear_cl_ee\n", + " 127 2000.000000 5.487227e-10 source_3 source_3 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 8.949897e-08 source_0.8_1.1_y1 source_1.1_3.5_y1 \n", - " 1 2.111796 9.564287e-08 source_0.8_1.1_y1 source_1.1_3.5_y1 \n", - " 2 2.229842 1.016175e-07 source_0.8_1.1_y1 source_1.1_3.5_y1 \n", - " 3 2.354486 1.074175e-07 source_0.8_1.1_y1 source_1.1_3.5_y1 \n", - " 4 2.486098 1.130377e-07 source_0.8_1.1_y1 source_1.1_3.5_y1 \n", - " .. ... ... 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2.354486 1.074174e-07 source_3 source_4 galaxy_shear_cl_ee\n", + " 4 2.486098 1.130376e-07 source_3 source_4 galaxy_shear_cl_ee\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 9.819825e-10 source_3 source_4 galaxy_shear_cl_ee\n", + " 124 1698.884500 9.135199e-10 source_3 source_4 galaxy_shear_cl_ee\n", + " 125 1793.849076 8.489309e-10 source_3 source_4 galaxy_shear_cl_ee\n", + " 126 1894.122000 7.880380e-10 source_3 source_4 galaxy_shear_cl_ee\n", + " 127 2000.000000 7.306762e-10 source_3 source_4 galaxy_shear_cl_ee\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 9.910756e-07 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 1 2.111796 1.050853e-06 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 2 2.229842 1.111085e-06 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 3 2.354486 1.171829e-06 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 4 2.486098 1.233124e-06 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 1.481930e-08 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 124 1698.884500 1.376929e-08 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 125 1793.849076 1.277230e-08 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 126 1894.122000 1.182729e-08 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " 127 2000.000000 1.093320e-08 source_0.8_1.1_y1 lens_0.2_0.4_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 9.910669e-07 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.050844e-06 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.111075e-06 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.171819e-06 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.233114e-06 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 1.481927e-08 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 1.376926e-08 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 1.277228e-08 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 1.182727e-08 source_3 lens_0 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 1.093318e-08 source_3 lens_0 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.591784e-07 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 1 2.111796 2.758602e-07 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 2 2.229842 2.928470e-07 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 3 2.354486 3.101706e-07 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 4 2.486098 3.278583e-07 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 8.838655e-09 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 124 1698.884500 8.305316e-09 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 125 1793.849076 7.796706e-09 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 126 1894.122000 7.311536e-09 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " 127 2000.000000 6.848699e-09 source_0.8_1.1_y1 lens_0.4_0.6_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_shearDensity_cl_e \n", - " 1 galaxy_shearDensity_cl_e \n", - " 2 galaxy_shearDensity_cl_e \n", - " 3 galaxy_shearDensity_cl_e \n", - " 4 galaxy_shearDensity_cl_e \n", - " .. ... \n", - " 123 galaxy_shearDensity_cl_e \n", - " 124 galaxy_shearDensity_cl_e \n", - " 125 galaxy_shearDensity_cl_e \n", - " 126 galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 2.591813e-07 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 1 2.111796 2.758633e-07 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 2 2.229842 2.928503e-07 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 3 2.354486 3.101741e-07 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 4 2.486098 3.278620e-07 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 8.838827e-09 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 8.305478e-09 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 7.796859e-09 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 7.311680e-09 source_3 lens_1 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 6.848834e-09 source_3 lens_1 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 6.805399e-08 source_0.8_1.1_y1 lens_0.6_0.8_y1 \n", - " 1 2.111796 7.253607e-08 source_0.8_1.1_y1 lens_0.6_0.8_y1 \n", - " 2 2.229842 7.711758e-08 source_0.8_1.1_y1 lens_0.6_0.8_y1 \n", - " 3 2.354486 8.180883e-08 source_0.8_1.1_y1 lens_0.6_0.8_y1 \n", - " 4 2.486098 8.661919e-08 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galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.502679e-07 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 1 2.111796 1.601798e-07 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 2 2.229842 1.703143e-07 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 3 2.354486 1.806945e-07 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 4 2.486098 1.913413e-07 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 8.267048e-09 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 7.779819e-09 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 7.320600e-09 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 6.886967e-09 source_4 lens_2 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 6.476814e-09 source_4 lens_2 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 6.617649e-08 source_1.1_3.5_y1 lens_0.8_1.0_y1 \n", - " 1 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galaxy_shearDensity_cl_e \n", - " 127 galaxy_shearDensity_cl_e \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 6.617451e-08 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 1 2.111796 7.059084e-08 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 2 2.229842 7.511515e-08 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 3 2.354486 7.975874e-08 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 4 2.486098 8.453218e-08 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 4.950544e-09 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 124 1698.884500 4.642356e-09 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 125 1793.849076 4.355819e-09 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 126 1894.122000 4.088846e-09 source_4 lens_3 galaxy_shearDensity_cl_e\n", + " 127 2000.000000 3.839536e-09 source_4 lens_3 galaxy_shearDensity_cl_e\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 2.777200e-08 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\\\n", - " 0 2.000000 4.286995e-05 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 1 2.111796 4.436792e-05 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 2 2.229842 4.591602e-05 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 3 2.354486 4.751380e-05 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 4 2.486098 4.916056e-05 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 5.337840e-07 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 124 1698.884500 4.962139e-07 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 125 1793.849076 4.604975e-07 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 126 1894.122000 4.266023e-07 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " 127 2000.000000 3.944960e-07 lens_0.2_0.4_y1 lens_0.2_0.4_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_density_cl \n", - " 1 galaxy_density_cl \n", - " 2 galaxy_density_cl \n", - " 3 galaxy_density_cl \n", - " 4 galaxy_density_cl \n", - " .. ... \n", - " 123 galaxy_density_cl \n", - " 124 galaxy_density_cl \n", - " 125 galaxy_density_cl \n", - " 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galaxy_density_cl \n", - " 125 galaxy_density_cl \n", - " 126 galaxy_density_cl \n", - " 127 galaxy_density_cl \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.893606e-09 lens_1 lens_3 galaxy_density_cl\n", + " 1 2.111796 1.969430e-09 lens_1 lens_3 galaxy_density_cl\n", + " 2 2.229842 2.048779e-09 lens_1 lens_3 galaxy_density_cl\n", + " 3 2.354486 2.131774e-09 lens_1 lens_3 galaxy_density_cl\n", + " 4 2.486098 2.218531e-09 lens_1 lens_3 galaxy_density_cl\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 8.551015e-11 lens_1 lens_3 galaxy_density_cl\n", + " 124 1698.884500 8.047714e-11 lens_1 lens_3 galaxy_density_cl\n", + " 125 1793.849076 7.573884e-11 lens_1 lens_3 galaxy_density_cl\n", + " 126 1894.122000 7.126908e-11 lens_1 lens_3 galaxy_density_cl\n", + " 127 2000.000000 6.704520e-11 lens_1 lens_3 galaxy_density_cl\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 4.928535e-15 lens_0.4_0.6_y1 lens_1.0_1.2_y1 \n", - " 1 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bin-y measurement\n", + " 0 2.000000 4.674050e-15 lens_1 lens_4 galaxy_density_cl\n", + " 1 2.111796 4.862384e-15 lens_1 lens_4 galaxy_density_cl\n", + " 2 2.229842 5.059591e-15 lens_1 lens_4 galaxy_density_cl\n", + " 3 2.354486 5.265992e-15 lens_1 lens_4 galaxy_density_cl\n", + " 4 2.486098 5.481905e-15 lens_1 lens_4 galaxy_density_cl\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.327712e-16 lens_1 lens_4 galaxy_density_cl\n", + " 124 1698.884500 2.188951e-16 lens_1 lens_4 galaxy_density_cl\n", + " 125 1793.849076 2.058879e-16 lens_1 lens_4 galaxy_density_cl\n", + " 126 1894.122000 1.936671e-16 lens_1 lens_4 galaxy_density_cl\n", + " 127 2000.000000 1.821614e-16 lens_1 lens_4 galaxy_density_cl\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 4.110135e-06 lens_0.6_0.8_y1 lens_0.6_0.8_y1 \n", - " 1 2.111796 4.274330e-06 lens_0.6_0.8_y1 lens_0.6_0.8_y1 \n", - " 2 2.229842 4.446119e-06 lens_0.6_0.8_y1 lens_0.6_0.8_y1 \n", - " 3 2.354486 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125 1793.849076 1.081658e-07 lens_3 lens_3 galaxy_density_cl\n", + " 126 1894.122000 1.015248e-07 lens_3 lens_3 galaxy_density_cl\n", + " 127 2000.000000 9.532725e-08 lens_3 lens_3 galaxy_density_cl\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 3.855472e-07 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 1 2.111796 4.013383e-07 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 2 2.229842 4.178993e-07 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 3 2.354486 4.352608e-07 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 4 2.486098 4.534540e-07 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 2.631570e-08 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 124 1698.884500 2.460088e-08 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 125 1793.849076 2.301645e-08 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 126 1894.122000 2.155036e-08 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " 127 2000.000000 2.019123e-08 lens_0.8_1.0_y1 lens_1.0_1.2_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_density_cl \n", - " 1 galaxy_density_cl \n", - " 2 galaxy_density_cl \n", - " 3 galaxy_density_cl \n", - " 4 galaxy_density_cl \n", - " .. ... \n", - " 123 galaxy_density_cl \n", - " 124 galaxy_density_cl \n", - " 125 galaxy_density_cl \n", - " 126 galaxy_density_cl \n", - " 127 galaxy_density_cl \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 3.855429e-07 lens_3 lens_4 galaxy_density_cl\n", + " 1 2.111796 4.013337e-07 lens_3 lens_4 galaxy_density_cl\n", + " 2 2.229842 4.178945e-07 lens_3 lens_4 galaxy_density_cl\n", + " 3 2.354486 4.352558e-07 lens_3 lens_4 galaxy_density_cl\n", + " 4 2.486098 4.534488e-07 lens_3 lens_4 galaxy_density_cl\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 2.631506e-08 lens_3 lens_4 galaxy_density_cl\n", + " 124 1698.884500 2.460028e-08 lens_3 lens_4 galaxy_density_cl\n", + " 125 1793.849076 2.301589e-08 lens_3 lens_4 galaxy_density_cl\n", + " 126 1894.122000 2.154983e-08 lens_3 lens_4 galaxy_density_cl\n", + " 127 2000.000000 2.019073e-08 lens_3 lens_4 galaxy_density_cl\n", " \n", " [128 rows x 5 columns],\n", - " ell Cell bin-x bin-y \\\n", - " 0 2.000000 1.201782e-06 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 1 2.111796 1.251219e-06 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 2 2.229842 1.303089e-06 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 3 2.354486 1.357491e-06 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 4 2.486098 1.414528e-06 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " .. ... ... ... ... \n", - " 123 1608.947253 9.095388e-08 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 124 1698.884500 8.479442e-08 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 125 1793.849076 7.912655e-08 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 126 1894.122000 7.390265e-08 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " 127 2000.000000 6.908163e-08 lens_1.0_1.2_y1 lens_1.0_1.2_y1 \n", - " \n", - " measurement \n", - " 0 galaxy_density_cl \n", - " 1 galaxy_density_cl \n", - " 2 galaxy_density_cl \n", - " 3 galaxy_density_cl \n", - " 4 galaxy_density_cl \n", - " .. ... \n", - " 123 galaxy_density_cl \n", - " 124 galaxy_density_cl \n", - " 125 galaxy_density_cl \n", - " 126 galaxy_density_cl \n", - " 127 galaxy_density_cl \n", + " ell Cell bin-x bin-y measurement\n", + " 0 2.000000 1.201781e-06 lens_4 lens_4 galaxy_density_cl\n", + " 1 2.111796 1.251218e-06 lens_4 lens_4 galaxy_density_cl\n", + " 2 2.229842 1.303088e-06 lens_4 lens_4 galaxy_density_cl\n", + " 3 2.354486 1.357491e-06 lens_4 lens_4 galaxy_density_cl\n", + " 4 2.486098 1.414527e-06 lens_4 lens_4 galaxy_density_cl\n", + " .. ... ... ... ... ...\n", + " 123 1608.947253 9.095384e-08 lens_4 lens_4 galaxy_density_cl\n", + " 124 1698.884500 8.479438e-08 lens_4 lens_4 galaxy_density_cl\n", + " 125 1793.849076 7.912651e-08 lens_4 lens_4 galaxy_density_cl\n", + " 126 1894.122000 7.390261e-08 lens_4 lens_4 galaxy_density_cl\n", + " 127 2000.000000 6.908159e-08 lens_4 lens_4 galaxy_density_cl\n", " \n", " [128 rows x 5 columns]]" ] }, - "execution_count": 19, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2909,22 +2645,22 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 20, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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tZO8oAKgBSg3gZnztp3f3/uetfRToZ9fa/bka9c+12paZb3Y0AHBrlBrATY3qFaFl0wapXVhjZeWf0riX1uvtjRlmxwIAt2X5UsPsJ3iyzuFB+mD6IF0ZE65yh1OPvr9Dj763XaUVDrOjAYDbYfYT4AGcTpfmfP29nv38O7lcUs/IEM0ZH6c2oY3MjgYA9YrZT4DF2GyGpg3rqAV39VdooK+2HyrQqH+u1br9uWZHAwC3QakBPMjQzi300fTBim0TrLySck149RvNWfW9vOSGKwD8LEoN4GGimgXq3amJGhcXKadL+ttnezRt0RadLK80OxoAmIpSA3igAF+7nh7bU38Z00O+dkPLdxzR2DnrlZV/yuxoAGAaSg3goQzD0G0DovXW3QMV1sRPuw4X6vrZa5X6Q57Z0QDAFJYvNUzphtX1u6SZPpg+WN1aByu3uFy3zvtGSzZnmh0LABocU7oBizhZXqlfvbNNn357RJI0eXA7PTayq3zslv+3CwALY0o34IUC/XyUdFtfPXhFJ0nSq2vTNWnBZhWcqjA5GQA0DEoNYCE2m6EHr+is5Nv7qpGvXav3HtOY5HU6cKzY7GgAUO8oNYAFXd2jtd69L0ERIQE6cKxE1yet0+q9x8yOBQD1ilIDWFT3iBB9MH2w4to2VVFppe58faNeXZvOQn0ALItSA1hYiyB/Lbp7QNVCfX/8eJceX/atKh1Os6MBQJ2j1AAW5+9zeqG+J67pJsOQFn2ToUkLNquolAHEAKzF8qWGdWqA0wv1TRnSXnPHx1UNIB73EisQA7AW1qkBvMyOQwWatGCTjhWVqUWQv16bGK8ekSFmxwKAarFODYBz6hEZomXTBqlrqyAdKyrTTXPXa+Wuo2bHAoCLRqkBvFCb0EZaMjVBQzu30KkKh+5ZuFmvMTMKgIej1ABeKijAV69O7KfbBkTL5ZL+8PEu/f7DncyMAuCxKDWAF/O12/Tn0bH67dVdZRjSgvU/6J6FqSopqzQ7GgDUGqUG8HKGYeieoR005/a+CvC16cs9ORr30nodKSg1OxoA1AqlBoAk6arY1nr7ngSFNfHTrsOFGp20TnuOFJodCwBqjFIDoErvqFAtvX+QOrZsoiOFpRo3Z71Svs81OxYA1AilBsAZopoF6r2piep/STMVlVVq4msb9eG2bLNjAcB5Wb7UsKIwUHshgb56Y3J/XdOjtSocLs14K03zVn/PlG8Abo0VhQGck9Pp0p8+2a3X1qVLku5MvET/d22M7DbD5GQAvAUrCgOoEzabod+NitET13STJM1POajpi7aotMJhcjIAOBulBsB5TRnSXi/e2kd+dps+/faI7nh1o/JPlpsdCwDOQKkBUCPX9YrQgkn9FRTgo40H8zT2pfU6dOKk2bEAoAqlBkCNJXRoriVTE9QqOED7c4p1Q3KKdmWzlg0A90CpAVArXVsFa+m0RHUJD1LOj7t8r93HWjYAzEepAVBrrUMa6Z2pCRrYvpmKyyp15+sbtTTtkNmxAHg5Sg2ACxLSyFcLJvXXtT1bq9Lp0kOLtyl51X7WsgFgGkoNgAvm72PXi7f00d1D2kmSnv7sOz354U45nBQbAA2PUgPgothshh6/Jka/uzZGhiG9sf4H3f+vVNayAdDgKDUA6sSkwe00+9a+8vOxacXOo7rt5Q06UcJaNgAaDqUGQJ25pmdrvTl5gIIDfLQlI183zklRZh5r2QBoGJYvNWxoCTSs/u2a6b37EtUmtJEO5JZoTHKKdhwqMDsWAC/AhpYA6sXRwlJNfG2j9hwpUqCfXcm399WlXVqaHQuAh2FDSwCmCw8O0JKpCRrUsblOljs0ecFmLdmcaXYsABZGqQFQb4ICfPX6nf01pk8bOZwuPfzudr34732sZQOgXlBqANQrPx+bnrupl+67tIMk6bmVe/XbpTtU6XCanAyA1VBqANQ7wzD0m6u66o/Xd5dhSG9tzNQ9C1N1srzS7GgALIRSA6DBTEi4RC+Nj5O/j01f7snRrfM2KLe4zOxYACyCUgOgQY3o3kqL7h6g0EBfbTtUoBvnpOhgbonZsQBYAKUGQIOLa3t6LZuoZo30w/GTumFOirZm5psdC4CHo9QAMEWHFk303n2J6tEmRHkl5bpl3nqt3HXU7FgAPBilBoBpWgYF6O17BuoXnVuotMKpexZu1uvr0s2OBcBDUWoAmKqxv49emdhPt/aPksslPfXRLv3+w51yOFnLBkDtUGoAmM7XbtNfxvTQb67qKkman3JQ9zLlG0AtUWoAuAXDMHTfpR00+7Y+8vOx6YvdR3Xz3A3KKSo1OxoAD0GpAeBWru0ZobfuHqCmgb7akVWgMUkp2nu0yOxYADwApQaA24lr20xL7x+kdmGNlZV/Sjcmp2jtvlyzYwFwc5QaAG7pkrDGev++RMVf0lRFZZW68/WNemcTu3wDODdKDQC31bSxnxZOHqDrekWo0unSI+9t17MrvmOXbwDVsnypSUpKUkxMjOLj482OAuACBPja9Y9beuuByzpKkmZ/tV+/fHurSiscJicD4G4Ml5f8k6ewsFAhISEqKChQcHCw2XEAXIB3NmXqt0t3qNLpUvwlTTVvQj81bexndiwA9ag2n9+Wv1MDwDpuio/S/Lv6K8jfR5sOntANbIYJ4L9QagB4lMGdwvTe/YlqE9pI6bklGpO8TpsP5pkdC4AboNQA8Didw4O0dFqiekaG6MTJCt328jdamnbI7FgATEapAeCRftoMc3hMuModTj20eJv+/vl3crJnFOC1KDUAPFagn49eGh+ne3/RXpL0zy/364G305gZBXgpSg0Aj2azGXpsZDc9fWNP+dgMfbL9sG6ex55RgDei1ACwhJvio7Rw8gCFBvpqW2a+Rs9ep92HC82OBaABUWoAWEZCh+Zaev8gtQ9rrOyCUo2dk6Iv9xw1OxaABkKpAWAp7cIa6/37E5XQvrlKyh2asmCzXl2bztYKgBeg1ACwnNBAPy2Y1F8394uS0yX98eNdenzZt6pwOM2OBqAeUWoAWJKfj01/vbGHHr+6mwxDWvRNhibN36SCUxVmRwNQTyg1ACzLMAzdPbS95o6PUyNfu9bsy9UNyev0w3G2VgCsiFIDwPKGd2+lJVMT1Co4QN8fK9HopHXamM7WCoDVUGoAeIXYNiH6YPqgqq0Vbn9lg95LZWsFwEooNQC8RnhwgBbfk6CrurdShcOlXy3ZpmdW7GFrBcAiKDUAvEojP7uSb++r+y/tIElK+up7TX9ri06Vs7UC4OkoNQC8js1m6JGruurZcb3kaze0fMcR3TxvvY4WsrUC4MkoNQC81ti4SL3549YK2w8VaNQ/12prZr7ZsQBcIEoNAK82oH1zfTBtkDq1bKKcojLdNHe9lqYxgBjwRJQaAF6vbfPTWytc0a2lyiudemjxNs36dLccDCAGPAqlBgAkBQX4at6Efpo27PQA4rlfH9CUBZtUWMoKxICnoNQAwI9sNkMPj+iqf9zSW/4+Nn313TGNSVqn9FxWIAY8AaUGAP7H9b3bnLEC8fWz12r13mNmxwJwHpQaAKhGz8hQffjAIPWJDlVhaaXufH2jXl2bLpeLcTaAu/KoUvPss8+qe/fuio2N1Ztvvml2HAAW1zIoQG/fM1Bj4yLldEl//HiXHnl3u8oqWagPcEceU2p27NihRYsWKTU1VZs3b9acOXOUn59vdiwAFufvY9czY3vq/66Nkc2QlqQe0q3zNrBQH+CGPKbU7N69W4mJiQoICFBAQIB69+6tzz77zOxYALyAYRiaPLid5t/VX8EBPtqSka9r/7lWmw+y0zfgTuqs1KxevVqjRo1SRESEDMPQsmXLzjonOTlZ7dq1U0BAgOLi4rRmzZoav35sbKy++uor5efnKz8/X19++aWysrLqKj4AnNfQzi304fTB6hIepGNFZbpl3gYtXH+QcTaAm6izUlNSUqJevXpp9uzZ1T6/ePFiPfjgg3r88ceVlpamIUOGaOTIkcrIyKg6Jy4uTrGxsWc9srOzFRMToxkzZuiyyy7TmDFjFB8fLx8fn7qKDwA1cknY6YX6runZWpVOl/7vg516+N3tKq1gnA1gNsNVD//EMAxDS5cu1ejRo6uODRgwQH379tWcOXOqjnXr1k2jR4/WrFmzav0eU6ZM0ZgxY3TNNddU+3xZWZnKysqqfi4sLFRUVJQKCgoUHBxc6/cDgP/mcrn08poD+uune+R0ST3ahOilCXFqE9rI7GiApRQWFiokJKRGn98NMqamvLxcqampGj58+BnHhw8frpSUlBq/Tk5OjiTpu+++08aNGzVixIhznjtr1iyFhIRUPaKioi4sPABUwzAM3TO0g96YNEBNA321I+v0hpgp3+eaHQ3wWg1SanJzc+VwOBQeHn7G8fDwcB05cqTGrzN69GjFxMRo/Pjxev3113/266fHHntMBQUFVY/MzMwLzg8A5zK4U5g+nD5Y3SOClVdSrgmvbtQraw4wzgYwQYMOSjEM44yfXS7XWcd+Tm3u6vj7+8vf37/G5wPAhYpqFqj37kvUb5fu0PtbsvSnT3Zr26EC/e3GHgr0Y+wf0FAa5E5NWFiY7Hb7WXdlcnJyzrp7AwCeKMDXrr+P66Xfj4qRj83QR9uydUNyin44zr5RQENpkFLj5+enuLg4rVy58ozjK1euVGJiYr2+d1JSkmJiYhQfH1+v7wMAhmHozkHttOjugQpr4qc9R4p07T/X6otdR82OBniFOpv9VFxcrP3790uS+vTpo+eee07Dhg1Ts2bNFB0drcWLF2vChAl66aWXlJCQoHnz5unll1/Wzp071bZt27qI8LNqM3oaAC7WkYJS3fevVKVl5EuSpg3roJlXdpHdVvOv3AHU7vO7zkrNqlWrNGzYsLOOT5w4UfPnz5d0evG9p59+WocPH1ZsbKyef/55DR06tC7e/rwoNQAaWnmlU39ZvlvzUw5KkgZ3DNM/bumt5k0Y7wfUlCmlxt1RagCY5YOtWXr0vR06VeFQ65AAJd/eV32im5odC/AIbrdODQB4s+t7t9EH0wepfVhjHS4o1U1z17O9AlAPKDUA0AA6hwfpg+mDNDK2lSocp7dXmPnONp0srzQ7GmAZli81zH4C4C6CAnyVfHtfPX51N9lthpamZWlMUooOHCs2OxpgCYypAQATfHPguKa/laZjRWUK8vfRM+N66arYVmbHAtwOY2oAwM0NaN9cnzwwWPGXNFVRWaWmvpmqWct3q9LhNDsa4LEoNQBgkpbBAVp090BNGdxOkjR39QHd/so3yikqNTkZ4JkoNQBgIl+7TU9cG6Pk2/uqsZ9d36Tn6doX12rzwTyzowEeh1IDAG7g6h6t9eEDg9WpZRPlFJXplnkb9OradKZ9A7Vg+VLD7CcAnqJDiyZaNm2QRvWKUKXTpT9+vEvT30pTcRnTvoGaYPYTALgZl8ulBSkH9adPdqvS6VLHlk300vi+6tgyyOxoQINj9hMAeLCfdvtefO9AhQf7a39Osa6bvU4fbss2Oxrg1ig1AOCm4to20yczhiixQ3OdLHdoxltpevKDb1VeybRvoDqUGgBwY2FN/LVw8gBNG9ZBkrRg/Q+6ae56ZeefMjkZ4H4oNQDg5uw2Qw+P6KpXJ/ZTcICPtmbm65oX12j13mNmRwPcCqUGADzE5d3C9cmMIYptE6wTJys08fWNeuGLvXI6vWK+B3Beli81TOkGYCVRzQL17tRE3do/Wi6X9MIX+3Tn/E3KKyk3OxpgOqZ0A4CHei/1kB5ftkOlFU5FhAQoeXycekeFmh0LqFNM6QYAL3BjXKSWTRukdmGNlV1QqnEvpeiN9QdZhRhei1IDAB6sa6tgfTB9kK7q3koVDpd+98FO/fLtrSphFWJ4IUoNAHi44ABfzRnfV09c0012m6EPt2VrdNI67c8pMjsa0KAoNQBgAYZhaMqQ9nr7noFqGeSvfT+uQvwRqxDDi1BqAMBC4i85vQpxQvvTqxA/8Faafv/hTlYhhleg1ACAxbQI8tfCyf11/6WnVyGen3JQN89jFWJYn+VLDevUAPBGPnabHrmqq1654/QqxGkZ+br2n2u1Zh+rEMO6WKcGACwu4/hJ3b8oVd9mFcowpAcv76wHLusom80wOxpwXqxTAwCoEt38p1WIo+RySc9/sVd3zd+kE6xCDIuh1ACAFwjwtWvWDT317Lhe8vex6eu9x3TtP9dqa2a+2dGAOkOpAQAvMvbHVYgvaR6orPxTGvdSihayCjEsglIDAF6mW+tgffjAYI3oHq4Kh0v/98FOPbR4q06WswoxPBulBgC8UHCAr14aH6fHrz69CvGyrdm6fvY67c8pNjsacMEoNQDgpQzD0N1D2+utu/+zCvH1s9fq4+2sQgzPRKkBAC/Xv10zfTxjsAa2b6aScoemL0rTUx/tVIWDVYjhWSg1AAC1DArQm5MH6L4fVyF+fd1B3f7KNzpWVGZyMqDmLF9qWFEYAGrGx27Tb67qqrkT4tTE30cb0/M0imnf8CCsKAwAOMv+nGLdu3Czvj9WIj+7TX+4vrtu6R9tdix4IVYUBgBclI4tm2jZtEEaHhOucodTj76/Q4+9v0NllQ6zowHnRKkBAFQr6Mdp378e3lmGIb21MUO3zNugIwWlZkcDqkWpAQCck81maPplnfTanfFn7Pa9MT3P7GjAWSg1AIDzGtalpT56YLC6tgpSbnGZbnt5gxaksL0C3AulBgBQI22bN9b79ydqVK8IVTpdevLDnfrVkm0qrWCcDdwDpQYAUGOBfj568ZbeeuKa09srvL8lSzfNXc84G7gFSg0AoFYMw9CUIe21cFJ/NQ301fZDBbpu9lqlZZwwOxq8HKUGAHBBEjuG6YNpg9UlPEg5RWW6ed4Gvb/lkNmx4MUoNQCACxbdPFDv3Z+oK2PCVV7p1Mx3tmnW8t1yOBlAjIZHqQEAXJQm/j6aOz5OD1zWUZI0d/UBTV6wSYWlFSYng7eh1AAALprNZuhXw7von7f2UYCvTau+O6bRSet04Fix2dHgRSxfatjQEgAazqheEXp3aqJahwTowLESjU5ap9V7j5kdC16CDS0BAHXuWFGZpr6ZqtQfTshmSI9fE6NJgy6RYRhmR4OHYUNLAICpWgT5a9HdAzQuLlJOl/THj3fpN+9tV3ml0+xosDBKDQCgXvj72PX02J763bUxshnSO5sPacKr3yj/ZLnZ0WBRlBoAQL0xDEOTBrfT63f1VxN/H32TnqcbklN0MLfE7GiwIEoNAKDe/aJzC713X6LahDbSgdwSjUlep00H2ekbdYtSAwBoEF1aBWnptET1igzRiZMVuv3lb7QsLcvsWLAQSg0AoMG0DArQ2/ckaGRsK5U7nHpw8VY9v3KvvGQiLuoZpQYA0KAa+dmVdFtfTf1FB0nSP/69Tw8t3qqySofJyeDpKDUAgAZnsxl6dGRX/fWGHvKxGVq2NVvjX/lGeSXMjMKFo9QAAExzS/9ozb+rv4ICfLTp4AmNSV6n79laAReIUgMAMNXgTmF6/75ERTZtpB+On9QNySnacOC42bHggSg1AADTdQoP0rJpg9QnOlQFpyp0x6sb9fH2bLNjwcNQagAAbiGsib/euntg1cyoB95K0+vr0s2OBQ9CqQEAuI0AX7tm39ZXdyS0lcslPfXRLs36dLecTqZ84/woNQAAt2K3GXrquu56eEQXSdLcrw/oV0u2sRkmzotSAwBwO4ZhaNqwjnp2XC/ZbYaWpmVp8oJNKi6rNDsa3BilBgDgtsbGReqVif3UyNeuNftydcu89TpWVGZ2LLgpy5eapKQkxcTEKD4+3uwoAIALMKxLS719z0A1b+ynb7MKdeOcFKWzyzeqYbi8ZMONwsJChYSEqKCgQMHBwWbHAQDU0sHcEt3x2kZl5J1U88Z+eu3OePWKCjU7FupZbT6/LX+nBgBgDZeENdZ79yUqtk2wjpeU65Z5G/TVdzlmx4IbodQAADxGiyB/vX1PgoZ0CtOpCoemLNispWmHzI4FN0GpAQB4lCb+Pnp1YrzG9Gkjh9OlhxZv04KUg2bHghug1AAAPI6fj01/H9dLdyZeIkl68sOdevHf++Qlw0RxDpQaAIBHstkMPTkqRr+8vJMk6bmVe/WnT3ZTbLwYpQYA4LEMw9BDV3bW766NkSS9ujZdj7y7XZUOVh/2RpQaAIDHmzS4nZ4d10s2Q1qSekjTF6WprNJhdiw0MEoNAMASxsZFKvn2OPnZbfps5xFNWbBZJ8vZVsGbUGoAAJZxVWwrvX5XvAL9Tm+rcMerG1VUWmF2LDQQSg0AwFIGdQzTv6YMUHCAjzb/cELjX92ogpMUG29AqQEAWE6f6KZadPdANQ301bbMfN368gYdL2YjTKuj1AAALCm2TYjevidBYU38tetwoW6Zt0E5RaVmx0I9otQAACyrS6sgLb53oFoFB2hfTrFumbtBhwtOmR0L9YRSAwCwtA4tmuidexPUJrSRDuSW6Ka565WZd9LsWKgHlBoAgOVFNw/UO1MT1LZ5oDLzTunmueuVnltidizUMUoNAMArtAltpHfuTVCHFo2VXVCqW+dtoNhYDKUGAOA1woMDtPjeBHUOb6IjhRQbq6HUAAC8SlgTfy26e6A6taTYWA2lBgDgdcKa+Oute84sNgcpNh6PUgMA8Er/W2xuodh4PEoNAMBrUWyshVIDAPBqFBvroNQAALze/xab217ewAJ9HohSAwCA/lNsOrZsouyCUt32ClsqeBq3LDVjxoxR06ZNNXbs2LOe+/jjj9WlSxd16tRJr7zyignpAABWFdbEX/+aMqBq5eHbX/6GTTA9iFuWmhkzZuiNN94463hlZaVmzpypL7/8Ulu2bNHf/vY35eXlmZAQAGBV4cEBWnT3wKq9osa/8o3ySsrNjoUacMtSM2zYMAUFBZ11fOPGjerevbvatGmjoKAgXX311VqxYoUJCQEAVtYmtJEW3T1A4cH+2nu0WONf+UYFJyvMjoXzqHWpWb16tUaNGqWIiAgZhqFly5addU5ycrLatWungIAAxcXFac2aNXWRVdnZ2WrTpk3Vz5GRkcrKyqqT1wYA4L+1bd5Y/5oyUGFN/LTrcKHueH2jikopNu6s1qWmpKREvXr10uzZs6t9fvHixXrwwQf1+OOPKy0tTUOGDNHIkSOVkZFRdU5cXJxiY2PPemRnZ//se7tcrrOOGYZR7bllZWUqLCw84wEAQG10bNlEb04ZoNBAX23LzNek+Zt0srzS7Fg4B5/a/sLIkSM1cuTIcz7/3HPPafLkyZoyZYok6YUXXtCKFSs0Z84czZo1S5KUmpp6QWHbtGlzxp2ZQ4cOacCAAdWeO2vWLD311FMX9D4AAPyka6tgvTl5gG59eYM2HTyhe95I1at39pO/j93saPgfdTqmpry8XKmpqRo+fPgZx4cPH66UlJSLfv3+/fvr22+/VVZWloqKirR8+XKNGDGi2nMfe+wxFRQUVD0yMzMv+v0BAN4ptk2IFkzqr8Z+dq3dn6sZb6Wp0uE0Oxb+R52WmtzcXDkcDoWHh59xPDw8XEeOHKnx64wYMULjxo3T8uXLFRkZqU2bNkmSfHx89Pe//13Dhg1Tnz599PDDD6t58+bVvoa/v7+Cg4PPeAAAcKH6RjfVy3f0k5+PTSt2HtWj7++Q03n2sAiYp9ZfP9XE/45zcblc5xz7Up2fm9F03XXX6brrrrvgbAAAXKjEjmGafWsf3fevLXo39ZCCA3z1f9d2q9VnHOpPnd6pCQsLk91uP+uuTE5Ozll3bwAA8ETDu7fS0zf2lCS9ti5dL/57v8mJ8JM6LTV+fn6Ki4vTypUrzzi+cuVKJSYm1uVb1VhSUpJiYmIUHx9vyvsDAKznxrhIPTkqRpL0/Bd7NX9dusmJIF3A10/FxcXav/8/rTQ9PV1bt25Vs2bNFB0drZkzZ2rChAnq16+fEhISNG/ePGVkZGjq1Kl1Grympk2bpmnTpqmwsFAhISGmZAAAWM9dg9qp4FSFXvhin37/0S4FN/LVDX0jzY7l1WpdajZv3qxhw4ZV/Txz5kxJ0sSJEzV//nzdfPPNOn78uP7whz/o8OHDio2N1fLly9W2bdu6Sw0AgBv45eWdVHCqQq+vO6iH392uJv4+Gt69ldmxvJbhqm5FOwv66U5NQUEBM6EAAHXG6XTp4Xe3670th+TnY9PCSf01oH31M3NRe7X5/HbLvZ8AAPAUNpuhv93YQ1d0C1d5pVNT3tisPUdYxd4Mli81DBQGANQ3H7tNs2/ro35tm6qotFITX9uoQydOmh3L6/D1EwAAdST/ZLnGvbRe+3KK1b5FY703NVFNG/uZHcuj8fUTAAAmCA3004JJ/dU6JEAHjpVo0gI2wGxIlBoAAOpQRGgjvTGpv0Ia+SotI1/TF6Wpgn2iGgSlBgCAOtYpPEiv3dlPAb42fbknR799f4e8ZLSHqSg1AADUg7i2zTT71r6y2wwtST2kZ1Z8Z3Yky7N8qWH2EwDALFfEhOsvY2IlScmrvtfCDT+YnMjamP0EAEA9e/Hf+/Tcyr2yGdLLd/TT5d3Y5LmmmP0EAIAbeeCyjrqpX6ScLmn6ojRtP5RvdiRLotQAAFDPDMPQn8f00JBOYTpV4dCk+ZuVmcfifHWNUgMAQAPwtduUfHtfdWsdrNziMt35+kYVnKwwO5alUGoAAGggQQG+ev3OeLUOCdD3x0p098LNKqt0mB3LMig1AAA0oFYhAXr9rngF+ftoY3qeHl6yXU6nV8zZqXeWLzVM6QYAuJuurYI1Z3ycfGyGPtyWrWc+Zw2busCUbgAATPJu6iH9esk2SdJfb+ihW/pHm5zI/TClGwAADzA2LlK/vLyTJOmJZd8qZX+uyYk8G6UGAAATPXhFJ13XK0KVTpemvpmq748Vmx3JY1FqAAAwkWEYenpsT/WNDlVhaaUmzd+kvJJys2N5JEoNAAAmC/C1a94d/RTZtJF+OH5SUxemMtX7AlBqAABwA2FN/PX6nT9O9T6Yp8fe3yEvmctTZyg1AAC4iU7hQUq6va/sNkPvb8lS8qrvzY7kUSg1AAC4kaGdW+j313WXJD2z4jt9sv2wyYk8h+VLDYvvAQA8zYSBbTVpUDtJ0sx3tmpbZr65gTwEi+8BAOCGHE6X7n5js77ck6OWQf766IHBCg8OMDtWg2PxPQAAPJzdZugft/RW5/Amyikq0z1vbFZpBTOifg6lBgAANxUU4KtX7ohXaKCvth0q0G/e286MqJ9BqQEAwI1FNw9U8u195WMz9MHWbM35mhlR50KpAQDAzSV2CNOT/zUj6otdR01O5J4oNQAAeIAJA9tq/MBouVzSL99O03dHisyO5HYoNQAAeIgnR3VXQvvmKil3aMob7BH1vyg1AAB4CF+7Tcm391V0s0Bl5p3SfW+mqsLhNDuW26DUAADgQZo29tMrE/upib+PvknP058+3mV2JLdh+VLDisIAAKvpHB6kF27uLUlasP4HLdmcaW4gN8GKwgAAeKgXvtirF77YJz8fm5bcm6BeUaFmR6pzrCgMAIAXmHFZJ13RLVzllU5NfTNVucVlZkcyFaUGAAAPZbMZeu7mXmrforEOF5Tq/n9t8eqBw5QaAAA8WHCAr+ZNOD1weGN6nv78yW6zI5mGUgMAgIfr2LKJnruplyRpfspBvZd6yORE5qDUAABgAcO7t9KMyztJkn67dId2HCowOVHDo9QAAGARD17eSZd3bamyHwcOH/eygcOUGgAALOL0wOHeahfWWFn5pzRt0RZVetHAYUoNAAAWEtLIV/MmxKmxn10bDuRp1qd7zI7UYCg1AABYTKfwIP39x4HDr65N19I07xg4TKkBAMCCroptrenDOkqSHn1vh77Nsv7AYUoNAAAW9dCVnXVplxYqq3Tq3oWpOlFSbnakemX5UsOGlgAAb2W3GfrHLX3UtnmgsvJP6aF3tsrptO6Wj2xoCQCAxe3KLtSY5HUqq3TqV1d21gM/rmfjCdjQEgAAVImJCNYfR8dKkp77Yq/W7ss1OVH9oNQAAOAFbuoXpZv7Rcnlkma8nabDBafMjlTnKDUAAHiJp67vru4RwcorKdf9/9qi8kprLcxHqQEAwEsE+No15/Y4BQf4KC0jX39Zbq0dvSk1AAB4kejmgXrupt6STu/o/dG2bHMD1SFKDQAAXuaKmHDdd2kHSdKj723X/pxikxPVDUoNAABe6FdXdlZC++YqKXfovjdTVVJWaXaki0apAQDAC/nYbXrx1j5qGeSvfTnF+u3SHfL0pesoNQAAeKkWQf6afVtf2W2GPtiarTc3/GB2pItCqQEAwIv1b9dMj43sKkn6w8e7lJZxwuREF45SAwCAl5s8uJ1GxrZShcOlaf/aojwP3fiSUgMAgJczDENPj+2pdmGNlV1QqocWe+bGl5QaAACgoABfzRnfV/4+Nn2995jmrj5gdqRao9QAAABJUtdWwXrquu6SpGc//06bD+aZnKh2KDUAAKDKzfFRur53hBxOlx54K00nPGh8DaUGAABUMQxDfx7TQ+3DGutwQal+tWSbx4yvsXypSUpKUkxMjOLj482OAgCAR2ji76PZt/WVn49NX+7J0StrPWN8jeHy9OUDa6iwsFAhISEqKChQcHCw2XEAAHB7b274QU8s+1Y+NkPvTE1Q3+imDZ6hNp/flr9TAwAALsztA6J1Tc/WqnS69MCiNOWfdO/xNZQaAABQLcMw9Ncbeqht80Bl5Z/Sr5dsd+v9oSg1AADgnIICfJV0W1/52W36YvdRvbbuoNmRzolSAwAAflZsmxA9cW03SdJfP92trZn55gY6B0oNAAA4rwkD2+rqHqf3h5q+aIsKTlWYHekslBoAAHBehmHorzf2VFSzRjp04pQeeXeb242vodQAAIAaCf5xfI2v3dCKnUe1IOWg2ZHOQKkBAAA11jMyVI+NPD2+5s/Ld2vHoQKTE/0HpQYAANTKXYMu0fCYcFU4XHrgrS0qLqs0O5IkSg0AAKglwzD09NieiggJ0MHjJ/XE0h1uMb6GUgMAAGotNNBPL97aR3aboWVbs/XeliyzI1FqAADAhel3STM9dEUnSdLvPvhW3x8rNjUPpQYAAFyw+y7tqIT2zXWy3KEHFqWprNJhWhZKDQAAuGB2m6EXbumtZo391LZ5oMornaZl8THtnQEAgCWEBwfoowcGKyIkQIZhmJaDUgMAAC5am9BGZkfg6ycAAGANlBoAAGAJlBoAAGAJlBoAAGAJlBoAAGAJlBoAAGAJlBoAAGAJlBoAAGAJbllqxowZo6ZNm2rs2LG1eg4AAHgvtyw1M2bM0BtvvFHr5wAAgPdyy1IzbNgwBQUF1fo5AADgvWpdalavXq1Ro0YpIiJChmFo2bJlZ52TnJysdu3aKSAgQHFxcVqzZk1dZAUAADinWm9oWVJSol69eumuu+7SjTfeeNbzixcv1oMPPqjk5GQNGjRIc+fO1ciRI7Vr1y5FR0dLkuLi4lRWVnbW737++eeKiIi4gD/jbGVlZWe8R2FhYZ28LgAAcE+1LjUjR47UyJEjz/n8c889p8mTJ2vKlCmSpBdeeEErVqzQnDlzNGvWLElSamrqBcatuVmzZumpp5466zjlBgAAz/HT57bL5TrvubUuNT+nvLxcqampevTRR884Pnz4cKWkpNTlW53XY489ppkzZ1b9nJWVpZiYGEVFRTVoDgAAcPGKiooUEhLys+fUaanJzc2Vw+FQeHj4GcfDw8N15MiRGr/OiBEjtGXLFpWUlCgyMlJLly5VfHz8eZ/7b/7+/vL396/6uUmTJsrMzFRQUJAMw7jAv/Dc4uPjtWnTpjp/3fp8n4t5rdr+bk3PP995F/p8YWGhoqKilJmZqeDg4JqFdgMNdV3V5Xt54nV1vnOsdl1J3vX/LHe9rn7ueU+9turjunK5XCoqKqrR8JQ6LTU/+d/S4HK5alUkVqxYcUHP/RybzabIyMgL+t2asNvtDXLh1eX7XMxr1fZ3a3r++c672OeDg4M96n8QDXVd1eV7eeJ1db5zrHZdSd71/yx3va5q8rynXVv1dV2d7w7NT+p0SndYWJjsdvtZd2VycnLOuntjNdOmTfO497mY16rt79b0/POdd7HPe5qG/Hvq6r088bo63zlWu64k7/p/lrteV7V5L09h9t9juGoy8uZcv2wYWrp0qUaPHl11bMCAAYqLi1NycnLVsZiYGF1//fVVA4WBhlZYWKiQkBAVFBR41L964N64rlBfuLYuTK2/fiouLtb+/furfk5PT9fWrVvVrFkzRUdHa+bMmZowYYL69eunhIQEzZs3TxkZGZo6dWqdBgdqw9/fX08++eQZ46yAi8V1hfrCtXVhan2nZtWqVRo2bNhZxydOnKj58+dLOr343tNPP63Dhw8rNjZWzz//vIYOHVongQEAAKpzUV8/AQAAuAu33PsJAACgtig1AADAEig1AADAEig1AADAEig18HpjxoxR06ZNNXbsWLOjwEIyMzN16aWXKiYmRj179tSSJUvMjgQLKCoqUnx8vHr37q0ePXro5ZdfNjuSW2H2E7zeV199peLiYi1YsEDvvvuu2XFgEYcPH9bRo0fVu3dv5eTkqG/fvvruu+/UuHFjs6PBgzkcDpWVlSkwMFAnT55UbGysNm3apObNm5sdzS1wpwZeb9iwYQoKCjI7BiymdevW6t27tySpZcuWatasmfLy8swNBY9nt9sVGBgoSSotLZXD4RD3Jv6DUgOPtnr1ao0aNUoREREyDEPLli0765zk5GS1a9dOAQEBiouL05o1axo+KDxOXV5bmzdvltPpVFRUVD2nhruri+sqPz9fvXr1UmRkpB555BGFhYU1UHr3R6mBRyspKVGvXr00e/bsap9fvHixHnzwQT3++ONKS0vTkCFDNHLkSGVkZDRwUniaurq2jh8/rjvuuEPz5s1riNhwc3VxXYWGhmrbtm1KT0/XokWLdPTo0YaK7/5cgEVIci1duvSMY/3793dNnTr1jGNdu3Z1Pfroo2cc++qrr1w33nhjfUeEh7rQa6u0tNQ1ZMgQ1xtvvNEQMeFhLub/WT+ZOnWq65133qmviB6HOzWwrPLycqWmpmr48OFnHB8+fLhSUlJMSgUrqMm15XK5dOedd+qyyy7ThAkTzIgJD1OT6+ro0aMqLCyUdHon79WrV6tLly4NntVd1XqXbsBT5ObmyuFwKDw8/Izj4eHhOnLkSNXPI0aM0JYtW1RSUqLIyEgtXbpU8fHxDR0XHqQm19a6deu0ePFi9ezZs2rcxMKFC9WjR4+GjgsPUZPr6tChQ5o8ebJcLpdcLpemT5+unj17mhHXLVFqYHmGYZzxs8vlOuPYihUrGjoSLOLnrq3BgwfL6XSaEQse7ueuq7i4OG3dutWEVJ6Br59gWWFhYbLb7WfclZGknJycs/4lBNQG1xbqA9fVxaPUwLL8/PwUFxenlStXnnF85cqVSkxMNCkVrIBrC/WB6+ri8fUTPFpxcbH2799f9XN6erq2bt2qZs2aKTo6WjNnztSECRPUr18/JSQkaN68ecrIyNDUqVNNTA1PwLWF+sB1Vc/MnHoFXKyvvvrKJemsx8SJE6vOSUpKcrVt29bl5+fn6tu3r+vrr782LzA8BtcW6gPXVf1i7ycAAGAJjKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACWQKkBAACW8P+xlJKKud+toQAAAABJRU5ErkJggg==", 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" ] @@ -2939,7 +2675,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2979,7 +2715,7 @@ " 1698.88449965, 1793.84907573, 1894.12200015, 2000. ])" ] }, - "execution_count": 21, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } diff --git a/test.yaml b/test.yaml index 7504326..90ee8c6 100644 --- a/test.yaml +++ b/test.yaml @@ -5,6 +5,25 @@ general: observations: sacc: +cosmology: + Omega_m: 0.3388 # Matter density fraction (dark matter + baryonic). + A_s: 1.9019e-9 # Amplitude of scalar perturbations. + #sigma8: &sigma8 0.807 # Variance of matter density perturbations at 8 Mpc/h. + n_s: 0.9493 # Primordial scalar perturbation spectral index. + Omega_b: 0.04575 # Baryonic matter density fraction. + h: 0.6714 # Hubble constant divided by 100 km/s/Mpc; dimensionless. + w0: -1.0 # First order term of dark energy equation. + wa: 0.0 # Second order term of dark energy equation. + m_nu: 0.1 # Sum of neutrino masses in eV. + Neff: 3.044 # Effective number of neutrino species. + T_CMB: 2.7255 # CMB temperature in K. + Omega_k: 0.0 # Curvature density fraction. + mass_split: "normal" # Neutrino mass hierarchy. + non_linear: true + extra_parameters: + camb: + halofit_version: "mead2020" + probes: source: function: TwoPointHarmonic @@ -13,7 +32,11 @@ probes: min: 30 max: 2000 nbins: 128 - nz_type: LSST_Y1_SOURCE_BIN_COLLECTION + nz_type: SRD_Y1 + z_array: + z_min: &z_min 0.0001 + z_max: &z_max 3.5 + z_number: &z_number 1000 systematics: type: WeakLensingFactory per_bin_systematics: @@ -29,7 +52,11 @@ probes: min: 30 max: 1500 nbins: 10 - nz_type: LSST_Y1_LENS_BIN_COLLECTION + nz_type: SRD_Y1 + z_array: + z_min: *z_min + z_max: *z_max + z_number: *z_number systematics: type: NumberCountsFactory per_bin_systematics: @@ -39,4 +66,6 @@ probes: SNe: function: SuperNovae systematics: - type: TestBreak \ No newline at end of file + type: TestBreak + +analysis_choices: