From e0fb47c68efb4c961893ab586645f10578e2e082 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Mon, 25 Aug 2025 22:21:52 -0700 Subject: [PATCH 1/9] refactor order of ops --- local/iatlas/README.md | 61 +++--- ...{clinical_to_cbioportal.py => clinical.py} | 171 +---------------- local/iatlas/cbioportal_export/load.py | 177 ++++++++++++++++++ .../{maf_to_cbioportal.py => maf.py} | 80 +------- 4 files changed, 218 insertions(+), 271 deletions(-) rename local/iatlas/cbioportal_export/{clinical_to_cbioportal.py => clinical.py} (84%) create mode 100644 local/iatlas/cbioportal_export/load.py rename local/iatlas/cbioportal_export/{maf_to_cbioportal.py => maf.py} (79%) diff --git a/local/iatlas/README.md b/local/iatlas/README.md index 23f8ba90..362ba31e 100644 --- a/local/iatlas/README.md +++ b/local/iatlas/README.md @@ -128,18 +128,21 @@ The script does the following: ### Setup -- `pandas` == 2.0 -- `synapseclient`==4.8.0 +WIP ### How to Run Getting help ``` -python3 clinical_to_cbioportal.py --help +python3 clinical.py --help ``` ``` -python3 maf_to_cbioportal.py --help +python3 maf.py --help +``` + +``` +python3 load.py --help ``` ### Outputs @@ -199,50 +202,54 @@ Any additional files are the intermediate processing files and can be ignored. ### General Workflow -1. Do a dry run on the maf datasets (this won't upload to Synapse). -2. Do a dry run on the clinical datasets (this won't upload to Synapse, will run the cbioportal validator and output results from there) +1. Run processing on the maf datasets +2. Run processing on the clinical datasets +3. Run `load.py` via dry run to run the cbioportal validator on your outputted files 3. Check your `cbioportal_validator_output.txt` from the dry run. 4. Resolve any `ERROR`s 5. Repeat steps 1-3 until all `ERROR`s are gone -6. Run the same command now without the `dry_run` flag (so you upload to Synapse) for both the clinical and maf datasets +6. Run the same command with `load.py` now without the `dry_run` flag (so you upload to Synapse) **Example:** -Doing a dry run on all of the datasets: +Sample workflow -For clinical +Run clinical processing ``` python3 clinical_to_cbioportal.py --input_df_synid syn66314245 \ --cli_to_cbio_mapping_synid syn66276162 --cli_to_oncotree_mapping_synid syn66313842 \ - --output_folder_synid syn64136279 \ --datahub_tools_path //datahub-study-curation-tools \ - --cbioportal_path //cbioportal --lens_id_mapping_synid syn68826836 - --dry_run ``` -For mafs +Run maf processing ``` -python3 maf_to_cbioportal.py +python3 maf.py --dataset Riaz --input_folder_synid syn68785881 - --output_folder_synid syn68633933 - --datahub_tools_path //datahub-study-curation-tools --n_workers 3 - --dry_run + --datahub_tools_path //datahub-study-curation-tools + --n_workers 3 ``` -**Example:** -Saving clinical files to synapse with comment +Run cbioportal validator without loading into Synapse ``` -python3 clinical_to_cbioportal.py - --input_df_synid syn66314245 \ - --cli_to_cbio_mapping_synid syn66276162 - --cli_to_oncotree_mapping_synid syn66313842 \ - --output_folder_synid syn64136279 \ - --lens_id_mapping_synid syn68826836 \ - --datahub_tools_path /some_path/datahub-study-curation-tools \ - --cbioportal_path //cbioportal +python3 load.py + --dataset Riaz + --output_folder_synid syn64136279 + --datahub_tools_path //datahub-study-curation-tools + --cbioportal_path //cbioportal/ +``` + +Save into synapse with version comment `v1` + +``` +python3 load.py + --dataset Riaz + --output_folder_synid syn64136279 + --datahub_tools_path //datahub-study-curation-tools + --cbioportal_path //cbioportal/ --version_comment "v1" + --upload ``` diff --git a/local/iatlas/cbioportal_export/clinical_to_cbioportal.py b/local/iatlas/cbioportal_export/clinical.py similarity index 84% rename from local/iatlas/cbioportal_export/clinical_to_cbioportal.py rename to local/iatlas/cbioportal_export/clinical.py index 08c9b70b..760908a1 100644 --- a/local/iatlas/cbioportal_export/clinical_to_cbioportal.py +++ b/local/iatlas/cbioportal_export/clinical.py @@ -5,12 +5,10 @@ from pathlib import Path import os import subprocess -import sys from typing import Dict, List import pandas as pd import synapseclient -import synapseutils import utils @@ -425,7 +423,7 @@ def convert_oncotree_codes(datahub_tools_path: str) -> pd.DataFrame: def get_all_non_na_columns(input_df: pd.DataFrame) -> List[str]: - """ Gets all the columns in input data without all (100%) NAs + """Gets all the columns in input data without all (100%) NAs Args: input_df (pd.DataFrame): input data @@ -466,7 +464,7 @@ def add_clinical_header( sample_df_subset = input_dfs["sample"][ input_dfs["sample"]["Dataset"] == dataset_name ] - + # get the columns without 100% NAs patient_subset_cols = get_all_non_na_columns(input_df=patient_df_subset) sample_subset_cols = get_all_non_na_columns(input_df=sample_df_subset) @@ -677,99 +675,6 @@ def write_case_lists_all_and_sequenced( subprocess.run(cmd, shell=True, executable="/bin/bash") -def save_to_synapse( - dataset_name: str, - datahub_tools_path: str, - output_folder_synid: str, - version_comment: str = None, -) -> None: - """Saves the dataset's clinical file, case lists - and meta files to its synapse respective folders - - Args: - dataset_name (str): name of the iatlas dataset to save to - synapse - datahub_tools_path (str): Path to the datahub tools repo - output_folder_synid (str): Synapse id of the output folder - version_comment (str): Version comment for this iteration of files on synapse. Optional. - Defaults to None. - """ - # TODO: Make into argument - dataset_dir = os.path.join(datahub_tools_path, "add-clinical-header", dataset_name) - # see if dataset_folder exists - dataset_folder_exists = False - for _, directory_names, _ in synapseutils.walk(syn=syn, synId=output_folder_synid): - directories = directory_names # top level directories - break - - for dataset_folder in directories: - if dataset_name == dataset_folder[0]: - dataset_folder_exists = True - dataset_folder_id = dataset_folder[1] - break - - if not dataset_folder_exists: - new_dataset_folder = synapseclient.Folder( - dataset_name, parent=output_folder_synid - ) - dataset_folder_id = syn.store(new_dataset_folder).id - - # store clinical patient file - syn.store( - synapseclient.File( - f"{dataset_dir}/data_clinical_patient.txt", - name="data_clinical_patient.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - # store clinical sample file - syn.store( - synapseclient.File( - f"{dataset_dir}/data_clinical_sample.txt", - name="data_clinical_sample.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - # store meta* files - syn.store( - synapseclient.File( - f"{dataset_dir}/meta_clinical_patient.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - syn.store( - synapseclient.File( - f"{dataset_dir}/meta_clinical_sample.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - syn.store( - synapseclient.File( - f"{dataset_dir}/meta_study.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - case_list_files = os.listdir(os.path.join(dataset_dir, "case_lists")) - case_list_folder = synapseclient.Folder("case_lists", parent=dataset_folder_id) - try: - case_list_folder_id = syn.store(case_list_folder).id - except: - sys.exit(-1) - for file in case_list_files: - syn.store( - synapseclient.File( - f"{dataset_dir}/case_lists/{file}", - parent=case_list_folder_id, - version_comment=version_comment, - ) - ) - - def validate_export_files( input_df_synid: str, dataset_name: str, datahub_tools_path: str, **kwargs ) -> None: @@ -795,7 +700,7 @@ def validate_export_files( dataset_dir = utils.get_local_dataset_output_folder_path( dataset_name, datahub_tools_path ) - + for file in REQUIRED_OUTPUT_FILES: if file.startswith("cases"): required_file_path = f"{dataset_dir}/case_lists/{file}" @@ -837,45 +742,15 @@ def validate_export_files( if output_patient_df.PATIENT_ID.isna().any(): logger.error("There are missing PATIENT_ID values.") - + # check that there are no all NA columns if output_patient_df.isna().all().any(): logger.error("There are patient columns with ALL NAs.") - + if output_samples_df.isna().all().any(): logger.error("There are sample columns with ALL NAs.") - - print("\n\n") - -def run_cbioportal_validator( - dataset_name: str, cbioportal_path: str, datahub_tools_path: str -) -> None: - """Runs the cbioportal validation script to check the - input clinical, metadata files and saves the output - - Args: - dataset_name (str): name of the dataset - cbioportal_path (str): Path to cbioportal repo containing validator script - datahub_tools_path (str): path to the datahub tools repo containing - the locally saved clinical files - """ - cmd = f""" - python3 {cbioportal_path}/core/src/main/scripts/importer/validateData.py \ - -s "{datahub_tools_path}/add-clinical-header/{dataset_name}" \ - --no_portal_checks \ - --strict_maf_checks - """ - validated = f"{datahub_tools_path}/add-clinical-header/{dataset_name}/cbioportal_validator_output.txt" - with open(f"{validated}", "w") as outfile: - subprocess.run( - cmd, - shell=True, - executable="/bin/bash", - stdout=outfile, - stderr=subprocess.STDOUT, - ) - print(f"cbioportal validator results saved to: {validated}") + print("\n\n") def main(): @@ -906,39 +781,17 @@ def main(): type=str, help="Synapse id for the study_sample_name (paper ids) to lens id mapping file", ) - parser.add_argument( - "--output_folder_synid", - type=str, - help="Synapse id for output folder to store the export files", - ) parser.add_argument( "--datahub_tools_path", type=str, help="Path to datahub-study-curation-tools repo", ) - parser.add_argument( - "--cbioportal_path", - type=str, - help="Path to cbioportal repo", - ) - parser.add_argument( - "--dry_run", - action="store_true", - default=False, - help="Whether to run without saving to Synapse", - ) parser.add_argument( "--clear_workspace", action="store_true", default=False, help="Whether to clear local directory of files or not", ) - parser.add_argument( - "--version_comment", - default=None, - type=str, - help="Version comment for the files on Synapse. Optional. Defaults to None.", - ) args = parser.parse_args() if args.clear_workspace: @@ -998,18 +851,6 @@ def main(): datahub_tools_path=args.datahub_tools_path, logger=dataset_logger, ) - run_cbioportal_validator( - dataset_name=dataset, - cbioportal_path=args.cbioportal_path, - datahub_tools_path=args.datahub_tools_path, - ) - if not args.dry_run: - save_to_synapse( - dataset_name=dataset, - datahub_tools_path=args.datahub_tools_path, - output_folder_synid=args.output_folder_synid, - version_comment=args.version_comment, - ) if __name__ == "__main__": diff --git a/local/iatlas/cbioportal_export/load.py b/local/iatlas/cbioportal_export/load.py new file mode 100644 index 00000000..22c592e7 --- /dev/null +++ b/local/iatlas/cbioportal_export/load.py @@ -0,0 +1,177 @@ +import argparse +import os +import subprocess +import sys + +import synapseclient +import synapseutils + + +my_agent = "iatlas-cbioportal/0.0.0" +syn = synapseclient.Synapse(user_agent=my_agent).login() + + +REQUIRED_OUTPUT_FILES = [ + "data_clinical_patient.txt", + "data_clinical_sample.txt", + "meta_clinical_patient.txt", + "meta_clinical_sample.txt", + "data_mutations.txt", + "meta_mutations.txt", + "data_gene_signatures.txt", + "meta_gene_signatures.txt", + "data_rna_seq_mrna.txt", + "meta_rna_seq_mrna.txt", + "data_neoantigen_priority_scores.txt", + "meta_eoantigen_priority_scores.txt", + "cbioportal_validator_output.txt" +] + + +def run_cbioportal_validator( + dataset_name: str, cbioportal_path: str, datahub_tools_path: str +) -> None: + """Runs the cbioportal validation script to check the + input clinical, metadata files and saves the output + + Args: + dataset_name (str): name of the dataset + cbioportal_path (str): Path to cbioportal repo containing validator script + datahub_tools_path (str): path to the datahub tools repo containing + the locally saved clinical files + """ + cmd = f""" + python3 {cbioportal_path}/core/src/main/scripts/importer/validateData.py \ + -s "{datahub_tools_path}/add-clinical-header/{dataset_name}" \ + --no_portal_checks \ + --strict_maf_checks + """ + validated = f"{datahub_tools_path}/add-clinical-header/{dataset_name}/cbioportal_validator_output.txt" + with open(f"{validated}", "w") as outfile: + subprocess.run( + cmd, + shell=True, + executable="/bin/bash", + stdout=outfile, + stderr=subprocess.STDOUT, + ) + print(f"cbioportal validator results saved to: {validated}") + + +def save_to_synapse( + dataset_name: str, + datahub_tools_path: str, + output_folder_synid: str, + version_comment: str = None, +) -> None: + """Saves the dataset's clinical file, case lists + and meta files to its synapse respective folders + + Args: + dataset_name (str): name of the iatlas dataset to save to + synapse + datahub_tools_path (str): Path to the datahub tools repo + output_folder_synid (str): Synapse id of the output folder + version_comment (str): Version comment for this iteration of files on synapse. Optional. + Defaults to None. + """ + # TODO: Make into argument + dataset_dir = os.path.join(datahub_tools_path, "add-clinical-header", dataset_name) + # see if dataset_folder exists + dataset_folder_exists = False + for _, directory_names, _ in synapseutils.walk(syn=syn, synId=output_folder_synid): + directories = directory_names # top level directories + break + + for dataset_folder in directories: + if dataset_name == dataset_folder[0]: + dataset_folder_exists = True + dataset_folder_id = dataset_folder[1] + break + + if not dataset_folder_exists: + new_dataset_folder = synapseclient.Folder( + dataset_name, parent=output_folder_synid + ) + dataset_folder_id = syn.store(new_dataset_folder).id + + # store required files + for file in REQUIRED_OUTPUT_FILES: + syn.store( + synapseclient.File( + f"{dataset_dir}/{file}", + name=file, + parent=dataset_folder_id, + version_comment=version_comment + ) + ) + + # store case lists + case_list_files = os.listdir(os.path.join(dataset_dir, "case_lists")) + case_list_folder = synapseclient.Folder("case_lists", parent=dataset_folder_id) + try: + case_list_folder_id = syn.store(case_list_folder).id + except: + sys.exit(-1) + for file in case_list_files: + syn.store( + synapseclient.File( + f"{dataset_dir}/case_lists/{file}", + parent=case_list_folder_id, + version_comment=version_comment, + ) + ) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--dataset", + type=str, + help="Name of dataset to run processing for", + ) + parser.add_argument( + "--output_folder_synid", + type=str, + help="Synapse id for output folder to store the export files", + ) + parser.add_argument( + "--datahub_tools_path", + type=str, + help="Path to datahub-study-curation-tools repo", + ) + parser.add_argument( + "--cbioportal_path", + type=str, + help="Path to cbioportal repo", + ) + parser.add_argument( + "--dry_run", + action="store_true", + default=False, + help="Whether to run without saving to Synapse", + ) + parser.add_argument( + "--version_comment", + default=None, + type=str, + help="Version comment for the files on Synapse. Optional. Defaults to None.", + ) + args = parser.parse_args() + + run_cbioportal_validator( + dataset_name=args.dataset, + cbioportal_path=args.cbioportal_path, + datahub_tools_path=args.datahub_tools_path, + ) + if not args.dry_run: + save_to_synapse( + dataset_name=args.dataset, + datahub_tools_path=args.datahub_tools_path, + output_folder_synid=args.output_folder_synid, + version_comment=args.version_comment, + ) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/local/iatlas/cbioportal_export/maf_to_cbioportal.py b/local/iatlas/cbioportal_export/maf.py similarity index 79% rename from local/iatlas/cbioportal_export/maf_to_cbioportal.py rename to local/iatlas/cbioportal_export/maf.py index c241f5c7..93fe6700 100644 --- a/local/iatlas/cbioportal_export/maf_to_cbioportal.py +++ b/local/iatlas/cbioportal_export/maf.py @@ -5,9 +5,7 @@ from typing import Dict import pandas as pd -import numpy as np import synapseclient -import synapseutils import utils @@ -193,58 +191,6 @@ def postprocessing(input_df: pd.DataFrame) -> pd.DataFrame: return annotated_maf -def save_to_synapse( - dataset_name: str, - datahub_tools_path: str, - output_folder_synid: str, - version_comment: str = None, -) -> None: - """Saves the dataset's annotated maf file and error report file - to synapse - - Args: - dataset_name (str): name of the iatlas dataset to save to - synapse - datahub_tools_path (str): Path to the datahub tools repo - output_folder_synid (str): Synapse id of the output folder - version_comment (str): Version comment for this iteration of files on synapse. Optional. - Defaults to None. - """ - dataset_dir = os.path.join(datahub_tools_path, "add-clinical-header", dataset_name) - # see if dataset_folder exists - dataset_folder_exists = False - for _, directory_names, _ in synapseutils.walk(syn=syn, synId=output_folder_synid): - directories = directory_names # top level directories - break - - for dataset_folder in directories: - if dataset_name == dataset_folder[0]: - dataset_folder_exists = True - dataset_folder_id = dataset_folder[1] - break - - if not dataset_folder_exists: - new_dataset_folder = synapseclient.Folder( - dataset_name, parent=output_folder_synid - ) - dataset_folder_id = syn.store(new_dataset_folder).id - - syn.store( - synapseclient.File( - f"{dataset_dir}/data_mutations.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - syn.store( - synapseclient.File( - f"{dataset_dir}/data_mutations_error_report.txt", - parent=dataset_folder_id, - version_comment=version_comment, - ) - ) - - def generate_meta_files(dataset_name: str, datahub_tools_path: str) -> None: """Generates the meta* files for the given dataset @@ -301,11 +247,6 @@ def main(): help="Max rows per maf chunk used to split maf file. Default: 40000", default=40000, ) - parser.add_argument( - "--output_folder_synid", - type=str, - help="Synapse id for output folder to store the export files", - ) parser.add_argument( "--datahub_tools_path", type=str, @@ -317,25 +258,13 @@ def main(): default=3, help="Number of worker processes to run genome nexus in parallel. Optional. Defaults to 3.", ) - parser.add_argument( - "--dry_run", - action="store_true", - default=False, - help="Whether to run without saving to Synapse", - ) parser.add_argument( "--clear_workspace", action="store_true", default=False, help="Whether to clear local directory of files or not", ) - parser.add_argument( - "--version_comment", - default=None, - type=str, - help="Version comment for the files on Synapse. Optional. Defaults to None.", - ) - + args = parser.parse_args() if args.clear_workspace: utils.clear_workspace(dir_path=f"{args.datahub_tools_path}/add-clinical-header") @@ -362,13 +291,6 @@ def main(): generate_meta_files( dataset_name=args.dataset, datahub_tools_path=args.datahub_tools_path ) - if not args.dry_run: - save_to_synapse( - dataset_name=args.dataset, - datahub_tools_path=args.datahub_tools_path, - output_folder_synid=args.output_folder_synid, - version_comment=args.version_comment, - ) if __name__ == "__main__": From f448fc0bbbea966cc907398f37b32a8d820d29f5 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Tue, 26 Aug 2025 22:38:55 -0700 Subject: [PATCH 2/9] adjust code to remove .metadata --- local/iatlas/cbioportal_export/clinical.py | 23 ++++++++++-- ...ical_to_cbioportal.py => test_clinical.py} | 36 +++++++++++++++++-- ...{test_maf_to_cbioportal.py => test_maf.py} | 2 +- 3 files changed, 56 insertions(+), 5 deletions(-) rename local/iatlas/cbioportal_export/tests/{test_clinical_to_cbioportal.py => test_clinical.py} (94%) rename local/iatlas/cbioportal_export/tests/{test_maf_to_cbioportal.py => test_maf.py} (98%) diff --git a/local/iatlas/cbioportal_export/clinical.py b/local/iatlas/cbioportal_export/clinical.py index 760908a1..4cb7e310 100644 --- a/local/iatlas/cbioportal_export/clinical.py +++ b/local/iatlas/cbioportal_export/clinical.py @@ -376,7 +376,7 @@ def get_updated_cli_attributes( """ cli_attr = pd.read_csv( f"{datahub_tools_path}/add-clinical-header/clinical_attributes_metadata.txt", - sep="\t", + sep="\t" ) cli_to_cbio_mapping_to_append = cli_to_cbio_mapping.rename( columns={ @@ -422,6 +422,22 @@ def convert_oncotree_codes(datahub_tools_path: str) -> pd.DataFrame: return cli_w_cancer_types +def rename_files_on_disk(filepath : str) -> None: + """Renames files on disk by removing the .metadata ext from filenames. + NOTE: This will overwrite previous files with the same name. + + This is needed because the insert_clinical_metadata script from + datahub-curation-tools saves the sample and patient files with + ".metadata" ext but the cbioportal validation tool expects them to be + withou the ".metadata" + + Args: + filepath (str): the filepath to remove the .metadata ext from + """ + filepath_new = filepath.removesuffix(".metadata") + os.replace(filepath, filepath_new) + + def get_all_non_na_columns(input_df: pd.DataFrame) -> List[str]: """Gets all the columns in input data without all (100%) NAs Args: @@ -450,7 +466,6 @@ def add_clinical_header( dataset_name (str): name of dataset to add clinical headers to datahub_tools_path (str): Path to the datahub tools repo """ - dataset_dir = os.path.join( f"{datahub_tools_path}/add-clinical-header/", dataset_name ) @@ -491,6 +506,10 @@ def add_clinical_header( """ # Run in shell to allow sourcing subprocess.run(cmd, shell=True, executable="/bin/bash") + + # remove .metadata from files + rename_files_on_disk(filepath = f"{dataset_dir}/data_clinical_patient.txt.metadata") + rename_files_on_disk(filepath = f"{dataset_dir}/data_clinical_sample.txt.metadata") # saved merged for case lists merged_df_subset = input_dfs["merged"][ diff --git a/local/iatlas/cbioportal_export/tests/test_clinical_to_cbioportal.py b/local/iatlas/cbioportal_export/tests/test_clinical.py similarity index 94% rename from local/iatlas/cbioportal_export/tests/test_clinical_to_cbioportal.py rename to local/iatlas/cbioportal_export/tests/test_clinical.py index 03d80391..e3af2081 100644 --- a/local/iatlas/cbioportal_export/tests/test_clinical_to_cbioportal.py +++ b/local/iatlas/cbioportal_export/tests/test_clinical.py @@ -10,7 +10,7 @@ from pandas.testing import assert_frame_equal import pytest -import clinical_to_cbioportal as cli_to_cbio +import clinical as cli_to_cbio @pytest.fixture @@ -249,7 +249,6 @@ def test_cli_to_cbio_mapping(): ) return cli_to_cbio_mapping - class TestSplitPatientAndSampleData: def test_split_structure(self, test_input_clinical_data, test_cli_to_cbio_mapping): result = cli_to_cbio.split_into_patient_and_sample_data( @@ -483,3 +482,36 @@ def test_that_remap_column_values_returns_expected(input_df, expected_os, expect result = cli_to_cbio.remap_column_values(input_df) np.testing.assert_equal(result["OS_STATUS"].tolist(), expected_os) np.testing.assert_equal(result["PFS_STATUS"].tolist(), expected_pfs) + + +def test_that_rename_files_on_disk_removes_metadata_suffix(tmp_path): + # Arrange: create a dummy file with .metadata + original = tmp_path / "sample.txt.metadata" + original.write_text("dummy content") + expected = tmp_path / "sample.txt" + + cli_to_cbio.rename_files_on_disk(str(original)) + + assert ( + not original.exists() + and expected.exists() + and expected.read_text() == "dummy content" + ) + + +def test_that_rename_files_on_disk_overwrites_existing_file(tmp_path): + # Arrange: create two files: target and metadata + existing = tmp_path / "sample.txt" + existing.write_text("old content") + + original = tmp_path / "sample.txt.metadata" + original.write_text("new content") + + # Act: should overwrite existing file + cli_to_cbio.rename_files_on_disk(str(original)) + + assert ( + not original.exists() + and existing.exists() + and existing.read_text() == "new content" + ) diff --git a/local/iatlas/cbioportal_export/tests/test_maf_to_cbioportal.py b/local/iatlas/cbioportal_export/tests/test_maf.py similarity index 98% rename from local/iatlas/cbioportal_export/tests/test_maf_to_cbioportal.py rename to local/iatlas/cbioportal_export/tests/test_maf.py index 1ceefa54..378def4e 100644 --- a/local/iatlas/cbioportal_export/tests/test_maf_to_cbioportal.py +++ b/local/iatlas/cbioportal_export/tests/test_maf.py @@ -5,7 +5,7 @@ import pytest import pandas as pd -import maf_to_cbioportal as maf_to_cbio +import maf as maf_to_cbio @pytest.fixture From d643bcbb3cf6acd4836811ae6541ea5bdebf71b4 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Tue, 26 Aug 2025 23:13:15 -0700 Subject: [PATCH 3/9] add docker and dep --- local/iatlas/cbioportal_export/Dockerfile | 26 + local/iatlas/cbioportal_export/pyproject.toml | 11 + local/iatlas/cbioportal_export/uv.lock | 1029 +++++++++++++++++ 3 files changed, 1066 insertions(+) create mode 100644 local/iatlas/cbioportal_export/Dockerfile create mode 100644 local/iatlas/cbioportal_export/pyproject.toml create mode 100644 local/iatlas/cbioportal_export/uv.lock diff --git a/local/iatlas/cbioportal_export/Dockerfile b/local/iatlas/cbioportal_export/Dockerfile new file mode 100644 index 00000000..18f1247c --- /dev/null +++ b/local/iatlas/cbioportal_export/Dockerfile @@ -0,0 +1,26 @@ +# uv + Python 3.10 preinstalled +FROM ghcr.io/astral-sh/uv:python3.10-bookworm +WORKDIR /root/cbioportal_export/ + +RUN uv venv /opt/venv +# Use the virtual environment automatically +ENV VIRTUAL_ENV=/opt/venv +# Place entry points in the environment at the front of the path +ENV PATH="/opt/venv/bin:$PATH" + +# Install dep +COPY pyproject.toml uv.lock* ./ + +# Install exactly what's locked (fails if lock is out of date) +RUN uv sync --frozen --no-dev + +# copy code +COPY . . + +WORKDIR /root/ + +# clone dep repos +RUN git clone https://github.com/rxu17/datahub-study-curation-tools.git -b upgrade-to-python3 +RUN git clone https://github.com/cBioPortal/cbioportal.git -b v6.3.2 + +WORKDIR /root/cbioportal_export/ \ No newline at end of file diff --git a/local/iatlas/cbioportal_export/pyproject.toml b/local/iatlas/cbioportal_export/pyproject.toml new file mode 100644 index 00000000..de25df26 --- /dev/null +++ b/local/iatlas/cbioportal_export/pyproject.toml @@ -0,0 +1,11 @@ +# pyproject.toml +[project] +name = "cbioportal_export" +version = "0.1.0" +dependencies = [ + "synapseclient[pandas]>=4,<5", + "pandas>=2.2", +] + +[dependency-groups] +dev = ["pytest"] \ No newline at end of file diff --git a/local/iatlas/cbioportal_export/uv.lock b/local/iatlas/cbioportal_export/uv.lock new file mode 100644 index 00000000..d25e6a8a --- /dev/null +++ b/local/iatlas/cbioportal_export/uv.lock @@ -0,0 +1,1029 @@ +version = 1 +revision = 3 +requires-python = ">=3.9" +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", + "python_full_version == '3.10.*'", + "python_full_version < '3.10'", +] + +[[package]] +name = "anyio" +version = "4.10.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, + { name = "idna" }, + { name = "sniffio" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f1/b4/636b3b65173d3ce9a38ef5f0522789614e590dab6a8d505340a4efe4c567/anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6", size = 213252, upload-time = "2025-08-04T08:54:26.451Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6f/12/e5e0282d673bb9746bacfb6e2dba8719989d3660cdb2ea79aee9a9651afb/anyio-4.10.0-py3-none-any.whl", hash = "sha256:60e474ac86736bbfd6f210f7a61218939c318f43f9972497381f1c5e930ed3d1", size = 107213, upload-time = "2025-08-04T08:54:24.882Z" }, +] + +[[package]] +name = "async-lru" +version = "2.0.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b2/4d/71ec4d3939dc755264f680f6c2b4906423a304c3d18e96853f0a595dfe97/async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb", size = 10380, upload-time = "2025-03-16T17:25:36.919Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943", size = 6069, upload-time = "2025-03-16T17:25:35.422Z" }, +] + +[[package]] +name = "asyncio-atexit" +version = "1.0.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/22/d3/dd2974be3f67c7ec96e0d6ab454429d0372cb7c7bffa3d0ac67a483cb801/asyncio-atexit-1.0.1.tar.gz", hash = "sha256:1d0c71544b8ee2c484d322844ee72c0875dde6f250c0ed5b6993592ab9f7d436", size = 4373, upload-time = "2022-04-26T08:54:16.998Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/65/10/d6abaefa57a52646651fd0383c056280b0853c0106229ece6bb38cd14463/asyncio_atexit-1.0.1-py3-none-any.whl", hash = "sha256:d93d5f7d5633a534abd521ce2896ed0fbe8de170bb1e65ec871d1c20eac9d376", size = 3752, upload-time = "2022-04-26T08:54:15.726Z" }, +] + +[[package]] +name = "cbioportal-export" +version = "0.1.0" +source = { virtual = "." } +dependencies = [ + { name = "pandas" }, + { name = "synapseclient", extra = ["pandas"] }, +] + +[package.dev-dependencies] +dev = [ + { name = "pytest" }, +] + +[package.metadata] +requires-dist = [ + { name = "pandas", specifier = ">=2.2" }, + { name = "synapseclient", extras = ["pandas"], specifier = ">=4,<5" }, +] + +[package.metadata.requires-dev] +dev = [{ name = "pytest" }] + +[[package]] +name = "certifi" +version = "2025.8.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/dc/67/960ebe6bf230a96cda2e0abcf73af550ec4f090005363542f0765df162e0/certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407", size = 162386, upload-time = "2025-08-03T03:07:47.08Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e5/48/1549795ba7742c948d2ad169c1c8cdbae65bc450d6cd753d124b17c8cd32/certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5", size = 161216, upload-time = "2025-08-03T03:07:45.777Z" }, +] + +[[package]] +name = "charset-normalizer" +version = "3.4.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/83/2d/5fd176ceb9b2fc619e63405525573493ca23441330fcdaee6bef9460e924/charset_normalizer-3.4.3.tar.gz", hash = "sha256:6fce4b8500244f6fcb71465d4a4930d132ba9ab8e71a7859e6a5d59851068d14", size = 122371, upload-time = "2025-08-09T07:57:28.46Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d6/98/f3b8013223728a99b908c9344da3aa04ee6e3fa235f19409033eda92fb78/charset_normalizer-3.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb7f67a1bfa6e40b438170ebdc8158b78dc465a5a67b6dde178a46987b244a72", size = 207695, upload-time = "2025-08-09T07:55:36.452Z" }, + { url = "https://files.pythonhosted.org/packages/21/40/5188be1e3118c82dcb7c2a5ba101b783822cfb413a0268ed3be0468532de/charset_normalizer-3.4.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cc9370a2da1ac13f0153780040f465839e6cccb4a1e44810124b4e22483c93fe", size = 147153, upload-time = "2025-08-09T07:55:38.467Z" }, + { url = "https://files.pythonhosted.org/packages/37/60/5d0d74bc1e1380f0b72c327948d9c2aca14b46a9efd87604e724260f384c/charset_normalizer-3.4.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:07a0eae9e2787b586e129fdcbe1af6997f8d0e5abaa0bc98c0e20e124d67e601", size = 160428, upload-time = "2025-08-09T07:55:40.072Z" }, + { url = "https://files.pythonhosted.org/packages/85/9a/d891f63722d9158688de58d050c59dc3da560ea7f04f4c53e769de5140f5/charset_normalizer-3.4.3-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:74d77e25adda8581ffc1c720f1c81ca082921329452eba58b16233ab1842141c", size = 157627, upload-time = "2025-08-09T07:55:41.706Z" }, + { url = "https://files.pythonhosted.org/packages/65/1a/7425c952944a6521a9cfa7e675343f83fd82085b8af2b1373a2409c683dc/charset_normalizer-3.4.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d0e909868420b7049dafd3a31d45125b31143eec59235311fc4c57ea26a4acd2", size = 152388, upload-time = "2025-08-09T07:55:43.262Z" }, + { url = "https://files.pythonhosted.org/packages/f0/c9/a2c9c2a355a8594ce2446085e2ec97fd44d323c684ff32042e2a6b718e1d/charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c6f162aabe9a91a309510d74eeb6507fab5fff92337a15acbe77753d88d9dcf0", size = 150077, upload-time = "2025-08-09T07:55:44.903Z" }, + { url = "https://files.pythonhosted.org/packages/3b/38/20a1f44e4851aa1c9105d6e7110c9d020e093dfa5836d712a5f074a12bf7/charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:4ca4c094de7771a98d7fbd67d9e5dbf1eb73efa4f744a730437d8a3a5cf994f0", size = 161631, upload-time = "2025-08-09T07:55:46.346Z" }, + { url = "https://files.pythonhosted.org/packages/a4/fa/384d2c0f57edad03d7bec3ebefb462090d8905b4ff5a2d2525f3bb711fac/charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:02425242e96bcf29a49711b0ca9f37e451da7c70562bc10e8ed992a5a7a25cc0", size = 159210, upload-time = "2025-08-09T07:55:47.539Z" }, + { url = "https://files.pythonhosted.org/packages/33/9e/eca49d35867ca2db336b6ca27617deed4653b97ebf45dfc21311ce473c37/charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:78deba4d8f9590fe4dae384aeff04082510a709957e968753ff3c48399f6f92a", size = 153739, upload-time = "2025-08-09T07:55:48.744Z" }, + { url = "https://files.pythonhosted.org/packages/2a/91/26c3036e62dfe8de8061182d33be5025e2424002125c9500faff74a6735e/charset_normalizer-3.4.3-cp310-cp310-win32.whl", hash = "sha256:d79c198e27580c8e958906f803e63cddb77653731be08851c7df0b1a14a8fc0f", size = 99825, upload-time = "2025-08-09T07:55:50.305Z" }, + { url = "https://files.pythonhosted.org/packages/e2/c6/f05db471f81af1fa01839d44ae2a8bfeec8d2a8b4590f16c4e7393afd323/charset_normalizer-3.4.3-cp310-cp310-win_amd64.whl", hash = "sha256:c6e490913a46fa054e03699c70019ab869e990270597018cef1d8562132c2669", size = 107452, upload-time = "2025-08-09T07:55:51.461Z" }, + { url = "https://files.pythonhosted.org/packages/7f/b5/991245018615474a60965a7c9cd2b4efbaabd16d582a5547c47ee1c7730b/charset_normalizer-3.4.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:b256ee2e749283ef3ddcff51a675ff43798d92d746d1a6e4631bf8c707d22d0b", size = 204483, upload-time = "2025-08-09T07:55:53.12Z" }, + { url = "https://files.pythonhosted.org/packages/c7/2a/ae245c41c06299ec18262825c1569c5d3298fc920e4ddf56ab011b417efd/charset_normalizer-3.4.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:13faeacfe61784e2559e690fc53fa4c5ae97c6fcedb8eb6fb8d0a15b475d2c64", size = 145520, upload-time = "2025-08-09T07:55:54.712Z" }, + { url = "https://files.pythonhosted.org/packages/3a/a4/b3b6c76e7a635748c4421d2b92c7b8f90a432f98bda5082049af37ffc8e3/charset_normalizer-3.4.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:00237675befef519d9af72169d8604a067d92755e84fe76492fef5441db05b91", size = 158876, upload-time = "2025-08-09T07:55:56.024Z" }, + { url = "https://files.pythonhosted.org/packages/e2/e6/63bb0e10f90a8243c5def74b5b105b3bbbfb3e7bb753915fe333fb0c11ea/charset_normalizer-3.4.3-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:585f3b2a80fbd26b048a0be90c5aae8f06605d3c92615911c3a2b03a8a3b796f", size = 156083, upload-time = "2025-08-09T07:55:57.582Z" }, + { url = "https://files.pythonhosted.org/packages/87/df/b7737ff046c974b183ea9aa111b74185ac8c3a326c6262d413bd5a1b8c69/charset_normalizer-3.4.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0e78314bdc32fa80696f72fa16dc61168fda4d6a0c014e0380f9d02f0e5d8a07", size = 150295, upload-time = "2025-08-09T07:55:59.147Z" }, + { url = "https://files.pythonhosted.org/packages/61/f1/190d9977e0084d3f1dc169acd060d479bbbc71b90bf3e7bf7b9927dec3eb/charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:96b2b3d1a83ad55310de8c7b4a2d04d9277d5591f40761274856635acc5fcb30", size = 148379, upload-time = "2025-08-09T07:56:00.364Z" }, + { url = "https://files.pythonhosted.org/packages/4c/92/27dbe365d34c68cfe0ca76f1edd70e8705d82b378cb54ebbaeabc2e3029d/charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:939578d9d8fd4299220161fdd76e86c6a251987476f5243e8864a7844476ba14", size = 160018, upload-time = "2025-08-09T07:56:01.678Z" }, + { url = "https://files.pythonhosted.org/packages/99/04/baae2a1ea1893a01635d475b9261c889a18fd48393634b6270827869fa34/charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:fd10de089bcdcd1be95a2f73dbe6254798ec1bda9f450d5828c96f93e2536b9c", size = 157430, upload-time = "2025-08-09T07:56:02.87Z" }, + { url = "https://files.pythonhosted.org/packages/2f/36/77da9c6a328c54d17b960c89eccacfab8271fdaaa228305330915b88afa9/charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1e8ac75d72fa3775e0b7cb7e4629cec13b7514d928d15ef8ea06bca03ef01cae", size = 151600, upload-time = "2025-08-09T07:56:04.089Z" }, + { url = "https://files.pythonhosted.org/packages/64/d4/9eb4ff2c167edbbf08cdd28e19078bf195762e9bd63371689cab5ecd3d0d/charset_normalizer-3.4.3-cp311-cp311-win32.whl", hash = "sha256:6cf8fd4c04756b6b60146d98cd8a77d0cdae0e1ca20329da2ac85eed779b6849", size = 99616, upload-time = "2025-08-09T07:56:05.658Z" }, + { url = "https://files.pythonhosted.org/packages/f4/9c/996a4a028222e7761a96634d1820de8a744ff4327a00ada9c8942033089b/charset_normalizer-3.4.3-cp311-cp311-win_amd64.whl", hash = "sha256:31a9a6f775f9bcd865d88ee350f0ffb0e25936a7f930ca98995c05abf1faf21c", size = 107108, upload-time = "2025-08-09T07:56:07.176Z" }, + { url = "https://files.pythonhosted.org/packages/e9/5e/14c94999e418d9b87682734589404a25854d5f5d0408df68bc15b6ff54bb/charset_normalizer-3.4.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:e28e334d3ff134e88989d90ba04b47d84382a828c061d0d1027b1b12a62b39b1", size = 205655, upload-time = "2025-08-09T07:56:08.475Z" }, + { url = "https://files.pythonhosted.org/packages/7d/a8/c6ec5d389672521f644505a257f50544c074cf5fc292d5390331cd6fc9c3/charset_normalizer-3.4.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0cacf8f7297b0c4fcb74227692ca46b4a5852f8f4f24b3c766dd94a1075c4884", size = 146223, upload-time = "2025-08-09T07:56:09.708Z" }, + { url = "https://files.pythonhosted.org/packages/fc/eb/a2ffb08547f4e1e5415fb69eb7db25932c52a52bed371429648db4d84fb1/charset_normalizer-3.4.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c6fd51128a41297f5409deab284fecbe5305ebd7e5a1f959bee1c054622b7018", size = 159366, upload-time = "2025-08-09T07:56:11.326Z" }, + { url = "https://files.pythonhosted.org/packages/82/10/0fd19f20c624b278dddaf83b8464dcddc2456cb4b02bb902a6da126b87a1/charset_normalizer-3.4.3-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3cfb2aad70f2c6debfbcb717f23b7eb55febc0bb23dcffc0f076009da10c6392", size = 157104, upload-time = "2025-08-09T07:56:13.014Z" }, + { url = "https://files.pythonhosted.org/packages/16/ab/0233c3231af734f5dfcf0844aa9582d5a1466c985bbed6cedab85af9bfe3/charset_normalizer-3.4.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1606f4a55c0fd363d754049cdf400175ee96c992b1f8018b993941f221221c5f", size = 151830, upload-time = "2025-08-09T07:56:14.428Z" }, + { url = "https://files.pythonhosted.org/packages/ae/02/e29e22b4e02839a0e4a06557b1999d0a47db3567e82989b5bb21f3fbbd9f/charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:027b776c26d38b7f15b26a5da1044f376455fb3766df8fc38563b4efbc515154", size = 148854, upload-time = "2025-08-09T07:56:16.051Z" }, + { url = "https://files.pythonhosted.org/packages/05/6b/e2539a0a4be302b481e8cafb5af8792da8093b486885a1ae4d15d452bcec/charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:42e5088973e56e31e4fa58eb6bd709e42fc03799c11c42929592889a2e54c491", size = 160670, upload-time = "2025-08-09T07:56:17.314Z" }, + { url = "https://files.pythonhosted.org/packages/31/e7/883ee5676a2ef217a40ce0bffcc3d0dfbf9e64cbcfbdf822c52981c3304b/charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:cc34f233c9e71701040d772aa7490318673aa7164a0efe3172b2981218c26d93", size = 158501, upload-time = "2025-08-09T07:56:18.641Z" }, + { url = "https://files.pythonhosted.org/packages/c1/35/6525b21aa0db614cf8b5792d232021dca3df7f90a1944db934efa5d20bb1/charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:320e8e66157cc4e247d9ddca8e21f427efc7a04bbd0ac8a9faf56583fa543f9f", size = 153173, upload-time = "2025-08-09T07:56:20.289Z" }, + { url = "https://files.pythonhosted.org/packages/50/ee/f4704bad8201de513fdc8aac1cabc87e38c5818c93857140e06e772b5892/charset_normalizer-3.4.3-cp312-cp312-win32.whl", hash = "sha256:fb6fecfd65564f208cbf0fba07f107fb661bcd1a7c389edbced3f7a493f70e37", size = 99822, upload-time = "2025-08-09T07:56:21.551Z" }, + { url = "https://files.pythonhosted.org/packages/39/f5/3b3836ca6064d0992c58c7561c6b6eee1b3892e9665d650c803bd5614522/charset_normalizer-3.4.3-cp312-cp312-win_amd64.whl", hash = "sha256:86df271bf921c2ee3818f0522e9a5b8092ca2ad8b065ece5d7d9d0e9f4849bcc", size = 107543, upload-time = "2025-08-09T07:56:23.115Z" }, + { url = "https://files.pythonhosted.org/packages/65/ca/2135ac97709b400c7654b4b764daf5c5567c2da45a30cdd20f9eefe2d658/charset_normalizer-3.4.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:14c2a87c65b351109f6abfc424cab3927b3bdece6f706e4d12faaf3d52ee5efe", size = 205326, upload-time = "2025-08-09T07:56:24.721Z" }, + { url = "https://files.pythonhosted.org/packages/71/11/98a04c3c97dd34e49c7d247083af03645ca3730809a5509443f3c37f7c99/charset_normalizer-3.4.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41d1fc408ff5fdfb910200ec0e74abc40387bccb3252f3f27c0676731df2b2c8", size = 146008, upload-time = "2025-08-09T07:56:26.004Z" }, + { url = "https://files.pythonhosted.org/packages/60/f5/4659a4cb3c4ec146bec80c32d8bb16033752574c20b1252ee842a95d1a1e/charset_normalizer-3.4.3-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1bb60174149316da1c35fa5233681f7c0f9f514509b8e399ab70fea5f17e45c9", size = 159196, upload-time = "2025-08-09T07:56:27.25Z" }, + { url = "https://files.pythonhosted.org/packages/86/9e/f552f7a00611f168b9a5865a1414179b2c6de8235a4fa40189f6f79a1753/charset_normalizer-3.4.3-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:30d006f98569de3459c2fc1f2acde170b7b2bd265dc1943e87e1a4efe1b67c31", size = 156819, upload-time = "2025-08-09T07:56:28.515Z" }, + { url = "https://files.pythonhosted.org/packages/7e/95/42aa2156235cbc8fa61208aded06ef46111c4d3f0de233107b3f38631803/charset_normalizer-3.4.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:416175faf02e4b0810f1f38bcb54682878a4af94059a1cd63b8747244420801f", size = 151350, upload-time = "2025-08-09T07:56:29.716Z" }, + { url = "https://files.pythonhosted.org/packages/c2/a9/3865b02c56f300a6f94fc631ef54f0a8a29da74fb45a773dfd3dcd380af7/charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6aab0f181c486f973bc7262a97f5aca3ee7e1437011ef0c2ec04b5a11d16c927", size = 148644, upload-time = "2025-08-09T07:56:30.984Z" }, + { url = "https://files.pythonhosted.org/packages/77/d9/cbcf1a2a5c7d7856f11e7ac2d782aec12bdfea60d104e60e0aa1c97849dc/charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:fdabf8315679312cfa71302f9bd509ded4f2f263fb5b765cf1433b39106c3cc9", size = 160468, upload-time = "2025-08-09T07:56:32.252Z" }, + { url = "https://files.pythonhosted.org/packages/f6/42/6f45efee8697b89fda4d50580f292b8f7f9306cb2971d4b53f8914e4d890/charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:bd28b817ea8c70215401f657edef3a8aa83c29d447fb0b622c35403780ba11d5", size = 158187, upload-time = "2025-08-09T07:56:33.481Z" }, + { url = "https://files.pythonhosted.org/packages/70/99/f1c3bdcfaa9c45b3ce96f70b14f070411366fa19549c1d4832c935d8e2c3/charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:18343b2d246dc6761a249ba1fb13f9ee9a2bcd95decc767319506056ea4ad4dc", size = 152699, upload-time = "2025-08-09T07:56:34.739Z" }, + { url = "https://files.pythonhosted.org/packages/a3/ad/b0081f2f99a4b194bcbb1934ef3b12aa4d9702ced80a37026b7607c72e58/charset_normalizer-3.4.3-cp313-cp313-win32.whl", hash = "sha256:6fb70de56f1859a3f71261cbe41005f56a7842cc348d3aeb26237560bfa5e0ce", size = 99580, upload-time = "2025-08-09T07:56:35.981Z" }, + { url = "https://files.pythonhosted.org/packages/9a/8f/ae790790c7b64f925e5c953b924aaa42a243fb778fed9e41f147b2a5715a/charset_normalizer-3.4.3-cp313-cp313-win_amd64.whl", hash = "sha256:cf1ebb7d78e1ad8ec2a8c4732c7be2e736f6e5123a4146c5b89c9d1f585f8cef", size = 107366, upload-time = "2025-08-09T07:56:37.339Z" }, + { url = "https://files.pythonhosted.org/packages/8e/91/b5a06ad970ddc7a0e513112d40113e834638f4ca1120eb727a249fb2715e/charset_normalizer-3.4.3-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:3cd35b7e8aedeb9e34c41385fda4f73ba609e561faedfae0a9e75e44ac558a15", size = 204342, upload-time = "2025-08-09T07:56:38.687Z" }, + { url = "https://files.pythonhosted.org/packages/ce/ec/1edc30a377f0a02689342f214455c3f6c2fbedd896a1d2f856c002fc3062/charset_normalizer-3.4.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b89bc04de1d83006373429975f8ef9e7932534b8cc9ca582e4db7d20d91816db", size = 145995, upload-time = "2025-08-09T07:56:40.048Z" }, + { url = "https://files.pythonhosted.org/packages/17/e5/5e67ab85e6d22b04641acb5399c8684f4d37caf7558a53859f0283a650e9/charset_normalizer-3.4.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2001a39612b241dae17b4687898843f254f8748b796a2e16f1051a17078d991d", size = 158640, upload-time = "2025-08-09T07:56:41.311Z" }, + { url = "https://files.pythonhosted.org/packages/f1/e5/38421987f6c697ee3722981289d554957c4be652f963d71c5e46a262e135/charset_normalizer-3.4.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8dcfc373f888e4fb39a7bc57e93e3b845e7f462dacc008d9749568b1c4ece096", size = 156636, upload-time = "2025-08-09T07:56:43.195Z" }, + { url = "https://files.pythonhosted.org/packages/a0/e4/5a075de8daa3ec0745a9a3b54467e0c2967daaaf2cec04c845f73493e9a1/charset_normalizer-3.4.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:18b97b8404387b96cdbd30ad660f6407799126d26a39ca65729162fd810a99aa", size = 150939, upload-time = "2025-08-09T07:56:44.819Z" }, + { url = "https://files.pythonhosted.org/packages/02/f7/3611b32318b30974131db62b4043f335861d4d9b49adc6d57c1149cc49d4/charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ccf600859c183d70eb47e05a44cd80a4ce77394d1ac0f79dbd2dd90a69a3a049", size = 148580, upload-time = "2025-08-09T07:56:46.684Z" }, + { url = "https://files.pythonhosted.org/packages/7e/61/19b36f4bd67f2793ab6a99b979b4e4f3d8fc754cbdffb805335df4337126/charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:53cd68b185d98dde4ad8990e56a58dea83a4162161b1ea9272e5c9182ce415e0", size = 159870, upload-time = "2025-08-09T07:56:47.941Z" }, + { url = "https://files.pythonhosted.org/packages/06/57/84722eefdd338c04cf3030ada66889298eaedf3e7a30a624201e0cbe424a/charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:30a96e1e1f865f78b030d65241c1ee850cdf422d869e9028e2fc1d5e4db73b92", size = 157797, upload-time = "2025-08-09T07:56:49.756Z" }, + { url = "https://files.pythonhosted.org/packages/72/2a/aff5dd112b2f14bcc3462c312dce5445806bfc8ab3a7328555da95330e4b/charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d716a916938e03231e86e43782ca7878fb602a125a91e7acb8b5112e2e96ac16", size = 152224, upload-time = "2025-08-09T07:56:51.369Z" }, + { url = "https://files.pythonhosted.org/packages/b7/8c/9839225320046ed279c6e839d51f028342eb77c91c89b8ef2549f951f3ec/charset_normalizer-3.4.3-cp314-cp314-win32.whl", hash = "sha256:c6dbd0ccdda3a2ba7c2ecd9d77b37f3b5831687d8dc1b6ca5f56a4880cc7b7ce", size = 100086, upload-time = "2025-08-09T07:56:52.722Z" }, + { url = "https://files.pythonhosted.org/packages/ee/7a/36fbcf646e41f710ce0a563c1c9a343c6edf9be80786edeb15b6f62e17db/charset_normalizer-3.4.3-cp314-cp314-win_amd64.whl", hash = "sha256:73dc19b562516fc9bcf6e5d6e596df0b4eb98d87e4f79f3ae71840e6ed21361c", size = 107400, upload-time = "2025-08-09T07:56:55.172Z" }, + { url = "https://files.pythonhosted.org/packages/c2/ca/9a0983dd5c8e9733565cf3db4df2b0a2e9a82659fd8aa2a868ac6e4a991f/charset_normalizer-3.4.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:70bfc5f2c318afece2f5838ea5e4c3febada0be750fcf4775641052bbba14d05", size = 207520, upload-time = "2025-08-09T07:57:11.026Z" }, + { url = "https://files.pythonhosted.org/packages/39/c6/99271dc37243a4f925b09090493fb96c9333d7992c6187f5cfe5312008d2/charset_normalizer-3.4.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:23b6b24d74478dc833444cbd927c338349d6ae852ba53a0d02a2de1fce45b96e", size = 147307, upload-time = "2025-08-09T07:57:12.4Z" }, + { url = "https://files.pythonhosted.org/packages/e4/69/132eab043356bba06eb333cc2cc60c6340857d0a2e4ca6dc2b51312886b3/charset_normalizer-3.4.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:34a7f768e3f985abdb42841e20e17b330ad3aaf4bb7e7aeeb73db2e70f077b99", size = 160448, upload-time = "2025-08-09T07:57:13.712Z" }, + { url = "https://files.pythonhosted.org/packages/04/9a/914d294daa4809c57667b77470533e65def9c0be1ef8b4c1183a99170e9d/charset_normalizer-3.4.3-cp39-cp39-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fb731e5deb0c7ef82d698b0f4c5bb724633ee2a489401594c5c88b02e6cb15f7", size = 157758, upload-time = "2025-08-09T07:57:14.979Z" }, + { url = "https://files.pythonhosted.org/packages/b0/a8/6f5bcf1bcf63cb45625f7c5cadca026121ff8a6c8a3256d8d8cd59302663/charset_normalizer-3.4.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:257f26fed7d7ff59921b78244f3cd93ed2af1800ff048c33f624c87475819dd7", size = 152487, upload-time = "2025-08-09T07:57:16.332Z" }, + { url = "https://files.pythonhosted.org/packages/c4/72/d3d0e9592f4e504f9dea08b8db270821c909558c353dc3b457ed2509f2fb/charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:1ef99f0456d3d46a50945c98de1774da86f8e992ab5c77865ea8b8195341fc19", size = 150054, upload-time = "2025-08-09T07:57:17.576Z" }, + { url = "https://files.pythonhosted.org/packages/20/30/5f64fe3981677fe63fa987b80e6c01042eb5ff653ff7cec1b7bd9268e54e/charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:2c322db9c8c89009a990ef07c3bcc9f011a3269bc06782f916cd3d9eed7c9312", size = 161703, upload-time = "2025-08-09T07:57:20.012Z" }, + { url = "https://files.pythonhosted.org/packages/e1/ef/dd08b2cac9284fd59e70f7d97382c33a3d0a926e45b15fc21b3308324ffd/charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:511729f456829ef86ac41ca78c63a5cb55240ed23b4b737faca0eb1abb1c41bc", size = 159096, upload-time = "2025-08-09T07:57:21.329Z" }, + { url = "https://files.pythonhosted.org/packages/45/8c/dcef87cfc2b3f002a6478f38906f9040302c68aebe21468090e39cde1445/charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:88ab34806dea0671532d3f82d82b85e8fc23d7b2dd12fa837978dad9bb392a34", size = 153852, upload-time = "2025-08-09T07:57:22.608Z" }, + { url = "https://files.pythonhosted.org/packages/63/86/9cbd533bd37883d467fcd1bd491b3547a3532d0fbb46de2b99feeebf185e/charset_normalizer-3.4.3-cp39-cp39-win32.whl", hash = "sha256:16a8770207946ac75703458e2c743631c79c59c5890c80011d536248f8eaa432", size = 99840, upload-time = "2025-08-09T07:57:23.883Z" }, + { url = "https://files.pythonhosted.org/packages/ce/d6/7e805c8e5c46ff9729c49950acc4ee0aeb55efb8b3a56687658ad10c3216/charset_normalizer-3.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:d22dbedd33326a4a5190dd4fe9e9e693ef12160c77382d9e87919bce54f3d4ca", size = 107438, upload-time = "2025-08-09T07:57:25.287Z" }, + { url = "https://files.pythonhosted.org/packages/8a/1f/f041989e93b001bc4e44bb1669ccdcf54d3f00e628229a85b08d330615c5/charset_normalizer-3.4.3-py3-none-any.whl", hash = "sha256:ce571ab16d890d23b5c278547ba694193a45011ff86a9162a71307ed9f86759a", size = 53175, upload-time = "2025-08-09T07:57:26.864Z" }, +] + +[[package]] +name = "colorama" +version = "0.4.6" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/d8/53/6f443c9a4a8358a93a6792e2acffb9d9d5cb0a5cfd8802644b7b1c9a02e4/colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44", size = 27697, upload-time = "2022-10-25T02:36:22.414Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" }, +] + +[[package]] +name = "deprecated" +version = "1.2.18" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "wrapt" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/98/97/06afe62762c9a8a86af0cfb7bfdab22a43ad17138b07af5b1a58442690a2/deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d", size = 2928744, upload-time = "2025-01-27T10:46:25.7Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/6e/c6/ac0b6c1e2d138f1002bcf799d330bd6d85084fece321e662a14223794041/Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec", size = 9998, upload-time = "2025-01-27T10:46:09.186Z" }, +] + +[[package]] +name = "exceptiongroup" +version = "1.3.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "typing-extensions", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0b/9f/a65090624ecf468cdca03533906e7c69ed7588582240cfe7cc9e770b50eb/exceptiongroup-1.3.0.tar.gz", hash = "sha256:b241f5885f560bc56a59ee63ca4c6a8bfa46ae4ad651af316d4e81817bb9fd88", size = 29749, upload-time = "2025-05-10T17:42:51.123Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/36/f4/c6e662dade71f56cd2f3735141b265c3c79293c109549c1e6933b0651ffc/exceptiongroup-1.3.0-py3-none-any.whl", hash = "sha256:4d111e6e0c13d0644cad6ddaa7ed0261a0b36971f6d23e7ec9b4b9097da78a10", size = 16674, upload-time = "2025-05-10T17:42:49.33Z" }, +] + +[[package]] +name = "googleapis-common-protos" +version = "1.70.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "protobuf" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/39/24/33db22342cf4a2ea27c9955e6713140fedd51e8b141b5ce5260897020f1a/googleapis_common_protos-1.70.0.tar.gz", hash = "sha256:0e1b44e0ea153e6594f9f394fef15193a68aaaea2d843f83e2742717ca753257", size = 145903, upload-time = "2025-04-14T10:17:02.924Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/86/f1/62a193f0227cf15a920390abe675f386dec35f7ae3ffe6da582d3ade42c7/googleapis_common_protos-1.70.0-py3-none-any.whl", hash = "sha256:b8bfcca8c25a2bb253e0e0b0adaf8c00773e5e6af6fd92397576680b807e0fd8", size = 294530, upload-time = "2025-04-14T10:17:01.271Z" }, +] + +[[package]] +name = "h11" +version = "0.16.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" }, +] + +[[package]] +name = "httpcore" +version = "1.0.9" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "h11" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" }, +] + +[[package]] +name = "httpx" +version = "0.28.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "anyio" }, + { name = "certifi" }, + { name = "httpcore" }, + { name = "idna" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" }, +] + +[[package]] +name = "idna" +version = "3.10" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f1/70/7703c29685631f5a7590aa73f1f1d3fa9a380e654b86af429e0934a32f7d/idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9", size = 190490, upload-time = "2024-09-15T18:07:39.745Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/76/c6/c88e154df9c4e1a2a66ccf0005a88dfb2650c1dffb6f5ce603dfbd452ce3/idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3", size = 70442, upload-time = "2024-09-15T18:07:37.964Z" }, +] + +[[package]] +name = "importlib-metadata" +version = "8.7.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "zipp" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/76/66/650a33bd90f786193e4de4b3ad86ea60b53c89b669a5c7be931fac31cdb0/importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000", size = 56641, upload-time = "2025-04-27T15:29:01.736Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/20/b0/36bd937216ec521246249be3bf9855081de4c5e06a0c9b4219dbeda50373/importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd", size = 27656, upload-time = "2025-04-27T15:29:00.214Z" }, +] + +[[package]] +name = "iniconfig" +version = "2.1.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f2/97/ebf4da567aa6827c909642694d71c9fcf53e5b504f2d96afea02718862f3/iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7", size = 4793, upload-time = "2025-03-19T20:09:59.721Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760", size = 6050, upload-time = "2025-03-19T20:10:01.071Z" }, +] + +[[package]] +name = "nest-asyncio" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/83/f8/51569ac65d696c8ecbee95938f89d4abf00f47d58d48f6fbabfe8f0baefe/nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe", size = 7418, upload-time = "2024-01-21T14:25:19.227Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c", size = 5195, upload-time = "2024-01-21T14:25:17.223Z" }, +] + +[[package]] +name = "numpy" +version = "2.0.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version < '3.10'", +] +sdist = { url = "https://files.pythonhosted.org/packages/a9/75/10dd1f8116a8b796cb2c737b674e02d02e80454bda953fa7e65d8c12b016/numpy-2.0.2.tar.gz", hash = "sha256:883c987dee1880e2a864ab0dc9892292582510604156762362d9326444636e78", size = 18902015, upload-time = "2024-08-26T20:19:40.945Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/21/91/3495b3237510f79f5d81f2508f9f13fea78ebfdf07538fc7444badda173d/numpy-2.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:51129a29dbe56f9ca83438b706e2e69a39892b5eda6cedcb6b0c9fdc9b0d3ece", size = 21165245, upload-time = "2024-08-26T20:04:14.625Z" }, + { url = "https://files.pythonhosted.org/packages/05/33/26178c7d437a87082d11019292dce6d3fe6f0e9026b7b2309cbf3e489b1d/numpy-2.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f15975dfec0cf2239224d80e32c3170b1d168335eaedee69da84fbe9f1f9cd04", size = 13738540, upload-time = "2024-08-26T20:04:36.784Z" }, + { url = "https://files.pythonhosted.org/packages/ec/31/cc46e13bf07644efc7a4bf68df2df5fb2a1a88d0cd0da9ddc84dc0033e51/numpy-2.0.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:8c5713284ce4e282544c68d1c3b2c7161d38c256d2eefc93c1d683cf47683e66", size = 5300623, upload-time = "2024-08-26T20:04:46.491Z" }, + { url = "https://files.pythonhosted.org/packages/6e/16/7bfcebf27bb4f9d7ec67332ffebee4d1bf085c84246552d52dbb548600e7/numpy-2.0.2-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:becfae3ddd30736fe1889a37f1f580e245ba79a5855bff5f2a29cb3ccc22dd7b", size = 6901774, upload-time = "2024-08-26T20:04:58.173Z" }, + { url = "https://files.pythonhosted.org/packages/f9/a3/561c531c0e8bf082c5bef509d00d56f82e0ea7e1e3e3a7fc8fa78742a6e5/numpy-2.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2da5960c3cf0df7eafefd806d4e612c5e19358de82cb3c343631188991566ccd", size = 13907081, upload-time = "2024-08-26T20:05:19.098Z" }, + { url = "https://files.pythonhosted.org/packages/fa/66/f7177ab331876200ac7563a580140643d1179c8b4b6a6b0fc9838de2a9b8/numpy-2.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:496f71341824ed9f3d2fd36cf3ac57ae2e0165c143b55c3a035ee219413f3318", size = 19523451, upload-time = "2024-08-26T20:05:47.479Z" }, + { url = "https://files.pythonhosted.org/packages/25/7f/0b209498009ad6453e4efc2c65bcdf0ae08a182b2b7877d7ab38a92dc542/numpy-2.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a61ec659f68ae254e4d237816e33171497e978140353c0c2038d46e63282d0c8", size = 19927572, upload-time = "2024-08-26T20:06:17.137Z" }, + { url = "https://files.pythonhosted.org/packages/3e/df/2619393b1e1b565cd2d4c4403bdd979621e2c4dea1f8532754b2598ed63b/numpy-2.0.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d731a1c6116ba289c1e9ee714b08a8ff882944d4ad631fd411106a30f083c326", size = 14400722, upload-time = "2024-08-26T20:06:39.16Z" }, + { url = "https://files.pythonhosted.org/packages/22/ad/77e921b9f256d5da36424ffb711ae79ca3f451ff8489eeca544d0701d74a/numpy-2.0.2-cp310-cp310-win32.whl", hash = "sha256:984d96121c9f9616cd33fbd0618b7f08e0cfc9600a7ee1d6fd9b239186d19d97", size = 6472170, upload-time = "2024-08-26T20:06:50.361Z" }, + { url = "https://files.pythonhosted.org/packages/10/05/3442317535028bc29cf0c0dd4c191a4481e8376e9f0db6bcf29703cadae6/numpy-2.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:c7b0be4ef08607dd04da4092faee0b86607f111d5ae68036f16cc787e250a131", size = 15905558, upload-time = "2024-08-26T20:07:13.881Z" }, + { url = "https://files.pythonhosted.org/packages/8b/cf/034500fb83041aa0286e0fb16e7c76e5c8b67c0711bb6e9e9737a717d5fe/numpy-2.0.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:49ca4decb342d66018b01932139c0961a8f9ddc7589611158cb3c27cbcf76448", size = 21169137, upload-time = "2024-08-26T20:07:45.345Z" }, + { url = "https://files.pythonhosted.org/packages/4a/d9/32de45561811a4b87fbdee23b5797394e3d1504b4a7cf40c10199848893e/numpy-2.0.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:11a76c372d1d37437857280aa142086476136a8c0f373b2e648ab2c8f18fb195", size = 13703552, upload-time = "2024-08-26T20:08:06.666Z" }, + { url = "https://files.pythonhosted.org/packages/c1/ca/2f384720020c7b244d22508cb7ab23d95f179fcfff33c31a6eeba8d6c512/numpy-2.0.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:807ec44583fd708a21d4a11d94aedf2f4f3c3719035c76a2bbe1fe8e217bdc57", size = 5298957, upload-time = "2024-08-26T20:08:15.83Z" }, + { url = "https://files.pythonhosted.org/packages/0e/78/a3e4f9fb6aa4e6fdca0c5428e8ba039408514388cf62d89651aade838269/numpy-2.0.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8cafab480740e22f8d833acefed5cc87ce276f4ece12fdaa2e8903db2f82897a", size = 6905573, upload-time = "2024-08-26T20:08:27.185Z" }, + { url = "https://files.pythonhosted.org/packages/a0/72/cfc3a1beb2caf4efc9d0b38a15fe34025230da27e1c08cc2eb9bfb1c7231/numpy-2.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a15f476a45e6e5a3a79d8a14e62161d27ad897381fecfa4a09ed5322f2085669", size = 13914330, upload-time = "2024-08-26T20:08:48.058Z" }, + { url = "https://files.pythonhosted.org/packages/ba/a8/c17acf65a931ce551fee11b72e8de63bf7e8a6f0e21add4c937c83563538/numpy-2.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:13e689d772146140a252c3a28501da66dfecd77490b498b168b501835041f951", size = 19534895, upload-time = "2024-08-26T20:09:16.536Z" }, + { url = "https://files.pythonhosted.org/packages/ba/86/8767f3d54f6ae0165749f84648da9dcc8cd78ab65d415494962c86fac80f/numpy-2.0.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:9ea91dfb7c3d1c56a0e55657c0afb38cf1eeae4544c208dc465c3c9f3a7c09f9", size = 19937253, upload-time = "2024-08-26T20:09:46.263Z" }, + { url = "https://files.pythonhosted.org/packages/df/87/f76450e6e1c14e5bb1eae6836478b1028e096fd02e85c1c37674606ab752/numpy-2.0.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c1c9307701fec8f3f7a1e6711f9089c06e6284b3afbbcd259f7791282d660a15", size = 14414074, upload-time = "2024-08-26T20:10:08.483Z" }, + { url = "https://files.pythonhosted.org/packages/5c/ca/0f0f328e1e59f73754f06e1adfb909de43726d4f24c6a3f8805f34f2b0fa/numpy-2.0.2-cp311-cp311-win32.whl", hash = "sha256:a392a68bd329eafac5817e5aefeb39038c48b671afd242710b451e76090e81f4", size = 6470640, upload-time = "2024-08-26T20:10:19.732Z" }, + { url = "https://files.pythonhosted.org/packages/eb/57/3a3f14d3a759dcf9bf6e9eda905794726b758819df4663f217d658a58695/numpy-2.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:286cd40ce2b7d652a6f22efdfc6d1edf879440e53e76a75955bc0c826c7e64dc", size = 15910230, upload-time = "2024-08-26T20:10:43.413Z" }, + { url = "https://files.pythonhosted.org/packages/45/40/2e117be60ec50d98fa08c2f8c48e09b3edea93cfcabd5a9ff6925d54b1c2/numpy-2.0.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:df55d490dea7934f330006d0f81e8551ba6010a5bf035a249ef61a94f21c500b", size = 20895803, upload-time = "2024-08-26T20:11:13.916Z" }, + { url = "https://files.pythonhosted.org/packages/46/92/1b8b8dee833f53cef3e0a3f69b2374467789e0bb7399689582314df02651/numpy-2.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8df823f570d9adf0978347d1f926b2a867d5608f434a7cff7f7908c6570dcf5e", size = 13471835, upload-time = "2024-08-26T20:11:34.779Z" }, + { url = "https://files.pythonhosted.org/packages/7f/19/e2793bde475f1edaea6945be141aef6c8b4c669b90c90a300a8954d08f0a/numpy-2.0.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9a92ae5c14811e390f3767053ff54eaee3bf84576d99a2456391401323f4ec2c", size = 5038499, upload-time = "2024-08-26T20:11:43.902Z" }, + { url = "https://files.pythonhosted.org/packages/e3/ff/ddf6dac2ff0dd50a7327bcdba45cb0264d0e96bb44d33324853f781a8f3c/numpy-2.0.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:a842d573724391493a97a62ebbb8e731f8a5dcc5d285dfc99141ca15a3302d0c", size = 6633497, upload-time = "2024-08-26T20:11:55.09Z" }, + { url = "https://files.pythonhosted.org/packages/72/21/67f36eac8e2d2cd652a2e69595a54128297cdcb1ff3931cfc87838874bd4/numpy-2.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c05e238064fc0610c840d1cf6a13bf63d7e391717d247f1bf0318172e759e692", size = 13621158, upload-time = "2024-08-26T20:12:14.95Z" }, + { url = "https://files.pythonhosted.org/packages/39/68/e9f1126d757653496dbc096cb429014347a36b228f5a991dae2c6b6cfd40/numpy-2.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0123ffdaa88fa4ab64835dcbde75dcdf89c453c922f18dced6e27c90d1d0ec5a", size = 19236173, upload-time = "2024-08-26T20:12:44.049Z" }, + { url = "https://files.pythonhosted.org/packages/d1/e9/1f5333281e4ebf483ba1c888b1d61ba7e78d7e910fdd8e6499667041cc35/numpy-2.0.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:96a55f64139912d61de9137f11bf39a55ec8faec288c75a54f93dfd39f7eb40c", size = 19634174, upload-time = "2024-08-26T20:13:13.634Z" }, + { url = "https://files.pythonhosted.org/packages/71/af/a469674070c8d8408384e3012e064299f7a2de540738a8e414dcfd639996/numpy-2.0.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ec9852fb39354b5a45a80bdab5ac02dd02b15f44b3804e9f00c556bf24b4bded", size = 14099701, upload-time = "2024-08-26T20:13:34.851Z" }, + { url = "https://files.pythonhosted.org/packages/d0/3d/08ea9f239d0e0e939b6ca52ad403c84a2bce1bde301a8eb4888c1c1543f1/numpy-2.0.2-cp312-cp312-win32.whl", hash = "sha256:671bec6496f83202ed2d3c8fdc486a8fc86942f2e69ff0e986140339a63bcbe5", size = 6174313, upload-time = "2024-08-26T20:13:45.653Z" }, + { url = "https://files.pythonhosted.org/packages/b2/b5/4ac39baebf1fdb2e72585c8352c56d063b6126be9fc95bd2bb5ef5770c20/numpy-2.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:cfd41e13fdc257aa5778496b8caa5e856dc4896d4ccf01841daee1d96465467a", size = 15606179, upload-time = "2024-08-26T20:14:08.786Z" }, + { url = "https://files.pythonhosted.org/packages/43/c1/41c8f6df3162b0c6ffd4437d729115704bd43363de0090c7f913cfbc2d89/numpy-2.0.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9059e10581ce4093f735ed23f3b9d283b9d517ff46009ddd485f1747eb22653c", size = 21169942, upload-time = "2024-08-26T20:14:40.108Z" }, + { url = "https://files.pythonhosted.org/packages/39/bc/fd298f308dcd232b56a4031fd6ddf11c43f9917fbc937e53762f7b5a3bb1/numpy-2.0.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:423e89b23490805d2a5a96fe40ec507407b8ee786d66f7328be214f9679df6dd", size = 13711512, upload-time = "2024-08-26T20:15:00.985Z" }, + { url = "https://files.pythonhosted.org/packages/96/ff/06d1aa3eeb1c614eda245c1ba4fb88c483bee6520d361641331872ac4b82/numpy-2.0.2-cp39-cp39-macosx_14_0_arm64.whl", hash = "sha256:2b2955fa6f11907cf7a70dab0d0755159bca87755e831e47932367fc8f2f2d0b", size = 5306976, upload-time = "2024-08-26T20:15:10.876Z" }, + { url = "https://files.pythonhosted.org/packages/2d/98/121996dcfb10a6087a05e54453e28e58694a7db62c5a5a29cee14c6e047b/numpy-2.0.2-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:97032a27bd9d8988b9a97a8c4d2c9f2c15a81f61e2f21404d7e8ef00cb5be729", size = 6906494, upload-time = "2024-08-26T20:15:22.055Z" }, + { url = "https://files.pythonhosted.org/packages/15/31/9dffc70da6b9bbf7968f6551967fc21156207366272c2a40b4ed6008dc9b/numpy-2.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1e795a8be3ddbac43274f18588329c72939870a16cae810c2b73461c40718ab1", size = 13912596, upload-time = "2024-08-26T20:15:42.452Z" }, + { url = "https://files.pythonhosted.org/packages/b9/14/78635daab4b07c0930c919d451b8bf8c164774e6a3413aed04a6d95758ce/numpy-2.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f26b258c385842546006213344c50655ff1555a9338e2e5e02a0756dc3e803dd", size = 19526099, upload-time = "2024-08-26T20:16:11.048Z" }, + { url = "https://files.pythonhosted.org/packages/26/4c/0eeca4614003077f68bfe7aac8b7496f04221865b3a5e7cb230c9d055afd/numpy-2.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:5fec9451a7789926bcf7c2b8d187292c9f93ea30284802a0ab3f5be8ab36865d", size = 19932823, upload-time = "2024-08-26T20:16:40.171Z" }, + { url = "https://files.pythonhosted.org/packages/f1/46/ea25b98b13dccaebddf1a803f8c748680d972e00507cd9bc6dcdb5aa2ac1/numpy-2.0.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:9189427407d88ff25ecf8f12469d4d39d35bee1db5d39fc5c168c6f088a6956d", size = 14404424, upload-time = "2024-08-26T20:17:02.604Z" }, + { url = "https://files.pythonhosted.org/packages/c8/a6/177dd88d95ecf07e722d21008b1b40e681a929eb9e329684d449c36586b2/numpy-2.0.2-cp39-cp39-win32.whl", hash = "sha256:905d16e0c60200656500c95b6b8dca5d109e23cb24abc701d41c02d74c6b3afa", size = 6476809, upload-time = "2024-08-26T20:17:13.553Z" }, + { url = "https://files.pythonhosted.org/packages/ea/2b/7fc9f4e7ae5b507c1a3a21f0f15ed03e794c1242ea8a242ac158beb56034/numpy-2.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:a3f4ab0caa7f053f6797fcd4e1e25caee367db3112ef2b6ef82d749530768c73", size = 15911314, upload-time = "2024-08-26T20:17:36.72Z" }, + { url = "https://files.pythonhosted.org/packages/8f/3b/df5a870ac6a3be3a86856ce195ef42eec7ae50d2a202be1f5a4b3b340e14/numpy-2.0.2-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:7f0a0c6f12e07fa94133c8a67404322845220c06a9e80e85999afe727f7438b8", size = 21025288, upload-time = "2024-08-26T20:18:07.732Z" }, + { url = "https://files.pythonhosted.org/packages/2c/97/51af92f18d6f6f2d9ad8b482a99fb74e142d71372da5d834b3a2747a446e/numpy-2.0.2-pp39-pypy39_pp73-macosx_14_0_x86_64.whl", hash = "sha256:312950fdd060354350ed123c0e25a71327d3711584beaef30cdaa93320c392d4", size = 6762793, upload-time = "2024-08-26T20:18:19.125Z" }, + { url = "https://files.pythonhosted.org/packages/12/46/de1fbd0c1b5ccaa7f9a005b66761533e2f6a3e560096682683a223631fe9/numpy-2.0.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:26df23238872200f63518dd2aa984cfca675d82469535dc7162dc2ee52d9dd5c", size = 19334885, upload-time = "2024-08-26T20:18:47.237Z" }, + { url = "https://files.pythonhosted.org/packages/cc/dc/d330a6faefd92b446ec0f0dfea4c3207bb1fef3c4771d19cf4543efd2c78/numpy-2.0.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a46288ec55ebbd58947d31d72be2c63cbf839f0a63b49cb755022310792a3385", size = 15828784, upload-time = "2024-08-26T20:19:11.19Z" }, +] + +[[package]] +name = "numpy" +version = "2.2.6" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version == '3.10.*'", +] +sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440, upload-time = "2025-05-17T22:38:04.611Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245, upload-time = "2025-05-17T21:27:58.555Z" }, + { url = "https://files.pythonhosted.org/packages/22/c2/4b9221495b2a132cc9d2eb862e21d42a009f5a60e45fc44b00118c174bff/numpy-2.2.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e41fd67c52b86603a91c1a505ebaef50b3314de0213461c7a6e99c9a3beff90", size = 14360048, upload-time = "2025-05-17T21:28:21.406Z" }, + { url = "https://files.pythonhosted.org/packages/fd/77/dc2fcfc66943c6410e2bf598062f5959372735ffda175b39906d54f02349/numpy-2.2.6-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:37e990a01ae6ec7fe7fa1c26c55ecb672dd98b19c3d0e1d1f326fa13cb38d163", size = 5340542, upload-time = "2025-05-17T21:28:30.931Z" }, + { url = "https://files.pythonhosted.org/packages/7a/4f/1cb5fdc353a5f5cc7feb692db9b8ec2c3d6405453f982435efc52561df58/numpy-2.2.6-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:5a6429d4be8ca66d889b7cf70f536a397dc45ba6faeb5f8c5427935d9592e9cf", size = 6878301, upload-time = "2025-05-17T21:28:41.613Z" }, + { url = "https://files.pythonhosted.org/packages/eb/17/96a3acd228cec142fcb8723bd3cc39c2a474f7dcf0a5d16731980bcafa95/numpy-2.2.6-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:efd28d4e9cd7d7a8d39074a4d44c63eda73401580c5c76acda2ce969e0a38e83", size = 14297320, upload-time = "2025-05-17T21:29:02.78Z" }, + { url = "https://files.pythonhosted.org/packages/b4/63/3de6a34ad7ad6646ac7d2f55ebc6ad439dbbf9c4370017c50cf403fb19b5/numpy-2.2.6-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc7b73d02efb0e18c000e9ad8b83480dfcd5dfd11065997ed4c6747470ae8915", size = 16801050, upload-time = "2025-05-17T21:29:27.675Z" }, + { url = "https://files.pythonhosted.org/packages/07/b6/89d837eddef52b3d0cec5c6ba0456c1bf1b9ef6a6672fc2b7873c3ec4e2e/numpy-2.2.6-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:74d4531beb257d2c3f4b261bfb0fc09e0f9ebb8842d82a7b4209415896adc680", size = 15807034, upload-time = "2025-05-17T21:29:51.102Z" }, + { url = "https://files.pythonhosted.org/packages/01/c8/dc6ae86e3c61cfec1f178e5c9f7858584049b6093f843bca541f94120920/numpy-2.2.6-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:8fc377d995680230e83241d8a96def29f204b5782f371c532579b4f20607a289", size = 18614185, upload-time = "2025-05-17T21:30:18.703Z" }, + { url = "https://files.pythonhosted.org/packages/5b/c5/0064b1b7e7c89137b471ccec1fd2282fceaae0ab3a9550f2568782d80357/numpy-2.2.6-cp310-cp310-win32.whl", hash = "sha256:b093dd74e50a8cba3e873868d9e93a85b78e0daf2e98c6797566ad8044e8363d", size = 6527149, upload-time = "2025-05-17T21:30:29.788Z" }, + { url = "https://files.pythonhosted.org/packages/a3/dd/4b822569d6b96c39d1215dbae0582fd99954dcbcf0c1a13c61783feaca3f/numpy-2.2.6-cp310-cp310-win_amd64.whl", hash = "sha256:f0fd6321b839904e15c46e0d257fdd101dd7f530fe03fd6359c1ea63738703f3", size = 12904620, upload-time = "2025-05-17T21:30:48.994Z" }, + { url = "https://files.pythonhosted.org/packages/da/a8/4f83e2aa666a9fbf56d6118faaaf5f1974d456b1823fda0a176eff722839/numpy-2.2.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:f9f1adb22318e121c5c69a09142811a201ef17ab257a1e66ca3025065b7f53ae", size = 21176963, upload-time = "2025-05-17T21:31:19.36Z" }, + { url = "https://files.pythonhosted.org/packages/b3/2b/64e1affc7972decb74c9e29e5649fac940514910960ba25cd9af4488b66c/numpy-2.2.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:c820a93b0255bc360f53eca31a0e676fd1101f673dda8da93454a12e23fc5f7a", size = 14406743, upload-time = "2025-05-17T21:31:41.087Z" }, + { url = "https://files.pythonhosted.org/packages/4a/9f/0121e375000b5e50ffdd8b25bf78d8e1a5aa4cca3f185d41265198c7b834/numpy-2.2.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:3d70692235e759f260c3d837193090014aebdf026dfd167834bcba43e30c2a42", size = 5352616, upload-time = "2025-05-17T21:31:50.072Z" }, + { url = "https://files.pythonhosted.org/packages/31/0d/b48c405c91693635fbe2dcd7bc84a33a602add5f63286e024d3b6741411c/numpy-2.2.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:481b49095335f8eed42e39e8041327c05b0f6f4780488f61286ed3c01368d491", size = 6889579, upload-time = "2025-05-17T21:32:01.712Z" }, + { url = "https://files.pythonhosted.org/packages/52/b8/7f0554d49b565d0171eab6e99001846882000883998e7b7d9f0d98b1f934/numpy-2.2.6-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b64d8d4d17135e00c8e346e0a738deb17e754230d7e0810ac5012750bbd85a5a", size = 14312005, upload-time = "2025-05-17T21:32:23.332Z" }, + { url = "https://files.pythonhosted.org/packages/b3/dd/2238b898e51bd6d389b7389ffb20d7f4c10066d80351187ec8e303a5a475/numpy-2.2.6-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba10f8411898fc418a521833e014a77d3ca01c15b0c6cdcce6a0d2897e6dbbdf", size = 16821570, upload-time = "2025-05-17T21:32:47.991Z" }, + { url = "https://files.pythonhosted.org/packages/83/6c/44d0325722cf644f191042bf47eedad61c1e6df2432ed65cbe28509d404e/numpy-2.2.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:bd48227a919f1bafbdda0583705e547892342c26fb127219d60a5c36882609d1", size = 15818548, upload-time = "2025-05-17T21:33:11.728Z" }, + { url = "https://files.pythonhosted.org/packages/ae/9d/81e8216030ce66be25279098789b665d49ff19eef08bfa8cb96d4957f422/numpy-2.2.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9551a499bf125c1d4f9e250377c1ee2eddd02e01eac6644c080162c0c51778ab", size = 18620521, upload-time = "2025-05-17T21:33:39.139Z" }, + { url = "https://files.pythonhosted.org/packages/6a/fd/e19617b9530b031db51b0926eed5345ce8ddc669bb3bc0044b23e275ebe8/numpy-2.2.6-cp311-cp311-win32.whl", hash = "sha256:0678000bb9ac1475cd454c6b8c799206af8107e310843532b04d49649c717a47", size = 6525866, upload-time = "2025-05-17T21:33:50.273Z" }, + { url = "https://files.pythonhosted.org/packages/31/0a/f354fb7176b81747d870f7991dc763e157a934c717b67b58456bc63da3df/numpy-2.2.6-cp311-cp311-win_amd64.whl", hash = "sha256:e8213002e427c69c45a52bbd94163084025f533a55a59d6f9c5b820774ef3303", size = 12907455, upload-time = "2025-05-17T21:34:09.135Z" }, + { url = "https://files.pythonhosted.org/packages/82/5d/c00588b6cf18e1da539b45d3598d3557084990dcc4331960c15ee776ee41/numpy-2.2.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:41c5a21f4a04fa86436124d388f6ed60a9343a6f767fced1a8a71c3fbca038ff", size = 20875348, upload-time = "2025-05-17T21:34:39.648Z" }, + { url = "https://files.pythonhosted.org/packages/66/ee/560deadcdde6c2f90200450d5938f63a34b37e27ebff162810f716f6a230/numpy-2.2.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de749064336d37e340f640b05f24e9e3dd678c57318c7289d222a8a2f543e90c", size = 14119362, upload-time = "2025-05-17T21:35:01.241Z" }, + { url = "https://files.pythonhosted.org/packages/3c/65/4baa99f1c53b30adf0acd9a5519078871ddde8d2339dc5a7fde80d9d87da/numpy-2.2.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:894b3a42502226a1cac872f840030665f33326fc3dac8e57c607905773cdcde3", size = 5084103, upload-time = "2025-05-17T21:35:10.622Z" }, + { url = "https://files.pythonhosted.org/packages/cc/89/e5a34c071a0570cc40c9a54eb472d113eea6d002e9ae12bb3a8407fb912e/numpy-2.2.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:71594f7c51a18e728451bb50cc60a3ce4e6538822731b2933209a1f3614e9282", size = 6625382, upload-time = "2025-05-17T21:35:21.414Z" }, + { url = "https://files.pythonhosted.org/packages/f8/35/8c80729f1ff76b3921d5c9487c7ac3de9b2a103b1cd05e905b3090513510/numpy-2.2.6-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2618db89be1b4e05f7a1a847a9c1c0abd63e63a1607d892dd54668dd92faf87", size = 14018462, upload-time = "2025-05-17T21:35:42.174Z" }, + { url = "https://files.pythonhosted.org/packages/8c/3d/1e1db36cfd41f895d266b103df00ca5b3cbe965184df824dec5c08c6b803/numpy-2.2.6-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd83c01228a688733f1ded5201c678f0c53ecc1006ffbc404db9f7a899ac6249", size = 16527618, upload-time = "2025-05-17T21:36:06.711Z" }, + { url = "https://files.pythonhosted.org/packages/61/c6/03ed30992602c85aa3cd95b9070a514f8b3c33e31124694438d88809ae36/numpy-2.2.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:37c0ca431f82cd5fa716eca9506aefcabc247fb27ba69c5062a6d3ade8cf8f49", size = 15505511, upload-time = "2025-05-17T21:36:29.965Z" }, + { url = "https://files.pythonhosted.org/packages/b7/25/5761d832a81df431e260719ec45de696414266613c9ee268394dd5ad8236/numpy-2.2.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fe27749d33bb772c80dcd84ae7e8df2adc920ae8297400dabec45f0dedb3f6de", size = 18313783, upload-time = "2025-05-17T21:36:56.883Z" }, + { url = "https://files.pythonhosted.org/packages/57/0a/72d5a3527c5ebffcd47bde9162c39fae1f90138c961e5296491ce778e682/numpy-2.2.6-cp312-cp312-win32.whl", hash = "sha256:4eeaae00d789f66c7a25ac5f34b71a7035bb474e679f410e5e1a94deb24cf2d4", size = 6246506, upload-time = "2025-05-17T21:37:07.368Z" }, + { url = "https://files.pythonhosted.org/packages/36/fa/8c9210162ca1b88529ab76b41ba02d433fd54fecaf6feb70ef9f124683f1/numpy-2.2.6-cp312-cp312-win_amd64.whl", hash = "sha256:c1f9540be57940698ed329904db803cf7a402f3fc200bfe599334c9bd84a40b2", size = 12614190, upload-time = "2025-05-17T21:37:26.213Z" }, + { url = "https://files.pythonhosted.org/packages/f9/5c/6657823f4f594f72b5471f1db1ab12e26e890bb2e41897522d134d2a3e81/numpy-2.2.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0811bb762109d9708cca4d0b13c4f67146e3c3b7cf8d34018c722adb2d957c84", size = 20867828, upload-time = "2025-05-17T21:37:56.699Z" }, + { url = "https://files.pythonhosted.org/packages/dc/9e/14520dc3dadf3c803473bd07e9b2bd1b69bc583cb2497b47000fed2fa92f/numpy-2.2.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:287cc3162b6f01463ccd86be154f284d0893d2b3ed7292439ea97eafa8170e0b", size = 14143006, upload-time = "2025-05-17T21:38:18.291Z" }, + { url = "https://files.pythonhosted.org/packages/4f/06/7e96c57d90bebdce9918412087fc22ca9851cceaf5567a45c1f404480e9e/numpy-2.2.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f1372f041402e37e5e633e586f62aa53de2eac8d98cbfb822806ce4bbefcb74d", size = 5076765, upload-time = "2025-05-17T21:38:27.319Z" }, + { url = "https://files.pythonhosted.org/packages/73/ed/63d920c23b4289fdac96ddbdd6132e9427790977d5457cd132f18e76eae0/numpy-2.2.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:55a4d33fa519660d69614a9fad433be87e5252f4b03850642f88993f7b2ca566", size = 6617736, upload-time = "2025-05-17T21:38:38.141Z" }, + { url = "https://files.pythonhosted.org/packages/85/c5/e19c8f99d83fd377ec8c7e0cf627a8049746da54afc24ef0a0cb73d5dfb5/numpy-2.2.6-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f92729c95468a2f4f15e9bb94c432a9229d0d50de67304399627a943201baa2f", size = 14010719, upload-time = "2025-05-17T21:38:58.433Z" }, + { url = "https://files.pythonhosted.org/packages/19/49/4df9123aafa7b539317bf6d342cb6d227e49f7a35b99c287a6109b13dd93/numpy-2.2.6-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1bc23a79bfabc5d056d106f9befb8d50c31ced2fbc70eedb8155aec74a45798f", size = 16526072, upload-time = "2025-05-17T21:39:22.638Z" }, + { url = "https://files.pythonhosted.org/packages/b2/6c/04b5f47f4f32f7c2b0e7260442a8cbcf8168b0e1a41ff1495da42f42a14f/numpy-2.2.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3143e4451880bed956e706a3220b4e5cf6172ef05fcc397f6f36a550b1dd868", size = 15503213, upload-time = "2025-05-17T21:39:45.865Z" }, + { url = "https://files.pythonhosted.org/packages/17/0a/5cd92e352c1307640d5b6fec1b2ffb06cd0dabe7d7b8227f97933d378422/numpy-2.2.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b4f13750ce79751586ae2eb824ba7e1e8dba64784086c98cdbbcc6a42112ce0d", size = 18316632, upload-time = "2025-05-17T21:40:13.331Z" }, + { url = "https://files.pythonhosted.org/packages/f0/3b/5cba2b1d88760ef86596ad0f3d484b1cbff7c115ae2429678465057c5155/numpy-2.2.6-cp313-cp313-win32.whl", hash = "sha256:5beb72339d9d4fa36522fc63802f469b13cdbe4fdab4a288f0c441b74272ebfd", size = 6244532, upload-time = "2025-05-17T21:43:46.099Z" }, + { url = "https://files.pythonhosted.org/packages/cb/3b/d58c12eafcb298d4e6d0d40216866ab15f59e55d148a5658bb3132311fcf/numpy-2.2.6-cp313-cp313-win_amd64.whl", hash = "sha256:b0544343a702fa80c95ad5d3d608ea3599dd54d4632df855e4c8d24eb6ecfa1c", size = 12610885, upload-time = "2025-05-17T21:44:05.145Z" }, + { url = "https://files.pythonhosted.org/packages/6b/9e/4bf918b818e516322db999ac25d00c75788ddfd2d2ade4fa66f1f38097e1/numpy-2.2.6-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0bca768cd85ae743b2affdc762d617eddf3bcf8724435498a1e80132d04879e6", size = 20963467, upload-time = "2025-05-17T21:40:44Z" }, + { url = "https://files.pythonhosted.org/packages/61/66/d2de6b291507517ff2e438e13ff7b1e2cdbdb7cb40b3ed475377aece69f9/numpy-2.2.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fc0c5673685c508a142ca65209b4e79ed6740a4ed6b2267dbba90f34b0b3cfda", size = 14225144, upload-time = "2025-05-17T21:41:05.695Z" }, + { url = "https://files.pythonhosted.org/packages/e4/25/480387655407ead912e28ba3a820bc69af9adf13bcbe40b299d454ec011f/numpy-2.2.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:5bd4fc3ac8926b3819797a7c0e2631eb889b4118a9898c84f585a54d475b7e40", size = 5200217, upload-time = "2025-05-17T21:41:15.903Z" }, + { url = "https://files.pythonhosted.org/packages/aa/4a/6e313b5108f53dcbf3aca0c0f3e9c92f4c10ce57a0a721851f9785872895/numpy-2.2.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:fee4236c876c4e8369388054d02d0e9bb84821feb1a64dd59e137e6511a551f8", size = 6712014, upload-time = "2025-05-17T21:41:27.321Z" }, + { url = "https://files.pythonhosted.org/packages/b7/30/172c2d5c4be71fdf476e9de553443cf8e25feddbe185e0bd88b096915bcc/numpy-2.2.6-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e1dda9c7e08dc141e0247a5b8f49cf05984955246a327d4c48bda16821947b2f", size = 14077935, upload-time = "2025-05-17T21:41:49.738Z" }, + { url = "https://files.pythonhosted.org/packages/12/fb/9e743f8d4e4d3c710902cf87af3512082ae3d43b945d5d16563f26ec251d/numpy-2.2.6-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f447e6acb680fd307f40d3da4852208af94afdfab89cf850986c3ca00562f4fa", size = 16600122, upload-time = "2025-05-17T21:42:14.046Z" }, + { url = "https://files.pythonhosted.org/packages/12/75/ee20da0e58d3a66f204f38916757e01e33a9737d0b22373b3eb5a27358f9/numpy-2.2.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:389d771b1623ec92636b0786bc4ae56abafad4a4c513d36a55dce14bd9ce8571", size = 15586143, upload-time = "2025-05-17T21:42:37.464Z" }, + { url = "https://files.pythonhosted.org/packages/76/95/bef5b37f29fc5e739947e9ce5179ad402875633308504a52d188302319c8/numpy-2.2.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8e9ace4a37db23421249ed236fdcdd457d671e25146786dfc96835cd951aa7c1", size = 18385260, upload-time = "2025-05-17T21:43:05.189Z" }, + { url = "https://files.pythonhosted.org/packages/09/04/f2f83279d287407cf36a7a8053a5abe7be3622a4363337338f2585e4afda/numpy-2.2.6-cp313-cp313t-win32.whl", hash = "sha256:038613e9fb8c72b0a41f025a7e4c3f0b7a1b5d768ece4796b674c8f3fe13efff", size = 6377225, upload-time = "2025-05-17T21:43:16.254Z" }, + { url = "https://files.pythonhosted.org/packages/67/0e/35082d13c09c02c011cf21570543d202ad929d961c02a147493cb0c2bdf5/numpy-2.2.6-cp313-cp313t-win_amd64.whl", hash = "sha256:6031dd6dfecc0cf9f668681a37648373bddd6421fff6c66ec1624eed0180ee06", size = 12771374, upload-time = "2025-05-17T21:43:35.479Z" }, + { url = "https://files.pythonhosted.org/packages/9e/3b/d94a75f4dbf1ef5d321523ecac21ef23a3cd2ac8b78ae2aac40873590229/numpy-2.2.6-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:0b605b275d7bd0c640cad4e5d30fa701a8d59302e127e5f79138ad62762c3e3d", size = 21040391, upload-time = "2025-05-17T21:44:35.948Z" }, + { url = "https://files.pythonhosted.org/packages/17/f4/09b2fa1b58f0fb4f7c7963a1649c64c4d315752240377ed74d9cd878f7b5/numpy-2.2.6-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:7befc596a7dc9da8a337f79802ee8adb30a552a94f792b9c9d18c840055907db", size = 6786754, upload-time = "2025-05-17T21:44:47.446Z" }, + { url = "https://files.pythonhosted.org/packages/af/30/feba75f143bdc868a1cc3f44ccfa6c4b9ec522b36458e738cd00f67b573f/numpy-2.2.6-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce47521a4754c8f4593837384bd3424880629f718d87c5d44f8ed763edd63543", size = 16643476, upload-time = "2025-05-17T21:45:11.871Z" }, + { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666, upload-time = "2025-05-17T21:45:31.426Z" }, +] + +[[package]] +name = "numpy" +version = "2.3.2" +source = { registry = "https://pypi.org/simple" } +resolution-markers = [ + "python_full_version >= '3.12'", + "python_full_version == '3.11.*'", +] +sdist = { url = "https://files.pythonhosted.org/packages/37/7d/3fec4199c5ffb892bed55cff901e4f39a58c81df9c44c280499e92cad264/numpy-2.3.2.tar.gz", hash = "sha256:e0486a11ec30cdecb53f184d496d1c6a20786c81e55e41640270130056f8ee48", size = 20489306, upload-time = "2025-07-24T21:32:07.553Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/96/26/1320083986108998bd487e2931eed2aeedf914b6e8905431487543ec911d/numpy-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:852ae5bed3478b92f093e30f785c98e0cb62fa0a939ed057c31716e18a7a22b9", size = 21259016, upload-time = "2025-07-24T20:24:35.214Z" }, + { url = "https://files.pythonhosted.org/packages/c4/2b/792b341463fa93fc7e55abbdbe87dac316c5b8cb5e94fb7a59fb6fa0cda5/numpy-2.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7a0e27186e781a69959d0230dd9909b5e26024f8da10683bd6344baea1885168", size = 14451158, upload-time = "2025-07-24T20:24:58.397Z" }, + { url = "https://files.pythonhosted.org/packages/b7/13/e792d7209261afb0c9f4759ffef6135b35c77c6349a151f488f531d13595/numpy-2.3.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:f0a1a8476ad77a228e41619af2fa9505cf69df928e9aaa165746584ea17fed2b", size = 5379817, upload-time = "2025-07-24T20:25:07.746Z" }, + { url = "https://files.pythonhosted.org/packages/49/ce/055274fcba4107c022b2113a213c7287346563f48d62e8d2a5176ad93217/numpy-2.3.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:cbc95b3813920145032412f7e33d12080f11dc776262df1712e1638207dde9e8", size = 6913606, upload-time = "2025-07-24T20:25:18.84Z" }, + { url = "https://files.pythonhosted.org/packages/17/f2/e4d72e6bc5ff01e2ab613dc198d560714971900c03674b41947e38606502/numpy-2.3.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f75018be4980a7324edc5930fe39aa391d5734531b1926968605416ff58c332d", size = 14589652, upload-time = "2025-07-24T20:25:40.356Z" }, + { url = "https://files.pythonhosted.org/packages/c8/b0/fbeee3000a51ebf7222016e2939b5c5ecf8000a19555d04a18f1e02521b8/numpy-2.3.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:20b8200721840f5621b7bd03f8dcd78de33ec522fc40dc2641aa09537df010c3", size = 16938816, upload-time = "2025-07-24T20:26:05.721Z" }, + { url = "https://files.pythonhosted.org/packages/a9/ec/2f6c45c3484cc159621ea8fc000ac5a86f1575f090cac78ac27193ce82cd/numpy-2.3.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1f91e5c028504660d606340a084db4b216567ded1056ea2b4be4f9d10b67197f", size = 16370512, upload-time = "2025-07-24T20:26:30.545Z" }, + { url = "https://files.pythonhosted.org/packages/b5/01/dd67cf511850bd7aefd6347aaae0956ed415abea741ae107834aae7d6d4e/numpy-2.3.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:fb1752a3bb9a3ad2d6b090b88a9a0ae1cd6f004ef95f75825e2f382c183b2097", size = 18884947, upload-time = "2025-07-24T20:26:58.24Z" }, + { url = "https://files.pythonhosted.org/packages/a7/17/2cf60fd3e6a61d006778735edf67a222787a8c1a7842aed43ef96d777446/numpy-2.3.2-cp311-cp311-win32.whl", hash = "sha256:4ae6863868aaee2f57503c7a5052b3a2807cf7a3914475e637a0ecd366ced220", size = 6599494, upload-time = "2025-07-24T20:27:09.786Z" }, + { url = "https://files.pythonhosted.org/packages/d5/03/0eade211c504bda872a594f045f98ddcc6caef2b7c63610946845e304d3f/numpy-2.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:240259d6564f1c65424bcd10f435145a7644a65a6811cfc3201c4a429ba79170", size = 13087889, upload-time = "2025-07-24T20:27:29.558Z" }, + { url = "https://files.pythonhosted.org/packages/13/32/2c7979d39dafb2a25087e12310fc7f3b9d3c7d960df4f4bc97955ae0ce1d/numpy-2.3.2-cp311-cp311-win_arm64.whl", hash = "sha256:4209f874d45f921bde2cff1ffcd8a3695f545ad2ffbef6d3d3c6768162efab89", size = 10459560, upload-time = "2025-07-24T20:27:46.803Z" }, + { url = "https://files.pythonhosted.org/packages/00/6d/745dd1c1c5c284d17725e5c802ca4d45cfc6803519d777f087b71c9f4069/numpy-2.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bc3186bea41fae9d8e90c2b4fb5f0a1f5a690682da79b92574d63f56b529080b", size = 20956420, upload-time = "2025-07-24T20:28:18.002Z" }, + { url = "https://files.pythonhosted.org/packages/bc/96/e7b533ea5740641dd62b07a790af5d9d8fec36000b8e2d0472bd7574105f/numpy-2.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2f4f0215edb189048a3c03bd5b19345bdfa7b45a7a6f72ae5945d2a28272727f", size = 14184660, upload-time = "2025-07-24T20:28:39.522Z" }, + { url = "https://files.pythonhosted.org/packages/2b/53/102c6122db45a62aa20d1b18c9986f67e6b97e0d6fbc1ae13e3e4c84430c/numpy-2.3.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:8b1224a734cd509f70816455c3cffe13a4f599b1bf7130f913ba0e2c0b2006c0", size = 5113382, upload-time = "2025-07-24T20:28:48.544Z" }, + { url = "https://files.pythonhosted.org/packages/2b/21/376257efcbf63e624250717e82b4fae93d60178f09eb03ed766dbb48ec9c/numpy-2.3.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:3dcf02866b977a38ba3ec10215220609ab9667378a9e2150615673f3ffd6c73b", size = 6647258, upload-time = "2025-07-24T20:28:59.104Z" }, + { url = "https://files.pythonhosted.org/packages/91/ba/f4ebf257f08affa464fe6036e13f2bf9d4642a40228781dc1235da81be9f/numpy-2.3.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:572d5512df5470f50ada8d1972c5f1082d9a0b7aa5944db8084077570cf98370", size = 14281409, upload-time = "2025-07-24T20:40:30.298Z" }, + { url = "https://files.pythonhosted.org/packages/59/ef/f96536f1df42c668cbacb727a8c6da7afc9c05ece6d558927fb1722693e1/numpy-2.3.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8145dd6d10df13c559d1e4314df29695613575183fa2e2d11fac4c208c8a1f73", size = 16641317, upload-time = "2025-07-24T20:40:56.625Z" }, + { url = "https://files.pythonhosted.org/packages/f6/a7/af813a7b4f9a42f498dde8a4c6fcbff8100eed00182cc91dbaf095645f38/numpy-2.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:103ea7063fa624af04a791c39f97070bf93b96d7af7eb23530cd087dc8dbe9dc", size = 16056262, upload-time = "2025-07-24T20:41:20.797Z" }, + { url = "https://files.pythonhosted.org/packages/8b/5d/41c4ef8404caaa7f05ed1cfb06afe16a25895260eacbd29b4d84dff2920b/numpy-2.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fc927d7f289d14f5e037be917539620603294454130b6de200091e23d27dc9be", size = 18579342, upload-time = "2025-07-24T20:41:50.753Z" }, + { url = "https://files.pythonhosted.org/packages/a1/4f/9950e44c5a11636f4a3af6e825ec23003475cc9a466edb7a759ed3ea63bd/numpy-2.3.2-cp312-cp312-win32.whl", hash = "sha256:d95f59afe7f808c103be692175008bab926b59309ade3e6d25009e9a171f7036", size = 6320610, upload-time = "2025-07-24T20:42:01.551Z" }, + { url = "https://files.pythonhosted.org/packages/7c/2f/244643a5ce54a94f0a9a2ab578189c061e4a87c002e037b0829dd77293b6/numpy-2.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:9e196ade2400c0c737d93465327d1ae7c06c7cb8a1756121ebf54b06ca183c7f", size = 12786292, upload-time = "2025-07-24T20:42:20.738Z" }, + { url = "https://files.pythonhosted.org/packages/54/cd/7b5f49d5d78db7badab22d8323c1b6ae458fbf86c4fdfa194ab3cd4eb39b/numpy-2.3.2-cp312-cp312-win_arm64.whl", hash = "sha256:ee807923782faaf60d0d7331f5e86da7d5e3079e28b291973c545476c2b00d07", size = 10194071, upload-time = "2025-07-24T20:42:36.657Z" }, + { url = "https://files.pythonhosted.org/packages/1c/c0/c6bb172c916b00700ed3bf71cb56175fd1f7dbecebf8353545d0b5519f6c/numpy-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c8d9727f5316a256425892b043736d63e89ed15bbfe6556c5ff4d9d4448ff3b3", size = 20949074, upload-time = "2025-07-24T20:43:07.813Z" }, + { url = "https://files.pythonhosted.org/packages/20/4e/c116466d22acaf4573e58421c956c6076dc526e24a6be0903219775d862e/numpy-2.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:efc81393f25f14d11c9d161e46e6ee348637c0a1e8a54bf9dedc472a3fae993b", size = 14177311, upload-time = "2025-07-24T20:43:29.335Z" }, + { url = "https://files.pythonhosted.org/packages/78/45/d4698c182895af189c463fc91d70805d455a227261d950e4e0f1310c2550/numpy-2.3.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dd937f088a2df683cbb79dda9a772b62a3e5a8a7e76690612c2737f38c6ef1b6", size = 5106022, upload-time = "2025-07-24T20:43:37.999Z" }, + { url = "https://files.pythonhosted.org/packages/9f/76/3e6880fef4420179309dba72a8c11f6166c431cf6dee54c577af8906f914/numpy-2.3.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:11e58218c0c46c80509186e460d79fbdc9ca1eb8d8aee39d8f2dc768eb781089", size = 6640135, upload-time = "2025-07-24T20:43:49.28Z" }, + { url = "https://files.pythonhosted.org/packages/34/fa/87ff7f25b3c4ce9085a62554460b7db686fef1e0207e8977795c7b7d7ba1/numpy-2.3.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5ad4ebcb683a1f99f4f392cc522ee20a18b2bb12a2c1c42c3d48d5a1adc9d3d2", size = 14278147, upload-time = "2025-07-24T20:44:10.328Z" }, + { url = "https://files.pythonhosted.org/packages/1d/0f/571b2c7a3833ae419fe69ff7b479a78d313581785203cc70a8db90121b9a/numpy-2.3.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:938065908d1d869c7d75d8ec45f735a034771c6ea07088867f713d1cd3bbbe4f", size = 16635989, upload-time = "2025-07-24T20:44:34.88Z" }, + { url = "https://files.pythonhosted.org/packages/24/5a/84ae8dca9c9a4c592fe11340b36a86ffa9fd3e40513198daf8a97839345c/numpy-2.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:66459dccc65d8ec98cc7df61307b64bf9e08101f9598755d42d8ae65d9a7a6ee", size = 16053052, upload-time = "2025-07-24T20:44:58.872Z" }, + { url = "https://files.pythonhosted.org/packages/57/7c/e5725d99a9133b9813fcf148d3f858df98511686e853169dbaf63aec6097/numpy-2.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a7af9ed2aa9ec5950daf05bb11abc4076a108bd3c7db9aa7251d5f107079b6a6", size = 18577955, upload-time = "2025-07-24T20:45:26.714Z" }, + { url = "https://files.pythonhosted.org/packages/ae/11/7c546fcf42145f29b71e4d6f429e96d8d68e5a7ba1830b2e68d7418f0bbd/numpy-2.3.2-cp313-cp313-win32.whl", hash = "sha256:906a30249315f9c8e17b085cc5f87d3f369b35fedd0051d4a84686967bdbbd0b", size = 6311843, upload-time = "2025-07-24T20:49:24.444Z" }, + { url = "https://files.pythonhosted.org/packages/aa/6f/a428fd1cb7ed39b4280d057720fed5121b0d7754fd2a9768640160f5517b/numpy-2.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:c63d95dc9d67b676e9108fe0d2182987ccb0f11933c1e8959f42fa0da8d4fa56", size = 12782876, upload-time = "2025-07-24T20:49:43.227Z" }, + { url = "https://files.pythonhosted.org/packages/65/85/4ea455c9040a12595fb6c43f2c217257c7b52dd0ba332c6a6c1d28b289fe/numpy-2.3.2-cp313-cp313-win_arm64.whl", hash = "sha256:b05a89f2fb84d21235f93de47129dd4f11c16f64c87c33f5e284e6a3a54e43f2", size = 10192786, upload-time = "2025-07-24T20:49:59.443Z" }, + { url = "https://files.pythonhosted.org/packages/80/23/8278f40282d10c3f258ec3ff1b103d4994bcad78b0cba9208317f6bb73da/numpy-2.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4e6ecfeddfa83b02318f4d84acf15fbdbf9ded18e46989a15a8b6995dfbf85ab", size = 21047395, upload-time = "2025-07-24T20:45:58.821Z" }, + { url = "https://files.pythonhosted.org/packages/1f/2d/624f2ce4a5df52628b4ccd16a4f9437b37c35f4f8a50d00e962aae6efd7a/numpy-2.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:508b0eada3eded10a3b55725b40806a4b855961040180028f52580c4729916a2", size = 14300374, upload-time = "2025-07-24T20:46:20.207Z" }, + { url = "https://files.pythonhosted.org/packages/f6/62/ff1e512cdbb829b80a6bd08318a58698867bca0ca2499d101b4af063ee97/numpy-2.3.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:754d6755d9a7588bdc6ac47dc4ee97867271b17cee39cb87aef079574366db0a", size = 5228864, upload-time = "2025-07-24T20:46:30.58Z" }, + { url = "https://files.pythonhosted.org/packages/7d/8e/74bc18078fff03192d4032cfa99d5a5ca937807136d6f5790ce07ca53515/numpy-2.3.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f66e7d2b2d7712410d3bc5684149040ef5f19856f20277cd17ea83e5006286", size = 6737533, upload-time = "2025-07-24T20:46:46.111Z" }, + { url = "https://files.pythonhosted.org/packages/19/ea/0731efe2c9073ccca5698ef6a8c3667c4cf4eea53fcdcd0b50140aba03bc/numpy-2.3.2-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de6ea4e5a65d5a90c7d286ddff2b87f3f4ad61faa3db8dabe936b34c2275b6f8", size = 14352007, upload-time = "2025-07-24T20:47:07.1Z" }, + { url = "https://files.pythonhosted.org/packages/cf/90/36be0865f16dfed20f4bc7f75235b963d5939707d4b591f086777412ff7b/numpy-2.3.2-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3ef07ec8cbc8fc9e369c8dcd52019510c12da4de81367d8b20bc692aa07573a", size = 16701914, upload-time = "2025-07-24T20:47:32.459Z" }, + { url = "https://files.pythonhosted.org/packages/94/30/06cd055e24cb6c38e5989a9e747042b4e723535758e6153f11afea88c01b/numpy-2.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:27c9f90e7481275c7800dc9c24b7cc40ace3fdb970ae4d21eaff983a32f70c91", size = 16132708, upload-time = "2025-07-24T20:47:58.129Z" }, + { url = "https://files.pythonhosted.org/packages/9a/14/ecede608ea73e58267fd7cb78f42341b3b37ba576e778a1a06baffbe585c/numpy-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:07b62978075b67eee4065b166d000d457c82a1efe726cce608b9db9dd66a73a5", size = 18651678, upload-time = "2025-07-24T20:48:25.402Z" }, + { url = "https://files.pythonhosted.org/packages/40/f3/2fe6066b8d07c3685509bc24d56386534c008b462a488b7f503ba82b8923/numpy-2.3.2-cp313-cp313t-win32.whl", hash = "sha256:c771cfac34a4f2c0de8e8c97312d07d64fd8f8ed45bc9f5726a7e947270152b5", size = 6441832, upload-time = "2025-07-24T20:48:37.181Z" }, + { url = "https://files.pythonhosted.org/packages/0b/ba/0937d66d05204d8f28630c9c60bc3eda68824abde4cf756c4d6aad03b0c6/numpy-2.3.2-cp313-cp313t-win_amd64.whl", hash = "sha256:72dbebb2dcc8305c431b2836bcc66af967df91be793d63a24e3d9b741374c450", size = 12927049, upload-time = "2025-07-24T20:48:56.24Z" }, + { url = "https://files.pythonhosted.org/packages/e9/ed/13542dd59c104d5e654dfa2ac282c199ba64846a74c2c4bcdbc3a0f75df1/numpy-2.3.2-cp313-cp313t-win_arm64.whl", hash = "sha256:72c6df2267e926a6d5286b0a6d556ebe49eae261062059317837fda12ddf0c1a", size = 10262935, upload-time = "2025-07-24T20:49:13.136Z" }, + { url = "https://files.pythonhosted.org/packages/c9/7c/7659048aaf498f7611b783e000c7268fcc4dcf0ce21cd10aad7b2e8f9591/numpy-2.3.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:448a66d052d0cf14ce9865d159bfc403282c9bc7bb2a31b03cc18b651eca8b1a", size = 20950906, upload-time = "2025-07-24T20:50:30.346Z" }, + { url = "https://files.pythonhosted.org/packages/80/db/984bea9d4ddf7112a04cfdfb22b1050af5757864cfffe8e09e44b7f11a10/numpy-2.3.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:546aaf78e81b4081b2eba1d105c3b34064783027a06b3ab20b6eba21fb64132b", size = 14185607, upload-time = "2025-07-24T20:50:51.923Z" }, + { url = "https://files.pythonhosted.org/packages/e4/76/b3d6f414f4eca568f469ac112a3b510938d892bc5a6c190cb883af080b77/numpy-2.3.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:87c930d52f45df092f7578889711a0768094debf73cfcde105e2d66954358125", size = 5114110, upload-time = "2025-07-24T20:51:01.041Z" }, + { url = "https://files.pythonhosted.org/packages/9e/d2/6f5e6826abd6bca52392ed88fe44a4b52aacb60567ac3bc86c67834c3a56/numpy-2.3.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:8dc082ea901a62edb8f59713c6a7e28a85daddcb67454c839de57656478f5b19", size = 6642050, upload-time = "2025-07-24T20:51:11.64Z" }, + { url = "https://files.pythonhosted.org/packages/c4/43/f12b2ade99199e39c73ad182f103f9d9791f48d885c600c8e05927865baf/numpy-2.3.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:af58de8745f7fa9ca1c0c7c943616c6fe28e75d0c81f5c295810e3c83b5be92f", size = 14296292, upload-time = "2025-07-24T20:51:33.488Z" }, + { url = "https://files.pythonhosted.org/packages/5d/f9/77c07d94bf110a916b17210fac38680ed8734c236bfed9982fd8524a7b47/numpy-2.3.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed5527c4cf10f16c6d0b6bee1f89958bccb0ad2522c8cadc2efd318bcd545f5", size = 16638913, upload-time = "2025-07-24T20:51:58.517Z" }, + { url = "https://files.pythonhosted.org/packages/9b/d1/9d9f2c8ea399cc05cfff8a7437453bd4e7d894373a93cdc46361bbb49a7d/numpy-2.3.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:095737ed986e00393ec18ec0b21b47c22889ae4b0cd2d5e88342e08b01141f58", size = 16071180, upload-time = "2025-07-24T20:52:22.827Z" }, + { url = "https://files.pythonhosted.org/packages/4c/41/82e2c68aff2a0c9bf315e47d61951099fed65d8cb2c8d9dc388cb87e947e/numpy-2.3.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b5e40e80299607f597e1a8a247ff8d71d79c5b52baa11cc1cce30aa92d2da6e0", size = 18576809, upload-time = "2025-07-24T20:52:51.015Z" }, + { url = "https://files.pythonhosted.org/packages/14/14/4b4fd3efb0837ed252d0f583c5c35a75121038a8c4e065f2c259be06d2d8/numpy-2.3.2-cp314-cp314-win32.whl", hash = "sha256:7d6e390423cc1f76e1b8108c9b6889d20a7a1f59d9a60cac4a050fa734d6c1e2", size = 6366410, upload-time = "2025-07-24T20:56:44.949Z" }, + { url = "https://files.pythonhosted.org/packages/11/9e/b4c24a6b8467b61aced5c8dc7dcfce23621baa2e17f661edb2444a418040/numpy-2.3.2-cp314-cp314-win_amd64.whl", hash = "sha256:b9d0878b21e3918d76d2209c924ebb272340da1fb51abc00f986c258cd5e957b", size = 12918821, upload-time = "2025-07-24T20:57:06.479Z" }, + { url = "https://files.pythonhosted.org/packages/0e/0f/0dc44007c70b1007c1cef86b06986a3812dd7106d8f946c09cfa75782556/numpy-2.3.2-cp314-cp314-win_arm64.whl", hash = "sha256:2738534837c6a1d0c39340a190177d7d66fdf432894f469728da901f8f6dc910", size = 10477303, upload-time = "2025-07-24T20:57:22.879Z" }, + { url = "https://files.pythonhosted.org/packages/8b/3e/075752b79140b78ddfc9c0a1634d234cfdbc6f9bbbfa6b7504e445ad7d19/numpy-2.3.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:4d002ecf7c9b53240be3bb69d80f86ddbd34078bae04d87be81c1f58466f264e", size = 21047524, upload-time = "2025-07-24T20:53:22.086Z" }, + { url = "https://files.pythonhosted.org/packages/fe/6d/60e8247564a72426570d0e0ea1151b95ce5bd2f1597bb878a18d32aec855/numpy-2.3.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:293b2192c6bcce487dbc6326de5853787f870aeb6c43f8f9c6496db5b1781e45", size = 14300519, upload-time = "2025-07-24T20:53:44.053Z" }, + { url = "https://files.pythonhosted.org/packages/4d/73/d8326c442cd428d47a067070c3ac6cc3b651a6e53613a1668342a12d4479/numpy-2.3.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0a4f2021a6da53a0d580d6ef5db29947025ae8b35b3250141805ea9a32bbe86b", size = 5228972, upload-time = "2025-07-24T20:53:53.81Z" }, + { url = "https://files.pythonhosted.org/packages/34/2e/e71b2d6dad075271e7079db776196829019b90ce3ece5c69639e4f6fdc44/numpy-2.3.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9c144440db4bf3bb6372d2c3e49834cc0ff7bb4c24975ab33e01199e645416f2", size = 6737439, upload-time = "2025-07-24T20:54:04.742Z" }, + { url = "https://files.pythonhosted.org/packages/15/b0/d004bcd56c2c5e0500ffc65385eb6d569ffd3363cb5e593ae742749b2daa/numpy-2.3.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f92d6c2a8535dc4fe4419562294ff957f83a16ebdec66df0805e473ffaad8bd0", size = 14352479, upload-time = "2025-07-24T20:54:25.819Z" }, + { url = "https://files.pythonhosted.org/packages/11/e3/285142fcff8721e0c99b51686426165059874c150ea9ab898e12a492e291/numpy-2.3.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cefc2219baa48e468e3db7e706305fcd0c095534a192a08f31e98d83a7d45fb0", size = 16702805, upload-time = "2025-07-24T20:54:50.814Z" }, + { url = "https://files.pythonhosted.org/packages/33/c3/33b56b0e47e604af2c7cd065edca892d180f5899599b76830652875249a3/numpy-2.3.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:76c3e9501ceb50b2ff3824c3589d5d1ab4ac857b0ee3f8f49629d0de55ecf7c2", size = 16133830, upload-time = "2025-07-24T20:55:17.306Z" }, + { url = "https://files.pythonhosted.org/packages/6e/ae/7b1476a1f4d6a48bc669b8deb09939c56dd2a439db1ab03017844374fb67/numpy-2.3.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:122bf5ed9a0221b3419672493878ba4967121514b1d7d4656a7580cd11dddcbf", size = 18652665, upload-time = "2025-07-24T20:55:46.665Z" }, + { url = "https://files.pythonhosted.org/packages/14/ba/5b5c9978c4bb161034148ade2de9db44ec316fab89ce8c400db0e0c81f86/numpy-2.3.2-cp314-cp314t-win32.whl", hash = "sha256:6f1ae3dcb840edccc45af496f312528c15b1f79ac318169d094e85e4bb35fdf1", size = 6514777, upload-time = "2025-07-24T20:55:57.66Z" }, + { url = "https://files.pythonhosted.org/packages/eb/46/3dbaf0ae7c17cdc46b9f662c56da2054887b8d9e737c1476f335c83d33db/numpy-2.3.2-cp314-cp314t-win_amd64.whl", hash = "sha256:087ffc25890d89a43536f75c5fe8770922008758e8eeeef61733957041ed2f9b", size = 13111856, upload-time = "2025-07-24T20:56:17.318Z" }, + { url = "https://files.pythonhosted.org/packages/c1/9e/1652778bce745a67b5fe05adde60ed362d38eb17d919a540e813d30f6874/numpy-2.3.2-cp314-cp314t-win_arm64.whl", hash = "sha256:092aeb3449833ea9c0bf0089d70c29ae480685dd2377ec9cdbbb620257f84631", size = 10544226, upload-time = "2025-07-24T20:56:34.509Z" }, + { url = "https://files.pythonhosted.org/packages/cf/ea/50ebc91d28b275b23b7128ef25c3d08152bc4068f42742867e07a870a42a/numpy-2.3.2-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:14a91ebac98813a49bc6aa1a0dfc09513dcec1d97eaf31ca21a87221a1cdcb15", size = 21130338, upload-time = "2025-07-24T20:57:54.37Z" }, + { url = "https://files.pythonhosted.org/packages/9f/57/cdd5eac00dd5f137277355c318a955c0d8fb8aa486020c22afd305f8b88f/numpy-2.3.2-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:71669b5daae692189540cffc4c439468d35a3f84f0c88b078ecd94337f6cb0ec", size = 14375776, upload-time = "2025-07-24T20:58:16.303Z" }, + { url = "https://files.pythonhosted.org/packages/83/85/27280c7f34fcd305c2209c0cdca4d70775e4859a9eaa92f850087f8dea50/numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:69779198d9caee6e547adb933941ed7520f896fd9656834c300bdf4dd8642712", size = 5304882, upload-time = "2025-07-24T20:58:26.199Z" }, + { url = "https://files.pythonhosted.org/packages/48/b4/6500b24d278e15dd796f43824e69939d00981d37d9779e32499e823aa0aa/numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:2c3271cc4097beb5a60f010bcc1cc204b300bb3eafb4399376418a83a1c6373c", size = 6818405, upload-time = "2025-07-24T20:58:37.341Z" }, + { url = "https://files.pythonhosted.org/packages/9b/c9/142c1e03f199d202da8e980c2496213509291b6024fd2735ad28ae7065c7/numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8446acd11fe3dc1830568c941d44449fd5cb83068e5c70bd5a470d323d448296", size = 14419651, upload-time = "2025-07-24T20:58:59.048Z" }, + { url = "https://files.pythonhosted.org/packages/8b/95/8023e87cbea31a750a6c00ff9427d65ebc5fef104a136bfa69f76266d614/numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aa098a5ab53fa407fded5870865c6275a5cd4101cfdef8d6fafc48286a96e981", size = 16760166, upload-time = "2025-07-24T21:28:56.38Z" }, + { url = "https://files.pythonhosted.org/packages/78/e3/6690b3f85a05506733c7e90b577e4762517404ea78bab2ca3a5cb1aeb78d/numpy-2.3.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619", size = 12977811, upload-time = "2025-07-24T21:29:18.234Z" }, +] + +[[package]] +name = "opentelemetry-api" +version = "1.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "importlib-metadata" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/27/d2/c782c88b8afbf961d6972428821c302bd1e9e7bc361352172f0ca31296e2/opentelemetry_api-1.36.0.tar.gz", hash = "sha256:9a72572b9c416d004d492cbc6e61962c0501eaf945ece9b5a0f56597d8348aa0", size = 64780, upload-time = "2025-07-29T15:12:06.02Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/bb/ee/6b08dde0a022c463b88f55ae81149584b125a42183407dc1045c486cc870/opentelemetry_api-1.36.0-py3-none-any.whl", hash = "sha256:02f20bcacf666e1333b6b1f04e647dc1d5111f86b8e510238fcc56d7762cda8c", size = 65564, upload-time = "2025-07-29T15:11:47.998Z" }, +] + +[[package]] +name = "opentelemetry-exporter-otlp-proto-common" +version = "1.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-proto" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/34/da/7747e57eb341c59886052d733072bc878424bf20f1d8cf203d508bbece5b/opentelemetry_exporter_otlp_proto_common-1.36.0.tar.gz", hash = "sha256:6c496ccbcbe26b04653cecadd92f73659b814c6e3579af157d8716e5f9f25cbf", size = 20302, upload-time = "2025-07-29T15:12:07.71Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d0/ed/22290dca7db78eb32e0101738366b5bbda00d0407f00feffb9bf8c3fdf87/opentelemetry_exporter_otlp_proto_common-1.36.0-py3-none-any.whl", hash = "sha256:0fc002a6ed63eac235ada9aa7056e5492e9a71728214a61745f6ad04b923f840", size = 18349, upload-time = "2025-07-29T15:11:51.327Z" }, +] + +[[package]] +name = "opentelemetry-exporter-otlp-proto-http" +version = "1.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "googleapis-common-protos" }, + { name = "opentelemetry-api" }, + { name = "opentelemetry-exporter-otlp-proto-common" }, + { name = "opentelemetry-proto" }, + { name = "opentelemetry-sdk" }, + { name = "requests" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/25/85/6632e7e5700ba1ce5b8a065315f92c1e6d787ccc4fb2bdab15139eaefc82/opentelemetry_exporter_otlp_proto_http-1.36.0.tar.gz", hash = "sha256:dd3637f72f774b9fc9608ab1ac479f8b44d09b6fb5b2f3df68a24ad1da7d356e", size = 16213, upload-time = "2025-07-29T15:12:08.932Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/7f/41/a680d38b34f8f5ddbd78ed9f0042e1cc712d58ec7531924d71cb1e6c629d/opentelemetry_exporter_otlp_proto_http-1.36.0-py3-none-any.whl", hash = "sha256:3d769f68e2267e7abe4527f70deb6f598f40be3ea34c6adc35789bea94a32902", size = 18752, upload-time = "2025-07-29T15:11:53.164Z" }, +] + +[[package]] +name = "opentelemetry-instrumentation" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "packaging" }, + { name = "wrapt" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/12/37/cf17cf28f945a3aca5a038cfbb45ee01317d4f7f3a0e5209920883fe9b08/opentelemetry_instrumentation-0.57b0.tar.gz", hash = "sha256:f2a30135ba77cdea2b0e1df272f4163c154e978f57214795d72f40befd4fcf05", size = 30807, upload-time = "2025-07-29T15:42:44.746Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d0/6f/f20cd1542959f43fb26a5bf9bb18cd81a1ea0700e8870c8f369bd07f5c65/opentelemetry_instrumentation-0.57b0-py3-none-any.whl", hash = "sha256:9109280f44882e07cec2850db28210b90600ae9110b42824d196de357cbddf7e", size = 32460, upload-time = "2025-07-29T15:41:40.883Z" }, +] + +[[package]] +name = "opentelemetry-instrumentation-httpx" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-instrumentation" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "opentelemetry-util-http" }, + { name = "wrapt" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/01/28/65fea8b8e7f19502a8af1229c62384f9211c1480f5dee1776841810d6551/opentelemetry_instrumentation_httpx-0.57b0.tar.gz", hash = "sha256:ea5669cdb17185f8d247c2dbf756ae5b95b53110ca4d58424f2be5cc7223dbdd", size = 19511, upload-time = "2025-07-29T15:43:00.575Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/bd/24/e59b319a5c6a41c6b4230f5e25651edbeb3a8d248afa1b411fd07cc3f9bf/opentelemetry_instrumentation_httpx-0.57b0-py3-none-any.whl", hash = "sha256:729fef97624016d3e5b03b71f51c9a1a2f7480b023373186d643fbed7496712a", size = 15111, upload-time = "2025-07-29T15:42:06.501Z" }, +] + +[[package]] +name = "opentelemetry-instrumentation-requests" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-instrumentation" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "opentelemetry-util-http" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/0d/e1/01f5c28a60ffbc4c04946ad35bc8bf16382d333e41afaa042b31c35364b9/opentelemetry_instrumentation_requests-0.57b0.tar.gz", hash = "sha256:193bd3fd1f14737721876fb1952dffc7d43795586118df633a91ecd9057446ff", size = 15182, upload-time = "2025-07-29T15:43:11.812Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b5/7d/40144701fa22521e3b3fce23e2f0a5684a9385c90b119b70e7598b3cb607/opentelemetry_instrumentation_requests-0.57b0-py3-none-any.whl", hash = "sha256:66a576ac8080724ddc8a14c39d16bb5f430991bd504fdbea844c7a063f555971", size = 12966, upload-time = "2025-07-29T15:42:24.608Z" }, +] + +[[package]] +name = "opentelemetry-instrumentation-threading" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-instrumentation" }, + { name = "wrapt" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/f4/f7/089b6c5b087ae96bf674b47431cc03351916eea777c7e7a946bcdbb9e6e3/opentelemetry_instrumentation_threading-0.57b0.tar.gz", hash = "sha256:06fa4c98d6bfe4670e7532497670ac202db42afa647ff770aedce0e422421c6e", size = 8768, upload-time = "2025-07-29T15:43:14.774Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/09/db74038a99fe396779c5be09aa6491142e8c172f1d8ba05415a6b0c9f198/opentelemetry_instrumentation_threading-0.57b0-py3-none-any.whl", hash = "sha256:adfd64857c8c78d6111cf80552311e1713bad64272dd81abdd61f07b892a161b", size = 9312, upload-time = "2025-07-29T15:42:32Z" }, +] + +[[package]] +name = "opentelemetry-instrumentation-urllib" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-instrumentation" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "opentelemetry-util-http" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/86/a5/9d400dd978ac5e81356fe8435ca264e140a7d4cf77a88db43791d62311d5/opentelemetry_instrumentation_urllib-0.57b0.tar.gz", hash = "sha256:657225ceae8bb52b67bd5c26dcb8a33f0efb041f1baea4c59dbd1adbc63a4162", size = 13929, upload-time = "2025-07-29T15:43:16.498Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/79/47/3c9535a68b9dd125eb6a25c086984e5cee7285e4f36bfa37eeb40e95d2b5/opentelemetry_instrumentation_urllib-0.57b0-py3-none-any.whl", hash = "sha256:bb3a01172109a6f56bfcc38ea83b9d4a61c4c2cac6b9a190e757063daadf545c", size = 12671, upload-time = "2025-07-29T15:42:34.561Z" }, +] + +[[package]] +name = "opentelemetry-proto" +version = "1.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "protobuf" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/fd/02/f6556142301d136e3b7e95ab8ea6a5d9dc28d879a99f3dd673b5f97dca06/opentelemetry_proto-1.36.0.tar.gz", hash = "sha256:0f10b3c72f74c91e0764a5ec88fd8f1c368ea5d9c64639fb455e2854ef87dd2f", size = 46152, upload-time = "2025-07-29T15:12:15.717Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b3/57/3361e06136225be8180e879199caea520f38026f8071366241ac458beb8d/opentelemetry_proto-1.36.0-py3-none-any.whl", hash = "sha256:151b3bf73a09f94afc658497cf77d45a565606f62ce0c17acb08cd9937ca206e", size = 72537, upload-time = "2025-07-29T15:12:02.243Z" }, +] + +[[package]] +name = "opentelemetry-sdk" +version = "1.36.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "opentelemetry-semantic-conventions" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/4c/85/8567a966b85a2d3f971c4d42f781c305b2b91c043724fa08fd37d158e9dc/opentelemetry_sdk-1.36.0.tar.gz", hash = "sha256:19c8c81599f51b71670661ff7495c905d8fdf6976e41622d5245b791b06fa581", size = 162557, upload-time = "2025-07-29T15:12:16.76Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/59/7bed362ad1137ba5886dac8439e84cd2df6d087be7c09574ece47ae9b22c/opentelemetry_sdk-1.36.0-py3-none-any.whl", hash = "sha256:19fe048b42e98c5c1ffe85b569b7073576ad4ce0bcb6e9b4c6a39e890a6c45fb", size = 119995, upload-time = "2025-07-29T15:12:03.181Z" }, +] + +[[package]] +name = "opentelemetry-semantic-conventions" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "opentelemetry-api" }, + { name = "typing-extensions" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/7e/31/67dfa252ee88476a29200b0255bda8dfc2cf07b56ad66dc9a6221f7dc787/opentelemetry_semantic_conventions-0.57b0.tar.gz", hash = "sha256:609a4a79c7891b4620d64c7aac6898f872d790d75f22019913a660756f27ff32", size = 124225, upload-time = "2025-07-29T15:12:17.873Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/05/75/7d591371c6c39c73de5ce5da5a2cc7b72d1d1cd3f8f4638f553c01c37b11/opentelemetry_semantic_conventions-0.57b0-py3-none-any.whl", hash = "sha256:757f7e76293294f124c827e514c2a3144f191ef175b069ce8d1211e1e38e9e78", size = 201627, upload-time = "2025-07-29T15:12:04.174Z" }, +] + +[[package]] +name = "opentelemetry-util-http" +version = "0.57b0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/9b/1b/6229c45445e08e798fa825f5376f6d6a4211d29052a4088eed6d577fa653/opentelemetry_util_http-0.57b0.tar.gz", hash = "sha256:f7417595ead0eb42ed1863ec9b2f839fc740368cd7bbbfc1d0a47bc1ab0aba11", size = 9405, upload-time = "2025-07-29T15:43:19.916Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/0b/a6/b98d508d189b9c208f5978d0906141747d7e6df7c7cafec03657ed1ed559/opentelemetry_util_http-0.57b0-py3-none-any.whl", hash = "sha256:e54c0df5543951e471c3d694f85474977cd5765a3b7654398c83bab3d2ffb8e9", size = 7643, upload-time = "2025-07-29T15:42:41.744Z" }, +] + +[[package]] +name = "packaging" +version = "25.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727, upload-time = "2025-04-19T11:48:59.673Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469, upload-time = "2025-04-19T11:48:57.875Z" }, +] + +[[package]] +name = "pandas" +version = "2.3.2" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, + { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version == '3.10.*'" }, + { name = "numpy", version = "2.3.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" }, + { name = "python-dateutil" }, + { name = "pytz" }, + { name = "tzdata" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/79/8e/0e90233ac205ad182bd6b422532695d2b9414944a280488105d598c70023/pandas-2.3.2.tar.gz", hash = "sha256:ab7b58f8f82706890924ccdfb5f48002b83d2b5a3845976a9fb705d36c34dcdb", size = 4488684, upload-time = "2025-08-21T10:28:29.257Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2e/16/a8eeb70aad84ccbf14076793f90e0031eded63c1899aeae9fdfbf37881f4/pandas-2.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:52bc29a946304c360561974c6542d1dd628ddafa69134a7131fdfd6a5d7a1a35", size = 11539648, upload-time = "2025-08-21T10:26:36.236Z" }, + { url = "https://files.pythonhosted.org/packages/47/f1/c5bdaea13bf3708554d93e948b7ea74121ce6e0d59537ca4c4f77731072b/pandas-2.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:220cc5c35ffaa764dd5bb17cf42df283b5cb7fdf49e10a7b053a06c9cb48ee2b", size = 10786923, upload-time = "2025-08-21T10:26:40.518Z" }, + { url = "https://files.pythonhosted.org/packages/bb/10/811fa01476d29ffed692e735825516ad0e56d925961819e6126b4ba32147/pandas-2.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42c05e15111221384019897df20c6fe893b2f697d03c811ee67ec9e0bb5a3424", size = 11726241, upload-time = "2025-08-21T10:26:43.175Z" }, + { url = "https://files.pythonhosted.org/packages/c4/6a/40b043b06e08df1ea1b6d20f0e0c2f2c4ec8c4f07d1c92948273d943a50b/pandas-2.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cc03acc273c5515ab69f898df99d9d4f12c4d70dbfc24c3acc6203751d0804cf", size = 12349533, upload-time = "2025-08-21T10:26:46.611Z" }, + { url = "https://files.pythonhosted.org/packages/e2/ea/2e081a2302e41a9bca7056659fdd2b85ef94923723e41665b42d65afd347/pandas-2.3.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d25c20a03e8870f6339bcf67281b946bd20b86f1a544ebbebb87e66a8d642cba", size = 13202407, upload-time = "2025-08-21T10:26:49.068Z" }, + { url = "https://files.pythonhosted.org/packages/f4/12/7ff9f6a79e2ee8869dcf70741ef998b97ea20050fe25f83dc759764c1e32/pandas-2.3.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:21bb612d148bb5860b7eb2c10faacf1a810799245afd342cf297d7551513fbb6", size = 13837212, upload-time = "2025-08-21T10:26:51.832Z" }, + { url = "https://files.pythonhosted.org/packages/d8/df/5ab92fcd76455a632b3db34a746e1074d432c0cdbbd28d7cd1daba46a75d/pandas-2.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:b62d586eb25cb8cb70a5746a378fc3194cb7f11ea77170d59f889f5dfe3cec7a", size = 11338099, upload-time = "2025-08-21T10:26:54.382Z" }, + { url = "https://files.pythonhosted.org/packages/7a/59/f3e010879f118c2d400902d2d871c2226cef29b08c09fb8dc41111730400/pandas-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1333e9c299adcbb68ee89a9bb568fc3f20f9cbb419f1dd5225071e6cddb2a743", size = 11563308, upload-time = "2025-08-21T10:26:56.656Z" }, + { url = "https://files.pythonhosted.org/packages/38/18/48f10f1cc5c397af59571d638d211f494dba481f449c19adbd282aa8f4ca/pandas-2.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:76972bcbd7de8e91ad5f0ca884a9f2c477a2125354af624e022c49e5bd0dfff4", size = 10820319, upload-time = "2025-08-21T10:26:59.162Z" }, + { url = "https://files.pythonhosted.org/packages/95/3b/1e9b69632898b048e223834cd9702052bcf06b15e1ae716eda3196fb972e/pandas-2.3.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b98bdd7c456a05eef7cd21fd6b29e3ca243591fe531c62be94a2cc987efb5ac2", size = 11790097, upload-time = "2025-08-21T10:27:02.204Z" }, + { url = "https://files.pythonhosted.org/packages/8b/ef/0e2ffb30b1f7fbc9a588bd01e3c14a0d96854d09a887e15e30cc19961227/pandas-2.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d81573b3f7db40d020983f78721e9bfc425f411e616ef019a10ebf597aedb2e", size = 12397958, upload-time = "2025-08-21T10:27:05.409Z" }, + { url = "https://files.pythonhosted.org/packages/23/82/e6b85f0d92e9afb0e7f705a51d1399b79c7380c19687bfbf3d2837743249/pandas-2.3.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e190b738675a73b581736cc8ec71ae113d6c3768d0bd18bffa5b9a0927b0b6ea", size = 13225600, upload-time = "2025-08-21T10:27:07.791Z" }, + { url = "https://files.pythonhosted.org/packages/e8/f1/f682015893d9ed51611948bd83683670842286a8edd4f68c2c1c3b231eef/pandas-2.3.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c253828cb08f47488d60f43c5fc95114c771bbfff085da54bfc79cb4f9e3a372", size = 13879433, upload-time = "2025-08-21T10:27:10.347Z" }, + { url = "https://files.pythonhosted.org/packages/a7/e7/ae86261695b6c8a36d6a4c8d5f9b9ede8248510d689a2f379a18354b37d7/pandas-2.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:9467697b8083f9667b212633ad6aa4ab32436dcbaf4cd57325debb0ddef2012f", size = 11336557, upload-time = "2025-08-21T10:27:12.983Z" }, + { url = "https://files.pythonhosted.org/packages/ec/db/614c20fb7a85a14828edd23f1c02db58a30abf3ce76f38806155d160313c/pandas-2.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3fbb977f802156e7a3f829e9d1d5398f6192375a3e2d1a9ee0803e35fe70a2b9", size = 11587652, upload-time = "2025-08-21T10:27:15.888Z" }, + { url = "https://files.pythonhosted.org/packages/99/b0/756e52f6582cade5e746f19bad0517ff27ba9c73404607c0306585c201b3/pandas-2.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1b9b52693123dd234b7c985c68b709b0b009f4521000d0525f2b95c22f15944b", size = 10717686, upload-time = "2025-08-21T10:27:18.486Z" }, + { url = "https://files.pythonhosted.org/packages/37/4c/dd5ccc1e357abfeee8353123282de17997f90ff67855f86154e5a13b81e5/pandas-2.3.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0bd281310d4f412733f319a5bc552f86d62cddc5f51d2e392c8787335c994175", size = 11278722, upload-time = "2025-08-21T10:27:21.149Z" }, + { url = "https://files.pythonhosted.org/packages/d3/a4/f7edcfa47e0a88cda0be8b068a5bae710bf264f867edfdf7b71584ace362/pandas-2.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96d31a6b4354e3b9b8a2c848af75d31da390657e3ac6f30c05c82068b9ed79b9", size = 11987803, upload-time = "2025-08-21T10:27:23.767Z" }, + { url = "https://files.pythonhosted.org/packages/f6/61/1bce4129f93ab66f1c68b7ed1c12bac6a70b1b56c5dab359c6bbcd480b52/pandas-2.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:df4df0b9d02bb873a106971bb85d448378ef14b86ba96f035f50bbd3688456b4", size = 12766345, upload-time = "2025-08-21T10:27:26.6Z" }, + { url = "https://files.pythonhosted.org/packages/8e/46/80d53de70fee835531da3a1dae827a1e76e77a43ad22a8cd0f8142b61587/pandas-2.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:213a5adf93d020b74327cb2c1b842884dbdd37f895f42dcc2f09d451d949f811", size = 13439314, upload-time = "2025-08-21T10:27:29.213Z" }, + { url = "https://files.pythonhosted.org/packages/28/30/8114832daff7489f179971dbc1d854109b7f4365a546e3ea75b6516cea95/pandas-2.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:8c13b81a9347eb8c7548f53fd9a4f08d4dfe996836543f805c987bafa03317ae", size = 10983326, upload-time = "2025-08-21T10:27:31.901Z" }, + { url = "https://files.pythonhosted.org/packages/27/64/a2f7bf678af502e16b472527735d168b22b7824e45a4d7e96a4fbb634b59/pandas-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0c6ecbac99a354a051ef21c5307601093cb9e0f4b1855984a084bfec9302699e", size = 11531061, upload-time = "2025-08-21T10:27:34.647Z" }, + { url = "https://files.pythonhosted.org/packages/54/4c/c3d21b2b7769ef2f4c2b9299fcadd601efa6729f1357a8dbce8dd949ed70/pandas-2.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c6f048aa0fd080d6a06cc7e7537c09b53be6642d330ac6f54a600c3ace857ee9", size = 10668666, upload-time = "2025-08-21T10:27:37.203Z" }, + { url = "https://files.pythonhosted.org/packages/50/e2/f775ba76ecfb3424d7f5862620841cf0edb592e9abd2d2a5387d305fe7a8/pandas-2.3.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0064187b80a5be6f2f9c9d6bdde29372468751dfa89f4211a3c5871854cfbf7a", size = 11332835, upload-time = "2025-08-21T10:27:40.188Z" }, + { url = "https://files.pythonhosted.org/packages/8f/52/0634adaace9be2d8cac9ef78f05c47f3a675882e068438b9d7ec7ef0c13f/pandas-2.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4ac8c320bded4718b298281339c1a50fb00a6ba78cb2a63521c39bec95b0209b", size = 12057211, upload-time = "2025-08-21T10:27:43.117Z" }, + { url = "https://files.pythonhosted.org/packages/0b/9d/2df913f14b2deb9c748975fdb2491da1a78773debb25abbc7cbc67c6b549/pandas-2.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:114c2fe4f4328cf98ce5716d1532f3ab79c5919f95a9cfee81d9140064a2e4d6", size = 12749277, upload-time = "2025-08-21T10:27:45.474Z" }, + { url = "https://files.pythonhosted.org/packages/87/af/da1a2417026bd14d98c236dba88e39837182459d29dcfcea510b2ac9e8a1/pandas-2.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:48fa91c4dfb3b2b9bfdb5c24cd3567575f4e13f9636810462ffed8925352be5a", size = 13415256, upload-time = "2025-08-21T10:27:49.885Z" }, + { url = "https://files.pythonhosted.org/packages/22/3c/f2af1ce8840ef648584a6156489636b5692c162771918aa95707c165ad2b/pandas-2.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:12d039facec710f7ba305786837d0225a3444af7bbd9c15c32ca2d40d157ed8b", size = 10982579, upload-time = "2025-08-21T10:28:08.435Z" }, + { url = "https://files.pythonhosted.org/packages/f3/98/8df69c4097a6719e357dc249bf437b8efbde808038268e584421696cbddf/pandas-2.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:c624b615ce97864eb588779ed4046186f967374185c047070545253a52ab2d57", size = 12028163, upload-time = "2025-08-21T10:27:52.232Z" }, + { url = "https://files.pythonhosted.org/packages/0e/23/f95cbcbea319f349e10ff90db488b905c6883f03cbabd34f6b03cbc3c044/pandas-2.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:0cee69d583b9b128823d9514171cabb6861e09409af805b54459bd0c821a35c2", size = 11391860, upload-time = "2025-08-21T10:27:54.673Z" }, + { url = "https://files.pythonhosted.org/packages/ad/1b/6a984e98c4abee22058aa75bfb8eb90dce58cf8d7296f8bc56c14bc330b0/pandas-2.3.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2319656ed81124982900b4c37f0e0c58c015af9a7bbc62342ba5ad07ace82ba9", size = 11309830, upload-time = "2025-08-21T10:27:56.957Z" }, + { url = "https://files.pythonhosted.org/packages/15/d5/f0486090eb18dd8710bf60afeaf638ba6817047c0c8ae5c6a25598665609/pandas-2.3.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b37205ad6f00d52f16b6d09f406434ba928c1a1966e2771006a9033c736d30d2", size = 11883216, upload-time = "2025-08-21T10:27:59.302Z" }, + { url = "https://files.pythonhosted.org/packages/10/86/692050c119696da19e20245bbd650d8dfca6ceb577da027c3a73c62a047e/pandas-2.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:837248b4fc3a9b83b9c6214699a13f069dc13510a6a6d7f9ba33145d2841a012", size = 12699743, upload-time = "2025-08-21T10:28:02.447Z" }, + { url = "https://files.pythonhosted.org/packages/cd/d7/612123674d7b17cf345aad0a10289b2a384bff404e0463a83c4a3a59d205/pandas-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d2c3554bd31b731cd6490d94a28f3abb8dd770634a9e06eb6d2911b9827db370", size = 13186141, upload-time = "2025-08-21T10:28:05.377Z" }, + { url = "https://files.pythonhosted.org/packages/e0/c3/b37e090d0aceda9b4dd85c8dbd1bea65b1de9e7a4f690d6bd3a40bd16390/pandas-2.3.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:88080a0ff8a55eac9c84e3ff3c7665b3b5476c6fbc484775ca1910ce1c3e0b87", size = 11551511, upload-time = "2025-08-21T10:28:11.111Z" }, + { url = "https://files.pythonhosted.org/packages/b9/47/381fb1e7adcfcf4230fa6dc3a741acbac6c6fe072f19f4e7a46bddf3e5f6/pandas-2.3.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d4a558c7620340a0931828d8065688b3cc5b4c8eb674bcaf33d18ff4a6870b4a", size = 10797930, upload-time = "2025-08-21T10:28:13.436Z" }, + { url = "https://files.pythonhosted.org/packages/36/ca/d42467829080b92fc46d451288af8068f129fbcfb6578d573f45120de5cf/pandas-2.3.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:45178cf09d1858a1509dc73ec261bf5b25a625a389b65be2e47b559905f0ab6a", size = 11738470, upload-time = "2025-08-21T10:28:16.065Z" }, + { url = "https://files.pythonhosted.org/packages/60/76/7d0f0a0deed7867c51163982d7b79c0a089096cd7ad50e1b87c2c82220e9/pandas-2.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77cefe00e1b210f9c76c697fedd8fdb8d3dd86563e9c8adc9fa72b90f5e9e4c2", size = 12366640, upload-time = "2025-08-21T10:28:18.557Z" }, + { url = "https://files.pythonhosted.org/packages/21/31/56784743e421cf51e34358fe7e5954345e5942168897bf8eb5707b71eedb/pandas-2.3.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:13bd629c653856f00c53dc495191baa59bcafbbf54860a46ecc50d3a88421a96", size = 13211567, upload-time = "2025-08-21T10:28:20.998Z" }, + { url = "https://files.pythonhosted.org/packages/7a/4e/50a399dc7d9dd4aa09a03b163751d428026cf0f16c419b4010f6aca26ebd/pandas-2.3.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:36d627906fd44b5fd63c943264e11e96e923f8de77d6016dc2f667b9ad193438", size = 13854073, upload-time = "2025-08-21T10:28:24.056Z" }, + { url = "https://files.pythonhosted.org/packages/29/72/8978a84861a5124e56ce1048376569545412501fcb9a83f035393d6d85bc/pandas-2.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:a9d7ec92d71a420185dec44909c32e9a362248c4ae2238234b76d5be37f208cc", size = 11346452, upload-time = "2025-08-21T10:28:26.691Z" }, +] + +[[package]] +name = "pluggy" +version = "1.6.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f9/e2/3e91f31a7d2b083fe6ef3fa267035b518369d9511ffab804f839851d2779/pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3", size = 69412, upload-time = "2025-05-15T12:30:07.975Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" }, +] + +[[package]] +name = "protobuf" +version = "6.32.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/c0/df/fb4a8eeea482eca989b51cffd274aac2ee24e825f0bf3cbce5281fa1567b/protobuf-6.32.0.tar.gz", hash = "sha256:a81439049127067fc49ec1d36e25c6ee1d1a2b7be930675f919258d03c04e7d2", size = 440614, upload-time = "2025-08-14T21:21:25.015Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/33/18/df8c87da2e47f4f1dcc5153a81cd6bca4e429803f4069a299e236e4dd510/protobuf-6.32.0-cp310-abi3-win32.whl", hash = "sha256:84f9e3c1ff6fb0308dbacb0950d8aa90694b0d0ee68e75719cb044b7078fe741", size = 424409, upload-time = "2025-08-14T21:21:12.366Z" }, + { url = "https://files.pythonhosted.org/packages/e1/59/0a820b7310f8139bd8d5a9388e6a38e1786d179d6f33998448609296c229/protobuf-6.32.0-cp310-abi3-win_amd64.whl", hash = "sha256:a8bdbb2f009cfc22a36d031f22a625a38b615b5e19e558a7b756b3279723e68e", size = 435735, upload-time = "2025-08-14T21:21:15.046Z" }, + { url = "https://files.pythonhosted.org/packages/cc/5b/0d421533c59c789e9c9894683efac582c06246bf24bb26b753b149bd88e4/protobuf-6.32.0-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:d52691e5bee6c860fff9a1c86ad26a13afbeb4b168cd4445c922b7e2cf85aaf0", size = 426449, upload-time = "2025-08-14T21:21:16.687Z" }, + { url = "https://files.pythonhosted.org/packages/ec/7b/607764ebe6c7a23dcee06e054fd1de3d5841b7648a90fd6def9a3bb58c5e/protobuf-6.32.0-cp39-abi3-manylinux2014_aarch64.whl", hash = "sha256:501fe6372fd1c8ea2a30b4d9be8f87955a64d6be9c88a973996cef5ef6f0abf1", size = 322869, upload-time = "2025-08-14T21:21:18.282Z" }, + { url = "https://files.pythonhosted.org/packages/40/01/2e730bd1c25392fc32e3268e02446f0d77cb51a2c3a8486b1798e34d5805/protobuf-6.32.0-cp39-abi3-manylinux2014_x86_64.whl", hash = "sha256:75a2aab2bd1aeb1f5dc7c5f33bcb11d82ea8c055c9becbb41c26a8c43fd7092c", size = 322009, upload-time = "2025-08-14T21:21:19.893Z" }, + { url = "https://files.pythonhosted.org/packages/84/9c/244509764dc78d69e4a72bfe81b00f2691bdfcaffdb591a3e158695096d7/protobuf-6.32.0-cp39-cp39-win32.whl", hash = "sha256:7db8ed09024f115ac877a1427557b838705359f047b2ff2f2b2364892d19dacb", size = 424503, upload-time = "2025-08-14T21:21:21.328Z" }, + { url = "https://files.pythonhosted.org/packages/9b/6f/b1d90a22f619808cf6337aede0d6730af1849330f8dc4d434cfc4a8831b4/protobuf-6.32.0-cp39-cp39-win_amd64.whl", hash = "sha256:15eba1b86f193a407607112ceb9ea0ba9569aed24f93333fe9a497cf2fda37d3", size = 435822, upload-time = "2025-08-14T21:21:22.495Z" }, + { url = "https://files.pythonhosted.org/packages/9c/f2/80ffc4677aac1bc3519b26bc7f7f5de7fce0ee2f7e36e59e27d8beb32dd1/protobuf-6.32.0-py3-none-any.whl", hash = "sha256:ba377e5b67b908c8f3072a57b63e2c6a4cbd18aea4ed98d2584350dbf46f2783", size = 169287, upload-time = "2025-08-14T21:21:23.515Z" }, +] + +[[package]] +name = "psutil" +version = "5.9.8" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/90/c7/6dc0a455d111f68ee43f27793971cf03fe29b6ef972042549db29eec39a2/psutil-5.9.8.tar.gz", hash = "sha256:6be126e3225486dff286a8fb9a06246a5253f4c7c53b475ea5f5ac934e64194c", size = 503247, upload-time = "2024-01-19T20:47:09.517Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e7/e3/07ae864a636d70a8a6f58da27cb1179192f1140d5d1da10886ade9405797/psutil-5.9.8-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:aee678c8720623dc456fa20659af736241f575d79429a0e5e9cf88ae0605cc81", size = 248702, upload-time = "2024-01-19T20:47:36.303Z" }, + { url = "https://files.pythonhosted.org/packages/b3/bd/28c5f553667116b2598b9cc55908ec435cb7f77a34f2bff3e3ca765b0f78/psutil-5.9.8-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8cb6403ce6d8e047495a701dc7c5bd788add903f8986d523e3e20b98b733e421", size = 285242, upload-time = "2024-01-19T20:47:39.65Z" }, + { url = "https://files.pythonhosted.org/packages/c5/4f/0e22aaa246f96d6ac87fe5ebb9c5a693fbe8877f537a1022527c47ca43c5/psutil-5.9.8-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d06016f7f8625a1825ba3732081d77c94589dca78b7a3fc072194851e88461a4", size = 288191, upload-time = "2024-01-19T20:47:43.078Z" }, + { url = "https://files.pythonhosted.org/packages/6e/f5/2aa3a4acdc1e5940b59d421742356f133185667dd190b166dbcfcf5d7b43/psutil-5.9.8-cp37-abi3-win32.whl", hash = "sha256:bc56c2a1b0d15aa3eaa5a60c9f3f8e3e565303b465dbf57a1b730e7a2b9844e0", size = 251252, upload-time = "2024-01-19T20:47:52.88Z" }, + { url = "https://files.pythonhosted.org/packages/93/52/3e39d26feae7df0aa0fd510b14012c3678b36ed068f7d78b8d8784d61f0e/psutil-5.9.8-cp37-abi3-win_amd64.whl", hash = "sha256:8db4c1b57507eef143a15a6884ca10f7c73876cdf5d51e713151c1236a0e68cf", size = 255090, upload-time = "2024-01-19T20:47:56.019Z" }, + { url = "https://files.pythonhosted.org/packages/05/33/2d74d588408caedd065c2497bdb5ef83ce6082db01289a1e1147f6639802/psutil-5.9.8-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:d16bbddf0693323b8c6123dd804100241da461e41d6e332fb0ba6058f630f8c8", size = 249898, upload-time = "2024-01-19T20:47:59.238Z" }, +] + +[[package]] +name = "pygments" +version = "2.19.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/b0/77/a5b8c569bf593b0140bde72ea885a803b82086995367bf2037de0159d924/pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887", size = 4968631, upload-time = "2025-06-21T13:39:12.283Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" }, +] + +[[package]] +name = "pytest" +version = "8.4.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, + { name = "exceptiongroup", marker = "python_full_version < '3.11'" }, + { name = "iniconfig" }, + { name = "packaging" }, + { name = "pluggy" }, + { name = "pygments" }, + { name = "tomli", marker = "python_full_version < '3.11'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/08/ba/45911d754e8eba3d5a841a5ce61a65a685ff1798421ac054f85aa8747dfb/pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c", size = 1517714, upload-time = "2025-06-18T05:48:06.109Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/29/16/c8a903f4c4dffe7a12843191437d7cd8e32751d5de349d45d3fe69544e87/pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7", size = 365474, upload-time = "2025-06-18T05:48:03.955Z" }, +] + +[[package]] +name = "python-dateutil" +version = "2.9.0.post0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "six" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432, upload-time = "2024-03-01T18:36:20.211Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892, upload-time = "2024-03-01T18:36:18.57Z" }, +] + +[[package]] +name = "pytz" +version = "2025.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/f8/bf/abbd3cdfb8fbc7fb3d4d38d320f2441b1e7cbe29be4f23797b4a2b5d8aac/pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3", size = 320884, upload-time = "2025-03-25T02:25:00.538Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00", size = 509225, upload-time = "2025-03-25T02:24:58.468Z" }, +] + +[[package]] +name = "requests" +version = "2.32.5" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "certifi" }, + { name = "charset-normalizer" }, + { name = "idna" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/c9/74/b3ff8e6c8446842c3f5c837e9c3dfcfe2018ea6ecef224c710c85ef728f4/requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf", size = 134517, upload-time = "2025-08-18T20:46:02.573Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6", size = 64738, upload-time = "2025-08-18T20:46:00.542Z" }, +] + +[[package]] +name = "six" +version = "1.17.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031, upload-time = "2024-12-04T17:35:28.174Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050, upload-time = "2024-12-04T17:35:26.475Z" }, +] + +[[package]] +name = "sniffio" +version = "1.3.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" }, +] + +[[package]] +name = "synapseclient" +version = "4.9.0" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "async-lru" }, + { name = "asyncio-atexit" }, + { name = "deprecated" }, + { name = "httpcore" }, + { name = "httpx" }, + { name = "nest-asyncio" }, + { name = "opentelemetry-api" }, + { name = "opentelemetry-exporter-otlp-proto-http" }, + { name = "opentelemetry-instrumentation-httpx" }, + { name = "opentelemetry-instrumentation-requests" }, + { name = "opentelemetry-instrumentation-threading" }, + { name = "opentelemetry-instrumentation-urllib" }, + { name = "opentelemetry-sdk" }, + { name = "psutil" }, + { name = "requests" }, + { name = "tqdm" }, + { name = "urllib3" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/52/06/b91b482bed66ce63b5b8e29a5178c08b7e87f5242342d164805b57c9dede/synapseclient-4.9.0.tar.gz", hash = "sha256:b37fa173356a74de5bf7af4061da924dede430dda0588f26ac3ed5672b6f0ec6", size = 458590, upload-time = "2025-07-14T18:51:16.821Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/b8/27/c3b0007757c8b49b3d81361ae5a0b299f8ad7f4bd70372bbb187e3f156e8/synapseclient-4.9.0-py3-none-any.whl", hash = "sha256:bc69a93a85b46af77ac2a2c901932811f09889972c119b513e4c8e4b9a36f165", size = 516041, upload-time = "2025-07-14T18:51:14.949Z" }, +] + +[package.optional-dependencies] +pandas = [ + { name = "pandas" }, +] + +[[package]] +name = "tomli" +version = "2.2.1" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/18/87/302344fed471e44a87289cf4967697d07e532f2421fdaf868a303cbae4ff/tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff", size = 17175, upload-time = "2024-11-27T22:38:36.873Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/43/ca/75707e6efa2b37c77dadb324ae7d9571cb424e61ea73fad7c56c2d14527f/tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249", size = 131077, upload-time = "2024-11-27T22:37:54.956Z" }, + { url = "https://files.pythonhosted.org/packages/c7/16/51ae563a8615d472fdbffc43a3f3d46588c264ac4f024f63f01283becfbb/tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6", size = 123429, upload-time = "2024-11-27T22:37:56.698Z" }, + { url = "https://files.pythonhosted.org/packages/f1/dd/4f6cd1e7b160041db83c694abc78e100473c15d54620083dbd5aae7b990e/tomli-2.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ece47d672db52ac607a3d9599a9d48dcb2f2f735c6c2d1f34130085bb12b112a", size = 226067, upload-time = "2024-11-27T22:37:57.63Z" }, + { url = "https://files.pythonhosted.org/packages/a9/6b/c54ede5dc70d648cc6361eaf429304b02f2871a345bbdd51e993d6cdf550/tomli-2.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6972ca9c9cc9f0acaa56a8ca1ff51e7af152a9f87fb64623e31d5c83700080ee", size = 236030, upload-time = "2024-11-27T22:37:59.344Z" }, + { url = "https://files.pythonhosted.org/packages/1f/47/999514fa49cfaf7a92c805a86c3c43f4215621855d151b61c602abb38091/tomli-2.2.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c954d2250168d28797dd4e3ac5cf812a406cd5a92674ee4c8f123c889786aa8e", size = 240898, upload-time = "2024-11-27T22:38:00.429Z" }, + { url = "https://files.pythonhosted.org/packages/73/41/0a01279a7ae09ee1573b423318e7934674ce06eb33f50936655071d81a24/tomli-2.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8dd28b3e155b80f4d54beb40a441d366adcfe740969820caf156c019fb5c7ec4", size = 229894, upload-time = "2024-11-27T22:38:02.094Z" }, + { url = "https://files.pythonhosted.org/packages/55/18/5d8bc5b0a0362311ce4d18830a5d28943667599a60d20118074ea1b01bb7/tomli-2.2.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:e59e304978767a54663af13c07b3d1af22ddee3bb2fb0618ca1593e4f593a106", size = 245319, upload-time = "2024-11-27T22:38:03.206Z" }, + { url = "https://files.pythonhosted.org/packages/92/a3/7ade0576d17f3cdf5ff44d61390d4b3febb8a9fc2b480c75c47ea048c646/tomli-2.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:33580bccab0338d00994d7f16f4c4ec25b776af3ffaac1ed74e0b3fc95e885a8", size = 238273, upload-time = "2024-11-27T22:38:04.217Z" }, + { url = "https://files.pythonhosted.org/packages/72/6f/fa64ef058ac1446a1e51110c375339b3ec6be245af9d14c87c4a6412dd32/tomli-2.2.1-cp311-cp311-win32.whl", hash = "sha256:465af0e0875402f1d226519c9904f37254b3045fc5084697cefb9bdde1ff99ff", size = 98310, upload-time = "2024-11-27T22:38:05.908Z" }, + { url = "https://files.pythonhosted.org/packages/6a/1c/4a2dcde4a51b81be3530565e92eda625d94dafb46dbeb15069df4caffc34/tomli-2.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:2d0f2fdd22b02c6d81637a3c95f8cd77f995846af7414c5c4b8d0545afa1bc4b", size = 108309, upload-time = "2024-11-27T22:38:06.812Z" }, + { url = "https://files.pythonhosted.org/packages/52/e1/f8af4c2fcde17500422858155aeb0d7e93477a0d59a98e56cbfe75070fd0/tomli-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4a8f6e44de52d5e6c657c9fe83b562f5f4256d8ebbfe4ff922c495620a7f6cea", size = 132762, upload-time = "2024-11-27T22:38:07.731Z" }, + { url = "https://files.pythonhosted.org/packages/03/b8/152c68bb84fc00396b83e7bbddd5ec0bd3dd409db4195e2a9b3e398ad2e3/tomli-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8d57ca8095a641b8237d5b079147646153d22552f1c637fd3ba7f4b0b29167a8", size = 123453, upload-time = "2024-11-27T22:38:09.384Z" }, + { url = "https://files.pythonhosted.org/packages/c8/d6/fc9267af9166f79ac528ff7e8c55c8181ded34eb4b0e93daa767b8841573/tomli-2.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e340144ad7ae1533cb897d406382b4b6fede8890a03738ff1683af800d54192", size = 233486, upload-time = "2024-11-27T22:38:10.329Z" }, + { url = "https://files.pythonhosted.org/packages/5c/51/51c3f2884d7bab89af25f678447ea7d297b53b5a3b5730a7cb2ef6069f07/tomli-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:db2b95f9de79181805df90bedc5a5ab4c165e6ec3fe99f970d0e302f384ad222", size = 242349, upload-time = "2024-11-27T22:38:11.443Z" }, + { url = "https://files.pythonhosted.org/packages/ab/df/bfa89627d13a5cc22402e441e8a931ef2108403db390ff3345c05253935e/tomli-2.2.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40741994320b232529c802f8bc86da4e1aa9f413db394617b9a256ae0f9a7f77", size = 252159, upload-time = "2024-11-27T22:38:13.099Z" }, + { url = "https://files.pythonhosted.org/packages/9e/6e/fa2b916dced65763a5168c6ccb91066f7639bdc88b48adda990db10c8c0b/tomli-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:400e720fe168c0f8521520190686ef8ef033fb19fc493da09779e592861b78c6", size = 237243, upload-time = "2024-11-27T22:38:14.766Z" }, + { url = "https://files.pythonhosted.org/packages/b4/04/885d3b1f650e1153cbb93a6a9782c58a972b94ea4483ae4ac5cedd5e4a09/tomli-2.2.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:02abe224de6ae62c19f090f68da4e27b10af2b93213d36cf44e6e1c5abd19fdd", size = 259645, upload-time = "2024-11-27T22:38:15.843Z" }, + { url = "https://files.pythonhosted.org/packages/9c/de/6b432d66e986e501586da298e28ebeefd3edc2c780f3ad73d22566034239/tomli-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b82ebccc8c8a36f2094e969560a1b836758481f3dc360ce9a3277c65f374285e", size = 244584, upload-time = "2024-11-27T22:38:17.645Z" }, + { url = "https://files.pythonhosted.org/packages/1c/9a/47c0449b98e6e7d1be6cbac02f93dd79003234ddc4aaab6ba07a9a7482e2/tomli-2.2.1-cp312-cp312-win32.whl", hash = "sha256:889f80ef92701b9dbb224e49ec87c645ce5df3fa2cc548664eb8a25e03127a98", size = 98875, upload-time = "2024-11-27T22:38:19.159Z" }, + { url = "https://files.pythonhosted.org/packages/ef/60/9b9638f081c6f1261e2688bd487625cd1e660d0a85bd469e91d8db969734/tomli-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:7fc04e92e1d624a4a63c76474610238576942d6b8950a2d7f908a340494e67e4", size = 109418, upload-time = "2024-11-27T22:38:20.064Z" }, + { url = "https://files.pythonhosted.org/packages/04/90/2ee5f2e0362cb8a0b6499dc44f4d7d48f8fff06d28ba46e6f1eaa61a1388/tomli-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f4039b9cbc3048b2416cc57ab3bda989a6fcf9b36cf8937f01a6e731b64f80d7", size = 132708, upload-time = "2024-11-27T22:38:21.659Z" }, + { url = "https://files.pythonhosted.org/packages/c0/ec/46b4108816de6b385141f082ba99e315501ccd0a2ea23db4a100dd3990ea/tomli-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:286f0ca2ffeeb5b9bd4fcc8d6c330534323ec51b2f52da063b11c502da16f30c", size = 123582, upload-time = "2024-11-27T22:38:22.693Z" }, + { url = "https://files.pythonhosted.org/packages/a0/bd/b470466d0137b37b68d24556c38a0cc819e8febe392d5b199dcd7f578365/tomli-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92ef1a44547e894e2a17d24e7557a5e85a9e1d0048b0b5e7541f76c5032cb13", size = 232543, upload-time = "2024-11-27T22:38:24.367Z" }, + { url = "https://files.pythonhosted.org/packages/d9/e5/82e80ff3b751373f7cead2815bcbe2d51c895b3c990686741a8e56ec42ab/tomli-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9316dc65bed1684c9a98ee68759ceaed29d229e985297003e494aa825ebb0281", size = 241691, upload-time = "2024-11-27T22:38:26.081Z" }, + { url = "https://files.pythonhosted.org/packages/05/7e/2a110bc2713557d6a1bfb06af23dd01e7dde52b6ee7dadc589868f9abfac/tomli-2.2.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e85e99945e688e32d5a35c1ff38ed0b3f41f43fad8df0bdf79f72b2ba7bc5272", size = 251170, upload-time = "2024-11-27T22:38:27.921Z" }, + { url = "https://files.pythonhosted.org/packages/64/7b/22d713946efe00e0adbcdfd6d1aa119ae03fd0b60ebed51ebb3fa9f5a2e5/tomli-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ac065718db92ca818f8d6141b5f66369833d4a80a9d74435a268c52bdfa73140", size = 236530, upload-time = "2024-11-27T22:38:29.591Z" }, + { url = "https://files.pythonhosted.org/packages/38/31/3a76f67da4b0cf37b742ca76beaf819dca0ebef26d78fc794a576e08accf/tomli-2.2.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:d920f33822747519673ee656a4b6ac33e382eca9d331c87770faa3eef562aeb2", size = 258666, upload-time = "2024-11-27T22:38:30.639Z" }, + { url = "https://files.pythonhosted.org/packages/07/10/5af1293da642aded87e8a988753945d0cf7e00a9452d3911dd3bb354c9e2/tomli-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a198f10c4d1b1375d7687bc25294306e551bf1abfa4eace6650070a5c1ae2744", size = 243954, upload-time = "2024-11-27T22:38:31.702Z" }, + { url = "https://files.pythonhosted.org/packages/5b/b9/1ed31d167be802da0fc95020d04cd27b7d7065cc6fbefdd2f9186f60d7bd/tomli-2.2.1-cp313-cp313-win32.whl", hash = "sha256:d3f5614314d758649ab2ab3a62d4f2004c825922f9e370b29416484086b264ec", size = 98724, upload-time = "2024-11-27T22:38:32.837Z" }, + { url = "https://files.pythonhosted.org/packages/c7/32/b0963458706accd9afcfeb867c0f9175a741bf7b19cd424230714d722198/tomli-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:a38aa0308e754b0e3c67e344754dff64999ff9b513e691d0e786265c93583c69", size = 109383, upload-time = "2024-11-27T22:38:34.455Z" }, + { url = "https://files.pythonhosted.org/packages/6e/c2/61d3e0f47e2b74ef40a68b9e6ad5984f6241a942f7cd3bbfbdbd03861ea9/tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc", size = 14257, upload-time = "2024-11-27T22:38:35.385Z" }, +] + +[[package]] +name = "tqdm" +version = "4.67.1" +source = { registry = "https://pypi.org/simple" } +dependencies = [ + { name = "colorama", marker = "sys_platform == 'win32'" }, +] +sdist = { url = "https://files.pythonhosted.org/packages/a8/4b/29b4ef32e036bb34e4ab51796dd745cdba7ed47ad142a9f4a1eb8e0c744d/tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2", size = 169737, upload-time = "2024-11-24T20:12:22.481Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2", size = 78540, upload-time = "2024-11-24T20:12:19.698Z" }, +] + +[[package]] +name = "typing-extensions" +version = "4.15.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" }, +] + +[[package]] +name = "tzdata" +version = "2025.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/95/32/1a225d6164441be760d75c2c42e2780dc0873fe382da3e98a2e1e48361e5/tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9", size = 196380, upload-time = "2025-03-23T13:54:43.652Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" }, +] + +[[package]] +name = "urllib3" +version = "1.26.20" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e4/e8/6ff5e6bc22095cfc59b6ea711b687e2b7ed4bdb373f7eeec370a97d7392f/urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32", size = 307380, upload-time = "2024-08-29T15:43:11.37Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/33/cf/8435d5a7159e2a9c83a95896ed596f68cf798005fe107cc655b5c5c14704/urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e", size = 144225, upload-time = "2024-08-29T15:43:08.921Z" }, +] + +[[package]] +name = "wrapt" +version = "1.17.3" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/95/8f/aeb76c5b46e273670962298c23e7ddde79916cb74db802131d49a85e4b7d/wrapt-1.17.3.tar.gz", hash = "sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0", size = 55547, upload-time = "2025-08-12T05:53:21.714Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/3f/23/bb82321b86411eb51e5a5db3fb8f8032fd30bd7c2d74bfe936136b2fa1d6/wrapt-1.17.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04", size = 53482, upload-time = "2025-08-12T05:51:44.467Z" }, + { url = "https://files.pythonhosted.org/packages/45/69/f3c47642b79485a30a59c63f6d739ed779fb4cc8323205d047d741d55220/wrapt-1.17.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2", size = 38676, upload-time = "2025-08-12T05:51:32.636Z" }, + { url = "https://files.pythonhosted.org/packages/d1/71/e7e7f5670c1eafd9e990438e69d8fb46fa91a50785332e06b560c869454f/wrapt-1.17.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fd341868a4b6714a5962c1af0bd44f7c404ef78720c7de4892901e540417111c", size = 38957, upload-time = "2025-08-12T05:51:54.655Z" }, + { url = "https://files.pythonhosted.org/packages/de/17/9f8f86755c191d6779d7ddead1a53c7a8aa18bccb7cea8e7e72dfa6a8a09/wrapt-1.17.3-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f9b2601381be482f70e5d1051a5965c25fb3625455a2bf520b5a077b22afb775", size = 81975, upload-time = "2025-08-12T05:52:30.109Z" }, + { url = "https://files.pythonhosted.org/packages/f2/15/dd576273491f9f43dd09fce517f6c2ce6eb4fe21681726068db0d0467096/wrapt-1.17.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:343e44b2a8e60e06a7e0d29c1671a0d9951f59174f3709962b5143f60a2a98bd", size = 83149, upload-time = "2025-08-12T05:52:09.316Z" }, + { url = "https://files.pythonhosted.org/packages/0c/c4/5eb4ce0d4814521fee7aa806264bf7a114e748ad05110441cd5b8a5c744b/wrapt-1.17.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:33486899acd2d7d3066156b03465b949da3fd41a5da6e394ec49d271baefcf05", size = 82209, upload-time = "2025-08-12T05:52:10.331Z" }, + { url = "https://files.pythonhosted.org/packages/31/4b/819e9e0eb5c8dc86f60dfc42aa4e2c0d6c3db8732bce93cc752e604bb5f5/wrapt-1.17.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:e6f40a8aa5a92f150bdb3e1c44b7e98fb7113955b2e5394122fa5532fec4b418", size = 81551, upload-time = "2025-08-12T05:52:31.137Z" }, + { url = "https://files.pythonhosted.org/packages/f8/83/ed6baf89ba3a56694700139698cf703aac9f0f9eb03dab92f57551bd5385/wrapt-1.17.3-cp310-cp310-win32.whl", hash = "sha256:a36692b8491d30a8c75f1dfee65bef119d6f39ea84ee04d9f9311f83c5ad9390", size = 36464, upload-time = "2025-08-12T05:53:01.204Z" }, + { url = "https://files.pythonhosted.org/packages/2f/90/ee61d36862340ad7e9d15a02529df6b948676b9a5829fd5e16640156627d/wrapt-1.17.3-cp310-cp310-win_amd64.whl", hash = "sha256:afd964fd43b10c12213574db492cb8f73b2f0826c8df07a68288f8f19af2ebe6", size = 38748, upload-time = "2025-08-12T05:53:00.209Z" }, + { url = "https://files.pythonhosted.org/packages/bd/c3/cefe0bd330d389c9983ced15d326f45373f4073c9f4a8c2f99b50bfea329/wrapt-1.17.3-cp310-cp310-win_arm64.whl", hash = "sha256:af338aa93554be859173c39c85243970dc6a289fa907402289eeae7543e1ae18", size = 36810, upload-time = "2025-08-12T05:52:51.906Z" }, + { url = "https://files.pythonhosted.org/packages/52/db/00e2a219213856074a213503fdac0511203dceefff26e1daa15250cc01a0/wrapt-1.17.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:273a736c4645e63ac582c60a56b0acb529ef07f78e08dc6bfadf6a46b19c0da7", size = 53482, upload-time = "2025-08-12T05:51:45.79Z" }, + { url = "https://files.pythonhosted.org/packages/5e/30/ca3c4a5eba478408572096fe9ce36e6e915994dd26a4e9e98b4f729c06d9/wrapt-1.17.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:5531d911795e3f935a9c23eb1c8c03c211661a5060aab167065896bbf62a5f85", size = 38674, upload-time = "2025-08-12T05:51:34.629Z" }, + { url = "https://files.pythonhosted.org/packages/31/25/3e8cc2c46b5329c5957cec959cb76a10718e1a513309c31399a4dad07eb3/wrapt-1.17.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:0610b46293c59a3adbae3dee552b648b984176f8562ee0dba099a56cfbe4df1f", size = 38959, upload-time = "2025-08-12T05:51:56.074Z" }, + { url = "https://files.pythonhosted.org/packages/5d/8f/a32a99fc03e4b37e31b57cb9cefc65050ea08147a8ce12f288616b05ef54/wrapt-1.17.3-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b32888aad8b6e68f83a8fdccbf3165f5469702a7544472bdf41f582970ed3311", size = 82376, upload-time = "2025-08-12T05:52:32.134Z" }, + { url = "https://files.pythonhosted.org/packages/31/57/4930cb8d9d70d59c27ee1332a318c20291749b4fba31f113c2f8ac49a72e/wrapt-1.17.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8cccf4f81371f257440c88faed6b74f1053eef90807b77e31ca057b2db74edb1", size = 83604, upload-time = "2025-08-12T05:52:11.663Z" }, + { url = "https://files.pythonhosted.org/packages/a8/f3/1afd48de81d63dd66e01b263a6fbb86e1b5053b419b9b33d13e1f6d0f7d0/wrapt-1.17.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:d8a210b158a34164de8bb68b0e7780041a903d7b00c87e906fb69928bf7890d5", size = 82782, upload-time = "2025-08-12T05:52:12.626Z" }, + { url = "https://files.pythonhosted.org/packages/1e/d7/4ad5327612173b144998232f98a85bb24b60c352afb73bc48e3e0d2bdc4e/wrapt-1.17.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:79573c24a46ce11aab457b472efd8d125e5a51da2d1d24387666cd85f54c05b2", size = 82076, upload-time = "2025-08-12T05:52:33.168Z" }, + { url = "https://files.pythonhosted.org/packages/bb/59/e0adfc831674a65694f18ea6dc821f9fcb9ec82c2ce7e3d73a88ba2e8718/wrapt-1.17.3-cp311-cp311-win32.whl", hash = "sha256:c31eebe420a9a5d2887b13000b043ff6ca27c452a9a22fa71f35f118e8d4bf89", size = 36457, upload-time = "2025-08-12T05:53:03.936Z" }, + { url = "https://files.pythonhosted.org/packages/83/88/16b7231ba49861b6f75fc309b11012ede4d6b0a9c90969d9e0db8d991aeb/wrapt-1.17.3-cp311-cp311-win_amd64.whl", hash = "sha256:0b1831115c97f0663cb77aa27d381237e73ad4f721391a9bfb2fe8bc25fa6e77", size = 38745, upload-time = "2025-08-12T05:53:02.885Z" }, + { url = "https://files.pythonhosted.org/packages/9a/1e/c4d4f3398ec073012c51d1c8d87f715f56765444e1a4b11e5180577b7e6e/wrapt-1.17.3-cp311-cp311-win_arm64.whl", hash = "sha256:5a7b3c1ee8265eb4c8f1b7d29943f195c00673f5ab60c192eba2d4a7eae5f46a", size = 36806, upload-time = "2025-08-12T05:52:53.368Z" }, + { url = "https://files.pythonhosted.org/packages/9f/41/cad1aba93e752f1f9268c77270da3c469883d56e2798e7df6240dcb2287b/wrapt-1.17.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ab232e7fdb44cdfbf55fc3afa31bcdb0d8980b9b95c38b6405df2acb672af0e0", size = 53998, upload-time = "2025-08-12T05:51:47.138Z" }, + { url = "https://files.pythonhosted.org/packages/60/f8/096a7cc13097a1869fe44efe68dace40d2a16ecb853141394047f0780b96/wrapt-1.17.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9baa544e6acc91130e926e8c802a17f3b16fbea0fd441b5a60f5cf2cc5c3deba", size = 39020, upload-time = "2025-08-12T05:51:35.906Z" }, + { url = "https://files.pythonhosted.org/packages/33/df/bdf864b8997aab4febb96a9ae5c124f700a5abd9b5e13d2a3214ec4be705/wrapt-1.17.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6b538e31eca1a7ea4605e44f81a48aa24c4632a277431a6ed3f328835901f4fd", size = 39098, upload-time = "2025-08-12T05:51:57.474Z" }, + { url = "https://files.pythonhosted.org/packages/9f/81/5d931d78d0eb732b95dc3ddaeeb71c8bb572fb01356e9133916cd729ecdd/wrapt-1.17.3-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:042ec3bb8f319c147b1301f2393bc19dba6e176b7da446853406d041c36c7828", size = 88036, upload-time = "2025-08-12T05:52:34.784Z" }, + { url = "https://files.pythonhosted.org/packages/ca/38/2e1785df03b3d72d34fc6252d91d9d12dc27a5c89caef3335a1bbb8908ca/wrapt-1.17.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3af60380ba0b7b5aeb329bc4e402acd25bd877e98b3727b0135cb5c2efdaefe9", size = 88156, upload-time = "2025-08-12T05:52:13.599Z" }, + { url = "https://files.pythonhosted.org/packages/b3/8b/48cdb60fe0603e34e05cffda0b2a4adab81fd43718e11111a4b0100fd7c1/wrapt-1.17.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0b02e424deef65c9f7326d8c19220a2c9040c51dc165cddb732f16198c168396", size = 87102, upload-time = "2025-08-12T05:52:14.56Z" }, + { url = "https://files.pythonhosted.org/packages/3c/51/d81abca783b58f40a154f1b2c56db1d2d9e0d04fa2d4224e357529f57a57/wrapt-1.17.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:74afa28374a3c3a11b3b5e5fca0ae03bef8450d6aa3ab3a1e2c30e3a75d023dc", size = 87732, upload-time = "2025-08-12T05:52:36.165Z" }, + { url = "https://files.pythonhosted.org/packages/9e/b1/43b286ca1392a006d5336412d41663eeef1ad57485f3e52c767376ba7e5a/wrapt-1.17.3-cp312-cp312-win32.whl", hash = "sha256:4da9f45279fff3543c371d5ababc57a0384f70be244de7759c85a7f989cb4ebe", size = 36705, upload-time = "2025-08-12T05:53:07.123Z" }, + { url = "https://files.pythonhosted.org/packages/28/de/49493f962bd3c586ab4b88066e967aa2e0703d6ef2c43aa28cb83bf7b507/wrapt-1.17.3-cp312-cp312-win_amd64.whl", hash = "sha256:e71d5c6ebac14875668a1e90baf2ea0ef5b7ac7918355850c0908ae82bcb297c", size = 38877, upload-time = "2025-08-12T05:53:05.436Z" }, + { url = "https://files.pythonhosted.org/packages/f1/48/0f7102fe9cb1e8a5a77f80d4f0956d62d97034bbe88d33e94699f99d181d/wrapt-1.17.3-cp312-cp312-win_arm64.whl", hash = "sha256:604d076c55e2fdd4c1c03d06dc1a31b95130010517b5019db15365ec4a405fc6", size = 36885, upload-time = "2025-08-12T05:52:54.367Z" }, + { url = "https://files.pythonhosted.org/packages/fc/f6/759ece88472157acb55fc195e5b116e06730f1b651b5b314c66291729193/wrapt-1.17.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a47681378a0439215912ef542c45a783484d4dd82bac412b71e59cf9c0e1cea0", size = 54003, upload-time = "2025-08-12T05:51:48.627Z" }, + { url = "https://files.pythonhosted.org/packages/4f/a9/49940b9dc6d47027dc850c116d79b4155f15c08547d04db0f07121499347/wrapt-1.17.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:54a30837587c6ee3cd1a4d1c2ec5d24e77984d44e2f34547e2323ddb4e22eb77", size = 39025, upload-time = "2025-08-12T05:51:37.156Z" }, + { url = "https://files.pythonhosted.org/packages/45/35/6a08de0f2c96dcdd7fe464d7420ddb9a7655a6561150e5fc4da9356aeaab/wrapt-1.17.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:16ecf15d6af39246fe33e507105d67e4b81d8f8d2c6598ff7e3ca1b8a37213f7", size = 39108, upload-time = "2025-08-12T05:51:58.425Z" }, + { url = "https://files.pythonhosted.org/packages/0c/37/6faf15cfa41bf1f3dba80cd3f5ccc6622dfccb660ab26ed79f0178c7497f/wrapt-1.17.3-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:6fd1ad24dc235e4ab88cda009e19bf347aabb975e44fd5c2fb22a3f6e4141277", size = 88072, upload-time = "2025-08-12T05:52:37.53Z" }, + { url = "https://files.pythonhosted.org/packages/78/f2/efe19ada4a38e4e15b6dff39c3e3f3f73f5decf901f66e6f72fe79623a06/wrapt-1.17.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ed61b7c2d49cee3c027372df5809a59d60cf1b6c2f81ee980a091f3afed6a2d", size = 88214, upload-time = "2025-08-12T05:52:15.886Z" }, + { url = "https://files.pythonhosted.org/packages/40/90/ca86701e9de1622b16e09689fc24b76f69b06bb0150990f6f4e8b0eeb576/wrapt-1.17.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:423ed5420ad5f5529db9ce89eac09c8a2f97da18eb1c870237e84c5a5c2d60aa", size = 87105, upload-time = "2025-08-12T05:52:17.914Z" }, + { url = "https://files.pythonhosted.org/packages/fd/e0/d10bd257c9a3e15cbf5523025252cc14d77468e8ed644aafb2d6f54cb95d/wrapt-1.17.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e01375f275f010fcbf7f643b4279896d04e571889b8a5b3f848423d91bf07050", size = 87766, upload-time = "2025-08-12T05:52:39.243Z" }, + { url = "https://files.pythonhosted.org/packages/e8/cf/7d848740203c7b4b27eb55dbfede11aca974a51c3d894f6cc4b865f42f58/wrapt-1.17.3-cp313-cp313-win32.whl", hash = "sha256:53e5e39ff71b3fc484df8a522c933ea2b7cdd0d5d15ae82e5b23fde87d44cbd8", size = 36711, upload-time = "2025-08-12T05:53:10.074Z" }, + { url = "https://files.pythonhosted.org/packages/57/54/35a84d0a4d23ea675994104e667ceff49227ce473ba6a59ba2c84f250b74/wrapt-1.17.3-cp313-cp313-win_amd64.whl", hash = "sha256:1f0b2f40cf341ee8cc1a97d51ff50dddb9fcc73241b9143ec74b30fc4f44f6cb", size = 38885, upload-time = "2025-08-12T05:53:08.695Z" }, + { url = "https://files.pythonhosted.org/packages/01/77/66e54407c59d7b02a3c4e0af3783168fff8e5d61def52cda8728439d86bc/wrapt-1.17.3-cp313-cp313-win_arm64.whl", hash = "sha256:7425ac3c54430f5fc5e7b6f41d41e704db073309acfc09305816bc6a0b26bb16", size = 36896, upload-time = "2025-08-12T05:52:55.34Z" }, + { url = "https://files.pythonhosted.org/packages/02/a2/cd864b2a14f20d14f4c496fab97802001560f9f41554eef6df201cd7f76c/wrapt-1.17.3-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:cf30f6e3c077c8e6a9a7809c94551203c8843e74ba0c960f4a98cd80d4665d39", size = 54132, upload-time = "2025-08-12T05:51:49.864Z" }, + { url = "https://files.pythonhosted.org/packages/d5/46/d011725b0c89e853dc44cceb738a307cde5d240d023d6d40a82d1b4e1182/wrapt-1.17.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:e228514a06843cae89621384cfe3a80418f3c04aadf8a3b14e46a7be704e4235", size = 39091, upload-time = "2025-08-12T05:51:38.935Z" }, + { url = "https://files.pythonhosted.org/packages/2e/9e/3ad852d77c35aae7ddebdbc3b6d35ec8013af7d7dddad0ad911f3d891dae/wrapt-1.17.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:5ea5eb3c0c071862997d6f3e02af1d055f381b1d25b286b9d6644b79db77657c", size = 39172, upload-time = "2025-08-12T05:51:59.365Z" }, + { url = "https://files.pythonhosted.org/packages/c3/f7/c983d2762bcce2326c317c26a6a1e7016f7eb039c27cdf5c4e30f4160f31/wrapt-1.17.3-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:281262213373b6d5e4bb4353bc36d1ba4084e6d6b5d242863721ef2bf2c2930b", size = 87163, upload-time = "2025-08-12T05:52:40.965Z" }, + { url = "https://files.pythonhosted.org/packages/e4/0f/f673f75d489c7f22d17fe0193e84b41540d962f75fce579cf6873167c29b/wrapt-1.17.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dc4a8d2b25efb6681ecacad42fca8859f88092d8732b170de6a5dddd80a1c8fa", size = 87963, upload-time = "2025-08-12T05:52:20.326Z" }, + { url = "https://files.pythonhosted.org/packages/df/61/515ad6caca68995da2fac7a6af97faab8f78ebe3bf4f761e1b77efbc47b5/wrapt-1.17.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:373342dd05b1d07d752cecbec0c41817231f29f3a89aa8b8843f7b95992ed0c7", size = 86945, upload-time = "2025-08-12T05:52:21.581Z" }, + { url = "https://files.pythonhosted.org/packages/d3/bd/4e70162ce398462a467bc09e768bee112f1412e563620adc353de9055d33/wrapt-1.17.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d40770d7c0fd5cbed9d84b2c3f2e156431a12c9a37dc6284060fb4bec0b7ffd4", size = 86857, upload-time = "2025-08-12T05:52:43.043Z" }, + { url = "https://files.pythonhosted.org/packages/2b/b8/da8560695e9284810b8d3df8a19396a6e40e7518059584a1a394a2b35e0a/wrapt-1.17.3-cp314-cp314-win32.whl", hash = "sha256:fbd3c8319de8e1dc79d346929cd71d523622da527cca14e0c1d257e31c2b8b10", size = 37178, upload-time = "2025-08-12T05:53:12.605Z" }, + { url = "https://files.pythonhosted.org/packages/db/c8/b71eeb192c440d67a5a0449aaee2310a1a1e8eca41676046f99ed2487e9f/wrapt-1.17.3-cp314-cp314-win_amd64.whl", hash = "sha256:e1a4120ae5705f673727d3253de3ed0e016f7cd78dc463db1b31e2463e1f3cf6", size = 39310, upload-time = "2025-08-12T05:53:11.106Z" }, + { url = "https://files.pythonhosted.org/packages/45/20/2cda20fd4865fa40f86f6c46ed37a2a8356a7a2fde0773269311f2af56c7/wrapt-1.17.3-cp314-cp314-win_arm64.whl", hash = "sha256:507553480670cab08a800b9463bdb881b2edeed77dc677b0a5915e6106e91a58", size = 37266, upload-time = "2025-08-12T05:52:56.531Z" }, + { url = "https://files.pythonhosted.org/packages/77/ed/dd5cf21aec36c80443c6f900449260b80e2a65cf963668eaef3b9accce36/wrapt-1.17.3-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:ed7c635ae45cfbc1a7371f708727bf74690daedc49b4dba310590ca0bd28aa8a", size = 56544, upload-time = "2025-08-12T05:51:51.109Z" }, + { url = "https://files.pythonhosted.org/packages/8d/96/450c651cc753877ad100c7949ab4d2e2ecc4d97157e00fa8f45df682456a/wrapt-1.17.3-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:249f88ed15503f6492a71f01442abddd73856a0032ae860de6d75ca62eed8067", size = 40283, upload-time = "2025-08-12T05:51:39.912Z" }, + { url = "https://files.pythonhosted.org/packages/d1/86/2fcad95994d9b572db57632acb6f900695a648c3e063f2cd344b3f5c5a37/wrapt-1.17.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5a03a38adec8066d5a37bea22f2ba6bbf39fcdefbe2d91419ab864c3fb515454", size = 40366, upload-time = "2025-08-12T05:52:00.693Z" }, + { url = "https://files.pythonhosted.org/packages/64/0e/f4472f2fdde2d4617975144311f8800ef73677a159be7fe61fa50997d6c0/wrapt-1.17.3-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:5d4478d72eb61c36e5b446e375bbc49ed002430d17cdec3cecb36993398e1a9e", size = 108571, upload-time = "2025-08-12T05:52:44.521Z" }, + { url = "https://files.pythonhosted.org/packages/cc/01/9b85a99996b0a97c8a17484684f206cbb6ba73c1ce6890ac668bcf3838fb/wrapt-1.17.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:223db574bb38637e8230eb14b185565023ab624474df94d2af18f1cdb625216f", size = 113094, upload-time = "2025-08-12T05:52:22.618Z" }, + { url = "https://files.pythonhosted.org/packages/25/02/78926c1efddcc7b3aa0bc3d6b33a822f7d898059f7cd9ace8c8318e559ef/wrapt-1.17.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e405adefb53a435f01efa7ccdec012c016b5a1d3f35459990afc39b6be4d5056", size = 110659, upload-time = "2025-08-12T05:52:24.057Z" }, + { url = "https://files.pythonhosted.org/packages/dc/ee/c414501ad518ac3e6fe184753632fe5e5ecacdcf0effc23f31c1e4f7bfcf/wrapt-1.17.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:88547535b787a6c9ce4086917b6e1d291aa8ed914fdd3a838b3539dc95c12804", size = 106946, upload-time = "2025-08-12T05:52:45.976Z" }, + { url = "https://files.pythonhosted.org/packages/be/44/a1bd64b723d13bb151d6cc91b986146a1952385e0392a78567e12149c7b4/wrapt-1.17.3-cp314-cp314t-win32.whl", hash = "sha256:41b1d2bc74c2cac6f9074df52b2efbef2b30bdfe5f40cb78f8ca22963bc62977", size = 38717, upload-time = "2025-08-12T05:53:15.214Z" }, + { url = "https://files.pythonhosted.org/packages/79/d9/7cfd5a312760ac4dd8bf0184a6ee9e43c33e47f3dadc303032ce012b8fa3/wrapt-1.17.3-cp314-cp314t-win_amd64.whl", hash = "sha256:73d496de46cd2cdbdbcce4ae4bcdb4afb6a11234a1df9c085249d55166b95116", size = 41334, upload-time = "2025-08-12T05:53:14.178Z" }, + { url = "https://files.pythonhosted.org/packages/46/78/10ad9781128ed2f99dbc474f43283b13fea8ba58723e98844367531c18e9/wrapt-1.17.3-cp314-cp314t-win_arm64.whl", hash = "sha256:f38e60678850c42461d4202739f9bf1e3a737c7ad283638251e79cc49effb6b6", size = 38471, upload-time = "2025-08-12T05:52:57.784Z" }, + { url = "https://files.pythonhosted.org/packages/41/be/be9b3b0a461ee3e30278706f3f3759b9b69afeedef7fe686036286c04ac6/wrapt-1.17.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:30ce38e66630599e1193798285706903110d4f057aab3168a34b7fdc85569afc", size = 53485, upload-time = "2025-08-12T05:51:53.11Z" }, + { url = "https://files.pythonhosted.org/packages/b3/a8/8f61d6b8f526efc8c10e12bf80b4206099fea78ade70427846a37bc9cbea/wrapt-1.17.3-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:65d1d00fbfb3ea5f20add88bbc0f815150dbbde3b026e6c24759466c8b5a9ef9", size = 38675, upload-time = "2025-08-12T05:51:42.885Z" }, + { url = "https://files.pythonhosted.org/packages/48/f1/23950c29a25637b74b322f9e425a17cc01a478f6afb35138ecb697f9558d/wrapt-1.17.3-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a7c06742645f914f26c7f1fa47b8bc4c91d222f76ee20116c43d5ef0912bba2d", size = 38956, upload-time = "2025-08-12T05:52:03.149Z" }, + { url = "https://files.pythonhosted.org/packages/43/46/dd0791943613885f62619f18ee6107e6133237a6b6ed8a9ecfac339d0b4f/wrapt-1.17.3-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7e18f01b0c3e4a07fe6dfdb00e29049ba17eadbc5e7609a2a3a4af83ab7d710a", size = 81745, upload-time = "2025-08-12T05:52:49.62Z" }, + { url = "https://files.pythonhosted.org/packages/dd/ec/bb2d19bd1a614cc4f438abac13ae26c57186197920432d2a915183b15a8b/wrapt-1.17.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0f5f51a6466667a5a356e6381d362d259125b57f059103dd9fdc8c0cf1d14139", size = 82833, upload-time = "2025-08-12T05:52:27.738Z" }, + { url = "https://files.pythonhosted.org/packages/8d/eb/66579aea6ad36f07617fedca8e282e49c7c9bab64c63b446cfe4f7f47a49/wrapt-1.17.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:59923aa12d0157f6b82d686c3fd8e1166fa8cdfb3e17b42ce3b6147ff81528df", size = 81889, upload-time = "2025-08-12T05:52:29.023Z" }, + { url = "https://files.pythonhosted.org/packages/04/9c/a56b5ac0e2473bdc3fb11b22dd69ff423154d63861cf77911cdde5e38fd2/wrapt-1.17.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:46acc57b331e0b3bcb3e1ca3b421d65637915cfcd65eb783cb2f78a511193f9b", size = 81344, upload-time = "2025-08-12T05:52:50.869Z" }, + { url = "https://files.pythonhosted.org/packages/93/4c/9bd735c42641d81cb58d7bfb142c58f95c833962d15113026705add41a07/wrapt-1.17.3-cp39-cp39-win32.whl", hash = "sha256:3e62d15d3cfa26e3d0788094de7b64efa75f3a53875cdbccdf78547aed547a81", size = 36462, upload-time = "2025-08-12T05:53:19.623Z" }, + { url = "https://files.pythonhosted.org/packages/f0/ea/0b72f29cb5ebc16eb55c57dc0c98e5de76fc97f435fd407f7d409459c0a6/wrapt-1.17.3-cp39-cp39-win_amd64.whl", hash = "sha256:1f23fa283f51c890eda8e34e4937079114c74b4c81d2b2f1f1d94948f5cc3d7f", size = 38740, upload-time = "2025-08-12T05:53:18.271Z" }, + { url = "https://files.pythonhosted.org/packages/c3/8b/9eae65fb92321e38dbfec7719b87d840a4b92fde83fd1bbf238c5488d055/wrapt-1.17.3-cp39-cp39-win_arm64.whl", hash = "sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f", size = 36806, upload-time = "2025-08-12T05:52:58.765Z" }, + { url = "https://files.pythonhosted.org/packages/1f/f6/a933bd70f98e9cf3e08167fc5cd7aaaca49147e48411c0bd5ae701bb2194/wrapt-1.17.3-py3-none-any.whl", hash = "sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22", size = 23591, upload-time = "2025-08-12T05:53:20.674Z" }, +] + +[[package]] +name = "zipp" +version = "3.23.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547, upload-time = "2025-06-08T17:06:39.4Z" } +wheels = [ + { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276, upload-time = "2025-06-08T17:06:38.034Z" }, +] From f142ecee285f222e898ba85601efa23143fdc968 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Thu, 28 Aug 2025 15:10:24 -0700 Subject: [PATCH 4/9] move all and sequenced caselist generation to load.py --- local/iatlas/cbioportal_export/clinical.py | 27 ------- local/iatlas/cbioportal_export/load.py | 87 +++++++++++++++++++--- 2 files changed, 78 insertions(+), 36 deletions(-) diff --git a/local/iatlas/cbioportal_export/clinical.py b/local/iatlas/cbioportal_export/clinical.py index 4cb7e310..8d05a339 100644 --- a/local/iatlas/cbioportal_export/clinical.py +++ b/local/iatlas/cbioportal_export/clinical.py @@ -665,33 +665,6 @@ def create_case_lists( os.makedirs(output_directory) case_lists_map, clin_samples = create_case_lists_map(clinical_file_name) write_case_list_files(case_lists_map, output_directory, study_id) - write_case_lists_all_and_sequenced(dataset_name, datahub_tools_path, study_id) - - -def write_case_lists_all_and_sequenced( - dataset_name: str, datahub_tools_path: str, study_id: str -) -> None: - """Adds the case lists for all samples and sequenced samples - using cbioportal tools. This needs to be done together. - Sequenced samples contains the subset of samples in - mutation data that are in the clinical samples. - - Args: - dataset_name (str): name of dataset to add clinical headers to - datahub_tools_path (str): Path to the datahub tools repo - study_id (str): cBioPortal study id - """ - dataset_dir = utils.get_local_dataset_output_folder_path( - dataset_name, datahub_tools_path - ) - cmd = f""" - python3 {datahub_tools_path}/generate-case-lists/generate_case_lists.py \ - -c {datahub_tools_path}/generate-case-lists/case_list_conf.txt \ - -d {dataset_dir}/case_lists \ - -s {dataset_dir} \ - -i {study_id} - """ - subprocess.run(cmd, shell=True, executable="/bin/bash") def validate_export_files( diff --git a/local/iatlas/cbioportal_export/load.py b/local/iatlas/cbioportal_export/load.py index 22c592e7..8321f285 100644 --- a/local/iatlas/cbioportal_export/load.py +++ b/local/iatlas/cbioportal_export/load.py @@ -6,6 +6,8 @@ import synapseclient import synapseutils +import utils + my_agent = "iatlas-cbioportal/0.0.0" syn = synapseclient.Synapse(user_agent=my_agent).login() @@ -23,10 +25,59 @@ "data_rna_seq_mrna.txt", "meta_rna_seq_mrna.txt", "data_neoantigen_priority_scores.txt", - "meta_eoantigen_priority_scores.txt", + "meta_neoantigen_priority_scores.txt", "cbioportal_validator_output.txt" ] +def create_case_lists_map(clinical_file_name: str): + """ + Creates the case list dictionary + + Args: + clinical_file_name: clinical file path + + Returns: + dict: key = cancer_type + value = list of sample ids + dict: key = seq_assay_id + value = list of sample ids + list: Clinical samples + """ + with open(clinical_file_name, "r", newline=None) as clinical_file: + clinical_file_map = defaultdict(list) + clin_samples = [] + reader = csv.DictReader(clinical_file, dialect="excel-tab") + for row in reader: + clinical_file_map[row["CANCER_TYPE"]].append(row["SAMPLE_ID"]) + clin_samples.append(row["SAMPLE_ID"]) + return clinical_file_map, clin_samples + + +def write_case_lists_all_and_sequenced( + dataset_name: str, datahub_tools_path: str, study_id: str +) -> None: + """Adds the case lists for all samples and sequenced samples + using cbioportal tools. This needs to be done together. + Sequenced samples contains the subset of samples in + mutation data that are in the clinical samples. + + Args: + dataset_name (str): name of dataset to add clinical headers to + datahub_tools_path (str): Path to the datahub tools repo + study_id (str): cBioPortal study id + """ + dataset_dir = utils.get_local_dataset_output_folder_path( + dataset_name, datahub_tools_path + ) + cmd = f""" + python3 {datahub_tools_path}/generate-case-lists/generate_case_lists.py \ + -c {datahub_tools_path}/generate-case-lists/case_list_conf.txt \ + -d {dataset_dir}/case_lists \ + -s {dataset_dir} \ + -i {study_id} + """ + subprocess.run(cmd, shell=True, executable="/bin/bash") + def run_cbioportal_validator( dataset_name: str, cbioportal_path: str, datahub_tools_path: str @@ -146,7 +197,19 @@ def main(): help="Path to cbioportal repo", ) parser.add_argument( - "--dry_run", + "--create-case-lists", + action="store_true", + default=False, + help="Whether to generate the all and sequenced caselists", + ) + parser.add_argument( + "--validate", + action="store_true", + default=False, + help="Whether to run cbioportal validator", + ) + parser.add_argument( + "--upload", action="store_true", default=False, help="Whether to run without saving to Synapse", @@ -158,13 +221,19 @@ def main(): help="Version comment for the files on Synapse. Optional. Defaults to None.", ) args = parser.parse_args() - - run_cbioportal_validator( - dataset_name=args.dataset, - cbioportal_path=args.cbioportal_path, - datahub_tools_path=args.datahub_tools_path, - ) - if not args.dry_run: + if args.create_case_lists: + write_case_lists_all_and_sequenced( + dataset_name=args.dataset, + datahub_tools_path=args.datahub_tools_path, + study_id=f"iatlas_{args.dataset}", + ) + if args.validate: + run_cbioportal_validator( + dataset_name=args.dataset, + cbioportal_path=args.cbioportal_path, + datahub_tools_path=args.datahub_tools_path, + ) + if args.upload: save_to_synapse( dataset_name=args.dataset, datahub_tools_path=args.datahub_tools_path, From f49ae2343e8831fc6d8bb0caf432fe15e49368e3 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Thu, 28 Aug 2025 15:20:45 -0700 Subject: [PATCH 5/9] remove not needed code --- local/iatlas/cbioportal_export/load.py | 23 ----------------------- 1 file changed, 23 deletions(-) diff --git a/local/iatlas/cbioportal_export/load.py b/local/iatlas/cbioportal_export/load.py index 8321f285..032d4aba 100644 --- a/local/iatlas/cbioportal_export/load.py +++ b/local/iatlas/cbioportal_export/load.py @@ -29,29 +29,6 @@ "cbioportal_validator_output.txt" ] -def create_case_lists_map(clinical_file_name: str): - """ - Creates the case list dictionary - - Args: - clinical_file_name: clinical file path - - Returns: - dict: key = cancer_type - value = list of sample ids - dict: key = seq_assay_id - value = list of sample ids - list: Clinical samples - """ - with open(clinical_file_name, "r", newline=None) as clinical_file: - clinical_file_map = defaultdict(list) - clin_samples = [] - reader = csv.DictReader(clinical_file, dialect="excel-tab") - for row in reader: - clinical_file_map[row["CANCER_TYPE"]].append(row["SAMPLE_ID"]) - clin_samples.append(row["SAMPLE_ID"]) - return clinical_file_map, clin_samples - def write_case_lists_all_and_sequenced( dataset_name: str, datahub_tools_path: str, study_id: str From f356414381f6d896d9da147de1879dd8b01b87ed Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Tue, 2 Sep 2025 13:43:17 -0700 Subject: [PATCH 6/9] update to current workflow --- local/iatlas/README.md | 27 ++++++++++++++++----------- 1 file changed, 16 insertions(+), 11 deletions(-) diff --git a/local/iatlas/README.md b/local/iatlas/README.md index 362ba31e..4d384ac3 100644 --- a/local/iatlas/README.md +++ b/local/iatlas/README.md @@ -103,7 +103,7 @@ python3 local/iatlas/lens.py run --dataset_id --s3_pre ### Overview -#### maf_to_cbioportal.py +#### maf.py This script will run the iatlas mutations data through genome nexus so it can be ingested by cbioportal team for visualization. The script does the following: @@ -115,7 +115,7 @@ The script does the following: 5. [Creates the required meta_* data](https://github.com/cBioPortal/datahub-study-curation-tools/tree/master/generate-meta-files) -#### clinical_to_cbioportal.py +#### clinical.py This script will process/transform the iatlas clinical data to be cbioportal format friendly so it can be ingested by cbioportal team for visualization. The script does the following: @@ -151,7 +151,7 @@ This pipeline generates the following key datasets that eventually get uploaded All datasets will be saved to: `/add-clinical-header//` unless otherwise stated -#### maf_to_cbioportal.py +#### maf.py - `data_mutations_annotated.txt` – Annotated MAF file from genome nexus - Generated by: `concatenate_mafs()` @@ -163,7 +163,7 @@ All datasets will be saved to: - Generated by: `datahub-study-curation-tools`' `generate-meta-files` code -#### clinical_to_cbioportal.py +#### clinical.py - `data_clinical_patient.txt` – Clinical patient data file - Generated by: `add_clinical_header()` @@ -184,6 +184,9 @@ All datasets will be saved to: - `/add-clinical-header//case-lists/` - Generated by: `datahub-study-curation-tools`' `generate-case-lists` code + +#### load.py + - `cases_all.txt` – case list file for all the clinical samples in the study - `/add-clinical-header//case-lists/` - Generated by: `datahub-study-curation-tools`' `generate-case-lists` code @@ -202,20 +205,20 @@ Any additional files are the intermediate processing files and can be ignored. ### General Workflow -1. Run processing on the maf datasets -2. Run processing on the clinical datasets -3. Run `load.py` via dry run to run the cbioportal validator on your outputted files +1. Run processing on the maf datasets via `maf.py` +2. Run processing on the clinical datasets via `clinical.py` +3. Run `load.py` to create case lists and run the cbioportal validator on your outputted files without the `upload` flag (dry run) 3. Check your `cbioportal_validator_output.txt` from the dry run. 4. Resolve any `ERROR`s 5. Repeat steps 1-3 until all `ERROR`s are gone -6. Run the same command with `load.py` now without the `dry_run` flag (so you upload to Synapse) +6. Run the same command with `load.py` now with the `upload` flag to upload to synapse **Example:** Sample workflow Run clinical processing ``` -python3 clinical_to_cbioportal.py +python3 clinical.py --input_df_synid syn66314245 \ --cli_to_cbio_mapping_synid syn66276162 --cli_to_oncotree_mapping_synid syn66313842 \ @@ -232,14 +235,16 @@ python3 maf.py --n_workers 3 ``` -Run cbioportal validator without loading into Synapse +Run cbioportal validator and create the general case lists without loading into Synapse ``` python3 load.py --dataset Riaz --output_folder_synid syn64136279 --datahub_tools_path //datahub-study-curation-tools - --cbioportal_path //cbioportal/ + --cbioportal_path //cbioportal/ + --validate + --create-case-lists ``` Save into synapse with version comment `v1` From 229914c37556f7a217eeef9d09562bee345eab01 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Wed, 17 Sep 2025 19:34:24 -0700 Subject: [PATCH 7/9] add docker setup and tests to README --- local/iatlas/README.md | 55 +++++++++++++++++++++++++++++++++++++++++- 1 file changed, 54 insertions(+), 1 deletion(-) diff --git a/local/iatlas/README.md b/local/iatlas/README.md index 4d384ac3..e9fcdcdc 100644 --- a/local/iatlas/README.md +++ b/local/iatlas/README.md @@ -128,7 +128,45 @@ The script does the following: ### Setup -WIP +Prior to testing/developing/running this locally, you will need to setup the Docker image in order to run this. +Optional: You can also build your environment via python env and install the `uv.lock` file + +1. Create and activate your venv + +``` +python3 -m venv +source /bin/activate +``` + +2. Export dependencies from uv.lock + +``` +pip install uv +uv export > requirements.txt +``` + +3. Install into your venv + +``` +pip install -r requirements.txt +``` + +But it is highly recommended you use the docker image + +1. Build the dockerfile + +``` +cd /orca-recipes/local/iatlas/cbioportal_export +docker build -f Dockerfile -t . +``` + +2. Run the Dockerfile + +``` +docker run --rm -it -e SYNAPSE_AUTH_TOKEN=$YOUR_SYNAPSE_TOKEN +``` + +3. Follow the **How to Run** section below ### How to Run @@ -258,3 +296,18 @@ python3 load.py --version_comment "v1" --upload ``` + +### Running tests + +Tests are written via `pytest`. + +In your docker environment or local environment, install `pytest` via + +``` +pip install pytest +``` + +Then run all tests via +``` +python3 -m pytest tests +``` \ No newline at end of file From 60bc82a9a1ef4b13b479aa114cea20cef9c0dd12 Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Thu, 18 Sep 2025 16:58:55 -0700 Subject: [PATCH 8/9] [DPE-1453] Process ANDERS clinical dataset (#122) * add anders dataset specific filtering, convert lens map to be string vals * address PR comments --- local/iatlas/cbioportal_export/clinical.py | 68 +++++++++++++------ local/iatlas/cbioportal_export/load.py | 2 +- .../cbioportal_export/tests/test_clinical.py | 68 ++++++++++++++++--- 3 files changed, 105 insertions(+), 33 deletions(-) diff --git a/local/iatlas/cbioportal_export/clinical.py b/local/iatlas/cbioportal_export/clinical.py index 8d05a339..cd93ef11 100644 --- a/local/iatlas/cbioportal_export/clinical.py +++ b/local/iatlas/cbioportal_export/clinical.py @@ -5,6 +5,7 @@ from pathlib import Path import os import subprocess +import time from typing import Dict, List import pandas as pd @@ -71,6 +72,26 @@ "meta_clinical_sample.txt", ] +def filter_out_non_analyses_samples(input_df: pd.DataFrame) -> pd.DataFrame: + """Filter out the non analyses samples. + This is on a dataset by dataset basis. + + Here non-analyses samples are defined as DNA only tumor samples and + RNA samples not used in the analyses. + + Args: + input_df (pd.DataFrame): input clinical data + + Returns: + pd.DataFrame: output clinical data with the non analyses samples + filtered out + """ + filtered_df = input_df[ + (~(input_df["sample_name"].str.contains(r'-(?:nd|ad|nr)-', na=False)) & + (input_df["Dataset"]=="Anders_JITC_2022")) | (input_df["Dataset"]!="Anders_JITC_2022") + ] + return filtered_df + def remove_suffix_from_column_values(input_df: pd.DataFrame, **kwargs) -> pd.DataFrame: """Removes the attribute name suffix from all columns. Almost all values @@ -209,6 +230,9 @@ def add_lens_id_as_sample_display_name( input_df: pd.DataFrame, lens_id_mapping: pd.DataFrame, **kwargs ) -> pd.DataFrame: """Adds in lens_id as clinical attribute SAMPLE_DISPLAY_NAME + NOTE: The lens maps are dataset specific so there is a possibility of SAMPLE_ID being of + numeric data type so conversion to string is needed to merge with the clinical data where + SAMPLE_ID is string data type Args: input_df (pd.DataFrame): input clinical data @@ -221,6 +245,8 @@ def add_lens_id_as_sample_display_name( lens_id_mapping_renamed = lens_id_mapping.rename( columns={"lens_id": "SAMPLE_DISPLAY_NAME", "study_sample_name": "SAMPLE_ID"} ) + # convert lens sample_id to string + lens_id_mapping_renamed["SAMPLE_ID"] = lens_id_mapping_renamed["SAMPLE_ID"].astype(str) input_df_mapped = input_df.merge( lens_id_mapping_renamed, on=["SAMPLE_ID"], how="left" ) @@ -241,9 +267,11 @@ def preprocessing( """Preprocesses the data, runs the individual steps: 1. Gets the input clinical data 2. Merges in the oncotree mappings - 3. Remaps the columns to be cbioportal headers - 4. Converts the oncotree codes to have the CANCER_TYPE and CANCER_TYPE_DETAILED columns - 5. Updates the clinical_attributes_metadata.txt in prep for adding clinical headers + 3. Does some dataset specific filtering + 4. Remaps the clinical sample and patient ids to use paper ids + 5. Remaps the columns to be cbioportal headers + 6. Converts the oncotree codes to have the CANCER_TYPE and CANCER_TYPE_DETAILED columns + 7. Updates the clinical_attributes_metadata.txt in prep for adding clinical headers Args: input_df_synid (str): Synapse id of input iatlas clinical dataset @@ -270,6 +298,7 @@ def preprocessing( ) ) cli_remapped = cli_with_oncotree.rename(columns=cli_to_cbio_mapping_dict) + cli_remapped = filter_out_non_analyses_samples(cli_remapped) cli_remapped = remap_clinical_ids_to_paper_ids(input_df=cli_remapped) cli_remapped = remap_column_values(input_df=cli_remapped) cli_remapped_cleaned = remove_suffix_from_column_values(input_df=cli_remapped) @@ -498,14 +527,14 @@ def add_clinical_header( index=False, float_format="%.12g", ) - cmd = f""" cd {datahub_tools_path}/add-clinical-header/ python3 {datahub_tools_path}/add-clinical-header/insert_clinical_metadata.py \ -d {dataset_dir} """ - # Run in shell to allow sourcing + time.sleep(2) # give subprocess some time before checking subprocess.run(cmd, shell=True, executable="/bin/bash") + time.sleep(2) # give subprocess some time before checking # remove .metadata from files rename_files_on_disk(filepath = f"{dataset_dir}/data_clinical_patient.txt.metadata") @@ -552,7 +581,7 @@ def generate_meta_files(dataset_name: str, datahub_tools_path: str) -> None: "name: TBD\n", "pmid: 29033130\n", "reference_genome: hg38\n", - "citation: Tumor and Microenvironment Evolution during Immunotherapy with Nivolumab. Cell. 2017 Nov 2\n", + "citation: PLACEHOLDER\n", "description: PLACEHOLDER\n", ] with open(f"{dataset_dir}/meta_study.txt", "w") as meta_file: @@ -646,8 +675,6 @@ def write_case_list_files( def create_case_lists( - dataset_name: str, - datahub_tools_path: str, clinical_file_name: str, output_directory: str, study_id: str, @@ -692,7 +719,6 @@ def validate_export_files( dataset_dir = utils.get_local_dataset_output_folder_path( dataset_name, datahub_tools_path ) - for file in REQUIRED_OUTPUT_FILES: if file.startswith("cases"): required_file_path = f"{dataset_dir}/case_lists/{file}" @@ -771,7 +797,8 @@ def main(): parser.add_argument( "--lens_id_mapping_synid", type=str, - help="Synapse id for the study_sample_name (paper ids) to lens id mapping file", + help="Synapse id for the study_sample_name (paper ids) to lens id mapping file. Optional. Defaults to None, then adding lens id mapping is skipped", + default=None ) parser.add_argument( "--datahub_tools_path", @@ -807,29 +834,28 @@ def main(): cli_dfs = split_into_patient_and_sample_data( input_data=cli_df, cli_to_cbio_mapping=cli_to_cbio_mapping ) - lens_id_mapping = get_study_sample_name_to_lens_id_mapping( - lens_id_mapping_synid=args.lens_id_mapping_synid, logger=main_logger - ) - cli_dfs["sample"] = add_lens_id_as_sample_display_name( - input_df=cli_dfs["sample"], - lens_id_mapping=lens_id_mapping, - logger=main_logger, - ) + # Skips the lens mapping when not provided because it's technically optional + if args.lens_id_mapping_synid is not None: + lens_id_mapping = get_study_sample_name_to_lens_id_mapping( + lens_id_mapping_synid=args.lens_id_mapping_synid, logger=main_logger + ) + cli_dfs["sample"] = add_lens_id_as_sample_display_name( + input_df=cli_dfs["sample"], + lens_id_mapping=lens_id_mapping, + logger=main_logger, + ) for dataset in args.dataset: dataset_logger = utils.create_logger( dataset_name=dataset, datahub_tools_path=args.datahub_tools_path, log_file_name="iatlas_cli_validation_log.txt", ) - add_clinical_header( input_dfs=cli_dfs, dataset_name=dataset, datahub_tools_path=args.datahub_tools_path, ) create_case_lists( - dataset_name=dataset, - datahub_tools_path=args.datahub_tools_path, clinical_file_name=f"{args.datahub_tools_path}/add-clinical-header/{dataset}/data_clinical_merged.txt", output_directory=f"{args.datahub_tools_path}/add-clinical-header/{dataset}/case_lists/", study_id=f"iatlas_{dataset}", diff --git a/local/iatlas/cbioportal_export/load.py b/local/iatlas/cbioportal_export/load.py index 032d4aba..7702a33e 100644 --- a/local/iatlas/cbioportal_export/load.py +++ b/local/iatlas/cbioportal_export/load.py @@ -174,7 +174,7 @@ def main(): help="Path to cbioportal repo", ) parser.add_argument( - "--create-case-lists", + "--create_case_lists", action="store_true", default=False, help="Whether to generate the all and sequenced caselists", diff --git a/local/iatlas/cbioportal_export/tests/test_clinical.py b/local/iatlas/cbioportal_export/tests/test_clinical.py index e3af2081..6811fe34 100644 --- a/local/iatlas/cbioportal_export/tests/test_clinical.py +++ b/local/iatlas/cbioportal_export/tests/test_clinical.py @@ -18,6 +18,37 @@ def syn_mock(): return mock.create_autospec(cli_to_cbio.syn) +@pytest.mark.parametrize( + "sample_name,dataset,expected_keep", + [ + ("ABC-nd-001", "Anders_JITC_2022", False), # excluded by -nd- + ("ABC-ad-001", "Anders_JITC_2022", False), # excluded by -ad- + ("ABC-nr-001", "Anders_JITC_2022", False), # excluded by -nr- + ("ABC-ar-001", "Anders_JITC_2022", True), # allowed + ("plain", "Anders_JITC_2022", True), # allowed + ("ABC-ND-001", "Anders_JITC_2022", True), # case-sensitive: not excluded + ("ABC-ad-001", "Other_Dataset", True), # non-Anders dataset => kept + ("plain", "Other_Dataset", True), # non-Anders dataset => kept + ], +) +def test_that_filter_out_non_analyses_samples_filters_correctly(sample_name, dataset, expected_keep): + df = pd.DataFrame({"sample_name": [sample_name], "Dataset": [dataset]}) + out = cli_to_cbio.filter_out_non_analyses_samples(df) + + assert (len(out) == 1) == expected_keep + + if expected_keep: + pd.testing.assert_frame_equal(out.reset_index(drop=True), df.reset_index(drop=True)) + else: + assert out.empty + + +def test_that_filter_out_non_analyses_samples_filters_correctly_with_nas(): + df = pd.DataFrame({"sample_name": ["plain", np.nan], "Dataset": ["Anders_JITC_2022", "Anders_JITC_2022"]}) + out = cli_to_cbio.filter_out_non_analyses_samples(df) + pd.testing.assert_frame_equal(out.reset_index(drop=True), df.reset_index(drop=True)) + + @pytest.mark.parametrize( "input_df, expected_df", [ @@ -205,21 +236,36 @@ def test_that_add_lens_id_as_sample_display_name_returns_expected_with_error_log assert_frame_equal(result_df, expected_df) -def test_that_add_lens_id_as_sample_display_name_returns_expected_if_no_missing(): - input_df = pd.DataFrame({"SAMPLE_ID": ["sample1", "sample2"]}) - lens_mapping = pd.DataFrame( - {"study_sample_name": ["sample1", "sample2"], "lens_id": ["lens1", "lens2"]} - ) - expected_df = pd.DataFrame( - {"SAMPLE_ID": ["sample1", "sample2"], "SAMPLE_DISPLAY_NAME": ["lens1", "lens2"]} - ) - +@pytest.mark.parametrize( + "lens_map,expected", + [ + ( + pd.DataFrame( + {"study_sample_name": ["101", "102"], "lens_id": ["lens1", "lens2"]} + ), + pd.DataFrame( + {"SAMPLE_ID": ["101", "102"], "SAMPLE_DISPLAY_NAME": ["lens1", "lens2"]} + ) + ), + ( + pd.DataFrame( + {"study_sample_name": [101, 102], "lens_id": ["lens1", "lens2"]} + ), + pd.DataFrame( + {"SAMPLE_ID": ["101", "102"], "SAMPLE_DISPLAY_NAME": ["lens1", "lens2"]} + ) + ), + ], + ids = ["normal", "numeric_sample_name_vals"] +) +def test_that_add_lens_id_as_sample_display_name_returns_expected_if_no_missing(lens_map, expected): + input = pd.DataFrame({"SAMPLE_ID": ["101", "102"]}) mock_logger = MagicMock() result_df = cli_to_cbio.add_lens_id_as_sample_display_name( - input_df, lens_mapping, logger=mock_logger + input, lens_map, logger=mock_logger ) mock_logger.error.assert_not_called() - assert_frame_equal(result_df, expected_df) + assert_frame_equal(result_df, expected) @pytest.fixture From 839a0dca034fbe716cb8e9bf658c9c407731e2cc Mon Sep 17 00:00:00 2001 From: rxu17 <26471741+rxu17@users.noreply.github.com> Date: Wed, 24 Sep 2025 13:34:44 -0700 Subject: [PATCH 9/9] [DPE-1468] Add neoantigen data into clinical sample data (#124) * initial commit for incorporating neoantigen data * rearrange code to have a general validation script * add tests * remove unused code * remove unused code * add unit tests and docstring * update docstring order of ops * add indicator in logs for any error that study failed, address PR comments --- local/iatlas/README.md | 40 +++-- local/iatlas/cbioportal_export/clinical.py | 70 +++++++-- local/iatlas/cbioportal_export/load.py | 71 +-------- local/iatlas/cbioportal_export/maf.py | 5 +- .../cbioportal_export/tests/test_clinical.py | 92 +++++++++--- .../cbioportal_export/tests/test_utils.py | 1 - .../cbioportal_export/tests/test_validate.py | 49 +++++++ local/iatlas/cbioportal_export/utils.py | 70 ++++++++- local/iatlas/cbioportal_export/validate.py | 137 ++++++++++++++++++ 9 files changed, 416 insertions(+), 119 deletions(-) create mode 100644 local/iatlas/cbioportal_export/tests/test_validate.py create mode 100644 local/iatlas/cbioportal_export/validate.py diff --git a/local/iatlas/README.md b/local/iatlas/README.md index e9fcdcdc..ba435f2c 100644 --- a/local/iatlas/README.md +++ b/local/iatlas/README.md @@ -223,6 +223,14 @@ All datasets will be saved to: - Generated by: `datahub-study-curation-tools`' `generate-case-lists` code +#### validate.py + +- `iatlas_validation_log.txt` - Validator results from our own iatlas validation results for all of the files + - Generated by: updated by each validation function + +- `cbioportal_validator_output.txt` – Validator results from cbioportal for all of the files not just clinical + - Generated by: `cbioportal`' validator code + #### load.py - `cases_all.txt` – case list file for all the clinical samples in the study @@ -234,9 +242,6 @@ in the study - `/add-clinical-header//case-lists/` - Generated by: `datahub-study-curation-tools`' `generate-case-lists` code -- `cbioportal_validator_output.txt` – Validator results from cbioportal for all of the files not just clinical - - Generated by: `cbioportal`' validator code - Any additional files are the intermediate processing files and can be ignored. @@ -245,11 +250,12 @@ Any additional files are the intermediate processing files and can be ignored. 1. Run processing on the maf datasets via `maf.py` 2. Run processing on the clinical datasets via `clinical.py` -3. Run `load.py` to create case lists and run the cbioportal validator on your outputted files without the `upload` flag (dry run) -3. Check your `cbioportal_validator_output.txt` from the dry run. -4. Resolve any `ERROR`s -5. Repeat steps 1-3 until all `ERROR`s are gone -6. Run the same command with `load.py` now with the `upload` flag to upload to synapse +3. Run `load.py` to create case lists +4. Run the general validation + cbioportal validator on your outputted files via `validate.py` +5. Check your `cbioportal_validator_output.txt` +6. Resolve any `ERROR`s +7. Repeat steps 4-6 until all `ERROR`s are gone +8. Run `load.py` now with the `upload` flag to upload to synapse **Example:** Sample workflow @@ -262,6 +268,7 @@ python3 clinical.py --cli_to_oncotree_mapping_synid syn66313842 \ --datahub_tools_path //datahub-study-curation-tools \ --lens_id_mapping_synid syn68826836 + --neoantigen-data-synid syn21841882 ``` Run maf processing @@ -273,16 +280,22 @@ python3 maf.py --n_workers 3 ``` -Run cbioportal validator and create the general case lists without loading into Synapse - +Create the case lists ``` python3 load.py --dataset Riaz --output_folder_synid syn64136279 --datahub_tools_path //datahub-study-curation-tools - --cbioportal_path //cbioportal/ - --validate - --create-case-lists + --create_case_lists +``` + +Run the general iatlas validation + cbioportal validator on all files +``` +python3 validate.py + --datahub_tools_path //datahub-study-curation-tools + --neoantigen_data_synid syn69918168 + --cbioportal_path //cbioportal/ + --dataset Riaz ``` Save into synapse with version comment `v1` @@ -292,7 +305,6 @@ python3 load.py --dataset Riaz --output_folder_synid syn64136279 --datahub_tools_path //datahub-study-curation-tools - --cbioportal_path //cbioportal/ --version_comment "v1" --upload ``` diff --git a/local/iatlas/cbioportal_export/clinical.py b/local/iatlas/cbioportal_export/clinical.py index cd93ef11..252326f6 100644 --- a/local/iatlas/cbioportal_export/clinical.py +++ b/local/iatlas/cbioportal_export/clinical.py @@ -13,8 +13,7 @@ import utils -my_agent = "iatlas-cbioportal/0.0.0" -syn = synapseclient.Synapse(user_agent=my_agent).login() +syn = utils.synapse_login() EXTRA_COLS = ["study_sample_name", "study_patient_name"] @@ -87,7 +86,7 @@ def filter_out_non_analyses_samples(input_df: pd.DataFrame) -> pd.DataFrame: filtered out """ filtered_df = input_df[ - (~(input_df["sample_name"].str.contains(r'-(?:nd|ad|nr)-', na=False)) & + (~(input_df["SAMPLE_ID"].str.contains(r'-(?:nd|ad|nr)-', na=False)) & (input_df["Dataset"]=="Anders_JITC_2022")) | (input_df["Dataset"]!="Anders_JITC_2022") ] return filtered_df @@ -258,30 +257,65 @@ def add_lens_id_as_sample_display_name( return input_df_mapped +def merge_in_neoantigen_study_data( + input_df : pd.DataFrame, + neoantigen_data_synid : str, **kwargs + ) -> pd.DataFrame: + """Adds in the new neoantigen summaries study data for the specific + dataset to the overall clinical dataset (which contains all datasets) + + Args: + input_df (pd.DataFrame): input clinical data + neoantigen_data_synid (str): Synapse id to the neoantigen data + + Returns: + pd.DataFrame: clinical data with neoantigen data added in + """ + logger = kwargs.get("logger", logging.getLogger(__name__)) + neoantigen_data = pd.read_csv(syn.get(neoantigen_data_synid).path, sep = "\t") + neoantigen_data = neoantigen_data.rename(columns = {"Sample_ID":"SAMPLE_ID"}) + neoantigen_data['SAMPLE_ID'] = neoantigen_data['SAMPLE_ID'].astype(str) + df_with_neoantigen = input_df.merge( + neoantigen_data, + how = "outer", + on = "SAMPLE_ID" + ) + if len(df_with_neoantigen) > len(input_df): + logger.error( + "There are more rows in the clinical data after merging in the neoantigen data." + ) + return df_with_neoantigen + + def preprocessing( input_df_synid: str, cli_to_cbio_mapping: pd.DataFrame, cli_to_oncotree_mapping_synid: str, + neoantigen_data_synid : str, datahub_tools_path: str, + **kwargs, ) -> pd.DataFrame: """Preprocesses the data, runs the individual steps: 1. Gets the input clinical data 2. Merges in the oncotree mappings - 3. Does some dataset specific filtering - 4. Remaps the clinical sample and patient ids to use paper ids - 5. Remaps the columns to be cbioportal headers - 6. Converts the oncotree codes to have the CANCER_TYPE and CANCER_TYPE_DETAILED columns - 7. Updates the clinical_attributes_metadata.txt in prep for adding clinical headers + 3. Remaps the clinical sample and patient ids to use paper ids + 4. Merges in the neoantigen data + 5. Does some dataset specific filtering + 6. Remaps the columns to be cbioportal headers + 7. Converts the oncotree codes to have the CANCER_TYPE and CANCER_TYPE_DETAILED columns + 8. Updates the clinical_attributes_metadata.txt in prep for adding clinical headers Args: input_df_synid (str): Synapse id of input iatlas clinical dataset cli_to_cbio_mapping (pd.DataFrame): Clinical to cbioportal attirbutes mapping cli_to_oncotree_mapping_synid (str): Oncotree mapping for clinical dataset + neoantigen_data_synid (str): Synapse id of the neoantigen dataset datahub_tools_path (str): Path to the datahub tools repo Returns: pd.DataFrame: preprocessed clinical merged dataset """ + logger = kwargs.get("logger", logging.getLogger(__name__)) input_df = pd.read_csv(syn.get(input_df_synid).path, sep="\t") cli_to_oncotree_mapping = pd.read_csv( syn.get(cli_to_oncotree_mapping_synid).path, sep="\t" @@ -291,15 +325,20 @@ def preprocessing( how="left", on=ONCOTREE_MERGE_COLS, ) + cli_remapped = remap_clinical_ids_to_paper_ids(input_df=cli_with_oncotree) + cli_with_neoantigen = merge_in_neoantigen_study_data( + input_df = cli_remapped, + neoantigen_data_synid = neoantigen_data_synid, + logger = logger + ) cli_to_cbio_mapping_dict = dict( zip( cli_to_cbio_mapping["iATLAS_attribute"], cli_to_cbio_mapping["NORMALIZED_HEADER"], ) ) - cli_remapped = cli_with_oncotree.rename(columns=cli_to_cbio_mapping_dict) + cli_remapped = cli_with_neoantigen.rename(columns=cli_to_cbio_mapping_dict) cli_remapped = filter_out_non_analyses_samples(cli_remapped) - cli_remapped = remap_clinical_ids_to_paper_ids(input_df=cli_remapped) cli_remapped = remap_column_values(input_df=cli_remapped) cli_remapped_cleaned = remove_suffix_from_column_values(input_df=cli_remapped) cli_remapped_cleaned = update_case_of_column_values( @@ -800,6 +839,11 @@ def main(): help="Synapse id for the study_sample_name (paper ids) to lens id mapping file. Optional. Defaults to None, then adding lens id mapping is skipped", default=None ) + parser.add_argument( + "--neoantigen_data_synid", + type=str, + help="Synapse id for the summary neoantigen data that needs to be merged into the clinical.", + ) parser.add_argument( "--datahub_tools_path", type=str, @@ -829,7 +873,9 @@ def main(): input_df_synid=args.input_df_synid, cli_to_cbio_mapping=cli_to_cbio_mapping, cli_to_oncotree_mapping_synid=args.cli_to_oncotree_mapping_synid, + neoantigen_data_synid=args.neoantigen_data_synid, datahub_tools_path=args.datahub_tools_path, + logger = main_logger, ) cli_dfs = split_into_patient_and_sample_data( input_data=cli_df, cli_to_cbio_mapping=cli_to_cbio_mapping @@ -845,10 +891,12 @@ def main(): logger=main_logger, ) for dataset in args.dataset: + dataset_flagger = utils.ErrorFlagHandler() dataset_logger = utils.create_logger( dataset_name=dataset, datahub_tools_path=args.datahub_tools_path, log_file_name="iatlas_cli_validation_log.txt", + flagger=dataset_flagger ) add_clinical_header( input_dfs=cli_dfs, @@ -869,6 +917,8 @@ def main(): datahub_tools_path=args.datahub_tools_path, logger=dataset_logger, ) + if dataset_flagger.had_error: + dataset_logger.error("FAILED: Validation of study failed") if __name__ == "__main__": diff --git a/local/iatlas/cbioportal_export/load.py b/local/iatlas/cbioportal_export/load.py index 7702a33e..081ee5fb 100644 --- a/local/iatlas/cbioportal_export/load.py +++ b/local/iatlas/cbioportal_export/load.py @@ -8,27 +8,7 @@ import utils - -my_agent = "iatlas-cbioportal/0.0.0" -syn = synapseclient.Synapse(user_agent=my_agent).login() - - -REQUIRED_OUTPUT_FILES = [ - "data_clinical_patient.txt", - "data_clinical_sample.txt", - "meta_clinical_patient.txt", - "meta_clinical_sample.txt", - "data_mutations.txt", - "meta_mutations.txt", - "data_gene_signatures.txt", - "meta_gene_signatures.txt", - "data_rna_seq_mrna.txt", - "meta_rna_seq_mrna.txt", - "data_neoantigen_priority_scores.txt", - "meta_neoantigen_priority_scores.txt", - "cbioportal_validator_output.txt" -] - +syn = utils.synapse_login() def write_case_lists_all_and_sequenced( dataset_name: str, datahub_tools_path: str, study_id: str @@ -56,36 +36,6 @@ def write_case_lists_all_and_sequenced( subprocess.run(cmd, shell=True, executable="/bin/bash") -def run_cbioportal_validator( - dataset_name: str, cbioportal_path: str, datahub_tools_path: str -) -> None: - """Runs the cbioportal validation script to check the - input clinical, metadata files and saves the output - - Args: - dataset_name (str): name of the dataset - cbioportal_path (str): Path to cbioportal repo containing validator script - datahub_tools_path (str): path to the datahub tools repo containing - the locally saved clinical files - """ - cmd = f""" - python3 {cbioportal_path}/core/src/main/scripts/importer/validateData.py \ - -s "{datahub_tools_path}/add-clinical-header/{dataset_name}" \ - --no_portal_checks \ - --strict_maf_checks - """ - validated = f"{datahub_tools_path}/add-clinical-header/{dataset_name}/cbioportal_validator_output.txt" - with open(f"{validated}", "w") as outfile: - subprocess.run( - cmd, - shell=True, - executable="/bin/bash", - stdout=outfile, - stderr=subprocess.STDOUT, - ) - print(f"cbioportal validator results saved to: {validated}") - - def save_to_synapse( dataset_name: str, datahub_tools_path: str, @@ -124,7 +74,7 @@ def save_to_synapse( dataset_folder_id = syn.store(new_dataset_folder).id # store required files - for file in REQUIRED_OUTPUT_FILES: + for file in utils.REQUIRED_OUTPUT_FILES: syn.store( synapseclient.File( f"{dataset_dir}/{file}", @@ -168,23 +118,12 @@ def main(): type=str, help="Path to datahub-study-curation-tools repo", ) - parser.add_argument( - "--cbioportal_path", - type=str, - help="Path to cbioportal repo", - ) parser.add_argument( "--create_case_lists", action="store_true", default=False, help="Whether to generate the all and sequenced caselists", ) - parser.add_argument( - "--validate", - action="store_true", - default=False, - help="Whether to run cbioportal validator", - ) parser.add_argument( "--upload", action="store_true", @@ -204,12 +143,6 @@ def main(): datahub_tools_path=args.datahub_tools_path, study_id=f"iatlas_{args.dataset}", ) - if args.validate: - run_cbioportal_validator( - dataset_name=args.dataset, - cbioportal_path=args.cbioportal_path, - datahub_tools_path=args.datahub_tools_path, - ) if args.upload: save_to_synapse( dataset_name=args.dataset, diff --git a/local/iatlas/cbioportal_export/maf.py b/local/iatlas/cbioportal_export/maf.py index 771d31d3..b7f72e44 100644 --- a/local/iatlas/cbioportal_export/maf.py +++ b/local/iatlas/cbioportal_export/maf.py @@ -436,11 +436,12 @@ def main(): args = parser.parse_args() if args.clear_workspace: utils.clear_workspace(dir_path=f"{args.datahub_tools_path}/add-clinical-header") - + dataset_flagger = utils.ErrorFlagHandler() dataset_logger = utils.create_logger( dataset_name=args.dataset, datahub_tools_path=args.datahub_tools_path, log_file_name="iatlas_maf_validation_log.txt", + flagger=dataset_flagger ) maf_df = read_and_merge_maf_files(input_folder_synid=args.input_folder_synid) n_maf_chunks = split_into_chunks( @@ -470,6 +471,8 @@ def main(): generate_meta_files( dataset_name=args.dataset, datahub_tools_path=args.datahub_tools_path ) + if dataset_flagger.had_error: + dataset_logger.error("FAILED: Validation of study failed") if __name__ == "__main__": diff --git a/local/iatlas/cbioportal_export/tests/test_clinical.py b/local/iatlas/cbioportal_export/tests/test_clinical.py index 6811fe34..3afa6c68 100644 --- a/local/iatlas/cbioportal_export/tests/test_clinical.py +++ b/local/iatlas/cbioportal_export/tests/test_clinical.py @@ -1,7 +1,7 @@ -# test_clinical_pipeline.py import csv import os import tempfile +from types import SimpleNamespace from unittest import mock from unittest.mock import MagicMock, patch @@ -19,35 +19,86 @@ def syn_mock(): @pytest.mark.parametrize( - "sample_name,dataset,expected_keep", + "input_samples, neo_samples, expect_error", + [ + # No new rows after merge → no error + (["S1", "S2"], ["S1", "S2"], False), + # No new rows after merge → no error + (["S1", "S2"], ["S1"], False), + # New sample appears only in neo data → error + (["S1"], ["S1", "S3"], True), + ], + ids=["merge_correct", "less_neoantigen_samples", "more_neoantigen_samples"], +) +def test_that_merge_in_neoantigen_study_data_does_expected( + input_samples, neo_samples, expect_error +): + input_df = pd.DataFrame( + {"SAMPLE_ID": input_samples, "foo": range(len(input_samples))} + ) + + with mock.patch.object( + cli_to_cbio.syn, "get", return_value=SimpleNamespace(path="dummy.tsv") + ), mock.patch.object( + pd, + "read_csv", + return_value=pd.DataFrame( + {"Sample_ID": neo_samples, "SNV": list(range(len(neo_samples)))} + ), + ): + # Use a mock logger so we can assert .error calls directly + mock_logger = mock.Mock() + cli_to_cbio.merge_in_neoantigen_study_data( + input_df, neoantigen_data_synid="synZZZZ", logger=mock_logger + ) + # Logger behavior + if expect_error: + mock_logger.error.assert_called_with( + "There are more rows in the clinical data after merging in the neoantigen data." + ) + else: + mock_logger.error.assert_not_called() + + +@pytest.mark.parametrize( + "sample_id,dataset,expected_keep", [ ("ABC-nd-001", "Anders_JITC_2022", False), # excluded by -nd- ("ABC-ad-001", "Anders_JITC_2022", False), # excluded by -ad- ("ABC-nr-001", "Anders_JITC_2022", False), # excluded by -nr- - ("ABC-ar-001", "Anders_JITC_2022", True), # allowed - ("plain", "Anders_JITC_2022", True), # allowed - ("ABC-ND-001", "Anders_JITC_2022", True), # case-sensitive: not excluded - ("ABC-ad-001", "Other_Dataset", True), # non-Anders dataset => kept - ("plain", "Other_Dataset", True), # non-Anders dataset => kept + ("ABC-ar-001", "Anders_JITC_2022", True), # allowed + ("plain", "Anders_JITC_2022", True), # allowed + ("ABC-ND-001", "Anders_JITC_2022", True), # case-sensitive: not excluded + ("ABC-ad-001", "Other_Dataset", True), # non-Anders dataset => kept + ("plain", "Other_Dataset", True), # non-Anders dataset => kept ], ) -def test_that_filter_out_non_analyses_samples_filters_correctly(sample_name, dataset, expected_keep): - df = pd.DataFrame({"sample_name": [sample_name], "Dataset": [dataset]}) +def test_that_filter_out_non_analyses_samples_filters_correctly( + sample_id, dataset, expected_keep +): + df = pd.DataFrame({"SAMPLE_ID": [sample_id], "Dataset": [dataset]}) out = cli_to_cbio.filter_out_non_analyses_samples(df) assert (len(out) == 1) == expected_keep if expected_keep: - pd.testing.assert_frame_equal(out.reset_index(drop=True), df.reset_index(drop=True)) + pd.testing.assert_frame_equal( + out.reset_index(drop=True), df.reset_index(drop=True) + ) else: assert out.empty - + def test_that_filter_out_non_analyses_samples_filters_correctly_with_nas(): - df = pd.DataFrame({"sample_name": ["plain", np.nan], "Dataset": ["Anders_JITC_2022", "Anders_JITC_2022"]}) + df = pd.DataFrame( + { + "SAMPLE_ID": ["plain", np.nan], + "Dataset": ["Anders_JITC_2022", "Anders_JITC_2022"], + } + ) out = cli_to_cbio.filter_out_non_analyses_samples(df) pd.testing.assert_frame_equal(out.reset_index(drop=True), df.reset_index(drop=True)) - + @pytest.mark.parametrize( "input_df, expected_df", @@ -242,23 +293,25 @@ def test_that_add_lens_id_as_sample_display_name_returns_expected_with_error_log ( pd.DataFrame( {"study_sample_name": ["101", "102"], "lens_id": ["lens1", "lens2"]} - ), + ), pd.DataFrame( {"SAMPLE_ID": ["101", "102"], "SAMPLE_DISPLAY_NAME": ["lens1", "lens2"]} - ) + ), ), ( pd.DataFrame( {"study_sample_name": [101, 102], "lens_id": ["lens1", "lens2"]} - ), + ), pd.DataFrame( {"SAMPLE_ID": ["101", "102"], "SAMPLE_DISPLAY_NAME": ["lens1", "lens2"]} - ) + ), ), ], - ids = ["normal", "numeric_sample_name_vals"] + ids=["normal", "numeric_sample_name_vals"], ) -def test_that_add_lens_id_as_sample_display_name_returns_expected_if_no_missing(lens_map, expected): +def test_that_add_lens_id_as_sample_display_name_returns_expected_if_no_missing( + lens_map, expected +): input = pd.DataFrame({"SAMPLE_ID": ["101", "102"]}) mock_logger = MagicMock() result_df = cli_to_cbio.add_lens_id_as_sample_display_name( @@ -295,6 +348,7 @@ def test_cli_to_cbio_mapping(): ) return cli_to_cbio_mapping + class TestSplitPatientAndSampleData: def test_split_structure(self, test_input_clinical_data, test_cli_to_cbio_mapping): result = cli_to_cbio.split_into_patient_and_sample_data( diff --git a/local/iatlas/cbioportal_export/tests/test_utils.py b/local/iatlas/cbioportal_export/tests/test_utils.py index a7f949f3..12de9f75 100644 --- a/local/iatlas/cbioportal_export/tests/test_utils.py +++ b/local/iatlas/cbioportal_export/tests/test_utils.py @@ -1,6 +1,5 @@ import os import pytest -import pandas as pd import tempfile import utils diff --git a/local/iatlas/cbioportal_export/tests/test_validate.py b/local/iatlas/cbioportal_export/tests/test_validate.py new file mode 100644 index 00000000..4b7377b6 --- /dev/null +++ b/local/iatlas/cbioportal_export/tests/test_validate.py @@ -0,0 +1,49 @@ +from types import SimpleNamespace +from unittest import mock + +import pandas as pd +import pytest + +import validate + + +@pytest.mark.parametrize( + "input_samples, neo_samples, expect_error", + [ + # IDs match -> no error + (["S1", "S2"], ["S1", "S2"], False), + # IDs mismatch -> error + (["S1", "S2"], ["S1"], True), + # IDs mismatch -> error + (["S1"], ["S1", "S3"], True), + ], + ids=["ids_match", "less_neoantigen_samples", "more_neoantigen_samples"], +) +def test_that_merge_in_neoantigen_study_data_does_expected( + input_samples, neo_samples, expect_error +): + input_df = pd.DataFrame( + {"Tumor_Sample_Barcode": input_samples, "foo": range(len(input_samples))} + ) + + with mock.patch.object( + validate.syn, "get", return_value=SimpleNamespace(path="dummy.tsv") + ), mock.patch.object( + pd, + "read_csv", + return_value=pd.DataFrame( + {"Sample_ID": neo_samples, "SNV": list(range(len(neo_samples)))} + ), + ): + # Use a mock logger so we can assert .error calls directly + mock_logger = mock.Mock() + validate.validate_that_neoantigen_maf_ids_are_equal( + input_df, neoantigen_data_synid="synZZZZ", logger=mock_logger + ) + # Logger behavior + if expect_error: + mock_logger.error.assert_called_with( + "The Tumor_Sample_Barcode values in the maf data do not match the Sample_ID values in the neoantigen data." + ) + else: + mock_logger.error.assert_not_called() diff --git a/local/iatlas/cbioportal_export/utils.py b/local/iatlas/cbioportal_export/utils.py index 576c2fe8..ad9a9372 100644 --- a/local/iatlas/cbioportal_export/utils.py +++ b/local/iatlas/cbioportal_export/utils.py @@ -2,12 +2,68 @@ import os import shutil import sys +import typing import pandas as pd +import synapseclient + + +REQUIRED_OUTPUT_FILES = [ + "data_clinical_patient.txt", + "data_clinical_sample.txt", + "meta_clinical_patient.txt", + "meta_clinical_sample.txt", + "data_mutations.txt", + "meta_mutations.txt", + "data_gene_signatures.txt", + "meta_gene_signatures.txt", + "data_rna_seq_mrna.txt", + "meta_rna_seq_mrna.txt", + "cbioportal_validator_output.txt", +] + + +def synapse_login(debug: typing.Optional[bool] = False) -> synapseclient.Synapse: + """ + Logs into Synapse if credentials are saved. + If not saved, then user is prompted username and auth token. + + Args: + debug: Synapse debug feature. Defaults to False + + Returns: + Synapseclient object + """ + # If debug is True, then silent should be False + silent = False if debug else True + syn = synapseclient.Synapse( + debug=debug, silent=silent, user_agent=f"iatlas-cbioportal/0.0.0" + ) + try: + syn.login() + except Exception as ex: + raise ValueError( + "Please view https://help.synapse.org/docs/Client-Configuration.1985446156.html" + "to configure authentication to the client. Configure a ~/.synapseConfig" + "or set the SYNAPSE_AUTH_TOKEN environmental variable." + ) from ex + return syn + + +class ErrorFlagHandler(logging.Handler): + def __init__(self): + super().__init__(level=logging.ERROR) + self.had_error = False + + def emit(self, record): + self.had_error = True def create_logger( - dataset_name: str, datahub_tools_path: str, log_file_name: str + dataset_name: str, + datahub_tools_path: str, + log_file_name: str, + flagger: logging.Handler = None, ) -> logging.Logger: """This creates a logger for the current dataset and process @@ -15,12 +71,15 @@ def create_logger( dataset_name (str): Name of the dataset datahub_tools_path (str): Path to the datahub tools path repo log_file_name (str): Name of the log file + flagger (logging.Handler): The error handler for the logger Returns: logging.Logger: logger for use in the processing functions """ if dataset_name: - dataset_dir = get_local_dataset_output_folder_path(dataset_name, datahub_tools_path) + dataset_dir = get_local_dataset_output_folder_path( + dataset_name, datahub_tools_path + ) else: dataset_dir = datahub_tools_path logger = logging.getLogger() @@ -30,15 +89,16 @@ def create_logger( stdout_handler.setLevel(logging.INFO) stdout_handler.setFormatter(logging.Formatter("%(levelname)s: %(message)s")) - file_handler = logging.FileHandler( - f"{dataset_dir}/{log_file_name}", mode="w" - ) + file_handler = logging.FileHandler(f"{dataset_dir}/{log_file_name}", mode="w") file_handler.setLevel(logging.INFO) file_handler.setFormatter( logging.Formatter("%(asctime)s - %(levelname)s - %(message)s") ) logger.handlers = [stdout_handler, file_handler] + if flagger: + logger.addHandler(flagger) + logger.info(f"Log file saved to: {dataset_dir}/{log_file_name}") return logger diff --git a/local/iatlas/cbioportal_export/validate.py b/local/iatlas/cbioportal_export/validate.py new file mode 100644 index 00000000..afa663ac --- /dev/null +++ b/local/iatlas/cbioportal_export/validate.py @@ -0,0 +1,137 @@ +import argparse +import logging +import os +import subprocess +from typing import Dict + +import pandas as pd + +import utils + +syn = utils.synapse_login() + + +def validate_that_neoantigen_maf_ids_are_equal( + input_df: pd.DataFrame, neoantigen_data_synid: pd.DataFrame, **kwargs +) -> None: + """Checks that the Tumor_Sample_Barcode values in the maf data match the + Sample_ID values in the neoantigen summary counts data + + Args: + maf_df (pd.DataFrame): Maf processed input data + neoantigen_data_synid (pd.DataFrame): Neoantigen data (prior to merge with sample clinical data) + """ + logger = kwargs.get("logger", logging.getLogger(__name__)) + neoantigen_data = pd.read_csv(syn.get(neoantigen_data_synid).path, sep="\t") + neoantigen_data["Sample_ID"] = neoantigen_data["Sample_ID"].astype(str) + if set(input_df["Tumor_Sample_Barcode"].unique()) != set( + neoantigen_data["Sample_ID"].unique() + ): + logger.error( + "The Tumor_Sample_Barcode values in the maf data do not match the Sample_ID values in the neoantigen data." + ) + + +def get_all_files_to_validate( + dataset_name: str, datahub_tools_path: str +) -> Dict[str, pd.DataFrame]: + """This pulls in all of the datasets needed for validation + + Args: + dataset_name (str): name of the dataset to validate + datahub_tools_path (str): local path to the datahub-tools repo + + Returns: + Dict[str, pd.DataFrame]: dictionary where each key-value pair is + file_name : file read in as pandas dataframe + """ + dataset_dir = utils.get_local_dataset_output_folder_path( + dataset_name, datahub_tools_path + ) + all_files = {} + for file in utils.REQUIRED_OUTPUT_FILES: + all_files[file] = pd.read_csv(os.path.join(dataset_dir, file), sep="\t") + return all_files + + +def run_cbioportal_validator( + dataset_name: str, cbioportal_path: str, datahub_tools_path: str, **kwargs +) -> None: + """Runs the cbioportal validation script to check the + input clinical, metadata files and saves the output + + Args: + dataset_name (str): name of the dataset + cbioportal_path (str): Path to cbioportal repo containing validator script + datahub_tools_path (str): path to the datahub tools repo containing + the locally saved clinical files + """ + logger = kwargs.get("logger", logging.getLogger(__name__)) + cmd = f""" + python3 {cbioportal_path}/core/src/main/scripts/importer/validateData.py \ + -s "{datahub_tools_path}/add-clinical-header/{dataset_name}" \ + --no_portal_checks \ + --strict_maf_checks + """ + validated = f"{datahub_tools_path}/add-clinical-header/{dataset_name}/cbioportal_validator_output.txt" + with open(f"{validated}", "w") as outfile: + subprocess.run( + cmd, + shell=True, + executable="/bin/bash", + stdout=outfile, + stderr=subprocess.STDOUT, + ) + logger.info(f"cbioportal validator results saved to: {validated}") + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument( + "--dataset", + type=str, + help="Name of dataset to run processing for", + ) + parser.add_argument( + "--datahub_tools_path", + type=str, + help="Path to datahub-study-curation-tools repo", + ) + parser.add_argument( + "--neoantigen_data_synid", + type=str, + help="Synapse id for the summary neoantigen data that needs to be merged into the clinical.", + ) + parser.add_argument( + "--cbioportal_path", + type=str, + help="Path to cbioportal repo", + ) + args = parser.parse_args() + + all_files = get_all_files_to_validate( + dataset_name=args.dataset, datahub_tools_path=args.datahub_tools_path + ) + dataset_flagger = utils.ErrorFlagHandler() + dataset_logger = utils.create_logger( + dataset_name=args.dataset, + datahub_tools_path=args.datahub_tools_path, + log_file_name="iatlas_validation_log.txt", + flagger=dataset_flagger + ) + validate_that_neoantigen_maf_ids_are_equal( + input_df=all_files["data_mutations.txt"], + neoantigen_data_synid=args.neoantigen_data_synid, + logger=dataset_logger, + ) + run_cbioportal_validator( + dataset_name=args.dataset, + cbioportal_path=args.cbioportal_path, + datahub_tools_path=args.datahub_tools_path, + logger=dataset_logger, + ) + if dataset_flagger.had_error: + dataset_logger.error("FAILED: Validation of study failed") + +if __name__ == "__main__": + main()