From 45cfa35bb203680b10ff74c599619e1ac6a5a323 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Mon, 25 Aug 2025 17:00:09 -0400
Subject: [PATCH 01/16] fix: leave empty domains/object types out of the
changelog markdown
---
mitreattack/diffStix/changelog_helper.py | 10 ++++++----
tests/resources/changelog-v16.1_to_v17.0/changelog.md | 8 --------
2 files changed, 6 insertions(+), 12 deletions(-)
diff --git a/mitreattack/diffStix/changelog_helper.py b/mitreattack/diffStix/changelog_helper.py
index ff86e9c5..b03fa876 100644
--- a/mitreattack/diffStix/changelog_helper.py
+++ b/mitreattack/diffStix/changelog_helper.py
@@ -1009,11 +1009,11 @@ def get_markdown_string(self) -> str:
for domain in self.data["changes"][object_type]:
# e.g "Enterprise"
- domains += f"### {self.domain_to_domain_label[domain]}\n\n"
+ next_domain = f"### {self.domain_to_domain_label[domain]}\n\n"
# Skip mobile section for data sources
if domain == "mobile-attack" and object_type == "datasource":
logger.debug("Skipping - ATT&CK for Mobile does not support data sources")
- domains += "ATT&CK for Mobile does not support data sources\n\n"
+ next_domain += "ATT&CK for Mobile does not support data sources\n\n"
continue
domain_sections = ""
for section, stix_objects in self.data["changes"][object_type][domain].items():
@@ -1031,10 +1031,12 @@ def get_markdown_string(self) -> str:
domain_sections += f"{header}\n\n{section_items}\n"
# add domain sections
- domains += f"{domain_sections}"
+ if domain_sections != "":
+ domains += f"{next_domain}{domain_sections}"
# e.g "techniques"
- content += f"## {self.attack_type_to_title[object_type]}\n\n{domains}"
+ if domains != "":
+ content += f"## {self.attack_type_to_title[object_type]}\n\n{domains}"
# Add contributors if requested by argument
if self.include_contributors:
diff --git a/tests/resources/changelog-v16.1_to_v17.0/changelog.md b/tests/resources/changelog-v16.1_to_v17.0/changelog.md
index 0f85e29e..8b2722a5 100644
--- a/tests/resources/changelog-v16.1_to_v17.0/changelog.md
+++ b/tests/resources/changelog-v16.1_to_v17.0/changelog.md
@@ -1818,14 +1818,6 @@
* [Maroochy Water Breach](/campaigns/C0020) (v1.0)
* [Triton Safety Instrumented System Attack](/campaigns/C0030) (v1.0)
-## Assets
-
-### Enterprise
-
-### Mobile
-
-### ICS
-
## Mitigations
### Enterprise
From 5e9e62d9759ab713340947c7963452101ece6861 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Mon, 25 Aug 2025 17:01:49 -0400
Subject: [PATCH 02/16] feat: add new STIX object types to changelog json
objects in tests
---
tests/changelog/core/test_diffstix_methods.py | 3 +
.../test_diffstix_output_generation.py | 3 +
tests/changelog/test_utils.py | 3 +
.../changelog-v16.1_to_v17.0/changelog.json | 90 +++++++++++++++++++
4 files changed, 99 insertions(+)
diff --git a/tests/changelog/core/test_diffstix_methods.py b/tests/changelog/core/test_diffstix_methods.py
index 0a58df7c..666b383e 100644
--- a/tests/changelog/core/test_diffstix_methods.py
+++ b/tests/changelog/core/test_diffstix_methods.py
@@ -201,6 +201,9 @@ def test_get_changes_dict_real_structure(self, lightweight_diffstix):
"mitigations",
"datasources",
"datacomponents",
+ "detectionstrategies",
+ "logsources",
+ "analytics",
]
for obj_type in expected_types:
assert obj_type in domain_changes
diff --git a/tests/changelog/integration/test_diffstix_output_generation.py b/tests/changelog/integration/test_diffstix_output_generation.py
index 7bf1b9e4..f2193854 100644
--- a/tests/changelog/integration/test_diffstix_output_generation.py
+++ b/tests/changelog/integration/test_diffstix_output_generation.py
@@ -57,6 +57,9 @@ def test_get_changes_dict_comprehensive_structure(self, lightweight_diffstix):
"mitigations",
"datasources",
"datacomponents",
+ "detectionstrategies",
+ "logsources",
+ "analytics",
]
for obj_type in expected_types:
assert obj_type in domain_data, f"Missing object type: {obj_type}"
diff --git a/tests/changelog/test_utils.py b/tests/changelog/test_utils.py
index 9ecd6805..7864908f 100644
--- a/tests/changelog/test_utils.py
+++ b/tests/changelog/test_utils.py
@@ -67,6 +67,9 @@ def assert_json_structure_valid(json_data: Dict[str, Any], expected_domains: Lis
"mitigations",
"datasources",
"datacomponents",
+ "detectionstrategies",
+ "logsources",
+ "analytics",
]
for obj_type in expected_types:
if obj_type in domain_data: # Not all domains may have all types
diff --git a/tests/resources/changelog-v16.1_to_v17.0/changelog.json b/tests/resources/changelog-v16.1_to_v17.0/changelog.json
index ae50cdac..91b3987c 100644
--- a/tests/resources/changelog-v16.1_to_v17.0/changelog.json
+++ b/tests/resources/changelog-v16.1_to_v17.0/changelog.json
@@ -100161,6 +100161,36 @@
"revocations": [],
"deprecations": [],
"deletions": []
+ },
+ "detectionstrategies": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "analytics": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "logsources": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
}
},
"mobile-attack": {
@@ -114103,6 +114133,36 @@
"revocations": [],
"deprecations": [],
"deletions": []
+ },
+ "detectionstrategies": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "analytics": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "logsources": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
}
},
"ics-attack": {
@@ -125766,6 +125826,36 @@
"revocations": [],
"deprecations": [],
"deletions": []
+ },
+ "detectionstrategies": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "analytics": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
+ },
+ "logsources": {
+ "additions": [],
+ "major_version_changes": [],
+ "minor_version_changes": [],
+ "other_version_changes": [],
+ "patches": [],
+ "revocations": [],
+ "deprecations": [],
+ "deletions": []
}
},
"new-contributors": [
From c8455d54ca1a9d10818058db3c3809730e2c02c8 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Mon, 25 Aug 2025 17:02:29 -0400
Subject: [PATCH 03/16] fix: various lint fixes
---
tests/changelog/test_utils.py | 4 ++--
tests/test_cli.py | 28 +++++++++++++--------------
tests/test_collections.py | 22 +++++++++++++--------
tests/test_layers.py | 24 +++++++++++++++++------
tests/test_mass.py | 36 +++++++++++++++++++++++++++--------
5 files changed, 76 insertions(+), 38 deletions(-)
diff --git a/tests/changelog/test_utils.py b/tests/changelog/test_utils.py
index 7864908f..974c0ff3 100644
--- a/tests/changelog/test_utils.py
+++ b/tests/changelog/test_utils.py
@@ -6,7 +6,7 @@
import json
from pathlib import Path
-from typing import Any, Dict, List, Union
+from typing import Any, Dict, List, Optional, Union
# ========================================
# Common Assertion Patterns
@@ -358,7 +358,7 @@ def create_layer_file_paths(tmp_path: Path, domains: List[str], prefix: str = "t
def validate_comprehensive_output_generation(
- markdown_result: str, file_paths: Dict[str, str], expected_domains: List[str], layer_files: List[str] = None
+ markdown_result: str, file_paths: Dict[str, str], expected_domains: List[str], layer_files: Optional[List[str]] = None
) -> None:
"""Validate comprehensive output generation scenario.
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 3f6577f6..97d583f8 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -8,7 +8,7 @@
def test_export_svg(tmp_path: Path, layer_v43: Layer, stix_file_enterprise_latest: str):
- """Test SVG Export capabilities from CLI"""
+ """Test SVG Export capabilities from CLI."""
demo_file = tmp_path / "demo_file.json"
test_export_svg_file = tmp_path / "test_export_svg.svg"
@@ -31,7 +31,7 @@ def test_export_svg(tmp_path: Path, layer_v43: Layer, stix_file_enterprise_lates
def test_export_excel(tmp_path: Path, layer_v43: Layer, stix_file_enterprise_latest: str):
- """Test excel export capabilities from CLI"""
+ """Test excel export capabilities from CLI."""
demo_file = tmp_path / "demo_file.json"
test_export_xlsx_file = tmp_path / "test_export_excel.xlsx"
@@ -54,7 +54,7 @@ def test_export_excel(tmp_path: Path, layer_v43: Layer, stix_file_enterprise_lat
def test_generate_overview_group(tmp_path: Path, stix_file_mobile_latest: str):
- """Test CLI group overview generation"""
+ """Test CLI group overview generation."""
output_layer_file = tmp_path / "test_overview_group.json"
LGC_main(
[
@@ -74,7 +74,7 @@ def test_generate_overview_group(tmp_path: Path, stix_file_mobile_latest: str):
def test_generate_overview_software(tmp_path: Path, stix_file_mobile_latest: str):
- """Test CLI software overview generation"""
+ """Test CLI software overview generation."""
output_layer_file = tmp_path / "test_overview_software.json"
LGC_main(
[
@@ -94,7 +94,7 @@ def test_generate_overview_software(tmp_path: Path, stix_file_mobile_latest: str
def test_generate_overview_mitigation(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI mitigation overview generation"""
+ """Test CLI mitigation overview generation."""
output_layer_file = tmp_path / "test_overview_mitigation.json"
LGC_main(
[
@@ -114,7 +114,7 @@ def test_generate_overview_mitigation(tmp_path: Path, stix_file_enterprise_lates
def test_generate_overview_datasource(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI datasource overview generation"""
+ """Test CLI datasource overview generation."""
output_layer_file = tmp_path / "test_overview_datasource.json"
LGC_main(
[
@@ -134,7 +134,7 @@ def test_generate_overview_datasource(tmp_path: Path, stix_file_enterprise_lates
def test_generate_mapped_group(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI group mapped generation (APT1)"""
+ """Test CLI group mapped generation (APT1)."""
output_layer_file = tmp_path / "test_mapped_group.json"
LGC_main(
[
@@ -154,7 +154,7 @@ def test_generate_mapped_group(tmp_path: Path, stix_file_enterprise_latest: str)
def test_generate_mapped_software(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI software mapped generation (S0202)"""
+ """Test CLI software mapped generation (S0202)."""
output_layer_file = tmp_path / "test_mapped_software.json"
LGC_main(
[
@@ -174,7 +174,7 @@ def test_generate_mapped_software(tmp_path: Path, stix_file_enterprise_latest: s
def test_generate_mapped_mitigation(tmp_path: Path, stix_file_mobile_latest: str):
- """Test CLI mitigation mapped generation (M1013)"""
+ """Test CLI mitigation mapped generation (M1013)."""
output_layer_file = tmp_path / "test_mapped_mitigation.json"
LGC_main(
[
@@ -194,7 +194,7 @@ def test_generate_mapped_mitigation(tmp_path: Path, stix_file_mobile_latest: str
def test_generate_mapped_datasource(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI datasource mapped generation"""
+ """Test CLI datasource mapped generation."""
output_layer_file = tmp_path / "test_mapped_datasource.json"
LGC_main(
[
@@ -215,7 +215,7 @@ def test_generate_mapped_datasource(tmp_path: Path, stix_file_enterprise_latest:
@pytest.mark.skip("layerGenerator_cli does not support ICS domain yet")
def test_generate_batch_group(tmp_path: Path, stix_file_ics_latest: str):
- """Test CLI group batch generation"""
+ """Test CLI group batch generation."""
output_layers_dir = tmp_path / "test_batch_group"
LGC_main(
[
@@ -236,7 +236,7 @@ def test_generate_batch_group(tmp_path: Path, stix_file_ics_latest: str):
@pytest.mark.skip("layerGenerator_cli does not support ICS domain yet")
def test_generate_batch_software(tmp_path: Path, stix_file_ics_latest: str):
- """Test CLI software batch generation"""
+ """Test CLI software batch generation."""
output_layers_dir = tmp_path / "test_batch_software"
LGC_main(
[
@@ -256,7 +256,7 @@ def test_generate_batch_software(tmp_path: Path, stix_file_ics_latest: str):
def test_generate_batch_mitigation(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI mitigation batch generation"""
+ """Test CLI mitigation batch generation."""
output_layers_dir = tmp_path / "test_batch_mitigation"
LGC_main(
[
@@ -276,7 +276,7 @@ def test_generate_batch_mitigation(tmp_path: Path, stix_file_enterprise_latest:
def test_generate_batch_datasource(tmp_path: Path, stix_file_enterprise_latest: str):
- """Test CLI datasource batch generation"""
+ """Test CLI datasource batch generation."""
output_layers_dir = tmp_path / "test_batch_datasource"
LGC_main(
[
diff --git a/tests/test_collections.py b/tests/test_collections.py
index 02d28a23..26272ec2 100644
--- a/tests/test_collections.py
+++ b/tests/test_collections.py
@@ -1,4 +1,3 @@
-import json
from argparse import Namespace
from pathlib import Path
@@ -11,8 +10,10 @@
class TestCollectionToIndex:
+ """Test converting a collection to an index."""
+
def test_invalid_arguments(self, capsys):
- """Test converting a collection to an index with invalid arguments provided"""
+ """Test converting a collection to an index with invalid arguments provided."""
index = CollectionToIndex.generate_index(
name="name",
description="description",
@@ -29,7 +30,7 @@ def test_invalid_arguments(self, capsys):
)
def test_files(self):
- """Test converting a collection to an index with files provided"""
+ """Test converting a collection to an index with files provided."""
name = "Files Example"
description = "Files index"
index = CollectionToIndex.generate_index(
@@ -39,11 +40,12 @@ def test_files(self):
files=[str(Path(__file__).parent / "resources" / "collection-1.json")],
)
+ assert index is not None
assert index["name"] == name
assert index["description"] == description
def test_folders(self):
- """Test converting a collection to an index with folders provided"""
+ """Test converting a collection to an index with folders provided."""
name = "Folders Example"
description = "Folders index"
index = CollectionToIndex.generate_index(
@@ -53,11 +55,12 @@ def test_folders(self):
folders=[str(Path(__file__).parent / "resources")],
)
+ assert index is not None
assert index["name"] == name
assert index["description"] == description
def test_sets(self):
- """Test converting a collection to an index with sets provided"""
+ """Test converting a collection to an index with sets provided."""
name = "Sets Example"
description = "Sets index"
index = CollectionToIndex.generate_index(
@@ -67,11 +70,12 @@ def test_sets(self):
sets=[collection],
)
+ assert index is not None
assert index["name"] == name
assert index["description"] == description
def test_main(self, tmp_path: Path):
- """Test converting a collection to an index main method"""
+ """Test converting a collection to an index main method."""
ics_bundle_collection = Path(__file__).parent / "resources" / "collection-1.json"
output_path = tmp_path / "output.idx"
@@ -94,8 +98,10 @@ def test_main(self, tmp_path: Path):
class TestIndexToMarkdown:
+ """Test converting index file to markdown."""
+
def test_headers(self):
- """Test converting index file to a markdown headers"""
+ """Test converting index file to a markdown headers."""
markdown = IndexToMarkdown.index_to_markdown(index)
assert "### MITRE ATT&CK Collections" in markdown
@@ -104,7 +110,7 @@ def test_headers(self):
assert "#### ICS ATT&CK" in markdown
def test_main(self, tmp_path: Path):
- """Test converting index file to a markdown main method"""
+ """Test converting index file to a markdown main method."""
index_path = Path(__file__).parent / "resources" / "index.json"
output_path = tmp_path / "output.idx"
ITM_main(
diff --git a/tests/test_layers.py b/tests/test_layers.py
index 394a3825..a92b64d8 100644
--- a/tests/test_layers.py
+++ b/tests/test_layers.py
@@ -16,13 +16,16 @@
ToExcel,
ToSvg,
)
+from mitreattack.navlayers.core import _LayerObj
from .resources import testing_data
def test_depreciated_tactics_export(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
- """Test exporting a layer with depreciated tactics"""
+ """Test exporting a layer with depreciated tactics."""
lay = Layer(testing_data.example_layer_v3_longer)
+ assert isinstance(lay.layer, _LayerObj)
+
xlsx_output = tmp_path / "test.xlsx"
svg_output = tmp_path / "test.svg"
@@ -36,10 +39,12 @@ def test_depreciated_tactics_export(tmp_path: Path, memstore_enterprise_latest:
def test_colormap_export(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
- """Test exporting a layer with a gradiant of scores"""
+ """Test exporting a layer with a gradiant of scores."""
lay = Layer()
dir = os.path.dirname(__file__)
lay.from_file(os.path.join(dir, "resources", "heatmap_example.json"))
+ assert isinstance(lay.layer, _LayerObj)
+
xlsx_output = tmp_path / "layer.xlsx"
svg_output = tmp_path / "layer.svg"
@@ -54,8 +59,10 @@ def test_colormap_export(tmp_path: Path, memstore_enterprise_latest: MemoryStore
@pytest.mark.skip(reason="For some reason there is a Unicode decode error here, possibly with the test data?")
def test_config_load(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
- """Test loading a SVG config"""
+ """Test loading a SVG config."""
lay = Layer(testing_data.example_layer_v3_all)
+ assert isinstance(lay.layer, _LayerObj)
+
svg_output = tmp_path / "example.svg"
svg_exporter = ToSvg(domain=lay.layer.domain, source="memorystore", resource=memstore_enterprise_latest)
@@ -66,7 +73,7 @@ def test_config_load(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
def test_aggregate(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
- """Test aggregate layer exports (agg configurations are present in each layer)"""
+ """Test aggregate layer exports (agg configurations are present in each layer)."""
listing = [
testing_data.agg_layer_1,
testing_data.agg_layer_2,
@@ -78,6 +85,7 @@ def test_aggregate(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
for lay in listing:
test_layer = Layer()
test_layer.from_str(lay)
+ assert isinstance(test_layer.layer, _LayerObj)
xlsx_output = tmp_path / f"layer-{test_layer.layer.name}.xlsx"
svg_output = tmp_path / f"layer-{test_layer.layer.name}.svg"
@@ -94,7 +102,7 @@ def test_aggregate(tmp_path: Path, memstore_enterprise_latest: MemoryStore):
def test_upgrades():
- """Test layer version auto-upgrade functionality"""
+ """Test layer version auto-upgrade functionality."""
lay = Layer()
lay2 = Layer()
lay3 = Layer()
@@ -106,6 +114,10 @@ def test_upgrades():
out2 = lay2.to_dict()
out3 = lay3.to_dict()
+ assert isinstance(out1, dict)
+ assert isinstance(out2, dict)
+ assert isinstance(out3, dict)
+
assert all(
[
(out3[x] == out1[x], x)
@@ -127,7 +139,7 @@ def test_upgrades():
def test_layer_ops():
- """Test layer lambda computation functionality"""
+ """Test layer lambda computation functionality."""
def get_layers_by_name(test_layers):
layers_dict["Endgame"] = Layer()
diff --git a/tests/test_mass.py b/tests/test_mass.py
index 75b1894d..22290c6b 100644
--- a/tests/test_mass.py
+++ b/tests/test_mass.py
@@ -1,13 +1,18 @@
import uuid
from pathlib import Path
+from typing import Optional
from loguru import logger
from stix2 import MemoryStore
-from mitreattack.navlayers import Layer, SVGConfig, ToExcel, ToSvg
+from mitreattack.navlayers import Layer, Layout, SVGConfig, ToExcel, ToSvg
+from mitreattack.navlayers.core import _LayerObj
-def check_svg_generation(layer: Layer, path: Path, resource: MemoryStore, config: SVGConfig = None):
+def check_svg_generation(layer: Layer, path: Path, resource: MemoryStore, config: Optional[SVGConfig] = None):
+ """Test that an SVG file is generated."""
+ assert isinstance(layer.layer, _LayerObj)
+
t = ToSvg(domain=layer.layer.domain, source="memorystore", resource=resource, config=config)
svg_output = path / f"{uuid.uuid4()}.svg"
t.to_svg(layerInit=layer, filepath=str(svg_output))
@@ -15,6 +20,9 @@ def check_svg_generation(layer: Layer, path: Path, resource: MemoryStore, config
def check_xlsx_generation(layer: Layer, path: Path, resource: MemoryStore):
+ """Test that an XLSX file is generated."""
+ assert isinstance(layer.layer, _LayerObj)
+
e = ToExcel(domain=layer.layer.domain, source="memorystore", resource=resource)
xlsx_output = path / f"{uuid.uuid4()}.xlsx"
e.to_xlsx(layerInit=layer, filepath=str(xlsx_output))
@@ -22,7 +30,9 @@ def check_xlsx_generation(layer: Layer, path: Path, resource: MemoryStore):
def test_showSubtechniques(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: Displaying Subtechniques"""
+ """Test SVG export: Displaying Subtechniques."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+
logger.debug(f"{tmp_path=}")
showSubtechniques = "all"
showHeader = True
@@ -35,7 +45,9 @@ def test_showSubtechniques(tmp_path: Path, layer_v3_all: Layer, memstore_enterpr
def test_dimensions(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: dimensions"""
+ """Test SVG export: dimensions."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+
logger.debug(f"{tmp_path=}")
width = 8.5
height = 11
@@ -50,7 +62,9 @@ def test_dimensions(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_lat
def test_legendWidth(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: legend width variations"""
+ """Test SVG export: legend width variations."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+
logger.debug(f"{tmp_path=}")
legendWidth = 3
legendHeight = 1
@@ -71,7 +85,9 @@ def test_legendWidth(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_la
def test_showFilters(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: customization options"""
+ """Test SVG export: customization options."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+
logger.debug(f"{tmp_path=}")
showFilters = True
showAbout = True
@@ -86,7 +102,9 @@ def test_showFilters(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_la
def test_borders(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: borders"""
+ """Test SVG export: borders."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+
logger.debug(f"{tmp_path=}")
border = 0.2
tableBorderColor = "#ddd"
@@ -98,7 +116,9 @@ def test_borders(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest
def test_counts(tmp_path: Path, layer_v3_all: Layer, memstore_enterprise_latest: MemoryStore):
- """Test SVG export: scores/aggregation"""
+ """Test SVG export: scores/aggregation."""
+ assert isinstance(layer_v3_all.layer, _LayerObj)
+ assert isinstance(layer_v3_all.layer.layout, Layout)
logger.debug(f"{tmp_path=}")
countUnscored = True
aggregateFunction = "average"
From f79f934f412abe335dfc92e96fe716aaa16a643d Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Mon, 25 Aug 2025 17:02:50 -0400
Subject: [PATCH 04/16] fix: remove unused create_mock_args test fixture
---
tests/changelog/conftest.py | 51 +------------------------------------
1 file changed, 1 insertion(+), 50 deletions(-)
diff --git a/tests/changelog/conftest.py b/tests/changelog/conftest.py
index 4811bfc0..7aee18a3 100644
--- a/tests/changelog/conftest.py
+++ b/tests/changelog/conftest.py
@@ -109,7 +109,6 @@
"validate_json_file",
"validate_layer_file",
# CLI argument testing helper fixtures
- "create_mock_args",
"setup_monkeypatch_args",
]
@@ -1939,57 +1938,9 @@ def validate_layer_file():
# ========================================
-@pytest.fixture
-def create_mock_args():
- """Create mock CLI argument objects with configurable parameters."""
-
- def _create_mock_args(**overrides):
- """Create a mock args object with default values, allowing selective overrides.
-
- Parameters
- ----------
- **overrides : dict
- Dictionary of argument names to override with custom values
-
- Returns
- -------
- Mock
- Mock object with all CLI arguments as attributes
- """
- # Default argument values matching the CLI parser defaults
- defaults = {
- "domains": ["enterprise-attack", "mobile-attack", "ics-attack"],
- "layers": None,
- "unchanged": False,
- "old": "old",
- "new": "new",
- "show_key": False,
- "site_prefix": "",
- "use_mitre_cti": False,
- "verbose": False,
- "contributors": True,
- "markdown_file": None,
- "html_file": None,
- "html_file_detailed": None,
- "json_file": None,
- }
-
- # Apply any overrides
- defaults.update(overrides)
-
- # Create mock object with all attributes
- mock_args = Mock()
- for key, value in defaults.items():
- setattr(mock_args, key, value)
-
- return mock_args
-
- return _create_mock_args
-
-
@pytest.fixture
def setup_monkeypatch_args():
- """Helper to set up monkeypatch for CLI argument testing."""
+ """Set up monkeypatch for CLI argument testing."""
def _setup_args(argv_list, monkeypatch):
"""Set up sys.argv with monkeypatch for argument parsing tests."""
From e9a6c3e527016a09ee6203cd823f492bcae6e7e4 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 09:09:01 -0400
Subject: [PATCH 05/16] fix: various lint fixes
---
mitreattack/attackToExcel/attackToExcel.py | 19 ++++++++++++-------
mitreattack/attackToExcel/stixToDf.py | 5 ++++-
.../collections/collection_to_index.py | 8 ++++----
mitreattack/download_stix.py | 14 ++++++++++++++
mitreattack/navlayers/core/layer.py | 3 ++-
.../navlayers/exporters/excel_templates.py | 2 +-
.../navlayers/exporters/svg_objects.py | 5 +++--
7 files changed, 40 insertions(+), 16 deletions(-)
diff --git a/mitreattack/attackToExcel/attackToExcel.py b/mitreattack/attackToExcel/attackToExcel.py
index ffdd985b..9d256765 100644
--- a/mitreattack/attackToExcel/attackToExcel.py
+++ b/mitreattack/attackToExcel/attackToExcel.py
@@ -2,7 +2,7 @@
import argparse
import os
-from typing import Dict, List
+from typing import Dict, List, Optional
import pandas as pd
import requests
@@ -16,7 +16,7 @@
SUB_CHARACTERS = ["\\", "/"]
-def get_stix_data(domain: str, version: str = None, remote: str = None, stix_file: str = None) -> MemoryStore:
+def get_stix_data(domain: str, version: Optional[str] = None, remote: Optional[str] = None, stix_file: Optional[str] = None) -> MemoryStore:
"""Download the ATT&CK STIX data for the given domain and version from MITRE/CTI (or just domain if a remote workbench is specified).
Parameters
@@ -110,7 +110,7 @@ def build_dataframes(src: MemoryStore, domain: str) -> Dict:
return df
-def write_excel(dataframes: Dict, domain: str, version: str = None, output_dir: str = ".") -> List:
+def write_excel(dataframes: Dict, domain: str, version: Optional[str] = None, output_dir: str = ".") -> List:
"""Given a set of dataframes from build_dataframes, write the ATT&CK dataset to output directory.
Parameters
@@ -262,11 +262,11 @@ def write_excel(dataframes: Dict, domain: str, version: str = None, output_dir:
def export(
domain: str = "enterprise-attack",
- version: str = None,
+ version: Optional[str] = None,
output_dir: str = ".",
- remote: str = None,
- stix_file: str = None,
- mem_store: MemoryStore = None,
+ remote: Optional[str] = None,
+ stix_file: Optional[str] = None,
+ mem_store: Optional[MemoryStore] = None,
):
"""Download ATT&CK data from MITRE/CTI and convert it to Excel spreadsheets.
@@ -298,6 +298,8 @@ def export(
------
TypeError
Raised when missing exactly one of `remote`, `stix_file`, or `mem_store`.
+ ValueError
+ Raised when `mem_store` fails to load.
"""
if (
(remote and stix_file and mem_store)
@@ -312,6 +314,9 @@ def export(
if get_stix_from_github or remote or stix_file:
mem_store = get_stix_data(domain=domain, version=version, remote=remote, stix_file=stix_file)
+ if mem_store is None:
+ raise ValueError("`mem_store` is empty - this should not be possible!")
+
logger.info(f"************ Exporting {domain} to Excel ************")
# build dataframes
diff --git a/mitreattack/attackToExcel/stixToDf.py b/mitreattack/attackToExcel/stixToDf.py
index b7d5fd2a..e3c6732e 100644
--- a/mitreattack/attackToExcel/stixToDf.py
+++ b/mitreattack/attackToExcel/stixToDf.py
@@ -14,6 +14,7 @@
from mitreattack.constants import MITRE_ATTACK_ID_SOURCE_NAMES, PLATFORMS_LOOKUP
from mitreattack.stix20 import MitreAttackData
+
def remove_revoked_deprecated(stix_objects):
"""Remove any revoked or deprecated objects from queries made to the data source."""
# Note we use .get() because the property may not be present in the JSON data. The default is False
@@ -132,6 +133,8 @@ def techniquesToDf(src, domain):
if subtechnique:
subtechnique_of = all_sub_techniques.query([Filter("source_ref", "=", technique["id"])])[0]
parent = src.get(subtechnique_of["target_ref"])
+ else:
+ parent = None
# base STIX properties
row = parseBaseStix(technique)
@@ -164,7 +167,7 @@ def techniquesToDf(src, domain):
# domain specific fields -- enterprise
if domain == "enterprise-attack":
row["is sub-technique"] = subtechnique
- if subtechnique:
+ if subtechnique and parent is not None:
row["name"] = f"{parent['name']}: {technique['name']}"
row["sub-technique of"] = parent["external_references"][0]["external_id"]
diff --git a/mitreattack/collections/collection_to_index.py b/mitreattack/collections/collection_to_index.py
index 89db38ad..08483743 100644
--- a/mitreattack/collections/collection_to_index.py
+++ b/mitreattack/collections/collection_to_index.py
@@ -75,12 +75,12 @@ def generate_index(name, description, root_url, files=None, folders=None, sets=N
)
cleaned_bundles.append(potentially_valid_bundle)
else:
- print(f"cannot use bundle {potentially_valid_bundle.id} due to lack of collection object")
+ print(f"cannot use bundle {potentially_valid_bundle['id']} due to lack of collection object")
else:
- print(f"cannot use bundle {potentially_valid_bundle.id} due to lack of collection object")
+ print(f"cannot use bundle {potentially_valid_bundle['id']} due to lack of collection object")
- index_created = None
- index_modified = None
+ index_created = isoparse("9999-12-31T23:59:59.999Z")
+ index_modified = isoparse("9999-12-31T23:59:59.999Z")
collections = {} # STIX ID -> collection object
if files:
diff --git a/mitreattack/download_stix.py b/mitreattack/download_stix.py
index 657806e0..823fb2e1 100644
--- a/mitreattack/download_stix.py
+++ b/mitreattack/download_stix.py
@@ -27,6 +27,11 @@ def download_stix(stix_version: str, domain: str, download_dir: str, release: st
ATT&CK release to download.
known_hash : str
SHA256 hash of the ATT&CK release.
+
+ Raises
+ ------
+ ValueError
+ Raised if `stix_version` is not "2.0" or "2.1".
"""
release_download_dir = pathlib.Path(f"{download_dir}/v{release}")
release_download_dir.mkdir(parents=True, exist_ok=True)
@@ -36,6 +41,8 @@ def download_stix(stix_version: str, domain: str, download_dir: str, release: st
download_url = f"https://raw.githubusercontent.com/mitre/cti/ATT%26CK-v{release}/{domain}-attack/{fname}"
elif stix_version == "2.1":
download_url = f"https://raw.githubusercontent.com/mitre-attack/attack-stix-data/master/{domain}-attack/{domain}-attack-{release}.json"
+ else:
+ raise ValueError(f"Invalid STIX version: {stix_version}")
pooch.retrieve(download_url, known_hash=known_hash, fname=fname, path=str(release_download_dir))
@@ -57,6 +64,11 @@ def download_domains(
Version of STIX to download. Options are "2.0" or "2.1"
attack_versions : List[str], optional
List of specific ATT&CK versions to download. If provided, overrides all_versions behavior.
+
+ Raises
+ ------
+ ValueError
+ Raised if `stix_version` is not "2.0" or "2.1".
"""
for domain in domains:
if domain == "pre" and stix_version == "2.1":
@@ -67,6 +79,8 @@ def download_domains(
stix_hash_data = release_info.STIX20
elif stix_version == "2.1":
stix_hash_data = release_info.STIX21
+ else:
+ raise ValueError(f"Invalid STIX version: {stix_version}")
releases = {}
if domain == "enterprise":
diff --git a/mitreattack/navlayers/core/layer.py b/mitreattack/navlayers/core/layer.py
index 1ded9b43..08e00cbc 100644
--- a/mitreattack/navlayers/core/layer.py
+++ b/mitreattack/navlayers/core/layer.py
@@ -3,7 +3,7 @@
import json
import traceback
-from mitreattack.navlayers.core.exceptions import UninitializedLayer, BadType, BadInput, handler
+from mitreattack.navlayers.core.exceptions import BadInput, BadType, UninitializedLayer, handler
from mitreattack.navlayers.core.layerobj import _LayerObj
@@ -61,6 +61,7 @@ def from_file(self, filename):
:param filename: the target filename to load from
"""
fallback = False
+ raw = ""
with open(filename, "r", encoding="utf-16") as fio:
try:
raw = fio.read()
diff --git a/mitreattack/navlayers/exporters/excel_templates.py b/mitreattack/navlayers/exporters/excel_templates.py
index d68ff478..a1380552 100644
--- a/mitreattack/navlayers/exporters/excel_templates.py
+++ b/mitreattack/navlayers/exporters/excel_templates.py
@@ -1,7 +1,7 @@
"""Contains ExcelTemplates class."""
import openpyxl
-from openpyxl.styles import Font, Alignment, Border, Side, PatternFill
+from openpyxl.styles import Alignment, Border, Font, PatternFill, Side
from mitreattack.navlayers.exporters.matrix_gen import MatrixGen
diff --git a/mitreattack/navlayers/exporters/svg_objects.py b/mitreattack/navlayers/exporters/svg_objects.py
index 86203c1d..bfe736ed 100644
--- a/mitreattack/navlayers/exporters/svg_objects.py
+++ b/mitreattack/navlayers/exporters/svg_objects.py
@@ -1,9 +1,10 @@
"""Helper classes and functions for working with SVG objects."""
-import drawsvg
import colorsys
-import numpy as np
import os
+
+import drawsvg
+import numpy as np
from PIL import ImageFont
from mitreattack.navlayers.core.gradient import Gradient
From 29f165835ec48a51d8331fd66c9200532a6e31c2 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 09:12:55 -0400
Subject: [PATCH 06/16] fix: add responses as a dev dependency
---
requirements-dev.txt | 1 +
1 file changed, 1 insertion(+)
diff --git a/requirements-dev.txt b/requirements-dev.txt
index aba7def2..88a17291 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -30,3 +30,4 @@ pytest-cov
pytest-dotenv
ruff
setuptools
+responses
\ No newline at end of file
From a461471cad826181cd3b4e0421e84799fb95a5a6 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 10:42:56 -0400
Subject: [PATCH 07/16] feat: change from setuptools to poetry
---
.flake8 | 13 -
poetry.lock | 1636 ++++++++++++++++++++++++++++++++++++++++++
pyproject.toml | 96 ++-
requirements-dev.txt | 33 -
setup.py | 59 --
5 files changed, 1712 insertions(+), 125 deletions(-)
delete mode 100644 .flake8
create mode 100644 poetry.lock
delete mode 100644 requirements-dev.txt
delete mode 100644 setup.py
diff --git a/.flake8 b/.flake8
deleted file mode 100644
index 789f94b0..00000000
--- a/.flake8
+++ /dev/null
@@ -1,13 +0,0 @@
-# E203: whitespace before ':' - black autoformatter sometimes conflicts with this one
-# E501: line too long (> 79 characters)
-# W503: Line break occurred before a binary operator
-# D105: Missing docstring in magic method - no need to have docstrings here
-
-[flake8]
-ignore=E203,E501,W503,D105
-docstring-convention=numpy
-exclude =
- tests
- venv
- .venv
- __init__.py
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..eb26a724
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1636 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+ {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "antlr4-python3-runtime"
+version = "4.9.3"
+description = "ANTLR 4.9.3 runtime for Python 3.7"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+ {file = "antlr4-python3-runtime-4.9.3.tar.gz", hash = "sha256:f224469b4168294902bb1efa80a8bf7855f24c99aef99cbefc1bcd3cce77881b"},
+]
+
+[[package]]
+name = "attrs"
+version = "25.3.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
+ {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
+
+[package.extras]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+
+[[package]]
+name = "certifi"
+version = "2025.8.3"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main", "dev"]
+files = [
+ {file = "certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"},
+ {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.3"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main", "dev"]
+files = [
+ {file = "charset_normalizer-3.4.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb7f67a1bfa6e40b438170ebdc8158b78dc465a5a67b6dde178a46987b244a72"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cc9370a2da1ac13f0153780040f465839e6cccb4a1e44810124b4e22483c93fe"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:07a0eae9e2787b586e129fdcbe1af6997f8d0e5abaa0bc98c0e20e124d67e601"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:74d77e25adda8581ffc1c720f1c81ca082921329452eba58b16233ab1842141c"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d0e909868420b7049dafd3a31d45125b31143eec59235311fc4c57ea26a4acd2"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c6f162aabe9a91a309510d74eeb6507fab5fff92337a15acbe77753d88d9dcf0"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:4ca4c094de7771a98d7fbd67d9e5dbf1eb73efa4f744a730437d8a3a5cf994f0"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:02425242e96bcf29a49711b0ca9f37e451da7c70562bc10e8ed992a5a7a25cc0"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:78deba4d8f9590fe4dae384aeff04082510a709957e968753ff3c48399f6f92a"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-win32.whl", hash = "sha256:d79c198e27580c8e958906f803e63cddb77653731be08851c7df0b1a14a8fc0f"},
+ {file = "charset_normalizer-3.4.3-cp310-cp310-win_amd64.whl", hash = "sha256:c6e490913a46fa054e03699c70019ab869e990270597018cef1d8562132c2669"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:b256ee2e749283ef3ddcff51a675ff43798d92d746d1a6e4631bf8c707d22d0b"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:13faeacfe61784e2559e690fc53fa4c5ae97c6fcedb8eb6fb8d0a15b475d2c64"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:00237675befef519d9af72169d8604a067d92755e84fe76492fef5441db05b91"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:585f3b2a80fbd26b048a0be90c5aae8f06605d3c92615911c3a2b03a8a3b796f"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0e78314bdc32fa80696f72fa16dc61168fda4d6a0c014e0380f9d02f0e5d8a07"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:96b2b3d1a83ad55310de8c7b4a2d04d9277d5591f40761274856635acc5fcb30"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:939578d9d8fd4299220161fdd76e86c6a251987476f5243e8864a7844476ba14"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:fd10de089bcdcd1be95a2f73dbe6254798ec1bda9f450d5828c96f93e2536b9c"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1e8ac75d72fa3775e0b7cb7e4629cec13b7514d928d15ef8ea06bca03ef01cae"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-win32.whl", hash = "sha256:6cf8fd4c04756b6b60146d98cd8a77d0cdae0e1ca20329da2ac85eed779b6849"},
+ {file = "charset_normalizer-3.4.3-cp311-cp311-win_amd64.whl", hash = "sha256:31a9a6f775f9bcd865d88ee350f0ffb0e25936a7f930ca98995c05abf1faf21c"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:e28e334d3ff134e88989d90ba04b47d84382a828c061d0d1027b1b12a62b39b1"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0cacf8f7297b0c4fcb74227692ca46b4a5852f8f4f24b3c766dd94a1075c4884"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c6fd51128a41297f5409deab284fecbe5305ebd7e5a1f959bee1c054622b7018"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3cfb2aad70f2c6debfbcb717f23b7eb55febc0bb23dcffc0f076009da10c6392"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1606f4a55c0fd363d754049cdf400175ee96c992b1f8018b993941f221221c5f"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:027b776c26d38b7f15b26a5da1044f376455fb3766df8fc38563b4efbc515154"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:42e5088973e56e31e4fa58eb6bd709e42fc03799c11c42929592889a2e54c491"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:cc34f233c9e71701040d772aa7490318673aa7164a0efe3172b2981218c26d93"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:320e8e66157cc4e247d9ddca8e21f427efc7a04bbd0ac8a9faf56583fa543f9f"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-win32.whl", hash = "sha256:fb6fecfd65564f208cbf0fba07f107fb661bcd1a7c389edbced3f7a493f70e37"},
+ {file = "charset_normalizer-3.4.3-cp312-cp312-win_amd64.whl", hash = "sha256:86df271bf921c2ee3818f0522e9a5b8092ca2ad8b065ece5d7d9d0e9f4849bcc"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:14c2a87c65b351109f6abfc424cab3927b3bdece6f706e4d12faaf3d52ee5efe"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41d1fc408ff5fdfb910200ec0e74abc40387bccb3252f3f27c0676731df2b2c8"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1bb60174149316da1c35fa5233681f7c0f9f514509b8e399ab70fea5f17e45c9"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:30d006f98569de3459c2fc1f2acde170b7b2bd265dc1943e87e1a4efe1b67c31"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:416175faf02e4b0810f1f38bcb54682878a4af94059a1cd63b8747244420801f"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6aab0f181c486f973bc7262a97f5aca3ee7e1437011ef0c2ec04b5a11d16c927"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:fdabf8315679312cfa71302f9bd509ded4f2f263fb5b765cf1433b39106c3cc9"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:bd28b817ea8c70215401f657edef3a8aa83c29d447fb0b622c35403780ba11d5"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:18343b2d246dc6761a249ba1fb13f9ee9a2bcd95decc767319506056ea4ad4dc"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-win32.whl", hash = "sha256:6fb70de56f1859a3f71261cbe41005f56a7842cc348d3aeb26237560bfa5e0ce"},
+ {file = "charset_normalizer-3.4.3-cp313-cp313-win_amd64.whl", hash = "sha256:cf1ebb7d78e1ad8ec2a8c4732c7be2e736f6e5123a4146c5b89c9d1f585f8cef"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-macosx_10_13_universal2.whl", hash = "sha256:3cd35b7e8aedeb9e34c41385fda4f73ba609e561faedfae0a9e75e44ac558a15"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b89bc04de1d83006373429975f8ef9e7932534b8cc9ca582e4db7d20d91816db"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:2001a39612b241dae17b4687898843f254f8748b796a2e16f1051a17078d991d"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8dcfc373f888e4fb39a7bc57e93e3b845e7f462dacc008d9749568b1c4ece096"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:18b97b8404387b96cdbd30ad660f6407799126d26a39ca65729162fd810a99aa"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:ccf600859c183d70eb47e05a44cd80a4ce77394d1ac0f79dbd2dd90a69a3a049"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:53cd68b185d98dde4ad8990e56a58dea83a4162161b1ea9272e5c9182ce415e0"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:30a96e1e1f865f78b030d65241c1ee850cdf422d869e9028e2fc1d5e4db73b92"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d716a916938e03231e86e43782ca7878fb602a125a91e7acb8b5112e2e96ac16"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-win32.whl", hash = "sha256:c6dbd0ccdda3a2ba7c2ecd9d77b37f3b5831687d8dc1b6ca5f56a4880cc7b7ce"},
+ {file = "charset_normalizer-3.4.3-cp314-cp314-win_amd64.whl", hash = "sha256:73dc19b562516fc9bcf6e5d6e596df0b4eb98d87e4f79f3ae71840e6ed21361c"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:0f2be7e0cf7754b9a30eb01f4295cc3d4358a479843b31f328afd210e2c7598c"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c60e092517a73c632ec38e290eba714e9627abe9d301c8c8a12ec32c314a2a4b"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:252098c8c7a873e17dd696ed98bbe91dbacd571da4b87df3736768efa7a792e4"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3653fad4fe3ed447a596ae8638b437f827234f01a8cd801842e43f3d0a6b281b"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8999f965f922ae054125286faf9f11bc6932184b93011d138925a1773830bbe9"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:d95bfb53c211b57198bb91c46dd5a2d8018b3af446583aab40074bf7988401cb"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:5b413b0b1bfd94dbf4023ad6945889f374cd24e3f62de58d6bb102c4d9ae534a"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:b5e3b2d152e74e100a9e9573837aba24aab611d39428ded46f4e4022ea7d1942"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:a2d08ac246bb48479170408d6c19f6385fa743e7157d716e144cad849b2dd94b"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-win32.whl", hash = "sha256:ec557499516fc90fd374bf2e32349a2887a876fbf162c160e3c01b6849eaf557"},
+ {file = "charset_normalizer-3.4.3-cp38-cp38-win_amd64.whl", hash = "sha256:5d8d01eac18c423815ed4f4a2ec3b439d654e55ee4ad610e153cf02faf67ea40"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:70bfc5f2c318afece2f5838ea5e4c3febada0be750fcf4775641052bbba14d05"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:23b6b24d74478dc833444cbd927c338349d6ae852ba53a0d02a2de1fce45b96e"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:34a7f768e3f985abdb42841e20e17b330ad3aaf4bb7e7aeeb73db2e70f077b99"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fb731e5deb0c7ef82d698b0f4c5bb724633ee2a489401594c5c88b02e6cb15f7"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:257f26fed7d7ff59921b78244f3cd93ed2af1800ff048c33f624c87475819dd7"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:1ef99f0456d3d46a50945c98de1774da86f8e992ab5c77865ea8b8195341fc19"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:2c322db9c8c89009a990ef07c3bcc9f011a3269bc06782f916cd3d9eed7c9312"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:511729f456829ef86ac41ca78c63a5cb55240ed23b4b737faca0eb1abb1c41bc"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:88ab34806dea0671532d3f82d82b85e8fc23d7b2dd12fa837978dad9bb392a34"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-win32.whl", hash = "sha256:16a8770207946ac75703458e2c743631c79c59c5890c80011d536248f8eaa432"},
+ {file = "charset_normalizer-3.4.3-cp39-cp39-win_amd64.whl", hash = "sha256:d22dbedd33326a4a5190dd4fe9e9e693ef12160c77382d9e87919bce54f3d4ca"},
+ {file = "charset_normalizer-3.4.3-py3-none-any.whl", hash = "sha256:ce571ab16d890d23b5c278547ba694193a45011ff86a9162a71307ed9f86759a"},
+ {file = "charset_normalizer-3.4.3.tar.gz", hash = "sha256:6fce4b8500244f6fcb71465d4a4930d132ba9ab8e71a7859e6a5d59851068d14"},
+]
+
+[[package]]
+name = "check-wheel-contents"
+version = "0.6.3"
+description = "Check your wheels have the right contents"
+optional = false
+python-versions = ">=3.10"
+groups = ["dev"]
+files = [
+ {file = "check_wheel_contents-0.6.3-py3-none-any.whl", hash = "sha256:5ae39c8c434b972f0740d04610759168590713175aab584b012b1b84f6771874"},
+ {file = "check_wheel_contents-0.6.3.tar.gz", hash = "sha256:10e6939e2fe4e6ce1edf2ff6ec6157808677e80782e78021ae139dd88473a442"},
+]
+
+[package.dependencies]
+attrs = ">=18.1"
+click = ">=8.2,<8.2.2 || >8.2.2,<9.0"
+packaging = "*"
+pydantic = ">=2.0,<3.0"
+wheel-filename = ">=1.1,<2.0"
+
+[[package]]
+name = "click"
+version = "8.2.1"
+description = "Composable command line interface toolkit"
+optional = false
+python-versions = ">=3.10"
+groups = ["main", "dev"]
+files = [
+ {file = "click-8.2.1-py3-none-any.whl", hash = "sha256:61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b"},
+ {file = "click-8.2.1.tar.gz", hash = "sha256:27c491cc05d968d271d5a1db13e3b5a184636d9d930f148c50b038f0d0646202"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
+description = "Cross-platform colored terminal text."
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main", "dev"]
+files = [
+ {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
+ {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
+]
+markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\""}
+
+[[package]]
+name = "colour"
+version = "0.1.5"
+description = "converts and manipulates various color representation (HSL, RVB, web, X11, ...)"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+ {file = "colour-0.1.5-py2.py3-none-any.whl", hash = "sha256:33f6db9d564fadc16e59921a56999b79571160ce09916303d35346dddc17978c"},
+ {file = "colour-0.1.5.tar.gz", hash = "sha256:af20120fefd2afede8b001fbef2ea9da70ad7d49fafdb6489025dae8745c3aee"},
+]
+
+[package.extras]
+test = ["nose"]
+
+[[package]]
+name = "coverage"
+version = "7.10.5"
+description = "Code coverage measurement for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "coverage-7.10.5-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c6a5c3414bfc7451b879141ce772c546985163cf553f08e0f135f0699a911801"},
+ {file = "coverage-7.10.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:bc8e4d99ce82f1710cc3c125adc30fd1487d3cf6c2cd4994d78d68a47b16989a"},
+ {file = "coverage-7.10.5-cp310-cp310-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:02252dc1216e512a9311f596b3169fad54abcb13827a8d76d5630c798a50a754"},
+ {file = "coverage-7.10.5-cp310-cp310-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:73269df37883e02d460bee0cc16be90509faea1e3bd105d77360b512d5bb9c33"},
+ {file = "coverage-7.10.5-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f8a81b0614642f91c9effd53eec284f965577591f51f547a1cbeb32035b4c2f"},
+ {file = "coverage-7.10.5-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:6a29f8e0adb7f8c2b95fa2d4566a1d6e6722e0a637634c6563cb1ab844427dd9"},
+ {file = "coverage-7.10.5-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:fcf6ab569436b4a647d4e91accba12509ad9f2554bc93d3aee23cc596e7f99c3"},
+ {file = "coverage-7.10.5-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:90dc3d6fb222b194a5de60af8d190bedeeddcbc7add317e4a3cd333ee6b7c879"},
+ {file = "coverage-7.10.5-cp310-cp310-win32.whl", hash = "sha256:414a568cd545f9dc75f0686a0049393de8098414b58ea071e03395505b73d7a8"},
+ {file = "coverage-7.10.5-cp310-cp310-win_amd64.whl", hash = "sha256:e551f9d03347196271935fd3c0c165f0e8c049220280c1120de0084d65e9c7ff"},
+ {file = "coverage-7.10.5-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c177e6ffe2ebc7c410785307758ee21258aa8e8092b44d09a2da767834f075f2"},
+ {file = "coverage-7.10.5-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:14d6071c51ad0f703d6440827eaa46386169b5fdced42631d5a5ac419616046f"},
+ {file = "coverage-7.10.5-cp311-cp311-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:61f78c7c3bc272a410c5ae3fde7792b4ffb4acc03d35a7df73ca8978826bb7ab"},
+ {file = "coverage-7.10.5-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f39071caa126f69d63f99b324fb08c7b1da2ec28cbb1fe7b5b1799926492f65c"},
+ {file = "coverage-7.10.5-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:343a023193f04d46edc46b2616cdbee68c94dd10208ecd3adc56fcc54ef2baa1"},
+ {file = "coverage-7.10.5-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:585ffe93ae5894d1ebdee69fc0b0d4b7c75d8007983692fb300ac98eed146f78"},
+ {file = "coverage-7.10.5-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:b0ef4e66f006ed181df29b59921bd8fc7ed7cd6a9289295cd8b2824b49b570df"},
+ {file = "coverage-7.10.5-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:eb7b0bbf7cc1d0453b843eca7b5fa017874735bef9bfdfa4121373d2cc885ed6"},
+ {file = "coverage-7.10.5-cp311-cp311-win32.whl", hash = "sha256:1d043a8a06987cc0c98516e57c4d3fc2c1591364831e9deb59c9e1b4937e8caf"},
+ {file = "coverage-7.10.5-cp311-cp311-win_amd64.whl", hash = "sha256:fefafcca09c3ac56372ef64a40f5fe17c5592fab906e0fdffd09543f3012ba50"},
+ {file = "coverage-7.10.5-cp311-cp311-win_arm64.whl", hash = "sha256:7e78b767da8b5fc5b2faa69bb001edafcd6f3995b42a331c53ef9572c55ceb82"},
+ {file = "coverage-7.10.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:c2d05c7e73c60a4cecc7d9b60dbfd603b4ebc0adafaef371445b47d0f805c8a9"},
+ {file = "coverage-7.10.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:32ddaa3b2c509778ed5373b177eb2bf5662405493baeff52278a0b4f9415188b"},
+ {file = "coverage-7.10.5-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:dd382410039fe062097aa0292ab6335a3f1e7af7bba2ef8d27dcda484918f20c"},
+ {file = "coverage-7.10.5-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7fa22800f3908df31cea6fb230f20ac49e343515d968cc3a42b30d5c3ebf9b5a"},
+ {file = "coverage-7.10.5-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f366a57ac81f5e12797136552f5b7502fa053c861a009b91b80ed51f2ce651c6"},
+ {file = "coverage-7.10.5-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5f1dc8f1980a272ad4a6c84cba7981792344dad33bf5869361576b7aef42733a"},
+ {file = "coverage-7.10.5-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:2285c04ee8676f7938b02b4936d9b9b672064daab3187c20f73a55f3d70e6b4a"},
+ {file = "coverage-7.10.5-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c2492e4dd9daab63f5f56286f8a04c51323d237631eb98505d87e4c4ff19ec34"},
+ {file = "coverage-7.10.5-cp312-cp312-win32.whl", hash = "sha256:38a9109c4ee8135d5df5505384fc2f20287a47ccbe0b3f04c53c9a1989c2bbaf"},
+ {file = "coverage-7.10.5-cp312-cp312-win_amd64.whl", hash = "sha256:6b87f1ad60b30bc3c43c66afa7db6b22a3109902e28c5094957626a0143a001f"},
+ {file = "coverage-7.10.5-cp312-cp312-win_arm64.whl", hash = "sha256:672a6c1da5aea6c629819a0e1461e89d244f78d7b60c424ecf4f1f2556c041d8"},
+ {file = "coverage-7.10.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ef3b83594d933020f54cf65ea1f4405d1f4e41a009c46df629dd964fcb6e907c"},
+ {file = "coverage-7.10.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2b96bfdf7c0ea9faebce088a3ecb2382819da4fbc05c7b80040dbc428df6af44"},
+ {file = "coverage-7.10.5-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:63df1fdaffa42d914d5c4d293e838937638bf75c794cf20bee12978fc8c4e3bc"},
+ {file = "coverage-7.10.5-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8002dc6a049aac0e81ecec97abfb08c01ef0c1fbf962d0c98da3950ace89b869"},
+ {file = "coverage-7.10.5-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:63d4bb2966d6f5f705a6b0c6784c8969c468dbc4bcf9d9ded8bff1c7e092451f"},
+ {file = "coverage-7.10.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1f672efc0731a6846b157389b6e6d5d5e9e59d1d1a23a5c66a99fd58339914d5"},
+ {file = "coverage-7.10.5-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:3f39cef43d08049e8afc1fde4a5da8510fc6be843f8dea350ee46e2a26b2f54c"},
+ {file = "coverage-7.10.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:2968647e3ed5a6c019a419264386b013979ff1fb67dd11f5c9886c43d6a31fc2"},
+ {file = "coverage-7.10.5-cp313-cp313-win32.whl", hash = "sha256:0d511dda38595b2b6934c2b730a1fd57a3635c6aa2a04cb74714cdfdd53846f4"},
+ {file = "coverage-7.10.5-cp313-cp313-win_amd64.whl", hash = "sha256:9a86281794a393513cf117177fd39c796b3f8e3759bb2764259a2abba5cce54b"},
+ {file = "coverage-7.10.5-cp313-cp313-win_arm64.whl", hash = "sha256:cebd8e906eb98bb09c10d1feed16096700b1198d482267f8bf0474e63a7b8d84"},
+ {file = "coverage-7.10.5-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0520dff502da5e09d0d20781df74d8189ab334a1e40d5bafe2efaa4158e2d9e7"},
+ {file = "coverage-7.10.5-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:d9cd64aca68f503ed3f1f18c7c9174cbb797baba02ca8ab5112f9d1c0328cd4b"},
+ {file = "coverage-7.10.5-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:0913dd1613a33b13c4f84aa6e3f4198c1a21ee28ccb4f674985c1f22109f0aae"},
+ {file = "coverage-7.10.5-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:1b7181c0feeb06ed8a02da02792f42f829a7b29990fef52eff257fef0885d760"},
+ {file = "coverage-7.10.5-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:36d42b7396b605f774d4372dd9c49bed71cbabce4ae1ccd074d155709dd8f235"},
+ {file = "coverage-7.10.5-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:b4fdc777e05c4940b297bf47bf7eedd56a39a61dc23ba798e4b830d585486ca5"},
+ {file = "coverage-7.10.5-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:42144e8e346de44a6f1dbd0a56575dd8ab8dfa7e9007da02ea5b1c30ab33a7db"},
+ {file = "coverage-7.10.5-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:66c644cbd7aed8fe266d5917e2c9f65458a51cfe5eeff9c05f15b335f697066e"},
+ {file = "coverage-7.10.5-cp313-cp313t-win32.whl", hash = "sha256:2d1b73023854068c44b0c554578a4e1ef1b050ed07cf8b431549e624a29a66ee"},
+ {file = "coverage-7.10.5-cp313-cp313t-win_amd64.whl", hash = "sha256:54a1532c8a642d8cc0bd5a9a51f5a9dcc440294fd06e9dda55e743c5ec1a8f14"},
+ {file = "coverage-7.10.5-cp313-cp313t-win_arm64.whl", hash = "sha256:74d5b63fe3f5f5d372253a4ef92492c11a4305f3550631beaa432fc9df16fcff"},
+ {file = "coverage-7.10.5-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:68c5e0bc5f44f68053369fa0d94459c84548a77660a5f2561c5e5f1e3bed7031"},
+ {file = "coverage-7.10.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cf33134ffae93865e32e1e37df043bef15a5e857d8caebc0099d225c579b0fa3"},
+ {file = "coverage-7.10.5-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:ad8fa9d5193bafcf668231294241302b5e683a0518bf1e33a9a0dfb142ec3031"},
+ {file = "coverage-7.10.5-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:146fa1531973d38ab4b689bc764592fe6c2f913e7e80a39e7eeafd11f0ef6db2"},
+ {file = "coverage-7.10.5-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6013a37b8a4854c478d3219ee8bc2392dea51602dd0803a12d6f6182a0061762"},
+ {file = "coverage-7.10.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:eb90fe20db9c3d930fa2ad7a308207ab5b86bf6a76f54ab6a40be4012d88fcae"},
+ {file = "coverage-7.10.5-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:384b34482272e960c438703cafe63316dfbea124ac62006a455c8410bf2a2262"},
+ {file = "coverage-7.10.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:467dc74bd0a1a7de2bedf8deaf6811f43602cb532bd34d81ffd6038d6d8abe99"},
+ {file = "coverage-7.10.5-cp314-cp314-win32.whl", hash = "sha256:556d23d4e6393ca898b2e63a5bca91e9ac2d5fb13299ec286cd69a09a7187fde"},
+ {file = "coverage-7.10.5-cp314-cp314-win_amd64.whl", hash = "sha256:f4446a9547681533c8fa3e3c6cf62121eeee616e6a92bd9201c6edd91beffe13"},
+ {file = "coverage-7.10.5-cp314-cp314-win_arm64.whl", hash = "sha256:5e78bd9cf65da4c303bf663de0d73bf69f81e878bf72a94e9af67137c69b9fe9"},
+ {file = "coverage-7.10.5-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:5661bf987d91ec756a47c7e5df4fbcb949f39e32f9334ccd3f43233bbb65e508"},
+ {file = "coverage-7.10.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a46473129244db42a720439a26984f8c6f834762fc4573616c1f37f13994b357"},
+ {file = "coverage-7.10.5-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:1f64b8d3415d60f24b058b58d859e9512624bdfa57a2d1f8aff93c1ec45c429b"},
+ {file = "coverage-7.10.5-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:44d43de99a9d90b20e0163f9770542357f58860a26e24dc1d924643bd6aa7cb4"},
+ {file = "coverage-7.10.5-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a931a87e5ddb6b6404e65443b742cb1c14959622777f2a4efd81fba84f5d91ba"},
+ {file = "coverage-7.10.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f9559b906a100029274448f4c8b8b0a127daa4dade5661dfd821b8c188058842"},
+ {file = "coverage-7.10.5-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:b08801e25e3b4526ef9ced1aa29344131a8f5213c60c03c18fe4c6170ffa2874"},
+ {file = "coverage-7.10.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ed9749bb8eda35f8b636fb7632f1c62f735a236a5d4edadd8bbcc5ea0542e732"},
+ {file = "coverage-7.10.5-cp314-cp314t-win32.whl", hash = "sha256:609b60d123fc2cc63ccee6d17e4676699075db72d14ac3c107cc4976d516f2df"},
+ {file = "coverage-7.10.5-cp314-cp314t-win_amd64.whl", hash = "sha256:0666cf3d2c1626b5a3463fd5b05f5e21f99e6aec40a3192eee4d07a15970b07f"},
+ {file = "coverage-7.10.5-cp314-cp314t-win_arm64.whl", hash = "sha256:bc85eb2d35e760120540afddd3044a5bf69118a91a296a8b3940dfc4fdcfe1e2"},
+ {file = "coverage-7.10.5-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:62835c1b00c4a4ace24c1a88561a5a59b612fbb83a525d1c70ff5720c97c0610"},
+ {file = "coverage-7.10.5-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:5255b3bbcc1d32a4069d6403820ac8e6dbcc1d68cb28a60a1ebf17e47028e898"},
+ {file = "coverage-7.10.5-cp39-cp39-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:3876385722e335d6e991c430302c24251ef9c2a9701b2b390f5473199b1b8ebf"},
+ {file = "coverage-7.10.5-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8048ce4b149c93447a55d279078c8ae98b08a6951a3c4d2d7e87f4efc7bfe100"},
+ {file = "coverage-7.10.5-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4028e7558e268dd8bcf4d9484aad393cafa654c24b4885f6f9474bf53183a82a"},
+ {file = "coverage-7.10.5-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:03f47dc870eec0367fcdd603ca6a01517d2504e83dc18dbfafae37faec66129a"},
+ {file = "coverage-7.10.5-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:2d488d7d42b6ded7ea0704884f89dcabd2619505457de8fc9a6011c62106f6e5"},
+ {file = "coverage-7.10.5-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:b3dcf2ead47fa8be14224ee817dfc1df98043af568fe120a22f81c0eb3c34ad2"},
+ {file = "coverage-7.10.5-cp39-cp39-win32.whl", hash = "sha256:02650a11324b80057b8c9c29487020073d5e98a498f1857f37e3f9b6ea1b2426"},
+ {file = "coverage-7.10.5-cp39-cp39-win_amd64.whl", hash = "sha256:b45264dd450a10f9e03237b41a9a24e85cbb1e278e5a32adb1a303f58f0017f3"},
+ {file = "coverage-7.10.5-py3-none-any.whl", hash = "sha256:0be24d35e4db1d23d0db5c0f6a74a962e2ec83c426b5cac09f4234aadef38e4a"},
+ {file = "coverage-7.10.5.tar.gz", hash = "sha256:f2e57716a78bc3ae80b2207be0709a3b2b63b9f2dcf9740ee6ac03588a2015b6"},
+]
+
+[package.extras]
+toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
+
+[[package]]
+name = "deepdiff"
+version = "8.6.0"
+description = "Deep Difference and Search of any Python object/data. Recreate objects by adding adding deltas to each other."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "deepdiff-8.6.0-py3-none-any.whl", hash = "sha256:db80677a434ac1f84147fd1598e93f1beb06d467e107af45fcf77cf8a681169f"},
+ {file = "deepdiff-8.6.0.tar.gz", hash = "sha256:6197216c2d777c3106a9989055c230e25848e599b26dcbcdc66226bd8d7fe901"},
+]
+
+[package.dependencies]
+orderly-set = ">=5.4.1,<6"
+
+[package.extras]
+cli = ["click (>=8.1.0,<8.2.0)", "pyyaml (>=6.0.0,<6.1.0)"]
+coverage = ["coverage (>=7.6.0,<7.7.0)"]
+dev = ["bump2version (>=1.0.0,<1.1.0)", "ipdb (>=0.13.0,<0.14.0)", "jsonpickle (>=4.0.0,<4.1.0)", "nox (==2025.5.1)", "numpy (>=2.0,<3.0) ; python_version < \"3.10\"", "numpy (>=2.2.0,<2.3.0) ; python_version >= \"3.10\"", "orjson (>=3.10.0,<3.11.0)", "pandas (>=2.2.0,<2.3.0)", "polars (>=1.21.0,<1.22.0)", "python-dateutil (>=2.9.0,<2.10.0)", "tomli (>=2.2.0,<2.3.0)", "tomli-w (>=1.2.0,<1.3.0)", "uuid6 (==2025.0.1)"]
+docs = ["Sphinx (>=6.2.0,<6.3.0)", "sphinx-sitemap (>=2.6.0,<2.7.0)", "sphinxemoji (>=0.3.0,<0.4.0)"]
+optimize = ["orjson"]
+static = ["flake8 (>=7.1.0,<7.2.0)", "flake8-pyproject (>=1.2.3,<1.3.0)", "pydantic (>=2.10.0,<2.11.0)"]
+test = ["pytest (>=8.3.0,<8.4.0)", "pytest-benchmark (>=5.1.0,<5.2.0)", "pytest-cov (>=6.0.0,<6.1.0)", "python-dotenv (>=1.0.0,<1.1.0)"]
+
+[[package]]
+name = "drawsvg"
+version = "2.3.0"
+description = "A Python 3 library for programmatically generating SVG (vector) images and animations. Drawsvg can also render to PNG, MP4, and display your drawings in Jupyter notebook and Jupyter lab."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+ {file = "drawsvg-2.3.0-py3-none-any.whl", hash = "sha256:93ad2b465d0da0b98c4e2cde11b64ce0149e2f15f8cdc0bd8e68f8b30a2e0abf"},
+]
+
+[package.extras]
+all = ["cairoSVG (>=2.3,<3.0)", "imageio (>=2.5,<3.0)", "imageio-ffmpeg (>=0.4,<1.0)", "numpy (>=1.16,<2.0)", "pwkit (>=1.0,<2.0)"]
+color = ["numpy (>=1.16,<2.0)", "pwkit (>=1.0,<2.0)"]
+raster = ["cairoSVG (>=2.3,<3.0)", "imageio (>=2.5,<3.0)", "imageio-ffmpeg (>=0.4,<1.0)", "numpy (>=1.16,<2.0)"]
+
+[[package]]
+name = "et-xmlfile"
+version = "2.0.0"
+description = "An implementation of lxml.xmlfile for the standard library"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa"},
+ {file = "et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54"},
+]
+
+[[package]]
+name = "idna"
+version = "3.10"
+description = "Internationalized Domain Names in Applications (IDNA)"
+optional = false
+python-versions = ">=3.6"
+groups = ["main", "dev"]
+files = [
+ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+ {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+]
+
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
+[[package]]
+name = "iniconfig"
+version = "2.1.0"
+description = "brain-dead simple config-ini parsing"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
+ {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+]
+
+[[package]]
+name = "loguru"
+version = "0.7.2"
+description = "Python logging made (stupidly) simple"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+markers = "python_version >= \"3.12\""
+files = [
+ {file = "loguru-0.7.2-py3-none-any.whl", hash = "sha256:003d71e3d3ed35f0f8984898359d65b79e5b21943f78af86aa5491210429b8eb"},
+ {file = "loguru-0.7.2.tar.gz", hash = "sha256:e671a53522515f34fd406340ee968cb9ecafbc4b36c679da03c18fd8d0bd51ac"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
+win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+dev = ["Sphinx (==7.2.5) ; python_version >= \"3.9\"", "colorama (==0.4.5) ; python_version < \"3.8\"", "colorama (==0.4.6) ; python_version >= \"3.8\"", "exceptiongroup (==1.1.3) ; python_version >= \"3.7\" and python_version < \"3.11\"", "freezegun (==1.1.0) ; python_version < \"3.8\"", "freezegun (==1.2.2) ; python_version >= \"3.8\"", "mypy (==v0.910) ; python_version < \"3.6\"", "mypy (==v0.971) ; python_version == \"3.6\"", "mypy (==v1.4.1) ; python_version == \"3.7\"", "mypy (==v1.5.1) ; python_version >= \"3.8\"", "pre-commit (==3.4.0) ; python_version >= \"3.8\"", "pytest (==6.1.2) ; python_version < \"3.8\"", "pytest (==7.4.0) ; python_version >= \"3.8\"", "pytest-cov (==2.12.1) ; python_version < \"3.8\"", "pytest-cov (==4.1.0) ; python_version >= \"3.8\"", "pytest-mypy-plugins (==1.9.3) ; python_version >= \"3.6\" and python_version < \"3.8\"", "pytest-mypy-plugins (==3.0.0) ; python_version >= \"3.8\"", "sphinx-autobuild (==2021.3.14) ; python_version >= \"3.9\"", "sphinx-rtd-theme (==1.3.0) ; python_version >= \"3.9\"", "tox (==3.27.1) ; python_version < \"3.8\"", "tox (==4.11.0) ; python_version >= \"3.8\""]
+
+[[package]]
+name = "loguru"
+version = "0.7.3"
+description = "Python logging made (stupidly) simple"
+optional = false
+python-versions = "<4.0,>=3.5"
+groups = ["main"]
+markers = "python_version == \"3.11\""
+files = [
+ {file = "loguru-0.7.3-py3-none-any.whl", hash = "sha256:31a33c10c8e1e10422bfd431aeb5d351c7cf7fa671e3c4df004162264b28220c"},
+ {file = "loguru-0.7.3.tar.gz", hash = "sha256:19480589e77d47b8d85b2c827ad95d49bf31b0dcde16593892eb51dd18706eb6"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
+win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+dev = ["Sphinx (==8.1.3) ; python_version >= \"3.11\"", "build (==1.2.2) ; python_version >= \"3.11\"", "colorama (==0.4.5) ; python_version < \"3.8\"", "colorama (==0.4.6) ; python_version >= \"3.8\"", "exceptiongroup (==1.1.3) ; python_version >= \"3.7\" and python_version < \"3.11\"", "freezegun (==1.1.0) ; python_version < \"3.8\"", "freezegun (==1.5.0) ; python_version >= \"3.8\"", "mypy (==v0.910) ; python_version < \"3.6\"", "mypy (==v0.971) ; python_version == \"3.6\"", "mypy (==v1.13.0) ; python_version >= \"3.8\"", "mypy (==v1.4.1) ; python_version == \"3.7\"", "myst-parser (==4.0.0) ; python_version >= \"3.11\"", "pre-commit (==4.0.1) ; python_version >= \"3.9\"", "pytest (==6.1.2) ; python_version < \"3.8\"", "pytest (==8.3.2) ; python_version >= \"3.8\"", "pytest-cov (==2.12.1) ; python_version < \"3.8\"", "pytest-cov (==5.0.0) ; python_version == \"3.8\"", "pytest-cov (==6.0.0) ; python_version >= \"3.9\"", "pytest-mypy-plugins (==1.9.3) ; python_version >= \"3.6\" and python_version < \"3.8\"", "pytest-mypy-plugins (==3.1.0) ; python_version >= \"3.8\"", "sphinx-rtd-theme (==3.0.2) ; python_version >= \"3.11\"", "tox (==3.27.1) ; python_version < \"3.8\"", "tox (==4.23.2) ; python_version >= \"3.8\"", "twine (==6.0.1) ; python_version >= \"3.11\""]
+
+[[package]]
+name = "markdown"
+version = "3.8.2"
+description = "Python implementation of John Gruber's Markdown."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "markdown-3.8.2-py3-none-any.whl", hash = "sha256:5c83764dbd4e00bdd94d85a19b8d55ccca20fe35b2e678a1422b380324dd5f24"},
+ {file = "markdown-3.8.2.tar.gz", hash = "sha256:247b9a70dd12e27f67431ce62523e675b866d254f900c4fe75ce3dda62237c45"},
+]
+
+[package.extras]
+docs = ["mdx_gh_links (>=0.2)", "mkdocs (>=1.6)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
+testing = ["coverage", "pyyaml"]
+
+[[package]]
+name = "markdown-it-py"
+version = "4.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+files = [
+ {file = "markdown_it_py-4.0.0-py3-none-any.whl", hash = "sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147"},
+ {file = "markdown_it_py-4.0.0.tar.gz", hash = "sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3"},
+]
+
+[package.dependencies]
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "markdown-it-pyrs", "mistletoe (>=1.0,<2.0)", "mistune (>=3.0,<4.0)", "panflute (>=2.3,<3.0)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins (>=0.5.0)"]
+profiling = ["gprof2dot"]
+rtd = ["ipykernel", "jupyter_sphinx", "mdit-py-plugins (>=0.5.0)", "myst-parser", "pyyaml", "sphinx", "sphinx-book-theme (>=1.0,<2.0)", "sphinx-copybutton", "sphinx-design"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions", "requests"]
+
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+ {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
+
+[[package]]
+name = "numpy"
+version = "2.3.2"
+description = "Fundamental package for array computing in Python"
+optional = false
+python-versions = ">=3.11"
+groups = ["main"]
+files = [
+ {file = "numpy-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:852ae5bed3478b92f093e30f785c98e0cb62fa0a939ed057c31716e18a7a22b9"},
+ {file = "numpy-2.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7a0e27186e781a69959d0230dd9909b5e26024f8da10683bd6344baea1885168"},
+ {file = "numpy-2.3.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:f0a1a8476ad77a228e41619af2fa9505cf69df928e9aaa165746584ea17fed2b"},
+ {file = "numpy-2.3.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:cbc95b3813920145032412f7e33d12080f11dc776262df1712e1638207dde9e8"},
+ {file = "numpy-2.3.2-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f75018be4980a7324edc5930fe39aa391d5734531b1926968605416ff58c332d"},
+ {file = "numpy-2.3.2-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:20b8200721840f5621b7bd03f8dcd78de33ec522fc40dc2641aa09537df010c3"},
+ {file = "numpy-2.3.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:1f91e5c028504660d606340a084db4b216567ded1056ea2b4be4f9d10b67197f"},
+ {file = "numpy-2.3.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:fb1752a3bb9a3ad2d6b090b88a9a0ae1cd6f004ef95f75825e2f382c183b2097"},
+ {file = "numpy-2.3.2-cp311-cp311-win32.whl", hash = "sha256:4ae6863868aaee2f57503c7a5052b3a2807cf7a3914475e637a0ecd366ced220"},
+ {file = "numpy-2.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:240259d6564f1c65424bcd10f435145a7644a65a6811cfc3201c4a429ba79170"},
+ {file = "numpy-2.3.2-cp311-cp311-win_arm64.whl", hash = "sha256:4209f874d45f921bde2cff1ffcd8a3695f545ad2ffbef6d3d3c6768162efab89"},
+ {file = "numpy-2.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bc3186bea41fae9d8e90c2b4fb5f0a1f5a690682da79b92574d63f56b529080b"},
+ {file = "numpy-2.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2f4f0215edb189048a3c03bd5b19345bdfa7b45a7a6f72ae5945d2a28272727f"},
+ {file = "numpy-2.3.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:8b1224a734cd509f70816455c3cffe13a4f599b1bf7130f913ba0e2c0b2006c0"},
+ {file = "numpy-2.3.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:3dcf02866b977a38ba3ec10215220609ab9667378a9e2150615673f3ffd6c73b"},
+ {file = "numpy-2.3.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:572d5512df5470f50ada8d1972c5f1082d9a0b7aa5944db8084077570cf98370"},
+ {file = "numpy-2.3.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8145dd6d10df13c559d1e4314df29695613575183fa2e2d11fac4c208c8a1f73"},
+ {file = "numpy-2.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:103ea7063fa624af04a791c39f97070bf93b96d7af7eb23530cd087dc8dbe9dc"},
+ {file = "numpy-2.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fc927d7f289d14f5e037be917539620603294454130b6de200091e23d27dc9be"},
+ {file = "numpy-2.3.2-cp312-cp312-win32.whl", hash = "sha256:d95f59afe7f808c103be692175008bab926b59309ade3e6d25009e9a171f7036"},
+ {file = "numpy-2.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:9e196ade2400c0c737d93465327d1ae7c06c7cb8a1756121ebf54b06ca183c7f"},
+ {file = "numpy-2.3.2-cp312-cp312-win_arm64.whl", hash = "sha256:ee807923782faaf60d0d7331f5e86da7d5e3079e28b291973c545476c2b00d07"},
+ {file = "numpy-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c8d9727f5316a256425892b043736d63e89ed15bbfe6556c5ff4d9d4448ff3b3"},
+ {file = "numpy-2.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:efc81393f25f14d11c9d161e46e6ee348637c0a1e8a54bf9dedc472a3fae993b"},
+ {file = "numpy-2.3.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:dd937f088a2df683cbb79dda9a772b62a3e5a8a7e76690612c2737f38c6ef1b6"},
+ {file = "numpy-2.3.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:11e58218c0c46c80509186e460d79fbdc9ca1eb8d8aee39d8f2dc768eb781089"},
+ {file = "numpy-2.3.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5ad4ebcb683a1f99f4f392cc522ee20a18b2bb12a2c1c42c3d48d5a1adc9d3d2"},
+ {file = "numpy-2.3.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:938065908d1d869c7d75d8ec45f735a034771c6ea07088867f713d1cd3bbbe4f"},
+ {file = "numpy-2.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:66459dccc65d8ec98cc7df61307b64bf9e08101f9598755d42d8ae65d9a7a6ee"},
+ {file = "numpy-2.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a7af9ed2aa9ec5950daf05bb11abc4076a108bd3c7db9aa7251d5f107079b6a6"},
+ {file = "numpy-2.3.2-cp313-cp313-win32.whl", hash = "sha256:906a30249315f9c8e17b085cc5f87d3f369b35fedd0051d4a84686967bdbbd0b"},
+ {file = "numpy-2.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:c63d95dc9d67b676e9108fe0d2182987ccb0f11933c1e8959f42fa0da8d4fa56"},
+ {file = "numpy-2.3.2-cp313-cp313-win_arm64.whl", hash = "sha256:b05a89f2fb84d21235f93de47129dd4f11c16f64c87c33f5e284e6a3a54e43f2"},
+ {file = "numpy-2.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4e6ecfeddfa83b02318f4d84acf15fbdbf9ded18e46989a15a8b6995dfbf85ab"},
+ {file = "numpy-2.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:508b0eada3eded10a3b55725b40806a4b855961040180028f52580c4729916a2"},
+ {file = "numpy-2.3.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:754d6755d9a7588bdc6ac47dc4ee97867271b17cee39cb87aef079574366db0a"},
+ {file = "numpy-2.3.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:a9f66e7d2b2d7712410d3bc5684149040ef5f19856f20277cd17ea83e5006286"},
+ {file = "numpy-2.3.2-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de6ea4e5a65d5a90c7d286ddff2b87f3f4ad61faa3db8dabe936b34c2275b6f8"},
+ {file = "numpy-2.3.2-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3ef07ec8cbc8fc9e369c8dcd52019510c12da4de81367d8b20bc692aa07573a"},
+ {file = "numpy-2.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:27c9f90e7481275c7800dc9c24b7cc40ace3fdb970ae4d21eaff983a32f70c91"},
+ {file = "numpy-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:07b62978075b67eee4065b166d000d457c82a1efe726cce608b9db9dd66a73a5"},
+ {file = "numpy-2.3.2-cp313-cp313t-win32.whl", hash = "sha256:c771cfac34a4f2c0de8e8c97312d07d64fd8f8ed45bc9f5726a7e947270152b5"},
+ {file = "numpy-2.3.2-cp313-cp313t-win_amd64.whl", hash = "sha256:72dbebb2dcc8305c431b2836bcc66af967df91be793d63a24e3d9b741374c450"},
+ {file = "numpy-2.3.2-cp313-cp313t-win_arm64.whl", hash = "sha256:72c6df2267e926a6d5286b0a6d556ebe49eae261062059317837fda12ddf0c1a"},
+ {file = "numpy-2.3.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:448a66d052d0cf14ce9865d159bfc403282c9bc7bb2a31b03cc18b651eca8b1a"},
+ {file = "numpy-2.3.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:546aaf78e81b4081b2eba1d105c3b34064783027a06b3ab20b6eba21fb64132b"},
+ {file = "numpy-2.3.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:87c930d52f45df092f7578889711a0768094debf73cfcde105e2d66954358125"},
+ {file = "numpy-2.3.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:8dc082ea901a62edb8f59713c6a7e28a85daddcb67454c839de57656478f5b19"},
+ {file = "numpy-2.3.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:af58de8745f7fa9ca1c0c7c943616c6fe28e75d0c81f5c295810e3c83b5be92f"},
+ {file = "numpy-2.3.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fed5527c4cf10f16c6d0b6bee1f89958bccb0ad2522c8cadc2efd318bcd545f5"},
+ {file = "numpy-2.3.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:095737ed986e00393ec18ec0b21b47c22889ae4b0cd2d5e88342e08b01141f58"},
+ {file = "numpy-2.3.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b5e40e80299607f597e1a8a247ff8d71d79c5b52baa11cc1cce30aa92d2da6e0"},
+ {file = "numpy-2.3.2-cp314-cp314-win32.whl", hash = "sha256:7d6e390423cc1f76e1b8108c9b6889d20a7a1f59d9a60cac4a050fa734d6c1e2"},
+ {file = "numpy-2.3.2-cp314-cp314-win_amd64.whl", hash = "sha256:b9d0878b21e3918d76d2209c924ebb272340da1fb51abc00f986c258cd5e957b"},
+ {file = "numpy-2.3.2-cp314-cp314-win_arm64.whl", hash = "sha256:2738534837c6a1d0c39340a190177d7d66fdf432894f469728da901f8f6dc910"},
+ {file = "numpy-2.3.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:4d002ecf7c9b53240be3bb69d80f86ddbd34078bae04d87be81c1f58466f264e"},
+ {file = "numpy-2.3.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:293b2192c6bcce487dbc6326de5853787f870aeb6c43f8f9c6496db5b1781e45"},
+ {file = "numpy-2.3.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0a4f2021a6da53a0d580d6ef5db29947025ae8b35b3250141805ea9a32bbe86b"},
+ {file = "numpy-2.3.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9c144440db4bf3bb6372d2c3e49834cc0ff7bb4c24975ab33e01199e645416f2"},
+ {file = "numpy-2.3.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f92d6c2a8535dc4fe4419562294ff957f83a16ebdec66df0805e473ffaad8bd0"},
+ {file = "numpy-2.3.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cefc2219baa48e468e3db7e706305fcd0c095534a192a08f31e98d83a7d45fb0"},
+ {file = "numpy-2.3.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:76c3e9501ceb50b2ff3824c3589d5d1ab4ac857b0ee3f8f49629d0de55ecf7c2"},
+ {file = "numpy-2.3.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:122bf5ed9a0221b3419672493878ba4967121514b1d7d4656a7580cd11dddcbf"},
+ {file = "numpy-2.3.2-cp314-cp314t-win32.whl", hash = "sha256:6f1ae3dcb840edccc45af496f312528c15b1f79ac318169d094e85e4bb35fdf1"},
+ {file = "numpy-2.3.2-cp314-cp314t-win_amd64.whl", hash = "sha256:087ffc25890d89a43536f75c5fe8770922008758e8eeeef61733957041ed2f9b"},
+ {file = "numpy-2.3.2-cp314-cp314t-win_arm64.whl", hash = "sha256:092aeb3449833ea9c0bf0089d70c29ae480685dd2377ec9cdbbb620257f84631"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:14a91ebac98813a49bc6aa1a0dfc09513dcec1d97eaf31ca21a87221a1cdcb15"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:71669b5daae692189540cffc4c439468d35a3f84f0c88b078ecd94337f6cb0ec"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:69779198d9caee6e547adb933941ed7520f896fd9656834c300bdf4dd8642712"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:2c3271cc4097beb5a60f010bcc1cc204b300bb3eafb4399376418a83a1c6373c"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8446acd11fe3dc1830568c941d44449fd5cb83068e5c70bd5a470d323d448296"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aa098a5ab53fa407fded5870865c6275a5cd4101cfdef8d6fafc48286a96e981"},
+ {file = "numpy-2.3.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619"},
+ {file = "numpy-2.3.2.tar.gz", hash = "sha256:e0486a11ec30cdecb53f184d496d1c6a20786c81e55e41640270130056f8ee48"},
+]
+
+[[package]]
+name = "openpyxl"
+version = "3.1.5"
+description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2"},
+ {file = "openpyxl-3.1.5.tar.gz", hash = "sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050"},
+]
+
+[package.dependencies]
+et-xmlfile = "*"
+
+[[package]]
+name = "orderly-set"
+version = "5.5.0"
+description = "Orderly set"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "orderly_set-5.5.0-py3-none-any.whl", hash = "sha256:46f0b801948e98f427b412fcabb831677194c05c3b699b80de260374baa0b1e7"},
+ {file = "orderly_set-5.5.0.tar.gz", hash = "sha256:e87185c8e4d8afa64e7f8160ee2c542a475b738bc891dc3f58102e654125e6ce"},
+]
+
+[package.extras]
+coverage = ["coverage (>=7.6.0,<7.7.0)"]
+dev = ["bump2version (>=1.0.0,<1.1.0)", "ipdb (>=0.13.0,<0.14.0)"]
+optimize = ["orjson"]
+static = ["flake8 (>=7.1.0,<7.2.0)", "flake8-pyproject (>=1.2.3,<1.3.0)"]
+test = ["pytest (>=8.3.0,<8.4.0)", "pytest-benchmark (>=5.1.0,<5.2.0)", "pytest-cov (>=6.0.0,<6.1.0)", "python-dotenv (>=1.0.0,<1.1.0)"]
+
+[[package]]
+name = "packaging"
+version = "25.0"
+description = "Core utilities for Python packages"
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+ {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
+ {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
+]
+
+[[package]]
+name = "pandas"
+version = "2.3.2"
+description = "Powerful data structures for data analysis, time series, and statistics"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "pandas-2.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:52bc29a946304c360561974c6542d1dd628ddafa69134a7131fdfd6a5d7a1a35"},
+ {file = "pandas-2.3.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:220cc5c35ffaa764dd5bb17cf42df283b5cb7fdf49e10a7b053a06c9cb48ee2b"},
+ {file = "pandas-2.3.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:42c05e15111221384019897df20c6fe893b2f697d03c811ee67ec9e0bb5a3424"},
+ {file = "pandas-2.3.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cc03acc273c5515ab69f898df99d9d4f12c4d70dbfc24c3acc6203751d0804cf"},
+ {file = "pandas-2.3.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:d25c20a03e8870f6339bcf67281b946bd20b86f1a544ebbebb87e66a8d642cba"},
+ {file = "pandas-2.3.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:21bb612d148bb5860b7eb2c10faacf1a810799245afd342cf297d7551513fbb6"},
+ {file = "pandas-2.3.2-cp310-cp310-win_amd64.whl", hash = "sha256:b62d586eb25cb8cb70a5746a378fc3194cb7f11ea77170d59f889f5dfe3cec7a"},
+ {file = "pandas-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1333e9c299adcbb68ee89a9bb568fc3f20f9cbb419f1dd5225071e6cddb2a743"},
+ {file = "pandas-2.3.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:76972bcbd7de8e91ad5f0ca884a9f2c477a2125354af624e022c49e5bd0dfff4"},
+ {file = "pandas-2.3.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b98bdd7c456a05eef7cd21fd6b29e3ca243591fe531c62be94a2cc987efb5ac2"},
+ {file = "pandas-2.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1d81573b3f7db40d020983f78721e9bfc425f411e616ef019a10ebf597aedb2e"},
+ {file = "pandas-2.3.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e190b738675a73b581736cc8ec71ae113d6c3768d0bd18bffa5b9a0927b0b6ea"},
+ {file = "pandas-2.3.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c253828cb08f47488d60f43c5fc95114c771bbfff085da54bfc79cb4f9e3a372"},
+ {file = "pandas-2.3.2-cp311-cp311-win_amd64.whl", hash = "sha256:9467697b8083f9667b212633ad6aa4ab32436dcbaf4cd57325debb0ddef2012f"},
+ {file = "pandas-2.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3fbb977f802156e7a3f829e9d1d5398f6192375a3e2d1a9ee0803e35fe70a2b9"},
+ {file = "pandas-2.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1b9b52693123dd234b7c985c68b709b0b009f4521000d0525f2b95c22f15944b"},
+ {file = "pandas-2.3.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0bd281310d4f412733f319a5bc552f86d62cddc5f51d2e392c8787335c994175"},
+ {file = "pandas-2.3.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96d31a6b4354e3b9b8a2c848af75d31da390657e3ac6f30c05c82068b9ed79b9"},
+ {file = "pandas-2.3.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:df4df0b9d02bb873a106971bb85d448378ef14b86ba96f035f50bbd3688456b4"},
+ {file = "pandas-2.3.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:213a5adf93d020b74327cb2c1b842884dbdd37f895f42dcc2f09d451d949f811"},
+ {file = "pandas-2.3.2-cp312-cp312-win_amd64.whl", hash = "sha256:8c13b81a9347eb8c7548f53fd9a4f08d4dfe996836543f805c987bafa03317ae"},
+ {file = "pandas-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0c6ecbac99a354a051ef21c5307601093cb9e0f4b1855984a084bfec9302699e"},
+ {file = "pandas-2.3.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c6f048aa0fd080d6a06cc7e7537c09b53be6642d330ac6f54a600c3ace857ee9"},
+ {file = "pandas-2.3.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0064187b80a5be6f2f9c9d6bdde29372468751dfa89f4211a3c5871854cfbf7a"},
+ {file = "pandas-2.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4ac8c320bded4718b298281339c1a50fb00a6ba78cb2a63521c39bec95b0209b"},
+ {file = "pandas-2.3.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:114c2fe4f4328cf98ce5716d1532f3ab79c5919f95a9cfee81d9140064a2e4d6"},
+ {file = "pandas-2.3.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:48fa91c4dfb3b2b9bfdb5c24cd3567575f4e13f9636810462ffed8925352be5a"},
+ {file = "pandas-2.3.2-cp313-cp313-win_amd64.whl", hash = "sha256:12d039facec710f7ba305786837d0225a3444af7bbd9c15c32ca2d40d157ed8b"},
+ {file = "pandas-2.3.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:c624b615ce97864eb588779ed4046186f967374185c047070545253a52ab2d57"},
+ {file = "pandas-2.3.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:0cee69d583b9b128823d9514171cabb6861e09409af805b54459bd0c821a35c2"},
+ {file = "pandas-2.3.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2319656ed81124982900b4c37f0e0c58c015af9a7bbc62342ba5ad07ace82ba9"},
+ {file = "pandas-2.3.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b37205ad6f00d52f16b6d09f406434ba928c1a1966e2771006a9033c736d30d2"},
+ {file = "pandas-2.3.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:837248b4fc3a9b83b9c6214699a13f069dc13510a6a6d7f9ba33145d2841a012"},
+ {file = "pandas-2.3.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d2c3554bd31b731cd6490d94a28f3abb8dd770634a9e06eb6d2911b9827db370"},
+ {file = "pandas-2.3.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:88080a0ff8a55eac9c84e3ff3c7665b3b5476c6fbc484775ca1910ce1c3e0b87"},
+ {file = "pandas-2.3.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:d4a558c7620340a0931828d8065688b3cc5b4c8eb674bcaf33d18ff4a6870b4a"},
+ {file = "pandas-2.3.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:45178cf09d1858a1509dc73ec261bf5b25a625a389b65be2e47b559905f0ab6a"},
+ {file = "pandas-2.3.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:77cefe00e1b210f9c76c697fedd8fdb8d3dd86563e9c8adc9fa72b90f5e9e4c2"},
+ {file = "pandas-2.3.2-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:13bd629c653856f00c53dc495191baa59bcafbbf54860a46ecc50d3a88421a96"},
+ {file = "pandas-2.3.2-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:36d627906fd44b5fd63c943264e11e96e923f8de77d6016dc2f667b9ad193438"},
+ {file = "pandas-2.3.2-cp39-cp39-win_amd64.whl", hash = "sha256:a9d7ec92d71a420185dec44909c32e9a362248c4ae2238234b76d5be37f208cc"},
+ {file = "pandas-2.3.2.tar.gz", hash = "sha256:ab7b58f8f82706890924ccdfb5f48002b83d2b5a3845976a9fb705d36c34dcdb"},
+]
+
+[package.dependencies]
+numpy = [
+ {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+ {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+]
+python-dateutil = ">=2.8.2"
+pytz = ">=2020.1"
+tzdata = ">=2022.7"
+
+[package.extras]
+all = ["PyQt5 (>=5.15.9)", "SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)", "beautifulsoup4 (>=4.11.2)", "bottleneck (>=1.3.6)", "dataframe-api-compat (>=0.1.7)", "fastparquet (>=2022.12.0)", "fsspec (>=2022.11.0)", "gcsfs (>=2022.11.0)", "html5lib (>=1.1)", "hypothesis (>=6.46.1)", "jinja2 (>=3.1.2)", "lxml (>=4.9.2)", "matplotlib (>=3.6.3)", "numba (>=0.56.4)", "numexpr (>=2.8.4)", "odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "pandas-gbq (>=0.19.0)", "psycopg2 (>=2.9.6)", "pyarrow (>=10.0.1)", "pymysql (>=1.0.2)", "pyreadstat (>=1.2.0)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "qtpy (>=2.3.0)", "s3fs (>=2022.11.0)", "scipy (>=1.10.0)", "tables (>=3.8.0)", "tabulate (>=0.9.0)", "xarray (>=2022.12.0)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)", "zstandard (>=0.19.0)"]
+aws = ["s3fs (>=2022.11.0)"]
+clipboard = ["PyQt5 (>=5.15.9)", "qtpy (>=2.3.0)"]
+compression = ["zstandard (>=0.19.0)"]
+computation = ["scipy (>=1.10.0)", "xarray (>=2022.12.0)"]
+consortium-standard = ["dataframe-api-compat (>=0.1.7)"]
+excel = ["odfpy (>=1.4.1)", "openpyxl (>=3.1.0)", "python-calamine (>=0.1.7)", "pyxlsb (>=1.0.10)", "xlrd (>=2.0.1)", "xlsxwriter (>=3.0.5)"]
+feather = ["pyarrow (>=10.0.1)"]
+fss = ["fsspec (>=2022.11.0)"]
+gcp = ["gcsfs (>=2022.11.0)", "pandas-gbq (>=0.19.0)"]
+hdf5 = ["tables (>=3.8.0)"]
+html = ["beautifulsoup4 (>=4.11.2)", "html5lib (>=1.1)", "lxml (>=4.9.2)"]
+mysql = ["SQLAlchemy (>=2.0.0)", "pymysql (>=1.0.2)"]
+output-formatting = ["jinja2 (>=3.1.2)", "tabulate (>=0.9.0)"]
+parquet = ["pyarrow (>=10.0.1)"]
+performance = ["bottleneck (>=1.3.6)", "numba (>=0.56.4)", "numexpr (>=2.8.4)"]
+plot = ["matplotlib (>=3.6.3)"]
+postgresql = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "psycopg2 (>=2.9.6)"]
+pyarrow = ["pyarrow (>=10.0.1)"]
+spss = ["pyreadstat (>=1.2.0)"]
+sql-other = ["SQLAlchemy (>=2.0.0)", "adbc-driver-postgresql (>=0.8.0)", "adbc-driver-sqlite (>=0.8.0)"]
+test = ["hypothesis (>=6.46.1)", "pytest (>=7.3.2)", "pytest-xdist (>=2.2.0)"]
+xml = ["lxml (>=4.9.2)"]
+
+[[package]]
+name = "pillow"
+version = "11.3.0"
+description = "Python Imaging Library (Fork)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"},
+ {file = "pillow-11.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad"},
+ {file = "pillow-11.3.0-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7107195ddc914f656c7fc8e4a5e1c25f32e9236ea3ea860f257b0436011fddd0"},
+ {file = "pillow-11.3.0-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cc3e831b563b3114baac7ec2ee86819eb03caa1a2cef0b481a5675b59c4fe23b"},
+ {file = "pillow-11.3.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f1f182ebd2303acf8c380a54f615ec883322593320a9b00438eb842c1f37ae50"},
+ {file = "pillow-11.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4445fa62e15936a028672fd48c4c11a66d641d2c05726c7ec1f8ba6a572036ae"},
+ {file = "pillow-11.3.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:71f511f6b3b91dd543282477be45a033e4845a40278fa8dcdbfdb07109bf18f9"},
+ {file = "pillow-11.3.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:040a5b691b0713e1f6cbe222e0f4f74cd233421e105850ae3b3c0ceda520f42e"},
+ {file = "pillow-11.3.0-cp310-cp310-win32.whl", hash = "sha256:89bd777bc6624fe4115e9fac3352c79ed60f3bb18651420635f26e643e3dd1f6"},
+ {file = "pillow-11.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:19d2ff547c75b8e3ff46f4d9ef969a06c30ab2d4263a9e287733aa8b2429ce8f"},
+ {file = "pillow-11.3.0-cp310-cp310-win_arm64.whl", hash = "sha256:819931d25e57b513242859ce1876c58c59dc31587847bf74cfe06b2e0cb22d2f"},
+ {file = "pillow-11.3.0-cp311-cp311-macosx_10_10_x86_64.whl", hash = "sha256:1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722"},
+ {file = "pillow-11.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288"},
+ {file = "pillow-11.3.0-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:7d1aa4de119a0ecac0a34a9c8bde33f34022e2e8f99104e47a3ca392fd60e37d"},
+ {file = "pillow-11.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:91da1d88226663594e3f6b4b8c3c8d85bd504117d043740a8e0ec449087cc494"},
+ {file = "pillow-11.3.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:643f189248837533073c405ec2f0bb250ba54598cf80e8c1e043381a60632f58"},
+ {file = "pillow-11.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f"},
+ {file = "pillow-11.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:cd8ff254faf15591e724dc7c4ddb6bf4793efcbe13802a4ae3e863cd300b493e"},
+ {file = "pillow-11.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:932c754c2d51ad2b2271fd01c3d121daaa35e27efae2a616f77bf164bc0b3e94"},
+ {file = "pillow-11.3.0-cp311-cp311-win32.whl", hash = "sha256:b4b8f3efc8d530a1544e5962bd6b403d5f7fe8b9e08227c6b255f98ad82b4ba0"},
+ {file = "pillow-11.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac"},
+ {file = "pillow-11.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:30807c931ff7c095620fe04448e2c2fc673fcbb1ffe2a7da3fb39613489b1ddd"},
+ {file = "pillow-11.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fdae223722da47b024b867c1ea0be64e0df702c5e0a60e27daad39bf960dd1e4"},
+ {file = "pillow-11.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:921bd305b10e82b4d1f5e802b6850677f965d8394203d182f078873851dada69"},
+ {file = "pillow-11.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:eb76541cba2f958032d79d143b98a3a6b3ea87f0959bbe256c0b5e416599fd5d"},
+ {file = "pillow-11.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:67172f2944ebba3d4a7b54f2e95c786a3a50c21b88456329314caaa28cda70f6"},
+ {file = "pillow-11.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:97f07ed9f56a3b9b5f49d3661dc9607484e85c67e27f3e8be2c7d28ca032fec7"},
+ {file = "pillow-11.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:676b2815362456b5b3216b4fd5bd89d362100dc6f4945154ff172e206a22c024"},
+ {file = "pillow-11.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3e184b2f26ff146363dd07bde8b711833d7b0202e27d13540bfe2e35a323a809"},
+ {file = "pillow-11.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6be31e3fc9a621e071bc17bb7de63b85cbe0bfae91bb0363c893cbe67247780d"},
+ {file = "pillow-11.3.0-cp312-cp312-win32.whl", hash = "sha256:7b161756381f0918e05e7cb8a371fff367e807770f8fe92ecb20d905d0e1c149"},
+ {file = "pillow-11.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a6444696fce635783440b7f7a9fc24b3ad10a9ea3f0ab66c5905be1c19ccf17d"},
+ {file = "pillow-11.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:2aceea54f957dd4448264f9bf40875da0415c83eb85f55069d89c0ed436e3542"},
+ {file = "pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:1c627742b539bba4309df89171356fcb3cc5a9178355b2727d1b74a6cf155fbd"},
+ {file = "pillow-11.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:30b7c02f3899d10f13d7a48163c8969e4e653f8b43416d23d13d1bbfdc93b9f8"},
+ {file = "pillow-11.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:7859a4cc7c9295f5838015d8cc0a9c215b77e43d07a25e460f35cf516df8626f"},
+ {file = "pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c"},
+ {file = "pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd"},
+ {file = "pillow-11.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:2d6fcc902a24ac74495df63faad1884282239265c6839a0a6416d33faedfae7e"},
+ {file = "pillow-11.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f0f5d8f4a08090c6d6d578351a2b91acf519a54986c055af27e7a93feae6d3f1"},
+ {file = "pillow-11.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c37d8ba9411d6003bba9e518db0db0c58a680ab9fe5179f040b0463644bc9805"},
+ {file = "pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8"},
+ {file = "pillow-11.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:023f6d2d11784a465f09fd09a34b150ea4672e85fb3d05931d89f373ab14abb2"},
+ {file = "pillow-11.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:45dfc51ac5975b938e9809451c51734124e73b04d0f0ac621649821a63852e7b"},
+ {file = "pillow-11.3.0-cp313-cp313-win32.whl", hash = "sha256:a4d336baed65d50d37b88ca5b60c0fa9d81e3a87d4a7930d3880d1624d5b31f3"},
+ {file = "pillow-11.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51"},
+ {file = "pillow-11.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:1904e1264881f682f02b7f8167935cce37bc97db457f8e7849dc3a6a52b99580"},
+ {file = "pillow-11.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4c834a3921375c48ee6b9624061076bc0a32a60b5532b322cc0ea64e639dd50e"},
+ {file = "pillow-11.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:5e05688ccef30ea69b9317a9ead994b93975104a677a36a8ed8106be9260aa6d"},
+ {file = "pillow-11.3.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1019b04af07fc0163e2810167918cb5add8d74674b6267616021ab558dc98ced"},
+ {file = "pillow-11.3.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f944255db153ebb2b19c51fe85dd99ef0ce494123f21b9db4877ffdfc5590c7c"},
+ {file = "pillow-11.3.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1f85acb69adf2aaee8b7da124efebbdb959a104db34d3a2cb0f3793dbae422a8"},
+ {file = "pillow-11.3.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:05f6ecbeff5005399bb48d198f098a9b4b6bdf27b8487c7f38ca16eeb070cd59"},
+ {file = "pillow-11.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a7bc6e6fd0395bc052f16b1a8670859964dbd7003bd0af2ff08342eb6e442cfe"},
+ {file = "pillow-11.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83e1b0161c9d148125083a35c1c5a89db5b7054834fd4387499e06552035236c"},
+ {file = "pillow-11.3.0-cp313-cp313t-win32.whl", hash = "sha256:2a3117c06b8fb646639dce83694f2f9eac405472713fcb1ae887469c0d4f6788"},
+ {file = "pillow-11.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:857844335c95bea93fb39e0fa2726b4d9d758850b34075a7e3ff4f4fa3aa3b31"},
+ {file = "pillow-11.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:8797edc41f3e8536ae4b10897ee2f637235c94f27404cac7297f7b607dd0716e"},
+ {file = "pillow-11.3.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:d9da3df5f9ea2a89b81bb6087177fb1f4d1c7146d583a3fe5c672c0d94e55e12"},
+ {file = "pillow-11.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0b275ff9b04df7b640c59ec5a3cb113eefd3795a8df80bac69646ef699c6981a"},
+ {file = "pillow-11.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0743841cabd3dba6a83f38a92672cccbd69af56e3e91777b0ee7f4dba4385632"},
+ {file = "pillow-11.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2465a69cf967b8b49ee1b96d76718cd98c4e925414ead59fdf75cf0fd07df673"},
+ {file = "pillow-11.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41742638139424703b4d01665b807c6468e23e699e8e90cffefe291c5832b027"},
+ {file = "pillow-11.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:93efb0b4de7e340d99057415c749175e24c8864302369e05914682ba642e5d77"},
+ {file = "pillow-11.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7966e38dcd0fa11ca390aed7c6f20454443581d758242023cf36fcb319b1a874"},
+ {file = "pillow-11.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:98a9afa7b9007c67ed84c57c9e0ad86a6000da96eaa638e4f8abe5b65ff83f0a"},
+ {file = "pillow-11.3.0-cp314-cp314-win32.whl", hash = "sha256:02a723e6bf909e7cea0dac1b0e0310be9d7650cd66222a5f1c571455c0a45214"},
+ {file = "pillow-11.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:a418486160228f64dd9e9efcd132679b7a02a5f22c982c78b6fc7dab3fefb635"},
+ {file = "pillow-11.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:155658efb5e044669c08896c0c44231c5e9abcaadbc5cd3648df2f7c0b96b9a6"},
+ {file = "pillow-11.3.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:59a03cdf019efbfeeed910bf79c7c93255c3d54bc45898ac2a4140071b02b4ae"},
+ {file = "pillow-11.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f8a5827f84d973d8636e9dc5764af4f0cf2318d26744b3d902931701b0d46653"},
+ {file = "pillow-11.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ee92f2fd10f4adc4b43d07ec5e779932b4eb3dbfbc34790ada5a6669bc095aa6"},
+ {file = "pillow-11.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c96d333dcf42d01f47b37e0979b6bd73ec91eae18614864622d9b87bbd5bbf36"},
+ {file = "pillow-11.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4c96f993ab8c98460cd0c001447bff6194403e8b1d7e149ade5f00594918128b"},
+ {file = "pillow-11.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:41342b64afeba938edb034d122b2dda5db2139b9a4af999729ba8818e0056477"},
+ {file = "pillow-11.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:068d9c39a2d1b358eb9f245ce7ab1b5c3246c7c8c7d9ba58cfa5b43146c06e50"},
+ {file = "pillow-11.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a1bc6ba083b145187f648b667e05a2534ecc4b9f2784c2cbe3089e44868f2b9b"},
+ {file = "pillow-11.3.0-cp314-cp314t-win32.whl", hash = "sha256:118ca10c0d60b06d006be10a501fd6bbdfef559251ed31b794668ed569c87e12"},
+ {file = "pillow-11.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:8924748b688aa210d79883357d102cd64690e56b923a186f35a82cbc10f997db"},
+ {file = "pillow-11.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:79ea0d14d3ebad43ec77ad5272e6ff9bba5b679ef73375ea760261207fa8e0aa"},
+ {file = "pillow-11.3.0-cp39-cp39-macosx_10_10_x86_64.whl", hash = "sha256:48d254f8a4c776de343051023eb61ffe818299eeac478da55227d96e241de53f"},
+ {file = "pillow-11.3.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:7aee118e30a4cf54fdd873bd3a29de51e29105ab11f9aad8c32123f58c8f8081"},
+ {file = "pillow-11.3.0-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:23cff760a9049c502721bdb743a7cb3e03365fafcdfc2ef9784610714166e5a4"},
+ {file = "pillow-11.3.0-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6359a3bc43f57d5b375d1ad54a0074318a0844d11b76abccf478c37c986d3cfc"},
+ {file = "pillow-11.3.0-cp39-cp39-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:092c80c76635f5ecb10f3f83d76716165c96f5229addbd1ec2bdbbda7d496e06"},
+ {file = "pillow-11.3.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cadc9e0ea0a2431124cde7e1697106471fc4c1da01530e679b2391c37d3fbb3a"},
+ {file = "pillow-11.3.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:6a418691000f2a418c9135a7cf0d797c1bb7d9a485e61fe8e7722845b95ef978"},
+ {file = "pillow-11.3.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:97afb3a00b65cc0804d1c7abddbf090a81eaac02768af58cbdcaaa0a931e0b6d"},
+ {file = "pillow-11.3.0-cp39-cp39-win32.whl", hash = "sha256:ea944117a7974ae78059fcc1800e5d3295172bb97035c0c1d9345fca1419da71"},
+ {file = "pillow-11.3.0-cp39-cp39-win_amd64.whl", hash = "sha256:e5c5858ad8ec655450a7c7df532e9842cf8df7cc349df7225c60d5d348c8aada"},
+ {file = "pillow-11.3.0-cp39-cp39-win_arm64.whl", hash = "sha256:6abdbfd3aea42be05702a8dd98832329c167ee84400a1d1f61ab11437f1717eb"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:3cee80663f29e3843b68199b9d6f4f54bd1d4a6b59bdd91bceefc51238bcb967"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:b5f56c3f344f2ccaf0dd875d3e180f631dc60a51b314295a3e681fe8cf851fbe"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:e67d793d180c9df62f1f40aee3accca4829d3794c95098887edc18af4b8b780c"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d000f46e2917c705e9fb93a3606ee4a819d1e3aa7a9b442f6444f07e77cf5e25"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:527b37216b6ac3a12d7838dc3bd75208ec57c1c6d11ef01902266a5a0c14fc27"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:be5463ac478b623b9dd3937afd7fb7ab3d79dd290a28e2b6df292dc75063eb8a"},
+ {file = "pillow-11.3.0-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:8dc70ca24c110503e16918a658b869019126ecfe03109b754c402daff12b3d9f"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7c8ec7a017ad1bd562f93dbd8505763e688d388cde6e4a010ae1486916e713e6"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:9ab6ae226de48019caa8074894544af5b53a117ccb9d3b3dcb2871464c829438"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fe27fb049cdcca11f11a7bfda64043c37b30e6b91f10cb5bab275806c32f6ab3"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:465b9e8844e3c3519a983d58b80be3f668e2a7a5db97f2784e7079fbc9f9822c"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5418b53c0d59b3824d05e029669efa023bbef0f3e92e75ec8428f3799487f361"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:504b6f59505f08ae014f724b6207ff6222662aab5cc9542577fb084ed0676ac7"},
+ {file = "pillow-11.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8"},
+ {file = "pillow-11.3.0.tar.gz", hash = "sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
+xmp = ["defusedxml"]
+
+[[package]]
+name = "platformdirs"
+version = "4.4.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+ {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
+ {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
+]
+
+[package.extras]
+docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
+type = ["mypy (>=1.14.1)"]
+
+[[package]]
+name = "pluggy"
+version = "1.6.0"
+description = "plugin and hook calling mechanisms for python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
+ {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
+]
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["coverage", "pytest", "pytest-benchmark"]
+
+[[package]]
+name = "pooch"
+version = "1.8.2"
+description = "A friend to fetch your data files"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "pooch-1.8.2-py3-none-any.whl", hash = "sha256:3529a57096f7198778a5ceefd5ac3ef0e4d06a6ddaf9fc2d609b806f25302c47"},
+ {file = "pooch-1.8.2.tar.gz", hash = "sha256:76561f0de68a01da4df6af38e9955c4c9d1a5c90da73f7e40276a5728ec83d10"},
+]
+
+[package.dependencies]
+packaging = ">=20.0"
+platformdirs = ">=2.5.0"
+requests = ">=2.19.0"
+
+[package.extras]
+progress = ["tqdm (>=4.41.0,<5.0.0)"]
+sftp = ["paramiko (>=2.7.0)"]
+xxhash = ["xxhash (>=1.4.3)"]
+
+[[package]]
+name = "pydantic"
+version = "2.11.7"
+description = "Data validation using Python type hints"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "pydantic-2.11.7-py3-none-any.whl", hash = "sha256:dde5df002701f6de26248661f6835bbe296a47bf73990135c7d07ce741b9623b"},
+ {file = "pydantic-2.11.7.tar.gz", hash = "sha256:d989c3c6cb79469287b1569f7447a17848c998458d49ebe294e975b9baf0f0db"},
+]
+
+[package.dependencies]
+annotated-types = ">=0.6.0"
+pydantic-core = "2.33.2"
+typing-extensions = ">=4.12.2"
+typing-inspection = ">=0.4.0"
+
+[package.extras]
+email = ["email-validator (>=2.0.0)"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+
+[[package]]
+name = "pydantic-core"
+version = "2.33.2"
+description = "Core functionality for Pydantic validation and serialization"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "pydantic_core-2.33.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2b3d326aaef0c0399d9afffeb6367d5e26ddc24d351dbc9c636840ac355dc5d8"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0e5b2671f05ba48b94cb90ce55d8bdcaaedb8ba00cc5359f6810fc918713983d"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0069c9acc3f3981b9ff4cdfaf088e98d83440a4c7ea1bc07460af3d4dc22e72d"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:d53b22f2032c42eaaf025f7c40c2e3b94568ae077a606f006d206a463bc69572"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:0405262705a123b7ce9f0b92f123334d67b70fd1f20a9372b907ce1080c7ba02"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4b25d91e288e2c4e0662b8038a28c6a07eaac3e196cfc4ff69de4ea3db992a1b"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6bdfe4b3789761f3bcb4b1ddf33355a71079858958e3a552f16d5af19768fef2"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:efec8db3266b76ef9607c2c4c419bdb06bf335ae433b80816089ea7585816f6a"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:031c57d67ca86902726e0fae2214ce6770bbe2f710dc33063187a68744a5ecac"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-musllinux_1_1_armv7l.whl", hash = "sha256:f8de619080e944347f5f20de29a975c2d815d9ddd8be9b9b7268e2e3ef68605a"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:73662edf539e72a9440129f231ed3757faab89630d291b784ca99237fb94db2b"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-win32.whl", hash = "sha256:0a39979dcbb70998b0e505fb1556a1d550a0781463ce84ebf915ba293ccb7e22"},
+ {file = "pydantic_core-2.33.2-cp310-cp310-win_amd64.whl", hash = "sha256:b0379a2b24882fef529ec3b4987cb5d003b9cda32256024e6fe1586ac45fc640"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:4c5b0a576fb381edd6d27f0a85915c6daf2f8138dc5c267a57c08a62900758c7"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e799c050df38a639db758c617ec771fd8fb7a5f8eaaa4b27b101f266b216a246"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dc46a01bf8d62f227d5ecee74178ffc448ff4e5197c756331f71efcc66dc980f"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a144d4f717285c6d9234a66778059f33a89096dfb9b39117663fd8413d582dcc"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:73cf6373c21bc80b2e0dc88444f41ae60b2f070ed02095754eb5a01df12256de"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3dc625f4aa79713512d1976fe9f0bc99f706a9dee21dfd1810b4bbbf228d0e8a"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:881b21b5549499972441da4758d662aeea93f1923f953e9cbaff14b8b9565aef"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:bdc25f3681f7b78572699569514036afe3c243bc3059d3942624e936ec93450e"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:fe5b32187cbc0c862ee201ad66c30cf218e5ed468ec8dc1cf49dec66e160cc4d"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-musllinux_1_1_armv7l.whl", hash = "sha256:bc7aee6f634a6f4a95676fcb5d6559a2c2a390330098dba5e5a5f28a2e4ada30"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:235f45e5dbcccf6bd99f9f472858849f73d11120d76ea8707115415f8e5ebebf"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-win32.whl", hash = "sha256:6368900c2d3ef09b69cb0b913f9f8263b03786e5b2a387706c5afb66800efd51"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-win_amd64.whl", hash = "sha256:1e063337ef9e9820c77acc768546325ebe04ee38b08703244c1309cccc4f1bab"},
+ {file = "pydantic_core-2.33.2-cp311-cp311-win_arm64.whl", hash = "sha256:6b99022f1d19bc32a4c2a0d544fc9a76e3be90f0b3f4af413f87d38749300e65"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:a7ec89dc587667f22b6a0b6579c249fca9026ce7c333fc142ba42411fa243cdc"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:3c6db6e52c6d70aa0d00d45cdb9b40f0433b96380071ea80b09277dba021ddf7"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4e61206137cbc65e6d5256e1166f88331d3b6238e082d9f74613b9b765fb9025"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:eb8c529b2819c37140eb51b914153063d27ed88e3bdc31b71198a198e921e011"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c52b02ad8b4e2cf14ca7b3d918f3eb0ee91e63b3167c32591e57c4317e134f8f"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:96081f1605125ba0855dfda83f6f3df5ec90c61195421ba72223de35ccfb2f88"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f57a69461af2a5fa6e6bbd7a5f60d3b7e6cebb687f55106933188e79ad155c1"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:572c7e6c8bb4774d2ac88929e3d1f12bc45714ae5ee6d9a788a9fb35e60bb04b"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:db4b41f9bd95fbe5acd76d89920336ba96f03e149097365afe1cb092fceb89a1"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-musllinux_1_1_armv7l.whl", hash = "sha256:fa854f5cf7e33842a892e5c73f45327760bc7bc516339fda888c75ae60edaeb6"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:5f483cfb75ff703095c59e365360cb73e00185e01aaea067cd19acffd2ab20ea"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-win32.whl", hash = "sha256:9cb1da0f5a471435a7bc7e439b8a728e8b61e59784b2af70d7c169f8dd8ae290"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-win_amd64.whl", hash = "sha256:f941635f2a3d96b2973e867144fde513665c87f13fe0e193c158ac51bfaaa7b2"},
+ {file = "pydantic_core-2.33.2-cp312-cp312-win_arm64.whl", hash = "sha256:cca3868ddfaccfbc4bfb1d608e2ccaaebe0ae628e1416aeb9c4d88c001bb45ab"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:1082dd3e2d7109ad8b7da48e1d4710c8d06c253cbc4a27c1cff4fbcaa97a9e3f"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f517ca031dfc037a9c07e748cefd8d96235088b83b4f4ba8939105d20fa1dcd6"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0a9f2c9dd19656823cb8250b0724ee9c60a82f3cdf68a080979d13092a3b0fef"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2b0a451c263b01acebe51895bfb0e1cc842a5c666efe06cdf13846c7418caa9a"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1ea40a64d23faa25e62a70ad163571c0b342b8bf66d5fa612ac0dec4f069d916"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0fb2d542b4d66f9470e8065c5469ec676978d625a8b7a363f07d9a501a9cb36a"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fdac5d6ffa1b5a83bca06ffe7583f5576555e6c8b3a91fbd25ea7780f825f7d"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:04a1a413977ab517154eebb2d326da71638271477d6ad87a769102f7c2488c56"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:c8e7af2f4e0194c22b5b37205bfb293d166a7344a5b0d0eaccebc376546d77d5"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_armv7l.whl", hash = "sha256:5c92edd15cd58b3c2d34873597a1e20f13094f59cf88068adb18947df5455b4e"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:65132b7b4a1c0beded5e057324b7e16e10910c106d43675d9bd87d4f38dde162"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-win32.whl", hash = "sha256:52fb90784e0a242bb96ec53f42196a17278855b0f31ac7c3cc6f5c1ec4811849"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-win_amd64.whl", hash = "sha256:c083a3bdd5a93dfe480f1125926afcdbf2917ae714bdb80b36d34318b2bec5d9"},
+ {file = "pydantic_core-2.33.2-cp313-cp313-win_arm64.whl", hash = "sha256:e80b087132752f6b3d714f041ccf74403799d3b23a72722ea2e6ba2e892555b9"},
+ {file = "pydantic_core-2.33.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:61c18fba8e5e9db3ab908620af374db0ac1baa69f0f32df4f61ae23f15e586ac"},
+ {file = "pydantic_core-2.33.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95237e53bb015f67b63c91af7518a62a8660376a6a0db19b89acc77a4d6199f5"},
+ {file = "pydantic_core-2.33.2-cp313-cp313t-win_amd64.whl", hash = "sha256:c2fc0a768ef76c15ab9238afa6da7f69895bb5d1ee83aeea2e3509af4472d0b9"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-macosx_10_12_x86_64.whl", hash = "sha256:a2b911a5b90e0374d03813674bf0a5fbbb7741570dcd4b4e85a2e48d17def29d"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:6fa6dfc3e4d1f734a34710f391ae822e0a8eb8559a85c6979e14e65ee6ba2954"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c54c939ee22dc8e2d545da79fc5381f1c020d6d3141d3bd747eab59164dc89fb"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:53a57d2ed685940a504248187d5685e49eb5eef0f696853647bf37c418c538f7"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:09fb9dd6571aacd023fe6aaca316bd01cf60ab27240d7eb39ebd66a3a15293b4"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0e6116757f7959a712db11f3e9c0a99ade00a5bbedae83cb801985aa154f071b"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8d55ab81c57b8ff8548c3e4947f119551253f4e3787a7bbc0b6b3ca47498a9d3"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:c20c462aa4434b33a2661701b861604913f912254e441ab8d78d30485736115a"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:44857c3227d3fb5e753d5fe4a3420d6376fa594b07b621e220cd93703fe21782"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-musllinux_1_1_armv7l.whl", hash = "sha256:eb9b459ca4df0e5c87deb59d37377461a538852765293f9e6ee834f0435a93b9"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:9fcd347d2cc5c23b06de6d3b7b8275be558a0c90549495c699e379a80bf8379e"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-win32.whl", hash = "sha256:83aa99b1285bc8f038941ddf598501a86f1536789740991d7d8756e34f1e74d9"},
+ {file = "pydantic_core-2.33.2-cp39-cp39-win_amd64.whl", hash = "sha256:f481959862f57f29601ccced557cc2e817bce7533ab8e01a797a48b49c9692b3"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-macosx_10_12_x86_64.whl", hash = "sha256:5c4aa4e82353f65e548c476b37e64189783aa5384903bfea4f41580f255fddfa"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-macosx_11_0_arm64.whl", hash = "sha256:d946c8bf0d5c24bf4fe333af284c59a19358aa3ec18cb3dc4370080da1e8ad29"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:87b31b6846e361ef83fedb187bb5b4372d0da3f7e28d85415efa92d6125d6e6d"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:aa9d91b338f2df0508606f7009fde642391425189bba6d8c653afd80fd6bb64e"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2058a32994f1fde4ca0480ab9d1e75a0e8c87c22b53a3ae66554f9af78f2fe8c"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:0e03262ab796d986f978f79c943fc5f620381be7287148b8010b4097f79a39ec"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:1a8695a8d00c73e50bff9dfda4d540b7dee29ff9b8053e38380426a85ef10052"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:fa754d1850735a0b0e03bcffd9d4b4343eb417e47196e4485d9cca326073a42c"},
+ {file = "pydantic_core-2.33.2-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:a11c8d26a50bfab49002947d3d237abe4d9e4b5bdc8846a63537b6488e197808"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-macosx_10_12_x86_64.whl", hash = "sha256:dd14041875d09cc0f9308e37a6f8b65f5585cf2598a53aa0123df8b129d481f8"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d87c561733f66531dced0da6e864f44ebf89a8fba55f31407b00c2f7f9449593"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2f82865531efd18d6e07a04a17331af02cb7a651583c418df8266f17a63c6612"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2bfb5112df54209d820d7bf9317c7a6c9025ea52e49f46b6a2060104bba37de7"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:64632ff9d614e5eecfb495796ad51b0ed98c453e447a76bcbeeb69615079fc7e"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:f889f7a40498cc077332c7ab6b4608d296d852182211787d4f3ee377aaae66e8"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:de4b83bb311557e439b9e186f733f6c645b9417c84e2eb8203f3f820a4b988bf"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:82f68293f055f51b51ea42fafc74b6aad03e70e191799430b90c13d643059ebb"},
+ {file = "pydantic_core-2.33.2-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:329467cecfb529c925cf2bbd4d60d2c509bc2fb52a20c1045bf09bb70971a9c1"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-macosx_10_12_x86_64.whl", hash = "sha256:87acbfcf8e90ca885206e98359d7dca4bcbb35abdc0ff66672a293e1d7a19101"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:7f92c15cd1e97d4b12acd1cc9004fa092578acfa57b67ad5e43a197175d01a64"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d3f26877a748dc4251cfcfda9dfb5f13fcb034f5308388066bcfe9031b63ae7d"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dac89aea9af8cd672fa7b510e7b8c33b0bba9a43186680550ccf23020f32d535"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:970919794d126ba8645f3837ab6046fb4e72bbc057b3709144066204c19a455d"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-musllinux_1_1_aarch64.whl", hash = "sha256:3eb3fe62804e8f859c49ed20a8451342de53ed764150cb14ca71357c765dc2a6"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-musllinux_1_1_armv7l.whl", hash = "sha256:3abcd9392a36025e3bd55f9bd38d908bd17962cc49bc6da8e7e96285336e2bca"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-musllinux_1_1_x86_64.whl", hash = "sha256:3a1c81334778f9e3af2f8aeb7a960736e5cab1dfebfb26aabca09afd2906c039"},
+ {file = "pydantic_core-2.33.2-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:2807668ba86cb38c6817ad9bc66215ab8584d1d304030ce4f0887336f28a5e27"},
+ {file = "pydantic_core-2.33.2.tar.gz", hash = "sha256:7cb8bc3605c29176e1b105350d2e6474142d7c1bd1d9327c4a9bdb46bf827acc"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+
+[[package]]
+name = "pygments"
+version = "2.19.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+ {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
+ {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
+]
+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
+[[package]]
+name = "pytest"
+version = "8.4.1"
+description = "pytest: simple powerful testing with Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7"},
+ {file = "pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.4", markers = "sys_platform == \"win32\""}
+iniconfig = ">=1"
+packaging = ">=20"
+pluggy = ">=1.5,<2"
+pygments = ">=2.7.2"
+
+[package.extras]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests", "setuptools", "xmlschema"]
+
+[[package]]
+name = "pytest-cov"
+version = "6.2.1"
+description = "Pytest plugin for measuring coverage."
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "pytest_cov-6.2.1-py3-none-any.whl", hash = "sha256:f5bc4c23f42f1cdd23c70b1dab1bbaef4fc505ba950d53e0081d0730dd7e86d5"},
+ {file = "pytest_cov-6.2.1.tar.gz", hash = "sha256:25cc6cc0a5358204b8108ecedc51a9b57b34cc6b8c967cc2c01a4e00d8a67da2"},
+]
+
+[package.dependencies]
+coverage = {version = ">=7.5", extras = ["toml"]}
+pluggy = ">=1.2"
+pytest = ">=6.2.5"
+
+[package.extras]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]
+
+[[package]]
+name = "pytest-dotenv"
+version = "0.5.2"
+description = "A py.test plugin that parses environment files before running tests"
+optional = false
+python-versions = "*"
+groups = ["dev"]
+files = [
+ {file = "pytest-dotenv-0.5.2.tar.gz", hash = "sha256:2dc6c3ac6d8764c71c6d2804e902d0ff810fa19692e95fe138aefc9b1aa73732"},
+ {file = "pytest_dotenv-0.5.2-py3-none-any.whl", hash = "sha256:40a2cece120a213898afaa5407673f6bd924b1fa7eafce6bda0e8abffe2f710f"},
+]
+
+[package.dependencies]
+pytest = ">=5.0.0"
+python-dotenv = ">=0.9.1"
+
+[[package]]
+name = "python-dateutil"
+version = "2.9.0.post0"
+description = "Extensions to the standard Python datetime module"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
+files = [
+ {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
+ {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
+]
+
+[package.dependencies]
+six = ">=1.5"
+
+[[package]]
+name = "python-dotenv"
+version = "1.1.1"
+description = "Read key-value pairs from a .env file and set them as environment variables"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "python_dotenv-1.1.1-py3-none-any.whl", hash = "sha256:31f23644fe2602f88ff55e1f5c79ba497e01224ee7737937930c448e4d0e24dc"},
+ {file = "python_dotenv-1.1.1.tar.gz", hash = "sha256:a8a6399716257f45be6a007360200409fce5cda2661e3dec71d23dc15f6189ab"},
+]
+
+[package.extras]
+cli = ["click (>=5.0)"]
+
+[[package]]
+name = "pytz"
+version = "2025.2"
+description = "World timezone definitions, modern and historical"
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+ {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
+ {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
+]
+
+[[package]]
+name = "pyyaml"
+version = "6.0.2"
+description = "YAML parser and emitter for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
+ {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
+ {file = "PyYAML-6.0.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237"},
+ {file = "PyYAML-6.0.2-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b"},
+ {file = "PyYAML-6.0.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed"},
+ {file = "PyYAML-6.0.2-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180"},
+ {file = "PyYAML-6.0.2-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68"},
+ {file = "PyYAML-6.0.2-cp310-cp310-win32.whl", hash = "sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99"},
+ {file = "PyYAML-6.0.2-cp310-cp310-win_amd64.whl", hash = "sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e"},
+ {file = "PyYAML-6.0.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774"},
+ {file = "PyYAML-6.0.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee"},
+ {file = "PyYAML-6.0.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c"},
+ {file = "PyYAML-6.0.2-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317"},
+ {file = "PyYAML-6.0.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85"},
+ {file = "PyYAML-6.0.2-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4"},
+ {file = "PyYAML-6.0.2-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e"},
+ {file = "PyYAML-6.0.2-cp311-cp311-win32.whl", hash = "sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5"},
+ {file = "PyYAML-6.0.2-cp311-cp311-win_amd64.whl", hash = "sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44"},
+ {file = "PyYAML-6.0.2-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab"},
+ {file = "PyYAML-6.0.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725"},
+ {file = "PyYAML-6.0.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5"},
+ {file = "PyYAML-6.0.2-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425"},
+ {file = "PyYAML-6.0.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476"},
+ {file = "PyYAML-6.0.2-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48"},
+ {file = "PyYAML-6.0.2-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b"},
+ {file = "PyYAML-6.0.2-cp312-cp312-win32.whl", hash = "sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4"},
+ {file = "PyYAML-6.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8"},
+ {file = "PyYAML-6.0.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba"},
+ {file = "PyYAML-6.0.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1"},
+ {file = "PyYAML-6.0.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133"},
+ {file = "PyYAML-6.0.2-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484"},
+ {file = "PyYAML-6.0.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5"},
+ {file = "PyYAML-6.0.2-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc"},
+ {file = "PyYAML-6.0.2-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652"},
+ {file = "PyYAML-6.0.2-cp313-cp313-win32.whl", hash = "sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183"},
+ {file = "PyYAML-6.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563"},
+ {file = "PyYAML-6.0.2-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a"},
+ {file = "PyYAML-6.0.2-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5"},
+ {file = "PyYAML-6.0.2-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d"},
+ {file = "PyYAML-6.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083"},
+ {file = "PyYAML-6.0.2-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706"},
+ {file = "PyYAML-6.0.2-cp38-cp38-win32.whl", hash = "sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a"},
+ {file = "PyYAML-6.0.2-cp38-cp38-win_amd64.whl", hash = "sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff"},
+ {file = "PyYAML-6.0.2-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d"},
+ {file = "PyYAML-6.0.2-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f"},
+ {file = "PyYAML-6.0.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290"},
+ {file = "PyYAML-6.0.2-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12"},
+ {file = "PyYAML-6.0.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19"},
+ {file = "PyYAML-6.0.2-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e"},
+ {file = "PyYAML-6.0.2-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725"},
+ {file = "PyYAML-6.0.2-cp39-cp39-win32.whl", hash = "sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631"},
+ {file = "PyYAML-6.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8"},
+ {file = "pyyaml-6.0.2.tar.gz", hash = "sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e"},
+]
+
+[[package]]
+name = "requests"
+version = "2.32.5"
+description = "Python HTTP for Humans."
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+ {file = "requests-2.32.5-py3-none-any.whl", hash = "sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6"},
+ {file = "requests-2.32.5.tar.gz", hash = "sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf"},
+]
+
+[package.dependencies]
+certifi = ">=2017.4.17"
+charset_normalizer = ">=2,<4"
+idna = ">=2.5,<4"
+urllib3 = ">=1.21.1,<3"
+
+[package.extras]
+socks = ["PySocks (>=1.5.6,!=1.5.7)"]
+use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
+
+[[package]]
+name = "responses"
+version = "0.25.8"
+description = "A utility library for mocking out the `requests` Python library."
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "responses-0.25.8-py3-none-any.whl", hash = "sha256:0c710af92def29c8352ceadff0c3fe340ace27cf5af1bbe46fb71275bcd2831c"},
+ {file = "responses-0.25.8.tar.gz", hash = "sha256:9374d047a575c8f781b94454db5cab590b6029505f488d12899ddb10a4af1cf4"},
+]
+
+[package.dependencies]
+pyyaml = "*"
+requests = ">=2.30.0,<3.0"
+urllib3 = ">=1.25.10,<3.0"
+
+[package.extras]
+tests = ["coverage (>=6.0.0)", "flake8", "mypy", "pytest (>=7.0.0)", "pytest-asyncio", "pytest-cov", "pytest-httpserver", "tomli ; python_version < \"3.11\"", "tomli-w", "types-PyYAML", "types-requests"]
+
+[[package]]
+name = "rich"
+version = "14.1.0"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.8.0"
+groups = ["main"]
+files = [
+ {file = "rich-14.1.0-py3-none-any.whl", hash = "sha256:536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f"},
+ {file = "rich-14.1.0.tar.gz", hash = "sha256:e497a48b844b0320d45007cdebfeaeed8db2a4f4bcf49f15e455cfc4af11eaa8"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
+[[package]]
+name = "ruff"
+version = "0.12.10"
+description = "An extremely fast Python linter and code formatter, written in Rust."
+optional = false
+python-versions = ">=3.7"
+groups = ["dev"]
+files = [
+ {file = "ruff-0.12.10-py3-none-linux_armv6l.whl", hash = "sha256:8b593cb0fb55cc8692dac7b06deb29afda78c721c7ccfed22db941201b7b8f7b"},
+ {file = "ruff-0.12.10-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:ebb7333a45d56efc7c110a46a69a1b32365d5c5161e7244aaf3aa20ce62399c1"},
+ {file = "ruff-0.12.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:d59e58586829f8e4a9920788f6efba97a13d1fa320b047814e8afede381c6839"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:822d9677b560f1fdeab69b89d1f444bf5459da4aa04e06e766cf0121771ab844"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:37b4a64f4062a50c75019c61c7017ff598cb444984b638511f48539d3a1c98db"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2c6f4064c69d2542029b2a61d39920c85240c39837599d7f2e32e80d36401d6e"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:059e863ea3a9ade41407ad71c1de2badfbe01539117f38f763ba42a1206f7559"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1bef6161e297c68908b7218fa6e0e93e99a286e5ed9653d4be71e687dff101cf"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4f1345fbf8fb0531cd722285b5f15af49b2932742fc96b633e883da8d841896b"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1f68433c4fbc63efbfa3ba5db31727db229fa4e61000f452c540474b03de52a9"},
+ {file = "ruff-0.12.10-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:141ce3d88803c625257b8a6debf4a0473eb6eed9643a6189b68838b43e78165a"},
+ {file = "ruff-0.12.10-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:f3fc21178cd44c98142ae7590f42ddcb587b8e09a3b849cbc84edb62ee95de60"},
+ {file = "ruff-0.12.10-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7d1a4e0bdfafcd2e3e235ecf50bf0176f74dd37902f241588ae1f6c827a36c56"},
+ {file = "ruff-0.12.10-py3-none-musllinux_1_2_i686.whl", hash = "sha256:e67d96827854f50b9e3e8327b031647e7bcc090dbe7bb11101a81a3a2cbf1cc9"},
+ {file = "ruff-0.12.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:ae479e1a18b439c59138f066ae79cc0f3ee250712a873d00dbafadaad9481e5b"},
+ {file = "ruff-0.12.10-py3-none-win32.whl", hash = "sha256:9de785e95dc2f09846c5e6e1d3a3d32ecd0b283a979898ad427a9be7be22b266"},
+ {file = "ruff-0.12.10-py3-none-win_amd64.whl", hash = "sha256:7837eca8787f076f67aba2ca559cefd9c5cbc3a9852fd66186f4201b87c1563e"},
+ {file = "ruff-0.12.10-py3-none-win_arm64.whl", hash = "sha256:cc138cc06ed9d4bfa9d667a65af7172b47840e1a98b02ce7011c391e54635ffc"},
+ {file = "ruff-0.12.10.tar.gz", hash = "sha256:189ab65149d11ea69a2d775343adf5f49bb2426fc4780f65ee33b423ad2e47f9"},
+]
+
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+description = "Tool to Detect Surrounding Shell"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+ {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
+[[package]]
+name = "simplejson"
+version = "3.20.1"
+description = "Simple, fast, extensible JSON encoder/decoder for Python"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.5"
+groups = ["main"]
+files = [
+ {file = "simplejson-3.20.1-cp27-cp27m-manylinux1_i686.whl", hash = "sha256:f5272b5866b259fe6c33c4a8c5073bf8b359c3c97b70c298a2f09a69b52c7c41"},
+ {file = "simplejson-3.20.1-cp27-cp27m-manylinux1_x86_64.whl", hash = "sha256:5c0de368f3052a59a1acf21f8b2dd28686a9e4eba2da7efae7ed9554cb31e7bc"},
+ {file = "simplejson-3.20.1-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:0821871404a537fd0e22eba240c74c0467c28af6cc435903eca394cfc74a0497"},
+ {file = "simplejson-3.20.1-cp27-cp27m-manylinux2010_x86_64.whl", hash = "sha256:c939a1e576bded47d7d03aa2afc2ae90b928b2cf1d9dc2070ceec51fd463f430"},
+ {file = "simplejson-3.20.1-cp27-cp27mu-manylinux1_i686.whl", hash = "sha256:3c4f0a61cdc05550782ca4a2cdb311ea196c2e6be6b24a09bf71360ca8c3ca9b"},
+ {file = "simplejson-3.20.1-cp27-cp27mu-manylinux1_x86_64.whl", hash = "sha256:6c21f5c026ca633cfffcb6bc1fac2e99f65cb2b24657d3bef21aed9916cc3bbf"},
+ {file = "simplejson-3.20.1-cp27-cp27mu-manylinux2010_i686.whl", hash = "sha256:8d23b7f8d6b72319d6d55a0261089ff621ce87e54731c2d3de6a9bf7be5c028c"},
+ {file = "simplejson-3.20.1-cp27-cp27mu-manylinux2010_x86_64.whl", hash = "sha256:cda5c32a98f392909088111ecec23f2b0d39346ceae1a0fea23ab2d1f84ec21d"},
+ {file = "simplejson-3.20.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e580aa65d5f6c3bf41b9b4afe74be5d5ddba9576701c107c772d936ea2b5043a"},
+ {file = "simplejson-3.20.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4a586ce4f78cec11f22fe55c5bee0f067e803aab9bad3441afe2181693b5ebb5"},
+ {file = "simplejson-3.20.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:74a1608f9e6e8c27a4008d70a54270868306d80ed48c9df7872f9f4b8ac87808"},
+ {file = "simplejson-3.20.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03db8cb64154189a92a7786209f24e391644f3a3fa335658be2df2af1960b8d8"},
+ {file = "simplejson-3.20.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:eea7e2b7d858f6fdfbf0fe3cb846d6bd8a45446865bc09960e51f3d473c2271b"},
+ {file = "simplejson-3.20.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e66712b17d8425bb7ff8968d4c7c7fd5a2dd7bd63728b28356223c000dd2f91f"},
+ {file = "simplejson-3.20.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2cc4f6486f9f515b62f5831ff1888886619b84fc837de68f26d919ba7bbdcbc"},
+ {file = "simplejson-3.20.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:a3c2df555ee4016148fa192e2b9cd9e60bc1d40769366134882685e90aee2a1e"},
+ {file = "simplejson-3.20.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:78520f04b7548a5e476b5396c0847e066f1e0a4c0c5e920da1ad65e95f410b11"},
+ {file = "simplejson-3.20.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:f4bd49ecde87b0fe9f55cc971449a32832bca9910821f7072bbfae1155eaa007"},
+ {file = "simplejson-3.20.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:7eaae2b88eb5da53caaffdfa50e2e12022553949b88c0df4f9a9663609373f72"},
+ {file = "simplejson-3.20.1-cp310-cp310-win32.whl", hash = "sha256:e836fb88902799eac8debc2b642300748f4860a197fa3d9ea502112b6bb8e142"},
+ {file = "simplejson-3.20.1-cp310-cp310-win_amd64.whl", hash = "sha256:b122a19b552b212fc3b5b96fc5ce92333d4a9ac0a800803e1f17ebb16dac4be5"},
+ {file = "simplejson-3.20.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:325b8c107253d3217e89d7b50c71015b5b31e2433e6c5bf38967b2f80630a8ca"},
+ {file = "simplejson-3.20.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:88a7baa8211089b9e58d78fbc1b0b322103f3f3d459ff16f03a36cece0d0fcf0"},
+ {file = "simplejson-3.20.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:299b1007b8101d50d95bc0db1bf5c38dc372e85b504cf77f596462083ee77e3f"},
+ {file = "simplejson-3.20.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:03ec618ed65caab48e81e3ed29586236a8e57daef792f1f3bb59504a7e98cd10"},
+ {file = "simplejson-3.20.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cd2cdead1d3197f0ff43373cf4730213420523ba48697743e135e26f3d179f38"},
+ {file = "simplejson-3.20.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3466d2839fdc83e1af42e07b90bc8ff361c4e8796cd66722a40ba14e458faddd"},
+ {file = "simplejson-3.20.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d492ed8e92f3a9f9be829205f44b1d0a89af6582f0cf43e0d129fa477b93fe0c"},
+ {file = "simplejson-3.20.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:f924b485537b640dc69434565463fd6fc0c68c65a8c6e01a823dd26c9983cf79"},
+ {file = "simplejson-3.20.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:9e8eacf6a3491bf76ea91a8d46726368a6be0eb94993f60b8583550baae9439e"},
+ {file = "simplejson-3.20.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:d34d04bf90b4cea7c22d8b19091633908f14a096caa301b24c2f3d85b5068fb8"},
+ {file = "simplejson-3.20.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:69dd28d4ce38390ea4aaf212902712c0fd1093dc4c1ff67e09687c3c3e15a749"},
+ {file = "simplejson-3.20.1-cp311-cp311-win32.whl", hash = "sha256:dfe7a9da5fd2a3499436cd350f31539e0a6ded5da6b5b3d422df016444d65e43"},
+ {file = "simplejson-3.20.1-cp311-cp311-win_amd64.whl", hash = "sha256:896a6c04d7861d507d800da7642479c3547060bf97419d9ef73d98ced8258766"},
+ {file = "simplejson-3.20.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:f31c4a3a7ab18467ee73a27f3e59158255d1520f3aad74315edde7a940f1be23"},
+ {file = "simplejson-3.20.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:884e6183d16b725e113b83a6fc0230152ab6627d4d36cb05c89c2c5bccfa7bc6"},
+ {file = "simplejson-3.20.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:03d7a426e416fe0d3337115f04164cd9427eb4256e843a6b8751cacf70abc832"},
+ {file = "simplejson-3.20.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:000602141d0bddfcff60ea6a6e97d5e10c9db6b17fd2d6c66199fa481b6214bb"},
+ {file = "simplejson-3.20.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:af8377a8af78226e82e3a4349efdde59ffa421ae88be67e18cef915e4023a595"},
+ {file = "simplejson-3.20.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:15c7de4c88ab2fbcb8781a3b982ef883696736134e20b1210bca43fb42ff1acf"},
+ {file = "simplejson-3.20.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:455a882ff3f97d810709f7b620007d4e0aca8da71d06fc5c18ba11daf1c4df49"},
+ {file = "simplejson-3.20.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:fc0f523ce923e7f38eb67804bc80e0a028c76d7868500aa3f59225574b5d0453"},
+ {file = "simplejson-3.20.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:76461ec929282dde4a08061071a47281ad939d0202dc4e63cdd135844e162fbc"},
+ {file = "simplejson-3.20.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:ab19c2da8c043607bde4d4ef3a6b633e668a7d2e3d56f40a476a74c5ea71949f"},
+ {file = "simplejson-3.20.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b2578bedaedf6294415197b267d4ef678fea336dd78ee2a6d2f4b028e9d07be3"},
+ {file = "simplejson-3.20.1-cp312-cp312-win32.whl", hash = "sha256:339f407373325a36b7fd744b688ba5bae0666b5d340ec6d98aebc3014bf3d8ea"},
+ {file = "simplejson-3.20.1-cp312-cp312-win_amd64.whl", hash = "sha256:627d4486a1ea7edf1f66bb044ace1ce6b4c1698acd1b05353c97ba4864ea2e17"},
+ {file = "simplejson-3.20.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:71e849e7ceb2178344998cbe5ade101f1b329460243c79c27fbfc51c0447a7c3"},
+ {file = "simplejson-3.20.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b63fdbab29dc3868d6f009a59797cefaba315fd43cd32ddd998ee1da28e50e29"},
+ {file = "simplejson-3.20.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1190f9a3ce644fd50ec277ac4a98c0517f532cfebdcc4bd975c0979a9f05e1fb"},
+ {file = "simplejson-3.20.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c1336ba7bcb722ad487cd265701ff0583c0bb6de638364ca947bb84ecc0015d1"},
+ {file = "simplejson-3.20.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e975aac6a5acd8b510eba58d5591e10a03e3d16c1cf8a8624ca177491f7230f0"},
+ {file = "simplejson-3.20.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6a6dd11ee282937ad749da6f3b8d87952ad585b26e5edfa10da3ae2536c73078"},
+ {file = "simplejson-3.20.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab980fcc446ab87ea0879edad41a5c28f2d86020014eb035cf5161e8de4474c6"},
+ {file = "simplejson-3.20.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f5aee2a4cb6b146bd17333ac623610f069f34e8f31d2f4f0c1a2186e50c594f0"},
+ {file = "simplejson-3.20.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:652d8eecbb9a3b6461b21ec7cf11fd0acbab144e45e600c817ecf18e4580b99e"},
+ {file = "simplejson-3.20.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:8c09948f1a486a89251ee3a67c9f8c969b379f6ffff1a6064b41fea3bce0a112"},
+ {file = "simplejson-3.20.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:cbbd7b215ad4fc6f058b5dd4c26ee5c59f72e031dfda3ac183d7968a99e4ca3a"},
+ {file = "simplejson-3.20.1-cp313-cp313-win32.whl", hash = "sha256:ae81e482476eaa088ef9d0120ae5345de924f23962c0c1e20abbdff597631f87"},
+ {file = "simplejson-3.20.1-cp313-cp313-win_amd64.whl", hash = "sha256:1b9fd15853b90aec3b1739f4471efbf1ac05066a2c7041bf8db821bb73cd2ddc"},
+ {file = "simplejson-3.20.1-cp36-cp36m-macosx_10_9_x86_64.whl", hash = "sha256:c7edf279c1376f28bf41e916c015a2a08896597869d57d621f55b6a30c7e1e6d"},
+ {file = "simplejson-3.20.1-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d9202b9de38f12e99a40addd1a8d508a13c77f46d87ab1f9095f154667f4fe81"},
+ {file = "simplejson-3.20.1-cp36-cp36m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:391345b4157cc4e120027e013bd35c45e2c191e2bf48b8913af488cdc3b9243c"},
+ {file = "simplejson-3.20.1-cp36-cp36m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c6fdcc9debb711ddd2ad6d69f9386a3d9e8e253234bbb30513e0a7caa9510c51"},
+ {file = "simplejson-3.20.1-cp36-cp36m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9daf8cdc7ee8a9e9f7a3b313ba0a003391857e90d0e82fbcd4d614aa05cb7c3b"},
+ {file = "simplejson-3.20.1-cp36-cp36m-musllinux_1_2_aarch64.whl", hash = "sha256:c02f4868a3a46ffe284a51a88d134dc96feff6079a7115164885331a1ba8ed9f"},
+ {file = "simplejson-3.20.1-cp36-cp36m-musllinux_1_2_i686.whl", hash = "sha256:3d7310172d5340febd258cb147f46aae30ad57c445f4d7e1ae8461c10aaf43b0"},
+ {file = "simplejson-3.20.1-cp36-cp36m-musllinux_1_2_ppc64le.whl", hash = "sha256:4762e05577955312a4c6802f58dd02e040cc79ae59cda510aa1564d84449c102"},
+ {file = "simplejson-3.20.1-cp36-cp36m-musllinux_1_2_x86_64.whl", hash = "sha256:8bb98fdf318c05aefd08a92583bd6ee148e93c6756fb1befb7b2d5f27824be78"},
+ {file = "simplejson-3.20.1-cp36-cp36m-win32.whl", hash = "sha256:9a74e70818818981294b8e6956ce3496c5e1bd4726ac864fae473197671f7b85"},
+ {file = "simplejson-3.20.1-cp36-cp36m-win_amd64.whl", hash = "sha256:e041add470e8f8535cc05509485eb7205729a84441f03b25cde80ad48823792e"},
+ {file = "simplejson-3.20.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:7e9d73f46119240e4f4f07868241749d67d09873f40cb968d639aa9ccc488b86"},
+ {file = "simplejson-3.20.1-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ae6e637dc24f8fee332ed23dd070e81394138e42cd4fd9d0923e5045ba122e27"},
+ {file = "simplejson-3.20.1-cp37-cp37m-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:efd3bc6c6b17e3d4620eb6be5196f0d1c08b6ce7c3101fa8e292b79e0908944b"},
+ {file = "simplejson-3.20.1-cp37-cp37m-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:87fc623d457173a0213bc9ca4e346b83c9d443f63ed5cca847fb0cacea3cfc95"},
+ {file = "simplejson-3.20.1-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec6a1e0a7aff76f0e008bebfa950188b9c50b58c1885d898145f48fc8e189a56"},
+ {file = "simplejson-3.20.1-cp37-cp37m-musllinux_1_2_aarch64.whl", hash = "sha256:9c079606f461a6e950099167e21e13985147c8a24be8eea66c9ad68f73fad744"},
+ {file = "simplejson-3.20.1-cp37-cp37m-musllinux_1_2_i686.whl", hash = "sha256:9faceb68fba27ef17eda306e4cd97a7b4b14fdadca5fbb15790ba8b26ebeec0c"},
+ {file = "simplejson-3.20.1-cp37-cp37m-musllinux_1_2_ppc64le.whl", hash = "sha256:7ceed598e4bacbf5133fe7a418f7991bb2df0683f3ac11fbf9e36a2bc7aa4b85"},
+ {file = "simplejson-3.20.1-cp37-cp37m-musllinux_1_2_x86_64.whl", hash = "sha256:ede69c765e9901861ad7c6139023b7b7d5807c48a2539d817b4ab40018002d5f"},
+ {file = "simplejson-3.20.1-cp37-cp37m-win32.whl", hash = "sha256:d8853c269a4c5146ddca4aa7c70e631795e9d11239d5fedb1c6bbc91ffdebcac"},
+ {file = "simplejson-3.20.1-cp37-cp37m-win_amd64.whl", hash = "sha256:ed6a17fd397f0e2b3ad668fc9e19253ed2e3875ad9086bd7f795c29a3223f4a1"},
+ {file = "simplejson-3.20.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:7551682b60bba3a9e2780742e101cf0a64250e76de7d09b1c4b0c8a7c7cc6834"},
+ {file = "simplejson-3.20.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:bd9577ec1c8c3a43040e3787711e4c257c70035b7551a21854b5dec88dad09e1"},
+ {file = "simplejson-3.20.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:4a8e197e4cf6d42c2c57e7c52cd7c1e7b3e37c5911df1314fb393320131e2101"},
+ {file = "simplejson-3.20.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6bd09c8c75666e7f62a33d2f1fb57f81da1fcbb19a9fe7d7910b5756e1dd6048"},
+ {file = "simplejson-3.20.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1bd6bfe5678d73fbd5328eea6a35216503796428fc47f1237432522febaf3a0c"},
+ {file = "simplejson-3.20.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:71b75d448fd0ceb2e7c90e72bb82c41f8462550d48529980bc0bab1d2495bfbb"},
+ {file = "simplejson-3.20.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a7e15b716d09f318c8cda3e20f82fae81684ce3d3acd1d7770fa3007df1769de"},
+ {file = "simplejson-3.20.1-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:3e7963197d958fcf9e98b212b80977d56c022384621ff463d98afc3b6b1ce7e8"},
+ {file = "simplejson-3.20.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:2e671dd62051129185d3a9a92c60101f56cbc174854a1a3dfb69114ebd9e1699"},
+ {file = "simplejson-3.20.1-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:e25b2a0c396f3b84fb89573d07b0e1846ed563eb364f2ea8230ca92b8a8cb786"},
+ {file = "simplejson-3.20.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:489c3a43116082bad56795215786313832ba3991cca1f55838e52a553f451ab6"},
+ {file = "simplejson-3.20.1-cp38-cp38-win32.whl", hash = "sha256:4a92e948bad8df7fa900ba2ba0667a98303f3db206cbaac574935c332838208e"},
+ {file = "simplejson-3.20.1-cp38-cp38-win_amd64.whl", hash = "sha256:49d059b8363327eee3c94799dd96782314b2dbd7bcc293b4ad48db69d6f4d362"},
+ {file = "simplejson-3.20.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:a8011f1dd1d676befcd4d675ebdbfdbbefd3bf350052b956ba8c699fca7d8cef"},
+ {file = "simplejson-3.20.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:e91703a4c5fec53e36875ae426ad785f4120bd1d93b65bed4752eeccd1789e0c"},
+ {file = "simplejson-3.20.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:e39eaa57c7757daa25bcd21f976c46be443b73dd6c3da47fe5ce7b7048ccefe2"},
+ {file = "simplejson-3.20.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ceab2ce2acdc7fbaa433a93006758db6ba9a659e80c4faa13b80b9d2318e9b17"},
+ {file = "simplejson-3.20.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6d4f320c33277a5b715db5bf5b10dae10c19076bd6d66c2843e04bd12d1f1ea5"},
+ {file = "simplejson-3.20.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:2b6436c48e64378fa844d8c9e58a5ed0352bbcfd4028369a9b46679b7ab79d2d"},
+ {file = "simplejson-3.20.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6e18345c8dda5d699be8166b61f9d80aaee4545b709f1363f60813dc032dac53"},
+ {file = "simplejson-3.20.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:90b573693d1526bed576f6817e2a492eaaef68f088b57d7a9e83d122bbb49e51"},
+ {file = "simplejson-3.20.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:272cc767826e924a6bd369ea3dbf18e166ded29059c7a4d64d21a9a22424b5b5"},
+ {file = "simplejson-3.20.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:51b41f284d603c4380732d7d619f8b34bd04bc4aa0ed0ed5f4ffd0539b14da44"},
+ {file = "simplejson-3.20.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:6e6697a3067d281f01de0fe96fc7cba4ea870d96d7deb7bfcf85186d74456503"},
+ {file = "simplejson-3.20.1-cp39-cp39-win32.whl", hash = "sha256:6dd3a1d5aca87bf947f3339b0f8e8e329f1badf548bdbff37fac63c17936da8e"},
+ {file = "simplejson-3.20.1-cp39-cp39-win_amd64.whl", hash = "sha256:463f1fca8fbf23d088e5850fdd0dd4d5faea8900a9f9680270bd98fd649814ca"},
+ {file = "simplejson-3.20.1-py3-none-any.whl", hash = "sha256:8a6c1bbac39fa4a79f83cbf1df6ccd8ff7069582a9fd8db1e52cea073bc2c697"},
+ {file = "simplejson-3.20.1.tar.gz", hash = "sha256:e64139b4ec4f1f24c142ff7dcafe55a22b811a74d86d66560c8815687143037d"},
+]
+
+[[package]]
+name = "six"
+version = "1.17.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+groups = ["main"]
+files = [
+ {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
+ {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
+]
+
+[[package]]
+name = "stix2"
+version = "3.0.1"
+description = "Produce and consume STIX 2 JSON content"
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+ {file = "stix2-3.0.1-py2.py3-none-any.whl", hash = "sha256:827acf0b5b319c1b857c9db0d54907bb438b2b32312d236c891a305ad49b0ba2"},
+ {file = "stix2-3.0.1.tar.gz", hash = "sha256:2a2718dc3451c84c709990b2ca220cc39c75ed23e0864d7e8d8190a9365b0cbf"},
+]
+
+[package.dependencies]
+pytz = "*"
+requests = "*"
+simplejson = "*"
+stix2-patterns = ">=1.2.0"
+
+[package.extras]
+semantic = ["haversine", "rapidfuzz"]
+taxii = ["taxii2-client (>=2.3.0)"]
+
+[[package]]
+name = "stix2-patterns"
+version = "2.0.0"
+description = "Validate STIX 2 Patterns."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+ {file = "stix2-patterns-2.0.0.tar.gz", hash = "sha256:07750c5a5af2c758e9d2aa4dde9d8e04bcd162ac2a9b0b4c4de4481d443efa08"},
+ {file = "stix2_patterns-2.0.0-py2.py3-none-any.whl", hash = "sha256:ca4d68b2db42ed99794a418388769d2676ca828e9cac0b8629e73cd3f68f6458"},
+]
+
+[package.dependencies]
+antlr4-python3-runtime = ">=4.9.0,<4.10.0"
+six = "*"
+
+[package.extras]
+dev = ["bumpversion", "check-manifest", "coverage", "pre-commit", "pytest", "pytest-cov", "sphinx", "sphinx-prompt", "tox"]
+docs = ["sphinx", "sphinx-prompt"]
+test = ["coverage", "pytest", "pytest-cov"]
+
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+ {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
+
+[package.extras]
+widechars = ["wcwidth"]
+
+[[package]]
+name = "tqdm"
+version = "4.67.1"
+description = "Fast, Extensible Progress Meter"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+ {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
+notebook = ["ipywidgets (>=6)"]
+slack = ["slack-sdk"]
+telegram = ["requests"]
+
+[[package]]
+name = "typer"
+version = "0.16.1"
+description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+ {file = "typer-0.16.1-py3-none-any.whl", hash = "sha256:90ee01cb02d9b8395ae21ee3368421faf21fa138cb2a541ed369c08cec5237c9"},
+ {file = "typer-0.16.1.tar.gz", hash = "sha256:d358c65a464a7a90f338e3bb7ff0c74ac081449e53884b12ba658cbd72990614"},
+]
+
+[package.dependencies]
+click = ">=8.0.0"
+rich = ">=10.11.0"
+shellingham = ">=1.3.0"
+typing-extensions = ">=3.7.4.3"
+
+[[package]]
+name = "typing-extensions"
+version = "4.15.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+ {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
+ {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
+]
+
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["dev"]
+files = [
+ {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+ {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
+[[package]]
+name = "tzdata"
+version = "2025.2"
+description = "Provider of IANA time zone data"
+optional = false
+python-versions = ">=2"
+groups = ["main"]
+files = [
+ {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
+ {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
+]
+
+[[package]]
+name = "urllib3"
+version = "2.5.0"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main", "dev"]
+files = [
+ {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+ {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "wheel"
+version = "0.45.1"
+description = "A built-package format for Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "wheel-0.45.1-py3-none-any.whl", hash = "sha256:708e7481cc80179af0e556bbf0cc00b8444c7321e2700b8d8580231d13017248"},
+ {file = "wheel-0.45.1.tar.gz", hash = "sha256:661e1abd9198507b1409a20c02106d9670b2576e916d58f520316666abca6729"},
+]
+
+[package.extras]
+test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
+
+[[package]]
+name = "wheel-filename"
+version = "1.4.2"
+description = "Parse wheel filenames"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
+ {file = "wheel_filename-1.4.2-py3-none-any.whl", hash = "sha256:3fa599046443d4ca830d06e3d180cd0a675d5871af0a68daa5623318bb4d17e3"},
+ {file = "wheel_filename-1.4.2.tar.gz", hash = "sha256:87891c465dcbb40b40394a906f01a93214bdd51aa5d25e3a9a59cae62bc298fd"},
+]
+
+[[package]]
+name = "win32-setctime"
+version = "1.2.0"
+description = "A small Python utility to set file creation time on Windows"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
+markers = "sys_platform == \"win32\""
+files = [
+ {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"},
+ {file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"},
+]
+
+[package.extras]
+dev = ["black (>=19.3b0) ; python_version >= \"3.6\"", "pytest (>=4.6.2)"]
+
+[[package]]
+name = "xlsxwriter"
+version = "3.2.5"
+description = "A Python module for creating Excel XLSX files."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+ {file = "xlsxwriter-3.2.5-py3-none-any.whl", hash = "sha256:4f4824234e1eaf9d95df9a8fe974585ff91d0f5e3d3f12ace5b71e443c1c6abd"},
+ {file = "xlsxwriter-3.2.5.tar.gz", hash = "sha256:7e88469d607cdc920151c0ab3ce9cf1a83992d4b7bc730c5ffdd1a12115a7dbe"},
+]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.11"
+content-hash = "739e1c970fdef000c27accd3933a0ba0710c0d17ec1de2b23b5ff80a27a1b4c3"
diff --git a/pyproject.toml b/pyproject.toml
index b852c69b..b21ca345 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,29 +1,85 @@
-[tool.black]
-line-length = 120
+[project]
+name = "mitreattack-python"
+description = "MITRE ATT&CK python library"
+version = "5.0.0"
+authors = [
+ { name = "Jared Ondricek", email = "jondricek@mitre.org"},
+ { name = "Evan Lucchesi Leon", email = "elucchesileon@mitre.org"}
+]
+license = { text = "Apache-2.0" }
+readme="README.md"
+requires-python = ">=3.11"
+dynamic = [ "classifiers" ]
+dependencies = [
+ "colour>=0.1.5",
+ "deepdiff>=6.6.0",
+ "drawsvg==2.3.0",
+ "loguru>=0.6.0",
+ "Markdown>=3.5",
+ "numpy>=1.26.1",
+ "openpyxl>=3.1.2",
+ "pandas>=2.1.1",
+ "pooch>=1.7.0",
+ "python-dateutil>=2.8.2",
+ "Pillow>=10.1.0",
+ "requests>=2.31.0",
+ "rich>=13.6.0",
+ "stix2>=3.0.1",
+ "tabulate>=0.9.0",
+ "tqdm>=4.66.1",
+ "typer>=0.9.0",
+ "wheel>=0.41.2",
+ "xlsxwriter>=3.1.8",
+]
+
+[project.urls]
+homepage = "https://github.com/mitre-attack/mitreattack-python/"
+repository = "https://github.com/mitre-attack/mitreattack-python/"
+documentation = "https://mitreattack-python.readthedocs.io/"
+
+[project.scripts]
+attackToExcel_cli = 'mitreattack.attackToExcel.attackToExcel:main'
+layerExporter_cli = 'mitreattack.navlayers.layerExporter_cli:main'
+layerGenerator_cli = 'mitreattack.navlayers.layerGenerator_cli:main'
+indexToMarkdown_cli = 'mitreattack.collections.index_to_markdown:main'
+collectionToIndex_cli = 'mitreattack.collections.collection_to_index:main'
+diff_stix = 'mitreattack.diffStix.changelog_helper:main'
+download_attack_stix = 'mitreattack.download_stix:app'
+
+[tool.poetry]
+packages = [ { include = "mitreattack"} ]
+include = [
+ { path = "mitreattack/navlayers/exporters/fonts/*.ttf", format = ["sdist", "wheel"] },
+]
+classifiers = [
+ "Programming Language :: Python :: 3",
+ "Topic :: Security",
+ "License :: OSI Approved :: Apache Software License",
+ "Operating System :: OS Independent",
+]
+
+
+[tool.poetry.group.dev]
+optional = true
-[tool.isort]
-profile = "black"
+[tool.poetry.group.dev.dependencies]
+check-wheel-contents = ">=0.6.1"
+pytest = ">=8.3.5"
+pytest-cov = ">=6.0.0"
+pytest-dotenv = ">=0.5.2"
+ruff = ">=0.9.9"
+responses = ">=0.25.8"
+
+[build-system]
+requires = ["poetry-core>=2.0.0,<3.0.0"]
+build-backend = "poetry.core.masonry.api"
[tool.ruff]
line-length = 120
-exclude = [
- ".venv",
- "__pypackages__",
- "build",
- "dist",
- "venv",
- # "tests",
-]
[tool.ruff.lint]
-ignore = [
- "E501", # line-too-long
- "D100", # Missing docstring in public module
- "D105", # undocumented-magic-method
- ]
-# On top of the defaults (E, F), enable pydocstyle (D) and isort (I).
-select = ["E", "F", "D", "I"]
-
+# On top of the defaults (E, F), enable pydocstyle (D), isort (I), and bugbear (B).
+select = ["E", "F", "D", "I", "B"]
[tool.ruff.lint.pydocstyle]
convention = "numpy"
diff --git a/requirements-dev.txt b/requirements-dev.txt
deleted file mode 100644
index 88a17291..00000000
--- a/requirements-dev.txt
+++ /dev/null
@@ -1,33 +0,0 @@
-colour>=0.1.5
-deepdiff>=6.6.0
-drawsvg==2.3.0
-loguru>=0.6.0
-Markdown>=3.5
-numpy>=1.26.1
-openpyxl>=3.1.2
-pandas>=2.1.1
-pooch>=1.7.0
-python-dateutil>=2.8.2
-Pillow>=10.1.0
-requests>=2.31.0
-rich>=13.6.0
-stix2>=3.0.1
-tabulate>=0.9.0
-tqdm>=4.66.1
-typer>=0.9.0
-wheel>=0.41.2
-xlsxwriter>=3.1.8
-
-# dev dependencies
-black
-check-wheel-contents
-flake8
-flake8-docstrings
-isort
-pyinstrument
-pytest
-pytest-cov
-pytest-dotenv
-ruff
-setuptools
-responses
\ No newline at end of file
diff --git a/setup.py b/setup.py
deleted file mode 100644
index b895d1f1..00000000
--- a/setup.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import setuptools
-
-with open("README.md", "r") as fh:
- long_description = fh.read()
-
-setuptools.setup(
- name="mitreattack-python",
- version="5.0.0",
- author="MITRE ATT&CK, MITRE Corporation",
- author_email="attack@mitre.org",
- description="MITRE ATT&CK python library",
- long_description=long_description,
- long_description_content_type="text/markdown",
- maintainer="MITRE ATT&CK",
- maintainer_email="attack@mitre.org",
- license="Apache 2.0",
- url="https://github.com/mitre-attack/mitreattack-python/",
- package_data={"mitreattack": ["navlayers/exporters/fonts/*.ttf"]},
- include_package_data=True,
- entry_points={
- "console_scripts": [
- "attackToExcel_cli=mitreattack.attackToExcel.attackToExcel:main",
- "layerExporter_cli=mitreattack.navlayers.layerExporter_cli:main",
- "layerGenerator_cli=mitreattack.navlayers.layerGenerator_cli:main",
- "indexToMarkdown_cli=mitreattack.collections.index_to_markdown:main",
- "collectionToIndex_cli=mitreattack.collections.collection_to_index:main",
- "diff_stix=mitreattack.diffStix.changelog_helper:main",
- "download_attack_stix=mitreattack.download_stix:app",
- ]
- },
- packages=setuptools.find_packages(),
- classifiers=[
- "Programming Language :: Python :: 3",
- "Topic :: Security",
- "License :: OSI Approved :: Apache Software License",
- "Operating System :: OS Independent",
- ],
- python_requires=">=3.11",
- install_requires=[
- "colour",
- "deepdiff",
- "drawsvg>=2.0.0",
- "loguru",
- "Markdown",
- "numpy",
- "openpyxl",
- "pandas",
- "pooch",
- "python-dateutil",
- "Pillow",
- "requests",
- "rich",
- "stix2",
- "tabulate",
- "tqdm",
- "typer",
- "xlsxwriter",
- ],
-)
From d90db68295ee33aafac8c65fb9244023f122b442 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 10:43:13 -0400
Subject: [PATCH 08/16] feat: update sphinx copyright date and package version
---
docs/conf.py | 6 +++---
1 file changed, 3 insertions(+), 3 deletions(-)
diff --git a/docs/conf.py b/docs/conf.py
index 66c7ef77..7418e10a 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -9,9 +9,9 @@
# -- Project information -----------------------------------------------------
project = "mitreattack-python"
-copyright = "2022, The MITRE Corporation"
-version = "2.0.0"
-release = "2.0.0"
+copyright = "2025, The MITRE Corporation"
+version = "5.0.0"
+release = "5.0.0"
# -- General configuration ---------------------------------------------------
extensions = [
From 8f3cbf2d29bfd5be3b2dec18d52813e50b150f34 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 10:54:35 -0400
Subject: [PATCH 09/16] chore: ruff format
---
examples/get_all_matrices.py | 2 +-
examples/get_objects_by_content.py | 2 +-
mitreattack/attackToExcel/attackToExcel.py | 6 +-
mitreattack/diffStix/changelog_helper.py | 76 +++++++++++++------
mitreattack/download_stix.py | 10 ++-
mitreattack/navlayers/core/exceptions.py | 1 -
mitreattack/navlayers/core/versions.py | 4 +-
mitreattack/navlayers/exporters/matrix_gen.py | 4 +-
.../navlayers/exporters/svg_objects.py | 2 +-
.../navlayers/exporters/svg_templates.py | 3 +-
mitreattack/navlayers/exporters/to_svg.py | 6 +-
.../navlayers/generators/gen_helpers.py | 3 +-
.../generators/overview_generator.py | 9 ++-
mitreattack/navlayers/layerExporter_cli.py | 7 +-
mitreattack/navlayers/layerGenerator_cli.py | 3 +-
.../navlayers/manipulators/layerops.py | 2 +-
tests/changelog/test_utils.py | 5 +-
tests/resources/testing_data.py | 6 +-
tests/test_to_excel.py | 2 +-
19 files changed, 96 insertions(+), 57 deletions(-)
diff --git a/examples/get_all_matrices.py b/examples/get_all_matrices.py
index ace5bb69..94b5cfee 100644
--- a/examples/get_all_matrices.py
+++ b/examples/get_all_matrices.py
@@ -6,7 +6,7 @@ def main():
matrices = mitre_attack_data.get_matrices(remove_revoked_deprecated=True)
- print(f"Retrieved {len(matrices)} ATT&CK matrices: { ', '.join([m.name for m in matrices]) }")
+ print(f"Retrieved {len(matrices)} ATT&CK matrices: {', '.join([m.name for m in matrices])}")
if __name__ == "__main__":
diff --git a/examples/get_objects_by_content.py b/examples/get_objects_by_content.py
index fb60d458..183483d6 100644
--- a/examples/get_objects_by_content.py
+++ b/examples/get_objects_by_content.py
@@ -8,7 +8,7 @@ def main():
techniques = mitre_attack_data.get_objects_by_content("LSASS", "attack-pattern", remove_revoked_deprecated=True)
print(f"There are {len(techniques)} techniques where 'LSASS' appears in the description.")
- # retrieve all objects by the content of their description
+ # retrieve all objects by the content of their description
objects = mitre_attack_data.get_objects_by_content("LSASS", None, remove_revoked_deprecated=True)
print(f"There are a total of {len(objects)} objects where 'LSASS' appears in the description.")
diff --git a/mitreattack/attackToExcel/attackToExcel.py b/mitreattack/attackToExcel/attackToExcel.py
index 9d256765..d03a61ac 100644
--- a/mitreattack/attackToExcel/attackToExcel.py
+++ b/mitreattack/attackToExcel/attackToExcel.py
@@ -16,7 +16,9 @@
SUB_CHARACTERS = ["\\", "/"]
-def get_stix_data(domain: str, version: Optional[str] = None, remote: Optional[str] = None, stix_file: Optional[str] = None) -> MemoryStore:
+def get_stix_data(
+ domain: str, version: Optional[str] = None, remote: Optional[str] = None, stix_file: Optional[str] = None
+) -> MemoryStore:
"""Download the ATT&CK STIX data for the given domain and version from MITRE/CTI (or just domain if a remote workbench is specified).
Parameters
@@ -105,7 +107,7 @@ def build_dataframes(src: MemoryStore, domain: str) -> Dict:
"mitigations": stixToDf.mitigationsToDf(src),
"matrices": stixToDf.matricesToDf(src, domain),
"relationships": stixToDf.relationshipsToDf(src),
- "datasources": stixToDf.datasourcesToDf(src)
+ "datasources": stixToDf.datasourcesToDf(src),
}
return df
diff --git a/mitreattack/diffStix/changelog_helper.py b/mitreattack/diffStix/changelog_helper.py
index b03fa876..1e3b2923 100644
--- a/mitreattack/diffStix/changelog_helper.py
+++ b/mitreattack/diffStix/changelog_helper.py
@@ -497,15 +497,15 @@ def find_technique_detection_changes(self, new_stix_obj: dict, domain: str):
old_datasource_id = old_datacomponent["x_mitre_data_source_ref"]
old_datasource = all_old_domain_datasources[old_datasource_id]
old_datasource_attack_id = get_attack_id(stix_obj=old_datasource)
- old_datacomponent_detections[
- old_sourceref_id
- ] = f"{old_datasource_attack_id}: {old_datasource['name']} ({old_datacomponent['name']})"
+ old_datacomponent_detections[old_sourceref_id] = (
+ f"{old_datasource_attack_id}: {old_datasource['name']} ({old_datacomponent['name']})"
+ )
if old_sourceref_id in all_old_domain_detectionstrategies:
old_detectionstrategy = all_old_domain_detectionstrategies[old_sourceref_id]
old_detectionstrategy_attack_id = get_attack_id(stix_obj=old_detectionstrategy)
- old_detectionstrategy_detections[
- old_sourceref_id
- ] = f"{old_detectionstrategy_attack_id}: {old_detectionstrategy['name']}"
+ old_detectionstrategy_detections[old_sourceref_id] = (
+ f"{old_detectionstrategy_attack_id}: {old_detectionstrategy['name']}"
+ )
for _, detection_relationship in self.data["new"][domain]["relationships"]["detections"].items():
if detection_relationship.get("x_mitre_deprecated") or detection_relationship.get("revoked"):
@@ -517,34 +517,52 @@ def find_technique_detection_changes(self, new_stix_obj: dict, domain: str):
new_datasource_id = new_datacomponent["x_mitre_data_source_ref"]
new_datasource = all_new_domain_datasources[new_datasource_id]
new_datasource_attack_id = get_attack_id(stix_obj=new_datasource)
- new_datacomponent_detections[
- new_sourceref_id
- ] = f"{new_datasource_attack_id}: {new_datasource['name']} ({new_datacomponent['name']})"
+ new_datacomponent_detections[new_sourceref_id] = (
+ f"{new_datasource_attack_id}: {new_datasource['name']} ({new_datacomponent['name']})"
+ )
if new_sourceref_id in all_new_domain_detectionstrategies:
new_detectionstrategy = all_new_domain_detectionstrategies[new_sourceref_id]
new_detectionstrategy_attack_id = get_attack_id(stix_obj=new_detectionstrategy)
- new_detectionstrategy_detections[
- new_sourceref_id
- ] = f"{new_detectionstrategy_attack_id}: {new_detectionstrategy['name']}"
+ new_detectionstrategy_detections[new_sourceref_id] = (
+ f"{new_detectionstrategy_attack_id}: {new_detectionstrategy['name']}"
+ )
shared_datacomponent_detections = old_datacomponent_detections.keys() & new_datacomponent_detections.keys()
brand_new_datacomponent_detections = new_datacomponent_detections.keys() - old_datacomponent_detections.keys()
dropped_datacomponent_detections = old_datacomponent_detections.keys() - new_datacomponent_detections.keys()
new_stix_obj["changelog_datacomponent_detections"] = {
- "shared": sorted([f"{new_datacomponent_detections[stix_id]}" for stix_id in shared_datacomponent_detections]),
- "new": sorted([f"{new_datacomponent_detections[stix_id]}" for stix_id in brand_new_datacomponent_detections]),
- "dropped": sorted([f"{old_datacomponent_detections[stix_id]}" for stix_id in dropped_datacomponent_detections]),
+ "shared": sorted(
+ [f"{new_datacomponent_detections[stix_id]}" for stix_id in shared_datacomponent_detections]
+ ),
+ "new": sorted(
+ [f"{new_datacomponent_detections[stix_id]}" for stix_id in brand_new_datacomponent_detections]
+ ),
+ "dropped": sorted(
+ [f"{old_datacomponent_detections[stix_id]}" for stix_id in dropped_datacomponent_detections]
+ ),
}
- shared_detectionstrategy_detections = old_detectionstrategy_detections.keys() & new_detectionstrategy_detections.keys()
- brand_new_detectionstrategy_detections = new_detectionstrategy_detections.keys() - old_detectionstrategy_detections.keys()
- dropped_detectionstrategy_detections = old_detectionstrategy_detections.keys() - new_detectionstrategy_detections.keys()
+ shared_detectionstrategy_detections = (
+ old_detectionstrategy_detections.keys() & new_detectionstrategy_detections.keys()
+ )
+ brand_new_detectionstrategy_detections = (
+ new_detectionstrategy_detections.keys() - old_detectionstrategy_detections.keys()
+ )
+ dropped_detectionstrategy_detections = (
+ old_detectionstrategy_detections.keys() - new_detectionstrategy_detections.keys()
+ )
new_stix_obj["changelog_detectionstrategy_detections"] = {
- "shared": sorted([f"{new_detectionstrategy_detections[stix_id]}" for stix_id in shared_detectionstrategy_detections]),
- "new": sorted([f"{new_detectionstrategy_detections[stix_id]}" for stix_id in brand_new_detectionstrategy_detections]),
- "dropped": sorted([f"{old_detectionstrategy_detections[stix_id]}" for stix_id in dropped_detectionstrategy_detections]),
+ "shared": sorted(
+ [f"{new_detectionstrategy_detections[stix_id]}" for stix_id in shared_detectionstrategy_detections]
+ ),
+ "new": sorted(
+ [f"{new_detectionstrategy_detections[stix_id]}" for stix_id in brand_new_detectionstrategy_detections]
+ ),
+ "dropped": sorted(
+ [f"{old_detectionstrategy_detections[stix_id]}" for stix_id in dropped_detectionstrategy_detections]
+ ),
}
def load_domain(self, domain: str):
@@ -562,7 +580,9 @@ def load_domain(self, domain: str):
else:
directory = self.old if datastore_version == "old" else self.new
if directory is None:
- raise ValueError(f"Directory path for {datastore_version} data cannot be None when not using MITRE CTI")
+ raise ValueError(
+ f"Directory path for {datastore_version} data cannot be None when not using MITRE CTI"
+ )
stix_file = os.path.join(directory, f"{domain}.json")
attack_version = release_info.get_attack_version(domain=domain, stix_file=stix_file)
@@ -1679,7 +1699,9 @@ def write_detailed_html(html_file_detailed: str, diffStix: DiffStix):
if change_type in ["additions", "revocations", "deprecations", "deletions"]:
if stix_object.get("description"):
- lines.append(f"Description: {markdown.markdown(stix_object['description'])}
")
+ lines.append(
+ f"Description: {markdown.markdown(stix_object['description'])}
"
+ )
if change_type == "revocations":
revoked_by_id = get_attack_id(stix_object["revoked_by"])
@@ -1737,7 +1759,9 @@ def write_detailed_html(html_file_detailed: str, diffStix: DiffStix):
lines.append("")
if stix_object.get("changelog_detectionstrategy_detections"):
new_detections = stix_object["changelog_detectionstrategy_detections"].get("new")
- dropped_detections = stix_object["changelog_detectionstrategy_detections"].get("dropped")
+ dropped_detections = stix_object["changelog_detectionstrategy_detections"].get(
+ "dropped"
+ )
if new_detections:
lines.append("New Detections (Detection Strategies -> Technique):
")
lines.append("")
@@ -1745,7 +1769,9 @@ def write_detailed_html(html_file_detailed: str, diffStix: DiffStix):
lines.append(f" - {detection}
")
lines.append("
")
if dropped_detections:
- lines.append("Dropped Detections (Detection Strategies -> Technique):
")
+ lines.append(
+ "Dropped Detections (Detection Strategies -> Technique):
"
+ )
lines.append("")
for detection in dropped_detections:
lines.append(f" - {detection}
")
diff --git a/mitreattack/download_stix.py b/mitreattack/download_stix.py
index 823fb2e1..f610675a 100644
--- a/mitreattack/download_stix.py
+++ b/mitreattack/download_stix.py
@@ -48,7 +48,11 @@ def download_stix(stix_version: str, domain: str, download_dir: str, release: st
def download_domains(
- domains: List[str], download_dir: str, all_versions: bool, stix_version: str, attack_versions: Optional[List[str]] = None
+ domains: List[str],
+ download_dir: str,
+ all_versions: bool,
+ stix_version: str,
+ attack_versions: Optional[List[str]] = None,
):
"""Download ATT&CK domains specified.
@@ -96,7 +100,9 @@ def download_domains(
if attack_versions:
# Download ATT&CK versions
for version in attack_versions:
- logger.info(f"Downloading STIX {stix_version}, ATT&CK version {version} for the {domain} domain to {download_dir}")
+ logger.info(
+ f"Downloading STIX {stix_version}, ATT&CK version {version} for the {domain} domain to {download_dir}"
+ )
if version in releases:
known_hash = releases[version]
download_stix(
diff --git a/mitreattack/navlayers/core/exceptions.py b/mitreattack/navlayers/core/exceptions.py
index c7125b16..0d1a13fb 100644
--- a/mitreattack/navlayers/core/exceptions.py
+++ b/mitreattack/navlayers/core/exceptions.py
@@ -1,6 +1,5 @@
"""Contains custom exceptions."""
-
UNSETVALUE = "(x)"
diff --git a/mitreattack/navlayers/core/versions.py b/mitreattack/navlayers/core/versions.py
index 2e5a0592..cad67c8f 100644
--- a/mitreattack/navlayers/core/versions.py
+++ b/mitreattack/navlayers/core/versions.py
@@ -60,7 +60,9 @@ def layer(self, layer):
"""Setter for layer."""
typeChecker(type(self).__name__, layer, str, "layer")
try:
- categoryChecker(type(self).__name__, layer, ["3.0", "4.0", "4.1", "4.2", "4.3", "4.4", "4.5"], "layer version")
+ categoryChecker(
+ type(self).__name__, layer, ["3.0", "4.0", "4.1", "4.2", "4.3", "4.4", "4.5"], "layer version"
+ )
except BadInput:
print(
f"[WARNING] - unrecognized layer version {layer}. Defaulting to the 4.5 schema, this may result in "
diff --git a/mitreattack/navlayers/exporters/matrix_gen.py b/mitreattack/navlayers/exporters/matrix_gen.py
index efbd5268..0ecb4a80 100644
--- a/mitreattack/navlayers/exporters/matrix_gen.py
+++ b/mitreattack/navlayers/exporters/matrix_gen.py
@@ -133,9 +133,7 @@ def __init__(self, source="local", resource=None, domain="enterprise"):
self.convert_data = {}
self.collections = dict()
if source.lower() not in ["local", "remote", "memorystore"]:
- logger.error(
- f"Unable to generate matrix, source {source} is not one of [remote | local | memorystore]"
- )
+ logger.error(f"Unable to generate matrix, source {source} is not one of [remote | local | memorystore]")
raise ValueError
if source.lower() == "local":
diff --git a/mitreattack/navlayers/exporters/svg_objects.py b/mitreattack/navlayers/exporters/svg_objects.py
index bfe736ed..1887c40c 100644
--- a/mitreattack/navlayers/exporters/svg_objects.py
+++ b/mitreattack/navlayers/exporters/svg_objects.py
@@ -460,7 +460,7 @@ def build(
close=True,
fill=tBC,
stroke=tBC,
- transform=f'translate(0,{y_offset})'
+ transform=f"translate(0,{y_offset})",
)
)
return g, offset + new_offset
diff --git a/mitreattack/navlayers/exporters/svg_templates.py b/mitreattack/navlayers/exporters/svg_templates.py
index b8660a59..eafd2166 100644
--- a/mitreattack/navlayers/exporters/svg_templates.py
+++ b/mitreattack/navlayers/exporters/svg_templates.py
@@ -154,8 +154,7 @@ def _build_headers(
psych += 1
if showAgg:
t1 = (
- f"showing aggregate scores using the {self.lhandle.layout.aggregateFunction} "
- f"aggregate function"
+ f"showing aggregate scores using the {self.lhandle.layout.aggregateFunction} aggregate function"
)
stub = "does not include"
if self.lhandle.layout.countUnscored:
diff --git a/mitreattack/navlayers/exporters/to_svg.py b/mitreattack/navlayers/exporters/to_svg.py
index 36bb083f..fc005af4 100644
--- a/mitreattack/navlayers/exporters/to_svg.py
+++ b/mitreattack/navlayers/exporters/to_svg.py
@@ -36,7 +36,7 @@ def __init__(
showAbout=True,
showDomain=True,
border=0.104,
- fontSize=4
+ fontSize=4,
):
"""Define parameters to configure SVG export.
@@ -124,7 +124,7 @@ def save_to_file(self, filename=""):
showFilters=self.showFilters,
showAbout=self.showAbout,
border=self.border,
- fontSize=self.fontSize
+ fontSize=self.fontSize,
)
with open(filename, "w", encoding="utf-16") as file:
json.dump(out, file, ensure_ascii=False)
@@ -253,7 +253,7 @@ def fontSize(self, fontSize):
if isinstance(fontSize, (int, float)):
self.__fontSize = fontSize
else:
- print(f'[Warning] - Unable to set font to {fontSize}: not a number')
+ print(f"[Warning] - Unable to set font to {fontSize}: not a number")
@property
def tableBorderColor(self):
diff --git a/mitreattack/navlayers/generators/gen_helpers.py b/mitreattack/navlayers/generators/gen_helpers.py
index 25fb86bb..4d783c3c 100644
--- a/mitreattack/navlayers/generators/gen_helpers.py
+++ b/mitreattack/navlayers/generators/gen_helpers.py
@@ -1,4 +1,5 @@
"""Helper functions."""
+
from mitreattack.constants import MITRE_ATTACK_ID_SOURCE_NAMES
@@ -57,7 +58,7 @@ def build_data_strings(data_sources, data_components):
out[component["id"]] = name
except IndexError:
print(
- f'[generator] - (WARNING): no matching data source{ref} found for data component {component["id"]}. '
+ f"[generator] - (WARNING): no matching data source{ref} found for data component {component['id']}. "
f"Skipping..."
)
pass
diff --git a/mitreattack/navlayers/generators/overview_generator.py b/mitreattack/navlayers/generators/overview_generator.py
index 440663a5..ad15ac95 100644
--- a/mitreattack/navlayers/generators/overview_generator.py
+++ b/mitreattack/navlayers/generators/overview_generator.py
@@ -142,7 +142,7 @@ def get_datasources(self, relationships):
"""
names = [self.source_mapping[x.source_ref] for x in relationships]
return len(names), names
-
+
def get_campaigns(self, relationships):
"""Sort campaigns out of relationships.
@@ -255,7 +255,12 @@ def generate_layer(self, obj_type):
:return: layer object with annotated techniques
"""
typeChecker(type(self).__name__, obj_type, str, "type")
- categoryChecker(type(self).__name__, obj_type, ["group", "software", "mitigation", "datasource", "campaign", "asset"], "type")
+ categoryChecker(
+ type(self).__name__,
+ obj_type,
+ ["group", "software", "mitigation", "datasource", "campaign", "asset"],
+ "type",
+ )
initial_list = self.get_matrix_template()
updated_list = self.update_template(obj_type, initial_list)
if obj_type == "group":
diff --git a/mitreattack/navlayers/layerExporter_cli.py b/mitreattack/navlayers/layerExporter_cli.py
index b08da77c..cb6e84f9 100644
--- a/mitreattack/navlayers/layerExporter_cli.py
+++ b/mitreattack/navlayers/layerExporter_cli.py
@@ -23,22 +23,21 @@ def main(argv=None):
)
parser.add_argument(
"--resource",
- help="Path to the local resource if --source=local, or url of an ATT&CK Workbench"
- " instance if --source=remote",
+ help="Path to the local resource if --source=local, or url of an ATT&CK Workbench instance if --source=remote",
default=None,
)
parser.add_argument("-o", "--output", nargs="+", help="Path(s) to the exported svg/xlsx file", required=True)
parser.add_argument(
"-l",
"--load_settings",
- help="[SVG Only] Path to a SVG configuration json to use when " "rendering",
+ help="[SVG Only] Path to a SVG configuration json to use when rendering",
default=None,
)
parser.add_argument(
"-d",
"--size",
nargs=2,
- help="[SVG Only] X and Y size values (in inches) for SVG export (use " "-l for other settings)",
+ help="[SVG Only] X and Y size values (in inches) for SVG export (use -l for other settings)",
default=[8.5, 11],
metavar=("WIDTH", "HEIGHT"),
)
diff --git a/mitreattack/navlayers/layerGenerator_cli.py b/mitreattack/navlayers/layerGenerator_cli.py
index 634b8796..9ef85cf9 100644
--- a/mitreattack/navlayers/layerGenerator_cli.py
+++ b/mitreattack/navlayers/layerGenerator_cli.py
@@ -41,8 +41,7 @@ def main(argv=None):
)
parser.add_argument(
"--resource",
- help="Path to the local resource if --source=local, or url of an ATT&CK Workbench"
- " instance if --source=remote",
+ help="Path to the local resource if --source=local, or url of an ATT&CK Workbench instance if --source=remote",
default=None,
)
args = parser.parse_args(args=argv)
diff --git a/mitreattack/navlayers/manipulators/layerops.py b/mitreattack/navlayers/manipulators/layerops.py
index 40e6684e..82c60212 100644
--- a/mitreattack/navlayers/manipulators/layerops.py
+++ b/mitreattack/navlayers/manipulators/layerops.py
@@ -182,7 +182,7 @@ def _merge_to_template(self, data, key=0):
if entry != "techniques":
standard = _raw[entry]
layer_entries = [getattr(x.layer, entry) for x in collide]
- layer_entries = [y.get_dict() if hasattr(y, 'get_dict') else y for y in layer_entries]
+ layer_entries = [y.get_dict() if hasattr(y, "get_dict") else y for y in layer_entries]
if any(y != standard for y in layer_entries):
if entry == "domain":
print("FATAL ERROR! Layer mis-match on domain. Exiting.")
diff --git a/tests/changelog/test_utils.py b/tests/changelog/test_utils.py
index 974c0ff3..080bd6d7 100644
--- a/tests/changelog/test_utils.py
+++ b/tests/changelog/test_utils.py
@@ -358,7 +358,10 @@ def create_layer_file_paths(tmp_path: Path, domains: List[str], prefix: str = "t
def validate_comprehensive_output_generation(
- markdown_result: str, file_paths: Dict[str, str], expected_domains: List[str], layer_files: Optional[List[str]] = None
+ markdown_result: str,
+ file_paths: Dict[str, str],
+ expected_domains: List[str],
+ layer_files: Optional[List[str]] = None,
) -> None:
"""Validate comprehensive output generation scenario.
diff --git a/tests/resources/testing_data.py b/tests/resources/testing_data.py
index cc8f5eaa..ebeb2e1b 100644
--- a/tests/resources/testing_data.py
+++ b/tests/resources/testing_data.py
@@ -29,7 +29,7 @@
"showName": True,
"showAggregateScores": False,
"countUnscored": False,
- "expandedSubtechniques": "annotated"
+ "expandedSubtechniques": "annotated",
},
"hideDisabled": False,
"techniques": [],
@@ -7670,7 +7670,7 @@
"showAggregateScores": True,
"countUnscored": True,
"aggregateFunction": "average",
- "expandedSubtechniques": "annotated"
+ "expandedSubtechniques": "annotated",
},
"hideDisabled": False,
"techniques": [
@@ -7739,7 +7739,7 @@
"showAggregateScores": True,
"countUnscored": True,
"aggregateFunction": "average",
- "expandedSubtechniques": "annotated"
+ "expandedSubtechniques": "annotated",
},
"hideDisabled": False,
"techniques": [
diff --git a/tests/test_to_excel.py b/tests/test_to_excel.py
index 77bdcb40..dc18e2c7 100644
--- a/tests/test_to_excel.py
+++ b/tests/test_to_excel.py
@@ -74,4 +74,4 @@ def test_enterprise_legacy(tmp_path: Path):
assert (excel_folder / f"enterprise-attack-{version}-relationships.xlsx").exists()
assert (excel_folder / f"enterprise-attack-{version}-mitigations.xlsx").exists()
assert (excel_folder / f"enterprise-attack-{version}-matrices.xlsx").exists()
- assert (excel_folder / f"enterprise-attack-{version}-groups.xlsx").exists()
\ No newline at end of file
+ assert (excel_folder / f"enterprise-attack-{version}-groups.xlsx").exists()
From f40438f5dc955273691d5f03fa7cd8c742a5b301 Mon Sep 17 00:00:00 2001
From: Jared Ondricek
Date: Tue, 26 Aug 2025 10:16:01 -0500
Subject: [PATCH 10/16] chore: update version of drawsvg
---
pyproject.toml | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/pyproject.toml b/pyproject.toml
index b21ca345..25a749ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,7 +13,7 @@ dynamic = [ "classifiers" ]
dependencies = [
"colour>=0.1.5",
"deepdiff>=6.6.0",
- "drawsvg==2.3.0",
+ "drawsvg>=2.4.0",
"loguru>=0.6.0",
"Markdown>=3.5",
"numpy>=1.26.1",
@@ -50,7 +50,7 @@ download_attack_stix = 'mitreattack.download_stix:app'
packages = [ { include = "mitreattack"} ]
include = [
{ path = "mitreattack/navlayers/exporters/fonts/*.ttf", format = ["sdist", "wheel"] },
-]
+]
classifiers = [
"Programming Language :: Python :: 3",
"Topic :: Security",
From 439f7179e39f7aa9e373cfc82852c1a50d74643d Mon Sep 17 00:00:00 2001
From: Jared Ondricek
Date: Tue, 26 Aug 2025 10:17:27 -0500
Subject: [PATCH 11/16] chore: update author list
---
pyproject.toml | 3 +--
1 file changed, 1 insertion(+), 2 deletions(-)
diff --git a/pyproject.toml b/pyproject.toml
index 25a749ae..620304f4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,8 +3,7 @@ name = "mitreattack-python"
description = "MITRE ATT&CK python library"
version = "5.0.0"
authors = [
- { name = "Jared Ondricek", email = "jondricek@mitre.org"},
- { name = "Evan Lucchesi Leon", email = "elucchesileon@mitre.org"}
+ { name = "MITRE ATT&CK", email = "attack@mitre.org"},
]
license = { text = "Apache-2.0" }
readme="README.md"
From 6c889202c7204e4025779e11316465b0a40400ec Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 11:17:30 -0400
Subject: [PATCH 12/16] feat: update github workflow for poetry
---
.github/workflows/lint-publish.yml | 41 +++++++++++-------------------
1 file changed, 15 insertions(+), 26 deletions(-)
diff --git a/.github/workflows/lint-publish.yml b/.github/workflows/lint-publish.yml
index aed9daa9..bb3c48f2 100644
--- a/.github/workflows/lint-publish.yml
+++ b/.github/workflows/lint-publish.yml
@@ -1,9 +1,9 @@
name: Lint, test, and publish
-on: [push]
+on: push
jobs:
- lint-test:
+ lint-format:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
@@ -12,29 +12,24 @@ jobs:
uses: actions/setup-python@v5
with:
python-version: "3.11"
+ cache: "poetry"
- name: Install dependencies
- run: |
- python -m pip install --upgrade pip
- pip install -r requirements-dev.txt
- pip install .
+ run: poetry install --with=dev
- - name: Lint with flake8
- run: flake8 mitreattack/ --count --exit-zero --statistics
+ - name: Lint with ruff
+ run: ruff check --exit-zero --output-format github
- # should turn these back on once they take less than 10 minutes to run
- # - name: Run pytest
- # run: |
- # cd tests
- # pytest --cov=mitreattack --cov-report html
+ - name: Check ruff format
+ run: ruff format --check
publish:
- needs: lint-test
+ needs: lint-format
if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
runs-on: ubuntu-latest
- # required for PyPI Trusted Publisher setup
- # https://docs.pypi.org/trusted-publishers/using-a-publisher/
environment: release
+ # this permission is required for PyPI Trusted Publisher setup
+ # https://docs.pypi.org/trusted-publishers/using-a-publisher/
permissions:
id-token: write
steps:
@@ -44,22 +39,16 @@ jobs:
uses: actions/setup-python@v5
with:
python-version: "3.11"
+ cache: "poetry"
- name: Install dependencies
- run: |
- python -m pip install --upgrade pip
- pip install -r requirements-dev.txt
- pip install .
+ run: poetry install --with=dev
- name: Run pytest
- run: |
- cd tests
- pytest --cov=mitreattack --cov-report html
- cd ..
+ run: poetry run pytest --cov=mitreattack
- name: Build package
- run: python setup.py sdist bdist_wheel
+ run: poetry build
- name: Publish package
- if: github.event_name == 'push' && startsWith(github.ref, 'refs/tags')
uses: pypa/gh-action-pypi-publish@release/v1
From 2e1c01a75e915cbf931db245eff98259eea3905e Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 11:22:06 -0400
Subject: [PATCH 13/16] fix: install poetry for GH actions
---
.github/workflows/lint-publish.yml | 6 ++++++
1 file changed, 6 insertions(+)
diff --git a/.github/workflows/lint-publish.yml b/.github/workflows/lint-publish.yml
index bb3c48f2..d3864010 100644
--- a/.github/workflows/lint-publish.yml
+++ b/.github/workflows/lint-publish.yml
@@ -8,6 +8,9 @@ jobs:
steps:
- uses: actions/checkout@v4
+ - name: Install poetry
+ run: pipx install poetry
+
- name: Set up Python 3.11
uses: actions/setup-python@v5
with:
@@ -35,6 +38,9 @@ jobs:
steps:
- uses: actions/checkout@v4
+ - name: Install poetry
+ run: pipx install poetry
+
- name: Set up Python 3.11
uses: actions/setup-python@v5
with:
From 2e93bd8f82ef1eae0c0057967e8bd5ee435a6b82 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 11:23:03 -0400
Subject: [PATCH 14/16] fix: update poetry.lock for drawsvg update
---
poetry.lock | 6 +++---
1 file changed, 3 insertions(+), 3 deletions(-)
diff --git a/poetry.lock b/poetry.lock
index eb26a724..2b5df13b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -333,13 +333,13 @@ test = ["pytest (>=8.3.0,<8.4.0)", "pytest-benchmark (>=5.1.0,<5.2.0)", "pytest-
[[package]]
name = "drawsvg"
-version = "2.3.0"
+version = "2.4.0"
description = "A Python 3 library for programmatically generating SVG (vector) images and animations. Drawsvg can also render to PNG, MP4, and display your drawings in Jupyter notebook and Jupyter lab."
optional = false
python-versions = "*"
groups = ["main"]
files = [
- {file = "drawsvg-2.3.0-py3-none-any.whl", hash = "sha256:93ad2b465d0da0b98c4e2cde11b64ce0149e2f15f8cdc0bd8e68f8b30a2e0abf"},
+ {file = "drawsvg-2.4.0-py3-none-any.whl", hash = "sha256:85b54044956390f05053bc2651e2414d54a4939b57a2be0a043e5cec2e04f1bb"},
]
[package.extras]
@@ -1633,4 +1633,4 @@ files = [
[metadata]
lock-version = "2.1"
python-versions = ">=3.11"
-content-hash = "739e1c970fdef000c27accd3933a0ba0710c0d17ec1de2b23b5ff80a27a1b4c3"
+content-hash = "4a17f0fb3322fc69c24dfe4577f58e7117d635ac6928d33e42badf3f9c34b18f"
From 9cd66fa1ccdb203f9927e089d960df1da04b5ac0 Mon Sep 17 00:00:00 2001
From: Evan Lucchesi Leon <189633144+elucchesileon@users.noreply.github.com>
Date: Tue, 26 Aug 2025 11:24:12 -0400
Subject: [PATCH 15/16] fix: run ruff with poetry in GH actions
---
.github/workflows/lint-publish.yml | 4 ++--
1 file changed, 2 insertions(+), 2 deletions(-)
diff --git a/.github/workflows/lint-publish.yml b/.github/workflows/lint-publish.yml
index d3864010..f3d84de1 100644
--- a/.github/workflows/lint-publish.yml
+++ b/.github/workflows/lint-publish.yml
@@ -21,10 +21,10 @@ jobs:
run: poetry install --with=dev
- name: Lint with ruff
- run: ruff check --exit-zero --output-format github
+ run: poetry run ruff check --exit-zero --output-format github
- name: Check ruff format
- run: ruff format --check
+ run: poetry run ruff format --check
publish:
needs: lint-format
From 873ae19f9f18b359454aee62af11f945fd21a360 Mon Sep 17 00:00:00 2001
From: Jared Ondricek
Date: Tue, 26 Aug 2025 10:40:54 -0500
Subject: [PATCH 16/16] docs: update readthedocs config
---
.readthedocs.yaml | 7 +++++--
1 file changed, 5 insertions(+), 2 deletions(-)
diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 876be7dd..f30f3827 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -1,9 +1,12 @@
version: 2
build:
- os: ubuntu-22.04
+ os: ubuntu-24.04
tools:
- python: "3.10"
+ python: "3.11"
+
+sphinx:
+ configuration: docs/conf.py
python:
install: